id	sid	tid	token	lemma	pos
cana-3213	1	1	622	622	NUM
cana-3213	1	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3213	1	3	communications	communication	NOUN
cana-3213	1	4	on	on	ADP
cana-3213	1	5	applied	apply	VERB
cana-3213	1	6	nonlinear	nonlinear	ADJ
cana-3213	1	7	analysis	analysis	NOUN
cana-3213	1	8	issn	issn	NOUN
cana-3213	1	9	:	:	PUNCT
cana-3213	1	10	1074	1074	NUM
cana-3213	1	11	-	-	PUNCT
cana-3213	1	12	133x	133x	NUM
cana-3213	1	13	vol	vol	NOUN
cana-3213	1	14	32	32	NUM
cana-3213	1	15	no	no	NOUN
cana-3213	1	16	.	.	PUNCT
cana-3213	2	1	5s	5s	NUM
cana-3213	2	2	(	(	PUNCT
cana-3213	2	3	2025	2025	NUM
cana-3213	2	4	)	)	PUNCT
cana-3213	2	5	final	final	ADJ
cana-3213	2	6	assignment	assignment	NOUN
cana-3213	2	7	title	title	NOUN
cana-3213	2	8	recommendation	recommendation	NOUN
cana-3213	2	9	system	system	NOUN
cana-3213	2	10	using	use	VERB
cana-3213	2	11	collaborative	collaborative	ADJ
cana-3213	2	12	filtering	filtering	NOUN
cana-3213	2	13	method	method	NOUN
cana-3213	2	14	for	for	ADP
cana-3213	2	15	undergraduate	undergraduate	ADJ
cana-3213	2	16	students	student	NOUN
cana-3213	2	17	of	of	ADP
cana-3213	2	18	informatics	informatics	PROPN
cana-3213	2	19	engineering	engineering	PROPN
cana-3213	2	20	anang	anang	PROPN
cana-3213	2	21	pramono1	pramono1	PROPN
cana-3213	2	22	*	*	PROPN
cana-3213	2	23	,	,	PUNCT
cana-3213	2	24	devi	devi	PROPN
cana-3213	2	25	fitrianah2	fitrianah2	PROPN
cana-3213	3	1	12postgraduate	12postgraduate	PROPN
cana-3213	3	2	program	program	NOUN
cana-3213	3	3	in	in	ADP
cana-3213	3	4	informatics	informatics	PROPN
cana-3213	3	5	engineering	engineering	NOUN
cana-3213	3	6	,	,	PUNCT
cana-3213	3	7	computer	computer	NOUN
cana-3213	3	8	science	science	PROPN
cana-3213	3	9	department	department	PROPN
cana-3213	3	10	,	,	PUNCT
cana-3213	3	11	binus	binus	ADJ
cana-3213	3	12	graduate	graduate	NOUN
cana-3213	3	13	program	program	NOUN
cana-3213	3	14	master	master	NOUN
cana-3213	3	15	of	of	ADP
cana-3213	3	16	computer	computer	NOUN
cana-3213	3	17	science	science	NOUN
cana-3213	3	18	,	,	PUNCT
cana-3213	3	19	bina	bina	PROPN
cana-3213	3	20	nusantara	nusantara	PROPN
cana-3213	3	21	university	university	PROPN
cana-3213	3	22	,	,	PUNCT
cana-3213	3	23	jl	jl	PROPN
cana-3213	3	24	.	.	PUNCT
cana-3213	4	1	k.	k.	PROPN
cana-3213	4	2	h.	h.	PROPN
cana-3213	4	3	syahdan	syahdan	PROPN
cana-3213	5	1	no	no	PROPN
cana-3213	5	2	.	.	PROPN
cana-3213	5	3	9	9	NUM
cana-3213	5	4	,	,	PUNCT
cana-3213	5	5	kemanggisan	kemanggisan	NOUN
cana-3213	5	6	,	,	PUNCT
cana-3213	5	7	palmerah	palmerah	PROPN
cana-3213	5	8	,	,	PUNCT
cana-3213	5	9	jakarta	jakarta	PROPN
cana-3213	5	10	11480	11480	NUM
cana-3213	5	11	,	,	PUNCT
cana-3213	5	12	indonesia	indonesia	PROPN
cana-3213	5	13	email	email	NOUN
cana-3213	5	14	:	:	PUNCT
cana-3213	5	15	1*anang.pramono@binus.ac.id	1*anang.pramono@binus.ac.id	NUM
cana-3213	5	16	,	,	PUNCT
cana-3213	5	17	2devi.fitrianah@binus.ac.id	2devi.fitrianah@binus.ac.id	NUM
cana-3213	5	18	article	article	NOUN
cana-3213	5	19	history	history	NOUN
cana-3213	5	20	:	:	PUNCT
cana-3213	5	21	received	receive	VERB
cana-3213	5	22	:	:	PUNCT
cana-3213	5	23	16	16	NUM
cana-3213	5	24	-	-	SYM
cana-3213	5	25	10	10	NUM
cana-3213	5	26	-	-	PUNCT
cana-3213	5	27	2024	2024	NUM
cana-3213	5	28	revised	revise	VERB
cana-3213	5	29	:	:	PUNCT
cana-3213	5	30	27	27	NUM
cana-3213	5	31	-	-	SYM
cana-3213	5	32	11	11	NUM
cana-3213	5	33	-	-	PUNCT
cana-3213	5	34	2024	2024	NUM
cana-3213	5	35	accepted	accept	VERB
cana-3213	5	36	:	:	PUNCT
cana-3213	5	37	12	12	NUM
cana-3213	5	38	-	-	SYM
cana-3213	5	39	12	12	NUM
cana-3213	5	40	-	-	PUNCT
cana-3213	5	41	2024	2024	NUM
cana-3213	5	42	abstract	abstract	NOUN
cana-3213	5	43	:	:	PUNCT
cana-3213	5	44	the	the	DET
cana-3213	5	45	final	final	ADJ
cana-3213	5	46	project	project	NOUN
cana-3213	5	47	title	title	NOUN
cana-3213	5	48	selection	selection	NOUN
cana-3213	5	49	process	process	NOUN
cana-3213	5	50	is	be	AUX
cana-3213	5	51	a	a	DET
cana-3213	5	52	crucial	crucial	ADJ
cana-3213	5	53	stage	stage	NOUN
cana-3213	5	54	for	for	ADP
cana-3213	5	55	undergraduate	undergraduate	ADJ
cana-3213	5	56	students	student	NOUN
cana-3213	5	57	of	of	ADP
cana-3213	5	58	informatics	informatic	NOUN
cana-3213	5	59	engineering	engineering	NOUN
cana-3213	5	60	.	.	PUNCT
cana-3213	6	1	the	the	DET
cana-3213	6	2	difficulty	difficulty	NOUN
cana-3213	6	3	in	in	ADP
cana-3213	6	4	determining	determine	VERB
cana-3213	6	5	a	a	DET
cana-3213	6	6	title	title	NOUN
cana-3213	6	7	that	that	PRON
cana-3213	6	8	is	be	AUX
cana-3213	6	9	relevant	relevant	ADJ
cana-3213	6	10	to	to	ADP
cana-3213	6	11	their	their	PRON
cana-3213	6	12	interests	interest	NOUN
cana-3213	6	13	and	and	CCONJ
cana-3213	6	14	abilities	ability	NOUN
cana-3213	6	15	is	be	AUX
cana-3213	6	16	often	often	ADV
cana-3213	6	17	an	an	DET
cana-3213	6	18	obstacle	obstacle	NOUN
cana-3213	6	19	.	.	PUNCT
cana-3213	7	1	this	this	DET
cana-3213	7	2	research	research	NOUN
cana-3213	7	3	aims	aim	VERB
cana-3213	7	4	to	to	PART
cana-3213	7	5	develop	develop	VERB
cana-3213	7	6	a	a	DET
cana-3213	7	7	final	final	ADJ
cana-3213	7	8	project	project	NOUN
cana-3213	7	9	title	title	NOUN
cana-3213	7	10	recommendation	recommendation	NOUN
cana-3213	7	11	system	system	NOUN
cana-3213	7	12	that	that	PRON
cana-3213	7	13	can	can	AUX
cana-3213	7	14	assist	assist	VERB
cana-3213	7	15	students	student	NOUN
cana-3213	7	16	in	in	ADP
cana-3213	7	17	finding	find	VERB
cana-3213	7	18	suitable	suitable	ADJ
cana-3213	7	19	research	research	NOUN
cana-3213	7	20	topics	topic	NOUN
cana-3213	7	21	.	.	PUNCT
cana-3213	8	1	this	this	DET
cana-3213	8	2	system	system	NOUN
cana-3213	8	3	utilizes	utilize	VERB
cana-3213	8	4	a	a	DET
cana-3213	8	5	collaborative	collaborative	ADJ
cana-3213	8	6	filtering	filter	VERB
cana-3213	8	7	approach	approach	NOUN
cana-3213	8	8	to	to	PART
cana-3213	8	9	analyze	analyze	VERB
cana-3213	8	10	historical	historical	ADJ
cana-3213	8	11	data	datum	NOUN
cana-3213	8	12	on	on	ADP
cana-3213	8	13	course	course	NOUN
cana-3213	8	14	grades	grade	NOUN
cana-3213	8	15	and	and	CCONJ
cana-3213	8	16	student	student	NOUN
cana-3213	8	17	preferences	preference	NOUN
cana-3213	8	18	.	.	PUNCT
cana-3213	9	1	the	the	DET
cana-3213	9	2	results	result	NOUN
cana-3213	9	3	show	show	VERB
cana-3213	9	4	that	that	SCONJ
cana-3213	9	5	the	the	DET
cana-3213	9	6	item	item	NOUN
cana-3213	9	7	-	-	PUNCT
cana-3213	9	8	based	base	VERB
cana-3213	9	9	collaborative	collaborative	ADJ
cana-3213	9	10	filtering	filtering	NOUN
cana-3213	9	11	method	method	NOUN
cana-3213	9	12	produces	produce	VERB
cana-3213	9	13	more	more	ADV
cana-3213	9	14	accurate	accurate	ADJ
cana-3213	9	15	and	and	CCONJ
cana-3213	9	16	relevant	relevant	ADJ
cana-3213	9	17	recommendations	recommendation	NOUN
cana-3213	9	18	compared	compare	VERB
cana-3213	9	19	to	to	ADP
cana-3213	9	20	the	the	DET
cana-3213	9	21	user	user	NOUN
cana-3213	9	22	-	-	PUNCT
cana-3213	9	23	based	base	VERB
cana-3213	9	24	collaborative	collaborative	ADJ
cana-3213	9	25	filtering	filtering	NOUN
cana-3213	9	26	method	method	NOUN
cana-3213	9	27	.	.	PUNCT
cana-3213	10	1	the	the	DET
cana-3213	10	2	rmse	rmse	ADJ
cana-3213	10	3	value	value	NOUN
cana-3213	10	4	of	of	ADP
cana-3213	10	5	the	the	DET
cana-3213	10	6	item	item	NOUN
cana-3213	10	7	-	-	PUNCT
cana-3213	10	8	based	base	VERB
cana-3213	10	9	collaborative	collaborative	ADJ
cana-3213	10	10	filtering	filtering	NOUN
cana-3213	10	11	method	method	NOUN
cana-3213	10	12	(	(	PUNCT
cana-3213	10	13	0.4985	0.4985	NUM
cana-3213	10	14	)	)	PUNCT
cana-3213	10	15	is	be	AUX
cana-3213	10	16	lower	low	ADJ
cana-3213	10	17	than	than	ADP
cana-3213	10	18	the	the	DET
cana-3213	10	19	rmse	rmse	ADJ
cana-3213	10	20	value	value	NOUN
cana-3213	10	21	of	of	ADP
cana-3213	10	22	the	the	DET
cana-3213	10	23	user	user	NOUN
cana-3213	10	24	-	-	PUNCT
cana-3213	10	25	based	base	VERB
cana-3213	10	26	collaborative	collaborative	ADJ
cana-3213	10	27	filtering	filtering	NOUN
cana-3213	10	28	method	method	NOUN
cana-3213	10	29	(	(	PUNCT
cana-3213	10	30	0.9759	0.9759	NUM
cana-3213	10	31	)	)	PUNCT
cana-3213	10	32	.	.	PUNCT
cana-3213	11	1	while	while	SCONJ
cana-3213	11	2	the	the	DET
cana-3213	11	3	accuracy	accuracy	NOUN
cana-3213	11	4	value	value	NOUN
cana-3213	11	5	of	of	ADP
cana-3213	11	6	the	the	DET
cana-3213	11	7	item	item	NOUN
cana-3213	11	8	-	-	PUNCT
cana-3213	11	9	based	base	VERB
cana-3213	11	10	collaborative	collaborative	ADJ
cana-3213	11	11	filtering	filtering	NOUN
cana-3213	11	12	method	method	NOUN
cana-3213	11	13	(	(	PUNCT
cana-3213	11	14	0.5903	0.5903	NUM
cana-3213	11	15	)	)	PUNCT
cana-3213	11	16	is	be	AUX
cana-3213	11	17	higher	high	ADJ
cana-3213	11	18	than	than	ADP
cana-3213	11	19	the	the	DET
cana-3213	11	20	user	user	NOUN
cana-3213	11	21	-	-	PUNCT
cana-3213	11	22	based	base	VERB
cana-3213	11	23	collaborative	collaborative	ADJ
cana-3213	11	24	filtering	filtering	NOUN
cana-3213	11	25	method	method	NOUN
cana-3213	11	26	(	(	PUNCT
cana-3213	11	27	0.0153).this	0.0153).this	DET
cana-3213	11	28	system	system	NOUN
cana-3213	11	29	has	have	VERB
cana-3213	11	30	the	the	DET
cana-3213	11	31	potential	potential	NOUN
cana-3213	11	32	to	to	PART
cana-3213	11	33	optimize	optimize	VERB
cana-3213	11	34	the	the	DET
cana-3213	11	35	final	final	ADJ
cana-3213	11	36	project	project	NOUN
cana-3213	11	37	title	title	NOUN
cana-3213	11	38	selection	selection	NOUN
cana-3213	11	39	process	process	NOUN
cana-3213	11	40	,	,	PUNCT
cana-3213	11	41	accelerate	accelerate	VERB
cana-3213	11	42	study	study	NOUN
cana-3213	11	43	time	time	NOUN
cana-3213	11	44	,	,	PUNCT
cana-3213	11	45	and	and	CCONJ
cana-3213	11	46	improve	improve	VERB
cana-3213	11	47	the	the	DET
cana-3213	11	48	quality	quality	NOUN
cana-3213	11	49	of	of	ADP
cana-3213	11	50	student	student	NOUN
cana-3213	11	51	research	research	NOUN
cana-3213	11	52	.	.	PUNCT
cana-3213	12	1	keywords	keyword	NOUN
cana-3213	12	2	:	:	PUNCT
cana-3213	12	3	recommendation	recommendation	NOUN
cana-3213	12	4	system	system	NOUN
cana-3213	12	5	,	,	PUNCT
cana-3213	12	6	final	final	ADJ
cana-3213	12	7	project	project	NOUN
cana-3213	12	8	,	,	PUNCT
cana-3213	12	9	collaborative	collaborative	ADJ
cana-3213	12	10	filtering	filtering	NOUN
cana-3213	12	11	introduction	introduction	NOUN
cana-3213	12	12	the	the	DET
cana-3213	12	13	process	process	NOUN
cana-3213	12	14	of	of	ADP
cana-3213	12	15	preparing	prepare	VERB
cana-3213	12	16	the	the	DET
cana-3213	12	17	final	final	ADJ
cana-3213	12	18	project	project	NOUN
cana-3213	12	19	is	be	AUX
cana-3213	12	20	one	one	NUM
cana-3213	12	21	of	of	ADP
cana-3213	12	22	the	the	DET
cana-3213	12	23	important	important	ADJ
cana-3213	12	24	stages	stage	NOUN
cana-3213	12	25	in	in	ADP
cana-3213	12	26	the	the	DET
cana-3213	12	27	academic	academic	ADJ
cana-3213	12	28	journey	journey	NOUN
cana-3213	12	29	of	of	ADP
cana-3213	12	30	students	student	NOUN
cana-3213	12	31	,	,	PUNCT
cana-3213	12	32	especially	especially	ADV
cana-3213	12	33	at	at	ADP
cana-3213	12	34	the	the	DET
cana-3213	12	35	undergraduate	undergraduate	ADJ
cana-3213	12	36	level	level	NOUN
cana-3213	12	37	.	.	PUNCT
cana-3213	13	1	choosing	choose	VERB
cana-3213	13	2	the	the	DET
cana-3213	13	3	right	right	ADJ
cana-3213	13	4	final	final	ADJ
cana-3213	13	5	project	project	NOUN
cana-3213	13	6	title	title	NOUN
cana-3213	13	7	,	,	PUNCT
cana-3213	13	8	which	which	PRON
cana-3213	13	9	is	be	AUX
cana-3213	13	10	relevant	relevant	ADJ
cana-3213	13	11	to	to	ADP
cana-3213	13	12	students	student	NOUN
cana-3213	13	13	'	'	PART
cana-3213	13	14	abilities	ability	NOUN
cana-3213	13	15	and	and	CCONJ
cana-3213	13	16	preferences	preference	NOUN
cana-3213	13	17	,	,	PUNCT
cana-3213	13	18	has	have	VERB
cana-3213	13	19	a	a	DET
cana-3213	13	20	significant	significant	ADJ
cana-3213	13	21	influence	influence	NOUN
cana-3213	13	22	on	on	ADP
cana-3213	13	23	the	the	DET
cana-3213	13	24	quality	quality	NOUN
cana-3213	13	25	of	of	ADP
cana-3213	13	26	the	the	DET
cana-3213	13	27	final	final	ADJ
cana-3213	13	28	result	result	NOUN
cana-3213	13	29	and	and	CCONJ
cana-3213	13	30	the	the	DET
cana-3213	13	31	success	success	NOUN
cana-3213	13	32	of	of	ADP
cana-3213	13	33	the	the	DET
cana-3213	13	34	study	study	NOUN
cana-3213	13	35	.	.	PUNCT
cana-3213	14	1	a	a	DET
cana-3213	14	2	suitable	suitable	ADJ
cana-3213	14	3	title	title	NOUN
cana-3213	14	4	will	will	AUX
cana-3213	14	5	motivate	motivate	VERB
cana-3213	14	6	students	student	NOUN
cana-3213	14	7	to	to	PART
cana-3213	14	8	explore	explore	VERB
cana-3213	14	9	the	the	DET
cana-3213	14	10	topic	topic	NOUN
cana-3213	14	11	in	in	ADP
cana-3213	14	12	depth	depth	NOUN
cana-3213	14	13	,	,	PUNCT
cana-3213	14	14	increase	increase	VERB
cana-3213	14	15	productivity	productivity	NOUN
cana-3213	14	16	,	,	PUNCT
cana-3213	14	17	and	and	CCONJ
cana-3213	14	18	ultimately	ultimately	ADV
cana-3213	14	19	produce	produce	VERB
cana-3213	14	20	quality	quality	NOUN
cana-3213	14	21	scientific	scientific	ADJ
cana-3213	14	22	work	work	NOUN
cana-3213	14	23	.	.	PUNCT
cana-3213	15	1	however	however	ADV
cana-3213	15	2	,	,	PUNCT
cana-3213	15	3	in	in	ADP
cana-3213	15	4	practice	practice	NOUN
cana-3213	15	5	,	,	PUNCT
cana-3213	15	6	there	there	PRON
cana-3213	15	7	are	be	VERB
cana-3213	15	8	still	still	ADV
cana-3213	15	9	many	many	ADJ
cana-3213	15	10	students	student	NOUN
cana-3213	15	11	who	who	PRON
cana-3213	15	12	have	have	VERB
cana-3213	15	13	difficulty	difficulty	NOUN
cana-3213	15	14	in	in	ADP
cana-3213	15	15	determining	determine	VERB
cana-3213	15	16	the	the	DET
cana-3213	15	17	right	right	ADJ
cana-3213	15	18	final	final	ADJ
cana-3213	15	19	project	project	NOUN
cana-3213	15	20	title	title	NOUN
cana-3213	15	21	.	.	PUNCT
cana-3213	16	1	some	some	PRON
cana-3213	16	2	of	of	ADP
cana-3213	16	3	the	the	DET
cana-3213	16	4	factors	factor	NOUN
cana-3213	16	5	that	that	PRON
cana-3213	16	6	cause	cause	VERB
cana-3213	16	7	this	this	PRON
cana-3213	16	8	include	include	VERB
cana-3213	16	9	the	the	DET
cana-3213	16	10	large	large	ADJ
cana-3213	16	11	number	number	NOUN
cana-3213	16	12	of	of	ADP
cana-3213	16	13	titles	title	NOUN
cana-3213	16	14	.	.	PUNCT
cana-3213	17	1	the	the	DET
cana-3213	17	2	more	more	ADJ
cana-3213	17	3	title	title	NOUN
cana-3213	17	4	options	option	NOUN
cana-3213	17	5	available	available	ADJ
cana-3213	17	6	,	,	PUNCT
cana-3213	17	7	the	the	PRON
cana-3213	17	8	more	more	ADV
cana-3213	17	9	difficult	difficult	ADJ
cana-3213	17	10	it	it	PRON
cana-3213	17	11	is	be	AUX
cana-3213	17	12	for	for	SCONJ
cana-3213	17	13	students	student	NOUN
cana-3213	17	14	to	to	PART
cana-3213	17	15	make	make	VERB
cana-3213	17	16	a	a	DET
cana-3213	17	17	decision	decision	NOUN
cana-3213	17	18	,	,	PUNCT
cana-3213	17	19	the	the	DET
cana-3213	17	20	second	second	NOUN
cana-3213	17	21	is	be	AUX
cana-3213	17	22	due	due	ADJ
cana-3213	17	23	to	to	ADP
cana-3213	17	24	a	a	DET
cana-3213	17	25	lack	lack	NOUN
cana-3213	17	26	of	of	ADP
cana-3213	17	27	understanding	understanding	NOUN
cana-3213	17	28	of	of	ADP
cana-3213	17	29	the	the	DET
cana-3213	17	30	field	field	NOUN
cana-3213	17	31	of	of	ADP
cana-3213	17	32	study	study	NOUN
cana-3213	17	33	.	.	PUNCT
cana-3213	18	1	not	not	PART
cana-3213	18	2	all	all	DET
cana-3213	18	3	students	student	NOUN
cana-3213	18	4	have	have	VERB
cana-3213	18	5	a	a	DET
cana-3213	18	6	deep	deep	ADJ
cana-3213	18	7	understanding	understanding	NOUN
cana-3213	18	8	of	of	ADP
cana-3213	18	9	all	all	DET
cana-3213	18	10	fields	field	NOUN
cana-3213	18	11	of	of	ADP
cana-3213	18	12	study	study	NOUN
cana-3213	18	13	in	in	ADP
cana-3213	18	14	their	their	PRON
cana-3213	18	15	study	study	NOUN
cana-3213	18	16	program	program	NOUN
cana-3213	18	17	.	.	PUNCT
cana-3213	19	1	while	while	SCONJ
cana-3213	19	2	the	the	DET
cana-3213	19	3	third	third	ADJ
cana-3213	19	4	factor	factor	NOUN
cana-3213	19	5	is	be	AUX
cana-3213	19	6	the	the	DET
cana-3213	19	7	limited	limited	ADJ
cana-3213	19	8	time	time	NOUN
cana-3213	19	9	factor	factor	NOUN
cana-3213	19	10	.	.	PUNCT
cana-3213	20	1	the	the	DET
cana-3213	20	2	process	process	NOUN
cana-3213	20	3	of	of	ADP
cana-3213	20	4	searching	search	VERB
cana-3213	20	5	and	and	CCONJ
cana-3213	20	6	selecting	select	VERB
cana-3213	20	7	titles	title	NOUN
cana-3213	20	8	often	often	ADV
cana-3213	20	9	takes	take	VERB
cana-3213	20	10	a	a	DET
cana-3213	20	11	long	long	ADJ
cana-3213	20	12	time	time	NOUN
cana-3213	20	13	,	,	PUNCT
cana-3213	20	14	making	make	VERB
cana-3213	20	15	it	it	PRON
cana-3213	20	16	difficult	difficult	ADJ
cana-3213	20	17	for	for	SCONJ
cana-3213	20	18	students	student	NOUN
cana-3213	20	19	to	to	PART
cana-3213	20	20	balance	balance	VERB
cana-3213	20	21	it	it	PRON
cana-3213	20	22	with	with	ADP
cana-3213	20	23	other	other	ADJ
cana-3213	20	24	academic	academic	ADJ
cana-3213	20	25	activities	activity	NOUN
cana-3213	20	26	.	.	PUNCT
cana-3213	21	1	difficulty	difficulty	NOUN
cana-3213	21	2	in	in	ADP
cana-3213	21	3	choosing	choose	VERB
cana-3213	21	4	a	a	DET
cana-3213	21	5	final	final	ADJ
cana-3213	21	6	project	project	NOUN
cana-3213	21	7	title	title	NOUN
cana-3213	21	8	often	often	ADV
cana-3213	21	9	results	result	VERB
cana-3213	21	10	in	in	ADP
cana-3213	21	11	delays	delay	NOUN
cana-3213	21	12	in	in	ADP
cana-3213	21	13	study	study	NOUN
cana-3213	21	14	completion	completion	NOUN
cana-3213	21	15	.	.	PUNCT
cana-3213	22	1	students	student	NOUN
cana-3213	22	2	who	who	PRON
cana-3213	22	3	struggle	struggle	VERB
cana-3213	22	4	to	to	PART
cana-3213	22	5	find	find	VERB
cana-3213	22	6	interesting	interesting	ADJ
cana-3213	22	7	and	and	CCONJ
cana-3213	22	8	relevant	relevant	ADJ
cana-3213	22	9	topics	topic	NOUN
cana-3213	22	10	tend	tend	VERB
cana-3213	22	11	to	to	PART
cana-3213	22	12	experience	experience	VERB
cana-3213	22	13	difficulties	difficulty	NOUN
cana-3213	22	14	in	in	ADP
cana-3213	22	15	the	the	DET
cana-3213	22	16	research	research	NOUN
cana-3213	22	17	and	and	CCONJ
cana-3213	22	18	writing	write	VERB
cana-3213	22	19	communications	communication	NOUN
cana-3213	22	20	on	on	ADP
cana-3213	22	21	applied	apply	VERB
cana-3213	22	22	nonlinear	nonlinear	ADJ
cana-3213	22	23	analysis	analysis	NOUN
cana-3213	22	24	issn	issn	NOUN
cana-3213	22	25	:	:	PUNCT
cana-3213	22	26	1074	1074	NUM
cana-3213	22	27	-	-	PUNCT
cana-3213	22	28	133x	133x	NUM
cana-3213	22	29	vol	vol	NOUN
cana-3213	22	30	32	32	NUM
cana-3213	22	31	no	no	NOUN
cana-3213	22	32	.	.	PUNCT
cana-3213	23	1	5s	5s	NUM
cana-3213	23	2	(	(	PUNCT
cana-3213	23	3	2025	2025	NUM
cana-3213	23	4	)	)	PUNCT
cana-3213	23	5	623	623	NUM
cana-3213	23	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3213	23	7	process	process	NOUN
cana-3213	23	8	,	,	PUNCT
cana-3213	23	9	resulting	result	VERB
cana-3213	23	10	in	in	ADP
cana-3213	23	11	the	the	DET
cana-3213	23	12	time	time	NOUN
cana-3213	23	13	needed	need	VERB
cana-3213	23	14	to	to	PART
cana-3213	23	15	complete	complete	VERB
cana-3213	23	16	the	the	DET
cana-3213	23	17	final	final	ADJ
cana-3213	23	18	project	project	NOUN
cana-3213	23	19	being	be	AUX
cana-3213	23	20	longer	long	ADJ
cana-3213	23	21	than	than	SCONJ
cana-3213	23	22	it	it	PRON
cana-3213	23	23	should	should	AUX
cana-3213	23	24	be	be	AUX
cana-3213	23	25	.	.	PUNCT
cana-3213	24	1	not	not	PART
cana-3213	24	2	only	only	ADV
cana-3213	24	3	does	do	AUX
cana-3213	24	4	this	this	DET
cana-3213	24	5	result	result	NOUN
cana-3213	24	6	in	in	ADP
cana-3213	24	7	delays	delay	NOUN
cana-3213	24	8	in	in	ADP
cana-3213	24	9	graduation	graduation	NOUN
cana-3213	24	10	,	,	PUNCT
cana-3213	24	11	but	but	CCONJ
cana-3213	24	12	it	it	PRON
cana-3213	24	13	can	can	AUX
cana-3213	24	14	also	also	ADV
cana-3213	24	15	increase	increase	VERB
cana-3213	24	16	students	student	NOUN
cana-3213	24	17	'	'	PART
cana-3213	24	18	stress	stress	NOUN
cana-3213	24	19	levels	level	NOUN
cana-3213	24	20	and	and	CCONJ
cana-3213	24	21	frustration	frustration	NOUN
cana-3213	24	22	.	.	PUNCT
cana-3213	25	1	to	to	PART
cana-3213	25	2	overcome	overcome	VERB
cana-3213	25	3	these	these	DET
cana-3213	25	4	problems	problem	NOUN
cana-3213	25	5	,	,	PUNCT
cana-3213	25	6	a	a	DET
cana-3213	25	7	system	system	NOUN
cana-3213	25	8	is	be	AUX
cana-3213	25	9	needed	need	VERB
cana-3213	25	10	that	that	PRON
cana-3213	25	11	can	can	AUX
cana-3213	25	12	help	help	VERB
cana-3213	25	13	students	student	NOUN
cana-3213	25	14	find	find	VERB
cana-3213	25	15	final	final	ADJ
cana-3213	25	16	project	project	NOUN
cana-3213	25	17	titles	title	NOUN
cana-3213	25	18	that	that	PRON
cana-3213	25	19	match	match	VERB
cana-3213	25	20	their	their	PRON
cana-3213	25	21	abilities	ability	NOUN
cana-3213	25	22	and	and	CCONJ
cana-3213	25	23	preferences	preference	NOUN
cana-3213	25	24	.	.	PUNCT
cana-3213	26	1	one	one	NUM
cana-3213	26	2	approach	approach	NOUN
cana-3213	26	3	that	that	PRON
cana-3213	26	4	can	can	AUX
cana-3213	26	5	be	be	AUX
cana-3213	26	6	used	use	VERB
cana-3213	26	7	is	be	AUX
cana-3213	26	8	the	the	DET
cana-3213	26	9	collaborative	collaborative	ADJ
cana-3213	26	10	filtering	filtering	NOUN
cana-3213	26	11	method	method	NOUN
cana-3213	26	12	.	.	PUNCT
cana-3213	27	1	this	this	DET
cana-3213	27	2	method	method	NOUN
cana-3213	27	3	has	have	AUX
cana-3213	27	4	been	be	AUX
cana-3213	27	5	widely	widely	ADV
cana-3213	27	6	used	use	VERB
cana-3213	27	7	in	in	ADP
cana-3213	27	8	recommendation	recommendation	NOUN
cana-3213	27	9	systems	system	NOUN
cana-3213	27	10	in	in	ADP
cana-3213	27	11	various	various	ADJ
cana-3213	27	12	domains	domain	NOUN
cana-3213	27	13	,	,	PUNCT
cana-3213	27	14	such	such	ADJ
cana-3213	27	15	as	as	ADP
cana-3213	27	16	e	e	NOUN
cana-3213	27	17	-	-	NOUN
cana-3213	27	18	commerce	commerce	NOUN
cana-3213	27	19	and	and	CCONJ
cana-3213	27	20	streaming	streaming	NOUN
cana-3213	27	21	services	service	NOUN
cana-3213	27	22	.	.	PUNCT
cana-3213	28	1	the	the	DET
cana-3213	28	2	basic	basic	ADJ
cana-3213	28	3	principle	principle	NOUN
cana-3213	28	4	of	of	ADP
cana-3213	28	5	this	this	DET
cana-3213	28	6	method	method	NOUN
cana-3213	28	7	is	be	AUX
cana-3213	28	8	to	to	PART
cana-3213	28	9	recommend	recommend	VERB
cana-3213	28	10	items	item	NOUN
cana-3213	28	11	(	(	PUNCT
cana-3213	28	12	in	in	ADP
cana-3213	28	13	this	this	DET
cana-3213	28	14	case	case	NOUN
cana-3213	28	15	,	,	PUNCT
cana-3213	28	16	final	final	ADJ
cana-3213	28	17	project	project	NOUN
cana-3213	28	18	titles	title	NOUN
cana-3213	28	19	)	)	PUNCT
cana-3213	28	20	to	to	ADP
cana-3213	28	21	users	user	NOUN
cana-3213	28	22	based	base	VERB
cana-3213	28	23	on	on	ADP
cana-3213	28	24	the	the	DET
cana-3213	28	25	similarity	similarity	NOUN
cana-3213	28	26	of	of	ADP
cana-3213	28	27	preferences	preference	NOUN
cana-3213	28	28	with	with	ADP
cana-3213	28	29	other	other	ADJ
cana-3213	28	30	users	user	NOUN
cana-3213	28	31	or	or	CCONJ
cana-3213	28	32	items	item	NOUN
cana-3213	28	33	that	that	PRON
cana-3213	28	34	have	have	AUX
cana-3213	28	35	been	be	AUX
cana-3213	28	36	previously	previously	ADV
cana-3213	28	37	interacted	interact	VERB
cana-3213	28	38	with	with	ADP
cana-3213	28	39	.	.	PUNCT
cana-3213	29	1	literature	literature	NOUN
cana-3213	29	2	review	review	NOUN
cana-3213	29	3	recommendation	recommendation	NOUN
cana-3213	29	4	system	system	NOUN
cana-3213	29	5	a	a	DET
cana-3213	29	6	recommendation	recommendation	NOUN
cana-3213	29	7	system	system	NOUN
cana-3213	29	8	is	be	AUX
cana-3213	29	9	a	a	DET
cana-3213	29	10	system	system	NOUN
cana-3213	29	11	that	that	PRON
cana-3213	29	12	automatically	automatically	ADV
cana-3213	29	13	suggests	suggest	VERB
cana-3213	29	14	items	item	NOUN
cana-3213	29	15	(	(	PUNCT
cana-3213	29	16	products	product	NOUN
cana-3213	29	17	,	,	PUNCT
cana-3213	29	18	services	service	NOUN
cana-3213	29	19	,	,	PUNCT
cana-3213	29	20	information	information	NOUN
cana-3213	29	21	)	)	PUNCT
cana-3213	29	22	to	to	ADP
cana-3213	29	23	a	a	DET
cana-3213	29	24	user	user	NOUN
cana-3213	29	25	based	base	VERB
cana-3213	29	26	on	on	ADP
cana-3213	29	27	that	that	DET
cana-3213	29	28	user	user	NOUN
cana-3213	29	29	's	's	PART
cana-3213	29	30	preferences	preference	NOUN
cana-3213	29	31	,	,	PUNCT
cana-3213	29	32	behavior	behavior	NOUN
cana-3213	29	33	,	,	PUNCT
cana-3213	29	34	or	or	CCONJ
cana-3213	29	35	characteristics	characteristic	NOUN
cana-3213	29	36	.	.	PUNCT
cana-3213	30	1	the	the	DET
cana-3213	30	2	main	main	ADJ
cana-3213	30	3	goal	goal	NOUN
cana-3213	30	4	of	of	ADP
cana-3213	30	5	a	a	DET
cana-3213	30	6	recommender	recommender	NOUN
cana-3213	30	7	system	system	NOUN
cana-3213	30	8	is	be	AUX
cana-3213	30	9	to	to	PART
cana-3213	30	10	help	help	VERB
cana-3213	30	11	users	user	NOUN
cana-3213	30	12	find	find	VERB
cana-3213	30	13	items	item	NOUN
cana-3213	30	14	that	that	PRON
cana-3213	30	15	are	be	AUX
cana-3213	30	16	relevant	relevant	ADJ
cana-3213	30	17	and	and	CCONJ
cana-3213	30	18	interesting	interesting	ADJ
cana-3213	30	19	to	to	ADP
cana-3213	30	20	them	they	PRON
cana-3213	30	21	amidst	amidst	ADP
cana-3213	30	22	the	the	DET
cana-3213	30	23	many	many	ADJ
cana-3213	30	24	options	option	NOUN
cana-3213	30	25	available	available	ADJ
cana-3213	30	26	.	.	PUNCT
cana-3213	31	1	types	type	NOUN
cana-3213	31	2	of	of	ADP
cana-3213	31	3	recommendation	recommendation	NOUN
cana-3213	31	4	systems	system	NOUN
cana-3213	31	5	•	•	NOUN
cana-3213	31	6	content	content	NOUN
cana-3213	31	7	-	-	PUNCT
cana-3213	31	8	based	base	VERB
cana-3213	31	9	filtering	filtering	NOUN
cana-3213	31	10	:	:	PUNCT
cana-3213	31	11	this	this	DET
cana-3213	31	12	system	system	NOUN
cana-3213	31	13	recommends	recommend	VERB
cana-3213	31	14	items	item	NOUN
cana-3213	31	15	based	base	VERB
cana-3213	31	16	on	on	ADP
cana-3213	31	17	the	the	DET
cana-3213	31	18	similarity	similarity	NOUN
cana-3213	31	19	between	between	ADP
cana-3213	31	20	an	an	DET
cana-3213	31	21	item	item	NOUN
cana-3213	31	22	that	that	PRON
cana-3213	31	23	the	the	DET
cana-3213	31	24	user	user	NOUN
cana-3213	31	25	already	already	ADV
cana-3213	31	26	likes	like	VERB
cana-3213	31	27	and	and	CCONJ
cana-3213	31	28	other	other	ADJ
cana-3213	31	29	items	item	NOUN
cana-3213	31	30	that	that	PRON
cana-3213	31	31	have	have	VERB
cana-3213	31	32	similar	similar	ADJ
cana-3213	31	33	attributes	attribute	NOUN
cana-3213	31	34	.	.	PUNCT
cana-3213	32	1	for	for	ADP
cana-3213	32	2	example	example	NOUN
cana-3213	32	3	,	,	PUNCT
cana-3213	32	4	if	if	SCONJ
cana-3213	32	5	a	a	DET
cana-3213	32	6	user	user	NOUN
cana-3213	32	7	likes	like	VERB
cana-3213	32	8	sci	sci	PROPN
cana-3213	32	9	-	-	PUNCT
cana-3213	32	10	fi	fi	NOUN
cana-3213	32	11	movies	movie	NOUN
cana-3213	32	12	,	,	PUNCT
cana-3213	32	13	the	the	DET
cana-3213	32	14	system	system	NOUN
cana-3213	32	15	will	will	AUX
cana-3213	32	16	recommend	recommend	VERB
cana-3213	32	17	other	other	ADJ
cana-3213	32	18	sci	sci	PROPN
cana-3213	32	19	-	-	PUNCT
cana-3213	32	20	fi	fi	NOUN
cana-3213	32	21	movies	movie	NOUN
cana-3213	32	22	.	.	PUNCT
cana-3213	33	1	•	•	NUM
cana-3213	33	2	collaborative	collaborative	ADJ
cana-3213	33	3	filtering	filtering	NOUN
cana-3213	33	4	:	:	PUNCT
cana-3213	33	5	this	this	DET
cana-3213	33	6	system	system	NOUN
cana-3213	33	7	recommends	recommend	VERB
cana-3213	33	8	items	item	NOUN
cana-3213	33	9	based	base	VERB
cana-3213	33	10	on	on	ADP
cana-3213	33	11	the	the	DET
cana-3213	33	12	similarity	similarity	NOUN
cana-3213	33	13	of	of	ADP
cana-3213	33	14	preferences	preference	NOUN
cana-3213	33	15	between	between	ADP
cana-3213	33	16	users	user	NOUN
cana-3213	33	17	.	.	PUNCT
cana-3213	34	1	there	there	PRON
cana-3213	34	2	are	be	VERB
cana-3213	34	3	two	two	NUM
cana-3213	34	4	main	main	ADJ
cana-3213	34	5	approaches	approach	NOUN
cana-3213	34	6	in	in	ADP
cana-3213	34	7	collaborative	collaborative	ADJ
cana-3213	34	8	filtering	filtering	NOUN
cana-3213	34	9	:	:	PUNCT
cana-3213	34	10	o	o	NOUN
cana-3213	34	11	user	user	NOUN
cana-3213	34	12	-	-	PUNCT
cana-3213	34	13	based	base	VERB
cana-3213	34	14	collaborative	collaborative	ADJ
cana-3213	34	15	filtering	filtering	NOUN
cana-3213	34	16	:	:	PUNCT
cana-3213	34	17	searches	search	NOUN
cana-3213	34	18	for	for	ADP
cana-3213	34	19	other	other	ADJ
cana-3213	34	20	users	user	NOUN
cana-3213	34	21	who	who	PRON
cana-3213	34	22	have	have	VERB
cana-3213	34	23	similar	similar	ADJ
cana-3213	34	24	preferences	preference	NOUN
cana-3213	34	25	to	to	ADP
cana-3213	34	26	the	the	DET
cana-3213	34	27	target	target	NOUN
cana-3213	34	28	user	user	NOUN
cana-3213	34	29	,	,	PUNCT
cana-3213	34	30	and	and	CCONJ
cana-3213	34	31	recommends	recommend	VERB
cana-3213	34	32	items	item	NOUN
cana-3213	34	33	favored	favor	VERB
cana-3213	34	34	by	by	ADP
cana-3213	34	35	these	these	DET
cana-3213	34	36	similar	similar	ADJ
cana-3213	34	37	users	user	NOUN
cana-3213	34	38	.	.	PUNCT
cana-3213	35	1	o	o	NOUN
cana-3213	35	2	item	item	NOUN
cana-3213	35	3	-	-	PUNCT
cana-3213	35	4	based	base	VERB
cana-3213	35	5	collaborative	collaborative	ADJ
cana-3213	35	6	filtering	filtering	NOUN
cana-3213	35	7	:	:	PUNCT
cana-3213	35	8	searches	search	VERB
cana-3213	35	9	for	for	ADP
cana-3213	35	10	items	item	NOUN
cana-3213	35	11	that	that	PRON
cana-3213	35	12	are	be	AUX
cana-3213	35	13	similar	similar	ADJ
cana-3213	35	14	to	to	ADP
cana-3213	35	15	items	item	NOUN
cana-3213	35	16	the	the	DET
cana-3213	35	17	user	user	NOUN
cana-3213	35	18	already	already	ADV
cana-3213	35	19	likes	like	VERB
cana-3213	35	20	,	,	PUNCT
cana-3213	35	21	and	and	CCONJ
cana-3213	35	22	recommends	recommend	VERB
cana-3213	35	23	similar	similar	ADJ
cana-3213	35	24	items	item	NOUN
cana-3213	35	25	.	.	PUNCT
cana-3213	36	1	•	•	NUM
cana-3213	36	2	hybrid	hybrid	ADJ
cana-3213	36	3	filtering	filtering	NOUN
cana-3213	36	4	:	:	PUNCT
cana-3213	36	5	a	a	DET
cana-3213	36	6	combination	combination	NOUN
cana-3213	36	7	of	of	ADP
cana-3213	36	8	content	content	NOUN
cana-3213	36	9	-	-	PUNCT
cana-3213	36	10	based	base	VERB
cana-3213	36	11	and	and	CCONJ
cana-3213	36	12	collaborative	collaborative	ADJ
cana-3213	36	13	filtering	filtering	NOUN
cana-3213	36	14	.	.	PUNCT
cana-3213	37	1	this	this	DET
cana-3213	37	2	approach	approach	NOUN
cana-3213	37	3	seeks	seek	VERB
cana-3213	37	4	to	to	PART
cana-3213	37	5	combine	combine	VERB
cana-3213	37	6	the	the	DET
cana-3213	37	7	strengths	strength	NOUN
cana-3213	37	8	of	of	ADP
cana-3213	37	9	both	both	DET
cana-3213	37	10	methods	method	NOUN
cana-3213	37	11	to	to	PART
cana-3213	37	12	produce	produce	VERB
cana-3213	37	13	more	more	ADV
cana-3213	37	14	accurate	accurate	ADJ
cana-3213	37	15	recommendations	recommendation	NOUN
cana-3213	37	16	.	.	PUNCT
cana-3213	38	1	recommendation	recommendation	NOUN
cana-3213	38	2	system	system	NOUN
cana-3213	38	3	application	application	NOUN
cana-3213	38	4	recommendation	recommendation	NOUN
cana-3213	38	5	systems	system	NOUN
cana-3213	38	6	have	have	AUX
cana-3213	38	7	been	be	AUX
cana-3213	38	8	widely	widely	ADV
cana-3213	38	9	applied	apply	VERB
cana-3213	38	10	in	in	ADP
cana-3213	38	11	various	various	ADJ
cana-3213	38	12	fields	field	NOUN
cana-3213	38	13	,	,	PUNCT
cana-3213	38	14	such	such	ADJ
cana-3213	38	15	as	as	ADP
cana-3213	38	16	:	:	PUNCT
cana-3213	38	17	•	•	NUM
cana-3213	38	18	e	e	NOUN
cana-3213	38	19	-	-	NOUN
cana-3213	38	20	commerce	commerce	NOUN
cana-3213	38	21	:	:	PUNCT
cana-3213	38	22	recommending	recommend	VERB
cana-3213	38	23	products	product	NOUN
cana-3213	38	24	to	to	ADP
cana-3213	38	25	customers	customer	NOUN
cana-3213	38	26	based	base	VERB
cana-3213	38	27	on	on	ADP
cana-3213	38	28	purchase	purchase	NOUN
cana-3213	38	29	history	history	NOUN
cana-3213	38	30	,	,	PUNCT
cana-3213	38	31	browsing	browse	VERB
cana-3213	38	32	behavior	behavior	NOUN
cana-3213	38	33	,	,	PUNCT
cana-3213	38	34	or	or	CCONJ
cana-3213	38	35	demographic	demographic	ADJ
cana-3213	38	36	characteristics	characteristic	NOUN
cana-3213	38	37	.	.	PUNCT
cana-3213	39	1	•	•	NUM
cana-3213	39	2	movies	movie	NOUN
cana-3213	39	3	and	and	CCONJ
cana-3213	39	4	music	music	NOUN
cana-3213	39	5	:	:	PUNCT
cana-3213	39	6	compile	compile	NOUN
cana-3213	39	7	playlists	playlist	NOUN
cana-3213	39	8	or	or	CCONJ
cana-3213	39	9	movie	movie	NOUN
cana-3213	39	10	recommendations	recommendation	NOUN
cana-3213	39	11	based	base	VERB
cana-3213	39	12	on	on	ADP
cana-3213	39	13	user	user	NOUN
cana-3213	39	14	preferences	preference	NOUN
cana-3213	39	15	.	.	PUNCT
cana-3213	40	1	•	•	NUM
cana-3213	40	2	news	news	NOUN
cana-3213	40	3	and	and	CCONJ
cana-3213	40	4	articles	article	NOUN
cana-3213	40	5	:	:	PUNCT
cana-3213	40	6	displays	display	VERB
cana-3213	40	7	news	news	NOUN
cana-3213	40	8	or	or	CCONJ
cana-3213	40	9	articles	article	NOUN
cana-3213	40	10	relevant	relevant	ADJ
cana-3213	40	11	to	to	ADP
cana-3213	40	12	the	the	DET
cana-3213	40	13	user	user	NOUN
cana-3213	40	14	's	's	PART
cana-3213	40	15	interests	interest	NOUN
cana-3213	40	16	.	.	PUNCT
cana-3213	41	1	•	•	NUM
cana-3213	41	2	social	social	ADJ
cana-3213	41	3	media	medium	NOUN
cana-3213	41	4	:	:	PUNCT
cana-3213	41	5	suggests	suggest	VERB
cana-3213	41	6	new	new	ADJ
cana-3213	41	7	friends	friend	NOUN
cana-3213	41	8	or	or	CCONJ
cana-3213	41	9	content	content	NOUN
cana-3213	41	10	that	that	PRON
cana-3213	41	11	may	may	AUX
cana-3213	41	12	be	be	AUX
cana-3213	41	13	of	of	ADP
cana-3213	41	14	interest	interest	NOUN
cana-3213	41	15	to	to	ADP
cana-3213	41	16	the	the	DET
cana-3213	41	17	user	user	NOUN
cana-3213	41	18	.	.	PUNCT
cana-3213	42	1	•	•	NUM
cana-3213	42	2	education	education	NOUN
cana-3213	42	3	system	system	NOUN
cana-3213	42	4	:	:	PUNCT
cana-3213	42	5	recommend	recommend	VERB
cana-3213	42	6	learning	learn	VERB
cana-3213	42	7	materials	material	NOUN
cana-3213	42	8	that	that	PRON
cana-3213	42	9	match	match	VERB
cana-3213	42	10	students	student	NOUN
cana-3213	42	11	'	'	PART
cana-3213	42	12	level	level	NOUN
cana-3213	42	13	of	of	ADP
cana-3213	42	14	understanding	understanding	NOUN
cana-3213	42	15	and	and	CCONJ
cana-3213	42	16	interest	interest	NOUN
cana-3213	42	17	.	.	PUNCT
cana-3213	43	1	communications	communication	NOUN
cana-3213	43	2	on	on	ADP
cana-3213	43	3	applied	apply	VERB
cana-3213	43	4	nonlinear	nonlinear	ADJ
cana-3213	43	5	analysis	analysis	NOUN
cana-3213	43	6	issn	issn	NOUN
cana-3213	43	7	:	:	PUNCT
cana-3213	43	8	1074	1074	NUM
cana-3213	43	9	-	-	PUNCT
cana-3213	43	10	133x	133x	NUM
cana-3213	43	11	vol	vol	NOUN
cana-3213	43	12	32	32	NUM
cana-3213	43	13	no	no	NOUN
cana-3213	43	14	.	.	PUNCT
cana-3213	44	1	5s	5s	NUM
cana-3213	44	2	(	(	PUNCT
cana-3213	44	3	2025	2025	NUM
cana-3213	44	4	)	)	PUNCT
cana-3213	44	5	624	624	NUM
cana-3213	44	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3213	44	7	collaborative	collaborative	ADJ
cana-3213	44	8	filtering	filtering	NOUN
cana-3213	44	9	method	method	NOUN
cana-3213	44	10	basic	basic	ADJ
cana-3213	44	11	principles	principle	NOUN
cana-3213	44	12	of	of	ADP
cana-3213	44	13	collaborative	collaborative	ADJ
cana-3213	44	14	filtering	filtering	NOUN
cana-3213	44	15	collaborative	collaborative	ADJ
cana-3213	44	16	filtering	filtering	NOUN
cana-3213	44	17	works	work	NOUN
cana-3213	44	18	by	by	ADP
cana-3213	44	19	analyzing	analyze	VERB
cana-3213	44	20	the	the	DET
cana-3213	44	21	interaction	interaction	NOUN
cana-3213	44	22	patterns	pattern	NOUN
cana-3213	44	23	between	between	ADP
cana-3213	44	24	users	user	NOUN
cana-3213	44	25	and	and	CCONJ
cana-3213	44	26	items	item	NOUN
cana-3213	44	27	.	.	PUNCT
cana-3213	45	1	the	the	DET
cana-3213	45	2	system	system	NOUN
cana-3213	45	3	attempts	attempt	VERB
cana-3213	45	4	to	to	PART
cana-3213	45	5	find	find	VERB
cana-3213	45	6	similarities	similarity	NOUN
cana-3213	45	7	between	between	ADP
cana-3213	45	8	users	user	NOUN
cana-3213	45	9	or	or	CCONJ
cana-3213	45	10	items	item	NOUN
cana-3213	45	11	to	to	PART
cana-3213	45	12	provide	provide	VERB
cana-3213	45	13	relevant	relevant	ADJ
cana-3213	45	14	recommendations	recommendation	NOUN
cana-3213	45	15	.	.	PUNCT
cana-3213	46	1	comparison	comparison	NOUN
cana-3213	46	2	of	of	ADP
cana-3213	46	3	user	user	NOUN
cana-3213	46	4	-	-	PUNCT
cana-3213	46	5	based	base	VERB
cana-3213	46	6	and	and	CCONJ
cana-3213	46	7	item	item	NOUN
cana-3213	46	8	-	-	PUNCT
cana-3213	46	9	based	base	VERB
cana-3213	46	10	collaborative	collaborative	ADJ
cana-3213	46	11	filtering	filtering	NOUN
cana-3213	46	12	•	•	NUM
cana-3213	46	13	user	user	NOUN
cana-3213	46	14	-	-	PUNCT
cana-3213	46	15	based	base	VERB
cana-3213	46	16	:	:	PUNCT
cana-3213	46	17	o	o	NOUN
cana-3213	46	18	pros	pro	NOUN
cana-3213	46	19	:	:	PUNCT
cana-3213	46	20	able	able	ADJ
cana-3213	46	21	to	to	PART
cana-3213	46	22	capture	capture	VERB
cana-3213	46	23	unique	unique	ADJ
cana-3213	46	24	user	user	NOUN
cana-3213	46	25	preferences	preference	NOUN
cana-3213	46	26	.	.	PUNCT
cana-3213	47	1	o	o	X
cana-3213	47	2	disadvantages	disadvantage	VERB
cana-3213	47	3	:	:	PUNCT
cana-3213	47	4	prone	prone	ADJ
cana-3213	47	5	to	to	ADP
cana-3213	47	6	sparsity	sparsity	NOUN
cana-3213	47	7	problem	problem	NOUN
cana-3213	47	8	(	(	PUNCT
cana-3213	47	9	lack	lack	NOUN
cana-3213	47	10	of	of	ADP
cana-3213	47	11	user	user	NOUN
cana-3213	47	12	interaction	interaction	NOUN
cana-3213	47	13	data	data	PROPN
cana-3213	47	14	)	)	PUNCT
cana-3213	47	15	,	,	PUNCT
cana-3213	47	16	more	more	ADV
cana-3213	47	17	complex	complex	ADJ
cana-3213	47	18	computation	computation	NOUN
cana-3213	47	19	,	,	PUNCT
cana-3213	47	20	and	and	CCONJ
cana-3213	47	21	difficult	difficult	ADJ
cana-3213	47	22	to	to	PART
cana-3213	47	23	handle	handle	VERB
cana-3213	47	24	new	new	ADJ
cana-3213	47	25	users	user	NOUN
cana-3213	47	26	.	.	PUNCT
cana-3213	48	1	•	•	NUM
cana-3213	48	2	item	item	NOUN
cana-3213	48	3	-	-	PUNCT
cana-3213	48	4	based	base	VERB
cana-3213	48	5	:	:	PUNCT
cana-3213	48	6	o	o	NOUN
cana-3213	48	7	pros	pro	NOUN
cana-3213	48	8	:	:	PUNCT
cana-3213	48	9	more	more	ADV
cana-3213	48	10	computationally	computationally	ADV
cana-3213	48	11	efficient	efficient	ADJ
cana-3213	48	12	,	,	PUNCT
cana-3213	48	13	more	more	ADV
cana-3213	48	14	resistant	resistant	ADJ
cana-3213	48	15	to	to	ADP
cana-3213	48	16	sparsity	sparsity	NOUN
cana-3213	48	17	problems	problem	NOUN
cana-3213	48	18	.	.	PUNCT
cana-3213	49	1	o	o	X
cana-3213	49	2	disadvantages	disadvantage	VERB
cana-3213	49	3	:	:	PUNCT
cana-3213	49	4	lacks	lack	VERB
cana-3213	49	5	the	the	DET
cana-3213	49	6	ability	ability	NOUN
cana-3213	49	7	to	to	PART
cana-3213	49	8	capture	capture	VERB
cana-3213	49	9	unique	unique	ADJ
cana-3213	49	10	user	user	NOUN
cana-3213	49	11	preferences	preference	NOUN
cana-3213	49	12	.	.	PUNCT
cana-3213	50	1	commonly	commonly	ADV
cana-3213	50	2	used	use	VERB
cana-3213	50	3	algorithms	algorithms	NOUN
cana-3213	50	4	•	•	ADP
cana-3213	50	5	user	user	NOUN
cana-3213	50	6	-	-	PUNCT
cana-3213	50	7	based	base	VERB
cana-3213	50	8	:	:	PUNCT
cana-3213	50	9	o	o	NOUN
cana-3213	50	10	neighborhood	neighborhood	NOUN
cana-3213	50	11	-	-	PUNCT
cana-3213	50	12	based	base	VERB
cana-3213	50	13	:	:	PUNCT
cana-3213	50	14	calculates	calculate	VERB
cana-3213	50	15	the	the	DET
cana-3213	50	16	similarity	similarity	NOUN
cana-3213	50	17	between	between	ADP
cana-3213	50	18	users	user	NOUN
cana-3213	50	19	based	base	VERB
cana-3213	50	20	on	on	ADP
cana-3213	50	21	the	the	DET
cana-3213	50	22	ratings	rating	NOUN
cana-3213	50	23	given	give	VERB
cana-3213	50	24	on	on	ADP
cana-3213	50	25	the	the	DET
cana-3213	50	26	same	same	ADJ
cana-3213	50	27	item	item	NOUN
cana-3213	50	28	.	.	PUNCT
cana-3213	51	1	o	o	NOUN
cana-3213	51	2	model	model	NOUN
cana-3213	51	3	-	-	PUNCT
cana-3213	51	4	based	base	VERB
cana-3213	51	5	:	:	PUNCT
cana-3213	51	6	using	use	VERB
cana-3213	51	7	modeling	modeling	NOUN
cana-3213	51	8	techniques	technique	NOUN
cana-3213	51	9	such	such	ADJ
cana-3213	51	10	as	as	ADP
cana-3213	51	11	matrix	matrix	NOUN
cana-3213	51	12	factorization	factorization	NOUN
cana-3213	51	13	to	to	PART
cana-3213	51	14	predict	predict	VERB
cana-3213	51	15	unknown	unknown	ADJ
cana-3213	51	16	ratings	rating	NOUN
cana-3213	51	17	.	.	PUNCT
cana-3213	52	1	•	•	NUM
cana-3213	52	2	item	item	NOUN
cana-3213	52	3	-	-	PUNCT
cana-3213	52	4	based	base	VERB
cana-3213	52	5	:	:	PUNCT
cana-3213	52	6	o	o	NOUN
cana-3213	52	7	item	item	NOUN
cana-3213	52	8	-	-	PUNCT
cana-3213	52	9	based	base	VERB
cana-3213	52	10	nearest	near	ADJ
cana-3213	52	11	neighbor	neighbor	NOUN
cana-3213	52	12	:	:	PUNCT
cana-3213	52	13	searches	search	NOUN
cana-3213	52	14	for	for	ADP
cana-3213	52	15	items	item	NOUN
cana-3213	52	16	that	that	PRON
cana-3213	52	17	have	have	VERB
cana-3213	52	18	similar	similar	ADJ
cana-3213	52	19	characteristics	characteristic	NOUN
cana-3213	52	20	to	to	ADP
cana-3213	52	21	items	item	NOUN
cana-3213	52	22	that	that	SCONJ
cana-3213	52	23	the	the	DET
cana-3213	52	24	user	user	NOUN
cana-3213	52	25	already	already	ADV
cana-3213	52	26	likes	like	VERB
cana-3213	52	27	.	.	PUNCT
cana-3213	53	1	cosine	cosine	NOUN
cana-3213	53	2	similarity	similarity	NOUN
cana-3213	53	3	•	•	NOUN
cana-3213	53	4	definition	definition	NOUN
cana-3213	53	5	:	:	PUNCT
cana-3213	53	6	cosine	cosine	NOUN
cana-3213	53	7	similarity	similarity	NOUN
cana-3213	53	8	is	be	AUX
cana-3213	53	9	a	a	DET
cana-3213	53	10	metric	metric	NOUN
cana-3213	53	11	that	that	PRON
cana-3213	53	12	measures	measure	VERB
cana-3213	53	13	the	the	DET
cana-3213	53	14	similarity	similarity	NOUN
cana-3213	53	15	between	between	ADP
cana-3213	53	16	two	two	NUM
cana-3213	53	17	vectors	vector	NOUN
cana-3213	53	18	.	.	PUNCT
cana-3213	54	1	in	in	ADP
cana-3213	54	2	the	the	DET
cana-3213	54	3	context	context	NOUN
cana-3213	54	4	of	of	ADP
cana-3213	54	5	collaborative	collaborative	ADJ
cana-3213	54	6	filtering	filtering	NOUN
cana-3213	54	7	,	,	PUNCT
cana-3213	54	8	these	these	DET
cana-3213	54	9	vectors	vector	NOUN
cana-3213	54	10	represent	represent	VERB
cana-3213	54	11	user	user	NOUN
cana-3213	54	12	preferences	preference	NOUN
cana-3213	54	13	or	or	CCONJ
cana-3213	54	14	item	item	NOUN
cana-3213	54	15	characteristics	characteristic	NOUN
cana-3213	54	16	.	.	PUNCT
cana-3213	55	1	•	•	NUM
cana-3213	55	2	calculation	calculation	NOUN
cana-3213	55	3	:	:	PUNCT
cana-3213	55	4	performed	perform	VERB
cana-3213	55	5	by	by	ADP
cana-3213	55	6	calculating	calculate	VERB
cana-3213	55	7	the	the	DET
cana-3213	55	8	cosine	cosine	NOUN
cana-3213	55	9	of	of	ADP
cana-3213	55	10	the	the	DET
cana-3213	55	11	angle	angle	NOUN
cana-3213	55	12	between	between	ADP
cana-3213	55	13	two	two	NUM
cana-3213	55	14	vectors	vector	NOUN
cana-3213	55	15	.	.	PUNCT
cana-3213	56	1	the	the	DET
cana-3213	56	2	cosine	cosine	NOUN
cana-3213	56	3	similarity	similarity	NOUN
cana-3213	56	4	value	value	NOUN
cana-3213	56	5	ranges	range	VERB
cana-3213	56	6	from	from	ADP
cana-3213	56	7	-1	-1	INTJ
cana-3213	56	8	to	to	ADP
cana-3213	56	9	1	1	NUM
cana-3213	56	10	,	,	PUNCT
cana-3213	56	11	where	where	SCONJ
cana-3213	56	12	a	a	DET
cana-3213	56	13	value	value	NOUN
cana-3213	56	14	of	of	ADP
cana-3213	56	15	1	1	NUM
cana-3213	56	16	indicates	indicate	VERB
cana-3213	56	17	perfect	perfect	ADJ
cana-3213	56	18	similarity	similarity	NOUN
cana-3213	56	19	.	.	PUNCT
cana-3213	57	1	•	•	NUM
cana-3213	57	2	applicability	applicability	NOUN
cana-3213	57	3	:	:	PUNCT
cana-3213	57	4	used	use	VERB
cana-3213	57	5	to	to	PART
cana-3213	57	6	calculate	calculate	VERB
cana-3213	57	7	the	the	DET
cana-3213	57	8	similarity	similarity	NOUN
cana-3213	57	9	between	between	ADP
cana-3213	57	10	users	user	NOUN
cana-3213	57	11	or	or	CCONJ
cana-3213	57	12	items	item	NOUN
cana-3213	57	13	in	in	ADP
cana-3213	57	14	collaborative	collaborative	ADJ
cana-3213	57	15	filtering	filtering	NOUN
cana-3213	57	16	.	.	PUNCT
cana-3213	58	1	performance	performance	NOUN
cana-3213	58	2	measurement	measurement	NOUN
cana-3213	58	3	•	•	NOUN
cana-3213	58	4	rmse	rmse	NOUN
cana-3213	58	5	(	(	PUNCT
cana-3213	58	6	root	root	NOUN
cana-3213	58	7	mean	mean	VERB
cana-3213	58	8	squared	square	VERB
cana-3213	58	9	error	error	NOUN
cana-3213	58	10	):	):	PUNCT
cana-3213	58	11	measures	measure	NOUN
cana-3213	58	12	the	the	DET
cana-3213	58	13	average	average	ADJ
cana-3213	58	14	difference	difference	NOUN
cana-3213	58	15	between	between	ADP
cana-3213	58	16	predicted	predict	VERB
cana-3213	58	17	and	and	CCONJ
cana-3213	58	18	actual	actual	ADJ
cana-3213	58	19	values	value	NOUN
cana-3213	58	20	.	.	PUNCT
cana-3213	59	1	a	a	DET
cana-3213	59	2	small	small	ADJ
cana-3213	59	3	rmse	rmse	NOUN
cana-3213	59	4	value	value	NOUN
cana-3213	59	5	indicates	indicate	VERB
cana-3213	59	6	a	a	DET
cana-3213	59	7	good	good	ADJ
cana-3213	59	8	prediction	prediction	NOUN
cana-3213	59	9	model	model	NOUN
cana-3213	59	10	.	.	PUNCT
cana-3213	60	1	•	•	NUM
cana-3213	60	2	accuracy	accuracy	NOUN
cana-3213	60	3	:	:	PUNCT
cana-3213	60	4	the	the	DET
cana-3213	60	5	proportion	proportion	NOUN
cana-3213	60	6	of	of	ADP
cana-3213	60	7	correct	correct	ADJ
cana-3213	60	8	predictions	prediction	NOUN
cana-3213	60	9	to	to	ADP
cana-3213	60	10	total	total	ADJ
cana-3213	60	11	predictions	prediction	NOUN
cana-3213	60	12	.	.	PUNCT
cana-3213	61	1	•	•	NUM
cana-3213	61	2	precision	precision	NOUN
cana-3213	61	3	:	:	PUNCT
cana-3213	61	4	the	the	DET
cana-3213	61	5	proportion	proportion	NOUN
cana-3213	61	6	of	of	ADP
cana-3213	61	7	correct	correct	ADJ
cana-3213	61	8	positive	positive	ADJ
cana-3213	61	9	predictions	prediction	NOUN
cana-3213	61	10	to	to	ADP
cana-3213	61	11	all	all	DET
cana-3213	61	12	positive	positive	ADJ
cana-3213	61	13	predictions	prediction	NOUN
cana-3213	61	14	.	.	PUNCT
cana-3213	62	1	•	•	NUM
cana-3213	62	2	recall	recall	NOUN
cana-3213	62	3	:	:	PUNCT
cana-3213	62	4	the	the	DET
cana-3213	62	5	proportion	proportion	NOUN
cana-3213	62	6	of	of	ADP
cana-3213	62	7	correct	correct	ADJ
cana-3213	62	8	positive	positive	ADJ
cana-3213	62	9	predictions	prediction	NOUN
cana-3213	62	10	to	to	ADP
cana-3213	62	11	all	all	DET
cana-3213	62	12	true	true	ADJ
cana-3213	62	13	positive	positive	ADJ
cana-3213	62	14	examples	example	NOUN
cana-3213	62	15	.	.	PUNCT
cana-3213	63	1	communications	communication	NOUN
cana-3213	63	2	on	on	ADP
cana-3213	63	3	applied	apply	VERB
cana-3213	63	4	nonlinear	nonlinear	ADJ
cana-3213	63	5	analysis	analysis	NOUN
cana-3213	63	6	issn	issn	NOUN
cana-3213	63	7	:	:	PUNCT
cana-3213	63	8	1074	1074	NUM
cana-3213	63	9	-	-	PUNCT
cana-3213	63	10	133x	133x	NUM
cana-3213	63	11	vol	vol	NOUN
cana-3213	63	12	32	32	NUM
cana-3213	63	13	no	no	NOUN
cana-3213	63	14	.	.	PUNCT
cana-3213	64	1	5s	5s	NUM
cana-3213	64	2	(	(	PUNCT
cana-3213	64	3	2025	2025	NUM
cana-3213	64	4	)	)	PUNCT
cana-3213	64	5	625	625	NUM
cana-3213	64	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-3213	64	7	•	•	NUM
cana-3213	64	8	f1	f1	NOUN
cana-3213	64	9	-	-	PUNCT
cana-3213	64	10	score	score	NOUN
cana-3213	64	11	:	:	PUNCT
cana-3213	64	12	harmonic	harmonic	ADJ
cana-3213	64	13	mean	mean	NOUN
cana-3213	64	14	of	of	ADP
cana-3213	64	15	precision	precision	NOUN
cana-3213	64	16	and	and	CCONJ
cana-3213	64	17	recall	recall	NOUN
cana-3213	64	18	,	,	PUNCT
cana-3213	64	19	providing	provide	VERB
cana-3213	64	20	a	a	DET
cana-3213	64	21	balance	balance	NOUN
cana-3213	64	22	between	between	ADP
cana-3213	64	23	precision	precision	NOUN
cana-3213	64	24	and	and	CCONJ
cana-3213	64	25	recall	recall	NOUN
cana-3213	64	26	.	.	PUNCT
cana-3213	65	1	research	research	NOUN
cana-3213	65	2	method	method	NOUN
cana-3213	65	3	in	in	ADP
cana-3213	65	4	this	this	DET
cana-3213	65	5	research	research	NOUN
cana-3213	65	6	,	,	PUNCT
cana-3213	65	7	we	we	PRON
cana-3213	65	8	will	will	AUX
cana-3213	65	9	develop	develop	VERB
cana-3213	65	10	a	a	DET
cana-3213	65	11	final	final	ADJ
cana-3213	65	12	project	project	NOUN
cana-3213	65	13	title	title	NOUN
cana-3213	65	14	recommendation	recommendation	NOUN
cana-3213	65	15	system	system	NOUN
cana-3213	65	16	that	that	PRON
cana-3213	65	17	utilizes	utilize	VERB
cana-3213	65	18	the	the	DET
cana-3213	65	19	collaborative	collaborative	ADJ
cana-3213	65	20	filtering	filtering	NOUN
cana-3213	65	21	method	method	NOUN
cana-3213	65	22	.	.	PUNCT
cana-3213	66	1	this	this	DET
cana-3213	66	2	system	system	NOUN
cana-3213	66	3	aims	aim	VERB
cana-3213	66	4	to	to	PART
cana-3213	66	5	help	help	VERB
cana-3213	66	6	undergraduate	undergraduate	VERB
cana-3213	66	7	students	student	NOUN
cana-3213	66	8	of	of	ADP
cana-3213	66	9	informatics	informatic	NOUN
cana-3213	66	10	engineering	engineer	VERB
cana-3213	66	11	in	in	ADP
cana-3213	66	12	choosing	choose	VERB
cana-3213	66	13	a	a	DET
cana-3213	66	14	final	final	ADJ
cana-3213	66	15	project	project	NOUN
cana-3213	66	16	title	title	NOUN
cana-3213	66	17	that	that	PRON
cana-3213	66	18	is	be	AUX
cana-3213	66	19	relevant	relevant	ADJ
cana-3213	66	20	to	to	ADP
cana-3213	66	21	their	their	PRON
cana-3213	66	22	interests	interest	NOUN
cana-3213	66	23	and	and	CCONJ
cana-3213	66	24	abilities	ability	NOUN
cana-3213	66	25	.	.	PUNCT
cana-3213	67	1	research	research	NOUN
cana-3213	67	2	design	design	NOUN
cana-3213	67	3	this	this	DET
cana-3213	67	4	study	study	NOUN
cana-3213	67	5	uses	use	VERB
cana-3213	67	6	an	an	DET
cana-3213	67	7	experimental	experimental	ADJ
cana-3213	67	8	research	research	NOUN
cana-3213	67	9	design	design	NOUN
cana-3213	67	10	.	.	PUNCT
cana-3213	68	1	thus	thus	ADV
cana-3213	68	2	,	,	PUNCT
cana-3213	68	3	we	we	PRON
cana-3213	68	4	will	will	AUX
cana-3213	68	5	build	build	VERB
cana-3213	68	6	and	and	CCONJ
cana-3213	68	7	evaluate	evaluate	VERB
cana-3213	68	8	the	the	DET
cana-3213	68	9	performance	performance	NOUN
cana-3213	68	10	of	of	ADP
cana-3213	68	11	the	the	DET
cana-3213	68	12	developed	develop	VERB
cana-3213	68	13	recommendation	recommendation	NOUN
cana-3213	68	14	system	system	NOUN
cana-3213	68	15	.	.	PUNCT
cana-3213	69	1	object	object	NOUN
cana-3213	69	2	of	of	ADP
cana-3213	69	3	research	research	NOUN
cana-3213	69	4	the	the	DET
cana-3213	69	5	research	research	NOUN
cana-3213	69	6	object	object	NOUN
cana-3213	69	7	in	in	ADP
cana-3213	69	8	this	this	DET
cana-3213	69	9	study	study	NOUN
cana-3213	69	10	is	be	AUX
cana-3213	69	11	undergraduate	undergraduate	ADJ
cana-3213	69	12	students	student	NOUN
cana-3213	69	13	of	of	ADP
cana-3213	69	14	informatics	informatic	NOUN
cana-3213	69	15	engineering	engineer	VERB
cana-3213	69	16	in	in	ADP
cana-3213	69	17	the	the	DET
cana-3213	69	18	informatics	informatics	PROPN
cana-3213	69	19	engineering	engineering	PROPN
cana-3213	69	20	study	study	NOUN
cana-3213	69	21	program	program	NOUN
cana-3213	69	22	,	,	PUNCT
cana-3213	69	23	universitas	universita	VERB
cana-3213	69	24	17	17	NUM
cana-3213	69	25	agustus	agustus	PROPN
cana-3213	69	26	1945	1945	NUM
cana-3213	69	27	surabaya	surabaya	PROPN
cana-3213	69	28	,	,	PUNCT
cana-3213	69	29	2020	2020	NUM
cana-3213	69	30	2024	2024	NUM
cana-3213	69	31	period	period	NOUN
cana-3213	69	32	.	.	PUNCT
cana-3213	70	1	research	research	NOUN
cana-3213	70	2	variables	variable	VERB
cana-3213	70	3	•	•	ADP
cana-3213	70	4	independent	independent	ADJ
cana-3213	70	5	variable	variable	NOUN
cana-3213	70	6	:	:	PUNCT
cana-3213	70	7	o	o	NOUN
cana-3213	70	8	collaborative	collaborative	ADJ
cana-3213	70	9	filtering	filtering	NOUN
cana-3213	70	10	methods	method	NOUN
cana-3213	70	11	(	(	PUNCT
cana-3213	70	12	user	user	NOUN
cana-3213	70	13	-	-	PUNCT
cana-3213	70	14	based	base	VERB
cana-3213	70	15	,	,	PUNCT
cana-3213	70	16	item	item	NOUN
cana-3213	70	17	-	-	PUNCT
cana-3213	70	18	based	base	VERB
cana-3213	70	19	)	)	PUNCT
cana-3213	70	20	o	o	NOUN
cana-3213	70	21	similarity	similarity	NOUN
cana-3213	70	22	calculation	calculation	NOUN
cana-3213	70	23	algorithm	algorithm	NOUN
cana-3213	70	24	(	(	PUNCT
cana-3213	70	25	cosine	cosine	NOUN
cana-3213	70	26	similarity	similarity	NOUN
cana-3213	70	27	)	)	PUNCT
cana-3213	70	28	o	o	NOUN
cana-3213	70	29	amount	amount	NOUN
cana-3213	70	30	of	of	ADP
cana-3213	70	31	training	training	NOUN
cana-3213	70	32	data	datum	NOUN
cana-3213	70	33	•	•	ADP
cana-3213	70	34	dependent	dependent	ADJ
cana-3213	70	35	variable	variable	NOUN
cana-3213	70	36	:	:	PUNCT
cana-3213	70	37	o	o	NOUN
cana-3213	70	38	recommendation	recommendation	NOUN
cana-3213	70	39	accuracy	accuracy	NOUN
cana-3213	70	40	(	(	PUNCT
cana-3213	70	41	rmse	rmse	PROPN
cana-3213	70	42	,	,	PUNCT
cana-3213	70	43	mae	mae	PROPN
cana-3213	70	44	)	)	PUNCT
cana-3213	70	45	o	o	NOUN
cana-3213	70	46	accuracy	accuracy	NOUN
cana-3213	70	47	,	,	PUNCT
cana-3213	70	48	precision	precision	NOUN
cana-3213	70	49	,	,	PUNCT
cana-3213	70	50	recall	recall	NOUN
cana-3213	70	51	,	,	PUNCT
cana-3213	70	52	f1	f1	ADJ
cana-3213	70	53	-	-	PUNCT
cana-3213	70	54	score	score	NOUN
cana-3213	70	55	data	data	NOUN
cana-3213	70	56	collection	collection	NOUN
cana-3213	70	57	methods	method	NOUN
cana-3213	70	58	the	the	DET
cana-3213	70	59	data	datum	NOUN
cana-3213	70	60	used	use	VERB
cana-3213	70	61	in	in	ADP
cana-3213	70	62	this	this	DET
cana-3213	70	63	study	study	NOUN
cana-3213	70	64	are	be	AUX
cana-3213	70	65	:	:	PUNCT
cana-3213	70	66	•	•	NUM
cana-3213	70	67	student	student	NOUN
cana-3213	70	68	data	datum	NOUN
cana-3213	70	69	:	:	PUNCT
cana-3213	70	70	consists	consist	VERB
cana-3213	70	71	of	of	ADP
cana-3213	70	72	student	student	NOUN
cana-3213	70	73	identity	identity	NOUN
cana-3213	70	74	data	datum	NOUN
cana-3213	70	75	,	,	PUNCT
cana-3213	70	76	course	course	NOUN
cana-3213	70	77	grades	grade	NOUN
cana-3213	70	78	,	,	PUNCT
cana-3213	70	79	and	and	CCONJ
cana-3213	70	80	research	research	NOUN
cana-3213	70	81	interests	interest	NOUN
cana-3213	70	82	.	.	PUNCT
cana-3213	71	1	this	this	DET
cana-3213	71	2	data	datum	NOUN
cana-3213	71	3	will	will	AUX
cana-3213	71	4	be	be	AUX
cana-3213	71	5	used	use	VERB
cana-3213	71	6	to	to	PART
cana-3213	71	7	build	build	VERB
cana-3213	71	8	student	student	NOUN
cana-3213	71	9	profiles	profile	NOUN
cana-3213	71	10	.	.	PUNCT
cana-3213	72	1	•	•	NUM
cana-3213	72	2	final	final	ADJ
cana-3213	72	3	project	project	NOUN
cana-3213	72	4	title	title	NOUN
cana-3213	72	5	data	datum	NOUN
cana-3213	72	6	:	:	PUNCT
cana-3213	72	7	consists	consist	VERB
cana-3213	72	8	of	of	ADP
cana-3213	72	9	a	a	DET
cana-3213	72	10	list	list	NOUN
cana-3213	72	11	of	of	ADP
cana-3213	72	12	available	available	ADJ
cana-3213	72	13	final	final	ADJ
cana-3213	72	14	project	project	NOUN
cana-3213	72	15	titles	title	NOUN
cana-3213	72	16	.	.	PUNCT
cana-3213	73	1	data	datum	NOUN
cana-3213	73	2	related	relate	VERB
cana-3213	73	3	to	to	ADP
cana-3213	73	4	student	student	NOUN
cana-3213	73	5	grades	grade	NOUN
cana-3213	73	6	are	be	AUX
cana-3213	73	7	grouped	group	VERB
cana-3213	73	8	into	into	ADP
cana-3213	73	9	4	4	NUM
cana-3213	73	10	research	research	NOUN
cana-3213	73	11	groups	group	NOUN
cana-3213	73	12	.	.	PUNCT
cana-3213	74	1	with	with	ADP
cana-3213	74	2	this	this	DET
cana-3213	74	3	grouping	grouping	NOUN
cana-3213	74	4	,	,	PUNCT
cana-3213	74	5	courses	course	NOUN
cana-3213	74	6	that	that	PRON
cana-3213	74	7	have	have	VERB
cana-3213	74	8	relevance	relevance	NOUN
cana-3213	74	9	to	to	ADP
cana-3213	74	10	the	the	DET
cana-3213	74	11	research	research	NOUN
cana-3213	74	12	group	group	NOUN
cana-3213	74	13	will	will	AUX
cana-3213	74	14	be	be	AUX
cana-3213	74	15	made	make	VERB
cana-3213	74	16	into	into	ADP
cana-3213	74	17	one	one	NUM
cana-3213	74	18	research	research	NOUN
cana-3213	74	19	group	group	NOUN
cana-3213	74	20	.	.	PUNCT
cana-3213	75	1	the	the	DET
cana-3213	75	2	results	result	NOUN
cana-3213	75	3	of	of	ADP
cana-3213	75	4	the	the	DET
cana-3213	75	5	average	average	ADJ
cana-3213	75	6	score	score	NOUN
cana-3213	75	7	from	from	ADP
cana-3213	75	8	each	each	DET
cana-3213	75	9	group	group	NOUN
cana-3213	75	10	will	will	AUX
cana-3213	75	11	be	be	AUX
cana-3213	75	12	compared	compare	VERB
cana-3213	75	13	,	,	PUNCT
cana-3213	75	14	the	the	DET
cana-3213	75	15	higher	high	ADJ
cana-3213	75	16	score	score	NOUN
cana-3213	75	17	will	will	AUX
cana-3213	75	18	be	be	AUX
cana-3213	75	19	a	a	DET
cana-3213	75	20	reference	reference	NOUN
cana-3213	75	21	to	to	ADP
cana-3213	75	22	the	the	DET
cana-3213	75	23	system	system	NOUN
cana-3213	75	24	so	so	SCONJ
cana-3213	75	25	that	that	SCONJ
cana-3213	75	26	it	it	PRON
cana-3213	75	27	will	will	AUX
cana-3213	75	28	produce	produce	VERB
cana-3213	75	29	the	the	DET
cana-3213	75	30	main	main	ADJ
cana-3213	75	31	recommendation	recommendation	NOUN
cana-3213	75	32	for	for	ADP
cana-3213	75	33	students	student	NOUN
cana-3213	75	34	on	on	ADP
cana-3213	75	35	the	the	DET
cana-3213	75	36	given	give	VERB
cana-3213	75	37	title	title	NOUN
cana-3213	75	38	.	.	PUNCT
cana-3213	75	39	table	table	NOUN
cana-3213	75	40	1	1	NUM
cana-3213	75	41	.	.	PUNCT
cana-3213	75	42	grouping	group	VERB
cana-3213	75	43	of	of	ADP
cana-3213	75	44	courses	course	NOUN
cana-3213	75	45	in	in	ADP
cana-3213	75	46	the	the	DET
cana-3213	75	47	research	research	NOUN
cana-3213	75	48	group	group	NOUN
cana-3213	75	49	no	no	PROPN
cana-3213	75	50	.	.	PUNCT
cana-3213	75	51	research	research	NOUN
cana-3213	75	52	group	group	NOUN
cana-3213	75	53	course	course	NOUN
cana-3213	75	54	content	content	NOUN
cana-3213	75	55	1	1	NUM
cana-3213	75	56	information	information	NOUN
cana-3213	75	57	system	system	NOUN
cana-3213	75	58	1	1	NUM
cana-3213	75	59	.	.	X
cana-3213	75	60	object	object	NOUN
cana-3213	75	61	-	-	PUNCT
cana-3213	75	62	oriented	orient	VERB
cana-3213	75	63	programming	programming	NOUN
cana-3213	75	64	2	2	NUM
cana-3213	75	65	.	.	PUNCT
cana-3213	75	66	data	datum	NOUN
cana-3213	75	67	structure	structure	NOUN
cana-3213	75	68	3	3	NUM
cana-3213	75	69	.	.	PUNCT
cana-3213	76	1	database	database	NOUN
cana-3213	76	2	management	management	NOUN
cana-3213	76	3	communications	communication	NOUN
cana-3213	76	4	on	on	ADP
cana-3213	76	5	applied	apply	VERB
cana-3213	76	6	nonlinear	nonlinear	ADJ
cana-3213	76	7	analysis	analysis	NOUN
cana-3213	76	8	issn	issn	NOUN
cana-3213	76	9	:	:	PUNCT
cana-3213	76	10	1074	1074	NUM
cana-3213	76	11	-	-	PUNCT
cana-3213	76	12	133x	133x	NUM
cana-3213	76	13	vol	vol	NOUN
cana-3213	76	14	32	32	NUM
cana-3213	76	15	no	no	NOUN
cana-3213	76	16	.	.	PUNCT
cana-3213	77	1	5s	5s	NUM
cana-3213	77	2	(	(	PUNCT
cana-3213	77	3	2025	2025	NUM
cana-3213	77	4	)	)	PUNCT
cana-3213	77	5	626	626	NUM
cana-3213	77	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3213	77	7	4	4	X
cana-3213	77	8	.	.	PUNCT
cana-3213	77	9	data	datum	NOUN
cana-3213	77	10	structure	structure	NOUN
cana-3213	77	11	5	5	NUM
cana-3213	77	12	.	.	PUNCT
cana-3213	78	1	software	software	NOUN
cana-3213	78	2	testing	test	VERB
cana-3213	78	3	6	6	NUM
cana-3213	78	4	.	.	PUNCT
cana-3213	78	5	data	datum	NOUN
cana-3213	78	6	structures	structure	NOUN
cana-3213	78	7	and	and	CCONJ
cana-3213	78	8	algorithms	algorithm	NOUN
cana-3213	78	9	2	2	NUM
cana-3213	78	10	image	image	NOUN
cana-3213	78	11	processing	processing	NOUN
cana-3213	78	12	and	and	CCONJ
cana-3213	78	13	artificial	artificial	ADJ
cana-3213	78	14	intelligence	intelligence	NOUN
cana-3213	78	15	1	1	NUM
cana-3213	78	16	.	.	PUNCT
cana-3213	78	17	image	image	NOUN
cana-3213	78	18	processing	process	VERB
cana-3213	78	19	2	2	NUM
cana-3213	78	20	.	.	PUNCT
cana-3213	78	21	computational	computational	ADJ
cana-3213	78	22	intelligence	intelligence	NOUN
cana-3213	78	23	3	3	NUM
cana-3213	78	24	.	.	PUNCT
cana-3213	78	25	data	datum	NOUN
cana-3213	78	26	minning	minne	VERB
cana-3213	78	27	4	4	NUM
cana-3213	78	28	.	.	PUNCT
cana-3213	79	1	deep	deep	ADJ
cana-3213	79	2	learning	learn	VERB
cana-3213	79	3	5	5	NUM
cana-3213	79	4	.	.	PUNCT
cana-3213	79	5	graphs	graph	NOUN
cana-3213	79	6	and	and	CCONJ
cana-3213	79	7	automata	automata	NOUN
cana-3213	79	8	6	6	NUM
cana-3213	79	9	.	.	PUNCT
cana-3213	79	10	discrete	discrete	ADJ
cana-3213	79	11	mathematics	mathematic	NOUN
cana-3213	79	12	and	and	CCONJ
cana-3213	79	13	logic	logic	NOUN
cana-3213	79	14	7	7	NUM
cana-3213	79	15	.	.	PUNCT
cana-3213	79	16	computational	computational	ADJ
cana-3213	79	17	math	math	NOUN
cana-3213	79	18	8	8	NUM
cana-3213	79	19	.	.	PUNCT
cana-3213	79	20	natural	natural	ADJ
cana-3213	79	21	language	language	NOUN
cana-3213	79	22	processing	processing	NOUN
cana-3213	79	23	9	9	NUM
cana-3213	79	24	.	.	PUNCT
cana-3213	80	1	inference	inference	NOUN
cana-3213	80	2	statistics	statistic	NOUN
cana-3213	80	3	3	3	NUM
cana-3213	80	4	hardware	hardware	NOUN
cana-3213	80	5	,	,	PUNCT
cana-3213	80	6	networking	networking	NOUN
cana-3213	80	7	and	and	CCONJ
cana-3213	80	8	iot	iot	NOUN
cana-3213	80	9	1	1	NUM
cana-3213	80	10	.	.	PUNCT
cana-3213	81	1	digital	digital	ADJ
cana-3213	81	2	system	system	NOUN
cana-3213	81	3	2	2	NUM
cana-3213	81	4	.	.	PUNCT
cana-3213	81	5	computer	computer	NOUN
cana-3213	81	6	architecture	architecture	NOUN
cana-3213	81	7	and	and	CCONJ
cana-3213	81	8	organization	organization	NOUN
cana-3213	81	9	3	3	X
cana-3213	81	10	.	.	PUNCT
cana-3213	81	11	computer	computer	NOUN
cana-3213	81	12	network	network	NOUN
cana-3213	81	13	system	system	NOUN
cana-3213	81	14	4	4	NUM
cana-3213	81	15	.	.	PUNCT
cana-3213	81	16	emerging	emerge	VERB
cana-3213	81	17	technology	technology	NOUN
cana-3213	81	18	5	5	NUM
cana-3213	81	19	.	.	PUNCT
cana-3213	81	20	iot	iot	PROPN
cana-3213	81	21	6	6	NUM
cana-3213	81	22	.	.	PUNCT
cana-3213	81	23	robotics	robotic	NOUN
cana-3213	81	24	7	7	NUM
cana-3213	81	25	.	.	X
cana-3213	82	1	jarkom	jarkom	PROPN
cana-3213	82	2	administration	administration	PROPN
cana-3213	82	3	8	8	NUM
cana-3213	82	4	.	.	PUNCT
cana-3213	83	1	cyber	cyber	NOUN
cana-3213	83	2	security	security	NOUN
cana-3213	83	3	system	system	NOUN
cana-3213	83	4	4	4	NUM
cana-3213	83	5	multimedia	multimedia	NOUN
cana-3213	83	6	and	and	CCONJ
cana-3213	83	7	mobile	mobile	ADJ
cana-3213	83	8	applications	application	NOUN
cana-3213	83	9	1	1	NUM
cana-3213	83	10	.	.	PUNCT
cana-3213	84	1	human	human	ADJ
cana-3213	84	2	and	and	CCONJ
cana-3213	84	3	computer	computer	NOUN
cana-3213	84	4	interaction	interaction	NOUN
cana-3213	84	5	2	2	NUM
cana-3213	84	6	.	.	PUNCT
cana-3213	85	1	computer	computer	NOUN
cana-3213	85	2	graphics	graphic	NOUN
cana-3213	85	3	3	3	NUM
cana-3213	85	4	.	.	PUNCT
cana-3213	85	5	web	web	NOUN
cana-3213	85	6	programming	programming	NOUN
cana-3213	85	7	4	4	NUM
cana-3213	85	8	.	.	PUNCT
cana-3213	85	9	game	game	NOUN
cana-3213	85	10	development	development	NOUN
cana-3213	85	11	5	5	NUM
cana-3213	85	12	.	.	PUNCT
cana-3213	85	13	mobile	mobile	PROPN
cana-3213	85	14	app	app	PROPN
cana-3213	85	15	development	development	NOUN
cana-3213	85	16	algorithm	algorithm	NOUN
cana-3213	85	17	and	and	CCONJ
cana-3213	85	18	implementation	implementation	NOUN
cana-3213	85	19	•	•	NUM
cana-3213	85	20	data	datum	NOUN
cana-3213	85	21	pre	pre	ADJ
cana-3213	85	22	-	-	NOUN
cana-3213	85	23	processing	processing	ADJ
cana-3213	85	24	:	:	PUNCT
cana-3213	85	25	the	the	DET
cana-3213	85	26	acquired	acquire	VERB
cana-3213	85	27	data	datum	NOUN
cana-3213	85	28	will	will	AUX
cana-3213	85	29	be	be	AUX
cana-3213	85	30	cleaned	clean	VERB
cana-3213	85	31	,	,	PUNCT
cana-3213	85	32	converted	convert	VERB
cana-3213	85	33	into	into	ADP
cana-3213	85	34	a	a	DET
cana-3213	85	35	suitable	suitable	ADJ
cana-3213	85	36	format	format	NOUN
cana-3213	85	37	,	,	PUNCT
cana-3213	85	38	and	and	CCONJ
cana-3213	85	39	normalized	normalize	VERB
cana-3213	85	40	.	.	PUNCT
cana-3213	86	1	•	•	NUM
cana-3213	86	2	model	model	NOUN
cana-3213	86	3	building	building	NOUN
cana-3213	86	4	:	:	PUNCT
cana-3213	86	5	a	a	DET
cana-3213	86	6	collaborative	collaborative	ADJ
cana-3213	86	7	filtering	filtering	NOUN
cana-3213	86	8	model	model	NOUN
cana-3213	86	9	will	will	AUX
cana-3213	86	10	be	be	AUX
cana-3213	86	11	built	build	VERB
cana-3213	86	12	based	base	VERB
cana-3213	86	13	on	on	ADP
cana-3213	86	14	the	the	DET
cana-3213	86	15	processed	process	VERB
cana-3213	86	16	data	datum	NOUN
cana-3213	86	17	.	.	PUNCT
cana-3213	87	1	•	•	NUM
cana-3213	87	2	evaluation	evaluation	NOUN
cana-3213	87	3	:	:	PUNCT
cana-3213	87	4	the	the	DET
cana-3213	87	5	built	build	VERB
cana-3213	87	6	model	model	NOUN
cana-3213	87	7	will	will	AUX
cana-3213	87	8	be	be	AUX
cana-3213	87	9	evaluated	evaluate	VERB
cana-3213	87	10	using	use	VERB
cana-3213	87	11	predefined	predefine	VERB
cana-3213	87	12	evaluation	evaluation	NOUN
cana-3213	87	13	metrics	metric	NOUN
cana-3213	87	14	(	(	PUNCT
cana-3213	87	15	rmse	rmse	PROPN
cana-3213	87	16	,	,	PUNCT
cana-3213	87	17	mae	mae	PROPN
cana-3213	87	18	,	,	PUNCT
cana-3213	87	19	precision	precision	NOUN
cana-3213	87	20	,	,	PUNCT
cana-3213	87	21	recall	recall	NOUN
cana-3213	87	22	,	,	PUNCT
cana-3213	87	23	f1	f1	NOUN
cana-3213	87	24	-	-	PUNCT
cana-3213	87	25	score	score	NOUN
cana-3213	87	26	)	)	PUNCT
cana-3213	87	27	.	.	PUNCT
cana-3213	88	1	research	research	NOUN
cana-3213	88	2	flow	flow	NOUN
cana-3213	88	3	1	1	NUM
cana-3213	88	4	.	.	PUNCT
cana-3213	88	5	data	datum	NOUN
cana-3213	88	6	collection	collection	NOUN
cana-3213	88	7	:	:	PUNCT
cana-3213	88	8	collected	collect	VERB
cana-3213	88	9	student	student	NOUN
cana-3213	88	10	data	datum	NOUN
cana-3213	88	11	,	,	PUNCT
cana-3213	88	12	final	final	ADJ
cana-3213	88	13	project	project	NOUN
cana-3213	88	14	titles	title	NOUN
cana-3213	88	15	,	,	PUNCT
cana-3213	88	16	and	and	CCONJ
cana-3213	88	17	student	student	NOUN
cana-3213	88	18	preferences	preference	NOUN
cana-3213	88	19	.	.	PUNCT
cana-3213	89	1	2	2	X
cana-3213	89	2	.	.	X
cana-3213	89	3	data	datum	NOUN
cana-3213	89	4	pre	pre	ADJ
cana-3213	89	5	-	-	ADJ
cana-3213	89	6	processing	processing	ADJ
cana-3213	89	7	:	:	PUNCT
cana-3213	89	8	cleaning	clean	VERB
cana-3213	89	9	and	and	CCONJ
cana-3213	89	10	converting	convert	VERB
cana-3213	89	11	data	datum	NOUN
cana-3213	89	12	into	into	ADP
cana-3213	89	13	a	a	DET
cana-3213	89	14	suitable	suitable	ADJ
cana-3213	89	15	format	format	NOUN
cana-3213	89	16	.	.	PUNCT
cana-3213	90	1	3	3	X
cana-3213	90	2	.	.	X
cana-3213	90	3	model	model	NOUN
cana-3213	90	4	building	building	NOUN
cana-3213	90	5	:	:	PUNCT
cana-3213	90	6	build	build	VERB
cana-3213	90	7	a	a	DET
cana-3213	90	8	collaborative	collaborative	ADJ
cana-3213	90	9	filtering	filtering	NOUN
cana-3213	90	10	model	model	NOUN
cana-3213	90	11	using	use	VERB
cana-3213	90	12	the	the	DET
cana-3213	90	13	selected	select	VERB
cana-3213	90	14	algorithm	algorithm	NOUN
cana-3213	90	15	.	.	PUNCT
cana-3213	91	1	4	4	X
cana-3213	91	2	.	.	X
cana-3213	91	3	evaluation	evaluation	NOUN
cana-3213	91	4	:	:	PUNCT
cana-3213	91	5	evaluate	evaluate	VERB
cana-3213	91	6	the	the	DET
cana-3213	91	7	performance	performance	NOUN
cana-3213	91	8	of	of	ADP
cana-3213	91	9	the	the	DET
cana-3213	91	10	model	model	NOUN
cana-3213	91	11	using	use	VERB
cana-3213	91	12	testing	test	VERB
cana-3213	91	13	data	datum	NOUN
cana-3213	91	14	.	.	PUNCT
cana-3213	92	1	communications	communication	NOUN
cana-3213	92	2	on	on	ADP
cana-3213	92	3	applied	apply	VERB
cana-3213	92	4	nonlinear	nonlinear	ADJ
cana-3213	92	5	analysis	analysis	NOUN
cana-3213	92	6	issn	issn	NOUN
cana-3213	92	7	:	:	PUNCT
cana-3213	92	8	1074	1074	NUM
cana-3213	92	9	-	-	PUNCT
cana-3213	92	10	133x	133x	NUM
cana-3213	92	11	vol	vol	NOUN
cana-3213	92	12	32	32	NUM
cana-3213	92	13	no	no	NOUN
cana-3213	92	14	.	.	PUNCT
cana-3213	93	1	5s	5s	NUM
cana-3213	93	2	(	(	PUNCT
cana-3213	93	3	2025	2025	NUM
cana-3213	93	4	)	)	PUNCT
cana-3213	93	5	627	627	NUM
cana-3213	93	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3213	93	7	5	5	NUM
cana-3213	93	8	.	.	PUNCT
cana-3213	93	9	analysis	analysis	NOUN
cana-3213	93	10	of	of	ADP
cana-3213	93	11	results	result	NOUN
cana-3213	93	12	:	:	PUNCT
cana-3213	93	13	analyze	analyze	VERB
cana-3213	93	14	the	the	DET
cana-3213	93	15	evaluation	evaluation	NOUN
cana-3213	93	16	results	result	NOUN
cana-3213	93	17	and	and	CCONJ
cana-3213	93	18	compare	compare	VERB
cana-3213	93	19	the	the	DET
cana-3213	93	20	performance	performance	NOUN
cana-3213	93	21	of	of	ADP
cana-3213	93	22	various	various	ADJ
cana-3213	93	23	methods	method	NOUN
cana-3213	93	24	.	.	PUNCT
cana-3213	94	1	figure	figure	NOUN
cana-3213	94	2	1	1	NUM
cana-3213	94	3	.	.	PUNCT
cana-3213	95	1	research	research	NOUN
cana-3213	95	2	flow	flow	VERB
cana-3213	95	3	the	the	DET
cana-3213	95	4	application	application	NOUN
cana-3213	95	5	of	of	ADP
cana-3213	95	6	the	the	DET
cana-3213	95	7	collaborative	collaborative	ADJ
cana-3213	95	8	filtering	filtering	NOUN
cana-3213	95	9	method	method	NOUN
cana-3213	95	10	in	in	ADP
cana-3213	95	11	this	this	DET
cana-3213	95	12	final	final	ADJ
cana-3213	95	13	project	project	NOUN
cana-3213	95	14	title	title	NOUN
cana-3213	95	15	recommendation	recommendation	NOUN
cana-3213	95	16	system	system	NOUN
cana-3213	95	17	can	can	AUX
cana-3213	95	18	be	be	AUX
cana-3213	95	19	described	describe	VERB
cana-3213	95	20	in	in	ADP
cana-3213	95	21	figure	figure	NOUN
cana-3213	95	22	1	1	NUM
cana-3213	95	23	.	.	PUNCT
cana-3213	95	24	figure	figure	NOUN
cana-3213	95	25	2	2	NUM
cana-3213	95	26	.	.	PUNCT
cana-3213	95	27	collaborative	collaborative	ADJ
cana-3213	95	28	filtering	filtering	NOUN
cana-3213	95	29	method	method	NOUN
cana-3213	95	30	approach	approach	NOUN
cana-3213	95	31	scope	scope	NOUN
cana-3213	95	32	and	and	CCONJ
cana-3213	95	33	limitation	limitation	NOUN
cana-3213	95	34	•	•	NOUN
cana-3213	95	35	scope	scope	NOUN
cana-3213	95	36	:	:	PUNCT
cana-3213	95	37	this	this	DET
cana-3213	95	38	research	research	NOUN
cana-3213	95	39	focuses	focus	VERB
cana-3213	95	40	on	on	ADP
cana-3213	95	41	developing	develop	VERB
cana-3213	95	42	a	a	DET
cana-3213	95	43	final	final	ADJ
cana-3213	95	44	project	project	NOUN
cana-3213	95	45	title	title	NOUN
cana-3213	95	46	recommendation	recommendation	NOUN
cana-3213	95	47	system	system	NOUN
cana-3213	95	48	using	use	VERB
cana-3213	95	49	the	the	DET
cana-3213	95	50	collaborative	collaborative	ADJ
cana-3213	95	51	filtering	filtering	NOUN
cana-3213	95	52	method	method	NOUN
cana-3213	95	53	for	for	ADP
cana-3213	95	54	undergraduate	undergraduate	ADJ
cana-3213	95	55	students	student	NOUN
cana-3213	95	56	of	of	ADP
cana-3213	95	57	informatics	informatics	PROPN
cana-3213	95	58	engineering	engineering	NOUN
cana-3213	95	59	.	.	PUNCT
cana-3213	96	1	communications	communication	NOUN
cana-3213	96	2	on	on	ADP
cana-3213	96	3	applied	apply	VERB
cana-3213	96	4	nonlinear	nonlinear	ADJ
cana-3213	96	5	analysis	analysis	NOUN
cana-3213	96	6	issn	issn	NOUN
cana-3213	96	7	:	:	PUNCT
cana-3213	96	8	1074	1074	NUM
cana-3213	96	9	-	-	PUNCT
cana-3213	96	10	133x	133x	NUM
cana-3213	96	11	vol	vol	NOUN
cana-3213	96	12	32	32	NUM
cana-3213	96	13	no	no	NOUN
cana-3213	96	14	.	.	PUNCT
cana-3213	97	1	5s	5s	NUM
cana-3213	97	2	(	(	PUNCT
cana-3213	97	3	2025	2025	NUM
cana-3213	97	4	)	)	PUNCT
cana-3213	97	5	628	628	NUM
cana-3213	97	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3213	97	7	•	•	NUM
cana-3213	98	1	limitation	limitation	NOUN
cana-3213	98	2	:	:	PUNCT
cana-3213	98	3	this	this	DET
cana-3213	98	4	research	research	NOUN
cana-3213	98	5	only	only	ADV
cana-3213	98	6	considers	consider	VERB
cana-3213	98	7	historical	historical	ADJ
cana-3213	98	8	data	datum	NOUN
cana-3213	98	9	of	of	ADP
cana-3213	98	10	course	course	NOUN
cana-3213	98	11	grades	grade	NOUN
cana-3213	98	12	and	and	CCONJ
cana-3213	98	13	student	student	NOUN
cana-3213	98	14	interests	interest	NOUN
cana-3213	98	15	as	as	ADP
cana-3213	98	16	factors	factor	NOUN
cana-3213	98	17	determining	determine	VERB
cana-3213	98	18	recommendations	recommendation	NOUN
cana-3213	98	19	.	.	PUNCT
cana-3213	99	1	external	external	ADJ
cana-3213	99	2	factors	factor	NOUN
cana-3213	99	3	such	such	ADJ
cana-3213	99	4	as	as	ADP
cana-3213	99	5	current	current	ADJ
cana-3213	99	6	research	research	NOUN
cana-3213	99	7	trends	trend	NOUN
cana-3213	99	8	,	,	PUNCT
cana-3213	99	9	student	student	NOUN
cana-3213	99	10	activities	activity	NOUN
cana-3213	99	11	in	in	ADP
cana-3213	99	12	campus	campus	NOUN
cana-3213	99	13	activities	activity	NOUN
cana-3213	99	14	are	be	AUX
cana-3213	99	15	not	not	PART
cana-3213	99	16	considered	consider	VERB
cana-3213	99	17	in	in	ADP
cana-3213	99	18	this	this	DET
cana-3213	99	19	research	research	NOUN
cana-3213	99	20	.	.	PUNCT
cana-3213	100	1	result	result	NOUN
cana-3213	100	2	and	and	CCONJ
cana-3213	100	3	discussion	discussion	NOUN
cana-3213	100	4	experiment	experiment	NOUN
cana-3213	100	5	results	result	NOUN
cana-3213	100	6	in	in	ADP
cana-3213	100	7	this	this	DET
cana-3213	100	8	research	research	NOUN
cana-3213	100	9	,	,	PUNCT
cana-3213	100	10	some	some	DET
cana-3213	100	11	data	datum	NOUN
cana-3213	100	12	was	be	AUX
cana-3213	100	13	utilized	utilize	VERB
cana-3213	100	14	.	.	PUNCT
cana-3213	101	1	the	the	DET
cana-3213	101	2	research	research	NOUN
cana-3213	101	3	also	also	ADV
cana-3213	101	4	obtained	obtain	VERB
cana-3213	101	5	the	the	DET
cana-3213	101	6	results	result	NOUN
cana-3213	101	7	as	as	SCONJ
cana-3213	101	8	presented	present	VERB
cana-3213	101	9	below	below	ADV
cana-3213	101	10	.	.	PUNCT
cana-3213	102	1	•	•	NOUN
cana-3213	102	2	data	datum	NOUN
cana-3213	102	3	statistics	statistic	NOUN
cana-3213	102	4	table	table	NOUN
cana-3213	102	5	2	2	NUM
cana-3213	102	6	.	.	PUNCT
cana-3213	102	7	statistical	statistical	ADJ
cana-3213	102	8	results	result	NOUN
cana-3213	102	9	of	of	ADP
cana-3213	102	10	data	datum	NOUN
cana-3213	102	11	no	no	INTJ
cana-3213	102	12	.	.	PUNCT
cana-3213	103	1	item	item	NOUN
cana-3213	103	2	data	datum	NOUN
cana-3213	103	3	description	description	NOUN
cana-3213	103	4	1	1	NUM
cana-3213	103	5	judiciary	judiciary	NOUN
cana-3213	103	6	student	student	NOUN
cana-3213	103	7	data	datum	NOUN
cana-3213	103	8	period	period	NOUN
cana-3213	103	9	2020	2020	NUM
cana-3213	103	10	-	-	SYM
cana-3213	103	11	2024	2024	NUM
cana-3213	103	12	2	2	NUM
cana-3213	103	13	student	student	NOUN
cana-3213	103	14	gpa	gpa	PROPN
cana-3213	103	15	data	datum	NOUN
cana-3213	103	16	period	period	NOUN
cana-3213	103	17	2020	2020	NUM
cana-3213	103	18	-	-	SYM
cana-3213	103	19	2024	2024	NUM
cana-3213	103	20	3	3	NUM
cana-3213	103	21	research	research	NOUN
cana-3213	103	22	group	group	NOUN
cana-3213	103	23	data	data	VERB
cana-3213	103	24	4	4	NUM
cana-3213	103	25	groups	group	NOUN
cana-3213	103	26	•	•	DET
cana-3213	103	27	comparison	comparison	NOUN
cana-3213	103	28	of	of	ADP
cana-3213	103	29	method	method	NOUN
cana-3213	103	30	performance	performance	NOUN
cana-3213	103	31	table	table	NOUN
cana-3213	103	32	3	3	NUM
cana-3213	103	33	.	.	PUNCT
cana-3213	103	34	rmse	rmse	PROPN
cana-3213	103	35	testing	testing	NOUN
cana-3213	103	36	of	of	ADP
cana-3213	103	37	item	item	NOUN
cana-3213	103	38	-	-	PUNCT
cana-3213	103	39	based	base	VERB
cana-3213	103	40	collaborative	collaborative	ADJ
cana-3213	103	41	filtering	filtering	NOUN
cana-3213	103	42	method	method	NOUN
cana-3213	103	43	communications	communication	NOUN
cana-3213	103	44	on	on	ADP
cana-3213	103	45	applied	apply	VERB
cana-3213	103	46	nonlinear	nonlinear	ADJ
cana-3213	103	47	analysis	analysis	NOUN
cana-3213	103	48	issn	issn	NOUN
cana-3213	103	49	:	:	PUNCT
cana-3213	103	50	1074	1074	NUM
cana-3213	103	51	-	-	PUNCT
cana-3213	103	52	133x	133x	NUM
cana-3213	103	53	vol	vol	NOUN
cana-3213	103	54	32	32	NUM
cana-3213	103	55	no	no	NOUN
cana-3213	103	56	.	.	PUNCT
cana-3213	104	1	5s	5s	NUM
cana-3213	104	2	(	(	PUNCT
cana-3213	104	3	2025	2025	NUM
cana-3213	104	4	)	)	PUNCT
cana-3213	104	5	629	629	NUM
cana-3213	104	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3213	104	7	table	table	NOUN
cana-3213	104	8	4	4	NUM
cana-3213	104	9	.	.	PUNCT
cana-3213	105	1	testing	test	VERB
cana-3213	105	2	the	the	DET
cana-3213	105	3	user	user	NOUN
cana-3213	105	4	-	-	PUNCT
cana-3213	105	5	based	base	VERB
cana-3213	105	6	collaborative	collaborative	ADJ
cana-3213	105	7	filtering	filtering	NOUN
cana-3213	105	8	method	method	NOUN
cana-3213	105	9	figure	figure	NOUN
cana-3213	105	10	3	3	NUM
cana-3213	105	11	.	.	PUNCT
cana-3213	105	12	visualization	visualization	NOUN
cana-3213	105	13	graph	graph	NOUN
cana-3213	105	14	of	of	ADP
cana-3213	105	15	method	method	ADJ
cana-3213	105	16	performance	performance	NOUN
cana-3213	105	17	comparison	comparison	NOUN
cana-3213	105	18	communications	communication	NOUN
cana-3213	105	19	on	on	ADP
cana-3213	105	20	applied	apply	VERB
cana-3213	105	21	nonlinear	nonlinear	ADJ
cana-3213	105	22	analysis	analysis	NOUN
cana-3213	105	23	issn	issn	NOUN
cana-3213	105	24	:	:	PUNCT
cana-3213	105	25	1074	1074	NUM
cana-3213	105	26	-	-	PUNCT
cana-3213	105	27	133x	133x	NUM
cana-3213	105	28	vol	vol	NOUN
cana-3213	105	29	32	32	NUM
cana-3213	105	30	no	no	NOUN
cana-3213	105	31	.	.	PUNCT
cana-3213	106	1	5s	5s	NUM
cana-3213	106	2	(	(	PUNCT
cana-3213	106	3	2025	2025	NUM
cana-3213	106	4	)	)	PUNCT
cana-3213	107	1	630	630	NUM
cana-3213	107	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3213	107	3	table	table	NOUN
cana-3213	107	4	5	5	NUM
cana-3213	107	5	.	.	PUNCT
cana-3213	107	6	comparison	comparison	NOUN
cana-3213	107	7	of	of	ADP
cana-3213	107	8	testing	testing	NOUN
cana-3213	107	9	item	item	NOUN
cana-3213	107	10	and	and	CCONJ
cana-3213	107	11	user	user	NOUN
cana-3213	107	12	-	-	PUNCT
cana-3213	107	13	based	base	VERB
cana-3213	107	14	collaborative	collaborative	ADJ
cana-3213	107	15	filtering	filtering	NOUN
cana-3213	107	16	methods	method	NOUN
cana-3213	107	17	table	table	NOUN
cana-3213	107	18	6	6	NUM
cana-3213	107	19	.	.	PUNCT
cana-3213	108	1	average	average	ADJ
cana-3213	108	2	value	value	NOUN
cana-3213	108	3	of	of	ADP
cana-3213	108	4	accuracy	accuracy	NOUN
cana-3213	108	5	,	,	PUNCT
cana-3213	108	6	precision	precision	NOUN
cana-3213	108	7	,	,	PUNCT
cana-3213	108	8	recall	recall	NOUN
cana-3213	108	9	and	and	CCONJ
cana-3213	108	10	f1	f1	NOUN
cana-3213	108	11	score	score	NOUN
cana-3213	108	12	testing	testing	NOUN
cana-3213	108	13	cf	cf	NOUN
cana-3213	108	14	method	method	NOUN
cana-3213	108	15	accuracy	accuracy	NOUN
cana-3213	108	16	precision	precision	NOUN
cana-3213	108	17	recall	recall	NOUN
cana-3213	108	18	`	`	PUNCT
cana-3213	108	19	f1	f1	PROPN
cana-3213	108	20	score	score	NOUN
cana-3213	108	21	item	item	NOUN
cana-3213	108	22	based	base	VERB
cana-3213	108	23	0.5903	0.5903	NUM
cana-3213	108	24	0.6012	0.6012	NUM
cana-3213	108	25	0.6184	0.6184	NUM
cana-3213	108	26	0.6255	0.6255	NUM
cana-3213	108	27	user	user	NOUN
cana-3213	108	28	based	base	VERB
cana-3213	108	29	0.0153	0.0153	NUM
cana-3213	108	30	0.0261	0.0261	NUM
cana-3213	108	31	0.023	0.023	NUM
cana-3213	108	32	0.0179	0.0179	NUM
cana-3213	108	33	discussion	discussion	NOUN
cana-3213	108	34	based	base	VERB
cana-3213	108	35	on	on	ADP
cana-3213	108	36	the	the	DET
cana-3213	108	37	experimental	experimental	ADJ
cana-3213	108	38	results	result	NOUN
cana-3213	108	39	,	,	PUNCT
cana-3213	108	40	the	the	DET
cana-3213	108	41	item	item	NOUN
cana-3213	108	42	-	-	PUNCT
cana-3213	108	43	based	base	VERB
cana-3213	108	44	collaborative	collaborative	ADJ
cana-3213	108	45	filtering	filtering	NOUN
cana-3213	108	46	method	method	NOUN
cana-3213	108	47	performs	perform	VERB
cana-3213	108	48	better	well	ADJ
cana-3213	108	49	than	than	ADP
cana-3213	108	50	the	the	DET
cana-3213	108	51	user	user	NOUN
cana-3213	108	52	-	-	PUNCT
cana-3213	108	53	based	base	VERB
cana-3213	108	54	method	method	NOUN
cana-3213	108	55	in	in	ADP
cana-3213	108	56	terms	term	NOUN
cana-3213	108	57	of	of	ADP
cana-3213	108	58	prediction	prediction	NOUN
cana-3213	108	59	accuracy	accuracy	NOUN
cana-3213	108	60	,	,	PUNCT
cana-3213	108	61	as	as	SCONJ
cana-3213	108	62	indicated	indicate	VERB
cana-3213	108	63	by	by	ADP
cana-3213	108	64	the	the	DET
cana-3213	108	65	lower	low	ADJ
cana-3213	108	66	rmse	rmse	NOUN
cana-3213	108	67	value	value	NOUN
cana-3213	108	68	.	.	PUNCT
cana-3213	109	1	this	this	PRON
cana-3213	109	2	is	be	AUX
cana-3213	109	3	likely	likely	ADJ
cana-3213	109	4	due	due	ADP
cana-3213	109	5	to	to	ADP
cana-3213	109	6	the	the	DET
cana-3213	109	7	sparsity	sparsity	NOUN
cana-3213	109	8	problem	problem	NOUN
cana-3213	109	9	in	in	ADP
cana-3213	109	10	the	the	DET
cana-3213	109	11	data	datum	NOUN
cana-3213	109	12	used	use	VERB
cana-3213	109	13	,	,	PUNCT
cana-3213	109	14	so	so	CCONJ
cana-3213	109	15	the	the	DET
cana-3213	109	16	item	item	NOUN
cana-3213	109	17	-	-	PUNCT
cana-3213	109	18	based	base	VERB
cana-3213	109	19	method	method	NOUN
cana-3213	109	20	,	,	PUNCT
cana-3213	109	21	which	which	PRON
cana-3213	109	22	is	be	AUX
cana-3213	109	23	more	more	ADV
cana-3213	109	24	resistant	resistant	ADJ
cana-3213	109	25	to	to	ADP
cana-3213	109	26	sparsity	sparsity	NOUN
cana-3213	109	27	problems	problem	NOUN
cana-3213	109	28	,	,	PUNCT
cana-3213	109	29	gives	give	VERB
cana-3213	109	30	better	well	ADJ
cana-3213	109	31	results	result	NOUN
cana-3213	109	32	.	.	PUNCT
cana-3213	110	1	conclusion	conclusion	NOUN
cana-3213	110	2	this	this	DET
cana-3213	110	3	research	research	NOUN
cana-3213	110	4	successfully	successfully	ADV
cana-3213	110	5	developed	develop	VERB
cana-3213	110	6	a	a	DET
cana-3213	110	7	collaborative	collaborative	ADJ
cana-3213	110	8	filtering	filtering	NOUN
cana-3213	110	9	-	-	PUNCT
cana-3213	110	10	based	base	VERB
cana-3213	110	11	final	final	ADJ
cana-3213	110	12	project	project	NOUN
cana-3213	110	13	title	title	NOUN
cana-3213	110	14	recommendation	recommendation	NOUN
cana-3213	110	15	system	system	NOUN
cana-3213	110	16	for	for	ADP
cana-3213	110	17	undergraduate	undergraduate	ADJ
cana-3213	110	18	students	student	NOUN
cana-3213	110	19	of	of	ADP
cana-3213	110	20	informatics	informatic	NOUN
cana-3213	110	21	engineering	engineering	NOUN
cana-3213	110	22	.	.	PUNCT
cana-3213	111	1	this	this	DET
cana-3213	111	2	system	system	NOUN
cana-3213	111	3	is	be	AUX
cana-3213	111	4	designed	design	VERB
cana-3213	111	5	to	to	PART
cana-3213	111	6	assist	assist	VERB
cana-3213	111	7	students	student	NOUN
cana-3213	111	8	in	in	ADP
cana-3213	111	9	choosing	choose	VERB
cana-3213	111	10	a	a	DET
cana-3213	111	11	final	final	ADJ
cana-3213	111	12	project	project	NOUN
cana-3213	111	13	title	title	NOUN
cana-3213	111	14	that	that	PRON
cana-3213	111	15	is	be	AUX
cana-3213	111	16	relevant	relevant	ADJ
cana-3213	111	17	to	to	ADP
cana-3213	111	18	their	their	PRON
cana-3213	111	19	interests	interest	NOUN
cana-3213	111	20	and	and	CCONJ
cana-3213	111	21	abilities	ability	NOUN
cana-3213	111	22	.	.	PUNCT
cana-3213	112	1	the	the	DET
cana-3213	112	2	evaluation	evaluation	NOUN
cana-3213	112	3	results	result	NOUN
cana-3213	112	4	show	show	VERB
cana-3213	112	5	that	that	SCONJ
cana-3213	112	6	the	the	DET
cana-3213	112	7	item	item	NOUN
cana-3213	112	8	-	-	PUNCT
cana-3213	112	9	based	base	VERB
cana-3213	112	10	collaborative	collaborative	ADJ
cana-3213	112	11	filtering	filtering	NOUN
cana-3213	112	12	method	method	NOUN
cana-3213	112	13	provides	provide	VERB
cana-3213	112	14	better	well	ADJ
cana-3213	112	15	performance	performance	NOUN
cana-3213	112	16	than	than	SCONJ
cana-3213	112	17	the	the	DET
cana-3213	112	18	communications	communication	NOUN
cana-3213	112	19	on	on	ADP
cana-3213	112	20	applied	apply	VERB
cana-3213	112	21	nonlinear	nonlinear	ADJ
cana-3213	112	22	analysis	analysis	NOUN
cana-3213	112	23	issn	issn	NOUN
cana-3213	112	24	:	:	PUNCT
cana-3213	112	25	1074	1074	NUM
cana-3213	112	26	-	-	PUNCT
cana-3213	112	27	133x	133x	NUM
cana-3213	112	28	vol	vol	NOUN
cana-3213	112	29	32	32	NUM
cana-3213	112	30	no	no	NOUN
cana-3213	112	31	.	.	PUNCT
cana-3213	113	1	5s	5s	NUM
cana-3213	113	2	(	(	PUNCT
cana-3213	113	3	2025	2025	NUM
cana-3213	113	4	)	)	PUNCT
cana-3213	114	1	631	631	NUM
cana-3213	114	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3213	114	3	user	user	NOUN
cana-3213	114	4	-	-	PUNCT
cana-3213	114	5	based	base	VERB
cana-3213	114	6	collaborative	collaborative	ADJ
cana-3213	114	7	filtering	filtering	NOUN
cana-3213	114	8	method	method	NOUN
cana-3213	114	9	with	with	ADP
cana-3213	114	10	a	a	DET
cana-3213	114	11	value	value	NOUN
cana-3213	114	12	of	of	ADP
cana-3213	114	13	0.4985	0.4985	NUM
cana-3213	114	14	or	or	CCONJ
cana-3213	114	15	lower	low	ADJ
cana-3213	114	16	than	than	ADP
cana-3213	114	17	the	the	DET
cana-3213	114	18	user	user	NOUN
cana-3213	114	19	-	-	PUNCT
cana-3213	114	20	based	base	VERB
cana-3213	114	21	collaborative	collaborative	ADJ
cana-3213	114	22	filtering	filtering	NOUN
cana-3213	114	23	method	method	NOUN
cana-3213	114	24	.	.	PUNCT
cana-3213	115	1	implications	implication	VERB
cana-3213	115	2	the	the	DET
cana-3213	115	3	development	development	NOUN
cana-3213	115	4	of	of	ADP
cana-3213	115	5	this	this	DET
cana-3213	115	6	recommendation	recommendation	NOUN
cana-3213	115	7	system	system	NOUN
cana-3213	115	8	has	have	VERB
cana-3213	115	9	several	several	ADJ
cana-3213	115	10	implications	implication	NOUN
cana-3213	115	11	:	:	PUNCT
cana-3213	115	12	•	•	NUM
cana-3213	115	13	time	time	NOUN
cana-3213	115	14	efficiency	efficiency	NOUN
cana-3213	115	15	:	:	PUNCT
cana-3213	115	16	students	student	NOUN
cana-3213	115	17	can	can	AUX
cana-3213	115	18	save	save	VERB
cana-3213	115	19	time	time	NOUN
cana-3213	115	20	in	in	ADP
cana-3213	115	21	finding	find	VERB
cana-3213	115	22	a	a	DET
cana-3213	115	23	suitable	suitable	ADJ
cana-3213	115	24	final	final	ADJ
cana-3213	115	25	project	project	NOUN
cana-3213	115	26	title	title	NOUN
cana-3213	115	27	.	.	PUNCT
cana-3213	116	1	•	•	NUM
cana-3213	116	2	increased	increase	VERB
cana-3213	116	3	relevance	relevance	NOUN
cana-3213	116	4	:	:	PUNCT
cana-3213	116	5	recommended	recommend	VERB
cana-3213	116	6	final	final	ADJ
cana-3213	116	7	project	project	NOUN
cana-3213	116	8	titles	title	NOUN
cana-3213	116	9	have	have	VERB
cana-3213	116	10	higher	high	ADJ
cana-3213	116	11	relevance	relevance	NOUN
cana-3213	116	12	to	to	ADP
cana-3213	116	13	students	student	NOUN
cana-3213	116	14	'	'	PART
cana-3213	116	15	interests	interest	NOUN
cana-3213	116	16	and	and	CCONJ
cana-3213	116	17	abilities	ability	NOUN
cana-3213	116	18	.	.	PUNCT
cana-3213	117	1	•	•	NUM
cana-3213	117	2	increased	increase	VERB
cana-3213	117	3	motivation	motivation	NOUN
cana-3213	117	4	:	:	PUNCT
cana-3213	117	5	students	student	NOUN
cana-3213	117	6	will	will	AUX
cana-3213	117	7	be	be	AUX
cana-3213	117	8	more	more	ADV
cana-3213	117	9	motivated	motivated	ADJ
cana-3213	117	10	to	to	PART
cana-3213	117	11	work	work	VERB
cana-3213	117	12	on	on	ADP
cana-3213	117	13	their	their	PRON
cana-3213	117	14	final	final	ADJ
cana-3213	117	15	project	project	NOUN
cana-3213	117	16	if	if	SCONJ
cana-3213	117	17	the	the	DET
cana-3213	117	18	topic	topic	NOUN
cana-3213	117	19	chosen	choose	VERB
cana-3213	117	20	matches	match	VERB
cana-3213	117	21	their	their	PRON
cana-3213	117	22	interests	interest	NOUN
cana-3213	117	23	.	.	PUNCT
cana-3213	118	1	•	•	PUNCT
cana-3213	118	2	improving	improve	VERB
cana-3213	118	3	the	the	DET
cana-3213	118	4	quality	quality	NOUN
cana-3213	118	5	of	of	ADP
cana-3213	118	6	the	the	DET
cana-3213	118	7	final	final	ADJ
cana-3213	118	8	project	project	NOUN
cana-3213	118	9	:	:	PUNCT
cana-3213	118	10	by	by	ADP
cana-3213	118	11	choosing	choose	VERB
cana-3213	118	12	a	a	DET
cana-3213	118	13	relevant	relevant	ADJ
cana-3213	118	14	title	title	NOUN
cana-3213	118	15	,	,	PUNCT
cana-3213	118	16	students	student	NOUN
cana-3213	118	17	are	be	AUX
cana-3213	118	18	expected	expect	VERB
cana-3213	118	19	to	to	PART
cana-3213	118	20	produce	produce	VERB
cana-3213	118	21	a	a	DET
cana-3213	118	22	better	well	ADJ
cana-3213	118	23	quality	quality	NOUN
cana-3213	118	24	final	final	ADJ
cana-3213	118	25	project	project	NOUN
cana-3213	118	26	.	.	PUNCT
cana-3213	119	1	suggestions	suggestion	NOUN
cana-3213	119	2	for	for	ADP
cana-3213	119	3	future	future	ADJ
cana-3213	119	4	research	research	NOUN
cana-3213	119	5	this	this	DET
cana-3213	119	6	research	research	NOUN
cana-3213	119	7	still	still	ADV
cana-3213	119	8	has	have	VERB
cana-3213	119	9	some	some	DET
cana-3213	119	10	limitations	limitation	NOUN
cana-3213	119	11	that	that	PRON
cana-3213	119	12	can	can	AUX
cana-3213	119	13	be	be	AUX
cana-3213	119	14	the	the	DET
cana-3213	119	15	direction	direction	NOUN
cana-3213	119	16	of	of	ADP
cana-3213	119	17	development	development	NOUN
cana-3213	119	18	for	for	ADP
cana-3213	119	19	further	further	ADJ
cana-3213	119	20	research	research	NOUN
cana-3213	119	21	,	,	PUNCT
cana-3213	119	22	among	among	ADP
cana-3213	119	23	others	other	NOUN
cana-3213	119	24	:	:	PUNCT
cana-3213	119	25	•	•	NUM
cana-3213	119	26	feature	feature	NOUN
cana-3213	119	27	development	development	NOUN
cana-3213	119	28	:	:	PUNCT
cana-3213	119	29	the	the	DET
cana-3213	119	30	system	system	NOUN
cana-3213	119	31	can	can	AUX
cana-3213	119	32	be	be	AUX
cana-3213	119	33	developed	develop	VERB
cana-3213	119	34	by	by	ADP
cana-3213	119	35	adding	add	VERB
cana-3213	119	36	new	new	ADJ
cana-3213	119	37	features	feature	NOUN
cana-3213	119	38	such	such	ADJ
cana-3213	119	39	as	as	ADP
cana-3213	119	40	recommendations	recommendation	NOUN
cana-3213	119	41	based	base	VERB
cana-3213	119	42	on	on	ADP
cana-3213	119	43	trending	trend	VERB
cana-3213	119	44	topics	topic	NOUN
cana-3213	119	45	or	or	CCONJ
cana-3213	119	46	recommendations	recommendation	NOUN
cana-3213	119	47	based	base	VERB
cana-3213	119	48	on	on	ADP
cana-3213	119	49	students	student	NOUN
cana-3213	119	50	'	'	PART
cana-3213	119	51	programming	programming	NOUN
cana-3213	119	52	skills	skill	NOUN
cana-3213	119	53	.	.	PUNCT
cana-3213	120	1	•	•	NUM
cana-3213	120	2	use	use	NOUN
cana-3213	120	3	of	of	ADP
cana-3213	120	4	more	more	ADJ
cana-3213	120	5	complex	complex	ADJ
cana-3213	120	6	algorithms	algorithm	NOUN
cana-3213	120	7	:	:	PUNCT
cana-3213	120	8	the	the	DET
cana-3213	120	9	use	use	NOUN
cana-3213	120	10	of	of	ADP
cana-3213	120	11	hybrid	hybrid	ADJ
cana-3213	120	12	algorithms	algorithm	NOUN
cana-3213	120	13	that	that	PRON
cana-3213	120	14	combine	combine	VERB
cana-3213	120	15	content	content	NOUN
cana-3213	120	16	-	-	PUNCT
cana-3213	120	17	based	base	VERB
cana-3213	120	18	filtering	filtering	NOUN
cana-3213	120	19	and	and	CCONJ
cana-3213	120	20	collaborative	collaborative	ADJ
cana-3213	120	21	filtering	filtering	NOUN
cana-3213	120	22	to	to	PART
cana-3213	120	23	improve	improve	VERB
cana-3213	120	24	recommendation	recommendation	NOUN
cana-3213	120	25	accuracy	accuracy	NOUN
cana-3213	120	26	can	can	AUX
cana-3213	120	27	be	be	AUX
cana-3213	120	28	considered	consider	VERB
cana-3213	120	29	.	.	PUNCT
cana-3213	121	1	•	•	NUM
cana-3213	121	2	improved	improve	VERB
cana-3213	121	3	data	datum	NOUN
cana-3213	121	4	quality	quality	NOUN
cana-3213	121	5	:	:	PUNCT
cana-3213	121	6	the	the	DET
cana-3213	121	7	quality	quality	NOUN
cana-3213	121	8	of	of	ADP
cana-3213	121	9	the	the	DET
cana-3213	121	10	data	datum	NOUN
cana-3213	121	11	used	use	VERB
cana-3213	121	12	greatly	greatly	ADV
cana-3213	121	13	affects	affect	VERB
cana-3213	121	14	the	the	DET
cana-3213	121	15	performance	performance	NOUN
cana-3213	121	16	of	of	ADP
cana-3213	121	17	the	the	DET
cana-3213	121	18	system	system	NOUN
cana-3213	121	19	.	.	PUNCT
cana-3213	122	1	therefore	therefore	ADV
cana-3213	122	2	,	,	PUNCT
cana-3213	122	3	efforts	effort	NOUN
cana-3213	122	4	should	should	AUX
cana-3213	122	5	be	be	AUX
cana-3213	122	6	made	make	VERB
cana-3213	122	7	to	to	PART
cana-3213	122	8	improve	improve	VERB
cana-3213	122	9	the	the	DET
cana-3213	122	10	quality	quality	NOUN
cana-3213	122	11	of	of	ADP
cana-3213	122	12	the	the	DET
cana-3213	122	13	data	datum	NOUN
cana-3213	122	14	used	use	VERB
cana-3213	122	15	.	.	PUNCT
cana-3213	123	1	•	•	NUM
cana-3213	123	2	more	more	ADV
cana-3213	123	3	comprehensive	comprehensive	ADJ
cana-3213	123	4	evaluation	evaluation	NOUN
cana-3213	123	5	:	:	PUNCT
cana-3213	123	6	evaluations	evaluation	NOUN
cana-3213	123	7	can	can	AUX
cana-3213	123	8	be	be	AUX
cana-3213	123	9	conducted	conduct	VERB
cana-3213	123	10	by	by	ADP
cana-3213	123	11	involving	involve	VERB
cana-3213	123	12	more	more	ADJ
cana-3213	123	13	users	user	NOUN
cana-3213	123	14	and	and	CCONJ
cana-3213	123	15	using	use	VERB
cana-3213	123	16	different	different	ADJ
cana-3213	123	17	scenarios	scenario	NOUN
cana-3213	123	18	.	.	PUNCT
cana-3213	124	1	the	the	DET
cana-3213	124	2	final	final	ADJ
cana-3213	124	3	project	project	NOUN
cana-3213	124	4	title	title	NOUN
cana-3213	124	5	recommendation	recommendation	NOUN
cana-3213	124	6	system	system	NOUN
cana-3213	124	7	developed	develop	VERB
cana-3213	124	8	in	in	ADP
cana-3213	124	9	this	this	DET
cana-3213	124	10	research	research	NOUN
cana-3213	124	11	is	be	AUX
cana-3213	124	12	a	a	DET
cana-3213	124	13	good	good	ADJ
cana-3213	124	14	first	first	ADJ
cana-3213	124	15	step	step	NOUN
cana-3213	124	16	in	in	ADP
cana-3213	124	17	helping	help	VERB
cana-3213	124	18	undergraduate	undergraduate	ADJ
cana-3213	124	19	students	student	NOUN
cana-3213	124	20	of	of	ADP
cana-3213	124	21	informatics	informatic	NOUN
cana-3213	124	22	engineering	engineer	VERB
cana-3213	124	23	in	in	ADP
cana-3213	124	24	choosing	choose	VERB
cana-3213	124	25	research	research	NOUN
cana-3213	124	26	topics	topic	NOUN
cana-3213	124	27	.	.	PUNCT
cana-3213	125	1	with	with	ADP
cana-3213	125	2	further	further	ADJ
cana-3213	125	3	development	development	NOUN
cana-3213	125	4	,	,	PUNCT
cana-3213	125	5	this	this	DET
cana-3213	125	6	system	system	NOUN
cana-3213	125	7	is	be	AUX
cana-3213	125	8	expected	expect	VERB
cana-3213	125	9	to	to	PART
cana-3213	125	10	be	be	AUX
cana-3213	125	11	a	a	DET
cana-3213	125	12	useful	useful	ADJ
cana-3213	125	13	tool	tool	NOUN
cana-3213	125	14	in	in	ADP
cana-3213	125	15	improving	improve	VERB
cana-3213	125	16	the	the	DET
cana-3213	125	17	quality	quality	NOUN
cana-3213	125	18	of	of	ADP
cana-3213	125	19	higher	high	ADJ
cana-3213	125	20	education	education	NOUN
cana-3213	125	21	.	.	PUNCT
cana-3213	126	1	references	reference	NOUN
cana-3213	126	2	[	[	X
cana-3213	126	3	1	1	NUM
cana-3213	126	4	]	]	PUNCT
cana-3213	126	5	alabduljabbar	alabduljabbar	NOUN
cana-3213	126	6	,	,	PUNCT
cana-3213	126	7	r.	r.	PROPN
cana-3213	126	8	,	,	PUNCT
cana-3213	126	9	almazrou	almazrou	PROPN
cana-3213	126	10	,	,	PUNCT
cana-3213	126	11	h.	h.	PROPN
cana-3213	126	12	,	,	PUNCT
cana-3213	126	13	&	&	CCONJ
cana-3213	126	14	aldawod	aldawod	VERB
cana-3213	126	15	,	,	PUNCT
cana-3213	126	16	a.	a.	NOUN
cana-3213	126	17	(	(	PUNCT
cana-3213	126	18	2023	2023	NUM
cana-3213	126	19	)	)	PUNCT
cana-3213	126	20	.	.	PUNCT
cana-3213	127	1	context	context	NOUN
cana-3213	127	2	-	-	PUNCT
cana-3213	127	3	aware	aware	ADJ
cana-3213	127	4	news	news	NOUN
cana-3213	127	5	recommendation	recommendation	NOUN
cana-3213	127	6	sistem	sistem	NOUN
cana-3213	127	7	:	:	PUNCT
cana-3213	127	8	incorporating	incorporate	VERB
cana-3213	127	9	contextual	contextual	ADJ
cana-3213	127	10	information	information	NOUN
cana-3213	127	11	and	and	CCONJ
cana-3213	127	12	collaborative	collaborative	ADJ
cana-3213	127	13	filtering	filtering	NOUN
cana-3213	127	14	techniques	technique	NOUN
cana-3213	127	15	.	.	PUNCT
cana-3213	128	1	international	international	ADJ
cana-3213	128	2	journal	journal	NOUN
cana-3213	128	3	of	of	ADP
cana-3213	128	4	computational	computational	ADJ
cana-3213	128	5	intelligence	intelligence	NOUN
cana-3213	128	6	sistems	sistem	NOUN
cana-3213	128	7	,	,	PUNCT
cana-3213	128	8	16(1	16(1	NUM
cana-3213	128	9	)	)	PUNCT
cana-3213	128	10	.	.	PUNCT
cana-3213	129	1	https://doi.org/10.1007/s44196-023-00315-5	https://doi.org/10.1007/s44196-023-00315-5	X
cana-3213	130	1	[	[	X
cana-3213	130	2	2	2	NUM
cana-3213	130	3	]	]	SYM
cana-3213	130	4	aljunid	aljunid	ADJ
cana-3213	130	5	,	,	PUNCT
cana-3213	130	6	m.	m.	PROPN
cana-3213	130	7	f.	f.	PROPN
cana-3213	130	8	,	,	PUNCT
cana-3213	130	9	&	&	CCONJ
cana-3213	130	10	huchaiah	huchaiah	PROPN
cana-3213	130	11	,	,	PUNCT
cana-3213	130	12	m.	m.	PROPN
cana-3213	130	13	d.	d.	PROPN
cana-3213	130	14	(	(	PUNCT
cana-3213	130	15	2020	2020	NUM
cana-3213	130	16	)	)	PUNCT
cana-3213	130	17	.	.	PUNCT
cana-3213	131	1	multi	multi	ADJ
cana-3213	131	2	-	-	ADJ
cana-3213	131	3	model	model	ADJ
cana-3213	131	4	deep	deep	ADJ
cana-3213	131	5	learning	learning	NOUN
cana-3213	131	6	approach	approach	NOUN
cana-3213	131	7	for	for	ADP
cana-3213	131	8	collaborative	collaborative	ADJ
cana-3213	131	9	filtering	filtering	NOUN
cana-3213	131	10	recommendation	recommendation	NOUN
cana-3213	131	11	sistem	sistem	PROPN
cana-3213	131	12	.	.	PUNCT
cana-3213	132	1	caai	caai	PROPN
cana-3213	132	2	transactions	transaction	NOUN
cana-3213	132	3	on	on	ADP
cana-3213	132	4	intelligence	intelligence	NOUN
cana-3213	132	5	technology	technology	NOUN
cana-3213	132	6	,	,	PUNCT
cana-3213	132	7	5(4	5(4	NUM
cana-3213	132	8	)	)	PUNCT
cana-3213	132	9	,	,	PUNCT
cana-3213	132	10	276–282	276–282	NUM
cana-3213	132	11	.	.	PUNCT
cana-3213	133	1	https://doi.org/10.1049/trit.2020.0031	https://doi.org/10.1049/trit.2020.0031	PROPN
cana-3213	134	1	[	[	X
cana-3213	134	2	3	3	NUM
cana-3213	134	3	]	]	PUNCT
cana-3213	134	4	boström	boström	ADV
cana-3213	134	5	,	,	PUNCT
cana-3213	134	6	p.	p.	NOUN
cana-3213	134	7	&	&	CCONJ
cana-3213	134	8	filipsson	filipsson	PROPN
cana-3213	134	9	,	,	PUNCT
cana-3213	134	10	m.	m.	NOUN
cana-3213	134	11	,	,	PUNCT
cana-3213	134	12	2017	2017	NUM
cana-3213	134	13	,	,	PUNCT
cana-3213	134	14	comparison	comparison	NOUN
cana-3213	134	15	of	of	ADP
cana-3213	134	16	user	user	NOUN
cana-3213	134	17	based	base	VERB
cana-3213	134	18	and	and	CCONJ
cana-3213	134	19	item	item	NOUN
cana-3213	134	20	based	base	VERB
cana-3213	134	21	collaborative	collaborative	ADJ
cana-3213	134	22	filtering	filtering	NOUN
cana-3213	134	23	recommendation	recommendation	NOUN
cana-3213	134	24	services	service	NOUN
cana-3213	134	25	,	,	PUNCT
cana-3213	134	26	kth	kth	PROPN
cana-3213	134	27	r.	r.	PROPN
cana-3213	134	28	inst	inst	PROPN
cana-3213	134	29	.	.	PUNCT
cana-3213	135	1	technol	technol	NOUN
cana-3213	135	2	,	,	PUNCT
cana-3213	135	3	pp	pp	ADJ
cana-3213	135	4	.	.	PUNCT
cana-3213	136	1	1	1	NUM
cana-3213	136	2	-	-	SYM
cana-3213	136	3	9	9	NUM
cana-3213	136	4	.	.	PUNCT
cana-3213	137	1	[	[	X
cana-3213	137	2	4	4	NUM
cana-3213	137	3	]	]	X
cana-3213	137	4	chen	chen	PROPN
cana-3213	137	5	,	,	PUNCT
cana-3213	137	6	r.	r.	PROPN
cana-3213	137	7	,	,	PUNCT
cana-3213	137	8	hua	hua	PROPN
cana-3213	137	9	,	,	PUNCT
cana-3213	137	10	q.	q.	PROPN
cana-3213	137	11	,	,	PUNCT
cana-3213	137	12	chang	chang	PROPN
cana-3213	137	13	,	,	PUNCT
cana-3213	137	14	y.	y.	PROPN
cana-3213	137	15	s.	s.	PROPN
cana-3213	137	16	,	,	PUNCT
cana-3213	137	17	wang	wang	PROPN
cana-3213	137	18	,	,	PUNCT
cana-3213	137	19	b.	b.	PROPN
cana-3213	137	20	,	,	PUNCT
cana-3213	137	21	zhang	zhang	PROPN
cana-3213	137	22	,	,	PUNCT
cana-3213	137	23	l.	l.	PROPN
cana-3213	137	24	,	,	PUNCT
cana-3213	137	25	&	&	CCONJ
cana-3213	137	26	kong	kong	PROPN
cana-3213	137	27	,	,	PUNCT
cana-3213	137	28	x.	x.	NOUN
cana-3213	137	29	(	(	PUNCT
cana-3213	137	30	2018	2018	NUM
cana-3213	137	31	)	)	PUNCT
cana-3213	137	32	.	.	PUNCT
cana-3213	138	1	a	a	DET
cana-3213	138	2	survey	survey	NOUN
cana-3213	138	3	of	of	ADP
cana-3213	138	4	collaborative	collaborative	ADJ
cana-3213	138	5	filtering	filtering	NOUN
cana-3213	138	6	-based	-based	ADJ
cana-3213	138	7	recommender	recommender	NOUN
cana-3213	138	8	sistems	sistem	NOUN
cana-3213	138	9	:	:	PUNCT
cana-3213	138	10	from	from	ADP
cana-3213	138	11	traditional	traditional	ADJ
cana-3213	138	12	methods	method	NOUN
cana-3213	138	13	to	to	ADP
cana-3213	138	14	hybrid	hybrid	ADJ
cana-3213	138	15	methods	method	NOUN
cana-3213	138	16	based	base	VERB
cana-3213	138	17	on	on	ADP
cana-3213	138	18	social	social	ADJ
cana-3213	138	19	networks	network	NOUN
cana-3213	138	20	.	.	PUNCT
cana-3213	139	1	ieee	ieee	NOUN
cana-3213	139	2	access	access	NOUN
cana-3213	139	3	,	,	PUNCT
cana-3213	139	4	6(february	6(february	ADJ
cana-3213	139	5	)	)	PUNCT
cana-3213	139	6	,	,	PUNCT
cana-3213	139	7	64301–64320	64301–64320	X
cana-3213	139	8	.	.	PUNCT
cana-3213	140	1	https://doi.org/10.1109/access.2018.2877208	https://doi.org/10.1109/access.2018.2877208	NOUN
cana-3213	140	2	communications	communication	NOUN
cana-3213	140	3	on	on	ADP
cana-3213	140	4	applied	apply	VERB
cana-3213	140	5	nonlinear	nonlinear	ADJ
cana-3213	140	6	analysis	analysis	NOUN
cana-3213	140	7	issn	issn	NOUN
cana-3213	140	8	:	:	PUNCT
cana-3213	140	9	1074	1074	NUM
cana-3213	140	10	-	-	PUNCT
cana-3213	140	11	133x	133x	NUM
cana-3213	140	12	vol	vol	NOUN
cana-3213	140	13	32	32	NUM
cana-3213	140	14	no	no	NOUN
cana-3213	140	15	.	.	PUNCT
cana-3213	141	1	5s	5s	NUM
cana-3213	141	2	(	(	PUNCT
cana-3213	141	3	2025	2025	NUM
cana-3213	141	4	)	)	PUNCT
cana-3213	141	5	632	632	NUM
cana-3213	141	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3213	142	1	[	[	X
cana-3213	142	2	5	5	NUM
cana-3213	142	3	]	]	X
cana-3213	142	4	feixiang	feixiang	PROPN
cana-3213	142	5	,	,	PUNCT
cana-3213	142	6	x.	x.	NOUN
cana-3213	142	7	(	(	PUNCT
cana-3213	142	8	2024	2024	NUM
cana-3213	142	9	)	)	PUNCT
cana-3213	142	10	.	.	PUNCT
cana-3213	143	1	intelligent	intelligent	ADJ
cana-3213	143	2	personalized	personalized	ADJ
cana-3213	143	3	recommendation	recommendation	NOUN
cana-3213	143	4	method	method	NOUN
cana-3213	143	5	based	base	VERB
cana-3213	143	6	on	on	ADP
cana-3213	143	7	optimized	optimize	VERB
cana-3213	143	8	collaborative	collaborative	ADJ
cana-3213	143	9	filtering	filtering	NOUN
cana-3213	143	10	algorithm	algorithm	NOUN
cana-3213	143	11	in	in	ADP
cana-3213	143	12	primary	primary	ADJ
cana-3213	143	13	and	and	CCONJ
cana-3213	143	14	secondary	secondary	ADJ
cana-3213	143	15	education	education	NOUN
cana-3213	143	16	resource	resource	NOUN
cana-3213	143	17	sistem	sistem	NOUN
cana-3213	143	18	.	.	PUNCT
cana-3213	144	1	ieee	ieee	NOUN
cana-3213	144	2	access	access	NOUN
cana-3213	144	3	,	,	PUNCT
cana-3213	144	4	12(january	12(january	NUM
cana-3213	144	5	)	)	PUNCT
cana-3213	144	6	,	,	PUNCT
cana-3213	144	7	28860–28872	28860–28872	NOUN
cana-3213	144	8	.	.	PUNCT
cana-3213	145	1	https://doi.org/10.1109/access.2024.3365549	https://doi.org/10.1109/access.2024.3365549	PROPN
cana-3213	145	2	[	[	X
cana-3213	145	3	6	6	NUM
cana-3213	145	4	]	]	X
cana-3213	145	5	geetha	geetha	PROPN
cana-3213	145	6	,	,	PUNCT
cana-3213	145	7	g.	g.	PROPN
cana-3213	145	8	,	,	PUNCT
cana-3213	145	9	safa	safa	PROPN
cana-3213	145	10	,	,	PUNCT
cana-3213	145	11	m.	m.	NOUN
cana-3213	145	12	,	,	PUNCT
cana-3213	145	13	fancy	fancy	ADJ
cana-3213	145	14	,	,	PUNCT
cana-3213	145	15	c.	c.	PROPN
cana-3213	145	16	,	,	PUNCT
cana-3213	145	17	&	&	CCONJ
cana-3213	145	18	saranya	saranya	PROPN
cana-3213	145	19	,	,	PUNCT
cana-3213	145	20	d.	d.	PROPN
cana-3213	145	21	(	(	PUNCT
cana-3213	145	22	2018	2018	NUM
cana-3213	145	23	)	)	PUNCT
cana-3213	145	24	.	.	PUNCT
cana-3213	146	1	a	a	DET
cana-3213	146	2	hybrid	hybrid	ADJ
cana-3213	146	3	approach	approach	NOUN
cana-3213	146	4	using	use	VERB
cana-3213	146	5	collaborative	collaborative	ADJ
cana-3213	146	6	filtering	filtering	NOUN
cana-3213	146	7	and	and	CCONJ
cana-3213	146	8	content	content	NOUN
cana-3213	146	9	based	base	VERB
cana-3213	146	10	filtering	filter	VERB
cana-3213	146	11	for	for	ADP
cana-3213	146	12	recommender	recommender	NOUN
cana-3213	146	13	sistem	sistem	PROPN
cana-3213	146	14	.	.	PUNCT
cana-3213	147	1	journal	journal	PROPN
cana-3213	147	2	of	of	ADP
cana-3213	147	3	physics	physics	PROPN
cana-3213	147	4	:	:	PUNCT
cana-3213	147	5	conference	conference	NOUN
cana-3213	147	6	series	series	NOUN
cana-3213	147	7	,	,	PUNCT
cana-3213	147	8	1000(1	1000(1	NUM
cana-3213	147	9	)	)	PUNCT
cana-3213	147	10	.	.	PUNCT
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cana-3213	149	1	[	[	X
cana-3213	149	2	7	7	X
cana-3213	149	3	]	]	X
cana-3213	149	4	i	i	PROPN
cana-3213	149	5	gede	gede	PROPN
cana-3213	149	6	iwan	iwan	PROPN
cana-3213	149	7	sudipa	sudipa	PROPN
cana-3213	149	8	,	,	PUNCT
cana-3213	149	9	suyono	suyono	NOUN
cana-3213	149	10	,	,	PUNCT
cana-3213	149	11	jefri	jefri	PROPN
cana-3213	149	12	junifer	junifer	PROPN
cana-3213	149	13	,	,	PUNCT
cana-3213	149	14	d.	d.	PROPN
cana-3213	149	15	(	(	PUNCT
cana-3213	149	16	2017	2017	NUM
cana-3213	149	17	)	)	PUNCT
cana-3213	149	18	.	.	PUNCT
cana-3213	150	1	sistem	sistem	PROPN
cana-3213	150	2	pendukung	pendukung	PROPN
cana-3213	150	3	keputusan	keputusan	PROPN
cana-3213	150	4	.	.	PUNCT
cana-3213	151	1	in	in	ADP
cana-3213	151	2	angewandte	angewandte	PROPN
cana-3213	151	3	chemie	chemie	PROPN
cana-3213	151	4	international	international	PROPN
cana-3213	151	5	edition	edition	PROPN
cana-3213	151	6	,	,	PUNCT
cana-3213	151	7	6(11	6(11	NUM
cana-3213	151	8	)	)	PUNCT
cana-3213	151	9	,	,	PUNCT
cana-3213	151	10	951–952	951–952	NUM
cana-3213	151	11	.	.	PUNCT
cana-3213	152	1	http://repo.iain-tulungagung.ac.id/5510/5/bab	http://repo.iain-tulungagung.ac.id/5510/5/bab	PROPN
cana-3213	152	2	2.pdf	2.pdf	PROPN
cana-3213	153	1	[	[	X
cana-3213	153	2	8	8	NUM
cana-3213	153	3	]	]	X
cana-3213	153	4	kirubahari	kirubahari	PROPN
cana-3213	153	5	,	,	PUNCT
cana-3213	153	6	r.	r.	PROPN
cana-3213	153	7	,	,	PUNCT
cana-3213	153	8	&	&	CCONJ
cana-3213	153	9	miruna	miruna	PROPN
cana-3213	153	10	joe	joe	PROPN
cana-3213	153	11	amali	amali	PROPN
cana-3213	153	12	,	,	PUNCT
cana-3213	153	13	s.	s.	PROPN
cana-3213	153	14	(	(	PUNCT
cana-3213	153	15	2021	2021	NUM
cana-3213	153	16	)	)	PUNCT
cana-3213	153	17	.	.	PUNCT
cana-3213	154	1	a	a	DET
cana-3213	154	2	hybrid	hybrid	ADJ
cana-3213	154	3	deep	deep	ADJ
cana-3213	154	4	collaborative	collaborative	ADJ
cana-3213	154	5	filtering	filter	VERB
cana-3213	154	6	approach	approach	NOUN
cana-3213	154	7	for	for	ADP
cana-3213	154	8	recommender	recommender	NOUN
cana-3213	154	9	sistems	sistem	NOUN
cana-3213	154	10	.	.	PUNCT
cana-3213	155	1	research	research	NOUN
cana-3213	155	2	square	square	PROPN
cana-3213	155	3	.	.	PUNCT
cana-3213	156	1	https://doi.org/10.21203/rs.3.rs-651522/v1	https://doi.org/10.21203/rs.3.rs-651522/v1	PUNCT
cana-3213	157	1	[	[	X
cana-3213	157	2	9	9	NUM
cana-3213	157	3	]	]	SYM
cana-3213	157	4	kumar	kumar	PROPN
cana-3213	157	5	,	,	PUNCT
cana-3213	157	6	p.	p.	PROPN
cana-3213	157	7	,	,	PUNCT
cana-3213	157	8	gupta	gupta	PROPN
cana-3213	157	9	,	,	PUNCT
cana-3213	157	10	m.	m.	PROPN
cana-3213	157	11	k.	k.	PROPN
cana-3213	157	12	,	,	PUNCT
cana-3213	157	13	rao	rao	PROPN
cana-3213	157	14	,	,	PUNCT
cana-3213	157	15	c.	c.	PROPN
cana-3213	157	16	r.	r.	PROPN
cana-3213	157	17	s.	s.	PROPN
cana-3213	157	18	,	,	PUNCT
cana-3213	157	19	bhavsingh	bhavsingh	NOUN
cana-3213	157	20	,	,	PUNCT
cana-3213	157	21	m.	m.	NOUN
cana-3213	157	22	,	,	PUNCT
cana-3213	157	23	&	&	CCONJ
cana-3213	157	24	srilakshmi	srilakshmi	PROPN
cana-3213	157	25	,	,	PUNCT
cana-3213	157	26	m.	m.	NOUN
cana-3213	157	27	(	(	PUNCT
cana-3213	157	28	2023	2023	NUM
cana-3213	157	29	)	)	PUNCT
cana-3213	157	30	.	.	PUNCT
cana-3213	158	1	a	a	DET
cana-3213	158	2	comparative	comparative	ADJ
cana-3213	158	3	analysis	analysis	NOUN
cana-3213	158	4	of	of	ADP
cana-3213	158	5	collaborative	collaborative	ADJ
cana-3213	158	6	filtering	filtering	NOUN
cana-3213	158	7	similarity	similarity	NOUN
cana-3213	158	8	measurements	measurement	NOUN
cana-3213	158	9	for	for	ADP
cana-3213	158	10	recommendation	recommendation	NOUN
cana-3213	158	11	sistems	sistem	NOUN
cana-3213	158	12	.	.	PUNCT
cana-3213	159	1	international	international	ADJ
cana-3213	159	2	journal	journal	PROPN
cana-3213	159	3	on	on	ADP
cana-3213	159	4	recent	recent	ADJ
cana-3213	159	5	and	and	CCONJ
cana-3213	159	6	innovation	innovation	NOUN
cana-3213	159	7	trends	trend	NOUN
cana-3213	159	8	in	in	ADP
cana-3213	159	9	computing	computing	NOUN
cana-3213	159	10	and	and	CCONJ
cana-3213	159	11	communication	communication	NOUN
cana-3213	159	12	,	,	PUNCT
cana-3213	159	13	11(december	11(december	NOUN
cana-3213	159	14	2022	2022	NUM
cana-3213	159	15	)	)	PUNCT
cana-3213	159	16	,	,	PUNCT
cana-3213	159	17	184–192	184–192	NUM
cana-3213	159	18	.	.	PUNCT
cana-3213	160	1	https://doi.org/10.17762/ijritcc.v11i3s.6180	https://doi.org/10.17762/ijritcc.v11i3s.6180	PROPN
cana-3213	161	1	[	[	X
cana-3213	161	2	10	10	NUM
cana-3213	161	3	]	]	X
cana-3213	161	4	kumar	kumar	PROPN
cana-3213	161	5	,	,	PUNCT
cana-3213	161	6	h.	h.	PROPN
cana-3213	161	7	,	,	PUNCT
cana-3213	161	8	singh	singh	PROPN
cana-3213	161	9	,	,	PUNCT
cana-3213	161	10	m.	m.	NOUN
cana-3213	161	11	k.	k.	PROPN
cana-3213	161	12	,	,	PUNCT
cana-3213	161	13	gupta	gupta	PROPN
cana-3213	161	14	,	,	PUNCT
cana-3213	161	15	m.	m.	NOUN
cana-3213	161	16	p.	p.	PROPN
cana-3213	161	17	,	,	PUNCT
cana-3213	161	18	&	&	CCONJ
cana-3213	161	19	madaan	madaan	PROPN
cana-3213	161	20	,	,	PUNCT
cana-3213	161	21	j.	j.	PROPN
cana-3213	161	22	(	(	PUNCT
cana-3213	161	23	2020	2020	NUM
cana-3213	161	24	)	)	PUNCT
cana-3213	161	25	.	.	PUNCT
cana-3213	162	1	moving	move	VERB
cana-3213	162	2	towards	towards	ADP
cana-3213	162	3	smart	smart	ADJ
cana-3213	162	4	cities	city	NOUN
cana-3213	162	5	:	:	PUNCT
cana-3213	162	6	solutions	solution	NOUN
cana-3213	162	7	that	that	PRON
cana-3213	162	8	lead	lead	VERB
cana-3213	162	9	to	to	ADP
cana-3213	162	10	the	the	DET
cana-3213	162	11	smart	smart	ADJ
cana-3213	162	12	city	city	NOUN
cana-3213	162	13	transformation	transformation	NOUN
cana-3213	162	14	framework	framework	NOUN
cana-3213	162	15	.	.	PUNCT
cana-3213	163	1	technological	technological	ADJ
cana-3213	163	2	forecasting	forecasting	NOUN
cana-3213	163	3	and	and	CCONJ
cana-3213	163	4	social	social	ADJ
cana-3213	163	5	change	change	NOUN
cana-3213	163	6	,	,	PUNCT
cana-3213	163	7	153(october	153(october	NUM
cana-3213	163	8	2017	2017	NUM
cana-3213	163	9	)	)	PUNCT
cana-3213	163	10	,	,	PUNCT
cana-3213	163	11	1–16	1–16	NOUN
cana-3213	164	1	[	[	X
cana-3213	164	2	11	11	NUM
cana-3213	164	3	]	]	PUNCT
cana-3213	164	4	ngatno	ngatno	PROPN
cana-3213	164	5	.	.	PUNCT
cana-3213	165	1	(	(	PUNCT
cana-3213	165	2	2015	2015	NUM
cana-3213	165	3	)	)	PUNCT
cana-3213	165	4	.	.	PUNCT
cana-3213	166	1	metodelogi	metodelogi	PROPN
cana-3213	166	2	penelitian	penelitian	PROPN
cana-3213	166	3	bisnis	bisnis	PROPN
cana-3213	166	4	.	.	PUNCT
cana-3213	167	1	semarang	semarang	PROPN
cana-3213	167	2	:	:	PUNCT
cana-3213	167	3	lembaga	lembaga	PROPN
cana-3213	167	4	dan	dan	PROPN
cana-3213	167	5	penjaminan	penjaminan	PROPN
cana-3213	167	6	mutu	mutu	PROPN
cana-3213	167	7	pendidikan	pendidikan	PROPN
cana-3213	167	8	unverstas	unverstas	PROPN
cana-3213	167	9	diponegoro	diponegoro	PROPN
cana-3213	167	10	.	.	PUNCT
cana-3213	168	1	[	[	X
cana-3213	168	2	12	12	NUM
cana-3213	168	3	]	]	X
cana-3213	168	4	pagare	pagare	PROPN
cana-3213	168	5	,	,	PUNCT
cana-3213	168	6	r.	r.	PROPN
cana-3213	168	7	,	,	PUNCT
cana-3213	168	8	&	&	CCONJ
cana-3213	168	9	shinde	shinde	PROPN
cana-3213	168	10	,	,	PUNCT
cana-3213	168	11	a.	a.	NOUN
cana-3213	168	12	(	(	PUNCT
cana-3213	168	13	2012	2012	NUM
cana-3213	168	14	)	)	PUNCT
cana-3213	168	15	.	.	PUNCT
cana-3213	169	1	a	a	DET
cana-3213	169	2	study	study	NOUN
cana-3213	169	3	of	of	ADP
cana-3213	169	4	recommender	recommender	NOUN
cana-3213	169	5	sistem	sistem	PROPN
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cana-3213	169	7	.	.	PUNCT
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cana-3213	170	2	journal	journal	PROPN
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cana-3213	170	4	computer	computer	NOUN
cana-3213	170	5	applications	application	NOUN
cana-3213	170	6	,	,	PUNCT
cana-3213	170	7	47(16	47(16	NOUN
cana-3213	170	8	)	)	PUNCT
cana-3213	170	9	,	,	PUNCT
cana-3213	170	10	1–4	1–4	PROPN
cana-3213	170	11	.	.	PUNCT
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cana-3213	171	2	[	[	X
cana-3213	171	3	13	13	NUM
cana-3213	171	4	]	]	PUNCT
cana-3213	171	5	pangesti	pangesti	NOUN
cana-3213	171	6	,	,	PUNCT
cana-3213	171	7	w.	w.	PROPN
cana-3213	171	8	e.	e.	PROPN
cana-3213	171	9	,	,	PUNCT
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cana-3213	171	11	,	,	PUNCT
cana-3213	171	12	r.	r.	PROPN
cana-3213	171	13	,	,	PUNCT
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cana-3213	171	15	,	,	PUNCT
cana-3213	171	16	m.	m.	NOUN
cana-3213	171	17	,	,	PUNCT
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cana-3213	171	19	,	,	PUNCT
cana-3213	171	20	b.	b.	PROPN
cana-3213	171	21	a.	a.	PROPN
cana-3213	171	22	,	,	PUNCT
cana-3213	171	23	&	&	CCONJ
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cana-3213	171	25	,	,	PUNCT
cana-3213	171	26	a.	a.	PROPN
cana-3213	171	27	s.	s.	PROPN
cana-3213	171	28	(	(	PUNCT
cana-3213	171	29	2021	2021	NUM
cana-3213	171	30	)	)	PUNCT
cana-3213	171	31	.	.	PUNCT
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cana-3213	172	2	filtering	filtering	PROPN
cana-3213	172	3	based	base	VERB
cana-3213	172	4	recommender	recommender	NOUN
cana-3213	172	5	sistems	sistem	NOUN
cana-3213	172	6	for	for	ADP
cana-3213	172	7	marketplace	marketplace	NOUN
cana-3213	172	8	applications	application	NOUN
cana-3213	172	9	.	.	PUNCT
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cana-3213	173	2	journal	journal	NOUN
cana-3213	173	3	of	of	ADP
cana-3213	173	4	educational	educational	ADJ
cana-3213	173	5	research	research	PROPN
cana-3213	173	6	&	&	CCONJ
cana-3213	173	7	social	social	ADJ
cana-3213	173	8	sciences	sciences	PROPN
cana-3213	173	9	(	(	PUNCT
cana-3213	173	10	ijersc	ijersc	PROPN
cana-3213	173	11	)	)	PUNCT
cana-3213	173	12	,	,	PUNCT
cana-3213	173	13	2(5	2(5	NUM
cana-3213	173	14	)	)	PUNCT
cana-3213	173	15	,	,	PUNCT
cana-3213	173	16	1201–1209	1201–1209	NOUN
cana-3213	173	17	.	.	PUNCT
cana-3213	174	1	https://ijersc.org	https://ijersc.org	PROPN
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cana-3213	174	3	14	14	NUM
cana-3213	174	4	]	]	PUNCT
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cana-3213	174	13	,	,	PUNCT
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cana-3213	174	16	a.	a.	NOUN
cana-3213	174	17	,	,	PUNCT
cana-3213	174	18	&	&	CCONJ
cana-3213	174	19	kyriazis	kyriazis	PROPN
cana-3213	174	20	,	,	PUNCT
cana-3213	174	21	d.	d.	PROPN
cana-3213	174	22	(	(	PUNCT
cana-3213	174	23	2023	2023	NUM
cana-3213	174	24	)	)	PUNCT
cana-3213	174	25	.	.	PUNCT
cana-3213	175	1	a	a	DET
cana-3213	175	2	comparative	comparative	ADJ
cana-3213	175	3	study	study	NOUN
cana-3213	175	4	of	of	ADP
cana-3213	175	5	collaborative	collaborative	ADJ
cana-3213	175	6	filtering	filtering	NOUN
cana-3213	175	7	in	in	ADP
cana-3213	175	8	product	product	NOUN
cana-3213	175	9	recommendation	recommendation	NOUN
cana-3213	175	10	.	.	PUNCT
cana-3213	176	1	emerging	emerge	VERB
cana-3213	176	2	science	science	NOUN
cana-3213	176	3	journal	journal	NOUN
cana-3213	176	4	,	,	PUNCT
cana-3213	176	5	7(1	7(1	NUM
cana-3213	176	6	)	)	PUNCT
cana-3213	176	7	,	,	PUNCT
cana-3213	176	8	1–15	1–15	NUM
cana-3213	176	9	.	.	PUNCT
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cana-3213	178	1	[	[	X
cana-3213	178	2	15	15	NUM
cana-3213	178	3	]	]	PUNCT
cana-3213	178	4	rajalakshmi	rajalakshmi	NOUN
cana-3213	178	5	,	,	PUNCT
cana-3213	178	6	s.	s.	PROPN
cana-3213	178	7	,	,	PUNCT
cana-3213	178	8	&	&	CCONJ
cana-3213	178	9	santha	santha	PROPN
cana-3213	178	10	,	,	PUNCT
cana-3213	178	11	k.	k.	PROPN
cana-3213	178	12	r.	r.	PROPN
cana-3213	178	13	(	(	PUNCT
cana-3213	178	14	2023	2023	NUM
cana-3213	178	15	)	)	PUNCT
cana-3213	178	16	.	.	PUNCT
cana-3213	179	1	hybrid	hybrid	ADJ
cana-3213	179	2	recommender	recommender	NOUN
cana-3213	179	3	sistem	sistem	NOUN
cana-3213	179	4	using	use	VERB
cana-3213	179	5	systolic	systolic	ADJ
cana-3213	179	6	tree	tree	NOUN
cana-3213	179	7	for	for	ADP
cana-3213	179	8	pattern	pattern	NOUN
cana-3213	179	9	mining	mining	NOUN
cana-3213	179	10	.	.	PUNCT
cana-3213	180	1	computer	computer	NOUN
cana-3213	180	2	sistems	sistem	VERB
cana-3213	180	3	science	science	NOUN
cana-3213	180	4	and	and	CCONJ
cana-3213	180	5	engineering	engineering	NOUN
cana-3213	180	6	,	,	PUNCT
cana-3213	180	7	44(2	44(2	NOUN
cana-3213	180	8	)	)	PUNCT
cana-3213	180	9	,	,	PUNCT
cana-3213	180	10	1251–1262	1251–1262	NUM
cana-3213	180	11	.	.	PUNCT
cana-3213	181	1	https://doi.org/10.32604/csse.2023.024036	https://doi.org/10.32604/csse.2023.024036	X
cana-3213	182	1	[	[	X
cana-3213	182	2	16	16	NUM
cana-3213	182	3	]	]	X
cana-3213	182	4	ricci	ricci	PROPN
cana-3213	182	5	,	,	PUNCT
cana-3213	182	6	f.	f.	PROPN
cana-3213	182	7	,	,	PUNCT
cana-3213	182	8	rokach	rokach	PROPN
cana-3213	182	9	,	,	PUNCT
cana-3213	182	10	l.	l.	PROPN
cana-3213	182	11	,	,	PUNCT
cana-3213	182	12	shapira	shapira	PROPN
cana-3213	182	13	,	,	PUNCT
cana-3213	182	14	b.	b.	PROPN
cana-3213	182	15	,	,	PUNCT
cana-3213	182	16	kantor	kantor	PROPN
cana-3213	182	17	,	,	PUNCT
cana-3213	182	18	p.	p.	PROPN
cana-3213	182	19	b.	b.	PROPN
cana-3213	182	20	,	,	PUNCT
cana-3213	182	21	&	&	CCONJ
cana-3213	182	22	ricci	ricci	PROPN
cana-3213	182	23	,	,	PUNCT
cana-3213	182	24	f.	f.	PROPN
cana-3213	182	25	(	(	PUNCT
cana-3213	182	26	2011	2011	NUM
cana-3213	182	27	)	)	PUNCT
cana-3213	182	28	.	.	PUNCT
cana-3213	183	1	recommender	recommender	NOUN
cana-3213	183	2	sistems	sistem	NOUN
cana-3213	183	3	handbook	handbook	VERB
cana-3213	183	4	.	.	PUNCT
cana-3213	184	1	in	in	ADP
cana-3213	184	2	recommender	recommender	NOUN
cana-3213	184	3	sistems	sistem	NOUN
cana-3213	184	4	handbook	handbook	NOUN
cana-3213	184	5	.	.	PUNCT
cana-3213	185	1	https://doi.org/10.1007/978-0-387-85820-3	https://doi.org/10.1007/978-0-387-85820-3	PROPN
cana-3213	186	1	[	[	X
cana-3213	186	2	17	17	NUM
cana-3213	186	3	]	]	X
cana-3213	186	4	sun	sun	NOUN
cana-3213	186	5	,	,	PUNCT
cana-3213	186	6	s.	s.	PROPN
cana-3213	186	7	,	,	PUNCT
cana-3213	186	8	yu	yu	PROPN
cana-3213	186	9	,	,	PUNCT
cana-3213	186	10	z.	z.	PROPN
cana-3213	186	11	,	,	PUNCT
cana-3213	186	12	cui	cui	PROPN
cana-3213	186	13	,	,	PUNCT
cana-3213	186	14	x.	x.	NOUN
cana-3213	186	15	,	,	PUNCT
cana-3213	186	16	&	&	CCONJ
cana-3213	186	17	zhou	zhou	PROPN
cana-3213	186	18	,	,	PUNCT
cana-3213	186	19	y.	y.	PROPN
cana-3213	186	20	(	(	PUNCT
cana-3213	186	21	2023	2023	NUM
cana-3213	186	22	)	)	PUNCT
cana-3213	186	23	.	.	PUNCT
cana-3213	187	1	collaborative	collaborative	ADJ
cana-3213	187	2	filtering	filtering	NOUN
cana-3213	187	3	with	with	ADP
cana-3213	187	4	graph	graph	NOUN
cana-3213	187	5	neural	neural	ADJ
cana-3213	187	6	networks	network	NOUN
cana-3213	187	7	:	:	PUNCT
cana-3213	187	8	a	a	DET
cana-3213	187	9	survey	survey	NOUN
cana-3213	187	10	.	.	PUNCT
cana-3213	188	1	ieee	ieee	NOUN
cana-3213	188	2	transactions	transaction	NOUN
cana-3213	188	3	on	on	ADP
cana-3213	188	4	big	big	ADJ
cana-3213	188	5	data	datum	NOUN
cana-3213	188	6	,	,	PUNCT
cana-3213	188	7	10(1	10(1	NUM
cana-3213	188	8	)	)	PUNCT
cana-3213	188	9	,	,	PUNCT
cana-3213	188	10	1	1	NUM
cana-3213	188	11	-	-	SYM
cana-3213	188	12	17	17	NUM
cana-3213	188	13	.	.	PUNCT
cana-3213	189	1	[	[	X
cana-3213	189	2	18	18	NUM
cana-3213	189	3	]	]	X
cana-3213	189	4	tian	tian	PROPN
cana-3213	189	5	,	,	PUNCT
cana-3213	189	6	l.	l.	PROPN
cana-3213	189	7	,	,	PUNCT
cana-3213	189	8	&	&	CCONJ
cana-3213	189	9	liu	liu	PROPN
cana-3213	189	10	,	,	PUNCT
cana-3213	189	11	f.	f.	PROPN
cana-3213	189	12	(	(	PUNCT
cana-3213	189	13	2023	2023	NUM
cana-3213	189	14	)	)	PUNCT
cana-3213	189	15	.	.	PUNCT
cana-3213	190	1	design	design	NOUN
cana-3213	190	2	of	of	ADP
cana-3213	190	3	music	music	NOUN
cana-3213	190	4	heritage	heritage	NOUN
cana-3213	190	5	database	database	NOUN
cana-3213	190	6	sistem	sistem	NOUN
cana-3213	190	7	based	base	VERB
cana-3213	190	8	on	on	ADP
cana-3213	190	9	collaborative	collaborative	ADJ
cana-3213	190	10	filtering	filtering	NOUN
cana-3213	190	11	algorithm	algorithm	NOUN
cana-3213	190	12	.	.	PUNCT
cana-3213	191	1	frontiers	frontier	NOUN
cana-3213	191	2	in	in	ADP
cana-3213	191	3	artificial	artificial	ADJ
cana-3213	191	4	intelligence	intelligence	NOUN
cana-3213	191	5	and	and	CCONJ
cana-3213	191	6	applications	application	NOUN
cana-3213	191	7	,	,	PUNCT
cana-3213	191	8	373	373	NUM
cana-3213	191	9	,	,	PUNCT
cana-3213	191	10	438–443	438–443	NUM
cana-3213	191	11	.	.	PUNCT
cana-3213	192	1	https://doi.org/10.3233/faia230839	https://doi.org/10.3233/faia230839	PROPN
cana-3213	192	2	[	[	X
cana-3213	192	3	19	19	NUM
cana-3213	192	4	]	]	X
cana-3213	192	5	upadhyaya	upadhyaya	NOUN
cana-3213	192	6	,	,	PUNCT
cana-3213	192	7	p.	p.	NOUN
cana-3213	192	8	(	(	PUNCT
cana-3213	192	9	2023	2023	NUM
cana-3213	192	10	)	)	PUNCT
cana-3213	192	11	.	.	PUNCT
cana-3213	193	1	study	study	NOUN
cana-3213	193	2	of	of	ADP
cana-3213	193	3	mathematical	mathematical	ADJ
cana-3213	193	4	model	model	NOUN
cana-3213	193	5	for	for	ADP
cana-3213	193	6	user	user	NOUN
cana-3213	193	7	-	-	PUNCT
cana-3213	193	8	based	base	VERB
cana-3213	193	9	collaborative	collaborative	ADJ
cana-3213	193	10	filtering	filtering	NOUN
cana-3213	193	11	and	and	CCONJ
cana-3213	193	12	item	item	NOUN
cana-3213	193	13	.	.	PUNCT
cana-3213	194	1	january	january	PROPN
cana-3213	194	2	.	.	PUNCT
cana-3213	195	1	https://www.researchgate.net/publication/366902172	https://www.researchgate.net/publication/366902172	NOUN
cana-3213	195	2	[	[	X
cana-3213	195	3	20	20	NUM
cana-3213	195	4	]	]	SYM
cana-3213	195	5	zhang	zhang	PROPN
cana-3213	195	6	,	,	PUNCT
cana-3213	195	7	s.	s.	PROPN
cana-3213	195	8	,	,	PUNCT
cana-3213	195	9	yao	yao	PROPN
cana-3213	195	10	,	,	PUNCT
cana-3213	195	11	l.	l.	PROPN
cana-3213	195	12	,	,	PUNCT
cana-3213	195	13	sun	sun	PROPN
cana-3213	195	14	,	,	PUNCT
cana-3213	195	15	a.	a.	PROPN
cana-3213	195	16	,	,	PUNCT
cana-3213	195	17	&	&	CCONJ
cana-3213	195	18	tay	tay	PROPN
cana-3213	195	19	,	,	PUNCT
cana-3213	195	20	y.	y.	PROPN
cana-3213	195	21	(	(	PUNCT
cana-3213	195	22	2019	2019	NUM
cana-3213	195	23	)	)	PUNCT
cana-3213	195	24	.	.	PUNCT
cana-3213	196	1	deep	deep	ADJ
cana-3213	196	2	learning	learning	NOUN
cana-3213	196	3	based	base	VERB
cana-3213	196	4	recommender	recommender	PROPN
cana-3213	196	5	sistem	sistem	PROPN
cana-3213	196	6	:	:	PUNCT
cana-3213	196	7	a	a	DET
cana-3213	196	8	survey	survey	NOUN
cana-3213	196	9	and	and	CCONJ
cana-3213	196	10	new	new	ADJ
cana-3213	196	11	perspectives	perspective	NOUN
cana-3213	196	12	.	.	PUNCT
cana-3213	197	1	acm	acm	PROPN
cana-3213	197	2	computing	computing	NOUN
cana-3213	197	3	surveys	survey	NOUN
cana-3213	197	4	,	,	PUNCT
cana-3213	197	5	52(1	52(1	NOUN
cana-3213	197	6	)	)	PUNCT
cana-3213	197	7	.	.	PUNCT
cana-3213	198	1	https://doi.org/10.1145/3285029	https://doi.org/10.1145/3285029	X
cana-3213	199	1	[	[	X
cana-3213	199	2	21	21	NUM
cana-3213	199	3	]	]	X
cana-3213	199	4	zhou	zhou	PROPN
cana-3213	199	5	,	,	PUNCT
cana-3213	199	6	z.	z.	PROPN
cana-3213	199	7	,	,	PUNCT
cana-3213	199	8	zhang	zhang	PROPN
cana-3213	199	9	,	,	PUNCT
cana-3213	199	10	l.	l.	PROPN
cana-3213	199	11	,	,	PUNCT
cana-3213	199	12	&	&	CCONJ
cana-3213	199	13	yang	yang	PROPN
cana-3213	199	14	,	,	PUNCT
cana-3213	199	15	n.	n.	PROPN
cana-3213	199	16	(	(	PUNCT
cana-3213	199	17	2023	2023	NUM
cana-3213	199	18	)	)	PUNCT
cana-3213	199	19	.	.	PUNCT
cana-3213	200	1	contrastive	contrastive	ADJ
cana-3213	200	2	collaborative	collaborative	ADJ
cana-3213	200	3	filtering	filtering	NOUN
cana-3213	200	4	for	for	ADP
cana-3213	200	5	cold	cold	ADJ
cana-3213	200	6	-	-	PUNCT
cana-3213	200	7	start	start	NOUN
cana-3213	200	8	item	item	NOUN
cana-3213	200	9	recommendation	recommendation	NOUN
cana-3213	200	10	.	.	PUNCT
cana-3213	201	1	in	in	ADP
cana-3213	201	2	acm	acm	PROPN
cana-3213	201	3	web	web	NOUN
cana-3213	201	4	conference	conference	NOUN
cana-3213	201	5	2023	2023	NUM
cana-3213	201	6	proceedings	proceeding	NOUN
cana-3213	201	7	of	of	ADP
cana-3213	201	8	the	the	DET
cana-3213	201	9	world	world	NOUN
cana-3213	201	10	wide	wide	ADJ
cana-3213	201	11	web	web	NOUN
cana-3213	201	12	conference	conference	NOUN
cana-3213	201	13	,	,	PUNCT
cana-3213	201	14	www	www	PROPN
cana-3213	201	15	2023	2023	NUM
cana-3213	201	16	(	(	PUNCT
cana-3213	201	17	vol	vol	NOUN
cana-3213	201	18	.	.	NOUN
cana-3213	201	19	1	1	NUM
cana-3213	201	20	,	,	PUNCT
cana-3213	201	21	issue	issue	NOUN
cana-3213	201	22	1	1	NUM
cana-3213	201	23	)	)	PUNCT
cana-3213	201	24	.	.	PUNCT
cana-3213	202	1	association	association	NOUN
cana-3213	202	2	for	for	ADP
cana-3213	202	3	computing	compute	VERB
cana-3213	202	4	machinery	machinery	NOUN
cana-3213	202	5	.	.	PUNCT
cana-3213	203	1	https://doi.org/10.1145/3543507.3583286	https://doi.org/10.1145/3543507.3583286	PROPN
cana-3213	204	1	[	[	X
cana-3213	204	2	22	22	NUM
cana-3213	204	3	]	]	X
cana-3213	204	4	wang	wang	PROPN
cana-3213	204	5	,	,	PUNCT
cana-3213	204	6	c.	c.	PROPN
cana-3213	204	7	,	,	PUNCT
cana-3213	204	8	boughanem	boughanem	NOUN
cana-3213	204	9	,	,	PUNCT
cana-3213	204	10	m.	m.	NOUN
cana-3213	204	11	,	,	PUNCT
cana-3213	204	12	&	&	CCONJ
cana-3213	204	13	o'connor	o'connor	PROPN
cana-3213	204	14	,	,	PUNCT
cana-3213	204	15	t.	t.	PROPN
cana-3213	204	16	(	(	PUNCT
cana-3213	204	17	2022	2022	NUM
cana-3213	204	18	)	)	PUNCT
cana-3213	204	19	.	.	PUNCT
cana-3213	205	1	collaborative	collaborative	ADJ
cana-3213	205	2	filtering	filtering	NOUN
cana-3213	205	3	for	for	ADP
cana-3213	205	4	context	context	NOUN
cana-3213	205	5	-	-	PUNCT
cana-3213	205	6	aware	aware	ADJ
cana-3213	205	7	recommendations	recommendation	NOUN
cana-3213	205	8	.	.	PUNCT
cana-3213	206	1	acm	acm	NOUN
cana-3213	206	2	transactions	transaction	NOUN
cana-3213	206	3	on	on	ADP
cana-3213	206	4	intelligent	intelligent	ADJ
cana-3213	206	5	sistems	sistem	NOUN
cana-3213	206	6	and	and	CCONJ
cana-3213	206	7	technology	technology	NOUN
cana-3213	206	8	,	,	PUNCT
cana-3213	206	9	13(2	13(2	PROPN
cana-3213	206	10	)	)	PUNCT
cana-3213	206	11	,	,	PUNCT
cana-3213	206	12	1	1	NUM
cana-3213	206	13	-	-	SYM
cana-3213	206	14	23	23	NUM
cana-3213	206	15	.	.	PUNCT
cana-3213	207	1	[	[	X
cana-3213	207	2	23	23	NUM
cana-3213	207	3	]	]	X
cana-3213	207	4	wang	wang	PROPN
cana-3213	207	5	,	,	PUNCT
cana-3213	207	6	x.	x.	PROPN
cana-3213	207	7	,	,	PUNCT
cana-3213	207	8	he	he	PRON
cana-3213	207	9	,	,	PUNCT
cana-3213	207	10	x.	x.	PROPN
cana-3213	207	11	,	,	PUNCT
cana-3213	207	12	wang	wang	PROPN
cana-3213	207	13	,	,	PUNCT
cana-3213	207	14	x.	x.	PROPN
cana-3213	207	15	,	,	PUNCT
cana-3213	207	16	&	&	CCONJ
cana-3213	207	17	nie	nie	PROPN
cana-3213	207	18	,	,	PUNCT
cana-3213	207	19	z.	z.	PROPN
cana-3213	207	20	(	(	PUNCT
cana-3213	207	21	2022	2022	NUM
cana-3213	207	22	)	)	PUNCT
cana-3213	207	23	.	.	PUNCT
cana-3213	208	1	collaborative	collaborative	ADJ
cana-3213	208	2	filtering	filter	VERB
cana-3213	208	3	with	with	ADP
cana-3213	208	4	heterogeneous	heterogeneous	ADJ
cana-3213	208	5	information	information	NOUN
cana-3213	208	6	.	.	PUNCT
cana-3213	209	1	ieee	ieee	NOUN
cana-3213	209	2	transactions	transaction	NOUN
cana-3213	209	3	on	on	ADP
cana-3213	209	4	knowledge	knowledge	NOUN
cana-3213	209	5	and	and	CCONJ
cana-3213	209	6	data	datum	NOUN
cana-3213	209	7	engineering	engineering	NOUN
cana-3213	209	8	,	,	PUNCT
cana-3213	209	9	34(11	34(11	NUM
cana-3213	209	10	)	)	PUNCT
cana-3213	209	11	,	,	PUNCT
cana-3213	209	12	3200	3200	NUM
cana-3213	209	13	-	-	SYM
cana-3213	209	14	3214	3214	NUM
cana-3213	209	15	.	.	PUNCT
cana-3213	210	1	[	[	X
cana-3213	210	2	24	24	NUM
cana-3213	210	3	]	]	SYM
cana-3213	210	4	wu	wu	PROPN
cana-3213	210	5	,	,	PUNCT
cana-3213	210	6	x.	x.	PROPN
cana-3213	210	7	,	,	PUNCT
cana-3213	210	8	zhou	zhou	PROPN
cana-3213	210	9	,	,	PUNCT
cana-3213	210	10	t.	t.	PROPN
cana-3213	210	11	,	,	PUNCT
cana-3213	210	12	li	li	PROPN
cana-3213	210	13	,	,	PUNCT
cana-3213	210	14	w.	w.	PROPN
cana-3213	210	15	,	,	PUNCT
cana-3213	210	16	&	&	CCONJ
cana-3213	210	17	sun	sun	PROPN
cana-3213	210	18	,	,	PUNCT
cana-3213	210	19	y.	y.	PROPN
cana-3213	210	20	(	(	PUNCT
cana-3213	210	21	2021	2021	NUM
cana-3213	210	22	)	)	PUNCT
cana-3213	210	23	.	.	PUNCT
cana-3213	211	1	collaborative	collaborative	ADJ
cana-3213	211	2	filtering	filtering	NOUN
cana-3213	211	3	with	with	ADP
cana-3213	211	4	privacy	privacy	NOUN
cana-3213	211	5	-	-	PUNCT
cana-3213	211	6	preserving	preserve	VERB
cana-3213	211	7	techniques	technique	NOUN
cana-3213	211	8	.	.	PUNCT
cana-3213	212	1	acm	acm	NOUN
cana-3213	212	2	transactions	transaction	NOUN
cana-3213	212	3	on	on	ADP
cana-3213	212	4	information	information	NOUN
cana-3213	212	5	and	and	CCONJ
cana-3213	212	6	sistem	sistem	PROPN
cana-3213	212	7	security	security	PROPN
cana-3213	212	8	,	,	PUNCT
cana-3213	212	9	24(4	24(4	NUM
cana-3213	212	10	)	)	PUNCT
cana-3213	212	11	,	,	PUNCT
cana-3213	212	12	1	1	NUM
cana-3213	212	13	-	-	SYM
cana-3213	212	14	26	26	NUM
cana-3213	212	15	.	.	PUNCT