id	sid	tid	token	lemma	pos
ajis02-310	1	1	ajis	ajis	X
ajis02-310	1	2	vol	vol	NOUN
ajis02-310	1	3	.	.	PROPN
ajis02-310	2	1	6	6	NUM
ajis02-310	2	2	no	no	NOUN
ajis02-310	2	3	.	.	NOUN
ajis02-310	2	4	2	2	NUM
ajis02-310	2	5	may	may	PROPN
ajis02-310	2	6	1999	1999	NUM
ajis02-310	2	7	database	database	NOUN
ajis02-310	2	8	issues	issue	NOUN
ajis02-310	2	9	in	in	ADP
ajis02-310	2	10	knowledge	knowledge	NOUN
ajis02-310	2	11	discovery	discovery	NOUN
ajis02-310	2	12	and	and	CCONJ
ajis02-310	2	13	data	datum	NOUN
ajis02-310	2	14	mining	mining	NOUN
ajis02-310	2	15	chris	chris	PROPN
ajis02-310	2	16	p.	p.	PROPN
ajis02-310	2	17	rainsford	rainsford	PROPN
ajis02-310	2	18	defence	defence	NOUN
ajis02-310	2	19	science	science	NOUN
ajis02-310	2	20	and	and	CCONJ
ajis02-310	2	21	technology	technology	NOUN
ajis02-310	2	22	organisation	organisation	NOUN
ajis02-310	2	23	information	information	NOUN
ajis02-310	2	24	technology	technology	NOUN
ajis02-310	2	25	division	division	NOUN
ajis02-310	2	26	dsto	dsto	NOUN
ajis02-310	2	27	c3	c3	PROPN
ajis02-310	2	28	research	research	PROPN
ajis02-310	2	29	centre	centre	PROPN
ajis02-310	2	30	femhill	femhill	ADJ
ajis02-310	2	31	park	park	PROPN
ajis02-310	2	32	,	,	PUNCT
ajis02-310	2	33	canberra	canberra	PROPN
ajis02-310	2	34	2600	2600	NUM
ajis02-310	2	35	chris.rainsford@dsto.defence.gov.au	chris.rainsford@dsto.defence.gov.au	PROPN
ajis02-310	2	36	john	john	PROPN
ajis02-310	2	37	f.	f.	PROPN
ajis02-310	2	38	roddick	roddick	PROPN
ajis02-310	2	39	school	school	PROPN
ajis02-310	2	40	of	of	ADP
ajis02-310	2	41	computer	computer	NOUN
ajis02-310	2	42	and	and	CCONJ
ajis02-310	2	43	information	information	NOUN
ajis02-310	2	44	science	science	PROPN
ajis02-310	2	45	university	university	PROPN
ajis02-310	2	46	of	of	ADP
ajis02-310	2	47	south	south	PROPN
ajis02-310	2	48	australia	australia	PROPN
ajis02-310	2	49	mawson	mawson	PROPN
ajis02-310	2	50	lakes	lakes	PROPN
ajis02-310	2	51	,	,	PUNCT
ajis02-310	2	52	adelaide	adelaide	PROPN
ajis02-310	2	53	.	.	PUNCT
ajis02-310	3	1	south	south	PROPN
ajis02-310	3	2	australia	australia	PROPN
ajis02-310	3	3	5095	5095	NUM
ajis02-310	3	4	roddick@cis.unisa.edu.au	roddick@cis.unisa.edu.au	NOUN
ajis02-310	3	5	abstract	abstract	ADJ
ajis02-310	3	6	in	in	ADP
ajis02-310	3	7	recent	recent	ADJ
ajis02-310	3	8	years	year	NOUN
ajis02-310	3	9	both	both	CCONJ
ajis02-310	3	10	the	the	DET
ajis02-310	3	11	number	number	NOUN
ajis02-310	3	12	and	and	CCONJ
ajis02-310	3	13	the	the	DET
ajis02-310	3	14	size	size	NOUN
ajis02-310	3	15	of	of	ADP
ajis02-310	3	16	organisational	organisational	ADJ
ajis02-310	3	17	databases	database	NOUN
ajis02-310	3	18	have	have	AUX
ajis02-310	3	19	increased	increase	VERB
ajis02-310	3	20	rapidly	rapidly	ADV
ajis02-310	3	21	.	.	PUNCT
ajis02-310	4	1	however	however	ADV
ajis02-310	4	2	,	,	PUNCT
ajis02-310	4	3	although	although	SCONJ
ajis02-310	4	4	available	available	ADJ
ajis02-310	4	5	processing	processing	NOUN
ajis02-310	4	6	power	power	NOUN
ajis02-310	4	7	has	have	AUX
ajis02-310	4	8	also	also	ADV
ajis02-310	4	9	grown	grow	VERB
ajis02-310	4	10	,	,	PUNCT
ajis02-310	4	11	the	the	DET
ajis02-310	4	12	increase	increase	NOUN
ajis02-310	4	13	in	in	ADP
ajis02-310	4	14	stored	store	VERB
ajis02-310	4	15	data	datum	NOUN
ajis02-310	4	16	has	have	AUX
ajis02-310	4	17	not	not	PART
ajis02-310	4	18	necessarily	necessarily	ADV
ajis02-310	4	19	led	lead	VERB
ajis02-310	4	20	to	to	ADP
ajis02-310	4	21	a	a	DET
ajis02-310	4	22	corresponding	corresponding	ADJ
ajis02-310	4	23	increase	increase	NOUN
ajis02-310	4	24	in	in	ADP
ajis02-310	4	25	useful	useful	ADJ
ajis02-310	4	26	information	information	NOUN
ajis02-310	4	27	and	and	CCONJ
ajis02-310	4	28	knowledge	knowledge	NOUN
ajis02-310	4	29	.	.	PUNCT
ajis02-310	5	1	this	this	PRON
ajis02-310	5	2	has	have	AUX
ajis02-310	5	3	led	lead	VERB
ajis02-310	5	4	to	to	ADP
ajis02-310	5	5	a	a	DET
ajis02-310	5	6	growing	grow	VERB
ajis02-310	5	7	interest	interest	NOUN
ajis02-310	5	8	in	in	ADP
ajis02-310	5	9	the	the	DET
ajis02-310	5	10	development	development	NOUN
ajis02-310	5	11	of	of	ADP
ajis02-310	5	12	tools	tool	NOUN
ajis02-310	5	13	capable	capable	ADJ
ajis02-310	5	14	of	of	ADP
ajis02-310	5	15	harnessing	harness	VERB
ajis02-310	5	16	the	the	DET
ajis02-310	5	17	increased	increase	VERB
ajis02-310	5	18	processing	processing	NOUN
ajis02-310	5	19	power	power	NOUN
ajis02-310	5	20	available	available	ADJ
ajis02-310	5	21	to	to	PART
ajis02-310	5	22	better	well	ADV
ajis02-310	5	23	utilise	utilise	VERB
ajis02-310	5	24	the	the	DET
ajis02-310	5	25	potential	potential	NOUN
ajis02-310	5	26	of	of	ADP
ajis02-310	5	27	stored	store	VERB
ajis02-310	5	28	data	datum	NOUN
ajis02-310	5	29	.	.	PUNCT
ajis02-310	6	1	the	the	DET
ajis02-310	6	2	terms	term	NOUN
ajis02-310	6	3	"	"	PUNCT
ajis02-310	6	4	knowledge	knowledge	NOUN
ajis02-310	6	5	discovery	discovery	NOUN
ajis02-310	6	6	in	in	ADP
ajis02-310	6	7	databases	database	NOUN
ajis02-310	6	8	"	"	PUNCT
ajis02-310	6	9	and	and	CCONJ
ajis02-310	6	10	"	"	PUNCT
ajis02-310	6	11	data	data	NOUN
ajis02-310	6	12	mining	mining	NOUN
ajis02-310	6	13	"	"	PUNCT
ajis02-310	6	14	have	have	AUX
ajis02-310	6	15	been	be	AUX
ajis02-310	6	16	adopted	adopt	VERB
ajis02-310	6	17	for	for	ADP
ajis02-310	6	18	a	a	DET
ajis02-310	6	19	field	field	NOUN
ajis02-310	6	20	of	of	ADP
ajis02-310	6	21	research	research	NOUN
ajis02-310	6	22	dealing	deal	VERB
ajis02-310	6	23	with	with	ADP
ajis02-310	6	24	the	the	DET
ajis02-310	6	25	automatic	automatic	ADJ
ajis02-310	6	26	discovery	discovery	NOUN
ajis02-310	6	27	of	of	ADP
ajis02-310	6	28	knowledge	knowledge	NOUN
ajis02-310	6	29	impb'cit	impb'cit	VERB
ajis02-310	6	30	within	within	ADP
ajis02-310	6	31	databases	database	NOUN
ajis02-310	6	32	.	.	PUNCT
ajis02-310	7	1	data	datum	NOUN
ajis02-310	7	2	mining	mining	NOUN
ajis02-310	7	3	is	be	AUX
ajis02-310	7	4	useful	useful	ADJ
ajis02-310	7	5	in	in	ADP
ajis02-310	7	6	situations	situation	NOUN
ajis02-310	7	7	where	where	SCONJ
ajis02-310	7	8	the	the	DET
ajis02-310	7	9	volume	volume	NOUN
ajis02-310	7	10	of	of	ADP
ajis02-310	7	11	data	datum	NOUN
ajis02-310	7	12	is	be	AUX
ajis02-310	7	13	either	either	CCONJ
ajis02-310	7	14	too	too	ADV
ajis02-310	7	15	large	large	ADJ
ajis02-310	7	16	or	or	CCONJ
ajis02-310	7	17	too	too	ADV
ajis02-310	7	18	complicated	complicated	ADJ
ajis02-310	7	19	for	for	ADP
ajis02-310	7	20	manual	manual	ADJ
ajis02-310	7	21	processing	processing	NOUN
ajis02-310	7	22	or	or	CCONJ
ajis02-310	7	23	,	,	PUNCT
ajis02-310	7	24	to	to	ADP
ajis02-310	7	25	a	a	DET
ajis02-310	7	26	lesser	less	ADJ
ajis02-310	7	27	extent	extent	NOUN
ajis02-310	7	28	,	,	PUNCT
ajis02-310	7	29	where	where	SCONJ
ajis02-310	7	30	human	human	ADJ
ajis02-310	7	31	experts	expert	NOUN
ajis02-310	7	32	are	be	AUX
ajis02-310	7	33	unavailable	unavailable	ADJ
ajis02-310	7	34	to	to	PART
ajis02-310	7	35	provide	provide	VERB
ajis02-310	7	36	knowledge	knowledge	NOUN
ajis02-310	7	37	.	.	PUNCT
ajis02-310	8	1	the	the	DET
ajis02-310	8	2	success	success	NOUN
ajis02-310	8	3	already	already	ADV
ajis02-310	8	4	attained	attain	VERB
ajis02-310	8	5	by	by	ADP
ajis02-310	8	6	a	a	DET
ajis02-310	8	7	wide	wide	ADJ
ajis02-310	8	8	range	range	NOUN
ajis02-310	8	9	of	of	ADP
ajis02-310	8	10	data	datum	NOUN
ajis02-310	8	11	mining	mining	NOUN
ajis02-310	8	12	applications	application	NOUN
ajis02-310	8	13	has	have	AUX
ajis02-310	8	14	continued	continue	VERB
ajis02-310	8	15	to	to	PART
ajis02-310	8	16	prompt	prompt	VERB
ajis02-310	8	17	further	further	ADJ
ajis02-310	8	18	investigation	investigation	NOUN
ajis02-310	8	19	into	into	ADP
ajis02-310	8	20	alternative	alternative	ADJ
ajis02-310	8	21	data	datum	NOUN
ajis02-310	8	22	mining	mining	NOUN
ajis02-310	8	23	techniques	technique	NOUN
ajis02-310	8	24	and	and	CCONJ
ajis02-310	8	25	the	the	DET
ajis02-310	8	26	extension	extension	NOUN
ajis02-310	8	27	of	of	ADP
ajis02-310	8	28	data	datum	NOUN
ajis02-310	8	29	mining	mining	NOUN
ajis02-310	8	30	to	to	ADP
ajis02-310	8	31	new	new	ADJ
ajis02-310	8	32	domains	domain	NOUN
ajis02-310	8	33	.	.	PUNCT
ajis02-310	9	1	this	this	DET
ajis02-310	9	2	paper	paper	NOUN
ajis02-310	9	3	surveys	survey	NOUN
ajis02-310	9	4	,	,	PUNCT
ajis02-310	9	5	from	from	ADP
ajis02-310	9	6	the	the	DET
ajis02-310	9	7	standpoint	standpoint	NOUN
ajis02-310	9	8	of	of	ADP
ajis02-310	9	9	the	the	DET
ajis02-310	9	10	database	database	NOUN
ajis02-310	9	11	systems	system	NOUN
ajis02-310	9	12	community	community	NOUN
ajis02-310	9	13	,	,	PUNCT
ajis02-310	9	14	current	current	ADJ
ajis02-310	9	15	issues	issue	NOUN
ajis02-310	9	16	in	in	ADP
ajis02-310	9	17	data	datum	NOUN
ajis02-310	9	18	mining	mining	NOUN
ajis02-310	9	19	research	research	NOUN
ajis02-310	9	20	by	by	ADP
ajis02-310	9	21	examining	examine	VERB
ajis02-310	9	22	the	the	DET
ajis02-310	9	23	architectural	architectural	ADJ
ajis02-310	9	24	and	and	CCONJ
ajis02-310	9	25	process	process	NOUN
ajis02-310	9	26	models	model	NOUN
ajis02-310	9	27	adopted	adopt	VERB
ajis02-310	9	28	by	by	ADP
ajis02-310	9	29	knowledge	knowledge	NOUN
ajis02-310	9	30	discovery	discovery	PROPN
ajis02-310	9	31	systems	system	NOUN
ajis02-310	9	32	,	,	PUNCT
ajis02-310	9	33	the	the	DET
ajis02-310	9	34	different	different	ADJ
ajis02-310	9	35	types	type	NOUN
ajis02-310	9	36	of	of	ADP
ajis02-310	9	37	discovered	discover	VERB
ajis02-310	9	38	knowledge	knowledge	NOUN
ajis02-310	9	39	,	,	PUNCT
ajis02-310	9	40	the	the	DET
ajis02-310	9	41	way	way	NOUN
ajis02-310	9	42	knowledge	knowledge	NOUN
ajis02-310	9	43	discovery	discovery	PROPN
ajis02-310	9	44	systems	system	NOUN
ajis02-310	9	45	operate	operate	VERB
ajis02-310	9	46	on	on	ADP
ajis02-310	9	47	different	different	ADJ
ajis02-310	9	48	data	datum	NOUN
ajis02-310	9	49	types	type	NOUN
ajis02-310	9	50	,	,	PUNCT
ajis02-310	9	51	various	various	ADJ
ajis02-310	9	52	techniques	technique	NOUN
ajis02-310	9	53	for	for	ADP
ajis02-310	9	54	knowledge	knowledge	NOUN
ajis02-310	9	55	discovery	discovery	NOUN
ajis02-310	9	56	and	and	CCONJ
ajis02-310	9	57	the	the	DET
ajis02-310	9	58	ways	way	NOUN
ajis02-310	9	59	in	in	ADP
ajis02-310	9	60	which	which	PRON
ajis02-310	9	61	discovered	discover	VERB
ajis02-310	9	62	knowledge	knowledge	NOUN
ajis02-310	9	63	is	be	AUX
ajis02-310	9	64	used	use	VERB
ajis02-310	9	65	.	.	PUNCT
ajis02-310	10	1	introduction	introduction	NOUN
ajis02-310	10	2	in	in	ADP
ajis02-310	10	3	recent	recent	ADJ
ajis02-310	10	4	years	year	NOUN
ajis02-310	10	5	the	the	DET
ajis02-310	10	6	continued	continue	VERB
ajis02-310	10	7	growth	growth	NOUN
ajis02-310	10	8	in	in	ADP
ajis02-310	10	9	the	the	DET
ajis02-310	10	10	size	size	NOUN
ajis02-310	10	11	of	of	ADP
ajis02-310	10	12	databases	database	NOUN
ajis02-310	10	13	has	have	AUX
ajis02-310	10	14	led	lead	VERB
ajis02-310	10	15	to	to	ADP
ajis02-310	10	16	an	an	DET
ajis02-310	10	17	increased	increase	VERB
ajis02-310	10	18	interest	interest	NOUN
ajis02-310	10	19	in	in	ADP
ajis02-310	10	20	the	the	DET
ajis02-310	10	21	automatic	automatic	ADJ
ajis02-310	10	22	extraction	extraction	NOUN
ajis02-310	10	23	of	of	ADP
ajis02-310	10	24	knowledge	knowledge	NOUN
ajis02-310	10	25	from	from	ADP
ajis02-310	10	26	data	datum	NOUN
ajis02-310	10	27	.	.	PUNCT
ajis02-310	11	1	it	it	PRON
ajis02-310	11	2	is	be	AUX
ajis02-310	11	3	therefore	therefore	ADV
ajis02-310	11	4	not	not	PART
ajis02-310	11	5	surprising	surprising	ADJ
ajis02-310	11	6	that	that	SCONJ
ajis02-310	11	7	many	many	ADJ
ajis02-310	11	8	leading	lead	VERB
ajis02-310	11	9	database	database	NOUN
ajis02-310	11	10	researchers	researcher	NOUN
ajis02-310	11	11	have	have	AUX
ajis02-310	11	12	identified	identify	VERB
ajis02-310	11	13	this	this	PRON
ajis02-310	11	14	as	as	ADP
ajis02-310	11	15	an	an	DET
ajis02-310	11	16	area	area	NOUN
ajis02-310	11	17	worthy	worthy	ADJ
ajis02-310	11	18	of	of	ADP
ajis02-310	11	19	significant	significant	ADJ
ajis02-310	11	20	investigation	investigation	NOUN
ajis02-310	11	21	(	(	PUNCT
ajis02-310	11	22	silberschatz	silberschatz	NOUN
ajis02-310	11	23	,	,	PUNCT
ajis02-310	11	24	stonebraker	stonebraker	NOUN
ajis02-310	11	25	and	and	CCONJ
ajis02-310	11	26	ullman	ullman	PROPN
ajis02-310	11	27	1996	1996	NUM
ajis02-310	11	28	;	;	PUNCT
ajis02-310	11	29	stonebraker	stonebraker	NOUN
ajis02-310	11	30	,	,	PUNCT
ajis02-310	11	31	et	et	PROPN
ajis02-310	11	32	al	al	PROPN
ajis02-310	11	33	.	.	PROPN
ajis02-310	11	34	1993	1993	NUM
ajis02-310	11	35	)	)	PUNCT
ajis02-310	11	36	.	.	PUNCT
ajis02-310	12	1	the	the	DET
ajis02-310	12	2	term	term	NOUN
ajis02-310	12	3	data	datum	NOUN
ajis02-310	12	4	mining	mining	NOUN
ajis02-310	12	5	,	,	PUNCT
ajis02-310	12	6	or	or	CCONJ
ajis02-310	12	7	knowledge	knowledge	NOUN
ajis02-310	12	8	discovery	discovery	NOUN
ajis02-310	12	9	in	in	ADP
ajis02-310	12	10	databases	database	NOUN
ajis02-310	12	11	(	(	PUNCT
ajis02-310	12	12	kdd	kdd	PROPN
ajis02-310	12	13	)	)	PUNCT
ajis02-310	12	14	,	,	PUNCT
ajis02-310	12	15	has	have	AUX
ajis02-310	12	16	been	be	AUX
ajis02-310	12	17	adopted	adopt	VERB
ajis02-310	12	18	for	for	ADP
ajis02-310	12	19	a	a	DET
ajis02-310	12	20	field	field	NOUN
ajis02-310	12	21	of	of	ADP
ajis02-310	12	22	research	research	NOUN
ajis02-310	12	23	dealing	deal	VERB
ajis02-310	12	24	with	with	ADP
ajis02-310	12	25	the	the	DET
ajis02-310	12	26	discovery	discovery	NOUN
ajis02-310	12	27	of	of	ADP
ajis02-310	12	28	information	information	NOUN
ajis02-310	12	29	or	or	CCONJ
ajis02-310	12	30	knowledge	knowledge	NOUN
ajis02-310	12	31	from	from	ADP
ajis02-310	12	32	data	datum	NOUN
ajis02-310	12	33	held	hold	VERB
ajis02-310	12	34	in	in	ADP
ajis02-310	12	35	more	more	ADJ
ajis02-310	12	36	or	or	CCONJ
ajis02-310	12	37	less	less	ADV
ajis02-310	12	38	structured	structured	ADJ
ajis02-310	12	39	databases	database	NOUN
ajis02-310	12	40	(	(	PUNCT
ajis02-310	12	41	fayyad	fayyad	NOUN
ajis02-310	12	42	,	,	PUNCT
ajis02-310	12	43	et	et	PROPN
ajis02-310	12	44	al	al	PROPN
ajis02-310	12	45	.	.	PROPN
ajis02-310	12	46	1996	1996	NUM
ajis02-310	12	47	;	;	PUNCT
ajis02-310	12	48	piatetsky	piatetsky	PROPN
ajis02-310	12	49	-	-	PUNCT
ajis02-310	12	50	shapiro	shapiro	PROPN
ajis02-310	12	51	and	and	CCONJ
ajis02-310	12	52	frawley	frawley	PROPN
ajis02-310	12	53	1991	1991	NUM
ajis02-310	12	54	)	)	PUNCT
ajis02-310	12	55	.	.	PUNCT
ajis02-310	13	1	although	although	SCONJ
ajis02-310	13	2	these	these	DET
ajis02-310	13	3	two	two	NUM
ajis02-310	13	4	terms	term	NOUN
ajis02-310	13	5	have	have	AUX
ajis02-310	13	6	been	be	AUX
ajis02-310	13	7	used	use	VERB
ajis02-310	13	8	interchangeably	interchangeably	ADV
ajis02-310	13	9	in	in	ADP
ajis02-310	13	10	the	the	DET
ajis02-310	13	11	past	past	NOUN
ajis02-310	13	12	,	,	PUNCT
ajis02-310	13	13	leading	lead	VERB
ajis02-310	13	14	researchers	researcher	NOUN
ajis02-310	13	15	in	in	ADP
ajis02-310	13	16	the	the	DET
ajis02-310	13	17	field	field	NOUN
ajis02-310	13	18	have	have	AUX
ajis02-310	13	19	only	only	ADV
ajis02-310	13	20	recently	recently	ADV
ajis02-310	13	21	distinguished	distinguish	VERB
ajis02-310	13	22	between	between	ADP
ajis02-310	13	23	them	they	PRON
ajis02-310	13	24	(	(	PUNCT
ajis02-310	13	25	fayyad	fayyad	PROPN
ajis02-310	13	26	,	,	PUNCT
ajis02-310	13	27	piatetsky	piatetsky	PROPN
ajis02-310	13	28	-	-	PUNCT
ajis02-310	13	29	shapiro	shapiro	PROPN
ajis02-310	13	30	and	and	CCONJ
ajis02-310	13	31	smyth	smyth	PROPN
ajis02-310	13	32	1996	1996	NUM
ajis02-310	13	33	)	)	PUNCT
ajis02-310	13	34	.	.	PUNCT
ajis02-310	14	1	following	follow	VERB
ajis02-310	14	2	their	their	PRON
ajis02-310	14	3	distinction	distinction	NOUN
ajis02-310	14	4	,	,	PUNCT
ajis02-310	14	5	knowledge	knowledge	NOUN
ajis02-310	14	6	discovery	discovery	NOUN
ajis02-310	14	7	in	in	ADP
ajis02-310	14	8	databases	database	NOUN
ajis02-310	14	9	can	can	AUX
ajis02-310	14	10	be	be	AUX
ajis02-310	14	11	seen	see	VERB
ajis02-310	14	12	as	as	ADP
ajis02-310	14	13	the	the	DET
ajis02-310	14	14	overall	overall	ADJ
ajis02-310	14	15	process	process	NOUN
ajis02-310	14	16	of	of	ADP
ajis02-310	14	17	extracting	extract	VERB
ajis02-310	14	18	useful	useful	ADJ
ajis02-310	14	19	and	and	CCONJ
ajis02-310	14	20	interesting	interesting	ADJ
ajis02-310	14	21	information	information	NOUN
ajis02-310	14	22	from	from	ADP
ajis02-310	14	23	databases	database	NOUN
ajis02-310	14	24	.	.	PUNCT
ajis02-310	15	1	this	this	DET
ajis02-310	15	2	process	process	NOUN
ajis02-310	15	3	includes	include	VERB
ajis02-310	15	4	the	the	DET
ajis02-310	15	5	selection	selection	NOUN
ajis02-310	15	6	and	and	CCONJ
ajis02-310	15	7	preparation	preparation	NOUN
ajis02-310	15	8	of	of	ADP
ajis02-310	15	9	data	datum	NOUN
ajis02-310	15	10	and	and	CCONJ
ajis02-310	15	11	the	the	DET
ajis02-310	15	12	manipulation	manipulation	NOUN
ajis02-310	15	13	and	and	CCONJ
ajis02-310	15	14	analysis	analysis	NOUN
ajis02-310	15	15	of	of	ADP
ajis02-310	15	16	results	result	NOUN
ajis02-310	15	17	.	.	PUNCT
ajis02-310	16	1	by	by	ADP
ajis02-310	16	2	comparison	comparison	NOUN
ajis02-310	16	3	data	datum	NOUN
ajis02-310	16	4	mining	mining	NOUN
ajis02-310	16	5	can	can	AUX
ajis02-310	16	6	be	be	AUX
ajis02-310	16	7	viewed	view	VERB
ajis02-310	16	8	as	as	ADP
ajis02-310	16	9	the	the	DET
ajis02-310	16	10	application	application	NOUN
ajis02-310	16	11	of	of	ADP
ajis02-310	16	12	knowledge	knowledge	NOUN
ajis02-310	16	13	discovery	discovery	NOUN
ajis02-310	16	14	algorithms	algorithm	NOUN
ajis02-310	16	15	without	without	ADP
ajis02-310	16	16	the	the	DET
ajis02-310	16	17	other	other	ADJ
ajis02-310	16	18	stages	stage	NOUN
ajis02-310	16	19	of	of	ADP
ajis02-310	16	20	the	the	DET
ajis02-310	16	21	knowledge	knowledge	NOUN
ajis02-310	16	22	discovery	discovery	NOUN
ajis02-310	16	23	process	process	NOUN
ajis02-310	16	24	,	,	PUNCT
ajis02-310	16	25	and	and	CCONJ
ajis02-310	16	26	is	be	AUX
ajis02-310	16	27	therefore	therefore	ADV
ajis02-310	16	28	a	a	DET
ajis02-310	16	29	subset	subset	NOUN
ajis02-310	16	30	of	of	ADP
ajis02-310	16	31	kdd	kdd	PROPN
ajis02-310	16	32	.	.	PUNCT
ajis02-310	17	1	kdd	kdd	PROPN
ajis02-310	17	2	is	be	AUX
ajis02-310	17	3	typically	typically	ADV
ajis02-310	17	4	most	most	ADV
ajis02-310	17	5	useful	useful	ADJ
ajis02-310	17	6	in	in	ADP
ajis02-310	17	7	situations	situation	NOUN
ajis02-310	17	8	where	where	SCONJ
ajis02-310	17	9	the	the	DET
ajis02-310	17	10	volume	volume	NOUN
ajis02-310	17	11	of	of	ADP
ajis02-310	17	12	data	datum	NOUN
ajis02-310	17	13	is	be	AUX
ajis02-310	17	14	either	either	CCONJ
ajis02-310	17	15	very	very	ADV
ajis02-310	17	16	large	large	ADJ
ajis02-310	17	17	or	or	CCONJ
ajis02-310	17	18	too	too	ADV
ajis02-310	17	19	complicated	complicated	ADJ
ajis02-310	17	20	for	for	ADP
ajis02-310	17	21	traditional	traditional	ADJ
ajis02-310	17	22	methods	method	NOUN
ajis02-310	17	23	,	,	PUNCT
ajis02-310	17	24	or	or	CCONJ
ajis02-310	17	25	where	where	SCONJ
ajis02-310	17	26	human	human	ADJ
ajis02-310	17	27	experts	expert	NOUN
ajis02-310	17	28	are	be	AUX
ajis02-310	17	29	unavailable	unavailable	ADJ
ajis02-310	17	30	to	to	PART
ajis02-310	17	31	extract	extract	VERB
ajis02-310	17	32	knowledge	knowledge	NOUN
ajis02-310	17	33	.	.	PUNCT
ajis02-310	18	1	as	as	SCONJ
ajis02-310	18	2	would	would	AUX
ajis02-310	18	3	have	have	AUX
ajis02-310	18	4	been	be	AUX
ajis02-310	18	5	expected	expect	VERB
ajis02-310	18	6	,	,	PUNCT
ajis02-310	18	7	kdd	kdd	PROPN
ajis02-310	18	8	has	have	AUX
ajis02-310	18	9	borrowed	borrow	VERB
ajis02-310	18	10	heavily	heavily	ADV
ajis02-310	18	11	from	from	ADP
ajis02-310	18	12	traditional	traditional	ADJ
ajis02-310	18	13	machine	machine	NOUN
ajis02-310	18	14	learning	learning	NOUN
ajis02-310	18	15	and	and	CCONJ
ajis02-310	18	16	database	database	NOUN
ajis02-310	18	17	theory	theory	NOUN
ajis02-310	18	18	.	.	PUNCT
ajis02-310	19	1	learning	learn	VERB
ajis02-310	19	2	can	can	AUX
ajis02-310	19	3	be	be	AUX
ajis02-310	19	4	defined	define	VERB
ajis02-310	19	5	as	as	ADP
ajis02-310	19	6	knowledge	knowledge	NOUN
ajis02-310	19	7	acquisition	acquisition	NOUN
ajis02-310	19	8	in	in	ADP
ajis02-310	19	9	the	the	DET
ajis02-310	19	10	absence	absence	NOUN
ajis02-310	19	11	of	of	ADP
ajis02-310	19	12	explicit	explicit	ADJ
ajis02-310	19	13	programming	programming	NOUN
ajis02-310	19	14	(	(	PUNCT
ajis02-310	19	15	valiant	valiant	ADJ
ajis02-310	19	16	1984	1984	NUM
ajis02-310	19	17	)	)	PUNCT
ajis02-310	19	18	.	.	PUNCT
ajis02-310	20	1	machine	machine	NOUN
ajis02-310	20	2	learning	learning	NOUN
ajis02-310	20	3	aims	aim	VERB
ajis02-310	20	4	to	to	PART
ajis02-310	20	5	automate	automate	VERB
ajis02-310	20	6	the	the	DET
ajis02-310	20	7	learning	learning	NOUN
ajis02-310	20	8	process	process	NOUN
ajis02-310	20	9	,	,	PUNCT
ajis02-310	20	10	so	so	SCONJ
ajis02-310	20	11	that	that	SCONJ
ajis02-310	20	12	knowledge	knowledge	NOUN
ajis02-310	20	13	can	can	AUX
ajis02-310	20	14	be	be	AUX
ajis02-310	20	15	acquired	acquire	VERB
ajis02-310	20	16	with	with	ADP
ajis02-310	20	17	minimal	minimal	ADJ
ajis02-310	20	18	dependency	dependency	NOUN
ajis02-310	20	19	upon	upon	SCONJ
ajis02-310	20	20	human	human	ADJ
ajis02-310	20	21	input	input	NOUN
ajis02-310	20	22	(	(	PUNCT
ajis02-310	20	23	michalski	michalski	NOUN
ajis02-310	20	24	,	,	PUNCT
ajis02-310	20	25	carbonell	carbonell	PROPN
ajis02-310	20	26	and	and	CCONJ
ajis02-310	20	27	mitchell	mitchell	PROPN
ajis02-310	20	28	1984	1984	NUM
ajis02-310	20	29	)	)	PUNCT
ajis02-310	20	30	.	.	PUNCT
ajis02-310	21	1	machine	machine	NOUN
ajis02-310	21	2	learning	learning	NOUN
ajis02-310	21	3	has	have	AUX
ajis02-310	21	4	traditionally	traditionally	ADV
ajis02-310	21	5	focussed	focusse	VERB
ajis02-310	21	6	on	on	ADP
ajis02-310	21	7	learning	learn	VERB
ajis02-310	21	8	from	from	ADP
ajis02-310	21	9	sets	set	NOUN
ajis02-310	21	10	of	of	ADP
ajis02-310	21	11	specifically	specifically	ADV
ajis02-310	21	12	and	and	CCONJ
ajis02-310	21	13	,	,	PUNCT
ajis02-310	21	14	in	in	ADP
ajis02-310	21	15	many	many	ADJ
ajis02-310	21	16	cases	case	NOUN
ajis02-310	21	17	,	,	PUNCT
ajis02-310	21	18	artificially	artificially	ADV
ajis02-310	21	19	generated	generate	VERB
ajis02-310	21	20	data	datum	NOUN
ajis02-310	21	21	.	.	PUNCT
ajis02-310	22	1	data	datum	NOUN
ajis02-310	22	2	mining	mining	NOUN
ajis02-310	22	3	aims	aim	VERB
ajis02-310	22	4	to	to	PART
ajis02-310	22	5	adapt	adapt	VERB
ajis02-310	22	6	these	these	DET
ajis02-310	22	7	machine	machine	NOUN
ajis02-310	22	8	learning	learning	NOUN
ajis02-310	22	9	paradigms	paradigm	NOUN
ajis02-310	22	10	to	to	PART
ajis02-310	22	11	learn	learn	VERB
ajis02-310	22	12	from	from	ADP
ajis02-310	22	13	databases	database	NOUN
ajis02-310	22	14	containing	contain	VERB
ajis02-310	22	15	real	real	ADJ
ajis02-310	22	16	world	world	NOUN
ajis02-310	22	17	data	datum	NOUN
ajis02-310	22	18	.	.	PUNCT
ajis02-310	23	1	learning	learn	VERB
ajis02-310	23	2	from	from	ADP
ajis02-310	23	3	within	within	ADP
ajis02-310	23	4	databases	database	NOUN
ajis02-310	23	5	has	have	VERB
ajis02-310	23	6	some	some	DET
ajis02-310	23	7	advantages	advantage	NOUN
ajis02-310	23	8	(	(	PUNCT
ajis02-310	23	9	roddick	roddick	NOUN
ajis02-310	23	10	and	and	CCONJ
ajis02-310	23	11	rice	rice	NOUN
ajis02-310	23	12	1998	1998	NUM
ajis02-310	23	13	):	):	PUNCT
ajis02-310	23	14	•	•	ADP
ajis02-310	23	15	the	the	DET
ajis02-310	23	16	data	datum	NOUN
ajis02-310	23	17	is	be	AUX
ajis02-310	23	18	stored	store	VERB
ajis02-310	23	19	in	in	ADP
ajis02-310	23	20	a	a	DET
ajis02-310	23	21	more	more	ADV
ajis02-310	23	22	or	or	CCONJ
ajis02-310	23	23	less	less	ADV
ajis02-310	23	24	structured	structured	ADJ
ajis02-310	23	25	manner	manner	NOUN
ajis02-310	23	26	.	.	PUNCT
ajis02-310	24	1	for	for	ADP
ajis02-310	24	2	example	example	NOUN
ajis02-310	24	3	,	,	PUNCT
ajis02-310	24	4	in	in	ADP
ajis02-310	24	5	a	a	DET
ajis02-310	24	6	relational	relational	ADJ
ajis02-310	24	7	database	database	NOUN
ajis02-310	24	8	data	datum	NOUN
ajis02-310	24	9	is	be	AUX
ajis02-310	24	10	typically	typically	ADV
ajis02-310	24	11	normalised	normalise	VERB
ajis02-310	24	12	into	into	ADP
ajis02-310	24	13	relations	relation	NOUN
ajis02-310	24	14	that	that	PRON
ajis02-310	24	15	eliminate	eliminate	VERB
ajis02-310	24	16	redundancy	redundancy	NOUN
ajis02-310	24	17	and	and	CCONJ
ajis02-310	24	18	can	can	AUX
ajis02-310	24	19	be	be	AUX
ajis02-310	24	20	joined	join	VERB
ajis02-310	24	21	in	in	ADP
ajis02-310	24	22	various	various	ADJ
ajis02-310	24	23	ways	way	NOUN
ajis02-310	24	24	to	to	PART
ajis02-310	24	25	retrieve	retrieve	VERB
ajis02-310	24	26	required	require	VERB
ajis02-310	24	27	data	data	NOUN
ajis02-310	24	28	sets	set	NOUN
ajis02-310	24	29	from	from	ADP
ajis02-310	24	30	the	the	DET
ajis02-310	24	31	database	database	NOUN
ajis02-310	24	32	.	.	PUNCT
ajis02-310	25	1	in	in	ADP
ajis02-310	25	2	other	other	ADJ
ajis02-310	25	3	database	database	NOUN
ajis02-310	25	4	paradigms	paradigm	VERB
ajis02-310	25	5	,	,	PUNCT
ajis02-310	25	6	either	either	CCONJ
ajis02-310	25	7	more	more	ADV
ajis02-310	25	8	or	or	CCONJ
ajis02-310	25	9	less	less	ADJ
ajis02-310	25	10	structure	structure	NOUN
ajis02-310	25	11	is	be	AUX
ajis02-310	25	12	available	available	ADJ
ajis02-310	25	13	.	.	PUNCT
ajis02-310	26	1	nevertheless	nevertheless	ADV
ajis02-310	26	2	any	any	DET
ajis02-310	26	3	apriori	apriori	ADV
ajis02-310	26	4	known	know	VERB
ajis02-310	26	5	structure	structure	NOUN
ajis02-310	26	6	can	can	AUX
ajis02-310	26	7	be	be	AUX
ajis02-310	26	8	utilised	utilise	VERB
ajis02-310	26	9	.	.	PUNCT
ajis02-310	27	1	•	•	NUM
ajis02-310	27	2	some	some	DET
ajis02-310	27	3	domain	domain	NOUN
ajis02-310	27	4	knowledge	knowledge	NOUN
ajis02-310	27	5	is	be	AUX
ajis02-310	27	6	already	already	ADV
ajis02-310	27	7	encoded	encode	VERB
ajis02-310	27	8	implicitly	implicitly	ADV
ajis02-310	27	9	within	within	ADP
ajis02-310	27	10	the	the	DET
ajis02-310	27	11	database	database	NOUN
ajis02-310	27	12	.	.	PUNCT
ajis02-310	28	1	for	for	ADP
ajis02-310	28	2	example	example	NOUN
ajis02-310	28	3	the	the	DET
ajis02-310	28	4	existence	existence	NOUN
ajis02-310	28	5	of	of	ADP
ajis02-310	28	6	a	a	DET
ajis02-310	28	7	participation	participation	NOUN
ajis02-310	28	8	constraint	constraint	NOUN
ajis02-310	28	9	may	may	AUX
ajis02-310	28	10	be	be	AUX
ajis02-310	28	11	flagged	flag	VERB
ajis02-310	28	12	by	by	ADP
ajis02-310	28	13	a	a	DET
ajis02-310	28	14	not	not	PART
ajis02-310	28	15	null	null	ADJ
ajis02-310	28	16	constraint	constraint	NOUN
ajis02-310	28	17	.	.	PUNCT
ajis02-310	29	1	similarly	similarly	ADV
ajis02-310	29	2	the	the	DET
ajis02-310	29	3	cardinality	cardinality	NOUN
ajis02-310	29	4	of	of	ADP
ajis02-310	29	5	relationships	relationship	NOUN
ajis02-310	29	6	is	be	AUX
ajis02-310	29	7	also	also	ADV
ajis02-310	29	8	often	often	ADV
ajis02-310	29	9	explicit	explicit	ADJ
ajis02-310	29	10	within	within	ADP
ajis02-310	29	11	database	database	NOUN
ajis02-310	29	12	structure	structure	NOUN
ajis02-310	29	13	and	and	CCONJ
ajis02-310	29	14	constraints	constraint	NOUN
ajis02-310	29	15	.	.	PUNCT
ajis02-310	30	1	101	101	NUM
ajis02-310	30	2	ajis	ajis	NOUN
ajis02-310	30	3	vol	vol	NOUN
ajis02-310	30	4	.	.	PROPN
ajis02-310	30	5	6	6	NUM
ajis02-310	30	6	no	no	NOUN
ajis02-310	30	7	.	.	NOUN
ajis02-310	30	8	2	2	NUM
ajis02-310	30	9	may	may	PROPN
ajis02-310	30	10	1999	1999	NUM
ajis02-310	30	11	•	•	NOUN
ajis02-310	30	12	high	high	ADJ
ajis02-310	30	13	performance	performance	NOUN
ajis02-310	30	14	query	query	NOUN
ajis02-310	30	15	,	,	PUNCT
ajis02-310	30	16	data	data	NOUN
ajis02-310	30	17	manipulation	manipulation	NOUN
ajis02-310	30	18	and	and	CCONJ
ajis02-310	30	19	transaction	transaction	NOUN
ajis02-310	30	20	tools	tool	NOUN
ajis02-310	30	21	are	be	AUX
ajis02-310	30	22	already	already	ADV
ajis02-310	30	23	available	available	ADJ
ajis02-310	30	24	.	.	PUNCT
ajis02-310	31	1	this	this	PRON
ajis02-310	31	2	would	would	AUX
ajis02-310	31	3	include	include	VERB
ajis02-310	31	4	the	the	DET
ajis02-310	31	5	database	database	NOUN
ajis02-310	31	6	management	management	NOUN
ajis02-310	31	7	system	system	NOUN
ajis02-310	31	8	,	,	PUNCT
ajis02-310	31	9	associated	associate	VERB
ajis02-310	31	10	query	query	NOUN
ajis02-310	31	11	language	language	NOUN
ajis02-310	31	12	,	,	PUNCT
ajis02-310	31	13	specialised	specialised	ADJ
ajis02-310	31	14	hardware	hardware	NOUN
ajis02-310	31	15	and	and	CCONJ
ajis02-310	31	16	other	other	ADJ
ajis02-310	31	17	database	database	NOUN
ajis02-310	31	18	tools	tool	NOUN
ajis02-310	31	19	.	.	PUNCT
ajis02-310	32	1	it	it	PRON
ajis02-310	32	2	therefore	therefore	ADV
ajis02-310	32	3	makes	make	VERB
ajis02-310	32	4	some	some	DET
ajis02-310	32	5	sense	sense	NOUN
ajis02-310	32	6	to	to	PART
ajis02-310	32	7	use	use	VERB
ajis02-310	32	8	these	these	DET
ajis02-310	32	9	tools	tool	NOUN
ajis02-310	32	10	to	to	PART
ajis02-310	32	11	interrogate	interrogate	VERB
ajis02-310	32	12	the	the	DET
ajis02-310	32	13	database	database	NOUN
ajis02-310	32	14	where	where	SCONJ
ajis02-310	32	15	appropriate	appropriate	ADJ
ajis02-310	32	16	.	.	PUNCT
ajis02-310	33	1	•	•	NUM
ajis02-310	33	2	the	the	DET
ajis02-310	33	3	number	number	NOUN
ajis02-310	33	4	of	of	ADP
ajis02-310	33	5	databases	database	NOUN
ajis02-310	33	6	with	with	ADP
ajis02-310	33	7	data	datum	NOUN
ajis02-310	33	8	applicable	applicable	ADJ
ajis02-310	33	9	to	to	ADP
ajis02-310	33	10	mining	mining	NOUN
ajis02-310	33	11	techniques	technique	NOUN
ajis02-310	33	12	is	be	AUX
ajis02-310	33	13	large	large	ADJ
ajis02-310	33	14	and	and	CCONJ
ajis02-310	33	15	growing	grow	VERB
ajis02-310	33	16	.	.	PUNCT
ajis02-310	34	1	the	the	DET
ajis02-310	34	2	effort	effort	NOUN
ajis02-310	34	3	expended	expend	VERB
ajis02-310	34	4	in	in	ADP
ajis02-310	34	5	developing	develop	VERB
ajis02-310	34	6	such	such	ADJ
ajis02-310	34	7	tools	tool	NOUN
ajis02-310	34	8	is	be	AUX
ajis02-310	34	9	thus	thus	ADV
ajis02-310	34	10	economically	economically	ADV
ajis02-310	34	11	viable	viable	ADJ
ajis02-310	34	12	.	.	PUNCT
ajis02-310	35	1	similarly	similarly	ADV
ajis02-310	35	2	,	,	PUNCT
ajis02-310	35	3	the	the	DET
ajis02-310	35	4	use	use	NOUN
ajis02-310	35	5	of	of	ADP
ajis02-310	35	6	data	datum	NOUN
ajis02-310	35	7	from	from	ADP
ajis02-310	35	8	databases	database	NOUN
ajis02-310	35	9	imposes	impose	VERB
ajis02-310	35	10	a	a	DET
ajis02-310	35	11	number	number	NOUN
ajis02-310	35	12	of	of	ADP
ajis02-310	35	13	characteristics	characteristic	NOUN
ajis02-310	35	14	and	and	CCONJ
ajis02-310	35	15	constraints	constraint	NOUN
ajis02-310	35	16	:	:	PUNCT
ajis02-310	35	17	•	•	ADP
ajis02-310	35	18	the	the	DET
ajis02-310	35	19	volume	volume	NOUN
ajis02-310	35	20	of	of	ADP
ajis02-310	35	21	data	datum	NOUN
ajis02-310	35	22	is	be	AUX
ajis02-310	35	23	typically	typically	ADV
ajis02-310	35	24	very	very	ADV
ajis02-310	35	25	large	large	ADJ
ajis02-310	35	26	.	.	PUNCT
ajis02-310	36	1	for	for	ADP
ajis02-310	36	2	example	example	NOUN
ajis02-310	36	3	,	,	PUNCT
ajis02-310	36	4	the	the	DET
ajis02-310	36	5	skicat	skicat	ADJ
ajis02-310	36	6	system	system	NOUN
ajis02-310	36	7	has	have	AUX
ajis02-310	36	8	been	be	AUX
ajis02-310	36	9	developed	develop	VERB
ajis02-310	36	10	to	to	PART
ajis02-310	36	11	process	process	VERB
ajis02-310	36	12	three	three	NUM
ajis02-310	36	13	terabytes	terabyte	NOUN
ajis02-310	36	14	of	of	ADP
ajis02-310	36	15	graphic	graphic	ADJ
ajis02-310	36	16	images	image	NOUN
ajis02-310	36	17	resulting	result	VERB
ajis02-310	36	18	from	from	ADP
ajis02-310	36	19	a	a	DET
ajis02-310	36	20	sky	sky	NOUN
ajis02-310	36	21	survey	survey	NOUN
ajis02-310	36	22	(	(	PUNCT
ajis02-310	36	23	fayyad	fayyad	PROPN
ajis02-310	36	24	,	,	PUNCT
ajis02-310	36	25	weir	weir	NOUN
ajis02-310	36	26	and	and	CCONJ
ajis02-310	36	27	djorgovski	djorgovski	ADJ
ajis02-310	36	28	1993	1993	NUM
ajis02-310	36	29	)	)	PUNCT
ajis02-310	36	30	.	.	PUNCT
ajis02-310	37	1	therefore	therefore	ADV
ajis02-310	37	2	,	,	PUNCT
ajis02-310	37	3	any	any	DET
ajis02-310	37	4	data	data	NOUN
ajis02-310	37	5	mining	mining	NOUN
ajis02-310	37	6	tool	tool	NOUN
ajis02-310	37	7	must	must	AUX
ajis02-310	37	8	perform	perform	VERB
ajis02-310	37	9	satisfactorily	satisfactorily	ADV
ajis02-310	37	10	on	on	ADP
ajis02-310	37	11	large	large	ADJ
ajis02-310	37	12	volumes	volume	NOUN
ajis02-310	37	13	of	of	ADP
ajis02-310	37	14	data	data	PROPN
ajis02-310	37	15	.	.	PUNCT
ajis02-310	38	1	•	•	NUM
ajis02-310	38	2	the	the	DET
ajis02-310	38	3	data	datum	NOUN
ajis02-310	38	4	may	may	AUX
ajis02-310	38	5	contain	contain	VERB
ajis02-310	38	6	noise	noise	NOUN
ajis02-310	38	7	.	.	PUNCT
ajis02-310	39	1	data	datum	NOUN
ajis02-310	39	2	mining	mining	NOUN
ajis02-310	39	3	tools	tool	NOUN
ajis02-310	39	4	must	must	AUX
ajis02-310	39	5	provide	provide	VERB
ajis02-310	39	6	adequate	adequate	ADJ
ajis02-310	39	7	mechanisms	mechanism	NOUN
ajis02-310	39	8	for	for	ADP
ajis02-310	39	9	finding	find	VERB
ajis02-310	39	10	sufficiently	sufficiently	ADV
ajis02-310	39	11	accurate	accurate	ADJ
ajis02-310	39	12	results	result	NOUN
ajis02-310	39	13	from	from	ADP
ajis02-310	39	14	noisy	noisy	ADJ
ajis02-310	39	15	data	datum	NOUN
ajis02-310	39	16	.	.	PUNCT
ajis02-310	40	1	•	•	NUM
ajis02-310	40	2	the	the	DET
ajis02-310	40	3	database	database	NOUN
ajis02-310	40	4	may	may	AUX
ajis02-310	40	5	contain	contain	VERB
ajis02-310	40	6	incomplete	incomplete	ADJ
ajis02-310	40	7	information	information	NOUN
ajis02-310	40	8	.	.	PUNCT
ajis02-310	41	1	not	not	PART
ajis02-310	41	2	all	all	DET
ajis02-310	41	3	information	information	NOUN
ajis02-310	41	4	useful	useful	ADJ
ajis02-310	41	5	for	for	ADP
ajis02-310	41	6	the	the	DET
ajis02-310	41	7	discovery	discovery	NOUN
ajis02-310	41	8	of	of	ADP
ajis02-310	41	9	knowledge	knowledge	NOUN
ajis02-310	41	10	may	may	AUX
ajis02-310	41	11	actually	actually	ADV
ajis02-310	41	12	be	be	AUX
ajis02-310	41	13	stored	store	VERB
ajis02-310	41	14	within	within	ADP
ajis02-310	41	15	the	the	DET
ajis02-310	41	16	database	database	NOUN
ajis02-310	41	17	.	.	PUNCT
ajis02-310	42	1	likewise	likewise	ADV
ajis02-310	42	2	much	much	ADV
ajis02-310	42	3	redundant	redundant	ADJ
ajis02-310	42	4	and	and	CCONJ
ajis02-310	42	5	useless	useless	ADJ
ajis02-310	42	6	data	datum	NOUN
ajis02-310	42	7	may	may	AUX
ajis02-310	42	8	also	also	ADV
ajis02-310	42	9	be	be	AUX
ajis02-310	42	10	present	present	ADJ
ajis02-310	42	11	.	.	PUNCT
ajis02-310	43	1	therefore	therefore	ADV
ajis02-310	43	2	data	data	NOUN
ajis02-310	43	3	mining	mining	NOUN
ajis02-310	43	4	tools	tool	NOUN
ajis02-310	43	5	must	must	AUX
ajis02-310	43	6	facilitate	facilitate	VERB
ajis02-310	43	7	both	both	DET
ajis02-310	43	8	the	the	DET
ajis02-310	43	9	selection	selection	NOUN
ajis02-310	43	10	of	of	ADP
ajis02-310	43	11	relevant	relevant	ADJ
ajis02-310	43	12	data	datum	NOUN
ajis02-310	43	13	,	,	PUNCT
ajis02-310	43	14	and	and	CCONJ
ajis02-310	43	15	learning	learn	VERB
ajis02-310	43	16	with	with	ADP
ajis02-310	43	17	incomplete	incomplete	ADJ
ajis02-310	43	18	knowledge	knowledge	NOUN
ajis02-310	43	19	.	.	PUNCT
ajis02-310	44	1	•	•	NOUN
ajis02-310	44	2	the	the	DET
ajis02-310	44	3	data	datum	NOUN
ajis02-310	44	4	has	have	AUX
ajis02-310	44	5	not	not	PART
ajis02-310	44	6	generally	generally	ADV
ajis02-310	44	7	been	be	AUX
ajis02-310	44	8	collected	collect	VERB
ajis02-310	44	9	for	for	ADP
ajis02-310	44	10	the	the	DET
ajis02-310	44	11	purpose	purpose	NOUN
ajis02-310	44	12	of	of	ADP
ajis02-310	44	13	knowledge	knowledge	NOUN
ajis02-310	44	14	discovery	discovery	NOUN
ajis02-310	44	15	.	.	PUNCT
ajis02-310	45	1	as	as	ADV
ajis02-310	45	2	well	well	ADV
ajis02-310	45	3	as	as	ADP
ajis02-310	45	4	leading	lead	VERB
ajis02-310	45	5	to	to	ADP
ajis02-310	45	6	some	some	PRON
ajis02-310	45	7	of	of	ADP
ajis02-310	45	8	the	the	DET
ajis02-310	45	9	above	above	ADJ
ajis02-310	45	10	problems	problem	NOUN
ajis02-310	45	11	this	this	PRON
ajis02-310	45	12	means	mean	VERB
ajis02-310	45	13	that	that	SCONJ
ajis02-310	45	14	data	datum	NOUN
ajis02-310	45	15	may	may	AUX
ajis02-310	45	16	be	be	AUX
ajis02-310	45	17	formatted	format	VERB
ajis02-310	45	18	inappropriately	inappropriately	ADV
ajis02-310	45	19	.	.	PUNCT
ajis02-310	46	1	knowledge	knowledge	NOUN
ajis02-310	46	2	discovery	discovery	NOUN
ajis02-310	46	3	tools	tool	NOUN
ajis02-310	46	4	must	must	AUX
ajis02-310	46	5	therefore	therefore	ADV
ajis02-310	46	6	be	be	AUX
ajis02-310	46	7	able	able	ADJ
ajis02-310	46	8	to	to	PART
ajis02-310	46	9	access	access	VERB
ajis02-310	46	10	data	datum	NOUN
ajis02-310	46	11	stored	store	VERB
ajis02-310	46	12	in	in	ADP
ajis02-310	46	13	various	various	ADJ
ajis02-310	46	14	formats	format	NOUN
ajis02-310	46	15	.	.	PUNCT
ajis02-310	47	1	one	one	NUM
ajis02-310	47	2	overall	overall	ADJ
ajis02-310	47	3	goal	goal	NOUN
ajis02-310	47	4	of	of	ADP
ajis02-310	47	5	knowledge	knowledge	NOUN
ajis02-310	47	6	discovery	discovery	PROPN
ajis02-310	47	7	and	and	CCONJ
ajis02-310	47	8	data	datum	NOUN
ajis02-310	47	9	mining	mining	NOUN
ajis02-310	47	10	research	research	NOUN
ajis02-310	47	11	is	be	AUX
ajis02-310	47	12	to	to	PART
ajis02-310	47	13	utilise	utilise	VERB
ajis02-310	47	14	the	the	DET
ajis02-310	47	15	advantages	advantage	NOUN
ajis02-310	47	16	of	of	ADP
ajis02-310	47	17	learning	learn	VERB
ajis02-310	47	18	from	from	ADP
ajis02-310	47	19	databases	database	NOUN
ajis02-310	47	20	,	,	PUNCT
ajis02-310	47	21	while	while	SCONJ
ajis02-310	47	22	accommodating	accommodate	VERB
ajis02-310	47	23	the	the	DET
ajis02-310	47	24	constraints	constraint	NOUN
ajis02-310	47	25	imposed	impose	VERB
ajis02-310	47	26	.	.	PUNCT
ajis02-310	48	1	this	this	DET
ajis02-310	48	2	paper	paper	NOUN
ajis02-310	48	3	provides	provide	VERB
ajis02-310	48	4	a	a	DET
ajis02-310	48	5	survey	survey	NOUN
ajis02-310	48	6	of	of	ADP
ajis02-310	48	7	current	current	ADJ
ajis02-310	48	8	areas	area	NOUN
ajis02-310	48	9	of	of	ADP
ajis02-310	48	10	research	research	NOUN
ajis02-310	48	11	within	within	ADP
ajis02-310	48	12	data	datum	NOUN
ajis02-310	48	13	mining	mining	NOUN
ajis02-310	48	14	.	.	PUNCT
ajis02-310	49	1	the	the	DET
ajis02-310	49	2	next	next	ADJ
ajis02-310	49	3	section	section	NOUN
ajis02-310	49	4	describes	describe	VERB
ajis02-310	49	5	a	a	DET
ajis02-310	49	6	process	process	NOUN
ajis02-310	49	7	model	model	NOUN
ajis02-310	49	8	of	of	ADP
ajis02-310	49	9	a	a	DET
ajis02-310	49	10	data	data	NOUN
ajis02-310	49	11	mining	mining	NOUN
ajis02-310	49	12	system	system	NOUN
ajis02-310	49	13	.	.	PUNCT
ajis02-310	50	1	the	the	DET
ajis02-310	50	2	major	major	ADJ
ajis02-310	50	3	types	type	NOUN
ajis02-310	50	4	of	of	ADP
ajis02-310	50	5	discovered	discover	VERB
ajis02-310	50	6	knowledge	knowledge	NOUN
ajis02-310	50	7	are	be	AUX
ajis02-310	50	8	then	then	ADV
ajis02-310	50	9	discussed	discuss	VERB
ajis02-310	50	10	and	and	CCONJ
ajis02-310	50	11	following	follow	VERB
ajis02-310	50	12	that	that	PRON
ajis02-310	50	13	,	,	PUNCT
ajis02-310	50	14	the	the	DET
ajis02-310	50	15	data	data	NOUN
ajis02-310	50	16	types	type	NOUN
ajis02-310	50	17	that	that	PRON
ajis02-310	50	18	are	be	AUX
ajis02-310	50	19	targeted	target	VERB
ajis02-310	50	20	for	for	ADP
ajis02-310	50	21	knowledge	knowledge	NOUN
ajis02-310	50	22	discovery	discovery	NOUN
ajis02-310	50	23	.	.	PUNCT
ajis02-310	51	1	some	some	PRON
ajis02-310	51	2	of	of	ADP
ajis02-310	51	3	the	the	DET
ajis02-310	51	4	major	major	ADJ
ajis02-310	51	5	applications	application	NOUN
ajis02-310	51	6	of	of	ADP
ajis02-310	51	7	discovered	discover	VERB
ajis02-310	51	8	knowledge	knowledge	NOUN
ajis02-310	51	9	are	be	AUX
ajis02-310	51	10	then	then	ADV
ajis02-310	51	11	described	describe	VERB
ajis02-310	51	12	and	and	CCONJ
ajis02-310	51	13	areas	area	NOUN
ajis02-310	51	14	for	for	ADP
ajis02-310	51	15	future	future	ADJ
ajis02-310	51	16	research	research	NOUN
ajis02-310	51	17	are	be	AUX
ajis02-310	51	18	identified	identify	VERB
ajis02-310	51	19	and	and	CCONJ
ajis02-310	51	20	discussed	discuss	VERB
ajis02-310	51	21	in	in	ADP
ajis02-310	51	22	the	the	DET
ajis02-310	51	23	final	final	ADJ
ajis02-310	51	24	section	section	NOUN
ajis02-310	51	25	.	.	PUNCT
ajis02-310	52	1	a	a	DET
ajis02-310	52	2	data	data	NOUN
ajis02-310	52	3	mining	mining	NOUN
ajis02-310	52	4	model	model	NOUN
ajis02-310	52	5	figure	figure	NOUN
ajis02-310	52	6	1	1	NUM
ajis02-310	52	7	represents	represent	VERB
ajis02-310	52	8	one	one	NUM
ajis02-310	52	9	possible	possible	ADJ
ajis02-310	52	10	model	model	NOUN
ajis02-310	52	11	of	of	ADP
ajis02-310	52	12	the	the	DET
ajis02-310	52	13	data	data	NOUN
ajis02-310	52	14	mining	mining	NOUN
ajis02-310	52	15	process	process	NOUN
ajis02-310	52	16	(	(	PUNCT
ajis02-310	52	17	adapted	adapt	VERB
ajis02-310	52	18	from	from	ADP
ajis02-310	52	19	(	(	PUNCT
ajis02-310	52	20	rainsford	rainsford	NOUN
ajis02-310	52	21	and	and	CCONJ
ajis02-310	52	22	roddick	roddick	PROPN
ajis02-310	52	23	1996	1996	NUM
ajis02-310	52	24	)	)	PUNCT
ajis02-310	52	25	)	)	PUNCT
ajis02-310	52	26	.	.	PUNCT
ajis02-310	53	1	for	for	ADP
ajis02-310	53	2	any	any	DET
ajis02-310	53	3	database	database	NOUN
ajis02-310	53	4	,	,	PUNCT
ajis02-310	53	5	the	the	DET
ajis02-310	53	6	number	number	NOUN
ajis02-310	53	7	of	of	ADP
ajis02-310	53	8	possible	possible	ADJ
ajis02-310	53	9	rules	rule	NOUN
ajis02-310	53	10	that	that	PRON
ajis02-310	53	11	can	can	AUX
ajis02-310	53	12	be	be	AUX
ajis02-310	53	13	extracted	extract	VERB
ajis02-310	53	14	is	be	AUX
ajis02-310	53	15	far	far	ADV
ajis02-310	53	16	greater	great	ADJ
ajis02-310	53	17	than	than	ADP
ajis02-310	53	18	the	the	DET
ajis02-310	53	19	number	number	NOUN
ajis02-310	53	20	of	of	ADP
ajis02-310	53	21	tuples	tuple	NOUN
ajis02-310	53	22	in	in	ADP
ajis02-310	53	23	the	the	DET
ajis02-310	53	24	database	database	NOUN
ajis02-310	53	25	.	.	PUNCT
ajis02-310	54	1	knowledge	knowledge	NOUN
ajis02-310	54	2	discovery	discovery	PROPN
ajis02-310	54	3	can	can	AUX
ajis02-310	54	4	thus	thus	ADV
ajis02-310	54	5	be	be	AUX
ajis02-310	54	6	viewed	view	VERB
ajis02-310	54	7	as	as	ADP
ajis02-310	54	8	the	the	DET
ajis02-310	54	9	multi	multi	ADJ
ajis02-310	54	10	-	-	ADJ
ajis02-310	54	11	stage	stage	ADJ
ajis02-310	54	12	process	process	NOUN
ajis02-310	54	13	of	of	ADP
ajis02-310	54	14	selecting	select	VERB
ajis02-310	54	15	interesting	interesting	ADJ
ajis02-310	54	16	rules	rule	NOUN
ajis02-310	54	17	from	from	ADP
ajis02-310	54	18	the	the	DET
ajis02-310	54	19	total	total	ADJ
ajis02-310	54	20	rule	rule	NOUN
ajis02-310	54	21	-	-	PUNCT
ajis02-310	54	22	space	space	NOUN
ajis02-310	54	23	that	that	PRON
ajis02-310	54	24	exists	exist	VERB
ajis02-310	54	25	within	within	ADP
ajis02-310	54	26	a	a	DET
ajis02-310	54	27	database	database	NOUN
ajis02-310	54	28	.	.	PUNCT
ajis02-310	55	1	there	there	PRON
ajis02-310	55	2	is	be	VERB
ajis02-310	55	3	therefore	therefore	ADV
ajis02-310	55	4	a	a	DET
ajis02-310	55	5	process	process	NOUN
ajis02-310	55	6	of	of	ADP
ajis02-310	55	7	progressively	progressively	ADV
ajis02-310	55	8	reducing	reduce	VERB
ajis02-310	55	9	the	the	DET
ajis02-310	55	10	initial	initial	ADJ
ajis02-310	55	11	infinite	infinite	ADJ
ajis02-310	55	12	rule	rule	NOUN
ajis02-310	55	13	space	space	NOUN
ajis02-310	55	14	down	down	ADP
ajis02-310	55	15	to	to	ADP
ajis02-310	55	16	a	a	DET
ajis02-310	55	17	small	small	ADJ
ajis02-310	55	18	subset	subset	NOUN
ajis02-310	55	19	of	of	ADP
ajis02-310	55	20	useful	useful	ADJ
ajis02-310	55	21	rules	rule	NOUN
ajis02-310	55	22	.	.	PUNCT
ajis02-310	56	1	the	the	DET
ajis02-310	56	2	model	model	NOUN
ajis02-310	56	3	outlined	outline	VERB
ajis02-310	56	4	is	be	AUX
ajis02-310	56	5	based	base	VERB
ajis02-310	56	6	on	on	ADP
ajis02-310	56	7	the	the	DET
ajis02-310	56	8	nature	nature	NOUN
ajis02-310	56	9	of	of	ADP
ajis02-310	56	10	the	the	DET
ajis02-310	56	11	refinement	refinement	NOUN
ajis02-310	56	12	as	as	SCONJ
ajis02-310	56	13	illustrated	illustrate	VERB
ajis02-310	56	14	in	in	ADP
ajis02-310	56	15	many	many	ADJ
ajis02-310	56	16	current	current	ADJ
ajis02-310	56	17	research	research	NOUN
ajis02-310	56	18	tools	tool	NOUN
ajis02-310	56	19	that	that	PRON
ajis02-310	56	20	of	of	ADP
ajis02-310	56	21	a	a	DET
ajis02-310	56	22	reduction	reduction	NOUN
ajis02-310	56	23	process	process	NOUN
ajis02-310	56	24	performed	perform	VERB
ajis02-310	56	25	using	use	VERB
ajis02-310	56	26	a	a	DET
ajis02-310	56	27	selection	selection	NOUN
ajis02-310	56	28	of	of	ADP
ajis02-310	56	29	filters	filter	NOUN
ajis02-310	56	30	that	that	PRON
ajis02-310	56	31	reduce	reduce	VERB
ajis02-310	56	32	the	the	DET
ajis02-310	56	33	target	target	NOUN
ajis02-310	56	34	rule	rule	NOUN
ajis02-310	56	35	space	space	NOUN
ajis02-310	56	36	on	on	ADP
ajis02-310	56	37	the	the	DET
ajis02-310	56	38	basis	basis	NOUN
ajis02-310	56	39	of	of	ADP
ajis02-310	56	40	source	source	NOUN
ajis02-310	56	41	data	datum	NOUN
ajis02-310	56	42	,	,	PUNCT
ajis02-310	56	43	rule	rule	NOUN
ajis02-310	56	44	pattern	pattern	NOUN
ajis02-310	56	45	,	,	PUNCT
ajis02-310	56	46	statistics	statistic	NOUN
ajis02-310	56	47	and	and	CCONJ
ajis02-310	56	48	semantics	semantic	NOUN
ajis02-310	56	49	.	.	PUNCT
ajis02-310	57	1	there	there	PRON
ajis02-310	57	2	are	be	VERB
ajis02-310	57	3	many	many	ADJ
ajis02-310	57	4	special	special	ADJ
ajis02-310	57	5	cases	case	NOUN
ajis02-310	57	6	where	where	SCONJ
ajis02-310	57	7	a	a	DET
ajis02-310	57	8	phase	phase	NOUN
ajis02-310	57	9	of	of	ADP
ajis02-310	57	10	the	the	DET
ajis02-310	57	11	filtering	filtering	NOUN
ajis02-310	57	12	process	process	NOUN
ajis02-310	57	13	does	do	AUX
ajis02-310	57	14	not	not	PART
ajis02-310	57	15	exist	exist	VERB
ajis02-310	57	16	or	or	CCONJ
ajis02-310	57	17	is	be	AUX
ajis02-310	57	18	not	not	PART
ajis02-310	57	19	used	use	VERB
ajis02-310	57	20	within	within	ADP
ajis02-310	57	21	a	a	DET
ajis02-310	57	22	given	give	VERB
ajis02-310	57	23	research	research	NOUN
ajis02-310	57	24	tool	tool	NOUN
ajis02-310	57	25	,	,	PUNCT
ajis02-310	57	26	and	and	CCONJ
ajis02-310	57	27	in	in	ADP
ajis02-310	57	28	these	these	DET
ajis02-310	57	29	cases	case	NOUN
ajis02-310	57	30	the	the	DET
ajis02-310	57	31	filter	filter	NOUN
ajis02-310	57	32	effectively	effectively	ADV
ajis02-310	57	33	allows	allow	VERB
ajis02-310	57	34	the	the	DET
ajis02-310	57	35	rule	rule	NOUN
ajis02-310	57	36	space	space	NOUN
ajis02-310	57	37	to	to	PART
ajis02-310	57	38	pass	pass	VERB
ajis02-310	57	39	unreduced	unreduced	ADJ
ajis02-310	57	40	.	.	PUNCT
ajis02-310	58	1	for	for	ADP
ajis02-310	58	2	example	example	NOUN
ajis02-310	58	3	,	,	PUNCT
ajis02-310	58	4	semantic	semantic	ADJ
ajis02-310	58	5	filtering	filtering	NOUN
ajis02-310	58	6	may	may	AUX
ajis02-310	58	7	not	not	PART
ajis02-310	58	8	be	be	AUX
ajis02-310	58	9	used	use	VERB
ajis02-310	58	10	if	if	SCONJ
ajis02-310	58	11	rules	rule	NOUN
ajis02-310	58	12	are	be	AUX
ajis02-310	58	13	to	to	PART
ajis02-310	58	14	be	be	AUX
ajis02-310	58	15	used	use	VERB
ajis02-310	58	16	for	for	ADP
ajis02-310	58	17	query	query	NOUN
ajis02-310	58	18	optimisation	optimisation	NOUN
ajis02-310	58	19	.	.	PUNCT
ajis02-310	59	1	each	each	PRON
ajis02-310	59	2	of	of	ADP
ajis02-310	59	3	the	the	DET
ajis02-310	59	4	filtering	filtering	NOUN
ajis02-310	59	5	stages	stage	NOUN
ajis02-310	59	6	may	may	AUX
ajis02-310	59	7	consist	consist	VERB
ajis02-310	59	8	of	of	ADP
ajis02-310	59	9	zero	zero	NUM
ajis02-310	59	10	or	or	CCONJ
ajis02-310	59	11	more	more	ADJ
ajis02-310	59	12	filters	filter	NOUN
ajis02-310	59	13	specified	specify	VERB
ajis02-310	59	14	by	by	ADP
ajis02-310	59	15	the	the	DET
ajis02-310	59	16	user	user	NOUN
ajis02-310	59	17	or	or	CCONJ
ajis02-310	59	18	discovery	discovery	NOUN
ajis02-310	59	19	system	system	NOUN
ajis02-310	59	20	.	.	PUNCT
ajis02-310	60	1	the	the	DET
ajis02-310	60	2	target	target	NOUN
ajis02-310	60	3	rule	rule	NOUN
ajis02-310	60	4	set	set	NOUN
ajis02-310	60	5	may	may	AUX
ajis02-310	60	6	be	be	AUX
ajis02-310	60	7	passed	pass	VERB
ajis02-310	60	8	back	back	ADV
ajis02-310	60	9	and	and	CCONJ
ajis02-310	60	10	forth	forth	ADV
ajis02-310	60	11	between	between	ADP
ajis02-310	60	12	the	the	DET
ajis02-310	60	13	filters	filter	NOUN
ajis02-310	60	14	for	for	ADP
ajis02-310	60	15	reprocessing	reprocess	VERB
ajis02-310	60	16	.	.	PUNCT
ajis02-310	61	1	a	a	DET
ajis02-310	61	2	central	central	ADJ
ajis02-310	61	3	controller	controller	NOUN
ajis02-310	61	4	coordinates	coordinate	VERB
ajis02-310	61	5	the	the	DET
ajis02-310	61	6	operation	operation	NOUN
ajis02-310	61	7	of	of	ADP
ajis02-310	61	8	the	the	DET
ajis02-310	61	9	filters	filter	NOUN
ajis02-310	61	10	.	.	PUNCT
ajis02-310	62	1	as	as	SCONJ
ajis02-310	62	2	noted	note	VERB
ajis02-310	62	3	on	on	ADP
ajis02-310	62	4	the	the	DET
ajis02-310	62	5	diagram	diagram	NOUN
ajis02-310	62	6	the	the	DET
ajis02-310	62	7	final	final	ADJ
ajis02-310	62	8	rule	rule	NOUN
ajis02-310	62	9	set	set	NOUN
ajis02-310	62	10	can	can	AUX
ajis02-310	62	11	be	be	AUX
ajis02-310	62	12	integrated	integrate	VERB
ajis02-310	62	13	into	into	ADP
ajis02-310	62	14	the	the	DET
ajis02-310	62	15	existing	exist	VERB
ajis02-310	62	16	knowledge	knowledge	NOUN
ajis02-310	62	17	base	base	NOUN
ajis02-310	62	18	.	.	PUNCT
ajis02-310	63	1	as	as	SCONJ
ajis02-310	63	2	indicated	indicate	VERB
ajis02-310	63	3	,	,	PUNCT
ajis02-310	63	4	both	both	CCONJ
ajis02-310	63	5	the	the	DET
ajis02-310	63	6	knowledge	knowledge	NOUN
ajis02-310	63	7	base	base	NOUN
ajis02-310	63	8	and	and	CCONJ
ajis02-310	63	9	the	the	DET
ajis02-310	63	10	user	user	NOUN
ajis02-310	63	11	may	may	AUX
ajis02-310	63	12	interact	interact	VERB
ajis02-310	63	13	with	with	ADP
ajis02-310	63	14	each	each	DET
ajis02-310	63	15	step	step	NOUN
ajis02-310	63	16	of	of	ADP
ajis02-310	63	17	the	the	DET
ajis02-310	63	18	rule	rule	NOUN
ajis02-310	63	19	-	-	PUNCT
ajis02-310	63	20	space	space	NOUN
ajis02-310	63	21	reduction	reduction	NOUN
ajis02-310	63	22	process	process	NOUN
ajis02-310	63	23	.	.	PUNCT
ajis02-310	64	1	note	note	VERB
ajis02-310	64	2	that	that	SCONJ
ajis02-310	64	3	the	the	DET
ajis02-310	64	4	filtering	filtering	NOUN
ajis02-310	64	5	processes	process	NOUN
ajis02-310	64	6	may	may	AUX
ajis02-310	64	7	have	have	VERB
ajis02-310	64	8	a	a	DET
ajis02-310	64	9	profound	profound	ADJ
ajis02-310	64	10	effect	effect	NOUN
ajis02-310	64	11	on	on	ADP
ajis02-310	64	12	the	the	DET
ajis02-310	64	13	outcome	outcome	NOUN
ajis02-310	64	14	of	of	ADP
ajis02-310	64	15	the	the	DET
ajis02-310	64	16	data	data	NOUN
ajis02-310	64	17	mining	mining	NOUN
ajis02-310	64	18	process	process	NOUN
ajis02-310	64	19	.	.	PUNCT
ajis02-310	65	1	thus	thus	ADV
ajis02-310	65	2	,	,	PUNCT
ajis02-310	65	3	the	the	DET
ajis02-310	65	4	outcome	outcome	NOUN
ajis02-310	65	5	of	of	ADP
ajis02-310	65	6	the	the	DET
ajis02-310	65	7	data	data	NOUN
ajis02-310	65	8	mining	mining	NOUN
ajis02-310	65	9	process	process	NOUN
ajis02-310	65	10	is	be	AUX
ajis02-310	65	11	quasi	quasi	ADJ
ajis02-310	65	12	-	-	ADJ
ajis02-310	65	13	nondeterministic	nondeterministic	ADJ
ajis02-310	65	14	.	.	PUNCT
ajis02-310	66	1	data	datum	NOUN
ajis02-310	66	2	filtering	filter	VERB
ajis02-310	66	3	the	the	DET
ajis02-310	66	4	initial	initial	ADJ
ajis02-310	66	5	stage	stage	NOUN
ajis02-310	66	6	involves	involve	VERB
ajis02-310	66	7	the	the	DET
ajis02-310	66	8	selection	selection	NOUN
ajis02-310	66	9	of	of	ADP
ajis02-310	66	10	the	the	DET
ajis02-310	66	11	data	datum	NOUN
ajis02-310	66	12	of	of	ADP
ajis02-310	66	13	interest	interest	NOUN
ajis02-310	66	14	for	for	ADP
ajis02-310	66	15	knowledge	knowledge	NOUN
ajis02-310	66	16	discovery	discovery	NOUN
ajis02-310	66	17	.	.	PUNCT
ajis02-310	67	1	the	the	DET
ajis02-310	67	2	user	user	NOUN
ajis02-310	67	3	may	may	AUX
ajis02-310	67	4	direct	direct	VERB
ajis02-310	67	5	the	the	DET
ajis02-310	67	6	kdd	kdd	PROPN
ajis02-310	67	7	system	system	NOUN
ajis02-310	67	8	to	to	ADP
ajis02-310	67	9	areas	area	NOUN
ajis02-310	67	10	of	of	ADP
ajis02-310	67	11	interest	interest	NOUN
ajis02-310	67	12	using	use	VERB
ajis02-310	67	13	templates	template	NOUN
ajis02-310	67	14	,	,	PUNCT
ajis02-310	67	15	visualisation	visualisation	NOUN
ajis02-310	67	16	tools	tool	NOUN
ajis02-310	67	17	and	and	CCONJ
ajis02-310	67	18	by	by	ADP
ajis02-310	67	19	specifying	specify	VERB
ajis02-310	67	20	sampling	sample	VERB
ajis02-310	67	21	strategies	strategy	NOUN
ajis02-310	67	22	.	.	PUNCT
ajis02-310	68	1	the	the	DET
ajis02-310	68	2	result	result	NOUN
ajis02-310	68	3	of	of	ADP
ajis02-310	68	4	this	this	DET
ajis02-310	68	5	phase	phase	NOUN
ajis02-310	68	6	is	be	AUX
ajis02-310	68	7	a	a	DET
ajis02-310	68	8	reduced	reduce	VERB
ajis02-310	68	9	set	set	NOUN
ajis02-310	68	10	of	of	ADP
ajis02-310	68	11	test	test	NOUN
ajis02-310	68	12	data	datum	NOUN
ajis02-310	68	13	and	and	CCONJ
ajis02-310	68	14	a	a	DET
ajis02-310	68	15	correspondingly	correspondingly	ADV
ajis02-310	68	16	reduced	reduce	VERB
ajis02-310	68	17	rule	rule	NOUN
ajis02-310	68	18	-	-	PUNCT
ajis02-310	68	19	space	space	NOUN
ajis02-310	68	20	.	.	PUNCT
ajis02-310	69	1	pattern	pattern	NOUN
ajis02-310	69	2	filtering	filter	VERB
ajis02-310	69	3	the	the	DET
ajis02-310	69	4	second	second	ADJ
ajis02-310	69	5	phase	phase	NOUN
ajis02-310	69	6	is	be	AUX
ajis02-310	69	7	the	the	DET
ajis02-310	69	8	pattern	pattern	NOUN
ajis02-310	69	9	filter	filter	NOUN
ajis02-310	69	10	,	,	PUNCT
ajis02-310	69	11	where	where	SCONJ
ajis02-310	69	12	a	a	DET
ajis02-310	69	13	particular	particular	ADJ
ajis02-310	69	14	rule	rule	NOUN
ajis02-310	69	15	type	type	NOUN
ajis02-310	69	16	to	to	PART
ajis02-310	69	17	be	be	AUX
ajis02-310	69	18	searched	search	VERB
ajis02-310	69	19	for	for	ADP
ajis02-310	69	20	is	be	AUX
ajis02-310	69	21	specified	specify	VERB
ajis02-310	69	22	.	.	PUNCT
ajis02-310	70	1	this	this	PRON
ajis02-310	70	2	may	may	AUX
ajis02-310	70	3	be	be	AUX
ajis02-310	70	4	fixed	fix	VERB
ajis02-310	70	5	by	by	ADP
ajis02-310	70	6	the	the	DET
ajis02-310	70	7	limitations	limitation	NOUN
ajis02-310	70	8	of	of	ADP
ajis02-310	70	9	the	the	DET
ajis02-310	70	10	system	system	NOUN
ajis02-310	70	11	or	or	CCONJ
ajis02-310	70	12	specified	specify	VERB
ajis02-310	70	13	to	to	ADP
ajis02-310	70	14	a	a	DET
ajis02-310	70	15	greater	great	ADJ
ajis02-310	70	16	or	or	CCONJ
ajis02-310	70	17	lesser	less	ADJ
ajis02-310	70	18	extent	extent	NOUN
ajis02-310	70	19	via	via	ADP
ajis02-310	70	20	the	the	DET
ajis02-310	70	21	use	use	NOUN
ajis02-310	70	22	of	of	ADP
ajis02-310	70	23	templates	template	NOUN
ajis02-310	70	24	or	or	CCONJ
ajis02-310	70	25	rule	rule	NOUN
ajis02-310	70	26	type	type	NOUN
ajis02-310	70	27	selection	selection	NOUN
ajis02-310	70	28	.	.	PUNCT
ajis02-310	71	1	the	the	DET
ajis02-310	71	2	type	type	NOUN
ajis02-310	71	3	of	of	ADP
ajis02-310	71	4	pattern	pattern	NOUN
ajis02-310	71	5	discovered	discover	VERB
ajis02-310	71	6	is	be	AUX
ajis02-310	71	7	typically	typically	ADV
ajis02-310	71	8	restricted	restrict	VERB
ajis02-310	71	9	by	by	ADP
ajis02-310	71	10	the	the	DET
ajis02-310	71	11	kdd	kdd	PROPN
ajis02-310	71	12	system	system	NOUN
ajis02-310	71	13	itself	itself	PRON
ajis02-310	71	14	because	because	SCONJ
ajis02-310	71	15	most	most	ADJ
ajis02-310	71	16	systems	system	NOUN
ajis02-310	71	17	can	can	AUX
ajis02-310	71	18	only	only	ADV
ajis02-310	71	19	discover	discover	VERB
ajis02-310	71	20	a	a	DET
ajis02-310	71	21	limited	limited	ADJ
ajis02-310	71	22	number	number	NOUN
ajis02-310	71	23	of	of	ADP
ajis02-310	71	24	rule	rule	NOUN
ajis02-310	71	25	types	type	NOUN
ajis02-310	71	26	.	.	PUNCT
ajis02-310	72	1	the	the	DET
ajis02-310	72	2	pattern	pattern	NOUN
ajis02-310	72	3	can	can	AUX
ajis02-310	72	4	be	be	AUX
ajis02-310	72	5	further	far	ADV
ajis02-310	72	6	restricted	restrict	VERB
ajis02-310	72	7	by	by	ADP
ajis02-310	72	8	the	the	DET
ajis02-310	72	9	user	user	NOUN
ajis02-310	72	10	requiring	require	VERB
ajis02-310	72	11	the	the	DET
ajis02-310	72	12	presence	presence	NOUN
ajis02-310	72	13	of	of	ADP
ajis02-310	72	14	particular	particular	ADJ
ajis02-310	72	15	attributes	attribute	VERB
ajis02-310	72	16	on	on	ADP
ajis02-310	72	17	one	one	NUM
ajis02-310	72	18	or	or	CCONJ
ajis02-310	72	19	other	other	ADJ
ajis02-310	72	20	side	side	NOUN
ajis02-310	72	21	of	of	ADP
ajis02-310	72	22	a	a	DET
ajis02-310	72	23	discovered	discover	VERB
ajis02-310	72	24	rule	rule	NOUN
ajis02-310	72	25	,	,	PUNCT
ajis02-310	72	26	or	or	CCONJ
ajis02-310	72	27	by	by	ADP
ajis02-310	72	28	restricting	restrict	VERB
ajis02-310	72	29	the	the	DET
ajis02-310	72	30	number	number	NOUN
ajis02-310	72	31	of	of	ADP
ajis02-310	72	32	possible	possible	ADJ
ajis02-310	72	33	conjunctions	conjunction	NOUN
ajis02-310	72	34	it	it	PRON
ajis02-310	72	35	may	may	AUX
ajis02-310	72	36	contain	contain	VERB
ajis02-310	72	37	.	.	PUNCT
ajis02-310	73	1	the	the	DET
ajis02-310	73	2	effect	effect	NOUN
ajis02-310	73	3	of	of	ADP
ajis02-310	73	4	the	the	DET
ajis02-310	73	5	pattern	pattern	NOUN
ajis02-310	73	6	filter	filter	NOUN
ajis02-310	73	7	is	be	AUX
ajis02-310	73	8	therefore	therefore	ADV
ajis02-310	73	9	to	to	PART
ajis02-310	73	10	reduce	reduce	VERB
ajis02-310	73	11	the	the	DET
ajis02-310	73	12	relevant	relevant	ADJ
ajis02-310	73	13	rule	rule	NOUN
ajis02-310	73	14	space	space	NOUN
ajis02-310	73	15	to	to	ADP
ajis02-310	73	16	only	only	ADV
ajis02-310	73	17	rules	rule	NOUN
ajis02-310	73	18	of	of	ADP
ajis02-310	73	19	a	a	DET
ajis02-310	73	20	particular	particular	ADJ
ajis02-310	73	21	type	type	NOUN
ajis02-310	73	22	,	,	PUNCT
ajis02-310	73	23	eg	eg	NOUN
ajis02-310	73	24	.	.	PUNCT
ajis02-310	74	1	association	association	NOUN
ajis02-310	74	2	rules	rule	NOUN
ajis02-310	74	3	with	with	ADP
ajis02-310	74	4	a	a	DET
ajis02-310	74	5	given	give	VERB
ajis02-310	74	6	term	term	NOUN
ajis02-310	74	7	in	in	ADP
ajis02-310	74	8	the	the	DET
ajis02-310	74	9	consequent	consequent	NOUN
ajis02-310	74	10	.	.	PUNCT
ajis02-310	75	1	the	the	DET
ajis02-310	75	2	102	102	NUM
ajis02-310	75	3	ajis	ajis	NOUN
ajis02-310	75	4	vol	vol	NOUN
ajis02-310	75	5	.	.	PROPN
ajis02-310	75	6	6	6	NUM
ajis02-310	75	7	no	no	NOUN
ajis02-310	75	8	.	.	NOUN
ajis02-310	75	9	2	2	NUM
ajis02-310	75	10	may	may	PROPN
ajis02-310	75	11	1999	1999	NUM
ajis02-310	75	12	specification	specification	NOUN
ajis02-310	75	13	of	of	ADP
ajis02-310	75	14	a	a	DET
ajis02-310	75	15	pattern	pattern	NOUN
ajis02-310	75	16	to	to	PART
ajis02-310	75	17	be	be	AUX
ajis02-310	75	18	searched	search	VERB
ajis02-310	75	19	for	for	ADP
ajis02-310	75	20	can	can	AUX
ajis02-310	75	21	be	be	AUX
ajis02-310	75	22	made	make	VERB
ajis02-310	75	23	intuitively	intuitively	ADV
ajis02-310	75	24	in	in	ADP
ajis02-310	75	25	the	the	DET
ajis02-310	75	26	form	form	NOUN
ajis02-310	75	27	of	of	ADP
ajis02-310	75	28	a	a	DET
ajis02-310	75	29	template	template	NOUN
ajis02-310	75	30	-	-	PUNCT
ajis02-310	75	31	based	base	VERB
ajis02-310	75	32	request	request	NOUN
ajis02-310	75	33	such	such	ADJ
ajis02-310	75	34	as	as	ADP
ajis02-310	75	35	:	:	PUNCT
ajis02-310	75	36	find	find	VERB
ajis02-310	75	37	all	all	DET
ajis02-310	75	38	association	association	NOUN
ajis02-310	75	39	rules	rule	NOUN
ajis02-310	75	40	with	with	ADP
ajis02-310	75	41	butter	butter	NOUN
ajis02-310	75	42	in	in	ADP
ajis02-310	75	43	the	the	DET
ajis02-310	75	44	consequent	consequent	NOUN
ajis02-310	75	45	.	.	PUNCT
ajis02-310	76	1	applications	application	NOUN
ajis02-310	76	2	expert	expert	NOUN
ajis02-310	76	3	systems	system	NOUN
ajis02-310	76	4	semantic	semantic	ADJ
ajis02-310	76	5	query	query	NOUN
ajis02-310	76	6	optimisation	optimisation	NOUN
ajis02-310	76	7	intelligent	intelligent	ADJ
ajis02-310	76	8	interfaces	interface	NOUN
ajis02-310	76	9	decision	decision	NOUN
ajis02-310	76	10	support	support	NOUN
ajis02-310	76	11	systems	system	NOUN
ajis02-310	76	12	integrity	integrity	NOUN
ajis02-310	76	13	enforcement	enforcement	NOUN
ajis02-310	76	14	database	database	NOUN
ajis02-310	76	15	design	design	VERB
ajis02-310	76	16	a	a	DET
ajis02-310	76	17	a	a	DET
ajis02-310	76	18	a	a	DET
ajis02-310	76	19	f	f	NOUN
ajis02-310	76	20	v	v	NUM
ajis02-310	76	21	v	v	NOUN
ajis02-310	76	22	-'database	-'database	NOUN
ajis02-310	76	23	.	.	PUNCT
ajis02-310	77	1	i	i	PRON
ajis02-310	77	2	knowledge	knowledge	VERB
ajis02-310	77	3	,	,	PUNCT
ajis02-310	77	4	:	:	PUNCT
ajis02-310	77	5	'	'	PUNCT
ajis02-310	77	6	.	.	PUNCT
ajis02-310	77	7	'	'	PUNCT
ajis02-310	78	1	:	:	PUNCT
ajis02-310	78	2	base	base	NOUN
ajis02-310	78	3	.	.	PUNCT
ajis02-310	79	1	•.	•.	NOUN
ajis02-310	79	2	augments	augment	VERB
ajis02-310	79	3	final	final	ADJ
ajis02-310	79	4	rule	rule	NOUN
ajis02-310	79	5	set	set	VERB
ajis02-310	79	6	y	y	PROPN
ajis02-310	79	7	>	>	X
ajis02-310	79	8	data	data	NOUN
ajis02-310	79	9	filters	filter	VERB
ajis02-310	79	10	1	1	NUM
ajis02-310	79	11	t	t	PROPN
ajis02-310	79	12	4	4	NUM
ajis02-310	79	13	*	*	PUNCT
ajis02-310	80	1	c~	c~	PROPN
ajis02-310	80	2	~	~	PUNCT
ajis02-310	80	3	frules	frule	NOUN
ajis02-310	80	4	>	>	X
ajis02-310	80	5	j	j	PROPN
ajis02-310	80	6	>	>	X
ajis02-310	80	7	t	t	PROPN
ajis02-310	80	8	domain/	domain/	NUM
ajis02-310	80	9	prior	prior	ADJ
ajis02-310	80	10	knowledge	knowledge	NOUN
ajis02-310	80	11	'	'	PUNCT
ajis02-310	80	12	>	>	X
ajis02-310	80	13	pattern	pattern	NOUN
ajis02-310	80	14	*	*	NOUN
ajis02-310	80	15	•	•	NOUN
ajis02-310	80	16	filters	filter	NOUN
ajis02-310	80	17	l	l	NOUN
ajis02-310	80	18	4	4	NUM
ajis02-310	80	19	*	*	PUNCT
ajis02-310	80	20	^	^	PUNCT
ajis02-310	80	21	^•rules	^•rules	PUNCT
ajis02-310	80	22	>	>	X
ajis02-310	80	23	j	j	PROPN
ajis02-310	80	24	r	r	NOUN
ajis02-310	80	25	statistical	statistical	ADJ
ajis02-310	80	26	^•filters	^•filters	NUM
ajis02-310	80	27	1	1	NUM
ajis02-310	80	28	^	^	SYM
ajis02-310	80	29	t	t	NOUN
ajis02-310	80	30	^	^	PUNCT
ajis02-310	80	31	"	"	PUNCT
ajis02-310	80	32	^	^	PUNCT
ajis02-310	80	33	•rules	•rule	NOUN
ajis02-310	80	34	-	-	PUNCT
ajis02-310	80	35	;	;	PUNCT
ajis02-310	80	36	/	/	SYM
ajis02-310	80	37	>	>	PUNCT
ajis02-310	80	38	r	r	X
ajis02-310	80	39	k	k	X
ajis02-310	80	40	semantic	semantic	ADJ
ajis02-310	80	41	*	*	PUNCT
ajis02-310	80	42	•	•	NUM
ajis02-310	80	43	filters	filter	NOUN
ajis02-310	80	44	1	1	NUM
ajis02-310	80	45	control	control	NOUN
ajis02-310	80	46	control	control	PROPN
ajis02-310	80	47	control	control	PROPN
ajis02-310	80	48	control	control	PROPN
ajis02-310	80	49	templates	template	NOUN
ajis02-310	80	50	.	.	PUNCT
ajis02-310	81	1	visualisation	visualisation	NOUN
ajis02-310	81	2	and	and	CCONJ
ajis02-310	81	3	selection	selection	NOUN
ajis02-310	81	4	tools	tool	NOUN
ajis02-310	81	5	t	t	NOUN
ajis02-310	81	6	rule	rule	NOUN
ajis02-310	81	7	type	type	NOUN
ajis02-310	81	8	specification	specification	NOUN
ajis02-310	81	9	and	and	CCONJ
ajis02-310	81	10	templates	template	NOUN
ajis02-310	81	11	\	\	PROPN
ajis02-310	81	12	t	t	PROPN
ajis02-310	81	13	parameters	parameter	NOUN
ajis02-310	81	14	and	and	CCONJ
ajis02-310	81	15	thresholds	threshold	VERB
ajis02-310	81	16	h	h	NOUN
ajis02-310	81	17	}	}	PUNCT
ajis02-310	81	18	browsers	browser	NOUN
ajis02-310	81	19	and	and	CCONJ
ajis02-310	81	20	filters	filter	NOUN
ajis02-310	82	1	i	i	PRON
ajis02-310	82	2	/	/	SYM
ajis02-310	82	3	k	k	X
ajis02-310	82	4	figure	figure	NOUN
ajis02-310	82	5	1	1	NUM
ajis02-310	82	6	.	.	PUNCT
ajis02-310	83	1	a	a	DET
ajis02-310	83	2	model	model	NOUN
ajis02-310	83	3	of	of	ADP
ajis02-310	83	4	the	the	DET
ajis02-310	83	5	data	data	NOUN
ajis02-310	83	6	mining	mining	NOUN
ajis02-310	83	7	process	process	NOUN
ajis02-310	83	8	.	.	PUNCT
ajis02-310	84	1	in	in	ADP
ajis02-310	84	2	this	this	DET
ajis02-310	84	3	simplistic	simplistic	ADJ
ajis02-310	84	4	example	example	NOUN
ajis02-310	84	5	of	of	ADP
ajis02-310	84	6	a	a	DET
ajis02-310	84	7	template	template	NOUN
ajis02-310	84	8	,	,	PUNCT
ajis02-310	84	9	the	the	DET
ajis02-310	84	10	key	key	ADJ
ajis02-310	84	11	words	word	NOUN
ajis02-310	84	12	in	in	ADP
ajis02-310	84	13	italics	italic	NOUN
ajis02-310	84	14	may	may	AUX
ajis02-310	84	15	be	be	AUX
ajis02-310	84	16	replaced	replace	VERB
ajis02-310	84	17	to	to	PART
ajis02-310	84	18	form	form	VERB
ajis02-310	84	19	different	different	ADJ
ajis02-310	84	20	requests	request	NOUN
ajis02-310	84	21	.	.	PUNCT
ajis02-310	85	1	this	this	PRON
ajis02-310	85	2	can	can	AUX
ajis02-310	85	3	be	be	AUX
ajis02-310	85	4	implemented	implement	VERB
ajis02-310	85	5	in	in	ADP
ajis02-310	85	6	an	an	DET
ajis02-310	85	7	interface	interface	NOUN
ajis02-310	85	8	using	use	VERB
ajis02-310	85	9	tools	tool	NOUN
ajis02-310	85	10	such	such	ADJ
ajis02-310	85	11	as	as	ADP
ajis02-310	85	12	pick	pick	NOUN
ajis02-310	85	13	lists	list	NOUN
ajis02-310	85	14	,	,	PUNCT
ajis02-310	85	15	which	which	PRON
ajis02-310	85	16	simplify	simplify	VERB
ajis02-310	85	17	the	the	DET
ajis02-310	85	18	users	user	NOUN
ajis02-310	85	19	interaction	interaction	NOUN
ajis02-310	85	20	with	with	ADP
ajis02-310	85	21	the	the	DET
ajis02-310	85	22	system	system	NOUN
ajis02-310	85	23	.	.	PUNCT
ajis02-310	86	1	most	most	ADJ
ajis02-310	86	2	kdd	kdd	PROPN
ajis02-310	86	3	systems	system	NOUN
ajis02-310	86	4	implement	implement	VERB
ajis02-310	86	5	some	some	DET
ajis02-310	86	6	form	form	NOUN
ajis02-310	86	7	of	of	ADP
ajis02-310	86	8	template	template	NOUN
ajis02-310	86	9	for	for	ADP
ajis02-310	86	10	pattern	pattern	NOUN
ajis02-310	86	11	specification	specification	NOUN
ajis02-310	86	12	.	.	PUNCT
ajis02-310	87	1	one	one	NUM
ajis02-310	87	2	example	example	NOUN
ajis02-310	87	3	is	be	AUX
ajis02-310	87	4	the	the	DET
ajis02-310	87	5	nielsen	nielsen	PROPN
ajis02-310	87	6	opportunity	opportunity	NOUN
ajis02-310	87	7	explorer	explorer	PROPN
ajis02-310	87	8	™	™	PROPN
ajis02-310	87	9	,	,	PUNCT
ajis02-310	87	10	a	a	DET
ajis02-310	87	11	knowledge	knowledge	NOUN
ajis02-310	87	12	discovery	discovery	NOUN
ajis02-310	87	13	tool	tool	NOUN
ajis02-310	87	14	utilising	utilise	VERB
ajis02-310	87	15	discovery	discovery	NOUN
ajis02-310	87	16	templates	template	NOUN
ajis02-310	87	17	as	as	SCONJ
ajis02-310	87	18	described	describe	VERB
ajis02-310	87	19	by	by	ADP
ajis02-310	87	20	anand	anand	PROPN
ajis02-310	87	21	and	and	CCONJ
ajis02-310	87	22	kahn	kahn	PROPN
ajis02-310	87	23	(	(	PUNCT
ajis02-310	87	24	1993	1993	NUM
ajis02-310	87	25	)	)	PUNCT
ajis02-310	87	26	.	.	PUNCT
ajis02-310	88	1	within	within	ADP
ajis02-310	88	2	this	this	DET
ajis02-310	88	3	system	system	NOUN
ajis02-310	88	4	,	,	PUNCT
ajis02-310	88	5	knowledge	knowledge	NOUN
ajis02-310	88	6	discovery	discovery	NOUN
ajis02-310	88	7	templates	template	NOUN
ajis02-310	88	8	allow	allow	VERB
ajis02-310	88	9	the	the	DET
ajis02-310	88	10	user	user	NOUN
ajis02-310	88	11	to	to	PART
ajis02-310	88	12	also	also	ADV
ajis02-310	88	13	specify	specify	VERB
ajis02-310	88	14	both	both	CCONJ
ajis02-310	88	15	the	the	DET
ajis02-310	88	16	analytic	analytic	ADJ
ajis02-310	88	17	techniques	technique	NOUN
ajis02-310	88	18	to	to	PART
ajis02-310	88	19	be	be	AUX
ajis02-310	88	20	applied	apply	VERB
ajis02-310	88	21	(	(	PUNCT
ajis02-310	88	22	statistical	statistical	ADJ
ajis02-310	88	23	filtering	filtering	NOUN
ajis02-310	88	24	)	)	PUNCT
ajis02-310	88	25	,	,	PUNCT
ajis02-310	88	26	and	and	CCONJ
ajis02-310	88	27	the	the	DET
ajis02-310	88	28	data	datum	NOUN
ajis02-310	88	29	that	that	PRON
ajis02-310	88	30	they	they	PRON
ajis02-310	88	31	are	be	AUX
ajis02-310	88	32	to	to	PART
ajis02-310	88	33	be	be	AUX
ajis02-310	88	34	applied	apply	VERB
ajis02-310	88	35	to	to	ADP
ajis02-310	88	36	(	(	PUNCT
ajis02-310	88	37	data	datum	NOUN
ajis02-310	88	38	filtering	filtering	NOUN
ajis02-310	88	39	)	)	PUNCT
ajis02-310	88	40	.	.	PUNCT
ajis02-310	89	1	likewise	likewise	ADV
ajis02-310	89	2	the	the	DET
ajis02-310	89	3	explora	explora	NOUN
ajis02-310	89	4	system	system	NOUN
ajis02-310	89	5	utilises	utilise	VERB
ajis02-310	89	6	statement	statement	NOUN
ajis02-310	89	7	types	type	NOUN
ajis02-310	89	8	that	that	PRON
ajis02-310	89	9	act	act	VERB
ajis02-310	89	10	as	as	ADP
ajis02-310	89	11	templates	template	NOUN
ajis02-310	89	12	,	,	PUNCT
ajis02-310	89	13	corresponding	correspond	VERB
ajis02-310	89	14	to	to	ADP
ajis02-310	89	15	specific	specific	ADJ
ajis02-310	89	16	types	type	NOUN
ajis02-310	89	17	of	of	ADP
ajis02-310	89	18	rules	rule	NOUN
ajis02-310	89	19	to	to	PART
ajis02-310	89	20	be	be	AUX
ajis02-310	89	21	discovered	discover	VERB
ajis02-310	89	22	(	(	PUNCT
ajis02-310	89	23	hoschka	hoschka	NOUN
ajis02-310	89	24	and	and	CCONJ
ajis02-310	89	25	klosgen	klosgen	PROPN
ajis02-310	89	26	1991	1991	NUM
ajis02-310	89	27	)	)	PUNCT
ajis02-310	89	28	.	.	PUNCT
ajis02-310	90	1	103	103	NUM
ajis02-310	90	2	ajis	ajis	NOUN
ajis02-310	90	3	vol	vol	NOUN
ajis02-310	90	4	.	.	PROPN
ajis02-310	90	5	6	6	NUM
ajis02-310	90	6	no	no	NOUN
ajis02-310	90	7	.	.	NOUN
ajis02-310	90	8	2	2	NUM
ajis02-310	90	9	may	may	PROPN
ajis02-310	90	10	1999	1999	NUM
ajis02-310	90	11	statistical	statistical	ADJ
ajis02-310	90	12	filtering	filtering	NOUN
ajis02-310	90	13	the	the	DET
ajis02-310	90	14	rule	rule	NOUN
ajis02-310	90	15	space	space	NOUN
ajis02-310	90	16	is	be	AUX
ajis02-310	90	17	further	far	ADV
ajis02-310	90	18	refined	refine	VERB
ajis02-310	90	19	through	through	ADP
ajis02-310	90	20	a	a	DET
ajis02-310	90	21	third	third	ADJ
ajis02-310	90	22	phase	phase	NOUN
ajis02-310	90	23	of	of	ADP
ajis02-310	90	24	statistical	statistical	ADJ
ajis02-310	90	25	filtering	filtering	NOUN
ajis02-310	90	26	.	.	PUNCT
ajis02-310	91	1	at	at	ADP
ajis02-310	91	2	this	this	DET
ajis02-310	91	3	stage	stage	NOUN
ajis02-310	91	4	the	the	DET
ajis02-310	91	5	space	space	NOUN
ajis02-310	91	6	of	of	ADP
ajis02-310	91	7	rules	rule	NOUN
ajis02-310	91	8	that	that	PRON
ajis02-310	91	9	satisfy	satisfy	VERB
ajis02-310	91	10	the	the	DET
ajis02-310	91	11	pattern	pattern	NOUN
ajis02-310	91	12	is	be	AUX
ajis02-310	91	13	further	far	ADV
ajis02-310	91	14	reduced	reduce	VERB
ajis02-310	91	15	by	by	ADP
ajis02-310	91	16	the	the	DET
ajis02-310	91	17	application	application	NOUN
ajis02-310	91	18	of	of	ADP
ajis02-310	91	19	statistical	statistical	ADJ
ajis02-310	91	20	tests	test	NOUN
ajis02-310	91	21	.	.	PUNCT
ajis02-310	92	1	this	this	DET
ajis02-310	92	2	process	process	NOUN
ajis02-310	92	3	eliminates	eliminate	VERB
ajis02-310	92	4	rules	rule	NOUN
ajis02-310	92	5	that	that	PRON
ajis02-310	92	6	fit	fit	VERB
ajis02-310	92	7	the	the	DET
ajis02-310	92	8	specified	specify	VERB
ajis02-310	92	9	pattern	pattern	NOUN
ajis02-310	92	10	,	,	PUNCT
ajis02-310	92	11	but	but	CCONJ
ajis02-310	92	12	are	be	AUX
ajis02-310	92	13	deemed	deem	VERB
ajis02-310	92	14	statistically	statistically	ADV
ajis02-310	92	15	unsatisfactory	unsatisfactory	ADJ
ajis02-310	92	16	or	or	CCONJ
ajis02-310	92	17	insignificant	insignificant	ADJ
ajis02-310	92	18	.	.	PUNCT
ajis02-310	93	1	the	the	DET
ajis02-310	93	2	user	user	NOUN
ajis02-310	93	3	may	may	AUX
ajis02-310	93	4	interact	interact	VERB
ajis02-310	93	5	with	with	ADP
ajis02-310	93	6	this	this	DET
ajis02-310	93	7	phase	phase	NOUN
ajis02-310	93	8	by	by	ADP
ajis02-310	93	9	setting	set	VERB
ajis02-310	93	10	statistical	statistical	ADJ
ajis02-310	93	11	parameters	parameter	NOUN
ajis02-310	93	12	or	or	CCONJ
ajis02-310	93	13	turning	turn	VERB
ajis02-310	93	14	statistical	statistical	ADJ
ajis02-310	93	15	tests	test	NOUN
ajis02-310	93	16	on	on	ADP
ajis02-310	93	17	or	or	CCONJ
ajis02-310	93	18	off	off	ADV
ajis02-310	93	19	.	.	PUNCT
ajis02-310	94	1	as	as	ADP
ajis02-310	94	2	an	an	DET
ajis02-310	94	3	example	example	NOUN
ajis02-310	94	4	consider	consider	VERB
ajis02-310	94	5	the	the	DET
ajis02-310	94	6	following	follow	VERB
ajis02-310	94	7	simplistic	simplistic	ADJ
ajis02-310	94	8	template	template	NOUN
ajis02-310	94	9	:	:	PUNCT
ajis02-310	94	10	find	find	VERB
ajis02-310	94	11	all	all	DET
ajis02-310	94	12	association	association	NOUN
ajis02-310	94	13	rules	rule	NOUN
ajis02-310	94	14	with	with	ADP
ajis02-310	94	15	butter	butter	NOUN
ajis02-310	94	16	in	in	ADP
ajis02-310	94	17	the	the	DET
ajis02-310	94	18	consequent	consequent	NOUN
ajis02-310	94	19	having	have	VERB
ajis02-310	94	20	a	a	DET
ajis02-310	94	21	minimum	minimum	ADJ
ajis02-310	94	22	support	support	NOUN
ajis02-310	94	23	of	of	ADP
ajis02-310	94	24	0.002	0.002	NUM
ajis02-310	94	25	and	and	CCONJ
ajis02-310	94	26	a	a	DET
ajis02-310	94	27	minimum	minimum	ADJ
ajis02-310	94	28	confidence	confidence	NOUN
ajis02-310	94	29	of	of	ADP
ajis02-310	94	30	0.85	0.85	NUM
ajis02-310	94	31	in	in	ADP
ajis02-310	94	32	this	this	DET
ajis02-310	94	33	case	case	NOUN
ajis02-310	94	34	the	the	DET
ajis02-310	94	35	template	template	NOUN
ajis02-310	94	36	specifies	specify	VERB
ajis02-310	94	37	two	two	NUM
ajis02-310	94	38	statistical	statistical	ADJ
ajis02-310	94	39	measures	measure	NOUN
ajis02-310	94	40	support	support	NOUN
ajis02-310	94	41	and	and	CCONJ
ajis02-310	94	42	confidence	confidence	NOUN
ajis02-310	94	43	,	,	PUNCT
ajis02-310	94	44	with	with	ADP
ajis02-310	94	45	a	a	DET
ajis02-310	94	46	required	require	VERB
ajis02-310	94	47	minimum	minimum	NOUN
ajis02-310	94	48	value	value	NOUN
ajis02-310	94	49	.	.	PUNCT
ajis02-310	95	1	although	although	SCONJ
ajis02-310	95	2	the	the	DET
ajis02-310	95	3	statistical	statistical	ADJ
ajis02-310	95	4	values	value	NOUN
ajis02-310	95	5	a	a	DET
ajis02-310	95	6	tool	tool	NOUN
ajis02-310	95	7	associates	associate	NOUN
ajis02-310	95	8	with	with	ADP
ajis02-310	95	9	a	a	DET
ajis02-310	95	10	rule	rule	NOUN
ajis02-310	95	11	vary	vary	NOUN
ajis02-310	95	12	,	,	PUNCT
ajis02-310	95	13	they	they	PRON
ajis02-310	95	14	typically	typically	ADV
ajis02-310	95	15	describe	describe	VERB
ajis02-310	95	16	attributes	attribute	NOUN
ajis02-310	95	17	such	such	ADJ
ajis02-310	95	18	as	as	ADP
ajis02-310	95	19	the	the	DET
ajis02-310	95	20	confidence	confidence	NOUN
ajis02-310	95	21	of	of	ADP
ajis02-310	95	22	the	the	DET
ajis02-310	95	23	rule	rule	NOUN
ajis02-310	95	24	or	or	CCONJ
ajis02-310	95	25	the	the	DET
ajis02-310	95	26	amount	amount	NOUN
ajis02-310	95	27	of	of	ADP
ajis02-310	95	28	supporting	support	VERB
ajis02-310	95	29	evidence	evidence	NOUN
ajis02-310	95	30	for	for	ADP
ajis02-310	95	31	the	the	DET
ajis02-310	95	32	rule	rule	NOUN
ajis02-310	95	33	in	in	ADP
ajis02-310	95	34	the	the	DET
ajis02-310	95	35	database	database	NOUN
ajis02-310	95	36	.	.	PUNCT
ajis02-310	96	1	whilst	whilst	SCONJ
ajis02-310	96	2	traditional	traditional	ADJ
ajis02-310	96	3	statistical	statistical	ADJ
ajis02-310	96	4	techniques	technique	NOUN
ajis02-310	96	5	form	form	VERB
ajis02-310	96	6	a	a	DET
ajis02-310	96	7	foundation	foundation	NOUN
ajis02-310	96	8	for	for	ADP
ajis02-310	96	9	statistical	statistical	ADJ
ajis02-310	96	10	evaluation	evaluation	NOUN
ajis02-310	96	11	,	,	PUNCT
ajis02-310	96	12	in	in	ADP
ajis02-310	96	13	many	many	ADJ
ajis02-310	96	14	cases	case	NOUN
ajis02-310	96	15	customised	customise	VERB
ajis02-310	96	16	measures	measure	NOUN
ajis02-310	96	17	have	have	AUX
ajis02-310	96	18	been	be	AUX
ajis02-310	96	19	developed	develop	VERB
ajis02-310	96	20	to	to	PART
ajis02-310	96	21	meet	meet	VERB
ajis02-310	96	22	the	the	DET
ajis02-310	96	23	specific	specific	ADJ
ajis02-310	96	24	requirements	requirement	NOUN
ajis02-310	96	25	of	of	ADP
ajis02-310	96	26	kdd	kdd	PROPN
ajis02-310	96	27	applications	application	NOUN
ajis02-310	96	28	.	.	PUNCT
ajis02-310	97	1	as	as	ADP
ajis02-310	97	2	an	an	DET
ajis02-310	97	3	example	example	NOUN
ajis02-310	97	4	of	of	ADP
ajis02-310	97	5	a	a	DET
ajis02-310	97	6	statistical	statistical	ADJ
ajis02-310	97	7	measure	measure	NOUN
ajis02-310	97	8	developed	develop	VERB
ajis02-310	97	9	for	for	ADP
ajis02-310	97	10	kdd	kdd	PROPN
ajis02-310	97	11	,	,	PUNCT
ajis02-310	97	12	agrawal	agrawal	PROPN
ajis02-310	97	13	et	et	NOUN
ajis02-310	97	14	a/.(1993	a/.(1993	PROPN
ajis02-310	97	15	)	)	PUNCT
ajis02-310	97	16	describe	describe	VERB
ajis02-310	97	17	two	two	NUM
ajis02-310	97	18	statistical	statistical	ADJ
ajis02-310	97	19	functions	function	NOUN
ajis02-310	97	20	that	that	PRON
ajis02-310	97	21	can	can	AUX
ajis02-310	97	22	be	be	AUX
ajis02-310	97	23	used	use	VERB
ajis02-310	97	24	to	to	PART
ajis02-310	97	25	describe	describe	VERB
ajis02-310	97	26	an	an	DET
ajis02-310	97	27	association	association	NOUN
ajis02-310	97	28	rule	rule	NOUN
ajis02-310	97	29	,	,	PUNCT
ajis02-310	97	30	support	support	NOUN
ajis02-310	97	31	and	and	CCONJ
ajis02-310	97	32	confidence	confidence	NOUN
ajis02-310	97	33	.	.	PUNCT
ajis02-310	98	1	support	support	NOUN
ajis02-310	98	2	is	be	AUX
ajis02-310	98	3	a	a	DET
ajis02-310	98	4	measure	measure	NOUN
ajis02-310	98	5	of	of	ADP
ajis02-310	98	6	the	the	DET
ajis02-310	98	7	probability	probability	NOUN
ajis02-310	98	8	that	that	SCONJ
ajis02-310	98	9	a	a	DET
ajis02-310	98	10	transaction	transaction	NOUN
ajis02-310	98	11	in	in	ADP
ajis02-310	98	12	the	the	DET
ajis02-310	98	13	database	database	NOUN
ajis02-310	98	14	will	will	AUX
ajis02-310	98	15	contain	contain	VERB
ajis02-310	98	16	the	the	DET
ajis02-310	98	17	given	give	VERB
ajis02-310	98	18	pattern	pattern	NOUN
ajis02-310	98	19	.	.	PUNCT
ajis02-310	99	1	given	give	VERB
ajis02-310	99	2	the	the	DET
ajis02-310	99	3	presence	presence	NOUN
ajis02-310	99	4	of	of	ADP
ajis02-310	99	5	the	the	DET
ajis02-310	99	6	antecedent	antecedent	NOUN
ajis02-310	99	7	in	in	ADP
ajis02-310	99	8	a	a	DET
ajis02-310	99	9	tuple	tuple	NOUN
ajis02-310	99	10	,	,	PUNCT
ajis02-310	99	11	confidence	confidence	NOUN
ajis02-310	99	12	is	be	AUX
ajis02-310	99	13	the	the	DET
ajis02-310	99	14	probability	probability	NOUN
ajis02-310	99	15	that	that	SCONJ
ajis02-310	99	16	the	the	DET
ajis02-310	99	17	consequent	consequent	NOUN
ajis02-310	99	18	will	will	AUX
ajis02-310	99	19	also	also	ADV
ajis02-310	99	20	be	be	AUX
ajis02-310	99	21	present	present	ADJ
ajis02-310	99	22	.	.	PUNCT
ajis02-310	100	1	another	another	DET
ajis02-310	100	2	approach	approach	NOUN
ajis02-310	100	3	is	be	AUX
ajis02-310	100	4	adopted	adopt	VERB
ajis02-310	100	5	by	by	ADP
ajis02-310	100	6	explora	explora	NOUN
ajis02-310	100	7	version	version	PROPN
ajis02-310	100	8	1.1	1.1	NUM
ajis02-310	100	9	as	as	SCONJ
ajis02-310	100	10	described	describe	VERB
ajis02-310	100	11	by	by	ADP
ajis02-310	100	12	klosgen	klosgen	PROPN
ajis02-310	100	13	(	(	PUNCT
ajis02-310	100	14	1995b	1995b	NUM
ajis02-310	100	15	)	)	PUNCT
ajis02-310	100	16	,	,	PUNCT
ajis02-310	100	17	which	which	PRON
ajis02-310	100	18	uses	use	VERB
ajis02-310	100	19	measures	measure	NOUN
ajis02-310	100	20	of	of	ADP
ajis02-310	100	21	evidence	evidence	NOUN
ajis02-310	100	22	and	and	CCONJ
ajis02-310	100	23	affinity	affinity	NOUN
ajis02-310	100	24	to	to	PART
ajis02-310	100	25	help	help	VERB
ajis02-310	100	26	eliminate	eliminate	VERB
ajis02-310	100	27	redundant	redundant	ADJ
ajis02-310	100	28	findings	finding	NOUN
ajis02-310	100	29	.	.	PUNCT
ajis02-310	101	1	evidence	evidence	NOUN
ajis02-310	101	2	is	be	AUX
ajis02-310	101	3	a	a	DET
ajis02-310	101	4	statistical	statistical	ADJ
ajis02-310	101	5	measure	measure	NOUN
ajis02-310	101	6	of	of	ADP
ajis02-310	101	7	the	the	DET
ajis02-310	101	8	quality	quality	NOUN
ajis02-310	101	9	of	of	ADP
ajis02-310	101	10	an	an	DET
ajis02-310	101	11	individual	individual	ADJ
ajis02-310	101	12	rule	rule	NOUN
ajis02-310	101	13	,	,	PUNCT
ajis02-310	101	14	which	which	PRON
ajis02-310	101	15	may	may	AUX
ajis02-310	101	16	be	be	AUX
ajis02-310	101	17	calculated	calculate	VERB
ajis02-310	101	18	in	in	ADP
ajis02-310	101	19	several	several	ADJ
ajis02-310	101	20	ways	way	NOUN
ajis02-310	101	21	.	.	PUNCT
ajis02-310	102	1	affinity	affinity	NOUN
ajis02-310	102	2	is	be	AUX
ajis02-310	102	3	an	an	DET
ajis02-310	102	4	asymmetric	asymmetric	ADJ
ajis02-310	102	5	measure	measure	NOUN
ajis02-310	102	6	of	of	ADP
ajis02-310	102	7	the	the	DET
ajis02-310	102	8	similarity	similarity	NOUN
ajis02-310	102	9	between	between	ADP
ajis02-310	102	10	two	two	NUM
ajis02-310	102	11	findings	finding	NOUN
ajis02-310	102	12	.	.	PUNCT
ajis02-310	103	1	these	these	DET
ajis02-310	103	2	two	two	NUM
ajis02-310	103	3	measures	measure	NOUN
ajis02-310	103	4	can	can	AUX
ajis02-310	103	5	be	be	AUX
ajis02-310	103	6	combined	combine	VERB
ajis02-310	103	7	to	to	PART
ajis02-310	103	8	filter	filter	VERB
ajis02-310	103	9	out	out	ADP
ajis02-310	103	10	a	a	DET
ajis02-310	103	11	finding	finding	NOUN
ajis02-310	103	12	that	that	PRON
ajis02-310	103	13	is	be	AUX
ajis02-310	103	14	similar	similar	ADJ
ajis02-310	103	15	,	,	PUNCT
ajis02-310	103	16	but	but	CCONJ
ajis02-310	103	17	weaker	weak	ADJ
ajis02-310	103	18	than	than	ADP
ajis02-310	103	19	another	another	DET
ajis02-310	103	20	finding	finding	NOUN
ajis02-310	103	21	and	and	CCONJ
ajis02-310	103	22	hence	hence	ADV
ajis02-310	103	23	reduce	reduce	VERB
ajis02-310	103	24	redundancy	redundancy	NOUN
ajis02-310	103	25	.	.	PUNCT
ajis02-310	104	1	anand	anand	PROPN
ajis02-310	104	2	et	et	PROPN
ajis02-310	104	3	al	al	PROPN
ajis02-310	104	4	.	.	PROPN
ajis02-310	105	1	(	(	PUNCT
ajis02-310	105	2	1995b	1995b	NUM
ajis02-310	105	3	)	)	PUNCT
ajis02-310	105	4	advocate	advocate	ADJ
ajis02-310	105	5	evidential	evidential	ADJ
ajis02-310	105	6	theory	theory	NOUN
ajis02-310	105	7	as	as	ADP
ajis02-310	105	8	a	a	DET
ajis02-310	105	9	more	more	ADV
ajis02-310	105	10	general	general	ADJ
ajis02-310	105	11	-	-	PUNCT
ajis02-310	105	12	purpose	purpose	NOUN
ajis02-310	105	13	statistical	statistical	ADJ
ajis02-310	105	14	technique	technique	NOUN
ajis02-310	105	15	for	for	ADP
ajis02-310	105	16	use	use	NOUN
ajis02-310	105	17	within	within	ADP
ajis02-310	105	18	knowledge	knowledge	NOUN
ajis02-310	105	19	discovery	discovery	PROPN
ajis02-310	105	20	(	(	PUNCT
ajis02-310	105	21	guan	guan	PROPN
ajis02-310	105	22	and	and	CCONJ
ajis02-310	105	23	bell	bell	PROPN
ajis02-310	105	24	1991	1991	NUM
ajis02-310	105	25	,	,	PUNCT
ajis02-310	105	26	1992	1992	NUM
ajis02-310	105	27	)	)	PUNCT
ajis02-310	105	28	.	.	PUNCT
ajis02-310	106	1	evidential	evidential	ADJ
ajis02-310	106	2	theory	theory	NOUN
ajis02-310	106	3	,	,	PUNCT
ajis02-310	106	4	which	which	PRON
ajis02-310	106	5	employs	employ	VERB
ajis02-310	106	6	a	a	DET
ajis02-310	106	7	generalisation	generalisation	NOUN
ajis02-310	106	8	of	of	ADP
ajis02-310	106	9	the	the	DET
ajis02-310	106	10	bayesian	bayesian	NOUN
ajis02-310	106	11	model	model	NOUN
ajis02-310	106	12	for	for	ADP
ajis02-310	106	13	uncertainty	uncertainty	NOUN
ajis02-310	106	14	,	,	PUNCT
ajis02-310	106	15	has	have	VERB
ajis02-310	106	16	two	two	NUM
ajis02-310	106	17	major	major	ADJ
ajis02-310	106	18	advantages	advantage	NOUN
ajis02-310	106	19	of	of	ADP
ajis02-310	106	20	over	over	ADP
ajis02-310	106	21	the	the	DET
ajis02-310	106	22	widely	widely	ADV
ajis02-310	106	23	used	use	VERB
ajis02-310	106	24	bayesian	bayesian	NOUN
ajis02-310	106	25	model	model	NOUN
ajis02-310	106	26	.	.	PUNCT
ajis02-310	107	1	firstly	firstly	ADV
ajis02-310	107	2	,	,	PUNCT
ajis02-310	107	3	it	it	PRON
ajis02-310	107	4	allows	allow	VERB
ajis02-310	107	5	a	a	DET
ajis02-310	107	6	belief	belief	NOUN
ajis02-310	107	7	value	value	NOUN
ajis02-310	107	8	to	to	PART
ajis02-310	107	9	be	be	AUX
ajis02-310	107	10	associated	associate	VERB
ajis02-310	107	11	with	with	ADP
ajis02-310	107	12	ignorance	ignorance	NOUN
ajis02-310	107	13	that	that	PRON
ajis02-310	107	14	can	can	AUX
ajis02-310	107	15	be	be	AUX
ajis02-310	107	16	used	use	VERB
ajis02-310	107	17	to	to	PART
ajis02-310	107	18	handle	handle	VERB
ajis02-310	107	19	missing	miss	VERB
ajis02-310	107	20	database	database	NOUN
ajis02-310	107	21	values	value	NOUN
ajis02-310	107	22	.	.	PUNCT
ajis02-310	108	1	secondly	secondly	ADV
ajis02-310	108	2	,	,	PUNCT
ajis02-310	108	3	it	it	PRON
ajis02-310	108	4	allows	allow	VERB
ajis02-310	108	5	evidence	evidence	NOUN
ajis02-310	108	6	at	at	ADP
ajis02-310	108	7	various	various	ADJ
ajis02-310	108	8	levels	level	NOUN
ajis02-310	108	9	of	of	ADP
ajis02-310	108	10	coarseness	coarseness	NOUN
ajis02-310	108	11	to	to	PART
ajis02-310	108	12	be	be	AUX
ajis02-310	108	13	combined	combine	VERB
ajis02-310	108	14	.	.	PUNCT
ajis02-310	109	1	this	this	DET
ajis02-310	109	2	system	system	NOUN
ajis02-310	109	3	is	be	AUX
ajis02-310	109	4	inherently	inherently	ADV
ajis02-310	109	5	parallel	parallel	ADJ
ajis02-310	109	6	and	and	CCONJ
ajis02-310	109	7	therefore	therefore	ADV
ajis02-310	109	8	leads	lead	VERB
ajis02-310	109	9	to	to	ADP
ajis02-310	109	10	parallel	parallel	ADJ
ajis02-310	109	11	systems	system	NOUN
ajis02-310	109	12	for	for	ADP
ajis02-310	109	13	knowledge	knowledge	NOUN
ajis02-310	109	14	discovery	discovery	NOUN
ajis02-310	109	15	.	.	PUNCT
ajis02-310	110	1	the	the	DET
ajis02-310	110	2	application	application	NOUN
ajis02-310	110	3	of	of	ADP
ajis02-310	110	4	evidential	evidential	ADJ
ajis02-310	110	5	theory	theory	NOUN
ajis02-310	110	6	to	to	PART
ajis02-310	110	7	parallel	parallel	ADJ
ajis02-310	110	8	knowledge	knowledge	NOUN
ajis02-310	110	9	discovery	discovery	NOUN
ajis02-310	110	10	is	be	AUX
ajis02-310	110	11	described	describe	VERB
ajis02-310	110	12	by	by	ADP
ajis02-310	110	13	anand	anand	PROPN
ajis02-310	110	14	et	et	PROPN
ajis02-310	110	15	al	al	PROPN
ajis02-310	110	16	.	.	PROPN
ajis02-310	110	17	(	(	PUNCT
ajis02-310	110	18	1995a	1995a	NUM
ajis02-310	110	19	)	)	PUNCT
ajis02-310	110	20	;	;	PUNCT
ajis02-310	110	21	likewise	likewise	ADV
ajis02-310	110	22	the	the	DET
ajis02-310	110	23	application	application	NOUN
ajis02-310	110	24	of	of	ADP
ajis02-310	110	25	evidential	evidential	ADJ
ajis02-310	110	26	theory	theory	NOUN
ajis02-310	110	27	to	to	ADP
ajis02-310	110	28	knowledge	knowledge	NOUN
ajis02-310	110	29	discovery	discovery	NOUN
ajis02-310	110	30	from	from	ADP
ajis02-310	110	31	images	image	NOUN
ajis02-310	110	32	in	in	ADP
ajis02-310	110	33	a	a	DET
ajis02-310	110	34	spatial	spatial	ADJ
ajis02-310	110	35	context	context	NOUN
ajis02-310	110	36	is	be	AUX
ajis02-310	110	37	described	describe	VERB
ajis02-310	110	38	by	by	ADP
ajis02-310	110	39	bell	bell	PROPN
ajis02-310	110	40	et	et	PROPN
ajis02-310	110	41	al	al	PROPN
ajis02-310	110	42	.	.	PROPN
ajis02-310	111	1	(	(	PUNCT
ajis02-310	111	2	1994	1994	NUM
ajis02-310	111	3	)	)	PUNCT
ajis02-310	111	4	.	.	PUNCT
ajis02-310	112	1	semantic	semantic	ADJ
ajis02-310	112	2	filtering	filter	VERB
ajis02-310	112	3	the	the	DET
ajis02-310	112	4	final	final	ADJ
ajis02-310	112	5	,	,	PUNCT
ajis02-310	112	6	and	and	CCONJ
ajis02-310	112	7	arguably	arguably	ADV
ajis02-310	112	8	the	the	DET
ajis02-310	112	9	most	most	ADV
ajis02-310	112	10	difficult	difficult	ADJ
ajis02-310	112	11	,	,	PUNCT
ajis02-310	112	12	phase	phase	NOUN
ajis02-310	112	13	of	of	ADP
ajis02-310	112	14	rule	rule	NOUN
ajis02-310	112	15	space	space	NOUN
ajis02-310	112	16	reduction	reduction	NOUN
ajis02-310	112	17	is	be	AUX
ajis02-310	112	18	semantic	semantic	ADJ
ajis02-310	112	19	filtering	filtering	NOUN
ajis02-310	112	20	.	.	PUNCT
ajis02-310	113	1	at	at	ADP
ajis02-310	113	2	this	this	DET
ajis02-310	113	3	stage	stage	NOUN
ajis02-310	113	4	the	the	DET
ajis02-310	113	5	interestingness	interestingness	NOUN
ajis02-310	113	6	and	and	CCONJ
ajis02-310	113	7	utility	utility	NOUN
ajis02-310	113	8	of	of	ADP
ajis02-310	113	9	discovered	discover	VERB
ajis02-310	113	10	rules	rule	NOUN
ajis02-310	113	11	is	be	AUX
ajis02-310	113	12	assessed	assess	VERB
ajis02-310	113	13	.	.	PUNCT
ajis02-310	114	1	some	some	DET
ajis02-310	114	2	rules	rule	NOUN
ajis02-310	114	3	that	that	PRON
ajis02-310	114	4	satisfy	satisfy	VERB
ajis02-310	114	5	all	all	DET
ajis02-310	114	6	other	other	ADJ
ajis02-310	114	7	requirements	requirement	NOUN
ajis02-310	114	8	may	may	AUX
ajis02-310	114	9	simply	simply	ADV
ajis02-310	114	10	be	be	AUX
ajis02-310	114	11	uninteresting	uninteresting	ADJ
ajis02-310	114	12	or	or	CCONJ
ajis02-310	114	13	redundant	redundant	ADJ
ajis02-310	114	14	,	,	PUNCT
ajis02-310	114	15	and	and	CCONJ
ajis02-310	114	16	hence	hence	ADV
ajis02-310	114	17	are	be	AUX
ajis02-310	114	18	removed	remove	VERB
ajis02-310	114	19	from	from	ADP
ajis02-310	114	20	the	the	DET
ajis02-310	114	21	rule	rule	NOUN
ajis02-310	114	22	space	space	NOUN
ajis02-310	114	23	.	.	PUNCT
ajis02-310	115	1	this	this	DET
ajis02-310	115	2	phase	phase	NOUN
ajis02-310	115	3	typically	typically	ADV
ajis02-310	115	4	involves	involve	VERB
ajis02-310	115	5	heavy	heavy	ADJ
ajis02-310	115	6	interaction	interaction	NOUN
ajis02-310	115	7	with	with	ADP
ajis02-310	115	8	the	the	DET
ajis02-310	115	9	user	user	NOUN
ajis02-310	115	10	via	via	ADP
ajis02-310	115	11	browsers	browser	NOUN
ajis02-310	115	12	and	and	CCONJ
ajis02-310	115	13	rule	rule	NOUN
ajis02-310	115	14	visualisation	visualisation	NOUN
ajis02-310	115	15	tools	tool	NOUN
ajis02-310	115	16	.	.	PUNCT
ajis02-310	116	1	in	in	ADP
ajis02-310	116	2	addition	addition	NOUN
ajis02-310	116	3	the	the	DET
ajis02-310	116	4	knowledge	knowledge	NOUN
ajis02-310	116	5	base	base	NOUN
ajis02-310	116	6	may	may	AUX
ajis02-310	116	7	be	be	AUX
ajis02-310	116	8	consulted	consult	VERB
ajis02-310	116	9	to	to	PART
ajis02-310	116	10	place	place	VERB
ajis02-310	116	11	the	the	DET
ajis02-310	116	12	discovered	discover	VERB
ajis02-310	116	13	rule	rule	NOUN
ajis02-310	116	14	set	set	VERB
ajis02-310	116	15	in	in	ADP
ajis02-310	116	16	the	the	DET
ajis02-310	116	17	context	context	NOUN
ajis02-310	116	18	of	of	ADP
ajis02-310	116	19	what	what	PRON
ajis02-310	116	20	is	be	AUX
ajis02-310	116	21	already	already	ADV
ajis02-310	116	22	known	know	VERB
ajis02-310	116	23	.	.	PUNCT
ajis02-310	117	1	the	the	DET
ajis02-310	117	2	output	output	NOUN
ajis02-310	117	3	of	of	ADP
ajis02-310	117	4	this	this	DET
ajis02-310	117	5	process	process	NOUN
ajis02-310	117	6	is	be	AUX
ajis02-310	117	7	the	the	DET
ajis02-310	117	8	final	final	ADJ
ajis02-310	117	9	set	set	NOUN
ajis02-310	117	10	of	of	ADP
ajis02-310	117	11	discovered	discover	VERB
ajis02-310	117	12	rules	rule	NOUN
ajis02-310	117	13	that	that	PRON
ajis02-310	117	14	satisfy	satisfy	VERB
ajis02-310	117	15	the	the	DET
ajis02-310	117	16	user	user	NOUN
ajis02-310	117	17	requirements	requirement	NOUN
ajis02-310	117	18	.	.	PUNCT
ajis02-310	118	1	for	for	ADP
ajis02-310	118	2	the	the	DET
ajis02-310	118	3	purposes	purpose	NOUN
ajis02-310	118	4	of	of	ADP
ajis02-310	118	5	semantic	semantic	ADJ
ajis02-310	118	6	evaluation	evaluation	NOUN
ajis02-310	118	7	it	it	PRON
ajis02-310	118	8	would	would	AUX
ajis02-310	118	9	be	be	AUX
ajis02-310	118	10	desirable	desirable	ADJ
ajis02-310	118	11	to	to	PART
ajis02-310	118	12	allow	allow	VERB
ajis02-310	118	13	users	user	NOUN
ajis02-310	118	14	to	to	PART
ajis02-310	118	15	browse	browse	VERB
ajis02-310	118	16	a	a	DET
ajis02-310	118	17	set	set	NOUN
ajis02-310	118	18	of	of	ADP
ajis02-310	118	19	discovered	discover	VERB
ajis02-310	118	20	rules	rule	NOUN
ajis02-310	118	21	.	.	PUNCT
ajis02-310	119	1	interesting	interesting	ADJ
ajis02-310	119	2	rules	rule	NOUN
ajis02-310	119	3	could	could	AUX
ajis02-310	119	4	then	then	ADV
ajis02-310	119	5	be	be	AUX
ajis02-310	119	6	identified	identify	VERB
ajis02-310	119	7	for	for	ADP
ajis02-310	119	8	further	further	ADJ
ajis02-310	119	9	investigation	investigation	NOUN
ajis02-310	119	10	or	or	CCONJ
ajis02-310	119	11	presentation	presentation	NOUN
ajis02-310	119	12	.	.	PUNCT
ajis02-310	120	1	a	a	DET
ajis02-310	120	2	good	good	ADJ
ajis02-310	120	3	example	example	NOUN
ajis02-310	120	4	of	of	ADP
ajis02-310	120	5	support	support	NOUN
ajis02-310	120	6	for	for	ADP
ajis02-310	120	7	interactive	interactive	ADJ
ajis02-310	120	8	semantic	semantic	ADJ
ajis02-310	120	9	selection	selection	NOUN
ajis02-310	120	10	can	can	AUX
ajis02-310	120	11	be	be	AUX
ajis02-310	120	12	seen	see	VERB
ajis02-310	120	13	in	in	ADP
ajis02-310	120	14	the	the	DET
ajis02-310	120	15	explora	explora	NOUN
ajis02-310	120	16	system	system	NOUN
ajis02-310	120	17	.	.	PUNCT
ajis02-310	121	1	the	the	DET
ajis02-310	121	2	explora	explora	NOUN
ajis02-310	121	3	system	system	NOUN
ajis02-310	121	4	which	which	PRON
ajis02-310	121	5	finds	find	VERB
ajis02-310	121	6	rules	rule	NOUN
ajis02-310	121	7	and	and	CCONJ
ajis02-310	121	8	examples	example	NOUN
ajis02-310	121	9	corresponding	correspond	VERB
ajis02-310	121	10	to	to	ADP
ajis02-310	121	11	user	user	NOUN
ajis02-310	121	12	selected	select	VERB
ajis02-310	121	13	statement	statement	NOUN
ajis02-310	121	14	types	type	NOUN
ajis02-310	121	15	facilitates	facilitate	VERB
ajis02-310	121	16	interactive	interactive	ADJ
ajis02-310	121	17	browsing	browsing	NOUN
ajis02-310	121	18	of	of	ADP
ajis02-310	121	19	its	its	PRON
ajis02-310	121	20	discovered	discover	VERB
ajis02-310	121	21	results	result	NOUN
ajis02-310	121	22	(	(	PUNCT
ajis02-310	121	23	hoschka	hoschka	NOUN
ajis02-310	121	24	and	and	CCONJ
ajis02-310	121	25	klosgen	klosgen	PROPN
ajis02-310	121	26	1991	1991	NUM
ajis02-310	121	27	)	)	PUNCT
ajis02-310	121	28	.	.	PUNCT
ajis02-310	122	1	the	the	DET
ajis02-310	122	2	results	result	NOUN
ajis02-310	122	3	of	of	ADP
ajis02-310	122	4	analysis	analysis	NOUN
ajis02-310	122	5	are	be	AUX
ajis02-310	122	6	presented	present	VERB
ajis02-310	122	7	as	as	ADP
ajis02-310	122	8	messages	message	NOUN
ajis02-310	122	9	linked	link	VERB
ajis02-310	122	10	by	by	ADP
ajis02-310	122	11	appropriate	appropriate	ADJ
ajis02-310	122	12	relationships	relationship	NOUN
ajis02-310	122	13	and	and	CCONJ
ajis02-310	122	14	the	the	DET
ajis02-310	122	15	user	user	NOUN
ajis02-310	122	16	may	may	AUX
ajis02-310	122	17	browse	browse	VERB
ajis02-310	122	18	the	the	DET
ajis02-310	122	19	resulting	result	VERB
ajis02-310	122	20	message	message	NOUN
ajis02-310	122	21	space	space	NOUN
ajis02-310	122	22	.	.	PUNCT
ajis02-310	123	1	a	a	DET
ajis02-310	123	2	report	report	NOUN
ajis02-310	123	3	of	of	ADP
ajis02-310	123	4	the	the	DET
ajis02-310	123	5	analysis	analysis	NOUN
ajis02-310	123	6	can	can	AUX
ajis02-310	123	7	be	be	AUX
ajis02-310	123	8	interactively	interactively	ADV
ajis02-310	123	9	composed	compose	VERB
ajis02-310	123	10	with	with	ADP
ajis02-310	123	11	the	the	DET
ajis02-310	123	12	assistance	assistance	NOUN
ajis02-310	123	13	of	of	ADP
ajis02-310	123	14	three	three	NUM
ajis02-310	123	15	available	available	ADJ
ajis02-310	123	16	activity	activity	NOUN
ajis02-310	123	17	spaces	space	NOUN
ajis02-310	123	18	.	.	PUNCT
ajis02-310	124	1	the	the	DET
ajis02-310	124	2	analysis	analysis	NOUN
ajis02-310	124	3	space	space	NOUN
ajis02-310	124	4	contains	contain	VERB
ajis02-310	124	5	a	a	DET
ajis02-310	124	6	window	window	NOUN
ajis02-310	124	7	for	for	SCONJ
ajis02-310	124	8	each	each	DET
ajis02-310	124	9	statement	statement	NOUN
ajis02-310	124	10	type	type	NOUN
ajis02-310	124	11	underlying	underlie	VERB
ajis02-310	124	12	the	the	DET
ajis02-310	124	13	search	search	NOUN
ajis02-310	124	14	and	and	CCONJ
ajis02-310	124	15	related	related	ADJ
ajis02-310	124	16	findings	finding	NOUN
ajis02-310	124	17	such	such	ADJ
ajis02-310	124	18	as	as	ADP
ajis02-310	124	19	supporting	support	VERB
ajis02-310	124	20	and	and	CCONJ
ajis02-310	124	21	contradictory	contradictory	ADJ
ajis02-310	124	22	examples	example	NOUN
ajis02-310	124	23	can	can	AUX
ajis02-310	124	24	be	be	AUX
ajis02-310	124	25	browsed	browse	VERB
ajis02-310	124	26	.	.	PUNCT
ajis02-310	125	1	an	an	DET
ajis02-310	125	2	outlining	outline	VERB
ajis02-310	125	3	space	space	NOUN
ajis02-310	125	4	facilitates	facilitate	VERB
ajis02-310	125	5	the	the	DET
ajis02-310	125	6	creation	creation	NOUN
ajis02-310	125	7	of	of	ADP
ajis02-310	125	8	the	the	DET
ajis02-310	125	9	final	final	ADJ
ajis02-310	125	10	report	report	NOUN
ajis02-310	125	11	from	from	ADP
ajis02-310	125	12	selected	select	VERB
ajis02-310	125	13	analysis	analysis	NOUN
ajis02-310	125	14	results	result	NOUN
ajis02-310	125	15	.	.	PUNCT
ajis02-310	126	1	an	an	DET
ajis02-310	126	2	argumentation	argumentation	NOUN
ajis02-310	126	3	space	space	NOUN
ajis02-310	126	4	can	can	AUX
ajis02-310	126	5	then	then	ADV
ajis02-310	126	6	be	be	AUX
ajis02-310	126	7	used	use	VERB
ajis02-310	126	8	to	to	PART
ajis02-310	126	9	organise	organise	VERB
ajis02-310	126	10	the	the	DET
ajis02-310	126	11	selected	select	VERB
ajis02-310	126	12	findings	finding	NOUN
ajis02-310	126	13	into	into	ADP
ajis02-310	126	14	argumentative	argumentative	ADJ
ajis02-310	126	15	structures	structure	NOUN
ajis02-310	126	16	.	.	PUNCT
ajis02-310	127	1	this	this	DET
ajis02-310	127	2	set	set	NOUN
ajis02-310	127	3	of	of	ADP
ajis02-310	127	4	browsing	browse	VERB
ajis02-310	127	5	tools	tool	NOUN
ajis02-310	127	6	thereby	thereby	ADV
ajis02-310	127	7	provides	provide	VERB
ajis02-310	127	8	a	a	DET
ajis02-310	127	9	user	user	NOUN
ajis02-310	127	10	interactive	interactive	ADJ
ajis02-310	127	11	process	process	NOUN
ajis02-310	127	12	to	to	PART
ajis02-310	127	13	create	create	VERB
ajis02-310	127	14	valuable	valuable	ADJ
ajis02-310	127	15	reports	report	NOUN
ajis02-310	127	16	from	from	ADP
ajis02-310	127	17	raw	raw	ADJ
ajis02-310	127	18	analytical	analytical	ADJ
ajis02-310	127	19	results	result	NOUN
ajis02-310	127	20	.	.	PUNCT
ajis02-310	128	1	the	the	DET
ajis02-310	128	2	utility	utility	NOUN
ajis02-310	128	3	of	of	ADP
ajis02-310	128	4	kdd	kdd	PROPN
ajis02-310	128	5	tools	tool	NOUN
ajis02-310	128	6	can	can	AUX
ajis02-310	128	7	be	be	AUX
ajis02-310	128	8	improved	improve	VERB
ajis02-310	128	9	if	if	SCONJ
ajis02-310	128	10	the	the	DET
ajis02-310	128	11	semantic	semantic	ADJ
ajis02-310	128	12	evaluation	evaluation	NOUN
ajis02-310	128	13	of	of	ADP
ajis02-310	128	14	rules	rule	NOUN
ajis02-310	128	15	is	be	AUX
ajis02-310	128	16	automated	automate	VERB
ajis02-310	128	17	,	,	PUNCT
ajis02-310	128	18	removing	remove	VERB
ajis02-310	128	19	the	the	DET
ajis02-310	128	20	requirement	requirement	NOUN
ajis02-310	128	21	for	for	ADP
ajis02-310	128	22	human	human	ADJ
ajis02-310	128	23	interaction	interaction	NOUN
ajis02-310	128	24	at	at	ADP
ajis02-310	128	25	this	this	DET
ajis02-310	128	26	stage	stage	NOUN
ajis02-310	128	27	.	.	PUNCT
ajis02-310	129	1	however	however	ADV
ajis02-310	129	2	the	the	DET
ajis02-310	129	3	definition	definition	NOUN
ajis02-310	129	4	of	of	ADP
ajis02-310	129	5	what	what	PRON
ajis02-310	129	6	makes	make	VERB
ajis02-310	129	7	a	a	DET
ajis02-310	129	8	rule	rule	NOUN
ajis02-310	129	9	interesting	interesting	ADJ
ajis02-310	129	10	remains	remain	VERB
ajis02-310	129	11	subjective	subjective	ADJ
ajis02-310	129	12	and	and	CCONJ
ajis02-310	129	13	composed	compose	VERB
ajis02-310	129	14	of	of	ADP
ajis02-310	129	15	too	too	ADV
ajis02-310	129	16	many	many	ADJ
ajis02-310	129	17	aspects	aspect	NOUN
ajis02-310	129	18	to	to	PART
ajis02-310	129	19	be	be	AUX
ajis02-310	129	20	easily	easily	ADV
ajis02-310	129	21	definable	definable	ADJ
ajis02-310	129	22	and	and	CCONJ
ajis02-310	129	23	the	the	DET
ajis02-310	129	24	problem	problem	NOUN
ajis02-310	129	25	has	have	AUX
ajis02-310	129	26	become	become	AUX
ajis02-310	129	27	widely	widely	ADV
ajis02-310	129	28	acknowledged	acknowledge	VERB
ajis02-310	129	29	in	in	ADP
ajis02-310	129	30	the	the	DET
ajis02-310	129	31	kdd	kdd	PROPN
ajis02-310	129	32	field	field	PROPN
ajis02-310	129	33	ay	ay	PROPN
ajis02-310	129	34	.	.	PUNCT
ajis02-310	129	35	piatetsky	piatetsky	PROPN
ajis02-310	129	36	-	-	PUNCT
ajis02-310	129	37	shapiro	shapiro	PROPN
ajis02-310	129	38	(	(	PUNCT
ajis02-310	129	39	1994	1994	NUM
ajis02-310	129	40	)	)	PUNCT
ajis02-310	129	41	.	.	PUNCT
ajis02-310	130	1	klosgen	klosgen	PROPN
ajis02-310	130	2	however	however	ADV
ajis02-310	130	3	identifies	identify	VERB
ajis02-310	130	4	several	several	ADJ
ajis02-310	130	5	aspects	aspect	NOUN
ajis02-310	130	6	that	that	PRON
ajis02-310	130	7	capture	capture	VERB
ajis02-310	130	8	the	the	DET
ajis02-310	130	9	nature	nature	NOUN
ajis02-310	130	10	of	of	ADP
ajis02-310	130	11	interestingness	interestingness	PROPN
ajis02-310	130	12	in	in	ADP
ajis02-310	130	13	discovered	discover	VERB
ajis02-310	130	14	knowledge	knowledge	NOUN
ajis02-310	130	15	(	(	PUNCT
ajis02-310	130	16	klosgen	klosgen	PROPN
ajis02-310	130	17	1995b	1995b	NUM
ajis02-310	130	18	)	)	PUNCT
ajis02-310	130	19	.	.	PUNCT
ajis02-310	131	1	the	the	DET
ajis02-310	131	2	properties	property	NOUN
ajis02-310	131	3	suggested	suggest	VERB
ajis02-310	131	4	by	by	ADP
ajis02-310	131	5	klosgen	klosgen	PROPN
ajis02-310	131	6	are	be	AUX
ajis02-310	131	7	evidence	evidence	NOUN
ajis02-310	131	8	,	,	PUNCT
ajis02-310	131	9	redundancy	redundancy	NOUN
ajis02-310	131	10	,	,	PUNCT
ajis02-310	131	11	usefulness	usefulness	NOUN
ajis02-310	131	12	,	,	PUNCT
ajis02-310	131	13	novelty	novelty	NOUN
ajis02-310	131	14	,	,	PUNCT
ajis02-310	131	15	simplicity	simplicity	NOUN
ajis02-310	131	16	and	and	CCONJ
ajis02-310	131	17	generality	generality	NOUN
ajis02-310	131	18	.	.	PUNCT
ajis02-310	132	1	a	a	DET
ajis02-310	132	2	similar	similar	ADJ
ajis02-310	132	3	set	set	NOUN
ajis02-310	132	4	of	of	ADP
ajis02-310	132	5	adjectives	adjective	NOUN
ajis02-310	132	6	104	104	NUM
ajis02-310	132	7	ajis	ajis	NOUN
ajis02-310	132	8	vol	vol	NOUN
ajis02-310	132	9	.	.	PROPN
ajis02-310	133	1	6	6	NUM
ajis02-310	133	2	no	no	NOUN
ajis02-310	133	3	.	.	NOUN
ajis02-310	133	4	2	2	NUM
ajis02-310	133	5	may	may	PROPN
ajis02-310	133	6	1999	1999	NUM
ajis02-310	133	7	describing	describe	VERB
ajis02-310	133	8	intereslingness	intereslingness	NOUN
ajis02-310	133	9	is	be	AUX
ajis02-310	133	10	provided	provide	VERB
ajis02-310	133	11	by	by	ADP
ajis02-310	133	12	asa	asa	PROPN
ajis02-310	133	13	and	and	CCONJ
ajis02-310	133	14	mangano	mangano	PROPN
ajis02-310	133	15	:	:	PUNCT
ajis02-310	133	16	performance	performance	NOUN
ajis02-310	133	17	,	,	PUNCT
ajis02-310	133	18	simplicity	simplicity	NOUN
ajis02-310	133	19	,	,	PUNCT
ajis02-310	133	20	novelty	novelty	NOUN
ajis02-310	133	21	and	and	CCONJ
ajis02-310	133	22	significance	significance	NOUN
ajis02-310	133	23	(	(	PUNCT
ajis02-310	133	24	asa	asa	PROPN
ajis02-310	133	25	and	and	CCONJ
ajis02-310	133	26	mangano	mangano	PROPN
ajis02-310	133	27	1995	1995	NUM
ajis02-310	133	28	)	)	PUNCT
ajis02-310	133	29	.	.	PUNCT
ajis02-310	134	1	types	type	NOUN
ajis02-310	134	2	of	of	ADP
ajis02-310	134	3	discovered	discover	VERB
ajis02-310	134	4	knowledge	knowledge	NOUN
ajis02-310	134	5	the	the	DET
ajis02-310	134	6	type	type	NOUN
ajis02-310	134	7	of	of	ADP
ajis02-310	134	8	knowledge	knowledge	NOUN
ajis02-310	134	9	that	that	PRON
ajis02-310	134	10	is	be	AUX
ajis02-310	134	11	discovered	discover	VERB
ajis02-310	134	12	from	from	ADP
ajis02-310	134	13	databases	database	NOUN
ajis02-310	134	14	and	and	CCONJ
ajis02-310	134	15	its	its	PRON
ajis02-310	134	16	corresponding	corresponding	ADJ
ajis02-310	134	17	representational	representational	ADJ
ajis02-310	134	18	form	form	NOUN
ajis02-310	134	19	varies	vary	VERB
ajis02-310	134	20	widely	widely	ADV
ajis02-310	134	21	depending	depend	VERB
ajis02-310	134	22	on	on	ADP
ajis02-310	134	23	both	both	CCONJ
ajis02-310	134	24	the	the	DET
ajis02-310	134	25	application	application	NOUN
ajis02-310	134	26	area	area	NOUN
ajis02-310	134	27	and	and	CCONJ
ajis02-310	134	28	database	database	NOUN
ajis02-310	134	29	type	type	NOUN
ajis02-310	134	30	.	.	PUNCT
ajis02-310	135	1	the	the	DET
ajis02-310	135	2	specification	specification	NOUN
ajis02-310	135	3	of	of	ADP
ajis02-310	135	4	the	the	DET
ajis02-310	135	5	type	type	NOUN
ajis02-310	135	6	of	of	ADP
ajis02-310	135	7	knowledge	knowledge	NOUN
ajis02-310	135	8	to	to	PART
ajis02-310	135	9	be	be	AUX
ajis02-310	135	10	discovered	discover	VERB
ajis02-310	135	11	directs	direct	VERB
ajis02-310	135	12	the	the	DET
ajis02-310	135	13	pattern	pattern	NOUN
ajis02-310	135	14	filtering	filtering	NOUN
ajis02-310	135	15	process	process	NOUN
ajis02-310	135	16	.	.	PUNCT
ajis02-310	136	1	knowledge	knowledge	NOUN
ajis02-310	136	2	learned	learn	VERB
ajis02-310	136	3	from	from	ADP
ajis02-310	136	4	large	large	ADJ
ajis02-310	136	5	sets	set	NOUN
ajis02-310	136	6	of	of	ADP
ajis02-310	136	7	data	datum	NOUN
ajis02-310	136	8	can	can	AUX
ajis02-310	136	9	take	take	VERB
ajis02-310	136	10	many	many	ADJ
ajis02-310	136	11	forms	form	NOUN
ajis02-310	136	12	including	include	VERB
ajis02-310	136	13	classification	classification	NOUN
ajis02-310	136	14	knowledge	knowledge	NOUN
ajis02-310	136	15	,	,	PUNCT
ajis02-310	136	16	characteristic	characteristic	ADJ
ajis02-310	136	17	rules	rule	NOUN
ajis02-310	136	18	,	,	PUNCT
ajis02-310	136	19	association	association	NOUN
ajis02-310	136	20	rules	rule	NOUN
ajis02-310	136	21	,	,	PUNCT
ajis02-310	136	22	functional	functional	ADJ
ajis02-310	136	23	relationships	relationship	NOUN
ajis02-310	136	24	,	,	PUNCT
ajis02-310	136	25	functional	functional	ADJ
ajis02-310	136	26	dependencies	dependency	NOUN
ajis02-310	136	27	and	and	CCONJ
ajis02-310	136	28	causal	causal	ADJ
ajis02-310	136	29	rules	rule	NOUN
ajis02-310	136	30	.	.	PUNCT
ajis02-310	137	1	this	this	DET
ajis02-310	137	2	section	section	NOUN
ajis02-310	137	3	will	will	AUX
ajis02-310	137	4	describe	describe	VERB
ajis02-310	137	5	each	each	PRON
ajis02-310	137	6	of	of	ADP
ajis02-310	137	7	these	these	DET
ajis02-310	137	8	categories	category	NOUN
ajis02-310	137	9	of	of	ADP
ajis02-310	137	10	knowledge	knowledge	NOUN
ajis02-310	137	11	and	and	CCONJ
ajis02-310	137	12	discuss	discuss	VERB
ajis02-310	137	13	example	example	NOUN
ajis02-310	137	14	systems	system	NOUN
ajis02-310	137	15	that	that	PRON
ajis02-310	137	16	learn	learn	VERB
ajis02-310	137	17	each	each	DET
ajis02-310	137	18	type	type	NOUN
ajis02-310	137	19	.	.	PUNCT
ajis02-310	138	1	in	in	ADP
ajis02-310	138	2	table	table	NOUN
ajis02-310	138	3	1	1	NUM
ajis02-310	138	4	the	the	DET
ajis02-310	138	5	types	type	NOUN
ajis02-310	138	6	of	of	ADP
ajis02-310	138	7	knowledge	knowledge	NOUN
ajis02-310	138	8	which	which	PRON
ajis02-310	138	9	are	be	AUX
ajis02-310	138	10	explicitly	explicitly	ADV
ajis02-310	138	11	supported	support	VERB
ajis02-310	138	12	by	by	ADP
ajis02-310	138	13	a	a	DET
ajis02-310	138	14	selection	selection	NOUN
ajis02-310	138	15	of	of	ADP
ajis02-310	138	16	current	current	ADJ
ajis02-310	138	17	data	datum	NOUN
ajis02-310	138	18	mining	mining	NOUN
ajis02-310	138	19	tools	tool	NOUN
ajis02-310	138	20	are	be	AUX
ajis02-310	138	21	indicated	indicate	VERB
ajis02-310	138	22	.	.	PUNCT
ajis02-310	139	1	many	many	ADJ
ajis02-310	139	2	of	of	ADP
ajis02-310	139	3	these	these	DET
ajis02-310	139	4	tools	tool	NOUN
ajis02-310	139	5	are	be	AUX
ajis02-310	139	6	subject	subject	ADJ
ajis02-310	139	7	to	to	ADP
ajis02-310	139	8	ongoing	ongoing	ADJ
ajis02-310	139	9	development	development	NOUN
ajis02-310	139	10	and	and	CCONJ
ajis02-310	139	11	therefore	therefore	ADV
ajis02-310	139	12	this	this	PRON
ajis02-310	139	13	represents	represent	VERB
ajis02-310	139	14	a	a	DET
ajis02-310	139	15	summary	summary	NOUN
ajis02-310	139	16	at	at	ADP
ajis02-310	139	17	the	the	DET
ajis02-310	139	18	present	present	ADJ
ajis02-310	139	19	time	time	NOUN
ajis02-310	139	20	.	.	PUNCT
ajis02-310	140	1	moreover	moreover	ADV
ajis02-310	140	2	,	,	PUNCT
ajis02-310	140	3	the	the	DET
ajis02-310	140	4	purpose	purpose	NOUN
ajis02-310	140	5	of	of	ADP
ajis02-310	140	6	this	this	DET
ajis02-310	140	7	survey	survey	NOUN
ajis02-310	140	8	is	be	AUX
ajis02-310	140	9	to	to	PART
ajis02-310	140	10	demonstrate	demonstrate	VERB
ajis02-310	140	11	the	the	DET
ajis02-310	140	12	broad	broad	ADJ
ajis02-310	140	13	diversity	diversity	NOUN
ajis02-310	140	14	of	of	ADP
ajis02-310	140	15	a	a	DET
ajis02-310	140	16	cross	cross	NOUN
ajis02-310	140	17	section	section	NOUN
ajis02-310	140	18	of	of	ADP
ajis02-310	140	19	data	datum	NOUN
ajis02-310	140	20	mining	mining	NOUN
ajis02-310	140	21	tools	tool	NOUN
ajis02-310	140	22	and	and	CCONJ
ajis02-310	140	23	not	not	PART
ajis02-310	140	24	to	to	PART
ajis02-310	140	25	form	form	VERB
ajis02-310	140	26	the	the	DET
ajis02-310	140	27	basis	basis	NOUN
ajis02-310	140	28	of	of	ADP
ajis02-310	140	29	any	any	DET
ajis02-310	140	30	tool	tool	NOUN
ajis02-310	140	31	comparison	comparison	NOUN
ajis02-310	140	32	or	or	CCONJ
ajis02-310	140	33	evaluation	evaluation	NOUN
ajis02-310	140	34	.	.	PUNCT
ajis02-310	141	1	classification	classification	NOUN
ajis02-310	141	2	knowledge	knowledge	NOUN
ajis02-310	141	3	classification	classification	NOUN
ajis02-310	141	4	knowledge	knowledge	NOUN
ajis02-310	141	5	can	can	AUX
ajis02-310	141	6	be	be	AUX
ajis02-310	141	7	used	use	VERB
ajis02-310	141	8	to	to	PART
ajis02-310	141	9	categorise	categorise	VERB
ajis02-310	141	10	new	new	ADJ
ajis02-310	141	11	examples	example	NOUN
ajis02-310	141	12	into	into	ADP
ajis02-310	141	13	classes	class	NOUN
ajis02-310	141	14	on	on	ADP
ajis02-310	141	15	the	the	DET
ajis02-310	141	16	basis	basis	NOUN
ajis02-310	141	17	of	of	ADP
ajis02-310	141	18	known	know	VERB
ajis02-310	141	19	properties	property	NOUN
ajis02-310	141	20	.	.	PUNCT
ajis02-310	142	1	such	such	ADJ
ajis02-310	142	2	information	information	NOUN
ajis02-310	142	3	can	can	AUX
ajis02-310	142	4	,	,	PUNCT
ajis02-310	142	5	for	for	ADP
ajis02-310	142	6	example	example	NOUN
ajis02-310	142	7	,	,	PUNCT
ajis02-310	142	8	be	be	AUX
ajis02-310	142	9	used	use	VERB
ajis02-310	142	10	by	by	ADP
ajis02-310	142	11	lending	lend	VERB
ajis02-310	142	12	institutions	institution	NOUN
ajis02-310	142	13	to	to	PART
ajis02-310	142	14	classify	classify	VERB
ajis02-310	142	15	the	the	DET
ajis02-310	142	16	credit	credit	NOUN
ajis02-310	142	17	risk	risk	NOUN
ajis02-310	142	18	of	of	ADP
ajis02-310	142	19	prospective	prospective	ADJ
ajis02-310	142	20	borrowers	borrower	NOUN
ajis02-310	142	21	and	and	CCONJ
ajis02-310	142	22	could	could	AUX
ajis02-310	142	23	be	be	AUX
ajis02-310	142	24	constructed	construct	VERB
ajis02-310	142	25	from	from	ADP
ajis02-310	142	26	records	record	NOUN
ajis02-310	142	27	of	of	ADP
ajis02-310	142	28	past	past	ADJ
ajis02-310	142	29	loans	loan	NOUN
ajis02-310	142	30	.	.	PUNCT
ajis02-310	143	1	following	follow	VERB
ajis02-310	143	2	the	the	DET
ajis02-310	143	3	formalism	formalism	NOUN
ajis02-310	143	4	of	of	ADP
ajis02-310	143	5	agrawal	agrawal	PROPN
ajis02-310	143	6	el	el	PROPN
ajis02-310	143	7	al	al	PROPN
ajis02-310	143	8	.	.	PROPN
ajis02-310	144	1	(	(	PUNCT
ajis02-310	144	2	1992	1992	NUM
ajis02-310	144	3	)	)	PUNCT
ajis02-310	144	4	inferring	infer	VERB
ajis02-310	144	5	classification	classification	NOUN
ajis02-310	144	6	functions	function	NOUN
ajis02-310	144	7	from	from	ADP
ajis02-310	144	8	examples	example	NOUN
ajis02-310	144	9	can	can	AUX
ajis02-310	144	10	be	be	AUX
ajis02-310	144	11	described	describe	VERB
ajis02-310	144	12	as	as	ADP
ajis02-310	144	13	follows	follow	VERB
ajis02-310	144	14	:	:	PUNCT
ajis02-310	144	15	let	let	VERB
ajis02-310	144	16	g	g	PRON
ajis02-310	144	17	be	be	AUX
ajis02-310	144	18	a	a	DET
ajis02-310	144	19	set	set	NOUN
ajis02-310	144	20	of	of	ADP
ajis02-310	144	21	m	m	PROPN
ajis02-310	144	22	group	group	NOUN
ajis02-310	144	23	labels	label	NOUN
ajis02-310	144	24	{	{	PUNCT
ajis02-310	144	25	gi	gi	INTJ
ajis02-310	144	26	,	,	PUNCT
ajis02-310	144	27	g2	g2	PROPN
ajis02-310	144	28	,	,	PUNCT
ajis02-310	144	29	...	...	PUNCT
ajis02-310	144	30	,	,	PUNCT
ajis02-310	144	31	gm	gm	PROPN
ajis02-310	144	32	}	}	PUNCT
ajis02-310	144	33	.	.	PUNCT
ajis02-310	145	1	let	let	VERB
ajis02-310	145	2	a	a	DET
ajis02-310	145	3	be	be	AUX
ajis02-310	145	4	a	a	DET
ajis02-310	145	5	set	set	NOUN
ajis02-310	145	6	of	of	ADP
ajis02-310	145	7	n	n	PRON
ajis02-310	145	8	attributes	attribute	NOUN
ajis02-310	145	9	(	(	PUNCT
ajis02-310	145	10	features	feature	NOUN
ajis02-310	145	11	)	)	PUNCT
ajis02-310	145	12	{	{	PUNCT
ajis02-310	145	13	a	a	X
ajis02-310	145	14	]	]	X
ajis02-310	145	15	,	,	PUNCT
ajis02-310	145	16	a2	a2	PROPN
ajis02-310	145	17	,	,	PUNCT
ajis02-310	145	18	...	...	PUNCT
ajis02-310	145	19	,	,	PUNCT
ajis02-310	145	20	an	an	PRON
ajis02-310	145	21	}	}	PUNCT
ajis02-310	145	22	.	.	PUNCT
ajis02-310	146	1	let	let	VERB
ajis02-310	146	2	dom(aj	dom(aj	NOUN
ajis02-310	146	3	)	)	PUNCT
ajis02-310	146	4	refer	refer	VERB
ajis02-310	146	5	to	to	ADP
ajis02-310	146	6	the	the	DET
ajis02-310	146	7	set	set	NOUN
ajis02-310	146	8	of	of	ADP
ajis02-310	146	9	possible	possible	ADJ
ajis02-310	146	10	values	value	NOUN
ajis02-310	146	11	for	for	ADP
ajis02-310	146	12	attribute	attribute	NOUN
ajis02-310	146	13	a	a	PRON
ajis02-310	146	14	,	,	PUNCT
ajis02-310	146	15	.	.	PUNCT
ajis02-310	147	1	we	we	PRON
ajis02-310	147	2	are	be	AUX
ajis02-310	147	3	given	give	VERB
ajis02-310	147	4	a	a	DET
ajis02-310	147	5	large	large	ADJ
ajis02-310	147	6	database	database	NOUN
ajis02-310	147	7	of	of	ADP
ajis02-310	147	8	objects	object	NOUN
ajis02-310	147	9	d	d	X
ajis02-310	147	10	in	in	ADP
ajis02-310	147	11	which	which	PRON
ajis02-310	147	12	each	each	DET
ajis02-310	147	13	object	object	NOUN
ajis02-310	147	14	is	be	AUX
ajis02-310	147	15	an	an	DET
ajis02-310	147	16	n	n	NOUN
ajis02-310	147	17	-	-	PUNCT
ajis02-310	147	18	tuple	tuple	NOUN
ajis02-310	147	19	of	of	ADP
ajis02-310	147	20	the	the	DET
ajis02-310	147	21	form	form	NOUN
ajis02-310	147	22	<	<	X
ajis02-310	147	23	vj	vj	PROPN
ajis02-310	147	24	,	,	PUNCT
ajis02-310	147	25	v2	v2	PROPN
ajis02-310	147	26	,	,	PUNCT
ajis02-310	147	27	...	...	PUNCT
ajis02-310	147	28	,	,	PUNCT
ajis02-310	147	29	vn	vn	INTJ
ajis02-310	147	30	>	>	X
ajis02-310	147	31	where	where	SCONJ
ajis02-310	147	32	v	v	NOUN
ajis02-310	147	33	,	,	PUNCT
ajis02-310	147	34	€	€	SYM
ajis02-310	147	35	dom(a	dom(a	PROPN
ajis02-310	147	36	,	,	PUNCT
ajis02-310	147	37	)	)	PUNCT
ajis02-310	147	38	and	and	CCONJ
ajis02-310	147	39	g	g	NOUN
ajis02-310	147	40	is	be	AUX
ajis02-310	147	41	not	not	PART
ajis02-310	147	42	one	one	NUM
ajis02-310	147	43	of	of	ADP
ajis02-310	147	44	a	a	PRON
ajis02-310	147	45	,	,	PUNCT
ajis02-310	147	46	.	.	PUNCT
ajis02-310	148	1	in	in	ADP
ajis02-310	148	2	other	other	ADJ
ajis02-310	148	3	words	word	NOUN
ajis02-310	148	4	,	,	PUNCT
ajis02-310	148	5	the	the	DET
ajis02-310	148	6	group	group	NOUN
ajis02-310	148	7	labels	label	NOUN
ajis02-310	148	8	of	of	ADP
ajis02-310	148	9	objects	object	NOUN
ajis02-310	148	10	in	in	ADP
ajis02-310	148	11	d	d	PROPN
ajis02-310	148	12	are	be	AUX
ajis02-310	148	13	not	not	PART
ajis02-310	148	14	known	know	VERB
ajis02-310	148	15	.	.	PUNCT
ajis02-310	149	1	we	we	PRON
ajis02-310	149	2	are	be	AUX
ajis02-310	149	3	also	also	ADV
ajis02-310	149	4	given	give	VERB
ajis02-310	149	5	a	a	DET
ajis02-310	149	6	set	set	NOUN
ajis02-310	149	7	of	of	ADP
ajis02-310	149	8	example	example	NOUN
ajis02-310	149	9	objects	object	VERB
ajis02-310	149	10	e	e	X
ajis02-310	149	11	in	in	ADP
ajis02-310	149	12	which	which	PRON
ajis02-310	149	13	each	each	DET
ajis02-310	149	14	object	object	NOUN
ajis02-310	149	15	is	be	AUX
ajis02-310	149	16	a	a	DET
ajis02-310	149	17	(	(	PUNCT
ajis02-310	149	18	n+l)-tuple	n+l)-tuple	PROPN
ajis02-310	149	19	of	of	ADP
ajis02-310	149	20	the	the	DET
ajis02-310	149	21	form	form	NOUN
ajis02-310	149	22	<	<	X
ajis02-310	149	23	yi	yi	PROPN
ajis02-310	149	24	,	,	PUNCT
ajis02-310	149	25	v2	v2	PROPN
ajis02-310	149	26	,	,	PUNCT
ajis02-310	149	27	...	...	PUNCT
ajis02-310	149	28	,	,	PUNCT
ajis02-310	149	29	vn	vn	INTJ
ajis02-310	149	30	,	,	PUNCT
ajis02-310	149	31	gp	gp	NOUN
ajis02-310	149	32	>	>	X
ajis02-310	149	33	where	where	SCONJ
ajis02-310	149	34	v	v	NOUN
ajis02-310	149	35	,	,	PUNCT
ajis02-310	149	36	e	e	X
ajis02-310	149	37	dom(a	dom(a	PROPN
ajis02-310	149	38	,	,	PUNCT
ajis02-310	149	39	)	)	PUNCT
ajis02-310	149	40	and	and	CCONJ
ajis02-310	149	41	g	g	PROPN
ajis02-310	149	42	*	*	PUNCT
ajis02-310	149	43	e	e	PROPN
ajis02-310	149	44	g.	g.	PROPN
ajis02-310	149	45	in	in	ADP
ajis02-310	149	46	other	other	ADJ
ajis02-310	149	47	words	word	NOUN
ajis02-310	149	48	,	,	PUNCT
ajis02-310	149	49	the	the	DET
ajis02-310	149	50	objects	object	NOUN
ajis02-310	149	51	in	in	ADP
ajis02-310	149	52	e	e	NOUN
ajis02-310	149	53	have	have	VERB
ajis02-310	149	54	the	the	DET
ajis02-310	149	55	same	same	ADJ
ajis02-310	149	56	attributes	attribute	NOUN
ajis02-310	149	57	as	as	ADP
ajis02-310	149	58	the	the	DET
ajis02-310	149	59	objects	object	NOUN
ajis02-310	149	60	in	in	ADP
ajis02-310	149	61	d	d	NOUN
ajis02-310	149	62	,	,	PUNCT
ajis02-310	149	63	and	and	CCONJ
ajis02-310	149	64	additionally	additionally	ADV
ajis02-310	149	65	have	have	VERB
ajis02-310	149	66	group	group	NOUN
ajis02-310	149	67	labels	label	NOUN
ajis02-310	149	68	associated	associate	VERB
ajis02-310	149	69	with	with	ADP
ajis02-310	149	70	them	they	PRON
ajis02-310	149	71	.	.	PUNCT
ajis02-310	150	1	the	the	DET
ajis02-310	150	2	problem	problem	NOUN
ajis02-310	150	3	is	be	AUX
ajis02-310	150	4	to	to	PART
ajis02-310	150	5	obtain	obtain	VERB
ajis02-310	150	6	m	m	NOUN
ajis02-310	150	7	classification	classification	NOUN
ajis02-310	150	8	functions	function	NOUN
ajis02-310	150	9	,	,	PUNCT
ajis02-310	150	10	one	one	NUM
ajis02-310	150	11	for	for	ADP
ajis02-310	150	12	each	each	DET
ajis02-310	150	13	group	group	NOUN
ajis02-310	150	14	g	g	PROPN
ajis02-310	150	15	,	,	PUNCT
ajis02-310	150	16	,	,	PUNCT
ajis02-310	150	17	using	use	VERB
ajis02-310	150	18	the	the	DET
ajis02-310	150	19	information	information	NOUN
ajis02-310	150	20	in	in	ADP
ajis02-310	150	21	e	e	NOUN
ajis02-310	150	22	,	,	PUNCT
ajis02-310	150	23	with	with	ADP
ajis02-310	150	24	the	the	DET
ajis02-310	150	25	classification	classification	NOUN
ajis02-310	150	26	function	function	NOUN
ajis02-310	150	27	f	f	NOUN
ajis02-310	150	28	,	,	PUNCT
ajis02-310	150	29	for	for	ADP
ajis02-310	150	30	group	group	NOUN
ajis02-310	150	31	g	g	NOUN
ajis02-310	150	32	;	;	PUNCT
ajis02-310	150	33	being	be	AUX
ajis02-310	150	34	f	f	NOUN
ajis02-310	150	35	):	):	PUNCT
ajis02-310	150	36	aixa2x	aixa2x	ADV
ajis02-310	150	37	...	...	PUNCT
ajis02-310	150	38	an	an	DET
ajis02-310	150	39	g	g	NOUN
ajis02-310	150	40	;	;	PUNCT
ajis02-310	150	41	fory	fory	ADJ
ajis02-310	150	42	=	=	SYM
ajis02-310	150	43	i	i	PROPN
ajis02-310	150	44	,	,	PUNCT
ajis02-310	150	45	...	...	PUNCT
ajis02-310	150	46	,	,	PUNCT
ajis02-310	150	47	m.	m.	NOUN
ajis02-310	150	48	we	we	PRON
ajis02-310	150	49	also	also	ADV
ajis02-310	150	50	refer	refer	VERB
ajis02-310	150	51	to	to	ADP
ajis02-310	150	52	the	the	DET
ajis02-310	150	53	examples	example	NOUN
ajis02-310	150	54	set	set	VERB
ajis02-310	150	55	e	e	NOUN
ajis02-310	150	56	as	as	ADP
ajis02-310	150	57	the	the	DET
ajis02-310	150	58	training	training	NOUN
ajis02-310	150	59	set	set	NOUN
ajis02-310	150	60	and	and	CCONJ
ajis02-310	150	61	the	the	DET
ajis02-310	150	62	database	database	NOUN
ajis02-310	151	1	d	d	PROPN
ajis02-310	151	2	as	as	ADP
ajis02-310	151	3	the	the	DET
ajis02-310	151	4	test	test	NOUN
ajis02-310	151	5	data	datum	NOUN
ajis02-310	151	6	set	set	VERB
ajis02-310	151	7	.	.	PUNCT
ajis02-310	152	1	system	system	NOUN
ajis02-310	152	2	/	/	SYM
ajis02-310	152	3	system	system	NOUN
ajis02-310	152	4	extension	extension	NOUN
ajis02-310	152	5	clementine	clementine	NOUN
ajis02-310	152	6	dbminer(han	dbminer(han	PROPN
ajis02-310	152	7	,	,	PUNCT
ajis02-310	152	8	etal	etal	NOUN
ajis02-310	152	9	.	.	PUNCT
ajis02-310	152	10	1996	1996	NUM
ajis02-310	152	11	)	)	PUNCT
ajis02-310	152	12	emerald	emerald	NOUN
ajis02-310	152	13	explore	explore	NOUN
ajis02-310	152	14	(	(	PUNCT
ajis02-310	152	15	klosgen	klosgen	PROPN
ajis02-310	152	16	1993	1993	NUM
ajis02-310	152	17	;	;	PUNCT
ajis02-310	152	18	klosgen	klosgen	PROPN
ajis02-310	152	19	1995b	1995b	NUM
ajis02-310	152	20	)	)	PUNCT
ajis02-310	152	21	;	;	PUNCT
ajis02-310	152	22	mine	mine	NOUN
ajis02-310	152	23	rule	rule	NOUN
ajis02-310	152	24	(	(	PUNCT
ajis02-310	152	25	meo	meo	NOUN
ajis02-310	152	26	,	,	PUNCT
ajis02-310	152	27	psaila	psaila	NOUN
ajis02-310	152	28	and	and	CCONJ
ajis02-310	152	29	ceri	ceri	PROPN
ajis02-310	152	30	1996	1996	NUM
ajis02-310	152	31	)	)	PUNCT
ajis02-310	152	32	mineset	mineset	VERB
ajis02-310	152	33	1.1	1.1	NUM
ajis02-310	152	34	posch	posch	NOUN
ajis02-310	152	35	(	(	PUNCT
ajis02-310	152	36	long	long	ADJ
ajis02-310	152	37	,	,	PUNCT
ajis02-310	152	38	irani	irani	ADJ
ajis02-310	152	39	and	and	CCONJ
ajis02-310	152	40	slagle	slagle	PROPN
ajis02-310	152	41	1	1	NUM
ajis02-310	152	42	99	99	NUM
ajis02-310	152	43	1	1	NUM
ajis02-310	152	44	)	)	PUNCT
ajis02-310	152	45	quest	quest	NOUN
ajis02-310	152	46	(	(	PUNCT
ajis02-310	152	47	agrawal	agrawal	PROPN
ajis02-310	152	48	,	,	PUNCT
ajis02-310	152	49	et	et	PROPN
ajis02-310	152	50	al	al	PROPN
ajis02-310	152	51	.	.	PROPN
ajis02-310	152	52	1996	1996	NUM
ajis02-310	152	53	)	)	PUNCT
ajis02-310	152	54	rx	rx	VERB
ajis02-310	152	55	project	project	NOUN
ajis02-310	152	56	(	(	PUNCT
ajis02-310	152	57	blum	blum	PROPN
ajis02-310	152	58	1982	1982	NUM
ajis02-310	152	59	)	)	PUNCT
ajis02-310	152	60	savnik	savnik	PROPN
ajis02-310	152	61	&	&	CCONJ
ajis02-310	152	62	flach	flach	PROPN
ajis02-310	152	63	(	(	PUNCT
ajis02-310	152	64	savnik	savnik	X
ajis02-310	152	65	and	and	CCONJ
ajis02-310	152	66	flach	flach	PROPN
ajis02-310	152	67	1993	1993	NUM
ajis02-310	152	68	)	)	PUNCT
ajis02-310	153	1	o	o	NOUN
ajis02-310	154	1	£	£	SYM
ajis02-310	154	2	t	t	PROPN
ajis02-310	154	3	vt	vt	PROPN
ajis02-310	154	4	u	u	PROPN
ajis02-310	154	5	>	>	X
ajis02-310	154	6	3	3	NUM
ajis02-310	154	7	)	)	PUNCT
ajis02-310	154	8	o	o	NOUN
ajis02-310	154	9	5	5	NUM
ajis02-310	154	10	3	3	NUM
ajis02-310	154	11	'	'	PUNCT
ajis02-310	154	12	'	'	PUNCT
ajis02-310	154	13	s	s	NOUN
ajis02-310	154	14	'	'	PUNCT
ajis02-310	154	15	'	'	PUNCT
ajis02-310	154	16	'	'	PUNCT
ajis02-310	154	17	q"oo	q"oo	PROPN
ajis02-310	154	18	3	3	X
ajis02-310	154	19	.	.	PUNCT
ajis02-310	154	20	vt	vt	PROPN
ajis02-310	154	21	0	0	NUM
ajis02-310	154	22	^	^	PUNCT
ajis02-310	154	23	^	^	PUNCT
ajis02-310	154	24	^	^	PUNCT
ajis02-310	154	25	s	s	X
ajis02-310	154	26	<	<	X
ajis02-310	154	27	0	0	PUNCT
ajis02-310	154	28	r	r	NOUN
ajis02-310	154	29	>	>	X
ajis02-310	154	30	'	'	PUNCT
ajis02-310	154	31	si	si	PROPN
ajis02-310	154	32	o	o	ADJ
ajis02-310	154	33	•	•	NOUN
ajis02-310	154	34	'	'	PUNCT
ajis02-310	154	35	^	^	PUNCT
ajis02-310	154	36	^	^	PUNCT
ajis02-310	154	37	^	^	PUNCT
ajis02-310	154	38	g.	g.	PROPN
ajis02-310	154	39	£	£	PROPN
ajis02-310	154	40	§	§	PROPN
ajis02-310	154	41	5	5	NUM
ajis02-310	154	42	c	c	PROPN
ajis02-310	154	43	3	3	NUM
ajis02-310	154	44	§	§	PROPN
ajis02-310	154	45	co	co	X
ajis02-310	154	46	^	^	PUNCT
ajis02-310	154	47	1	1	NUM
ajis02-310	154	48	?	?	SYM
ajis02-310	154	49	3	3	NUM
ajis02-310	154	50	s	s	NOUN
ajis02-310	154	51	q.	q.	NOUN
ajis02-310	154	52	2§	2§	NUM
ajis02-310	154	53	1	1	NUM
ajis02-310	154	54	'	'	PART
ajis02-310	154	55	o	o	NOUN
ajis02-310	154	56	q3	q3	NOUN
ajis02-310	154	57	$	$	SYM
ajis02-310	154	58	'	'	NOUN
ajis02-310	154	59	0	0	NUM
ajis02-310	154	60	e	e	NOUN
ajis02-310	154	61	(	(	PUNCT
ajis02-310	154	62	a	a	PRON
ajis02-310	154	63	^	^	PUNCT
ajis02-310	154	64	^	^	PUNCT
ajis02-310	154	65	h	h	NOUN
ajis02-310	155	1	f	f	X
ajis02-310	155	2	?	?	PUNCT
ajis02-310	156	1	1e	1e	NOUN
ajis02-310	156	2	.	.	PUNCT
ajis02-310	156	3	'	'	PUNCT
ajis02-310	156	4	^	^	PUNCT
ajis02-310	156	5	^	^	PUNCT
ajis02-310	156	6	^	^	SYM
ajis02-310	156	7	•	•	NUM
ajis02-310	156	8	^	^	SYM
ajis02-310	156	9	0	0	NUM
ajis02-310	156	10	c	c	PROPN
ajis02-310	156	11	^^s	^^s	PROPN
ajis02-310	156	12	.	.	PUNCT
ajis02-310	157	1	do	do	AUX
ajis02-310	157	2	^	^	PUNCT
ajis02-310	157	3	^	^	PUNCT
ajis02-310	157	4	^	^	PUNCT
ajis02-310	157	5	^	^	PUNCT
ajis02-310	157	6	^	^	PUNCT
ajis02-310	157	7	^	^	PUNCT
ajis02-310	157	8	table	table	NOUN
ajis02-310	157	9	1	1	NUM
ajis02-310	157	10	knowledge	knowledge	NOUN
ajis02-310	157	11	types	type	NOUN
ajis02-310	157	12	supported	support	VERB
ajis02-310	157	13	by	by	ADP
ajis02-310	157	14	selected	select	VERB
ajis02-310	157	15	research	research	NOUN
ajis02-310	157	16	tools	tool	NOUN
ajis02-310	157	17	as	as	SCONJ
ajis02-310	157	18	noted	note	VERB
ajis02-310	157	19	by	by	ADP
ajis02-310	157	20	rubinstein	rubinstein	PROPN
ajis02-310	157	21	and	and	CCONJ
ajis02-310	157	22	hastie	hastie	PROPN
ajis02-310	157	23	(	(	PUNCT
ajis02-310	157	24	1997	1997	NUM
ajis02-310	157	25	)	)	PUNCT
ajis02-310	157	26	classification	classification	NOUN
ajis02-310	157	27	can	can	AUX
ajis02-310	157	28	be	be	AUX
ajis02-310	157	29	approached	approach	VERB
ajis02-310	157	30	in	in	ADP
ajis02-310	157	31	two	two	NUM
ajis02-310	157	32	different	different	ADJ
ajis02-310	157	33	ways	way	NOUN
ajis02-310	157	34	.	.	PUNCT
ajis02-310	158	1	the	the	DET
ajis02-310	158	2	first	first	ADJ
ajis02-310	158	3	approach	approach	NOUN
ajis02-310	158	4	is	be	AUX
ajis02-310	158	5	informative	informative	ADJ
ajis02-310	158	6	learning	learning	NOUN
ajis02-310	158	7	where	where	SCONJ
ajis02-310	158	8	the	the	DET
ajis02-310	158	9	focus	focus	NOUN
ajis02-310	158	10	is	be	AUX
ajis02-310	158	11	upon	upon	SCONJ
ajis02-310	158	12	finding	find	VERB
ajis02-310	158	13	a	a	DET
ajis02-310	158	14	good	good	ADJ
ajis02-310	158	15	description	description	NOUN
ajis02-310	158	16	for	for	ADP
ajis02-310	158	17	each	each	DET
ajis02-310	158	18	class	class	NOUN
ajis02-310	158	19	.	.	PUNCT
ajis02-310	159	1	classification	classification	NOUN
ajis02-310	159	2	then	then	ADV
ajis02-310	159	3	proceeds	proceed	VERB
ajis02-310	159	4	by	by	ADP
ajis02-310	159	5	comparing	compare	VERB
ajis02-310	159	6	the	the	DET
ajis02-310	159	7	instance	instance	NOUN
ajis02-310	159	8	to	to	PART
ajis02-310	159	9	be	be	AUX
ajis02-310	159	10	classified	classify	VERB
ajis02-310	159	11	with	with	ADP
ajis02-310	159	12	each	each	DET
ajis02-310	159	13	class	class	NOUN
ajis02-310	159	14	to	to	PART
ajis02-310	159	15	find	find	VERB
ajis02-310	159	16	the	the	DET
ajis02-310	159	17	best	good	ADJ
ajis02-310	159	18	match	match	NOUN
ajis02-310	159	19	.	.	PUNCT
ajis02-310	160	1	this	this	DET
ajis02-310	160	2	approach	approach	NOUN
ajis02-310	160	3	is	be	AUX
ajis02-310	160	4	also	also	ADV
ajis02-310	160	5	useful	useful	ADJ
ajis02-310	160	6	when	when	SCONJ
ajis02-310	160	7	the	the	DET
ajis02-310	160	8	emphasis	emphasis	NOUN
ajis02-310	160	9	is	be	AUX
ajis02-310	160	10	on	on	ADP
ajis02-310	160	11	determining	determine	VERB
ajis02-310	160	12	the	the	DET
ajis02-310	160	13	characteristics	characteristic	NOUN
ajis02-310	160	14	that	that	PRON
ajis02-310	160	15	are	be	AUX
ajis02-310	160	16	associated	associate	VERB
ajis02-310	160	17	with	with	ADP
ajis02-310	160	18	a	a	DET
ajis02-310	160	19	105	105	NUM
ajis02-310	160	20	ajis	ajis	NOUN
ajis02-310	160	21	vol	vol	NOUN
ajis02-310	160	22	.	.	PROPN
ajis02-310	161	1	6	6	NUM
ajis02-310	161	2	no	no	NOUN
ajis02-310	161	3	.	.	NOUN
ajis02-310	161	4	2	2	NUM
ajis02-310	161	5	may	may	PROPN
ajis02-310	161	6	1999	1999	NUM
ajis02-310	161	7	particular	particular	ADJ
ajis02-310	161	8	class	class	NOUN
ajis02-310	161	9	of	of	ADP
ajis02-310	161	10	instances	instance	NOUN
ajis02-310	161	11	.	.	PUNCT
ajis02-310	162	1	the	the	DET
ajis02-310	162	2	second	second	ADJ
ajis02-310	162	3	approach	approach	NOUN
ajis02-310	162	4	is	be	AUX
ajis02-310	162	5	discriminative	discriminative	NOUN
ajis02-310	162	6	learning	learn	VERB
ajis02-310	162	7	where	where	SCONJ
ajis02-310	162	8	the	the	DET
ajis02-310	162	9	emphasis	emphasis	NOUN
ajis02-310	162	10	is	be	AUX
ajis02-310	162	11	on	on	ADP
ajis02-310	162	12	defining	define	VERB
ajis02-310	162	13	the	the	DET
ajis02-310	162	14	boundaries	boundary	NOUN
ajis02-310	162	15	between	between	ADP
ajis02-310	162	16	classes	class	NOUN
ajis02-310	162	17	.	.	PUNCT
ajis02-310	163	1	a	a	DET
ajis02-310	163	2	model	model	NOUN
ajis02-310	163	3	for	for	ADP
ajis02-310	163	4	categorising	categorise	VERB
ajis02-310	163	5	examples	example	NOUN
ajis02-310	163	6	into	into	ADP
ajis02-310	163	7	each	each	DET
ajis02-310	163	8	class	class	NOUN
ajis02-310	163	9	is	be	AUX
ajis02-310	163	10	developed	develop	VERB
ajis02-310	163	11	rather	rather	ADV
ajis02-310	163	12	than	than	ADP
ajis02-310	163	13	a	a	DET
ajis02-310	163	14	model	model	NOUN
ajis02-310	163	15	describing	describe	VERB
ajis02-310	163	16	the	the	DET
ajis02-310	163	17	characteristics	characteristic	NOUN
ajis02-310	163	18	of	of	ADP
ajis02-310	163	19	each	each	DET
ajis02-310	163	20	class	class	NOUN
ajis02-310	163	21	.	.	PUNCT
ajis02-310	164	1	this	this	DET
ajis02-310	164	2	approach	approach	NOUN
ajis02-310	164	3	is	be	AUX
ajis02-310	164	4	applicable	applicable	ADJ
ajis02-310	164	5	to	to	ADP
ajis02-310	164	6	problems	problem	NOUN
ajis02-310	164	7	where	where	SCONJ
ajis02-310	164	8	the	the	DET
ajis02-310	164	9	emphasis	emphasis	NOUN
ajis02-310	164	10	is	be	AUX
ajis02-310	164	11	on	on	ADP
ajis02-310	164	12	classifying	classify	VERB
ajis02-310	164	13	instances	instance	NOUN
ajis02-310	164	14	of	of	ADP
ajis02-310	164	15	unknown	unknown	ADJ
ajis02-310	164	16	class	class	NOUN
ajis02-310	164	17	.	.	PUNCT
ajis02-310	165	1	one	one	NUM
ajis02-310	165	2	of	of	ADP
ajis02-310	165	3	the	the	DET
ajis02-310	165	4	most	most	ADV
ajis02-310	165	5	popular	popular	ADJ
ajis02-310	165	6	models	model	NOUN
ajis02-310	165	7	for	for	ADP
ajis02-310	165	8	representing	represent	VERB
ajis02-310	165	9	discriminative	discriminative	NOUN
ajis02-310	165	10	classification	classification	NOUN
ajis02-310	165	11	knowledge	knowledge	NOUN
ajis02-310	165	12	is	be	AUX
ajis02-310	165	13	the	the	DET
ajis02-310	165	14	decision	decision	NOUN
ajis02-310	165	15	tree	tree	NOUN
ajis02-310	165	16	.	.	PUNCT
ajis02-310	166	1	the	the	DET
ajis02-310	166	2	nodes	node	NOUN
ajis02-310	166	3	of	of	ADP
ajis02-310	166	4	the	the	DET
ajis02-310	166	5	tree	tree	NOUN
ajis02-310	166	6	represent	represent	VERB
ajis02-310	166	7	attributes	attribute	NOUN
ajis02-310	166	8	to	to	PART
ajis02-310	166	9	be	be	AUX
ajis02-310	166	10	tested	test	VERB
ajis02-310	166	11	,	,	PUNCT
ajis02-310	166	12	and	and	CCONJ
ajis02-310	166	13	the	the	DET
ajis02-310	166	14	branches	branch	NOUN
ajis02-310	166	15	correspond	correspond	VERB
ajis02-310	166	16	to	to	ADP
ajis02-310	166	17	the	the	DET
ajis02-310	166	18	possible	possible	ADJ
ajis02-310	166	19	values	value	NOUN
ajis02-310	166	20	of	of	ADP
ajis02-310	166	21	those	those	DET
ajis02-310	166	22	attributes	attribute	NOUN
ajis02-310	166	23	.	.	PUNCT
ajis02-310	167	1	the	the	DET
ajis02-310	167	2	leaves	leave	NOUN
ajis02-310	167	3	of	of	ADP
ajis02-310	167	4	the	the	DET
ajis02-310	167	5	tree	tree	NOUN
ajis02-310	167	6	represent	represent	VERB
ajis02-310	167	7	classes	class	NOUN
ajis02-310	167	8	into	into	ADP
ajis02-310	167	9	which	which	PRON
ajis02-310	167	10	examples	example	NOUN
ajis02-310	167	11	are	be	AUX
ajis02-310	167	12	classified	classified	ADJ
ajis02-310	167	13	.	.	PUNCT
ajis02-310	168	1	therefore	therefore	ADV
ajis02-310	168	2	,	,	PUNCT
ajis02-310	168	3	starting	start	VERB
ajis02-310	168	4	at	at	ADP
ajis02-310	168	5	the	the	DET
ajis02-310	168	6	root	root	NOUN
ajis02-310	168	7	node	node	NOUN
ajis02-310	168	8	on	on	ADP
ajis02-310	168	9	the	the	DET
ajis02-310	168	10	tree	tree	NOUN
ajis02-310	168	11	,	,	PUNCT
ajis02-310	168	12	an	an	DET
ajis02-310	168	13	example	example	NOUN
ajis02-310	168	14	can	can	AUX
ajis02-310	168	15	be	be	AUX
ajis02-310	168	16	tested	test	VERB
ajis02-310	168	17	at	at	ADP
ajis02-310	168	18	each	each	DET
ajis02-310	168	19	node	node	NOUN
ajis02-310	168	20	it	it	PRON
ajis02-310	168	21	encounters	encounter	VERB
ajis02-310	168	22	and	and	CCONJ
ajis02-310	168	23	follow	follow	VERB
ajis02-310	168	24	the	the	DET
ajis02-310	168	25	resulting	result	VERB
ajis02-310	168	26	branches	branch	NOUN
ajis02-310	168	27	to	to	PART
ajis02-310	168	28	be	be	AUX
ajis02-310	168	29	classified	classify	VERB
ajis02-310	168	30	in	in	ADP
ajis02-310	168	31	its	its	PRON
ajis02-310	168	32	appropriate	appropriate	ADJ
ajis02-310	168	33	leaf	leaf	NOUN
ajis02-310	168	34	.	.	PUNCT
ajis02-310	169	1	the	the	DET
ajis02-310	169	2	induction	induction	NOUN
ajis02-310	169	3	of	of	ADP
ajis02-310	169	4	decision	decision	NOUN
ajis02-310	169	5	trees	tree	NOUN
ajis02-310	169	6	has	have	AUX
ajis02-310	169	7	been	be	AUX
ajis02-310	169	8	widely	widely	ADV
ajis02-310	169	9	investigated	investigate	VERB
ajis02-310	169	10	and	and	CCONJ
ajis02-310	169	11	an	an	DET
ajis02-310	169	12	important	important	ADJ
ajis02-310	169	13	algorithm	algorithm	NOUN
ajis02-310	169	14	for	for	ADP
ajis02-310	169	15	the	the	DET
ajis02-310	169	16	induction	induction	NOUN
ajis02-310	169	17	of	of	ADP
ajis02-310	169	18	decision	decision	NOUN
ajis02-310	169	19	trees	tree	NOUN
ajis02-310	169	20	,	,	PUNCT
ajis02-310	169	21	ids	id	NOUN
ajis02-310	169	22	,	,	PUNCT
ajis02-310	169	23	is	be	AUX
ajis02-310	169	24	described	describe	VERB
ajis02-310	169	25	by	by	ADP
ajis02-310	169	26	quintan	quintan	PROPN
ajis02-310	169	27	(	(	PUNCT
ajis02-310	169	28	1986	1986	NUM
ajis02-310	169	29	)	)	PUNCT
ajis02-310	169	30	.	.	PUNCT
ajis02-310	170	1	this	this	DET
ajis02-310	170	2	algorithm	algorithm	NOUN
ajis02-310	170	3	has	have	AUX
ajis02-310	170	4	been	be	AUX
ajis02-310	170	5	built	build	VERB
ajis02-310	170	6	on	on	ADP
ajis02-310	170	7	extensively	extensively	ADV
ajis02-310	170	8	and	and	CCONJ
ajis02-310	170	9	proposals	proposal	NOUN
ajis02-310	170	10	to	to	PART
ajis02-310	170	11	accommodate	accommodate	VERB
ajis02-310	170	12	extensions	extension	NOUN
ajis02-310	170	13	,	,	PUNCT
ajis02-310	170	14	such	such	ADJ
ajis02-310	170	15	as	as	ADP
ajis02-310	170	16	the	the	DET
ajis02-310	170	17	accommodation	accommodation	NOUN
ajis02-310	170	18	of	of	ADP
ajis02-310	170	19	approximate	approximate	ADJ
ajis02-310	170	20	data	datum	NOUN
ajis02-310	170	21	,	,	PUNCT
ajis02-310	170	22	have	have	AUX
ajis02-310	170	23	been	be	AUX
ajis02-310	170	24	numerous	numerous	ADJ
ajis02-310	170	25	.	.	PUNCT
ajis02-310	171	1	decision	decision	NOUN
ajis02-310	171	2	trees	tree	NOUN
ajis02-310	171	3	can	can	AUX
ajis02-310	171	4	be	be	AUX
ajis02-310	171	5	equally	equally	ADV
ajis02-310	171	6	represented	represent	VERB
ajis02-310	171	7	as	as	ADP
ajis02-310	171	8	rules	rule	NOUN
ajis02-310	171	9	.	.	PUNCT
ajis02-310	172	1	one	one	NUM
ajis02-310	172	2	rule	rule	NOUN
ajis02-310	172	3	can	can	AUX
ajis02-310	172	4	be	be	AUX
ajis02-310	172	5	constructed	construct	VERB
ajis02-310	172	6	for	for	ADP
ajis02-310	172	7	each	each	DET
ajis02-310	172	8	leaf	leaf	NOUN
ajis02-310	172	9	node	node	NOUN
ajis02-310	172	10	,	,	PUNCT
ajis02-310	172	11	where	where	SCONJ
ajis02-310	172	12	the	the	DET
ajis02-310	172	13	leafs	leafs	ADJ
ajis02-310	172	14	classification	classification	NOUN
ajis02-310	172	15	class	class	NOUN
ajis02-310	172	16	is	be	AUX
ajis02-310	172	17	the	the	DET
ajis02-310	172	18	consequent	consequent	NOUN
ajis02-310	172	19	of	of	ADP
ajis02-310	172	20	the	the	DET
ajis02-310	172	21	rule	rule	NOUN
ajis02-310	172	22	.	.	PUNCT
ajis02-310	173	1	the	the	DET
ajis02-310	173	2	antecedent	antecedent	NOUN
ajis02-310	173	3	is	be	AUX
ajis02-310	173	4	a	a	DET
ajis02-310	173	5	conjunction	conjunction	NOUN
ajis02-310	173	6	of	of	ADP
ajis02-310	173	7	the	the	DET
ajis02-310	173	8	attribute	attribute	NOUN
ajis02-310	173	9	value	value	NOUN
ajis02-310	173	10	pairs	pair	NOUN
ajis02-310	173	11	encountered	encounter	VERB
ajis02-310	173	12	at	at	ADP
ajis02-310	173	13	each	each	DET
ajis02-310	173	14	branch	branch	NOUN
ajis02-310	173	15	of	of	ADP
ajis02-310	173	16	the	the	DET
ajis02-310	173	17	tree	tree	NOUN
ajis02-310	173	18	.	.	PUNCT
ajis02-310	174	1	agrawal	agrawal	PROPN
ajis02-310	174	2	el	el	PROPN
ajis02-310	174	3	al	al	PROPN
ajis02-310	174	4	.	.	PROPN
ajis02-310	175	1	(	(	PUNCT
ajis02-310	175	2	1992	1992	NUM
ajis02-310	175	3	)	)	PUNCT
ajis02-310	175	4	describe	describe	VERB
ajis02-310	175	5	an	an	DET
ajis02-310	175	6	interval	interval	NOUN
ajis02-310	175	7	classifier	classifier	NOUN
ajis02-310	175	8	1c	1c	NOUN
ajis02-310	175	9	that	that	PRON
ajis02-310	175	10	produces	produce	VERB
ajis02-310	175	11	kary	kary	PROPN
ajis02-310	175	12	classification	classification	NOUN
ajis02-310	175	13	trees	tree	NOUN
ajis02-310	175	14	.	.	PUNCT
ajis02-310	176	1	importantly	importantly	ADV
ajis02-310	176	2	,	,	PUNCT
ajis02-310	176	3	non	non	ADJ
ajis02-310	176	4	-	-	ADJ
ajis02-310	176	5	categorical	categorical	ADJ
ajis02-310	176	6	attributes	attribute	NOUN
ajis02-310	176	7	are	be	AUX
ajis02-310	176	8	not	not	PART
ajis02-310	176	9	divided	divide	VERB
ajis02-310	176	10	into	into	ADP
ajis02-310	176	11	binary	binary	ADJ
ajis02-310	176	12	sub	sub	NOUN
ajis02-310	176	13	-	-	NOUN
ajis02-310	176	14	trees	tree	NOUN
ajis02-310	176	15	as	as	ADP
ajis02-310	176	16	in	in	ADP
ajis02-310	176	17	id3	id3	PROPN
ajis02-310	176	18	,	,	PUNCT
ajis02-310	176	19	but	but	CCONJ
ajis02-310	176	20	are	be	AUX
ajis02-310	176	21	instead	instead	ADV
ajis02-310	176	22	split	split	VERB
ajis02-310	176	23	into	into	ADP
ajis02-310	176	24	k	k	ADJ
ajis02-310	176	25	-	-	ADJ
ajis02-310	176	26	ary	ary	ADJ
ajis02-310	176	27	sub	sub	NOUN
ajis02-310	176	28	-	-	NOUN
ajis02-310	176	29	trees	tree	NOUN
ajis02-310	176	30	.	.	PUNCT
ajis02-310	177	1	in	in	ADP
ajis02-310	177	2	comparison	comparison	NOUN
ajis02-310	177	3	with	with	ADP
ajis02-310	177	4	id3	id3	NOUN
ajis02-310	177	5	the	the	DET
ajis02-310	177	6	resulting	result	VERB
ajis02-310	177	7	trees	tree	NOUN
ajis02-310	177	8	can	can	AUX
ajis02-310	177	9	be	be	AUX
ajis02-310	177	10	created	create	VERB
ajis02-310	177	11	with	with	ADP
ajis02-310	177	12	greater	great	ADJ
ajis02-310	177	13	efficiency	efficiency	NOUN
ajis02-310	177	14	and	and	CCONJ
ajis02-310	177	15	display	display	VERB
ajis02-310	177	16	favourable	favourable	ADJ
ajis02-310	177	17	classification	classification	NOUN
ajis02-310	177	18	accuracy	accuracy	NOUN
ajis02-310	177	19	.	.	PUNCT
ajis02-310	178	1	the	the	DET
ajis02-310	178	2	improved	improved	ADJ
ajis02-310	178	3	speed	speed	NOUN
ajis02-310	178	4	of	of	ADP
ajis02-310	178	5	classification	classification	NOUN
ajis02-310	178	6	represents	represent	VERB
ajis02-310	178	7	a	a	DET
ajis02-310	178	8	significant	significant	ADJ
ajis02-310	178	9	advantage	advantage	NOUN
ajis02-310	178	10	within	within	ADP
ajis02-310	178	11	knowledge	knowledge	NOUN
ajis02-310	178	12	discovery	discovery	NOUN
ajis02-310	178	13	systems	system	NOUN
ajis02-310	178	14	where	where	SCONJ
ajis02-310	178	15	the	the	DET
ajis02-310	178	16	data	data	NOUN
ajis02-310	178	17	is	be	AUX
ajis02-310	178	18	both	both	PRON
ajis02-310	178	19	dynamic	dynamic	ADJ
ajis02-310	178	20	and	and	CCONJ
ajis02-310	178	21	of	of	ADP
ajis02-310	178	22	large	large	ADJ
ajis02-310	178	23	volume	volume	NOUN
ajis02-310	178	24	.	.	PUNCT
ajis02-310	179	1	in	in	ADP
ajis02-310	179	2	addition	addition	NOUN
ajis02-310	179	3	,	,	PUNCT
ajis02-310	179	4	speed	speed	NOUN
ajis02-310	179	5	of	of	ADP
ajis02-310	179	6	classification	classification	NOUN
ajis02-310	179	7	is	be	AUX
ajis02-310	179	8	important	important	ADJ
ajis02-310	179	9	for	for	ADP
ajis02-310	179	10	the	the	DET
ajis02-310	179	11	support	support	NOUN
ajis02-310	179	12	of	of	ADP
ajis02-310	179	13	ad	ad	NOUN
ajis02-310	179	14	-	-	PUNCT
ajis02-310	179	15	hoc	hoc	ADJ
ajis02-310	179	16	queries	query	NOUN
ajis02-310	179	17	.	.	PUNCT
ajis02-310	180	1	one	one	NUM
ajis02-310	180	2	informative	informative	ADJ
ajis02-310	180	3	approach	approach	NOUN
ajis02-310	180	4	to	to	ADP
ajis02-310	180	5	classification	classification	NOUN
ajis02-310	180	6	is	be	AUX
ajis02-310	180	7	to	to	PART
ajis02-310	180	8	identify	identify	VERB
ajis02-310	180	9	target	target	NOUN
ajis02-310	180	10	classes	class	NOUN
ajis02-310	180	11	and	and	CCONJ
ajis02-310	180	12	then	then	ADV
ajis02-310	180	13	find	find	VERB
ajis02-310	180	14	a	a	DET
ajis02-310	180	15	description	description	NOUN
ajis02-310	180	16	that	that	PRON
ajis02-310	180	17	uniquely	uniquely	ADV
ajis02-310	180	18	identifies	identify	VERB
ajis02-310	180	19	members	member	NOUN
ajis02-310	180	20	of	of	ADP
ajis02-310	180	21	each	each	DET
ajis02-310	180	22	class	class	NOUN
ajis02-310	180	23	.	.	PUNCT
ajis02-310	181	1	following	follow	VERB
ajis02-310	181	2	this	this	DET
ajis02-310	181	3	approach	approach	NOUN
ajis02-310	181	4	cai	cai	PROPN
ajis02-310	181	5	et	et	PROPN
ajis02-310	181	6	al	al	PROPN
ajis02-310	181	7	.	.	PROPN
ajis02-310	182	1	describe	describe	VERB
ajis02-310	182	2	a	a	DET
ajis02-310	182	3	classification	classification	NOUN
ajis02-310	182	4	rule	rule	NOUN
ajis02-310	182	5	learning	learn	VERB
ajis02-310	182	6	algorithm	algorithm	NOUN
ajis02-310	182	7	lclr	lclr	NOUN
ajis02-310	182	8	(	(	PUNCT
ajis02-310	182	9	cai	cai	X
ajis02-310	182	10	,	,	PUNCT
ajis02-310	182	11	cercone	cercone	NOUN
ajis02-310	182	12	and	and	CCONJ
ajis02-310	182	13	han	han	PROPN
ajis02-310	182	14	1990	1990	NUM
ajis02-310	182	15	)	)	PUNCT
ajis02-310	182	16	.	.	PUNCT
ajis02-310	183	1	their	their	PRON
ajis02-310	183	2	approach	approach	NOUN
ajis02-310	183	3	utilises	utilise	VERB
ajis02-310	183	4	conceptual	conceptual	ADJ
ajis02-310	183	5	hierarchies	hierarchy	NOUN
ajis02-310	183	6	as	as	ADP
ajis02-310	183	7	a	a	DET
ajis02-310	183	8	tool	tool	NOUN
ajis02-310	183	9	for	for	ADP
ajis02-310	183	10	induction	induction	NOUN
ajis02-310	183	11	.	.	PUNCT
ajis02-310	184	1	classes	class	NOUN
ajis02-310	184	2	to	to	PART
ajis02-310	184	3	be	be	AUX
ajis02-310	184	4	classified	classify	VERB
ajis02-310	184	5	are	be	AUX
ajis02-310	184	6	firstly	firstly	ADV
ajis02-310	184	7	specified	specify	VERB
ajis02-310	184	8	.	.	PUNCT
ajis02-310	185	1	all	all	DET
ajis02-310	185	2	tuples	tuple	NOUN
ajis02-310	185	3	in	in	ADP
ajis02-310	185	4	the	the	DET
ajis02-310	185	5	learning	learning	NOUN
ajis02-310	185	6	data	datum	NOUN
ajis02-310	185	7	set	set	VERB
ajis02-310	185	8	that	that	PRON
ajis02-310	185	9	describe	describe	VERB
ajis02-310	185	10	a	a	DET
ajis02-310	185	11	specific	specific	ADJ
ajis02-310	185	12	class	class	NOUN
ajis02-310	185	13	are	be	AUX
ajis02-310	185	14	then	then	ADV
ajis02-310	185	15	generalised	generalise	VERB
ajis02-310	185	16	stepwise	stepwise	NOUN
ajis02-310	185	17	until	until	SCONJ
ajis02-310	185	18	a	a	DET
ajis02-310	185	19	description	description	NOUN
ajis02-310	185	20	consisting	consist	VERB
ajis02-310	185	21	of	of	ADP
ajis02-310	185	22	a	a	DET
ajis02-310	185	23	specified	specified	ADJ
ajis02-310	185	24	number	number	NOUN
ajis02-310	185	25	of	of	ADP
ajis02-310	185	26	generalised	generalise	VERB
ajis02-310	185	27	tuples	tuple	NOUN
ajis02-310	185	28	is	be	AUX
ajis02-310	185	29	reached	reach	VERB
ajis02-310	185	30	.	.	PUNCT
ajis02-310	186	1	generalisation	generalisation	NOUN
ajis02-310	186	2	takes	take	VERB
ajis02-310	186	3	place	place	NOUN
ajis02-310	186	4	via	via	ADP
ajis02-310	186	5	concept	concept	NOUN
ajis02-310	186	6	ascension	ascension	NOUN
ajis02-310	186	7	of	of	ADP
ajis02-310	186	8	attribute	attribute	NOUN
ajis02-310	186	9	level	level	NOUN
ajis02-310	186	10	conceptual	conceptual	ADJ
ajis02-310	186	11	hierarchies	hierarchy	NOUN
ajis02-310	186	12	.	.	PUNCT
ajis02-310	187	1	as	as	SCONJ
ajis02-310	187	2	descriptions	description	NOUN
ajis02-310	187	3	describing	describe	VERB
ajis02-310	187	4	more	more	ADJ
ajis02-310	187	5	than	than	ADP
ajis02-310	187	6	one	one	NUM
ajis02-310	187	7	class	class	NOUN
ajis02-310	187	8	are	be	AUX
ajis02-310	187	9	eliminated	eliminate	VERB
ajis02-310	187	10	,	,	PUNCT
ajis02-310	187	11	areas	area	NOUN
ajis02-310	187	12	of	of	ADP
ajis02-310	187	13	overlapping	overlap	VERB
ajis02-310	187	14	classes	class	NOUN
ajis02-310	187	15	in	in	ADP
ajis02-310	187	16	the	the	DET
ajis02-310	187	17	decision	decision	NOUN
ajis02-310	187	18	space	space	NOUN
ajis02-310	187	19	remain	remain	VERB
ajis02-310	187	20	undescribed	undescribed	ADJ
ajis02-310	187	21	by	by	ADP
ajis02-310	187	22	the	the	DET
ajis02-310	187	23	resulting	result	VERB
ajis02-310	187	24	clauses	clause	NOUN
ajis02-310	187	25	.	.	PUNCT
ajis02-310	188	1	this	this	DET
ajis02-310	188	2	approach	approach	NOUN
ajis02-310	188	3	produces	produce	VERB
ajis02-310	188	4	a	a	DET
ajis02-310	188	5	classification	classification	NOUN
ajis02-310	188	6	rule	rule	NOUN
ajis02-310	188	7	in	in	ADP
ajis02-310	188	8	the	the	DET
ajis02-310	188	9	form	form	NOUN
ajis02-310	188	10	of	of	ADP
ajis02-310	188	11	a	a	DET
ajis02-310	188	12	generalised	generalised	ADJ
ajis02-310	188	13	relation	relation	NOUN
ajis02-310	188	14	.	.	PUNCT
ajis02-310	189	1	plants	plant	NOUN
ajis02-310	189	2	(	(	PUNCT
ajis02-310	189	3	seed	seed	NOUN
ajis02-310	189	4	producing	producing	NOUN
ajis02-310	189	5	)	)	PUNCT
ajis02-310	189	6	{	{	PUNCT
ajis02-310	189	7	non	non	NOUN
ajis02-310	189	8	seed	seed	NOUN
ajis02-310	189	9	producing	produce	VERB
ajis02-310	189	10	)	)	PUNCT
ajis02-310	190	1	i	i	PRON
ajis02-310	190	2	i	i	PRON
ajis02-310	190	3	spermatophyta	spermatophyta	VERB
ajis02-310	190	4	pteridophyta	pteridophyta	NOUN
ajis02-310	190	5	i	i	PRON
ajis02-310	190	6	i	i	PROPN
ajis02-310	190	7	ovule	ovule	ADJ
ajis02-310	190	8	structure	structure	NOUN
ajis02-310	190	9	environment	environment	NOUN
ajis02-310	190	10	(	(	PUNCT
ajis02-310	190	11	ovules	ovule	NOUN
ajis02-310	190	12	borne	bear	VERB
ajis02-310	190	13	naked	naked	ADJ
ajis02-310	190	14	)	)	PUNCT
ajis02-310	190	15	{	{	PUNCT
ajis02-310	190	16	ovule	ovule	NOUN
ajis02-310	190	17	enclosed	enclose	VERB
ajis02-310	190	18	)	)	PUNCT
ajis02-310	190	19	(	(	PUNCT
ajis02-310	190	20	water	water	NOUN
ajis02-310	190	21	-	-	PUNCT
ajis02-310	190	22	based	base	VERB
ajis02-310	190	23	)	)	PUNCT
ajis02-310	190	24	(	(	PUNCT
ajis02-310	190	25	rooted	root	VERB
ajis02-310	190	26	in	in	ADP
ajis02-310	190	27	soil	soil	NOUN
ajis02-310	190	28	/	/	SYM
ajis02-310	190	29	rocks	rock	NOUN
ajis02-310	190	30	/	/	SYM
ajis02-310	190	31	trees	tree	NOUN
ajis02-310	190	32	)	)	PUNCT
ajis02-310	191	1	i	i	PRON
ajis02-310	191	2	i	i	PRON
ajis02-310	192	1	i	i	PRON
ajis02-310	192	2	i	i	PRON
ajis02-310	192	3	gymnospermae	gymnospermae	VERB
ajis02-310	192	4	angicspermae	angicspermae	PROPN
ajis02-310	192	5	group	group	NOUN
ajis02-310	192	6	2	2	NUM
ajis02-310	192	7	group	group	NOUN
ajis02-310	192	8	1	1	NUM
ajis02-310	193	1	i	i	PRON
ajis02-310	193	2	i	i	PRON
ajis02-310	194	1	i	i	PRON
ajis02-310	194	2	leaf	leaf	VERB
ajis02-310	194	3	structure	structure	NOUN
ajis02-310	194	4	rooting	root	VERB
ajis02-310	194	5	arrangement	arrangement	NOUN
ajis02-310	194	6	of	of	ADP
ajis02-310	194	7	spores	spore	NOUN
ajis02-310	194	8	(	(	PUNCT
ajis02-310	194	9	finale	finale	NOUN
ajis02-310	194	10	)	)	PUNCT
ajis02-310	194	11	(	(	PUNCT
ajis02-310	194	12	simple	simple	ADJ
ajis02-310	194	13	)	)	PUNCT
ajis02-310	194	14	(	(	PUNCT
ajis02-310	194	15	aquatic	aquatic	ADJ
ajis02-310	194	16	/	/	SYM
ajis02-310	194	17	subaquatic	subaquatic	ADJ
ajis02-310	194	18	)	)	PUNCT
ajis02-310	194	19	(	(	PUNCT
ajis02-310	194	20	terrestrial	terrestrial	NOUN
ajis02-310	194	21	)	)	PUNCT
ajis02-310	194	22	(	(	PUNCT
ajis02-310	194	23	sporangia	sporangia	NOUN
ajis02-310	194	24	fused	fuse	VERB
ajis02-310	194	25	)	)	PUNCT
ajis02-310	194	26	(	(	PUNCT
ajis02-310	194	27	sporangia	sporangia	NOUN
ajis02-310	194	28	free	free	ADJ
ajis02-310	194	29	)	)	PUNCT
ajis02-310	195	1	i	i	PRON
ajis02-310	195	2	i	i	PRON
ajis02-310	196	1	i	i	PRON
ajis02-310	196	2	i	i	PRON
ajis02-310	197	1	i	i	PRON
ajis02-310	198	1	i	i	PRON
ajis02-310	198	2	zamiceae	zamiceae	VERB
ajis02-310	198	3	...	...	PUNCT
ajis02-310	198	4	furthersubdivision	furthersubdivision	NOUN
ajis02-310	198	5	...	...	PUNCT
ajis02-310	198	6	farther	farth	ADJ
ajis02-310	198	7	subdivision	subdivision	NOUN
ajis02-310	198	8	sdeginellaceae	sdeginellaceae	VERB
ajis02-310	198	9	psilotaceae	psilotaceae	PROPN
ajis02-310	198	10	-.further	-.further	DET
ajis02-310	198	11	subdivision	subdivision	NOUN
ajis02-310	198	12	figure	figure	NOUN
ajis02-310	198	13	2	2	NUM
ajis02-310	198	14	.	.	PUNCT
ajis02-310	199	1	an	an	DET
ajis02-310	199	2	example	example	NOUN
ajis02-310	199	3	decision	decision	NOUN
ajis02-310	199	4	tree	tree	NOUN
ajis02-310	199	5	,	,	PUNCT
ajis02-310	199	6	plant	plant	NOUN
ajis02-310	199	7	classification	classification	NOUN
ajis02-310	199	8	(	(	PUNCT
ajis02-310	199	9	after	after	ADP
ajis02-310	199	10	(	(	PUNCT
ajis02-310	199	11	beadle	beadle	PROPN
ajis02-310	199	12	,	,	PUNCT
ajis02-310	199	13	evans	evans	PROPN
ajis02-310	199	14	and	and	CCONJ
ajis02-310	199	15	carotin	carotin	NOUN
ajis02-310	199	16	1986	1986	NUM
ajis02-310	199	17	)	)	PUNCT
ajis02-310	199	18	)	)	PUNCT
ajis02-310	200	1	another	another	DET
ajis02-310	200	2	informative	informative	ADJ
ajis02-310	200	3	approach	approach	NOUN
ajis02-310	200	4	to	to	ADP
ajis02-310	200	5	classification	classification	NOUN
ajis02-310	200	6	is	be	AUX
ajis02-310	200	7	to	to	PART
ajis02-310	200	8	classify	classify	VERB
ajis02-310	200	9	attribute	attribute	NOUN
ajis02-310	200	10	values	value	NOUN
ajis02-310	200	11	individually	individually	ADV
ajis02-310	200	12	and	and	CCONJ
ajis02-310	200	13	assign	assign	VERB
ajis02-310	200	14	appropriate	appropriate	ADJ
ajis02-310	200	15	classification(s	classification(s	NOUN
ajis02-310	200	16	)	)	PUNCT
ajis02-310	200	17	that	that	PRON
ajis02-310	200	18	can	can	AUX
ajis02-310	200	19	then	then	ADV
ajis02-310	200	20	be	be	AUX
ajis02-310	200	21	combined	combine	VERB
ajis02-310	200	22	to	to	PART
ajis02-310	200	23	classify	classify	VERB
ajis02-310	200	24	an	an	DET
ajis02-310	200	25	object	object	NOUN
ajis02-310	200	26	displaying	display	VERB
ajis02-310	200	27	these	these	DET
ajis02-310	200	28	values	value	NOUN
ajis02-310	200	29	.	.	PUNCT
ajis02-310	201	1	this	this	DET
ajis02-310	201	2	approach	approach	NOUN
ajis02-310	201	3	is	be	AUX
ajis02-310	201	4	adopted	adopt	VERB
ajis02-310	201	5	by	by	ADP
ajis02-310	201	6	chan	chan	PROPN
ajis02-310	201	7	and	and	CCONJ
ajis02-310	201	8	wong	wong	PROPN
ajis02-310	201	9	(	(	PUNCT
ajis02-310	201	10	1991	1991	NUM
ajis02-310	201	11	)	)	PUNCT
ajis02-310	201	12	who	who	PRON
ajis02-310	201	13	describe	describe	VERB
ajis02-310	201	14	a	a	DET
ajis02-310	201	15	statistically	statistically	ADV
ajis02-310	201	16	based	base	VERB
ajis02-310	201	17	technique	technique	NOUN
ajis02-310	201	18	for	for	ADP
ajis02-310	201	19	the	the	DET
ajis02-310	201	20	classification	classification	NOUN
ajis02-310	201	21	of	of	ADP
ajis02-310	201	22	objects	object	NOUN
ajis02-310	201	23	from	from	ADP
ajis02-310	201	24	existing	exist	VERB
ajis02-310	201	25	databases	database	NOUN
ajis02-310	201	26	.	.	PUNCT
ajis02-310	202	1	their	their	PRON
ajis02-310	202	2	approach	approach	NOUN
ajis02-310	202	3	assigns	assign	VERB
ajis02-310	202	4	a	a	DET
ajis02-310	202	5	weight	weight	NOUN
ajis02-310	202	6	of	of	ADP
ajis02-310	202	7	evidence	evidence	NOUN
ajis02-310	202	8	to	to	PART
ajis02-310	202	9	attribute	attribute	VERB
ajis02-310	202	10	values	value	NOUN
ajis02-310	202	11	indicating	indicate	VERB
ajis02-310	202	12	how	how	SCONJ
ajis02-310	202	13	the	the	DET
ajis02-310	202	14	value	value	NOUN
ajis02-310	202	15	of	of	ADP
ajis02-310	202	16	an	an	DET
ajis02-310	202	17	attribute	attribute	NOUN
ajis02-310	202	18	effects	effect	VERB
ajis02-310	202	19	an	an	DET
ajis02-310	202	20	object	object	NOUN
ajis02-310	202	21	's	's	PART
ajis02-310	202	22	potential	potential	ADJ
ajis02-310	202	23	membership	membership	NOUN
ajis02-310	202	24	of	of	ADP
ajis02-310	202	25	a	a	DET
ajis02-310	202	26	given	give	VERB
ajis02-310	202	27	class	class	NOUN
ajis02-310	202	28	.	.	PUNCT
ajis02-310	203	1	the	the	DET
ajis02-310	203	2	total	total	ADJ
ajis02-310	203	3	evidence	evidence	NOUN
ajis02-310	203	4	for	for	ADP
ajis02-310	203	5	and	and	CCONJ
ajis02-310	203	6	against	against	ADP
ajis02-310	203	7	106	106	NUM
ajis02-310	203	8	ajis	ajis	NOUN
ajis02-310	203	9	vol	vol	NOUN
ajis02-310	203	10	.	.	PROPN
ajis02-310	203	11	6	6	NUM
ajis02-310	203	12	no	no	NOUN
ajis02-310	203	13	.	.	NOUN
ajis02-310	203	14	2	2	NUM
ajis02-310	203	15	may	may	PROPN
ajis02-310	203	16	1999	1999	NUM
ajis02-310	203	17	membership	membership	NOUN
ajis02-310	203	18	of	of	ADP
ajis02-310	203	19	a	a	DET
ajis02-310	203	20	particular	particular	ADJ
ajis02-310	203	21	class	class	NOUN
ajis02-310	203	22	can	can	AUX
ajis02-310	203	23	then	then	ADV
ajis02-310	203	24	be	be	AUX
ajis02-310	203	25	determined	determine	VERB
ajis02-310	203	26	for	for	SCONJ
ajis02-310	203	27	each	each	DET
ajis02-310	203	28	object	object	NOUN
ajis02-310	203	29	to	to	PART
ajis02-310	203	30	be	be	AUX
ajis02-310	203	31	classified	classify	VERB
ajis02-310	203	32	,	,	PUNCT
ajis02-310	203	33	based	base	VERB
ajis02-310	203	34	upon	upon	SCONJ
ajis02-310	203	35	its	its	PRON
ajis02-310	203	36	attribute	attribute	NOUN
ajis02-310	203	37	values	value	NOUN
ajis02-310	203	38	,	,	PUNCT
ajis02-310	203	39	and	and	CCONJ
ajis02-310	203	40	the	the	DET
ajis02-310	203	41	best	good	ADJ
ajis02-310	203	42	classification	classification	NOUN
ajis02-310	203	43	determined	determine	VERB
ajis02-310	203	44	.	.	PUNCT
ajis02-310	204	1	this	this	DET
ajis02-310	204	2	approach	approach	NOUN
ajis02-310	204	3	can	can	AUX
ajis02-310	204	4	be	be	AUX
ajis02-310	204	5	applied	apply	VERB
ajis02-310	204	6	to	to	ADP
ajis02-310	204	7	noisy	noisy	ADJ
ajis02-310	204	8	data	datum	NOUN
ajis02-310	204	9	with	with	ADP
ajis02-310	204	10	missing	miss	VERB
ajis02-310	204	11	values	value	NOUN
ajis02-310	204	12	,	,	PUNCT
ajis02-310	204	13	which	which	PRON
ajis02-310	204	14	may	may	AUX
ajis02-310	204	15	be	be	AUX
ajis02-310	204	16	encountered	encounter	VERB
ajis02-310	204	17	in	in	ADP
ajis02-310	204	18	real	real	ADJ
ajis02-310	204	19	world	world	NOUN
ajis02-310	204	20	databases	database	NOUN
ajis02-310	204	21	.	.	PUNCT
ajis02-310	205	1	in	in	ADP
ajis02-310	205	2	addition	addition	NOUN
ajis02-310	205	3	,	,	PUNCT
ajis02-310	205	4	objects	object	VERB
ajis02-310	205	5	to	to	PART
ajis02-310	205	6	be	be	AUX
ajis02-310	205	7	classified	classify	VERB
ajis02-310	205	8	are	be	AUX
ajis02-310	205	9	tested	test	VERB
ajis02-310	205	10	for	for	ADP
ajis02-310	205	11	possible	possible	ADJ
ajis02-310	205	12	classification	classification	NOUN
ajis02-310	205	13	against	against	ADP
ajis02-310	205	14	all	all	DET
ajis02-310	205	15	classes	class	NOUN
ajis02-310	205	16	.	.	PUNCT
ajis02-310	206	1	because	because	SCONJ
ajis02-310	206	2	weightings	weighting	NOUN
ajis02-310	206	3	are	be	AUX
ajis02-310	206	4	used	use	VERB
ajis02-310	206	5	,	,	PUNCT
ajis02-310	206	6	it	it	PRON
ajis02-310	206	7	can	can	AUX
ajis02-310	206	8	be	be	AUX
ajis02-310	206	9	determined	determine	VERB
ajis02-310	206	10	how	how	SCONJ
ajis02-310	206	11	good	good	ADJ
ajis02-310	206	12	an	an	DET
ajis02-310	206	13	example	example	NOUN
ajis02-310	206	14	of	of	ADP
ajis02-310	206	15	a	a	DET
ajis02-310	206	16	class	class	NOUN
ajis02-310	206	17	a	a	DET
ajis02-310	206	18	particular	particular	ADJ
ajis02-310	206	19	object	object	NOUN
ajis02-310	206	20	is	be	AUX
ajis02-310	206	21	.	.	PUNCT
ajis02-310	207	1	membership	membership	NOUN
ajis02-310	207	2	of	of	ADP
ajis02-310	207	3	more	more	ADJ
ajis02-310	207	4	than	than	ADP
ajis02-310	207	5	one	one	NUM
ajis02-310	207	6	class	class	NOUN
ajis02-310	207	7	is	be	AUX
ajis02-310	207	8	also	also	ADV
ajis02-310	207	9	possible	possible	ADJ
ajis02-310	207	10	,	,	PUNCT
ajis02-310	207	11	where	where	SCONJ
ajis02-310	207	12	the	the	DET
ajis02-310	207	13	membership	membership	NOUN
ajis02-310	207	14	weighting	weighting	NOUN
ajis02-310	207	15	is	be	AUX
ajis02-310	207	16	within	within	ADP
ajis02-310	207	17	acceptable	acceptable	ADJ
ajis02-310	207	18	limits	limit	NOUN
ajis02-310	207	19	.	.	PUNCT
ajis02-310	208	1	this	this	DET
ajis02-310	208	2	feature	feature	NOUN
ajis02-310	208	3	is	be	AUX
ajis02-310	208	4	particularly	particularly	ADV
ajis02-310	208	5	useful	useful	ADJ
ajis02-310	208	6	in	in	ADP
ajis02-310	208	7	domains	domain	NOUN
ajis02-310	208	8	where	where	SCONJ
ajis02-310	208	9	membership	membership	NOUN
ajis02-310	208	10	of	of	ADP
ajis02-310	208	11	more	more	ADJ
ajis02-310	208	12	than	than	ADP
ajis02-310	208	13	one	one	NUM
ajis02-310	208	14	class	class	NOUN
ajis02-310	208	15	are	be	AUX
ajis02-310	208	16	valid	valid	ADJ
ajis02-310	208	17	.	.	PUNCT
ajis02-310	209	1	characteristic	characteristic	ADJ
ajis02-310	209	2	rules	rule	VERB
ajis02-310	209	3	a	a	DET
ajis02-310	209	4	characteristic	characteristic	ADJ
ajis02-310	209	5	rule	rule	NOUN
ajis02-310	209	6	can	can	AUX
ajis02-310	209	7	be	be	AUX
ajis02-310	209	8	defined	define	VERB
ajis02-310	209	9	as	as	ADP
ajis02-310	209	10	an	an	DET
ajis02-310	209	11	assertion	assertion	NOUN
ajis02-310	209	12	that	that	PRON
ajis02-310	209	13	characterises	characterise	VERB
ajis02-310	209	14	the	the	DET
ajis02-310	209	15	concept	concept	NOUN
ajis02-310	209	16	satisfied	satisfy	VERB
ajis02-310	209	17	by	by	ADP
ajis02-310	209	18	all	all	PRON
ajis02-310	209	19	of	of	ADP
ajis02-310	209	20	the	the	DET
ajis02-310	209	21	relevant	relevant	ADJ
ajis02-310	209	22	data	datum	NOUN
ajis02-310	209	23	in	in	ADP
ajis02-310	209	24	the	the	DET
ajis02-310	209	25	database	database	NOUN
ajis02-310	209	26	(	(	PUNCT
ajis02-310	209	27	han	han	PROPN
ajis02-310	209	28	,	,	PUNCT
ajis02-310	209	29	cai	cai	PROPN
ajis02-310	209	30	and	and	CCONJ
ajis02-310	209	31	cercone	cercone	NOUN
ajis02-310	209	32	1993	1993	NUM
ajis02-310	209	33	)	)	PUNCT
ajis02-310	209	34	.	.	PUNCT
ajis02-310	210	1	characteristic	characteristic	ADJ
ajis02-310	210	2	rules	rule	NOUN
ajis02-310	210	3	are	be	AUX
ajis02-310	210	4	essentially	essentially	ADV
ajis02-310	210	5	rules	rule	NOUN
ajis02-310	210	6	that	that	PRON
ajis02-310	210	7	describe	describe	VERB
ajis02-310	210	8	the	the	DET
ajis02-310	210	9	characteristics	characteristic	NOUN
ajis02-310	210	10	of	of	ADP
ajis02-310	210	11	a	a	DET
ajis02-310	210	12	concept	concept	NOUN
ajis02-310	210	13	,	,	PUNCT
ajis02-310	210	14	via	via	ADP
ajis02-310	210	15	an	an	DET
ajis02-310	210	16	abstraction	abstraction	NOUN
ajis02-310	210	17	based	base	VERB
ajis02-310	210	18	upon	upon	SCONJ
ajis02-310	210	19	the	the	DET
ajis02-310	210	20	data	datum	NOUN
ajis02-310	210	21	in	in	ADP
ajis02-310	210	22	the	the	DET
ajis02-310	210	23	database	database	NOUN
ajis02-310	210	24	.	.	PUNCT
ajis02-310	211	1	the	the	DET
ajis02-310	211	2	need	need	NOUN
ajis02-310	211	3	to	to	PART
ajis02-310	211	4	provide	provide	VERB
ajis02-310	211	5	generalisations	generalisation	NOUN
ajis02-310	211	6	to	to	PART
ajis02-310	211	7	describe	describe	VERB
ajis02-310	211	8	concepts	concept	NOUN
ajis02-310	211	9	means	mean	VERB
ajis02-310	211	10	that	that	SCONJ
ajis02-310	211	11	a	a	DET
ajis02-310	211	12	path	path	NOUN
ajis02-310	211	13	of	of	ADP
ajis02-310	211	14	generalisation	generalisation	NOUN
ajis02-310	211	15	,	,	PUNCT
ajis02-310	211	16	such	such	ADJ
ajis02-310	211	17	as	as	ADP
ajis02-310	211	18	a	a	DET
ajis02-310	211	19	conceptual	conceptual	ADJ
ajis02-310	211	20	hierarchy	hierarchy	NOUN
ajis02-310	211	21	,	,	PUNCT
ajis02-310	211	22	is	be	AUX
ajis02-310	211	23	typically	typically	ADV
ajis02-310	211	24	required	require	VERB
ajis02-310	211	25	as	as	ADP
ajis02-310	211	26	domain	domain	NOUN
ajis02-310	211	27	knowledge	knowledge	NOUN
ajis02-310	211	28	.	.	PUNCT
ajis02-310	212	1	characteristic	characteristic	ADJ
ajis02-310	212	2	rules	rule	NOUN
ajis02-310	212	3	make	make	VERB
ajis02-310	212	4	no	no	DET
ajis02-310	212	5	explicit	explicit	ADJ
ajis02-310	212	6	reference	reference	NOUN
ajis02-310	212	7	to	to	ADP
ajis02-310	212	8	relationships	relationship	NOUN
ajis02-310	212	9	between	between	ADP
ajis02-310	212	10	entities	entity	NOUN
ajis02-310	212	11	,	,	PUNCT
ajis02-310	212	12	or	or	CCONJ
ajis02-310	212	13	means	mean	NOUN
ajis02-310	212	14	of	of	ADP
ajis02-310	212	15	classifying	classify	VERB
ajis02-310	212	16	them	they	PRON
ajis02-310	212	17	.	.	PUNCT
ajis02-310	213	1	however	however	ADV
ajis02-310	213	2	,	,	PUNCT
ajis02-310	213	3	characteristic	characteristic	ADJ
ajis02-310	213	4	knowledge	knowledge	NOUN
ajis02-310	213	5	is	be	AUX
ajis02-310	213	6	useful	useful	ADJ
ajis02-310	213	7	for	for	ADP
ajis02-310	213	8	providing	provide	VERB
ajis02-310	213	9	a	a	DET
ajis02-310	213	10	summary	summary	NOUN
ajis02-310	213	11	or	or	CCONJ
ajis02-310	213	12	abstraction	abstraction	NOUN
ajis02-310	213	13	of	of	ADP
ajis02-310	213	14	the	the	DET
ajis02-310	213	15	data	datum	NOUN
ajis02-310	213	16	it	it	PRON
ajis02-310	213	17	describes	describe	VERB
ajis02-310	213	18	,	,	PUNCT
ajis02-310	213	19	which	which	PRON
ajis02-310	213	20	may	may	AUX
ajis02-310	213	21	be	be	AUX
ajis02-310	213	22	used	use	VERB
ajis02-310	213	23	for	for	ADP
ajis02-310	213	24	applications	application	NOUN
ajis02-310	213	25	such	such	ADJ
ajis02-310	213	26	as	as	ADP
ajis02-310	213	27	query	query	NOUN
ajis02-310	213	28	optimisation	optimisation	NOUN
ajis02-310	213	29	,	,	PUNCT
ajis02-310	213	30	integrity	integrity	NOUN
ajis02-310	213	31	enforcement	enforcement	NOUN
ajis02-310	213	32	or	or	CCONJ
ajis02-310	213	33	the	the	DET
ajis02-310	213	34	automatic	automatic	ADJ
ajis02-310	213	35	discovery	discovery	NOUN
ajis02-310	213	36	of	of	ADP
ajis02-310	213	37	dependencies	dependency	NOUN
ajis02-310	213	38	.	.	PUNCT
ajis02-310	214	1	han	han	PROPN
ajis02-310	214	2	et	et	PROPN
ajis02-310	214	3	al	al	PROPN
ajis02-310	214	4	.	.	PROPN
ajis02-310	215	1	(	(	PUNCT
ajis02-310	215	2	1993	1993	NUM
ajis02-310	215	3	)	)	PUNCT
ajis02-310	215	4	describe	describe	VERB
ajis02-310	215	5	an	an	DET
ajis02-310	215	6	approach	approach	NOUN
ajis02-310	215	7	to	to	ADP
ajis02-310	215	8	learning	learn	VERB
ajis02-310	215	9	characterisation	characterisation	NOUN
ajis02-310	215	10	rules	rule	NOUN
ajis02-310	215	11	that	that	PRON
ajis02-310	215	12	is	be	AUX
ajis02-310	215	13	based	base	VERB
ajis02-310	215	14	on	on	ADP
ajis02-310	215	15	a	a	DET
ajis02-310	215	16	process	process	NOUN
ajis02-310	215	17	of	of	ADP
ajis02-310	215	18	concept	concept	NOUN
ajis02-310	215	19	ascension	ascension	NOUN
ajis02-310	215	20	.	.	PUNCT
ajis02-310	216	1	within	within	ADP
ajis02-310	216	2	this	this	DET
ajis02-310	216	3	model	model	NOUN
ajis02-310	216	4	generalisation	generalisation	NOUN
ajis02-310	216	5	occurs	occur	VERB
ajis02-310	216	6	at	at	ADP
ajis02-310	216	7	the	the	DET
ajis02-310	216	8	attribute	attribute	NOUN
ajis02-310	216	9	level	level	NOUN
ajis02-310	216	10	,	,	PUNCT
ajis02-310	216	11	following	follow	VERB
ajis02-310	216	12	a	a	DET
ajis02-310	216	13	generalisation	generalisation	NOUN
ajis02-310	216	14	hierarchy	hierarchy	NOUN
ajis02-310	216	15	provided	provide	VERB
ajis02-310	216	16	as	as	ADP
ajis02-310	216	17	domain	domain	NOUN
ajis02-310	216	18	knowledge	knowledge	NOUN
ajis02-310	216	19	.	.	PUNCT
ajis02-310	217	1	this	this	DET
ajis02-310	217	2	approach	approach	NOUN
ajis02-310	217	3	assumes	assume	VERB
ajis02-310	217	4	that	that	SCONJ
ajis02-310	217	5	such	such	DET
ajis02-310	217	6	a	a	DET
ajis02-310	217	7	hierarchy	hierarchy	NOUN
ajis02-310	217	8	is	be	AUX
ajis02-310	217	9	available	available	ADJ
ajis02-310	217	10	.	.	PUNCT
ajis02-310	218	1	both	both	DET
ajis02-310	218	2	a	a	DET
ajis02-310	218	3	qualitative	qualitative	ADJ
ajis02-310	218	4	and	and	CCONJ
ajis02-310	218	5	quantitative	quantitative	ADJ
ajis02-310	218	6	algorithm	algorithm	NOUN
ajis02-310	218	7	has	have	AUX
ajis02-310	218	8	been	be	AUX
ajis02-310	218	9	developed	develop	VERB
ajis02-310	218	10	.	.	PUNCT
ajis02-310	219	1	the	the	DET
ajis02-310	219	2	quantitative	quantitative	ADJ
ajis02-310	219	3	algorithm	algorithm	NOUN
ajis02-310	219	4	facilitates	facilitate	VERB
ajis02-310	219	5	statistical	statistical	ADJ
ajis02-310	219	6	methods	method	NOUN
ajis02-310	219	7	,	,	PUNCT
ajis02-310	219	8	whereas	whereas	SCONJ
ajis02-310	219	9	the	the	DET
ajis02-310	219	10	qualitative	qualitative	ADJ
ajis02-310	219	11	method	method	NOUN
ajis02-310	219	12	can	can	AUX
ajis02-310	219	13	be	be	AUX
ajis02-310	219	14	used	use	VERB
ajis02-310	219	15	for	for	ADP
ajis02-310	219	16	purposes	purpose	NOUN
ajis02-310	219	17	such	such	ADJ
ajis02-310	219	18	as	as	ADP
ajis02-310	219	19	complete	complete	ADJ
ajis02-310	219	20	induction	induction	NOUN
ajis02-310	219	21	of	of	ADP
ajis02-310	219	22	the	the	DET
ajis02-310	219	23	entire	entire	ADJ
ajis02-310	219	24	data	datum	NOUN
ajis02-310	219	25	set	set	VERB
ajis02-310	219	26	.	.	PUNCT
ajis02-310	220	1	lu	lu	PROPN
ajis02-310	220	2	et	et	PROPN
ajis02-310	220	3	al	al	PROPN
ajis02-310	220	4	,	,	PUNCT
ajis02-310	220	5	describe	describe	VERB
ajis02-310	220	6	similar	similar	ADJ
ajis02-310	220	7	techniques	technique	NOUN
ajis02-310	220	8	to	to	PART
ajis02-310	220	9	induce	induce	VERB
ajis02-310	220	10	characteristic	characteristic	ADJ
ajis02-310	220	11	rules	rule	NOUN
ajis02-310	220	12	from	from	ADP
ajis02-310	220	13	spatial	spatial	ADJ
ajis02-310	220	14	data	datum	NOUN
ajis02-310	220	15	(	(	PUNCT
ajis02-310	220	16	lu	lu	PROPN
ajis02-310	220	17	,	,	PUNCT
ajis02-310	220	18	han	han	PROPN
ajis02-310	220	19	and	and	CCONJ
ajis02-310	220	20	ooi	ooi	PROPN
ajis02-310	220	21	1993	1993	NUM
ajis02-310	220	22	)	)	PUNCT
ajis02-310	220	23	.	.	PUNCT
ajis02-310	221	1	association	association	NOUN
ajis02-310	221	2	rules	rule	VERB
ajis02-310	221	3	the	the	DET
ajis02-310	221	4	discovery	discovery	NOUN
ajis02-310	221	5	of	of	ADP
ajis02-310	221	6	association	association	NOUN
ajis02-310	221	7	rules	rule	NOUN
ajis02-310	221	8	in	in	ADP
ajis02-310	221	9	large	large	ADJ
ajis02-310	221	10	databases	database	NOUN
ajis02-310	221	11	was	be	AUX
ajis02-310	221	12	first	first	ADV
ajis02-310	221	13	described	describe	VERB
ajis02-310	221	14	by	by	ADP
ajis02-310	221	15	agrawal	agrawal	PROPN
ajis02-310	221	16	et	et	PROPN
ajis02-310	221	17	al	al	PROPN
ajis02-310	221	18	.	.	PROPN
ajis02-310	222	1	(	(	PUNCT
ajis02-310	222	2	1993	1993	NUM
ajis02-310	222	3	)	)	PUNCT
ajis02-310	222	4	.	.	PUNCT
ajis02-310	223	1	the	the	DET
ajis02-310	223	2	initial	initial	ADJ
ajis02-310	223	3	motivation	motivation	NOUN
ajis02-310	223	4	for	for	ADP
ajis02-310	223	5	association	association	NOUN
ajis02-310	223	6	rules	rule	NOUN
ajis02-310	223	7	was	be	AUX
ajis02-310	223	8	to	to	PART
ajis02-310	223	9	aid	aid	VERB
ajis02-310	223	10	in	in	ADP
ajis02-310	223	11	the	the	DET
ajis02-310	223	12	analysis	analysis	NOUN
ajis02-310	223	13	of	of	ADP
ajis02-310	223	14	large	large	ADJ
ajis02-310	223	15	transaction	transaction	NOUN
ajis02-310	223	16	databases	database	NOUN
ajis02-310	223	17	,	,	PUNCT
ajis02-310	223	18	such	such	ADJ
ajis02-310	223	19	as	as	ADP
ajis02-310	223	20	those	those	PRON
ajis02-310	223	21	collected	collect	VERB
ajis02-310	223	22	by	by	ADP
ajis02-310	223	23	supermarkets	supermarket	NOUN
ajis02-310	223	24	.	.	PUNCT
ajis02-310	224	1	the	the	DET
ajis02-310	224	2	discovery	discovery	NOUN
ajis02-310	224	3	of	of	ADP
ajis02-310	224	4	associations	association	NOUN
ajis02-310	224	5	between	between	ADP
ajis02-310	224	6	the	the	DET
ajis02-310	224	7	purchase	purchase	NOUN
ajis02-310	224	8	of	of	ADP
ajis02-310	224	9	various	various	ADJ
ajis02-310	224	10	line	line	NOUN
ajis02-310	224	11	items	item	NOUN
ajis02-310	224	12	can	can	AUX
ajis02-310	224	13	potentially	potentially	ADV
ajis02-310	224	14	aid	aid	VERB
ajis02-310	224	15	decision	decision	NOUN
ajis02-310	224	16	making	making	NOUN
ajis02-310	224	17	within	within	ADP
ajis02-310	224	18	retail	retail	ADJ
ajis02-310	224	19	organisations	organisation	NOUN
ajis02-310	224	20	.	.	PUNCT
ajis02-310	225	1	transaction	transaction	NOUN
ajis02-310	225	2	databases	database	NOUN
ajis02-310	225	3	are	be	AUX
ajis02-310	225	4	therefore	therefore	ADV
ajis02-310	225	5	the	the	DET
ajis02-310	225	6	primary	primary	ADJ
ajis02-310	225	7	domain	domain	NOUN
ajis02-310	225	8	targeted	target	VERB
ajis02-310	225	9	for	for	ADP
ajis02-310	225	10	association	association	NOUN
ajis02-310	225	11	rule	rule	NOUN
ajis02-310	225	12	discovery	discovery	NOUN
ajis02-310	225	13	.	.	PUNCT
ajis02-310	226	1	using	use	VERB
ajis02-310	226	2	the	the	DET
ajis02-310	226	3	formalism	formalism	NOUN
ajis02-310	226	4	provided	provide	VERB
ajis02-310	226	5	by	by	ADP
ajis02-310	226	6	agrawal	agrawal	PROPN
ajis02-310	226	7	etal	etal	PROPN
ajis02-310	226	8	,	,	PUNCT
ajis02-310	226	9	association	association	NOUN
ajis02-310	226	10	rules	rule	NOUN
ajis02-310	226	11	can	can	AUX
ajis02-310	226	12	be	be	AUX
ajis02-310	226	13	defined	define	VERB
ajis02-310	226	14	as	as	SCONJ
ajis02-310	226	15	follows	follow	VERB
ajis02-310	226	16	.	.	PUNCT
ajis02-310	227	1	let	let	VERB
ajis02-310	227	2	i	i	PRON
ajis02-310	227	3	=	=	PUNCT
ajis02-310	228	1	i	i	PRON
ajis02-310	228	2	j	j	PROPN
ajis02-310	228	3	,	,	PUNCT
ajis02-310	228	4	\2,---	\2,---	PROPN
ajis02-310	228	5	,	,	PUNCT
ajis02-310	228	6	i	i	PRON
ajis02-310	228	7	m	m	AUX
ajis02-310	228	8	be	be	VERB
ajis02-310	228	9	a	a	DET
ajis02-310	228	10	set	set	NOUN
ajis02-310	228	11	of	of	ADP
ajis02-310	228	12	binary	binary	ADJ
ajis02-310	228	13	attributes	attribute	NOUN
ajis02-310	228	14	or	or	CCONJ
ajis02-310	228	15	items	item	NOUN
ajis02-310	228	16	and	and	CCONJ
ajis02-310	228	17	t	t	PROPN
ajis02-310	228	18	be	be	AUX
ajis02-310	228	19	a	a	DET
ajis02-310	228	20	database	database	NOUN
ajis02-310	228	21	of	of	ADP
ajis02-310	228	22	tuples	tuple	NOUN
ajis02-310	228	23	.	.	PUNCT
ajis02-310	229	1	association	association	NOUN
ajis02-310	229	2	rules	rule	NOUN
ajis02-310	229	3	were	be	AUX
ajis02-310	229	4	first	first	ADV
ajis02-310	229	5	proposed	propose	VERB
ajis02-310	229	6	for	for	ADP
ajis02-310	229	7	use	use	NOUN
ajis02-310	229	8	within	within	ADP
ajis02-310	229	9	transaction	transaction	NOUN
ajis02-310	229	10	databases	database	NOUN
ajis02-310	229	11	,	,	PUNCT
ajis02-310	229	12	where	where	SCONJ
ajis02-310	229	13	each	each	DET
ajis02-310	229	14	transaction	transaction	NOUN
ajis02-310	229	15	t	t	PROPN
ajis02-310	229	16	is	be	AUX
ajis02-310	229	17	recorded	record	VERB
ajis02-310	229	18	with	with	ADP
ajis02-310	229	19	a	a	DET
ajis02-310	229	20	corresponding	correspond	VERB
ajis02-310	229	21	tuple	tuple	NOUN
ajis02-310	229	22	.	.	PUNCT
ajis02-310	230	1	hence	hence	ADV
ajis02-310	230	2	attributes	attribute	VERB
ajis02-310	230	3	represented	represent	VERB
ajis02-310	230	4	items	item	NOUN
ajis02-310	230	5	and	and	CCONJ
ajis02-310	230	6	were	be	AUX
ajis02-310	230	7	limited	limit	VERB
ajis02-310	230	8	to	to	ADP
ajis02-310	230	9	a	a	DET
ajis02-310	230	10	binary	binary	ADJ
ajis02-310	230	11	domain	domain	NOUN
ajis02-310	230	12	where	where	SCONJ
ajis02-310	230	13	t(k	t(k	NOUN
ajis02-310	230	14	)	)	PUNCT
ajis02-310	230	15	=	=	SYM
ajis02-310	231	1	1	1	NUM
ajis02-310	231	2	indicated	indicate	VERB
ajis02-310	231	3	that	that	SCONJ
ajis02-310	231	4	the	the	DET
ajis02-310	231	5	item	item	NOUN
ajis02-310	231	6	1̂	1̂	NUM
ajis02-310	231	7	had	have	AUX
ajis02-310	231	8	been	be	AUX
ajis02-310	231	9	purchased	purchase	VERB
ajis02-310	231	10	as	as	ADP
ajis02-310	231	11	part	part	NOUN
ajis02-310	231	12	of	of	ADP
ajis02-310	231	13	the	the	DET
ajis02-310	231	14	transaction	transaction	NOUN
ajis02-310	231	15	,	,	PUNCT
ajis02-310	231	16	and	and	CCONJ
ajis02-310	231	17	t(k	t(k	NOUN
ajis02-310	231	18	)	)	PUNCT
ajis02-310	232	1	=	=	SYM
ajis02-310	232	2	0	0	NUM
ajis02-310	232	3	indicated	indicate	VERB
ajis02-310	232	4	that	that	SCONJ
ajis02-310	232	5	it	it	PRON
ajis02-310	232	6	had	have	VERB
ajis02-310	232	7	not	not	PART
ajis02-310	232	8	.	.	PUNCT
ajis02-310	233	1	association	association	NOUN
ajis02-310	233	2	rules	rule	NOUN
ajis02-310	233	3	in	in	ADP
ajis02-310	233	4	this	this	DET
ajis02-310	233	5	form	form	NOUN
ajis02-310	233	6	can	can	AUX
ajis02-310	233	7	however	however	ADV
ajis02-310	233	8	be	be	AUX
ajis02-310	233	9	generalised	generalise	VERB
ajis02-310	233	10	to	to	ADP
ajis02-310	233	11	any	any	DET
ajis02-310	233	12	attribute	attribute	NOUN
ajis02-310	233	13	domain	domain	NOUN
ajis02-310	233	14	in	in	ADP
ajis02-310	233	15	which	which	PRON
ajis02-310	233	16	one	one	NUM
ajis02-310	233	17	set	set	NOUN
ajis02-310	233	18	of	of	ADP
ajis02-310	233	19	domain	domain	NOUN
ajis02-310	233	20	values	value	NOUN
ajis02-310	233	21	corresponds	correspond	VERB
ajis02-310	233	22	to	to	ADP
ajis02-310	233	23	1	1	NUM
ajis02-310	233	24	and	and	CCONJ
ajis02-310	233	25	another	another	PRON
ajis02-310	233	26	set	set	NOUN
ajis02-310	233	27	to	to	ADP
ajis02-310	233	28	0	0	NUM
ajis02-310	233	29	.	.	PUNCT
ajis02-310	234	1	for	for	ADP
ajis02-310	234	2	example	example	NOUN
ajis02-310	234	3	within	within	ADP
ajis02-310	234	4	a	a	DET
ajis02-310	234	5	university	university	NOUN
ajis02-310	234	6	database	database	NOUN
ajis02-310	234	7	domain	domain	NOUN
ajis02-310	234	8	values	value	NOUN
ajis02-310	234	9	corresponding	correspond	VERB
ajis02-310	234	10	to	to	ADP
ajis02-310	234	11	science	science	NOUN
ajis02-310	234	12	subjects	subject	NOUN
ajis02-310	234	13	{	{	PUNCT
ajis02-310	234	14	chemistry	chemistry	NOUN
ajis02-310	234	15	,	,	PUNCT
ajis02-310	234	16	maths	math	NOUN
ajis02-310	234	17	,	,	PUNCT
ajis02-310	234	18	physics	physics	PROPN
ajis02-310	234	19	}	}	PUNCT
ajis02-310	234	20	may	may	AUX
ajis02-310	234	21	be	be	AUX
ajis02-310	234	22	assigned	assign	VERB
ajis02-310	234	23	the	the	DET
ajis02-310	234	24	value	value	NOUN
ajis02-310	234	25	1	1	NUM
ajis02-310	234	26	,	,	PUNCT
ajis02-310	234	27	and	and	CCONJ
ajis02-310	234	28	humanities	humanity	NOUN
ajis02-310	234	29	subjects	subject	NOUN
ajis02-310	234	30	{	{	PUNCT
ajis02-310	234	31	literature	literature	NOUN
ajis02-310	234	32	,	,	PUNCT
ajis02-310	234	33	modern	modern	ADJ
ajis02-310	234	34	art	art	NOUN
ajis02-310	234	35	,	,	PUNCT
ajis02-310	234	36	environmental	environmental	ADJ
ajis02-310	234	37	design	design	NOUN
ajis02-310	234	38	}	}	PUNCT
ajis02-310	234	39	assigned	assign	VERB
ajis02-310	234	40	the	the	DET
ajis02-310	234	41	value	value	NOUN
ajis02-310	234	42	0	0	NUM
ajis02-310	234	43	.	.	PUNCT
ajis02-310	235	1	therefore	therefore	ADV
ajis02-310	235	2	t	t	PROPN
ajis02-310	235	3	may	may	AUX
ajis02-310	235	4	be	be	AUX
ajis02-310	235	5	any	any	DET
ajis02-310	235	6	tuple	tuple	NOUN
ajis02-310	235	7	with	with	ADP
ajis02-310	235	8	binary	binary	ADJ
ajis02-310	235	9	domain	domain	NOUN
ajis02-310	235	10	attributes	attribute	NOUN
ajis02-310	235	11	,	,	PUNCT
ajis02-310	235	12	which	which	PRON
ajis02-310	235	13	need	need	AUX
ajis02-310	235	14	not	not	PART
ajis02-310	235	15	represent	represent	VERB
ajis02-310	235	16	a	a	DET
ajis02-310	235	17	transaction	transaction	NOUN
ajis02-310	235	18	.	.	PUNCT
ajis02-310	236	1	let	let	VERB
ajis02-310	236	2	x	x	PRON
ajis02-310	236	3	be	be	AUX
ajis02-310	236	4	a	a	DET
ajis02-310	236	5	set	set	NOUN
ajis02-310	236	6	of	of	ADP
ajis02-310	236	7	some	some	DET
ajis02-310	236	8	attributes	attribute	NOUN
ajis02-310	236	9	in	in	ADP
ajis02-310	236	10	i.	i.	NOUN
ajis02-310	236	11	we	we	PRON
ajis02-310	236	12	say	say	VERB
ajis02-310	236	13	that	that	SCONJ
ajis02-310	236	14	a	a	DET
ajis02-310	236	15	transaction	transaction	NOUN
ajis02-310	236	16	t	t	NOUN
ajis02-310	236	17	satisfies	satisfy	VERB
ajis02-310	236	18	x	x	PUNCT
ajis02-310	236	19	if	if	SCONJ
ajis02-310	236	20	for	for	ADP
ajis02-310	236	21	all	all	DET
ajis02-310	236	22	attributes	attribute	NOUN
ajis02-310	236	23	1̂	1̂	NOUN
ajis02-310	236	24	in	in	ADP
ajis02-310	236	25	x	x	PROPN
ajis02-310	236	26	,	,	PUNCT
ajis02-310	236	27	t(k	t(k	NOUN
ajis02-310	236	28	)	)	PUNCT
ajis02-310	237	1	=	=	NOUN
ajis02-310	237	2	1	1	X
ajis02-310	237	3	.	.	PUNCT
ajis02-310	237	4	by	by	ADP
ajis02-310	237	5	an	an	DET
ajis02-310	237	6	association	association	NOUN
ajis02-310	237	7	rule	rule	NOUN
ajis02-310	237	8	,	,	PUNCT
ajis02-310	237	9	we	we	PRON
ajis02-310	237	10	mean	mean	VERB
ajis02-310	237	11	an	an	DET
ajis02-310	237	12	implication	implication	NOUN
ajis02-310	237	13	of	of	ADP
ajis02-310	237	14	the	the	DET
ajis02-310	237	15	form	form	NOUN
ajis02-310	237	16	x	x	PUNCT
ajis02-310	237	17	̂	̂	X
ajis02-310	237	18	y	y	PROPN
ajis02-310	237	19	where	where	SCONJ
ajis02-310	237	20	x	x	X
ajis02-310	237	21	,	,	PUNCT
ajis02-310	237	22	the	the	DET
ajis02-310	237	23	antecedent	antecedent	NOUN
ajis02-310	237	24	,	,	PUNCT
ajis02-310	237	25	is	be	AUX
ajis02-310	237	26	a	a	DET
ajis02-310	237	27	set	set	NOUN
ajis02-310	237	28	of	of	ADP
ajis02-310	237	29	attributes	attribute	NOUN
ajis02-310	237	30	in	in	ADP
ajis02-310	237	31	i	i	PRON
ajis02-310	237	32	and	and	CCONJ
ajis02-310	237	33	y	y	PROPN
ajis02-310	237	34	,	,	PUNCT
ajis02-310	237	35	the	the	DET
ajis02-310	237	36	consequent	consequent	NOUN
ajis02-310	237	37	,	,	PUNCT
ajis02-310	237	38	is	be	AUX
ajis02-310	237	39	a	a	DET
ajis02-310	237	40	set	set	NOUN
ajis02-310	237	41	of	of	ADP
ajis02-310	237	42	attributes	attribute	NOUN
ajis02-310	237	43	in	in	ADP
ajis02-310	237	44	i	i	PRON
ajis02-310	237	45	that	that	PRON
ajis02-310	237	46	is	be	AUX
ajis02-310	237	47	not	not	PART
ajis02-310	237	48	present	present	ADJ
ajis02-310	237	49	in	in	ADP
ajis02-310	237	50	x.	x.	NOUN
ajis02-310	237	51	the	the	DET
ajis02-310	237	52	rule	rule	NOUN
ajis02-310	237	53	x	x	PUNCT
ajis02-310	237	54	=	=	X
ajis02-310	237	55	>	>	X
ajis02-310	237	56	y	y	PROPN
ajis02-310	237	57	is	be	AUX
ajis02-310	237	58	satisfied	satisfied	ADJ
ajis02-310	237	59	in	in	ADP
ajis02-310	237	60	the	the	DET
ajis02-310	237	61	set	set	NOUN
ajis02-310	237	62	of	of	ADP
ajis02-310	237	63	transactions	transaction	NOUN
ajis02-310	237	64	t	t	NOUN
ajis02-310	237	65	with	with	ADP
ajis02-310	237	66	the	the	DET
ajis02-310	237	67	confidence	confidence	NOUN
ajis02-310	237	68	factor	factor	NOUN
ajis02-310	237	69	0	0	PUNCT
ajis02-310	237	70	<	<	X
ajis02-310	237	71	c	c	X
ajis02-310	237	72	<	<	X
ajis02-310	237	73	1	1	NUM
ajis02-310	237	74	iff	iff	NOUN
ajis02-310	237	75	at	at	ADV
ajis02-310	237	76	least	least	ADJ
ajis02-310	237	77	c%	c%	VERB
ajis02-310	237	78	of	of	ADP
ajis02-310	237	79	transactions	transaction	NOUN
ajis02-310	237	80	in	in	ADP
ajis02-310	237	81	t	t	PROPN
ajis02-310	237	82	that	that	DET
ajis02-310	237	83	satisfy	satisfy	NOUN
ajis02-310	237	84	x	x	PUNCT
ajis02-310	237	85	also	also	ADV
ajis02-310	237	86	satisfy	satisfy	VERB
ajis02-310	237	87	y.	y.	PROPN
ajis02-310	238	1	we	we	PRON
ajis02-310	238	2	will	will	AUX
ajis02-310	238	3	use	use	VERB
ajis02-310	238	4	the	the	DET
ajis02-310	238	5	notation	notation	NOUN
ajis02-310	238	6	x	x	PUNCT
ajis02-310	238	7	=	=	NOUN
ajis02-310	238	8	>	>	X
ajis02-310	238	9	yl	yl	NOUN
ajis02-310	238	10	c	c	NOUN
ajis02-310	238	11	to	to	PART
ajis02-310	238	12	specify	specify	VERB
ajis02-310	238	13	that	that	SCONJ
ajis02-310	238	14	the	the	DET
ajis02-310	238	15	rule	rule	NOUN
ajis02-310	238	16	x	x	PUNCT
ajis02-310	239	1	=	=	X
ajis02-310	239	2	*	*	NOUN
ajis02-310	239	3	y	y	PROPN
ajis02-310	239	4	has	have	VERB
ajis02-310	239	5	a	a	DET
ajis02-310	239	6	confidence	confidence	NOUN
ajis02-310	239	7	factor	factor	NOUN
ajis02-310	239	8	of	of	ADP
ajis02-310	239	9	c.	c.	PROPN
ajis02-310	239	10	association	association	PROPN
ajis02-310	239	11	rules	rule	NOUN
ajis02-310	239	12	are	be	AUX
ajis02-310	239	13	particularly	particularly	ADV
ajis02-310	239	14	applicable	applicable	ADJ
ajis02-310	239	15	to	to	ADP
ajis02-310	239	16	commercial	commercial	ADJ
ajis02-310	239	17	data	datum	NOUN
ajis02-310	239	18	mining	mining	NOUN
ajis02-310	239	19	applications	application	NOUN
ajis02-310	239	20	.	.	PUNCT
ajis02-310	240	1	for	for	ADP
ajis02-310	240	2	instance	instance	NOUN
ajis02-310	240	3	,	,	PUNCT
ajis02-310	240	4	in	in	ADP
ajis02-310	240	5	a	a	DET
ajis02-310	240	6	database	database	NOUN
ajis02-310	240	7	containing	contain	VERB
ajis02-310	240	8	details	detail	NOUN
ajis02-310	240	9	of	of	ADP
ajis02-310	240	10	product	product	NOUN
ajis02-310	240	11	sales	sale	NOUN
ajis02-310	240	12	they	they	PRON
ajis02-310	240	13	allow	allow	VERB
ajis02-310	240	14	the	the	DET
ajis02-310	240	15	user	user	NOUN
ajis02-310	240	16	to	to	PART
ajis02-310	240	17	request	request	VERB
ajis02-310	240	18	knowledge	knowledge	NOUN
ajis02-310	240	19	such	such	ADJ
ajis02-310	240	20	as	as	ADP
ajis02-310	240	21	:	:	PUNCT
ajis02-310	240	22	find	find	VERB
ajis02-310	240	23	any	any	DET
ajis02-310	240	24	rules	rule	NOUN
ajis02-310	240	25	that	that	PRON
ajis02-310	240	26	have	have	VERB
ajis02-310	240	27	diet	diet	NOUN
ajis02-310	240	28	lemonade	lemonade	PROPN
ajis02-310	240	29	as	as	ADP
ajis02-310	240	30	the	the	DET
ajis02-310	240	31	consequent	consequent	NOUN
ajis02-310	240	32	such	such	DET
ajis02-310	240	33	a	a	DET
ajis02-310	240	34	request	request	NOUN
ajis02-310	240	35	enables	enable	VERB
ajis02-310	240	36	market	market	NOUN
ajis02-310	240	37	analysts	analyst	NOUN
ajis02-310	240	38	to	to	PART
ajis02-310	240	39	find	find	VERB
ajis02-310	240	40	the	the	DET
ajis02-310	240	41	factors	factor	NOUN
ajis02-310	240	42	affecting	affect	VERB
ajis02-310	240	43	the	the	DET
ajis02-310	240	44	sale	sale	NOUN
ajis02-310	240	45	of	of	ADP
ajis02-310	240	46	diet	diet	PROPN
ajis02-310	240	47	lemonade	lemonade	PROPN
ajis02-310	240	48	.	.	PUNCT
ajis02-310	241	1	conversely	conversely	ADV
ajis02-310	241	2	learning	learn	VERB
ajis02-310	241	3	requests	request	NOUN
ajis02-310	241	4	regarding	regard	VERB
ajis02-310	241	5	the	the	DET
ajis02-310	241	6	antecedent	antecedent	NOUN
ajis02-310	241	7	can	can	AUX
ajis02-310	241	8	be	be	AUX
ajis02-310	241	9	asked	ask	VERB
ajis02-310	241	10	,	,	PUNCT
ajis02-310	241	11	such	such	ADJ
ajis02-310	241	12	as	as	ADP
ajis02-310	241	13	:	:	PUNCT
ajis02-310	241	14	find	find	VERB
ajis02-310	241	15	any	any	DET
ajis02-310	241	16	rules	rule	NOUN
ajis02-310	241	17	that	that	PRON
ajis02-310	241	18	have	have	VERB
ajis02-310	241	19	taco	taco	NOUN
ajis02-310	241	20	shells	shell	NOUN
ajis02-310	241	21	in	in	ADP
ajis02-310	241	22	the	the	DET
ajis02-310	241	23	antecedent	antecedent	NOUN
ajis02-310	241	24	requests	request	NOUN
ajis02-310	241	25	such	such	ADJ
ajis02-310	241	26	as	as	ADP
ajis02-310	241	27	this	this	PRON
ajis02-310	241	28	that	that	PRON
ajis02-310	241	29	involve	involve	AUX
ajis02-310	241	30	finding	find	VERB
ajis02-310	241	31	rules	rule	NOUN
ajis02-310	241	32	with	with	ADP
ajis02-310	241	33	an	an	DET
ajis02-310	241	34	item	item	NOUN
ajis02-310	241	35	in	in	ADP
ajis02-310	241	36	the	the	DET
ajis02-310	241	37	antecedent	antecedent	NOUN
ajis02-310	241	38	can	can	AUX
ajis02-310	241	39	help	help	VERB
ajis02-310	241	40	analysts	analyst	NOUN
ajis02-310	241	41	in	in	ADP
ajis02-310	241	42	determining	determine	VERB
ajis02-310	241	43	how	how	SCONJ
ajis02-310	241	44	the	the	DET
ajis02-310	241	45	particular	particular	ADJ
ajis02-310	241	46	item	item	NOUN
ajis02-310	241	47	may	may	AUX
ajis02-310	241	48	be	be	AUX
ajis02-310	241	49	associated	associate	VERB
ajis02-310	241	50	with	with	ADP
ajis02-310	241	51	the	the	DET
ajis02-310	241	52	purchase	purchase	NOUN
ajis02-310	241	53	of	of	ADP
ajis02-310	241	54	other	other	ADJ
ajis02-310	241	55	items	item	NOUN
ajis02-310	241	56	or	or	CCONJ
ajis02-310	241	57	more	more	ADV
ajis02-310	241	58	generally	generally	ADV
ajis02-310	241	59	,	,	PUNCT
ajis02-310	241	60	indicate	indicate	VERB
ajis02-310	241	61	to	to	ADP
ajis02-310	241	62	researchers	researcher	NOUN
ajis02-310	241	63	possible	possible	ADJ
ajis02-310	241	64	correlations	correlation	NOUN
ajis02-310	241	65	that	that	PRON
ajis02-310	241	66	may	may	AUX
ajis02-310	241	67	be	be	AUX
ajis02-310	241	68	worth	worth	ADJ
ajis02-310	241	69	further	further	ADJ
ajis02-310	241	70	investigation	investigation	NOUN
ajis02-310	241	71	.	.	PUNCT
ajis02-310	242	1	as	as	ADP
ajis02-310	242	2	a	a	DET
ajis02-310	242	3	simplistic	simplistic	ADJ
ajis02-310	242	4	example	example	NOUN
ajis02-310	242	5	,	,	PUNCT
ajis02-310	242	6	it	it	PRON
ajis02-310	242	7	may	may	AUX
ajis02-310	242	8	be	be	AUX
ajis02-310	242	9	107	107	NUM
ajis02-310	242	10	ajis	ajis	NOUN
ajis02-310	242	11	vol	vol	NOUN
ajis02-310	242	12	.	.	PROPN
ajis02-310	243	1	6	6	NUM
ajis02-310	243	2	no	no	NOUN
ajis02-310	243	3	.	.	NOUN
ajis02-310	243	4	2	2	NUM
ajis02-310	243	5	may	may	PROPN
ajis02-310	243	6	1999	1999	NUM
ajis02-310	243	7	induced	induce	VERB
ajis02-310	243	8	that	that	SCONJ
ajis02-310	243	9	the	the	DET
ajis02-310	243	10	decision	decision	NOUN
ajis02-310	243	11	to	to	PART
ajis02-310	243	12	stop	stop	VERB
ajis02-310	243	13	selling	sell	VERB
ajis02-310	243	14	taco	taco	NOUN
ajis02-310	243	15	shells	shell	NOUN
ajis02-310	243	16	may	may	AUX
ajis02-310	243	17	lead	lead	VERB
ajis02-310	243	18	to	to	ADP
ajis02-310	243	19	a	a	DET
ajis02-310	243	20	significant	significant	ADJ
ajis02-310	243	21	fall	fall	NOUN
ajis02-310	243	22	in	in	ADP
ajis02-310	243	23	the	the	DET
ajis02-310	243	24	sale	sale	NOUN
ajis02-310	243	25	of	of	ADP
ajis02-310	243	26	related	related	ADJ
ajis02-310	243	27	products	product	NOUN
ajis02-310	243	28	such	such	ADJ
ajis02-310	243	29	as	as	ADP
ajis02-310	243	30	taco	taco	NOUN
ajis02-310	243	31	sauce	sauce	NOUN
ajis02-310	243	32	.	.	PUNCT
ajis02-310	244	1	the	the	DET
ajis02-310	244	2	strength	strength	NOUN
ajis02-310	244	3	of	of	ADP
ajis02-310	244	4	any	any	DET
ajis02-310	244	5	such	such	ADJ
ajis02-310	244	6	associations	association	NOUN
ajis02-310	244	7	could	could	AUX
ajis02-310	244	8	be	be	AUX
ajis02-310	244	9	tested	test	VERB
ajis02-310	244	10	using	use	VERB
ajis02-310	244	11	an	an	DET
ajis02-310	244	12	association	association	NOUN
ajis02-310	244	13	rule	rule	NOUN
ajis02-310	244	14	such	such	ADJ
ajis02-310	244	15	as	as	ADP
ajis02-310	244	16	the	the	DET
ajis02-310	244	17	one	one	NOUN
ajis02-310	244	18	above	above	ADV
ajis02-310	244	19	.	.	PUNCT
ajis02-310	245	1	this	this	DET
ajis02-310	245	2	approach	approach	NOUN
ajis02-310	245	3	may	may	AUX
ajis02-310	245	4	help	help	AUX
ajis02-310	245	5	identify	identify	VERB
ajis02-310	245	6	previously	previously	ADV
ajis02-310	245	7	unknown	unknown	ADJ
ajis02-310	245	8	or	or	CCONJ
ajis02-310	245	9	overlooked	overlook	VERB
ajis02-310	245	10	associations	association	NOUN
ajis02-310	245	11	,	,	PUNCT
ajis02-310	245	12	and	and	CCONJ
ajis02-310	245	13	test	test	VERB
ajis02-310	245	14	the	the	DET
ajis02-310	245	15	strength	strength	NOUN
ajis02-310	245	16	of	of	ADP
ajis02-310	245	17	associations	association	NOUN
ajis02-310	245	18	believed	believe	VERB
ajis02-310	245	19	to	to	PART
ajis02-310	245	20	exist	exist	VERB
ajis02-310	245	21	.	.	PUNCT
ajis02-310	246	1	meo	meo	PROPN
ajis02-310	246	2	et	et	PROPN
ajis02-310	246	3	al	al	PROPN
ajis02-310	246	4	.	.	PROPN
ajis02-310	246	5	describe	describe	VERB
ajis02-310	246	6	an	an	DET
ajis02-310	246	7	sql	sql	NOUN
ajis02-310	246	8	-	-	PUNCT
ajis02-310	246	9	like	like	ADJ
ajis02-310	246	10	operator	operator	NOUN
ajis02-310	246	11	for	for	ADP
ajis02-310	246	12	mining	mining	NOUN
ajis02-310	246	13	association	association	NOUN
ajis02-310	246	14	rules	rule	VERB
ajis02-310	246	15	mine	mine	NOUN
ajis02-310	246	16	rule	rule	NOUN
ajis02-310	246	17	(	(	PUNCT
ajis02-310	246	18	meo	meo	NOUN
ajis02-310	246	19	,	,	PUNCT
ajis02-310	246	20	psaila	psaila	NOUN
ajis02-310	246	21	and	and	CCONJ
ajis02-310	246	22	ceri	ceri	PROPN
ajis02-310	246	23	1996	1996	NUM
ajis02-310	246	24	)	)	PUNCT
ajis02-310	246	25	.	.	PUNCT
ajis02-310	247	1	this	this	DET
ajis02-310	247	2	operator	operator	NOUN
ajis02-310	247	3	may	may	AUX
ajis02-310	247	4	be	be	AUX
ajis02-310	247	5	utilised	utilise	VERB
ajis02-310	247	6	by	by	ADP
ajis02-310	247	7	systems	system	NOUN
ajis02-310	247	8	users	user	NOUN
ajis02-310	247	9	and	and	CCONJ
ajis02-310	247	10	analysts	analyst	NOUN
ajis02-310	247	11	to	to	ADP
ajis02-310	247	12	direct	direct	ADJ
ajis02-310	247	13	searches	search	NOUN
ajis02-310	247	14	such	such	ADJ
ajis02-310	247	15	as	as	ADP
ajis02-310	247	16	those	those	PRON
ajis02-310	247	17	described	describe	VERB
ajis02-310	247	18	above	above	ADV
ajis02-310	247	19	.	.	PUNCT
ajis02-310	248	1	an	an	DET
ajis02-310	248	2	itemset	itemset	NOUN
ajis02-310	248	3	can	can	AUX
ajis02-310	248	4	be	be	AUX
ajis02-310	248	5	defined	define	VERB
ajis02-310	248	6	as	as	ADP
ajis02-310	248	7	a	a	DET
ajis02-310	248	8	set	set	NOUN
ajis02-310	248	9	of	of	ADP
ajis02-310	248	10	line	line	NOUN
ajis02-310	248	11	items	item	NOUN
ajis02-310	248	12	purchased	purchase	VERB
ajis02-310	248	13	as	as	ADP
ajis02-310	248	14	part	part	NOUN
ajis02-310	248	15	of	of	ADP
ajis02-310	248	16	a	a	DET
ajis02-310	248	17	single	single	ADJ
ajis02-310	248	18	transaction	transaction	NOUN
ajis02-310	248	19	.	.	PUNCT
ajis02-310	249	1	the	the	DET
ajis02-310	249	2	initial	initial	ADJ
ajis02-310	249	3	algorithm	algorithm	NOUN
ajis02-310	249	4	,	,	PUNCT
ajis02-310	249	5	a/5	a/5	NUM
ajis02-310	249	6	,	,	PUNCT
ajis02-310	249	7	proposed	propose	VERB
ajis02-310	249	8	by	by	ADP
ajis02-310	249	9	agrawal	agrawal	PROPN
ajis02-310	249	10	et	et	PROPN
ajis02-310	249	11	al	al	PROPN
ajis02-310	249	12	,	,	PUNCT
ajis02-310	249	13	operates	operate	VERB
ajis02-310	249	14	by	by	ADP
ajis02-310	249	15	looking	look	VERB
ajis02-310	249	16	for	for	ADP
ajis02-310	249	17	itemsets	itemset	NOUN
ajis02-310	249	18	with	with	ADP
ajis02-310	249	19	the	the	DET
ajis02-310	249	20	required	require	VERB
ajis02-310	249	21	support	support	NOUN
ajis02-310	249	22	within	within	ADP
ajis02-310	249	23	the	the	DET
ajis02-310	249	24	database	database	NOUN
ajis02-310	249	25	,	,	PUNCT
ajis02-310	249	26	called	call	VERB
ajis02-310	249	27	large	large	ADJ
ajis02-310	249	28	itemsets	itemset	NOUN
ajis02-310	249	29	.	.	PUNCT
ajis02-310	250	1	trying	try	VERB
ajis02-310	250	2	to	to	PART
ajis02-310	250	3	find	find	VERB
ajis02-310	250	4	all	all	PRON
ajis02-310	250	5	of	of	ADP
ajis02-310	250	6	the	the	DET
ajis02-310	250	7	large	large	ADJ
ajis02-310	250	8	itemsets	itemset	NOUN
ajis02-310	250	9	in	in	ADP
ajis02-310	250	10	a	a	DET
ajis02-310	250	11	single	single	ADJ
ajis02-310	250	12	pass	pass	NOUN
ajis02-310	250	13	over	over	ADP
ajis02-310	250	14	the	the	DET
ajis02-310	250	15	data	data	NOUN
ajis02-310	250	16	is	be	AUX
ajis02-310	250	17	inefficient	inefficient	ADJ
ajis02-310	250	18	because	because	SCONJ
ajis02-310	250	19	most	most	ADJ
ajis02-310	250	20	of	of	ADP
ajis02-310	250	21	the	the	DET
ajis02-310	250	22	itemsets	itemset	NOUN
ajis02-310	250	23	that	that	PRON
ajis02-310	250	24	would	would	AUX
ajis02-310	250	25	be	be	AUX
ajis02-310	250	26	measured	measure	VERB
ajis02-310	250	27	are	be	AUX
ajis02-310	250	28	not	not	PART
ajis02-310	250	29	large	large	ADJ
ajis02-310	250	30	.	.	PUNCT
ajis02-310	251	1	the	the	DET
ajis02-310	251	2	a/5	a/5	NOUN
ajis02-310	251	3	technique	technique	NOUN
ajis02-310	251	4	reduces	reduce	VERB
ajis02-310	251	5	this	this	DET
ajis02-310	251	6	inefficiency	inefficiency	NOUN
ajis02-310	251	7	by	by	ADP
ajis02-310	251	8	making	make	VERB
ajis02-310	251	9	several	several	ADJ
ajis02-310	251	10	passes	pass	NOUN
ajis02-310	251	11	over	over	ADP
ajis02-310	251	12	the	the	DET
ajis02-310	251	13	data	datum	NOUN
ajis02-310	251	14	and	and	CCONJ
ajis02-310	251	15	using	use	VERB
ajis02-310	251	16	the	the	DET
ajis02-310	251	17	results	result	NOUN
ajis02-310	251	18	of	of	ADP
ajis02-310	251	19	the	the	DET
ajis02-310	251	20	current	current	ADJ
ajis02-310	251	21	pass	pass	NOUN
ajis02-310	251	22	to	to	PART
ajis02-310	251	23	produce	produce	VERB
ajis02-310	251	24	candidate	candidate	NOUN
ajis02-310	251	25	large	large	ADJ
ajis02-310	251	26	itemsets	itemset	NOUN
ajis02-310	251	27	to	to	PART
ajis02-310	251	28	evaluate	evaluate	VERB
ajis02-310	251	29	in	in	ADP
ajis02-310	251	30	the	the	DET
ajis02-310	251	31	next	next	ADJ
ajis02-310	251	32	pass	pass	NOUN
ajis02-310	251	33	.	.	PUNCT
ajis02-310	252	1	this	this	DET
ajis02-310	252	2	process	process	NOUN
ajis02-310	252	3	of	of	ADP
ajis02-310	252	4	discovering	discover	VERB
ajis02-310	252	5	large	large	ADJ
ajis02-310	252	6	itemsets	itemset	NOUN
ajis02-310	252	7	continues	continue	VERB
ajis02-310	252	8	until	until	SCONJ
ajis02-310	252	9	no	no	DET
ajis02-310	252	10	more	more	ADV
ajis02-310	252	11	large	large	ADJ
ajis02-310	252	12	itemsets	itemset	NOUN
ajis02-310	252	13	are	be	AUX
ajis02-310	252	14	found	find	VERB
ajis02-310	252	15	.	.	PUNCT
ajis02-310	253	1	this	this	DET
ajis02-310	253	2	approach	approach	NOUN
ajis02-310	253	3	however	however	ADV
ajis02-310	253	4	has	have	AUX
ajis02-310	253	5	proven	prove	VERB
ajis02-310	253	6	to	to	PART
ajis02-310	253	7	produce	produce	VERB
ajis02-310	253	8	too	too	ADV
ajis02-310	253	9	many	many	ADJ
ajis02-310	253	10	small	small	ADJ
ajis02-310	253	11	itemsets	itemset	NOUN
ajis02-310	253	12	as	as	ADP
ajis02-310	253	13	candidates	candidate	NOUN
ajis02-310	253	14	for	for	ADP
ajis02-310	253	15	large	large	ADJ
ajis02-310	253	16	itemsets	itemset	NOUN
ajis02-310	253	17	.	.	PUNCT
ajis02-310	254	1	this	this	PRON
ajis02-310	254	2	is	be	AUX
ajis02-310	254	3	because	because	SCONJ
ajis02-310	254	4	it	it	PRON
ajis02-310	254	5	produces	produce	VERB
ajis02-310	254	6	candidate	candidate	NOUN
ajis02-310	254	7	itemsets	itemset	NOUN
ajis02-310	254	8	by	by	ADP
ajis02-310	254	9	extending	extend	VERB
ajis02-310	254	10	the	the	DET
ajis02-310	254	11	existing	exist	VERB
ajis02-310	254	12	large	large	ADJ
ajis02-310	254	13	itemsets	itemset	NOUN
ajis02-310	254	14	using	use	VERB
ajis02-310	254	15	itemsets	itemset	NOUN
ajis02-310	254	16	that	that	PRON
ajis02-310	254	17	are	be	AUX
ajis02-310	254	18	not	not	PART
ajis02-310	254	19	large	large	ADJ
ajis02-310	254	20	.	.	PUNCT
ajis02-310	255	1	mannila	mannila	PROPN
ajis02-310	255	2	et	et	PROPN
ajis02-310	255	3	al	al	PROPN
ajis02-310	255	4	.	.	PUNCT
ajis02-310	256	1	(	(	PUNCT
ajis02-310	256	2	1993,1994	1993,1994	NUM
ajis02-310	256	3	)	)	PUNCT
ajis02-310	256	4	describe	describe	VERB
ajis02-310	256	5	an	an	DET
ajis02-310	256	6	algorithm	algorithm	NOUN
ajis02-310	256	7	that	that	PRON
ajis02-310	256	8	is	be	AUX
ajis02-310	256	9	faster	fast	ADJ
ajis02-310	256	10	than	than	ADP
ajis02-310	256	11	the	the	DET
ajis02-310	256	12	agrawal	agrawal	PROPN
ajis02-310	256	13	et	et	PROPN
ajis02-310	256	14	al	al	PROPN
ajis02-310	256	15	.	.	PROPN
ajis02-310	256	16	algorithm	algorithm	PROPN
ajis02-310	256	17	,	,	PUNCT
ajis02-310	256	18	and	and	CCONJ
ajis02-310	256	19	has	have	AUX
ajis02-310	256	20	demonstrated	demonstrate	VERB
ajis02-310	256	21	a	a	DET
ajis02-310	256	22	performance	performance	NOUN
ajis02-310	256	23	improvement	improvement	NOUN
ajis02-310	256	24	of	of	ADP
ajis02-310	256	25	a	a	DET
ajis02-310	256	26	factor	factor	NOUN
ajis02-310	256	27	of	of	ADP
ajis02-310	256	28	five	five	NUM
ajis02-310	256	29	in	in	ADP
ajis02-310	256	30	testing	test	VERB
ajis02-310	256	31	examples	example	NOUN
ajis02-310	256	32	.	.	PUNCT
ajis02-310	257	1	the	the	DET
ajis02-310	257	2	efficiency	efficiency	NOUN
ajis02-310	257	3	gain	gain	NOUN
ajis02-310	257	4	in	in	ADP
ajis02-310	257	5	their	their	PRON
ajis02-310	257	6	algorithm	algorithm	NOUN
ajis02-310	257	7	is	be	AUX
ajis02-310	257	8	based	base	VERB
ajis02-310	257	9	upon	upon	SCONJ
ajis02-310	257	10	the	the	DET
ajis02-310	257	11	observation	observation	NOUN
ajis02-310	257	12	that	that	SCONJ
ajis02-310	257	13	subsets	subset	NOUN
ajis02-310	257	14	of	of	ADP
ajis02-310	257	15	large	large	ADJ
ajis02-310	257	16	sets	set	NOUN
ajis02-310	257	17	must	must	AUX
ajis02-310	257	18	also	also	ADV
ajis02-310	257	19	be	be	AUX
ajis02-310	257	20	large	large	ADJ
ajis02-310	257	21	.	.	PUNCT
ajis02-310	258	1	the	the	DET
ajis02-310	258	2	number	number	NOUN
ajis02-310	258	3	of	of	ADP
ajis02-310	258	4	candidate	candidate	NOUN
ajis02-310	258	5	sets	set	NOUN
ajis02-310	258	6	can	can	AUX
ajis02-310	258	7	therefore	therefore	ADV
ajis02-310	258	8	be	be	AUX
ajis02-310	258	9	dramatically	dramatically	ADV
ajis02-310	258	10	reduced	reduce	VERB
ajis02-310	258	11	by	by	ADP
ajis02-310	258	12	using	use	VERB
ajis02-310	258	13	only	only	ADV
ajis02-310	258	14	large	large	ADJ
ajis02-310	258	15	itemsets	itemset	NOUN
ajis02-310	258	16	in	in	ADP
ajis02-310	258	17	the	the	DET
ajis02-310	258	18	construction	construction	NOUN
ajis02-310	258	19	of	of	ADP
ajis02-310	258	20	other	other	ADJ
ajis02-310	258	21	candidate	candidate	NOUN
ajis02-310	258	22	large	large	ADJ
ajis02-310	258	23	itemsets	itemset	NOUN
ajis02-310	258	24	.	.	PUNCT
ajis02-310	259	1	they	they	PRON
ajis02-310	259	2	also	also	ADV
ajis02-310	259	3	point	point	VERB
ajis02-310	259	4	out	out	ADP
ajis02-310	259	5	the	the	DET
ajis02-310	259	6	viability	viability	NOUN
ajis02-310	259	7	of	of	ADP
ajis02-310	259	8	sampling	sample	VERB
ajis02-310	259	9	as	as	ADP
ajis02-310	259	10	an	an	DET
ajis02-310	259	11	efficient	efficient	ADJ
ajis02-310	259	12	method	method	NOUN
ajis02-310	259	13	for	for	ADP
ajis02-310	259	14	finding	find	VERB
ajis02-310	259	15	large	large	ADJ
ajis02-310	259	16	itemsets	itemset	NOUN
ajis02-310	259	17	.	.	PUNCT
ajis02-310	260	1	however	however	ADV
ajis02-310	260	2	,	,	PUNCT
ajis02-310	260	3	as	as	SCONJ
ajis02-310	260	4	expected	expect	VERB
ajis02-310	260	5	,	,	PUNCT
ajis02-310	260	6	sampling	sample	VERB
ajis02-310	260	7	techniques	technique	NOUN
ajis02-310	260	8	result	result	VERB
ajis02-310	260	9	in	in	ADP
ajis02-310	260	10	a	a	DET
ajis02-310	260	11	trade	trade	NOUN
ajis02-310	260	12	-	-	PUNCT
ajis02-310	260	13	off	off	NOUN
ajis02-310	260	14	in	in	ADP
ajis02-310	260	15	accuracy	accuracy	NOUN
ajis02-310	260	16	.	.	PUNCT
ajis02-310	261	1	as	as	ADP
ajis02-310	261	2	a	a	DET
ajis02-310	261	3	result	result	NOUN
ajis02-310	261	4	of	of	ADP
ajis02-310	261	5	the	the	DET
ajis02-310	261	6	same	same	ADJ
ajis02-310	261	7	observation	observation	NOUN
ajis02-310	261	8	as	as	ADP
ajis02-310	261	9	mannila	mannila	PROPN
ajis02-310	261	10	et	et	PROPN
ajis02-310	261	11	al	al	PROPN
ajis02-310	261	12	,	,	PUNCT
ajis02-310	261	13	agrawal	agrawal	PROPN
ajis02-310	261	14	and	and	CCONJ
ajis02-310	261	15	srikant	srikant	ADJ
ajis02-310	261	16	propose	propose	VERB
ajis02-310	261	17	two	two	NUM
ajis02-310	261	18	alternative	alternative	ADJ
ajis02-310	261	19	algorithms	algorithm	NOUN
ajis02-310	261	20	,	,	PUNCT
ajis02-310	261	21	apriori	apriori	ADV
ajis02-310	261	22	and	and	CCONJ
ajis02-310	261	23	aprioritid	aprioritid	ADJ
ajis02-310	261	24	,	,	PUNCT
ajis02-310	261	25	both	both	PRON
ajis02-310	261	26	of	of	ADP
ajis02-310	261	27	which	which	PRON
ajis02-310	261	28	are	be	AUX
ajis02-310	261	29	more	more	ADV
ajis02-310	261	30	efficient	efficient	ADJ
ajis02-310	261	31	than	than	ADP
ajis02-310	261	32	a/5	a/5	NOUN
ajis02-310	261	33	(	(	PUNCT
ajis02-310	261	34	agrawal	agrawal	NOUN
ajis02-310	261	35	and	and	CCONJ
ajis02-310	261	36	srikant	srikant	ADJ
ajis02-310	261	37	1994	1994	NUM
ajis02-310	261	38	)	)	PUNCT
ajis02-310	261	39	.	.	PUNCT
ajis02-310	262	1	the	the	DET
ajis02-310	262	2	efficiency	efficiency	NOUN
ajis02-310	262	3	gain	gain	NOUN
ajis02-310	262	4	is	be	AUX
ajis02-310	262	5	obtained	obtain	VERB
ajis02-310	262	6	by	by	ADP
ajis02-310	262	7	only	only	ADV
ajis02-310	262	8	considering	consider	VERB
ajis02-310	262	9	previously	previously	ADV
ajis02-310	262	10	discovered	discover	VERB
ajis02-310	262	11	large	large	ADJ
ajis02-310	262	12	itemsets	itemset	NOUN
ajis02-310	262	13	in	in	ADP
ajis02-310	262	14	the	the	DET
ajis02-310	262	15	construction	construction	NOUN
ajis02-310	262	16	of	of	ADP
ajis02-310	262	17	candidate	candidate	NOUN
ajis02-310	262	18	large	large	ADJ
ajis02-310	262	19	itemsets	itemset	NOUN
ajis02-310	262	20	.	.	PUNCT
ajis02-310	263	1	the	the	DET
ajis02-310	263	2	underlying	underlying	ADJ
ajis02-310	263	3	principle	principle	NOUN
ajis02-310	263	4	is	be	AUX
ajis02-310	263	5	the	the	DET
ajis02-310	263	6	same	same	ADJ
ajis02-310	263	7	as	as	ADP
ajis02-310	263	8	that	that	PRON
ajis02-310	263	9	observed	observe	VERB
ajis02-310	263	10	by	by	ADP
ajis02-310	263	11	mannila	mannila	PROPN
ajis02-310	263	12	et	et	PROPN
ajis02-310	263	13	al\	al\	VERB
ajis02-310	263	14	namely	namely	ADV
ajis02-310	263	15	that	that	SCONJ
ajis02-310	263	16	subsets	subset	NOUN
ajis02-310	263	17	of	of	ADP
ajis02-310	263	18	large	large	ADJ
ajis02-310	263	19	itemsets	itemset	NOUN
ajis02-310	263	20	must	must	AUX
ajis02-310	263	21	also	also	ADV
ajis02-310	263	22	be	be	AUX
ajis02-310	263	23	large	large	ADJ
ajis02-310	263	24	.	.	PUNCT
ajis02-310	264	1	the	the	DET
ajis02-310	264	2	improvement	improvement	NOUN
ajis02-310	264	3	in	in	ADP
ajis02-310	264	4	performance	performance	NOUN
ajis02-310	264	5	increases	increase	NOUN
ajis02-310	264	6	with	with	ADP
ajis02-310	264	7	the	the	DET
ajis02-310	264	8	size	size	NOUN
ajis02-310	264	9	of	of	ADP
ajis02-310	264	10	the	the	DET
ajis02-310	264	11	database	database	NOUN
ajis02-310	264	12	being	be	AUX
ajis02-310	264	13	input	input	NOUN
ajis02-310	264	14	,	,	PUNCT
ajis02-310	264	15	ranging	range	VERB
ajis02-310	264	16	from	from	ADP
ajis02-310	264	17	a	a	DET
ajis02-310	264	18	threefold	threefold	ADJ
ajis02-310	264	19	improvement	improvement	NOUN
ajis02-310	264	20	of	of	ADP
ajis02-310	264	21	performance	performance	NOUN
ajis02-310	264	22	to	to	ADP
ajis02-310	264	23	more	more	ADJ
ajis02-310	264	24	than	than	ADP
ajis02-310	264	25	an	an	DET
ajis02-310	264	26	order	order	NOUN
ajis02-310	264	27	of	of	ADP
ajis02-310	264	28	magnitude	magnitude	NOUN
ajis02-310	264	29	improvement	improvement	NOUN
ajis02-310	264	30	on	on	ADP
ajis02-310	264	31	larger	large	ADJ
ajis02-310	264	32	sets	set	NOUN
ajis02-310	264	33	of	of	ADP
ajis02-310	264	34	data	datum	NOUN
ajis02-310	264	35	.	.	PUNCT
ajis02-310	265	1	the	the	DET
ajis02-310	265	2	aprioritid	aprioritid	ADJ
ajis02-310	265	3	algorithm	algorithm	NOUN
ajis02-310	265	4	differs	differ	VERB
ajis02-310	265	5	from	from	ADP
ajis02-310	265	6	the	the	DET
ajis02-310	265	7	apriori	apriori	ADJ
ajis02-310	265	8	algorithm	algorithm	NOUN
ajis02-310	265	9	,	,	PUNCT
ajis02-310	265	10	in	in	SCONJ
ajis02-310	265	11	that	that	SCONJ
ajis02-310	265	12	it	it	PRON
ajis02-310	265	13	does	do	AUX
ajis02-310	265	14	not	not	PART
ajis02-310	265	15	need	need	VERB
ajis02-310	265	16	to	to	PART
ajis02-310	265	17	test	test	VERB
ajis02-310	265	18	the	the	DET
ajis02-310	265	19	candidate	candidate	NOUN
ajis02-310	265	20	itemsets	itemset	VERB
ajis02-310	265	21	for	for	ADP
ajis02-310	265	22	support	support	NOUN
ajis02-310	265	23	against	against	ADP
ajis02-310	265	24	the	the	DET
ajis02-310	265	25	main	main	ADJ
ajis02-310	265	26	database	database	NOUN
ajis02-310	265	27	,	,	PUNCT
ajis02-310	265	28	but	but	CCONJ
ajis02-310	265	29	can	can	AUX
ajis02-310	265	30	check	check	VERB
ajis02-310	265	31	against	against	ADP
ajis02-310	265	32	the	the	DET
ajis02-310	265	33	existing	exist	VERB
ajis02-310	265	34	large	large	ADJ
ajis02-310	265	35	itemsets	itemset	NOUN
ajis02-310	265	36	themselves	themselves	PRON
ajis02-310	265	37	.	.	PUNCT
ajis02-310	266	1	this	this	DET
ajis02-310	266	2	approach	approach	NOUN
ajis02-310	266	3	can	can	AUX
ajis02-310	266	4	offer	offer	VERB
ajis02-310	266	5	significant	significant	ADJ
ajis02-310	266	6	performance	performance	NOUN
ajis02-310	266	7	improvement	improvement	NOUN
ajis02-310	266	8	particularly	particularly	ADV
ajis02-310	266	9	when	when	SCONJ
ajis02-310	266	10	a	a	DET
ajis02-310	266	11	large	large	ADJ
ajis02-310	266	12	number	number	NOUN
ajis02-310	266	13	of	of	ADP
ajis02-310	266	14	attributes	attribute	NOUN
ajis02-310	266	15	are	be	AUX
ajis02-310	266	16	present	present	ADJ
ajis02-310	266	17	in	in	ADP
ajis02-310	266	18	the	the	DET
ajis02-310	266	19	candidate	candidate	NOUN
ajis02-310	266	20	itemset	itemset	NOUN
ajis02-310	266	21	.	.	PUNCT
ajis02-310	267	1	however	however	ADV
ajis02-310	267	2	this	this	DET
ajis02-310	267	3	performance	performance	NOUN
ajis02-310	267	4	improvement	improvement	NOUN
ajis02-310	267	5	is	be	AUX
ajis02-310	267	6	contingent	contingent	ADJ
ajis02-310	267	7	upon	upon	SCONJ
ajis02-310	267	8	aprioritid	aprioritid	VERB
ajis02-310	267	9	being	be	AUX
ajis02-310	267	10	able	able	ADJ
ajis02-310	267	11	to	to	PART
ajis02-310	267	12	store	store	VERB
ajis02-310	267	13	the	the	DET
ajis02-310	267	14	large	large	ADJ
ajis02-310	267	15	itemsets	itemset	NOUN
ajis02-310	267	16	in	in	ADP
ajis02-310	267	17	main	main	ADJ
ajis02-310	267	18	memory	memory	NOUN
ajis02-310	267	19	and	and	CCONJ
ajis02-310	267	20	where	where	SCONJ
ajis02-310	267	21	this	this	PRON
ajis02-310	267	22	is	be	AUX
ajis02-310	267	23	not	not	PART
ajis02-310	267	24	the	the	DET
ajis02-310	267	25	case	case	NOUN
ajis02-310	267	26	,	,	PUNCT
ajis02-310	267	27	apriori	apriori	ADV
ajis02-310	267	28	starts	start	VERB
ajis02-310	267	29	outperforming	outperform	VERB
ajis02-310	267	30	aprioritid	aprioritid	NOUN
ajis02-310	267	31	.	.	PUNCT
ajis02-310	268	1	with	with	ADP
ajis02-310	268	2	this	this	DET
ajis02-310	268	3	trade	trade	NOUN
ajis02-310	268	4	-	-	PUNCT
ajis02-310	268	5	off	off	NOUN
ajis02-310	268	6	in	in	ADP
ajis02-310	268	7	mind	mind	NOUN
ajis02-310	268	8	,	,	PUNCT
ajis02-310	268	9	agrawal	agrawal	PROPN
ajis02-310	268	10	and	and	CCONJ
ajis02-310	268	11	srikant	srikant	ADJ
ajis02-310	268	12	describe	describe	NOUN
ajis02-310	268	13	apriorihybrid	apriorihybrid	NOUN
ajis02-310	268	14	,	,	PUNCT
ajis02-310	268	15	a	a	DET
ajis02-310	268	16	hybrid	hybrid	NOUN
ajis02-310	268	17	of	of	ADP
ajis02-310	268	18	apriori	apriori	NOUN
ajis02-310	268	19	and	and	CCONJ
ajis02-310	268	20	aprioritid	aprioritid	ADJ
ajis02-310	268	21	.	.	PUNCT
ajis02-310	269	1	apriorihybrid	apriorihybrid	NOUN
ajis02-310	269	2	begins	begin	VERB
ajis02-310	269	3	like	like	ADP
ajis02-310	269	4	the	the	DET
ajis02-310	269	5	apriori	apriori	ADJ
ajis02-310	269	6	algorithm	algorithm	NOUN
ajis02-310	269	7	scanning	scan	VERB
ajis02-310	269	8	the	the	DET
ajis02-310	269	9	database	database	NOUN
ajis02-310	269	10	to	to	PART
ajis02-310	269	11	generate	generate	VERB
ajis02-310	269	12	each	each	DET
ajis02-310	269	13	generation	generation	NOUN
ajis02-310	269	14	of	of	ADP
ajis02-310	269	15	candidate	candidate	NOUN
ajis02-310	269	16	large	large	ADJ
ajis02-310	269	17	itemsets	itemset	NOUN
ajis02-310	269	18	,	,	PUNCT
ajis02-310	269	19	until	until	SCONJ
ajis02-310	269	20	it	it	PRON
ajis02-310	269	21	estimates	estimate	VERB
ajis02-310	269	22	the	the	DET
ajis02-310	269	23	large	large	ADJ
ajis02-310	269	24	itemsets	itemset	NOUN
ajis02-310	269	25	will	will	AUX
ajis02-310	269	26	fit	fit	VERB
ajis02-310	269	27	into	into	ADP
ajis02-310	269	28	main	main	ADJ
ajis02-310	269	29	memory	memory	NOUN
ajis02-310	269	30	.	.	PUNCT
ajis02-310	270	1	at	at	ADP
ajis02-310	270	2	this	this	DET
ajis02-310	270	3	point	point	NOUN
ajis02-310	270	4	,	,	PUNCT
ajis02-310	270	5	the	the	DET
ajis02-310	270	6	algorithm	algorithm	NOUN
ajis02-310	270	7	then	then	ADV
ajis02-310	270	8	generates	generate	VERB
ajis02-310	270	9	candidates	candidate	NOUN
ajis02-310	270	10	from	from	ADP
ajis02-310	270	11	existing	exist	VERB
ajis02-310	270	12	large	large	ADJ
ajis02-310	270	13	itemsets	itemset	NOUN
ajis02-310	270	14	like	like	ADP
ajis02-310	270	15	aprioritid	aprioritid	NOUN
ajis02-310	270	16	.	.	PUNCT
ajis02-310	271	1	a	a	DET
ajis02-310	271	2	further	further	ADJ
ajis02-310	271	3	improvement	improvement	NOUN
ajis02-310	271	4	in	in	ADP
ajis02-310	271	5	performance	performance	NOUN
ajis02-310	271	6	is	be	AUX
ajis02-310	271	7	achieved	achieve	VERB
ajis02-310	271	8	by	by	ADP
ajis02-310	271	9	park	park	NOUN
ajis02-310	271	10	et	et	PROPN
ajis02-310	271	11	al	al	PROPN
ajis02-310	271	12	.	.	PROPN
ajis02-310	272	1	(	(	PUNCT
ajis02-310	272	2	1995	1995	NUM
ajis02-310	272	3	)	)	PUNCT
ajis02-310	272	4	who	who	PRON
ajis02-310	272	5	describe	describe	VERB
ajis02-310	272	6	dhp	dhp	PROPN
ajis02-310	272	7	,	,	PUNCT
ajis02-310	272	8	a	a	DET
ajis02-310	272	9	hash	hash	NOUN
ajis02-310	272	10	-	-	PUNCT
ajis02-310	272	11	based	base	VERB
ajis02-310	272	12	algorithm	algorithm	NOUN
ajis02-310	272	13	for	for	ADP
ajis02-310	272	14	the	the	DET
ajis02-310	272	15	discovery	discovery	NOUN
ajis02-310	272	16	of	of	ADP
ajis02-310	272	17	association	association	NOUN
ajis02-310	272	18	rules	rule	NOUN
ajis02-310	272	19	.	.	PUNCT
ajis02-310	273	1	their	their	PRON
ajis02-310	273	2	approach	approach	NOUN
ajis02-310	273	3	is	be	AUX
ajis02-310	273	4	based	base	VERB
ajis02-310	273	5	upon	upon	SCONJ
ajis02-310	273	6	the	the	DET
ajis02-310	273	7	observation	observation	NOUN
ajis02-310	273	8	that	that	SCONJ
ajis02-310	273	9	the	the	DET
ajis02-310	273	10	most	most	ADV
ajis02-310	273	11	costly	costly	ADJ
ajis02-310	273	12	process	process	NOUN
ajis02-310	273	13	in	in	ADP
ajis02-310	273	14	the	the	DET
ajis02-310	273	15	discovery	discovery	NOUN
ajis02-310	273	16	of	of	ADP
ajis02-310	273	17	association	association	NOUN
ajis02-310	273	18	rules	rule	NOUN
ajis02-310	273	19	is	be	AUX
ajis02-310	273	20	the	the	DET
ajis02-310	273	21	determination	determination	NOUN
ajis02-310	273	22	of	of	ADP
ajis02-310	273	23	large	large	ADJ
ajis02-310	273	24	itemsets	itemset	NOUN
ajis02-310	273	25	in	in	ADP
ajis02-310	273	26	the	the	DET
ajis02-310	273	27	early	early	ADJ
ajis02-310	273	28	iterations	iteration	NOUN
ajis02-310	273	29	.	.	PUNCT
ajis02-310	274	1	importantly	importantly	ADV
ajis02-310	274	2	,	,	PUNCT
ajis02-310	274	3	large	large	ADJ
ajis02-310	274	4	performance	performance	NOUN
ajis02-310	274	5	improvements	improvement	NOUN
ajis02-310	274	6	can	can	AUX
ajis02-310	274	7	be	be	AUX
ajis02-310	274	8	gained	gain	VERB
ajis02-310	274	9	by	by	ADP
ajis02-310	274	10	reducing	reduce	VERB
ajis02-310	274	11	the	the	DET
ajis02-310	274	12	cost	cost	NOUN
ajis02-310	274	13	of	of	ADP
ajis02-310	274	14	finding	find	VERB
ajis02-310	274	15	large	large	ADJ
ajis02-310	274	16	itemsets	itemset	NOUN
ajis02-310	274	17	with	with	ADP
ajis02-310	274	18	two	two	NUM
ajis02-310	274	19	items	item	NOUN
ajis02-310	274	20	.	.	PUNCT
ajis02-310	275	1	this	this	DET
ajis02-310	275	2	reduction	reduction	NOUN
ajis02-310	275	3	is	be	AUX
ajis02-310	275	4	achieved	achieve	VERB
ajis02-310	275	5	by	by	ADP
ajis02-310	275	6	using	use	VERB
ajis02-310	275	7	a	a	DET
ajis02-310	275	8	hash	hash	NOUN
ajis02-310	275	9	table	table	NOUN
ajis02-310	275	10	constructed	construct	VERB
ajis02-310	275	11	in	in	ADP
ajis02-310	275	12	initial	initial	ADJ
ajis02-310	275	13	passes	pass	NOUN
ajis02-310	275	14	over	over	ADP
ajis02-310	275	15	the	the	DET
ajis02-310	275	16	data	datum	NOUN
ajis02-310	275	17	to	to	PART
ajis02-310	275	18	select	select	VERB
ajis02-310	275	19	fewer	few	ADJ
ajis02-310	275	20	redundant	redundant	ADJ
ajis02-310	275	21	candidate	candidate	NOUN
ajis02-310	275	22	large	large	ADJ
ajis02-310	275	23	itemsets	itemset	NOUN
ajis02-310	275	24	.	.	PUNCT
ajis02-310	276	1	because	because	SCONJ
ajis02-310	276	2	fewer	few	ADJ
ajis02-310	276	3	candidate	candidate	NOUN
ajis02-310	276	4	large	large	ADJ
ajis02-310	276	5	itemsets	itemset	NOUN
ajis02-310	276	6	are	be	AUX
ajis02-310	276	7	generated	generate	VERB
ajis02-310	276	8	,	,	PUNCT
ajis02-310	276	9	the	the	DET
ajis02-310	276	10	processing	processing	NOUN
ajis02-310	276	11	costs	cost	NOUN
ajis02-310	276	12	are	be	AUX
ajis02-310	276	13	significantly	significantly	ADV
ajis02-310	276	14	reduced	reduce	VERB
ajis02-310	276	15	.	.	PUNCT
ajis02-310	277	1	subsequent	subsequent	ADJ
ajis02-310	277	2	performance	performance	NOUN
ajis02-310	277	3	improvements	improvement	NOUN
ajis02-310	277	4	can	can	AUX
ajis02-310	277	5	also	also	ADV
ajis02-310	277	6	be	be	AUX
ajis02-310	277	7	achieved	achieve	VERB
ajis02-310	277	8	by	by	ADP
ajis02-310	277	9	reducing	reduce	VERB
ajis02-310	277	10	the	the	DET
ajis02-310	277	11	size	size	NOUN
ajis02-310	277	12	of	of	ADP
ajis02-310	277	13	the	the	DET
ajis02-310	277	14	transaction	transaction	NOUN
ajis02-310	277	15	database	database	NOUN
ajis02-310	277	16	by	by	ADP
ajis02-310	277	17	removing	remove	VERB
ajis02-310	277	18	redundant	redundant	ADJ
ajis02-310	277	19	items	item	NOUN
ajis02-310	277	20	and	and	CCONJ
ajis02-310	277	21	itemsets	itemset	NOUN
ajis02-310	277	22	.	.	PUNCT
ajis02-310	278	1	testing	testing	NOUN
ajis02-310	278	2	has	have	AUX
ajis02-310	278	3	shown	show	VERB
ajis02-310	278	4	that	that	SCONJ
ajis02-310	278	5	after	after	SCONJ
ajis02-310	278	6	the	the	DET
ajis02-310	278	7	initial	initial	ADJ
ajis02-310	278	8	overhead	overhead	NOUN
ajis02-310	278	9	required	require	VERB
ajis02-310	278	10	to	to	PART
ajis02-310	278	11	produce	produce	VERB
ajis02-310	278	12	the	the	DET
ajis02-310	278	13	hash	hash	NOUN
ajis02-310	278	14	table	table	NOUN
ajis02-310	278	15	,	,	PUNCT
ajis02-310	278	16	the	the	DET
ajis02-310	278	17	performance	performance	NOUN
ajis02-310	278	18	of	of	ADP
ajis02-310	278	19	this	this	DET
ajis02-310	278	20	algorithm	algorithm	NOUN
ajis02-310	278	21	is	be	AUX
ajis02-310	278	22	significantly	significantly	ADV
ajis02-310	278	23	better	well	ADJ
ajis02-310	278	24	than	than	ADP
ajis02-310	278	25	algorithms	algorithm	NOUN
ajis02-310	278	26	such	such	ADJ
ajis02-310	278	27	as	as	ADP
ajis02-310	278	28	apriori	apriori	X
ajis02-310	278	29	.	.	PUNCT
ajis02-310	279	1	another	another	DET
ajis02-310	279	2	approach	approach	NOUN
ajis02-310	279	3	to	to	ADP
ajis02-310	279	4	reducing	reduce	VERB
ajis02-310	279	5	the	the	DET
ajis02-310	279	6	cost	cost	NOUN
ajis02-310	279	7	of	of	ADP
ajis02-310	279	8	learning	learn	VERB
ajis02-310	279	9	association	association	NOUN
ajis02-310	279	10	rules	rule	NOUN
ajis02-310	279	11	is	be	AUX
ajis02-310	279	12	described	describe	VERB
ajis02-310	279	13	by	by	ADP
ajis02-310	279	14	savasere	savasere	PROPN
ajis02-310	279	15	et	et	PROPN
ajis02-310	279	16	al	al	PROPN
ajis02-310	279	17	.	.	PROPN
ajis02-310	280	1	(	(	PUNCT
ajis02-310	280	2	1995	1995	NUM
ajis02-310	280	3	)	)	PUNCT
ajis02-310	280	4	who	who	PRON
ajis02-310	280	5	describe	describe	VERB
ajis02-310	280	6	an	an	DET
ajis02-310	280	7	algorithm	algorithm	NOUN
ajis02-310	280	8	called	call	VERB
ajis02-310	280	9	partition	partition	NOUN
ajis02-310	280	10	for	for	ADP
ajis02-310	280	11	the	the	DET
ajis02-310	280	12	efficient	efficient	ADJ
ajis02-310	280	13	discovery	discovery	NOUN
ajis02-310	280	14	of	of	ADP
ajis02-310	280	15	association	association	NOUN
ajis02-310	280	16	rules	rule	NOUN
ajis02-310	280	17	.	.	PUNCT
ajis02-310	281	1	this	this	DET
ajis02-310	281	2	technique	technique	NOUN
ajis02-310	281	3	reduces	reduce	VERB
ajis02-310	281	4	disk	disk	NOUN
ajis02-310	281	5	i	i	NOUN
ajis02-310	281	6	/	/	SYM
ajis02-310	281	7	o	o	X
ajis02-310	281	8	by	by	ADP
ajis02-310	281	9	limiting	limit	VERB
ajis02-310	281	10	the	the	DET
ajis02-310	281	11	number	number	NOUN
ajis02-310	281	12	of	of	ADP
ajis02-310	281	13	passes	pass	NOUN
ajis02-310	281	14	over	over	ADP
ajis02-310	281	15	the	the	DET
ajis02-310	281	16	database	database	NOUN
ajis02-310	281	17	to	to	ADP
ajis02-310	281	18	two	two	NUM
ajis02-310	281	19	.	.	PUNCT
ajis02-310	282	1	this	this	PRON
ajis02-310	282	2	is	be	AUX
ajis02-310	282	3	achieved	achieve	VERB
ajis02-310	282	4	by	by	ADP
ajis02-310	282	5	firstly	firstly	ADV
ajis02-310	282	6	finding	find	VERB
ajis02-310	282	7	all	all	DET
ajis02-310	282	8	candidate	candidate	VERB
ajis02-310	282	9	large	large	ADJ
ajis02-310	282	10	itemsets	itemset	NOUN
ajis02-310	282	11	in	in	ADP
ajis02-310	282	12	the	the	DET
ajis02-310	282	13	first	first	ADJ
ajis02-310	282	14	pass	pass	NOUN
ajis02-310	282	15	.	.	PUNCT
ajis02-310	283	1	the	the	DET
ajis02-310	283	2	actual	actual	ADJ
ajis02-310	283	3	support	support	NOUN
ajis02-310	283	4	for	for	ADP
ajis02-310	283	5	these	these	DET
ajis02-310	283	6	itemsets	itemset	NOUN
ajis02-310	283	7	can	can	AUX
ajis02-310	283	8	then	then	ADV
ajis02-310	283	9	be	be	AUX
ajis02-310	283	10	determined	determine	VERB
ajis02-310	283	11	in	in	ADP
ajis02-310	283	12	the	the	DET
ajis02-310	283	13	second	second	ADJ
ajis02-310	283	14	pass	pass	NOUN
ajis02-310	283	15	.	.	PUNCT
ajis02-310	284	1	in	in	ADP
ajis02-310	284	2	the	the	DET
ajis02-310	284	3	initial	initial	ADJ
ajis02-310	284	4	pass	pass	NOUN
ajis02-310	284	5	the	the	DET
ajis02-310	284	6	database	database	NOUN
ajis02-310	284	7	is	be	AUX
ajis02-310	284	8	divided	divide	VERB
ajis02-310	284	9	into	into	ADP
ajis02-310	284	10	multiple	multiple	ADJ
ajis02-310	284	11	partitions	partition	NOUN
ajis02-310	284	12	small	small	ADJ
ajis02-310	284	13	enough	enough	ADV
ajis02-310	284	14	to	to	PART
ajis02-310	284	15	be	be	AUX
ajis02-310	284	16	placed	place	VERB
ajis02-310	284	17	in	in	ADP
ajis02-310	284	18	main	main	ADJ
ajis02-310	284	19	memory	memory	NOUN
ajis02-310	284	20	and	and	CCONJ
ajis02-310	284	21	all	all	DET
ajis02-310	284	22	large	large	ADJ
ajis02-310	284	23	itemsets	itemset	NOUN
ajis02-310	284	24	within	within	ADP
ajis02-310	284	25	each	each	DET
ajis02-310	284	26	partition	partition	NOUN
ajis02-310	284	27	are	be	AUX
ajis02-310	284	28	found	find	VERB
ajis02-310	284	29	.	.	PUNCT
ajis02-310	285	1	these	these	DET
ajis02-310	285	2	large	large	ADJ
ajis02-310	285	3	itemsets	itemset	NOUN
ajis02-310	285	4	are	be	AUX
ajis02-310	285	5	then	then	ADV
ajis02-310	285	6	combined	combine	VERB
ajis02-310	285	7	to	to	PART
ajis02-310	285	8	produce	produce	VERB
ajis02-310	285	9	a	a	DET
ajis02-310	285	10	set	set	NOUN
ajis02-310	285	11	of	of	ADP
ajis02-310	285	12	all	all	DET
ajis02-310	285	13	itemsets	itemset	NOUN
ajis02-310	285	14	that	that	PRON
ajis02-310	285	15	are	be	AUX
ajis02-310	285	16	candidates	candidate	NOUN
ajis02-310	285	17	to	to	PART
ajis02-310	285	18	be	be	AUX
ajis02-310	285	19	large	large	ADJ
ajis02-310	285	20	within	within	ADP
ajis02-310	285	21	the	the	DET
ajis02-310	285	22	entire	entire	ADJ
ajis02-310	285	23	database	database	NOUN
ajis02-310	285	24	.	.	PUNCT
ajis02-310	286	1	this	this	DET
ajis02-310	286	2	set	set	NOUN
ajis02-310	286	3	contains	contain	VERB
ajis02-310	286	4	all	all	DET
ajis02-310	286	5	large	large	ADJ
ajis02-310	286	6	itemsets	itemset	NOUN
ajis02-310	286	7	because	because	SCONJ
ajis02-310	286	8	any	any	DET
ajis02-310	286	9	itemset	itemset	NOUN
ajis02-310	286	10	that	that	PRON
ajis02-310	286	11	is	be	AUX
ajis02-310	286	12	large	large	ADJ
ajis02-310	286	13	within	within	ADP
ajis02-310	286	14	the	the	DET
ajis02-310	286	15	database	database	NOUN
ajis02-310	286	16	must	must	AUX
ajis02-310	286	17	be	be	AUX
ajis02-310	286	18	large	large	ADJ
ajis02-310	286	19	in	in	ADP
ajis02-310	286	20	at	at	ADV
ajis02-310	286	21	least	least	ADV
ajis02-310	286	22	one	one	NUM
ajis02-310	286	23	partition	partition	NOUN
ajis02-310	286	24	.	.	PUNCT
ajis02-310	287	1	han	han	PROPN
ajis02-310	287	2	and	and	CCONJ
ajis02-310	287	3	fu	fu	PROPN
ajis02-310	287	4	,	,	PUNCT
ajis02-310	287	5	describe	describe	VERB
ajis02-310	287	6	a	a	DET
ajis02-310	287	7	set	set	NOUN
ajis02-310	287	8	of	of	ADP
ajis02-310	287	9	algorithms	algorithm	NOUN
ajis02-310	287	10	for	for	ADP
ajis02-310	287	11	learning	learn	VERB
ajis02-310	287	12	association	association	NOUN
ajis02-310	287	13	rules	rule	NOUN
ajis02-310	287	14	with	with	ADP
ajis02-310	287	15	the	the	DET
ajis02-310	287	16	use	use	NOUN
ajis02-310	287	17	of	of	ADP
ajis02-310	287	18	conceptual	conceptual	ADJ
ajis02-310	287	19	hierarchies	hierarchy	NOUN
ajis02-310	287	20	(	(	PUNCT
ajis02-310	287	21	han	han	NOUN
ajis02-310	287	22	and	and	CCONJ
ajis02-310	287	23	fu	fu	NOUN
ajis02-310	287	24	1995	1995	NUM
ajis02-310	287	25	)	)	PUNCT
ajis02-310	287	26	.	.	PUNCT
ajis02-310	288	1	this	this	DET
ajis02-310	288	2	approach	approach	NOUN
ajis02-310	288	3	is	be	AUX
ajis02-310	288	4	powerful	powerful	ADJ
ajis02-310	288	5	because	because	SCONJ
ajis02-310	288	6	it	it	PRON
ajis02-310	288	7	widens	widen	VERB
ajis02-310	288	8	the	the	DET
ajis02-310	288	9	scope	scope	NOUN
ajis02-310	288	10	of	of	ADP
ajis02-310	288	11	rules	rule	NOUN
ajis02-310	288	12	that	that	PRON
ajis02-310	288	13	can	can	AUX
ajis02-310	288	14	be	be	AUX
ajis02-310	288	15	learnt	learn	VERB
ajis02-310	288	16	.	.	PUNCT
ajis02-310	289	1	in	in	ADP
ajis02-310	289	2	addition	addition	NOUN
ajis02-310	289	3	,	,	PUNCT
ajis02-310	289	4	if	if	SCONJ
ajis02-310	289	5	the	the	DET
ajis02-310	289	6	hierarchies	hierarchy	NOUN
ajis02-310	289	7	represent	represent	VERB
ajis02-310	289	8	real	real	ADJ
ajis02-310	289	9	-	-	PUNCT
ajis02-310	289	10	world	world	NOUN
ajis02-310	289	11	relationships	relationship	NOUN
ajis02-310	289	12	,	,	PUNCT
ajis02-310	289	13	then	then	ADV
ajis02-310	289	14	it	it	PRON
ajis02-310	289	15	allows	allow	VERB
ajis02-310	289	16	users	user	NOUN
ajis02-310	289	17	to	to	PART
ajis02-310	289	18	exploit	exploit	VERB
ajis02-310	289	19	an	an	DET
ajis02-310	289	20	intuitive	intuitive	ADJ
ajis02-310	289	21	and	and	CCONJ
ajis02-310	289	22	powerful	powerful	ADJ
ajis02-310	289	23	notation	notation	NOUN
ajis02-310	289	24	for	for	ADP
ajis02-310	289	25	selecting	selecting	NOUN
ajis02-310	289	26	sets	set	NOUN
ajis02-310	289	27	.	.	PUNCT
ajis02-310	290	1	itemsets	itemset	NOUN
ajis02-310	290	2	of	of	ADP
ajis02-310	290	3	different	different	ADJ
ajis02-310	290	4	size	size	NOUN
ajis02-310	290	5	and	and	CCONJ
ajis02-310	290	6	attributes	attribute	NOUN
ajis02-310	290	7	at	at	ADP
ajis02-310	290	8	different	different	ADJ
ajis02-310	290	9	levels	level	NOUN
ajis02-310	290	10	of	of	ADP
ajis02-310	290	11	generalisation	generalisation	NOUN
ajis02-310	290	12	are	be	AUX
ajis02-310	290	13	both	both	PRON
ajis02-310	290	14	considered	consider	VERB
ajis02-310	290	15	in	in	ADP
ajis02-310	290	16	the	the	DET
ajis02-310	290	17	search	search	NOUN
ajis02-310	290	18	for	for	ADP
ajis02-310	290	19	multiple	multiple	ADJ
ajis02-310	290	20	level	level	NOUN
ajis02-310	290	21	association	association	NOUN
ajis02-310	290	22	rules	rule	NOUN
ajis02-310	290	23	.	.	PUNCT
ajis02-310	291	1	the	the	DET
ajis02-310	291	2	order	order	NOUN
ajis02-310	291	3	in	in	ADP
ajis02-310	291	4	which	which	PRON
ajis02-310	291	5	the	the	DET
ajis02-310	291	6	search	search	NOUN
ajis02-310	291	7	considers	consider	VERB
ajis02-310	291	8	different	different	ADJ
ajis02-310	291	9	sized	sized	ADJ
ajis02-310	291	10	itemsets	itemset	NOUN
ajis02-310	291	11	and	and	CCONJ
ajis02-310	291	12	different	different	ADJ
ajis02-310	291	13	levels	level	NOUN
ajis02-310	291	14	of	of	ADP
ajis02-310	291	15	generalisation	generalisation	NOUN
ajis02-310	291	16	effects	effect	VERB
ajis02-310	291	17	the	the	DET
ajis02-310	291	18	efficiency	efficiency	NOUN
ajis02-310	291	19	of	of	ADP
ajis02-310	291	20	the	the	DET
ajis02-310	291	21	algorithm	algorithm	NOUN
ajis02-310	291	22	.	.	PUNCT
ajis02-310	292	1	the	the	DET
ajis02-310	292	2	108	108	NUM
ajis02-310	292	3	ajis	ajis	NOUN
ajis02-310	292	4	vol	vol	NOUN
ajis02-310	292	5	.	.	PROPN
ajis02-310	292	6	6	6	NUM
ajis02-310	292	7	no	no	NOUN
ajis02-310	292	8	.	.	NOUN
ajis02-310	292	9	2	2	NUM
ajis02-310	292	10	may	may	PROPN
ajis02-310	292	11	1999	1999	NUM
ajis02-310	292	12	different	different	ADJ
ajis02-310	292	13	algorithms	algorithm	NOUN
ajis02-310	292	14	proposed	propose	VERB
ajis02-310	292	15	by	by	ADP
ajis02-310	292	16	han	han	PROPN
ajis02-310	292	17	and	and	CCONJ
ajis02-310	292	18	fu	fu	PROPN
ajis02-310	292	19	vary	vary	VERB
ajis02-310	292	20	in	in	ADP
ajis02-310	292	21	their	their	PRON
ajis02-310	292	22	approach	approach	NOUN
ajis02-310	292	23	to	to	ADP
ajis02-310	292	24	searching	search	VERB
ajis02-310	292	25	efficiently	efficiently	ADV
ajis02-310	292	26	,	,	PUNCT
ajis02-310	292	27	which	which	PRON
ajis02-310	292	28	largely	largely	ADV
ajis02-310	292	29	results	result	VERB
ajis02-310	292	30	from	from	ADP
ajis02-310	292	31	reducing	reduce	VERB
ajis02-310	292	32	the	the	DET
ajis02-310	292	33	search	search	NOUN
ajis02-310	292	34	space	space	NOUN
ajis02-310	292	35	as	as	ADV
ajis02-310	292	36	quickly	quickly	ADV
ajis02-310	292	37	as	as	ADP
ajis02-310	292	38	possible	possible	ADJ
ajis02-310	292	39	.	.	PUNCT
ajis02-310	293	1	however	however	ADV
ajis02-310	293	2	the	the	DET
ajis02-310	293	3	utility	utility	NOUN
ajis02-310	293	4	of	of	ADP
ajis02-310	293	5	individual	individual	ADJ
ajis02-310	293	6	algorithms	algorithm	NOUN
ajis02-310	293	7	is	be	AUX
ajis02-310	293	8	dependent	dependent	ADJ
ajis02-310	293	9	upon	upon	SCONJ
ajis02-310	293	10	the	the	DET
ajis02-310	293	11	data	datum	NOUN
ajis02-310	293	12	being	be	AUX
ajis02-310	293	13	used	use	VERB
ajis02-310	293	14	.	.	PUNCT
ajis02-310	294	1	a	a	DET
ajis02-310	294	2	method	method	NOUN
ajis02-310	294	3	for	for	ADP
ajis02-310	294	4	selecting	select	VERB
ajis02-310	294	5	an	an	DET
ajis02-310	294	6	appropriate	appropriate	ADJ
ajis02-310	294	7	method	method	NOUN
ajis02-310	294	8	based	base	VERB
ajis02-310	294	9	upon	upon	SCONJ
ajis02-310	294	10	the	the	DET
ajis02-310	294	11	nature	nature	NOUN
ajis02-310	294	12	of	of	ADP
ajis02-310	294	13	the	the	DET
ajis02-310	294	14	data	datum	NOUN
ajis02-310	294	15	would	would	AUX
ajis02-310	294	16	therefore	therefore	ADV
ajis02-310	294	17	be	be	AUX
ajis02-310	294	18	useful	useful	ADJ
ajis02-310	294	19	.	.	PUNCT
ajis02-310	295	1	srikant	srikant	ADJ
ajis02-310	295	2	and	and	CCONJ
ajis02-310	295	3	agrawal	agrawal	PROPN
ajis02-310	295	4	also	also	ADV
ajis02-310	295	5	address	address	VERB
ajis02-310	295	6	the	the	DET
ajis02-310	295	7	issue	issue	NOUN
ajis02-310	295	8	of	of	ADP
ajis02-310	295	9	mining	mining	NOUN
ajis02-310	295	10	association	association	NOUN
ajis02-310	295	11	rules	rule	NOUN
ajis02-310	295	12	at	at	ADP
ajis02-310	295	13	different	different	ADJ
ajis02-310	295	14	levels	level	NOUN
ajis02-310	295	15	of	of	ADP
ajis02-310	295	16	generalisation	generalisation	NOUN
ajis02-310	295	17	(	(	PUNCT
ajis02-310	295	18	srikant	srikant	ADJ
ajis02-310	295	19	and	and	CCONJ
ajis02-310	295	20	agrawal	agrawal	PROPN
ajis02-310	295	21	1995	1995	NUM
ajis02-310	295	22	)	)	PUNCT
ajis02-310	295	23	.	.	PUNCT
ajis02-310	296	1	similar	similar	ADJ
ajis02-310	296	2	to	to	ADP
ajis02-310	296	3	han	han	PROPN
ajis02-310	296	4	and	and	CCONJ
ajis02-310	296	5	fu	fu	PROPN
ajis02-310	296	6	,	,	PUNCT
ajis02-310	296	7	they	they	PRON
ajis02-310	296	8	describe	describe	VERB
ajis02-310	296	9	multiple	multiple	ADJ
ajis02-310	296	10	algorithms	algorithm	NOUN
ajis02-310	296	11	for	for	ADP
ajis02-310	296	12	mining	mining	NOUN
ajis02-310	296	13	association	association	NOUN
ajis02-310	296	14	rules	rule	NOUN
ajis02-310	296	15	.	.	PUNCT
ajis02-310	297	1	their	their	PRON
ajis02-310	297	2	optimisation	optimisation	NOUN
ajis02-310	297	3	techniques	technique	NOUN
ajis02-310	297	4	include	include	VERB
ajis02-310	297	5	a	a	DET
ajis02-310	297	6	sampling	sample	VERB
ajis02-310	297	7	technique	technique	NOUN
ajis02-310	297	8	using	use	VERB
ajis02-310	297	9	a	a	DET
ajis02-310	297	10	subset	subset	NOUN
ajis02-310	297	11	of	of	ADP
ajis02-310	297	12	the	the	DET
ajis02-310	297	13	database	database	NOUN
ajis02-310	297	14	to	to	PART
ajis02-310	297	15	help	help	VERB
ajis02-310	297	16	determine	determine	VERB
ajis02-310	297	17	candidate	candidate	NOUN
ajis02-310	297	18	large	large	ADJ
ajis02-310	297	19	itemsets	itemset	NOUN
ajis02-310	297	20	.	.	PUNCT
ajis02-310	298	1	in	in	ADP
ajis02-310	298	2	addition	addition	NOUN
ajis02-310	298	3	,	,	PUNCT
ajis02-310	298	4	they	they	PRON
ajis02-310	298	5	describe	describe	VERB
ajis02-310	298	6	a	a	DET
ajis02-310	298	7	measure	measure	NOUN
ajis02-310	298	8	of	of	ADP
ajis02-310	298	9	interestingness	interestingness	PROPN
ajis02-310	298	10	specific	specific	PROPN
ajis02-310	298	11	to	to	ADP
ajis02-310	298	12	the	the	DET
ajis02-310	298	13	discovery	discovery	NOUN
ajis02-310	298	14	of	of	ADP
ajis02-310	298	15	multiple	multiple	ADJ
ajis02-310	298	16	level	level	NOUN
ajis02-310	298	17	association	association	NOUN
ajis02-310	298	18	rules	rule	NOUN
ajis02-310	298	19	.	.	PUNCT
ajis02-310	299	1	this	this	DET
ajis02-310	299	2	measure	measure	NOUN
ajis02-310	299	3	is	be	AUX
ajis02-310	299	4	based	base	VERB
ajis02-310	299	5	upon	upon	SCONJ
ajis02-310	299	6	the	the	DET
ajis02-310	299	7	assertion	assertion	NOUN
ajis02-310	299	8	that	that	SCONJ
ajis02-310	299	9	if	if	SCONJ
ajis02-310	299	10	the	the	DET
ajis02-310	299	11	support	support	NOUN
ajis02-310	299	12	for	for	ADP
ajis02-310	299	13	an	an	DET
ajis02-310	299	14	association	association	NOUN
ajis02-310	299	15	is	be	AUX
ajis02-310	299	16	consistent	consistent	ADJ
ajis02-310	299	17	with	with	ADP
ajis02-310	299	18	the	the	DET
ajis02-310	299	19	support	support	NOUN
ajis02-310	299	20	for	for	ADP
ajis02-310	299	21	its	its	PRON
ajis02-310	299	22	more	more	ADV
ajis02-310	299	23	generalised	generalised	ADJ
ajis02-310	299	24	form	form	NOUN
ajis02-310	299	25	,	,	PUNCT
ajis02-310	299	26	then	then	ADV
ajis02-310	299	27	this	this	DET
ajis02-310	299	28	more	more	ADV
ajis02-310	299	29	specific	specific	ADJ
ajis02-310	299	30	association	association	NOUN
ajis02-310	299	31	is	be	AUX
ajis02-310	299	32	of	of	ADP
ajis02-310	299	33	little	little	ADJ
ajis02-310	299	34	interest	interest	NOUN
ajis02-310	299	35	and	and	CCONJ
ajis02-310	299	36	therefore	therefore	ADV
ajis02-310	299	37	is	be	AUX
ajis02-310	299	38	a	a	DET
ajis02-310	299	39	candidate	candidate	NOUN
ajis02-310	299	40	for	for	ADP
ajis02-310	299	41	pruning	prune	VERB
ajis02-310	299	42	.	.	PUNCT
ajis02-310	300	1	the	the	DET
ajis02-310	300	2	potential	potential	NOUN
ajis02-310	300	3	exists	exist	VERB
ajis02-310	300	4	to	to	PART
ajis02-310	300	5	extend	extend	VERB
ajis02-310	300	6	association	association	NOUN
ajis02-310	300	7	rules	rule	NOUN
ajis02-310	300	8	to	to	PART
ajis02-310	300	9	encompass	encompass	VERB
ajis02-310	300	10	both	both	DET
ajis02-310	300	11	different	different	ADJ
ajis02-310	300	12	types	type	NOUN
ajis02-310	300	13	of	of	ADP
ajis02-310	300	14	associations	association	NOUN
ajis02-310	300	15	,	,	PUNCT
ajis02-310	300	16	and	and	CCONJ
ajis02-310	300	17	different	different	ADJ
ajis02-310	300	18	types	type	NOUN
ajis02-310	300	19	of	of	ADP
ajis02-310	300	20	data	datum	NOUN
ajis02-310	300	21	.	.	PUNCT
ajis02-310	301	1	whilst	whilst	SCONJ
ajis02-310	301	2	the	the	DET
ajis02-310	301	3	initial	initial	ADJ
ajis02-310	301	4	focus	focus	NOUN
ajis02-310	301	5	has	have	AUX
ajis02-310	301	6	been	be	AUX
ajis02-310	301	7	upon	upon	SCONJ
ajis02-310	301	8	transaction	transaction	NOUN
ajis02-310	301	9	databases	database	NOUN
ajis02-310	301	10	,	,	PUNCT
ajis02-310	301	11	association	association	NOUN
ajis02-310	301	12	rules	rule	NOUN
ajis02-310	301	13	can	can	AUX
ajis02-310	301	14	also	also	ADV
ajis02-310	301	15	be	be	AUX
ajis02-310	301	16	extracted	extract	VERB
ajis02-310	301	17	from	from	ADP
ajis02-310	301	18	other	other	ADJ
ajis02-310	301	19	organisational	organisational	ADJ
ajis02-310	301	20	databases	database	NOUN
ajis02-310	301	21	.	.	PUNCT
ajis02-310	302	1	relational	relational	ADJ
ajis02-310	302	2	databases	database	NOUN
ajis02-310	302	3	within	within	ADP
ajis02-310	302	4	many	many	ADJ
ajis02-310	302	5	organisations	organisation	NOUN
ajis02-310	302	6	store	store	VERB
ajis02-310	302	7	quantitative	quantitative	ADJ
ajis02-310	302	8	and	and	CCONJ
ajis02-310	302	9	categorical	categorical	ADJ
ajis02-310	302	10	attributes	attribute	NOUN
ajis02-310	302	11	.	.	PUNCT
ajis02-310	303	1	quantitative	quantitative	ADJ
ajis02-310	303	2	association	association	NOUN
ajis02-310	303	3	rules	rule	NOUN
ajis02-310	303	4	learnt	learn	VERB
ajis02-310	303	5	from	from	ADP
ajis02-310	303	6	quantitative	quantitative	ADJ
ajis02-310	303	7	and	and	CCONJ
ajis02-310	303	8	categorical	categorical	ADJ
ajis02-310	303	9	data	datum	NOUN
ajis02-310	303	10	are	be	AUX
ajis02-310	303	11	described	describe	VERB
ajis02-310	303	12	by	by	ADP
ajis02-310	303	13	srikant	srikant	ADJ
ajis02-310	303	14	and	and	CCONJ
ajis02-310	303	15	agrawal	agrawal	PROPN
ajis02-310	303	16	(	(	PUNCT
ajis02-310	303	17	1996	1996	NUM
ajis02-310	303	18	)	)	PUNCT
ajis02-310	303	19	.	.	PUNCT
ajis02-310	304	1	likewise	likewise	ADV
ajis02-310	304	2	,	,	PUNCT
ajis02-310	304	3	temporal	temporal	ADJ
ajis02-310	304	4	or	or	CCONJ
ajis02-310	304	5	spatial	spatial	ADJ
ajis02-310	304	6	relationships	relationship	NOUN
ajis02-310	304	7	can	can	AUX
ajis02-310	304	8	,	,	PUNCT
ajis02-310	304	9	for	for	ADP
ajis02-310	304	10	example	example	NOUN
ajis02-310	304	11	,	,	PUNCT
ajis02-310	304	12	form	form	VERB
ajis02-310	304	13	the	the	DET
ajis02-310	304	14	basis	basis	NOUN
ajis02-310	304	15	of	of	ADP
ajis02-310	304	16	an	an	DET
ajis02-310	304	17	association	association	NOUN
ajis02-310	304	18	.	.	PUNCT
ajis02-310	305	1	spatial	spatial	ADJ
ajis02-310	305	2	association	association	NOUN
ajis02-310	305	3	rules	rule	NOUN
ajis02-310	305	4	are	be	AUX
ajis02-310	305	5	discussed	discuss	VERB
ajis02-310	305	6	by	by	ADP
ajis02-310	305	7	koperski	koperski	PROPN
ajis02-310	305	8	and	and	CCONJ
ajis02-310	305	9	han	han	PROPN
ajis02-310	305	10	(	(	PUNCT
ajis02-310	305	11	1995	1995	NUM
ajis02-310	305	12	)	)	PUNCT
ajis02-310	305	13	,	,	PUNCT
ajis02-310	305	14	and	and	CCONJ
ajis02-310	305	15	an	an	DET
ajis02-310	305	16	algorithm	algorithm	NOUN
ajis02-310	305	17	for	for	ADP
ajis02-310	305	18	their	their	PRON
ajis02-310	305	19	derivation	derivation	NOUN
ajis02-310	305	20	is	be	AUX
ajis02-310	305	21	provided	provide	VERB
ajis02-310	305	22	.	.	PUNCT
ajis02-310	306	1	functional	functional	ADJ
ajis02-310	306	2	relationships	relationship	NOUN
ajis02-310	306	3	functional	functional	ADJ
ajis02-310	306	4	relationships	relationship	NOUN
ajis02-310	306	5	within	within	ADP
ajis02-310	306	6	data	datum	NOUN
ajis02-310	306	7	describe	describe	VERB
ajis02-310	306	8	the	the	DET
ajis02-310	306	9	value	value	NOUN
ajis02-310	306	10	of	of	ADP
ajis02-310	306	11	one	one	NUM
ajis02-310	306	12	or	or	CCONJ
ajis02-310	306	13	more	more	ADJ
ajis02-310	306	14	attributes	attribute	NOUN
ajis02-310	306	15	as	as	ADP
ajis02-310	306	16	a	a	DET
ajis02-310	306	17	function	function	NOUN
ajis02-310	306	18	of	of	ADP
ajis02-310	306	19	other	other	ADJ
ajis02-310	306	20	attributes	attribute	NOUN
ajis02-310	306	21	.	.	PUNCT
ajis02-310	307	1	for	for	ADP
ajis02-310	307	2	example	example	NOUN
ajis02-310	307	3	,	,	PUNCT
ajis02-310	307	4	an	an	DET
ajis02-310	307	5	attribute	attribute	NOUN
ajis02-310	307	6	y	y	PROPN
ajis02-310	307	7	may	may	AUX
ajis02-310	307	8	be	be	AUX
ajis02-310	307	9	described	describe	VERB
ajis02-310	307	10	as	as	ADP
ajis02-310	307	11	a	a	DET
ajis02-310	307	12	function	function	NOUN
ajis02-310	307	13	of	of	ADP
ajis02-310	307	14	two	two	NUM
ajis02-310	307	15	other	other	ADJ
ajis02-310	307	16	attributes	attribute	NOUN
ajis02-310	307	17	x	x	ADP
ajis02-310	307	18	,	,	PUNCT
ajis02-310	307	19	and	and	CCONJ
ajis02-310	307	20	z	z	NOUN
ajis02-310	307	21	as	as	ADP
ajis02-310	307	22	y	y	PROPN
ajis02-310	307	23	=	=	PUNCT
ajis02-310	307	24	-j2x	-j2x	PROPN
ajis02-310	308	1	*	*	PUNCT
ajis02-310	308	2	7z	7z	X
ajis02-310	308	3	.	.	PUNCT
ajis02-310	309	1	such	such	ADJ
ajis02-310	309	2	relationships	relationship	NOUN
ajis02-310	309	3	are	be	AUX
ajis02-310	309	4	important	important	ADJ
ajis02-310	309	5	within	within	ADP
ajis02-310	309	6	the	the	DET
ajis02-310	309	7	scientific	scientific	ADJ
ajis02-310	309	8	domain	domain	NOUN
ajis02-310	309	9	where	where	SCONJ
ajis02-310	309	10	the	the	DET
ajis02-310	309	11	functional	functional	ADJ
ajis02-310	309	12	relationship	relationship	NOUN
ajis02-310	309	13	between	between	ADP
ajis02-310	309	14	two	two	NUM
ajis02-310	309	15	attributes	attribute	NOUN
ajis02-310	309	16	within	within	ADP
ajis02-310	309	17	the	the	DET
ajis02-310	309	18	data	datum	NOUN
ajis02-310	309	19	may	may	AUX
ajis02-310	309	20	reflect	reflect	VERB
ajis02-310	309	21	relationships	relationship	NOUN
ajis02-310	309	22	in	in	ADP
ajis02-310	309	23	the	the	DET
ajis02-310	309	24	underlying	underlie	VERB
ajis02-310	309	25	domain	domain	NOUN
ajis02-310	309	26	.	.	PUNCT
ajis02-310	310	1	however	however	ADV
ajis02-310	310	2	whilst	whilst	SCONJ
ajis02-310	310	3	it	it	PRON
ajis02-310	310	4	may	may	AUX
ajis02-310	310	5	be	be	AUX
ajis02-310	310	6	expected	expect	VERB
ajis02-310	310	7	that	that	SCONJ
ajis02-310	310	8	such	such	DET
ajis02-310	310	9	a	a	DET
ajis02-310	310	10	relationship	relationship	NOUN
ajis02-310	310	11	exists	exist	VERB
ajis02-310	310	12	within	within	ADP
ajis02-310	310	13	a	a	DET
ajis02-310	310	14	data	data	NOUN
ajis02-310	310	15	set	set	VERB
ajis02-310	310	16	,	,	PUNCT
ajis02-310	310	17	the	the	DET
ajis02-310	310	18	exact	exact	ADJ
ajis02-310	310	19	relationship	relationship	NOUN
ajis02-310	310	20	may	may	AUX
ajis02-310	310	21	be	be	AUX
ajis02-310	310	22	unknown	unknown	ADJ
ajis02-310	310	23	.	.	PUNCT
ajis02-310	311	1	because	because	SCONJ
ajis02-310	311	2	the	the	DET
ajis02-310	311	3	data	data	NOUN
ajis02-310	311	4	sets	set	VERB
ajis02-310	311	5	in	in	ADP
ajis02-310	311	6	question	question	NOUN
ajis02-310	311	7	may	may	AUX
ajis02-310	311	8	be	be	AUX
ajis02-310	311	9	very	very	ADV
ajis02-310	311	10	large	large	ADJ
ajis02-310	311	11	and	and	CCONJ
ajis02-310	311	12	complex	complex	ADJ
ajis02-310	311	13	,	,	PUNCT
ajis02-310	311	14	manual	manual	ADJ
ajis02-310	311	15	extraction	extraction	NOUN
ajis02-310	311	16	of	of	ADP
ajis02-310	311	17	relationships	relationship	NOUN
ajis02-310	311	18	from	from	ADP
ajis02-310	311	19	the	the	DET
ajis02-310	311	20	data	datum	NOUN
ajis02-310	311	21	may	may	AUX
ajis02-310	311	22	be	be	AUX
ajis02-310	311	23	impractical	impractical	ADJ
ajis02-310	311	24	.	.	PUNCT
ajis02-310	312	1	therefore	therefore	ADV
ajis02-310	312	2	the	the	DET
ajis02-310	312	3	automatic	automatic	ADJ
ajis02-310	312	4	discovery	discovery	NOUN
ajis02-310	312	5	of	of	ADP
ajis02-310	312	6	functional	functional	ADJ
ajis02-310	312	7	relationships	relationship	NOUN
ajis02-310	312	8	,	,	PUNCT
ajis02-310	312	9	using	use	VERB
ajis02-310	312	10	ai	ai	NOUN
ajis02-310	312	11	techniques	technique	NOUN
ajis02-310	312	12	is	be	AUX
ajis02-310	312	13	a	a	DET
ajis02-310	312	14	useful	useful	ADJ
ajis02-310	312	15	application	application	NOUN
ajis02-310	312	16	domain	domain	NOUN
ajis02-310	312	17	for	for	ADP
ajis02-310	312	18	data	datum	NOUN
ajis02-310	312	19	mining	mining	NOUN
ajis02-310	312	20	.	.	PUNCT
ajis02-310	313	1	a	a	DET
ajis02-310	313	2	major	major	ADJ
ajis02-310	313	3	limitation	limitation	NOUN
ajis02-310	313	4	amongst	amongst	ADP
ajis02-310	313	5	function	function	NOUN
ajis02-310	313	6	finding	finding	NOUN
ajis02-310	313	7	tools	tool	NOUN
ajis02-310	313	8	is	be	AUX
ajis02-310	313	9	highlighted	highlight	VERB
ajis02-310	313	10	by	by	ADP
ajis02-310	313	11	schaffer	schaffer	PROPN
ajis02-310	313	12	(	(	PUNCT
ajis02-310	313	13	1991	1991	NUM
ajis02-310	313	14	)	)	PUNCT
ajis02-310	313	15	and	and	CCONJ
ajis02-310	313	16	,	,	PUNCT
ajis02-310	313	17	in	in	ADP
ajis02-310	313	18	earlier	early	ADJ
ajis02-310	313	19	work	work	NOUN
ajis02-310	313	20	,	,	PUNCT
ajis02-310	313	21	referred	refer	VERB
ajis02-310	313	22	to	to	ADP
ajis02-310	313	23	in	in	ADP
ajis02-310	313	24	the	the	DET
ajis02-310	313	25	survey	survey	NOUN
ajis02-310	313	26	by	by	ADP
ajis02-310	313	27	angluin	angluin	PROPN
ajis02-310	313	28	and	and	CCONJ
ajis02-310	313	29	smith	smith	PROPN
ajis02-310	313	30	(	(	PUNCT
ajis02-310	313	31	1983	1983	NUM
ajis02-310	313	32	)	)	PUNCT
ajis02-310	313	33	;	;	PUNCT
ajis02-310	313	34	for	for	ADP
ajis02-310	313	35	any	any	DET
ajis02-310	313	36	given	give	VERB
ajis02-310	313	37	data	datum	NOUN
ajis02-310	313	38	of	of	ADP
ajis02-310	313	39	example	example	NOUN
ajis02-310	313	40	values	value	NOUN
ajis02-310	313	41	,	,	PUNCT
ajis02-310	313	42	an	an	DET
ajis02-310	313	43	infinite	infinite	ADJ
ajis02-310	313	44	number	number	NOUN
ajis02-310	313	45	of	of	ADP
ajis02-310	313	46	describing	describe	VERB
ajis02-310	313	47	functions	function	NOUN
ajis02-310	313	48	can	can	AUX
ajis02-310	313	49	be	be	AUX
ajis02-310	313	50	derived	derive	VERB
ajis02-310	313	51	.	.	PUNCT
ajis02-310	314	1	the	the	DET
ajis02-310	314	2	selection	selection	NOUN
ajis02-310	314	3	of	of	ADP
ajis02-310	314	4	the	the	DET
ajis02-310	314	5	most	most	ADV
ajis02-310	314	6	appropriate	appropriate	ADJ
ajis02-310	314	7	function	function	NOUN
ajis02-310	314	8	is	be	AUX
ajis02-310	314	9	therefore	therefore	ADV
ajis02-310	314	10	integral	integral	ADJ
ajis02-310	314	11	to	to	ADP
ajis02-310	314	12	the	the	DET
ajis02-310	314	13	operation	operation	NOUN
ajis02-310	314	14	of	of	ADP
ajis02-310	314	15	function	function	NOUN
ajis02-310	314	16	finding	finding	NOUN
ajis02-310	314	17	tools	tool	NOUN
ajis02-310	314	18	.	.	PUNCT
ajis02-310	315	1	the	the	DET
ajis02-310	315	2	characteristics	characteristic	NOUN
ajis02-310	315	3	of	of	ADP
ajis02-310	315	4	the	the	DET
ajis02-310	315	5	most	most	ADV
ajis02-310	315	6	appropriate	appropriate	ADJ
ajis02-310	315	7	function	function	NOUN
ajis02-310	315	8	depend	depend	VERB
ajis02-310	315	9	upon	upon	SCONJ
ajis02-310	315	10	both	both	DET
ajis02-310	315	11	domain	domain	NOUN
ajis02-310	315	12	knowledge	knowledge	NOUN
ajis02-310	315	13	,	,	PUNCT
ajis02-310	315	14	and	and	CCONJ
ajis02-310	315	15	the	the	DET
ajis02-310	315	16	proposed	propose	VERB
ajis02-310	315	17	use	use	NOUN
ajis02-310	315	18	of	of	ADP
ajis02-310	315	19	the	the	DET
ajis02-310	315	20	discovered	discover	VERB
ajis02-310	315	21	function	function	NOUN
ajis02-310	315	22	.	.	PUNCT
ajis02-310	316	1	as	as	SCONJ
ajis02-310	316	2	these	these	DET
ajis02-310	316	3	parameters	parameter	NOUN
ajis02-310	316	4	will	will	AUX
ajis02-310	316	5	vary	vary	VERB
ajis02-310	316	6	between	between	ADP
ajis02-310	316	7	applications	application	NOUN
ajis02-310	316	8	,	,	PUNCT
ajis02-310	316	9	no	no	DET
ajis02-310	316	10	single	single	ADJ
ajis02-310	316	11	universal	universal	ADJ
ajis02-310	316	12	solution	solution	NOUN
ajis02-310	316	13	can	can	AUX
ajis02-310	316	14	be	be	AUX
ajis02-310	316	15	provided	provide	VERB
ajis02-310	316	16	.	.	PUNCT
ajis02-310	317	1	because	because	SCONJ
ajis02-310	317	2	of	of	ADP
ajis02-310	317	3	this	this	PRON
ajis02-310	317	4	,	,	PUNCT
ajis02-310	317	5	in	in	ADP
ajis02-310	317	6	many	many	ADJ
ajis02-310	317	7	cases	case	NOUN
ajis02-310	317	8	the	the	DET
ajis02-310	317	9	utility	utility	NOUN
ajis02-310	317	10	of	of	ADP
ajis02-310	317	11	function	function	NOUN
ajis02-310	317	12	finding	finding	NOUN
ajis02-310	317	13	tools	tool	NOUN
ajis02-310	317	14	will	will	AUX
ajis02-310	317	15	be	be	AUX
ajis02-310	317	16	determined	determine	VERB
ajis02-310	317	17	in	in	ADP
ajis02-310	317	18	part	part	NOUN
ajis02-310	317	19	by	by	ADP
ajis02-310	317	20	the	the	DET
ajis02-310	317	21	ability	ability	NOUN
ajis02-310	317	22	of	of	ADP
ajis02-310	317	23	domain	domain	NOUN
ajis02-310	317	24	experts	expert	NOUN
ajis02-310	317	25	to	to	PART
ajis02-310	317	26	specify	specify	VERB
ajis02-310	317	27	the	the	DET
ajis02-310	317	28	characteristics	characteristic	NOUN
ajis02-310	317	29	of	of	ADP
ajis02-310	317	30	desirable	desirable	ADJ
ajis02-310	317	31	functions	function	NOUN
ajis02-310	317	32	.	.	PUNCT
ajis02-310	318	1	typically	typically	ADV
ajis02-310	318	2	,	,	PUNCT
ajis02-310	318	3	a	a	DET
ajis02-310	318	4	set	set	NOUN
ajis02-310	318	5	of	of	ADP
ajis02-310	318	6	heuristics	heuristic	NOUN
ajis02-310	318	7	must	must	AUX
ajis02-310	318	8	be	be	AUX
ajis02-310	318	9	used	use	VERB
ajis02-310	318	10	to	to	PART
ajis02-310	318	11	moderate	moderate	VERB
ajis02-310	318	12	the	the	DET
ajis02-310	318	13	search	search	NOUN
ajis02-310	318	14	including	include	VERB
ajis02-310	318	15	the	the	DET
ajis02-310	318	16	expected	expect	VERB
ajis02-310	318	17	accuracy	accuracy	NOUN
ajis02-310	318	18	and	and	CCONJ
ajis02-310	318	19	simplicity	simplicity	NOUN
ajis02-310	318	20	of	of	ADP
ajis02-310	318	21	the	the	DET
ajis02-310	318	22	candidate	candidate	NOUN
ajis02-310	318	23	functions	function	NOUN
ajis02-310	318	24	.	.	PUNCT
ajis02-310	319	1	for	for	ADP
ajis02-310	319	2	example	example	NOUN
ajis02-310	319	3	,	,	PUNCT
ajis02-310	319	4	if	if	SCONJ
ajis02-310	319	5	a	a	DET
ajis02-310	319	6	quadratic	quadratic	NOUN
ajis02-310	319	7	and	and	CCONJ
ajis02-310	319	8	a	a	DET
ajis02-310	319	9	cubic	cubic	ADJ
ajis02-310	319	10	equation	equation	NOUN
ajis02-310	319	11	give	give	VERB
ajis02-310	319	12	similar	similar	ADJ
ajis02-310	319	13	accuracy	accuracy	NOUN
ajis02-310	319	14	on	on	ADP
ajis02-310	319	15	the	the	DET
ajis02-310	319	16	data	datum	NOUN
ajis02-310	319	17	,	,	PUNCT
ajis02-310	319	18	then	then	ADV
ajis02-310	319	19	it	it	PRON
ajis02-310	319	20	is	be	AUX
ajis02-310	319	21	likely	likely	ADJ
ajis02-310	319	22	that	that	SCONJ
ajis02-310	319	23	the	the	DET
ajis02-310	319	24	quadratic	quadratic	NOUN
ajis02-310	319	25	would	would	AUX
ajis02-310	319	26	be	be	AUX
ajis02-310	319	27	preferred	prefer	VERB
ajis02-310	319	28	for	for	ADP
ajis02-310	319	29	simplicity	simplicity	NOUN
ajis02-310	319	30	.	.	PUNCT
ajis02-310	320	1	functional	functional	ADJ
ajis02-310	320	2	dependencies	dependency	NOUN
ajis02-310	320	3	adopting	adopt	VERB
ajis02-310	320	4	the	the	DET
ajis02-310	320	5	notation	notation	NOUN
ajis02-310	320	6	of	of	ADP
ajis02-310	320	7	elmasri	elmasri	NOUN
ajis02-310	320	8	and	and	CCONJ
ajis02-310	320	9	navathe	navathe	PROPN
ajis02-310	320	10	(	(	PUNCT
ajis02-310	320	11	1989	1989	NUM
ajis02-310	320	12	)	)	PUNCT
ajis02-310	320	13	,	,	PUNCT
ajis02-310	320	14	a	a	DET
ajis02-310	320	15	functional	functional	ADJ
ajis02-310	320	16	dependency	dependency	NOUN
ajis02-310	320	17	can	can	AUX
ajis02-310	320	18	be	be	AUX
ajis02-310	320	19	described	describe	VERB
ajis02-310	320	20	as	as	ADP
ajis02-310	320	21	follows	follow	VERB
ajis02-310	320	22	.	.	PUNCT
ajis02-310	321	1	given	give	VERB
ajis02-310	321	2	two	two	NUM
ajis02-310	321	3	sets	set	NOUN
ajis02-310	321	4	of	of	ADP
ajis02-310	321	5	attributes	attribute	NOUN
ajis02-310	321	6	x	x	PUNCT
ajis02-310	321	7	and	and	CCONJ
ajis02-310	321	8	y	y	PROPN
ajis02-310	321	9	existing	exist	VERB
ajis02-310	321	10	in	in	ADP
ajis02-310	321	11	the	the	DET
ajis02-310	321	12	database	database	NOUN
ajis02-310	321	13	,	,	PUNCT
ajis02-310	321	14	a	a	DET
ajis02-310	321	15	functional	functional	ADJ
ajis02-310	321	16	dependency	dependency	NOUN
ajis02-310	321	17	(	(	PUNCT
ajis02-310	321	18	denoted	denote	VERB
ajis02-310	321	19	as	as	ADP
ajis02-310	321	20	x—»y	x—»y	NOUN
ajis02-310	321	21	)	)	PUNCT
ajis02-310	321	22	states	state	VERB
ajis02-310	321	23	that	that	SCONJ
ajis02-310	321	24	for	for	ADP
ajis02-310	321	25	any	any	DET
ajis02-310	321	26	two	two	NUM
ajis02-310	321	27	given	give	VERB
ajis02-310	321	28	tuples	tuples	PROPN
ajis02-310	321	29	t	t	PROPN
ajis02-310	321	30	j	j	PROPN
ajis02-310	321	31	and	and	CCONJ
ajis02-310	321	32	\^	\^	ADJ
ajis02-310	321	33	if	if	SCONJ
ajis02-310	321	34	tj(x	tj(x	VERB
ajis02-310	321	35	)	)	PUNCT
ajis02-310	321	36	=	=	SYM
ajis02-310	321	37	t2(x	t2(x	NOUN
ajis02-310	321	38	)	)	PUNCT
ajis02-310	321	39	,	,	PUNCT
ajis02-310	321	40	then	then	ADV
ajis02-310	321	41	tj(y	tj(y	NUM
ajis02-310	321	42	)	)	PUNCT
ajis02-310	321	43	=	=	PUNCT
ajis02-310	322	1	t2(y	t2(y	X
ajis02-310	322	2	)	)	PUNCT
ajis02-310	322	3	must	must	AUX
ajis02-310	322	4	also	also	ADV
ajis02-310	322	5	be	be	AUX
ajis02-310	322	6	true	true	ADJ
ajis02-310	322	7	.	.	PUNCT
ajis02-310	323	1	an	an	DET
ajis02-310	323	2	example	example	NOUN
ajis02-310	323	3	of	of	ADP
ajis02-310	323	4	a	a	DET
ajis02-310	323	5	functional	functional	ADJ
ajis02-310	323	6	dependency	dependency	NOUN
ajis02-310	323	7	may	may	AUX
ajis02-310	323	8	be	be	AUX
ajis02-310	323	9	:	:	PUNCT
ajis02-310	323	10	course_code	course_code	NOUN
ajis02-310	323	11	—	—	PUNCT
ajis02-310	323	12	»	»	PUNCT
ajis02-310	323	13	course_name	course_name	VERB
ajis02-310	323	14	that	that	ADV
ajis02-310	323	15	is	be	AUX
ajis02-310	323	16	,	,	PUNCT
ajis02-310	323	17	if	if	SCONJ
ajis02-310	323	18	we	we	PRON
ajis02-310	323	19	know	know	VERB
ajis02-310	323	20	a	a	DET
ajis02-310	323	21	subject	subject	NOUN
ajis02-310	323	22	's	's	PART
ajis02-310	323	23	course	course	NOUN
ajis02-310	323	24	code	code	NOUN
ajis02-310	323	25	,	,	PUNCT
ajis02-310	323	26	we	we	PRON
ajis02-310	323	27	can	can	AUX
ajis02-310	323	28	determine	determine	VERB
ajis02-310	323	29	its	its	PRON
ajis02-310	323	30	name	name	NOUN
ajis02-310	323	31	.	.	PUNCT
ajis02-310	324	1	the	the	DET
ajis02-310	324	2	implication	implication	NOUN
ajis02-310	324	3	of	of	ADP
ajis02-310	324	4	this	this	PRON
ajis02-310	324	5	within	within	ADP
ajis02-310	324	6	a	a	DET
ajis02-310	324	7	relational	relational	ADJ
ajis02-310	324	8	database	database	NOUN
ajis02-310	324	9	is	be	AUX
ajis02-310	324	10	that	that	SCONJ
ajis02-310	324	11	we	we	PRON
ajis02-310	324	12	need	need	VERB
ajis02-310	324	13	only	only	ADV
ajis02-310	324	14	store	store	VERB
ajis02-310	324	15	each	each	DET
ajis02-310	324	16	course_name	course_name	NOUN
ajis02-310	324	17	once	once	ADV
ajis02-310	324	18	with	with	ADP
ajis02-310	324	19	its	its	PRON
ajis02-310	324	20	corresponding	corresponding	ADJ
ajis02-310	324	21	course_code	course_code	NOUN
ajis02-310	324	22	.	.	PUNCT
ajis02-310	325	1	because	because	SCONJ
ajis02-310	325	2	of	of	ADP
ajis02-310	325	3	this	this	DET
ajis02-310	325	4	property	property	NOUN
ajis02-310	325	5	,	,	PUNCT
ajis02-310	325	6	functional	functional	ADJ
ajis02-310	325	7	dependencies	dependency	NOUN
ajis02-310	325	8	are	be	AUX
ajis02-310	325	9	used	use	VERB
ajis02-310	325	10	to	to	PART
ajis02-310	325	11	design	design	VERB
ajis02-310	325	12	the	the	DET
ajis02-310	325	13	structure	structure	NOUN
ajis02-310	325	14	of	of	ADP
ajis02-310	325	15	a	a	DET
ajis02-310	325	16	relational	relational	ADJ
ajis02-310	325	17	database	database	NOUN
ajis02-310	325	18	,	,	PUNCT
ajis02-310	325	19	helping	help	VERB
ajis02-310	325	20	to	to	PART
ajis02-310	325	21	eliminate	eliminate	VERB
ajis02-310	325	22	redundant	redundant	ADJ
ajis02-310	325	23	data	datum	NOUN
ajis02-310	325	24	storage	storage	NOUN
ajis02-310	325	25	,	,	PUNCT
ajis02-310	325	26	via	via	ADP
ajis02-310	325	27	normalisation	normalisation	NOUN
ajis02-310	325	28	.	.	PUNCT
ajis02-310	326	1	if	if	SCONJ
ajis02-310	326	2	previously	previously	ADV
ajis02-310	326	3	undetected	undetecte	VERB
ajis02-310	326	4	induced	induced	ADJ
ajis02-310	326	5	dependencies	dependency	NOUN
ajis02-310	326	6	are	be	AUX
ajis02-310	326	7	found	find	VERB
ajis02-310	326	8	to	to	PART
ajis02-310	326	9	exist	exist	VERB
ajis02-310	326	10	within	within	ADP
ajis02-310	326	11	a	a	DET
ajis02-310	326	12	database	database	NOUN
ajis02-310	326	13	,	,	PUNCT
ajis02-310	326	14	restructuring	restructuring	NOUN
ajis02-310	326	15	of	of	ADP
ajis02-310	326	16	the	the	DET
ajis02-310	326	17	database	database	NOUN
ajis02-310	326	18	may	may	AUX
ajis02-310	326	19	take	take	VERB
ajis02-310	326	20	place	place	NOUN
ajis02-310	326	21	,	,	PUNCT
ajis02-310	326	22	via	via	ADP
ajis02-310	326	23	a	a	DET
ajis02-310	326	24	process	process	NOUN
ajis02-310	326	25	of	of	ADP
ajis02-310	326	26	schema	schema	NOUN
ajis02-310	326	27	evolution	evolution	NOUN
ajis02-310	326	28	,	,	PUNCT
ajis02-310	326	29	see	see	VERB
ajis02-310	326	30	(	(	PUNCT
ajis02-310	326	31	roddick	roddick	PROPN
ajis02-310	326	32	1995	1995	NUM
ajis02-310	326	33	)	)	PUNCT
ajis02-310	326	34	for	for	ADP
ajis02-310	326	35	a	a	DET
ajis02-310	326	36	survey	survey	NOUN
ajis02-310	326	37	of	of	ADP
ajis02-310	326	38	publications	publication	NOUN
ajis02-310	326	39	on	on	ADP
ajis02-310	326	40	schema	schema	NOUN
ajis02-310	326	41	evolution	evolution	NOUN
ajis02-310	326	42	.	.	PUNCT
ajis02-310	327	1	given	give	VERB
ajis02-310	327	2	the	the	DET
ajis02-310	327	3	importance	importance	NOUN
ajis02-310	327	4	of	of	ADP
ajis02-310	327	5	functional	functional	ADJ
ajis02-310	327	6	relationships	relationship	NOUN
ajis02-310	327	7	within	within	ADP
ajis02-310	327	8	the	the	DET
ajis02-310	327	9	relational	relational	ADJ
ajis02-310	327	10	model	model	NOUN
ajis02-310	327	11	,	,	PUNCT
ajis02-310	327	12	it	it	PRON
ajis02-310	327	13	is	be	AUX
ajis02-310	327	14	not	not	PART
ajis02-310	327	15	surprising	surprising	ADJ
ajis02-310	327	16	that	that	SCONJ
ajis02-310	327	17	the	the	DET
ajis02-310	327	18	induction	induction	NOUN
ajis02-310	327	19	of	of	ADP
ajis02-310	327	20	functional	functional	ADJ
ajis02-310	327	21	dependencies	dependency	NOUN
ajis02-310	327	22	within	within	ADP
ajis02-310	327	23	databases	database	NOUN
ajis02-310	327	24	has	have	AUX
ajis02-310	327	25	been	be	AUX
ajis02-310	327	26	widely	widely	ADV
ajis02-310	327	27	investigated	investigate	VERB
ajis02-310	327	28	.	.	PUNCT
ajis02-310	328	1	roddick	roddick	PROPN
ajis02-310	328	2	et	et	PROPN
ajis02-310	328	3	al	al	PROPN
ajis02-310	328	4	,	,	PUNCT
ajis02-310	328	5	loosely	loosely	ADV
ajis02-310	328	6	defines	define	VERB
ajis02-310	328	7	induced	induce	VERB
ajis02-310	328	8	functional	functional	ADJ
ajis02-310	328	9	dependencies	dependency	NOUN
ajis02-310	328	10	as	as	SCONJ
ajis02-310	328	11	follows	follow	VERB
ajis02-310	328	12	:	:	PUNCT
ajis02-310	328	13	functional	functional	ADJ
ajis02-310	328	14	dependencies	dependency	NOUN
ajis02-310	328	15	that	that	PRON
ajis02-310	328	16	are	be	AUX
ajis02-310	328	17	consistent	consistent	ADJ
ajis02-310	328	18	with	with	ADP
ajis02-310	328	19	the	the	DET
ajis02-310	328	20	data	datum	NOUN
ajis02-310	328	21	currently	currently	ADV
ajis02-310	328	22	held	hold	VERB
ajis02-310	328	23	in	in	ADP
ajis02-310	328	24	the	the	DET
ajis02-310	328	25	database	database	NOUN
ajis02-310	328	26	but	but	CCONJ
ajis02-310	328	27	which	which	PRON
ajis02-310	328	28	have	have	AUX
ajis02-310	328	29	not	not	PART
ajis02-310	328	30	been	be	AUX
ajis02-310	328	31	defined	define	VERB
ajis02-310	328	32	within	within	ADP
ajis02-310	328	33	the	the	DET
ajis02-310	328	34	database	database	NOUN
ajis02-310	328	35	schema	schema	NOUN
ajis02-310	328	36	,	,	PUNCT
ajis02-310	328	37	(	(	PUNCT
ajis02-310	328	38	roddick	roddick	PROPN
ajis02-310	328	39	,	,	PUNCT
ajis02-310	328	40	craske	craske	PROPN
ajis02-310	328	41	and	and	CCONJ
ajis02-310	328	42	richards	richard	NOUN
ajis02-310	328	43	1996	1996	NUM
ajis02-310	328	44	)	)	PUNCT
ajis02-310	328	45	.	.	PUNCT
ajis02-310	329	1	induced	induce	VERB
ajis02-310	329	2	dependencies	dependency	NOUN
ajis02-310	329	3	only	only	ADV
ajis02-310	329	4	hold	hold	VERB
ajis02-310	329	5	true	true	ADJ
ajis02-310	329	6	for	for	ADP
ajis02-310	329	7	the	the	DET
ajis02-310	329	8	current	current	ADJ
ajis02-310	329	9	data	datum	NOUN
ajis02-310	329	10	in	in	ADP
ajis02-310	329	11	the	the	DET
ajis02-310	329	12	database	database	NOUN
ajis02-310	329	13	,	,	PUNCT
ajis02-310	329	14	ie	ie	X
ajis02-310	329	15	.	.	PUNCT
ajis02-310	330	1	there	there	PRON
ajis02-310	330	2	is	be	VERB
ajis02-310	330	3	no	no	DET
ajis02-310	330	4	109	109	NUM
ajis02-310	330	5	ajis	ajis	NOUN
ajis02-310	330	6	vol	vol	NOUN
ajis02-310	330	7	.	.	PROPN
ajis02-310	330	8	6	6	NUM
ajis02-310	330	9	no	no	NOUN
ajis02-310	330	10	.	.	NOUN
ajis02-310	330	11	2	2	NUM
ajis02-310	330	12	may	may	AUX
ajis02-310	330	13	1999	1999	NUM
ajis02-310	330	14	guarantee	guarantee	VERB
ajis02-310	330	15	that	that	SCONJ
ajis02-310	330	16	valid	valid	ADJ
ajis02-310	330	17	data	datum	NOUN
ajis02-310	330	18	,	,	PUNCT
ajis02-310	330	19	which	which	PRON
ajis02-310	330	20	contradicts	contradict	VERB
ajis02-310	330	21	them	they	PRON
ajis02-310	330	22	,	,	PUNCT
ajis02-310	330	23	may	may	AUX
ajis02-310	330	24	later	later	ADV
ajis02-310	330	25	be	be	AUX
ajis02-310	330	26	entered	enter	VERB
ajis02-310	330	27	into	into	ADP
ajis02-310	330	28	the	the	DET
ajis02-310	330	29	database	database	NOUN
ajis02-310	330	30	.	.	PUNCT
ajis02-310	331	1	restructuring	restructure	VERB
ajis02-310	331	2	the	the	DET
ajis02-310	331	3	database	database	NOUN
ajis02-310	331	4	on	on	ADP
ajis02-310	331	5	the	the	DET
ajis02-310	331	6	basis	basis	NOUN
ajis02-310	331	7	of	of	ADP
ajis02-310	331	8	induced	induced	ADJ
ajis02-310	331	9	dependencies	dependency	NOUN
ajis02-310	331	10	may	may	AUX
ajis02-310	331	11	therefore	therefore	ADV
ajis02-310	331	12	be	be	AUX
ajis02-310	331	13	unwise	unwise	ADJ
ajis02-310	331	14	,	,	PUNCT
ajis02-310	331	15	however	however	ADV
ajis02-310	331	16	they	they	PRON
ajis02-310	331	17	may	may	AUX
ajis02-310	331	18	be	be	AUX
ajis02-310	331	19	used	use	VERB
ajis02-310	331	20	for	for	ADP
ajis02-310	331	21	purposes	purpose	NOUN
ajis02-310	331	22	such	such	ADJ
ajis02-310	331	23	as	as	ADP
ajis02-310	331	24	semantic	semantic	ADJ
ajis02-310	331	25	query	query	NOUN
ajis02-310	331	26	optimisation	optimisation	NOUN
ajis02-310	331	27	,	,	PUNCT
ajis02-310	331	28	or	or	CCONJ
ajis02-310	331	29	integrity	integrity	NOUN
ajis02-310	331	30	enforcement	enforcement	NOUN
ajis02-310	331	31	and	and	CCONJ
ajis02-310	331	32	error	error	NOUN
ajis02-310	331	33	detection	detection	NOUN
ajis02-310	331	34	.	.	PUNCT
ajis02-310	332	1	top	top	ADJ
ajis02-310	332	2	-	-	PUNCT
ajis02-310	332	3	down	down	ADP
ajis02-310	332	4	approaches	approach	NOUN
ajis02-310	332	5	to	to	ADP
ajis02-310	332	6	the	the	DET
ajis02-310	332	7	discovery	discovery	NOUN
ajis02-310	332	8	of	of	ADP
ajis02-310	332	9	induced	induced	ADJ
ajis02-310	332	10	dependencies	dependency	NOUN
ajis02-310	332	11	begin	begin	VERB
ajis02-310	332	12	by	by	ADP
ajis02-310	332	13	suggesting	suggest	VERB
ajis02-310	332	14	general	general	ADJ
ajis02-310	332	15	induced	induce	VERB
ajis02-310	332	16	dependencies	dependency	NOUN
ajis02-310	332	17	,	,	PUNCT
ajis02-310	332	18	and	and	CCONJ
ajis02-310	332	19	then	then	ADV
ajis02-310	332	20	refining	refine	VERB
ajis02-310	332	21	these	these	PRON
ajis02-310	332	22	to	to	ADP
ajis02-310	332	23	more	more	ADV
ajis02-310	332	24	specific	specific	ADJ
ajis02-310	332	25	dependencies	dependency	NOUN
ajis02-310	332	26	as	as	SCONJ
ajis02-310	332	27	they	they	PRON
ajis02-310	332	28	are	be	AUX
ajis02-310	332	29	made	make	VERB
ajis02-310	332	30	invalid	invalid	ADJ
ajis02-310	332	31	by	by	ADP
ajis02-310	332	32	contradicting	contradict	VERB
ajis02-310	332	33	examples	example	NOUN
ajis02-310	332	34	within	within	ADP
ajis02-310	332	35	the	the	DET
ajis02-310	332	36	data	datum	NOUN
ajis02-310	332	37	.	.	PUNCT
ajis02-310	333	1	however	however	ADV
ajis02-310	333	2	such	such	DET
ajis02-310	333	3	an	an	DET
ajis02-310	333	4	approach	approach	NOUN
ajis02-310	333	5	is	be	AUX
ajis02-310	333	6	impractical	impractical	ADJ
ajis02-310	333	7	,	,	PUNCT
ajis02-310	333	8	as	as	SCONJ
ajis02-310	333	9	it	it	PRON
ajis02-310	333	10	is	be	AUX
ajis02-310	333	11	slow	slow	ADJ
ajis02-310	333	12	within	within	ADP
ajis02-310	333	13	the	the	DET
ajis02-310	333	14	realm	realm	NOUN
ajis02-310	333	15	of	of	ADP
ajis02-310	333	16	very	very	ADV
ajis02-310	333	17	large	large	ADJ
ajis02-310	333	18	databases	database	NOUN
ajis02-310	333	19	.	.	PUNCT
ajis02-310	334	1	this	this	PRON
ajis02-310	334	2	is	be	AUX
ajis02-310	334	3	a	a	DET
ajis02-310	334	4	major	major	ADJ
ajis02-310	334	5	limitation	limitation	NOUN
ajis02-310	334	6	,	,	PUNCT
ajis02-310	334	7	given	give	VERB
ajis02-310	334	8	that	that	SCONJ
ajis02-310	334	9	the	the	DET
ajis02-310	334	10	discovery	discovery	NOUN
ajis02-310	334	11	of	of	ADP
ajis02-310	334	12	induced	induced	ADJ
ajis02-310	334	13	dependencies	dependency	NOUN
ajis02-310	334	14	is	be	AUX
ajis02-310	334	15	most	most	ADV
ajis02-310	334	16	promising	promising	ADJ
ajis02-310	334	17	within	within	ADP
ajis02-310	334	18	larger	large	ADJ
ajis02-310	334	19	databases	database	NOUN
ajis02-310	334	20	.	.	PUNCT
ajis02-310	335	1	savnik	savnik	PROPN
ajis02-310	335	2	and	and	CCONJ
ajis02-310	335	3	flach	flach	PROPN
ajis02-310	335	4	propose	propose	VERB
ajis02-310	335	5	an	an	DET
ajis02-310	335	6	improvement	improvement	NOUN
ajis02-310	335	7	by	by	ADP
ajis02-310	335	8	initially	initially	ADV
ajis02-310	335	9	adopting	adopt	VERB
ajis02-310	335	10	a	a	DET
ajis02-310	335	11	bottom	bottom	ADJ
ajis02-310	335	12	-	-	PUNCT
ajis02-310	335	13	up	up	ADP
ajis02-310	335	14	inductive	inductive	ADJ
ajis02-310	335	15	approach	approach	NOUN
ajis02-310	335	16	(	(	PUNCT
ajis02-310	335	17	savnik	savnik	X
ajis02-310	335	18	and	and	CCONJ
ajis02-310	335	19	flach	flach	PROPN
ajis02-310	335	20	1993	1993	NUM
ajis02-310	335	21	)	)	PUNCT
ajis02-310	335	22	.	.	PUNCT
ajis02-310	336	1	their	their	PRON
ajis02-310	336	2	technique	technique	NOUN
ajis02-310	336	3	begins	begin	VERB
ajis02-310	336	4	by	by	ADP
ajis02-310	336	5	defining	define	VERB
ajis02-310	336	6	the	the	DET
ajis02-310	336	7	cover	cover	NOUN
ajis02-310	336	8	for	for	ADP
ajis02-310	336	9	invalid	invalid	ADJ
ajis02-310	336	10	dependencies	dependency	NOUN
ajis02-310	336	11	,	,	PUNCT
ajis02-310	336	12	via	via	ADP
ajis02-310	336	13	bottom	bottom	ADJ
ajis02-310	336	14	-	-	PUNCT
ajis02-310	336	15	up	up	ADP
ajis02-310	336	16	induction	induction	NOUN
ajis02-310	336	17	.	.	PUNCT
ajis02-310	337	1	this	this	PRON
ajis02-310	337	2	is	be	AUX
ajis02-310	337	3	stored	store	VERB
ajis02-310	337	4	in	in	ADP
ajis02-310	337	5	a	a	DET
ajis02-310	337	6	tree	tree	NOUN
ajis02-310	337	7	-	-	PUNCT
ajis02-310	337	8	like	like	ADJ
ajis02-310	337	9	data	data	NOUN
ajis02-310	337	10	structure	structure	NOUN
ajis02-310	337	11	,	,	PUNCT
ajis02-310	337	12	and	and	CCONJ
ajis02-310	337	13	can	can	AUX
ajis02-310	337	14	be	be	AUX
ajis02-310	337	15	quickly	quickly	ADV
ajis02-310	337	16	accessed	access	VERB
ajis02-310	337	17	to	to	PART
ajis02-310	337	18	assess	assess	VERB
ajis02-310	337	19	the	the	DET
ajis02-310	337	20	validity	validity	NOUN
ajis02-310	337	21	of	of	ADP
ajis02-310	337	22	any	any	DET
ajis02-310	337	23	proposed	propose	VERB
ajis02-310	337	24	functional	functional	ADJ
ajis02-310	337	25	dependencies	dependency	NOUN
ajis02-310	337	26	.	.	PUNCT
ajis02-310	338	1	therefore	therefore	ADV
ajis02-310	338	2	the	the	DET
ajis02-310	338	3	efficiency	efficiency	NOUN
ajis02-310	338	4	for	for	ADP
ajis02-310	338	5	the	the	DET
ajis02-310	338	6	top	top	ADJ
ajis02-310	338	7	-	-	PUNCT
ajis02-310	338	8	down	down	NOUN
ajis02-310	338	9	assessment	assessment	NOUN
ajis02-310	338	10	of	of	ADP
ajis02-310	338	11	proposed	propose	VERB
ajis02-310	338	12	dependencies	dependency	NOUN
ajis02-310	338	13	can	can	AUX
ajis02-310	338	14	be	be	AUX
ajis02-310	338	15	dramatically	dramatically	ADV
ajis02-310	338	16	improved	improve	VERB
ajis02-310	338	17	.	.	PUNCT
ajis02-310	339	1	a	a	DET
ajis02-310	339	2	totally	totally	ADV
ajis02-310	339	3	bottom	bottom	ADJ
ajis02-310	339	4	-	-	PUNCT
ajis02-310	339	5	up	up	ADP
ajis02-310	339	6	approach	approach	NOUN
ajis02-310	339	7	to	to	ADP
ajis02-310	339	8	the	the	DET
ajis02-310	339	9	induction	induction	NOUN
ajis02-310	339	10	of	of	ADP
ajis02-310	339	11	functional	functional	ADJ
ajis02-310	339	12	dependencies	dependency	NOUN
ajis02-310	339	13	may	may	AUX
ajis02-310	339	14	also	also	ADV
ajis02-310	339	15	be	be	AUX
ajis02-310	339	16	adopted	adopt	VERB
ajis02-310	339	17	,	,	PUNCT
ajis02-310	339	18	for	for	ADP
ajis02-310	339	19	example	example	NOUN
ajis02-310	339	20	using	use	VERB
ajis02-310	339	21	the	the	DET
ajis02-310	339	22	algorithms	algorithm	NOUN
ajis02-310	339	23	of	of	ADP
ajis02-310	339	24	han	han	PROPN
ajis02-310	339	25	et	et	PROPN
ajis02-310	339	26	al	al	PROPN
ajis02-310	339	27	.	.	PUNCT
ajis02-310	340	1	(	(	PUNCT
ajis02-310	340	2	1993).the	1993).the	DET
ajis02-310	340	3	utility	utility	NOUN
ajis02-310	340	4	of	of	ADP
ajis02-310	340	5	functional	functional	ADJ
ajis02-310	340	6	dependencies	dependency	NOUN
ajis02-310	340	7	is	be	AUX
ajis02-310	340	8	not	not	PART
ajis02-310	340	9	restricted	restrict	VERB
ajis02-310	340	10	to	to	ADP
ajis02-310	340	11	traditional	traditional	ADJ
ajis02-310	340	12	relational	relational	ADJ
ajis02-310	340	13	databases	database	NOUN
ajis02-310	340	14	.	.	PUNCT
ajis02-310	341	1	where	where	SCONJ
ajis02-310	341	2	other	other	ADJ
ajis02-310	341	3	data	data	NOUN
ajis02-310	341	4	models	model	NOUN
ajis02-310	341	5	are	be	AUX
ajis02-310	341	6	used	use	VERB
ajis02-310	341	7	,	,	PUNCT
ajis02-310	341	8	functional	functional	ADJ
ajis02-310	341	9	dependencies	dependency	NOUN
ajis02-310	341	10	,	,	PUNCT
ajis02-310	341	11	which	which	PRON
ajis02-310	341	12	incorporate	incorporate	VERB
ajis02-310	341	13	the	the	DET
ajis02-310	341	14	associated	associated	ADJ
ajis02-310	341	15	semantics	semantic	NOUN
ajis02-310	341	16	,	,	PUNCT
ajis02-310	341	17	can	can	AUX
ajis02-310	341	18	potentially	potentially	ADV
ajis02-310	341	19	be	be	AUX
ajis02-310	341	20	found	find	VERB
ajis02-310	341	21	.	.	PUNCT
ajis02-310	342	1	within	within	ADP
ajis02-310	342	2	temporal	temporal	ADJ
ajis02-310	342	3	databases	database	NOUN
ajis02-310	342	4	,	,	PUNCT
ajis02-310	342	5	some	some	DET
ajis02-310	342	6	functional	functional	ADJ
ajis02-310	342	7	dependencies	dependency	NOUN
ajis02-310	342	8	may	may	AUX
ajis02-310	342	9	be	be	AUX
ajis02-310	342	10	dependent	dependent	ADJ
ajis02-310	342	11	upon	upon	SCONJ
ajis02-310	342	12	temporal	temporal	ADJ
ajis02-310	342	13	relationships	relationship	NOUN
ajis02-310	342	14	,	,	PUNCT
ajis02-310	342	15	for	for	ADP
ajis02-310	342	16	example	example	NOUN
ajis02-310	342	17	,	,	PUNCT
ajis02-310	342	18	the	the	DET
ajis02-310	342	19	time	time	NOUN
ajis02-310	342	20	and	and	CCONJ
ajis02-310	342	21	value	value	NOUN
ajis02-310	342	22	of	of	ADP
ajis02-310	342	23	a	a	DET
ajis02-310	342	24	change	change	NOUN
ajis02-310	342	25	in	in	ADP
ajis02-310	342	26	one	one	NUM
ajis02-310	342	27	set	set	NOUN
ajis02-310	342	28	of	of	ADP
ajis02-310	342	29	attributes	attribute	NOUN
ajis02-310	342	30	may	may	AUX
ajis02-310	342	31	be	be	AUX
ajis02-310	342	32	inferable	inferable	ADJ
ajis02-310	342	33	from	from	ADP
ajis02-310	342	34	a	a	DET
ajis02-310	342	35	change	change	NOUN
ajis02-310	342	36	in	in	ADP
ajis02-310	342	37	another	another	DET
ajis02-310	342	38	set	set	NOUN
ajis02-310	342	39	.	.	PUNCT
ajis02-310	343	1	in	in	ADP
ajis02-310	343	2	addition	addition	NOUN
ajis02-310	343	3	,	,	PUNCT
ajis02-310	343	4	functional	functional	ADJ
ajis02-310	343	5	dependencies	dependency	NOUN
ajis02-310	343	6	can	can	AUX
ajis02-310	343	7	be	be	AUX
ajis02-310	343	8	constrained	constrain	VERB
ajis02-310	343	9	to	to	PART
ajis02-310	343	10	be	be	AUX
ajis02-310	343	11	valid	valid	ADJ
ajis02-310	343	12	only	only	ADV
ajis02-310	343	13	at	at	ADP
ajis02-310	343	14	specific	specific	ADJ
ajis02-310	343	15	times	time	NOUN
ajis02-310	343	16	.	.	PUNCT
ajis02-310	344	1	roddick	roddick	PROPN
ajis02-310	344	2	et	et	PROPN
ajis02-310	344	3	al	al	PROPN
ajis02-310	344	4	,	,	PUNCT
ajis02-310	344	5	(	(	PUNCT
ajis02-310	344	6	1996	1996	NUM
ajis02-310	344	7	)	)	PUNCT
ajis02-310	344	8	address	address	NOUN
ajis02-310	344	9	this	this	DET
ajis02-310	344	10	issue	issue	NOUN
ajis02-310	344	11	,	,	PUNCT
ajis02-310	344	12	extending	extend	VERB
ajis02-310	344	13	functional	functional	ADJ
ajis02-310	344	14	dependencies	dependency	NOUN
ajis02-310	344	15	to	to	ADP
ajis02-310	344	16	the	the	DET
ajis02-310	344	17	temporal	temporal	ADJ
ajis02-310	344	18	database	database	NOUN
ajis02-310	344	19	domain	domain	NOUN
ajis02-310	344	20	by	by	ADP
ajis02-310	344	21	defining	define	VERB
ajis02-310	344	22	temporal	temporal	ADJ
ajis02-310	344	23	induced	induced	ADJ
ajis02-310	344	24	dependencies	dependency	NOUN
ajis02-310	344	25	.	.	PUNCT
ajis02-310	345	1	within	within	ADP
ajis02-310	345	2	spatial	spatial	ADJ
ajis02-310	345	3	databases	database	NOUN
ajis02-310	345	4	,	,	PUNCT
ajis02-310	345	5	spatial	spatial	ADJ
ajis02-310	345	6	semantics	semantic	NOUN
ajis02-310	345	7	may	may	AUX
ajis02-310	345	8	likewise	likewise	ADV
ajis02-310	345	9	be	be	AUX
ajis02-310	345	10	incorporated	incorporate	VERB
ajis02-310	345	11	into	into	ADP
ajis02-310	345	12	functional	functional	ADJ
ajis02-310	345	13	dependencies	dependency	NOUN
ajis02-310	345	14	.	.	PUNCT
ajis02-310	346	1	causal	causal	ADJ
ajis02-310	346	2	rules	rule	NOUN
ajis02-310	346	3	causal	causal	PROPN
ajis02-310	346	4	rules	rule	NOUN
ajis02-310	346	5	describe	describe	VERB
ajis02-310	346	6	relationships	relationship	NOUN
ajis02-310	346	7	where	where	SCONJ
ajis02-310	346	8	changes	change	NOUN
ajis02-310	346	9	in	in	ADP
ajis02-310	346	10	one	one	NUM
ajis02-310	346	11	part	part	NOUN
ajis02-310	346	12	of	of	ADP
ajis02-310	346	13	the	the	DET
ajis02-310	346	14	modelled	model	VERB
ajis02-310	346	15	reality	reality	NOUN
ajis02-310	346	16	cause	cause	VERB
ajis02-310	346	17	subsequent	subsequent	ADJ
ajis02-310	346	18	changes	change	NOUN
ajis02-310	346	19	in	in	ADP
ajis02-310	346	20	other	other	ADJ
ajis02-310	346	21	parts	part	NOUN
ajis02-310	346	22	of	of	ADP
ajis02-310	346	23	the	the	DET
ajis02-310	346	24	domain	domain	NOUN
ajis02-310	346	25	.	.	PUNCT
ajis02-310	347	1	blum	blum	PROPN
ajis02-310	347	2	provides	provide	VERB
ajis02-310	347	3	the	the	DET
ajis02-310	347	4	following	follow	VERB
ajis02-310	347	5	operational	operational	ADJ
ajis02-310	347	6	definition	definition	NOUN
ajis02-310	347	7	of	of	ADP
ajis02-310	347	8	causality	causality	NOUN
ajis02-310	347	9	:	:	PUNCT
ajis02-310	347	10	a	a	PRON
ajis02-310	347	11	is	be	AUX
ajis02-310	347	12	said	say	VERB
ajis02-310	347	13	to	to	PART
ajis02-310	347	14	cause	cause	VERB
ajis02-310	347	15	b	b	PRON
ajis02-310	347	16	if	if	SCONJ
ajis02-310	347	17	over	over	ADP
ajis02-310	347	18	repeated	repeat	VERB
ajis02-310	347	19	observations	observation	NOUN
ajis02-310	347	20	(	(	PUNCT
ajis02-310	347	21	1	1	X
ajis02-310	347	22	)	)	PUNCT
ajis02-310	347	23	a	a	PRON
ajis02-310	347	24	generally	generally	ADV
ajis02-310	347	25	precedes	precede	VERB
ajis02-310	347	26	b	b	NUM
ajis02-310	347	27	,	,	PUNCT
ajis02-310	347	28	(	(	PUNCT
ajis02-310	347	29	2	2	X
ajis02-310	347	30	)	)	PUNCT
ajis02-310	347	31	the	the	DET
ajis02-310	347	32	intensity	intensity	NOUN
ajis02-310	347	33	of	of	ADP
ajis02-310	347	34	a	a	PRON
ajis02-310	347	35	is	be	AUX
ajis02-310	347	36	correlated	correlate	VERB
ajis02-310	347	37	with	with	ADP
ajis02-310	347	38	the	the	DET
ajis02-310	347	39	intensity	intensity	NOUN
ajis02-310	347	40	ofb	ofb	PROPN
ajis02-310	347	41	,	,	PUNCT
ajis02-310	347	42	and	and	CCONJ
ajis02-310	347	43	(	(	PUNCT
ajis02-310	347	44	3	3	X
ajis02-310	347	45	)	)	PUNCT
ajis02-310	347	46	there	there	PRON
ajis02-310	347	47	is	be	VERB
ajis02-310	347	48	no	no	DET
ajis02-310	347	49	known	know	VERB
ajis02-310	347	50	third	third	ADJ
ajis02-310	347	51	variable	variable	NOUN
ajis02-310	347	52	c	c	NOUN
ajis02-310	347	53	,	,	PUNCT
ajis02-310	347	54	responsible	responsible	ADJ
ajis02-310	347	55	for	for	ADP
ajis02-310	347	56	the	the	DET
ajis02-310	347	57	correlation	correlation	NOUN
ajis02-310	347	58	,	,	PUNCT
ajis02-310	347	59	(	(	PUNCT
ajis02-310	347	60	blum	blum	PROPN
ajis02-310	347	61	1982	1982	NUM
ajis02-310	347	62	)	)	PUNCT
ajis02-310	347	63	.	.	PUNCT
ajis02-310	348	1	the	the	DET
ajis02-310	348	2	discovery	discovery	NOUN
ajis02-310	348	3	of	of	ADP
ajis02-310	348	4	causal	causal	ADJ
ajis02-310	348	5	relationships	relationship	NOUN
ajis02-310	348	6	is	be	AUX
ajis02-310	348	7	important	important	ADJ
ajis02-310	348	8	within	within	ADP
ajis02-310	348	9	many	many	ADJ
ajis02-310	348	10	areas	area	NOUN
ajis02-310	348	11	of	of	ADP
ajis02-310	348	12	scientific	scientific	ADJ
ajis02-310	348	13	investigation	investigation	NOUN
ajis02-310	348	14	and	and	CCONJ
ajis02-310	348	15	especially	especially	ADV
ajis02-310	348	16	medicine	medicine	NOUN
ajis02-310	348	17	.	.	PUNCT
ajis02-310	349	1	the	the	DET
ajis02-310	349	2	search	search	NOUN
ajis02-310	349	3	for	for	ADP
ajis02-310	349	4	causal	causal	ADJ
ajis02-310	349	5	rules	rule	NOUN
ajis02-310	349	6	within	within	ADP
ajis02-310	349	7	databases	database	NOUN
ajis02-310	349	8	also	also	ADV
ajis02-310	349	9	offers	offer	VERB
ajis02-310	349	10	potential	potential	NOUN
ajis02-310	349	11	for	for	ADP
ajis02-310	349	12	uncovering	uncover	VERB
ajis02-310	349	13	knowledge	knowledge	NOUN
ajis02-310	349	14	useful	useful	ADJ
ajis02-310	349	15	in	in	ADP
ajis02-310	349	16	the	the	DET
ajis02-310	349	17	understanding	understanding	NOUN
ajis02-310	349	18	of	of	ADP
ajis02-310	349	19	organisational	organisational	ADJ
ajis02-310	349	20	operation	operation	NOUN
ajis02-310	349	21	.	.	PUNCT
ajis02-310	350	1	the	the	DET
ajis02-310	350	2	work	work	NOUN
ajis02-310	350	3	of	of	ADP
ajis02-310	350	4	roddick	roddick	PROPN
ajis02-310	350	5	et	et	PROPN
ajis02-310	350	6	al	al	PROPN
ajis02-310	350	7	,	,	PUNCT
ajis02-310	350	8	mentioned	mention	VERB
ajis02-310	350	9	in	in	ADP
ajis02-310	350	10	the	the	DET
ajis02-310	350	11	previous	previous	ADJ
ajis02-310	350	12	section	section	NOUN
ajis02-310	350	13	also	also	ADV
ajis02-310	350	14	has	have	VERB
ajis02-310	350	15	relevance	relevance	NOUN
ajis02-310	350	16	to	to	ADP
ajis02-310	350	17	causal	causal	ADJ
ajis02-310	350	18	relationships	relationship	NOUN
ajis02-310	350	19	,	,	PUNCT
ajis02-310	350	20	as	as	SCONJ
ajis02-310	350	21	temporal	temporal	ADJ
ajis02-310	350	22	dependencies	dependency	NOUN
ajis02-310	350	23	can	can	AUX
ajis02-310	350	24	be	be	AUX
ajis02-310	350	25	the	the	DET
ajis02-310	350	26	result	result	NOUN
ajis02-310	350	27	of	of	ADP
ajis02-310	350	28	underlying	underlie	VERB
ajis02-310	350	29	causal	causal	ADJ
ajis02-310	350	30	relationships	relationship	NOUN
ajis02-310	350	31	.	.	PUNCT
ajis02-310	351	1	however	however	ADV
ajis02-310	351	2	causal	causal	ADJ
ajis02-310	351	3	relationships	relationship	NOUN
ajis02-310	351	4	are	be	AUX
ajis02-310	351	5	not	not	PART
ajis02-310	351	6	implied	imply	VERB
ajis02-310	351	7	by	by	ADP
ajis02-310	351	8	temporal	temporal	ADJ
ajis02-310	351	9	dependencies	dependency	NOUN
ajis02-310	351	10	and	and	CCONJ
ajis02-310	351	11	their	their	PRON
ajis02-310	351	12	existence	existence	NOUN
ajis02-310	351	13	is	be	AUX
ajis02-310	351	14	not	not	PART
ajis02-310	351	15	investigated	investigate	VERB
ajis02-310	351	16	.	.	PUNCT
ajis02-310	352	1	causal	causal	ADJ
ajis02-310	352	2	relationships	relationship	NOUN
ajis02-310	352	3	are	be	AUX
ajis02-310	352	4	common	common	ADJ
ajis02-310	352	5	targets	target	NOUN
ajis02-310	352	6	of	of	ADP
ajis02-310	352	7	scientific	scientific	ADJ
ajis02-310	352	8	investigation	investigation	NOUN
ajis02-310	352	9	within	within	ADP
ajis02-310	352	10	the	the	DET
ajis02-310	352	11	medical	medical	ADJ
ajis02-310	352	12	domain	domain	NOUN
ajis02-310	352	13	,	,	PUNCT
ajis02-310	352	14	where	where	SCONJ
ajis02-310	352	15	the	the	DET
ajis02-310	352	16	search	search	NOUN
ajis02-310	352	17	for	for	ADP
ajis02-310	352	18	factors	factor	NOUN
ajis02-310	352	19	that	that	PRON
ajis02-310	352	20	may	may	AUX
ajis02-310	352	21	cause	cause	VERB
ajis02-310	352	22	particular	particular	ADJ
ajis02-310	352	23	medical	medical	ADJ
ajis02-310	352	24	conditions	condition	NOUN
ajis02-310	352	25	is	be	AUX
ajis02-310	352	26	a	a	DET
ajis02-310	352	27	fundamental	fundamental	ADJ
ajis02-310	352	28	objective	objective	NOUN
ajis02-310	352	29	.	.	PUNCT
ajis02-310	353	1	therefore	therefore	ADV
ajis02-310	353	2	,	,	PUNCT
ajis02-310	353	3	it	it	PRON
ajis02-310	353	4	is	be	AUX
ajis02-310	353	5	not	not	PART
ajis02-310	353	6	surprising	surprising	ADJ
ajis02-310	353	7	that	that	SCONJ
ajis02-310	353	8	much	much	ADJ
ajis02-310	353	9	of	of	ADP
ajis02-310	353	10	the	the	DET
ajis02-310	353	11	investigation	investigation	NOUN
ajis02-310	353	12	into	into	ADP
ajis02-310	353	13	causal	causal	ADJ
ajis02-310	353	14	rule	rule	NOUN
ajis02-310	353	15	discovery	discovery	NOUN
ajis02-310	353	16	to	to	ADP
ajis02-310	353	17	date	date	NOUN
ajis02-310	353	18	has	have	AUX
ajis02-310	353	19	been	be	AUX
ajis02-310	353	20	within	within	ADP
ajis02-310	353	21	the	the	DET
ajis02-310	353	22	medical	medical	ADJ
ajis02-310	353	23	domain	domain	NOUN
ajis02-310	353	24	.	.	PUNCT
ajis02-310	354	1	most	most	ADV
ajis02-310	354	2	notably	notably	ADV
ajis02-310	354	3	,	,	PUNCT
ajis02-310	354	4	the	the	DET
ajis02-310	354	5	rx	rx	ADJ
ajis02-310	354	6	project	project	NOUN
ajis02-310	354	7	(	(	PUNCT
ajis02-310	354	8	blum	blum	PROPN
ajis02-310	354	9	1982	1982	NUM
ajis02-310	354	10	)	)	PUNCT
ajis02-310	354	11	is	be	AUX
ajis02-310	354	12	well	well	ADV
ajis02-310	354	13	known	know	VERB
ajis02-310	354	14	as	as	ADP
ajis02-310	354	15	a	a	DET
ajis02-310	354	16	tool	tool	NOUN
ajis02-310	354	17	for	for	ADP
ajis02-310	354	18	the	the	DET
ajis02-310	354	19	discovery	discovery	NOUN
ajis02-310	354	20	of	of	ADP
ajis02-310	354	21	causal	causal	ADJ
ajis02-310	354	22	relationships	relationship	NOUN
ajis02-310	354	23	within	within	ADP
ajis02-310	354	24	patient	patient	ADJ
ajis02-310	354	25	databases	database	NOUN
ajis02-310	354	26	.	.	PUNCT
ajis02-310	355	1	another	another	DET
ajis02-310	355	2	example	example	NOUN
ajis02-310	355	3	of	of	ADP
ajis02-310	355	4	a	a	DET
ajis02-310	355	5	tool	tool	NOUN
ajis02-310	355	6	for	for	ADP
ajis02-310	355	7	the	the	DET
ajis02-310	355	8	discovery	discovery	NOUN
ajis02-310	355	9	of	of	ADP
ajis02-310	355	10	causal	causal	ADJ
ajis02-310	355	11	relationships	relationship	NOUN
ajis02-310	355	12	within	within	ADP
ajis02-310	355	13	medical	medical	ADJ
ajis02-310	355	14	data	data	NOUN
ajis02-310	355	15	is	be	AUX
ajis02-310	355	16	the	the	DET
ajis02-310	355	17	program	program	NOUN
ajis02-310	355	18	on	on	ADP
ajis02-310	355	19	the	the	DET
ajis02-310	355	20	surgical	surgical	ADJ
ajis02-310	355	21	control	control	NOUN
ajis02-310	355	22	of	of	ADP
ajis02-310	355	23	the	the	DET
ajis02-310	355	24	hyperlipidemias	hyperlipidemias	PROPN
ajis02-310	355	25	(	(	PUNCT
ajis02-310	355	26	posch	posch	PROPN
ajis02-310	355	27	)	)	PUNCT
ajis02-310	355	28	al	al	PROPN
ajis02-310	355	29	project	project	NOUN
ajis02-310	355	30	described	describe	VERB
ajis02-310	355	31	by	by	ADP
ajis02-310	355	32	long	long	PROPN
ajis02-310	355	33	et	et	PROPN
ajis02-310	355	34	al	al	PROPN
ajis02-310	355	35	.	.	PUNCT
ajis02-310	355	36	(	(	PUNCT
ajis02-310	355	37	1991	1991	NUM
ajis02-310	355	38	)	)	PUNCT
ajis02-310	355	39	.	.	PUNCT
ajis02-310	356	1	unlike	unlike	ADP
ajis02-310	356	2	the	the	DET
ajis02-310	356	3	rx	rx	NOUN
ajis02-310	356	4	project	project	NOUN
ajis02-310	356	5	,	,	PUNCT
ajis02-310	356	6	which	which	PRON
ajis02-310	356	7	operates	operate	VERB
ajis02-310	356	8	upon	upon	SCONJ
ajis02-310	356	9	data	datum	NOUN
ajis02-310	356	10	not	not	PART
ajis02-310	356	11	collected	collect	VERB
ajis02-310	356	12	for	for	ADP
ajis02-310	356	13	the	the	DET
ajis02-310	356	14	purposes	purpose	NOUN
ajis02-310	356	15	of	of	ADP
ajis02-310	356	16	knowledge	knowledge	NOUN
ajis02-310	356	17	discovery	discovery	NOUN
ajis02-310	356	18	,	,	PUNCT
ajis02-310	356	19	the	the	DET
ajis02-310	356	20	posch	posch	PROPN
ajis02-310	356	21	al	al	PROPN
ajis02-310	356	22	project	project	PROPN
ajis02-310	356	23	operates	operate	VERB
ajis02-310	356	24	upon	upon	SCONJ
ajis02-310	356	25	controlled	control	VERB
ajis02-310	356	26	data	datum	NOUN
ajis02-310	356	27	derived	derive	VERB
ajis02-310	356	28	from	from	ADP
ajis02-310	356	29	a	a	DET
ajis02-310	356	30	clinical	clinical	ADJ
ajis02-310	356	31	test	test	NOUN
ajis02-310	356	32	.	.	PUNCT
ajis02-310	357	1	therefore	therefore	ADV
ajis02-310	357	2	whilst	whilst	SCONJ
ajis02-310	357	3	the	the	DET
ajis02-310	357	4	rx	rx	ADJ
ajis02-310	357	5	project	project	NOUN
ajis02-310	357	6	is	be	AUX
ajis02-310	357	7	capable	capable	ADJ
ajis02-310	357	8	of	of	ADP
ajis02-310	357	9	operating	operate	VERB
ajis02-310	357	10	upon	upon	SCONJ
ajis02-310	357	11	existing	exist	VERB
ajis02-310	357	12	data	datum	NOUN
ajis02-310	357	13	,	,	PUNCT
ajis02-310	357	14	it	it	PRON
ajis02-310	357	15	must	must	AUX
ajis02-310	357	16	accommodate	accommodate	VERB
ajis02-310	357	17	greater	great	ADJ
ajis02-310	357	18	amounts	amount	NOUN
ajis02-310	357	19	of	of	ADP
ajis02-310	357	20	noise	noise	NOUN
ajis02-310	357	21	and	and	CCONJ
ajis02-310	357	22	errors	error	NOUN
ajis02-310	357	23	than	than	ADP
ajis02-310	357	24	the	the	DET
ajis02-310	357	25	posch	posch	PROPN
ajis02-310	357	26	al	al	PROPN
ajis02-310	357	27	project	project	PROPN
ajis02-310	357	28	.	.	PUNCT
ajis02-310	358	1	as	as	ADP
ajis02-310	358	2	a	a	DET
ajis02-310	358	3	result	result	NOUN
ajis02-310	358	4	,	,	PUNCT
ajis02-310	358	5	less	less	ADJ
ajis02-310	358	6	significance	significance	NOUN
ajis02-310	358	7	can	can	AUX
ajis02-310	358	8	be	be	AUX
ajis02-310	358	9	assigned	assign	VERB
ajis02-310	358	10	to	to	ADP
ajis02-310	358	11	the	the	DET
ajis02-310	358	12	findings	finding	NOUN
ajis02-310	358	13	of	of	ADP
ajis02-310	358	14	the	the	DET
ajis02-310	358	15	rx	rx	ADJ
ajis02-310	358	16	project	project	NOUN
ajis02-310	358	17	because	because	SCONJ
ajis02-310	358	18	the	the	DET
ajis02-310	358	19	objectivity	objectivity	NOUN
ajis02-310	358	20	and	and	CCONJ
ajis02-310	358	21	accuracy	accuracy	NOUN
ajis02-310	358	22	of	of	ADP
ajis02-310	358	23	the	the	DET
ajis02-310	358	24	data	data	NOUN
ajis02-310	358	25	is	be	AUX
ajis02-310	358	26	unknown	unknown	ADJ
ajis02-310	358	27	.	.	PUNCT
ajis02-310	359	1	causal	causal	ADJ
ajis02-310	359	2	relationships	relationship	NOUN
ajis02-310	359	3	typically	typically	ADV
ajis02-310	359	4	require	require	VERB
ajis02-310	359	5	a	a	DET
ajis02-310	359	6	significant	significant	ADJ
ajis02-310	359	7	statistical	statistical	ADJ
ajis02-310	359	8	proof	proof	NOUN
ajis02-310	359	9	,	,	PUNCT
ajis02-310	359	10	and	and	CCONJ
ajis02-310	359	11	therefore	therefore	ADV
ajis02-310	359	12	,	,	PUNCT
ajis02-310	359	13	once	once	ADV
ajis02-310	359	14	detected	detect	VERB
ajis02-310	359	15	via	via	ADP
ajis02-310	359	16	knowledge	knowledge	NOUN
ajis02-310	359	17	discovery	discovery	PROPN
ajis02-310	359	18	,	,	PUNCT
ajis02-310	359	19	may	may	AUX
ajis02-310	359	20	require	require	VERB
ajis02-310	359	21	additional	additional	ADJ
ajis02-310	359	22	investigation	investigation	NOUN
ajis02-310	359	23	.	.	PUNCT
ajis02-310	360	1	despite	despite	SCONJ
ajis02-310	360	2	this	this	PRON
ajis02-310	360	3	,	,	PUNCT
ajis02-310	360	4	kdd	kdd	PROPN
ajis02-310	360	5	tools	tool	NOUN
ajis02-310	360	6	are	be	AUX
ajis02-310	360	7	useful	useful	ADJ
ajis02-310	360	8	for	for	ADP
ajis02-310	360	9	uncovering	uncover	VERB
ajis02-310	360	10	potential	potential	ADJ
ajis02-310	360	11	causal	causal	ADJ
ajis02-310	360	12	relationships	relationship	NOUN
ajis02-310	360	13	in	in	ADP
ajis02-310	360	14	the	the	DET
ajis02-310	360	15	first	first	ADJ
ajis02-310	360	16	instance	instance	NOUN
ajis02-310	360	17	.	.	PUNCT
ajis02-310	361	1	expert	expert	NOUN
ajis02-310	361	2	guidance	guidance	NOUN
ajis02-310	361	3	may	may	AUX
ajis02-310	361	4	also	also	ADV
ajis02-310	361	5	be	be	AUX
ajis02-310	361	6	utilised	utilise	VERB
ajis02-310	361	7	at	at	ADP
ajis02-310	361	8	a	a	DET
ajis02-310	361	9	high	high	ADJ
ajis02-310	361	10	level	level	NOUN
ajis02-310	361	11	in	in	ADP
ajis02-310	361	12	suggesting	suggest	VERB
ajis02-310	361	13	possible	possible	ADJ
ajis02-310	361	14	relationships	relationship	NOUN
ajis02-310	361	15	to	to	PART
ajis02-310	361	16	be	be	AUX
ajis02-310	361	17	investigated	investigate	VERB
ajis02-310	361	18	,	,	PUNCT
ajis02-310	361	19	and	and	CCONJ
ajis02-310	361	20	scrutinising	scrutinise	VERB
ajis02-310	361	21	the	the	DET
ajis02-310	361	22	results	result	NOUN
ajis02-310	361	23	.	.	PUNCT
ajis02-310	362	1	once	once	ADV
ajis02-310	362	2	detected	detect	VERB
ajis02-310	362	3	,	,	PUNCT
ajis02-310	362	4	detailed	detailed	ADJ
ajis02-310	362	5	experiments	experiment	NOUN
ajis02-310	362	6	can	can	AUX
ajis02-310	362	7	be	be	AUX
ajis02-310	362	8	set	set	VERB
ajis02-310	362	9	up	up	ADP
ajis02-310	362	10	to	to	PART
ajis02-310	362	11	undertake	undertake	VERB
ajis02-310	362	12	a	a	DET
ajis02-310	362	13	more	more	ADV
ajis02-310	362	14	thorough	thorough	ADJ
ajis02-310	362	15	investigation	investigation	NOUN
ajis02-310	362	16	of	of	ADP
ajis02-310	362	17	suspected	suspect	VERB
ajis02-310	362	18	causal	causal	ADJ
ajis02-310	362	19	relationships	relationship	NOUN
ajis02-310	362	20	.	.	PUNCT
ajis02-310	363	1	temporal	temporal	ADJ
ajis02-310	363	2	knowledge	knowledge	NOUN
ajis02-310	363	3	a	a	DET
ajis02-310	363	4	key	key	ADJ
ajis02-310	363	5	characteristic	characteristic	NOUN
ajis02-310	363	6	of	of	ADP
ajis02-310	363	7	kdd	kdd	PROPN
ajis02-310	363	8	and	and	CCONJ
ajis02-310	363	9	data	datum	NOUN
ajis02-310	363	10	mining	mining	NOUN
ajis02-310	363	11	is	be	AUX
ajis02-310	363	12	the	the	DET
ajis02-310	363	13	presence	presence	NOUN
ajis02-310	363	14	of	of	ADP
ajis02-310	363	15	a	a	DET
ajis02-310	363	16	dynamic	dynamic	ADJ
ajis02-310	363	17	domain	domain	NOUN
ajis02-310	363	18	where	where	SCONJ
ajis02-310	363	19	data	datum	NOUN
ajis02-310	363	20	is	be	AUX
ajis02-310	363	21	typically	typically	ADV
ajis02-310	363	22	updated	update	VERB
ajis02-310	363	23	on	on	ADP
ajis02-310	363	24	a	a	DET
ajis02-310	363	25	regular	regular	ADJ
ajis02-310	363	26	basis	basis	NOUN
ajis02-310	363	27	.	.	PUNCT
ajis02-310	364	1	therefore	therefore	ADV
ajis02-310	364	2	it	it	PRON
ajis02-310	364	3	is	be	AUX
ajis02-310	364	4	often	often	ADV
ajis02-310	364	5	useful	useful	ADJ
ajis02-310	364	6	to	to	PART
ajis02-310	364	7	examine	examine	VERB
ajis02-310	364	8	the	the	DET
ajis02-310	364	9	way	way	NOUN
ajis02-310	364	10	that	that	PRON
ajis02-310	364	11	data	datum	NOUN
ajis02-310	364	12	and	and	CCONJ
ajis02-310	364	13	the	the	DET
ajis02-310	364	14	knowledge	knowledge	NOUN
ajis02-310	364	15	derived	derive	VERB
ajis02-310	364	16	from	from	ADP
ajis02-310	364	17	it	it	PRON
ajis02-310	364	18	are	be	AUX
ajis02-310	364	19	changing	change	VERB
ajis02-310	364	20	over	over	ADP
ajis02-310	364	21	time	time	NOUN
ajis02-310	364	22	.	.	PUNCT
ajis02-310	365	1	trends	trend	NOUN
ajis02-310	365	2	,	,	PUNCT
ajis02-310	365	3	cycles	cycle	NOUN
ajis02-310	365	4	and	and	CCONJ
ajis02-310	365	5	patterns	pattern	NOUN
ajis02-310	365	6	may	may	AUX
ajis02-310	365	7	occur	occur	VERB
ajis02-310	365	8	and	and	CCONJ
ajis02-310	365	9	their	their	PRON
ajis02-310	365	10	detection	detection	NOUN
ajis02-310	365	11	can	can	AUX
ajis02-310	365	12	be	be	AUX
ajis02-310	365	13	useful	useful	ADJ
ajis02-310	365	14	in	in	ADP
ajis02-310	365	15	analysing	analyse	VERB
ajis02-310	365	16	historic	historic	ADJ
ajis02-310	365	17	data	datum	NOUN
ajis02-310	365	18	and	and	CCONJ
ajis02-310	365	19	predicting	predict	VERB
ajis02-310	365	20	future	future	ADJ
ajis02-310	365	21	behaviour	behaviour	NOUN
ajis02-310	365	22	.	.	PUNCT
ajis02-310	366	1	importantly	importantly	ADV
ajis02-310	366	2	,	,	PUNCT
ajis02-310	366	3	these	these	DET
ajis02-310	366	4	patterns	pattern	NOUN
ajis02-310	366	5	can	can	AUX
ajis02-310	366	6	exist	exist	VERB
ajis02-310	366	7	in	in	ADP
ajis02-310	366	8	both	both	DET
ajis02-310	366	9	discovered	discover	VERB
ajis02-310	366	10	knowledge	knowledge	NOUN
ajis02-310	366	11	and	and	CCONJ
ajis02-310	366	12	the	the	DET
ajis02-310	366	13	underlying	underlie	VERB
ajis02-310	366	14	data	datum	NOUN
ajis02-310	366	15	.	.	PUNCT
ajis02-310	367	1	while	while	SCONJ
ajis02-310	367	2	temporal	temporal	ADJ
ajis02-310	367	3	knowledge	knowledge	NOUN
ajis02-310	367	4	can	can	AUX
ajis02-310	367	5	describe	describe	VERB
ajis02-310	367	6	a	a	DET
ajis02-310	367	7	wide	wide	ADJ
ajis02-310	367	8	range	range	NOUN
ajis02-310	367	9	of	of	ADP
ajis02-310	367	10	different	different	ADJ
ajis02-310	367	11	types	type	NOUN
ajis02-310	367	12	of	of	ADP
ajis02-310	367	13	110	110	NUM
ajis02-310	367	14	ajis	ajis	NOUN
ajis02-310	367	15	vol	vol	NOUN
ajis02-310	367	16	.	.	PROPN
ajis02-310	368	1	6	6	NUM
ajis02-310	368	2	no	no	NOUN
ajis02-310	368	3	.	.	NOUN
ajis02-310	368	4	2	2	NUM
ajis02-310	368	5	may	may	PROPN
ajis02-310	368	6	1999	1999	NUM
ajis02-310	368	7	rules	rule	NOUN
ajis02-310	368	8	derived	derive	VERB
ajis02-310	368	9	from	from	ADP
ajis02-310	368	10	different	different	ADJ
ajis02-310	368	11	types	type	NOUN
ajis02-310	368	12	of	of	ADP
ajis02-310	368	13	data	datum	NOUN
ajis02-310	368	14	,	,	PUNCT
ajis02-310	368	15	the	the	DET
ajis02-310	368	16	common	common	ADJ
ajis02-310	368	17	component	component	NOUN
ajis02-310	368	18	is	be	AUX
ajis02-310	368	19	the	the	DET
ajis02-310	368	20	consideration	consideration	NOUN
ajis02-310	368	21	of	of	ADP
ajis02-310	368	22	the	the	DET
ajis02-310	368	23	temporal	temporal	ADJ
ajis02-310	368	24	dimension	dimension	NOUN
ajis02-310	368	25	and	and	CCONJ
ajis02-310	368	26	its	its	PRON
ajis02-310	368	27	influence	influence	NOUN
ajis02-310	368	28	on	on	ADP
ajis02-310	368	29	the	the	DET
ajis02-310	368	30	behaviour	behaviour	NOUN
ajis02-310	368	31	of	of	ADP
ajis02-310	368	32	entities	entity	NOUN
ajis02-310	368	33	within	within	ADP
ajis02-310	368	34	the	the	DET
ajis02-310	368	35	modelled	model	VERB
ajis02-310	368	36	domain	domain	NOUN
ajis02-310	368	37	.	.	PUNCT
ajis02-310	369	1	a	a	DET
ajis02-310	369	2	common	common	ADJ
ajis02-310	369	3	form	form	NOUN
ajis02-310	369	4	of	of	ADP
ajis02-310	369	5	temporal	temporal	ADJ
ajis02-310	369	6	knowledge	knowledge	NOUN
ajis02-310	369	7	is	be	AUX
ajis02-310	369	8	the	the	DET
ajis02-310	369	9	existence	existence	NOUN
ajis02-310	369	10	of	of	ADP
ajis02-310	369	11	changes	change	NOUN
ajis02-310	369	12	in	in	ADP
ajis02-310	369	13	derived	derived	ADJ
ajis02-310	369	14	rule	rule	NOUN
ajis02-310	369	15	sets	set	NOUN
ajis02-310	369	16	over	over	ADP
ajis02-310	369	17	time	time	NOUN
ajis02-310	369	18	.	.	PUNCT
ajis02-310	370	1	the	the	DET
ajis02-310	370	2	detection	detection	NOUN
ajis02-310	370	3	of	of	ADP
ajis02-310	370	4	patterns	pattern	NOUN
ajis02-310	370	5	within	within	ADP
ajis02-310	370	6	time	time	NOUN
ajis02-310	370	7	series	series	PROPN
ajis02-310	370	8	data	data	PROPN
ajis02-310	370	9	has	have	AUX
ajis02-310	370	10	received	receive	VERB
ajis02-310	370	11	significant	significant	ADJ
ajis02-310	370	12	attention	attention	NOUN
ajis02-310	370	13	.	.	PUNCT
ajis02-310	371	1	the	the	DET
ajis02-310	371	2	types	type	NOUN
ajis02-310	371	3	of	of	ADP
ajis02-310	371	4	data	datum	NOUN
ajis02-310	371	5	considered	consider	VERB
ajis02-310	371	6	are	be	AUX
ajis02-310	371	7	typically	typically	ADV
ajis02-310	371	8	numeric	numeric	ADJ
ajis02-310	371	9	,	,	PUNCT
ajis02-310	371	10	continuous	continuous	ADJ
ajis02-310	371	11	and	and	CCONJ
ajis02-310	371	12	use	use	VERB
ajis02-310	371	13	complex	complex	ADJ
ajis02-310	371	14	algorithms	algorithm	NOUN
ajis02-310	371	15	to	to	PART
ajis02-310	371	16	detect	detect	VERB
ajis02-310	371	17	patterns	pattern	NOUN
ajis02-310	371	18	within	within	ADP
ajis02-310	371	19	a	a	DET
ajis02-310	371	20	time	time	NOUN
ajis02-310	371	21	series	series	NOUN
ajis02-310	371	22	.	.	PUNCT
ajis02-310	372	1	as	as	SCONJ
ajis02-310	372	2	noted	note	VERB
ajis02-310	372	3	by	by	ADP
ajis02-310	372	4	keogh	keogh	PROPN
ajis02-310	372	5	and	and	CCONJ
ajis02-310	372	6	smyth	smyth	PROPN
ajis02-310	372	7	most	most	ADJ
ajis02-310	372	8	approaches	approach	NOUN
ajis02-310	372	9	to	to	ADP
ajis02-310	372	10	solving	solve	VERB
ajis02-310	372	11	this	this	DET
ajis02-310	372	12	kind	kind	NOUN
ajis02-310	372	13	of	of	ADP
ajis02-310	372	14	problem	problem	NOUN
ajis02-310	372	15	require	require	VERB
ajis02-310	372	16	three	three	NUM
ajis02-310	372	17	fundamental	fundamental	ADJ
ajis02-310	372	18	components	component	NOUN
ajis02-310	372	19	:	:	PUNCT
ajis02-310	372	20	(	(	PUNCT
ajis02-310	372	21	1	1	X
ajis02-310	372	22	)	)	PUNCT
ajis02-310	372	23	a	a	DET
ajis02-310	372	24	technique	technique	NOUN
ajis02-310	372	25	to	to	PART
ajis02-310	372	26	represent	represent	VERB
ajis02-310	372	27	abstract	abstract	ADJ
ajis02-310	372	28	shapes	shape	NOUN
ajis02-310	372	29	,	,	PUNCT
ajis02-310	372	30	(	(	PUNCT
ajis02-310	372	31	2	2	X
ajis02-310	372	32	)	)	PUNCT
ajis02-310	372	33	a	a	DET
ajis02-310	372	34	distance	distance	NOUN
ajis02-310	372	35	measure	measure	NOUN
ajis02-310	372	36	for	for	ADP
ajis02-310	372	37	comparing	compare	VERB
ajis02-310	372	38	two	two	NUM
ajis02-310	372	39	sequences	sequence	NOUN
ajis02-310	372	40	,	,	PUNCT
ajis02-310	372	41	and	and	CCONJ
ajis02-310	372	42	(	(	PUNCT
ajis02-310	372	43	3	3	X
ajis02-310	372	44	)	)	PUNCT
ajis02-310	372	45	a	a	DET
ajis02-310	372	46	mechanism	mechanism	NOUN
ajis02-310	372	47	for	for	ADP
ajis02-310	372	48	finding	find	VERB
ajis02-310	372	49	matching	match	VERB
ajis02-310	372	50	sequences	sequence	NOUN
ajis02-310	372	51	within	within	ADP
ajis02-310	372	52	large	large	ADJ
ajis02-310	372	53	time	time	NOUN
ajis02-310	372	54	series	series	NOUN
ajis02-310	372	55	databases	database	NOUN
ajis02-310	372	56	(	(	PUNCT
ajis02-310	372	57	keogh	keogh	PROPN
ajis02-310	372	58	and	and	CCONJ
ajis02-310	372	59	smyth	smyth	PROPN
ajis02-310	372	60	1997	1997	NUM
ajis02-310	372	61	)	)	PUNCT
ajis02-310	372	62	.	.	PUNCT
ajis02-310	373	1	a	a	DET
ajis02-310	373	2	similar	similar	ADJ
ajis02-310	373	3	problem	problem	NOUN
ajis02-310	373	4	is	be	AUX
ajis02-310	373	5	the	the	DET
ajis02-310	373	6	discovery	discovery	NOUN
ajis02-310	373	7	of	of	ADP
ajis02-310	373	8	patterns	pattern	NOUN
ajis02-310	373	9	of	of	ADP
ajis02-310	373	10	sequences	sequence	NOUN
ajis02-310	373	11	in	in	ADP
ajis02-310	373	12	categorical	categorical	ADJ
ajis02-310	373	13	data	datum	NOUN
ajis02-310	373	14	.	.	PUNCT
ajis02-310	374	1	because	because	SCONJ
ajis02-310	374	2	the	the	DET
ajis02-310	374	3	data	data	NOUN
ajis02-310	374	4	is	be	AUX
ajis02-310	374	5	discrete	discrete	ADJ
ajis02-310	374	6	and	and	CCONJ
ajis02-310	374	7	with	with	ADP
ajis02-310	374	8	a	a	DET
ajis02-310	374	9	typically	typically	ADV
ajis02-310	374	10	limited	limited	ADJ
ajis02-310	374	11	number	number	NOUN
ajis02-310	374	12	of	of	ADP
ajis02-310	374	13	values	value	NOUN
ajis02-310	374	14	this	this	DET
ajis02-310	374	15	problem	problem	NOUN
ajis02-310	374	16	can	can	AUX
ajis02-310	374	17	be	be	AUX
ajis02-310	374	18	somewhat	somewhat	ADV
ajis02-310	374	19	less	less	ADV
ajis02-310	374	20	computationally	computationally	ADV
ajis02-310	374	21	expensive	expensive	ADJ
ajis02-310	374	22	to	to	PART
ajis02-310	374	23	solve	solve	VERB
ajis02-310	374	24	.	.	PUNCT
ajis02-310	375	1	shapes	shape	NOUN
ajis02-310	375	2	can	can	AUX
ajis02-310	375	3	be	be	AUX
ajis02-310	375	4	represented	represent	VERB
ajis02-310	375	5	as	as	ADP
ajis02-310	375	6	a	a	DET
ajis02-310	375	7	sequence	sequence	NOUN
ajis02-310	375	8	of	of	ADP
ajis02-310	375	9	domain	domain	NOUN
ajis02-310	375	10	values	value	NOUN
ajis02-310	375	11	,	,	PUNCT
ajis02-310	375	12	the	the	DET
ajis02-310	375	13	distance	distance	NOUN
ajis02-310	375	14	between	between	ADP
ajis02-310	375	15	sequences	sequence	NOUN
ajis02-310	375	16	can	can	AUX
ajis02-310	375	17	be	be	AUX
ajis02-310	375	18	determined	determine	VERB
ajis02-310	375	19	by	by	ADP
ajis02-310	375	20	comparing	compare	VERB
ajis02-310	375	21	categorical	categorical	ADJ
ajis02-310	375	22	values	value	NOUN
ajis02-310	375	23	and	and	CCONJ
ajis02-310	375	24	the	the	DET
ajis02-310	375	25	quality	quality	NOUN
ajis02-310	375	26	of	of	ADP
ajis02-310	375	27	the	the	DET
ajis02-310	375	28	match	match	NOUN
ajis02-310	375	29	between	between	ADP
ajis02-310	375	30	two	two	NUM
ajis02-310	375	31	sequences	sequence	NOUN
ajis02-310	375	32	is	be	AUX
ajis02-310	375	33	determined	determine	VERB
ajis02-310	375	34	accordingly	accordingly	ADV
ajis02-310	375	35	.	.	PUNCT
ajis02-310	376	1	this	this	PRON
ajis02-310	376	2	is	be	AUX
ajis02-310	376	3	particularly	particularly	ADV
ajis02-310	376	4	interesting	interesting	ADJ
ajis02-310	376	5	given	give	VERB
ajis02-310	376	6	that	that	SCONJ
ajis02-310	376	7	knowledge	knowledge	NOUN
ajis02-310	376	8	discovery	discovery	NOUN
ajis02-310	376	9	has	have	AUX
ajis02-310	376	10	extended	extend	VERB
ajis02-310	376	11	the	the	DET
ajis02-310	376	12	application	application	NOUN
ajis02-310	376	13	of	of	ADP
ajis02-310	376	14	machine	machine	NOUN
ajis02-310	376	15	learning	learn	VERB
ajis02-310	376	16	techniques	technique	NOUN
ajis02-310	376	17	to	to	ADP
ajis02-310	376	18	everyday	everyday	ADJ
ajis02-310	376	19	organisational	organisational	ADJ
ajis02-310	376	20	databases	database	NOUN
ajis02-310	376	21	in	in	ADP
ajis02-310	376	22	which	which	PRON
ajis02-310	376	23	categorical	categorical	ADJ
ajis02-310	376	24	data	data	NOUN
ajis02-310	376	25	is	be	AUX
ajis02-310	376	26	often	often	ADV
ajis02-310	376	27	found	find	VERB
ajis02-310	376	28	.	.	PUNCT
ajis02-310	377	1	padmanabhan	padmanabhan	PROPN
ajis02-310	377	2	and	and	CCONJ
ajis02-310	377	3	tuzhilin	tuzhilin	NOUN
ajis02-310	377	4	describe	describe	VERB
ajis02-310	377	5	the	the	DET
ajis02-310	377	6	use	use	NOUN
ajis02-310	377	7	of	of	ADP
ajis02-310	377	8	temporal	temporal	ADJ
ajis02-310	377	9	logic	logic	NOUN
ajis02-310	377	10	to	to	PART
ajis02-310	377	11	discover	discover	VERB
ajis02-310	377	12	pattern	pattern	NOUN
ajis02-310	377	13	occurring	occur	VERB
ajis02-310	377	14	in	in	ADP
ajis02-310	377	15	categorical	categorical	ADJ
ajis02-310	377	16	data	datum	NOUN
ajis02-310	377	17	(	(	PUNCT
ajis02-310	377	18	padmanabhan	padmanabhan	NOUN
ajis02-310	377	19	and	and	CCONJ
ajis02-310	377	20	tuzhilin	tuzhilin	NOUN
ajis02-310	377	21	1996	1996	NUM
ajis02-310	377	22	)	)	PUNCT
ajis02-310	377	23	.	.	PUNCT
ajis02-310	378	1	agrawal	agrawal	PROPN
ajis02-310	378	2	et	et	PROPN
ajis02-310	378	3	al	al	PROPN
ajis02-310	378	4	.	.	PUNCT
ajis02-310	379	1	propose	propose	VERB
ajis02-310	379	2	a	a	DET
ajis02-310	379	3	technique	technique	NOUN
ajis02-310	379	4	for	for	ADP
ajis02-310	379	5	comparing	compare	VERB
ajis02-310	379	6	sequences	sequence	NOUN
ajis02-310	379	7	and	and	CCONJ
ajis02-310	379	8	describe	describe	VERB
ajis02-310	379	9	fast	fast	ADJ
ajis02-310	379	10	techniques	technique	NOUN
ajis02-310	379	11	for	for	ADP
ajis02-310	379	12	finding	find	VERB
ajis02-310	379	13	matching	match	VERB
ajis02-310	379	14	sequences	sequence	NOUN
ajis02-310	379	15	.	.	PUNCT
ajis02-310	380	1	clustering	cluster	VERB
ajis02-310	380	2	knowledge	knowledge	NOUN
ajis02-310	380	3	clustering	cluster	VERB
ajis02-310	380	4	is	be	AUX
ajis02-310	380	5	a	a	DET
ajis02-310	380	6	technique	technique	NOUN
ajis02-310	380	7	concerned	concern	VERB
ajis02-310	380	8	with	with	ADP
ajis02-310	380	9	identifying	identify	VERB
ajis02-310	380	10	clusters	cluster	NOUN
ajis02-310	380	11	of	of	ADP
ajis02-310	380	12	instances	instance	NOUN
ajis02-310	380	13	within	within	ADP
ajis02-310	380	14	the	the	DET
ajis02-310	380	15	domain	domain	NOUN
ajis02-310	380	16	space	space	NOUN
ajis02-310	380	17	.	.	PUNCT
ajis02-310	381	1	clustering	clustering	NOUN
ajis02-310	381	2	is	be	AUX
ajis02-310	381	3	a	a	DET
ajis02-310	381	4	form	form	NOUN
ajis02-310	381	5	of	of	ADP
ajis02-310	381	6	unsupervised	unsupervised	ADJ
ajis02-310	381	7	learning	learning	NOUN
ajis02-310	381	8	that	that	PRON
ajis02-310	381	9	partitions	partition	VERB
ajis02-310	381	10	observations	observation	NOUN
ajis02-310	381	11	into	into	ADP
ajis02-310	381	12	classes	class	NOUN
ajis02-310	381	13	or	or	CCONJ
ajis02-310	381	14	clusters	cluster	NOUN
ajis02-310	381	15	(	(	PUNCT
ajis02-310	381	16	collectively	collectively	ADV
ajis02-310	381	17	called	call	VERB
ajis02-310	381	18	a	a	DET
ajis02-310	381	19	clustering	clustering	NOUN
ajis02-310	381	20	)	)	PUNCT
ajis02-310	381	21	(	(	PUNCT
ajis02-310	381	22	fisher	fisher	PROPN
ajis02-310	381	23	1995	1995	NUM
ajis02-310	381	24	)	)	PUNCT
ajis02-310	381	25	.	.	PUNCT
ajis02-310	382	1	as	as	SCONJ
ajis02-310	382	2	noted	note	VERB
ajis02-310	382	3	by	by	ADP
ajis02-310	382	4	fisher	fisher	PROPN
ajis02-310	382	5	,	,	PUNCT
ajis02-310	382	6	clustering	cluster	VERB
ajis02-310	382	7	approaches	approach	NOUN
ajis02-310	382	8	can	can	AUX
ajis02-310	382	9	be	be	AUX
ajis02-310	382	10	defined	define	VERB
ajis02-310	382	11	in	in	ADP
ajis02-310	382	12	terms	term	NOUN
ajis02-310	382	13	of	of	ADP
ajis02-310	382	14	the	the	DET
ajis02-310	382	15	way	way	NOUN
ajis02-310	382	16	they	they	PRON
ajis02-310	382	17	evaluate	evaluate	VERB
ajis02-310	382	18	clustering	clustering	ADJ
ajis02-310	382	19	quality	quality	NOUN
ajis02-310	382	20	(	(	PUNCT
ajis02-310	382	21	objective	objective	ADJ
ajis02-310	382	22	function	function	NOUN
ajis02-310	382	23	)	)	PUNCT
ajis02-310	382	24	and	and	CCONJ
ajis02-310	382	25	the	the	DET
ajis02-310	382	26	way	way	NOUN
ajis02-310	382	27	that	that	PRON
ajis02-310	382	28	they	they	PRON
ajis02-310	382	29	search	search	VERB
ajis02-310	382	30	the	the	DET
ajis02-310	382	31	space	space	NOUN
ajis02-310	382	32	of	of	ADP
ajis02-310	382	33	clusterings	clustering	NOUN
ajis02-310	382	34	(	(	PUNCT
ajis02-310	382	35	control	control	NOUN
ajis02-310	382	36	strategy	strategy	NOUN
ajis02-310	382	37	)	)	PUNCT
ajis02-310	382	38	.	.	PUNCT
ajis02-310	383	1	the	the	DET
ajis02-310	383	2	unsupervised	unsupervised	ADJ
ajis02-310	383	3	nature	nature	NOUN
ajis02-310	383	4	of	of	ADP
ajis02-310	383	5	clustering	clustering	NOUN
ajis02-310	383	6	makes	make	VERB
ajis02-310	383	7	it	it	PRON
ajis02-310	383	8	applicable	applicable	ADJ
ajis02-310	383	9	to	to	ADP
ajis02-310	383	10	applications	application	NOUN
ajis02-310	383	11	where	where	SCONJ
ajis02-310	383	12	the	the	DET
ajis02-310	383	13	user	user	NOUN
ajis02-310	383	14	has	have	VERB
ajis02-310	383	15	limited	limit	VERB
ajis02-310	383	16	domain	domain	NOUN
ajis02-310	383	17	knowledge	knowledge	NOUN
ajis02-310	383	18	.	.	PUNCT
ajis02-310	384	1	an	an	DET
ajis02-310	384	2	example	example	NOUN
ajis02-310	384	3	application	application	NOUN
ajis02-310	384	4	is	be	AUX
ajis02-310	384	5	the	the	DET
ajis02-310	384	6	clustering	clustering	NOUN
ajis02-310	384	7	of	of	ADP
ajis02-310	384	8	web	web	NOUN
ajis02-310	384	9	-	-	ADJ
ajis02-310	384	10	search	search	NOUN
ajis02-310	384	11	results	result	NOUN
ajis02-310	384	12	.	.	PUNCT
ajis02-310	385	1	although	although	SCONJ
ajis02-310	385	2	several	several	ADJ
ajis02-310	385	3	approaches	approach	NOUN
ajis02-310	385	4	to	to	ADP
ajis02-310	385	5	clustering	clustering	NOUN
ajis02-310	385	6	exist	exist	NOUN
ajis02-310	385	7	and	and	CCONJ
ajis02-310	385	8	several	several	ADJ
ajis02-310	385	9	different	different	ADJ
ajis02-310	385	10	distance	distance	NOUN
ajis02-310	385	11	measures	measure	NOUN
ajis02-310	385	12	can	can	AUX
ajis02-310	385	13	be	be	AUX
ajis02-310	385	14	employed	employ	VERB
ajis02-310	385	15	it	it	PRON
ajis02-310	385	16	has	have	AUX
ajis02-310	385	17	been	be	AUX
ajis02-310	385	18	demonstrated	demonstrate	VERB
ajis02-310	385	19	by	by	ADP
ajis02-310	385	20	bouguettaya	bouguettaya	PROPN
ajis02-310	385	21	et	et	PROPN
ajis02-310	385	22	al	al	PROPN
ajis02-310	385	23	.	.	PUNCT
ajis02-310	386	1	that	that	SCONJ
ajis02-310	386	2	in	in	ADP
ajis02-310	386	3	some	some	DET
ajis02-310	386	4	circumstances	circumstance	NOUN
ajis02-310	386	5	many	many	ADJ
ajis02-310	386	6	of	of	ADP
ajis02-310	386	7	these	these	DET
ajis02-310	386	8	methods	method	NOUN
ajis02-310	386	9	have	have	VERB
ajis02-310	386	10	similar	similar	ADJ
ajis02-310	386	11	performance	performance	NOUN
ajis02-310	386	12	(	(	PUNCT
ajis02-310	386	13	bouguettaya	bouguettaya	NOUN
ajis02-310	386	14	,	,	PUNCT
ajis02-310	386	15	viet	viet	NOUN
ajis02-310	386	16	and	and	CCONJ
ajis02-310	386	17	colea	colea	ADJ
ajis02-310	386	18	1997	1997	NUM
ajis02-310	386	19	)	)	PUNCT
ajis02-310	386	20	.	.	PUNCT
ajis02-310	387	1	for	for	ADP
ajis02-310	387	2	the	the	DET
ajis02-310	387	3	purposes	purpose	NOUN
ajis02-310	387	4	of	of	ADP
ajis02-310	387	5	data	datum	NOUN
ajis02-310	387	6	mining	mining	NOUN
ajis02-310	387	7	,	,	PUNCT
ajis02-310	387	8	where	where	SCONJ
ajis02-310	387	9	large	large	ADJ
ajis02-310	387	10	volumes	volume	NOUN
ajis02-310	387	11	of	of	ADP
ajis02-310	387	12	data	datum	NOUN
ajis02-310	387	13	are	be	AUX
ajis02-310	387	14	present	present	ADJ
ajis02-310	387	15	it	it	PRON
ajis02-310	387	16	may	may	AUX
ajis02-310	387	17	therefore	therefore	ADV
ajis02-310	387	18	be	be	AUX
ajis02-310	387	19	more	more	ADV
ajis02-310	387	20	appropriate	appropriate	ADJ
ajis02-310	387	21	to	to	PART
ajis02-310	387	22	choose	choose	VERB
ajis02-310	387	23	clustering	clustering	ADJ
ajis02-310	387	24	techniques	technique	NOUN
ajis02-310	387	25	based	base	VERB
ajis02-310	387	26	upon	upon	SCONJ
ajis02-310	387	27	their	their	PRON
ajis02-310	387	28	efficiency	efficiency	NOUN
ajis02-310	387	29	.	.	PUNCT
ajis02-310	388	1	in	in	ADP
ajis02-310	388	2	addition	addition	NOUN
ajis02-310	388	3	finding	find	VERB
ajis02-310	388	4	an	an	DET
ajis02-310	388	5	appropriate	appropriate	ADJ
ajis02-310	388	6	control	control	NOUN
ajis02-310	388	7	strategy	strategy	NOUN
ajis02-310	388	8	and	and	CCONJ
ajis02-310	388	9	objective	objective	ADJ
ajis02-310	388	10	function	function	NOUN
ajis02-310	388	11	there	there	PRON
ajis02-310	388	12	is	be	VERB
ajis02-310	388	13	a	a	DET
ajis02-310	388	14	need	need	NOUN
ajis02-310	388	15	to	to	PART
ajis02-310	388	16	find	find	VERB
ajis02-310	388	17	methods	method	NOUN
ajis02-310	388	18	to	to	PART
ajis02-310	388	19	determine	determine	VERB
ajis02-310	388	20	the	the	DET
ajis02-310	388	21	optimal	optimal	ADJ
ajis02-310	388	22	number	number	NOUN
ajis02-310	388	23	of	of	ADP
ajis02-310	388	24	clusters	cluster	NOUN
ajis02-310	388	25	within	within	ADP
ajis02-310	388	26	the	the	DET
ajis02-310	388	27	data	datum	NOUN
ajis02-310	388	28	.	.	PUNCT
ajis02-310	389	1	objects	object	NOUN
ajis02-310	389	2	may	may	AUX
ajis02-310	389	3	be	be	AUX
ajis02-310	389	4	merged	merge	VERB
ajis02-310	389	5	with	with	ADP
ajis02-310	389	6	nearest	near	ADJ
ajis02-310	389	7	neighbours	neighbour	NOUN
ajis02-310	389	8	to	to	PART
ajis02-310	389	9	form	form	VERB
ajis02-310	389	10	clusters	cluster	NOUN
ajis02-310	389	11	,	,	PUNCT
ajis02-310	389	12	finding	find	VERB
ajis02-310	389	13	a	a	DET
ajis02-310	389	14	stopping	stopping	NOUN
ajis02-310	389	15	point	point	NOUN
ajis02-310	389	16	for	for	ADP
ajis02-310	389	17	this	this	DET
ajis02-310	389	18	process	process	NOUN
ajis02-310	389	19	requires	require	VERB
ajis02-310	389	20	a	a	DET
ajis02-310	389	21	technique	technique	NOUN
ajis02-310	389	22	that	that	PRON
ajis02-310	389	23	can	can	AUX
ajis02-310	389	24	estimate	estimate	VERB
ajis02-310	389	25	the	the	DET
ajis02-310	389	26	optimal	optimal	ADJ
ajis02-310	389	27	number	number	NOUN
ajis02-310	389	28	of	of	ADP
ajis02-310	389	29	clusters	cluster	NOUN
ajis02-310	389	30	in	in	ADP
ajis02-310	389	31	the	the	DET
ajis02-310	389	32	data	datum	NOUN
ajis02-310	389	33	.	.	PUNCT
ajis02-310	390	1	smyth	smyth	NOUN
ajis02-310	390	2	addresses	address	VERB
ajis02-310	390	3	this	this	DET
ajis02-310	390	4	issue	issue	NOUN
ajis02-310	390	5	and	and	CCONJ
ajis02-310	390	6	introduces	introduce	VERB
ajis02-310	390	7	a	a	DET
ajis02-310	390	8	new	new	ADJ
ajis02-310	390	9	technique	technique	NOUN
ajis02-310	390	10	based	base	VERB
ajis02-310	390	11	upon	upon	SCONJ
ajis02-310	390	12	monte	monte	PROPN
ajis02-310	390	13	carlo	carlo	PROPN
ajis02-310	390	14	cross	cross	PROPN
ajis02-310	390	15	-	-	NOUN
ajis02-310	390	16	validation	validation	NOUN
ajis02-310	390	17	for	for	ADP
ajis02-310	390	18	determining	determine	VERB
ajis02-310	390	19	the	the	DET
ajis02-310	390	20	optimal	optimal	ADJ
ajis02-310	390	21	number	number	NOUN
ajis02-310	390	22	of	of	ADP
ajis02-310	390	23	clusters	cluster	NOUN
ajis02-310	390	24	(	(	PUNCT
ajis02-310	390	25	smyth	smyth	NOUN
ajis02-310	390	26	1996	1996	NUM
ajis02-310	390	27	)	)	PUNCT
ajis02-310	390	28	.	.	PUNCT
ajis02-310	391	1	smyth	smyth	NOUN
ajis02-310	391	2	compares	compare	VERB
ajis02-310	391	3	his	his	PRON
ajis02-310	391	4	proposed	propose	VERB
ajis02-310	391	5	algorithm	algorithm	NOUN
ajis02-310	391	6	with	with	ADP
ajis02-310	391	7	several	several	ADJ
ajis02-310	391	8	existing	exist	VERB
ajis02-310	391	9	approaches	approach	NOUN
ajis02-310	391	10	,	,	PUNCT
ajis02-310	391	11	concluding	conclude	VERB
ajis02-310	391	12	that	that	SCONJ
ajis02-310	391	13	the	the	DET
ajis02-310	391	14	monte	monte	PROPN
ajis02-310	391	15	carlo	carlo	PROPN
ajis02-310	391	16	cross	cross	PROPN
ajis02-310	391	17	-	-	ADJ
ajis02-310	391	18	validation	validation	ADJ
ajis02-310	391	19	method	method	NOUN
ajis02-310	391	20	offers	offer	VERB
ajis02-310	391	21	an	an	DET
ajis02-310	391	22	alternative	alternative	NOUN
ajis02-310	391	23	to	to	ADP
ajis02-310	391	24	other	other	ADJ
ajis02-310	391	25	methods	method	NOUN
ajis02-310	391	26	.	.	PUNCT
ajis02-310	392	1	zamir	zamir	NOUN
ajis02-310	392	2	et	et	PROPN
ajis02-310	392	3	al	al	PROPN
ajis02-310	392	4	.	.	PROPN
ajis02-310	392	5	(	(	PUNCT
ajis02-310	392	6	1997	1997	NUM
ajis02-310	392	7	)	)	PUNCT
ajis02-310	392	8	describe	describe	VERB
ajis02-310	392	9	the	the	DET
ajis02-310	392	10	application	application	NOUN
ajis02-310	392	11	of	of	ADP
ajis02-310	392	12	clustering	clustering	NOUN
ajis02-310	392	13	has	have	AUX
ajis02-310	392	14	been	be	AUX
ajis02-310	392	15	applied	apply	VERB
ajis02-310	392	16	to	to	ADP
ajis02-310	392	17	web	web	NOUN
ajis02-310	392	18	document	document	NOUN
ajis02-310	392	19	retrieval	retrieval	NOUN
ajis02-310	392	20	.	.	PUNCT
ajis02-310	393	1	ketterlin	ketterlin	PROPN
ajis02-310	393	2	(	(	PUNCT
ajis02-310	393	3	1997	1997	NUM
ajis02-310	393	4	)	)	PUNCT
ajis02-310	393	5	describes	describe	VERB
ajis02-310	393	6	a	a	DET
ajis02-310	393	7	bottom	bottom	ADJ
ajis02-310	393	8	-	-	PUNCT
ajis02-310	393	9	up	up	ADP
ajis02-310	393	10	approach	approach	NOUN
ajis02-310	393	11	to	to	ADP
ajis02-310	393	12	clustering	cluster	VERB
ajis02-310	393	13	sequences	sequence	NOUN
ajis02-310	393	14	of	of	ADP
ajis02-310	393	15	complex	complex	ADJ
ajis02-310	393	16	objects	object	NOUN
ajis02-310	393	17	.	.	PUNCT
ajis02-310	394	1	this	this	DET
ajis02-310	394	2	approach	approach	NOUN
ajis02-310	394	3	uses	use	VERB
ajis02-310	394	4	a	a	DET
ajis02-310	394	5	hierarchical	hierarchical	ADJ
ajis02-310	394	6	control	control	NOUN
ajis02-310	394	7	strategy	strategy	NOUN
ajis02-310	394	8	to	to	PART
ajis02-310	394	9	find	find	VERB
ajis02-310	394	10	the	the	DET
ajis02-310	394	11	least	least	ADJ
ajis02-310	394	12	generalised	generalised	ADJ
ajis02-310	394	13	covering	covering	NOUN
ajis02-310	394	14	cluster	cluster	NOUN
ajis02-310	394	15	of	of	ADP
ajis02-310	394	16	the	the	DET
ajis02-310	394	17	component	component	NOUN
ajis02-310	394	18	objects	object	NOUN
ajis02-310	394	19	in	in	ADP
ajis02-310	394	20	a	a	DET
ajis02-310	394	21	sequence	sequence	NOUN
ajis02-310	394	22	.	.	PUNCT
ajis02-310	395	1	clustering	clustering	NOUN
ajis02-310	395	2	is	be	AUX
ajis02-310	395	3	widely	widely	ADV
ajis02-310	395	4	applied	apply	VERB
ajis02-310	395	5	to	to	ADP
ajis02-310	395	6	spatial	spatial	ADJ
ajis02-310	395	7	databases	database	NOUN
ajis02-310	395	8	where	where	SCONJ
ajis02-310	395	9	clustering	clustering	NOUN
ajis02-310	395	10	can	can	AUX
ajis02-310	395	11	be	be	AUX
ajis02-310	395	12	used	use	VERB
ajis02-310	395	13	to	to	ADP
ajis02-310	395	14	group	group	NOUN
ajis02-310	395	15	items	item	NOUN
ajis02-310	395	16	of	of	ADP
ajis02-310	395	17	close	close	ADJ
ajis02-310	395	18	proximity	proximity	NOUN
ajis02-310	395	19	in	in	ADP
ajis02-310	395	20	physical	physical	ADJ
ajis02-310	395	21	space	space	NOUN
ajis02-310	395	22	.	.	PUNCT
ajis02-310	396	1	some	some	DET
ajis02-310	396	2	examples	example	NOUN
ajis02-310	396	3	of	of	ADP
ajis02-310	396	4	spatial	spatial	ADJ
ajis02-310	396	5	clustering	clustering	NOUN
ajis02-310	396	6	are	be	AUX
ajis02-310	396	7	described	describe	VERB
ajis02-310	396	8	in	in	ADP
ajis02-310	396	9	section	section	NOUN
ajis02-310	396	10	4.5	4.5	NUM
ajis02-310	396	11	.	.	PUNCT
ajis02-310	397	1	target	target	NOUN
ajis02-310	397	2	data	datum	NOUN
ajis02-310	397	3	types	type	NOUN
ajis02-310	397	4	most	most	ADJ
ajis02-310	397	5	research	research	NOUN
ajis02-310	397	6	into	into	ADP
ajis02-310	397	7	kdd	kdd	PROPN
ajis02-310	397	8	has	have	AUX
ajis02-310	397	9	focused	focus	VERB
ajis02-310	397	10	on	on	ADP
ajis02-310	397	11	the	the	DET
ajis02-310	397	12	discovery	discovery	NOUN
ajis02-310	397	13	of	of	ADP
ajis02-310	397	14	knowledge	knowledge	NOUN
ajis02-310	397	15	within	within	ADP
ajis02-310	397	16	the	the	DET
ajis02-310	397	17	context	context	NOUN
ajis02-310	397	18	of	of	ADP
ajis02-310	397	19	traditional	traditional	ADJ
ajis02-310	397	20	database	database	NOUN
ajis02-310	397	21	paradigms	paradigm	NOUN
ajis02-310	397	22	such	such	ADJ
ajis02-310	397	23	as	as	ADP
ajis02-310	397	24	the	the	DET
ajis02-310	397	25	relational	relational	ADJ
ajis02-310	397	26	model	model	NOUN
ajis02-310	397	27	.	.	PUNCT
ajis02-310	398	1	however	however	ADV
ajis02-310	398	2	techniques	technique	NOUN
ajis02-310	398	3	designed	design	VERB
ajis02-310	398	4	for	for	ADP
ajis02-310	398	5	relational	relational	ADJ
ajis02-310	398	6	databases	database	NOUN
ajis02-310	398	7	are	be	AUX
ajis02-310	398	8	likely	likely	ADJ
ajis02-310	398	9	to	to	PART
ajis02-310	398	10	fully	fully	ADV
ajis02-310	398	11	exploit	exploit	VERB
ajis02-310	398	12	only	only	ADV
ajis02-310	398	13	the	the	DET
ajis02-310	398	14	relational	relational	ADJ
ajis02-310	398	15	types	type	NOUN
ajis02-310	398	16	of	of	ADP
ajis02-310	398	17	knowledge	knowledge	NOUN
ajis02-310	398	18	implicit	implicit	ADJ
ajis02-310	398	19	within	within	ADP
ajis02-310	398	20	other	other	ADJ
ajis02-310	398	21	database	database	NOUN
ajis02-310	398	22	models	model	NOUN
ajis02-310	398	23	.	.	PUNCT
ajis02-310	399	1	likewise	likewise	ADV
ajis02-310	399	2	the	the	DET
ajis02-310	399	3	type	type	NOUN
ajis02-310	399	4	of	of	ADP
ajis02-310	399	5	data	datum	NOUN
ajis02-310	399	6	being	be	AUX
ajis02-310	399	7	mined	mine	VERB
ajis02-310	399	8	may	may	AUX
ajis02-310	399	9	be	be	AUX
ajis02-310	399	10	multi	multi	ADJ
ajis02-310	399	11	-	-	ADJ
ajis02-310	399	12	dimensional	dimensional	ADJ
ajis02-310	399	13	,	,	PUNCT
ajis02-310	399	14	textual	textual	ADJ
ajis02-310	399	15	or	or	CCONJ
ajis02-310	399	16	graphical	graphical	ADJ
ajis02-310	399	17	.	.	PUNCT
ajis02-310	400	1	this	this	DET
ajis02-310	400	2	section	section	NOUN
ajis02-310	400	3	describes	describe	VERB
ajis02-310	400	4	knowledge	knowledge	NOUN
ajis02-310	400	5	discovery	discovery	NOUN
ajis02-310	400	6	from	from	ADP
ajis02-310	400	7	eight	eight	NUM
ajis02-310	400	8	different	different	ADJ
ajis02-310	400	9	data	datum	NOUN
ajis02-310	400	10	sources	source	NOUN
ajis02-310	400	11	that	that	PRON
ajis02-310	400	12	are	be	AUX
ajis02-310	400	13	distinguished	distinguish	VERB
ajis02-310	400	14	by	by	ADP
ajis02-310	400	15	the	the	DET
ajis02-310	400	16	nature	nature	NOUN
ajis02-310	400	17	of	of	ADP
ajis02-310	400	18	the	the	DET
ajis02-310	400	19	data	datum	NOUN
ajis02-310	400	20	itself	itself	PRON
ajis02-310	400	21	and	and	CCONJ
ajis02-310	400	22	the	the	DET
ajis02-310	400	23	characteristics	characteristic	NOUN
ajis02-310	400	24	of	of	ADP
ajis02-310	400	25	its	its	PRON
ajis02-310	400	26	storage	storage	NOUN
ajis02-310	400	27	.	.	PUNCT
ajis02-310	401	1	whilst	whilst	SCONJ
ajis02-310	401	2	we	we	PRON
ajis02-310	401	3	have	have	AUX
ajis02-310	401	4	limited	limit	VERB
ajis02-310	401	5	our	our	PRON
ajis02-310	401	6	examination	examination	NOUN
ajis02-310	401	7	of	of	ADP
ajis02-310	401	8	data	datum	NOUN
ajis02-310	401	9	and	and	CCONJ
ajis02-310	401	10	its	its	PRON
ajis02-310	401	11	storage	storage	NOUN
ajis02-310	401	12	to	to	ADP
ajis02-310	401	13	eight	eight	NUM
ajis02-310	401	14	major	major	ADJ
ajis02-310	401	15	areas	area	NOUN
ajis02-310	401	16	,	,	PUNCT
ajis02-310	401	17	kdd	kdd	PROPN
ajis02-310	401	18	techniques	technique	NOUN
ajis02-310	401	19	are	be	AUX
ajis02-310	401	20	also	also	ADV
ajis02-310	401	21	applicable	applicable	ADJ
ajis02-310	401	22	to	to	ADP
ajis02-310	401	23	other	other	ADJ
ajis02-310	401	24	forms	form	NOUN
ajis02-310	401	25	of	of	ADP
ajis02-310	401	26	data	datum	NOUN
ajis02-310	401	27	,	,	PUNCT
ajis02-310	401	28	for	for	ADP
ajis02-310	401	29	example	example	NOUN
ajis02-310	401	30	czyzewski	czyzewski	PROPN
ajis02-310	401	31	(	(	PUNCT
ajis02-310	401	32	1996	1996	NUM
ajis02-310	401	33	)	)	PUNCT
ajis02-310	401	34	describes	describe	VERB
ajis02-310	401	35	the	the	DET
ajis02-310	401	36	application	application	NOUN
ajis02-310	401	37	of	of	ADP
ajis02-310	401	38	data	datum	NOUN
ajis02-310	401	39	mining	mining	NOUN
ajis02-310	401	40	techniques	technique	NOUN
ajis02-310	401	41	to	to	ADP
ajis02-310	401	42	the	the	DET
ajis02-310	401	43	removal	removal	NOUN
ajis02-310	401	44	of	of	ADP
ajis02-310	401	45	noise	noise	NOUN
ajis02-310	401	46	from	from	ADP
ajis02-310	401	47	audio	audio	ADJ
ajis02-310	401	48	data	datum	NOUN
ajis02-310	401	49	.	.	PUNCT
ajis02-310	402	1	in	in	ADP
ajis02-310	402	2	this	this	DET
ajis02-310	402	3	example	example	NOUN
ajis02-310	402	4	the	the	DET
ajis02-310	402	5	audio	audio	NOUN
ajis02-310	402	6	signal	signal	NOUN
ajis02-310	402	7	is	be	AUX
ajis02-310	402	8	broken	break	VERB
ajis02-310	402	9	down	down	ADP
ajis02-310	402	10	into	into	ADP
ajis02-310	402	11	bands	band	NOUN
ajis02-310	402	12	which	which	PRON
ajis02-310	402	13	are	be	AUX
ajis02-310	402	14	then	then	ADV
ajis02-310	402	15	masked	mask	VERB
ajis02-310	402	16	out	out	ADP
ajis02-310	402	17	or	or	CCONJ
ajis02-310	402	18	left	leave	VERB
ajis02-310	402	19	unchanged	unchanged	ADJ
ajis02-310	402	20	based	base	VERB
ajis02-310	402	21	upon	upon	SCONJ
ajis02-310	402	22	their	their	PRON
ajis02-310	402	23	noise	noise	NOUN
ajis02-310	402	24	content	content	NOUN
ajis02-310	402	25	.	.	PUNCT
ajis02-310	403	1	a	a	DET
ajis02-310	403	2	rough	rough	ADJ
ajis02-310	403	3	set	set	NOUN
ajis02-310	403	4	technique	technique	NOUN
ajis02-310	403	5	is	be	AUX
ajis02-310	403	6	used	use	VERB
ajis02-310	403	7	to	to	PART
ajis02-310	403	8	derive	derive	VERB
ajis02-310	403	9	rules	rule	NOUN
ajis02-310	403	10	determining	determine	VERB
ajis02-310	403	11	which	which	DET
ajis02-310	403	12	segments	segment	NOUN
ajis02-310	403	13	of	of	ADP
ajis02-310	403	14	the	the	DET
ajis02-310	403	15	signal	signal	NOUN
ajis02-310	403	16	should	should	AUX
ajis02-310	403	17	be	be	AUX
ajis02-310	403	18	masked	mask	VERB
ajis02-310	403	19	from	from	ADP
ajis02-310	403	20	a	a	DET
ajis02-310	403	21	set	set	NOUN
ajis02-310	403	22	of	of	ADP
ajis02-310	403	23	sample	sample	NOUN
ajis02-310	403	24	data	datum	NOUN
ajis02-310	403	25	.	.	PUNCT
ajis02-310	404	1	these	these	DET
ajis02-310	404	2	rules	rule	NOUN
ajis02-310	404	3	are	be	AUX
ajis02-310	404	4	then	then	ADV
ajis02-310	404	5	applied	apply	VERB
ajis02-310	404	6	to	to	ADP
ajis02-310	404	7	the	the	DET
ajis02-310	404	8	entire	entire	ADJ
ajis02-310	404	9	audio	audio	ADJ
ajis02-310	404	10	signal	signal	NOUN
ajis02-310	404	11	.	.	PUNCT
ajis02-310	405	1	this	this	DET
ajis02-310	405	2	approach	approach	NOUN
ajis02-310	405	3	has	have	AUX
ajis02-310	405	4	yielded	yield	VERB
ajis02-310	405	5	positive	positive	ADJ
ajis02-310	405	6	results	result	NOUN
ajis02-310	405	7	and	and	CCONJ
ajis02-310	405	8	indicates	indicate	VERB
ajis02-310	405	9	the	the	DET
ajis02-310	405	10	potential	potential	ADJ
ajis02-310	405	11	utility	utility	NOUN
ajis02-310	405	12	of	of	ADP
ajis02-310	405	13	applying	apply	VERB
ajis02-310	405	14	kdd	kdd	PROPN
ajis02-310	405	15	techniques	technique	NOUN
ajis02-310	405	16	to	to	ADP
ajis02-310	405	17	audio	audio	ADJ
ajis02-310	405	18	processing	processing	NOUN
ajis02-310	405	19	applications	application	NOUN
ajis02-310	405	20	.	.	PUNCT
ajis02-310	406	1	i	i	PRON
ajis02-310	406	2	l	l	NOUN
ajis02-310	406	3	l	l	NOUN
ajis02-310	406	4	ajis	ajis	ADV
ajis02-310	406	5	vol	vol	NOUN
ajis02-310	406	6	.	.	PROPN
ajis02-310	407	1	6	6	NUM
ajis02-310	407	2	no	no	NOUN
ajis02-310	407	3	.	.	NOUN
ajis02-310	407	4	2	2	NUM
ajis02-310	407	5	may	may	PROPN
ajis02-310	407	6	1999	1999	NUM
ajis02-310	407	7	relational	relational	ADJ
ajis02-310	407	8	data	datum	NOUN
ajis02-310	407	9	relational	relational	ADJ
ajis02-310	407	10	databases	database	NOUN
ajis02-310	407	11	are	be	AUX
ajis02-310	407	12	in	in	ADP
ajis02-310	407	13	widespread	widespread	ADJ
ajis02-310	407	14	use	use	NOUN
ajis02-310	407	15	throughout	throughout	ADP
ajis02-310	407	16	many	many	ADJ
ajis02-310	407	17	organisations	organisation	NOUN
ajis02-310	407	18	.	.	PUNCT
ajis02-310	408	1	within	within	ADP
ajis02-310	408	2	the	the	DET
ajis02-310	408	3	relational	relational	ADJ
ajis02-310	408	4	model	model	NOUN
ajis02-310	408	5	data	datum	NOUN
ajis02-310	408	6	are	be	AUX
ajis02-310	408	7	normalised	normalise	VERB
ajis02-310	408	8	into	into	ADP
ajis02-310	408	9	relations	relation	NOUN
ajis02-310	408	10	to	to	PART
ajis02-310	408	11	eliminate	eliminate	VERB
ajis02-310	408	12	redundancy	redundancy	NOUN
ajis02-310	408	13	.	.	PUNCT
ajis02-310	409	1	as	as	ADP
ajis02-310	409	2	a	a	DET
ajis02-310	409	3	result	result	NOUN
ajis02-310	409	4	,	,	PUNCT
ajis02-310	409	5	data	datum	NOUN
ajis02-310	409	6	required	require	VERB
ajis02-310	409	7	for	for	ADP
ajis02-310	409	8	the	the	DET
ajis02-310	409	9	purpose	purpose	NOUN
ajis02-310	409	10	of	of	ADP
ajis02-310	409	11	data	datum	NOUN
ajis02-310	409	12	mining	mining	NOUN
ajis02-310	409	13	may	may	AUX
ajis02-310	409	14	be	be	AUX
ajis02-310	409	15	stored	store	VERB
ajis02-310	409	16	in	in	ADP
ajis02-310	409	17	several	several	ADJ
ajis02-310	409	18	relations	relation	NOUN
ajis02-310	409	19	.	.	PUNCT
ajis02-310	410	1	to	to	PART
ajis02-310	410	2	retrieve	retrieve	VERB
ajis02-310	410	3	this	this	DET
ajis02-310	410	4	data	datum	NOUN
ajis02-310	410	5	,	,	PUNCT
ajis02-310	410	6	relations	relation	NOUN
ajis02-310	410	7	must	must	AUX
ajis02-310	410	8	be	be	AUX
ajis02-310	410	9	joined	join	VERB
ajis02-310	410	10	,	,	PUNCT
ajis02-310	410	11	and	and	CCONJ
ajis02-310	410	12	required	require	VERB
ajis02-310	410	13	attributes	attribute	NOUN
ajis02-310	410	14	projected	project	VERB
ajis02-310	410	15	out	out	ADP
ajis02-310	410	16	.	.	PUNCT
ajis02-310	411	1	for	for	ADP
ajis02-310	411	2	the	the	DET
ajis02-310	411	3	purpose	purpose	NOUN
ajis02-310	411	4	of	of	ADP
ajis02-310	411	5	data	datum	NOUN
ajis02-310	411	6	mining	mining	NOUN
ajis02-310	411	7	it	it	PRON
ajis02-310	411	8	is	be	AUX
ajis02-310	411	9	typical	typical	ADJ
ajis02-310	411	10	to	to	PART
ajis02-310	411	11	assume	assume	VERB
ajis02-310	411	12	that	that	SCONJ
ajis02-310	411	13	the	the	DET
ajis02-310	411	14	data	datum	NOUN
ajis02-310	411	15	being	be	AUX
ajis02-310	411	16	processed	process	VERB
ajis02-310	411	17	is	be	AUX
ajis02-310	411	18	stored	store	VERB
ajis02-310	411	19	in	in	ADP
ajis02-310	411	20	a	a	DET
ajis02-310	411	21	single	single	ADJ
ajis02-310	411	22	relation	relation	NOUN
ajis02-310	411	23	created	create	VERB
ajis02-310	411	24	through	through	ADP
ajis02-310	411	25	the	the	DET
ajis02-310	411	26	appropriate	appropriate	ADJ
ajis02-310	411	27	operations	operation	NOUN
ajis02-310	411	28	.	.	PUNCT
ajis02-310	412	1	the	the	DET
ajis02-310	412	2	data	data	NOUN
ajis02-310	412	3	is	be	AUX
ajis02-310	412	4	therefore	therefore	ADV
ajis02-310	412	5	presented	present	VERB
ajis02-310	412	6	in	in	ADP
ajis02-310	412	7	a	a	DET
ajis02-310	412	8	simple	simple	ADJ
ajis02-310	412	9	tabular	tabular	NOUN
ajis02-310	412	10	form	form	NOUN
ajis02-310	412	11	.	.	PUNCT
ajis02-310	413	1	most	most	ADJ
ajis02-310	413	2	kdd	kdd	PROPN
ajis02-310	413	3	tools	tool	NOUN
ajis02-310	413	4	developed	develop	VERB
ajis02-310	413	5	to	to	ADP
ajis02-310	413	6	date	date	NOUN
ajis02-310	413	7	are	be	AUX
ajis02-310	413	8	designed	design	VERB
ajis02-310	413	9	to	to	PART
ajis02-310	413	10	operate	operate	VERB
ajis02-310	413	11	on	on	ADP
ajis02-310	413	12	such	such	ADJ
ajis02-310	413	13	tabular	tabular	NOUN
ajis02-310	413	14	data	datum	NOUN
ajis02-310	413	15	sets	set	NOUN
ajis02-310	413	16	and	and	CCONJ
ajis02-310	413	17	are	be	AUX
ajis02-310	413	18	therefore	therefore	ADV
ajis02-310	413	19	highly	highly	ADV
ajis02-310	413	20	applicable	applicable	ADJ
ajis02-310	413	21	to	to	ADP
ajis02-310	413	22	relational	relational	ADJ
ajis02-310	413	23	databases	database	NOUN
ajis02-310	413	24	.	.	PUNCT
ajis02-310	414	1	importantly	importantly	ADV
ajis02-310	414	2	however	however	ADV
ajis02-310	414	3	the	the	DET
ajis02-310	414	4	task	task	NOUN
ajis02-310	414	5	of	of	ADP
ajis02-310	414	6	generating	generate	VERB
ajis02-310	414	7	a	a	DET
ajis02-310	414	8	single	single	ADJ
ajis02-310	414	9	relation	relation	NOUN
ajis02-310	414	10	for	for	ADP
ajis02-310	414	11	knowledge	knowledge	NOUN
ajis02-310	414	12	discovery	discovery	NOUN
ajis02-310	414	13	may	may	AUX
ajis02-310	414	14	involve	involve	VERB
ajis02-310	414	15	a	a	DET
ajis02-310	414	16	large	large	ADJ
ajis02-310	414	17	amount	amount	NOUN
ajis02-310	414	18	of	of	ADP
ajis02-310	414	19	data	datum	NOUN
ajis02-310	414	20	cleaning	cleaning	NOUN
ajis02-310	414	21	and	and	CCONJ
ajis02-310	414	22	manipulation	manipulation	NOUN
ajis02-310	414	23	.	.	PUNCT
ajis02-310	415	1	object	object	VERB
ajis02-310	415	2	oriented	orient	VERB
ajis02-310	415	3	data	datum	NOUN
ajis02-310	415	4	object	object	VERB
ajis02-310	415	5	oriented	orient	VERB
ajis02-310	415	6	databases	database	NOUN
ajis02-310	415	7	(	(	PUNCT
ajis02-310	415	8	oodb	oodb	PROPN
ajis02-310	415	9	)	)	PUNCT
ajis02-310	415	10	,	,	PUNCT
ajis02-310	415	11	have	have	VERB
ajis02-310	415	12	the	the	DET
ajis02-310	415	13	structure	structure	NOUN
ajis02-310	415	14	to	to	PART
ajis02-310	415	15	model	model	VERB
ajis02-310	415	16	complex	complex	ADJ
ajis02-310	415	17	objects	object	NOUN
ajis02-310	415	18	found	find	VERB
ajis02-310	415	19	in	in	ADP
ajis02-310	415	20	application	application	NOUN
ajis02-310	415	21	areas	area	NOUN
ajis02-310	415	22	such	such	ADJ
ajis02-310	415	23	as	as	ADP
ajis02-310	415	24	computer	computer	NOUN
ajis02-310	415	25	aided	aid	VERB
ajis02-310	415	26	design	design	NOUN
ajis02-310	415	27	(	(	PUNCT
ajis02-310	415	28	cad	cad	NOUN
ajis02-310	415	29	)	)	PUNCT
ajis02-310	415	30	,	,	PUNCT
ajis02-310	415	31	software	software	NOUN
ajis02-310	415	32	engineering	engineering	NOUN
ajis02-310	415	33	and	and	CCONJ
ajis02-310	415	34	geographic	geographic	ADJ
ajis02-310	415	35	information	information	NOUN
ajis02-310	415	36	systems	system	NOUN
ajis02-310	415	37	.	.	PUNCT
ajis02-310	416	1	this	this	DET
ajis02-310	416	2	data	datum	NOUN
ajis02-310	416	3	typically	typically	ADV
ajis02-310	416	4	contains	contain	VERB
ajis02-310	416	5	hierarchies	hierarchy	NOUN
ajis02-310	416	6	of	of	ADP
ajis02-310	416	7	objects	object	NOUN
ajis02-310	416	8	and	and	CCONJ
ajis02-310	416	9	include	include	VERB
ajis02-310	416	10	concepts	concept	NOUN
ajis02-310	416	11	such	such	ADJ
ajis02-310	416	12	as	as	ADP
ajis02-310	416	13	classes	class	NOUN
ajis02-310	416	14	,	,	PUNCT
ajis02-310	416	15	inheritance	inheritance	NOUN
ajis02-310	416	16	,	,	PUNCT
ajis02-310	416	17	encapsulation	encapsulation	NOUN
ajis02-310	416	18	and	and	CCONJ
ajis02-310	416	19	polymorphism	polymorphism	NOUN
ajis02-310	416	20	,	,	PUNCT
ajis02-310	416	21	qv	qv	PROPN
ajis02-310	416	22	.	.	PUNCT
ajis02-310	416	23	nahouraii	nahouraii	PROPN
ajis02-310	416	24	and	and	CCONJ
ajis02-310	416	25	petry	petry	PROPN
ajis02-310	416	26	(	(	PUNCT
ajis02-310	416	27	1991	1991	NUM
ajis02-310	416	28	)	)	PUNCT
ajis02-310	416	29	.	.	PUNCT
ajis02-310	417	1	in	in	ADP
ajis02-310	417	2	addition	addition	NOUN
ajis02-310	417	3	,	,	PUNCT
ajis02-310	417	4	objects	object	NOUN
ajis02-310	417	5	have	have	VERB
ajis02-310	417	6	associated	associate	VERB
ajis02-310	417	7	methods	method	NOUN
ajis02-310	417	8	and	and	CCONJ
ajis02-310	417	9	communicate	communicate	VERB
ajis02-310	417	10	via	via	ADP
ajis02-310	417	11	messages	message	NOUN
ajis02-310	417	12	.	.	PUNCT
ajis02-310	418	1	whilst	whilst	SCONJ
ajis02-310	418	2	the	the	DET
ajis02-310	418	3	oodb	oodb	NOUN
ajis02-310	418	4	model	model	NOUN
ajis02-310	418	5	allows	allow	VERB
ajis02-310	418	6	for	for	ADP
ajis02-310	418	7	flexibility	flexibility	NOUN
ajis02-310	418	8	in	in	ADP
ajis02-310	418	9	modelling	model	VERB
ajis02-310	418	10	entities	entity	NOUN
ajis02-310	418	11	,	,	PUNCT
ajis02-310	418	12	the	the	DET
ajis02-310	418	13	resulting	result	VERB
ajis02-310	418	14	lack	lack	NOUN
ajis02-310	418	15	of	of	ADP
ajis02-310	418	16	uniformity	uniformity	NOUN
ajis02-310	418	17	may	may	AUX
ajis02-310	418	18	hinder	hinder	VERB
ajis02-310	418	19	the	the	DET
ajis02-310	418	20	kdd	kdd	PROPN
ajis02-310	418	21	process	process	NOUN
ajis02-310	418	22	.	.	PUNCT
ajis02-310	419	1	importantly	importantly	ADV
ajis02-310	419	2	,	,	PUNCT
ajis02-310	419	3	oodb	oodb	PROPN
ajis02-310	419	4	's	's	PART
ajis02-310	419	5	such	such	ADJ
ajis02-310	419	6	as	as	ADP
ajis02-310	419	7	gemstone	gemstone	NOUN
ajis02-310	419	8	,	,	PUNCT
ajis02-310	419	9	associate	associate	ADJ
ajis02-310	419	10	types	type	NOUN
ajis02-310	419	11	with	with	ADP
ajis02-310	419	12	individual	individual	ADJ
ajis02-310	419	13	values	value	NOUN
ajis02-310	419	14	,	,	PUNCT
ajis02-310	419	15	not	not	PART
ajis02-310	419	16	the	the	DET
ajis02-310	419	17	attribute	attribute	NOUN
ajis02-310	419	18	fields	field	NOUN
ajis02-310	419	19	they	they	PRON
ajis02-310	419	20	are	be	AUX
ajis02-310	419	21	stored	store	VERB
ajis02-310	419	22	in	in	ADP
ajis02-310	419	23	,	,	PUNCT
ajis02-310	419	24	(	(	PUNCT
ajis02-310	419	25	maier	maier	X
ajis02-310	419	26	and	and	CCONJ
ajis02-310	419	27	stein	stein	PROPN
ajis02-310	419	28	1990	1990	NUM
ajis02-310	419	29	)	)	PUNCT
ajis02-310	419	30	.	.	PUNCT
ajis02-310	420	1	therefore	therefore	ADV
ajis02-310	420	2	a	a	DET
ajis02-310	420	3	field	field	NOUN
ajis02-310	420	4	or	or	CCONJ
ajis02-310	420	5	slot	slot	NOUN
ajis02-310	420	6	in	in	ADP
ajis02-310	420	7	an	an	DET
ajis02-310	420	8	object	object	NOUN
ajis02-310	420	9	may	may	AUX
ajis02-310	420	10	potentially	potentially	ADV
ajis02-310	420	11	contain	contain	VERB
ajis02-310	420	12	data	datum	NOUN
ajis02-310	420	13	of	of	ADP
ajis02-310	420	14	any	any	DET
ajis02-310	420	15	type	type	NOUN
ajis02-310	420	16	and	and	CCONJ
ajis02-310	420	17	structure	structure	NOUN
ajis02-310	420	18	.	.	PUNCT
ajis02-310	421	1	whilst	whilst	SCONJ
ajis02-310	421	2	stronger	strong	ADJ
ajis02-310	421	3	restrictions	restriction	NOUN
ajis02-310	421	4	may	may	AUX
ajis02-310	421	5	be	be	AUX
ajis02-310	421	6	refined	refine	VERB
ajis02-310	421	7	in	in	ADP
ajis02-310	421	8	the	the	DET
ajis02-310	421	9	design	design	NOUN
ajis02-310	421	10	process	process	NOUN
ajis02-310	421	11	,	,	PUNCT
ajis02-310	421	12	the	the	DET
ajis02-310	421	13	trade	trade	NOUN
ajis02-310	421	14	-	-	PUNCT
ajis02-310	421	15	off	off	NOUN
ajis02-310	421	16	between	between	ADP
ajis02-310	421	17	uniformity	uniformity	NOUN
ajis02-310	421	18	and	and	CCONJ
ajis02-310	421	19	flexibility	flexibility	NOUN
ajis02-310	421	20	remains	remain	VERB
ajis02-310	421	21	at	at	ADP
ajis02-310	421	22	the	the	DET
ajis02-310	421	23	heart	heart	NOUN
ajis02-310	421	24	of	of	ADP
ajis02-310	421	25	the	the	DET
ajis02-310	421	26	oodb	oodb	NOUN
ajis02-310	421	27	paradigm	paradigm	NOUN
ajis02-310	421	28	.	.	PUNCT
ajis02-310	422	1	in	in	ADP
ajis02-310	422	2	general	general	ADJ
ajis02-310	422	3	,	,	PUNCT
ajis02-310	422	4	where	where	SCONJ
ajis02-310	422	5	the	the	DET
ajis02-310	422	6	data	datum	NOUN
ajis02-310	422	7	being	be	AUX
ajis02-310	422	8	stored	store	VERB
ajis02-310	422	9	is	be	AUX
ajis02-310	422	10	comparable	comparable	ADJ
ajis02-310	422	11	to	to	ADP
ajis02-310	422	12	the	the	DET
ajis02-310	422	13	data	datum	NOUN
ajis02-310	422	14	stored	store	VERB
ajis02-310	422	15	in	in	ADP
ajis02-310	422	16	relational	relational	ADJ
ajis02-310	422	17	databases	database	NOUN
ajis02-310	422	18	,	,	PUNCT
ajis02-310	422	19	existing	exist	VERB
ajis02-310	422	20	relational	relational	ADJ
ajis02-310	422	21	database	database	NOUN
ajis02-310	422	22	techniques	technique	NOUN
ajis02-310	422	23	are	be	AUX
ajis02-310	422	24	applicable	applicable	ADJ
ajis02-310	422	25	.	.	PUNCT
ajis02-310	423	1	however	however	ADV
ajis02-310	423	2	when	when	SCONJ
ajis02-310	423	3	more	more	ADJ
ajis02-310	423	4	complex	complex	ADJ
ajis02-310	423	5	data	datum	NOUN
ajis02-310	423	6	exists	exist	VERB
ajis02-310	423	7	,	,	PUNCT
ajis02-310	423	8	potential	potential	ADJ
ajis02-310	423	9	approaches	approach	NOUN
ajis02-310	423	10	to	to	ADP
ajis02-310	423	11	kdd	kdd	PROPN
ajis02-310	423	12	become	become	VERB
ajis02-310	423	13	unclear	unclear	ADJ
ajis02-310	423	14	.	.	PUNCT
ajis02-310	424	1	the	the	DET
ajis02-310	424	2	complexity	complexity	NOUN
ajis02-310	424	3	of	of	ADP
ajis02-310	424	4	object	object	NOUN
ajis02-310	424	5	-	-	PUNCT
ajis02-310	424	6	oriented	orient	VERB
ajis02-310	424	7	databases	database	NOUN
ajis02-310	424	8	makes	make	VERB
ajis02-310	424	9	the	the	DET
ajis02-310	424	10	application	application	NOUN
ajis02-310	424	11	of	of	ADP
ajis02-310	424	12	kdd	kdd	PROPN
ajis02-310	424	13	techniques	technique	NOUN
ajis02-310	424	14	a	a	DET
ajis02-310	424	15	challenging	challenging	ADJ
ajis02-310	424	16	problem	problem	NOUN
ajis02-310	424	17	.	.	PUNCT
ajis02-310	425	1	as	as	ADP
ajis02-310	425	2	part	part	NOUN
ajis02-310	425	3	of	of	ADP
ajis02-310	425	4	the	the	DET
ajis02-310	425	5	data	datum	NOUN
ajis02-310	425	6	filtering	filtering	NOUN
ajis02-310	425	7	process	process	NOUN
ajis02-310	425	8	existing	exist	VERB
ajis02-310	425	9	knowledge	knowledge	NOUN
ajis02-310	425	10	discovery	discovery	NOUN
ajis02-310	425	11	systems	system	NOUN
ajis02-310	425	12	normally	normally	ADV
ajis02-310	425	13	begin	begin	VERB
ajis02-310	425	14	by	by	ADP
ajis02-310	425	15	selecting	select	VERB
ajis02-310	425	16	data	datum	NOUN
ajis02-310	425	17	from	from	ADP
ajis02-310	425	18	the	the	DET
ajis02-310	425	19	target	target	NOUN
ajis02-310	425	20	database	database	NOUN
ajis02-310	425	21	in	in	ADP
ajis02-310	425	22	the	the	DET
ajis02-310	425	23	form	form	NOUN
ajis02-310	425	24	of	of	ADP
ajis02-310	425	25	one	one	NUM
ajis02-310	425	26	or	or	CCONJ
ajis02-310	425	27	more	more	ADJ
ajis02-310	425	28	tables	table	NOUN
ajis02-310	425	29	.	.	PUNCT
ajis02-310	426	1	therefore	therefore	ADV
ajis02-310	426	2	the	the	DET
ajis02-310	426	3	major	major	ADJ
ajis02-310	426	4	focus	focus	NOUN
ajis02-310	426	5	is	be	AUX
ajis02-310	426	6	upon	upon	SCONJ
ajis02-310	426	7	learning	learn	VERB
ajis02-310	426	8	from	from	ADP
ajis02-310	426	9	tabular	tabular	PROPN
ajis02-310	426	10	data	datum	NOUN
ajis02-310	426	11	.	.	PUNCT
ajis02-310	427	1	whilst	whilst	SCONJ
ajis02-310	427	2	tabular	tabular	PROPN
ajis02-310	427	3	data	datum	NOUN
ajis02-310	427	4	can	can	AUX
ajis02-310	427	5	be	be	AUX
ajis02-310	427	6	extracted	extract	VERB
ajis02-310	427	7	from	from	ADP
ajis02-310	427	8	object	object	NOUN
ajis02-310	427	9	-	-	PUNCT
ajis02-310	427	10	oriented	orient	VERB
ajis02-310	427	11	databases	database	NOUN
ajis02-310	427	12	for	for	ADP
ajis02-310	427	13	kdd	kdd	PROPN
ajis02-310	427	14	purposes	purpose	NOUN
ajis02-310	427	15	,	,	PUNCT
ajis02-310	427	16	methods	method	NOUN
ajis02-310	427	17	for	for	ADP
ajis02-310	427	18	exploiting	exploit	VERB
ajis02-310	427	19	the	the	DET
ajis02-310	427	20	more	more	ADV
ajis02-310	427	21	complex	complex	ADJ
ajis02-310	427	22	semantics	semantic	NOUN
ajis02-310	427	23	associated	associate	VERB
ajis02-310	427	24	with	with	ADP
ajis02-310	427	25	them	they	PRON
ajis02-310	427	26	remains	remain	VERB
ajis02-310	427	27	a	a	DET
ajis02-310	427	28	major	major	ADJ
ajis02-310	427	29	challenge	challenge	NOUN
ajis02-310	427	30	.	.	PUNCT
ajis02-310	428	1	to	to	ADP
ajis02-310	428	2	date	date	NOUN
ajis02-310	428	3	little	little	ADJ
ajis02-310	428	4	investigation	investigation	NOUN
ajis02-310	428	5	has	have	AUX
ajis02-310	428	6	been	be	AUX
ajis02-310	428	7	undertaken	undertake	VERB
ajis02-310	428	8	in	in	ADP
ajis02-310	428	9	this	this	DET
ajis02-310	428	10	area	area	NOUN
ajis02-310	428	11	.	.	PUNCT
ajis02-310	429	1	however	however	ADV
ajis02-310	429	2	nishio	nishio	PROPN
ajis02-310	429	3	etal	etal	PROPN
ajis02-310	429	4	.	.	PUNCT
ajis02-310	430	1	(	(	PUNCT
ajis02-310	430	2	1993	1993	NUM
ajis02-310	430	3	)	)	PUNCT
ajis02-310	430	4	describe	describe	VERB
ajis02-310	430	5	the	the	DET
ajis02-310	430	6	'	'	PUNCT
ajis02-310	430	7	first	first	ADJ
ajis02-310	430	8	step	step	NOUN
ajis02-310	430	9	'	'	PUNCT
ajis02-310	430	10	towards	towards	ADP
ajis02-310	430	11	knowledge	knowledge	NOUN
ajis02-310	430	12	discovery	discovery	NOUN
ajis02-310	430	13	in	in	ADP
ajis02-310	430	14	object	object	NOUN
ajis02-310	430	15	-	-	PUNCT
ajis02-310	430	16	oriented	orient	VERB
ajis02-310	430	17	databases	database	NOUN
ajis02-310	430	18	.	.	PUNCT
ajis02-310	431	1	their	their	PRON
ajis02-310	431	2	work	work	NOUN
ajis02-310	431	3	focuses	focus	VERB
ajis02-310	431	4	on	on	ADP
ajis02-310	431	5	the	the	DET
ajis02-310	431	6	extension	extension	NOUN
ajis02-310	431	7	of	of	ADP
ajis02-310	431	8	attributeoriented	attributeoriente	VERB
ajis02-310	431	9	induction	induction	NOUN
ajis02-310	431	10	techniques	technique	NOUN
ajis02-310	431	11	to	to	PART
ajis02-310	431	12	object	object	VERB
ajis02-310	431	13	-	-	PUNCT
ajis02-310	431	14	oriented	orient	VERB
ajis02-310	431	15	databases	database	NOUN
ajis02-310	431	16	.	.	PUNCT
ajis02-310	432	1	by	by	ADP
ajis02-310	432	2	utilising	utilise	VERB
ajis02-310	432	3	an	an	DET
ajis02-310	432	4	attribute	attribute	NOUN
ajis02-310	432	5	-	-	PUNCT
ajis02-310	432	6	oriented	orient	VERB
ajis02-310	432	7	induction	induction	NOUN
ajis02-310	432	8	technique	technique	NOUN
ajis02-310	432	9	,	,	PUNCT
ajis02-310	432	10	the	the	DET
ajis02-310	432	11	primary	primary	ADJ
ajis02-310	432	12	challenge	challenge	NOUN
ajis02-310	432	13	to	to	PART
ajis02-310	432	14	be	be	AUX
ajis02-310	432	15	overcome	overcome	VERB
ajis02-310	432	16	is	be	AUX
ajis02-310	432	17	the	the	DET
ajis02-310	432	18	creation	creation	NOUN
ajis02-310	432	19	of	of	ADP
ajis02-310	432	20	generalisation	generalisation	NOUN
ajis02-310	432	21	hierarchies	hierarchy	NOUN
ajis02-310	432	22	for	for	ADP
ajis02-310	432	23	the	the	DET
ajis02-310	432	24	complex	complex	ADJ
ajis02-310	432	25	data	datum	NOUN
ajis02-310	432	26	types	type	NOUN
ajis02-310	432	27	typically	typically	ADV
ajis02-310	432	28	found	find	VERB
ajis02-310	432	29	within	within	ADP
ajis02-310	432	30	object	object	NOUN
ajis02-310	432	31	oriented	orient	VERB
ajis02-310	432	32	databases	database	NOUN
ajis02-310	432	33	.	.	PUNCT
ajis02-310	433	1	the	the	DET
ajis02-310	433	2	existence	existence	NOUN
ajis02-310	433	3	of	of	ADP
ajis02-310	433	4	set	set	NOUN
ajis02-310	433	5	based	base	VERB
ajis02-310	433	6	attributes	attribute	NOUN
ajis02-310	433	7	poses	pose	VERB
ajis02-310	433	8	a	a	DET
ajis02-310	433	9	problem	problem	NOUN
ajis02-310	433	10	for	for	ADP
ajis02-310	433	11	the	the	DET
ajis02-310	433	12	construction	construction	NOUN
ajis02-310	433	13	of	of	ADP
ajis02-310	433	14	conceptual	conceptual	ADJ
ajis02-310	433	15	hierarchies	hierarchy	NOUN
ajis02-310	433	16	as	as	SCONJ
ajis02-310	433	17	several	several	ADJ
ajis02-310	433	18	approaches	approach	NOUN
ajis02-310	433	19	to	to	ADP
ajis02-310	433	20	generalisation	generalisation	NOUN
ajis02-310	433	21	are	be	AUX
ajis02-310	433	22	available	available	ADJ
ajis02-310	433	23	.	.	PUNCT
ajis02-310	434	1	each	each	DET
ajis02-310	434	2	item	item	NOUN
ajis02-310	434	3	in	in	ADP
ajis02-310	434	4	the	the	DET
ajis02-310	434	5	set	set	NOUN
ajis02-310	434	6	can	can	AUX
ajis02-310	434	7	be	be	AUX
ajis02-310	434	8	generalised	generalise	VERB
ajis02-310	434	9	,	,	PUNCT
ajis02-310	434	10	and	and	CCONJ
ajis02-310	434	11	redundancy	redundancy	NOUN
ajis02-310	434	12	in	in	ADP
ajis02-310	434	13	the	the	DET
ajis02-310	434	14	resulting	result	VERB
ajis02-310	434	15	set	set	NOUN
ajis02-310	434	16	removed	remove	VERB
ajis02-310	434	17	.	.	PUNCT
ajis02-310	435	1	alternatively	alternatively	ADV
ajis02-310	435	2	a	a	DET
ajis02-310	435	3	generalisation	generalisation	NOUN
ajis02-310	435	4	may	may	AUX
ajis02-310	435	5	be	be	AUX
ajis02-310	435	6	a	a	DET
ajis02-310	435	7	description	description	NOUN
ajis02-310	435	8	of	of	ADP
ajis02-310	435	9	the	the	DET
ajis02-310	435	10	overall	overall	ADJ
ajis02-310	435	11	set	set	NOUN
ajis02-310	435	12	,	,	PUNCT
ajis02-310	435	13	such	such	ADJ
ajis02-310	435	14	as	as	ADP
ajis02-310	435	15	the	the	DET
ajis02-310	435	16	number	number	NOUN
ajis02-310	435	17	of	of	ADP
ajis02-310	435	18	items	item	NOUN
ajis02-310	435	19	,	,	PUNCT
ajis02-310	435	20	or	or	CCONJ
ajis02-310	435	21	the	the	DET
ajis02-310	435	22	mean	mean	ADJ
ajis02-310	435	23	value	value	NOUN
ajis02-310	435	24	of	of	ADP
ajis02-310	435	25	the	the	DET
ajis02-310	435	26	items	item	NOUN
ajis02-310	435	27	.	.	PUNCT
ajis02-310	436	1	in	in	ADP
ajis02-310	436	2	addition	addition	NOUN
ajis02-310	436	3	,	,	PUNCT
ajis02-310	436	4	an	an	DET
ajis02-310	436	5	object	object	NOUN
ajis02-310	436	6	may	may	AUX
ajis02-310	436	7	inherit	inherit	VERB
ajis02-310	436	8	attributes	attribute	NOUN
ajis02-310	436	9	from	from	ADP
ajis02-310	436	10	one	one	NUM
ajis02-310	436	11	or	or	CCONJ
ajis02-310	436	12	more	more	ADJ
ajis02-310	436	13	parent	parent	NOUN
ajis02-310	436	14	objects	object	NOUN
ajis02-310	436	15	,	,	PUNCT
ajis02-310	436	16	provided	provide	VERB
ajis02-310	436	17	that	that	SCONJ
ajis02-310	436	18	these	these	DET
ajis02-310	436	19	attributes	attribute	NOUN
ajis02-310	436	20	can	can	AUX
ajis02-310	436	21	be	be	AUX
ajis02-310	436	22	retrieved	retrieve	VERB
ajis02-310	436	23	.	.	PUNCT
ajis02-310	437	1	it	it	PRON
ajis02-310	437	2	should	should	AUX
ajis02-310	437	3	be	be	AUX
ajis02-310	437	4	noted	note	VERB
ajis02-310	437	5	that	that	SCONJ
ajis02-310	437	6	data	datum	NOUN
ajis02-310	437	7	mining	mining	NOUN
ajis02-310	437	8	is	be	AUX
ajis02-310	437	9	likely	likely	ADJ
ajis02-310	437	10	to	to	PART
ajis02-310	437	11	be	be	AUX
ajis02-310	437	12	of	of	ADP
ajis02-310	437	13	most	most	ADJ
ajis02-310	437	14	use	use	NOUN
ajis02-310	437	15	in	in	ADP
ajis02-310	437	16	large	large	ADJ
ajis02-310	437	17	datasets	dataset	NOUN
ajis02-310	437	18	and	and	CCONJ
ajis02-310	437	19	while	while	SCONJ
ajis02-310	437	20	oodbs	oodbs	PROPN
ajis02-310	437	21	have	have	VERB
ajis02-310	437	22	high	high	ADJ
ajis02-310	437	23	structural	structural	ADJ
ajis02-310	437	24	complexity	complexity	NOUN
ajis02-310	437	25	,	,	PUNCT
ajis02-310	437	26	their	their	PRON
ajis02-310	437	27	data	data	NOUN
ajis02-310	437	28	volumes	volume	NOUN
ajis02-310	437	29	have	have	AUX
ajis02-310	437	30	,	,	PUNCT
ajis02-310	437	31	at	at	ADP
ajis02-310	437	32	least	least	ADJ
ajis02-310	437	33	to	to	ADP
ajis02-310	437	34	date	date	NOUN
ajis02-310	437	35	,	,	PUNCT
ajis02-310	437	36	been	be	AUX
ajis02-310	437	37	comparatively	comparatively	ADV
ajis02-310	437	38	low	low	ADJ
ajis02-310	437	39	.	.	PUNCT
ajis02-310	438	1	transaction	transaction	NOUN
ajis02-310	438	2	data	datum	NOUN
ajis02-310	438	3	much	much	ADJ
ajis02-310	438	4	of	of	ADP
ajis02-310	438	5	the	the	DET
ajis02-310	438	6	research	research	NOUN
ajis02-310	438	7	associated	associate	VERB
ajis02-310	438	8	with	with	ADP
ajis02-310	438	9	the	the	DET
ajis02-310	438	10	generation	generation	NOUN
ajis02-310	438	11	of	of	ADP
ajis02-310	438	12	association	association	NOUN
ajis02-310	438	13	rules	rule	NOUN
ajis02-310	438	14	assumes	assume	VERB
ajis02-310	438	15	the	the	DET
ajis02-310	438	16	availability	availability	NOUN
ajis02-310	438	17	of	of	ADP
ajis02-310	438	18	transaction	transaction	NOUN
ajis02-310	438	19	data	datum	NOUN
ajis02-310	438	20	structured	structure	VERB
ajis02-310	438	21	to	to	PART
ajis02-310	438	22	list	list	VERB
ajis02-310	438	23	items	item	NOUN
ajis02-310	438	24	association	association	NOUN
ajis02-310	438	25	with	with	ADP
ajis02-310	438	26	a	a	DET
ajis02-310	438	27	single	single	ADJ
ajis02-310	438	28	commercial	commercial	ADJ
ajis02-310	438	29	or	or	CCONJ
ajis02-310	438	30	other	other	ADJ
ajis02-310	438	31	form	form	NOUN
ajis02-310	438	32	of	of	ADP
ajis02-310	438	33	transaction	transaction	NOUN
ajis02-310	438	34	.	.	PUNCT
ajis02-310	439	1	in	in	ADP
ajis02-310	439	2	the	the	DET
ajis02-310	439	3	commonly	commonly	ADV
ajis02-310	439	4	used	use	VERB
ajis02-310	439	5	example	example	NOUN
ajis02-310	439	6	,	,	PUNCT
ajis02-310	439	7	that	that	PRON
ajis02-310	439	8	of	of	ADP
ajis02-310	439	9	market	market	NOUN
ajis02-310	439	10	basket	basket	NOUN
ajis02-310	439	11	analysis	analysis	NOUN
ajis02-310	439	12	,	,	PUNCT
ajis02-310	439	13	each	each	DET
ajis02-310	439	14	data	data	NOUN
ajis02-310	439	15	record	record	NOUN
ajis02-310	439	16	consists	consist	VERB
ajis02-310	439	17	of	of	ADP
ajis02-310	439	18	those	those	DET
ajis02-310	439	19	items	item	NOUN
ajis02-310	439	20	that	that	PRON
ajis02-310	439	21	are	be	AUX
ajis02-310	439	22	purchased	purchase	VERB
ajis02-310	439	23	at	at	ADP
ajis02-310	439	24	the	the	DET
ajis02-310	439	25	same	same	ADJ
ajis02-310	439	26	time	time	NOUN
ajis02-310	439	27	,	,	PUNCT
ajis02-310	439	28	together	together	ADV
ajis02-310	439	29	with	with	ADP
ajis02-310	439	30	optional	optional	ADJ
ajis02-310	439	31	additional	additional	ADJ
ajis02-310	439	32	information	information	NOUN
ajis02-310	439	33	which	which	PRON
ajis02-310	439	34	may	may	AUX
ajis02-310	439	35	be	be	AUX
ajis02-310	439	36	of	of	ADP
ajis02-310	439	37	use	use	NOUN
ajis02-310	439	38	.	.	PUNCT
ajis02-310	440	1	this	this	PRON
ajis02-310	440	2	is	be	AUX
ajis02-310	440	3	transformed	transform	VERB
ajis02-310	440	4	into	into	ADP
ajis02-310	440	5	the	the	DET
ajis02-310	440	6	data	datum	NOUN
ajis02-310	440	7	required	require	VERB
ajis02-310	440	8	.	.	PUNCT
ajis02-310	441	1	textual	textual	ADJ
ajis02-310	441	2	data	datum	NOUN
ajis02-310	441	3	the	the	DET
ajis02-310	441	4	application	application	NOUN
ajis02-310	441	5	of	of	ADP
ajis02-310	441	6	data	datum	NOUN
ajis02-310	441	7	mining	mining	NOUN
ajis02-310	441	8	techniques	technique	NOUN
ajis02-310	441	9	to	to	ADP
ajis02-310	441	10	textual	textual	ADJ
ajis02-310	441	11	documents	document	NOUN
ajis02-310	441	12	to	to	PART
ajis02-310	441	13	extract	extract	VERB
ajis02-310	441	14	knowledge	knowledge	NOUN
ajis02-310	441	15	has	have	AUX
ajis02-310	441	16	become	become	VERB
ajis02-310	441	17	an	an	DET
ajis02-310	441	18	increasingly	increasingly	ADV
ajis02-310	441	19	interesting	interesting	ADJ
ajis02-310	441	20	field	field	NOUN
ajis02-310	441	21	with	with	ADP
ajis02-310	441	22	the	the	DET
ajis02-310	441	23	advent	advent	NOUN
ajis02-310	441	24	of	of	ADP
ajis02-310	441	25	large	large	ADJ
ajis02-310	441	26	textual	textual	ADJ
ajis02-310	441	27	databases	database	NOUN
ajis02-310	441	28	.	.	PUNCT
ajis02-310	442	1	in	in	ADP
ajis02-310	442	2	recent	recent	ADJ
ajis02-310	442	3	years	year	NOUN
ajis02-310	442	4	many	many	ADJ
ajis02-310	442	5	models	model	NOUN
ajis02-310	442	6	for	for	ADP
ajis02-310	442	7	the	the	DET
ajis02-310	442	8	management	management	NOUN
ajis02-310	442	9	of	of	ADP
ajis02-310	442	10	textual	textual	ADJ
ajis02-310	442	11	data	datum	NOUN
ajis02-310	442	12	have	have	AUX
ajis02-310	442	13	been	be	AUX
ajis02-310	442	14	proposed	propose	VERB
ajis02-310	442	15	and	and	CCONJ
ajis02-310	442	16	developed	develop	VERB
ajis02-310	442	17	,	,	PUNCT
ajis02-310	442	18	qv	qv	INTJ
ajis02-310	442	19	.	.	PUNCT
ajis02-310	443	1	loeffen	loeffen	PROPN
ajis02-310	443	2	(	(	PUNCT
ajis02-310	443	3	1994	1994	NUM
ajis02-310	443	4	)	)	PUNCT
ajis02-310	443	5	.	.	PUNCT
ajis02-310	444	1	the	the	DET
ajis02-310	444	2	lack	lack	NOUN
ajis02-310	444	3	of	of	ADP
ajis02-310	444	4	any	any	DET
ajis02-310	444	5	standard	standard	ADJ
ajis02-310	444	6	model	model	NOUN
ajis02-310	444	7	can	can	AUX
ajis02-310	444	8	be	be	AUX
ajis02-310	444	9	attributed	attribute	VERB
ajis02-310	444	10	to	to	ADP
ajis02-310	444	11	the	the	DET
ajis02-310	444	12	complex	complex	ADJ
ajis02-310	444	13	issue	issue	NOUN
ajis02-310	444	14	of	of	ADP
ajis02-310	444	15	storing	store	VERB
ajis02-310	444	16	and	and	CCONJ
ajis02-310	444	17	retrieving	retrieve	VERB
ajis02-310	444	18	textual	textual	ADJ
ajis02-310	444	19	data	datum	NOUN
ajis02-310	444	20	with	with	ADP
ajis02-310	444	21	its	its	PRON
ajis02-310	444	22	associated	associated	ADJ
ajis02-310	444	23	semantics	semantic	NOUN
ajis02-310	444	24	.	.	PUNCT
ajis02-310	445	1	different	different	ADJ
ajis02-310	445	2	applications	application	NOUN
ajis02-310	445	3	will	will	AUX
ajis02-310	445	4	inevitably	inevitably	ADV
ajis02-310	445	5	require	require	VERB
ajis02-310	445	6	different	different	ADJ
ajis02-310	445	7	semantics	semantic	NOUN
ajis02-310	445	8	to	to	PART
ajis02-310	445	9	be	be	AUX
ajis02-310	445	10	associated	associate	VERB
ajis02-310	445	11	with	with	ADP
ajis02-310	445	12	textual	textual	ADJ
ajis02-310	445	13	data	datum	NOUN
ajis02-310	445	14	.	.	PUNCT
ajis02-310	446	1	for	for	ADP
ajis02-310	446	2	example	example	NOUN
ajis02-310	446	3	,	,	PUNCT
ajis02-310	446	4	books	book	NOUN
ajis02-310	446	5	may	may	AUX
ajis02-310	446	6	be	be	AUX
ajis02-310	446	7	structured	structure	VERB
ajis02-310	446	8	into	into	ADP
ajis02-310	446	9	chapters	chapter	NOUN
ajis02-310	446	10	,	,	PUNCT
ajis02-310	446	11	while	while	SCONJ
ajis02-310	446	12	a	a	DET
ajis02-310	446	13	dictionary	dictionary	NOUN
ajis02-310	446	14	or	or	CCONJ
ajis02-310	446	15	thesaurus	thesaurus	NOUN
ajis02-310	446	16	may	may	AUX
ajis02-310	446	17	be	be	AUX
ajis02-310	446	18	divided	divide	VERB
ajis02-310	446	19	according	accord	VERB
ajis02-310	446	20	to	to	ADP
ajis02-310	446	21	keywords	keyword	NOUN
ajis02-310	446	22	.	.	PUNCT
ajis02-310	447	1	this	this	DET
ajis02-310	447	2	lack	lack	NOUN
ajis02-310	447	3	of	of	ADP
ajis02-310	447	4	any	any	DET
ajis02-310	447	5	uniform	uniform	ADJ
ajis02-310	447	6	approach	approach	NOUN
ajis02-310	447	7	to	to	ADP
ajis02-310	447	8	the	the	DET
ajis02-310	447	9	storage	storage	NOUN
ajis02-310	447	10	of	of	ADP
ajis02-310	447	11	textual	textual	ADJ
ajis02-310	447	12	data	datum	NOUN
ajis02-310	447	13	means	mean	VERB
ajis02-310	447	14	that	that	SCONJ
ajis02-310	447	15	the	the	DET
ajis02-310	447	16	development	development	NOUN
ajis02-310	447	17	of	of	ADP
ajis02-310	447	18	general	general	ADJ
ajis02-310	447	19	-	-	PUNCT
ajis02-310	447	20	purpose	purpose	NOUN
ajis02-310	447	21	112	112	NUM
ajis02-310	447	22	ajis	ajis	NOUN
ajis02-310	447	23	vol	vol	NOUN
ajis02-310	447	24	.	.	PROPN
ajis02-310	447	25	6	6	NUM
ajis02-310	447	26	no	no	NOUN
ajis02-310	447	27	.	.	NOUN
ajis02-310	447	28	2	2	NUM
ajis02-310	447	29	may	may	PROPN
ajis02-310	447	30	1999	1999	NUM
ajis02-310	447	31	textual	textual	ADJ
ajis02-310	447	32	knowledge	knowledge	NOUN
ajis02-310	447	33	discovery	discovery	NOUN
ajis02-310	447	34	tools	tool	NOUN
ajis02-310	447	35	is	be	AUX
ajis02-310	447	36	currently	currently	ADV
ajis02-310	447	37	problematic	problematic	ADJ
ajis02-310	447	38	and	and	CCONJ
ajis02-310	447	39	may	may	AUX
ajis02-310	447	40	be	be	AUX
ajis02-310	447	41	unrealistic	unrealistic	ADJ
ajis02-310	447	42	.	.	PUNCT
ajis02-310	448	1	whilst	whilst	SCONJ
ajis02-310	448	2	tools	tool	NOUN
ajis02-310	448	3	that	that	PRON
ajis02-310	448	4	can	can	AUX
ajis02-310	448	5	learn	learn	VERB
ajis02-310	448	6	from	from	ADP
ajis02-310	448	7	raw	raw	ADJ
ajis02-310	448	8	,	,	PUNCT
ajis02-310	448	9	unstructured	unstructured	ADJ
ajis02-310	448	10	text	text	NOUN
ajis02-310	448	11	are	be	AUX
ajis02-310	448	12	the	the	DET
ajis02-310	448	13	most	most	ADV
ajis02-310	448	14	versatile	versatile	ADJ
ajis02-310	448	15	,	,	PUNCT
ajis02-310	448	16	the	the	DET
ajis02-310	448	17	utility	utility	NOUN
ajis02-310	448	18	of	of	ADP
ajis02-310	448	19	tools	tool	NOUN
ajis02-310	448	20	that	that	PRON
ajis02-310	448	21	can	can	AUX
ajis02-310	448	22	not	not	PART
ajis02-310	448	23	exploit	exploit	VERB
ajis02-310	448	24	the	the	DET
ajis02-310	448	25	full	full	ADJ
ajis02-310	448	26	semantics	semantic	NOUN
ajis02-310	448	27	available	available	ADJ
ajis02-310	448	28	is	be	AUX
ajis02-310	448	29	reduced	reduce	VERB
ajis02-310	448	30	.	.	PUNCT
ajis02-310	449	1	this	this	PRON
ajis02-310	449	2	is	be	AUX
ajis02-310	449	3	a	a	DET
ajis02-310	449	4	serious	serious	ADJ
ajis02-310	449	5	limitation	limitation	NOUN
ajis02-310	449	6	given	give	VERB
ajis02-310	449	7	the	the	DET
ajis02-310	449	8	importance	importance	NOUN
ajis02-310	449	9	of	of	ADP
ajis02-310	449	10	structure	structure	NOUN
ajis02-310	449	11	in	in	ADP
ajis02-310	449	12	organising	organise	VERB
ajis02-310	449	13	text	text	NOUN
ajis02-310	449	14	by	by	ADP
ajis02-310	449	15	flagging	flag	VERB
ajis02-310	449	16	keywords	keyword	NOUN
ajis02-310	449	17	or	or	CCONJ
ajis02-310	449	18	similar	similar	ADJ
ajis02-310	449	19	attributes	attribute	NOUN
ajis02-310	449	20	.	.	PUNCT
ajis02-310	450	1	most	most	ADJ
ajis02-310	450	2	documents	document	NOUN
ajis02-310	450	3	are	be	AUX
ajis02-310	450	4	not	not	PART
ajis02-310	450	5	created	create	VERB
ajis02-310	450	6	in	in	ADP
ajis02-310	450	7	a	a	DET
ajis02-310	450	8	format	format	NOUN
ajis02-310	450	9	where	where	SCONJ
ajis02-310	450	10	structure	structure	NOUN
ajis02-310	450	11	is	be	AUX
ajis02-310	450	12	explicit	explicit	ADJ
ajis02-310	450	13	.	.	PUNCT
ajis02-310	451	1	however	however	SCONJ
ajis02-310	451	2	structures	structure	NOUN
ajis02-310	451	3	exist	exist	VERB
ajis02-310	451	4	in	in	ADP
ajis02-310	451	5	many	many	ADJ
ajis02-310	451	6	types	type	NOUN
ajis02-310	451	7	of	of	ADP
ajis02-310	451	8	documents	document	NOUN
ajis02-310	451	9	and	and	CCONJ
ajis02-310	451	10	structural	structural	ADJ
ajis02-310	451	11	components	component	NOUN
ajis02-310	451	12	can	can	AUX
ajis02-310	451	13	be	be	AUX
ajis02-310	451	14	identified	identify	VERB
ajis02-310	451	15	by	by	ADP
ajis02-310	451	16	consistent	consistent	ADJ
ajis02-310	451	17	types	type	NOUN
ajis02-310	451	18	of	of	ADP
ajis02-310	451	19	formatting	formatting	NOUN
ajis02-310	451	20	.	.	PUNCT
ajis02-310	452	1	therefore	therefore	ADV
ajis02-310	452	2	these	these	DET
ajis02-310	452	3	components	component	NOUN
ajis02-310	452	4	can	can	AUX
ajis02-310	452	5	be	be	AUX
ajis02-310	452	6	identified	identify	VERB
ajis02-310	452	7	within	within	ADP
ajis02-310	452	8	stored	store	VERB
ajis02-310	452	9	documents	document	NOUN
ajis02-310	452	10	.	.	PUNCT
ajis02-310	453	1	ahonen	ahonen	VERB
ajis02-310	453	2	et	et	PROPN
ajis02-310	454	1	al	al	PROPN
ajis02-310	454	2	.	.	PROPN
ajis02-310	455	1	describe	describe	VERB
ajis02-310	455	2	a	a	DET
ajis02-310	455	3	technique	technique	NOUN
ajis02-310	455	4	for	for	ADP
ajis02-310	455	5	finding	find	VERB
ajis02-310	455	6	a	a	DET
ajis02-310	455	7	small	small	ADJ
ajis02-310	455	8	description	description	NOUN
ajis02-310	455	9	of	of	ADP
ajis02-310	455	10	a	a	DET
ajis02-310	455	11	documents	document	NOUN
ajis02-310	455	12	structure	structure	NOUN
ajis02-310	455	13	,	,	PUNCT
ajis02-310	455	14	in	in	ADP
ajis02-310	455	15	the	the	DET
ajis02-310	455	16	form	form	NOUN
ajis02-310	455	17	of	of	ADP
ajis02-310	455	18	grammars	grammar	NOUN
ajis02-310	455	19	once	once	SCONJ
ajis02-310	455	20	its	its	PRON
ajis02-310	455	21	components	component	NOUN
ajis02-310	455	22	have	have	AUX
ajis02-310	455	23	been	be	AUX
ajis02-310	455	24	identified	identify	VERB
ajis02-310	455	25	(	(	PUNCT
ajis02-310	455	26	ahonen	ahonen	ADJ
ajis02-310	455	27	,	,	PUNCT
ajis02-310	455	28	mannila	mannila	NOUN
ajis02-310	455	29	and	and	CCONJ
ajis02-310	455	30	nikunen	nikunen	NOUN
ajis02-310	455	31	1993	1993	NUM
ajis02-310	455	32	)	)	PUNCT
ajis02-310	455	33	.	.	PUNCT
ajis02-310	456	1	their	their	PRON
ajis02-310	456	2	approach	approach	NOUN
ajis02-310	456	3	begins	begin	VERB
ajis02-310	456	4	by	by	ADP
ajis02-310	456	5	constructing	construct	VERB
ajis02-310	456	6	weighted	weight	VERB
ajis02-310	456	7	finite	finite	ADJ
ajis02-310	456	8	-	-	ADJ
ajis02-310	456	9	state	state	NOUN
ajis02-310	456	10	automata	automata	NOUN
ajis02-310	456	11	,	,	PUNCT
ajis02-310	456	12	which	which	PRON
ajis02-310	456	13	are	be	AUX
ajis02-310	456	14	then	then	ADV
ajis02-310	456	15	generalised	generalise	VERB
ajis02-310	456	16	.	.	PUNCT
ajis02-310	457	1	the	the	DET
ajis02-310	457	2	automata	automata	NOUN
ajis02-310	457	3	are	be	AUX
ajis02-310	457	4	generalised	generalise	VERB
ajis02-310	457	5	in	in	ADP
ajis02-310	457	6	relation	relation	NOUN
ajis02-310	457	7	to	to	ADP
ajis02-310	457	8	each	each	DET
ajis02-310	457	9	other	other	ADJ
ajis02-310	457	10	and	and	CCONJ
ajis02-310	457	11	finally	finally	ADV
ajis02-310	457	12	transformed	transform	VERB
ajis02-310	457	13	into	into	ADP
ajis02-310	457	14	regular	regular	ADJ
ajis02-310	457	15	expressions	expression	NOUN
ajis02-310	457	16	.	.	PUNCT
ajis02-310	458	1	therefore	therefore	ADV
ajis02-310	458	2	if	if	SCONJ
ajis02-310	458	3	the	the	DET
ajis02-310	458	4	components	component	NOUN
ajis02-310	458	5	of	of	ADP
ajis02-310	458	6	a	a	DET
ajis02-310	458	7	document	document	NOUN
ajis02-310	458	8	can	can	AUX
ajis02-310	458	9	be	be	AUX
ajis02-310	458	10	identified	identify	VERB
ajis02-310	458	11	,	,	PUNCT
ajis02-310	458	12	a	a	DET
ajis02-310	458	13	grammar	grammar	NOUN
ajis02-310	458	14	describing	describe	VERB
ajis02-310	458	15	its	its	PRON
ajis02-310	458	16	structure	structure	NOUN
ajis02-310	458	17	can	can	AUX
ajis02-310	458	18	be	be	AUX
ajis02-310	458	19	derived	derive	VERB
ajis02-310	458	20	.	.	PUNCT
ajis02-310	459	1	this	this	PRON
ajis02-310	459	2	may	may	AUX
ajis02-310	459	3	then	then	ADV
ajis02-310	459	4	be	be	AUX
ajis02-310	459	5	useful	useful	ADJ
ajis02-310	459	6	in	in	ADP
ajis02-310	459	7	indicating	indicate	VERB
ajis02-310	459	8	the	the	DET
ajis02-310	459	9	type	type	NOUN
ajis02-310	459	10	of	of	ADP
ajis02-310	459	11	knowledge	knowledge	NOUN
ajis02-310	459	12	associated	associate	VERB
ajis02-310	459	13	with	with	ADP
ajis02-310	459	14	a	a	DET
ajis02-310	459	15	document	document	NOUN
ajis02-310	459	16	or	or	CCONJ
ajis02-310	459	17	conducting	conduct	VERB
ajis02-310	459	18	queries	query	NOUN
ajis02-310	459	19	upon	upon	SCONJ
ajis02-310	459	20	it	it	PRON
ajis02-310	459	21	.	.	PUNCT
ajis02-310	460	1	a	a	DET
ajis02-310	460	2	major	major	ADJ
ajis02-310	460	3	application	application	NOUN
ajis02-310	460	4	of	of	ADP
ajis02-310	460	5	knowledge	knowledge	NOUN
ajis02-310	460	6	discovery	discovery	NOUN
ajis02-310	460	7	within	within	ADP
ajis02-310	460	8	textual	textual	ADJ
ajis02-310	460	9	databases	database	NOUN
ajis02-310	460	10	is	be	AUX
ajis02-310	460	11	the	the	DET
ajis02-310	460	12	development	development	NOUN
ajis02-310	460	13	of	of	ADP
ajis02-310	460	14	classification	classification	NOUN
ajis02-310	460	15	rules	rule	NOUN
ajis02-310	460	16	to	to	PART
ajis02-310	460	17	automatically	automatically	ADV
ajis02-310	460	18	classify	classify	VERB
ajis02-310	460	19	documents	document	NOUN
ajis02-310	460	20	.	.	PUNCT
ajis02-310	461	1	the	the	DET
ajis02-310	461	2	primary	primary	ADJ
ajis02-310	461	3	objective	objective	NOUN
ajis02-310	461	4	behind	behind	ADP
ajis02-310	461	5	this	this	PRON
ajis02-310	461	6	is	be	AUX
ajis02-310	461	7	to	to	PART
ajis02-310	461	8	allow	allow	VERB
ajis02-310	461	9	the	the	DET
ajis02-310	461	10	automatic	automatic	ADJ
ajis02-310	461	11	selection	selection	NOUN
ajis02-310	461	12	of	of	ADP
ajis02-310	461	13	documents	document	NOUN
ajis02-310	461	14	of	of	ADP
ajis02-310	461	15	interest	interest	NOUN
ajis02-310	461	16	within	within	ADP
ajis02-310	461	17	a	a	DET
ajis02-310	461	18	specific	specific	ADJ
ajis02-310	461	19	domain	domain	NOUN
ajis02-310	461	20	.	.	PUNCT
ajis02-310	462	1	apte	apte	PROPN
ajis02-310	462	2	"	"	PUNCT
ajis02-310	462	3	et	et	PROPN
ajis02-310	462	4	al	al	PROPN
ajis02-310	462	5	.	.	PROPN
ajis02-310	463	1	(	(	PUNCT
ajis02-310	463	2	1993	1993	NUM
ajis02-310	463	3	)	)	PUNCT
ajis02-310	463	4	describe	describe	VERB
ajis02-310	463	5	an	an	DET
ajis02-310	463	6	approach	approach	NOUN
ajis02-310	463	7	to	to	ADP
ajis02-310	463	8	document	document	NOUN
ajis02-310	463	9	classification	classification	NOUN
ajis02-310	463	10	,	,	PUNCT
ajis02-310	463	11	which	which	PRON
ajis02-310	463	12	begins	begin	VERB
ajis02-310	463	13	by	by	ADP
ajis02-310	463	14	extracting	extract	VERB
ajis02-310	463	15	relevant	relevant	ADJ
ajis02-310	463	16	keywords	keyword	NOUN
ajis02-310	463	17	within	within	ADP
ajis02-310	463	18	documents	document	NOUN
ajis02-310	463	19	as	as	ADP
ajis02-310	463	20	attributes	attribute	NOUN
ajis02-310	463	21	.	.	PUNCT
ajis02-310	464	1	these	these	DET
ajis02-310	464	2	attributes	attribute	NOUN
ajis02-310	464	3	,	,	PUNCT
ajis02-310	464	4	along	along	ADP
ajis02-310	464	5	with	with	ADP
ajis02-310	464	6	an	an	DET
ajis02-310	464	7	appropriate	appropriate	ADJ
ajis02-310	464	8	document	document	NOUN
ajis02-310	464	9	classification	classification	NOUN
ajis02-310	464	10	,	,	PUNCT
ajis02-310	464	11	are	be	AUX
ajis02-310	464	12	then	then	ADV
ajis02-310	464	13	used	use	VERB
ajis02-310	464	14	to	to	PART
ajis02-310	464	15	induce	induce	VERB
ajis02-310	464	16	a	a	DET
ajis02-310	464	17	set	set	NOUN
ajis02-310	464	18	of	of	ADP
ajis02-310	464	19	classification	classification	NOUN
ajis02-310	464	20	rules	rule	NOUN
ajis02-310	464	21	with	with	ADP
ajis02-310	464	22	an	an	DET
ajis02-310	464	23	associated	associated	ADJ
ajis02-310	464	24	measure	measure	NOUN
ajis02-310	464	25	of	of	ADP
ajis02-310	464	26	classification	classification	NOUN
ajis02-310	464	27	accuracy	accuracy	NOUN
ajis02-310	464	28	.	.	PUNCT
ajis02-310	465	1	the	the	DET
ajis02-310	465	2	extraction	extraction	NOUN
ajis02-310	465	3	of	of	ADP
ajis02-310	465	4	classification	classification	NOUN
ajis02-310	465	5	knowledge	knowledge	NOUN
ajis02-310	465	6	is	be	AUX
ajis02-310	465	7	greatly	greatly	ADV
ajis02-310	465	8	aided	aid	VERB
ajis02-310	465	9	by	by	ADP
ajis02-310	465	10	the	the	DET
ajis02-310	465	11	availability	availability	NOUN
ajis02-310	465	12	of	of	ADP
ajis02-310	465	13	large	large	ADJ
ajis02-310	465	14	numbers	number	NOUN
ajis02-310	465	15	of	of	ADP
ajis02-310	465	16	examples	example	NOUN
ajis02-310	465	17	.	.	PUNCT
ajis02-310	466	1	however	however	ADV
ajis02-310	466	2	large	large	ADJ
ajis02-310	466	3	numbers	number	NOUN
ajis02-310	466	4	of	of	ADP
ajis02-310	466	5	example	example	NOUN
ajis02-310	466	6	documents	document	NOUN
ajis02-310	466	7	can	can	AUX
ajis02-310	466	8	pose	pose	VERB
ajis02-310	466	9	a	a	DET
ajis02-310	466	10	processing	processing	NOUN
ajis02-310	466	11	problem	problem	NOUN
ajis02-310	466	12	that	that	PRON
ajis02-310	466	13	may	may	AUX
ajis02-310	466	14	necessitate	necessitate	VERB
ajis02-310	466	15	the	the	DET
ajis02-310	466	16	use	use	NOUN
ajis02-310	466	17	of	of	ADP
ajis02-310	466	18	a	a	DET
ajis02-310	466	19	random	random	ADJ
ajis02-310	466	20	sampling	sampling	NOUN
ajis02-310	466	21	technique	technique	NOUN
ajis02-310	466	22	.	.	PUNCT
ajis02-310	467	1	in	in	ADP
ajis02-310	467	2	addition	addition	NOUN
ajis02-310	467	3	,	,	PUNCT
ajis02-310	467	4	the	the	DET
ajis02-310	467	5	number	number	NOUN
ajis02-310	467	6	of	of	ADP
ajis02-310	467	7	classifications	classification	NOUN
ajis02-310	467	8	to	to	PART
ajis02-310	467	9	be	be	AUX
ajis02-310	467	10	learnt	learn	VERB
ajis02-310	467	11	is	be	AUX
ajis02-310	467	12	also	also	ADV
ajis02-310	467	13	typically	typically	ADV
ajis02-310	467	14	high	high	ADJ
ajis02-310	467	15	.	.	PUNCT
ajis02-310	468	1	the	the	DET
ajis02-310	468	2	most	most	ADV
ajis02-310	468	3	promising	promising	ADJ
ajis02-310	468	4	approach	approach	NOUN
ajis02-310	468	5	where	where	SCONJ
ajis02-310	468	6	pre	pre	ADJ
ajis02-310	468	7	-	-	ADJ
ajis02-310	468	8	classified	classified	ADJ
ajis02-310	468	9	examples	example	NOUN
ajis02-310	468	10	exist	exist	VERB
ajis02-310	468	11	is	be	AUX
ajis02-310	468	12	to	to	PART
ajis02-310	468	13	develop	develop	VERB
ajis02-310	468	14	a	a	DET
ajis02-310	468	15	classification	classification	NOUN
ajis02-310	468	16	model	model	NOUN
ajis02-310	468	17	for	for	ADP
ajis02-310	468	18	a	a	DET
ajis02-310	468	19	single	single	ADJ
ajis02-310	468	20	class	class	NOUN
ajis02-310	468	21	of	of	ADP
ajis02-310	468	22	documents	document	NOUN
ajis02-310	468	23	at	at	ADP
ajis02-310	468	24	one	one	NUM
ajis02-310	468	25	time	time	NOUN
ajis02-310	468	26	,	,	PUNCT
ajis02-310	468	27	with	with	ADP
ajis02-310	468	28	all	all	DET
ajis02-310	468	29	other	other	ADJ
ajis02-310	468	30	documents	document	NOUN
ajis02-310	468	31	being	be	AUX
ajis02-310	468	32	used	use	VERB
ajis02-310	468	33	as	as	ADP
ajis02-310	468	34	negative	negative	ADJ
ajis02-310	468	35	examples	example	NOUN
ajis02-310	468	36	.	.	PUNCT
ajis02-310	469	1	a	a	DET
ajis02-310	469	2	third	third	ADJ
ajis02-310	469	3	problem	problem	NOUN
ajis02-310	469	4	is	be	AUX
ajis02-310	469	5	created	create	VERB
ajis02-310	469	6	by	by	ADP
ajis02-310	469	7	the	the	DET
ajis02-310	469	8	size	size	NOUN
ajis02-310	469	9	of	of	ADP
ajis02-310	469	10	the	the	DET
ajis02-310	469	11	dictionary	dictionary	NOUN
ajis02-310	469	12	of	of	ADP
ajis02-310	469	13	attributes	attribute	NOUN
ajis02-310	469	14	or	or	CCONJ
ajis02-310	469	15	keywords	keyword	NOUN
ajis02-310	469	16	.	.	PUNCT
ajis02-310	470	1	apte	apte	PROPN
ajis02-310	470	2	"	"	PUNCT
ajis02-310	470	3	et	et	PROPN
ajis02-310	470	4	al	al	PROPN
ajis02-310	470	5	.	.	PROPN
ajis02-310	470	6	advocate	advocate	VERB
ajis02-310	470	7	a	a	DET
ajis02-310	470	8	simple	simple	ADJ
ajis02-310	470	9	elimination	elimination	NOUN
ajis02-310	470	10	of	of	ADP
ajis02-310	470	11	less	less	ADV
ajis02-310	470	12	significant	significant	ADJ
ajis02-310	470	13	attributes	attribute	NOUN
ajis02-310	470	14	based	base	VERB
ajis02-310	470	15	upon	upon	SCONJ
ajis02-310	470	16	frequency	frequency	NOUN
ajis02-310	470	17	of	of	ADP
ajis02-310	470	18	occurrence	occurrence	NOUN
ajis02-310	470	19	,	,	PUNCT
ajis02-310	470	20	where	where	SCONJ
ajis02-310	470	21	the	the	DET
ajis02-310	470	22	most	most	ADV
ajis02-310	470	23	commonly	commonly	ADV
ajis02-310	470	24	occurring	occur	VERB
ajis02-310	470	25	attributes	attribute	NOUN
ajis02-310	470	26	are	be	AUX
ajis02-310	470	27	used	use	VERB
ajis02-310	470	28	.	.	PUNCT
ajis02-310	471	1	this	this	DET
ajis02-310	471	2	rule	rule	NOUN
ajis02-310	471	3	-	-	PUNCT
ajis02-310	471	4	based	base	VERB
ajis02-310	471	5	approach	approach	NOUN
ajis02-310	471	6	has	have	AUX
ajis02-310	471	7	been	be	AUX
ajis02-310	471	8	applied	apply	VERB
ajis02-310	471	9	to	to	ADP
ajis02-310	471	10	several	several	ADJ
ajis02-310	471	11	large	large	ADJ
ajis02-310	471	12	document	document	NOUN
ajis02-310	471	13	databases	database	NOUN
ajis02-310	471	14	with	with	ADP
ajis02-310	471	15	promising	promising	ADJ
ajis02-310	471	16	results	result	NOUN
ajis02-310	471	17	.	.	PUNCT
ajis02-310	472	1	he"brail	he"brail	NOUN
ajis02-310	472	2	and	and	CCONJ
ajis02-310	472	3	marsais	marsais	NOUN
ajis02-310	472	4	(	(	PUNCT
ajis02-310	472	5	1992	1992	NUM
ajis02-310	472	6	)	)	PUNCT
ajis02-310	472	7	describe	describe	VERB
ajis02-310	472	8	experiments	experiment	NOUN
ajis02-310	472	9	on	on	ADP
ajis02-310	472	10	the	the	DET
ajis02-310	472	11	analysis	analysis	NOUN
ajis02-310	472	12	of	of	ADP
ajis02-310	472	13	research	research	NOUN
ajis02-310	472	14	project	project	NOUN
ajis02-310	472	15	descriptions	description	NOUN
ajis02-310	472	16	.	.	PUNCT
ajis02-310	473	1	the	the	DET
ajis02-310	473	2	experiments	experiment	NOUN
ajis02-310	473	3	have	have	AUX
ajis02-310	473	4	been	be	AUX
ajis02-310	473	5	conducted	conduct	VERB
ajis02-310	473	6	within	within	ADP
ajis02-310	473	7	electricit6	electricit6	PROPN
ajis02-310	473	8	de	de	X
ajis02-310	473	9	france	france	PROPN
ajis02-310	473	10	,	,	PUNCT
ajis02-310	473	11	where	where	SCONJ
ajis02-310	473	12	more	more	ADJ
ajis02-310	473	13	than	than	ADP
ajis02-310	473	14	1,500	1,500	NUM
ajis02-310	473	15	research	research	NOUN
ajis02-310	473	16	projects	project	NOUN
ajis02-310	473	17	are	be	AUX
ajis02-310	473	18	undertaken	undertake	VERB
ajis02-310	473	19	each	each	DET
ajis02-310	473	20	year	year	NOUN
ajis02-310	473	21	.	.	PUNCT
ajis02-310	474	1	this	this	DET
ajis02-310	474	2	large	large	ADJ
ajis02-310	474	3	number	number	NOUN
ajis02-310	474	4	of	of	ADP
ajis02-310	474	5	projects	project	NOUN
ajis02-310	474	6	has	have	AUX
ajis02-310	474	7	made	make	VERB
ajis02-310	474	8	summarising	summarise	VERB
ajis02-310	474	9	the	the	DET
ajis02-310	474	10	overall	overall	ADJ
ajis02-310	474	11	research	research	NOUN
ajis02-310	474	12	being	be	AUX
ajis02-310	474	13	undertaken	undertake	VERB
ajis02-310	474	14	within	within	ADP
ajis02-310	474	15	the	the	DET
ajis02-310	474	16	organisation	organisation	NOUN
ajis02-310	474	17	a	a	DET
ajis02-310	474	18	complex	complex	ADJ
ajis02-310	474	19	task	task	NOUN
ajis02-310	474	20	.	.	PUNCT
ajis02-310	475	1	the	the	DET
ajis02-310	475	2	application	application	NOUN
ajis02-310	475	3	described	describe	VERB
ajis02-310	475	4	analyses	analysis	NOUN
ajis02-310	475	5	textual	textual	ADJ
ajis02-310	475	6	project	project	NOUN
ajis02-310	475	7	reports	report	VERB
ajis02-310	475	8	to	to	PART
ajis02-310	475	9	provide	provide	VERB
ajis02-310	475	10	management	management	NOUN
ajis02-310	475	11	with	with	ADP
ajis02-310	475	12	an	an	DET
ajis02-310	475	13	overview	overview	NOUN
ajis02-310	475	14	of	of	ADP
ajis02-310	475	15	its	its	PRON
ajis02-310	475	16	research	research	NOUN
ajis02-310	475	17	activities	activity	NOUN
ajis02-310	475	18	.	.	PUNCT
ajis02-310	476	1	their	their	PRON
ajis02-310	476	2	approach	approach	NOUN
ajis02-310	476	3	utilises	utilise	VERB
ajis02-310	476	4	a	a	DET
ajis02-310	476	5	custom	custom	NOUN
ajis02-310	476	6	thesaurus	thesaurus	NOUN
ajis02-310	476	7	as	as	ADP
ajis02-310	476	8	a	a	DET
ajis02-310	476	9	source	source	NOUN
ajis02-310	476	10	of	of	ADP
ajis02-310	476	11	domain	domain	NOUN
ajis02-310	476	12	knowledge	knowledge	NOUN
ajis02-310	476	13	.	.	PUNCT
ajis02-310	477	1	the	the	DET
ajis02-310	477	2	thesaurus	thesaurus	NOUN
ajis02-310	477	3	contains	contain	VERB
ajis02-310	477	4	over	over	ADP
ajis02-310	477	5	13,000	13,000	NUM
ajis02-310	477	6	keywords	keyword	NOUN
ajis02-310	477	7	that	that	PRON
ajis02-310	477	8	are	be	AUX
ajis02-310	477	9	classified	classify	VERB
ajis02-310	477	10	into	into	ADP
ajis02-310	477	11	almost	almost	ADV
ajis02-310	477	12	300	300	NUM
ajis02-310	477	13	separate	separate	ADJ
ajis02-310	477	14	subject	subject	ADJ
ajis02-310	477	15	areas	area	NOUN
ajis02-310	477	16	.	.	PUNCT
ajis02-310	478	1	keywords	keyword	NOUN
ajis02-310	478	2	are	be	AUX
ajis02-310	478	3	also	also	ADV
ajis02-310	478	4	linked	link	VERB
ajis02-310	478	5	via	via	ADP
ajis02-310	478	6	a	a	DET
ajis02-310	478	7	semantic	semantic	ADJ
ajis02-310	478	8	net	net	NOUN
ajis02-310	478	9	,	,	PUNCT
ajis02-310	478	10	which	which	PRON
ajis02-310	478	11	models	model	VERB
ajis02-310	478	12	synonymy	synonymy	NOUN
ajis02-310	478	13	,	,	PUNCT
ajis02-310	478	14	genericity	genericity	NOUN
ajis02-310	478	15	,	,	PUNCT
ajis02-310	478	16	specificity	specificity	NOUN
ajis02-310	478	17	and	and	CCONJ
ajis02-310	478	18	related	relate	VERB
ajis02-310	478	19	topic	topic	NOUN
ajis02-310	478	20	relations	relation	NOUN
ajis02-310	478	21	.	.	PUNCT
ajis02-310	479	1	this	this	DET
ajis02-310	479	2	custom	custom	NOUN
ajis02-310	479	3	thesaurus	thesaurus	NOUN
ajis02-310	479	4	is	be	AUX
ajis02-310	479	5	an	an	DET
ajis02-310	479	6	integral	integral	ADJ
ajis02-310	479	7	part	part	NOUN
ajis02-310	479	8	of	of	ADP
ajis02-310	479	9	the	the	DET
ajis02-310	479	10	data	datum	NOUN
ajis02-310	479	11	analysis	analysis	NOUN
ajis02-310	479	12	system	system	NOUN
ajis02-310	479	13	,	,	PUNCT
ajis02-310	479	14	and	and	CCONJ
ajis02-310	479	15	it	it	PRON
ajis02-310	479	16	is	be	AUX
ajis02-310	479	17	likely	likely	ADJ
ajis02-310	479	18	that	that	SCONJ
ajis02-310	479	19	the	the	DET
ajis02-310	479	20	creation	creation	NOUN
ajis02-310	479	21	of	of	ADP
ajis02-310	479	22	such	such	DET
ajis02-310	479	23	a	a	DET
ajis02-310	479	24	resource	resource	NOUN
ajis02-310	479	25	would	would	AUX
ajis02-310	479	26	be	be	AUX
ajis02-310	479	27	a	a	DET
ajis02-310	479	28	major	major	ADJ
ajis02-310	479	29	undertaking	undertaking	NOUN
ajis02-310	479	30	,	,	PUNCT
ajis02-310	479	31	however	however	ADV
ajis02-310	479	32	once	once	ADV
ajis02-310	479	33	completed	complete	VERB
ajis02-310	479	34	it	it	PRON
ajis02-310	479	35	would	would	AUX
ajis02-310	479	36	be	be	AUX
ajis02-310	479	37	of	of	ADP
ajis02-310	479	38	general	general	ADJ
ajis02-310	479	39	use	use	NOUN
ajis02-310	479	40	in	in	ADP
ajis02-310	479	41	other	other	ADJ
ajis02-310	479	42	areas	area	NOUN
ajis02-310	479	43	such	such	ADJ
ajis02-310	479	44	as	as	ADP
ajis02-310	479	45	document	document	NOUN
ajis02-310	479	46	retrieval	retrieval	NOUN
ajis02-310	479	47	.	.	PUNCT
ajis02-310	480	1	where	where	SCONJ
ajis02-310	480	2	keywords	keyword	NOUN
ajis02-310	480	3	are	be	AUX
ajis02-310	480	4	associated	associate	VERB
ajis02-310	480	5	with	with	ADP
ajis02-310	480	6	documents	document	NOUN
ajis02-310	480	7	they	they	PRON
ajis02-310	480	8	can	can	AUX
ajis02-310	480	9	be	be	AUX
ajis02-310	480	10	treated	treat	VERB
ajis02-310	480	11	as	as	ADP
ajis02-310	480	12	data	datum	NOUN
ajis02-310	480	13	and	and	CCONJ
ajis02-310	480	14	associations	association	NOUN
ajis02-310	480	15	between	between	ADP
ajis02-310	480	16	the	the	DET
ajis02-310	480	17	keywords	keyword	NOUN
ajis02-310	480	18	that	that	PRON
ajis02-310	480	19	commonly	commonly	ADV
ajis02-310	480	20	occur	occur	VERB
ajis02-310	480	21	together	together	ADV
ajis02-310	480	22	can	can	AUX
ajis02-310	480	23	be	be	AUX
ajis02-310	480	24	investigated	investigate	VERB
ajis02-310	480	25	.	.	PUNCT
ajis02-310	481	1	feldman	feldman	PROPN
ajis02-310	481	2	and	and	CCONJ
ajis02-310	481	3	dagan	dagan	PROPN
ajis02-310	481	4	(	(	PUNCT
ajis02-310	481	5	1995	1995	NUM
ajis02-310	481	6	)	)	PUNCT
ajis02-310	481	7	describe	describe	VERB
ajis02-310	481	8	the	the	DET
ajis02-310	481	9	kdt	kdt	PROPN
ajis02-310	481	10	system	system	NOUN
ajis02-310	481	11	for	for	ADP
ajis02-310	481	12	knowledge	knowledge	NOUN
ajis02-310	481	13	discovery	discovery	NOUN
ajis02-310	481	14	in	in	ADP
ajis02-310	481	15	text	text	NOUN
ajis02-310	481	16	.	.	PUNCT
ajis02-310	482	1	this	this	DET
ajis02-310	482	2	system	system	NOUN
ajis02-310	482	3	operates	operate	VERB
ajis02-310	482	4	upon	upon	SCONJ
ajis02-310	482	5	texts	text	NOUN
ajis02-310	482	6	marked	mark	VERB
ajis02-310	482	7	with	with	ADP
ajis02-310	482	8	associated	associated	ADJ
ajis02-310	482	9	keywords	keyword	NOUN
ajis02-310	482	10	.	.	PUNCT
ajis02-310	483	1	keywords	keyword	NOUN
ajis02-310	483	2	are	be	AUX
ajis02-310	483	3	organised	organise	VERB
ajis02-310	483	4	into	into	ADP
ajis02-310	483	5	conceptual	conceptual	ADJ
ajis02-310	483	6	hierarchies	hierarchy	NOUN
ajis02-310	483	7	describing	describe	VERB
ajis02-310	483	8	the	the	DET
ajis02-310	483	9	associated	associated	ADJ
ajis02-310	483	10	domain	domain	NOUN
ajis02-310	483	11	.	.	PUNCT
ajis02-310	484	1	by	by	ADP
ajis02-310	484	2	examining	examine	VERB
ajis02-310	484	3	concept	concept	NOUN
ajis02-310	484	4	distributions	distribution	NOUN
ajis02-310	484	5	knowledge	knowledge	NOUN
ajis02-310	484	6	about	about	ADP
ajis02-310	484	7	the	the	DET
ajis02-310	484	8	texts	text	NOUN
ajis02-310	484	9	can	can	AUX
ajis02-310	484	10	be	be	AUX
ajis02-310	484	11	derived	derive	VERB
ajis02-310	484	12	.	.	PUNCT
ajis02-310	485	1	for	for	ADP
ajis02-310	485	2	example	example	NOUN
ajis02-310	485	3	,	,	PUNCT
ajis02-310	485	4	in	in	ADP
ajis02-310	485	5	economic	economic	ADJ
ajis02-310	485	6	newswire	newswire	NOUN
ajis02-310	485	7	data	datum	NOUN
ajis02-310	485	8	it	it	PRON
ajis02-310	485	9	may	may	AUX
ajis02-310	485	10	be	be	AUX
ajis02-310	485	11	found	find	VERB
ajis02-310	485	12	that	that	SCONJ
ajis02-310	485	13	crop	crop	NOUN
ajis02-310	485	14	producing	produce	VERB
ajis02-310	485	15	regions	region	NOUN
ajis02-310	485	16	of	of	ADP
ajis02-310	485	17	the	the	DET
ajis02-310	485	18	world	world	NOUN
ajis02-310	485	19	feature	feature	VERB
ajis02-310	485	20	disproportionately	disproportionately	ADV
ajis02-310	485	21	in	in	ADP
ajis02-310	485	22	articles	article	NOUN
ajis02-310	485	23	discussing	discuss	VERB
ajis02-310	485	24	agricultural	agricultural	ADJ
ajis02-310	485	25	concepts	concept	NOUN
ajis02-310	485	26	.	.	PUNCT
ajis02-310	486	1	by	by	ADP
ajis02-310	486	2	measuring	measure	VERB
ajis02-310	486	3	deviations	deviation	NOUN
ajis02-310	486	4	between	between	ADP
ajis02-310	486	5	expected	expect	VERB
ajis02-310	486	6	distributions	distribution	NOUN
ajis02-310	486	7	of	of	ADP
ajis02-310	486	8	concepts	concept	NOUN
ajis02-310	486	9	and	and	CCONJ
ajis02-310	486	10	actual	actual	ADJ
ajis02-310	486	11	observations	observation	NOUN
ajis02-310	486	12	interesting	interesting	ADJ
ajis02-310	486	13	relationships	relationship	NOUN
ajis02-310	486	14	can	can	AUX
ajis02-310	486	15	be	be	AUX
ajis02-310	486	16	found	find	VERB
ajis02-310	486	17	and	and	CCONJ
ajis02-310	486	18	changes	change	NOUN
ajis02-310	486	19	in	in	ADP
ajis02-310	486	20	distributions	distribution	NOUN
ajis02-310	486	21	can	can	AUX
ajis02-310	486	22	be	be	AUX
ajis02-310	486	23	tracked	track	VERB
ajis02-310	486	24	over	over	ADP
ajis02-310	486	25	time	time	NOUN
ajis02-310	486	26	.	.	PUNCT
ajis02-310	487	1	similarly	similarly	ADV
ajis02-310	487	2	feldman	feldman	PROPN
ajis02-310	487	3	and	and	CCONJ
ajis02-310	487	4	hirsh	hirsh	PROPN
ajis02-310	487	5	(	(	PUNCT
ajis02-310	487	6	1996	1996	NUM
ajis02-310	487	7	)	)	PUNCT
ajis02-310	487	8	describe	describe	VERB
ajis02-310	487	9	the	the	DET
ajis02-310	487	10	fact	fact	NOUN
ajis02-310	487	11	system	system	NOUN
ajis02-310	487	12	for	for	ADP
ajis02-310	487	13	discovering	discover	VERB
ajis02-310	487	14	associations	association	NOUN
ajis02-310	487	15	from	from	ADP
ajis02-310	487	16	text	text	NOUN
ajis02-310	487	17	documents	document	NOUN
ajis02-310	487	18	in	in	ADP
ajis02-310	487	19	the	the	DET
ajis02-310	487	20	presence	presence	NOUN
ajis02-310	487	21	of	of	ADP
ajis02-310	487	22	background	background	NOUN
ajis02-310	487	23	knowledge	knowledge	NOUN
ajis02-310	487	24	.	.	PUNCT
ajis02-310	488	1	given	give	VERB
ajis02-310	488	2	a	a	DET
ajis02-310	488	3	collection	collection	NOUN
ajis02-310	488	4	of	of	ADP
ajis02-310	488	5	documents	document	NOUN
ajis02-310	488	6	with	with	ADP
ajis02-310	488	7	associated	associated	ADJ
ajis02-310	488	8	keywords	keyword	NOUN
ajis02-310	488	9	,	,	PUNCT
ajis02-310	488	10	relevant	relevant	ADJ
ajis02-310	488	11	background	background	NOUN
ajis02-310	488	12	knowledge	knowledge	NOUN
ajis02-310	488	13	and	and	CCONJ
ajis02-310	488	14	a	a	DET
ajis02-310	488	15	user	user	NOUN
ajis02-310	488	16	-	-	PUNCT
ajis02-310	488	17	specified	specify	VERB
ajis02-310	488	18	query	query	NOUN
ajis02-310	488	19	the	the	DET
ajis02-310	488	20	fact	fact	NOUN
ajis02-310	488	21	system	system	NOUN
ajis02-310	488	22	finds	find	VERB
ajis02-310	488	23	all	all	PRON
ajis02-310	488	24	of	of	ADP
ajis02-310	488	25	the	the	DET
ajis02-310	488	26	appropriate	appropriate	ADJ
ajis02-310	488	27	associations	association	NOUN
ajis02-310	488	28	between	between	ADP
ajis02-310	488	29	the	the	DET
ajis02-310	488	30	keywords	keyword	NOUN
ajis02-310	488	31	.	.	PUNCT
ajis02-310	489	1	the	the	DET
ajis02-310	489	2	learning	learning	NOUN
ajis02-310	489	3	process	process	NOUN
ajis02-310	489	4	is	be	AUX
ajis02-310	489	5	similar	similar	ADJ
ajis02-310	489	6	to	to	ADP
ajis02-310	489	7	the	the	DET
ajis02-310	489	8	association	association	NOUN
ajis02-310	489	9	rule	rule	NOUN
ajis02-310	489	10	learning	learn	VERB
ajis02-310	489	11	algorithm	algorithm	NOUN
ajis02-310	489	12	of	of	ADP
ajis02-310	489	13	agrawal	agrawal	PROPN
ajis02-310	489	14	et	et	PROPN
ajis02-310	489	15	al	al	PROPN
ajis02-310	489	16	.	.	PROPN
ajis02-310	490	1	(	(	PUNCT
ajis02-310	490	2	1993	1993	NUM
ajis02-310	490	3	)	)	PUNCT
ajis02-310	490	4	.	.	PUNCT
ajis02-310	491	1	the	the	DET
ajis02-310	491	2	fact	fact	NOUN
ajis02-310	491	3	system	system	NOUN
ajis02-310	491	4	employs	employ	VERB
ajis02-310	491	5	a	a	DET
ajis02-310	491	6	user	user	NOUN
ajis02-310	491	7	interface	interface	NOUN
ajis02-310	491	8	that	that	PRON
ajis02-310	491	9	allows	allow	VERB
ajis02-310	491	10	queries	query	NOUN
ajis02-310	491	11	for	for	SCONJ
ajis02-310	491	12	associations	association	NOUN
ajis02-310	491	13	to	to	PART
ajis02-310	491	14	be	be	AUX
ajis02-310	491	15	easily	easily	ADV
ajis02-310	491	16	defined	define	VERB
ajis02-310	491	17	.	.	PUNCT
ajis02-310	492	1	importantly	importantly	ADV
ajis02-310	492	2	this	this	DET
ajis02-310	492	3	system	system	NOUN
ajis02-310	492	4	utilises	utilise	VERB
ajis02-310	492	5	background	background	NOUN
ajis02-310	492	6	knowledge	knowledge	NOUN
ajis02-310	492	7	to	to	PART
ajis02-310	492	8	restrict	restrict	VERB
ajis02-310	492	9	the	the	DET
ajis02-310	492	10	search	search	NOUN
ajis02-310	492	11	space	space	NOUN
ajis02-310	492	12	and	and	CCONJ
ajis02-310	492	13	hence	hence	ADV
ajis02-310	492	14	the	the	DET
ajis02-310	492	15	incorporation	incorporation	NOUN
ajis02-310	492	16	of	of	ADP
ajis02-310	492	17	background	background	NOUN
ajis02-310	492	18	knowledge	knowledge	NOUN
ajis02-310	492	19	improves	improve	VERB
ajis02-310	492	20	the	the	DET
ajis02-310	492	21	learning	learning	NOUN
ajis02-310	492	22	efficiency	efficiency	NOUN
ajis02-310	492	23	of	of	ADP
ajis02-310	492	24	the	the	DET
ajis02-310	492	25	tool	tool	NOUN
ajis02-310	492	26	.	.	PUNCT
ajis02-310	493	1	the	the	DET
ajis02-310	493	2	fact	fact	NOUN
ajis02-310	493	3	system	system	NOUN
ajis02-310	493	4	has	have	AUX
ajis02-310	493	5	been	be	AUX
ajis02-310	493	6	successfully	successfully	ADV
ajis02-310	493	7	applied	apply	VERB
ajis02-310	493	8	to	to	ADP
ajis02-310	493	9	newswire	newswire	PROPN
ajis02-310	493	10	data	datum	NOUN
ajis02-310	493	11	.	.	PUNCT
ajis02-310	494	1	temporal	temporal	ADJ
ajis02-310	494	2	data	datum	NOUN
ajis02-310	494	3	traditional	traditional	ADJ
ajis02-310	494	4	databases	database	NOUN
ajis02-310	494	5	store	store	VERB
ajis02-310	494	6	only	only	ADV
ajis02-310	494	7	the	the	DET
ajis02-310	494	8	current	current	ADJ
ajis02-310	494	9	state	state	NOUN
ajis02-310	494	10	of	of	ADP
ajis02-310	494	11	the	the	DET
ajis02-310	494	12	data	datum	NOUN
ajis02-310	494	13	,	,	PUNCT
ajis02-310	494	14	so	so	SCONJ
ajis02-310	494	15	that	that	SCONJ
ajis02-310	494	16	when	when	SCONJ
ajis02-310	494	17	new	new	ADJ
ajis02-310	494	18	values	value	NOUN
ajis02-310	494	19	become	become	VERB
ajis02-310	494	20	valid	valid	ADJ
ajis02-310	494	21	,	,	PUNCT
ajis02-310	494	22	old	old	ADJ
ajis02-310	494	23	values	value	NOUN
ajis02-310	494	24	are	be	AUX
ajis02-310	494	25	overwritten	overwritten	ADJ
ajis02-310	494	26	.	.	PUNCT
ajis02-310	495	1	this	this	DET
ajis02-310	495	2	approach	approach	NOUN
ajis02-310	495	3	can	can	AUX
ajis02-310	495	4	not	not	PART
ajis02-310	495	5	model	model	VERB
ajis02-310	495	6	the	the	DET
ajis02-310	495	7	way	way	NOUN
ajis02-310	495	8	the	the	DET
ajis02-310	495	9	entities	entity	NOUN
ajis02-310	495	10	represented	represent	VERB
ajis02-310	495	11	in	in	ADP
ajis02-310	495	12	the	the	DET
ajis02-310	495	13	database	database	NOUN
ajis02-310	495	14	change	change	NOUN
ajis02-310	495	15	over	over	ADP
ajis02-310	495	16	time	time	NOUN
ajis02-310	495	17	.	.	PUNCT
ajis02-310	496	1	temporal	temporal	ADJ
ajis02-310	496	2	databases	database	NOUN
ajis02-310	496	3	overcome	overcome	VERB
ajis02-310	496	4	this	this	DET
ajis02-310	496	5	limitation	limitation	NOUN
ajis02-310	496	6	by	by	ADP
ajis02-310	496	7	not	not	PART
ajis02-310	496	8	overwriting	overwrite	VERB
ajis02-310	496	9	attribute	attribute	NOUN
ajis02-310	496	10	values	value	NOUN
ajis02-310	496	11	,	,	PUNCT
ajis02-310	496	12	but	but	CCONJ
ajis02-310	496	13	instead	instead	ADV
ajis02-310	496	14	storing	store	VERB
ajis02-310	496	15	valid	valid	ADJ
ajis02-310	496	16	time	time	NOUN
ajis02-310	496	17	113	113	NUM
ajis02-310	496	18	ajis	ajis	NOUN
ajis02-310	496	19	vol	vol	NOUN
ajis02-310	496	20	.	.	PROPN
ajis02-310	496	21	6	6	NUM
ajis02-310	496	22	no	no	NOUN
ajis02-310	496	23	.	.	NOUN
ajis02-310	496	24	2	2	NUM
ajis02-310	496	25	may	may	PROPN
ajis02-310	496	26	1999	1999	NUM
ajis02-310	496	27	ranges	range	VERB
ajis02-310	496	28	with	with	ADP
ajis02-310	496	29	them	they	PRON
ajis02-310	496	30	,	,	PUNCT
ajis02-310	496	31	which	which	PRON
ajis02-310	496	32	can	can	AUX
ajis02-310	496	33	be	be	AUX
ajis02-310	496	34	used	use	VERB
ajis02-310	496	35	to	to	PART
ajis02-310	496	36	determine	determine	VERB
ajis02-310	496	37	their	their	PRON
ajis02-310	496	38	validity	validity	NOUN
ajis02-310	496	39	at	at	ADP
ajis02-310	496	40	particular	particular	ADJ
ajis02-310	496	41	times	time	NOUN
ajis02-310	496	42	,	,	PUNCT
ajis02-310	496	43	including	include	VERB
ajis02-310	496	44	the	the	DET
ajis02-310	496	45	present23	present23	NOUN
ajis02-310	496	46	.	.	PUNCT
ajis02-310	497	1	this	this	DET
ajis02-310	497	2	functionality	functionality	NOUN
ajis02-310	497	3	is	be	AUX
ajis02-310	497	4	further	far	ADV
ajis02-310	497	5	extended	extend	VERB
ajis02-310	497	6	by	by	ADP
ajis02-310	497	7	the	the	DET
ajis02-310	497	8	fact	fact	NOUN
ajis02-310	497	9	that	that	SCONJ
ajis02-310	497	10	future	future	ADJ
ajis02-310	497	11	values	value	NOUN
ajis02-310	497	12	can	can	AUX
ajis02-310	497	13	be	be	AUX
ajis02-310	497	14	entered	enter	VERB
ajis02-310	497	15	proactively	proactively	ADV
ajis02-310	497	16	in	in	ADP
ajis02-310	497	17	preparation	preparation	NOUN
ajis02-310	497	18	for	for	ADP
ajis02-310	497	19	their	their	PRON
ajis02-310	497	20	impending	impending	ADJ
ajis02-310	497	21	validity	validity	NOUN
ajis02-310	497	22	,	,	PUNCT
ajis02-310	497	23	ie	ie	X
ajis02-310	497	24	.	.	PUNCT
ajis02-310	498	1	before	before	SCONJ
ajis02-310	498	2	they	they	PRON
ajis02-310	498	3	become	become	VERB
ajis02-310	498	4	current	current	ADJ
ajis02-310	498	5	.	.	PUNCT
ajis02-310	499	1	in	in	ADP
ajis02-310	499	2	traditional	traditional	ADJ
ajis02-310	499	3	databases	database	NOUN
ajis02-310	499	4	,	,	PUNCT
ajis02-310	499	5	reasoning	reason	VERB
ajis02-310	499	6	about	about	ADP
ajis02-310	499	7	temporal	temporal	ADJ
ajis02-310	499	8	information	information	NOUN
ajis02-310	499	9	is	be	AUX
ajis02-310	499	10	restricted	restrict	VERB
ajis02-310	499	11	to	to	ADP
ajis02-310	499	12	comparisons	comparison	NOUN
ajis02-310	499	13	between	between	ADP
ajis02-310	499	14	temporal	temporal	ADJ
ajis02-310	499	15	valued	value	VERB
ajis02-310	499	16	attributes	attribute	NOUN
ajis02-310	499	17	.	.	PUNCT
ajis02-310	500	1	temporal	temporal	ADJ
ajis02-310	500	2	information	information	NOUN
ajis02-310	500	3	in	in	ADP
ajis02-310	500	4	such	such	ADJ
ajis02-310	500	5	systems	system	NOUN
ajis02-310	500	6	is	be	AUX
ajis02-310	500	7	treated	treat	VERB
ajis02-310	500	8	in	in	ADP
ajis02-310	500	9	the	the	DET
ajis02-310	500	10	same	same	ADJ
ajis02-310	500	11	way	way	NOUN
ajis02-310	500	12	as	as	ADP
ajis02-310	500	13	other	other	ADJ
ajis02-310	500	14	attributes	attribute	NOUN
ajis02-310	500	15	.	.	PUNCT
ajis02-310	501	1	for	for	ADP
ajis02-310	501	2	example	example	NOUN
ajis02-310	501	3	,	,	PUNCT
ajis02-310	501	4	lee	lee	PROPN
ajis02-310	501	5	et	et	PROPN
ajis02-310	501	6	al	al	PROPN
ajis02-310	501	7	.	.	PROPN
ajis02-310	501	8	(	(	PUNCT
ajis02-310	501	9	1985	1985	NUM
ajis02-310	501	10	)	)	PUNCT
ajis02-310	501	11	describe	describe	VERB
ajis02-310	501	12	the	the	DET
ajis02-310	501	13	application	application	NOUN
ajis02-310	501	14	of	of	ADP
ajis02-310	501	15	temporal	temporal	ADJ
ajis02-310	501	16	inference	inference	NOUN
ajis02-310	501	17	to	to	ADP
ajis02-310	501	18	administrative	administrative	ADJ
ajis02-310	501	19	databases	database	NOUN
ajis02-310	501	20	.	.	PUNCT
ajis02-310	502	1	for	for	ADP
ajis02-310	502	2	a	a	DET
ajis02-310	502	3	survey	survey	NOUN
ajis02-310	502	4	of	of	ADP
ajis02-310	502	5	temporal	temporal	ADJ
ajis02-310	502	6	semantics	semantic	NOUN
ajis02-310	502	7	in	in	ADP
ajis02-310	502	8	information	information	NOUN
ajis02-310	502	9	systems	system	NOUN
ajis02-310	502	10	see	see	VERB
ajis02-310	502	11	roddick	roddick	PROPN
ajis02-310	502	12	and	and	CCONJ
ajis02-310	502	13	patrick	patrick	PROPN
ajis02-310	502	14	(	(	PUNCT
ajis02-310	502	15	1992	1992	NUM
ajis02-310	502	16	)	)	PUNCT
ajis02-310	502	17	.	.	PUNCT
ajis02-310	503	1	whilst	whilst	SCONJ
ajis02-310	503	2	much	much	ADJ
ajis02-310	503	3	progress	progress	NOUN
ajis02-310	503	4	has	have	AUX
ajis02-310	503	5	been	be	AUX
ajis02-310	503	6	made	make	VERB
ajis02-310	503	7	in	in	ADP
ajis02-310	503	8	the	the	DET
ajis02-310	503	9	development	development	NOUN
ajis02-310	503	10	of	of	ADP
ajis02-310	503	11	temporal	temporal	ADJ
ajis02-310	503	12	databases	database	NOUN
ajis02-310	503	13	(	(	PUNCT
ajis02-310	503	14	tansel	tansel	NOUN
ajis02-310	503	15	,	,	PUNCT
ajis02-310	503	16	et	et	PROPN
ajis02-310	503	17	al	al	PROPN
ajis02-310	503	18	.	.	PROPN
ajis02-310	503	19	1993	1993	NUM
ajis02-310	503	20	)	)	PUNCT
ajis02-310	503	21	,	,	PUNCT
ajis02-310	503	22	little	little	ADJ
ajis02-310	503	23	progress	progress	NOUN
ajis02-310	503	24	,	,	PUNCT
ajis02-310	503	25	has	have	AUX
ajis02-310	503	26	been	be	AUX
ajis02-310	503	27	made	make	VERB
ajis02-310	503	28	towards	towards	ADP
ajis02-310	503	29	the	the	DET
ajis02-310	503	30	development	development	NOUN
ajis02-310	503	31	of	of	ADP
ajis02-310	503	32	general	general	ADJ
ajis02-310	503	33	-	-	PUNCT
ajis02-310	503	34	purpose	purpose	NOUN
ajis02-310	503	35	temporal	temporal	ADJ
ajis02-310	503	36	data	datum	NOUN
ajis02-310	503	37	mining	mining	NOUN
ajis02-310	503	38	systems	system	NOUN
ajis02-310	503	39	.	.	PUNCT
ajis02-310	504	1	a	a	DET
ajis02-310	504	2	discussion	discussion	NOUN
ajis02-310	504	3	of	of	ADP
ajis02-310	504	4	some	some	DET
ajis02-310	504	5	issues	issue	NOUN
ajis02-310	504	6	involved	involve	VERB
ajis02-310	504	7	with	with	ADP
ajis02-310	504	8	temporal	temporal	ADJ
ajis02-310	504	9	knowledge	knowledge	NOUN
ajis02-310	504	10	discovery	discovery	NOUN
ajis02-310	504	11	is	be	AUX
ajis02-310	504	12	provided	provide	VERB
ajis02-310	504	13	by	by	ADP
ajis02-310	504	14	rainsford	rainsford	NOUN
ajis02-310	504	15	and	and	CCONJ
ajis02-310	504	16	roddick	roddick	PROPN
ajis02-310	504	17	(	(	PUNCT
ajis02-310	504	18	1996	1996	NUM
ajis02-310	504	19	)	)	PUNCT
ajis02-310	504	20	.	.	PUNCT
ajis02-310	505	1	likewise	likewise	ADV
ajis02-310	505	2	a	a	DET
ajis02-310	505	3	theoretical	theoretical	ADJ
ajis02-310	505	4	framework	framework	NOUN
ajis02-310	505	5	for	for	ADP
ajis02-310	505	6	temporal	temporal	ADJ
ajis02-310	505	7	knowledge	knowledge	NOUN
ajis02-310	505	8	discovery	discovery	NOUN
ajis02-310	505	9	described	describe	VERB
ajis02-310	505	10	by	by	ADP
ajis02-310	505	11	al	al	PROPN
ajis02-310	505	12	-	-	PUNCT
ajis02-310	505	13	naemi	naemi	NOUN
ajis02-310	505	14	(	(	PUNCT
ajis02-310	505	15	1994	1994	NUM
ajis02-310	505	16	)	)	PUNCT
ajis02-310	505	17	.	.	PUNCT
ajis02-310	506	1	within	within	ADP
ajis02-310	506	2	the	the	DET
ajis02-310	506	3	context	context	NOUN
ajis02-310	506	4	of	of	ADP
ajis02-310	506	5	bitemporal	bitemporal	ADJ
ajis02-310	506	6	databases	database	NOUN
ajis02-310	506	7	roddick	roddick	PROPN
ajis02-310	506	8	describes	describe	VERB
ajis02-310	506	9	a	a	DET
ajis02-310	506	10	formal	formal	ADJ
ajis02-310	506	11	method	method	NOUN
ajis02-310	506	12	of	of	ADP
ajis02-310	506	13	defining	define	VERB
ajis02-310	506	14	induced	induced	ADJ
ajis02-310	506	15	temporal	temporal	ADJ
ajis02-310	506	16	relationships	relationship	NOUN
ajis02-310	506	17	termed	term	VERB
ajis02-310	506	18	temporal	temporal	ADJ
ajis02-310	506	19	induced	induced	ADJ
ajis02-310	506	20	dependencies	dependency	NOUN
ajis02-310	506	21	in	in	ADP
ajis02-310	506	22	(	(	PUNCT
ajis02-310	506	23	roddick	roddick	PROPN
ajis02-310	506	24	1994	1994	NUM
ajis02-310	506	25	)	)	PUNCT
ajis02-310	506	26	,	,	PUNCT
ajis02-310	506	27	see	see	VERB
ajis02-310	506	28	also	also	ADV
ajis02-310	506	29	(	(	PUNCT
ajis02-310	506	30	roddick	roddick	PROPN
ajis02-310	506	31	,	,	PUNCT
ajis02-310	506	32	craske	craske	PROPN
ajis02-310	506	33	and	and	CCONJ
ajis02-310	506	34	richards	richard	NOUN
ajis02-310	506	35	1996	1996	NUM
ajis02-310	506	36	)	)	PUNCT
ajis02-310	506	37	.	.	PUNCT
ajis02-310	507	1	temporal	temporal	ADJ
ajis02-310	507	2	induced	induced	ADJ
ajis02-310	507	3	dependencies	dependency	NOUN
ajis02-310	507	4	are	be	AUX
ajis02-310	507	5	induced	induce	VERB
ajis02-310	507	6	functional	functional	ADJ
ajis02-310	507	7	dependencies	dependency	NOUN
ajis02-310	507	8	that	that	PRON
ajis02-310	507	9	are	be	AUX
ajis02-310	507	10	weakened	weaken	VERB
ajis02-310	507	11	by	by	ADP
ajis02-310	507	12	temporal	temporal	ADJ
ajis02-310	507	13	conditions	condition	NOUN
ajis02-310	507	14	.	.	PUNCT
ajis02-310	508	1	these	these	DET
ajis02-310	508	2	dependencies	dependency	NOUN
ajis02-310	508	3	may	may	AUX
ajis02-310	508	4	only	only	ADV
ajis02-310	508	5	be	be	AUX
ajis02-310	508	6	valid	valid	ADJ
ajis02-310	508	7	at	at	ADP
ajis02-310	508	8	particular	particular	ADJ
ajis02-310	508	9	times	time	NOUN
ajis02-310	508	10	,	,	PUNCT
ajis02-310	508	11	or	or	CCONJ
ajis02-310	508	12	may	may	AUX
ajis02-310	508	13	specify	specify	VERB
ajis02-310	508	14	a	a	DET
ajis02-310	508	15	temporal	temporal	ADJ
ajis02-310	508	16	relationship	relationship	NOUN
ajis02-310	508	17	between	between	ADP
ajis02-310	508	18	part	part	NOUN
ajis02-310	508	19	of	of	ADP
ajis02-310	508	20	the	the	DET
ajis02-310	508	21	functional	functional	ADJ
ajis02-310	508	22	dependency	dependency	NOUN
ajis02-310	508	23	.	.	PUNCT
ajis02-310	509	1	temporal	temporal	ADJ
ajis02-310	509	2	dependencies	dependency	NOUN
ajis02-310	509	3	can	can	AUX
ajis02-310	509	4	be	be	AUX
ajis02-310	509	5	induced	induce	VERB
ajis02-310	509	6	using	use	VERB
ajis02-310	509	7	techniques	technique	NOUN
ajis02-310	509	8	such	such	ADJ
ajis02-310	509	9	as	as	ADP
ajis02-310	509	10	the	the	DET
ajis02-310	509	11	characteristic	characteristic	ADJ
ajis02-310	509	12	rule	rule	NOUN
ajis02-310	509	13	learning	learn	VERB
ajis02-310	509	14	algorithm	algorithm	NOUN
ajis02-310	509	15	described	describe	VERB
ajis02-310	509	16	by	by	ADP
ajis02-310	509	17	han	han	PROPN
ajis02-310	509	18	et	et	PROPN
ajis02-310	509	19	al	al	PROPN
ajis02-310	509	20	,	,	PUNCT
ajis02-310	509	21	(	(	PUNCT
ajis02-310	509	22	han	han	PROPN
ajis02-310	509	23	,	,	PUNCT
ajis02-310	509	24	cai	cai	PROPN
ajis02-310	509	25	and	and	CCONJ
ajis02-310	509	26	cercone	cercone	NOUN
ajis02-310	509	27	1993	1993	NUM
ajis02-310	509	28	)	)	PUNCT
ajis02-310	509	29	.	.	PUNCT
ajis02-310	510	1	however	however	ADV
ajis02-310	510	2	this	this	PRON
ajis02-310	510	3	is	be	AUX
ajis02-310	510	4	only	only	ADV
ajis02-310	510	5	possible	possible	ADJ
ajis02-310	510	6	if	if	SCONJ
ajis02-310	510	7	a	a	DET
ajis02-310	510	8	framework	framework	NOUN
ajis02-310	510	9	for	for	ADP
ajis02-310	510	10	generalising	generalise	VERB
ajis02-310	510	11	temporal	temporal	ADJ
ajis02-310	510	12	intervals	interval	NOUN
ajis02-310	510	13	is	be	AUX
ajis02-310	510	14	provided	provide	VERB
ajis02-310	510	15	.	.	PUNCT
ajis02-310	511	1	rainsford	rainsford	NOUN
ajis02-310	511	2	and	and	CCONJ
ajis02-310	511	3	roddick	roddick	PROPN
ajis02-310	511	4	present	present	VERB
ajis02-310	511	5	a	a	DET
ajis02-310	511	6	simple	simple	ADJ
ajis02-310	511	7	framework	framework	NOUN
ajis02-310	511	8	for	for	ADP
ajis02-310	511	9	facilitating	facilitate	VERB
ajis02-310	511	10	the	the	DET
ajis02-310	511	11	generalisation	generalisation	NOUN
ajis02-310	511	12	of	of	ADP
ajis02-310	511	13	temporal	temporal	ADJ
ajis02-310	511	14	intervals	interval	NOUN
ajis02-310	511	15	in	in	ADP
ajis02-310	511	16	the	the	DET
ajis02-310	511	17	context	context	NOUN
ajis02-310	511	18	of	of	ADP
ajis02-310	511	19	attribute	attribute	NOUN
ajis02-310	511	20	-	-	PUNCT
ajis02-310	511	21	oriented	orient	VERB
ajis02-310	511	22	algorithms	algorithm	NOUN
ajis02-310	511	23	(	(	PUNCT
ajis02-310	511	24	rainsford	rainsford	NOUN
ajis02-310	511	25	and	and	CCONJ
ajis02-310	511	26	roddick	roddick	PROPN
ajis02-310	511	27	1997	1997	NUM
ajis02-310	511	28	)	)	PUNCT
ajis02-310	511	29	.	.	PUNCT
ajis02-310	512	1	a	a	DET
ajis02-310	512	2	temporal	temporal	ADJ
ajis02-310	512	3	database	database	NOUN
ajis02-310	512	4	is	be	AUX
ajis02-310	512	5	not	not	PART
ajis02-310	512	6	essential	essential	ADJ
ajis02-310	512	7	for	for	ADP
ajis02-310	512	8	temporal	temporal	ADJ
ajis02-310	512	9	knowledge	knowledge	NOUN
ajis02-310	512	10	discovery	discovery	NOUN
ajis02-310	512	11	.	.	PUNCT
ajis02-310	513	1	for	for	ADP
ajis02-310	513	2	example	example	NOUN
ajis02-310	513	3	hoschka	hoschka	NOUN
ajis02-310	513	4	and	and	CCONJ
ajis02-310	513	5	klosgen	klosgen	PROPN
ajis02-310	513	6	(	(	PUNCT
ajis02-310	513	7	1991	1991	NUM
ajis02-310	513	8	)	)	PUNCT
ajis02-310	513	9	,	,	PUNCT
ajis02-310	513	10	describe	describe	VERB
ajis02-310	513	11	the	the	DET
ajis02-310	513	12	potential	potential	NOUN
ajis02-310	513	13	for	for	ADP
ajis02-310	513	14	limited	limited	ADJ
ajis02-310	513	15	temporal	temporal	ADJ
ajis02-310	513	16	reasoning	reasoning	NOUN
ajis02-310	513	17	within	within	ADP
ajis02-310	513	18	the	the	DET
ajis02-310	513	19	explora	explora	NOUN
ajis02-310	513	20	system	system	NOUN
ajis02-310	513	21	.	.	PUNCT
ajis02-310	514	1	the	the	DET
ajis02-310	514	2	suggested	suggested	ADJ
ajis02-310	514	3	temporal	temporal	ADJ
ajis02-310	514	4	reasoning	reasoning	NOUN
ajis02-310	514	5	is	be	AUX
ajis02-310	514	6	added	add	VERB
ajis02-310	514	7	by	by	ADP
ajis02-310	514	8	storing	store	VERB
ajis02-310	514	9	separate	separate	ADJ
ajis02-310	514	10	snapshots	snapshot	NOUN
ajis02-310	514	11	of	of	ADP
ajis02-310	514	12	the	the	DET
ajis02-310	514	13	rule	rule	NOUN
ajis02-310	514	14	set	set	VERB
ajis02-310	514	15	over	over	ADP
ajis02-310	514	16	time	time	NOUN
ajis02-310	514	17	.	.	PUNCT
ajis02-310	515	1	these	these	DET
ajis02-310	515	2	rule	rule	NOUN
ajis02-310	515	3	sets	set	NOUN
ajis02-310	515	4	can	can	AUX
ajis02-310	515	5	then	then	ADV
ajis02-310	515	6	be	be	AUX
ajis02-310	515	7	compared	compare	VERB
ajis02-310	515	8	to	to	PART
ajis02-310	515	9	draw	draw	VERB
ajis02-310	515	10	conclusions	conclusion	NOUN
ajis02-310	515	11	regarding	regard	VERB
ajis02-310	515	12	the	the	DET
ajis02-310	515	13	change	change	NOUN
ajis02-310	515	14	in	in	ADP
ajis02-310	515	15	data	datum	NOUN
ajis02-310	515	16	over	over	ADP
ajis02-310	515	17	time	time	NOUN
ajis02-310	515	18	.	.	PUNCT
ajis02-310	516	1	this	this	DET
ajis02-310	516	2	technique	technique	NOUN
ajis02-310	516	3	could	could	AUX
ajis02-310	516	4	be	be	AUX
ajis02-310	516	5	applied	apply	VERB
ajis02-310	516	6	to	to	ADP
ajis02-310	516	7	any	any	DET
ajis02-310	516	8	nontemporal	nontemporal	ADJ
ajis02-310	516	9	database	database	NOUN
ajis02-310	516	10	to	to	PART
ajis02-310	516	11	allow	allow	VERB
ajis02-310	516	12	some	some	DET
ajis02-310	516	13	temporal	temporal	ADJ
ajis02-310	516	14	reasoning	reasoning	NOUN
ajis02-310	516	15	.	.	PUNCT
ajis02-310	517	1	however	however	ADV
ajis02-310	517	2	because	because	SCONJ
ajis02-310	517	3	data	datum	NOUN
ajis02-310	517	4	is	be	AUX
ajis02-310	517	5	not	not	PART
ajis02-310	517	6	stored	store	VERB
ajis02-310	517	7	within	within	ADP
ajis02-310	517	8	a	a	DET
ajis02-310	517	9	temporal	temporal	ADJ
ajis02-310	517	10	database	database	NOUN
ajis02-310	517	11	,	,	PUNCT
ajis02-310	517	12	rules	rule	NOUN
ajis02-310	517	13	describing	describe	VERB
ajis02-310	517	14	the	the	DET
ajis02-310	517	15	change	change	NOUN
ajis02-310	517	16	in	in	ADP
ajis02-310	517	17	the	the	DET
ajis02-310	517	18	data	datum	NOUN
ajis02-310	517	19	over	over	ADP
ajis02-310	517	20	time	time	NOUN
ajis02-310	517	21	can	can	AUX
ajis02-310	517	22	only	only	ADV
ajis02-310	517	23	be	be	AUX
ajis02-310	517	24	derived	derive	VERB
ajis02-310	517	25	indirectly	indirectly	ADV
ajis02-310	517	26	from	from	ADP
ajis02-310	517	27	changes	change	NOUN
ajis02-310	517	28	in	in	ADP
ajis02-310	517	29	the	the	DET
ajis02-310	517	30	stored	store	VERB
ajis02-310	517	31	rule	rule	NOUN
ajis02-310	517	32	set	set	NOUN
ajis02-310	517	33	.	.	PUNCT
ajis02-310	518	1	because	because	SCONJ
ajis02-310	518	2	the	the	DET
ajis02-310	518	3	snapshots	snapshot	NOUN
ajis02-310	518	4	are	be	AUX
ajis02-310	518	5	derived	derive	VERB
ajis02-310	518	6	without	without	ADP
ajis02-310	518	7	any	any	DET
ajis02-310	518	8	knowledge	knowledge	NOUN
ajis02-310	518	9	of	of	ADP
ajis02-310	518	10	temporal	temporal	ADJ
ajis02-310	518	11	patterns	pattern	NOUN
ajis02-310	518	12	existing	exist	VERB
ajis02-310	518	13	within	within	ADP
ajis02-310	518	14	the	the	DET
ajis02-310	518	15	data	datum	NOUN
ajis02-310	518	16	,	,	PUNCT
ajis02-310	518	17	many	many	ADJ
ajis02-310	518	18	interesting	interesting	ADJ
ajis02-310	518	19	temporal	temporal	ADJ
ajis02-310	518	20	patterns	pattern	NOUN
ajis02-310	518	21	may	may	AUX
ajis02-310	518	22	be	be	AUX
ajis02-310	518	23	lost	lose	VERB
ajis02-310	518	24	.	.	PUNCT
ajis02-310	519	1	moreover	moreover	ADV
ajis02-310	519	2	the	the	DET
ajis02-310	519	3	fact	fact	NOUN
ajis02-310	519	4	that	that	SCONJ
ajis02-310	519	5	only	only	ADV
ajis02-310	519	6	a	a	DET
ajis02-310	519	7	limited	limited	ADJ
ajis02-310	519	8	number	number	NOUN
ajis02-310	519	9	of	of	ADP
ajis02-310	519	10	views	view	NOUN
ajis02-310	519	11	of	of	ADP
ajis02-310	519	12	the	the	DET
ajis02-310	519	13	rule	rule	NOUN
ajis02-310	519	14	set	set	NOUN
ajis02-310	519	15	are	be	AUX
ajis02-310	519	16	available	available	ADJ
ajis02-310	519	17	restricts	restrict	VERB
ajis02-310	519	18	the	the	DET
ajis02-310	519	19	reasoning	reasoning	NOUN
ajis02-310	519	20	capability	capability	NOUN
ajis02-310	519	21	of	of	ADP
ajis02-310	519	22	such	such	DET
ajis02-310	519	23	a	a	DET
ajis02-310	519	24	system	system	NOUN
ajis02-310	519	25	.	.	PUNCT
ajis02-310	520	1	for	for	ADP
ajis02-310	520	2	example	example	NOUN
ajis02-310	520	3	temporal	temporal	ADJ
ajis02-310	520	4	behaviour	behaviour	NOUN
ajis02-310	520	5	such	such	ADJ
ajis02-310	520	6	as	as	ADP
ajis02-310	520	7	cycles	cycle	NOUN
ajis02-310	520	8	may	may	AUX
ajis02-310	520	9	not	not	PART
ajis02-310	520	10	be	be	AUX
ajis02-310	520	11	detected	detect	VERB
ajis02-310	520	12	if	if	SCONJ
ajis02-310	520	13	the	the	DET
ajis02-310	520	14	time	time	NOUN
ajis02-310	520	15	between	between	ADP
ajis02-310	520	16	rule	rule	NOUN
ajis02-310	520	17	sets	set	NOUN
ajis02-310	520	18	is	be	AUX
ajis02-310	520	19	too	too	ADV
ajis02-310	520	20	great	great	ADJ
ajis02-310	520	21	.	.	PUNCT
ajis02-310	521	1	in	in	ADP
ajis02-310	521	2	addition	addition	NOUN
ajis02-310	521	3	,	,	PUNCT
ajis02-310	521	4	the	the	DET
ajis02-310	521	5	ability	ability	NOUN
ajis02-310	521	6	to	to	PART
ajis02-310	521	7	find	find	VERB
ajis02-310	521	8	rules	rule	NOUN
ajis02-310	521	9	describing	describe	VERB
ajis02-310	521	10	the	the	DET
ajis02-310	521	11	change	change	NOUN
ajis02-310	521	12	in	in	ADP
ajis02-310	521	13	data	datum	NOUN
ajis02-310	521	14	over	over	ADP
ajis02-310	521	15	time	time	NOUN
ajis02-310	521	16	is	be	AUX
ajis02-310	521	17	dependent	dependent	ADJ
ajis02-310	521	18	upon	upon	SCONJ
ajis02-310	521	19	,	,	PUNCT
ajis02-310	521	20	and	and	CCONJ
ajis02-310	521	21	restricted	restrict	VERB
ajis02-310	521	22	by	by	ADP
ajis02-310	521	23	,	,	PUNCT
ajis02-310	521	24	the	the	DET
ajis02-310	521	25	information	information	NOUN
ajis02-310	521	26	held	hold	VERB
ajis02-310	521	27	in	in	ADP
ajis02-310	521	28	the	the	DET
ajis02-310	521	29	stored	store	VERB
ajis02-310	521	30	rule	rule	NOUN
ajis02-310	521	31	sets	set	NOUN
ajis02-310	521	32	.	.	PUNCT
ajis02-310	522	1	for	for	ADP
ajis02-310	522	2	these	these	DET
ajis02-310	522	3	reasons	reason	NOUN
ajis02-310	522	4	,	,	PUNCT
ajis02-310	522	5	the	the	DET
ajis02-310	522	6	use	use	NOUN
ajis02-310	522	7	of	of	ADP
ajis02-310	522	8	temporal	temporal	ADJ
ajis02-310	522	9	databases	database	NOUN
ajis02-310	522	10	in	in	ADP
ajis02-310	522	11	situations	situation	NOUN
ajis02-310	522	12	where	where	SCONJ
ajis02-310	522	13	temporal	temporal	ADJ
ajis02-310	522	14	semantics	semantic	NOUN
ajis02-310	522	15	are	be	AUX
ajis02-310	522	16	meaningful	meaningful	ADJ
ajis02-310	522	17	is	be	AUX
ajis02-310	522	18	arguably	arguably	ADV
ajis02-310	522	19	a	a	DET
ajis02-310	522	20	better	well	ADJ
ajis02-310	522	21	approach	approach	NOUN
ajis02-310	522	22	.	.	PUNCT
ajis02-310	523	1	in	in	ADP
ajis02-310	523	2	order	order	NOUN
ajis02-310	523	3	to	to	PART
ajis02-310	523	4	describe	describe	VERB
ajis02-310	523	5	relationships	relationship	NOUN
ajis02-310	523	6	between	between	ADP
ajis02-310	523	7	temporal	temporal	ADJ
ajis02-310	523	8	events	event	NOUN
ajis02-310	523	9	a	a	DET
ajis02-310	523	10	taxonomy	taxonomy	NOUN
ajis02-310	523	11	of	of	ADP
ajis02-310	523	12	temporal	temporal	ADJ
ajis02-310	523	13	relationships	relationship	NOUN
ajis02-310	523	14	is	be	AUX
ajis02-310	523	15	required	require	VERB
ajis02-310	523	16	.	.	PUNCT
ajis02-310	524	1	a	a	DET
ajis02-310	524	2	widely	widely	ADV
ajis02-310	524	3	used	use	VERB
ajis02-310	524	4	taxonomy	taxonomy	NOUN
ajis02-310	524	5	of	of	ADP
ajis02-310	524	6	relationships	relationship	NOUN
ajis02-310	524	7	between	between	ADP
ajis02-310	524	8	intervals	interval	NOUN
ajis02-310	524	9	is	be	AUX
ajis02-310	524	10	described	describe	VERB
ajis02-310	524	11	by	by	ADP
ajis02-310	524	12	allen	allen	PROPN
ajis02-310	524	13	(	(	PUNCT
ajis02-310	524	14	1983	1983	NUM
ajis02-310	524	15	)	)	PUNCT
ajis02-310	524	16	.	.	PUNCT
ajis02-310	525	1	as	as	ADP
ajis02-310	525	2	an	an	DET
ajis02-310	525	3	example	example	NOUN
ajis02-310	525	4	of	of	ADP
ajis02-310	525	5	the	the	DET
ajis02-310	525	6	role	role	NOUN
ajis02-310	525	7	temporal	temporal	ADJ
ajis02-310	525	8	relationships	relationship	NOUN
ajis02-310	525	9	play	play	VERB
ajis02-310	525	10	consider	consider	VERB
ajis02-310	525	11	the	the	DET
ajis02-310	525	12	rule	rule	NOUN
ajis02-310	525	13	:	:	PUNCT
ajis02-310	525	14	the	the	DET
ajis02-310	525	15	blackouts	blackout	NOUN
ajis02-310	525	16	occurred	occur	VERB
ajis02-310	525	17	after	after	ADP
ajis02-310	525	18	the	the	DET
ajis02-310	525	19	peak	peak	NOUN
ajis02-310	525	20	period	period	NOUN
ajis02-310	525	21	the	the	DET
ajis02-310	525	22	above	above	ADJ
ajis02-310	525	23	rule	rule	NOUN
ajis02-310	525	24	uses	use	VERB
ajis02-310	525	25	the	the	DET
ajis02-310	525	26	temporal	temporal	ADJ
ajis02-310	525	27	relationship	relationship	NOUN
ajis02-310	525	28	after	after	ADP
ajis02-310	525	29	as	as	ADP
ajis02-310	525	30	an	an	DET
ajis02-310	525	31	expression	expression	NOUN
ajis02-310	525	32	of	of	ADP
ajis02-310	525	33	the	the	DET
ajis02-310	525	34	relationship	relationship	NOUN
ajis02-310	525	35	between	between	ADP
ajis02-310	525	36	two	two	NUM
ajis02-310	525	37	intervals	interval	NOUN
ajis02-310	525	38	.	.	PUNCT
ajis02-310	526	1	the	the	DET
ajis02-310	526	2	taxonomy	taxonomy	NOUN
ajis02-310	526	3	of	of	ADP
ajis02-310	526	4	allen	allen	PROPN
ajis02-310	526	5	is	be	AUX
ajis02-310	526	6	generalised	generalise	VERB
ajis02-310	526	7	by	by	ADP
ajis02-310	526	8	freksa	freksa	NOUN
ajis02-310	526	9	(	(	PUNCT
ajis02-310	526	10	1992	1992	NUM
ajis02-310	526	11	)	)	PUNCT
ajis02-310	526	12	,	,	PUNCT
ajis02-310	526	13	who	who	PRON
ajis02-310	526	14	describes	describe	VERB
ajis02-310	526	15	an	an	DET
ajis02-310	526	16	algebra	algebra	NOUN
ajis02-310	526	17	based	base	VERB
ajis02-310	526	18	upon	upon	SCONJ
ajis02-310	526	19	semi	semi	NOUN
ajis02-310	526	20	-	-	NOUN
ajis02-310	526	21	intervals	interval	NOUN
ajis02-310	526	22	.	.	PUNCT
ajis02-310	527	1	this	this	DET
ajis02-310	527	2	approach	approach	NOUN
ajis02-310	527	3	supports	support	VERB
ajis02-310	527	4	reasoning	reasoning	NOUN
ajis02-310	527	5	with	with	ADP
ajis02-310	527	6	partial	partial	ADJ
ajis02-310	527	7	knowledge	knowledge	NOUN
ajis02-310	527	8	,	,	PUNCT
ajis02-310	527	9	where	where	SCONJ
ajis02-310	527	10	only	only	ADV
ajis02-310	527	11	one	one	NUM
ajis02-310	527	12	endpoint	endpoint	NOUN
ajis02-310	527	13	is	be	AUX
ajis02-310	527	14	known	know	VERB
ajis02-310	527	15	.	.	PUNCT
ajis02-310	528	1	in	in	ADP
ajis02-310	528	2	addition	addition	NOUN
ajis02-310	528	3	,	,	PUNCT
ajis02-310	528	4	freksa	freksa	NOUN
ajis02-310	528	5	's	's	PART
ajis02-310	528	6	taxonomy	taxonomy	NOUN
ajis02-310	528	7	allows	allow	VERB
ajis02-310	528	8	the	the	DET
ajis02-310	528	9	coarseness	coarseness	NOUN
ajis02-310	528	10	of	of	ADP
ajis02-310	528	11	temporal	temporal	ADJ
ajis02-310	528	12	reasoning	reasoning	NOUN
ajis02-310	528	13	to	to	PART
ajis02-310	528	14	be	be	AUX
ajis02-310	528	15	adjusted	adjust	VERB
ajis02-310	528	16	via	via	ADP
ajis02-310	528	17	neighbourhood	neighbourhood	NOUN
ajis02-310	528	18	relations	relation	NOUN
ajis02-310	528	19	to	to	PART
ajis02-310	528	20	accommodate	accommodate	VERB
ajis02-310	528	21	the	the	DET
ajis02-310	528	22	information	information	NOUN
ajis02-310	528	23	available	available	ADJ
ajis02-310	528	24	.	.	PUNCT
ajis02-310	529	1	in	in	ADP
ajis02-310	529	2	addition	addition	NOUN
ajis02-310	529	3	to	to	ADP
ajis02-310	529	4	relationships	relationship	NOUN
ajis02-310	529	5	between	between	ADP
ajis02-310	529	6	temporal	temporal	ADJ
ajis02-310	529	7	events	event	NOUN
ajis02-310	529	8	,	,	PUNCT
ajis02-310	529	9	there	there	PRON
ajis02-310	529	10	has	have	AUX
ajis02-310	529	11	been	be	AUX
ajis02-310	529	12	significant	significant	ADJ
ajis02-310	529	13	investigation	investigation	NOUN
ajis02-310	529	14	into	into	ADP
ajis02-310	529	15	tools	tool	NOUN
ajis02-310	529	16	for	for	ADP
ajis02-310	529	17	finding	find	VERB
ajis02-310	529	18	pre	pre	ADJ
ajis02-310	529	19	-	-	ADJ
ajis02-310	529	20	specified	specified	ADJ
ajis02-310	529	21	patterns	pattern	NOUN
ajis02-310	529	22	within	within	ADP
ajis02-310	529	23	temporal	temporal	ADJ
ajis02-310	529	24	data	datum	NOUN
ajis02-310	529	25	.	.	PUNCT
ajis02-310	530	1	for	for	ADP
ajis02-310	530	2	example	example	NOUN
ajis02-310	530	3	,	,	PUNCT
ajis02-310	530	4	wade	wade	PROPN
ajis02-310	530	5	et	et	PROPN
ajis02-310	530	6	al	al	PROPN
ajis02-310	530	7	.	.	PROPN
ajis02-310	531	1	(	(	PUNCT
ajis02-310	531	2	1994	1994	NUM
ajis02-310	531	3	)	)	PUNCT
ajis02-310	531	4	describe	describe	VERB
ajis02-310	531	5	a	a	DET
ajis02-310	531	6	set	set	NOUN
ajis02-310	531	7	-	-	PUNCT
ajis02-310	531	8	based	base	VERB
ajis02-310	531	9	approach	approach	NOUN
ajis02-310	531	10	to	to	ADP
ajis02-310	531	11	detecting	detect	VERB
ajis02-310	531	12	temporal	temporal	ADJ
ajis02-310	531	13	patterns	pattern	NOUN
ajis02-310	531	14	in	in	ADP
ajis02-310	531	15	patient	patient	ADJ
ajis02-310	531	16	drug	drug	NOUN
ajis02-310	531	17	usage	usage	NOUN
ajis02-310	531	18	data	datum	NOUN
ajis02-310	531	19	.	.	PUNCT
ajis02-310	532	1	drug	drug	NOUN
ajis02-310	532	2	misuse	misuse	NOUN
ajis02-310	532	3	can	can	AUX
ajis02-310	532	4	occur	occur	VERB
ajis02-310	532	5	unwittingly	unwittingly	ADV
ajis02-310	532	6	,	,	PUNCT
ajis02-310	532	7	when	when	SCONJ
ajis02-310	532	8	a	a	DET
ajis02-310	532	9	patient	patient	NOUN
ajis02-310	532	10	is	be	AUX
ajis02-310	532	11	prescribed	prescribe	VERB
ajis02-310	532	12	two	two	NUM
ajis02-310	532	13	or	or	CCONJ
ajis02-310	532	14	more	more	ADV
ajis02-310	532	15	interacting	interact	VERB
ajis02-310	532	16	drugs	drug	NOUN
ajis02-310	532	17	independently	independently	ADV
ajis02-310	532	18	for	for	ADP
ajis02-310	532	19	usage	usage	NOUN
ajis02-310	532	20	within	within	ADP
ajis02-310	532	21	temporal	temporal	ADJ
ajis02-310	532	22	proximity	proximity	NOUN
ajis02-310	532	23	to	to	ADP
ajis02-310	532	24	each	each	DET
ajis02-310	532	25	other	other	ADJ
ajis02-310	532	26	.	.	PUNCT
ajis02-310	533	1	drugs	drug	NOUN
ajis02-310	533	2	that	that	PRON
ajis02-310	533	3	interact	interact	VERB
ajis02-310	533	4	undesirably	undesirably	ADV
ajis02-310	533	5	are	be	AUX
ajis02-310	533	6	recorded	record	VERB
ajis02-310	533	7	along	along	ADP
ajis02-310	533	8	with	with	ADP
ajis02-310	533	9	the	the	DET
ajis02-310	533	10	time	time	NOUN
ajis02-310	533	11	frame	frame	NOUN
ajis02-310	533	12	in	in	ADP
ajis02-310	533	13	the	the	DET
ajis02-310	533	14	form	form	NOUN
ajis02-310	533	15	a	a	DET
ajis02-310	533	16	pattern	pattern	NOUN
ajis02-310	533	17	that	that	PRON
ajis02-310	533	18	can	can	AUX
ajis02-310	533	19	be	be	AUX
ajis02-310	533	20	looked	look	VERB
ajis02-310	533	21	for	for	ADP
ajis02-310	533	22	within	within	ADP
ajis02-310	533	23	patient	patient	ADJ
ajis02-310	533	24	records	record	NOUN
ajis02-310	533	25	.	.	PUNCT
ajis02-310	534	1	rules	rule	NOUN
ajis02-310	534	2	that	that	PRON
ajis02-310	534	3	describe	describe	VERB
ajis02-310	534	4	such	such	ADJ
ajis02-310	534	5	instances	instance	NOUN
ajis02-310	534	6	of	of	ADP
ajis02-310	534	7	drug	drug	NOUN
ajis02-310	534	8	misuse	misuse	NOUN
ajis02-310	534	9	are	be	AUX
ajis02-310	534	10	then	then	ADV
ajis02-310	534	11	successfully	successfully	ADV
ajis02-310	534	12	induced	induce	VERB
ajis02-310	534	13	based	base	VERB
ajis02-310	534	14	on	on	ADP
ajis02-310	534	15	medical	medical	ADJ
ajis02-310	534	16	administrative	administrative	ADJ
ajis02-310	534	17	records	record	NOUN
ajis02-310	534	18	.	.	PUNCT
ajis02-310	535	1	whilst	whilst	SCONJ
ajis02-310	535	2	wade	wade	PROPN
ajis02-310	535	3	et	et	PROPN
ajis02-310	535	4	al	al	PROPN
ajis02-310	535	5	.	.	PROPN
ajis02-310	535	6	focus	focus	VERB
ajis02-310	535	7	on	on	ADP
ajis02-310	535	8	the	the	DET
ajis02-310	535	9	detection	detection	NOUN
ajis02-310	535	10	of	of	ADP
ajis02-310	535	11	patterns	pattern	NOUN
ajis02-310	535	12	within	within	ADP
ajis02-310	535	13	tabular	tabular	PROPN
ajis02-310	535	14	data	datum	NOUN
ajis02-310	535	15	,	,	PUNCT
ajis02-310	535	16	the	the	DET
ajis02-310	535	17	detection	detection	NOUN
ajis02-310	535	18	of	of	ADP
ajis02-310	535	19	patterns	pattern	NOUN
ajis02-310	535	20	within	within	ADP
ajis02-310	535	21	continuous	continuous	ADJ
ajis02-310	535	22	data	datum	NOUN
ajis02-310	535	23	is	be	AUX
ajis02-310	535	24	more	more	ADV
ajis02-310	535	25	applicable	applicable	ADJ
ajis02-310	535	26	to	to	ADP
ajis02-310	535	27	many	many	ADJ
ajis02-310	535	28	domains	domain	NOUN
ajis02-310	535	29	.	.	PUNCT
ajis02-310	536	1	berndt	berndt	PROPN
ajis02-310	536	2	and	and	CCONJ
ajis02-310	536	3	clifford	clifford	PROPN
ajis02-310	536	4	describe	describe	VERB
ajis02-310	536	5	the	the	DET
ajis02-310	536	6	detection	detection	NOUN
ajis02-310	536	7	of	of	ADP
ajis02-310	536	8	patterns	pattern	NOUN
ajis02-310	536	9	in	in	ADP
ajis02-310	536	10	time	time	NOUN
ajis02-310	536	11	series	series	PROPN
ajis02-310	536	12	data	data	PROPN
ajis02-310	536	13	(	(	PUNCT
ajis02-310	536	14	berndt	berndt	PROPN
ajis02-310	536	15	and	and	CCONJ
ajis02-310	536	16	clifford	clifford	PROPN
ajis02-310	536	17	1995	1995	NUM
ajis02-310	536	18	)	)	PUNCT
ajis02-310	536	19	.	.	PUNCT
ajis02-310	537	1	they	they	PRON
ajis02-310	537	2	adopt	adopt	VERB
ajis02-310	537	3	a	a	DET
ajis02-310	537	4	dynamic	dynamic	ADJ
ajis02-310	537	5	time	time	NOUN
ajis02-310	537	6	warping	warp	VERB
ajis02-310	537	7	technique	technique	NOUN
ajis02-310	537	8	utilised	utilise	VERB
ajis02-310	537	9	in	in	ADP
ajis02-310	537	10	natural	natural	ADJ
ajis02-310	537	11	language	language	NOUN
ajis02-310	537	12	processing	processing	NOUN
ajis02-310	537	13	.	.	PUNCT
ajis02-310	538	1	as	as	SCONJ
ajis02-310	538	2	stated	state	VERB
ajis02-310	538	3	by	by	ADP
ajis02-310	538	4	the	the	DET
ajis02-310	538	5	authors	author	NOUN
ajis02-310	538	6	,	,	PUNCT
ajis02-310	538	7	the	the	DET
ajis02-310	538	8	discovery	discovery	NOUN
ajis02-310	538	9	of	of	ADP
ajis02-310	538	10	patterns	pattern	NOUN
ajis02-310	538	11	within	within	ADP
ajis02-310	538	12	time	time	NOUN
ajis02-310	538	13	series	series	PROPN
ajis02-310	538	14	data	data	PROPN
ajis02-310	538	15	is	be	AUX
ajis02-310	538	16	a	a	DET
ajis02-310	538	17	challenging	challenge	VERB
ajis02-310	538	18	23	23	NUM
ajis02-310	538	19	the	the	DET
ajis02-310	538	20	three	three	NUM
ajis02-310	538	21	types	type	NOUN
ajis02-310	538	22	of	of	ADP
ajis02-310	538	23	time	time	NOUN
ajis02-310	538	24	that	that	PRON
ajis02-310	538	25	can	can	AUX
ajis02-310	538	26	be	be	AUX
ajis02-310	538	27	associated	associate	VERB
ajis02-310	538	28	with	with	ADP
ajis02-310	538	29	an	an	DET
ajis02-310	538	30	attribute	attribute	NOUN
ajis02-310	538	31	in	in	ADP
ajis02-310	538	32	a	a	DET
ajis02-310	538	33	database	database	NOUN
ajis02-310	538	34	are	be	AUX
ajis02-310	538	35	:	:	PUNCT
ajis02-310	538	36	valid	valid	ADJ
ajis02-310	538	37	time	time	NOUN
ajis02-310	538	38	;	;	PUNCT
ajis02-310	538	39	the	the	DET
ajis02-310	538	40	time	time	NOUN
ajis02-310	538	41	at	at	ADP
ajis02-310	538	42	which	which	PRON
ajis02-310	538	43	events	event	NOUN
ajis02-310	538	44	actually	actually	ADV
ajis02-310	538	45	take	take	VERB
ajis02-310	538	46	place	place	NOUN
ajis02-310	538	47	within	within	ADP
ajis02-310	538	48	the	the	DET
ajis02-310	538	49	modelled	model	VERB
ajis02-310	538	50	reality	reality	NOUN
ajis02-310	538	51	;	;	PUNCT
ajis02-310	538	52	transaction	transaction	NOUN
ajis02-310	538	53	time	time	NOUN
ajis02-310	538	54	;	;	PUNCT
ajis02-310	538	55	the	the	DET
ajis02-310	538	56	time	time	NOUN
ajis02-310	538	57	at	at	ADP
ajis02-310	538	58	which	which	PRON
ajis02-310	538	59	data	data	NOUN
ajis02-310	538	60	is	be	AUX
ajis02-310	538	61	actually	actually	ADV
ajis02-310	538	62	entered	enter	VERB
ajis02-310	538	63	into	into	ADP
ajis02-310	538	64	the	the	DET
ajis02-310	538	65	database	database	NOUN
ajis02-310	538	66	,	,	PUNCT
ajis02-310	538	67	ie	ie	X
ajis02-310	538	68	.	.	PUNCT
ajis02-310	539	1	the	the	DET
ajis02-310	539	2	time	time	NOUN
ajis02-310	539	3	transactions	transaction	NOUN
ajis02-310	539	4	actually	actually	ADV
ajis02-310	539	5	take	take	VERB
ajis02-310	539	6	place	place	NOUN
ajis02-310	539	7	;	;	PUNCT
ajis02-310	539	8	and	and	CCONJ
ajis02-310	539	9	user	user	NOUN
ajis02-310	539	10	-	-	PUNCT
ajis02-310	539	11	defined	define	VERB
ajis02-310	539	12	time	time	NOUN
ajis02-310	539	13	;	;	PUNCT
ajis02-310	539	14	any	any	DET
ajis02-310	539	15	attribute	attribute	NOUN
ajis02-310	539	16	within	within	ADP
ajis02-310	539	17	the	the	DET
ajis02-310	539	18	database	database	NOUN
ajis02-310	539	19	which	which	PRON
ajis02-310	539	20	records	record	VERB
ajis02-310	539	21	time	time	NOUN
ajis02-310	539	22	,	,	PUNCT
ajis02-310	539	23	for	for	ADP
ajis02-310	539	24	example	example	NOUN
ajis02-310	539	25	,	,	PUNCT
ajis02-310	539	26	date	date	NOUN
ajis02-310	539	27	fields	field	NOUN
ajis02-310	539	28	etc	etc	X
ajis02-310	539	29	.	.	X
ajis02-310	539	30	114	114	NUM
ajis02-310	539	31	ajis	ajis	NOUN
ajis02-310	539	32	vol	vol	NOUN
ajis02-310	539	33	.	.	PROPN
ajis02-310	539	34	6	6	NUM
ajis02-310	539	35	no	no	NOUN
ajis02-310	539	36	.	.	NOUN
ajis02-310	539	37	2	2	NUM
ajis02-310	539	38	may	may	PROPN
ajis02-310	539	39	1999	1999	NUM
ajis02-310	539	40	problem	problem	NOUN
ajis02-310	539	41	,	,	PUNCT
ajis02-310	539	42	and	and	CCONJ
ajis02-310	539	43	the	the	DET
ajis02-310	539	44	development	development	NOUN
ajis02-310	539	45	of	of	ADP
ajis02-310	539	46	general	general	ADJ
ajis02-310	539	47	-	-	PUNCT
ajis02-310	539	48	purpose	purpose	NOUN
ajis02-310	539	49	tools	tool	NOUN
ajis02-310	539	50	poses	pose	VERB
ajis02-310	539	51	several	several	ADJ
ajis02-310	539	52	problems	problem	NOUN
ajis02-310	539	53	.	.	PUNCT
ajis02-310	540	1	for	for	ADP
ajis02-310	540	2	example	example	NOUN
ajis02-310	540	3	,	,	PUNCT
ajis02-310	540	4	the	the	DET
ajis02-310	540	5	number	number	NOUN
ajis02-310	540	6	of	of	ADP
ajis02-310	540	7	possible	possible	ADJ
ajis02-310	540	8	patterns	pattern	NOUN
ajis02-310	540	9	a	a	DET
ajis02-310	540	10	linear	linear	NOUN
ajis02-310	540	11	series	series	NOUN
ajis02-310	540	12	can	can	AUX
ajis02-310	540	13	follow	follow	VERB
ajis02-310	540	14	is	be	AUX
ajis02-310	540	15	potentially	potentially	ADV
ajis02-310	540	16	very	very	ADV
ajis02-310	540	17	large	large	ADJ
ajis02-310	540	18	.	.	PUNCT
ajis02-310	541	1	therefore	therefore	ADV
ajis02-310	541	2	in	in	ADP
ajis02-310	541	3	order	order	NOUN
ajis02-310	541	4	to	to	PART
ajis02-310	541	5	develop	develop	VERB
ajis02-310	541	6	tools	tool	NOUN
ajis02-310	541	7	to	to	PART
ajis02-310	541	8	look	look	VERB
ajis02-310	541	9	for	for	ADP
ajis02-310	541	10	such	such	ADJ
ajis02-310	541	11	patterns	pattern	NOUN
ajis02-310	541	12	within	within	ADP
ajis02-310	541	13	data	datum	NOUN
ajis02-310	541	14	,	,	PUNCT
ajis02-310	541	15	a	a	DET
ajis02-310	541	16	comprehensible	comprehensible	ADJ
ajis02-310	541	17	and	and	CCONJ
ajis02-310	541	18	manageable	manageable	ADJ
ajis02-310	541	19	set	set	NOUN
ajis02-310	541	20	of	of	ADP
ajis02-310	541	21	patterns	pattern	NOUN
ajis02-310	541	22	must	must	AUX
ajis02-310	541	23	first	first	ADV
ajis02-310	541	24	be	be	AUX
ajis02-310	541	25	defined	define	VERB
ajis02-310	541	26	.	.	PUNCT
ajis02-310	542	1	a	a	DET
ajis02-310	542	2	shape	shape	NOUN
ajis02-310	542	3	definition	definition	NOUN
ajis02-310	542	4	language	language	NOUN
ajis02-310	542	5	sdl	sdl	NOUN
ajis02-310	542	6	is	be	AUX
ajis02-310	542	7	defined	define	VERB
ajis02-310	542	8	by	by	ADP
ajis02-310	542	9	agrawal	agrawal	PROPN
ajis02-310	542	10	el	el	PROPN
ajis02-310	542	11	al	al	PROPN
ajis02-310	542	12	.	.	PUNCT
ajis02-310	543	1	to	to	PART
ajis02-310	543	2	describe	describe	VERB
ajis02-310	543	3	patterns	pattern	NOUN
ajis02-310	543	4	or	or	CCONJ
ajis02-310	543	5	shapes	shape	NOUN
ajis02-310	543	6	occurring	occur	VERB
ajis02-310	543	7	in	in	ADP
ajis02-310	543	8	historical	historical	ADJ
ajis02-310	543	9	data	datum	NOUN
ajis02-310	543	10	(	(	PUNCT
ajis02-310	543	11	agrawal	agrawal	PROPN
ajis02-310	543	12	,	,	PUNCT
ajis02-310	543	13	et	et	PROPN
ajis02-310	543	14	al	al	PROPN
ajis02-310	543	15	.	.	PROPN
ajis02-310	543	16	1995	1995	NUM
ajis02-310	543	17	)	)	PUNCT
ajis02-310	543	18	.	.	PUNCT
ajis02-310	544	1	based	base	VERB
ajis02-310	544	2	upon	upon	SCONJ
ajis02-310	544	3	sdl	sdl	PROPN
ajis02-310	544	4	a	a	DET
ajis02-310	544	5	query	query	NOUN
ajis02-310	544	6	language	language	NOUN
ajis02-310	544	7	for	for	ADP
ajis02-310	544	8	defining	define	VERB
ajis02-310	544	9	time	time	NOUN
ajis02-310	544	10	series	series	PROPN
ajis02-310	544	11	patterns	pattern	NOUN
ajis02-310	544	12	and	and	CCONJ
ajis02-310	544	13	trends	trend	NOUN
ajis02-310	544	14	is	be	AUX
ajis02-310	544	15	described	describe	VERB
ajis02-310	544	16	by	by	ADP
ajis02-310	544	17	agrawal	agrawal	PROPN
ajis02-310	544	18	and	and	CCONJ
ajis02-310	544	19	psaila	psaila	NOUN
ajis02-310	544	20	(	(	PUNCT
ajis02-310	544	21	1995	1995	NUM
ajis02-310	544	22	)	)	PUNCT
ajis02-310	544	23	.	.	PUNCT
ajis02-310	545	1	one	one	NUM
ajis02-310	545	2	obvious	obvious	ADJ
ajis02-310	545	3	limitation	limitation	NOUN
ajis02-310	545	4	of	of	ADP
ajis02-310	545	5	such	such	DET
ajis02-310	545	6	a	a	DET
ajis02-310	545	7	query	query	NOUN
ajis02-310	545	8	language	language	NOUN
ajis02-310	545	9	is	be	AUX
ajis02-310	545	10	that	that	SCONJ
ajis02-310	545	11	linear	linear	ADJ
ajis02-310	545	12	patterns	pattern	NOUN
ajis02-310	545	13	are	be	AUX
ajis02-310	545	14	most	most	ADV
ajis02-310	545	15	intuitively	intuitively	ADV
ajis02-310	545	16	described	describe	VERB
ajis02-310	545	17	visually	visually	ADV
ajis02-310	545	18	,	,	PUNCT
ajis02-310	545	19	and	and	CCONJ
ajis02-310	545	20	typically	typically	ADV
ajis02-310	545	21	textual	textual	ADJ
ajis02-310	545	22	descriptions	description	NOUN
ajis02-310	545	23	involve	involve	VERB
ajis02-310	545	24	the	the	DET
ajis02-310	545	25	use	use	NOUN
ajis02-310	545	26	of	of	ADP
ajis02-310	545	27	informal	informal	ADJ
ajis02-310	545	28	language	language	NOUN
ajis02-310	545	29	.	.	PUNCT
ajis02-310	546	1	agrawal	agrawal	PROPN
ajis02-310	546	2	and	and	CCONJ
ajis02-310	546	3	psaila	psaila	PROPN
ajis02-310	546	4	allow	allow	VERB
ajis02-310	546	5	the	the	DET
ajis02-310	546	6	user	user	NOUN
ajis02-310	546	7	to	to	PART
ajis02-310	546	8	create	create	VERB
ajis02-310	546	9	their	their	PRON
ajis02-310	546	10	own	own	ADJ
ajis02-310	546	11	language	language	NOUN
ajis02-310	546	12	with	with	ADP
ajis02-310	546	13	complex	complex	ADJ
ajis02-310	546	14	patterns	pattern	NOUN
ajis02-310	546	15	being	be	AUX
ajis02-310	546	16	defined	define	VERB
ajis02-310	546	17	in	in	ADP
ajis02-310	546	18	terms	term	NOUN
ajis02-310	546	19	of	of	ADP
ajis02-310	546	20	primitives	primitive	NOUN
ajis02-310	546	21	such	such	ADJ
ajis02-310	546	22	as	as	ADP
ajis02-310	546	23	up	up	ADV
ajis02-310	546	24	or	or	CCONJ
ajis02-310	546	25	down	down	ADV
ajis02-310	546	26	.	.	PUNCT
ajis02-310	547	1	there	there	PRON
ajis02-310	547	2	are	be	VERB
ajis02-310	547	3	two	two	NUM
ajis02-310	547	4	significant	significant	ADJ
ajis02-310	547	5	problems	problem	NOUN
ajis02-310	547	6	that	that	PRON
ajis02-310	547	7	are	be	AUX
ajis02-310	547	8	associated	associate	VERB
ajis02-310	547	9	with	with	ADP
ajis02-310	547	10	pattern	pattern	NOUN
ajis02-310	547	11	detection	detection	NOUN
ajis02-310	547	12	from	from	ADP
ajis02-310	547	13	time	time	NOUN
ajis02-310	547	14	-	-	PUNCT
ajis02-310	547	15	series	series	NOUN
ajis02-310	547	16	data	datum	NOUN
ajis02-310	547	17	,	,	PUNCT
ajis02-310	547	18	scale	scale	NOUN
ajis02-310	547	19	and	and	CCONJ
ajis02-310	547	20	proximity	proximity	NOUN
ajis02-310	547	21	.	.	PUNCT
ajis02-310	548	1	the	the	DET
ajis02-310	548	2	problem	problem	NOUN
ajis02-310	548	3	of	of	ADP
ajis02-310	548	4	scale	scale	NOUN
ajis02-310	548	5	is	be	AUX
ajis02-310	548	6	posed	pose	VERB
ajis02-310	548	7	because	because	SCONJ
ajis02-310	548	8	searching	search	VERB
ajis02-310	548	9	for	for	ADP
ajis02-310	548	10	patterns	pattern	NOUN
ajis02-310	548	11	at	at	ADP
ajis02-310	548	12	different	different	ADJ
ajis02-310	548	13	resolutions	resolution	NOUN
ajis02-310	548	14	will	will	AUX
ajis02-310	548	15	yield	yield	VERB
ajis02-310	548	16	different	different	ADJ
ajis02-310	548	17	results	result	NOUN
ajis02-310	548	18	,	,	PUNCT
ajis02-310	548	19	and	and	CCONJ
ajis02-310	548	20	the	the	DET
ajis02-310	548	21	choice	choice	NOUN
ajis02-310	548	22	of	of	ADP
ajis02-310	548	23	resolution	resolution	NOUN
ajis02-310	548	24	is	be	AUX
ajis02-310	548	25	largely	largely	ADV
ajis02-310	548	26	domain	domain	NOUN
ajis02-310	548	27	dependent	dependent	ADJ
ajis02-310	548	28	.	.	PUNCT
ajis02-310	549	1	patterns	pattern	NOUN
ajis02-310	549	2	that	that	PRON
ajis02-310	549	3	may	may	AUX
ajis02-310	549	4	be	be	AUX
ajis02-310	549	5	significant	significant	ADJ
ajis02-310	549	6	in	in	ADP
ajis02-310	549	7	one	one	NUM
ajis02-310	549	8	set	set	NOUN
ajis02-310	549	9	of	of	ADP
ajis02-310	549	10	time	time	NOUN
ajis02-310	549	11	series	series	PROPN
ajis02-310	549	12	data	datum	NOUN
ajis02-310	549	13	may	may	AUX
ajis02-310	549	14	only	only	ADV
ajis02-310	549	15	be	be	AUX
ajis02-310	549	16	considered	consider	VERB
ajis02-310	549	17	noise	noise	NOUN
ajis02-310	549	18	within	within	ADP
ajis02-310	549	19	a	a	DET
ajis02-310	549	20	different	different	ADJ
ajis02-310	549	21	domain	domain	NOUN
ajis02-310	549	22	.	.	PUNCT
ajis02-310	550	1	therefore	therefore	ADV
ajis02-310	550	2	the	the	DET
ajis02-310	550	3	resolution	resolution	NOUN
ajis02-310	550	4	at	at	ADP
ajis02-310	550	5	which	which	PRON
ajis02-310	550	6	to	to	PART
ajis02-310	550	7	search	search	VERB
ajis02-310	550	8	for	for	ADP
ajis02-310	550	9	temporal	temporal	ADJ
ajis02-310	550	10	patterns	pattern	NOUN
ajis02-310	550	11	remains	remain	VERB
ajis02-310	550	12	a	a	DET
ajis02-310	550	13	parameter	parameter	NOUN
ajis02-310	550	14	which	which	PRON
ajis02-310	550	15	must	must	AUX
ajis02-310	550	16	be	be	AUX
ajis02-310	550	17	specified	specify	VERB
ajis02-310	550	18	by	by	ADP
ajis02-310	550	19	users	user	NOUN
ajis02-310	550	20	.	.	PUNCT
ajis02-310	551	1	however	however	ADV
ajis02-310	551	2	patterns	pattern	NOUN
ajis02-310	551	3	existing	exist	VERB
ajis02-310	551	4	over	over	ADP
ajis02-310	551	5	different	different	ADJ
ajis02-310	551	6	time	time	NOUN
ajis02-310	551	7	scales	scale	NOUN
ajis02-310	551	8	may	may	AUX
ajis02-310	551	9	all	all	PRON
ajis02-310	551	10	be	be	AUX
ajis02-310	551	11	interesting	interesting	ADJ
ajis02-310	551	12	and	and	CCONJ
ajis02-310	551	13	therefore	therefore	ADV
ajis02-310	551	14	methods	method	NOUN
ajis02-310	551	15	of	of	ADP
ajis02-310	551	16	considering	consider	VERB
ajis02-310	551	17	such	such	ADJ
ajis02-310	551	18	issues	issue	NOUN
ajis02-310	551	19	must	must	AUX
ajis02-310	551	20	be	be	AUX
ajis02-310	551	21	investigated	investigate	VERB
ajis02-310	551	22	if	if	SCONJ
ajis02-310	551	23	automated	automate	VERB
ajis02-310	551	24	tools	tool	NOUN
ajis02-310	551	25	are	be	AUX
ajis02-310	551	26	to	to	PART
ajis02-310	551	27	be	be	AUX
ajis02-310	551	28	developed	develop	VERB
ajis02-310	551	29	.	.	PUNCT
ajis02-310	552	1	the	the	DET
ajis02-310	552	2	proximity	proximity	NOUN
ajis02-310	552	3	of	of	ADP
ajis02-310	552	4	events	event	NOUN
ajis02-310	552	5	in	in	ADP
ajis02-310	552	6	time	time	NOUN
ajis02-310	552	7	determines	determine	VERB
ajis02-310	552	8	if	if	SCONJ
ajis02-310	552	9	any	any	DET
ajis02-310	552	10	significant	significant	ADJ
ajis02-310	552	11	relationship	relationship	NOUN
ajis02-310	552	12	between	between	ADP
ajis02-310	552	13	them	they	PRON
ajis02-310	552	14	can	can	AUX
ajis02-310	552	15	be	be	AUX
ajis02-310	552	16	drawn	draw	VERB
ajis02-310	552	17	.	.	PUNCT
ajis02-310	553	1	for	for	ADP
ajis02-310	553	2	example	example	NOUN
ajis02-310	553	3	the	the	DET
ajis02-310	553	4	fact	fact	NOUN
ajis02-310	553	5	that	that	SCONJ
ajis02-310	553	6	an	an	DET
ajis02-310	553	7	engine	engine	NOUN
ajis02-310	553	8	failed	fail	VERB
ajis02-310	553	9	after	after	SCONJ
ajis02-310	553	10	a	a	DET
ajis02-310	553	11	power	power	NOUN
ajis02-310	553	12	surge	surge	NOUN
ajis02-310	553	13	may	may	AUX
ajis02-310	553	14	not	not	PART
ajis02-310	553	15	be	be	AUX
ajis02-310	553	16	interesting	interesting	ADJ
ajis02-310	553	17	if	if	SCONJ
ajis02-310	553	18	the	the	DET
ajis02-310	553	19	power	power	NOUN
ajis02-310	553	20	surge	surge	NOUN
ajis02-310	553	21	occurred	occur	VERB
ajis02-310	553	22	thirty	thirty	NUM
ajis02-310	553	23	years	year	NOUN
ajis02-310	553	24	before	before	SCONJ
ajis02-310	553	25	the	the	DET
ajis02-310	553	26	engine	engine	NOUN
ajis02-310	553	27	failed	fail	VERB
ajis02-310	553	28	.	.	PUNCT
ajis02-310	554	1	if	if	SCONJ
ajis02-310	554	2	however	however	ADV
ajis02-310	554	3	the	the	DET
ajis02-310	554	4	events	event	NOUN
ajis02-310	554	5	occurred	occur	VERB
ajis02-310	554	6	within	within	ADP
ajis02-310	554	7	moments	moment	NOUN
ajis02-310	554	8	of	of	ADP
ajis02-310	554	9	each	each	DET
ajis02-310	554	10	other	other	ADJ
ajis02-310	554	11	then	then	ADV
ajis02-310	554	12	the	the	DET
ajis02-310	554	13	relationship	relationship	NOUN
ajis02-310	554	14	may	may	AUX
ajis02-310	554	15	be	be	AUX
ajis02-310	554	16	significant	significant	ADJ
ajis02-310	554	17	.	.	PUNCT
ajis02-310	555	1	many	many	ADJ
ajis02-310	555	2	application	application	NOUN
ajis02-310	555	3	domains	domain	NOUN
ajis02-310	555	4	may	may	AUX
ajis02-310	555	5	involve	involve	VERB
ajis02-310	555	6	delayed	delay	VERB
ajis02-310	555	7	reactions	reaction	NOUN
ajis02-310	555	8	and	and	CCONJ
ajis02-310	555	9	therefore	therefore	ADV
ajis02-310	555	10	determining	determine	VERB
ajis02-310	555	11	an	an	DET
ajis02-310	555	12	appropriate	appropriate	ADJ
ajis02-310	555	13	proximity	proximity	NOUN
ajis02-310	555	14	is	be	AUX
ajis02-310	555	15	essential	essential	ADJ
ajis02-310	555	16	.	.	PUNCT
ajis02-310	556	1	windowing	windowe	VERB
ajis02-310	556	2	techniques	technique	NOUN
ajis02-310	556	3	are	be	AUX
ajis02-310	556	4	commonly	commonly	ADV
ajis02-310	556	5	employed	employ	VERB
ajis02-310	556	6	to	to	PART
ajis02-310	556	7	tackle	tackle	VERB
ajis02-310	556	8	the	the	DET
ajis02-310	556	9	problem	problem	NOUN
ajis02-310	556	10	of	of	ADP
ajis02-310	556	11	proximity	proximity	NOUN
ajis02-310	556	12	.	.	PUNCT
ajis02-310	557	1	a	a	DET
ajis02-310	557	2	time	time	NOUN
ajis02-310	557	3	window	window	NOUN
ajis02-310	557	4	is	be	AUX
ajis02-310	557	5	an	an	DET
ajis02-310	557	6	interval	interval	NOUN
ajis02-310	557	7	within	within	ADP
ajis02-310	557	8	which	which	PRON
ajis02-310	557	9	data	datum	NOUN
ajis02-310	557	10	is	be	AUX
ajis02-310	557	11	examined	examine	VERB
ajis02-310	557	12	only	only	ADV
ajis02-310	557	13	in	in	ADP
ajis02-310	557	14	the	the	DET
ajis02-310	557	15	context	context	NOUN
ajis02-310	557	16	of	of	ADP
ajis02-310	557	17	the	the	DET
ajis02-310	557	18	other	other	ADJ
ajis02-310	557	19	data	datum	NOUN
ajis02-310	557	20	in	in	ADP
ajis02-310	557	21	the	the	DET
ajis02-310	557	22	window	window	NOUN
ajis02-310	557	23	.	.	PUNCT
ajis02-310	558	1	the	the	DET
ajis02-310	558	2	rx	rx	PROPN
ajis02-310	558	3	project	project	NOUN
ajis02-310	558	4	(	(	PUNCT
ajis02-310	558	5	blum	blum	PROPN
ajis02-310	558	6	1982	1982	NUM
ajis02-310	558	7	)	)	PUNCT
ajis02-310	558	8	,	,	PUNCT
ajis02-310	558	9	utilises	utilise	VERB
ajis02-310	558	10	several	several	ADJ
ajis02-310	558	11	sub	sub	NOUN
ajis02-310	558	12	-	-	NOUN
ajis02-310	558	13	modules	module	NOUN
ajis02-310	558	14	to	to	PART
ajis02-310	558	15	discover	discover	VERB
ajis02-310	558	16	causal	causal	ADJ
ajis02-310	558	17	relationships	relationship	NOUN
ajis02-310	558	18	from	from	ADP
ajis02-310	558	19	temporal	temporal	ADJ
ajis02-310	558	20	data	datum	NOUN
ajis02-310	558	21	within	within	ADP
ajis02-310	558	22	a	a	DET
ajis02-310	558	23	medical	medical	ADJ
ajis02-310	558	24	domain	domain	NOUN
ajis02-310	558	25	.	.	PUNCT
ajis02-310	559	1	rx	rx	ADJ
ajis02-310	559	2	utilises	utilise	NOUN
ajis02-310	559	3	non	non	PROPN
ajis02-310	559	4	protocol	protocol	PROPN
ajis02-310	559	5	and	and	CCONJ
ajis02-310	559	6	non	non	ADJ
ajis02-310	559	7	randomised	randomised	ADJ
ajis02-310	559	8	data	datum	NOUN
ajis02-310	559	9	or	or	CCONJ
ajis02-310	559	10	in	in	ADP
ajis02-310	559	11	other	other	ADJ
ajis02-310	559	12	words	word	NOUN
ajis02-310	559	13	,	,	PUNCT
ajis02-310	559	14	no	no	DET
ajis02-310	559	15	special	special	ADJ
ajis02-310	559	16	data	data	NOUN
ajis02-310	559	17	acquisition	acquisition	NOUN
ajis02-310	559	18	techniques	technique	NOUN
ajis02-310	559	19	are	be	AUX
ajis02-310	559	20	assumed	assume	VERB
ajis02-310	559	21	.	.	PUNCT
ajis02-310	560	1	the	the	DET
ajis02-310	560	2	data	datum	NOUN
ajis02-310	560	3	used	use	VERB
ajis02-310	560	4	is	be	AUX
ajis02-310	560	5	from	from	ADP
ajis02-310	560	6	an	an	DET
ajis02-310	560	7	operating	operating	NOUN
ajis02-310	560	8	database	database	NOUN
ajis02-310	560	9	where	where	SCONJ
ajis02-310	560	10	data	datum	NOUN
ajis02-310	560	11	input	input	NOUN
ajis02-310	560	12	is	be	AUX
ajis02-310	560	13	typically	typically	ADV
ajis02-310	560	14	on	on	ADP
ajis02-310	560	15	a	a	DET
ajis02-310	560	16	day	day	NOUN
ajis02-310	560	17	to	to	ADP
ajis02-310	560	18	day	day	NOUN
ajis02-310	560	19	basis	basis	NOUN
ajis02-310	560	20	.	.	PUNCT
ajis02-310	561	1	other	other	ADJ
ajis02-310	561	2	notable	notable	ADJ
ajis02-310	561	3	contributions	contribution	NOUN
ajis02-310	561	4	to	to	ADP
ajis02-310	561	5	temporal	temporal	ADJ
ajis02-310	561	6	knowledge	knowledge	NOUN
ajis02-310	561	7	discovery	discovery	NOUN
ajis02-310	561	8	include	include	VERB
ajis02-310	561	9	the	the	DET
ajis02-310	561	10	work	work	NOUN
ajis02-310	561	11	of	of	ADP
ajis02-310	561	12	mannila	mannila	PROPN
ajis02-310	561	13	et	et	PROPN
ajis02-310	561	14	al	al	PROPN
ajis02-310	561	15	.	.	PROPN
ajis02-310	562	1	who	who	PRON
ajis02-310	562	2	describe	describe	VERB
ajis02-310	562	3	an	an	DET
ajis02-310	562	4	algorithm	algorithm	NOUN
ajis02-310	562	5	for	for	ADP
ajis02-310	562	6	the	the	DET
ajis02-310	562	7	discovery	discovery	NOUN
ajis02-310	562	8	of	of	ADP
ajis02-310	562	9	frequently	frequently	ADV
ajis02-310	562	10	occurring	occur	VERB
ajis02-310	562	11	episodes	episode	NOUN
ajis02-310	562	12	in	in	ADP
ajis02-310	562	13	sequences	sequence	NOUN
ajis02-310	562	14	(	(	PUNCT
ajis02-310	562	15	mannila	mannila	PROPN
ajis02-310	562	16	,	,	PUNCT
ajis02-310	562	17	toivonen	toivonen	NOUN
ajis02-310	562	18	and	and	CCONJ
ajis02-310	562	19	verkamo	verkamo	NOUN
ajis02-310	562	20	1995	1995	NUM
ajis02-310	562	21	)	)	PUNCT
ajis02-310	562	22	.	.	PUNCT
ajis02-310	563	1	an	an	DET
ajis02-310	563	2	extension	extension	NOUN
ajis02-310	563	3	of	of	ADP
ajis02-310	563	4	this	this	DET
ajis02-310	563	5	work	work	NOUN
ajis02-310	563	6	employing	employ	VERB
ajis02-310	563	7	temporal	temporal	ADJ
ajis02-310	563	8	logic	logic	NOUN
ajis02-310	563	9	is	be	AUX
ajis02-310	563	10	described	describe	VERB
ajis02-310	563	11	by	by	ADP
ajis02-310	563	12	padmanabhon	padmanabhon	PROPN
ajis02-310	563	13	and	and	CCONJ
ajis02-310	563	14	tuzhilin	tuzhilin	PROPN
ajis02-310	563	15	(	(	PUNCT
ajis02-310	563	16	1996	1996	NUM
ajis02-310	563	17	)	)	PUNCT
ajis02-310	563	18	.	.	PUNCT
ajis02-310	564	1	spatial	spatial	ADJ
ajis02-310	564	2	data	data	PROPN
ajis02-310	564	3	spatial	spatial	ADJ
ajis02-310	564	4	databases	database	NOUN
ajis02-310	564	5	model	model	VERB
ajis02-310	564	6	multi	multi	ADJ
ajis02-310	564	7	-	-	ADJ
ajis02-310	564	8	dimensional	dimensional	ADJ
ajis02-310	564	9	space	space	NOUN
ajis02-310	564	10	and	and	CCONJ
ajis02-310	564	11	are	be	AUX
ajis02-310	564	12	typically	typically	ADV
ajis02-310	564	13	found	find	VERB
ajis02-310	564	14	within	within	ADP
ajis02-310	564	15	geographical	geographical	ADJ
ajis02-310	564	16	information	information	NOUN
ajis02-310	564	17	systems	system	NOUN
ajis02-310	564	18	(	(	PUNCT
ajis02-310	564	19	cis	cis	NOUN
ajis02-310	564	20	)	)	PUNCT
ajis02-310	564	21	(	(	PUNCT
ajis02-310	564	22	abraham	abraham	PROPN
ajis02-310	564	23	and	and	CCONJ
ajis02-310	564	24	roddick	roddick	PROPN
ajis02-310	564	25	1998	1998	NUM
ajis02-310	564	26	,	,	PUNCT
ajis02-310	564	27	1999	1999	NUM
ajis02-310	564	28	)	)	PUNCT
ajis02-310	564	29	.	.	PUNCT
ajis02-310	565	1	the	the	DET
ajis02-310	565	2	complexity	complexity	NOUN
ajis02-310	565	3	of	of	ADP
ajis02-310	565	4	spatial	spatial	ADJ
ajis02-310	565	5	data	datum	NOUN
ajis02-310	565	6	necessitates	necessitate	VERB
ajis02-310	565	7	the	the	DET
ajis02-310	565	8	development	development	NOUN
ajis02-310	565	9	of	of	ADP
ajis02-310	565	10	special	special	ADJ
ajis02-310	565	11	purpose	purpose	NOUN
ajis02-310	565	12	data	datum	NOUN
ajis02-310	565	13	mining	mining	NOUN
ajis02-310	565	14	tools	tool	NOUN
ajis02-310	565	15	.	.	PUNCT
ajis02-310	566	1	it	it	PRON
ajis02-310	566	2	is	be	AUX
ajis02-310	566	3	important	important	ADJ
ajis02-310	566	4	to	to	PART
ajis02-310	566	5	note	note	VERB
ajis02-310	566	6	that	that	SCONJ
ajis02-310	566	7	spatial	spatial	ADJ
ajis02-310	566	8	and	and	CCONJ
ajis02-310	566	9	non	non	ADJ
ajis02-310	566	10	-	-	ADJ
ajis02-310	566	11	spatial	spatial	ADJ
ajis02-310	566	12	information	information	NOUN
ajis02-310	566	13	will	will	AUX
ajis02-310	566	14	typically	typically	ADV
ajis02-310	566	15	need	need	VERB
ajis02-310	566	16	to	to	PART
ajis02-310	566	17	be	be	AUX
ajis02-310	566	18	integrated	integrate	VERB
ajis02-310	566	19	into	into	ADP
ajis02-310	566	20	any	any	DET
ajis02-310	566	21	learning	learning	NOUN
ajis02-310	566	22	system	system	NOUN
ajis02-310	566	23	.	.	PUNCT
ajis02-310	567	1	therefore	therefore	ADV
ajis02-310	567	2	,	,	PUNCT
ajis02-310	567	3	whilst	whilst	SCONJ
ajis02-310	567	4	existing	exist	VERB
ajis02-310	567	5	tools	tool	NOUN
ajis02-310	567	6	and	and	CCONJ
ajis02-310	567	7	techniques	technique	NOUN
ajis02-310	567	8	remain	remain	VERB
ajis02-310	567	9	partially	partially	ADV
ajis02-310	567	10	valid	valid	ADJ
ajis02-310	567	11	,	,	PUNCT
ajis02-310	567	12	further	further	ADJ
ajis02-310	567	13	extensions	extension	NOUN
ajis02-310	567	14	to	to	PART
ajis02-310	567	15	accommodate	accommodate	VERB
ajis02-310	567	16	spatial	spatial	ADJ
ajis02-310	567	17	reasoning	reasoning	NOUN
ajis02-310	567	18	are	be	AUX
ajis02-310	567	19	required	require	VERB
ajis02-310	567	20	.	.	PUNCT
ajis02-310	568	1	although	although	SCONJ
ajis02-310	568	2	the	the	DET
ajis02-310	568	3	application	application	NOUN
ajis02-310	568	4	of	of	ADP
ajis02-310	568	5	kdd	kdd	PROPN
ajis02-310	568	6	tools	tool	NOUN
ajis02-310	568	7	to	to	ADP
ajis02-310	568	8	spatial	spatial	ADJ
ajis02-310	568	9	databases	database	NOUN
ajis02-310	568	10	is	be	AUX
ajis02-310	568	11	relatively	relatively	ADV
ajis02-310	568	12	new	new	ADJ
ajis02-310	568	13	,	,	PUNCT
ajis02-310	568	14	some	some	DET
ajis02-310	568	15	work	work	NOUN
ajis02-310	568	16	has	have	AUX
ajis02-310	568	17	already	already	ADV
ajis02-310	568	18	been	be	AUX
ajis02-310	568	19	undertaken	undertake	VERB
ajis02-310	568	20	.	.	PUNCT
ajis02-310	569	1	from	from	ADP
ajis02-310	569	2	this	this	DET
ajis02-310	569	3	initial	initial	ADJ
ajis02-310	569	4	research	research	NOUN
ajis02-310	569	5	,	,	PUNCT
ajis02-310	569	6	two	two	NUM
ajis02-310	569	7	main	main	ADJ
ajis02-310	569	8	approaches	approach	NOUN
ajis02-310	569	9	to	to	ADP
ajis02-310	569	10	knowledge	knowledge	NOUN
ajis02-310	569	11	discovery	discovery	NOUN
ajis02-310	569	12	within	within	ADP
ajis02-310	569	13	spatial	spatial	ADJ
ajis02-310	569	14	databases	database	NOUN
ajis02-310	569	15	have	have	AUX
ajis02-310	569	16	emerged	emerge	VERB
ajis02-310	569	17	.	.	PUNCT
ajis02-310	570	1	the	the	DET
ajis02-310	570	2	first	first	ADJ
ajis02-310	570	3	approach	approach	NOUN
ajis02-310	570	4	is	be	AUX
ajis02-310	570	5	based	base	VERB
ajis02-310	570	6	directly	directly	ADV
ajis02-310	570	7	upon	upon	SCONJ
ajis02-310	570	8	spatial	spatial	ADJ
ajis02-310	570	9	operations	operation	NOUN
ajis02-310	570	10	,	,	PUNCT
ajis02-310	570	11	where	where	SCONJ
ajis02-310	570	12	properties	property	NOUN
ajis02-310	570	13	such	such	ADJ
ajis02-310	570	14	as	as	ADP
ajis02-310	570	15	distance	distance	NOUN
ajis02-310	570	16	and	and	CCONJ
ajis02-310	570	17	proximity	proximity	NOUN
ajis02-310	570	18	are	be	AUX
ajis02-310	570	19	used	use	VERB
ajis02-310	570	20	directly	directly	ADV
ajis02-310	570	21	within	within	ADP
ajis02-310	570	22	discovery	discovery	NOUN
ajis02-310	570	23	,	,	PUNCT
ajis02-310	570	24	in	in	ADP
ajis02-310	570	25	conjunction	conjunction	NOUN
ajis02-310	570	26	with	with	ADP
ajis02-310	570	27	techniques	technique	NOUN
ajis02-310	570	28	such	such	ADJ
ajis02-310	570	29	as	as	ADP
ajis02-310	570	30	clustering	cluster	VERB
ajis02-310	570	31	.	.	PUNCT
ajis02-310	571	1	clustering	clustering	NOUN
ajis02-310	571	2	can	can	AUX
ajis02-310	571	3	be	be	AUX
ajis02-310	571	4	defined	define	VERB
ajis02-310	571	5	as	as	ADP
ajis02-310	571	6	the	the	DET
ajis02-310	571	7	process	process	NOUN
ajis02-310	571	8	of	of	ADP
ajis02-310	571	9	grouping	group	VERB
ajis02-310	571	10	physical	physical	ADJ
ajis02-310	571	11	or	or	CCONJ
ajis02-310	571	12	abstract	abstract	ADJ
ajis02-310	571	13	objects	object	NOUN
ajis02-310	571	14	into	into	ADP
ajis02-310	571	15	classes	class	NOUN
ajis02-310	571	16	of	of	ADP
ajis02-310	571	17	similar	similar	ADJ
ajis02-310	571	18	objects	object	NOUN
ajis02-310	571	19	(	(	PUNCT
ajis02-310	571	20	chen	chen	PROPN
ajis02-310	571	21	,	,	PUNCT
ajis02-310	571	22	han	han	PROPN
ajis02-310	571	23	and	and	CCONJ
ajis02-310	571	24	yu	yu	PROPN
ajis02-310	571	25	1996	1996	NUM
ajis02-310	571	26	)	)	PUNCT
ajis02-310	571	27	.	.	PUNCT
ajis02-310	572	1	the	the	DET
ajis02-310	572	2	second	second	ADJ
ajis02-310	572	3	approach	approach	NOUN
ajis02-310	572	4	is	be	AUX
ajis02-310	572	5	based	base	VERB
ajis02-310	572	6	heavily	heavily	ADV
ajis02-310	572	7	upon	upon	SCONJ
ajis02-310	572	8	the	the	DET
ajis02-310	572	9	relational	relational	ADJ
ajis02-310	572	10	model	model	NOUN
ajis02-310	572	11	,	,	PUNCT
ajis02-310	572	12	where	where	SCONJ
ajis02-310	572	13	spatial	spatial	ADJ
ajis02-310	572	14	attributes	attribute	NOUN
ajis02-310	572	15	are	be	AUX
ajis02-310	572	16	converted	convert	VERB
ajis02-310	572	17	via	via	ADP
ajis02-310	572	18	spatial	spatial	ADJ
ajis02-310	572	19	operations	operation	NOUN
ajis02-310	572	20	into	into	ADP
ajis02-310	572	21	corresponding	corresponding	ADJ
ajis02-310	572	22	attributes	attribute	NOUN
ajis02-310	572	23	and	and	CCONJ
ajis02-310	572	24	these	these	DET
ajis02-310	572	25	attributes	attribute	NOUN
ajis02-310	572	26	are	be	AUX
ajis02-310	572	27	processed	process	VERB
ajis02-310	572	28	using	use	VERB
ajis02-310	572	29	largely	largely	ADV
ajis02-310	572	30	conventional	conventional	ADJ
ajis02-310	572	31	techniques	technique	NOUN
ajis02-310	572	32	with	with	ADP
ajis02-310	572	33	extensions	extension	NOUN
ajis02-310	572	34	to	to	PART
ajis02-310	572	35	include	include	VERB
ajis02-310	572	36	spatial	spatial	ADJ
ajis02-310	572	37	operators	operator	NOUN
ajis02-310	572	38	.	.	PUNCT
ajis02-310	573	1	bell	bell	NOUN
ajis02-310	573	2	et	et	PROPN
ajis02-310	573	3	al	al	PROPN
ajis02-310	573	4	.	.	PROPN
ajis02-310	574	1	(	(	PUNCT
ajis02-310	574	2	1994	1994	NUM
ajis02-310	574	3	)	)	PUNCT
ajis02-310	574	4	describe	describe	VERB
ajis02-310	574	5	their	their	PRON
ajis02-310	574	6	experience	experience	NOUN
ajis02-310	574	7	of	of	ADP
ajis02-310	574	8	data	datum	NOUN
ajis02-310	574	9	mining	mining	NOUN
ajis02-310	574	10	within	within	ADP
ajis02-310	574	11	spatial	spatial	ADJ
ajis02-310	574	12	databases	database	NOUN
ajis02-310	574	13	.	.	PUNCT
ajis02-310	575	1	their	their	PRON
ajis02-310	575	2	technique	technique	NOUN
ajis02-310	575	3	applies	apply	VERB
ajis02-310	575	4	the	the	DET
ajis02-310	575	5	dempster	dempster	PROPN
ajis02-310	575	6	-	-	PUNCT
ajis02-310	575	7	shafer	shafer	PROPN
ajis02-310	575	8	theory	theory	NOUN
ajis02-310	575	9	of	of	ADP
ajis02-310	575	10	evidence	evidence	NOUN
ajis02-310	575	11	to	to	ADP
ajis02-310	575	12	the	the	DET
ajis02-310	575	13	location	location	NOUN
ajis02-310	575	14	of	of	ADP
ajis02-310	575	15	volcanoes	volcano	NOUN
ajis02-310	575	16	on	on	ADP
ajis02-310	575	17	venus	venus	PROPN
ajis02-310	575	18	.	.	PUNCT
ajis02-310	576	1	volcanoes	volcano	NOUN
ajis02-310	576	2	are	be	AUX
ajis02-310	576	3	located	locate	VERB
ajis02-310	576	4	from	from	ADP
ajis02-310	576	5	images	image	NOUN
ajis02-310	576	6	captured	capture	VERB
ajis02-310	576	7	by	by	ADP
ajis02-310	576	8	the	the	DET
ajis02-310	576	9	magellan	magellan	PROPN
ajis02-310	576	10	-	-	PUNCT
ajis02-310	576	11	venus	venus	PROPN
ajis02-310	576	12	space	space	NOUN
ajis02-310	576	13	probe	probe	NOUN
ajis02-310	576	14	and	and	CCONJ
ajis02-310	576	15	evidential	evidential	ADJ
ajis02-310	576	16	reasoning	reasoning	NOUN
ajis02-310	576	17	is	be	AUX
ajis02-310	576	18	used	use	VERB
ajis02-310	576	19	to	to	PART
ajis02-310	576	20	combine	combine	VERB
ajis02-310	576	21	the	the	DET
ajis02-310	576	22	spatial	spatial	ADJ
ajis02-310	576	23	evidence	evidence	NOUN
ajis02-310	576	24	from	from	ADP
ajis02-310	576	25	multiple	multiple	ADJ
ajis02-310	576	26	images	image	NOUN
ajis02-310	576	27	.	.	PUNCT
ajis02-310	577	1	images	image	NOUN
ajis02-310	577	2	differ	differ	VERB
ajis02-310	577	3	in	in	ADP
ajis02-310	577	4	quality	quality	NOUN
ajis02-310	577	5	due	due	ADP
ajis02-310	577	6	to	to	ADP
ajis02-310	577	7	the	the	DET
ajis02-310	577	8	angle	angle	NOUN
ajis02-310	577	9	at	at	ADP
ajis02-310	577	10	which	which	PRON
ajis02-310	577	11	they	they	PRON
ajis02-310	577	12	were	be	AUX
ajis02-310	577	13	taken	take	VERB
ajis02-310	577	14	and	and	CCONJ
ajis02-310	577	15	their	their	PRON
ajis02-310	577	16	resolution	resolution	NOUN
ajis02-310	577	17	.	.	PUNCT
ajis02-310	578	1	with	with	ADP
ajis02-310	578	2	evidential	evidential	ADJ
ajis02-310	578	3	theory	theory	NOUN
ajis02-310	578	4	,	,	PUNCT
ajis02-310	578	5	the	the	DET
ajis02-310	578	6	evidence	evidence	NOUN
ajis02-310	578	7	provided	provide	VERB
ajis02-310	578	8	by	by	ADP
ajis02-310	578	9	each	each	PRON
ajis02-310	578	10	of	of	ADP
ajis02-310	578	11	the	the	DET
ajis02-310	578	12	images	image	NOUN
ajis02-310	578	13	can	can	AUX
ajis02-310	578	14	be	be	AUX
ajis02-310	578	15	assigned	assign	VERB
ajis02-310	578	16	a	a	DET
ajis02-310	578	17	weighting	weighting	NOUN
ajis02-310	578	18	to	to	PART
ajis02-310	578	19	reflect	reflect	VERB
ajis02-310	578	20	the	the	DET
ajis02-310	578	21	image	image	NOUN
ajis02-310	578	22	quality	quality	NOUN
ajis02-310	578	23	.	.	PUNCT
ajis02-310	579	1	this	this	DET
ajis02-310	579	2	approach	approach	NOUN
ajis02-310	579	3	deals	deal	VERB
ajis02-310	579	4	with	with	ADP
ajis02-310	579	5	images	image	NOUN
ajis02-310	579	6	representing	represent	VERB
ajis02-310	579	7	spatial	spatial	ADJ
ajis02-310	579	8	data	datum	NOUN
ajis02-310	579	9	,	,	PUNCT
ajis02-310	579	10	however	however	ADV
ajis02-310	579	11	other	other	ADJ
ajis02-310	579	12	techniques	technique	NOUN
ajis02-310	579	13	may	may	AUX
ajis02-310	579	14	be	be	AUX
ajis02-310	579	15	required	require	VERB
ajis02-310	579	16	for	for	ADP
ajis02-310	579	17	knowledge	knowledge	NOUN
ajis02-310	579	18	discovery	discovery	NOUN
ajis02-310	579	19	within	within	ADP
ajis02-310	579	20	spatial	spatial	ADJ
ajis02-310	579	21	databases	database	NOUN
ajis02-310	579	22	where	where	SCONJ
ajis02-310	579	23	the	the	DET
ajis02-310	579	24	spatial	spatial	ADJ
ajis02-310	579	25	data	data	NOUN
ajis02-310	579	26	is	be	AUX
ajis02-310	579	27	represented	represent	VERB
ajis02-310	579	28	in	in	ADP
ajis02-310	579	29	other	other	ADJ
ajis02-310	579	30	ways	way	NOUN
ajis02-310	579	31	.	.	PUNCT
ajis02-310	580	1	rule	rule	NOUN
ajis02-310	580	2	discovery	discovery	NOUN
ajis02-310	580	3	mechanisms	mechanism	NOUN
ajis02-310	580	4	used	use	VERB
ajis02-310	580	5	for	for	ADP
ajis02-310	580	6	non	non	ADJ
ajis02-310	580	7	-	-	ADJ
ajis02-310	580	8	spatial	spatial	ADJ
ajis02-310	580	9	data	datum	NOUN
ajis02-310	580	10	can	can	AUX
ajis02-310	580	11	potentially	potentially	ADV
ajis02-310	580	12	be	be	AUX
ajis02-310	580	13	extended	extend	VERB
ajis02-310	580	14	to	to	PART
ajis02-310	580	15	include	include	VERB
ajis02-310	580	16	spatial	spatial	ADJ
ajis02-310	580	17	information	information	NOUN
ajis02-310	580	18	.	.	PUNCT
ajis02-310	581	1	for	for	ADP
ajis02-310	581	2	example	example	NOUN
ajis02-310	581	3	,	,	PUNCT
ajis02-310	581	4	koperski	koperski	NOUN
ajis02-310	581	5	and	and	CCONJ
ajis02-310	581	6	han	han	PROPN
ajis02-310	581	7	describe	describe	VERB
ajis02-310	581	8	spatial	spatial	ADJ
ajis02-310	581	9	association	association	NOUN
ajis02-310	581	10	rules	rule	NOUN
ajis02-310	581	11	(	(	PUNCT
ajis02-310	581	12	koperski	koperski	NOUN
ajis02-310	581	13	and	and	CCONJ
ajis02-310	581	14	han	han	PROPN
ajis02-310	581	15	1995	1995	NUM
ajis02-310	581	16	)	)	PUNCT
ajis02-310	581	17	.	.	PUNCT
ajis02-310	582	1	one	one	NUM
ajis02-310	582	2	of	of	ADP
ajis02-310	582	3	the	the	DET
ajis02-310	582	4	important	important	ADJ
ajis02-310	582	5	points	point	NOUN
ajis02-310	582	6	highlighted	highlight	VERB
ajis02-310	582	7	in	in	ADP
ajis02-310	582	8	their	their	PRON
ajis02-310	582	9	work	work	NOUN
ajis02-310	582	10	is	be	AUX
ajis02-310	582	11	that	that	SCONJ
ajis02-310	582	12	existing	exist	VERB
ajis02-310	582	13	spatial	spatial	ADJ
ajis02-310	582	14	processing	processing	NOUN
ajis02-310	582	15	functions	function	NOUN
ajis02-310	582	16	should	should	AUX
ajis02-310	582	17	be	be	AUX
ajis02-310	582	18	exploited	exploit	VERB
ajis02-310	582	19	where	where	SCONJ
ajis02-310	582	20	possible	possible	ADJ
ajis02-310	582	21	and	and	CCONJ
ajis02-310	582	22	existing	exist	VERB
ajis02-310	582	23	techniques	technique	NOUN
ajis02-310	582	24	for	for	ADP
ajis02-310	582	25	relational	relational	ADJ
ajis02-310	582	26	data	datum	NOUN
ajis02-310	582	27	are	be	AUX
ajis02-310	582	28	often	often	ADV
ajis02-310	582	29	useful	useful	ADJ
ajis02-310	582	30	within	within	ADP
ajis02-310	582	31	spatial	spatial	ADJ
ajis02-310	582	32	knowledge	knowledge	NOUN
ajis02-310	582	33	discovery	discovery	NOUN
ajis02-310	582	34	.	.	PUNCT
ajis02-310	583	1	they	they	PRON
ajis02-310	583	2	define	define	VERB
ajis02-310	583	3	spatial	spatial	ADJ
ajis02-310	583	4	association	association	NOUN
ajis02-310	583	5	rules	rule	NOUN
ajis02-310	583	6	and	and	CCONJ
ajis02-310	583	7	provide	provide	VERB
ajis02-310	583	8	an	an	DET
ajis02-310	583	9	algorithm	algorithm	NOUN
ajis02-310	583	10	for	for	ADP
ajis02-310	583	11	their	their	PRON
ajis02-310	583	12	top	top	ADJ
ajis02-310	583	13	-	-	PUNCT
ajis02-310	583	14	down	down	ADP
ajis02-310	583	15	induction	induction	NOUN
ajis02-310	583	16	within	within	ADP
ajis02-310	583	17	relational	relational	ADJ
ajis02-310	583	18	based	base	VERB
ajis02-310	583	19	gis	gis	PROPN
ajis02-310	583	20	systems	system	NOUN
ajis02-310	583	21	.	.	PUNCT
ajis02-310	584	1	spatial	spatial	ADJ
ajis02-310	584	2	association	association	NOUN
ajis02-310	584	3	rules	rule	NOUN
ajis02-310	584	4	can	can	AUX
ajis02-310	584	5	be	be	AUX
ajis02-310	584	6	loosely	loosely	ADV
ajis02-310	584	7	described	describe	VERB
ajis02-310	584	8	as	as	ADP
ajis02-310	584	9	conventional	conventional	ADJ
ajis02-310	584	10	association	association	NOUN
ajis02-310	584	11	rules	rule	NOUN
ajis02-310	584	12	as	as	SCONJ
ajis02-310	584	13	defined	define	VERB
ajis02-310	584	14	by	by	ADP
ajis02-310	584	15	115	115	NUM
ajis02-310	584	16	ajis	ajis	NOUN
ajis02-310	584	17	vol	vol	NOUN
ajis02-310	584	18	.	.	PROPN
ajis02-310	585	1	6	6	NUM
ajis02-310	585	2	no	no	NOUN
ajis02-310	585	3	.	.	NOUN
ajis02-310	585	4	2	2	NUM
ajis02-310	585	5	may	may	AUX
ajis02-310	585	6	1999	1999	NUM
ajis02-310	585	7	agrawal	agrawal	VERB
ajis02-310	585	8	et	et	PROPN
ajis02-310	585	9	al	al	PROPN
ajis02-310	585	10	.	.	PROPN
ajis02-310	586	1	(	(	PUNCT
ajis02-310	586	2	1993	1993	NUM
ajis02-310	586	3	)	)	PUNCT
ajis02-310	586	4	,	,	PUNCT
ajis02-310	586	5	with	with	ADP
ajis02-310	586	6	at	at	ADV
ajis02-310	586	7	least	least	ADV
ajis02-310	586	8	one	one	NUM
ajis02-310	586	9	spatial	spatial	ADJ
ajis02-310	586	10	attribute	attribute	NOUN
ajis02-310	586	11	and	and	CCONJ
ajis02-310	586	12	the	the	DET
ajis02-310	586	13	potential	potential	NOUN
ajis02-310	586	14	for	for	ADP
ajis02-310	586	15	spatial	spatial	ADJ
ajis02-310	586	16	predicates	predicate	NOUN
ajis02-310	586	17	such	such	ADJ
ajis02-310	586	18	as	as	ADP
ajis02-310	586	19	,	,	PUNCT
ajis02-310	586	20	close	close	NOUN
ajis02-310	586	21	-	-	PUNCT
ajis02-310	586	22	to	to	PART
ajis02-310	586	23	,	,	PUNCT
ajis02-310	586	24	within	within	ADP
ajis02-310	586	25	or	or	CCONJ
ajis02-310	586	26	next	next	ADJ
ajis02-310	586	27	-	-	PUNCT
ajis02-310	586	28	to	to	ADP
ajis02-310	586	29	describing	describe	VERB
ajis02-310	586	30	the	the	DET
ajis02-310	586	31	association	association	NOUN
ajis02-310	586	32	within	within	ADP
ajis02-310	586	33	the	the	DET
ajis02-310	586	34	rule	rule	NOUN
ajis02-310	586	35	.	.	PUNCT
ajis02-310	587	1	therefore	therefore	ADV
ajis02-310	587	2	a	a	DET
ajis02-310	587	3	simple	simple	ADJ
ajis02-310	587	4	example	example	NOUN
ajis02-310	587	5	may	may	AUX
ajis02-310	587	6	be	be	AUX
ajis02-310	587	7	:	:	PUNCT
ajis02-310	587	8	is_a(x	is_a(x	NOUN
ajis02-310	587	9	,	,	PUNCT
ajis02-310	587	10	city	city	NOUN
ajis02-310	587	11	)	)	PUNCT
ajis02-310	587	12	a	a	DET
ajis02-310	587	13	within(x	within(x	PROPN
ajis02-310	587	14	,	,	PUNCT
ajis02-310	587	15	australia	australia	PROPN
ajis02-310	587	16	)	)	PUNCT
ajis02-310	587	17	-	-	PUNCT
ajis02-310	587	18	»	»	PUNCT
ajis02-310	587	19	close_to(x	close_to(x	NOUN
ajis02-310	587	20	,	,	PUNCT
ajis02-310	587	21	coast	coast	NOUN
ajis02-310	587	22	)	)	PUNCT
ajis02-310	587	23	spatial	spatial	ADJ
ajis02-310	587	24	relationships	relationship	NOUN
ajis02-310	587	25	need	need	VERB
ajis02-310	587	26	to	to	PART
ajis02-310	587	27	be	be	AUX
ajis02-310	587	28	defined	define	VERB
ajis02-310	587	29	by	by	ADP
ajis02-310	587	30	domain	domain	NOUN
ajis02-310	587	31	experts	expert	NOUN
ajis02-310	587	32	,	,	PUNCT
ajis02-310	587	33	and	and	CCONJ
ajis02-310	587	34	may	may	AUX
ajis02-310	587	35	have	have	VERB
ajis02-310	587	36	various	various	ADJ
ajis02-310	587	37	interpretations	interpretation	NOUN
ajis02-310	587	38	at	at	ADP
ajis02-310	587	39	different	different	ADJ
ajis02-310	587	40	levels	level	NOUN
ajis02-310	587	41	of	of	ADP
ajis02-310	587	42	abstraction	abstraction	NOUN
ajis02-310	587	43	,	,	PUNCT
ajis02-310	587	44	which	which	PRON
ajis02-310	587	45	also	also	ADV
ajis02-310	587	46	need	need	VERB
ajis02-310	587	47	to	to	PART
ajis02-310	587	48	be	be	AUX
ajis02-310	587	49	defined	define	VERB
ajis02-310	587	50	.	.	PUNCT
ajis02-310	588	1	for	for	ADP
ajis02-310	588	2	example	example	NOUN
ajis02-310	588	3	,	,	PUNCT
ajis02-310	588	4	a	a	DET
ajis02-310	588	5	country	country	NOUN
ajis02-310	588	6	may	may	AUX
ajis02-310	588	7	be	be	AUX
ajis02-310	588	8	defined	define	VERB
ajis02-310	588	9	as	as	ADP
ajis02-310	588	10	being	be	AUX
ajis02-310	588	11	close	close	ADJ
ajis02-310	588	12	-	-	PUNCT
ajis02-310	588	13	to	to	ADP
ajis02-310	588	14	a	a	DET
ajis02-310	588	15	city	city	NOUN
ajis02-310	588	16	if	if	SCONJ
ajis02-310	588	17	it	it	PRON
ajis02-310	588	18	is	be	AUX
ajis02-310	588	19	50	50	NUM
ajis02-310	588	20	km	km	NOUN
ajis02-310	588	21	away	away	ADV
ajis02-310	588	22	,	,	PUNCT
ajis02-310	588	23	but	but	CCONJ
ajis02-310	588	24	a	a	DET
ajis02-310	588	25	backstreet	backstreet	NOUN
ajis02-310	588	26	may	may	AUX
ajis02-310	588	27	not	not	PART
ajis02-310	588	28	be	be	AUX
ajis02-310	588	29	defined	define	VERB
ajis02-310	588	30	as	as	ADP
ajis02-310	588	31	being	be	AUX
ajis02-310	588	32	close	close	ADJ
ajis02-310	588	33	-	-	PUNCT
ajis02-310	588	34	to	to	ADP
ajis02-310	588	35	a	a	DET
ajis02-310	588	36	school	school	NOUN
ajis02-310	588	37	if	if	SCONJ
ajis02-310	588	38	it	it	PRON
ajis02-310	588	39	is	be	AUX
ajis02-310	588	40	also	also	ADV
ajis02-310	588	41	50	50	NUM
ajis02-310	588	42	km	km	NOUN
ajis02-310	588	43	away	away	ADV
ajis02-310	588	44	.	.	PUNCT
ajis02-310	589	1	therefore	therefore	ADV
ajis02-310	589	2	depending	depend	VERB
ajis02-310	589	3	upon	upon	SCONJ
ajis02-310	589	4	the	the	DET
ajis02-310	589	5	level	level	NOUN
ajis02-310	589	6	of	of	ADP
ajis02-310	589	7	abstraction	abstraction	NOUN
ajis02-310	589	8	being	be	AUX
ajis02-310	589	9	discussed	discuss	VERB
ajis02-310	589	10	,	,	PUNCT
ajis02-310	589	11	spatial	spatial	ADJ
ajis02-310	589	12	terms	term	NOUN
ajis02-310	589	13	need	need	VERB
ajis02-310	589	14	to	to	PART
ajis02-310	589	15	be	be	AUX
ajis02-310	589	16	re	re	VERB
ajis02-310	589	17	-	-	VERB
ajis02-310	589	18	interpreted	interpret	VERB
ajis02-310	589	19	.	.	PUNCT
ajis02-310	590	1	whilst	whilst	SCONJ
ajis02-310	590	2	this	this	DET
ajis02-310	590	3	approach	approach	NOUN
ajis02-310	590	4	provides	provide	VERB
ajis02-310	590	5	support	support	NOUN
ajis02-310	590	6	for	for	ADP
ajis02-310	590	7	natural	natural	ADJ
ajis02-310	590	8	language	language	NOUN
ajis02-310	590	9	semantics	semantic	NOUN
ajis02-310	590	10	,	,	PUNCT
ajis02-310	590	11	it	it	PRON
ajis02-310	590	12	creates	create	VERB
ajis02-310	590	13	the	the	DET
ajis02-310	590	14	potential	potential	NOUN
ajis02-310	590	15	for	for	ADP
ajis02-310	590	16	ambiguity	ambiguity	NOUN
ajis02-310	590	17	and	and	CCONJ
ajis02-310	590	18	a	a	DET
ajis02-310	590	19	requirement	requirement	NOUN
ajis02-310	590	20	for	for	ADP
ajis02-310	590	21	an	an	DET
ajis02-310	590	22	increased	increase	VERB
ajis02-310	590	23	level	level	NOUN
ajis02-310	590	24	of	of	ADP
ajis02-310	590	25	expert	expert	ADJ
ajis02-310	590	26	input	input	NOUN
ajis02-310	590	27	.	.	PUNCT
ajis02-310	591	1	the	the	DET
ajis02-310	591	2	koperski	koperski	PROPN
ajis02-310	591	3	and	and	CCONJ
ajis02-310	591	4	han	han	PROPN
ajis02-310	591	5	algorithm	algorithm	PROPN
ajis02-310	591	6	exploits	exploit	VERB
ajis02-310	591	7	pre	pre	ADJ
ajis02-310	591	8	-	-	VERB
ajis02-310	591	9	defined	define	VERB
ajis02-310	591	10	conceptual	conceptual	ADJ
ajis02-310	591	11	hierarchies	hierarchy	NOUN
ajis02-310	591	12	to	to	PART
ajis02-310	591	13	conduct	conduct	VERB
ajis02-310	591	14	top	top	ADJ
ajis02-310	591	15	-	-	PUNCT
ajis02-310	591	16	down	down	ADP
ajis02-310	591	17	induction	induction	NOUN
ajis02-310	591	18	.	.	PUNCT
ajis02-310	592	1	initially	initially	ADV
ajis02-310	592	2	the	the	DET
ajis02-310	592	3	spatial	spatial	ADJ
ajis02-310	592	4	data	datum	NOUN
ajis02-310	592	5	of	of	ADP
ajis02-310	592	6	interest	interest	NOUN
ajis02-310	592	7	is	be	AUX
ajis02-310	592	8	extracted	extract	VERB
ajis02-310	592	9	and	and	CCONJ
ajis02-310	592	10	processed	process	VERB
ajis02-310	592	11	to	to	PART
ajis02-310	592	12	find	find	VERB
ajis02-310	592	13	support	support	NOUN
ajis02-310	592	14	for	for	ADP
ajis02-310	592	15	any	any	DET
ajis02-310	592	16	associations	association	NOUN
ajis02-310	592	17	fitting	fit	VERB
ajis02-310	592	18	the	the	DET
ajis02-310	592	19	userspecified	userspecified	ADJ
ajis02-310	592	20	pattern	pattern	NOUN
ajis02-310	592	21	.	.	PUNCT
ajis02-310	593	1	strongly	strongly	ADV
ajis02-310	593	2	supported	support	VERB
ajis02-310	593	3	rules	rule	NOUN
ajis02-310	593	4	at	at	ADP
ajis02-310	593	5	this	this	DET
ajis02-310	593	6	high	high	ADJ
ajis02-310	593	7	level	level	NOUN
ajis02-310	593	8	of	of	ADP
ajis02-310	593	9	abstraction	abstraction	NOUN
ajis02-310	593	10	are	be	AUX
ajis02-310	593	11	then	then	ADV
ajis02-310	593	12	identified	identify	VERB
ajis02-310	593	13	.	.	PUNCT
ajis02-310	594	1	more	more	ADJ
ajis02-310	594	2	specific	specific	ADJ
ajis02-310	594	3	rules	rule	NOUN
ajis02-310	594	4	can	can	AUX
ajis02-310	594	5	then	then	ADV
ajis02-310	594	6	be	be	AUX
ajis02-310	594	7	derived	derive	VERB
ajis02-310	594	8	from	from	ADP
ajis02-310	594	9	the	the	DET
ajis02-310	594	10	high	high	ADJ
ajis02-310	594	11	level	level	NOUN
ajis02-310	594	12	set	set	VERB
ajis02-310	594	13	by	by	ADP
ajis02-310	594	14	descending	descend	VERB
ajis02-310	594	15	the	the	DET
ajis02-310	594	16	conceptual	conceptual	ADJ
ajis02-310	594	17	hierarchy	hierarchy	NOUN
ajis02-310	594	18	and	and	CCONJ
ajis02-310	594	19	these	these	DET
ajis02-310	594	20	rules	rule	NOUN
ajis02-310	594	21	tested	test	VERB
ajis02-310	594	22	for	for	ADP
ajis02-310	594	23	adequate	adequate	ADJ
ajis02-310	594	24	strength	strength	NOUN
ajis02-310	594	25	within	within	ADP
ajis02-310	594	26	the	the	DET
ajis02-310	594	27	database	database	NOUN
ajis02-310	594	28	.	.	PUNCT
ajis02-310	595	1	the	the	DET
ajis02-310	595	2	required	require	VERB
ajis02-310	595	3	minimum	minimum	NOUN
ajis02-310	595	4	support	support	NOUN
ajis02-310	595	5	threshold	threshold	NOUN
ajis02-310	595	6	can	can	AUX
ajis02-310	595	7	be	be	AUX
ajis02-310	595	8	lowered	lower	VERB
ajis02-310	595	9	for	for	ADP
ajis02-310	595	10	more	more	ADV
ajis02-310	595	11	specific	specific	ADJ
ajis02-310	595	12	rules	rule	NOUN
ajis02-310	595	13	,	,	PUNCT
ajis02-310	595	14	where	where	SCONJ
ajis02-310	595	15	less	less	ADJ
ajis02-310	595	16	data	datum	NOUN
ajis02-310	595	17	is	be	AUX
ajis02-310	595	18	available	available	ADJ
ajis02-310	595	19	.	.	PUNCT
ajis02-310	596	1	by	by	ADP
ajis02-310	596	2	continuing	continue	VERB
ajis02-310	596	3	down	down	ADP
ajis02-310	596	4	the	the	DET
ajis02-310	596	5	conceptual	conceptual	ADJ
ajis02-310	596	6	hierarchy	hierarchy	NOUN
ajis02-310	596	7	,	,	PUNCT
ajis02-310	596	8	seeking	seek	VERB
ajis02-310	596	9	more	more	ADV
ajis02-310	596	10	specific	specific	ADJ
ajis02-310	596	11	rules	rule	NOUN
ajis02-310	596	12	from	from	ADP
ajis02-310	596	13	the	the	DET
ajis02-310	596	14	previous	previous	ADJ
ajis02-310	596	15	rule	rule	NOUN
ajis02-310	596	16	set	set	NOUN
ajis02-310	596	17	,	,	PUNCT
ajis02-310	596	18	association	association	NOUN
ajis02-310	596	19	rules	rule	NOUN
ajis02-310	596	20	at	at	ADP
ajis02-310	596	21	all	all	DET
ajis02-310	596	22	levels	level	NOUN
ajis02-310	596	23	can	can	AUX
ajis02-310	596	24	be	be	AUX
ajis02-310	596	25	discovered	discover	VERB
ajis02-310	596	26	.	.	PUNCT
ajis02-310	597	1	this	this	DET
ajis02-310	597	2	approach	approach	NOUN
ajis02-310	597	3	enables	enable	VERB
ajis02-310	597	4	the	the	DET
ajis02-310	597	5	discovery	discovery	NOUN
ajis02-310	597	6	of	of	ADP
ajis02-310	597	7	rules	rule	NOUN
ajis02-310	597	8	at	at	ADP
ajis02-310	597	9	various	various	ADJ
ajis02-310	597	10	levels	level	NOUN
ajis02-310	597	11	of	of	ADP
ajis02-310	597	12	abstraction	abstraction	NOUN
ajis02-310	597	13	.	.	PUNCT
ajis02-310	598	1	it	it	PRON
ajis02-310	598	2	also	also	ADV
ajis02-310	598	3	reduces	reduce	VERB
ajis02-310	598	4	processing	processing	NOUN
ajis02-310	598	5	costs	cost	NOUN
ajis02-310	598	6	,	,	PUNCT
ajis02-310	598	7	by	by	ADP
ajis02-310	598	8	eliminating	eliminate	VERB
ajis02-310	598	9	large	large	ADJ
ajis02-310	598	10	sections	section	NOUN
ajis02-310	598	11	of	of	ADP
ajis02-310	598	12	uninteresting	uninteresting	ADJ
ajis02-310	598	13	data	datum	NOUN
ajis02-310	598	14	at	at	ADP
ajis02-310	598	15	a	a	DET
ajis02-310	598	16	high	high	ADJ
ajis02-310	598	17	level	level	NOUN
ajis02-310	598	18	of	of	ADP
ajis02-310	598	19	abstraction	abstraction	NOUN
ajis02-310	598	20	,	,	PUNCT
ajis02-310	598	21	and	and	CCONJ
ajis02-310	598	22	avoiding	avoid	VERB
ajis02-310	598	23	futile	futile	ADJ
ajis02-310	598	24	searches	search	NOUN
ajis02-310	598	25	for	for	ADP
ajis02-310	598	26	strong	strong	ADJ
ajis02-310	598	27	rules	rule	NOUN
ajis02-310	598	28	.	.	PUNCT
ajis02-310	599	1	however	however	ADV
ajis02-310	599	2	this	this	DET
ajis02-310	599	3	approach	approach	NOUN
ajis02-310	599	4	relies	rely	VERB
ajis02-310	599	5	upon	upon	SCONJ
ajis02-310	599	6	detailed	detailed	ADJ
ajis02-310	599	7	domain	domain	NOUN
ajis02-310	599	8	knowledge	knowledge	NOUN
ajis02-310	599	9	in	in	ADP
ajis02-310	599	10	the	the	DET
ajis02-310	599	11	form	form	NOUN
ajis02-310	599	12	of	of	ADP
ajis02-310	599	13	conceptual	conceptual	ADJ
ajis02-310	599	14	hierarchies	hierarchy	NOUN
ajis02-310	599	15	and	and	CCONJ
ajis02-310	599	16	the	the	DET
ajis02-310	599	17	definition	definition	NOUN
ajis02-310	599	18	of	of	ADP
ajis02-310	599	19	relationships	relationship	NOUN
ajis02-310	599	20	at	at	ADP
ajis02-310	599	21	multiple	multiple	ADJ
ajis02-310	599	22	levels	level	NOUN
ajis02-310	599	23	.	.	PUNCT
ajis02-310	600	1	lu	lu	PROPN
ajis02-310	600	2	et	et	PROPN
ajis02-310	600	3	al	al	PROPN
ajis02-310	600	4	.	.	PROPN
ajis02-310	600	5	also	also	ADV
ajis02-310	600	6	employ	employ	VERB
ajis02-310	600	7	conceptual	conceptual	ADJ
ajis02-310	600	8	hierarchies	hierarchy	NOUN
ajis02-310	600	9	in	in	ADP
ajis02-310	600	10	the	the	DET
ajis02-310	600	11	induction	induction	NOUN
ajis02-310	600	12	of	of	ADP
ajis02-310	600	13	characteristic	characteristic	ADJ
ajis02-310	600	14	rules	rule	NOUN
ajis02-310	600	15	from	from	ADP
ajis02-310	600	16	spatial	spatial	ADJ
ajis02-310	600	17	data	datum	NOUN
ajis02-310	600	18	(	(	PUNCT
ajis02-310	600	19	lu	lu	PROPN
ajis02-310	600	20	,	,	PUNCT
ajis02-310	600	21	han	han	PROPN
ajis02-310	600	22	and	and	CCONJ
ajis02-310	600	23	ooi	ooi	PROPN
ajis02-310	600	24	1993	1993	NUM
ajis02-310	600	25	)	)	PUNCT
ajis02-310	600	26	.	.	PUNCT
ajis02-310	601	1	they	they	PRON
ajis02-310	601	2	describe	describe	VERB
ajis02-310	601	3	basic	basic	ADJ
ajis02-310	601	4	algorithms	algorithm	NOUN
ajis02-310	601	5	for	for	ADP
ajis02-310	601	6	attribute	attribute	NOUN
ajis02-310	601	7	oriented	orient	VERB
ajis02-310	601	8	induction	induction	NOUN
ajis02-310	601	9	of	of	ADP
ajis02-310	601	10	spatial	spatial	ADJ
ajis02-310	601	11	and	and	CCONJ
ajis02-310	601	12	associated	associated	ADJ
ajis02-310	601	13	nonspatial	nonspatial	ADJ
ajis02-310	601	14	data	datum	NOUN
ajis02-310	601	15	.	.	PUNCT
ajis02-310	602	1	the	the	DET
ajis02-310	602	2	induced	induce	VERB
ajis02-310	602	3	rules	rule	NOUN
ajis02-310	602	4	characterise	characterise	VERB
ajis02-310	602	5	the	the	DET
ajis02-310	602	6	non	non	ADJ
ajis02-310	602	7	-	-	ADJ
ajis02-310	602	8	spatial	spatial	ADJ
ajis02-310	602	9	properties	property	NOUN
ajis02-310	602	10	and	and	CCONJ
ajis02-310	602	11	relationships	relationship	NOUN
ajis02-310	602	12	of	of	ADP
ajis02-310	602	13	spatial	spatial	ADJ
ajis02-310	602	14	objects	object	NOUN
ajis02-310	602	15	,	,	PUNCT
ajis02-310	602	16	and	and	CCONJ
ajis02-310	602	17	the	the	DET
ajis02-310	602	18	learning	learning	NOUN
ajis02-310	602	19	process	process	NOUN
ajis02-310	602	20	is	be	AUX
ajis02-310	602	21	initiated	initiate	VERB
ajis02-310	602	22	by	by	ADP
ajis02-310	602	23	a	a	DET
ajis02-310	602	24	user	user	NOUN
ajis02-310	602	25	learning	learn	VERB
ajis02-310	602	26	request	request	NOUN
ajis02-310	602	27	that	that	PRON
ajis02-310	602	28	may	may	AUX
ajis02-310	602	29	focus	focus	VERB
ajis02-310	602	30	on	on	ADP
ajis02-310	602	31	attributes	attribute	NOUN
ajis02-310	602	32	of	of	ADP
ajis02-310	602	33	interest	interest	NOUN
ajis02-310	602	34	.	.	PUNCT
ajis02-310	603	1	spatial	spatial	ADJ
ajis02-310	603	2	generalisation	generalisation	NOUN
ajis02-310	603	3	may	may	AUX
ajis02-310	603	4	be	be	AUX
ajis02-310	603	5	performed	perform	VERB
ajis02-310	603	6	with	with	ADP
ajis02-310	603	7	the	the	DET
ajis02-310	603	8	use	use	NOUN
ajis02-310	603	9	of	of	ADP
ajis02-310	603	10	existing	exist	VERB
ajis02-310	603	11	conceptual	conceptual	ADJ
ajis02-310	603	12	hierarchies	hierarchy	NOUN
ajis02-310	603	13	,	,	PUNCT
ajis02-310	603	14	clustering	cluster	VERB
ajis02-310	603	15	techniques	technique	NOUN
ajis02-310	603	16	or	or	CCONJ
ajis02-310	603	17	even	even	ADV
ajis02-310	603	18	spatial	spatial	ADJ
ajis02-310	603	19	indexing	indexing	NOUN
ajis02-310	603	20	structures	structure	NOUN
ajis02-310	603	21	.	.	PUNCT
ajis02-310	604	1	generalisation	generalisation	NOUN
ajis02-310	604	2	is	be	AUX
ajis02-310	604	3	performed	perform	VERB
ajis02-310	604	4	on	on	ADP
ajis02-310	604	5	spatial	spatial	ADJ
ajis02-310	604	6	and	and	CCONJ
ajis02-310	604	7	non	non	ADJ
ajis02-310	604	8	-	-	ADJ
ajis02-310	604	9	spatial	spatial	ADJ
ajis02-310	604	10	data	datum	NOUN
ajis02-310	604	11	,	,	PUNCT
ajis02-310	604	12	and	and	CCONJ
ajis02-310	604	13	the	the	DET
ajis02-310	604	14	order	order	NOUN
ajis02-310	604	15	in	in	ADP
ajis02-310	604	16	which	which	PRON
ajis02-310	604	17	this	this	PRON
ajis02-310	604	18	is	be	AUX
ajis02-310	604	19	done	do	VERB
ajis02-310	604	20	effects	effect	NOUN
ajis02-310	604	21	the	the	DET
ajis02-310	604	22	resulting	result	VERB
ajis02-310	604	23	generalisation	generalisation	NOUN
ajis02-310	604	24	rules	rule	NOUN
ajis02-310	604	25	.	.	PUNCT
ajis02-310	605	1	this	this	PRON
ajis02-310	605	2	leads	lead	VERB
ajis02-310	605	3	to	to	ADP
ajis02-310	605	4	the	the	DET
ajis02-310	605	5	specification	specification	NOUN
ajis02-310	605	6	of	of	ADP
ajis02-310	605	7	two	two	NUM
ajis02-310	605	8	basic	basic	ADJ
ajis02-310	605	9	algorithms	algorithm	NOUN
ajis02-310	605	10	,	,	PUNCT
ajis02-310	605	11	the	the	DET
ajis02-310	605	12	non	non	ADJ
ajis02-310	605	13	-	-	ADJ
ajis02-310	605	14	spatial	spatial	ADJ
ajis02-310	605	15	-	-	PUNCT
ajis02-310	605	16	data	data	NOUN
ajis02-310	605	17	-	-	PUNCT
ajis02-310	605	18	dominated	dominate	VERB
ajis02-310	605	19	algorithm	algorithm	NOUN
ajis02-310	605	20	that	that	PRON
ajis02-310	605	21	generalises	generalise	VERB
ajis02-310	605	22	non	non	ADJ
ajis02-310	605	23	-	-	ADJ
ajis02-310	605	24	spatial	spatial	ADJ
ajis02-310	605	25	attributes	attribute	VERB
ajis02-310	605	26	first	first	ADV
ajis02-310	605	27	,	,	PUNCT
ajis02-310	605	28	and	and	CCONJ
ajis02-310	605	29	the	the	DET
ajis02-310	605	30	spatial	spatial	ADJ
ajis02-310	605	31	-	-	PUNCT
ajis02-310	605	32	data	data	NOUN
ajis02-310	605	33	-	-	PUNCT
ajis02-310	605	34	dominated	dominate	VERB
ajis02-310	605	35	,	,	PUNCT
ajis02-310	605	36	which	which	PRON
ajis02-310	605	37	generalises	generalise	VERB
ajis02-310	605	38	spatial	spatial	ADJ
ajis02-310	605	39	attributes	attribute	NOUN
ajis02-310	605	40	first	first	ADV
ajis02-310	605	41	.	.	PUNCT
ajis02-310	606	1	the	the	DET
ajis02-310	606	2	possibility	possibility	NOUN
ajis02-310	606	3	of	of	ADP
ajis02-310	606	4	algorithms	algorithm	NOUN
ajis02-310	606	5	for	for	ADP
ajis02-310	606	6	interleaving	interleave	VERB
ajis02-310	606	7	spatial	spatial	ADJ
ajis02-310	606	8	and	and	CCONJ
ajis02-310	606	9	non	non	ADJ
ajis02-310	606	10	-	-	ADJ
ajis02-310	606	11	spatial	spatial	ADJ
ajis02-310	606	12	generalisation	generalisation	NOUN
ajis02-310	606	13	is	be	AUX
ajis02-310	606	14	also	also	ADV
ajis02-310	606	15	discussed	discuss	VERB
ajis02-310	606	16	.	.	PUNCT
ajis02-310	607	1	an	an	DET
ajis02-310	607	2	alternative	alternative	ADJ
ajis02-310	607	3	technique	technique	NOUN
ajis02-310	607	4	for	for	ADP
ajis02-310	607	5	knowledge	knowledge	NOUN
ajis02-310	607	6	discovery	discovery	NOUN
ajis02-310	607	7	in	in	ADP
ajis02-310	607	8	spatial	spatial	ADJ
ajis02-310	607	9	databases	database	NOUN
ajis02-310	607	10	is	be	AUX
ajis02-310	607	11	the	the	DET
ajis02-310	607	12	application	application	NOUN
ajis02-310	607	13	of	of	ADP
ajis02-310	607	14	clustering	clustering	ADJ
ajis02-310	607	15	techniques	technique	NOUN
ajis02-310	607	16	.	.	PUNCT
ajis02-310	608	1	ng	ng	PROPN
ajis02-310	608	2	and	and	CCONJ
ajis02-310	608	3	han	han	PROPN
ajis02-310	608	4	(	(	PUNCT
ajis02-310	608	5	1994	1994	NUM
ajis02-310	608	6	)	)	PUNCT
ajis02-310	608	7	describe	describe	VERB
ajis02-310	608	8	clarans	claran	NOUN
ajis02-310	608	9	,	,	PUNCT
ajis02-310	608	10	a	a	DET
ajis02-310	608	11	clustering	clustering	ADJ
ajis02-310	608	12	technique	technique	NOUN
ajis02-310	608	13	designed	design	VERB
ajis02-310	608	14	for	for	ADP
ajis02-310	608	15	spatial	spatial	ADJ
ajis02-310	608	16	data	datum	NOUN
ajis02-310	608	17	mining	mining	NOUN
ajis02-310	608	18	.	.	PUNCT
ajis02-310	609	1	the	the	DET
ajis02-310	609	2	effectiveness	effectiveness	NOUN
ajis02-310	609	3	of	of	ADP
ajis02-310	609	4	clarans	claran	NOUN
ajis02-310	609	5	,	,	PUNCT
ajis02-310	609	6	and	and	CCONJ
ajis02-310	609	7	the	the	DET
ajis02-310	609	8	techniques	technique	NOUN
ajis02-310	609	9	it	it	PRON
ajis02-310	609	10	is	be	AUX
ajis02-310	609	11	based	base	VERB
ajis02-310	609	12	upon	upon	SCONJ
ajis02-310	609	13	,	,	PUNCT
ajis02-310	609	14	rests	rest	VERB
ajis02-310	609	15	strongly	strongly	ADV
ajis02-310	609	16	in	in	ADP
ajis02-310	609	17	its	its	PRON
ajis02-310	609	18	ability	ability	NOUN
ajis02-310	609	19	to	to	PART
ajis02-310	609	20	determine	determine	VERB
ajis02-310	609	21	the	the	DET
ajis02-310	609	22	central	central	ADJ
ajis02-310	609	23	representative	representative	ADJ
ajis02-310	609	24	object	object	NOUN
ajis02-310	609	25	or	or	CCONJ
ajis02-310	609	26	mediod	mediod	NOUN
ajis02-310	609	27	for	for	ADP
ajis02-310	609	28	each	each	DET
ajis02-310	609	29	cluster	cluster	NOUN
ajis02-310	609	30	.	.	PUNCT
ajis02-310	610	1	this	this	DET
ajis02-310	610	2	process	process	NOUN
ajis02-310	610	3	involves	involve	VERB
ajis02-310	610	4	testing	test	VERB
ajis02-310	610	5	candidate	candidate	NOUN
ajis02-310	610	6	mediods	mediod	NOUN
ajis02-310	610	7	against	against	ADP
ajis02-310	610	8	their	their	PRON
ajis02-310	610	9	neighbouring	neighbouring	ADJ
ajis02-310	610	10	objects	object	NOUN
ajis02-310	610	11	.	.	PUNCT
ajis02-310	611	1	once	once	ADV
ajis02-310	611	2	this	this	DET
ajis02-310	611	3	first	first	ADJ
ajis02-310	611	4	step	step	NOUN
ajis02-310	611	5	has	have	AUX
ajis02-310	611	6	been	be	AUX
ajis02-310	611	7	performed	perform	VERB
ajis02-310	611	8	other	other	ADJ
ajis02-310	611	9	objects	object	NOUN
ajis02-310	611	10	can	can	AUX
ajis02-310	611	11	be	be	AUX
ajis02-310	611	12	assigned	assign	VERB
ajis02-310	611	13	to	to	ADP
ajis02-310	611	14	the	the	DET
ajis02-310	611	15	appropriate	appropriate	ADJ
ajis02-310	611	16	cluster	cluster	NOUN
ajis02-310	611	17	based	base	VERB
ajis02-310	611	18	on	on	ADP
ajis02-310	611	19	their	their	PRON
ajis02-310	611	20	proximity	proximity	NOUN
ajis02-310	611	21	to	to	ADP
ajis02-310	611	22	the	the	DET
ajis02-310	611	23	mediod	mediod	NOUN
ajis02-310	611	24	.	.	PUNCT
ajis02-310	612	1	however	however	ADV
ajis02-310	612	2	an	an	DET
ajis02-310	612	3	exhaustive	exhaustive	ADJ
ajis02-310	612	4	search	search	NOUN
ajis02-310	612	5	for	for	ADP
ajis02-310	612	6	the	the	DET
ajis02-310	612	7	best	good	ADJ
ajis02-310	612	8	mediod	mediod	NOUN
ajis02-310	612	9	within	within	ADP
ajis02-310	612	10	the	the	DET
ajis02-310	612	11	dataset	dataset	NOUN
ajis02-310	612	12	is	be	AUX
ajis02-310	612	13	impractical	impractical	ADJ
ajis02-310	612	14	within	within	ADP
ajis02-310	612	15	very	very	ADV
ajis02-310	612	16	large	large	ADJ
ajis02-310	612	17	datasets	dataset	NOUN
ajis02-310	612	18	.	.	PUNCT
ajis02-310	613	1	rather	rather	ADV
ajis02-310	613	2	than	than	SCONJ
ajis02-310	613	3	look	look	VERB
ajis02-310	613	4	for	for	ADP
ajis02-310	613	5	the	the	DET
ajis02-310	613	6	mediods	mediod	NOUN
ajis02-310	613	7	within	within	ADP
ajis02-310	613	8	sample	sample	NOUN
ajis02-310	613	9	sets	set	NOUN
ajis02-310	613	10	of	of	ADP
ajis02-310	613	11	the	the	DET
ajis02-310	613	12	data	datum	NOUN
ajis02-310	613	13	,	,	PUNCT
ajis02-310	613	14	clarans	clarans	PROPN
ajis02-310	613	15	works	work	VERB
ajis02-310	613	16	with	with	ADP
ajis02-310	613	17	the	the	DET
ajis02-310	613	18	complete	complete	ADJ
ajis02-310	613	19	dataset	dataset	NOUN
ajis02-310	613	20	,	,	PUNCT
ajis02-310	613	21	but	but	CCONJ
ajis02-310	613	22	only	only	ADV
ajis02-310	613	23	tests	test	VERB
ajis02-310	613	24	a	a	DET
ajis02-310	613	25	mediod	mediod	NOUN
ajis02-310	613	26	against	against	ADP
ajis02-310	613	27	samples	sample	NOUN
ajis02-310	613	28	of	of	ADP
ajis02-310	613	29	neighbouring	neighbouring	ADJ
ajis02-310	613	30	objects	object	NOUN
ajis02-310	613	31	.	.	PUNCT
ajis02-310	614	1	both	both	DET
ajis02-310	614	2	a	a	DET
ajis02-310	614	3	spatial	spatial	ADJ
ajis02-310	614	4	dominant	dominant	ADJ
ajis02-310	614	5	version	version	NOUN
ajis02-310	614	6	sd(clarans	sd(claran	NOUN
ajis02-310	614	7	)	)	PUNCT
ajis02-310	614	8	,	,	PUNCT
ajis02-310	614	9	and	and	CCONJ
ajis02-310	614	10	a	a	DET
ajis02-310	614	11	non	non	ADJ
ajis02-310	614	12	-	-	ADJ
ajis02-310	614	13	spatial	spatial	ADJ
ajis02-310	614	14	dominant	dominant	ADJ
ajis02-310	614	15	version	version	NOUN
ajis02-310	614	16	,	,	PUNCT
ajis02-310	614	17	nsd(clarans	nsd(claran	NOUN
ajis02-310	614	18	)	)	PUNCT
ajis02-310	614	19	are	be	AUX
ajis02-310	614	20	described	describe	VERB
ajis02-310	614	21	.	.	PUNCT
ajis02-310	615	1	the	the	DET
ajis02-310	615	2	spatial	spatial	ADJ
ajis02-310	615	3	dominant	dominant	ADJ
ajis02-310	615	4	version	version	NOUN
ajis02-310	615	5	performs	perform	VERB
ajis02-310	615	6	clustering	clustering	NOUN
ajis02-310	615	7	of	of	ADP
ajis02-310	615	8	spatial	spatial	ADJ
ajis02-310	615	9	attributes	attribute	NOUN
ajis02-310	615	10	before	before	ADP
ajis02-310	615	11	applying	apply	VERB
ajis02-310	615	12	the	the	DET
ajis02-310	615	13	dblearn	dblearn	NOUN
ajis02-310	615	14	system	system	NOUN
ajis02-310	615	15	(	(	PUNCT
ajis02-310	615	16	han	han	PROPN
ajis02-310	615	17	,	,	PUNCT
ajis02-310	615	18	cai	cai	PROPN
ajis02-310	615	19	and	and	CCONJ
ajis02-310	615	20	cercone	cercone	NOUN
ajis02-310	615	21	1993	1993	NUM
ajis02-310	615	22	)	)	PUNCT
ajis02-310	615	23	,	,	PUNCT
ajis02-310	615	24	to	to	ADP
ajis02-310	615	25	the	the	DET
ajis02-310	615	26	non	non	ADJ
ajis02-310	615	27	-	-	ADJ
ajis02-310	615	28	spatial	spatial	ADJ
ajis02-310	615	29	attributes	attribute	NOUN
ajis02-310	615	30	associated	associate	VERB
ajis02-310	615	31	with	with	ADP
ajis02-310	615	32	each	each	DET
ajis02-310	615	33	cluster	cluster	NOUN
ajis02-310	615	34	.	.	PUNCT
ajis02-310	616	1	this	this	DET
ajis02-310	616	2	approach	approach	NOUN
ajis02-310	616	3	provides	provide	VERB
ajis02-310	616	4	a	a	DET
ajis02-310	616	5	non	non	ADJ
ajis02-310	616	6	-	-	ADJ
ajis02-310	616	7	spatial	spatial	ADJ
ajis02-310	616	8	description	description	NOUN
ajis02-310	616	9	of	of	ADP
ajis02-310	616	10	the	the	DET
ajis02-310	616	11	spatial	spatial	ADJ
ajis02-310	616	12	clusterings	clustering	NOUN
ajis02-310	616	13	.	.	PUNCT
ajis02-310	617	1	the	the	DET
ajis02-310	617	2	non	non	ADJ
ajis02-310	617	3	-	-	ADJ
ajis02-310	617	4	spatial	spatial	ADJ
ajis02-310	617	5	dominant	dominant	ADJ
ajis02-310	617	6	approach	approach	NOUN
ajis02-310	617	7	applies	apply	VERB
ajis02-310	617	8	dblearn	dblearn	NOUN
ajis02-310	617	9	algorithms	algorithm	NOUN
ajis02-310	617	10	to	to	ADP
ajis02-310	617	11	the	the	DET
ajis02-310	617	12	non	non	ADJ
ajis02-310	617	13	-	-	ADJ
ajis02-310	617	14	spatial	spatial	ADJ
ajis02-310	617	15	data	datum	NOUN
ajis02-310	617	16	first	first	ADV
ajis02-310	617	17	,	,	PUNCT
ajis02-310	617	18	before	before	ADP
ajis02-310	617	19	applying	apply	VERB
ajis02-310	617	20	clarans	claran	NOUN
ajis02-310	617	21	to	to	ADP
ajis02-310	617	22	the	the	DET
ajis02-310	617	23	spatial	spatial	ADJ
ajis02-310	617	24	attributes	attribute	NOUN
ajis02-310	617	25	associated	associate	VERB
ajis02-310	617	26	with	with	ADP
ajis02-310	617	27	each	each	PRON
ajis02-310	617	28	of	of	ADP
ajis02-310	617	29	the	the	DET
ajis02-310	617	30	generalised	generalise	VERB
ajis02-310	617	31	tuples	tuple	NOUN
ajis02-310	617	32	.	.	PUNCT
ajis02-310	618	1	this	this	DET
ajis02-310	618	2	approach	approach	NOUN
ajis02-310	618	3	reveals	reveal	VERB
ajis02-310	618	4	spatial	spatial	ADJ
ajis02-310	618	5	clusterings	clustering	NOUN
ajis02-310	618	6	existing	exist	VERB
ajis02-310	618	7	within	within	ADP
ajis02-310	618	8	groupings	grouping	NOUN
ajis02-310	618	9	of	of	ADP
ajis02-310	618	10	non	non	ADJ
ajis02-310	618	11	-	-	ADJ
ajis02-310	618	12	spatial	spatial	ADJ
ajis02-310	618	13	items	item	NOUN
ajis02-310	618	14	.	.	PUNCT
ajis02-310	619	1	clarans	clarans	PROPN
ajis02-310	619	2	is	be	AUX
ajis02-310	619	3	further	far	ADV
ajis02-310	619	4	investigated	investigate	VERB
ajis02-310	619	5	by	by	ADP
ajis02-310	619	6	ester	ester	NOUN
ajis02-310	619	7	et	et	PROPN
ajis02-310	619	8	al	al	PROPN
ajis02-310	619	9	.	.	PROPN
ajis02-310	619	10	who	who	PRON
ajis02-310	619	11	describe	describe	VERB
ajis02-310	619	12	the	the	DET
ajis02-310	619	13	efficient	efficient	ADJ
ajis02-310	619	14	application	application	NOUN
ajis02-310	619	15	of	of	ADP
ajis02-310	619	16	this	this	DET
ajis02-310	619	17	clustering	clustering	ADJ
ajis02-310	619	18	algorithm	algorithm	NOUN
ajis02-310	619	19	to	to	ADP
ajis02-310	619	20	spatial	spatial	ADJ
ajis02-310	619	21	databases	database	NOUN
ajis02-310	619	22	,	,	PUNCT
ajis02-310	619	23	(	(	PUNCT
ajis02-310	619	24	ester	ester	NOUN
ajis02-310	619	25	,	,	PUNCT
ajis02-310	619	26	kriegel	kriegel	NOUN
ajis02-310	619	27	and	and	CCONJ
ajis02-310	619	28	xu	xu	NOUN
ajis02-310	619	29	1995	1995	NUM
ajis02-310	619	30	)	)	PUNCT
ajis02-310	619	31	.	.	PUNCT
ajis02-310	620	1	they	they	PRON
ajis02-310	620	2	describe	describe	VERB
ajis02-310	620	3	performance	performance	NOUN
ajis02-310	620	4	enhancement	enhancement	NOUN
ajis02-310	620	5	techniques	technique	NOUN
ajis02-310	620	6	showing	show	VERB
ajis02-310	620	7	a	a	DET
ajis02-310	620	8	slightly	slightly	ADV
ajis02-310	620	9	reduced	reduce	VERB
ajis02-310	620	10	effectiveness	effectiveness	NOUN
ajis02-310	620	11	for	for	ADP
ajis02-310	620	12	a	a	DET
ajis02-310	620	13	large	large	ADJ
ajis02-310	620	14	gain	gain	NOUN
ajis02-310	620	15	in	in	ADP
ajis02-310	620	16	efficiency	efficiency	NOUN
ajis02-310	620	17	.	.	PUNCT
ajis02-310	621	1	such	such	DET
ajis02-310	621	2	a	a	DET
ajis02-310	621	3	trade	trade	NOUN
ajis02-310	621	4	-	-	PUNCT
ajis02-310	621	5	off	off	NOUN
ajis02-310	621	6	is	be	AUX
ajis02-310	621	7	likely	likely	ADJ
ajis02-310	621	8	to	to	PART
ajis02-310	621	9	be	be	AUX
ajis02-310	621	10	highly	highly	ADV
ajis02-310	621	11	desirable	desirable	ADJ
ajis02-310	621	12	in	in	ADP
ajis02-310	621	13	applications	application	NOUN
ajis02-310	621	14	involving	involve	VERB
ajis02-310	621	15	very	very	ADV
ajis02-310	621	16	large	large	ADJ
ajis02-310	621	17	volumes	volume	NOUN
ajis02-310	621	18	of	of	ADP
ajis02-310	621	19	spatial	spatial	ADJ
ajis02-310	621	20	data	datum	NOUN
ajis02-310	621	21	.	.	PUNCT
ajis02-310	622	1	they	they	PRON
ajis02-310	622	2	apply	apply	VERB
ajis02-310	622	3	their	their	PRON
ajis02-310	622	4	technique	technique	NOUN
ajis02-310	622	5	to	to	ADP
ajis02-310	622	6	a	a	DET
ajis02-310	622	7	large	large	ADJ
ajis02-310	622	8	protein	protein	NOUN
ajis02-310	622	9	database	database	NOUN
ajis02-310	622	10	,	,	PUNCT
ajis02-310	622	11	to	to	PART
ajis02-310	622	12	aid	aid	VERB
ajis02-310	622	13	in	in	ADP
ajis02-310	622	14	the	the	DET
ajis02-310	622	15	identification	identification	NOUN
ajis02-310	622	16	of	of	ADP
ajis02-310	622	17	similar	similar	ADJ
ajis02-310	622	18	protein	protein	NOUN
ajis02-310	622	19	surfaces	surface	NOUN
ajis02-310	622	20	.	.	PUNCT
ajis02-310	623	1	in	in	ADP
ajis02-310	623	2	addition	addition	NOUN
ajis02-310	623	3	,	,	PUNCT
ajis02-310	623	4	ester	ester	NOUN
ajis02-310	623	5	et	et	PROPN
ajis02-310	623	6	al	al	PROPN
ajis02-310	623	7	.	.	PROPN
ajis02-310	623	8	point	point	VERB
ajis02-310	623	9	out	out	ADP
ajis02-310	623	10	that	that	SCONJ
ajis02-310	623	11	clustering	clustering	ADJ
ajis02-310	623	12	techniques	technique	NOUN
ajis02-310	623	13	are	be	AUX
ajis02-310	623	14	not	not	PART
ajis02-310	623	15	dependent	dependent	ADJ
ajis02-310	623	16	upon	upon	SCONJ
ajis02-310	623	17	domain	domain	NOUN
ajis02-310	623	18	knowledge	knowledge	NOUN
ajis02-310	623	19	.	.	PUNCT
ajis02-310	624	1	combinatorial	combinatorial	ADJ
ajis02-310	624	2	data	datum	NOUN
ajis02-310	624	3	combinatorial	combinatorial	ADJ
ajis02-310	624	4	data	datum	NOUN
ajis02-310	624	5	contains	contain	VERB
ajis02-310	624	6	complex	complex	ADJ
ajis02-310	624	7	objects	object	NOUN
ajis02-310	624	8	such	such	ADJ
ajis02-310	624	9	as	as	ADP
ajis02-310	624	10	trees	tree	NOUN
ajis02-310	624	11	,	,	PUNCT
ajis02-310	624	12	graphs	graph	NOUN
ajis02-310	624	13	and	and	CCONJ
ajis02-310	624	14	sequences	sequence	NOUN
ajis02-310	624	15	that	that	PRON
ajis02-310	624	16	often	often	ADV
ajis02-310	624	17	exist	exist	VERB
ajis02-310	624	18	in	in	ADP
ajis02-310	624	19	databases	database	NOUN
ajis02-310	624	20	describing	describe	VERB
ajis02-310	624	21	sophisticated	sophisticated	ADJ
ajis02-310	624	22	domains	domain	NOUN
ajis02-310	624	23	such	such	ADJ
ajis02-310	624	24	as	as	ADP
ajis02-310	624	25	circuit	circuit	NOUN
ajis02-310	624	26	layouts	layout	NOUN
ajis02-310	624	27	,	,	PUNCT
ajis02-310	624	28	molecular	molecular	ADJ
ajis02-310	624	29	structures	structure	NOUN
ajis02-310	624	30	or	or	CCONJ
ajis02-310	624	31	computer	computer	NOUN
ajis02-310	624	32	code	code	NOUN
ajis02-310	624	33	.	.	PUNCT
ajis02-310	625	1	one	one	NUM
ajis02-310	625	2	application	application	NOUN
ajis02-310	625	3	for	for	ADP
ajis02-310	625	4	knowledge	knowledge	NOUN
ajis02-310	625	5	discovery	discovery	NOUN
ajis02-310	625	6	tools	tool	NOUN
ajis02-310	625	7	in	in	ADP
ajis02-310	625	8	combinatorial	combinatorial	ADJ
ajis02-310	625	9	domains	domain	NOUN
ajis02-310	625	10	is	be	AUX
ajis02-310	625	11	to	to	PART
ajis02-310	625	12	discover	discover	VERB
ajis02-310	625	13	generalisations	generalisation	NOUN
ajis02-310	625	14	of	of	ADP
ajis02-310	625	15	data	datum	NOUN
ajis02-310	625	16	,	,	PUNCT
ajis02-310	625	17	by	by	ADP
ajis02-310	625	18	finding	find	VERB
ajis02-310	625	19	substructures	substructure	NOUN
ajis02-310	625	20	which	which	PRON
ajis02-310	625	21	occur	occur	VERB
ajis02-310	625	22	repeatedly	repeatedly	ADV
ajis02-310	625	23	and	and	CCONJ
ajis02-310	625	24	can	can	AUX
ajis02-310	625	25	be	be	AUX
ajis02-310	625	26	substituted	substitute	VERB
ajis02-310	625	27	and	and	CCONJ
ajis02-310	625	28	hence	hence	ADV
ajis02-310	625	29	reduce	reduce	VERB
ajis02-310	625	30	the	the	DET
ajis02-310	625	31	volume	volume	NOUN
ajis02-310	625	32	of	of	ADP
ajis02-310	625	33	the	the	DET
ajis02-310	625	34	encoded	encode	VERB
ajis02-310	625	35	116	116	NUM
ajis02-310	625	36	ajis	ajis	NOUN
ajis02-310	625	37	vol	vol	NOUN
ajis02-310	625	38	.	.	PROPN
ajis02-310	625	39	6	6	NUM
ajis02-310	625	40	no	no	NOUN
ajis02-310	625	41	.	.	NOUN
ajis02-310	625	42	2	2	NUM
ajis02-310	625	43	may	may	PROPN
ajis02-310	625	44	1999	1999	NUM
ajis02-310	625	45	data	datum	NOUN
ajis02-310	625	46	.	.	PUNCT
ajis02-310	626	1	finding	find	VERB
ajis02-310	626	2	similarities	similarity	NOUN
ajis02-310	626	3	between	between	ADP
ajis02-310	626	4	complex	complex	ADJ
ajis02-310	626	5	objects	object	NOUN
ajis02-310	626	6	is	be	AUX
ajis02-310	626	7	often	often	ADV
ajis02-310	626	8	too	too	ADV
ajis02-310	626	9	difficult	difficult	ADJ
ajis02-310	626	10	to	to	PART
ajis02-310	626	11	perform	perform	VERB
ajis02-310	626	12	by	by	ADP
ajis02-310	626	13	inspection	inspection	NOUN
ajis02-310	626	14	and	and	CCONJ
ajis02-310	626	15	this	this	PRON
ajis02-310	626	16	can	can	AUX
ajis02-310	626	17	also	also	ADV
ajis02-310	626	18	be	be	AUX
ajis02-310	626	19	performed	perform	VERB
ajis02-310	626	20	using	use	VERB
ajis02-310	626	21	knowledge	knowledge	NOUN
ajis02-310	626	22	discovery	discovery	NOUN
ajis02-310	626	23	techniques	technique	NOUN
ajis02-310	626	24	.	.	PUNCT
ajis02-310	627	1	the	the	DET
ajis02-310	627	2	emphasis	emphasis	NOUN
ajis02-310	627	3	in	in	ADP
ajis02-310	627	4	combinatorial	combinatorial	ADJ
ajis02-310	627	5	data	datum	NOUN
ajis02-310	627	6	mining	mining	NOUN
ajis02-310	627	7	is	be	AUX
ajis02-310	627	8	upon	upon	SCONJ
ajis02-310	627	9	identifying	identify	VERB
ajis02-310	627	10	patterns	pattern	NOUN
ajis02-310	627	11	in	in	ADP
ajis02-310	627	12	the	the	DET
ajis02-310	627	13	underlying	underlie	VERB
ajis02-310	627	14	structure	structure	NOUN
ajis02-310	627	15	.	.	PUNCT
ajis02-310	628	1	djoko	djoko	PROPN
ajis02-310	628	2	et	et	PROPN
ajis02-310	628	3	al	al	PROPN
ajis02-310	628	4	.	.	PROPN
ajis02-310	629	1	describe	describe	AUX
ajis02-310	629	2	subdue	subdue	VERB
ajis02-310	629	3	a	a	DET
ajis02-310	629	4	tool	tool	NOUN
ajis02-310	629	5	for	for	ADP
ajis02-310	629	6	the	the	DET
ajis02-310	629	7	use	use	NOUN
ajis02-310	629	8	of	of	ADP
ajis02-310	629	9	domain	domain	NOUN
ajis02-310	629	10	knowledge	knowledge	NOUN
ajis02-310	629	11	in	in	ADP
ajis02-310	629	12	the	the	DET
ajis02-310	629	13	discovery	discovery	NOUN
ajis02-310	629	14	of	of	ADP
ajis02-310	629	15	substructure	substructure	NOUN
ajis02-310	629	16	within	within	ADP
ajis02-310	629	17	combinatorial	combinatorial	ADJ
ajis02-310	629	18	data	datum	NOUN
ajis02-310	629	19	(	(	PUNCT
ajis02-310	629	20	djoko	djoko	PROPN
ajis02-310	629	21	,	,	PUNCT
ajis02-310	629	22	cook	cook	NOUN
ajis02-310	629	23	and	and	CCONJ
ajis02-310	629	24	holder	holder	NOUN
ajis02-310	629	25	1995	1995	NUM
ajis02-310	629	26	)	)	PUNCT
ajis02-310	629	27	.	.	PUNCT
ajis02-310	630	1	the	the	DET
ajis02-310	630	2	input	input	NOUN
ajis02-310	630	3	data	datum	NOUN
ajis02-310	630	4	can	can	AUX
ajis02-310	630	5	be	be	AUX
ajis02-310	630	6	substituted	substitute	VERB
ajis02-310	630	7	with	with	ADP
ajis02-310	630	8	a	a	DET
ajis02-310	630	9	pointer	pointer	NOUN
ajis02-310	630	10	to	to	ADP
ajis02-310	630	11	the	the	DET
ajis02-310	630	12	appropriate	appropriate	ADJ
ajis02-310	630	13	substructure	substructure	NOUN
ajis02-310	630	14	.	.	PUNCT
ajis02-310	631	1	statistical	statistical	ADJ
ajis02-310	631	2	measures	measure	NOUN
ajis02-310	631	3	of	of	ADP
ajis02-310	631	4	the	the	DET
ajis02-310	631	5	goodness	goodness	NOUN
ajis02-310	631	6	of	of	ADP
ajis02-310	631	7	fit	fit	NOUN
ajis02-310	631	8	between	between	ADP
ajis02-310	631	9	the	the	DET
ajis02-310	631	10	substructure	substructure	NOUN
ajis02-310	631	11	and	and	CCONJ
ajis02-310	631	12	the	the	DET
ajis02-310	631	13	input	input	NOUN
ajis02-310	631	14	data	data	NOUN
ajis02-310	631	15	determine	determine	VERB
ajis02-310	631	16	if	if	SCONJ
ajis02-310	631	17	the	the	DET
ajis02-310	631	18	fit	fit	NOUN
ajis02-310	631	19	is	be	AUX
ajis02-310	631	20	sufficient	sufficient	ADJ
ajis02-310	631	21	to	to	PART
ajis02-310	631	22	support	support	VERB
ajis02-310	631	23	the	the	DET
ajis02-310	631	24	substitution	substitution	NOUN
ajis02-310	631	25	of	of	ADP
ajis02-310	631	26	the	the	DET
ajis02-310	631	27	input	input	NOUN
ajis02-310	631	28	data	datum	NOUN
ajis02-310	631	29	with	with	ADP
ajis02-310	631	30	the	the	DET
ajis02-310	631	31	pre	pre	ADJ
ajis02-310	631	32	-	-	ADJ
ajis02-310	631	33	defined	define	VERB
ajis02-310	631	34	substructure	substructure	NOUN
ajis02-310	631	35	.	.	PUNCT
ajis02-310	632	1	once	once	ADV
ajis02-310	632	2	discovered	discover	VERB
ajis02-310	632	3	,	,	PUNCT
ajis02-310	632	4	these	these	DET
ajis02-310	632	5	substructures	substructure	NOUN
ajis02-310	632	6	can	can	AUX
ajis02-310	632	7	be	be	AUX
ajis02-310	632	8	used	use	VERB
ajis02-310	632	9	to	to	PART
ajis02-310	632	10	form	form	VERB
ajis02-310	632	11	a	a	DET
ajis02-310	632	12	compressed	compress	VERB
ajis02-310	632	13	representation	representation	NOUN
ajis02-310	632	14	of	of	ADP
ajis02-310	632	15	the	the	DET
ajis02-310	632	16	original	original	ADJ
ajis02-310	632	17	data	datum	NOUN
ajis02-310	632	18	or	or	CCONJ
ajis02-310	632	19	employed	employ	VERB
ajis02-310	632	20	for	for	ADP
ajis02-310	632	21	the	the	DET
ajis02-310	632	22	purposes	purpose	NOUN
ajis02-310	632	23	of	of	ADP
ajis02-310	632	24	providing	provide	VERB
ajis02-310	632	25	an	an	DET
ajis02-310	632	26	overview	overview	NOUN
ajis02-310	632	27	of	of	ADP
ajis02-310	632	28	what	what	PRON
ajis02-310	632	29	structures	structure	NOUN
ajis02-310	632	30	exist	exist	VERB
ajis02-310	632	31	in	in	ADP
ajis02-310	632	32	the	the	DET
ajis02-310	632	33	data	datum	NOUN
ajis02-310	632	34	.	.	PUNCT
ajis02-310	633	1	substructures	substructure	NOUN
ajis02-310	633	2	are	be	AUX
ajis02-310	633	3	modelled	model	VERB
ajis02-310	633	4	in	in	ADP
ajis02-310	633	5	a	a	DET
ajis02-310	633	6	hierarchy	hierarchy	NOUN
ajis02-310	633	7	and	and	CCONJ
ajis02-310	633	8	occur	occur	VERB
ajis02-310	633	9	at	at	ADP
ajis02-310	633	10	multiple	multiple	ADJ
ajis02-310	633	11	levels	level	NOUN
ajis02-310	633	12	.	.	PUNCT
ajis02-310	634	1	therefore	therefore	ADV
ajis02-310	634	2	they	they	PRON
ajis02-310	634	3	can	can	AUX
ajis02-310	634	4	be	be	AUX
ajis02-310	634	5	generalised	generalise	VERB
ajis02-310	634	6	and	and	CCONJ
ajis02-310	634	7	decomposed	decompose	VERB
ajis02-310	634	8	into	into	ADP
ajis02-310	634	9	other	other	ADJ
ajis02-310	634	10	substructures	substructure	NOUN
ajis02-310	634	11	within	within	ADP
ajis02-310	634	12	the	the	DET
ajis02-310	634	13	hierarchy	hierarchy	NOUN
ajis02-310	634	14	.	.	PUNCT
ajis02-310	635	1	the	the	DET
ajis02-310	635	2	discovery	discovery	NOUN
ajis02-310	635	3	of	of	ADP
ajis02-310	635	4	similar	similar	ADJ
ajis02-310	635	5	substrings	substring	NOUN
ajis02-310	635	6	in	in	ADP
ajis02-310	635	7	protein	protein	NOUN
ajis02-310	635	8	sequences	sequence	NOUN
ajis02-310	635	9	is	be	AUX
ajis02-310	635	10	discussed	discuss	VERB
ajis02-310	635	11	by	by	ADP
ajis02-310	635	12	wang	wang	PROPN
ajis02-310	635	13	et	et	PROPN
ajis02-310	635	14	al	al	PROPN
ajis02-310	635	15	.	.	PROPN
ajis02-310	636	1	(	(	PUNCT
ajis02-310	636	2	1994	1994	NUM
ajis02-310	636	3	)	)	PUNCT
ajis02-310	636	4	.	.	PUNCT
ajis02-310	637	1	their	their	PRON
ajis02-310	637	2	approach	approach	NOUN
ajis02-310	637	3	is	be	AUX
ajis02-310	637	4	based	base	VERB
ajis02-310	637	5	upon	upon	SCONJ
ajis02-310	637	6	the	the	DET
ajis02-310	637	7	initial	initial	ADJ
ajis02-310	637	8	selection	selection	NOUN
ajis02-310	637	9	of	of	ADP
ajis02-310	637	10	appropriate	appropriate	ADJ
ajis02-310	637	11	patterns	pattern	NOUN
ajis02-310	637	12	from	from	ADP
ajis02-310	637	13	a	a	DET
ajis02-310	637	14	sample	sample	NOUN
ajis02-310	637	15	of	of	ADP
ajis02-310	637	16	the	the	DET
ajis02-310	637	17	database	database	NOUN
ajis02-310	637	18	.	.	PUNCT
ajis02-310	638	1	these	these	DET
ajis02-310	638	2	patterns	pattern	NOUN
ajis02-310	638	3	are	be	AUX
ajis02-310	638	4	then	then	ADV
ajis02-310	638	5	compared	compare	VERB
ajis02-310	638	6	against	against	ADP
ajis02-310	638	7	the	the	DET
ajis02-310	638	8	rest	rest	NOUN
ajis02-310	638	9	of	of	ADP
ajis02-310	638	10	the	the	DET
ajis02-310	638	11	database	database	NOUN
ajis02-310	638	12	.	.	PUNCT
ajis02-310	639	1	their	their	PRON
ajis02-310	639	2	technique	technique	NOUN
ajis02-310	639	3	can	can	AUX
ajis02-310	639	4	find	find	VERB
ajis02-310	639	5	non	non	ADJ
ajis02-310	639	6	-	-	ADJ
ajis02-310	639	7	consecutive	consecutive	ADJ
ajis02-310	639	8	patterns	pattern	NOUN
ajis02-310	639	9	separated	separate	VERB
ajis02-310	639	10	by	by	ADP
ajis02-310	639	11	arbitrary	arbitrary	ADJ
ajis02-310	639	12	lengths	length	NOUN
ajis02-310	639	13	without	without	ADP
ajis02-310	639	14	prior	prior	ADJ
ajis02-310	639	15	knowledge	knowledge	NOUN
ajis02-310	639	16	of	of	ADP
ajis02-310	639	17	their	their	PRON
ajis02-310	639	18	structure	structure	NOUN
ajis02-310	639	19	or	or	CCONJ
ajis02-310	639	20	occurrence	occurrence	NOUN
ajis02-310	639	21	.	.	PUNCT
ajis02-310	640	1	the	the	DET
ajis02-310	640	2	diversity	diversity	NOUN
ajis02-310	640	3	of	of	ADP
ajis02-310	640	4	structure	structure	NOUN
ajis02-310	640	5	than	than	SCONJ
ajis02-310	640	6	can	can	AUX
ajis02-310	640	7	be	be	AUX
ajis02-310	640	8	potentially	potentially	ADV
ajis02-310	640	9	found	find	VERB
ajis02-310	640	10	in	in	ADP
ajis02-310	640	11	combinatorial	combinatorial	ADJ
ajis02-310	640	12	data	datum	NOUN
ajis02-310	640	13	is	be	AUX
ajis02-310	640	14	limited	limit	VERB
ajis02-310	640	15	only	only	ADV
ajis02-310	640	16	by	by	ADP
ajis02-310	640	17	the	the	DET
ajis02-310	640	18	application	application	NOUN
ajis02-310	640	19	domain	domain	NOUN
ajis02-310	640	20	.	.	PUNCT
ajis02-310	641	1	therefore	therefore	ADV
ajis02-310	641	2	techniques	technique	NOUN
ajis02-310	641	3	for	for	ADP
ajis02-310	641	4	combinatorial	combinatorial	ADJ
ajis02-310	641	5	knowledge	knowledge	NOUN
ajis02-310	641	6	discovery	discovery	NOUN
ajis02-310	641	7	may	may	AUX
ajis02-310	641	8	require	require	VERB
ajis02-310	641	9	application	application	NOUN
ajis02-310	641	10	specific	specific	ADJ
ajis02-310	641	11	approaches	approach	NOUN
ajis02-310	641	12	.	.	PUNCT
ajis02-310	642	1	data	datum	NOUN
ajis02-310	642	2	from	from	ADP
ajis02-310	642	3	the	the	DET
ajis02-310	642	4	internet	internet	NOUN
ajis02-310	642	5	the	the	DET
ajis02-310	642	6	exact	exact	ADJ
ajis02-310	642	7	manner	manner	NOUN
ajis02-310	642	8	in	in	ADP
ajis02-310	642	9	which	which	PRON
ajis02-310	642	10	knowledge	knowledge	NOUN
ajis02-310	642	11	discovery	discovery	NOUN
ajis02-310	642	12	can	can	AUX
ajis02-310	642	13	be	be	AUX
ajis02-310	642	14	applied	apply	VERB
ajis02-310	642	15	to	to	ADP
ajis02-310	642	16	the	the	DET
ajis02-310	642	17	internet	internet	NOUN
ajis02-310	642	18	is	be	AUX
ajis02-310	642	19	still	still	ADV
ajis02-310	642	20	an	an	DET
ajis02-310	642	21	area	area	NOUN
ajis02-310	642	22	open	open	ADJ
ajis02-310	642	23	to	to	ADP
ajis02-310	642	24	investigation	investigation	NOUN
ajis02-310	642	25	.	.	PUNCT
ajis02-310	643	1	the	the	DET
ajis02-310	643	2	standards	standard	NOUN
ajis02-310	643	3	that	that	PRON
ajis02-310	643	4	exist	exist	VERB
ajis02-310	643	5	within	within	ADP
ajis02-310	643	6	the	the	DET
ajis02-310	643	7	internet	internet	NOUN
ajis02-310	643	8	are	be	AUX
ajis02-310	643	9	largely	largely	ADV
ajis02-310	643	10	associated	associate	VERB
ajis02-310	643	11	with	with	ADP
ajis02-310	643	12	data	datum	NOUN
ajis02-310	643	13	presentation	presentation	NOUN
ajis02-310	643	14	and	and	CCONJ
ajis02-310	643	15	navigation	navigation	NOUN
ajis02-310	643	16	,	,	PUNCT
ajis02-310	643	17	while	while	SCONJ
ajis02-310	643	18	issues	issue	NOUN
ajis02-310	643	19	related	relate	VERB
ajis02-310	643	20	to	to	ADP
ajis02-310	643	21	storing	store	VERB
ajis02-310	643	22	large	large	ADJ
ajis02-310	643	23	volumes	volume	NOUN
ajis02-310	643	24	of	of	ADP
ajis02-310	643	25	data	datum	NOUN
ajis02-310	643	26	are	be	AUX
ajis02-310	643	27	comparatively	comparatively	ADV
ajis02-310	643	28	overlooked	overlook	VERB
ajis02-310	643	29	.	.	PUNCT
ajis02-310	644	1	the	the	DET
ajis02-310	644	2	enormous	enormous	ADJ
ajis02-310	644	3	volume	volume	NOUN
ajis02-310	644	4	of	of	ADP
ajis02-310	644	5	data	datum	NOUN
ajis02-310	644	6	resources	resource	NOUN
ajis02-310	644	7	makes	make	VERB
ajis02-310	644	8	the	the	DET
ajis02-310	644	9	internet	internet	NOUN
ajis02-310	644	10	a	a	DET
ajis02-310	644	11	useful	useful	ADJ
ajis02-310	644	12	target	target	NOUN
ajis02-310	644	13	and	and	CCONJ
ajis02-310	644	14	source	source	NOUN
ajis02-310	644	15	of	of	ADP
ajis02-310	644	16	input	input	NOUN
ajis02-310	644	17	for	for	ADP
ajis02-310	644	18	knowledge	knowledge	NOUN
ajis02-310	644	19	discovery	discovery	NOUN
ajis02-310	644	20	.	.	PUNCT
ajis02-310	645	1	however	however	ADV
ajis02-310	645	2	the	the	DET
ajis02-310	645	3	lack	lack	NOUN
ajis02-310	645	4	of	of	ADP
ajis02-310	645	5	standardised	standardised	ADJ
ajis02-310	645	6	storage	storage	NOUN
ajis02-310	645	7	formats	format	NOUN
ajis02-310	645	8	,	,	PUNCT
ajis02-310	645	9	the	the	DET
ajis02-310	645	10	wide	wide	ADJ
ajis02-310	645	11	diversity	diversity	NOUN
ajis02-310	645	12	of	of	ADP
ajis02-310	645	13	data	datum	NOUN
ajis02-310	645	14	types	type	NOUN
ajis02-310	645	15	and	and	CCONJ
ajis02-310	645	16	the	the	DET
ajis02-310	645	17	wide	wide	ADJ
ajis02-310	645	18	distribution	distribution	NOUN
ajis02-310	645	19	of	of	ADP
ajis02-310	645	20	data	datum	NOUN
ajis02-310	645	21	across	across	ADP
ajis02-310	645	22	the	the	DET
ajis02-310	645	23	internet	internet	NOUN
ajis02-310	645	24	hinders	hinder	VERB
ajis02-310	645	25	general	general	ADJ
ajis02-310	645	26	-	-	PUNCT
ajis02-310	645	27	purpose	purpose	NOUN
ajis02-310	645	28	knowledge	knowledge	NOUN
ajis02-310	645	29	discovery	discovery	NOUN
ajis02-310	645	30	over	over	ADP
ajis02-310	645	31	the	the	DET
ajis02-310	645	32	internet	internet	NOUN
ajis02-310	645	33	.	.	PUNCT
ajis02-310	646	1	one	one	NUM
ajis02-310	646	2	possible	possible	ADJ
ajis02-310	646	3	solution	solution	NOUN
ajis02-310	646	4	is	be	AUX
ajis02-310	646	5	to	to	PART
ajis02-310	646	6	construct	construct	VERB
ajis02-310	646	7	multi	multi	ADJ
ajis02-310	646	8	-	-	ADJ
ajis02-310	646	9	level	level	ADJ
ajis02-310	646	10	databases	database	NOUN
ajis02-310	646	11	upon	upon	SCONJ
ajis02-310	646	12	the	the	DET
ajis02-310	646	13	raw	raw	ADJ
ajis02-310	646	14	data	datum	NOUN
ajis02-310	646	15	;	;	PUNCT
ajis02-310	646	16	an	an	DET
ajis02-310	646	17	approach	approach	NOUN
ajis02-310	646	18	described	describe	VERB
ajis02-310	646	19	by	by	ADP
ajis02-310	646	20	han	han	PROPN
ajis02-310	646	21	and	and	CCONJ
ajis02-310	646	22	fu	fu	PROPN
ajis02-310	646	23	(	(	PUNCT
ajis02-310	646	24	1994	1994	NUM
ajis02-310	646	25	)	)	PUNCT
ajis02-310	646	26	.	.	PUNCT
ajis02-310	647	1	by	by	ADP
ajis02-310	647	2	proving	prove	VERB
ajis02-310	647	3	a	a	DET
ajis02-310	647	4	generalised	generalised	ADJ
ajis02-310	647	5	summary	summary	NOUN
ajis02-310	647	6	of	of	ADP
ajis02-310	647	7	the	the	DET
ajis02-310	647	8	data	datum	NOUN
ajis02-310	647	9	at	at	ADP
ajis02-310	647	10	a	a	DET
ajis02-310	647	11	high	high	ADJ
ajis02-310	647	12	level	level	NOUN
ajis02-310	647	13	of	of	ADP
ajis02-310	647	14	abstraction	abstraction	NOUN
ajis02-310	647	15	,	,	PUNCT
ajis02-310	647	16	tools	tool	NOUN
ajis02-310	647	17	could	could	AUX
ajis02-310	647	18	locate	locate	VERB
ajis02-310	647	19	information	information	NOUN
ajis02-310	647	20	of	of	ADP
ajis02-310	647	21	interest	interest	NOUN
ajis02-310	647	22	quickly	quickly	ADV
ajis02-310	647	23	and	and	CCONJ
ajis02-310	647	24	then	then	ADV
ajis02-310	647	25	perform	perform	VERB
ajis02-310	647	26	knowledge	knowledge	NOUN
ajis02-310	647	27	discovery	discovery	NOUN
ajis02-310	647	28	upon	upon	SCONJ
ajis02-310	647	29	the	the	DET
ajis02-310	647	30	low	low	ADJ
ajis02-310	647	31	-	-	PUNCT
ajis02-310	647	32	level	level	NOUN
ajis02-310	647	33	data	datum	NOUN
ajis02-310	647	34	.	.	PUNCT
ajis02-310	648	1	however	however	ADV
ajis02-310	648	2	the	the	DET
ajis02-310	648	3	extent	extent	NOUN
ajis02-310	648	4	to	to	PART
ajis02-310	648	5	which	which	PRON
ajis02-310	648	6	such	such	DET
ajis02-310	648	7	an	an	DET
ajis02-310	648	8	approach	approach	NOUN
ajis02-310	648	9	will	will	AUX
ajis02-310	648	10	be	be	AUX
ajis02-310	648	11	universally	universally	ADV
ajis02-310	648	12	adopted	adopt	VERB
ajis02-310	648	13	is	be	AUX
ajis02-310	648	14	debatable	debatable	ADJ
ajis02-310	648	15	.	.	PUNCT
ajis02-310	649	1	another	another	DET
ajis02-310	649	2	approach	approach	NOUN
ajis02-310	649	3	could	could	AUX
ajis02-310	649	4	be	be	AUX
ajis02-310	649	5	the	the	DET
ajis02-310	649	6	use	use	NOUN
ajis02-310	649	7	of	of	ADP
ajis02-310	649	8	intelligent	intelligent	ADJ
ajis02-310	649	9	agents	agent	NOUN
ajis02-310	649	10	capable	capable	ADJ
ajis02-310	649	11	of	of	ADP
ajis02-310	649	12	learning	learn	VERB
ajis02-310	649	13	from	from	ADP
ajis02-310	649	14	diverse	diverse	ADJ
ajis02-310	649	15	sources	source	NOUN
ajis02-310	649	16	of	of	ADP
ajis02-310	649	17	data	datum	NOUN
ajis02-310	649	18	and	and	CCONJ
ajis02-310	649	19	then	then	ADV
ajis02-310	649	20	collaborating	collaborate	VERB
ajis02-310	649	21	with	with	ADP
ajis02-310	649	22	each	each	DET
ajis02-310	649	23	other	other	ADJ
ajis02-310	649	24	in	in	ADP
ajis02-310	649	25	the	the	DET
ajis02-310	649	26	summation	summation	NOUN
ajis02-310	649	27	of	of	ADP
ajis02-310	649	28	knowledge	knowledge	NOUN
ajis02-310	649	29	and	and	CCONJ
ajis02-310	649	30	presentation	presentation	NOUN
ajis02-310	649	31	of	of	ADP
ajis02-310	649	32	results	result	NOUN
ajis02-310	649	33	.	.	PUNCT
ajis02-310	650	1	little	little	ADJ
ajis02-310	650	2	investigation	investigation	NOUN
ajis02-310	650	3	has	have	AUX
ajis02-310	650	4	been	be	AUX
ajis02-310	650	5	undertaken	undertake	VERB
ajis02-310	650	6	into	into	ADP
ajis02-310	650	7	the	the	DET
ajis02-310	650	8	application	application	NOUN
ajis02-310	650	9	of	of	ADP
ajis02-310	650	10	intelligent	intelligent	ADJ
ajis02-310	650	11	agents	agent	NOUN
ajis02-310	650	12	to	to	PART
ajis02-310	650	13	knowledge	knowledge	VERB
ajis02-310	650	14	discovery	discovery	PROPN
ajis02-310	650	15	but	but	CCONJ
ajis02-310	650	16	davies	davy	NOUN
ajis02-310	650	17	et	et	PROPN
ajis02-310	650	18	al	al	PROPN
ajis02-310	650	19	.	.	PROPN
ajis02-310	650	20	examine	examine	VERB
ajis02-310	650	21	an	an	DET
ajis02-310	650	22	intelligent	intelligent	ADJ
ajis02-310	650	23	agent	agent	NOUN
ajis02-310	650	24	approach	approach	NOUN
ajis02-310	650	25	towards	towards	ADP
ajis02-310	650	26	data	datum	NOUN
ajis02-310	650	27	mining	mining	NOUN
ajis02-310	650	28	using	use	VERB
ajis02-310	650	29	first	first	ADJ
ajis02-310	650	30	order	order	NOUN
ajis02-310	650	31	logic	logic	NOUN
ajis02-310	650	32	(	(	PUNCT
ajis02-310	650	33	davies	davy	NOUN
ajis02-310	650	34	and	and	CCONJ
ajis02-310	650	35	edwards	edwards	PROPN
ajis02-310	650	36	1995b	1995b	NUM
ajis02-310	650	37	)	)	PUNCT
ajis02-310	650	38	.	.	PUNCT
ajis02-310	651	1	one	one	NUM
ajis02-310	651	2	application	application	NOUN
ajis02-310	651	3	of	of	ADP
ajis02-310	651	4	data	datum	NOUN
ajis02-310	651	5	mining	mining	NOUN
ajis02-310	651	6	to	to	ADP
ajis02-310	651	7	the	the	DET
ajis02-310	651	8	world	world	NOUN
ajis02-310	651	9	wide	wide	ADJ
ajis02-310	651	10	web	web	NOUN
ajis02-310	651	11	is	be	AUX
ajis02-310	651	12	the	the	DET
ajis02-310	651	13	analysis	analysis	NOUN
ajis02-310	651	14	of	of	ADP
ajis02-310	651	15	usage	usage	NOUN
ajis02-310	651	16	logs	log	NOUN
ajis02-310	651	17	to	to	ADP
ajis02-310	651	18	characterise	characterise	NOUN
ajis02-310	651	19	user	user	NOUN
ajis02-310	651	20	behaviour	behaviour	NOUN
ajis02-310	651	21	patterns	pattern	NOUN
ajis02-310	651	22	.	.	PUNCT
ajis02-310	652	1	once	once	ADV
ajis02-310	652	2	specific	specific	ADJ
ajis02-310	652	3	user	user	NOUN
ajis02-310	652	4	groups	group	NOUN
ajis02-310	652	5	have	have	AUX
ajis02-310	652	6	been	be	AUX
ajis02-310	652	7	identified	identify	VERB
ajis02-310	652	8	,	,	PUNCT
ajis02-310	652	9	websites	website	NOUN
ajis02-310	652	10	can	can	AUX
ajis02-310	652	11	adapt	adapt	VERB
ajis02-310	652	12	to	to	PART
ajis02-310	652	13	offer	offer	VERB
ajis02-310	652	14	them	they	PRON
ajis02-310	652	15	customised	customised	ADJ
ajis02-310	652	16	information	information	NOUN
ajis02-310	652	17	and	and	CCONJ
ajis02-310	652	18	hyperlink	hyperlink	VERB
ajis02-310	652	19	pathways	pathway	NOUN
ajis02-310	652	20	through	through	ADP
ajis02-310	652	21	the	the	DET
ajis02-310	652	22	data	data	PROPN
ajis02-310	652	23	.	.	PUNCT
ajis02-310	653	1	chundi	chundi	PROPN
ajis02-310	653	2	and	and	CCONJ
ajis02-310	653	3	dayal	dayal	PROPN
ajis02-310	653	4	(	(	PUNCT
ajis02-310	653	5	1997	1997	NUM
ajis02-310	653	6	)	)	PUNCT
ajis02-310	653	7	describe	describe	VERB
ajis02-310	653	8	a	a	DET
ajis02-310	653	9	technique	technique	NOUN
ajis02-310	653	10	for	for	ADP
ajis02-310	653	11	providing	provide	VERB
ajis02-310	653	12	a	a	DET
ajis02-310	653	13	list	list	NOUN
ajis02-310	653	14	of	of	ADP
ajis02-310	653	15	links	link	NOUN
ajis02-310	653	16	for	for	ADP
ajis02-310	653	17	web	web	NOUN
ajis02-310	653	18	users	user	NOUN
ajis02-310	653	19	based	base	VERB
ajis02-310	653	20	upon	upon	SCONJ
ajis02-310	653	21	previous	previous	ADJ
ajis02-310	653	22	access	access	NOUN
ajis02-310	653	23	patterns	pattern	NOUN
ajis02-310	653	24	.	.	PUNCT
ajis02-310	654	1	the	the	DET
ajis02-310	654	2	approach	approach	NOUN
ajis02-310	654	3	uses	use	VERB
ajis02-310	654	4	clustering	cluster	VERB
ajis02-310	654	5	techniques	technique	NOUN
ajis02-310	654	6	to	to	PART
ajis02-310	654	7	classify	classify	VERB
ajis02-310	654	8	website	website	NOUN
ajis02-310	654	9	clients	client	NOUN
ajis02-310	654	10	into	into	ADP
ajis02-310	654	11	various	various	ADJ
ajis02-310	654	12	user	user	NOUN
ajis02-310	654	13	groups	group	NOUN
ajis02-310	654	14	based	base	VERB
ajis02-310	654	15	upon	upon	SCONJ
ajis02-310	654	16	their	their	PRON
ajis02-310	654	17	access	access	NOUN
ajis02-310	654	18	behaviour	behaviour	NOUN
ajis02-310	654	19	.	.	PUNCT
ajis02-310	655	1	once	once	ADV
ajis02-310	655	2	identified	identify	VERB
ajis02-310	655	3	as	as	ADP
ajis02-310	655	4	belonging	belong	VERB
ajis02-310	655	5	to	to	ADP
ajis02-310	655	6	a	a	DET
ajis02-310	655	7	specific	specific	ADJ
ajis02-310	655	8	group	group	NOUN
ajis02-310	655	9	the	the	DET
ajis02-310	655	10	tool	tool	NOUN
ajis02-310	655	11	can	can	AUX
ajis02-310	655	12	offer	offer	VERB
ajis02-310	655	13	further	further	ADJ
ajis02-310	655	14	links	link	NOUN
ajis02-310	655	15	based	base	VERB
ajis02-310	655	16	upon	upon	SCONJ
ajis02-310	655	17	links	link	NOUN
ajis02-310	655	18	most	most	ADV
ajis02-310	655	19	likely	likely	ADJ
ajis02-310	655	20	to	to	PART
ajis02-310	655	21	be	be	AUX
ajis02-310	655	22	useful	useful	ADJ
ajis02-310	655	23	.	.	PUNCT
ajis02-310	656	1	the	the	DET
ajis02-310	656	2	approach	approach	NOUN
ajis02-310	656	3	contains	contain	VERB
ajis02-310	656	4	an	an	DET
ajis02-310	656	5	adaptive	adaptive	ADJ
ajis02-310	656	6	component	component	NOUN
ajis02-310	656	7	that	that	PRON
ajis02-310	656	8	can	can	AUX
ajis02-310	656	9	adjust	adjust	VERB
ajis02-310	656	10	the	the	DET
ajis02-310	656	11	links	link	NOUN
ajis02-310	656	12	presented	present	VERB
ajis02-310	656	13	over	over	ADP
ajis02-310	656	14	time	time	NOUN
ajis02-310	656	15	as	as	SCONJ
ajis02-310	656	16	new	new	ADJ
ajis02-310	656	17	behaviour	behaviour	NOUN
ajis02-310	656	18	patterns	pattern	NOUN
ajis02-310	656	19	are	be	AUX
ajis02-310	656	20	observed	observe	VERB
ajis02-310	656	21	.	.	PUNCT
ajis02-310	657	1	although	although	SCONJ
ajis02-310	657	2	this	this	DET
ajis02-310	657	3	approach	approach	NOUN
ajis02-310	657	4	is	be	AUX
ajis02-310	657	5	limited	limit	VERB
ajis02-310	657	6	to	to	ADP
ajis02-310	657	7	presenting	present	VERB
ajis02-310	657	8	prospective	prospective	ADJ
ajis02-310	657	9	links	link	NOUN
ajis02-310	657	10	,	,	PUNCT
ajis02-310	657	11	it	it	PRON
ajis02-310	657	12	could	could	AUX
ajis02-310	657	13	be	be	AUX
ajis02-310	657	14	extended	extend	VERB
ajis02-310	657	15	to	to	PART
ajis02-310	657	16	provide	provide	VERB
ajis02-310	657	17	alternative	alternative	ADJ
ajis02-310	657	18	information	information	NOUN
ajis02-310	657	19	,	,	PUNCT
ajis02-310	657	20	details	detail	NOUN
ajis02-310	657	21	and	and	CCONJ
ajis02-310	657	22	customised	customised	ADJ
ajis02-310	657	23	advertising	advertising	NOUN
ajis02-310	657	24	offers	offer	NOUN
ajis02-310	657	25	,	,	PUNCT
ajis02-310	657	26	based	base	VERB
ajis02-310	657	27	upon	upon	SCONJ
ajis02-310	657	28	the	the	DET
ajis02-310	657	29	user	user	NOUN
ajis02-310	657	30	profile	profile	NOUN
ajis02-310	657	31	.	.	PUNCT
ajis02-310	658	1	data	datum	NOUN
ajis02-310	658	2	from	from	ADP
ajis02-310	658	3	data	datum	NOUN
ajis02-310	658	4	warehouses	warehouse	NOUN
ajis02-310	658	5	in	in	ADP
ajis02-310	658	6	a	a	DET
ajis02-310	658	7	traditional	traditional	ADJ
ajis02-310	658	8	database	database	NOUN
ajis02-310	658	9	environment	environment	NOUN
ajis02-310	658	10	the	the	DET
ajis02-310	658	11	processing	processing	NOUN
ajis02-310	658	12	to	to	PART
ajis02-310	658	13	answer	answer	VERB
ajis02-310	658	14	queries	query	NOUN
ajis02-310	658	15	and	and	CCONJ
ajis02-310	658	16	support	support	VERB
ajis02-310	658	17	analysis	analysis	NOUN
ajis02-310	658	18	is	be	AUX
ajis02-310	658	19	conducted	conduct	VERB
ajis02-310	658	20	as	as	SCONJ
ajis02-310	658	21	the	the	DET
ajis02-310	658	22	user	user	NOUN
ajis02-310	658	23	requests	request	NOUN
ajis02-310	658	24	arise	arise	VERB
ajis02-310	658	25	.	.	PUNCT
ajis02-310	659	1	this	this	PRON
ajis02-310	659	2	may	may	AUX
ajis02-310	659	3	involve	involve	VERB
ajis02-310	659	4	the	the	DET
ajis02-310	659	5	integration	integration	NOUN
ajis02-310	659	6	of	of	ADP
ajis02-310	659	7	data	datum	NOUN
ajis02-310	659	8	from	from	ADP
ajis02-310	659	9	multiple	multiple	ADJ
ajis02-310	659	10	databases	database	NOUN
ajis02-310	659	11	and	and	CCONJ
ajis02-310	659	12	information	information	NOUN
ajis02-310	659	13	sources	source	NOUN
ajis02-310	659	14	.	.	PUNCT
ajis02-310	660	1	this	this	DET
ajis02-310	660	2	data	datum	NOUN
ajis02-310	660	3	may	may	AUX
ajis02-310	660	4	subsequently	subsequently	ADV
ajis02-310	660	5	require	require	VERB
ajis02-310	660	6	reformatting	reformatte	VERB
ajis02-310	660	7	and	and	CCONJ
ajis02-310	660	8	adjustment	adjustment	NOUN
ajis02-310	660	9	to	to	PART
ajis02-310	660	10	create	create	VERB
ajis02-310	660	11	a	a	DET
ajis02-310	660	12	single	single	ADJ
ajis02-310	660	13	integrated	integrate	VERB
ajis02-310	660	14	source	source	NOUN
ajis02-310	660	15	of	of	ADP
ajis02-310	660	16	data	datum	NOUN
ajis02-310	660	17	from	from	ADP
ajis02-310	660	18	which	which	PRON
ajis02-310	660	19	user	user	NOUN
ajis02-310	660	20	analysis	analysis	NOUN
ajis02-310	660	21	can	can	AUX
ajis02-310	660	22	then	then	ADV
ajis02-310	660	23	be	be	AUX
ajis02-310	660	24	conducted	conduct	VERB
ajis02-310	660	25	.	.	PUNCT
ajis02-310	661	1	as	as	SCONJ
ajis02-310	661	2	both	both	CCONJ
ajis02-310	661	3	the	the	DET
ajis02-310	661	4	volume	volume	NOUN
ajis02-310	661	5	of	of	ADP
ajis02-310	661	6	data	datum	NOUN
ajis02-310	661	7	and	and	CCONJ
ajis02-310	661	8	the	the	DET
ajis02-310	661	9	value	value	NOUN
ajis02-310	661	10	of	of	ADP
ajis02-310	661	11	information	information	NOUN
ajis02-310	661	12	has	have	AUX
ajis02-310	661	13	grown	grow	VERB
ajis02-310	661	14	the	the	DET
ajis02-310	661	15	importance	importance	NOUN
ajis02-310	661	16	of	of	ADP
ajis02-310	661	17	analysing	analyse	VERB
ajis02-310	661	18	and	and	CCONJ
ajis02-310	661	19	exploiting	exploit	VERB
ajis02-310	661	20	organisation	organisation	NOUN
ajis02-310	661	21	data	datum	NOUN
ajis02-310	661	22	has	have	AUX
ajis02-310	661	23	increased	increase	VERB
ajis02-310	661	24	.	.	PUNCT
ajis02-310	662	1	the	the	DET
ajis02-310	662	2	desire	desire	NOUN
ajis02-310	662	3	to	to	PART
ajis02-310	662	4	integrate	integrate	VERB
ajis02-310	662	5	and	and	CCONJ
ajis02-310	662	6	hence	hence	ADV
ajis02-310	662	7	analyse	analyse	NOUN
ajis02-310	662	8	data	datum	NOUN
ajis02-310	662	9	more	more	ADV
ajis02-310	662	10	efficiently	efficiently	ADV
ajis02-310	662	11	has	have	AUX
ajis02-310	662	12	led	lead	VERB
ajis02-310	662	13	to	to	ADP
ajis02-310	662	14	the	the	DET
ajis02-310	662	15	emergence	emergence	NOUN
ajis02-310	662	16	of	of	ADP
ajis02-310	662	17	data	datum	NOUN
ajis02-310	662	18	warehousing	warehousing	NOUN
ajis02-310	662	19	technology	technology	NOUN
ajis02-310	662	20	.	.	PUNCT
ajis02-310	663	1	defined	define	VERB
ajis02-310	663	2	simply	simply	ADV
ajis02-310	663	3	a	a	DET
ajis02-310	663	4	data	data	NOUN
ajis02-310	663	5	warehouse	warehouse	NOUN
ajis02-310	663	6	is	be	AUX
ajis02-310	663	7	an	an	DET
ajis02-310	663	8	analytical	analytical	ADJ
ajis02-310	663	9	database	database	NOUN
ajis02-310	663	10	that	that	PRON
ajis02-310	663	11	is	be	AUX
ajis02-310	663	12	designed	design	VERB
ajis02-310	663	13	for	for	ADP
ajis02-310	663	14	large	large	ADJ
ajis02-310	663	15	volumes	volume	NOUN
ajis02-310	663	16	of	of	ADP
ajis02-310	663	17	read	read	NOUN
ajis02-310	663	18	-	-	PUNCT
ajis02-310	663	19	only	only	ADV
ajis02-310	663	20	data	datum	NOUN
ajis02-310	663	21	,	,	PUNCT
ajis02-310	663	22	providing	provide	VERB
ajis02-310	663	23	intuitive	intuitive	ADJ
ajis02-310	663	24	access	access	NOUN
ajis02-310	663	25	to	to	ADP
ajis02-310	663	26	information	information	NOUN
ajis02-310	663	27	that	that	PRON
ajis02-310	663	28	will	will	AUX
ajis02-310	663	29	be	be	AUX
ajis02-310	663	30	useful	useful	ADJ
ajis02-310	663	31	,	,	PUNCT
ajis02-310	663	32	in	in	ADP
ajis02-310	663	33	making	make	VERB
ajis02-310	663	34	decisions	decision	NOUN
ajis02-310	663	35	(	(	PUNCT
ajis02-310	663	36	fong	fong	PROPN
ajis02-310	663	37	and	and	CCONJ
ajis02-310	663	38	zeng	zeng	PROPN
ajis02-310	663	39	1997	1997	NUM
ajis02-310	663	40	)	)	PUNCT
ajis02-310	663	41	.	.	PUNCT
ajis02-310	664	1	data	datum	NOUN
ajis02-310	664	2	warehouses	warehouse	NOUN
ajis02-310	664	3	store	store	VERB
ajis02-310	664	4	integrated	integrate	VERB
ajis02-310	664	5	data	datum	NOUN
ajis02-310	664	6	in	in	ADP
ajis02-310	664	7	predefined	predefine	VERB
ajis02-310	664	8	formats	format	NOUN
ajis02-310	664	9	specifically	specifically	ADV
ajis02-310	664	10	selected	select	VERB
ajis02-310	664	11	to	to	PART
ajis02-310	664	12	support	support	VERB
ajis02-310	664	13	user	user	NOUN
ajis02-310	664	14	queries	query	NOUN
ajis02-310	664	15	and	and	CCONJ
ajis02-310	664	16	analysis	analysis	NOUN
ajis02-310	664	17	.	.	PUNCT
ajis02-310	665	1	this	this	DET
ajis02-310	665	2	data	data	NOUN
ajis02-310	665	3	is	be	AUX
ajis02-310	665	4	typically	typically	ADV
ajis02-310	665	5	gathered	gather	VERB
ajis02-310	665	6	from	from	ADP
ajis02-310	665	7	multiple	multiple	ADJ
ajis02-310	665	8	databases	database	NOUN
ajis02-310	665	9	and	and	CCONJ
ajis02-310	665	10	information	information	NOUN
ajis02-310	665	11	sources	source	NOUN
ajis02-310	665	12	and	and	CCONJ
ajis02-310	665	13	may	may	AUX
ajis02-310	665	14	contain	contain	VERB
ajis02-310	665	15	historical	historical	ADJ
ajis02-310	665	16	data	datum	NOUN
ajis02-310	665	17	as	as	ADV
ajis02-310	665	18	well	well	ADV
ajis02-310	665	19	as	as	ADP
ajis02-310	665	20	metadata	metadata	NOUN
ajis02-310	665	21	.	.	PUNCT
ajis02-310	666	1	the	the	DET
ajis02-310	666	2	rapid	rapid	ADJ
ajis02-310	666	3	adoption	adoption	NOUN
ajis02-310	666	4	of	of	ADP
ajis02-310	666	5	data	datum	NOUN
ajis02-310	666	6	warehouse	warehouse	NOUN
ajis02-310	666	7	technology	technology	NOUN
ajis02-310	666	8	by	by	ADP
ajis02-310	666	9	organisations	organisation	NOUN
ajis02-310	666	10	means	mean	VERB
ajis02-310	666	11	that	that	SCONJ
ajis02-310	666	12	much	much	ADJ
ajis02-310	666	13	knowledge	knowledge	NOUN
ajis02-310	666	14	discovery	discovery	NOUN
ajis02-310	666	15	is	be	AUX
ajis02-310	666	16	now	now	ADV
ajis02-310	666	17	likely	likely	ADJ
ajis02-310	666	18	to	to	PART
ajis02-310	666	19	be	be	AUX
ajis02-310	666	20	undertaken	undertake	VERB
ajis02-310	666	21	in	in	ADP
ajis02-310	666	22	the	the	DET
ajis02-310	666	23	context	context	NOUN
ajis02-310	666	24	of	of	ADP
ajis02-310	666	25	data	datum	NOUN
ajis02-310	666	26	warehouses	warehouse	NOUN
ajis02-310	666	27	.	.	PUNCT
ajis02-310	667	1	117	117	NUM
ajis02-310	667	2	ajis	ajis	NOUN
ajis02-310	667	3	vol	vol	NOUN
ajis02-310	667	4	.	.	PROPN
ajis02-310	667	5	6	6	NUM
ajis02-310	667	6	no	no	NOUN
ajis02-310	667	7	.	.	NOUN
ajis02-310	667	8	2	2	NUM
ajis02-310	667	9	may	may	PROPN
ajis02-310	667	10	1999	1999	NUM
ajis02-310	667	11	in	in	ADP
ajis02-310	667	12	an	an	DET
ajis02-310	667	13	effort	effort	NOUN
ajis02-310	667	14	to	to	PART
ajis02-310	667	15	support	support	VERB
ajis02-310	667	16	data	datum	NOUN
ajis02-310	667	17	analysis	analysis	NOUN
ajis02-310	667	18	data	datum	NOUN
ajis02-310	667	19	warehouses	warehouse	NOUN
ajis02-310	667	20	store	store	VERB
ajis02-310	667	21	information	information	NOUN
ajis02-310	667	22	that	that	PRON
ajis02-310	667	23	can	can	AUX
ajis02-310	667	24	be	be	AUX
ajis02-310	667	25	utilised	utilise	VERB
ajis02-310	667	26	by	by	ADP
ajis02-310	667	27	knowledge	knowledge	NOUN
ajis02-310	667	28	discovery	discovery	NOUN
ajis02-310	667	29	tools	tool	NOUN
ajis02-310	667	30	.	.	PUNCT
ajis02-310	668	1	inmon	inmon	PROPN
ajis02-310	668	2	identifies	identify	VERB
ajis02-310	668	3	four	four	NUM
ajis02-310	668	4	types	type	NOUN
ajis02-310	668	5	of	of	ADP
ajis02-310	668	6	data	datum	NOUN
ajis02-310	668	7	characteristic	characteristic	ADJ
ajis02-310	668	8	of	of	ADP
ajis02-310	668	9	a	a	DET
ajis02-310	668	10	data	data	NOUN
ajis02-310	668	11	warehouse	warehouse	NOUN
ajis02-310	668	12	that	that	PRON
ajis02-310	668	13	may	may	AUX
ajis02-310	668	14	be	be	AUX
ajis02-310	668	15	useful	useful	ADJ
ajis02-310	668	16	for	for	ADP
ajis02-310	668	17	knowledge	knowledge	NOUN
ajis02-310	668	18	discovery	discovery	NOUN
ajis02-310	668	19	(	(	PUNCT
ajis02-310	668	20	inmon	inmon	ADJ
ajis02-310	668	21	1996	1996	NUM
ajis02-310	668	22	)	)	PUNCT
ajis02-310	668	23	.	.	PUNCT
ajis02-310	669	1	firstly	firstly	ADV
ajis02-310	669	2	,	,	PUNCT
ajis02-310	669	3	integrated	integrated	ADJ
ajis02-310	669	4	data	datum	NOUN
ajis02-310	669	5	in	in	ADP
ajis02-310	669	6	a	a	DET
ajis02-310	669	7	data	data	NOUN
ajis02-310	669	8	warehouse	warehouse	NOUN
ajis02-310	669	9	reduces	reduce	VERB
ajis02-310	669	10	the	the	DET
ajis02-310	669	11	need	need	NOUN
ajis02-310	669	12	to	to	PART
ajis02-310	669	13	combine	combine	VERB
ajis02-310	669	14	,	,	PUNCT
ajis02-310	669	15	clean	clean	ADJ
ajis02-310	669	16	and	and	CCONJ
ajis02-310	669	17	reconstitute	reconstitute	VERB
ajis02-310	669	18	data	datum	NOUN
ajis02-310	669	19	that	that	PRON
ajis02-310	669	20	may	may	AUX
ajis02-310	669	21	originate	originate	VERB
ajis02-310	669	22	from	from	ADP
ajis02-310	669	23	multiple	multiple	ADJ
ajis02-310	669	24	sources	source	NOUN
ajis02-310	669	25	and	and	CCONJ
ajis02-310	669	26	hence	hence	ADV
ajis02-310	669	27	allow	allow	VERB
ajis02-310	669	28	speed	speed	NOUN
ajis02-310	669	29	up	up	ADP
ajis02-310	669	30	the	the	DET
ajis02-310	669	31	knowledge	knowledge	NOUN
ajis02-310	669	32	discovery	discovery	NOUN
ajis02-310	669	33	process	process	NOUN
ajis02-310	669	34	.	.	PUNCT
ajis02-310	670	1	secondly	secondly	ADV
ajis02-310	670	2	,	,	PUNCT
ajis02-310	670	3	detailed	detailed	ADJ
ajis02-310	670	4	and	and	CCONJ
ajis02-310	670	5	summarised	summarise	VERB
ajis02-310	670	6	data	datum	NOUN
ajis02-310	670	7	allows	allow	VERB
ajis02-310	670	8	data	datum	NOUN
ajis02-310	670	9	mining	mining	NOUN
ajis02-310	670	10	tools	tool	NOUN
ajis02-310	670	11	the	the	DET
ajis02-310	670	12	option	option	NOUN
ajis02-310	670	13	of	of	ADP
ajis02-310	670	14	analysing	analyse	VERB
ajis02-310	670	15	data	datum	NOUN
ajis02-310	670	16	at	at	ADP
ajis02-310	670	17	various	various	ADJ
ajis02-310	670	18	levels	level	NOUN
ajis02-310	670	19	of	of	ADP
ajis02-310	670	20	abstraction	abstraction	NOUN
ajis02-310	670	21	without	without	ADP
ajis02-310	670	22	needing	need	VERB
ajis02-310	670	23	to	to	PART
ajis02-310	670	24	perform	perform	VERB
ajis02-310	670	25	any	any	DET
ajis02-310	670	26	generalisation	generalisation	NOUN
ajis02-310	670	27	.	.	PUNCT
ajis02-310	671	1	thirdly	thirdly	ADV
ajis02-310	671	2	,	,	PUNCT
ajis02-310	671	3	historical	historical	ADJ
ajis02-310	671	4	data	datum	NOUN
ajis02-310	671	5	supports	support	VERB
ajis02-310	671	6	longitudinal	longitudinal	ADJ
ajis02-310	671	7	analysis	analysis	NOUN
ajis02-310	671	8	such	such	ADJ
ajis02-310	671	9	as	as	ADP
ajis02-310	671	10	the	the	DET
ajis02-310	671	11	detection	detection	NOUN
ajis02-310	671	12	of	of	ADP
ajis02-310	671	13	trends	trend	NOUN
ajis02-310	671	14	and	and	CCONJ
ajis02-310	671	15	cycles	cycle	NOUN
ajis02-310	671	16	within	within	ADP
ajis02-310	671	17	the	the	DET
ajis02-310	671	18	modelled	model	VERB
ajis02-310	671	19	domain	domain	NOUN
ajis02-310	671	20	.	.	PUNCT
ajis02-310	672	1	fourthly	fourthly	ADV
ajis02-310	672	2	,	,	PUNCT
ajis02-310	672	3	metadata	metadata	NOUN
ajis02-310	672	4	provides	provide	VERB
ajis02-310	672	5	useful	useful	ADJ
ajis02-310	672	6	contextual	contextual	ADJ
ajis02-310	672	7	information	information	NOUN
ajis02-310	672	8	that	that	PRON
ajis02-310	672	9	can	can	AUX
ajis02-310	672	10	aid	aid	VERB
ajis02-310	672	11	in	in	ADP
ajis02-310	672	12	the	the	DET
ajis02-310	672	13	knowledge	knowledge	NOUN
ajis02-310	672	14	discovery	discovery	NOUN
ajis02-310	672	15	process	process	NOUN
ajis02-310	672	16	.	.	PUNCT
ajis02-310	673	1	all	all	PRON
ajis02-310	673	2	of	of	ADP
ajis02-310	673	3	these	these	DET
ajis02-310	673	4	data	datum	NOUN
ajis02-310	673	5	types	type	NOUN
ajis02-310	673	6	may	may	AUX
ajis02-310	673	7	be	be	AUX
ajis02-310	673	8	derived	derive	VERB
ajis02-310	673	9	independently	independently	ADV
ajis02-310	673	10	however	however	ADV
ajis02-310	673	11	their	their	PRON
ajis02-310	673	12	presence	presence	NOUN
ajis02-310	673	13	in	in	ADP
ajis02-310	673	14	a	a	DET
ajis02-310	673	15	data	data	NOUN
ajis02-310	673	16	warehouse	warehouse	NOUN
ajis02-310	673	17	would	would	AUX
ajis02-310	673	18	avoid	avoid	VERB
ajis02-310	673	19	the	the	DET
ajis02-310	673	20	need	need	NOUN
ajis02-310	673	21	to	to	PART
ajis02-310	673	22	create	create	VERB
ajis02-310	673	23	them	they	PRON
ajis02-310	673	24	hence	hence	ADV
ajis02-310	673	25	saving	save	VERB
ajis02-310	673	26	time	time	NOUN
ajis02-310	673	27	in	in	ADP
ajis02-310	673	28	the	the	DET
ajis02-310	673	29	preparation	preparation	NOUN
ajis02-310	673	30	of	of	ADP
ajis02-310	673	31	data	datum	NOUN
ajis02-310	673	32	for	for	ADP
ajis02-310	673	33	the	the	DET
ajis02-310	673	34	knowledge	knowledge	NOUN
ajis02-310	673	35	discovery	discovery	NOUN
ajis02-310	673	36	process	process	NOUN
ajis02-310	673	37	.	.	PUNCT
ajis02-310	674	1	in	in	ADP
ajis02-310	674	2	the	the	DET
ajis02-310	674	3	same	same	ADJ
ajis02-310	674	4	way	way	NOUN
ajis02-310	674	5	that	that	SCONJ
ajis02-310	674	6	existing	exist	VERB
ajis02-310	674	7	kdd	kdd	PROPN
ajis02-310	674	8	tools	tool	NOUN
ajis02-310	674	9	can	can	AUX
ajis02-310	674	10	exploit	exploit	VERB
ajis02-310	674	11	the	the	DET
ajis02-310	674	12	database	database	NOUN
ajis02-310	674	13	management	management	NOUN
ajis02-310	674	14	system	system	NOUN
ajis02-310	674	15	,	,	PUNCT
ajis02-310	674	16	and	and	CCONJ
ajis02-310	674	17	query	query	NOUN
ajis02-310	674	18	languages	language	NOUN
ajis02-310	674	19	of	of	ADP
ajis02-310	674	20	existing	exist	VERB
ajis02-310	674	21	databases	database	NOUN
ajis02-310	674	22	,	,	PUNCT
ajis02-310	674	23	kdd	kdd	NOUN
ajis02-310	674	24	tools	tool	NOUN
ajis02-310	674	25	can	can	AUX
ajis02-310	674	26	also	also	ADV
ajis02-310	674	27	exploit	exploit	VERB
ajis02-310	674	28	the	the	DET
ajis02-310	674	29	technologies	technology	NOUN
ajis02-310	674	30	associated	associate	VERB
ajis02-310	674	31	with	with	ADP
ajis02-310	674	32	data	datum	NOUN
ajis02-310	674	33	warehouses	warehouse	NOUN
ajis02-310	674	34	such	such	ADJ
ajis02-310	674	35	as	as	ADP
ajis02-310	674	36	olap	olap	NOUN
ajis02-310	674	37	(	(	PUNCT
ajis02-310	674	38	online	online	ADJ
ajis02-310	674	39	analytic	analytic	ADJ
ajis02-310	674	40	processing	processing	NOUN
ajis02-310	674	41	)	)	PUNCT
ajis02-310	674	42	and	and	CCONJ
ajis02-310	674	43	data	datum	NOUN
ajis02-310	674	44	cube	cube	NOUN
ajis02-310	674	45	technologies	technology	NOUN
ajis02-310	674	46	.	.	PUNCT
ajis02-310	675	1	kamber	kamber	VERB
ajis02-310	675	2	et	et	PROPN
ajis02-310	675	3	al	al	PROPN
ajis02-310	675	4	.	.	PROPN
ajis02-310	676	1	describe	describe	VERB
ajis02-310	676	2	the	the	DET
ajis02-310	676	3	use	use	NOUN
ajis02-310	676	4	of	of	ADP
ajis02-310	676	5	data	datum	NOUN
ajis02-310	676	6	cubes	cube	NOUN
ajis02-310	676	7	for	for	ADP
ajis02-310	676	8	metarule	metarule	NOUN
ajis02-310	676	9	-	-	PUNCT
ajis02-310	676	10	guided	guide	VERB
ajis02-310	676	11	mining	mining	NOUN
ajis02-310	676	12	of	of	ADP
ajis02-310	676	13	association	association	NOUN
ajis02-310	676	14	rules	rule	NOUN
ajis02-310	676	15	(	(	PUNCT
ajis02-310	676	16	kamber	kamber	PROPN
ajis02-310	676	17	,	,	PUNCT
ajis02-310	676	18	han	han	PROPN
ajis02-310	676	19	and	and	CCONJ
ajis02-310	676	20	chiang	chiang	PROPN
ajis02-310	676	21	1997	1997	NUM
ajis02-310	676	22	)	)	PUNCT
ajis02-310	676	23	.	.	PUNCT
ajis02-310	677	1	the	the	DET
ajis02-310	677	2	metarule	metarule	NOUN
ajis02-310	677	3	in	in	ADP
ajis02-310	677	4	this	this	DET
ajis02-310	677	5	context	context	NOUN
ajis02-310	677	6	refers	refer	VERB
ajis02-310	677	7	to	to	ADP
ajis02-310	677	8	a	a	DET
ajis02-310	677	9	template	template	NOUN
ajis02-310	677	10	that	that	PRON
ajis02-310	677	11	acts	act	VERB
ajis02-310	677	12	as	as	ADP
ajis02-310	677	13	a	a	DET
ajis02-310	677	14	pattern	pattern	NOUN
ajis02-310	677	15	filter	filter	NOUN
ajis02-310	677	16	,	,	PUNCT
ajis02-310	677	17	restricting	restrict	VERB
ajis02-310	677	18	the	the	DET
ajis02-310	677	19	search	search	NOUN
ajis02-310	677	20	space	space	NOUN
ajis02-310	677	21	.	.	PUNCT
ajis02-310	678	1	when	when	SCONJ
ajis02-310	678	2	a	a	DET
ajis02-310	678	3	data	data	NOUN
ajis02-310	678	4	cube	cube	NOUN
ajis02-310	678	5	exists	exist	VERB
ajis02-310	678	6	the	the	DET
ajis02-310	678	7	large	large	ADJ
ajis02-310	678	8	one	one	NUM
ajis02-310	678	9	item	item	NOUN
ajis02-310	678	10	itemsets	itemset	NOUN
ajis02-310	678	11	can	can	AUX
ajis02-310	678	12	be	be	AUX
ajis02-310	678	13	found	find	VERB
ajis02-310	678	14	by	by	ADP
ajis02-310	678	15	examining	examine	VERB
ajis02-310	678	16	the	the	DET
ajis02-310	678	17	1	1	NUM
ajis02-310	678	18	-	-	PUNCT
ajis02-310	678	19	d	d	NOUN
ajis02-310	678	20	aggregation	aggregation	NOUN
ajis02-310	678	21	layer	layer	NOUN
ajis02-310	678	22	of	of	ADP
ajis02-310	678	23	the	the	DET
ajis02-310	678	24	cube	cube	NOUN
ajis02-310	678	25	.	.	PUNCT
ajis02-310	679	1	based	base	VERB
ajis02-310	679	2	upon	upon	SCONJ
ajis02-310	679	3	these	these	DET
ajis02-310	679	4	large	large	ADJ
ajis02-310	679	5	itemsets	itemset	NOUN
ajis02-310	679	6	candidate	candidate	NOUN
ajis02-310	679	7	two	two	NUM
ajis02-310	679	8	item	item	NOUN
ajis02-310	679	9	large	large	ADJ
ajis02-310	679	10	itemsets	itemset	NOUN
ajis02-310	679	11	can	can	AUX
ajis02-310	679	12	be	be	AUX
ajis02-310	679	13	constructed	construct	VERB
ajis02-310	679	14	and	and	CCONJ
ajis02-310	679	15	tested	test	VERB
ajis02-310	679	16	by	by	ADP
ajis02-310	679	17	examining	examine	VERB
ajis02-310	679	18	the	the	DET
ajis02-310	679	19	2	2	NUM
ajis02-310	679	20	-	-	PUNCT
ajis02-310	679	21	d	d	NOUN
ajis02-310	679	22	aggregation	aggregation	NOUN
ajis02-310	679	23	layer	layer	NOUN
ajis02-310	679	24	.	.	PUNCT
ajis02-310	680	1	this	this	DET
ajis02-310	680	2	process	process	NOUN
ajis02-310	680	3	continues	continue	VERB
ajis02-310	680	4	until	until	SCONJ
ajis02-310	680	5	itemsets	itemset	NOUN
ajis02-310	680	6	with	with	ADP
ajis02-310	680	7	the	the	DET
ajis02-310	680	8	same	same	ADJ
ajis02-310	680	9	number	number	NOUN
ajis02-310	680	10	of	of	ADP
ajis02-310	680	11	items	item	NOUN
ajis02-310	680	12	as	as	ADP
ajis02-310	680	13	appearing	appear	VERB
ajis02-310	680	14	in	in	ADP
ajis02-310	680	15	the	the	DET
ajis02-310	680	16	metarule	metarule	NOUN
ajis02-310	680	17	have	have	AUX
ajis02-310	680	18	been	be	AUX
ajis02-310	680	19	discovered	discover	VERB
ajis02-310	680	20	.	.	PUNCT
ajis02-310	681	1	from	from	ADP
ajis02-310	681	2	here	here	ADV
ajis02-310	681	3	the	the	DET
ajis02-310	681	4	large	large	ADJ
ajis02-310	681	5	itemsets	itemset	NOUN
ajis02-310	681	6	can	can	AUX
ajis02-310	681	7	be	be	AUX
ajis02-310	681	8	evaluated	evaluate	VERB
ajis02-310	681	9	as	as	ADP
ajis02-310	681	10	rules	rule	NOUN
ajis02-310	681	11	.	.	PUNCT
ajis02-310	682	1	this	this	DET
ajis02-310	682	2	approach	approach	NOUN
ajis02-310	682	3	avoids	avoid	VERB
ajis02-310	682	4	multiple	multiple	ADJ
ajis02-310	682	5	scans	scan	NOUN
ajis02-310	682	6	over	over	ADP
ajis02-310	682	7	the	the	DET
ajis02-310	682	8	entire	entire	ADJ
ajis02-310	682	9	database	database	NOUN
ajis02-310	682	10	by	by	ADP
ajis02-310	682	11	utilising	utilise	VERB
ajis02-310	682	12	the	the	DET
ajis02-310	682	13	summary	summary	NOUN
ajis02-310	682	14	information	information	NOUN
ajis02-310	682	15	held	hold	VERB
ajis02-310	682	16	in	in	ADP
ajis02-310	682	17	the	the	DET
ajis02-310	682	18	data	data	NOUN
ajis02-310	682	19	cube	cube	NOUN
ajis02-310	682	20	.	.	PUNCT
ajis02-310	683	1	overall	overall	ADV
ajis02-310	683	2	it	it	PRON
ajis02-310	683	3	can	can	AUX
ajis02-310	683	4	be	be	AUX
ajis02-310	683	5	seen	see	VERB
ajis02-310	683	6	that	that	SCONJ
ajis02-310	683	7	data	data	NOUN
ajis02-310	683	8	warehouse	warehouse	NOUN
ajis02-310	683	9	technology	technology	NOUN
ajis02-310	683	10	provides	provide	VERB
ajis02-310	683	11	an	an	DET
ajis02-310	683	12	improved	improved	ADJ
ajis02-310	683	13	environment	environment	NOUN
ajis02-310	683	14	for	for	ADP
ajis02-310	683	15	knowledge	knowledge	NOUN
ajis02-310	683	16	discovery	discovery	NOUN
ajis02-310	683	17	processes	process	NOUN
ajis02-310	683	18	and	and	CCONJ
ajis02-310	683	19	it	it	PRON
ajis02-310	683	20	is	be	AUX
ajis02-310	683	21	likely	likely	ADJ
ajis02-310	683	22	that	that	SCONJ
ajis02-310	683	23	many	many	ADJ
ajis02-310	683	24	kdd	kdd	PROPN
ajis02-310	683	25	tools	tool	NOUN
ajis02-310	683	26	will	will	AUX
ajis02-310	683	27	be	be	AUX
ajis02-310	683	28	adapted	adapt	VERB
ajis02-310	683	29	to	to	PART
ajis02-310	683	30	exploit	exploit	VERB
ajis02-310	683	31	this	this	PRON
ajis02-310	683	32	.	.	PUNCT
ajis02-310	684	1	the	the	DET
ajis02-310	684	2	utilisation	utilisation	NOUN
ajis02-310	684	3	of	of	ADP
ajis02-310	684	4	discovered	discover	VERB
ajis02-310	684	5	knowledge	knowledge	NOUN
ajis02-310	684	6	both	both	DET
ajis02-310	684	7	data	datum	NOUN
ajis02-310	684	8	mining	mining	NOUN
ajis02-310	684	9	and	and	CCONJ
ajis02-310	684	10	kdd	kdd	PROPN
ajis02-310	684	11	are	be	AUX
ajis02-310	684	12	usually	usually	ADV
ajis02-310	684	13	associated	associate	VERB
ajis02-310	684	14	with	with	ADP
ajis02-310	684	15	decision	decision	NOUN
ajis02-310	684	16	support	support	NOUN
ajis02-310	684	17	and	and	CCONJ
ajis02-310	684	18	knowledge	knowledge	NOUN
ajis02-310	684	19	base	base	NOUN
ajis02-310	684	20	creation	creation	NOUN
ajis02-310	684	21	.	.	PUNCT
ajis02-310	685	1	however	however	ADV
ajis02-310	685	2	other	other	ADJ
ajis02-310	685	3	opportunities	opportunity	NOUN
ajis02-310	685	4	exist	exist	VERB
ajis02-310	685	5	for	for	ADP
ajis02-310	685	6	the	the	DET
ajis02-310	685	7	exploitation	exploitation	NOUN
ajis02-310	685	8	of	of	ADP
ajis02-310	685	9	discovered	discover	VERB
ajis02-310	685	10	knowledge	knowledge	NOUN
ajis02-310	685	11	.	.	PUNCT
ajis02-310	686	1	for	for	ADP
ajis02-310	686	2	example	example	NOUN
ajis02-310	686	3	,	,	PUNCT
ajis02-310	686	4	knowledge	knowledge	NOUN
ajis02-310	686	5	can	can	AUX
ajis02-310	686	6	be	be	AUX
ajis02-310	686	7	used	use	VERB
ajis02-310	686	8	for	for	ADP
ajis02-310	686	9	the	the	DET
ajis02-310	686	10	detection	detection	NOUN
ajis02-310	686	11	of	of	ADP
ajis02-310	686	12	inconsistencies	inconsistency	NOUN
ajis02-310	686	13	and	and	CCONJ
ajis02-310	686	14	integrity	integrity	NOUN
ajis02-310	686	15	enforcement	enforcement	NOUN
ajis02-310	686	16	.	.	PUNCT
ajis02-310	687	1	other	other	ADJ
ajis02-310	687	2	applications	application	NOUN
ajis02-310	687	3	include	include	VERB
ajis02-310	687	4	semantic	semantic	ADJ
ajis02-310	687	5	query	query	NOUN
ajis02-310	687	6	optimisation	optimisation	NOUN
ajis02-310	687	7	and	and	CCONJ
ajis02-310	687	8	the	the	DET
ajis02-310	687	9	discovery	discovery	NOUN
ajis02-310	687	10	of	of	ADP
ajis02-310	687	11	hidden	hide	VERB
ajis02-310	687	12	structures	structure	NOUN
ajis02-310	687	13	or	or	CCONJ
ajis02-310	687	14	dependencies	dependency	NOUN
ajis02-310	687	15	within	within	ADP
ajis02-310	687	16	the	the	DET
ajis02-310	687	17	data	datum	NOUN
ajis02-310	687	18	,	,	PUNCT
ajis02-310	687	19	which	which	PRON
ajis02-310	687	20	may	may	AUX
ajis02-310	687	21	lead	lead	VERB
ajis02-310	687	22	to	to	ADP
ajis02-310	687	23	database	database	NOUN
ajis02-310	687	24	restructuring	restructuring	NOUN
ajis02-310	687	25	.	.	PUNCT
ajis02-310	688	1	the	the	DET
ajis02-310	688	2	choice	choice	NOUN
ajis02-310	688	3	of	of	ADP
ajis02-310	688	4	application	application	NOUN
ajis02-310	688	5	largely	largely	ADV
ajis02-310	688	6	dictates	dictate	VERB
ajis02-310	688	7	the	the	DET
ajis02-310	688	8	nature	nature	NOUN
ajis02-310	688	9	of	of	ADP
ajis02-310	688	10	discovered	discover	VERB
ajis02-310	688	11	knowledge	knowledge	NOUN
ajis02-310	688	12	and	and	CCONJ
ajis02-310	688	13	hence	hence	ADV
ajis02-310	688	14	the	the	DET
ajis02-310	688	15	discovery	discovery	NOUN
ajis02-310	688	16	processes	process	NOUN
ajis02-310	688	17	.	.	PUNCT
ajis02-310	689	1	this	this	DET
ajis02-310	689	2	section	section	NOUN
ajis02-310	689	3	will	will	AUX
ajis02-310	689	4	discuss	discuss	VERB
ajis02-310	689	5	four	four	NUM
ajis02-310	689	6	main	main	ADJ
ajis02-310	689	7	applications	application	NOUN
ajis02-310	689	8	of	of	ADP
ajis02-310	689	9	discovered	discover	VERB
ajis02-310	689	10	knowledge	knowledge	NOUN
ajis02-310	689	11	and	and	CCONJ
ajis02-310	689	12	provide	provide	VERB
ajis02-310	689	13	examples	example	NOUN
ajis02-310	689	14	of	of	ADP
ajis02-310	689	15	each	each	PRON
ajis02-310	689	16	.	.	PUNCT
ajis02-310	690	1	detection	detection	NOUN
ajis02-310	690	2	of	of	ADP
ajis02-310	690	3	inconsistencies	inconsistency	NOUN
ajis02-310	690	4	and	and	CCONJ
ajis02-310	690	5	enforcement	enforcement	NOUN
ajis02-310	690	6	of	of	ADP
ajis02-310	690	7	integrity	integrity	NOUN
ajis02-310	690	8	within	within	ADP
ajis02-310	690	9	databases	database	NOUN
ajis02-310	690	10	the	the	DET
ajis02-310	690	11	detection	detection	NOUN
ajis02-310	690	12	of	of	ADP
ajis02-310	690	13	inconsistencies	inconsistency	NOUN
ajis02-310	690	14	and	and	CCONJ
ajis02-310	690	15	enforcement	enforcement	NOUN
ajis02-310	690	16	of	of	ADP
ajis02-310	690	17	integrity	integrity	NOUN
ajis02-310	690	18	within	within	ADP
ajis02-310	690	19	databases	database	NOUN
ajis02-310	690	20	can	can	AUX
ajis02-310	690	21	be	be	AUX
ajis02-310	690	22	partially	partially	ADV
ajis02-310	690	23	automated	automate	VERB
ajis02-310	690	24	with	with	ADP
ajis02-310	690	25	the	the	DET
ajis02-310	690	26	use	use	NOUN
ajis02-310	690	27	of	of	ADP
ajis02-310	690	28	inductive	inductive	ADJ
ajis02-310	690	29	techniques	technique	NOUN
ajis02-310	690	30	.	.	PUNCT
ajis02-310	691	1	semantic	semantic	ADJ
ajis02-310	691	2	rules	rule	NOUN
ajis02-310	691	3	can	can	AUX
ajis02-310	691	4	be	be	AUX
ajis02-310	691	5	induced	induce	VERB
ajis02-310	691	6	from	from	ADP
ajis02-310	691	7	the	the	DET
ajis02-310	691	8	target	target	NOUN
ajis02-310	691	9	database	database	NOUN
ajis02-310	691	10	and	and	CCONJ
ajis02-310	691	11	any	any	DET
ajis02-310	691	12	violation	violation	NOUN
ajis02-310	691	13	of	of	ADP
ajis02-310	691	14	these	these	DET
ajis02-310	691	15	rules	rule	NOUN
ajis02-310	691	16	can	can	AUX
ajis02-310	691	17	then	then	ADV
ajis02-310	691	18	be	be	AUX
ajis02-310	691	19	flagged	flag	VERB
ajis02-310	691	20	as	as	ADP
ajis02-310	691	21	an	an	DET
ajis02-310	691	22	exceptional	exceptional	ADJ
ajis02-310	691	23	occurrence	occurrence	NOUN
ajis02-310	691	24	,	,	PUNCT
ajis02-310	691	25	and	and	CCONJ
ajis02-310	691	26	appropriate	appropriate	ADJ
ajis02-310	691	27	warnings	warning	NOUN
ajis02-310	691	28	can	can	AUX
ajis02-310	691	29	be	be	AUX
ajis02-310	691	30	activated	activate	VERB
ajis02-310	691	31	.	.	PUNCT
ajis02-310	692	1	as	as	SCONJ
ajis02-310	692	2	pointed	point	VERB
ajis02-310	692	3	out	out	ADP
ajis02-310	692	4	by	by	ADP
ajis02-310	692	5	schlimmer	schlimmer	NOUN
ajis02-310	692	6	,	,	PUNCT
ajis02-310	692	7	a	a	DET
ajis02-310	692	8	major	major	ADJ
ajis02-310	692	9	strength	strength	NOUN
ajis02-310	692	10	of	of	ADP
ajis02-310	692	11	this	this	DET
ajis02-310	692	12	approach	approach	NOUN
ajis02-310	692	13	to	to	ADP
ajis02-310	692	14	integrity	integrity	NOUN
ajis02-310	692	15	enforcement	enforcement	NOUN
ajis02-310	692	16	is	be	AUX
ajis02-310	692	17	that	that	SCONJ
ajis02-310	692	18	it	it	PRON
ajis02-310	692	19	can	can	AUX
ajis02-310	692	20	be	be	AUX
ajis02-310	692	21	applied	apply	VERB
ajis02-310	692	22	to	to	ADP
ajis02-310	692	23	domains	domain	NOUN
ajis02-310	692	24	where	where	SCONJ
ajis02-310	692	25	no	no	DET
ajis02-310	692	26	domain	domain	NOUN
ajis02-310	692	27	expert	expert	NOUN
ajis02-310	692	28	is	be	AUX
ajis02-310	692	29	available	available	ADJ
ajis02-310	692	30	(	(	PUNCT
ajis02-310	692	31	schlimmer	schlimmer	NOUN
ajis02-310	692	32	,	,	PUNCT
ajis02-310	692	33	mitchell	mitchell	PROPN
ajis02-310	692	34	and	and	CCONJ
ajis02-310	692	35	mcdermott	mcdermott	PROPN
ajis02-310	692	36	1991	1991	NUM
ajis02-310	692	37	)	)	PUNCT
ajis02-310	692	38	.	.	PUNCT
ajis02-310	693	1	furthermore	furthermore	ADV
ajis02-310	693	2	,	,	PUNCT
ajis02-310	693	3	the	the	DET
ajis02-310	693	4	integrity	integrity	NOUN
ajis02-310	693	5	rules	rule	NOUN
ajis02-310	693	6	can	can	AUX
ajis02-310	693	7	be	be	AUX
ajis02-310	693	8	automatically	automatically	ADV
ajis02-310	693	9	updated	update	VERB
ajis02-310	693	10	periodically	periodically	ADV
ajis02-310	693	11	to	to	PART
ajis02-310	693	12	reflect	reflect	VERB
ajis02-310	693	13	changes	change	NOUN
ajis02-310	693	14	in	in	ADP
ajis02-310	693	15	the	the	DET
ajis02-310	693	16	database	database	NOUN
ajis02-310	693	17	over	over	ADP
ajis02-310	693	18	time	time	NOUN
ajis02-310	693	19	.	.	PUNCT
ajis02-310	694	1	schlimmer	schlimmer	NOUN
ajis02-310	694	2	(	(	PUNCT
ajis02-310	694	3	1993	1993	NUM
ajis02-310	694	4	)	)	PUNCT
ajis02-310	694	5	describes	describe	VERB
ajis02-310	694	6	carper	carper	PROPN
ajis02-310	694	7	,	,	PUNCT
ajis02-310	694	8	an	an	DET
ajis02-310	694	9	inductive	inductive	ADJ
ajis02-310	694	10	learning	learning	NOUN
ajis02-310	694	11	tool	tool	NOUN
ajis02-310	694	12	used	use	VERB
ajis02-310	694	13	to	to	PART
ajis02-310	694	14	maintain	maintain	VERB
ajis02-310	694	15	integrity	integrity	NOUN
ajis02-310	694	16	within	within	ADP
ajis02-310	694	17	databases	database	NOUN
ajis02-310	694	18	.	.	PUNCT
ajis02-310	695	1	this	this	DET
ajis02-310	695	2	tool	tool	NOUN
ajis02-310	695	3	combines	combine	VERB
ajis02-310	695	4	both	both	CCONJ
ajis02-310	695	5	learnt	learn	VERB
ajis02-310	695	6	and	and	CCONJ
ajis02-310	695	7	given	give	VERB
ajis02-310	695	8	knowledge	knowledge	NOUN
ajis02-310	695	9	to	to	PART
ajis02-310	695	10	construct	construct	VERB
ajis02-310	695	11	attribute	attribute	NOUN
ajis02-310	695	12	range	range	NOUN
ajis02-310	695	13	/	/	SYM
ajis02-310	695	14	value	value	NOUN
ajis02-310	695	15	models	model	NOUN
ajis02-310	695	16	.	.	PUNCT
ajis02-310	696	1	these	these	DET
ajis02-310	696	2	models	model	NOUN
ajis02-310	696	3	can	can	AUX
ajis02-310	696	4	be	be	AUX
ajis02-310	696	5	used	use	VERB
ajis02-310	696	6	to	to	PART
ajis02-310	696	7	detect	detect	VERB
ajis02-310	696	8	inconsistencies	inconsistency	NOUN
ajis02-310	696	9	in	in	ADP
ajis02-310	696	10	database	database	NOUN
ajis02-310	696	11	entries	entry	NOUN
ajis02-310	696	12	.	.	PUNCT
ajis02-310	697	1	in	in	ADP
ajis02-310	697	2	addition	addition	NOUN
ajis02-310	697	3	existing	exist	VERB
ajis02-310	697	4	database	database	NOUN
ajis02-310	697	5	entries	entry	NOUN
ajis02-310	697	6	can	can	AUX
ajis02-310	697	7	be	be	AUX
ajis02-310	697	8	checked	check	VERB
ajis02-310	697	9	for	for	ADP
ajis02-310	697	10	validity	validity	NOUN
ajis02-310	697	11	against	against	ADP
ajis02-310	697	12	the	the	DET
ajis02-310	697	13	rest	rest	NOUN
ajis02-310	697	14	of	of	ADP
ajis02-310	697	15	the	the	DET
ajis02-310	697	16	database	database	NOUN
ajis02-310	697	17	.	.	PUNCT
ajis02-310	698	1	carper	carper	PROPN
ajis02-310	698	2	constructs	construct	VERB
ajis02-310	698	3	a	a	DET
ajis02-310	698	4	single	single	ADJ
ajis02-310	698	5	decision	decision	NOUN
ajis02-310	698	6	path	path	NOUN
ajis02-310	698	7	for	for	ADP
ajis02-310	698	8	the	the	DET
ajis02-310	698	9	entry	entry	NOUN
ajis02-310	698	10	being	be	AUX
ajis02-310	698	11	checked	check	VERB
ajis02-310	698	12	.	.	PUNCT
ajis02-310	699	1	the	the	DET
ajis02-310	699	2	adaptation	adaptation	NOUN
ajis02-310	699	3	includes	include	VERB
ajis02-310	699	4	the	the	DET
ajis02-310	699	5	generation	generation	NOUN
ajis02-310	699	6	of	of	ADP
ajis02-310	699	7	multiple	multiple	ADJ
ajis02-310	699	8	trees	tree	NOUN
ajis02-310	699	9	where	where	SCONJ
ajis02-310	699	10	two	two	NUM
ajis02-310	699	11	attributes	attribute	NOUN
ajis02-310	699	12	are	be	AUX
ajis02-310	699	13	equally	equally	ADV
ajis02-310	699	14	appropriate	appropriate	ADJ
ajis02-310	699	15	for	for	ADP
ajis02-310	699	16	branching	branch	VERB
ajis02-310	699	17	.	.	PUNCT
ajis02-310	700	1	this	this	PRON
ajis02-310	700	2	reduces	reduce	VERB
ajis02-310	700	3	the	the	DET
ajis02-310	700	4	number	number	NOUN
ajis02-310	700	5	of	of	ADP
ajis02-310	700	6	false	false	ADJ
ajis02-310	700	7	alarms	alarm	NOUN
ajis02-310	700	8	also	also	ADV
ajis02-310	700	9	reduces	reduce	VERB
ajis02-310	700	10	the	the	DET
ajis02-310	700	11	number	number	NOUN
ajis02-310	700	12	of	of	ADP
ajis02-310	700	13	actual	actual	ADJ
ajis02-310	700	14	violations	violation	NOUN
ajis02-310	700	15	detected	detect	VERB
ajis02-310	700	16	but	but	CCONJ
ajis02-310	700	17	to	to	ADP
ajis02-310	700	18	a	a	DET
ajis02-310	700	19	lesser	less	ADJ
ajis02-310	700	20	degree	degree	NOUN
ajis02-310	700	21	.	.	PUNCT
ajis02-310	701	1	therefore	therefore	ADV
ajis02-310	701	2	the	the	DET
ajis02-310	701	3	choice	choice	NOUN
ajis02-310	701	4	of	of	ADP
ajis02-310	701	5	using	use	VERB
ajis02-310	701	6	a	a	DET
ajis02-310	701	7	single	single	ADJ
ajis02-310	701	8	tree	tree	NOUN
ajis02-310	701	9	or	or	CCONJ
ajis02-310	701	10	multiple	multiple	ADJ
ajis02-310	701	11	tree	tree	NOUN
ajis02-310	701	12	in	in	ADP
ajis02-310	701	13	such	such	ADJ
ajis02-310	701	14	situations	situation	NOUN
ajis02-310	701	15	,	,	PUNCT
ajis02-310	701	16	should	should	AUX
ajis02-310	701	17	be	be	AUX
ajis02-310	701	18	determined	determine	VERB
ajis02-310	701	19	by	by	ADP
ajis02-310	701	20	the	the	DET
ajis02-310	701	21	nature	nature	NOUN
ajis02-310	701	22	of	of	ADP
ajis02-310	701	23	the	the	DET
ajis02-310	701	24	application	application	NOUN
ajis02-310	701	25	.	.	PUNCT
ajis02-310	702	1	kamel	kamel	PROPN
ajis02-310	702	2	describes	describe	VERB
ajis02-310	702	3	the	the	DET
ajis02-310	702	4	use	use	NOUN
ajis02-310	702	5	of	of	ADP
ajis02-310	702	6	an	an	DET
ajis02-310	702	7	expert	expert	NOUN
ajis02-310	702	8	system	system	NOUN
ajis02-310	702	9	shell	shell	VERB
ajis02-310	702	10	as	as	ADP
ajis02-310	702	11	a	a	DET
ajis02-310	702	12	front	front	ADJ
ajis02-310	702	13	end	end	NOUN
ajis02-310	702	14	to	to	ADP
ajis02-310	702	15	a	a	DET
ajis02-310	702	16	database	database	NOUN
ajis02-310	702	17	to	to	PART
ajis02-310	702	18	test	test	VERB
ajis02-310	702	19	the	the	DET
ajis02-310	702	20	integrity	integrity	NOUN
ajis02-310	702	21	of	of	ADP
ajis02-310	702	22	updates	update	NOUN
ajis02-310	702	23	(	(	PUNCT
ajis02-310	702	24	kamel	kamel	PROPN
ajis02-310	702	25	1995	1995	NUM
ajis02-310	702	26	)	)	PUNCT
ajis02-310	702	27	.	.	PUNCT
ajis02-310	703	1	this	this	DET
ajis02-310	703	2	simplistic	simplistic	ADJ
ajis02-310	703	3	approach	approach	NOUN
ajis02-310	703	4	allows	allow	VERB
ajis02-310	703	5	rules	rule	NOUN
ajis02-310	703	6	in	in	ADP
ajis02-310	703	7	the	the	DET
ajis02-310	703	8	expert	expert	NOUN
ajis02-310	703	9	system	system	NOUN
ajis02-310	703	10	to	to	PART
ajis02-310	703	11	enforce	enforce	VERB
ajis02-310	703	12	integrity	integrity	NOUN
ajis02-310	703	13	upon	upon	SCONJ
ajis02-310	703	14	data	datum	NOUN
ajis02-310	703	15	entered	enter	VERB
ajis02-310	703	16	into	into	ADP
ajis02-310	703	17	the	the	DET
ajis02-310	703	18	database	database	NOUN
ajis02-310	703	19	.	.	PUNCT
ajis02-310	704	1	rules	rule	NOUN
ajis02-310	704	2	for	for	ADP
ajis02-310	704	3	such	such	DET
ajis02-310	704	4	a	a	DET
ajis02-310	704	5	system	system	NOUN
ajis02-310	704	6	could	could	AUX
ajis02-310	704	7	be	be	AUX
ajis02-310	704	8	automatically	automatically	ADV
ajis02-310	704	9	generated	generate	VERB
ajis02-310	704	10	using	use	VERB
ajis02-310	704	11	a	a	DET
ajis02-310	704	12	rule	rule	NOUN
ajis02-310	704	13	induction	induction	NOUN
ajis02-310	704	14	technique	technique	NOUN
ajis02-310	704	15	.	.	PUNCT
ajis02-310	705	1	however	however	ADV
ajis02-310	705	2	for	for	SCONJ
ajis02-310	705	3	such	such	DET
ajis02-310	705	4	a	a	DET
ajis02-310	705	5	system	system	NOUN
ajis02-310	705	6	to	to	PART
ajis02-310	705	7	be	be	AUX
ajis02-310	705	8	practical	practical	ADJ
ajis02-310	705	9	the	the	DET
ajis02-310	705	10	rules	rule	NOUN
ajis02-310	705	11	would	would	AUX
ajis02-310	705	12	need	need	VERB
ajis02-310	705	13	to	to	PART
ajis02-310	705	14	be	be	AUX
ajis02-310	705	15	maintained	maintain	VERB
ajis02-310	705	16	consistently	consistently	ADV
ajis02-310	705	17	over	over	ADP
ajis02-310	705	18	time	time	NOUN
ajis02-310	705	19	to	to	PART
ajis02-310	705	20	ensure	ensure	VERB
ajis02-310	705	21	they	they	PRON
ajis02-310	705	22	facilitate	facilitate	VERB
ajis02-310	705	23	changes	change	NOUN
ajis02-310	705	24	in	in	ADP
ajis02-310	705	25	the	the	DET
ajis02-310	705	26	database	database	NOUN
ajis02-310	705	27	over	over	ADP
ajis02-310	705	28	time	time	NOUN
ajis02-310	705	29	.	.	PUNCT
ajis02-310	706	1	it	it	PRON
ajis02-310	706	2	is	be	AUX
ajis02-310	706	3	worth	worth	ADJ
ajis02-310	706	4	noting	note	VERB
ajis02-310	706	5	that	that	SCONJ
ajis02-310	706	6	active	active	ADJ
ajis02-310	706	7	databases	database	NOUN
ajis02-310	706	8	could	could	AUX
ajis02-310	706	9	be	be	AUX
ajis02-310	706	10	employed	employ	VERB
ajis02-310	706	11	usefully	usefully	ADV
ajis02-310	706	12	for	for	ADP
ajis02-310	706	13	tasks	task	NOUN
ajis02-310	706	14	such	such	ADJ
ajis02-310	706	15	as	as	ADP
ajis02-310	706	16	the	the	DET
ajis02-310	706	17	detection	detection	NOUN
ajis02-310	706	18	of	of	ADP
ajis02-310	706	19	inconsistencies	inconsistency	NOUN
ajis02-310	706	20	and	and	CCONJ
ajis02-310	706	21	integrity	integrity	NOUN
ajis02-310	706	22	enforcement	enforcement	NOUN
ajis02-310	706	23	.	.	PUNCT
ajis02-310	707	1	active	active	ADJ
ajis02-310	707	2	databases	database	NOUN
ajis02-310	707	3	can	can	AUX
ajis02-310	707	4	respond	respond	VERB
ajis02-310	707	5	automatically	automatically	ADV
ajis02-310	707	6	to	to	ADP
ajis02-310	707	7	the	the	DET
ajis02-310	707	8	entry	entry	NOUN
ajis02-310	707	9	of	of	ADP
ajis02-310	707	10	unusual	unusual	ADJ
ajis02-310	707	11	data	datum	NOUN
ajis02-310	707	12	by	by	ADP
ajis02-310	707	13	notifying	notify	VERB
ajis02-310	707	14	the	the	DET
ajis02-310	707	15	system	system	NOUN
ajis02-310	707	16	user	user	NOUN
ajis02-310	707	17	of	of	ADP
ajis02-310	707	18	the	the	DET
ajis02-310	707	19	unusual	unusual	ADJ
ajis02-310	707	20	nature	nature	NOUN
ajis02-310	707	21	of	of	ADP
ajis02-310	707	22	the	the	DET
ajis02-310	707	23	data	datum	NOUN
ajis02-310	707	24	.	.	PUNCT
ajis02-310	708	1	the	the	DET
ajis02-310	708	2	entry	entry	NOUN
ajis02-310	708	3	of	of	ADP
ajis02-310	708	4	some	some	DET
ajis02-310	708	5	quantity	quantity	NOUN
ajis02-310	708	6	of	of	ADP
ajis02-310	708	7	new	new	ADJ
ajis02-310	708	8	data	datum	NOUN
ajis02-310	708	9	can	can	AUX
ajis02-310	708	10	be	be	AUX
ajis02-310	708	11	seen	see	VERB
ajis02-310	708	12	as	as	ADP
ajis02-310	708	13	an	an	DET
ajis02-310	708	14	event	event	NOUN
ajis02-310	708	15	.	.	PUNCT
ajis02-310	709	1	if	if	SCONJ
ajis02-310	709	2	any	any	DET
ajis02-310	709	3	inconsistencies	inconsistency	NOUN
ajis02-310	709	4	are	be	AUX
ajis02-310	709	5	found	find	VERB
ajis02-310	709	6	between	between	ADP
ajis02-310	709	7	this	this	DET
ajis02-310	709	8	data	datum	NOUN
ajis02-310	709	9	and	and	CCONJ
ajis02-310	709	10	the	the	DET
ajis02-310	709	11	rules	rule	NOUN
ajis02-310	709	12	derived	derive	VERB
ajis02-310	709	13	previously	previously	ADV
ajis02-310	709	14	via	via	ADP
ajis02-310	709	15	data	datum	NOUN
ajis02-310	709	16	mining	mining	NOUN
ajis02-310	709	17	then	then	ADV
ajis02-310	709	18	this	this	PRON
ajis02-310	709	19	can	can	AUX
ajis02-310	709	20	activate	activate	VERB
ajis02-310	709	21	a	a	DET
ajis02-310	709	22	trigger	trigger	NOUN
ajis02-310	709	23	.	.	PUNCT
ajis02-310	710	1	the	the	DET
ajis02-310	710	2	action	action	NOUN
ajis02-310	710	3	taken	take	VERB
ajis02-310	710	4	by	by	ADP
ajis02-310	710	5	the	the	DET
ajis02-310	710	6	trigger	trigger	NOUN
ajis02-310	710	7	could	could	AUX
ajis02-310	710	8	be	be	AUX
ajis02-310	710	9	to	to	PART
ajis02-310	710	10	notify	notify	VERB
ajis02-310	710	11	the	the	DET
ajis02-310	710	12	user	user	NOUN
ajis02-310	710	13	of	of	ADP
ajis02-310	710	14	the	the	DET
ajis02-310	710	15	118	118	NUM
ajis02-310	710	16	ajis	ajis	NOUN
ajis02-310	710	17	vol	vol	NOUN
ajis02-310	710	18	.	.	PROPN
ajis02-310	711	1	6	6	NUM
ajis02-310	711	2	no	no	NOUN
ajis02-310	711	3	.	.	NOUN
ajis02-310	711	4	2	2	NUM
ajis02-310	711	5	may	may	AUX
ajis02-310	711	6	1999	1999	NUM
ajis02-310	711	7	exception	exception	VERB
ajis02-310	711	8	nature	nature	NOUN
ajis02-310	711	9	of	of	ADP
ajis02-310	711	10	the	the	DET
ajis02-310	711	11	data	datum	NOUN
ajis02-310	711	12	in	in	ADP
ajis02-310	711	13	question	question	NOUN
ajis02-310	711	14	.	.	PUNCT
ajis02-310	712	1	an	an	DET
ajis02-310	712	2	application	application	NOUN
ajis02-310	712	3	of	of	ADP
ajis02-310	712	4	active	active	ADJ
ajis02-310	712	5	databases	database	NOUN
ajis02-310	712	6	in	in	ADP
ajis02-310	712	7	knowledge	knowledge	NOUN
ajis02-310	712	8	discovery	discovery	PROPN
ajis02-310	712	9	is	be	AUX
ajis02-310	712	10	described	describe	VERB
ajis02-310	712	11	by	by	ADP
ajis02-310	712	12	agrawal	agrawal	PROPN
ajis02-310	712	13	and	and	CCONJ
ajis02-310	712	14	psaila	psaila	NOUN
ajis02-310	712	15	(	(	PUNCT
ajis02-310	712	16	1995	1995	NUM
ajis02-310	712	17	)	)	PUNCT
ajis02-310	712	18	who	who	PRON
ajis02-310	712	19	describe	describe	VERB
ajis02-310	712	20	the	the	DET
ajis02-310	712	21	application	application	NOUN
ajis02-310	712	22	of	of	ADP
ajis02-310	712	23	triggers	trigger	NOUN
ajis02-310	712	24	to	to	PART
ajis02-310	712	25	detect	detect	VERB
ajis02-310	712	26	trends	trend	NOUN
ajis02-310	712	27	in	in	ADP
ajis02-310	712	28	rules	rule	NOUN
ajis02-310	712	29	describing	describe	VERB
ajis02-310	712	30	the	the	DET
ajis02-310	712	31	application	application	NOUN
ajis02-310	712	32	domain	domain	NOUN
ajis02-310	712	33	.	.	PUNCT
ajis02-310	713	1	important	important	ADJ
ajis02-310	713	2	changes	change	NOUN
ajis02-310	713	3	in	in	ADP
ajis02-310	713	4	the	the	DET
ajis02-310	713	5	application	application	NOUN
ajis02-310	713	6	domain	domain	NOUN
ajis02-310	713	7	can	can	AUX
ajis02-310	713	8	be	be	AUX
ajis02-310	713	9	automatically	automatically	ADV
ajis02-310	713	10	flagged	flag	VERB
ajis02-310	713	11	for	for	ADP
ajis02-310	713	12	users	user	NOUN
ajis02-310	713	13	attention	attention	NOUN
ajis02-310	713	14	.	.	PUNCT
ajis02-310	714	1	there	there	PRON
ajis02-310	714	2	is	be	VERB
ajis02-310	714	3	no	no	DET
ajis02-310	714	4	reason	reason	NOUN
ajis02-310	714	5	however	however	ADV
ajis02-310	714	6	why	why	SCONJ
ajis02-310	714	7	a	a	DET
ajis02-310	714	8	similar	similar	ADJ
ajis02-310	714	9	approach	approach	NOUN
ajis02-310	714	10	can	can	AUX
ajis02-310	714	11	not	not	PART
ajis02-310	714	12	be	be	AUX
ajis02-310	714	13	adopted	adopt	VERB
ajis02-310	714	14	for	for	ADP
ajis02-310	714	15	integrity	integrity	NOUN
ajis02-310	714	16	enforcement	enforcement	NOUN
ajis02-310	714	17	.	.	PUNCT
ajis02-310	715	1	the	the	DET
ajis02-310	715	2	major	major	ADJ
ajis02-310	715	3	advantage	advantage	NOUN
ajis02-310	715	4	of	of	ADP
ajis02-310	715	5	this	this	DET
ajis02-310	715	6	approach	approach	NOUN
ajis02-310	715	7	is	be	AUX
ajis02-310	715	8	that	that	SCONJ
ajis02-310	715	9	users	user	NOUN
ajis02-310	715	10	are	be	AUX
ajis02-310	715	11	not	not	PART
ajis02-310	715	12	required	require	VERB
ajis02-310	715	13	to	to	PART
ajis02-310	715	14	manually	manually	ADV
ajis02-310	715	15	conduct	conduct	VERB
ajis02-310	715	16	regular	regular	ADJ
ajis02-310	715	17	analysis	analysis	NOUN
ajis02-310	715	18	to	to	PART
ajis02-310	715	19	detect	detect	VERB
ajis02-310	715	20	interesting	interesting	ADJ
ajis02-310	715	21	behaviour	behaviour	NOUN
ajis02-310	715	22	in	in	ADP
ajis02-310	715	23	the	the	DET
ajis02-310	715	24	rule	rule	NOUN
ajis02-310	715	25	set	set	VERB
ajis02-310	715	26	and	and	CCONJ
ajis02-310	715	27	underlying	underlying	ADJ
ajis02-310	715	28	data	datum	NOUN
ajis02-310	715	29	.	.	PUNCT
ajis02-310	716	1	semantic	semantic	ADJ
ajis02-310	716	2	query	query	NOUN
ajis02-310	716	3	optimisation	optimisation	NOUN
ajis02-310	716	4	semantic	semantic	ADJ
ajis02-310	716	5	knowledge	knowledge	NOUN
ajis02-310	716	6	about	about	ADP
ajis02-310	716	7	the	the	DET
ajis02-310	716	8	contents	content	NOUN
ajis02-310	716	9	of	of	ADP
ajis02-310	716	10	a	a	DET
ajis02-310	716	11	database	database	NOUN
ajis02-310	716	12	can	can	AUX
ajis02-310	716	13	be	be	AUX
ajis02-310	716	14	useful	useful	ADJ
ajis02-310	716	15	in	in	ADP
ajis02-310	716	16	the	the	DET
ajis02-310	716	17	optimisation	optimisation	NOUN
ajis02-310	716	18	of	of	ADP
ajis02-310	716	19	queries	query	NOUN
ajis02-310	716	20	.	.	PUNCT
ajis02-310	717	1	rules	rule	NOUN
ajis02-310	717	2	that	that	PRON
ajis02-310	717	3	are	be	AUX
ajis02-310	717	4	known	know	VERB
ajis02-310	717	5	to	to	PART
ajis02-310	717	6	hold	hold	VERB
ajis02-310	717	7	in	in	ADP
ajis02-310	717	8	the	the	DET
ajis02-310	717	9	database	database	NOUN
ajis02-310	717	10	can	can	AUX
ajis02-310	717	11	be	be	AUX
ajis02-310	717	12	used	use	VERB
ajis02-310	717	13	to	to	PART
ajis02-310	717	14	transform	transform	VERB
ajis02-310	717	15	queries	query	NOUN
ajis02-310	717	16	to	to	PART
ajis02-310	717	17	improve	improve	VERB
ajis02-310	717	18	performance	performance	NOUN
ajis02-310	717	19	,	,	PUNCT
ajis02-310	717	20	a	a	DET
ajis02-310	717	21	process	process	NOUN
ajis02-310	717	22	known	know	VERB
ajis02-310	717	23	as	as	ADP
ajis02-310	717	24	semantic	semantic	ADJ
ajis02-310	717	25	query	query	NOUN
ajis02-310	717	26	optimisation	optimisation	NOUN
ajis02-310	717	27	.	.	PUNCT
ajis02-310	718	1	semantic	semantic	ADJ
ajis02-310	718	2	query	query	NOUN
ajis02-310	718	3	optimisation	optimisation	NOUN
ajis02-310	718	4	can	can	AUX
ajis02-310	718	5	be	be	AUX
ajis02-310	718	6	seen	see	VERB
ajis02-310	718	7	as	as	ADP
ajis02-310	718	8	a	a	DET
ajis02-310	718	9	two	two	NUM
ajis02-310	718	10	-	-	PUNCT
ajis02-310	718	11	phase	phase	NOUN
ajis02-310	718	12	process	process	NOUN
ajis02-310	718	13	(	(	PUNCT
ajis02-310	718	14	siegal	siegal	PROPN
ajis02-310	718	15	,	,	PUNCT
ajis02-310	718	16	sciore	sciore	NOUN
ajis02-310	718	17	and	and	CCONJ
ajis02-310	718	18	salveter	salveter	NOUN
ajis02-310	718	19	1991	1991	NUM
ajis02-310	718	20	)	)	PUNCT
ajis02-310	718	21	.	.	PUNCT
ajis02-310	719	1	firstly	firstly	ADV
ajis02-310	719	2	possible	possible	ADJ
ajis02-310	719	3	transformations	transformation	NOUN
ajis02-310	719	4	of	of	ADP
ajis02-310	719	5	the	the	DET
ajis02-310	719	6	original	original	ADJ
ajis02-310	719	7	query	query	NOUN
ajis02-310	719	8	to	to	PART
ajis02-310	719	9	produce	produce	VERB
ajis02-310	719	10	different	different	ADJ
ajis02-310	719	11	,	,	PUNCT
ajis02-310	719	12	semantically	semantically	ADV
ajis02-310	719	13	equivalent	equivalent	ADJ
ajis02-310	719	14	queries	query	NOUN
ajis02-310	719	15	must	must	AUX
ajis02-310	719	16	be	be	AUX
ajis02-310	719	17	found	find	VERB
ajis02-310	719	18	.	.	PUNCT
ajis02-310	720	1	these	these	DET
ajis02-310	720	2	transformations	transformation	NOUN
ajis02-310	720	3	are	be	AUX
ajis02-310	720	4	performed	perform	VERB
ajis02-310	720	5	based	base	VERB
ajis02-310	720	6	upon	upon	SCONJ
ajis02-310	720	7	available	available	ADJ
ajis02-310	720	8	rules	rule	NOUN
ajis02-310	720	9	or	or	CCONJ
ajis02-310	720	10	semantic	semantic	ADJ
ajis02-310	720	11	knowledge	knowledge	NOUN
ajis02-310	720	12	and	and	CCONJ
ajis02-310	720	13	it	it	PRON
ajis02-310	720	14	is	be	AUX
ajis02-310	720	15	this	this	DET
ajis02-310	720	16	knowledge	knowledge	NOUN
ajis02-310	720	17	that	that	PRON
ajis02-310	720	18	might	might	AUX
ajis02-310	720	19	be	be	AUX
ajis02-310	720	20	derived	derive	VERB
ajis02-310	720	21	by	by	ADP
ajis02-310	720	22	knowledge	knowledge	NOUN
ajis02-310	720	23	discovery	discovery	NOUN
ajis02-310	720	24	.	.	PUNCT
ajis02-310	721	1	the	the	DET
ajis02-310	721	2	optimisation	optimisation	NOUN
ajis02-310	721	3	process	process	NOUN
ajis02-310	721	4	must	must	AUX
ajis02-310	721	5	then	then	ADV
ajis02-310	721	6	determine	determine	VERB
ajis02-310	721	7	which	which	DET
ajis02-310	721	8	query	query	NOUN
ajis02-310	721	9	will	will	AUX
ajis02-310	721	10	has	have	VERB
ajis02-310	721	11	the	the	DET
ajis02-310	721	12	lowest	low	ADJ
ajis02-310	721	13	execution	execution	NOUN
ajis02-310	721	14	cost	cost	NOUN
ajis02-310	721	15	as	as	ADP
ajis02-310	721	16	an	an	DET
ajis02-310	721	17	example	example	NOUN
ajis02-310	721	18	consider	consider	VERB
ajis02-310	721	19	the	the	DET
ajis02-310	721	20	following	follow	VERB
ajis02-310	721	21	database	database	NOUN
ajis02-310	721	22	relation	relation	NOUN
ajis02-310	721	23	noting	note	VERB
ajis02-310	721	24	that	that	SCONJ
ajis02-310	721	25	there	there	PRON
ajis02-310	721	26	is	be	VERB
ajis02-310	721	27	an	an	DET
ajis02-310	721	28	index	index	NOUN
ajis02-310	721	29	on	on	ADP
ajis02-310	721	30	the	the	DET
ajis02-310	721	31	department	department	NOUN
ajis02-310	721	32	attribute	attribute	NOUN
ajis02-310	721	33	:	:	PUNCT
ajis02-310	721	34	staff	staff	NOUN
ajis02-310	721	35	(	(	PUNCT
ajis02-310	721	36	i	i	PROPN
ajis02-310	721	37	d	d	PROPN
ajis02-310	721	38	,	,	PUNCT
ajis02-310	721	39	name	name	NOUN
ajis02-310	721	40	,	,	PUNCT
ajis02-310	721	41	department	department	NOUN
ajis02-310	721	42	,	,	PUNCT
ajis02-310	721	43	building	building	NOUN
ajis02-310	721	44	,	,	PUNCT
ajis02-310	721	45	room	room	NOUN
ajis02-310	721	46	no	no	NOUN
ajis02-310	721	47	)	)	PUNCT
ajis02-310	721	48	consider	consider	VERB
ajis02-310	721	49	a	a	DET
ajis02-310	721	50	simple	simple	ADJ
ajis02-310	721	51	query	query	NOUN
ajis02-310	721	52	that	that	PRON
ajis02-310	721	53	requests	request	VERB
ajis02-310	721	54	a	a	DET
ajis02-310	721	55	list	list	NOUN
ajis02-310	721	56	of	of	ADP
ajis02-310	721	57	all	all	PRON
ajis02-310	721	58	lecturing	lecture	VERB
ajis02-310	721	59	staff	staff	NOUN
ajis02-310	721	60	in	in	ADP
ajis02-310	721	61	the	the	DET
ajis02-310	721	62	mitchell	mitchell	PROPN
ajis02-310	721	63	building	building	PROPN
ajis02-310	721	64	.	.	PUNCT
ajis02-310	722	1	select	select	ADJ
ajis02-310	722	2	staff.name	staff.name	PROPN
ajis02-310	722	3	where	where	SCONJ
ajis02-310	722	4	staff.building	staff.building	NOUN
ajis02-310	722	5	=	=	SYM
ajis02-310	722	6	'	'	PUNCT
ajis02-310	722	7	mitchell	mitchell	NOUN
ajis02-310	722	8	'	'	PUNCT
ajis02-310	722	9	if	if	SCONJ
ajis02-310	722	10	we	we	PRON
ajis02-310	722	11	have	have	VERB
ajis02-310	722	12	a	a	DET
ajis02-310	722	13	rule	rule	NOUN
ajis02-310	722	14	that	that	PRON
ajis02-310	722	15	states	state	VERB
ajis02-310	722	16	that	that	SCONJ
ajis02-310	722	17	all	all	DET
ajis02-310	722	18	staff	staff	NOUN
ajis02-310	722	19	in	in	ADP
ajis02-310	722	20	the	the	DET
ajis02-310	722	21	mitchell	mitchell	PROPN
ajis02-310	722	22	building	building	NOUN
ajis02-310	722	23	are	be	AUX
ajis02-310	722	24	from	from	ADP
ajis02-310	722	25	the	the	DET
ajis02-310	722	26	computing	computing	NOUN
ajis02-310	722	27	department	department	NOUN
ajis02-310	722	28	,	,	PUNCT
ajis02-310	722	29	we	we	PRON
ajis02-310	722	30	may	may	AUX
ajis02-310	722	31	then	then	ADV
ajis02-310	722	32	transform	transform	VERB
ajis02-310	722	33	the	the	DET
ajis02-310	722	34	query	query	NOUN
ajis02-310	722	35	into	into	ADP
ajis02-310	722	36	the	the	DET
ajis02-310	722	37	following	follow	VERB
ajis02-310	722	38	query	query	NOUN
ajis02-310	722	39	:	:	PUNCT
ajis02-310	722	40	select	select	ADJ
ajis02-310	722	41	staff.name	staff.name	PROPN
ajis02-310	722	42	where	where	SCONJ
ajis02-310	722	43	staff.department	staff.department	NOUN
ajis02-310	722	44	=	=	NOUN
ajis02-310	722	45	'	'	PUNCT
ajis02-310	722	46	computing	compute	VERB
ajis02-310	722	47	'	'	PUNCT
ajis02-310	722	48	and	and	CCONJ
ajis02-310	722	49	staff.building	staff.building	PROPN
ajis02-310	722	50	=	=	SYM
ajis02-310	722	51	'	'	PUNCT
ajis02-310	722	52	mitchell	mitchell	NOUN
ajis02-310	722	53	'	'	PUNCT
ajis02-310	722	54	in	in	ADP
ajis02-310	722	55	this	this	DET
ajis02-310	722	56	transformation	transformation	NOUN
ajis02-310	722	57	of	of	ADP
ajis02-310	722	58	the	the	DET
ajis02-310	722	59	original	original	ADJ
ajis02-310	722	60	query	query	NOUN
ajis02-310	722	61	we	we	PRON
ajis02-310	722	62	then	then	ADV
ajis02-310	722	63	may	may	AUX
ajis02-310	722	64	utilise	utilise	VERB
ajis02-310	722	65	the	the	DET
ajis02-310	722	66	index	index	NOUN
ajis02-310	722	67	structure	structure	NOUN
ajis02-310	722	68	to	to	PART
ajis02-310	722	69	speed	speed	VERB
ajis02-310	722	70	up	up	ADP
ajis02-310	722	71	the	the	DET
ajis02-310	722	72	query	query	NOUN
ajis02-310	722	73	by	by	ADP
ajis02-310	722	74	quickly	quickly	ADV
ajis02-310	722	75	selecting	select	VERB
ajis02-310	722	76	only	only	ADV
ajis02-310	722	77	the	the	DET
ajis02-310	722	78	computing	compute	VERB
ajis02-310	722	79	staff	staff	NOUN
ajis02-310	722	80	.	.	PUNCT
ajis02-310	723	1	as	as	SCONJ
ajis02-310	723	2	noted	note	VERB
ajis02-310	723	3	by	by	ADP
ajis02-310	723	4	siegel	siegel	PROPN
ajis02-310	723	5	el	el	PROPN
ajis02-310	723	6	al	al	PROPN
ajis02-310	723	7	,	,	PUNCT
ajis02-310	723	8	no	no	DET
ajis02-310	723	9	methodology	methodology	NOUN
ajis02-310	723	10	for	for	ADP
ajis02-310	723	11	the	the	DET
ajis02-310	723	12	specification	specification	NOUN
ajis02-310	723	13	of	of	ADP
ajis02-310	723	14	useful	useful	ADJ
ajis02-310	723	15	semantic	semantic	ADJ
ajis02-310	723	16	rules	rule	NOUN
ajis02-310	723	17	by	by	ADP
ajis02-310	723	18	experts	expert	NOUN
ajis02-310	723	19	has	have	AUX
ajis02-310	723	20	been	be	AUX
ajis02-310	723	21	developed	develop	VERB
ajis02-310	723	22	(	(	PUNCT
ajis02-310	723	23	siegal	siegal	PROPN
ajis02-310	723	24	,	,	PUNCT
ajis02-310	723	25	sciore	sciore	NOUN
ajis02-310	723	26	and	and	CCONJ
ajis02-310	723	27	salveter	salveter	NOUN
ajis02-310	723	28	1991	1991	NUM
ajis02-310	723	29	)	)	PUNCT
ajis02-310	723	30	.	.	PUNCT
ajis02-310	724	1	therefore	therefore	ADV
ajis02-310	724	2	it	it	PRON
ajis02-310	724	3	can	can	AUX
ajis02-310	724	4	not	not	PART
ajis02-310	724	5	be	be	AUX
ajis02-310	724	6	guaranteed	guarantee	VERB
ajis02-310	724	7	that	that	SCONJ
ajis02-310	724	8	the	the	DET
ajis02-310	724	9	rules	rule	NOUN
ajis02-310	724	10	specified	specify	VERB
ajis02-310	724	11	by	by	ADP
ajis02-310	724	12	experts	expert	NOUN
ajis02-310	724	13	would	would	AUX
ajis02-310	724	14	be	be	AUX
ajis02-310	724	15	optimal	optimal	ADJ
ajis02-310	724	16	for	for	ADP
ajis02-310	724	17	semantic	semantic	ADJ
ajis02-310	724	18	query	query	NOUN
ajis02-310	724	19	optimisation	optimisation	NOUN
ajis02-310	724	20	.	.	PUNCT
ajis02-310	725	1	moreover	moreover	ADV
ajis02-310	725	2	the	the	DET
ajis02-310	725	3	maintenance	maintenance	NOUN
ajis02-310	725	4	of	of	ADP
ajis02-310	725	5	semantic	semantic	ADJ
ajis02-310	725	6	rules	rule	NOUN
ajis02-310	725	7	may	may	AUX
ajis02-310	725	8	place	place	VERB
ajis02-310	725	9	an	an	DET
ajis02-310	725	10	impractical	impractical	ADJ
ajis02-310	725	11	burden	burden	NOUN
ajis02-310	725	12	on	on	ADP
ajis02-310	725	13	domain	domain	NOUN
ajis02-310	725	14	experts	expert	NOUN
ajis02-310	725	15	as	as	ADP
ajis02-310	725	16	databases	database	NOUN
ajis02-310	725	17	are	be	AUX
ajis02-310	725	18	constantly	constantly	ADV
ajis02-310	725	19	changing	change	VERB
ajis02-310	725	20	.	.	PUNCT
ajis02-310	726	1	the	the	DET
ajis02-310	726	2	automatic	automatic	ADJ
ajis02-310	726	3	generation	generation	NOUN
ajis02-310	726	4	of	of	ADP
ajis02-310	726	5	useful	useful	ADJ
ajis02-310	726	6	semantic	semantic	ADJ
ajis02-310	726	7	rules	rule	NOUN
ajis02-310	726	8	is	be	AUX
ajis02-310	726	9	therefore	therefore	ADV
ajis02-310	726	10	a	a	DET
ajis02-310	726	11	promising	promising	ADJ
ajis02-310	726	12	application	application	NOUN
ajis02-310	726	13	of	of	ADP
ajis02-310	726	14	knowledge	knowledge	NOUN
ajis02-310	726	15	discovery	discovery	NOUN
ajis02-310	726	16	techniques	technique	NOUN
ajis02-310	726	17	.	.	PUNCT
ajis02-310	727	1	anand	anand	PROPN
ajis02-310	727	2	et	et	PROPN
ajis02-310	727	3	al	al	PROPN
ajis02-310	727	4	.	.	PROPN
ajis02-310	727	5	(	(	PUNCT
ajis02-310	727	6	1994	1994	NUM
ajis02-310	727	7	)	)	PUNCT
ajis02-310	727	8	describe	describe	VERB
ajis02-310	727	9	state	state	NOUN
ajis02-310	727	10	-	-	PUNCT
ajis02-310	727	11	aware	aware	ADJ
ajis02-310	727	12	query	query	NOUN
ajis02-310	727	13	optimisation	optimisation	NOUN
ajis02-310	727	14	.	.	PUNCT
ajis02-310	728	1	this	this	DET
ajis02-310	728	2	approach	approach	NOUN
ajis02-310	728	3	aims	aim	VERB
ajis02-310	728	4	to	to	PART
ajis02-310	728	5	use	use	VERB
ajis02-310	728	6	discovered	discover	VERB
ajis02-310	728	7	semantic	semantic	ADJ
ajis02-310	728	8	knowledge	knowledge	NOUN
ajis02-310	728	9	to	to	PART
ajis02-310	728	10	reformulate	reformulate	VERB
ajis02-310	728	11	queries	query	NOUN
ajis02-310	728	12	to	to	PART
ajis02-310	728	13	better	well	ADV
ajis02-310	728	14	utilise	utilise	VERB
ajis02-310	728	15	available	available	ADJ
ajis02-310	728	16	resources	resource	NOUN
ajis02-310	728	17	.	.	PUNCT
ajis02-310	729	1	the	the	DET
ajis02-310	729	2	system	system	NOUN
ajis02-310	729	3	is	be	AUX
ajis02-310	729	4	described	describe	VERB
ajis02-310	729	5	as	as	ADP
ajis02-310	729	6	state	state	NOUN
ajis02-310	729	7	-	-	PUNCT
ajis02-310	729	8	aware	aware	ADJ
ajis02-310	729	9	,	,	PUNCT
ajis02-310	729	10	because	because	SCONJ
ajis02-310	729	11	it	it	PRON
ajis02-310	729	12	reformulates	reformulate	VERB
ajis02-310	729	13	queries	query	NOUN
ajis02-310	729	14	to	to	PART
ajis02-310	729	15	reflect	reflect	VERB
ajis02-310	729	16	the	the	DET
ajis02-310	729	17	hardware	hardware	NOUN
ajis02-310	729	18	resources	resource	NOUN
ajis02-310	729	19	currently	currently	ADV
ajis02-310	729	20	available	available	ADJ
ajis02-310	729	21	on	on	ADP
ajis02-310	729	22	the	the	DET
ajis02-310	729	23	system	system	NOUN
ajis02-310	729	24	.	.	PUNCT
ajis02-310	730	1	the	the	DET
ajis02-310	730	2	strip	strip	NOUN
ajis02-310	730	3	algorithm	algorithm	NOUN
ajis02-310	730	4	(	(	PUNCT
ajis02-310	730	5	anand	anand	PROPN
ajis02-310	730	6	,	,	PUNCT
ajis02-310	730	7	et	et	PROPN
ajis02-310	730	8	al	al	PROPN
ajis02-310	730	9	.	.	PROPN
ajis02-310	730	10	1995a	1995a	NUM
ajis02-310	730	11	)	)	PUNCT
ajis02-310	730	12	is	be	AUX
ajis02-310	730	13	used	use	VERB
ajis02-310	730	14	for	for	ADP
ajis02-310	730	15	the	the	DET
ajis02-310	730	16	data	data	NOUN
ajis02-310	730	17	mining	mining	NOUN
ajis02-310	730	18	component	component	NOUN
ajis02-310	730	19	.	.	PUNCT
ajis02-310	731	1	siegel	siegel	PROPN
ajis02-310	731	2	et	et	PROPN
ajis02-310	731	3	al	al	PROPN
ajis02-310	731	4	.	.	PROPN
ajis02-310	732	1	(	(	PUNCT
ajis02-310	732	2	siegal	siegal	PROPN
ajis02-310	732	3	,	,	PUNCT
ajis02-310	732	4	sciore	sciore	NOUN
ajis02-310	732	5	and	and	CCONJ
ajis02-310	732	6	salveter	salveter	NOUN
ajis02-310	732	7	1991	1991	NUM
ajis02-310	732	8	;	;	PUNCT
ajis02-310	732	9	siegel	siegel	NOUN
ajis02-310	732	10	,	,	PUNCT
ajis02-310	732	11	sciore	sciore	NOUN
ajis02-310	732	12	and	and	CCONJ
ajis02-310	732	13	salveter	salveter	NOUN
ajis02-310	732	14	1992	1992	NUM
ajis02-310	732	15	)	)	PUNCT
ajis02-310	732	16	describe	describe	VERB
ajis02-310	732	17	the	the	DET
ajis02-310	732	18	automatic	automatic	ADJ
ajis02-310	732	19	derivation	derivation	NOUN
ajis02-310	732	20	of	of	ADP
ajis02-310	732	21	rules	rule	NOUN
ajis02-310	732	22	for	for	ADP
ajis02-310	732	23	semantic	semantic	ADJ
ajis02-310	732	24	query	query	NOUN
ajis02-310	732	25	optimisation	optimisation	NOUN
ajis02-310	732	26	.	.	PUNCT
ajis02-310	733	1	this	this	DET
ajis02-310	733	2	process	process	NOUN
ajis02-310	733	3	first	first	ADV
ajis02-310	733	4	describes	describe	VERB
ajis02-310	733	5	the	the	DET
ajis02-310	733	6	characteristics	characteristic	NOUN
ajis02-310	733	7	of	of	ADP
ajis02-310	733	8	desirable	desirable	ADJ
ajis02-310	733	9	rules	rule	NOUN
ajis02-310	733	10	.	.	PUNCT
ajis02-310	734	1	a	a	DET
ajis02-310	734	2	search	search	NOUN
ajis02-310	734	3	of	of	ADP
ajis02-310	734	4	the	the	DET
ajis02-310	734	5	database	database	NOUN
ajis02-310	734	6	is	be	AUX
ajis02-310	734	7	then	then	ADV
ajis02-310	734	8	undertaken	undertake	VERB
ajis02-310	734	9	to	to	PART
ajis02-310	734	10	see	see	VERB
ajis02-310	734	11	if	if	SCONJ
ajis02-310	734	12	such	such	ADJ
ajis02-310	734	13	rules	rule	NOUN
ajis02-310	734	14	can	can	AUX
ajis02-310	734	15	be	be	AUX
ajis02-310	734	16	derived	derive	VERB
ajis02-310	734	17	.	.	PUNCT
ajis02-310	735	1	the	the	DET
ajis02-310	735	2	explicit	explicit	ADJ
ajis02-310	735	3	definition	definition	NOUN
ajis02-310	735	4	of	of	ADP
ajis02-310	735	5	the	the	DET
ajis02-310	735	6	type	type	NOUN
ajis02-310	735	7	of	of	ADP
ajis02-310	735	8	rule	rule	NOUN
ajis02-310	735	9	being	be	AUX
ajis02-310	735	10	searched	search	VERB
ajis02-310	735	11	for	for	ADP
ajis02-310	735	12	confines	confine	NOUN
ajis02-310	735	13	the	the	DET
ajis02-310	735	14	search	search	NOUN
ajis02-310	735	15	space	space	NOUN
ajis02-310	735	16	and	and	CCONJ
ajis02-310	735	17	this	this	PRON
ajis02-310	735	18	consequently	consequently	ADV
ajis02-310	735	19	improves	improve	VERB
ajis02-310	735	20	the	the	DET
ajis02-310	735	21	efficiency	efficiency	NOUN
ajis02-310	735	22	of	of	ADP
ajis02-310	735	23	the	the	DET
ajis02-310	735	24	search	search	NOUN
ajis02-310	735	25	process	process	NOUN
ajis02-310	735	26	.	.	PUNCT
ajis02-310	736	1	as	as	SCONJ
ajis02-310	736	2	noted	note	VERB
ajis02-310	736	3	by	by	ADP
ajis02-310	736	4	the	the	DET
ajis02-310	736	5	authors	author	NOUN
ajis02-310	736	6	the	the	DET
ajis02-310	736	7	search	search	NOUN
ajis02-310	736	8	for	for	ADP
ajis02-310	736	9	such	such	ADJ
ajis02-310	736	10	rules	rule	NOUN
ajis02-310	736	11	is	be	AUX
ajis02-310	736	12	favoured	favour	VERB
ajis02-310	736	13	by	by	ADP
ajis02-310	736	14	the	the	DET
ajis02-310	736	15	availability	availability	NOUN
ajis02-310	736	16	of	of	ADP
ajis02-310	736	17	a	a	DET
ajis02-310	736	18	definition	definition	NOUN
ajis02-310	736	19	of	of	ADP
ajis02-310	736	20	the	the	DET
ajis02-310	736	21	rule	rule	NOUN
ajis02-310	736	22	type	type	NOUN
ajis02-310	736	23	required	require	VERB
ajis02-310	736	24	and	and	CCONJ
ajis02-310	736	25	a	a	DET
ajis02-310	736	26	means	means	NOUN
ajis02-310	736	27	of	of	ADP
ajis02-310	736	28	evaluating	evaluate	VERB
ajis02-310	736	29	the	the	DET
ajis02-310	736	30	utility	utility	NOUN
ajis02-310	736	31	of	of	ADP
ajis02-310	736	32	the	the	DET
ajis02-310	736	33	result	result	NOUN
ajis02-310	736	34	.	.	PUNCT
ajis02-310	737	1	yu	yu	PROPN
ajis02-310	737	2	and	and	CCONJ
ajis02-310	737	3	sun	sun	PROPN
ajis02-310	737	4	(	(	PUNCT
ajis02-310	737	5	1989	1989	NUM
ajis02-310	737	6	)	)	PUNCT
ajis02-310	737	7	describe	describe	VERB
ajis02-310	737	8	an	an	DET
ajis02-310	737	9	approach	approach	NOUN
ajis02-310	737	10	to	to	ADP
ajis02-310	737	11	semantic	semantic	ADJ
ajis02-310	737	12	query	query	NOUN
ajis02-310	737	13	optimisation	optimisation	NOUN
ajis02-310	737	14	that	that	PRON
ajis02-310	737	15	makes	make	VERB
ajis02-310	737	16	use	use	NOUN
ajis02-310	737	17	of	of	ADP
ajis02-310	737	18	previously	previously	ADV
ajis02-310	737	19	executed	execute	VERB
ajis02-310	737	20	queries	query	NOUN
ajis02-310	737	21	as	as	ADP
ajis02-310	737	22	a	a	DET
ajis02-310	737	23	source	source	NOUN
ajis02-310	737	24	of	of	ADP
ajis02-310	737	25	knowledge	knowledge	NOUN
ajis02-310	737	26	.	.	PUNCT
ajis02-310	738	1	they	they	PRON
ajis02-310	738	2	define	define	VERB
ajis02-310	738	3	the	the	DET
ajis02-310	738	4	difference	difference	NOUN
ajis02-310	738	5	between	between	ADP
ajis02-310	738	6	static	static	ADJ
ajis02-310	738	7	integrity	integrity	NOUN
ajis02-310	738	8	constraints	constraint	NOUN
ajis02-310	738	9	and	and	CCONJ
ajis02-310	738	10	dynamic	dynamic	ADJ
ajis02-310	738	11	integrity	integrity	NOUN
ajis02-310	738	12	constraints	constraint	NOUN
ajis02-310	738	13	.	.	PUNCT
ajis02-310	739	1	static	static	ADJ
ajis02-310	739	2	integrity	integrity	NOUN
ajis02-310	739	3	constraints	constraint	NOUN
ajis02-310	739	4	are	be	AUX
ajis02-310	739	5	those	those	DET
ajis02-310	739	6	constraints	constraint	NOUN
ajis02-310	739	7	known	know	VERB
ajis02-310	739	8	to	to	PART
ajis02-310	739	9	exist	exist	VERB
ajis02-310	739	10	permanently	permanently	ADV
ajis02-310	739	11	within	within	ADP
ajis02-310	739	12	the	the	DET
ajis02-310	739	13	current	current	ADJ
ajis02-310	739	14	operation	operation	NOUN
ajis02-310	739	15	of	of	ADP
ajis02-310	739	16	an	an	DET
ajis02-310	739	17	organisation	organisation	NOUN
ajis02-310	739	18	.	.	PUNCT
ajis02-310	740	1	dynamic	dynamic	ADJ
ajis02-310	740	2	integrity	integrity	NOUN
ajis02-310	740	3	constraints	constraint	NOUN
ajis02-310	740	4	are	be	AUX
ajis02-310	740	5	constraints	constraint	NOUN
ajis02-310	740	6	that	that	PRON
ajis02-310	740	7	currently	currently	ADV
ajis02-310	740	8	hold	hold	VERB
ajis02-310	740	9	true	true	ADJ
ajis02-310	740	10	for	for	ADP
ajis02-310	740	11	the	the	DET
ajis02-310	740	12	data	datum	NOUN
ajis02-310	740	13	,	,	PUNCT
ajis02-310	740	14	but	but	CCONJ
ajis02-310	740	15	may	may	AUX
ajis02-310	740	16	not	not	PART
ajis02-310	740	17	remain	remain	VERB
ajis02-310	740	18	true	true	ADJ
ajis02-310	740	19	in	in	ADP
ajis02-310	740	20	the	the	DET
ajis02-310	740	21	future	future	NOUN
ajis02-310	740	22	.	.	PUNCT
ajis02-310	741	1	given	give	VERB
ajis02-310	741	2	that	that	PRON
ajis02-310	741	3	learning	learning	NOUN
ajis02-310	741	4	and	and	CCONJ
ajis02-310	741	5	storing	store	VERB
ajis02-310	741	6	rules	rule	NOUN
ajis02-310	741	7	for	for	ADP
ajis02-310	741	8	semantic	semantic	ADJ
ajis02-310	741	9	query	query	NOUN
ajis02-310	741	10	optimisation	optimisation	NOUN
ajis02-310	741	11	uses	use	VERB
ajis02-310	741	12	system	system	NOUN
ajis02-310	741	13	resources	resource	NOUN
ajis02-310	741	14	it	it	PRON
ajis02-310	741	15	would	would	AUX
ajis02-310	741	16	be	be	AUX
ajis02-310	741	17	beneficial	beneficial	ADJ
ajis02-310	741	18	to	to	PART
ajis02-310	741	19	concentrate	concentrate	VERB
ajis02-310	741	20	resources	resource	NOUN
ajis02-310	741	21	upon	upon	SCONJ
ajis02-310	741	22	learning	learn	VERB
ajis02-310	741	23	semantics	semantic	NOUN
ajis02-310	741	24	that	that	PRON
ajis02-310	741	25	are	be	AUX
ajis02-310	741	26	useful	useful	ADJ
ajis02-310	741	27	in	in	ADP
ajis02-310	741	28	answering	answer	VERB
ajis02-310	741	29	queries	query	NOUN
ajis02-310	741	30	.	.	PUNCT
ajis02-310	742	1	one	one	NUM
ajis02-310	742	2	approach	approach	NOUN
ajis02-310	742	3	to	to	ADP
ajis02-310	742	4	this	this	PRON
ajis02-310	742	5	is	be	AUX
ajis02-310	742	6	to	to	PART
ajis02-310	742	7	have	have	VERB
ajis02-310	742	8	a	a	DET
ajis02-310	742	9	query	query	NOUN
ajis02-310	742	10	driven	drive	VERB
ajis02-310	742	11	approach	approach	NOUN
ajis02-310	742	12	that	that	PRON
ajis02-310	742	13	learns	learn	VERB
ajis02-310	742	14	semantic	semantic	ADJ
ajis02-310	742	15	rules	rule	NOUN
ajis02-310	742	16	based	base	VERB
ajis02-310	742	17	upon	upon	SCONJ
ajis02-310	742	18	user	user	NOUN
ajis02-310	742	19	queries	query	NOUN
ajis02-310	742	20	.	.	PUNCT
ajis02-310	743	1	hsu	hsu	PROPN
ajis02-310	743	2	and	and	CCONJ
ajis02-310	743	3	knoblock	knoblock	PROPN
ajis02-310	743	4	describe	describe	VERB
ajis02-310	743	5	a	a	DET
ajis02-310	743	6	system	system	NOUN
ajis02-310	743	7	for	for	ADP
ajis02-310	743	8	semantic	semantic	ADJ
ajis02-310	743	9	query	query	NOUN
ajis02-310	743	10	optimisation	optimisation	NOUN
ajis02-310	743	11	that	that	PRON
ajis02-310	743	12	uses	use	VERB
ajis02-310	743	13	user	user	NOUN
ajis02-310	743	14	query	query	NOUN
ajis02-310	743	15	patterns	pattern	NOUN
ajis02-310	743	16	to	to	PART
ajis02-310	743	17	direct	direct	VERB
ajis02-310	743	18	the	the	DET
ajis02-310	743	19	learning	learning	NOUN
ajis02-310	743	20	of	of	ADP
ajis02-310	743	21	semantic	semantic	ADJ
ajis02-310	743	22	optimisation	optimisation	NOUN
ajis02-310	743	23	rules	rule	NOUN
ajis02-310	743	24	.	.	PUNCT
ajis02-310	744	1	expensive	expensive	ADJ
ajis02-310	744	2	queries	query	NOUN
ajis02-310	744	3	trigger	trigger	VERB
ajis02-310	744	4	the	the	DET
ajis02-310	744	5	learning	learning	NOUN
ajis02-310	744	6	process	process	NOUN
ajis02-310	744	7	and	and	CCONJ
ajis02-310	744	8	hence	hence	ADV
ajis02-310	744	9	the	the	DET
ajis02-310	744	10	search	search	NOUN
ajis02-310	744	11	for	for	ADP
ajis02-310	744	12	optimisation	optimisation	NOUN
ajis02-310	744	13	rules	rule	NOUN
ajis02-310	744	14	.	.	PUNCT
ajis02-310	745	1	therefore	therefore	ADV
ajis02-310	745	2	the	the	DET
ajis02-310	745	3	knowledge	knowledge	NOUN
ajis02-310	745	4	available	available	ADJ
ajis02-310	745	5	for	for	ADP
ajis02-310	745	6	semantic	semantic	ADJ
ajis02-310	745	7	query	query	NOUN
ajis02-310	745	8	optimisation	optimisation	NOUN
ajis02-310	745	9	will	will	AUX
ajis02-310	745	10	match	match	VERB
ajis02-310	745	11	user	user	NOUN
ajis02-310	745	12	query	query	NOUN
ajis02-310	745	13	patterns	pattern	NOUN
ajis02-310	745	14	.	.	PUNCT
ajis02-310	746	1	importantly	importantly	ADV
ajis02-310	746	2	this	this	DET
ajis02-310	746	3	approach	approach	NOUN
ajis02-310	746	4	will	will	AUX
ajis02-310	746	5	allow	allow	VERB
ajis02-310	746	6	complex	complex	ADJ
ajis02-310	746	7	joins	join	NOUN
ajis02-310	746	8	across	across	ADP
ajis02-310	746	9	multiple	multiple	ADJ
ajis02-310	746	10	relations	relation	NOUN
ajis02-310	746	11	to	to	PART
ajis02-310	746	12	be	be	AUX
ajis02-310	746	13	used	use	VERB
ajis02-310	746	14	for	for	ADP
ajis02-310	746	15	semantic	semantic	ADJ
ajis02-310	746	16	query	query	NOUN
ajis02-310	746	17	optimisation	optimisation	NOUN
ajis02-310	746	18	.	.	PUNCT
ajis02-310	747	1	because	because	SCONJ
ajis02-310	747	2	the	the	DET
ajis02-310	747	3	learning	learning	NOUN
ajis02-310	747	4	process	process	NOUN
ajis02-310	747	5	is	be	AUX
ajis02-310	747	6	triggered	trigger	VERB
ajis02-310	747	7	by	by	ADP
ajis02-310	747	8	user	user	NOUN
ajis02-310	747	9	queries	query	NOUN
ajis02-310	747	10	then	then	ADV
ajis02-310	747	11	superfluous	superfluous	ADJ
ajis02-310	747	12	joins	join	NOUN
ajis02-310	747	13	will	will	AUX
ajis02-310	747	14	not	not	PART
ajis02-310	747	15	be	be	AUX
ajis02-310	747	16	investigated	investigate	VERB
ajis02-310	747	17	.	.	PUNCT
ajis02-310	748	1	testing	test	VERB
ajis02-310	748	2	119	119	NUM
ajis02-310	748	3	ajis	ajis	NOUN
ajis02-310	748	4	vol	vol	NOUN
ajis02-310	748	5	.	.	PROPN
ajis02-310	749	1	6	6	NUM
ajis02-310	749	2	no	no	NOUN
ajis02-310	749	3	.	.	NOUN
ajis02-310	749	4	2	2	NUM
ajis02-310	749	5	may	may	PROPN
ajis02-310	749	6	1999	1999	NUM
ajis02-310	749	7	has	have	AUX
ajis02-310	749	8	shown	show	VERB
ajis02-310	749	9	that	that	SCONJ
ajis02-310	749	10	this	this	DET
ajis02-310	749	11	technique	technique	NOUN
ajis02-310	749	12	is	be	AUX
ajis02-310	749	13	effective	effective	ADJ
ajis02-310	749	14	however	however	ADV
ajis02-310	749	15	a	a	DET
ajis02-310	749	16	mechanism	mechanism	NOUN
ajis02-310	749	17	for	for	ADP
ajis02-310	749	18	updating	update	VERB
ajis02-310	749	19	outdated	outdated	ADJ
ajis02-310	749	20	semantic	semantic	ADJ
ajis02-310	749	21	optimisation	optimisation	NOUN
ajis02-310	749	22	constraints	constraint	NOUN
ajis02-310	749	23	is	be	AUX
ajis02-310	749	24	still	still	ADV
ajis02-310	749	25	being	be	AUX
ajis02-310	749	26	investigated	investigate	VERB
ajis02-310	749	27	.	.	PUNCT
ajis02-310	750	1	knowledge	knowledge	NOUN
ajis02-310	750	2	base	base	NOUN
ajis02-310	750	3	creation	creation	NOUN
ajis02-310	750	4	for	for	ADP
ajis02-310	750	5	expert	expert	NOUN
ajis02-310	750	6	systems	system	NOUN
ajis02-310	750	7	discovered	discover	VERB
ajis02-310	750	8	knowledge	knowledge	NOUN
ajis02-310	750	9	can	can	AUX
ajis02-310	750	10	be	be	AUX
ajis02-310	750	11	used	use	VERB
ajis02-310	750	12	to	to	PART
ajis02-310	750	13	construct	construct	VERB
ajis02-310	750	14	knowledge	knowledge	NOUN
ajis02-310	750	15	bases	basis	NOUN
ajis02-310	750	16	that	that	PRON
ajis02-310	750	17	can	can	AUX
ajis02-310	750	18	then	then	ADV
ajis02-310	750	19	be	be	AUX
ajis02-310	750	20	exploited	exploit	VERB
ajis02-310	750	21	to	to	PART
ajis02-310	750	22	create	create	VERB
ajis02-310	750	23	expert	expert	NOUN
ajis02-310	750	24	systems	system	NOUN
ajis02-310	750	25	.	.	PUNCT
ajis02-310	751	1	an	an	DET
ajis02-310	751	2	expert	expert	NOUN
ajis02-310	751	3	system	system	NOUN
ajis02-310	751	4	can	can	AUX
ajis02-310	751	5	be	be	AUX
ajis02-310	751	6	described	describe	VERB
ajis02-310	751	7	as	as	ADP
ajis02-310	751	8	a	a	DET
ajis02-310	751	9	computing	computing	NOUN
ajis02-310	751	10	system	system	NOUN
ajis02-310	751	11	capable	capable	ADJ
ajis02-310	751	12	of	of	ADP
ajis02-310	751	13	representing	represent	VERB
ajis02-310	751	14	and	and	CCONJ
ajis02-310	751	15	reasoning	reason	VERB
ajis02-310	751	16	about	about	ADP
ajis02-310	751	17	some	some	DET
ajis02-310	751	18	knowledge	knowledge	NOUN
ajis02-310	751	19	-	-	PUNCT
ajis02-310	751	20	rich	rich	ADJ
ajis02-310	751	21	domain	domain	NOUN
ajis02-310	751	22	...	...	PUNCT
ajis02-310	751	23	with	with	ADP
ajis02-310	751	24	a	a	DET
ajis02-310	751	25	view	view	NOUN
ajis02-310	751	26	to	to	ADP
ajis02-310	751	27	solving	solve	VERB
ajis02-310	751	28	problems	problem	NOUN
ajis02-310	751	29	and	and	CCONJ
ajis02-310	751	30	giving	give	VERB
ajis02-310	751	31	advice	advice	NOUN
ajis02-310	751	32	(	(	PUNCT
ajis02-310	751	33	jackson	jackson	PROPN
ajis02-310	751	34	1986	1986	NUM
ajis02-310	751	35	)	)	PUNCT
ajis02-310	751	36	.	.	PUNCT
ajis02-310	752	1	the	the	DET
ajis02-310	752	2	automatic	automatic	ADJ
ajis02-310	752	3	creation	creation	NOUN
ajis02-310	752	4	of	of	ADP
ajis02-310	752	5	knowledge	knowledge	NOUN
ajis02-310	752	6	bases	basis	NOUN
ajis02-310	752	7	is	be	AUX
ajis02-310	752	8	attractive	attractive	ADJ
ajis02-310	752	9	for	for	ADP
ajis02-310	752	10	several	several	ADJ
ajis02-310	752	11	reasons	reason	NOUN
ajis02-310	752	12	.	.	PUNCT
ajis02-310	753	1	in	in	ADP
ajis02-310	753	2	situations	situation	NOUN
ajis02-310	753	3	where	where	SCONJ
ajis02-310	753	4	human	human	ADJ
ajis02-310	753	5	experts	expert	NOUN
ajis02-310	753	6	are	be	AUX
ajis02-310	753	7	unavailable	unavailable	ADJ
ajis02-310	753	8	knowledge	knowledge	NOUN
ajis02-310	753	9	bases	basis	NOUN
ajis02-310	753	10	can	can	AUX
ajis02-310	753	11	be	be	AUX
ajis02-310	753	12	constructed	construct	VERB
ajis02-310	753	13	from	from	ADP
ajis02-310	753	14	data	datum	NOUN
ajis02-310	753	15	sets	set	NOUN
ajis02-310	753	16	.	.	PUNCT
ajis02-310	754	1	automatically	automatically	ADV
ajis02-310	754	2	discovered	discover	VERB
ajis02-310	754	3	rules	rule	NOUN
ajis02-310	754	4	can	can	AUX
ajis02-310	754	5	also	also	ADV
ajis02-310	754	6	be	be	AUX
ajis02-310	754	7	used	use	VERB
ajis02-310	754	8	to	to	PART
ajis02-310	754	9	verify	verify	VERB
ajis02-310	754	10	rules	rule	NOUN
ajis02-310	754	11	proposed	propose	VERB
ajis02-310	754	12	by	by	ADP
ajis02-310	754	13	human	human	ADJ
ajis02-310	754	14	experts	expert	NOUN
ajis02-310	754	15	.	.	PUNCT
ajis02-310	755	1	the	the	DET
ajis02-310	755	2	use	use	NOUN
ajis02-310	755	3	of	of	ADP
ajis02-310	755	4	data	datum	NOUN
ajis02-310	755	5	to	to	PART
ajis02-310	755	6	construct	construct	VERB
ajis02-310	755	7	knowledge	knowledge	NOUN
ajis02-310	755	8	bases	basis	NOUN
ajis02-310	755	9	can	can	AUX
ajis02-310	755	10	also	also	ADV
ajis02-310	755	11	overcome	overcome	VERB
ajis02-310	755	12	problems	problem	NOUN
ajis02-310	755	13	encountered	encounter	VERB
ajis02-310	755	14	when	when	SCONJ
ajis02-310	755	15	trying	try	VERB
ajis02-310	755	16	to	to	PART
ajis02-310	755	17	extract	extract	VERB
ajis02-310	755	18	information	information	NOUN
ajis02-310	755	19	from	from	ADP
ajis02-310	755	20	human	human	ADJ
ajis02-310	755	21	experts	expert	NOUN
ajis02-310	755	22	such	such	ADJ
ajis02-310	755	23	as	as	ADP
ajis02-310	755	24	efficiency	efficiency	NOUN
ajis02-310	755	25	and	and	CCONJ
ajis02-310	755	26	objectivity	objectivity	NOUN
ajis02-310	755	27	.	.	PUNCT
ajis02-310	756	1	moreover	moreover	ADV
ajis02-310	756	2	,	,	PUNCT
ajis02-310	756	3	because	because	SCONJ
ajis02-310	756	4	databases	database	NOUN
ajis02-310	756	5	may	may	AUX
ajis02-310	756	6	contain	contain	VERB
ajis02-310	756	7	vast	vast	ADJ
ajis02-310	756	8	numbers	number	NOUN
ajis02-310	756	9	of	of	ADP
ajis02-310	756	10	previous	previous	ADJ
ajis02-310	756	11	records	record	NOUN
ajis02-310	756	12	they	they	PRON
ajis02-310	756	13	can	can	AUX
ajis02-310	756	14	be	be	AUX
ajis02-310	756	15	seen	see	VERB
ajis02-310	756	16	as	as	ADP
ajis02-310	756	17	a	a	DET
ajis02-310	756	18	valuable	valuable	ADJ
ajis02-310	756	19	source	source	NOUN
ajis02-310	756	20	of	of	ADP
ajis02-310	756	21	data	datum	NOUN
ajis02-310	756	22	from	from	ADP
ajis02-310	756	23	which	which	PRON
ajis02-310	756	24	expert	expert	NOUN
ajis02-310	756	25	system	system	NOUN
ajis02-310	756	26	algorithms	algorithm	NOUN
ajis02-310	756	27	can	can	AUX
ajis02-310	756	28	learn	learn	VERB
ajis02-310	756	29	.	.	PUNCT
ajis02-310	757	1	a	a	DET
ajis02-310	757	2	distinction	distinction	NOUN
ajis02-310	757	3	should	should	AUX
ajis02-310	757	4	be	be	AUX
ajis02-310	757	5	made	make	VERB
ajis02-310	757	6	between	between	ADP
ajis02-310	757	7	the	the	DET
ajis02-310	757	8	two	two	NUM
ajis02-310	757	9	extremes	extreme	NOUN
ajis02-310	757	10	of	of	ADP
ajis02-310	757	11	learning	learn	VERB
ajis02-310	757	12	from	from	ADP
ajis02-310	757	13	sets	set	NOUN
ajis02-310	757	14	of	of	ADP
ajis02-310	757	15	specially	specially	ADV
ajis02-310	757	16	selected	select	VERB
ajis02-310	757	17	training	training	NOUN
ajis02-310	757	18	data	datum	NOUN
ajis02-310	757	19	and	and	CCONJ
ajis02-310	757	20	learning	learn	VERB
ajis02-310	757	21	from	from	ADP
ajis02-310	757	22	databases	database	NOUN
ajis02-310	757	23	.	.	PUNCT
ajis02-310	758	1	many	many	ADJ
ajis02-310	758	2	researchers	researcher	NOUN
ajis02-310	758	3	have	have	AUX
ajis02-310	758	4	successfully	successfully	ADV
ajis02-310	758	5	derived	derive	VERB
ajis02-310	758	6	expert	expert	NOUN
ajis02-310	758	7	systems	system	NOUN
ajis02-310	758	8	from	from	ADP
ajis02-310	758	9	prepared	prepared	ADJ
ajis02-310	758	10	training	training	NOUN
ajis02-310	758	11	data	datum	NOUN
ajis02-310	758	12	.	.	PUNCT
ajis02-310	759	1	for	for	ADP
ajis02-310	759	2	example	example	NOUN
ajis02-310	759	3	,	,	PUNCT
ajis02-310	759	4	carter	carter	PROPN
ajis02-310	759	5	and	and	CCONJ
ajis02-310	759	6	catlett	catlett	PROPN
ajis02-310	759	7	describe	describe	VERB
ajis02-310	759	8	the	the	DET
ajis02-310	759	9	use	use	NOUN
ajis02-310	759	10	of	of	ADP
ajis02-310	759	11	machine	machine	NOUN
ajis02-310	759	12	learning	learn	VERB
ajis02-310	759	13	to	to	PART
ajis02-310	759	14	derive	derive	VERB
ajis02-310	759	15	various	various	ADJ
ajis02-310	759	16	decision	decision	NOUN
ajis02-310	759	17	trees	tree	NOUN
ajis02-310	759	18	to	to	PART
ajis02-310	759	19	assess	assess	VERB
ajis02-310	759	20	credit	credit	NOUN
ajis02-310	759	21	card	card	NOUN
ajis02-310	759	22	applications	application	NOUN
ajis02-310	759	23	,	,	PUNCT
ajis02-310	759	24	(	(	PUNCT
ajis02-310	759	25	carter	carter	NOUN
ajis02-310	759	26	and	and	CCONJ
ajis02-310	759	27	catlett	catlett	PROPN
ajis02-310	759	28	1987	1987	NUM
ajis02-310	759	29	)	)	PUNCT
ajis02-310	759	30	.	.	PUNCT
ajis02-310	760	1	the	the	DET
ajis02-310	760	2	experimental	experimental	ADJ
ajis02-310	760	3	decision	decision	NOUN
ajis02-310	760	4	trees	tree	NOUN
ajis02-310	760	5	were	be	AUX
ajis02-310	760	6	created	create	VERB
ajis02-310	760	7	using	use	VERB
ajis02-310	760	8	id3	id3	NOUN
ajis02-310	760	9	and	and	CCONJ
ajis02-310	760	10	c4	c4	NOUN
ajis02-310	760	11	,	,	PUNCT
ajis02-310	760	12	and	and	CCONJ
ajis02-310	760	13	displayed	display	VERB
ajis02-310	760	14	better	well	ADJ
ajis02-310	760	15	accuracy	accuracy	NOUN
ajis02-310	760	16	than	than	ADP
ajis02-310	760	17	the	the	DET
ajis02-310	760	18	existing	exist	VERB
ajis02-310	760	19	organisational	organisational	ADJ
ajis02-310	760	20	categorisation	categorisation	NOUN
ajis02-310	760	21	technique	technique	NOUN
ajis02-310	760	22	.	.	PUNCT
ajis02-310	761	1	by	by	ADP
ajis02-310	761	2	comparison	comparison	NOUN
ajis02-310	761	3	,	,	PUNCT
ajis02-310	761	4	extracting	extract	VERB
ajis02-310	761	5	expert	expert	ADJ
ajis02-310	761	6	knowledge	knowledge	NOUN
ajis02-310	761	7	directly	directly	ADV
ajis02-310	761	8	from	from	ADP
ajis02-310	761	9	databases	database	NOUN
ajis02-310	761	10	poses	pose	VERB
ajis02-310	761	11	greater	great	ADJ
ajis02-310	761	12	problems	problem	NOUN
ajis02-310	761	13	because	because	SCONJ
ajis02-310	761	14	of	of	ADP
ajis02-310	761	15	the	the	DET
ajis02-310	761	16	need	need	NOUN
ajis02-310	761	17	to	to	PART
ajis02-310	761	18	deal	deal	VERB
ajis02-310	761	19	with	with	ADP
ajis02-310	761	20	comparatively	comparatively	ADV
ajis02-310	761	21	unprocessed	unprocesse	VERB
ajis02-310	761	22	data	datum	NOUN
ajis02-310	761	23	,	,	PUNCT
ajis02-310	761	24	and	and	CCONJ
ajis02-310	761	25	has	have	AUX
ajis02-310	761	26	received	receive	VERB
ajis02-310	761	27	less	less	ADJ
ajis02-310	761	28	attention	attention	NOUN
ajis02-310	761	29	to	to	ADP
ajis02-310	761	30	date	date	NOUN
ajis02-310	761	31	.	.	PUNCT
ajis02-310	762	1	one	one	NUM
ajis02-310	762	2	example	example	NOUN
ajis02-310	762	3	of	of	ADP
ajis02-310	762	4	a	a	DET
ajis02-310	762	5	system	system	NOUN
ajis02-310	762	6	that	that	PRON
ajis02-310	762	7	can	can	AUX
ajis02-310	762	8	be	be	AUX
ajis02-310	762	9	used	use	VERB
ajis02-310	762	10	for	for	ADP
ajis02-310	762	11	deriving	derive	VERB
ajis02-310	762	12	expert	expert	ADJ
ajis02-310	762	13	system	system	NOUN
ajis02-310	762	14	rules	rule	NOUN
ajis02-310	762	15	from	from	ADP
ajis02-310	762	16	a	a	DET
ajis02-310	762	17	database	database	NOUN
ajis02-310	762	18	is	be	AUX
ajis02-310	762	19	the	the	DET
ajis02-310	762	20	rulearn	rulearn	ADJ
ajis02-310	762	21	®	®	NOUN
ajis02-310	762	22	system	system	NOUN
ajis02-310	762	23	described	describe	VERB
ajis02-310	762	24	by	by	ADP
ajis02-310	762	25	koch	koch	PROPN
ajis02-310	762	26	and	and	CCONJ
ajis02-310	762	27	fehsenfeld	fehsenfeld	PROPN
ajis02-310	762	28	(	(	PUNCT
ajis02-310	762	29	1995	1995	NUM
ajis02-310	762	30	)	)	PUNCT
ajis02-310	762	31	.	.	PUNCT
ajis02-310	763	1	taking	take	VERB
ajis02-310	763	2	a	a	DET
ajis02-310	763	3	large	large	ADJ
ajis02-310	763	4	set	set	NOUN
ajis02-310	763	5	of	of	ADP
ajis02-310	763	6	data	datum	NOUN
ajis02-310	763	7	,	,	PUNCT
ajis02-310	763	8	this	this	DET
ajis02-310	763	9	system	system	NOUN
ajis02-310	763	10	characterises	characterise	VERB
ajis02-310	763	11	the	the	DET
ajis02-310	763	12	data	datum	NOUN
ajis02-310	763	13	into	into	ADP
ajis02-310	763	14	a	a	DET
ajis02-310	763	15	small	small	ADJ
ajis02-310	763	16	number	number	NOUN
ajis02-310	763	17	of	of	ADP
ajis02-310	763	18	rules	rule	NOUN
ajis02-310	763	19	,	,	PUNCT
ajis02-310	763	20	describing	describe	VERB
ajis02-310	763	21	the	the	DET
ajis02-310	763	22	dependencies	dependency	NOUN
ajis02-310	763	23	existing	exist	VERB
ajis02-310	763	24	in	in	ADP
ajis02-310	763	25	the	the	DET
ajis02-310	763	26	database	database	NOUN
ajis02-310	763	27	.	.	PUNCT
ajis02-310	764	1	in	in	ADP
ajis02-310	764	2	addition	addition	NOUN
ajis02-310	764	3	to	to	ADP
ajis02-310	764	4	the	the	DET
ajis02-310	764	5	creation	creation	NOUN
ajis02-310	764	6	of	of	ADP
ajis02-310	764	7	new	new	ADJ
ajis02-310	764	8	knowledge	knowledge	NOUN
ajis02-310	764	9	bases	basis	NOUN
ajis02-310	764	10	it	it	PRON
ajis02-310	764	11	is	be	AUX
ajis02-310	764	12	also	also	ADV
ajis02-310	764	13	possible	possible	ADJ
ajis02-310	764	14	to	to	PART
ajis02-310	764	15	use	use	VERB
ajis02-310	764	16	kdd	kdd	PROPN
ajis02-310	764	17	techniques	technique	NOUN
ajis02-310	764	18	to	to	PART
ajis02-310	764	19	maintain	maintain	VERB
ajis02-310	764	20	and	and	CCONJ
ajis02-310	764	21	update	update	VERB
ajis02-310	764	22	existing	exist	VERB
ajis02-310	764	23	knowledge	knowledge	NOUN
ajis02-310	764	24	bases	basis	NOUN
ajis02-310	764	25	.	.	PUNCT
ajis02-310	765	1	for	for	SCONJ
ajis02-310	765	2	example	example	NOUN
ajis02-310	765	3	schlimmer	schlimmer	PROPN
ajis02-310	765	4	et	et	PROPN
ajis02-310	765	5	al	al	PROPN
ajis02-310	765	6	.	.	PROPN
ajis02-310	765	7	describe	describe	VERB
ajis02-310	765	8	cobble	cobble	NOUN
ajis02-310	765	9	,	,	PUNCT
ajis02-310	765	10	a	a	DET
ajis02-310	765	11	system	system	NOUN
ajis02-310	765	12	to	to	PART
ajis02-310	765	13	aid	aid	VERB
ajis02-310	765	14	in	in	ADP
ajis02-310	765	15	the	the	DET
ajis02-310	765	16	development	development	NOUN
ajis02-310	765	17	and	and	CCONJ
ajis02-310	765	18	refinement	refinement	NOUN
ajis02-310	765	19	of	of	ADP
ajis02-310	765	20	knowledge	knowledge	NOUN
ajis02-310	765	21	bases	basis	NOUN
ajis02-310	765	22	(	(	PUNCT
ajis02-310	765	23	schlimmer	schlimmer	NOUN
ajis02-310	765	24	,	,	PUNCT
ajis02-310	765	25	mitchell	mitchell	PROPN
ajis02-310	765	26	and	and	CCONJ
ajis02-310	765	27	mcdermott	mcdermott	PROPN
ajis02-310	765	28	1991	1991	NUM
ajis02-310	765	29	)	)	PUNCT
ajis02-310	765	30	.	.	PUNCT
ajis02-310	766	1	cobble	cobble	ADJ
ajis02-310	766	2	is	be	AUX
ajis02-310	766	3	used	use	VERB
ajis02-310	766	4	to	to	PART
ajis02-310	766	5	test	test	VERB
ajis02-310	766	6	the	the	DET
ajis02-310	766	7	conditional	conditional	ADJ
ajis02-310	766	8	aspect	aspect	NOUN
ajis02-310	766	9	,	,	PUNCT
ajis02-310	766	10	or	or	CCONJ
ajis02-310	766	11	left	leave	VERB
ajis02-310	766	12	hand	hand	NOUN
ajis02-310	766	13	side	side	NOUN
ajis02-310	766	14	of	of	ADP
ajis02-310	766	15	rules	rule	NOUN
ajis02-310	766	16	,	,	PUNCT
ajis02-310	766	17	determining	determine	VERB
ajis02-310	766	18	if	if	SCONJ
ajis02-310	766	19	they	they	PRON
ajis02-310	766	20	are	be	AUX
ajis02-310	766	21	too	too	ADV
ajis02-310	766	22	specific	specific	ADJ
ajis02-310	766	23	.	.	PUNCT
ajis02-310	767	1	the	the	DET
ajis02-310	767	2	cobble	cobble	ADJ
ajis02-310	767	3	system	system	NOUN
ajis02-310	767	4	uses	use	VERB
ajis02-310	767	5	both	both	CCONJ
ajis02-310	767	6	the	the	DET
ajis02-310	767	7	knowledge	knowledge	NOUN
ajis02-310	767	8	base	base	NOUN
ajis02-310	767	9	being	be	AUX
ajis02-310	767	10	scrutinised	scrutinise	VERB
ajis02-310	767	11	and	and	CCONJ
ajis02-310	767	12	appropriate	appropriate	ADJ
ajis02-310	767	13	supplementary	supplementary	ADJ
ajis02-310	767	14	or	or	CCONJ
ajis02-310	767	15	background	background	NOUN
ajis02-310	767	16	information	information	NOUN
ajis02-310	767	17	such	such	ADJ
ajis02-310	767	18	as	as	ADP
ajis02-310	767	19	domain	domain	NOUN
ajis02-310	767	20	terms	term	NOUN
ajis02-310	767	21	or	or	CCONJ
ajis02-310	767	22	task	task	NOUN
ajis02-310	767	23	-	-	PUNCT
ajis02-310	767	24	independent	independent	ADJ
ajis02-310	767	25	facts	fact	NOUN
ajis02-310	767	26	.	.	PUNCT
ajis02-310	768	1	within	within	ADP
ajis02-310	768	2	cobble	cobble	ADJ
ajis02-310	768	3	,	,	PUNCT
ajis02-310	768	4	knowledge	knowledge	NOUN
ajis02-310	768	5	base	base	NOUN
ajis02-310	768	6	rules	rule	NOUN
ajis02-310	768	7	are	be	AUX
ajis02-310	768	8	tested	test	VERB
ajis02-310	768	9	by	by	ADP
ajis02-310	768	10	comparing	compare	VERB
ajis02-310	768	11	them	they	PRON
ajis02-310	768	12	for	for	ADP
ajis02-310	768	13	consistency	consistency	NOUN
ajis02-310	768	14	with	with	ADP
ajis02-310	768	15	background	background	NOUN
ajis02-310	768	16	knowledge	knowledge	NOUN
ajis02-310	768	17	.	.	PUNCT
ajis02-310	769	1	generalised	generalise	VERB
ajis02-310	769	2	conditions	condition	NOUN
ajis02-310	769	3	for	for	ADP
ajis02-310	769	4	a	a	DET
ajis02-310	769	5	rule	rule	NOUN
ajis02-310	769	6	are	be	AUX
ajis02-310	769	7	derived	derive	VERB
ajis02-310	769	8	and	and	CCONJ
ajis02-310	769	9	these	these	PRON
ajis02-310	769	10	are	be	AUX
ajis02-310	769	11	compared	compare	VERB
ajis02-310	769	12	with	with	ADP
ajis02-310	769	13	the	the	DET
ajis02-310	769	14	existing	exist	VERB
ajis02-310	769	15	conditional	conditional	ADJ
ajis02-310	769	16	component	component	NOUN
ajis02-310	769	17	of	of	ADP
ajis02-310	769	18	the	the	DET
ajis02-310	769	19	rule	rule	NOUN
ajis02-310	769	20	.	.	PUNCT
ajis02-310	770	1	any	any	DET
ajis02-310	770	2	unnecessarily	unnecessarily	ADV
ajis02-310	770	3	restrictive	restrictive	ADJ
ajis02-310	770	4	conditions	condition	NOUN
ajis02-310	770	5	are	be	AUX
ajis02-310	770	6	then	then	ADV
ajis02-310	770	7	removed	remove	VERB
ajis02-310	770	8	or	or	CCONJ
ajis02-310	770	9	replaced	replace	VERB
ajis02-310	770	10	with	with	ADP
ajis02-310	770	11	more	more	ADJ
ajis02-310	770	12	general	general	ADJ
ajis02-310	770	13	ones	one	NOUN
ajis02-310	770	14	.	.	PUNCT
ajis02-310	771	1	the	the	DET
ajis02-310	771	2	use	use	NOUN
ajis02-310	771	3	of	of	ADP
ajis02-310	771	4	discovered	discover	VERB
ajis02-310	771	5	rules	rule	NOUN
ajis02-310	771	6	for	for	ADP
ajis02-310	771	7	decision	decision	NOUN
ajis02-310	771	8	support	support	NOUN
ajis02-310	771	9	a	a	DET
ajis02-310	771	10	final	final	ADJ
ajis02-310	771	11	application	application	NOUN
ajis02-310	771	12	for	for	ADP
ajis02-310	771	13	the	the	DET
ajis02-310	771	14	use	use	NOUN
ajis02-310	771	15	of	of	ADP
ajis02-310	771	16	discovered	discover	VERB
ajis02-310	771	17	knowledge	knowledge	NOUN
ajis02-310	771	18	is	be	AUX
ajis02-310	771	19	as	as	ADP
ajis02-310	771	20	a	a	DET
ajis02-310	771	21	resource	resource	NOUN
ajis02-310	771	22	for	for	ADP
ajis02-310	771	23	decision	decision	NOUN
ajis02-310	771	24	support	support	NOUN
ajis02-310	771	25	.	.	PUNCT
ajis02-310	772	1	decision	decision	NOUN
ajis02-310	772	2	support	support	NOUN
ajis02-310	772	3	typically	typically	ADV
ajis02-310	772	4	involves	involve	VERB
ajis02-310	772	5	ad	ad	NOUN
ajis02-310	772	6	-	-	PUNCT
ajis02-310	772	7	hoc	hoc	ADJ
ajis02-310	772	8	analysis	analysis	NOUN
ajis02-310	772	9	of	of	ADP
ajis02-310	772	10	data	datum	NOUN
ajis02-310	772	11	that	that	PRON
ajis02-310	772	12	is	be	AUX
ajis02-310	772	13	guided	guide	VERB
ajis02-310	772	14	by	by	ADP
ajis02-310	772	15	the	the	DET
ajis02-310	772	16	user	user	NOUN
ajis02-310	772	17	in	in	ADP
ajis02-310	772	18	an	an	DET
ajis02-310	772	19	exploratory	exploratory	ADJ
ajis02-310	772	20	way	way	NOUN
ajis02-310	772	21	.	.	PUNCT
ajis02-310	773	1	the	the	DET
ajis02-310	773	2	facilitation	facilitation	NOUN
ajis02-310	773	3	and	and	CCONJ
ajis02-310	773	4	utilisation	utilisation	NOUN
ajis02-310	773	5	of	of	ADP
ajis02-310	773	6	user	user	NOUN
ajis02-310	773	7	guidance	guidance	NOUN
ajis02-310	773	8	is	be	AUX
ajis02-310	773	9	therefore	therefore	ADV
ajis02-310	773	10	a	a	DET
ajis02-310	773	11	significant	significant	ADJ
ajis02-310	773	12	factor	factor	NOUN
ajis02-310	773	13	for	for	ADP
ajis02-310	773	14	decision	decision	NOUN
ajis02-310	773	15	support	support	NOUN
ajis02-310	773	16	tools	tool	NOUN
ajis02-310	773	17	.	.	PUNCT
ajis02-310	774	1	many	many	ADJ
ajis02-310	774	2	existing	exist	VERB
ajis02-310	774	3	kdd	kdd	PROPN
ajis02-310	774	4	tools	tool	NOUN
ajis02-310	774	5	are	be	AUX
ajis02-310	774	6	well	well	ADV
ajis02-310	774	7	suited	suited	ADJ
ajis02-310	774	8	to	to	PART
ajis02-310	774	9	decision	decision	VERB
ajis02-310	774	10	support	support	NOUN
ajis02-310	774	11	in	in	ADP
ajis02-310	774	12	this	this	DET
ajis02-310	774	13	respect	respect	NOUN
ajis02-310	774	14	because	because	SCONJ
ajis02-310	774	15	they	they	PRON
ajis02-310	774	16	allow	allow	VERB
ajis02-310	774	17	users	user	NOUN
ajis02-310	774	18	to	to	PART
ajis02-310	774	19	direct	direct	VERB
ajis02-310	774	20	the	the	DET
ajis02-310	774	21	search	search	NOUN
ajis02-310	774	22	for	for	ADP
ajis02-310	774	23	knowledge	knowledge	NOUN
ajis02-310	774	24	.	.	PUNCT
ajis02-310	775	1	conventional	conventional	ADJ
ajis02-310	775	2	decision	decision	NOUN
ajis02-310	775	3	support	support	NOUN
ajis02-310	775	4	tools	tool	NOUN
ajis02-310	775	5	commonly	commonly	ADV
ajis02-310	775	6	allow	allow	VERB
ajis02-310	775	7	decision	decision	NOUN
ajis02-310	775	8	-	-	PUNCT
ajis02-310	775	9	makers	maker	NOUN
ajis02-310	775	10	to	to	PART
ajis02-310	775	11	query	query	VERB
ajis02-310	775	12	data	datum	NOUN
ajis02-310	775	13	directly	directly	ADV
ajis02-310	775	14	and	and	CCONJ
ajis02-310	775	15	conduct	conduct	VERB
ajis02-310	775	16	what	what	PRON
ajis02-310	775	17	-	-	PUNCT
ajis02-310	775	18	if	if	SCONJ
ajis02-310	775	19	analysis	analysis	NOUN
ajis02-310	775	20	.	.	PUNCT
ajis02-310	776	1	kdd	kdd	NOUN
ajis02-310	776	2	tools	tool	NOUN
ajis02-310	776	3	complement	complement	VERB
ajis02-310	776	4	the	the	DET
ajis02-310	776	5	power	power	NOUN
ajis02-310	776	6	of	of	ADP
ajis02-310	776	7	decision	decision	NOUN
ajis02-310	776	8	support	support	NOUN
ajis02-310	776	9	systems	system	NOUN
ajis02-310	776	10	by	by	ADP
ajis02-310	776	11	allowing	allow	VERB
ajis02-310	776	12	the	the	DET
ajis02-310	776	13	search	search	NOUN
ajis02-310	776	14	for	for	ADP
ajis02-310	776	15	more	more	ADJ
ajis02-310	776	16	complex	complex	ADJ
ajis02-310	776	17	patterns	pattern	NOUN
ajis02-310	776	18	and	and	CCONJ
ajis02-310	776	19	semantic	semantic	ADJ
ajis02-310	776	20	relationships	relationship	NOUN
ajis02-310	776	21	to	to	PART
ajis02-310	776	22	be	be	AUX
ajis02-310	776	23	undertaken	undertake	VERB
ajis02-310	776	24	.	.	PUNCT
ajis02-310	777	1	the	the	DET
ajis02-310	777	2	selection	selection	NOUN
ajis02-310	777	3	of	of	ADP
ajis02-310	777	4	an	an	DET
ajis02-310	777	5	appropriate	appropriate	ADJ
ajis02-310	777	6	kdd	kdd	PROPN
ajis02-310	777	7	tool	tool	NOUN
ajis02-310	777	8	depends	depend	VERB
ajis02-310	777	9	upon	upon	SCONJ
ajis02-310	777	10	the	the	DET
ajis02-310	777	11	nature	nature	NOUN
ajis02-310	777	12	of	of	ADP
ajis02-310	777	13	the	the	DET
ajis02-310	777	14	database	database	NOUN
ajis02-310	777	15	to	to	PART
ajis02-310	777	16	be	be	AUX
ajis02-310	777	17	utilised	utilise	VERB
ajis02-310	777	18	and	and	CCONJ
ajis02-310	777	19	the	the	DET
ajis02-310	777	20	nature	nature	NOUN
ajis02-310	777	21	of	of	ADP
ajis02-310	777	22	the	the	DET
ajis02-310	777	23	desired	desire	VERB
ajis02-310	777	24	knowledge	knowledge	NOUN
ajis02-310	777	25	.	.	PUNCT
ajis02-310	778	1	association	association	NOUN
ajis02-310	778	2	rule	rule	NOUN
ajis02-310	778	3	learning	learn	VERB
ajis02-310	778	4	systems	system	NOUN
ajis02-310	778	5	such	such	ADJ
ajis02-310	778	6	as	as	ADP
ajis02-310	778	7	ais	ais	PROPN
ajis02-310	778	8	(	(	PUNCT
ajis02-310	778	9	agrawal	agrawal	PROPN
ajis02-310	778	10	,	,	PUNCT
ajis02-310	778	11	imielinski	imielinski	NOUN
ajis02-310	778	12	and	and	CCONJ
ajis02-310	778	13	swami	swami	PROPN
ajis02-310	778	14	1993	1993	NUM
ajis02-310	778	15	)	)	PUNCT
ajis02-310	778	16	are	be	AUX
ajis02-310	778	17	likely	likely	ADJ
ajis02-310	778	18	to	to	PART
ajis02-310	778	19	be	be	AUX
ajis02-310	778	20	appropriate	appropriate	ADJ
ajis02-310	778	21	for	for	ADP
ajis02-310	778	22	the	the	DET
ajis02-310	778	23	analysis	analysis	NOUN
ajis02-310	778	24	of	of	ADP
ajis02-310	778	25	supermarket	supermarket	NOUN
ajis02-310	778	26	transaction	transaction	NOUN
ajis02-310	778	27	databases	database	NOUN
ajis02-310	778	28	.	.	PUNCT
ajis02-310	779	1	similarly	similarly	ADV
ajis02-310	779	2	the	the	DET
ajis02-310	779	3	classification	classification	NOUN
ajis02-310	779	4	rule	rule	NOUN
ajis02-310	779	5	learning	learn	VERB
ajis02-310	779	6	algorithm	algorithm	NOUN
ajis02-310	779	7	of	of	ADP
ajis02-310	779	8	cai	cai	PROPN
ajis02-310	779	9	et	et	PROPN
ajis02-310	779	10	al	al	PROPN
ajis02-310	779	11	.	.	PROPN
ajis02-310	780	1	(	(	PUNCT
ajis02-310	780	2	1990	1990	NUM
ajis02-310	780	3	)	)	PUNCT
ajis02-310	780	4	may	may	AUX
ajis02-310	780	5	be	be	AUX
ajis02-310	780	6	applicable	applicable	ADJ
ajis02-310	780	7	to	to	ADP
ajis02-310	780	8	the	the	DET
ajis02-310	780	9	analysis	analysis	NOUN
ajis02-310	780	10	of	of	ADP
ajis02-310	780	11	a	a	DET
ajis02-310	780	12	database	database	NOUN
ajis02-310	780	13	of	of	ADP
ajis02-310	780	14	insurance	insurance	NOUN
ajis02-310	780	15	claimants	claimant	NOUN
ajis02-310	780	16	.	.	PUNCT
ajis02-310	781	1	highly	highly	ADV
ajis02-310	781	2	autonomous	autonomous	ADJ
ajis02-310	781	3	kdd	kdd	PROPN
ajis02-310	781	4	tools	tool	NOUN
ajis02-310	781	5	may	may	AUX
ajis02-310	781	6	potentially	potentially	ADV
ajis02-310	781	7	pre	pre	VERB
ajis02-310	781	8	-	-	VERB
ajis02-310	781	9	empt	empt	ADJ
ajis02-310	781	10	decision	decision	NOUN
ajis02-310	781	11	making	make	VERB
ajis02-310	781	12	by	by	ADP
ajis02-310	781	13	identifying	identify	VERB
ajis02-310	781	14	opportunities	opportunity	NOUN
ajis02-310	781	15	from	from	ADP
ajis02-310	781	16	relevant	relevant	ADJ
ajis02-310	781	17	organisational	organisational	ADJ
ajis02-310	781	18	data	datum	NOUN
ajis02-310	781	19	.	.	PUNCT
ajis02-310	782	1	with	with	ADP
ajis02-310	782	2	this	this	PRON
ajis02-310	782	3	in	in	ADP
ajis02-310	782	4	mind	mind	NOUN
ajis02-310	782	5	,	,	PUNCT
ajis02-310	782	6	another	another	DET
ajis02-310	782	7	application	application	NOUN
ajis02-310	782	8	of	of	ADP
ajis02-310	782	9	discovered	discover	VERB
ajis02-310	782	10	knowledge	knowledge	NOUN
ajis02-310	782	11	might	might	AUX
ajis02-310	782	12	concern	concern	VERB
ajis02-310	782	13	the	the	DET
ajis02-310	782	14	decisions	decision	NOUN
ajis02-310	782	15	made	make	VERB
ajis02-310	782	16	by	by	ADP
ajis02-310	782	17	database	database	NOUN
ajis02-310	782	18	administrators	administrators	PROPN
ajis02-310	782	19	.	.	PUNCT
ajis02-310	783	1	knowledge	knowledge	NOUN
ajis02-310	783	2	concerning	concern	VERB
ajis02-310	783	3	hidden	hide	VERB
ajis02-310	783	4	structures	structure	NOUN
ajis02-310	783	5	or	or	CCONJ
ajis02-310	783	6	dependencies	dependency	NOUN
ajis02-310	783	7	within	within	ADP
ajis02-310	783	8	the	the	DET
ajis02-310	783	9	database	database	NOUN
ajis02-310	783	10	can	can	AUX
ajis02-310	783	11	potentially	potentially	ADV
ajis02-310	783	12	support	support	VERB
ajis02-310	783	13	or	or	CCONJ
ajis02-310	783	14	pre	pre	ADJ
ajis02-310	783	15	-	-	ADJ
ajis02-310	783	16	empt	empt	ADJ
ajis02-310	783	17	decisions	decision	NOUN
ajis02-310	783	18	concerning	concern	VERB
ajis02-310	783	19	database	database	NOUN
ajis02-310	783	20	re	re	NOUN
ajis02-310	783	21	-	-	NOUN
ajis02-310	783	22	structuring	structuring	ADJ
ajis02-310	783	23	.	.	PUNCT
ajis02-310	784	1	for	for	ADP
ajis02-310	784	2	example	example	NOUN
ajis02-310	784	3	the	the	DET
ajis02-310	784	4	identification	identification	NOUN
ajis02-310	784	5	of	of	ADP
ajis02-310	784	6	previously	previously	ADV
ajis02-310	784	7	unknown	unknown	ADJ
ajis02-310	784	8	functional	functional	ADJ
ajis02-310	784	9	dependencies	dependency	NOUN
ajis02-310	784	10	can	can	AUX
ajis02-310	784	11	lead	lead	VERB
ajis02-310	784	12	to	to	ADP
ajis02-310	784	13	a	a	DET
ajis02-310	784	14	restructuring	restructuring	NOUN
ajis02-310	784	15	of	of	ADP
ajis02-310	784	16	the	the	DET
ajis02-310	784	17	database	database	NOUN
ajis02-310	784	18	to	to	PART
ajis02-310	784	19	reduce	reduce	VERB
ajis02-310	784	20	redundancy	redundancy	NOUN
ajis02-310	784	21	and	and	CCONJ
ajis02-310	784	22	ensure	ensure	VERB
ajis02-310	784	23	integrity	integrity	NOUN
ajis02-310	784	24	.	.	PUNCT
ajis02-310	785	1	security	security	NOUN
ajis02-310	785	2	implications	implication	NOUN
ajis02-310	785	3	of	of	ADP
ajis02-310	785	4	knowledge	knowledge	NOUN
ajis02-310	785	5	discovery	discovery	NOUN
ajis02-310	785	6	as	as	ADP
ajis02-310	785	7	the	the	DET
ajis02-310	785	8	reasoning	reasoning	NOUN
ajis02-310	785	9	power	power	NOUN
ajis02-310	785	10	of	of	ADP
ajis02-310	785	11	induction	induction	NOUN
ajis02-310	785	12	within	within	ADP
ajis02-310	785	13	databases	database	NOUN
ajis02-310	785	14	has	have	AUX
ajis02-310	785	15	become	become	AUX
ajis02-310	785	16	widely	widely	ADV
ajis02-310	785	17	acknowledged	acknowledge	VERB
ajis02-310	785	18	,	,	PUNCT
ajis02-310	785	19	the	the	DET
ajis02-310	785	20	potential	potential	ADJ
ajis02-310	785	21	misuse	misuse	NOUN
ajis02-310	785	22	of	of	ADP
ajis02-310	785	23	inductive	inductive	ADJ
ajis02-310	785	24	learning	learning	NOUN
ajis02-310	785	25	tools	tool	NOUN
ajis02-310	785	26	to	to	PART
ajis02-310	785	27	induce	induce	VERB
ajis02-310	785	28	restricted	restricted	ADJ
ajis02-310	785	29	information	information	NOUN
ajis02-310	785	30	has	have	AUX
ajis02-310	785	31	become	become	VERB
ajis02-310	785	32	an	an	DET
ajis02-310	785	33	area	area	NOUN
ajis02-310	785	34	of	of	ADP
ajis02-310	785	35	concern	concern	NOUN
ajis02-310	785	36	.	.	PUNCT
ajis02-310	786	1	organisations	organisation	NOUN
ajis02-310	786	2	may	may	AUX
ajis02-310	786	3	unwittingly	unwittingly	ADV
ajis02-310	786	4	provide	provide	VERB
ajis02-310	786	5	classified	classified	ADJ
ajis02-310	786	6	information	information	NOUN
ajis02-310	786	7	implicitly	implicitly	ADV
ajis02-310	786	8	within	within	ADP
ajis02-310	786	9	non	non	X
ajis02-310	786	10	classified	classified	ADJ
ajis02-310	786	11	data	datum	NOUN
ajis02-310	786	12	.	.	PUNCT
ajis02-310	787	1	at	at	ADP
ajis02-310	787	2	the	the	DET
ajis02-310	787	3	same	same	ADJ
ajis02-310	787	4	time	time	NOUN
ajis02-310	787	5	security	security	NOUN
ajis02-310	787	6	of	of	ADP
ajis02-310	787	7	120	120	NUM
ajis02-310	787	8	ajis	ajis	NOUN
ajis02-310	787	9	vol	vol	NOUN
ajis02-310	787	10	.	.	PROPN
ajis02-310	787	11	6	6	NUM
ajis02-310	787	12	no	no	NOUN
ajis02-310	787	13	.	.	NOUN
ajis02-310	787	14	2	2	NUM
ajis02-310	787	15	may	may	PROPN
ajis02-310	787	16	1999	1999	NUM
ajis02-310	787	17	data	datum	NOUN
ajis02-310	787	18	within	within	ADP
ajis02-310	787	19	databases	database	NOUN
ajis02-310	787	20	is	be	AUX
ajis02-310	787	21	increasingly	increasingly	ADV
ajis02-310	787	22	important	important	ADJ
ajis02-310	787	23	as	as	SCONJ
ajis02-310	787	24	sensitive	sensitive	ADJ
ajis02-310	787	25	information	information	NOUN
ajis02-310	787	26	is	be	AUX
ajis02-310	787	27	stored	store	VERB
ajis02-310	787	28	within	within	ADP
ajis02-310	787	29	them	they	PRON
ajis02-310	787	30	.	.	PUNCT
ajis02-310	788	1	in	in	ADP
ajis02-310	788	2	a	a	DET
ajis02-310	788	3	progress	progress	NOUN
ajis02-310	788	4	report	report	NOUN
ajis02-310	788	5	on	on	ADP
ajis02-310	788	6	kdd	kdd	PROPN
ajis02-310	788	7	,	,	PUNCT
ajis02-310	788	8	piatetsky	piatetsky	PROPN
ajis02-310	788	9	-	-	PUNCT
ajis02-310	788	10	shapiro	shapiro	PROPN
ajis02-310	788	11	(	(	PUNCT
ajis02-310	788	12	1994	1994	NUM
ajis02-310	788	13	)	)	PUNCT
ajis02-310	788	14	includes	include	VERB
ajis02-310	788	15	privacy	privacy	NOUN
ajis02-310	788	16	of	of	ADP
ajis02-310	788	17	data	datum	NOUN
ajis02-310	788	18	and	and	CCONJ
ajis02-310	788	19	related	relate	VERB
ajis02-310	788	20	ethical	ethical	ADJ
ajis02-310	788	21	and	and	CCONJ
ajis02-310	788	22	legal	legal	ADJ
ajis02-310	788	23	issues	issue	NOUN
ajis02-310	788	24	in	in	ADP
ajis02-310	788	25	a	a	DET
ajis02-310	788	26	list	list	NOUN
ajis02-310	788	27	of	of	ADP
ajis02-310	788	28	difficulties	difficulty	NOUN
ajis02-310	788	29	to	to	PART
ajis02-310	788	30	be	be	AUX
ajis02-310	788	31	overcome	overcome	VERB
ajis02-310	788	32	within	within	ADP
ajis02-310	788	33	kdd	kdd	PROPN
ajis02-310	788	34	.	.	PROPN
ajis02-310	789	1	with	with	ADP
ajis02-310	789	2	the	the	DET
ajis02-310	789	3	worldwide	worldwide	ADJ
ajis02-310	789	4	proliferation	proliferation	NOUN
ajis02-310	789	5	of	of	ADP
ajis02-310	789	6	electronic	electronic	ADJ
ajis02-310	789	7	information	information	NOUN
ajis02-310	789	8	systems	system	NOUN
ajis02-310	789	9	and	and	CCONJ
ajis02-310	789	10	databases	database	NOUN
ajis02-310	789	11	,	,	PUNCT
ajis02-310	789	12	the	the	DET
ajis02-310	789	13	disclosure	disclosure	NOUN
ajis02-310	789	14	of	of	ADP
ajis02-310	789	15	data	datum	NOUN
ajis02-310	789	16	has	have	AUX
ajis02-310	789	17	received	receive	VERB
ajis02-310	789	18	increasing	increase	VERB
ajis02-310	789	19	examination	examination	NOUN
ajis02-310	789	20	both	both	CCONJ
ajis02-310	789	21	legally	legally	ADV
ajis02-310	789	22	and	and	CCONJ
ajis02-310	789	23	ethically	ethically	ADV
ajis02-310	789	24	.	.	PUNCT
ajis02-310	790	1	however	however	ADV
ajis02-310	790	2	issues	issue	NOUN
ajis02-310	790	3	surrounding	surround	VERB
ajis02-310	790	4	the	the	DET
ajis02-310	790	5	social	social	ADJ
ajis02-310	790	6	and	and	CCONJ
ajis02-310	790	7	legal	legal	ADJ
ajis02-310	790	8	implications	implication	NOUN
ajis02-310	790	9	of	of	ADP
ajis02-310	790	10	emerging	emerge	VERB
ajis02-310	790	11	kdd	kdd	PROPN
ajis02-310	790	12	technology	technology	NOUN
ajis02-310	790	13	remain	remain	VERB
ajis02-310	790	14	largely	largely	ADV
ajis02-310	790	15	unresolved	unresolved	ADJ
ajis02-310	790	16	.	.	PUNCT
ajis02-310	791	1	o'leary	o'leary	PROPN
ajis02-310	791	2	points	point	VERB
ajis02-310	791	3	out	out	ADP
ajis02-310	791	4	that	that	SCONJ
ajis02-310	791	5	whilst	whilst	SCONJ
ajis02-310	791	6	traditional	traditional	ADJ
ajis02-310	791	7	approaches	approach	NOUN
ajis02-310	791	8	to	to	PART
ajis02-310	791	9	database	database	VERB
ajis02-310	791	10	security	security	NOUN
ajis02-310	791	11	address	address	NOUN
ajis02-310	791	12	the	the	DET
ajis02-310	791	13	unauthorised	unauthorised	ADJ
ajis02-310	791	14	access	access	NOUN
ajis02-310	791	15	of	of	ADP
ajis02-310	791	16	data	datum	NOUN
ajis02-310	791	17	,	,	PUNCT
ajis02-310	791	18	they	they	PRON
ajis02-310	791	19	do	do	AUX
ajis02-310	791	20	not	not	PART
ajis02-310	791	21	address	address	VERB
ajis02-310	791	22	the	the	DET
ajis02-310	791	23	unauthorised	unauthorised	ADJ
ajis02-310	791	24	acquisition	acquisition	NOUN
ajis02-310	791	25	of	of	ADP
ajis02-310	791	26	knowledge	knowledge	NOUN
ajis02-310	791	27	from	from	ADP
ajis02-310	791	28	data	datum	NOUN
ajis02-310	791	29	(	(	PUNCT
ajis02-310	791	30	o'leary	o'leary	NOUN
ajis02-310	791	31	1991	1991	NUM
ajis02-310	791	32	)	)	PUNCT
ajis02-310	791	33	.	.	PUNCT
ajis02-310	792	1	as	as	SCONJ
ajis02-310	792	2	a	a	DET
ajis02-310	792	3	consequence	consequence	NOUN
ajis02-310	792	4	authorised	authorise	VERB
ajis02-310	792	5	users	user	NOUN
ajis02-310	792	6	may	may	AUX
ajis02-310	792	7	use	use	VERB
ajis02-310	792	8	the	the	DET
ajis02-310	792	9	data	datum	NOUN
ajis02-310	792	10	that	that	PRON
ajis02-310	792	11	they	they	PRON
ajis02-310	792	12	have	have	VERB
ajis02-310	792	13	access	access	NOUN
ajis02-310	792	14	to	to	ADP
ajis02-310	792	15	in	in	ADP
ajis02-310	792	16	attaining	attain	VERB
ajis02-310	792	17	knowledge	knowledge	NOUN
ajis02-310	792	18	restricted	restrict	VERB
ajis02-310	792	19	from	from	ADP
ajis02-310	792	20	them	they	PRON
ajis02-310	792	21	.	.	PUNCT
ajis02-310	793	1	he	he	PRON
ajis02-310	793	2	also	also	ADV
ajis02-310	793	3	warns	warn	VERB
ajis02-310	793	4	that	that	SCONJ
ajis02-310	793	5	confidential	confidential	ADJ
ajis02-310	793	6	information	information	NOUN
ajis02-310	793	7	relating	relate	VERB
ajis02-310	793	8	to	to	ADP
ajis02-310	793	9	decision	decision	NOUN
ajis02-310	793	10	making	making	NOUN
ajis02-310	793	11	could	could	AUX
ajis02-310	793	12	potentially	potentially	ADV
ajis02-310	793	13	be	be	AUX
ajis02-310	793	14	induced	induce	VERB
ajis02-310	793	15	from	from	ADP
ajis02-310	793	16	examples	example	NOUN
ajis02-310	793	17	of	of	ADP
ajis02-310	793	18	past	past	ADJ
ajis02-310	793	19	decisions	decision	NOUN
ajis02-310	793	20	.	.	PUNCT
ajis02-310	794	1	such	such	ADJ
ajis02-310	794	2	information	information	NOUN
ajis02-310	794	3	could	could	AUX
ajis02-310	794	4	help	help	VERB
ajis02-310	794	5	criminals	criminal	NOUN
ajis02-310	794	6	avoid	avoid	VERB
ajis02-310	794	7	detection	detection	NOUN
ajis02-310	794	8	,	,	PUNCT
ajis02-310	794	9	allow	allow	VERB
ajis02-310	794	10	competitors	competitor	NOUN
ajis02-310	794	11	to	to	PART
ajis02-310	794	12	preempt	preempt	VERB
ajis02-310	794	13	decisions	decision	NOUN
ajis02-310	794	14	or	or	CCONJ
ajis02-310	794	15	expose	expose	VERB
ajis02-310	794	16	confidential	confidential	ADJ
ajis02-310	794	17	decision	decision	NOUN
ajis02-310	794	18	making	make	VERB
ajis02-310	794	19	criteria	criterion	NOUN
ajis02-310	794	20	.	.	PUNCT
ajis02-310	795	1	given	give	VERB
ajis02-310	795	2	these	these	DET
ajis02-310	795	3	concerns	concern	NOUN
ajis02-310	795	4	o'leary	o'leary	PROPN
ajis02-310	795	5	argues	argue	VERB
ajis02-310	795	6	that	that	SCONJ
ajis02-310	795	7	the	the	DET
ajis02-310	795	8	threat	threat	NOUN
ajis02-310	795	9	posed	pose	VERB
ajis02-310	795	10	by	by	ADP
ajis02-310	795	11	kdd	kdd	PROPN
ajis02-310	795	12	technology	technology	PROPN
ajis02-310	795	13	to	to	ADP
ajis02-310	795	14	organisational	organisational	ADJ
ajis02-310	795	15	security	security	NOUN
ajis02-310	795	16	warrants	warrant	NOUN
ajis02-310	795	17	specific	specific	ADJ
ajis02-310	795	18	counter	counter	NOUN
ajis02-310	795	19	-	-	NOUN
ajis02-310	795	20	measures	measure	NOUN
ajis02-310	795	21	.	.	PUNCT
ajis02-310	796	1	traditional	traditional	ADJ
ajis02-310	796	2	techniques	technique	NOUN
ajis02-310	796	3	to	to	PART
ajis02-310	796	4	avoid	avoid	VERB
ajis02-310	796	5	intrusion	intrusion	NOUN
ajis02-310	796	6	remain	remain	VERB
ajis02-310	796	7	useful	useful	ADJ
ajis02-310	796	8	as	as	SCONJ
ajis02-310	796	9	induction	induction	NOUN
ajis02-310	796	10	can	can	AUX
ajis02-310	796	11	be	be	AUX
ajis02-310	796	12	performed	perform	VERB
ajis02-310	796	13	upon	upon	SCONJ
ajis02-310	796	14	data	datum	NOUN
ajis02-310	796	15	obtained	obtain	VERB
ajis02-310	796	16	with	with	ADP
ajis02-310	796	17	or	or	CCONJ
ajis02-310	796	18	without	without	ADP
ajis02-310	796	19	permission	permission	NOUN
ajis02-310	796	20	.	.	PUNCT
ajis02-310	797	1	such	such	ADJ
ajis02-310	797	2	techniques	technique	NOUN
ajis02-310	797	3	could	could	AUX
ajis02-310	797	4	however	however	ADV
ajis02-310	797	5	be	be	AUX
ajis02-310	797	6	extended	extend	VERB
ajis02-310	797	7	where	where	SCONJ
ajis02-310	797	8	required	require	VERB
ajis02-310	797	9	to	to	PART
ajis02-310	797	10	detect	detect	VERB
ajis02-310	797	11	suspicious	suspicious	ADJ
ajis02-310	797	12	activities	activity	NOUN
ajis02-310	797	13	such	such	ADJ
ajis02-310	797	14	as	as	ADP
ajis02-310	797	15	the	the	DET
ajis02-310	797	16	dumping	dumping	NOUN
ajis02-310	797	17	of	of	ADP
ajis02-310	797	18	large	large	ADJ
ajis02-310	797	19	numbers	number	NOUN
ajis02-310	797	20	of	of	ADP
ajis02-310	797	21	records	record	NOUN
ajis02-310	797	22	,	,	PUNCT
ajis02-310	797	23	which	which	PRON
ajis02-310	797	24	may	may	AUX
ajis02-310	797	25	be	be	AUX
ajis02-310	797	26	used	use	VERB
ajis02-310	797	27	for	for	ADP
ajis02-310	797	28	inductive	inductive	ADJ
ajis02-310	797	29	techniques	technique	NOUN
ajis02-310	797	30	.	.	PUNCT
ajis02-310	798	1	in	in	ADP
ajis02-310	798	2	addition	addition	NOUN
ajis02-310	798	3	o'leary	o'leary	NOUN
ajis02-310	798	4	also	also	ADV
ajis02-310	798	5	points	point	VERB
ajis02-310	798	6	out	out	ADP
ajis02-310	798	7	that	that	SCONJ
ajis02-310	798	8	approaches	approach	NOUN
ajis02-310	798	9	which	which	PRON
ajis02-310	798	10	exploit	exploit	VERB
ajis02-310	798	11	the	the	DET
ajis02-310	798	12	weaknesses	weakness	NOUN
ajis02-310	798	13	and	and	CCONJ
ajis02-310	798	14	limitations	limitation	NOUN
ajis02-310	798	15	of	of	ADP
ajis02-310	798	16	existing	exist	VERB
ajis02-310	798	17	inductive	inductive	ADJ
ajis02-310	798	18	tools	tool	NOUN
ajis02-310	798	19	should	should	AUX
ajis02-310	798	20	be	be	AUX
ajis02-310	798	21	investigated	investigate	VERB
ajis02-310	798	22	.	.	PUNCT
ajis02-310	799	1	application	application	NOUN
ajis02-310	799	2	area	area	NOUN
ajis02-310	799	3	astronomy	astronomy	NOUN
ajis02-310	799	4	database	database	NOUN
ajis02-310	799	5	engineering	engineering	NOUN
ajis02-310	799	6	finance	finance	NOUN
ajis02-310	799	7	geology	geology	NOUN
ajis02-310	799	8	insurance	insurance	NOUN
ajis02-310	799	9	law	law	NOUN
ajis02-310	799	10	marketing	marketing	NOUN
ajis02-310	799	11	and	and	CCONJ
ajis02-310	799	12	sales	sale	NOUN
ajis02-310	799	13	medical	medical	ADJ
ajis02-310	799	14	physics	physics	PROPN
ajis02-310	799	15	sport	sport	PROPN
ajis02-310	799	16	world	world	PROPN
ajis02-310	799	17	wide	wide	ADJ
ajis02-310	799	18	web	web	NOUN
ajis02-310	799	19	example	example	NOUN
ajis02-310	799	20	applications	application	NOUN
ajis02-310	799	21	sky	sky	NOUN
ajis02-310	799	22	survey	survey	NOUN
ajis02-310	799	23	analysis	analysis	NOUN
ajis02-310	799	24	(	(	PUNCT
ajis02-310	799	25	fayyad	fayyad	NOUN
ajis02-310	799	26	,	,	PUNCT
ajis02-310	799	27	weir	weir	NOUN
ajis02-310	799	28	and	and	CCONJ
ajis02-310	799	29	djorgovski	djorgovski	ADJ
ajis02-310	799	30	1993	1993	NUM
ajis02-310	799	31	)	)	PUNCT
ajis02-310	799	32	.	.	PUNCT
ajis02-310	800	1	semantic	semantic	ADJ
ajis02-310	800	2	query	query	NOUN
ajis02-310	800	3	optimisation	optimisation	NOUN
ajis02-310	800	4	(	(	PUNCT
ajis02-310	800	5	siegal	siegal	PROPN
ajis02-310	800	6	,	,	PUNCT
ajis02-310	800	7	sciore	sciore	NOUN
ajis02-310	800	8	and	and	CCONJ
ajis02-310	800	9	salveter	salveter	NOUN
ajis02-310	800	10	1991	1991	NUM
ajis02-310	800	11	)	)	PUNCT
ajis02-310	800	12	,	,	PUNCT
ajis02-310	800	13	integrity	integrity	NOUN
ajis02-310	800	14	enforcement	enforcement	NOUN
ajis02-310	800	15	(	(	PUNCT
ajis02-310	800	16	schlimmer	schlimmer	NOUN
ajis02-310	800	17	1993	1993	NUM
ajis02-310	800	18	)	)	PUNCT
ajis02-310	800	19	.	.	PUNCT
ajis02-310	801	1	discovering	discover	VERB
ajis02-310	801	2	missing	miss	VERB
ajis02-310	801	3	semantics	semantic	NOUN
ajis02-310	801	4	(	(	PUNCT
ajis02-310	801	5	li	li	PROPN
ajis02-310	801	6	,	,	PUNCT
ajis02-310	801	7	huang	huang	PROPN
ajis02-310	801	8	and	and	CCONJ
ajis02-310	801	9	chen	chen	PROPN
ajis02-310	801	10	1997	1997	NUM
ajis02-310	801	11	)	)	PUNCT
ajis02-310	801	12	.	.	PUNCT
ajis02-310	802	1	scheme	scheme	NOUN
ajis02-310	802	2	discovery	discovery	PROPN
ajis02-310	802	3	(	(	PUNCT
ajis02-310	802	4	miura	miura	PROPN
ajis02-310	802	5	and	and	CCONJ
ajis02-310	802	6	shioya	shioya	NOUN
ajis02-310	802	7	1997	1997	NUM
ajis02-310	802	8	)	)	PUNCT
ajis02-310	802	9	.	.	PUNCT
ajis02-310	803	1	automotive	automotive	ADJ
ajis02-310	803	2	quality	quality	NOUN
ajis02-310	803	3	control	control	NOUN
ajis02-310	803	4	(	(	PUNCT
ajis02-310	803	5	wirth	wirth	PROPN
ajis02-310	803	6	and	and	CCONJ
ajis02-310	803	7	reinartz	reinartz	NOUN
ajis02-310	803	8	1996	1996	NUM
ajis02-310	803	9	)	)	PUNCT
ajis02-310	803	10	.	.	PUNCT
ajis02-310	804	1	semiconductor	semiconductor	NOUN
ajis02-310	804	2	fault	fault	NOUN
ajis02-310	804	3	diagnosis	diagnosis	NOUN
ajis02-310	804	4	(	(	PUNCT
ajis02-310	804	5	saxena	saxena	PROPN
ajis02-310	804	6	1993	1993	NUM
ajis02-310	804	7	)	)	PUNCT
ajis02-310	804	8	.	.	PUNCT
ajis02-310	805	1	credit	credit	NOUN
ajis02-310	805	2	assessment	assessment	NOUN
ajis02-310	805	3	(	(	PUNCT
ajis02-310	805	4	feelders	feelder	NOUN
ajis02-310	805	5	,	,	PUNCT
ajis02-310	805	6	le	le	X
ajis02-310	805	7	loux	loux	VERB
ajis02-310	805	8	and	and	CCONJ
ajis02-310	805	9	van't	van't	NOUN
ajis02-310	805	10	zand	zand	PROPN
ajis02-310	805	11	1995	1995	NUM
ajis02-310	805	12	)	)	PUNCT
ajis02-310	805	13	.	.	PUNCT
ajis02-310	806	1	stock	stock	NOUN
ajis02-310	806	2	market	market	NOUN
ajis02-310	806	3	analysis	analysis	NOUN
ajis02-310	806	4	(	(	PUNCT
ajis02-310	806	5	ziarko	ziarko	PROPN
ajis02-310	806	6	,	,	PUNCT
ajis02-310	806	7	golan	golan	PROPN
ajis02-310	806	8	and	and	CCONJ
ajis02-310	806	9	edwards	edwards	PROPN
ajis02-310	806	10	1993	1993	NUM
ajis02-310	806	11	)	)	PUNCT
ajis02-310	806	12	.	.	PUNCT
ajis02-310	807	1	earthquake	earthquake	NOUN
ajis02-310	807	2	detection	detection	NOUN
ajis02-310	807	3	and	and	CCONJ
ajis02-310	807	4	measurement	measurement	NOUN
ajis02-310	807	5	(	(	PUNCT
ajis02-310	807	6	stolorz	stolorz	NOUN
ajis02-310	807	7	and	and	CCONJ
ajis02-310	807	8	dean	dean	PROPN
ajis02-310	807	9	1996	1996	NUM
ajis02-310	807	10	)	)	PUNCT
ajis02-310	807	11	.	.	PUNCT
ajis02-310	808	1	premium	premium	PROPN
ajis02-310	808	2	setting	setting	NOUN
ajis02-310	808	3	,	,	PUNCT
ajis02-310	808	4	workflow	workflow	NOUN
ajis02-310	808	5	analysis	analysis	NOUN
ajis02-310	808	6	(	(	PUNCT
ajis02-310	808	7	keats	keat	NOUN
ajis02-310	808	8	and	and	CCONJ
ajis02-310	808	9	loo	loo	VERB
ajis02-310	808	10	1997	1997	NUM
ajis02-310	808	11	)	)	PUNCT
ajis02-310	808	12	.	.	PUNCT
ajis02-310	809	1	behaviour	behaviour	NOUN
ajis02-310	809	2	patterns	pattern	NOUN
ajis02-310	809	3	in	in	ADP
ajis02-310	809	4	health	health	NOUN
ajis02-310	809	5	insurance	insurance	NOUN
ajis02-310	809	6	(	(	PUNCT
ajis02-310	809	7	viveros	vivero	NOUN
ajis02-310	809	8	,	,	PUNCT
ajis02-310	809	9	nearhos	nearhos	NOUN
ajis02-310	809	10	and	and	CCONJ
ajis02-310	809	11	rothman	rothman	PROPN
ajis02-310	809	12	1996	1996	NUM
ajis02-310	809	13	)	)	PUNCT
ajis02-310	809	14	.	.	PUNCT
ajis02-310	810	1	fraud	fraud	NOUN
ajis02-310	810	2	detection	detection	PROPN
ajis02-310	810	3	(	(	PUNCT
ajis02-310	810	4	shortland	shortland	PROPN
ajis02-310	810	5	and	and	CCONJ
ajis02-310	810	6	scarfe	scarfe	PROPN
ajis02-310	810	7	1994	1994	NUM
ajis02-310	810	8	)	)	PUNCT
ajis02-310	810	9	.	.	PUNCT
ajis02-310	811	1	quick	quick	ADJ
ajis02-310	811	2	market	market	NOUN
ajis02-310	811	3	intelligence	intelligence	NOUN
ajis02-310	811	4	(	(	PUNCT
ajis02-310	811	5	alexander	alexander	NOUN
ajis02-310	811	6	,	,	PUNCT
ajis02-310	811	7	bonissone	bonissone	NOUN
ajis02-310	811	8	and	and	CCONJ
ajis02-310	811	9	rau	rau	PROPN
ajis02-310	811	10	1993	1993	NUM
ajis02-310	811	11	)	)	PUNCT
ajis02-310	811	12	'	'	PUNCT
ajis02-310	811	13	.	.	PUNCT
ajis02-310	812	1	market	market	NOUN
ajis02-310	812	2	survey	survey	NOUN
ajis02-310	812	3	analysis	analysis	NOUN
ajis02-310	812	4	(	(	PUNCT
ajis02-310	812	5	ciesielski	ciesielski	NOUN
ajis02-310	812	6	and	and	CCONJ
ajis02-310	812	7	palstra	palstra	ADJ
ajis02-310	812	8	1996	1996	NUM
ajis02-310	812	9	)	)	PUNCT
ajis02-310	812	10	.	.	PUNCT
ajis02-310	813	1	insurance	insurance	NOUN
ajis02-310	813	2	marketing	marketing	NOUN
ajis02-310	813	3	analysis	analysis	NOUN
ajis02-310	813	4	(	(	PUNCT
ajis02-310	813	5	keats	keat	NOUN
ajis02-310	813	6	and	and	CCONJ
ajis02-310	813	7	loo	loo	VERB
ajis02-310	813	8	1997	1997	NUM
ajis02-310	813	9	)	)	PUNCT
ajis02-310	813	10	.	.	PUNCT
ajis02-310	814	1	rna	rna	NOUN
ajis02-310	814	2	study	study	NOUN
ajis02-310	814	3	and	and	CCONJ
ajis02-310	814	4	analysis	analysis	NOUN
ajis02-310	814	5	(	(	PUNCT
ajis02-310	814	6	hofacker	hofacker	NOUN
ajis02-310	814	7	,	,	PUNCT
ajis02-310	814	8	et	et	PROPN
ajis02-310	814	9	al	al	PROPN
ajis02-310	814	10	.	.	PROPN
ajis02-310	814	11	1996	1996	NUM
ajis02-310	814	12	;	;	PUNCT
ajis02-310	814	13	wang	wang	PROPN
ajis02-310	814	14	,	,	PUNCT
ajis02-310	814	15	el	el	PROPN
ajis02-310	814	16	al	al	PROPN
ajis02-310	814	17	1996	1996	NUM
ajis02-310	814	18	)	)	PUNCT
ajis02-310	814	19	drug	drug	NOUN
ajis02-310	814	20	side	side	NOUN
ajis02-310	814	21	effect	effect	NOUN
ajis02-310	814	22	detection	detection	NOUN
ajis02-310	814	23	(	(	PUNCT
ajis02-310	814	24	wade	wade	PROPN
ajis02-310	814	25	,	,	PUNCT
ajis02-310	814	26	etal	etal	NOUN
ajis02-310	814	27	.	.	PUNCT
ajis02-310	814	28	1994	1994	NUM
ajis02-310	814	29	)	)	PUNCT
ajis02-310	814	30	.	.	PUNCT
ajis02-310	815	1	discovery	discovery	NOUN
ajis02-310	815	2	of	of	ADP
ajis02-310	815	3	causal	causal	ADJ
ajis02-310	815	4	relationships	relationship	NOUN
ajis02-310	815	5	(	(	PUNCT
ajis02-310	815	6	blum	blum	NOUN
ajis02-310	815	7	1982	1982	NUM
ajis02-310	815	8	)	)	PUNCT
ajis02-310	815	9	.	.	PUNCT
ajis02-310	816	1	diagnosis	diagnosis	NOUN
ajis02-310	816	2	of	of	ADP
ajis02-310	816	3	acute	acute	ADJ
ajis02-310	816	4	abdominal	abdominal	ADJ
ajis02-310	816	5	pain	pain	NOUN
ajis02-310	816	6	(	(	PUNCT
ajis02-310	816	7	provan	provan	NOUN
ajis02-310	816	8	and	and	CCONJ
ajis02-310	816	9	singh	singh	PROPN
ajis02-310	816	10	1996	1996	NUM
ajis02-310	816	11	)	)	PUNCT
ajis02-310	816	12	.	.	PUNCT
ajis02-310	817	1	diagnosis	diagnosis	NOUN
ajis02-310	817	2	of	of	ADP
ajis02-310	817	3	headache	headache	NOUN
ajis02-310	817	4	and	and	CCONJ
ajis02-310	817	5	facial	facial	ADJ
ajis02-310	817	6	pain	pain	NOUN
ajis02-310	817	7	(	(	PUNCT
ajis02-310	817	8	tsumoto	tsumoto	NOUN
ajis02-310	817	9	and	and	CCONJ
ajis02-310	817	10	tanaka	tanaka	PROPN
ajis02-310	817	11	1996	1996	NUM
ajis02-310	817	12	)	)	PUNCT
ajis02-310	817	13	.	.	PUNCT
ajis02-310	818	1	spectral	spectral	ADJ
ajis02-310	818	2	data	datum	NOUN
ajis02-310	818	3	analysis	analysis	NOUN
ajis02-310	818	4	(	(	PUNCT
ajis02-310	818	5	buntine	buntine	NOUN
ajis02-310	818	6	and	and	CCONJ
ajis02-310	818	7	patel	patel	NOUN
ajis02-310	818	8	1995	1995	NUM
ajis02-310	818	9	)	)	PUNCT
ajis02-310	818	10	.	.	PUNCT
ajis02-310	819	1	basketball	basketball	NOUN
ajis02-310	819	2	game	game	NOUN
ajis02-310	819	3	analysis	analysis	NOUN
ajis02-310	819	4	(	(	PUNCT
ajis02-310	819	5	bhandari	bhandari	NOUN
ajis02-310	819	6	,	,	PUNCT
ajis02-310	819	7	et	et	PROPN
ajis02-310	819	8	al	al	PROPN
ajis02-310	819	9	.	.	PROPN
ajis02-310	819	10	1997	1997	NUM
ajis02-310	819	11	)	)	PUNCT
ajis02-310	819	12	.	.	PUNCT
ajis02-310	820	1	analysis	analysis	NOUN
ajis02-310	820	2	of	of	ADP
ajis02-310	820	3	usage	usage	NOUN
ajis02-310	820	4	patterns	pattern	NOUN
ajis02-310	820	5	and	and	CCONJ
ajis02-310	820	6	hyperlink	hyperlink	PROPN
ajis02-310	820	7	customisation	customisation	PROPN
ajis02-310	820	8	(	(	PUNCT
ajis02-310	820	9	chen	chen	PROPN
ajis02-310	820	10	,	,	PUNCT
ajis02-310	820	11	park	park	NOUN
ajis02-310	820	12	and	and	CCONJ
ajis02-310	820	13	yu	yu	PROPN
ajis02-310	820	14	1996	1996	NUM
ajis02-310	820	15	;	;	PUNCT
ajis02-310	820	16	chundi	chundi	NOUN
ajis02-310	820	17	and	and	CCONJ
ajis02-310	820	18	dayal	dayal	NOUN
ajis02-310	820	19	1997	1997	NUM
ajis02-310	820	20	)	)	PUNCT
ajis02-310	820	21	.	.	PUNCT
ajis02-310	821	1	table	table	NOUN
ajis02-310	821	2	2	2	NUM
ajis02-310	821	3	.	.	PUNCT
ajis02-310	822	1	kdd	kdd	PROPN
ajis02-310	822	2	application	application	NOUN
ajis02-310	822	3	areas	area	VERB
ajis02-310	822	4	the	the	DET
ajis02-310	822	5	threat	threat	NOUN
ajis02-310	822	6	to	to	ADP
ajis02-310	822	7	security	security	NOUN
ajis02-310	822	8	imposed	impose	VERB
ajis02-310	822	9	by	by	ADP
ajis02-310	822	10	inductive	inductive	ADJ
ajis02-310	822	11	techniques	technique	NOUN
ajis02-310	822	12	need	need	AUX
ajis02-310	822	13	not	not	PART
ajis02-310	822	14	imply	imply	VERB
ajis02-310	822	15	the	the	DET
ajis02-310	822	16	use	use	NOUN
ajis02-310	822	17	of	of	ADP
ajis02-310	822	18	kdd	kdd	PROPN
ajis02-310	822	19	tools	tool	NOUN
ajis02-310	822	20	.	.	PUNCT
ajis02-310	823	1	miller	miller	PROPN
ajis02-310	823	2	describes	describe	VERB
ajis02-310	823	3	the	the	DET
ajis02-310	823	4	way	way	NOUN
ajis02-310	823	5	that	that	PRON
ajis02-310	823	6	data	datum	NOUN
ajis02-310	823	7	within	within	ADP
ajis02-310	823	8	a	a	DET
ajis02-310	823	9	statistical	statistical	ADJ
ajis02-310	823	10	database	database	NOUN
ajis02-310	823	11	can	can	AUX
ajis02-310	823	12	be	be	AUX
ajis02-310	823	13	compromised	compromise	VERB
ajis02-310	823	14	when	when	SCONJ
ajis02-310	823	15	supplementary	supplementary	ADJ
ajis02-310	823	16	knowledge	knowledge	NOUN
ajis02-310	823	17	exists	exist	VERB
ajis02-310	823	18	(	(	PUNCT
ajis02-310	823	19	miller	miller	NOUN
ajis02-310	823	20	1991	1991	NUM
ajis02-310	823	21	)	)	PUNCT
ajis02-310	823	22	.	.	PUNCT
ajis02-310	824	1	a	a	DET
ajis02-310	824	2	statistical	statistical	ADJ
ajis02-310	824	3	database	database	NOUN
ajis02-310	824	4	typically	typically	ADV
ajis02-310	824	5	contains	contain	VERB
ajis02-310	824	6	knowledge	knowledge	NOUN
ajis02-310	824	7	made	make	VERB
ajis02-310	824	8	public	public	ADJ
ajis02-310	824	9	on	on	ADP
ajis02-310	824	10	the	the	DET
ajis02-310	824	11	condition	condition	NOUN
ajis02-310	824	12	that	that	SCONJ
ajis02-310	824	13	individual	individual	ADJ
ajis02-310	824	14	subjects	subject	NOUN
ajis02-310	824	15	from	from	ADP
ajis02-310	824	16	whom	whom	PRON
ajis02-310	824	17	the	the	DET
ajis02-310	824	18	information	information	NOUN
ajis02-310	824	19	has	have	AUX
ajis02-310	824	20	been	be	AUX
ajis02-310	824	21	derived	derive	VERB
ajis02-310	824	22	are	be	AUX
ajis02-310	824	23	not	not	PART
ajis02-310	824	24	identified	identify	VERB
ajis02-310	824	25	with	with	ADP
ajis02-310	824	26	the	the	DET
ajis02-310	824	27	data	datum	NOUN
ajis02-310	824	28	.	.	PUNCT
ajis02-310	825	1	this	this	DET
ajis02-310	825	2	form	form	NOUN
ajis02-310	825	3	of	of	ADP
ajis02-310	825	4	anonymity	anonymity	NOUN
ajis02-310	825	5	is	be	AUX
ajis02-310	825	6	considered	consider	VERB
ajis02-310	825	7	essential	essential	ADJ
ajis02-310	825	8	when	when	SCONJ
ajis02-310	825	9	dealing	deal	VERB
ajis02-310	825	10	with	with	ADP
ajis02-310	825	11	detailed	detailed	ADJ
ajis02-310	825	12	surveys	survey	NOUN
ajis02-310	825	13	such	such	ADJ
ajis02-310	825	14	as	as	ADP
ajis02-310	825	15	census	census	NOUN
ajis02-310	825	16	data	datum	NOUN
ajis02-310	825	17	however	however	ADV
ajis02-310	825	18	supplementary	supplementary	ADJ
ajis02-310	825	19	knowledge	knowledge	NOUN
ajis02-310	825	20	can	can	AUX
ajis02-310	825	21	compromise	compromise	VERB
ajis02-310	825	22	this	this	PRON
ajis02-310	825	23	.	.	PUNCT
ajis02-310	826	1	supplementary	supplementary	ADJ
ajis02-310	826	2	knowledge	knowledge	NOUN
ajis02-310	826	3	can	can	AUX
ajis02-310	826	4	be	be	AUX
ajis02-310	826	5	loosely	loosely	ADV
ajis02-310	826	6	defined	define	VERB
ajis02-310	826	7	as	as	ADP
ajis02-310	826	8	background	background	NOUN
ajis02-310	826	9	knowledge	knowledge	NOUN
ajis02-310	826	10	known	know	VERB
ajis02-310	826	11	by	by	ADP
ajis02-310	826	12	the	the	DET
ajis02-310	826	13	user	user	NOUN
ajis02-310	826	14	.	.	PUNCT
ajis02-310	827	1	miller	miller	PROPN
ajis02-310	827	2	argues	argue	VERB
ajis02-310	827	3	that	that	SCONJ
ajis02-310	827	4	supplementary	supplementary	ADJ
ajis02-310	827	5	knowledge	knowledge	NOUN
ajis02-310	827	6	is	be	AUX
ajis02-310	827	7	a	a	DET
ajis02-310	827	8	major	major	ADJ
ajis02-310	827	9	threat	threat	NOUN
ajis02-310	827	10	to	to	PART
ajis02-310	827	11	database	database	VERB
ajis02-310	827	12	security	security	NOUN
ajis02-310	827	13	.	.	PUNCT
ajis02-310	828	1	this	this	DET
ajis02-310	828	2	argument	argument	NOUN
ajis02-310	828	3	is	be	AUX
ajis02-310	828	4	121	121	NUM
ajis02-310	828	5	ajis	ajis	NOUN
ajis02-310	828	6	vol	vol	NOUN
ajis02-310	828	7	.	.	PROPN
ajis02-310	829	1	6	6	NUM
ajis02-310	829	2	no	no	NOUN
ajis02-310	829	3	.	.	NOUN
ajis02-310	829	4	2	2	NUM
ajis02-310	829	5	may	may	AUX
ajis02-310	829	6	1999	1999	NUM
ajis02-310	829	7	supported	support	VERB
ajis02-310	829	8	by	by	ADP
ajis02-310	829	9	actual	actual	ADJ
ajis02-310	829	10	examples	example	NOUN
ajis02-310	829	11	of	of	ADP
ajis02-310	829	12	database	database	NOUN
ajis02-310	829	13	compromises	compromise	NOUN
ajis02-310	829	14	,	,	PUNCT
ajis02-310	829	15	reached	reach	VERB
ajis02-310	829	16	through	through	ADP
ajis02-310	829	17	the	the	DET
ajis02-310	829	18	application	application	NOUN
ajis02-310	829	19	of	of	ADP
ajis02-310	829	20	supplementary	supplementary	ADJ
ajis02-310	829	21	knowledge	knowledge	NOUN
ajis02-310	829	22	to	to	ADP
ajis02-310	829	23	statistical	statistical	ADJ
ajis02-310	829	24	databases	database	NOUN
ajis02-310	829	25	.	.	PUNCT
ajis02-310	830	1	that	that	PRON
ajis02-310	830	2	is	be	AUX
ajis02-310	830	3	to	to	PART
ajis02-310	830	4	say	say	VERB
ajis02-310	830	5	that	that	SCONJ
ajis02-310	830	6	where	where	SCONJ
ajis02-310	830	7	a	a	DET
ajis02-310	830	8	system	system	NOUN
ajis02-310	830	9	user	user	NOUN
ajis02-310	830	10	has	have	VERB
ajis02-310	830	11	background	background	NOUN
ajis02-310	830	12	information	information	NOUN
ajis02-310	830	13	about	about	ADP
ajis02-310	830	14	a	a	DET
ajis02-310	830	15	subject	subject	NOUN
ajis02-310	830	16	they	they	PRON
ajis02-310	830	17	may	may	AUX
ajis02-310	830	18	use	use	VERB
ajis02-310	830	19	this	this	PRON
ajis02-310	830	20	to	to	PART
ajis02-310	830	21	isolate	isolate	VERB
ajis02-310	830	22	that	that	DET
ajis02-310	830	23	subject	subject	NOUN
ajis02-310	830	24	and	and	CCONJ
ajis02-310	830	25	thereby	thereby	ADV
ajis02-310	830	26	removing	remove	VERB
ajis02-310	830	27	their	their	PRON
ajis02-310	830	28	anonymity	anonymity	NOUN
ajis02-310	830	29	.	.	PUNCT
ajis02-310	831	1	she	she	PRON
ajis02-310	831	2	defines	define	VERB
ajis02-310	831	3	a	a	DET
ajis02-310	831	4	classification	classification	NOUN
ajis02-310	831	5	system	system	NOUN
ajis02-310	831	6	for	for	ADP
ajis02-310	831	7	various	various	ADJ
ajis02-310	831	8	types	type	NOUN
ajis02-310	831	9	of	of	ADP
ajis02-310	831	10	supplementary	supplementary	ADJ
ajis02-310	831	11	knowledge	knowledge	NOUN
ajis02-310	831	12	and	and	CCONJ
ajis02-310	831	13	compromises	compromise	NOUN
ajis02-310	831	14	.	.	PUNCT
ajis02-310	832	1	what	what	PRON
ajis02-310	832	2	data	datum	NOUN
ajis02-310	832	3	is	be	AUX
ajis02-310	832	4	used	use	VERB
ajis02-310	832	5	for	for	ADP
ajis02-310	832	6	knowledge	knowledge	NOUN
ajis02-310	832	7	discovery	discovery	NOUN
ajis02-310	832	8	and	and	CCONJ
ajis02-310	832	9	how	how	SCONJ
ajis02-310	832	10	the	the	DET
ajis02-310	832	11	results	result	NOUN
ajis02-310	832	12	of	of	ADP
ajis02-310	832	13	knowledge	knowledge	NOUN
ajis02-310	832	14	discovery	discovery	PROPN
ajis02-310	832	15	are	be	AUX
ajis02-310	832	16	used	use	VERB
ajis02-310	832	17	are	be	AUX
ajis02-310	832	18	the	the	DET
ajis02-310	832	19	two	two	NUM
ajis02-310	832	20	main	main	ADJ
ajis02-310	832	21	security	security	NOUN
ajis02-310	832	22	issues	issue	NOUN
ajis02-310	832	23	.	.	PUNCT
ajis02-310	833	1	the	the	DET
ajis02-310	833	2	source	source	NOUN
ajis02-310	833	3	of	of	ADP
ajis02-310	833	4	data	datum	NOUN
ajis02-310	833	5	used	use	VERB
ajis02-310	833	6	for	for	ADP
ajis02-310	833	7	knowledge	knowledge	NOUN
ajis02-310	833	8	discovery	discovery	NOUN
ajis02-310	833	9	and	and	CCONJ
ajis02-310	833	10	the	the	DET
ajis02-310	833	11	consent	consent	NOUN
ajis02-310	833	12	of	of	ADP
ajis02-310	833	13	its	its	PRON
ajis02-310	833	14	use	use	NOUN
ajis02-310	833	15	by	by	ADP
ajis02-310	833	16	the	the	DET
ajis02-310	833	17	individuals	individual	NOUN
ajis02-310	833	18	concerned	concern	VERB
ajis02-310	833	19	are	be	AUX
ajis02-310	833	20	significant	significant	ADJ
ajis02-310	833	21	factors	factor	NOUN
ajis02-310	833	22	in	in	ADP
ajis02-310	833	23	determining	determine	VERB
ajis02-310	833	24	its	its	PRON
ajis02-310	833	25	sensitivity	sensitivity	NOUN
ajis02-310	833	26	.	.	PUNCT
ajis02-310	834	1	klb'sgen	klb'sgen	NOUN
ajis02-310	834	2	distinguishes	distinguish	VERB
ajis02-310	834	3	between	between	ADP
ajis02-310	834	4	primary	primary	ADJ
ajis02-310	834	5	data	datum	NOUN
ajis02-310	834	6	collected	collect	VERB
ajis02-310	834	7	explicitly	explicitly	ADV
ajis02-310	834	8	and	and	CCONJ
ajis02-310	834	9	secondary	secondary	ADJ
ajis02-310	834	10	data	datum	NOUN
ajis02-310	834	11	collected	collect	VERB
ajis02-310	834	12	as	as	ADP
ajis02-310	834	13	a	a	DET
ajis02-310	834	14	by	by	ADP
ajis02-310	834	15	-	-	PUNCT
ajis02-310	834	16	product	product	NOUN
ajis02-310	834	17	of	of	ADP
ajis02-310	834	18	other	other	ADJ
ajis02-310	834	19	transactions	transaction	NOUN
ajis02-310	834	20	(	(	PUNCT
ajis02-310	834	21	klosgen	klosgen	PROPN
ajis02-310	834	22	1995a	1995a	NUM
ajis02-310	834	23	)	)	PUNCT
ajis02-310	834	24	.	.	PUNCT
ajis02-310	835	1	the	the	DET
ajis02-310	835	2	application	application	NOUN
ajis02-310	835	3	of	of	ADP
ajis02-310	835	4	knowledge	knowledge	NOUN
ajis02-310	835	5	discovery	discovery	NOUN
ajis02-310	835	6	techniques	technique	NOUN
ajis02-310	835	7	to	to	ADP
ajis02-310	835	8	secondary	secondary	ADJ
ajis02-310	835	9	data	datum	NOUN
ajis02-310	835	10	collected	collect	VERB
ajis02-310	835	11	for	for	ADP
ajis02-310	835	12	purposes	purpose	NOUN
ajis02-310	835	13	other	other	ADJ
ajis02-310	835	14	than	than	ADP
ajis02-310	835	15	knowledge	knowledge	NOUN
ajis02-310	835	16	discovery	discovery	NOUN
ajis02-310	835	17	is	be	AUX
ajis02-310	835	18	a	a	DET
ajis02-310	835	19	particular	particular	ADJ
ajis02-310	835	20	concern	concern	NOUN
ajis02-310	835	21	.	.	PUNCT
ajis02-310	836	1	klosgen	klosgen	PROPN
ajis02-310	836	2	also	also	ADV
ajis02-310	836	3	highlights	highlight	VERB
ajis02-310	836	4	the	the	DET
ajis02-310	836	5	relative	relative	ADJ
ajis02-310	836	6	lack	lack	NOUN
ajis02-310	836	7	of	of	ADP
ajis02-310	836	8	restrictions	restriction	NOUN
ajis02-310	836	9	placed	place	VERB
ajis02-310	836	10	upon	upon	SCONJ
ajis02-310	836	11	the	the	DET
ajis02-310	836	12	handling	handling	NOUN
ajis02-310	836	13	of	of	ADP
ajis02-310	836	14	sensitive	sensitive	ADJ
ajis02-310	836	15	data	datum	NOUN
ajis02-310	836	16	by	by	ADP
ajis02-310	836	17	private	private	ADJ
ajis02-310	836	18	organisations	organisation	NOUN
ajis02-310	836	19	.	.	PUNCT
ajis02-310	837	1	this	this	PRON
ajis02-310	837	2	is	be	AUX
ajis02-310	837	3	in	in	ADP
ajis02-310	837	4	contrast	contrast	NOUN
ajis02-310	837	5	to	to	ADP
ajis02-310	837	6	government	government	NOUN
ajis02-310	837	7	agencies	agency	NOUN
ajis02-310	837	8	that	that	PRON
ajis02-310	837	9	often	often	ADV
ajis02-310	837	10	have	have	VERB
ajis02-310	837	11	high	high	ADJ
ajis02-310	837	12	levels	level	NOUN
ajis02-310	837	13	of	of	ADP
ajis02-310	837	14	self	self	NOUN
ajis02-310	837	15	-	-	PUNCT
ajis02-310	837	16	regulation	regulation	NOUN
ajis02-310	837	17	imposed	impose	VERB
ajis02-310	837	18	upon	upon	SCONJ
ajis02-310	837	19	data	datum	NOUN
ajis02-310	837	20	collected	collect	VERB
ajis02-310	837	21	for	for	ADP
ajis02-310	837	22	official	official	ADJ
ajis02-310	837	23	purposes	purpose	NOUN
ajis02-310	837	24	.	.	PUNCT
ajis02-310	838	1	klosgen	klosgen	PROPN
ajis02-310	838	2	proposes	propose	VERB
ajis02-310	838	3	an	an	DET
ajis02-310	838	4	architecture	architecture	NOUN
ajis02-310	838	5	for	for	ADP
ajis02-310	838	6	knowledge	knowledge	NOUN
ajis02-310	838	7	discovery	discovery	NOUN
ajis02-310	838	8	systems	system	NOUN
ajis02-310	838	9	where	where	SCONJ
ajis02-310	838	10	the	the	DET
ajis02-310	838	11	data	data	NOUN
ajis02-310	838	12	source	source	NOUN
ajis02-310	838	13	is	be	AUX
ajis02-310	838	14	isolated	isolate	VERB
ajis02-310	838	15	from	from	ADP
ajis02-310	838	16	the	the	DET
ajis02-310	838	17	analytical	analytical	ADJ
ajis02-310	838	18	components	component	NOUN
ajis02-310	838	19	of	of	ADP
ajis02-310	838	20	the	the	DET
ajis02-310	838	21	kdd	kdd	PROPN
ajis02-310	838	22	tool	tool	NOUN
ajis02-310	838	23	by	by	ADP
ajis02-310	838	24	a	a	DET
ajis02-310	838	25	data	data	NOUN
ajis02-310	838	26	management	management	NOUN
ajis02-310	838	27	component	component	NOUN
ajis02-310	838	28	.	.	PUNCT
ajis02-310	839	1	this	this	DET
ajis02-310	839	2	data	data	NOUN
ajis02-310	839	3	manager	manager	NOUN
ajis02-310	839	4	enforces	enforce	VERB
ajis02-310	839	5	appropriate	appropriate	ADJ
ajis02-310	839	6	security	security	NOUN
ajis02-310	839	7	restrictions	restriction	NOUN
ajis02-310	839	8	on	on	ADP
ajis02-310	839	9	the	the	DET
ajis02-310	839	10	data	datum	NOUN
ajis02-310	839	11	passed	pass	VERB
ajis02-310	839	12	onto	onto	ADP
ajis02-310	839	13	the	the	DET
ajis02-310	839	14	analysing	analyse	VERB
ajis02-310	839	15	components	component	NOUN
ajis02-310	839	16	of	of	ADP
ajis02-310	839	17	the	the	DET
ajis02-310	839	18	knowledge	knowledge	NOUN
ajis02-310	839	19	discovery	discovery	NOUN
ajis02-310	839	20	system	system	NOUN
ajis02-310	839	21	.	.	PUNCT
ajis02-310	840	1	application	application	NOUN
ajis02-310	840	2	domains	domain	NOUN
ajis02-310	840	3	knowledge	knowledge	NOUN
ajis02-310	840	4	discovery	discovery	NOUN
ajis02-310	840	5	in	in	ADP
ajis02-310	840	6	databases	database	NOUN
ajis02-310	840	7	has	have	AUX
ajis02-310	840	8	been	be	AUX
ajis02-310	840	9	applied	apply	VERB
ajis02-310	840	10	in	in	ADP
ajis02-310	840	11	many	many	ADJ
ajis02-310	840	12	application	application	NOUN
ajis02-310	840	13	areas	area	NOUN
ajis02-310	840	14	where	where	SCONJ
ajis02-310	840	15	the	the	DET
ajis02-310	840	16	volume	volume	NOUN
ajis02-310	840	17	of	of	ADP
ajis02-310	840	18	data	datum	NOUN
ajis02-310	840	19	is	be	AUX
ajis02-310	840	20	large	large	ADJ
ajis02-310	840	21	.	.	PUNCT
ajis02-310	841	1	we	we	PRON
ajis02-310	841	2	provide	provide	VERB
ajis02-310	841	3	a	a	DET
ajis02-310	841	4	table	table	NOUN
ajis02-310	841	5	of	of	ADP
ajis02-310	841	6	application	application	NOUN
ajis02-310	841	7	areas	area	NOUN
ajis02-310	841	8	updated	update	VERB
ajis02-310	841	9	from	from	ADP
ajis02-310	841	10	the	the	DET
ajis02-310	841	11	table	table	NOUN
ajis02-310	841	12	provided	provide	VERB
ajis02-310	841	13	by	by	ADP
ajis02-310	841	14	frawley	frawley	PROPN
ajis02-310	841	15	et	et	PROPN
ajis02-310	841	16	al	al	PROPN
ajis02-310	841	17	.	.	PROPN
ajis02-310	842	1	(	(	PUNCT
ajis02-310	842	2	1991	1991	NUM
ajis02-310	842	3	)	)	PUNCT
ajis02-310	842	4	see	see	VERB
ajis02-310	842	5	table	table	NOUN
ajis02-310	842	6	2	2	NUM
ajis02-310	842	7	.	.	PUNCT
ajis02-310	843	1	while	while	SCONJ
ajis02-310	843	2	this	this	DET
ajis02-310	843	3	list	list	NOUN
ajis02-310	843	4	of	of	ADP
ajis02-310	843	5	application	application	NOUN
ajis02-310	843	6	areas	area	NOUN
ajis02-310	843	7	is	be	AUX
ajis02-310	843	8	impressive	impressive	ADJ
ajis02-310	843	9	,	,	PUNCT
ajis02-310	843	10	the	the	DET
ajis02-310	843	11	potential	potential	NOUN
ajis02-310	843	12	for	for	ADP
ajis02-310	843	13	the	the	DET
ajis02-310	843	14	application	application	NOUN
ajis02-310	843	15	of	of	ADP
ajis02-310	843	16	data	datum	NOUN
ajis02-310	843	17	mining	mining	NOUN
ajis02-310	843	18	technology	technology	NOUN
ajis02-310	843	19	to	to	ADP
ajis02-310	843	20	other	other	ADJ
ajis02-310	843	21	areas	area	NOUN
ajis02-310	843	22	still	still	ADV
ajis02-310	843	23	remains	remain	VERB
ajis02-310	843	24	.	.	PUNCT
ajis02-310	844	1	as	as	SCONJ
ajis02-310	844	2	databases	database	NOUN
ajis02-310	844	3	continue	continue	VERB
ajis02-310	844	4	to	to	PART
ajis02-310	844	5	grow	grow	VERB
ajis02-310	844	6	in	in	ADP
ajis02-310	844	7	size	size	NOUN
ajis02-310	844	8	and	and	CCONJ
ajis02-310	844	9	new	new	ADJ
ajis02-310	844	10	databases	database	NOUN
ajis02-310	844	11	are	be	AUX
ajis02-310	844	12	created	create	VERB
ajis02-310	844	13	,	,	PUNCT
ajis02-310	844	14	the	the	DET
ajis02-310	844	15	motivation	motivation	NOUN
ajis02-310	844	16	to	to	PART
ajis02-310	844	17	automatically	automatically	ADV
ajis02-310	844	18	extract	extract	VERB
ajis02-310	844	19	implicit	implicit	ADJ
ajis02-310	844	20	knowledge	knowledge	NOUN
ajis02-310	844	21	will	will	AUX
ajis02-310	844	22	continue	continue	VERB
ajis02-310	844	23	to	to	PART
ajis02-310	844	24	grow	grow	VERB
ajis02-310	844	25	.	.	PUNCT
ajis02-310	845	1	it	it	PRON
ajis02-310	845	2	is	be	AUX
ajis02-310	845	3	also	also	ADV
ajis02-310	845	4	likely	likely	ADJ
ajis02-310	845	5	that	that	SCONJ
ajis02-310	845	6	in	in	ADP
ajis02-310	845	7	some	some	DET
ajis02-310	845	8	application	application	NOUN
ajis02-310	845	9	areas	area	NOUN
ajis02-310	845	10	automatic	automatic	ADJ
ajis02-310	845	11	discovery	discovery	NOUN
ajis02-310	845	12	will	will	AUX
ajis02-310	845	13	become	become	VERB
ajis02-310	845	14	necessary	necessary	ADJ
ajis02-310	845	15	as	as	SCONJ
ajis02-310	845	16	data	datum	NOUN
ajis02-310	845	17	volumes	volume	NOUN
ajis02-310	845	18	make	make	VERB
ajis02-310	845	19	manual	manual	ADJ
ajis02-310	845	20	analysis	analysis	NOUN
ajis02-310	845	21	infeasible	infeasible	ADJ
ajis02-310	845	22	.	.	PUNCT
ajis02-310	846	1	future	future	ADJ
ajis02-310	846	2	research	research	NOUN
ajis02-310	846	3	much	much	ADJ
ajis02-310	846	4	work	work	NOUN
ajis02-310	846	5	has	have	AUX
ajis02-310	846	6	already	already	ADV
ajis02-310	846	7	been	be	AUX
ajis02-310	846	8	undertaken	undertake	VERB
ajis02-310	846	9	in	in	ADP
ajis02-310	846	10	the	the	DET
ajis02-310	846	11	development	development	NOUN
ajis02-310	846	12	of	of	ADP
ajis02-310	846	13	data	datum	NOUN
ajis02-310	846	14	mining	mining	NOUN
ajis02-310	846	15	systems	system	NOUN
ajis02-310	846	16	.	.	PUNCT
ajis02-310	847	1	however	however	ADV
ajis02-310	847	2	challenges	challenge	NOUN
ajis02-310	847	3	remain	remain	VERB
ajis02-310	847	4	,	,	PUNCT
ajis02-310	847	5	four	four	NUM
ajis02-310	847	6	of	of	ADP
ajis02-310	847	7	which	which	PRON
ajis02-310	847	8	are	be	AUX
ajis02-310	847	9	discussed	discuss	VERB
ajis02-310	847	10	below	below	ADV
ajis02-310	847	11	.	.	PUNCT
ajis02-310	848	1	interestingness	interestingness	VERB
ajis02-310	848	2	the	the	DET
ajis02-310	848	3	problem	problem	NOUN
ajis02-310	848	4	of	of	ADP
ajis02-310	848	5	specifying	specify	VERB
ajis02-310	848	6	the	the	DET
ajis02-310	848	7	interestingness	interestingness	NOUN
ajis02-310	848	8	desirable	desirable	ADJ
ajis02-310	848	9	in	in	ADP
ajis02-310	848	10	required	require	VERB
ajis02-310	848	11	rules	rule	NOUN
ajis02-310	848	12	.	.	PUNCT
ajis02-310	849	1	a	a	DET
ajis02-310	849	2	system	system	NOUN
ajis02-310	849	3	that	that	PRON
ajis02-310	849	4	constantly	constantly	ADV
ajis02-310	849	5	reports	report	VERB
ajis02-310	849	6	useless	useless	ADJ
ajis02-310	849	7	facts	fact	NOUN
ajis02-310	849	8	is	be	AUX
ajis02-310	849	9	unlikely	unlikely	ADJ
ajis02-310	849	10	to	to	PART
ajis02-310	849	11	be	be	AUX
ajis02-310	849	12	popular	popular	ADJ
ajis02-310	849	13	amongst	amongst	ADP
ajis02-310	849	14	users	user	NOUN
ajis02-310	849	15	.	.	PUNCT
ajis02-310	850	1	it	it	PRON
ajis02-310	850	2	should	should	AUX
ajis02-310	850	3	be	be	AUX
ajis02-310	850	4	noted	note	VERB
ajis02-310	850	5	however	however	ADV
ajis02-310	850	6	that	that	SCONJ
ajis02-310	850	7	for	for	ADP
ajis02-310	850	8	some	some	DET
ajis02-310	850	9	applications	application	NOUN
ajis02-310	850	10	,	,	PUNCT
ajis02-310	850	11	such	such	ADJ
ajis02-310	850	12	as	as	ADP
ajis02-310	850	13	semantic	semantic	ADJ
ajis02-310	850	14	query	query	NOUN
ajis02-310	850	15	optimisation	optimisation	NOUN
ajis02-310	850	16	,	,	PUNCT
ajis02-310	850	17	the	the	DET
ajis02-310	850	18	notion	notion	NOUN
ajis02-310	850	19	of	of	ADP
ajis02-310	850	20	what	what	PRON
ajis02-310	850	21	is	be	AUX
ajis02-310	850	22	interesting	interesting	ADJ
ajis02-310	850	23	is	be	AUX
ajis02-310	850	24	complicated	complicate	VERB
ajis02-310	850	25	as	as	ADP
ajis02-310	850	26	rules	rule	NOUN
ajis02-310	850	27	which	which	PRON
ajis02-310	850	28	exist	exist	VERB
ajis02-310	850	29	in	in	ADP
ajis02-310	850	30	the	the	DET
ajis02-310	850	31	data	datum	NOUN
ajis02-310	850	32	,	,	PUNCT
ajis02-310	850	33	meaningful	meaningful	ADJ
ajis02-310	850	34	or	or	CCONJ
ajis02-310	850	35	not	not	PART
ajis02-310	850	36	,	,	PUNCT
ajis02-310	850	37	can	can	AUX
ajis02-310	850	38	often	often	ADV
ajis02-310	850	39	be	be	AUX
ajis02-310	850	40	useful	useful	ADJ
ajis02-310	850	41	for	for	ADP
ajis02-310	850	42	optimising	optimise	VERB
ajis02-310	850	43	operations	operation	NOUN
ajis02-310	850	44	restricted	restrict	VERB
ajis02-310	850	45	to	to	ADP
ajis02-310	850	46	that	that	DET
ajis02-310	850	47	same	same	ADJ
ajis02-310	850	48	set	set	NOUN
ajis02-310	850	49	of	of	ADP
ajis02-310	850	50	data	datum	NOUN
ajis02-310	850	51	.	.	PUNCT
ajis02-310	851	1	whilst	whilst	SCONJ
ajis02-310	851	2	the	the	DET
ajis02-310	851	3	search	search	NOUN
ajis02-310	851	4	for	for	ADP
ajis02-310	851	5	interesting	interesting	ADJ
ajis02-310	851	6	rules	rule	NOUN
ajis02-310	851	7	is	be	AUX
ajis02-310	851	8	clearly	clearly	ADV
ajis02-310	851	9	the	the	DET
ajis02-310	851	10	objective	objective	NOUN
ajis02-310	851	11	,	,	PUNCT
ajis02-310	851	12	the	the	DET
ajis02-310	851	13	problem	problem	NOUN
ajis02-310	851	14	of	of	ADP
ajis02-310	851	15	differentiating	differentiate	VERB
ajis02-310	851	16	between	between	ADP
ajis02-310	851	17	interesting	interesting	ADJ
ajis02-310	851	18	and	and	CCONJ
ajis02-310	851	19	non	non	ADJ
ajis02-310	851	20	-	-	ADJ
ajis02-310	851	21	interesting	interesting	ADJ
ajis02-310	851	22	rules	rule	NOUN
ajis02-310	851	23	remains	remain	VERB
ajis02-310	851	24	largely	largely	ADV
ajis02-310	851	25	unsolved	unsolved	ADJ
ajis02-310	851	26	.	.	PUNCT
ajis02-310	852	1	nevertheless	nevertheless	ADV
ajis02-310	852	2	,	,	PUNCT
ajis02-310	852	3	some	some	DET
ajis02-310	852	4	suggestions	suggestion	NOUN
ajis02-310	852	5	have	have	AUX
ajis02-310	852	6	been	be	AUX
ajis02-310	852	7	made	make	VERB
ajis02-310	852	8	(	(	PUNCT
ajis02-310	852	9	piatetsky	piatetsky	NOUN
ajis02-310	852	10	-	-	PUNCT
ajis02-310	852	11	shapiro	shapiro	PROPN
ajis02-310	852	12	1994	1994	NUM
ajis02-310	852	13	)	)	PUNCT
ajis02-310	852	14	,	,	PUNCT
ajis02-310	852	15	and	and	CCONJ
ajis02-310	852	16	the	the	DET
ajis02-310	852	17	issue	issue	NOUN
ajis02-310	852	18	of	of	ADP
ajis02-310	852	19	interestingness	interestingness	PROPN
ajis02-310	852	20	in	in	ADP
ajis02-310	852	21	knowledge	knowledge	NOUN
ajis02-310	852	22	discovery	discovery	PROPN
ajis02-310	852	23	is	be	AUX
ajis02-310	852	24	discussed	discuss	VERB
ajis02-310	852	25	by	by	ADP
ajis02-310	852	26	silberschatz	silberschatz	NOUN
ajis02-310	852	27	and	and	CCONJ
ajis02-310	852	28	tuzhilin	tuzhilin	NOUN
ajis02-310	852	29	(	(	PUNCT
ajis02-310	852	30	1996	1996	NUM
ajis02-310	852	31	)	)	PUNCT
ajis02-310	852	32	.	.	PUNCT
ajis02-310	853	1	they	they	PRON
ajis02-310	853	2	distinguish	distinguish	VERB
ajis02-310	853	3	between	between	ADP
ajis02-310	853	4	objective	objective	ADJ
ajis02-310	853	5	and	and	CCONJ
ajis02-310	853	6	subjective	subjective	ADJ
ajis02-310	853	7	measures	measure	NOUN
ajis02-310	853	8	of	of	ADP
ajis02-310	853	9	pattern	pattern	NOUN
ajis02-310	853	10	interestingness	interestingness	NOUN
ajis02-310	853	11	.	.	PUNCT
ajis02-310	854	1	objective	objective	ADJ
ajis02-310	854	2	measures	measure	NOUN
ajis02-310	854	3	relate	relate	VERB
ajis02-310	854	4	to	to	ADP
ajis02-310	854	5	the	the	DET
ajis02-310	854	6	structure	structure	NOUN
ajis02-310	854	7	and	and	CCONJ
ajis02-310	854	8	statistical	statistical	ADJ
ajis02-310	854	9	strength	strength	NOUN
ajis02-310	854	10	of	of	ADP
ajis02-310	854	11	the	the	DET
ajis02-310	854	12	pattern	pattern	NOUN
ajis02-310	854	13	while	while	SCONJ
ajis02-310	854	14	subjective	subjective	ADJ
ajis02-310	854	15	measures	measure	NOUN
ajis02-310	854	16	also	also	ADV
ajis02-310	854	17	consider	consider	VERB
ajis02-310	854	18	the	the	DET
ajis02-310	854	19	user	user	NOUN
ajis02-310	854	20	viewing	view	VERB
ajis02-310	854	21	the	the	DET
ajis02-310	854	22	patterns	pattern	NOUN
ajis02-310	854	23	.	.	PUNCT
ajis02-310	855	1	this	this	DET
ajis02-310	855	2	distinction	distinction	NOUN
ajis02-310	855	3	is	be	AUX
ajis02-310	855	4	important	important	ADJ
ajis02-310	855	5	because	because	SCONJ
ajis02-310	855	6	while	while	SCONJ
ajis02-310	855	7	objective	objective	ADJ
ajis02-310	855	8	measures	measure	NOUN
ajis02-310	855	9	are	be	AUX
ajis02-310	855	10	easily	easily	ADV
ajis02-310	855	11	applied	apply	VERB
ajis02-310	855	12	to	to	ADP
ajis02-310	855	13	a	a	DET
ajis02-310	855	14	set	set	NOUN
ajis02-310	855	15	of	of	ADP
ajis02-310	855	16	patterns	pattern	NOUN
ajis02-310	855	17	,	,	PUNCT
ajis02-310	855	18	subjective	subjective	ADJ
ajis02-310	855	19	measures	measure	NOUN
ajis02-310	855	20	are	be	AUX
ajis02-310	855	21	not	not	PART
ajis02-310	855	22	easily	easily	ADV
ajis02-310	855	23	defined	define	VERB
ajis02-310	855	24	.	.	PUNCT
ajis02-310	856	1	silberschatz	silberschatz	NOUN
ajis02-310	856	2	and	and	CCONJ
ajis02-310	856	3	tuzhilin	tuzhilin	PROPN
ajis02-310	856	4	propose	propose	VERB
ajis02-310	856	5	unexpectedness	unexpectedness	NOUN
ajis02-310	856	6	and	and	CCONJ
ajis02-310	856	7	actionability	actionability	NOUN
ajis02-310	856	8	as	as	ADP
ajis02-310	856	9	fundamental	fundamental	ADJ
ajis02-310	856	10	characteristics	characteristic	NOUN
ajis02-310	856	11	that	that	PRON
ajis02-310	856	12	make	make	VERB
ajis02-310	856	13	patterns	pattern	NOUN
ajis02-310	856	14	interesting	interesting	ADJ
ajis02-310	856	15	to	to	ADP
ajis02-310	856	16	users	user	NOUN
ajis02-310	856	17	.	.	PUNCT
ajis02-310	857	1	unexpectedness	unexpectedness	NOUN
ajis02-310	857	2	is	be	AUX
ajis02-310	857	3	a	a	DET
ajis02-310	857	4	measure	measure	NOUN
ajis02-310	857	5	of	of	ADP
ajis02-310	857	6	how	how	SCONJ
ajis02-310	857	7	the	the	DET
ajis02-310	857	8	discovered	discover	VERB
ajis02-310	857	9	pattern	pattern	NOUN
ajis02-310	857	10	differs	differ	VERB
ajis02-310	857	11	from	from	ADP
ajis02-310	857	12	the	the	DET
ajis02-310	857	13	user	user	NOUN
ajis02-310	857	14	's	's	PART
ajis02-310	857	15	beliefs	belief	NOUN
ajis02-310	857	16	and	and	CCONJ
ajis02-310	857	17	hence	hence	ADV
ajis02-310	857	18	how	how	SCONJ
ajis02-310	857	19	surprising	surprising	ADJ
ajis02-310	857	20	it	it	PRON
ajis02-310	857	21	is	be	AUX
ajis02-310	857	22	.	.	PUNCT
ajis02-310	858	1	actionability	actionability	NOUN
ajis02-310	858	2	measures	measure	VERB
ajis02-310	858	3	the	the	DET
ajis02-310	858	4	ability	ability	NOUN
ajis02-310	858	5	of	of	ADP
ajis02-310	858	6	an	an	DET
ajis02-310	858	7	interesting	interesting	ADJ
ajis02-310	858	8	piece	piece	NOUN
ajis02-310	858	9	of	of	ADP
ajis02-310	858	10	knowledge	knowledge	NOUN
ajis02-310	858	11	to	to	PART
ajis02-310	858	12	be	be	AUX
ajis02-310	858	13	acted	act	VERB
ajis02-310	858	14	upon	upon	SCONJ
ajis02-310	858	15	by	by	ADP
ajis02-310	858	16	the	the	DET
ajis02-310	858	17	user	user	NOUN
ajis02-310	858	18	.	.	PUNCT
ajis02-310	859	1	they	they	PRON
ajis02-310	859	2	also	also	ADV
ajis02-310	859	3	argue	argue	VERB
ajis02-310	859	4	that	that	SCONJ
ajis02-310	859	5	actionability	actionability	NOUN
ajis02-310	859	6	and	and	CCONJ
ajis02-310	859	7	unexpectedness	unexpectedness	NOUN
ajis02-310	859	8	typically	typically	ADV
ajis02-310	859	9	occur	occur	VERB
ajis02-310	859	10	together	together	ADV
ajis02-310	859	11	in	in	ADP
ajis02-310	859	12	patterns	pattern	NOUN
ajis02-310	859	13	.	.	PUNCT
ajis02-310	860	1	based	base	VERB
ajis02-310	860	2	upon	upon	SCONJ
ajis02-310	860	3	this	this	DET
ajis02-310	860	4	assumption	assumption	NOUN
ajis02-310	860	5	,	,	PUNCT
ajis02-310	860	6	it	it	PRON
ajis02-310	860	7	is	be	AUX
ajis02-310	860	8	sufficient	sufficient	ADJ
ajis02-310	860	9	to	to	PART
ajis02-310	860	10	evaluate	evaluate	VERB
ajis02-310	860	11	patterns	pattern	NOUN
ajis02-310	860	12	on	on	ADP
ajis02-310	860	13	the	the	DET
ajis02-310	860	14	basis	basis	NOUN
ajis02-310	860	15	of	of	ADP
ajis02-310	860	16	unexpectedness	unexpectedness	NOUN
ajis02-310	860	17	and	and	CCONJ
ajis02-310	860	18	avoid	avoid	VERB
ajis02-310	860	19	difficult	difficult	ADJ
ajis02-310	860	20	measures	measure	NOUN
ajis02-310	860	21	of	of	ADP
ajis02-310	860	22	actionability	actionability	NOUN
ajis02-310	860	23	.	.	PUNCT
ajis02-310	861	1	modelling	model	VERB
ajis02-310	861	2	the	the	DET
ajis02-310	861	3	users	user	NOUN
ajis02-310	861	4	current	current	ADJ
ajis02-310	861	5	beliefs	belief	NOUN
ajis02-310	861	6	considers	consider	VERB
ajis02-310	861	7	both	both	DET
ajis02-310	861	8	hard	hard	ADJ
ajis02-310	861	9	beliefs	belief	NOUN
ajis02-310	861	10	that	that	PRON
ajis02-310	861	11	are	be	AUX
ajis02-310	861	12	fixed	fix	VERB
ajis02-310	861	13	and	and	CCONJ
ajis02-310	861	14	soft	soft	ADJ
ajis02-310	861	15	beliefs	belief	NOUN
ajis02-310	861	16	that	that	PRON
ajis02-310	861	17	may	may	AUX
ajis02-310	861	18	change	change	VERB
ajis02-310	861	19	over	over	ADP
ajis02-310	861	20	time	time	NOUN
ajis02-310	861	21	.	.	PUNCT
ajis02-310	862	1	by	by	ADP
ajis02-310	862	2	measuring	measure	VERB
ajis02-310	862	3	the	the	DET
ajis02-310	862	4	deviation	deviation	NOUN
ajis02-310	862	5	of	of	ADP
ajis02-310	862	6	newly	newly	ADV
ajis02-310	862	7	discovered	discover	VERB
ajis02-310	862	8	knowledge	knowledge	NOUN
ajis02-310	862	9	from	from	ADP
ajis02-310	862	10	the	the	DET
ajis02-310	862	11	users	user	NOUN
ajis02-310	862	12	current	current	ADJ
ajis02-310	862	13	beliefs	belief	NOUN
ajis02-310	862	14	a	a	DET
ajis02-310	862	15	relative	relative	ADJ
ajis02-310	862	16	measure	measure	NOUN
ajis02-310	862	17	of	of	ADP
ajis02-310	862	18	interestingness	interestingness	PROPN
ajis02-310	862	19	can	can	AUX
ajis02-310	862	20	then	then	ADV
ajis02-310	862	21	be	be	AUX
ajis02-310	862	22	derived	derive	VERB
ajis02-310	862	23	(	(	PUNCT
ajis02-310	862	24	srikant	srikant	ADJ
ajis02-310	862	25	and	and	CCONJ
ajis02-310	862	26	agrawal	agrawal	PROPN
ajis02-310	862	27	1995	1995	NUM
ajis02-310	862	28	)	)	PUNCT
ajis02-310	862	29	.	.	PUNCT
ajis02-310	863	1	user	user	NOUN
ajis02-310	863	2	dependence	dependence	VERB
ajis02-310	863	3	a	a	DET
ajis02-310	863	4	major	major	ADJ
ajis02-310	863	5	limitation	limitation	NOUN
ajis02-310	863	6	of	of	ADP
ajis02-310	863	7	existing	exist	VERB
ajis02-310	863	8	systems	system	NOUN
ajis02-310	863	9	is	be	AUX
ajis02-310	863	10	their	their	PRON
ajis02-310	863	11	reliance	reliance	NOUN
ajis02-310	863	12	upon	upon	SCONJ
ajis02-310	863	13	user	user	NOUN
ajis02-310	863	14	input	input	NOUN
ajis02-310	863	15	and	and	CCONJ
ajis02-310	863	16	direction	direction	NOUN
ajis02-310	863	17	.	.	PUNCT
ajis02-310	864	1	this	this	DET
ajis02-310	864	2	dependence	dependence	NOUN
ajis02-310	864	3	of	of	ADP
ajis02-310	864	4	data	datum	NOUN
ajis02-310	864	5	mining	mining	NOUN
ajis02-310	864	6	systems	system	NOUN
ajis02-310	864	7	upon	upon	SCONJ
ajis02-310	864	8	the	the	DET
ajis02-310	864	9	user	user	NOUN
ajis02-310	864	10	comes	come	VERB
ajis02-310	864	11	in	in	ADP
ajis02-310	864	12	two	two	NUM
ajis02-310	864	13	forms	form	NOUN
ajis02-310	864	14	.	.	PUNCT
ajis02-310	865	1	firstly	firstly	ADV
ajis02-310	865	2	,	,	PUNCT
ajis02-310	865	3	there	there	PRON
ajis02-310	865	4	is	be	VERB
ajis02-310	865	5	still	still	ADV
ajis02-310	865	6	a	a	DET
ajis02-310	865	7	heavy	heavy	ADJ
ajis02-310	865	8	dependence	dependence	NOUN
ajis02-310	865	9	of	of	ADP
ajis02-310	865	10	data	datum	NOUN
ajis02-310	865	11	mining	mining	NOUN
ajis02-310	865	12	tools	tool	NOUN
ajis02-310	865	13	upon	upon	SCONJ
ajis02-310	865	14	available	available	ADJ
ajis02-310	865	15	domain	domain	NOUN
ajis02-310	865	16	knowledge	knowledge	NOUN
ajis02-310	865	17	.	.	PUNCT
ajis02-310	866	1	such	such	ADJ
ajis02-310	866	2	information	information	NOUN
ajis02-310	866	3	often	often	ADV
ajis02-310	866	4	needs	need	VERB
ajis02-310	866	5	to	to	PART
ajis02-310	866	6	be	be	AUX
ajis02-310	866	7	specified	specify	VERB
ajis02-310	866	8	explicitly	explicitly	ADV
ajis02-310	866	9	by	by	ADP
ajis02-310	866	10	domain	domain	NOUN
ajis02-310	866	11	experts	expert	NOUN
ajis02-310	866	12	.	.	PUNCT
ajis02-310	867	1	122	122	NUM
ajis02-310	867	2	ajis	ajis	NOUN
ajis02-310	867	3	vol	vol	NOUN
ajis02-310	867	4	.	.	PROPN
ajis02-310	867	5	6	6	NUM
ajis02-310	867	6	no	no	NOUN
ajis02-310	867	7	.	.	NOUN
ajis02-310	867	8	2	2	NUM
ajis02-310	867	9	may	may	PROPN
ajis02-310	867	10	1999	1999	NUM
ajis02-310	867	11	the	the	DET
ajis02-310	867	12	development	development	NOUN
ajis02-310	867	13	of	of	ADP
ajis02-310	867	14	techniques	technique	NOUN
ajis02-310	867	15	to	to	PART
ajis02-310	867	16	automatically	automatically	ADV
ajis02-310	867	17	acquire	acquire	VERB
ajis02-310	867	18	domain	domain	NOUN
ajis02-310	867	19	knowledge	knowledge	NOUN
ajis02-310	867	20	,	,	PUNCT
ajis02-310	867	21	or	or	CCONJ
ajis02-310	867	22	facilitate	facilitate	VERB
ajis02-310	867	23	its	its	PRON
ajis02-310	867	24	acquisition	acquisition	NOUN
ajis02-310	867	25	may	may	AUX
ajis02-310	867	26	offer	offer	VERB
ajis02-310	867	27	one	one	NUM
ajis02-310	867	28	partial	partial	ADJ
ajis02-310	867	29	solution	solution	NOUN
ajis02-310	867	30	to	to	ADP
ajis02-310	867	31	this	this	DET
ajis02-310	867	32	problem	problem	NOUN
ajis02-310	867	33	.	.	PUNCT
ajis02-310	868	1	secondly	secondly	ADV
ajis02-310	868	2	,	,	PUNCT
ajis02-310	868	3	kdd	kdd	PROPN
ajis02-310	868	4	tools	tool	NOUN
ajis02-310	868	5	require	require	VERB
ajis02-310	868	6	substantial	substantial	ADJ
ajis02-310	868	7	run	run	NOUN
ajis02-310	868	8	-	-	PUNCT
ajis02-310	868	9	time	time	NOUN
ajis02-310	868	10	support	support	NOUN
ajis02-310	868	11	from	from	ADP
ajis02-310	868	12	the	the	DET
ajis02-310	868	13	user	user	NOUN
ajis02-310	868	14	.	.	PUNCT
ajis02-310	869	1	ideally	ideally	ADV
ajis02-310	869	2	,	,	PUNCT
ajis02-310	869	3	kdd	kdd	PROPN
ajis02-310	869	4	tools	tool	NOUN
ajis02-310	869	5	could	could	AUX
ajis02-310	869	6	operate	operate	VERB
ajis02-310	869	7	more	more	ADV
ajis02-310	869	8	or	or	CCONJ
ajis02-310	869	9	less	less	ADV
ajis02-310	869	10	autonomously	autonomously	ADV
ajis02-310	869	11	in	in	ADP
ajis02-310	869	12	the	the	DET
ajis02-310	869	13	background	background	NOUN
ajis02-310	869	14	,	,	PUNCT
ajis02-310	869	15	presenting	present	VERB
ajis02-310	869	16	interesting	interesting	ADJ
ajis02-310	869	17	results	result	NOUN
ajis02-310	869	18	as	as	SCONJ
ajis02-310	869	19	they	they	PRON
ajis02-310	869	20	are	be	AUX
ajis02-310	869	21	found	find	VERB
ajis02-310	869	22	,	,	PUNCT
ajis02-310	869	23	and	and	CCONJ
ajis02-310	869	24	applying	apply	VERB
ajis02-310	869	25	this	this	DET
ajis02-310	869	26	new	new	ADJ
ajis02-310	869	27	knowledge	knowledge	NOUN
ajis02-310	869	28	where	where	SCONJ
ajis02-310	869	29	appropriate	appropriate	ADJ
ajis02-310	869	30	.	.	PUNCT
ajis02-310	870	1	one	one	NUM
ajis02-310	870	2	major	major	ADJ
ajis02-310	870	3	reason	reason	NOUN
ajis02-310	870	4	why	why	SCONJ
ajis02-310	870	5	more	more	ADV
ajis02-310	870	6	fully	fully	ADV
ajis02-310	870	7	automated	automate	VERB
ajis02-310	870	8	tools	tool	NOUN
ajis02-310	870	9	have	have	AUX
ajis02-310	870	10	not	not	PART
ajis02-310	870	11	been	be	AUX
ajis02-310	870	12	developed	develop	VERB
ajis02-310	870	13	is	be	AUX
ajis02-310	870	14	the	the	DET
ajis02-310	870	15	question	question	NOUN
ajis02-310	870	16	of	of	ADP
ajis02-310	870	17	defining	define	VERB
ajis02-310	870	18	interestingness	interestingness	PROPN
ajis02-310	870	19	mentioned	mention	VERB
ajis02-310	870	20	above	above	ADV
ajis02-310	870	21	.	.	PUNCT
ajis02-310	871	1	the	the	DET
ajis02-310	871	2	use	use	NOUN
ajis02-310	871	3	of	of	ADP
ajis02-310	871	4	intelligent	intelligent	ADJ
ajis02-310	871	5	agents	agent	NOUN
ajis02-310	871	6	to	to	PART
ajis02-310	871	7	discover	discover	VERB
ajis02-310	871	8	and	and	CCONJ
ajis02-310	871	9	report	report	VERB
ajis02-310	871	10	interesting	interesting	ADJ
ajis02-310	871	11	findings	finding	NOUN
ajis02-310	871	12	to	to	ADP
ajis02-310	871	13	users	user	NOUN
ajis02-310	871	14	is	be	AUX
ajis02-310	871	15	an	an	DET
ajis02-310	871	16	area	area	NOUN
ajis02-310	871	17	of	of	ADP
ajis02-310	871	18	significant	significant	ADJ
ajis02-310	871	19	interest	interest	NOUN
ajis02-310	871	20	.	.	PUNCT
ajis02-310	872	1	davies	davy	NOUN
ajis02-310	872	2	and	and	CCONJ
ajis02-310	872	3	edwards	edwards	PROPN
ajis02-310	872	4	have	have	AUX
ajis02-310	872	5	investigated	investigate	VERB
ajis02-310	872	6	this	this	DET
ajis02-310	872	7	area	area	NOUN
ajis02-310	872	8	and	and	CCONJ
ajis02-310	872	9	developed	develop	VERB
ajis02-310	872	10	an	an	DET
ajis02-310	872	11	initial	initial	ADJ
ajis02-310	872	12	framework	framework	NOUN
ajis02-310	872	13	for	for	ADP
ajis02-310	872	14	the	the	DET
ajis02-310	872	15	operation	operation	NOUN
ajis02-310	872	16	of	of	ADP
ajis02-310	872	17	agent	agent	NOUN
ajis02-310	872	18	based	base	VERB
ajis02-310	872	19	data	datum	NOUN
ajis02-310	872	20	mining	mining	NOUN
ajis02-310	872	21	(	(	PUNCT
ajis02-310	872	22	davies	davy	NOUN
ajis02-310	872	23	and	and	CCONJ
ajis02-310	872	24	edwards	edwards	PROPN
ajis02-310	872	25	1995a	1995a	NUM
ajis02-310	872	26	,	,	PUNCT
ajis02-310	872	27	1995b	1995b	NUM
ajis02-310	872	28	)	)	PUNCT
ajis02-310	872	29	.	.	PUNCT
ajis02-310	873	1	their	their	PRON
ajis02-310	873	2	approach	approach	NOUN
ajis02-310	873	3	focuses	focus	VERB
ajis02-310	873	4	on	on	ADP
ajis02-310	873	5	distributed	distribute	VERB
ajis02-310	873	6	agents	agent	NOUN
ajis02-310	873	7	co	co	VERB
ajis02-310	873	8	-	-	VERB
ajis02-310	873	9	operating	operate	VERB
ajis02-310	873	10	to	to	PART
ajis02-310	873	11	find	find	VERB
ajis02-310	873	12	interesting	interesting	ADJ
ajis02-310	873	13	knowledge	knowledge	NOUN
ajis02-310	873	14	.	.	PUNCT
ajis02-310	874	1	other	other	ADJ
ajis02-310	874	2	application	application	NOUN
ajis02-310	874	3	domains	domain	NOUN
ajis02-310	874	4	apart	apart	ADV
ajis02-310	874	5	from	from	ADP
ajis02-310	874	6	overcoming	overcome	VERB
ajis02-310	874	7	existing	exist	VERB
ajis02-310	874	8	limitations	limitation	NOUN
ajis02-310	874	9	,	,	PUNCT
ajis02-310	874	10	the	the	DET
ajis02-310	874	11	potential	potential	NOUN
ajis02-310	874	12	to	to	PART
ajis02-310	874	13	extend	extend	VERB
ajis02-310	874	14	kdd	kdd	NOUN
ajis02-310	874	15	tools	tool	NOUN
ajis02-310	874	16	to	to	PART
ajis02-310	874	17	more	more	ADV
ajis02-310	874	18	diverse	diverse	ADJ
ajis02-310	874	19	application	application	NOUN
ajis02-310	874	20	domains	domain	NOUN
ajis02-310	874	21	,	,	PUNCT
ajis02-310	874	22	is	be	AUX
ajis02-310	874	23	a	a	DET
ajis02-310	874	24	major	major	ADJ
ajis02-310	874	25	focus	focus	NOUN
ajis02-310	874	26	of	of	ADP
ajis02-310	874	27	the	the	DET
ajis02-310	874	28	current	current	ADJ
ajis02-310	874	29	effort	effort	NOUN
ajis02-310	874	30	.	.	PUNCT
ajis02-310	875	1	some	some	DET
ajis02-310	875	2	issues	issue	NOUN
ajis02-310	875	3	related	relate	VERB
ajis02-310	875	4	to	to	ADP
ajis02-310	875	5	this	this	PRON
ajis02-310	875	6	are	be	AUX
ajis02-310	875	7	listed	list	VERB
ajis02-310	875	8	below	below	ADV
ajis02-310	875	9	.	.	PUNCT
ajis02-310	876	1	•	•	NUM
ajis02-310	876	2	the	the	DET
ajis02-310	876	3	diversity	diversity	NOUN
ajis02-310	876	4	of	of	ADP
ajis02-310	876	5	data	datum	NOUN
ajis02-310	876	6	being	be	AUX
ajis02-310	876	7	stored	store	VERB
ajis02-310	876	8	necessitates	necessitate	VERB
ajis02-310	876	9	the	the	DET
ajis02-310	876	10	development	development	NOUN
ajis02-310	876	11	of	of	ADP
ajis02-310	876	12	specific	specific	ADJ
ajis02-310	876	13	techniques	technique	NOUN
ajis02-310	876	14	optimised	optimise	VERB
ajis02-310	876	15	to	to	ADP
ajis02-310	876	16	particular	particular	ADJ
ajis02-310	876	17	data	datum	NOUN
ajis02-310	876	18	types	type	NOUN
ajis02-310	876	19	and	and	CCONJ
ajis02-310	876	20	data	datum	NOUN
ajis02-310	876	21	storage	storage	NOUN
ajis02-310	876	22	models	model	NOUN
ajis02-310	876	23	.	.	PUNCT
ajis02-310	877	1	the	the	DET
ajis02-310	877	2	development	development	NOUN
ajis02-310	877	3	of	of	ADP
ajis02-310	877	4	tools	tool	NOUN
ajis02-310	877	5	capable	capable	ADJ
ajis02-310	877	6	of	of	ADP
ajis02-310	877	7	fully	fully	ADV
ajis02-310	877	8	exploiting	exploit	VERB
ajis02-310	877	9	the	the	DET
ajis02-310	877	10	associated	associated	ADJ
ajis02-310	877	11	semantics	semantic	NOUN
ajis02-310	877	12	remains	remain	VERB
ajis02-310	877	13	a	a	DET
ajis02-310	877	14	challenge	challenge	NOUN
ajis02-310	877	15	in	in	ADP
ajis02-310	877	16	areas	area	NOUN
ajis02-310	877	17	such	such	ADJ
ajis02-310	877	18	as	as	ADP
ajis02-310	877	19	temporal	temporal	ADJ
ajis02-310	877	20	,	,	PUNCT
ajis02-310	877	21	spatial	spatial	ADJ
ajis02-310	877	22	and	and	CCONJ
ajis02-310	877	23	object	object	VERB
ajis02-310	877	24	oriented	orient	VERB
ajis02-310	877	25	databases	database	NOUN
ajis02-310	877	26	.	.	PUNCT
ajis02-310	878	1	•	•	NOUN
ajis02-310	878	2	there	there	PRON
ajis02-310	878	3	has	have	AUX
ajis02-310	878	4	been	be	AUX
ajis02-310	878	5	little	little	ADJ
ajis02-310	878	6	investigation	investigation	NOUN
ajis02-310	878	7	of	of	ADP
ajis02-310	878	8	hybrid	hybrid	NOUN
ajis02-310	878	9	or	or	CCONJ
ajis02-310	878	10	co	co	ADJ
ajis02-310	878	11	-	-	ADJ
ajis02-310	878	12	operative	operative	ADJ
ajis02-310	878	13	systems	system	NOUN
ajis02-310	878	14	employing	employ	VERB
ajis02-310	878	15	multiple	multiple	ADJ
ajis02-310	878	16	paradigms	paradigm	NOUN
ajis02-310	878	17	for	for	ADP
ajis02-310	878	18	machine	machine	NOUN
ajis02-310	878	19	learning	learning	NOUN
ajis02-310	878	20	.	.	PUNCT
ajis02-310	879	1	because	because	SCONJ
ajis02-310	879	2	different	different	ADJ
ajis02-310	879	3	learning	learning	NOUN
ajis02-310	879	4	paradigms	paradigm	NOUN
ajis02-310	879	5	have	have	VERB
ajis02-310	879	6	different	different	ADJ
ajis02-310	879	7	strengths	strength	NOUN
ajis02-310	879	8	and	and	CCONJ
ajis02-310	879	9	weaknesses	weakness	NOUN
ajis02-310	879	10	,	,	PUNCT
ajis02-310	879	11	it	it	PRON
ajis02-310	879	12	is	be	AUX
ajis02-310	879	13	likely	likely	ADJ
ajis02-310	879	14	that	that	SCONJ
ajis02-310	879	15	a	a	DET
ajis02-310	879	16	system	system	NOUN
ajis02-310	879	17	employing	employ	VERB
ajis02-310	879	18	more	more	ADJ
ajis02-310	879	19	than	than	ADP
ajis02-310	879	20	one	one	NUM
ajis02-310	879	21	paradigm	paradigm	NOUN
ajis02-310	879	22	may	may	AUX
ajis02-310	879	23	be	be	AUX
ajis02-310	879	24	more	more	ADV
ajis02-310	879	25	effective	effective	ADJ
ajis02-310	879	26	than	than	ADP
ajis02-310	879	27	a	a	DET
ajis02-310	879	28	single	single	ADJ
ajis02-310	879	29	paradigm	paradigm	NOUN
ajis02-310	879	30	approach	approach	NOUN
ajis02-310	879	31	.	.	PUNCT
ajis02-310	880	1	•	•	NUM
ajis02-310	880	2	whilst	whilst	SCONJ
ajis02-310	880	3	many	many	ADJ
ajis02-310	880	4	applications	application	NOUN
ajis02-310	880	5	for	for	ADP
ajis02-310	880	6	discovered	discover	VERB
ajis02-310	880	7	knowledge	knowledge	NOUN
ajis02-310	880	8	exist	exist	VERB
ajis02-310	880	9	,	,	PUNCT
ajis02-310	880	10	most	most	ADJ
ajis02-310	880	11	kdd	kdd	PROPN
ajis02-310	880	12	systems	system	NOUN
ajis02-310	880	13	only	only	ADV
ajis02-310	880	14	incorporate	incorporate	VERB
ajis02-310	880	15	support	support	NOUN
ajis02-310	880	16	for	for	ADP
ajis02-310	880	17	one	one	NUM
ajis02-310	880	18	or	or	CCONJ
ajis02-310	880	19	two	two	NUM
ajis02-310	880	20	.	.	PUNCT
ajis02-310	881	1	systems	system	NOUN
ajis02-310	881	2	that	that	PRON
ajis02-310	881	3	can	can	AUX
ajis02-310	881	4	support	support	VERB
ajis02-310	881	5	many	many	ADJ
ajis02-310	881	6	applications	application	NOUN
ajis02-310	881	7	,	,	PUNCT
ajis02-310	881	8	making	make	VERB
ajis02-310	881	9	efficient	efficient	ADJ
ajis02-310	881	10	use	use	NOUN
ajis02-310	881	11	of	of	ADP
ajis02-310	881	12	discovered	discover	VERB
ajis02-310	881	13	knowledge	knowledge	NOUN
ajis02-310	881	14	by	by	ADP
ajis02-310	881	15	using	use	VERB
ajis02-310	881	16	it	it	PRON
ajis02-310	881	17	in	in	ADP
ajis02-310	881	18	multiple	multiple	ADJ
ajis02-310	881	19	ways	way	NOUN
ajis02-310	881	20	,	,	PUNCT
ajis02-310	881	21	are	be	AUX
ajis02-310	881	22	still	still	ADV
ajis02-310	881	23	to	to	PART
ajis02-310	881	24	be	be	AUX
ajis02-310	881	25	fully	fully	ADV
ajis02-310	881	26	investigated	investigate	VERB
ajis02-310	881	27	.	.	PUNCT
ajis02-310	882	1	in	in	ADP
ajis02-310	882	2	summary	summary	NOUN
ajis02-310	882	3	,	,	PUNCT
ajis02-310	882	4	both	both	DET
ajis02-310	882	5	opportunities	opportunity	NOUN
ajis02-310	882	6	and	and	CCONJ
ajis02-310	882	7	challenges	challenge	NOUN
ajis02-310	882	8	remain	remain	VERB
ajis02-310	882	9	within	within	ADP
ajis02-310	882	10	the	the	DET
ajis02-310	882	11	broad	broad	ADJ
ajis02-310	882	12	field	field	NOUN
ajis02-310	882	13	of	of	ADP
ajis02-310	882	14	kdd	kdd	PROPN
ajis02-310	882	15	.	.	PROPN
ajis02-310	883	1	as	as	SCONJ
ajis02-310	883	2	might	might	AUX
ajis02-310	883	3	be	be	AUX
ajis02-310	883	4	expected	expect	VERB
ajis02-310	883	5	,	,	PUNCT
ajis02-310	883	6	many	many	ADJ
ajis02-310	883	7	of	of	ADP
ajis02-310	883	8	these	these	DET
ajis02-310	883	9	issues	issue	NOUN
ajis02-310	883	10	are	be	AUX
ajis02-310	883	11	currently	currently	ADV
ajis02-310	883	12	the	the	DET
ajis02-310	883	13	focus	focus	NOUN
ajis02-310	883	14	of	of	ADP
ajis02-310	883	15	current	current	ADJ
ajis02-310	883	16	research	research	NOUN
ajis02-310	883	17	efforts	effort	NOUN
ajis02-310	883	18	.	.	PUNCT
ajis02-310	884	1	it	it	PRON
ajis02-310	884	2	is	be	AUX
ajis02-310	884	3	likely	likely	ADJ
ajis02-310	884	4	that	that	SCONJ
ajis02-310	884	5	as	as	SCONJ
ajis02-310	884	6	the	the	DET
ajis02-310	884	7	trend	trend	NOUN
ajis02-310	884	8	towards	towards	ADP
ajis02-310	884	9	larger	large	ADJ
ajis02-310	884	10	and	and	CCONJ
ajis02-310	884	11	more	more	ADV
ajis02-310	884	12	semantic	semantic	ADJ
ajis02-310	884	13	rich	rich	ADJ
ajis02-310	884	14	databases	database	NOUN
ajis02-310	884	15	continues	continue	VERB
ajis02-310	884	16	,	,	PUNCT
ajis02-310	884	17	the	the	DET
ajis02-310	884	18	opportunities	opportunity	NOUN
ajis02-310	884	19	for	for	ADP
ajis02-310	884	20	kdd	kdd	PROPN
ajis02-310	884	21	research	research	PROPN
ajis02-310	884	22	and	and	CCONJ
ajis02-310	884	23	application	application	NOUN
ajis02-310	884	24	and	and	CCONJ
ajis02-310	884	25	prototype	prototype	NOUN
ajis02-310	884	26	development	development	NOUN
ajis02-310	884	27	will	will	AUX
ajis02-310	884	28	grow	grow	VERB
ajis02-310	884	29	.	.	PUNCT
ajis02-310	885	1	in	in	ADP
ajis02-310	885	2	the	the	DET
ajis02-310	885	3	longer	long	ADJ
ajis02-310	885	4	term	term	NOUN
ajis02-310	885	5	,	,	PUNCT
ajis02-310	885	6	it	it	PRON
ajis02-310	885	7	is	be	AUX
ajis02-310	885	8	highly	highly	ADV
ajis02-310	885	9	likely	likely	ADJ
ajis02-310	885	10	that	that	SCONJ
ajis02-310	885	11	the	the	DET
ajis02-310	885	12	development	development	NOUN
ajis02-310	885	13	and	and	CCONJ
ajis02-310	885	14	use	use	NOUN
ajis02-310	885	15	of	of	ADP
ajis02-310	885	16	appropriate	appropriate	ADJ
ajis02-310	885	17	kdd	kdd	PROPN
ajis02-310	885	18	techniques	technique	NOUN
ajis02-310	885	19	will	will	AUX
ajis02-310	885	20	become	become	VERB
ajis02-310	885	21	a	a	DET
ajis02-310	885	22	commercial	commercial	ADJ
ajis02-310	885	23	necessity	necessity	NOUN
ajis02-310	885	24	for	for	ADP
ajis02-310	885	25	competitive	competitive	ADJ
ajis02-310	885	26	performance	performance	NOUN
ajis02-310	885	27	.	.	PUNCT
ajis02-310	886	1	references	reference	NOUN
ajis02-310	886	2	abraham	abraham	PROPN
ajis02-310	886	3	,	,	PUNCT
ajis02-310	886	4	t.	t.	PROPN
ajis02-310	886	5	and	and	CCONJ
ajis02-310	886	6	roddick	roddick	PROPN
ajis02-310	886	7	,	,	PUNCT
ajis02-310	886	8	j.	j.	PROPN
ajis02-310	886	9	f.	f.	PROPN
ajis02-310	886	10	(	(	PUNCT
ajis02-310	886	11	1998	1998	NUM
ajis02-310	886	12	)	)	PUNCT
ajis02-310	886	13	.	.	PUNCT
ajis02-310	887	1	"	"	PUNCT
ajis02-310	887	2	opportunities	opportunity	NOUN
ajis02-310	887	3	for	for	ADP
ajis02-310	887	4	knowledge	knowledge	NOUN
ajis02-310	887	5	discovery	discovery	NOUN
ajis02-310	887	6	in	in	ADP
ajis02-310	887	7	spatio	spatio	PROPN
ajis02-310	887	8	-	-	PUNCT
ajis02-310	887	9	temporal	temporal	ADJ
ajis02-310	887	10	information	information	NOUN
ajis02-310	887	11	systems	system	NOUN
ajis02-310	887	12	"	"	PUNCT
ajis02-310	887	13	.	.	PUNCT
ajis02-310	888	1	australian	australian	ADJ
ajis02-310	888	2	journal	journal	NOUN
ajis02-310	888	3	of	of	ADP
ajis02-310	888	4	information	information	NOUN
ajis02-310	888	5	systems	system	NOUN
ajis02-310	888	6	.	.	PUNCT
ajis02-310	889	1	vol	vol	NOUN
ajis02-310	889	2	.	.	PROPN
ajis02-310	890	1	5	5	NUM
ajis02-310	890	2	,	,	PUNCT
ajis02-310	890	3	no	no	INTJ
ajis02-310	890	4	.	.	NOUN
ajis02-310	890	5	2	2	NUM
ajis02-310	890	6	,	,	PUNCT
ajis02-310	890	7	pp	pp	ADJ
ajis02-310	890	8	.	.	PUNCT
ajis02-310	891	1	3	3	NUM
ajis02-310	891	2	-	-	SYM
ajis02-310	891	3	12	12	NUM
ajis02-310	891	4	.	.	PUNCT
ajis02-310	892	1	abraham	abraham	PROPN
ajis02-310	892	2	,	,	PUNCT
ajis02-310	892	3	t.	t.	PROPN
ajis02-310	892	4	and	and	CCONJ
ajis02-310	892	5	roddick	roddick	PROPN
ajis02-310	892	6	,	,	PUNCT
ajis02-310	892	7	j.	j.	PROPN
ajis02-310	892	8	f.	f.	PROPN
ajis02-310	892	9	(	(	PUNCT
ajis02-310	892	10	1999	1999	NUM
ajis02-310	892	11	)	)	PUNCT
ajis02-310	892	12	.	.	PUNCT
ajis02-310	893	1	"	"	PUNCT
ajis02-310	893	2	survey	survey	NOUN
ajis02-310	893	3	of	of	ADP
ajis02-310	893	4	spatio	spatio	PROPN
ajis02-310	893	5	-	-	PUNCT
ajis02-310	893	6	temporal	temporal	ADJ
ajis02-310	893	7	databases	database	NOUN
ajis02-310	893	8	"	"	PUNCT
ajis02-310	893	9	.	.	PUNCT
ajis02-310	894	1	geoinfonnatica	geoinfonnatica	PROPN
ajis02-310	894	2	.	.	PUNCT
ajis02-310	895	1	vol	vol	NOUN
ajis02-310	895	2	.	.	PROPN
ajis02-310	896	1	3	3	NUM
ajis02-310	896	2	,	,	PUNCT
ajis02-310	896	3	no	no	INTJ
ajis02-310	896	4	.	.	NOUN
ajis02-310	896	5	1	1	NUM
ajis02-310	896	6	,	,	PUNCT
ajis02-310	896	7	in	in	ADP
ajis02-310	896	8	press	press	NOUN
ajis02-310	896	9	.	.	PUNCT
ajis02-310	897	1	agrawal	agrawal	PROPN
ajis02-310	897	2	,	,	PUNCT
ajis02-310	897	3	r	r	X
ajis02-310	897	4	..	..	PUNCT
ajis02-310	897	5	et	et	PROPN
ajis02-310	897	6	al	al	PROPN
ajis02-310	897	7	.	.	PROPN
ajis02-310	897	8	(	(	PUNCT
ajis02-310	897	9	1992	1992	NUM
ajis02-310	897	10	)	)	PUNCT
ajis02-310	897	11	.	.	PUNCT
ajis02-310	898	1	"	"	PUNCT
ajis02-310	898	2	an	an	DET
ajis02-310	898	3	interval	interval	NOUN
ajis02-310	898	4	classifier	classifier	NOUN
ajis02-310	898	5	for	for	ADP
ajis02-310	898	6	database	database	NOUN
ajis02-310	898	7	mining	mining	NOUN
ajis02-310	898	8	applications	application	NOUN
ajis02-310	898	9	"	"	PUNCT
ajis02-310	898	10	.	.	PUNCT
ajis02-310	899	1	eighteenth	eighteenth	PROPN
ajis02-310	899	2	international	international	ADJ
ajis02-310	899	3	conference	conference	NOUN
ajis02-310	899	4	on	on	ADP
ajis02-310	899	5	very	very	ADV
ajis02-310	899	6	large	large	ADJ
ajis02-310	899	7	data	datum	NOUN
ajis02-310	899	8	bases	basis	NOUN
ajis02-310	899	9	,	,	PUNCT
ajis02-310	899	10	vancouver	vancouver	PROPN
ajis02-310	899	11	,	,	PUNCT
ajis02-310	899	12	canada	canada	PROPN
ajis02-310	899	13	,	,	PUNCT
ajis02-310	899	14	pp	pp	X
ajis02-310	899	15	.	.	PUNCT
ajis02-310	900	1	560	560	NUM
ajis02-310	900	2	-	-	SYM
ajis02-310	900	3	573	573	NUM
ajis02-310	900	4	.	.	PUNCT
ajis02-310	901	1	agrawal	agrawal	PROPN
ajis02-310	901	2	,	,	PUNCT
ajis02-310	901	3	r.	r.	PROPN
ajis02-310	901	4	,	,	PUNCT
ajis02-310	901	5	et	et	PROPN
ajis02-310	901	6	al	al	PROPN
ajis02-310	901	7	.	.	PUNCT
ajis02-310	901	8	(	(	PUNCT
ajis02-310	901	9	1993	1993	NUM
ajis02-310	901	10	)	)	PUNCT
ajis02-310	901	11	.	.	PUNCT
ajis02-310	902	1	"	"	PUNCT
ajis02-310	902	2	mining	mining	NOUN
ajis02-310	902	3	association	association	NOUN
ajis02-310	902	4	rules	rule	NOUN
ajis02-310	902	5	between	between	ADP
ajis02-310	902	6	sets	set	NOUN
ajis02-310	902	7	of	of	ADP
ajis02-310	902	8	items	item	NOUN
ajis02-310	902	9	in	in	ADP
ajis02-310	902	10	large	large	ADJ
ajis02-310	902	11	databases	database	NOUN
ajis02-310	902	12	"	"	PUNCT
ajis02-310	902	13	.	.	PUNCT
ajis02-310	903	1	acm	acm	PROPN
ajis02-310	903	2	sigmod	sigmod	PROPN
ajis02-310	903	3	international	international	ADJ
ajis02-310	903	4	conference	conference	NOUN
ajis02-310	903	5	on	on	ADP
ajis02-310	903	6	management	management	NOUN
ajis02-310	903	7	of	of	ADP
ajis02-310	903	8	data	data	PROPN
ajis02-310	903	9	,	,	PUNCT
ajis02-310	903	10	washington	washington	PROPN
ajis02-310	903	11	dc	dc	PROPN
ajis02-310	903	12	,	,	PUNCT
ajis02-310	903	13	usa	usa	PROPN
ajis02-310	903	14	,	,	PUNCT
ajis02-310	903	15	acm	acm	PROPN
ajis02-310	903	16	press	press	NOUN
ajis02-310	903	17	.	.	PUNCT
ajis02-310	904	1	vol	vol	NOUN
ajis02-310	904	2	.	.	PUNCT
ajis02-310	905	1	22	22	NUM
ajis02-310	905	2	.	.	PUNCT
ajis02-310	906	1	pp	pp	ADJ
ajis02-310	906	2	.	.	PUNCT
ajis02-310	907	1	207	207	NUM
ajis02-310	907	2	-	-	SYM
ajis02-310	907	3	216	216	NUM
ajis02-310	907	4	.	.	PUNCT
ajis02-310	908	1	agrawal	agrawal	PROPN
ajis02-310	908	2	,	,	PUNCT
ajis02-310	908	3	r.	r.	PROPN
ajis02-310	908	4	,	,	PUNCT
ajis02-310	908	5	et	et	PROPN
ajis02-310	908	6	al	al	PROPN
ajis02-310	908	7	.	.	PUNCT
ajis02-310	908	8	(	(	PUNCT
ajis02-310	908	9	1996	1996	NUM
ajis02-310	908	10	)	)	PUNCT
ajis02-310	908	11	.	.	PUNCT
ajis02-310	909	1	"	"	PUNCT
ajis02-310	909	2	the	the	DET
ajis02-310	909	3	quest	quest	NOUN
ajis02-310	909	4	data	data	PROPN
ajis02-310	909	5	mining	mining	NOUN
ajis02-310	909	6	system	system	NOUN
ajis02-310	909	7	"	"	PUNCT
ajis02-310	909	8	.	.	PUNCT
ajis02-310	910	1	second	second	ADJ
ajis02-310	910	2	international	international	ADJ
ajis02-310	910	3	conference	conference	NOUN
ajis02-310	910	4	on	on	ADP
ajis02-310	910	5	knowledge	knowledge	NOUN
ajis02-310	910	6	discovery	discovery	PROPN
ajis02-310	910	7	and	and	CCONJ
ajis02-310	910	8	data	datum	NOUN
ajis02-310	910	9	mining	mining	NOUN
ajis02-310	910	10	,	,	PUNCT
ajis02-310	910	11	portland	portland	PROPN
ajis02-310	910	12	,	,	PUNCT
ajis02-310	910	13	oregon	oregon	PROPN
ajis02-310	910	14	,	,	PUNCT
ajis02-310	910	15	aaai	aaai	PROPN
ajis02-310	910	16	press	press	PROPN
ajis02-310	910	17	.	.	PUNCT
ajis02-310	911	1	agrawal	agrawal	PROPN
ajis02-310	911	2	,	,	PUNCT
ajis02-310	911	3	r.	r.	PROPN
ajis02-310	911	4	and	and	CCONJ
ajis02-310	911	5	psaila	psaila	PROPN
ajis02-310	911	6	,	,	PUNCT
ajis02-310	911	7	g.	g.	PROPN
ajis02-310	911	8	(	(	PUNCT
ajis02-310	911	9	1995	1995	NUM
ajis02-310	911	10	)	)	PUNCT
ajis02-310	911	11	.	.	PUNCT
ajis02-310	912	1	"	"	PUNCT
ajis02-310	912	2	active	active	ADJ
ajis02-310	912	3	data	datum	NOUN
ajis02-310	912	4	mining	mining	NOUN
ajis02-310	912	5	"	"	PUNCT
ajis02-310	912	6	.	.	PUNCT
ajis02-310	913	1	first	first	ADJ
ajis02-310	913	2	international	international	ADJ
ajis02-310	913	3	conference	conference	NOUN
ajis02-310	913	4	on	on	ADP
ajis02-310	913	5	knowledge	knowledge	NOUN
ajis02-310	913	6	discovery	discovery	PROPN
ajis02-310	913	7	and	and	CCONJ
ajis02-310	913	8	data	datum	NOUN
ajis02-310	913	9	mining	mining	NOUN
ajis02-310	913	10	(	(	PUNCT
ajis02-310	913	11	kdd-95	kdd-95	NOUN
ajis02-310	913	12	)	)	PUNCT
ajis02-310	913	13	,	,	PUNCT
ajis02-310	913	14	montreal	montreal	PROPN
ajis02-310	913	15	,	,	PUNCT
ajis02-310	913	16	quebec	quebec	PROPN
ajis02-310	913	17	,	,	PUNCT
ajis02-310	913	18	canada	canada	PROPN
ajis02-310	913	19	,	,	PUNCT
ajis02-310	913	20	aaai	aaai	PROPN
ajis02-310	913	21	press	press	PROPN
ajis02-310	913	22	,	,	PUNCT
ajis02-310	913	23	menlo	menlo	NOUN
ajis02-310	913	24	park	park	PROPN
ajis02-310	913	25	,	,	PUNCT
ajis02-310	913	26	california	california	PROPN
ajis02-310	913	27	.	.	PUNCT
ajis02-310	914	1	pp	pp	ADJ
ajis02-310	914	2	.	.	PUNCT
ajis02-310	915	1	3	3	NUM
ajis02-310	915	2	-	-	SYM
ajis02-310	915	3	8	8	NUM
ajis02-310	915	4	.	.	PUNCT
ajis02-310	916	1	agrawal	agrawal	PROPN
ajis02-310	916	2	,	,	PUNCT
ajis02-310	916	3	r	r	X
ajis02-310	916	4	..	..	PUNCT
ajis02-310	916	5	et	et	PROPN
ajis02-310	916	6	al	al	PROPN
ajis02-310	916	7	.	.	PROPN
ajis02-310	916	8	(	(	PUNCT
ajis02-310	916	9	1995	1995	NUM
ajis02-310	916	10	)	)	PUNCT
ajis02-310	916	11	.	.	PUNCT
ajis02-310	917	1	"	"	PUNCT
ajis02-310	917	2	querying	query	VERB
ajis02-310	917	3	shapes	shape	NOUN
ajis02-310	917	4	of	of	ADP
ajis02-310	917	5	histories	history	NOUN
ajis02-310	917	6	"	"	PUNCT
ajis02-310	917	7	.	.	PUNCT
ajis02-310	918	1	twenty	twenty	NUM
ajis02-310	918	2	-	-	PUNCT
ajis02-310	918	3	first	first	ADJ
ajis02-310	918	4	international	international	ADJ
ajis02-310	918	5	conference	conference	NOUN
ajis02-310	918	6	on	on	ADP
ajis02-310	918	7	very	very	ADV
ajis02-310	918	8	large	large	ADJ
ajis02-310	918	9	databases	database	NOUN
ajis02-310	918	10	(	(	PUNCT
ajis02-310	918	11	vldb	vldb	NOUN
ajis02-310	918	12	'	'	NUM
ajis02-310	918	13	95	95	NUM
ajis02-310	918	14	)	)	PUNCT
ajis02-310	918	15	,	,	PUNCT
ajis02-310	918	16	zurich	zurich	PROPN
ajis02-310	918	17	,	,	PUNCT
ajis02-310	918	18	switzerland	switzerland	PROPN
ajis02-310	918	19	,	,	PUNCT
ajis02-310	918	20	morgan	morgan	PROPN
ajis02-310	918	21	kaufmann	kaufmann	PROPN
ajis02-310	918	22	publishers	publishers	PROPN
ajis02-310	918	23	,	,	PUNCT
ajis02-310	918	24	inc	inc	PROPN
ajis02-310	918	25	.	.	PROPN
ajis02-310	919	1	san	san	PROPN
ajis02-310	919	2	francisco	francisco	PROPN
ajis02-310	919	3	,	,	PUNCT
ajis02-310	919	4	usa	usa	PROPN
ajis02-310	919	5	.	.	PROPN
ajis02-310	920	1	pp	pp	PROPN
ajis02-310	920	2	.	.	PUNCT
ajis02-310	921	1	490	490	NUM
ajis02-310	921	2	-	-	SYM
ajis02-310	921	3	501	501	NUM
ajis02-310	921	4	.	.	PUNCT
ajis02-310	922	1	agrawal	agrawal	PROPN
ajis02-310	922	2	,	,	PUNCT
ajis02-310	922	3	r.	r.	PROPN
ajis02-310	922	4	and	and	CCONJ
ajis02-310	922	5	srikant	srikant	PROPN
ajis02-310	922	6	,	,	PUNCT
ajis02-310	922	7	r.	r.	PROPN
ajis02-310	922	8	(	(	PUNCT
ajis02-310	922	9	1994	1994	NUM
ajis02-310	922	10	)	)	PUNCT
ajis02-310	922	11	.	.	PUNCT
ajis02-310	923	1	"	"	PUNCT
ajis02-310	923	2	fast	fast	ADJ
ajis02-310	923	3	algorithms	algorithm	NOUN
ajis02-310	923	4	for	for	ADP
ajis02-310	923	5	mining	mining	NOUN
ajis02-310	923	6	association	association	NOUN
ajis02-310	923	7	rules	rule	NOUN
ajis02-310	923	8	"	"	PUNCT
ajis02-310	923	9	.	.	PUNCT
ajis02-310	924	1	twentieth	twentieth	PROPN
ajis02-310	924	2	international	international	ADJ
ajis02-310	924	3	conference	conference	NOUN
ajis02-310	924	4	on	on	ADP
ajis02-310	924	5	very	very	ADV
ajis02-310	924	6	large	large	ADJ
ajis02-310	924	7	data	datum	NOUN
ajis02-310	924	8	bases	basis	NOUN
ajis02-310	924	9	,	,	PUNCT
ajis02-310	924	10	santiago	santiago	PROPN
ajis02-310	924	11	,	,	PUNCT
ajis02-310	924	12	chile	chile	PROPN
ajis02-310	924	13	,	,	PUNCT
ajis02-310	924	14	pp	pp	ADP
ajis02-310	924	15	.	.	PUNCT
ajis02-310	925	1	487	487	NUM
ajis02-310	925	2	-	-	SYM
ajis02-310	925	3	499	499	NUM
ajis02-310	925	4	.	.	PUNCT
ajis02-310	926	1	ahonen	ahonen	PROPN
ajis02-310	926	2	,	,	PUNCT
ajis02-310	926	3	h.	h.	PROPN
ajis02-310	926	4	,	,	PUNCT
ajis02-310	926	5	et	et	PROPN
ajis02-310	926	6	al	al	PROPN
ajis02-310	926	7	.	.	PUNCT
ajis02-310	927	1	(	(	PUNCT
ajis02-310	927	2	1993	1993	NUM
ajis02-310	927	3	)	)	PUNCT
ajis02-310	927	4	.	.	PUNCT
ajis02-310	928	1	"	"	PUNCT
ajis02-310	928	2	forming	form	VERB
ajis02-310	928	3	grammars	grammar	NOUN
ajis02-310	928	4	for	for	ADP
ajis02-310	928	5	structured	structured	ADJ
ajis02-310	928	6	documents	document	NOUN
ajis02-310	928	7	"	"	PUNCT
ajis02-310	928	8	.	.	PUNCT
ajis02-310	929	1	knowledge	knowledge	NOUN
ajis02-310	929	2	discovery	discovery	PROPN
ajis02-310	929	3	in	in	ADP
ajis02-310	929	4	databases	database	NOUN
ajis02-310	929	5	:	:	PUNCT
ajis02-310	929	6	1993	1993	NUM
ajis02-310	929	7	aaai	aaai	PROPN
ajis02-310	929	8	workshop	workshop	NOUN
ajis02-310	929	9	,	,	PUNCT
ajis02-310	929	10	washington	washington	PROPN
ajis02-310	929	11	,	,	PUNCT
ajis02-310	929	12	d.c	d.c	PROPN
ajis02-310	929	13	.	.	PROPN
ajis02-310	929	14	,	,	PUNCT
ajis02-310	929	15	aaai	aaai	PROPN
ajis02-310	929	16	press	press	PROPN
ajis02-310	929	17	.	.	PUNCT
ajis02-310	930	1	al	al	PROPN
ajis02-310	930	2	-	-	PUNCT
ajis02-310	930	3	naemi	naemi	PROPN
ajis02-310	930	4	,	,	PUNCT
ajis02-310	930	5	s.	s.	PROPN
ajis02-310	930	6	(	(	PUNCT
ajis02-310	930	7	1994	1994	NUM
ajis02-310	930	8	)	)	PUNCT
ajis02-310	930	9	.	.	PUNCT
ajis02-310	931	1	"	"	PUNCT
ajis02-310	931	2	a	a	DET
ajis02-310	931	3	theoretical	theoretical	ADJ
ajis02-310	931	4	framework	framework	NOUN
ajis02-310	931	5	for	for	ADP
ajis02-310	931	6	temporal	temporal	ADJ
ajis02-310	931	7	knowledge	knowledge	NOUN
ajis02-310	931	8	discovery	discovery	NOUN
ajis02-310	931	9	"	"	PUNCT
ajis02-310	931	10	.	.	PUNCT
ajis02-310	932	1	international	international	ADJ
ajis02-310	932	2	workshop	workshop	NOUN
ajis02-310	932	3	on	on	ADP
ajis02-310	932	4	spatio	spatio	PROPN
ajis02-310	932	5	-	-	PUNCT
ajis02-310	932	6	temporal	temporal	ADJ
ajis02-310	932	7	databases	database	NOUN
ajis02-310	932	8	,	,	PUNCT
ajis02-310	932	9	benicassim	benicassim	NOUN
ajis02-310	932	10	,	,	PUNCT
ajis02-310	932	11	spain	spain	PROPN
ajis02-310	932	12	,	,	PUNCT
ajis02-310	932	13	pp	pp	ADP
ajis02-310	932	14	.	.	PUNCT
ajis02-310	933	1	23	23	NUM
ajis02-310	933	2	-	-	SYM
ajis02-310	933	3	33	33	NUM
ajis02-310	933	4	.	.	PUNCT
ajis02-310	934	1	alexander	alexander	PROPN
ajis02-310	934	2	,	,	PUNCT
ajis02-310	934	3	w.	w.	PROPN
ajis02-310	934	4	p.	p.	PROPN
ajis02-310	934	5	,	,	PUNCT
ajis02-310	934	6	et	et	PROPN
ajis02-310	934	7	al	al	PROPN
ajis02-310	934	8	.	.	PUNCT
ajis02-310	934	9	(	(	PUNCT
ajis02-310	934	10	1993	1993	NUM
ajis02-310	934	11	)	)	PUNCT
ajis02-310	934	12	.	.	PUNCT
ajis02-310	935	1	"	"	PUNCT
ajis02-310	935	2	preliminary	preliminary	ADJ
ajis02-310	935	3	investigations	investigation	NOUN
ajis02-310	935	4	into	into	ADP
ajis02-310	935	5	knowledge	knowledge	NOUN
ajis02-310	935	6	discovery	discovery	NOUN
ajis02-310	935	7	for	for	ADP
ajis02-310	935	8	quick	quick	ADJ
ajis02-310	935	9	market	market	NOUN
ajis02-310	935	10	intelligence	intelligence	NOUN
ajis02-310	935	11	"	"	PUNCT
ajis02-310	935	12	.	.	PUNCT
ajis02-310	936	1	aaai-93	aaai-93	PROPN
ajis02-310	936	2	workshop	workshop	NOUN
ajis02-310	936	3	on	on	ADP
ajis02-310	936	4	knowledge	knowledge	NOUN
ajis02-310	936	5	discovery	discovery	NOUN
ajis02-310	936	6	in	in	ADP
ajis02-310	936	7	databases	database	NOUN
ajis02-310	936	8	(	(	PUNCT
ajis02-310	936	9	kdd	kdd	PROPN
ajis02-310	936	10	'	'	NUM
ajis02-310	936	11	93	93	NUM
ajis02-310	936	12	)	)	PUNCT
ajis02-310	936	13	,	,	PUNCT
ajis02-310	936	14	washington	washington	PROPN
ajis02-310	936	15	d.c	d.c	PROPN
ajis02-310	936	16	.	.	PROPN
ajis02-310	936	17	,	,	PUNCT
ajis02-310	936	18	aaai	aaai	PROPN
ajis02-310	936	19	press	press	PROPN
ajis02-310	936	20	,	,	PUNCT
ajis02-310	936	21	menlo	menlo	NOUN
ajis02-310	936	22	park	park	PROPN
ajis02-310	936	23	,	,	PUNCT
ajis02-310	936	24	california	california	PROPN
ajis02-310	936	25	,	,	PUNCT
ajis02-310	936	26	pp	pp	ADJ
ajis02-310	936	27	.	.	PUNCT
ajis02-310	937	1	52	52	NUM
ajis02-310	937	2	-	-	SYM
ajis02-310	937	3	60	60	NUM
ajis02-310	937	4	.	.	PUNCT
ajis02-310	938	1	allen	allen	PROPN
ajis02-310	938	2	,	,	PUNCT
ajis02-310	938	3	j.	j.	PROPN
ajis02-310	938	4	f.	f.	PROPN
ajis02-310	938	5	(	(	PUNCT
ajis02-310	938	6	1983	1983	NUM
ajis02-310	938	7	)	)	PUNCT
ajis02-310	938	8	.	.	PUNCT
ajis02-310	939	1	"	"	PUNCT
ajis02-310	939	2	maintaining	maintain	VERB
ajis02-310	939	3	knowledge	knowledge	NOUN
ajis02-310	939	4	about	about	ADP
ajis02-310	939	5	temporal	temporal	ADJ
ajis02-310	939	6	intervals	interval	NOUN
ajis02-310	939	7	"	"	PUNCT
ajis02-310	939	8	.	.	PUNCT
ajis02-310	940	1	communications	communication	NOUN
ajis02-310	940	2	of	of	ADP
ajis02-310	940	3	the	the	DET
ajis02-310	940	4	acm	acm	PROPN
ajis02-310	940	5	.	.	PUNCT
ajis02-310	941	1	vol	vol	NOUN
ajis02-310	941	2	.	.	PROPN
ajis02-310	942	1	26	26	NUM
ajis02-310	942	2	,	,	PUNCT
ajis02-310	942	3	no	no	INTJ
ajis02-310	942	4	.	.	NOUN
ajis02-310	942	5	11	11	NUM
ajis02-310	942	6	,	,	PUNCT
ajis02-310	942	7	pp	pp	PROPN
ajis02-310	942	8	.	.	PUNCT
ajis02-310	942	9	832	832	NUM
ajis02-310	942	10	-	-	SYM
ajis02-310	942	11	843	843	NUM
ajis02-310	942	12	.	.	NOUN
ajis02-310	943	1	123	123	NUM
ajis02-310	943	2	ajis	ajis	NOUN
ajis02-310	943	3	vol	vol	NOUN
ajis02-310	943	4	.	.	PROPN
ajis02-310	943	5	6	6	NUM
ajis02-310	943	6	no	no	NOUN
ajis02-310	943	7	.	.	NOUN
ajis02-310	943	8	2	2	NUM
ajis02-310	943	9	may	may	PROPN
ajis02-310	943	10	1999	1999	NUM
ajis02-310	943	11	anand	anand	PROPN
ajis02-310	943	12	,	,	PUNCT
ajis02-310	943	13	s.	s.	PROPN
ajis02-310	943	14	s.	s.	PROPN
ajis02-310	943	15	,	,	PUNCT
ajis02-310	943	16	et	et	PROPN
ajis02-310	943	17	al	al	PROPN
ajis02-310	943	18	.	.	PUNCT
ajis02-310	943	19	(	(	PUNCT
ajis02-310	943	20	1994	1994	NUM
ajis02-310	943	21	)	)	PUNCT
ajis02-310	943	22	.	.	PUNCT
ajis02-310	944	1	"	"	PUNCT
ajis02-310	944	2	database	database	NOUN
ajis02-310	944	3	mining	mining	NOUN
ajis02-310	944	4	in	in	ADP
ajis02-310	944	5	the	the	DET
ajis02-310	944	6	architecture	architecture	NOUN
ajis02-310	944	7	of	of	ADP
ajis02-310	944	8	a	a	DET
ajis02-310	944	9	semantic	semantic	ADJ
ajis02-310	944	10	pre	pre	NOUN
ajis02-310	944	11	-	-	NOUN
ajis02-310	944	12	processor	processor	NOUN
ajis02-310	944	13	for	for	ADP
ajis02-310	944	14	state	state	NOUN
ajis02-310	944	15	-	-	PUNCT
ajis02-310	944	16	aware	aware	ADJ
ajis02-310	944	17	query	query	NOUN
ajis02-310	944	18	optimization	optimization	NOUN
ajis02-310	944	19	"	"	PUNCT
ajis02-310	944	20	.	.	PUNCT
ajis02-310	945	1	aaai-94	aaai-94	ADJ
ajis02-310	945	2	workshop	workshop	NOUN
ajis02-310	945	3	on	on	ADP
ajis02-310	945	4	knowledge	knowledge	NOUN
ajis02-310	945	5	discovery	discovery	NOUN
ajis02-310	945	6	in	in	ADP
ajis02-310	945	7	databases	database	NOUN
ajis02-310	945	8	(	(	PUNCT
ajis02-310	945	9	kdd	kdd	PROPN
ajis02-310	945	10	'	'	PROPN
ajis02-310	945	11	94	94	NUM
ajis02-310	945	12	)	)	PUNCT
ajis02-310	945	13	,	,	PUNCT
ajis02-310	945	14	seattle	seattle	PROPN
ajis02-310	945	15	,	,	PUNCT
ajis02-310	945	16	anand	anand	PROPN
ajis02-310	945	17	,	,	PUNCT
ajis02-310	945	18	s.	s.	PROPN
ajis02-310	945	19	s.	s.	PROPN
ajis02-310	945	20	,	,	PUNCT
ajis02-310	945	21	etal	etal	NOUN
ajis02-310	945	22	.	.	PUNCT
ajis02-310	946	1	(	(	PUNCT
ajis02-310	946	2	1995a	1995a	NUM
ajis02-310	946	3	)	)	PUNCT
ajis02-310	946	4	.	.	PUNCT
ajis02-310	947	1	"	"	PUNCT
ajis02-310	947	2	data	datum	NOUN
ajis02-310	947	3	mining	mining	NOUN
ajis02-310	947	4	in	in	ADP
ajis02-310	947	5	parallel	parallel	NOUN
ajis02-310	947	6	"	"	PUNCT
ajis02-310	947	7	.	.	PUNCT
ajis02-310	948	1	wotug-18	wotug-18	PROPN
ajis02-310	948	2	,	,	PUNCT
ajis02-310	948	3	anand	anand	PROPN
ajis02-310	948	4	,	,	PUNCT
ajis02-310	948	5	s.	s.	PROPN
ajis02-310	948	6	s.	s.	PROPN
ajis02-310	948	7	,	,	PUNCT
ajis02-310	948	8	et	et	PROPN
ajis02-310	948	9	al	al	PROPN
ajis02-310	948	10	.	.	PUNCT
ajis02-310	948	11	(	(	PUNCT
ajis02-310	948	12	1995b	1995b	NUM
ajis02-310	948	13	)	)	PUNCT
ajis02-310	948	14	.	.	PUNCT
ajis02-310	949	1	"	"	PUNCT
ajis02-310	949	2	evidence	evidence	NOUN
ajis02-310	949	3	based	base	VERB
ajis02-310	949	4	discovery	discovery	NOUN
ajis02-310	949	5	of	of	ADP
ajis02-310	949	6	knowledge	knowledge	NOUN
ajis02-310	949	7	in	in	ADP
ajis02-310	949	8	databases	database	NOUN
ajis02-310	949	9	"	"	PUNCT
ajis02-310	949	10	.	.	PUNCT
ajis02-310	950	1	iee	iee	PROPN
ajis02-310	950	2	colloquium	colloquium	NOUN
ajis02-310	950	3	on	on	ADP
ajis02-310	950	4	knowledge	knowledge	NOUN
ajis02-310	950	5	discovery	discovery	NOUN
ajis02-310	950	6	in	in	ADP
ajis02-310	950	7	databases	database	NOUN
ajis02-310	950	8	,	,	PUNCT
ajis02-310	950	9	anand	anand	NOUN
ajis02-310	950	10	,	,	PUNCT
ajis02-310	950	11	t.	t.	PROPN
ajis02-310	950	12	and	and	CCONJ
ajis02-310	950	13	kahn	kahn	PROPN
ajis02-310	950	14	,	,	PUNCT
ajis02-310	950	15	g.	g.	PROPN
ajis02-310	950	16	(	(	PUNCT
ajis02-310	950	17	1993	1993	NUM
ajis02-310	950	18	)	)	PUNCT
ajis02-310	950	19	.	.	PUNCT
ajis02-310	951	1	"	"	PUNCT
ajis02-310	951	2	opportunity	opportunity	NOUN
ajis02-310	951	3	explorer	explorer	NOUN
ajis02-310	951	4	:	:	PUNCT
ajis02-310	951	5	navigating	navigate	VERB
ajis02-310	951	6	large	large	ADJ
ajis02-310	951	7	databases	database	NOUN
ajis02-310	951	8	using	use	VERB
ajis02-310	951	9	knowledge	knowledge	NOUN
ajis02-310	951	10	discovery	discovery	PROPN
ajis02-310	951	11	templates	template	NOUN
ajis02-310	951	12	"	"	PUNCT
ajis02-310	951	13	.	.	PUNCT
ajis02-310	952	1	aaai-93	aaai-93	NOUN
ajis02-310	952	2	workshop	workshop	NOUN
ajis02-310	952	3	on	on	ADP
ajis02-310	952	4	knowledge	knowledge	NOUN
ajis02-310	952	5	discovery	discovery	NOUN
ajis02-310	952	6	in	in	ADP
ajis02-310	952	7	databases	database	NOUN
ajis02-310	952	8	,	,	PUNCT
ajis02-310	952	9	washington	washington	PROPN
ajis02-310	952	10	d.c	d.c	PROPN
ajis02-310	952	11	.	.	PROPN
ajis02-310	952	12	,	,	PUNCT
ajis02-310	952	13	aaai	aaai	PROPN
ajis02-310	952	14	press	press	PROPN
ajis02-310	952	15	,	,	PUNCT
ajis02-310	952	16	pp	pp	ADJ
ajis02-310	952	17	.	.	PUNCT
ajis02-310	953	1	45	45	NUM
ajis02-310	953	2	-	-	SYM
ajis02-310	953	3	51	51	NUM
ajis02-310	953	4	.	.	PUNCT
ajis02-310	953	5	angluin	angluin	PROPN
ajis02-310	953	6	,	,	PUNCT
ajis02-310	953	7	d.	d.	PROPN
ajis02-310	953	8	and	and	CCONJ
ajis02-310	953	9	smith	smith	PROPN
ajis02-310	953	10	,	,	PUNCT
ajis02-310	953	11	c.	c.	PROPN
ajis02-310	953	12	h.	h.	PROPN
ajis02-310	953	13	(	(	PUNCT
ajis02-310	953	14	1983	1983	NUM
ajis02-310	953	15	)	)	PUNCT
ajis02-310	953	16	.	.	PUNCT
ajis02-310	954	1	"	"	PUNCT
ajis02-310	954	2	inductive	inductive	ADJ
ajis02-310	954	3	inference	inference	NOUN
ajis02-310	954	4	:	:	PUNCT
ajis02-310	954	5	theory	theory	NOUN
ajis02-310	954	6	and	and	CCONJ
ajis02-310	954	7	methods	method	NOUN
ajis02-310	954	8	"	"	PUNCT
ajis02-310	954	9	.	.	PUNCT
ajis02-310	955	1	acm	acm	PROPN
ajis02-310	955	2	computing	computing	NOUN
ajis02-310	955	3	surveys	survey	NOUN
ajis02-310	955	4	.	.	PUNCT
ajis02-310	956	1	vol	vol	NOUN
ajis02-310	956	2	.	.	PROPN
ajis02-310	957	1	15	15	NUM
ajis02-310	957	2	,	,	PUNCT
ajis02-310	957	3	no	no	INTJ
ajis02-310	957	4	.	.	NOUN
ajis02-310	957	5	3	3	NUM
ajis02-310	957	6	,	,	PUNCT
ajis02-310	957	7	pp	pp	ADJ
ajis02-310	957	8	.	.	PUNCT
ajis02-310	958	1	237	237	NUM
ajis02-310	958	2	-	-	SYM
ajis02-310	958	3	269	269	NUM
ajis02-310	958	4	.	.	PUNCT
ajis02-310	958	5	apte	apte	PROPN
ajis02-310	958	6	"	"	PUNCT
ajis02-310	958	7	,	,	PUNCT
ajis02-310	958	8	c.	c.	PROPN
ajis02-310	958	9	,	,	PUNCT
ajis02-310	958	10	et	et	PROPN
ajis02-310	958	11	al	al	PROPN
ajis02-310	958	12	.	.	PUNCT
ajis02-310	958	13	(	(	PUNCT
ajis02-310	958	14	1993	1993	NUM
ajis02-310	958	15	)	)	PUNCT
ajis02-310	958	16	.	.	PUNCT
ajis02-310	959	1	"	"	PUNCT
ajis02-310	959	2	knowledge	knowledge	NOUN
ajis02-310	959	3	discovery	discovery	NOUN
ajis02-310	959	4	for	for	ADP
ajis02-310	959	5	document	document	NOUN
ajis02-310	959	6	classification	classification	NOUN
ajis02-310	959	7	"	"	PUNCT
ajis02-310	959	8	.	.	PUNCT
ajis02-310	960	1	aaai-93	aaai-93	PROPN
ajis02-310	960	2	workshop	workshop	NOUN
ajis02-310	960	3	on	on	ADP
ajis02-310	960	4	knowledge	knowledge	NOUN
ajis02-310	960	5	discovery	discovery	NOUN
ajis02-310	960	6	in	in	ADP
ajis02-310	960	7	databases	database	NOUN
ajis02-310	960	8	,	,	PUNCT
ajis02-310	960	9	washington	washington	PROPN
ajis02-310	960	10	d.c	d.c	PROPN
ajis02-310	960	11	.	.	PROPN
ajis02-310	960	12	,	,	PUNCT
ajis02-310	960	13	aaai	aaai	PROPN
ajis02-310	960	14	press	press	PROPN
ajis02-310	960	15	,	,	PUNCT
ajis02-310	960	16	pp	pp	ADJ
ajis02-310	960	17	.	.	PUNCT
ajis02-310	961	1	326	326	NUM
ajis02-310	961	2	-	-	SYM
ajis02-310	961	3	336	336	NUM
ajis02-310	961	4	.	.	PUNCT
ajis02-310	961	5	asa	asa	PROPN
ajis02-310	961	6	,	,	PUNCT
ajis02-310	961	7	j.	j.	PROPN
ajis02-310	961	8	a.	a.	PROPN
ajis02-310	961	9	m.	m.	PROPN
ajis02-310	961	10	and	and	CCONJ
ajis02-310	961	11	mangano	mangano	PROPN
ajis02-310	961	12	,	,	PUNCT
ajis02-310	961	13	j.	j.	PROPN
ajis02-310	961	14	j.	j.	PROPN
ajis02-310	961	15	(	(	PUNCT
ajis02-310	961	16	1995	1995	NUM
ajis02-310	961	17	)	)	PUNCT
ajis02-310	961	18	.	.	PUNCT
ajis02-310	962	1	"	"	PUNCT
ajis02-310	962	2	selecting	select	VERB
ajis02-310	962	3	among	among	ADP
ajis02-310	962	4	rules	rule	NOUN
ajis02-310	962	5	induced	induce	VERB
ajis02-310	962	6	from	from	ADP
ajis02-310	962	7	a	a	DET
ajis02-310	962	8	hurricane	hurricane	NOUN
ajis02-310	962	9	database	database	NOUN
ajis02-310	962	10	"	"	PUNCT
ajis02-310	962	11	.	.	PUNCT
ajis02-310	963	1	journal	journal	NOUN
ajis02-310	963	2	of	of	ADP
ajis02-310	963	3	intelligent	intelligent	ADJ
ajis02-310	963	4	information	information	NOUN
ajis02-310	963	5	systems	system	NOUN
ajis02-310	963	6	.	.	PUNCT
ajis02-310	964	1	vol	vol	NOUN
ajis02-310	964	2	.	.	PROPN
ajis02-310	965	1	4	4	NUM
ajis02-310	965	2	,	,	PUNCT
ajis02-310	965	3	no	no	INTJ
ajis02-310	965	4	.	.	NOUN
ajis02-310	965	5	1	1	NUM
ajis02-310	965	6	,	,	PUNCT
ajis02-310	965	7	pp	pp	ADJ
ajis02-310	965	8	.	.	PUNCT
ajis02-310	966	1	39	39	NUM
ajis02-310	966	2	-	-	SYM
ajis02-310	966	3	52	52	NUM
ajis02-310	966	4	.	.	PUNCT
ajis02-310	967	1	beadle	beadle	PROPN
ajis02-310	967	2	,	,	PUNCT
ajis02-310	967	3	n.	n.	PROPN
ajis02-310	967	4	c.	c.	PROPN
ajis02-310	967	5	w.	w.	PROPN
ajis02-310	967	6	,	,	PUNCT
ajis02-310	967	7	et	et	PROPN
ajis02-310	967	8	al	al	PROPN
ajis02-310	967	9	.	.	PROPN
ajis02-310	967	10	(	(	PUNCT
ajis02-310	967	11	1986	1986	NUM
ajis02-310	967	12	)	)	PUNCT
ajis02-310	967	13	.	.	PUNCT
ajis02-310	968	1	flora	flora	NOUN
ajis02-310	968	2	of	of	ADP
ajis02-310	968	3	the	the	DET
ajis02-310	968	4	sydney	sydney	PROPN
ajis02-310	968	5	region	region	NOUN
ajis02-310	968	6	.	.	PUNCT
ajis02-310	969	1	new	new	ADJ
ajis02-310	969	2	south	south	PROPN
ajis02-310	969	3	wales	wales	PROPN
ajis02-310	969	4	,	,	PUNCT
ajis02-310	969	5	reed	reed	NOUN
ajis02-310	969	6	books	book	NOUN
ajis02-310	969	7	.	.	PUNCT
ajis02-310	970	1	bell	bell	PROPN
ajis02-310	970	2	,	,	PUNCT
ajis02-310	970	3	d.	d.	PROPN
ajis02-310	970	4	a.	a.	PROPN
ajis02-310	970	5	,	,	PUNCT
ajis02-310	970	6	et	et	PROPN
ajis02-310	970	7	al	al	PROPN
ajis02-310	970	8	.	.	PROPN
ajis02-310	970	9	(	(	PUNCT
ajis02-310	970	10	1994	1994	NUM
ajis02-310	970	11	)	)	PUNCT
ajis02-310	970	12	.	.	PUNCT
ajis02-310	971	1	"	"	PUNCT
ajis02-310	971	2	data	datum	NOUN
ajis02-310	971	3	mining	mining	NOUN
ajis02-310	971	4	in	in	ADP
ajis02-310	971	5	spatial	spatial	ADJ
ajis02-310	971	6	databases	database	NOUN
ajis02-310	971	7	"	"	PUNCT
ajis02-310	971	8	.	.	PUNCT
ajis02-310	972	1	international	international	ADJ
ajis02-310	972	2	workshop	workshop	NOUN
ajis02-310	972	3	on	on	ADP
ajis02-310	972	4	spatio	spatio	PROPN
ajis02-310	972	5	-	-	PUNCT
ajis02-310	972	6	temporal	temporal	ADJ
ajis02-310	972	7	databases	database	NOUN
ajis02-310	972	8	,	,	PUNCT
ajis02-310	972	9	benicassim	benicassim	NOUN
ajis02-310	972	10	,	,	PUNCT
ajis02-310	972	11	spain	spain	PROPN
ajis02-310	972	12	,	,	PUNCT
ajis02-310	972	13	berndt	berndt	PROPN
ajis02-310	972	14	,	,	PUNCT
ajis02-310	972	15	d.	d.	PROPN
ajis02-310	972	16	j.	j.	PROPN
ajis02-310	972	17	and	and	CCONJ
ajis02-310	972	18	clifford	clifford	PROPN
ajis02-310	972	19	,	,	PUNCT
ajis02-310	972	20	j.	j.	PROPN
ajis02-310	972	21	(	(	PUNCT
ajis02-310	972	22	1995	1995	NUM
ajis02-310	972	23	)	)	PUNCT
ajis02-310	972	24	.	.	PUNCT
ajis02-310	973	1	"	"	PUNCT
ajis02-310	973	2	finding	find	VERB
ajis02-310	973	3	patterns	pattern	NOUN
ajis02-310	973	4	in	in	ADP
ajis02-310	973	5	time	time	NOUN
ajis02-310	973	6	series	series	PROPN
ajis02-310	973	7	:	:	PUNCT
ajis02-310	973	8	a	a	DET
ajis02-310	973	9	dynamic	dynamic	ADJ
ajis02-310	973	10	programming	programming	NOUN
ajis02-310	973	11	approach	approach	NOUN
ajis02-310	973	12	"	"	PUNCT
ajis02-310	973	13	,	,	PUNCT
ajis02-310	973	14	in	in	ADP
ajis02-310	973	15	advances	advance	NOUN
ajis02-310	973	16	in	in	ADP
ajis02-310	973	17	knowledge	knowledge	NOUN
ajis02-310	973	18	discovery	discovery	NOUN
ajis02-310	973	19	and	and	CCONJ
ajis02-310	973	20	data	datum	NOUN
ajis02-310	973	21	mining	mining	NOUN
ajis02-310	973	22	.	.	PUNCT
ajis02-310	974	1	aaai	aaai	PROPN
ajis02-310	974	2	press/	press/	NUM
ajis02-310	974	3	mit	mit	PROPN
ajis02-310	974	4	press	press	NOUN
ajis02-310	974	5	,	,	PUNCT
ajis02-310	974	6	pp	pp	PROPN
ajis02-310	974	7	.	.	PUNCT
ajis02-310	975	1	229	229	NUM
ajis02-310	975	2	-	-	SYM
ajis02-310	975	3	248	248	NUM
ajis02-310	975	4	.	.	PUNCT
ajis02-310	976	1	bhandari	bhandari	PROPN
ajis02-310	976	2	,	,	PUNCT
ajis02-310	976	3	i.	i.	PROPN
ajis02-310	976	4	,	,	PUNCT
ajis02-310	976	5	et	et	PROPN
ajis02-310	976	6	al	al	PROPN
ajis02-310	976	7	.	.	PROPN
ajis02-310	976	8	(	(	PUNCT
ajis02-310	976	9	1997	1997	NUM
ajis02-310	976	10	)	)	PUNCT
ajis02-310	976	11	.	.	PUNCT
ajis02-310	977	1	"	"	PUNCT
ajis02-310	977	2	advanced	advanced	ADJ
ajis02-310	977	3	scout	scout	NOUN
ajis02-310	977	4	:	:	PUNCT
ajis02-310	977	5	data	datum	NOUN
ajis02-310	977	6	mining	mining	NOUN
ajis02-310	977	7	and	and	CCONJ
ajis02-310	977	8	knowledge	knowledge	NOUN
ajis02-310	977	9	discovery	discovery	NOUN
ajis02-310	977	10	in	in	ADP
ajis02-310	977	11	nba	nba	PROPN
ajis02-310	977	12	data	data	PROPN
ajis02-310	977	13	"	"	PUNCT
ajis02-310	977	14	.	.	PUNCT
ajis02-310	978	1	data	datum	NOUN
ajis02-310	978	2	mining	mining	NOUN
ajis02-310	978	3	and	and	CCONJ
ajis02-310	978	4	knowledge	knowledge	NOUN
ajis02-310	978	5	discovery	discovery	NOUN
ajis02-310	978	6	.	.	PUNCT
ajis02-310	979	1	vol	vol	NOUN
ajis02-310	979	2	.	.	PUNCT
ajis02-310	980	1	l	l	NOUN
ajis02-310	980	2	,	,	PUNCT
ajis02-310	980	3	no	no	INTJ
ajis02-310	980	4	.	.	PUNCT
ajis02-310	981	1	l	l	NOUN
ajis02-310	981	2	,	,	PUNCT
ajis02-310	981	3	pp	pp	ADJ
ajis02-310	981	4	.	.	PUNCT
ajis02-310	982	1	121	121	NUM
ajis02-310	982	2	-	-	SYM
ajis02-310	982	3	125	125	NUM
ajis02-310	982	4	.	.	PUNCT
ajis02-310	982	5	blum	blum	PROPN
ajis02-310	982	6	,	,	PUNCT
ajis02-310	982	7	r.	r.	PROPN
ajis02-310	982	8	l.	l.	PROPN
ajis02-310	982	9	(	(	PUNCT
ajis02-310	982	10	1982	1982	NUM
ajis02-310	982	11	)	)	PUNCT
ajis02-310	982	12	.	.	PUNCT
ajis02-310	983	1	"	"	PUNCT
ajis02-310	983	2	discovery	discovery	NOUN
ajis02-310	983	3	,	,	PUNCT
ajis02-310	983	4	confirmation	confirmation	NOUN
ajis02-310	983	5	,	,	PUNCT
ajis02-310	983	6	and	and	CCONJ
ajis02-310	983	7	incorporation	incorporation	NOUN
ajis02-310	983	8	of	of	ADP
ajis02-310	983	9	causal	causal	ADJ
ajis02-310	983	10	relationships	relationship	NOUN
ajis02-310	983	11	from	from	ADP
ajis02-310	983	12	a	a	DET
ajis02-310	983	13	large	large	ADJ
ajis02-310	983	14	timeoriented	timeoriente	VERB
ajis02-310	983	15	clinical	clinical	ADJ
ajis02-310	983	16	database	database	NOUN
ajis02-310	983	17	:	:	PUNCT
ajis02-310	983	18	the	the	DET
ajis02-310	983	19	rx	rx	PROPN
ajis02-310	983	20	project	project	NOUN
ajis02-310	983	21	"	"	PUNCT
ajis02-310	983	22	,	,	PUNCT
ajis02-310	983	23	in	in	ADP
ajis02-310	983	24	computers	computer	NOUN
ajis02-310	983	25	and	and	CCONJ
ajis02-310	983	26	biomedical	biomedical	ADJ
ajis02-310	983	27	research	research	NOUN
ajis02-310	983	28	.	.	PUNCT
ajis02-310	984	1	vol	vol	NOUN
ajis02-310	984	2	.	.	PROPN
ajis02-310	985	1	15	15	NUM
ajis02-310	985	2	.	.	PUNCT
ajis02-310	986	1	pp	pp	ADJ
ajis02-310	986	2	.	.	PUNCT
ajis02-310	987	1	164187	164187	NUM
ajis02-310	987	2	.	.	PUNCT
ajis02-310	988	1	bouguettaya	bouguettaya	NOUN
ajis02-310	988	2	,	,	PUNCT
ajis02-310	988	3	a.	a.	PROPN
ajis02-310	988	4	,	,	PUNCT
ajis02-310	988	5	et	et	PROPN
ajis02-310	988	6	al	al	PROPN
ajis02-310	988	7	.	.	PROPN
ajis02-310	988	8	(	(	PUNCT
ajis02-310	988	9	1997	1997	NUM
ajis02-310	988	10	)	)	PUNCT
ajis02-310	988	11	.	.	PUNCT
ajis02-310	989	1	"	"	PUNCT
ajis02-310	989	2	a	a	DET
ajis02-310	989	3	comparison	comparison	NOUN
ajis02-310	989	4	of	of	ADP
ajis02-310	989	5	group	group	NOUN
ajis02-310	989	6	-	-	PUNCT
ajis02-310	989	7	based	base	VERB
ajis02-310	989	8	and	and	CCONJ
ajis02-310	989	9	object	object	NOUN
ajis02-310	989	10	-	-	PUNCT
ajis02-310	989	11	based	base	VERB
ajis02-310	989	12	data	datum	NOUN
ajis02-310	989	13	clustering	cluster	VERB
ajis02-310	989	14	techniques	technique	NOUN
ajis02-310	989	15	"	"	PUNCT
ajis02-310	989	16	.	.	PUNCT
ajis02-310	990	1	eighth	eighth	ADJ
ajis02-310	990	2	international	international	ADJ
ajis02-310	990	3	database	database	NOUN
ajis02-310	990	4	workshop	workshop	NOUN
ajis02-310	990	5	,	,	PUNCT
ajis02-310	990	6	data	data	NOUN
ajis02-310	990	7	mining	mining	NOUN
ajis02-310	990	8	,	,	PUNCT
ajis02-310	990	9	data	datum	NOUN
ajis02-310	990	10	warehousing	warehousing	NOUN
ajis02-310	990	11	and	and	CCONJ
ajis02-310	990	12	client	client	NOUN
ajis02-310	990	13	/	/	SYM
ajis02-310	990	14	server	server	NOUN
ajis02-310	990	15	databases	database	NOUN
ajis02-310	990	16	.	.	PUNCT
ajis02-310	990	17	,	,	PUNCT
ajis02-310	990	18	hong	hong	PROPN
ajis02-310	990	19	kong	kong	PROPN
ajis02-310	990	20	,	,	PUNCT
ajis02-310	990	21	springer	springer	NOUN
ajis02-310	990	22	-	-	PUNCT
ajis02-310	990	23	verlag	verlag	PROPN
ajis02-310	990	24	singapore	singapore	PROPN
ajis02-310	990	25	,	,	PUNCT
ajis02-310	990	26	pp	pp	ADP
ajis02-310	990	27	.	.	PUNCT
ajis02-310	991	1	119	119	NUM
ajis02-310	991	2	-	-	SYM
ajis02-310	991	3	136	136	NUM
ajis02-310	991	4	.	.	PUNCT
ajis02-310	992	1	buntine	buntine	NOUN
ajis02-310	992	2	,	,	PUNCT
ajis02-310	992	3	w.	w.	PROPN
ajis02-310	992	4	l.	l.	PROPN
ajis02-310	992	5	and	and	CCONJ
ajis02-310	992	6	patel	patel	PROPN
ajis02-310	992	7	,	,	PUNCT
ajis02-310	992	8	t.	t.	PROPN
ajis02-310	992	9	(	(	PUNCT
ajis02-310	992	10	1995	1995	NUM
ajis02-310	992	11	)	)	PUNCT
ajis02-310	992	12	.	.	PUNCT
ajis02-310	993	1	"	"	PUNCT
ajis02-310	993	2	intelligent	intelligent	ADJ
ajis02-310	993	3	instruments	instrument	NOUN
ajis02-310	993	4	:	:	PUNCT
ajis02-310	993	5	discovering	discover	VERB
ajis02-310	993	6	how	how	SCONJ
ajis02-310	993	7	to	to	PART
ajis02-310	993	8	turn	turn	VERB
ajis02-310	993	9	spectral	spectral	ADJ
ajis02-310	993	10	data	datum	NOUN
ajis02-310	993	11	into	into	ADP
ajis02-310	993	12	information	information	NOUN
ajis02-310	993	13	"	"	PUNCT
ajis02-310	993	14	.	.	PUNCT
ajis02-310	994	1	first	first	ADJ
ajis02-310	994	2	international	international	ADJ
ajis02-310	994	3	conference	conference	NOUN
ajis02-310	994	4	on	on	ADP
ajis02-310	994	5	knowledge	knowledge	NOUN
ajis02-310	994	6	discovery	discovery	PROPN
ajis02-310	994	7	and	and	CCONJ
ajis02-310	994	8	data	datum	NOUN
ajis02-310	994	9	mining	mining	NOUN
ajis02-310	994	10	(	(	PUNCT
ajis02-310	994	11	kdd-95	kdd-95	NOUN
ajis02-310	994	12	)	)	PUNCT
ajis02-310	994	13	,	,	PUNCT
ajis02-310	994	14	montreal	montreal	PROPN
ajis02-310	994	15	,	,	PUNCT
ajis02-310	994	16	quebec	quebec	PROPN
ajis02-310	994	17	,	,	PUNCT
ajis02-310	994	18	canada	canada	PROPN
ajis02-310	994	19	,	,	PUNCT
ajis02-310	994	20	aaai	aaai	PROPN
ajis02-310	994	21	press	press	PROPN
ajis02-310	994	22	,	,	PUNCT
ajis02-310	994	23	menlo	menlo	NOUN
ajis02-310	994	24	park	park	PROPN
ajis02-310	994	25	,	,	PUNCT
ajis02-310	994	26	california	california	PROPN
ajis02-310	994	27	,	,	PUNCT
ajis02-310	994	28	pp	pp	ADJ
ajis02-310	994	29	.	.	PUNCT
ajis02-310	995	1	33	33	NUM
ajis02-310	995	2	-	-	SYM
ajis02-310	995	3	38	38	NUM
ajis02-310	995	4	.	.	PUNCT
ajis02-310	996	1	cai	cai	PROPN
ajis02-310	996	2	,	,	PUNCT
ajis02-310	996	3	y.	y.	PROPN
ajis02-310	996	4	,	,	PUNCT
ajis02-310	996	5	et	et	PROPN
ajis02-310	996	6	al	al	PROPN
ajis02-310	996	7	.	.	PUNCT
ajis02-310	996	8	(	(	PUNCT
ajis02-310	996	9	1990	1990	NUM
ajis02-310	996	10	)	)	PUNCT
ajis02-310	996	11	.	.	PUNCT
ajis02-310	997	1	"	"	PUNCT
ajis02-310	997	2	an	an	DET
ajis02-310	997	3	attribute	attribute	NOUN
ajis02-310	997	4	-	-	PUNCT
ajis02-310	997	5	oriented	orient	VERB
ajis02-310	997	6	approach	approach	NOUN
ajis02-310	997	7	for	for	ADP
ajis02-310	997	8	learning	learn	VERB
ajis02-310	997	9	classification	classification	NOUN
ajis02-310	997	10	rules	rule	NOUN
ajis02-310	997	11	from	from	ADP
ajis02-310	997	12	relational	relational	ADJ
ajis02-310	997	13	databases	database	NOUN
ajis02-310	997	14	"	"	PUNCT
ajis02-310	997	15	.	.	PUNCT
ajis02-310	998	1	sixth	sixth	ADJ
ajis02-310	998	2	ieee	ieee	NOUN
ajis02-310	998	3	international	international	ADJ
ajis02-310	998	4	conference	conference	NOUN
ajis02-310	998	5	on	on	ADP
ajis02-310	998	6	data	datum	NOUN
ajis02-310	998	7	engineering	engineering	NOUN
ajis02-310	998	8	,	,	PUNCT
ajis02-310	998	9	los	los	PROPN
ajis02-310	998	10	angeles	angeles	PROPN
ajis02-310	998	11	,	,	PUNCT
ajis02-310	998	12	ca	can	AUX
ajis02-310	998	13	,	,	PUNCT
ajis02-310	998	14	ieee	ieee	NOUN
ajis02-310	998	15	computer	computer	NOUN
ajis02-310	998	16	science	science	NOUN
ajis02-310	998	17	press	press	NOUN
ajis02-310	998	18	,	,	PUNCT
ajis02-310	998	19	pp	pp	ADP
ajis02-310	998	20	.	.	PUNCT
ajis02-310	999	1	281	281	NUM
ajis02-310	999	2	-	-	SYM
ajis02-310	999	3	288	288	NUM
ajis02-310	999	4	.	.	PUNCT
ajis02-310	1000	1	carter	carter	PROPN
ajis02-310	1000	2	,	,	PUNCT
ajis02-310	1000	3	c.	c.	PROPN
ajis02-310	1000	4	and	and	CCONJ
ajis02-310	1000	5	catlett	catlett	PROPN
ajis02-310	1000	6	,	,	PUNCT
ajis02-310	1000	7	j.	j.	PROPN
ajis02-310	1000	8	(	(	PUNCT
ajis02-310	1000	9	1987	1987	NUM
ajis02-310	1000	10	)	)	PUNCT
ajis02-310	1000	11	.	.	PUNCT
ajis02-310	1001	1	"	"	PUNCT
ajis02-310	1001	2	assessing	assess	VERB
ajis02-310	1001	3	credit	credit	NOUN
ajis02-310	1001	4	card	card	NOUN
ajis02-310	1001	5	applications	application	NOUN
ajis02-310	1001	6	using	use	VERB
ajis02-310	1001	7	machine	machine	NOUN
ajis02-310	1001	8	learning	learning	NOUN
ajis02-310	1001	9	"	"	PUNCT
ajis02-310	1001	10	.	.	PUNCT
ajis02-310	1002	1	ieee	ieee	PROPN
ajis02-310	1002	2	expert	expert	PROPN
ajis02-310	1002	3	no	no	PROPN
ajis02-310	1002	4	.	.	PUNCT
ajis02-310	1002	5	fall	fall	NOUN
ajis02-310	1002	6	,	,	PUNCT
ajis02-310	1002	7	pp	pp	ADJ
ajis02-310	1002	8	.	.	PUNCT
ajis02-310	1003	1	71	71	NUM
ajis02-310	1003	2	-	-	SYM
ajis02-310	1003	3	79	79	NUM
ajis02-310	1003	4	.	.	PUNCT
ajis02-310	1004	1	chan	chan	PROPN
ajis02-310	1004	2	,	,	PUNCT
ajis02-310	1004	3	k.	k.	PROPN
ajis02-310	1004	4	c.	c.	PROPN
ajis02-310	1004	5	c.	c.	PROPN
ajis02-310	1004	6	and	and	CCONJ
ajis02-310	1004	7	wong	wong	PROPN
ajis02-310	1004	8	,	,	PUNCT
ajis02-310	1004	9	a.	a.	PROPN
ajis02-310	1004	10	k.	k.	PROPN
ajis02-310	1004	11	c.	c.	PROPN
ajis02-310	1004	12	(	(	PUNCT
ajis02-310	1004	13	1991	1991	NUM
ajis02-310	1004	14	)	)	PUNCT
ajis02-310	1004	15	.	.	PUNCT
ajis02-310	1005	1	"	"	PUNCT
ajis02-310	1005	2	a	a	DET
ajis02-310	1005	3	statistical	statistical	ADJ
ajis02-310	1005	4	technique	technique	NOUN
ajis02-310	1005	5	for	for	ADP
ajis02-310	1005	6	extracting	extract	VERB
ajis02-310	1005	7	classificatory	classificatory	ADJ
ajis02-310	1005	8	knowledge	knowledge	NOUN
ajis02-310	1005	9	from	from	ADP
ajis02-310	1005	10	databases	database	NOUN
ajis02-310	1005	11	"	"	PUNCT
ajis02-310	1005	12	,	,	PUNCT
ajis02-310	1005	13	in	in	ADP
ajis02-310	1005	14	knowledge	knowledge	NOUN
ajis02-310	1005	15	discovery	discovery	NOUN
ajis02-310	1005	16	in	in	ADP
ajis02-310	1005	17	databases	database	NOUN
ajis02-310	1005	18	.	.	PUNCT
ajis02-310	1006	1	cambridge	cambridge	PROPN
ajis02-310	1006	2	,	,	PUNCT
ajis02-310	1006	3	ma	ma	PROPN
ajis02-310	1006	4	,	,	PUNCT
ajis02-310	1006	5	aaai	aaai	PROPN
ajis02-310	1006	6	press	press	PROPN
ajis02-310	1006	7	/	/	SYM
ajis02-310	1006	8	mit	mit	PROPN
ajis02-310	1006	9	press	press	NOUN
ajis02-310	1006	10	,	,	PUNCT
ajis02-310	1006	11	pp	pp	ADJ
ajis02-310	1006	12	.	.	PUNCT
ajis02-310	1007	1	107	107	NUM
ajis02-310	1007	2	-	-	SYM
ajis02-310	1007	3	123	123	NUM
ajis02-310	1007	4	,	,	PUNCT
ajis02-310	1007	5	(	(	PUNCT
ajis02-310	1007	6	ch	ch	NOUN
ajis02-310	1007	7	.	.	PROPN
ajis02-310	1007	8	6	6	NUM
ajis02-310	1007	9	)	)	PUNCT
ajis02-310	1007	10	.	.	PUNCT
ajis02-310	1008	1	chen	chen	PROPN
ajis02-310	1008	2	,	,	PUNCT
ajis02-310	1008	3	m.-s	m.-s	PROPN
ajis02-310	1008	4	.	.	PROPN
ajis02-310	1008	5	,	,	PUNCT
ajis02-310	1008	6	et	et	PROPN
ajis02-310	1008	7	al	al	PROPN
ajis02-310	1008	8	.	.	PUNCT
ajis02-310	1008	9	(	(	PUNCT
ajis02-310	1008	10	1996	1996	NUM
ajis02-310	1008	11	)	)	PUNCT
ajis02-310	1008	12	.	.	PUNCT
ajis02-310	1009	1	"	"	PUNCT
ajis02-310	1009	2	data	datum	NOUN
ajis02-310	1009	3	mining	mining	NOUN
ajis02-310	1009	4	:	:	PUNCT
ajis02-310	1009	5	an	an	DET
ajis02-310	1009	6	overview	overview	NOUN
ajis02-310	1009	7	from	from	ADP
ajis02-310	1009	8	database	database	PROPN
ajis02-310	1009	9	perspective	perspective	NOUN
ajis02-310	1009	10	"	"	PUNCT
ajis02-310	1009	11	.	.	PUNCT
ajis02-310	1010	1	ieee	ieee	NOUN
ajis02-310	1010	2	transactions	transaction	NOUN
ajis02-310	1010	3	on	on	ADP
ajis02-310	1010	4	knowledge	knowledge	NOUN
ajis02-310	1010	5	and	and	CCONJ
ajis02-310	1010	6	data	datum	NOUN
ajis02-310	1010	7	engineering	engineering	NOUN
ajis02-310	1010	8	.	.	PUNCT
ajis02-310	1011	1	vol	vol	NOUN
ajis02-310	1011	2	.	.	PROPN
ajis02-310	1011	3	8	8	NUM
ajis02-310	1011	4	,	,	PUNCT
ajis02-310	1011	5	no	no	INTJ
ajis02-310	1011	6	.	.	NOUN
ajis02-310	1011	7	6	6	NUM
ajis02-310	1011	8	.	.	X
ajis02-310	1012	1	chen	chen	PROPN
ajis02-310	1012	2	,	,	PUNCT
ajis02-310	1012	3	m.	m.	PROPN
ajis02-310	1012	4	s.	s.	PROPN
ajis02-310	1012	5	,	,	PUNCT
ajis02-310	1012	6	et	et	PROPN
ajis02-310	1012	7	al	al	PROPN
ajis02-310	1012	8	.	.	PUNCT
ajis02-310	1012	9	(	(	PUNCT
ajis02-310	1012	10	1996	1996	NUM
ajis02-310	1012	11	)	)	PUNCT
ajis02-310	1012	12	.	.	PUNCT
ajis02-310	1013	1	"	"	PUNCT
ajis02-310	1013	2	data	datum	NOUN
ajis02-310	1013	3	mining	mining	NOUN
ajis02-310	1013	4	for	for	ADP
ajis02-310	1013	5	path	path	NOUN
ajis02-310	1013	6	traversal	traversal	NOUN
ajis02-310	1013	7	patterns	pattern	NOUN
ajis02-310	1013	8	in	in	ADP
ajis02-310	1013	9	a	a	DET
ajis02-310	1013	10	web	web	NOUN
ajis02-310	1013	11	environment	environment	NOUN
ajis02-310	1013	12	"	"	PUNCT
ajis02-310	1013	13	.	.	PUNCT
ajis02-310	1014	1	sixteenth	sixteenth	ADJ
ajis02-310	1014	2	international	international	ADJ
ajis02-310	1014	3	conference	conference	NOUN
ajis02-310	1014	4	on	on	ADP
ajis02-310	1014	5	distributed	distribute	VERB
ajis02-310	1014	6	computing	computing	NOUN
ajis02-310	1014	7	systems	system	NOUN
ajis02-310	1014	8	,	,	PUNCT
ajis02-310	1014	9	pp	pp	ADP
ajis02-310	1014	10	.	.	PUNCT
ajis02-310	1015	1	385	385	NUM
ajis02-310	1015	2	-	-	SYM
ajis02-310	1015	3	392	392	NUM
ajis02-310	1015	4	.	.	PUNCT
ajis02-310	1015	5	chundi	chundi	NOUN
ajis02-310	1015	6	,	,	PUNCT
ajis02-310	1015	7	p.	p.	NOUN
ajis02-310	1015	8	and	and	CCONJ
ajis02-310	1015	9	dayal	dayal	PROPN
ajis02-310	1015	10	,	,	PUNCT
ajis02-310	1015	11	u.	u.	PROPN
ajis02-310	1015	12	(	(	PUNCT
ajis02-310	1015	13	1997	1997	NUM
ajis02-310	1015	14	)	)	PUNCT
ajis02-310	1015	15	.	.	PUNCT
ajis02-310	1016	1	"	"	PUNCT
ajis02-310	1016	2	an	an	DET
ajis02-310	1016	3	application	application	NOUN
ajis02-310	1016	4	of	of	ADP
ajis02-310	1016	5	adaptive	adaptive	ADJ
ajis02-310	1016	6	data	datum	NOUN
ajis02-310	1016	7	mining	mining	NOUN
ajis02-310	1016	8	:	:	PUNCT
ajis02-310	1016	9	facilitating	facilitate	VERB
ajis02-310	1016	10	web	web	NOUN
ajis02-310	1016	11	information	information	NOUN
ajis02-310	1016	12	access	access	NOUN
ajis02-310	1016	13	"	"	PUNCT
ajis02-310	1016	14	.	.	PUNCT
ajis02-310	1017	1	1997	1997	NUM
ajis02-310	1017	2	sigmod	sigmod	NOUN
ajis02-310	1017	3	workshop	workshop	NOUN
ajis02-310	1017	4	on	on	ADP
ajis02-310	1017	5	research	research	NOUN
ajis02-310	1017	6	issues	issue	NOUN
ajis02-310	1017	7	on	on	ADP
ajis02-310	1017	8	data	datum	NOUN
ajis02-310	1017	9	mining	mining	NOUN
ajis02-310	1017	10	and	and	CCONJ
ajis02-310	1017	11	knowledge	knowledge	NOUN
ajis02-310	1017	12	discovery	discovery	PROPN
ajis02-310	1017	13	,	,	PUNCT
ajis02-310	1017	14	arizona	arizona	PROPN
ajis02-310	1017	15	,	,	PUNCT
ajis02-310	1017	16	usa	usa	PROPN
ajis02-310	1017	17	,	,	PUNCT
ajis02-310	1017	18	pp	pp	PROPN
ajis02-310	1017	19	.	.	PUNCT
ajis02-310	1018	1	31	31	NUM
ajis02-310	1018	2	-	-	SYM
ajis02-310	1018	3	37	37	NUM
ajis02-310	1018	4	.	.	PUNCT
ajis02-310	1019	1	ciesielski	ciesielski	NOUN
ajis02-310	1019	2	,	,	PUNCT
ajis02-310	1019	3	v.	v.	PROPN
ajis02-310	1019	4	and	and	CCONJ
ajis02-310	1019	5	palstra	palstra	PROPN
ajis02-310	1019	6	,	,	PUNCT
ajis02-310	1019	7	g.	g.	PROPN
ajis02-310	1019	8	(	(	PUNCT
ajis02-310	1019	9	1996	1996	NUM
ajis02-310	1019	10	)	)	PUNCT
ajis02-310	1019	11	.	.	PUNCT
ajis02-310	1020	1	"	"	PUNCT
ajis02-310	1020	2	using	use	VERB
ajis02-310	1020	3	a	a	DET
ajis02-310	1020	4	hybrid	hybrid	ADJ
ajis02-310	1020	5	neural	neural	ADJ
ajis02-310	1020	6	/	/	SYM
ajis02-310	1020	7	expert	expert	NOUN
ajis02-310	1020	8	system	system	NOUN
ajis02-310	1020	9	for	for	ADP
ajis02-310	1020	10	data	datum	NOUN
ajis02-310	1020	11	base	base	NOUN
ajis02-310	1020	12	mining	mining	NOUN
ajis02-310	1020	13	in	in	ADP
ajis02-310	1020	14	market	market	NOUN
ajis02-310	1020	15	survey	survey	NOUN
ajis02-310	1020	16	data	datum	NOUN
ajis02-310	1020	17	"	"	PUNCT
ajis02-310	1020	18	.	.	PUNCT
ajis02-310	1021	1	second	second	ADJ
ajis02-310	1021	2	international	international	ADJ
ajis02-310	1021	3	conference	conference	NOUN
ajis02-310	1021	4	on	on	ADP
ajis02-310	1021	5	knowledge	knowledge	NOUN
ajis02-310	1021	6	discovery	discovery	PROPN
ajis02-310	1021	7	and	and	CCONJ
ajis02-310	1021	8	data	datum	NOUN
ajis02-310	1021	9	mining	mining	NOUN
ajis02-310	1021	10	(	(	PUNCT
ajis02-310	1021	11	kdd96	kdd96	PROPN
ajis02-310	1021	12	)	)	PUNCT
ajis02-310	1021	13	,	,	PUNCT
ajis02-310	1021	14	portland	portland	PROPN
ajis02-310	1021	15	,	,	PUNCT
ajis02-310	1021	16	oregon	oregon	PROPN
ajis02-310	1021	17	,	,	PUNCT
ajis02-310	1021	18	aaai	aaai	PROPN
ajis02-310	1021	19	press	press	PROPN
ajis02-310	1021	20	,	,	PUNCT
ajis02-310	1021	21	menlo	menlo	NOUN
ajis02-310	1021	22	park	park	PROPN
ajis02-310	1021	23	,	,	PUNCT
ajis02-310	1021	24	california	california	PROPN
ajis02-310	1021	25	,	,	PUNCT
ajis02-310	1021	26	pp	pp	ADJ
ajis02-310	1021	27	.	.	PUNCT
ajis02-310	1022	1	38	38	NUM
ajis02-310	1022	2	-	-	SYM
ajis02-310	1022	3	43	43	NUM
ajis02-310	1022	4	.	.	PUNCT
ajis02-310	1023	1	czyzewski	czyzewski	NOUN
ajis02-310	1023	2	,	,	PUNCT
ajis02-310	1023	3	a.	a.	NOUN
ajis02-310	1023	4	(	(	PUNCT
ajis02-310	1023	5	1996	1996	NUM
ajis02-310	1023	6	)	)	PUNCT
ajis02-310	1023	7	.	.	PUNCT
ajis02-310	1024	1	"	"	PUNCT
ajis02-310	1024	2	mining	mining	NOUN
ajis02-310	1024	3	knowledge	knowledge	NOUN
ajis02-310	1024	4	in	in	ADP
ajis02-310	1024	5	noisy	noisy	ADJ
ajis02-310	1024	6	audio	audio	ADJ
ajis02-310	1024	7	data	datum	NOUN
ajis02-310	1024	8	"	"	PUNCT
ajis02-310	1024	9	.	.	PUNCT
ajis02-310	1025	1	second	second	ADJ
ajis02-310	1025	2	international	international	ADJ
ajis02-310	1025	3	conference	conference	NOUN
ajis02-310	1025	4	on	on	ADP
ajis02-310	1025	5	knowledge	knowledge	NOUN
ajis02-310	1025	6	discovery	discovery	PROPN
ajis02-310	1025	7	and	and	CCONJ
ajis02-310	1025	8	data	datum	NOUN
ajis02-310	1025	9	mining	mining	NOUN
ajis02-310	1025	10	(	(	PUNCT
ajis02-310	1025	11	kdd96	kdd96	PROPN
ajis02-310	1025	12	)	)	PUNCT
ajis02-310	1025	13	,	,	PUNCT
ajis02-310	1025	14	portland	portland	PROPN
ajis02-310	1025	15	,	,	PUNCT
ajis02-310	1025	16	oregon	oregon	PROPN
ajis02-310	1025	17	,	,	PUNCT
ajis02-310	1025	18	aaai	aaai	PROPN
ajis02-310	1025	19	press	press	PROPN
ajis02-310	1025	20	,	,	PUNCT
ajis02-310	1025	21	menlo	menlo	NOUN
ajis02-310	1025	22	park	park	PROPN
ajis02-310	1025	23	,	,	PUNCT
ajis02-310	1025	24	california	california	PROPN
ajis02-310	1025	25	.	.	PUNCT
ajis02-310	1026	1	pp	pp	ADJ
ajis02-310	1026	2	.	.	PUNCT
ajis02-310	1027	1	220	220	NUM
ajis02-310	1027	2	-	-	SYM
ajis02-310	1027	3	225	225	NUM
ajis02-310	1027	4	.	.	PUNCT
ajis02-310	1028	1	davies	davy	NOUN
ajis02-310	1028	2	,	,	PUNCT
ajis02-310	1028	3	w.	w.	PROPN
ajis02-310	1028	4	and	and	CCONJ
ajis02-310	1028	5	edwards	edwards	PROPN
ajis02-310	1028	6	,	,	PUNCT
ajis02-310	1028	7	p.	p.	NOUN
ajis02-310	1028	8	(	(	PUNCT
ajis02-310	1028	9	1995a	1995a	NUM
ajis02-310	1028	10	)	)	PUNCT
ajis02-310	1028	11	.	.	PUNCT
ajis02-310	1029	1	"	"	PUNCT
ajis02-310	1029	2	distributed	distribute	VERB
ajis02-310	1029	3	learning	learning	NOUN
ajis02-310	1029	4	:	:	PUNCT
ajis02-310	1029	5	an	an	DET
ajis02-310	1029	6	agent	agent	NOUN
ajis02-310	1029	7	-	-	PUNCT
ajis02-310	1029	8	based	base	VERB
ajis02-310	1029	9	approach	approach	NOUN
ajis02-310	1029	10	to	to	ADP
ajis02-310	1029	11	data	data	NOUN
ajis02-310	1029	12	-	-	PUNCT
ajis02-310	1029	13	mining	mining	NOUN
ajis02-310	1029	14	"	"	PUNCT
ajis02-310	1029	15	.	.	PUNCT
ajis02-310	1030	1	ml95	ml95	PROPN
ajis02-310	1030	2	workshop	workshop	NOUN
ajis02-310	1030	3	on	on	ADP
ajis02-310	1030	4	agents	agent	NOUN
ajis02-310	1030	5	that	that	PRON
ajis02-310	1030	6	learn	learn	VERB
ajis02-310	1030	7	from	from	ADP
ajis02-310	1030	8	other	other	ADJ
ajis02-310	1030	9	agents	agent	NOUN
ajis02-310	1030	10	,	,	PUNCT
ajis02-310	1030	11	davies	davy	NOUN
ajis02-310	1030	12	,	,	PUNCT
ajis02-310	1030	13	w.	w.	PROPN
ajis02-310	1030	14	h.	h.	PROPN
ajis02-310	1030	15	e.	e.	PROPN
ajis02-310	1030	16	and	and	CCONJ
ajis02-310	1030	17	edwards	edwards	PROPN
ajis02-310	1030	18	,	,	PUNCT
ajis02-310	1030	19	p.	p.	NOUN
ajis02-310	1030	20	(	(	PUNCT
ajis02-310	1030	21	1995b	1995b	NUM
ajis02-310	1030	22	)	)	PUNCT
ajis02-310	1030	23	.	.	PUNCT
ajis02-310	1031	1	"	"	PUNCT
ajis02-310	1031	2	agent	agent	NOUN
ajis02-310	1031	3	-	-	PUNCT
ajis02-310	1031	4	based	base	VERB
ajis02-310	1031	5	knowledge	knowledge	NOUN
ajis02-310	1031	6	discovery	discovery	NOUN
ajis02-310	1031	7	"	"	PUNCT
ajis02-310	1031	8	.	.	PUNCT
ajis02-310	1032	1	aaai	aaai	PROPN
ajis02-310	1032	2	spring	spring	NOUN
ajis02-310	1032	3	symposium	symposium	NOUN
ajis02-310	1032	4	on	on	ADP
ajis02-310	1032	5	information	information	NOUN
ajis02-310	1032	6	gathering	gathering	NOUN
ajis02-310	1032	7	from	from	ADP
ajis02-310	1032	8	heterogeneous	heterogeneous	ADJ
ajis02-310	1032	9	,	,	PUNCT
ajis02-310	1032	10	distributed	distributed	ADJ
ajis02-310	1032	11	environments	environment	NOUN
ajis02-310	1032	12	.	.	PUNCT
ajis02-310	1032	13	,	,	PUNCT
ajis02-310	1032	14	aaai	aaai	PROPN
ajis02-310	1032	15	press	press	PROPN
ajis02-310	1032	16	,	,	PUNCT
ajis02-310	1032	17	menlo	menlo	NOUN
ajis02-310	1032	18	park	park	NOUN
ajis02-310	1032	19	,	,	PUNCT
ajis02-310	1032	20	ca	ca	PROPN
ajis02-310	1032	21	,	,	PUNCT
ajis02-310	1032	22	u.s.a	u.s.a	PROPN
ajis02-310	1032	23	.	.	PUNCT
ajis02-310	1033	1	pp	pp	ADJ
ajis02-310	1033	2	.	.	PUNCT
ajis02-310	1034	1	34	34	NUM
ajis02-310	1034	2	-	-	SYM
ajis02-310	1034	3	37	37	NUM
ajis02-310	1034	4	.	.	PUNCT
ajis02-310	1035	1	djoko	djoko	PROPN
ajis02-310	1035	2	,	,	PUNCT
ajis02-310	1035	3	s.	s.	PROPN
ajis02-310	1035	4	,	,	PUNCT
ajis02-310	1035	5	et	et	PROPN
ajis02-310	1035	6	al	al	PROPN
ajis02-310	1035	7	.	.	PROPN
ajis02-310	1035	8	(	(	PUNCT
ajis02-310	1035	9	1995	1995	NUM
ajis02-310	1035	10	)	)	PUNCT
ajis02-310	1035	11	.	.	PUNCT
ajis02-310	1036	1	"	"	PUNCT
ajis02-310	1036	2	analyzing	analyze	VERB
ajis02-310	1036	3	the	the	DET
ajis02-310	1036	4	benefits	benefit	NOUN
ajis02-310	1036	5	of	of	ADP
ajis02-310	1036	6	domain	domain	NOUN
ajis02-310	1036	7	knowledge	knowledge	NOUN
ajis02-310	1036	8	in	in	ADP
ajis02-310	1036	9	substructure	substructure	NOUN
ajis02-310	1036	10	discovery	discovery	NOUN
ajis02-310	1036	11	"	"	PUNCT
ajis02-310	1036	12	.	.	PUNCT
ajis02-310	1037	1	first	first	ADJ
ajis02-310	1037	2	international	international	ADJ
ajis02-310	1037	3	conference	conference	NOUN
ajis02-310	1037	4	on	on	ADP
ajis02-310	1037	5	knowledge	knowledge	NOUN
ajis02-310	1037	6	discovery	discovery	PROPN
ajis02-310	1037	7	and	and	CCONJ
ajis02-310	1037	8	data	datum	NOUN
ajis02-310	1037	9	mining	mining	NOUN
ajis02-310	1037	10	(	(	PUNCT
ajis02-310	1037	11	kdd-95	kdd-95	NOUN
ajis02-310	1037	12	)	)	PUNCT
ajis02-310	1037	13	,	,	PUNCT
ajis02-310	1037	14	montreal	montreal	PROPN
ajis02-310	1037	15	,	,	PUNCT
ajis02-310	1037	16	quebec	quebec	PROPN
ajis02-310	1037	17	,	,	PUNCT
ajis02-310	1037	18	canada	canada	PROPN
ajis02-310	1037	19	,	,	PUNCT
ajis02-310	1037	20	aaai	aaai	PROPN
ajis02-310	1037	21	press	press	PROPN
ajis02-310	1037	22	,	,	PUNCT
ajis02-310	1037	23	menlo	menlo	NOUN
ajis02-310	1037	24	park	park	PROPN
ajis02-310	1037	25	,	,	PUNCT
ajis02-310	1037	26	california	california	PROPN
ajis02-310	1037	27	,	,	PUNCT
ajis02-310	1037	28	pp	pp	ADJ
ajis02-310	1037	29	.	.	PUNCT
ajis02-310	1038	1	75	75	NUM
ajis02-310	1038	2	-	-	SYM
ajis02-310	1038	3	80	80	NUM
ajis02-310	1038	4	.	.	PUNCT
ajis02-310	1039	1	124	124	NUM
ajis02-310	1039	2	ajis	ajis	NOUN
ajis02-310	1039	3	vol	vol	NOUN
ajis02-310	1039	4	.	.	PROPN
ajis02-310	1039	5	6	6	NUM
ajis02-310	1039	6	no	no	NOUN
ajis02-310	1039	7	.	.	NOUN
ajis02-310	1039	8	2	2	NUM
ajis02-310	1039	9	may	may	PROPN
ajis02-310	1039	10	1999	1999	NUM
ajis02-310	1039	11	elmasri	elmasri	ADJ
ajis02-310	1039	12	,	,	PUNCT
ajis02-310	1039	13	r.	r.	PROPN
ajis02-310	1039	14	and	and	CCONJ
ajis02-310	1039	15	navathe	navathe	PROPN
ajis02-310	1039	16	,	,	PUNCT
ajis02-310	1039	17	s.	s.	PROPN
ajis02-310	1039	18	(	(	PUNCT
ajis02-310	1039	19	1989	1989	NUM
ajis02-310	1039	20	)	)	PUNCT
ajis02-310	1039	21	.	.	PUNCT
ajis02-310	1040	1	fundamentals	fundamental	NOUN
ajis02-310	1040	2	of	of	ADP
ajis02-310	1040	3	database	database	NOUN
ajis02-310	1040	4	systems	system	NOUN
ajis02-310	1040	5	.	.	PUNCT
ajis02-310	1041	1	redwood	redwood	NOUN
ajis02-310	1041	2	city	city	PROPN
ajis02-310	1041	3	,	,	PUNCT
ajis02-310	1041	4	ca	ca	PROPN
ajis02-310	1041	5	,	,	PUNCT
ajis02-310	1041	6	benjamin	benjamin	PROPN
ajis02-310	1041	7	/	/	SYM
ajis02-310	1041	8	cummings	cummings	PROPN
ajis02-310	1041	9	.	.	PUNCT
ajis02-310	1042	1	ester	ester	NOUN
ajis02-310	1042	2	,	,	PUNCT
ajis02-310	1042	3	m.	m.	NOUN
ajis02-310	1042	4	,	,	PUNCT
ajis02-310	1042	5	el	el	PROPN
ajis02-310	1042	6	al	al	PROPN
ajis02-310	1042	7	.	.	PROPN
ajis02-310	1042	8	(	(	PUNCT
ajis02-310	1042	9	1995	1995	NUM
ajis02-310	1042	10	)	)	PUNCT
ajis02-310	1042	11	.	.	PUNCT
ajis02-310	1043	1	"	"	PUNCT
ajis02-310	1043	2	knowledge	knowledge	NOUN
ajis02-310	1043	3	discovery	discovery	NOUN
ajis02-310	1043	4	in	in	ADP
ajis02-310	1043	5	large	large	ADJ
ajis02-310	1043	6	spatial	spatial	ADJ
ajis02-310	1043	7	databases	database	NOUN
ajis02-310	1043	8	:	:	PUNCT
ajis02-310	1043	9	focusing	focus	VERB
ajis02-310	1043	10	techniques	technique	NOUN
ajis02-310	1043	11	for	for	ADP
ajis02-310	1043	12	efficient	efficient	ADJ
ajis02-310	1043	13	class	class	NOUN
ajis02-310	1043	14	identification	identification	NOUN
ajis02-310	1043	15	"	"	PUNCT
ajis02-310	1043	16	.	.	PUNCT
ajis02-310	1044	1	fourth	fourth	ADJ
ajis02-310	1044	2	international	international	ADJ
ajis02-310	1044	3	symposium	symposium	NOUN
ajis02-310	1044	4	on	on	ADP
ajis02-310	1044	5	large	large	ADJ
ajis02-310	1044	6	spatial	spatial	ADJ
ajis02-310	1044	7	databases	database	NOUN
ajis02-310	1044	8	,	,	PUNCT
ajis02-310	1044	9	maine	maine	NOUN
ajis02-310	1044	10	,	,	PUNCT
ajis02-310	1044	11	fayyad	fayyad	PROPN
ajis02-310	1044	12	,	,	PUNCT
ajis02-310	1044	13	u.	u.	PROPN
ajis02-310	1044	14	,	,	PUNCT
ajis02-310	1044	15	m.	m.	NOUN
ajis02-310	1044	16	,	,	PUNCT
ajis02-310	1044	17	et	et	PROPN
ajis02-310	1044	18	al	al	PROPN
ajis02-310	1044	19	.	.	PUNCT
ajis02-310	1044	20	(	(	PUNCT
ajis02-310	1044	21	1996a	1996a	NUM
ajis02-310	1044	22	)	)	PUNCT
ajis02-310	1044	23	.	.	PUNCT
ajis02-310	1045	1	"	"	PUNCT
ajis02-310	1045	2	from	from	ADP
ajis02-310	1045	3	data	datum	NOUN
ajis02-310	1045	4	mining	mining	NOUN
ajis02-310	1045	5	to	to	ADP
ajis02-310	1045	6	knowledge	knowledge	NOUN
ajis02-310	1045	7	discovery	discovery	NOUN
ajis02-310	1045	8	:	:	PUNCT
ajis02-310	1045	9	an	an	DET
ajis02-310	1045	10	overview	overview	NOUN
ajis02-310	1045	11	"	"	PUNCT
ajis02-310	1045	12	,	,	PUNCT
ajis02-310	1045	13	in	in	ADP
ajis02-310	1045	14	advances	advance	NOUN
ajis02-310	1045	15	in	in	ADP
ajis02-310	1045	16	knowledge	knowledge	NOUN
ajis02-310	1045	17	discovery	discovery	NOUN
ajis02-310	1045	18	and	and	CCONJ
ajis02-310	1045	19	data	datum	NOUN
ajis02-310	1045	20	mining	mining	NOUN
ajis02-310	1045	21	.	.	PUNCT
ajis02-310	1046	1	aaai	aaai	PROPN
ajis02-310	1046	2	press/	press/	NUM
ajis02-310	1046	3	mit	mit	PROPN
ajis02-310	1046	4	press	press	NOUN
ajis02-310	1046	5	,	,	PUNCT
ajis02-310	1046	6	pp	pp	ADJ
ajis02-310	1046	7	.	.	PUNCT
ajis02-310	1047	1	1	1	NUM
ajis02-310	1047	2	-	-	SYM
ajis02-310	1047	3	34	34	NUM
ajis02-310	1047	4	.	.	PUNCT
ajis02-310	1048	1	fayyad	fayyad	PROPN
ajis02-310	1048	2	,	,	PUNCT
ajis02-310	1048	3	u.	u.	PROPN
ajis02-310	1048	4	,	,	PUNCT
ajis02-310	1048	5	m.	m.	NOUN
ajis02-310	1048	6	,	,	PUNCT
ajis02-310	1048	7	et	et	PROPN
ajis02-310	1048	8	al	al	PROPN
ajis02-310	1048	9	.	.	PROPN
ajis02-310	1048	10	,	,	PUNCT
ajis02-310	1048	11	ed	ed	NOUN
ajis02-310	1048	12	.	.	PUNCT
ajis02-310	1048	13	(	(	PUNCT
ajis02-310	1048	14	1996b	1996b	NUM
ajis02-310	1048	15	)	)	PUNCT
ajis02-310	1048	16	.	.	PUNCT
ajis02-310	1049	1	advances	advance	NOUN
ajis02-310	1049	2	in	in	ADP
ajis02-310	1049	3	knowledge	knowledge	NOUN
ajis02-310	1049	4	discovery	discovery	NOUN
ajis02-310	1049	5	and	and	CCONJ
ajis02-310	1049	6	data	datum	NOUN
ajis02-310	1049	7	mining	mining	NOUN
ajis02-310	1049	8	.	.	PUNCT
ajis02-310	1050	1	menlo	menlo	PROPN
ajis02-310	1050	2	park	park	PROPN
ajis02-310	1050	3	,	,	PUNCT
ajis02-310	1050	4	california	california	PROPN
ajis02-310	1050	5	,	,	PUNCT
ajis02-310	1050	6	aaai	aaai	PROPN
ajis02-310	1050	7	press	press	PROPN
ajis02-310	1050	8	.	.	PUNCT
ajis02-310	1051	1	fayyad	fayyad	PROPN
ajis02-310	1051	2	,	,	PUNCT
ajis02-310	1051	3	u.	u.	PROPN
ajis02-310	1051	4	m.	m.	PROPN
ajis02-310	1051	5	,	,	PUNCT
ajis02-310	1051	6	et	et	PROPN
ajis02-310	1051	7	al	al	PROPN
ajis02-310	1051	8	.	.	PUNCT
ajis02-310	1051	9	(	(	PUNCT
ajis02-310	1051	10	1993	1993	NUM
ajis02-310	1051	11	)	)	PUNCT
ajis02-310	1051	12	.	.	PUNCT
ajis02-310	1052	1	"	"	PUNCT
ajis02-310	1052	2	automated	automate	VERB
ajis02-310	1052	3	analysis	analysis	NOUN
ajis02-310	1052	4	of	of	ADP
ajis02-310	1052	5	a	a	DET
ajis02-310	1052	6	large	large	ADJ
ajis02-310	1052	7	-	-	PUNCT
ajis02-310	1052	8	scale	scale	NOUN
ajis02-310	1052	9	sky	sky	NOUN
ajis02-310	1052	10	survey	survey	NOUN
ajis02-310	1052	11	:	:	PUNCT
ajis02-310	1052	12	the	the	DET
ajis02-310	1052	13	skicat	skicat	ADJ
ajis02-310	1052	14	system	system	NOUN
ajis02-310	1052	15	"	"	PUNCT
ajis02-310	1052	16	.	.	PUNCT
ajis02-310	1053	1	aaai93	aaai93	PROPN
ajis02-310	1053	2	workshop	workshop	VERB
ajis02-310	1053	3	on	on	ADP
ajis02-310	1053	4	knowledge	knowledge	NOUN
ajis02-310	1053	5	discovery	discovery	NOUN
ajis02-310	1053	6	in	in	ADP
ajis02-310	1053	7	databases	database	NOUN
ajis02-310	1053	8	(	(	PUNCT
ajis02-310	1053	9	kdd	kdd	PROPN
ajis02-310	1053	10	'	'	NUM
ajis02-310	1053	11	93	93	NUM
ajis02-310	1053	12	)	)	PUNCT
ajis02-310	1053	13	,	,	PUNCT
ajis02-310	1053	14	washington	washington	PROPN
ajis02-310	1053	15	d.c	d.c	PROPN
ajis02-310	1053	16	.	.	PROPN
ajis02-310	1053	17	,	,	PUNCT
ajis02-310	1053	18	aaai	aaai	PROPN
ajis02-310	1053	19	press	press	PROPN
ajis02-310	1053	20	,	,	PUNCT
ajis02-310	1053	21	menlo	menlo	NOUN
ajis02-310	1053	22	park	park	PROPN
ajis02-310	1053	23	,	,	PUNCT
ajis02-310	1053	24	california	california	PROPN
ajis02-310	1053	25	,	,	PUNCT
ajis02-310	1053	26	pp	pp	ADJ
ajis02-310	1053	27	.	.	PUNCT
ajis02-310	1054	1	1	1	NUM
ajis02-310	1054	2	-	-	SYM
ajis02-310	1054	3	13	13	NUM
ajis02-310	1054	4	.	.	PUNCT
ajis02-310	1055	1	feelders	feelder	NOUN
ajis02-310	1055	2	,	,	PUNCT
ajis02-310	1055	3	a.	a.	PROPN
ajis02-310	1055	4	j.	j.	PROPN
ajis02-310	1055	5	,	,	PUNCT
ajis02-310	1055	6	et	et	PROPN
ajis02-310	1055	7	al	al	PROPN
ajis02-310	1055	8	.	.	PROPN
ajis02-310	1055	9	(	(	PUNCT
ajis02-310	1055	10	1995	1995	NUM
ajis02-310	1055	11	)	)	PUNCT
ajis02-310	1055	12	.	.	PUNCT
ajis02-310	1056	1	"	"	PUNCT
ajis02-310	1056	2	data	datum	NOUN
ajis02-310	1056	3	mining	mining	NOUN
ajis02-310	1056	4	for	for	ADP
ajis02-310	1056	5	loan	loan	NOUN
ajis02-310	1056	6	evaluation	evaluation	NOUN
ajis02-310	1056	7	at	at	ADP
ajis02-310	1056	8	abn	abn	PROPN
ajis02-310	1056	9	amro	amro	NOUN
ajis02-310	1056	10	:	:	PUNCT
ajis02-310	1056	11	a	a	DET
ajis02-310	1056	12	case	case	NOUN
ajis02-310	1056	13	study	study	NOUN
ajis02-310	1056	14	"	"	PUNCT
ajis02-310	1056	15	.	.	PUNCT
ajis02-310	1057	1	first	first	ADJ
ajis02-310	1057	2	international	international	ADJ
ajis02-310	1057	3	conference	conference	NOUN
ajis02-310	1057	4	on	on	ADP
ajis02-310	1057	5	knowledge	knowledge	NOUN
ajis02-310	1057	6	discovery	discovery	PROPN
ajis02-310	1057	7	and	and	CCONJ
ajis02-310	1057	8	data	datum	NOUN
ajis02-310	1057	9	mining	mining	NOUN
ajis02-310	1057	10	(	(	PUNCT
ajis02-310	1057	11	kdd-95	kdd-95	NOUN
ajis02-310	1057	12	)	)	PUNCT
ajis02-310	1057	13	,	,	PUNCT
ajis02-310	1057	14	montreal	montreal	PROPN
ajis02-310	1057	15	,	,	PUNCT
ajis02-310	1057	16	quebec	quebec	PROPN
ajis02-310	1057	17	,	,	PUNCT
ajis02-310	1057	18	canada	canada	PROPN
ajis02-310	1057	19	,	,	PUNCT
ajis02-310	1057	20	aaai	aaai	PROPN
ajis02-310	1057	21	press	press	PROPN
ajis02-310	1057	22	,	,	PUNCT
ajis02-310	1057	23	menlo	menlo	NOUN
ajis02-310	1057	24	park	park	PROPN
ajis02-310	1057	25	,	,	PUNCT
ajis02-310	1057	26	california	california	PROPN
ajis02-310	1057	27	,	,	PUNCT
ajis02-310	1057	28	pp	pp	PROPN
ajis02-310	1057	29	.	.	PUNCT
ajis02-310	1058	1	106	106	NUM
ajis02-310	1058	2	-	-	SYM
ajis02-310	1058	3	111	111	NUM
ajis02-310	1058	4	.	.	PUNCT
ajis02-310	1059	1	feldman	feldman	PROPN
ajis02-310	1059	2	,	,	PUNCT
ajis02-310	1059	3	r.	r.	PROPN
ajis02-310	1059	4	and	and	CCONJ
ajis02-310	1059	5	dagan	dagan	PROPN
ajis02-310	1059	6	,	,	PUNCT
ajis02-310	1059	7	i.	i.	PROPN
ajis02-310	1059	8	(	(	PUNCT
ajis02-310	1059	9	1995	1995	NUM
ajis02-310	1059	10	)	)	PUNCT
ajis02-310	1059	11	.	.	PUNCT
ajis02-310	1060	1	"	"	PUNCT
ajis02-310	1060	2	knowledge	knowledge	NOUN
ajis02-310	1060	3	discovery	discovery	NOUN
ajis02-310	1060	4	in	in	ADP
ajis02-310	1060	5	textual	textual	ADJ
ajis02-310	1060	6	databases	database	NOUN
ajis02-310	1060	7	(	(	PUNCT
ajis02-310	1060	8	kdt	kdt	PROPN
ajis02-310	1060	9	)	)	PUNCT
ajis02-310	1060	10	"	"	PUNCT
ajis02-310	1060	11	.	.	PUNCT
ajis02-310	1061	1	first	first	ADJ
ajis02-310	1061	2	international	international	ADJ
ajis02-310	1061	3	conference	conference	NOUN
ajis02-310	1061	4	on	on	ADP
ajis02-310	1061	5	knowledge	knowledge	NOUN
ajis02-310	1061	6	discovery	discovery	PROPN
ajis02-310	1061	7	and	and	CCONJ
ajis02-310	1061	8	data	datum	NOUN
ajis02-310	1061	9	mining	mining	NOUN
ajis02-310	1061	10	(	(	PUNCT
ajis02-310	1061	11	kdd-95	kdd-95	NOUN
ajis02-310	1061	12	)	)	PUNCT
ajis02-310	1061	13	,	,	PUNCT
ajis02-310	1061	14	montreal	montreal	PROPN
ajis02-310	1061	15	,	,	PUNCT
ajis02-310	1061	16	quebec	quebec	PROPN
ajis02-310	1061	17	,	,	PUNCT
ajis02-310	1061	18	canada	canada	PROPN
ajis02-310	1061	19	,	,	PUNCT
ajis02-310	1061	20	aaai	aaai	PROPN
ajis02-310	1061	21	press	press	PROPN
ajis02-310	1061	22	,	,	PUNCT
ajis02-310	1061	23	menlo	menlo	NOUN
ajis02-310	1061	24	park	park	PROPN
ajis02-310	1061	25	,	,	PUNCT
ajis02-310	1061	26	california	california	PROPN
ajis02-310	1061	27	,	,	PUNCT
ajis02-310	1061	28	pp	pp	ADJ
ajis02-310	1061	29	.	.	PUNCT
ajis02-310	1062	1	112	112	NUM
ajis02-310	1062	2	-	-	SYM
ajis02-310	1062	3	117	117	NUM
ajis02-310	1062	4	.	.	PUNCT
ajis02-310	1062	5	feldman	feldman	PROPN
ajis02-310	1062	6	,	,	PUNCT
ajis02-310	1062	7	r.	r.	PROPN
ajis02-310	1062	8	and	and	CCONJ
ajis02-310	1062	9	hirsh	hirsh	PROPN
ajis02-310	1062	10	,	,	PUNCT
ajis02-310	1062	11	h.	h.	PROPN
ajis02-310	1062	12	(	(	PUNCT
ajis02-310	1062	13	1996	1996	NUM
ajis02-310	1062	14	)	)	PUNCT
ajis02-310	1062	15	.	.	PUNCT
ajis02-310	1063	1	"	"	PUNCT
ajis02-310	1063	2	mining	mining	NOUN
ajis02-310	1063	3	associations	association	NOUN
ajis02-310	1063	4	in	in	ADP
ajis02-310	1063	5	text	text	NOUN
ajis02-310	1063	6	in	in	ADP
ajis02-310	1063	7	the	the	DET
ajis02-310	1063	8	presence	presence	NOUN
ajis02-310	1063	9	of	of	ADP
ajis02-310	1063	10	background	background	NOUN
ajis02-310	1063	11	knowledge	knowledge	NOUN
ajis02-310	1063	12	"	"	PUNCT
ajis02-310	1063	13	.	.	PUNCT
ajis02-310	1064	1	second	second	ADJ
ajis02-310	1064	2	international	international	ADJ
ajis02-310	1064	3	conference	conference	NOUN
ajis02-310	1064	4	on	on	ADP
ajis02-310	1064	5	knowledge	knowledge	NOUN
ajis02-310	1064	6	discovery	discovery	PROPN
ajis02-310	1064	7	and	and	CCONJ
ajis02-310	1064	8	data	datum	NOUN
ajis02-310	1064	9	mining	mining	NOUN
ajis02-310	1064	10	(	(	PUNCT
ajis02-310	1064	11	kdd96	kdd96	PROPN
ajis02-310	1064	12	)	)	PUNCT
ajis02-310	1064	13	,	,	PUNCT
ajis02-310	1064	14	portland	portland	PROPN
ajis02-310	1064	15	,	,	PUNCT
ajis02-310	1064	16	oregon	oregon	PROPN
ajis02-310	1064	17	,	,	PUNCT
ajis02-310	1064	18	aaai	aaai	PROPN
ajis02-310	1064	19	press	press	PROPN
ajis02-310	1064	20	,	,	PUNCT
ajis02-310	1064	21	menlo	menlo	NOUN
ajis02-310	1064	22	park	park	PROPN
ajis02-310	1064	23	,	,	PUNCT
ajis02-310	1064	24	california	california	PROPN
ajis02-310	1064	25	,	,	PUNCT
ajis02-310	1064	26	pp	pp	ADJ
ajis02-310	1064	27	.	.	PUNCT
ajis02-310	1065	1	343	343	NUM
ajis02-310	1065	2	-	-	SYM
ajis02-310	1065	3	346	346	NUM
ajis02-310	1065	4	.	.	PUNCT
ajis02-310	1066	1	fisher	fisher	PROPN
ajis02-310	1066	2	,	,	PUNCT
ajis02-310	1066	3	d.	d.	PROPN
ajis02-310	1066	4	(	(	PUNCT
ajis02-310	1066	5	1995	1995	NUM
ajis02-310	1066	6	)	)	PUNCT
ajis02-310	1066	7	.	.	PUNCT
ajis02-310	1067	1	"	"	PUNCT
ajis02-310	1067	2	optimization	optimization	NOUN
ajis02-310	1067	3	and	and	CCONJ
ajis02-310	1067	4	simplification	simplification	NOUN
ajis02-310	1067	5	of	of	ADP
ajis02-310	1067	6	hierarchical	hierarchical	ADJ
ajis02-310	1067	7	clusterings	clustering	NOUN
ajis02-310	1067	8	"	"	PUNCT
ajis02-310	1067	9	.	.	PUNCT
ajis02-310	1068	1	first	first	ADJ
ajis02-310	1068	2	international	international	ADJ
ajis02-310	1068	3	conference	conference	NOUN
ajis02-310	1068	4	on	on	ADP
ajis02-310	1068	5	knowledge	knowledge	NOUN
ajis02-310	1068	6	discovery	discovery	PROPN
ajis02-310	1068	7	and	and	CCONJ
ajis02-310	1068	8	data	datum	NOUN
ajis02-310	1068	9	mining	mining	NOUN
ajis02-310	1068	10	(	(	PUNCT
ajis02-310	1068	11	kdd-95	kdd-95	NOUN
ajis02-310	1068	12	)	)	PUNCT
ajis02-310	1068	13	,	,	PUNCT
ajis02-310	1068	14	montreal	montreal	PROPN
ajis02-310	1068	15	,	,	PUNCT
ajis02-310	1068	16	quebec	quebec	PROPN
ajis02-310	1068	17	,	,	PUNCT
ajis02-310	1068	18	canada	canada	PROPN
ajis02-310	1068	19	,	,	PUNCT
ajis02-310	1068	20	aaai	aaai	PROPN
ajis02-310	1068	21	press	press	PROPN
ajis02-310	1068	22	,	,	PUNCT
ajis02-310	1068	23	menlo	menlo	NOUN
ajis02-310	1068	24	park	park	PROPN
ajis02-310	1068	25	,	,	PUNCT
ajis02-310	1068	26	california	california	PROPN
ajis02-310	1068	27	,	,	PUNCT
ajis02-310	1068	28	pp	pp	ADJ
ajis02-310	1068	29	.	.	PUNCT
ajis02-310	1069	1	118	118	NUM
ajis02-310	1069	2	-	-	SYM
ajis02-310	1069	3	123	123	NUM
ajis02-310	1069	4	.	.	PUNCT
ajis02-310	1070	1	fong	fong	PROPN
ajis02-310	1070	2	,	,	PUNCT
ajis02-310	1070	3	j.	j.	PROPN
ajis02-310	1070	4	and	and	CCONJ
ajis02-310	1070	5	zeng	zeng	PROPN
ajis02-310	1070	6	,	,	PUNCT
ajis02-310	1070	7	x.	x.	NOUN
ajis02-310	1070	8	(	(	PUNCT
ajis02-310	1070	9	1997	1997	NUM
ajis02-310	1070	10	)	)	PUNCT
ajis02-310	1070	11	.	.	PUNCT
ajis02-310	1071	1	"	"	PUNCT
ajis02-310	1071	2	data	datum	NOUN
ajis02-310	1071	3	warehouse	warehouse	NOUN
ajis02-310	1071	4	for	for	ADP
ajis02-310	1071	5	decision	decision	NOUN
ajis02-310	1071	6	support	support	NOUN
ajis02-310	1071	7	"	"	PUNCT
ajis02-310	1071	8	.	.	PUNCT
ajis02-310	1072	1	eighth	eighth	ADJ
ajis02-310	1072	2	international	international	ADJ
ajis02-310	1072	3	database	database	NOUN
ajis02-310	1072	4	workshop	workshop	NOUN
ajis02-310	1072	5	,	,	PUNCT
ajis02-310	1072	6	data	data	NOUN
ajis02-310	1072	7	mining	mining	NOUN
ajis02-310	1072	8	,	,	PUNCT
ajis02-310	1072	9	data	datum	NOUN
ajis02-310	1072	10	warehousing	warehousing	NOUN
ajis02-310	1072	11	and	and	CCONJ
ajis02-310	1072	12	client	client	NOUN
ajis02-310	1072	13	/	/	SYM
ajis02-310	1072	14	server	server	NOUN
ajis02-310	1072	15	databases	database	NOUN
ajis02-310	1072	16	.	.	PUNCT
ajis02-310	1072	17	,	,	PUNCT
ajis02-310	1072	18	hong	hong	PROPN
ajis02-310	1072	19	kong	kong	PROPN
ajis02-310	1072	20	,	,	PUNCT
ajis02-310	1072	21	springer	springer	NOUN
ajis02-310	1072	22	-	-	PUNCT
ajis02-310	1072	23	verlag	verlag	PROPN
ajis02-310	1072	24	singapore	singapore	PROPN
ajis02-310	1072	25	,	,	PUNCT
ajis02-310	1072	26	pp	pp	ADP
ajis02-310	1072	27	.	.	PUNCT
ajis02-310	1073	1	195	195	NUM
ajis02-310	1073	2	-	-	PUNCT
ajis02-310	1073	3	207	207	NUM
ajis02-310	1073	4	.	.	PUNCT
ajis02-310	1074	1	frawley	frawley	PROPN
ajis02-310	1074	2	,	,	PUNCT
ajis02-310	1074	3	w.	w.	PROPN
ajis02-310	1074	4	j.	j.	PROPN
ajis02-310	1074	5	,	,	PUNCT
ajis02-310	1074	6	et	et	PROPN
ajis02-310	1074	7	al	al	PROPN
ajis02-310	1074	8	.	.	PUNCT
ajis02-310	1074	9	(	(	PUNCT
ajis02-310	1074	10	1991	1991	NUM
ajis02-310	1074	11	)	)	PUNCT
ajis02-310	1074	12	.	.	PUNCT
ajis02-310	1075	1	"	"	PUNCT
ajis02-310	1075	2	knowledge	knowledge	NOUN
ajis02-310	1075	3	discovery	discovery	NOUN
ajis02-310	1075	4	in	in	ADP
ajis02-310	1075	5	databases	database	NOUN
ajis02-310	1075	6	:	:	PUNCT
ajis02-310	1075	7	an	an	DET
ajis02-310	1075	8	overview	overview	NOUN
ajis02-310	1075	9	"	"	PUNCT
ajis02-310	1075	10	,	,	PUNCT
ajis02-310	1075	11	in	in	ADP
ajis02-310	1075	12	knowledge	knowledge	NOUN
ajis02-310	1075	13	discovery	discovery	NOUN
ajis02-310	1075	14	in	in	ADP
ajis02-310	1075	15	databases	database	NOUN
ajis02-310	1075	16	.	.	PUNCT
ajis02-310	1076	1	menlo	menlo	NOUN
ajis02-310	1076	2	park	park	PROPN
ajis02-310	1076	3	,	,	PUNCT
ajis02-310	1076	4	california	california	PROPN
ajis02-310	1076	5	,	,	PUNCT
ajis02-310	1076	6	aaai	aaai	PROPN
ajis02-310	1076	7	press	press	PROPN
ajis02-310	1076	8	,	,	PUNCT
ajis02-310	1076	9	pp	pp	ADJ
ajis02-310	1076	10	.	.	PUNCT
ajis02-310	1077	1	1	1	NUM
ajis02-310	1077	2	-	-	SYM
ajis02-310	1077	3	27	27	NUM
ajis02-310	1077	4	.	.	PUNCT
ajis02-310	1078	1	freksa	freksa	NOUN
ajis02-310	1078	2	,	,	PUNCT
ajis02-310	1078	3	c.	c.	NOUN
ajis02-310	1078	4	(	(	PUNCT
ajis02-310	1078	5	1992	1992	NUM
ajis02-310	1078	6	)	)	PUNCT
ajis02-310	1078	7	.	.	PUNCT
ajis02-310	1079	1	"	"	PUNCT
ajis02-310	1079	2	temporal	temporal	ADJ
ajis02-310	1079	3	reasoning	reasoning	NOUN
ajis02-310	1079	4	based	base	VERB
ajis02-310	1079	5	on	on	ADP
ajis02-310	1079	6	semi	semi	NOUN
ajis02-310	1079	7	-	-	NOUN
ajis02-310	1079	8	intervals	interval	NOUN
ajis02-310	1079	9	"	"	PUNCT
ajis02-310	1079	10	.	.	PUNCT
ajis02-310	1080	1	artificial	artificial	ADJ
ajis02-310	1080	2	intelligence	intelligence	NOUN
ajis02-310	1080	3	.	.	PUNCT
ajis02-310	1081	1	vol	vol	NOUN
ajis02-310	1081	2	.	.	PROPN
ajis02-310	1082	1	54	54	NUM
ajis02-310	1082	2	,	,	PUNCT
ajis02-310	1082	3	pp	pp	ADJ
ajis02-310	1082	4	.	.	PUNCT
ajis02-310	1083	1	199	199	NUM
ajis02-310	1083	2	-	-	SYM
ajis02-310	1083	3	227	227	NUM
ajis02-310	1083	4	.	.	PUNCT
ajis02-310	1084	1	guan	guan	PROPN
ajis02-310	1084	2	,	,	PUNCT
ajis02-310	1084	3	j.	j.	PROPN
ajis02-310	1084	4	and	and	CCONJ
ajis02-310	1084	5	bell	bell	PROPN
ajis02-310	1084	6	,	,	PUNCT
ajis02-310	1084	7	d.	d.	PROPN
ajis02-310	1084	8	(	(	PUNCT
ajis02-310	1084	9	1991	1991	NUM
ajis02-310	1084	10	)	)	PUNCT
ajis02-310	1084	11	.	.	PUNCT
ajis02-310	1085	1	evidence	evidence	NOUN
ajis02-310	1085	2	theory	theory	NOUN
ajis02-310	1085	3	and	and	CCONJ
ajis02-310	1085	4	its	its	PRON
ajis02-310	1085	5	applications	application	NOUN
ajis02-310	1085	6	.	.	PUNCT
ajis02-310	1086	1	north	north	NOUN
ajis02-310	1086	2	-	-	PUNCT
ajis02-310	1086	3	holland	holland	PROPN
ajis02-310	1086	4	.	.	PUNCT
ajis02-310	1087	1	guan	guan	PROPN
ajis02-310	1087	2	,	,	PUNCT
ajis02-310	1087	3	j.	j.	PROPN
ajis02-310	1087	4	and	and	CCONJ
ajis02-310	1087	5	bell	bell	PROPN
ajis02-310	1087	6	,	,	PUNCT
ajis02-310	1087	7	d.	d.	PROPN
ajis02-310	1087	8	(	(	PUNCT
ajis02-310	1087	9	1992	1992	NUM
ajis02-310	1087	10	)	)	PUNCT
ajis02-310	1087	11	.	.	PUNCT
ajis02-310	1088	1	evidence	evidence	NOUN
ajis02-310	1088	2	theory	theory	NOUN
ajis02-310	1088	3	and	and	CCONJ
ajis02-310	1088	4	its	its	PRON
ajis02-310	1088	5	applications	application	NOUN
ajis02-310	1088	6	.	.	PUNCT
ajis02-310	1089	1	north	north	NOUN
ajis02-310	1089	2	-	-	PUNCT
ajis02-310	1089	3	holland	holland	PROPN
ajis02-310	1089	4	.	.	PUNCT
ajis02-310	1090	1	han	han	PROPN
ajis02-310	1090	2	,	,	PUNCT
ajis02-310	1090	3	j.	j.	PROPN
ajis02-310	1090	4	,	,	PUNCT
ajis02-310	1090	5	et	et	PROPN
ajis02-310	1090	6	al	al	PROPN
ajis02-310	1090	7	.	.	PUNCT
ajis02-310	1090	8	(	(	PUNCT
ajis02-310	1090	9	1993	1993	NUM
ajis02-310	1090	10	)	)	PUNCT
ajis02-310	1090	11	.	.	PUNCT
ajis02-310	1091	1	"	"	PUNCT
ajis02-310	1091	2	data	data	NOUN
ajis02-310	1091	3	-	-	PUNCT
ajis02-310	1091	4	driven	drive	VERB
ajis02-310	1091	5	discovery	discovery	NOUN
ajis02-310	1091	6	of	of	ADP
ajis02-310	1091	7	quantitative	quantitative	ADJ
ajis02-310	1091	8	rules	rule	NOUN
ajis02-310	1091	9	in	in	ADP
ajis02-310	1091	10	relational	relational	ADJ
ajis02-310	1091	11	databases	database	NOUN
ajis02-310	1091	12	"	"	PUNCT
ajis02-310	1091	13	.	.	PUNCT
ajis02-310	1092	1	ieee	ieee	NOUN
ajis02-310	1092	2	transactions	transaction	NOUN
ajis02-310	1092	3	on	on	ADP
ajis02-310	1092	4	knowledge	knowledge	NOUN
ajis02-310	1092	5	and	and	CCONJ
ajis02-310	1092	6	data	datum	NOUN
ajis02-310	1092	7	engineering	engineering	NOUN
ajis02-310	1092	8	.	.	PUNCT
ajis02-310	1093	1	vol	vol	NOUN
ajis02-310	1093	2	.	.	PROPN
ajis02-310	1094	1	5	5	NUM
ajis02-310	1094	2	,	,	PUNCT
ajis02-310	1094	3	no	no	INTJ
ajis02-310	1094	4	.	.	NOUN
ajis02-310	1094	5	1	1	NUM
ajis02-310	1094	6	,	,	PUNCT
ajis02-310	1094	7	pp	pp	ADJ
ajis02-310	1094	8	.	.	PUNCT
ajis02-310	1095	1	29	29	NUM
ajis02-310	1095	2	-	-	SYM
ajis02-310	1095	3	40	40	NUM
ajis02-310	1095	4	.	.	PUNCT
ajis02-310	1096	1	han	han	PROPN
ajis02-310	1096	2	,	,	PUNCT
ajis02-310	1096	3	j.	j.	PROPN
ajis02-310	1096	4	and	and	CCONJ
ajis02-310	1096	5	fu	fu	PROPN
ajis02-310	1096	6	,	,	PUNCT
ajis02-310	1096	7	y.	y.	PROPN
ajis02-310	1096	8	(	(	PUNCT
ajis02-310	1096	9	1994	1994	NUM
ajis02-310	1096	10	)	)	PUNCT
ajis02-310	1096	11	.	.	PUNCT
ajis02-310	1097	1	"	"	PUNCT
ajis02-310	1097	2	dynamic	dynamic	ADJ
ajis02-310	1097	3	generation	generation	NOUN
ajis02-310	1097	4	and	and	CCONJ
ajis02-310	1097	5	refinement	refinement	NOUN
ajis02-310	1097	6	of	of	ADP
ajis02-310	1097	7	concept	concept	NOUN
ajis02-310	1097	8	hierarchies	hierarchy	NOUN
ajis02-310	1097	9	for	for	ADP
ajis02-310	1097	10	knowledge	knowledge	NOUN
ajis02-310	1097	11	discovery	discovery	NOUN
ajis02-310	1097	12	in	in	ADP
ajis02-310	1097	13	databases	database	NOUN
ajis02-310	1097	14	"	"	PUNCT
ajis02-310	1097	15	.	.	PUNCT
ajis02-310	1098	1	aaai'94	aaai'94	VERB
ajis02-310	1098	2	workshop	workshop	NOUN
ajis02-310	1098	3	on	on	ADP
ajis02-310	1098	4	knowledge	knowledge	NOUN
ajis02-310	1098	5	discovery	discovery	NOUN
ajis02-310	1098	6	in	in	ADP
ajis02-310	1098	7	databases	database	NOUN
ajis02-310	1098	8	,	,	PUNCT
ajis02-310	1098	9	seattle	seattle	PROPN
ajis02-310	1098	10	,	,	PUNCT
ajis02-310	1098	11	wa	wa	PROPN
ajis02-310	1098	12	,	,	PUNCT
ajis02-310	1098	13	pp	pp	PROPN
ajis02-310	1098	14	.	.	PUNCT
ajis02-310	1099	1	157	157	NUM
ajis02-310	1099	2	-	-	SYM
ajis02-310	1099	3	168	168	NUM
ajis02-310	1099	4	.	.	PUNCT
ajis02-310	1100	1	han	han	PROPN
ajis02-310	1100	2	,	,	PUNCT
ajis02-310	1100	3	j.	j.	PROPN
ajis02-310	1100	4	and	and	CCONJ
ajis02-310	1100	5	fu	fu	PROPN
ajis02-310	1100	6	,	,	PUNCT
ajis02-310	1100	7	y.	y.	PROPN
ajis02-310	1100	8	(	(	PUNCT
ajis02-310	1100	9	1995	1995	NUM
ajis02-310	1100	10	)	)	PUNCT
ajis02-310	1100	11	.	.	PUNCT
ajis02-310	1101	1	discovery	discovery	NOUN
ajis02-310	1101	2	of	of	ADP
ajis02-310	1101	3	multiple	multiple	ADJ
ajis02-310	1101	4	-	-	PUNCT
ajis02-310	1101	5	level	level	NOUN
ajis02-310	1101	6	association	association	NOUN
ajis02-310	1101	7	rules	rule	NOUN
ajis02-310	1101	8	from	from	ADP
ajis02-310	1101	9	large	large	ADJ
ajis02-310	1101	10	databases	database	NOUN
ajis02-310	1101	11	.	.	PUNCT
ajis02-310	1102	1	cmpt	cmpt	VERB
ajis02-310	1102	2	tr	tr	VERB
ajis02-310	1102	3	95	95	NUM
ajis02-310	1102	4	-	-	SYM
ajis02-310	1102	5	05	05	NUM
ajis02-310	1102	6	.	.	PUNCT
ajis02-310	1103	1	simon	simon	PROPN
ajis02-310	1103	2	fraser	fraser	PROPN
ajis02-310	1103	3	university	university	PROPN
ajis02-310	1103	4	.	.	PUNCT
ajis02-310	1104	1	han	han	PROPN
ajis02-310	1104	2	,	,	PUNCT
ajis02-310	1104	3	j.	j.	PROPN
ajis02-310	1104	4	,	,	PUNCT
ajis02-310	1104	5	et	et	PROPN
ajis02-310	1104	6	al	al	PROPN
ajis02-310	1104	7	.	.	PUNCT
ajis02-310	1104	8	(	(	PUNCT
ajis02-310	1104	9	1996	1996	NUM
ajis02-310	1104	10	)	)	PUNCT
ajis02-310	1104	11	.	.	PUNCT
ajis02-310	1105	1	"	"	PUNCT
ajis02-310	1105	2	dbminer	dbminer	NOUN
ajis02-310	1105	3	:	:	PUNCT
ajis02-310	1105	4	a	a	DET
ajis02-310	1105	5	system	system	NOUN
ajis02-310	1105	6	for	for	ADP
ajis02-310	1105	7	mining	mining	NOUN
ajis02-310	1105	8	knowledge	knowledge	NOUN
ajis02-310	1105	9	in	in	ADP
ajis02-310	1105	10	large	large	ADJ
ajis02-310	1105	11	relational	relational	ADJ
ajis02-310	1105	12	databases	database	NOUN
ajis02-310	1105	13	"	"	PUNCT
ajis02-310	1105	14	.	.	PUNCT
ajis02-310	1106	1	second	second	ADJ
ajis02-310	1106	2	international	international	ADJ
ajis02-310	1106	3	conference	conference	NOUN
ajis02-310	1106	4	on	on	ADP
ajis02-310	1106	5	knowledge	knowledge	NOUN
ajis02-310	1106	6	discovery	discovery	PROPN
ajis02-310	1106	7	and	and	CCONJ
ajis02-310	1106	8	data	datum	NOUN
ajis02-310	1106	9	mining	mining	NOUN
ajis02-310	1106	10	,	,	PUNCT
ajis02-310	1106	11	portland	portland	PROPN
ajis02-310	1106	12	,	,	PUNCT
ajis02-310	1106	13	oregon	oregon	PROPN
ajis02-310	1106	14	.	.	PUNCT
ajis02-310	1106	15	,	,	PUNCT
ajis02-310	1107	1	pp	pp	PROPN
ajis02-310	1107	2	.	.	PUNCT
ajis02-310	1108	1	250	250	NUM
ajis02-310	1108	2	-	-	SYM
ajis02-310	1108	3	255	255	NUM
ajis02-310	1108	4	.	.	PUNCT
ajis02-310	1109	1	hdbrail	hdbrail	PROPN
ajis02-310	1109	2	,	,	PUNCT
ajis02-310	1109	3	g.	g.	PROPN
ajis02-310	1109	4	and	and	CCONJ
ajis02-310	1109	5	marsais	marsais	PROPN
ajis02-310	1109	6	,	,	PUNCT
ajis02-310	1109	7	j.	j.	PROPN
ajis02-310	1109	8	(	(	PUNCT
ajis02-310	1109	9	1992	1992	NUM
ajis02-310	1109	10	)	)	PUNCT
ajis02-310	1109	11	.	.	PUNCT
ajis02-310	1110	1	"	"	PUNCT
ajis02-310	1110	2	experiments	experiment	NOUN
ajis02-310	1110	3	of	of	ADP
ajis02-310	1110	4	textual	textual	ADJ
ajis02-310	1110	5	data	datum	NOUN
ajis02-310	1110	6	analysis	analysis	NOUN
ajis02-310	1110	7	at	at	ADP
ajis02-310	1110	8	electricite	electricite	PROPN
ajis02-310	1110	9	de	de	X
ajis02-310	1110	10	france	france	PROPN
ajis02-310	1110	11	"	"	PUNCT
ajis02-310	1110	12	.	.	PUNCT
ajis02-310	1111	1	international	international	PROPN
ajis02-310	1111	2	federation	federation	PROPN
ajis02-310	1111	3	of	of	ADP
ajis02-310	1111	4	classification	classification	NOUN
ajis02-310	1111	5	societies	society	NOUN
ajis02-310	1111	6	conference	conference	NOUN
ajis02-310	1111	7	,	,	PUNCT
ajis02-310	1111	8	hofacker	hofacker	NOUN
ajis02-310	1111	9	,	,	PUNCT
ajis02-310	1111	10	i.	i.	PROPN
ajis02-310	1111	11	l.	l.	PROPN
ajis02-310	1111	12	,	,	PUNCT
ajis02-310	1111	13	et	et	PROPN
ajis02-310	1111	14	al	al	PROPN
ajis02-310	1111	15	.	.	PUNCT
ajis02-310	1111	16	(	(	PUNCT
ajis02-310	1111	17	1996	1996	NUM
ajis02-310	1111	18	)	)	PUNCT
ajis02-310	1111	19	.	.	PUNCT
ajis02-310	1112	1	"	"	PUNCT
ajis02-310	1112	2	knowledge	knowledge	NOUN
ajis02-310	1112	3	discovery	discovery	NOUN
ajis02-310	1112	4	in	in	ADP
ajis02-310	1112	5	rna	rna	NOUN
ajis02-310	1112	6	sequence	sequence	NOUN
ajis02-310	1112	7	families	family	NOUN
ajis02-310	1112	8	of	of	ADP
ajis02-310	1112	9	htv	htv	NOUN
ajis02-310	1112	10	using	use	VERB
ajis02-310	1112	11	scalable	scalable	ADJ
ajis02-310	1112	12	computers	computer	NOUN
ajis02-310	1112	13	"	"	PUNCT
ajis02-310	1112	14	.	.	PUNCT
ajis02-310	1113	1	second	second	ADJ
ajis02-310	1113	2	international	international	ADJ
ajis02-310	1113	3	conference	conference	NOUN
ajis02-310	1113	4	on	on	ADP
ajis02-310	1113	5	knowledge	knowledge	NOUN
ajis02-310	1113	6	discovery	discovery	PROPN
ajis02-310	1113	7	and	and	CCONJ
ajis02-310	1113	8	data	datum	NOUN
ajis02-310	1113	9	mining	mining	NOUN
ajis02-310	1113	10	(	(	PUNCT
ajis02-310	1113	11	kdd96	kdd96	PROPN
ajis02-310	1113	12	)	)	PUNCT
ajis02-310	1113	13	,	,	PUNCT
ajis02-310	1113	14	portland	portland	PROPN
ajis02-310	1113	15	,	,	PUNCT
ajis02-310	1113	16	oregon	oregon	PROPN
ajis02-310	1113	17	,	,	PUNCT
ajis02-310	1113	18	aaai	aaai	PROPN
ajis02-310	1113	19	press	press	PROPN
ajis02-310	1113	20	,	,	PUNCT
ajis02-310	1113	21	menlo	menlo	NOUN
ajis02-310	1113	22	park	park	PROPN
ajis02-310	1113	23	,	,	PUNCT
ajis02-310	1113	24	california	california	PROPN
ajis02-310	1113	25	,	,	PUNCT
ajis02-310	1113	26	pp	pp	ADJ
ajis02-310	1113	27	.	.	PUNCT
ajis02-310	1114	1	20	20	NUM
ajis02-310	1114	2	-	-	SYM
ajis02-310	1114	3	25	25	NUM
ajis02-310	1114	4	.	.	PUNCT
ajis02-310	1115	1	hoschka	hoschka	NOUN
ajis02-310	1115	2	,	,	PUNCT
ajis02-310	1115	3	p.	p.	NOUN
ajis02-310	1115	4	and	and	CCONJ
ajis02-310	1115	5	klosgen	klosgen	PROPN
ajis02-310	1115	6	,	,	PUNCT
ajis02-310	1115	7	w.	w.	PROPN
ajis02-310	1115	8	(	(	PUNCT
ajis02-310	1115	9	1991	1991	NUM
ajis02-310	1115	10	)	)	PUNCT
ajis02-310	1115	11	.	.	PUNCT
ajis02-310	1116	1	"	"	PUNCT
ajis02-310	1116	2	a	a	DET
ajis02-310	1116	3	support	support	NOUN
ajis02-310	1116	4	system	system	NOUN
ajis02-310	1116	5	for	for	ADP
ajis02-310	1116	6	interpreting	interpret	VERB
ajis02-310	1116	7	statistical	statistical	ADJ
ajis02-310	1116	8	data	datum	NOUN
ajis02-310	1116	9	"	"	PUNCT
ajis02-310	1116	10	,	,	PUNCT
ajis02-310	1116	11	in	in	ADP
ajis02-310	1116	12	knowledge	knowledge	NOUN
ajis02-310	1116	13	discovery	discovery	NOUN
ajis02-310	1116	14	in	in	ADP
ajis02-310	1116	15	databases	database	NOUN
ajis02-310	1116	16	.	.	PUNCT
ajis02-310	1117	1	cambridge	cambridge	PROPN
ajis02-310	1117	2	,	,	PUNCT
ajis02-310	1117	3	ma	ma	PROPN
ajis02-310	1117	4	,	,	PUNCT
ajis02-310	1117	5	aaai	aaai	PROPN
ajis02-310	1117	6	press	press	PROPN
ajis02-310	1117	7	/	/	SYM
ajis02-310	1117	8	mit	mit	PROPN
ajis02-310	1117	9	press	press	NOUN
ajis02-310	1117	10	,	,	PUNCT
ajis02-310	1117	11	pp	pp	ADJ
ajis02-310	1117	12	.	.	PUNCT
ajis02-310	1117	13	325	325	NUM
ajis02-310	1117	14	-	-	SYM
ajis02-310	1117	15	345	345	NUM
ajis02-310	1117	16	,	,	PUNCT
ajis02-310	1117	17	(	(	PUNCT
ajis02-310	1117	18	ch	ch	NOUN
ajis02-310	1117	19	.	.	PROPN
ajis02-310	1117	20	19	19	NUM
ajis02-310	1117	21	)	)	PUNCT
ajis02-310	1117	22	.	.	PUNCT
ajis02-310	1118	1	inmon	inmon	PROPN
ajis02-310	1118	2	,	,	PUNCT
ajis02-310	1118	3	w.	w.	PROPN
ajis02-310	1118	4	h.	h.	PROPN
ajis02-310	1118	5	(	(	PUNCT
ajis02-310	1118	6	1996	1996	NUM
ajis02-310	1118	7	)	)	PUNCT
ajis02-310	1118	8	.	.	PUNCT
ajis02-310	1119	1	"	"	PUNCT
ajis02-310	1119	2	the	the	DET
ajis02-310	1119	3	data	data	NOUN
ajis02-310	1119	4	warehouse	warehouse	NOUN
ajis02-310	1119	5	and	and	CCONJ
ajis02-310	1119	6	data	datum	NOUN
ajis02-310	1119	7	mining	mining	NOUN
ajis02-310	1119	8	"	"	PUNCT
ajis02-310	1119	9	.	.	PUNCT
ajis02-310	1120	1	communications	communication	NOUN
ajis02-310	1120	2	of	of	ADP
ajis02-310	1120	3	the	the	DET
ajis02-310	1120	4	acm	acm	PROPN
ajis02-310	1120	5	.	.	PUNCT
ajis02-310	1121	1	vol	vol	NOUN
ajis02-310	1121	2	.	.	PROPN
ajis02-310	1121	3	39	39	NUM
ajis02-310	1121	4	,	,	PUNCT
ajis02-310	1121	5	no	no	INTJ
ajis02-310	1121	6	.	.	NOUN
ajis02-310	1121	7	11	11	NUM
ajis02-310	1121	8	,	,	PUNCT
ajis02-310	1121	9	pp	pp	ADJ
ajis02-310	1121	10	.	.	PUNCT
ajis02-310	1122	1	49	49	NUM
ajis02-310	1122	2	-	-	SYM
ajis02-310	1122	3	50	50	NUM
ajis02-310	1122	4	.	.	PUNCT
ajis02-310	1123	1	jackson	jackson	PROPN
ajis02-310	1123	2	,	,	PUNCT
ajis02-310	1123	3	s.	s.	PROPN
ajis02-310	1123	4	(	(	PUNCT
ajis02-310	1123	5	1986	1986	NUM
ajis02-310	1123	6	)	)	PUNCT
ajis02-310	1123	7	.	.	PUNCT
ajis02-310	1124	1	introduction	introduction	NOUN
ajis02-310	1124	2	to	to	ADP
ajis02-310	1124	3	expert	expert	NOUN
ajis02-310	1124	4	systems	system	NOUN
ajis02-310	1124	5	.	.	PUNCT
ajis02-310	1125	1	addison	addison	PROPN
ajis02-310	1125	2	-	-	PUNCT
ajis02-310	1125	3	wesley	wesley	PROPN
ajis02-310	1125	4	publishers	publisher	NOUN
ajis02-310	1125	5	limited	limit	VERB
ajis02-310	1125	6	.	.	PUNCT
ajis02-310	1126	1	kamber	kamber	PROPN
ajis02-310	1126	2	,	,	PUNCT
ajis02-310	1126	3	m.	m.	NOUN
ajis02-310	1126	4	,	,	PUNCT
ajis02-310	1126	5	et	et	PROPN
ajis02-310	1126	6	al	al	PROPN
ajis02-310	1126	7	.	.	PUNCT
ajis02-310	1127	1	(	(	PUNCT
ajis02-310	1127	2	1997	1997	NUM
ajis02-310	1127	3	)	)	PUNCT
ajis02-310	1127	4	.	.	PUNCT
ajis02-310	1128	1	using	use	VERB
ajis02-310	1128	2	data	datum	NOUN
ajis02-310	1128	3	cubes	cube	NOUN
ajis02-310	1128	4	for	for	ADP
ajis02-310	1128	5	metarule	metarule	NOUN
ajis02-310	1128	6	-	-	PUNCT
ajis02-310	1128	7	guided	guide	VERB
ajis02-310	1128	8	mining	mining	NOUN
ajis02-310	1128	9	of	of	ADP
ajis02-310	1128	10	multi	multi	ADJ
ajis02-310	1128	11	-	-	ADJ
ajis02-310	1128	12	dimensional	dimensional	ADJ
ajis02-310	1128	13	association	association	NOUN
ajis02-310	1128	14	rules	rule	NOUN
ajis02-310	1128	15	.	.	PUNCT
ajis02-310	1129	1	technical	technical	ADJ
ajis02-310	1129	2	report	report	PROPN
ajis02-310	1129	3	report	report	VERB
ajis02-310	1129	4	cmpt	cmpt	NOUN
ajis02-310	1129	5	-	-	PUNCT
ajis02-310	1129	6	tr-97	tr-97	NOUN
ajis02-310	1129	7	-	-	PUNCT
ajis02-310	1129	8	10	10	NUM
ajis02-310	1129	9	.	.	PUNCT
ajis02-310	1130	1	school	school	NOUN
ajis02-310	1130	2	of	of	ADP
ajis02-310	1130	3	computing	compute	VERB
ajis02-310	1130	4	science	science	NOUN
ajis02-310	1130	5	,	,	PUNCT
ajis02-310	1130	6	simon	simon	PROPN
ajis02-310	1130	7	fraser	fraser	PROPN
ajis02-310	1130	8	university	university	PROPN
ajis02-310	1130	9	.	.	PUNCT
ajis02-310	1131	1	kamel	kamel	PROPN
ajis02-310	1131	2	,	,	PUNCT
ajis02-310	1131	3	m.	m.	NOUN
ajis02-310	1131	4	n.	n.	PROPN
ajis02-310	1131	5	(	(	PUNCT
ajis02-310	1131	6	1995	1995	NUM
ajis02-310	1131	7	)	)	PUNCT
ajis02-310	1131	8	.	.	PUNCT
ajis02-310	1132	1	"	"	PUNCT
ajis02-310	1132	2	a	a	DET
ajis02-310	1132	3	prototype	prototype	NOUN
ajis02-310	1132	4	rule	rule	NOUN
ajis02-310	1132	5	-	-	PUNCT
ajis02-310	1132	6	based	base	VERB
ajis02-310	1132	7	front	front	ADJ
ajis02-310	1132	8	end	end	NOUN
ajis02-310	1132	9	expert	expert	NOUN
ajis02-310	1132	10	system	system	NOUN
ajis02-310	1132	11	for	for	ADP
ajis02-310	1132	12	integrity	integrity	NOUN
ajis02-310	1132	13	enforcement	enforcement	NOUN
ajis02-310	1132	14	in	in	ADP
ajis02-310	1132	15	relational	relational	ADJ
ajis02-310	1132	16	data	datum	NOUN
ajis02-310	1132	17	bases	basis	NOUN
ajis02-310	1132	18	:	:	PUNCT
ajis02-310	1132	19	an	an	DET
ajis02-310	1132	20	application	application	NOUN
ajis02-310	1132	21	to	to	ADP
ajis02-310	1132	22	the	the	DET
ajis02-310	1132	23	naval	naval	ADJ
ajis02-310	1132	24	aircraft	aircraft	NOUN
ajis02-310	1132	25	flight	flight	NOUN
ajis02-310	1132	26	records	record	NOUN
ajis02-310	1132	27	data	datum	NOUN
ajis02-310	1132	28	base	base	NOUN
ajis02-310	1132	29	"	"	PUNCT
ajis02-310	1132	30	.	.	PUNCT
ajis02-310	1133	1	expert	expert	NOUN
ajis02-310	1133	2	systems	system	NOUN
ajis02-310	1133	3	with	with	ADP
ajis02-310	1133	4	applications	application	NOUN
ajis02-310	1133	5	.	.	PUNCT
ajis02-310	1134	1	vol	vol	NOUN
ajis02-310	1134	2	.	.	PROPN
ajis02-310	1134	3	8	8	NUM
ajis02-310	1134	4	,	,	PUNCT
ajis02-310	1134	5	no	no	INTJ
ajis02-310	1134	6	.	.	NOUN
ajis02-310	1134	7	1	1	NUM
ajis02-310	1134	8	,	,	PUNCT
ajis02-310	1134	9	pp	pp	ADJ
ajis02-310	1134	10	.	.	PUNCT
ajis02-310	1135	1	47	47	NUM
ajis02-310	1135	2	-	-	SYM
ajis02-310	1135	3	58	58	NUM
ajis02-310	1135	4	.	.	PUNCT
ajis02-310	1136	1	125	125	NUM
ajis02-310	1136	2	ajis	ajis	NOUN
ajis02-310	1136	3	vol	vol	NOUN
ajis02-310	1136	4	.	.	PROPN
ajis02-310	1136	5	6	6	NUM
ajis02-310	1136	6	no	no	NOUN
ajis02-310	1136	7	.	.	NOUN
ajis02-310	1136	8	2	2	NUM
ajis02-310	1136	9	may	may	PROPN
ajis02-310	1136	10	1999	1999	NUM
ajis02-310	1136	11	keats	keat	NOUN
ajis02-310	1136	12	,	,	PUNCT
ajis02-310	1136	13	g.	g.	PROPN
ajis02-310	1136	14	and	and	CCONJ
ajis02-310	1136	15	loo	loo	PROPN
ajis02-310	1136	16	,	,	PUNCT
ajis02-310	1136	17	s.	s.	PROPN
ajis02-310	1136	18	(	(	PUNCT
ajis02-310	1136	19	1997	1997	NUM
ajis02-310	1136	20	)	)	PUNCT
ajis02-310	1136	21	.	.	PUNCT
ajis02-310	1137	1	"	"	PUNCT
ajis02-310	1137	2	an	an	DET
ajis02-310	1137	3	intelligent	intelligent	ADJ
ajis02-310	1137	4	business	business	NOUN
ajis02-310	1137	5	workbench	workbench	NOUN
ajis02-310	1137	6	for	for	ADP
ajis02-310	1137	7	the	the	DET
ajis02-310	1137	8	insurance	insurance	NOUN
ajis02-310	1137	9	industry	industry	NOUN
ajis02-310	1137	10	:	:	PUNCT
ajis02-310	1137	11	using	use	VERB
ajis02-310	1137	12	data	datum	NOUN
ajis02-310	1137	13	mining	mining	NOUN
ajis02-310	1137	14	to	to	PART
ajis02-310	1137	15	improve	improve	VERB
ajis02-310	1137	16	decision	decision	NOUN
ajis02-310	1137	17	making	making	NOUN
ajis02-310	1137	18	and	and	CCONJ
ajis02-310	1137	19	performance	performance	NOUN
ajis02-310	1137	20	.	.	PUNCT
ajis02-310	1137	21	"	"	PUNCT
ajis02-310	1137	22	.	.	PUNCT
ajis02-310	1138	1	eighth	eighth	ADJ
ajis02-310	1138	2	international	international	ADJ
ajis02-310	1138	3	database	database	NOUN
ajis02-310	1138	4	workshop	workshop	NOUN
ajis02-310	1138	5	,	,	PUNCT
ajis02-310	1138	6	data	data	NOUN
ajis02-310	1138	7	mining	mining	NOUN
ajis02-310	1138	8	,	,	PUNCT
ajis02-310	1138	9	data	datum	NOUN
ajis02-310	1138	10	warehousing	warehousing	NOUN
ajis02-310	1138	11	and	and	CCONJ
ajis02-310	1138	12	client	client	NOUN
ajis02-310	1138	13	/	/	SYM
ajis02-310	1138	14	server	server	NOUN
ajis02-310	1138	15	databases	database	NOUN
ajis02-310	1138	16	.	.	PUNCT
ajis02-310	1138	17	,	,	PUNCT
ajis02-310	1138	18	hong	hong	PROPN
ajis02-310	1138	19	kong	kong	PROPN
ajis02-310	1138	20	,	,	PUNCT
ajis02-310	1138	21	springer	springer	NOUN
ajis02-310	1138	22	-	-	PUNCT
ajis02-310	1138	23	verlag	verlag	PROPN
ajis02-310	1138	24	singapore	singapore	PROPN
ajis02-310	1138	25	,	,	PUNCT
ajis02-310	1138	26	pp	pp	ADP
ajis02-310	1138	27	.	.	PUNCT
ajis02-310	1139	1	256	256	NUM
ajis02-310	1139	2	-	-	SYM
ajis02-310	1139	3	274	274	NUM
ajis02-310	1139	4	.	.	PUNCT
ajis02-310	1139	5	keogh	keogh	PROPN
ajis02-310	1139	6	,	,	PUNCT
ajis02-310	1139	7	e.	e.	PROPN
ajis02-310	1139	8	and	and	CCONJ
ajis02-310	1139	9	smyth	smyth	PROPN
ajis02-310	1139	10	,	,	PUNCT
ajis02-310	1139	11	p.	p.	NOUN
ajis02-310	1139	12	(	(	PUNCT
ajis02-310	1139	13	1997	1997	NUM
ajis02-310	1139	14	)	)	PUNCT
ajis02-310	1139	15	.	.	PUNCT
ajis02-310	1140	1	"	"	PUNCT
ajis02-310	1140	2	a	a	DET
ajis02-310	1140	3	probabilistic	probabilistic	ADJ
ajis02-310	1140	4	approach	approach	NOUN
ajis02-310	1140	5	to	to	ADP
ajis02-310	1140	6	fast	fast	ADJ
ajis02-310	1140	7	pattern	pattern	NOUN
ajis02-310	1140	8	matching	match	VERB
ajis02-310	1140	9	in	in	ADP
ajis02-310	1140	10	time	time	NOUN
ajis02-310	1140	11	series	series	PROPN
ajis02-310	1140	12	databases	database	NOUN
ajis02-310	1140	13	"	"	PUNCT
ajis02-310	1140	14	.	.	PUNCT
ajis02-310	1141	1	third	third	ADJ
ajis02-310	1141	2	international	international	ADJ
ajis02-310	1141	3	conference	conference	NOUN
ajis02-310	1141	4	on	on	ADP
ajis02-310	1141	5	knowledge	knowledge	NOUN
ajis02-310	1141	6	discovery	discovery	PROPN
ajis02-310	1141	7	and	and	CCONJ
ajis02-310	1141	8	data	datum	NOUN
ajis02-310	1141	9	mining	mining	NOUN
ajis02-310	1141	10	,	,	PUNCT
ajis02-310	1141	11	newport	newport	PROPN
ajis02-310	1141	12	beach	beach	PROPN
ajis02-310	1141	13	,	,	PUNCT
ajis02-310	1141	14	california	california	PROPN
ajis02-310	1141	15	,	,	PUNCT
ajis02-310	1141	16	aaai	aaai	PROPN
ajis02-310	1141	17	press	press	PROPN
ajis02-310	1141	18	,	,	PUNCT
ajis02-310	1141	19	menlo	menlo	NOUN
ajis02-310	1141	20	park	park	PROPN
ajis02-310	1141	21	,	,	PUNCT
ajis02-310	1141	22	california	california	PROPN
ajis02-310	1141	23	,	,	PUNCT
ajis02-310	1141	24	pp	pp	ADJ
ajis02-310	1141	25	.	.	PUNCT
ajis02-310	1142	1	24	24	NUM
ajis02-310	1142	2	-	-	SYM
ajis02-310	1142	3	30	30	NUM
ajis02-310	1142	4	.	.	PUNCT
ajis02-310	1143	1	ketterlin	ketterlin	PROPN
ajis02-310	1143	2	,	,	PUNCT
ajis02-310	1143	3	a.	a.	NOUN
ajis02-310	1143	4	(	(	PUNCT
ajis02-310	1143	5	1997	1997	NUM
ajis02-310	1143	6	)	)	PUNCT
ajis02-310	1143	7	.	.	PUNCT
ajis02-310	1144	1	"	"	PUNCT
ajis02-310	1144	2	clustering	cluster	VERB
ajis02-310	1144	3	sequences	sequence	NOUN
ajis02-310	1144	4	of	of	ADP
ajis02-310	1144	5	complex	complex	ADJ
ajis02-310	1144	6	objects	object	NOUN
ajis02-310	1144	7	"	"	PUNCT
ajis02-310	1144	8	.	.	PUNCT
ajis02-310	1145	1	third	third	ADJ
ajis02-310	1145	2	international	international	ADJ
ajis02-310	1145	3	conference	conference	NOUN
ajis02-310	1145	4	on	on	ADP
ajis02-310	1145	5	knowledge	knowledge	NOUN
ajis02-310	1145	6	discovery	discovery	PROPN
ajis02-310	1145	7	and	and	CCONJ
ajis02-310	1145	8	data	datum	NOUN
ajis02-310	1145	9	mining	mining	NOUN
ajis02-310	1145	10	,	,	PUNCT
ajis02-310	1145	11	newport	newport	PROPN
ajis02-310	1145	12	beach	beach	PROPN
ajis02-310	1145	13	,	,	PUNCT
ajis02-310	1145	14	california	california	PROPN
ajis02-310	1145	15	,	,	PUNCT
ajis02-310	1145	16	aaai	aaai	PROPN
ajis02-310	1145	17	press	press	PROPN
ajis02-310	1145	18	,	,	PUNCT
ajis02-310	1145	19	menlo	menlo	NOUN
ajis02-310	1145	20	park	park	PROPN
ajis02-310	1145	21	,	,	PUNCT
ajis02-310	1145	22	california	california	PROPN
ajis02-310	1145	23	.	.	PUNCT
ajis02-310	1146	1	pp	pp	ADJ
ajis02-310	1146	2	.	.	PUNCT
ajis02-310	1147	1	215	215	NUM
ajis02-310	1147	2	-	-	SYM
ajis02-310	1147	3	218	218	NUM
ajis02-310	1147	4	.	.	PUNCT
ajis02-310	1148	1	klosgen	klosgen	PROPN
ajis02-310	1148	2	,	,	PUNCT
ajis02-310	1148	3	w.	w.	PROPN
ajis02-310	1148	4	(	(	PUNCT
ajis02-310	1148	5	1993	1993	NUM
ajis02-310	1148	6	)	)	PUNCT
ajis02-310	1148	7	.	.	PUNCT
ajis02-310	1149	1	"	"	PUNCT
ajis02-310	1149	2	some	some	DET
ajis02-310	1149	3	implementation	implementation	NOUN
ajis02-310	1149	4	aspects	aspect	NOUN
ajis02-310	1149	5	of	of	ADP
ajis02-310	1149	6	a	a	DET
ajis02-310	1149	7	discovery	discovery	NOUN
ajis02-310	1149	8	system	system	NOUN
ajis02-310	1149	9	"	"	PUNCT
ajis02-310	1149	10	.	.	PUNCT
ajis02-310	1150	1	aaai-93	aaai-93	PROPN
ajis02-310	1150	2	workshop	workshop	NOUN
ajis02-310	1150	3	on	on	ADP
ajis02-310	1150	4	knowledge	knowledge	NOUN
ajis02-310	1150	5	discovery	discovery	NOUN
ajis02-310	1150	6	in	in	ADP
ajis02-310	1150	7	databases	database	NOUN
ajis02-310	1150	8	,	,	PUNCT
ajis02-310	1150	9	washington	washington	PROPN
ajis02-310	1150	10	b.c	b.c	PROPN
ajis02-310	1150	11	.	.	PROPN
ajis02-310	1150	12	,	,	PUNCT
ajis02-310	1150	13	aaai	aaai	PROPN
ajis02-310	1150	14	press	press	PROPN
ajis02-310	1150	15	,	,	PUNCT
ajis02-310	1150	16	pp	pp	ADJ
ajis02-310	1150	17	.	.	PUNCT
ajis02-310	1151	1	212	212	NUM
ajis02-310	1151	2	-	-	SYM
ajis02-310	1151	3	226	226	NUM
ajis02-310	1151	4	.	.	PUNCT
ajis02-310	1152	1	klosgen	klosgen	PROPN
ajis02-310	1152	2	,	,	PUNCT
ajis02-310	1152	3	w.	w.	PROPN
ajis02-310	1152	4	(	(	PUNCT
ajis02-310	1152	5	1995a	1995a	NUM
ajis02-310	1152	6	)	)	PUNCT
ajis02-310	1152	7	.	.	PUNCT
ajis02-310	1153	1	"	"	PUNCT
ajis02-310	1153	2	anonymization	anonymization	NOUN
ajis02-310	1153	3	techniques	technique	NOUN
ajis02-310	1153	4	for	for	ADP
ajis02-310	1153	5	knowledge	knowledge	NOUN
ajis02-310	1153	6	discovery	discovery	NOUN
ajis02-310	1153	7	in	in	ADP
ajis02-310	1153	8	databases	database	NOUN
ajis02-310	1153	9	"	"	PUNCT
ajis02-310	1153	10	.	.	PUNCT
ajis02-310	1154	1	first	first	ADJ
ajis02-310	1154	2	international	international	ADJ
ajis02-310	1154	3	conference	conference	NOUN
ajis02-310	1154	4	on	on	ADP
ajis02-310	1154	5	knowledge	knowledge	NOUN
ajis02-310	1154	6	discovery	discovery	PROPN
ajis02-310	1154	7	and	and	CCONJ
ajis02-310	1154	8	data	datum	NOUN
ajis02-310	1154	9	mining	mining	NOUN
ajis02-310	1154	10	(	(	PUNCT
ajis02-310	1154	11	kdd-95	kdd-95	NOUN
ajis02-310	1154	12	)	)	PUNCT
ajis02-310	1154	13	,	,	PUNCT
ajis02-310	1154	14	montreal	montreal	PROPN
ajis02-310	1154	15	,	,	PUNCT
ajis02-310	1154	16	quebec	quebec	PROPN
ajis02-310	1154	17	,	,	PUNCT
ajis02-310	1154	18	canada	canada	PROPN
ajis02-310	1154	19	,	,	PUNCT
ajis02-310	1154	20	aaai	aaai	PROPN
ajis02-310	1154	21	press	press	PROPN
ajis02-310	1154	22	,	,	PUNCT
ajis02-310	1154	23	menlo	menlo	NOUN
ajis02-310	1154	24	park	park	PROPN
ajis02-310	1154	25	,	,	PUNCT
ajis02-310	1154	26	california	california	PROPN
ajis02-310	1154	27	,	,	PUNCT
ajis02-310	1154	28	pp	pp	ADJ
ajis02-310	1154	29	.	.	PUNCT
ajis02-310	1155	1	186	186	NUM
ajis02-310	1155	2	-	-	SYM
ajis02-310	1155	3	191	191	NUM
ajis02-310	1155	4	.	.	PUNCT
ajis02-310	1156	1	klosgen	klosgen	PROPN
ajis02-310	1156	2	,	,	PUNCT
ajis02-310	1156	3	w.	w.	PROPN
ajis02-310	1156	4	(	(	PUNCT
ajis02-310	1156	5	1995b	1995b	NUM
ajis02-310	1156	6	)	)	PUNCT
ajis02-310	1156	7	.	.	PUNCT
ajis02-310	1157	1	"	"	PUNCT
ajis02-310	1157	2	efficient	efficient	ADJ
ajis02-310	1157	3	discovery	discovery	NOUN
ajis02-310	1157	4	of	of	ADP
ajis02-310	1157	5	interesting	interesting	ADJ
ajis02-310	1157	6	statements	statement	NOUN
ajis02-310	1157	7	in	in	ADP
ajis02-310	1157	8	databases	database	NOUN
ajis02-310	1157	9	"	"	PUNCT
ajis02-310	1157	10	.	.	PUNCT
ajis02-310	1158	1	journal	journal	NOUN
ajis02-310	1158	2	of	of	ADP
ajis02-310	1158	3	intelligent	intelligent	ADJ
ajis02-310	1158	4	information	information	NOUN
ajis02-310	1158	5	systems	system	NOUN
ajis02-310	1158	6	.	.	PUNCT
ajis02-310	1159	1	no	no	INTJ
ajis02-310	1159	2	.	.	NOUN
ajis02-310	1160	1	4	4	NUM
ajis02-310	1160	2	,	,	PUNCT
ajis02-310	1160	3	pp	pp	ADJ
ajis02-310	1160	4	.	.	PUNCT
ajis02-310	1161	1	53	53	NUM
ajis02-310	1161	2	-	-	SYM
ajis02-310	1161	3	69	69	NUM
ajis02-310	1161	4	.	.	PUNCT
ajis02-310	1162	1	koch	koch	PROPN
ajis02-310	1162	2	,	,	PUNCT
ajis02-310	1162	3	t.	t.	PROPN
ajis02-310	1162	4	and	and	CCONJ
ajis02-310	1162	5	fehsenfeld	fehsenfeld	PROPN
ajis02-310	1162	6	,	,	PUNCT
ajis02-310	1162	7	b.	b.	PROPN
ajis02-310	1162	8	(	(	PUNCT
ajis02-310	1162	9	1995	1995	NUM
ajis02-310	1162	10	)	)	PUNCT
ajis02-310	1162	11	.	.	PUNCT
ajis02-310	1163	1	"	"	PUNCT
ajis02-310	1163	2	discovering	discover	VERB
ajis02-310	1163	3	expert	expert	NOUN
ajis02-310	1163	4	system	system	NOUN
ajis02-310	1163	5	rules	rule	NOUN
ajis02-310	1163	6	in	in	ADP
ajis02-310	1163	7	data	data	NOUN
ajis02-310	1163	8	sets	set	NOUN
ajis02-310	1163	9	"	"	PUNCT
ajis02-310	1163	10	.	.	PUNCT
ajis02-310	1164	1	expert	expert	NOUN
ajis02-310	1164	2	systems	system	NOUN
ajis02-310	1164	3	with	with	ADP
ajis02-310	1164	4	applications	application	NOUN
ajis02-310	1164	5	.	.	PUNCT
ajis02-310	1165	1	vol	vol	NOUN
ajis02-310	1165	2	.	.	PROPN
ajis02-310	1165	3	8	8	NUM
ajis02-310	1165	4	,	,	PUNCT
ajis02-310	1165	5	no	no	INTJ
ajis02-310	1165	6	.	.	NOUN
ajis02-310	1165	7	2	2	X
ajis02-310	1165	8	.	.	X
ajis02-310	1165	9	koperski	koperski	PROPN
ajis02-310	1165	10	,	,	PUNCT
ajis02-310	1165	11	k.	k.	PROPN
ajis02-310	1165	12	and	and	CCONJ
ajis02-310	1165	13	han	han	PROPN
ajis02-310	1165	14	,	,	PUNCT
ajis02-310	1165	15	j.	j.	PROPN
ajis02-310	1165	16	(	(	PUNCT
ajis02-310	1165	17	1995	1995	NUM
ajis02-310	1165	18	)	)	PUNCT
ajis02-310	1165	19	.	.	PUNCT
ajis02-310	1166	1	"	"	PUNCT
ajis02-310	1166	2	discovery	discovery	NOUN
ajis02-310	1166	3	of	of	ADP
ajis02-310	1166	4	spatial	spatial	ADJ
ajis02-310	1166	5	association	association	NOUN
ajis02-310	1166	6	rules	rule	NOUN
ajis02-310	1166	7	in	in	ADP
ajis02-310	1166	8	geographic	geographic	ADJ
ajis02-310	1166	9	information	information	NOUN
ajis02-310	1166	10	databases	database	NOUN
ajis02-310	1166	11	"	"	PUNCT
ajis02-310	1166	12	.	.	PUNCT
ajis02-310	1167	1	fourth	fourth	ADJ
ajis02-310	1167	2	international	international	ADJ
ajis02-310	1167	3	symposium	symposium	NOUN
ajis02-310	1167	4	on	on	ADP
ajis02-310	1167	5	large	large	ADJ
ajis02-310	1167	6	spatial	spatial	ADJ
ajis02-310	1167	7	databases	database	NOUN
ajis02-310	1167	8	,	,	PUNCT
ajis02-310	1167	9	maine	maine	NOUN
ajis02-310	1167	10	,	,	PUNCT
ajis02-310	1167	11	pp	pp	ADJ
ajis02-310	1167	12	.	.	PUNCT
ajis02-310	1168	1	47	47	NUM
ajis02-310	1168	2	-	-	SYM
ajis02-310	1168	3	66	66	NUM
ajis02-310	1168	4	.	.	PUNCT
ajis02-310	1169	1	lee	lee	PROPN
ajis02-310	1169	2	,	,	PUNCT
ajis02-310	1169	3	r.	r.	PROPN
ajis02-310	1169	4	m.	m.	PROPN
ajis02-310	1169	5	,	,	PUNCT
ajis02-310	1169	6	et	et	PROPN
ajis02-310	1169	7	al	al	PROPN
ajis02-310	1169	8	.	.	PUNCT
ajis02-310	1169	9	(	(	PUNCT
ajis02-310	1169	10	1985	1985	NUM
ajis02-310	1169	11	)	)	PUNCT
ajis02-310	1169	12	.	.	PUNCT
ajis02-310	1170	1	"	"	PUNCT
ajis02-310	1170	2	temporal	temporal	ADJ
ajis02-310	1170	3	inferencing	inferencing	NOUN
ajis02-310	1170	4	on	on	ADP
ajis02-310	1170	5	administrative	administrative	ADJ
ajis02-310	1170	6	databases	database	NOUN
ajis02-310	1170	7	"	"	PUNCT
ajis02-310	1170	8	.	.	PUNCT
ajis02-310	1171	1	information	information	NOUN
ajis02-310	1171	2	systems	system	NOUN
ajis02-310	1171	3	.	.	PUNCT
ajis02-310	1172	1	vol	vol	NOUN
ajis02-310	1172	2	.	.	PROPN
ajis02-310	1173	1	10	10	NUM
ajis02-310	1173	2	,	,	PUNCT
ajis02-310	1173	3	no	no	INTJ
ajis02-310	1173	4	.	.	NOUN
ajis02-310	1173	5	2	2	NUM
ajis02-310	1173	6	,	,	PUNCT
ajis02-310	1173	7	pp	pp	ADJ
ajis02-310	1173	8	.	.	PUNCT
ajis02-310	1174	1	197	197	NUM
ajis02-310	1174	2	-	-	SYM
ajis02-310	1174	3	206	206	NUM
ajis02-310	1174	4	.	.	PUNCT
ajis02-310	1175	1	li	li	PROPN
ajis02-310	1175	2	,	,	PUNCT
ajis02-310	1175	3	s.-h	s.-h	NOUN
ajis02-310	1175	4	.	.	PUNCT
ajis02-310	1175	5	,	,	PUNCT
ajis02-310	1175	6	et	et	PROPN
ajis02-310	1175	7	al	al	PROPN
ajis02-310	1175	8	.	.	PROPN
ajis02-310	1175	9	(	(	PUNCT
ajis02-310	1175	10	1997	1997	NUM
ajis02-310	1175	11	)	)	PUNCT
ajis02-310	1175	12	.	.	PUNCT
ajis02-310	1176	1	"	"	PUNCT
ajis02-310	1176	2	discovering	discover	VERB
ajis02-310	1176	3	missing	miss	VERB
ajis02-310	1176	4	semantics	semantic	NOUN
ajis02-310	1176	5	from	from	ADP
ajis02-310	1176	6	existing	exist	VERB
ajis02-310	1176	7	relational	relational	ADJ
ajis02-310	1176	8	databases	database	NOUN
ajis02-310	1176	9	"	"	PUNCT
ajis02-310	1176	10	.	.	PUNCT
ajis02-310	1177	1	eighth	eighth	ADJ
ajis02-310	1177	2	international	international	ADJ
ajis02-310	1177	3	database	database	NOUN
ajis02-310	1177	4	workshop	workshop	NOUN
ajis02-310	1177	5	,	,	PUNCT
ajis02-310	1177	6	data	data	NOUN
ajis02-310	1177	7	mining	mining	NOUN
ajis02-310	1177	8	,	,	PUNCT
ajis02-310	1177	9	data	datum	NOUN
ajis02-310	1177	10	warehousing	warehousing	NOUN
ajis02-310	1177	11	and	and	CCONJ
ajis02-310	1177	12	client	client	NOUN
ajis02-310	1177	13	/	/	SYM
ajis02-310	1177	14	server	server	NOUN
ajis02-310	1177	15	databases	database	NOUN
ajis02-310	1177	16	.	.	PUNCT
ajis02-310	1177	17	,	,	PUNCT
ajis02-310	1177	18	hong	hong	PROPN
ajis02-310	1177	19	kong	kong	PROPN
ajis02-310	1177	20	,	,	PUNCT
ajis02-310	1177	21	springer	springer	NOUN
ajis02-310	1177	22	-	-	PUNCT
ajis02-310	1177	23	verlag	verlag	PROPN
ajis02-310	1177	24	singapore	singapore	PROPN
ajis02-310	1177	25	,	,	PUNCT
ajis02-310	1177	26	pp	pp	ADJ
ajis02-310	1177	27	.	.	PUNCT
ajis02-310	1178	1	275	275	NUM
ajis02-310	1178	2	-	-	SYM
ajis02-310	1178	3	286	286	NUM
ajis02-310	1178	4	.	.	PUNCT
ajis02-310	1178	5	loeffen	loeffen	NOUN
ajis02-310	1178	6	,	,	PUNCT
ajis02-310	1178	7	a.	a.	NOUN
ajis02-310	1178	8	(	(	PUNCT
ajis02-310	1178	9	1994	1994	NUM
ajis02-310	1178	10	)	)	PUNCT
ajis02-310	1178	11	.	.	PUNCT
ajis02-310	1179	1	"	"	PUNCT
ajis02-310	1179	2	text	text	NOUN
ajis02-310	1179	3	databases	database	NOUN
ajis02-310	1179	4	:	:	PUNCT
ajis02-310	1179	5	a	a	DET
ajis02-310	1179	6	survey	survey	NOUN
ajis02-310	1179	7	of	of	ADP
ajis02-310	1179	8	text	text	NOUN
ajis02-310	1179	9	models	model	NOUN
ajis02-310	1179	10	and	and	CCONJ
ajis02-310	1179	11	systems	system	NOUN
ajis02-310	1179	12	"	"	PUNCT
ajis02-310	1179	13	.	.	PUNCT
ajis02-310	1180	1	sigmod	sigmod	PROPN
ajis02-310	1180	2	record	record	PROPN
ajis02-310	1180	3	.	.	PUNCT
ajis02-310	1181	1	vol	vol	NOUN
ajis02-310	1181	2	.	.	PROPN
ajis02-310	1182	1	23	23	NUM
ajis02-310	1182	2	,	,	PUNCT
ajis02-310	1182	3	no	no	INTJ
ajis02-310	1182	4	.	.	NOUN
ajis02-310	1182	5	1	1	X
ajis02-310	1182	6	.	.	X
ajis02-310	1183	1	long	long	ADV
ajis02-310	1183	2	,	,	PUNCT
ajis02-310	1183	3	j.	j.	PROPN
ajis02-310	1183	4	m.	m.	PROPN
ajis02-310	1183	5	,	,	PUNCT
ajis02-310	1183	6	et	et	PROPN
ajis02-310	1183	7	al	al	PROPN
ajis02-310	1183	8	.	.	PUNCT
ajis02-310	1183	9	(	(	PUNCT
ajis02-310	1183	10	1991	1991	NUM
ajis02-310	1183	11	)	)	PUNCT
ajis02-310	1183	12	.	.	PUNCT
ajis02-310	1184	1	"	"	PUNCT
ajis02-310	1184	2	automating	automate	VERB
ajis02-310	1184	3	the	the	DET
ajis02-310	1184	4	discovery	discovery	NOUN
ajis02-310	1184	5	of	of	ADP
ajis02-310	1184	6	causal	causal	ADJ
ajis02-310	1184	7	relationships	relationship	NOUN
ajis02-310	1184	8	in	in	ADP
ajis02-310	1184	9	a	a	DET
ajis02-310	1184	10	medical	medical	ADJ
ajis02-310	1184	11	records	record	NOUN
ajis02-310	1184	12	database	database	NOUN
ajis02-310	1184	13	"	"	PUNCT
ajis02-310	1184	14	.	.	PUNCT
ajis02-310	1185	1	in	in	ADP
ajis02-310	1185	2	knowledge	knowledge	NOUN
ajis02-310	1185	3	discovery	discovery	NOUN
ajis02-310	1185	4	in	in	ADP
ajis02-310	1185	5	databases	database	NOUN
ajis02-310	1185	6	.	.	PUNCT
ajis02-310	1186	1	aaai	aaai	PROPN
ajis02-310	1186	2	press	press	PROPN
ajis02-310	1186	3	/	/	SYM
ajis02-310	1186	4	mit	mit	PROPN
ajis02-310	1186	5	press	press	NOUN
ajis02-310	1186	6	,	,	PUNCT
ajis02-310	1186	7	pp	pp	ADJ
ajis02-310	1186	8	.	.	PUNCT
ajis02-310	1187	1	465	465	NUM
ajis02-310	1187	2	-	-	SYM
ajis02-310	1187	3	476	476	NUM
ajis02-310	1187	4	.	.	PUNCT
ajis02-310	1188	1	lu	lu	PROPN
ajis02-310	1188	2	,	,	PUNCT
ajis02-310	1188	3	w.	w.	PROPN
ajis02-310	1188	4	,	,	PUNCT
ajis02-310	1188	5	etal	etal	NOUN
ajis02-310	1188	6	.	.	PUNCT
ajis02-310	1189	1	(	(	PUNCT
ajis02-310	1189	2	1993	1993	NUM
ajis02-310	1189	3	)	)	PUNCT
ajis02-310	1189	4	.	.	PUNCT
ajis02-310	1190	1	"	"	PUNCT
ajis02-310	1190	2	discovery	discovery	NOUN
ajis02-310	1190	3	of	of	ADP
ajis02-310	1190	4	general	general	ADJ
ajis02-310	1190	5	knowledge	knowledge	NOUN
ajis02-310	1190	6	in	in	ADP
ajis02-310	1190	7	large	large	ADJ
ajis02-310	1190	8	spatial	spatial	ADJ
ajis02-310	1190	9	databases	database	NOUN
ajis02-310	1190	10	"	"	PUNCT
ajis02-310	1190	11	.	.	PUNCT
ajis02-310	1191	1	1993	1993	NUM
ajis02-310	1191	2	far	far	ADV
ajis02-310	1191	3	east	east	NOUN
ajis02-310	1191	4	workshop	workshop	NOUN
ajis02-310	1191	5	on	on	ADP
ajis02-310	1191	6	cis	cis	NOUN
ajis02-310	1191	7	(	(	PUNCT
ajis02-310	1191	8	ffigis	ffigis	ADJ
ajis02-310	1191	9	93	93	NUM
ajis02-310	1191	10	)	)	PUNCT
ajis02-310	1191	11	,	,	PUNCT
ajis02-310	1191	12	singapore	singapore	PROPN
ajis02-310	1191	13	,	,	PUNCT
ajis02-310	1191	14	pp	pp	ADJ
ajis02-310	1191	15	.	.	PUNCT
ajis02-310	1192	1	275	275	NUM
ajis02-310	1192	2	-	-	SYM
ajis02-310	1192	3	289	289	NUM
ajis02-310	1192	4	.	.	PUNCT
ajis02-310	1193	1	maier	maier	PROPN
ajis02-310	1193	2	,	,	PUNCT
ajis02-310	1193	3	d.	d.	PROPN
ajis02-310	1193	4	and	and	CCONJ
ajis02-310	1193	5	stein	stein	PROPN
ajis02-310	1193	6	,	,	PUNCT
ajis02-310	1193	7	j.	j.	PROPN
ajis02-310	1193	8	(	(	PUNCT
ajis02-310	1193	9	1990	1990	NUM
ajis02-310	1193	10	)	)	PUNCT
ajis02-310	1193	11	.	.	PUNCT
ajis02-310	1194	1	"	"	PUNCT
ajis02-310	1194	2	development	development	NOUN
ajis02-310	1194	3	and	and	CCONJ
ajis02-310	1194	4	implementation	implementation	NOUN
ajis02-310	1194	5	of	of	ADP
ajis02-310	1194	6	an	an	DET
ajis02-310	1194	7	object	object	NOUN
ajis02-310	1194	8	-	-	PUNCT
ajis02-310	1194	9	oriented	orient	VERB
ajis02-310	1194	10	dbms	dbm	NOUN
ajis02-310	1194	11	"	"	PUNCT
ajis02-310	1194	12	,	,	PUNCT
ajis02-310	1194	13	in	in	ADP
ajis02-310	1194	14	readings	reading	NOUN
ajis02-310	1194	15	in	in	ADP
ajis02-310	1194	16	object	object	NOUN
ajis02-310	1194	17	-	-	PUNCT
ajis02-310	1194	18	oriented	orient	VERB
ajis02-310	1194	19	database	database	NOUN
ajis02-310	1194	20	systems	system	NOUN
ajis02-310	1194	21	.	.	PUNCT
ajis02-310	1195	1	morgan	morgan	PROPN
ajis02-310	1195	2	kaufmann	kaufmann	PROPN
ajis02-310	1195	3	publishers	publishers	PROPN
ajis02-310	1195	4	inc	inc	PROPN
ajis02-310	1195	5	.	.	PROPN
ajis02-310	1195	6	mannila	mannila	PROPN
ajis02-310	1195	7	,	,	PUNCT
ajis02-310	1195	8	h.	h.	PROPN
ajis02-310	1195	9	,	,	PUNCT
ajis02-310	1195	10	et	et	PROPN
ajis02-310	1195	11	al	al	PROPN
ajis02-310	1195	12	.	.	PUNCT
ajis02-310	1195	13	(	(	PUNCT
ajis02-310	1195	14	1994	1994	NUM
ajis02-310	1195	15	)	)	PUNCT
ajis02-310	1195	16	.	.	PUNCT
ajis02-310	1196	1	"	"	PUNCT
ajis02-310	1196	2	efficient	efficient	ADJ
ajis02-310	1196	3	algorithms	algorithm	NOUN
ajis02-310	1196	4	for	for	ADP
ajis02-310	1196	5	discovering	discover	VERB
ajis02-310	1196	6	association	association	NOUN
ajis02-310	1196	7	rules	rule	NOUN
ajis02-310	1196	8	"	"	PUNCT
ajis02-310	1196	9	.	.	PUNCT
ajis02-310	1197	1	aaai	aaai	PROPN
ajis02-310	1197	2	workshop	workshop	NOUN
ajis02-310	1197	3	on	on	ADP
ajis02-310	1197	4	knowledge	knowledge	NOUN
ajis02-310	1197	5	discovery	discovery	NOUN
ajis02-310	1197	6	in	in	ADP
ajis02-310	1197	7	databases	database	NOUN
ajis02-310	1197	8	,	,	PUNCT
ajis02-310	1197	9	seattle	seattle	PROPN
ajis02-310	1197	10	,	,	PUNCT
ajis02-310	1197	11	washington	washington	PROPN
ajis02-310	1197	12	,	,	PUNCT
ajis02-310	1197	13	pp	pp	PROPN
ajis02-310	1197	14	.	.	PUNCT
ajis02-310	1198	1	181	181	NUM
ajis02-310	1198	2	-	-	SYM
ajis02-310	1198	3	192	192	NUM
ajis02-310	1198	4	.	.	PUNCT
ajis02-310	1199	1	mannila	mannila	PROPN
ajis02-310	1199	2	,	,	PUNCT
ajis02-310	1199	3	h.	h.	PROPN
ajis02-310	1199	4	,	,	PUNCT
ajis02-310	1199	5	et	et	PROPN
ajis02-310	1199	6	al	al	PROPN
ajis02-310	1199	7	'	'	PUNCT
ajis02-310	1199	8	(	(	PUNCT
ajis02-310	1199	9	1993	1993	NUM
ajis02-310	1199	10	)	)	PUNCT
ajis02-310	1199	11	.	.	PUNCT
ajis02-310	1200	1	improved	improve	VERB
ajis02-310	1200	2	methods	method	NOUN
ajis02-310	1200	3	for	for	ADP
ajis02-310	1200	4	finding	find	VERB
ajis02-310	1200	5	association	association	NOUN
ajis02-310	1200	6	rules	rule	NOUN
ajis02-310	1200	7	.	.	PUNCT
ajis02-310	1201	1	technical	technical	ADJ
ajis02-310	1201	2	report	report	NOUN
ajis02-310	1201	3	report	report	NOUN
ajis02-310	1201	4	c1993	c1993	NOUN
ajis02-310	1201	5	-	-	PUNCT
ajis02-310	1201	6	65	65	NUM
ajis02-310	1201	7	.	.	PUNCT
ajis02-310	1202	1	university	university	NOUN
ajis02-310	1202	2	of	of	ADP
ajis02-310	1202	3	helsinki	helsinki	PROPN
ajis02-310	1202	4	,	,	PUNCT
ajis02-310	1202	5	finland	finland	PROPN
ajis02-310	1202	6	.	.	PUNCT
ajis02-310	1203	1	mannila	mannila	PROPN
ajis02-310	1203	2	,	,	PUNCT
ajis02-310	1203	3	h.	h.	PROPN
ajis02-310	1203	4	,	,	PUNCT
ajis02-310	1203	5	et	et	PROPN
ajis02-310	1203	6	al	al	PROPN
ajis02-310	1203	7	.	.	PROPN
ajis02-310	1203	8	(	(	PUNCT
ajis02-310	1203	9	1995	1995	NUM
ajis02-310	1203	10	)	)	PUNCT
ajis02-310	1203	11	.	.	PUNCT
ajis02-310	1204	1	"	"	PUNCT
ajis02-310	1204	2	discovering	discover	VERB
ajis02-310	1204	3	frequent	frequent	ADJ
ajis02-310	1204	4	episodes	episode	NOUN
ajis02-310	1204	5	in	in	ADP
ajis02-310	1204	6	sequences	sequence	NOUN
ajis02-310	1204	7	"	"	PUNCT
ajis02-310	1204	8	.	.	PUNCT
ajis02-310	1205	1	first	first	ADJ
ajis02-310	1205	2	international	international	ADJ
ajis02-310	1205	3	conference	conference	NOUN
ajis02-310	1205	4	on	on	ADP
ajis02-310	1205	5	knowledge	knowledge	NOUN
ajis02-310	1205	6	discovery	discovery	PROPN
ajis02-310	1205	7	and	and	CCONJ
ajis02-310	1205	8	data	datum	NOUN
ajis02-310	1205	9	mining	mining	NOUN
ajis02-310	1205	10	(	(	PUNCT
ajis02-310	1205	11	kdd-95	kdd-95	NOUN
ajis02-310	1205	12	)	)	PUNCT
ajis02-310	1205	13	,	,	PUNCT
ajis02-310	1205	14	montreal	montreal	PROPN
ajis02-310	1205	15	,	,	PUNCT
ajis02-310	1205	16	quebec	quebec	PROPN
ajis02-310	1205	17	,	,	PUNCT
ajis02-310	1205	18	canada	canada	PROPN
ajis02-310	1205	19	,	,	PUNCT
ajis02-310	1205	20	aaai	aaai	PROPN
ajis02-310	1205	21	press	press	PROPN
ajis02-310	1205	22	,	,	PUNCT
ajis02-310	1205	23	menlo	menlo	NOUN
ajis02-310	1205	24	park	park	PROPN
ajis02-310	1205	25	,	,	PUNCT
ajis02-310	1205	26	california	california	PROPN
ajis02-310	1205	27	,	,	PUNCT
ajis02-310	1205	28	pp	pp	ADJ
ajis02-310	1205	29	.	.	PUNCT
ajis02-310	1206	1	210	210	NUM
ajis02-310	1206	2	-	-	SYM
ajis02-310	1206	3	215	215	NUM
ajis02-310	1206	4	.	.	PUNCT
ajis02-310	1207	1	meo	meo	PROPN
ajis02-310	1207	2	,	,	PUNCT
ajis02-310	1207	3	r.	r.	PROPN
ajis02-310	1207	4	,	,	PUNCT
ajis02-310	1207	5	et	et	PROPN
ajis02-310	1207	6	al	al	PROPN
ajis02-310	1207	7	.	.	PUNCT
ajis02-310	1207	8	(	(	PUNCT
ajis02-310	1207	9	1996	1996	NUM
ajis02-310	1207	10	)	)	PUNCT
ajis02-310	1207	11	.	.	PUNCT
ajis02-310	1208	1	"	"	PUNCT
ajis02-310	1208	2	a	a	DET
ajis02-310	1208	3	new	new	ADJ
ajis02-310	1208	4	sql	sql	NOUN
ajis02-310	1208	5	-	-	PUNCT
ajis02-310	1208	6	like	like	ADJ
ajis02-310	1208	7	operator	operator	NOUN
ajis02-310	1208	8	for	for	ADP
ajis02-310	1208	9	mining	mining	NOUN
ajis02-310	1208	10	association	association	NOUN
ajis02-310	1208	11	rules	rule	NOUN
ajis02-310	1208	12	"	"	PUNCT
ajis02-310	1208	13	.	.	PUNCT
ajis02-310	1209	1	twenty	twenty	NUM
ajis02-310	1209	2	-	-	PUNCT
ajis02-310	1209	3	second	second	ADJ
ajis02-310	1209	4	international	international	ADJ
ajis02-310	1209	5	conference	conference	NOUN
ajis02-310	1209	6	on	on	ADP
ajis02-310	1209	7	very	very	ADV
ajis02-310	1209	8	large	large	ADJ
ajis02-310	1209	9	data	datum	NOUN
ajis02-310	1209	10	bases	basis	NOUN
ajis02-310	1209	11	(	(	PUNCT
ajis02-310	1209	12	vldb	vldb	NOUN
ajis02-310	1209	13	'	'	NUM
ajis02-310	1209	14	96	96	NUM
ajis02-310	1209	15	)	)	PUNCT
ajis02-310	1209	16	,	,	PUNCT
ajis02-310	1209	17	mumbai	mumbai	PROPN
ajis02-310	1209	18	,	,	PUNCT
ajis02-310	1209	19	india	india	PROPN
ajis02-310	1209	20	,	,	PUNCT
ajis02-310	1209	21	morgan	morgan	PROPN
ajis02-310	1209	22	kaufmann	kaufmann	PROPN
ajis02-310	1209	23	publishers	publishers	PROPN
ajis02-310	1209	24	,	,	PUNCT
ajis02-310	1209	25	inc	inc	PROPN
ajis02-310	1209	26	.	.	PROPN
ajis02-310	1210	1	san	san	PROPN
ajis02-310	1210	2	francisco	francisco	PROPN
ajis02-310	1210	3	,	,	PUNCT
ajis02-310	1210	4	usa	usa	PROPN
ajis02-310	1210	5	.	.	PROPN
ajis02-310	1211	1	pp	pp	PROPN
ajis02-310	1211	2	.	.	PUNCT
ajis02-310	1212	1	122	122	NUM
ajis02-310	1212	2	-	-	SYM
ajis02-310	1212	3	133	133	NUM
ajis02-310	1212	4	.	.	PUNCT
ajis02-310	1213	1	michalski	michalski	PROPN
ajis02-310	1213	2	,	,	PUNCT
ajis02-310	1213	3	r.	r.	PROPN
ajis02-310	1213	4	s.	s.	PROPN
ajis02-310	1213	5	,	,	PUNCT
ajis02-310	1213	6	et	et	PROPN
ajis02-310	1213	7	al	al	PROPN
ajis02-310	1213	8	.	.	PROPN
ajis02-310	1213	9	,	,	PUNCT
ajis02-310	1213	10	ed	ed	NOUN
ajis02-310	1213	11	.	.	PUNCT
ajis02-310	1214	1	(	(	PUNCT
ajis02-310	1214	2	1984	1984	NUM
ajis02-310	1214	3	)	)	PUNCT
ajis02-310	1214	4	.	.	PUNCT
ajis02-310	1215	1	machine	machine	NOUN
ajis02-310	1215	2	learning	learn	VERB
ajis02-310	1215	3	an	an	DET
ajis02-310	1215	4	artificial	artificial	ADJ
ajis02-310	1215	5	intelligence	intelligence	NOUN
ajis02-310	1215	6	approach	approach	NOUN
ajis02-310	1215	7	.	.	PUNCT
ajis02-310	1216	1	berlin	berlin	PROPN
ajis02-310	1216	2	,	,	PUNCT
ajis02-310	1216	3	springerverlag	springerverlag	PROPN
ajis02-310	1216	4	.	.	PUNCT
ajis02-310	1217	1	miller	miller	PROPN
ajis02-310	1217	2	,	,	PUNCT
ajis02-310	1217	3	m.	m.	NOUN
ajis02-310	1217	4	(	(	PUNCT
ajis02-310	1217	5	1991	1991	NUM
ajis02-310	1217	6	)	)	PUNCT
ajis02-310	1217	7	.	.	PUNCT
ajis02-310	1218	1	"	"	PUNCT
ajis02-310	1218	2	a	a	DET
ajis02-310	1218	3	model	model	NOUN
ajis02-310	1218	4	of	of	ADP
ajis02-310	1218	5	statistical	statistical	ADJ
ajis02-310	1218	6	database	database	NOUN
ajis02-310	1218	7	compromise	compromise	VERB
ajis02-310	1218	8	incorporating	incorporate	VERB
ajis02-310	1218	9	supplementary	supplementary	ADJ
ajis02-310	1218	10	knowledge	knowledge	NOUN
ajis02-310	1218	11	"	"	PUNCT
ajis02-310	1218	12	.	.	PUNCT
ajis02-310	1219	1	the	the	DET
ajis02-310	1219	2	second	second	ADJ
ajis02-310	1219	3	australian	australian	ADJ
ajis02-310	1219	4	database	database	NOUN
ajis02-310	1219	5	-	-	PUNCT
ajis02-310	1219	6	information	information	NOUN
ajis02-310	1219	7	systems	system	NOUN
ajis02-310	1219	8	conference	conference	PROPN
ajis02-310	1219	9	,	,	PUNCT
ajis02-310	1219	10	sydney	sydney	PROPN
ajis02-310	1219	11	,	,	PUNCT
ajis02-310	1219	12	australia	australia	PROPN
ajis02-310	1219	13	,	,	PUNCT
ajis02-310	1219	14	world	world	NOUN
ajis02-310	1219	15	scientific	scientific	NOUN
ajis02-310	1219	16	.	.	PUNCT
ajis02-310	1220	1	miura	miura	PROPN
ajis02-310	1220	2	,	,	PUNCT
ajis02-310	1220	3	t.	t.	NOUN
ajis02-310	1220	4	and	and	CCONJ
ajis02-310	1220	5	shioya	shioya	PROPN
ajis02-310	1220	6	,	,	PUNCT
ajis02-310	1220	7	i.	i.	NOUN
ajis02-310	1220	8	(	(	PUNCT
ajis02-310	1220	9	1997	1997	NUM
ajis02-310	1220	10	)	)	PUNCT
ajis02-310	1220	11	.	.	PUNCT
ajis02-310	1221	1	"	"	PUNCT
ajis02-310	1221	2	differentiation	differentiation	NOUN
ajis02-310	1221	3	for	for	ADP
ajis02-310	1221	4	scheme	scheme	NOUN
ajis02-310	1221	5	discovery	discovery	NOUN
ajis02-310	1221	6	"	"	PUNCT
ajis02-310	1221	7	.	.	PUNCT
ajis02-310	1222	1	eighth	eighth	ADJ
ajis02-310	1222	2	international	international	ADJ
ajis02-310	1222	3	database	database	NOUN
ajis02-310	1222	4	workshop	workshop	NOUN
ajis02-310	1222	5	,	,	PUNCT
ajis02-310	1222	6	data	data	NOUN
ajis02-310	1222	7	mining	mining	NOUN
ajis02-310	1222	8	,	,	PUNCT
ajis02-310	1222	9	data	datum	NOUN
ajis02-310	1222	10	warehousing	warehousing	NOUN
ajis02-310	1222	11	and	and	CCONJ
ajis02-310	1222	12	client	client	NOUN
ajis02-310	1222	13	/	/	SYM
ajis02-310	1222	14	server	server	NOUN
ajis02-310	1222	15	databases	database	NOUN
ajis02-310	1222	16	.	.	PUNCT
ajis02-310	1222	17	,	,	PUNCT
ajis02-310	1222	18	hong	hong	PROPN
ajis02-310	1222	19	kong	kong	PROPN
ajis02-310	1222	20	,	,	PUNCT
ajis02-310	1222	21	springer	springer	NOUN
ajis02-310	1222	22	-	-	PUNCT
ajis02-310	1222	23	verlag	verlag	PROPN
ajis02-310	1222	24	singapore	singapore	PROPN
ajis02-310	1222	25	,	,	PUNCT
ajis02-310	1222	26	pp	pp	ADJ
ajis02-310	1222	27	.	.	PUNCT
ajis02-310	1223	1	62	62	NUM
ajis02-310	1223	2	-	-	SYM
ajis02-310	1223	3	77	77	NUM
ajis02-310	1223	4	.	.	PUNCT
ajis02-310	1224	1	nahouraii	nahouraii	PROPN
ajis02-310	1224	2	,	,	PUNCT
ajis02-310	1224	3	e.	e.	PROPN
ajis02-310	1224	4	and	and	CCONJ
ajis02-310	1224	5	petty	petty	PROPN
ajis02-310	1224	6	,	,	PUNCT
ajis02-310	1224	7	f.	f.	PROPN
ajis02-310	1224	8	,	,	PUNCT
ajis02-310	1224	9	ed	ed	NOUN
ajis02-310	1224	10	.	.	PUNCT
ajis02-310	1224	11	(	(	PUNCT
ajis02-310	1224	12	1991	1991	NUM
ajis02-310	1224	13	)	)	PUNCT
ajis02-310	1224	14	.	.	PUNCT
ajis02-310	1225	1	object	object	NOUN
ajis02-310	1225	2	-	-	PUNCT
ajis02-310	1225	3	oriented	orient	VERB
ajis02-310	1225	4	databases	database	NOUN
ajis02-310	1225	5	.	.	PUNCT
ajis02-310	1226	1	los	los	PROPN
ajis02-310	1226	2	alamitos	alamitos	PROPN
ajis02-310	1226	3	,	,	PUNCT
ajis02-310	1226	4	california	california	PROPN
ajis02-310	1226	5	,	,	PUNCT
ajis02-310	1226	6	ieee	ieee	NOUN
ajis02-310	1226	7	computer	computer	NOUN
ajis02-310	1226	8	society	society	PROPN
ajis02-310	1226	9	press	press	NOUN
ajis02-310	1226	10	.	.	PUNCT
ajis02-310	1227	1	ng	ng	PROPN
ajis02-310	1227	2	,	,	PUNCT
ajis02-310	1227	3	r.	r.	PROPN
ajis02-310	1227	4	t.	t.	PROPN
ajis02-310	1227	5	and	and	CCONJ
ajis02-310	1227	6	han	han	PROPN
ajis02-310	1227	7	,	,	PUNCT
ajis02-310	1227	8	j.	j.	PROPN
ajis02-310	1227	9	(	(	PUNCT
ajis02-310	1227	10	1994	1994	NUM
ajis02-310	1227	11	)	)	PUNCT
ajis02-310	1227	12	.	.	PUNCT
ajis02-310	1228	1	"	"	PUNCT
ajis02-310	1228	2	efficient	efficient	ADJ
ajis02-310	1228	3	and	and	CCONJ
ajis02-310	1228	4	effective	effective	ADJ
ajis02-310	1228	5	clustering	clustering	ADJ
ajis02-310	1228	6	methods	method	NOUN
ajis02-310	1228	7	for	for	ADP
ajis02-310	1228	8	spatial	spatial	ADJ
ajis02-310	1228	9	data	datum	NOUN
ajis02-310	1228	10	mining	mining	NOUN
ajis02-310	1228	11	"	"	PUNCT
ajis02-310	1228	12	.	.	PUNCT
ajis02-310	1229	1	twentieth	twentieth	PROPN
ajis02-310	1229	2	international	international	ADJ
ajis02-310	1229	3	conference	conference	NOUN
ajis02-310	1229	4	on	on	ADP
ajis02-310	1229	5	very	very	ADV
ajis02-310	1229	6	large	large	ADJ
ajis02-310	1229	7	data	datum	NOUN
ajis02-310	1229	8	bases	basis	NOUN
ajis02-310	1229	9	,	,	PUNCT
ajis02-310	1229	10	santiago	santiago	PROPN
ajis02-310	1229	11	,	,	PUNCT
ajis02-310	1229	12	chile	chile	PROPN
ajis02-310	1229	13	,	,	PUNCT
ajis02-310	1229	14	nishio	nishio	PROPN
ajis02-310	1229	15	,	,	PUNCT
ajis02-310	1229	16	s.	s.	PROPN
ajis02-310	1229	17	,	,	PUNCT
ajis02-310	1229	18	et	et	PROPN
ajis02-310	1229	19	al	al	PROPN
ajis02-310	1229	20	.	.	PUNCT
ajis02-310	1230	1	(	(	PUNCT
ajis02-310	1230	2	1993	1993	NUM
ajis02-310	1230	3	)	)	PUNCT
ajis02-310	1230	4	.	.	PUNCT
ajis02-310	1231	1	"	"	PUNCT
ajis02-310	1231	2	knowledge	knowledge	NOUN
ajis02-310	1231	3	discovery	discovery	NOUN
ajis02-310	1231	4	in	in	ADP
ajis02-310	1231	5	object	object	NOUN
ajis02-310	1231	6	-	-	PUNCT
ajis02-310	1231	7	oriented	orient	VERB
ajis02-310	1231	8	databases	database	NOUN
ajis02-310	1231	9	:	:	PUNCT
ajis02-310	1231	10	the	the	DET
ajis02-310	1231	11	first	first	ADJ
ajis02-310	1231	12	step	step	NOUN
ajis02-310	1231	13	"	"	PUNCT
ajis02-310	1231	14	.	.	PUNCT
ajis02-310	1232	1	aaai-93	aaai-93	NOUN
ajis02-310	1232	2	workshop	workshop	NOUN
ajis02-310	1232	3	on	on	ADP
ajis02-310	1232	4	knowledge	knowledge	NOUN
ajis02-310	1232	5	discovery	discovery	NOUN
ajis02-310	1232	6	in	in	ADP
ajis02-310	1232	7	databases	database	NOUN
ajis02-310	1232	8	,	,	PUNCT
ajis02-310	1232	9	washington	washington	PROPN
ajis02-310	1232	10	d.c	d.c	PROPN
ajis02-310	1232	11	.	.	PROPN
ajis02-310	1232	12	,	,	PUNCT
ajis02-310	1232	13	aaai	aaai	PROPN
ajis02-310	1232	14	press	press	PROPN
ajis02-310	1232	15	,	,	PUNCT
ajis02-310	1232	16	pp	pp	ADJ
ajis02-310	1232	17	.	.	PUNCT
ajis02-310	1233	1	299	299	NUM
ajis02-310	1233	2	-	-	SYM
ajis02-310	1233	3	313	313	NUM
ajis02-310	1233	4	.	.	PUNCT
ajis02-310	1234	1	o*leary	o*leary	PROPN
ajis02-310	1234	2	,	,	PUNCT
ajis02-310	1234	3	d.	d.	PROPN
ajis02-310	1234	4	e.	e.	PROPN
ajis02-310	1234	5	(	(	PUNCT
ajis02-310	1234	6	1991	1991	NUM
ajis02-310	1234	7	)	)	PUNCT
ajis02-310	1234	8	.	.	PUNCT
ajis02-310	1235	1	"	"	PUNCT
ajis02-310	1235	2	knowledge	knowledge	NOUN
ajis02-310	1235	3	discovery	discovery	NOUN
ajis02-310	1235	4	as	as	ADP
ajis02-310	1235	5	a	a	DET
ajis02-310	1235	6	threat	threat	NOUN
ajis02-310	1235	7	to	to	PART
ajis02-310	1235	8	database	database	VERB
ajis02-310	1235	9	security	security	NOUN
ajis02-310	1235	10	"	"	PUNCT
ajis02-310	1235	11	,	,	PUNCT
ajis02-310	1235	12	in	in	ADP
ajis02-310	1235	13	knowledge	knowledge	NOUN
ajis02-310	1235	14	discovery	discovery	NOUN
ajis02-310	1235	15	in	in	ADP
ajis02-310	1235	16	databases	database	NOUN
ajis02-310	1235	17	.	.	PUNCT
ajis02-310	1236	1	aaai	aaai	PROPN
ajis02-310	1236	2	press	press	PROPN
ajis02-310	1236	3	/	/	SYM
ajis02-310	1236	4	mit	mit	PROPN
ajis02-310	1236	5	press	press	NOUN
ajis02-310	1236	6	,	,	PUNCT
ajis02-310	1236	7	pp	pp	ADJ
ajis02-310	1236	8	.	.	PUNCT
ajis02-310	1237	1	507	507	NUM
ajis02-310	1237	2	-	-	SYM
ajis02-310	1237	3	516	516	NUM
ajis02-310	1237	4	.	.	X
ajis02-310	1237	5	126	126	NUM
ajis02-310	1237	6	ajis	ajis	NOUN
ajis02-310	1237	7	vol	vol	NOUN
ajis02-310	1237	8	.	.	PROPN
ajis02-310	1238	1	6	6	NUM
ajis02-310	1238	2	no	no	NOUN
ajis02-310	1238	3	.	.	NOUN
ajis02-310	1238	4	2	2	NUM
ajis02-310	1238	5	may	may	PROPN
ajis02-310	1238	6	1999	1999	NUM
ajis02-310	1238	7	padmanabhan	padmanabhan	PROPN
ajis02-310	1238	8	,	,	PUNCT
ajis02-310	1238	9	b.	b.	PROPN
ajis02-310	1238	10	and	and	CCONJ
ajis02-310	1238	11	tuzhilin	tuzhilin	PROPN
ajis02-310	1238	12	,	,	PUNCT
ajis02-310	1238	13	a.	a.	NOUN
ajis02-310	1238	14	(	(	PUNCT
ajis02-310	1238	15	1996	1996	NUM
ajis02-310	1238	16	)	)	PUNCT
ajis02-310	1238	17	.	.	PUNCT
ajis02-310	1239	1	"	"	PUNCT
ajis02-310	1239	2	pattern	pattern	NOUN
ajis02-310	1239	3	discovery	discovery	NOUN
ajis02-310	1239	4	in	in	ADP
ajis02-310	1239	5	temporal	temporal	ADJ
ajis02-310	1239	6	databases	database	NOUN
ajis02-310	1239	7	:	:	PUNCT
ajis02-310	1239	8	a	a	DET
ajis02-310	1239	9	temporal	temporal	ADJ
ajis02-310	1239	10	logic	logic	NOUN
ajis02-310	1239	11	approach	approach	NOUN
ajis02-310	1239	12	"	"	PUNCT
ajis02-310	1239	13	.	.	PUNCT
ajis02-310	1240	1	second	second	ADJ
ajis02-310	1240	2	international	international	ADJ
ajis02-310	1240	3	conference	conference	NOUN
ajis02-310	1240	4	on	on	ADP
ajis02-310	1240	5	knowledge	knowledge	NOUN
ajis02-310	1240	6	discovery	discovery	PROPN
ajis02-310	1240	7	and	and	CCONJ
ajis02-310	1240	8	data	datum	NOUN
ajis02-310	1240	9	mining	mining	NOUN
ajis02-310	1240	10	,	,	PUNCT
ajis02-310	1240	11	portland	portland	PROPN
ajis02-310	1240	12	,	,	PUNCT
ajis02-310	1240	13	oregon	oregon	PROPN
ajis02-310	1240	14	,	,	PUNCT
ajis02-310	1240	15	aaai	aaai	PROPN
ajis02-310	1240	16	press	press	PROPN
ajis02-310	1240	17	.	.	PUNCT
ajis02-310	1241	1	park	park	PROPN
ajis02-310	1241	2	,	,	PUNCT
ajis02-310	1241	3	j.	j.	PROPN
ajis02-310	1241	4	s.	s.	PROPN
ajis02-310	1241	5	,	,	PUNCT
ajis02-310	1241	6	et	et	PROPN
ajis02-310	1241	7	al	al	PROPN
ajis02-310	1241	8	.	.	PROPN
ajis02-310	1241	9	(	(	PUNCT
ajis02-310	1241	10	1995	1995	NUM
ajis02-310	1241	11	)	)	PUNCT
ajis02-310	1241	12	.	.	PUNCT
ajis02-310	1242	1	"	"	PUNCT
ajis02-310	1242	2	an	an	DET
ajis02-310	1242	3	effective	effective	ADJ
ajis02-310	1242	4	hash	hash	NOUN
ajis02-310	1242	5	-	-	PUNCT
ajis02-310	1242	6	based	base	VERB
ajis02-310	1242	7	algorithm	algorithm	NOUN
ajis02-310	1242	8	for	for	ADP
ajis02-310	1242	9	mining	mining	NOUN
ajis02-310	1242	10	association	association	NOUN
ajis02-310	1242	11	rules	rule	NOUN
ajis02-310	1242	12	"	"	PUNCT
ajis02-310	1242	13	.	.	PUNCT
ajis02-310	1243	1	acm	acm	PROPN
ajis02-310	1243	2	sigmod	sigmod	PROPN
ajis02-310	1243	3	conference	conference	PROPN
ajis02-310	1243	4	on	on	ADP
ajis02-310	1243	5	the	the	DET
ajis02-310	1243	6	management	management	NOUN
ajis02-310	1243	7	of	of	ADP
ajis02-310	1243	8	data	data	PROPN
ajis02-310	1243	9	,	,	PUNCT
ajis02-310	1243	10	san	san	PROPN
ajis02-310	1243	11	jose	jose	PROPN
ajis02-310	1243	12	,	,	PUNCT
ajis02-310	1243	13	ca	ca	PROPN
ajis02-310	1243	14	,	,	PUNCT
ajis02-310	1243	15	acm	acm	PROPN
ajis02-310	1243	16	press	press	NOUN
ajis02-310	1243	17	.	.	PUNCT
ajis02-310	1244	1	vol	vol	NOUN
ajis02-310	1244	2	.	.	PROPN
ajis02-310	1245	1	24	24	NUM
ajis02-310	1245	2	.	.	PUNCT
ajis02-310	1246	1	pp	pp	ADJ
ajis02-310	1246	2	.	.	PUNCT
ajis02-310	1247	1	175	175	NUM
ajis02-310	1247	2	-	-	SYM
ajis02-310	1247	3	186	186	NUM
ajis02-310	1247	4	.	.	PUNCT
ajis02-310	1248	1	piatetsky	piatetsky	PROPN
ajis02-310	1248	2	-	-	PUNCT
ajis02-310	1248	3	shapiro	shapiro	PROPN
ajis02-310	1248	4	,	,	PUNCT
ajis02-310	1248	5	g.	g.	PROPN
ajis02-310	1248	6	(	(	PUNCT
ajis02-310	1248	7	1994	1994	NUM
ajis02-310	1248	8	)	)	PUNCT
ajis02-310	1248	9	.	.	PUNCT
ajis02-310	1249	1	"	"	PUNCT
ajis02-310	1249	2	knowledge	knowledge	NOUN
ajis02-310	1249	3	discovery	discovery	NOUN
ajis02-310	1249	4	in	in	ADP
ajis02-310	1249	5	databases	database	NOUN
ajis02-310	1249	6	:	:	PUNCT
ajis02-310	1249	7	progress	progress	NOUN
ajis02-310	1249	8	report	report	NOUN
ajis02-310	1249	9	"	"	PUNCT
ajis02-310	1249	10	.	.	PUNCT
ajis02-310	1250	1	the	the	DET
ajis02-310	1250	2	knowledge	knowledge	NOUN
ajis02-310	1250	3	engineering	engineering	PROPN
ajis02-310	1250	4	review	review	PROPN
ajis02-310	1250	5	.	.	PUNCT
ajis02-310	1251	1	vol	vol	NOUN
ajis02-310	1251	2	.	.	PROPN
ajis02-310	1252	1	9	9	NUM
ajis02-310	1252	2	,	,	PUNCT
ajis02-310	1252	3	no	no	INTJ
ajis02-310	1252	4	.	.	NOUN
ajis02-310	1252	5	1	1	NUM
ajis02-310	1252	6	.	.	X
ajis02-310	1253	1	piatetsky	piatetsky	PROPN
ajis02-310	1253	2	-	-	PUNCT
ajis02-310	1253	3	shapiro	shapiro	PROPN
ajis02-310	1253	4	,	,	PUNCT
ajis02-310	1253	5	g.	g.	PROPN
ajis02-310	1253	6	and	and	CCONJ
ajis02-310	1253	7	frawley	frawley	PROPN
ajis02-310	1253	8	,	,	PUNCT
ajis02-310	1253	9	w.	w.	PROPN
ajis02-310	1253	10	j.	j.	PROPN
ajis02-310	1253	11	,	,	PUNCT
ajis02-310	1253	12	ed	ed	NOUN
ajis02-310	1253	13	.	.	PUNCT
ajis02-310	1253	14	(	(	PUNCT
ajis02-310	1253	15	1991	1991	NUM
ajis02-310	1253	16	)	)	PUNCT
ajis02-310	1253	17	.	.	PUNCT
ajis02-310	1254	1	knowledge	knowledge	NOUN
ajis02-310	1254	2	discovery	discovery	PROPN
ajis02-310	1254	3	in	in	ADP
ajis02-310	1254	4	databases	database	NOUN
ajis02-310	1254	5	.	.	PUNCT
ajis02-310	1255	1	menlo	menlo	NOUN
ajis02-310	1255	2	park	park	PROPN
ajis02-310	1255	3	,	,	PUNCT
ajis02-310	1255	4	ca	ca	PROPN
ajis02-310	1255	5	,	,	PUNCT
ajis02-310	1255	6	aaai	aaai	PROPN
ajis02-310	1255	7	press	press	PROPN
ajis02-310	1255	8	/	/	SYM
ajis02-310	1255	9	mit	mit	PROPN
ajis02-310	1255	10	press	press	NOUN
ajis02-310	1255	11	.	.	PUNCT
ajis02-310	1256	1	provan	provan	PROPN
ajis02-310	1256	2	,	,	PUNCT
ajis02-310	1256	3	g.	g.	PROPN
ajis02-310	1256	4	m.	m.	PROPN
ajis02-310	1256	5	and	and	CCONJ
ajis02-310	1256	6	singh	singh	PROPN
ajis02-310	1256	7	,	,	PUNCT
ajis02-310	1256	8	m.	m.	NOUN
ajis02-310	1256	9	(	(	PUNCT
ajis02-310	1256	10	1996	1996	NUM
ajis02-310	1256	11	)	)	PUNCT
ajis02-310	1256	12	.	.	PUNCT
ajis02-310	1257	1	"	"	PUNCT
ajis02-310	1257	2	data	data	NOUN
ajis02-310	1257	3	mining	mining	NOUN
ajis02-310	1257	4	and	and	CCONJ
ajis02-310	1257	5	model	model	NOUN
ajis02-310	1257	6	simplicity	simplicity	NOUN
ajis02-310	1257	7	:	:	PUNCT
ajis02-310	1257	8	a	a	DET
ajis02-310	1257	9	case	case	NOUN
ajis02-310	1257	10	study	study	NOUN
ajis02-310	1257	11	in	in	ADP
ajis02-310	1257	12	diagnosis	diagnosis	NOUN
ajis02-310	1257	13	"	"	PUNCT
ajis02-310	1257	14	.	.	PUNCT
ajis02-310	1258	1	second	second	ADJ
ajis02-310	1258	2	international	international	ADJ
ajis02-310	1258	3	conference	conference	NOUN
ajis02-310	1258	4	on	on	ADP
ajis02-310	1258	5	knowledge	knowledge	NOUN
ajis02-310	1258	6	discovery	discovery	PROPN
ajis02-310	1258	7	and	and	CCONJ
ajis02-310	1258	8	data	datum	NOUN
ajis02-310	1258	9	mining	mining	NOUN
ajis02-310	1258	10	(	(	PUNCT
ajis02-310	1258	11	kdd96	kdd96	PROPN
ajis02-310	1258	12	)	)	PUNCT
ajis02-310	1258	13	,	,	PUNCT
ajis02-310	1258	14	portland	portland	PROPN
ajis02-310	1258	15	,	,	PUNCT
ajis02-310	1258	16	oregon	oregon	PROPN
ajis02-310	1258	17	,	,	PUNCT
ajis02-310	1258	18	aaai	aaai	PROPN
ajis02-310	1258	19	press	press	PROPN
ajis02-310	1258	20	,	,	PUNCT
ajis02-310	1258	21	menlo	menlo	NOUN
ajis02-310	1258	22	park	park	PROPN
ajis02-310	1258	23	,	,	PUNCT
ajis02-310	1258	24	california	california	PROPN
ajis02-310	1258	25	.	.	PUNCT
ajis02-310	1259	1	quinlan	quinlan	PROPN
ajis02-310	1259	2	,	,	PUNCT
ajis02-310	1259	3	j.	j.	PROPN
ajis02-310	1259	4	r.	r.	PROPN
ajis02-310	1259	5	(	(	PUNCT
ajis02-310	1259	6	1986	1986	NUM
ajis02-310	1259	7	)	)	PUNCT
ajis02-310	1259	8	.	.	PUNCT
ajis02-310	1260	1	"	"	PUNCT
ajis02-310	1260	2	induction	induction	NOUN
ajis02-310	1260	3	of	of	ADP
ajis02-310	1260	4	decision	decision	NOUN
ajis02-310	1260	5	trees	tree	NOUN
ajis02-310	1260	6	"	"	PUNCT
ajis02-310	1260	7	.	.	PUNCT
ajis02-310	1261	1	machine	machine	NOUN
ajis02-310	1261	2	learning	learning	NOUN
ajis02-310	1261	3	.	.	PUNCT
ajis02-310	1262	1	vol	vol	NOUN
ajis02-310	1262	2	.	.	PROPN
ajis02-310	1263	1	1	1	NUM
ajis02-310	1263	2	,	,	PUNCT
ajis02-310	1263	3	pp	pp	ADJ
ajis02-310	1263	4	.	.	PUNCT
ajis02-310	1264	1	81	81	NUM
ajis02-310	1264	2	-	-	SYM
ajis02-310	1264	3	106	106	NUM
ajis02-310	1264	4	.	.	PUNCT
ajis02-310	1264	5	rainsford	rainsford	NOUN
ajis02-310	1264	6	,	,	PUNCT
ajis02-310	1264	7	c.	c.	PROPN
ajis02-310	1264	8	p.	p.	PROPN
ajis02-310	1264	9	and	and	CCONJ
ajis02-310	1264	10	roddick	roddick	PROPN
ajis02-310	1264	11	,	,	PUNCT
ajis02-310	1264	12	j.	j.	PROPN
ajis02-310	1264	13	f.	f.	PROPN
ajis02-310	1264	14	(	(	PUNCT
ajis02-310	1264	15	1996	1996	NUM
ajis02-310	1264	16	)	)	PUNCT
ajis02-310	1264	17	.	.	PUNCT
ajis02-310	1265	1	"	"	PUNCT
ajis02-310	1265	2	temporal	temporal	ADJ
ajis02-310	1265	3	data	datum	NOUN
ajis02-310	1265	4	mining	mining	NOUN
ajis02-310	1265	5	in	in	ADP
ajis02-310	1265	6	information	information	NOUN
ajis02-310	1265	7	systems	system	NOUN
ajis02-310	1265	8	:	:	PUNCT
ajis02-310	1265	9	a	a	DET
ajis02-310	1265	10	model	model	NOUN
ajis02-310	1265	11	"	"	PUNCT
ajis02-310	1265	12	.	.	PUNCT
ajis02-310	1266	1	seventh	seventh	ADJ
ajis02-310	1266	2	australasian	australasian	ADJ
ajis02-310	1266	3	conference	conference	NOUN
ajis02-310	1266	4	on	on	ADP
ajis02-310	1266	5	information	information	NOUN
ajis02-310	1266	6	systems	system	NOUN
ajis02-310	1266	7	,	,	PUNCT
ajis02-310	1266	8	hobart	hobart	PROPN
ajis02-310	1266	9	,	,	PUNCT
ajis02-310	1266	10	tasmania	tasmania	PROPN
ajis02-310	1266	11	,	,	PUNCT
ajis02-310	1266	12	vol	vol	NOUN
ajis02-310	1266	13	.	.	PROPN
ajis02-310	1267	1	2	2	NUM
ajis02-310	1267	2	.	.	X
ajis02-310	1267	3	pp	pp	ADJ
ajis02-310	1267	4	.	.	PUNCT
ajis02-310	1268	1	545	545	NUM
ajis02-310	1268	2	-	-	SYM
ajis02-310	1268	3	553	553	NUM
ajis02-310	1268	4	.	.	PUNCT
ajis02-310	1268	5	rainsford	rainsford	NOUN
ajis02-310	1268	6	,	,	PUNCT
ajis02-310	1268	7	c.	c.	PROPN
ajis02-310	1268	8	p.	p.	PROPN
ajis02-310	1268	9	and	and	CCONJ
ajis02-310	1268	10	roddick	roddick	PROPN
ajis02-310	1268	11	,	,	PUNCT
ajis02-310	1268	12	j.	j.	PROPN
ajis02-310	1268	13	f.	f.	PROPN
ajis02-310	1268	14	(	(	PUNCT
ajis02-310	1268	15	1997	1997	NUM
ajis02-310	1268	16	)	)	PUNCT
ajis02-310	1268	17	.	.	PUNCT
ajis02-310	1269	1	"	"	PUNCT
ajis02-310	1269	2	an	an	DET
ajis02-310	1269	3	attribute	attribute	NOUN
ajis02-310	1269	4	-	-	PUNCT
ajis02-310	1269	5	oriented	orient	VERB
ajis02-310	1269	6	induction	induction	NOUN
ajis02-310	1269	7	of	of	ADP
ajis02-310	1269	8	rules	rule	NOUN
ajis02-310	1269	9	from	from	ADP
ajis02-310	1269	10	temporal	temporal	ADJ
ajis02-310	1269	11	interval	interval	NOUN
ajis02-310	1269	12	data	datum	NOUN
ajis02-310	1269	13	"	"	PUNCT
ajis02-310	1269	14	.	.	PUNCT
ajis02-310	1270	1	eighth	eighth	ADJ
ajis02-310	1270	2	international	international	ADJ
ajis02-310	1270	3	database	database	NOUN
ajis02-310	1270	4	workshop	workshop	NOUN
ajis02-310	1270	5	,	,	PUNCT
ajis02-310	1270	6	data	data	NOUN
ajis02-310	1270	7	mining	mining	NOUN
ajis02-310	1270	8	,	,	PUNCT
ajis02-310	1270	9	data	datum	NOUN
ajis02-310	1270	10	warehousing	warehousing	NOUN
ajis02-310	1270	11	and	and	CCONJ
ajis02-310	1270	12	client	client	NOUN
ajis02-310	1270	13	/	/	SYM
ajis02-310	1270	14	server	server	NOUN
ajis02-310	1270	15	databases	database	NOUN
ajis02-310	1270	16	(	(	PUNCT
ajis02-310	1270	17	idw'97	idw'97	NOUN
ajis02-310	1270	18	)	)	PUNCT
ajis02-310	1270	19	,	,	PUNCT
ajis02-310	1270	20	hong	hong	PROPN
ajis02-310	1270	21	kong	kong	PROPN
ajis02-310	1270	22	,	,	PUNCT
ajis02-310	1270	23	springer	springer	NOUN
ajis02-310	1270	24	verlag	verlag	PROPN
ajis02-310	1270	25	.	.	PUNCT
ajis02-310	1271	1	pp	pp	ADJ
ajis02-310	1271	2	.	.	PUNCT
ajis02-310	1272	1	108	108	NUM
ajis02-310	1272	2	-	-	SYM
ajis02-310	1272	3	118	118	NUM
ajis02-310	1272	4	.	.	PUNCT
ajis02-310	1273	1	roddick	roddick	PROPN
ajis02-310	1273	2	,	,	PUNCT
ajis02-310	1273	3	j.	j.	PROPN
ajis02-310	1273	4	f.	f.	PROPN
ajis02-310	1273	5	(	(	PUNCT
ajis02-310	1273	6	1994	1994	NUM
ajis02-310	1273	7	)	)	PUNCT
ajis02-310	1273	8	.	.	PUNCT
ajis02-310	1274	1	a	a	DET
ajis02-310	1274	2	model	model	NOUN
ajis02-310	1274	3	for	for	ADP
ajis02-310	1274	4	temporal	temporal	ADJ
ajis02-310	1274	5	inductive	inductive	ADJ
ajis02-310	1274	6	inference	inference	NOUN
ajis02-310	1274	7	and	and	CCONJ
ajis02-310	1274	8	schema	schema	VERB
ajis02-310	1274	9	evolution	evolution	NOUN
ajis02-310	1274	10	in	in	ADP
ajis02-310	1274	11	relational	relational	ADJ
ajis02-310	1274	12	database	database	NOUN
ajis02-310	1274	13	systems	system	NOUN
ajis02-310	1274	14	.	.	PUNCT
ajis02-310	1275	1	ph.d	ph.d	PROPN
ajis02-310	1275	2	.	.	PUNCT
ajis02-310	1276	1	thesis	thesis	NOUN
ajis02-310	1276	2	.	.	PUNCT
ajis02-310	1277	1	department	department	NOUN
ajis02-310	1277	2	of	of	ADP
ajis02-310	1277	3	computer	computer	NOUN
ajis02-310	1277	4	science	science	NOUN
ajis02-310	1277	5	and	and	CCONJ
ajis02-310	1277	6	computer	computer	NOUN
ajis02-310	1277	7	engineering	engineering	NOUN
ajis02-310	1277	8	,	,	PUNCT
ajis02-310	1277	9	la	la	PROPN
ajis02-310	1277	10	trobe	trobe	PROPN
ajis02-310	1277	11	university	university	PROPN
ajis02-310	1277	12	.	.	PUNCT
ajis02-310	1278	1	roddick	roddick	PROPN
ajis02-310	1278	2	,	,	PUNCT
ajis02-310	1278	3	j.	j.	PROPN
ajis02-310	1278	4	f.	f.	PROPN
ajis02-310	1278	5	(	(	PUNCT
ajis02-310	1278	6	1995	1995	NUM
ajis02-310	1278	7	)	)	PUNCT
ajis02-310	1278	8	.	.	PUNCT
ajis02-310	1279	1	"	"	PUNCT
ajis02-310	1279	2	a	a	DET
ajis02-310	1279	3	survey	survey	NOUN
ajis02-310	1279	4	of	of	ADP
ajis02-310	1279	5	schema	schema	NOUN
ajis02-310	1279	6	versioning	versione	VERB
ajis02-310	1279	7	issues	issue	NOUN
ajis02-310	1279	8	for	for	ADP
ajis02-310	1279	9	database	database	NOUN
ajis02-310	1279	10	systems	system	NOUN
ajis02-310	1279	11	"	"	PUNCT
ajis02-310	1279	12	.	.	PUNCT
ajis02-310	1280	1	information	information	NOUN
ajis02-310	1280	2	and	and	CCONJ
ajis02-310	1280	3	software	software	NOUN
ajis02-310	1280	4	technology	technology	NOUN
ajis02-310	1280	5	.	.	PUNCT
ajis02-310	1281	1	vol	vol	NOUN
ajis02-310	1281	2	.	.	PUNCT
ajis02-310	1282	1	37	37	NUM
ajis02-310	1282	2	,	,	PUNCT
ajis02-310	1282	3	no	no	INTJ
ajis02-310	1282	4	.	.	NOUN
ajis02-310	1282	5	7	7	NUM
ajis02-310	1282	6	,	,	PUNCT
ajis02-310	1282	7	pp	pp	ADJ
ajis02-310	1282	8	.	.	PUNCT
ajis02-310	1283	1	383	383	NUM
ajis02-310	1283	2	-	-	SYM
ajis02-310	1283	3	393	393	NUM
ajis02-310	1283	4	.	.	PUNCT
ajis02-310	1284	1	roddick	roddick	PROPN
ajis02-310	1284	2	,	,	PUNCT
ajis02-310	1284	3	j.	j.	PROPN
ajis02-310	1284	4	f.	f.	PROPN
ajis02-310	1284	5	,	,	PUNCT
ajis02-310	1284	6	et	et	PROPN
ajis02-310	1284	7	al	al	PROPN
ajis02-310	1284	8	.	.	PUNCT
ajis02-310	1284	9	(	(	PUNCT
ajis02-310	1284	10	1996	1996	NUM
ajis02-310	1284	11	)	)	PUNCT
ajis02-310	1284	12	.	.	PUNCT
ajis02-310	1285	1	"	"	PUNCT
ajis02-310	1285	2	handling	handle	VERB
ajis02-310	1285	3	discovered	discover	VERB
ajis02-310	1285	4	structure	structure	NOUN
ajis02-310	1285	5	in	in	ADP
ajis02-310	1285	6	database	database	NOUN
ajis02-310	1285	7	systems	system	NOUN
ajis02-310	1285	8	"	"	PUNCT
ajis02-310	1285	9	.	.	PUNCT
ajis02-310	1286	1	ieee	ieee	NOUN
ajis02-310	1286	2	transactions	transaction	NOUN
ajis02-310	1286	3	on	on	ADP
ajis02-310	1286	4	knowledge	knowledge	NOUN
ajis02-310	1286	5	and	and	CCONJ
ajis02-310	1286	6	data	datum	NOUN
ajis02-310	1286	7	engineering	engineering	NOUN
ajis02-310	1286	8	.	.	PUNCT
ajis02-310	1287	1	vol	vol	NOUN
ajis02-310	1287	2	.	.	PROPN
ajis02-310	1287	3	8	8	NUM
ajis02-310	1287	4	,	,	PUNCT
ajis02-310	1287	5	no	no	INTJ
ajis02-310	1287	6	.	.	NOUN
ajis02-310	1287	7	2	2	NUM
ajis02-310	1287	8	(	(	PUNCT
ajis02-310	1287	9	april	april	PROPN
ajis02-310	1287	10	)	)	PUNCT
ajis02-310	1287	11	,	,	PUNCT
ajis02-310	1287	12	pp	pp	ADP
ajis02-310	1287	13	.	.	PUNCT
ajis02-310	1288	1	227	227	NUM
ajis02-310	1288	2	-	-	SYM
ajis02-310	1288	3	240	240	NUM
ajis02-310	1288	4	.	.	PUNCT
ajis02-310	1289	1	roddick	roddick	PROPN
ajis02-310	1289	2	,	,	PUNCT
ajis02-310	1289	3	j.	j.	PROPN
ajis02-310	1289	4	f.	f.	PROPN
ajis02-310	1289	5	and	and	CCONJ
ajis02-310	1289	6	patrick	patrick	PROPN
ajis02-310	1289	7	,	,	PUNCT
ajis02-310	1289	8	j.	j.	PROPN
ajis02-310	1289	9	d.	d.	PROPN
ajis02-310	1289	10	(	(	PUNCT
ajis02-310	1289	11	1992	1992	NUM
ajis02-310	1289	12	)	)	PUNCT
ajis02-310	1289	13	.	.	PUNCT
ajis02-310	1290	1	"	"	PUNCT
ajis02-310	1290	2	temporal	temporal	ADJ
ajis02-310	1290	3	semantics	semantic	NOUN
ajis02-310	1290	4	in	in	ADP
ajis02-310	1290	5	information	information	NOUN
ajis02-310	1290	6	systems	system	NOUN
ajis02-310	1290	7	a	a	DET
ajis02-310	1290	8	survey	survey	NOUN
ajis02-310	1290	9	"	"	PUNCT
ajis02-310	1290	10	.	.	PUNCT
ajis02-310	1291	1	information	information	NOUN
ajis02-310	1291	2	systems	system	NOUN
ajis02-310	1291	3	.	.	PUNCT
ajis02-310	1292	1	vol	vol	NOUN
ajis02-310	1292	2	.	.	PROPN
ajis02-310	1293	1	17	17	NUM
ajis02-310	1293	2	,	,	PUNCT
ajis02-310	1293	3	no	no	INTJ
ajis02-310	1293	4	.	.	NOUN
ajis02-310	1293	5	3	3	NUM
ajis02-310	1293	6	,	,	PUNCT
ajis02-310	1293	7	pp	pp	ADJ
ajis02-310	1293	8	.	.	PUNCT
ajis02-310	1294	1	249	249	NUM
ajis02-310	1294	2	-	-	SYM
ajis02-310	1294	3	267	267	NUM
ajis02-310	1294	4	.	.	PUNCT
ajis02-310	1295	1	roddick	roddick	PROPN
ajis02-310	1295	2	,	,	PUNCT
ajis02-310	1295	3	j.	j.	PROPN
ajis02-310	1295	4	f.	f.	PROPN
ajis02-310	1295	5	and	and	CCONJ
ajis02-310	1295	6	rice	rice	PROPN
ajis02-310	1295	7	,	,	PUNCT
ajis02-310	1295	8	s.	s.	PROPN
ajis02-310	1295	9	(	(	PUNCT
ajis02-310	1295	10	1998	1998	NUM
ajis02-310	1295	11	)	)	PUNCT
ajis02-310	1295	12	.	.	PUNCT
ajis02-310	1296	1	"	"	PUNCT
ajis02-310	1296	2	towards	towards	ADP
ajis02-310	1296	3	induction	induction	NOUN
ajis02-310	1296	4	in	in	ADP
ajis02-310	1296	5	databases	database	NOUN
ajis02-310	1296	6	"	"	PUNCT
ajis02-310	1296	7	.	.	PUNCT
ajis02-310	1297	1	ninth	ninth	ADJ
ajis02-310	1297	2	australasian	australasian	ADJ
ajis02-310	1297	3	information	information	NOUN
ajis02-310	1297	4	systems	system	NOUN
ajis02-310	1297	5	conference	conference	NOUN
ajis02-310	1297	6	,	,	PUNCT
ajis02-310	1297	7	university	university	NOUN
ajis02-310	1297	8	of	of	ADP
ajis02-310	1297	9	nsw	nsw	PROPN
ajis02-310	1297	10	,	,	PUNCT
ajis02-310	1297	11	vol	vol	NOUN
ajis02-310	1297	12	.	.	PROPN
ajis02-310	1298	1	2	2	NUM
ajis02-310	1298	2	.	.	X
ajis02-310	1298	3	pp	pp	ADJ
ajis02-310	1298	4	.	.	PUNCT
ajis02-310	1299	1	534	534	NUM
ajis02-310	1299	2	-	-	SYM
ajis02-310	1299	3	542	542	NUM
ajis02-310	1299	4	.	.	PUNCT
ajis02-310	1300	1	roddick	roddick	PROPN
ajis02-310	1300	2	,	,	PUNCT
ajis02-310	1300	3	j.	j.	PROPN
ajis02-310	1300	4	f.	f.	PROPN
ajis02-310	1300	5	and	and	CCONJ
ajis02-310	1300	6	spiliopoulou	spiliopoulou	PROPN
ajis02-310	1300	7	,	,	PUNCT
ajis02-310	1300	8	m.	m.	NOUN
ajis02-310	1300	9	(	(	PUNCT
ajis02-310	1300	10	1999	1999	NUM
ajis02-310	1300	11	)	)	PUNCT
ajis02-310	1300	12	.	.	PUNCT
ajis02-310	1301	1	"	"	PUNCT
ajis02-310	1301	2	a	a	DET
ajis02-310	1301	3	bibliography	bibliography	NOUN
ajis02-310	1301	4	of	of	ADP
ajis02-310	1301	5	temporal	temporal	ADJ
ajis02-310	1301	6	,	,	PUNCT
ajis02-310	1301	7	spatial	spatial	ADJ
ajis02-310	1301	8	and	and	CCONJ
ajis02-310	1301	9	spatio	spatio	PROPN
ajis02-310	1301	10	-	-	PUNCT
ajis02-310	1301	11	temporal	temporal	ADJ
ajis02-310	1301	12	data	datum	NOUN
ajis02-310	1301	13	mining	mining	NOUN
ajis02-310	1301	14	research	research	NOUN
ajis02-310	1301	15	"	"	PUNCT
ajis02-310	1301	16	.	.	PUNCT
ajis02-310	1302	1	sigkdd	sigkdd	VERB
ajis02-310	1302	2	discoveries	discovery	NOUN
ajis02-310	1302	3	.	.	PUNCT
ajis02-310	1303	1	vol	vol	NOUN
ajis02-310	1303	2	.	.	PROPN
ajis02-310	1304	1	1	1	NUM
ajis02-310	1304	2	,	,	PUNCT
ajis02-310	1304	3	no	no	INTJ
ajis02-310	1304	4	.	.	NOUN
ajis02-310	1304	5	1	1	NUM
ajis02-310	1304	6	,	,	PUNCT
ajis02-310	1304	7	in	in	ADP
ajis02-310	1304	8	press	press	NOUN
ajis02-310	1304	9	.	.	PUNCT
ajis02-310	1305	1	rubinstein	rubinstein	PROPN
ajis02-310	1305	2	,	,	PUNCT
ajis02-310	1305	3	y.	y.	PROPN
ajis02-310	1305	4	d.	d.	PROPN
ajis02-310	1305	5	and	and	CCONJ
ajis02-310	1305	6	hastie	hastie	PROPN
ajis02-310	1305	7	,	,	PUNCT
ajis02-310	1305	8	t.	t.	PROPN
ajis02-310	1305	9	(	(	PUNCT
ajis02-310	1305	10	1997	1997	NUM
ajis02-310	1305	11	)	)	PUNCT
ajis02-310	1305	12	.	.	PUNCT
ajis02-310	1306	1	"	"	PUNCT
ajis02-310	1306	2	discriminative	discriminative	NOUN
ajis02-310	1306	3	vs	vs	ADP
ajis02-310	1306	4	informative	informative	ADJ
ajis02-310	1306	5	learning	learning	NOUN
ajis02-310	1306	6	"	"	PUNCT
ajis02-310	1306	7	.	.	PUNCT
ajis02-310	1307	1	third	third	ADJ
ajis02-310	1307	2	international	international	ADJ
ajis02-310	1307	3	conference	conference	NOUN
ajis02-310	1307	4	on	on	ADP
ajis02-310	1307	5	knowledge	knowledge	NOUN
ajis02-310	1307	6	discovery	discovery	PROPN
ajis02-310	1307	7	and	and	CCONJ
ajis02-310	1307	8	data	datum	NOUN
ajis02-310	1307	9	mining	mining	NOUN
ajis02-310	1307	10	,	,	PUNCT
ajis02-310	1307	11	newport	newport	PROPN
ajis02-310	1307	12	beach	beach	PROPN
ajis02-310	1307	13	,	,	PUNCT
ajis02-310	1307	14	california	california	PROPN
ajis02-310	1307	15	,	,	PUNCT
ajis02-310	1307	16	aaai	aaai	PROPN
ajis02-310	1307	17	press	press	PROPN
ajis02-310	1307	18	,	,	PUNCT
ajis02-310	1307	19	menlo	menlo	NOUN
ajis02-310	1307	20	park	park	PROPN
ajis02-310	1307	21	,	,	PUNCT
ajis02-310	1307	22	california	california	PROPN
ajis02-310	1307	23	,	,	PUNCT
ajis02-310	1307	24	pp	pp	ADJ
ajis02-310	1307	25	.	.	PUNCT
ajis02-310	1308	1	49	49	NUM
ajis02-310	1308	2	-	-	SYM
ajis02-310	1308	3	53	53	NUM
ajis02-310	1308	4	.	.	PUNCT
ajis02-310	1309	1	savasere	savasere	ADV
ajis02-310	1309	2	,	,	PUNCT
ajis02-310	1309	3	a.	a.	PROPN
ajis02-310	1309	4	,	,	PUNCT
ajis02-310	1309	5	et	et	PROPN
ajis02-310	1309	6	al	al	PROPN
ajis02-310	1309	7	.	.	PROPN
ajis02-310	1310	1	(	(	PUNCT
ajis02-310	1310	2	1995	1995	NUM
ajis02-310	1310	3	)	)	PUNCT
ajis02-310	1310	4	.	.	PUNCT
ajis02-310	1311	1	"	"	PUNCT
ajis02-310	1311	2	an	an	DET
ajis02-310	1311	3	efficient	efficient	ADJ
ajis02-310	1311	4	algorithm	algorithm	NOUN
ajis02-310	1311	5	for	for	ADP
ajis02-310	1311	6	mining	mining	NOUN
ajis02-310	1311	7	association	association	NOUN
ajis02-310	1311	8	rules	rule	NOUN
ajis02-310	1311	9	in	in	ADP
ajis02-310	1311	10	large	large	ADJ
ajis02-310	1311	11	databases	database	NOUN
ajis02-310	1311	12	"	"	PUNCT
ajis02-310	1311	13	.	.	PUNCT
ajis02-310	1312	1	twentyfirst	twentyfirst	ADJ
ajis02-310	1312	2	international	international	ADJ
ajis02-310	1312	3	conference	conference	NOUN
ajis02-310	1312	4	on	on	ADP
ajis02-310	1312	5	very	very	ADV
ajis02-310	1312	6	large	large	ADJ
ajis02-310	1312	7	data	datum	NOUN
ajis02-310	1312	8	bases	basis	NOUN
ajis02-310	1312	9	,	,	PUNCT
ajis02-310	1312	10	zurich	zurich	PROPN
ajis02-310	1312	11	,	,	PUNCT
ajis02-310	1312	12	switzerland	switzerland	PROPN
ajis02-310	1312	13	,	,	PUNCT
ajis02-310	1312	14	pp	pp	ADJ
ajis02-310	1312	15	.	.	PUNCT
ajis02-310	1313	1	432	432	NUM
ajis02-310	1313	2	-	-	SYM
ajis02-310	1313	3	444	444	NUM
ajis02-310	1313	4	.	.	PUNCT
ajis02-310	1314	1	savnik	savnik	PROPN
ajis02-310	1314	2	,	,	PUNCT
ajis02-310	1314	3	i.	i.	PROPN
ajis02-310	1314	4	and	and	CCONJ
ajis02-310	1314	5	flach	flach	PROPN
ajis02-310	1314	6	,	,	PUNCT
ajis02-310	1314	7	p.	p.	NOUN
ajis02-310	1314	8	a.	a.	NOUN
ajis02-310	1315	1	(	(	PUNCT
ajis02-310	1315	2	1993	1993	NUM
ajis02-310	1315	3	)	)	PUNCT
ajis02-310	1315	4	.	.	PUNCT
ajis02-310	1316	1	"	"	PUNCT
ajis02-310	1316	2	bottom	bottom	ADJ
ajis02-310	1316	3	-	-	PUNCT
ajis02-310	1316	4	up	up	ADP
ajis02-310	1316	5	induction	induction	NOUN
ajis02-310	1316	6	of	of	ADP
ajis02-310	1316	7	functional	functional	ADJ
ajis02-310	1316	8	dependencies	dependency	NOUN
ajis02-310	1316	9	from	from	ADP
ajis02-310	1316	10	relations	relation	NOUN
ajis02-310	1316	11	"	"	PUNCT
ajis02-310	1316	12	.	.	PUNCT
ajis02-310	1317	1	aaai93	aaai93	PROPN
ajis02-310	1317	2	workshop	workshop	VERB
ajis02-310	1317	3	on	on	ADP
ajis02-310	1317	4	knowledge	knowledge	NOUN
ajis02-310	1317	5	discovery	discovery	NOUN
ajis02-310	1317	6	in	in	ADP
ajis02-310	1317	7	databases	database	NOUN
ajis02-310	1317	8	,	,	PUNCT
ajis02-310	1317	9	washington	washington	PROPN
ajis02-310	1317	10	d.c	d.c	PROPN
ajis02-310	1317	11	.	.	PROPN
ajis02-310	1317	12	,	,	PUNCT
ajis02-310	1317	13	aaai	aaai	PROPN
ajis02-310	1317	14	press	press	PROPN
ajis02-310	1317	15	,	,	PUNCT
ajis02-310	1317	16	pp	pp	PROPN
ajis02-310	1317	17	.	.	PUNCT
ajis02-310	1318	1	174	174	NUM
ajis02-310	1318	2	-	-	SYM
ajis02-310	1318	3	185	185	NUM
ajis02-310	1318	4	.	.	PUNCT
ajis02-310	1319	1	saxena	saxena	PROPN
ajis02-310	1319	2	,	,	PUNCT
ajis02-310	1319	3	s.	s.	PROPN
ajis02-310	1319	4	(	(	PUNCT
ajis02-310	1319	5	1993	1993	NUM
ajis02-310	1319	6	)	)	PUNCT
ajis02-310	1319	7	.	.	PUNCT
ajis02-310	1320	1	"	"	PUNCT
ajis02-310	1320	2	fault	fault	VERB
ajis02-310	1320	3	isolation	isolation	NOUN
ajis02-310	1320	4	during	during	ADP
ajis02-310	1320	5	semiconductor	semiconductor	NOUN
ajis02-310	1320	6	manufacturing	manufacturing	NOUN
ajis02-310	1320	7	using	use	VERB
ajis02-310	1320	8	automated	automate	VERB
ajis02-310	1320	9	discovery	discovery	NOUN
ajis02-310	1320	10	from	from	ADP
ajis02-310	1320	11	wafer	wafer	NOUN
ajis02-310	1320	12	tracking	tracking	NOUN
ajis02-310	1320	13	databases	database	NOUN
ajis02-310	1320	14	"	"	PUNCT
ajis02-310	1320	15	.	.	PUNCT
ajis02-310	1321	1	aaai-93	aaai-93	NOUN
ajis02-310	1321	2	workshop	workshop	NOUN
ajis02-310	1321	3	on	on	ADP
ajis02-310	1321	4	knowledge	knowledge	NOUN
ajis02-310	1321	5	discovery	discovery	NOUN
ajis02-310	1321	6	in	in	ADP
ajis02-310	1321	7	databases	database	NOUN
ajis02-310	1321	8	(	(	PUNCT
ajis02-310	1321	9	kdd	kdd	PROPN
ajis02-310	1321	10	'	'	NUM
ajis02-310	1321	11	93	93	NUM
ajis02-310	1321	12	)	)	PUNCT
ajis02-310	1321	13	,	,	PUNCT
ajis02-310	1321	14	washington	washington	PROPN
ajis02-310	1321	15	d.c	d.c	PROPN
ajis02-310	1321	16	.	.	PROPN
ajis02-310	1321	17	,	,	PUNCT
ajis02-310	1321	18	aaai	aaai	PROPN
ajis02-310	1321	19	press	press	PROPN
ajis02-310	1321	20	,	,	PUNCT
ajis02-310	1321	21	menlo	menlo	NOUN
ajis02-310	1321	22	park	park	PROPN
ajis02-310	1321	23	,	,	PUNCT
ajis02-310	1321	24	california	california	PROPN
ajis02-310	1321	25	,	,	PUNCT
ajis02-310	1321	26	pp	pp	PROPN
ajis02-310	1321	27	.	.	PUNCT
ajis02-310	1322	1	81	81	NUM
ajis02-310	1322	2	-	-	SYM
ajis02-310	1322	3	88	88	NUM
ajis02-310	1322	4	.	.	PUNCT
ajis02-310	1323	1	schaffer	schaffer	PROPN
ajis02-310	1323	2	,	,	PUNCT
ajis02-310	1323	3	c.	c.	PROPN
ajis02-310	1323	4	(	(	PUNCT
ajis02-310	1323	5	1991	1991	NUM
ajis02-310	1323	6	)	)	PUNCT
ajis02-310	1323	7	.	.	PUNCT
ajis02-310	1324	1	"	"	PUNCT
ajis02-310	1324	2	on	on	ADP
ajis02-310	1324	3	evaluation	evaluation	NOUN
ajis02-310	1324	4	of	of	ADP
ajis02-310	1324	5	domain	domain	NOUN
ajis02-310	1324	6	-	-	PUNCT
ajis02-310	1324	7	independent	independent	ADJ
ajis02-310	1324	8	scientific	scientific	ADJ
ajis02-310	1324	9	function	function	NOUN
ajis02-310	1324	10	-	-	PUNCT
ajis02-310	1324	11	finding	find	VERB
ajis02-310	1324	12	systems	system	NOUN
ajis02-310	1324	13	"	"	PUNCT
ajis02-310	1324	14	,	,	PUNCT
ajis02-310	1324	15	in	in	ADP
ajis02-310	1324	16	knowledge	knowledge	NOUN
ajis02-310	1324	17	discovery	discovery	NOUN
ajis02-310	1324	18	in	in	ADP
ajis02-310	1324	19	databases	database	NOUN
ajis02-310	1324	20	.	.	PUNCT
ajis02-310	1325	1	cambridge	cambridge	PROPN
ajis02-310	1325	2	,	,	PUNCT
ajis02-310	1325	3	ma	ma	PROPN
ajis02-310	1325	4	,	,	PUNCT
ajis02-310	1325	5	aaai	aaai	PROPN
ajis02-310	1325	6	press	press	PROPN
ajis02-310	1325	7	/	/	SYM
ajis02-310	1325	8	mit	mit	PROPN
ajis02-310	1325	9	press	press	NOUN
ajis02-310	1325	10	,	,	PUNCT
ajis02-310	1325	11	pp	pp	ADJ
ajis02-310	1325	12	.	.	PUNCT
ajis02-310	1326	1	93	93	NUM
ajis02-310	1326	2	-	-	SYM
ajis02-310	1326	3	104	104	NUM
ajis02-310	1326	4	,	,	PUNCT
ajis02-310	1326	5	(	(	PUNCT
ajis02-310	1326	6	ch	ch	NOUN
ajis02-310	1326	7	.	.	PROPN
ajis02-310	1326	8	5	5	NUM
ajis02-310	1326	9	)	)	PUNCT
ajis02-310	1326	10	.	.	PUNCT
ajis02-310	1327	1	schlimmer	schlimmer	PROPN
ajis02-310	1327	2	,	,	PUNCT
ajis02-310	1327	3	j.	j.	PROPN
ajis02-310	1327	4	c.	c.	PROPN
ajis02-310	1327	5	(	(	PUNCT
ajis02-310	1327	6	1993	1993	NUM
ajis02-310	1327	7	)	)	PUNCT
ajis02-310	1327	8	.	.	PUNCT
ajis02-310	1328	1	"	"	PUNCT
ajis02-310	1328	2	self	self	NOUN
ajis02-310	1328	3	modelling	model	VERB
ajis02-310	1328	4	databases	database	NOUN
ajis02-310	1328	5	:	:	PUNCT
ajis02-310	1328	6	learning	learn	VERB
ajis02-310	1328	7	and	and	CCONJ
ajis02-310	1328	8	applying	apply	VERB
ajis02-310	1328	9	partial	partial	ADJ
ajis02-310	1328	10	integrity	integrity	NOUN
ajis02-310	1328	11	constraints	constraint	NOUN
ajis02-310	1328	12	to	to	PART
ajis02-310	1328	13	detect	detect	VERB
ajis02-310	1328	14	database	database	NOUN
ajis02-310	1328	15	errors	error	NOUN
ajis02-310	1328	16	"	"	PUNCT
ajis02-310	1328	17	.	.	PUNCT
ajis02-310	1329	1	ieee	ieee	PROPN
ajis02-310	1329	2	expert	expert	PROPN
ajis02-310	1329	3	no	no	PROPN
ajis02-310	1329	4	.	.	PUNCT
ajis02-310	1330	1	april	april	PROPN
ajis02-310	1330	2	.	.	PUNCT
ajis02-310	1331	1	schlimmer	schlimmer	PROPN
ajis02-310	1331	2	,	,	PUNCT
ajis02-310	1331	3	j.	j.	PROPN
ajis02-310	1331	4	c.	c.	PROPN
ajis02-310	1331	5	,	,	PUNCT
ajis02-310	1331	6	et	et	PROPN
ajis02-310	1331	7	al	al	PROPN
ajis02-310	1331	8	.	.	PUNCT
ajis02-310	1331	9	(	(	PUNCT
ajis02-310	1331	10	1991	1991	NUM
ajis02-310	1331	11	)	)	PUNCT
ajis02-310	1331	12	.	.	PUNCT
ajis02-310	1332	1	"	"	PUNCT
ajis02-310	1332	2	justification	justification	NOUN
ajis02-310	1332	3	-	-	PUNCT
ajis02-310	1332	4	based	base	VERB
ajis02-310	1332	5	refinement	refinement	NOUN
ajis02-310	1332	6	of	of	ADP
ajis02-310	1332	7	expert	expert	ADJ
ajis02-310	1332	8	knowledge	knowledge	NOUN
ajis02-310	1332	9	"	"	PUNCT
ajis02-310	1332	10	,	,	PUNCT
ajis02-310	1332	11	in	in	ADP
ajis02-310	1332	12	knowledge	knowledge	NOUN
ajis02-310	1332	13	discovery	discovery	NOUN
ajis02-310	1332	14	in	in	ADP
ajis02-310	1332	15	databases	database	NOUN
ajis02-310	1332	16	.	.	PUNCT
ajis02-310	1333	1	aaai	aaai	PROPN
ajis02-310	1333	2	press	press	PROPN
ajis02-310	1333	3	/	/	SYM
ajis02-310	1333	4	mit	mit	PROPN
ajis02-310	1333	5	press	press	NOUN
ajis02-310	1333	6	,	,	PUNCT
ajis02-310	1333	7	pp	pp	ADJ
ajis02-310	1333	8	.	.	PUNCT
ajis02-310	1334	1	397	397	NUM
ajis02-310	1334	2	-	-	SYM
ajis02-310	1334	3	410	410	NUM
ajis02-310	1334	4	.	.	PUNCT
ajis02-310	1335	1	shortland	shortland	PROPN
ajis02-310	1335	2	,	,	PUNCT
ajis02-310	1335	3	r.	r.	PROPN
ajis02-310	1335	4	and	and	CCONJ
ajis02-310	1335	5	scarfe	scarfe	PROPN
ajis02-310	1335	6	,	,	PUNCT
ajis02-310	1335	7	r.	r.	PROPN
ajis02-310	1335	8	(	(	PUNCT
ajis02-310	1335	9	1994	1994	NUM
ajis02-310	1335	10	)	)	PUNCT
ajis02-310	1335	11	.	.	PUNCT
ajis02-310	1336	1	"	"	PUNCT
ajis02-310	1336	2	data	datum	NOUN
ajis02-310	1336	3	mining	mining	NOUN
ajis02-310	1336	4	applications	application	NOUN
ajis02-310	1336	5	in	in	ADP
ajis02-310	1336	6	bt	bt	NOUN
ajis02-310	1336	7	"	"	PUNCT
ajis02-310	1336	8	.	.	PUNCT
ajis02-310	1337	1	bt	bt	PROPN
ajis02-310	1337	2	technology	technology	PROPN
ajis02-310	1337	3	journal	journal	PROPN
ajis02-310	1337	4	.	.	PUNCT
ajis02-310	1338	1	vol	vol	NOUN
ajis02-310	1338	2	.	.	PROPN
ajis02-310	1339	1	12	12	NUM
ajis02-310	1339	2	,	,	PUNCT
ajis02-310	1339	3	no	no	INTJ
ajis02-310	1339	4	.	.	NOUN
ajis02-310	1339	5	4	4	NUM
ajis02-310	1339	6	,	,	PUNCT
ajis02-310	1339	7	pp	pp	ADJ
ajis02-310	1339	8	.	.	PUNCT
ajis02-310	1340	1	17	17	NUM
ajis02-310	1340	2	-	-	SYM
ajis02-310	1340	3	22	22	NUM
ajis02-310	1340	4	.	.	PUNCT
ajis02-310	1341	1	siegal	siegal	PROPN
ajis02-310	1341	2	,	,	PUNCT
ajis02-310	1341	3	m.	m.	PROPN
ajis02-310	1341	4	b.	b.	PROPN
ajis02-310	1341	5	,	,	PUNCT
ajis02-310	1341	6	et	et	PROPN
ajis02-310	1341	7	al	al	PROPN
ajis02-310	1341	8	.	.	PUNCT
ajis02-310	1341	9	(	(	PUNCT
ajis02-310	1341	10	1991	1991	NUM
ajis02-310	1341	11	)	)	PUNCT
ajis02-310	1341	12	.	.	PUNCT
ajis02-310	1342	1	"	"	PUNCT
ajis02-310	1342	2	rule	rule	VERB
ajis02-310	1342	3	discovery	discovery	NOUN
ajis02-310	1342	4	for	for	ADP
ajis02-310	1342	5	query	query	NOUN
ajis02-310	1342	6	optimization	optimization	NOUN
ajis02-310	1342	7	"	"	PUNCT
ajis02-310	1342	8	,	,	PUNCT
ajis02-310	1342	9	in	in	ADP
ajis02-310	1342	10	knowledge	knowledge	NOUN
ajis02-310	1342	11	discovery	discovery	NOUN
ajis02-310	1342	12	in	in	ADP
ajis02-310	1342	13	databases	database	NOUN
ajis02-310	1342	14	.	.	PUNCT
ajis02-310	1343	1	cambridge	cambridge	PROPN
ajis02-310	1343	2	,	,	PUNCT
ajis02-310	1343	3	ma	ma	PROPN
ajis02-310	1343	4	,	,	PUNCT
ajis02-310	1343	5	aaai	aaai	PROPN
ajis02-310	1343	6	press	press	PROPN
ajis02-310	1343	7	/	/	SYM
ajis02-310	1343	8	mit	mit	PROPN
ajis02-310	1343	9	press	press	NOUN
ajis02-310	1343	10	,	,	PUNCT
ajis02-310	1343	11	pp	pp	PROPN
ajis02-310	1343	12	.	.	PUNCT
ajis02-310	1344	1	411	411	NUM
ajis02-310	1344	2	-	-	SYM
ajis02-310	1344	3	427	427	NUM
ajis02-310	1344	4	,	,	PUNCT
ajis02-310	1344	5	(	(	PUNCT
ajis02-310	1344	6	ch	ch	NOUN
ajis02-310	1344	7	.	.	PROPN
ajis02-310	1344	8	24	24	NUM
ajis02-310	1344	9	)	)	PUNCT
ajis02-310	1344	10	.	.	PUNCT
ajis02-310	1345	1	siegel	siegel	PROPN
ajis02-310	1345	2	,	,	PUNCT
ajis02-310	1345	3	m.	m.	NOUN
ajis02-310	1345	4	,	,	PUNCT
ajis02-310	1345	5	et	et	PROPN
ajis02-310	1345	6	al	al	PROPN
ajis02-310	1345	7	.	.	PROPN
ajis02-310	1345	8	(	(	PUNCT
ajis02-310	1345	9	1992	1992	NUM
ajis02-310	1345	10	)	)	PUNCT
ajis02-310	1345	11	.	.	PUNCT
ajis02-310	1346	1	"	"	PUNCT
ajis02-310	1346	2	a	a	DET
ajis02-310	1346	3	method	method	NOUN
ajis02-310	1346	4	for	for	ADP
ajis02-310	1346	5	automatic	automatic	ADJ
ajis02-310	1346	6	rule	rule	NOUN
ajis02-310	1346	7	derivation	derivation	NOUN
ajis02-310	1346	8	to	to	PART
ajis02-310	1346	9	support	support	VERB
ajis02-310	1346	10	semantic	semantic	ADJ
ajis02-310	1346	11	query	query	NOUN
ajis02-310	1346	12	optimization	optimization	NOUN
ajis02-310	1346	13	"	"	PUNCT
ajis02-310	1346	14	.	.	PUNCT
ajis02-310	1347	1	acm	acm	PROPN
ajis02-310	1347	2	transactions	transaction	NOUN
ajis02-310	1347	3	on	on	ADP
ajis02-310	1347	4	database	database	NOUN
ajis02-310	1347	5	systems	system	NOUN
ajis02-310	1347	6	.	.	PUNCT
ajis02-310	1348	1	vol	vol	NOUN
ajis02-310	1348	2	.	.	PROPN
ajis02-310	1349	1	17	17	NUM
ajis02-310	1349	2	,	,	PUNCT
ajis02-310	1349	3	no	no	INTJ
ajis02-310	1349	4	.	.	NOUN
ajis02-310	1349	5	4	4	NUM
ajis02-310	1349	6	,	,	PUNCT
ajis02-310	1349	7	pp	pp	ADJ
ajis02-310	1349	8	.	.	PUNCT
ajis02-310	1350	1	563	563	NUM
ajis02-310	1350	2	-	-	SYM
ajis02-310	1350	3	600	600	NUM
ajis02-310	1350	4	.	.	PUNCT
ajis02-310	1351	1	silberschatz	silberschatz	PROPN
ajis02-310	1351	2	,	,	PUNCT
ajis02-310	1351	3	a.	a.	PROPN
ajis02-310	1351	4	,	,	PUNCT
ajis02-310	1351	5	et	et	PROPN
ajis02-310	1351	6	al	al	PROPN
ajis02-310	1351	7	.	.	PUNCT
ajis02-310	1351	8	(	(	PUNCT
ajis02-310	1351	9	1996	1996	NUM
ajis02-310	1351	10	)	)	PUNCT
ajis02-310	1351	11	.	.	PUNCT
ajis02-310	1352	1	"	"	PUNCT
ajis02-310	1352	2	database	database	NOUN
ajis02-310	1352	3	achievements	achievement	NOUN
ajis02-310	1352	4	and	and	CCONJ
ajis02-310	1352	5	opportunities	opportunity	NOUN
ajis02-310	1352	6	into	into	ADP
ajis02-310	1352	7	the	the	DET
ajis02-310	1352	8	21st	21st	ADJ
ajis02-310	1352	9	century	century	NOUN
ajis02-310	1352	10	"	"	PUNCT
ajis02-310	1352	11	.	.	PUNCT
ajis02-310	1353	1	sigmod	sigmod	PROPN
ajis02-310	1353	2	record	record	PROPN
ajis02-310	1353	3	.	.	PUNCT
ajis02-310	1354	1	vol	vol	NOUN
ajis02-310	1354	2	.	.	PROPN
ajis02-310	1355	1	25	25	NUM
ajis02-310	1355	2	,	,	PUNCT
ajis02-310	1355	3	no	no	INTJ
ajis02-310	1355	4	.	.	NOUN
ajis02-310	1355	5	1	1	NUM
ajis02-310	1355	6	,	,	PUNCT
ajis02-310	1355	7	pp	pp	ADJ
ajis02-310	1355	8	.	.	PUNCT
ajis02-310	1356	1	52	52	NUM
ajis02-310	1356	2	-	-	SYM
ajis02-310	1356	3	63	63	NUM
ajis02-310	1356	4	.	.	PUNCT
ajis02-310	1357	1	silberschatz	silberschatz	PROPN
ajis02-310	1357	2	,	,	PUNCT
ajis02-310	1357	3	a.	a.	NOUN
ajis02-310	1357	4	and	and	CCONJ
ajis02-310	1357	5	tuzhilin	tuzhilin	PROPN
ajis02-310	1357	6	,	,	PUNCT
ajis02-310	1357	7	a.	a.	NOUN
ajis02-310	1357	8	(	(	PUNCT
ajis02-310	1357	9	1996	1996	NUM
ajis02-310	1357	10	)	)	PUNCT
ajis02-310	1357	11	.	.	PUNCT
ajis02-310	1358	1	"	"	PUNCT
ajis02-310	1358	2	what	what	PRON
ajis02-310	1358	3	makes	make	VERB
ajis02-310	1358	4	patterns	pattern	NOUN
ajis02-310	1358	5	interesting	interesting	ADJ
ajis02-310	1358	6	in	in	ADP
ajis02-310	1358	7	knowledge	knowledge	PROPN
ajis02-310	1358	8	discovery	discovery	PROPN
ajis02-310	1358	9	systems	systems	PROPN
ajis02-310	1358	10	"	"	PUNCT
ajis02-310	1358	11	.	.	PUNCT
ajis02-310	1359	1	eeee	eeee	NOUN
ajis02-310	1359	2	transactions	transaction	NOUN
ajis02-310	1359	3	on	on	ADP
ajis02-310	1359	4	knowledge	knowledge	NOUN
ajis02-310	1359	5	and	and	CCONJ
ajis02-310	1359	6	data	datum	NOUN
ajis02-310	1359	7	engineering	engineering	NOUN
ajis02-310	1359	8	.	.	PUNCT
ajis02-310	1360	1	vol	vol	NOUN
ajis02-310	1360	2	.	.	PROPN
ajis02-310	1360	3	8	8	NUM
ajis02-310	1360	4	,	,	PUNCT
ajis02-310	1360	5	no	no	INTJ
ajis02-310	1360	6	.	.	NOUN
ajis02-310	1360	7	6	6	NUM
ajis02-310	1360	8	,	,	PUNCT
ajis02-310	1360	9	pp	pp	ADJ
ajis02-310	1360	10	.	.	PUNCT
ajis02-310	1361	1	970	970	NUM
ajis02-310	1361	2	-	-	SYM
ajis02-310	1361	3	974	974	NUM
ajis02-310	1361	4	.	.	PUNCT
ajis02-310	1362	1	127	127	NUM
ajis02-310	1362	2	ajis	ajis	NOUN
ajis02-310	1362	3	vol	vol	NOUN
ajis02-310	1362	4	.	.	PROPN
ajis02-310	1362	5	6	6	NUM
ajis02-310	1362	6	no	no	NOUN
ajis02-310	1362	7	.	.	NOUN
ajis02-310	1362	8	2	2	NUM
ajis02-310	1362	9	may	may	PROPN
ajis02-310	1362	10	1999	1999	NUM
ajis02-310	1362	11	smyth	smyth	NOUN
ajis02-310	1362	12	,	,	PUNCT
ajis02-310	1362	13	p.	p.	NOUN
ajis02-310	1362	14	(	(	PUNCT
ajis02-310	1362	15	1996	1996	NUM
ajis02-310	1362	16	)	)	PUNCT
ajis02-310	1362	17	.	.	PUNCT
ajis02-310	1363	1	"	"	PUNCT
ajis02-310	1363	2	clustering	cluster	VERB
ajis02-310	1363	3	using	use	VERB
ajis02-310	1363	4	monte	monte	PROPN
ajis02-310	1363	5	carlo	carlo	PROPN
ajis02-310	1363	6	cross	cross	PROPN
ajis02-310	1363	7	-	-	NOUN
ajis02-310	1363	8	validation	validation	ADJ
ajis02-310	1363	9	"	"	PUNCT
ajis02-310	1363	10	.	.	PUNCT
ajis02-310	1364	1	second	second	ADJ
ajis02-310	1364	2	international	international	ADJ
ajis02-310	1364	3	conference	conference	NOUN
ajis02-310	1364	4	on	on	ADP
ajis02-310	1364	5	knowledge	knowledge	NOUN
ajis02-310	1364	6	discovery	discovery	PROPN
ajis02-310	1364	7	and	and	CCONJ
ajis02-310	1364	8	data	datum	NOUN
ajis02-310	1364	9	mining	mining	NOUN
ajis02-310	1364	10	(	(	PUNCT
ajis02-310	1364	11	kdd96	kdd96	PROPN
ajis02-310	1364	12	)	)	PUNCT
ajis02-310	1364	13	,	,	PUNCT
ajis02-310	1364	14	portland	portland	PROPN
ajis02-310	1364	15	,	,	PUNCT
ajis02-310	1364	16	oregon	oregon	PROPN
ajis02-310	1364	17	,	,	PUNCT
ajis02-310	1364	18	aaai	aaai	PROPN
ajis02-310	1364	19	press	press	PROPN
ajis02-310	1364	20	,	,	PUNCT
ajis02-310	1364	21	menlo	menlo	NOUN
ajis02-310	1364	22	park	park	PROPN
ajis02-310	1364	23	,	,	PUNCT
ajis02-310	1364	24	california	california	PROPN
ajis02-310	1364	25	.	.	PUNCT
ajis02-310	1365	1	pp	pp	ADJ
ajis02-310	1365	2	.	.	PUNCT
ajis02-310	1366	1	126	126	NUM
ajis02-310	1366	2	-	-	SYM
ajis02-310	1366	3	133	133	NUM
ajis02-310	1366	4	.	.	PUNCT
ajis02-310	1367	1	srikant	srikant	PROPN
ajis02-310	1367	2	,	,	PUNCT
ajis02-310	1367	3	r.	r.	PROPN
ajis02-310	1367	4	and	and	CCONJ
ajis02-310	1367	5	agrawal	agrawal	PROPN
ajis02-310	1367	6	,	,	PUNCT
ajis02-310	1367	7	r.	r.	PROPN
ajis02-310	1367	8	(	(	PUNCT
ajis02-310	1367	9	1995	1995	NUM
ajis02-310	1367	10	)	)	PUNCT
ajis02-310	1367	11	.	.	PUNCT
ajis02-310	1368	1	"	"	PUNCT
ajis02-310	1368	2	mining	mine	VERB
ajis02-310	1368	3	generalized	generalized	ADJ
ajis02-310	1368	4	association	association	NOUN
ajis02-310	1368	5	rules	rule	NOUN
ajis02-310	1368	6	"	"	PUNCT
ajis02-310	1368	7	.	.	PUNCT
ajis02-310	1369	1	twenty	twenty	NUM
ajis02-310	1369	2	-	-	PUNCT
ajis02-310	1369	3	first	first	ADJ
ajis02-310	1369	4	international	international	ADJ
ajis02-310	1369	5	conference	conference	NOUN
ajis02-310	1369	6	on	on	ADP
ajis02-310	1369	7	very	very	ADV
ajis02-310	1369	8	large	large	ADJ
ajis02-310	1369	9	databases	database	NOUN
ajis02-310	1369	10	,	,	PUNCT
ajis02-310	1369	11	zurich	zurich	PROPN
ajis02-310	1369	12	,	,	PUNCT
ajis02-310	1369	13	switzerland	switzerland	PROPN
ajis02-310	1369	14	,	,	PUNCT
ajis02-310	1369	15	srikant	srikant	NOUN
ajis02-310	1369	16	,	,	PUNCT
ajis02-310	1369	17	r.	r.	PROPN
ajis02-310	1369	18	and	and	CCONJ
ajis02-310	1369	19	agrawal	agrawal	PROPN
ajis02-310	1369	20	,	,	PUNCT
ajis02-310	1369	21	r.	r.	PROPN
ajis02-310	1369	22	(	(	PUNCT
ajis02-310	1369	23	1996	1996	NUM
ajis02-310	1369	24	)	)	PUNCT
ajis02-310	1369	25	.	.	PUNCT
ajis02-310	1370	1	"	"	PUNCT
ajis02-310	1370	2	mining	mine	VERB
ajis02-310	1370	3	quantitative	quantitative	ADJ
ajis02-310	1370	4	association	association	NOUN
ajis02-310	1370	5	rules	rule	NOUN
ajis02-310	1370	6	in	in	ADP
ajis02-310	1370	7	large	large	ADJ
ajis02-310	1370	8	relational	relational	ADJ
ajis02-310	1370	9	tables	table	NOUN
ajis02-310	1370	10	"	"	PUNCT
ajis02-310	1370	11	.	.	PUNCT
ajis02-310	1371	1	acm	acm	PROPN
ajis02-310	1371	2	sigmod	sigmod	PROPN
ajis02-310	1371	3	conference	conference	PROPN
ajis02-310	1371	4	on	on	ADP
ajis02-310	1371	5	the	the	DET
ajis02-310	1371	6	management	management	NOUN
ajis02-310	1371	7	of	of	ADP
ajis02-310	1371	8	data	data	PROPN
ajis02-310	1371	9	,	,	PUNCT
ajis02-310	1371	10	montreal	montreal	PROPN
ajis02-310	1371	11	,	,	PUNCT
ajis02-310	1371	12	canada	canada	PROPN
ajis02-310	1371	13	,	,	PUNCT
ajis02-310	1371	14	stolorz	stolorz	NOUN
ajis02-310	1371	15	,	,	PUNCT
ajis02-310	1371	16	p.	p.	NOUN
ajis02-310	1371	17	and	and	CCONJ
ajis02-310	1371	18	dean	dean	PROPN
ajis02-310	1371	19	,	,	PUNCT
ajis02-310	1371	20	c.	c.	PROPN
ajis02-310	1371	21	(	(	PUNCT
ajis02-310	1371	22	1996	1996	NUM
ajis02-310	1371	23	)	)	PUNCT
ajis02-310	1371	24	.	.	PUNCT
ajis02-310	1372	1	"	"	PUNCT
ajis02-310	1372	2	quakefmder	quakefmder	NOUN
ajis02-310	1372	3	:	:	PUNCT
ajis02-310	1372	4	a	a	DET
ajis02-310	1372	5	scalable	scalable	ADJ
ajis02-310	1372	6	data	data	NOUN
ajis02-310	1372	7	mining	mining	NOUN
ajis02-310	1372	8	system	system	NOUN
ajis02-310	1372	9	for	for	ADP
ajis02-310	1372	10	detecting	detect	VERB
ajis02-310	1372	11	earthquakes	earthquake	NOUN
ajis02-310	1372	12	from	from	ADP
ajis02-310	1372	13	space	space	NOUN
ajis02-310	1372	14	"	"	PUNCT
ajis02-310	1372	15	.	.	PUNCT
ajis02-310	1373	1	second	second	ADJ
ajis02-310	1373	2	international	international	ADJ
ajis02-310	1373	3	conference	conference	NOUN
ajis02-310	1373	4	on	on	ADP
ajis02-310	1373	5	knowledge	knowledge	NOUN
ajis02-310	1373	6	discovery	discovery	PROPN
ajis02-310	1373	7	and	and	CCONJ
ajis02-310	1373	8	data	datum	NOUN
ajis02-310	1373	9	mining	mining	NOUN
ajis02-310	1373	10	(	(	PUNCT
ajis02-310	1373	11	kdd96	kdd96	PROPN
ajis02-310	1373	12	)	)	PUNCT
ajis02-310	1373	13	,	,	PUNCT
ajis02-310	1373	14	portland	portland	PROPN
ajis02-310	1373	15	,	,	PUNCT
ajis02-310	1373	16	oregon	oregon	PROPN
ajis02-310	1373	17	,	,	PUNCT
ajis02-310	1373	18	aaai	aaai	PROPN
ajis02-310	1373	19	press	press	PROPN
ajis02-310	1373	20	,	,	PUNCT
ajis02-310	1373	21	menlo	menlo	NOUN
ajis02-310	1373	22	park	park	PROPN
ajis02-310	1373	23	,	,	PUNCT
ajis02-310	1373	24	california	california	PROPN
ajis02-310	1373	25	,	,	PUNCT
ajis02-310	1373	26	pp	pp	X
ajis02-310	1373	27	.	.	PUNCT
ajis02-310	1374	1	208	208	NUM
ajis02-310	1374	2	-	-	SYM
ajis02-310	1374	3	213	213	NUM
ajis02-310	1374	4	.	.	PUNCT
ajis02-310	1374	5	stonebraker	stonebraker	NOUN
ajis02-310	1374	6	,	,	PUNCT
ajis02-310	1374	7	m.	m.	NOUN
ajis02-310	1374	8	,	,	PUNCT
ajis02-310	1374	9	et	et	PROPN
ajis02-310	1374	10	al	al	PROPN
ajis02-310	1374	11	.	.	PUNCT
ajis02-310	1374	12	(	(	PUNCT
ajis02-310	1374	13	1993	1993	NUM
ajis02-310	1374	14	)	)	PUNCT
ajis02-310	1374	15	.	.	PUNCT
ajis02-310	1375	1	"	"	PUNCT
ajis02-310	1375	2	dbms	dbms	ADJ
ajis02-310	1375	3	research	research	NOUN
ajis02-310	1375	4	at	at	ADP
ajis02-310	1375	5	the	the	DET
ajis02-310	1375	6	crossroads	crossroad	NOUN
ajis02-310	1375	7	:	:	PUNCT
ajis02-310	1375	8	the	the	DET
ajis02-310	1375	9	vienna	vienna	PROPN
ajis02-310	1375	10	update	update	NOUN
ajis02-310	1375	11	"	"	PUNCT
ajis02-310	1375	12	.	.	PUNCT
ajis02-310	1376	1	nineteenth	nineteenth	PROPN
ajis02-310	1376	2	international	international	ADJ
ajis02-310	1376	3	conference	conference	NOUN
ajis02-310	1376	4	on	on	ADP
ajis02-310	1376	5	very	very	ADV
ajis02-310	1376	6	large	large	ADJ
ajis02-310	1376	7	databases	database	NOUN
ajis02-310	1376	8	,	,	PUNCT
ajis02-310	1376	9	dublin	dublin	PROPN
ajis02-310	1376	10	,	,	PUNCT
ajis02-310	1376	11	ireland	ireland	PROPN
ajis02-310	1376	12	,	,	PUNCT
ajis02-310	1376	13	morgan	morgan	PROPN
ajis02-310	1376	14	kaufmann	kaufmann	PROPN
ajis02-310	1376	15	,	,	PUNCT
ajis02-310	1376	16	palo	palo	PROPN
ajis02-310	1376	17	alto	alto	PROPN
ajis02-310	1376	18	,	,	PUNCT
ajis02-310	1376	19	ca	ca	NOUN
ajis02-310	1376	20	.	.	PUNCT
ajis02-310	1377	1	pp	pp	ADJ
ajis02-310	1377	2	.	.	PUNCT
ajis02-310	1378	1	688	688	NUM
ajis02-310	1378	2	-	-	SYM
ajis02-310	1378	3	692	692	NUM
ajis02-310	1378	4	.	.	PUNCT
ajis02-310	1379	1	tansel	tansel	NOUN
ajis02-310	1379	2	,	,	PUNCT
ajis02-310	1379	3	a.	a.	NOUN
ajis02-310	1379	4	u.	u.	PROPN
ajis02-310	1379	5	,	,	PUNCT
ajis02-310	1379	6	et	et	PROPN
ajis02-310	1379	7	al	al	PROPN
ajis02-310	1379	8	.	.	PUNCT
ajis02-310	1380	1	(	(	PUNCT
ajis02-310	1380	2	1993	1993	NUM
ajis02-310	1380	3	)	)	PUNCT
ajis02-310	1380	4	.	.	PUNCT
ajis02-310	1381	1	temporal	temporal	ADJ
ajis02-310	1381	2	databases	database	NOUN
ajis02-310	1381	3	:	:	PUNCT
ajis02-310	1381	4	theory	theory	NOUN
ajis02-310	1381	5	,	,	PUNCT
ajis02-310	1381	6	design	design	NOUN
ajis02-310	1381	7	and	and	CCONJ
ajis02-310	1381	8	implementation	implementation	NOUN
ajis02-310	1381	9	.	.	PUNCT
ajis02-310	1382	1	redwood	redwood	NOUN
ajis02-310	1382	2	city	city	PROPN
ajis02-310	1382	3	,	,	PUNCT
ajis02-310	1382	4	ca	ca	PROPN
ajis02-310	1382	5	,	,	PUNCT
ajis02-310	1382	6	benjamin	benjamin	PROPN
ajis02-310	1382	7	cummings	cummings	PROPN
ajis02-310	1382	8	.	.	PUNCT
ajis02-310	1383	1	tsumoto	tsumoto	PROPN
ajis02-310	1383	2	,	,	PUNCT
ajis02-310	1383	3	s.	s.	PROPN
ajis02-310	1383	4	and	and	CCONJ
ajis02-310	1383	5	tanaka	tanaka	PROPN
ajis02-310	1383	6	,	,	PUNCT
ajis02-310	1383	7	h.	h.	PROPN
ajis02-310	1383	8	(	(	PUNCT
ajis02-310	1383	9	1996	1996	NUM
ajis02-310	1383	10	)	)	PUNCT
ajis02-310	1383	11	.	.	PUNCT
ajis02-310	1384	1	"	"	PUNCT
ajis02-310	1384	2	automated	automate	VERB
ajis02-310	1384	3	discovery	discovery	NOUN
ajis02-310	1384	4	of	of	ADP
ajis02-310	1384	5	medical	medical	ADJ
ajis02-310	1384	6	expert	expert	NOUN
ajis02-310	1384	7	system	system	NOUN
ajis02-310	1384	8	rules	rule	NOUN
ajis02-310	1384	9	from	from	ADP
ajis02-310	1384	10	clinical	clinical	ADJ
ajis02-310	1384	11	databases	database	NOUN
ajis02-310	1384	12	based	base	VERB
ajis02-310	1384	13	on	on	ADP
ajis02-310	1384	14	rough	rough	ADJ
ajis02-310	1384	15	sets	set	NOUN
ajis02-310	1384	16	"	"	PUNCT
ajis02-310	1384	17	.	.	PUNCT
ajis02-310	1385	1	second	second	ADJ
ajis02-310	1385	2	international	international	ADJ
ajis02-310	1385	3	conference	conference	NOUN
ajis02-310	1385	4	on	on	ADP
ajis02-310	1385	5	knowledge	knowledge	NOUN
ajis02-310	1385	6	discovery	discovery	PROPN
ajis02-310	1385	7	and	and	CCONJ
ajis02-310	1385	8	data	datum	NOUN
ajis02-310	1385	9	mining	mining	NOUN
ajis02-310	1385	10	(	(	PUNCT
ajis02-310	1385	11	kdd96	kdd96	PROPN
ajis02-310	1385	12	)	)	PUNCT
ajis02-310	1385	13	,	,	PUNCT
ajis02-310	1385	14	portland	portland	PROPN
ajis02-310	1385	15	,	,	PUNCT
ajis02-310	1385	16	oregon	oregon	PROPN
ajis02-310	1385	17	,	,	PUNCT
ajis02-310	1385	18	aaai	aaai	PROPN
ajis02-310	1385	19	press	press	PROPN
ajis02-310	1385	20	,	,	PUNCT
ajis02-310	1385	21	menlo	menlo	NOUN
ajis02-310	1385	22	park	park	PROPN
ajis02-310	1385	23	,	,	PUNCT
ajis02-310	1385	24	california	california	PROPN
ajis02-310	1385	25	,	,	PUNCT
ajis02-310	1385	26	pp	pp	ADJ
ajis02-310	1385	27	.	.	PUNCT
ajis02-310	1386	1	63	63	NUM
ajis02-310	1386	2	-	-	SYM
ajis02-310	1386	3	69	69	NUM
ajis02-310	1386	4	.	.	PUNCT
ajis02-310	1387	1	valiant	valiant	PROPN
ajis02-310	1387	2	,	,	PUNCT
ajis02-310	1387	3	l.g	l.g	PROPN
ajis02-310	1387	4	.	.	PROPN
ajis02-310	1387	5	(	(	PUNCT
ajis02-310	1387	6	1984	1984	NUM
ajis02-310	1387	7	)	)	PUNCT
ajis02-310	1387	8	.	.	PUNCT
ajis02-310	1388	1	"	"	PUNCT
ajis02-310	1388	2	a	a	DET
ajis02-310	1388	3	theory	theory	NOUN
ajis02-310	1388	4	of	of	ADP
ajis02-310	1388	5	the	the	DET
ajis02-310	1388	6	learnable	learnable	ADJ
ajis02-310	1388	7	"	"	PUNCT
ajis02-310	1388	8	.	.	PUNCT
ajis02-310	1389	1	communications	communication	NOUN
ajis02-310	1389	2	of	of	ADP
ajis02-310	1389	3	the	the	DET
ajis02-310	1389	4	acm	acm	PROPN
ajis02-310	1389	5	.	.	PUNCT
ajis02-310	1390	1	vol	vol	NOUN
ajis02-310	1390	2	.	.	PROPN
ajis02-310	1391	1	27	27	NUM
ajis02-310	1391	2	,	,	PUNCT
ajis02-310	1391	3	no	no	INTJ
ajis02-310	1391	4	.	.	NOUN
ajis02-310	1391	5	11	11	NUM
ajis02-310	1391	6	,	,	PUNCT
ajis02-310	1391	7	pp	pp	ADJ
ajis02-310	1391	8	.	.	PUNCT
ajis02-310	1392	1	11341142	11341142	NUM
ajis02-310	1392	2	.	.	PUNCT
ajis02-310	1393	1	viveros	vivero	NOUN
ajis02-310	1393	2	,	,	PUNCT
ajis02-310	1393	3	m.	m.	PROPN
ajis02-310	1393	4	s.	s.	PROPN
ajis02-310	1393	5	,	,	PUNCT
ajis02-310	1393	6	et	et	PROPN
ajis02-310	1393	7	al	al	PROPN
ajis02-310	1393	8	.	.	PUNCT
ajis02-310	1393	9	(	(	PUNCT
ajis02-310	1393	10	1996	1996	NUM
ajis02-310	1393	11	)	)	PUNCT
ajis02-310	1393	12	.	.	PUNCT
ajis02-310	1394	1	"	"	PUNCT
ajis02-310	1394	2	applying	apply	VERB
ajis02-310	1394	3	data	datum	NOUN
ajis02-310	1394	4	mining	mining	NOUN
ajis02-310	1394	5	techniques	technique	NOUN
ajis02-310	1394	6	to	to	ADP
ajis02-310	1394	7	a	a	DET
ajis02-310	1394	8	health	health	NOUN
ajis02-310	1394	9	insurance	insurance	NOUN
ajis02-310	1394	10	information	information	NOUN
ajis02-310	1394	11	system	system	NOUN
ajis02-310	1394	12	"	"	PUNCT
ajis02-310	1394	13	.	.	PUNCT
ajis02-310	1395	1	twenty	twenty	NUM
ajis02-310	1395	2	-	-	PUNCT
ajis02-310	1395	3	second	second	ADJ
ajis02-310	1395	4	international	international	ADJ
ajis02-310	1395	5	conference	conference	NOUN
ajis02-310	1395	6	on	on	ADP
ajis02-310	1395	7	very	very	ADV
ajis02-310	1395	8	large	large	ADJ
ajis02-310	1395	9	data	datum	NOUN
ajis02-310	1395	10	bases	basis	NOUN
ajis02-310	1395	11	(	(	PUNCT
ajis02-310	1395	12	vldb	vldb	NOUN
ajis02-310	1395	13	'	'	NUM
ajis02-310	1395	14	96	96	NUM
ajis02-310	1395	15	)	)	PUNCT
ajis02-310	1395	16	,	,	PUNCT
ajis02-310	1395	17	mumbai	mumbai	PROPN
ajis02-310	1395	18	,	,	PUNCT
ajis02-310	1395	19	india	india	PROPN
ajis02-310	1395	20	,	,	PUNCT
ajis02-310	1395	21	morgan	morgan	PROPN
ajis02-310	1395	22	kaufmann	kaufmann	PROPN
ajis02-310	1395	23	publishers	publishers	PROPN
ajis02-310	1395	24	,	,	PUNCT
ajis02-310	1395	25	inc	inc	PROPN
ajis02-310	1395	26	.	.	PROPN
ajis02-310	1396	1	san	san	PROPN
ajis02-310	1396	2	francisco	francisco	PROPN
ajis02-310	1396	3	,	,	PUNCT
ajis02-310	1396	4	usa	usa	PROPN
ajis02-310	1396	5	.	.	PROPN
ajis02-310	1397	1	pp	pp	PROPN
ajis02-310	1397	2	.	.	PUNCT
ajis02-310	1398	1	286	286	NUM
ajis02-310	1398	2	-	-	SYM
ajis02-310	1398	3	293	293	NUM
ajis02-310	1398	4	.	.	PUNCT
ajis02-310	1399	1	wade	wade	PROPN
ajis02-310	1399	2	,	,	PUNCT
ajis02-310	1399	3	t.	t.	PROPN
ajis02-310	1399	4	d.	d.	PROPN
ajis02-310	1399	5	,	,	PUNCT
ajis02-310	1399	6	et	et	PROPN
ajis02-310	1399	7	al	al	PROPN
ajis02-310	1399	8	.	.	PROPN
ajis02-310	1399	9	(	(	PUNCT
ajis02-310	1399	10	1994	1994	NUM
ajis02-310	1399	11	)	)	PUNCT
ajis02-310	1399	12	.	.	PUNCT
ajis02-310	1400	1	"	"	PUNCT
ajis02-310	1400	2	finding	find	VERB
ajis02-310	1400	3	temporal	temporal	ADJ
ajis02-310	1400	4	patterns	pattern	NOUN
ajis02-310	1400	5	a	a	DET
ajis02-310	1400	6	set	set	NOUN
ajis02-310	1400	7	based	base	VERB
ajis02-310	1400	8	approach	approach	NOUN
ajis02-310	1400	9	"	"	PUNCT
ajis02-310	1400	10	.	.	PUNCT
ajis02-310	1401	1	artificial	artificial	ADJ
ajis02-310	1401	2	intelligence	intelligence	NOUN
ajis02-310	1401	3	in	in	ADP
ajis02-310	1401	4	medicine	medicine	NOUN
ajis02-310	1401	5	.	.	PUNCT
ajis02-310	1402	1	no	no	INTJ
ajis02-310	1402	2	.	.	NOUN
ajis02-310	1403	1	6	6	NUM
ajis02-310	1403	2	,	,	PUNCT
ajis02-310	1403	3	pp	pp	ADJ
ajis02-310	1403	4	.	.	PUNCT
ajis02-310	1404	1	263	263	NUM
ajis02-310	1404	2	-	-	SYM
ajis02-310	1404	3	271	271	NUM
ajis02-310	1404	4	.	.	PUNCT
ajis02-310	1405	1	wang	wang	PROPN
ajis02-310	1405	2	,	,	PUNCT
ajis02-310	1405	3	j.	j.	PROPN
ajis02-310	1405	4	t.-l	t.-l	PROPN
ajis02-310	1405	5	.	.	PUNCT
ajis02-310	1405	6	,	,	PUNCT
ajis02-310	1405	7	et	et	PROPN
ajis02-310	1405	8	al	al	PROPN
ajis02-310	1405	9	.	.	PROPN
ajis02-310	1405	10	(	(	PUNCT
ajis02-310	1405	11	1994	1994	NUM
ajis02-310	1405	12	)	)	PUNCT
ajis02-310	1405	13	.	.	PUNCT
ajis02-310	1406	1	"	"	PUNCT
ajis02-310	1406	2	combinatorial	combinatorial	ADJ
ajis02-310	1406	3	pattern	pattern	NOUN
ajis02-310	1406	4	discovery	discovery	NOUN
ajis02-310	1406	5	for	for	ADP
ajis02-310	1406	6	scientific	scientific	ADJ
ajis02-310	1406	7	data	datum	NOUN
ajis02-310	1406	8	:	:	PUNCT
ajis02-310	1406	9	some	some	DET
ajis02-310	1406	10	preliminary	preliminary	ADJ
ajis02-310	1406	11	results	result	NOUN
ajis02-310	1406	12	"	"	PUNCT
ajis02-310	1406	13	.	.	PUNCT
ajis02-310	1407	1	acm	acm	PROPN
ajis02-310	1407	2	sigmod	sigmod	PROPN
ajis02-310	1407	3	international	international	ADJ
ajis02-310	1407	4	conference	conference	NOUN
ajis02-310	1407	5	on	on	ADP
ajis02-310	1407	6	management	management	NOUN
ajis02-310	1407	7	of	of	ADP
ajis02-310	1407	8	data	data	PROPN
ajis02-310	1407	9	,	,	PUNCT
ajis02-310	1407	10	minneapolis	minneapolis	PROPN
ajis02-310	1407	11	,	,	PUNCT
ajis02-310	1407	12	minnesota	minnesota	PROPN
ajis02-310	1407	13	,	,	PUNCT
ajis02-310	1407	14	pp	pp	ADJ
ajis02-310	1407	15	.	.	PUNCT
ajis02-310	1407	16	115125	115125	NUM
ajis02-310	1407	17	.	.	PUNCT
ajis02-310	1408	1	wang	wang	PROPN
ajis02-310	1408	2	,	,	PUNCT
ajis02-310	1408	3	j.	j.	PROPN
ajis02-310	1408	4	t.	t.	PROPN
ajis02-310	1408	5	l.	l.	PROPN
ajis02-310	1408	6	,	,	PUNCT
ajis02-310	1408	7	et	et	PROPN
ajis02-310	1408	8	al	al	PROPN
ajis02-310	1408	9	.	.	PUNCT
ajis02-310	1408	10	(	(	PUNCT
ajis02-310	1408	11	1996	1996	NUM
ajis02-310	1408	12	)	)	PUNCT
ajis02-310	1408	13	.	.	PUNCT
ajis02-310	1409	1	"	"	PUNCT
ajis02-310	1409	2	automated	automate	VERB
ajis02-310	1409	3	discovery	discovery	NOUN
ajis02-310	1409	4	of	of	ADP
ajis02-310	1409	5	active	active	ADJ
ajis02-310	1409	6	motifs	motif	NOUN
ajis02-310	1409	7	in	in	ADP
ajis02-310	1409	8	multiple	multiple	ADJ
ajis02-310	1409	9	rna	rna	NOUN
ajis02-310	1409	10	secondary	secondary	ADJ
ajis02-310	1409	11	structures	structure	NOUN
ajis02-310	1409	12	"	"	PUNCT
ajis02-310	1409	13	.	.	PUNCT
ajis02-310	1410	1	second	second	ADJ
ajis02-310	1410	2	international	international	ADJ
ajis02-310	1410	3	conference	conference	NOUN
ajis02-310	1410	4	on	on	ADP
ajis02-310	1410	5	knowledge	knowledge	NOUN
ajis02-310	1410	6	discovery	discovery	PROPN
ajis02-310	1410	7	and	and	CCONJ
ajis02-310	1410	8	data	datum	NOUN
ajis02-310	1410	9	mining	mining	NOUN
ajis02-310	1410	10	(	(	PUNCT
ajis02-310	1410	11	kdd96	kdd96	PROPN
ajis02-310	1410	12	)	)	PUNCT
ajis02-310	1410	13	,	,	PUNCT
ajis02-310	1410	14	portland	portland	PROPN
ajis02-310	1410	15	,	,	PUNCT
ajis02-310	1410	16	oregon	oregon	PROPN
ajis02-310	1410	17	,	,	PUNCT
ajis02-310	1410	18	aaai	aaai	PROPN
ajis02-310	1410	19	press	press	PROPN
ajis02-310	1410	20	,	,	PUNCT
ajis02-310	1410	21	menlo	menlo	NOUN
ajis02-310	1410	22	park	park	PROPN
ajis02-310	1410	23	,	,	PUNCT
ajis02-310	1410	24	california	california	PROPN
ajis02-310	1410	25	,	,	PUNCT
ajis02-310	1410	26	pp	pp	ADJ
ajis02-310	1410	27	.	.	PUNCT
ajis02-310	1411	1	70	70	NUM
ajis02-310	1411	2	-	-	SYM
ajis02-310	1411	3	75	75	NUM
ajis02-310	1411	4	.	.	PUNCT
ajis02-310	1412	1	wirth	wirth	PROPN
ajis02-310	1412	2	,	,	PUNCT
ajis02-310	1412	3	r.	r.	PROPN
ajis02-310	1412	4	and	and	CCONJ
ajis02-310	1412	5	reinartz	reinartz	NOUN
ajis02-310	1412	6	,	,	PUNCT
ajis02-310	1412	7	t.	t.	PROPN
ajis02-310	1412	8	p.	p.	PROPN
ajis02-310	1412	9	(	(	PUNCT
ajis02-310	1412	10	1996	1996	NUM
ajis02-310	1412	11	)	)	PUNCT
ajis02-310	1412	12	.	.	PUNCT
ajis02-310	1413	1	"	"	PUNCT
ajis02-310	1413	2	detecting	detect	VERB
ajis02-310	1413	3	early	early	ADJ
ajis02-310	1413	4	indicator	indicator	NOUN
ajis02-310	1413	5	cars	car	NOUN
ajis02-310	1413	6	in	in	ADP
ajis02-310	1413	7	an	an	DET
ajis02-310	1413	8	automotive	automotive	ADJ
ajis02-310	1413	9	database	database	NOUN
ajis02-310	1413	10	:	:	PUNCT
ajis02-310	1413	11	a	a	DET
ajis02-310	1413	12	multistrategy	multistrategy	NOUN
ajis02-310	1413	13	approach	approach	NOUN
ajis02-310	1413	14	"	"	PUNCT
ajis02-310	1413	15	.	.	PUNCT
ajis02-310	1414	1	second	second	ADJ
ajis02-310	1414	2	international	international	ADJ
ajis02-310	1414	3	conference	conference	NOUN
ajis02-310	1414	4	on	on	ADP
ajis02-310	1414	5	knowledge	knowledge	NOUN
ajis02-310	1414	6	discovery	discovery	PROPN
ajis02-310	1414	7	and	and	CCONJ
ajis02-310	1414	8	data	datum	NOUN
ajis02-310	1414	9	mining	mining	NOUN
ajis02-310	1414	10	(	(	PUNCT
ajis02-310	1414	11	kdd96	kdd96	PROPN
ajis02-310	1414	12	)	)	PUNCT
ajis02-310	1414	13	,	,	PUNCT
ajis02-310	1414	14	portland	portland	PROPN
ajis02-310	1414	15	,	,	PUNCT
ajis02-310	1414	16	oregon	oregon	PROPN
ajis02-310	1414	17	,	,	PUNCT
ajis02-310	1414	18	aaai	aaai	PROPN
ajis02-310	1414	19	press	press	PROPN
ajis02-310	1414	20	,	,	PUNCT
ajis02-310	1414	21	menlo	menlo	NOUN
ajis02-310	1414	22	park	park	PROPN
ajis02-310	1414	23	,	,	PUNCT
ajis02-310	1414	24	california	california	PROPN
ajis02-310	1414	25	,	,	PUNCT
ajis02-310	1414	26	pp	pp	ADJ
ajis02-310	1414	27	.	.	PUNCT
ajis02-310	1415	1	76	76	NUM
ajis02-310	1415	2	-	-	SYM
ajis02-310	1415	3	81	81	NUM
ajis02-310	1415	4	.	.	PUNCT
ajis02-310	1415	5	yu	yu	PROPN
ajis02-310	1415	6	,	,	PUNCT
ajis02-310	1415	7	c.	c.	PROPN
ajis02-310	1415	8	t.	t.	PROPN
ajis02-310	1415	9	and	and	CCONJ
ajis02-310	1415	10	sun	sun	PROPN
ajis02-310	1415	11	,	,	PUNCT
ajis02-310	1415	12	w.	w.	NOUN
ajis02-310	1415	13	(	(	PUNCT
ajis02-310	1415	14	1989	1989	NUM
ajis02-310	1415	15	)	)	PUNCT
ajis02-310	1415	16	.	.	PUNCT
ajis02-310	1416	1	"	"	PUNCT
ajis02-310	1416	2	automatic	automatic	ADJ
ajis02-310	1416	3	knowledge	knowledge	NOUN
ajis02-310	1416	4	acquisition	acquisition	NOUN
ajis02-310	1416	5	and	and	CCONJ
ajis02-310	1416	6	maintenance	maintenance	NOUN
ajis02-310	1416	7	for	for	ADP
ajis02-310	1416	8	semantics	semantic	NOUN
ajis02-310	1416	9	query	query	PROPN
ajis02-310	1416	10	optimisation	optimisation	NOUN
ajis02-310	1416	11	"	"	PUNCT
ajis02-310	1416	12	.	.	PUNCT
ajis02-310	1417	1	ieee	ieee	NOUN
ajis02-310	1417	2	transactions	transaction	NOUN
ajis02-310	1417	3	on	on	ADP
ajis02-310	1417	4	knowledge	knowledge	NOUN
ajis02-310	1417	5	and	and	CCONJ
ajis02-310	1417	6	data	datum	NOUN
ajis02-310	1417	7	engineering	engineering	NOUN
ajis02-310	1417	8	.	.	PUNCT
ajis02-310	1418	1	vol	vol	NOUN
ajis02-310	1418	2	.	.	PROPN
ajis02-310	1419	1	1	1	NUM
ajis02-310	1419	2	,	,	PUNCT
ajis02-310	1419	3	no	no	INTJ
ajis02-310	1419	4	.	.	NOUN
ajis02-310	1419	5	3	3	NUM
ajis02-310	1419	6	,	,	PUNCT
ajis02-310	1419	7	pp	pp	ADJ
ajis02-310	1419	8	.	.	PUNCT
ajis02-310	1420	1	362	362	NUM
ajis02-310	1420	2	-	-	SYM
ajis02-310	1420	3	375	375	NUM
ajis02-310	1420	4	.	.	PUNCT
ajis02-310	1421	1	zamir	zamir	PROPN
ajis02-310	1421	2	,	,	PUNCT
ajis02-310	1421	3	0	0	NUM
ajis02-310	1421	4	.	.	NUM
ajis02-310	1421	5	,	,	PUNCT
ajis02-310	1421	6	et	et	PROPN
ajis02-310	1421	7	al	al	PROPN
ajis02-310	1421	8	.	.	PROPN
ajis02-310	1421	9	(	(	PUNCT
ajis02-310	1421	10	1997	1997	NUM
ajis02-310	1421	11	)	)	PUNCT
ajis02-310	1421	12	.	.	PUNCT
ajis02-310	1422	1	"	"	PUNCT
ajis02-310	1422	2	fast	fast	ADJ
ajis02-310	1422	3	and	and	CCONJ
ajis02-310	1422	4	intuitive	intuitive	ADJ
ajis02-310	1422	5	clustering	clustering	NOUN
ajis02-310	1422	6	of	of	ADP
ajis02-310	1422	7	web	web	NOUN
ajis02-310	1422	8	documents	document	NOUN
ajis02-310	1422	9	"	"	PUNCT
ajis02-310	1422	10	.	.	PUNCT
ajis02-310	1423	1	third	third	ADJ
ajis02-310	1423	2	international	international	ADJ
ajis02-310	1423	3	conference	conference	NOUN
ajis02-310	1423	4	on	on	ADP
ajis02-310	1423	5	knowledge	knowledge	NOUN
ajis02-310	1423	6	discovery	discovery	PROPN
ajis02-310	1423	7	and	and	CCONJ
ajis02-310	1423	8	data	datum	NOUN
ajis02-310	1423	9	mining	mining	NOUN
ajis02-310	1423	10	,	,	PUNCT
ajis02-310	1423	11	newport	newport	PROPN
ajis02-310	1423	12	beach	beach	PROPN
ajis02-310	1423	13	,	,	PUNCT
ajis02-310	1423	14	california	california	PROPN
ajis02-310	1423	15	,	,	PUNCT
ajis02-310	1423	16	aaai	aaai	PROPN
ajis02-310	1423	17	press	press	PROPN
ajis02-310	1423	18	,	,	PUNCT
ajis02-310	1423	19	menlo	menlo	NOUN
ajis02-310	1423	20	park	park	PROPN
ajis02-310	1423	21	,	,	PUNCT
ajis02-310	1423	22	california	california	PROPN
ajis02-310	1423	23	,	,	PUNCT
ajis02-310	1423	24	pp	pp	ADJ
ajis02-310	1423	25	.	.	PUNCT
ajis02-310	1424	1	287	287	NUM
ajis02-310	1424	2	-	-	SYM
ajis02-310	1424	3	290	290	NUM
ajis02-310	1424	4	.	.	PUNCT
ajis02-310	1425	1	ziarko	ziarko	PROPN
ajis02-310	1425	2	,	,	PUNCT
ajis02-310	1425	3	w.	w.	PROPN
ajis02-310	1425	4	(	(	PUNCT
ajis02-310	1425	5	et	et	PROPN
ajis02-310	1425	6	al	al	PROPN
ajis02-310	1425	7	.	.	PUNCT
ajis02-310	1425	8	(	(	PUNCT
ajis02-310	1425	9	1993	1993	NUM
ajis02-310	1425	10	)	)	PUNCT
ajis02-310	1425	11	.	.	PUNCT
ajis02-310	1426	1	"	"	PUNCT
ajis02-310	1426	2	an	an	DET
ajis02-310	1426	3	application	application	NOUN
ajis02-310	1426	4	of	of	ADP
ajis02-310	1426	5	datalogic	datalogic	NOUN
ajis02-310	1426	6	/	/	SYM
ajis02-310	1426	7	r	r	NOUN
ajis02-310	1426	8	knowledge	knowledge	NOUN
ajis02-310	1426	9	discovery	discovery	NOUN
ajis02-310	1426	10	tool	tool	NOUN
ajis02-310	1426	11	to	to	PART
ajis02-310	1426	12	identify	identify	VERB
ajis02-310	1426	13	strong	strong	ADJ
ajis02-310	1426	14	predictive	predictive	ADJ
ajis02-310	1426	15	rules	rule	NOUN
ajis02-310	1426	16	in	in	ADP
ajis02-310	1426	17	stock	stock	NOUN
ajis02-310	1426	18	market	market	NOUN
ajis02-310	1426	19	data	datum	NOUN
ajis02-310	1426	20	"	"	PUNCT
ajis02-310	1426	21	.	.	PUNCT
ajis02-310	1427	1	aaai-93	aaai-93	PROPN
ajis02-310	1427	2	workshop	workshop	NOUN
ajis02-310	1427	3	on	on	ADP
ajis02-310	1427	4	knowledge	knowledge	NOUN
ajis02-310	1427	5	discovery	discovery	NOUN
ajis02-310	1427	6	in	in	ADP
ajis02-310	1427	7	databases	database	NOUN
ajis02-310	1427	8	(	(	PUNCT
ajis02-310	1427	9	kdd	kdd	PROPN
ajis02-310	1427	10	'	'	NUM
ajis02-310	1427	11	93	93	NUM
ajis02-310	1427	12	)	)	PUNCT
ajis02-310	1427	13	,	,	PUNCT
ajis02-310	1427	14	washington	washington	PROPN
ajis02-310	1427	15	d.c	d.c	PROPN
ajis02-310	1427	16	.	.	PROPN
ajis02-310	1427	17	,	,	PUNCT
ajis02-310	1427	18	aaai	aaai	PROPN
ajis02-310	1427	19	press	press	PROPN
ajis02-310	1427	20	,	,	PUNCT
ajis02-310	1427	21	menlo	menlo	NOUN
ajis02-310	1427	22	park	park	PROPN
ajis02-310	1427	23	,	,	PUNCT
ajis02-310	1427	24	california	california	PROPN
ajis02-310	1427	25	,	,	PUNCT
ajis02-310	1427	26	pp	pp	PROPN
ajis02-310	1427	27	.	.	PUNCT
ajis02-310	1427	28	89	89	NUM
ajis02-310	1427	29	-	-	SYM
ajis02-310	1427	30	101	101	NUM
ajis02-310	1427	31	.	.	PUNCT
ajis02-310	1427	32	128	128	NUM