id	sid	tid	token	lemma	pos
sc-1103	1	1	performance	performance	NOUN
sc-1103	1	2	analysis	analysis	NOUN
sc-1103	1	3	on	on	ADP
sc-1103	1	4	popularity	popularity	NOUN
sc-1103	1	5	based	base	VERB
sc-1103	1	6	,	,	PUNCT
sc-1103	1	7	content	content	NOUN
sc-1103	1	8	based	base	VERB
sc-1103	1	9	and	and	CCONJ
sc-1103	1	10	collaborative	collaborative	ADJ
sc-1103	1	11	filtering	filtering	NOUN
sc-1103	1	12	utilizing	utilize	VERB
sc-1103	1	13	recommendation	recommendation	NOUN
sc-1103	1	14	framework	framework	NOUN
sc-1103	1	15	1	1	NUM
sc-1103	1	16	performance	performance	NOUN
sc-1103	1	17	analysis	analysis	NOUN
sc-1103	1	18	on	on	ADP
sc-1103	1	19	popularity	popularity	NOUN
sc-1103	1	20	based	base	VERB
sc-1103	1	21	,	,	PUNCT
sc-1103	1	22	content	content	NOUN
sc-1103	1	23	based	base	VERB
sc-1103	1	24	and	and	CCONJ
sc-1103	1	25	collaborative	collaborative	ADJ
sc-1103	1	26	filtering	filtering	NOUN
sc-1103	1	27	utilizing	utilize	VERB
sc-1103	1	28	recommendation	recommendation	NOUN
sc-1103	1	29	framework	framework	NOUN
sc-1103	1	30	deepkiran	deepkiran	PROPN
sc-1103	1	31	munjal1	munjal1	PROPN
sc-1103	1	32	,	,	PUNCT
sc-1103	1	33	*	*	PUNCT
sc-1103	1	34	,	,	PUNCT
sc-1103	1	35	anju	anju	PROPN
sc-1103	1	36	gera2	gera2	PROPN
sc-1103	1	37	and	and	CCONJ
sc-1103	1	38	pawan	pawan	PROPN
sc-1103	1	39	kumar	kumar	PROPN
sc-1103	1	40	singh2	singh2	PROPN
sc-1103	1	41	1	1	NUM
sc-1103	1	42	master	master	NOUN
sc-1103	1	43	of	of	ADP
sc-1103	1	44	computer	computer	NOUN
sc-1103	1	45	application	application	NOUN
sc-1103	1	46	,	,	PUNCT
sc-1103	1	47	g.	g.	PROPN
sc-1103	1	48	l	l	PROPN
sc-1103	1	49	bajaj	bajaj	PROPN
sc-1103	1	50	institute	institute	PROPN
sc-1103	1	51	of	of	ADP
sc-1103	1	52	technology	technology	NOUN
sc-1103	1	53	and	and	CCONJ
sc-1103	1	54	management	management	NOUN
sc-1103	1	55	,	,	PUNCT
sc-1103	1	56	greater	great	ADJ
sc-1103	1	57	noida	noida	PROPN
sc-1103	1	58	,	,	PUNCT
sc-1103	1	59	india	india	PROPN
sc-1103	1	60	2	2	NUM
sc-1103	1	61	computer	computer	NOUN
sc-1103	1	62	science	science	NOUN
sc-1103	1	63	and	and	CCONJ
sc-1103	1	64	engineering	engineering	NOUN
sc-1103	1	65	,	,	PUNCT
sc-1103	1	66	g.	g.	PROPN
sc-1103	1	67	l	l	PROPN
sc-1103	1	68	bajaj	bajaj	PROPN
sc-1103	1	69	institute	institute	PROPN
sc-1103	1	70	of	of	ADP
sc-1103	1	71	technology	technology	NOUN
sc-1103	1	72	and	and	CCONJ
sc-1103	1	73	management	management	NOUN
sc-1103	1	74	,	,	PUNCT
sc-1103	1	75	greater	great	ADJ
sc-1103	1	76	noida	noida	PROPN
sc-1103	1	77	,	,	PUNCT
sc-1103	1	78	india	india	PROPN
sc-1103	1	79	abstract	abstract	NOUN
sc-1103	1	80	in	in	ADP
sc-1103	1	81	today	today	NOUN
sc-1103	1	82	's	's	PART
sc-1103	1	83	computerized	computerized	ADJ
sc-1103	1	84	world	world	NOUN
sc-1103	1	85	,	,	PUNCT
sc-1103	1	86	it	it	PRON
sc-1103	1	87	has	have	AUX
sc-1103	1	88	become	become	VERB
sc-1103	1	89	an	an	DET
sc-1103	1	90	irritating	irritating	ADJ
sc-1103	1	91	undertaking	undertaking	NOUN
sc-1103	1	92	to	to	PART
sc-1103	1	93	locate	locate	VERB
sc-1103	1	94	the	the	DET
sc-1103	1	95	substance	substance	NOUN
sc-1103	1	96	of	of	ADP
sc-1103	1	97	one	one	PRON
sc-1103	1	98	's	's	PART
sc-1103	1	99	loving	loving	NOUN
sc-1103	1	100	in	in	ADP
sc-1103	1	101	an	an	DET
sc-1103	1	102	interminable	interminable	ADJ
sc-1103	1	103	assortment	assortment	NOUN
sc-1103	1	104	of	of	ADP
sc-1103	1	105	substance	substance	NOUN
sc-1103	1	106	that	that	PRON
sc-1103	1	107	are	be	AUX
sc-1103	1	108	being	be	AUX
sc-1103	1	109	devoured	devour	VERB
sc-1103	1	110	like	like	ADP
sc-1103	1	111	art	art	NOUN
sc-1103	1	112	,	,	PUNCT
sc-1103	1	113	education	education	NOUN
sc-1103	1	114	,	,	PUNCT
sc-1103	1	115	media	medium	NOUN
sc-1103	1	116	and	and	CCONJ
sc-1103	1	117	so	so	ADV
sc-1103	1	118	on	on	ADV
sc-1103	1	119	.	.	PUNCT
sc-1103	2	1	then	then	ADV
sc-1103	2	2	again	again	ADV
sc-1103	2	3	there	there	PRON
sc-1103	2	4	has	have	AUX
sc-1103	2	5	been	be	AUX
sc-1103	2	6	a	a	DET
sc-1103	2	7	developing	develop	VERB
sc-1103	2	8	development	development	NOUN
sc-1103	2	9	among	among	ADP
sc-1103	2	10	the	the	DET
sc-1103	2	11	computerized	computerized	ADJ
sc-1103	2	12	substance	substance	NOUN
sc-1103	2	13	suppliers	supplier	NOUN
sc-1103	2	14	who	who	PRON
sc-1103	2	15	need	need	VERB
sc-1103	2	16	to	to	PART
sc-1103	2	17	connect	connect	VERB
sc-1103	2	18	the	the	DET
sc-1103	2	19	same	same	ADJ
sc-1103	2	20	number	number	NOUN
sc-1103	2	21	of	of	ADP
sc-1103	2	22	clients	client	NOUN
sc-1103	2	23	on	on	ADP
sc-1103	2	24	their	their	PRON
sc-1103	2	25	administration	administration	NOUN
sc-1103	2	26	as	as	ADP
sc-1103	2	27	feasible	feasible	ADJ
sc-1103	2	28	for	for	ADP
sc-1103	2	29	the	the	DET
sc-1103	2	30	most	most	ADV
sc-1103	2	31	extreme	extreme	ADJ
sc-1103	2	32	time	time	NOUN
sc-1103	2	33	.	.	PUNCT
sc-1103	3	1	a	a	DET
sc-1103	3	2	tune	tune	NOUN
sc-1103	3	3	proposal	proposal	NOUN
sc-1103	3	4	is	be	AUX
sc-1103	3	5	significant	significant	ADJ
sc-1103	3	6	in	in	ADP
sc-1103	3	7	our	our	PRON
sc-1103	3	8	public	public	ADJ
sc-1103	3	9	activity	activity	NOUN
sc-1103	3	10	because	because	SCONJ
sc-1103	3	11	of	of	ADP
sc-1103	3	12	its	its	PRON
sc-1103	3	13	highlights	highlight	NOUN
sc-1103	3	14	,	,	PUNCT
sc-1103	3	15	for	for	ADP
sc-1103	3	16	example	example	NOUN
sc-1103	3	17	,	,	PUNCT
sc-1103	3	18	in	in	ADP
sc-1103	3	19	building	build	VERB
sc-1103	3	20	smart	smart	ADJ
sc-1103	3	21	cities	city	NOUN
sc-1103	3	22	recommending	recommend	VERB
sc-1103	3	23	a	a	DET
sc-1103	3	24	lot	lot	NOUN
sc-1103	3	25	of	of	ADP
sc-1103	3	26	melodies	melody	NOUN
sc-1103	3	27	to	to	ADP
sc-1103	3	28	clients	client	NOUN
sc-1103	3	29	dependent	dependent	ADJ
sc-1103	3	30	on	on	ADP
sc-1103	3	31	their	their	PRON
sc-1103	3	32	advantage	advantage	NOUN
sc-1103	3	33	,	,	PUNCT
sc-1103	3	34	or	or	CCONJ
sc-1103	3	35	the	the	DET
sc-1103	3	36	popularity	popularity	NOUN
sc-1103	3	37	of	of	ADP
sc-1103	3	38	the	the	DET
sc-1103	3	39	tunes	tune	NOUN
sc-1103	3	40	.	.	PUNCT
sc-1103	4	1	in	in	ADP
sc-1103	4	2	this	this	DET
sc-1103	4	3	paper	paper	NOUN
sc-1103	4	4	we	we	PRON
sc-1103	4	5	are	be	AUX
sc-1103	4	6	proposing	propose	VERB
sc-1103	4	7	a	a	DET
sc-1103	4	8	song	song	ADJ
sc-1103	4	9	suggestion	suggestion	NOUN
sc-1103	4	10	framework	framework	NOUN
sc-1103	4	11	that	that	PRON
sc-1103	4	12	can	can	AUX
sc-1103	4	13	prescribe	prescribe	VERB
sc-1103	4	14	song	song	NOUN
sc-1103	4	15	to	to	ADP
sc-1103	4	16	another	another	DET
sc-1103	4	17	client	client	NOUN
sc-1103	4	18	just	just	ADV
sc-1103	4	19	as	as	ADP
sc-1103	4	20	the	the	DET
sc-1103	4	21	other	other	ADJ
sc-1103	4	22	existing	exist	VERB
sc-1103	4	23	clients	client	NOUN
sc-1103	4	24	.	.	PUNCT
sc-1103	5	1	we	we	PRON
sc-1103	5	2	use	use	VERB
sc-1103	5	3	popularity	popularity	NOUN
sc-1103	5	4	based	base	VERB
sc-1103	5	5	,	,	PUNCT
sc-1103	5	6	content	content	NOUN
sc-1103	5	7	based	base	VERB
sc-1103	5	8	separating	separate	VERB
sc-1103	5	9	,	,	PUNCT
sc-1103	5	10	and	and	CCONJ
sc-1103	5	11	collaborative	collaborative	ADJ
sc-1103	5	12	filtering	filtering	NOUN
sc-1103	5	13	,	,	PUNCT
sc-1103	5	14	which	which	PRON
sc-1103	5	15	is	be	AUX
sc-1103	5	16	a	a	DET
sc-1103	5	17	blend	blend	NOUN
sc-1103	5	18	of	of	ADP
sc-1103	5	19	application	application	NOUN
sc-1103	5	20	of	of	ADP
sc-1103	5	21	communication	communication	NOUN
sc-1103	5	22	systems	system	NOUN
sc-1103	5	23	,	,	PUNCT
sc-1103	5	24	to	to	PART
sc-1103	5	25	develop	develop	VERB
sc-1103	5	26	a	a	DET
sc-1103	5	27	framework	framework	NOUN
sc-1103	5	28	that	that	PRON
sc-1103	5	29	gives	give	VERB
sc-1103	5	30	progressively	progressively	ADV
sc-1103	5	31	exact	exact	ADJ
sc-1103	5	32	proposals	proposal	NOUN
sc-1103	5	33	concerning	concern	VERB
sc-1103	5	34	melodies	melody	NOUN
sc-1103	5	35	.	.	PUNCT
sc-1103	6	1	*	*	PUNCT
sc-1103	6	2	corresponding	correspond	VERB
sc-1103	6	3	author	author	NOUN
sc-1103	6	4	.	.	PUNCT
sc-1103	7	1	email:deepa.munjal@gmail.com	email:deepa.munjal@gmail.com	PROPN
sc-1103	7	2	1	1	NUM
sc-1103	7	3	.	.	PUNCT
sc-1103	8	1	introduction	introduction	NOUN
sc-1103	8	2	concerning	concern	VERB
sc-1103	8	3	a	a	DET
sc-1103	8	4	huge	huge	ADJ
sc-1103	8	5	informational	informational	ADJ
sc-1103	8	6	collection	collection	NOUN
sc-1103	8	7	over	over	ADP
sc-1103	8	8	the	the	DET
sc-1103	8	9	web	web	NOUN
sc-1103	8	10	,	,	PUNCT
sc-1103	8	11	where	where	SCONJ
sc-1103	8	12	the	the	DET
sc-1103	8	13	quantity	quantity	NOUN
sc-1103	8	14	of	of	ADP
sc-1103	8	15	administrations	administration	NOUN
sc-1103	8	16	are	be	AUX
sc-1103	8	17	given	give	VERB
sc-1103	8	18	,	,	PUNCT
sc-1103	8	19	than	than	ADP
sc-1103	8	20	in	in	ADP
sc-1103	8	21	order	order	NOUN
sc-1103	8	22	to	to	PART
sc-1103	8	23	improve	improve	VERB
sc-1103	8	24	the	the	DET
sc-1103	8	25	issue	issue	NOUN
sc-1103	8	26	of	of	ADP
sc-1103	8	27	data	datum	NOUN
sc-1103	8	28	over	over	ADP
sc-1103	8	29	-	-	PUNCT
sc-1103	8	30	burden	burden	NOUN
sc-1103	8	31	,	,	PUNCT
sc-1103	8	32	it	it	PRON
sc-1103	8	33	is	be	AUX
sc-1103	8	34	expected	expect	VERB
sc-1103	8	35	to	to	PART
sc-1103	8	36	channel	channel	VERB
sc-1103	8	37	,	,	PUNCT
sc-1103	8	38	organize	organize	VERB
sc-1103	8	39	and	and	CCONJ
sc-1103	8	40	effectively	effectively	ADV
sc-1103	8	41	convey	convey	VERB
sc-1103	8	42	pertinent	pertinent	ADJ
sc-1103	8	43	data	datum	NOUN
sc-1103	8	44	,	,	PUNCT
sc-1103	8	45	which	which	PRON
sc-1103	8	46	has	have	AUX
sc-1103	8	47	made	make	VERB
sc-1103	8	48	an	an	DET
sc-1103	8	49	idle	idle	ADJ
sc-1103	8	50	issue	issue	NOUN
sc-1103	8	51	to	to	ADP
sc-1103	8	52	numerous	numerous	ADJ
sc-1103	8	53	internet	internet	NOUN
sc-1103	8	54	clients	client	NOUN
sc-1103	8	55	.	.	PUNCT
sc-1103	9	1	so	so	ADV
sc-1103	9	2	as	as	SCONJ
sc-1103	9	3	to	to	PART
sc-1103	9	4	convey	convey	VERB
sc-1103	9	5	clients	client	NOUN
sc-1103	9	6	with	with	ADP
sc-1103	9	7	customized	customized	ADJ
sc-1103	9	8	substance	substance	NOUN
sc-1103	9	9	and	and	CCONJ
sc-1103	9	10	administrations	administration	NOUN
sc-1103	9	11	recommender	recommender	NOUN
sc-1103	9	12	frameworks	framework	NOUN
sc-1103	9	13	take	take	VERB
sc-1103	9	14	care	care	NOUN
sc-1103	9	15	of	of	ADP
sc-1103	9	16	this	this	DET
sc-1103	9	17	issue	issue	NOUN
sc-1103	9	18	via	via	ADP
sc-1103	9	19	looking	look	VERB
sc-1103	9	20	through	through	ADP
sc-1103	9	21	huge	huge	ADJ
sc-1103	9	22	volume	volume	NOUN
sc-1103	9	23	of	of	ADP
sc-1103	9	24	enthusiastically	enthusiastically	ADV
sc-1103	9	25	created	create	VERB
sc-1103	9	26	data	datum	NOUN
sc-1103	9	27	.	.	PUNCT
sc-1103	10	1	this	this	DET
sc-1103	10	2	proposition	proposition	NOUN
sc-1103	10	3	investigates	investigate	VERB
sc-1103	10	4	the	the	DET
sc-1103	10	5	various	various	ADJ
sc-1103	10	6	attributes	attribute	NOUN
sc-1103	10	7	and	and	CCONJ
sc-1103	10	8	possibilities	possibility	NOUN
sc-1103	10	9	of	of	ADP
sc-1103	10	10	various	various	ADJ
sc-1103	10	11	expectation	expectation	NOUN
sc-1103	10	12	strategies	strategy	NOUN
sc-1103	10	13	in	in	ADP
sc-1103	10	14	suggestion	suggestion	NOUN
sc-1103	10	15	frameworks	framework	NOUN
sc-1103	10	16	so	so	SCONJ
sc-1103	10	17	as	as	SCONJ
sc-1103	10	18	to	to	PART
sc-1103	10	19	fill	fill	VERB
sc-1103	10	20	in	in	ADP
sc-1103	10	21	as	as	ADP
sc-1103	10	22	a	a	DET
sc-1103	10	23	extent	extent	NOUN
sc-1103	10	24	for	for	ADP
sc-1103	10	25	research	research	NOUN
sc-1103	10	26	and	and	CCONJ
sc-1103	10	27	practice	practice	NOUN
sc-1103	10	28	in	in	ADP
sc-1103	10	29	the	the	DET
sc-1103	10	30	field	field	NOUN
sc-1103	10	31	of	of	ADP
sc-1103	10	32	proposal	proposal	NOUN
sc-1103	10	33	frameworks	framework	NOUN
sc-1103	10	34	.	.	PUNCT
sc-1103	11	1	give	give	VERB
sc-1103	11	2	c	c	PROPN
sc-1103	11	3	a	a	DET
sc-1103	11	4	chance	chance	NOUN
sc-1103	11	5	to	to	PART
sc-1103	11	6	be	be	AUX
sc-1103	11	7	set	set	VERB
sc-1103	11	8	all	all	DET
sc-1103	11	9	things	thing	NOUN
sc-1103	11	10	considered	consider	VERB
sc-1103	11	11	and	and	CCONJ
sc-1103	11	12	let	let	VERB
sc-1103	11	13	s	s	PRON
sc-1103	11	14	be	be	AUX
sc-1103	11	15	set	set	VERB
sc-1103	11	16	of	of	ADP
sc-1103	11	17	all	all	DET
sc-1103	11	18	conceivable	conceivable	ADJ
sc-1103	11	19	recommendable	recommendable	ADJ
sc-1103	11	20	things	thing	NOUN
sc-1103	11	21	.	.	PUNCT
sc-1103	12	1	give	give	VERB
sc-1103	12	2	u	u	PRON
sc-1103	12	3	a	a	DET
sc-1103	12	4	chance	chance	NOUN
sc-1103	12	5	to	to	PART
sc-1103	12	6	be	be	AUX
sc-1103	12	7	an	an	DET
sc-1103	12	8	utility	utility	NOUN
sc-1103	12	9	capacity	capacity	NOUN
sc-1103	12	10	evaluating	evaluate	VERB
sc-1103	12	11	the	the	DET
sc-1103	12	12	value	value	NOUN
sc-1103	12	13	of	of	ADP
sc-1103	12	14	component	component	NOUN
sc-1103	12	15	s	s	NOUN
sc-1103	12	16	to	to	ADP
sc-1103	12	17	client	client	NOUN
sc-1103	12	18	c	c	PROPN
sc-1103	12	19	,	,	PUNCT
sc-1103	12	20	i.e.	i.e.	X
sc-1103	12	21	,	,	PUNCT
sc-1103	12	22	u	u	NOUN
sc-1103	12	23	:	:	PUNCT
sc-1103	12	24	c	c	NOUN
sc-1103	12	25	x	x	SYM
sc-1103	12	26	s→r	s→r	PROPN
sc-1103	12	27	,	,	PUNCT
sc-1103	12	28	where	where	SCONJ
sc-1103	12	29	r	r	NOUN
sc-1103	12	30	is	be	AUX
sc-1103	12	31	a	a	DET
sc-1103	12	32	completely	completely	ADV
sc-1103	12	33	requested	request	VERB
sc-1103	12	34	set	set	NOUN
sc-1103	12	35	.	.	PUNCT
sc-1103	13	1	for	for	ADP
sc-1103	13	2	every	every	DET
sc-1103	13	3	client	client	NOUN
sc-1103	13	4	c	c	PROPN
sc-1103	13	5	є	є	PROPN
sc-1103	13	6	c	c	X
sc-1103	13	7	,	,	PUNCT
sc-1103	13	8	we	we	PRON
sc-1103	13	9	need	need	VERB
sc-1103	13	10	to	to	PART
sc-1103	13	11	pick	pick	VERB
sc-1103	13	12	things	thing	NOUN
sc-1103	13	13	s	s	PART
sc-1103	13	14	є	є	NOUN
sc-1103	13	15	s	s	X
sc-1103	13	16	that	that	PRON
sc-1103	13	17	expand	expand	VERB
sc-1103	13	18	u.	u.	VERB
sc-1103	13	19	the	the	DET
sc-1103	13	20	primary	primary	ADJ
sc-1103	13	21	assignment	assignment	NOUN
sc-1103	13	22	is	be	AUX
sc-1103	13	23	to	to	PART
sc-1103	13	24	appraise	appraise	VERB
sc-1103	13	25	an	an	DET
sc-1103	13	26	utility	utility	NOUN
sc-1103	13	27	capacity	capacity	NOUN
sc-1103	13	28	(	(	PUNCT
sc-1103	13	29	u	u	NOUN
sc-1103	13	30	)	)	PUNCT
sc-1103	13	31	that	that	SCONJ
sc-1103	13	32	by	by	ADP
sc-1103	13	33	configuration	configuration	NOUN
sc-1103	13	34	predicts	predict	VERB
sc-1103	13	35	how	how	SCONJ
sc-1103	13	36	a	a	DET
sc-1103	13	37	client	client	NOUN
sc-1103	13	38	will	will	AUX
sc-1103	13	39	like	like	VERB
sc-1103	13	40	a	a	DET
sc-1103	13	41	thing	thing	NOUN
sc-1103	13	42	.	.	PUNCT
sc-1103	14	1	in	in	ADP
sc-1103	14	2	light	light	NOUN
sc-1103	14	3	of	of	ADP
sc-1103	14	4	past	past	ADJ
sc-1103	14	5	conduct	conduct	NOUN
sc-1103	14	6	,	,	PUNCT
sc-1103	14	7	associations	association	NOUN
sc-1103	14	8	to	to	ADP
sc-1103	14	9	different	different	ADJ
sc-1103	14	10	clients	client	NOUN
sc-1103	14	11	,	,	PUNCT
sc-1103	14	12	item	item	NOUN
sc-1103	14	13	similarity	similarity	NOUN
sc-1103	14	14	,	,	PUNCT
sc-1103	14	15	context	context	NOUN
sc-1103	14	16	and	and	CCONJ
sc-1103	14	17	so	so	ADV
sc-1103	14	18	forth	forth	ADV
sc-1103	14	19	.	.	PUNCT
sc-1103	15	1	with	with	ADP
sc-1103	15	2	the	the	DET
sc-1103	15	3	ascent	ascent	NOUN
sc-1103	15	4	of	of	ADP
sc-1103	15	5	advanced	advanced	ADJ
sc-1103	15	6	substance	substance	NOUN
sc-1103	15	7	appropriation	appropriation	NOUN
sc-1103	15	8	,	,	PUNCT
sc-1103	15	9	individuals	individual	NOUN
sc-1103	15	10	presently	presently	ADV
sc-1103	15	11	approach	approach	VERB
sc-1103	15	12	music	music	NOUN
sc-1103	15	13	assortments	assortment	NOUN
sc-1103	15	14	on	on	ADP
sc-1103	15	15	an	an	DET
sc-1103	15	16	exceptional	exceptional	ADJ
sc-1103	15	17	scale	scale	NOUN
sc-1103	15	18	.	.	PUNCT
sc-1103	16	1	business	business	NOUN
sc-1103	16	2	music	music	NOUN
sc-1103	16	3	libraries	library	NOUN
sc-1103	16	4	effectively	effectively	ADV
sc-1103	16	5	outperform	outperform	VERB
sc-1103	16	6	15	15	NUM
sc-1103	16	7	million	million	NUM
sc-1103	16	8	tunes	tune	NOUN
sc-1103	16	9	,	,	PUNCT
sc-1103	16	10	which	which	PRON
sc-1103	16	11	monstrously	monstrously	ADV
sc-1103	16	12	surpasses	surpass	VERB
sc-1103	16	13	eai	eai	PROPN
sc-1103	16	14	endorsed	endorse	VERB
sc-1103	16	15	transactions	transaction	NOUN
sc-1103	16	16	on	on	ADP
sc-1103	16	17	smart	smart	ADJ
sc-1103	16	18	cities	city	NOUN
sc-1103	16	19	research	research	NOUN
sc-1103	16	20	article	article	NOUN
sc-1103	16	21	keywords	keyword	VERB
sc-1103	16	22	:	:	PUNCT
sc-1103	16	23	art	art	NOUN
sc-1103	16	24	education	education	NOUN
sc-1103	16	25	and	and	CCONJ
sc-1103	16	26	media	medium	NOUN
sc-1103	16	27	recommender	recommender	NOUN
sc-1103	16	28	system	system	NOUN
sc-1103	16	29	,	,	PUNCT
sc-1103	16	30	popularity	popularity	NOUN
sc-1103	16	31	based	base	VERB
sc-1103	16	32	,	,	PUNCT
sc-1103	16	33	content	content	NOUN
sc-1103	16	34	based	base	VERB
sc-1103	16	35	filtering	filtering	PROPN
sc-1103	16	36	,	,	PUNCT
sc-1103	16	37	collaborative	collaborative	ADJ
sc-1103	16	38	filtering	filtering	NOUN
sc-1103	16	39	,	,	PUNCT
sc-1103	16	40	smart	smart	ADJ
sc-1103	16	41	cities	city	NOUN
sc-1103	16	42	,	,	PUNCT
sc-1103	16	43	application	application	NOUN
sc-1103	16	44	of	of	ADP
sc-1103	16	45	communication	communication	NOUN
sc-1103	16	46	systems	system	NOUN
sc-1103	16	47	.	.	PUNCT
sc-1103	17	1	handling	handling	NOUN
sc-1103	17	2	editor	editor	NOUN
sc-1103	17	3	:	:	PUNCT
sc-1103	17	4	akshat	akshat	PROPN
sc-1103	17	5	agrawal	agrawal	PROPN
sc-1103	17	6	(	(	PUNCT
sc-1103	17	7	amity	amity	PROPN
sc-1103	17	8	university	university	NOUN
sc-1103	17	9	gurgaon	gurgaon	PROPN
sc-1103	17	10	,	,	PUNCT
sc-1103	17	11	india	india	PROPN
sc-1103	17	12	)	)	PUNCT
sc-1103	17	13	received	receive	VERB
sc-1103	17	14	on	on	ADP
sc-1103	17	15	24	24	NUM
sc-1103	17	16	july	july	PROPN
sc-1103	17	17	2020	2020	NUM
sc-1103	17	18	,	,	PUNCT
sc-1103	17	19	accepted	accept	VERB
sc-1103	17	20	on	on	ADP
sc-1103	17	21	13	13	NUM
sc-1103	17	22	august	august	PROPN
sc-1103	17	23	2020	2020	NUM
sc-1103	17	24	,	,	PUNCT
sc-1103	17	25	published	publish	VERB
sc-1103	17	26	on	on	ADP
sc-1103	17	27	25	25	NUM
sc-1103	17	28	august	august	PROPN
sc-1103	17	29	2020	2020	NUM
sc-1103	18	1	copyright	copyright	NOUN
sc-1103	18	2	©	©	PROPN
sc-1103	18	3	2020	2020	NUM
sc-1103	18	4	deepkiran	deepkiran	PROPN
sc-1103	18	5	munjal	munjal	VERB
sc-1103	18	6	et	et	PROPN
sc-1103	18	7	al	al	PROPN
sc-1103	18	8	.	.	PROPN
sc-1103	18	9	,	,	PUNCT
sc-1103	18	10	licensed	license	VERB
sc-1103	18	11	to	to	ADP
sc-1103	18	12	eai	eai	PROPN
sc-1103	18	13	.	.	PUNCT
sc-1103	19	1	this	this	PRON
sc-1103	19	2	is	be	AUX
sc-1103	19	3	an	an	DET
sc-1103	19	4	open	open	ADJ
sc-1103	19	5	access	access	NOUN
sc-1103	19	6	article	article	NOUN
sc-1103	19	7	distributed	distribute	VERB
sc-1103	19	8	under	under	ADP
sc-1103	19	9	the	the	DET
sc-1103	19	10	terms	term	NOUN
sc-1103	19	11	of	of	ADP
sc-1103	19	12	the	the	DET
sc-1103	19	13	creative	creative	ADJ
sc-1103	19	14	commons	common	NOUN
sc-1103	19	15	attribution	attribution	NOUN
sc-1103	19	16	license	license	NOUN
sc-1103	19	17	,	,	PUNCT
sc-1103	19	18	which	which	PRON
sc-1103	19	19	permits	permit	VERB
sc-1103	19	20	unlimited	unlimited	ADJ
sc-1103	19	21	use	use	NOUN
sc-1103	19	22	,	,	PUNCT
sc-1103	19	23	distribution	distribution	NOUN
sc-1103	19	24	and	and	CCONJ
sc-1103	19	25	reproduction	reproduction	NOUN
sc-1103	19	26	in	in	ADP
sc-1103	19	27	any	any	DET
sc-1103	19	28	medium	medium	NOUN
sc-1103	19	29	so	so	ADV
sc-1103	19	30	long	long	ADV
sc-1103	19	31	as	as	SCONJ
sc-1103	19	32	the	the	DET
sc-1103	19	33	original	original	ADJ
sc-1103	19	34	work	work	NOUN
sc-1103	19	35	is	be	AUX
sc-1103	19	36	properly	properly	ADV
sc-1103	19	37	cited	cite	VERB
sc-1103	19	38	.	.	PUNCT
sc-1103	20	1	doi	doi	NOUN
sc-1103	20	2	:	:	PUNCT
sc-1103	20	3	10.4108	10.4108	NUM
sc-1103	20	4	/	/	SYM
sc-1103	20	5	eai.18	eai.18	NOUN
sc-1103	20	6	-	-	PUNCT
sc-1103	20	7	8	8	NUM
sc-1103	20	8	-	-	PUNCT
sc-1103	20	9	2020.166001	2020.166001	NUM
sc-1103	20	10	eai	eai	NOUN
sc-1103	20	11	endorsed	endorse	VERB
sc-1103	20	12	transactions	transaction	NOUN
sc-1103	20	13	on	on	ADP
sc-1103	20	14	smart	smart	ADJ
sc-1103	20	15	cities	city	NOUN
sc-1103	20	16	04	04	NUM
sc-1103	20	17	2021	2021	NUM
sc-1103	20	18	08	08	NUM
sc-1103	20	19	2021	2021	NUM
sc-1103	20	20	|	|	ADV
sc-1103	20	21	volume	volume	NOUN
sc-1103	20	22	5	5	NUM
sc-1103	20	23	|	|	ADV
sc-1103	20	24	issue	issue	VERB
sc-1103	20	25	15	15	NUM
sc-1103	20	26	|	|	NOUN
sc-1103	20	27	e2	e2	PROPN
sc-1103	20	28	mailto	mailto	PROPN
sc-1103	20	29	:	:	PUNCT
sc-1103	20	30	https://creativecommons.org	https://creativecommons.org	NUM
sc-1103	20	31	/	/	SYM
sc-1103	20	32	licenses	license	NOUN
sc-1103	20	33	/	/	SYM
sc-1103	20	34	by/4.0/	by/4.0/	NOUN
sc-1103	20	35	mailto	mailto	NOUN
sc-1103	20	36	:	:	PUNCT
sc-1103	20	37	https://creativecommons.org	https://creativecommons.org	NUM
sc-1103	20	38	/	/	SYM
sc-1103	20	39	licenses	license	NOUN
sc-1103	20	40	/	/	SYM
sc-1103	20	41	by/4.0/	by/4.0/	NOUN
sc-1103	20	42	mailto:author@emailaddress.com	mailto:author@emailaddress.com	NOUN
sc-1103	20	43	deepkiran	deepkiran	NOUN
sc-1103	20	44	munjal	munjal	VERB
sc-1103	20	45	,	,	PUNCT
sc-1103	20	46	anju	anju	PROPN
sc-1103	20	47	gera	gera	PROPN
sc-1103	20	48	,	,	PUNCT
sc-1103	20	49	pawan	pawan	PROPN
sc-1103	20	50	kumar	kumar	PROPN
sc-1103	20	51	singh	singh	PROPN
sc-1103	20	52	2	2	NUM
sc-1103	20	53	the	the	DET
sc-1103	20	54	listening	listening	NOUN
sc-1103	20	55	ability	ability	NOUN
sc-1103	20	56	of	of	ADP
sc-1103	20	57	a	a	DET
sc-1103	20	58	specific	specific	ADJ
sc-1103	20	59	individual	individual	NOUN
sc-1103	20	60	.	.	PUNCT
sc-1103	21	1	with	with	ADP
sc-1103	21	2	a	a	DET
sc-1103	21	3	large	large	ADJ
sc-1103	21	4	number	number	NOUN
sc-1103	21	5	of	of	ADP
sc-1103	21	6	melodies	melody	NOUN
sc-1103	21	7	to	to	PART
sc-1103	21	8	browse	browse	VERB
sc-1103	21	9	,	,	PUNCT
sc-1103	21	10	individuals	individual	NOUN
sc-1103	21	11	some	some	PRON
sc-1103	21	12	of	of	ADP
sc-1103	21	13	the	the	DET
sc-1103	21	14	time	time	NOUN
sc-1103	21	15	feel	feel	VERB
sc-1103	21	16	overpowered	overpower	VERB
sc-1103	21	17	.	.	PUNCT
sc-1103	22	1	therefore	therefore	ADV
sc-1103	22	2	,	,	PUNCT
sc-1103	22	3	an	an	DET
sc-1103	22	4	effectual	effectual	ADJ
sc-1103	22	5	music	music	NOUN
sc-1103	22	6	recommender	recommender	NOUN
sc-1103	22	7	framework	framework	NOUN
sc-1103	22	8	is	be	AUX
sc-1103	22	9	basic	basic	ADJ
sc-1103	22	10	in	in	ADP
sc-1103	22	11	light	light	NOUN
sc-1103	22	12	of	of	ADP
sc-1103	22	13	a	a	DET
sc-1103	22	14	legitimate	legitimate	ADJ
sc-1103	22	15	concern	concern	NOUN
sc-1103	22	16	for	for	ADP
sc-1103	22	17	both	both	DET
sc-1103	22	18	music	music	NOUN
sc-1103	22	19	specialist	specialist	NOUN
sc-1103	22	20	co	co	NOUN
sc-1103	22	21	-	-	NOUN
sc-1103	22	22	ops	op	NOUN
sc-1103	22	23	and	and	CCONJ
sc-1103	22	24	clients	client	NOUN
sc-1103	22	25	.	.	PUNCT
sc-1103	23	1	clients	client	NOUN
sc-1103	23	2	will	will	AUX
sc-1103	23	3	have	have	VERB
sc-1103	23	4	no	no	DET
sc-1103	23	5	more	more	ADJ
sc-1103	23	6	agony	agony	NOUN
sc-1103	23	7	to	to	PART
sc-1103	23	8	settle	settle	VERB
sc-1103	23	9	on	on	ADP
sc-1103	23	10	choices	choice	NOUN
sc-1103	23	11	on	on	ADP
sc-1103	23	12	what	what	PRON
sc-1103	23	13	to	to	PART
sc-1103	23	14	tune	tune	VERB
sc-1103	23	15	in	in	ADP
sc-1103	23	16	while	while	SCONJ
sc-1103	23	17	music	music	NOUN
sc-1103	23	18	organizations	organization	NOUN
sc-1103	23	19	can	can	AUX
sc-1103	23	20	keep	keep	VERB
sc-1103	23	21	up	up	ADP
sc-1103	23	22	their	their	PRON
sc-1103	23	23	client	client	NOUN
sc-1103	23	24	gathering	gathering	NOUN
sc-1103	23	25	and	and	CCONJ
sc-1103	23	26	draw	draw	VERB
sc-1103	23	27	in	in	ADP
sc-1103	23	28	new	new	ADJ
sc-1103	23	29	clients	client	NOUN
sc-1103	23	30	by	by	ADP
sc-1103	23	31	improving	improve	VERB
sc-1103	23	32	client	client	NOUN
sc-1103	23	33	's	's	PART
sc-1103	23	34	fulfilment	fulfilment	NOUN
sc-1103	23	35	.	.	PUNCT
sc-1103	24	1	the	the	DET
sc-1103	24	2	fundamental	fundamental	ADJ
sc-1103	24	3	goal	goal	NOUN
sc-1103	24	4	of	of	ADP
sc-1103	24	5	this	this	DET
sc-1103	24	6	paper	paper	NOUN
sc-1103	24	7	is	be	AUX
sc-1103	24	8	to	to	PART
sc-1103	24	9	give	give	VERB
sc-1103	24	10	customized	customized	ADJ
sc-1103	24	11	proposal	proposal	NOUN
sc-1103	24	12	,	,	PUNCT
sc-1103	24	13	to	to	PART
sc-1103	24	14	build	build	VERB
sc-1103	24	15	the	the	DET
sc-1103	24	16	degree	degree	NOUN
sc-1103	24	17	of	of	ADP
sc-1103	24	18	fulfilment	fulfilment	NOUN
sc-1103	24	19	of	of	ADP
sc-1103	24	20	the	the	DET
sc-1103	24	21	client	client	NOUN
sc-1103	24	22	and	and	CCONJ
sc-1103	24	23	to	to	PART
sc-1103	24	24	assist	assist	VERB
sc-1103	24	25	the	the	DET
sc-1103	24	26	clients	client	NOUN
sc-1103	24	27	with	with	ADP
sc-1103	24	28	searching	search	VERB
sc-1103	24	29	and	and	CCONJ
sc-1103	24	30	listen	listen	VERB
sc-1103	24	31	the	the	DET
sc-1103	24	32	tunes	tune	NOUN
sc-1103	24	33	in	in	ADP
sc-1103	24	34	compelling	compelling	ADJ
sc-1103	24	35	and	and	CCONJ
sc-1103	24	36	responsive	responsive	ADJ
sc-1103	24	37	way	way	NOUN
sc-1103	24	38	.	.	PUNCT
sc-1103	25	1	2	2	X
sc-1103	25	2	.	.	X
sc-1103	25	3	related	relate	VERB
sc-1103	25	4	work	work	NOUN
sc-1103	25	5	there	there	PRON
sc-1103	25	6	is	be	VERB
sc-1103	25	7	hazardous	hazardous	ADJ
sc-1103	25	8	development	development	NOUN
sc-1103	25	9	in	in	ADP
sc-1103	25	10	the	the	DET
sc-1103	25	11	measure	measure	NOUN
sc-1103	25	12	of	of	ADP
sc-1103	25	13	existing	exist	VERB
sc-1103	25	14	advanced	advanced	ADJ
sc-1103	25	15	data	datum	NOUN
sc-1103	25	16	and	and	CCONJ
sc-1103	25	17	the	the	DET
sc-1103	25	18	quantity	quantity	NOUN
sc-1103	25	19	of	of	ADP
sc-1103	25	20	guests	guest	NOUN
sc-1103	25	21	to	to	ADP
sc-1103	25	22	the	the	DET
sc-1103	25	23	internet	internet	NOUN
sc-1103	25	24	have	have	AUX
sc-1103	25	25	made	make	VERB
sc-1103	25	26	a	a	DET
sc-1103	25	27	potential	potential	ADJ
sc-1103	25	28	test	test	NOUN
sc-1103	25	29	of	of	ADP
sc-1103	25	30	data	datum	NOUN
sc-1103	25	31	over	over	ADP
sc-1103	25	32	-	-	PUNCT
sc-1103	25	33	burden	burden	NOUN
sc-1103	25	34	which	which	PRON
sc-1103	25	35	hampers	hamper	VERB
sc-1103	25	36	opportune	opportune	ADJ
sc-1103	25	37	access	access	NOUN
sc-1103	25	38	to	to	ADP
sc-1103	25	39	things	thing	NOUN
sc-1103	25	40	of	of	ADP
sc-1103	25	41	enthusiasm	enthusiasm	NOUN
sc-1103	25	42	on	on	ADP
sc-1103	25	43	the	the	DET
sc-1103	25	44	internet	internet	NOUN
sc-1103	25	45	.	.	PUNCT
sc-1103	26	1	data	datum	NOUN
sc-1103	26	2	recovery	recovery	NOUN
sc-1103	26	3	frameworks	framework	NOUN
sc-1103	26	4	,	,	PUNCT
sc-1103	26	5	for	for	ADP
sc-1103	26	6	example	example	NOUN
sc-1103	26	7	,	,	PUNCT
sc-1103	26	8	google	google	PROPN
sc-1103	26	9	,	,	PUNCT
sc-1103	26	10	devil	devil	NOUN
sc-1103	26	11	finder	finder	NOUN
sc-1103	26	12	and	and	CCONJ
sc-1103	26	13	altavista	altavista	PROPN
sc-1103	26	14	have	have	AUX
sc-1103	26	15	in	in	ADP
sc-1103	26	16	part	part	NOUN
sc-1103	26	17	tackled	tackle	VERB
sc-1103	26	18	this	this	DET
sc-1103	26	19	issue	issue	NOUN
sc-1103	26	20	however	however	ADV
sc-1103	26	21	prioritization	prioritization	NOUN
sc-1103	26	22	and	and	CCONJ
sc-1103	26	23	personalization	personalization	NOUN
sc-1103	26	24	(	(	PUNCT
sc-1103	26	25	where	where	SCONJ
sc-1103	26	26	a	a	DET
sc-1103	26	27	framework	framework	NOUN
sc-1103	26	28	maps	map	VERB
sc-1103	26	29	accessible	accessible	ADJ
sc-1103	26	30	substance	substance	NOUN
sc-1103	26	31	to	to	ADP
sc-1103	26	32	client	client	NOUN
sc-1103	26	33	's	's	PART
sc-1103	26	34	inclinations	inclination	NOUN
sc-1103	26	35	and	and	CCONJ
sc-1103	26	36	inclinations	inclination	NOUN
sc-1103	26	37	)	)	PUNCT
sc-1103	26	38	of	of	ADP
sc-1103	26	39	data	datum	NOUN
sc-1103	26	40	were	be	AUX
sc-1103	26	41	missing	miss	VERB
sc-1103	26	42	.	.	PUNCT
sc-1103	27	1	this	this	PRON
sc-1103	27	2	has	have	AUX
sc-1103	27	3	expanded	expand	VERB
sc-1103	27	4	the	the	DET
sc-1103	27	5	interest	interest	NOUN
sc-1103	27	6	for	for	ADP
sc-1103	27	7	recommender	recommender	NOUN
sc-1103	27	8	frameworks	framework	NOUN
sc-1103	27	9	like	like	ADP
sc-1103	27	10	never	never	ADV
sc-1103	27	11	before	before	ADP
sc-1103	27	12	previously	previously	ADV
sc-1103	27	13	.	.	PUNCT
sc-1103	28	1	recommender	recommender	NOUN
sc-1103	28	2	frameworks	framework	NOUN
sc-1103	28	3	are	be	AUX
sc-1103	28	4	gainful	gainful	ADJ
sc-1103	28	5	to	to	ADP
sc-1103	28	6	both	both	CCONJ
sc-1103	28	7	specialist	specialist	ADJ
sc-1103	28	8	co	co	NOUN
sc-1103	28	9	-	-	NOUN
sc-1103	28	10	ops	op	NOUN
sc-1103	28	11	and	and	CCONJ
sc-1103	28	12	clients	client	NOUN
sc-1103	28	13	.	.	PUNCT
sc-1103	29	1	they	they	PRON
sc-1103	29	2	lessen	lessen	VERB
sc-1103	29	3	expenses	expense	NOUN
sc-1103	29	4	of	of	ADP
sc-1103	29	5	finding	find	VERB
sc-1103	29	6	and	and	CCONJ
sc-1103	29	7	choosing	choose	VERB
sc-1103	29	8	things	thing	NOUN
sc-1103	29	9	in	in	ADP
sc-1103	29	10	an	an	DET
sc-1103	29	11	online	online	ADJ
sc-1103	29	12	music	music	NOUN
sc-1103	29	13	portal	portal	ADJ
sc-1103	29	14	.	.	PUNCT
sc-1103	30	1	recommendation	recommendation	NOUN
sc-1103	30	2	frameworks	framework	NOUN
sc-1103	30	3	have	have	AUX
sc-1103	30	4	additionally	additionally	ADV
sc-1103	30	5	demonstrated	demonstrate	VERB
sc-1103	30	6	to	to	PART
sc-1103	30	7	improve	improve	VERB
sc-1103	30	8	basic	basic	ADJ
sc-1103	30	9	leadership	leadership	NOUN
sc-1103	30	10	procedure	procedure	NOUN
sc-1103	30	11	and	and	CCONJ
sc-1103	30	12	quality	quality	NOUN
sc-1103	30	13	.	.	PUNCT
sc-1103	31	1	in	in	ADP
sc-1103	31	2	online	online	ADJ
sc-1103	31	3	music	music	NOUN
sc-1103	31	4	portal	portal	NOUN
sc-1103	31	5	,	,	PUNCT
sc-1103	31	6	recommender	recommender	NOUN
sc-1103	31	7	frameworks	framework	NOUN
sc-1103	31	8	improve	improve	VERB
sc-1103	31	9	incomes	income	NOUN
sc-1103	31	10	,	,	PUNCT
sc-1103	31	11	for	for	ADP
sc-1103	31	12	the	the	DET
sc-1103	31	13	way	way	NOUN
sc-1103	31	14	that	that	PRON
sc-1103	31	15	they	they	PRON
sc-1103	31	16	are	be	AUX
sc-1103	31	17	successful	successful	ADJ
sc-1103	31	18	methods	method	NOUN
sc-1103	31	19	for	for	ADP
sc-1103	31	20	selling	sell	VERB
sc-1103	31	21	more	more	ADJ
sc-1103	31	22	items	item	NOUN
sc-1103	31	23	.	.	PUNCT
sc-1103	32	1	in	in	ADP
sc-1103	32	2	logical	logical	ADJ
sc-1103	32	3	libraries	library	NOUN
sc-1103	32	4	,	,	PUNCT
sc-1103	32	5	recommender	recommender	NOUN
sc-1103	32	6	frameworks	framework	NOUN
sc-1103	32	7	bolster	bolster	VERB
sc-1103	32	8	clients	client	NOUN
sc-1103	32	9	by	by	ADP
sc-1103	32	10	enabling	enable	VERB
sc-1103	32	11	them	they	PRON
sc-1103	32	12	to	to	PART
sc-1103	32	13	move	move	VERB
sc-1103	32	14	past	past	ADP
sc-1103	32	15	inventory	inventory	NOUN
sc-1103	32	16	look	look	NOUN
sc-1103	32	17	.	.	PUNCT
sc-1103	33	1	in	in	ADP
sc-1103	33	2	this	this	DET
sc-1103	33	3	way	way	NOUN
sc-1103	33	4	,	,	PUNCT
sc-1103	33	5	the	the	DET
sc-1103	33	6	need	need	NOUN
sc-1103	33	7	to	to	PART
sc-1103	33	8	utilize	utilize	VERB
sc-1103	33	9	proficient	proficient	ADJ
sc-1103	33	10	and	and	CCONJ
sc-1103	33	11	exact	exact	ADJ
sc-1103	33	12	proposal	proposal	NOUN
sc-1103	33	13	strategies	strategy	NOUN
sc-1103	33	14	inside	inside	ADP
sc-1103	33	15	a	a	DET
sc-1103	33	16	framework	framework	NOUN
sc-1103	33	17	that	that	PRON
sc-1103	33	18	will	will	AUX
sc-1103	33	19	give	give	VERB
sc-1103	33	20	significant	significant	ADJ
sc-1103	33	21	and	and	CCONJ
sc-1103	33	22	trustworthy	trustworthy	ADJ
sc-1103	33	23	suggestions	suggestion	NOUN
sc-1103	33	24	to	to	ADP
sc-1103	33	25	clients	client	NOUN
sc-1103	33	26	ca	can	AUX
sc-1103	33	27	n't	not	PART
sc-1103	33	28	be	be	AUX
sc-1103	33	29	over	over	ADV
sc-1103	33	30	-	-	PUNCT
sc-1103	33	31	accentuated	accentuated	ADJ
sc-1103	33	32	.	.	PUNCT
sc-1103	34	1	engineering	engineering	NOUN
sc-1103	34	2	of	of	ADP
sc-1103	34	3	requirements	requirement	NOUN
sc-1103	34	4	is	be	AUX
sc-1103	34	5	one	one	NUM
sc-1103	34	6	of	of	ADP
sc-1103	34	7	the	the	DET
sc-1103	34	8	most	most	ADV
sc-1103	34	9	basic	basic	ADJ
sc-1103	34	10	phase	phase	NOUN
sc-1103	34	11	of	of	ADP
sc-1103	34	12	a	a	DET
sc-1103	34	13	product	product	NOUN
sc-1103	34	14	improvement	improvement	NOUN
sc-1103	34	15	process	process	NOUN
sc-1103	34	16	and	and	CCONJ
sc-1103	34	17	inadequately	inadequately	ADV
sc-1103	34	18	actualized	actualize	VERB
sc-1103	34	19	prerequisites	prerequisite	NOUN
sc-1103	34	20	building	build	VERB
sc-1103	34	21	is	be	AUX
sc-1103	34	22	one	one	NUM
sc-1103	34	23	of	of	ADP
sc-1103	34	24	the	the	DET
sc-1103	34	25	significant	significant	ADJ
sc-1103	34	26	explanations	explanation	NOUN
sc-1103	34	27	behind	behind	ADP
sc-1103	34	28	venture	venture	NOUN
sc-1103	34	29	disappointment	disappointment	NOUN
sc-1103	34	30	[	[	X
sc-1103	34	31	10	10	NUM
sc-1103	34	32	]	]	PUNCT
sc-1103	34	33	.	.	PUNCT
sc-1103	35	1	center	center	NOUN
sc-1103	35	2	prerequisites	prerequisite	NOUN
sc-1103	35	3	building	building	NOUN
sc-1103	35	4	exercises	exercise	NOUN
sc-1103	35	5	are	be	AUX
sc-1103	35	6	elicitation	elicitation	NOUN
sc-1103	35	7	and	and	CCONJ
sc-1103	35	8	definition	definition	NOUN
sc-1103	35	9	,	,	PUNCT
sc-1103	35	10	quality	quality	NOUN
sc-1103	35	11	confirmation	confirmation	NOUN
sc-1103	35	12	,	,	PUNCT
sc-1103	35	13	exchange	exchange	NOUN
sc-1103	35	14	,	,	PUNCT
sc-1103	35	15	and	and	CCONJ
sc-1103	35	16	discharge	discharge	VERB
sc-1103	35	17	arranging	arrange	VERB
sc-1103	35	18	[	[	X
sc-1103	35	19	17	17	NUM
sc-1103	35	20	]	]	PUNCT
sc-1103	35	21	.	.	PUNCT
sc-1103	36	1	these	these	DET
sc-1103	36	2	exercises	exercise	NOUN
sc-1103	36	3	can	can	AUX
sc-1103	36	4	be	be	AUX
sc-1103	36	5	upheld	uphold	VERB
sc-1103	36	6	by	by	ADP
sc-1103	36	7	suggestion	suggestion	NOUN
sc-1103	36	8	advances	advance	NOUN
sc-1103	36	9	,	,	PUNCT
sc-1103	36	10	for	for	ADP
sc-1103	36	11	instance	instance	NOUN
sc-1103	36	12	,	,	PUNCT
sc-1103	36	13	the	the	DET
sc-1103	36	14	(	(	PUNCT
sc-1103	36	15	cooperative	cooperative	ADJ
sc-1103	36	16	)	)	PUNCT
sc-1103	36	17	proposal	proposal	NOUN
sc-1103	36	18	of	of	ADP
sc-1103	36	19	prerequisites	prerequisite	NOUN
sc-1103	36	20	to	to	ADP
sc-1103	36	21	partners	partner	NOUN
sc-1103	36	22	taking	take	VERB
sc-1103	36	23	a	a	DET
sc-1103	36	24	shot	shot	NOUN
sc-1103	36	25	at	at	ADP
sc-1103	36	26	comparable	comparable	ADJ
sc-1103	36	27	necessities	necessity	NOUN
sc-1103	36	28	[	[	X
sc-1103	36	29	11	11	NUM
sc-1103	36	30	]	]	PUNCT
sc-1103	36	31	and	and	CCONJ
sc-1103	36	32	the	the	DET
sc-1103	36	33	gathering	gathering	NOUN
sc-1103	36	34	based	base	VERB
sc-1103	36	35	suggestion	suggestion	NOUN
sc-1103	36	36	of	of	ADP
sc-1103	36	37	necessities	necessity	NOUN
sc-1103	36	38	prioritizations	prioritization	NOUN
sc-1103	36	39	[	[	X
sc-1103	36	40	12	12	NUM
sc-1103	36	41	]	]	PUNCT
sc-1103	36	42	.	.	PUNCT
sc-1103	37	1	model	model	NOUN
sc-1103	37	2	:	:	PUNCT
sc-1103	37	3	content	content	NOUN
sc-1103	37	4	-	-	PUNCT
sc-1103	37	5	based	base	VERB
sc-1103	37	6	recommendation	recommendation	NOUN
sc-1103	37	7	based	base	VERB
sc-1103	37	8	on	on	ADP
sc-1103	37	9	content	content	NOUN
sc-1103	37	10	requirements	requirement	NOUN
sc-1103	37	11	.	.	PUNCT
sc-1103	38	1	in	in	ADP
sc-1103	38	2	the	the	DET
sc-1103	38	3	accompanying	accompanying	NOUN
sc-1103	38	4	,	,	PUNCT
sc-1103	38	5	we	we	PRON
sc-1103	38	6	will	will	AUX
sc-1103	38	7	represent	represent	VERB
sc-1103	38	8	the	the	DET
sc-1103	38	9	use	use	NOUN
sc-1103	38	10	of	of	ADP
sc-1103	38	11	substance	substance	NOUN
sc-1103	38	12	based	base	VERB
sc-1103	38	13	separating	separate	VERB
sc-1103	38	14	[	[	X
sc-1103	38	15	13	13	NUM
sc-1103	38	16	]	]	PUNCT
sc-1103	38	17	with	with	ADP
sc-1103	38	18	regards	regard	NOUN
sc-1103	38	19	to	to	ADP
sc-1103	38	20	necessities	necessity	NOUN
sc-1103	38	21	designing	design	VERB
sc-1103	38	22	.	.	PUNCT
sc-1103	39	1	a	a	DET
sc-1103	39	2	recommender	recommender	NOUN
sc-1103	39	3	can	can	AUX
sc-1103	39	4	bolster	bolster	VERB
sc-1103	39	5	invested	invest	VERB
sc-1103	39	6	individual	individual	NOUN
sc-1103	39	7	,	,	PUNCT
sc-1103	39	8	for	for	ADP
sc-1103	39	9	instance	instance	NOUN
sc-1103	39	10	,	,	PUNCT
sc-1103	39	11	by	by	ADP
sc-1103	39	12	prescribing	prescribe	VERB
sc-1103	39	13	prerequisites	prerequisite	NOUN
sc-1103	39	14	that	that	PRON
sc-1103	39	15	have	have	AUX
sc-1103	39	16	been	be	AUX
sc-1103	39	17	characterized	characterize	VERB
sc-1103	39	18	in	in	ADP
sc-1103	39	19	effectively	effectively	ADV
sc-1103	39	20	finished	finish	VERB
sc-1103	39	21	programming	programming	NOUN
sc-1103	39	22	ventures	venture	NOUN
sc-1103	39	23	(	(	PUNCT
sc-1103	39	24	necessities	necessity	NOUN
sc-1103	39	25	reuse	reuse	NOUN
sc-1103	39	26	)	)	PUNCT
sc-1103	39	27	or	or	CCONJ
sc-1103	39	28	have	have	AUX
sc-1103	39	29	been	be	AUX
sc-1103	39	30	characterized	characterize	VERB
sc-1103	39	31	by	by	ADP
sc-1103	39	32	different	different	ADJ
sc-1103	39	33	partners	partner	NOUN
sc-1103	39	34	of	of	ADP
sc-1103	39	35	a	a	DET
sc-1103	39	36	similar	similar	ADJ
sc-1103	39	37	undertaking	undertaking	NOUN
sc-1103	39	38	(	(	PUNCT
sc-1103	39	39	excess	excess	ADJ
sc-1103	39	40	and	and	CCONJ
sc-1103	39	41	reliance	reliance	NOUN
sc-1103	39	42	recognition	recognition	NOUN
sc-1103	39	43	)	)	PUNCT
sc-1103	39	44	.	.	PUNCT
sc-1103	40	1	table	table	NOUN
sc-1103	40	2	3	3	NUM
sc-1103	40	3	gives	give	VERB
sc-1103	40	4	a	a	DET
sc-1103	40	5	diagram	diagram	NOUN
sc-1103	40	6	of	of	ADP
sc-1103	40	7	necessities	necessity	NOUN
sc-1103	40	8	characterized	characterize	VERB
sc-1103	40	9	in	in	ADP
sc-1103	40	10	a	a	DET
sc-1103	40	11	product	product	NOUN
sc-1103	40	12	venture	venture	NOUN
sc-1103	40	13	.	.	PUNCT
sc-1103	41	1	every	every	DET
sc-1103	41	2	necessity	necessity	NOUN
sc-1103	41	3	is	be	AUX
sc-1103	41	4	described	describe	VERB
sc-1103	41	5	by	by	ADP
sc-1103	41	6	a	a	DET
sc-1103	41	7	class	class	NOUN
sc-1103	41	8	,	,	PUNCT
sc-1103	41	9	the	the	DET
sc-1103	41	10	quantity	quantity	NOUN
sc-1103	41	11	of	of	ADP
sc-1103	41	12	assessed	assess	VERB
sc-1103	41	13	individual	individual	ADJ
sc-1103	41	14	days	day	NOUN
sc-1103	41	15	to	to	PART
sc-1103	41	16	execute	execute	VERB
sc-1103	41	17	the	the	DET
sc-1103	41	18	prerequisite	prerequisite	NOUN
sc-1103	41	19	,	,	PUNCT
sc-1103	41	20	and	and	CCONJ
sc-1103	41	21	a	a	DET
sc-1103	41	22	printed	print	VERB
sc-1103	41	23	depiction	depiction	NOUN
sc-1103	41	24	.	.	PUNCT
sc-1103	42	1	persuasive	persuasive	ADJ
sc-1103	42	2	innovations	innovation	NOUN
sc-1103	42	3	[	[	X
sc-1103	42	4	18	18	NUM
sc-1103	42	5	]	]	SYM
sc-1103	42	6	plan	plan	NOUN
sc-1103	42	7	to	to	PART
sc-1103	42	8	trigger	trigger	VERB
sc-1103	42	9	changes	change	NOUN
sc-1103	42	10	in	in	ADP
sc-1103	42	11	a	a	DET
sc-1103	42	12	client	client	NOUN
sc-1103	42	13	's	's	PART
sc-1103	42	14	dispositions	disposition	NOUN
sc-1103	42	15	and	and	CCONJ
sc-1103	42	16	comportment	comportment	NOUN
sc-1103	42	17	based	base	VERB
sc-1103	42	18	on	on	ADP
sc-1103	42	19	the	the	DET
sc-1103	42	20	ideas	idea	NOUN
sc-1103	42	21	of	of	ADP
sc-1103	42	22	human	human	ADJ
sc-1103	42	23	pc	pc	NOUN
sc-1103	42	24	collaboration	collaboration	NOUN
sc-1103	42	25	.	.	PUNCT
sc-1103	43	1	the	the	DET
sc-1103	43	2	effect	effect	NOUN
sc-1103	43	3	of	of	ADP
sc-1103	43	4	enticing	entice	VERB
sc-1103	43	5	innovations	innovation	NOUN
sc-1103	43	6	can	can	AUX
sc-1103	43	7	be	be	AUX
sc-1103	43	8	fundamentally	fundamentally	ADV
sc-1103	43	9	expanded	expand	VERB
sc-1103	43	10	by	by	ADP
sc-1103	43	11	moreover	moreover	ADV
sc-1103	43	12	coordinating	coordinate	VERB
sc-1103	43	13	proposal	proposal	NOUN
sc-1103	43	14	advancements	advancement	NOUN
sc-1103	43	15	into	into	ADP
sc-1103	43	16	the	the	DET
sc-1103	43	17	plan	plan	NOUN
sc-1103	43	18	of	of	ADP
sc-1103	43	19	persuasive	persuasive	ADJ
sc-1103	43	20	systems	system	NOUN
sc-1103	43	21	.	.	PUNCT
sc-1103	44	1	such	such	DET
sc-1103	44	2	a	a	DET
sc-1103	44	3	methodology	methodology	NOUN
sc-1103	44	4	pushes	push	VERB
sc-1103	44	5	enticing	entice	VERB
sc-1103	44	6	advances	advance	NOUN
sc-1103	44	7	ahead	ahead	ADV
sc-1103	44	8	from	from	ADP
sc-1103	44	9	a	a	DET
sc-1103	44	10	one	one	NUM
sc-1103	44	11	-	-	PUNCT
sc-1103	44	12	size	size	NOUN
sc-1103	44	13	-	-	PUNCT
sc-1103	44	14	fits	fit	VERB
sc-1103	44	15	all	all	DET
sc-1103	44	16	way	way	NOUN
sc-1103	44	17	to	to	PART
sc-1103	44	18	deal	deal	VERB
sc-1103	44	19	with	with	ADP
sc-1103	44	20	a	a	DET
sc-1103	44	21	customized	customized	ADJ
sc-1103	44	22	domain	domain	NOUN
sc-1103	44	23	where	where	SCONJ
sc-1103	44	24	client	client	NOUN
sc-1103	44	25	explicit	explicit	ADJ
sc-1103	44	26	conditions	condition	NOUN
sc-1103	44	27	are	be	AUX
sc-1103	44	28	taken	take	VERB
sc-1103	44	29	into	into	ADP
sc-1103	44	30	translation	translation	NOUN
sc-1103	44	31	while	while	SCONJ
sc-1103	44	32	creating	create	VERB
sc-1103	44	33	convincing	convincing	ADJ
sc-1103	44	34	messages	message	NOUN
sc-1103	44	35	[	[	X
sc-1103	44	36	19	19	NUM
sc-1103	44	37	]	]	PUNCT
sc-1103	44	38	.	.	PUNCT
sc-1103	45	1	instances	instance	NOUN
sc-1103	45	2	of	of	ADP
sc-1103	45	3	the	the	DET
sc-1103	45	4	use	use	NOUN
sc-1103	45	5	of	of	ADP
sc-1103	45	6	proposal	proposal	NOUN
sc-1103	45	7	innovations	innovation	NOUN
sc-1103	45	8	in	in	ADP
sc-1103	45	9	the	the	DET
sc-1103	45	10	viewpoint	viewpoint	NOUN
sc-1103	45	11	of	of	ADP
sc-1103	45	12	enticing	enticing	ADJ
sc-1103	45	13	frameworks	framework	NOUN
sc-1103	45	14	are	be	AUX
sc-1103	45	15	the	the	DET
sc-1103	45	16	execution	execution	NOUN
sc-1103	45	17	of	of	ADP
sc-1103	45	18	physical	physical	ADJ
sc-1103	45	19	action	action	NOUN
sc-1103	45	20	while	while	SCONJ
sc-1103	45	21	playing	play	VERB
sc-1103	45	22	pc	pc	NOUN
sc-1103	45	23	games	game	NOUN
sc-1103	45	24	[	[	X
sc-1103	45	25	7	7	X
sc-1103	45	26	]	]	PUNCT
sc-1103	45	27	and	and	CCONJ
sc-1103	45	28	moving	move	VERB
sc-1103	45	29	programming	programming	NOUN
sc-1103	45	30	engineers	engineer	NOUN
sc-1103	45	31	to	to	PART
sc-1103	45	32	improve	improve	VERB
sc-1103	45	33	the	the	DET
sc-1103	45	34	nature	nature	NOUN
sc-1103	45	35	of	of	ADP
sc-1103	45	36	their	their	PRON
sc-1103	45	37	product	product	NOUN
sc-1103	45	38	modules	module	NOUN
sc-1103	45	39	[	[	X
sc-1103	45	40	8]persuasive	8]persuasive	NUM
sc-1103	45	41	systems	system	NOUN
sc-1103	45	42	games	game	NOUN
sc-1103	45	43	.	.	PUNCT
sc-1103	46	1	games	game	NOUN
sc-1103	46	2	concentrating	concentrate	VERB
sc-1103	46	3	on	on	ADP
sc-1103	46	4	the	the	DET
sc-1103	46	5	inspiration	inspiration	NOUN
sc-1103	46	6	of	of	ADP
sc-1103	46	7	physical	physical	ADJ
sc-1103	46	8	exercises	exercise	NOUN
sc-1103	46	9	incorporate	incorporate	VERB
sc-1103	46	10	extra	extra	ADJ
sc-1103	46	11	reward	reward	NOUN
sc-1103	46	12	systems	system	NOUN
sc-1103	46	13	to	to	PART
sc-1103	46	14	urge	urge	VERB
sc-1103	46	15	players	player	NOUN
sc-1103	46	16	to	to	PART
sc-1103	46	17	perform	perform	VERB
sc-1103	46	18	genuine	genuine	ADJ
sc-1103	46	19	real	real	ADJ
sc-1103	46	20	exercises	exercise	NOUN
sc-1103	46	21	.	.	PUNCT
sc-1103	47	1	berkovsky	berkovsky	PROPN
sc-1103	47	2	et	et	PROPN
sc-1103	47	3	al	al	PROPN
sc-1103	47	4	.	.	PUNCT
sc-1103	48	1	[	[	X
sc-1103	48	2	7	7	X
sc-1103	48	3	]	]	PUNCT
sc-1103	48	4	show	show	VERB
sc-1103	48	5	the	the	DET
sc-1103	48	6	effective	effective	ADJ
sc-1103	48	7	utilization	utilization	NOUN
sc-1103	48	8	of	of	ADP
sc-1103	48	9	collaborative	collaborative	ADJ
sc-1103	48	10	filtering	filtering	NOUN
sc-1103	48	11	recommendation	recommendation	NOUN
sc-1103	48	12	innovations	innovation	NOUN
sc-1103	48	13	[	[	X
sc-1103	48	14	6	6	NUM
sc-1103	48	15	]	]	PUNCT
sc-1103	48	16	for	for	ADP
sc-1103	48	17	assessing	assess	VERB
sc-1103	48	18	the	the	DET
sc-1103	48	19	individual	individual	ADJ
sc-1103	48	20	trouble	trouble	NOUN
sc-1103	48	21	of	of	ADP
sc-1103	48	22	playing	play	VERB
sc-1103	48	23	.	.	PUNCT
sc-1103	49	1	3	3	X
sc-1103	49	2	.	.	NUM
sc-1103	49	3	proposed	propose	VERB
sc-1103	49	4	system	system	NOUN
sc-1103	49	5	music	music	NOUN
sc-1103	49	6	recommendation	recommendation	NOUN
sc-1103	49	7	system	system	NOUN
sc-1103	49	8	utilizes	utilize	VERB
sc-1103	49	9	popularity	popularity	NOUN
sc-1103	49	10	based	base	VERB
sc-1103	49	11	,	,	PUNCT
sc-1103	49	12	collaborative	collaborative	ADJ
sc-1103	49	13	filtering	filtering	NOUN
sc-1103	49	14	based	base	VERB
sc-1103	49	15	and	and	CCONJ
sc-1103	49	16	content	content	NOUN
sc-1103	49	17	based	base	VERB
sc-1103	49	18	recommender	recommender	NOUN
sc-1103	49	19	to	to	PART
sc-1103	49	20	discover	discover	VERB
sc-1103	49	21	relationships	relationship	NOUN
sc-1103	49	22	among	among	ADP
sc-1103	49	23	clients	client	NOUN
sc-1103	49	24	figure	figure	VERB
sc-1103	49	25	1.1	1.1	NUM
sc-1103	49	26	.	.	PUNCT
sc-1103	50	1	recommendation	recommendation	NOUN
sc-1103	50	2	system	system	NOUN
sc-1103	50	3	methods	method	NOUN
sc-1103	50	4	popularity	popularity	NOUN
sc-1103	50	5	recommender	recommender	NOUN
sc-1103	50	6	collaborati	collaborati	PROPN
sc-1103	50	7	ve	ve	AUX
sc-1103	50	8	filtering	filter	VERB
sc-1103	50	9	recommen	recommen	PROPN
sc-1103	50	10	der	der	PROPN
sc-1103	50	11	content	content	PROPN
sc-1103	50	12	based	base	VERB
sc-1103	50	13	recommend	recommend	VERB
sc-1103	50	14	user	user	NOUN
sc-1103	50	15	recommended	recommend	VERB
sc-1103	50	16	song	song	NOUN
sc-1103	50	17	song	song	NOUN
sc-1103	50	18	tabl	tabl	PROPN
sc-1103	50	19	e	e	PROPN
sc-1103	50	20	album	album	NOUN
sc-1103	50	21	table	table	NOUN
sc-1103	50	22	usersong	usersong	NOUN
sc-1103	50	23	relationsh	relationsh	ADJ
sc-1103	50	24	ip	ip	DET
sc-1103	50	25	table	table	NOUN
sc-1103	50	26	profile	profile	NOUN
sc-1103	50	27	table	table	NOUN
sc-1103	50	28	eai	eai	PROPN
sc-1103	50	29	endorsed	endorse	VERB
sc-1103	50	30	transactions	transaction	NOUN
sc-1103	50	31	on	on	ADP
sc-1103	50	32	smart	smart	ADJ
sc-1103	50	33	cities	city	NOUN
sc-1103	50	34	04	04	NUM
sc-1103	50	35	2021	2021	NUM
sc-1103	50	36	08	08	NUM
sc-1103	50	37	2021	2021	NUM
sc-1103	51	1	|	|	ADV
sc-1103	51	2	volume	volume	NOUN
sc-1103	51	3	5	5	NUM
sc-1103	51	4	|	|	ADV
sc-1103	51	5	issue	issue	VERB
sc-1103	51	6	15	15	NUM
sc-1103	51	7	|	|	NOUN
sc-1103	51	8	e2	e2	NOUN
sc-1103	51	9	performance	performance	NOUN
sc-1103	51	10	analysis	analysis	NOUN
sc-1103	51	11	on	on	ADP
sc-1103	51	12	popularity	popularity	NOUN
sc-1103	51	13	based	base	VERB
sc-1103	51	14	,	,	PUNCT
sc-1103	51	15	content	content	NOUN
sc-1103	51	16	based	base	VERB
sc-1103	51	17	and	and	CCONJ
sc-1103	51	18	collaborative	collaborative	ADJ
sc-1103	51	19	filtering	filtering	NOUN
sc-1103	51	20	utilizing	utilize	VERB
sc-1103	51	21	recommendation	recommendation	NOUN
sc-1103	51	22	framework	framework	NOUN
sc-1103	51	23	3	3	NUM
sc-1103	51	24	and	and	CCONJ
sc-1103	51	25	tunes	tune	NOUN
sc-1103	51	26	.	.	PUNCT
sc-1103	52	1	each	each	PRON
sc-1103	52	2	of	of	ADP
sc-1103	52	3	this	this	DET
sc-1103	52	4	recommender	recommender	NOUN
sc-1103	52	5	has	have	VERB
sc-1103	52	6	certain	certain	ADJ
sc-1103	52	7	preferences	preference	NOUN
sc-1103	52	8	and	and	CCONJ
sc-1103	52	9	impediments	impediment	NOUN
sc-1103	52	10	.	.	PUNCT
sc-1103	53	1	this	this	DET
sc-1103	53	2	implementation	implementation	NOUN
sc-1103	53	3	is	be	AUX
sc-1103	53	4	attempted	attempt	VERB
sc-1103	53	5	to	to	PART
sc-1103	53	6	make	make	VERB
sc-1103	53	7	a	a	DET
sc-1103	53	8	coordinated	coordinated	ADJ
sc-1103	53	9	recommender	recommender	NOUN
sc-1103	53	10	which	which	PRON
sc-1103	53	11	is	be	AUX
sc-1103	53	12	blend	blend	NOUN
sc-1103	53	13	of	of	ADP
sc-1103	53	14	all	all	DET
sc-1103	53	15	these	these	DET
sc-1103	53	16	recommender	recommender	NOUN
sc-1103	53	17	to	to	PART
sc-1103	53	18	give	give	VERB
sc-1103	53	19	better	well	ADJ
sc-1103	53	20	suggestions	suggestion	NOUN
sc-1103	53	21	.	.	PUNCT
sc-1103	54	1	to	to	PART
sc-1103	54	2	defeat	defeat	VERB
sc-1103	54	3	this	this	PRON
sc-1103	54	4	,	,	PUNCT
sc-1103	54	5	top	top	ADJ
sc-1103	54	6	spilling	spill	VERB
sc-1103	54	7	administrations	administration	NOUN
sc-1103	54	8	utilize	utilize	VERB
sc-1103	54	9	a	a	DET
sc-1103	54	10	mix	mix	NOUN
sc-1103	54	11	of	of	ADP
sc-1103	54	12	calculations	calculation	NOUN
sc-1103	54	13	to	to	PART
sc-1103	54	14	shape	shape	VERB
sc-1103	54	15	recommender	recommender	NOUN
sc-1103	54	16	framework	framework	NOUN
sc-1103	54	17	.	.	PUNCT
sc-1103	55	1	our	our	PRON
sc-1103	55	2	first	first	ADJ
sc-1103	55	3	approach	approach	NOUN
sc-1103	55	4	is	be	AUX
sc-1103	55	5	to	to	PART
sc-1103	55	6	make	make	VERB
sc-1103	55	7	a	a	DET
sc-1103	55	8	proposal	proposal	NOUN
sc-1103	55	9	system	system	NOUN
sc-1103	55	10	using	use	VERB
sc-1103	55	11	content	content	NOUN
sc-1103	55	12	examination	examination	NOUN
sc-1103	55	13	.	.	PUNCT
sc-1103	56	1	first	first	ADJ
sc-1103	56	2	assignment	assignment	NOUN
sc-1103	56	3	is	be	AUX
sc-1103	56	4	to	to	PART
sc-1103	56	5	remove	remove	VERB
sc-1103	56	6	the	the	DET
sc-1103	56	7	dataset	dataset	NOUN
sc-1103	56	8	suitable	suitable	ADJ
sc-1103	56	9	for	for	ADP
sc-1103	56	10	desire	desire	NOUN
sc-1103	56	11	.	.	PUNCT
sc-1103	57	1	for	for	ADP
sc-1103	57	2	this	this	PRON
sc-1103	57	3	,	,	PUNCT
sc-1103	57	4	we	we	PRON
sc-1103	57	5	have	have	AUX
sc-1103	57	6	taken	take	VERB
sc-1103	57	7	the	the	DET
sc-1103	57	8	fma	fma	NOUN
sc-1103	57	9	and	and	CCONJ
sc-1103	57	10	million	million	NUM
sc-1103	57	11	tune	tune	NOUN
sc-1103	57	12	dataset	dataset	VERB
sc-1103	57	13	from	from	ADP
sc-1103	57	14	columbia.edu	columbia.edu	X
sc-1103	57	15	and	and	CCONJ
sc-1103	57	16	github	github	NOUN
sc-1103	57	17	.	.	PUNCT
sc-1103	58	1	our	our	PRON
sc-1103	58	2	recommender	recommender	NOUN
sc-1103	58	3	system	system	NOUN
sc-1103	58	4	is	be	AUX
sc-1103	58	5	a	a	DET
sc-1103	58	6	cross	cross	NOUN
sc-1103	58	7	breed	breed	NOUN
sc-1103	58	8	approach	approach	NOUN
sc-1103	58	9	between	between	ADP
sc-1103	58	10	collaborative	collaborative	ADJ
sc-1103	58	11	isolating	isolating	NOUN
sc-1103	58	12	,	,	PUNCT
sc-1103	58	13	popularity	popularity	NOUN
sc-1103	58	14	based	base	VERB
sc-1103	58	15	,	,	PUNCT
sc-1103	58	16	and	and	CCONJ
sc-1103	58	17	content	content	NOUN
sc-1103	58	18	based	base	VERB
sc-1103	58	19	separating	separate	VERB
sc-1103	58	20	the	the	DET
sc-1103	58	21	dataset	dataset	NOUN
sc-1103	58	22	was	be	AUX
sc-1103	58	23	pre	pre	ADJ
sc-1103	58	24	-	-	VERB
sc-1103	58	25	processed	processed	ADJ
sc-1103	58	26	using	use	VERB
sc-1103	58	27	r	r	NOUN
sc-1103	58	28	and	and	CCONJ
sc-1103	58	29	python	python	NOUN
sc-1103	58	30	.	.	PUNCT
sc-1103	59	1	the	the	DET
sc-1103	59	2	groups	group	NOUN
sc-1103	59	3	used	use	VERB
sc-1103	59	4	for	for	ADP
sc-1103	59	5	in	in	ADP
sc-1103	59	6	r	r	NOUN
sc-1103	59	7	were	be	AUX
sc-1103	59	8	readr	readr	NOUN
sc-1103	59	9	,	,	PUNCT
sc-1103	59	10	dplyr	dplyr	NOUN
sc-1103	59	11	and	and	CCONJ
sc-1103	59	12	catools	catool	NOUN
sc-1103	59	13	while	while	SCONJ
sc-1103	59	14	pandas	panda	NOUN
sc-1103	59	15	and	and	CCONJ
sc-1103	59	16	numpy	numpy	NOUN
sc-1103	59	17	were	be	AUX
sc-1103	59	18	used	use	VERB
sc-1103	59	19	in	in	ADP
sc-1103	59	20	python	python	PROPN
sc-1103	59	21	.	.	PUNCT
sc-1103	60	1	the	the	DET
sc-1103	60	2	recommendation	recommendation	NOUN
sc-1103	60	3	algorithms	algorithm	NOUN
sc-1103	60	4	mainly	mainly	ADV
sc-1103	60	5	follow	follow	VERB
sc-1103	60	6	collaborative	collaborative	ADJ
sc-1103	60	7	filtering	filtering	NOUN
sc-1103	60	8	,	,	PUNCT
sc-1103	60	9	content	content	NOUN
sc-1103	60	10	-	-	PUNCT
sc-1103	60	11	based	base	VERB
sc-1103	60	12	and	and	CCONJ
sc-1103	60	13	filtering	filtering	NOUN
sc-1103	60	14	approaches	approach	NOUN
sc-1103	60	15	:	:	PUNCT
sc-1103	60	16	1	1	X
sc-1103	60	17	.	.	X
sc-1103	60	18	popularity	popularity	NOUN
sc-1103	60	19	based	base	VERB
sc-1103	60	20	:	:	PUNCT
sc-1103	60	21	the	the	DET
sc-1103	60	22	most	most	ADV
sc-1103	60	23	trifling	trifling	ADJ
sc-1103	60	24	suggestion	suggestion	NOUN
sc-1103	60	25	calculation	calculation	NOUN
sc-1103	60	26	is	be	AUX
sc-1103	60	27	to	to	PART
sc-1103	60	28	just	just	ADV
sc-1103	60	29	present	present	VERB
sc-1103	60	30	every	every	DET
sc-1103	60	31	melody	melody	NOUN
sc-1103	60	32	in	in	ADP
sc-1103	60	33	relative	relative	ADJ
sc-1103	60	34	request	request	NOUN
sc-1103	60	35	of	of	ADP
sc-1103	60	36	its	its	PRON
sc-1103	60	37	prevalence	prevalence	NOUN
sc-1103	60	38	bouncing	bounce	VERB
sc-1103	60	39	those	those	DET
sc-1103	60	40	tunes	tune	NOUN
sc-1103	60	41	previously	previously	ADV
sc-1103	60	42	devoured	devour	VERB
sc-1103	60	43	by	by	ADP
sc-1103	60	44	the	the	DET
sc-1103	60	45	client	client	NOUN
sc-1103	60	46	,	,	PUNCT
sc-1103	60	47	paying	pay	VERB
sc-1103	60	48	little	little	ADJ
sc-1103	60	49	mind	mind	NOUN
sc-1103	60	50	to	to	ADP
sc-1103	60	51	the	the	DET
sc-1103	60	52	client	client	NOUN
sc-1103	60	53	's	's	PART
sc-1103	60	54	taste	taste	NOUN
sc-1103	60	55	profile	profile	NOUN
sc-1103	60	56	.	.	PUNCT
sc-1103	61	1	2	2	X
sc-1103	61	2	.	.	X
sc-1103	61	3	content	content	NOUN
sc-1103	61	4	based	base	VERB
sc-1103	61	5	filtering	filtering	NOUN
sc-1103	61	6	:	:	PUNCT
sc-1103	61	7	use	use	VERB
sc-1103	61	8	highlights	highlight	NOUN
sc-1103	61	9	of	of	ADP
sc-1103	61	10	the	the	DET
sc-1103	61	11	two	two	NUM
sc-1103	61	12	items	item	NOUN
sc-1103	61	13	just	just	ADV
sc-1103	61	14	as	as	SCONJ
sc-1103	61	15	clients	client	NOUN
sc-1103	61	16	so	so	SCONJ
sc-1103	61	17	as	as	SCONJ
sc-1103	61	18	to	to	PART
sc-1103	61	19	estimate	estimate	VERB
sc-1103	61	20	whether	whether	SCONJ
sc-1103	61	21	a	a	DET
sc-1103	61	22	client	client	NOUN
sc-1103	61	23	will	will	AUX
sc-1103	61	24	like	like	VERB
sc-1103	61	25	an	an	DET
sc-1103	61	26	item	item	NOUN
sc-1103	61	27	or	or	CCONJ
sc-1103	61	28	not	not	PART
sc-1103	61	29	.	.	PUNCT
sc-1103	62	1	3	3	X
sc-1103	62	2	.	.	X
sc-1103	62	3	collaborative	collaborative	ADJ
sc-1103	62	4	filtering	filtering	NOUN
sc-1103	62	5	:	:	PUNCT
sc-1103	62	6	it	it	PRON
sc-1103	62	7	can	can	AUX
sc-1103	62	8	be	be	AUX
sc-1103	62	9	either	either	CCONJ
sc-1103	62	10	client	client	NOUN
sc-1103	62	11	based	base	VERB
sc-1103	62	12	or	or	CCONJ
sc-1103	62	13	thing	thing	NOUN
sc-1103	62	14	based	base	VERB
sc-1103	62	15	.	.	PUNCT
sc-1103	63	1	in	in	ADP
sc-1103	63	2	client	client	NOUN
sc-1103	63	3	based	base	VERB
sc-1103	63	4	underwriting	underwriting	NOUN
sc-1103	63	5	,	,	PUNCT
sc-1103	63	6	clients	client	NOUN
sc-1103	63	7	who	who	PRON
sc-1103	63	8	tune	tune	VERB
sc-1103	63	9	comparable	comparable	ADJ
sc-1103	63	10	interests	interest	NOUN
sc-1103	63	11	and	and	CCONJ
sc-1103	63	12	will	will	AUX
sc-1103	63	13	most	most	ADV
sc-1103	63	14	likely	likely	ADJ
sc-1103	63	15	tune	tune	NOUN
sc-1103	63	16	in	in	ADP
sc-1103	63	17	to	to	ADP
sc-1103	63	18	similar	similar	ADJ
sc-1103	63	19	tunes	tune	NOUN
sc-1103	63	20	in	in	ADP
sc-1103	63	21	future	future	NOUN
sc-1103	63	22	.	.	PUNCT
sc-1103	64	1	in	in	ADP
sc-1103	64	2	the	the	DET
sc-1103	64	3	thing	thing	NOUN
sc-1103	64	4	based	base	VERB
sc-1103	64	5	suggestion	suggestion	NOUN
sc-1103	64	6	technique	technique	NOUN
sc-1103	64	7	,	,	PUNCT
sc-1103	64	8	melodies	melody	NOUN
sc-1103	64	9	that	that	PRON
sc-1103	64	10	are	be	AUX
sc-1103	64	11	regularly	regularly	ADV
sc-1103	64	12	tuned	tune	VERB
sc-1103	64	13	in	in	ADP
sc-1103	64	14	by	by	ADP
sc-1103	64	15	a	a	DET
sc-1103	64	16	similar	similar	ADJ
sc-1103	64	17	client	client	NOUN
sc-1103	64	18	will	will	AUX
sc-1103	64	19	in	in	ADP
sc-1103	64	20	general	general	ADJ
sc-1103	64	21	be	be	AUX
sc-1103	64	22	comparative	comparative	ADJ
sc-1103	64	23	and	and	CCONJ
sc-1103	64	24	are	be	AUX
sc-1103	64	25	bound	bind	VERB
sc-1103	64	26	to	to	PART
sc-1103	64	27	be	be	AUX
sc-1103	64	28	listened	listen	VERB
sc-1103	64	29	reserved	reserve	VERB
sc-1103	64	30	in	in	ADP
sc-1103	64	31	future	future	NOUN
sc-1103	64	32	by	by	ADP
sc-1103	64	33	some	some	DET
sc-1103	64	34	other	other	ADJ
sc-1103	64	35	client	client	NOUN
sc-1103	64	36	.	.	PUNCT
sc-1103	65	1	on	on	ADP
sc-1103	65	2	basis	basis	NOUN
sc-1103	65	3	of	of	ADP
sc-1103	65	4	popularity	popularity	NOUN
sc-1103	65	5	based	base	VERB
sc-1103	65	6	,	,	PUNCT
sc-1103	65	7	content	content	NOUN
sc-1103	65	8	based	base	VERB
sc-1103	65	9	and	and	CCONJ
sc-1103	65	10	collaborative	collaborative	ADJ
sc-1103	65	11	filtering	filter	VERB
sc-1103	65	12	the	the	DET
sc-1103	65	13	data	data	NOUN
sc-1103	65	14	is	be	AUX
sc-1103	65	15	filtered	filter	VERB
sc-1103	65	16	and	and	CCONJ
sc-1103	65	17	recommend	recommend	VERB
sc-1103	65	18	the	the	DET
sc-1103	65	19	music	music	NOUN
sc-1103	65	20	for	for	ADP
sc-1103	65	21	users	user	NOUN
sc-1103	65	22	.	.	PUNCT
sc-1103	66	1	by	by	ADP
sc-1103	66	2	combining	combine	VERB
sc-1103	66	3	the	the	DET
sc-1103	66	4	three	three	NUM
sc-1103	66	5	evaluated	evaluated	ADJ
sc-1103	66	6	result	result	NOUN
sc-1103	66	7	is	be	AUX
sc-1103	66	8	filtered	filter	VERB
sc-1103	66	9	through	through	ADP
sc-1103	66	10	and	and	CCONJ
sc-1103	66	11	provide	provide	VERB
sc-1103	66	12	better	well	ADJ
sc-1103	66	13	recommendation	recommendation	NOUN
sc-1103	66	14	.	.	PUNCT
sc-1103	67	1	4	4	X
sc-1103	67	2	.	.	X
sc-1103	67	3	result	result	NOUN
sc-1103	67	4	and	and	CCONJ
sc-1103	67	5	analysis	analysis	NOUN
sc-1103	67	6	the	the	DET
sc-1103	67	7	result	result	NOUN
sc-1103	67	8	outcome	outcome	NOUN
sc-1103	67	9	module	module	NOUN
sc-1103	67	10	is	be	AUX
sc-1103	67	11	shown	show	VERB
sc-1103	67	12	in	in	ADP
sc-1103	67	13	this	this	DET
sc-1103	67	14	paper	paper	NOUN
sc-1103	67	15	.	.	PUNCT
sc-1103	68	1	it	it	PRON
sc-1103	68	2	is	be	AUX
sc-1103	68	3	implemented	implement	VERB
sc-1103	68	4	in	in	ADP
sc-1103	68	5	python	python	NOUN
sc-1103	68	6	with	with	ADP
sc-1103	68	7	the	the	DET
sc-1103	68	8	separate	separate	ADJ
sc-1103	68	9	results	result	NOUN
sc-1103	68	10	of	of	ADP
sc-1103	68	11	each	each	DET
sc-1103	68	12	filtering	filtering	NOUN
sc-1103	68	13	.	.	PUNCT
sc-1103	69	1	this	this	DET
sc-1103	69	2	evaluation	evaluation	NOUN
sc-1103	69	3	is	be	AUX
sc-1103	69	4	shown	show	VERB
sc-1103	69	5	for	for	ADP
sc-1103	69	6	popularity	popularity	NOUN
sc-1103	69	7	based	base	VERB
sc-1103	69	8	recommender	recommender	NOUN
sc-1103	69	9	analysis	analysis	NOUN
sc-1103	69	10	.	.	PUNCT
sc-1103	70	1	figure	figure	NOUN
sc-1103	70	2	1.2	1.2	NUM
sc-1103	70	3	.	.	PUNCT
sc-1103	71	1	showing	show	VERB
sc-1103	71	2	the	the	DET
sc-1103	71	3	correlation	correlation	NOUN
sc-1103	71	4	between	between	ADP
sc-1103	71	5	features	feature	NOUN
sc-1103	71	6	for	for	ADP
sc-1103	71	7	song	song	NOUN
sc-1103	71	8	to	to	PART
sc-1103	71	9	simply	simply	ADV
sc-1103	71	10	present	present	VERB
sc-1103	71	11	each	each	DET
sc-1103	71	12	song	song	NOUN
sc-1103	71	13	in	in	ADP
sc-1103	71	14	descending	descend	VERB
sc-1103	71	15	order	order	NOUN
sc-1103	71	16	of	of	ADP
sc-1103	71	17	its	its	PRON
sc-1103	71	18	popularity	popularity	NOUN
sc-1103	71	19	skipping	skip	VERB
sc-1103	71	20	those	those	DET
sc-1103	71	21	songs	song	NOUN
sc-1103	71	22	already	already	ADV
sc-1103	71	23	consumed	consume	VERB
sc-1103	71	24	by	by	ADP
sc-1103	71	25	the	the	DET
sc-1103	71	26	user	user	NOUN
sc-1103	71	27	,	,	PUNCT
sc-1103	71	28	regardless	regardless	ADV
sc-1103	71	29	of	of	ADP
sc-1103	71	30	the	the	DET
sc-1103	71	31	user	user	NOUN
sc-1103	71	32	’s	’s	PART
sc-1103	71	33	taste	taste	NOUN
sc-1103	71	34	profile	profile	NOUN
sc-1103	71	35	.	.	PUNCT
sc-1103	72	1	4.1	4.1	NUM
sc-1103	72	2	popular	popular	ADJ
sc-1103	72	3	songs	song	NOUN
sc-1103	72	4	scoring	scoring	NOUN
sc-1103	72	5	formula	formula	NOUN
sc-1103	72	6	score	score	NOUN
sc-1103	72	7	=	=	PUNCT
sc-1103	72	8	(	(	PUNCT
sc-1103	72	9	[	[	X
sc-1103	72	10	non_unique_user_listen_count	non_unique_user_listen_count	NOUN
sc-1103	72	11	*	*	SYM
sc-1103	72	12	non_unique_users_weight	non_unique_users_weight	PROPN
sc-1103	72	13	]	]	PUNCT
sc-1103	72	14	+	+	CCONJ
sc-1103	73	1	[	[	X
sc-1103	73	2	unique_user_listen_count	unique_user_listen_count	PROPN
sc-1103	73	3	*	*	PUNCT
sc-1103	73	4	unique_users_weight	unique_users_weight	NUM
sc-1103	73	5	]	]	X
sc-1103	73	6	)	)	PUNCT
sc-1103	73	7	/	/	SYM
sc-1103	73	8	song	song	NOUN
sc-1103	73	9	_	_	NOUN
sc-1103	73	10	age	age	NOUN
sc-1103	73	11	whereunique_users_weight:1	whereunique_users_weight:1	PROPN
sc-1103	73	12	non_unique_users_weight:0.25	non_unique_users_weight:0.25	ADJ
sc-1103	73	13	table1.1	table1.1	VERB
sc-1103	73	14	popular	popular	ADJ
sc-1103	73	15	songs	song	NOUN
sc-1103	73	16	score	score	NOUN
sc-1103	73	17	evaluation	evaluation	NOUN
sc-1103	73	18	:	:	PUNCT
sc-1103	73	19	song	song	NOUN
sc-1103	73	20	_	_	PUNCT
sc-1103	73	21	title	title	NOUN
sc-1103	73	22	listen	listen	NOUN
sc-1103	73	23	_	_	PUNCT
sc-1103	73	24	count	count	NOUN
sc-1103	73	25	unique	unique	ADJ
sc-1103	73	26	_	_	PUNCT
sc-1103	73	27	users	user	NOUN
sc-1103	73	28	song	song	NOUN
sc-1103	73	29	_	_	VERB
sc-1103	73	30	age	age	NOUN
sc-1103	73	31	score	score	NOUN
sc-1103	73	32	set	set	VERB
sc-1103	73	33	fire	fire	NOUN
sc-1103	73	34	to	to	ADP
sc-1103	73	35	the	the	DET
sc-1103	73	36	rain	rain	NOUN
sc-1103	73	37	5	5	NUM
sc-1103	73	38	3	3	NUM
sc-1103	73	39	2	2	NUM
sc-1103	73	40	1.75	1.75	NUM
sc-1103	73	41	eai	eai	NOUN
sc-1103	73	42	endorsed	endorse	VERB
sc-1103	73	43	transactions	transaction	NOUN
sc-1103	73	44	on	on	ADP
sc-1103	73	45	smart	smart	ADJ
sc-1103	73	46	cities	city	NOUN
sc-1103	73	47	04	04	NUM
sc-1103	73	48	2021	2021	NUM
sc-1103	73	49	08	08	NUM
sc-1103	73	50	2021	2021	NUM
sc-1103	73	51	|	|	ADV
sc-1103	73	52	volume	volume	NOUN
sc-1103	73	53	5	5	NUM
sc-1103	73	54	|	|	ADV
sc-1103	73	55	issue	issue	VERB
sc-1103	73	56	15	15	NUM
sc-1103	73	57	|	|	NOUN
sc-1103	73	58	e2	e2	PROPN
sc-1103	73	59	deepkiran	deepkiran	PROPN
sc-1103	73	60	munjal	munjal	VERB
sc-1103	73	61	,	,	PUNCT
sc-1103	73	62	anju	anju	PROPN
sc-1103	73	63	gera	gera	PROPN
sc-1103	73	64	,	,	PUNCT
sc-1103	73	65	pawan	pawan	PROPN
sc-1103	73	66	kumar	kumar	PROPN
sc-1103	73	67	singh	singh	PROPN
sc-1103	73	68	4	4	NUM
sc-1103	73	69	figure	figure	NOUN
sc-1103	73	70	1.3	1.3	NUM
sc-1103	73	71	.	.	PUNCT
sc-1103	73	72	showing	show	VERB
sc-1103	73	73	the	the	DET
sc-1103	73	74	values	value	NOUN
sc-1103	73	75	of	of	ADP
sc-1103	73	76	various	various	ADJ
sc-1103	73	77	features	feature	NOUN
sc-1103	73	78	of	of	ADP
sc-1103	73	79	corresponding	correspond	VERB
sc-1103	73	80	songs	song	NOUN
sc-1103	73	81	it	it	PRON
sc-1103	73	82	very	very	ADV
sc-1103	73	83	well	well	ADV
sc-1103	73	84	may	may	AUX
sc-1103	73	85	be	be	AUX
sc-1103	73	86	either	either	CCONJ
sc-1103	73	87	client	client	NOUN
sc-1103	73	88	based	base	VERB
sc-1103	73	89	or	or	CCONJ
sc-1103	73	90	thing	thing	NOUN
sc-1103	73	91	based	base	VERB
sc-1103	73	92	.	.	PUNCT
sc-1103	74	1	in	in	ADP
sc-1103	74	2	client	client	NOUN
sc-1103	74	3	based	base	VERB
sc-1103	74	4	suggestion	suggestion	NOUN
sc-1103	74	5	,	,	PUNCT
sc-1103	74	6	clients	client	NOUN
sc-1103	74	7	who	who	PRON
sc-1103	74	8	tune	tune	VERB
sc-1103	74	9	in	in	ADP
sc-1103	74	10	to	to	ADP
sc-1103	74	11	similar	similar	ADJ
sc-1103	74	12	melodies	melody	NOUN
sc-1103	74	13	in	in	ADP
sc-1103	74	14	the	the	DET
sc-1103	74	15	past	past	NOUN
sc-1103	74	16	will	will	AUX
sc-1103	74	17	in	in	ADP
sc-1103	74	18	general	general	ADJ
sc-1103	74	19	have	have	VERB
sc-1103	74	20	comparative	comparative	ADJ
sc-1103	74	21	interests	interest	NOUN
sc-1103	74	22	and	and	CCONJ
sc-1103	74	23	will	will	AUX
sc-1103	74	24	presumably	presumably	ADV
sc-1103	74	25	tune	tune	VERB
sc-1103	74	26	in	in	ADP
sc-1103	74	27	to	to	ADP
sc-1103	74	28	similar	similar	ADJ
sc-1103	74	29	tunes	tune	NOUN
sc-1103	74	30	in	in	ADP
sc-1103	74	31	future	future	NOUN
sc-1103	74	32	.	.	PUNCT
sc-1103	75	1	in	in	ADP
sc-1103	75	2	the	the	DET
sc-1103	75	3	thing	thing	NOUN
sc-1103	75	4	based	base	VERB
sc-1103	75	5	proposal	proposal	NOUN
sc-1103	75	6	procedure	procedure	NOUN
sc-1103	75	7	,	,	PUNCT
sc-1103	75	8	tunes	tune	NOUN
sc-1103	75	9	that	that	PRON
sc-1103	75	10	are	be	AUX
sc-1103	75	11	regularly	regularly	ADV
sc-1103	75	12	tuned	tune	VERB
sc-1103	75	13	in	in	ADP
sc-1103	75	14	by	by	ADP
sc-1103	75	15	a	a	DET
sc-1103	75	16	similar	similar	ADJ
sc-1103	75	17	client	client	NOUN
sc-1103	75	18	will	will	AUX
sc-1103	75	19	in	in	ADP
sc-1103	75	20	general	general	ADJ
sc-1103	75	21	be	be	AUX
sc-1103	75	22	comparable	comparable	ADJ
sc-1103	75	23	and	and	CCONJ
sc-1103	75	24	are	be	AUX
sc-1103	75	25	bound	bind	VERB
sc-1103	75	26	to	to	PART
sc-1103	75	27	be	be	AUX
sc-1103	75	28	listened	listen	VERB
sc-1103	75	29	together	together	ADV
sc-1103	75	30	in	in	ADP
sc-1103	75	31	future	future	NOUN
sc-1103	75	32	by	by	ADP
sc-1103	75	33	some	some	DET
sc-1103	75	34	other	other	ADJ
sc-1103	75	35	client	client	NOUN
sc-1103	75	36	.	.	PUNCT
sc-1103	76	1	by	by	ADP
sc-1103	76	2	controlling	control	VERB
sc-1103	76	3	the	the	DET
sc-1103	76	4	informational	informational	ADJ
sc-1103	76	5	collection	collection	NOUN
sc-1103	76	6	,	,	PUNCT
sc-1103	76	7	changing	change	VERB
sc-1103	76	8	the	the	DET
sc-1103	76	9	learning	learning	NOUN
sc-1103	76	10	set	set	VERB
sc-1103	76	11	and	and	CCONJ
sc-1103	76	12	testing	testing	NOUN
sc-1103	76	13	set	set	NOUN
sc-1103	76	14	,	,	PUNCT
sc-1103	76	15	changing	change	VERB
sc-1103	76	16	a	a	DET
sc-1103	76	17	few	few	ADJ
sc-1103	76	18	parameters	parameter	NOUN
sc-1103	76	19	of	of	ADP
sc-1103	76	20	the	the	DET
sc-1103	76	21	issue	issue	NOUN
sc-1103	76	22	and	and	CCONJ
sc-1103	76	23	breaking	break	VERB
sc-1103	76	24	down	down	ADP
sc-1103	76	25	the	the	DET
sc-1103	76	26	outcome	outcome	NOUN
sc-1103	76	27	,	,	PUNCT
sc-1103	76	28	we	we	PRON
sc-1103	76	29	acquire	acquire	VERB
sc-1103	76	30	a	a	DET
sc-1103	76	31	great	great	ADJ
sc-1103	76	32	deal	deal	NOUN
sc-1103	76	33	rehearsing	rehearse	VERB
sc-1103	76	34	aptitudes	aptitude	NOUN
sc-1103	76	35	.	.	PUNCT
sc-1103	77	1	figure	figure	VERB
sc-1103	77	2	1.4	1.4	NUM
sc-1103	77	3	.	.	PUNCT
sc-1103	78	1	showing	show	VERB
sc-1103	78	2	the	the	DET
sc-1103	78	3	song	song	NOUN
sc-1103	78	4	co	co	NOUN
sc-1103	78	5	-	-	NOUN
sc-1103	78	6	occurrence	occurrence	ADJ
sc-1103	78	7	matrix	matrix	NOUN
sc-1103	78	8	eai	eai	NOUN
sc-1103	78	9	endorsed	endorse	VERB
sc-1103	78	10	transactions	transaction	NOUN
sc-1103	78	11	on	on	ADP
sc-1103	78	12	smart	smart	ADJ
sc-1103	78	13	cities	city	NOUN
sc-1103	78	14	04	04	NUM
sc-1103	78	15	2021	2021	NUM
sc-1103	78	16	08	08	NUM
sc-1103	78	17	2021	2021	NUM
sc-1103	78	18	|	|	ADV
sc-1103	78	19	volume	volume	NOUN
sc-1103	78	20	5	5	NUM
sc-1103	78	21	|	|	ADV
sc-1103	78	22	issue	issue	VERB
sc-1103	78	23	15	15	NUM
sc-1103	78	24	|	|	NOUN
sc-1103	78	25	e2	e2	NOUN
sc-1103	78	26	performance	performance	NOUN
sc-1103	78	27	analysis	analysis	NOUN
sc-1103	78	28	on	on	ADP
sc-1103	78	29	popularity	popularity	NOUN
sc-1103	78	30	based	base	VERB
sc-1103	78	31	,	,	PUNCT
sc-1103	78	32	content	content	NOUN
sc-1103	78	33	based	base	VERB
sc-1103	78	34	and	and	CCONJ
sc-1103	78	35	collaborative	collaborative	ADJ
sc-1103	78	36	filtering	filtering	NOUN
sc-1103	78	37	utilizing	utilize	VERB
sc-1103	78	38	recommendation	recommendation	NOUN
sc-1103	78	39	framework	framework	NOUN
sc-1103	78	40	5	5	NUM
sc-1103	78	41	figure	figure	NOUN
sc-1103	78	42	1.5	1.5	NUM
sc-1103	78	43	.	.	PUNCT
sc-1103	79	1	showing	show	VERB
sc-1103	79	2	the	the	DET
sc-1103	79	3	summation	summation	NOUN
sc-1103	79	4	across	across	ADP
sc-1103	79	5	columns	column	NOUN
sc-1103	79	6	in	in	ADP
sc-1103	79	7	song	song	NOUN
sc-1103	79	8	co	co	NOUN
sc-1103	79	9	-	-	ADJ
sc-1103	79	10	occurrence	occurrence	ADJ
sc-1103	79	11	matrix	matrix	NOUN
sc-1103	79	12	figure	figure	NOUN
sc-1103	79	13	1.6	1.6	NUM
sc-1103	79	14	.	.	PUNCT
sc-1103	80	1	showing	show	VERB
sc-1103	80	2	the	the	DET
sc-1103	80	3	normalized	normalize	VERB
sc-1103	80	4	song	song	ADJ
sc-1103	80	5	recommendations	recommendation	NOUN
sc-1103	80	6	5	5	NUM
sc-1103	80	7	.	.	PUNCT
sc-1103	80	8	conclusion	conclusion	NOUN
sc-1103	80	9	in	in	ADP
sc-1103	80	10	music	music	NOUN
sc-1103	80	11	recommender	recommender	NOUN
sc-1103	80	12	system	system	NOUN
sc-1103	80	13	there	there	PRON
sc-1103	80	14	are	be	VERB
sc-1103	80	15	various	various	ADJ
sc-1103	80	16	ways	way	NOUN
sc-1103	80	17	to	to	PART
sc-1103	80	18	deal	deal	VERB
sc-1103	80	19	with	with	ADP
sc-1103	80	20	this	this	DET
sc-1103	80	21	issue	issue	NOUN
sc-1103	80	22	and	and	CCONJ
sc-1103	80	23	we	we	PRON
sc-1103	80	24	become	become	VERB
sc-1103	80	25	acquainted	acquainted	ADJ
sc-1103	80	26	with	with	ADP
sc-1103	80	27	certain	certain	ADJ
sc-1103	80	28	calculations	calculation	NOUN
sc-1103	80	29	in	in	ADP
sc-1103	80	30	detail	detail	NOUN
sc-1103	80	31	and	and	CCONJ
sc-1103	80	32	particularly	particularly	ADV
sc-1103	80	33	the	the	DET
sc-1103	80	34	models	model	NOUN
sc-1103	80	35	that	that	PRON
sc-1103	80	36	we	we	PRON
sc-1103	80	37	have	have	AUX
sc-1103	80	38	clarified	clarify	VERB
sc-1103	80	39	previously	previously	ADV
sc-1103	80	40	.	.	PUNCT
sc-1103	81	1	by	by	ADP
sc-1103	81	2	utilized	utilize	VERB
sc-1103	81	3	the	the	DET
sc-1103	81	4	informational	informational	ADJ
sc-1103	81	5	index	index	NOUN
sc-1103	81	6	,	,	PUNCT
sc-1103	81	7	changing	change	VERB
sc-1103	81	8	the	the	DET
sc-1103	81	9	learning	learning	NOUN
sc-1103	81	10	set	set	VERB
sc-1103	81	11	and	and	CCONJ
sc-1103	81	12	testing	testing	NOUN
sc-1103	81	13	set	set	NOUN
sc-1103	81	14	,	,	PUNCT
sc-1103	81	15	changing	change	VERB
sc-1103	81	16	a	a	DET
sc-1103	81	17	few	few	ADJ
sc-1103	81	18	parameters	parameter	NOUN
sc-1103	81	19	of	of	ADP
sc-1103	81	20	the	the	DET
sc-1103	81	21	issue	issue	NOUN
sc-1103	81	22	and	and	CCONJ
sc-1103	81	23	breaking	break	VERB
sc-1103	81	24	down	down	ADP
sc-1103	81	25	the	the	DET
sc-1103	81	26	outcome	outcome	NOUN
sc-1103	81	27	,	,	PUNCT
sc-1103	81	28	we	we	PRON
sc-1103	81	29	win	win	VERB
sc-1103	81	30	a	a	DET
sc-1103	81	31	great	great	ADJ
sc-1103	81	32	deal	deal	NOUN
sc-1103	81	33	rehearsing	rehearse	VERB
sc-1103	81	34	abilities	ability	NOUN
sc-1103	81	35	.	.	PUNCT
sc-1103	82	1	we	we	PRON
sc-1103	82	2	have	have	AUX
sc-1103	82	3	confronted	confront	VERB
sc-1103	82	4	a	a	DET
sc-1103	82	5	great	great	ADJ
sc-1103	82	6	deal	deal	NOUN
sc-1103	82	7	of	of	ADP
sc-1103	82	8	issues	issue	NOUN
sc-1103	82	9	in	in	ADP
sc-1103	82	10	managing	manage	VERB
sc-1103	82	11	tremendous	tremendous	ADJ
sc-1103	82	12	dataset	dataset	NOUN
sc-1103	82	13	,	,	PUNCT
sc-1103	82	14	how	how	SCONJ
sc-1103	82	15	to	to	PART
sc-1103	82	16	investigate	investigate	VERB
sc-1103	82	17	it	it	PRON
sc-1103	82	18	in	in	ADP
sc-1103	82	19	a	a	DET
sc-1103	82	20	superior	superior	ADJ
sc-1103	82	21	way	way	NOUN
sc-1103	82	22	and	and	CCONJ
sc-1103	82	23	we	we	PRON
sc-1103	82	24	likewise	likewise	ADV
sc-1103	82	25	experienced	experience	VERB
sc-1103	82	26	issues	issue	NOUN
sc-1103	82	27	in	in	ADP
sc-1103	82	28	some	some	DET
sc-1103	82	29	program	program	NOUN
sc-1103	82	30	configuration	configuration	NOUN
sc-1103	82	31	subtleties	subtlety	NOUN
sc-1103	82	32	.	.	PUNCT
sc-1103	83	1	in	in	ADP
sc-1103	83	2	any	any	DET
sc-1103	83	3	case	case	NOUN
sc-1103	83	4	,	,	PUNCT
sc-1103	83	5	with	with	ADP
sc-1103	83	6	parcel	parcel	NOUN
sc-1103	83	7	of	of	ADP
sc-1103	83	8	efforts	effort	NOUN
sc-1103	83	9	,	,	PUNCT
sc-1103	83	10	we	we	PRON
sc-1103	83	11	have	have	AUX
sc-1103	83	12	conquered	conquer	VERB
sc-1103	83	13	these	these	PRON
sc-1103	83	14	.	.	PUNCT
sc-1103	84	1	as	as	ADV
sc-1103	84	2	far	far	ADV
sc-1103	84	3	as	as	ADP
sc-1103	84	4	research	research	NOUN
sc-1103	84	5	,	,	PUNCT
sc-1103	84	6	despite	despite	SCONJ
sc-1103	84	7	everything	everything	PRON
sc-1103	84	8	we	we	PRON
sc-1103	84	9	have	have	VERB
sc-1103	84	10	a	a	DET
sc-1103	84	11	ton	ton	NOUN
sc-1103	84	12	to	to	PART
sc-1103	84	13	do	do	VERB
sc-1103	84	14	to	to	PART
sc-1103	84	15	make	make	VERB
sc-1103	84	16	our	our	PRON
sc-1103	84	17	examinations	examination	NOUN
sc-1103	84	18	a	a	DET
sc-1103	84	19	superior	superior	ADJ
sc-1103	84	20	one	one	NUM
sc-1103	84	21	.	.	PUNCT
sc-1103	85	1	music	music	NOUN
sc-1103	85	2	recommender	recommender	NOUN
sc-1103	85	3	system	system	NOUN
sc-1103	85	4	is	be	AUX
sc-1103	85	5	such	such	DET
sc-1103	85	6	a	a	DET
sc-1103	85	7	wide	wide	ADJ
sc-1103	85	8	,	,	PUNCT
sc-1103	85	9	open	open	ADJ
sc-1103	85	10	and	and	CCONJ
sc-1103	85	11	intricate	intricate	ADJ
sc-1103	85	12	matter	matter	NOUN
sc-1103	85	13	that	that	SCONJ
sc-1103	85	14	we	we	PRON
sc-1103	85	15	can	can	AUX
sc-1103	85	16	take	take	VERB
sc-1103	85	17	a	a	DET
sc-1103	85	18	few	few	ADJ
sc-1103	85	19	activities	activity	NOUN
sc-1103	85	20	and	and	CCONJ
sc-1103	85	21	do	do	VERB
sc-1103	85	22	significantly	significantly	ADV
sc-1103	85	23	more	more	ADJ
sc-1103	85	24	tests	test	NOUN
sc-1103	85	25	in	in	ADP
sc-1103	85	26	future	future	NOUN
sc-1103	85	27	.	.	PUNCT
sc-1103	86	1	we	we	PRON
sc-1103	86	2	likewise	likewise	ADV
sc-1103	86	3	got	get	VERB
sc-1103	86	4	the	the	DET
sc-1103	86	5	chance	chance	NOUN
sc-1103	86	6	to	to	PART
sc-1103	86	7	understand	understand	VERB
sc-1103	86	8	that	that	SCONJ
sc-1103	86	9	developing	develop	VERB
sc-1103	86	10	a	a	DET
sc-1103	86	11	recommender	recommender	NOUN
sc-1103	86	12	framework	framework	NOUN
sc-1103	86	13	is	be	AUX
sc-1103	86	14	certainly	certainly	ADV
sc-1103	86	15	not	not	PART
sc-1103	86	16	a	a	DET
sc-1103	86	17	unimportant	unimportant	ADJ
sc-1103	86	18	errand	errand	NOUN
sc-1103	86	19	.	.	PUNCT
sc-1103	87	1	the	the	DET
sc-1103	87	2	way	way	NOUN
sc-1103	87	3	that	that	PRON
sc-1103	87	4	enormous	enormous	ADJ
sc-1103	87	5	scale	scale	NOUN
sc-1103	87	6	dataset	dataset	NOUN
sc-1103	87	7	makes	make	VERB
sc-1103	87	8	it	it	PRON
sc-1103	87	9	troublesome	troublesome	ADJ
sc-1103	87	10	in	in	ADP
sc-1103	87	11	numerous	numerous	ADJ
sc-1103	87	12	perspectives	perspective	NOUN
sc-1103	87	13	.	.	PUNCT
sc-1103	88	1	right	right	ADV
sc-1103	88	2	off	off	ADP
sc-1103	88	3	the	the	DET
sc-1103	88	4	bat	bat	NOUN
sc-1103	88	5	,	,	PUNCT
sc-1103	88	6	suggesting	suggest	VERB
sc-1103	88	7	pertinent	pertinent	ADJ
sc-1103	88	8	tunes	tune	NOUN
sc-1103	88	9	out	out	ADP
sc-1103	88	10	of	of	ADP
sc-1103	88	11	large	large	ADJ
sc-1103	88	12	dataset	dataset	NOUN
sc-1103	88	13	for	for	ADP
sc-1103	88	14	various	various	ADJ
sc-1103	88	15	clients	client	NOUN
sc-1103	88	16	is	be	AUX
sc-1103	88	17	n't	not	PART
sc-1103	88	18	a	a	DET
sc-1103	88	19	simple	simple	ADJ
sc-1103	88	20	errand	errand	NOUN
sc-1103	88	21	.	.	PUNCT
sc-1103	89	1	also	also	ADV
sc-1103	89	2	,	,	PUNCT
sc-1103	89	3	the	the	DET
sc-1103	89	4	metadata	metadata	NOUN
sc-1103	89	5	incorporates	incorporate	VERB
sc-1103	89	6	gigantic	gigantic	ADJ
sc-1103	89	7	data	datum	NOUN
sc-1103	89	8	and	and	CCONJ
sc-1103	89	9	while	while	SCONJ
sc-1103	89	10	investigating	investigate	VERB
sc-1103	89	11	it	it	PRON
sc-1103	89	12	,	,	PUNCT
sc-1103	89	13	it	it	PRON
sc-1103	89	14	is	be	AUX
sc-1103	89	15	hard	hard	ADJ
sc-1103	89	16	to	to	PART
sc-1103	89	17	dig	dig	VERB
sc-1103	89	18	important	important	ADJ
sc-1103	89	19	highlights	highlight	NOUN
sc-1103	89	20	for	for	ADP
sc-1103	89	21	melody	melody	NOUN
sc-1103	89	22	.	.	PUNCT
sc-1103	90	1	thirdly	thirdly	ADV
sc-1103	90	2	,	,	PUNCT
sc-1103	90	3	in	in	ADP
sc-1103	90	4	fact	fact	NOUN
sc-1103	90	5	talking	talk	VERB
sc-1103	90	6	,	,	PUNCT
sc-1103	90	7	preparing	prepare	VERB
sc-1103	90	8	such	such	DET
sc-1103	90	9	a	a	DET
sc-1103	90	10	tremendous	tremendous	ADJ
sc-1103	90	11	dataset	dataset	NOUN
sc-1103	90	12	is	be	AUX
sc-1103	90	13	memory	memory	NOUN
sc-1103	90	14	and	and	CCONJ
sc-1103	90	15	cpu	cpu	NOUN
sc-1103	90	16	serious	serious	ADJ
sc-1103	90	17	.	.	PUNCT
sc-1103	91	1	every	every	DET
sc-1103	91	2	one	one	NUM
sc-1103	91	3	of	of	ADP
sc-1103	91	4	these	these	DET
sc-1103	91	5	troubles	trouble	NOUN
sc-1103	91	6	because	because	SCONJ
sc-1103	91	7	of	of	ADP
sc-1103	91	8	the	the	DET
sc-1103	91	9	information	information	NOUN
sc-1103	91	10	and	and	CCONJ
sc-1103	91	11	to	to	ADP
sc-1103	91	12	the	the	DET
sc-1103	91	13	framework	framework	NOUN
sc-1103	91	14	itself	itself	PRON
sc-1103	91	15	makes	make	VERB
sc-1103	91	16	it	it	PRON
sc-1103	91	17	all	all	DET
sc-1103	91	18	the	the	DET
sc-1103	91	19	more	more	ADJ
sc-1103	91	20	testing	testing	NOUN
sc-1103	91	21	and	and	CCONJ
sc-1103	91	22	furthermore	furthermore	ADV
sc-1103	91	23	increasingly	increasingly	ADV
sc-1103	91	24	appealing	appealing	ADJ
sc-1103	91	25	.	.	PUNCT
sc-1103	92	1	6	6	X
sc-1103	92	2	.	.	X
sc-1103	92	3	future	future	ADJ
sc-1103	92	4	work	work	NOUN
sc-1103	92	5	in	in	ADP
sc-1103	92	6	future	future	NOUN
sc-1103	92	7	,	,	PUNCT
sc-1103	92	8	firstly	firstly	ADV
sc-1103	92	9	we	we	PRON
sc-1103	92	10	want	want	VERB
sc-1103	92	11	to	to	PART
sc-1103	92	12	work	work	VERB
sc-1103	92	13	upon	upon	SCONJ
sc-1103	92	14	segmentation	segmentation	NOUN
sc-1103	92	15	of	of	ADP
sc-1103	92	16	data	datum	NOUN
sc-1103	92	17	set	set	VERB
sc-1103	92	18	.	.	PUNCT
sc-1103	93	1	there	there	PRON
sc-1103	93	2	is	be	VERB
sc-1103	93	3	a	a	DET
sc-1103	93	4	huge	huge	ADJ
sc-1103	93	5	set	set	NOUN
sc-1103	93	6	of	of	ADP
sc-1103	93	7	data	datum	NOUN
sc-1103	93	8	available	available	ADJ
sc-1103	93	9	.	.	PUNCT
sc-1103	94	1	to	to	PART
sc-1103	94	2	classify	classify	VERB
sc-1103	94	3	and	and	CCONJ
sc-1103	94	4	segment	segment	NOUN
sc-1103	94	5	data	datum	NOUN
sc-1103	94	6	is	be	AUX
sc-1103	94	7	the	the	DET
sc-1103	94	8	toughest	tough	ADJ
sc-1103	94	9	job	job	NOUN
sc-1103	94	10	.	.	PUNCT
sc-1103	95	1	we	we	PRON
sc-1103	95	2	will	will	AUX
sc-1103	95	3	work	work	VERB
sc-1103	95	4	on	on	ADP
sc-1103	95	5	this	this	DET
sc-1103	95	6	area	area	NOUN
sc-1103	95	7	to	to	PART
sc-1103	95	8	make	make	VERB
sc-1103	95	9	data	datum	NOUN
sc-1103	95	10	set	set	VERB
sc-1103	95	11	clear	clear	ADJ
sc-1103	95	12	and	and	CCONJ
sc-1103	95	13	segregated	segregated	ADJ
sc-1103	95	14	.	.	PUNCT
sc-1103	96	1	this	this	PRON
sc-1103	96	2	will	will	AUX
sc-1103	96	3	increase	increase	VERB
sc-1103	96	4	the	the	DET
sc-1103	96	5	performance	performance	NOUN
sc-1103	96	6	of	of	ADP
sc-1103	96	7	recommendation	recommendation	NOUN
sc-1103	96	8	system	system	NOUN
sc-1103	96	9	more	more	ADV
sc-1103	96	10	fast	fast	ADJ
sc-1103	96	11	and	and	CCONJ
sc-1103	96	12	accurate	accurate	ADJ
sc-1103	96	13	.	.	PUNCT
sc-1103	97	1	for	for	ADP
sc-1103	97	2	this	this	PRON
sc-1103	97	3	we	we	PRON
sc-1103	97	4	can	can	AUX
sc-1103	97	5	apply	apply	VERB
sc-1103	97	6	many	many	ADJ
sc-1103	97	7	clustering	clustering	ADJ
sc-1103	97	8	algorithms	algorithm	NOUN
sc-1103	97	9	.	.	PUNCT
sc-1103	98	1	in	in	ADP
sc-1103	98	2	future	future	ADJ
sc-1103	98	3	the	the	DET
sc-1103	98	4	proposal	proposal	NOUN
sc-1103	98	5	framework	framework	NOUN
sc-1103	98	6	can	can	AUX
sc-1103	98	7	be	be	AUX
sc-1103	98	8	utilized	utilize	VERB
sc-1103	98	9	for	for	ADP
sc-1103	98	10	different	different	ADJ
sc-1103	98	11	applications	application	NOUN
sc-1103	98	12	like	like	ADP
sc-1103	98	13	in	in	ADP
sc-1103	98	14	restorative	restorative	ADJ
sc-1103	98	15	field	field	NOUN
sc-1103	98	16	for	for	ADP
sc-1103	98	17	directing	direct	VERB
sc-1103	98	18	the	the	DET
sc-1103	98	19	best	good	ADJ
sc-1103	98	20	medicinal	medicinal	ADJ
sc-1103	98	21	analyse	analyse	NOUN
sc-1103	98	22	for	for	ADP
sc-1103	98	23	fix	fix	NOUN
sc-1103	98	24	of	of	ADP
sc-1103	98	25	a	a	DET
sc-1103	98	26	patient	patient	NOUN
sc-1103	98	27	and	and	CCONJ
sc-1103	98	28	in	in	ADP
sc-1103	98	29	future	future	NOUN
sc-1103	98	30	(	(	PUNCT
sc-1103	98	31	in	in	ADP
sc-1103	98	32	medical	medical	ADJ
sc-1103	98	33	field	field	NOUN
sc-1103	98	34	)	)	PUNCT
sc-1103	98	35	this	this	PRON
sc-1103	98	36	will	will	AUX
sc-1103	98	37	be	be	AUX
sc-1103	98	38	relevant	relevant	ADJ
sc-1103	98	39	to	to	PART
sc-1103	98	40	work	work	VERB
sc-1103	98	41	in	in	ADP
sc-1103	98	42	space	space	NOUN
sc-1103	98	43	of	of	ADP
sc-1103	98	44	man	man	NOUN
sc-1103	98	45	-	-	PUNCT
sc-1103	98	46	made	make	VERB
sc-1103	98	47	consciousness	consciousness	NOUN
sc-1103	98	48	.	.	PUNCT
sc-1103	99	1	building	build	VERB
sc-1103	99	2	capable	capable	ADJ
sc-1103	99	3	suggestion	suggestion	NOUN
sc-1103	99	4	set	set	VERB
sc-1103	99	5	of	of	ADP
sc-1103	99	6	rules	rule	NOUN
sc-1103	99	7	and	and	CCONJ
sc-1103	99	8	the	the	DET
sc-1103	99	9	comparing	compare	VERB
sc-1103	99	10	uis	uis	PROPN
sc-1103	99	11	requires	require	VERB
sc-1103	99	12	a	a	DET
sc-1103	99	13	profound	profound	ADJ
sc-1103	99	14	comprehension	comprehension	NOUN
sc-1103	99	15	of	of	ADP
sc-1103	99	16	human	human	ADJ
sc-1103	99	17	choice	choice	NOUN
sc-1103	99	18	procedures	procedure	NOUN
sc-1103	99	19	.	.	PUNCT
sc-1103	100	1	this	this	DET
sc-1103	100	2	objective	objective	NOUN
sc-1103	100	3	can	can	AUX
sc-1103	100	4	be	be	AUX
sc-1103	100	5	accomplished	accomplish	VERB
sc-1103	100	6	by	by	ADP
sc-1103	100	7	investigating	investigate	VERB
sc-1103	100	8	existing	exist	VERB
sc-1103	100	9	mental	mental	ADJ
sc-1103	100	10	plans	plan	NOUN
sc-1103	100	11	of	of	ADP
sc-1103	100	12	human	human	ADJ
sc-1103	100	13	basic	basic	ADJ
sc-1103	100	14	leadership	leadership	NOUN
sc-1103	100	15	and	and	CCONJ
sc-1103	100	16	their	their	PRON
sc-1103	100	17	impact	impact	NOUN
sc-1103	100	18	on	on	ADP
sc-1103	100	19	the	the	DET
sc-1103	100	20	development	development	NOUN
sc-1103	100	21	of	of	ADP
sc-1103	100	22	recommender	recommender	NOUN
sc-1103	100	23	frameworks	framework	NOUN
sc-1103	100	24	.	.	PUNCT
sc-1103	101	1	references	reference	NOUN
sc-1103	101	2	[	[	X
sc-1103	101	3	1	1	NUM
sc-1103	101	4	]	]	PUNCT
sc-1103	101	5	book	book	NOUN
sc-1103	101	6	:	:	PUNCT
sc-1103	101	7	schafer	schafer	NOUN
sc-1103	101	8	,	,	PUNCT
sc-1103	101	9	j.b	j.b	PROPN
sc-1103	101	10	.	.	PROPN
sc-1103	101	11	,	,	PUNCT
sc-1103	101	12	konstan	konstan	PROPN
sc-1103	101	13	,	,	PUNCT
sc-1103	101	14	j.a	j.a	PROPN
sc-1103	101	15	.	.	PROPN
sc-1103	101	16	&	&	CCONJ
sc-1103	101	17	riedl	riedl	PROPN
sc-1103	101	18	,	,	PUNCT
sc-1103	101	19	j.	j.	PROPN
sc-1103	101	20	ecommerce	ecommerce	PROPN
sc-1103	101	21	recommendation	recommendation	PROPN
sc-1103	101	22	applications	application	NOUN
sc-1103	101	23	.	.	PUNCT
sc-1103	102	1	data	datum	NOUN
sc-1103	102	2	mining	mining	NOUN
sc-1103	102	3	and	and	CCONJ
sc-1103	102	4	knowledge	knowledge	NOUN
sc-1103	102	5	discovery	discovery	PROPN
sc-1103	102	6	5	5	NUM
sc-1103	102	7	,	,	PUNCT
sc-1103	102	8	115–153	115–153	NUM
sc-1103	102	9	(	(	PUNCT
sc-1103	102	10	2001	2001	NUM
sc-1103	102	11	)	)	PUNCT
sc-1103	102	12	.	.	PUNCT
sc-1103	103	1	[	[	X
sc-1103	103	2	2	2	NUM
sc-1103	103	3	]	]	PUNCT
sc-1103	103	4	journal	journal	NOUN
sc-1103	103	5	article	article	NOUN
sc-1103	103	6	:	:	PUNCT
sc-1103	103	7	pazzani	pazzani	NOUN
sc-1103	103	8	,	,	PUNCT
sc-1103	103	9	m.	m.	NOUN
sc-1103	103	10	,	,	PUNCT
sc-1103	103	11	billsus	billsus	NOUN
sc-1103	103	12	,	,	PUNCT
sc-1103	103	13	d	d	PROPN
sc-1103	103	14	,	,	PUNCT
sc-1103	103	15	a	a	DET
sc-1103	103	16	framework	framework	NOUN
sc-1103	103	17	for	for	ADP
sc-1103	103	18	collaborative	collaborative	ADJ
sc-1103	103	19	,	,	PUNCT
sc-1103	103	20	content	content	NOUN
sc-1103	103	21	-	-	PUNCT
sc-1103	103	22	based	base	VERB
sc-1103	103	23	and	and	CCONJ
sc-1103	103	24	demographic	demographic	ADJ
sc-1103	103	25	filtering	filtering	NOUN
sc-1103	103	26	learning	learning	NOUN
sc-1103	103	27	and	and	CCONJ
sc-1103	103	28	revising	revise	VERB
sc-1103	103	29	user	user	NOUN
sc-1103	103	30	profiles	profile	NOUN
sc-1103	103	31	,	,	PUNCT
sc-1103	103	32	the	the	DET
sc-1103	103	33	identification	identification	NOUN
sc-1103	103	34	of	of	ADP
sc-1103	103	35	interesting	interesting	ADJ
sc-1103	103	36	web	web	NOUN
sc-1103	103	37	sites	site	NOUN
sc-1103	103	38	.	.	PUNCT
sc-1103	104	1	machine	machine	PROPN
sc-1103	104	2	learning,1998	learning,1998	PROPN
sc-1103	104	3	.	.	PUNCT
sc-1103	105	1	[	[	X
sc-1103	105	2	3	3	X
sc-1103	105	3	]	]	PUNCT
sc-1103	105	4	conference	conference	NOUN
sc-1103	105	5	:	:	PUNCT
sc-1103	105	6	h.	h.	PROPN
sc-1103	105	7	f.	f.	PROPN
sc-1103	105	8	hofmann	hofmann	PROPN
sc-1103	105	9	and	and	CCONJ
sc-1103	105	10	f.	f.	PROPN
sc-1103	105	11	lehner	lehner	PROPN
sc-1103	105	12	,	,	PUNCT
sc-1103	105	13	"	"	PUNCT
sc-1103	105	14	requirements	requirement	NOUN
sc-1103	105	15	engineering	engineer	VERB
sc-1103	105	16	as	as	ADP
sc-1103	105	17	a	a	DET
sc-1103	105	18	success	success	NOUN
sc-1103	105	19	factor	factor	NOUN
sc-1103	105	20	in	in	ADP
sc-1103	105	21	software	software	NOUN
sc-1103	105	22	eai	eai	PROPN
sc-1103	105	23	endorsed	endorse	VERB
sc-1103	105	24	transactions	transaction	NOUN
sc-1103	105	25	on	on	ADP
sc-1103	105	26	smart	smart	ADJ
sc-1103	105	27	cities	city	NOUN
sc-1103	105	28	04	04	NUM
sc-1103	105	29	2021	2021	NUM
sc-1103	105	30	08	08	NUM
sc-1103	105	31	2021	2021	NUM
sc-1103	105	32	|	|	ADV
sc-1103	105	33	volume	volume	NOUN
sc-1103	105	34	5	5	NUM
sc-1103	105	35	|	|	ADV
sc-1103	105	36	issue	issue	VERB
sc-1103	105	37	15	15	NUM
sc-1103	106	1	|	|	NOUN
sc-1103	106	2	e2	e2	PROPN
sc-1103	106	3	deepkiran	deepkiran	PROPN
sc-1103	106	4	munjal	munjal	VERB
sc-1103	106	5	,	,	PUNCT
sc-1103	106	6	anju	anju	PROPN
sc-1103	106	7	gera	gera	PROPN
sc-1103	106	8	,	,	PUNCT
sc-1103	106	9	pawan	pawan	PROPN
sc-1103	106	10	kumar	kumar	PROPN
sc-1103	106	11	singh	singh	PROPN
sc-1103	106	12	6	6	NUM
sc-1103	106	13	projects	project	NOUN
sc-1103	106	14	,	,	PUNCT
sc-1103	106	15	"	"	PUNCT
sc-1103	106	16	in	in	ADP
sc-1103	106	17	ieee	ieee	NOUN
sc-1103	106	18	software	software	NOUN
sc-1103	106	19	,	,	PUNCT
sc-1103	106	20	vol	vol	NOUN
sc-1103	106	21	.	.	PROPN
sc-1103	106	22	18	18	NUM
sc-1103	106	23	,	,	PUNCT
sc-1103	106	24	no	no	INTJ
sc-1103	106	25	.	.	NOUN
sc-1103	106	26	4	4	NUM
sc-1103	106	27	,	,	PUNCT
sc-1103	106	28	pp	pp	ADJ
sc-1103	106	29	.	.	PUNCT
sc-1103	107	1	58	58	NUM
sc-1103	107	2	-	-	SYM
sc-1103	107	3	66	66	NUM
sc-1103	107	4	,	,	PUNCT
sc-1103	107	5	julyaug	julyaug	ADJ
sc-1103	107	6	.	.	PUNCT
sc-1103	107	7	2001	2001	NUM
sc-1103	107	8	.	.	PUNCT
sc-1103	108	1	[	[	X
sc-1103	108	2	4	4	NUM
sc-1103	108	3	]	]	PUNCT
sc-1103	108	4	book	book	NOUN
sc-1103	108	5	chapter	chapter	NOUN
sc-1103	108	6	:	:	PUNCT
sc-1103	108	7	fogg	fogg	PROPN
sc-1103	108	8	,	,	PUNCT
sc-1103	108	9	persuasive	persuasive	ADJ
sc-1103	108	10	technology	technology	NOUN
sc-1103	108	11	–	–	PUNCT
sc-1103	108	12	using	use	VERB
sc-1103	108	13	computers	computer	NOUN
sc-1103	108	14	to	to	PART
sc-1103	108	15	change	change	VERB
sc-1103	108	16	what	what	PRON
sc-1103	108	17	we	we	PRON
sc-1103	108	18	think	think	VERB
sc-1103	108	19	and	and	CCONJ
sc-1103	108	20	do	do	VERB
sc-1103	108	21	.	.	PUNCT
sc-1103	109	1	morgan	morgan	PROPN
sc-1103	109	2	kaufmann	kaufmann	PROPN
sc-1103	109	3	publishers	publishers	PROPN
sc-1103	109	4	,	,	PUNCT
sc-1103	109	5	2003	2003	NUM
sc-1103	109	6	.	.	PUNCT
sc-1103	110	1	[	[	X
sc-1103	110	2	5	5	NUM
sc-1103	110	3	]	]	PUNCT
sc-1103	110	4	journal	journal	NOUN
sc-1103	110	5	article	article	NOUN
sc-1103	110	6	:	:	PUNCT
sc-1103	110	7	schafer	schafer	PROPN
sc-1103	110	8	j.b	j.b	PROPN
sc-1103	110	9	.	.	PROPN
sc-1103	110	10	,	,	PUNCT
sc-1103	110	11	konstan	konstan	PROPN
sc-1103	110	12	j.a	j.a	PROPN
sc-1103	110	13	.	.	PROPN
sc-1103	110	14	,	,	PUNCT
sc-1103	110	15	riedl	riedl	PROPN
sc-1103	110	16	j.t	j.t	PROPN
sc-1103	110	17	.	.	PROPN
sc-1103	111	1	(	(	PUNCT
sc-1103	111	2	2006	2006	NUM
sc-1103	111	3	)	)	PUNCT
sc-1103	111	4	recommender	recommender	NOUN
sc-1103	111	5	systems	system	NOUN
sc-1103	111	6	for	for	ADP
sc-1103	111	7	the	the	DET
sc-1103	111	8	web	web	NOUN
sc-1103	111	9	.	.	PUNCT
sc-1103	112	1	in	in	ADP
sc-1103	112	2	:	:	PUNCT
sc-1103	112	3	geroimenko	geroimenko	VERB
sc-1103	112	4	v.	v.	ADV
sc-1103	112	5	,	,	PUNCT
sc-1103	112	6	chen	chen	PROPN
sc-1103	112	7	c.	c.	PROPN
sc-1103	112	8	(	(	PUNCT
sc-1103	112	9	eds	eds	PROPN
sc-1103	112	10	)	)	PUNCT
sc-1103	112	11	visualizing	visualize	VERB
sc-1103	112	12	the	the	DET
sc-1103	112	13	semantic	semantic	ADJ
sc-1103	112	14	web	web	NOUN
sc-1103	112	15	.	.	PROPN
sc-1103	112	16	springer	springer	PROPN
sc-1103	112	17	,	,	PUNCT
sc-1103	112	18	london	london	PROPN
sc-1103	112	19	..	..	PUNCT
sc-1103	113	1	[	[	X
sc-1103	113	2	6	6	NUM
sc-1103	113	3	]	]	PUNCT
sc-1103	113	4	conference	conference	NOUN
sc-1103	113	5	:	:	PUNCT
sc-1103	113	6	berkovsky	berkovsky	PROPN
sc-1103	113	7	,	,	PUNCT
sc-1103	113	8	s.	s.	PROPN
sc-1103	113	9	,	,	PUNCT
sc-1103	113	10	freyne	freyne	PROPN
sc-1103	113	11	,	,	PUNCT
sc-1103	113	12	j.	j.	PROPN
sc-1103	113	13	,	,	PUNCT
sc-1103	113	14	coombe	coombe	NOUN
sc-1103	113	15	,	,	PUNCT
sc-1103	113	16	m.	m.	NOUN
sc-1103	113	17	,	,	PUNCT
sc-1103	113	18	bhandari	bhandari	PROPN
sc-1103	113	19	,	,	PUNCT
sc-1103	113	20	d.	d.	PROPN
sc-1103	113	21	:	:	PUNCT
sc-1103	113	22	recommender	recommender	NOUN
sc-1103	113	23	algorithms	algorithm	NOUN
sc-1103	113	24	in	in	ADP
sc-1103	113	25	activity	activity	NOUN
sc-1103	113	26	motivating	motivating	NOUN
sc-1103	113	27	games	game	NOUN
sc-1103	113	28	.	.	PUNCT
sc-1103	114	1	acm	acm	PROPN
sc-1103	114	2	conference	conference	NOUN
sc-1103	114	3	on	on	ADP
sc-1103	114	4	recommender	recommender	NOUN
sc-1103	114	5	systems	system	NOUN
sc-1103	114	6	(	(	PUNCT
sc-1103	114	7	recsys’09	recsys’09	PROPN
sc-1103	114	8	)	)	PUNCT
sc-1103	114	9	,	,	PUNCT
sc-1103	114	10	2010	2010	NUM
sc-1103	114	11	.	.	PUNCT
sc-1103	115	1	[	[	X
sc-1103	115	2	7	7	NUM
sc-1103	115	3	]	]	PUNCT
sc-1103	115	4	journal	journal	NOUN
sc-1103	115	5	article	article	NOUN
sc-1103	115	6	:	:	PUNCT
sc-1103	115	7	mobasher	mobasher	PROPN
sc-1103	115	8	,	,	PUNCT
sc-1103	115	9	b.	b.	PROPN
sc-1103	115	10	,	,	PUNCT
sc-1103	115	11	cleland	cleland	PROPN
sc-1103	115	12	-	-	PUNCT
sc-1103	115	13	huang	huang	PROPN
sc-1103	115	14	,	,	PUNCT
sc-1103	115	15	j	j	PROPN
sc-1103	115	16	,	,	PUNCT
sc-1103	115	17	using	use	VERB
sc-1103	115	18	data	datum	NOUN
sc-1103	115	19	mining	mining	NOUN
sc-1103	115	20	and	and	CCONJ
sc-1103	115	21	recommender	recommender	NOUN
sc-1103	115	22	systems	system	NOUN
sc-1103	115	23	to	to	PART
sc-1103	115	24	scale	scale	VERB
sc-1103	115	25	up	up	ADP
sc-1103	115	26	the	the	DET
sc-1103	115	27	requirements	requirement	NOUN
sc-1103	115	28	process	process	NOUN
sc-1103	115	29	,	,	PUNCT
sc-1103	115	30	recommender	recommender	NOUN
sc-1103	115	31	systems	system	NOUN
sc-1103	115	32	in	in	ADP
sc-1103	115	33	requirements	requirement	NOUN
sc-1103	115	34	engineering	engineer	VERB
sc-1103	115	35	.	.	PUNCT
sc-1103	116	1	ai	ai	VERB
sc-1103	116	2	magazine	magazine	NOUN
sc-1103	116	3	32(3	32(3	NUM
sc-1103	116	4	)	)	PUNCT
sc-1103	116	5	,	,	PUNCT
sc-1103	116	6	2011	2011	NUM
sc-1103	116	7	.	.	PUNCT
sc-1103	117	1	[	[	X
sc-1103	117	2	8	8	NUM
sc-1103	117	3	]	]	PUNCT
sc-1103	117	4	journal	journal	NOUN
sc-1103	117	5	article	article	NOUN
sc-1103	117	6	:	:	PUNCT
sc-1103	117	7	elfernig	elfernig	PROPN
sc-1103	117	8	,	,	PUNCT
sc-1103	117	9	a.	a.	NOUN
sc-1103	117	10	,	,	PUNCT
sc-1103	117	11	zehentner	zehentner	NOUN
sc-1103	117	12	,	,	PUNCT
sc-1103	117	13	c.	c.	PROPN
sc-1103	117	14	,	,	PUNCT
sc-1103	117	15	ninaus	ninaus	PROPN
sc-1103	117	16	,	,	PUNCT
sc-1103	117	17	g.	g.	PROPN
sc-1103	117	18	,	,	PUNCT
sc-1103	117	19	grabner	grabner	NOUN
sc-1103	117	20	,	,	PUNCT
sc-1103	117	21	h.	h.	PROPN
sc-1103	117	22	,	,	PUNCT
sc-1103	117	23	maalej	maalej	PROPN
sc-1103	117	24	,	,	PUNCT
sc-1103	117	25	w.	w.	PROPN
sc-1103	117	26	,	,	PUNCT
sc-1103	117	27	pagano	pagano	PROPN
sc-1103	117	28	,	,	PUNCT
sc-1103	117	29	d.	d.	PROPN
sc-1103	117	30	,	,	PUNCT
sc-1103	117	31	weninger	weninger	NOUN
sc-1103	117	32	,	,	PUNCT
sc-1103	117	33	l.	l.	PROPN
sc-1103	117	34	,	,	PUNCT
sc-1103	117	35	reinfrank	reinfrank	PROPN
sc-1103	117	36	,	,	PUNCT
sc-1103	117	37	f.	f.	PROPN
sc-1103	117	38	:	:	PUNCT
sc-1103	117	39	using	use	VERB
sc-1103	117	40	answer	answer	NOUN
sc-1103	117	41	set	set	VERB
sc-1103	117	42	programming	programming	NOUN
sc-1103	117	43	for	for	ADP
sc-1103	117	44	feature	feature	NOUN
sc-1103	117	45	model	model	NOUN
sc-1103	117	46	representation	representation	NOUN
sc-1103	117	47	and	and	CCONJ
sc-1103	117	48	configuration	configuration	NOUN
sc-1103	117	49	,	,	PUNCT
sc-1103	117	50	2011	2011	NUM
sc-1103	117	51	.	.	PUNCT
sc-1103	118	1	[	[	X
sc-1103	118	2	9	9	NUM
sc-1103	118	3	]	]	PUNCT
sc-1103	118	4	journal	journal	NOUN
sc-1103	118	5	article	article	NOUN
sc-1103	118	6	:	:	PUNCT
sc-1103	118	7	janssen	janssen	PROPN
sc-1103	118	8	,	,	PUNCT
sc-1103	118	9	j.	j.	PROPN
sc-1103	118	10	,	,	PUNCT
sc-1103	118	11	broek	broek	PROPN
sc-1103	118	12	,	,	PUNCT
sc-1103	118	13	e.	e.	PROPN
sc-1103	118	14	,	,	PUNCT
sc-1103	118	15	westerink	westerink	VERB
sc-1103	118	16	,	,	PUNCT
sc-1103	118	17	j.	j.	PROPN
sc-1103	118	18	:	:	PUNCT
sc-1103	118	19	tune	tune	NOUN
sc-1103	118	20	in	in	ADP
sc-1103	118	21	to	to	ADP
sc-1103	118	22	your	your	PRON
sc-1103	118	23	emotions	emotion	NOUN
sc-1103	118	24	:	:	PUNCT
sc-1103	118	25	a	a	DET
sc-1103	118	26	robust	robust	ADJ
sc-1103	118	27	personalized	personalized	ADJ
sc-1103	118	28	affective	affective	ADJ
sc-1103	118	29	music	music	NOUN
sc-1103	118	30	player	player	NOUN
sc-1103	118	31	.	.	PUNCT
sc-1103	119	1	user	user	NOUN
sc-1103	119	2	modeling	modeling	NOUN
sc-1103	119	3	and	and	CCONJ
sc-1103	119	4	user	user	NOUN
sc-1103	119	5	-	-	PUNCT
sc-1103	119	6	adapted	adapt	VERB
sc-1103	119	7	interaction	interaction	NOUN
sc-1103	119	8	(	(	PUNCT
sc-1103	119	9	umuai	umuai	NOUN
sc-1103	119	10	)	)	PUNCT
sc-1103	119	11	.2011	.2011	PROPN
sc-1103	119	12	.	.	PUNCT
sc-1103	120	1	[	[	X
sc-1103	120	2	10	10	NUM
sc-1103	120	3	]	]	X
sc-1103	120	4	conference	conference	NOUN
sc-1103	120	5	:	:	PUNCT
sc-1103	120	6	adomavicius	adomavicius	PROPN
sc-1103	120	7	,	,	PUNCT
sc-1103	120	8	g.	g.	PROPN
sc-1103	120	9	,	,	PUNCT
sc-1103	120	10	bockstedt	bockstedt	PROPN
sc-1103	120	11	,	,	PUNCT
sc-1103	120	12	j.	j.	PROPN
sc-1103	120	13	,	,	PUNCT
sc-1103	120	14	curley	curley	PROPN
sc-1103	120	15	,	,	PUNCT
sc-1103	120	16	s.	s.	PROPN
sc-1103	120	17	,	,	PUNCT
sc-1103	120	18	zhang	zhang	PROPN
sc-1103	120	19	,	,	PUNCT
sc-1103	120	20	j.	j.	PROPN
sc-1103	120	21	:	:	PUNCT
sc-1103	120	22	recommender	recommender	NOUN
sc-1103	120	23	systems	system	NOUN
sc-1103	120	24	,	,	PUNCT
sc-1103	120	25	consumer	consumer	NOUN
sc-1103	120	26	preferences	preference	NOUN
sc-1103	120	27	,	,	PUNCT
sc-1103	120	28	and	and	CCONJ
sc-1103	120	29	anchoring	anchoring	NOUN
sc-1103	120	30	effects	effect	NOUN
sc-1103	120	31	.	.	PUNCT
sc-1103	121	1	in	in	ADP
sc-1103	121	2	:	:	PUNCT
sc-1103	121	3	recsys	recsy	NOUN
sc-1103	121	4	2011	2011	NUM
sc-1103	121	5	workshop	workshop	NOUN
sc-1103	121	6	on	on	ADP
sc-1103	121	7	human	human	ADJ
sc-1103	121	8	decision	decision	NOUN
sc-1103	121	9	making	make	VERB
sc-1103	121	10	in	in	ADP
sc-1103	121	11	recommender	recommender	NOUN
sc-1103	121	12	systems	system	NOUN
sc-1103	121	13	,	,	PUNCT
sc-1103	121	14	2011	2011	NUM
sc-1103	121	15	.	.	PUNCT
sc-1103	122	1	[	[	X
sc-1103	122	2	11	11	NUM
sc-1103	122	3	]	]	PUNCT
sc-1103	122	4	conference	conference	NOUN
sc-1103	122	5	:	:	PUNCT
sc-1103	122	6	pribik	pribik	PROPN
sc-1103	122	7	,	,	PUNCT
sc-1103	122	8	i.	i.	PROPN
sc-1103	122	9	,	,	PUNCT
sc-1103	122	10	felfernig	felfernig	PROPN
sc-1103	122	11	,	,	PUNCT
sc-1103	122	12	a.	a.	NOUN
sc-1103	122	13	:	:	PUNCT
sc-1103	122	14	towards	towards	ADP
sc-1103	122	15	persuasive	persuasive	ADJ
sc-1103	122	16	technology	technology	NOUN
sc-1103	122	17	for	for	ADP
sc-1103	122	18	software	software	NOUN
sc-1103	122	19	development	development	NOUN
sc-1103	122	20	environments	environment	NOUN
sc-1103	122	21	:	:	PUNCT
sc-1103	122	22	an	an	DET
sc-1103	122	23	empirical	empirical	ADJ
sc-1103	122	24	study	study	NOUN
sc-1103	122	25	.	.	PUNCT
sc-1103	123	1	in	in	ADP
sc-1103	123	2	:	:	PUNCT
sc-1103	123	3	persuasive	persuasive	ADJ
sc-1103	123	4	technology	technology	NOUN
sc-1103	123	5	conference	conference	NOUN
sc-1103	123	6	,	,	PUNCT
sc-1103	123	7	2012	2012	NUM
sc-1103	123	8	.	.	PUNCT
sc-1103	124	1	[	[	X
sc-1103	124	2	12	12	NUM
sc-1103	124	3	]	]	PUNCT
sc-1103	124	4	journal	journal	NOUN
sc-1103	124	5	article	article	NOUN
sc-1103	124	6	:	:	PUNCT
sc-1103	124	7	berkovsky	berkovsky	PROPN
sc-1103	124	8	,	,	PUNCT
sc-1103	124	9	s.	s.	PROPN
sc-1103	124	10	,	,	PUNCT
sc-1103	124	11	freyne	freyne	PROPN
sc-1103	124	12	,	,	PUNCT
sc-1103	124	13	j.	j.	PROPN
sc-1103	124	14	,	,	PUNCT
sc-1103	124	15	oinaskukkonen	oinaskukkonen	PROPN
sc-1103	124	16	,	,	PUNCT
sc-1103	124	17	h.	h.	PROPN
sc-1103	124	18	:	:	PUNCT
sc-1103	124	19	influencing	influence	VERB
sc-1103	124	20	individually	individually	ADV
sc-1103	124	21	:	:	PUNCT
sc-1103	124	22	fusing	fuse	VERB
sc-1103	124	23	personalization	personalization	NOUN
sc-1103	124	24	and	and	CCONJ
sc-1103	124	25	persuasion	persuasion	NOUN
sc-1103	124	26	.	.	PUNCT
sc-1103	125	1	acm	acm	NOUN
sc-1103	125	2	transactions	transaction	NOUN
sc-1103	125	3	on	on	ADP
sc-1103	125	4	interactive	interactive	ADJ
sc-1103	125	5	intelligent	intelligent	ADJ
sc-1103	125	6	systems	system	NOUN
sc-1103	125	7	2(2	2(2	NUM
sc-1103	125	8	)	)	PUNCT
sc-1103	125	9	,	,	PUNCT
sc-1103	125	10	2012	2012	NUM
sc-1103	125	11	[	[	X
sc-1103	125	12	13	13	NUM
sc-1103	125	13	]	]	PUNCT
sc-1103	125	14	conference	conference	NOUN
sc-1103	125	15	:	:	PUNCT
sc-1103	125	16	lalita	lalita	PROPN
sc-1103	125	17	sharma	sharma	PROPN
sc-1103	125	18	and	and	CCONJ
sc-1103	125	19	anju	anju	PROPN
sc-1103	125	20	gera	gera	PROPN
sc-1103	125	21	a	a	DET
sc-1103	125	22	survey	survey	NOUN
sc-1103	125	23	of	of	ADP
sc-1103	125	24	recommendation	recommendation	NOUN
sc-1103	125	25	system	system	NOUN
sc-1103	125	26	:	:	PUNCT
sc-1103	125	27	research	research	NOUN
sc-1103	125	28	challenges	challenge	VERB
sc-1103	125	29	international	international	ADJ
sc-1103	125	30	journal	journal	NOUN
sc-1103	125	31	of	of	ADP
sc-1103	125	32	engineering	engineering	NOUN
sc-1103	125	33	trends	trend	NOUN
sc-1103	125	34	and	and	CCONJ
sc-1103	125	35	technology	technology	NOUN
sc-1103	125	36	(	(	PUNCT
sc-1103	125	37	ijett	ijett	NOUN
sc-1103	125	38	)	)	PUNCT
sc-1103	125	39	–	–	PUNCT
sc-1103	125	40	volume	volume	NOUN
sc-1103	125	41	4	4	NUM
sc-1103	125	42	may	may	NOUN
sc-1103	125	43	,	,	PUNCT
sc-1103	125	44	2013	2013	NUM
sc-1103	125	45	[	[	X
sc-1103	125	46	14	14	NUM
sc-1103	125	47	]	]	PUNCT
sc-1103	125	48	conference	conference	NOUN
sc-1103	125	49	:	:	PUNCT
sc-1103	126	1	shraddha	shraddha	PROPN
sc-1103	126	2	b.	b.	PROPN
sc-1103	126	3	shinde	shinde	PROPN
sc-1103	126	4	,	,	PUNCT
sc-1103	126	5	mrs	mrs	PROPN
sc-1103	126	6	.	.	PROPN
sc-1103	126	7	m.	m.	PROPN
sc-1103	126	8	a	a	DET
sc-1103	126	9	potey	potey	NOUN
sc-1103	126	10	,	,	PUNCT
sc-1103	126	11	research	research	NOUN
sc-1103	126	12	paper	paper	NOUN
sc-1103	126	13	recommender	recommender	NOUN
sc-1103	126	14	system	system	NOUN
sc-1103	126	15	evaluation	evaluation	NOUN
sc-1103	126	16	using	use	VERB
sc-1103	126	17	coverage	coverage	NOUN
sc-1103	126	18	,	,	PUNCT
sc-1103	126	19	international	international	ADJ
sc-1103	126	20	research	research	NOUN
sc-1103	126	21	journal	journal	NOUN
sc-1103	126	22	of	of	ADP
sc-1103	126	23	engineering	engineering	NOUN
sc-1103	126	24	and	and	CCONJ
sc-1103	126	25	technology	technology	NOUN
sc-1103	126	26	(	(	PUNCT
sc-1103	126	27	irjet	irjet	NOUN
sc-1103	126	28	)	)	PUNCT
sc-1103	126	29	,	,	PUNCT
sc-1103	126	30	2016	2016	NUM
sc-1103	126	31	.	.	PUNCT
sc-1103	127	1	[	[	X
sc-1103	127	2	15	15	NUM
sc-1103	127	3	]	]	X
sc-1103	127	4	conference	conference	NOUN
sc-1103	127	5	:	:	PUNCT
sc-1103	127	6	hinde	hinde	PROPN
sc-1103	127	7	u.	u.	PROPN
sc-1103	127	8	,	,	PUNCT
sc-1103	127	9	and	and	CCONJ
sc-1103	127	10	shedge	shedge	VERB
sc-1103	127	11	r.	r.	PROPN
sc-1103	127	12	comparative	comparative	ADJ
sc-1103	127	13	analysis	analysis	NOUN
sc-1103	127	14	of	of	ADP
sc-1103	127	15	collaborative	collaborative	ADJ
sc-1103	127	16	filtering	filtering	NOUN
sc-1103	127	17	technique	technique	NOUN
sc-1103	127	18	,	,	PUNCT
sc-1103	127	19	iosr	iosr	ADJ
sc-1103	127	20	journal	journal	NOUN
sc-1103	127	21	of	of	ADP
sc-1103	127	22	computer	computer	NOUN
sc-1103	127	23	engineering	engineering	NOUN
sc-1103	127	24	,	,	PUNCT
sc-1103	127	25	volume	volume	NOUN
sc-1103	127	26	10	10	NUM
sc-1103	127	27	,	,	PUNCT
sc-1103	127	28	2013	2013	NUM
sc-1103	127	29	.	.	PUNCT
sc-1103	128	1	[	[	X
sc-1103	128	2	16	16	NUM
sc-1103	128	3	]	]	PUNCT
sc-1103	128	4	conference	conference	NOUN
sc-1103	128	5	:	:	PUNCT
sc-1103	128	6	jiang	jiang	PROPN
sc-1103	128	7	,	,	PUNCT
sc-1103	128	8	c.	c.	PROPN
sc-1103	128	9	,	,	PUNCT
sc-1103	128	10	&	&	CCONJ
sc-1103	128	11	he	he	PRON
sc-1103	128	12	,	,	PUNCT
sc-1103	128	13	y.	y.	PROPN
sc-1103	128	14	(	(	PUNCT
sc-1103	128	15	2016	2016	NUM
sc-1103	128	16	)	)	PUNCT
sc-1103	128	17	.	.	PUNCT
sc-1103	129	1	smart	smart	ADJ
sc-1103	129	2	-	-	PUNCT
sc-1103	129	3	dj	dj	NOUN
sc-1103	129	4	:	:	PUNCT
sc-1103	129	5	context	context	NOUN
sc-1103	129	6	-	-	PUNCT
sc-1103	129	7	aware	aware	ADJ
sc-1103	129	8	personalization	personalization	NOUN
sc-1103	129	9	for	for	ADP
sc-1103	129	10	music	music	NOUN
sc-1103	129	11	recommendation	recommendation	NOUN
sc-1103	129	12	on	on	ADP
sc-1103	129	13	smartphones	smartphone	NOUN
sc-1103	129	14	.	.	PUNCT
sc-1103	130	1	2016	2016	NUM
sc-1103	130	2	ieee	ieee	PROPN
sc-1103	130	3	22nd	22nd	NOUN
sc-1103	130	4	international	international	ADJ
sc-1103	130	5	conference	conference	NOUN
sc-1103	130	6	on	on	ADP
sc-1103	130	7	parallel	parallel	ADJ
sc-1103	130	8	and	and	CCONJ
sc-1103	130	9	distributed	distribute	VERB
sc-1103	130	10	systems	system	NOUN
sc-1103	130	11	(	(	PUNCT
sc-1103	130	12	icpads	icpad	NOUN
sc-1103	130	13	)	)	PUNCT
sc-1103	131	1	[	[	X
sc-1103	131	2	17	17	NUM
sc-1103	131	3	]	]	PUNCT
sc-1103	131	4	journal	journal	NOUN
sc-1103	131	5	article	article	NOUN
sc-1103	131	6	:	:	PUNCT
sc-1103	131	7	haruna	haruna	PROPN
sc-1103	131	8	k	k	PROPN
sc-1103	131	9	,	,	PUNCT
sc-1103	131	10	akmar	akmar	PROPN
sc-1103	131	11	ismail	ismail	PROPN
sc-1103	131	12	m	m	PROPN
sc-1103	131	13	,	,	PUNCT
sc-1103	131	14	damiasih	damiasih	PROPN
sc-1103	131	15	d	d	PROPN
sc-1103	131	16	,	,	PUNCT
sc-1103	131	17	sutopo	sutopo	PROPN
sc-1103	131	18	j	j	PROPN
sc-1103	131	19	,	,	PUNCT
sc-1103	131	20	herawan	herawan	PROPN
sc-1103	131	21	t	t	PROPN
sc-1103	131	22	,	,	PUNCT
sc-1103	131	23	a	a	DET
sc-1103	131	24	collaborative	collaborative	ADJ
sc-1103	131	25	approach	approach	NOUN
sc-1103	131	26	for	for	ADP
sc-1103	131	27	research	research	NOUN
sc-1103	131	28	paper	paper	NOUN
sc-1103	131	29	recommender	recommender	NOUN
sc-1103	131	30	system	system	NOUN
sc-1103	131	31	.	.	PUNCT
sc-1103	132	1	plos	plos	PROPN
sc-1103	132	2	one	one	NUM
sc-1103	132	3	12(10	12(10	NUM
sc-1103	132	4	):	):	PUNCT
sc-1103	132	5	e0184516	e0184516	PROPN
sc-1103	132	6	,	,	PUNCT
sc-1103	132	7	2017	2017	NUM
sc-1103	132	8	.	.	PUNCT
sc-1103	133	1	[	[	X
sc-1103	133	2	18	18	NUM
sc-1103	133	3	]	]	PUNCT
sc-1103	133	4	conference	conference	NOUN
sc-1103	133	5	:	:	PUNCT
sc-1103	133	6	pirkka	pirkka	NOUN
sc-1103	133	7	åman	åman	NOUN
sc-1103	133	8	,	,	PUNCT
sc-1103	133	9	lassi	lassi	NOUN
sc-1103	133	10	a.	a.	NOUN
sc-1103	133	11	liikkanen	liikkanen	PROPN
sc-1103	133	12	,	,	PUNCT
sc-1103	133	13	interacting	interact	VERB
sc-1103	133	14	with	with	ADP
sc-1103	133	15	context	context	NOUN
sc-1103	133	16	factors	factor	NOUN
sc-1103	133	17	in	in	ADP
sc-1103	133	18	music	music	NOUN
sc-1103	133	19	recommendation	recommendation	NOUN
sc-1103	133	20	and	and	CCONJ
sc-1103	133	21	discovery	discovery	NOUN
sc-1103	133	22	,	,	PUNCT
sc-1103	133	23	computer	computer	NOUN
sc-1103	133	24	science	science	NOUN
sc-1103	133	25	international	international	PROPN
sc-1103	133	26	journal	journal	PROPN
sc-1103	133	27	of	of	ADP
sc-1103	133	28	human	human	ADJ
sc-1103	133	29	–	–	PUNCT
sc-1103	133	30	computer	computer	NOUN
sc-1103	133	31	interaction	interaction	NOUN
sc-1103	133	32	,	,	PUNCT
sc-1103	133	33	2017	2017	NUM
sc-1103	133	34	.	.	PUNCT
sc-1103	134	1	[	[	X
sc-1103	134	2	19	19	NUM
sc-1103	134	3	]	]	PUNCT
sc-1103	134	4	conference	conference	NOUN
sc-1103	134	5	:	:	PUNCT
sc-1103	134	6	åman	åman	ADJ
sc-1103	134	7	,	,	PUNCT
sc-1103	134	8	pramila	pramila	NOUN
sc-1103	134	9	m.	m.	PROPN
sc-1103	134	10	chawan	chawan	PROPN
sc-1103	134	11	int	int	PROPN
sc-1103	134	12	.	.	PUNCT
sc-1103	135	1	journal	journal	PROPN
sc-1103	135	2	of	of	ADP
sc-1103	135	3	engineering	engineering	NOUN
sc-1103	135	4	research	research	NOUN
sc-1103	135	5	and	and	CCONJ
sc-1103	135	6	application	application	NOUN
sc-1103	135	7	www.ijera.com	www.ijera.com	PROPN
sc-1103	135	8	issn	issn	PROPN
sc-1103	135	9	:	:	PUNCT
sc-1103	135	10	2248	2248	NUM
sc-1103	135	11	-	-	SYM
sc-1103	135	12	9622	9622	NUM
sc-1103	135	13	,	,	PUNCT
sc-1103	135	14	vol	vol	NOUN
sc-1103	135	15	.	.	PROPN
sc-1103	135	16	8	8	NUM
sc-1103	135	17	,	,	PUNCT
sc-1103	135	18	issue5	issue5	NOUN
sc-1103	135	19	,	,	PUNCT
sc-1103	135	20	may	may	AUX
sc-1103	135	21	2018	2018	NUM
sc-1103	135	22	eai	eai	PROPN
sc-1103	135	23	endorsed	endorse	VERB
sc-1103	135	24	transactions	transaction	NOUN
sc-1103	135	25	on	on	ADP
sc-1103	135	26	smart	smart	ADJ
sc-1103	135	27	cities	city	NOUN
sc-1103	135	28	04	04	NUM
sc-1103	135	29	2021	2021	NUM
sc-1103	135	30	08	08	NUM
sc-1103	135	31	2021	2021	NUM
sc-1103	135	32	|	|	ADV
sc-1103	135	33	volume	volume	NOUN
sc-1103	135	34	5	5	NUM
sc-1103	135	35	|	|	ADV
sc-1103	135	36	issue	issue	VERB
sc-1103	135	37	15	15	NUM
sc-1103	135	38	|	|	NOUN
sc-1103	135	39	e2	e2	PROPN
sc-1103	135	40	https://www.semanticscholar.org/author/pirkka-%c3%85man/31680990	https://www.semanticscholar.org/author/pirkka-%c3%85man/31680990	PROPN
sc-1103	135	41	https://www.semanticscholar.org/author/lassi-a.-liikkanen/1732403	https://www.semanticscholar.org/author/lassi-a.-liikkanen/1732403	NOUN