id	sid	tid	token	lemma	pos
ajis02-424	1	1	using	use	VERB
ajis02-424	1	2	artificial	artificial	ADJ
ajis02-424	1	3	neural	neural	ADJ
ajis02-424	1	4	networks	network	NOUN
ajis02-424	1	5	and	and	CCONJ
ajis02-424	1	6	function	function	NOUN
ajis02-424	1	7	points	point	NOUN
ajis02-424	1	8	to	to	PART
ajis02-424	1	9	estimate	estimate	VERB
ajis02-424	1	10	4gl	4gl	PROPN
ajis02-424	1	11	software	software	PROPN
ajis02-424	1	12	development	development	PROPN
ajis02-424	1	13	effort	effort	PROPN
ajis02-424	1	14	g.e	g.e	PROPN
ajis02-424	1	15	.	.	PROPN
ajis02-424	1	16	wittig	wittig	PROPN
ajis02-424	1	17	and	and	CCONJ
ajis02-424	1	18	g.r	g.r	PROPN
ajis02-424	1	19	finnic	finnic	NOUN
ajis02-424	1	20	school	school	NOUN
ajis02-424	1	21	of	of	ADP
ajis02-424	1	22	information	information	NOUN
ajis02-424	1	23	technology	technology	NOUN
ajis02-424	1	24	bond	bond	NOUN
ajis02-424	1	25	university	university	NOUN
ajis02-424	1	26	gold	gold	NOUN
ajis02-424	1	27	coast	coast	NOUN
ajis02-424	1	28	,	,	PUNCT
ajis02-424	1	29	queensland	queensland	PROPN
ajis02-424	1	30	4229	4229	NUM
ajis02-424	1	31	abstract	abstract	ADJ
ajis02-424	1	32	hie	hie	NOUN
ajis02-424	1	33	value	value	NOUN
ajis02-424	1	34	of	of	ADP
ajis02-424	1	35	neural	neural	ADJ
ajis02-424	1	36	network	network	NOUN
ajis02-424	1	37	modelling	model	VERB
ajis02-424	1	38	techniques	technique	NOUN
ajis02-424	1	39	in	in	ADP
ajis02-424	1	40	performing	perform	VERB
ajis02-424	1	41	complicated	complicated	ADJ
ajis02-424	1	42	pattern	pattern	NOUN
ajis02-424	1	43	recognition	recognition	NOUN
ajis02-424	1	44	and	and	CCONJ
ajis02-424	1	45	nonlinear	nonlinear	ADJ
ajis02-424	1	46	estimation	estimation	NOUN
ajis02-424	1	47	tasks	task	NOUN
ajis02-424	1	48	has	have	AUX
ajis02-424	1	49	been	be	AUX
ajis02-424	1	50	demonstrated	demonstrate	VERB
ajis02-424	1	51	across	across	ADP
ajis02-424	1	52	an	an	DET
ajis02-424	1	53	impressive	impressive	ADJ
ajis02-424	1	54	spectrum	spectrum	NOUN
ajis02-424	1	55	of	of	ADP
ajis02-424	1	56	applications	application	NOUN
ajis02-424	1	57	.	.	PUNCT
ajis02-424	2	1	software	software	NOUN
ajis02-424	2	2	development	development	NOUN
ajis02-424	2	3	is	be	AUX
ajis02-424	2	4	a	a	DET
ajis02-424	2	5	complex	complex	ADJ
ajis02-424	2	6	environment	environment	NOUN
ajis02-424	2	7	with	with	ADP
ajis02-424	2	8	many	many	ADJ
ajis02-424	2	9	interrelated	interrelated	ADJ
ajis02-424	2	10	factors	factor	NOUN
ajis02-424	2	11	affecting	affect	VERB
ajis02-424	2	12	development	development	NOUN
ajis02-424	2	13	effort	effort	NOUN
ajis02-424	2	14	and	and	CCONJ
ajis02-424	2	15	productivity	productivity	NOUN
ajis02-424	2	16	.	.	PUNCT
ajis02-424	3	1	accurate	accurate	ADJ
ajis02-424	3	2	forecasting	forecasting	NOUN
ajis02-424	3	3	has	have	AUX
ajis02-424	3	4	proved	prove	VERB
ajis02-424	3	5	difficult	difficult	ADJ
ajis02-424	3	6	since	since	SCONJ
ajis02-424	3	7	many	many	ADJ
ajis02-424	3	8	of	of	ADP
ajis02-424	3	9	these	these	DET
ajis02-424	3	10	interrelationships	interrelationship	NOUN
ajis02-424	3	11	are	be	AUX
ajis02-424	3	12	not	not	PART
ajis02-424	3	13	fully	fully	ADV
ajis02-424	3	14	understood	understand	VERB
ajis02-424	3	15	.	.	PUNCT
ajis02-424	4	1	an	an	DET
ajis02-424	4	2	attempt	attempt	NOUN
ajis02-424	4	3	to	to	PART
ajis02-424	4	4	capture	capture	VERB
ajis02-424	4	5	the	the	DET
ajis02-424	4	6	significant	significant	ADJ
ajis02-424	4	7	attributes	attribute	NOUN
ajis02-424	4	8	of	of	ADP
ajis02-424	4	9	the	the	DET
ajis02-424	4	10	software	software	NOUN
ajis02-424	4	11	development	development	NOUN
ajis02-424	4	12	environment	environment	NOUN
ajis02-424	4	13	to	to	PART
ajis02-424	4	14	enable	enable	VERB
ajis02-424	4	15	improved	improved	ADJ
ajis02-424	4	16	accuracy	accuracy	NOUN
ajis02-424	4	17	in	in	ADP
ajis02-424	4	18	forecasting	forecasting	NOUN
ajis02-424	4	19	of	of	ADP
ajis02-424	4	20	development	development	NOUN
ajis02-424	4	21	effort	effort	NOUN
ajis02-424	4	22	is	be	AUX
ajis02-424	4	23	made	make	VERB
ajis02-424	4	24	using	use	VERB
ajis02-424	4	25	backpropagation	backpropagation	NOUN
ajis02-424	4	26	artificial	artificial	ADJ
ajis02-424	4	27	neural	neural	ADJ
ajis02-424	4	28	networks	network	NOUN
ajis02-424	4	29	.	.	PUNCT
ajis02-424	5	1	the	the	DET
ajis02-424	5	2	data	datum	NOUN
ajis02-424	5	3	for	for	ADP
ajis02-424	5	4	this	this	DET
ajis02-424	5	5	study	study	NOUN
ajis02-424	5	6	was	be	AUX
ajis02-424	5	7	gathered	gather	VERB
ajis02-424	5	8	from	from	ADP
ajis02-424	5	9	commercial	commercial	PROPN
ajis02-424	5	10	4gl	4gl	PROPN
ajis02-424	5	11	software	software	PROPN
ajis02-424	5	12	development	development	NOUN
ajis02-424	5	13	projects	project	NOUN
ajis02-424	5	14	,	,	PUNCT
ajis02-424	5	15	across	across	ADP
ajis02-424	5	16	a	a	DET
ajis02-424	5	17	large	large	ADJ
ajis02-424	5	18	range	range	NOUN
ajis02-424	5	19	of	of	ADP
ajis02-424	5	20	sizes	size	NOUN
ajis02-424	5	21	.	.	PUNCT
ajis02-424	6	1	as	as	SCONJ
ajis02-424	6	2	is	be	AUX
ajis02-424	6	3	typical	typical	ADJ
ajis02-424	6	4	of	of	ADP
ajis02-424	6	5	software	software	NOUN
ajis02-424	6	6	developments	development	NOUN
ajis02-424	6	7	,	,	PUNCT
ajis02-424	6	8	the	the	DET
ajis02-424	6	9	range	range	NOUN
ajis02-424	6	10	in	in	ADP
ajis02-424	6	11	productivity	productivity	NOUN
ajis02-424	6	12	and	and	CCONJ
ajis02-424	6	13	other	other	ADJ
ajis02-424	6	14	development	development	NOUN
ajis02-424	6	15	factors	factor	NOUN
ajis02-424	6	16	in	in	ADP
ajis02-424	6	17	the	the	DET
ajis02-424	6	18	data	datum	NOUN
ajis02-424	6	19	set	set	VERB
ajis02-424	6	20	is	be	AUX
ajis02-424	6	21	also	also	ADV
ajis02-424	6	22	large	large	ADJ
ajis02-424	6	23	,	,	PUNCT
ajis02-424	6	24	accentuating	accentuate	VERB
ajis02-424	6	25	the	the	DET
ajis02-424	6	26	estimation	estimation	NOUN
ajis02-424	6	27	problem	problem	NOUN
ajis02-424	6	28	.	.	PUNCT
ajis02-424	7	1	despite	despite	SCONJ
ajis02-424	7	2	these	these	DET
ajis02-424	7	3	difficulties	difficulty	NOUN
ajis02-424	7	4	the	the	DET
ajis02-424	7	5	neural	neural	ADJ
ajis02-424	7	6	network	network	NOUN
ajis02-424	7	7	model	model	NOUN
ajis02-424	7	8	predictions	prediction	NOUN
ajis02-424	7	9	were	be	AUX
ajis02-424	7	10	reasonably	reasonably	ADV
ajis02-424	7	11	accurate	accurate	ADJ
ajis02-424	7	12	in	in	ADP
ajis02-424	7	13	comparison	comparison	NOUN
ajis02-424	7	14	with	with	ADP
ajis02-424	7	15	other	other	ADJ
ajis02-424	7	16	published	publish	VERB
ajis02-424	7	17	results	result	NOUN
ajis02-424	7	18	,	,	PUNCT
ajis02-424	7	19	indicating	indicate	VERB
ajis02-424	7	20	the	the	DET
ajis02-424	7	21	potential	potential	NOUN
ajis02-424	7	22	of	of	ADP
ajis02-424	7	23	the	the	DET
ajis02-424	7	24	use	use	NOUN
ajis02-424	7	25	of	of	ADP
ajis02-424	7	26	this	this	DET
ajis02-424	7	27	approach	approach	NOUN
ajis02-424	7	28	.	.	PUNCT
ajis02-424	8	1	introduction	introduction	NOUN
ajis02-424	8	2	reliable	reliable	ADJ
ajis02-424	8	3	prediction	prediction	NOUN
ajis02-424	8	4	of	of	ADP
ajis02-424	8	5	size	size	NOUN
ajis02-424	8	6	and	and	CCONJ
ajis02-424	8	7	effort	effort	NOUN
ajis02-424	8	8	in	in	ADP
ajis02-424	8	9	software	software	NOUN
ajis02-424	8	10	development	development	NOUN
ajis02-424	8	11	projects	project	NOUN
ajis02-424	8	12	is	be	AUX
ajis02-424	8	13	a	a	DET
ajis02-424	8	14	necessary	necessary	ADJ
ajis02-424	8	15	prerequisite	prerequisite	NOUN
ajis02-424	8	16	to	to	ADP
ajis02-424	8	17	developing	develop	VERB
ajis02-424	8	18	reliable	reliable	ADJ
ajis02-424	8	19	cost	cost	NOUN
ajis02-424	8	20	and	and	CCONJ
ajis02-424	8	21	schedule	schedule	NOUN
ajis02-424	8	22	estimates	estimate	NOUN
ajis02-424	8	23	(	(	PUNCT
ajis02-424	8	24	de	de	X
ajis02-424	8	25	marco	marco	PROPN
ajis02-424	8	26	,	,	PUNCT
ajis02-424	8	27	1982	1982	NUM
ajis02-424	8	28	)	)	PUNCT
ajis02-424	8	29	.	.	PUNCT
ajis02-424	9	1	the	the	DET
ajis02-424	9	2	size	size	NOUN
ajis02-424	9	3	and	and	CCONJ
ajis02-424	9	4	development	development	NOUN
ajis02-424	9	5	effort	effort	NOUN
ajis02-424	9	6	measures	measure	NOUN
ajis02-424	9	7	,	,	PUNCT
ajis02-424	9	8	such	such	ADJ
ajis02-424	9	9	as	as	ADP
ajis02-424	9	10	function	function	NOUN
ajis02-424	9	11	points	point	NOUN
ajis02-424	9	12	or	or	CCONJ
ajis02-424	9	13	lines	line	NOUN
ajis02-424	9	14	of	of	ADP
ajis02-424	9	15	code	code	NOUN
ajis02-424	9	16	developed	develop	VERB
ajis02-424	9	17	per	per	ADP
ajis02-424	9	18	person	person	NOUN
ajis02-424	9	19	-	-	PUNCT
ajis02-424	9	20	month	month	NOUN
ajis02-424	9	21	,	,	PUNCT
ajis02-424	9	22	act	act	VERB
ajis02-424	9	23	as	as	ADP
ajis02-424	9	24	technical	technical	ADJ
ajis02-424	9	25	productivity	productivity	NOUN
ajis02-424	9	26	and	and	CCONJ
ajis02-424	9	27	performance	performance	NOUN
ajis02-424	9	28	indicators	indicator	NOUN
ajis02-424	9	29	that	that	PRON
ajis02-424	9	30	facilitate	facilitate	VERB
ajis02-424	9	31	the	the	DET
ajis02-424	9	32	tracking	tracking	NOUN
ajis02-424	9	33	and	and	CCONJ
ajis02-424	9	34	control	control	NOUN
ajis02-424	9	35	of	of	ADP
ajis02-424	9	36	software	software	NOUN
ajis02-424	9	37	developments	development	NOUN
ajis02-424	9	38	.	.	PUNCT
ajis02-424	10	1	unfortunately	unfortunately	ADV
ajis02-424	10	2	it	it	PRON
ajis02-424	10	3	is	be	AUX
ajis02-424	10	4	by	by	ADP
ajis02-424	10	5	no	no	DET
ajis02-424	10	6	means	mean	NOUN
ajis02-424	10	7	easy	easy	ADJ
ajis02-424	10	8	to	to	PART
ajis02-424	10	9	estimate	estimate	VERB
ajis02-424	10	10	development	development	NOUN
ajis02-424	10	11	effort	effort	NOUN
ajis02-424	10	12	accurately	accurately	ADV
ajis02-424	10	13	and	and	CCONJ
ajis02-424	10	14	much	much	ADJ
ajis02-424	10	15	effort	effort	NOUN
ajis02-424	10	16	has	have	AUX
ajis02-424	10	17	been	be	AUX
ajis02-424	10	18	expended	expend	VERB
ajis02-424	10	19	to	to	PART
ajis02-424	10	20	develop	develop	VERB
ajis02-424	10	21	metrics	metric	NOUN
ajis02-424	10	22	which	which	PRON
ajis02-424	10	23	attempt	attempt	VERB
ajis02-424	10	24	to	to	PART
ajis02-424	10	25	measure	measure	VERB
ajis02-424	10	26	size	size	NOUN
ajis02-424	10	27	and	and	CCONJ
ajis02-424	10	28	complexity	complexity	NOUN
ajis02-424	10	29	of	of	ADP
ajis02-424	10	30	programs	program	NOUN
ajis02-424	10	31	and	and	CCONJ
ajis02-424	10	32	systems	system	NOUN
ajis02-424	10	33	(	(	PUNCT
ajis02-424	10	34	conte	conte	PROPN
ajis02-424	10	35	et	et	PROPN
ajis02-424	10	36	al	al	PROPN
ajis02-424	10	37	,	,	PUNCT
ajis02-424	10	38	1986	1986	NUM
ajis02-424	10	39	)	)	PUNCT
ajis02-424	10	40	.	.	PUNCT
ajis02-424	11	1	many	many	ADJ
ajis02-424	11	2	of	of	ADP
ajis02-424	11	3	the	the	DET
ajis02-424	11	4	early	early	ADJ
ajis02-424	11	5	metrics	metric	NOUN
ajis02-424	11	6	were	be	AUX
ajis02-424	11	7	developed	develop	VERB
ajis02-424	11	8	in	in	ADP
ajis02-424	11	9	the	the	DET
ajis02-424	11	10	procedural	procedural	ADJ
ajis02-424	11	11	third	third	ADJ
ajis02-424	11	12	generation	generation	NOUN
ajis02-424	11	13	language	language	NOUN
ajis02-424	11	14	(	(	PUNCT
ajis02-424	11	15	3gl	3gl	NOUN
ajis02-424	11	16	)	)	PUNCT
ajis02-424	11	17	environment	environment	NOUN
ajis02-424	11	18	.	.	PUNCT
ajis02-424	12	1	the	the	DET
ajis02-424	12	2	mainly	mainly	ADV
ajis02-424	12	3	non	non	ADJ
ajis02-424	12	4	-	-	ADJ
ajis02-424	12	5	procedural	procedural	ADJ
ajis02-424	12	6	fourth	fourth	ADJ
ajis02-424	12	7	generation	generation	NOUN
ajis02-424	12	8	language	language	NOUN
ajis02-424	12	9	(	(	PUNCT
ajis02-424	12	10	4gl	4gl	ADJ
ajis02-424	12	11	)	)	PUNCT
ajis02-424	12	12	developments	development	NOUN
ajis02-424	12	13	,	,	PUNCT
ajis02-424	12	14	with	with	ADP
ajis02-424	12	15	their	their	PRON
ajis02-424	12	16	high	high	ADJ
ajis02-424	12	17	level	level	NOUN
ajis02-424	12	18	query	query	NOUN
ajis02-424	12	19	languages	language	NOUN
ajis02-424	12	20	,	,	PUNCT
ajis02-424	12	21	screen	screen	NOUN
ajis02-424	12	22	writers	writer	NOUN
ajis02-424	12	23	,	,	PUNCT
ajis02-424	12	24	report	report	NOUN
ajis02-424	12	25	generators	generator	NOUN
ajis02-424	12	26	,	,	PUNCT
ajis02-424	12	27	and	and	CCONJ
ajis02-424	12	28	application	application	NOUN
ajis02-424	12	29	generators	generator	NOUN
ajis02-424	12	30	are	be	AUX
ajis02-424	12	31	substantially	substantially	ADV
ajis02-424	12	32	different	different	ADJ
ajis02-424	12	33	(	(	PUNCT
ajis02-424	12	34	martin	martin	PROPN
ajis02-424	12	35	,	,	PUNCT
ajis02-424	12	36	1982	1982	NUM
ajis02-424	12	37	)	)	PUNCT
ajis02-424	12	38	.	.	PUNCT
ajis02-424	13	1	function	function	NOUN
ajis02-424	13	2	point	point	NOUN
ajis02-424	13	3	analysis	analysis	NOUN
ajis02-424	13	4	(	(	PUNCT
ajis02-424	13	5	fpa	fpa	NOUN
ajis02-424	13	6	)	)	PUNCT
ajis02-424	13	7	,	,	PUNCT
ajis02-424	13	8	which	which	PRON
ajis02-424	13	9	is	be	AUX
ajis02-424	13	10	technology	technology	NOUN
ajis02-424	13	11	independent	independent	ADJ
ajis02-424	13	12	(	(	PUNCT
ajis02-424	13	13	dreger	dreger	NOUN
ajis02-424	13	14	,	,	PUNCT
ajis02-424	13	15	1989	1989	NUM
ajis02-424	13	16	;	;	PUNCT
ajis02-424	13	17	rudolph	rudolph	PROPN
ajis02-424	13	18	,	,	PUNCT
ajis02-424	13	19	1986	1986	NUM
ajis02-424	13	20	)	)	PUNCT
ajis02-424	13	21	,	,	PUNCT
ajis02-424	13	22	has	have	AUX
ajis02-424	13	23	been	be	AUX
ajis02-424	13	24	used	use	VERB
ajis02-424	13	25	for	for	ADP
ajis02-424	13	26	both	both	CCONJ
ajis02-424	13	27	3gl	3gl	ADJ
ajis02-424	13	28	and	and	CCONJ
ajis02-424	13	29	4gl	4gl	ADJ
ajis02-424	13	30	developments	development	NOUN
ajis02-424	13	31	to	to	PART
ajis02-424	13	32	estimate	estimate	VERB
ajis02-424	13	33	development	development	NOUN
ajis02-424	13	34	effort	effort	NOUN
ajis02-424	13	35	.	.	PUNCT
ajis02-424	14	1	an	an	DET
ajis02-424	14	2	analysis	analysis	NOUN
ajis02-424	14	3	of	of	ADP
ajis02-424	14	4	some	some	DET
ajis02-424	14	5	commercial	commercial	ADJ
ajis02-424	14	6	4gl	4gl	PROPN
ajis02-424	14	7	software	software	NOUN
ajis02-424	14	8	developments	development	NOUN
ajis02-424	14	9	from	from	ADP
ajis02-424	14	10	several	several	ADJ
ajis02-424	14	11	organisations	organisation	NOUN
ajis02-424	14	12	indicates	indicate	VERB
ajis02-424	14	13	the	the	DET
ajis02-424	14	14	presence	presence	NOUN
ajis02-424	14	15	of	of	ADP
ajis02-424	14	16	large	large	ADJ
ajis02-424	14	17	variations	variation	NOUN
ajis02-424	14	18	in	in	ADP
ajis02-424	14	19	productivity	productivity	NOUN
ajis02-424	14	20	which	which	PRON
ajis02-424	14	21	must	must	AUX
ajis02-424	14	22	be	be	AUX
ajis02-424	14	23	accommodated	accommodate	VERB
ajis02-424	14	24	to	to	PART
ajis02-424	14	25	accurately	accurately	ADV
ajis02-424	14	26	estimate	estimate	VERB
ajis02-424	14	27	development	development	NOUN
ajis02-424	14	28	effort	effort	NOUN
ajis02-424	14	29	(	(	PUNCT
ajis02-424	14	30	ferens	feren	NOUN
ajis02-424	14	31	&	&	CCONJ
ajis02-424	14	32	gurner	gurner	NOUN
ajis02-424	14	33	,	,	PUNCT
ajis02-424	14	34	1992	1992	NUM
ajis02-424	14	35	;	;	PUNCT
ajis02-424	14	36	wittig	wittig	NOUN
ajis02-424	14	37	,	,	PUNCT
ajis02-424	14	38	1991	1991	NUM
ajis02-424	14	39	)	)	PUNCT
ajis02-424	14	40	.	.	PUNCT
ajis02-424	15	1	interrelationships	interrelationship	NOUN
ajis02-424	15	2	between	between	ADP
ajis02-424	15	3	the	the	DET
ajis02-424	15	4	various	various	ADJ
ajis02-424	15	5	factors	factor	NOUN
ajis02-424	15	6	affecting	affect	VERB
ajis02-424	15	7	development	development	NOUN
ajis02-424	15	8	effort	effort	NOUN
ajis02-424	15	9	are	be	AUX
ajis02-424	15	10	complex	complex	ADJ
ajis02-424	15	11	,	,	PUNCT
ajis02-424	15	12	not	not	PART
ajis02-424	15	13	fully	fully	ADV
ajis02-424	15	14	understood	understand	VERB
ajis02-424	15	15	and	and	CCONJ
ajis02-424	15	16	have	have	AUX
ajis02-424	15	17	made	make	VERB
ajis02-424	15	18	development	development	NOUN
ajis02-424	15	19	cost	cost	NOUN
ajis02-424	15	20	estimation	estimation	NOUN
ajis02-424	15	21	difficult	difficult	ADJ
ajis02-424	15	22	and	and	CCONJ
ajis02-424	15	23	sometimes	sometimes	ADV
ajis02-424	15	24	inaccurate	inaccurate	ADJ
ajis02-424	15	25	(	(	PUNCT
ajis02-424	15	26	kemerer	kemerer	NOUN
ajis02-424	15	27	,	,	PUNCT
ajis02-424	15	28	1987	1987	NUM
ajis02-424	15	29	)	)	PUNCT
ajis02-424	15	30	.	.	PUNCT
ajis02-424	16	1	these	these	DET
ajis02-424	16	2	factors	factor	NOUN
ajis02-424	16	3	affecting	affect	VERB
ajis02-424	16	4	development	development	NOUN
ajis02-424	16	5	effort	effort	NOUN
ajis02-424	16	6	should	should	AUX
ajis02-424	16	7	not	not	PART
ajis02-424	16	8	be	be	AUX
ajis02-424	16	9	analysed	analyse	VERB
ajis02-424	16	10	individually	individually	ADV
ajis02-424	16	11	in	in	ADP
ajis02-424	16	12	isolation	isolation	NOUN
ajis02-424	16	13	(	(	PUNCT
ajis02-424	16	14	kitchenham	kitchenham	PROPN
ajis02-424	16	15	,	,	PUNCT
ajis02-424	16	16	1992	1992	NUM
ajis02-424	16	17	)	)	PUNCT
ajis02-424	16	18	,	,	PUNCT
ajis02-424	16	19	as	as	SCONJ
ajis02-424	16	20	it	it	PRON
ajis02-424	16	21	is	be	AUX
ajis02-424	16	22	necessary	necessary	ADJ
ajis02-424	16	23	to	to	PART
ajis02-424	16	24	ascertain	ascertain	VERB
ajis02-424	16	25	their	their	PRON
ajis02-424	16	26	combined	combined	ADJ
ajis02-424	16	27	effect	effect	NOUN
ajis02-424	16	28	.	.	PUNCT
ajis02-424	17	1	intuitively	intuitively	ADV
ajis02-424	17	2	for	for	ADP
ajis02-424	17	3	example	example	NOUN
ajis02-424	17	4	the	the	DET
ajis02-424	17	5	proportionate	proportionate	ADJ
ajis02-424	17	6	difference	difference	NOUN
ajis02-424	17	7	in	in	ADP
ajis02-424	17	8	total	total	ADJ
ajis02-424	17	9	development	development	NOUN
ajis02-424	17	10	hours	hour	NOUN
ajis02-424	17	11	between	between	ADP
ajis02-424	17	12	a	a	DET
ajis02-424	17	13	system	system	NOUN
ajis02-424	17	14	developed	develop	VERB
ajis02-424	17	15	by	by	ADP
ajis02-424	17	16	an	an	DET
ajis02-424	17	17	expert	expert	ADJ
ajis02-424	17	18	programmer	programmer	NOUN
ajis02-424	17	19	team	team	NOUN
ajis02-424	17	20	and	and	CCONJ
ajis02-424	17	21	an	an	DET
ajis02-424	17	22	average	average	ADJ
ajis02-424	17	23	programmer	programmer	NOUN
ajis02-424	17	24	team	team	NOUN
ajis02-424	17	25	is	be	AUX
ajis02-424	17	26	significantly	significantly	ADV
ajis02-424	17	27	influenced	influence	VERB
ajis02-424	17	28	by	by	ADP
ajis02-424	17	29	the	the	DET
ajis02-424	17	30	complexity	complexity	NOUN
ajis02-424	17	31	of	of	ADP
ajis02-424	17	32	the	the	DET
ajis02-424	17	33	system	system	NOUN
ajis02-424	17	34	being	be	AUX
ajis02-424	17	35	developed	develop	VERB
ajis02-424	17	36	.	.	PUNCT
ajis02-424	18	1	in	in	ADP
ajis02-424	18	2	an	an	DET
ajis02-424	18	3	analysis	analysis	NOUN
ajis02-424	18	4	of	of	ADP
ajis02-424	18	5	65	65	NUM
ajis02-424	18	6	cases	case	NOUN
ajis02-424	18	7	(	(	PUNCT
ajis02-424	18	8	banker	banker	NOUN
ajis02-424	18	9	et	et	PROPN
ajis02-424	18	10	al	al	PROPN
ajis02-424	18	11	,	,	PUNCT
ajis02-424	18	12	1991	1991	NUM
ajis02-424	18	13	)	)	PUNCT
ajis02-424	18	14	to	to	PART
ajis02-424	18	15	identify	identify	VERB
ajis02-424	18	16	factors	factor	NOUN
ajis02-424	18	17	influencing	influence	VERB
ajis02-424	18	18	maintenance	maintenance	NOUN
ajis02-424	18	19	productivity	productivity	NOUN
ajis02-424	18	20	,	,	PUNCT
ajis02-424	18	21	the	the	DET
ajis02-424	18	22	technique	technique	NOUN
ajis02-424	18	23	of	of	ADP
ajis02-424	18	24	stochastic	stochastic	ADJ
ajis02-424	18	25	data	datum	NOUN
ajis02-424	18	26	envelopment	envelopment	ADJ
ajis02-424	18	27	analysis	analysis	NOUN
ajis02-424	18	28	was	be	AUX
ajis02-424	18	29	used	use	VERB
ajis02-424	18	30	and	and	CCONJ
ajis02-424	18	31	the	the	DET
ajis02-424	18	32	authors	author	NOUN
ajis02-424	18	33	noted	note	VERB
ajis02-424	18	34	that	that	SCONJ
ajis02-424	18	35	linear	linear	PROPN
ajis02-424	18	36	models	model	NOUN
ajis02-424	18	37	are	be	AUX
ajis02-424	18	38	not	not	PART
ajis02-424	18	39	likely	likely	ADJ
ajis02-424	18	40	to	to	PART
ajis02-424	18	41	make	make	VERB
ajis02-424	18	42	adequate	adequate	ADJ
ajis02-424	18	43	representations	representation	NOUN
ajis02-424	18	44	of	of	ADP
ajis02-424	18	45	the	the	DET
ajis02-424	18	46	development	development	NOUN
ajis02-424	18	47	process	process	NOUN
ajis02-424	18	48	.	.	PUNCT
ajis02-424	19	1	the	the	DET
ajis02-424	19	2	value	value	NOUN
ajis02-424	19	3	of	of	ADP
ajis02-424	19	4	neural	neural	ADJ
ajis02-424	19	5	network	network	NOUN
ajis02-424	19	6	modelling	model	VERB
ajis02-424	19	7	techniques	technique	NOUN
ajis02-424	19	8	in	in	ADP
ajis02-424	19	9	performing	perform	VERB
ajis02-424	19	10	complicated	complicated	ADJ
ajis02-424	19	11	pattern	pattern	NOUN
ajis02-424	19	12	recognition	recognition	NOUN
ajis02-424	19	13	and	and	CCONJ
ajis02-424	19	14	non	non	ADJ
ajis02-424	19	15	-	-	ADJ
ajis02-424	19	16	linear	linear	ADJ
ajis02-424	19	17	estimation	estimation	NOUN
ajis02-424	19	18	tasks	task	NOUN
ajis02-424	19	19	has	have	AUX
ajis02-424	19	20	been	be	AUX
ajis02-424	19	21	demonstrated	demonstrate	VERB
ajis02-424	19	22	across	across	ADP
ajis02-424	19	23	an	an	DET
ajis02-424	19	24	impressive	impressive	ADJ
ajis02-424	19	25	spectrum	spectrum	NOUN
ajis02-424	19	26	of	of	ADP
ajis02-424	19	27	applications	application	NOUN
ajis02-424	19	28	(	(	PUNCT
ajis02-424	19	29	white	white	ADJ
ajis02-424	19	30	,	,	PUNCT
ajis02-424	19	31	1988	1988	NUM
ajis02-424	19	32	)	)	PUNCT
ajis02-424	19	33	.	.	PUNCT
ajis02-424	20	1	a	a	DET
ajis02-424	20	2	recent	recent	ADJ
ajis02-424	20	3	survey	survey	NOUN
ajis02-424	20	4	(	(	PUNCT
ajis02-424	20	5	rumelhart	rumelhart	NOUN
ajis02-424	20	6	et	et	PROPN
ajis02-424	20	7	al	al	PROPN
ajis02-424	20	8	,	,	PUNCT
ajis02-424	20	9	1993	1993	NUM
ajis02-424	20	10	)	)	PUNCT
ajis02-424	20	11	shows	show	VERB
ajis02-424	20	12	that	that	SCONJ
ajis02-424	20	13	the	the	DET
ajis02-424	20	14	recent	recent	ADJ
ajis02-424	20	15	growth	growth	NOUN
ajis02-424	20	16	of	of	ADP
ajis02-424	20	17	neural	neural	ADJ
ajis02-424	20	18	network	network	NOUN
ajis02-424	20	19	applications	application	NOUN
ajis02-424	20	20	has	have	AUX
ajis02-424	20	21	been	be	AUX
ajis02-424	20	22	quite	quite	ADV
ajis02-424	20	23	remarkable	remarkable	ADJ
ajis02-424	20	24	.	.	PUNCT
ajis02-424	21	1	it	it	PRON
ajis02-424	21	2	was	be	AUX
ajis02-424	21	3	just	just	ADV
ajis02-424	21	4	four	four	NUM
ajis02-424	21	5	years	year	NOUN
ajis02-424	21	6	ago	ago	ADV
ajis02-424	21	7	that	that	SCONJ
ajis02-424	21	8	the	the	DET
ajis02-424	21	9	only	only	ADV
ajis02-424	21	10	widely	widely	ADV
ajis02-424	21	11	reported	report	VERB
ajis02-424	21	12	commercial	commercial	ADJ
ajis02-424	21	13	application	application	NOUN
ajis02-424	21	14	outside	outside	ADP
ajis02-424	21	15	the	the	DET
ajis02-424	21	16	financial	financial	ADJ
ajis02-424	21	17	industry	industry	NOUN
ajis02-424	21	18	was	be	AUX
ajis02-424	21	19	the	the	DET
ajis02-424	21	20	airport	airport	NOUN
ajis02-424	21	21	baggage	baggage	NOUN
ajis02-424	21	22	explosive	explosive	ADJ
ajis02-424	21	23	detection	detection	NOUN
ajis02-424	21	24	system	system	NOUN
ajis02-424	21	25	.	.	PUNCT
ajis02-424	22	1	since	since	SCONJ
ajis02-424	22	2	that	that	DET
ajis02-424	22	3	time	time	NOUN
ajis02-424	22	4	scores	score	NOUN
ajis02-424	22	5	of	of	ADP
ajis02-424	22	6	industrial	industrial	ADJ
ajis02-424	22	7	and	and	CCONJ
ajis02-424	22	8	commercial	commercial	ADJ
ajis02-424	22	9	applications	application	NOUN
ajis02-424	22	10	have	have	AUX
ajis02-424	22	11	become	become	VERB
ajis02-424	22	12	known	know	VERB
ajis02-424	22	13	.	.	PUNCT
ajis02-424	23	1	a	a	DET
ajis02-424	23	2	few	few	ADJ
ajis02-424	23	3	87	87	NUM
ajis02-424	23	4	ajis	ajis	NOUN
ajis02-424	23	5	of	of	ADP
ajis02-424	23	6	these	these	DET
ajis02-424	23	7	applications	application	NOUN
ajis02-424	23	8	include	include	VERB
ajis02-424	23	9	telecommunications	telecommunication	NOUN
ajis02-424	23	10	,	,	PUNCT
ajis02-424	23	11	particle	particle	NOUN
ajis02-424	23	12	accelerator	accelerator	NOUN
ajis02-424	23	13	beam	beam	PROPN
ajis02-424	23	14	control	control	PROPN
ajis02-424	23	15	,	,	PUNCT
ajis02-424	23	16	credit	credit	NOUN
ajis02-424	23	17	card	card	NOUN
ajis02-424	23	18	fraud	fraud	NOUN
ajis02-424	23	19	detection	detection	NOUN
ajis02-424	23	20	,	,	PUNCT
ajis02-424	23	21	machine	machine	NOUN
ajis02-424	23	22	and	and	CCONJ
ajis02-424	23	23	hand	hand	NOUN
ajis02-424	23	24	-	-	PUNCT
ajis02-424	23	25	printed	print	VERB
ajis02-424	23	26	character	character	NOUN
ajis02-424	23	27	recognition	recognition	NOUN
ajis02-424	23	28	,	,	PUNCT
ajis02-424	23	29	cursive	cursive	ADJ
ajis02-424	23	30	handwriting	handwriting	NOUN
ajis02-424	23	31	recognition	recognition	NOUN
ajis02-424	23	32	,	,	PUNCT
ajis02-424	23	33	mass	mass	ADJ
ajis02-424	23	34	spectra	spectra	ADJ
ajis02-424	23	35	classification	classification	NOUN
ajis02-424	23	36	,	,	PUNCT
ajis02-424	23	37	quality	quality	NOUN
ajis02-424	23	38	control	control	NOUN
ajis02-424	23	39	in	in	ADP
ajis02-424	23	40	manufacturing	manufacturing	NOUN
ajis02-424	23	41	,	,	PUNCT
ajis02-424	23	42	petroleum	petroleum	NOUN
ajis02-424	23	43	exploration	exploration	NOUN
ajis02-424	23	44	,	,	PUNCT
ajis02-424	23	45	war	war	NOUN
ajis02-424	23	46	on	on	ADP
ajis02-424	23	47	drugs	drug	NOUN
ajis02-424	23	48	,	,	PUNCT
ajis02-424	23	49	medical	medical	ADJ
ajis02-424	23	50	applications	application	NOUN
ajis02-424	23	51	,	,	PUNCT
ajis02-424	23	52	financial	financial	ADJ
ajis02-424	23	53	forecasting	forecasting	NOUN
ajis02-424	23	54	and	and	CCONJ
ajis02-424	23	55	portfolio	portfolio	NOUN
ajis02-424	23	56	management	management	NOUN
ajis02-424	23	57	,	,	PUNCT
ajis02-424	23	58	and	and	CCONJ
ajis02-424	23	59	loan	loan	NOUN
ajis02-424	23	60	approval	approval	NOUN
ajis02-424	23	61	.	.	PUNCT
ajis02-424	24	1	the	the	DET
ajis02-424	24	2	details	detail	NOUN
ajis02-424	24	3	of	of	ADP
ajis02-424	24	4	many	many	ADJ
ajis02-424	24	5	are	be	AUX
ajis02-424	24	6	considered	consider	VERB
ajis02-424	24	7	corporate	corporate	ADJ
ajis02-424	24	8	property	property	NOUN
ajis02-424	24	9	and	and	CCONJ
ajis02-424	24	10	shrouded	shroud	VERB
ajis02-424	24	11	in	in	ADP
ajis02-424	24	12	secrecy	secrecy	NOUN
ajis02-424	24	13	.	.	PUNCT
ajis02-424	25	1	this	this	DET
ajis02-424	25	2	growth	growth	NOUN
ajis02-424	25	3	in	in	ADP
ajis02-424	25	4	neural	neural	ADJ
ajis02-424	25	5	network	network	NOUN
ajis02-424	25	6	applications	application	NOUN
ajis02-424	25	7	is	be	AUX
ajis02-424	25	8	in	in	ADP
ajis02-424	25	9	part	part	NOUN
ajis02-424	25	10	due	due	ADP
ajis02-424	25	11	to	to	ADP
ajis02-424	25	12	the	the	DET
ajis02-424	25	13	availability	availability	NOUN
ajis02-424	25	14	of	of	ADP
ajis02-424	25	15	an	an	DET
ajis02-424	25	16	increasingly	increasingly	ADV
ajis02-424	25	17	wide	wide	ADJ
ajis02-424	25	18	array	array	NOUN
ajis02-424	25	19	of	of	ADP
ajis02-424	25	20	dedicated	dedicated	ADJ
ajis02-424	25	21	neural	neural	ADJ
ajis02-424	25	22	network	network	NOUN
ajis02-424	25	23	hardware	hardware	NOUN
ajis02-424	25	24	,	,	PUNCT
ajis02-424	25	25	in	in	ADP
ajis02-424	25	26	the	the	DET
ajis02-424	25	27	form	form	NOUN
ajis02-424	25	28	of	of	ADP
ajis02-424	25	29	accelerator	accelerator	ADJ
ajis02-424	25	30	cards	card	NOUN
ajis02-424	25	31	for	for	ADP
ajis02-424	25	32	pc	pc	NOUN
ajis02-424	25	33	's	's	PART
ajis02-424	25	34	and	and	CCONJ
ajis02-424	25	35	workstations	workstation	NOUN
ajis02-424	25	36	.	.	PUNCT
ajis02-424	26	1	complementing	complement	VERB
ajis02-424	26	2	the	the	DET
ajis02-424	26	3	hardware	hardware	NOUN
ajis02-424	26	4	are	be	AUX
ajis02-424	26	5	scores	score	NOUN
ajis02-424	26	6	of	of	ADP
ajis02-424	26	7	commercial	commercial	ADJ
ajis02-424	26	8	software	software	NOUN
ajis02-424	26	9	packages	package	NOUN
ajis02-424	26	10	(	(	PUNCT
ajis02-424	26	11	rumelhart	rumelhart	NOUN
ajis02-424	26	12	et	et	PROPN
ajis02-424	26	13	al	al	PROPN
ajis02-424	26	14	,	,	PUNCT
ajis02-424	26	15	1993	1993	NUM
ajis02-424	26	16	)	)	PUNCT
ajis02-424	26	17	.	.	PUNCT
ajis02-424	27	1	this	this	DET
ajis02-424	27	2	study	study	NOUN
ajis02-424	27	3	uses	use	VERB
ajis02-424	27	4	backpropagation	backpropagation	NOUN
ajis02-424	27	5	artificial	artificial	ADJ
ajis02-424	27	6	neural	neural	ADJ
ajis02-424	27	7	networks	network	NOUN
ajis02-424	27	8	to	to	PART
ajis02-424	27	9	examine	examine	VERB
ajis02-424	27	10	whether	whether	SCONJ
ajis02-424	27	11	they	they	PRON
ajis02-424	27	12	are	be	AUX
ajis02-424	27	13	capable	capable	ADJ
ajis02-424	27	14	of	of	ADP
ajis02-424	27	15	adequately	adequately	ADV
ajis02-424	27	16	capturing	capture	VERB
ajis02-424	27	17	software	software	NOUN
ajis02-424	27	18	development	development	NOUN
ajis02-424	27	19	complexities	complexity	NOUN
ajis02-424	27	20	in	in	ADP
ajis02-424	27	21	their	their	PRON
ajis02-424	27	22	weight	weight	NOUN
ajis02-424	27	23	space	space	NOUN
ajis02-424	27	24	,	,	PUNCT
ajis02-424	27	25	to	to	PART
ajis02-424	27	26	enable	enable	VERB
ajis02-424	27	27	them	they	PRON
ajis02-424	27	28	to	to	PART
ajis02-424	27	29	make	make	VERB
ajis02-424	27	30	accurate	accurate	ADJ
ajis02-424	27	31	estimates	estimate	NOUN
ajis02-424	27	32	.	.	PUNCT
ajis02-424	28	1	research	research	NOUN
ajis02-424	28	2	methodology	methodology	NOUN
ajis02-424	28	3	data	datum	NOUN
ajis02-424	28	4	collection	collection	NOUN
ajis02-424	28	5	for	for	ADP
ajis02-424	28	6	this	this	DET
ajis02-424	28	7	study	study	NOUN
ajis02-424	28	8	development	development	NOUN
ajis02-424	28	9	data	datum	NOUN
ajis02-424	28	10	from	from	ADP
ajis02-424	28	11	15	15	NUM
ajis02-424	28	12	commercial	commercial	ADJ
ajis02-424	28	13	systems	system	NOUN
ajis02-424	28	14	,	,	PUNCT
ajis02-424	28	15	developed	develop	VERB
ajis02-424	28	16	by	by	ADP
ajis02-424	28	17	information	information	NOUN
ajis02-424	28	18	systems	system	NOUN
ajis02-424	28	19	professionals	professional	NOUN
ajis02-424	28	20	,	,	PUNCT
ajis02-424	28	21	was	be	AUX
ajis02-424	28	22	recorded	record	VERB
ajis02-424	28	23	.	.	PUNCT
ajis02-424	29	1	the	the	DET
ajis02-424	29	2	size	size	NOUN
ajis02-424	29	3	of	of	ADP
ajis02-424	29	4	the	the	DET
ajis02-424	29	5	systems	system	NOUN
ajis02-424	29	6	was	be	AUX
ajis02-424	29	7	measured	measure	VERB
ajis02-424	29	8	in	in	ADP
ajis02-424	29	9	unadjusted	unadjuste	VERB
ajis02-424	29	10	function	function	NOUN
ajis02-424	29	11	points	point	NOUN
ajis02-424	29	12	as	as	SCONJ
ajis02-424	29	13	it	it	PRON
ajis02-424	29	14	appears	appear	VERB
ajis02-424	29	15	to	to	PART
ajis02-424	29	16	be	be	AUX
ajis02-424	29	17	a	a	DET
ajis02-424	29	18	more	more	ADV
ajis02-424	29	19	consistent	consistent	ADJ
ajis02-424	29	20	measure	measure	NOUN
ajis02-424	29	21	than	than	ADP
ajis02-424	29	22	source	source	NOUN
ajis02-424	29	23	lines	line	NOUN
ajis02-424	29	24	of	of	ADP
ajis02-424	29	25	code	code	NOUN
ajis02-424	29	26	(	(	PUNCT
ajis02-424	29	27	jeffery	jeffery	PROPN
ajis02-424	29	28	&	&	CCONJ
ajis02-424	29	29	low	low	PROPN
ajis02-424	29	30	1990	1990	NUM
ajis02-424	29	31	;	;	PUNCT
ajis02-424	29	32	kemerer	kemerer	NOUN
ajis02-424	29	33	,	,	PUNCT
ajis02-424	29	34	1987	1987	NUM
ajis02-424	29	35	;	;	PUNCT
ajis02-424	29	36	low	low	PROPN
ajis02-424	29	37	&	&	CCONJ
ajis02-424	29	38	jeffery	jeffery	PROPN
ajis02-424	29	39	,	,	PUNCT
ajis02-424	29	40	1990	1990	NUM
ajis02-424	29	41	)	)	PUNCT
ajis02-424	29	42	.	.	PUNCT
ajis02-424	30	1	development	development	NOUN
ajis02-424	30	2	effort	effort	NOUN
ajis02-424	30	3	was	be	AUX
ajis02-424	30	4	measured	measure	VERB
ajis02-424	30	5	in	in	ADP
ajis02-424	30	6	development	development	NOUN
ajis02-424	30	7	hours	hour	NOUN
ajis02-424	30	8	.	.	PUNCT
ajis02-424	31	1	all	all	DET
ajis02-424	31	2	activities	activity	NOUN
ajis02-424	31	3	,	,	PUNCT
ajis02-424	31	4	starting	start	VERB
ajis02-424	31	5	from	from	ADP
ajis02-424	31	6	the	the	DET
ajis02-424	31	7	specification	specification	NOUN
ajis02-424	31	8	stage	stage	NOUN
ajis02-424	31	9	and	and	CCONJ
ajis02-424	31	10	through	through	ADP
ajis02-424	31	11	to	to	ADP
ajis02-424	31	12	that	that	DET
ajis02-424	31	13	stage	stage	NOUN
ajis02-424	31	14	where	where	SCONJ
ajis02-424	31	15	the	the	DET
ajis02-424	31	16	product	product	NOUN
ajis02-424	31	17	is	be	AUX
ajis02-424	31	18	ready	ready	ADJ
ajis02-424	31	19	to	to	PART
ajis02-424	31	20	be	be	AUX
ajis02-424	31	21	delivered	deliver	VERB
ajis02-424	31	22	to	to	ADP
ajis02-424	31	23	the	the	DET
ajis02-424	31	24	end	end	NOUN
ajis02-424	31	25	-	-	PUNCT
ajis02-424	31	26	user	user	NOUN
ajis02-424	31	27	are	be	AUX
ajis02-424	31	28	included	include	VERB
ajis02-424	31	29	in	in	ADP
ajis02-424	31	30	the	the	DET
ajis02-424	31	31	development	development	NOUN
ajis02-424	31	32	time	time	NOUN
ajis02-424	31	33	.	.	PUNCT
ajis02-424	32	1	the	the	DET
ajis02-424	32	2	time	time	NOUN
ajis02-424	32	3	spent	spend	VERB
ajis02-424	32	4	on	on	ADP
ajis02-424	32	5	documentation	documentation	NOUN
ajis02-424	32	6	is	be	AUX
ajis02-424	32	7	therefore	therefore	ADV
ajis02-424	32	8	also	also	ADV
ajis02-424	32	9	included	include	VERB
ajis02-424	32	10	.	.	PUNCT
ajis02-424	33	1	excluded	exclude	VERB
ajis02-424	33	2	is	be	AUX
ajis02-424	33	3	the	the	DET
ajis02-424	33	4	time	time	NOUN
ajis02-424	33	5	required	require	VERB
ajis02-424	33	6	for	for	ADP
ajis02-424	33	7	the	the	DET
ajis02-424	33	8	formal	formal	ADJ
ajis02-424	33	9	user	user	NOUN
ajis02-424	33	10	acceptance	acceptance	NOUN
ajis02-424	33	11	tests	test	NOUN
ajis02-424	33	12	,	,	PUNCT
ajis02-424	33	13	as	as	ADV
ajis02-424	33	14	well	well	ADV
ajis02-424	33	15	as	as	ADP
ajis02-424	33	16	end	end	NOUN
ajis02-424	33	17	-	-	PUNCT
ajis02-424	33	18	user	user	NOUN
ajis02-424	33	19	training	training	NOUN
ajis02-424	33	20	.	.	PUNCT
ajis02-424	34	1	the	the	DET
ajis02-424	34	2	definition	definition	NOUN
ajis02-424	34	3	of	of	ADP
ajis02-424	34	4	a	a	DET
ajis02-424	34	5	development	development	NOUN
ajis02-424	34	6	hour	hour	NOUN
ajis02-424	34	7	is	be	AUX
ajis02-424	34	8	the	the	DET
ajis02-424	34	9	actual	actual	ADJ
ajis02-424	34	10	time	time	NOUN
ajis02-424	34	11	spent	spend	VERB
ajis02-424	34	12	on	on	ADP
ajis02-424	34	13	the	the	DET
ajis02-424	34	14	project	project	NOUN
ajis02-424	34	15	,	,	PUNCT
ajis02-424	34	16	and	and	CCONJ
ajis02-424	34	17	also	also	ADV
ajis02-424	34	18	includes	include	VERB
ajis02-424	34	19	all	all	DET
ajis02-424	34	20	time	time	NOUN
ajis02-424	34	21	spent	spend	VERB
ajis02-424	34	22	on	on	ADP
ajis02-424	34	23	attending	attend	VERB
ajis02-424	34	24	meetings	meeting	NOUN
ajis02-424	34	25	directly	directly	ADV
ajis02-424	34	26	related	relate	VERB
ajis02-424	34	27	to	to	ADP
ajis02-424	34	28	the	the	DET
ajis02-424	34	29	software	software	NOUN
ajis02-424	34	30	development	development	NOUN
ajis02-424	34	31	,	,	PUNCT
ajis02-424	34	32	but	but	CCONJ
ajis02-424	34	33	excludes	exclude	NOUN
ajis02-424	34	34	times	time	NOUN
ajis02-424	34	35	such	such	ADJ
ajis02-424	34	36	as	as	ADP
ajis02-424	34	37	public	public	ADJ
ajis02-424	34	38	holidays	holiday	NOUN
ajis02-424	34	39	,	,	PUNCT
ajis02-424	34	40	leave	leave	VERB
ajis02-424	34	41	,	,	PUNCT
ajis02-424	34	42	illness	illness	NOUN
ajis02-424	34	43	,	,	PUNCT
ajis02-424	34	44	and	and	CCONJ
ajis02-424	34	45	development	development	NOUN
ajis02-424	34	46	staff	staff	NOUN
ajis02-424	34	47	training	training	NOUN
ajis02-424	34	48	.	.	PUNCT
ajis02-424	35	1	the	the	DET
ajis02-424	35	2	development	development	NOUN
ajis02-424	35	3	attributes	attribute	NOUN
ajis02-424	35	4	which	which	PRON
ajis02-424	35	5	were	be	AUX
ajis02-424	35	6	included	include	VERB
ajis02-424	35	7	in	in	ADP
ajis02-424	35	8	the	the	DET
ajis02-424	35	9	study	study	NOUN
ajis02-424	35	10	were	be	AUX
ajis02-424	35	11	selected	select	VERB
ajis02-424	35	12	after	after	ADP
ajis02-424	35	13	reviewing	review	VERB
ajis02-424	35	14	some	some	DET
ajis02-424	35	15	previously	previously	ADV
ajis02-424	35	16	published	publish	VERB
ajis02-424	35	17	research	research	NOUN
ajis02-424	35	18	(	(	PUNCT
ajis02-424	35	19	albrecht	albrecht	PROPN
ajis02-424	35	20	&	&	CCONJ
ajis02-424	35	21	gaffney	gaffney	PROPN
ajis02-424	35	22	,	,	PUNCT
ajis02-424	35	23	1983	1983	NUM
ajis02-424	35	24	;	;	PUNCT
ajis02-424	35	25	boehm	boehm	NOUN
ajis02-424	35	26	,	,	PUNCT
ajis02-424	35	27	1981	1981	NUM
ajis02-424	35	28	;	;	PUNCT
ajis02-424	35	29	conte	conte	PROPN
ajis02-424	35	30	et	et	PROPN
ajis02-424	35	31	al	al	PROPN
ajis02-424	35	32	,	,	PUNCT
ajis02-424	35	33	1986	1986	NUM
ajis02-424	35	34	;	;	PUNCT
ajis02-424	35	35	jeffery	jeffery	PROPN
ajis02-424	35	36	,	,	PUNCT
ajis02-424	35	37	1987	1987	NUM
ajis02-424	35	38	;	;	PUNCT
ajis02-424	35	39	jones	jones	PROPN
ajis02-424	35	40	,	,	PUNCT
ajis02-424	35	41	1986	1986	NUM
ajis02-424	35	42	;	;	PUNCT
ajis02-424	35	43	vessey	vessey	NOUN
ajis02-424	35	44	,	,	PUNCT
ajis02-424	35	45	1986	1986	NUM
ajis02-424	35	46	)	)	PUNCT
ajis02-424	35	47	.	.	PUNCT
ajis02-424	36	1	the	the	DET
ajis02-424	36	2	selection	selection	NOUN
ajis02-424	36	3	was	be	AUX
ajis02-424	36	4	refined	refine	VERB
ajis02-424	36	5	by	by	ADP
ajis02-424	36	6	interviewing	interview	VERB
ajis02-424	36	7	the	the	DET
ajis02-424	36	8	information	information	NOUN
ajis02-424	36	9	systems	system	NOUN
ajis02-424	36	10	managers	manager	NOUN
ajis02-424	36	11	of	of	ADP
ajis02-424	36	12	10	10	NUM
ajis02-424	36	13	commercial	commercial	ADJ
ajis02-424	36	14	organisations	organisation	NOUN
ajis02-424	36	15	to	to	PART
ajis02-424	36	16	establish	establish	VERB
ajis02-424	36	17	which	which	DET
ajis02-424	36	18	factors	factor	VERB
ajis02-424	36	19	they	they	PRON
ajis02-424	36	20	with	with	ADP
ajis02-424	36	21	their	their	PRON
ajis02-424	36	22	development	development	NOUN
ajis02-424	36	23	experience	experience	NOUN
ajis02-424	36	24	considered	consider	VERB
ajis02-424	36	25	to	to	PART
ajis02-424	36	26	have	have	VERB
ajis02-424	36	27	a	a	DET
ajis02-424	36	28	significant	significant	ADJ
ajis02-424	36	29	impact	impact	NOUN
ajis02-424	36	30	on	on	ADP
ajis02-424	36	31	development	development	NOUN
ajis02-424	36	32	productivity	productivity	NOUN
ajis02-424	36	33	.	.	PUNCT
ajis02-424	37	1	precise	precise	ADJ
ajis02-424	37	2	descriptions	description	NOUN
ajis02-424	37	3	of	of	ADP
ajis02-424	37	4	the	the	DET
ajis02-424	37	5	various	various	ADJ
ajis02-424	37	6	development	development	NOUN
ajis02-424	37	7	attributes	attribute	NOUN
ajis02-424	37	8	were	be	AUX
ajis02-424	37	9	developed	develop	VERB
ajis02-424	37	10	,	,	PUNCT
ajis02-424	37	11	to	to	PART
ajis02-424	37	12	attempt	attempt	VERB
ajis02-424	37	13	to	to	PART
ajis02-424	37	14	ensure	ensure	VERB
ajis02-424	37	15	data	datum	NOUN
ajis02-424	37	16	consistency	consistency	NOUN
ajis02-424	37	17	across	across	ADP
ajis02-424	37	18	the	the	DET
ajis02-424	37	19	data	data	NOUN
ajis02-424	37	20	set	set	NOUN
ajis02-424	37	21	(	(	PUNCT
ajis02-424	37	22	wittig	wittig	NOUN
ajis02-424	37	23	,	,	PUNCT
ajis02-424	37	24	1991	1991	NUM
ajis02-424	37	25	)	)	PUNCT
ajis02-424	37	26	.	.	PUNCT
ajis02-424	38	1	no	no	DET
ajis02-424	38	2	interrater	interrater	ADJ
ajis02-424	38	3	reliability	reliability	NOUN
ajis02-424	38	4	study	study	NOUN
ajis02-424	38	5	was	be	AUX
ajis02-424	38	6	conducted	conduct	VERB
ajis02-424	38	7	(	(	PUNCT
ajis02-424	38	8	kemerer	kemerer	NOUN
ajis02-424	38	9	,	,	PUNCT
ajis02-424	38	10	1993	1993	NUM
ajis02-424	38	11	)	)	PUNCT
ajis02-424	38	12	,	,	PUNCT
ajis02-424	38	13	as	as	SCONJ
ajis02-424	38	14	some	some	PRON
ajis02-424	38	15	of	of	ADP
ajis02-424	38	16	the	the	DET
ajis02-424	38	17	systems	system	NOUN
ajis02-424	38	18	are	be	AUX
ajis02-424	38	19	very	very	ADV
ajis02-424	38	20	large	large	ADJ
ajis02-424	38	21	and	and	CCONJ
ajis02-424	38	22	this	this	PRON
ajis02-424	38	23	would	would	AUX
ajis02-424	38	24	have	have	AUX
ajis02-424	38	25	been	be	AUX
ajis02-424	38	26	costly	costly	ADJ
ajis02-424	38	27	.	.	PUNCT
ajis02-424	39	1	in	in	ADP
ajis02-424	39	2	the	the	DET
ajis02-424	39	3	determination	determination	NOUN
ajis02-424	39	4	of	of	ADP
ajis02-424	39	5	the	the	DET
ajis02-424	39	6	average	average	ADJ
ajis02-424	39	7	size	size	NOUN
ajis02-424	39	8	of	of	ADP
ajis02-424	39	9	the	the	DET
ajis02-424	39	10	development	development	NOUN
ajis02-424	39	11	team	team	NOUN
ajis02-424	39	12	both	both	CCONJ
ajis02-424	39	13	analysts	analyst	NOUN
ajis02-424	39	14	and	and	CCONJ
ajis02-424	39	15	programmers	programmer	NOUN
ajis02-424	39	16	are	be	AUX
ajis02-424	39	17	included	include	VERB
ajis02-424	39	18	in	in	ADP
ajis02-424	39	19	the	the	DET
ajis02-424	39	20	calculation	calculation	NOUN
ajis02-424	39	21	,	,	PUNCT
ajis02-424	39	22	as	as	ADV
ajis02-424	39	23	well	well	ADV
ajis02-424	39	24	as	as	ADP
ajis02-424	39	25	project	project	NOUN
ajis02-424	39	26	managers	manager	NOUN
ajis02-424	39	27	and	and	CCONJ
ajis02-424	39	28	program	program	NOUN
ajis02-424	39	29	librarians	librarian	NOUN
ajis02-424	39	30	directly	directly	ADV
ajis02-424	39	31	involved	involve	VERB
ajis02-424	39	32	with	with	ADP
ajis02-424	39	33	the	the	DET
ajis02-424	39	34	development	development	NOUN
ajis02-424	39	35	.	.	PUNCT
ajis02-424	40	1	research	research	NOUN
ajis02-424	40	2	data	datum	NOUN
ajis02-424	40	3	the	the	DET
ajis02-424	40	4	systems	system	NOUN
ajis02-424	40	5	ranged	range	VERB
ajis02-424	40	6	in	in	ADP
ajis02-424	40	7	size	size	NOUN
ajis02-424	40	8	from	from	ADP
ajis02-424	40	9	a	a	DET
ajis02-424	40	10	small	small	ADJ
ajis02-424	40	11	29	29	NUM
ajis02-424	40	12	function	function	NOUN
ajis02-424	40	13	point	point	NOUN
ajis02-424	40	14	system	system	NOUN
ajis02-424	40	15	to	to	ADP
ajis02-424	40	16	a	a	DET
ajis02-424	40	17	system	system	NOUN
ajis02-424	40	18	of	of	ADP
ajis02-424	40	19	4669	4669	NUM
ajis02-424	40	20	function	function	NOUN
ajis02-424	40	21	points	point	NOUN
ajis02-424	40	22	.	.	PUNCT
ajis02-424	41	1	if	if	SCONJ
ajis02-424	41	2	uncommented	uncommented	ADJ
ajis02-424	41	3	4gl	4gl	PROPN
ajis02-424	41	4	source	source	NOUN
ajis02-424	41	5	lines	line	NOUN
ajis02-424	41	6	of	of	ADP
ajis02-424	41	7	code	code	PROPN
ajis02-424	41	8	(	(	PUNCT
ajis02-424	41	9	sloc	sloc	PROPN
ajis02-424	41	10	)	)	PUNCT
ajis02-424	41	11	is	be	AUX
ajis02-424	41	12	used	use	VERB
ajis02-424	41	13	as	as	ADP
ajis02-424	41	14	a	a	DET
ajis02-424	41	15	size	size	NOUN
ajis02-424	41	16	measure	measure	NOUN
ajis02-424	41	17	,	,	PUNCT
ajis02-424	41	18	the	the	DET
ajis02-424	41	19	systems	system	NOUN
ajis02-424	41	20	ranged	range	VERB
ajis02-424	41	21	in	in	ADP
ajis02-424	41	22	size	size	NOUN
ajis02-424	41	23	from	from	ADP
ajis02-424	41	24	600	600	NUM
ajis02-424	41	25	to	to	PART
ajis02-424	41	26	571	571	NUM
ajis02-424	41	27	000	000	NUM
ajis02-424	41	28	sloc	sloc	PROPN
ajis02-424	41	29	.	.	PUNCT
ajis02-424	42	1	the	the	DET
ajis02-424	42	2	development	development	NOUN
ajis02-424	42	3	effort	effort	NOUN
ajis02-424	42	4	required	require	VERB
ajis02-424	42	5	to	to	PART
ajis02-424	42	6	develop	develop	VERB
ajis02-424	42	7	these	these	DET
ajis02-424	42	8	systems	system	NOUN
ajis02-424	42	9	ranged	range	VERB
ajis02-424	42	10	from	from	ADP
ajis02-424	42	11	40	40	NUM
ajis02-424	42	12	to	to	PART
ajis02-424	42	13	81	81	NUM
ajis02-424	42	14	270	270	NUM
ajis02-424	42	15	hours	hour	NOUN
ajis02-424	42	16	.	.	PUNCT
ajis02-424	43	1	a	a	DET
ajis02-424	43	2	system	system	NOUN
ajis02-424	43	3	of	of	ADP
ajis02-424	43	4	less	less	ADJ
ajis02-424	43	5	than	than	ADP
ajis02-424	43	6	300	300	NUM
ajis02-424	43	7	function	function	NOUN
ajis02-424	43	8	points	point	NOUN
ajis02-424	43	9	would	would	AUX
ajis02-424	43	10	be	be	AUX
ajis02-424	43	11	considered	consider	VERB
ajis02-424	43	12	a	a	DET
ajis02-424	43	13	small	small	ADJ
ajis02-424	43	14	system	system	NOUN
ajis02-424	43	15	,	,	PUNCT
ajis02-424	43	16	while	while	SCONJ
ajis02-424	43	17	a	a	DET
ajis02-424	43	18	medium	medium	ADJ
ajis02-424	43	19	system	system	NOUN
ajis02-424	43	20	would	would	AUX
ajis02-424	43	21	be	be	AUX
ajis02-424	43	22	between	between	ADP
ajis02-424	43	23	300	300	NUM
ajis02-424	43	24	and	and	CCONJ
ajis02-424	43	25	800	800	NUM
ajis02-424	43	26	function	function	NOUN
ajis02-424	43	27	points	point	NOUN
ajis02-424	43	28	,	,	PUNCT
ajis02-424	43	29	a	a	DET
ajis02-424	43	30	large	large	ADJ
ajis02-424	43	31	system	system	NOUN
ajis02-424	43	32	between	between	ADP
ajis02-424	43	33	800	800	NUM
ajis02-424	43	34	and	and	CCONJ
ajis02-424	43	35	1000	1000	NUM
ajis02-424	43	36	function	function	NOUN
ajis02-424	43	37	points	point	NOUN
ajis02-424	43	38	,	,	PUNCT
ajis02-424	43	39	and	and	CCONJ
ajis02-424	43	40	a	a	DET
ajis02-424	43	41	very	very	ADV
ajis02-424	43	42	large	large	ADJ
ajis02-424	43	43	system	system	NOUN
ajis02-424	43	44	would	would	AUX
ajis02-424	43	45	be	be	AUX
ajis02-424	43	46	greater	great	ADJ
ajis02-424	43	47	than	than	ADP
ajis02-424	43	48	1000	1000	NUM
ajis02-424	43	49	function	function	NOUN
ajis02-424	43	50	points	point	NOUN
ajis02-424	43	51	(	(	PUNCT
ajis02-424	43	52	dreger	dreger	NOUN
ajis02-424	43	53	,	,	PUNCT
ajis02-424	43	54	1989	1989	NUM
ajis02-424	43	55	)	)	PUNCT
ajis02-424	43	56	.	.	PUNCT
ajis02-424	44	1	a	a	DET
ajis02-424	44	2	summary	summary	NOUN
ajis02-424	44	3	of	of	ADP
ajis02-424	44	4	these	these	DET
ajis02-424	44	5	details	detail	NOUN
ajis02-424	44	6	is	be	AUX
ajis02-424	44	7	given	give	VERB
ajis02-424	44	8	in	in	ADP
ajis02-424	44	9	table	table	NOUN
ajis02-424	44	10	1	1	NUM
ajis02-424	44	11	.	.	PUNCT
ajis02-424	45	1	the	the	DET
ajis02-424	45	2	size	size	NOUN
ajis02-424	45	3	unit	unit	NOUN
ajis02-424	45	4	of	of	ADP
ajis02-424	45	5	unadjusted	unadjusted	ADJ
ajis02-424	45	6	function	function	NOUN
ajis02-424	45	7	points	point	NOUN
ajis02-424	45	8	(	(	PUNCT
ajis02-424	45	9	ufp	ufp	NOUN
ajis02-424	45	10	)	)	PUNCT
ajis02-424	45	11	is	be	AUX
ajis02-424	45	12	used	use	VERB
ajis02-424	45	13	.	.	PUNCT
ajis02-424	46	1	there	there	PRON
ajis02-424	46	2	has	have	AUX
ajis02-424	46	3	been	be	AUX
ajis02-424	46	4	some	some	DET
ajis02-424	46	5	criticism	criticism	NOUN
ajis02-424	46	6	regarding	regard	VERB
ajis02-424	46	7	the	the	DET
ajis02-424	46	8	choice	choice	NOUN
ajis02-424	46	9	and	and	CCONJ
ajis02-424	46	10	weighting	weighting	NOUN
ajis02-424	46	11	of	of	ADP
ajis02-424	46	12	the	the	DET
ajis02-424	46	13	function	function	NOUN
ajis02-424	46	14	point	point	NOUN
ajis02-424	46	15	adjustment	adjustment	NOUN
ajis02-424	46	16	factors	factor	NOUN
ajis02-424	46	17	(	(	PUNCT
ajis02-424	46	18	jones	jones	PROPN
ajis02-424	46	19	,	,	PUNCT
ajis02-424	46	20	1991	1991	NUM
ajis02-424	46	21	;	;	PUNCT
ajis02-424	46	22	kitchenham	kitchenham	PROPN
ajis02-424	46	23	,	,	PUNCT
ajis02-424	46	24	1992	1992	NUM
ajis02-424	46	25	;	;	PUNCT
ajis02-424	46	26	symons	symon	NOUN
ajis02-424	46	27	,	,	PUNCT
ajis02-424	46	28	1991	1991	NUM
ajis02-424	46	29	)	)	PUNCT
ajis02-424	46	30	,	,	PUNCT
ajis02-424	46	31	and	and	CCONJ
ajis02-424	46	32	as	as	SCONJ
ajis02-424	46	33	it	it	PRON
ajis02-424	46	34	is	be	AUX
ajis02-424	46	35	easy	easy	ADJ
ajis02-424	46	36	to	to	PART
ajis02-424	46	37	include	include	VERB
ajis02-424	46	38	these	these	PRON
ajis02-424	46	39	into	into	ADP
ajis02-424	46	40	the	the	DET
ajis02-424	46	41	neural	neural	ADJ
ajis02-424	46	42	network	network	NOUN
ajis02-424	46	43	model	model	NOUN
ajis02-424	46	44	,	,	PUNCT
ajis02-424	46	45	the	the	DET
ajis02-424	46	46	technical	technical	ADJ
ajis02-424	46	47	complexity	complexity	NOUN
ajis02-424	46	48	adjustment	adjustment	NOUN
ajis02-424	46	49	to	to	PART
ajis02-424	46	50	generate	generate	VERB
ajis02-424	46	51	adjusted	adjusted	ADJ
ajis02-424	46	52	function	function	NOUN
ajis02-424	46	53	points	point	NOUN
ajis02-424	46	54	was	be	AUX
ajis02-424	46	55	not	not	PART
ajis02-424	46	56	made	make	VERB
ajis02-424	46	57	.	.	PUNCT
ajis02-424	47	1	for	for	ADP
ajis02-424	47	2	this	this	DET
ajis02-424	47	3	study	study	NOUN
ajis02-424	47	4	software	software	NOUN
ajis02-424	47	5	development	development	NOUN
ajis02-424	47	6	productivity	productivity	NOUN
ajis02-424	47	7	is	be	AUX
ajis02-424	47	8	defined	define	VERB
ajis02-424	47	9	in	in	ADP
ajis02-424	47	10	the	the	DET
ajis02-424	47	11	economic	economic	ADJ
ajis02-424	47	12	sense	sense	NOUN
ajis02-424	47	13	(	(	PUNCT
ajis02-424	47	14	jones	jones	PROPN
ajis02-424	47	15	,	,	PUNCT
ajis02-424	47	16	1986	1986	NUM
ajis02-424	47	17	)	)	PUNCT
ajis02-424	47	18	and	and	CCONJ
ajis02-424	47	19	is	be	AUX
ajis02-424	47	20	expressed	express	VERB
ajis02-424	47	21	as	as	ADP
ajis02-424	47	22	the	the	DET
ajis02-424	47	23	amount	amount	NOUN
ajis02-424	47	24	of	of	ADP
ajis02-424	47	25	output	output	NOUN
ajis02-424	47	26	produced	produce	VERB
ajis02-424	47	27	per	per	ADP
ajis02-424	47	28	unit	unit	NOUN
ajis02-424	47	29	of	of	ADP
ajis02-424	47	30	input	input	NOUN
ajis02-424	47	31	,	,	PUNCT
ajis02-424	47	32	and	and	CCONJ
ajis02-424	47	33	the	the	DET
ajis02-424	47	34	unit	unit	NOUN
ajis02-424	47	35	used	use	VERB
ajis02-424	47	36	is	be	AUX
ajis02-424	47	37	unadjusted	unadjuste	VERB
ajis02-424	47	38	function	function	NOUN
ajis02-424	47	39	points	point	NOUN
ajis02-424	47	40	per	per	ADP
ajis02-424	47	41	development	development	NOUN
ajis02-424	47	42	hour	hour	NOUN
ajis02-424	47	43	.	.	PUNCT
ajis02-424	48	1	may	may	AUX
ajis02-424	48	2	1994	1994	NUM
ajis02-424	48	3	88	88	NUM
ajis02-424	48	4	gl	gl	NOUN
ajis02-424	48	5	system	system	NOUN
ajis02-424	48	6	1	1	NUM
ajis02-424	48	7	2	2	NUM
ajis02-424	48	8	3	3	NUM
ajis02-424	48	9	4	4	NUM
ajis02-424	48	10	5	5	NUM
ajis02-424	48	11	6	6	NUM
ajis02-424	48	12	7	7	NUM
ajis02-424	48	13	8	8	NUM
ajis02-424	48	14	9	9	NUM
ajis02-424	48	15	10	10	NUM
ajis02-424	48	16	11	11	NUM
ajis02-424	48	17	12	12	NUM
ajis02-424	48	18	13	13	NUM
ajis02-424	48	19	14	14	NUM
ajis02-424	48	20	15	15	NUM
ajis02-424	48	21	table	table	NOUN
ajis02-424	48	22	1	1	NUM
ajis02-424	48	23	dev	dev	NOUN
ajis02-424	48	24	hours	hour	NOUN
ajis02-424	48	25	5027	5027	NUM
ajis02-424	48	26	1680	1680	NUM
ajis02-424	48	27	13300	13300	NUM
ajis02-424	48	28	98	98	NUM
ajis02-424	48	29	588	588	NUM
ajis02-424	48	30	450	450	NUM
ajis02-424	48	31	40	40	NUM
ajis02-424	48	32	81270	81270	NUM
ajis02-424	48	33	35000	35000	NUM
ajis02-424	48	34	240	240	NUM
ajis02-424	48	35	100	100	NUM
ajis02-424	48	36	4864	4864	NUM
ajis02-424	48	37	1200	1200	NUM
ajis02-424	48	38	2500	2500	NUM
ajis02-424	48	39	1400	1400	NUM
ajis02-424	48	40	data	datum	NOUN
ajis02-424	48	41	set	set	VERB
ajis02-424	48	42	lines	line	NOUN
ajis02-424	48	43	code	code	VERB
ajis02-424	48	44	88325	88325	NUM
ajis02-424	48	45	44204	44204	NUM
ajis02-424	48	46	170	170	NUM
ajis02-424	48	47	557	557	NUM
ajis02-424	48	48	1535	1535	NUM
ajis02-424	48	49	2019	2019	NUM
ajis02-424	48	50	1600	1600	NUM
ajis02-424	48	51	1400	1400	NUM
ajis02-424	48	52	298843	298843	NUM
ajis02-424	48	53	562500	562500	NUM
ajis02-424	48	54	600	600	NUM
ajis02-424	48	55	3241	3241	NUM
ajis02-424	48	56	25000	25000	NUM
ajis02-424	48	57	30000	30000	NUM
ajis02-424	48	58	571000	571000	NUM
ajis02-424	48	59	sizeufp	sizeufp	NOUN
ajis02-424	48	60	1842	1842	NUM
ajis02-424	48	61	905	905	NUM
ajis02-424	48	62	4191	4191	NUM
ajis02-424	48	63	208	208	NUM
ajis02-424	48	64	342	342	NUM
ajis02-424	48	65	164	164	NUM
ajis02-424	48	66	29	29	NUM
ajis02-424	48	67	4113	4113	NUM
ajis02-424	48	68	3486	3486	NUM
ajis02-424	48	69	286	286	NUM
ajis02-424	48	70	214	214	NUM
ajis02-424	48	71	2758	2758	NUM
ajis02-424	48	72	1913	1913	NUM
ajis02-424	48	73	4669	4669	NUM
ajis02-424	48	74	850	850	NUM
ajis02-424	48	75	productivity	productivity	NOUN
ajis02-424	48	76	ufp	ufp	NOUN
ajis02-424	48	77	/	/	SYM
ajis02-424	48	78	hr	hr	NOUN
ajis02-424	49	1	0.37	0.37	NUM
ajis02-424	49	2	0.54	0.54	NUM
ajis02-424	49	3	0.32	0.32	NUM
ajis02-424	49	4	2.12	2.12	NUM
ajis02-424	49	5	0.58	0.58	NUM
ajis02-424	49	6	0.36	0.36	NUM
ajis02-424	49	7	0.73	0.73	NUM
ajis02-424	49	8	0.05	0.05	NUM
ajis02-424	49	9	0.10	0.10	NUM
ajis02-424	49	10	1.19	1.19	NUM
ajis02-424	49	11	2.14	2.14	NUM
ajis02-424	49	12	0.57	0.57	NUM
ajis02-424	49	13	1.59	1.59	NUM
ajis02-424	49	14	1.87	1.87	NUM
ajis02-424	49	15	0.61	0.61	NUM
ajis02-424	49	16	an	an	DET
ajis02-424	49	17	examination	examination	NOUN
ajis02-424	49	18	of	of	ADP
ajis02-424	49	19	the	the	DET
ajis02-424	49	20	productivity	productivity	NOUN
ajis02-424	49	21	range	range	NOUN
ajis02-424	49	22	indicates	indicate	VERB
ajis02-424	49	23	that	that	SCONJ
ajis02-424	49	24	this	this	PRON
ajis02-424	49	25	varies	vary	VERB
ajis02-424	49	26	from	from	ADP
ajis02-424	49	27	0.05	0.05	NUM
ajis02-424	49	28	to	to	ADP
ajis02-424	49	29	2.14	2.14	NUM
ajis02-424	49	30	function	function	NOUN
ajis02-424	49	31	points	point	NOUN
ajis02-424	49	32	per	per	ADP
ajis02-424	49	33	hour	hour	NOUN
ajis02-424	49	34	.	.	PUNCT
ajis02-424	50	1	data	datum	NOUN
ajis02-424	50	2	with	with	ADP
ajis02-424	50	3	such	such	DET
ajis02-424	50	4	a	a	DET
ajis02-424	50	5	large	large	ADJ
ajis02-424	50	6	size	size	NOUN
ajis02-424	50	7	and	and	CCONJ
ajis02-424	50	8	productivity	productivity	NOUN
ajis02-424	50	9	range	range	NOUN
ajis02-424	50	10	,	,	PUNCT
ajis02-424	50	11	with	with	ADP
ajis02-424	50	12	significantly	significantly	ADV
ajis02-424	50	13	different	different	ADJ
ajis02-424	50	14	development	development	NOUN
ajis02-424	50	15	attributes	attribute	VERB
ajis02-424	50	16	,	,	PUNCT
ajis02-424	50	17	and	and	CCONJ
ajis02-424	50	18	which	which	PRON
ajis02-424	50	19	inherently	inherently	ADV
ajis02-424	50	20	contains	contain	VERB
ajis02-424	50	21	a	a	DET
ajis02-424	50	22	lot	lot	NOUN
ajis02-424	50	23	of	of	ADP
ajis02-424	50	24	noise	noise	NOUN
ajis02-424	50	25	,	,	PUNCT
ajis02-424	50	26	further	far	ADV
ajis02-424	50	27	complicates	complicate	VERB
ajis02-424	50	28	effort	effort	NOUN
ajis02-424	50	29	estimation	estimation	NOUN
ajis02-424	50	30	.	.	PUNCT
ajis02-424	51	1	to	to	PART
ajis02-424	51	2	convert	convert	VERB
ajis02-424	51	3	the	the	DET
ajis02-424	51	4	size	size	NOUN
ajis02-424	51	5	of	of	ADP
ajis02-424	51	6	a	a	DET
ajis02-424	51	7	system	system	NOUN
ajis02-424	51	8	measured	measure	VERB
ajis02-424	51	9	in	in	ADP
ajis02-424	51	10	function	function	NOUN
ajis02-424	51	11	points	point	NOUN
ajis02-424	51	12	to	to	ADP
ajis02-424	51	13	a	a	DET
ajis02-424	51	14	development	development	NOUN
ajis02-424	51	15	effort	effort	NOUN
ajis02-424	51	16	estimate	estimate	NOUN
ajis02-424	51	17	,	,	PUNCT
ajis02-424	51	18	a	a	DET
ajis02-424	51	19	productivity	productivity	NOUN
ajis02-424	51	20	factor	factor	NOUN
ajis02-424	51	21	has	have	VERB
ajis02-424	51	22	to	to	PART
ajis02-424	51	23	be	be	AUX
ajis02-424	51	24	applied	apply	VERB
ajis02-424	51	25	.	.	PUNCT
ajis02-424	52	1	productivity	productivity	NOUN
ajis02-424	52	2	varies	vary	VERB
ajis02-424	52	3	not	not	PART
ajis02-424	52	4	only	only	ADV
ajis02-424	52	5	by	by	ADP
ajis02-424	52	6	programmer	programmer	NOUN
ajis02-424	52	7	,	,	PUNCT
ajis02-424	52	8	but	but	CCONJ
ajis02-424	52	9	also	also	ADV
ajis02-424	52	10	by	by	ADP
ajis02-424	52	11	project	project	NOUN
ajis02-424	52	12	size	size	NOUN
ajis02-424	52	13	(	(	PUNCT
ajis02-424	52	14	dreger	dreger	NOUN
ajis02-424	52	15	1989	1989	NUM
ajis02-424	52	16	)	)	PUNCT
ajis02-424	52	17	.	.	PUNCT
ajis02-424	53	1	this	this	PRON
ajis02-424	53	2	implies	imply	VERB
ajis02-424	53	3	that	that	SCONJ
ajis02-424	53	4	the	the	DET
ajis02-424	53	5	effect	effect	NOUN
ajis02-424	53	6	of	of	ADP
ajis02-424	53	7	project	project	NOUN
ajis02-424	53	8	size	size	NOUN
ajis02-424	53	9	on	on	ADP
ajis02-424	53	10	productivity	productivity	NOUN
ajis02-424	53	11	has	have	VERB
ajis02-424	53	12	to	to	PART
ajis02-424	53	13	be	be	AUX
ajis02-424	53	14	quantified	quantify	VERB
ajis02-424	53	15	to	to	PART
ajis02-424	53	16	enable	enable	VERB
ajis02-424	53	17	an	an	DET
ajis02-424	53	18	accurate	accurate	ADJ
ajis02-424	53	19	estimate	estimate	NOUN
ajis02-424	53	20	of	of	ADP
ajis02-424	53	21	development	development	NOUN
ajis02-424	53	22	effort	effort	NOUN
ajis02-424	53	23	to	to	PART
ajis02-424	53	24	be	be	AUX
ajis02-424	53	25	made	make	VERB
ajis02-424	53	26	(	(	PUNCT
ajis02-424	53	27	finnie	finnie	NOUN
ajis02-424	53	28	and	and	CCONJ
ajis02-424	53	29	wittig	wittig	NOUN
ajis02-424	53	30	1993	1993	NUM
ajis02-424	53	31	)	)	PUNCT
ajis02-424	53	32	.	.	PUNCT
ajis02-424	54	1	with	with	ADP
ajis02-424	54	2	a	a	DET
ajis02-424	54	3	limited	limited	ADJ
ajis02-424	54	4	sample	sample	NOUN
ajis02-424	54	5	size	size	NOUN
ajis02-424	54	6	multiple	multiple	ADJ
ajis02-424	54	7	regression	regression	NOUN
ajis02-424	54	8	analysis	analysis	NOUN
ajis02-424	54	9	proved	prove	VERB
ajis02-424	54	10	difficult	difficult	ADJ
ajis02-424	54	11	to	to	PART
ajis02-424	54	12	derive	derive	VERB
ajis02-424	54	13	accurate	accurate	ADJ
ajis02-424	54	14	effort	effort	NOUN
ajis02-424	54	15	estimates	estimate	NOUN
ajis02-424	54	16	,	,	PUNCT
ajis02-424	54	17	and	and	CCONJ
ajis02-424	54	18	attempts	attempt	NOUN
ajis02-424	54	19	have	have	AUX
ajis02-424	54	20	been	be	AUX
ajis02-424	54	21	made	make	VERB
ajis02-424	54	22	using	use	VERB
ajis02-424	54	23	the	the	DET
ajis02-424	54	24	analytic	analytic	ADJ
ajis02-424	54	25	hierarchy	hierarchy	NOUN
ajis02-424	54	26	process	process	NOUN
ajis02-424	54	27	(	(	PUNCT
ajis02-424	54	28	finnie	finnie	NOUN
ajis02-424	54	29	et	et	NOUN
ajis02-424	54	30	al	al	PROPN
ajis02-424	54	31	1993	1993	NUM
ajis02-424	54	32	)	)	PUNCT
ajis02-424	54	33	to	to	PART
ajis02-424	54	34	prioritise	prioritise	VERB
ajis02-424	54	35	the	the	DET
ajis02-424	54	36	effect	effect	NOUN
ajis02-424	54	37	of	of	ADP
ajis02-424	54	38	the	the	DET
ajis02-424	54	39	various	various	ADJ
ajis02-424	54	40	development	development	NOUN
ajis02-424	54	41	factors	factor	NOUN
ajis02-424	54	42	.	.	PUNCT
ajis02-424	55	1	neural	neural	ADJ
ajis02-424	55	2	network	network	NOUN
ajis02-424	55	3	model	model	NOUN
ajis02-424	55	4	for	for	ADP
ajis02-424	55	5	this	this	DET
ajis02-424	55	6	study	study	NOUN
ajis02-424	55	7	,	,	PUNCT
ajis02-424	55	8	backpropagation	backpropagation	NOUN
ajis02-424	55	9	artificial	artificial	ADJ
ajis02-424	55	10	neural	neural	ADJ
ajis02-424	55	11	network	network	NOUN
ajis02-424	55	12	models	model	NOUN
ajis02-424	55	13	were	be	AUX
ajis02-424	55	14	used	use	VERB
ajis02-424	55	15	.	.	PUNCT
ajis02-424	56	1	backpropagation	backpropagation	NOUN
ajis02-424	56	2	networks	network	NOUN
ajis02-424	56	3	are	be	AUX
ajis02-424	56	4	the	the	DET
ajis02-424	56	5	most	most	ADV
ajis02-424	56	6	generalised	generalise	VERB
ajis02-424	56	7	neural	neural	ADJ
ajis02-424	56	8	networks	network	NOUN
ajis02-424	56	9	currently	currently	ADV
ajis02-424	56	10	in	in	ADP
ajis02-424	56	11	use	use	NOUN
ajis02-424	56	12	(	(	PUNCT
ajis02-424	56	13	nelson	nelson	PROPN
ajis02-424	56	14	&	&	CCONJ
ajis02-424	56	15	illingworth	illingworth	PROPN
ajis02-424	56	16	,	,	PUNCT
ajis02-424	56	17	1991	1991	NUM
ajis02-424	56	18	)	)	PUNCT
ajis02-424	56	19	and	and	CCONJ
ajis02-424	56	20	this	this	DET
ajis02-424	56	21	approach	approach	NOUN
ajis02-424	56	22	was	be	AUX
ajis02-424	56	23	chosen	choose	VERB
ajis02-424	56	24	in	in	ADP
ajis02-424	56	25	preference	preference	NOUN
ajis02-424	56	26	to	to	PART
ajis02-424	56	27	hopfield	hopfield	PROPN
ajis02-424	56	28	and	and	CCONJ
ajis02-424	56	29	kohonen	kohonen	PROPN
ajis02-424	56	30	networks	network	NOUN
ajis02-424	56	31	.	.	PUNCT
ajis02-424	57	1	nelson	nelson	PROPN
ajis02-424	57	2	and	and	CCONJ
ajis02-424	57	3	illingworth	illingworth	ADJ
ajis02-424	57	4	(	(	PUNCT
ajis02-424	57	5	1991	1991	NUM
ajis02-424	57	6	)	)	PUNCT
ajis02-424	57	7	discuss	discuss	VERB
ajis02-424	57	8	some	some	PRON
ajis02-424	57	9	of	of	ADP
ajis02-424	57	10	the	the	DET
ajis02-424	57	11	many	many	ADJ
ajis02-424	57	12	networks	network	NOUN
ajis02-424	57	13	which	which	PRON
ajis02-424	57	14	have	have	AUX
ajis02-424	57	15	been	be	AUX
ajis02-424	57	16	developed	develop	VERB
ajis02-424	57	17	and	and	CCONJ
ajis02-424	57	18	give	give	VERB
ajis02-424	57	19	guidelines	guideline	NOUN
ajis02-424	57	20	for	for	ADP
ajis02-424	57	21	possible	possible	ADJ
ajis02-424	57	22	applications	application	NOUN
ajis02-424	57	23	.	.	PUNCT
ajis02-424	58	1	as	as	SCONJ
ajis02-424	58	2	software	software	NOUN
ajis02-424	58	3	development	development	NOUN
ajis02-424	58	4	estimation	estimation	NOUN
ajis02-424	58	5	is	be	AUX
ajis02-424	58	6	not	not	PART
ajis02-424	58	7	a	a	DET
ajis02-424	58	8	time	time	NOUN
ajis02-424	58	9	series	series	NOUN
ajis02-424	58	10	problem	problem	NOUN
ajis02-424	58	11	,	,	PUNCT
ajis02-424	58	12	approaches	approach	VERB
ajis02-424	58	13	such	such	ADJ
ajis02-424	58	14	as	as	ADP
ajis02-424	58	15	finite	finite	ADJ
ajis02-424	58	16	impulse	impulse	ADJ
ajis02-424	58	17	response	response	NOUN
ajis02-424	58	18	(	(	PUNCT
ajis02-424	58	19	fir	fir	NOUN
ajis02-424	58	20	)	)	PUNCT
ajis02-424	58	21	and	and	CCONJ
ajis02-424	58	22	recurrent	recurrent	ADJ
ajis02-424	58	23	networks	network	NOUN
ajis02-424	58	24	were	be	AUX
ajis02-424	58	25	not	not	PART
ajis02-424	58	26	considered	consider	VERB
ajis02-424	58	27	the	the	DET
ajis02-424	58	28	backpropagation	backpropagation	NOUN
ajis02-424	58	29	network	network	NOUN
ajis02-424	58	30	requires	require	VERB
ajis02-424	58	31	data	datum	NOUN
ajis02-424	58	32	from	from	ADP
ajis02-424	58	33	which	which	PRON
ajis02-424	58	34	to	to	PART
ajis02-424	58	35	learn	learn	VERB
ajis02-424	58	36	.	.	PUNCT
ajis02-424	59	1	to	to	PART
ajis02-424	59	2	learn	learn	VERB
ajis02-424	59	3	the	the	DET
ajis02-424	59	4	network	network	NOUN
ajis02-424	59	5	calculates	calculate	VERB
ajis02-424	59	6	the	the	DET
ajis02-424	59	7	error	error	NOUN
ajis02-424	59	8	,	,	PUNCT
ajis02-424	59	9	which	which	PRON
ajis02-424	59	10	is	be	AUX
ajis02-424	59	11	the	the	DET
ajis02-424	59	12	difference	difference	NOUN
ajis02-424	59	13	between	between	ADP
ajis02-424	59	14	the	the	DET
ajis02-424	59	15	desired	desire	VERB
ajis02-424	59	16	response	response	NOUN
ajis02-424	59	17	and	and	CCONJ
ajis02-424	59	18	the	the	DET
ajis02-424	59	19	actual	actual	ADJ
ajis02-424	59	20	response	response	NOUN
ajis02-424	59	21	,	,	PUNCT
ajis02-424	59	22	and	and	CCONJ
ajis02-424	59	23	a	a	DET
ajis02-424	59	24	portion	portion	NOUN
ajis02-424	59	25	of	of	ADP
ajis02-424	59	26	it	it	PRON
ajis02-424	59	27	is	be	AUX
ajis02-424	59	28	propagated	propagate	VERB
ajis02-424	59	29	backward	backward	ADV
ajis02-424	59	30	through	through	ADP
ajis02-424	59	31	the	the	DET
ajis02-424	59	32	network	network	NOUN
ajis02-424	59	33	.	.	PUNCT
ajis02-424	60	1	at	at	ADP
ajis02-424	60	2	each	each	DET
ajis02-424	60	3	neuron	neuron	NOUN
ajis02-424	60	4	in	in	ADP
ajis02-424	60	5	the	the	DET
ajis02-424	60	6	network	network	NOUN
ajis02-424	60	7	the	the	DET
ajis02-424	60	8	error	error	NOUN
ajis02-424	60	9	is	be	AUX
ajis02-424	60	10	used	use	VERB
ajis02-424	60	11	to	to	PART
ajis02-424	60	12	adjust	adjust	VERB
ajis02-424	60	13	weights	weight	NOUN
ajis02-424	60	14	and	and	CCONJ
ajis02-424	60	15	threshold	threshold	NOUN
ajis02-424	60	16	values	value	NOUN
ajis02-424	60	17	of	of	ADP
ajis02-424	60	18	the	the	DET
ajis02-424	60	19	neuron	neuron	NOUN
ajis02-424	60	20	,	,	PUNCT
ajis02-424	60	21	so	so	SCONJ
ajis02-424	60	22	that	that	SCONJ
ajis02-424	60	23	at	at	ADP
ajis02-424	60	24	the	the	DET
ajis02-424	60	25	next	next	ADJ
ajis02-424	60	26	epoch	epoch	NOUN
ajis02-424	60	27	the	the	DET
ajis02-424	60	28	error	error	NOUN
ajis02-424	60	29	in	in	ADP
ajis02-424	60	30	the	the	DET
ajis02-424	60	31	network	network	NOUN
ajis02-424	60	32	response	response	NOUN
ajis02-424	60	33	will	will	AUX
ajis02-424	60	34	be	be	AUX
ajis02-424	60	35	less	less	ADJ
ajis02-424	60	36	for	for	ADP
ajis02-424	60	37	the	the	DET
ajis02-424	60	38	same	same	ADJ
ajis02-424	60	39	inputs	input	NOUN
ajis02-424	60	40	.	.	PUNCT
ajis02-424	61	1	this	this	DET
ajis02-424	61	2	corrective	corrective	ADJ
ajis02-424	61	3	procedure	procedure	NOUN
ajis02-424	61	4	is	be	AUX
ajis02-424	61	5	called	call	VERB
ajis02-424	61	6	backpropagation	backpropagation	NOUN
ajis02-424	61	7	and	and	CCONJ
ajis02-424	61	8	is	be	AUX
ajis02-424	61	9	applied	apply	VERB
ajis02-424	61	10	continuously	continuously	ADV
ajis02-424	61	11	for	for	ADP
ajis02-424	61	12	each	each	DET
ajis02-424	61	13	set	set	NOUN
ajis02-424	61	14	of	of	ADP
ajis02-424	61	15	inputs	input	NOUN
ajis02-424	61	16	or	or	CCONJ
ajis02-424	61	17	training	training	NOUN
ajis02-424	61	18	data	datum	NOUN
ajis02-424	61	19	.	.	PUNCT
ajis02-424	62	1	the	the	DET
ajis02-424	62	2	training	training	NOUN
ajis02-424	62	3	data	datum	NOUN
ajis02-424	62	4	should	should	AUX
ajis02-424	62	5	consist	consist	VERB
ajis02-424	62	6	of	of	ADP
ajis02-424	62	7	as	as	ADV
ajis02-424	62	8	much	much	ADJ
ajis02-424	62	9	relevant	relevant	ADJ
ajis02-424	62	10	data	datum	NOUN
ajis02-424	62	11	as	as	ADP
ajis02-424	62	12	possible	possible	ADJ
ajis02-424	62	13	.	.	PUNCT
ajis02-424	63	1	in	in	ADP
ajis02-424	63	2	practice	practice	NOUN
ajis02-424	63	3	one	one	PRON
ajis02-424	63	4	does	do	AUX
ajis02-424	63	5	not	not	PART
ajis02-424	63	6	usually	usually	ADV
ajis02-424	63	7	have	have	VERB
ajis02-424	63	8	the	the	DET
ajis02-424	63	9	luxury	luxury	NOUN
ajis02-424	63	10	of	of	ADP
ajis02-424	63	11	a	a	DET
ajis02-424	63	12	perfect	perfect	ADJ
ajis02-424	63	13	training	training	NOUN
ajis02-424	63	14	data	datum	NOUN
ajis02-424	63	15	set	set	VERB
ajis02-424	63	16	.	.	PUNCT
ajis02-424	64	1	with	with	ADP
ajis02-424	64	2	limited	limited	ADJ
ajis02-424	64	3	data	datum	NOUN
ajis02-424	64	4	one	one	PRON
ajis02-424	64	5	has	have	VERB
ajis02-424	64	6	to	to	PART
ajis02-424	64	7	consider	consider	VERB
ajis02-424	64	8	the	the	DET
ajis02-424	64	9	trade	trade	NOUN
ajis02-424	64	10	-	-	PUNCT
ajis02-424	64	11	off	off	NOUN
ajis02-424	64	12	between	between	ADP
ajis02-424	64	13	having	have	VERB
ajis02-424	64	14	as	as	ADV
ajis02-424	64	15	large	large	ADJ
ajis02-424	64	16	a	a	DET
ajis02-424	64	17	training	training	NOUN
ajis02-424	64	18	set	set	VERB
ajis02-424	64	19	as	as	ADP
ajis02-424	64	20	possible	possible	ADJ
ajis02-424	64	21	and	and	CCONJ
ajis02-424	64	22	still	still	ADV
ajis02-424	64	23	leaving	leave	VERB
ajis02-424	64	24	sufficient	sufficient	ADJ
ajis02-424	64	25	data	datum	NOUN
ajis02-424	64	26	points	point	NOUN
ajis02-424	64	27	to	to	PART
ajis02-424	64	28	test	test	VERB
ajis02-424	64	29	and	and	CCONJ
ajis02-424	64	30	validate	validate	VERB
ajis02-424	64	31	the	the	DET
ajis02-424	64	32	model	model	NOUN
ajis02-424	64	33	.	.	PUNCT
ajis02-424	65	1	for	for	ADP
ajis02-424	65	2	this	this	DET
ajis02-424	65	3	project	project	NOUN
ajis02-424	65	4	the	the	DET
ajis02-424	65	5	data	datum	NOUN
ajis02-424	65	6	were	be	AUX
ajis02-424	65	7	divided	divide	VERB
ajis02-424	65	8	into	into	ADP
ajis02-424	65	9	three	three	NUM
ajis02-424	65	10	sets	set	NOUN
ajis02-424	65	11	.	.	PUNCT
ajis02-424	66	1	the	the	DET
ajis02-424	66	2	training	training	NOUN
ajis02-424	66	3	set	set	NOUN
ajis02-424	66	4	comprised	comprise	VERB
ajis02-424	66	5	ten	ten	NUM
ajis02-424	66	6	developments	development	NOUN
ajis02-424	66	7	,	,	PUNCT
ajis02-424	66	8	the	the	DET
ajis02-424	66	9	test	test	NOUN
ajis02-424	66	10	set	set	VERB
ajis02-424	66	11	three	three	NUM
ajis02-424	66	12	,	,	PUNCT
ajis02-424	66	13	and	and	CCONJ
ajis02-424	66	14	the	the	DET
ajis02-424	66	15	validation	validation	NOUN
ajis02-424	66	16	set	set	VERB
ajis02-424	66	17	two	two	NUM
ajis02-424	66	18	.	.	PUNCT
ajis02-424	67	1	the	the	DET
ajis02-424	67	2	data	datum	NOUN
ajis02-424	67	3	for	for	ADP
ajis02-424	67	4	each	each	DET
ajis02-424	67	5	category	category	NOUN
ajis02-424	67	6	were	be	AUX
ajis02-424	67	7	randomly	randomly	ADV
ajis02-424	67	8	chosen	choose	VERB
ajis02-424	67	9	,	,	PUNCT
ajis02-424	67	10	except	except	SCONJ
ajis02-424	67	11	that	that	SCONJ
ajis02-424	67	12	the	the	DET
ajis02-424	67	13	data	datum	NOUN
ajis02-424	67	14	in	in	ADP
ajis02-424	67	15	the	the	DET
ajis02-424	67	16	test	test	NOUN
ajis02-424	67	17	and	and	CCONJ
ajis02-424	67	18	validation	validation	NOUN
ajis02-424	67	19	sets	set	NOUN
ajis02-424	67	20	was	be	AUX
ajis02-424	67	21	not	not	PART
ajis02-424	67	22	allowed	allow	VERB
ajis02-424	67	23	to	to	PART
ajis02-424	67	24	be	be	AUX
ajis02-424	67	25	larger	large	ADJ
ajis02-424	67	26	or	or	CCONJ
ajis02-424	67	27	smaller	small	ADJ
ajis02-424	67	28	than	than	ADP
ajis02-424	67	29	the	the	DET
ajis02-424	67	30	largest	large	ADJ
ajis02-424	67	31	and	and	CCONJ
ajis02-424	67	32	smallest	small	ADJ
ajis02-424	67	33	developments	development	NOUN
ajis02-424	67	34	respectively	respectively	ADV
ajis02-424	67	35	in	in	ADP
ajis02-424	67	36	the	the	DET
ajis02-424	67	37	training	training	NOUN
ajis02-424	67	38	set	set	NOUN
ajis02-424	67	39	.	.	PUNCT
ajis02-424	68	1	this	this	PRON
ajis02-424	68	2	was	be	AUX
ajis02-424	68	3	done	do	VERB
ajis02-424	68	4	so	so	SCONJ
ajis02-424	68	5	that	that	SCONJ
ajis02-424	68	6	predictions	prediction	NOUN
ajis02-424	68	7	were	be	AUX
ajis02-424	68	8	not	not	PART
ajis02-424	68	9	made	make	VERB
ajis02-424	68	10	outside	outside	ADP
ajis02-424	68	11	the	the	DET
ajis02-424	68	12	data	data	NOUN
ajis02-424	68	13	range	range	NOUN
ajis02-424	68	14	on	on	ADP
ajis02-424	68	15	which	which	PRON
ajis02-424	68	16	the	the	DET
ajis02-424	68	17	network	network	NOUN
ajis02-424	68	18	had	have	AUX
ajis02-424	68	19	been	be	AUX
ajis02-424	68	20	trained	train	VERB
ajis02-424	68	21	.	.	PUNCT
ajis02-424	69	1	the	the	DET
ajis02-424	69	2	inputs	input	NOUN
ajis02-424	69	3	were	be	AUX
ajis02-424	69	4	unadjusted	unadjuste	VERB
ajis02-424	69	5	function	function	NOUN
ajis02-424	69	6	points	point	NOUN
ajis02-424	69	7	,	,	PUNCT
ajis02-424	69	8	average	average	ADJ
ajis02-424	69	9	development	development	NOUN
ajis02-424	69	10	team	team	NOUN
ajis02-424	69	11	size	size	NOUN
ajis02-424	69	12	,	,	PUNCT
ajis02-424	69	13	systems	system	NOUN
ajis02-424	69	14	analyst	analyst	NOUN
ajis02-424	69	15	capability	capability	NOUN
ajis02-424	69	16	,	,	PUNCT
ajis02-424	69	17	systems	system	NOUN
ajis02-424	69	18	analyst	analyst	NOUN
ajis02-424	69	19	experience	experience	NOUN
ajis02-424	69	20	,	,	PUNCT
ajis02-424	69	21	the	the	DET
ajis02-424	69	22	level	level	NOUN
ajis02-424	69	23	of	of	ADP
ajis02-424	69	24	requirements	requirement	NOUN
ajis02-424	69	25	volatility	volatility	NOUN
ajis02-424	69	26	,	,	PUNCT
ajis02-424	69	27	the	the	DET
ajis02-424	69	28	level	level	NOUN
ajis02-424	69	29	of	of	ADP
ajis02-424	69	30	processing	processing	NOUN
ajis02-424	69	31	89	89	NUM
ajis02-424	69	32	ajis	ajis	ADV
ajis02-424	69	33	complexity	complexity	NOUN
ajis02-424	69	34	,	,	PUNCT
ajis02-424	69	35	whether	whether	SCONJ
ajis02-424	69	36	reusable	reusable	ADJ
ajis02-424	69	37	code	code	NOUN
ajis02-424	69	38	was	be	AUX
ajis02-424	69	39	developed	develop	VERB
ajis02-424	69	40	or	or	CCONJ
ajis02-424	69	41	not	not	PART
ajis02-424	69	42	,	,	PUNCT
ajis02-424	69	43	the	the	DET
ajis02-424	69	44	required	require	VERB
ajis02-424	69	45	processing	processing	NOUN
ajis02-424	69	46	reliability	reliability	NOUN
ajis02-424	69	47	,	,	PUNCT
ajis02-424	69	48	and	and	CCONJ
ajis02-424	69	49	the	the	DET
ajis02-424	69	50	capability	capability	NOUN
ajis02-424	69	51	and	and	CCONJ
ajis02-424	69	52	the	the	DET
ajis02-424	69	53	experience	experience	NOUN
ajis02-424	69	54	of	of	ADP
ajis02-424	69	55	the	the	DET
ajis02-424	69	56	programmer	programmer	NOUN
ajis02-424	69	57	team	team	NOUN
ajis02-424	69	58	.	.	PUNCT
ajis02-424	70	1	all	all	DET
ajis02-424	70	2	the	the	DET
ajis02-424	70	3	inputs	input	NOUN
ajis02-424	70	4	except	except	SCONJ
ajis02-424	70	5	for	for	ADP
ajis02-424	70	6	the	the	DET
ajis02-424	70	7	average	average	ADJ
ajis02-424	70	8	development	development	NOUN
ajis02-424	70	9	team	team	NOUN
ajis02-424	70	10	size	size	NOUN
ajis02-424	70	11	and	and	CCONJ
ajis02-424	70	12	the	the	DET
ajis02-424	70	13	unadjusted	unadjusted	ADJ
ajis02-424	70	14	function	function	NOUN
ajis02-424	70	15	points	point	NOUN
ajis02-424	70	16	reflecting	reflect	VERB
ajis02-424	70	17	the	the	DET
ajis02-424	70	18	system	system	NOUN
ajis02-424	70	19	size	size	NOUN
ajis02-424	70	20	,	,	PUNCT
ajis02-424	70	21	were	be	AUX
ajis02-424	70	22	converted	convert	VERB
ajis02-424	70	23	to	to	ADP
ajis02-424	70	24	a	a	DET
ajis02-424	70	25	binary	binary	ADJ
ajis02-424	70	26	notation	notation	NOUN
ajis02-424	70	27	.	.	PUNCT
ajis02-424	71	1	the	the	DET
ajis02-424	71	2	target	target	NOUN
ajis02-424	71	3	against	against	ADP
ajis02-424	71	4	which	which	PRON
ajis02-424	71	5	the	the	DET
ajis02-424	71	6	network	network	NOUN
ajis02-424	71	7	was	be	AUX
ajis02-424	71	8	trained	train	VERB
ajis02-424	71	9	was	be	AUX
ajis02-424	71	10	the	the	DET
ajis02-424	71	11	development	development	NOUN
ajis02-424	71	12	hours	hour	NOUN
ajis02-424	71	13	of	of	ADP
ajis02-424	71	14	the	the	DET
ajis02-424	71	15	systems	system	NOUN
ajis02-424	71	16	in	in	ADP
ajis02-424	71	17	the	the	DET
ajis02-424	71	18	training	training	NOUN
ajis02-424	71	19	set	set	NOUN
ajis02-424	71	20	.	.	PUNCT
ajis02-424	72	1	the	the	DET
ajis02-424	72	2	accuracy	accuracy	NOUN
ajis02-424	72	3	of	of	ADP
ajis02-424	72	4	the	the	DET
ajis02-424	72	5	development	development	NOUN
ajis02-424	72	6	effort	effort	NOUN
ajis02-424	72	7	estimate	estimate	NOUN
ajis02-424	72	8	was	be	AUX
ajis02-424	72	9	taken	take	VERB
ajis02-424	72	10	as	as	ADP
ajis02-424	72	11	the	the	DET
ajis02-424	72	12	root	root	NOUN
ajis02-424	72	13	mean	mean	VERB
ajis02-424	72	14	square	square	ADJ
ajis02-424	72	15	error	error	NOUN
ajis02-424	72	16	(	(	PUNCT
ajis02-424	72	17	rmse	rmse	NOUN
ajis02-424	72	18	)	)	PUNCT
ajis02-424	72	19	,	,	PUNCT
ajis02-424	72	20	proportionate	proportionate	ADJ
ajis02-424	72	21	to	to	ADP
ajis02-424	72	22	the	the	DET
ajis02-424	72	23	size	size	NOUN
ajis02-424	72	24	range	range	NOUN
ajis02-424	72	25	of	of	ADP
ajis02-424	72	26	the	the	DET
ajis02-424	72	27	systems	system	NOUN
ajis02-424	72	28	in	in	ADP
ajis02-424	72	29	the	the	DET
ajis02-424	72	30	data	datum	NOUN
ajis02-424	72	31	set	set	VERB
ajis02-424	72	32	to	to	PART
ajis02-424	72	33	avoid	avoid	VERB
ajis02-424	72	34	over	over	ADP
ajis02-424	72	35	-	-	PUNCT
ajis02-424	72	36	training	training	NOUN
ajis02-424	72	37	the	the	DET
ajis02-424	72	38	network	network	NOUN
ajis02-424	72	39	,	,	PUNCT
ajis02-424	72	40	the	the	DET
ajis02-424	72	41	dangers	danger	NOUN
ajis02-424	72	42	of	of	ADP
ajis02-424	72	43	which	which	PRON
ajis02-424	72	44	are	be	AUX
ajis02-424	72	45	discussed	discuss	VERB
ajis02-424	72	46	later	later	ADV
ajis02-424	72	47	,	,	PUNCT
ajis02-424	72	48	and	and	CCONJ
ajis02-424	72	49	to	to	PART
ajis02-424	72	50	be	be	AUX
ajis02-424	72	51	able	able	ADJ
ajis02-424	72	52	to	to	PART
ajis02-424	72	53	monitor	monitor	VERB
ajis02-424	72	54	the	the	DET
ajis02-424	72	55	generalisation	generalisation	NOUN
ajis02-424	72	56	capability	capability	NOUN
ajis02-424	72	57	of	of	ADP
ajis02-424	72	58	the	the	DET
ajis02-424	72	59	network	network	NOUN
ajis02-424	72	60	,	,	PUNCT
ajis02-424	72	61	the	the	DET
ajis02-424	72	62	training	training	NOUN
ajis02-424	72	63	error	error	NOUN
ajis02-424	72	64	and	and	CCONJ
ajis02-424	72	65	the	the	DET
ajis02-424	72	66	prediction	prediction	NOUN
ajis02-424	72	67	error	error	NOUN
ajis02-424	72	68	were	be	AUX
ajis02-424	72	69	recorded	record	VERB
ajis02-424	72	70	at	at	ADP
ajis02-424	72	71	100	100	NUM
ajis02-424	72	72	epoch	epoch	NOUN
ajis02-424	72	73	intervals	interval	NOUN
ajis02-424	72	74	.	.	PUNCT
ajis02-424	73	1	as	as	SCONJ
ajis02-424	73	2	the	the	DET
ajis02-424	73	3	initial	initial	NOUN
ajis02-424	73	4	randomly	randomly	ADV
ajis02-424	73	5	generated	generate	VERB
ajis02-424	73	6	starting	start	VERB
ajis02-424	73	7	network	network	NOUN
ajis02-424	73	8	weights	weight	NOUN
ajis02-424	73	9	affect	affect	VERB
ajis02-424	73	10	network	network	NOUN
ajis02-424	73	11	performance	performance	NOUN
ajis02-424	73	12	these	these	PRON
ajis02-424	73	13	were	be	AUX
ajis02-424	73	14	saved	save	VERB
ajis02-424	73	15	,	,	PUNCT
ajis02-424	73	16	and	and	CCONJ
ajis02-424	73	17	the	the	DET
ajis02-424	73	18	network	network	NOUN
ajis02-424	73	19	was	be	AUX
ajis02-424	73	20	then	then	ADV
ajis02-424	73	21	re	re	VERB
ajis02-424	73	22	-	-	VERB
ajis02-424	73	23	run	run	ADJ
ajis02-424	73	24	using	use	VERB
ajis02-424	73	25	the	the	DET
ajis02-424	73	26	same	same	ADJ
ajis02-424	73	27	starting	starting	NOUN
ajis02-424	73	28	weights	weight	NOUN
ajis02-424	73	29	,	,	PUNCT
ajis02-424	73	30	and	and	CCONJ
ajis02-424	73	31	stopped	stop	VERB
ajis02-424	73	32	it	it	PRON
ajis02-424	73	33	when	when	SCONJ
ajis02-424	73	34	it	it	PRON
ajis02-424	73	35	had	have	AUX
ajis02-424	73	36	reached	reach	VERB
ajis02-424	73	37	its	its	PRON
ajis02-424	73	38	minimum	minimum	ADJ
ajis02-424	73	39	prediction	prediction	NOUN
ajis02-424	73	40	error	error	NOUN
ajis02-424	73	41	.	.	PUNCT
ajis02-424	74	1	analysis	analysis	NOUN
ajis02-424	74	2	of	of	ADP
ajis02-424	74	3	data	datum	NOUN
ajis02-424	74	4	network	network	NOUN
ajis02-424	74	5	models	model	NOUN
ajis02-424	74	6	were	be	AUX
ajis02-424	74	7	developed	develop	VERB
ajis02-424	74	8	with	with	ADP
ajis02-424	74	9	various	various	ADJ
ajis02-424	74	10	combinations	combination	NOUN
ajis02-424	74	11	of	of	ADP
ajis02-424	74	12	inputs	input	NOUN
ajis02-424	74	13	selected	select	VERB
ajis02-424	74	14	from	from	ADP
ajis02-424	74	15	the	the	DET
ajis02-424	74	16	attributes	attribute	NOUN
ajis02-424	74	17	mentioned	mention	VERB
ajis02-424	74	18	above	above	ADV
ajis02-424	74	19	.	.	PUNCT
ajis02-424	75	1	the	the	DET
ajis02-424	75	2	results	result	NOUN
ajis02-424	75	3	were	be	AUX
ajis02-424	75	4	not	not	PART
ajis02-424	75	5	particularly	particularly	ADV
ajis02-424	75	6	encouraging	encouraging	ADJ
ajis02-424	75	7	and	and	CCONJ
ajis02-424	75	8	the	the	DET
ajis02-424	75	9	prediction	prediction	NOUN
ajis02-424	75	10	errors	error	NOUN
ajis02-424	75	11	were	be	AUX
ajis02-424	75	12	erratic	erratic	ADJ
ajis02-424	75	13	and	and	CCONJ
ajis02-424	75	14	not	not	PART
ajis02-424	75	15	satisfactory	satisfactory	ADJ
ajis02-424	75	16	.	.	PUNCT
ajis02-424	76	1	an	an	DET
ajis02-424	76	2	examination	examination	NOUN
ajis02-424	76	3	of	of	ADP
ajis02-424	76	4	the	the	DET
ajis02-424	76	5	results	result	NOUN
ajis02-424	76	6	showed	show	VERB
ajis02-424	76	7	that	that	SCONJ
ajis02-424	76	8	the	the	DET
ajis02-424	76	9	network	network	NOUN
ajis02-424	76	10	appeared	appear	VERB
ajis02-424	76	11	to	to	PART
ajis02-424	76	12	consistently	consistently	ADV
ajis02-424	76	13	overestimate	overestimate	VERB
ajis02-424	76	14	the	the	DET
ajis02-424	76	15	size	size	NOUN
ajis02-424	76	16	of	of	ADP
ajis02-424	76	17	the	the	DET
ajis02-424	76	18	very	very	ADV
ajis02-424	76	19	small	small	ADJ
ajis02-424	76	20	systems	system	NOUN
ajis02-424	76	21	,	,	PUNCT
ajis02-424	76	22	as	as	ADV
ajis02-424	76	23	well	well	ADV
ajis02-424	76	24	as	as	ADP
ajis02-424	76	25	to	to	PART
ajis02-424	76	26	consistently	consistently	ADV
ajis02-424	76	27	underestimate	underestimate	VERB
ajis02-424	76	28	the	the	DET
ajis02-424	76	29	size	size	NOUN
ajis02-424	76	30	of	of	ADP
ajis02-424	76	31	the	the	DET
ajis02-424	76	32	very	very	ADV
ajis02-424	76	33	large	large	ADJ
ajis02-424	76	34	systems	system	NOUN
ajis02-424	76	35	.	.	PUNCT
ajis02-424	77	1	for	for	ADP
ajis02-424	77	2	the	the	DET
ajis02-424	77	3	remaining	remain	VERB
ajis02-424	77	4	systems	system	NOUN
ajis02-424	77	5	,	,	PUNCT
ajis02-424	77	6	the	the	DET
ajis02-424	77	7	estimated	estimate	VERB
ajis02-424	77	8	development	development	NOUN
ajis02-424	77	9	effort	effort	NOUN
ajis02-424	77	10	was	be	AUX
ajis02-424	77	11	more	more	ADV
ajis02-424	77	12	accurate	accurate	ADJ
ajis02-424	77	13	.	.	PUNCT
ajis02-424	78	1	network	network	NOUN
ajis02-424	78	2	parameters	parameter	NOUN
ajis02-424	78	3	to	to	PART
ajis02-424	78	4	try	try	VERB
ajis02-424	78	5	and	and	CCONJ
ajis02-424	78	6	improve	improve	VERB
ajis02-424	78	7	the	the	DET
ajis02-424	78	8	network	network	NOUN
ajis02-424	78	9	performance	performance	NOUN
ajis02-424	78	10	,	,	PUNCT
ajis02-424	78	11	the	the	DET
ajis02-424	78	12	learning	learning	NOUN
ajis02-424	78	13	rate	rate	NOUN
ajis02-424	78	14	and	and	CCONJ
ajis02-424	78	15	momentum	momentum	NOUN
ajis02-424	78	16	were	be	AUX
ajis02-424	78	17	varied	varied	ADJ
ajis02-424	78	18	,	,	PUNCT
ajis02-424	78	19	as	as	SCONJ
ajis02-424	78	20	was	be	AUX
ajis02-424	78	21	the	the	DET
ajis02-424	78	22	network	network	NOUN
ajis02-424	78	23	architecture	architecture	NOUN
ajis02-424	78	24	.	.	PUNCT
ajis02-424	79	1	models	model	NOUN
ajis02-424	79	2	with	with	ADP
ajis02-424	79	3	one	one	NUM
ajis02-424	79	4	through	through	ADP
ajis02-424	79	5	to	to	ADP
ajis02-424	79	6	six	six	NUM
ajis02-424	79	7	hidden	hidden	ADJ
ajis02-424	79	8	layers	layer	NOUN
ajis02-424	79	9	were	be	AUX
ajis02-424	79	10	developed	develop	VERB
ajis02-424	79	11	.	.	PUNCT
ajis02-424	80	1	consistently	consistently	ADV
ajis02-424	80	2	the	the	DET
ajis02-424	80	3	models	model	NOUN
ajis02-424	80	4	with	with	ADP
ajis02-424	80	5	just	just	ADV
ajis02-424	80	6	a	a	DET
ajis02-424	80	7	single	single	ADJ
ajis02-424	80	8	hidden	hide	VERB
ajis02-424	80	9	layer	layer	NOUN
ajis02-424	80	10	performed	perform	VERB
ajis02-424	80	11	better	well	ADV
ajis02-424	80	12	,	,	PUNCT
ajis02-424	80	13	while	while	SCONJ
ajis02-424	80	14	the	the	DET
ajis02-424	80	15	models	model	NOUN
ajis02-424	80	16	with	with	ADP
ajis02-424	80	17	multiple	multiple	ADJ
ajis02-424	80	18	hidden	hide	VERB
ajis02-424	80	19	layers	layer	NOUN
ajis02-424	80	20	in	in	ADP
ajis02-424	80	21	many	many	ADJ
ajis02-424	80	22	instances	instance	NOUN
ajis02-424	80	23	did	do	AUX
ajis02-424	80	24	not	not	PART
ajis02-424	80	25	converge	converge	VERB
ajis02-424	80	26	.	.	PUNCT
ajis02-424	81	1	various	various	ADJ
ajis02-424	81	2	activation	activation	NOUN
ajis02-424	81	3	functions	function	NOUN
ajis02-424	81	4	were	be	AUX
ajis02-424	81	5	tried	try	VERB
ajis02-424	81	6	,	,	PUNCT
ajis02-424	81	7	and	and	CCONJ
ajis02-424	81	8	the	the	DET
ajis02-424	81	9	popular	popular	ADJ
ajis02-424	81	10	sigmoid	sigmoid	NOUN
ajis02-424	81	11	function	function	NOUN
ajis02-424	81	12	consistently	consistently	ADV
ajis02-424	81	13	gave	give	VERB
ajis02-424	81	14	the	the	DET
ajis02-424	81	15	best	good	ADJ
ajis02-424	81	16	results	result	NOUN
ajis02-424	81	17	.	.	PUNCT
ajis02-424	82	1	to	to	PART
ajis02-424	82	2	solve	solve	VERB
ajis02-424	82	3	the	the	DET
ajis02-424	82	4	problem	problem	NOUN
ajis02-424	82	5	of	of	ADP
ajis02-424	82	6	the	the	DET
ajis02-424	82	7	network	network	NOUN
ajis02-424	82	8	not	not	PART
ajis02-424	82	9	training	train	VERB
ajis02-424	82	10	and	and	CCONJ
ajis02-424	82	11	predicting	predict	VERB
ajis02-424	82	12	well	well	ADV
ajis02-424	82	13	on	on	ADP
ajis02-424	82	14	such	such	DET
ajis02-424	82	15	a	a	DET
ajis02-424	82	16	large	large	ADJ
ajis02-424	82	17	target	target	NOUN
ajis02-424	82	18	range	range	NOUN
ajis02-424	82	19	,	,	PUNCT
ajis02-424	82	20	the	the	DET
ajis02-424	82	21	natural	natural	ADJ
ajis02-424	82	22	logarithm	logarithm	NOUN
ajis02-424	82	23	of	of	ADP
ajis02-424	82	24	the	the	DET
ajis02-424	82	25	development	development	NOUN
ajis02-424	82	26	hours	hour	NOUN
ajis02-424	82	27	was	be	AUX
ajis02-424	82	28	used	use	VERB
ajis02-424	82	29	.	.	PUNCT
ajis02-424	83	1	this	this	PRON
ajis02-424	83	2	compressed	compress	VERB
ajis02-424	83	3	the	the	DET
ajis02-424	83	4	range	range	NOUN
ajis02-424	83	5	and	and	CCONJ
ajis02-424	83	6	improved	improve	VERB
ajis02-424	83	7	the	the	DET
ajis02-424	83	8	network	network	NOUN
ajis02-424	83	9	performance	performance	NOUN
ajis02-424	83	10	.	.	PUNCT
ajis02-424	84	1	there	there	PRON
ajis02-424	84	2	is	be	VERB
ajis02-424	84	3	no	no	DET
ajis02-424	84	4	clearly	clearly	ADV
ajis02-424	84	5	defined	define	VERB
ajis02-424	84	6	theory	theory	NOUN
ajis02-424	84	7	which	which	PRON
ajis02-424	84	8	allows	allow	VERB
ajis02-424	84	9	for	for	ADP
ajis02-424	84	10	the	the	DET
ajis02-424	84	11	calculation	calculation	NOUN
ajis02-424	84	12	of	of	ADP
ajis02-424	84	13	the	the	DET
ajis02-424	84	14	ideal	ideal	ADJ
ajis02-424	84	15	parameter	parameter	NOUN
ajis02-424	84	16	settings	setting	NOUN
ajis02-424	84	17	and	and	CCONJ
ajis02-424	84	18	as	as	ADP
ajis02-424	84	19	a	a	DET
ajis02-424	84	20	rule	rule	NOUN
ajis02-424	84	21	even	even	ADV
ajis02-424	84	22	slight	slight	ADJ
ajis02-424	84	23	parameter	parameter	NOUN
ajis02-424	84	24	changes	change	NOUN
ajis02-424	84	25	can	can	AUX
ajis02-424	84	26	cause	cause	VERB
ajis02-424	84	27	major	major	ADJ
ajis02-424	84	28	variations	variation	NOUN
ajis02-424	84	29	in	in	ADP
ajis02-424	84	30	the	the	DET
ajis02-424	84	31	behaviour	behaviour	NOUN
ajis02-424	84	32	of	of	ADP
ajis02-424	84	33	almost	almost	ADV
ajis02-424	84	34	all	all	PRON
ajis02-424	84	35	networks	network	NOUN
ajis02-424	84	36	(	(	PUNCT
ajis02-424	84	37	schoneburg	schoneburg	PROPN
ajis02-424	84	38	,	,	PUNCT
ajis02-424	84	39	1990	1990	NUM
ajis02-424	84	40	)	)	PUNCT
ajis02-424	84	41	.	.	PUNCT
ajis02-424	85	1	it	it	PRON
ajis02-424	85	2	is	be	AUX
ajis02-424	85	3	through	through	ADP
ajis02-424	85	4	a	a	DET
ajis02-424	85	5	process	process	NOUN
ajis02-424	85	6	of	of	ADP
ajis02-424	85	7	trial	trial	NOUN
ajis02-424	85	8	and	and	CCONJ
ajis02-424	85	9	error	error	NOUN
ajis02-424	85	10	and	and	CCONJ
ajis02-424	85	11	experience	experience	NOUN
ajis02-424	85	12	that	that	SCONJ
ajis02-424	85	13	settings	setting	NOUN
ajis02-424	85	14	are	be	AUX
ajis02-424	85	15	selected	select	VERB
ajis02-424	85	16	which	which	PRON
ajis02-424	85	17	will	will	AUX
ajis02-424	85	18	result	result	VERB
ajis02-424	85	19	in	in	ADP
ajis02-424	85	20	a	a	DET
ajis02-424	85	21	reduced	reduced	ADJ
ajis02-424	85	22	average	average	ADJ
ajis02-424	85	23	prediction	prediction	NOUN
ajis02-424	85	24	error	error	NOUN
ajis02-424	85	25	.	.	PUNCT
ajis02-424	86	1	the	the	DET
ajis02-424	86	2	settings	setting	NOUN
ajis02-424	86	3	of	of	ADP
ajis02-424	86	4	the	the	DET
ajis02-424	86	5	learning	learning	NOUN
ajis02-424	86	6	rate	rate	NOUN
ajis02-424	86	7	and	and	CCONJ
ajis02-424	86	8	momentum	momentum	NOUN
ajis02-424	86	9	control	control	VERB
ajis02-424	86	10	the	the	DET
ajis02-424	86	11	way	way	NOUN
ajis02-424	86	12	in	in	ADP
ajis02-424	86	13	which	which	PRON
ajis02-424	86	14	the	the	DET
ajis02-424	86	15	error	error	NOUN
ajis02-424	86	16	is	be	AUX
ajis02-424	86	17	used	use	VERB
ajis02-424	86	18	to	to	PART
ajis02-424	86	19	correct	correct	VERB
ajis02-424	86	20	the	the	DET
ajis02-424	86	21	weights	weight	NOUN
ajis02-424	86	22	in	in	ADP
ajis02-424	86	23	the	the	DET
ajis02-424	86	24	neural	neural	ADJ
ajis02-424	86	25	network	network	NOUN
ajis02-424	86	26	for	for	ADP
ajis02-424	86	27	each	each	DET
ajis02-424	86	28	training	training	NOUN
ajis02-424	86	29	case	case	NOUN
ajis02-424	86	30	.	.	PUNCT
ajis02-424	87	1	when	when	SCONJ
ajis02-424	87	2	the	the	DET
ajis02-424	87	3	learning	learning	NOUN
ajis02-424	87	4	rate	rate	NOUN
ajis02-424	87	5	is	be	AUX
ajis02-424	87	6	set	set	VERB
ajis02-424	87	7	to	to	ADP
ajis02-424	87	8	high	high	ADJ
ajis02-424	87	9	values	value	NOUN
ajis02-424	87	10	(	(	PUNCT
ajis02-424	87	11	close	close	ADV
ajis02-424	87	12	to	to	PART
ajis02-424	87	13	1	1	NUM
ajis02-424	87	14	)	)	PUNCT
ajis02-424	87	15	there	there	PRON
ajis02-424	87	16	is	be	VERB
ajis02-424	87	17	the	the	DET
ajis02-424	87	18	possibility	possibility	NOUN
ajis02-424	87	19	of	of	ADP
ajis02-424	87	20	unstable	unstable	ADJ
ajis02-424	87	21	behaviour	behaviour	NOUN
ajis02-424	87	22	,	,	PUNCT
ajis02-424	87	23	as	as	SCONJ
ajis02-424	87	24	evidenced	evidence	VERB
ajis02-424	87	25	by	by	ADP
ajis02-424	87	26	widely	widely	ADV
ajis02-424	87	27	varying	vary	VERB
ajis02-424	87	28	average	average	ADJ
ajis02-424	87	29	error	error	NOUN
ajis02-424	87	30	values	value	NOUN
ajis02-424	87	31	.	.	PUNCT
ajis02-424	88	1	when	when	SCONJ
ajis02-424	88	2	the	the	DET
ajis02-424	88	3	learning	learning	NOUN
ajis02-424	88	4	rate	rate	NOUN
ajis02-424	88	5	is	be	AUX
ajis02-424	88	6	set	set	VERB
ajis02-424	88	7	lower	low	ADJ
ajis02-424	88	8	,	,	PUNCT
ajis02-424	88	9	the	the	DET
ajis02-424	88	10	possibility	possibility	NOUN
ajis02-424	88	11	of	of	ADP
ajis02-424	88	12	unstable	unstable	ADJ
ajis02-424	88	13	behaviour	behaviour	NOUN
ajis02-424	88	14	is	be	AUX
ajis02-424	88	15	reduced	reduce	VERB
ajis02-424	88	16	,	,	PUNCT
ajis02-424	88	17	but	but	CCONJ
ajis02-424	88	18	training	training	NOUN
ajis02-424	88	19	times	time	NOUN
ajis02-424	88	20	are	be	AUX
ajis02-424	88	21	increased	increase	VERB
ajis02-424	88	22	and	and	CCONJ
ajis02-424	88	23	there	there	PRON
ajis02-424	88	24	is	be	VERB
ajis02-424	88	25	a	a	DET
ajis02-424	88	26	greater	great	ADJ
ajis02-424	88	27	probability	probability	NOUN
ajis02-424	88	28	of	of	ADP
ajis02-424	88	29	getting	getting	AUX
ajis02-424	88	30	stuck	stick	VERB
ajis02-424	88	31	in	in	ADP
ajis02-424	88	32	local	local	ADJ
ajis02-424	88	33	error	error	NOUN
ajis02-424	88	34	minima	minima	NOUN
ajis02-424	88	35	.	.	PUNCT
ajis02-424	89	1	the	the	PRON
ajis02-424	89	2	higher	high	ADJ
ajis02-424	89	3	the	the	DET
ajis02-424	89	4	momentum	momentum	NOUN
ajis02-424	89	5	,	,	PUNCT
ajis02-424	89	6	the	the	PRON
ajis02-424	89	7	larger	large	ADJ
ajis02-424	89	8	the	the	DET
ajis02-424	89	9	percentage	percentage	NOUN
ajis02-424	89	10	of	of	ADP
ajis02-424	89	11	previous	previous	ADJ
ajis02-424	89	12	errors	error	NOUN
ajis02-424	89	13	that	that	PRON
ajis02-424	89	14	is	be	AUX
ajis02-424	89	15	applied	apply	VERB
ajis02-424	89	16	to	to	ADP
ajis02-424	89	17	the	the	DET
ajis02-424	89	18	weight	weight	NOUN
ajis02-424	89	19	adjustment	adjustment	NOUN
ajis02-424	89	20	in	in	ADP
ajis02-424	89	21	each	each	DET
ajis02-424	89	22	training	training	NOUN
ajis02-424	89	23	case	case	NOUN
ajis02-424	89	24	.	.	PUNCT
ajis02-424	90	1	for	for	ADP
ajis02-424	90	2	example	example	NOUN
ajis02-424	90	3	,	,	PUNCT
ajis02-424	90	4	when	when	SCONJ
ajis02-424	90	5	the	the	DET
ajis02-424	90	6	momentum	momentum	NOUN
ajis02-424	90	7	is	be	AUX
ajis02-424	90	8	set	set	VERB
ajis02-424	90	9	at	at	ADP
ajis02-424	90	10	0.5	0.5	NUM
ajis02-424	90	11	,	,	PUNCT
ajis02-424	90	12	then	then	ADV
ajis02-424	90	13	so	so	ADV
ajis02-424	90	14	percent	percent	NOUN
ajis02-424	90	15	of	of	ADP
ajis02-424	90	16	the	the	DET
ajis02-424	90	17	weight	weight	NOUN
ajis02-424	90	18	adjustment	adjustment	NOUN
ajis02-424	90	19	will	will	AUX
ajis02-424	90	20	be	be	AUX
ajis02-424	90	21	due	due	ADJ
ajis02-424	90	22	to	to	ADP
ajis02-424	90	23	the	the	DET
ajis02-424	90	24	current	current	ADJ
ajis02-424	90	25	error	error	NOUN
ajis02-424	90	26	and	and	CCONJ
ajis02-424	90	27	so	so	ADV
ajis02-424	90	28	percent	percent	NOUN
ajis02-424	90	29	will	will	AUX
ajis02-424	90	30	be	be	AUX
ajis02-424	90	31	the	the	DET
ajis02-424	90	32	weight	weight	NOUN
ajis02-424	90	33	adjustment	adjustment	NOUN
ajis02-424	90	34	applied	apply	VERB
ajis02-424	90	35	in	in	ADP
ajis02-424	90	36	the	the	DET
ajis02-424	90	37	previous	previous	ADJ
ajis02-424	90	38	case	case	NOUN
ajis02-424	90	39	.	.	PUNCT
ajis02-424	91	1	for	for	ADP
ajis02-424	91	2	this	this	DET
ajis02-424	91	3	set	set	NOUN
ajis02-424	91	4	of	of	ADP
ajis02-424	91	5	data	datum	NOUN
ajis02-424	91	6	a	a	DET
ajis02-424	91	7	learning	learning	NOUN
ajis02-424	91	8	rate	rate	NOUN
ajis02-424	91	9	of	of	ADP
ajis02-424	91	10	0.1	0.1	NUM
ajis02-424	91	11	and	and	CCONJ
ajis02-424	91	12	a	a	DET
ajis02-424	91	13	momentum	momentum	NOUN
ajis02-424	91	14	of	of	ADP
ajis02-424	91	15	0.7	0.7	NUM
ajis02-424	91	16	gave	give	VERB
ajis02-424	91	17	good	good	ADJ
ajis02-424	91	18	results	result	NOUN
ajis02-424	91	19	.	.	PUNCT
ajis02-424	92	1	a	a	DET
ajis02-424	92	2	neural	neural	ADJ
ajis02-424	92	3	network	network	NOUN
ajis02-424	92	4	architecture	architecture	NOUN
ajis02-424	92	5	of	of	ADP
ajis02-424	92	6	a	a	DET
ajis02-424	92	7	single	single	ADJ
ajis02-424	92	8	hidden	hidden	ADJ
ajis02-424	92	9	layer	layer	NOUN
ajis02-424	92	10	using	use	VERB
ajis02-424	92	11	a	a	DET
ajis02-424	92	12	sigmoid	sigmoid	NOUN
ajis02-424	92	13	activation	activation	NOUN
ajis02-424	92	14	function	function	NOUN
ajis02-424	92	15	tended	tend	VERB
ajis02-424	92	16	to	to	PART
ajis02-424	92	17	result	result	VERB
ajis02-424	92	18	in	in	ADP
ajis02-424	92	19	the	the	DET
ajis02-424	92	20	lowest	low	ADJ
ajis02-424	92	21	average	average	ADJ
ajis02-424	92	22	prediction	prediction	NOUN
ajis02-424	92	23	error	error	NOUN
ajis02-424	92	24	.	.	PUNCT
ajis02-424	93	1	the	the	DET
ajis02-424	93	2	best	good	ADJ
ajis02-424	93	3	results	result	NOUN
ajis02-424	93	4	were	be	AUX
ajis02-424	93	5	obtained	obtain	VERB
ajis02-424	93	6	with	with	ADP
ajis02-424	93	7	a	a	DET
ajis02-424	93	8	23	23	NUM
ajis02-424	93	9	-	-	SYM
ajis02-424	93	10	4	4	NUM
ajis02-424	93	11	-	-	SYM
ajis02-424	93	12	1	1	NUM
ajis02-424	93	13	architecture	architecture	NOUN
ajis02-424	93	14	,	,	PUNCT
ajis02-424	93	15	and	and	CCONJ
ajis02-424	93	16	table	table	NOUN
ajis02-424	93	17	2	2	NUM
ajis02-424	93	18	shows	show	VERB
ajis02-424	93	19	the	the	DET
ajis02-424	93	20	results	result	NOUN
ajis02-424	93	21	up	up	ADP
ajis02-424	93	22	to	to	ADP
ajis02-424	93	23	2000	2000	NUM
ajis02-424	93	24	epochs	epoch	NOUN
ajis02-424	93	25	.	.	PUNCT
ajis02-424	94	1	the	the	DET
ajis02-424	94	2	average	average	ADJ
ajis02-424	94	3	training	training	NOUN
ajis02-424	94	4	error	error	NOUN
ajis02-424	94	5	is	be	AUX
ajis02-424	94	6	reduced	reduce	VERB
ajis02-424	94	7	steadily	steadily	ADV
ajis02-424	94	8	as	as	SCONJ
ajis02-424	94	9	the	the	DET
ajis02-424	94	10	network	network	NOUN
ajis02-424	94	11	trains	train	NOUN
ajis02-424	94	12	,	,	PUNCT
ajis02-424	94	13	as	as	SCONJ
ajis02-424	94	14	is	be	AUX
ajis02-424	94	15	the	the	DET
ajis02-424	94	16	prediction	prediction	NOUN
ajis02-424	94	17	error	error	NOUN
ajis02-424	94	18	.	.	PUNCT
ajis02-424	95	1	for	for	ADP
ajis02-424	95	2	this	this	DET
ajis02-424	95	3	network	network	NOUN
ajis02-424	95	4	the	the	DET
ajis02-424	95	5	lowest	low	ADJ
ajis02-424	95	6	average	average	ADJ
ajis02-424	95	7	prediction	prediction	NOUN
ajis02-424	95	8	error	error	NOUN
ajis02-424	95	9	was	be	AUX
ajis02-424	95	10	obtained	obtain	VERB
ajis02-424	95	11	at	at	ADP
ajis02-424	95	12	about	about	ADP
ajis02-424	95	13	2000	2000	NUM
ajis02-424	95	14	iterations	iteration	NOUN
ajis02-424	95	15	.	.	PUNCT
ajis02-424	96	1	with	with	ADP
ajis02-424	96	2	further	further	ADJ
ajis02-424	96	3	training	train	VERB
ajis02-424	96	4	the	the	DET
ajis02-424	96	5	training	training	NOUN
ajis02-424	96	6	error	error	NOUN
ajis02-424	96	7	is	be	AUX
ajis02-424	96	8	further	far	ADV
ajis02-424	96	9	reduced	reduce	VERB
ajis02-424	96	10	,	,	PUNCT
ajis02-424	96	11	but	but	CCONJ
ajis02-424	96	12	the	the	DET
ajis02-424	96	13	network	network	NOUN
ajis02-424	96	14	does	do	AUX
ajis02-424	96	15	not	not	PART
ajis02-424	96	16	generalise	generalise	VERB
ajis02-424	96	17	well	well	ADV
ajis02-424	96	18	,	,	PUNCT
ajis02-424	96	19	and	and	CCONJ
ajis02-424	96	20	from	from	ADP
ajis02-424	96	21	this	this	DET
ajis02-424	96	22	point	point	NOUN
ajis02-424	96	23	the	the	DET
ajis02-424	96	24	average	average	ADJ
ajis02-424	96	25	prediction	prediction	NOUN
ajis02-424	96	26	error	error	NOUN
ajis02-424	96	27	increases	increase	NOUN
ajis02-424	96	28	.	.	PUNCT
ajis02-424	97	1	the	the	DET
ajis02-424	97	2	reason	reason	NOUN
ajis02-424	97	3	for	for	ADP
ajis02-424	97	4	this	this	PRON
ajis02-424	97	5	is	be	AUX
ajis02-424	97	6	that	that	SCONJ
ajis02-424	97	7	the	the	DET
ajis02-424	97	8	network	network	NOUN
ajis02-424	97	9	tends	tend	VERB
ajis02-424	97	10	to	to	PART
ajis02-424	97	11	curve	curve	VERB
ajis02-424	97	12	-	-	PUNCT
ajis02-424	97	13	fit	fit	VERB
ajis02-424	97	14	the	the	DET
ajis02-424	97	15	training	training	NOUN
ajis02-424	97	16	data	datum	NOUN
ajis02-424	97	17	,	,	PUNCT
ajis02-424	97	18	giving	give	VERB
ajis02-424	97	19	a	a	DET
ajis02-424	97	20	low	low	ADJ
ajis02-424	97	21	average	average	ADJ
ajis02-424	97	22	training	training	NOUN
ajis02-424	97	23	error	error	NOUN
ajis02-424	97	24	,	,	PUNCT
ajis02-424	97	25	but	but	CCONJ
ajis02-424	97	26	this	this	PRON
ajis02-424	97	27	then	then	ADV
ajis02-424	97	28	leads	lead	VERB
ajis02-424	97	29	to	to	ADP
ajis02-424	97	30	poor	poor	ADJ
ajis02-424	97	31	generalisation	generalisation	NOUN
ajis02-424	97	32	.	.	PUNCT
ajis02-424	98	1	may	may	AUX
ajis02-424	98	2	1994	1994	NUM
ajis02-424	98	3	90	90	NUM
ajis02-424	98	4	training	training	NOUN
ajis02-424	98	5	iterations	iteration	NOUN
ajis02-424	98	6	100	100	NUM
ajis02-424	98	7	200	200	NUM
ajis02-424	98	8	300	300	NUM
ajis02-424	98	9	400	400	NUM
ajis02-424	98	10	500	500	NUM
ajis02-424	98	11	600	600	NUM
ajis02-424	98	12	700	700	NUM
ajis02-424	98	13	800	800	NUM
ajis02-424	98	14	900	900	NUM
ajis02-424	98	15	1000	1000	NUM
ajis02-424	98	16	1100	1100	NUM
ajis02-424	98	17	1200	1200	NUM
ajis02-424	98	18	1300	1300	NUM
ajis02-424	98	19	1400	1400	NUM
ajis02-424	98	20	1500	1500	NUM
ajis02-424	98	21	1600	1600	NUM
ajis02-424	98	22	1700	1700	NUM
ajis02-424	98	23	1800	1800	NUM
ajis02-424	98	24	1900	1900	NUM
ajis02-424	98	25	2000	2000	NUM
ajis02-424	98	26	results	result	VERB
ajis02-424	98	27	average	average	ADJ
ajis02-424	98	28	err	err	NOUN
ajis02-424	98	29	0.2748	0.2748	NUM
ajis02-424	98	30	0.2060	0.2060	NUM
ajis02-424	98	31	0.1504	0.1504	NUM
ajis02-424	98	32	0.1210	0.1210	NUM
ajis02-424	98	33	0.1063	0.1063	NUM
ajis02-424	98	34	0.0971	0.0971	NUM
ajis02-424	98	35	0.0892	0.0892	NUM
ajis02-424	98	36	0.0820	0.0820	NUM
ajis02-424	98	37	0.0757	0.0757	NUM
ajis02-424	98	38	0.0709	0.0709	NUM
ajis02-424	98	39	0.0673	0.0673	NUM
ajis02-424	98	40	0.0646	0.0646	NUM
ajis02-424	98	41	0.0626	0.0626	NUM
ajis02-424	98	42	0.0609	0.0609	NUM
ajis02-424	98	43	0.0598	0.0598	NUM
ajis02-424	98	44	0.0585	0.0585	NUM
ajis02-424	98	45	0.0576	0.0576	NUM
ajis02-424	98	46	0.0569	0.0569	NUM
ajis02-424	98	47	0.0562	0.0562	NUM
ajis02-424	98	48	0.0556	0.0556	NUM
ajis02-424	98	49	prediction	prediction	NOUN
ajis02-424	98	50	iterations	iteration	NOUN
ajis02-424	98	51	100	100	NUM
ajis02-424	98	52	200	200	NUM
ajis02-424	98	53	300	300	NUM
ajis02-424	98	54	400	400	NUM
ajis02-424	98	55	500	500	NUM
ajis02-424	98	56	600	600	NUM
ajis02-424	98	57	700	700	NUM
ajis02-424	98	58	800	800	NUM
ajis02-424	98	59	900	900	NUM
ajis02-424	98	60	1000	1000	NUM
ajis02-424	98	61	1100	1100	NUM
ajis02-424	98	62	1200	1200	NUM
ajis02-424	98	63	1300	1300	NUM
ajis02-424	98	64	1400	1400	NUM
ajis02-424	98	65	1500	1500	NUM
ajis02-424	98	66	1600	1600	NUM
ajis02-424	98	67	1700	1700	NUM
ajis02-424	98	68	1800	1800	NUM
ajis02-424	98	69	1900	1900	NUM
ajis02-424	98	70	2000	2000	NUM
ajis02-424	98	71	results	result	VERB
ajis02-424	98	72	average	average	ADJ
ajis02-424	98	73	err	err	NOUN
ajis02-424	98	74	0.1548	0.1548	NUM
ajis02-424	98	75	0.1429	0.1429	NUM
ajis02-424	98	76	0.1422	0.1422	NUM
ajis02-424	98	77	0.1413	0.1413	NUM
ajis02-424	98	78	0.1374	0.1374	NUM
ajis02-424	98	79	0.1307	0.1307	NUM
ajis02-424	98	80	0.1205	0.1205	NUM
ajis02-424	98	81	0.1091	0.1091	NUM
ajis02-424	98	82	0.0967	0.0967	NUM
ajis02-424	99	1	0.0865	0.0865	NUM
ajis02-424	99	2	0.0788	0.0788	NUM
ajis02-424	99	3	0.0692	0.0692	NUM
ajis02-424	99	4	0.0589	0.0589	NUM
ajis02-424	99	5	0.0486	0.0486	NUM
ajis02-424	100	1	0.0386	0.0386	NUM
ajis02-424	100	2	0.0315	0.0315	NUM
ajis02-424	100	3	0.0238	0.0238	NUM
ajis02-424	100	4	0.0168	0.0168	NUM
ajis02-424	100	5	0.0129	0.0129	NUM
ajis02-424	100	6	0.0126	0.0126	NUM
ajis02-424	100	7	table	table	NOUN
ajis02-424	100	8	2	2	NUM
ajis02-424	100	9	training	training	NOUN
ajis02-424	100	10	and	and	CCONJ
ajis02-424	100	11	prediction	prediction	NOUN
ajis02-424	100	12	errors	error	NOUN
ajis02-424	100	13	network	network	NOUN
ajis02-424	100	14	performance	performance	NOUN
ajis02-424	100	15	a	a	DET
ajis02-424	100	16	larger	large	ADJ
ajis02-424	100	17	data	datum	NOUN
ajis02-424	100	18	set	set	NOUN
ajis02-424	100	19	would	would	AUX
ajis02-424	100	20	have	have	AUX
ajis02-424	100	21	been	be	AUX
ajis02-424	100	22	preferable	preferable	ADJ
ajis02-424	100	23	,	,	PUNCT
ajis02-424	100	24	but	but	CCONJ
ajis02-424	100	25	this	this	DET
ajis02-424	100	26	type	type	NOUN
ajis02-424	100	27	of	of	ADP
ajis02-424	100	28	information	information	NOUN
ajis02-424	100	29	is	be	AUX
ajis02-424	100	30	difficult	difficult	ADJ
ajis02-424	100	31	to	to	PART
ajis02-424	100	32	gather	gather	VERB
ajis02-424	100	33	.	.	PUNCT
ajis02-424	101	1	other	other	ADJ
ajis02-424	101	2	studies	study	NOUN
ajis02-424	101	3	such	such	ADJ
ajis02-424	101	4	as	as	ADP
ajis02-424	101	5	kemerer	kemerer	NOUN
ajis02-424	101	6	(	(	PUNCT
ajis02-424	101	7	1987	1987	NUM
ajis02-424	101	8	)	)	PUNCT
ajis02-424	101	9	(	(	PUNCT
ajis02-424	101	10	15	15	NUM
ajis02-424	101	11	cases	case	NOUN
ajis02-424	101	12	)	)	PUNCT
ajis02-424	101	13	and	and	CCONJ
ajis02-424	101	14	(	(	PUNCT
ajis02-424	101	15	1993	1993	NUM
ajis02-424	101	16	)	)	PUNCT
ajis02-424	101	17	(	(	PUNCT
ajis02-424	101	18	27	27	NUM
ajis02-424	101	19	cases	case	NOUN
ajis02-424	101	20	)	)	PUNCT
ajis02-424	101	21	are	be	AUX
ajis02-424	101	22	also	also	ADV
ajis02-424	101	23	limited	limit	VERB
ajis02-424	101	24	by	by	ADP
ajis02-424	101	25	data	datum	NOUN
ajis02-424	101	26	availability	availability	NOUN
ajis02-424	101	27	.	.	PUNCT
ajis02-424	102	1	a	a	DET
ajis02-424	102	2	result	result	NOUN
ajis02-424	102	3	of	of	ADP
ajis02-424	102	4	a	a	DET
ajis02-424	102	5	small	small	ADJ
ajis02-424	102	6	data	datum	NOUN
ajis02-424	102	7	set	set	VERB
ajis02-424	102	8	was	be	AUX
ajis02-424	102	9	that	that	SCONJ
ajis02-424	102	10	the	the	DET
ajis02-424	102	11	network	network	NOUN
ajis02-424	102	12	performance	performance	NOUN
ajis02-424	102	13	was	be	AUX
ajis02-424	102	14	significantly	significantly	ADV
ajis02-424	102	15	influenced	influence	VERB
ajis02-424	102	16	by	by	ADP
ajis02-424	102	17	the	the	DET
ajis02-424	102	18	initialisation	initialisation	NOUN
ajis02-424	102	19	weights	weight	NOUN
ajis02-424	102	20	which	which	PRON
ajis02-424	102	21	are	be	AUX
ajis02-424	102	22	randomly	randomly	ADV
ajis02-424	102	23	generated	generate	VERB
ajis02-424	102	24	.	.	PUNCT
ajis02-424	103	1	some	some	DET
ajis02-424	103	2	sets	set	NOUN
ajis02-424	103	3	of	of	ADP
ajis02-424	103	4	initialisation	initialisation	NOUN
ajis02-424	103	5	weights	weight	NOUN
ajis02-424	103	6	resulted	result	VERB
ajis02-424	103	7	in	in	ADP
ajis02-424	103	8	better	well	ADJ
ajis02-424	103	9	convergence	convergence	NOUN
ajis02-424	103	10	and	and	CCONJ
ajis02-424	103	11	a	a	DET
ajis02-424	103	12	reduced	reduced	ADJ
ajis02-424	103	13	average	average	ADJ
ajis02-424	103	14	prediction	prediction	NOUN
ajis02-424	103	15	error	error	NOUN
ajis02-424	103	16	.	.	PUNCT
ajis02-424	104	1	as	as	SCONJ
ajis02-424	104	2	there	there	PRON
ajis02-424	104	3	is	be	VERB
ajis02-424	104	4	currently	currently	ADV
ajis02-424	104	5	no	no	DET
ajis02-424	104	6	known	know	VERB
ajis02-424	104	7	theory	theory	NOUN
ajis02-424	104	8	on	on	ADP
ajis02-424	104	9	the	the	DET
ajis02-424	104	10	allocation	allocation	NOUN
ajis02-424	104	11	of	of	ADP
ajis02-424	104	12	starting	start	VERB
ajis02-424	104	13	weights	weight	NOUN
ajis02-424	104	14	to	to	PART
ajis02-424	104	15	optimise	optimise	VERB
ajis02-424	104	16	the	the	DET
ajis02-424	104	17	network	network	NOUN
ajis02-424	104	18	performance	performance	NOUN
ajis02-424	104	19	,	,	PUNCT
ajis02-424	104	20	and	and	CCONJ
ajis02-424	104	21	these	these	PRON
ajis02-424	104	22	are	be	AUX
ajis02-424	104	23	generated	generate	VERB
ajis02-424	104	24	and	and	CCONJ
ajis02-424	104	25	allocated	allocate	VERB
ajis02-424	104	26	randomly	randomly	ADV
ajis02-424	104	27	,	,	PUNCT
ajis02-424	104	28	it	it	PRON
ajis02-424	104	29	meant	mean	VERB
ajis02-424	104	30	that	that	SCONJ
ajis02-424	104	31	from	from	ADP
ajis02-424	104	32	repeated	repeat	VERB
ajis02-424	104	33	trials	trial	NOUN
ajis02-424	104	34	the	the	DET
ajis02-424	104	35	weight	weight	NOUN
ajis02-424	104	36	set	set	NOUN
ajis02-424	104	37	which	which	PRON
ajis02-424	104	38	resulted	result	VERB
ajis02-424	104	39	in	in	ADP
ajis02-424	104	40	the	the	DET
ajis02-424	104	41	lowest	low	ADJ
ajis02-424	104	42	average	average	ADJ
ajis02-424	104	43	prediction	prediction	NOUN
ajis02-424	104	44	error	error	NOUN
ajis02-424	104	45	was	be	AUX
ajis02-424	104	46	selected	select	VERB
ajis02-424	104	47	.	.	PUNCT
ajis02-424	105	1	the	the	DET
ajis02-424	105	2	results	result	NOUN
ajis02-424	105	3	of	of	ADP
ajis02-424	105	4	the	the	DET
ajis02-424	105	5	network	network	NOUN
ajis02-424	105	6	which	which	PRON
ajis02-424	105	7	gave	give	VERB
ajis02-424	105	8	the	the	DET
ajis02-424	105	9	lowest	low	ADJ
ajis02-424	105	10	average	average	ADJ
ajis02-424	105	11	prediction	prediction	NOUN
ajis02-424	105	12	error	error	NOUN
ajis02-424	105	13	are	be	AUX
ajis02-424	105	14	shown	show	VERB
ajis02-424	105	15	in	in	ADP
ajis02-424	105	16	table	table	NOUN
ajis02-424	105	17	3	3	NUM
ajis02-424	105	18	.	.	PUNCT
ajis02-424	106	1	the	the	DET
ajis02-424	106	2	output	output	NOUN
ajis02-424	106	3	has	have	AUX
ajis02-424	106	4	been	be	AUX
ajis02-424	106	5	normalised	normalise	VERB
ajis02-424	106	6	by	by	ADP
ajis02-424	106	7	converting	convert	VERB
ajis02-424	106	8	it	it	PRON
ajis02-424	106	9	back	back	ADV
ajis02-424	106	10	from	from	ADP
ajis02-424	106	11	the	the	DET
ajis02-424	106	12	natural	natural	ADJ
ajis02-424	106	13	logarithm	logarithm	NOUN
ajis02-424	106	14	and	and	CCONJ
ajis02-424	106	15	then	then	ADV
ajis02-424	106	16	rounding	round	VERB
ajis02-424	106	17	it	it	PRON
ajis02-424	106	18	both	both	PRON
ajis02-424	106	19	tile	tile	VERB
ajis02-424	106	20	actual	actual	ADJ
ajis02-424	106	21	system	system	NOUN
ajis02-424	106	22	size	size	NOUN
ajis02-424	106	23	and	and	CCONJ
ajis02-424	106	24	that	that	PRON
ajis02-424	106	25	predicted	predict	VERB
ajis02-424	106	26	by	by	ADP
ajis02-424	106	27	the	the	DET
ajis02-424	106	28	artificial	artificial	ADJ
ajis02-424	106	29	neural	neural	ADJ
ajis02-424	106	30	network	network	NOUN
ajis02-424	106	31	are	be	AUX
ajis02-424	106	32	shown	show	VERB
ajis02-424	106	33	.	.	PUNCT
ajis02-424	107	1	the	the	DET
ajis02-424	107	2	first	first	ADJ
ajis02-424	107	3	ten	ten	NUM
ajis02-424	107	4	data	data	NOUN
ajis02-424	107	5	sets	set	NOUN
ajis02-424	107	6	comprise	comprise	VERB
ajis02-424	107	7	the	the	DET
ajis02-424	107	8	training	training	NOUN
ajis02-424	107	9	set	set	VERB
ajis02-424	107	10	the	the	DET
ajis02-424	107	11	next	next	ADJ
ajis02-424	107	12	three	three	NUM
ajis02-424	107	13	comprise	comprise	NOUN
ajis02-424	107	14	the	the	DET
ajis02-424	107	15	test	test	NOUN
ajis02-424	107	16	set	set	NOUN
ajis02-424	107	17	,	,	PUNCT
ajis02-424	107	18	and	and	CCONJ
ajis02-424	107	19	the	the	DET
ajis02-424	107	20	final	final	ADJ
ajis02-424	107	21	two	two	NUM
ajis02-424	107	22	the	the	DET
ajis02-424	107	23	validation	validation	NOUN
ajis02-424	107	24	set	set	VERB
ajis02-424	107	25	the	the	DET
ajis02-424	107	26	error	error	NOUN
ajis02-424	107	27	in	in	ADP
ajis02-424	107	28	the	the	DET
ajis02-424	107	29	training	training	NOUN
ajis02-424	107	30	set	set	NOUN
ajis02-424	107	31	is	be	AUX
ajis02-424	107	32	not	not	PART
ajis02-424	107	33	important	important	ADJ
ajis02-424	107	34	as	as	SCONJ
ajis02-424	107	35	mentioned	mention	VERB
ajis02-424	107	36	above	above	ADV
ajis02-424	107	37	,	,	PUNCT
ajis02-424	107	38	by	by	ADP
ajis02-424	107	39	training	train	VERB
ajis02-424	107	40	the	the	DET
ajis02-424	107	41	network	network	NOUN
ajis02-424	107	42	further	far	ADV
ajis02-424	107	43	,	,	PUNCT
ajis02-424	107	44	this	this	DET
ajis02-424	107	45	error	error	NOUN
ajis02-424	107	46	could	could	AUX
ajis02-424	107	47	be	be	AUX
ajis02-424	107	48	further	far	ADV
ajis02-424	107	49	reduced	reduce	VERB
ajis02-424	107	50	,	,	PUNCT
ajis02-424	107	51	but	but	CCONJ
ajis02-424	107	52	this	this	PRON
ajis02-424	107	53	would	would	AUX
ajis02-424	107	54	have	have	AUX
ajis02-424	107	55	degraded	degrade	VERB
ajis02-424	107	56	the	the	DET
ajis02-424	107	57	model	model	NOUN
ajis02-424	107	58	's	's	PART
ajis02-424	107	59	generalisation	generalisation	NOUN
ajis02-424	107	60	ability	ability	NOUN
ajis02-424	107	61	,	,	PUNCT
ajis02-424	107	62	resulting	result	VERB
ajis02-424	107	63	in	in	ADP
ajis02-424	107	64	an	an	DET
ajis02-424	107	65	increased	increase	VERB
ajis02-424	107	66	prediction	prediction	NOUN
ajis02-424	107	67	error	error	NOUN
ajis02-424	107	68	.	.	PUNCT
ajis02-424	108	1	examining	examine	VERB
ajis02-424	108	2	the	the	DET
ajis02-424	108	3	results	result	NOUN
ajis02-424	108	4	in	in	ADP
ajis02-424	108	5	table	table	NOUN
ajis02-424	108	6	3	3	NUM
ajis02-424	108	7	reveals	reveal	VERB
ajis02-424	108	8	that	that	SCONJ
ajis02-424	108	9	neither	neither	CCONJ
ajis02-424	108	10	the	the	DET
ajis02-424	108	11	very	very	ADV
ajis02-424	108	12	smallest	small	ADJ
ajis02-424	108	13	,	,	PUNCT
ajis02-424	108	14	nor	nor	CCONJ
ajis02-424	108	15	the	the	DET
ajis02-424	108	16	largest	large	ADJ
ajis02-424	108	17	systems	system	NOUN
ajis02-424	108	18	were	be	AUX
ajis02-424	108	19	included	include	VERB
ajis02-424	108	20	in	in	ADP
ajis02-424	108	21	the	the	DET
ajis02-424	108	22	testing	testing	NOUN
ajis02-424	108	23	and	and	CCONJ
ajis02-424	108	24	validation	validation	NOUN
ajis02-424	108	25	set	set	NOUN
ajis02-424	108	26	,	,	PUNCT
ajis02-424	108	27	as	as	SCONJ
ajis02-424	108	28	this	this	PRON
ajis02-424	108	29	would	would	AUX
ajis02-424	108	30	have	have	AUX
ajis02-424	108	31	meant	mean	VERB
ajis02-424	108	32	that	that	SCONJ
ajis02-424	108	33	they	they	PRON
ajis02-424	108	34	would	would	AUX
ajis02-424	108	35	have	have	AUX
ajis02-424	108	36	been	be	AUX
ajis02-424	108	37	excluded	exclude	VERB
ajis02-424	108	38	from	from	ADP
ajis02-424	108	39	the	the	DET
ajis02-424	108	40	training	training	NOUN
ajis02-424	108	41	set	set	NOUN
ajis02-424	108	42	,	,	PUNCT
ajis02-424	108	43	and	and	CCONJ
ajis02-424	108	44	would	would	AUX
ajis02-424	108	45	have	have	AUX
ajis02-424	108	46	resulted	result	VERB
ajis02-424	108	47	in	in	ADP
ajis02-424	108	48	having	have	VERB
ajis02-424	108	49	to	to	PART
ajis02-424	108	50	predict	predict	VERB
ajis02-424	108	51	outside	outside	ADP
ajis02-424	108	52	this	this	DET
ajis02-424	108	53	range	range	NOUN
ajis02-424	108	54	.	.	PUNCT
ajis02-424	109	1	training	training	NOUN
ajis02-424	109	2	was	be	AUX
ajis02-424	109	3	stopped	stop	VERB
ajis02-424	109	4	when	when	SCONJ
ajis02-424	109	5	the	the	DET
ajis02-424	109	6	prediction	prediction	NOUN
ajis02-424	109	7	error	error	NOUN
ajis02-424	109	8	was	be	AUX
ajis02-424	109	9	at	at	ADP
ajis02-424	109	10	its	its	PRON
ajis02-424	109	11	lowest	low	ADJ
ajis02-424	109	12	the	the	DET
ajis02-424	109	13	prediction	prediction	NOUN
ajis02-424	109	14	capability	capability	NOUN
ajis02-424	109	15	of	of	ADP
ajis02-424	109	16	a	a	DET
ajis02-424	109	17	network	network	NOUN
ajis02-424	109	18	is	be	AUX
ajis02-424	109	19	judged	judge	VERB
ajis02-424	109	20	by	by	ADP
ajis02-424	109	21	the	the	DET
ajis02-424	109	22	test	test	NOUN
ajis02-424	109	23	and	and	CCONJ
ajis02-424	109	24	validation	validation	NOUN
ajis02-424	109	25	sets	set	NOUN
ajis02-424	109	26	.	.	PUNCT
ajis02-424	110	1	the	the	DET
ajis02-424	110	2	three	three	NUM
ajis02-424	110	3	systems	system	NOUN
ajis02-424	110	4	in	in	ADP
ajis02-424	110	5	the	the	DET
ajis02-424	110	6	test	test	NOUN
ajis02-424	110	7	set	set	NOUN
ajis02-424	110	8	took	take	VERB
ajis02-424	110	9	100	100	NUM
ajis02-424	110	10	,	,	PUNCT
ajis02-424	110	11	1200	1200	NUM
ajis02-424	110	12	and	and	CCONJ
ajis02-424	110	13	4864	4864	NUM
ajis02-424	110	14	person	person	NOUN
ajis02-424	110	15	-	-	PUNCT
ajis02-424	110	16	hours	hour	NOUN
ajis02-424	110	17	to	to	PART
ajis02-424	110	18	develop	develop	VERB
ajis02-424	110	19	.	.	PUNCT
ajis02-424	111	1	the	the	DET
ajis02-424	111	2	model	model	NOUN
ajis02-424	111	3	predicted	predict	VERB
ajis02-424	111	4	89	89	NUM
ajis02-424	111	5	,	,	PUNCT
ajis02-424	111	6	1184	1184	NUM
ajis02-424	111	7	and	and	CCONJ
ajis02-424	111	8	4429	4429	NUM
ajis02-424	111	9	for	for	ADP
ajis02-424	111	10	the	the	DET
ajis02-424	111	11	three	three	NUM
ajis02-424	111	12	systems	system	NOUN
ajis02-424	111	13	respectively	respectively	ADV
ajis02-424	111	14	,	,	PUNCT
ajis02-424	111	15	resulting	result	VERB
ajis02-424	111	16	in	in	ADP
ajis02-424	111	17	error	error	NOUN
ajis02-424	111	18	predictions	prediction	NOUN
ajis02-424	111	19	of	of	ADP
ajis02-424	111	20	11.1	11.1	NUM
ajis02-424	111	21	%	%	NOUN
ajis02-424	111	22	,	,	PUNCT
ajis02-424	111	23	1.3	1.3	NUM
ajis02-424	111	24	%	%	NOUN
ajis02-424	111	25	and	and	CCONJ
ajis02-424	111	26	9.0%a	9.0%a	NUM
ajis02-424	111	27	91	91	NUM
ajis02-424	111	28	ajis	ajis	NOUN
ajis02-424	111	29	4gl	4gl	PROPN
ajis02-424	111	30	system	system	NOUN
ajis02-424	111	31	1	1	NUM
ajis02-424	111	32	2	2	NUM
ajis02-424	111	33	3	3	NUM
ajis02-424	111	34	4	4	NUM
ajis02-424	111	35	5	5	NUM
ajis02-424	111	36	6	6	NUM
ajis02-424	111	37	7	7	NUM
ajis02-424	111	38	8	8	NUM
ajis02-424	111	39	9	9	NUM
ajis02-424	111	40	10	10	NUM
ajis02-424	111	41	11	11	NUM
ajis02-424	111	42	12	12	NUM
ajis02-424	111	43	13	13	NUM
ajis02-424	111	44	14	14	NUM
ajis02-424	111	45	15	15	NUM
ajis02-424	111	46	table	table	NOUN
ajis02-424	111	47	3	3	NUM
ajis02-424	111	48	actual	actual	ADJ
ajis02-424	111	49	development	development	NOUN
ajis02-424	111	50	hours	hour	NOUN
ajis02-424	111	51	5027	5027	NUM
ajis02-424	111	52	1680	1680	NUM
ajis02-424	111	53	13300	13300	NUM
ajis02-424	111	54	98	98	NUM
ajis02-424	111	55	588	588	NUM
ajis02-424	111	56	450	450	NUM
ajis02-424	111	57	40	40	NUM
ajis02-424	111	58	81270	81270	NUM
ajis02-424	111	59	35000	35000	NUM
ajis02-424	111	60	240	240	NUM
ajis02-424	111	61	100	100	NUM
ajis02-424	111	62	4864	4864	NUM
ajis02-424	111	63	1200	1200	NUM
ajis02-424	111	64	2500	2500	NUM
ajis02-424	111	65	1400	1400	NUM
ajis02-424	111	66	prediction	prediction	NOUN
ajis02-424	111	67	results	result	NOUN
ajis02-424	111	68	estimated	estimate	VERB
ajis02-424	111	69	development	development	NOUN
ajis02-424	111	70	hours	hour	NOUN
ajis02-424	111	71	5015	5015	NUM
ajis02-424	111	72	1652	1652	NUM
ajis02-424	111	73	13085	13085	NUM
ajis02-424	111	74	269	269	NUM
ajis02-424	111	75	377	377	NUM
ajis02-424	111	76	262	262	NUM
ajis02-424	111	77	62	62	NUM
ajis02-424	111	78	62236	62236	NUM
ajis02-424	111	79	34832	34832	NUM
ajis02-424	111	80	240	240	NUM
ajis02-424	111	81	89	89	NUM
ajis02-424	111	82	4429	4429	NUM
ajis02-424	111	83	1	1	NUM
ajis02-424	111	84	184	184	NUM
ajis02-424	111	85	2144	2144	NUM
ajis02-424	111	86	1396	1396	NUM
ajis02-424	112	1	percentage	percentage	NOUN
ajis02-424	112	2	error	error	NOUN
ajis02-424	112	3	-0.24	-0.24	NOUN
ajis02-424	112	4	%	%	NOUN
ajis02-424	112	5	-1.68	-1.68	NOUN
ajis02-424	112	6	%	%	NOUN
ajis02-424	112	7	-1.62	-1.62	ADJ
ajis02-424	112	8	%	%	NOUN
ajis02-424	112	9	174.41	174.41	NUM
ajis02-424	112	10	%	%	NOUN
ajis02-424	112	11	-35.89	-35.89	NUM
ajis02-424	112	12	%	%	NOUN
ajis02-424	112	13	-41.69	-41.69	ADJ
ajis02-424	112	14	%	%	NOUN
ajis02-424	112	15	55.42	55.42	NUM
ajis02-424	112	16	%	%	NOUN
ajis02-424	112	17	-23.42	-23.42	PUNCT
ajis02-424	112	18	%	%	NOUN
ajis02-424	112	19	-0.48	-0.48	NOUN
ajis02-424	112	20	%	%	NOUN
ajis02-424	112	21	0.11	0.11	NUM
ajis02-424	112	22	%	%	NOUN
ajis02-424	112	23	-11.08	-11.08	ADJ
ajis02-424	112	24	%	%	NOUN
ajis02-424	112	25	-8.95	-8.95	NOUN
ajis02-424	112	26	%	%	NOUN
ajis02-424	112	27	-1.30	-1.30	PUNCT
ajis02-424	112	28	%	%	NOUN
ajis02-424	112	29	-14.24	-14.24	NOUN
ajis02-424	112	30	%	%	NOUN
ajis02-424	112	31	-0.27	-0.27	ADJ
ajis02-424	112	32	%	%	NOUN
ajis02-424	112	33	category	category	NOUN
ajis02-424	112	34	training	training	NOUN
ajis02-424	112	35	training	training	NOUN
ajis02-424	112	36	training	training	NOUN
ajis02-424	112	37	training	training	NOUN
ajis02-424	112	38	training	training	NOUN
ajis02-424	112	39	training	training	NOUN
ajis02-424	112	40	training	training	NOUN
ajis02-424	112	41	training	training	NOUN
ajis02-424	112	42	training	training	NOUN
ajis02-424	112	43	training	training	NOUN
ajis02-424	112	44	test	test	NOUN
ajis02-424	112	45	test	test	NOUN
ajis02-424	112	46	test	test	NOUN
ajis02-424	112	47	validation	validation	NOUN
ajis02-424	112	48	validation	validation	NOUN
ajis02-424	112	49	the	the	DET
ajis02-424	112	50	two	two	NUM
ajis02-424	112	51	systems	system	NOUN
ajis02-424	112	52	in	in	ADP
ajis02-424	112	53	the	the	DET
ajis02-424	112	54	validation	validation	NOUN
ajis02-424	112	55	set	set	NOUN
ajis02-424	112	56	required	require	VERB
ajis02-424	112	57	1400	1400	NUM
ajis02-424	112	58	and	and	CCONJ
ajis02-424	112	59	2500	2500	NUM
ajis02-424	112	60	person	person	NOUN
ajis02-424	112	61	hours	hour	NOUN
ajis02-424	112	62	to	to	PART
ajis02-424	112	63	develop	develop	VERB
ajis02-424	112	64	.	.	PUNCT
ajis02-424	113	1	the	the	DET
ajis02-424	113	2	prediction	prediction	NOUN
ajis02-424	113	3	for	for	ADP
ajis02-424	113	4	the	the	DET
ajis02-424	113	5	smaller	small	ADJ
ajis02-424	113	6	system	system	NOUN
ajis02-424	113	7	was	be	AUX
ajis02-424	113	8	1396	1396	NUM
ajis02-424	113	9	person	person	NOUN
ajis02-424	113	10	-	-	PUNCT
ajis02-424	113	11	hours	hour	NOUN
ajis02-424	113	12	,	,	PUNCT
ajis02-424	113	13	which	which	PRON
ajis02-424	113	14	is	be	AUX
ajis02-424	113	15	within	within	ADP
ajis02-424	113	16	1	1	NUM
ajis02-424	113	17	%	%	NOUN
ajis02-424	113	18	of	of	ADP
ajis02-424	113	19	the	the	DET
ajis02-424	113	20	actual	actual	ADJ
ajis02-424	113	21	development	development	NOUN
ajis02-424	113	22	time	time	NOUN
ajis02-424	113	23	.	.	PUNCT
ajis02-424	114	1	for	for	ADP
ajis02-424	114	2	the	the	DET
ajis02-424	114	3	other	other	ADJ
ajis02-424	114	4	system	system	NOUN
ajis02-424	114	5	the	the	DET
ajis02-424	114	6	error	error	NOUN
ajis02-424	114	7	was	be	AUX
ajis02-424	114	8	14.2	14.2	NUM
ajis02-424	114	9	%	%	NOUN
ajis02-424	114	10	.	.	PUNCT
ajis02-424	115	1	discussion	discussion	NOUN
ajis02-424	115	2	within	within	ADP
ajis02-424	115	3	the	the	DET
ajis02-424	115	4	limited	limited	ADJ
ajis02-424	115	5	data	datum	NOUN
ajis02-424	115	6	set	set	VERB
ajis02-424	115	7	,	,	PUNCT
ajis02-424	115	8	backpropagation	backpropagation	NOUN
ajis02-424	115	9	artificial	artificial	ADJ
ajis02-424	115	10	neural	neural	ADJ
ajis02-424	115	11	networks	network	NOUN
ajis02-424	115	12	appear	appear	VERB
ajis02-424	115	13	to	to	PART
ajis02-424	115	14	indicate	indicate	VERB
ajis02-424	115	15	the	the	DET
ajis02-424	115	16	potential	potential	NOUN
ajis02-424	115	17	to	to	PART
ajis02-424	115	18	be	be	AUX
ajis02-424	115	19	developed	develop	VERB
ajis02-424	115	20	into	into	ADP
ajis02-424	115	21	good	good	ADJ
ajis02-424	115	22	software	software	NOUN
ajis02-424	115	23	size	size	NOUN
ajis02-424	115	24	estimation	estimation	NOUN
ajis02-424	115	25	models	model	NOUN
ajis02-424	115	26	.	.	PUNCT
ajis02-424	116	1	in	in	ADP
ajis02-424	116	2	examining	examine	VERB
ajis02-424	116	3	the	the	DET
ajis02-424	116	4	model	model	NOUN
ajis02-424	116	5	's	's	PART
ajis02-424	116	6	performance	performance	NOUN
ajis02-424	116	7	the	the	DET
ajis02-424	116	8	following	follow	VERB
ajis02-424	116	9	factors	factor	NOUN
ajis02-424	116	10	need	need	VERB
ajis02-424	116	11	to	to	PART
ajis02-424	116	12	be	be	AUX
ajis02-424	116	13	considered	consider	VERB
ajis02-424	116	14	:	:	PUNCT
ajis02-424	116	15	1	1	X
ajis02-424	116	16	.	.	X
ajis02-424	117	1	these	these	DET
ajis02-424	117	2	systems	system	NOUN
ajis02-424	117	3	were	be	AUX
ajis02-424	117	4	developed	develop	VERB
ajis02-424	117	5	in	in	ADP
ajis02-424	117	6	an	an	DET
ajis02-424	117	7	uncontrolled	uncontrolled	ADJ
ajis02-424	117	8	and	and	CCONJ
ajis02-424	117	9	natural	natural	ADJ
ajis02-424	117	10	(	(	PUNCT
ajis02-424	117	11	not	not	PART
ajis02-424	117	12	artificial	artificial	ADJ
ajis02-424	117	13	)	)	PUNCT
ajis02-424	117	14	environment	environment	NOUN
ajis02-424	117	15	only	only	ADV
ajis02-424	117	16	the	the	DET
ajis02-424	117	17	data	datum	NOUN
ajis02-424	117	18	was	be	AUX
ajis02-424	117	19	gathered	gather	VERB
ajis02-424	117	20	and	and	CCONJ
ajis02-424	117	21	there	there	PRON
ajis02-424	117	22	was	be	VERB
ajis02-424	117	23	no	no	DET
ajis02-424	117	24	control	control	NOUN
ajis02-424	117	25	over	over	ADP
ajis02-424	117	26	the	the	DET
ajis02-424	117	27	development	development	NOUN
ajis02-424	117	28	environment	environment	NOUN
ajis02-424	117	29	.	.	PUNCT
ajis02-424	118	1	2	2	X
ajis02-424	118	2	.	.	X
ajis02-424	118	3	the	the	DET
ajis02-424	118	4	software	software	NOUN
ajis02-424	118	5	development	development	NOUN
ajis02-424	118	6	environment	environment	NOUN
ajis02-424	118	7	is	be	AUX
ajis02-424	118	8	complex	complex	ADJ
ajis02-424	118	9	,	,	PUNCT
ajis02-424	118	10	with	with	ADP
ajis02-424	118	11	many	many	ADJ
ajis02-424	118	12	and	and	CCONJ
ajis02-424	118	13	often	often	ADV
ajis02-424	118	14	interrelated	interrelated	ADJ
ajis02-424	118	15	factors	factor	NOUN
ajis02-424	118	16	affecting	affect	VERB
ajis02-424	118	17	development	development	NOUN
ajis02-424	118	18	effort	effort	NOUN
ajis02-424	118	19	.	.	PUNCT
ajis02-424	119	1	currently	currently	ADV
ajis02-424	119	2	available	available	ADJ
ajis02-424	119	3	size	size	NOUN
ajis02-424	119	4	estimation	estimation	NOUN
ajis02-424	119	5	models	model	NOUN
ajis02-424	119	6	have	have	AUX
ajis02-424	119	7	on	on	ADP
ajis02-424	119	8	occasions	occasion	NOUN
ajis02-424	119	9	not	not	PART
ajis02-424	119	10	performed	perform	VERB
ajis02-424	119	11	well	well	ADV
ajis02-424	119	12	when	when	SCONJ
ajis02-424	119	13	applied	apply	VERB
ajis02-424	119	14	to	to	ADP
ajis02-424	119	15	systems	system	NOUN
ajis02-424	119	16	which	which	PRON
ajis02-424	119	17	were	be	AUX
ajis02-424	119	18	developed	develop	VERB
ajis02-424	119	19	outside	outside	ADP
ajis02-424	119	20	of	of	ADP
ajis02-424	119	21	a	a	DET
ajis02-424	119	22	strictly	strictly	ADV
ajis02-424	119	23	controlled	control	VERB
ajis02-424	119	24	environment	environment	NOUN
ajis02-424	119	25	(	(	PUNCT
ajis02-424	119	26	ferens	ferens	PROPN
ajis02-424	119	27	&	&	CCONJ
ajis02-424	119	28	guraer	guraer	NOUN
ajis02-424	119	29	,	,	PUNCT
ajis02-424	119	30	1992	1992	NUM
ajis02-424	119	31	;	;	PUNCT
ajis02-424	119	32	kemerer	kemer	ADJ
ajis02-424	119	33	,	,	PUNCT
ajis02-424	119	34	1987	1987	NUM
ajis02-424	119	35	;	;	PUNCT
ajis02-424	119	36	mukhopadhyay	mukhopadhyay	NOUN
ajis02-424	119	37	et	et	PROPN
ajis02-424	119	38	al	al	PROPN
ajis02-424	119	39	,	,	PUNCT
ajis02-424	119	40	1992	1992	NUM
ajis02-424	119	41	)	)	PUNCT
ajis02-424	119	42	.	.	PUNCT
ajis02-424	120	1	3	3	X
ajis02-424	120	2	.	.	X
ajis02-424	120	3	the	the	DET
ajis02-424	120	4	range	range	NOUN
ajis02-424	120	5	of	of	ADP
ajis02-424	120	6	the	the	DET
ajis02-424	120	7	system	system	NOUN
ajis02-424	120	8	sizes	size	NOUN
ajis02-424	120	9	is	be	AUX
ajis02-424	120	10	large	large	ADJ
ajis02-424	120	11	,	,	PUNCT
ajis02-424	120	12	as	as	SCONJ
ajis02-424	120	13	is	be	AUX
ajis02-424	120	14	the	the	DET
ajis02-424	120	15	variation	variation	NOUN
ajis02-424	120	16	in	in	ADP
ajis02-424	120	17	productivity	productivity	NOUN
ajis02-424	120	18	.	.	PUNCT
ajis02-424	121	1	despite	despite	SCONJ
ajis02-424	121	2	these	these	DET
ajis02-424	121	3	difficulties	difficulty	NOUN
ajis02-424	121	4	the	the	DET
ajis02-424	121	5	models	model	NOUN
ajis02-424	121	6	performed	perform	VERB
ajis02-424	121	7	well	well	ADV
ajis02-424	121	8	in	in	ADP
ajis02-424	121	9	terms	term	NOUN
ajis02-424	121	10	of	of	ADP
ajis02-424	121	11	current	current	ADJ
ajis02-424	121	12	level	level	NOUN
ajis02-424	121	13	of	of	ADP
ajis02-424	121	14	prediction	prediction	NOUN
ajis02-424	121	15	accuracy	accuracy	NOUN
ajis02-424	121	16	(	(	PUNCT
ajis02-424	121	17	ferens	feren	NOUN
ajis02-424	121	18	&	&	CCONJ
ajis02-424	121	19	gumer	gumer	NOUN
ajis02-424	121	20	,	,	PUNCT
ajis02-424	121	21	1992	1992	NUM
ajis02-424	121	22	;	;	PUNCT
ajis02-424	121	23	kemerer	kemer	ADJ
ajis02-424	121	24	,	,	PUNCT
ajis02-424	121	25	1987	1987	NUM
ajis02-424	121	26	;	;	PUNCT
ajis02-424	121	27	mukhopadhyay	mukhopadhyay	NOUN
ajis02-424	121	28	et	et	PROPN
ajis02-424	121	29	al	al	PROPN
ajis02-424	121	30	,	,	PUNCT
ajis02-424	121	31	1992	1992	NUM
ajis02-424	121	32	)	)	PUNCT
ajis02-424	121	33	4	4	NUM
ajis02-424	121	34	.	.	PUNCT
ajis02-424	121	35	the	the	DET
ajis02-424	121	36	research	research	NOUN
ajis02-424	121	37	experience	experience	NOUN
ajis02-424	121	38	with	with	ADP
ajis02-424	121	39	the	the	DET
ajis02-424	121	40	small	small	ADJ
ajis02-424	121	41	data	datum	NOUN
ajis02-424	121	42	set	set	VERB
ajis02-424	121	43	highlighted	highlight	VERB
ajis02-424	121	44	the	the	DET
ajis02-424	121	45	importance	importance	NOUN
ajis02-424	121	46	of	of	ADP
ajis02-424	121	47	the	the	DET
ajis02-424	121	48	initial	initial	ADJ
ajis02-424	121	49	weights	weight	NOUN
ajis02-424	121	50	allocated	allocate	VERB
ajis02-424	121	51	to	to	ADP
ajis02-424	121	52	the	the	DET
ajis02-424	121	53	network	network	NOUN
ajis02-424	121	54	weight	weight	NOUN
ajis02-424	121	55	space	space	NOUN
ajis02-424	121	56	.	.	PUNCT
ajis02-424	122	1	this	this	PRON
ajis02-424	122	2	makes	make	VERB
ajis02-424	122	3	the	the	DET
ajis02-424	122	4	model	model	NOUN
ajis02-424	122	5	development	development	NOUN
ajis02-424	122	6	more	more	ADV
ajis02-424	122	7	difficult	difficult	ADJ
ajis02-424	122	8	.	.	PUNCT
ajis02-424	123	1	additional	additional	ADJ
ajis02-424	123	2	data	datum	NOUN
ajis02-424	123	3	,	,	PUNCT
ajis02-424	123	4	which	which	PRON
ajis02-424	123	5	is	be	AUX
ajis02-424	123	6	difficult	difficult	ADJ
ajis02-424	123	7	to	to	PART
ajis02-424	123	8	obtain	obtain	VERB
ajis02-424	123	9	in	in	ADP
ajis02-424	123	10	large	large	ADJ
ajis02-424	123	11	sets	set	NOUN
ajis02-424	123	12	,	,	PUNCT
ajis02-424	123	13	should	should	AUX
ajis02-424	123	14	reduce	reduce	VERB
ajis02-424	123	15	the	the	DET
ajis02-424	123	16	influence	influence	NOUN
ajis02-424	123	17	of	of	ADP
ajis02-424	123	18	the	the	DET
ajis02-424	123	19	starting	start	VERB
ajis02-424	123	20	weights	weight	NOUN
ajis02-424	123	21	and	and	CCONJ
ajis02-424	123	22	make	make	VERB
ajis02-424	123	23	training	training	NOUN
ajis02-424	123	24	networks	network	NOUN
ajis02-424	123	25	more	more	ADV
ajis02-424	123	26	stable	stable	ADJ
ajis02-424	123	27	(	(	PUNCT
ajis02-424	123	28	lendaris	lendaris	NOUN
ajis02-424	123	29	,	,	PUNCT
ajis02-424	123	30	1993	1993	NUM
ajis02-424	123	31	)	)	PUNCT
ajis02-424	123	32	.	.	PUNCT
ajis02-424	124	1	5	5	X
ajis02-424	124	2	.	.	X
ajis02-424	124	3	the	the	DET
ajis02-424	124	4	model	model	NOUN
ajis02-424	124	5	is	be	AUX
ajis02-424	124	6	not	not	PART
ajis02-424	124	7	difficult	difficult	ADJ
ajis02-424	124	8	to	to	PART
ajis02-424	124	9	develop	develop	VERB
ajis02-424	124	10	and	and	CCONJ
ajis02-424	124	11	has	have	VERB
ajis02-424	124	12	the	the	DET
ajis02-424	124	13	flexibility	flexibility	NOUN
ajis02-424	124	14	of	of	ADP
ajis02-424	124	15	being	be	AUX
ajis02-424	124	16	able	able	ADJ
ajis02-424	124	17	to	to	PART
ajis02-424	124	18	incorporate	incorporate	VERB
ajis02-424	124	19	additional	additional	ADJ
ajis02-424	124	20	attributes	attribute	NOUN
ajis02-424	124	21	as	as	ADP
ajis02-424	124	22	input	input	NOUN
ajis02-424	124	23	if	if	SCONJ
ajis02-424	124	24	special	special	ADJ
ajis02-424	124	25	circumstances	circumstance	NOUN
ajis02-424	124	26	warrant	warrant	VERB
ajis02-424	124	27	their	their	PRON
ajis02-424	124	28	inclusion	inclusion	NOUN
ajis02-424	124	29	.	.	PUNCT
ajis02-424	125	1	further	far	ADV
ajis02-424	125	2	research	research	VERB
ajis02-424	125	3	the	the	DET
ajis02-424	125	4	model	model	NOUN
ajis02-424	125	5	has	have	AUX
ajis02-424	125	6	produced	produce	VERB
ajis02-424	125	7	good	good	ADJ
ajis02-424	125	8	results	result	NOUN
ajis02-424	125	9	,	,	PUNCT
ajis02-424	125	10	as	as	SCONJ
ajis02-424	125	11	noted	note	VERB
ajis02-424	125	12	above	above	ADV
ajis02-424	125	13	,	,	PUNCT
ajis02-424	125	14	in	in	ADP
ajis02-424	125	15	being	be	AUX
ajis02-424	125	16	able	able	ADJ
ajis02-424	125	17	to	to	PART
ajis02-424	125	18	predict	predict	VERB
ajis02-424	125	19	on	on	ADP
ajis02-424	125	20	average	average	ADJ
ajis02-424	125	21	within	within	ADP
ajis02-424	125	22	10	10	NUM
ajis02-424	125	23	percent	percent	NOUN
ajis02-424	125	24	of	of	ADP
ajis02-424	125	25	the	the	DET
ajis02-424	125	26	actual	actual	ADJ
ajis02-424	125	27	software	software	NOUN
ajis02-424	125	28	development	development	NOUN
ajis02-424	125	29	effort	effort	NOUN
ajis02-424	125	30	in	in	ADP
ajis02-424	125	31	the	the	DET
ajis02-424	125	32	data	datum	NOUN
ajis02-424	125	33	set	set	VERB
ajis02-424	125	34	to	to	PART
ajis02-424	125	35	which	which	PRON
ajis02-424	125	36	it	it	PRON
ajis02-424	125	37	was	be	AUX
ajis02-424	125	38	applied	apply	VERB
ajis02-424	125	39	.	.	PUNCT
ajis02-424	126	1	neural	neural	ADJ
ajis02-424	126	2	networks	network	NOUN
ajis02-424	126	3	have	have	VERB
ajis02-424	126	4	the	the	DET
ajis02-424	126	5	ability	ability	NOUN
ajis02-424	126	6	to	to	PART
ajis02-424	126	7	capture	capture	VERB
ajis02-424	126	8	knowledge	knowledge	NOUN
ajis02-424	126	9	of	of	ADP
ajis02-424	126	10	the	the	DET
ajis02-424	126	11	complex	complex	ADJ
ajis02-424	126	12	interrelationships	interrelationship	NOUN
ajis02-424	126	13	in	in	ADP
ajis02-424	126	14	their	their	PRON
ajis02-424	126	15	weight	weight	NOUN
ajis02-424	126	16	matrix	matrix	NOUN
ajis02-424	126	17	to	to	PART
ajis02-424	126	18	enable	enable	VERB
ajis02-424	126	19	them	they	PRON
ajis02-424	126	20	to	to	PART
ajis02-424	126	21	make	make	VERB
ajis02-424	126	22	predictions	prediction	NOUN
ajis02-424	126	23	.	.	PUNCT
ajis02-424	127	1	it	it	PRON
ajis02-424	127	2	would	would	AUX
ajis02-424	127	3	be	be	AUX
ajis02-424	127	4	a	a	DET
ajis02-424	127	5	distinct	distinct	ADJ
ajis02-424	127	6	advantage	advantage	NOUN
ajis02-424	127	7	if	if	SCONJ
ajis02-424	127	8	the	the	DET
ajis02-424	127	9	model	model	NOUN
ajis02-424	127	10	was	be	AUX
ajis02-424	127	11	also	also	ADV
ajis02-424	127	12	able	able	ADJ
ajis02-424	127	13	to	to	PART
ajis02-424	127	14	provide	provide	VERB
ajis02-424	127	15	explanation	explanation	NOUN
ajis02-424	127	16	to	to	PART
ajis02-424	127	17	clarify	clarify	VERB
ajis02-424	127	18	the	the	DET
ajis02-424	127	19	results	result	NOUN
ajis02-424	127	20	of	of	ADP
ajis02-424	127	21	the	the	DET
ajis02-424	127	22	reasoning	reasoning	NOUN
ajis02-424	127	23	process	process	NOUN
ajis02-424	127	24	.	.	PUNCT
ajis02-424	128	1	even	even	ADV
ajis02-424	128	2	if	if	SCONJ
ajis02-424	128	3	the	the	DET
ajis02-424	128	4	weight	weight	NOUN
ajis02-424	128	5	matrix	matrix	NOUN
ajis02-424	128	6	is	be	AUX
ajis02-424	128	7	accessible	accessible	ADJ
ajis02-424	128	8	,	,	PUNCT
ajis02-424	128	9	it	it	PRON
ajis02-424	128	10	is	be	AUX
ajis02-424	128	11	difficult	difficult	ADJ
ajis02-424	128	12	to	to	PART
ajis02-424	128	13	interpret	interpret	VERB
ajis02-424	128	14	,	,	PUNCT
ajis02-424	128	15	since	since	SCONJ
ajis02-424	128	16	the	the	DET
ajis02-424	128	17	user	user	NOUN
ajis02-424	128	18	has	have	VERB
ajis02-424	128	19	no	no	DET
ajis02-424	128	20	way	way	NOUN
ajis02-424	128	21	to	to	PART
ajis02-424	128	22	'	'	PUNCT
ajis02-424	128	23	decompile	decompile	VERB
ajis02-424	128	24	'	'	PUNCT
ajis02-424	128	25	the	the	DET
ajis02-424	128	26	weights	weight	NOUN
ajis02-424	128	27	.	.	PUNCT
ajis02-424	129	1	neural	neural	ADJ
ajis02-424	129	2	networks	network	NOUN
ajis02-424	129	3	have	have	VERB
ajis02-424	129	4	no	no	DET
ajis02-424	129	5	explicit	explicit	ADJ
ajis02-424	129	6	,	,	PUNCT
ajis02-424	129	7	declarative	declarative	ADJ
ajis02-424	129	8	knowledge	knowledge	NOUN
ajis02-424	129	9	structure	structure	NOUN
ajis02-424	129	10	which	which	PRON
ajis02-424	129	11	allows	allow	VERB
ajis02-424	129	12	the	the	DET
ajis02-424	129	13	representation	representation	NOUN
ajis02-424	129	14	of	of	ADP
ajis02-424	129	15	explanation	explanation	NOUN
ajis02-424	129	16	structures	structure	NOUN
ajis02-424	129	17	,	,	PUNCT
ajis02-424	129	18	such	such	ADJ
ajis02-424	129	19	as	as	ADP
ajis02-424	129	20	reasoning	reasoning	NOUN
ajis02-424	129	21	paths	path	NOUN
ajis02-424	129	22	,	,	PUNCT
ajis02-424	129	23	and	and	CCONJ
ajis02-424	129	24	explanation	explanation	NOUN
ajis02-424	129	25	of	of	ADP
ajis02-424	129	26	expectation	expectation	NOUN
ajis02-424	129	27	failures	failure	NOUN
ajis02-424	129	28	.	.	PUNCT
ajis02-424	130	1	with	with	ADP
ajis02-424	130	2	a	a	DET
ajis02-424	130	3	small	small	ADJ
ajis02-424	130	4	training	training	NOUN
ajis02-424	130	5	set	set	VERB
ajis02-424	130	6	as	as	SCONJ
ajis02-424	130	7	was	be	AUX
ajis02-424	130	8	used	use	VERB
ajis02-424	130	9	in	in	ADP
ajis02-424	130	10	this	this	DET
ajis02-424	130	11	study	study	NOUN
ajis02-424	130	12	it	it	PRON
ajis02-424	130	13	is	be	AUX
ajis02-424	130	14	not	not	PART
ajis02-424	130	15	possible	possible	ADJ
ajis02-424	130	16	to	to	PART
ajis02-424	130	17	have	have	VERB
ajis02-424	130	18	full	full	ADJ
ajis02-424	130	19	confidence	confidence	NOUN
ajis02-424	130	20	in	in	ADP
ajis02-424	130	21	training	training	NOUN
ajis02-424	130	22	.	.	PUNCT
ajis02-424	131	1	it	it	PRON
ajis02-424	131	2	would	would	AUX
ajis02-424	131	3	may	may	AUX
ajis02-424	131	4	1994	1994	NUM
ajis02-424	131	5	92	92	NUM
ajis02-424	131	6	require	require	VERB
ajis02-424	131	7	a	a	DET
ajis02-424	131	8	large	large	ADJ
ajis02-424	131	9	set	set	NOUN
ajis02-424	131	10	of	of	ADP
ajis02-424	131	11	training	training	NOUN
ajis02-424	131	12	examples	example	NOUN
ajis02-424	131	13	(	(	PUNCT
ajis02-424	131	14	of	of	ADP
ajis02-424	131	15	a	a	DET
ajis02-424	131	16	few	few	ADJ
ajis02-424	131	17	thousand	thousand	NUM
ajis02-424	131	18	instances	instance	NOUN
ajis02-424	131	19	for	for	ADP
ajis02-424	131	20	example	example	NOUN
ajis02-424	131	21	)	)	PUNCT
ajis02-424	131	22	to	to	PART
ajis02-424	131	23	allow	allow	VERB
ajis02-424	131	24	the	the	DET
ajis02-424	131	25	network	network	NOUN
ajis02-424	131	26	to	to	PART
ajis02-424	131	27	learn	learn	VERB
ajis02-424	131	28	a	a	DET
ajis02-424	131	29	'	'	PUNCT
ajis02-424	131	30	complete	complete	ADJ
ajis02-424	131	31	'	'	PUNCT
ajis02-424	131	32	domain	domain	NOUN
ajis02-424	131	33	theory	theory	NOUN
ajis02-424	131	34	(	(	PUNCT
ajis02-424	131	35	diederich	diederich	NOUN
ajis02-424	131	36	,	,	PUNCT
ajis02-424	131	37	1992	1992	NUM
ajis02-424	131	38	)	)	PUNCT
ajis02-424	131	39	.	.	PUNCT
ajis02-424	132	1	several	several	ADJ
ajis02-424	132	2	proposals	proposal	NOUN
ajis02-424	132	3	have	have	AUX
ajis02-424	132	4	been	be	AUX
ajis02-424	132	5	made	make	VERB
ajis02-424	132	6	for	for	ADP
ajis02-424	132	7	explanation	explanation	NOUN
ajis02-424	132	8	components	component	NOUN
ajis02-424	132	9	in	in	ADP
ajis02-424	132	10	plain	plain	ADJ
ajis02-424	132	11	neural	neural	ADJ
ajis02-424	132	12	networks	network	NOUN
ajis02-424	132	13	as	as	ADV
ajis02-424	132	14	well	well	ADV
ajis02-424	132	15	as	as	ADP
ajis02-424	132	16	structured	structured	ADJ
ajis02-424	132	17	connectionist	connectionist	NOUN
ajis02-424	132	18	systems	system	NOUN
ajis02-424	132	19	(	(	PUNCT
ajis02-424	132	20	diederich	diederich	NOUN
ajis02-424	132	21	,	,	PUNCT
ajis02-424	132	22	1992	1992	NUM
ajis02-424	132	23	)	)	PUNCT
ajis02-424	132	24	.	.	PUNCT
ajis02-424	133	1	further	further	ADJ
ajis02-424	133	2	research	research	NOUN
ajis02-424	133	3	will	will	AUX
ajis02-424	133	4	be	be	AUX
ajis02-424	133	5	conducted	conduct	VERB
ajis02-424	133	6	to	to	PART
ajis02-424	133	7	study	study	VERB
ajis02-424	133	8	causality	causality	NOUN
ajis02-424	133	9	and	and	CCONJ
ajis02-424	133	10	explanation	explanation	NOUN
ajis02-424	133	11	in	in	ADP
ajis02-424	133	12	neural	neural	ADJ
ajis02-424	133	13	network	network	NOUN
ajis02-424	133	14	models	model	NOUN
ajis02-424	133	15	.	.	PUNCT
ajis02-424	134	1	in	in	ADP
ajis02-424	134	2	this	this	DET
ajis02-424	134	3	regard	regard	NOUN
ajis02-424	134	4	connectionist	connectionist	NOUN
ajis02-424	134	5	semantic	semantic	ADJ
ajis02-424	134	6	networks	network	NOUN
ajis02-424	134	7	(	(	PUNCT
ajis02-424	134	8	diederich	diederich	NOUN
ajis02-424	134	9	,	,	PUNCT
ajis02-424	134	10	1992	1992	NUM
ajis02-424	134	11	)	)	PUNCT
ajis02-424	134	12	and	and	CCONJ
ajis02-424	134	13	cascade	cascade	NOUN
ajis02-424	134	14	correlation	correlation	NOUN
ajis02-424	134	15	networks	network	NOUN
ajis02-424	134	16	(	(	PUNCT
ajis02-424	134	17	hoehfeld	hoehfeld	NOUN
ajis02-424	134	18	&	&	CCONJ
ajis02-424	134	19	fahlman	fahlman	NOUN
ajis02-424	134	20	,	,	PUNCT
ajis02-424	134	21	1991	1991	NUM
ajis02-424	134	22	)	)	PUNCT
ajis02-424	134	23	are	be	AUX
ajis02-424	134	24	of	of	ADP
ajis02-424	134	25	interest	interest	NOUN
ajis02-424	134	26	acknowledgement	acknowledgement	NOUN
ajis02-424	134	27	the	the	DET
ajis02-424	134	28	authors	author	NOUN
ajis02-424	134	29	would	would	AUX
ajis02-424	134	30	like	like	VERB
ajis02-424	134	31	to	to	PART
ajis02-424	134	32	thank	thank	VERB
ajis02-424	134	33	the	the	DET
ajis02-424	134	34	anonymous	anonymous	ADJ
ajis02-424	134	35	reviewers	reviewer	NOUN
ajis02-424	134	36	for	for	ADP
ajis02-424	134	37	their	their	PRON
ajis02-424	134	38	considered	consider	VERB
ajis02-424	134	39	comments	comment	NOUN
ajis02-424	134	40	and	and	CCONJ
ajis02-424	134	41	helpful	helpful	ADJ
ajis02-424	134	42	suggestions	suggestion	NOUN
ajis02-424	134	43	.	.	PUNCT
ajis02-424	135	1	references	reference	NOUN
ajis02-424	135	2	albrecht	albrecht	PROPN
ajis02-424	135	3	,	,	PUNCT
ajis02-424	135	4	aj	aj	PROPN
ajis02-424	135	5	.	.	PROPN
ajis02-424	135	6	&	&	CCONJ
ajis02-424	135	7	gaffhey	gaffhey	PROPN
ajis02-424	135	8	,	,	PUNCT
ajis02-424	135	9	j.e	j.e	PROPN
ajis02-424	135	10	.	.	PROPN
ajis02-424	135	11	(	(	PUNCT
ajis02-424	135	12	1983	1983	NUM
ajis02-424	135	13	)	)	PUNCT
ajis02-424	135	14	"	"	PUNCT
ajis02-424	135	15	software	software	NOUN
ajis02-424	135	16	function	function	NOUN
ajis02-424	135	17	,	,	PUNCT
ajis02-424	135	18	source	source	NOUN
ajis02-424	135	19	lines	line	NOUN
ajis02-424	135	20	of	of	ADP
ajis02-424	135	21	code	code	NOUN
ajis02-424	135	22	,	,	PUNCT
ajis02-424	135	23	and	and	CCONJ
ajis02-424	135	24	development	development	NOUN
ajis02-424	135	25	effort	effort	NOUN
ajis02-424	135	26	prediction	prediction	NOUN
ajis02-424	135	27	:	:	PUNCT
ajis02-424	135	28	a	a	DET
ajis02-424	135	29	software	software	NOUN
ajis02-424	135	30	science	science	NOUN
ajis02-424	135	31	validation	validation	NOUN
ajis02-424	135	32	"	"	PUNCT
ajis02-424	135	33	,	,	PUNCT
ajis02-424	135	34	ieee	ieee	NOUN
ajis02-424	135	35	transactions	transaction	NOUN
ajis02-424	135	36	on	on	ADP
ajis02-424	135	37	software	software	NOUN
ajis02-424	135	38	engineering	engineering	NOUN
ajis02-424	135	39	,	,	PUNCT
ajis02-424	135	40	vol	vol	NOUN
ajis02-424	135	41	9	9	NUM
ajis02-424	135	42	,	,	PUNCT
ajis02-424	135	43	no	no	DET
ajis02-424	135	44	6	6	NUM
ajis02-424	135	45	,	,	PUNCT
ajis02-424	135	46	pp	pp	ADV
ajis02-424	135	47	639	639	NUM
ajis02-424	135	48	-	-	SYM
ajis02-424	135	49	648	648	NUM
ajis02-424	135	50	.	.	PUNCT
ajis02-424	136	1	banker	banker	NOUN
ajis02-424	136	2	,	,	PUNCT
ajis02-424	136	3	r.d	r.d	PROPN
ajis02-424	136	4	.	.	PROPN
ajis02-424	136	5	datar	datar	PROPN
ajis02-424	136	6	,	,	PUNCT
ajis02-424	136	7	s.m	s.m	PROPN
ajis02-424	136	8	.	.	PROPN
ajis02-424	136	9	&	&	CCONJ
ajis02-424	136	10	kemerer	kemerer	PROPN
ajis02-424	136	11	,	,	PUNCT
ajis02-424	136	12	c.f	c.f	PROPN
ajis02-424	136	13	.	.	PROPN
ajis02-424	136	14	(	(	PUNCT
ajis02-424	136	15	1991	1991	NUM
ajis02-424	136	16	)	)	PUNCT
ajis02-424	136	17	"	"	PUNCT
ajis02-424	136	18	a	a	DET
ajis02-424	136	19	model	model	NOUN
ajis02-424	136	20	to	to	PART
ajis02-424	136	21	evaluate	evaluate	VERB
ajis02-424	136	22	variables	variable	NOUN
ajis02-424	136	23	impacting	impact	VERB
ajis02-424	136	24	the	the	DET
ajis02-424	136	25	productivity	productivity	NOUN
ajis02-424	136	26	of	of	ADP
ajis02-424	136	27	software	software	NOUN
ajis02-424	136	28	maintenance	maintenance	NOUN
ajis02-424	136	29	projects	project	NOUN
ajis02-424	136	30	"	"	PUNCT
ajis02-424	136	31	,	,	PUNCT
ajis02-424	136	32	management	management	NOUN
ajis02-424	136	33	science	science	NOUN
ajis02-424	136	34	,	,	PUNCT
ajis02-424	136	35	vol	vol	NOUN
ajis02-424	136	36	37	37	NUM
ajis02-424	136	37	,	,	PUNCT
ajis02-424	136	38	no	no	DET
ajis02-424	136	39	1	1	NUM
ajis02-424	136	40	,	,	PUNCT
ajis02-424	136	41	pp	pp	ADP
ajis02-424	136	42	118	118	NUM
ajis02-424	136	43	.	.	PUNCT
ajis02-424	137	1	boehm	boehm	PROPN
ajis02-424	137	2	,	,	PUNCT
ajis02-424	137	3	b.w	b.w	PROPN
ajis02-424	137	4	.	.	PROPN
ajis02-424	137	5	(	(	PUNCT
ajis02-424	137	6	1981	1981	NUM
ajis02-424	137	7	)	)	PUNCT
ajis02-424	137	8	software	software	NOUN
ajis02-424	137	9	engineering	engineering	NOUN
ajis02-424	137	10	economics	economic	NOUN
ajis02-424	137	11	,	,	PUNCT
ajis02-424	137	12	englewood	englewood	PROPN
ajis02-424	137	13	cliffs	cliffs	PROPN
ajis02-424	137	14	,	,	PUNCT
ajis02-424	137	15	nj	nj	PROPN
ajis02-424	137	16	:	:	PUNCT
ajis02-424	137	17	prentice	prentice	PROPN
ajis02-424	137	18	hall	hall	PROPN
ajis02-424	137	19	.	.	PUNCT
ajis02-424	138	1	conte	conte	PROPN
ajis02-424	138	2	,	,	PUNCT
ajis02-424	138	3	s.d	s.d	PROPN
ajis02-424	138	4	.	.	PROPN
ajis02-424	138	5	dunsmore	dunsmore	PROPN
ajis02-424	138	6	,	,	PUNCT
ajis02-424	138	7	h.e	h.e	PROPN
ajis02-424	138	8	.	.	PROPN
ajis02-424	138	9	&	&	CCONJ
ajis02-424	138	10	shen	shen	PROPN
ajis02-424	138	11	,	,	PUNCT
ajis02-424	138	12	v.y	v.y	PROPN
ajis02-424	138	13	.	.	PROPN
ajis02-424	138	14	(	(	PUNCT
ajis02-424	138	15	1986	1986	NUM
ajis02-424	138	16	)	)	PUNCT
ajis02-424	138	17	software	software	NOUN
ajis02-424	138	18	engineering	engineering	NOUN
ajis02-424	138	19	metrics	metric	NOUN
ajis02-424	138	20	and	and	CCONJ
ajis02-424	138	21	models	model	NOUN
ajis02-424	138	22	,	,	PUNCT
ajis02-424	138	23	menlo	menlo	NOUN
ajis02-424	138	24	park	park	PROPN
ajis02-424	138	25	:	:	PUNCT
ajis02-424	138	26	benjamin	benjamin	PROPN
ajis02-424	138	27	/	/	SYM
ajis02-424	138	28	cummings	cummings	PROPN
ajis02-424	138	29	.	.	PUNCT
ajis02-424	139	1	de	de	PROPN
ajis02-424	139	2	marco	marco	PROPN
ajis02-424	139	3	,	,	PUNCT
ajis02-424	139	4	t.	t.	PROPN
ajis02-424	139	5	(	(	PUNCT
ajis02-424	139	6	1982	1982	NUM
ajis02-424	139	7	)	)	PUNCT
ajis02-424	139	8	controlling	control	VERB
ajis02-424	139	9	software	software	NOUN
ajis02-424	139	10	projects	project	NOUN
ajis02-424	139	11	:	:	PUNCT
ajis02-424	139	12	management	management	NOUN
ajis02-424	139	13	,	,	PUNCT
ajis02-424	139	14	measurement	measurement	NOUN
ajis02-424	139	15	and	and	CCONJ
ajis02-424	139	16	estimation	estimation	NOUN
ajis02-424	139	17	,	,	PUNCT
ajis02-424	139	18	new	new	PROPN
ajis02-424	139	19	york	york	PROPN
ajis02-424	139	20	,	,	PUNCT
ajis02-424	139	21	ny	ny	PROPN
ajis02-424	139	22	:	:	PUNCT
ajis02-424	139	23	yourdon	yourdon	PROPN
ajis02-424	139	24	press	press	PROPN
ajis02-424	139	25	.	.	PUNCT
ajis02-424	140	1	diederich	diederich	NOUN
ajis02-424	140	2	,	,	PUNCT
ajis02-424	140	3	j.	j.	PROPN
ajis02-424	140	4	(	(	PUNCT
ajis02-424	140	5	1992	1992	NUM
ajis02-424	140	6	)	)	PUNCT
ajis02-424	140	7	"	"	PUNCT
ajis02-424	140	8	explanation	explanation	NOUN
ajis02-424	140	9	and	and	CCONJ
ajis02-424	140	10	artificial	artificial	ADJ
ajis02-424	140	11	neural	neural	ADJ
ajis02-424	140	12	networks	network	NOUN
ajis02-424	140	13	"	"	PUNCT
ajis02-424	140	14	,	,	PUNCT
ajis02-424	140	15	international	international	ADJ
ajis02-424	140	16	journal	journal	PROPN
ajis02-424	140	17	manmachine	manmachine	PROPN
ajis02-424	140	18	studies	studies	PROPN
ajis02-424	140	19	,	,	PUNCT
ajis02-424	140	20	vol	vol	NOUN
ajis02-424	140	21	37	37	NUM
ajis02-424	140	22	,	,	PUNCT
ajis02-424	140	23	pp	pp	ADV
ajis02-424	140	24	335	335	NUM
ajis02-424	140	25	-	-	SYM
ajis02-424	140	26	355	355	NUM
ajis02-424	140	27	.	.	PUNCT
ajis02-424	141	1	dreger	dreger	NOUN
ajis02-424	141	2	,	,	PUNCT
ajis02-424	141	3	j.b	j.b	PROPN
ajis02-424	141	4	.	.	PUNCT
ajis02-424	142	1	(	(	PUNCT
ajis02-424	142	2	1989	1989	NUM
ajis02-424	142	3	)	)	PUNCT
ajis02-424	142	4	function	function	NOUN
ajis02-424	142	5	point	point	NOUN
ajis02-424	142	6	analysis	analysis	NOUN
ajis02-424	142	7	,	,	PUNCT
ajis02-424	142	8	englewood	englewood	PROPN
ajis02-424	142	9	cliffs	cliffs	PROPN
ajis02-424	142	10	,	,	PUNCT
ajis02-424	142	11	nj	nj	PROPN
ajis02-424	142	12	:	:	PUNCT
ajis02-424	142	13	prentice	prentice	PROPN
ajis02-424	142	14	hall	hall	PROPN
ajis02-424	142	15	.	.	PUNCT
ajis02-424	143	1	ferens	ferens	PROPN
ajis02-424	143	2	,	,	PUNCT
ajis02-424	143	3	d.v	d.v	PROPN
ajis02-424	143	4	.	.	PROPN
ajis02-424	143	5	&	&	CCONJ
ajis02-424	143	6	gurner	gurner	PROPN
ajis02-424	143	7	r.b	r.b	PROPN
ajis02-424	143	8	.	.	PROPN
ajis02-424	143	9	(	(	PUNCT
ajis02-424	143	10	1992	1992	NUM
ajis02-424	143	11	)	)	PUNCT
ajis02-424	143	12	"	"	PUNCT
ajis02-424	143	13	an	an	DET
ajis02-424	143	14	evaluation	evaluation	NOUN
ajis02-424	143	15	of	of	ADP
ajis02-424	143	16	three	three	NUM
ajis02-424	143	17	function	function	NOUN
ajis02-424	143	18	point	point	NOUN
ajis02-424	143	19	models	model	NOUN
ajis02-424	143	20	for	for	ADP
ajis02-424	143	21	the	the	DET
ajis02-424	143	22	estimation	estimation	NOUN
ajis02-424	143	23	of	of	ADP
ajis02-424	143	24	software	software	NOUN
ajis02-424	143	25	effort	effort	NOUN
ajis02-424	143	26	"	"	PUNCT
ajis02-424	143	27	,	,	PUNCT
ajis02-424	143	28	ieee	ieee	PROPN
ajis02-424	143	29	national	national	PROPN
ajis02-424	143	30	aerospace	aerospace	PROPN
ajis02-424	143	31	and	and	CCONJ
ajis02-424	143	32	electronics	electronic	NOUN
ajis02-424	143	33	conferencenaecon	conferencenaecon	PROPN
ajis02-424	143	34	1992	1992	NUM
ajis02-424	143	35	,	,	PUNCT
ajis02-424	143	36	vol	vol	NOUN
ajis02-424	143	37	2	2	NUM
ajis02-424	143	38	,	,	PUNCT
ajis02-424	143	39	pp	pp	ADV
ajis02-424	143	40	625	625	NUM
ajis02-424	143	41	-	-	SYM
ajis02-424	143	42	642	642	NUM
ajis02-424	143	43	.	.	PUNCT
ajis02-424	144	1	finnic	finnic	PROPN
ajis02-424	144	2	,	,	PUNCT
ajis02-424	144	3	g.r	g.r	PROPN
ajis02-424	144	4	.	.	PROPN
ajis02-424	144	5	&	&	CCONJ
ajis02-424	144	6	wittig	wittig	PROPN
ajis02-424	144	7	,	,	PUNCT
ajis02-424	144	8	g.e	g.e	PROPN
ajis02-424	144	9	.	.	PUNCT
ajis02-424	144	10	(	(	PUNCT
ajis02-424	144	11	1993	1993	NUM
ajis02-424	144	12	)	)	PUNCT
ajis02-424	144	13	"	"	PUNCT
ajis02-424	144	14	effect	effect	NOUN
ajis02-424	144	15	of	of	ADP
ajis02-424	144	16	system	system	NOUN
ajis02-424	144	17	and	and	CCONJ
ajis02-424	144	18	team	team	NOUN
ajis02-424	144	19	size	size	NOUN
ajis02-424	144	20	on	on	ADP
ajis02-424	144	21	4gl	4gl	PROPN
ajis02-424	144	22	software	software	PROPN
ajis02-424	144	23	development	development	PROPN
ajis02-424	144	24	productivity	productivity	NOUN
ajis02-424	144	25	"	"	PUNCT
ajis02-424	144	26	,	,	PUNCT
ajis02-424	144	27	south	south	ADJ
ajis02-424	144	28	african	african	ADJ
ajis02-424	144	29	computer	computer	NOUN
ajis02-424	144	30	journal	journal	NOUN
ajis02-424	144	31	,	,	PUNCT
ajis02-424	144	32	to	to	PART
ajis02-424	144	33	be	be	AUX
ajis02-424	144	34	published	publish	VERB
ajis02-424	144	35	1994	1994	NUM
ajis02-424	144	36	.	.	PUNCT
ajis02-424	145	1	finnic	finnic	PROPN
ajis02-424	145	2	,	,	PUNCT
ajis02-424	145	3	g.r	g.r	PROPN
ajis02-424	145	4	.	.	PUNCT
ajis02-424	145	5	wittig	wittig	PROPN
ajis02-424	145	6	,	,	PUNCT
ajis02-424	145	7	g.e	g.e	PROPN
ajis02-424	145	8	.	.	PROPN
ajis02-424	145	9	&	&	CCONJ
ajis02-424	145	10	petkov	petkov	PROPN
ajis02-424	145	11	,	,	PUNCT
ajis02-424	145	12	d.i	d.i	PROPN
ajis02-424	145	13	.	.	PROPN
ajis02-424	145	14	(	(	PUNCT
ajis02-424	145	15	1993	1993	NUM
ajis02-424	145	16	)	)	PUNCT
ajis02-424	145	17	"	"	PUNCT
ajis02-424	145	18	prioritising	prioritise	VERB
ajis02-424	145	19	software	software	NOUN
ajis02-424	145	20	development	development	NOUN
ajis02-424	145	21	productivity	productivity	NOUN
ajis02-424	145	22	factors	factor	NOUN
ajis02-424	145	23	using	use	VERB
ajis02-424	145	24	the	the	DET
ajis02-424	145	25	analytic	analytic	ADJ
ajis02-424	145	26	hierarchy	hierarchy	NOUN
ajis02-424	145	27	process	process	NOUN
ajis02-424	145	28	"	"	PUNCT
ajis02-424	145	29	,	,	PUNCT
ajis02-424	145	30	journal	journal	NOUN
ajis02-424	145	31	of	of	ADP
ajis02-424	145	32	systems	system	NOUN
ajis02-424	145	33	software	software	NOUN
ajis02-424	145	34	,	,	PUNCT
ajis02-424	145	35	vol	vol	NOUN
ajis02-424	145	36	22	22	NUM
ajis02-424	145	37	,	,	PUNCT
ajis02-424	145	38	no	no	DET
ajis02-424	145	39	2	2	NUM
ajis02-424	145	40	,	,	PUNCT
ajis02-424	145	41	pp	pp	ADV
ajis02-424	145	42	129	129	NUM
ajis02-424	145	43	-	-	SYM
ajis02-424	145	44	139	139	NUM
ajis02-424	145	45	.	.	PUNCT
ajis02-424	145	46	hoehfeld	hoehfeld	PROPN
ajis02-424	145	47	,	,	PUNCT
ajis02-424	145	48	m.	m.	NOUN
ajis02-424	145	49	&	&	CCONJ
ajis02-424	145	50	fahlman	fahlman	PROPN
ajis02-424	145	51	,	,	PUNCT
ajis02-424	145	52	s.e	s.e	PROPN
ajis02-424	145	53	.	.	PROPN
ajis02-424	145	54	(	(	PUNCT
ajis02-424	145	55	1991	1991	NUM
ajis02-424	145	56	)	)	PUNCT
ajis02-424	145	57	,	,	PUNCT
ajis02-424	145	58	"	"	PUNCT
ajis02-424	145	59	learning	learn	VERB
ajis02-424	145	60	with	with	ADP
ajis02-424	145	61	limited	limited	ADJ
ajis02-424	145	62	numerical	numerical	ADJ
ajis02-424	145	63	precision	precision	NOUN
ajis02-424	145	64	using	use	VERB
ajis02-424	145	65	the	the	DET
ajis02-424	145	66	cascade	cascade	NOUN
ajis02-424	145	67	-	-	PUNCT
ajis02-424	145	68	correlation	correlation	NOUN
ajis02-424	145	69	algorithm	algorithm	NOUN
ajis02-424	145	70	"	"	PUNCT
ajis02-424	145	71	,	,	PUNCT
ajis02-424	145	72	carnegie	carnegie	PROPN
ajis02-424	145	73	mellon	mellon	PROPN
ajis02-424	145	74	university	university	PROPN
ajis02-424	145	75	report	report	NOUN
ajis02-424	145	76	,	,	PUNCT
ajis02-424	145	77	cmu	cmu	NOUN
ajis02-424	145	78	-	-	PUNCT
ajis02-424	145	79	cs-91	cs-91	NOUN
ajis02-424	145	80	-	-	PUNCT
ajis02-424	145	81	130	130	NUM
ajis02-424	145	82	.	.	PUNCT
ajis02-424	146	1	jeffery	jeffery	PROPN
ajis02-424	146	2	,	,	PUNCT
ajis02-424	146	3	d.r	d.r	PROPN
ajis02-424	146	4	.	.	PROPN
ajis02-424	146	5	(	(	PUNCT
ajis02-424	146	6	1987	1987	NUM
ajis02-424	146	7	)	)	PUNCT
ajis02-424	146	8	"	"	PUNCT
ajis02-424	146	9	a	a	DET
ajis02-424	146	10	software	software	NOUN
ajis02-424	146	11	development	development	NOUN
ajis02-424	146	12	productivity	productivity	NOUN
ajis02-424	146	13	model	model	NOUN
ajis02-424	146	14	for	for	ADP
ajis02-424	146	15	mis	mis	PROPN
ajis02-424	146	16	environments	environment	NOUN
ajis02-424	146	17	"	"	PUNCT
ajis02-424	146	18	,	,	PUNCT
ajis02-424	146	19	journal	journal	NOUN
ajis02-424	146	20	of	of	ADP
ajis02-424	146	21	systems	system	NOUN
ajis02-424	146	22	software	software	NOUN
ajis02-424	146	23	,	,	PUNCT
ajis02-424	146	24	vol	vol	NOUN
ajis02-424	146	25	7	7	NUM
ajis02-424	146	26	,	,	PUNCT
ajis02-424	146	27	pp	pp	ADV
ajis02-424	146	28	115	115	NUM
ajis02-424	146	29	-	-	SYM
ajis02-424	146	30	125	125	NUM
ajis02-424	146	31	.	.	PUNCT
ajis02-424	147	1	jeffery	jeffery	PROPN
ajis02-424	147	2	,	,	PUNCT
ajis02-424	147	3	d.r	d.r	PROPN
ajis02-424	147	4	.	.	PROPN
ajis02-424	147	5	&	&	CCONJ
ajis02-424	147	6	g.c	g.c	PROPN
ajis02-424	147	7	.	.	PROPN
ajis02-424	147	8	low	low	PROPN
ajis02-424	147	9	,	,	PUNCT
ajis02-424	147	10	(	(	PUNCT
ajis02-424	147	11	1990	1990	NUM
ajis02-424	147	12	)	)	PUNCT
ajis02-424	147	13	"	"	PUNCT
ajis02-424	147	14	calibrating	calibrate	VERB
ajis02-424	147	15	estimation	estimation	NOUN
ajis02-424	147	16	tools	tool	NOUN
ajis02-424	147	17	for	for	ADP
ajis02-424	147	18	software	software	NOUN
ajis02-424	147	19	development	development	NOUN
ajis02-424	147	20	,	,	PUNCT
ajis02-424	147	21	july	july	PROPN
ajis02-424	147	22	,	,	PUNCT
ajis02-424	147	23	software	software	NOUN
ajis02-424	147	24	engineering	engineering	NOUN
ajis02-424	147	25	journal	journal	NOUN
ajis02-424	147	26	,	,	PUNCT
ajis02-424	147	27	pp	pp	ADV
ajis02-424	147	28	215	215	NUM
ajis02-424	147	29	-	-	SYM
ajis02-424	147	30	221	221	NUM
ajis02-424	147	31	.	.	PUNCT
ajis02-424	148	1	jones	jones	PROPN
ajis02-424	148	2	,	,	PUNCT
ajis02-424	148	3	c.	c.	PROPN
ajis02-424	148	4	(	(	PUNCT
ajis02-424	148	5	1986	1986	NUM
ajis02-424	148	6	)	)	PUNCT
ajis02-424	148	7	programming	programming	NOUN
ajis02-424	148	8	productivity	productivity	NOUN
ajis02-424	148	9	,	,	PUNCT
ajis02-424	148	10	new	new	PROPN
ajis02-424	148	11	york	york	PROPN
ajis02-424	148	12	:	:	PUNCT
ajis02-424	148	13	ny	ny	PROPN
ajis02-424	148	14	:	:	PUNCT
ajis02-424	148	15	mcgraw	mcgraw	PROPN
ajis02-424	148	16	-	-	PUNCT
ajis02-424	148	17	hill	hill	PROPN
ajis02-424	148	18	.	.	PUNCT
ajis02-424	149	1	jones	jones	PROPN
ajis02-424	149	2	,	,	PUNCT
ajis02-424	149	3	c.	c.	PROPN
ajis02-424	149	4	(	(	PUNCT
ajis02-424	149	5	1991	1991	NUM
ajis02-424	149	6	)	)	PUNCT
ajis02-424	149	7	applied	apply	VERB
ajis02-424	149	8	software	software	NOUN
ajis02-424	149	9	measurement	measurement	NOUN
ajis02-424	149	10	new	new	PROPN
ajis02-424	149	11	york	york	PROPN
ajis02-424	149	12	:	:	PUNCT
ajis02-424	149	13	ny	ny	PROPN
ajis02-424	149	14	,	,	PUNCT
ajis02-424	149	15	mcgraw	mcgraw	PROPN
ajis02-424	149	16	-	-	PUNCT
ajis02-424	149	17	hill	hill	NOUN
ajis02-424	149	18	.	.	PUNCT
ajis02-424	150	1	kemerer	kemerer	PROPN
ajis02-424	150	2	,	,	PUNCT
ajis02-424	150	3	c.f	c.f	PROPN
ajis02-424	150	4	.	.	PROPN
ajis02-424	150	5	(	(	PUNCT
ajis02-424	150	6	1987	1987	NUM
ajis02-424	150	7	)	)	PUNCT
ajis02-424	150	8	"	"	PUNCT
ajis02-424	150	9	an	an	DET
ajis02-424	150	10	empirical	empirical	ADJ
ajis02-424	150	11	validation	validation	NOUN
ajis02-424	150	12	of	of	ADP
ajis02-424	150	13	software	software	NOUN
ajis02-424	150	14	cost	cost	NOUN
ajis02-424	150	15	estimation	estimation	NOUN
ajis02-424	150	16	models	model	NOUN
ajis02-424	150	17	"	"	PUNCT
ajis02-424	150	18	,	,	PUNCT
ajis02-424	150	19	communications	communication	NOUN
ajis02-424	150	20	of	of	ADP
ajis02-424	150	21	the	the	DET
ajis02-424	150	22	acm	acm	NOUN
ajis02-424	150	23	,	,	PUNCT
ajis02-424	150	24	vol	vol	NOUN
ajis02-424	150	25	30	30	NUM
ajis02-424	150	26	,	,	PUNCT
ajis02-424	150	27	no	no	DET
ajis02-424	150	28	5	5	NUM
ajis02-424	150	29	,	,	PUNCT
ajis02-424	150	30	pp	pp	ADV
ajis02-424	150	31	416	416	NUM
ajis02-424	150	32	-	-	SYM
ajis02-424	150	33	429	429	NUM
ajis02-424	150	34	.	.	PUNCT
ajis02-424	151	1	kemerer	kemerer	PROPN
ajis02-424	151	2	,	,	PUNCT
ajis02-424	151	3	c.f	c.f	PROPN
ajis02-424	151	4	.	.	PROPN
ajis02-424	151	5	(	(	PUNCT
ajis02-424	151	6	1993	1993	NUM
ajis02-424	151	7	)	)	PUNCT
ajis02-424	151	8	"	"	PUNCT
ajis02-424	151	9	reliability	reliability	NOUN
ajis02-424	151	10	of	of	ADP
ajis02-424	151	11	function	function	NOUN
ajis02-424	151	12	points	point	NOUN
ajis02-424	151	13	measurement	measurement	NOUN
ajis02-424	151	14	"	"	PUNCT
ajis02-424	151	15	,	,	PUNCT
ajis02-424	151	16	communications	communication	NOUN
ajis02-424	151	17	of	of	ADP
ajis02-424	151	18	the	the	DET
ajis02-424	151	19	acm	acm	NOUN
ajis02-424	151	20	,	,	PUNCT
ajis02-424	151	21	vol	vol	NOUN
ajis02-424	151	22	36	36	NUM
ajis02-424	151	23	,	,	PUNCT
ajis02-424	151	24	no	no	DET
ajis02-424	151	25	2	2	NUM
ajis02-424	151	26	,	,	PUNCT
ajis02-424	151	27	pp	pp	ADV
ajis02-424	151	28	85	85	NUM
ajis02-424	151	29	-	-	SYM
ajis02-424	151	30	97	97	NUM
ajis02-424	151	31	.	.	PUNCT
ajis02-424	152	1	lendaris	lendaris	PROPN
ajis02-424	152	2	g.g	g.g	PROPN
ajis02-424	152	3	.	.	PROPN
ajis02-424	153	1	(	(	PUNCT
ajis02-424	153	2	1993	1993	NUM
ajis02-424	153	3	)	)	PUNCT
ajis02-424	153	4	professor	professor	NOUN
ajis02-424	153	5	of	of	ADP
ajis02-424	153	6	system	system	NOUN
ajis02-424	153	7	science	science	NOUN
ajis02-424	153	8	and	and	CCONJ
ajis02-424	153	9	electrical	electrical	ADJ
ajis02-424	153	10	engineering	engineering	NOUN
ajis02-424	153	11	,	,	PUNCT
ajis02-424	153	12	portland	portland	PROPN
ajis02-424	153	13	state	state	PROPN
ajis02-424	153	14	university	university	PROPN
ajis02-424	153	15	,	,	PUNCT
ajis02-424	153	16	personal	personal	ADJ
ajis02-424	153	17	communication	communication	NOUN
ajis02-424	153	18	2	2	NUM
ajis02-424	153	19	december	december	PROPN
ajis02-424	153	20	1993	1993	NUM
ajis02-424	153	21	.	.	PUNCT
ajis02-424	154	1	low	low	PROPN
ajis02-424	154	2	g.c	g.c	PROPN
ajis02-424	154	3	.	.	PROPN
ajis02-424	154	4	&	&	CCONJ
ajis02-424	154	5	jeffery	jeffery	PROPN
ajis02-424	154	6	,	,	PUNCT
ajis02-424	154	7	d.r	d.r	PROPN
ajis02-424	154	8	.	.	PROPN
ajis02-424	154	9	(	(	PUNCT
ajis02-424	154	10	1990	1990	NUM
ajis02-424	154	11	)	)	PUNCT
ajis02-424	154	12	"	"	PUNCT
ajis02-424	154	13	function	function	NOUN
ajis02-424	154	14	points	point	NOUN
ajis02-424	154	15	in	in	ADP
ajis02-424	154	16	the	the	DET
ajis02-424	154	17	estimation	estimation	NOUN
ajis02-424	154	18	and	and	CCONJ
ajis02-424	154	19	evaluation	evaluation	NOUN
ajis02-424	154	20	of	of	ADP
ajis02-424	154	21	the	the	DET
ajis02-424	154	22	software	software	NOUN
ajis02-424	154	23	process	process	NOUN
ajis02-424	154	24	"	"	PUNCT
ajis02-424	154	25	,	,	PUNCT
ajis02-424	154	26	ieee	ieee	NOUN
ajis02-424	154	27	transactions	transaction	NOUN
ajis02-424	154	28	on	on	ADP
ajis02-424	154	29	software	software	NOUN
ajis02-424	154	30	engineering	engineering	NOUN
ajis02-424	154	31	,	,	PUNCT
ajis02-424	154	32	vol	vol	NOUN
ajis02-424	154	33	1	1	NUM
ajis02-424	154	34	,	,	PUNCT
ajis02-424	154	35	no	no	DET
ajis02-424	154	36	1	1	NUM
ajis02-424	154	37	,	,	PUNCT
ajis02-424	154	38	pp	pp	ADV
ajis02-424	154	39	64	64	NUM
ajis02-424	154	40	-	-	SYM
ajis02-424	154	41	71	71	NUM
ajis02-424	154	42	.	.	PUNCT
ajis02-424	155	1	kitchenham	kitchenham	PROPN
ajis02-424	155	2	,	,	PUNCT
ajis02-424	155	3	b.a	b.a	PROPN
ajis02-424	155	4	.	.	PROPN
ajis02-424	155	5	(	(	PUNCT
ajis02-424	155	6	1992	1992	NUM
ajis02-424	155	7	)	)	PUNCT
ajis02-424	155	8	"	"	PUNCT
ajis02-424	155	9	empirical	empirical	ADJ
ajis02-424	155	10	studies	study	NOUN
ajis02-424	155	11	of	of	ADP
ajis02-424	155	12	assumptions	assumption	NOUN
ajis02-424	155	13	that	that	PRON
ajis02-424	155	14	underlie	underlie	ADJ
ajis02-424	155	15	software	software	NOUN
ajis02-424	155	16	cost	cost	NOUN
ajis02-424	155	17	-	-	PUNCT
ajis02-424	155	18	estimation	estimation	NOUN
ajis02-424	155	19	models	model	NOUN
ajis02-424	155	20	"	"	PUNCT
ajis02-424	155	21	,	,	PUNCT
ajis02-424	155	22	information	information	NOUN
ajis02-424	155	23	and	and	CCONJ
ajis02-424	155	24	software	software	NOUN
ajis02-424	155	25	technology	technology	NOUN
ajis02-424	155	26	,	,	PUNCT
ajis02-424	155	27	vol	vol	NOUN
ajis02-424	155	28	34	34	NUM
ajis02-424	155	29	,	,	PUNCT
ajis02-424	155	30	no	no	DET
ajis02-424	155	31	4	4	NUM
ajis02-424	155	32	,	,	PUNCT
ajis02-424	155	33	pp	pp	ADV
ajis02-424	155	34	211	211	NUM
ajis02-424	155	35	-	-	SYM
ajis02-424	155	36	218	218	NUM
ajis02-424	155	37	.	.	PUNCT
ajis02-424	156	1	martin	martin	PROPN
ajis02-424	156	2	,	,	PUNCT
ajis02-424	156	3	j.	j.	PROPN
ajis02-424	156	4	(	(	PUNCT
ajis02-424	156	5	1982	1982	NUM
ajis02-424	156	6	)	)	PUNCT
ajis02-424	156	7	application	application	NOUN
ajis02-424	156	8	development	development	NOUN
ajis02-424	156	9	without	without	ADP
ajis02-424	156	10	programmers	programmer	NOUN
ajis02-424	156	11	,	,	PUNCT
ajis02-424	156	12	englewood	englewood	PROPN
ajis02-424	156	13	cliffs	cliffs	PROPN
ajis02-424	156	14	,	,	PUNCT
ajis02-424	156	15	nj	nj	PROPN
ajis02-424	156	16	:	:	PUNCT
ajis02-424	156	17	prentice	prentice	PROPN
ajis02-424	156	18	hall	hall	PROPN
ajis02-424	156	19	.	.	PUNCT
ajis02-424	157	1	93	93	NUM
ajis02-424	157	2	ajis	ajis	ADV
ajis02-424	157	3	mukhopadhyay	mukhopadhyay	VERB
ajis02-424	157	4	,	,	PUNCT
ajis02-424	157	5	t.	t.	PROPN
ajis02-424	157	6	vicinanza	vicinanza	PROPN
ajis02-424	157	7	,	,	PUNCT
ajis02-424	157	8	s.s	s.s	PROPN
ajis02-424	157	9	.	.	PROPN
ajis02-424	157	10	&	&	CCONJ
ajis02-424	157	11	prietula	prietula	PROPN
ajis02-424	157	12	,	,	PUNCT
ajis02-424	157	13	m.j	m.j	PROPN
ajis02-424	157	14	.	.	PROPN
ajis02-424	157	15	(	(	PUNCT
ajis02-424	157	16	1992	1992	NUM
ajis02-424	157	17	)	)	PUNCT
ajis02-424	157	18	"	"	PUNCT
ajis02-424	157	19	examining	examine	VERB
ajis02-424	157	20	the	the	DET
ajis02-424	157	21	feasibility	feasibility	NOUN
ajis02-424	157	22	of	of	ADP
ajis02-424	157	23	a	a	DET
ajis02-424	157	24	casebased	casebase	VERB
ajis02-424	157	25	reasoning	reasoning	NOUN
ajis02-424	157	26	model	model	NOUN
ajis02-424	157	27	for	for	ADP
ajis02-424	157	28	software	software	NOUN
ajis02-424	157	29	effort	effort	NOUN
ajis02-424	157	30	estimation	estimation	NOUN
ajis02-424	157	31	"	"	PUNCT
ajis02-424	157	32	,	,	PUNCT
ajis02-424	157	33	mis	mis	PROPN
ajis02-424	157	34	quarterly	quarterly	NOUN
ajis02-424	157	35	,	,	PUNCT
ajis02-424	157	36	vol	vol	NOUN
ajis02-424	157	37	16	16	NUM
ajis02-424	157	38	,	,	PUNCT
ajis02-424	157	39	no	no	DET
ajis02-424	157	40	2	2	NUM
ajis02-424	157	41	,	,	PUNCT
ajis02-424	157	42	pp	pp	ADV
ajis02-424	157	43	155	155	NUM
ajis02-424	157	44	-	-	SYM
ajis02-424	157	45	171	171	NUM
ajis02-424	157	46	.	.	PUNCT
ajis02-424	158	1	nelson	nelson	PROPN
ajis02-424	158	2	,	,	PUNCT
ajis02-424	158	3	m.m	m.m	PROPN
ajis02-424	158	4	.	.	PROPN
ajis02-424	158	5	&	&	CCONJ
ajis02-424	158	6	illingworth	illingworth	PROPN
ajis02-424	158	7	,	,	PUNCT
ajis02-424	158	8	w.t	w.t	PROPN
ajis02-424	158	9	.	.	PUNCT
ajis02-424	158	10	(	(	PUNCT
ajis02-424	158	11	1991	1991	NUM
ajis02-424	158	12	)	)	PUNCT
ajis02-424	158	13	a	a	DET
ajis02-424	158	14	practical	practical	ADJ
ajis02-424	158	15	guide	guide	NOUN
ajis02-424	158	16	to	to	ADP
ajis02-424	158	17	neural	neural	ADJ
ajis02-424	158	18	nets	net	NOUN
ajis02-424	158	19	,	,	PUNCT
ajis02-424	158	20	reading	reading	NOUN
ajis02-424	158	21	,	,	PUNCT
ajis02-424	158	22	addisonwesley	addisonwesley	ADJ
ajis02-424	158	23	.	.	PUNCT
ajis02-424	159	1	rudolph	rudolph	PROPN
ajis02-424	159	2	,	,	PUNCT
ajis02-424	159	3	eje	eje	PROPN
ajis02-424	159	4	.	.	PROPN
ajis02-424	159	5	(	(	PUNCT
ajis02-424	159	6	1986	1986	NUM
ajis02-424	159	7	)	)	PUNCT
ajis02-424	159	8	"	"	PUNCT
ajis02-424	159	9	productivity	productivity	NOUN
ajis02-424	159	10	in	in	ADP
ajis02-424	159	11	computer	computer	NOUN
ajis02-424	159	12	application	application	NOUN
ajis02-424	159	13	development	development	NOUN
ajis02-424	159	14	"	"	PUNCT
ajis02-424	159	15	,	,	PUNCT
ajis02-424	159	16	auckland	auckland	PROPN
ajis02-424	159	17	university	university	PROPN
ajis02-424	159	18	research	research	NOUN
ajis02-424	159	19	report	report	NOUN
ajis02-424	159	20	,	,	PUNCT
ajis02-424	159	21	auckland	auckland	PROPN
ajis02-424	159	22	university	university	PROPN
ajis02-424	159	23	,	,	PUNCT
ajis02-424	159	24	auckland	auckland	PROPN
ajis02-424	159	25	,	,	PUNCT
ajis02-424	159	26	1986	1986	NUM
ajis02-424	159	27	.	.	PUNCT
ajis02-424	160	1	rumelhart	rumelhart	PROPN
ajis02-424	160	2	,	,	PUNCT
ajis02-424	160	3	d.e	d.e	PROPN
ajis02-424	160	4	.	.	PROPN
ajis02-424	160	5	widrow	widrow	PROPN
ajis02-424	160	6	,	,	PUNCT
ajis02-424	160	7	b	b	PROPN
ajis02-424	160	8	&	&	CCONJ
ajis02-424	160	9	lehr	lehr	PROPN
ajis02-424	160	10	,	,	PUNCT
ajis02-424	160	11	m.	m.	NOUN
ajis02-424	160	12	(	(	PUNCT
ajis02-424	160	13	1993	1993	NUM
ajis02-424	160	14	)	)	PUNCT
ajis02-424	160	15	"	"	PUNCT
ajis02-424	160	16	applications	application	NOUN
ajis02-424	160	17	of	of	ADP
ajis02-424	160	18	neural	neural	ADJ
ajis02-424	160	19	networks	network	NOUN
ajis02-424	160	20	in	in	ADP
ajis02-424	160	21	industry	industry	NOUN
ajis02-424	160	22	,	,	PUNCT
ajis02-424	160	23	business	business	NOUN
ajis02-424	160	24	and	and	CCONJ
ajis02-424	160	25	science	science	NOUN
ajis02-424	160	26	"	"	PUNCT
ajis02-424	160	27	,	,	PUNCT
ajis02-424	160	28	stanford	stanford	PROPN
ajis02-424	160	29	university	university	PROPN
ajis02-424	160	30	,	,	PUNCT
ajis02-424	160	31	unpublished	unpublished	ADJ
ajis02-424	160	32	.	.	PUNCT
ajis02-424	161	1	schoneburg	schoneburg	PROPN
ajis02-424	161	2	,	,	PUNCT
ajis02-424	161	3	e.	e.	PROPN
ajis02-424	161	4	(	(	PUNCT
ajis02-424	161	5	1990	1990	NUM
ajis02-424	161	6	)	)	PUNCT
ajis02-424	161	7	"	"	PUNCT
ajis02-424	161	8	stock	stock	NOUN
ajis02-424	161	9	prediction	prediction	NOUN
ajis02-424	161	10	using	use	VERB
ajis02-424	161	11	neural	neural	ADJ
ajis02-424	161	12	networks	network	NOUN
ajis02-424	161	13	:	:	PUNCT
ajis02-424	161	14	a	a	DET
ajis02-424	161	15	project	project	NOUN
ajis02-424	161	16	report	report	NOUN
ajis02-424	161	17	"	"	PUNCT
ajis02-424	161	18	,	,	PUNCT
ajis02-424	161	19	neurocomputing	neurocomputing	NOUN
ajis02-424	161	20	,	,	PUNCT
ajis02-424	161	21	vol	vol	NOUN
ajis02-424	161	22	2	2	NUM
ajis02-424	161	23	,	,	PUNCT
ajis02-424	161	24	no	no	DET
ajis02-424	161	25	1	1	NUM
ajis02-424	161	26	,	,	PUNCT
ajis02-424	161	27	pp	pp	ADV
ajis02-424	161	28	17	17	NUM
ajis02-424	161	29	-	-	SYM
ajis02-424	161	30	27	27	NUM
ajis02-424	161	31	.	.	PUNCT
ajis02-424	162	1	vessey	vessey	NOUN
ajis02-424	162	2	,	,	PUNCT
ajis02-424	162	3	i.	i.	PROPN
ajis02-424	162	4	(	(	PUNCT
ajis02-424	162	5	1986	1986	NUM
ajis02-424	162	6	)	)	PUNCT
ajis02-424	162	7	"	"	PUNCT
ajis02-424	162	8	on	on	ADP
ajis02-424	162	9	program	program	NOUN
ajis02-424	162	10	development	development	NOUN
ajis02-424	162	11	effort	effort	NOUN
ajis02-424	162	12	and	and	CCONJ
ajis02-424	162	13	productivity	productivity	NOUN
ajis02-424	162	14	"	"	PUNCT
ajis02-424	162	15	,	,	PUNCT
ajis02-424	162	16	information	information	NOUN
ajis02-424	162	17	and	and	CCONJ
ajis02-424	162	18	management	management	NOUN
ajis02-424	162	19	,	,	PUNCT
ajis02-424	162	20	vol	vol	NOUN
ajis02-424	162	21	10	10	NUM
ajis02-424	162	22	,	,	PUNCT
ajis02-424	162	23	pp	pp	ADP
ajis02-424	162	24	255	255	NUM
ajis02-424	162	25	-	-	SYM
ajis02-424	162	26	266	266	NUM
ajis02-424	162	27	.	.	PUNCT
ajis02-424	163	1	white	white	PROPN
ajis02-424	163	2	,	,	PUNCT
ajis02-424	163	3	h.	h.	PROPN
ajis02-424	163	4	(	(	PUNCT
ajis02-424	163	5	1988	1988	NUM
ajis02-424	163	6	)	)	PUNCT
ajis02-424	163	7	"	"	PUNCT
ajis02-424	163	8	economic	economic	ADJ
ajis02-424	163	9	prediction	prediction	NOUN
ajis02-424	163	10	using	use	VERB
ajis02-424	163	11	neural	neural	ADJ
ajis02-424	163	12	networks	network	NOUN
ajis02-424	163	13	:	:	PUNCT
ajis02-424	163	14	the	the	DET
ajis02-424	163	15	case	case	NOUN
ajis02-424	163	16	of	of	ADP
ajis02-424	163	17	ibm	ibm	PROPN
ajis02-424	163	18	daily	daily	ADJ
ajis02-424	163	19	stock	stock	NOUN
ajis02-424	163	20	returns	return	NOUN
ajis02-424	163	21	"	"	PUNCT
ajis02-424	163	22	,	,	PUNCT
ajis02-424	163	23	ieee	ieee	NOUN
ajis02-424	163	24	conference	conference	NOUN
ajis02-424	163	25	on	on	ADP
ajis02-424	163	26	neural	neural	ADJ
ajis02-424	163	27	networks	network	NOUN
ajis02-424	163	28	,	,	PUNCT
ajis02-424	163	29	vol	vol	NOUN
ajis02-424	163	30	2	2	NUM
ajis02-424	163	31	.	.	PUNCT
ajis02-424	164	1	wittig	wittig	PROPN
ajis02-424	164	2	,	,	PUNCT
ajis02-424	164	3	g.e	g.e	PROPN
ajis02-424	164	4	.	.	PUNCT
ajis02-424	164	5	(	(	PUNCT
ajis02-424	164	6	1991	1991	NUM
ajis02-424	164	7	)	)	PUNCT
ajis02-424	164	8	"	"	PUNCT
ajis02-424	164	9	an	an	DET
ajis02-424	164	10	analysis	analysis	NOUN
ajis02-424	164	11	of	of	ADP
ajis02-424	164	12	4gl	4gl	PROPN
ajis02-424	164	13	software	software	PROPN
ajis02-424	164	14	development	development	PROPN
ajis02-424	164	15	productivity	productivity	NOUN
ajis02-424	164	16	"	"	PUNCT
ajis02-424	164	17	,	,	PUNCT
ajis02-424	164	18	masters	master	NOUN
ajis02-424	164	19	thesis	thesis	NOUN
ajis02-424	164	20	,	,	PUNCT
ajis02-424	164	21	university	university	NOUN
ajis02-424	164	22	of	of	ADP
ajis02-424	164	23	natal	natal	NOUN
ajis02-424	164	24	.	.	PUNCT
ajis02-424	165	1	may	may	AUX
ajis02-424	165	2	1994	1994	NUM
ajis02-424	165	3	94	94	NUM