id	sid	tid	token	lemma	pos
absel-363	1	1	evaluation	evaluation	NOUN
absel-363	1	2	of	of	ADP
absel-363	1	3	collaborative	collaborative	ADJ
absel-363	1	4	filtering	filtering	NOUN
absel-363	1	5	by	by	ADP
absel-363	1	6	agent	agent	NOUN
absel-363	1	7	-	-	PUNCT
absel-363	1	8	based	base	VERB
absel-363	1	9	simulation	simulation	NOUN
absel-363	1	10	considering	consider	VERB
absel-363	1	11	market	market	NOUN
absel-363	1	12	environment	environment	NOUN
absel-363	1	13	evaluation	evaluation	NOUN
absel-363	1	14	of	of	ADP
absel-363	1	15	collaborative	collaborative	ADJ
absel-363	1	16	filtering	filtering	NOUN
absel-363	1	17	by	by	ADP
absel-363	1	18	agent	agent	NOUN
absel-363	1	19	-	-	PUNCT
absel-363	1	20	based	base	VERB
absel-363	1	21	simulation	simulation	NOUN
absel-363	1	22	considering	consider	VERB
absel-363	1	23	market	market	NOUN
absel-363	1	24	environment	environment	NOUN
absel-363	1	25	takashi	takashi	PROPN
absel-363	1	26	umeda	umeda	PROPN
absel-363	1	27	tokyo	tokyo	PROPN
absel-363	1	28	institute	institute	PROPN
absel-363	1	29	of	of	ADP
absel-363	1	30	technology	technology	PROPN
absel-363	1	31	umeda,ichikawa@cs.dis.titech.ac.jp	umeda,ichikawa@cs.dis.titech.ac.jp	NOUN
absel-363	1	32	manabu	manabu	NOUN
absel-363	1	33	ichikawa	ichikawa	PROPN
absel-363	1	34	tokyo	tokyo	PROPN
absel-363	1	35	institute	institute	PROPN
absel-363	1	36	of	of	ADP
absel-363	1	37	technology	technology	PROPN
absel-363	1	38	yuhsuke	yuhsuke	PROPN
absel-363	1	39	koyama	koyama	PROPN
absel-363	1	40	tokyo	tokyo	PROPN
absel-363	1	41	institute	institute	PROPN
absel-363	1	42	of	of	ADP
absel-363	1	43	technology	technology	PROPN
absel-363	1	44	hiroshi	hiroshi	PROPN
absel-363	1	45	deguchi	deguchi	PROPN
absel-363	1	46	tokyo	tokyo	PROPN
absel-363	1	47	institute	institute	PROPN
absel-363	1	48	of	of	ADP
absel-363	1	49	technology	technology	PROPN
absel-363	1	50	koyama,deguchi@dis.titech.ac.jp	koyama,deguchi@dis.titech.ac.jp	ADJ
absel-363	1	51	methodology	methodology	NOUN
absel-363	1	52	of	of	ADP
absel-363	1	53	this	this	DET
absel-363	1	54	research	research	NOUN
absel-363	1	55	abstract	abstract	ADJ
absel-363	1	56	recommendation	recommendation	NOUN
absel-363	1	57	algorithms	algorithm	NOUN
absel-363	1	58	are	be	AUX
absel-363	1	59	usually	usually	ADV
absel-363	1	60	evaluated	evaluate	VERB
absel-363	1	61	by	by	ADP
absel-363	1	62	cross	cross	ADJ
absel-363	1	63	-	-	ADJ
absel-363	1	64	validation	validation	ADJ
absel-363	1	65	or	or	CCONJ
absel-363	1	66	human	human	NOUN
absel-363	1	67	-	-	PUNCT
absel-363	1	68	subject	subject	NOUN
absel-363	1	69	experiments	experiment	NOUN
absel-363	1	70	.	.	PUNCT
absel-363	2	1	we	we	PRON
absel-363	2	2	propose	propose	VERB
absel-363	2	3	a	a	DET
absel-363	2	4	new	new	ADJ
absel-363	2	5	evaluation	evaluation	NOUN
absel-363	2	6	approach	approach	NOUN
absel-363	2	7	for	for	ADP
absel-363	2	8	collaborative	collaborative	ADJ
absel-363	2	9	filtering	filtering	NOUN
absel-363	2	10	,	,	PUNCT
absel-363	2	11	a	a	DET
absel-363	2	12	kind	kind	NOUN
absel-363	2	13	of	of	ADP
absel-363	2	14	recommendation	recommendation	NOUN
absel-363	2	15	algorithm	algorithm	NOUN
absel-363	2	16	through	through	ADP
absel-363	2	17	agent	agent	NOUN
absel-363	2	18	-	-	PUNCT
absel-363	2	19	based	base	VERB
absel-363	2	20	simulation	simulation	NOUN
absel-363	2	21	.	.	PUNCT
absel-363	3	1	we	we	PRON
absel-363	3	2	modeled	model	VERB
absel-363	3	3	a	a	DET
absel-363	3	4	virtual	virtual	ADJ
absel-363	3	5	e	e	NOUN
absel-363	3	6	-	-	NOUN
absel-363	3	7	commerce	commerce	NOUN
absel-363	3	8	market	market	NOUN
absel-363	3	9	where	where	SCONJ
absel-363	3	10	we	we	PRON
absel-363	3	11	evaluated	evaluate	VERB
absel-363	3	12	the	the	DET
absel-363	3	13	collaborative	collaborative	ADJ
absel-363	3	14	filtering	filtering	NOUN
absel-363	3	15	algorithm	algorithm	NOUN
absel-363	3	16	.	.	PUNCT
absel-363	4	1	our	our	PRON
absel-363	4	2	findings	finding	NOUN
absel-363	4	3	were	be	AUX
absel-363	4	4	as	as	SCONJ
absel-363	4	5	follows	follow	VERB
absel-363	4	6	:	:	PUNCT
absel-363	4	7	1	1	X
absel-363	4	8	)	)	PUNCT
absel-363	4	9	the	the	DET
absel-363	4	10	number	number	NOUN
absel-363	4	11	of	of	ADP
absel-363	4	12	neighbors	neighbor	NOUN
absel-363	4	13	is	be	AUX
absel-363	4	14	a	a	DET
absel-363	4	15	key	key	ADJ
absel-363	4	16	parameter	parameter	NOUN
absel-363	4	17	and	and	CCONJ
absel-363	4	18	there	there	PRON
absel-363	4	19	is	be	VERB
absel-363	4	20	a	a	DET
absel-363	4	21	trade	trade	NOUN
absel-363	4	22	-	-	PUNCT
absel-363	4	23	off	off	NOUN
absel-363	4	24	due	due	ADJ
absel-363	4	25	to	to	ADP
absel-363	4	26	market	market	NOUN
absel-363	4	27	circumstances	circumstance	NOUN
absel-363	4	28	,	,	PUNCT
absel-363	4	29	2	2	X
absel-363	4	30	)	)	PUNCT
absel-363	4	31	a	a	DET
absel-363	4	32	bigger	big	ADJ
absel-363	4	33	number	number	NOUN
absel-363	4	34	of	of	ADP
absel-363	4	35	neighbors	neighbor	NOUN
absel-363	4	36	performed	perform	VERB
absel-363	4	37	better	well	ADV
absel-363	4	38	,	,	PUNCT
absel-363	4	39	with	with	ADP
absel-363	4	40	a	a	DET
absel-363	4	41	tendency	tendency	NOUN
absel-363	4	42	that	that	PRON
absel-363	4	43	was	be	AUX
absel-363	4	44	independent	independent	ADJ
absel-363	4	45	of	of	ADP
absel-363	4	46	the	the	DET
absel-363	4	47	degree	degree	NOUN
absel-363	4	48	of	of	ADP
absel-363	4	49	clustering	clustering	NOUN
absel-363	4	50	of	of	ADP
absel-363	4	51	consumer	consumer	NOUN
absel-363	4	52	preferences	preference	NOUN
absel-363	4	53	,	,	PUNCT
absel-363	4	54	3	3	X
absel-363	4	55	)	)	PUNCT
absel-363	4	56	if	if	SCONJ
absel-363	4	57	there	there	PRON
absel-363	4	58	were	be	VERB
absel-363	4	59	any	any	DET
absel-363	4	60	high	high	ADJ
absel-363	4	61	-	-	PUNCT
absel-363	4	62	frequency	frequency	NOUN
absel-363	4	63	purchasers	purchaser	NOUN
absel-363	4	64	,	,	PUNCT
absel-363	4	65	a	a	DET
absel-363	4	66	smaller	small	ADJ
absel-363	4	67	number	number	NOUN
absel-363	4	68	of	of	ADP
absel-363	4	69	neighbors	neighbor	NOUN
absel-363	4	70	performed	perform	VERB
absel-363	4	71	better	well	ADV
absel-363	4	72	.	.	PUNCT
absel-363	5	1	in	in	ADP
absel-363	5	2	cross	cross	NOUN
absel-363	5	3	-	-	NOUN
absel-363	5	4	validation	validation	ADJ
absel-363	5	5	(	(	PUNCT
absel-363	5	6	sarwar	sarwar	NOUN
absel-363	5	7	2001	2001	NUM
absel-363	5	8	)	)	PUNCT
absel-363	5	9	,	,	PUNCT
absel-363	5	10	data	datum	NOUN
absel-363	5	11	is	be	AUX
absel-363	5	12	divided	divide	VERB
absel-363	5	13	into	into	ADP
absel-363	5	14	a	a	DET
absel-363	5	15	test	test	NOUN
absel-363	5	16	portion	portion	NOUN
absel-363	5	17	and	and	CCONJ
absel-363	5	18	a	a	DET
absel-363	5	19	training	training	NOUN
absel-363	5	20	portion	portion	NOUN
absel-363	5	21	and	and	CCONJ
absel-363	5	22	researchers	researcher	NOUN
absel-363	5	23	measure	measure	VERB
absel-363	5	24	the	the	DET
absel-363	5	25	error	error	NOUN
absel-363	5	26	between	between	ADP
absel-363	5	27	the	the	DET
absel-363	5	28	test	test	NOUN
absel-363	5	29	data	datum	NOUN
absel-363	5	30	and	and	CCONJ
absel-363	5	31	the	the	DET
absel-363	5	32	estimated	estimate	VERB
absel-363	5	33	values	value	NOUN
absel-363	5	34	computed	compute	VERB
absel-363	5	35	with	with	ADP
absel-363	5	36	the	the	DET
absel-363	5	37	training	training	NOUN
absel-363	5	38	portion	portion	NOUN
absel-363	5	39	.	.	PUNCT
absel-363	6	1	this	this	DET
absel-363	6	2	method	method	NOUN
absel-363	6	3	is	be	AUX
absel-363	6	4	convenient	convenient	ADJ
absel-363	6	5	to	to	PART
absel-363	6	6	use	use	VERB
absel-363	6	7	when	when	SCONJ
absel-363	6	8	there	there	PRON
absel-363	6	9	is	be	VERB
absel-363	6	10	sufficient	sufficient	ADJ
absel-363	6	11	available	available	ADJ
absel-363	6	12	data	datum	NOUN
absel-363	6	13	.	.	PUNCT
absel-363	7	1	however	however	ADV
absel-363	7	2	,	,	PUNCT
absel-363	7	3	it	it	PRON
absel-363	7	4	is	be	AUX
absel-363	7	5	difficult	difficult	ADJ
absel-363	7	6	to	to	PART
absel-363	7	7	evaluate	evaluate	VERB
absel-363	7	8	the	the	DET
absel-363	7	9	recommendation	recommendation	NOUN
absel-363	7	10	algorithms	algorithm	NOUN
absel-363	7	11	considering	consider	VERB
absel-363	7	12	the	the	DET
absel-363	7	13	market	market	NOUN
absel-363	7	14	environment	environment	NOUN
absel-363	7	15	in	in	ADP
absel-363	7	16	cases	case	NOUN
absel-363	7	17	where	where	SCONJ
absel-363	7	18	consumer	consumer	NOUN
absel-363	7	19	behavior	behavior	NOUN
absel-363	7	20	is	be	AUX
absel-363	7	21	very	very	ADV
absel-363	7	22	complex	complex	ADJ
absel-363	7	23	in	in	ADP
absel-363	7	24	accordance	accordance	NOUN
absel-363	7	25	with	with	ADP
absel-363	7	26	their	their	PRON
absel-363	7	27	attributes	attribute	NOUN
absel-363	7	28	,	,	PUNCT
absel-363	7	29	characteristics	characteristic	NOUN
absel-363	7	30	,	,	PUNCT
absel-363	7	31	and	and	CCONJ
absel-363	7	32	taste	taste	VERB
absel-363	7	33	in	in	ADP
absel-363	7	34	items	item	NOUN
absel-363	7	35	.	.	PUNCT
absel-363	8	1	it	it	PRON
absel-363	8	2	is	be	AUX
absel-363	8	3	even	even	ADV
absel-363	8	4	impossible	impossible	ADJ
absel-363	8	5	to	to	PART
absel-363	8	6	use	use	VERB
absel-363	8	7	this	this	DET
absel-363	8	8	method	method	NOUN
absel-363	8	9	when	when	SCONJ
absel-363	8	10	the	the	DET
absel-363	8	11	market	market	NOUN
absel-363	8	12	environment	environment	NOUN
absel-363	8	13	changes	change	VERB
absel-363	8	14	frequently	frequently	ADV
absel-363	8	15	,	,	PUNCT
absel-363	8	16	for	for	ADP
absel-363	8	17	example	example	NOUN
absel-363	8	18	,	,	PUNCT
absel-363	8	19	new	new	ADJ
absel-363	8	20	items	item	NOUN
absel-363	8	21	are	be	AUX
absel-363	8	22	dynamically	dynamically	ADV
absel-363	8	23	and	and	CCONJ
absel-363	8	24	constantly	constantly	ADV
absel-363	8	25	added	add	VERB
absel-363	8	26	and	and	CCONJ
absel-363	8	27	consumer	consumer	NOUN
absel-363	8	28	preferences	preference	NOUN
absel-363	8	29	dynamically	dynamically	ADV
absel-363	8	30	change	change	VERB
absel-363	8	31	according	accord	VERB
absel-363	8	32	to	to	ADP
absel-363	8	33	the	the	DET
absel-363	8	34	website	website	NOUN
absel-363	8	35	recommendations	recommendation	NOUN
absel-363	8	36	.	.	PUNCT
absel-363	9	1	introduction	introduction	NOUN
absel-363	9	2	electronic	electronic	ADJ
absel-363	9	3	-	-	PUNCT
absel-363	9	4	commerce	commerce	NOUN
absel-363	9	5	(	(	PUNCT
absel-363	9	6	ec	ec	PROPN
absel-363	9	7	)	)	PUNCT
absel-363	9	8	websites	website	NOUN
absel-363	9	9	have	have	AUX
absel-363	9	10	been	be	AUX
absel-363	9	11	increasing	increase	VERB
absel-363	9	12	in	in	ADP
absel-363	9	13	number	number	NOUN
absel-363	9	14	and	and	CCONJ
absel-363	9	15	market	market	NOUN
absel-363	9	16	size	size	NOUN
absel-363	9	17	around	around	ADP
absel-363	9	18	the	the	DET
absel-363	9	19	world	world	NOUN
absel-363	9	20	.	.	PUNCT
absel-363	10	1	in	in	ADP
absel-363	10	2	2007	2007	NUM
absel-363	10	3	,	,	PUNCT
absel-363	10	4	japan	japan	PROPN
absel-363	10	5	’s	’s	PART
absel-363	10	6	business	business	NOUN
absel-363	10	7	to	to	ADP
absel-363	10	8	consumer	consumer	NOUN
absel-363	10	9	ec	ec	PROPN
absel-363	10	10	market	market	NOUN
absel-363	10	11	size	size	NOUN
absel-363	10	12	amounted	amount	VERB
absel-363	10	13	to	to	ADP
absel-363	10	14	5.3	5.3	NUM
absel-363	10	15	trillion	trillion	NUM
absel-363	10	16	yen	yen	NOUN
absel-363	10	17	(	(	PUNCT
absel-363	10	18	ministry	ministry	NOUN
absel-363	10	19	of	of	ADP
absel-363	10	20	economy	economy	NOUN
absel-363	10	21	,	,	PUNCT
absel-363	10	22	trade	trade	NOUN
absel-363	10	23	and	and	CCONJ
absel-363	10	24	industry	industry	NOUN
absel-363	10	25	2008	2008	NUM
absel-363	10	26	)	)	PUNCT
absel-363	10	27	.	.	PUNCT
absel-363	11	1	some	some	DET
absel-363	11	2	ec	ec	PROPN
absel-363	11	3	websites	website	NOUN
absel-363	11	4	employ	employ	VERB
absel-363	11	5	a	a	DET
absel-363	11	6	system	system	NOUN
absel-363	11	7	for	for	ADP
absel-363	11	8	recommending	recommend	VERB
absel-363	11	9	items	item	NOUN
absel-363	11	10	to	to	ADP
absel-363	11	11	consumers	consumer	NOUN
absel-363	11	12	,	,	PUNCT
absel-363	11	13	but	but	CCONJ
absel-363	11	14	these	these	DET
absel-363	11	15	systems	system	NOUN
absel-363	11	16	might	might	AUX
absel-363	11	17	not	not	PART
absel-363	11	18	be	be	AUX
absel-363	11	19	working	work	VERB
absel-363	11	20	effectively	effectively	ADV
absel-363	11	21	.	.	PUNCT
absel-363	12	1	to	to	PART
absel-363	12	2	optimize	optimize	VERB
absel-363	12	3	the	the	DET
absel-363	12	4	system	system	NOUN
absel-363	12	5	parameters	parameter	NOUN
absel-363	12	6	,	,	PUNCT
absel-363	12	7	we	we	PRON
absel-363	12	8	need	need	VERB
absel-363	12	9	some	some	DET
absel-363	12	10	virtual	virtual	ADJ
absel-363	12	11	evaluation	evaluation	NOUN
absel-363	12	12	environments	environment	NOUN
absel-363	12	13	.	.	PUNCT
absel-363	13	1	a	a	DET
absel-363	13	2	human	human	ADJ
absel-363	13	3	-	-	PUNCT
absel-363	13	4	subject	subject	NOUN
absel-363	13	5	experiment	experiment	NOUN
absel-363	13	6	(	(	PUNCT
absel-363	13	7	zhang	zhang	PROPN
absel-363	13	8	2002	2002	NUM
absel-363	13	9	)	)	PUNCT
absel-363	13	10	is	be	AUX
absel-363	13	11	a	a	DET
absel-363	13	12	good	good	ADJ
absel-363	13	13	approach	approach	NOUN
absel-363	13	14	for	for	ADP
absel-363	13	15	evaluating	evaluate	VERB
absel-363	13	16	algorithms	algorithm	NOUN
absel-363	13	17	considering	consider	VERB
absel-363	13	18	the	the	DET
absel-363	13	19	market	market	NOUN
absel-363	13	20	environment	environment	NOUN
absel-363	13	21	.	.	PUNCT
absel-363	14	1	however	however	ADV
absel-363	14	2	,	,	PUNCT
absel-363	14	3	an	an	DET
absel-363	14	4	experimental	experimental	ADJ
absel-363	14	5	trial	trial	NOUN
absel-363	14	6	takes	take	VERB
absel-363	14	7	a	a	DET
absel-363	14	8	long	long	ADJ
absel-363	14	9	time	time	NOUN
absel-363	14	10	and	and	CCONJ
absel-363	14	11	it	it	PRON
absel-363	14	12	is	be	AUX
absel-363	14	13	not	not	PART
absel-363	14	14	easy	easy	ADJ
absel-363	14	15	to	to	PART
absel-363	14	16	attract	attract	VERB
absel-363	14	17	many	many	ADJ
absel-363	14	18	subjects	subject	NOUN
absel-363	14	19	.	.	PUNCT
absel-363	15	1	consequently	consequently	ADV
absel-363	15	2	,	,	PUNCT
absel-363	15	3	an	an	DET
absel-363	15	4	appropriate	appropriate	ADJ
absel-363	15	5	evaluation	evaluation	NOUN
absel-363	15	6	method	method	NOUN
absel-363	15	7	is	be	AUX
absel-363	15	8	needed	need	VERB
absel-363	15	9	.	.	PUNCT
absel-363	16	1	we	we	PRON
absel-363	16	2	propose	propose	VERB
absel-363	16	3	a	a	DET
absel-363	16	4	new	new	ADJ
absel-363	16	5	evaluation	evaluation	NOUN
absel-363	16	6	method	method	NOUN
absel-363	16	7	,	,	PUNCT
absel-363	16	8	an	an	DET
absel-363	16	9	agent	agent	NOUN
absel-363	16	10	-	-	PUNCT
absel-363	16	11	based	base	VERB
absel-363	16	12	simulation	simulation	NOUN
absel-363	16	13	(	(	PUNCT
absel-363	16	14	abs	ab	NOUN
absel-363	16	15	)	)	PUNCT
absel-363	16	16	.	.	PUNCT
absel-363	17	1	the	the	DET
absel-363	17	2	abs	ab	NOUN
absel-363	17	3	method	method	NOUN
absel-363	17	4	has	have	VERB
absel-363	17	5	the	the	DET
absel-363	17	6	advantage	advantage	NOUN
absel-363	17	7	of	of	ADP
absel-363	17	8	modeling	model	VERB
absel-363	17	9	agent	agent	NOUN
absel-363	17	10	heterogeneity	heterogeneity	NOUN
absel-363	17	11	and	and	CCONJ
absel-363	17	12	the	the	DET
absel-363	17	13	interaction	interaction	NOUN
absel-363	17	14	among	among	ADP
absel-363	17	15	agents	agent	NOUN
absel-363	17	16	.	.	PUNCT
absel-363	18	1	we	we	PRON
absel-363	18	2	created	create	VERB
absel-363	18	3	a	a	DET
absel-363	18	4	model	model	NOUN
absel-363	18	5	containing	contain	VERB
absel-363	18	6	recommendation	recommendation	NOUN
absel-363	18	7	algorithms	algorithm	NOUN
absel-363	18	8	,	,	PUNCT
absel-363	18	9	consumer	consumer	NOUN
absel-363	18	10	decision	decision	NOUN
absel-363	18	11	-	-	PUNCT
absel-363	18	12	making	make	VERB
absel-363	18	13	algorithms	algorithm	NOUN
absel-363	18	14	,	,	PUNCT
absel-363	18	15	item	item	NOUN
absel-363	18	16	characteristics	characteristic	NOUN
absel-363	18	17	,	,	PUNCT
absel-363	18	18	and	and	CCONJ
absel-363	18	19	their	their	PRON
absel-363	18	20	relation	relation	NOUN
absel-363	18	21	to	to	ADP
absel-363	18	22	consumer	consumer	NOUN
absel-363	18	23	preferences	preference	NOUN
absel-363	18	24	.	.	PUNCT
absel-363	19	1	this	this	DET
absel-363	19	2	model	model	NOUN
absel-363	19	3	is	be	AUX
absel-363	19	4	able	able	ADJ
absel-363	19	5	to	to	PART
absel-363	19	6	estimate	estimate	VERB
absel-363	19	7	the	the	DET
absel-363	19	8	optimal	optimal	ADJ
absel-363	19	9	parameter	parameter	NOUN
absel-363	19	10	settings	setting	NOUN
absel-363	19	11	in	in	ADP
absel-363	19	12	the	the	DET
absel-363	19	13	algorithms	algorithm	NOUN
absel-363	19	14	and	and	CCONJ
absel-363	19	15	the	the	DET
absel-363	19	16	accuracy	accuracy	NOUN
absel-363	19	17	of	of	ADP
absel-363	19	18	recommendations	recommendation	NOUN
absel-363	19	19	considering	consider	VERB
absel-363	19	20	the	the	DET
absel-363	19	21	market	market	NOUN
absel-363	19	22	environment	environment	NOUN
absel-363	19	23	and	and	CCONJ
absel-363	19	24	changes	change	NOUN
absel-363	19	25	in	in	ADP
absel-363	19	26	the	the	DET
absel-363	19	27	environment	environment	NOUN
absel-363	19	28	.	.	PUNCT
absel-363	20	1	furthermore	furthermore	ADV
absel-363	20	2	,	,	PUNCT
absel-363	20	3	in	in	ADP
absel-363	20	4	cases	case	NOUN
absel-363	20	5	where	where	SCONJ
absel-363	20	6	it	it	PRON
absel-363	20	7	is	be	AUX
absel-363	20	8	difficult	difficult	ADJ
absel-363	20	9	to	to	PART
absel-363	20	10	obtain	obtain	VERB
absel-363	20	11	past	past	ADJ
absel-363	20	12	purchase	purchase	NOUN
absel-363	20	13	data	datum	NOUN
absel-363	20	14	,	,	PUNCT
absel-363	20	15	researchers	researcher	NOUN
absel-363	20	16	can	can	AUX
absel-363	20	17	easily	easily	ADV
absel-363	20	18	evaluate	evaluate	VERB
absel-363	20	19	the	the	DET
absel-363	20	20	recommendation	recommendation	NOUN
absel-363	20	21	algorithms	algorithm	NOUN
absel-363	20	22	under	under	ADP
absel-363	20	23	various	various	ADJ
absel-363	20	24	assumptions	assumption	NOUN
absel-363	20	25	.	.	PUNCT
absel-363	21	1	table	table	NOUN
absel-363	21	2	1	1	NUM
absel-363	21	3	summarizes	summarize	VERB
absel-363	21	4	the	the	DET
absel-363	21	5	characteristics	characteristic	NOUN
absel-363	21	6	of	of	ADP
absel-363	21	7	the	the	DET
absel-363	21	8	evaluation	evaluation	NOUN
absel-363	21	9	methodologies	methodology	NOUN
absel-363	21	10	.	.	PUNCT
absel-363	22	1	in	in	ADP
absel-363	22	2	this	this	DET
absel-363	22	3	paper	paper	NOUN
absel-363	22	4	,	,	PUNCT
absel-363	22	5	we	we	PRON
absel-363	22	6	propose	propose	VERB
absel-363	22	7	a	a	DET
absel-363	22	8	simulation	simulation	NOUN
absel-363	22	9	model	model	NOUN
absel-363	22	10	for	for	ADP
absel-363	22	11	evaluating	evaluate	VERB
absel-363	22	12	and	and	CCONJ
absel-363	22	13	designing	design	VERB
absel-363	22	14	recommendation	recommendation	NOUN
absel-363	22	15	algorithms	algorithm	NOUN
absel-363	22	16	considering	consider	VERB
absel-363	22	17	the	the	DET
absel-363	22	18	market	market	NOUN
absel-363	22	19	environment	environment	NOUN
absel-363	22	20	.	.	PUNCT
absel-363	23	1	this	this	DET
absel-363	23	2	model	model	NOUN
absel-363	23	3	is	be	AUX
absel-363	23	4	a	a	DET
absel-363	23	5	business	business	NOUN
absel-363	23	6	simulation	simulation	NOUN
absel-363	23	7	able	able	ADJ
absel-363	23	8	to	to	PART
absel-363	23	9	provide	provide	VERB
absel-363	23	10	useful	useful	ADJ
absel-363	23	11	knowledge	knowledge	NOUN
absel-363	23	12	for	for	ADP
absel-363	23	13	people	people	NOUN
absel-363	23	14	engaged	engage	VERB
absel-363	23	15	in	in	ADP
absel-363	23	16	web	web	NOUN
absel-363	23	17	marketing	marketing	NOUN
absel-363	23	18	,	,	PUNCT
absel-363	23	19	web	web	NOUN
absel-363	23	20	systems	system	NOUN
absel-363	23	21	or	or	CCONJ
absel-363	23	22	ec	ec	PROPN
absel-363	23	23	business	business	NOUN
absel-363	23	24	.	.	PUNCT
absel-363	24	1	as	as	ADP
absel-363	24	2	an	an	DET
absel-363	24	3	application	application	NOUN
absel-363	24	4	of	of	ADP
absel-363	24	5	the	the	DET
absel-363	24	6	model	model	NOUN
absel-363	24	7	,	,	PUNCT
absel-363	24	8	evaluation	evaluation	NOUN
absel-363	24	9	and	and	CCONJ
absel-363	24	10	parameter	parameter	NOUN
absel-363	24	11	optimization	optimization	NOUN
absel-363	24	12	is	be	AUX
absel-363	24	13	performed	perform	VERB
absel-363	24	14	for	for	ADP
absel-363	24	15	a	a	DET
absel-363	24	16	user	user	NOUN
absel-363	24	17	-	-	PUNCT
absel-363	24	18	based	base	VERB
absel-363	24	19	approach	approach	NOUN
absel-363	24	20	that	that	PRON
absel-363	24	21	is	be	AUX
absel-363	24	22	a	a	DET
absel-363	24	23	kind	kind	NOUN
absel-363	24	24	of	of	ADP
absel-363	24	25	collaborative	collaborative	ADJ
absel-363	24	26	filtering	filtering	NOUN
absel-363	24	27	algorithm	algorithm	NOUN
absel-363	24	28	,	,	PUNCT
absel-363	24	29	the	the	DET
absel-363	24	30	popular	popular	ADJ
absel-363	24	31	recommendation	recommendation	NOUN
absel-363	24	32	algorithm	algorithm	NOUN
absel-363	24	33	used	use	VERB
absel-363	24	34	on	on	ADP
absel-363	24	35	many	many	ADJ
absel-363	24	36	websites	website	NOUN
absel-363	24	37	.	.	PUNCT
absel-363	25	1	214	214	NUM
absel-363	26	1	|	|	ADV
absel-363	26	2	developments	development	NOUN
absel-363	26	3	in	in	ADP
absel-363	26	4	business	business	NOUN
absel-363	26	5	simulation	simulation	NOUN
absel-363	26	6	and	and	CCONJ
absel-363	26	7	experiential	experiential	ADJ
absel-363	26	8	learning	learning	NOUN
absel-363	26	9	,	,	PUNCT
absel-363	26	10	volume	volume	NOUN
absel-363	26	11	36	36	NUM
absel-363	26	12	,	,	PUNCT
absel-363	26	13	2009	2009	NUM
absel-363	26	14	related	relate	VERB
absel-363	26	15	work	work	NOUN
absel-363	26	16	recommendation	recommendation	NOUN
absel-363	26	17	algorithms	algorithm	NOUN
absel-363	26	18	in	in	ADP
absel-363	26	19	this	this	DET
absel-363	26	20	section	section	NOUN
absel-363	26	21	,	,	PUNCT
absel-363	26	22	we	we	PRON
absel-363	26	23	briefly	briefly	ADV
absel-363	26	24	present	present	VERB
absel-363	26	25	some	some	PRON
absel-363	26	26	of	of	ADP
absel-363	26	27	the	the	DET
absel-363	26	28	research	research	NOUN
absel-363	26	29	related	relate	VERB
absel-363	26	30	to	to	ADP
absel-363	26	31	information	information	NOUN
absel-363	26	32	filtering	filtering	NOUN
absel-363	26	33	and	and	CCONJ
absel-363	26	34	recommender	recommender	NOUN
absel-363	26	35	systems	system	NOUN
absel-363	26	36	.	.	PUNCT
absel-363	27	1	recommender	recommender	NOUN
absel-363	27	2	systems	system	NOUN
absel-363	27	3	can	can	AUX
absel-363	27	4	be	be	AUX
absel-363	27	5	broadly	broadly	ADV
absel-363	27	6	categorized	categorize	VERB
absel-363	27	7	into	into	ADP
absel-363	27	8	two	two	NUM
absel-363	27	9	types	type	NOUN
absel-363	27	10	:	:	PUNCT
absel-363	27	11	content	content	NOUN
absel-363	27	12	-	-	PUNCT
absel-363	27	13	based	base	VERB
absel-363	27	14	filtering	filtering	NOUN
absel-363	27	15	and	and	CCONJ
absel-363	27	16	collaborative	collaborative	ADJ
absel-363	27	17	filtering	filtering	NOUN
absel-363	27	18	.	.	PUNCT
absel-363	28	1	in	in	ADP
absel-363	28	2	content	content	NOUN
absel-363	28	3	-	-	PUNCT
absel-363	28	4	based	base	VERB
absel-363	28	5	filtering	filtering	NOUN
absel-363	28	6	,	,	PUNCT
absel-363	28	7	recommendations	recommendation	NOUN
absel-363	28	8	are	be	AUX
absel-363	28	9	made	make	VERB
absel-363	28	10	by	by	ADP
absel-363	28	11	using	use	VERB
absel-363	28	12	information	information	NOUN
absel-363	28	13	about	about	ADP
absel-363	28	14	the	the	DET
absel-363	28	15	item	item	NOUN
absel-363	28	16	,	,	PUNCT
absel-363	28	17	such	such	ADJ
absel-363	28	18	as	as	ADP
absel-363	28	19	the	the	DET
absel-363	28	20	category	category	NOUN
absel-363	28	21	,	,	PUNCT
absel-363	28	22	tag	tag	NOUN
absel-363	28	23	,	,	PUNCT
absel-363	28	24	and	and	CCONJ
absel-363	28	25	description	description	NOUN
absel-363	28	26	.	.	PUNCT
absel-363	29	1	when	when	SCONJ
absel-363	29	2	using	use	VERB
absel-363	29	3	this	this	DET
absel-363	29	4	method	method	NOUN
absel-363	29	5	,	,	PUNCT
absel-363	29	6	additional	additional	ADJ
absel-363	29	7	information	information	NOUN
absel-363	29	8	on	on	ADP
absel-363	29	9	the	the	DET
absel-363	29	10	item	item	NOUN
absel-363	29	11	must	must	AUX
absel-363	29	12	be	be	AUX
absel-363	29	13	obtained	obtain	VERB
absel-363	29	14	manually	manually	ADV
absel-363	29	15	.	.	PUNCT
absel-363	30	1	so	so	ADV
absel-363	30	2	,	,	PUNCT
absel-363	30	3	it	it	PRON
absel-363	30	4	would	would	AUX
absel-363	30	5	be	be	AUX
absel-363	30	6	difficult	difficult	ADJ
absel-363	30	7	to	to	PART
absel-363	30	8	apply	apply	VERB
absel-363	30	9	content	content	NOUN
absel-363	30	10	-	-	PUNCT
absel-363	30	11	based	base	VERB
absel-363	30	12	filtering	filtering	NOUN
absel-363	30	13	when	when	SCONJ
absel-363	30	14	there	there	PRON
absel-363	30	15	are	be	VERB
absel-363	30	16	items	item	NOUN
absel-363	30	17	for	for	ADP
absel-363	30	18	which	which	PRON
absel-363	30	19	additional	additional	ADJ
absel-363	30	20	information	information	NOUN
absel-363	30	21	is	be	AUX
absel-363	30	22	not	not	PART
absel-363	30	23	supplied	supply	VERB
absel-363	30	24	.	.	PUNCT
absel-363	31	1	in	in	ADP
absel-363	31	2	collaborative	collaborative	ADJ
absel-363	31	3	filtering	filtering	NOUN
absel-363	31	4	,	,	PUNCT
absel-363	31	5	the	the	DET
absel-363	31	6	recommender	recommender	NOUN
absel-363	31	7	system	system	NOUN
absel-363	31	8	uses	use	VERB
absel-363	31	9	the	the	DET
absel-363	31	10	item	item	NOUN
absel-363	31	11	ratings	rating	NOUN
absel-363	31	12	by	by	ADP
absel-363	31	13	users	user	NOUN
absel-363	31	14	to	to	PART
absel-363	31	15	generate	generate	VERB
absel-363	31	16	recommendations	recommendation	NOUN
absel-363	31	17	,	,	PUNCT
absel-363	31	18	and	and	CCONJ
absel-363	31	19	it	it	PRON
absel-363	31	20	is	be	AUX
absel-363	31	21	typically	typically	ADV
absel-363	31	22	content	content	ADJ
absel-363	31	23	agnostic	agnostic	ADJ
absel-363	31	24	.	.	PUNCT
absel-363	32	1	so	so	ADV
absel-363	32	2	,	,	PUNCT
absel-363	32	3	it	it	PRON
absel-363	32	4	is	be	AUX
absel-363	32	5	advantageous	advantageous	ADJ
absel-363	32	6	to	to	PART
absel-363	32	7	recommend	recommend	VERB
absel-363	32	8	a	a	DET
absel-363	32	9	set	set	NOUN
absel-363	32	10	of	of	ADP
absel-363	32	11	items	item	NOUN
absel-363	32	12	from	from	ADP
absel-363	32	13	a	a	DET
absel-363	32	14	large	large	ADJ
absel-363	32	15	number	number	NOUN
absel-363	32	16	of	of	ADP
absel-363	32	17	items	item	NOUN
absel-363	32	18	regardless	regardless	ADV
absel-363	32	19	of	of	ADP
absel-363	32	20	whether	whether	SCONJ
absel-363	32	21	or	or	CCONJ
absel-363	32	22	not	not	PART
absel-363	32	23	additional	additional	ADJ
absel-363	32	24	information	information	NOUN
absel-363	32	25	is	be	AUX
absel-363	32	26	supplied	supply	VERB
absel-363	32	27	.	.	PUNCT
absel-363	33	1	the	the	DET
absel-363	33	2	model	model	NOUN
absel-363	33	3	that	that	PRON
absel-363	33	4	we	we	PRON
absel-363	33	5	propose	propose	VERB
absel-363	33	6	is	be	AUX
absel-363	33	7	useful	useful	ADJ
absel-363	33	8	for	for	ADP
absel-363	33	9	evaluation	evaluation	NOUN
absel-363	33	10	and	and	CCONJ
absel-363	33	11	parameter	parameter	NOUN
absel-363	33	12	optimization	optimization	NOUN
absel-363	33	13	for	for	ADP
absel-363	33	14	collaborative	collaborative	ADJ
absel-363	33	15	filtering	filtering	NOUN
absel-363	33	16	.	.	PUNCT
absel-363	34	1	collaborative	collaborative	ADJ
absel-363	34	2	filtering	filtering	NOUN
absel-363	34	3	systems	system	NOUN
absel-363	34	4	can	can	AUX
absel-363	34	5	be	be	AUX
absel-363	34	6	further	far	ADV
absel-363	34	7	categorized	categorize	VERB
absel-363	34	8	into	into	ADP
absel-363	34	9	memory	memory	NOUN
absel-363	34	10	-	-	PUNCT
absel-363	34	11	based	base	VERB
absel-363	34	12	and	and	CCONJ
absel-363	34	13	model	model	NOUN
absel-363	34	14	-	-	PUNCT
absel-363	34	15	based	base	VERB
absel-363	34	16	algorithms	algorithm	NOUN
absel-363	34	17	.	.	PUNCT
absel-363	35	1	memory	memory	NOUN
absel-363	35	2	-	-	PUNCT
absel-363	35	3	based	base	VERB
absel-363	35	4	algorithms	algorithm	NOUN
absel-363	35	5	generate	generate	VERB
absel-363	35	6	ratings	rating	NOUN
absel-363	35	7	predictions	prediction	NOUN
absel-363	35	8	for	for	ADP
absel-363	35	9	users	user	NOUN
absel-363	35	10	based	base	VERB
absel-363	35	11	on	on	ADP
absel-363	35	12	their	their	PRON
absel-363	35	13	past	past	ADJ
absel-363	35	14	ratings	rating	NOUN
absel-363	35	15	.	.	PUNCT
absel-363	36	1	in	in	ADP
absel-363	36	2	addition	addition	NOUN
absel-363	36	3	,	,	PUNCT
absel-363	36	4	the	the	DET
absel-363	36	5	memory	memory	NOUN
absel-363	36	6	-	-	PUNCT
absel-363	36	7	based	base	VERB
absel-363	36	8	method	method	NOUN
absel-363	36	9	is	be	AUX
absel-363	36	10	categorized	categorize	VERB
absel-363	36	11	into	into	ADP
absel-363	36	12	user	user	NOUN
absel-363	36	13	-	-	PUNCT
absel-363	36	14	based	base	VERB
absel-363	36	15	(	(	PUNCT
absel-363	36	16	resenick	resenick	PROPN
absel-363	36	17	1994	1994	NUM
absel-363	36	18	;	;	PUNCT
absel-363	36	19	herlocker	herlocker	NOUN
absel-363	36	20	1999	1999	NUM
absel-363	36	21	)	)	PUNCT
absel-363	36	22	and	and	CCONJ
absel-363	36	23	item	item	NOUN
absel-363	36	24	-	-	PUNCT
absel-363	36	25	based	base	VERB
absel-363	36	26	(	(	PUNCT
absel-363	36	27	sarwar	sarwar	ADJ
absel-363	36	28	2001	2001	NUM
absel-363	36	29	)	)	PUNCT
absel-363	36	30	methods	method	NOUN
absel-363	36	31	.	.	PUNCT
absel-363	37	1	the	the	DET
absel-363	37	2	former	former	ADJ
absel-363	37	3	is	be	AUX
absel-363	37	4	calculated	calculate	VERB
absel-363	37	5	as	as	ADP
absel-363	37	6	the	the	DET
absel-363	37	7	weighted	weighted	ADJ
absel-363	37	8	average	average	NOUN
absel-363	37	9	of	of	ADP
absel-363	37	10	the	the	DET
absel-363	37	11	ratings	rating	NOUN
absel-363	37	12	given	give	VERB
absel-363	37	13	by	by	ADP
absel-363	37	14	other	other	ADJ
absel-363	37	15	users	user	NOUN
absel-363	37	16	where	where	SCONJ
absel-363	37	17	the	the	DET
absel-363	37	18	weight	weight	NOUN
absel-363	37	19	is	be	AUX
absel-363	37	20	proportional	proportional	ADJ
absel-363	37	21	to	to	ADP
absel-363	37	22	the	the	DET
absel-363	37	23	similarity	similarity	NOUN
absel-363	37	24	between	between	ADP
absel-363	37	25	users	user	NOUN
absel-363	37	26	.	.	PUNCT
absel-363	38	1	the	the	DET
absel-363	38	2	latter	latter	ADJ
absel-363	38	3	method	method	NOUN
absel-363	38	4	is	be	AUX
absel-363	38	5	calculated	calculate	VERB
absel-363	38	6	as	as	ADP
absel-363	38	7	the	the	DET
absel-363	38	8	weighted	weighted	ADJ
absel-363	38	9	average	average	NOUN
absel-363	38	10	of	of	ADP
absel-363	38	11	the	the	DET
absel-363	38	12	ratings	rating	NOUN
absel-363	38	13	given	give	VERB
absel-363	38	14	by	by	ADP
absel-363	38	15	the	the	DET
absel-363	38	16	subject	subject	ADJ
absel-363	38	17	user	user	NOUN
absel-363	38	18	where	where	SCONJ
absel-363	38	19	the	the	DET
absel-363	38	20	weight	weight	NOUN
absel-363	38	21	is	be	AUX
absel-363	38	22	proportional	proportional	ADJ
absel-363	38	23	to	to	ADP
absel-363	38	24	the	the	DET
absel-363	38	25	similarity	similarity	NOUN
absel-363	38	26	between	between	ADP
absel-363	38	27	items	item	NOUN
absel-363	38	28	.	.	PUNCT
absel-363	39	1	in	in	ADP
absel-363	39	2	contrast	contrast	NOUN
absel-363	39	3	to	to	ADP
absel-363	39	4	memory	memory	NOUN
absel-363	39	5	-	-	PUNCT
absel-363	39	6	based	base	VERB
absel-363	39	7	algorithms	algorithm	NOUN
absel-363	39	8	,	,	PUNCT
absel-363	39	9	model	model	NOUN
absel-363	39	10	-	-	PUNCT
absel-363	39	11	based	base	VERB
absel-363	39	12	algorithms	algorithm	NOUN
absel-363	39	13	try	try	VERB
absel-363	39	14	to	to	PART
absel-363	39	15	model	model	VERB
absel-363	39	16	the	the	DET
absel-363	39	17	users	user	NOUN
absel-363	39	18	based	base	VERB
absel-363	39	19	on	on	ADP
absel-363	39	20	their	their	PRON
absel-363	39	21	past	past	ADJ
absel-363	39	22	ratings	rating	NOUN
absel-363	39	23	and	and	CCONJ
absel-363	39	24	then	then	ADV
absel-363	39	25	use	use	VERB
absel-363	39	26	these	these	DET
absel-363	39	27	models	model	NOUN
absel-363	39	28	to	to	PART
absel-363	39	29	predict	predict	VERB
absel-363	39	30	the	the	DET
absel-363	39	31	ratings	rating	NOUN
absel-363	39	32	on	on	ADP
absel-363	39	33	unseen	unseen	ADJ
absel-363	39	34	items	item	NOUN
absel-363	39	35	.	.	PUNCT
absel-363	40	1	examples	example	NOUN
absel-363	40	2	of	of	ADP
absel-363	40	3	this	this	DET
absel-363	40	4	approach	approach	NOUN
absel-363	40	5	are	be	AUX
absel-363	40	6	methods	method	NOUN
absel-363	40	7	using	use	VERB
absel-363	40	8	the	the	DET
absel-363	40	9	bayesian	bayesian	NOUN
absel-363	40	10	network	network	NOUN
absel-363	40	11	(	(	PUNCT
absel-363	40	12	breese	breese	PROPN
absel-363	40	13	1998	1998	NUM
absel-363	40	14	)	)	PUNCT
absel-363	40	15	,	,	PUNCT
absel-363	40	16	lsh	lsh	PROPN
absel-363	40	17	(	(	PUNCT
absel-363	40	18	abhinandan	abhinandan	ADJ
absel-363	40	19	2007	2007	NUM
absel-363	40	20	)	)	PUNCT
absel-363	40	21	,	,	PUNCT
absel-363	40	22	probabilistic	probabilistic	ADJ
absel-363	40	23	latent	latent	NOUN
absel-363	40	24	semantic	semantic	ADJ
absel-363	40	25	indexing	indexing	NOUN
absel-363	40	26	(	(	PUNCT
absel-363	40	27	plsi	plsi	NOUN
absel-363	40	28	)	)	PUNCT
absel-363	40	29	(	(	PUNCT
absel-363	40	30	hofman	hofman	PROPN
absel-363	40	31	1999	1999	NUM
absel-363	40	32	;	;	PUNCT
absel-363	40	33	hofman	hofman	PROPN
absel-363	40	34	2004	2004	NUM
absel-363	40	35	)	)	PUNCT
absel-363	40	36	,	,	PUNCT
absel-363	40	37	the	the	DET
absel-363	40	38	markov	markov	NOUN
absel-363	40	39	decision	decision	NOUN
absel-363	40	40	process	process	NOUN
absel-363	40	41	(	(	PUNCT
absel-363	40	42	shani	shani	PROPN
absel-363	40	43	2002	2002	NUM
absel-363	40	44	;	;	PUNCT
absel-363	40	45	shani	shani	PROPN
absel-363	40	46	2005	2005	NUM
absel-363	40	47	)	)	PUNCT
absel-363	40	48	and	and	CCONJ
absel-363	40	49	clustering	cluster	VERB
absel-363	40	50	(	(	PUNCT
absel-363	40	51	breese	breese	NOUN
absel-363	40	52	1998	1998	NUM
absel-363	40	53	)	)	PUNCT
absel-363	40	54	.	.	PUNCT
absel-363	41	1	both	both	CCONJ
absel-363	41	2	the	the	DET
absel-363	41	3	memory	memory	NOUN
absel-363	41	4	-	-	PUNCT
absel-363	41	5	based	base	VERB
absel-363	41	6	and	and	CCONJ
absel-363	41	7	model	model	NOUN
absel-363	41	8	-	-	PUNCT
absel-363	41	9	based	base	VERB
absel-363	41	10	approach	approach	NOUN
absel-363	41	11	are	be	AUX
absel-363	41	12	used	use	VERB
absel-363	41	13	for	for	ADP
absel-363	41	14	business	business	NOUN
absel-363	41	15	applications	application	NOUN
absel-363	41	16	,	,	PUNCT
absel-363	41	17	for	for	ADP
absel-363	41	18	example	example	NOUN
absel-363	41	19	,	,	PUNCT
absel-363	41	20	on	on	ADP
absel-363	41	21	the	the	DET
absel-363	41	22	online	online	ADJ
absel-363	41	23	retail	retail	ADJ
absel-363	41	24	book	book	NOUN
absel-363	41	25	store	store	NOUN
absel-363	41	26	,	,	PUNCT
absel-363	41	27	amazon.com	amazon.com	X
absel-363	41	28	(	(	PUNCT
absel-363	41	29	linden	linden	PROPN
absel-363	41	30	2003	2003	NUM
absel-363	41	31	)	)	PUNCT
absel-363	41	32	and	and	CCONJ
absel-363	41	33	the	the	DET
absel-363	41	34	online	online	ADJ
absel-363	41	35	news	news	NOUN
absel-363	41	36	website	website	NOUN
absel-363	41	37	,	,	PUNCT
absel-363	41	38	google	google	PROPN
absel-363	41	39	news	news	PROPN
absel-363	41	40	(	(	PUNCT
absel-363	41	41	abhinandan	abhinandan	ADJ
absel-363	41	42	2007	2007	NUM
absel-363	41	43	)	)	PUNCT
absel-363	41	44	.	.	PUNCT
absel-363	42	1	table	table	NOUN
absel-363	42	2	1	1	NUM
absel-363	42	3	comparison	comparison	NOUN
absel-363	42	4	of	of	ADP
absel-363	42	5	methodologies	methodology	NOUN
absel-363	42	6	methodology	methodology	NOUN
absel-363	42	7	ease	ease	NOUN
absel-363	42	8	of	of	ADP
absel-363	42	9	use	use	NOUN
absel-363	42	10	market	market	NOUN
absel-363	42	11	environment	environment	NOUN
absel-363	42	12	changes	change	NOUN
absel-363	42	13	in	in	ADP
absel-363	42	14	environment	environment	NOUN
absel-363	42	15	cross	cross	NOUN
absel-363	42	16	-	-	ADJ
absel-363	42	17	validation	validation	ADJ
absel-363	42	18	ok	ok	ADJ
absel-363	42	19	ng	ng	PROPN
absel-363	42	20	ng	ng	PROPN
absel-363	42	21	human	human	PROPN
absel-363	42	22	-	-	PUNCT
absel-363	42	23	subject	subject	NOUN
absel-363	42	24	experiments	experiment	NOUN
absel-363	42	25	ng	ng	PROPN
absel-363	42	26	ok	ok	PROPN
absel-363	42	27	depends	depend	VERB
absel-363	42	28	abs	ab	NOUN
absel-363	42	29	ok	ok	INTJ
absel-363	42	30	ok	ok	INTJ
absel-363	42	31	ok	ok	ADJ
absel-363	42	32	figure	figure	NOUN
absel-363	42	33	1	1	NUM
absel-363	42	34	category	category	NOUN
absel-363	42	35	of	of	ADP
absel-363	42	36	recommendation	recommendation	NOUN
absel-363	42	37	our	our	PRON
absel-363	42	38	model	model	NOUN
absel-363	42	39	can	can	AUX
absel-363	42	40	be	be	AUX
absel-363	42	41	applied	apply	VERB
absel-363	42	42	to	to	ADP
absel-363	42	43	various	various	ADJ
absel-363	42	44	approaches	approach	NOUN
absel-363	42	45	for	for	ADP
absel-363	42	46	the	the	DET
absel-363	42	47	collaborative	collaborative	ADJ
absel-363	42	48	filtering	filtering	NOUN
absel-363	42	49	mentioned	mention	VERB
absel-363	42	50	above	above	ADV
absel-363	42	51	.	.	PUNCT
absel-363	43	1	in	in	ADP
absel-363	43	2	this	this	DET
absel-363	43	3	paper	paper	NOUN
absel-363	43	4	,	,	PUNCT
absel-363	43	5	we	we	PRON
absel-363	43	6	focus	focus	VERB
absel-363	43	7	on	on	ADP
absel-363	43	8	the	the	DET
absel-363	43	9	“	"	PUNCT
absel-363	43	10	user	user	NOUN
absel-363	43	11	-	-	PUNCT
absel-363	43	12	based	base	VERB
absel-363	43	13	approach	approach	NOUN
absel-363	43	14	”	"	PUNCT
absel-363	43	15	,	,	PUNCT
absel-363	43	16	which	which	PRON
absel-363	43	17	is	be	AUX
absel-363	43	18	the	the	DET
absel-363	43	19	basic	basic	ADJ
absel-363	43	20	one	one	NUM
absel-363	43	21	in	in	ADP
absel-363	43	22	collaborative	collaborative	ADJ
absel-363	43	23	filtering	filtering	NOUN
absel-363	43	24	algorithms	algorithm	NOUN
absel-363	43	25	.	.	PUNCT
absel-363	44	1	evaluation	evaluation	NOUN
absel-363	44	2	and	and	CCONJ
absel-363	44	3	parameter	parameter	NOUN
absel-363	44	4	optimization	optimization	NOUN
absel-363	44	5	is	be	AUX
absel-363	44	6	performed	perform	VERB
absel-363	44	7	.	.	PUNCT
absel-363	45	1	in	in	ADP
absel-363	45	2	introducing	introduce	VERB
absel-363	45	3	and	and	CCONJ
absel-363	45	4	deploying	deploy	VERB
absel-363	45	5	a	a	DET
absel-363	45	6	recommender	recommender	NOUN
absel-363	45	7	system	system	NOUN
absel-363	45	8	using	use	VERB
absel-363	45	9	collaborative	collaborative	ADJ
absel-363	45	10	filtering	filtering	NOUN
absel-363	45	11	,	,	PUNCT
absel-363	45	12	some	some	DET
absel-363	45	13	problems	problem	NOUN
absel-363	45	14	have	have	AUX
absel-363	45	15	been	be	AUX
absel-363	45	16	pointed	point	VERB
absel-363	45	17	out	out	ADP
absel-363	45	18	,	,	PUNCT
absel-363	45	19	namely	namely	ADV
absel-363	45	20	in	in	ADP
absel-363	45	21	terms	term	NOUN
absel-363	45	22	of	of	ADP
absel-363	45	23	cold	cold	ADJ
absel-363	45	24	start	start	NOUN
absel-363	45	25	and	and	CCONJ
absel-363	45	26	gray	gray	ADJ
absel-363	45	27	sheep	sheep	NOUN
absel-363	45	28	.	.	PUNCT
absel-363	46	1	the	the	DET
absel-363	46	2	cold	cold	ADJ
absel-363	46	3	-	-	PUNCT
absel-363	46	4	start	start	NOUN
absel-363	46	5	problem	problem	NOUN
absel-363	46	6	is	be	AUX
absel-363	46	7	a	a	DET
absel-363	46	8	phenomenon	phenomenon	NOUN
absel-363	46	9	whereby	whereby	SCONJ
absel-363	46	10	the	the	DET
absel-363	46	11	quality	quality	NOUN
absel-363	46	12	of	of	ADP
absel-363	46	13	recommendations	recommendation	NOUN
absel-363	46	14	deteriorates	deteriorate	VERB
absel-363	46	15	soon	soon	ADV
absel-363	46	16	after	after	ADP
absel-363	46	17	introducing	introduce	VERB
absel-363	46	18	the	the	DET
absel-363	46	19	recommender	recommender	NOUN
absel-363	46	20	system	system	NOUN
absel-363	46	21	due	due	ADP
absel-363	46	22	to	to	ADP
absel-363	46	23	insufficient	insufficient	ADJ
absel-363	46	24	rating	rating	NOUN
absel-363	46	25	data	datum	NOUN
absel-363	46	26	(	(	PUNCT
absel-363	46	27	balabanovic	balabanovic	NOUN
absel-363	46	28	1997	1997	NUM
absel-363	46	29	)	)	PUNCT
absel-363	46	30	.	.	PUNCT
absel-363	47	1	in	in	ADP
absel-363	47	2	the	the	DET
absel-363	47	3	gray	gray	ADJ
absel-363	47	4	sheep	sheep	NOUN
absel-363	47	5	problem	problem	NOUN
absel-363	47	6	,	,	PUNCT
absel-363	47	7	the	the	DET
absel-363	47	8	recommender	recommender	NOUN
absel-363	47	9	system	system	NOUN
absel-363	47	10	is	be	AUX
absel-363	47	11	unable	unable	ADJ
absel-363	47	12	to	to	PART
absel-363	47	13	classify	classify	VERB
absel-363	47	14	some	some	DET
absel-363	47	15	users	user	NOUN
absel-363	47	16	due	due	ADP
absel-363	47	17	to	to	ADP
absel-363	47	18	their	their	PRON
absel-363	47	19	unusual	unusual	ADJ
absel-363	47	20	preferences	preference	NOUN
absel-363	47	21	(	(	PUNCT
absel-363	47	22	burke	burke	NOUN
absel-363	47	23	2002	2002	NUM
absel-363	47	24	)	)	PUNCT
absel-363	47	25	.	.	PUNCT
absel-363	48	1	later	later	ADV
absel-363	48	2	,	,	PUNCT
absel-363	48	3	we	we	PRON
absel-363	48	4	duplicate	duplicate	VERB
absel-363	48	5	the	the	DET
absel-363	48	6	above	above	ADJ
absel-363	48	7	market	market	NOUN
absel-363	48	8	environment	environment	NOUN
absel-363	48	9	,	,	PUNCT
absel-363	48	10	and	and	CCONJ
absel-363	48	11	analyze	analyze	VERB
absel-363	48	12	these	these	DET
absel-363	48	13	two	two	NUM
absel-363	48	14	problems	problem	NOUN
absel-363	48	15	in	in	ADP
absel-363	48	16	the	the	DET
absel-363	48	17	user	user	NOUN
absel-363	48	18	-	-	PUNCT
absel-363	48	19	based	base	VERB
absel-363	48	20	approach	approach	NOUN
absel-363	48	21	.	.	PUNCT
absel-363	49	1	consumer	consumer	NOUN
absel-363	49	2	behavior	behavior	NOUN
absel-363	49	3	on	on	ADP
absel-363	49	4	the	the	DET
absel-363	49	5	e	e	PROPN
absel-363	49	6	-	-	PROPN
absel-363	49	7	commerce	commerce	NOUN
absel-363	49	8	website	website	NOUN
absel-363	49	9	in	in	ADP
absel-363	49	10	economics	economic	NOUN
absel-363	49	11	and	and	CCONJ
absel-363	49	12	marketing	marketing	NOUN
absel-363	49	13	science	science	NOUN
absel-363	49	14	,	,	PUNCT
absel-363	49	15	research	research	NOUN
absel-363	49	16	is	be	AUX
absel-363	49	17	conducted	conduct	VERB
absel-363	49	18	on	on	ADP
absel-363	49	19	consumer	consumer	NOUN
absel-363	49	20	behavior	behavior	NOUN
absel-363	49	21	on	on	ADP
absel-363	49	22	e	e	NOUN
absel-363	49	23	-	-	NOUN
absel-363	49	24	commerce	commerce	NOUN
absel-363	49	25	websites	website	NOUN
absel-363	49	26	.	.	PUNCT
absel-363	50	1	215	215	NUM
absel-363	50	2	|	|	NOUN
absel-363	50	3	developments	development	NOUN
absel-363	50	4	in	in	ADP
absel-363	50	5	business	business	NOUN
absel-363	50	6	simulation	simulation	NOUN
absel-363	50	7	and	and	CCONJ
absel-363	50	8	experiential	experiential	ADJ
absel-363	50	9	learning	learning	NOUN
absel-363	50	10	,	,	PUNCT
absel-363	50	11	volume	volume	NOUN
absel-363	50	12	36	36	NUM
absel-363	50	13	,	,	PUNCT
absel-363	50	14	2009	2009	NUM
absel-363	50	15	nelson	nelson	NOUN
absel-363	50	16	(	(	PUNCT
absel-363	50	17	1970	1970	NUM
absel-363	50	18	)	)	PUNCT
absel-363	50	19	suggests	suggest	VERB
absel-363	50	20	that	that	SCONJ
absel-363	50	21	goods	good	NOUN
absel-363	50	22	can	can	AUX
absel-363	50	23	be	be	AUX
absel-363	50	24	classified	classify	VERB
absel-363	50	25	as	as	ADP
absel-363	50	26	either	either	CCONJ
absel-363	50	27	search	search	NOUN
absel-363	50	28	products	product	NOUN
absel-363	50	29	or	or	CCONJ
absel-363	50	30	experience	experience	NOUN
absel-363	50	31	products	product	NOUN
absel-363	50	32	.	.	PUNCT
absel-363	51	1	search	search	NOUN
absel-363	51	2	products	product	NOUN
absel-363	51	3	are	be	AUX
absel-363	51	4	those	those	PRON
absel-363	51	5	that	that	SCONJ
absel-363	51	6	“	"	PUNCT
absel-363	51	7	the	the	DET
absel-363	51	8	consumer	consumer	NOUN
absel-363	51	9	can	can	AUX
absel-363	51	10	evaluate	evaluate	VERB
absel-363	51	11	by	by	ADP
absel-363	51	12	inspection	inspection	NOUN
absel-363	51	13	prior	prior	ADV
absel-363	51	14	to	to	ADP
absel-363	51	15	purchase	purchase	VERB
absel-363	51	16	”	"	PUNCT
absel-363	51	17	,	,	PUNCT
absel-363	51	18	for	for	ADP
absel-363	51	19	example	example	NOUN
absel-363	51	20	,	,	PUNCT
absel-363	51	21	pcs	pc	NOUN
absel-363	51	22	and	and	CCONJ
absel-363	51	23	cameras	camera	NOUN
absel-363	51	24	.	.	PUNCT
absel-363	52	1	experience	experience	NOUN
absel-363	52	2	products	product	NOUN
absel-363	52	3	are	be	AUX
absel-363	52	4	those	those	PRON
absel-363	52	5	that	that	PRON
absel-363	52	6	“	"	PUNCT
absel-363	52	7	are	be	AUX
absel-363	52	8	not	not	PART
absel-363	52	9	evaluated	evaluate	VERB
absel-363	52	10	prior	prior	ADV
absel-363	52	11	to	to	ADP
absel-363	52	12	purchase	purchase	VERB
absel-363	52	13	”	"	PUNCT
absel-363	52	14	,	,	PUNCT
absel-363	52	15	for	for	ADP
absel-363	52	16	example	example	NOUN
absel-363	52	17	,	,	PUNCT
absel-363	52	18	books	book	NOUN
absel-363	52	19	,	,	PUNCT
absel-363	52	20	cd	cd	PROPN
absel-363	52	21	/	/	SYM
absel-363	52	22	dvds	dvds	NOUN
absel-363	52	23	and	and	CCONJ
absel-363	52	24	movies	movie	NOUN
absel-363	52	25	.	.	PUNCT
absel-363	53	1	king	king	NOUN
absel-363	53	2	(	(	PUNCT
absel-363	53	3	1994	1994	NUM
absel-363	53	4	)	)	PUNCT
absel-363	53	5	found	find	VERB
absel-363	53	6	that	that	SCONJ
absel-363	53	7	consumers	consumer	NOUN
absel-363	53	8	assessing	assess	VERB
absel-363	53	9	a	a	DET
absel-363	53	10	search	search	NOUN
absel-363	53	11	product	product	NOUN
absel-363	53	12	are	be	AUX
absel-363	53	13	more	more	ADV
absel-363	53	14	likely	likely	ADJ
absel-363	53	15	to	to	PART
absel-363	53	16	use	use	VERB
absel-363	53	17	own	own	ADJ
absel-363	53	18	-	-	PUNCT
absel-363	53	19	based	base	VERB
absel-363	53	20	decision	decision	NOUN
absel-363	53	21	-	-	PUNCT
absel-363	53	22	making	make	VERB
absel-363	53	23	process	process	NOUN
absel-363	53	24	compared	compare	VERB
absel-363	53	25	to	to	ADP
absel-363	53	26	consumers	consumer	NOUN
absel-363	53	27	assessing	assess	VERB
absel-363	53	28	an	an	DET
absel-363	53	29	experience	experience	NOUN
absel-363	53	30	product	product	NOUN
absel-363	53	31	,	,	PUNCT
absel-363	53	32	and	and	CCONJ
absel-363	53	33	that	that	SCONJ
absel-363	53	34	consumers	consumer	NOUN
absel-363	53	35	evaluating	evaluate	VERB
absel-363	53	36	an	an	DET
absel-363	53	37	experience	experience	NOUN
absel-363	53	38	product	product	NOUN
absel-363	53	39	rely	rely	VERB
absel-363	53	40	more	more	ADV
absel-363	53	41	on	on	ADP
absel-363	53	42	other	other	ADJ
absel-363	53	43	-	-	PUNCT
absel-363	53	44	based	base	VERB
absel-363	53	45	and	and	CCONJ
absel-363	53	46	hybrid	hybrid	ADJ
absel-363	53	47	decision	decision	NOUN
absel-363	53	48	-	-	PUNCT
absel-363	53	49	making	make	VERB
absel-363	53	50	processes	process	NOUN
absel-363	53	51	compared	compare	VERB
absel-363	53	52	to	to	ADP
absel-363	53	53	consumers	consumer	NOUN
absel-363	53	54	assessing	assess	VERB
absel-363	53	55	a	a	DET
absel-363	53	56	search	search	NOUN
absel-363	53	57	product	product	NOUN
absel-363	53	58	.	.	PUNCT
absel-363	54	1	furthermore	furthermore	ADV
absel-363	54	2	,	,	PUNCT
absel-363	54	3	it	it	PRON
absel-363	54	4	was	be	AUX
absel-363	54	5	verified	verify	VERB
absel-363	54	6	that	that	SCONJ
absel-363	54	7	recommendations	recommendation	NOUN
absel-363	54	8	for	for	ADP
absel-363	54	9	experience	experience	NOUN
absel-363	54	10	products	product	NOUN
absel-363	54	11	were	be	AUX
absel-363	54	12	significantly	significantly	ADV
absel-363	54	13	more	more	ADV
absel-363	54	14	influential	influential	ADJ
absel-363	54	15	than	than	ADP
absel-363	54	16	recommendations	recommendation	NOUN
absel-363	54	17	for	for	ADP
absel-363	54	18	search	search	NOUN
absel-363	54	19	products	product	NOUN
absel-363	54	20	(	(	PUNCT
absel-363	54	21	senecal	senecal	ADJ
absel-363	54	22	2004	2004	NUM
absel-363	54	23	)	)	PUNCT
absel-363	54	24	.	.	PUNCT
absel-363	55	1	according	accord	VERB
absel-363	55	2	to	to	ADP
absel-363	55	3	the	the	DET
absel-363	55	4	findings	finding	NOUN
absel-363	55	5	of	of	ADP
absel-363	55	6	one	one	NUM
absel-363	55	7	survey	survey	NOUN
absel-363	55	8	,	,	PUNCT
absel-363	55	9	it	it	PRON
absel-363	55	10	is	be	AUX
absel-363	55	11	effective	effective	ADJ
absel-363	55	12	to	to	PART
absel-363	55	13	make	make	VERB
absel-363	55	14	recommendations	recommendation	NOUN
absel-363	55	15	for	for	ADP
absel-363	55	16	books	book	NOUN
absel-363	55	17	,	,	PUNCT
absel-363	55	18	software	software	NOUN
absel-363	55	19	,	,	PUNCT
absel-363	55	20	and	and	CCONJ
absel-363	55	21	cd	cd	PROPN
absel-363	55	22	/	/	SYM
absel-363	55	23	dvds	dvds	NOUN
absel-363	55	24	,	,	PUNCT
absel-363	55	25	but	but	CCONJ
absel-363	55	26	not	not	PART
absel-363	55	27	effective	effective	ADJ
absel-363	55	28	for	for	ADP
absel-363	55	29	home	home	NOUN
absel-363	55	30	electronics	electronic	NOUN
absel-363	55	31	(	(	PUNCT
absel-363	55	32	hotlink	hotlink	NOUN
absel-363	55	33	2008	2008	NUM
absel-363	55	34	)	)	PUNCT
absel-363	55	35	.	.	PUNCT
absel-363	56	1	in	in	ADP
absel-363	56	2	this	this	DET
absel-363	56	3	paper	paper	NOUN
absel-363	56	4	,	,	PUNCT
absel-363	56	5	we	we	PRON
absel-363	56	6	focus	focus	VERB
absel-363	56	7	on	on	ADP
absel-363	56	8	recommendations	recommendation	NOUN
absel-363	56	9	using	use	VERB
absel-363	56	10	collaborative	collaborative	ADJ
absel-363	56	11	filtering	filtering	NOUN
absel-363	56	12	for	for	ADP
absel-363	56	13	experience	experience	NOUN
absel-363	56	14	products	product	NOUN
absel-363	56	15	such	such	ADJ
absel-363	56	16	as	as	ADP
absel-363	56	17	books	book	NOUN
absel-363	56	18	,	,	PUNCT
absel-363	56	19	cd	cd	PROPN
absel-363	56	20	/	/	SYM
absel-363	56	21	dvds	dvds	NOUN
absel-363	56	22	,	,	PUNCT
absel-363	56	23	movies	movie	NOUN
absel-363	56	24	,	,	PUNCT
absel-363	56	25	etc	etc	X
absel-363	56	26	.	.	X
absel-363	56	27	figure	figure	VERB
absel-363	56	28	3	3	NUM
absel-363	56	29	overview	overview	NOUN
absel-363	56	30	of	of	ADP
absel-363	56	31	model	model	NOUN
absel-363	56	32	figure	figure	NOUN
absel-363	56	33	3	3	NUM
absel-363	56	34	simulation	simulation	NOUN
absel-363	56	35	process	process	NOUN
absel-363	56	36	model	model	NOUN
absel-363	56	37	outline	outline	NOUN
absel-363	56	38	of	of	ADP
absel-363	56	39	the	the	DET
absel-363	56	40	model	model	NOUN
absel-363	56	41	our	our	PRON
absel-363	56	42	model	model	NOUN
absel-363	56	43	contains	contain	VERB
absel-363	56	44	a	a	DET
absel-363	56	45	virtual	virtual	ADJ
absel-363	56	46	ec	ec	PROPN
absel-363	56	47	website	website	NOUN
absel-363	56	48	and	and	CCONJ
absel-363	56	49	several	several	ADJ
absel-363	56	50	consumers	consumer	NOUN
absel-363	56	51	(	(	PUNCT
absel-363	56	52	figure	figure	NOUN
absel-363	56	53	2	2	NUM
absel-363	56	54	)	)	PUNCT
absel-363	56	55	.	.	PUNCT
absel-363	57	1	the	the	DET
absel-363	57	2	ec	ec	PROPN
absel-363	57	3	website	website	NOUN
absel-363	57	4	uses	use	VERB
absel-363	57	5	the	the	DET
absel-363	57	6	recommendation	recommendation	NOUN
absel-363	57	7	system	system	NOUN
absel-363	57	8	.	.	PUNCT
absel-363	58	1	this	this	DET
absel-363	58	2	system	system	NOUN
absel-363	58	3	records	record	VERB
absel-363	58	4	the	the	DET
absel-363	58	5	entire	entire	ADJ
absel-363	58	6	purchasing	purchasing	NOUN
absel-363	58	7	history	history	NOUN
absel-363	58	8	for	for	ADP
absel-363	58	9	every	every	DET
absel-363	58	10	consumer	consumer	NOUN
absel-363	58	11	and	and	CCONJ
absel-363	58	12	makes	make	VERB
absel-363	58	13	recommendations	recommendation	NOUN
absel-363	58	14	on	on	ADP
absel-363	58	15	items	item	NOUN
absel-363	58	16	for	for	ADP
absel-363	58	17	each	each	DET
absel-363	58	18	consumer	consumer	NOUN
absel-363	58	19	.	.	PUNCT
absel-363	59	1	each	each	DET
absel-363	59	2	item	item	NOUN
absel-363	59	3	sold	sell	VERB
absel-363	59	4	on	on	ADP
absel-363	59	5	the	the	DET
absel-363	59	6	ec	ec	PROPN
absel-363	59	7	website	website	NOUN
absel-363	59	8	belongs	belong	VERB
absel-363	59	9	to	to	ADP
absel-363	59	10	one	one	NUM
absel-363	59	11	category	category	NOUN
absel-363	59	12	.	.	PUNCT
absel-363	60	1	each	each	DET
absel-363	60	2	consumer	consumer	NOUN
absel-363	60	3	has	have	VERB
absel-363	60	4	a	a	DET
absel-363	60	5	preference	preference	NOUN
absel-363	60	6	for	for	ADP
absel-363	60	7	each	each	DET
absel-363	60	8	category	category	NOUN
absel-363	60	9	as	as	ADV
absel-363	60	10	well	well	ADV
absel-363	60	11	as	as	ADP
absel-363	60	12	several	several	ADJ
absel-363	60	13	parameters	parameter	NOUN
absel-363	60	14	that	that	PRON
absel-363	60	15	are	be	AUX
absel-363	60	16	used	use	VERB
absel-363	60	17	to	to	PART
absel-363	60	18	decide	decide	VERB
absel-363	60	19	what	what	PRON
absel-363	60	20	he	he	PRON
absel-363	60	21	buys	buy	VERB
absel-363	60	22	.	.	PUNCT
absel-363	61	1	in	in	ADP
absel-363	61	2	each	each	DET
absel-363	61	3	time	time	NOUN
absel-363	61	4	step	step	NOUN
absel-363	61	5	,	,	PUNCT
absel-363	61	6	consumers	consumer	NOUN
absel-363	61	7	are	be	AUX
absel-363	61	8	given	give	VERB
absel-363	61	9	recommendations	recommendation	NOUN
absel-363	61	10	on	on	ADP
absel-363	61	11	items	item	NOUN
absel-363	61	12	from	from	ADP
absel-363	61	13	the	the	DET
absel-363	61	14	ec	ec	PROPN
absel-363	61	15	website	website	NOUN
absel-363	61	16	in	in	ADP
absel-363	61	17	accordance	accordance	NOUN
absel-363	61	18	with	with	ADP
absel-363	61	19	their	their	PRON
absel-363	61	20	preferences	preference	NOUN
absel-363	61	21	or	or	CCONJ
absel-363	61	22	past	past	ADJ
absel-363	61	23	recommended	recommend	VERB
absel-363	61	24	items	item	NOUN
absel-363	61	25	and	and	CCONJ
absel-363	61	26	some	some	PRON
absel-363	61	27	of	of	ADP
absel-363	61	28	the	the	DET
absel-363	61	29	consumers	consumer	NOUN
absel-363	61	30	buy	buy	VERB
absel-363	61	31	an	an	DET
absel-363	61	32	item	item	NOUN
absel-363	61	33	(	(	PUNCT
absel-363	61	34	figure	figure	NOUN
absel-363	61	35	3	3	NUM
absel-363	61	36	)	)	PUNCT
absel-363	61	37	.	.	PUNCT
absel-363	62	1	216	216	NUM
absel-363	62	2	|	|	ADV
absel-363	62	3	developments	development	NOUN
absel-363	62	4	in	in	ADP
absel-363	62	5	business	business	NOUN
absel-363	62	6	simulation	simulation	NOUN
absel-363	62	7	and	and	CCONJ
absel-363	62	8	experiential	experiential	ADJ
absel-363	62	9	learning	learning	NOUN
absel-363	62	10	,	,	PUNCT
absel-363	62	11	volume	volume	NOUN
absel-363	62	12	36	36	NUM
absel-363	62	13	,	,	PUNCT
absel-363	62	14	2009	2009	NUM
absel-363	62	15	assumptions	assumption	NOUN
absel-363	62	16	of	of	ADP
absel-363	62	17	the	the	DET
absel-363	62	18	model	model	NOUN
absel-363	62	19	this	this	DET
absel-363	62	20	model	model	NOUN
absel-363	62	21	makes	make	VERB
absel-363	62	22	the	the	DET
absel-363	62	23	following	follow	VERB
absel-363	62	24	assumptions	assumption	NOUN
absel-363	62	25	:	:	PUNCT
absel-363	62	26	a	a	DET
absel-363	62	27	set	set	NOUN
absel-363	62	28	of	of	ADP
absel-363	62	29	items	item	NOUN
absel-363	62	30	bought	buy	VERB
absel-363	62	31	by	by	ADP
absel-363	62	32	consumer	consumer	NOUN
absel-363	62	33	u	u	NOUN
absel-363	62	34	us	we	PRON
absel-363	62	35	until	until	SCONJ
absel-363	62	36	time	time	NOUN
absel-363	62	37	t	t	PROPN
absel-363	62	38	is	be	AUX
absel-363	62	39	defined	define	VERB
absel-363	62	40	as	as	SCONJ
absel-363	62	41	follows	follow	VERB
absel-363	62	42	:	:	PUNCT
absel-363	62	43	an	an	DET
absel-363	62	44	item	item	NOUN
absel-363	62	45	belongs	belong	VERB
absel-363	62	46	to	to	ADP
absel-363	62	47	one	one	NUM
absel-363	62	48	category	category	NOUN
absel-363	62	49	.	.	PUNCT
absel-363	63	1	an	an	DET
absel-363	63	2	item	item	NOUN
absel-363	63	3	can	can	AUX
absel-363	63	4	not	not	PART
absel-363	63	5	belong	belong	VERB
absel-363	63	6	to	to	ADP
absel-363	63	7	more	more	ADJ
absel-363	63	8	than	than	ADP
absel-363	63	9	two	two	NUM
absel-363	63	10	categories	category	NOUN
absel-363	63	11	.	.	PUNCT
absel-363	64	1	items	item	NOUN
absel-363	64	2	in	in	ADP
absel-363	64	3	this	this	DET
absel-363	64	4	model	model	NOUN
absel-363	64	5	are	be	AUX
absel-363	64	6	experience	experience	NOUN
absel-363	64	7	products	product	NOUN
absel-363	64	8	,	,	PUNCT
absel-363	64	9	for	for	ADP
absel-363	64	10	example	example	NOUN
absel-363	64	11	,	,	PUNCT
absel-363	64	12	books	book	NOUN
absel-363	64	13	,	,	PUNCT
absel-363	64	14	software	software	NOUN
absel-363	64	15	and	and	CCONJ
absel-363	64	16	movies	movie	NOUN
absel-363	64	17	.	.	PUNCT
absel-363	65	1	this	this	DET
absel-363	65	2	model	model	NOUN
absel-363	65	3	can	can	AUX
absel-363	65	4	not	not	PART
absel-363	65	5	be	be	AUX
absel-363	65	6	applied	apply	VERB
absel-363	65	7	for	for	ADP
absel-363	65	8	search	search	NOUN
absel-363	65	9	products	product	NOUN
absel-363	65	10	because	because	SCONJ
absel-363	65	11	consumer	consumer	NOUN
absel-363	65	12	preferences	preference	NOUN
absel-363	65	13	and	and	CCONJ
absel-363	65	14	item	item	NOUN
absel-363	65	15	attributes	attribute	NOUN
absel-363	65	16	in	in	ADP
absel-363	65	17	the	the	DET
absel-363	65	18	search	search	NOUN
absel-363	65	19	product	product	NOUN
absel-363	65	20	market	market	NOUN
absel-363	65	21	must	must	AUX
absel-363	65	22	be	be	AUX
absel-363	65	23	modeled	model	VERB
absel-363	65	24	differently	differently	ADV
absel-363	65	25	from	from	ADP
absel-363	65	26	the	the	DET
absel-363	65	27	case	case	NOUN
absel-363	65	28	of	of	ADP
absel-363	65	29	experience	experience	NOUN
absel-363	65	30	products	product	NOUN
absel-363	65	31	.	.	PUNCT
absel-363	66	1	recommendations	recommendation	NOUN
absel-363	66	2	are	be	AUX
absel-363	66	3	generated	generate	VERB
absel-363	66	4	by	by	ADP
absel-363	66	5	collaborative	collaborative	ADJ
absel-363	66	6	filtering	filtering	NOUN
absel-363	66	7	.	.	PUNCT
absel-363	67	1	content	content	NOUN
absel-363	67	2	-	-	PUNCT
absel-363	67	3	based	base	VERB
absel-363	67	4	filtering	filtering	NOUN
absel-363	67	5	is	be	AUX
absel-363	67	6	not	not	PART
absel-363	67	7	intended	intend	VERB
absel-363	67	8	.	.	PUNCT
absel-363	68	1	the	the	DET
absel-363	68	2	category	category	NOUN
absel-363	68	3	preference	preference	NOUN
absel-363	68	4	of	of	ADP
absel-363	68	5	each	each	DET
absel-363	68	6	consumer	consumer	NOUN
absel-363	68	7	is	be	AUX
absel-363	68	8	initially	initially	ADV
absel-363	68	9	given	give	VERB
absel-363	68	10	and	and	CCONJ
absel-363	68	11	is	be	AUX
absel-363	68	12	not	not	PART
absel-363	68	13	dynamically	dynamically	ADV
absel-363	68	14	changed	change	VERB
absel-363	68	15	.	.	PUNCT
absel-363	69	1	however	however	ADV
absel-363	69	2	,	,	PUNCT
absel-363	69	3	customer	customer	NOUN
absel-363	69	4	evaluation	evaluation	NOUN
absel-363	69	5	of	of	ADP
absel-363	69	6	each	each	DET
absel-363	69	7	item	item	NOUN
absel-363	69	8	can	can	AUX
absel-363	69	9	be	be	AUX
absel-363	69	10	dynamically	dynamically	ADV
absel-363	69	11	changed	change	VERB
absel-363	69	12	.	.	PUNCT
absel-363	70	1	abstract	abstract	ADJ
absel-363	70	2	definition	definition	NOUN
absel-363	70	3	of	of	ADP
absel-363	70	4	the	the	DET
absel-363	70	5	model	model	NOUN
absel-363	70	6	item	item	NOUN
absel-363	70	7	a	a	DET
absel-363	70	8	set	set	NOUN
absel-363	70	9	of	of	ADP
absel-363	70	10	times	time	NOUN
absel-363	70	11	is	be	AUX
absel-363	70	12	defined	define	VERB
absel-363	70	13	as	as	SCONJ
absel-363	70	14	follows	follow	VERB
absel-363	70	15	:	:	PUNCT
absel-363	70	16	ts	ts	ADP
absel-363	70	17	=	=	PUNCT
absel-363	70	18	{	{	PUNCT
absel-363	70	19	1,2,	1,2,	NUM
absel-363	70	20	…	…	SYM
absel-363	70	21	.,q	.,q	X
absel-363	70	22	}	}	PUNCT
absel-363	70	23	the	the	DET
absel-363	70	24	ec	ec	PROPN
absel-363	70	25	website	website	NOUN
absel-363	70	26	has	have	VERB
absel-363	70	27	a	a	DET
absel-363	70	28	set	set	NOUN
absel-363	70	29	of	of	ADP
absel-363	70	30	items	item	NOUN
absel-363	70	31	defined	define	VERB
absel-363	70	32	as	as	ADP
absel-363	70	33	follows	follow	VERB
absel-363	70	34	:	:	PUNCT
absel-363	70	35	is	be	AUX
absel-363	70	36	=	=	PUNCT
absel-363	70	37	{	{	PUNCT
absel-363	70	38	1,2,	1,2,	NUM
absel-363	70	39	…	…	SYM
absel-363	70	40	.,l	.,l	ADP
absel-363	70	41	}	}	PUNCT
absel-363	70	42	a	a	DET
absel-363	70	43	set	set	NOUN
absel-363	70	44	of	of	ADP
absel-363	70	45	categories	category	NOUN
absel-363	70	46	is	be	AUX
absel-363	70	47	defined	define	VERB
absel-363	70	48	as	as	SCONJ
absel-363	70	49	follows	follow	VERB
absel-363	70	50	:	:	PUNCT
absel-363	70	51	cs	cs	PROPN
absel-363	70	52	=	=	PUNCT
absel-363	70	53	{	{	PUNCT
absel-363	70	54	1,2,	1,2,	NUM
absel-363	70	55	…	…	SYM
absel-363	70	56	,m	,m	PUNCT
absel-363	70	57	}	}	PUNCT
absel-363	70	58	each	each	DET
absel-363	70	59	item	item	NOUN
absel-363	70	60	i	i	PRON
absel-363	70	61	is	be	AUX
absel-363	70	62	belongs	belong	VERB
absel-363	70	63	to	to	ADP
absel-363	70	64	a	a	DET
absel-363	70	65	category	category	NOUN
absel-363	70	66	and	and	CCONJ
absel-363	70	67	the	the	DET
absel-363	70	68	category	category	NOUN
absel-363	70	69	of	of	ADP
absel-363	70	70	an	an	DET
absel-363	70	71	item	item	NOUN
absel-363	70	72	i	i	PRON
absel-363	70	73	is	be	AUX
absel-363	70	74	is	be	AUX
absel-363	70	75	defined	define	VERB
absel-363	70	76	as	as	ADP
absel-363	70	77	ici	ici	NOUN
absel-363	70	78	.	.	PUNCT
absel-363	71	1	the	the	DET
absel-363	71	2	number	number	NOUN
absel-363	71	3	of	of	ADP
absel-363	71	4	items	item	NOUN
absel-363	71	5	i	i	PRON
absel-363	71	6	is	be	AUX
absel-363	71	7	sold	sell	VERB
absel-363	71	8	until	until	SCONJ
absel-363	71	9	time	time	NOUN
absel-363	71	10	t	t	PROPN
absel-363	71	11	is	be	AUX
absel-363	71	12	defined	define	VERB
absel-363	71	13	as	as	ADP
absel-363	71	14	soldi	soldi	PROPN
absel-363	71	15	,	,	PUNCT
absel-363	71	16	t	t	NOUN
absel-363	71	17	.	.	PUNCT
absel-363	72	1	consumer	consumer	NOUN
absel-363	72	2	a	a	DET
absel-363	72	3	set	set	NOUN
absel-363	72	4	of	of	ADP
absel-363	72	5	consumers	consumer	NOUN
absel-363	72	6	is	be	AUX
absel-363	72	7	defined	define	VERB
absel-363	72	8	as	as	SCONJ
absel-363	72	9	follows	follow	VERB
absel-363	72	10	:	:	PUNCT
absel-363	72	11	us	we	PRON
absel-363	72	12	=	=	PUNCT
absel-363	72	13	{	{	PUNCT
absel-363	72	14	1,2,	1,2,	NUM
absel-363	72	15	…	…	SYM
absel-363	72	16	.,n	.,n	NUM
absel-363	72	17	}	}	PUNCT
absel-363	72	18	consumer	consumer	NOUN
absel-363	72	19	has	have	VERB
absel-363	72	20	a	a	DET
absel-363	72	21	preference	preference	NOUN
absel-363	72	22	for	for	ADP
absel-363	72	23	each	each	DET
absel-363	72	24	category	category	NOUN
absel-363	72	25	and	and	CCONJ
absel-363	72	26	the	the	DET
absel-363	72	27	preference	preference	NOUN
absel-363	72	28	of	of	ADP
absel-363	72	29	consumer	consumer	NOUN
absel-363	72	30	u	u	PROPN
absel-363	72	31	us	we	PRON
absel-363	72	32	for	for	ADP
absel-363	72	33	category	category	NOUN
absel-363	72	34	c	c	PROPN
absel-363	72	35	cs	cs	PROPN
absel-363	72	36	is	be	AUX
absel-363	72	37	defined	define	VERB
absel-363	72	38	as	as	SCONJ
absel-363	72	39	follows	follow	VERB
absel-363	72	40	:	:	PUNCT
absel-363	72	41	this	this	DET
absel-363	72	42	value	value	NOUN
absel-363	72	43	is	be	AUX
absel-363	72	44	given	give	VERB
absel-363	72	45	initially	initially	ADV
absel-363	72	46	.	.	PUNCT
absel-363	73	1	the	the	DET
absel-363	73	2	preference	preference	NOUN
absel-363	73	3	list	list	NOUN
absel-363	73	4	of	of	ADP
absel-363	73	5	consumer	consumer	NOUN
absel-363	73	6	u	u	NOUN
absel-363	73	7	us	we	PRON
absel-363	73	8	is	be	AUX
absel-363	73	9	defined	define	VERB
absel-363	73	10	as	as	SCONJ
absel-363	73	11	follows	follow	VERB
absel-363	73	12	:	:	PUNCT
absel-363	73	13	pfu	pfu	NOUN
absel-363	73	14	=	=	SYM
absel-363	73	15	(	(	PUNCT
absel-363	73	16	pfu,1	pfu,1	VERB
absel-363	73	17	pfu,2	pfu,2	NOUN
absel-363	73	18	pfu,3	pfu,3	NOUN
absel-363	73	19	…	…	PUNCT
absel-363	73	20	…	…	SYM
absel-363	73	21	pfu	pfu	NOUN
absel-363	73	22	,	,	PUNCT
absel-363	73	23	m	m	PROPN
absel-363	73	24	)	)	PUNCT
absel-363	73	25	the	the	DET
absel-363	73	26	decision	decision	NOUN
absel-363	73	27	by	by	ADP
absel-363	73	28	consumer	consumer	NOUN
absel-363	73	29	u	u	NOUN
absel-363	73	30	us	we	PRON
absel-363	73	31	to	to	PART
absel-363	73	32	buy	buy	VERB
absel-363	73	33	an	an	DET
absel-363	73	34	item	item	NOUN
absel-363	73	35	at	at	ADP
absel-363	73	36	time	time	NOUN
absel-363	73	37	t	t	PROPN
absel-363	73	38	is	be	AUX
absel-363	73	39	defined	define	VERB
absel-363	73	40	as	as	SCONJ
absel-363	73	41	follows	follow	VERB
absel-363	73	42	.	.	PUNCT
absel-363	74	1	“	"	PUNCT
absel-363	74	2	null	null	NOUN
absel-363	74	3	”	"	PUNCT
absel-363	74	4	represents	represents	AUX
absel-363	74	5	not	not	PART
absel-363	74	6	buying	buy	VERB
absel-363	74	7	an	an	DET
absel-363	74	8	item	item	NOUN
absel-363	74	9	.	.	PUNCT
absel-363	75	1	the	the	DET
absel-363	75	2	probability	probability	NOUN
absel-363	75	3	that	that	PRON
absel-363	75	4	decf	decf	PROPN
absel-363	75	5	(	(	PUNCT
absel-363	75	6	u	u	NOUN
absel-363	75	7	,	,	PUNCT
absel-363	75	8	t	t	PROPN
absel-363	75	9	)	)	PUNCT
absel-363	75	10	is	be	AUX
absel-363	75	11	an	an	DET
absel-363	75	12	element	element	NOUN
absel-363	75	13	of	of	ADP
absel-363	75	14	is	be	AUX
absel-363	75	15	is	be	AUX
absel-363	75	16	represented	represent	VERB
absel-363	75	17	by	by	ADP
absel-363	75	18	probu	probu	NOUN
absel-363	75	19	and	and	CCONJ
absel-363	75	20	is	be	AUX
absel-363	75	21	called	call	VERB
absel-363	75	22	“	"	PUNCT
absel-363	75	23	purchasing	purchase	VERB
absel-363	75	24	probability	probability	NOUN
absel-363	75	25	of	of	ADP
absel-363	75	26	consumer	consumer	NOUN
absel-363	75	27	u	u	NOUN
absel-363	75	28	”	"	PUNCT
absel-363	75	29	.	.	PUNCT
absel-363	76	1	in	in	ADP
absel-363	76	2	this	this	DET
absel-363	76	3	model	model	NOUN
absel-363	76	4	,	,	PUNCT
absel-363	76	5	the	the	DET
absel-363	76	6	size	size	NOUN
absel-363	76	7	of	of	ADP
absel-363	76	8	the	the	DET
absel-363	76	9	purchase	purchase	NOUN
absel-363	76	10	volume	volume	NOUN
absel-363	76	11	is	be	AUX
absel-363	76	12	represented	represent	VERB
absel-363	76	13	not	not	PART
absel-363	76	14	by	by	ADP
absel-363	76	15	the	the	DET
absel-363	76	16	size	size	NOUN
absel-363	76	17	of	of	ADP
absel-363	76	18	purchase	purchase	NOUN
absel-363	76	19	volume	volume	NOUN
absel-363	76	20	per	per	ADP
absel-363	76	21	term	term	NOUN
absel-363	76	22	but	but	CCONJ
absel-363	76	23	by	by	ADP
absel-363	76	24	the	the	DET
absel-363	76	25	purchasing	purchasing	NOUN
absel-363	76	26	probability	probability	NOUN
absel-363	76	27	.	.	PUNCT
absel-363	77	1	biu	biu	PROPN
absel-363	77	2	,	,	PUNCT
absel-363	77	3	t	t	PROPN
absel-363	77	4	=	=	SYM
absel-363	77	5	{	{	PUNCT
absel-363	77	6	decf(u	decf(u	PROPN
absel-363	77	7	,	,	PUNCT
absel-363	77	8	j	j	PROPN
absel-363	77	9	)	)	PUNCT
absel-363	78	1	|	|	ADV
absel-363	78	2	j	j	PROPN
absel-363	78	3	=	=	PUNCT
absel-363	78	4	1,2,3,	1,2,3,	NUM
absel-363	78	5	…	…	SYM
absel-363	78	6	.,t	.,t	X
absel-363	78	7	}	}	PUNCT
absel-363	78	8	a	a	DET
absel-363	78	9	set	set	NOUN
absel-363	78	10	of	of	ADP
absel-363	78	11	items	item	NOUN
absel-363	78	12	that	that	PRON
absel-363	78	13	is	be	AUX
absel-363	78	14	not	not	PART
absel-363	78	15	bought	buy	VERB
absel-363	78	16	by	by	ADP
absel-363	78	17	consumer	consumer	NOUN
absel-363	78	18	u	u	NOUN
absel-363	78	19	us	we	PRON
absel-363	78	20	at	at	ADP
absel-363	78	21	time	time	NOUN
absel-363	78	22	t	t	PROPN
absel-363	78	23	ts	ts	X
absel-363	78	24	is	be	AUX
absel-363	78	25	defined	define	VERB
absel-363	78	26	as	as	SCONJ
absel-363	78	27	follows	follow	VERB
absel-363	78	28	:	:	PUNCT
absel-363	78	29	recommendation	recommendation	NOUN
absel-363	78	30	system	system	NOUN
absel-363	78	31	the	the	DET
absel-363	78	32	rating	rating	NOUN
absel-363	78	33	value	value	NOUN
absel-363	78	34	for	for	ADP
absel-363	78	35	item	item	NOUN
absel-363	78	36	i	i	PRON
absel-363	78	37	by	by	ADP
absel-363	78	38	consumer	consumer	NOUN
absel-363	78	39	u	u	NOUN
absel-363	78	40	at	at	ADP
absel-363	78	41	time	time	NOUN
absel-363	78	42	t	t	PROPN
absel-363	78	43	is	be	AUX
absel-363	78	44	defined	define	VERB
absel-363	78	45	as	as	SCONJ
absel-363	78	46	follows	follow	VERB
absel-363	78	47	:	:	PUNCT
absel-363	78	48	the	the	DET
absel-363	78	49	system	system	NOUN
absel-363	78	50	recommends	recommend	VERB
absel-363	78	51	the	the	DET
absel-363	78	52	set	set	NOUN
absel-363	78	53	of	of	ADP
absel-363	78	54	items	item	NOUN
absel-363	78	55	for	for	ADP
absel-363	78	56	which	which	PRON
absel-363	78	57	the	the	DET
absel-363	78	58	estimated	estimate	VERB
absel-363	78	59	rating	rating	NOUN
absel-363	78	60	is	be	AUX
absel-363	78	61	high	high	ADJ
absel-363	78	62	at	at	ADP
absel-363	78	63	every	every	DET
absel-363	78	64	term	term	NOUN
absel-363	78	65	.	.	PUNCT
absel-363	79	1	we	we	PRON
absel-363	79	2	defined	define	VERB
absel-363	79	3	collaborative	collaborative	ADJ
absel-363	79	4	filtering	filtering	NOUN
absel-363	79	5	as	as	ADP
absel-363	79	6	the	the	DET
absel-363	79	7	recommendation	recommendation	NOUN
absel-363	79	8	method	method	NOUN
absel-363	79	9	using	use	VERB
absel-363	79	10	not	not	PART
absel-363	79	11	the	the	DET
absel-363	79	12	metadata	metadata	NOUN
absel-363	79	13	,	,	PUNCT
absel-363	79	14	for	for	ADP
absel-363	79	15	example	example	NOUN
absel-363	79	16	,	,	PUNCT
absel-363	79	17	the	the	DET
absel-363	79	18	item	item	NOUN
absel-363	79	19	category	category	NOUN
absel-363	79	20	,	,	PUNCT
absel-363	79	21	but	but	CCONJ
absel-363	79	22	rather	rather	ADV
absel-363	79	23	the	the	DET
absel-363	79	24	rating	rating	NOUN
absel-363	79	25	data	datum	NOUN
absel-363	79	26	by	by	ADP
absel-363	79	27	the	the	DET
absel-363	79	28	consumer	consumer	NOUN
absel-363	79	29	.	.	PUNCT
absel-363	80	1	also	also	ADV
absel-363	80	2	,	,	PUNCT
absel-363	80	3	we	we	PRON
absel-363	80	4	distinguish	distinguish	VERB
absel-363	80	5	collaborative	collaborative	ADJ
absel-363	80	6	filtering	filtering	NOUN
absel-363	80	7	from	from	ADP
absel-363	80	8	content	content	NOUN
absel-363	80	9	-	-	PUNCT
absel-363	80	10	based	base	VERB
absel-363	80	11	filtering	filtering	NOUN
absel-363	80	12	.	.	PUNCT
absel-363	81	1	here	here	ADV
absel-363	81	2	,	,	PUNCT
absel-363	81	3	the	the	DET
absel-363	81	4	recommendation	recommendation	NOUN
absel-363	81	5	system	system	NOUN
absel-363	81	6	performing	perform	VERB
absel-363	81	7	collaborative	collaborative	ADJ
absel-363	81	8	filtering	filtering	NOUN
absel-363	81	9	is	be	AUX
absel-363	81	10	defined	define	VERB
absel-363	81	11	as	as	SCONJ
absel-363	81	12	follows	follow	VERB
absel-363	81	13	:	:	PUNCT
absel-363	81	14	concrete	concrete	ADJ
absel-363	81	15	definition	definition	NOUN
absel-363	81	16	of	of	ADP
absel-363	81	17	the	the	DET
absel-363	81	18	model	model	NOUN
absel-363	81	19	recf	recf	NOUN
absel-363	81	20	–	–	PUNCT
absel-363	81	21	recommendation	recommendation	NOUN
absel-363	81	22	model	model	NOUN
absel-363	81	23	in	in	ADP
absel-363	81	24	recf	recf	PROPN
absel-363	81	25	,	,	PUNCT
absel-363	81	26	the	the	DET
absel-363	81	27	collaborative	collaborative	ADJ
absel-363	81	28	filtering	filtering	NOUN
absel-363	81	29	algorithm	algorithm	NOUN
absel-363	81	30	,	,	PUNCT
absel-363	81	31	especially	especially	ADV
absel-363	81	32	for	for	ADP
absel-363	81	33	user	user	NOUN
absel-363	81	34	-	-	PUNCT
absel-363	81	35	based	base	VERB
absel-363	81	36	collaborative	collaborative	ADJ
absel-363	81	37	filtering	filtering	NOUN
absel-363	81	38	(	(	PUNCT
absel-363	81	39	herlocker	herlocker	NOUN
absel-363	81	40	1999	1999	NUM
absel-363	81	41	)	)	PUNCT
absel-363	81	42	,	,	PUNCT
absel-363	81	43	is	be	AUX
absel-363	81	44	modeled	model	VERB
absel-363	81	45	for	for	ADP
absel-363	81	46	the	the	DET
absel-363	81	47	recommendation	recommendation	NOUN
absel-363	81	48	model	model	NOUN
absel-363	81	49	.	.	PUNCT
absel-363	82	1	we	we	PRON
absel-363	82	2	define	define	VERB
absel-363	82	3	wt	wt	PROPN
absel-363	82	4	u	u	PROPN
absel-363	82	5	,	,	PUNCT
absel-363	82	6	j	j	PROPN
absel-363	82	7	as	as	SCONJ
absel-363	82	8	the	the	DET
absel-363	82	9	similarity	similarity	NOUN
absel-363	82	10	between	between	ADP
absel-363	82	11	consumer	consumer	NOUN
absel-363	82	12	u	u	NOUN
absel-363	82	13	and	and	CCONJ
absel-363	82	14	consumer	consumer	NOUN
absel-363	82	15	j.	j.	PROPN
absel-363	82	16	wt	wt	PROPN
absel-363	82	17	u	u	PROPN
absel-363	82	18	,	,	PUNCT
absel-363	82	19	j	j	PROPN
absel-363	82	20	is	be	AUX
absel-363	82	21	computed	compute	VERB
absel-363	82	22	as	as	SCONJ
absel-363	82	23	follows	follow	VERB
absel-363	82	24	.	.	PUNCT
absel-363	83	1	this	this	PRON
absel-363	83	2	is	be	AUX
absel-363	83	3	the	the	DET
absel-363	83	4	cosine	cosine	NOUN
absel-363	83	5	of	of	ADP
absel-363	83	6	two	two	NUM
absel-363	83	7	vectors	vector	NOUN
absel-363	83	8	that	that	PRON
absel-363	83	9	represent	represent	VERB
absel-363	83	10	the	the	DET
absel-363	83	11	rating	rating	NOUN
absel-363	83	12	of	of	ADP
absel-363	83	13	items	item	NOUN
absel-363	83	14	by	by	ADP
absel-363	83	15	consumer	consumer	NOUN
absel-363	83	16	u	u	NOUN
absel-363	83	17	and	and	CCONJ
absel-363	83	18	j.	j.	PROPN
absel-363	83	19	we	we	PRON
absel-363	83	20	define	define	VERB
absel-363	83	21	neu	neu	PROPN
absel-363	83	22	,	,	PUNCT
absel-363	83	23	ne	ne	PROPN
absel-363	83	24	as	as	ADP
absel-363	83	25	the	the	DET
absel-363	83	26	set	set	NOUN
absel-363	83	27	of	of	ADP
absel-363	83	28	top	top	ADJ
absel-363	83	29	-	-	PUNCT
absel-363	83	30	ne	ne	NOUN
absel-363	83	31	consumers	consumer	NOUN
absel-363	83	32	who	who	PRON
absel-363	83	33	have	have	VERB
absel-363	83	34	preferences	preference	NOUN
absel-363	83	35	similar	similar	ADJ
absel-363	83	36	to	to	ADP
absel-363	83	37	consumer	consumer	NOUN
absel-363	83	38	u.	u.	NOUN
absel-363	83	39	the	the	DET
absel-363	83	40	user	user	NOUN
absel-363	83	41	contained	contain	VERB
absel-363	83	42	in	in	ADP
absel-363	83	43	neu	neu	PROPN
absel-363	83	44	,	,	PUNCT
absel-363	83	45	ne	ne	PROPN
absel-363	83	46	is	be	AUX
absel-363	83	47	called	call	VERB
absel-363	83	48	the	the	DET
absel-363	83	49	neighbor	neighbor	NOUN
absel-363	83	50	of	of	ADP
absel-363	83	51	u	u	PROPN
absel-363	83	52	and	and	CCONJ
absel-363	83	53	ne	ne	PROPN
absel-363	83	54	is	be	AUX
absel-363	83	55	the	the	DET
absel-363	83	56	number	number	NOUN
absel-363	83	57	of	of	ADP
absel-363	83	58	neighbors	neighbor	NOUN
absel-363	83	59	.	.	PUNCT
absel-363	84	1	the	the	DET
absel-363	84	2	estimated	estimate	VERB
absel-363	84	3	rating	rating	NOUN
absel-363	84	4	of	of	ADP
absel-363	84	5	consumer	consumer	NOUN
absel-363	84	6	u	u	NOUN
absel-363	84	7	for	for	ADP
absel-363	84	8	the	the	DET
absel-363	84	9	non	non	ADJ
absel-363	84	10	-	-	ADJ
absel-363	84	11	purchased	purchase	VERB
absel-363	84	12	item	item	NOUN
absel-363	84	13	i	i	PROPN
absel-363	84	14	niu	niu	PROPN
absel-363	84	15	,	,	PUNCT
absel-363	84	16	t	t	PROPN
absel-363	84	17	,	,	PUNCT
absel-363	84	18	evt	evt	PROPN
absel-363	84	19	u	u	PROPN
absel-363	84	20	,	,	PUNCT
absel-363	84	21	i	i	PRON
absel-363	84	22	,	,	PUNCT
absel-363	84	23	is	be	AUX
absel-363	84	24	computed	compute	VERB
absel-363	84	25	as	as	SCONJ
absel-363	84	26	follows	follow	VERB
absel-363	84	27	:	:	PUNCT
absel-363	84	28	the	the	DET
absel-363	84	29	recommended	recommend	VERB
absel-363	84	30	items	item	NOUN
absel-363	84	31	for	for	ADP
absel-363	84	32	consumer	consumer	NOUN
absel-363	84	33	u	u	NOUN
absel-363	84	34	at	at	ADP
absel-363	84	35	time	time	NOUN
absel-363	84	36	t	t	PROPN
absel-363	84	37	are	be	AUX
absel-363	84	38	the	the	DET
absel-363	84	39	set	set	NOUN
absel-363	84	40	of	of	ADP
absel-363	84	41	top	top	ADJ
absel-363	84	42	-	-	PUNCT
absel-363	84	43	r	r	NOUN
absel-363	84	44	items	item	NOUN
absel-363	84	45	that	that	PRON
absel-363	84	46	have	have	VERB
absel-363	84	47	a	a	DET
absel-363	84	48	high	high	ADJ
absel-363	84	49	estimated	estimate	VERB
absel-363	84	50	rating	rating	NOUN
absel-363	84	51	value	value	NOUN
absel-363	84	52	,	,	PUNCT
absel-363	84	53	evt	evt	PROPN
absel-363	84	54	u	u	PROPN
absel-363	84	55	,	,	PUNCT
absel-363	84	56	i	i	PRON
absel-363	84	57	.	.	PUNCT
absel-363	85	1	r	r	NOUN
absel-363	85	2	and	and	CCONJ
absel-363	85	3	ne	ne	PROPN
absel-363	85	4	are	be	AUX
absel-363	85	5	operational	operational	ADJ
absel-363	85	6	parameters	parameter	NOUN
absel-363	85	7	.	.	PUNCT
absel-363	86	1	decf	decf	PROPN
absel-363	86	2	–	–	PUNCT
absel-363	86	3	decision	decision	NOUN
absel-363	86	4	making	make	VERB
absel-363	86	5	on	on	ADP
absel-363	86	6	what	what	PRON
absel-363	86	7	to	to	PART
absel-363	86	8	purchase	purchase	VERB
absel-363	86	9	by	by	ADP
absel-363	86	10	consumer	consumer	NOUN
absel-363	86	11	each	each	DET
absel-363	86	12	consumer	consumer	NOUN
absel-363	86	13	purchases	purchase	NOUN
absel-363	86	14	an	an	DET
absel-363	86	15	item	item	NOUN
absel-363	86	16	with	with	ADP
absel-363	86	17	probability	probability	NOUN
absel-363	86	18	probu	probu	NOUN
absel-363	86	19	and	and	CCONJ
absel-363	86	20	does	do	AUX
absel-363	86	21	not	not	PART
absel-363	86	22	purchase	purchase	VERB
absel-363	86	23	an	an	DET
absel-363	86	24	item	item	NOUN
absel-363	86	25	with	with	ADP
absel-363	86	26	probability	probability	NOUN
absel-363	86	27	1	1	NUM
absel-363	86	28	-	-	PUNCT
absel-363	86	29	probu	probu	NOUN
absel-363	86	30	.	.	PUNCT
absel-363	87	1	in	in	ADP
absel-363	87	2	the	the	DET
absel-363	87	3	case	case	NOUN
absel-363	87	4	of	of	ADP
absel-363	87	5	purchasing	purchase	VERB
absel-363	87	6	an	an	DET
absel-363	87	7	item	item	NOUN
absel-363	87	8	,	,	PUNCT
absel-363	87	9	each	each	DET
absel-363	87	10	consumer	consumer	NOUN
absel-363	87	11	selects	select	VERB
absel-363	87	12	the	the	DET
absel-363	87	13	item	item	NOUN
absel-363	87	14	from	from	ADP
absel-363	87	15	the	the	DET
absel-363	87	16	non	non	ADJ
absel-363	87	17	-	-	ADJ
absel-363	87	18	purchased	purchase	VERB
absel-363	87	19	items	item	NOUN
absel-363	87	20	,	,	PUNCT
absel-363	87	21	niu	niu	PROPN
absel-363	87	22	,	,	PUNCT
absel-363	87	23	t.	t.	PROPN
absel-363	87	24	we	we	PRON
absel-363	87	25	defined	define	VERB
absel-363	87	26	evalu	evalu	NOUN
absel-363	87	27	,	,	PUNCT
absel-363	87	28	t(i	t(i	NUM
absel-363	87	29	)	)	PUNCT
absel-363	87	30	as	as	ADP
absel-363	87	31	217	217	NUM
absel-363	87	32	|	|	ADV
absel-363	87	33	developments	development	NOUN
absel-363	87	34	in	in	ADP
absel-363	87	35	business	business	NOUN
absel-363	87	36	simulation	simulation	NOUN
absel-363	87	37	and	and	CCONJ
absel-363	87	38	experiential	experiential	ADJ
absel-363	87	39	learning	learning	NOUN
absel-363	87	40	,	,	PUNCT
absel-363	87	41	volume	volume	NOUN
absel-363	87	42	36	36	NUM
absel-363	87	43	,	,	PUNCT
absel-363	87	44	2009	2009	NUM
absel-363	87	45	the	the	DET
absel-363	87	46	evaluation	evaluation	NOUN
absel-363	87	47	value	value	NOUN
absel-363	87	48	of	of	ADP
absel-363	87	49	consumer	consumer	NOUN
absel-363	87	50	u	u	NOUN
absel-363	87	51	for	for	ADP
absel-363	87	52	the	the	DET
absel-363	87	53	item	item	NOUN
absel-363	87	54	,	,	PUNCT
absel-363	87	55	computed	compute	VERB
absel-363	87	56	as	as	SCONJ
absel-363	87	57	follows	follow	VERB
absel-363	87	58	.	.	PUNCT
absel-363	88	1	this	this	DET
absel-363	88	2	value	value	NOUN
absel-363	88	3	is	be	AUX
absel-363	88	4	computed	compute	VERB
absel-363	88	5	for	for	ADP
absel-363	88	6	all	all	DET
absel-363	88	7	items	item	NOUN
absel-363	88	8	not	not	PART
absel-363	88	9	purchased	purchase	VERB
absel-363	88	10	by	by	ADP
absel-363	88	11	consumer	consumer	NOUN
absel-363	88	12	u	u	PROPN
absel-363	88	13	,	,	PUNCT
absel-363	88	14	niu	niu	PROPN
absel-363	88	15	,	,	PUNCT
absel-363	88	16	t.	t.	PROPN
absel-363	88	17	w1	w1	PROPN
absel-363	88	18	,	,	PUNCT
absel-363	88	19	w2	w2	NOUN
absel-363	88	20	and	and	CCONJ
absel-363	88	21	w3	w3	PROPN
absel-363	88	22	are	be	AUX
absel-363	88	23	elements	element	NOUN
absel-363	88	24	of	of	ADP
absel-363	88	25	the	the	DET
absel-363	88	26	criteria	criterion	NOUN
absel-363	88	27	for	for	ADP
absel-363	88	28	decision	decision	NOUN
absel-363	88	29	making	making	NOUN
absel-363	88	30	on	on	ADP
absel-363	88	31	which	which	DET
absel-363	88	32	item	item	NOUN
absel-363	88	33	to	to	PART
absel-363	88	34	buy	buy	VERB
absel-363	88	35	.	.	PUNCT
absel-363	89	1	w1	w1	NOUN
absel-363	89	2	is	be	AUX
absel-363	89	3	the	the	DET
absel-363	89	4	degree	degree	NOUN
absel-363	89	5	of	of	ADP
absel-363	89	6	emphasis	emphasis	NOUN
absel-363	89	7	on	on	ADP
absel-363	89	8	the	the	DET
absel-363	89	9	category	category	NOUN
absel-363	89	10	of	of	ADP
absel-363	89	11	an	an	DET
absel-363	89	12	item	item	NOUN
absel-363	89	13	,	,	PUNCT
absel-363	89	14	w2	w2	NOUN
absel-363	89	15	is	be	AUX
absel-363	89	16	the	the	DET
absel-363	89	17	degree	degree	NOUN
absel-363	89	18	of	of	ADP
absel-363	89	19	emphasis	emphasis	NOUN
absel-363	89	20	on	on	ADP
absel-363	89	21	a	a	DET
absel-363	89	22	recommendation	recommendation	NOUN
absel-363	89	23	from	from	ADP
absel-363	89	24	the	the	DET
absel-363	89	25	ec	ec	PROPN
absel-363	89	26	website	website	NOUN
absel-363	89	27	,	,	PUNCT
absel-363	89	28	and	and	CCONJ
absel-363	89	29	w3	w3	PROPN
absel-363	89	30	is	be	AUX
absel-363	89	31	the	the	DET
absel-363	89	32	degree	degree	NOUN
absel-363	89	33	of	of	ADP
absel-363	89	34	emphasis	emphasis	NOUN
absel-363	89	35	on	on	ADP
absel-363	89	36	the	the	DET
absel-363	89	37	popularity	popularity	NOUN
absel-363	89	38	of	of	ADP
absel-363	89	39	an	an	DET
absel-363	89	40	item	item	NOUN
absel-363	89	41	.	.	PUNCT
absel-363	90	1	based	base	VERB
absel-363	90	2	on	on	ADP
absel-363	90	3	these	these	DET
absel-363	90	4	evaluation	evaluation	NOUN
absel-363	90	5	values	value	NOUN
absel-363	90	6	,	,	PUNCT
absel-363	90	7	the	the	DET
absel-363	90	8	probability	probability	NOUN
absel-363	90	9	that	that	SCONJ
absel-363	90	10	consumer	consumer	NOUN
absel-363	90	11	u	u	NOUN
absel-363	90	12	will	will	AUX
absel-363	90	13	buy	buy	VERB
absel-363	90	14	item	item	NOUN
absel-363	90	15	i	i	PROPN
absel-363	90	16	niu	niu	PROPN
absel-363	90	17	,	,	PUNCT
absel-363	90	18	t	t	PROPN
absel-363	90	19	at	at	ADP
absel-363	90	20	time	time	NOUN
absel-363	90	21	t	t	PROPN
absel-363	90	22	,	,	PUNCT
absel-363	90	23	pu	pu	PROPN
absel-363	90	24	,	,	PUNCT
absel-363	90	25	t(i	t(i	PROPN
absel-363	90	26	)	)	PUNCT
absel-363	90	27	,	,	PUNCT
absel-363	90	28	is	be	AUX
absel-363	90	29	defined	define	VERB
absel-363	90	30	as	as	SCONJ
absel-363	90	31	follows	follow	VERB
absel-363	90	32	:	:	PUNCT
absel-363	90	33	evaluation	evaluation	NOUN
absel-363	90	34	metrics	metric	NOUN
absel-363	90	35	for	for	ADP
absel-363	90	36	the	the	DET
absel-363	90	37	recommendation	recommendation	NOUN
absel-363	90	38	system	system	NOUN
absel-363	90	39	in	in	ADP
absel-363	90	40	evaluating	evaluate	VERB
absel-363	90	41	the	the	DET
absel-363	90	42	recommendation	recommendation	NOUN
absel-363	90	43	algorithms	algorithm	NOUN
absel-363	90	44	,	,	PUNCT
absel-363	90	45	“	"	PUNCT
absel-363	90	46	precision	precision	NOUN
absel-363	90	47	”	"	PUNCT
absel-363	90	48	and	and	CCONJ
absel-363	90	49	“	"	PUNCT
absel-363	90	50	recall	recall	NOUN
absel-363	90	51	”	"	PUNCT
absel-363	90	52	are	be	AUX
absel-363	90	53	usually	usually	ADV
absel-363	90	54	used	use	VERB
absel-363	90	55	as	as	ADP
absel-363	90	56	evaluation	evaluation	NOUN
absel-363	90	57	metrics	metric	NOUN
absel-363	90	58	(	(	PUNCT
absel-363	90	59	herlocker	herlocker	NOUN
absel-363	90	60	1999	1999	NUM
absel-363	90	61	)	)	PUNCT
absel-363	90	62	.	.	PUNCT
absel-363	91	1	in	in	ADP
absel-363	91	2	other	other	ADJ
absel-363	91	3	cases	case	NOUN
absel-363	91	4	,	,	PUNCT
absel-363	91	5	novelty	novelty	NOUN
absel-363	91	6	,	,	PUNCT
absel-363	91	7	serendipity	serendipity	NOUN
absel-363	91	8	and	and	CCONJ
absel-363	91	9	diversity	diversity	NOUN
absel-363	91	10	are	be	AUX
absel-363	91	11	proposed	propose	VERB
absel-363	91	12	as	as	ADP
absel-363	91	13	evaluation	evaluation	NOUN
absel-363	91	14	metrics	metric	NOUN
absel-363	91	15	(	(	PUNCT
absel-363	91	16	herlocker	herlocker	NOUN
absel-363	91	17	2004	2004	NUM
absel-363	91	18	)	)	PUNCT
absel-363	91	19	.	.	PUNCT
absel-363	92	1	these	these	DET
absel-363	92	2	metrics	metric	NOUN
absel-363	92	3	are	be	AUX
absel-363	92	4	mainly	mainly	ADV
absel-363	92	5	used	use	VERB
absel-363	92	6	in	in	ADP
absel-363	92	7	human	human	ADJ
absel-363	92	8	-	-	PUNCT
absel-363	92	9	subject	subject	NOUN
absel-363	92	10	experiments	experiment	NOUN
absel-363	92	11	,	,	PUNCT
absel-363	92	12	but	but	CCONJ
absel-363	92	13	they	they	PRON
absel-363	92	14	can	can	AUX
absel-363	92	15	not	not	PART
absel-363	92	16	be	be	AUX
absel-363	92	17	applied	apply	VERB
absel-363	92	18	for	for	ADP
absel-363	92	19	simulation	simulation	NOUN
absel-363	92	20	-	-	PUNCT
absel-363	92	21	based	base	VERB
absel-363	92	22	methodology	methodology	NOUN
absel-363	92	23	.	.	PUNCT
absel-363	93	1	so	so	ADV
absel-363	93	2	,	,	PUNCT
absel-363	93	3	in	in	ADP
absel-363	93	4	this	this	DET
absel-363	93	5	research	research	NOUN
absel-363	93	6	,	,	PUNCT
absel-363	93	7	we	we	PRON
absel-363	93	8	use	use	VERB
absel-363	93	9	“	"	PUNCT
absel-363	93	10	precision	precision	NOUN
absel-363	93	11	”	"	PUNCT
absel-363	93	12	for	for	ADP
absel-363	93	13	the	the	DET
absel-363	93	14	evaluation	evaluation	NOUN
absel-363	93	15	metrics	metric	NOUN
absel-363	93	16	.	.	PUNCT
absel-363	94	1	here	here	ADV
absel-363	94	2	,	,	PUNCT
absel-363	94	3	a	a	DET
absel-363	94	4	set	set	NOUN
absel-363	94	5	is	be	AUX
absel-363	94	6	defined	define	VERB
absel-363	94	7	in	in	ADP
absel-363	94	8	order	order	NOUN
absel-363	94	9	to	to	PART
absel-363	94	10	define	define	VERB
absel-363	94	11	the	the	DET
absel-363	94	12	evaluation	evaluation	NOUN
absel-363	94	13	metrics	metric	NOUN
absel-363	94	14	.	.	PUNCT
absel-363	95	1	fiu	fiu	PROPN
absel-363	95	2	is	be	AUX
absel-363	95	3	a	a	DET
absel-363	95	4	set	set	NOUN
absel-363	95	5	of	of	ADP
absel-363	95	6	items	item	NOUN
absel-363	95	7	favored	favor	VERB
absel-363	95	8	by	by	ADP
absel-363	95	9	consumer	consumer	NOUN
absel-363	95	10	u.	u.	PROPN
absel-363	95	11	precision	precision	NOUN
absel-363	95	12	is	be	AUX
absel-363	95	13	defined	define	VERB
absel-363	95	14	as	as	ADP
absel-363	95	15	the	the	DET
absel-363	95	16	number	number	NOUN
absel-363	95	17	of	of	ADP
absel-363	95	18	times	time	NOUN
absel-363	95	19	a	a	DET
absel-363	95	20	consumer	consumer	NOUN
absel-363	95	21	expresses	express	VERB
absel-363	95	22	interest	interest	NOUN
absel-363	95	23	in	in	ADP
absel-363	95	24	the	the	DET
absel-363	95	25	recommended	recommend	VERB
absel-363	95	26	items	item	NOUN
absel-363	95	27	.	.	PUNCT
absel-363	96	1	precision	precision	NOUN
absel-363	96	2	for	for	ADP
absel-363	96	3	consumer	consumer	NOUN
absel-363	96	4	u	u	NOUN
absel-363	96	5	at	at	ADP
absel-363	96	6	time	time	NOUN
absel-363	96	7	t	t	PROPN
absel-363	96	8	is	be	AUX
absel-363	96	9	defined	define	VERB
absel-363	96	10	as	as	SCONJ
absel-363	96	11	follows	follow	VERB
absel-363	96	12	:	:	PUNCT
absel-363	96	13	setting	setting	NOUN
absel-363	96	14	of	of	ADP
absel-363	96	15	parameters	parameter	NOUN
absel-363	96	16	the	the	DET
absel-363	96	17	common	common	ADJ
absel-363	96	18	parameters	parameter	NOUN
absel-363	96	19	for	for	ADP
absel-363	96	20	each	each	DET
absel-363	96	21	market	market	NOUN
absel-363	96	22	environment	environment	NOUN
absel-363	96	23	are	be	AUX
absel-363	96	24	shown	show	VERB
absel-363	96	25	in	in	ADP
absel-363	96	26	table	table	NOUN
absel-363	96	27	2	2	NUM
absel-363	96	28	.	.	PUNCT
absel-363	96	29	frequency	frequency	NOUN
absel-363	96	30	of	of	ADP
absel-363	96	31	purchasing	purchasing	NOUN
absel-363	96	32	:	:	PUNCT
absel-363	96	33	2	2	NUM
absel-363	96	34	cases	case	NOUN
absel-363	96	35	homogeneous	homogeneous	ADJ
absel-363	96	36	:	:	PUNCT
absel-363	96	37	the	the	DET
absel-363	96	38	parameter	parameter	NOUN
absel-363	96	39	prob	prob	PROPN
absel-363	96	40	called	call	VERB
absel-363	96	41	‘	'	PUNCT
absel-363	96	42	probability	probability	NOUN
absel-363	96	43	of	of	ADP
absel-363	96	44	purchasing	purchasing	NOUN
absel-363	96	45	’	'	PUNCT
absel-363	96	46	for	for	ADP
absel-363	96	47	each	each	DET
absel-363	96	48	consumer	consumer	NOUN
absel-363	96	49	agent	agent	NOUN
absel-363	96	50	is	be	AUX
absel-363	96	51	0.5	0.5	NUM
absel-363	96	52	.	.	PUNCT
absel-363	97	1	heterogeneous	heterogeneous	ADJ
absel-363	97	2	:	:	PUNCT
absel-363	97	3	there	there	PRON
absel-363	97	4	are	be	VERB
absel-363	97	5	20	20	NUM
absel-363	97	6	%	%	NOUN
absel-363	97	7	“	"	PUNCT
absel-363	97	8	high	high	ADJ
absel-363	97	9	-	-	PUNCT
absel-363	97	10	frequency	frequency	NOUN
absel-363	97	11	purchasers	purchaser	NOUN
absel-363	97	12	”	"	PUNCT
absel-363	97	13	and	and	CCONJ
absel-363	97	14	80	80	NUM
absel-363	97	15	%	%	NOUN
absel-363	97	16	“	"	PUNCT
absel-363	97	17	low	low	ADJ
absel-363	97	18	-	-	PUNCT
absel-363	97	19	frequency	frequency	NOUN
absel-363	97	20	purchasers	purchaser	NOUN
absel-363	97	21	”	"	PUNCT
absel-363	97	22	.	.	PUNCT
absel-363	98	1	the	the	DET
absel-363	98	2	parameter	parameter	NOUN
absel-363	98	3	prob	prob	PROPN
absel-363	98	4	for	for	ADP
absel-363	98	5	high	high	ADJ
absel-363	98	6	-	-	PUNCT
absel-363	98	7	frequency	frequency	NOUN
absel-363	98	8	purchasers	purchaser	NOUN
absel-363	98	9	is	be	AUX
absel-363	98	10	0.8	0.8	NUM
absel-363	98	11	and	and	CCONJ
absel-363	98	12	that	that	SCONJ
absel-363	98	13	for	for	ADP
absel-363	98	14	low	low	ADJ
absel-363	98	15	-	-	PUNCT
absel-363	98	16	frequency	frequency	NOUN
absel-363	98	17	purchasers	purchaser	NOUN
absel-363	98	18	is	be	AUX
absel-363	98	19	0.2	0.2	NUM
absel-363	98	20	.	.	PUNCT
absel-363	99	1	purchasing	purchase	VERB
absel-363	99	2	criteria	criterion	NOUN
absel-363	99	3	:	:	PUNCT
absel-363	99	4	2	2	NUM
absel-363	99	5	cases	case	NOUN
absel-363	99	6	preference	preference	NOUN
absel-363	99	7	-	-	PUNCT
absel-363	99	8	conscious	conscious	ADJ
absel-363	99	9	type	type	NOUN
absel-363	99	10	:	:	PUNCT
absel-363	99	11	the	the	DET
absel-363	99	12	parameter	parameter	NOUN
absel-363	99	13	(	(	PUNCT
absel-363	99	14	w1,w2,w3	w1,w2,w3	NOUN
absel-363	99	15	)	)	PUNCT
absel-363	99	16	for	for	ADP
absel-363	99	17	each	each	DET
absel-363	99	18	consumer	consumer	NOUN
absel-363	99	19	agent	agent	NOUN
absel-363	99	20	is	be	AUX
absel-363	99	21	(	(	PUNCT
absel-363	99	22	0.9,0.1,0.0	0.9,0.1,0.0	NUM
absel-363	99	23	)	)	PUNCT
absel-363	99	24	trend	trend	NOUN
absel-363	99	25	-	-	PUNCT
absel-363	99	26	chasing	chasing	NOUN
absel-363	99	27	type	type	NOUN
absel-363	99	28	:	:	PUNCT
absel-363	99	29	the	the	DET
absel-363	99	30	model	model	NOUN
absel-363	99	31	contains	contain	VERB
absel-363	99	32	some	some	DET
absel-363	99	33	trends	trend	NOUN
absel-363	99	34	and	and	CCONJ
absel-363	99	35	trend	trend	NOUN
absel-363	99	36	chasers	chaser	NOUN
absel-363	99	37	.	.	PUNCT
absel-363	100	1	the	the	DET
absel-363	100	2	parameter	parameter	NOUN
absel-363	100	3	(	(	PUNCT
absel-363	100	4	w1	w1	NOUN
absel-363	100	5	,	,	PUNCT
absel-363	100	6	w2	w2	NOUN
absel-363	100	7	,	,	PUNCT
absel-363	100	8	w3	w3	PROPN
absel-363	100	9	)	)	PUNCT
absel-363	100	10	for	for	ADP
absel-363	100	11	a	a	DET
absel-363	100	12	trend	trend	NOUN
absel-363	100	13	-	-	PUNCT
absel-363	100	14	chaser	chaser	NOUN
absel-363	100	15	is	be	AUX
absel-363	100	16	(	(	PUNCT
absel-363	100	17	0.5,0.1,0.4	0.5,0.1,0.4	NUM
absel-363	100	18	)	)	PUNCT
absel-363	100	19	and	and	CCONJ
absel-363	100	20	that	that	SCONJ
absel-363	100	21	for	for	ADP
absel-363	100	22	the	the	DET
absel-363	100	23	rest	rest	NOUN
absel-363	100	24	is	be	AUX
absel-363	100	25	(	(	PUNCT
absel-363	100	26	0.9,0.1,0.0	0.9,0.1,0.0	NUM
absel-363	100	27	)	)	PUNCT
absel-363	100	28	.	.	PUNCT
absel-363	101	1	we	we	PRON
absel-363	101	2	assume	assume	VERB
absel-363	101	3	that	that	SCONJ
absel-363	101	4	the	the	DET
absel-363	101	5	share	share	NOUN
absel-363	101	6	of	of	ADP
absel-363	101	7	trend	trend	NOUN
absel-363	101	8	-	-	PUNCT
absel-363	101	9	chasers	chaser	NOUN
absel-363	101	10	is	be	AUX
absel-363	101	11	30	30	NUM
absel-363	101	12	%	%	NOUN
absel-363	101	13	.	.	PUNCT
absel-363	102	1	such	such	ADJ
absel-363	102	2	agents	agent	NOUN
absel-363	102	3	are	be	AUX
absel-363	102	4	likely	likely	ADV
absel-363	102	5	common	common	ADJ
absel-363	102	6	in	in	ADP
absel-363	102	7	the	the	DET
absel-363	102	8	retail	retail	ADJ
absel-363	102	9	table	table	NOUN
absel-363	102	10	2	2	NUM
absel-363	102	11	setting	setting	NOUN
absel-363	102	12	of	of	ADP
absel-363	102	13	parameters	parameter	NOUN
absel-363	102	14	parameter	parameter	NOUN
absel-363	102	15	value	value	NOUN
absel-363	102	16	q	q	NOUN
absel-363	102	17	time	time	NOUN
absel-363	102	18	period	period	NOUN
absel-363	102	19	50	50	NUM
absel-363	102	20	m	m	NOUN
absel-363	102	21	number	number	NOUN
absel-363	102	22	of	of	ADP
absel-363	102	23	categories	category	NOUN
absel-363	102	24	10	10	NUM
absel-363	102	25	probu	probu	NOUN
absel-363	102	26	frequency	frequency	NOUN
absel-363	102	27	of	of	ADP
absel-363	102	28	purchasing	purchase	VERB
absel-363	102	29	{	{	PUNCT
absel-363	102	30	homogeneous	homogeneous	ADJ
absel-363	102	31	,	,	PUNCT
absel-363	102	32	heterogeneous	heterogeneous	ADJ
absel-363	102	33	}	}	PUNCT
absel-363	102	34	(	(	PUNCT
absel-363	102	35	w1,w2,w3	w1,w2,w3	X
absel-363	102	36	)	)	PUNCT
absel-363	102	37	purchasing	purchasing	NOUN
absel-363	102	38	criteria	criterion	NOUN
absel-363	102	39	{	{	PUNCT
absel-363	102	40	preference	preference	NOUN
absel-363	102	41	-	-	PUNCT
absel-363	102	42	conscious	conscious	ADJ
absel-363	102	43	type	type	NOUN
absel-363	102	44	,	,	PUNCT
absel-363	102	45	trend	trend	NOUN
absel-363	102	46	-	-	PUNCT
absel-363	102	47	chasing	chase	VERB
absel-363	102	48	type	type	NOUN
absel-363	102	49	}	}	PUNCT
absel-363	102	50	distribution	distribution	NOUN
absel-363	102	51	of	of	ADP
absel-363	102	52	preferences	preference	NOUN
absel-363	102	53	{	{	PUNCT
absel-363	102	54	simple	simple	ADJ
absel-363	102	55	-	-	PUNCT
absel-363	102	56	cluster	cluster	NOUN
absel-363	102	57	type	type	NOUN
absel-363	102	58	,	,	PUNCT
absel-363	102	59	multi	multi	ADJ
absel-363	102	60	-	-	ADJ
absel-363	102	61	cluster	cluster	ADJ
absel-363	102	62	type	type	NOUN
absel-363	102	63	}	}	PUNCT
absel-363	102	64	ne	ne	NOUN
absel-363	102	65	number	number	NOUN
absel-363	102	66	of	of	ADP
absel-363	102	67	neighbors	neighbor	NOUN
absel-363	102	68	{	{	PUNCT
absel-363	102	69	5,15,25,35,45	5,15,25,35,45	NOUN
absel-363	102	70	}	}	PUNCT
absel-363	102	71	l	l	NOUN
absel-363	102	72	number	number	NOUN
absel-363	102	73	of	of	ADP
absel-363	102	74	items	item	NOUN
absel-363	102	75	2000	2000	NUM
absel-363	102	76	n	n	PRON
absel-363	102	77	number	number	NOUN
absel-363	102	78	of	of	ADP
absel-363	102	79	consumers	consumer	NOUN
absel-363	102	80	1000	1000	NUM
absel-363	102	81	r	r	NOUN
absel-363	102	82	number	number	NOUN
absel-363	102	83	of	of	ADP
absel-363	102	84	recommended	recommend	VERB
absel-363	102	85	items	item	NOUN
absel-363	102	86	10	10	NUM
absel-363	102	87	figure	figure	NOUN
absel-363	102	88	4	4	NUM
absel-363	102	89	‘	'	PUNCT
absel-363	102	90	simple	simple	ADJ
absel-363	102	91	-	-	PUNCT
absel-363	102	92	cluster	cluster	NOUN
absel-363	102	93	’	'	PUNCT
absel-363	102	94	and	and	CCONJ
absel-363	102	95	‘	'	PUNCT
absel-363	102	96	multi	multi	ADJ
absel-363	102	97	-	-	ADJ
absel-363	102	98	cluster	cluster	ADJ
absel-363	102	99	’	'	PUNCT
absel-363	102	100	types	type	NOUN
absel-363	102	101	(	(	PUNCT
absel-363	102	102	numbers	number	NOUN
absel-363	102	103	indicate	indicate	VERB
absel-363	102	104	the	the	DET
absel-363	102	105	categories	category	NOUN
absel-363	102	106	that	that	PRON
absel-363	102	107	each	each	DET
absel-363	102	108	agent	agent	NOUN
absel-363	102	109	likes	like	VERB
absel-363	102	110	)	)	PUNCT
absel-363	102	111	218	218	NUM
absel-363	103	1	|	|	NOUN
absel-363	103	2	developments	development	NOUN
absel-363	103	3	in	in	ADP
absel-363	103	4	business	business	NOUN
absel-363	103	5	simulation	simulation	NOUN
absel-363	103	6	and	and	CCONJ
absel-363	103	7	experiential	experiential	ADJ
absel-363	103	8	learning	learning	NOUN
absel-363	103	9	,	,	PUNCT
absel-363	103	10	volume	volume	NOUN
absel-363	103	11	36	36	NUM
absel-363	103	12	,	,	PUNCT
absel-363	103	13	2009	2009	NUM
absel-363	103	14	music	music	NOUN
absel-363	103	15	market	market	NOUN
absel-363	103	16	.	.	PUNCT
absel-363	104	1	distribution	distribution	NOUN
absel-363	104	2	of	of	ADP
absel-363	104	3	preferences	preference	NOUN
absel-363	104	4	:	:	PUNCT
absel-363	104	5	2	2	NUM
absel-363	104	6	cases	case	NOUN
absel-363	104	7	simple	simple	ADJ
absel-363	104	8	-	-	PUNCT
absel-363	104	9	cluster	cluster	NOUN
absel-363	104	10	type	type	NOUN
absel-363	104	11	:	:	PUNCT
absel-363	104	12	in	in	ADP
absel-363	104	13	this	this	DET
absel-363	104	14	case	case	NOUN
absel-363	104	15	,	,	PUNCT
absel-363	104	16	consumer	consumer	NOUN
absel-363	104	17	preferences	preference	NOUN
absel-363	104	18	are	be	AUX
absel-363	104	19	highly	highly	ADV
absel-363	104	20	clustered	clustered	ADJ
absel-363	104	21	.	.	PUNCT
absel-363	105	1	for	for	ADP
absel-363	105	2	example	example	NOUN
absel-363	105	3	,	,	PUNCT
absel-363	105	4	there	there	PRON
absel-363	105	5	is	be	VERB
absel-363	105	6	a	a	DET
absel-363	105	7	group	group	NOUN
absel-363	105	8	consisting	consist	VERB
absel-363	105	9	of	of	ADP
absel-363	105	10	consumer	consumer	NOUN
absel-363	105	11	agents	agent	NOUN
absel-363	105	12	that	that	PRON
absel-363	105	13	like	like	INTJ
absel-363	105	14	category	category	NOUN
absel-363	105	15	1	1	NUM
absel-363	105	16	,	,	PUNCT
absel-363	105	17	a	a	DET
absel-363	105	18	group	group	NOUN
absel-363	105	19	consisting	consist	VERB
absel-363	105	20	of	of	ADP
absel-363	105	21	consumer	consumer	NOUN
absel-363	105	22	agents	agent	NOUN
absel-363	105	23	that	that	PRON
absel-363	105	24	like	like	INTJ
absel-363	105	25	category	category	NOUN
absel-363	105	26	2,	2,	NUM
absel-363	105	27	…	…	PUNCT
absel-363	105	28	.as	.as	PUNCT
absel-363	105	29	shown	show	VERB
absel-363	105	30	in	in	ADP
absel-363	105	31	figure	figure	NOUN
absel-363	105	32	4	4	NUM
absel-363	105	33	multi	multi	ADJ
absel-363	105	34	-	-	ADJ
absel-363	105	35	cluster	cluster	NOUN
absel-363	105	36	type	type	NOUN
absel-363	105	37	:	:	PUNCT
absel-363	105	38	consumer	consumer	NOUN
absel-363	105	39	agents	agent	NOUN
absel-363	105	40	like	like	ADP
absel-363	105	41	two	two	NUM
absel-363	105	42	categories	category	NOUN
absel-363	105	43	at	at	ADP
absel-363	105	44	random	random	ADJ
absel-363	105	45	as	as	SCONJ
absel-363	105	46	shown	show	VERB
absel-363	105	47	in	in	ADP
absel-363	105	48	figure	figure	NOUN
absel-363	105	49	4	4	NUM
absel-363	105	50	.	.	PUNCT
absel-363	106	1	in	in	ADP
absel-363	106	2	this	this	DET
absel-363	106	3	situation	situation	NOUN
absel-363	106	4	,	,	PUNCT
absel-363	106	5	we	we	PRON
absel-363	106	6	ca	can	AUX
absel-363	106	7	n’t	not	PART
absel-363	106	8	cluster	cluster	VERB
absel-363	106	9	consumers	consumer	NOUN
absel-363	106	10	and	and	CCONJ
absel-363	106	11	find	find	VERB
absel-363	106	12	similar	similar	ADJ
absel-363	106	13	consumers	consumer	NOUN
absel-363	106	14	.	.	PUNCT
absel-363	107	1	this	this	PRON
absel-363	107	2	is	be	AUX
absel-363	107	3	called	call	VERB
absel-363	107	4	“	"	PUNCT
absel-363	107	5	gray	gray	ADJ
absel-363	107	6	sheep	sheep	NOUN
absel-363	107	7	problem	problem	NOUN
absel-363	107	8	”	"	PUNCT
absel-363	107	9	(	(	PUNCT
absel-363	107	10	burke	burke	PROPN
absel-363	107	11	2002	2002	NUM
absel-363	107	12	)	)	PUNCT
absel-363	107	13	.	.	PUNCT
absel-363	108	1	we	we	PRON
absel-363	108	2	selected	select	VERB
absel-363	108	3	four	four	NUM
absel-363	108	4	important	important	ADJ
absel-363	108	5	market	market	NOUN
absel-363	108	6	environments	environment	NOUN
absel-363	108	7	(	(	PUNCT
absel-363	108	8	table	table	NOUN
absel-363	108	9	3	3	NUM
absel-363	108	10	)	)	PUNCT
absel-363	108	11	.	.	PUNCT
absel-363	109	1	in	in	ADP
absel-363	109	2	each	each	DET
absel-363	109	3	market	market	NOUN
absel-363	109	4	environment	environment	NOUN
absel-363	109	5	,	,	PUNCT
absel-363	109	6	we	we	PRON
absel-363	109	7	show	show	VERB
absel-363	109	8	the	the	DET
absel-363	109	9	results	result	NOUN
absel-363	109	10	from	from	ADP
absel-363	109	11	changing	change	VERB
absel-363	109	12	the	the	DET
absel-363	109	13	value	value	NOUN
absel-363	109	14	of	of	ADP
absel-363	109	15	ne	ne	PROPN
absel-363	109	16	(	(	PUNCT
absel-363	109	17	number	number	NOUN
absel-363	109	18	of	of	ADP
absel-363	109	19	neighbors	neighbor	NOUN
absel-363	109	20	)	)	PUNCT
absel-363	109	21	.	.	PUNCT
absel-363	110	1	note	note	VERB
absel-363	110	2	that	that	SCONJ
absel-363	110	3	this	this	DET
absel-363	110	4	parameter	parameter	NOUN
absel-363	110	5	has	have	VERB
absel-363	110	6	a	a	DET
absel-363	110	7	significant	significant	ADJ
absel-363	110	8	effect	effect	NOUN
absel-363	110	9	on	on	ADP
absel-363	110	10	the	the	DET
absel-363	110	11	quality	quality	NOUN
absel-363	110	12	of	of	ADP
absel-363	110	13	recommendation	recommendation	NOUN
absel-363	110	14	(	(	PUNCT
absel-363	110	15	balabanovic	balabanovic	NOUN
absel-363	110	16	1997	1997	NUM
absel-363	110	17	)	)	PUNCT
absel-363	110	18	.	.	PUNCT
absel-363	111	1	experimental	experimental	ADJ
absel-363	111	2	results	result	NOUN
absel-363	111	3	effect	effect	NOUN
absel-363	111	4	of	of	ADP
absel-363	111	5	distribution	distribution	NOUN
absel-363	111	6	of	of	ADP
absel-363	111	7	preferences	preference	NOUN
absel-363	111	8	figures	figure	NOUN
absel-363	111	9	5	5	NUM
absel-363	111	10	and	and	CCONJ
absel-363	111	11	6	6	NUM
absel-363	111	12	show	show	VERB
absel-363	111	13	the	the	DET
absel-363	111	14	time	time	NOUN
absel-363	111	15	evolution	evolution	NOUN
absel-363	111	16	for	for	ADP
absel-363	111	17	the	the	DET
absel-363	111	18	average	average	ADJ
absel-363	111	19	precision	precision	NOUN
absel-363	111	20	in	in	ADP
absel-363	111	21	market	market	NOUN
absel-363	111	22	environment	environment	NOUN
absel-363	111	23	1	1	NUM
absel-363	111	24	and	and	CCONJ
absel-363	111	25	2	2	NUM
absel-363	111	26	where	where	SCONJ
absel-363	111	27	we	we	PRON
absel-363	111	28	changed	change	VERB
absel-363	111	29	the	the	DET
absel-363	111	30	number	number	NOUN
absel-363	111	31	of	of	ADP
absel-363	111	32	neighbors	neighbor	NOUN
absel-363	111	33	,	,	PUNCT
absel-363	111	34	ne	ne	PROPN
absel-363	111	35	,	,	PUNCT
absel-363	111	36	from	from	ADP
absel-363	111	37	5	5	NUM
absel-363	111	38	to	to	PART
absel-363	111	39	45	45	NUM
absel-363	111	40	in	in	ADP
absel-363	111	41	increments	increment	NOUN
absel-363	111	42	of	of	ADP
absel-363	111	43	10	10	NUM
absel-363	111	44	.	.	PUNCT
absel-363	112	1	from	from	ADP
absel-363	112	2	these	these	DET
absel-363	112	3	figures	figure	NOUN
absel-363	112	4	,	,	PUNCT
absel-363	112	5	we	we	PRON
absel-363	112	6	can	can	AUX
absel-363	112	7	see	see	VERB
absel-363	112	8	that	that	DET
absel-363	112	9	precision	precision	NOUN
absel-363	112	10	is	be	AUX
absel-363	112	11	independent	independent	ADJ
absel-363	112	12	of	of	ADP
absel-363	112	13	ne	ne	PRON
absel-363	112	14	when	when	SCONJ
absel-363	112	15	distribution	distribution	NOUN
absel-363	112	16	of	of	ADP
absel-363	112	17	preferences	preference	NOUN
absel-363	112	18	is	be	AUX
absel-363	112	19	the	the	DET
absel-363	112	20	simple	simple	ADJ
absel-363	112	21	-	-	PUNCT
absel-363	112	22	cluster	cluster	NOUN
absel-363	112	23	type	type	NOUN
absel-363	112	24	.	.	PUNCT
absel-363	113	1	whereas	whereas	SCONJ
absel-363	113	2	precision	precision	NOUN
absel-363	113	3	is	be	AUX
absel-363	113	4	high	high	ADJ
absel-363	113	5	at	at	ADP
absel-363	113	6	ne	ne	X
absel-363	113	7	=	=	SYM
absel-363	113	8	25	25	NUM
absel-363	113	9	,	,	PUNCT
absel-363	113	10	35	35	NUM
absel-363	113	11	,	,	PUNCT
absel-363	113	12	and	and	CCONJ
absel-363	113	13	45	45	NUM
absel-363	113	14	when	when	SCONJ
absel-363	113	15	distribution	distribution	NOUN
absel-363	113	16	of	of	ADP
absel-363	113	17	preferences	preference	NOUN
absel-363	113	18	is	be	AUX
absel-363	113	19	the	the	DET
absel-363	113	20	multi	multi	ADJ
absel-363	113	21	-	-	ADJ
absel-363	113	22	cluster	cluster	NOUN
absel-363	113	23	type	type	NOUN
absel-363	113	24	.	.	PUNCT
absel-363	114	1	it	it	PRON
absel-363	114	2	can	can	AUX
absel-363	114	3	also	also	ADV
absel-363	114	4	be	be	AUX
absel-363	114	5	seen	see	VERB
absel-363	114	6	from	from	ADP
absel-363	114	7	the	the	DET
absel-363	114	8	results	result	NOUN
absel-363	114	9	that	that	SCONJ
absel-363	114	10	when	when	SCONJ
absel-363	114	11	the	the	DET
absel-363	114	12	distribution	distribution	NOUN
absel-363	114	13	of	of	ADP
absel-363	114	14	preferences	preference	NOUN
absel-363	114	15	is	be	AUX
absel-363	114	16	the	the	DET
absel-363	114	17	multi	multi	ADJ
absel-363	114	18	-	-	ADJ
absel-363	114	19	cluster	cluster	NOUN
absel-363	114	20	type	type	NOUN
absel-363	114	21	,	,	PUNCT
absel-363	114	22	the	the	DET
absel-363	114	23	precision	precision	NOUN
absel-363	114	24	value	value	NOUN
absel-363	114	25	is	be	AUX
absel-363	114	26	lower	low	ADJ
absel-363	114	27	than	than	ADP
absel-363	114	28	that	that	PRON
absel-363	114	29	when	when	SCONJ
absel-363	114	30	the	the	DET
absel-363	114	31	distribution	distribution	NOUN
absel-363	114	32	of	of	ADP
absel-363	114	33	preferences	preference	NOUN
absel-363	114	34	is	be	AUX
absel-363	114	35	the	the	DET
absel-363	114	36	simple	simple	ADJ
absel-363	114	37	-	-	PUNCT
absel-363	114	38	cluster	cluster	NOUN
absel-363	114	39	type	type	NOUN
absel-363	114	40	.	.	PUNCT
absel-363	115	1	table	table	NOUN
absel-363	115	2	3	3	NUM
absel-363	115	3	setting	setting	NOUN
absel-363	115	4	of	of	ADP
absel-363	115	5	scenarios	scenario	NOUN
absel-363	115	6	market	market	NOUN
absel-363	115	7	environment	environment	NOUN
absel-363	115	8	distribution	distribution	NOUN
absel-363	115	9	of	of	ADP
absel-363	115	10	preferences	preference	NOUN
absel-363	115	11	frequency	frequency	NOUN
absel-363	115	12	of	of	ADP
absel-363	115	13	purchasing	purchase	VERB
absel-363	115	14	purchasing	purchasing	NOUN
absel-363	115	15	criteria	criterion	NOUN
absel-363	115	16	1	1	NUM
absel-363	115	17	simple	simple	ADJ
absel-363	115	18	-	-	PUNCT
absel-363	115	19	cluster	cluster	NOUN
absel-363	115	20	type	type	NOUN
absel-363	115	21	homogeneous	homogeneous	ADJ
absel-363	115	22	preference	preference	NOUN
absel-363	115	23	-	-	PUNCT
absel-363	115	24	conscious	conscious	ADJ
absel-363	115	25	2	2	NUM
absel-363	115	26	multi	multi	ADJ
absel-363	115	27	-	-	ADJ
absel-363	115	28	cluster	cluster	ADJ
absel-363	115	29	type	type	NOUN
absel-363	115	30	homogeneous	homogeneous	ADJ
absel-363	115	31	preference	preference	NOUN
absel-363	115	32	-	-	PUNCT
absel-363	115	33	conscious	conscious	ADJ
absel-363	115	34	3	3	NUM
absel-363	115	35	simple	simple	ADJ
absel-363	115	36	-	-	PUNCT
absel-363	115	37	cluster	cluster	NOUN
absel-363	115	38	type	type	NOUN
absel-363	115	39	heterogeneous	heterogeneous	ADJ
absel-363	115	40	preference	preference	NOUN
absel-363	115	41	-	-	PUNCT
absel-363	115	42	conscious	conscious	ADJ
absel-363	115	43	4	4	NUM
absel-363	115	44	multi	multi	ADJ
absel-363	115	45	-	-	ADJ
absel-363	115	46	cluster	cluster	ADJ
absel-363	115	47	type	type	NOUN
absel-363	115	48	heterogeneous	heterogeneous	ADJ
absel-363	115	49	preference	preference	NOUN
absel-363	115	50	-	-	PUNCT
absel-363	115	51	conscious	conscious	ADJ
absel-363	115	52	figure	figure	NOUN
absel-363	115	53	6	6	NUM
absel-363	115	54	market	market	NOUN
absel-363	115	55	environment	environment	NOUN
absel-363	115	56	1	1	NUM
absel-363	115	57	(	(	PUNCT
absel-363	115	58	average	average	ADJ
absel-363	115	59	precision	precision	NOUN
absel-363	115	60	calculated	calculate	VERB
absel-363	115	61	for	for	ADP
absel-363	115	62	all	all	DET
absel-363	115	63	consumers	consumer	NOUN
absel-363	115	64	)	)	PUNCT
absel-363	115	65	figure	figure	VERB
absel-363	115	66	6	6	NUM
absel-363	115	67	market	market	NOUN
absel-363	115	68	environment	environment	NOUN
absel-363	115	69	2	2	NUM
absel-363	115	70	(	(	PUNCT
absel-363	115	71	average	average	ADJ
absel-363	115	72	precision	precision	NOUN
absel-363	115	73	calculated	calculate	VERB
absel-363	115	74	for	for	ADP
absel-363	115	75	all	all	DET
absel-363	115	76	consumers	consumer	NOUN
absel-363	115	77	)	)	PUNCT
absel-363	115	78	219	219	NUM
absel-363	116	1	|	|	NOUN
absel-363	116	2	developments	development	NOUN
absel-363	116	3	in	in	ADP
absel-363	116	4	business	business	NOUN
absel-363	116	5	simulation	simulation	NOUN
absel-363	116	6	and	and	CCONJ
absel-363	116	7	experiential	experiential	ADJ
absel-363	116	8	learning	learning	NOUN
absel-363	116	9	,	,	PUNCT
absel-363	116	10	volume	volume	NOUN
absel-363	116	11	36	36	NUM
absel-363	116	12	,	,	PUNCT
absel-363	116	13	2009	2009	NUM
absel-363	116	14	effect	effect	NOUN
absel-363	116	15	of	of	ADP
absel-363	116	16	frequency	frequency	NOUN
absel-363	116	17	of	of	ADP
absel-363	116	18	purchasing	purchase	VERB
absel-363	116	19	figures	figure	NOUN
absel-363	116	20	7	7	NUM
absel-363	116	21	through	through	ADP
absel-363	116	22	10	10	NUM
absel-363	116	23	show	show	VERB
absel-363	116	24	the	the	DET
absel-363	116	25	time	time	NOUN
absel-363	116	26	evolution	evolution	NOUN
absel-363	116	27	for	for	ADP
absel-363	116	28	the	the	DET
absel-363	116	29	average	average	ADJ
absel-363	116	30	precision	precision	NOUN
absel-363	116	31	in	in	ADP
absel-363	116	32	market	market	NOUN
absel-363	116	33	environments	environment	NOUN
absel-363	116	34	3	3	NUM
absel-363	116	35	and	and	CCONJ
absel-363	116	36	4	4	NUM
absel-363	116	37	where	where	SCONJ
absel-363	116	38	we	we	PRON
absel-363	116	39	changed	change	VERB
absel-363	116	40	the	the	DET
absel-363	116	41	number	number	NOUN
absel-363	116	42	of	of	ADP
absel-363	116	43	neighbors	neighbor	NOUN
absel-363	116	44	,	,	PUNCT
absel-363	116	45	ne	ne	PROPN
absel-363	116	46	,	,	PUNCT
absel-363	116	47	from	from	ADP
absel-363	116	48	5	5	NUM
absel-363	116	49	to	to	PART
absel-363	116	50	45	45	NUM
absel-363	116	51	in	in	ADP
absel-363	116	52	increments	increment	NOUN
absel-363	116	53	of	of	ADP
absel-363	116	54	10	10	NUM
absel-363	116	55	.	.	PUNCT
absel-363	117	1	the	the	DET
absel-363	117	2	precision	precision	NOUN
absel-363	117	3	in	in	ADP
absel-363	117	4	figs	fig	NOUN
absel-363	117	5	.	.	PUNCT
absel-363	118	1	7–9	7–9	PROPN
absel-363	118	2	is	be	AUX
absel-363	118	3	calculated	calculate	VERB
absel-363	118	4	for	for	ADP
absel-363	118	5	high	high	ADJ
absel-363	118	6	-	-	PUNCT
absel-363	118	7	frequency	frequency	NOUN
absel-363	118	8	purchasers	purchaser	NOUN
absel-363	118	9	and	and	CCONJ
absel-363	118	10	that	that	SCONJ
absel-363	118	11	in	in	ADP
absel-363	118	12	figs	fig	NOUN
absel-363	118	13	.	.	PUNCT
absel-363	119	1	8–10	8–10	NOUN
absel-363	119	2	for	for	ADP
absel-363	119	3	low	low	ADJ
absel-363	119	4	-	-	PUNCT
absel-363	119	5	frequency	frequency	NOUN
absel-363	119	6	purchasers	purchaser	NOUN
absel-363	119	7	.	.	PUNCT
absel-363	120	1	from	from	ADP
absel-363	120	2	figures	figure	NOUN
absel-363	120	3	7	7	NUM
absel-363	120	4	and	and	CCONJ
absel-363	120	5	8	8	NUM
absel-363	120	6	,	,	PUNCT
absel-363	120	7	we	we	PRON
absel-363	120	8	can	can	AUX
absel-363	120	9	see	see	VERB
absel-363	120	10	that	that	SCONJ
absel-363	120	11	the	the	DET
absel-363	120	12	precision	precision	NOUN
absel-363	120	13	is	be	AUX
absel-363	120	14	high	high	ADJ
absel-363	120	15	at	at	ADP
absel-363	120	16	ne	ne	NOUN
absel-363	120	17	=	=	SYM
absel-363	120	18	5	5	NUM
absel-363	120	19	in	in	ADP
absel-363	120	20	market	market	NOUN
absel-363	120	21	environment	environment	NOUN
absel-363	120	22	3	3	NUM
absel-363	120	23	.	.	PUNCT
absel-363	120	24	from	from	ADP
absel-363	120	25	figs	fig	NOUN
absel-363	120	26	.	.	PUNCT
absel-363	121	1	9	9	NUM
absel-363	121	2	and	and	CCONJ
absel-363	121	3	10	10	NUM
absel-363	121	4	,	,	PUNCT
absel-363	121	5	the	the	DET
absel-363	121	6	precision	precision	NOUN
absel-363	121	7	value	value	NOUN
absel-363	121	8	is	be	AUX
absel-363	121	9	high	high	ADJ
absel-363	121	10	at	at	ADP
absel-363	121	11	ne	ne	X
absel-363	121	12	=	=	SYM
absel-363	121	13	15	15	NUM
absel-363	121	14	in	in	ADP
absel-363	121	15	market	market	NOUN
absel-363	121	16	environment	environment	NOUN
absel-363	121	17	4	4	NUM
absel-363	121	18	.	.	PUNCT
absel-363	122	1	figure	figure	VERB
absel-363	122	2	9	9	NUM
absel-363	122	3	market	market	NOUN
absel-363	122	4	environment	environment	NOUN
absel-363	122	5	3	3	NUM
absel-363	122	6	(	(	PUNCT
absel-363	122	7	average	average	ADJ
absel-363	122	8	precision	precision	NOUN
absel-363	122	9	calculated	calculate	VERB
absel-363	122	10	for	for	ADP
absel-363	122	11	high	high	ADJ
absel-363	122	12	-	-	PUNCT
absel-363	122	13	frequency	frequency	NOUN
absel-363	122	14	purchasers	purchaser	NOUN
absel-363	122	15	)	)	PUNCT
absel-363	122	16	figure	figure	NOUN
absel-363	122	17	9	9	NUM
absel-363	122	18	market	market	NOUN
absel-363	122	19	environment	environment	NOUN
absel-363	122	20	3	3	NUM
absel-363	122	21	(	(	PUNCT
absel-363	122	22	average	average	ADJ
absel-363	122	23	precision	precision	NOUN
absel-363	122	24	calculated	calculate	VERB
absel-363	122	25	for	for	ADP
absel-363	122	26	low	low	ADJ
absel-363	122	27	-	-	PUNCT
absel-363	122	28	frequency	frequency	NOUN
absel-363	122	29	purchasers	purchaser	NOUN
absel-363	122	30	)	)	PUNCT
absel-363	122	31	figure	figure	NOUN
absel-363	122	32	9	9	NUM
absel-363	122	33	market	market	NOUN
absel-363	122	34	environment	environment	NOUN
absel-363	122	35	4	4	NUM
absel-363	122	36	(	(	PUNCT
absel-363	122	37	average	average	ADJ
absel-363	122	38	precision	precision	NOUN
absel-363	122	39	calculated	calculate	VERB
absel-363	122	40	for	for	ADP
absel-363	122	41	high	high	ADJ
absel-363	122	42	-	-	PUNCT
absel-363	122	43	frequency	frequency	NOUN
absel-363	122	44	purchasers	purchaser	NOUN
absel-363	122	45	)	)	PUNCT
absel-363	122	46	220	220	NUM
absel-363	122	47	|	|	NOUN
absel-363	122	48	developments	development	NOUN
absel-363	122	49	in	in	ADP
absel-363	122	50	business	business	NOUN
absel-363	122	51	simulation	simulation	NOUN
absel-363	122	52	and	and	CCONJ
absel-363	122	53	experiential	experiential	ADJ
absel-363	122	54	learning	learning	NOUN
absel-363	122	55	,	,	PUNCT
absel-363	122	56	volume	volume	NOUN
absel-363	122	57	36	36	NUM
absel-363	122	58	,	,	PUNCT
absel-363	122	59	2009	2009	NUM
absel-363	122	60	discussion	discussion	NOUN
absel-363	122	61	from	from	ADP
absel-363	122	62	these	these	DET
absel-363	122	63	results	result	NOUN
absel-363	122	64	,	,	PUNCT
absel-363	122	65	we	we	PRON
absel-363	122	66	draw	draw	VERB
absel-363	122	67	two	two	NUM
absel-363	122	68	important	important	ADJ
absel-363	122	69	conclusions	conclusion	NOUN
absel-363	122	70	.	.	PUNCT
absel-363	123	1	the	the	DET
absel-363	123	2	first	first	ADJ
absel-363	123	3	is	be	AUX
absel-363	123	4	that	that	SCONJ
absel-363	123	5	the	the	DET
absel-363	123	6	number	number	NOUN
absel-363	123	7	of	of	ADP
absel-363	123	8	neighbors	neighbor	NOUN
absel-363	123	9	should	should	AUX
absel-363	123	10	be	be	AUX
absel-363	123	11	bigger	big	ADJ
absel-363	123	12	in	in	ADP
absel-363	123	13	the	the	DET
absel-363	123	14	basic	basic	ADJ
absel-363	123	15	market	market	NOUN
absel-363	123	16	environment	environment	NOUN
absel-363	123	17	regardless	regardless	ADV
absel-363	123	18	of	of	ADP
absel-363	123	19	the	the	DET
absel-363	123	20	clustering	clustering	NOUN
absel-363	123	21	of	of	ADP
absel-363	123	22	consumer	consumer	NOUN
absel-363	123	23	preferences	preference	NOUN
absel-363	123	24	because	because	SCONJ
absel-363	123	25	the	the	DET
absel-363	123	26	collaborative	collaborative	ADJ
absel-363	123	27	filtering	filter	VERB
absel-363	123	28	algorithms	algorithm	NOUN
absel-363	123	29	provide	provide	VERB
absel-363	123	30	high	high	ADJ
absel-363	123	31	quality	quality	NOUN
absel-363	123	32	in	in	ADP
absel-363	123	33	cases	case	NOUN
absel-363	123	34	where	where	SCONJ
absel-363	123	35	ne	ne	PROPN
absel-363	123	36	is	be	AUX
absel-363	123	37	high	high	ADJ
absel-363	123	38	.	.	PUNCT
absel-363	124	1	we	we	PRON
absel-363	124	2	believe	believe	VERB
absel-363	124	3	that	that	SCONJ
absel-363	124	4	the	the	DET
absel-363	124	5	reason	reason	NOUN
absel-363	124	6	for	for	ADP
absel-363	124	7	this	this	PRON
absel-363	124	8	is	be	AUX
absel-363	124	9	that	that	SCONJ
absel-363	124	10	the	the	DET
absel-363	124	11	algorithms	algorithm	NOUN
absel-363	124	12	can	can	AUX
absel-363	124	13	discover	discover	VERB
absel-363	124	14	the	the	DET
absel-363	124	15	similar	similar	ADJ
absel-363	124	16	consumers	consumer	NOUN
absel-363	124	17	with	with	ADP
absel-363	124	18	accuracy	accuracy	NOUN
absel-363	124	19	.	.	PUNCT
absel-363	125	1	the	the	DET
absel-363	125	2	second	second	ADJ
absel-363	125	3	conclusion	conclusion	NOUN
absel-363	125	4	is	be	AUX
absel-363	125	5	that	that	SCONJ
absel-363	125	6	if	if	SCONJ
absel-363	125	7	there	there	PRON
absel-363	125	8	are	be	VERB
absel-363	125	9	any	any	DET
absel-363	125	10	high	high	ADJ
absel-363	125	11	-	-	PUNCT
absel-363	125	12	frequency	frequency	NOUN
absel-363	125	13	purchasers	purchaser	NOUN
absel-363	125	14	,	,	PUNCT
absel-363	125	15	the	the	DET
absel-363	125	16	number	number	NOUN
absel-363	125	17	of	of	ADP
absel-363	125	18	neighbors	neighbor	NOUN
absel-363	125	19	should	should	AUX
absel-363	125	20	be	be	AUX
absel-363	125	21	smaller	small	ADJ
absel-363	125	22	than	than	ADP
absel-363	125	23	that	that	PRON
absel-363	125	24	in	in	ADP
absel-363	125	25	basic	basic	ADJ
absel-363	125	26	market	market	NOUN
absel-363	125	27	environment	environment	NOUN
absel-363	125	28	.	.	PUNCT
absel-363	126	1	the	the	DET
absel-363	126	2	reason	reason	NOUN
absel-363	126	3	for	for	ADP
absel-363	126	4	this	this	PRON
absel-363	126	5	is	be	AUX
absel-363	126	6	that	that	SCONJ
absel-363	126	7	a	a	DET
absel-363	126	8	large	large	ADJ
absel-363	126	9	number	number	NOUN
absel-363	126	10	of	of	ADP
absel-363	126	11	ratings	rating	NOUN
absel-363	126	12	by	by	ADP
absel-363	126	13	low	low	ADJ
absel-363	126	14	-	-	PUNCT
absel-363	126	15	frequency	frequency	NOUN
absel-363	126	16	purchasers	purchaser	NOUN
absel-363	126	17	prevent	prevent	VERB
absel-363	126	18	the	the	DET
absel-363	126	19	recommendation	recommendation	NOUN
absel-363	126	20	system	system	NOUN
absel-363	126	21	from	from	ADP
absel-363	126	22	finding	find	VERB
absel-363	126	23	the	the	DET
absel-363	126	24	neighbors	neighbor	NOUN
absel-363	126	25	when	when	SCONJ
absel-363	126	26	the	the	DET
absel-363	126	27	number	number	NOUN
absel-363	126	28	of	of	ADP
absel-363	126	29	neighbors	neighbor	NOUN
absel-363	126	30	is	be	AUX
absel-363	126	31	bigger	big	ADJ
absel-363	126	32	.	.	PUNCT
absel-363	127	1	conclusions	conclusion	NOUN
absel-363	127	2	we	we	PRON
absel-363	127	3	proposed	propose	VERB
absel-363	127	4	a	a	DET
absel-363	127	5	new	new	ADJ
absel-363	127	6	evaluation	evaluation	NOUN
absel-363	127	7	approach	approach	NOUN
absel-363	127	8	for	for	ADP
absel-363	127	9	collaborative	collaborative	ADJ
absel-363	127	10	filtering	filtering	NOUN
absel-363	127	11	,	,	PUNCT
absel-363	127	12	a	a	DET
absel-363	127	13	kind	kind	NOUN
absel-363	127	14	of	of	ADP
absel-363	127	15	recommendation	recommendation	NOUN
absel-363	127	16	algorithm	algorithm	NOUN
absel-363	127	17	acquired	acquire	VERB
absel-363	127	18	through	through	ADP
absel-363	127	19	agent	agent	NOUN
absel-363	127	20	-	-	PUNCT
absel-363	127	21	based	base	VERB
absel-363	127	22	simulation	simulation	NOUN
absel-363	127	23	.	.	PUNCT
absel-363	128	1	we	we	PRON
absel-363	128	2	modeled	model	VERB
absel-363	128	3	a	a	DET
absel-363	128	4	virtual	virtual	ADJ
absel-363	128	5	e	e	NOUN
absel-363	128	6	-	-	NOUN
absel-363	128	7	commerce	commerce	NOUN
absel-363	128	8	market	market	NOUN
absel-363	128	9	where	where	SCONJ
absel-363	128	10	we	we	PRON
absel-363	128	11	evaluated	evaluate	VERB
absel-363	128	12	the	the	DET
absel-363	128	13	collaborative	collaborative	ADJ
absel-363	128	14	filtering	filtering	NOUN
absel-363	128	15	algorithm	algorithm	NOUN
absel-363	128	16	.	.	PUNCT
absel-363	129	1	our	our	PRON
absel-363	129	2	findings	finding	NOUN
absel-363	129	3	were	be	AUX
absel-363	129	4	as	as	SCONJ
absel-363	129	5	follows	follow	VERB
absel-363	129	6	:	:	PUNCT
absel-363	129	7	1	1	X
absel-363	129	8	)	)	PUNCT
absel-363	129	9	the	the	DET
absel-363	129	10	number	number	NOUN
absel-363	129	11	of	of	ADP
absel-363	129	12	neighbors	neighbor	NOUN
absel-363	129	13	is	be	AUX
absel-363	129	14	a	a	DET
absel-363	129	15	key	key	ADJ
absel-363	129	16	parameter	parameter	NOUN
absel-363	129	17	and	and	CCONJ
absel-363	129	18	there	there	PRON
absel-363	129	19	is	be	VERB
absel-363	129	20	a	a	DET
absel-363	129	21	trade	trade	NOUN
absel-363	129	22	-	-	PUNCT
absel-363	129	23	off	off	NOUN
absel-363	129	24	due	due	ADJ
absel-363	129	25	to	to	ADP
absel-363	129	26	market	market	NOUN
absel-363	129	27	circumstances	circumstance	NOUN
absel-363	129	28	,	,	PUNCT
absel-363	129	29	2	2	X
absel-363	129	30	)	)	PUNCT
absel-363	129	31	a	a	DET
absel-363	129	32	bigger	big	ADJ
absel-363	129	33	number	number	NOUN
absel-363	129	34	of	of	ADP
absel-363	129	35	neighbors	neighbor	NOUN
absel-363	129	36	performed	perform	VERB
absel-363	129	37	better	well	ADV
absel-363	129	38	,	,	PUNCT
absel-363	129	39	with	with	ADP
absel-363	129	40	a	a	DET
absel-363	129	41	tendency	tendency	NOUN
absel-363	129	42	that	that	PRON
absel-363	129	43	was	be	AUX
absel-363	129	44	independent	independent	ADJ
absel-363	129	45	of	of	ADP
absel-363	129	46	the	the	DET
absel-363	129	47	degree	degree	NOUN
absel-363	129	48	of	of	ADP
absel-363	129	49	clustering	clustering	NOUN
absel-363	129	50	of	of	ADP
absel-363	129	51	consumer	consumer	NOUN
absel-363	129	52	preferences	preference	NOUN
absel-363	129	53	,	,	PUNCT
absel-363	129	54	and	and	CCONJ
absel-363	129	55	3	3	X
absel-363	129	56	)	)	PUNCT
absel-363	129	57	if	if	SCONJ
absel-363	129	58	there	there	PRON
absel-363	129	59	were	be	VERB
absel-363	129	60	any	any	DET
absel-363	129	61	high	high	ADJ
absel-363	129	62	-	-	PUNCT
absel-363	129	63	frequency	frequency	NOUN
absel-363	129	64	purchasers	purchaser	NOUN
absel-363	129	65	,	,	PUNCT
absel-363	129	66	a	a	DET
absel-363	129	67	smaller	small	ADJ
absel-363	129	68	number	number	NOUN
absel-363	129	69	of	of	ADP
absel-363	129	70	neighbors	neighbor	NOUN
absel-363	129	71	performed	perform	VERB
absel-363	129	72	better	well	ADV
absel-363	129	73	.	.	PUNCT
absel-363	130	1	references	reference	NOUN
absel-363	130	2	figure	figure	VERB
absel-363	130	3	10	10	NUM
absel-363	130	4	market	market	NOUN
absel-363	130	5	environment	environment	NOUN
absel-363	130	6	4	4	NUM
absel-363	130	7	(	(	PUNCT
absel-363	130	8	average	average	ADJ
absel-363	130	9	precision	precision	NOUN
absel-363	130	10	calculated	calculate	VERB
absel-363	130	11	for	for	ADP
absel-363	130	12	low	low	ADJ
absel-363	130	13	-	-	PUNCT
absel-363	130	14	frequency	frequency	NOUN
absel-363	130	15	purchasers	purchaser	NOUN
absel-363	130	16	)	)	PUNCT
absel-363	130	17	table	table	NOUN
absel-363	130	18	4	4	NUM
absel-363	130	19	summary	summary	NOUN
absel-363	130	20	of	of	ADP
absel-363	130	21	results	result	NOUN
absel-363	130	22	(	(	PUNCT
absel-363	130	23	ne	ne	X
absel-363	130	24	*	*	PUNCT
absel-363	130	25	:	:	PUNCT
absel-363	130	26	optimal	optimal	ADJ
absel-363	130	27	value	value	NOUN
absel-363	130	28	of	of	ADP
absel-363	130	29	ne	ne	NOUN
absel-363	130	30	)	)	PUNCT
absel-363	130	31	frequency	frequency	NOUN
absel-363	130	32	of	of	ADP
absel-363	130	33	purchasing	purchase	VERB
absel-363	130	34	homogeneous	homogeneous	ADJ
absel-363	130	35	heterogeneous	heterogeneous	ADJ
absel-363	130	36	simple	simple	ADJ
absel-363	130	37	-	-	PUNCT
absel-363	130	38	cluster	cluster	NOUN
absel-363	130	39	-----ne	-----ne	NOUN
absel-363	130	40	*	*	PUNCT
absel-363	131	1	=	=	NOUN
absel-363	131	2	25,35,45	25,35,45	NUM
absel-363	131	3	distribution	distribution	NOUN
absel-363	131	4	of	of	ADP
absel-363	131	5	preferences	preference	NOUN
absel-363	131	6	multi	multi	ADJ
absel-363	131	7	-	-	ADJ
absel-363	131	8	cluster	cluster	ADJ
absel-363	131	9	ne	ne	NOUN
absel-363	131	10	*	*	PUNCT
absel-363	131	11	=	=	SYM
absel-363	131	12	5	5	NUM
absel-363	131	13	ne	ne	NOUN
absel-363	131	14	*	*	PUNCT
absel-363	131	15	=	=	SYM
absel-363	131	16	15	15	NUM
absel-363	131	17	abhinandan	abhinandan	ADJ
absel-363	131	18	d.	d.	PROPN
absel-363	131	19	,mayur	,mayur	PUNCT
absel-363	131	20	d.	d.	PROPN
absel-363	131	21	,ashutosh	,ashutosh	PUNCT
absel-363	131	22	g.	g.	PROPN
absel-363	131	23	,shyam	,shyam	PUNCT
absel-363	131	24	r.(2007)."google	r.(2007)."google	PROPN
absel-363	131	25	news	news	NOUN
absel-363	131	26	personalization	personalization	NOUN
absel-363	131	27	:	:	PUNCT
absel-363	131	28	scalable	scalable	ADJ
absel-363	131	29	online	online	ADJ
absel-363	131	30	collaborative	collaborative	ADJ
absel-363	131	31	filtering	filtering	NOUN
absel-363	131	32	"	"	PUNCT
absel-363	131	33	.	.	PUNCT
absel-363	132	1	proc.of	proc.of	VERB
absel-363	132	2	the	the	DET
absel-363	132	3	16th	16th	ADJ
absel-363	132	4	international	international	ADJ
absel-363	132	5	world	world	NOUN
absel-363	132	6	wide	wide	ADJ
absel-363	132	7	web	web	NOUN
absel-363	132	8	conference	conference	NOUN
absel-363	132	9	,	,	PUNCT
absel-363	132	10	271	271	NUM
absel-363	132	11	-	-	SYM
absel-363	132	12	280	280	NUM
absel-363	132	13	balabanovic	balabanovic	NOUN
absel-363	132	14	,	,	PUNCT
absel-363	132	15	m.	m.	NOUN
absel-363	132	16	and	and	CCONJ
absel-363	132	17	shoham	shoham	NOUN
absel-363	132	18	,	,	PUNCT
absel-363	132	19	y.(1997).”fab	y.(1997).”fab	PROPN
absel-363	132	20	:	:	PUNCT
absel-363	132	21	content	content	NOUN
absel-363	132	22	-	-	PUNCT
absel-363	132	23	based	base	VERB
absel-363	132	24	,	,	PUNCT
absel-363	132	25	collaborative	collaborative	ADJ
absel-363	132	26	recommendation	recommendation	NOUN
absel-363	132	27	”	"	PUNCT
absel-363	132	28	.	.	PUNCT
absel-363	133	1	communication	communication	NOUN
absel-363	133	2	of	of	ADP
absel-363	133	3	the	the	DET
absel-363	133	4	acm	acm	PROPN
absel-363	133	5	,	,	PUNCT
absel-363	133	6	vol.40	vol.40	PROPN
absel-363	133	7	,	,	PUNCT
absel-363	133	8	no.3	no.3	PROPN
absel-363	133	9	,	,	PUNCT
absel-363	133	10	66	66	NUM
absel-363	133	11	-	-	SYM
absel-363	133	12	72	72	NUM
absel-363	133	13	breese	breese	PROPN
absel-363	133	14	,	,	PUNCT
absel-363	133	15	j.s	j.s	PROPN
absel-363	133	16	.	.	PROPN
absel-363	133	17	,heckerman	,heckerman	PROPN
absel-363	133	18	,	,	PUNCT
absel-363	133	19	d.and	d.and	NOUN
absel-363	133	20	kadie	kadie	NOUN
absel-363	133	21	,	,	PUNCT
absel-363	133	22	c.(1998).”empirical	c.(1998).”empirical	ADJ
absel-363	133	23	analysis	analysis	NOUN
absel-363	133	24	of	of	ADP
absel-363	133	25	predictive	predictive	ADJ
absel-363	133	26	algorithms	algorithm	NOUN
absel-363	133	27	for	for	ADP
absel-363	133	28	collaborative	collaborative	ADJ
absel-363	133	29	filtering	filtering	NOUN
absel-363	133	30	”	"	PUNCT
absel-363	133	31	.	.	PUNCT
absel-363	134	1	proc	proc	NOUN
absel-363	134	2	.	.	PUNCT
absel-363	135	1	14th	14th	ADJ
absel-363	135	2	conf	conf	NOUN
absel-363	135	3	.	.	PUNCT
absel-363	136	1	on	on	ADP
absel-363	136	2	uncertainty	uncertainty	NOUN
absel-363	136	3	in	in	ADP
absel-363	136	4	artificial	artificial	ADJ
absel-363	136	5	intelligence	intelligence	NOUN
absel-363	136	6	,	,	PUNCT
absel-363	136	7	43	43	NUM
absel-363	136	8	-	-	SYM
absel-363	136	9	52	52	NUM
absel-363	136	10	burke	burke	NOUN
absel-363	136	11	,	,	PUNCT
absel-363	136	12	r.(2002).”hybrid	r.(2002).”hybrid	ADJ
absel-363	136	13	recommender	recommender	NOUN
absel-363	136	14	system	system	NOUN
absel-363	136	15	:	:	PUNCT
absel-363	136	16	survey	survey	NOUN
absel-363	136	17	and	and	CCONJ
absel-363	136	18	experiments	experiment	NOUN
absel-363	136	19	,	,	PUNCT
absel-363	136	20	user	user	NOUN
absel-363	136	21	-	-	PUNCT
absel-363	136	22	modeling	modeling	NOUN
absel-363	136	23	and	and	CCONJ
absel-363	136	24	user	user	NOUN
absel-363	136	25	-	-	PUNCT
absel-363	136	26	adapted	adapt	VERB
absel-363	136	27	interactions	interaction	NOUN
absel-363	136	28	”	"	PUNCT
absel-363	136	29	.	.	PUNCT
absel-363	137	1	vol.12	vol.12	NOUN
absel-363	137	2	,	,	PUNCT
absel-363	137	3	no.4,331	no.4,331	PROPN
absel-363	137	4	-	-	PUNCT
absel-363	137	5	370	370	NUM
absel-363	137	6	herlocker	herlocker	NOUN
absel-363	137	7	,	,	PUNCT
absel-363	137	8	j.l	j.l	PROPN
absel-363	137	9	.	.	PROPN
absel-363	137	10	,konstan	,konstan	PROPN
absel-363	137	11	,	,	PUNCT
absel-363	137	12	j.a	j.a	PROPN
absel-363	137	13	.	.	PROPN
absel-363	137	14	,borchers	,borchers	PUNCT
absel-363	137	15	,	,	PUNCT
absel-363	137	16	a.and	a.and	CCONJ
absel-363	137	17	riedl	riedl	PROPN
absel-363	137	18	,	,	PUNCT
absel-363	137	19	j.	j.	PROPN
absel-363	137	20	(	(	PUNCT
absel-363	137	21	1999).”an	1999).”an	NUM
absel-363	137	22	algorithmic	algorithmic	ADJ
absel-363	137	23	framework	framework	NOUN
absel-363	137	24	for	for	ADP
absel-363	137	25	performing	perform	VERB
absel-363	137	26	collaborative	collaborative	ADJ
absel-363	137	27	filtering	filtering	NOUN
absel-363	137	28	”	"	PUNCT
absel-363	137	29	.	.	PUNCT
absel-363	138	1	proc	proc	NOUN
absel-363	138	2	.	.	PUNCT
absel-363	139	1	22nd	22nd	NOUN
absel-363	139	2	annual	annual	ADJ
absel-363	139	3	acm	acm	PROPN
absel-363	139	4	sigir	sigir	PROPN
absel-363	139	5	conf.onresearch	conf.onresearch	PROPN
absel-363	139	6	and	and	CCONJ
absel-363	139	7	development	development	NOUN
absel-363	139	8	in	in	ADP
absel-363	139	9	information	information	NOUN
absel-363	139	10	retrieval	retrieval	NOUN
absel-363	139	11	,	,	PUNCT
absel-363	139	12	230	230	NUM
absel-363	139	13	-	-	SYM
absel-363	139	14	237	237	NUM
absel-363	139	15	herlocker	herlocker	NOUN
absel-363	139	16	,	,	PUNCT
absel-363	139	17	j.	j.	PROPN
absel-363	139	18	,konstan	,konstan	PROPN
absel-363	139	19	,	,	PUNCT
absel-363	139	20	j.	j.	PROPN
absel-363	139	21	,	,	PUNCT
absel-363	139	22	terveen	terveen	PROPN
absel-363	139	23	,	,	PUNCT
absel-363	139	24	l.	l.	PROPN
absel-363	139	25	,	,	PUNCT
absel-363	139	26	and	and	CCONJ
absel-363	139	27	riedl	riedl	PROPN
absel-363	139	28	,	,	PUNCT
absel-363	139	29	j.(2004	j.(2004	PROPN
absel-363	139	30	)	)	PUNCT
absel-363	139	31	.	.	PUNCT
absel-363	140	1	”	"	PUNCT
absel-363	140	2	evaluating	evaluate	VERB
absel-363	140	3	collaborative	collaborative	ADJ
absel-363	140	4	filtering	filtering	NOUN
absel-363	140	5	recommender	recommender	NOUN
absel-363	140	6	systems	system	NOUN
absel-363	140	7	,	,	PUNCT
absel-363	140	8	acm	acm	NOUN
absel-363	140	9	transactions	transaction	NOUN
absel-363	140	10	on	on	ADP
absel-363	140	11	information	information	NOUN
absel-363	140	12	systems	system	NOUN
absel-363	140	13	”	"	PUNCT
absel-363	140	14	.	.	PUNCT
absel-363	141	1	vol.22	vol.22	NOUN
absel-363	141	2	,	,	PUNCT
absel-363	141	3	no.1	no.1	NUM
absel-363	141	4	,	,	PUNCT
absel-363	141	5	5	5	NUM
absel-363	141	6	-	-	SYM
absel-363	141	7	53	53	NUM
absel-363	141	8	hofman	hofman	NOUN
absel-363	141	9	,	,	PUNCT
absel-363	141	10	t.	t.	NOUN
absel-363	141	11	and	and	CCONJ
absel-363	141	12	puzicha	puzicha	PROPN
absel-363	141	13	,	,	PUNCT
absel-363	141	14	j.(1999).”latent	j.(1999).”latent	NOUN
absel-363	141	15	class	class	NOUN
absel-363	141	16	models	model	NOUN
absel-363	141	17	for	for	ADP
absel-363	141	18	collaborative	collaborative	ADJ
absel-363	141	19	filtering	filtering	NOUN
absel-363	141	20	“	"	PUNCT
absel-363	141	21	,	,	PUNCT
absel-363	141	22	proc	proc	NOUN
absel-363	141	23	.	.	PUNCT
absel-363	142	1	16th	16th	ADJ
absel-363	142	2	int’l	int’l	ADJ
absel-363	142	3	joint	joint	ADJ
absel-363	142	4	conf	conf	NOUN
absel-363	142	5	.	.	PUNCT
absel-363	143	1	on	on	ADP
absel-363	143	2	artificial	artificial	ADJ
absel-363	143	3	inteligence	inteligence	NOUN
absel-363	143	4	,	,	PUNCT
absel-363	143	5	688	688	NUM
absel-363	143	6	-	-	SYM
absel-363	143	7	963	963	NUM
absel-363	143	8	hofman	hofman	NOUN
absel-363	143	9	,	,	PUNCT
absel-363	143	10	t.(2004).”latent	t.(2004).”latent	NOUN
absel-363	143	11	semantic	semantic	ADJ
absel-363	143	12	models	model	NOUN
absel-363	143	13	for	for	ADP
absel-363	143	14	collaborative	collaborative	ADJ
absel-363	143	15	filtering	filtering	NOUN
absel-363	143	16	”	"	PUNCT
absel-363	143	17	,	,	PUNCT
absel-363	143	18	acm	acm	PROPN
absel-363	143	19	trans	trans	PROPN
absel-363	143	20	.	.	PUNCT
absel-363	144	1	on	on	ADP
absel-363	144	2	information	information	NOUN
absel-363	144	3	systems	system	NOUN
absel-363	144	4	,	,	PUNCT
absel-363	144	5	vol.22	vol.22	NOUN
absel-363	144	6	,	,	PUNCT
absel-363	144	7	no.1	no.1	NUM
absel-363	144	8	,	,	PUNCT
absel-363	144	9	89	89	NUM
absel-363	144	10	-	-	SYM
absel-363	144	11	115	115	NUM
absel-363	144	12	hotlink(2008).”research	hotlink(2008).”research	NOUN
absel-363	144	13	about	about	ADP
absel-363	144	14	privacy	privacy	NOUN
absel-363	144	15	information	information	NOUN
absel-363	144	16	protect	protect	NOUN
absel-363	144	17	law	law	NOUN
absel-363	144	18	“	"	PUNCT
absel-363	144	19	.http://www.hottolink.co.jp/entry160.html	.http://www.hottolink.co.jp/entry160.html	PROPN
absel-363	144	20	221	221	NUM
absel-363	145	1	|	|	NOUN
absel-363	145	2	developments	development	NOUN
absel-363	145	3	in	in	ADP
absel-363	145	4	business	business	NOUN
absel-363	145	5	simulation	simulation	NOUN
absel-363	145	6	and	and	CCONJ
absel-363	145	7	experiential	experiential	ADJ
absel-363	145	8	learning	learning	NOUN
absel-363	145	9	,	,	PUNCT
absel-363	145	10	volume	volume	NOUN
absel-363	145	11	36	36	NUM
absel-363	145	12	,	,	PUNCT
absel-363	145	13	2009	2009	NUM
absel-363	145	14	sarwar	sarwar	NOUN
absel-363	145	15	,	,	PUNCT
absel-363	145	16	b.	b.	PROPN
absel-363	145	17	,karypis	,karypis	PROPN
absel-363	145	18	,	,	PUNCT
absel-363	145	19	g.	g.	PROPN
absel-363	145	20	,konstan.j	,konstan.j	PROPN
absel-363	145	21	.	.	PUNCT
absel-363	146	1	and	and	CCONJ
absel-363	146	2	riedl	riedl	PROPN
absel-363	146	3	,	,	PUNCT
absel-363	146	4	j.(2001).”item	j.(2001).”item	NOUN
absel-363	146	5	-	-	PUNCT
absel-363	146	6	based	base	VERB
absel-363	146	7	collaborative	collaborative	ADJ
absel-363	146	8	filtering	filtering	NOUN
absel-363	146	9	recommendation	recommendation	NOUN
absel-363	146	10	algorithms	algorithm	NOUN
absel-363	146	11	”	"	PUNCT
absel-363	146	12	,	,	PUNCT
absel-363	146	13	proc.of	proc.of	VERB
absel-363	146	14	the	the	DET
absel-363	146	15	10	10	NUM
absel-363	146	16	king	king	NOUN
absel-363	146	17	,	,	PUNCT
absel-363	146	18	m.f	m.f	PROPN
absel-363	146	19	.	.	PROPN
absel-363	146	20	,	,	PUNCT
absel-363	146	21	balasubramanian	balasubramanian	PROPN
absel-363	146	22	,	,	PUNCT
absel-363	146	23	s.k.(1994).”the	s.k.(1994).”the	PRON
absel-363	146	24	effects	effect	NOUN
absel-363	146	25	of	of	ADP
absel-363	146	26	expertise	expertise	NOUN
absel-363	146	27	,	,	PUNCT
absel-363	146	28	end	end	VERB
absel-363	146	29	goal	goal	NOUN
absel-363	146	30	,	,	PUNCT
absel-363	146	31	and	and	CCONJ
absel-363	146	32	product	product	NOUN
absel-363	146	33	type	type	NOUN
absel-363	146	34	on	on	ADP
absel-363	146	35	adoption	adoption	NOUN
absel-363	146	36	of	of	ADP
absel-363	146	37	preference	preference	NOUN
absel-363	146	38	formation	formation	NOUN
absel-363	146	39	strategy	strategy	NOUN
absel-363	146	40	”	"	PUNCT
absel-363	146	41	.	.	PUNCT
absel-363	147	1	journal	journal	NOUN
absel-363	147	2	of	of	ADP
absel-363	147	3	the	the	DET
absel-363	147	4	academy	academy	NOUN
absel-363	147	5	of	of	ADP
absel-363	147	6	marketing	marketing	NOUN
absel-363	147	7	science	science	NOUN
absel-363	147	8	,	,	PUNCT
absel-363	147	9	vol.22	vol.22	PROPN
absel-363	147	10	,	,	PUNCT
absel-363	147	11	no.2	no.2	PROPN
absel-363	147	12	,	,	PUNCT
absel-363	147	13	146	146	NUM
absel-363	147	14	-	-	SYM
absel-363	147	15	159	159	NUM
absel-363	147	16	th	th	X
absel-363	147	17	international	international	ADJ
absel-363	147	18	world	world	NOUN
absel-363	147	19	wide	wide	ADJ
absel-363	147	20	web	web	NOUN
absel-363	147	21	conference	conference	NOUN
absel-363	147	22	,	,	PUNCT
absel-363	147	23	285	285	NUM
absel-363	147	24	-	-	SYM
absel-363	147	25	295	295	NUM
absel-363	147	26	senecal	senecal	ADJ
absel-363	147	27	,	,	PUNCT
absel-363	147	28	s.	s.	PROPN
absel-363	147	29	,	,	PUNCT
absel-363	147	30	nantel	nantel	NOUN
absel-363	147	31	,	,	PUNCT
absel-363	147	32	j.(2004).”the	j.(2004).”the	DET
absel-363	147	33	influence	influence	NOUN
absel-363	147	34	of	of	ADP
absel-363	147	35	online	online	ADJ
absel-363	147	36	product	product	NOUN
absel-363	147	37	recommendations	recommendation	NOUN
absel-363	147	38	on	on	ADP
absel-363	147	39	consumers	consumer	NOUN
absel-363	147	40	’	'	PUNCT
absel-363	147	41	online	online	ADJ
absel-363	147	42	choises	choise	NOUN
absel-363	147	43	”	"	PUNCT
absel-363	147	44	.	.	PUNCT
absel-363	148	1	journal	journal	PROPN
absel-363	148	2	of	of	ADP
absel-363	148	3	retailing	retailing	NOUN
absel-363	148	4	,	,	PUNCT
absel-363	148	5	vol.80	vol.80	ADJ
absel-363	148	6	,	,	PUNCT
absel-363	148	7	159	159	NUM
absel-363	148	8	-	-	SYM
absel-363	148	9	169	169	NUM
absel-363	148	10	linden	linden	PROPN
absel-363	148	11	,	,	PUNCT
absel-363	148	12	g.	g.	PROPN
absel-363	148	13	,	,	PUNCT
absel-363	148	14	smith	smith	PROPN
absel-363	148	15	,	,	PUNCT
absel-363	148	16	b.	b.	PROPN
absel-363	148	17	,and	,and	PROPN
absel-363	148	18	york	york	PROPN
absel-363	148	19	,	,	PUNCT
absel-363	148	20	j.(2003	j.(2003	PROPN
absel-363	148	21	)	)	PUNCT
absel-363	148	22	.	.	PUNCT
absel-363	148	23	”	"	PUNCT
absel-363	149	1	amazon.com	amazon.com	X
absel-363	149	2	recommendations	recommendation	NOUN
absel-363	149	3	:	:	PUNCT
absel-363	149	4	item	item	NOUN
absel-363	149	5	-	-	PUNCT
absel-363	149	6	to	to	ADP
absel-363	149	7	-	-	PUNCT
absel-363	149	8	item	item	NOUN
absel-363	149	9	collaborative	collaborative	ADJ
absel-363	149	10	filtering	filtering	NOUN
absel-363	149	11	”	"	PUNCT
absel-363	149	12	,	,	PUNCT
absel-363	149	13	ieee	ieee	NOUN
absel-363	149	14	internet	internet	NOUN
absel-363	149	15	computing	computing	NOUN
absel-363	149	16	,	,	PUNCT
absel-363	149	17	vol.4	vol.4	PROPN
absel-363	149	18	,	,	PUNCT
absel-363	149	19	no.1	no.1	PROPN
absel-363	149	20	ministry	ministry	PROPN
absel-363	149	21	of	of	ADP
absel-363	149	22	economy	economy	NOUN
absel-363	149	23	,	,	PUNCT
absel-363	149	24	trade	trade	NOUN
absel-363	149	25	and	and	CCONJ
absel-363	149	26	industry	industry	NOUN
absel-363	149	27	(	(	PUNCT
absel-363	149	28	2008	2008	NUM
absel-363	149	29	)	)	PUNCT
absel-363	149	30	.	.	PUNCT
absel-363	150	1	”	"	PUNCT
absel-363	150	2	market	market	NOUN
absel-363	150	3	research	research	NOUN
absel-363	150	4	about	about	ADP
absel-363	150	5	e	e	NOUN
absel-363	150	6	-	-	NOUN
absel-363	150	7	commerce	commerce	NOUN
absel-363	150	8	in	in	ADP
absel-363	150	9	japan	japan	PROPN
absel-363	150	10	”	"	PUNCT
absel-363	150	11	.	.	PUNCT
absel-363	151	1	http://www.meti.go.jp/press/20080818002/20080818002.html	http://www.meti.go.jp/press/20080818002/20080818002.html	PROPN
absel-363	151	2	shani	shani	PROPN
absel-363	151	3	,	,	PUNCT
absel-363	151	4	g.	g.	PROPN
absel-363	151	5	,brafman	,brafman	PUNCT
absel-363	151	6	,	,	PUNCT
absel-363	151	7	r.i.and	r.i.and	NOUN
absel-363	151	8	heckerman	heckerman	NOUN
absel-363	151	9	,	,	PUNCT
absel-363	151	10	d.(2002).”an	d.(2002).”an	X
absel-363	151	11	mdp	mdp	PROPN
absel-363	151	12	-	-	PUNCT
absel-363	151	13	based	base	VERB
absel-363	151	14	recommender	recommender	NOUN
absel-363	151	15	system	system	NOUN
absel-363	151	16	”	"	PUNCT
absel-363	151	17	.	.	PUNCT
absel-363	152	1	uncertaintly	uncertaintly	ADV
absel-363	152	2	in	in	ADP
absel-363	152	3	artificial	artificial	ADJ
absel-363	152	4	inteligence	inteligence	NOUN
absel-363	152	5	,	,	PUNCT
absel-363	152	6	vol.18	vol.18	NOUN
absel-363	152	7	,	,	PUNCT
absel-363	152	8	453	453	NUM
absel-363	152	9	-	-	SYM
absel-363	152	10	460	460	NUM
absel-363	152	11	shani	shani	NOUN
absel-363	152	12	,	,	PUNCT
absel-363	152	13	g.	g.	PROPN
absel-363	152	14	,heckerman	,heckerman	PROPN
absel-363	152	15	,	,	PUNCT
absel-363	152	16	d.and	d.and	NOUN
absel-363	152	17	brafman	brafman	NOUN
absel-363	152	18	,	,	PUNCT
absel-363	152	19	r.i.(2005).”an	r.i.(2005).”an	PROPN
absel-363	152	20	mdp	mdp	PROPN
absel-363	152	21	-	-	PUNCT
absel-363	152	22	based	base	VERB
absel-363	152	23	recommender	recommender	NOUN
absel-363	152	24	system	system	NOUN
absel-363	152	25	”	"	PUNCT
absel-363	152	26	.	.	PUNCT
absel-363	153	1	journal	journal	PROPN
absel-363	153	2	of	of	ADP
absel-363	153	3	machine	machine	NOUN
absel-363	153	4	learning	learn	VERB
absel-363	153	5	research	research	NOUN
absel-363	153	6	,	,	PUNCT
absel-363	153	7	vol.6	vol.6	PROPN
absel-363	153	8	,	,	PUNCT
absel-363	153	9	1265	1265	NUM
absel-363	153	10	-	-	SYM
absel-363	153	11	1295	1295	NUM
absel-363	153	12	nelson	nelson	PROPN
absel-363	153	13	,	,	PUNCT
absel-363	153	14	p.(1970).”information	p.(1970).”information	NOUN
absel-363	153	15	and	and	CCONJ
absel-363	153	16	consumer	consumer	NOUN
absel-363	153	17	behavior	behavior	NOUN
absel-363	153	18	”	"	PUNCT
absel-363	153	19	.	.	PUNCT
absel-363	154	1	journal	journal	NOUN
absel-363	154	2	of	of	ADP
absel-363	154	3	political	political	ADJ
absel-363	154	4	economy	economy	NOUN
absel-363	154	5	,	,	PUNCT
absel-363	154	6	vol.78,no.2,311	vol.78,no.2,311	NOUN
absel-363	154	7	-	-	PUNCT
absel-363	154	8	329	329	NUM
absel-363	154	9	nelson	nelson	NOUN
absel-363	154	10	,	,	PUNCT
absel-363	154	11	p.	p.	NOUN
absel-363	154	12	(	(	PUNCT
absel-363	154	13	1974).”advertising	1974).”advertising	NUM
absel-363	154	14	as	as	ADP
absel-363	154	15	information	information	NOUN
absel-363	154	16	”	"	PUNCT
absel-363	154	17	.	.	PUNCT
absel-363	155	1	journal	journal	NOUN
absel-363	155	2	of	of	ADP
absel-363	155	3	political	political	ADJ
absel-363	155	4	economy	economy	NOUN
absel-363	155	5	,	,	PUNCT
absel-363	155	6	vol.83	vol.83	PROPN
absel-363	155	7	,	,	PUNCT
absel-363	155	8	no.4	no.4	PROPN
absel-363	155	9	,	,	PUNCT
absel-363	155	10	729	729	NUM
absel-363	155	11	-	-	SYM
absel-363	155	12	754	754	NUM
absel-363	155	13	zhang	zhang	PROPN
absel-363	155	14	,	,	PUNCT
absel-363	155	15	t.	t.	NOUN
absel-363	155	16	and	and	CCONJ
absel-363	155	17	iyengar	iyengar	ADJ
absel-363	155	18	,	,	PUNCT
absel-363	155	19	vs.(2002).”recommender	vs.(2002).”recommender	ADJ
absel-363	155	20	systems	system	NOUN
absel-363	155	21	using	use	VERB
absel-363	155	22	linear	linear	PROPN
absel-363	155	23	classifiers	classifier	NOUN
absel-363	155	24	”	"	PUNCT
absel-363	155	25	.	.	PUNCT
absel-363	156	1	journal	journal	PROPN
absel-363	156	2	of	of	ADP
absel-363	156	3	machine	machine	NOUN
absel-363	156	4	learning	learn	VERB
absel-363	156	5	research	research	NOUN
absel-363	156	6	,	,	PUNCT
absel-363	156	7	vol.2	vol.2	PROPN
absel-363	156	8	,	,	PUNCT
absel-363	156	9	313	313	NUM
absel-363	156	10	-	-	SYM
absel-363	156	11	334	334	NUM
absel-363	156	12	resenick	resenick	NOUN
absel-363	156	13	,	,	PUNCT
absel-363	156	14	p.	p.	NOUN
absel-363	156	15	,lacovou	,lacovou	PROPN
absel-363	156	16	,	,	PUNCT
absel-363	156	17	n.	n.	NOUN
absel-363	156	18	,suchak	,suchak	PUNCT
absel-363	156	19	,	,	PUNCT
absel-363	156	20	m.	m.	NOUN
absel-363	156	21	,bergstrom	,bergstrom	PUNCT
absel-363	156	22	,	,	PUNCT
absel-363	156	23	p.and	p.and	NOUN
absel-363	156	24	riedl	riedl	PROPN
absel-363	156	25	,	,	PUNCT
absel-363	156	26	j.(1994	j.(1994	PROPN
absel-363	156	27	)	)	PUNCT
absel-363	156	28	.	.	PUNCT
absel-363	157	1	”	"	PUNCT
absel-363	157	2	grouplens	grouplen	NOUN
absel-363	157	3	:	:	PUNCT
absel-363	157	4	an	an	DET
absel-363	157	5	open	open	ADJ
absel-363	157	6	architecture	architecture	NOUN
absel-363	157	7	for	for	ADP
absel-363	157	8	collaborative	collaborative	ADJ
absel-363	157	9	filtering	filtering	NOUN
absel-363	157	10	of	of	ADP
absel-363	157	11	news	news	NOUN
absel-363	157	12	”	"	PUNCT
absel-363	157	13	.	.	PUNCT
absel-363	158	1	proc	proc	NOUN
absel-363	158	2	.	.	PUNCT
absel-363	159	1	conf.on	conf.on	X
absel-363	159	2	computer	computer	NOUN
absel-363	159	3	supported	support	VERB
absel-363	159	4	co	co	ADJ
absel-363	159	5	-	-	ADJ
absel-363	159	6	operative	operative	ADJ
absel-363	159	7	work	work	NOUN
absel-363	159	8	,	,	PUNCT
absel-363	159	9	175	175	NUM
absel-363	159	10	-	-	SYM
absel-363	159	11	186	186	NUM
absel-363	159	12	appendix	appendix	NOUN
absel-363	159	13	:	:	PUNCT
absel-363	159	14	the	the	DET
absel-363	159	15	list	list	NOUN
absel-363	159	16	of	of	ADP
absel-363	159	17	variables	variable	NOUN
absel-363	159	18	and	and	CCONJ
absel-363	159	19	parameters	parameter	NOUN
absel-363	159	20	in	in	ADP
absel-363	159	21	this	this	DET
absel-363	159	22	paper	paper	NOUN
absel-363	159	23	expression	expression	NOUN
absel-363	159	24	meaning	meaning	NOUN
absel-363	159	25	is	be	AUX
absel-363	159	26	a	a	DET
absel-363	159	27	set	set	NOUN
absel-363	159	28	of	of	ADP
absel-363	159	29	items	item	NOUN
absel-363	159	30	cs	cs	ADP
absel-363	159	31	a	a	DET
absel-363	159	32	set	set	NOUN
absel-363	159	33	of	of	ADP
absel-363	159	34	categories	category	NOUN
absel-363	159	35	us	we	PRON
absel-363	159	36	a	a	DET
absel-363	159	37	set	set	NOUN
absel-363	159	38	of	of	ADP
absel-363	159	39	consumers	consumer	NOUN
absel-363	159	40	soldi	soldi	PROPN
absel-363	159	41	,	,	PUNCT
absel-363	159	42	t	t	VERB
absel-363	159	43	the	the	DET
absel-363	159	44	number	number	NOUN
absel-363	159	45	of	of	ADP
absel-363	159	46	items	item	NOUN
absel-363	159	47	i	i	PRON
absel-363	159	48	sold	sell	VERB
absel-363	159	49	until	until	ADP
absel-363	159	50	time	time	NOUN
absel-363	159	51	t	t	PROPN
absel-363	159	52	biu	biu	PROPN
absel-363	159	53	,	,	PUNCT
absel-363	159	54	t	t	PROPN
absel-363	159	55	a	a	DET
absel-363	159	56	set	set	NOUN
absel-363	159	57	of	of	ADP
absel-363	159	58	items	item	NOUN
absel-363	159	59	bought	buy	VERB
absel-363	159	60	by	by	ADP
absel-363	159	61	a	a	DET
absel-363	159	62	consumer	consumer	NOUN
absel-363	159	63	u	u	NOUN
absel-363	159	64	until	until	ADP
absel-363	159	65	time	time	NOUN
absel-363	159	66	t	t	PROPN
absel-363	159	67	fiu	fiu	PROPN
absel-363	159	68	a	a	DET
absel-363	159	69	set	set	NOUN
absel-363	159	70	of	of	ADP
absel-363	159	71	items	item	NOUN
absel-363	159	72	favored	favor	VERB
absel-363	159	73	by	by	ADP
absel-363	159	74	consumer	consumer	NOUN
absel-363	159	75	u	u	PROPN
absel-363	159	76	niu	niu	PROPN
absel-363	159	77	,	,	PUNCT
absel-363	159	78	t	t	PROPN
absel-363	159	79	a	a	DET
absel-363	159	80	set	set	NOUN
absel-363	159	81	of	of	ADP
absel-363	159	82	items	item	NOUN
absel-363	159	83	that	that	PRON
absel-363	159	84	are	be	AUX
absel-363	159	85	not	not	PART
absel-363	159	86	bought	buy	VERB
absel-363	159	87	by	by	ADP
absel-363	159	88	consumer	consumer	NOUN
absel-363	159	89	u	u	NOUN
absel-363	159	90	at	at	ADP
absel-363	159	91	time	time	NOUN
absel-363	159	92	t	t	PROPN
absel-363	159	93	ici	ici	PROPN
absel-363	159	94	the	the	DET
absel-363	159	95	category	category	NOUN
absel-363	159	96	of	of	ADP
absel-363	159	97	the	the	DET
absel-363	159	98	item	item	NOUN
absel-363	159	99	i	i	PRON
absel-363	159	100	(	(	PUNCT
absel-363	159	101	pfu1,pfu2,	pfu1,pfu2,	PROPN
absel-363	159	102	…	…	SYM
absel-363	159	103	pfum	pfum	ADJ
absel-363	159	104	)	)	PUNCT
absel-363	159	105	preference	preference	NOUN
absel-363	159	106	list	list	NOUN
absel-363	159	107	of	of	ADP
absel-363	159	108	consumer	consumer	NOUN
absel-363	159	109	u	u	NOUN
absel-363	159	110	recf(u	recf(u	PROPN
absel-363	159	111	,	,	PUNCT
absel-363	159	112	t	t	PROPN
absel-363	159	113	)	)	PUNCT
absel-363	159	114	the	the	DET
absel-363	159	115	recommended	recommend	VERB
absel-363	159	116	item	item	NOUN
absel-363	159	117	for	for	ADP
absel-363	159	118	consumer	consumer	NOUN
absel-363	159	119	u	u	NOUN
absel-363	159	120	at	at	ADP
absel-363	159	121	time	time	NOUN
absel-363	159	122	t	t	PROPN
absel-363	159	123	decf(u	decf(u	PROPN
absel-363	159	124	,	,	PUNCT
absel-363	159	125	t	t	PROPN
absel-363	159	126	)	)	PUNCT
absel-363	159	127	the	the	DET
absel-363	159	128	item	item	NOUN
absel-363	159	129	that	that	PRON
absel-363	159	130	bought	buy	VERB
absel-363	159	131	by	by	ADP
absel-363	159	132	consumer	consumer	NOUN
absel-363	159	133	u	u	NOUN
absel-363	159	134	at	at	ADP
absel-363	159	135	time	time	NOUN
absel-363	159	136	t	t	PROPN
absel-363	159	137	w1	w1	NOUN
absel-363	159	138	the	the	DET
absel-363	159	139	degree	degree	NOUN
absel-363	159	140	of	of	ADP
absel-363	159	141	emphasizing	emphasize	VERB
absel-363	159	142	on	on	ADP
absel-363	159	143	the	the	DET
absel-363	159	144	category	category	NOUN
absel-363	159	145	of	of	ADP
absel-363	159	146	an	an	DET
absel-363	159	147	item	item	NOUN
absel-363	159	148	w2	w2	NOUN
absel-363	159	149	the	the	DET
absel-363	159	150	degree	degree	NOUN
absel-363	159	151	of	of	ADP
absel-363	159	152	emphasizing	emphasize	VERB
absel-363	159	153	on	on	ADP
absel-363	159	154	recommendation	recommendation	NOUN
absel-363	159	155	from	from	ADP
absel-363	159	156	the	the	DET
absel-363	159	157	ec	ec	PROPN
absel-363	159	158	website	website	NOUN
absel-363	159	159	w3	w3	PROPN
absel-363	159	160	the	the	DET
absel-363	159	161	degree	degree	NOUN
absel-363	159	162	of	of	ADP
absel-363	159	163	emphasizing	emphasize	VERB
absel-363	159	164	the	the	DET
absel-363	159	165	popularity	popularity	NOUN
absel-363	159	166	of	of	ADP
absel-363	159	167	an	an	DET
absel-363	159	168	item	item	NOUN
absel-363	159	169	elements	element	NOUN
absel-363	159	170	for	for	ADP
absel-363	159	171	criteria	criterion	NOUN
absel-363	159	172	of	of	ADP
absel-363	159	173	decision	decision	NOUN
absel-363	159	174	making	make	VERB
absel-363	159	175	whether	whether	SCONJ
absel-363	159	176	to	to	PART
absel-363	159	177	buy	buy	VERB
absel-363	159	178	or	or	CCONJ
absel-363	159	179	not	not	PART
absel-363	159	180	probu	probu	NOUN
absel-363	159	181	purchasing	purchasing	NOUN
absel-363	159	182	probability	probability	NOUN
absel-363	159	183	of	of	ADP
absel-363	159	184	consumer	consumer	NOUN
absel-363	159	185	u	u	PROPN
absel-363	159	186	vt	vt	PROPN
absel-363	159	187	u	u	PROPN
absel-363	159	188	,	,	PUNCT
absel-363	159	189	i	i	PRON
absel-363	159	190	the	the	DET
absel-363	159	191	rating	rating	NOUN
absel-363	159	192	value	value	NOUN
absel-363	159	193	for	for	ADP
absel-363	159	194	item	item	NOUN
absel-363	159	195	i	i	PRON
absel-363	159	196	by	by	ADP
absel-363	159	197	consumer	consumer	NOUN
absel-363	159	198	u	u	NOUN
absel-363	159	199	at	at	ADP
absel-363	159	200	time	time	NOUN
absel-363	159	201	t	t	PROPN
absel-363	159	202	evt	evt	PROPN
absel-363	159	203	u	u	PROPN
absel-363	159	204	,	,	PUNCT
absel-363	159	205	i	i	PRON
absel-363	159	206	the	the	DET
absel-363	159	207	estimated	estimate	VERB
absel-363	159	208	rating	rating	NOUN
absel-363	159	209	value	value	NOUN
absel-363	159	210	for	for	ADP
absel-363	159	211	item	item	NOUN
absel-363	159	212	i	i	PRON
absel-363	159	213	by	by	ADP
absel-363	159	214	consumer	consumer	NOUN
absel-363	159	215	u	u	NOUN
absel-363	159	216	at	at	ADP
absel-363	159	217	time	time	NOUN
absel-363	159	218	t	t	PROPN
absel-363	159	219	wuj	wuj	PROPN
absel-363	159	220	the	the	DET
absel-363	159	221	similarity	similarity	NOUN
absel-363	159	222	between	between	ADP
absel-363	159	223	consumer	consumer	NOUN
absel-363	159	224	u	u	NOUN
absel-363	159	225	and	and	CCONJ
absel-363	159	226	j	j	PROPN
absel-363	159	227	ne	ne	PROPN
absel-363	159	228	the	the	DET
absel-363	159	229	number	number	NOUN
absel-363	159	230	of	of	ADP
absel-363	159	231	neighbors	neighbor	NOUN
absel-363	159	232	neu	neu	PROPN
absel-363	159	233	,	,	PUNCT
absel-363	159	234	ne	ne	PROPN
absel-363	159	235	a	a	DET
absel-363	159	236	set	set	NOUN
absel-363	159	237	of	of	ADP
absel-363	159	238	the	the	DET
absel-363	159	239	neighbors	neighbor	NOUN
absel-363	159	240	of	of	ADP
absel-363	159	241	consumer	consumer	NOUN
absel-363	159	242	u	u	NOUN
absel-363	159	243	m	m	VERB
absel-363	159	244	the	the	DET
absel-363	159	245	number	number	NOUN
absel-363	159	246	of	of	ADP
absel-363	159	247	categories	category	NOUN
absel-363	159	248	l	l	NOUN
absel-363	160	1	the	the	DET
absel-363	160	2	number	number	NOUN
absel-363	160	3	of	of	ADP
absel-363	160	4	items	item	NOUN
absel-363	160	5	n	n	CCONJ
absel-363	160	6	the	the	DET
absel-363	160	7	number	number	NOUN
absel-363	160	8	of	of	ADP
absel-363	160	9	consumers	consumer	NOUN
absel-363	160	10	222	222	NUM
absel-363	160	11	|	|	ADV
absel-363	160	12	developments	development	NOUN
absel-363	160	13	in	in	ADP
absel-363	160	14	business	business	NOUN
absel-363	160	15	simulation	simulation	NOUN
absel-363	160	16	and	and	CCONJ
absel-363	160	17	experiential	experiential	ADJ
absel-363	160	18	learning	learning	NOUN
absel-363	160	19	,	,	PUNCT
absel-363	160	20	volume	volume	NOUN
absel-363	160	21	36	36	NUM
absel-363	160	22	,	,	PUNCT
absel-363	160	23	2009	2009	NUM
absel-363	160	24	table	table	NOUN
absel-363	160	25	of	of	ADP
absel-363	160	26	contents	content	NOUN
absel-363	160	27	volume	volume	NOUN
absel-363	160	28	36	36	NUM
absel-363	160	29	,	,	PUNCT
absel-363	160	30	2009	2009	NUM
absel-363	160	31	protecting	protect	VERB
absel-363	160	32	academic	academic	ADJ
absel-363	160	33	integrity	integrity	NOUN
absel-363	160	34	:	:	PUNCT
absel-363	160	35	student	student	NOUN
absel-363	160	36	assessment	assessment	NOUN
absel-363	160	37	in	in	ADP
absel-363	160	38	the	the	DET
absel-363	160	39	online	online	ADJ
absel-363	160	40	environment	environment	NOUN
absel-363	160	41	pedagogical	pedagogical	ADJ
absel-363	160	42	shift	shift	NOUN
absel-363	160	43	:	:	PUNCT
absel-363	160	44	teaching	teach	VERB
absel-363	160	45	report	report	NOUN
absel-363	160	46	writing	write	VERB
absel-363	160	47	for	for	ADP
absel-363	160	48	accountants	accountant	NOUN
absel-363	160	49	online	online	ADV
absel-363	160	50	increasing	increase	VERB
absel-363	160	51	student	student	NOUN
absel-363	160	52	learning	learning	NOUN
absel-363	160	53	in	in	ADP
absel-363	160	54	an	an	DET
absel-363	160	55	investment	investment	NOUN
absel-363	160	56	management	management	NOUN
absel-363	160	57	course	course	NOUN
absel-363	160	58	through	through	ADP
absel-363	160	59	the	the	DET
absel-363	160	60	innovative	innovative	ADJ
absel-363	160	61	use	use	NOUN
absel-363	160	62	of	of	ADP
absel-363	160	63	experiential	experiential	ADJ
absel-363	160	64	learning	learning	NOUN
absel-363	160	65	pedagogy	pedagogy	NOUN
absel-363	160	66	a	a	DET
absel-363	160	67	moral	moral	ADJ
absel-363	160	68	development	development	NOUN
absel-363	160	69	unit	unit	NOUN
absel-363	160	70	for	for	ADP
absel-363	160	71	business	business	NOUN
absel-363	160	72	courses	course	NOUN
absel-363	160	73	dividing	divide	VERB
absel-363	160	74	up	up	ADP
absel-363	160	75	grandma	grandma	NOUN
absel-363	160	76	’s	’s	PART
absel-363	160	77	things	thing	NOUN
absel-363	160	78	:	:	PUNCT
absel-363	160	79	a	a	DET
absel-363	160	80	multifaceted	multifaceted	ADJ
absel-363	160	81	exercise	exercise	NOUN
absel-363	160	82	in	in	ADP
absel-363	160	83	critical	critical	ADJ
absel-363	160	84	thinking	thinking	NOUN
absel-363	160	85	application	application	NOUN
absel-363	160	86	of	of	ADP
absel-363	160	87	haekel	haekel	PROPN
absel-363	160	88	’s	’s	PART
absel-363	160	89	thesis	thesis	NOUN
absel-363	160	90	to	to	ADP
absel-363	160	91	absel	absel	ADJ
absel-363	160	92	development	development	NOUN
absel-363	160	93	linking	link	VERB
absel-363	160	94	stories	story	NOUN
absel-363	160	95	with	with	ADP
absel-363	160	96	on	on	ADP
absel-363	160	97	-	-	PUNCT
absel-363	160	98	line	line	NOUN
absel-363	160	99	threaded	thread	VERB
absel-363	160	100	discussions	discussion	NOUN
absel-363	160	101	for	for	ADP
absel-363	160	102	critical	critical	ADJ
absel-363	160	103	thinking	thinking	NOUN
absel-363	160	104	in	in	ADP
absel-363	160	105	management	management	NOUN
absel-363	160	106	curriculum	curriculum	NOUN
absel-363	160	107	why	why	SCONJ
absel-363	160	108	have	have	AUX
absel-363	160	109	we	we	PRON
absel-363	160	110	neglected	neglect	VERB
absel-363	160	111	vicarious	vicarious	ADJ
absel-363	160	112	experiential	experiential	ADJ
absel-363	160	113	learning	learning	NOUN
absel-363	160	114	?	?	PUNCT
absel-363	161	1	a	a	DET
absel-363	161	2	triadic	triadic	ADJ
absel-363	161	3	multi	multi	ADJ
absel-363	161	4	-	-	ADJ
absel-363	161	5	disciplinary	disciplinary	ADJ
absel-363	161	6	approach	approach	NOUN
absel-363	161	7	to	to	ADP
absel-363	161	8	enhancing	enhance	VERB
absel-363	161	9	the	the	DET
absel-363	161	10	efficacy	efficacy	NOUN
absel-363	161	11	of	of	ADP
absel-363	161	12	experiential	experiential	ADJ
absel-363	161	13	learning	learning	NOUN
absel-363	161	14	movement	movement	NOUN
absel-363	161	15	toward	toward	ADP
absel-363	161	16	increased	increase	VERB
absel-363	161	17	student	student	NOUN
absel-363	161	18	roles	role	NOUN
absel-363	161	19	in	in	ADP
absel-363	161	20	the	the	DET
absel-363	161	21	design	design	NOUN
absel-363	161	22	of	of	ADP
absel-363	161	23	experiential	experiential	ADJ
absel-363	161	24	exercises	exercise	NOUN
absel-363	161	25	ready	ready	ADJ
absel-363	161	26	-	-	PUNCT
absel-363	161	27	mix	mix	NOUN
absel-363	161	28	concrete	concrete	ADJ
absel-363	161	29	company	company	NOUN
absel-363	161	30	:	:	PUNCT
absel-363	161	31	an	an	DET
absel-363	161	32	experiential	experiential	ADJ
absel-363	161	33	exercise	exercise	NOUN
absel-363	161	34	in	in	ADP
absel-363	161	35	management	management	NOUN
absel-363	161	36	theory	theory	NOUN
absel-363	161	37	using	use	VERB
absel-363	161	38	portfolio	portfolio	NOUN
absel-363	161	39	theory	theory	NOUN
absel-363	161	40	in	in	ADP
absel-363	161	41	a	a	DET
absel-363	161	42	general	general	ADJ
absel-363	161	43	management	management	NOUN
absel-363	161	44	simulation	simulation	NOUN
absel-363	161	45	an	an	DET
absel-363	161	46	experimental	experimental	ADJ
absel-363	161	47	analysis	analysis	NOUN
absel-363	161	48	of	of	ADP
absel-363	161	49	advertising	advertising	NOUN
absel-363	161	50	strategies	strategy	NOUN
absel-363	161	51	and	and	CCONJ
absel-363	161	52	advertising	advertise	VERB
absel-363	161	53	the	the	DET
absel-363	161	54	relationship	relationship	NOUN
absel-363	161	55	between	between	ADP
absel-363	161	56	goal	goal	NOUN
absel-363	161	57	orientation	orientation	NOUN
absel-363	161	58	and	and	CCONJ
absel-363	161	59	simulation	simulation	NOUN
absel-363	161	60	performance	performance	NOUN
absel-363	161	61	with	with	ADP
absel-363	161	62	attitude	attitude	NOUN
absel-363	161	63	change	change	NOUN
absel-363	161	64	and	and	CCONJ
absel-363	161	65	perceived	perceive	VERB
absel-363	161	66	learning	learning	NOUN
absel-363	161	67	beyond	beyond	ADP
absel-363	161	68	the	the	DET
absel-363	161	69	profitable	profitable	ADJ
absel-363	161	70	-	-	PUNCT
absel-363	161	71	product	product	NOUN
absel-363	161	72	death	death	NOUN
absel-363	161	73	spiral	spiral	NOUN
absel-363	161	74	:	:	PUNCT
absel-363	161	75	managing	manage	VERB
absel-363	161	76	product	product	NOUN
absel-363	161	77	mix	mix	NOUN
absel-363	161	78	in	in	ADP
absel-363	161	79	an	an	DET
absel-363	161	80	environment	environment	NOUN
absel-363	161	81	of	of	ADP
absel-363	161	82	constrained	constrain	VERB
absel-363	161	83	resources	resource	NOUN
absel-363	161	84	online	online	ADJ
absel-363	161	85	marketing	marketing	NOUN
absel-363	161	86	control	control	NOUN
absel-363	161	87	with	with	ADP
absel-363	161	88	the	the	DET
absel-363	161	89	strategic	strategic	ADJ
absel-363	161	90	business	business	NOUN
absel-363	161	91	unit	unit	NOUN
absel-363	161	92	analysis	analysis	NOUN
absel-363	161	93	package	package	NOUN
absel-363	161	94	beat	beat	VERB
absel-363	161	95	the	the	DET
absel-363	161	96	market	market	NOUN
absel-363	161	97	game	game	NOUN
absel-363	161	98	creating	create	VERB
absel-363	161	99	decision	decision	NOUN
absel-363	161	100	support	support	NOUN
absel-363	161	101	systems	system	NOUN
absel-363	161	102	in	in	ADP
absel-363	161	103	business	business	NOUN
absel-363	161	104	simulation	simulation	NOUN
absel-363	161	105	games	game	NOUN
absel-363	161	106	the	the	DET
absel-363	161	107	use	use	NOUN
absel-363	161	108	of	of	ADP
absel-363	161	109	computer	computer	NOUN
absel-363	161	110	-	-	PUNCT
absel-363	161	111	assisted	assist	VERB
absel-363	161	112	,	,	PUNCT
absel-363	161	113	interactive	interactive	ADJ
absel-363	161	114	role	role	NOUN
absel-363	161	115	-	-	PUNCT
absel-363	161	116	play	play	NOUN
absel-363	161	117	simulation	simulation	NOUN
absel-363	161	118	in	in	ADP
absel-363	161	119	china	china	PROPN
absel-363	161	120	asia	asia	PROPN
absel-363	161	121	marketing	marketing	PROPN
absel-363	161	122	:	:	PUNCT
absel-363	161	123	an	an	DET
absel-363	161	124	international	international	ADJ
absel-363	161	125	business	business	NOUN
absel-363	161	126	game	game	NOUN
absel-363	161	127	an	an	DET
absel-363	161	128	empirical	empirical	ADJ
absel-363	161	129	test	test	NOUN
absel-363	161	130	of	of	ADP
absel-363	161	131	“	"	PUNCT
absel-363	161	132	behavioral	behavioral	ADJ
absel-363	161	133	immersion	immersion	NOUN
absel-363	161	134	”	"	PUNCT
absel-363	161	135	in	in	ADP
absel-363	161	136	experiential	experiential	ADJ
absel-363	161	137	learning	learning	NOUN
absel-363	161	138	existing	exist	VERB
absel-363	161	139	and	and	CCONJ
absel-363	161	140	emerging	emerge	VERB
absel-363	161	141	business	business	NOUN
absel-363	161	142	simulation	simulation	NOUN
absel-363	161	143	-	-	PUNCT
absel-363	161	144	game	game	NOUN
absel-363	161	145	design	design	NOUN
absel-363	161	146	movements	movement	NOUN
absel-363	161	147	computerized	computerize	VERB
absel-363	161	148	business	business	NOUN
absel-363	161	149	simulations	simulation	NOUN
absel-363	161	150	:	:	PUNCT
absel-363	161	151	a	a	DET
absel-363	161	152	systems	system	NOUN
absel-363	161	153	dynamics	dynamic	NOUN
absel-363	161	154	process	process	NOUN
absel-363	161	155	service	service	NOUN
absel-363	161	156	launch	launch	NOUN
absel-363	161	157	evaluating	evaluate	VERB
absel-363	161	158	business	business	NOUN
absel-363	161	159	plans	plan	NOUN
absel-363	161	160	in	in	ADP
absel-363	161	161	a	a	DET
absel-363	161	162	simulation	simulation	NOUN
absel-363	161	163	environment	environment	NOUN
absel-363	161	164	teaching	teach	VERB
absel-363	161	165	software	software	NOUN
absel-363	161	166	development	development	NOUN
absel-363	161	167	by	by	ADP
absel-363	161	168	means	mean	NOUN
absel-363	161	169	of	of	ADP
absel-363	161	170	a	a	DET
absel-363	161	171	classroom	classroom	NOUN
absel-363	161	172	game	game	NOUN
absel-363	161	173	:	:	PUNCT
absel-363	161	174	the	the	DET
absel-363	161	175	software	software	NOUN
absel-363	161	176	development	development	NOUN
absel-363	161	177	game	game	NOUN
absel-363	161	178	group	group	NOUN
absel-363	161	179	decision	decision	NOUN
absel-363	161	180	experiments	experiment	NOUN
absel-363	161	181	using	use	VERB
absel-363	161	182	business	business	NOUN
absel-363	161	183	game	game	NOUN
absel-363	161	184	problem	problem	NOUN
absel-363	161	185	solving	solve	VERB
absel-363	161	186	with	with	ADP
absel-363	161	187	conflict	conflict	NOUN
absel-363	161	188	luna	luna	PROPN
absel-363	161	189	:	:	PUNCT
absel-363	161	190	a	a	DET
absel-363	161	191	role	role	NOUN
absel-363	161	192	play	play	VERB
absel-363	161	193	game	game	NOUN
absel-363	161	194	for	for	ADP
absel-363	161	195	learning	learn	VERB
absel-363	161	196	incoterms	incoterm	NOUN
absel-363	161	197	2000	2000	NUM
absel-363	161	198	entrepreneurship	entrepreneurship	NOUN
absel-363	161	199	:	:	PUNCT
absel-363	161	200	a	a	DET
absel-363	161	201	game	game	NOUN
absel-363	161	202	of	of	ADP
absel-363	161	203	risk	risk	NOUN
absel-363	161	204	and	and	CCONJ
absel-363	161	205	reward	reward	VERB
absel-363	161	206	phase	phase	NOUN
absel-363	161	207	i	i	PRON
absel-363	161	208	-the	-the	VERB
absel-363	161	209	search	search	NOUN
absel-363	161	210	for	for	ADP
absel-363	161	211	opportunity	opportunity	NOUN
absel-363	161	212	the	the	DET
absel-363	161	213	wee	wee	ADJ
absel-363	161	214	game	game	NOUN
absel-363	161	215	:	:	PUNCT
absel-363	161	216	a	a	DET
absel-363	161	217	pre	pre	ADJ
absel-363	161	218	-	-	ADJ
absel-363	161	219	game	game	ADJ
absel-363	161	220	learning	learn	VERB
absel-363	161	221	inhibitors	inhibitor	NOUN
absel-363	161	222	in	in	ADP
absel-363	161	223	business	business	NOUN
absel-363	161	224	simulations	simulation	NOUN
absel-363	161	225	and	and	CCONJ
absel-363	161	226	games	game	NOUN
absel-363	161	227	new	new	ADJ
absel-363	161	228	version	version	NOUN
absel-363	161	229	of	of	ADP
absel-363	161	230	an	an	DET
absel-363	161	231	old	old	ADJ
absel-363	161	232	simulation	simulation	NOUN
absel-363	161	233	helps	helps	AUX
absel-363	161	234	build	build	VERB
absel-363	161	235	a	a	DET
absel-363	161	236	perfect	perfect	ADJ
absel-363	161	237	capstone	capstone	NOUN
absel-363	161	238	course	course	NOUN
absel-363	161	239	project	project	NOUN
absel-363	161	240	competitor	competitor	NOUN
absel-363	161	241	:	:	PUNCT
absel-363	161	242	a	a	DET
absel-363	161	243	simulation	simulation	NOUN
absel-363	161	244	game	game	NOUN
absel-363	161	245	for	for	ADP
absel-363	161	246	project	project	NOUN
absel-363	161	247	management	management	NOUN
absel-363	161	248	with	with	ADP
absel-363	161	249	2	2	NUM
absel-363	161	250	models	model	NOUN
absel-363	161	251	and	and	CCONJ
absel-363	161	252	2	2	NUM
absel-363	161	253	modes	mode	NOUN
absel-363	161	254	mitigating	mitigate	VERB
absel-363	161	255	the	the	DET
absel-363	161	256	winner	winner	NOUN
absel-363	161	257	’s	’s	PART
absel-363	161	258	curse	curse	NOUN
absel-363	161	259	in	in	ADP
absel-363	161	260	the	the	DET
absel-363	161	261	auction	auction	NOUN
absel-363	161	262	market	market	NOUN
absel-363	161	263	of	of	ADP
absel-363	161	264	a	a	DET
absel-363	161	265	computer	computer	NOUN
absel-363	161	266	-	-	PUNCT
absel-363	161	267	assisted	assist	VERB
absel-363	161	268	business	business	NOUN
absel-363	161	269	gaming	gaming	NOUN
absel-363	161	270	simulation	simulation	NOUN
absel-363	161	271	evaluation	evaluation	NOUN
absel-363	161	272	of	of	ADP
absel-363	161	273	collaborative	collaborative	ADJ
absel-363	161	274	filtering	filtering	NOUN
absel-363	161	275	by	by	ADP
absel-363	161	276	agent	agent	NOUN
absel-363	161	277	-	-	PUNCT
absel-363	161	278	based	base	VERB
absel-363	161	279	simulation	simulation	NOUN
absel-363	161	280	considering	consider	VERB
absel-363	161	281	market	market	NOUN
absel-363	161	282	environment	environment	NOUN
absel-363	161	283	marketing	marketing	NOUN
absel-363	161	284	simulation	simulation	NOUN
absel-363	161	285	game	game	NOUN
absel-363	161	286	decision	decision	NOUN
absel-363	161	287	making	make	VERB
absel-363	161	288	experience	experience	NOUN
absel-363	161	289	and	and	CCONJ
absel-363	161	290	its	its	PRON
absel-363	161	291	impact	impact	NOUN
absel-363	161	292	on	on	ADP
absel-363	161	293	indecisiveness	indecisiveness	NOUN
absel-363	161	294	among	among	ADP
absel-363	161	295	introductory	introductory	ADJ
absel-363	161	296	marketing	marketing	NOUN
absel-363	161	297	students	student	NOUN
absel-363	161	298	individual	individual	ADJ
absel-363	161	299	and	and	CCONJ
absel-363	161	300	organizational	organizational	ADJ
absel-363	161	301	learning	learning	NOUN
absel-363	161	302	in	in	ADP
absel-363	161	303	a	a	DET
absel-363	161	304	top	top	ADJ
absel-363	161	305	management	management	NOUN
absel-363	161	306	game	game	NOUN
absel-363	161	307	in	in	ADP
absel-363	161	308	pursuit	pursuit	NOUN
absel-363	161	309	of	of	ADP
absel-363	161	310	stockholder	stockholder	NOUN
absel-363	161	311	value	value	NOUN
absel-363	161	312	:	:	PUNCT
absel-363	161	313	reinforcing	reinforce	VERB
absel-363	161	314	core	core	NOUN
absel-363	161	315	concepts	concept	NOUN
absel-363	161	316	in	in	ADP
absel-363	161	317	a	a	DET
absel-363	161	318	business	business	NOUN
absel-363	161	319	strategy	strategy	NOUN
absel-363	161	320	simulation	simulation	NOUN
absel-363	161	321	with	with	ADP
absel-363	161	322	a	a	DET
absel-363	161	323	“	"	PUNCT
absel-363	161	324	shadow	shadow	NOUN
absel-363	161	325	”	"	PUNCT
absel-363	161	326	stock	stock	NOUN
absel-363	161	327	market	market	NOUN
absel-363	161	328	competition	competition	NOUN
absel-363	161	329	the	the	DET
absel-363	161	330	simplicity	simplicity	NOUN
absel-363	161	331	paradox	paradox	NOUN
absel-363	161	332	:	:	PUNCT
absel-363	161	333	another	another	DET
absel-363	161	334	look	look	NOUN
absel-363	161	335	at	at	ADP
absel-363	161	336	complexity	complexity	NOUN
absel-363	161	337	in	in	ADP
absel-363	161	338	design	design	NOUN
absel-363	161	339	of	of	ADP
absel-363	161	340	simulations	simulation	NOUN
absel-363	161	341	and	and	CCONJ
absel-363	161	342	experiential	experiential	ADJ
absel-363	161	343	exercises	exercise	NOUN
absel-363	161	344	in	in	ADP
absel-363	161	345	search	search	NOUN
absel-363	161	346	of	of	ADP
absel-363	161	347	the	the	DET
absel-363	161	348	ethnocentric	ethnocentric	ADJ
absel-363	161	349	consumer	consumer	NOUN
absel-363	161	350	:	:	PUNCT
absel-363	161	351	experiencing	experience	VERB
absel-363	161	352	“	"	PUNCT
absel-363	161	353	laddering	ladder	VERB
absel-363	161	354	”	"	PUNCT
absel-363	161	355	research	research	NOUN
absel-363	161	356	in	in	ADP
absel-363	161	357	international	international	ADJ
absel-363	161	358	advertising	advertising	NOUN
absel-363	161	359	the	the	DET
absel-363	161	360	paradise	paradise	PROPN
absel-363	161	361	islands	island	NOUN
absel-363	161	362	revisited	revisit	VERB
absel-363	161	363	:	:	PUNCT
absel-363	161	364	trouble	trouble	NOUN
absel-363	161	365	in	in	ADP
absel-363	161	366	paradise	paradise	PROPN
absel-363	161	367	developing	develop	VERB
absel-363	161	368	and	and	CCONJ
absel-363	161	369	assessing	assess	VERB
absel-363	161	370	student	student	NOUN
absel-363	161	371	information	information	NOUN
absel-363	161	372	literacy	literacy	NOUN
absel-363	161	373	competency	competency	NOUN
absel-363	161	374	do	do	AUX
absel-363	161	375	first	first	ADJ
absel-363	161	376	mover	mover	NOUN
absel-363	161	377	advantages	advantage	NOUN
absel-363	161	378	exist	exist	VERB
absel-363	161	379	in	in	ADP
absel-363	161	380	competitive	competitive	ADJ
absel-363	161	381	board	board	NOUN
absel-363	161	382	games	game	NOUN
absel-363	161	383	:	:	PUNCT
absel-363	161	384	the	the	DET
absel-363	161	385	importance	importance	NOUN
absel-363	161	386	of	of	ADP
absel-363	161	387	zugzwang	zugzwang	PROPN
absel-363	161	388	the	the	DET
absel-363	161	389	natural	natural	ADJ
absel-363	161	390	debriefing	debriefing	NOUN
absel-363	161	391	approach	approach	NOUN
absel-363	161	392	:	:	PUNCT
absel-363	161	393	a	a	DET
absel-363	161	394	case	case	NOUN
absel-363	161	395	in	in	ADP
absel-363	161	396	a	a	DET
absel-363	161	397	simple	simple	ADJ
absel-363	161	398	business	business	NOUN
absel-363	161	399	game	game	NOUN
absel-363	161	400	pursued	pursue	VERB
absel-363	161	401	for	for	ADP
absel-363	161	402	perfect	perfect	ADJ
absel-363	161	403	communications	communication	NOUN
absel-363	161	404	new	new	ADJ
absel-363	161	405	product	product	NOUN
absel-363	161	406	development	development	NOUN
absel-363	161	407	simulation	simulation	NOUN
absel-363	161	408	dominance	dominance	NOUN
absel-363	161	409	in	in	ADP
absel-363	161	410	on	on	ADP
absel-363	161	411	line	line	NOUN
absel-363	161	412	business	business	NOUN
absel-363	161	413	games	games	PROPN
absel-363	161	414	competitions	competitions	PROPN
absel-363	161	415	cooperative	cooperative	ADJ
absel-363	161	416	business	business	NOUN
absel-363	161	417	game	game	NOUN
absel-363	161	418	with	with	ADP
absel-363	161	419	framing	frame	VERB
absel-363	161	420	effect	effect	NOUN
absel-363	161	421	experiential	experiential	ADJ
absel-363	161	422	exercises	exercise	NOUN
absel-363	161	423	in	in	ADP
absel-363	161	424	the	the	DET
absel-363	161	425	online	online	ADJ
absel-363	161	426	environment	environment	NOUN
absel-363	161	427	enhancing	enhance	VERB
absel-363	161	428	web	web	NOUN
absel-363	161	429	-	-	PUNCT
absel-363	161	430	based	base	VERB
absel-363	161	431	simulations	simulation	NOUN
absel-363	161	432	with	with	ADP
absel-363	161	433	game	game	NOUN
absel-363	161	434	elements	element	NOUN
absel-363	161	435	for	for	ADP
absel-363	161	436	increased	increase	VERB
absel-363	161	437	engagement	engagement	NOUN
absel-363	161	438	the	the	DET
absel-363	161	439	ginseng	ginseng	NOUN
absel-363	161	440	game	game	NOUN
absel-363	161	441	experience	experience	NOUN
absel-363	161	442	business	business	NOUN
absel-363	161	443	using	use	VERB
absel-363	161	444	a	a	DET
absel-363	161	445	simple	simple	ADJ
absel-363	161	446	business	business	NOUN
absel-363	161	447	simulation	simulation	NOUN