id	sid	tid	token	lemma	pos
cana-1803	1	1	communications	communication	NOUN
cana-1803	1	2	on	on	ADP
cana-1803	1	3	applied	apply	VERB
cana-1803	1	4	nonlinear	nonlinear	ADJ
cana-1803	1	5	analysis	analysis	NOUN
cana-1803	1	6	issn	issn	NOUN
cana-1803	1	7	:	:	PUNCT
cana-1803	1	8	1074	1074	NUM
cana-1803	1	9	-	-	PUNCT
cana-1803	1	10	133x	133x	NUM
cana-1803	1	11	vol	vol	NOUN
cana-1803	1	12	32	32	NUM
cana-1803	1	13	no	no	NOUN
cana-1803	1	14	.	.	NOUN
cana-1803	1	15	2	2	NUM
cana-1803	1	16	(	(	PUNCT
cana-1803	1	17	2025	2025	NUM
cana-1803	1	18	)	)	PUNCT
cana-1803	1	19	533	533	NUM
cana-1803	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	1	21	non	non	ADJ
cana-1803	1	22	-	-	ADJ
cana-1803	1	23	singular	singular	ADJ
cana-1803	1	24	convoluted	convoluted	ADJ
cana-1803	1	25	matrix	matrix	NOUN
cana-1803	1	26	collaborative	collaborative	ADJ
cana-1803	1	27	with	with	ADP
cana-1803	1	28	filtering	filter	VERB
cana-1803	1	29	and	and	CCONJ
cana-1803	1	30	sampling	sample	VERB
cana-1803	1	31	techniques	technique	NOUN
cana-1803	1	32	dr	dr	PROPN
cana-1803	1	33	s	s	PROPN
cana-1803	1	34	nirmala	nirmala	PROPN
cana-1803	1	35	devi1	devi1	PROPN
cana-1803	1	36	,	,	PUNCT
cana-1803	1	37	dr	dr	PROPN
cana-1803	1	38	a	a	DET
cana-1803	1	39	thilaka2	thilaka2	PROPN
cana-1803	1	40	,	,	PUNCT
cana-1803	1	41	dr	dr	PROPN
cana-1803	1	42	p	p	PROPN
cana-1803	1	43	v	v	PROPN
cana-1803	1	44	praveen	praveen	PROPN
cana-1803	1	45	sundar3	sundar3	PROPN
cana-1803	1	46	,	,	PUNCT
cana-1803	1	47	s	s	PROPN
cana-1803	1	48	ashokkumar4a	ashokkumar4a	VERB
cana-1803	1	49	a	a	DET
cana-1803	1	50	khadar	khadar	ADJ
cana-1803	1	51	maideen5	maideen5	NOUN
cana-1803	1	52	1associate	1associate	NUM
cana-1803	1	53	professor	professor	NOUN
cana-1803	1	54	,	,	PUNCT
cana-1803	1	55	department	department	NOUN
cana-1803	1	56	of	of	ADP
cana-1803	1	57	data	datum	NOUN
cana-1803	1	58	analytics	analytic	NOUN
cana-1803	1	59	,	,	PUNCT
cana-1803	1	60	guru	guru	NOUN
cana-1803	1	61	nanak	nanak	PROPN
cana-1803	1	62	college	college	PROPN
cana-1803	1	63	(	(	PUNCT
cana-1803	1	64	autonomous	autonomous	ADJ
cana-1803	1	65	)	)	PUNCT
cana-1803	1	66	,	,	PUNCT
cana-1803	1	67	velachery	velachery	PROPN
cana-1803	1	68	,	,	PUNCT
cana-1803	1	69	chennai	chennai	PROPN
cana-1803	1	70	,	,	PUNCT
cana-1803	1	71	tamil	tamil	PROPN
cana-1803	1	72	nadu	nadu	PROPN
cana-1803	1	73	,	,	PUNCT
cana-1803	1	74	india	india	PROPN
cana-1803	1	75	.	.	PUNCT
cana-1803	2	1	e	e	X
cana-1803	2	2	-	-	NOUN
cana-1803	2	3	mail	mail	NOUN
cana-1803	2	4	:	:	PUNCT
cana-1803	2	5	nirmala.devi@gurunanakcollege.edu.in	nirmala.devi@gurunanakcollege.edu.in	PROPN
cana-1803	3	1	2assistant	2assistant	NUM
cana-1803	3	2	professor	professor	NOUN
cana-1803	3	3	,	,	PUNCT
cana-1803	3	4	department	department	NOUN
cana-1803	3	5	of	of	ADP
cana-1803	3	6	computer	computer	NOUN
cana-1803	3	7	applications	application	NOUN
cana-1803	3	8	,	,	PUNCT
cana-1803	3	9	srmist	srmist	NOUN
cana-1803	3	10	faculty	faculty	NOUN
cana-1803	3	11	of	of	ADP
cana-1803	3	12	science	science	NOUN
cana-1803	3	13	and	and	CCONJ
cana-1803	3	14	humanities	humanity	NOUN
cana-1803	3	15	,	,	PUNCT
cana-1803	3	16	kattankulathur	kattankulathur	PROPN
cana-1803	3	17	,	,	PUNCT
cana-1803	3	18	chennai	chennai	PROPN
cana-1803	3	19	,	,	PUNCT
cana-1803	3	20	tamil	tamil	PROPN
cana-1803	3	21	nadu	nadu	PROPN
cana-1803	3	22	,	,	PUNCT
cana-1803	3	23	india	india	PROPN
cana-1803	3	24	.	.	PUNCT
cana-1803	4	1	e	e	X
cana-1803	4	2	-	-	NOUN
cana-1803	4	3	mail	mail	NOUN
cana-1803	4	4	:	:	PUNCT
cana-1803	4	5	thilakaa@srmist.edu.in	thilakaa@srmist.edu.in	PROPN
cana-1803	4	6	3assistant	3assistant	NUM
cana-1803	4	7	professor	professor	NOUN
cana-1803	4	8	&	&	CCONJ
cana-1803	4	9	hod	hod	PROPN
cana-1803	4	10	,	,	PUNCT
cana-1803	4	11	department	department	NOUN
cana-1803	4	12	of	of	ADP
cana-1803	4	13	computer	computer	NOUN
cana-1803	4	14	science	science	NOUN
cana-1803	4	15	,	,	PUNCT
cana-1803	4	16	adhiparasakthi	adhiparasakthi	ADP
cana-1803	4	17	college	college	NOUN
cana-1803	4	18	of	of	ADP
cana-1803	4	19	arts	art	NOUN
cana-1803	4	20	and	and	CCONJ
cana-1803	4	21	science	science	NOUN
cana-1803	4	22	(	(	PUNCT
cana-1803	4	23	autonomous	autonomous	ADJ
cana-1803	4	24	)	)	PUNCT
cana-1803	4	25	,	,	PUNCT
cana-1803	4	26	kalavai	kalavai	PROPN
cana-1803	4	27	,	,	PUNCT
cana-1803	4	28	tamil	tamil	PROPN
cana-1803	4	29	nadu	nadu	PROPN
cana-1803	4	30	,	,	PUNCT
cana-1803	4	31	india	india	PROPN
cana-1803	4	32	.	.	PUNCT
cana-1803	5	1	e	e	X
cana-1803	5	2	-	-	NOUN
cana-1803	5	3	mail	mail	NOUN
cana-1803	5	4	:	:	PUNCT
cana-1803	6	1	praveensundarpv@gmail.com	praveensundarpv@gmail.com	X
cana-1803	6	2	4associate	4associate	NUM
cana-1803	6	3	professor	professor	NOUN
cana-1803	6	4	,	,	PUNCT
cana-1803	6	5	department	department	NOUN
cana-1803	6	6	of	of	ADP
cana-1803	6	7	computer	computer	NOUN
cana-1803	6	8	science	science	NOUN
cana-1803	6	9	and	and	CCONJ
cana-1803	6	10	engineering	engineering	NOUN
cana-1803	6	11	,	,	PUNCT
cana-1803	6	12	saveetha	saveetha	PROPN
cana-1803	6	13	school	school	PROPN
cana-1803	6	14	of	of	ADP
cana-1803	6	15	engineering	engineering	PROPN
cana-1803	6	16	,	,	PUNCT
cana-1803	6	17	saveetha	saveetha	PROPN
cana-1803	6	18	institute	institute	PROPN
cana-1803	6	19	of	of	ADP
cana-1803	6	20	medical	medical	ADJ
cana-1803	6	21	and	and	CCONJ
cana-1803	6	22	technical	technical	ADJ
cana-1803	6	23	sciences	science	NOUN
cana-1803	6	24	,	,	PUNCT
cana-1803	6	25	saveetha	saveetha	PROPN
cana-1803	6	26	university	university	PROPN
cana-1803	6	27	,	,	PUNCT
cana-1803	6	28	chennai	chennai	PROPN
cana-1803	6	29	,	,	PUNCT
cana-1803	6	30	tamil	tamil	PROPN
cana-1803	6	31	nadu	nadu	PROPN
cana-1803	6	32	,	,	PUNCT
cana-1803	6	33	india	india	PROPN
cana-1803	6	34	.	.	PUNCT
cana-1803	7	1	e	e	X
cana-1803	7	2	-	-	NOUN
cana-1803	7	3	mail	mail	NOUN
cana-1803	7	4	:	:	PUNCT
cana-1803	7	5	sabariashok2016@gmail.com	sabariashok2016@gmail.com	X
cana-1803	8	1	5associate	5associate	NUM
cana-1803	8	2	professor	professor	NOUN
cana-1803	8	3	,	,	PUNCT
cana-1803	8	4	department	department	NOUN
cana-1803	8	5	of	of	ADP
cana-1803	8	6	computer	computer	NOUN
cana-1803	8	7	science	science	NOUN
cana-1803	8	8	,	,	PUNCT
cana-1803	8	9	islamiah	islamiah	PROPN
cana-1803	8	10	college	college	NOUN
cana-1803	8	11	(	(	PUNCT
cana-1803	8	12	autonomous	autonomous	ADJ
cana-1803	8	13	)	)	PUNCT
cana-1803	8	14	,	,	PUNCT
cana-1803	8	15	vaniyambadi	vaniyambadi	NOUN
cana-1803	8	16	,	,	PUNCT
cana-1803	8	17	tamil	tamil	PROPN
cana-1803	8	18	nadu	nadu	PROPN
cana-1803	8	19	,	,	PUNCT
cana-1803	8	20	india	india	PROPN
cana-1803	8	21	.	.	PUNCT
cana-1803	9	1	e	e	X
cana-1803	9	2	-	-	NOUN
cana-1803	9	3	mail	mail	NOUN
cana-1803	9	4	:	:	PUNCT
cana-1803	10	1	khadermaideen@gmail.com	khadermaideen@gmail.com	X
cana-1803	10	2	article	article	NOUN
cana-1803	10	3	history	history	NOUN
cana-1803	10	4	:	:	PUNCT
cana-1803	10	5	received	receive	VERB
cana-1803	10	6	:	:	PUNCT
cana-1803	10	7	04	04	NUM
cana-1803	10	8	-	-	SYM
cana-1803	10	9	08	08	NUM
cana-1803	10	10	-	-	PUNCT
cana-1803	10	11	2024	2024	NUM
cana-1803	10	12	revised	revise	VERB
cana-1803	10	13	:	:	PUNCT
cana-1803	10	14	13	13	NUM
cana-1803	10	15	-	-	SYM
cana-1803	10	16	09	09	NUM
cana-1803	10	17	-	-	PUNCT
cana-1803	10	18	2024	2024	NUM
cana-1803	10	19	accepted	accept	VERB
cana-1803	10	20	:	:	PUNCT
cana-1803	10	21	21	21	NUM
cana-1803	10	22	-	-	SYM
cana-1803	10	23	09	09	NUM
cana-1803	10	24	-	-	PUNCT
cana-1803	10	25	2024	2024	NUM
cana-1803	10	26	abstract	abstract	NOUN
cana-1803	10	27	:	:	PUNCT
cana-1803	10	28	due	due	ADP
cana-1803	10	29	to	to	ADP
cana-1803	10	30	the	the	DET
cana-1803	10	31	comprehensive	comprehensive	ADJ
cana-1803	10	32	and	and	CCONJ
cana-1803	10	33	accessible	accessible	ADJ
cana-1803	10	34	knowledge	knowledge	NOUN
cana-1803	10	35	they	they	PRON
cana-1803	10	36	provide	provide	VERB
cana-1803	10	37	,	,	PUNCT
cana-1803	10	38	social	social	ADJ
cana-1803	10	39	media	medium	NOUN
cana-1803	10	40	platforms	platform	NOUN
cana-1803	10	41	are	be	AUX
cana-1803	10	42	developed	develop	VERB
cana-1803	10	43	as	as	ADP
cana-1803	10	44	prominent	prominent	ADJ
cana-1803	10	45	technologies	technology	NOUN
cana-1803	10	46	.	.	PUNCT
cana-1803	11	1	the	the	DET
cana-1803	11	2	community	community	NOUN
cana-1803	11	3	strategy	strategy	NOUN
cana-1803	11	4	remains	remain	VERB
cana-1803	11	5	as	as	ADP
cana-1803	11	6	a	a	DET
cana-1803	11	7	repository	repository	NOUN
cana-1803	11	8	of	of	ADP
cana-1803	11	9	millions	million	NOUN
cana-1803	11	10	of	of	ADP
cana-1803	11	11	individuals	individual	NOUN
cana-1803	11	12	for	for	ADP
cana-1803	11	13	numerous	numerous	ADJ
cana-1803	11	14	application	application	NOUN
cana-1803	11	15	,	,	PUNCT
cana-1803	11	16	include	include	VERB
cana-1803	11	17	evaluations	evaluation	NOUN
cana-1803	11	18	concerning	concern	VERB
cana-1803	11	19	health	health	NOUN
cana-1803	11	20	,	,	PUNCT
cana-1803	11	21	services	service	NOUN
cana-1803	11	22	preferences	preference	NOUN
cana-1803	11	23	investigation	investigation	NOUN
cana-1803	11	24	,	,	PUNCT
cana-1803	11	25	and	and	CCONJ
cana-1803	11	26	numerous	numerous	ADJ
cana-1803	11	27	others	other	NOUN
cana-1803	11	28	.	.	PUNCT
cana-1803	12	1	and	and	CCONJ
cana-1803	12	2	use	use	VERB
cana-1803	12	3	this	this	DET
cana-1803	12	4	information	information	NOUN
cana-1803	12	5	,	,	PUNCT
cana-1803	12	6	social	social	ADJ
cana-1803	12	7	media	medium	NOUN
cana-1803	12	8	network	network	NOUN
cana-1803	12	9	personalized	personalize	VERB
cana-1803	12	10	recommendation	recommendation	NOUN
cana-1803	12	11	algorithms	algorithm	NOUN
cana-1803	12	12	allow	allow	VERB
cana-1803	12	13	the	the	DET
cana-1803	12	14	user	user	NOUN
cana-1803	12	15	to	to	PART
cana-1803	12	16	interactively	interactively	ADV
cana-1803	12	17	choose	choose	VERB
cana-1803	12	18	their	their	PRON
cana-1803	12	19	alternatives	alternative	NOUN
cana-1803	12	20	via	via	ADP
cana-1803	12	21	inter	inter	ADJ
cana-1803	12	22	networks	network	NOUN
cana-1803	12	23	.	.	PUNCT
cana-1803	13	1	it	it	PRON
cana-1803	13	2	makes	make	VERB
cana-1803	13	3	reasonable	reasonable	ADJ
cana-1803	13	4	because	because	SCONJ
cana-1803	13	5	content	content	NOUN
cana-1803	13	6	based	base	VERB
cana-1803	13	7	recommendation	recommendation	NOUN
cana-1803	13	8	model	model	NOUN
cana-1803	13	9	should	should	AUX
cana-1803	13	10	indeed	indeed	ADV
cana-1803	13	11	be	be	AUX
cana-1803	13	12	adequately	adequately	ADV
cana-1803	13	13	arranged	arrange	VERB
cana-1803	13	14	to	to	PART
cana-1803	13	15	work	work	VERB
cana-1803	13	16	out	out	ADP
cana-1803	13	17	the	the	DET
cana-1803	13	18	enormous	enormous	ADJ
cana-1803	13	19	quantity	quantity	NOUN
cana-1803	13	20	of	of	ADP
cana-1803	13	21	information	information	NOUN
cana-1803	13	22	that	that	SCONJ
cana-1803	13	23	users	user	NOUN
cana-1803	13	24	of	of	ADP
cana-1803	13	25	social	social	ADJ
cana-1803	13	26	media	medium	NOUN
cana-1803	13	27	has	have	AUX
cana-1803	13	28	contributed	contribute	VERB
cana-1803	13	29	in	in	ADP
cana-1803	13	30	recent	recent	ADJ
cana-1803	13	31	decades	decade	NOUN
cana-1803	13	32	.	.	PUNCT
cana-1803	14	1	in	in	ADP
cana-1803	14	2	order	order	NOUN
cana-1803	14	3	to	to	PART
cana-1803	14	4	examine	examine	VERB
cana-1803	14	5	huge	huge	ADJ
cana-1803	14	6	quantities	quantity	NOUN
cana-1803	14	7	of	of	ADP
cana-1803	14	8	information	information	NOUN
cana-1803	14	9	(	(	PUNCT
cana-1803	14	10	i.e.	i.e.	X
cana-1803	14	11	,	,	PUNCT
cana-1803	14	12	big	big	ADJ
cana-1803	14	13	data	datum	NOUN
cana-1803	14	14	)	)	PUNCT
cana-1803	14	15	efficiently	efficiently	ADV
cana-1803	14	16	,	,	PUNCT
cana-1803	14	17	the	the	DET
cana-1803	14	18	findings	finding	NOUN
cana-1803	14	19	suggest	suggest	VERB
cana-1803	14	20	a	a	DET
cana-1803	14	21	beginning	beginning	NOUN
cana-1803	14	22	for	for	ADP
cana-1803	14	23	something	something	PRON
cana-1803	14	24	like	like	ADP
cana-1803	14	25	a	a	DET
cana-1803	14	26	scientific	scientific	ADJ
cana-1803	14	27	and	and	CCONJ
cana-1803	14	28	adaptable	adaptable	ADJ
cana-1803	14	29	classification	classification	NOUN
cana-1803	14	30	algorithm	algorithm	NOUN
cana-1803	14	31	.	.	PUNCT
cana-1803	15	1	the	the	DET
cana-1803	15	2	fried	fry	VERB
cana-1803	15	3	and	and	CCONJ
cana-1803	15	4	function	function	NOUN
cana-1803	15	5	f	f	PROPN
cana-1803	15	6	matrix	matrix	NOUN
cana-1803	15	7	collaboration	collaboration	NOUN
cana-1803	15	8	recommend	recommend	NOUN
cana-1803	15	9	(	(	PUNCT
cana-1803	15	10	f	f	NOUN
cana-1803	15	11	-	-	PUNCT
cana-1803	15	12	fmcr	fmcr	ADJ
cana-1803	15	13	)	)	PUNCT
cana-1803	15	14	approach	approach	NOUN
cana-1803	15	15	,	,	PUNCT
cana-1803	15	16	which	which	PRON
cana-1803	15	17	would	would	AUX
cana-1803	15	18	be	be	AUX
cana-1803	15	19	founded	found	VERB
cana-1803	15	20	on	on	ADP
cana-1803	15	21	a	a	DET
cana-1803	15	22	distribution	distribution	NOUN
cana-1803	15	23	personalized	personalize	VERB
cana-1803	15	24	recommendation	recommendation	NOUN
cana-1803	15	25	system	system	NOUN
cana-1803	15	26	that	that	PRON
cana-1803	15	27	employs	employ	VERB
cana-1803	15	28	inter	inter	ADJ
cana-1803	15	29	technologies	technology	NOUN
cana-1803	15	30	for	for	ADP
cana-1803	15	31	social	social	ADJ
cana-1803	15	32	networking	networking	NOUN
cana-1803	15	33	sites	site	NOUN
cana-1803	15	34	,	,	PUNCT
cana-1803	15	35	provides	provide	VERB
cana-1803	15	36	recommendations	recommendation	NOUN
cana-1803	15	37	to	to	ADP
cana-1803	15	38	those	those	PRON
cana-1803	15	39	who	who	PRON
cana-1803	15	40	use	use	VERB
cana-1803	15	41	the	the	DET
cana-1803	15	42	network	network	NOUN
cana-1803	15	43	about	about	ADP
cana-1803	15	44	some	some	PRON
cana-1803	15	45	of	of	ADP
cana-1803	15	46	the	the	DET
cana-1803	15	47	other	other	ADJ
cana-1803	15	48	individuals	individual	NOUN
cana-1803	15	49	who	who	PRON
cana-1803	15	50	have	have	VERB
cana-1803	15	51	their	their	PRON
cana-1803	15	52	objectives	objective	NOUN
cana-1803	15	53	.	.	PUNCT
cana-1803	16	1	an	an	DET
cana-1803	16	2	entity	entity	NOUN
cana-1803	16	3	paradigm	paradigm	NOUN
cana-1803	16	4	has	have	AUX
cana-1803	16	5	evolved	evolve	VERB
cana-1803	16	6	that	that	PRON
cana-1803	16	7	is	be	AUX
cana-1803	16	8	appropriate	appropriate	ADJ
cana-1803	16	9	for	for	ADP
cana-1803	16	10	assessing	assess	VERB
cana-1803	16	11	different	different	ADJ
cana-1803	16	12	concepts	concept	NOUN
cana-1803	16	13	.	.	PUNCT
cana-1803	17	1	using	use	VERB
cana-1803	17	2	sampling	sample	VERB
cana-1803	17	3	methods	method	NOUN
cana-1803	17	4	and	and	CCONJ
cana-1803	17	5	non	non	ADJ
cana-1803	17	6	singular	singular	PROPN
cana-1803	17	7	matrix	matrix	NOUN
cana-1803	17	8	collaborative	collaborative	ADJ
cana-1803	17	9	filtering	filtering	NOUN
cana-1803	17	10	methods	method	NOUN
cana-1803	17	11	,	,	PUNCT
cana-1803	17	12	this	this	DET
cana-1803	17	13	architecture	architecture	NOUN
cana-1803	17	14	contains	contain	VERB
cana-1803	17	15	three	three	NUM
cana-1803	17	16	elements	element	NOUN
cana-1803	17	17	(	(	PUNCT
cana-1803	17	18	i.e.	i.e.	X
cana-1803	17	19	,	,	PUNCT
cana-1803	17	20	agencies	agency	NOUN
cana-1803	17	21	)	)	PUNCT
cana-1803	17	22	entitled	entitle	VERB
cana-1803	17	23	tweeting	tweet	VERB
cana-1803	17	24	collections	collection	NOUN
cana-1803	17	25	agent	agent	NOUN
cana-1803	17	26	,	,	PUNCT
cana-1803	17	27	information	information	NOUN
cana-1803	17	28	retrieval	retrieval	NOUN
cana-1803	17	29	agent	agent	NOUN
cana-1803	17	30	,	,	PUNCT
cana-1803	17	31	and	and	CCONJ
cana-1803	17	32	networked	networked	ADJ
cana-1803	17	33	recommendation	recommendation	NOUN
cana-1803	17	34	systems	system	NOUN
cana-1803	17	35	agent	agent	NOUN
cana-1803	17	36	.	.	PUNCT
cana-1803	18	1	here	here	ADV
cana-1803	18	2	on	on	ADP
cana-1803	18	3	sentiment	sentiment	NOUN
cana-1803	18	4	140	140	NUM
cana-1803	18	5	collection	collection	NOUN
cana-1803	18	6	,	,	PUNCT
cana-1803	18	7	significant	significant	ADJ
cana-1803	18	8	experiments	experiment	NOUN
cana-1803	18	9	were	be	AUX
cana-1803	18	10	carried	carry	VERB
cana-1803	18	11	out	out	ADP
cana-1803	18	12	,	,	PUNCT
cana-1803	18	13	as	as	ADV
cana-1803	18	14	well	well	ADV
cana-1803	18	15	as	as	ADP
cana-1803	18	16	the	the	DET
cana-1803	18	17	findings	finding	NOUN
cana-1803	18	18	are	be	AUX
cana-1803	18	19	evaluated	evaluate	VERB
cana-1803	18	20	with	with	ADP
cana-1803	18	21	the	the	DET
cana-1803	18	22	present	present	ADJ
cana-1803	18	23	prediction	prediction	NOUN
cana-1803	18	24	models	model	NOUN
cana-1803	18	25	.	.	PUNCT
cana-1803	19	1	findings	finding	NOUN
cana-1803	19	2	from	from	ADP
cana-1803	19	3	experiments	experiment	NOUN
cana-1803	19	4	indicate	indicate	AUX
cana-1803	19	5	demonstrated	demonstrate	VERB
cana-1803	19	6	,	,	PUNCT
cana-1803	19	7	when	when	SCONJ
cana-1803	19	8	compared	compare	VERB
cana-1803	19	9	to	to	ADP
cana-1803	19	10	current	current	ADJ
cana-1803	19	11	methodologies	methodology	NOUN
cana-1803	19	12	,	,	PUNCT
cana-1803	19	13	the	the	DET
cana-1803	19	14	developed	develop	VERB
cana-1803	19	15	f	f	NOUN
cana-1803	19	16	-	-	PUNCT
cana-1803	19	17	fmcr	fmcr	ADJ
cana-1803	19	18	approach	approach	NOUN
cana-1803	19	19	is	be	AUX
cana-1803	19	20	superior	superior	ADJ
cana-1803	19	21	in	in	ADP
cana-1803	19	22	terms	term	NOUN
cana-1803	19	23	of	of	ADP
cana-1803	19	24	recommended	recommended	ADJ
cana-1803	19	25	effectiveness	effectiveness	NOUN
cana-1803	19	26	,	,	PUNCT
cana-1803	19	27	recommendation	recommendation	NOUN
cana-1803	19	28	time	time	NOUN
cana-1803	19	29	,	,	PUNCT
cana-1803	19	30	and	and	CCONJ
cana-1803	19	31	average	average	ADJ
cana-1803	19	32	absolute	absolute	ADJ
cana-1803	19	33	inaccuracy	inaccuracy	NOUN
cana-1803	19	34	.	.	PUNCT
cana-1803	20	1	keywords	keyword	NOUN
cana-1803	20	2	:	:	PUNCT
cana-1803	20	3	social	social	ADJ
cana-1803	20	4	networks	network	NOUN
cana-1803	20	5	,	,	PUNCT
cana-1803	20	6	mapreduce	mapreduce	PROPN
cana-1803	20	7	,	,	PUNCT
cana-1803	20	8	friedman	friedman	PROPN
cana-1803	20	9	,	,	PUNCT
cana-1803	20	10	frobenius	frobenius	NOUN
cana-1803	20	11	,	,	PUNCT
cana-1803	20	12	matrix	matrix	NOUN
cana-1803	20	13	collaborative	collaborative	NOUN
cana-1803	20	14	,	,	PUNCT
cana-1803	20	15	recommender	recommender	NOUN
cana-1803	20	16	.	.	PUNCT
cana-1803	21	1	mailto:nirmala.devi@gurunanakcollege.edu.in	mailto:nirmala.devi@gurunanakcollege.edu.in	PROPN
cana-1803	21	2	mailto:thilakaa@srmist.edu.in	mailto:thilakaa@srmist.edu.in	VERB
cana-1803	21	3	mailto:praveensundarpv@gmail.com	mailto:praveensundarpv@gmail.com	PROPN
cana-1803	21	4	mailto:sabariashok2016@gmail.com	mailto:sabariashok2016@gmail.com	PROPN
cana-1803	21	5	mailto:khadermaideen@gmail.com	mailto:khadermaideen@gmail.com	PROPN
cana-1803	21	6	communications	communication	NOUN
cana-1803	21	7	on	on	ADP
cana-1803	21	8	applied	apply	VERB
cana-1803	21	9	nonlinear	nonlinear	ADJ
cana-1803	21	10	analysis	analysis	NOUN
cana-1803	21	11	issn	issn	NOUN
cana-1803	21	12	:	:	PUNCT
cana-1803	21	13	1074	1074	NUM
cana-1803	21	14	-	-	PUNCT
cana-1803	21	15	133x	133x	NUM
cana-1803	21	16	vol	vol	NOUN
cana-1803	21	17	32	32	NUM
cana-1803	21	18	no	no	NOUN
cana-1803	21	19	.	.	NOUN
cana-1803	21	20	2	2	NUM
cana-1803	21	21	(	(	PUNCT
cana-1803	21	22	2025	2025	NUM
cana-1803	21	23	)	)	PUNCT
cana-1803	21	24	534	534	NUM
cana-1803	21	25	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	21	26	1	1	X
cana-1803	21	27	.	.	PUNCT
cana-1803	21	28	introduction	introduction	NOUN
cana-1803	21	29	in	in	ADP
cana-1803	21	30	recent	recent	ADJ
cana-1803	21	31	years	year	NOUN
cana-1803	21	32	web	web	NOUN
cana-1803	21	33	researchers	researcher	NOUN
cana-1803	21	34	have	have	AUX
cana-1803	21	35	investigated	investigate	VERB
cana-1803	21	36	several	several	ADJ
cana-1803	21	37	mining	mining	NOUN
cana-1803	21	38	models	model	NOUN
cana-1803	21	39	for	for	ADP
cana-1803	21	40	constructing	construct	VERB
cana-1803	21	41	recommendation	recommendation	NOUN
cana-1803	21	42	systems	system	NOUN
cana-1803	21	43	for	for	ADP
cana-1803	21	44	social	social	ADJ
cana-1803	21	45	networking	networking	NOUN
cana-1803	21	46	sites	site	NOUN
cana-1803	21	47	such	such	ADJ
cana-1803	21	48	as	as	ADP
cana-1803	21	49	whatsapp	whatsapp	NOUN
cana-1803	21	50	,	,	PUNCT
cana-1803	21	51	instagram	instagram	PROPN
cana-1803	21	52	,	,	PUNCT
cana-1803	21	53	twitter	twitter	NOUN
cana-1803	21	54	,	,	PUNCT
cana-1803	21	55	and	and	CCONJ
cana-1803	21	56	so	so	ADV
cana-1803	21	57	on	on	ADV
cana-1803	21	58	.	.	PUNCT
cana-1803	22	1	however	however	ADV
cana-1803	22	2	,	,	PUNCT
cana-1803	22	3	enormous	enormous	ADJ
cana-1803	22	4	data	datum	NOUN
cana-1803	22	5	sustaining	sustain	VERB
cana-1803	22	6	in	in	ADP
cana-1803	22	7	social	social	ADJ
cana-1803	22	8	networks	network	NOUN
cana-1803	22	9	by	by	ADP
cana-1803	22	10	millions	million	NOUN
cana-1803	22	11	of	of	ADP
cana-1803	22	12	users	user	NOUN
cana-1803	22	13	engenders	engender	NOUN
cana-1803	22	14	effectiveness	effectiveness	NOUN
cana-1803	22	15	issues	issue	NOUN
cana-1803	22	16	in	in	ADP
cana-1803	22	17	the	the	DET
cana-1803	22	18	online	online	ADJ
cana-1803	22	19	application	application	NOUN
cana-1803	22	20	of	of	ADP
cana-1803	22	21	these	these	DET
cana-1803	22	22	models	model	NOUN
cana-1803	22	23	for	for	ADP
cana-1803	22	24	real	real	ADJ
cana-1803	22	25	time	time	NOUN
cana-1803	22	26	recommendations	recommendation	NOUN
cana-1803	22	27	.	.	PUNCT
cana-1803	23	1	a	a	DET
cana-1803	23	2	fine	fine	ADV
cana-1803	23	3	-	-	PUNCT
cana-1803	23	4	grained	grain	VERB
cana-1803	23	5	recommender	recommender	NOUN
cana-1803	23	6	system	system	NOUN
cana-1803	23	7	using	use	VERB
cana-1803	23	8	bootstrapping	bootstrapping	NOUN
cana-1803	23	9	was	be	AUX
cana-1803	23	10	proposed	propose	VERB
cana-1803	23	11	in	in	ADP
cana-1803	23	12	[	[	X
cana-1803	23	13	1	1	NUM
cana-1803	23	14	]	]	PUNCT
cana-1803	23	15	for	for	ADP
cana-1803	23	16	social	social	ADJ
cana-1803	23	17	ecosystems	ecosystem	NOUN
cana-1803	23	18	with	with	ADP
cana-1803	23	19	the	the	DET
cana-1803	23	20	purpose	purpose	NOUN
cana-1803	23	21	of	of	ADP
cana-1803	23	22	recommending	recommend	VERB
cana-1803	23	23	media	medium	NOUN
cana-1803	23	24	content	content	NOUN
cana-1803	23	25	issued	issue	VERB
cana-1803	23	26	by	by	ADP
cana-1803	23	27	the	the	DET
cana-1803	23	28	user	user	NOUN
cana-1803	23	29	’s	’s	PART
cana-1803	23	30	friends	friend	NOUN
cana-1803	23	31	.	.	PUNCT
cana-1803	24	1	the	the	DET
cana-1803	24	2	system	system	NOUN
cana-1803	24	3	design	design	NOUN
cana-1803	24	4	was	be	AUX
cana-1803	24	5	guided	guide	VERB
cana-1803	24	6	by	by	ADP
cana-1803	24	7	the	the	DET
cana-1803	24	8	unearthing	unearthing	NOUN
cana-1803	24	9	of	of	ADP
cana-1803	24	10	the	the	DET
cana-1803	24	11	user	user	NOUN
cana-1803	24	12	study	study	NOUN
cana-1803	24	13	in	in	ADP
cana-1803	24	14	a	a	DET
cana-1803	24	15	qualitative	qualitative	ADJ
cana-1803	24	16	manner	manner	NOUN
cana-1803	24	17	that	that	PRON
cana-1803	24	18	investigated	investigate	VERB
cana-1803	24	19	the	the	DET
cana-1803	24	20	desirability	desirability	NOUN
cana-1803	24	21	and	and	CCONJ
cana-1803	24	22	prerequisites	prerequisite	NOUN
cana-1803	24	23	of	of	ADP
cana-1803	24	24	a	a	DET
cana-1803	24	25	recommendation	recommendation	NOUN
cana-1803	24	26	element	element	NOUN
cana-1803	24	27	within	within	ADP
cana-1803	24	28	a	a	DET
cana-1803	24	29	social	social	ADJ
cana-1803	24	30	network	network	NOUN
cana-1803	24	31	.	.	PUNCT
cana-1803	25	1	the	the	DET
cana-1803	25	2	central	central	ADJ
cana-1803	25	3	objective	objective	NOUN
cana-1803	25	4	behind	behind	ADP
cana-1803	25	5	the	the	DET
cana-1803	25	6	bootstrapping	bootstrappe	VERB
cana-1803	25	7	recommender	recommender	NOUN
cana-1803	25	8	system	system	NOUN
cana-1803	25	9	was	be	AUX
cana-1803	25	10	to	to	PART
cana-1803	25	11	support	support	VERB
cana-1803	25	12	the	the	DET
cana-1803	25	13	prosperity	prosperity	NOUN
cana-1803	25	14	of	of	ADP
cana-1803	25	15	previous	previous	ADJ
cana-1803	25	16	information	information	NOUN
cana-1803	25	17	for	for	ADP
cana-1803	25	18	generating	generate	VERB
cana-1803	25	19	interest	interest	NOUN
cana-1803	25	20	profiles	profile	NOUN
cana-1803	25	21	and	and	CCONJ
cana-1803	25	22	to	to	PART
cana-1803	25	23	measure	measure	VERB
cana-1803	25	24	the	the	DET
cana-1803	25	25	similarity	similarity	NOUN
cana-1803	25	26	scores	score	NOUN
cana-1803	25	27	at	at	ADP
cana-1803	25	28	a	a	DET
cana-1803	25	29	finegrained	finegraine	VERB
cana-1803	25	30	manner	manner	NOUN
cana-1803	25	31	for	for	ADP
cana-1803	25	32	each	each	DET
cana-1803	25	33	friend	friend	NOUN
cana-1803	25	34	.	.	PUNCT
cana-1803	26	1	with	with	ADP
cana-1803	26	2	this	this	PRON
cana-1803	26	3	both	both	DET
cana-1803	26	4	the	the	DET
cana-1803	26	5	accuracy	accuracy	NOUN
cana-1803	26	6	and	and	CCONJ
cana-1803	26	7	the	the	DET
cana-1803	26	8	runtime	runtime	NOUN
cana-1803	26	9	involved	involve	VERB
cana-1803	26	10	in	in	ADP
cana-1803	26	11	recommender	recommender	NOUN
cana-1803	26	12	system	system	NOUN
cana-1803	26	13	was	be	AUX
cana-1803	26	14	found	find	VERB
cana-1803	26	15	to	to	PART
cana-1803	26	16	be	be	AUX
cana-1803	26	17	improved	improve	VERB
cana-1803	26	18	in	in	ADP
cana-1803	26	19	a	a	DET
cana-1803	26	20	significant	significant	ADJ
cana-1803	26	21	level	level	NOUN
cana-1803	26	22	.	.	PUNCT
cana-1803	27	1	despite	despite	SCONJ
cana-1803	27	2	improvement	improvement	NOUN
cana-1803	27	3	observed	observe	VERB
cana-1803	27	4	in	in	ADP
cana-1803	27	5	both	both	PRON
cana-1803	27	6	accuracy	accuracy	NOUN
cana-1803	27	7	and	and	CCONJ
cana-1803	27	8	runtime	runtime	NOUN
cana-1803	27	9	,	,	PUNCT
cana-1803	27	10	with	with	ADP
cana-1803	27	11	dimensionality	dimensionality	NOUN
cana-1803	27	12	change	change	NOUN
cana-1803	27	13	,	,	PUNCT
cana-1803	27	14	the	the	DET
cana-1803	27	15	recommendation	recommendation	NOUN
cana-1803	27	16	accuracy	accuracy	NOUN
cana-1803	27	17	with	with	ADP
cana-1803	27	18	recommendation	recommendation	NOUN
cana-1803	27	19	time	time	NOUN
cana-1803	27	20	involving	involve	VERB
cana-1803	27	21	big	big	ADJ
cana-1803	27	22	data	datum	NOUN
cana-1803	27	23	analytics	analytic	NOUN
cana-1803	27	24	remain	remain	VERB
cana-1803	27	25	a	a	DET
cana-1803	27	26	major	major	ADJ
cana-1803	27	27	concern	concern	NOUN
cana-1803	27	28	.	.	PUNCT
cana-1803	28	1	to	to	PART
cana-1803	28	2	address	address	VERB
cana-1803	28	3	this	this	DET
cana-1803	28	4	issue	issue	NOUN
cana-1803	28	5	,	,	PUNCT
cana-1803	28	6	in	in	ADP
cana-1803	28	7	this	this	DET
cana-1803	28	8	work	work	NOUN
cana-1803	28	9	,	,	PUNCT
cana-1803	28	10	mapreduce	mapreduce	PROPN
cana-1803	28	11	friedman	friedman	PROPN
cana-1803	28	12	relevant	relevant	ADJ
cana-1803	28	13	tweet	tweet	PROPN
cana-1803	28	14	selection	selection	NOUN
cana-1803	28	15	model	model	NOUN
cana-1803	28	16	using	use	VERB
cana-1803	28	17	multi	multi	ADJ
cana-1803	28	18	-	-	ADJ
cana-1803	28	19	agent	agent	ADJ
cana-1803	28	20	system	system	NOUN
cana-1803	28	21	is	be	AUX
cana-1803	28	22	designed	design	VERB
cana-1803	28	23	.	.	PUNCT
cana-1803	29	1	in	in	ADP
cana-1803	29	2	[	[	X
cana-1803	29	3	2	2	NUM
cana-1803	29	4	]	]	PUNCT
cana-1803	29	5	,	,	PUNCT
cana-1803	29	6	a	a	DET
cana-1803	29	7	novel	novel	ADJ
cana-1803	29	8	correlative	correlative	ADJ
cana-1803	29	9	denoising	denoise	VERB
cana-1803	29	10	auto	auto	NOUN
cana-1803	29	11	encoder	encoder	NOUN
cana-1803	29	12	(	(	PUNCT
cana-1803	29	13	codae	codae	NOUN
cana-1803	29	14	)	)	PUNCT
cana-1803	29	15	was	be	AUX
cana-1803	29	16	proposed	propose	VERB
cana-1803	29	17	that	that	SCONJ
cana-1803	29	18	considered	consider	VERB
cana-1803	29	19	correlation	correlation	NOUN
cana-1803	29	20	between	between	ADP
cana-1803	29	21	users	user	NOUN
cana-1803	29	22	by	by	ADP
cana-1803	29	23	taking	take	VERB
cana-1803	29	24	several	several	ADJ
cana-1803	29	25	aspects	aspect	NOUN
cana-1803	29	26	into	into	ADP
cana-1803	29	27	account	account	NOUN
cana-1803	29	28	to	to	PART
cana-1803	29	29	identify	identify	VERB
cana-1803	29	30	robust	robust	ADJ
cana-1803	29	31	representations	representation	NOUN
cana-1803	29	32	from	from	ADP
cana-1803	29	33	sparse	sparse	ADJ
cana-1803	29	34	inputs	input	NOUN
cana-1803	29	35	for	for	ADP
cana-1803	29	36	recommendation	recommendation	NOUN
cana-1803	29	37	.	.	PUNCT
cana-1803	30	1	in	in	ADP
cana-1803	30	2	this	this	DET
cana-1803	30	3	work	work	NOUN
cana-1803	30	4	,	,	PUNCT
cana-1803	30	5	three	three	NUM
cana-1803	30	6	distinct	distinct	ADJ
cana-1803	30	7	autoencoders	autoencoder	NOUN
cana-1803	30	8	,	,	PUNCT
cana-1803	30	9	one	one	NUM
cana-1803	30	10	to	to	PART
cana-1803	30	11	rate	rate	VERB
cana-1803	30	12	the	the	DET
cana-1803	30	13	user	user	NOUN
cana-1803	30	14	features	feature	NOUN
cana-1803	30	15	involving	involve	VERB
cana-1803	30	16	roles	role	NOUN
cana-1803	30	17	of	of	ADP
cana-1803	30	18	rater	rater	NOUN
cana-1803	30	19	,	,	PUNCT
cana-1803	30	20	truster	truster	NOUN
cana-1803	30	21	and	and	CCONJ
cana-1803	30	22	trustee	trustee	NOUN
cana-1803	30	23	respectively	respectively	ADV
cana-1803	30	24	were	be	AUX
cana-1803	30	25	employed	employ	VERB
cana-1803	30	26	.	.	PUNCT
cana-1803	31	1	moreover	moreover	ADV
cana-1803	31	2	,	,	PUNCT
cana-1803	31	3	shared	shared	ADJ
cana-1803	31	4	features	feature	NOUN
cana-1803	31	5	were	be	AUX
cana-1803	31	6	also	also	ADV
cana-1803	31	7	utilized	utilize	VERB
cana-1803	31	8	to	to	PART
cana-1803	31	9	measure	measure	VERB
cana-1803	31	10	common	common	ADJ
cana-1803	31	11	information	information	NOUN
cana-1803	31	12	that	that	PRON
cana-1803	31	13	correlated	correlate	VERB
cana-1803	31	14	to	to	ADP
cana-1803	31	15	same	same	ADJ
cana-1803	31	16	users	user	NOUN
cana-1803	31	17	were	be	AUX
cana-1803	31	18	also	also	ADV
cana-1803	31	19	taken	take	VERB
cana-1803	31	20	into	into	ADP
cana-1803	31	21	account	account	NOUN
cana-1803	31	22	.	.	PUNCT
cana-1803	32	1	finally	finally	ADV
cana-1803	32	2	,	,	PUNCT
cana-1803	32	3	a	a	DET
cana-1803	32	4	related	related	ADJ
cana-1803	32	5	regularization	regularization	NOUN
cana-1803	32	6	term	term	NOUN
cana-1803	32	7	was	be	AUX
cana-1803	32	8	also	also	ADV
cana-1803	32	9	utilized	utilize	VERB
cana-1803	32	10	to	to	PART
cana-1803	32	11	learn	learn	VERB
cana-1803	32	12	correlations	correlation	NOUN
cana-1803	32	13	between	between	ADP
cana-1803	32	14	user	user	NOUN
cana-1803	32	15	features	feature	NOUN
cana-1803	32	16	.	.	PUNCT
cana-1803	33	1	with	with	ADP
cana-1803	33	2	this	this	PRON
cana-1803	33	3	the	the	DET
cana-1803	33	4	mean	mean	ADJ
cana-1803	33	5	average	average	ADJ
cana-1803	33	6	precision	precision	NOUN
cana-1803	33	7	was	be	AUX
cana-1803	33	8	found	find	VERB
cana-1803	33	9	to	to	PART
cana-1803	33	10	be	be	AUX
cana-1803	33	11	improved	improve	VERB
cana-1803	33	12	significantly	significantly	ADV
cana-1803	33	13	.	.	PUNCT
cana-1803	34	1	despite	despite	SCONJ
cana-1803	34	2	improvement	improvement	NOUN
cana-1803	34	3	observed	observe	VERB
cana-1803	34	4	in	in	ADP
cana-1803	34	5	mean	mean	ADJ
cana-1803	34	6	average	average	ADJ
cana-1803	34	7	precision	precision	NOUN
cana-1803	34	8	,	,	PUNCT
cana-1803	34	9	the	the	DET
cana-1803	34	10	mean	mean	ADJ
cana-1803	34	11	absolute	absolute	ADJ
cana-1803	34	12	error	error	NOUN
cana-1803	34	13	incurred	incur	VERB
cana-1803	34	14	during	during	ADP
cana-1803	34	15	the	the	DET
cana-1803	34	16	identification	identification	NOUN
cana-1803	34	17	of	of	ADP
cana-1803	34	18	robust	robust	ADJ
cana-1803	34	19	representations	representation	NOUN
cana-1803	34	20	for	for	ADP
cana-1803	34	21	recommendation	recommendation	NOUN
cana-1803	34	22	was	be	AUX
cana-1803	34	23	less	less	ADV
cana-1803	34	24	focused	focused	ADJ
cana-1803	34	25	.	.	PUNCT
cana-1803	35	1	to	to	PART
cana-1803	35	2	address	address	VERB
cana-1803	35	3	this	this	DET
cana-1803	35	4	issue	issue	NOUN
cana-1803	35	5	in	in	ADP
cana-1803	35	6	this	this	DET
cana-1803	35	7	work	work	NOUN
cana-1803	35	8	,	,	PUNCT
cana-1803	35	9	a	a	DET
cana-1803	35	10	recommendation	recommendation	NOUN
cana-1803	35	11	system	system	NOUN
cana-1803	35	12	using	use	VERB
cana-1803	35	13	frobenius	frobenius	ADJ
cana-1803	35	14	matrix	matrix	NOUN
cana-1803	35	15	collaborative	collaborative	NOUN
cana-1803	35	16	recommender	recommender	NOUN
cana-1803	35	17	model	model	NOUN
cana-1803	35	18	is	be	AUX
cana-1803	35	19	designed	design	VERB
cana-1803	35	20	.	.	PUNCT
cana-1803	36	1	in	in	ADP
cana-1803	36	2	order	order	NOUN
cana-1803	36	3	to	to	PART
cana-1803	36	4	overcome	overcome	VERB
cana-1803	36	5	these	these	DET
cana-1803	36	6	obstacles	obstacle	NOUN
cana-1803	36	7	,	,	PUNCT
cana-1803	36	8	we	we	PRON
cana-1803	36	9	create	create	VERB
cana-1803	36	10	new	new	ADJ
cana-1803	36	11	reinforcement	reinforcement	NOUN
cana-1803	36	12	learning	learning	NOUN
cana-1803	36	13	models	model	NOUN
cana-1803	36	14	(	(	PUNCT
cana-1803	36	15	rs	rs	NOUN
cana-1803	36	16	models	model	NOUN
cana-1803	36	17	)	)	PUNCT
cana-1803	36	18	,	,	PUNCT
cana-1803	36	19	such	such	ADJ
cana-1803	36	20	as	as	ADP
cana-1803	36	21	the	the	DET
cana-1803	36	22	mapreduce	mapreduce	PROPN
cana-1803	36	23	friedman	friedman	PROPN
cana-1803	36	24	relevant	relevant	ADJ
cana-1803	36	25	tweet	tweet	PROPN
cana-1803	36	26	selection	selection	NOUN
cana-1803	36	27	model	model	NOUN
cana-1803	36	28	and	and	CCONJ
cana-1803	36	29	the	the	DET
cana-1803	36	30	frobenius	frobenius	ADJ
cana-1803	36	31	matrix	matrix	NOUN
cana-1803	36	32	collaborative	collaborative	PROPN
cana-1803	36	33	recommender	recommender	PROPN
cana-1803	36	34	model	model	NOUN
cana-1803	36	35	,	,	PUNCT
cana-1803	36	36	which	which	PRON
cana-1803	36	37	are	be	AUX
cana-1803	36	38	nn	nn	ADJ
cana-1803	36	39	-	-	PUNCT
cana-1803	36	40	based	base	VERB
cana-1803	36	41	models	model	NOUN
cana-1803	36	42	that	that	PRON
cana-1803	36	43	use	use	VERB
cana-1803	36	44	nearest	near	ADJ
cana-1803	36	45	-	-	PUNCT
cana-1803	36	46	neighbor	neighbor	NOUN
cana-1803	36	47	(	(	PUNCT
cana-1803	36	48	nn	nn	NOUN
cana-1803	36	49	)	)	PUNCT
cana-1803	36	50	to	to	PART
cana-1803	36	51	create	create	VERB
cana-1803	36	52	a	a	DET
cana-1803	36	53	reliable	reliable	ADJ
cana-1803	36	54	recommender	recommender	NOUN
cana-1803	36	55	model	model	NOUN
cana-1803	36	56	using	use	VERB
cana-1803	36	57	a	a	DET
cana-1803	36	58	multi	multi	ADJ
cana-1803	36	59	-	-	ADJ
cana-1803	36	60	agent	agent	ADJ
cana-1803	36	61	system	system	NOUN
cana-1803	36	62	.	.	PUNCT
cana-1803	37	1	we	we	PRON
cana-1803	37	2	use	use	VERB
cana-1803	37	3	the	the	DET
cana-1803	37	4	bootstrapping	bootstrapping	NOUN
cana-1803	37	5	[	[	X
cana-1803	37	6	1	1	NUM
cana-1803	37	7	]	]	PUNCT
cana-1803	37	8	and	and	CCONJ
cana-1803	37	9	codae	codae	VERB
cana-1803	37	10	[	[	X
cana-1803	37	11	2	2	NUM
cana-1803	37	12	]	]	PUNCT
cana-1803	37	13	to	to	PART
cana-1803	37	14	systematically	systematically	ADV
cana-1803	37	15	assess	assess	VERB
cana-1803	37	16	and	and	CCONJ
cana-1803	37	17	compare	compare	VERB
cana-1803	37	18	the	the	DET
cana-1803	37	19	performance	performance	NOUN
cana-1803	37	20	of	of	ADP
cana-1803	37	21	the	the	DET
cana-1803	37	22	suggested	suggest	VERB
cana-1803	37	23	approaches	approach	NOUN
cana-1803	37	24	.	.	PUNCT
cana-1803	38	1	this	this	DET
cana-1803	38	2	work	work	NOUN
cana-1803	38	3	makes	make	VERB
cana-1803	38	4	three	three	NUM
cana-1803	38	5	contributions	contribution	NOUN
cana-1803	38	6	.	.	PUNCT
cana-1803	39	1	•	•	INTJ
cana-1803	39	2	we	we	PRON
cana-1803	39	3	propose	propose	VERB
cana-1803	39	4	a	a	DET
cana-1803	39	5	friedman	friedman	NOUN
cana-1803	39	6	and	and	CCONJ
cana-1803	39	7	frobenius	frobenius	ADJ
cana-1803	39	8	matrix	matrix	NOUN
cana-1803	39	9	collaborative	collaborative	ADJ
cana-1803	39	10	recommendation	recommendation	NOUN
cana-1803	39	11	(	(	PUNCT
cana-1803	39	12	f	f	X
cana-1803	39	13	-	-	PUNCT
cana-1803	39	14	fmcr	fmcr	ADJ
cana-1803	39	15	)	)	PUNCT
cana-1803	39	16	method	method	NOUN
cana-1803	39	17	where	where	SCONJ
cana-1803	39	18	multiple	multiple	ADJ
cana-1803	39	19	experts	expert	NOUN
cana-1803	39	20	negotiate	negotiate	VERB
cana-1803	39	21	together	together	ADV
cana-1803	39	22	to	to	PART
cana-1803	39	23	come	come	VERB
cana-1803	39	24	up	up	ADP
cana-1803	39	25	with	with	ADP
cana-1803	39	26	a	a	DET
cana-1803	39	27	robust	robust	ADJ
cana-1803	39	28	recommended	recommend	VERB
cana-1803	39	29	list	list	NOUN
cana-1803	39	30	of	of	ADP
cana-1803	39	31	tweets	tweet	NOUN
cana-1803	39	32	.	.	PUNCT
cana-1803	40	1	communications	communication	NOUN
cana-1803	40	2	on	on	ADP
cana-1803	40	3	applied	apply	VERB
cana-1803	40	4	nonlinear	nonlinear	ADJ
cana-1803	40	5	analysis	analysis	NOUN
cana-1803	40	6	issn	issn	NOUN
cana-1803	40	7	:	:	PUNCT
cana-1803	40	8	1074	1074	NUM
cana-1803	40	9	-	-	PUNCT
cana-1803	40	10	133x	133x	NUM
cana-1803	40	11	vol	vol	NOUN
cana-1803	40	12	32	32	NUM
cana-1803	40	13	no	no	NOUN
cana-1803	40	14	.	.	NOUN
cana-1803	40	15	2	2	NUM
cana-1803	40	16	(	(	PUNCT
cana-1803	40	17	2025	2025	NUM
cana-1803	40	18	)	)	PUNCT
cana-1803	40	19	535	535	NUM
cana-1803	40	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	40	21	•	•	NOUN
cana-1803	40	22	first	first	ADV
cana-1803	40	23	of	of	ADP
cana-1803	40	24	all	all	PRON
cana-1803	40	25	,	,	PUNCT
cana-1803	40	26	in	in	ADP
cana-1803	40	27	relevant	relevant	ADJ
cana-1803	40	28	tweet	tweet	NOUN
cana-1803	40	29	selection	selection	NOUN
cana-1803	40	30	phase	phase	NOUN
cana-1803	40	31	,	,	PUNCT
cana-1803	40	32	we	we	PRON
cana-1803	40	33	have	have	AUX
cana-1803	40	34	used	use	VERB
cana-1803	40	35	mapreduce	mapreduce	PROPN
cana-1803	40	36	friedman	friedman	PROPN
cana-1803	40	37	function	function	VERB
cana-1803	40	38	to	to	PART
cana-1803	40	39	identify	identify	VERB
cana-1803	40	40	the	the	DET
cana-1803	40	41	most	most	ADV
cana-1803	40	42	relevant	relevant	ADJ
cana-1803	40	43	tweets	tweet	NOUN
cana-1803	40	44	in	in	ADP
cana-1803	40	45	a	a	DET
cana-1803	40	46	timely	timely	ADJ
cana-1803	40	47	manner	manner	NOUN
cana-1803	40	48	by	by	ADP
cana-1803	40	49	applying	apply	VERB
cana-1803	40	50	the	the	DET
cana-1803	40	51	friedman	friedman	NOUN
cana-1803	40	52	function	function	NOUN
cana-1803	40	53	in	in	ADP
cana-1803	40	54	the	the	DET
cana-1803	40	55	mapreducer	mapreducer	NOUN
cana-1803	40	56	for	for	ADP
cana-1803	40	57	each	each	DET
cana-1803	40	58	tweets	tweet	NOUN
cana-1803	40	59	presented	present	VERB
cana-1803	40	60	in	in	ADP
cana-1803	40	61	the	the	DET
cana-1803	40	62	multi	multi	ADJ
cana-1803	40	63	-	-	ADJ
cana-1803	40	64	agent	agent	ADJ
cana-1803	40	65	system	system	NOUN
cana-1803	40	66	.	.	PUNCT
cana-1803	41	1	•	•	NUM
cana-1803	41	2	second	second	ADJ
cana-1803	41	3	,	,	PUNCT
cana-1803	41	4	in	in	ADP
cana-1803	41	5	recommendation	recommendation	NOUN
cana-1803	41	6	generation	generation	NOUN
cana-1803	41	7	phase	phase	NOUN
cana-1803	41	8	,	,	PUNCT
cana-1803	41	9	the	the	DET
cana-1803	41	10	frobenius	frobenius	ADJ
cana-1803	41	11	matrix	matrix	NOUN
cana-1803	41	12	collaborative	collaborative	NOUN
cana-1803	41	13	(	(	PUNCT
cana-1803	41	14	fmc	fmc	NOUN
cana-1803	41	15	)	)	PUNCT
cana-1803	41	16	function	function	NOUN
cana-1803	41	17	has	have	AUX
cana-1803	41	18	been	be	AUX
cana-1803	41	19	also	also	ADV
cana-1803	41	20	employed	employ	VERB
cana-1803	41	21	to	to	PART
cana-1803	41	22	find	find	VERB
cana-1803	41	23	a	a	DET
cana-1803	41	24	list	list	NOUN
cana-1803	41	25	of	of	ADP
cana-1803	41	26	robust	robust	ADJ
cana-1803	41	27	recommendations	recommendation	NOUN
cana-1803	41	28	with	with	ADP
cana-1803	41	29	minimum	minimum	NOUN
cana-1803	41	30	error	error	NOUN
cana-1803	41	31	.	.	PUNCT
cana-1803	42	1	finally	finally	ADV
cana-1803	42	2	,	,	PUNCT
cana-1803	42	3	we	we	PRON
cana-1803	42	4	evaluate	evaluate	VERB
cana-1803	42	5	the	the	DET
cana-1803	42	6	effectiveness	effectiveness	NOUN
cana-1803	42	7	of	of	ADP
cana-1803	42	8	f	f	NOUN
cana-1803	42	9	-	-	PUNCT
cana-1803	42	10	fmcr	fmcr	ADJ
cana-1803	42	11	method	method	NOUN
cana-1803	42	12	for	for	ADP
cana-1803	42	13	several	several	ADJ
cana-1803	42	14	tweets	tweet	NOUN
cana-1803	42	15	against	against	ADP
cana-1803	42	16	baseline	baseline	NOUN
cana-1803	42	17	methods	method	NOUN
cana-1803	42	18	of	of	ADP
cana-1803	42	19	recommendation	recommendation	NOUN
cana-1803	42	20	.	.	PUNCT
cana-1803	43	1	•	•	NUM
cana-1803	43	2	experimental	experimental	ADJ
cana-1803	43	3	results	result	NOUN
cana-1803	43	4	show	show	VERB
cana-1803	43	5	that	that	SCONJ
cana-1803	43	6	the	the	DET
cana-1803	43	7	recommendation	recommendation	NOUN
cana-1803	43	8	accuracy	accuracy	NOUN
cana-1803	43	9	,	,	PUNCT
cana-1803	43	10	recommendation	recommendation	NOUN
cana-1803	43	11	time	time	NOUN
cana-1803	43	12	and	and	CCONJ
cana-1803	43	13	mean	mean	VERB
cana-1803	43	14	absolute	absolute	ADJ
cana-1803	43	15	error	error	NOUN
cana-1803	43	16	of	of	ADP
cana-1803	43	17	our	our	PRON
cana-1803	43	18	method	method	NOUN
cana-1803	43	19	can	can	AUX
cana-1803	43	20	outperform	outperform	VERB
cana-1803	43	21	tradition	tradition	NOUN
cana-1803	43	22	recommendation	recommendation	NOUN
cana-1803	43	23	methods	method	NOUN
cana-1803	43	24	such	such	ADJ
cana-1803	43	25	as	as	ADP
cana-1803	43	26	boostrapping	boostrapping	NOUN
cana-1803	43	27	,	,	PUNCT
cana-1803	43	28	codae	codae	NOUN
cana-1803	43	29	.	.	PUNCT
cana-1803	44	1	this	this	PRON
cana-1803	44	2	is	be	AUX
cana-1803	44	3	how	how	SCONJ
cana-1803	44	4	the	the	DET
cana-1803	44	5	remainder	remainder	NOUN
cana-1803	44	6	of	of	ADP
cana-1803	44	7	the	the	DET
cana-1803	44	8	paper	paper	NOUN
cana-1803	44	9	is	be	AUX
cana-1803	44	10	structured	structure	VERB
cana-1803	44	11	.	.	PUNCT
cana-1803	45	1	the	the	DET
cana-1803	45	2	relevant	relevant	ADJ
cana-1803	45	3	work	work	NOUN
cana-1803	45	4	is	be	AUX
cana-1803	45	5	presented	present	VERB
cana-1803	45	6	in	in	ADP
cana-1803	45	7	section	section	NOUN
cana-1803	45	8	2	2	NUM
cana-1803	45	9	.	.	PUNCT
cana-1803	46	1	we	we	PRON
cana-1803	46	2	briefly	briefly	ADV
cana-1803	46	3	describe	describe	VERB
cana-1803	46	4	the	the	DET
cana-1803	46	5	multi	multi	ADJ
cana-1803	46	6	-	-	ADJ
cana-1803	46	7	agent	agent	ADJ
cana-1803	46	8	system	system	NOUN
cana-1803	46	9	and	and	CCONJ
cana-1803	46	10	recommendation	recommendation	NOUN
cana-1803	46	11	systems	system	NOUN
cana-1803	46	12	for	for	ADP
cana-1803	46	13	social	social	ADJ
cana-1803	46	14	networks	network	NOUN
cana-1803	46	15	individually	individually	ADV
cana-1803	46	16	.	.	PUNCT
cana-1803	47	1	we	we	PRON
cana-1803	47	2	create	create	VERB
cana-1803	47	3	a	a	DET
cana-1803	47	4	multi	multi	ADJ
cana-1803	47	5	-	-	ADJ
cana-1803	47	6	agent	agent	ADJ
cana-1803	47	7	friedman	friedman	NOUN
cana-1803	47	8	and	and	CCONJ
cana-1803	47	9	frobenius	frobenius	ADJ
cana-1803	47	10	matrix	matrix	NOUN
cana-1803	47	11	collaborative	collaborative	ADJ
cana-1803	47	12	recommendation	recommendation	NOUN
cana-1803	47	13	(	(	PUNCT
cana-1803	47	14	f	f	X
cana-1803	47	15	-	-	PUNCT
cana-1803	47	16	fmcr	fmcr	ADJ
cana-1803	47	17	)	)	PUNCT
cana-1803	47	18	method	method	NOUN
cana-1803	47	19	for	for	ADP
cana-1803	47	20	social	social	ADJ
cana-1803	47	21	networks	network	NOUN
cana-1803	47	22	in	in	ADP
cana-1803	47	23	section	section	NOUN
cana-1803	47	24	3	3	NUM
cana-1803	47	25	that	that	PRON
cana-1803	47	26	offers	offer	VERB
cana-1803	47	27	users	user	NOUN
cana-1803	47	28	recommendations	recommendation	NOUN
cana-1803	47	29	about	about	ADP
cana-1803	47	30	other	other	ADJ
cana-1803	47	31	users	user	NOUN
cana-1803	47	32	who	who	PRON
cana-1803	47	33	share	share	VERB
cana-1803	47	34	their	their	PRON
cana-1803	47	35	interests	interest	NOUN
cana-1803	47	36	.	.	PUNCT
cana-1803	48	1	section	section	NOUN
cana-1803	48	2	4	4	NUM
cana-1803	48	3	presents	present	VERB
cana-1803	48	4	the	the	DET
cana-1803	48	5	outcomes	outcome	NOUN
cana-1803	48	6	of	of	ADP
cana-1803	48	7	the	the	DET
cana-1803	48	8	experiment	experiment	NOUN
cana-1803	48	9	.	.	PUNCT
cana-1803	49	1	section	section	NOUN
cana-1803	49	2	5	5	NUM
cana-1803	49	3	concludes	conclude	VERB
cana-1803	49	4	this	this	DET
cana-1803	49	5	study	study	NOUN
cana-1803	49	6	.	.	PUNCT
cana-1803	50	1	2	2	X
cana-1803	50	2	.	.	X
cana-1803	50	3	related	relate	VERB
cana-1803	50	4	works	work	NOUN
cana-1803	50	5	in	in	ADP
cana-1803	50	6	this	this	DET
cana-1803	50	7	section	section	NOUN
cana-1803	50	8	we	we	PRON
cana-1803	50	9	discuss	discuss	VERB
cana-1803	50	10	the	the	DET
cana-1803	50	11	previous	previous	ADJ
cana-1803	50	12	research	research	NOUN
cana-1803	50	13	area	area	NOUN
cana-1803	50	14	related	relate	VERB
cana-1803	50	15	to	to	ADP
cana-1803	50	16	our	our	PRON
cana-1803	50	17	work	work	NOUN
cana-1803	50	18	,	,	PUNCT
cana-1803	50	19	recommendation	recommendation	NOUN
cana-1803	50	20	systems	system	NOUN
cana-1803	50	21	and	and	CCONJ
cana-1803	50	22	multi	multi	ADJ
cana-1803	50	23	-	-	NOUN
cana-1803	50	24	agent	agent	NOUN
cana-1803	50	25	for	for	ADP
cana-1803	50	26	social	social	ADJ
cana-1803	50	27	networks	network	NOUN
cana-1803	50	28	.	.	PUNCT
cana-1803	51	1	2.1	2.1	NUM
cana-1803	51	2	recommendation	recommendation	NOUN
cana-1803	51	3	systems	system	NOUN
cana-1803	51	4	today	today	NOUN
cana-1803	51	5	,	,	PUNCT
cana-1803	51	6	in	in	ADP
cana-1803	51	7	the	the	DET
cana-1803	51	8	era	era	NOUN
cana-1803	51	9	of	of	ADP
cana-1803	51	10	information	information	NOUN
cana-1803	51	11	,	,	PUNCT
cana-1803	51	12	the	the	DET
cana-1803	51	13	evolution	evolution	NOUN
cana-1803	51	14	of	of	ADP
cana-1803	51	15	web	web	NOUN
cana-1803	51	16	applications	application	NOUN
cana-1803	51	17	and	and	CCONJ
cana-1803	51	18	social	social	ADJ
cana-1803	51	19	networks	network	NOUN
cana-1803	51	20	has	have	AUX
cana-1803	51	21	resulted	result	VERB
cana-1803	51	22	in	in	ADP
cana-1803	51	23	the	the	DET
cana-1803	51	24	accumulation	accumulation	NOUN
cana-1803	51	25	of	of	ADP
cana-1803	51	26	large	large	ADJ
cana-1803	51	27	data	datum	NOUN
cana-1803	51	28	from	from	ADP
cana-1803	51	29	across	across	ADP
cana-1803	51	30	the	the	DET
cana-1803	51	31	globe	globe	NOUN
cana-1803	51	32	.	.	PUNCT
cana-1803	52	1	due	due	ADP
cana-1803	52	2	to	to	ADP
cana-1803	52	3	this	this	PRON
cana-1803	52	4	,	,	PUNCT
cana-1803	52	5	it	it	PRON
cana-1803	52	6	is	be	AUX
cana-1803	52	7	a	a	DET
cana-1803	52	8	cumbersome	cumbersome	ADJ
cana-1803	52	9	process	process	NOUN
cana-1803	52	10	in	in	ADP
cana-1803	52	11	identifying	identify	VERB
cana-1803	52	12	the	the	DET
cana-1803	52	13	information	information	NOUN
cana-1803	52	14	and	and	CCONJ
cana-1803	52	15	decides	decide	VERB
cana-1803	52	16	according	accord	VERB
cana-1803	52	17	in	in	ADP
cana-1803	52	18	a	a	DET
cana-1803	52	19	significant	significant	ADJ
cana-1803	52	20	manner	manner	NOUN
cana-1803	52	21	.	.	PUNCT
cana-1803	53	1	however	however	ADV
cana-1803	53	2	,	,	PUNCT
cana-1803	53	3	with	with	ADP
cana-1803	53	4	the	the	DET
cana-1803	53	5	availability	availability	NOUN
cana-1803	53	6	of	of	ADP
cana-1803	53	7	different	different	ADJ
cana-1803	53	8	strategies	strategy	NOUN
cana-1803	53	9	and	and	CCONJ
cana-1803	53	10	techniques	technique	NOUN
cana-1803	53	11	for	for	ADP
cana-1803	53	12	information	information	NOUN
cana-1803	53	13	management	management	NOUN
cana-1803	53	14	,	,	PUNCT
cana-1803	53	15	identification	identification	NOUN
cana-1803	53	16	of	of	ADP
cana-1803	53	17	correct	correct	ADJ
cana-1803	53	18	and	and	CCONJ
cana-1803	53	19	precise	precise	ADJ
cana-1803	53	20	knowledge	knowledge	NOUN
cana-1803	53	21	from	from	ADP
cana-1803	53	22	enormous	enormous	ADJ
cana-1803	53	23	data	datum	NOUN
cana-1803	53	24	is	be	AUX
cana-1803	53	25	still	still	ADV
cana-1803	53	26	considered	consider	VERB
cana-1803	53	27	to	to	PART
cana-1803	53	28	be	be	AUX
cana-1803	53	29	a	a	DET
cana-1803	53	30	demanding	demanding	ADJ
cana-1803	53	31	issue	issue	NOUN
cana-1803	53	32	.	.	PUNCT
cana-1803	54	1	an	an	DET
cana-1803	54	2	inventive	inventive	ADJ
cana-1803	54	3	approach	approach	NOUN
cana-1803	54	4	built	build	VERB
cana-1803	54	5	on	on	ADP
cana-1803	54	6	the	the	DET
cana-1803	54	7	principles	principle	NOUN
cana-1803	54	8	of	of	ADP
cana-1803	54	9	supply	supply	NOUN
cana-1803	54	10	chain	chain	NOUN
cana-1803	54	11	management	management	NOUN
cana-1803	54	12	(	(	PUNCT
cana-1803	54	13	scm	scm	PROPN
cana-1803	54	14	)	)	PUNCT
cana-1803	54	15	and	and	CCONJ
cana-1803	54	16	organisational	organisational	ADJ
cana-1803	54	17	communication	communication	NOUN
cana-1803	54	18	was	be	AUX
cana-1803	54	19	put	put	VERB
cana-1803	54	20	forth	forth	ADV
cana-1803	54	21	in	in	ADP
cana-1803	54	22	[	[	X
cana-1803	54	23	3	3	NUM
cana-1803	54	24	]	]	PUNCT
cana-1803	54	25	.	.	PUNCT
cana-1803	55	1	using	use	VERB
cana-1803	55	2	data	datum	NOUN
cana-1803	55	3	mining	mining	NOUN
cana-1803	55	4	,	,	PUNCT
cana-1803	55	5	artificial	artificial	ADJ
cana-1803	55	6	neural	neural	ADJ
cana-1803	55	7	networks	network	NOUN
cana-1803	55	8	,	,	PUNCT
cana-1803	55	9	and	and	CCONJ
cana-1803	55	10	fuzzy	fuzzy	ADJ
cana-1803	55	11	approaches	approach	NOUN
cana-1803	55	12	,	,	PUNCT
cana-1803	55	13	the	the	DET
cana-1803	55	14	method	method	NOUN
cana-1803	55	15	combined	combine	VERB
cana-1803	55	16	traditional	traditional	ADJ
cana-1803	55	17	collaborative	collaborative	ADJ
cana-1803	55	18	filtering	filtering	NOUN
cana-1803	55	19	with	with	ADP
cana-1803	55	20	demographic	demographic	ADJ
cana-1803	55	21	recommendation	recommendation	NOUN
cana-1803	55	22	systems	system	NOUN
cana-1803	55	23	into	into	ADP
cana-1803	55	24	a	a	DET
cana-1803	55	25	hybrid	hybrid	ADJ
cana-1803	55	26	pattern	pattern	NOUN
cana-1803	55	27	.	.	PUNCT
cana-1803	56	1	it	it	PRON
cana-1803	56	2	was	be	AUX
cana-1803	56	3	said	say	VERB
cana-1803	56	4	to	to	PART
cana-1803	56	5	have	have	AUX
cana-1803	56	6	been	be	AUX
cana-1803	56	7	achieved	achieve	VERB
cana-1803	56	8	with	with	ADP
cana-1803	56	9	this	this	DET
cana-1803	56	10	accuracy	accuracy	NOUN
cana-1803	56	11	.	.	PUNCT
cana-1803	57	1	in	in	ADP
cana-1803	57	2	[	[	X
cana-1803	57	3	4	4	NUM
cana-1803	57	4	]	]	PUNCT
cana-1803	57	5	,	,	PUNCT
cana-1803	57	6	a	a	DET
cana-1803	57	7	matrix	matrix	NOUN
cana-1803	57	8	factorisation	factorisation	NOUN
cana-1803	57	9	(	(	PUNCT
cana-1803	57	10	mf	mf	X
cana-1803	57	11	)	)	PUNCT
cana-1803	57	12	and	and	CCONJ
cana-1803	57	13	nearest	nearest	NOUN
cana-1803	57	14	-	-	PUNCT
cana-1803	57	15	neighbor	neighbor	NOUN
cana-1803	57	16	(	(	PUNCT
cana-1803	57	17	nn)-based	nn)-based	ADJ
cana-1803	57	18	recommender	recommender	NOUN
cana-1803	57	19	system	system	NOUN
cana-1803	57	20	(	(	PUNCT
cana-1803	57	21	rss	rss	PROPN
cana-1803	57	22	)	)	PUNCT
cana-1803	57	23	was	be	AUX
cana-1803	57	24	created	create	VERB
cana-1803	57	25	.	.	PUNCT
cana-1803	58	1	this	this	DET
cana-1803	58	2	system	system	NOUN
cana-1803	58	3	used	use	VERB
cana-1803	58	4	data	datum	NOUN
cana-1803	58	5	about	about	ADP
cana-1803	58	6	the	the	DET
cana-1803	58	7	user	user	NOUN
cana-1803	58	8	's	's	PART
cana-1803	58	9	social	social	ADJ
cana-1803	58	10	network	network	NOUN
cana-1803	58	11	and	and	CCONJ
cana-1803	58	12	group	group	NOUN
cana-1803	58	13	membership	membership	NOUN
cana-1803	58	14	to	to	PART
cana-1803	58	15	make	make	VERB
cana-1803	58	16	recommendations	recommendation	NOUN
cana-1803	58	17	for	for	ADP
cana-1803	58	18	social	social	ADJ
cana-1803	58	19	voting	voting	NOUN
cana-1803	58	20	.	.	PUNCT
cana-1803	59	1	by	by	ADP
cana-1803	59	2	employing	employ	VERB
cana-1803	59	3	popularity	popularity	NOUN
cana-1803	59	4	-	-	PUNCT
cana-1803	59	5	based	base	VERB
cana-1803	59	6	voting	voting	NOUN
cana-1803	59	7	,	,	PUNCT
cana-1803	59	8	accuracy	accuracy	NOUN
cana-1803	59	9	was	be	AUX
cana-1803	59	10	said	say	VERB
cana-1803	59	11	to	to	PART
cana-1803	59	12	be	be	AUX
cana-1803	59	13	improved	improve	VERB
cana-1803	59	14	in	in	ADP
cana-1803	59	15	a	a	DET
cana-1803	59	16	significant	significant	ADJ
cana-1803	59	17	manner	manner	NOUN
cana-1803	59	18	.	.	PUNCT
cana-1803	60	1	a	a	DET
cana-1803	60	2	group	group	NOUN
cana-1803	60	3	recommender	recommender	NOUN
cana-1803	60	4	system	system	NOUN
cana-1803	60	5	using	use	VERB
cana-1803	60	6	genetic	genetic	ADJ
cana-1803	60	7	algorithm	algorithm	NOUN
cana-1803	60	8	was	be	AUX
cana-1803	60	9	proposed	propose	VERB
cana-1803	60	10	in	in	ADP
cana-1803	60	11	[	[	X
cana-1803	60	12	5	5	NUM
cana-1803	60	13	]	]	PUNCT
cana-1803	60	14	for	for	ADP
cana-1803	60	15	a	a	DET
cana-1803	60	16	group	group	NOUN
cana-1803	60	17	of	of	ADP
cana-1803	60	18	people	people	NOUN
cana-1803	60	19	considering	consider	VERB
cana-1803	60	20	weight	weight	NOUN
cana-1803	60	21	.	.	PUNCT
cana-1803	61	1	in	in	ADP
cana-1803	61	2	recent	recent	ADJ
cana-1803	61	3	years	year	NOUN
cana-1803	61	4	,	,	PUNCT
cana-1803	61	5	valid	valid	ADJ
cana-1803	61	6	information	information	NOUN
cana-1803	61	7	extraction	extraction	NOUN
cana-1803	61	8	from	from	ADP
cana-1803	61	9	big	big	ADJ
cana-1803	61	10	data	datum	NOUN
cana-1803	61	11	has	have	AUX
cana-1803	61	12	gained	gain	VERB
cana-1803	61	13	a	a	DET
cana-1803	61	14	large	large	ADJ
cana-1803	61	15	interest	interest	NOUN
cana-1803	61	16	among	among	ADP
cana-1803	61	17	several	several	ADJ
cana-1803	61	18	research	research	NOUN
cana-1803	61	19	persons	person	NOUN
cana-1803	61	20	.	.	PUNCT
cana-1803	62	1	this	this	PRON
cana-1803	62	2	is	be	AUX
cana-1803	62	3	because	because	SCONJ
cana-1803	62	4	of	of	ADP
cana-1803	62	5	the	the	DET
cana-1803	62	6	abundance	abundance	NOUN
cana-1803	62	7	availability	availability	NOUN
cana-1803	62	8	of	of	ADP
cana-1803	62	9	websites	website	NOUN
cana-1803	62	10	acquiring	acquire	VERB
cana-1803	62	11	user	user	NOUN
cana-1803	62	12	profile	profile	NOUN
cana-1803	62	13	to	to	PART
cana-1803	62	14	provide	provide	VERB
cana-1803	62	15	pertinent	pertinent	ADJ
cana-1803	62	16	information	information	NOUN
cana-1803	62	17	via	via	ADP
cana-1803	62	18	recommendation	recommendation	NOUN
cana-1803	62	19	.	.	PUNCT
cana-1803	63	1	communications	communication	NOUN
cana-1803	63	2	on	on	ADP
cana-1803	63	3	applied	apply	VERB
cana-1803	63	4	nonlinear	nonlinear	ADJ
cana-1803	63	5	analysis	analysis	NOUN
cana-1803	63	6	issn	issn	NOUN
cana-1803	63	7	:	:	PUNCT
cana-1803	63	8	1074	1074	NUM
cana-1803	63	9	-	-	PUNCT
cana-1803	63	10	133x	133x	NUM
cana-1803	63	11	vol	vol	NOUN
cana-1803	63	12	32	32	NUM
cana-1803	63	13	no	no	NOUN
cana-1803	63	14	.	.	NOUN
cana-1803	63	15	2	2	NUM
cana-1803	63	16	(	(	PUNCT
cana-1803	63	17	2025	2025	NUM
cana-1803	63	18	)	)	PUNCT
cana-1803	63	19	536	536	NUM
cana-1803	63	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	63	21	in	in	ADP
cana-1803	63	22	[	[	X
cana-1803	63	23	6	6	NUM
cana-1803	63	24	]	]	PUNCT
cana-1803	63	25	,	,	PUNCT
cana-1803	63	26	to	to	PART
cana-1803	63	27	speed	speed	VERB
cana-1803	63	28	up	up	ADP
cana-1803	63	29	the	the	DET
cana-1803	63	30	time	time	NOUN
cana-1803	63	31	involved	involve	VERB
cana-1803	63	32	in	in	ADP
cana-1803	63	33	generating	generating	NOUN
cana-1803	63	34	list	list	NOUN
cana-1803	63	35	of	of	ADP
cana-1803	63	36	recommendations	recommendation	NOUN
cana-1803	63	37	,	,	PUNCT
cana-1803	63	38	a	a	DET
cana-1803	63	39	parallel	parallel	ADJ
cana-1803	63	40	recommender	recommender	NOUN
cana-1803	63	41	system	system	NOUN
cana-1803	63	42	on	on	ADP
cana-1803	63	43	the	the	DET
cana-1803	63	44	basis	basis	NOUN
cana-1803	63	45	of	of	ADP
cana-1803	63	46	collaborative	collaborative	ADJ
cana-1803	63	47	filter	filter	NOUN
cana-1803	63	48	via	via	ADP
cana-1803	63	49	correntropy	correntropy	NOUN
cana-1803	63	50	was	be	AUX
cana-1803	63	51	designed	design	VERB
cana-1803	63	52	.	.	PUNCT
cana-1803	64	1	this	this	DET
cana-1803	64	2	strategy	strategy	NOUN
cana-1803	64	3	evaluated	evaluate	VERB
cana-1803	64	4	user	user	NOUN
cana-1803	64	5	similarity	similarity	NOUN
cana-1803	64	6	to	to	PART
cana-1803	64	7	minimize	minimize	VERB
cana-1803	64	8	the	the	DET
cana-1803	64	9	computational	computational	ADJ
cana-1803	64	10	cost	cost	NOUN
cana-1803	64	11	,	,	PUNCT
cana-1803	64	12	therefore	therefore	ADV
cana-1803	64	13	facilitating	facilitate	VERB
cana-1803	64	14	parallel	parallel	ADJ
cana-1803	64	15	computing	computing	NOUN
cana-1803	64	16	.	.	PUNCT
cana-1803	65	1	on	on	ADP
cana-1803	65	2	the	the	DET
cana-1803	65	3	basis	basis	NOUN
cana-1803	65	4	of	of	ADP
cana-1803	65	5	local	local	ADJ
cana-1803	65	6	aspects	aspect	NOUN
cana-1803	65	7	considered	consider	VERB
cana-1803	65	8	between	between	ADP
cana-1803	65	9	social	social	ADJ
cana-1803	65	10	network	network	NOUN
cana-1803	65	11	users	user	NOUN
cana-1803	65	12	and	and	CCONJ
cana-1803	65	13	global	global	ADJ
cana-1803	65	14	aspects	aspect	NOUN
cana-1803	65	15	,	,	PUNCT
cana-1803	65	16	a	a	DET
cana-1803	65	17	recommendation	recommendation	NOUN
cana-1803	65	18	method	method	NOUN
cana-1803	65	19	matrix	matrix	NOUN
cana-1803	65	20	factorization	factorization	NOUN
cana-1803	65	21	framework	framework	NOUN
cana-1803	65	22	was	be	AUX
cana-1803	65	23	presented	present	VERB
cana-1803	65	24	in	in	ADP
cana-1803	65	25	[	[	X
cana-1803	65	26	7	7	NUM
cana-1803	65	27	]	]	PUNCT
cana-1803	65	28	,	,	PUNCT
cana-1803	65	29	therefore	therefore	ADV
cana-1803	65	30	improving	improve	VERB
cana-1803	65	31	the	the	DET
cana-1803	65	32	correctness	correctness	NOUN
cana-1803	65	33	to	to	ADP
cana-1803	65	34	a	a	DET
cana-1803	65	35	greater	great	ADJ
cana-1803	65	36	extent	extent	NOUN
cana-1803	65	37	.	.	PUNCT
cana-1803	66	1	at	at	ADP
cana-1803	66	2	present	present	ADJ
cana-1803	66	3	,	,	PUNCT
cana-1803	66	4	several	several	ADJ
cana-1803	66	5	methods	method	NOUN
cana-1803	66	6	utilized	utilize	VERB
cana-1803	66	7	two	two	NUM
cana-1803	66	8	-	-	PUNCT
cana-1803	66	9	valued	value	VERB
cana-1803	66	10	trust	trust	NOUN
cana-1803	66	11	relationship	relationship	NOUN
cana-1803	66	12	to	to	PART
cana-1803	66	13	enhance	enhance	VERB
cana-1803	66	14	the	the	DET
cana-1803	66	15	recommendation	recommendation	NOUN
cana-1803	66	16	quality	quality	NOUN
cana-1803	66	17	but	but	CCONJ
cana-1803	66	18	however	however	ADJ
cana-1803	66	19	difference	difference	NOUN
cana-1803	66	20	of	of	ADP
cana-1803	66	21	trust	trust	NOUN
cana-1803	66	22	was	be	AUX
cana-1803	66	23	not	not	PART
cana-1803	66	24	taken	take	VERB
cana-1803	66	25	in	in	ADP
cana-1803	66	26	to	to	ADP
cana-1803	66	27	consideration	consideration	NOUN
cana-1803	66	28	.	.	PUNCT
cana-1803	67	1	to	to	PART
cana-1803	67	2	address	address	VERB
cana-1803	67	3	this	this	DET
cana-1803	67	4	issue	issue	NOUN
cana-1803	67	5	,	,	PUNCT
cana-1803	67	6	in	in	ADP
cana-1803	67	7	[	[	X
cana-1803	67	8	8	8	NUM
cana-1803	67	9	]	]	PUNCT
cana-1803	67	10	,	,	PUNCT
cana-1803	67	11	a	a	DET
cana-1803	67	12	recommendation	recommendation	NOUN
cana-1803	67	13	system	system	NOUN
cana-1803	67	14	called	call	VERB
cana-1803	67	15	,	,	PUNCT
cana-1803	67	16	social	social	ADJ
cana-1803	67	17	network	network	NOUN
cana-1803	67	18	adopts	adopt	VERB
cana-1803	67	19	topical	topical	ADJ
cana-1803	67	20	attention	attention	NOUN
cana-1803	67	21	and	and	CCONJ
cana-1803	67	22	probabilistic	probabilistic	ADJ
cana-1803	67	23	matrix	matrix	NOUN
cana-1803	67	24	factorization	factorization	NOUN
cana-1803	67	25	(	(	PUNCT
cana-1803	67	26	stapmf	stapmf	NOUN
cana-1803	67	27	)	)	PUNCT
cana-1803	67	28	was	be	AUX
cana-1803	67	29	investigated	investigate	VERB
cana-1803	67	30	.	.	PUNCT
cana-1803	68	1	here	here	ADV
cana-1803	68	2	,	,	PUNCT
cana-1803	68	3	the	the	DET
cana-1803	68	4	information	information	NOUN
cana-1803	68	5	pertaining	pertain	VERB
cana-1803	68	6	to	to	ADP
cana-1803	68	7	trust	trust	VERB
cana-1803	68	8	was	be	AUX
cana-1803	68	9	combined	combine	VERB
cana-1803	68	10	with	with	ADP
cana-1803	68	11	the	the	DET
cana-1803	68	12	topical	topical	ADJ
cana-1803	68	13	information	information	NOUN
cana-1803	68	14	using	use	VERB
cana-1803	68	15	matrix	matrix	NOUN
cana-1803	68	16	factorization	factorization	NOUN
cana-1803	68	17	based	base	VERB
cana-1803	68	18	on	on	ADP
cana-1803	68	19	probabilistic	probabilistic	ADJ
cana-1803	68	20	model	model	NOUN
cana-1803	68	21	and	and	CCONJ
cana-1803	68	22	attentionbased	attentionbase	VERB
cana-1803	68	23	recurrent	recurrent	ADJ
cana-1803	68	24	neural	neural	ADJ
cana-1803	68	25	networks	network	NOUN
cana-1803	68	26	.	.	PUNCT
cana-1803	69	1	with	with	ADP
cana-1803	69	2	this	this	PRON
cana-1803	69	3	,	,	PUNCT
cana-1803	69	4	the	the	DET
cana-1803	69	5	recommendation	recommendation	NOUN
cana-1803	69	6	performance	performance	NOUN
cana-1803	69	7	was	be	AUX
cana-1803	69	8	said	say	VERB
cana-1803	69	9	to	to	PART
cana-1803	69	10	be	be	AUX
cana-1803	69	11	improved	improve	VERB
cana-1803	69	12	.	.	PUNCT
cana-1803	70	1	yet	yet	CCONJ
cana-1803	70	2	another	another	DET
cana-1803	70	3	hybrid	hybrid	ADJ
cana-1803	70	4	recommendation	recommendation	NOUN
cana-1803	70	5	model	model	NOUN
cana-1803	70	6	based	base	VERB
cana-1803	70	7	on	on	ADP
cana-1803	70	8	review	review	NOUN
cana-1803	70	9	text	text	NOUN
cana-1803	70	10	and	and	CCONJ
cana-1803	70	11	social	social	ADJ
cana-1803	70	12	communities	community	NOUN
cana-1803	70	13	concentrating	concentrate	VERB
cana-1803	70	14	on	on	ADP
cana-1803	70	15	the	the	DET
cana-1803	70	16	recommendation	recommendation	NOUN
cana-1803	70	17	accuracy	accuracy	NOUN
cana-1803	70	18	was	be	AUX
cana-1803	70	19	modeled	model	VERB
cana-1803	70	20	in	in	ADP
cana-1803	70	21	[	[	X
cana-1803	70	22	9	9	NUM
cana-1803	70	23	]	]	PUNCT
cana-1803	70	24	.	.	PUNCT
cana-1803	71	1	a	a	DET
cana-1803	71	2	review	review	NOUN
cana-1803	71	3	of	of	ADP
cana-1803	71	4	social	social	ADJ
cana-1803	71	5	recommendation	recommendation	NOUN
cana-1803	71	6	systems	system	NOUN
cana-1803	71	7	was	be	AUX
cana-1803	71	8	investigated	investigate	VERB
cana-1803	71	9	in	in	ADP
cana-1803	71	10	[	[	X
cana-1803	71	11	10	10	NUM
cana-1803	71	12	]	]	PUNCT
cana-1803	71	13	.	.	PUNCT
cana-1803	72	1	2.2	2.2	NUM
cana-1803	72	2	multi	multi	ADJ
cana-1803	72	3	-	-	ADJ
cana-1803	72	4	agent	agent	ADJ
cana-1803	72	5	system	system	NOUN
cana-1803	72	6	a	a	DET
cana-1803	72	7	multi	multi	ADJ
cana-1803	72	8	-	-	ADJ
cana-1803	72	9	agent	agent	ADJ
cana-1803	72	10	system	system	NOUN
cana-1803	72	11	consists	consist	VERB
cana-1803	72	12	of	of	ADP
cana-1803	72	13	several	several	ADJ
cana-1803	72	14	collaborating	collaborate	VERB
cana-1803	72	15	agents	agent	NOUN
cana-1803	72	16	whose	whose	DET
cana-1803	72	17	sole	sole	ADJ
cana-1803	72	18	objective	objective	ADJ
cana-1803	72	19	differs	differ	NOUN
cana-1803	72	20	according	accord	VERB
cana-1803	72	21	to	to	ADP
cana-1803	72	22	the	the	DET
cana-1803	72	23	function	function	NOUN
cana-1803	72	24	performed	perform	VERB
cana-1803	72	25	by	by	ADP
cana-1803	72	26	each	each	DET
cana-1803	72	27	agent	agent	NOUN
cana-1803	72	28	and	and	CCONJ
cana-1803	72	29	also	also	ADV
cana-1803	72	30	the	the	DET
cana-1803	72	31	behaviors	behavior	NOUN
cana-1803	72	32	are	be	AUX
cana-1803	72	33	said	say	VERB
cana-1803	72	34	to	to	PART
cana-1803	72	35	be	be	AUX
cana-1803	72	36	organized	organize	VERB
cana-1803	72	37	via	via	ADP
cana-1803	72	38	communication	communication	NOUN
cana-1803	72	39	links	link	NOUN
cana-1803	72	40	.	.	PUNCT
cana-1803	73	1	in	in	ADP
cana-1803	73	2	[	[	X
cana-1803	73	3	11	11	NUM
cana-1803	73	4	]	]	PUNCT
cana-1803	73	5	,	,	PUNCT
cana-1803	73	6	a	a	DET
cana-1803	73	7	multi	multi	ADJ
cana-1803	73	8	-	-	ADJ
cana-1803	73	9	agent	agent	ADJ
cana-1803	73	10	system	system	NOUN
cana-1803	73	11	for	for	ADP
cana-1803	73	12	predicting	predict	VERB
cana-1803	73	13	the	the	DET
cana-1803	73	14	equipment	equipment	NOUN
cana-1803	73	15	failures	failure	NOUN
cana-1803	73	16	employing	employ	VERB
cana-1803	73	17	collaborative	collaborative	ADJ
cana-1803	73	18	learning	learning	NOUN
cana-1803	73	19	was	be	AUX
cana-1803	73	20	presented	present	VERB
cana-1803	73	21	for	for	ADP
cana-1803	73	22	optimizing	optimize	VERB
cana-1803	73	23	communication	communication	NOUN
cana-1803	73	24	cost	cost	NOUN
cana-1803	73	25	.	.	PUNCT
cana-1803	74	1	however	however	ADV
cana-1803	74	2	,	,	PUNCT
cana-1803	74	3	the	the	DET
cana-1803	74	4	negative	negative	ADJ
cana-1803	74	5	influences	influence	NOUN
cana-1803	74	6	were	be	AUX
cana-1803	74	7	not	not	PART
cana-1803	74	8	discussed	discuss	VERB
cana-1803	74	9	.	.	PUNCT
cana-1803	75	1	to	to	PART
cana-1803	75	2	address	address	VERB
cana-1803	75	3	this	this	DET
cana-1803	75	4	issue	issue	NOUN
cana-1803	75	5	,	,	PUNCT
cana-1803	75	6	in	in	ADP
cana-1803	75	7	[	[	X
cana-1803	75	8	12	12	NUM
cana-1803	75	9	]	]	PUNCT
cana-1803	75	10	,	,	PUNCT
cana-1803	75	11	sentiment	sentiment	NOUN
cana-1803	75	12	and	and	CCONJ
cana-1803	75	13	stress	stress	NOUN
cana-1803	75	14	were	be	AUX
cana-1803	75	15	employed	employ	VERB
cana-1803	75	16	for	for	ADP
cana-1803	75	17	guiding	guide	VERB
cana-1803	75	18	users	user	NOUN
cana-1803	75	19	in	in	ADP
cana-1803	75	20	online	online	ADJ
cana-1803	75	21	social	social	ADJ
cana-1803	75	22	networks	network	NOUN
cana-1803	75	23	.	.	PUNCT
cana-1803	76	1	however	however	ADV
cana-1803	76	2	,	,	PUNCT
cana-1803	76	3	the	the	DET
cana-1803	76	4	time	time	NOUN
cana-1803	76	5	delay	delay	NOUN
cana-1803	76	6	involved	involve	VERB
cana-1803	76	7	was	be	AUX
cana-1803	76	8	not	not	PART
cana-1803	76	9	focused	focused	ADJ
cana-1803	76	10	.	.	PUNCT
cana-1803	77	1	time	time	NOUN
cana-1803	77	2	delays	delay	NOUN
cana-1803	77	3	and	and	CCONJ
cana-1803	77	4	partial	partial	ADJ
cana-1803	77	5	information	information	NOUN
cana-1803	77	6	transmission	transmission	NOUN
cana-1803	77	7	was	be	AUX
cana-1803	77	8	addressed	address	VERB
cana-1803	77	9	in	in	ADP
cana-1803	77	10	[	[	X
cana-1803	77	11	13	13	NUM
cana-1803	77	12	]	]	PUNCT
cana-1803	77	13	via	via	ADP
cana-1803	77	14	distributed	distribute	VERB
cana-1803	77	15	even	even	ADV
cana-1803	77	16	triggered	trigger	VERB
cana-1803	77	17	scheme	scheme	NOUN
cana-1803	77	18	.	.	PUNCT
cana-1803	78	1	with	with	ADP
cana-1803	78	2	the	the	DET
cana-1803	78	3	evolution	evolution	NOUN
cana-1803	78	4	of	of	ADP
cana-1803	78	5	internet	internet	NOUN
cana-1803	78	6	of	of	ADP
cana-1803	78	7	things	thing	NOUN
cana-1803	78	8	(	(	PUNCT
cana-1803	78	9	iot	iot	NOUN
cana-1803	78	10	)	)	PUNCT
cana-1803	78	11	and	and	CCONJ
cana-1803	78	12	big	big	ADJ
cana-1803	78	13	data	datum	NOUN
cana-1803	78	14	,	,	PUNCT
cana-1803	78	15	group	group	NOUN
cana-1803	78	16	recommender	recommender	NOUN
cana-1803	78	17	system	system	NOUN
cana-1803	78	18	has	have	AUX
cana-1803	78	19	evolved	evolve	VERB
cana-1803	78	20	for	for	ADP
cana-1803	78	21	trusted	trust	VERB
cana-1803	78	22	social	social	ADJ
cana-1803	78	23	networks	network	NOUN
cana-1803	78	24	.	.	PUNCT
cana-1803	79	1	a	a	DET
cana-1803	79	2	group	group	NOUN
cana-1803	79	3	recommender	recommender	NOUN
cana-1803	79	4	system	system	NOUN
cana-1803	79	5	was	be	AUX
cana-1803	79	6	proposed	propose	VERB
cana-1803	79	7	in	in	ADP
cana-1803	79	8	[	[	X
cana-1803	79	9	14	14	NUM
cana-1803	79	10	]	]	PUNCT
cana-1803	79	11	with	with	ADP
cana-1803	79	12	the	the	DET
cana-1803	79	13	objective	objective	NOUN
cana-1803	79	14	of	of	ADP
cana-1803	79	15	improving	improve	VERB
cana-1803	79	16	the	the	DET
cana-1803	79	17	accuracy	accuracy	NOUN
cana-1803	79	18	.	.	PUNCT
cana-1803	80	1	an	an	DET
cana-1803	80	2	agent	agent	NOUN
cana-1803	80	3	-	-	PUNCT
cana-1803	80	4	based	base	VERB
cana-1803	80	5	simulation	simulation	NOUN
cana-1803	80	6	using	use	VERB
cana-1803	80	7	context	context	NOUN
cana-1803	80	8	-	-	PUNCT
cana-1803	80	9	based	base	VERB
cana-1803	80	10	recommendation	recommendation	NOUN
cana-1803	80	11	was	be	AUX
cana-1803	80	12	designed	design	VERB
cana-1803	80	13	in	in	ADP
cana-1803	80	14	[	[	X
cana-1803	80	15	15	15	NUM
cana-1803	80	16	]	]	PUNCT
cana-1803	80	17	.	.	PUNCT
cana-1803	81	1	meantime	meantime	ADV
cana-1803	81	2	,	,	PUNCT
cana-1803	81	3	in	in	ADP
cana-1803	81	4	today	today	NOUN
cana-1803	81	5	’s	’s	PART
cana-1803	81	6	era	era	NOUN
cana-1803	81	7	,	,	PUNCT
cana-1803	81	8	several	several	ADJ
cana-1803	81	9	people	people	NOUN
cana-1803	81	10	and	and	CCONJ
cana-1803	81	11	users	user	NOUN
cana-1803	81	12	are	be	AUX
cana-1803	81	13	resisted	resist	VERB
cana-1803	81	14	with	with	ADP
cana-1803	81	15	viral	viral	ADJ
cana-1803	81	16	new	new	ADJ
cana-1803	81	17	articles	article	NOUN
cana-1803	81	18	via	via	ADP
cana-1803	81	19	social	social	ADJ
cana-1803	81	20	media	medium	NOUN
cana-1803	81	21	or	or	CCONJ
cana-1803	81	22	social	social	ADJ
cana-1803	81	23	networking	networking	NOUN
cana-1803	81	24	sites	site	NOUN
cana-1803	81	25	,	,	PUNCT
cana-1803	81	26	free	free	ADJ
cana-1803	81	27	of	of	ADP
cana-1803	81	28	cost	cost	NOUN
cana-1803	81	29	without	without	ADP
cana-1803	81	30	taking	take	VERB
cana-1803	81	31	into	into	ADP
cana-1803	81	32	consideration	consideration	NOUN
cana-1803	81	33	the	the	DET
cana-1803	81	34	new	new	ADJ
cana-1803	81	35	sites	site	NOUN
cana-1803	81	36	into	into	ADP
cana-1803	81	37	the	the	DET
cana-1803	81	38	market	market	NOUN
cana-1803	81	39	.	.	PUNCT
cana-1803	82	1	mining	mine	VERB
cana-1803	82	2	these	these	DET
cana-1803	82	3	new	new	ADJ
cana-1803	82	4	sites	site	NOUN
cana-1803	82	5	has	have	AUX
cana-1803	82	6	become	become	VERB
cana-1803	82	7	one	one	NUM
cana-1803	82	8	more	more	ADJ
cana-1803	82	9	key	key	ADJ
cana-1803	82	10	confronts	confront	NOUN
cana-1803	82	11	.	.	PUNCT
cana-1803	83	1	to	to	PART
cana-1803	83	2	address	address	VERB
cana-1803	83	3	this	this	DET
cana-1803	83	4	issue	issue	NOUN
cana-1803	83	5	,	,	PUNCT
cana-1803	83	6	a	a	DET
cana-1803	83	7	fuzzy	fuzzy	ADJ
cana-1803	83	8	logic	logic	NOUN
cana-1803	83	9	model	model	NOUN
cana-1803	83	10	for	for	ADP
cana-1803	83	11	predicting	predict	VERB
cana-1803	83	12	users	user	NOUN
cana-1803	83	13	’	'	PUNCT
cana-1803	83	14	different	different	ADJ
cana-1803	83	15	interest	interest	NOUN
cana-1803	83	16	and	and	CCONJ
cana-1803	83	17	its	its	PRON
cana-1803	83	18	classifications	classification	NOUN
cana-1803	83	19	by	by	ADP
cana-1803	83	20	inspecting	inspect	VERB
cana-1803	83	21	their	their	PRON
cana-1803	83	22	inferred	infer	VERB
cana-1803	83	23	user	user	NOUN
cana-1803	83	24	profile	profile	NOUN
cana-1803	83	25	was	be	AUX
cana-1803	83	26	proposed	propose	VERB
cana-1803	83	27	in	in	ADP
cana-1803	83	28	[	[	X
cana-1803	83	29	16	16	NUM
cana-1803	83	30	]	]	PUNCT
cana-1803	83	31	.	.	PUNCT
cana-1803	84	1	with	with	ADP
cana-1803	84	2	this	this	PRON
cana-1803	84	3	the	the	DET
cana-1803	84	4	recommendation	recommendation	NOUN
cana-1803	84	5	accuracy	accuracy	NOUN
cana-1803	84	6	was	be	AUX
cana-1803	84	7	found	find	VERB
cana-1803	84	8	to	to	PART
cana-1803	84	9	be	be	AUX
cana-1803	84	10	improved	improve	VERB
cana-1803	84	11	.	.	PUNCT
cana-1803	85	1	2.3	2.3	NUM
cana-1803	85	2	recommender	recommender	NOUN
cana-1803	85	3	system	system	NOUN
cana-1803	85	4	using	use	VERB
cana-1803	85	5	multi	multi	NOUN
cana-1803	85	6	-	-	NOUN
cana-1803	85	7	agent	agent	NOUN
cana-1803	85	8	by	by	ADP
cana-1803	85	9	personalising	personalise	VERB
cana-1803	85	10	and	and	CCONJ
cana-1803	85	11	providing	provide	VERB
cana-1803	85	12	recommendations	recommendation	NOUN
cana-1803	85	13	to	to	ADP
cana-1803	85	14	social	social	ADJ
cana-1803	85	15	network	network	NOUN
cana-1803	85	16	users	user	NOUN
cana-1803	85	17	according	accord	VERB
cana-1803	85	18	to	to	ADP
cana-1803	85	19	their	their	PRON
cana-1803	85	20	interests	interest	NOUN
cana-1803	85	21	,	,	PUNCT
cana-1803	85	22	recommender	recommender	NOUN
cana-1803	85	23	systems	system	NOUN
cana-1803	85	24	(	(	PUNCT
cana-1803	85	25	rss	rss	NOUN
cana-1803	85	26	)	)	PUNCT
cana-1803	85	27	have	have	AUX
cana-1803	85	28	emerged	emerge	VERB
cana-1803	85	29	as	as	ADP
cana-1803	85	30	a	a	DET
cana-1803	85	31	solution	solution	NOUN
cana-1803	85	32	to	to	ADP
cana-1803	85	33	the	the	DET
cana-1803	85	34	problems	problem	NOUN
cana-1803	85	35	associated	associate	VERB
cana-1803	85	36	with	with	ADP
cana-1803	85	37	information	information	NOUN
cana-1803	85	38	overload	overload	NOUN
cana-1803	85	39	.	.	PUNCT
cana-1803	86	1	the	the	DET
cana-1803	86	2	proposal	proposal	NOUN
cana-1803	86	3	in	in	ADP
cana-1803	86	4	[	[	X
cana-1803	86	5	17	17	NUM
cana-1803	86	6	]	]	PUNCT
cana-1803	86	7	involved	involve	VERB
cana-1803	86	8	the	the	DET
cana-1803	86	9	use	use	NOUN
cana-1803	86	10	of	of	ADP
cana-1803	86	11	a	a	DET
cana-1803	86	12	genetic	genetic	ADJ
cana-1803	86	13	algorithm	algorithm	NOUN
cana-1803	86	14	(	(	PUNCT
cana-1803	86	15	ga	ga	NOUN
cana-1803	86	16	)	)	PUNCT
cana-1803	86	17	based	base	VERB
cana-1803	86	18	on	on	ADP
cana-1803	86	19	multi	multi	ADJ
cana-1803	86	20	-	-	ADJ
cana-1803	86	21	agent	agent	ADJ
cana-1803	86	22	negotiation	negotiation	NOUN
cana-1803	86	23	(	(	PUNCT
cana-1803	86	24	ga	ga	NOUN
cana-1803	86	25	-	-	PUNCT
cana-1803	86	26	mans	man	NOUN
cana-1803	86	27	)	)	PUNCT
cana-1803	86	28	,	,	PUNCT
cana-1803	86	29	in	in	ADP
cana-1803	86	30	which	which	PRON
cana-1803	86	31	every	every	DET
cana-1803	86	32	agent	agent	NOUN
cana-1803	86	33	acted	act	VERB
cana-1803	86	34	on	on	ADP
cana-1803	86	35	behalf	behalf	NOUN
cana-1803	86	36	of	of	ADP
cana-1803	86	37	a	a	DET
cana-1803	86	38	group	group	NOUN
cana-1803	86	39	member	member	NOUN
cana-1803	86	40	.	.	PUNCT
cana-1803	87	1	it	it	PRON
cana-1803	87	2	was	be	AUX
cana-1803	87	3	discovered	discover	VERB
cana-1803	87	4	that	that	SCONJ
cana-1803	87	5	model	model	NOUN
cana-1803	87	6	accuracy	accuracy	NOUN
cana-1803	87	7	increased	increase	VERB
cana-1803	87	8	with	with	ADP
cana-1803	87	9	this	this	DET
cana-1803	87	10	integration	integration	NOUN
cana-1803	87	11	.	.	PUNCT
cana-1803	88	1	in	in	ADP
cana-1803	88	2	[	[	X
cana-1803	88	3	18	18	NUM
cana-1803	88	4	]	]	PUNCT
cana-1803	88	5	,	,	PUNCT
cana-1803	88	6	semantic	semantic	ADJ
cana-1803	88	7	web	web	NOUN
cana-1803	88	8	technologies	technology	NOUN
cana-1803	88	9	were	be	AUX
cana-1803	88	10	utilised	utilise	VERB
cana-1803	88	11	to	to	PART
cana-1803	88	12	make	make	VERB
cana-1803	88	13	a	a	DET
cana-1803	88	14	timely	timely	ADJ
cana-1803	88	15	and	and	CCONJ
cana-1803	88	16	cost	cost	NOUN
cana-1803	88	17	-	-	PUNCT
cana-1803	88	18	effective	effective	ADJ
cana-1803	88	19	contribution	contribution	NOUN
cana-1803	88	20	to	to	ADP
cana-1803	88	21	the	the	DET
cana-1803	88	22	school	school	NOUN
cana-1803	88	23	recommender	recommender	NOUN
cana-1803	88	24	system	system	NOUN
cana-1803	88	25	.	.	PUNCT
cana-1803	89	1	communications	communication	NOUN
cana-1803	89	2	on	on	ADP
cana-1803	89	3	applied	apply	VERB
cana-1803	89	4	nonlinear	nonlinear	ADJ
cana-1803	89	5	analysis	analysis	NOUN
cana-1803	89	6	issn	issn	NOUN
cana-1803	89	7	:	:	PUNCT
cana-1803	89	8	1074	1074	NUM
cana-1803	89	9	-	-	PUNCT
cana-1803	89	10	133x	133x	NUM
cana-1803	89	11	vol	vol	NOUN
cana-1803	89	12	32	32	NUM
cana-1803	89	13	no	no	NOUN
cana-1803	89	14	.	.	NOUN
cana-1803	89	15	2	2	NUM
cana-1803	89	16	(	(	PUNCT
cana-1803	89	17	2025	2025	NUM
cana-1803	89	18	)	)	PUNCT
cana-1803	89	19	537	537	NUM
cana-1803	89	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	89	21	another	another	DET
cana-1803	89	22	location	location	NOUN
cana-1803	89	23	-	-	PUNCT
cana-1803	89	24	based	base	VERB
cana-1803	89	25	social	social	ADJ
cana-1803	89	26	network	network	NOUN
cana-1803	89	27	was	be	AUX
cana-1803	89	28	used	use	VERB
cana-1803	89	29	in	in	ADP
cana-1803	89	30	[	[	X
cana-1803	89	31	19	19	NUM
cana-1803	89	32	]	]	PUNCT
cana-1803	89	33	in	in	ADP
cana-1803	89	34	an	an	DET
cana-1803	89	35	effort	effort	NOUN
cana-1803	89	36	to	to	PART
cana-1803	89	37	enhance	enhance	VERB
cana-1803	89	38	the	the	DET
cana-1803	89	39	user	user	NOUN
cana-1803	89	40	experience	experience	NOUN
cana-1803	89	41	overall	overall	ADV
cana-1803	89	42	,	,	PUNCT
cana-1803	89	43	which	which	PRON
cana-1803	89	44	helped	help	VERB
cana-1803	89	45	to	to	PART
cana-1803	89	46	produce	produce	VERB
cana-1803	89	47	recommendations	recommendation	NOUN
cana-1803	89	48	that	that	PRON
cana-1803	89	49	were	be	AUX
cana-1803	89	50	more	more	ADV
cana-1803	89	51	optimal	optimal	ADJ
cana-1803	89	52	.	.	PUNCT
cana-1803	90	1	the	the	DET
cana-1803	90	2	aforementioned	aforementioned	ADJ
cana-1803	90	3	techniques	technique	NOUN
cana-1803	90	4	for	for	ADP
cana-1803	90	5	making	make	VERB
cana-1803	90	6	recommendations	recommendation	NOUN
cana-1803	90	7	are	be	AUX
cana-1803	90	8	effective	effective	ADJ
cana-1803	90	9	in	in	ADP
cana-1803	90	10	certain	certain	ADJ
cana-1803	90	11	respects	respect	NOUN
cana-1803	90	12	,	,	PUNCT
cana-1803	90	13	but	but	CCONJ
cana-1803	90	14	they	they	PRON
cana-1803	90	15	fall	fall	VERB
cana-1803	90	16	short	short	ADV
cana-1803	90	17	in	in	ADP
cana-1803	90	18	addressing	address	VERB
cana-1803	90	19	the	the	DET
cana-1803	90	20	issue	issue	NOUN
cana-1803	90	21	of	of	ADP
cana-1803	90	22	mean	mean	ADJ
cana-1803	90	23	absolute	absolute	ADJ
cana-1803	90	24	error	error	NOUN
cana-1803	90	25	since	since	SCONJ
cana-1803	90	26	users	user	NOUN
cana-1803	90	27	'	'	PART
cana-1803	90	28	preferences	preference	NOUN
cana-1803	90	29	change	change	VERB
cana-1803	90	30	over	over	ADP
cana-1803	90	31	time	time	NOUN
cana-1803	90	32	.	.	PUNCT
cana-1803	91	1	therefore	therefore	ADV
cana-1803	91	2	,	,	PUNCT
cana-1803	91	3	utilising	utilise	VERB
cana-1803	91	4	a	a	DET
cana-1803	91	5	recommendation	recommendation	NOUN
cana-1803	91	6	model	model	NOUN
cana-1803	91	7	to	to	PART
cana-1803	91	8	deploy	deploy	VERB
cana-1803	91	9	a	a	DET
cana-1803	91	10	single	single	ADJ
cana-1803	91	11	agent	agent	NOUN
cana-1803	91	12	system	system	NOUN
cana-1803	91	13	wo	will	AUX
cana-1803	91	14	n't	not	PART
cana-1803	91	15	aid	aid	VERB
cana-1803	91	16	in	in	ADP
cana-1803	91	17	maximising	maximise	VERB
cana-1803	91	18	accuracy	accuracy	NOUN
cana-1803	91	19	and	and	CCONJ
cana-1803	91	20	speed	speed	NOUN
cana-1803	91	21	.	.	PUNCT
cana-1803	92	1	we	we	PRON
cana-1803	92	2	suggested	suggest	VERB
cana-1803	92	3	a	a	DET
cana-1803	92	4	friedman	friedman	NOUN
cana-1803	92	5	and	and	CCONJ
cana-1803	92	6	frobenius	frobenius	ADJ
cana-1803	92	7	matrix	matrix	NOUN
cana-1803	92	8	collaborative	collaborative	ADJ
cana-1803	92	9	recommendation	recommendation	NOUN
cana-1803	92	10	(	(	PUNCT
cana-1803	92	11	f	f	X
cana-1803	92	12	-	-	PUNCT
cana-1803	92	13	fmcr	fmcr	NOUN
cana-1803	92	14	)	)	PUNCT
cana-1803	92	15	employing	employ	VERB
cana-1803	92	16	multi	multi	NOUN
cana-1803	92	17	-	-	NOUN
cana-1803	92	18	agent	agent	NOUN
cana-1803	92	19	for	for	ADP
cana-1803	92	20	social	social	ADJ
cana-1803	92	21	networks	network	NOUN
cana-1803	92	22	to	to	PART
cana-1803	92	23	help	help	VERB
cana-1803	92	24	users	user	NOUN
cana-1803	92	25	of	of	ADP
cana-1803	92	26	social	social	ADJ
cana-1803	92	27	networks	network	NOUN
cana-1803	92	28	through	through	ADP
cana-1803	92	29	useful	useful	ADJ
cana-1803	92	30	recommendations	recommendation	NOUN
cana-1803	92	31	in	in	ADP
cana-1803	92	32	order	order	NOUN
cana-1803	92	33	to	to	PART
cana-1803	92	34	overcome	overcome	VERB
cana-1803	92	35	the	the	DET
cana-1803	92	36	shortcomings	shortcoming	NOUN
cana-1803	92	37	of	of	ADP
cana-1803	92	38	the	the	DET
cana-1803	92	39	current	current	ADJ
cana-1803	92	40	recommender	recommender	NOUN
cana-1803	92	41	systems	system	NOUN
cana-1803	92	42	.	.	PUNCT
cana-1803	93	1	our	our	PRON
cana-1803	93	2	suggested	suggest	VERB
cana-1803	93	3	recommendation	recommendation	NOUN
cana-1803	93	4	technique	technique	NOUN
cana-1803	93	5	offers	offer	VERB
cana-1803	93	6	a	a	DET
cana-1803	93	7	more	more	ADV
cana-1803	93	8	effective	effective	ADJ
cana-1803	93	9	strategy	strategy	NOUN
cana-1803	93	10	to	to	PART
cana-1803	93	11	address	address	VERB
cana-1803	93	12	the	the	DET
cana-1803	93	13	multi	multi	ADJ
cana-1803	93	14	-	-	ADJ
cana-1803	93	15	agent	agent	ADJ
cana-1803	93	16	recommender	recommender	NOUN
cana-1803	93	17	system	system	NOUN
cana-1803	93	18	's	's	PART
cana-1803	93	19	accuracy	accuracy	NOUN
cana-1803	93	20	and	and	CCONJ
cana-1803	93	21	error	error	NOUN
cana-1803	93	22	problems	problem	NOUN
cana-1803	93	23	.	.	PUNCT
cana-1803	94	1	3	3	X
cana-1803	94	2	.	.	X
cana-1803	94	3	friedman	friedman	PROPN
cana-1803	94	4	and	and	CCONJ
cana-1803	94	5	frobenius	frobenius	ADJ
cana-1803	94	6	matrix	matrix	NOUN
cana-1803	94	7	collaborative	collaborative	ADJ
cana-1803	94	8	recommendation	recommendation	NOUN
cana-1803	94	9	(	(	PUNCT
cana-1803	94	10	f	f	X
cana-1803	94	11	-	-	PUNCT
cana-1803	94	12	fmcr	fmcr	NOUN
cana-1803	94	13	)	)	PUNCT
cana-1803	94	14	using	use	VERB
cana-1803	94	15	multi	multi	NOUN
cana-1803	94	16	-	-	NOUN
cana-1803	94	17	agent	agent	NOUN
cana-1803	94	18	for	for	ADP
cana-1803	94	19	social	social	ADJ
cana-1803	94	20	networks	network	NOUN
cana-1803	94	21	in	in	ADP
cana-1803	94	22	this	this	DET
cana-1803	94	23	section	section	NOUN
cana-1803	94	24	,	,	PUNCT
cana-1803	94	25	the	the	DET
cana-1803	94	26	proposed	propose	VERB
cana-1803	94	27	friedman	friedman	NOUN
cana-1803	94	28	and	and	CCONJ
cana-1803	94	29	frobenius	frobenius	ADJ
cana-1803	94	30	matrix	matrix	NOUN
cana-1803	94	31	collaborative	collaborative	ADJ
cana-1803	94	32	recommendation	recommendation	NOUN
cana-1803	94	33	(	(	PUNCT
cana-1803	94	34	ffmcr	ffmcr	ADJ
cana-1803	94	35	)	)	PUNCT
cana-1803	94	36	method	method	NOUN
cana-1803	94	37	for	for	ADP
cana-1803	94	38	providing	provide	VERB
cana-1803	94	39	recommendations	recommendation	NOUN
cana-1803	94	40	to	to	ADP
cana-1803	94	41	users	user	NOUN
cana-1803	94	42	about	about	ADP
cana-1803	94	43	other	other	ADJ
cana-1803	94	44	users	user	NOUN
cana-1803	94	45	via	via	ADP
cana-1803	94	46	grading	grade	VERB
cana-1803	94	47	is	be	AUX
cana-1803	94	48	presented	present	VERB
cana-1803	94	49	.	.	PUNCT
cana-1803	95	1	first	first	ADV
cana-1803	95	2	,	,	PUNCT
cana-1803	95	3	a	a	DET
cana-1803	95	4	system	system	NOUN
cana-1803	95	5	model	model	NOUN
cana-1803	95	6	for	for	ADP
cana-1803	95	7	the	the	DET
cana-1803	95	8	design	design	NOUN
cana-1803	95	9	of	of	ADP
cana-1803	95	10	f	f	PROPN
cana-1803	95	11	-	-	PUNCT
cana-1803	95	12	fmcr	fmcr	NOUN
cana-1803	95	13	is	be	AUX
cana-1803	95	14	provided	provide	VERB
cana-1803	95	15	.	.	PUNCT
cana-1803	96	1	next	next	ADV
cana-1803	96	2	,	,	PUNCT
cana-1803	96	3	the	the	DET
cana-1803	96	4	framework	framework	NOUN
cana-1803	96	5	of	of	ADP
cana-1803	96	6	the	the	DET
cana-1803	96	7	relevant	relevant	ADJ
cana-1803	96	8	tweet	tweet	NOUN
cana-1803	96	9	selection	selection	NOUN
cana-1803	96	10	using	use	VERB
cana-1803	96	11	mapreduce	mapreduce	PROPN
cana-1803	96	12	friedman	friedman	PROPN
cana-1803	96	13	relevant	relevant	ADJ
cana-1803	96	14	tweet	tweet	NOUN
cana-1803	96	15	selection	selection	NOUN
cana-1803	96	16	model	model	NOUN
cana-1803	96	17	is	be	AUX
cana-1803	96	18	described	describe	VERB
cana-1803	96	19	.	.	PUNCT
cana-1803	97	1	finally	finally	ADV
cana-1803	97	2	,	,	PUNCT
cana-1803	97	3	the	the	DET
cana-1803	97	4	processes	process	NOUN
cana-1803	97	5	of	of	ADP
cana-1803	97	6	recommendation	recommendation	NOUN
cana-1803	97	7	system	system	NOUN
cana-1803	97	8	using	use	VERB
cana-1803	97	9	frobenius	frobenius	ADJ
cana-1803	97	10	matrix	matrix	NOUN
cana-1803	97	11	collaborative	collaborative	NOUN
cana-1803	97	12	recommender	recommender	NOUN
cana-1803	97	13	model	model	NOUN
cana-1803	97	14	are	be	AUX
cana-1803	97	15	illustrated	illustrate	VERB
cana-1803	97	16	specifically	specifically	ADV
cana-1803	97	17	.	.	PUNCT
cana-1803	98	1	3.1	3.1	NUM
cana-1803	98	2	system	system	NOUN
cana-1803	98	3	model	model	NOUN
cana-1803	98	4	let	let	VERB
cana-1803	98	5	us	we	PRON
cana-1803	98	6	consider	consider	VERB
cana-1803	98	7	a	a	DET
cana-1803	98	8	social	social	ADJ
cana-1803	98	9	communication	communication	NOUN
cana-1803	98	10	system	system	NOUN
cana-1803	98	11	that	that	PRON
cana-1803	98	12	shows	show	VERB
cana-1803	98	13	the	the	DET
cana-1803	98	14	relationship	relationship	NOUN
cana-1803	98	15	between	between	ADP
cana-1803	98	16	users	user	NOUN
cana-1803	98	17	in	in	ADP
cana-1803	98	18	a	a	DET
cana-1803	98	19	recommender	recommender	NOUN
cana-1803	98	20	system	system	NOUN
cana-1803	98	21	.	.	PUNCT
cana-1803	99	1	here	here	ADV
cana-1803	99	2	,	,	PUNCT
cana-1803	99	3	social	social	ADJ
cana-1803	99	4	communication	communication	NOUN
cana-1803	99	5	denotes	denote	VERB
cana-1803	99	6	the	the	DET
cana-1803	99	7	links	link	NOUN
cana-1803	99	8	between	between	ADP
cana-1803	99	9	users	user	NOUN
cana-1803	99	10	in	in	ADP
cana-1803	99	11	complicated	complicated	ADJ
cana-1803	99	12	networks	network	NOUN
cana-1803	99	13	.	.	PUNCT
cana-1803	100	1	it	it	PRON
cana-1803	100	2	represents	represent	VERB
cana-1803	100	3	the	the	DET
cana-1803	100	4	direct	direct	ADJ
cana-1803	100	5	relationship	relationship	NOUN
cana-1803	100	6	between	between	ADP
cana-1803	100	7	users	user	NOUN
cana-1803	100	8	.	.	PUNCT
cana-1803	101	1	the	the	DET
cana-1803	101	2	nodes	node	NOUN
cana-1803	101	3	in	in	ADP
cana-1803	101	4	social	social	ADJ
cana-1803	101	5	communication	communication	NOUN
cana-1803	101	6	system	system	NOUN
cana-1803	101	7	of	of	ADP
cana-1803	101	8	social	social	ADJ
cana-1803	101	9	network	network	NOUN
cana-1803	101	10	denotes	denote	VERB
cana-1803	101	11	the	the	DET
cana-1803	101	12	social	social	ADJ
cana-1803	101	13	network	network	NOUN
cana-1803	101	14	users	user	NOUN
cana-1803	101	15	,	,	PUNCT
cana-1803	101	16	the	the	DET
cana-1803	101	17	edges	edge	NOUN
cana-1803	101	18	denotes	denote	VERB
cana-1803	101	19	the	the	DET
cana-1803	101	20	communications	communication	NOUN
cana-1803	101	21	made	make	VERB
cana-1803	101	22	between	between	ADP
cana-1803	101	23	the	the	DET
cana-1803	101	24	social	social	ADJ
cana-1803	101	25	network	network	NOUN
cana-1803	101	26	users	user	NOUN
cana-1803	101	27	(	(	PUNCT
cana-1803	101	28	i.e.	i.e.	X
cana-1803	101	29	users	user	NOUN
cana-1803	101	30	)	)	PUNCT
cana-1803	101	31	and	and	CCONJ
cana-1803	101	32	finally	finally	ADV
cana-1803	101	33	,	,	PUNCT
cana-1803	101	34	the	the	DET
cana-1803	101	35	weights	weight	NOUN
cana-1803	101	36	denotes	denote	VERB
cana-1803	101	37	the	the	DET
cana-1803	101	38	ratings	rating	NOUN
cana-1803	101	39	obtained	obtain	VERB
cana-1803	101	40	for	for	ADP
cana-1803	101	41	a	a	DET
cana-1803	101	42	particular	particular	ADJ
cana-1803	101	43	interaction	interaction	NOUN
cana-1803	101	44	.	.	PUNCT
cana-1803	102	1	this	this	PRON
cana-1803	102	2	is	be	AUX
cana-1803	102	3	mathematically	mathematically	ADV
cana-1803	102	4	expressed	express	VERB
cana-1803	102	5	as	as	ADP
cana-1803	102	6	given	give	VERB
cana-1803	102	7	below	below	ADP
cana-1803	102	8	.	.	PUNCT
cana-1803	103	1	𝑆𝑁	𝑆𝑁	PROPN
cana-1803	103	2	=	=	SYM
cana-1803	103	3	{	{	PUNCT
cana-1803	103	4	𝑁𝑜𝑑𝑒𝑠	𝑁𝑜𝑑𝑒𝑠	PROPN
cana-1803	103	5	,	,	PUNCT
cana-1803	103	6	𝐸𝑑𝑔𝑒𝑠	𝐸𝑑𝑔𝑒𝑠	PROPN
cana-1803	103	7	,	,	PUNCT
cana-1803	103	8	𝑆𝑖𝑔𝑛𝑖𝑓𝑖𝑐𝑎𝑛𝑐𝑒	𝑆𝑖𝑔𝑛𝑖𝑓𝑖𝑐𝑎𝑛𝑐𝑒	PROPN
cana-1803	103	9	}	}	PUNCT
cana-1803	103	10	(	(	PUNCT
cana-1803	103	11	1	1	X
cana-1803	103	12	)	)	PUNCT
cana-1803	103	13	the	the	DET
cana-1803	103	14	social	social	ADJ
cana-1803	103	15	communication	communication	NOUN
cana-1803	103	16	system	system	NOUN
cana-1803	103	17	above	above	ADP
cana-1803	103	18	or	or	CCONJ
cana-1803	103	19	the	the	DET
cana-1803	103	20	social	social	ADJ
cana-1803	103	21	network	network	NOUN
cana-1803	103	22	is	be	AUX
cana-1803	103	23	represented	represent	VERB
cana-1803	103	24	as	as	ADP
cana-1803	103	25	triplets	triplet	NOUN
cana-1803	103	26	.	.	PUNCT
cana-1803	104	1	from	from	ADP
cana-1803	104	2	the	the	DET
cana-1803	104	3	above	above	ADJ
cana-1803	104	4	equation	equation	NOUN
cana-1803	104	5	(	(	PUNCT
cana-1803	104	6	1	1	NUM
cana-1803	104	7	)	)	PUNCT
cana-1803	104	8	,	,	PUNCT
cana-1803	104	9	nodes	nod	VERB
cana-1803	104	10	‘	'	PUNCT
cana-1803	104	11	𝑁	𝑁	NOUN
cana-1803	104	12	’	'	PUNCT
cana-1803	104	13	represents	represent	VERB
cana-1803	104	14	the	the	DET
cana-1803	104	15	number	number	NOUN
cana-1803	104	16	of	of	ADP
cana-1803	104	17	users	user	NOUN
cana-1803	104	18	‘	'	PUNCT
cana-1803	104	19	𝑈	𝑈	PROPN
cana-1803	104	20	=	=	SYM
cana-1803	104	21	{	{	PUNCT
cana-1803	104	22	𝑢1	𝑢1	PROPN
cana-1803	104	23	,	,	PUNCT
cana-1803	104	24	𝑢2	𝑢2	PROPN
cana-1803	104	25	,	,	PUNCT
cana-1803	104	26	…	…	PUNCT
cana-1803	104	27	,	,	PUNCT
cana-1803	104	28	𝑢𝑛	𝑢𝑛	NOUN
cana-1803	104	29	}	}	PUNCT
cana-1803	104	30	’	'	PUNCT
cana-1803	104	31	in	in	ADP
cana-1803	104	32	social	social	ADJ
cana-1803	104	33	network	network	NOUN
cana-1803	104	34	,	,	PUNCT
cana-1803	104	35	edges	edge	NOUN
cana-1803	104	36	‘	'	PUNCT
cana-1803	104	37	𝐸	𝐸	PROPN
cana-1803	104	38	’	'	PUNCT
cana-1803	104	39	represents	represent	VERB
cana-1803	104	40	the	the	DET
cana-1803	104	41	multitude	multitude	NOUN
cana-1803	104	42	of	of	ADP
cana-1803	104	43	communication	communication	NOUN
cana-1803	104	44	relationships	relationship	NOUN
cana-1803	104	45	‘	'	PUNCT
cana-1803	104	46	𝐶	𝐶	PROPN
cana-1803	104	47	=	=	SYM
cana-1803	104	48	𝑐𝑢1𝑢2	𝑐𝑢1𝑢2	PROPN
cana-1803	104	49	,	,	PUNCT
cana-1803	104	50	𝑐𝑢3𝑢4	𝑐𝑢3𝑢4	PROPN
cana-1803	104	51	,	,	PUNCT
cana-1803	104	52	…	…	PUNCT
cana-1803	104	53	,	,	PUNCT
cana-1803	104	54	𝑐𝑢𝑙𝑢𝑙+1	𝑐𝑢𝑙𝑢𝑙+1	X
cana-1803	104	55	’	'	PUNCT
cana-1803	104	56	and	and	CCONJ
cana-1803	104	57	significance	significance	NOUN
cana-1803	104	58	is	be	AUX
cana-1803	104	59	the	the	DET
cana-1803	104	60	rating	rating	NOUN
cana-1803	104	61	represented	represent	VERB
cana-1803	104	62	by	by	ADP
cana-1803	104	63	‘	'	PUNCT
cana-1803	104	64	𝑅	𝑅	PROPN
cana-1803	104	65	=	=	SYM
cana-1803	104	66	𝑟𝑢1𝑢2	𝑟𝑢1𝑢2	PROPN
cana-1803	104	67	,	,	PUNCT
cana-1803	104	68	𝑟𝑢3𝑢4	𝑟𝑢3𝑢4	PROPN
cana-1803	104	69	,	,	PUNCT
cana-1803	104	70	…	…	PUNCT
cana-1803	104	71	,	,	PUNCT
cana-1803	104	72	𝑟𝑢𝑙𝑢𝑙+1	𝑟𝑢𝑙𝑢𝑙+1	PROPN
cana-1803	104	73	’	'	PUNCT
cana-1803	104	74	respectively	respectively	ADV
cana-1803	104	75	.	.	PUNCT
cana-1803	105	1	in	in	ADP
cana-1803	105	2	addition	addition	NOUN
cana-1803	105	3	let	let	VERB
cana-1803	105	4	us	we	PRON
cana-1803	105	5	consider	consider	VERB
cana-1803	105	6	a	a	DET
cana-1803	105	7	multi	multi	ADJ
cana-1803	105	8	-	-	ADJ
cana-1803	105	9	agent	agent	ADJ
cana-1803	105	10	system	system	NOUN
cana-1803	105	11	that	that	PRON
cana-1803	105	12	consists	consist	VERB
cana-1803	105	13	of	of	ADP
cana-1803	105	14	‘	'	PUNCT
cana-1803	105	15	𝑛	𝑛	ADJ
cana-1803	105	16	’	'	PUNCT
cana-1803	105	17	agents	agent	NOUN
cana-1803	105	18	‘	'	PUNCT
cana-1803	105	19	𝐴	𝐴	NOUN
cana-1803	105	20	=	=	SYM
cana-1803	105	21	𝑎1	𝑎1	PROPN
cana-1803	105	22	,	,	PUNCT
cana-1803	105	23	𝑎2	𝑎2	PROPN
cana-1803	105	24	,	,	PUNCT
cana-1803	105	25	…	…	PUNCT
cana-1803	105	26	.	.	PUNCT
cana-1803	106	1	𝑎𝑛	𝑎𝑛	X
cana-1803	106	2	’	'	PUNCT
cana-1803	106	3	respectively	respectively	ADV
cana-1803	106	4	with	with	SCONJ
cana-1803	106	5	each	each	DET
cana-1803	106	6	agent	agent	NOUN
cana-1803	106	7	responsible	responsible	ADJ
cana-1803	106	8	with	with	ADP
cana-1803	106	9	specific	specific	ADJ
cana-1803	106	10	function	function	NOUN
cana-1803	106	11	to	to	PART
cana-1803	106	12	be	be	AUX
cana-1803	106	13	performed	perform	VERB
cana-1803	106	14	.	.	PUNCT
cana-1803	107	1	these	these	DET
cana-1803	107	2	multi	multi	ADJ
cana-1803	107	3	-	-	ADJ
cana-1803	107	4	agent	agent	ADJ
cana-1803	107	5	based	base	VERB
cana-1803	107	6	systems	system	NOUN
cana-1803	107	7	will	will	AUX
cana-1803	107	8	be	be	AUX
cana-1803	107	9	used	use	VERB
cana-1803	107	10	as	as	ADP
cana-1803	107	11	data	data	NOUN
cana-1803	107	12	mining	mining	NOUN
cana-1803	107	13	and	and	CCONJ
cana-1803	107	14	tweet	tweet	NOUN
cana-1803	107	15	collection	collection	NOUN
cana-1803	107	16	agents	agent	NOUN
cana-1803	107	17	to	to	PART
cana-1803	107	18	input	input	VERB
cana-1803	107	19	tweets	tweet	NOUN
cana-1803	107	20	for	for	ADP
cana-1803	107	21	analysing	analyse	VERB
cana-1803	107	22	the	the	DET
cana-1803	107	23	effectiveness	effectiveness	NOUN
cana-1803	107	24	of	of	ADP
cana-1803	107	25	the	the	DET
cana-1803	107	26	recommender	recommender	NOUN
cana-1803	107	27	system	system	NOUN
cana-1803	107	28	and	and	CCONJ
cana-1803	107	29	suggesting	suggest	VERB
cana-1803	107	30	users	user	NOUN
cana-1803	107	31	to	to	ADP
cana-1803	107	32	other	other	ADJ
cana-1803	107	33	users	user	NOUN
cana-1803	107	34	who	who	PRON
cana-1803	107	35	are	be	AUX
cana-1803	107	36	similar	similar	ADJ
cana-1803	107	37	to	to	ADP
cana-1803	107	38	them	they	PRON
cana-1803	107	39	.	.	PUNCT
cana-1803	108	1	figure	figure	VERB
cana-1803	108	2	1	1	NUM
cana-1803	108	3	given	give	VERB
cana-1803	108	4	below	below	ADV
cana-1803	108	5	shows	show	VERB
cana-1803	108	6	the	the	DET
cana-1803	108	7	sample	sample	NOUN
cana-1803	108	8	multi	multi	ADJ
cana-1803	108	9	-	-	ADJ
cana-1803	108	10	agent	agent	ADJ
cana-1803	108	11	framework	framework	NOUN
cana-1803	108	12	employed	employ	VERB
cana-1803	108	13	in	in	ADP
cana-1803	108	14	the	the	DET
cana-1803	108	15	proposed	propose	VERB
cana-1803	108	16	method	method	NOUN
cana-1803	108	17	.	.	PUNCT
cana-1803	109	1	as	as	SCONJ
cana-1803	109	2	shown	show	VERB
cana-1803	109	3	in	in	ADP
cana-1803	109	4	the	the	DET
cana-1803	109	5	above	above	ADJ
cana-1803	109	6	figure	figure	NOUN
cana-1803	109	7	,	,	PUNCT
cana-1803	109	8	the	the	DET
cana-1803	109	9	tweet	tweet	NOUN
cana-1803	109	10	collection	collection	NOUN
cana-1803	109	11	agent	agent	NOUN
cana-1803	109	12	collects	collect	VERB
cana-1803	109	13	the	the	DET
cana-1803	109	14	tweets	tweet	NOUN
cana-1803	109	15	‘	'	PUNCT
cana-1803	109	16	𝑇	𝑇	PROPN
cana-1803	109	17	=	=	SYM
cana-1803	109	18	𝑡1	𝑡1	PROPN
cana-1803	109	19	,	,	PUNCT
cana-1803	109	20	𝑡2	𝑡2	PROPN
cana-1803	109	21	,	,	PUNCT
cana-1803	109	22	…	…	PUNCT
cana-1803	109	23	.	.	PUNCT
cana-1803	110	1	𝑡𝑛	𝑡𝑛	NOUN
cana-1803	110	2	’	'	PUNCT
cana-1803	110	3	obtained	obtain	VERB
cana-1803	110	4	from	from	ADP
cana-1803	110	5	the	the	DET
cana-1803	110	6	sentiment140	sentiment140	PROPN
cana-1803	110	7	dataset	dataset	NOUN
cana-1803	110	8	.	.	PUNCT
cana-1803	111	1	here	here	ADV
cana-1803	111	2	,	,	PUNCT
cana-1803	111	3	the	the	DET
cana-1803	111	4	tweets	tweet	NOUN
cana-1803	111	5	obtained	obtain	VERB
cana-1803	111	6	from	from	ADP
cana-1803	111	7	‘	'	PUNCT
cana-1803	111	8	𝑛	𝑛	PRON
cana-1803	111	9	’	'	PUNCT
cana-1803	111	10	users	user	NOUN
cana-1803	111	11	‘	'	PUNCT
cana-1803	111	12	𝑈	𝑈	NOUN
cana-1803	111	13	=	=	NOUN
cana-1803	111	14	communications	communication	NOUN
cana-1803	111	15	on	on	ADP
cana-1803	111	16	applied	apply	VERB
cana-1803	111	17	nonlinear	nonlinear	ADJ
cana-1803	111	18	analysis	analysis	NOUN
cana-1803	111	19	issn	issn	NOUN
cana-1803	111	20	:	:	PUNCT
cana-1803	111	21	1074	1074	NUM
cana-1803	111	22	-	-	PUNCT
cana-1803	111	23	133x	133x	NUM
cana-1803	111	24	vol	vol	NOUN
cana-1803	111	25	32	32	NUM
cana-1803	111	26	no	no	NOUN
cana-1803	111	27	.	.	NOUN
cana-1803	111	28	2	2	NUM
cana-1803	111	29	(	(	PUNCT
cana-1803	111	30	2025	2025	NUM
cana-1803	111	31	)	)	PUNCT
cana-1803	111	32	538	538	NUM
cana-1803	111	33	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1803	111	34	𝑢1	𝑢1	PROPN
cana-1803	111	35	,	,	PUNCT
cana-1803	111	36	𝑢2	𝑢2	PROPN
cana-1803	111	37	,	,	PUNCT
cana-1803	111	38	…	…	PUNCT
cana-1803	111	39	,	,	PUNCT
cana-1803	111	40	𝑢𝑛	𝑢𝑛	X
cana-1803	111	41	’	'	PUNCT
cana-1803	111	42	are	be	AUX
cana-1803	111	43	collected	collect	VERB
cana-1803	111	44	and	and	CCONJ
cana-1803	111	45	stored	store	VERB
cana-1803	111	46	in	in	ADP
cana-1803	111	47	cache	cache	NOUN
cana-1803	111	48	for	for	ADP
cana-1803	111	49	further	further	ADJ
cana-1803	111	50	processing	processing	NOUN
cana-1803	111	51	by	by	ADP
cana-1803	111	52	splitting	split	VERB
cana-1803	111	53	the	the	DET
cana-1803	111	54	tweets	tweet	NOUN
cana-1803	111	55	into	into	ADP
cana-1803	111	56	tokens	token	NOUN
cana-1803	111	57	‘	'	PUNCT
cana-1803	111	58	𝑇𝑛𝑠	𝑇𝑛𝑠	PROPN
cana-1803	111	59	=	=	SYM
cana-1803	111	60	𝑡𝑛𝑠1	𝑡𝑛𝑠1	PROPN
cana-1803	111	61	,	,	PUNCT
cana-1803	111	62	𝑡𝑛𝑠2	𝑡𝑛𝑠2	PROPN
cana-1803	111	63	,	,	PUNCT
cana-1803	111	64	…	…	PUNCT
cana-1803	111	65	,	,	PUNCT
cana-1803	111	66	𝑡𝑛𝑠𝑛	𝑡𝑛𝑠𝑛	ADV
cana-1803	111	67	’	'	PUNCT
cana-1803	111	68	.	.	PUNCT
cana-1803	112	1	𝑇	𝑇	PROPN
cana-1803	112	2	→	→	SYM
cana-1803	112	3	{	{	PUNCT
cana-1803	112	4	𝑡𝑛𝑠1	𝑡𝑛𝑠1	NOUN
cana-1803	112	5	,	,	PUNCT
cana-1803	112	6	𝑡𝑛𝑠2	𝑡𝑛𝑠2	PROPN
cana-1803	112	7	,	,	PUNCT
cana-1803	112	8	…	…	PUNCT
cana-1803	112	9	,	,	PUNCT
cana-1803	112	10	𝑡𝑛𝑠𝑛	𝑡𝑛𝑠𝑛	ADV
cana-1803	112	11	}	}	PUNCT
cana-1803	112	12	(	(	PUNCT
cana-1803	112	13	2	2	X
cana-1803	112	14	)	)	PUNCT
cana-1803	112	15	in	in	ADP
cana-1803	112	16	a	a	DET
cana-1803	112	17	similar	similar	ADJ
cana-1803	112	18	manner	manner	NOUN
cana-1803	112	19	for	for	ADP
cana-1803	112	20	‘	'	PUNCT
cana-1803	112	21	𝑛	𝑛	NOUN
cana-1803	112	22	’	'	PUNCT
cana-1803	112	23	users	user	NOUN
cana-1803	112	24	,	,	PUNCT
cana-1803	112	25	the	the	DET
cana-1803	112	26	data	datum	NOUN
cana-1803	112	27	matrix	matrix	NOUN
cana-1803	112	28	representing	represent	VERB
cana-1803	112	29	user	user	NOUN
cana-1803	112	30	and	and	CCONJ
cana-1803	112	31	tweet	tweet	NOUN
cana-1803	112	32	is	be	AUX
cana-1803	112	33	mathematically	mathematically	ADV
cana-1803	112	34	represented	represent	VERB
cana-1803	112	35	as	as	ADP
cana-1803	112	36	given	give	VERB
cana-1803	112	37	below	below	ADV
cana-1803	112	38	.	.	PUNCT
cana-1803	113	1	𝐷𝑀(𝑈𝑇	𝐷𝑀(𝑈𝑇	PROPN
cana-1803	113	2	)	)	PUNCT
cana-1803	113	3	→	→	PUNCT
cana-1803	113	4	[	[	PUNCT
cana-1803	113	5	𝑢𝑖𝑡𝑛𝑠1	𝑢𝑖𝑡𝑛𝑠1	NOUN
cana-1803	113	6	𝑢𝑖𝑡𝑛𝑠1	𝑢𝑖𝑡𝑛𝑠1	NOUN
cana-1803	113	7	…	…	PUNCT
cana-1803	113	8	𝑢𝑖𝑡𝑛𝑠𝑛	𝑢𝑖𝑡𝑛𝑠𝑛	NOUN
cana-1803	113	9	𝑢𝑖+1𝑡𝑛𝑠1	𝑢𝑖+1𝑡𝑛𝑠1	NUM
cana-1803	113	10	𝑢𝑖𝑡𝑛𝑠1	𝑢𝑖𝑡𝑛𝑠1	NOUN
cana-1803	113	11	…	…	PUNCT
cana-1803	113	12	𝑢𝑖+1𝑡𝑛𝑠𝑛	𝑢𝑖+1𝑡𝑛𝑠𝑛	NUM
cana-1803	113	13	…	…	PUNCT
cana-1803	113	14	…	…	PUNCT
cana-1803	113	15	…	…	PUNCT
cana-1803	113	16	…	…	PUNCT
cana-1803	113	17	𝑢𝑛𝑡𝑛𝑠1	𝑢𝑛𝑡𝑛𝑠1	NOUN
cana-1803	113	18	𝑢𝑖𝑡𝑛𝑠1	𝑢𝑖𝑡𝑛𝑠1	NOUN
cana-1803	113	19	𝑢𝑖𝑡𝑛𝑠1	𝑢𝑖𝑡𝑛𝑠1	NOUN
cana-1803	113	20	𝑢𝑛𝑡𝑛𝑠𝑛	𝑢𝑛𝑡𝑛𝑠𝑛	ADV
cana-1803	113	21	]	]	PUNCT
cana-1803	113	22	(	(	PUNCT
cana-1803	113	23	3	3	X
cana-1803	113	24	)	)	PUNCT
cana-1803	113	25	figure	figure	NOUN
cana-1803	113	26	1	1	NUM
cana-1803	113	27	sample	sample	NOUN
cana-1803	113	28	distributed	distribute	VERB
cana-1803	113	29	multi	multi	ADJ
cana-1803	113	30	-	-	ADJ
cana-1803	113	31	agent	agent	ADJ
cana-1803	113	32	recommender	recommender	NOUN
cana-1803	113	33	model	model	NOUN
cana-1803	113	34	next	next	ADV
cana-1803	113	35	,	,	PUNCT
cana-1803	113	36	the	the	DET
cana-1803	113	37	data	data	NOUN
cana-1803	113	38	mining	mining	NOUN
cana-1803	113	39	agent	agent	NOUN
cana-1803	113	40	with	with	ADP
cana-1803	113	41	the	the	DET
cana-1803	113	42	aid	aid	NOUN
cana-1803	113	43	of	of	ADP
cana-1803	113	44	mapreduce	mapreduce	PROPN
cana-1803	113	45	friedman	friedman	PROPN
cana-1803	113	46	relevant	relevant	ADJ
cana-1803	113	47	tweet	tweet	PROPN
cana-1803	113	48	selection	selection	NOUN
cana-1803	113	49	model	model	NOUN
cana-1803	113	50	finds	find	VERB
cana-1803	113	51	the	the	DET
cana-1803	113	52	relevant	relevant	ADJ
cana-1803	113	53	tweets	tweet	NOUN
cana-1803	113	54	of	of	ADP
cana-1803	113	55	significance	significance	NOUN
cana-1803	113	56	in	in	ADP
cana-1803	113	57	an	an	DET
cana-1803	113	58	effective	effective	ADJ
cana-1803	113	59	manner	manner	NOUN
cana-1803	113	60	.	.	PUNCT
cana-1803	114	1	data	datum	NOUN
cana-1803	114	2	mining	mining	NOUN
cana-1803	114	3	agent	agent	NOUN
cana-1803	114	4	operates	operate	VERB
cana-1803	114	5	valuable	valuable	ADJ
cana-1803	114	6	and	and	CCONJ
cana-1803	114	7	significant	significant	ADJ
cana-1803	114	8	tweets	tweet	NOUN
cana-1803	114	9	to	to	PART
cana-1803	114	10	identify	identify	VERB
cana-1803	114	11	the	the	DET
cana-1803	114	12	relationship	relationship	NOUN
cana-1803	114	13	between	between	ADP
cana-1803	114	14	different	different	ADJ
cana-1803	114	15	pieces	piece	NOUN
cana-1803	114	16	of	of	ADP
cana-1803	114	17	tokens	token	NOUN
cana-1803	114	18	for	for	ADP
cana-1803	114	19	a	a	DET
cana-1803	114	20	concerned	concerned	ADJ
cana-1803	114	21	user	user	NOUN
cana-1803	114	22	tweets	tweet	NOUN
cana-1803	114	23	.	.	PUNCT
cana-1803	115	1	finally	finally	ADV
cana-1803	115	2	,	,	PUNCT
cana-1803	115	3	the	the	DET
cana-1803	115	4	distributed	distribute	VERB
cana-1803	115	5	recommendation	recommendation	NOUN
cana-1803	115	6	agent	agent	NOUN
cana-1803	115	7	with	with	ADP
cana-1803	115	8	the	the	DET
cana-1803	115	9	aid	aid	NOUN
cana-1803	115	10	of	of	ADP
cana-1803	115	11	frobenius	frobenius	ADJ
cana-1803	115	12	matrix	matrix	NOUN
cana-1803	115	13	collaborative	collaborative	PROPN
cana-1803	115	14	recommender	recommender	NOUN
cana-1803	115	15	model	model	NOUN
cana-1803	115	16	performs	perform	VERB
cana-1803	115	17	the	the	DET
cana-1803	115	18	task	task	NOUN
cana-1803	115	19	of	of	ADP
cana-1803	115	20	recommending	recommend	VERB
cana-1803	115	21	to	to	ADP
cana-1803	115	22	users	user	NOUN
cana-1803	115	23	about	about	ADP
cana-1803	115	24	other	other	ADJ
cana-1803	115	25	users	user	NOUN
cana-1803	115	26	with	with	ADP
cana-1803	115	27	similar	similar	ADJ
cana-1803	115	28	interests	interest	NOUN
cana-1803	115	29	based	base	VERB
cana-1803	115	30	on	on	ADP
cana-1803	115	31	the	the	DET
cana-1803	115	32	tweets	tweet	NOUN
cana-1803	115	33	provided	provide	VERB
cana-1803	115	34	in	in	ADP
cana-1803	115	35	online	online	ADJ
cana-1803	115	36	social	social	ADJ
cana-1803	115	37	network	network	NOUN
cana-1803	115	38	.	.	PUNCT
cana-1803	116	1	3.2	3.2	NUM
cana-1803	116	2	mapreduce	mapreduce	PROPN
cana-1803	116	3	friedman	friedman	PROPN
cana-1803	116	4	relevant	relevant	ADJ
cana-1803	116	5	tweet	tweet	PROPN
cana-1803	116	6	selection	selection	NOUN
cana-1803	116	7	model	model	NOUN
cana-1803	116	8	feature	feature	NOUN
cana-1803	116	9	selection	selection	NOUN
cana-1803	116	10	sorts	sort	VERB
cana-1803	116	11	out	out	ADP
cana-1803	116	12	relevant	relevant	ADJ
cana-1803	116	13	subsets	subset	NOUN
cana-1803	116	14	of	of	ADP
cana-1803	116	15	relevant	relevant	ADJ
cana-1803	116	16	features	feature	NOUN
cana-1803	116	17	without	without	ADP
cana-1803	116	18	provoking	provoke	VERB
cana-1803	116	19	much	much	ADJ
cana-1803	116	20	information	information	NOUN
cana-1803	116	21	loss	loss	NOUN
cana-1803	116	22	.	.	PUNCT
cana-1803	117	1	as	as	ADV
cana-1803	117	2	far	far	ADV
cana-1803	117	3	as	as	SCONJ
cana-1803	117	4	big	big	ADJ
cana-1803	117	5	data	datum	NOUN
cana-1803	117	6	dataset	dataset	VERB
cana-1803	117	7	are	be	AUX
cana-1803	117	8	concerned	concern	VERB
cana-1803	117	9	,	,	PUNCT
cana-1803	117	10	feature	feature	NOUN
cana-1803	117	11	selection	selection	NOUN
cana-1803	117	12	plays	play	VERB
cana-1803	117	13	the	the	DET
cana-1803	117	14	major	major	ADJ
cana-1803	117	15	role	role	NOUN
cana-1803	117	16	.	.	PUNCT
cana-1803	118	1	however	however	ADV
cana-1803	118	2	feature	feature	NOUN
cana-1803	118	3	selection	selection	NOUN
cana-1803	118	4	is	be	AUX
cana-1803	118	5	also	also	ADV
cana-1803	118	6	not	not	PART
cana-1803	118	7	free	free	ADJ
cana-1803	118	8	from	from	ADP
cana-1803	118	9	drawbacks	drawback	NOUN
cana-1803	118	10	,	,	PUNCT
cana-1803	118	11	to	to	PART
cana-1803	118	12	name	name	VERB
cana-1803	118	13	a	a	DET
cana-1803	118	14	few	few	ADJ
cana-1803	118	15	like	like	ADP
cana-1803	118	16	,	,	PUNCT
cana-1803	118	17	curse	curse	NOUN
cana-1803	118	18	of	of	ADP
cana-1803	118	19	dimensionality	dimensionality	NOUN
cana-1803	118	20	.	.	PUNCT
cana-1803	119	1	parallel	parallel	ADJ
cana-1803	119	2	processing	processing	NOUN
cana-1803	119	3	has	have	AUX
cana-1803	119	4	said	say	VERB
cana-1803	119	5	to	to	PART
cana-1803	119	6	be	be	AUX
cana-1803	119	7	widely	widely	ADV
cana-1803	119	8	employed	employ	VERB
cana-1803	119	9	to	to	PART
cana-1803	119	10	dispense	dispense	VERB
cana-1803	119	11	enormous	enormous	ADJ
cana-1803	119	12	complexity	complexity	NOUN
cana-1803	119	13	burden	burden	NOUN
cana-1803	119	14	across	across	ADP
cana-1803	119	15	several	several	ADJ
cana-1803	119	16	nodes	node	NOUN
cana-1803	119	17	.	.	PUNCT
cana-1803	120	1	to	to	PART
cana-1803	120	2	address	address	VERB
cana-1803	120	3	this	this	DET
cana-1803	120	4	issue	issue	NOUN
cana-1803	120	5	,	,	PUNCT
cana-1803	120	6	in	in	ADP
cana-1803	120	7	this	this	DET
cana-1803	120	8	work	work	NOUN
cana-1803	120	9	,	,	PUNCT
cana-1803	120	10	a	a	DET
cana-1803	120	11	mapreduce	mapreduce	PROPN
cana-1803	120	12	friedman	friedman	PROPN
cana-1803	120	13	relevant	relevant	ADJ
cana-1803	120	14	tweet	tweet	NOUN
cana-1803	120	15	selection	selection	NOUN
cana-1803	120	16	model	model	NOUN
cana-1803	120	17	is	be	AUX
cana-1803	120	18	applied	apply	VERB
cana-1803	120	19	to	to	PART
cana-1803	120	20	recommend	recommend	VERB
cana-1803	120	21	user	user	NOUN
cana-1803	120	22	interests	interest	NOUN
cana-1803	120	23	in	in	ADP
cana-1803	120	24	a	a	DET
cana-1803	120	25	robust	robust	ADJ
cana-1803	120	26	manner	manner	NOUN
cana-1803	120	27	via	via	ADP
cana-1803	120	28	parallel	parallel	ADJ
cana-1803	120	29	processing	processing	NOUN
cana-1803	120	30	.	.	PUNCT
cana-1803	121	1	here	here	ADV
cana-1803	121	2	relevant	relevant	ADJ
cana-1803	121	3	tweet	tweet	NOUN
cana-1803	121	4	selection	selection	NOUN
cana-1803	121	5	is	be	AUX
cana-1803	121	6	done	do	VERB
cana-1803	121	7	with	with	ADP
cana-1803	121	8	the	the	DET
cana-1803	121	9	input	input	NOUN
cana-1803	121	10	big	big	ADJ
cana-1803	121	11	data	data	NOUN
cana-1803	121	12	tweets	tweet	NOUN
cana-1803	121	13	in	in	ADP
cana-1803	121	14	the	the	DET
cana-1803	121	15	domain	domain	NOUN
cana-1803	121	16	of	of	ADP
cana-1803	121	17	social	social	ADJ
cana-1803	121	18	network	network	NOUN
cana-1803	121	19	using	use	VERB
cana-1803	121	20	multi	multi	ADJ
cana-1803	121	21	-	-	ADJ
cana-1803	121	22	agent	agent	ADJ
cana-1803	121	23	model	model	NOUN
cana-1803	121	24	to	to	PART
cana-1803	121	25	analyze	analyze	VERB
cana-1803	121	26	the	the	DET
cana-1803	121	27	sentiments	sentiment	NOUN
cana-1803	121	28	in	in	ADP
cana-1803	121	29	an	an	DET
cana-1803	121	30	efficient	efficient	ADJ
cana-1803	121	31	manner	manner	NOUN
cana-1803	121	32	.	.	PUNCT
cana-1803	122	1	the	the	DET
cana-1803	122	2	maximum	maximum	ADJ
cana-1803	122	3	length	length	NOUN
cana-1803	122	4	of	of	ADP
cana-1803	122	5	twitter	twitter	NOUN
cana-1803	122	6	message	message	NOUN
cana-1803	122	7	being	be	AUX
cana-1803	122	8	140	140	NUM
cana-1803	122	9	characters	character	NOUN
cana-1803	122	10	includes	include	VERB
cana-1803	122	11	,	,	PUNCT
cana-1803	122	12	url	url	NOUN
cana-1803	122	13	,	,	PUNCT
cana-1803	122	14	hashtags	hashtag	NOUN
cana-1803	122	15	,	,	PUNCT
cana-1803	122	16	mentions	mention	NOUN
cana-1803	122	17	,	,	PUNCT
cana-1803	122	18	emojis	emoji	NOUN
cana-1803	122	19	,	,	PUNCT
cana-1803	122	20	smileys	smiley	NOUN
cana-1803	122	21	,	,	PUNCT
cana-1803	122	22	specific	specific	ADJ
cana-1803	122	23	words	word	NOUN
cana-1803	122	24	etc	etc	X
cana-1803	122	25	.	.	X
cana-1803	123	1	the	the	DET
cana-1803	123	2	total	total	ADJ
cana-1803	123	3	number	number	NOUN
cana-1803	123	4	of	of	ADP
cana-1803	123	5	tweets	tweet	NOUN
cana-1803	123	6	generated	generate	VERB
cana-1803	123	7	in	in	ADP
cana-1803	123	8	each	each	DET
cana-1803	123	9	moment	moment	NOUN
cana-1803	123	10	is	be	AUX
cana-1803	123	11	found	find	VERB
cana-1803	123	12	to	to	PART
cana-1803	123	13	be	be	AUX
cana-1803	123	14	enormous	enormous	ADJ
cana-1803	123	15	.	.	PUNCT
cana-1803	124	1	enormous	enormous	ADJ
cana-1803	124	2	tweets	tweet	NOUN
cana-1803	124	3	necessitate	necessitate	VERB
cana-1803	124	4	a	a	DET
cana-1803	124	5	scalable	scalable	ADJ
cana-1803	124	6	solution	solution	NOUN
cana-1803	124	7	to	to	ADP
cana-1803	124	8	relevant	relevant	ADJ
cana-1803	124	9	tweet	tweet	NOUN
cana-1803	124	10	selection	selection	NOUN
cana-1803	124	11	.	.	PUNCT
cana-1803	125	1	parallel	parallel	ADJ
cana-1803	125	2	framework	framework	NOUN
cana-1803	125	3	is	be	AUX
cana-1803	125	4	utilized	utilize	VERB
cana-1803	125	5	to	to	PART
cana-1803	125	6	implement	implement	VERB
cana-1803	125	7	the	the	DET
cana-1803	125	8	relevant	relevant	ADJ
cana-1803	125	9	tweet	tweet	NOUN
cana-1803	125	10	selection	selection	NOUN
cana-1803	125	11	.	.	PUNCT
cana-1803	126	1	in	in	ADP
cana-1803	126	2	the	the	DET
cana-1803	126	3	relevant	relevant	ADJ
cana-1803	126	4	tweet	tweet	NOUN
cana-1803	126	5	selection	selection	NOUN
cana-1803	126	6	step	step	NOUN
cana-1803	126	7	,	,	PUNCT
cana-1803	126	8	agent	agent	NOUN
cana-1803	126	9	for	for	ADP
cana-1803	126	10	tweets	tweet	NOUN
cana-1803	126	11	collection	collection	NOUN
cana-1803	126	12	storage	storage	NOUN
cana-1803	126	13	agent	agent	NOUN
cana-1803	126	14	for	for	ADP
cana-1803	126	15	mining	mining	NOUN
cana-1803	126	16	agent	agent	NOUN
cana-1803	126	17	for	for	ADP
cana-1803	126	18	distributed	distribute	VERB
cana-1803	126	19	recommender	recommender	NOUN
cana-1803	126	20	distributed	distribute	VERB
cana-1803	126	21	multi	multi	ADJ
cana-1803	126	22	-	-	ADJ
cana-1803	126	23	agent	agent	ADJ
cana-1803	126	24	recommender	recommender	NOUN
cana-1803	126	25	communications	communication	NOUN
cana-1803	126	26	on	on	ADP
cana-1803	126	27	applied	apply	VERB
cana-1803	126	28	nonlinear	nonlinear	ADJ
cana-1803	126	29	analysis	analysis	NOUN
cana-1803	126	30	issn	issn	NOUN
cana-1803	126	31	:	:	PUNCT
cana-1803	126	32	1074	1074	NUM
cana-1803	126	33	-	-	PUNCT
cana-1803	126	34	133x	133x	NUM
cana-1803	126	35	vol	vol	NOUN
cana-1803	126	36	32	32	NUM
cana-1803	126	37	no	no	NOUN
cana-1803	126	38	.	.	NOUN
cana-1803	126	39	2	2	NUM
cana-1803	126	40	(	(	PUNCT
cana-1803	126	41	2025	2025	NUM
cana-1803	126	42	)	)	PUNCT
cana-1803	126	43	539	539	NUM
cana-1803	126	44	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	126	45	the	the	DET
cana-1803	126	46	input	input	NOUN
cana-1803	126	47	is	be	AUX
cana-1803	126	48	a	a	DET
cana-1803	126	49	list	list	NOUN
cana-1803	126	50	of	of	ADP
cana-1803	126	51	tweets	tweet	NOUN
cana-1803	126	52	describing	describe	VERB
cana-1803	126	53	the	the	DET
cana-1803	126	54	details	detail	NOUN
cana-1803	126	55	of	of	ADP
cana-1803	126	56	tweets	tweet	NOUN
cana-1803	126	57	.	.	PUNCT
cana-1803	127	1	figure	figure	NOUN
cana-1803	127	2	2	2	NUM
cana-1803	127	3	given	give	VERB
cana-1803	127	4	below	below	ADV
cana-1803	127	5	shows	show	VERB
cana-1803	127	6	the	the	DET
cana-1803	127	7	parallel	parallel	ADJ
cana-1803	127	8	framework	framework	NOUN
cana-1803	127	9	using	use	VERB
cana-1803	127	10	mapreduce	mapreduce	PROPN
cana-1803	127	11	friedman	friedman	PROPN
cana-1803	127	12	tweet	tweet	NOUN
cana-1803	127	13	for	for	ADP
cana-1803	127	14	relevant	relevant	ADJ
cana-1803	127	15	tweet	tweet	NOUN
cana-1803	127	16	selection	selection	NOUN
cana-1803	127	17	.	.	PUNCT
cana-1803	128	1	as	as	SCONJ
cana-1803	128	2	illustrated	illustrate	VERB
cana-1803	128	3	in	in	ADP
cana-1803	128	4	the	the	DET
cana-1803	128	5	above	above	ADJ
cana-1803	128	6	figure	figure	NOUN
cana-1803	128	7	,	,	PUNCT
cana-1803	128	8	by	by	ADP
cana-1803	128	9	utilizing	utilize	VERB
cana-1803	128	10	parallel	parallel	ADJ
cana-1803	128	11	framework	framework	NOUN
cana-1803	128	12	workload	workload	NOUN
cana-1803	128	13	is	be	AUX
cana-1803	128	14	said	say	VERB
cana-1803	128	15	to	to	PART
cana-1803	128	16	be	be	AUX
cana-1803	128	17	significantly	significantly	ADV
cana-1803	128	18	distributed	distribute	VERB
cana-1803	128	19	over	over	ADP
cana-1803	128	20	a	a	DET
cana-1803	128	21	cluster	cluster	NOUN
cana-1803	128	22	of	of	ADP
cana-1803	128	23	users	user	NOUN
cana-1803	128	24	and	and	CCONJ
cana-1803	128	25	obviously	obviously	ADV
cana-1803	128	26	over	over	ADP
cana-1803	128	27	different	different	ADJ
cana-1803	128	28	machines	machine	NOUN
cana-1803	128	29	.	.	PUNCT
cana-1803	129	1	to	to	PART
cana-1803	129	2	start	start	VERB
cana-1803	129	3	with	with	ADP
cana-1803	129	4	a	a	DET
cana-1803	129	5	tweet	tweet	NOUN
cana-1803	129	6	server	server	NOUN
cana-1803	129	7	from	from	ADP
cana-1803	129	8	data	datum	NOUN
cana-1803	129	9	matrix	matrix	NOUN
cana-1803	129	10	is	be	AUX
cana-1803	129	11	created	create	VERB
cana-1803	129	12	with	with	ADP
cana-1803	129	13	processes	process	NOUN
cana-1803	129	14	and	and	CCONJ
cana-1803	129	15	let	let	VERB
cana-1803	129	16	us	we	PRON
cana-1803	129	17	further	far	ADV
cana-1803	129	18	assumes	assume	VERB
cana-1803	129	19	that	that	SCONJ
cana-1803	129	20	the	the	DET
cana-1803	129	21	number	number	NOUN
cana-1803	129	22	of	of	ADP
cana-1803	129	23	processes	process	NOUN
cana-1803	129	24	is	be	AUX
cana-1803	129	25	equal	equal	ADJ
cana-1803	129	26	to	to	ADP
cana-1803	129	27	the	the	DET
cana-1803	129	28	number	number	NOUN
cana-1803	129	29	of	of	ADP
cana-1803	129	30	user	user	NOUN
cana-1803	129	31	considered	consider	VERB
cana-1803	129	32	as	as	ADP
cana-1803	129	33	samples	sample	NOUN
cana-1803	129	34	in	in	ADP
cana-1803	129	35	data	datum	NOUN
cana-1803	129	36	matrix	matrix	NOUN
cana-1803	129	37	.	.	PUNCT
cana-1803	130	1	in	in	ADP
cana-1803	130	2	addition	addition	NOUN
cana-1803	130	3	,	,	PUNCT
cana-1803	130	4	each	each	DET
cana-1803	130	5	tweet	tweet	NOUN
cana-1803	130	6	is	be	AUX
cana-1803	130	7	allocated	allocate	VERB
cana-1803	130	8	to	to	ADP
cana-1803	130	9	each	each	DET
cana-1803	130	10	process	process	NOUN
cana-1803	130	11	in	in	ADP
cana-1803	130	12	a	a	DET
cana-1803	130	13	dynamic	dynamic	ADJ
cana-1803	130	14	manner	manner	NOUN
cana-1803	130	15	.	.	PUNCT
cana-1803	131	1	figure	figure	NOUN
cana-1803	131	2	2	2	NUM
cana-1803	131	3	block	block	NOUN
cana-1803	131	4	diagram	diagram	NOUN
cana-1803	131	5	of	of	ADP
cana-1803	131	6	mapreduce	mapreduce	PROPN
cana-1803	131	7	friedman	friedman	PROPN
cana-1803	131	8	relevant	relevant	ADJ
cana-1803	131	9	tweet	tweet	PROPN
cana-1803	131	10	selection	selection	NOUN
cana-1803	131	11	model	model	NOUN
cana-1803	131	12	given	give	VERB
cana-1803	131	13	data	datum	NOUN
cana-1803	131	14	matrix	matrix	NOUN
cana-1803	131	15	‘	'	PUNCT
cana-1803	131	16	{	{	PUNCT
cana-1803	131	17	𝐷𝑀𝑖𝑗	𝐷𝑀𝑖𝑗	ADJ
cana-1803	131	18	}	}	PUNCT
cana-1803	131	19	𝑛∗𝑘	𝑛∗𝑘	NOUN
cana-1803	131	20	’	'	PUNCT
cana-1803	131	21	,	,	PUNCT
cana-1803	131	22	a	a	DET
cana-1803	131	23	tweet	tweet	NOUN
cana-1803	131	24	data	data	NOUN
cana-1803	131	25	matrix	matrix	NOUN
cana-1803	131	26	with	with	ADP
cana-1803	131	27	‘	'	PUNCT
cana-1803	131	28	𝑛	𝑛	NOUN
cana-1803	131	29	’	'	PUNCT
cana-1803	131	30	rows	row	NOUN
cana-1803	131	31	or	or	CCONJ
cana-1803	131	32	blocks	block	NOUN
cana-1803	131	33	,	,	PUNCT
cana-1803	131	34	‘	'	PUNCT
cana-1803	131	35	𝑘	𝑘	PRON
cana-1803	131	36	’	'	PUNCT
cana-1803	131	37	columns	column	NOUN
cana-1803	131	38	,	,	PUNCT
cana-1803	131	39	the	the	DET
cana-1803	131	40	grades	grade	NOUN
cana-1803	131	41	within	within	ADP
cana-1803	131	42	each	each	DET
cana-1803	131	43	block	block	NOUN
cana-1803	131	44	are	be	AUX
cana-1803	131	45	measured	measure	VERB
cana-1803	131	46	as	as	ADP
cana-1803	131	47	given	give	VERB
cana-1803	131	48	below	below	ADV
cana-1803	131	49	.	.	PUNCT
cana-1803	132	1	𝑡𝑔𝑗	𝑡𝑔𝑗	ADV
cana-1803	132	2	=	=	SYM
cana-1803	132	3	𝑡𝑔(𝐷𝑀𝑖𝑗	𝑡𝑔(𝐷𝑀𝑖𝑗	NOUN
cana-1803	132	4	)	)	PUNCT
cana-1803	132	5	(	(	PUNCT
cana-1803	132	6	4	4	NUM
cana-1803	132	7	)	)	PUNCT
cana-1803	132	8	upon	upon	SCONJ
cana-1803	132	9	occurrence	occurrence	NOUN
cana-1803	132	10	of	of	ADP
cana-1803	132	11	tied	tie	VERB
cana-1803	132	12	values	value	NOUN
cana-1803	132	13	,	,	PUNCT
cana-1803	132	14	the	the	DET
cana-1803	132	15	mean	mean	NOUN
cana-1803	132	16	of	of	ADP
cana-1803	132	17	the	the	DET
cana-1803	132	18	tweet	tweet	NOUN
cana-1803	132	19	grades	grade	NOUN
cana-1803	132	20	is	be	AUX
cana-1803	132	21	assigned	assign	VERB
cana-1803	132	22	therefore	therefore	ADV
cana-1803	132	23	eliminating	eliminate	VERB
cana-1803	132	24	the	the	DET
cana-1803	132	25	possibility	possibility	NOUN
cana-1803	132	26	of	of	ADP
cana-1803	132	27	ties	tie	NOUN
cana-1803	132	28	.	.	PUNCT
cana-1803	133	1	now	now	ADV
cana-1803	133	2	,	,	PUNCT
cana-1803	133	3	the	the	DET
cana-1803	133	4	data	data	NOUN
cana-1803	133	5	matrix	matrix	NOUN
cana-1803	133	6	is	be	AUX
cana-1803	133	7	replaced	replace	VERB
cana-1803	133	8	with	with	ADP
cana-1803	133	9	the	the	DET
cana-1803	133	10	new	new	ADJ
cana-1803	133	11	matrix	matrix	NOUN
cana-1803	133	12	‘	'	PUNCT
cana-1803	133	13	{	{	PUNCT
cana-1803	133	14	𝑡𝑔𝑖𝑗	𝑡𝑔𝑖𝑗	NOUN
cana-1803	133	15	}	}	PUNCT
cana-1803	133	16	𝑛∗𝑘	𝑛∗𝑘	NUM
cana-1803	133	17	’	'	PUNCT
cana-1803	133	18	where	where	SCONJ
cana-1803	133	19	the	the	DET
cana-1803	133	20	‘	'	PUNCT
cana-1803	133	21	𝑡𝑔𝑖𝑗	𝑡𝑔𝑖𝑗	NOUN
cana-1803	133	22	’	'	PUNCT
cana-1803	133	23	refers	refer	VERB
cana-1803	133	24	to	to	ADP
cana-1803	133	25	the	the	DET
cana-1803	133	26	tweet	tweet	NOUN
cana-1803	133	27	grade	grade	NOUN
cana-1803	133	28	of	of	ADP
cana-1803	133	29	‘	'	PUNCT
cana-1803	133	30	𝐷𝑀𝑖𝑗	𝐷𝑀𝑖𝑗	ADJ
cana-1803	133	31	’	'	PUNCT
cana-1803	133	32	within	within	ADP
cana-1803	133	33	block	block	NOUN
cana-1803	133	34	‘	'	PUNCT
cana-1803	133	35	𝑖	𝑖	X
cana-1803	133	36	’	'	PUNCT
cana-1803	133	37	.	.	PUNCT
cana-1803	134	1	this	this	PRON
cana-1803	134	2	is	be	AUX
cana-1803	134	3	mathematically	mathematically	ADV
cana-1803	134	4	formulated	formulate	VERB
cana-1803	134	5	as	as	ADP
cana-1803	134	6	given	give	VERB
cana-1803	134	7	below	below	ADV
cana-1803	134	8	.	.	PUNCT
cana-1803	135	1	𝑡𝑔𝑗	𝑡𝑔𝑗	ADV
cana-1803	135	2	=	=	SYM
cana-1803	136	1	1	1	NUM
cana-1803	136	2	𝑛	𝑛	PRON
cana-1803	136	3	∑	∑	PUNCT
cana-1803	136	4	𝑡𝑔𝑖𝑗	𝑡𝑔𝑖𝑗	NOUN
cana-1803	136	5	𝑛	𝑛	PRON
cana-1803	136	6	𝑖=1	𝑖=1	PROPN
cana-1803	136	7	(	(	PUNCT
cana-1803	136	8	5	5	NUM
cana-1803	136	9	)	)	PUNCT
cana-1803	136	10	finally	finally	ADV
cana-1803	136	11	,	,	PUNCT
cana-1803	136	12	the	the	DET
cana-1803	136	13	hypothesis	hypothesis	NOUN
cana-1803	136	14	or	or	CCONJ
cana-1803	136	15	the	the	DET
cana-1803	136	16	friedman	friedman	PROPN
cana-1803	136	17	test	test	NOUN
cana-1803	136	18	results	result	NOUN
cana-1803	136	19	are	be	AUX
cana-1803	136	20	mathematically	mathematically	ADV
cana-1803	136	21	formulated	formulate	VERB
cana-1803	136	22	as	as	ADP
cana-1803	136	23	given	give	VERB
cana-1803	136	24	below	below	ADV
cana-1803	136	25	.	.	PUNCT
cana-1803	137	1	𝑅𝑇	𝑅𝑇	PROPN
cana-1803	137	2	=	=	PUNCT
cana-1803	137	3	𝐻	𝐻	PROPN
cana-1803	137	4	=	=	SYM
cana-1803	137	5	{	{	PUNCT
cana-1803	137	6	0	0	NUM
cana-1803	137	7	,	,	PUNCT
cana-1803	137	8	𝑝𝑟𝑒𝑠𝑒𝑛𝑐𝑒	𝑝𝑟𝑒𝑠𝑒𝑛𝑐𝑒	NOUN
cana-1803	137	9	𝑜𝑓	𝑜𝑓	INTJ
cana-1803	137	10	𝑖𝑑𝑒𝑛𝑡𝑖𝑐𝑎𝑙	𝑖𝑑𝑒𝑛𝑡𝑖𝑐𝑎𝑙	PROPN
cana-1803	137	11	𝑡𝑤𝑒𝑒𝑡𝑠	𝑡𝑤𝑒𝑒𝑡𝑠	PROPN
cana-1803	137	12	1	1	NUM
cana-1803	137	13	,	,	PUNCT
cana-1803	137	14	𝑎𝑡𝑙𝑒𝑎𝑠𝑡	𝑎𝑡𝑙𝑒𝑎𝑠𝑡	PROPN
cana-1803	137	15	𝑜𝑛𝑒	𝑜𝑛𝑒	PROPN
cana-1803	137	16	𝑡𝑤𝑒𝑒𝑡	𝑡𝑤𝑒𝑒𝑡	PROPN
cana-1803	137	17	𝑖𝑠	𝑖𝑠	PROPN
cana-1803	137	18	𝑑𝑖𝑓𝑓𝑒𝑟𝑒𝑛𝑡	𝑑𝑖𝑓𝑓𝑒𝑟𝑒𝑛𝑡	PROPN
cana-1803	137	19	𝑓𝑟𝑜𝑚	𝑓𝑟𝑜𝑚	PROPN
cana-1803	137	20	𝑎𝑡𝑙𝑒𝑎𝑠𝑡	𝑎𝑡𝑙𝑒𝑎𝑠𝑡	PROPN
cana-1803	137	21	𝑜𝑛𝑒	𝑜𝑛𝑒	PROPN
cana-1803	137	22	𝑜𝑡ℎ𝑒𝑟	𝑜𝑡ℎ𝑒𝑟	PROPN
cana-1803	137	23	𝑡𝑤𝑒𝑒𝑡	𝑡𝑤𝑒𝑒𝑡	PROPN
cana-1803	137	24	(	(	PUNCT
cana-1803	137	25	6	6	NUM
cana-1803	137	26	)	)	PUNCT
cana-1803	137	27	with	with	ADP
cana-1803	137	28	the	the	DET
cana-1803	137	29	above	above	ADJ
cana-1803	137	30	hypothesis	hypothesis	NOUN
cana-1803	137	31	results	result	NOUN
cana-1803	137	32	,	,	PUNCT
cana-1803	137	33	the	the	DET
cana-1803	137	34	computationally	computationally	ADV
cana-1803	137	35	efficient	efficient	ADJ
cana-1803	137	36	and	and	CCONJ
cana-1803	137	37	relevant	relevant	ADJ
cana-1803	137	38	tweets	tweet	NOUN
cana-1803	137	39	are	be	AUX
cana-1803	137	40	obtained	obtain	VERB
cana-1803	137	41	by	by	ADP
cana-1803	137	42	means	mean	NOUN
cana-1803	137	43	of	of	ADP
cana-1803	137	44	tweet	tweet	NOUN
cana-1803	137	45	grade	grade	NOUN
cana-1803	137	46	.	.	PUNCT
cana-1803	138	1	the	the	DET
cana-1803	138	2	pseudo	pseudo	NOUN
cana-1803	138	3	code	code	NOUN
cana-1803	138	4	representation	representation	NOUN
cana-1803	138	5	of	of	ADP
cana-1803	138	6	friedman	friedman	PROPN
cana-1803	138	7	relevant	relevant	ADJ
cana-1803	138	8	tweet	tweet	NOUN
cana-1803	138	9	selection	selection	NOUN
cana-1803	138	10	for	for	ADP
cana-1803	138	11	retrieving	retrieve	VERB
cana-1803	138	12	computationally	computationally	ADV
cana-1803	138	13	efficient	efficient	ADJ
cana-1803	138	14	and	and	CCONJ
cana-1803	138	15	relevant	relevant	ADJ
cana-1803	138	16	tweets	tweet	NOUN
cana-1803	138	17	is	be	AUX
cana-1803	138	18	given	give	VERB
cana-1803	138	19	below	below	ADV
cana-1803	138	20	.	.	PUNCT
cana-1803	139	1	input	input	NOUN
cana-1803	139	2	:	:	PUNCT
cana-1803	140	1	users	user	NOUN
cana-1803	140	2	‘	'	PUNCT
cana-1803	140	3	𝑈	𝑈	PROPN
cana-1803	140	4	=	=	SYM
cana-1803	140	5	{	{	PUNCT
cana-1803	140	6	𝑢1	𝑢1	PROPN
cana-1803	140	7	,	,	PUNCT
cana-1803	140	8	𝑢2	𝑢2	PROPN
cana-1803	140	9	,	,	PUNCT
cana-1803	140	10	…	…	PUNCT
cana-1803	140	11	,	,	PUNCT
cana-1803	140	12	𝑢𝑛	𝑢𝑛	NOUN
cana-1803	140	13	}	}	PUNCT
cana-1803	140	14	’	'	PUNCT
cana-1803	140	15	output	output	NOUN
cana-1803	140	16	:	:	PUNCT
cana-1803	140	17	computationally	computationally	ADV
cana-1803	140	18	efficient	efficient	ADJ
cana-1803	140	19	relevant	relevant	ADJ
cana-1803	140	20	tweets	tweet	NOUN
cana-1803	140	21	‘	'	PUNCT
cana-1803	140	22	𝑅𝑇	𝑅𝑇	PROPN
cana-1803	140	23	=	=	SYM
cana-1803	140	24	𝑟𝑡1	𝑟𝑡1	NOUN
cana-1803	140	25	,	,	PUNCT
cana-1803	140	26	𝑟𝑡2	𝑟𝑡2	AUX
cana-1803	140	27	,	,	PUNCT
cana-1803	140	28	…	…	PUNCT
cana-1803	140	29	,	,	PUNCT
cana-1803	140	30	𝑟𝑡𝑛	𝑟𝑡𝑛	NOUN
cana-1803	140	31	’	'	PUNCT
cana-1803	140	32	sentiment140	sentiment140	PROPN
cana-1803	140	33	dataset	dataset	VERB
cana-1803	140	34	𝑇1	𝑇1	PROPN
cana-1803	140	35	𝑇2	𝑇2	PROPN
cana-1803	140	36	𝑇3	𝑇3	PROPN
cana-1803	140	37	…	…	PUNCT
cana-1803	140	38	..	..	PUNCT
cana-1803	141	1	𝑇𝑛	𝑇𝑛	ADV
cana-1803	141	2	𝑃1	𝑃1	NOUN
cana-1803	141	3	𝑃3	𝑃3	VERB
cana-1803	141	4	𝑃2	𝑃2	ADJ
cana-1803	141	5	𝑃𝑛	𝑃𝑛	PROPN
cana-1803	141	6	map	map	NOUN
cana-1803	141	7	phase	phase	NOUN
cana-1803	141	8	transitional	transitional	ADJ
cana-1803	141	9	friedman	friedman	NOUN
cana-1803	141	10	function	function	VERB
cana-1803	141	11	relevant	relevant	ADJ
cana-1803	141	12	tweets	tweet	NOUN
cana-1803	141	13	reduce	reduce	VERB
cana-1803	141	14	phase	phase	NOUN
cana-1803	141	15	https://en.wikipedia.org/wiki/matrix_(mathematics	https://en.wikipedia.org/wiki/matrix_(mathematic	NOUN
cana-1803	141	16	)	)	PUNCT
cana-1803	141	17	communications	communication	NOUN
cana-1803	141	18	on	on	ADP
cana-1803	141	19	applied	apply	VERB
cana-1803	141	20	nonlinear	nonlinear	ADJ
cana-1803	141	21	analysis	analysis	NOUN
cana-1803	141	22	issn	issn	NOUN
cana-1803	141	23	:	:	PUNCT
cana-1803	141	24	1074	1074	NUM
cana-1803	141	25	-	-	PUNCT
cana-1803	141	26	133x	133x	NUM
cana-1803	141	27	vol	vol	NOUN
cana-1803	141	28	32	32	NUM
cana-1803	141	29	no	no	NOUN
cana-1803	141	30	.	.	NOUN
cana-1803	141	31	2	2	NUM
cana-1803	141	32	(	(	PUNCT
cana-1803	141	33	2025	2025	NUM
cana-1803	141	34	)	)	PUNCT
cana-1803	141	35	540	540	NUM
cana-1803	141	36	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	141	37	step	step	NOUN
cana-1803	141	38	1	1	NUM
cana-1803	141	39	:	:	PUNCT
cana-1803	141	40	initialize	initialize	VERB
cana-1803	141	41	tweets	tweet	NOUN
cana-1803	141	42	‘	'	PUNCT
cana-1803	141	43	𝑇	𝑇	PROPN
cana-1803	141	44	=	=	SYM
cana-1803	141	45	𝑡1	𝑡1	PROPN
cana-1803	141	46	,	,	PUNCT
cana-1803	141	47	𝑡2	𝑡2	PROPN
cana-1803	141	48	,	,	PUNCT
cana-1803	141	49	…	…	PUNCT
cana-1803	141	50	.	.	PUNCT
cana-1803	142	1	𝑡𝑛	𝑡𝑛	NOUN
cana-1803	142	2	’	'	PUNCT
cana-1803	142	3	step	step	NOUN
cana-1803	142	4	2	2	NUM
cana-1803	142	5	:	:	PUNCT
cana-1803	142	6	begin	begin	VERB
cana-1803	142	7	step	step	NOUN
cana-1803	142	8	3	3	NUM
cana-1803	142	9	:	:	PUNCT
cana-1803	142	10	for	for	SCONJ
cana-1803	142	11	each	each	DET
cana-1803	142	12	users	user	NOUN
cana-1803	142	13	‘	'	PUNCT
cana-1803	142	14	𝑈	𝑈	NOUN
cana-1803	142	15	’	'	PUNCT
cana-1803	142	16	with	with	ADP
cana-1803	142	17	tweets	tweet	NOUN
cana-1803	142	18	‘	'	PUNCT
cana-1803	142	19	𝑇	𝑇	PROPN
cana-1803	142	20	’	'	PUNCT
cana-1803	142	21	step	step	NOUN
cana-1803	142	22	4	4	NUM
cana-1803	142	23	:	:	PUNCT
cana-1803	142	24	split	split	VERB
cana-1803	142	25	tweets	tweet	NOUN
cana-1803	142	26	into	into	ADP
cana-1803	142	27	tokens	token	NOUN
cana-1803	142	28	as	as	SCONJ
cana-1803	142	29	given	give	VERB
cana-1803	142	30	in	in	ADP
cana-1803	142	31	(	(	PUNCT
cana-1803	142	32	2	2	NUM
cana-1803	142	33	)	)	PUNCT
cana-1803	142	34	step	step	NOUN
cana-1803	142	35	5	5	NUM
cana-1803	142	36	:	:	PUNCT
cana-1803	142	37	obtain	obtain	VERB
cana-1803	142	38	data	datum	NOUN
cana-1803	142	39	matrix	matrix	NOUN
cana-1803	142	40	as	as	SCONJ
cana-1803	142	41	given	give	VERB
cana-1803	142	42	in	in	ADP
cana-1803	142	43	(	(	PUNCT
cana-1803	142	44	3	3	NUM
cana-1803	142	45	)	)	PUNCT
cana-1803	142	46	step	step	NOUN
cana-1803	142	47	6	6	NUM
cana-1803	142	48	:	:	PUNCT
cana-1803	142	49	for	for	SCONJ
cana-1803	142	50	each	each	DET
cana-1803	142	51	tweet	tweet	NOUN
cana-1803	142	52	data	datum	NOUN
cana-1803	142	53	matrix	matrix	NOUN
cana-1803	142	54	with	with	ADP
cana-1803	142	55	‘	'	PUNCT
cana-1803	142	56	𝑛	𝑛	NOUN
cana-1803	142	57	’	'	PUNCT
cana-1803	142	58	blocks	block	NOUN
cana-1803	142	59	step	step	NOUN
cana-1803	142	60	7	7	NUM
cana-1803	142	61	:	:	PUNCT
cana-1803	142	62	measure	measure	NOUN
cana-1803	142	63	grades	grade	NOUN
cana-1803	142	64	using	use	VERB
cana-1803	142	65	equation	equation	NOUN
cana-1803	142	66	(	(	PUNCT
cana-1803	142	67	4	4	X
cana-1803	142	68	)	)	PUNCT
cana-1803	142	69	step	step	NOUN
cana-1803	142	70	8	8	NUM
cana-1803	142	71	:	:	PUNCT
cana-1803	142	72	measure	measure	NOUN
cana-1803	142	73	grade	grade	NOUN
cana-1803	142	74	using	use	VERB
cana-1803	142	75	equation	equation	NOUN
cana-1803	142	76	(	(	PUNCT
cana-1803	142	77	5	5	NUM
cana-1803	142	78	)	)	PUNCT
cana-1803	142	79	in	in	ADP
cana-1803	142	80	case	case	NOUN
cana-1803	142	81	of	of	ADP
cana-1803	142	82	ties	tie	NOUN
cana-1803	142	83	step	step	VERB
cana-1803	142	84	9	9	NUM
cana-1803	142	85	:	:	PUNCT
cana-1803	142	86	return	return	VERB
cana-1803	142	87	hypothesis	hypothesis	NOUN
cana-1803	142	88	step	step	NOUN
cana-1803	142	89	10	10	NUM
cana-1803	142	90	:	:	PUNCT
cana-1803	142	91	end	end	VERB
cana-1803	142	92	for	for	ADP
cana-1803	142	93	step	step	NOUN
cana-1803	142	94	11	11	NUM
cana-1803	142	95	:	:	PUNCT
cana-1803	142	96	end	end	VERB
cana-1803	142	97	for	for	ADP
cana-1803	142	98	step	step	NOUN
cana-1803	142	99	12	12	NUM
cana-1803	142	100	:	:	PUNCT
cana-1803	142	101	return	return	NOUN
cana-1803	142	102	(	(	PUNCT
cana-1803	142	103	relevant	relevant	ADJ
cana-1803	142	104	tweets	tweet	NOUN
cana-1803	142	105	‘	'	PUNCT
cana-1803	142	106	𝑅𝑇	𝑅𝑇	PROPN
cana-1803	142	107	’	'	PUNCT
cana-1803	142	108	)	)	PUNCT
cana-1803	142	109	step	step	NOUN
cana-1803	142	110	13	13	NUM
cana-1803	142	111	:	:	PUNCT
cana-1803	142	112	end	end	NOUN
cana-1803	142	113	algorithm	algorithm	NOUN
cana-1803	142	114	1	1	NUM
cana-1803	142	115	friedman	friedman	PROPN
cana-1803	142	116	relevant	relevant	ADJ
cana-1803	142	117	tweet	tweet	NOUN
cana-1803	142	118	selection	selection	NOUN
cana-1803	142	119	as	as	SCONJ
cana-1803	142	120	given	give	VERB
cana-1803	142	121	in	in	ADP
cana-1803	142	122	the	the	DET
cana-1803	142	123	above	above	ADJ
cana-1803	142	124	friedman	friedman	PROPN
cana-1803	142	125	relevant	relevant	ADJ
cana-1803	142	126	tweet	tweet	NOUN
cana-1803	142	127	selection	selection	NOUN
cana-1803	142	128	algorithm	algorithm	NOUN
cana-1803	142	129	,	,	PUNCT
cana-1803	142	130	two	two	NUM
cana-1803	142	131	important	important	ADJ
cana-1803	142	132	tasks	task	NOUN
cana-1803	142	133	are	be	AUX
cana-1803	142	134	performed	perform	VERB
cana-1803	142	135	.	.	PUNCT
cana-1803	143	1	first	first	ADV
cana-1803	143	2	,	,	PUNCT
cana-1803	143	3	the	the	DET
cana-1803	143	4	tweets	tweet	NOUN
cana-1803	143	5	of	of	ADP
cana-1803	143	6	each	each	DET
cana-1803	143	7	corresponding	correspond	VERB
cana-1803	143	8	users	user	NOUN
cana-1803	143	9	are	be	AUX
cana-1803	143	10	broken	break	VERB
cana-1803	143	11	into	into	ADP
cana-1803	143	12	tokens	token	NOUN
cana-1803	143	13	and	and	CCONJ
cana-1803	143	14	second	second	ADJ
cana-1803	143	15	,	,	PUNCT
cana-1803	143	16	the	the	DET
cana-1803	143	17	relevance	relevance	NOUN
cana-1803	143	18	of	of	ADP
cana-1803	143	19	the	the	DET
cana-1803	143	20	tokens	token	NOUN
cana-1803	143	21	are	be	AUX
cana-1803	143	22	identified	identify	VERB
cana-1803	143	23	by	by	ADP
cana-1803	143	24	applying	apply	VERB
cana-1803	143	25	friedman	friedman	NOUN
cana-1803	143	26	function	function	NOUN
cana-1803	143	27	.	.	PUNCT
cana-1803	144	1	the	the	DET
cana-1803	144	2	advantage	advantage	NOUN
cana-1803	144	3	of	of	ADP
cana-1803	144	4	utilizing	utilize	VERB
cana-1803	144	5	the	the	DET
cana-1803	144	6	friedman	friedman	NOUN
cana-1803	144	7	function	function	NOUN
cana-1803	144	8	is	be	AUX
cana-1803	144	9	it	it	PRON
cana-1803	144	10	analyze	analyze	NOUN
cana-1803	144	11	of	of	ADP
cana-1803	144	12	tokens	token	NOUN
cana-1803	144	13	pertaining	pertain	VERB
cana-1803	144	14	to	to	ADP
cana-1803	144	15	specific	specific	ADJ
cana-1803	144	16	tweets	tweet	NOUN
cana-1803	144	17	with	with	ADP
cana-1803	144	18	respect	respect	NOUN
cana-1803	144	19	to	to	ADP
cana-1803	144	20	several	several	ADJ
cana-1803	144	21	sample	sample	NOUN
cana-1803	144	22	tweets	tweet	NOUN
cana-1803	144	23	and	and	CCONJ
cana-1803	144	24	replacing	replace	VERB
cana-1803	144	25	the	the	DET
cana-1803	144	26	original	original	ADJ
cana-1803	144	27	grades	grade	NOUN
cana-1803	144	28	based	base	VERB
cana-1803	144	29	on	on	ADP
cana-1803	144	30	the	the	DET
cana-1803	144	31	grade	grade	NOUN
cana-1803	144	32	-	-	PUNCT
cana-1803	144	33	ordered	order	VERB
cana-1803	144	34	values	value	NOUN
cana-1803	144	35	.	.	PUNCT
cana-1803	145	1	in	in	ADP
cana-1803	145	2	this	this	DET
cana-1803	145	3	manner	manner	NOUN
cana-1803	145	4	,	,	PUNCT
cana-1803	145	5	less	less	ADV
cana-1803	145	6	significant	significant	ADJ
cana-1803	145	7	tweets	tweet	NOUN
cana-1803	145	8	are	be	AUX
cana-1803	145	9	eliminated	eliminate	VERB
cana-1803	145	10	and	and	CCONJ
cana-1803	145	11	only	only	ADV
cana-1803	145	12	the	the	DET
cana-1803	145	13	relevant	relevant	ADJ
cana-1803	145	14	tweets	tweet	NOUN
cana-1803	145	15	are	be	AUX
cana-1803	145	16	selected	select	VERB
cana-1803	145	17	in	in	ADP
cana-1803	145	18	a	a	DET
cana-1803	145	19	time	time	NOUN
cana-1803	145	20	efficient	efficient	ADJ
cana-1803	145	21	manner	manner	NOUN
cana-1803	145	22	.	.	PUNCT
cana-1803	146	1	3.3	3.3	NUM
cana-1803	146	2	frobenius	frobenius	NOUN
cana-1803	146	3	matrix	matrix	NOUN
cana-1803	146	4	collaborative	collaborative	PROPN
cana-1803	146	5	recommender	recommender	PROPN
cana-1803	146	6	model	model	PROPN
cana-1803	146	7	recommender	recommender	NOUN
cana-1803	146	8	model	model	NOUN
cana-1803	146	9	or	or	CCONJ
cana-1803	146	10	distributed	distribute	VERB
cana-1803	146	11	recommender	recommender	NOUN
cana-1803	146	12	agent	agent	NOUN
cana-1803	146	13	is	be	AUX
cana-1803	146	14	in	in	ADP
cana-1803	146	15	charge	charge	NOUN
cana-1803	146	16	for	for	ADP
cana-1803	146	17	carrying	carry	VERB
cana-1803	146	18	out	out	ADP
cana-1803	146	19	two	two	NUM
cana-1803	146	20	types	type	NOUN
cana-1803	146	21	of	of	ADP
cana-1803	146	22	tasks	task	NOUN
cana-1803	146	23	.	.	PUNCT
cana-1803	147	1	first	first	ADV
cana-1803	147	2	from	from	ADP
cana-1803	147	3	the	the	DET
cana-1803	147	4	name	name	NOUN
cana-1803	147	5	itself	itself	PRON
cana-1803	147	6	,	,	PUNCT
cana-1803	147	7	it	it	PRON
cana-1803	147	8	bestows	bestow	VERB
cana-1803	147	9	recommendations	recommendation	NOUN
cana-1803	147	10	to	to	ADP
cana-1803	147	11	the	the	DET
cana-1803	147	12	requesting	request	VERB
cana-1803	147	13	users	user	NOUN
cana-1803	147	14	in	in	ADP
cana-1803	147	15	social	social	ADJ
cana-1803	147	16	network	network	NOUN
cana-1803	147	17	platform	platform	NOUN
cana-1803	147	18	and	and	CCONJ
cana-1803	147	19	the	the	DET
cana-1803	147	20	second	second	ADJ
cana-1803	147	21	task	task	NOUN
cana-1803	147	22	is	be	AUX
cana-1803	147	23	to	to	PART
cana-1803	147	24	measure	measure	VERB
cana-1803	147	25	the	the	DET
cana-1803	147	26	grades	grade	NOUN
cana-1803	147	27	for	for	ADP
cana-1803	147	28	words	word	NOUN
cana-1803	147	29	of	of	ADP
cana-1803	147	30	tweets	tweet	NOUN
cana-1803	147	31	for	for	ADP
cana-1803	147	32	all	all	DET
cana-1803	147	33	users	user	NOUN
cana-1803	147	34	in	in	ADP
cana-1803	147	35	social	social	ADJ
cana-1803	147	36	network	network	NOUN
cana-1803	147	37	association	association	NOUN
cana-1803	147	38	with	with	ADP
cana-1803	147	39	the	the	DET
cana-1803	147	40	distributed	distribute	VERB
cana-1803	147	41	recommender	recommender	NOUN
cana-1803	147	42	agent	agent	NOUN
cana-1803	147	43	.	.	PUNCT
cana-1803	148	1	this	this	PRON
cana-1803	148	2	is	be	AUX
cana-1803	148	3	performed	perform	VERB
cana-1803	148	4	by	by	ADP
cana-1803	148	5	applying	apply	VERB
cana-1803	148	6	frobenius	frobenius	ADJ
cana-1803	148	7	matrix	matrix	NOUN
cana-1803	148	8	collaborative	collaborative	ADJ
cana-1803	148	9	(	(	PUNCT
cana-1803	148	10	fmc	fmc	NOUN
cana-1803	148	11	)	)	PUNCT
cana-1803	148	12	function	function	NOUN
cana-1803	148	13	.	.	PUNCT
cana-1803	149	1	the	the	DET
cana-1803	149	2	fmc	fmc	PROPN
cana-1803	149	3	function	function	NOUN
cana-1803	149	4	projects	project	NOUN
cana-1803	149	5	user	user	NOUN
cana-1803	149	6	's	's	PART
cana-1803	149	7	favors	favor	NOUN
cana-1803	149	8	and	and	CCONJ
cana-1803	149	9	tweet	tweet	NOUN
cana-1803	149	10	’s	’s	PART
cana-1803	149	11	features	feature	NOUN
cana-1803	149	12	into	into	ADP
cana-1803	149	13	the	the	DET
cana-1803	149	14	same	same	ADJ
cana-1803	149	15	latent	latent	NOUN
cana-1803	149	16	factor	factor	NOUN
cana-1803	149	17	space	space	NOUN
cana-1803	149	18	(	(	PUNCT
cana-1803	149	19	i.e.	i.e.	X
cana-1803	149	20	indicated	indicate	VERB
cana-1803	149	21	by	by	ADP
cana-1803	149	22	x	x	SYM
cana-1803	149	23	axis	axis	NOUN
cana-1803	149	24	and	and	CCONJ
cana-1803	149	25	y	y	PROPN
cana-1803	149	26	axis	axis	NOUN
cana-1803	149	27	)	)	PUNCT
cana-1803	149	28	and	and	CCONJ
cana-1803	149	29	distributed	distribute	VERB
cana-1803	149	30	recommender	recommender	NOUN
cana-1803	149	31	system	system	NOUN
cana-1803	149	32	predicting	predict	VERB
cana-1803	149	33	grading	grade	VERB
cana-1803	149	34	based	base	VERB
cana-1803	149	35	on	on	ADP
cana-1803	149	36	the	the	DET
cana-1803	149	37	magnitude	magnitude	NOUN
cana-1803	149	38	of	of	ADP
cana-1803	149	39	matching	matching	NOUN
cana-1803	149	40	between	between	ADP
cana-1803	149	41	user	user	NOUN
cana-1803	149	42	's	's	PART
cana-1803	149	43	favors	favor	NOUN
cana-1803	149	44	and	and	CCONJ
cana-1803	149	45	tweet	tweet	NOUN
cana-1803	149	46	’s	’s	PART
cana-1803	149	47	features	feature	NOUN
cana-1803	149	48	and	and	CCONJ
cana-1803	149	49	correspondingly	correspondingly	ADV
cana-1803	149	50	detect	detect	VERB
cana-1803	149	51	sentiment	sentiment	NOUN
cana-1803	150	1	.	.	PUNCT
cana-1803	151	1	the	the	DET
cana-1803	151	2	fmc	fmc	PROPN
cana-1803	151	3	function	function	NOUN
cana-1803	151	4	is	be	AUX
cana-1803	151	5	written	write	VERB
cana-1803	151	6	as	as	ADP
cana-1803	151	7	given	give	VERB
cana-1803	151	8	below	below	ADV
cana-1803	151	9	.	.	PUNCT
cana-1803	152	1	𝐺	𝐺	PROPN
cana-1803	152	2	~	~	PUNCT
cana-1803	152	3	𝐴𝑛∗𝑑𝐵𝑚∗𝑑	𝐴𝑛∗𝑑𝐵𝑚∗𝑑	X
cana-1803	152	4	=	=	PUNCT
cana-1803	152	5	𝐺′	𝐺′	PUNCT
cana-1803	152	6	(	(	PUNCT
cana-1803	152	7	7	7	NUM
cana-1803	152	8	)	)	PUNCT
cana-1803	152	9	from	from	ADP
cana-1803	152	10	the	the	DET
cana-1803	152	11	above	above	ADJ
cana-1803	152	12	equation	equation	NOUN
cana-1803	152	13	(	(	PUNCT
cana-1803	152	14	7	7	NUM
cana-1803	152	15	)	)	PUNCT
cana-1803	152	16	,	,	PUNCT
cana-1803	152	17	‘	'	PUNCT
cana-1803	152	18	𝐺	𝐺	NOUN
cana-1803	152	19	’	'	PUNCT
cana-1803	152	20	indicates	indicate	VERB
cana-1803	152	21	the	the	DET
cana-1803	152	22	grading	grade	VERB
cana-1803	152	23	matrix	matrix	NOUN
cana-1803	152	24	of	of	ADP
cana-1803	152	25	‘	'	PUNCT
cana-1803	152	26	𝑛	𝑛	DET
cana-1803	152	27	∗	∗	NOUN
cana-1803	152	28	𝑑	𝑑	NOUN
cana-1803	152	29	’	'	PUNCT
cana-1803	152	30	that	that	PRON
cana-1803	152	31	is	be	AUX
cana-1803	152	32	split	split	VERB
cana-1803	152	33	into	into	ADP
cana-1803	152	34	dual	dual	ADJ
cana-1803	152	35	matrices	matrix	NOUN
cana-1803	152	36	‘	'	PUNCT
cana-1803	152	37	𝐴𝑛∗𝑑	𝐴𝑛∗𝑑	X
cana-1803	152	38	’	'	PUNCT
cana-1803	152	39	and	and	CCONJ
cana-1803	152	40	‘	'	PUNCT
cana-1803	152	41	𝐵𝑚∗𝑑	𝐵𝑚∗𝑑	X
cana-1803	152	42	’	'	PUNCT
cana-1803	152	43	respectively	respectively	ADV
cana-1803	152	44	.	.	PUNCT
cana-1803	153	1	here	here	ADV
cana-1803	153	2	‘	'	PUNCT
cana-1803	153	3	𝐴𝑛∗𝑑	𝐴𝑛∗𝑑	PROPN
cana-1803	153	4	’	'	PUNCT
cana-1803	153	5	denotes	denote	VERB
cana-1803	153	6	the	the	DET
cana-1803	153	7	feature	feature	NOUN
cana-1803	153	8	matrix	matrix	NOUN
cana-1803	153	9	of	of	ADP
cana-1803	153	10	tweet	tweet	NOUN
cana-1803	153	11	users	user	NOUN
cana-1803	153	12	and	and	CCONJ
cana-1803	153	13	‘	'	PUNCT
cana-1803	153	14	𝐵𝑚∗𝑑	𝐵𝑚∗𝑑	X
cana-1803	153	15	’	'	PUNCT
cana-1803	153	16	represents	represent	VERB
cana-1803	153	17	the	the	DET
cana-1803	153	18	feature	feature	NOUN
cana-1803	153	19	matrix	matrix	NOUN
cana-1803	153	20	of	of	ADP
cana-1803	153	21	actual	actual	ADJ
cana-1803	153	22	tweets	tweet	NOUN
cana-1803	153	23	respectively	respectively	ADV
cana-1803	153	24	.	.	PUNCT
cana-1803	154	1	the	the	DET
cana-1803	154	2	innermost	innermost	ADJ
cana-1803	154	3	matrix	matrix	NOUN
cana-1803	154	4	multiplication	multiplication	NOUN
cana-1803	154	5	of	of	ADP
cana-1803	154	6	‘	'	PUNCT
cana-1803	154	7	𝐴𝑛∗𝑑	𝐴𝑛∗𝑑	PROPN
cana-1803	154	8	’	'	PUNCT
cana-1803	154	9	and	and	CCONJ
cana-1803	154	10	‘	'	PUNCT
cana-1803	154	11	𝐵𝑚∗𝑑	𝐵𝑚∗𝑑	X
cana-1803	154	12	’	'	PUNCT
cana-1803	154	13	characterizes	characterize	VERB
cana-1803	154	14	the	the	DET
cana-1803	154	15	coarse	coarse	ADV
cana-1803	154	16	-	-	PUNCT
cana-1803	154	17	grained	grain	VERB
cana-1803	154	18	matrix	matrix	NOUN
cana-1803	154	19	represented	represent	VERB
cana-1803	154	20	by	by	ADP
cana-1803	154	21	‘	'	PUNCT
cana-1803	154	22	𝐺′	𝐺′	X
cana-1803	154	23	’	'	PUNCT
cana-1803	154	24	.	.	PUNCT
cana-1803	155	1	however	however	ADV
cana-1803	155	2	,	,	PUNCT
cana-1803	155	3	the	the	DET
cana-1803	155	4	objective	objective	NOUN
cana-1803	155	5	in	in	ADP
cana-1803	155	6	our	our	PRON
cana-1803	155	7	work	work	NOUN
cana-1803	155	8	remains	remain	VERB
cana-1803	155	9	in	in	ADP
cana-1803	155	10	minimizing	minimize	VERB
cana-1803	155	11	the	the	DET
cana-1803	155	12	difference	difference	NOUN
cana-1803	155	13	between	between	ADP
cana-1803	155	14	‘	'	PUNCT
cana-1803	155	15	𝐺	𝐺	NOUN
cana-1803	155	16	’	'	PUNCT
cana-1803	155	17	and	and	CCONJ
cana-1803	155	18	‘	'	PUNCT
cana-1803	155	19	𝐺′	𝐺′	NUM
cana-1803	155	20	’	'	PUNCT
cana-1803	155	21	and	and	CCONJ
cana-1803	155	22	hence	hence	ADV
cana-1803	155	23	the	the	DET
cana-1803	155	24	mathematical	mathematical	ADJ
cana-1803	155	25	formulated	formulate	VERB
cana-1803	155	26	is	be	AUX
cana-1803	155	27	as	as	SCONJ
cana-1803	155	28	given	give	VERB
cana-1803	155	29	below	below	ADV
cana-1803	155	30	.	.	PUNCT
cana-1803	156	1	𝑜𝑏𝑗	𝑜𝑏𝑗	PROPN
cana-1803	156	2	=	=	PUNCT
cana-1803	157	1	𝑀𝐼𝑁(𝐺	𝑀𝐼𝑁(𝐺	ADJ
cana-1803	157	2	−	−	PROPN
cana-1803	157	3	𝐺′	𝐺′	NUM
cana-1803	157	4	)	)	PUNCT
cana-1803	157	5	=	=	SYM
cana-1803	157	6	𝑀𝐼𝑁(∑	𝑀𝐼𝑁(∑	NOUN
cana-1803	157	7	∑	∑	PUNCT
cana-1803	157	8	(	(	PUNCT
cana-1803	157	9	𝑔𝑖𝑗	𝑔𝑖𝑗	PROPN
cana-1803	157	10	−	−	PROPN
cana-1803	157	11	𝐴𝑖𝐵𝑗	𝐴𝑖𝐵𝑗	PROPN
cana-1803	157	12	𝑇	𝑇	PROPN
cana-1803	157	13	)	)	PUNCT
cana-1803	157	14	+	+	CCONJ
cana-1803	157	15	𝛼(|𝐴|2	𝛼(|𝐴|2	NUM
cana-1803	157	16	+	+	CCONJ
cana-1803	157	17	|𝐵|2)𝑚	|𝐵|2)𝑚	NOUN
cana-1803	157	18	𝑗=1	𝑗=1	PROPN
cana-1803	157	19	𝑛	𝑛	PROPN
cana-1803	157	20	𝑖=1	𝑖=1	PROPN
cana-1803	157	21	)	)	PUNCT
cana-1803	157	22	(	(	PUNCT
cana-1803	157	23	8)	8)	NUM
cana-1803	157	24	https://en.wikipedia.org/wiki/matrix_(mathematics	https://en.wikipedia.org/wiki/matrix_(mathematic	NOUN
cana-1803	157	25	)	)	PUNCT
cana-1803	157	26	communications	communication	NOUN
cana-1803	157	27	on	on	ADP
cana-1803	157	28	applied	apply	VERB
cana-1803	157	29	nonlinear	nonlinear	ADJ
cana-1803	157	30	analysis	analysis	NOUN
cana-1803	157	31	issn	issn	NOUN
cana-1803	157	32	:	:	PUNCT
cana-1803	157	33	1074	1074	NUM
cana-1803	157	34	-	-	PUNCT
cana-1803	157	35	133x	133x	NUM
cana-1803	157	36	vol	vol	NOUN
cana-1803	157	37	32	32	NUM
cana-1803	157	38	no	no	NOUN
cana-1803	157	39	.	.	NOUN
cana-1803	157	40	2	2	NUM
cana-1803	157	41	(	(	PUNCT
cana-1803	157	42	2025	2025	NUM
cana-1803	157	43	)	)	PUNCT
cana-1803	157	44	541	541	NUM
cana-1803	157	45	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	157	46	from	from	ADP
cana-1803	157	47	the	the	DET
cana-1803	157	48	above	above	ADJ
cana-1803	157	49	equation	equation	NOUN
cana-1803	157	50	(	(	PUNCT
cana-1803	157	51	8)	8)	NUM
cana-1803	157	52	,	,	PUNCT
cana-1803	157	53	‘	'	PUNCT
cana-1803	157	54	𝐴𝑖	𝐴𝑖	NOUN
cana-1803	157	55	’	'	PUNCT
cana-1803	157	56	and	and	CCONJ
cana-1803	157	57	‘	'	PUNCT
cana-1803	157	58	𝐵𝑗	𝐵𝑗	NOUN
cana-1803	157	59	’	'	PUNCT
cana-1803	157	60	represents	represent	VERB
cana-1803	157	61	the	the	DET
cana-1803	157	62	feature	feature	NOUN
cana-1803	157	63	vector	vector	NOUN
cana-1803	157	64	of	of	ADP
cana-1803	157	65	two	two	NUM
cana-1803	157	66	sample	sample	NOUN
cana-1803	157	67	matrices	matrix	NOUN
cana-1803	157	68	‘	'	PUNCT
cana-1803	157	69	𝐴	𝐴	NOUN
cana-1803	157	70	’	'	PUNCT
cana-1803	157	71	and	and	CCONJ
cana-1803	157	72	‘	'	PUNCT
cana-1803	157	73	𝐵	𝐵	NOUN
cana-1803	157	74	’	'	PUNCT
cana-1803	157	75	respectively	respectively	ADV
cana-1803	157	76	and	and	CCONJ
cana-1803	157	77	‘	'	PUNCT
cana-1803	157	78	𝛼(|𝐴|2	𝛼(|𝐴|2	NUM
cana-1803	157	79	+	+	SYM
cana-1803	157	80	|𝐵|2	|𝐵|2	NOUN
cana-1803	157	81	)	)	PUNCT
cana-1803	157	82	’	'	PUNCT
cana-1803	157	83	represents	represent	VERB
cana-1803	157	84	the	the	DET
cana-1803	157	85	normalization	normalization	NOUN
cana-1803	157	86	tweet	tweet	NOUN
cana-1803	157	87	that	that	PRON
cana-1803	157	88	is	be	AUX
cana-1803	157	89	used	use	VERB
cana-1803	157	90	to	to	PART
cana-1803	157	91	avoid	avoid	VERB
cana-1803	157	92	overfitting	overfitte	VERB
cana-1803	157	93	that	that	SCONJ
cana-1803	157	94	specifically	specifically	ADV
cana-1803	157	95	is	be	AUX
cana-1803	157	96	said	say	VERB
cana-1803	157	97	to	to	PART
cana-1803	157	98	occur	occur	VERB
cana-1803	157	99	while	while	SCONJ
cana-1803	157	100	employing	employ	VERB
cana-1803	157	101	fmc	fmc	NOUN
cana-1803	157	102	function	function	NOUN
cana-1803	157	103	.	.	PUNCT
cana-1803	158	1	next	next	ADV
cana-1803	158	2	,	,	PUNCT
cana-1803	158	3	the	the	DET
cana-1803	158	4	values	value	NOUN
cana-1803	158	5	of	of	ADP
cana-1803	158	6	‘	'	PUNCT
cana-1803	158	7	𝐴𝑖	𝐴𝑖	NOUN
cana-1803	158	8	’	'	PUNCT
cana-1803	158	9	and	and	CCONJ
cana-1803	158	10	‘	'	PUNCT
cana-1803	158	11	𝐵𝑗	𝐵𝑗	NOUN
cana-1803	158	12	’	'	PUNCT
cana-1803	158	13	are	be	AUX
cana-1803	158	14	proximate	proximate	NOUN
cana-1803	158	15	using	use	VERB
cana-1803	158	16	stochastic	stochastic	ADJ
cana-1803	158	17	approximation	approximation	NOUN
cana-1803	158	18	involving	involve	VERB
cana-1803	158	19	big	big	ADJ
cana-1803	158	20	data	datum	NOUN
cana-1803	158	21	dataset	dataset	NOUN
cana-1803	158	22	,	,	PUNCT
cana-1803	158	23	therefore	therefore	ADV
cana-1803	158	24	minimizing	minimize	VERB
cana-1803	158	25	the	the	DET
cana-1803	158	26	computational	computational	ADJ
cana-1803	158	27	burden	burden	NOUN
cana-1803	158	28	and	and	CCONJ
cana-1803	158	29	is	be	AUX
cana-1803	158	30	formulated	formulate	VERB
cana-1803	158	31	as	as	ADP
cana-1803	158	32	given	give	VERB
cana-1803	158	33	below	below	ADV
cana-1803	158	34	.	.	PUNCT
cana-1803	159	1	𝐴𝑖	𝐴𝑖	PROPN
cana-1803	159	2	=	=	PUNCT
cana-1803	160	1	𝐴𝑖	𝐴𝑖	PROPN
cana-1803	160	2	−	−	PROPN
cana-1803	160	3	𝛽	𝛽	PROPN
cana-1803	160	4	𝜕𝑜𝑏𝑗	𝜕𝑜𝑏𝑗	ADJ
cana-1803	160	5	𝜕𝐴𝑖	𝜕𝐴𝑖	NOUN
cana-1803	160	6	(	(	PUNCT
cana-1803	160	7	9	9	X
cana-1803	160	8	)	)	PUNCT
cana-1803	160	9	𝐵𝑗	𝐵𝑗	PROPN
cana-1803	160	10	=	=	SYM
cana-1803	161	1	𝐵𝑗	𝐵𝑗	PROPN
cana-1803	161	2	−	−	PROPN
cana-1803	162	1	𝛽	𝛽	PROPN
cana-1803	162	2	𝜕𝑜𝑏𝑗	𝜕𝑜𝑏𝑗	PROPN
cana-1803	162	3	𝜕𝐵𝑗	𝜕𝐵𝑗	ADV
cana-1803	162	4	(	(	PUNCT
cana-1803	162	5	10	10	NUM
cana-1803	162	6	)	)	PUNCT
cana-1803	162	7	from	from	ADP
cana-1803	162	8	above	above	ADP
cana-1803	162	9	equations	equation	NOUN
cana-1803	162	10	(	(	PUNCT
cana-1803	162	11	9	9	NUM
cana-1803	162	12	)	)	PUNCT
cana-1803	162	13	and	and	CCONJ
cana-1803	162	14	(	(	PUNCT
cana-1803	162	15	10	10	NUM
cana-1803	162	16	)	)	PUNCT
cana-1803	162	17	,	,	PUNCT
cana-1803	162	18	‘	'	PUNCT
cana-1803	162	19	𝛽	𝛽	NOUN
cana-1803	162	20	’	'	PUNCT
cana-1803	162	21	refers	refer	VERB
cana-1803	162	22	to	to	ADP
cana-1803	162	23	the	the	DET
cana-1803	162	24	learning	learning	NOUN
cana-1803	162	25	rate	rate	NOUN
cana-1803	162	26	subject	subject	ADJ
cana-1803	162	27	to	to	ADP
cana-1803	162	28	the	the	DET
cana-1803	162	29	objective	objective	ADJ
cana-1803	162	30	function	function	NOUN
cana-1803	162	31	‘	'	PUNCT
cana-1803	162	32	𝑜𝑏𝑗	𝑜𝑏𝑗	PROPN
cana-1803	162	33	’	'	PUNCT
cana-1803	162	34	.	.	PUNCT
cana-1803	163	1	the	the	DET
cana-1803	163	2	difference	difference	NOUN
cana-1803	163	3	between	between	ADP
cana-1803	163	4	the	the	DET
cana-1803	163	5	actual	actual	ADJ
cana-1803	163	6	and	and	CCONJ
cana-1803	163	7	approximated	approximate	VERB
cana-1803	163	8	grade	grade	NOUN
cana-1803	163	9	for	for	ADP
cana-1803	163	10	an	an	DET
cana-1803	163	11	observed	observe	VERB
cana-1803	163	12	tweet	tweet	NOUN
cana-1803	163	13	sample	sample	NOUN
cana-1803	163	14	is	be	AUX
cana-1803	163	15	reduced	reduce	VERB
cana-1803	163	16	by	by	ADP
cana-1803	163	17	differentiating	differentiate	VERB
cana-1803	163	18	‘	'	PUNCT
cana-1803	163	19	(	(	PUNCT
cana-1803	163	20	𝑔𝑚𝑗	𝑔𝑚𝑗	ADJ
cana-1803	163	21	−	−	PROPN
cana-1803	163	22	𝑔𝑚𝑗	𝑔𝑚𝑗	NOUN
cana-1803	163	23	′	′	NUM
cana-1803	163	24	)	)	PUNCT
cana-1803	163	25	2	2	NUM
cana-1803	163	26	’	'	PUNCT
cana-1803	163	27	as	as	SCONJ
cana-1803	163	28	follows	follow	VERB
cana-1803	163	29	.	.	PUNCT
cana-1803	164	1	𝜕	𝜕	NOUN
cana-1803	164	2	𝜕𝑎𝑖𝑑	𝜕𝑎𝑖𝑑	PROPN
cana-1803	164	3	(	(	PUNCT
cana-1803	164	4	𝑔𝑚𝑗	𝑔𝑚𝑗	NOUN
cana-1803	164	5	−	−	PROPN
cana-1803	164	6	𝑔𝑚𝑗	𝑔𝑚𝑗	NOUN
cana-1803	164	7	′	′	NUM
cana-1803	164	8	)	)	PUNCT
cana-1803	164	9	2	2	NUM
cana-1803	164	10	=	=	SYM
cana-1803	164	11	−2𝑎𝑚𝑑(𝑔𝑚𝑗	−2𝑎𝑚𝑑(𝑔𝑚𝑗	PROPN
cana-1803	164	12	−	−	NOUN
cana-1803	164	13	∑	∑	PUNCT
cana-1803	164	14	𝑎𝑚𝑑𝑏𝑑𝑗	𝑎𝑚𝑑𝑏𝑑𝑗	NOUN
cana-1803	164	15	)	)	PUNCT
cana-1803	164	16	(	(	PUNCT
cana-1803	164	17	11	11	NUM
cana-1803	164	18	)	)	PUNCT
cana-1803	164	19	𝜕	𝜕	NOUN
cana-1803	164	20	𝜕𝑏𝑑𝑗	𝜕𝑏𝑑𝑗	NOUN
cana-1803	164	21	(	(	PUNCT
cana-1803	164	22	𝑔𝑚𝑗	𝑔𝑚𝑗	NOUN
cana-1803	164	23	−	−	PROPN
cana-1803	164	24	𝑔𝑚𝑗	𝑔𝑚𝑗	NOUN
cana-1803	164	25	′	′	NUM
cana-1803	164	26	)	)	PUNCT
cana-1803	164	27	2	2	NUM
cana-1803	164	28	=	=	X
cana-1803	164	29	−2𝑏𝑑𝑗(𝑔𝑑𝑗	−2𝑏𝑑𝑗(𝑔𝑑𝑗	NOUN
cana-1803	164	30	−	−	NOUN
cana-1803	164	31	∑	∑	PUNCT
cana-1803	164	32	𝑎𝑚𝑑𝑏𝑑𝑗	𝑎𝑚𝑑𝑏𝑑𝑗	NOUN
cana-1803	164	33	)	)	PUNCT
cana-1803	164	34	(	(	PUNCT
cana-1803	164	35	12	12	NUM
cana-1803	164	36	)	)	PUNCT
cana-1803	164	37	with	with	ADP
cana-1803	164	38	the	the	DET
cana-1803	164	39	aid	aid	NOUN
cana-1803	164	40	of	of	ADP
cana-1803	164	41	the	the	DET
cana-1803	164	42	above	above	ADJ
cana-1803	164	43	two	two	NUM
cana-1803	164	44	equations	equation	NOUN
cana-1803	164	45	(	(	PUNCT
cana-1803	164	46	11	11	NUM
cana-1803	164	47	and	and	CCONJ
cana-1803	164	48	(	(	PUNCT
cana-1803	164	49	12	12	NUM
cana-1803	164	50	)	)	PUNCT
cana-1803	164	51	,	,	PUNCT
cana-1803	164	52	finally	finally	ADV
cana-1803	164	53	,	,	PUNCT
cana-1803	164	54	the	the	DET
cana-1803	164	55	grading	grading	NOUN
cana-1803	164	56	is	be	AUX
cana-1803	164	57	mathematically	mathematically	ADV
cana-1803	164	58	formulated	formulate	VERB
cana-1803	164	59	as	as	ADP
cana-1803	164	60	given	give	VERB
cana-1803	164	61	below	below	ADV
cana-1803	164	62	.	.	PUNCT
cana-1803	165	1	𝐺𝑖𝑗	𝐺𝑖𝑗	PROPN
cana-1803	165	2	=	=	SYM
cana-1803	165	3	𝜕	𝜕	PROPN
cana-1803	165	4	𝜕𝑎𝑖𝑑	𝜕𝑎𝑖𝑑	NUM
cana-1803	165	5	(	(	PUNCT
cana-1803	165	6	𝑔𝑚𝑗	𝑔𝑚𝑗	NOUN
cana-1803	165	7	−	−	PROPN
cana-1803	165	8	𝑔𝑚𝑗	𝑔𝑚𝑗	NOUN
cana-1803	165	9	′	′	NUM
cana-1803	165	10	)	)	PUNCT
cana-1803	165	11	2	2	NUM
cana-1803	165	12	∗	∗	NOUN
cana-1803	165	13	𝜕	𝜕	PROPN
cana-1803	165	14	𝜕𝑏𝑑𝑗	𝜕𝑏𝑑𝑗	NOUN
cana-1803	165	15	(	(	PUNCT
cana-1803	165	16	𝑔𝑚𝑗	𝑔𝑚𝑗	NOUN
cana-1803	165	17	−	−	PROPN
cana-1803	165	18	𝑔𝑚𝑗	𝑔𝑚𝑗	NOUN
cana-1803	165	19	′	′	NUM
cana-1803	165	20	)	)	PUNCT
cana-1803	165	21	2	2	NUM
cana-1803	165	22	(	(	PUNCT
cana-1803	165	23	13	13	NUM
cana-1803	165	24	)	)	PUNCT
cana-1803	165	25	with	with	ADP
cana-1803	165	26	the	the	DET
cana-1803	165	27	above	above	ADJ
cana-1803	165	28	obtained	obtain	VERB
cana-1803	165	29	grade	grade	NOUN
cana-1803	165	30	‘	'	PUNCT
cana-1803	165	31	𝐺𝑖𝑗	𝐺𝑖𝑗	PROPN
cana-1803	165	32	’	'	PUNCT
cana-1803	165	33	from	from	ADP
cana-1803	165	34	equation	equation	NOUN
cana-1803	165	35	(	(	PUNCT
cana-1803	165	36	13	13	NUM
cana-1803	165	37	)	)	PUNCT
cana-1803	165	38	,	,	PUNCT
cana-1803	165	39	the	the	DET
cana-1803	165	40	distributed	distribute	VERB
cana-1803	165	41	recommendation	recommendation	NOUN
cana-1803	165	42	agent	agent	NOUN
cana-1803	165	43	provides	provide	VERB
cana-1803	165	44	recommendation	recommendation	NOUN
cana-1803	165	45	to	to	ADP
cana-1803	165	46	tweet	tweet	NOUN
cana-1803	165	47	users	user	NOUN
cana-1803	165	48	on	on	ADP
cana-1803	165	49	social	social	ADJ
cana-1803	165	50	networks	network	NOUN
cana-1803	165	51	about	about	ADP
cana-1803	165	52	other	other	ADJ
cana-1803	165	53	users	user	NOUN
cana-1803	165	54	with	with	ADP
cana-1803	165	55	similar	similar	ADJ
cana-1803	165	56	interests	interest	NOUN
cana-1803	165	57	in	in	ADP
cana-1803	165	58	a	a	DET
cana-1803	165	59	significant	significant	ADJ
cana-1803	165	60	manner	manner	NOUN
cana-1803	165	61	.	.	PUNCT
cana-1803	166	1	the	the	DET
cana-1803	166	2	pseudo	pseudo	NOUN
cana-1803	166	3	code	code	NOUN
cana-1803	166	4	representation	representation	NOUN
cana-1803	166	5	of	of	ADP
cana-1803	166	6	frobenius	frobenius	ADJ
cana-1803	166	7	matrix	matrix	NOUN
cana-1803	166	8	collaborative	collaborative	NOUN
cana-1803	166	9	recommender	recommender	NOUN
cana-1803	166	10	is	be	AUX
cana-1803	166	11	given	give	VERB
cana-1803	166	12	below	below	ADV
cana-1803	166	13	.	.	PUNCT
cana-1803	167	1	input	input	NOUN
cana-1803	167	2	:	:	PUNCT
cana-1803	167	3	relevant	relevant	ADJ
cana-1803	167	4	tweets	tweet	NOUN
cana-1803	167	5	‘	'	PUNCT
cana-1803	167	6	𝑅𝑇	𝑅𝑇	PROPN
cana-1803	167	7	=	=	SYM
cana-1803	167	8	𝑟𝑡1	𝑟𝑡1	NOUN
cana-1803	167	9	,	,	PUNCT
cana-1803	167	10	𝑟𝑡2	𝑟𝑡2	AUX
cana-1803	167	11	,	,	PUNCT
cana-1803	167	12	…	…	PUNCT
cana-1803	167	13	,	,	PUNCT
cana-1803	167	14	𝑟𝑡𝑛	𝑟𝑡𝑛	NOUN
cana-1803	167	15	’	'	PUNCT
cana-1803	167	16	output	output	NOUN
cana-1803	167	17	:	:	PUNCT
cana-1803	167	18	robust	robust	ADJ
cana-1803	167	19	recommendation	recommendation	NOUN
cana-1803	167	20	with	with	ADP
cana-1803	167	21	minimum	minimum	NOUN
cana-1803	167	22	error	error	NOUN
cana-1803	167	23	step	step	NOUN
cana-1803	167	24	1	1	NUM
cana-1803	167	25	:	:	PUNCT
cana-1803	167	26	begin	begin	VERB
cana-1803	167	27	step	step	NOUN
cana-1803	167	28	2	2	NUM
cana-1803	167	29	:	:	PUNCT
cana-1803	167	30	for	for	SCONJ
cana-1803	167	31	each	each	DET
cana-1803	167	32	relevant	relevant	ADJ
cana-1803	167	33	tweets	tweet	NOUN
cana-1803	167	34	‘	'	PUNCT
cana-1803	167	35	𝑅𝑇	𝑅𝑇	PROPN
cana-1803	167	36	’	'	PUNCT
cana-1803	167	37	step	step	NOUN
cana-1803	167	38	3	3	NUM
cana-1803	167	39	:	:	PUNCT
cana-1803	167	40	evaluate	evaluate	VERB
cana-1803	167	41	the	the	DET
cana-1803	167	42	grading	grade	VERB
cana-1803	167	43	matrix	matrix	NOUN
cana-1803	167	44	using	use	VERB
cana-1803	167	45	equation	equation	NOUN
cana-1803	167	46	(	(	PUNCT
cana-1803	167	47	6	6	NUM
cana-1803	167	48	)	)	PUNCT
cana-1803	167	49	subject	subject	NOUN
cana-1803	167	50	to	to	ADP
cana-1803	167	51	objective	objective	ADJ
cana-1803	167	52	function	function	NOUN
cana-1803	167	53	using	use	VERB
cana-1803	167	54	equation	equation	NOUN
cana-1803	167	55	(	(	PUNCT
cana-1803	167	56	8)	8)	NUM
cana-1803	167	57	step	step	NOUN
cana-1803	167	58	4	4	NUM
cana-1803	167	59	:	:	PUNCT
cana-1803	167	60	obtain	obtain	VERB
cana-1803	167	61	proximate	proximate	NOUN
cana-1803	167	62	values	value	NOUN
cana-1803	167	63	by	by	ADP
cana-1803	167	64	means	mean	NOUN
cana-1803	167	65	of	of	ADP
cana-1803	167	66	stochastic	stochastic	ADJ
cana-1803	167	67	model	model	NOUN
cana-1803	167	68	using	use	VERB
cana-1803	167	69	equation	equation	NOUN
cana-1803	167	70	(	(	PUNCT
cana-1803	167	71	9	9	NUM
cana-1803	167	72	)	)	PUNCT
cana-1803	167	73	and	and	CCONJ
cana-1803	167	74	(	(	PUNCT
cana-1803	167	75	10	10	NUM
cana-1803	167	76	)	)	PUNCT
cana-1803	167	77	step	step	NOUN
cana-1803	167	78	5	5	NUM
cana-1803	167	79	:	:	PUNCT
cana-1803	167	80	obtain	obtain	VERB
cana-1803	167	81	difference	difference	NOUN
cana-1803	167	82	between	between	ADP
cana-1803	167	83	the	the	DET
cana-1803	167	84	actual	actual	ADJ
cana-1803	167	85	and	and	CCONJ
cana-1803	167	86	approximated	approximate	VERB
cana-1803	167	87	grade	grade	NOUN
cana-1803	167	88	for	for	ADP
cana-1803	167	89	an	an	DET
cana-1803	167	90	observed	observed	ADJ
cana-1803	167	91	tweet	tweet	NOUN
cana-1803	167	92	using	use	VERB
cana-1803	167	93	equation	equation	NOUN
cana-1803	167	94	(	(	PUNCT
cana-1803	167	95	11	11	NUM
cana-1803	167	96	)	)	PUNCT
cana-1803	167	97	and	and	CCONJ
cana-1803	167	98	(	(	PUNCT
cana-1803	167	99	12	12	NUM
cana-1803	167	100	)	)	PUNCT
cana-1803	167	101	step	step	NOUN
cana-1803	167	102	6	6	NUM
cana-1803	167	103	:	:	PUNCT
cana-1803	167	104	evaluate	evaluate	VERB
cana-1803	167	105	grade	grade	NOUN
cana-1803	167	106	using	use	VERB
cana-1803	167	107	equation	equation	NOUN
cana-1803	167	108	(	(	PUNCT
cana-1803	167	109	13	13	NUM
cana-1803	167	110	)	)	PUNCT
cana-1803	167	111	step	step	NOUN
cana-1803	167	112	7	7	NUM
cana-1803	167	113	:	:	PUNCT
cana-1803	167	114	if	if	SCONJ
cana-1803	167	115	‘	'	PUNCT
cana-1803	167	116	𝐺𝑖𝑗	𝐺𝑖𝑗	NOUN
cana-1803	167	117	=	=	SYM
cana-1803	167	118	0	0	PUNCT
cana-1803	167	119	𝑡𝑜	𝑡𝑜	NOUN
cana-1803	167	120	1.9	1.9	NUM
cana-1803	167	121	’	'	PUNCT
cana-1803	167	122	step	step	NOUN
cana-1803	167	123	8	8	NUM
cana-1803	167	124	:	:	PUNCT
cana-1803	167	125	tweet	tweet	NOUN
cana-1803	167	126	polarity	polarity	NOUN
cana-1803	167	127	is	be	AUX
cana-1803	167	128	negative	negative	ADJ
cana-1803	167	129	step	step	NOUN
cana-1803	167	130	9	9	NUM
cana-1803	167	131	:	:	PUNCT
cana-1803	167	132	end	end	VERB
cana-1803	167	133	if	if	SCONJ
cana-1803	167	134	step	step	NOUN
cana-1803	167	135	10	10	NUM
cana-1803	167	136	:	:	PUNCT
cana-1803	167	137	if	if	SCONJ
cana-1803	167	138	‘	'	PUNCT
cana-1803	167	139	𝐺𝑖𝑗	𝐺𝑖𝑗	NOUN
cana-1803	167	140	=	=	SYM
cana-1803	167	141	2	2	NUM
cana-1803	167	142	𝑡𝑜	𝑡𝑜	NOUN
cana-1803	167	143	3.9	3.9	NUM
cana-1803	167	144	’	'	PUNCT
cana-1803	167	145	step	step	NOUN
cana-1803	167	146	11	11	NUM
cana-1803	167	147	:	:	PUNCT
cana-1803	167	148	tweet	tweet	NOUN
cana-1803	167	149	polarity	polarity	NOUN
cana-1803	167	150	is	be	AUX
cana-1803	167	151	neutral	neutral	ADJ
cana-1803	167	152	communications	communication	NOUN
cana-1803	167	153	on	on	ADP
cana-1803	167	154	applied	apply	VERB
cana-1803	167	155	nonlinear	nonlinear	ADJ
cana-1803	167	156	analysis	analysis	NOUN
cana-1803	167	157	issn	issn	NOUN
cana-1803	167	158	:	:	PUNCT
cana-1803	167	159	1074	1074	NUM
cana-1803	167	160	-	-	PUNCT
cana-1803	167	161	133x	133x	NUM
cana-1803	167	162	vol	vol	NOUN
cana-1803	167	163	32	32	NUM
cana-1803	167	164	no	no	NOUN
cana-1803	167	165	.	.	NOUN
cana-1803	167	166	2	2	NUM
cana-1803	167	167	(	(	PUNCT
cana-1803	167	168	2025	2025	NUM
cana-1803	167	169	)	)	PUNCT
cana-1803	167	170	542	542	NUM
cana-1803	167	171	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	167	172	step	step	NOUN
cana-1803	167	173	12	12	NUM
cana-1803	167	174	:	:	PUNCT
cana-1803	167	175	end	end	VERB
cana-1803	167	176	if	if	SCONJ
cana-1803	167	177	step	step	NOUN
cana-1803	167	178	13	13	NUM
cana-1803	167	179	:	:	PUNCT
cana-1803	167	180	if	if	SCONJ
cana-1803	167	181	‘	'	PUNCT
cana-1803	167	182	𝐺𝑖𝑗	𝐺𝑖𝑗	VERB
cana-1803	167	183	≥	≥	NOUN
cana-1803	167	184	4	4	NUM
cana-1803	167	185	’	'	PUNCT
cana-1803	167	186	step	step	NOUN
cana-1803	167	187	14	14	NUM
cana-1803	167	188	:	:	PUNCT
cana-1803	167	189	tweet	tweet	NOUN
cana-1803	167	190	polarity	polarity	NOUN
cana-1803	167	191	is	be	AUX
cana-1803	167	192	positive	positive	ADJ
cana-1803	167	193	step	step	NOUN
cana-1803	167	194	15	15	NUM
cana-1803	167	195	:	:	PUNCT
cana-1803	167	196	end	end	VERB
cana-1803	167	197	if	if	SCONJ
cana-1803	167	198	step	step	NOUN
cana-1803	167	199	16	16	NUM
cana-1803	167	200	:	:	PUNCT
cana-1803	167	201	end	end	VERB
cana-1803	167	202	for	for	ADP
cana-1803	167	203	step	step	NOUN
cana-1803	167	204	17	17	NUM
cana-1803	167	205	:	:	PUNCT
cana-1803	167	206	end	end	NOUN
cana-1803	167	207	algorithm	algorithm	NOUN
cana-1803	167	208	2	2	NUM
cana-1803	167	209	frobenius	frobenius	NOUN
cana-1803	167	210	matrix	matrix	NOUN
cana-1803	167	211	collaborative	collaborative	NOUN
cana-1803	167	212	recommender	recommender	NOUN
cana-1803	167	213	as	as	SCONJ
cana-1803	167	214	given	give	VERB
cana-1803	167	215	in	in	ADP
cana-1803	167	216	the	the	DET
cana-1803	167	217	above	above	ADJ
cana-1803	167	218	frobenius	frobenius	ADJ
cana-1803	167	219	matrix	matrix	NOUN
cana-1803	167	220	collaborative	collaborative	ADJ
cana-1803	167	221	recommender	recommender	NOUN
cana-1803	167	222	algorithm	algorithm	NOUN
cana-1803	167	223	,	,	PUNCT
cana-1803	167	224	for	for	ADP
cana-1803	167	225	each	each	DET
cana-1803	167	226	relevant	relevant	ADJ
cana-1803	167	227	tweet	tweet	NOUN
cana-1803	167	228	’s	’	VERB
cana-1803	167	229	obtained	obtain	VERB
cana-1803	167	230	from	from	ADP
cana-1803	167	231	the	the	DET
cana-1803	167	232	feature	feature	NOUN
cana-1803	167	233	selection	selection	NOUN
cana-1803	167	234	algorithm	algorithm	NOUN
cana-1803	167	235	as	as	ADP
cana-1803	167	236	input	input	NOUN
cana-1803	167	237	,	,	PUNCT
cana-1803	167	238	the	the	DET
cana-1803	167	239	objective	objective	NOUN
cana-1803	167	240	here	here	ADV
cana-1803	167	241	remains	remain	VERB
cana-1803	167	242	in	in	ADP
cana-1803	167	243	a	a	DET
cana-1803	167	244	robust	robust	ADJ
cana-1803	167	245	recommender	recommender	NOUN
cana-1803	167	246	system	system	NOUN
cana-1803	167	247	that	that	PRON
cana-1803	167	248	possess	possess	VERB
cana-1803	167	249	trust	trust	NOUN
cana-1803	167	250	based	base	VERB
cana-1803	167	251	on	on	ADP
cana-1803	167	252	the	the	DET
cana-1803	167	253	grading	grading	NOUN
cana-1803	167	254	that	that	PRON
cana-1803	167	255	provides	provide	VERB
cana-1803	167	256	more	more	ADJ
cana-1803	167	257	reliability	reliability	NOUN
cana-1803	167	258	.	.	PUNCT
cana-1803	168	1	with	with	ADP
cana-1803	168	2	this	this	DET
cana-1803	168	3	objective	objective	NOUN
cana-1803	168	4	,	,	PUNCT
cana-1803	168	5	a	a	DET
cana-1803	168	6	grading	grade	VERB
cana-1803	168	7	pattern	pattern	NOUN
cana-1803	168	8	using	use	VERB
cana-1803	168	9	frobenius	frobenius	ADJ
cana-1803	168	10	matrix	matrix	NOUN
cana-1803	168	11	collaborative	collaborative	ADJ
cana-1803	168	12	(	(	PUNCT
cana-1803	168	13	fmc	fmc	NOUN
cana-1803	168	14	)	)	PUNCT
cana-1803	168	15	function	function	NOUN
cana-1803	168	16	is	be	AUX
cana-1803	168	17	designed	design	VERB
cana-1803	168	18	subject	subject	ADJ
cana-1803	168	19	to	to	ADP
cana-1803	168	20	the	the	DET
cana-1803	168	21	minimization	minimization	NOUN
cana-1803	168	22	of	of	ADP
cana-1803	168	23	loss	loss	NOUN
cana-1803	168	24	incurred	incur	VERB
cana-1803	168	25	while	while	SCONJ
cana-1803	168	26	involving	involve	VERB
cana-1803	168	27	big	big	ADJ
cana-1803	168	28	data	datum	NOUN
cana-1803	168	29	employing	employ	VERB
cana-1803	168	30	relevant	relevant	ADJ
cana-1803	168	31	tweets	tweet	NOUN
cana-1803	168	32	.	.	PUNCT
cana-1803	169	1	next	next	ADV
cana-1803	169	2	,	,	PUNCT
cana-1803	169	3	minimizing	minimize	VERB
cana-1803	169	4	the	the	DET
cana-1803	169	5	computational	computational	ADJ
cana-1803	169	6	burden	burden	NOUN
cana-1803	169	7	via	via	ADP
cana-1803	169	8	differentiation	differentiation	NOUN
cana-1803	169	9	function	function	NOUN
cana-1803	169	10	is	be	AUX
cana-1803	169	11	performed	perform	VERB
cana-1803	169	12	for	for	ADP
cana-1803	169	13	each	each	DET
cana-1803	169	14	user	user	NOUN
cana-1803	169	15	and	and	CCONJ
cana-1803	169	16	corresponding	correspond	VERB
cana-1803	169	17	tweets	tweet	NOUN
cana-1803	169	18	therefore	therefore	ADV
cana-1803	169	19	minimizing	minimize	VERB
cana-1803	169	20	the	the	DET
cana-1803	169	21	mean	mean	ADJ
cana-1803	169	22	absolute	absolute	ADJ
cana-1803	169	23	error	error	NOUN
cana-1803	169	24	or	or	CCONJ
cana-1803	169	25	prediction	prediction	NOUN
cana-1803	169	26	error	error	NOUN
cana-1803	169	27	.	.	PUNCT
cana-1803	170	1	finally	finally	ADV
cana-1803	170	2	,	,	PUNCT
cana-1803	170	3	the	the	DET
cana-1803	170	4	grade	grade	NOUN
cana-1803	170	5	is	be	AUX
cana-1803	170	6	obtained	obtain	VERB
cana-1803	170	7	with	with	ADP
cana-1803	170	8	which	which	PRON
cana-1803	170	9	according	accord	VERB
cana-1803	170	10	to	to	ADP
cana-1803	170	11	the	the	DET
cana-1803	170	12	results	result	NOUN
cana-1803	170	13	of	of	ADP
cana-1803	170	14	the	the	DET
cana-1803	170	15	polarity	polarity	NOUN
cana-1803	170	16	sentiments	sentiment	NOUN
cana-1803	170	17	are	be	AUX
cana-1803	170	18	detected	detect	VERB
cana-1803	170	19	in	in	ADP
cana-1803	170	20	an	an	DET
cana-1803	170	21	efficient	efficient	ADJ
cana-1803	170	22	manner	manner	NOUN
cana-1803	170	23	.	.	PUNCT
cana-1803	171	1	4	4	X
cana-1803	171	2	.	.	X
cana-1803	171	3	experimental	experimental	ADJ
cana-1803	171	4	setup	setup	NOUN
cana-1803	171	5	in	in	ADP
cana-1803	171	6	the	the	DET
cana-1803	171	7	context	context	NOUN
cana-1803	171	8	of	of	ADP
cana-1803	171	9	social	social	ADJ
cana-1803	171	10	networking	networking	NOUN
cana-1803	171	11	,	,	PUNCT
cana-1803	171	12	designing	design	VERB
cana-1803	171	13	assistant	assistant	ADJ
cana-1803	171	14	distributed	distribute	VERB
cana-1803	171	15	applications	application	NOUN
cana-1803	171	16	is	be	AUX
cana-1803	171	17	supposed	suppose	VERB
cana-1803	171	18	to	to	PART
cana-1803	171	19	just	just	ADV
cana-1803	171	20	be	be	AUX
cana-1803	171	21	extremely	extremely	ADV
cana-1803	171	22	hard	hard	ADJ
cana-1803	171	23	.	.	PUNCT
cana-1803	172	1	the	the	DET
cana-1803	172	2	objective	objective	NOUN
cana-1803	172	3	is	be	AUX
cana-1803	172	4	to	to	PART
cana-1803	172	5	develop	develop	VERB
cana-1803	172	6	recommendation	recommendation	NOUN
cana-1803	172	7	systems	system	NOUN
cana-1803	172	8	which	which	PRON
cana-1803	172	9	analyze	analyze	VERB
cana-1803	172	10	enormous	enormous	ADJ
cana-1803	172	11	amounts	amount	NOUN
cana-1803	172	12	of	of	ADP
cana-1803	172	13	social	social	ADJ
cana-1803	172	14	data	datum	NOUN
cana-1803	172	15	instantly	instantly	ADV
cana-1803	172	16	using	use	VERB
cana-1803	172	17	centralized	centralized	ADJ
cana-1803	172	18	and	and	CCONJ
cana-1803	172	19	filtering	filter	VERB
cana-1803	172	20	techniques	technique	NOUN
cana-1803	172	21	.	.	PUNCT
cana-1803	173	1	a	a	DET
cana-1803	173	2	multi	multi	ADJ
cana-1803	173	3	-	-	ADJ
cana-1803	173	4	agent	agent	ADJ
cana-1803	173	5	driven	drive	VERB
cana-1803	173	6	platform	platform	NOUN
cana-1803	173	7	is	be	AUX
cana-1803	173	8	developed	develop	VERB
cana-1803	173	9	for	for	ADP
cana-1803	173	10	this	this	DET
cana-1803	173	11	kind	kind	NOUN
cana-1803	173	12	of	of	ADP
cana-1803	173	13	deployment	deployment	NOUN
cana-1803	173	14	to	to	PART
cana-1803	173	15	simulate	simulate	VERB
cana-1803	173	16	customers	customer	NOUN
cana-1803	173	17	in	in	ADP
cana-1803	173	18	the	the	DET
cana-1803	173	19	twitter	twitter	NOUN
cana-1803	173	20	ecosystem	ecosystem	NOUN
cana-1803	173	21	.	.	PUNCT
cana-1803	174	1	the	the	DET
cana-1803	174	2	vast	vast	ADJ
cana-1803	174	3	majority	majority	NOUN
cana-1803	174	4	of	of	ADP
cana-1803	174	5	research	research	NOUN
cana-1803	174	6	on	on	ADP
cana-1803	174	7	the	the	DET
cana-1803	174	8	examination	examination	NOUN
cana-1803	174	9	of	of	ADP
cana-1803	174	10	optimization	optimization	NOUN
cana-1803	174	11	techniques	technique	NOUN
cana-1803	174	12	has	have	AUX
cana-1803	174	13	typically	typically	ADV
cana-1803	174	14	focused	focus	VERB
cana-1803	174	15	on	on	ADP
cana-1803	174	16	duration	duration	NOUN
cana-1803	174	17	and	and	CCONJ
cana-1803	174	18	performance	performance	NOUN
cana-1803	174	19	[	[	X
cana-1803	174	20	1	1	NUM
cana-1803	174	21	]	]	PUNCT
cana-1803	174	22	.	.	PUNCT
cana-1803	175	1	in	in	ADP
cana-1803	175	2	the	the	DET
cana-1803	175	3	interest	interest	NOUN
cana-1803	175	4	of	of	ADP
cana-1803	175	5	evaluating	evaluate	VERB
cana-1803	175	6	prediction	prediction	NOUN
cana-1803	175	7	models	model	NOUN
cana-1803	175	8	,	,	PUNCT
cana-1803	175	9	investigators	investigator	NOUN
cana-1803	175	10	have	have	AUX
cana-1803	175	11	much	much	ADV
cana-1803	175	12	more	more	ADV
cana-1803	175	13	recently	recently	ADV
cana-1803	175	14	started	start	VERB
cana-1803	175	15	looking	look	VERB
cana-1803	175	16	at	at	ADP
cana-1803	175	17	the	the	DET
cana-1803	175	18	challenges	challenge	NOUN
cana-1803	175	19	related	relate	VERB
cana-1803	175	20	to	to	ADP
cana-1803	175	21	determining	determine	VERB
cana-1803	175	22	client	client	NOUN
cana-1803	175	23	interaction	interaction	NOUN
cana-1803	175	24	based	base	VERB
cana-1803	175	25	on	on	ADP
cana-1803	175	26	generalized	generalized	ADJ
cana-1803	175	27	linear	linear	ADJ
cana-1803	175	28	terms	term	NOUN
cana-1803	175	29	[	[	X
cana-1803	175	30	2	2	NUM
cana-1803	175	31	]	]	PUNCT
cana-1803	175	32	.	.	PUNCT
cana-1803	176	1	even	even	ADV
cana-1803	176	2	so	so	ADV
cana-1803	176	3	,	,	PUNCT
cana-1803	176	4	software	software	NOUN
cana-1803	176	5	applications	application	NOUN
cana-1803	176	6	are	be	AUX
cana-1803	176	7	limited	limit	VERB
cana-1803	176	8	to	to	PART
cana-1803	176	9	use	use	VERB
cana-1803	176	10	with	with	ADP
cana-1803	176	11	a	a	DET
cana-1803	176	12	simple	simple	ADJ
cana-1803	176	13	prospect	prospect	NOUN
cana-1803	176	14	.	.	PUNCT
cana-1803	177	1	these	these	DET
cana-1803	177	2	observations	observation	NOUN
cana-1803	177	3	,	,	PUNCT
cana-1803	177	4	together	together	ADV
cana-1803	177	5	with	with	ADP
cana-1803	177	6	the	the	DET
cana-1803	177	7	most	most	ADV
cana-1803	177	8	new	new	ADJ
cana-1803	177	9	state	state	NOUN
cana-1803	177	10	strategies	strategy	NOUN
cana-1803	177	11	described	describe	VERB
cana-1803	177	12	in	in	ADP
cana-1803	177	13	the	the	DET
cana-1803	177	14	literature	literature	NOUN
cana-1803	177	15	,	,	PUNCT
cana-1803	177	16	are	be	AUX
cana-1803	177	17	employed	employ	VERB
cana-1803	177	18	to	to	PART
cana-1803	177	19	evaluate	evaluate	VERB
cana-1803	177	20	the	the	DET
cana-1803	177	21	preferred	preferred	ADJ
cana-1803	177	22	algorithm	algorithm	NOUN
cana-1803	177	23	in	in	ADP
cana-1803	177	24	the	the	DET
cana-1803	177	25	areas	area	NOUN
cana-1803	177	26	of	of	ADP
cana-1803	177	27	recommender	recommender	NOUN
cana-1803	177	28	system	system	NOUN
cana-1803	177	29	correctness	correctness	NOUN
cana-1803	177	30	,	,	PUNCT
cana-1803	177	31	recommender	recommender	NOUN
cana-1803	177	32	systems	system	NOUN
cana-1803	177	33	time	time	NOUN
cana-1803	177	34	,	,	PUNCT
cana-1803	177	35	and	and	CCONJ
cana-1803	177	36	necessarily	necessarily	ADV
cana-1803	177	37	imply	imply	VERB
cana-1803	177	38	error	error	NOUN
cana-1803	177	39	percentage	percentage	NOUN
cana-1803	177	40	with	with	ADP
cana-1803	177	41	regard	regard	NOUN
cana-1803	177	42	to	to	ADP
cana-1803	177	43	the	the	DET
cana-1803	177	44	amount	amount	NOUN
cana-1803	177	45	of	of	ADP
cana-1803	177	46	twitter	twitter	NOUN
cana-1803	177	47	posts	post	NOUN
cana-1803	177	48	,	,	PUNCT
cana-1803	177	49	and	and	CCONJ
cana-1803	177	50	also	also	ADV
cana-1803	177	51	to	to	PART
cana-1803	177	52	start	start	VERB
cana-1803	177	53	comparing	compare	VERB
cana-1803	177	54	that	that	PRON
cana-1803	177	55	to	to	ADP
cana-1803	177	56	multiple	multiple	ADJ
cana-1803	177	57	numerous	numerous	ADJ
cana-1803	177	58	different	different	ADJ
cana-1803	177	59	recommendation	recommendation	NOUN
cana-1803	177	60	approaches	approach	NOUN
cana-1803	177	61	,	,	PUNCT
cana-1803	177	62	framework	framework	NOUN
cana-1803	177	63	employs	employ	VERB
cana-1803	177	64	[	[	X
cana-1803	177	65	1	1	NUM
cana-1803	177	66	]	]	PUNCT
cana-1803	177	67	and	and	CCONJ
cana-1803	177	68	codae	codae	VERB
cana-1803	177	69	[	[	X
cana-1803	177	70	2	2	NUM
cana-1803	177	71	]	]	PUNCT
cana-1803	177	72	.	.	PUNCT
cana-1803	178	1	4.1	4.1	NUM
cana-1803	178	2	dataset	dataset	VERB
cana-1803	178	3	in	in	ADP
cana-1803	178	4	order	order	NOUN
cana-1803	178	5	to	to	PART
cana-1803	178	6	create	create	VERB
cana-1803	178	7	a	a	DET
cana-1803	178	8	recommendation	recommendation	NOUN
cana-1803	178	9	system	system	NOUN
cana-1803	178	10	,	,	PUNCT
cana-1803	178	11	the	the	DET
cana-1803	178	12	sentiment140	sentiment140	PROPN
cana-1803	178	13	dataset	dataset	NOUN
cana-1803	178	14	,	,	PUNCT
cana-1803	178	15	which	which	PRON
cana-1803	178	16	consists	consist	VERB
cana-1803	178	17	of	of	ADP
cana-1803	178	18	1.6	1.6	NUM
cana-1803	178	19	million	million	NUM
cana-1803	178	20	tweets	tweet	NOUN
cana-1803	178	21	,	,	PUNCT
cana-1803	178	22	was	be	AUX
cana-1803	178	23	taken	take	VERB
cana-1803	178	24	from	from	ADP
cana-1803	178	25	https://www.kaggle.com/kazanova/sentiment140	https://www.kaggle.com/kazanova/sentiment140	NOUN
cana-1803	179	1	[	[	X
cana-1803	179	2	20	20	NUM
cana-1803	179	3	]	]	PUNCT
cana-1803	179	4	.	.	PUNCT
cana-1803	180	1	using	use	VERB
cana-1803	180	2	a	a	DET
cana-1803	180	3	keyword	keyword	NOUN
cana-1803	180	4	search	search	NOUN
cana-1803	180	5	,	,	PUNCT
cana-1803	180	6	the	the	DET
cana-1803	180	7	dataset	dataset	NOUN
cana-1803	180	8	includes	include	VERB
cana-1803	180	9	tweets	tweet	NOUN
cana-1803	180	10	expressing	express	VERB
cana-1803	180	11	both	both	CCONJ
cana-1803	180	12	happy	happy	ADJ
cana-1803	180	13	and	and	CCONJ
cana-1803	180	14	negative	negative	ADJ
cana-1803	180	15	emotions	emotion	NOUN
cana-1803	180	16	.	.	PUNCT
cana-1803	181	1	1,600,000	1,600,000	NUM
cana-1803	181	2	tweets	tweet	NOUN
cana-1803	181	3	were	be	AUX
cana-1803	181	4	collected	collect	VERB
cana-1803	181	5	for	for	ADP
cana-1803	181	6	the	the	DET
cana-1803	181	7	sentiment140	sentiment140	PROPN
cana-1803	181	8	dataset	dataset	NOUN
cana-1803	181	9	via	via	ADP
cana-1803	181	10	the	the	DET
cana-1803	181	11	twitter	twitter	NOUN
cana-1803	181	12	api	api	PROPN
cana-1803	181	13	.	.	PUNCT
cana-1803	181	14	table	table	NOUN
cana-1803	181	15	1	1	NUM
cana-1803	181	16	below	below	ADP
cana-1803	181	17	lists	list	NOUN
cana-1803	181	18	the	the	DET
cana-1803	181	19	six	six	NUM
cana-1803	181	20	columns	column	NOUN
cana-1803	181	21	that	that	PRON
cana-1803	181	22	make	make	VERB
cana-1803	181	23	up	up	ADP
cana-1803	181	24	the	the	DET
cana-1803	181	25	dataset	dataset	NOUN
cana-1803	181	26	.	.	PUNCT
cana-1803	182	1	communications	communication	NOUN
cana-1803	182	2	on	on	ADP
cana-1803	182	3	applied	apply	VERB
cana-1803	182	4	nonlinear	nonlinear	ADJ
cana-1803	182	5	analysis	analysis	NOUN
cana-1803	182	6	issn	issn	NOUN
cana-1803	182	7	:	:	PUNCT
cana-1803	182	8	1074	1074	NUM
cana-1803	182	9	-	-	PUNCT
cana-1803	182	10	133x	133x	NUM
cana-1803	182	11	vol	vol	NOUN
cana-1803	182	12	32	32	NUM
cana-1803	182	13	no	no	NOUN
cana-1803	182	14	.	.	NOUN
cana-1803	182	15	2	2	NUM
cana-1803	182	16	(	(	PUNCT
cana-1803	182	17	2025	2025	NUM
cana-1803	182	18	)	)	PUNCT
cana-1803	182	19	543	543	NUM
cana-1803	182	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	182	21	table	table	NOUN
cana-1803	182	22	1	1	NUM
cana-1803	182	23	dataset	dataset	NOUN
cana-1803	182	24	description	description	NOUN
cana-1803	182	25	column	column	NOUN
cana-1803	182	26	name	name	NOUN
cana-1803	182	27	description	description	NOUN
cana-1803	182	28	sentiment	sentiment	NOUN
cana-1803	182	29	the	the	DET
cana-1803	182	30	sentiment	sentiment	NOUN
cana-1803	182	31	of	of	ADP
cana-1803	182	32	the	the	DET
cana-1803	182	33	tweet	tweet	NOUN
cana-1803	182	34	:	:	PUNCT
cana-1803	182	35	0	0	NUM
cana-1803	183	1	=	=	SYM
cana-1803	183	2	negative	negative	ADJ
cana-1803	183	3	,	,	PUNCT
cana-1803	183	4	2	2	NUM
cana-1803	183	5	=	=	SYM
cana-1803	183	6	neutral	neutral	ADJ
cana-1803	183	7	,	,	PUNCT
cana-1803	183	8	4	4	NUM
cana-1803	183	9	=	=	SYM
cana-1803	183	10	positive	positive	ADJ
cana-1803	183	11	tweet_id	tweet_id	PRON
cana-1803	183	12	the	the	DET
cana-1803	183	13	unique	unique	ADJ
cana-1803	183	14	identifier	identifier	NOUN
cana-1803	183	15	for	for	ADP
cana-1803	183	16	the	the	DET
cana-1803	183	17	tweet	tweet	NOUN
cana-1803	183	18	tweet_date	tweet_date	NOUN
cana-1803	183	19	the	the	DET
cana-1803	183	20	date	date	NOUN
cana-1803	183	21	the	the	DET
cana-1803	183	22	tweet	tweet	NOUN
cana-1803	183	23	was	be	AUX
cana-1803	183	24	posted	post	VERB
cana-1803	183	25	query_flag	query_flag	PROPN
cana-1803	183	26	indicates	indicate	VERB
cana-1803	183	27	the	the	DET
cana-1803	183	28	presence	presence	NOUN
cana-1803	183	29	of	of	ADP
cana-1803	183	30	a	a	DET
cana-1803	183	31	query	query	NOUN
cana-1803	183	32	:	:	PUNCT
cana-1803	183	33	1	1	NUM
cana-1803	183	34	=	=	SYM
cana-1803	183	35	query	query	NOUN
cana-1803	183	36	present	present	ADJ
cana-1803	183	37	,	,	PUNCT
cana-1803	183	38	0	0	PUNCT
cana-1803	184	1	=	=	PUNCT
cana-1803	184	2	no	no	DET
cana-1803	184	3	query	query	NOUN
cana-1803	184	4	present	present	ADJ
cana-1803	184	5	username	username	NOUN
cana-1803	184	6	the	the	DET
cana-1803	184	7	user	user	NOUN
cana-1803	184	8	who	who	PRON
cana-1803	184	9	posted	post	VERB
cana-1803	184	10	the	the	DET
cana-1803	184	11	tweet	tweet	NOUN
cana-1803	184	12	tweet_text	tweet_text	PROPN
cana-1803	184	13	the	the	DET
cana-1803	184	14	content	content	NOUN
cana-1803	184	15	of	of	ADP
cana-1803	184	16	the	the	DET
cana-1803	184	17	tweet	tweet	NOUN
cana-1803	184	18	the	the	DET
cana-1803	184	19	friedman	friedman	NOUN
cana-1803	184	20	and	and	CCONJ
cana-1803	184	21	frobenius	frobenius	ADJ
cana-1803	184	22	matrix	matrix	NOUN
cana-1803	184	23	collaborative	collaborative	ADJ
cana-1803	184	24	recommendation	recommendation	NOUN
cana-1803	184	25	(	(	PUNCT
cana-1803	184	26	f	f	X
cana-1803	184	27	-	-	PUNCT
cana-1803	184	28	fmcr	fmcr	ADJ
cana-1803	184	29	)	)	PUNCT
cana-1803	184	30	plan	plan	NOUN
cana-1803	184	31	,	,	PUNCT
cana-1803	184	32	which	which	PRON
cana-1803	184	33	was	be	AUX
cana-1803	184	34	developed	develop	VERB
cana-1803	184	35	using	use	VERB
cana-1803	184	36	the	the	DET
cana-1803	184	37	dataset	dataset	NOUN
cana-1803	184	38	extracted	extract	VERB
cana-1803	184	39	from	from	ADP
cana-1803	184	40	kaggle.com	kaggle.com	X
cana-1803	184	41	,	,	PUNCT
cana-1803	184	42	calls	call	VERB
cana-1803	184	43	for	for	ADP
cana-1803	184	44	conducting	conduct	VERB
cana-1803	184	45	an	an	DET
cana-1803	184	46	experimental	experimental	ADJ
cana-1803	184	47	and	and	CCONJ
cana-1803	184	48	analytical	analytical	ADJ
cana-1803	184	49	evaluation	evaluation	NOUN
cana-1803	184	50	of	of	ADP
cana-1803	184	51	developing	develop	VERB
cana-1803	184	52	a	a	DET
cana-1803	184	53	multi	multi	ADJ
cana-1803	184	54	-	-	ADJ
cana-1803	184	55	agent	agent	ADJ
cana-1803	184	56	system	system	NOUN
cana-1803	184	57	to	to	PART
cana-1803	184	58	simulate	simulate	VERB
cana-1803	184	59	users	user	NOUN
cana-1803	184	60	in	in	ADP
cana-1803	184	61	the	the	DET
cana-1803	184	62	twitter	twitter	NOUN
cana-1803	184	63	environment	environment	NOUN
cana-1803	184	64	.	.	PUNCT
cana-1803	185	1	the	the	DET
cana-1803	185	2	evaluation	evaluation	NOUN
cana-1803	185	3	of	of	ADP
cana-1803	185	4	the	the	DET
cana-1803	185	5	experiment	experiment	NOUN
cana-1803	185	6	is	be	AUX
cana-1803	185	7	done	do	VERB
cana-1803	185	8	based	base	VERB
cana-1803	185	9	on	on	ADP
cana-1803	185	10	metrics	metric	NOUN
cana-1803	185	11	such	such	ADJ
cana-1803	185	12	mean	mean	ADJ
cana-1803	185	13	absolute	absolute	ADJ
cana-1803	185	14	error	error	NOUN
cana-1803	185	15	based	base	VERB
cana-1803	185	16	on	on	ADP
cana-1803	185	17	the	the	DET
cana-1803	185	18	number	number	NOUN
cana-1803	185	19	of	of	ADP
cana-1803	185	20	tweets	tweet	NOUN
cana-1803	185	21	and	and	CCONJ
cana-1803	185	22	users	user	NOUN
cana-1803	185	23	,	,	PUNCT
cana-1803	185	24	recommendation	recommendation	NOUN
cana-1803	185	25	time	time	NOUN
cana-1803	185	26	,	,	PUNCT
cana-1803	185	27	and	and	CCONJ
cana-1803	185	28	accuracy	accuracy	NOUN
cana-1803	185	29	.	.	PUNCT
cana-1803	186	1	to	to	PART
cana-1803	186	2	recommend	recommend	VERB
cana-1803	186	3	users	user	NOUN
cana-1803	186	4	based	base	VERB
cana-1803	186	5	on	on	ADP
cana-1803	186	6	relevant	relevant	ADJ
cana-1803	186	7	tweets	tweet	NOUN
cana-1803	186	8	,	,	PUNCT
cana-1803	186	9	a	a	DET
cana-1803	186	10	total	total	NOUN
cana-1803	186	11	of	of	ADP
cana-1803	186	12	250	250	NUM
cana-1803	186	13	tweet	tweet	NOUN
cana-1803	186	14	users	user	NOUN
cana-1803	186	15	in	in	ADP
cana-1803	186	16	the	the	DET
cana-1803	186	17	8	8	NUM
cana-1803	186	18	mb	mb	NOUN
cana-1803	186	19	to	to	PART
cana-1803	186	20	80	80	NUM
cana-1803	186	21	mb	mb	NOUN
cana-1803	186	22	range	range	NOUN
cana-1803	186	23	were	be	AUX
cana-1803	186	24	picked	pick	VERB
cana-1803	186	25	from	from	ADP
cana-1803	186	26	the	the	DET
cana-1803	186	27	dataset	dataset	NOUN
cana-1803	186	28	as	as	ADP
cana-1803	186	29	input	input	NOUN
cana-1803	186	30	.	.	PUNCT
cana-1803	187	1	4.2	4.2	NUM
cana-1803	187	2	performance	performance	NOUN
cana-1803	187	3	metrics	metric	NOUN
cana-1803	187	4	in	in	ADP
cana-1803	187	5	this	this	DET
cana-1803	187	6	section	section	NOUN
cana-1803	187	7	,	,	PUNCT
cana-1803	187	8	the	the	DET
cana-1803	187	9	performance	performance	NOUN
cana-1803	187	10	metrics	metric	NOUN
cana-1803	187	11	considered	consider	VERB
cana-1803	187	12	for	for	ADP
cana-1803	187	13	recommending	recommend	VERB
cana-1803	187	14	users	user	NOUN
cana-1803	187	15	are	be	AUX
cana-1803	187	16	provided	provide	VERB
cana-1803	187	17	.	.	PUNCT
cana-1803	188	1	they	they	PRON
cana-1803	188	2	are	be	AUX
cana-1803	188	3	recommendation	recommendation	NOUN
cana-1803	188	4	accuracy	accuracy	NOUN
cana-1803	188	5	,	,	PUNCT
cana-1803	188	6	recommendation	recommendation	NOUN
cana-1803	188	7	time	time	NOUN
cana-1803	188	8	and	and	CCONJ
cana-1803	188	9	mean	mean	VERB
cana-1803	188	10	absolute	absolute	ADJ
cana-1803	188	11	error	error	NOUN
cana-1803	188	12	with	with	ADP
cana-1803	188	13	respect	respect	NOUN
cana-1803	188	14	to	to	ADP
cana-1803	188	15	tweets	tweet	NOUN
cana-1803	188	16	considered	consider	VERB
cana-1803	188	17	for	for	ADP
cana-1803	188	18	simulation	simulation	NOUN
cana-1803	188	19	.	.	PUNCT
cana-1803	189	1	4.2.1	4.2.1	NUM
cana-1803	189	2	recommendation	recommendation	NOUN
cana-1803	189	3	accuracy	accuracy	NOUN
cana-1803	189	4	recommending	recommend	VERB
cana-1803	189	5	news	news	NOUN
cana-1803	189	6	articles	article	NOUN
cana-1803	189	7	is	be	AUX
cana-1803	189	8	one	one	NUM
cana-1803	189	9	of	of	ADP
cana-1803	189	10	the	the	DET
cana-1803	189	11	most	most	ADV
cana-1803	189	12	demanding	demanding	ADJ
cana-1803	189	13	recommendation	recommendation	NOUN
cana-1803	189	14	chores	chore	NOUN
cana-1803	189	15	.	.	PUNCT
cana-1803	190	1	this	this	PRON
cana-1803	190	2	is	be	AUX
cana-1803	190	3	due	due	ADJ
cana-1803	190	4	to	to	ADP
cana-1803	190	5	the	the	DET
cana-1803	190	6	reason	reason	NOUN
cana-1803	190	7	that	that	SCONJ
cana-1803	190	8	the	the	DET
cana-1803	190	9	news	news	NOUN
cana-1803	190	10	zone	zone	NOUN
cana-1803	190	11	varies	vary	VERB
cana-1803	190	12	from	from	ADP
cana-1803	190	13	other	other	ADJ
cana-1803	190	14	zones	zone	NOUN
cana-1803	190	15	in	in	ADP
cana-1803	190	16	several	several	ADJ
cana-1803	190	17	aspects	aspect	NOUN
cana-1803	190	18	.	.	PUNCT
cana-1803	191	1	the	the	DET
cana-1803	191	2	expedition	expedition	NOUN
cana-1803	191	3	of	of	ADP
cana-1803	191	4	new	new	ADJ
cana-1803	191	5	up	up	ADP
cana-1803	191	6	to	to	ADP
cana-1803	191	7	data	datum	NOUN
cana-1803	191	8	content	content	NOUN
cana-1803	191	9	is	be	AUX
cana-1803	191	10	specifically	specifically	ADV
cana-1803	191	11	very	very	ADV
cana-1803	191	12	high	high	ADJ
cana-1803	191	13	due	due	ADJ
cana-1803	191	14	to	to	ADP
cana-1803	191	15	frequent	frequent	ADJ
cana-1803	191	16	changes	change	NOUN
cana-1803	191	17	in	in	ADP
cana-1803	191	18	the	the	DET
cana-1803	191	19	acceptance	acceptance	NOUN
cana-1803	191	20	and	and	CCONJ
cana-1803	191	21	pertinence	pertinence	NOUN
cana-1803	191	22	of	of	ADP
cana-1803	191	23	the	the	DET
cana-1803	191	24	articles	article	NOUN
cana-1803	191	25	changing	change	VERB
cana-1803	191	26	in	in	ADP
cana-1803	191	27	a	a	DET
cana-1803	191	28	drift	drift	NOUN
cana-1803	191	29	manner	manner	NOUN
cana-1803	191	30	.	.	PUNCT
cana-1803	192	1	hence	hence	ADV
cana-1803	192	2	,	,	PUNCT
cana-1803	192	3	recommendation	recommendation	NOUN
cana-1803	192	4	accuracy	accuracy	NOUN
cana-1803	192	5	plays	play	VERB
cana-1803	192	6	a	a	DET
cana-1803	192	7	major	major	ADJ
cana-1803	192	8	role	role	NOUN
cana-1803	192	9	due	due	ADP
cana-1803	192	10	to	to	ADP
cana-1803	192	11	the	the	DET
cana-1803	192	12	involving	involving	NOUN
cana-1803	192	13	of	of	ADP
cana-1803	192	14	several	several	ADJ
cana-1803	192	15	surrounding	surround	VERB
cana-1803	192	16	factors	factor	NOUN
cana-1803	192	17	to	to	PART
cana-1803	192	18	be	be	AUX
cana-1803	192	19	concerned	concern	VERB
cana-1803	192	20	by	by	ADP
cana-1803	192	21	a	a	DET
cana-1803	192	22	recommendation	recommendation	NOUN
cana-1803	192	23	agent	agent	NOUN
cana-1803	192	24	.	.	PUNCT
cana-1803	193	1	the	the	DET
cana-1803	193	2	recommendation	recommendation	NOUN
cana-1803	193	3	accuracy	accuracy	NOUN
cana-1803	193	4	is	be	AUX
cana-1803	193	5	mathematically	mathematically	ADV
cana-1803	193	6	evaluated	evaluate	VERB
cana-1803	193	7	as	as	ADP
cana-1803	193	8	given	give	VERB
cana-1803	193	9	below	below	ADV
cana-1803	193	10	.	.	PUNCT
cana-1803	194	1	𝑅𝑎𝑐𝑐	𝑅𝑎𝑐𝑐	PROPN
cana-1803	194	2	=	=	PUNCT
cana-1803	194	3	∑	∑	PUNCT
cana-1803	194	4	𝑇𝐶𝑅	𝑇𝐶𝑅	PROPN
cana-1803	194	5	𝑇𝑖	𝑇𝑖	PROPN
cana-1803	194	6	∗	∗	NOUN
cana-1803	194	7	100𝑛	100𝑛	NOUN
cana-1803	194	8	𝑖=1	𝑖=1	PUNCT
cana-1803	194	9	(	(	PUNCT
cana-1803	194	10	14	14	NUM
cana-1803	194	11	)	)	PUNCT
cana-1803	194	12	from	from	ADP
cana-1803	194	13	the	the	DET
cana-1803	194	14	above	above	ADJ
cana-1803	194	15	equation	equation	NOUN
cana-1803	194	16	(	(	PUNCT
cana-1803	194	17	14	14	NUM
cana-1803	194	18	)	)	PUNCT
cana-1803	194	19	,	,	PUNCT
cana-1803	194	20	the	the	DET
cana-1803	194	21	recommendation	recommendation	NOUN
cana-1803	194	22	accuracy	accuracy	NOUN
cana-1803	194	23	‘	'	PUNCT
cana-1803	194	24	𝑅𝑎𝑐𝑐	𝑅𝑎𝑐𝑐	PROPN
cana-1803	194	25	’	'	PUNCT
cana-1803	194	26	is	be	AUX
cana-1803	194	27	obtained	obtain	VERB
cana-1803	194	28	based	base	VERB
cana-1803	194	29	on	on	ADP
cana-1803	194	30	the	the	DET
cana-1803	194	31	percentage	percentage	NOUN
cana-1803	194	32	ratio	ratio	NOUN
cana-1803	194	33	of	of	ADP
cana-1803	194	34	tweets	tweet	NOUN
cana-1803	194	35	correctly	correctly	ADV
cana-1803	194	36	recommended	recommend	VERB
cana-1803	194	37	‘	'	PUNCT
cana-1803	194	38	𝑇𝐶𝑅	𝑇𝐶𝑅	PROPN
cana-1803	194	39	’	'	PUNCT
cana-1803	194	40	and	and	CCONJ
cana-1803	194	41	the	the	DET
cana-1803	194	42	tweets	tweet	NOUN
cana-1803	194	43	considered	consider	VERB
cana-1803	194	44	for	for	ADP
cana-1803	194	45	simulation	simulation	NOUN
cana-1803	194	46	‘	'	PUNCT
cana-1803	194	47	𝑇𝑖	𝑇𝑖	PROPN
cana-1803	194	48	’	'	PUNCT
cana-1803	194	49	.	.	PUNCT
cana-1803	195	1	it	it	PRON
cana-1803	195	2	is	be	AUX
cana-1803	195	3	measured	measure	VERB
cana-1803	195	4	in	in	ADP
cana-1803	195	5	terms	term	NOUN
cana-1803	195	6	of	of	ADP
cana-1803	195	7	percentage	percentage	NOUN
cana-1803	195	8	(	(	PUNCT
cana-1803	195	9	%	%	NOUN
cana-1803	195	10	)	)	PUNCT
cana-1803	195	11	.	.	PUNCT
cana-1803	196	1	4.2.2	4.2.2	NUM
cana-1803	196	2	recommendation	recommendation	NOUN
cana-1803	196	3	time	time	NOUN
cana-1803	196	4	in	in	ADP
cana-1803	196	5	the	the	DET
cana-1803	196	6	current	current	ADJ
cana-1803	196	7	scenario	scenario	NOUN
cana-1803	196	8	,	,	PUNCT
cana-1803	196	9	the	the	DET
cana-1803	196	10	frequency	frequency	NOUN
cana-1803	196	11	of	of	ADP
cana-1803	196	12	data	datum	NOUN
cana-1803	196	13	makes	make	VERB
cana-1803	196	14	it	it	PRON
cana-1803	196	15	very	very	ADV
cana-1803	196	16	cumbersome	cumbersome	ADJ
cana-1803	196	17	to	to	PART
cana-1803	196	18	identify	identify	VERB
cana-1803	196	19	what	what	PRON
cana-1803	196	20	we	we	PRON
cana-1803	196	21	need	need	VERB
cana-1803	196	22	.	.	PUNCT
cana-1803	197	1	however	however	ADV
cana-1803	197	2	,	,	PUNCT
cana-1803	197	3	search	search	NOUN
cana-1803	197	4	engines	engine	NOUN
cana-1803	197	5	today	today	NOUN
cana-1803	197	6	also	also	ADV
cana-1803	197	7	provide	provide	VERB
cana-1803	197	8	data	datum	NOUN
cana-1803	197	9	found	find	VERB
cana-1803	197	10	to	to	PART
cana-1803	197	11	be	be	AUX
cana-1803	197	12	more	more	ADV
cana-1803	197	13	relevant	relevant	ADJ
cana-1803	197	14	based	base	VERB
cana-1803	197	15	on	on	ADP
cana-1803	197	16	keywords	keyword	NOUN
cana-1803	197	17	,	,	PUNCT
cana-1803	197	18	but	but	CCONJ
cana-1803	197	19	found	find	VERB
cana-1803	197	20	to	to	PART
cana-1803	197	21	be	be	AUX
cana-1803	197	22	confined	confine	VERB
cana-1803	197	23	by	by	ADP
cana-1803	197	24	the	the	DET
cana-1803	197	25	user	user	NOUN
cana-1803	197	26	’s	’s	PART
cana-1803	197	27	potentiality	potentiality	NOUN
cana-1803	197	28	to	to	PART
cana-1803	197	29	search	search	VERB
cana-1803	197	30	the	the	DET
cana-1803	197	31	correct	correct	ADJ
cana-1803	197	32	content	content	NOUN
cana-1803	197	33	.	.	PUNCT
cana-1803	198	1	on	on	ADP
cana-1803	198	2	the	the	DET
cana-1803	198	3	other	other	ADJ
cana-1803	198	4	hand	hand	NOUN
cana-1803	198	5	,	,	PUNCT
cana-1803	198	6	even	even	ADV
cana-1803	198	7	recommendations	recommendation	NOUN
cana-1803	198	8	are	be	AUX
cana-1803	198	9	mushrooming	mushroom	VERB
cana-1803	198	10	by	by	ADP
cana-1803	198	11	tracking	track	VERB
cana-1803	198	12	interests	interest	NOUN
cana-1803	198	13	and	and	CCONJ
cana-1803	198	14	provided	provide	VERB
cana-1803	198	15	right	right	ADJ
cana-1803	198	16	content	content	NOUN
cana-1803	198	17	to	to	PART
cana-1803	198	18	requested	request	VERB
cana-1803	198	19	users	user	NOUN
cana-1803	198	20	by	by	ADP
cana-1803	198	21	consuming	consume	VERB
cana-1803	198	22	a	a	DET
cana-1803	198	23	specific	specific	ADJ
cana-1803	198	24	time	time	NOUN
cana-1803	198	25	.	.	PUNCT
cana-1803	199	1	recommendation	recommendation	NOUN
cana-1803	199	2	time	time	NOUN
cana-1803	199	3	refers	refer	VERB
cana-1803	199	4	to	to	ADP
cana-1803	199	5	the	the	DET
cana-1803	199	6	time	time	NOUN
cana-1803	199	7	consumed	consume	VERB
cana-1803	199	8	in	in	ADP
cana-1803	199	9	recommending	recommend	VERB
cana-1803	199	10	tweets	tweet	NOUN
cana-1803	199	11	for	for	ADP
cana-1803	199	12	users	user	NOUN
cana-1803	199	13	based	base	VERB
cana-1803	199	14	on	on	ADP
cana-1803	199	15	the	the	DET
cana-1803	199	16	other	other	ADJ
cana-1803	199	17	similar	similar	ADJ
cana-1803	199	18	user	user	NOUN
cana-1803	199	19	of	of	ADP
cana-1803	199	20	interests	interest	NOUN
cana-1803	199	21	in	in	ADP
cana-1803	199	22	online	online	ADJ
cana-1803	199	23	social	social	ADJ
cana-1803	199	24	network	network	NOUN
cana-1803	199	25	.	.	PUNCT
cana-1803	200	1	this	this	PRON
cana-1803	200	2	is	be	AUX
cana-1803	200	3	mathematically	mathematically	ADV
cana-1803	200	4	expressed	express	VERB
cana-1803	200	5	as	as	ADP
cana-1803	200	6	given	give	VERB
cana-1803	200	7	below	below	ADP
cana-1803	200	8	communications	communication	NOUN
cana-1803	200	9	on	on	ADP
cana-1803	200	10	applied	apply	VERB
cana-1803	200	11	nonlinear	nonlinear	ADJ
cana-1803	200	12	analysis	analysis	NOUN
cana-1803	200	13	issn	issn	NOUN
cana-1803	200	14	:	:	PUNCT
cana-1803	200	15	1074	1074	NUM
cana-1803	200	16	-	-	PUNCT
cana-1803	200	17	133x	133x	NUM
cana-1803	200	18	vol	vol	NOUN
cana-1803	200	19	32	32	NUM
cana-1803	200	20	no	no	NOUN
cana-1803	200	21	.	.	NOUN
cana-1803	200	22	2	2	NUM
cana-1803	200	23	(	(	PUNCT
cana-1803	200	24	2025	2025	NUM
cana-1803	200	25	)	)	PUNCT
cana-1803	200	26	544	544	NUM
cana-1803	200	27	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	200	28	𝑅𝑡𝑖𝑚𝑒	𝑅𝑡𝑖𝑚𝑒	PROPN
cana-1803	200	29	=	=	PUNCT
cana-1803	201	1	𝑇𝑖	𝑇𝑖	ADP
cana-1803	201	2	∗	∗	NOUN
cana-1803	201	3	𝑇𝑖𝑚𝑒	𝑇𝑖𝑚𝑒	PROPN
cana-1803	202	1	[	[	X
cana-1803	202	2	𝑅𝑒𝑐𝑇𝑖	𝑅𝑒𝑐𝑇𝑖	NOUN
cana-1803	202	3	]	]	PUNCT
cana-1803	202	4	(	(	PUNCT
cana-1803	202	5	15	15	NUM
cana-1803	202	6	)	)	PUNCT
cana-1803	202	7	from	from	ADP
cana-1803	202	8	the	the	DET
cana-1803	202	9	above	above	ADJ
cana-1803	202	10	equation	equation	NOUN
cana-1803	202	11	(	(	PUNCT
cana-1803	202	12	15	15	NUM
cana-1803	202	13	)	)	PUNCT
cana-1803	202	14	,	,	PUNCT
cana-1803	202	15	the	the	DET
cana-1803	202	16	recommendation	recommendation	NOUN
cana-1803	202	17	time	time	NOUN
cana-1803	202	18	‘	'	PUNCT
cana-1803	202	19	𝑅𝑡𝑖𝑚𝑒	𝑅𝑡𝑖𝑚𝑒	PROPN
cana-1803	202	20	’	'	PUNCT
cana-1803	202	21	refers	refer	VERB
cana-1803	202	22	to	to	ADP
cana-1803	202	23	the	the	DET
cana-1803	202	24	time	time	NOUN
cana-1803	202	25	consumed	consume	VERB
cana-1803	202	26	in	in	ADP
cana-1803	202	27	recommending	recommend	VERB
cana-1803	202	28	tweets	tweet	NOUN
cana-1803	202	29	‘	'	PUNCT
cana-1803	202	30	𝑇𝑖𝑚𝑒	𝑇𝑖𝑚𝑒	NOUN
cana-1803	202	31	[	[	X
cana-1803	202	32	𝑅𝑒𝑐𝑇𝑖	𝑅𝑒𝑐𝑇𝑖	NOUN
cana-1803	202	33	]	]	PUNCT
cana-1803	202	34	’	'	PUNCT
cana-1803	202	35	and	and	CCONJ
cana-1803	202	36	the	the	DET
cana-1803	202	37	number	number	NOUN
cana-1803	202	38	of	of	ADP
cana-1803	202	39	tweets	tweet	NOUN
cana-1803	202	40	considered	consider	VERB
cana-1803	202	41	for	for	ADP
cana-1803	202	42	experimentation	experimentation	NOUN
cana-1803	202	43	‘	'	PUNCT
cana-1803	202	44	𝑇𝑖	𝑇𝑖	PROPN
cana-1803	202	45	’	'	PUNCT
cana-1803	202	46	.	.	PUNCT
cana-1803	203	1	it	it	PRON
cana-1803	203	2	is	be	AUX
cana-1803	203	3	measured	measure	VERB
cana-1803	203	4	in	in	ADP
cana-1803	203	5	terms	term	NOUN
cana-1803	203	6	of	of	ADP
cana-1803	203	7	milliseconds	millisecond	NOUN
cana-1803	203	8	(	(	PUNCT
cana-1803	203	9	ms	ms	NOUN
cana-1803	203	10	)	)	PUNCT
cana-1803	203	11	.	.	PUNCT
cana-1803	204	1	4.2.3	4.2.3	NUM
cana-1803	204	2	mean	mean	VERB
cana-1803	204	3	absolute	absolute	ADJ
cana-1803	204	4	error	error	NOUN
cana-1803	204	5	finally	finally	ADV
cana-1803	204	6	,	,	PUNCT
cana-1803	204	7	to	to	PART
cana-1803	204	8	evaluate	evaluate	VERB
cana-1803	204	9	the	the	DET
cana-1803	204	10	effectiveness	effectiveness	NOUN
cana-1803	204	11	of	of	ADP
cana-1803	204	12	the	the	DET
cana-1803	204	13	recommendation	recommendation	NOUN
cana-1803	204	14	method	method	NOUN
cana-1803	204	15	made	make	VERB
cana-1803	204	16	,	,	PUNCT
cana-1803	204	17	mean	mean	ADJ
cana-1803	204	18	absolute	absolute	ADJ
cana-1803	204	19	error	error	NOUN
cana-1803	204	20	is	be	AUX
cana-1803	204	21	measured	measure	VERB
cana-1803	204	22	.	.	PUNCT
cana-1803	205	1	in	in	ADP
cana-1803	205	2	other	other	ADJ
cana-1803	205	3	words	word	NOUN
cana-1803	205	4	,	,	PUNCT
cana-1803	205	5	mean	mean	ADJ
cana-1803	205	6	absolute	absolute	ADJ
cana-1803	205	7	error	error	NOUN
cana-1803	205	8	‘	'	PUNCT
cana-1803	205	9	𝑀𝐴𝐸	𝑀𝐴𝐸	NOUN
cana-1803	205	10	’	'	PUNCT
cana-1803	205	11	is	be	AUX
cana-1803	205	12	measured	measure	VERB
cana-1803	205	13	based	base	VERB
cana-1803	205	14	on	on	ADP
cana-1803	205	15	the	the	DET
cana-1803	205	16	predicted	predict	VERB
cana-1803	205	17	values	value	NOUN
cana-1803	205	18	and	and	CCONJ
cana-1803	205	19	the	the	DET
cana-1803	205	20	true	true	ADJ
cana-1803	205	21	values	value	NOUN
cana-1803	205	22	respectively	respectively	ADV
cana-1803	205	23	.	.	PUNCT
cana-1803	206	1	the	the	DET
cana-1803	206	2	mean	mean	ADJ
cana-1803	206	3	absolute	absolute	ADJ
cana-1803	206	4	error	error	NOUN
cana-1803	206	5	is	be	AUX
cana-1803	206	6	measured	measure	VERB
cana-1803	206	7	as	as	ADP
cana-1803	206	8	given	give	VERB
cana-1803	206	9	below	below	ADV
cana-1803	206	10	.	.	PUNCT
cana-1803	207	1	𝑀𝐴𝐸	𝑀𝐴𝐸	NOUN
cana-1803	207	2	=	=	PUNCT
cana-1803	207	3	∑	∑	PUNCT
cana-1803	208	1	[	[	X
cana-1803	208	2	𝑃𝑖−𝑇𝑖]𝑛	𝑃𝑖−𝑇𝑖]𝑛	NUM
cana-1803	208	3	𝑖=1	𝑖=1	PART
cana-1803	208	4	𝑛	𝑛	PROPN
cana-1803	208	5	(	(	PUNCT
cana-1803	208	6	16	16	NUM
cana-1803	208	7	)	)	PUNCT
cana-1803	208	8	from	from	ADP
cana-1803	208	9	the	the	DET
cana-1803	208	10	above	above	ADJ
cana-1803	208	11	equation	equation	NOUN
cana-1803	208	12	(	(	PUNCT
cana-1803	208	13	16	16	NUM
cana-1803	208	14	)	)	PUNCT
cana-1803	208	15	,	,	PUNCT
cana-1803	208	16	the	the	DET
cana-1803	208	17	mean	mean	ADJ
cana-1803	208	18	absolute	absolute	ADJ
cana-1803	208	19	error	error	NOUN
cana-1803	208	20	‘	'	PUNCT
cana-1803	208	21	𝑀𝐴𝐸	𝑀𝐴𝐸	NOUN
cana-1803	208	22	’	'	PUNCT
cana-1803	208	23	is	be	AUX
cana-1803	208	24	measured	measure	VERB
cana-1803	208	25	based	base	VERB
cana-1803	208	26	on	on	ADP
cana-1803	208	27	the	the	DET
cana-1803	208	28	prediction	prediction	NOUN
cana-1803	208	29	recommendation	recommendation	NOUN
cana-1803	208	30	‘	'	PUNCT
cana-1803	208	31	𝑃𝑖	𝑃𝑖	PROPN
cana-1803	208	32	’	'	PUNCT
cana-1803	208	33	and	and	CCONJ
cana-1803	208	34	the	the	DET
cana-1803	208	35	true	true	ADJ
cana-1803	208	36	recommendation	recommendation	NOUN
cana-1803	208	37	made	make	VERB
cana-1803	208	38	‘	'	PUNCT
cana-1803	208	39	𝑇𝑖	𝑇𝑖	AUX
cana-1803	208	40	’	'	PUNCT
cana-1803	208	41	using	use	VERB
cana-1803	208	42	our	our	PRON
cana-1803	208	43	proposed	propose	VERB
cana-1803	208	44	method	method	NOUN
cana-1803	208	45	to	to	ADP
cana-1803	208	46	the	the	DET
cana-1803	208	47	total	total	ADJ
cana-1803	208	48	numbers	number	NOUN
cana-1803	208	49	of	of	ADP
cana-1803	208	50	tweets	tweet	NOUN
cana-1803	208	51	‘	'	PUNCT
cana-1803	208	52	𝑛	𝑛	X
cana-1803	208	53	’	'	PUNCT
cana-1803	208	54	used	use	VERB
cana-1803	208	55	for	for	ADP
cana-1803	208	56	simulation	simulation	NOUN
cana-1803	208	57	.	.	PUNCT
cana-1803	209	1	it	it	PRON
cana-1803	209	2	is	be	AUX
cana-1803	209	3	measured	measure	VERB
cana-1803	209	4	in	in	ADP
cana-1803	209	5	terms	term	NOUN
cana-1803	209	6	of	of	ADP
cana-1803	209	7	percentage	percentage	NOUN
cana-1803	209	8	(	(	PUNCT
cana-1803	209	9	%	%	NOUN
cana-1803	209	10	)	)	PUNCT
cana-1803	209	11	.	.	PUNCT
cana-1803	210	1	4.3	4.3	NUM
cana-1803	210	2	discussion	discussion	NOUN
cana-1803	210	3	in	in	ADP
cana-1803	210	4	this	this	DET
cana-1803	210	5	section	section	NOUN
cana-1803	210	6	,	,	PUNCT
cana-1803	210	7	a	a	DET
cana-1803	210	8	series	series	NOUN
cana-1803	210	9	of	of	ADP
cana-1803	210	10	experiments	experiment	NOUN
cana-1803	210	11	was	be	AUX
cana-1803	210	12	conducted	conduct	VERB
cana-1803	210	13	to	to	PART
cana-1803	210	14	verify	verify	VERB
cana-1803	210	15	the	the	DET
cana-1803	210	16	significance	significance	NOUN
cana-1803	210	17	of	of	ADP
cana-1803	210	18	the	the	DET
cana-1803	210	19	proposed	propose	VERB
cana-1803	210	20	method	method	NOUN
cana-1803	210	21	f	f	X
cana-1803	210	22	-	-	PUNCT
cana-1803	210	23	fmcr	fmcr	ADJ
cana-1803	210	24	with	with	ADP
cana-1803	210	25	sentiment140	sentiment140	PROPN
cana-1803	210	26	dataset	dataset	NOUN
cana-1803	210	27	.	.	PUNCT
cana-1803	211	1	then	then	ADV
cana-1803	211	2	,	,	PUNCT
cana-1803	211	3	we	we	PRON
cana-1803	211	4	adopted	adopt	VERB
cana-1803	211	5	three	three	NUM
cana-1803	211	6	commonly	commonly	ADV
cana-1803	211	7	used	use	VERB
cana-1803	211	8	evaluation	evaluation	NOUN
cana-1803	211	9	metrics	metric	NOUN
cana-1803	211	10	,	,	PUNCT
cana-1803	211	11	recommendation	recommendation	NOUN
cana-1803	211	12	accuracy	accuracy	NOUN
cana-1803	211	13	,	,	PUNCT
cana-1803	211	14	recommendation	recommendation	NOUN
cana-1803	211	15	time	time	NOUN
cana-1803	211	16	and	and	CCONJ
cana-1803	211	17	mean	mean	VERB
cana-1803	211	18	absolute	absolute	ADJ
cana-1803	211	19	error	error	NOUN
cana-1803	211	20	to	to	PART
cana-1803	211	21	compare	compare	VERB
cana-1803	211	22	the	the	DET
cana-1803	211	23	performance	performance	NOUN
cana-1803	211	24	of	of	ADP
cana-1803	211	25	the	the	DET
cana-1803	211	26	recommendation	recommendation	NOUN
cana-1803	211	27	in	in	ADP
cana-1803	211	28	our	our	PRON
cana-1803	211	29	method	method	NOUN
cana-1803	211	30	with	with	ADP
cana-1803	211	31	that	that	PRON
cana-1803	211	32	of	of	ADP
cana-1803	211	33	two	two	NUM
cana-1803	211	34	existing	exist	VERB
cana-1803	211	35	methods	method	NOUN
cana-1803	211	36	,	,	PUNCT
cana-1803	211	37	bootstrapping	bootstrappe	VERB
cana-1803	211	38	[	[	X
cana-1803	211	39	1	1	NUM
cana-1803	211	40	]	]	PUNCT
cana-1803	211	41	and	and	CCONJ
cana-1803	211	42	codae	codae	VERB
cana-1803	211	43	[	[	X
cana-1803	211	44	2	2	NUM
cana-1803	211	45	]	]	PUNCT
cana-1803	211	46	.	.	PUNCT
cana-1803	212	1	4.3.1	4.3.1	NUM
cana-1803	212	2	performance	performance	NOUN
cana-1803	212	3	measure	measure	NOUN
cana-1803	212	4	of	of	ADP
cana-1803	212	5	recommendation	recommendation	NOUN
cana-1803	212	6	accuracy	accuracy	NOUN
cana-1803	212	7	first	first	ADV
cana-1803	212	8	,	,	PUNCT
cana-1803	212	9	the	the	DET
cana-1803	212	10	analysis	analysis	NOUN
cana-1803	212	11	of	of	ADP
cana-1803	212	12	the	the	DET
cana-1803	212	13	work	work	NOUN
cana-1803	212	14	in	in	ADP
cana-1803	212	15	terms	term	NOUN
cana-1803	212	16	of	of	ADP
cana-1803	212	17	recommendation	recommendation	NOUN
cana-1803	212	18	accuracy	accuracy	NOUN
cana-1803	212	19	is	be	AUX
cana-1803	212	20	made	make	VERB
cana-1803	212	21	in	in	ADP
cana-1803	212	22	this	this	DET
cana-1803	212	23	section	section	NOUN
cana-1803	212	24	.	.	PUNCT
cana-1803	213	1	table	table	NOUN
cana-1803	213	2	2	2	NUM
cana-1803	213	3	given	give	VERB
cana-1803	213	4	below	below	ADP
cana-1803	213	5	reports	report	NOUN
cana-1803	213	6	the	the	DET
cana-1803	213	7	recommendation	recommendation	NOUN
cana-1803	213	8	accuracy	accuracy	NOUN
cana-1803	213	9	obtained	obtain	VERB
cana-1803	213	10	using	use	VERB
cana-1803	213	11	three	three	NUM
cana-1803	213	12	different	different	ADJ
cana-1803	213	13	methods	method	NOUN
cana-1803	213	14	,	,	PUNCT
cana-1803	213	15	f	f	X
cana-1803	213	16	-	-	PUNCT
cana-1803	213	17	fmcr	fmcr	ADJ
cana-1803	213	18	,	,	PUNCT
cana-1803	213	19	bootstrapping	bootstrappe	VERB
cana-1803	213	20	[	[	X
cana-1803	213	21	1	1	NUM
cana-1803	213	22	]	]	PUNCT
cana-1803	213	23	and	and	CCONJ
cana-1803	213	24	codae	codae	VERB
cana-1803	213	25	[	[	X
cana-1803	213	26	2	2	NUM
cana-1803	213	27	]	]	PUNCT
cana-1803	213	28	.	.	PUNCT
cana-1803	214	1	table	table	NOUN
cana-1803	214	2	2	2	NUM
cana-1803	214	3	performance	performance	NOUN
cana-1803	214	4	comparisons	comparison	NOUN
cana-1803	214	5	on	on	ADP
cana-1803	214	6	recommendation	recommendation	NOUN
cana-1803	214	7	accuracy	accuracy	NOUN
cana-1803	214	8	using	use	VERB
cana-1803	214	9	f	f	X
cana-1803	214	10	-	-	PUNCT
cana-1803	214	11	fmcr	fmcr	ADJ
cana-1803	214	12	,	,	PUNCT
cana-1803	214	13	bootstrapping	bootstrappe	VERB
cana-1803	214	14	[	[	X
cana-1803	214	15	1	1	NUM
cana-1803	214	16	]	]	PUNCT
cana-1803	214	17	and	and	CCONJ
cana-1803	214	18	codae	codae	VERB
cana-1803	214	19	[	[	X
cana-1803	214	20	2	2	NUM
cana-1803	214	21	]	]	PUNCT
cana-1803	214	22	number	number	NOUN
cana-1803	214	23	of	of	ADP
cana-1803	214	24	tweets	tweet	NOUN
cana-1803	214	25	recommendation	recommendation	NOUN
cana-1803	214	26	accuracy	accuracy	NOUN
cana-1803	214	27	f	f	X
cana-1803	214	28	-	-	PUNCT
cana-1803	214	29	fmcr	fmcr	ADJ
cana-1803	214	30	bootstrapping	bootstrappe	VERB
cana-1803	214	31	codae	codae	NOUN
cana-1803	214	32	1000	1000	NUM
cana-1803	214	33	98.5	98.5	NUM
cana-1803	214	34	97	97	NUM
cana-1803	214	35	95.5	95.5	NUM
cana-1803	214	36	2000	2000	NUM
cana-1803	214	37	97.55	97.55	NUM
cana-1803	214	38	95.25	95.25	NUM
cana-1803	214	39	91.25	91.25	NUM
cana-1803	214	40	3000	3000	NUM
cana-1803	214	41	96.25	96.25	NUM
cana-1803	214	42	91.55	91.55	NUM
cana-1803	214	43	88.35	88.35	NUM
cana-1803	214	44	4000	4000	NUM
cana-1803	214	45	96	96	NUM
cana-1803	214	46	88.35	88.35	NUM
cana-1803	214	47	86.15	86.15	NUM
cana-1803	214	48	5000	5000	NUM
cana-1803	214	49	95.25	95.25	NUM
cana-1803	214	50	86.25	86.25	NUM
cana-1803	214	51	82.35	82.35	NUM
cana-1803	214	52	6000	6000	NUM
cana-1803	214	53	94	94	NUM
cana-1803	214	54	82.15	82.15	NUM
cana-1803	214	55	80.45	80.45	NUM
cana-1803	214	56	7000	7000	NUM
cana-1803	214	57	93.15	93.15	NUM
cana-1803	214	58	80.35	80.35	NUM
cana-1803	214	59	75.35	75.35	NUM
cana-1803	214	60	8000	8000	NUM
cana-1803	214	61	90.2	90.2	NUM
cana-1803	214	62	82.15	82.15	NUM
cana-1803	214	63	77.25	77.25	NUM
cana-1803	214	64	9000	9000	NUM
cana-1803	214	65	91.55	91.55	NUM
cana-1803	214	66	83.55	83.55	NUM
cana-1803	214	67	76.16	76.16	NUM
cana-1803	214	68	1000	1000	NUM
cana-1803	214	69	93.15	93.15	NUM
cana-1803	214	70	85.15	85.15	NUM
cana-1803	214	71	75	75	NUM
cana-1803	214	72	communications	communication	NOUN
cana-1803	214	73	on	on	ADP
cana-1803	214	74	applied	apply	VERB
cana-1803	214	75	nonlinear	nonlinear	ADJ
cana-1803	214	76	analysis	analysis	NOUN
cana-1803	214	77	issn	issn	NOUN
cana-1803	214	78	:	:	PUNCT
cana-1803	214	79	1074	1074	NUM
cana-1803	214	80	-	-	PUNCT
cana-1803	214	81	133x	133x	NUM
cana-1803	214	82	vol	vol	NOUN
cana-1803	214	83	32	32	NUM
cana-1803	214	84	no	no	NOUN
cana-1803	214	85	.	.	NOUN
cana-1803	214	86	2	2	NUM
cana-1803	214	87	(	(	PUNCT
cana-1803	214	88	2025	2025	NUM
cana-1803	214	89	)	)	PUNCT
cana-1803	214	90	545	545	NUM
cana-1803	214	91	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	214	92	figure	figure	VERB
cana-1803	214	93	4	4	NUM
cana-1803	214	94	graphical	graphical	ADJ
cana-1803	214	95	representation	representation	NOUN
cana-1803	214	96	of	of	ADP
cana-1803	214	97	recommendation	recommendation	NOUN
cana-1803	214	98	accuracy	accuracy	NOUN
cana-1803	214	99	figure	figure	NOUN
cana-1803	214	100	4	4	NUM
cana-1803	214	101	given	give	VERB
cana-1803	214	102	above	above	ADV
cana-1803	214	103	graphically	graphically	ADV
cana-1803	214	104	compares	compare	VERB
cana-1803	214	105	the	the	DET
cana-1803	214	106	proposed	propose	VERB
cana-1803	214	107	f	f	NOUN
cana-1803	214	108	-	-	PUNCT
cana-1803	214	109	fmcr	fmcr	ADJ
cana-1803	214	110	,	,	PUNCT
cana-1803	215	1	[	[	X
cana-1803	215	2	1	1	NUM
cana-1803	215	3	]	]	PUNCT
cana-1803	215	4	and	and	CCONJ
cana-1803	215	5	[	[	X
cana-1803	215	6	2	2	NUM
cana-1803	215	7	]	]	PUNCT
cana-1803	215	8	sentiment	sentiment	NOUN
cana-1803	215	9	140	140	NUM
cana-1803	215	10	dataset	dataset	NOUN
cana-1803	215	11	in	in	ADP
cana-1803	215	12	terms	term	NOUN
cana-1803	215	13	of	of	ADP
cana-1803	215	14	recommendation	recommendation	NOUN
cana-1803	215	15	accuracy	accuracy	NOUN
cana-1803	215	16	.	.	PUNCT
cana-1803	216	1	in	in	ADP
cana-1803	216	2	figure	figure	NOUN
cana-1803	216	3	4	4	NUM
cana-1803	216	4	,	,	PUNCT
cana-1803	216	5	x	x	PRON
cana-1803	216	6	coordinates	coordinate	NOUN
cana-1803	216	7	indicates	indicate	VERB
cana-1803	216	8	number	number	NOUN
cana-1803	216	9	of	of	ADP
cana-1803	216	10	tweets	tweet	NOUN
cana-1803	216	11	and	and	CCONJ
cana-1803	216	12	y	y	PROPN
cana-1803	216	13	coordinates	coordinate	NOUN
cana-1803	216	14	indicates	indicate	VERB
cana-1803	216	15	the	the	DET
cana-1803	216	16	measure	measure	NOUN
cana-1803	216	17	of	of	ADP
cana-1803	216	18	recommendation	recommendation	NOUN
cana-1803	216	19	accuracy	accuracy	NOUN
cana-1803	216	20	.	.	PUNCT
cana-1803	217	1	the	the	DET
cana-1803	217	2	number	number	NOUN
cana-1803	217	3	of	of	ADP
cana-1803	217	4	tweets	tweet	NOUN
cana-1803	217	5	is	be	AUX
cana-1803	217	6	defined	define	VERB
cana-1803	217	7	as	as	ADP
cana-1803	217	8	the	the	DET
cana-1803	217	9	tweets	tweet	NOUN
cana-1803	217	10	made	make	VERB
cana-1803	217	11	and	and	CCONJ
cana-1803	217	12	used	use	VERB
cana-1803	217	13	for	for	ADP
cana-1803	217	14	experimental	experimental	ADJ
cana-1803	217	15	purpose	purpose	NOUN
cana-1803	217	16	so	so	SCONJ
cana-1803	217	17	that	that	SCONJ
cana-1803	217	18	recommendation	recommendation	NOUN
cana-1803	217	19	made	make	VERB
cana-1803	217	20	by	by	ADP
cana-1803	217	21	multi	multi	NOUN
cana-1803	217	22	-	-	NOUN
cana-1803	217	23	agents	agent	NOUN
cana-1803	217	24	in	in	ADP
cana-1803	217	25	terms	term	NOUN
cana-1803	217	26	of	of	ADP
cana-1803	217	27	recommendation	recommendation	NOUN
cana-1803	217	28	accuracy	accuracy	NOUN
cana-1803	217	29	be	be	AUX
cana-1803	217	30	measured	measure	VERB
cana-1803	217	31	.	.	PUNCT
cana-1803	218	1	the	the	DET
cana-1803	218	2	reported	report	VERB
cana-1803	218	3	result	result	NOUN
cana-1803	218	4	from	from	ADP
cana-1803	218	5	figure	figure	NOUN
cana-1803	218	6	4	4	NUM
cana-1803	218	7	shows	show	VERB
cana-1803	218	8	that	that	SCONJ
cana-1803	218	9	the	the	DET
cana-1803	218	10	proposed	propose	VERB
cana-1803	218	11	f	f	NOUN
cana-1803	218	12	-	-	PUNCT
cana-1803	218	13	fmcr	fmcr	ADJ
cana-1803	218	14	method	method	NOUN
cana-1803	218	15	outperforms	outperform	VERB
cana-1803	218	16	other	other	ADJ
cana-1803	218	17	methods	method	NOUN
cana-1803	218	18	,	,	PUNCT
cana-1803	218	19	[	[	X
cana-1803	218	20	1	1	NUM
cana-1803	218	21	]	]	PUNCT
cana-1803	218	22	and	and	CCONJ
cana-1803	218	23	[	[	X
cana-1803	218	24	2	2	NUM
cana-1803	218	25	]	]	PUNCT
cana-1803	218	26	compared	compare	VERB
cana-1803	218	27	from	from	ADP
cana-1803	218	28	9	9	NUM
cana-1803	218	29	%	%	NOUN
cana-1803	218	30	and	and	CCONJ
cana-1803	218	31	15	15	NUM
cana-1803	218	32	%	%	NOUN
cana-1803	218	33	in	in	ADP
cana-1803	218	34	term	term	NOUN
cana-1803	218	35	of	of	ADP
cana-1803	218	36	recommendation	recommendation	NOUN
cana-1803	218	37	accuracy	accuracy	NOUN
cana-1803	218	38	.	.	PUNCT
cana-1803	219	1	this	this	PRON
cana-1803	219	2	is	be	AUX
cana-1803	219	3	evident	evident	ADJ
cana-1803	219	4	from	from	ADP
cana-1803	219	5	the	the	DET
cana-1803	219	6	simulation	simulation	NOUN
cana-1803	219	7	with	with	SCONJ
cana-1803	219	8	1000	1000	NUM
cana-1803	219	9	number	number	NOUN
cana-1803	219	10	of	of	ADP
cana-1803	219	11	tweets	tweet	NOUN
cana-1803	219	12	involved	involve	VERB
cana-1803	219	13	in	in	ADP
cana-1803	219	14	recommender	recommender	NOUN
cana-1803	219	15	system	system	NOUN
cana-1803	219	16	and	and	CCONJ
cana-1803	219	17	‘	'	PUNCT
cana-1803	219	18	985	985	NUM
cana-1803	219	19	’	'	PUNCT
cana-1803	219	20	number	number	NOUN
cana-1803	219	21	of	of	ADP
cana-1803	219	22	tweets	tweet	NOUN
cana-1803	219	23	were	be	AUX
cana-1803	219	24	correctly	correctly	ADV
cana-1803	219	25	recommended	recommend	VERB
cana-1803	219	26	by	by	ADP
cana-1803	219	27	the	the	DET
cana-1803	219	28	agents	agent	NOUN
cana-1803	219	29	using	use	VERB
cana-1803	219	30	f	f	X
cana-1803	219	31	-	-	PUNCT
cana-1803	219	32	fmcr	fmcr	ADJ
cana-1803	219	33	method	method	NOUN
cana-1803	219	34	,	,	PUNCT
cana-1803	219	35	‘	'	PUNCT
cana-1803	219	36	970	970	NUM
cana-1803	219	37	’	'	PUNCT
cana-1803	219	38	number	number	NOUN
cana-1803	219	39	of	of	ADP
cana-1803	219	40	tweets	tweet	NOUN
cana-1803	219	41	correctly	correctly	ADV
cana-1803	219	42	recommended	recommend	VERB
cana-1803	219	43	by	by	ADP
cana-1803	219	44	the	the	DET
cana-1803	219	45	agents	agent	NOUN
cana-1803	219	46	using	use	VERB
cana-1803	219	47	[	[	X
cana-1803	219	48	1	1	NUM
cana-1803	219	49	]	]	PUNCT
cana-1803	219	50	and	and	CCONJ
cana-1803	219	51	‘	'	PUNCT
cana-1803	219	52	955	955	NUM
cana-1803	219	53	’	'	PUNCT
cana-1803	219	54	number	number	NOUN
cana-1803	219	55	of	of	ADP
cana-1803	219	56	tweets	tweet	NOUN
cana-1803	219	57	correctly	correctly	ADV
cana-1803	219	58	recommended	recommend	VERB
cana-1803	219	59	by	by	ADP
cana-1803	219	60	the	the	DET
cana-1803	219	61	agents	agent	NOUN
cana-1803	219	62	using	use	VERB
cana-1803	219	63	[	[	X
cana-1803	219	64	2	2	NUM
cana-1803	219	65	]	]	PUNCT
cana-1803	219	66	.	.	PUNCT
cana-1803	220	1	it	it	PRON
cana-1803	220	2	is	be	AUX
cana-1803	220	3	because	because	SCONJ
cana-1803	220	4	f	f	X
cana-1803	220	5	-	-	PUNCT
cana-1803	220	6	fmcr	fmcr	ADJ
cana-1803	220	7	method	method	NOUN
cana-1803	220	8	utilizes	utilize	VERB
cana-1803	220	9	friedman	friedman	NOUN
cana-1803	220	10	function	function	NOUN
cana-1803	220	11	that	that	PRON
cana-1803	220	12	eliminates	eliminate	VERB
cana-1803	220	13	the	the	DET
cana-1803	220	14	occurrence	occurrence	NOUN
cana-1803	220	15	of	of	ADP
cana-1803	220	16	tied	tie	VERB
cana-1803	220	17	values	value	NOUN
cana-1803	220	18	by	by	ADP
cana-1803	220	19	assigning	assign	VERB
cana-1803	220	20	the	the	DET
cana-1803	220	21	mean	mean	NOUN
cana-1803	220	22	of	of	ADP
cana-1803	220	23	the	the	DET
cana-1803	220	24	tweet	tweet	NOUN
cana-1803	220	25	grades	grade	NOUN
cana-1803	220	26	,	,	PUNCT
cana-1803	220	27	therefore	therefore	ADV
cana-1803	220	28	terminating	terminate	VERB
cana-1803	220	29	the	the	DET
cana-1803	220	30	probability	probability	NOUN
cana-1803	220	31	of	of	ADP
cana-1803	220	32	ties	tie	NOUN
cana-1803	220	33	,	,	PUNCT
cana-1803	220	34	therefore	therefore	ADV
cana-1803	220	35	ensuring	ensure	VERB
cana-1803	220	36	recommendation	recommendation	NOUN
cana-1803	220	37	accuracy	accuracy	NOUN
cana-1803	220	38	into	into	ADP
cana-1803	220	39	ffmcr	ffmcr	ADJ
cana-1803	220	40	method	method	NOUN
cana-1803	220	41	while	while	SCONJ
cana-1803	220	42	other	other	ADJ
cana-1803	220	43	methods	method	NOUN
cana-1803	220	44	do	do	AUX
cana-1803	220	45	not	not	PART
cana-1803	220	46	consider	consider	VERB
cana-1803	220	47	this	this	DET
cana-1803	220	48	factor	factor	NOUN
cana-1803	220	49	,	,	PUNCT
cana-1803	220	50	which	which	PRON
cana-1803	220	51	indicates	indicate	VERB
cana-1803	220	52	it	it	PRON
cana-1803	220	53	is	be	AUX
cana-1803	220	54	efficient	efficient	ADJ
cana-1803	220	55	to	to	PART
cana-1803	220	56	solve	solve	VERB
cana-1803	220	57	ties	tie	NOUN
cana-1803	220	58	into	into	ADP
cana-1803	220	59	the	the	DET
cana-1803	220	60	f	f	NOUN
cana-1803	220	61	-	-	PUNCT
cana-1803	220	62	fmcr	fmcr	ADJ
cana-1803	220	63	method	method	NOUN
cana-1803	220	64	.	.	PUNCT
cana-1803	221	1	4.3.2	4.3.2	NUM
cana-1803	221	2	performance	performance	NOUN
cana-1803	221	3	measure	measure	NOUN
cana-1803	221	4	of	of	ADP
cana-1803	221	5	recommendation	recommendation	NOUN
cana-1803	221	6	time	time	NOUN
cana-1803	221	7	second	second	ADV
cana-1803	221	8	,	,	PUNCT
cana-1803	221	9	the	the	DET
cana-1803	221	10	recommendation	recommendation	NOUN
cana-1803	221	11	time	time	NOUN
cana-1803	221	12	another	another	DET
cana-1803	221	13	significant	significant	ADJ
cana-1803	221	14	factor	factor	NOUN
cana-1803	221	15	or	or	CCONJ
cana-1803	221	16	performance	performance	NOUN
cana-1803	221	17	measure	measure	NOUN
cana-1803	221	18	used	use	VERB
cana-1803	221	19	in	in	ADP
cana-1803	221	20	the	the	DET
cana-1803	221	21	analysis	analysis	NOUN
cana-1803	221	22	of	of	ADP
cana-1803	221	23	recommendation	recommendation	NOUN
cana-1803	221	24	system	system	NOUN
cana-1803	221	25	is	be	AUX
cana-1803	221	26	provided	provide	VERB
cana-1803	221	27	in	in	ADP
cana-1803	221	28	this	this	DET
cana-1803	221	29	section	section	NOUN
cana-1803	221	30	.	.	PUNCT
cana-1803	222	1	table	table	NOUN
cana-1803	222	2	3	3	NUM
cana-1803	222	3	given	give	VERB
cana-1803	222	4	below	below	ADP
cana-1803	222	5	reports	report	NOUN
cana-1803	222	6	the	the	DET
cana-1803	222	7	recommendation	recommendation	NOUN
cana-1803	222	8	time	time	NOUN
cana-1803	222	9	obtained	obtain	VERB
cana-1803	222	10	using	use	VERB
cana-1803	222	11	three	three	NUM
cana-1803	222	12	different	different	ADJ
cana-1803	222	13	methods	method	NOUN
cana-1803	222	14	,	,	PUNCT
cana-1803	222	15	f	f	X
cana-1803	222	16	-	-	PUNCT
cana-1803	222	17	fmcr	fmcr	ADJ
cana-1803	222	18	,	,	PUNCT
cana-1803	222	19	bootstrapping	bootstrappe	VERB
cana-1803	222	20	[	[	X
cana-1803	222	21	1	1	NUM
cana-1803	222	22	]	]	PUNCT
cana-1803	222	23	and	and	CCONJ
cana-1803	222	24	codae	codae	VERB
cana-1803	222	25	[	[	X
cana-1803	222	26	2	2	NUM
cana-1803	222	27	]	]	PUNCT
cana-1803	222	28	.	.	PUNCT
cana-1803	223	1	table	table	NOUN
cana-1803	223	2	3	3	NUM
cana-1803	223	3	performance	performance	NOUN
cana-1803	223	4	comparisons	comparison	NOUN
cana-1803	223	5	on	on	ADP
cana-1803	223	6	recommendation	recommendation	NOUN
cana-1803	223	7	time	time	NOUN
cana-1803	223	8	using	use	VERB
cana-1803	223	9	f	f	X
cana-1803	223	10	-	-	PUNCT
cana-1803	223	11	fmcr	fmcr	ADJ
cana-1803	223	12	,	,	PUNCT
cana-1803	223	13	bootstrapping	bootstrappe	VERB
cana-1803	223	14	[	[	X
cana-1803	223	15	1	1	NUM
cana-1803	223	16	]	]	PUNCT
cana-1803	223	17	and	and	CCONJ
cana-1803	223	18	codae	codae	VERB
cana-1803	223	19	[	[	X
cana-1803	223	20	2	2	NUM
cana-1803	223	21	]	]	PUNCT
cana-1803	223	22	number	number	NOUN
cana-1803	223	23	of	of	ADP
cana-1803	223	24	tweets	tweet	NOUN
cana-1803	223	25	recommendation	recommendation	NOUN
cana-1803	223	26	time	time	NOUN
cana-1803	223	27	(	(	PUNCT
cana-1803	223	28	ms	ms	NOUN
cana-1803	223	29	)	)	PUNCT
cana-1803	223	30	f	f	NOUN
cana-1803	223	31	-	-	PUNCT
cana-1803	223	32	fmcr	fmcr	ADJ
cana-1803	223	33	bootstrapping	bootstrappe	VERB
cana-1803	223	34	codae	codae	NOUN
cana-1803	223	35	1000	1000	NUM
cana-1803	223	36	1015	1015	NUM
cana-1803	223	37	1030	1030	NUM
cana-1803	223	38	1050	1050	NUM
cana-1803	223	39	2000	2000	NUM
cana-1803	223	40	1030	1030	NUM
cana-1803	223	41	1095	1095	NUM
cana-1803	223	42	1135	1135	NUM
cana-1803	223	43	communications	communication	NOUN
cana-1803	223	44	on	on	ADP
cana-1803	223	45	applied	apply	VERB
cana-1803	223	46	nonlinear	nonlinear	ADJ
cana-1803	223	47	analysis	analysis	NOUN
cana-1803	223	48	issn	issn	NOUN
cana-1803	223	49	:	:	PUNCT
cana-1803	223	50	1074	1074	NUM
cana-1803	223	51	-	-	PUNCT
cana-1803	223	52	133x	133x	NUM
cana-1803	223	53	vol	vol	NOUN
cana-1803	223	54	32	32	NUM
cana-1803	223	55	no	no	NOUN
cana-1803	223	56	.	.	NOUN
cana-1803	223	57	2	2	NUM
cana-1803	223	58	(	(	PUNCT
cana-1803	223	59	2025	2025	NUM
cana-1803	223	60	)	)	PUNCT
cana-1803	223	61	546	546	NUM
cana-1803	223	62	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	223	63	3000	3000	NUM
cana-1803	223	64	1090	1090	NUM
cana-1803	223	65	1215	1215	NUM
cana-1803	223	66	1325	1325	NUM
cana-1803	223	67	4000	4000	NUM
cana-1803	223	68	1120	1120	NUM
cana-1803	223	69	1325	1325	NUM
cana-1803	223	70	1555	1555	NUM
cana-1803	223	71	5000	5000	NUM
cana-1803	223	72	1185	1185	NUM
cana-1803	223	73	1455	1455	NUM
cana-1803	223	74	1925	1925	NUM
cana-1803	223	75	6000	6000	NUM
cana-1803	223	76	1215	1215	NUM
cana-1803	223	77	1563	1563	NUM
cana-1803	223	78	2135	2135	NUM
cana-1803	223	79	7000	7000	NUM
cana-1803	223	80	1295	1295	NUM
cana-1803	223	81	1835	1835	NUM
cana-1803	223	82	2235	2235	NUM
cana-1803	223	83	8000	8000	NUM
cana-1803	223	84	1325	1325	NUM
cana-1803	223	85	1925	1925	NUM
cana-1803	223	86	2315	2315	NUM
cana-1803	223	87	9000	9000	NUM
cana-1803	223	88	1415	1415	NUM
cana-1803	223	89	2020	2020	NUM
cana-1803	223	90	2455	2455	NUM
cana-1803	223	91	10000	10000	NUM
cana-1803	223	92	1525	1525	NUM
cana-1803	223	93	2080	2080	NUM
cana-1803	223	94	2525	2525	NUM
cana-1803	223	95	figure	figure	VERB
cana-1803	223	96	5	5	NUM
cana-1803	223	97	graphical	graphical	ADJ
cana-1803	223	98	representation	representation	NOUN
cana-1803	223	99	of	of	ADP
cana-1803	223	100	recommendation	recommendation	NOUN
cana-1803	223	101	time	time	NOUN
cana-1803	223	102	figure	figure	NOUN
cana-1803	223	103	5	5	NUM
cana-1803	223	104	given	give	VERB
cana-1803	223	105	above	above	ADV
cana-1803	223	106	shows	show	VERB
cana-1803	223	107	the	the	DET
cana-1803	223	108	graphical	graphical	ADJ
cana-1803	223	109	portrayal	portrayal	NOUN
cana-1803	223	110	of	of	ADP
cana-1803	223	111	recommendation	recommendation	NOUN
cana-1803	223	112	time	time	NOUN
cana-1803	223	113	using	use	VERB
cana-1803	223	114	the	the	DET
cana-1803	223	115	three	three	NUM
cana-1803	223	116	methods	method	NOUN
cana-1803	223	117	,	,	PUNCT
cana-1803	223	118	f	f	X
cana-1803	223	119	-	-	PUNCT
cana-1803	223	120	fmcr	fmcr	ADJ
cana-1803	223	121	,	,	PUNCT
cana-1803	224	1	[	[	X
cana-1803	224	2	1	1	NUM
cana-1803	224	3	]	]	PUNCT
cana-1803	224	4	and	and	CCONJ
cana-1803	224	5	[	[	X
cana-1803	224	6	2	2	NUM
cana-1803	224	7	]	]	PUNCT
cana-1803	224	8	.	.	PUNCT
cana-1803	225	1	from	from	ADP
cana-1803	225	2	the	the	DET
cana-1803	225	3	figure	figure	NOUN
cana-1803	225	4	it	it	PRON
cana-1803	225	5	is	be	AUX
cana-1803	225	6	inferred	infer	VERB
cana-1803	225	7	that	that	SCONJ
cana-1803	225	8	the	the	DET
cana-1803	225	9	recommendation	recommendation	NOUN
cana-1803	225	10	time	time	NOUN
cana-1803	225	11	increases	increase	VERB
cana-1803	225	12	with	with	ADP
cana-1803	225	13	the	the	DET
cana-1803	225	14	number	number	NOUN
cana-1803	225	15	of	of	ADP
cana-1803	225	16	tweets	tweet	NOUN
cana-1803	225	17	to	to	ADP
cana-1803	225	18	the	the	DET
cana-1803	225	19	multi	multi	ADJ
cana-1803	225	20	-	-	ADJ
cana-1803	225	21	agent	agent	ADJ
cana-1803	225	22	system	system	NOUN
cana-1803	225	23	.	.	PUNCT
cana-1803	226	1	this	this	PRON
cana-1803	226	2	is	be	AUX
cana-1803	226	3	because	because	SCONJ
cana-1803	226	4	of	of	ADP
cana-1803	226	5	the	the	DET
cana-1803	226	6	reason	reason	NOUN
cana-1803	226	7	that	that	PRON
cana-1803	226	8	with	with	ADP
cana-1803	226	9	larger	large	ADJ
cana-1803	226	10	number	number	NOUN
cana-1803	226	11	of	of	ADP
cana-1803	226	12	tweets	tweet	NOUN
cana-1803	226	13	placed	place	VERB
cana-1803	226	14	in	in	ADP
cana-1803	226	15	the	the	DET
cana-1803	226	16	recommender	recommender	NOUN
cana-1803	226	17	system	system	NOUN
cana-1803	226	18	,	,	PUNCT
cana-1803	226	19	the	the	DET
cana-1803	226	20	time	time	NOUN
cana-1803	226	21	involved	involve	VERB
cana-1803	226	22	in	in	ADP
cana-1803	226	23	recommending	recommend	VERB
cana-1803	226	24	the	the	DET
cana-1803	226	25	user	user	NOUN
cana-1803	226	26	’s	’s	PART
cana-1803	226	27	interest	interest	NOUN
cana-1803	226	28	content	content	NOUN
cana-1803	226	29	also	also	ADV
cana-1803	226	30	increases	increase	VERB
cana-1803	226	31	.	.	PUNCT
cana-1803	227	1	so	so	ADV
cana-1803	227	2	a	a	DET
cana-1803	227	3	direct	direct	ADJ
cana-1803	227	4	proportionality	proportionality	NOUN
cana-1803	227	5	is	be	AUX
cana-1803	227	6	observed	observe	VERB
cana-1803	227	7	.	.	PUNCT
cana-1803	228	1	however	however	ADV
cana-1803	228	2	,	,	PUNCT
cana-1803	228	3	with	with	ADP
cana-1803	228	4	simulations	simulation	NOUN
cana-1803	228	5	conducted	conduct	VERB
cana-1803	228	6	using	use	VERB
cana-1803	228	7	1000	1000	NUM
cana-1803	228	8	numbers	number	NOUN
cana-1803	228	9	of	of	ADP
cana-1803	228	10	tweets	tweet	NOUN
cana-1803	228	11	,	,	PUNCT
cana-1803	228	12	build	build	VERB
cana-1803	228	13	a	a	DET
cana-1803	228	14	reliable	reliable	ADJ
cana-1803	228	15	recommendation	recommendation	NOUN
cana-1803	228	16	system	system	NOUN
cana-1803	228	17	,	,	PUNCT
cana-1803	228	18	the	the	DET
cana-1803	228	19	time	time	NOUN
cana-1803	228	20	consumed	consume	VERB
cana-1803	228	21	in	in	ADP
cana-1803	228	22	recommending	recommend	VERB
cana-1803	228	23	right	right	ADJ
cana-1803	228	24	content	content	NOUN
cana-1803	228	25	to	to	ADP
cana-1803	228	26	a	a	DET
cana-1803	228	27	particular	particular	ADJ
cana-1803	228	28	user	user	NOUN
cana-1803	228	29	being	be	AUX
cana-1803	228	30	‘	'	PUNCT
cana-1803	228	31	1.015𝑚𝑠	1.015𝑚𝑠	NUM
cana-1803	228	32	’	'	PUNCT
cana-1803	228	33	,	,	PUNCT
cana-1803	228	34	the	the	DET
cana-1803	228	35	overall	overall	ADJ
cana-1803	228	36	recommendation	recommendation	NOUN
cana-1803	228	37	time	time	NOUN
cana-1803	228	38	using	use	VERB
cana-1803	228	39	f	f	X
cana-1803	228	40	-	-	PUNCT
cana-1803	228	41	fmcr	fmcr	ADJ
cana-1803	228	42	was	be	AUX
cana-1803	228	43	1015ms	1015ms	ADJ
cana-1803	228	44	,	,	PUNCT
cana-1803	228	45	the	the	DET
cana-1803	228	46	time	time	NOUN
cana-1803	228	47	consumed	consume	VERB
cana-1803	228	48	in	in	ADP
cana-1803	228	49	recommending	recommend	VERB
cana-1803	228	50	right	right	ADJ
cana-1803	228	51	content	content	NOUN
cana-1803	228	52	to	to	ADP
cana-1803	228	53	a	a	DET
cana-1803	228	54	particular	particular	ADJ
cana-1803	228	55	user	user	NOUN
cana-1803	228	56	being	be	AUX
cana-1803	228	57	‘	'	PUNCT
cana-1803	228	58	1.030𝑚𝑠	1.030𝑚𝑠	NUM
cana-1803	228	59	’	'	PUNCT
cana-1803	228	60	,	,	PUNCT
cana-1803	228	61	the	the	DET
cana-1803	228	62	overall	overall	ADJ
cana-1803	228	63	recommendation	recommendation	NOUN
cana-1803	228	64	time	time	NOUN
cana-1803	228	65	using	use	VERB
cana-1803	228	66	[	[	X
cana-1803	228	67	1	1	NUM
cana-1803	228	68	]	]	PUNCT
cana-1803	228	69	was	be	AUX
cana-1803	228	70	1030ms	1030ms	ADJ
cana-1803	228	71	and	and	CCONJ
cana-1803	228	72	finally	finally	ADV
cana-1803	228	73	observed	observe	VERB
cana-1803	228	74	to	to	PART
cana-1803	228	75	be	be	AUX
cana-1803	228	76	1050ms	1050ms	ADJ
cana-1803	228	77	using	use	VERB
cana-1803	228	78	[	[	X
cana-1803	228	79	2	2	NUM
cana-1803	228	80	]	]	PUNCT
cana-1803	228	81	.	.	PUNCT
cana-1803	229	1	from	from	ADP
cana-1803	229	2	this	this	DET
cana-1803	229	3	result	result	NOUN
cana-1803	229	4	it	it	PRON
cana-1803	229	5	is	be	AUX
cana-1803	229	6	inferred	infer	VERB
cana-1803	229	7	that	that	SCONJ
cana-1803	229	8	the	the	DET
cana-1803	229	9	recommendation	recommendation	NOUN
cana-1803	229	10	time	time	NOUN
cana-1803	229	11	consumed	consume	VERB
cana-1803	229	12	in	in	ADP
cana-1803	229	13	recommending	recommend	VERB
cana-1803	229	14	the	the	DET
cana-1803	229	15	users	user	NOUN
cana-1803	229	16	by	by	ADP
cana-1803	229	17	tracking	track	VERB
cana-1803	229	18	their	their	PRON
cana-1803	229	19	interests	interest	NOUN
cana-1803	229	20	and	and	CCONJ
cana-1803	229	21	activity	activity	NOUN
cana-1803	229	22	using	use	VERB
cana-1803	229	23	f	f	X
cana-1803	229	24	-	-	PUNCT
cana-1803	229	25	fmcr	fmcr	NOUN
cana-1803	229	26	is	be	AUX
cana-1803	229	27	better	well	ADJ
cana-1803	229	28	than	than	ADP
cana-1803	229	29	when	when	SCONJ
cana-1803	229	30	compared	compare	VERB
cana-1803	229	31	to	to	ADP
cana-1803	229	32	[	[	X
cana-1803	229	33	1	1	NUM
cana-1803	229	34	]	]	PUNCT
cana-1803	229	35	and	and	CCONJ
cana-1803	229	36	[	[	X
cana-1803	229	37	2	2	NUM
cana-1803	229	38	]	]	PUNCT
cana-1803	229	39	.	.	PUNCT
cana-1803	230	1	the	the	DET
cana-1803	230	2	improvement	improvement	NOUN
cana-1803	230	3	is	be	AUX
cana-1803	230	4	due	due	ADJ
cana-1803	230	5	to	to	ADP
cana-1803	230	6	the	the	DET
cana-1803	230	7	application	application	NOUN
cana-1803	230	8	of	of	ADP
cana-1803	230	9	friedman	friedman	PROPN
cana-1803	230	10	relevant	relevant	ADJ
cana-1803	230	11	tweet	tweet	NOUN
cana-1803	230	12	selection	selection	NOUN
cana-1803	230	13	algorithm	algorithm	NOUN
cana-1803	230	14	in	in	ADP
cana-1803	230	15	f	f	PROPN
cana-1803	230	16	-	-	PUNCT
cana-1803	230	17	fmcr	fmcr	ADJ
cana-1803	230	18	.	.	PUNCT
cana-1803	231	1	by	by	ADP
cana-1803	231	2	applying	apply	VERB
cana-1803	231	3	this	this	DET
cana-1803	231	4	algorithm	algorithm	NOUN
cana-1803	231	5	,	,	PUNCT
cana-1803	231	6	initially	initially	ADV
cana-1803	231	7	,	,	PUNCT
cana-1803	231	8	the	the	DET
cana-1803	231	9	tweets	tweet	NOUN
cana-1803	231	10	of	of	ADP
cana-1803	231	11	each	each	DET
cana-1803	231	12	social	social	ADJ
cana-1803	231	13	network	network	NOUN
cana-1803	231	14	users	user	NOUN
cana-1803	231	15	were	be	AUX
cana-1803	231	16	broken	break	VERB
cana-1803	231	17	into	into	ADP
cana-1803	231	18	tokens	token	NOUN
cana-1803	231	19	and	and	CCONJ
cana-1803	231	20	then	then	ADV
cana-1803	231	21	,	,	PUNCT
cana-1803	231	22	the	the	DET
cana-1803	231	23	token	token	ADJ
cana-1803	231	24	relevance	relevance	NOUN
cana-1803	231	25	were	be	AUX
cana-1803	231	26	identified	identify	VERB
cana-1803	231	27	by	by	ADP
cana-1803	231	28	incorporating	incorporate	VERB
cana-1803	231	29	friedman	friedman	PROPN
cana-1803	231	30	function	function	NOUN
cana-1803	231	31	.	.	PUNCT
cana-1803	232	1	with	with	ADP
cana-1803	232	2	this	this	DET
cana-1803	232	3	function	function	NOUN
cana-1803	232	4	,	,	PUNCT
cana-1803	232	5	less	less	ADV
cana-1803	232	6	significant	significant	ADJ
cana-1803	232	7	tweets	tweet	NOUN
cana-1803	232	8	were	be	AUX
cana-1803	232	9	eliminated	eliminate	VERB
cana-1803	232	10	and	and	CCONJ
cana-1803	232	11	only	only	ADV
cana-1803	232	12	the	the	DET
cana-1803	232	13	relevant	relevant	ADJ
cana-1803	232	14	tweets	tweet	NOUN
cana-1803	232	15	were	be	AUX
cana-1803	232	16	obtained	obtain	VERB
cana-1803	232	17	,	,	PUNCT
cana-1803	232	18	therefore	therefore	ADV
cana-1803	232	19	reducing	reduce	VERB
cana-1803	232	20	the	the	DET
cana-1803	232	21	recommendation	recommendation	NOUN
cana-1803	232	22	time	time	NOUN
cana-1803	232	23	using	use	VERB
cana-1803	232	24	f	f	X
cana-1803	232	25	-	-	PUNCT
cana-1803	232	26	fmcr	fmcr	VERB
cana-1803	232	27	by	by	ADP
cana-1803	232	28	19	19	NUM
cana-1803	232	29	%	%	NOUN
cana-1803	232	30	compared	compare	VERB
cana-1803	232	31	to	to	ADP
cana-1803	232	32	[	[	X
cana-1803	232	33	1	1	NUM
cana-1803	232	34	]	]	PUNCT
cana-1803	232	35	and	and	CCONJ
cana-1803	232	36	31	31	NUM
cana-1803	232	37	%	%	NOUN
cana-1803	232	38	compared	compare	VERB
cana-1803	232	39	to	to	ADP
cana-1803	232	40	[	[	X
cana-1803	232	41	2	2	NUM
cana-1803	232	42	]	]	PUNCT
cana-1803	232	43	respectively	respectively	ADV
cana-1803	232	44	.	.	PUNCT
cana-1803	233	1	communications	communication	NOUN
cana-1803	233	2	on	on	ADP
cana-1803	233	3	applied	apply	VERB
cana-1803	233	4	nonlinear	nonlinear	ADJ
cana-1803	233	5	analysis	analysis	NOUN
cana-1803	233	6	issn	issn	NOUN
cana-1803	233	7	:	:	PUNCT
cana-1803	233	8	1074	1074	NUM
cana-1803	233	9	-	-	PUNCT
cana-1803	233	10	133x	133x	NUM
cana-1803	233	11	vol	vol	NOUN
cana-1803	233	12	32	32	NUM
cana-1803	233	13	no	no	NOUN
cana-1803	233	14	.	.	NOUN
cana-1803	233	15	2	2	NUM
cana-1803	233	16	(	(	PUNCT
cana-1803	233	17	2025	2025	NUM
cana-1803	233	18	)	)	PUNCT
cana-1803	233	19	547	547	NUM
cana-1803	233	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	233	21	4.3.3	4.3.3	NUM
cana-1803	233	22	performance	performance	NOUN
cana-1803	233	23	measure	measure	NOUN
cana-1803	233	24	of	of	ADP
cana-1803	233	25	mean	mean	ADJ
cana-1803	233	26	absolute	absolute	ADJ
cana-1803	233	27	error	error	NOUN
cana-1803	233	28	finally	finally	ADV
cana-1803	233	29	,	,	PUNCT
cana-1803	233	30	the	the	DET
cana-1803	233	31	mean	mean	ADJ
cana-1803	233	32	absolute	absolute	ADJ
cana-1803	233	33	error	error	NOUN
cana-1803	233	34	is	be	AUX
cana-1803	233	35	experimented	experiment	VERB
cana-1803	233	36	and	and	CCONJ
cana-1803	233	37	discussed	discuss	VERB
cana-1803	233	38	in	in	ADP
cana-1803	233	39	this	this	DET
cana-1803	233	40	section	section	NOUN
cana-1803	233	41	.	.	PUNCT
cana-1803	234	1	table	table	NOUN
cana-1803	234	2	4	4	NUM
cana-1803	234	3	given	give	VERB
cana-1803	234	4	below	below	ADV
cana-1803	234	5	shows	show	VERB
cana-1803	234	6	the	the	DET
cana-1803	234	7	mean	mean	ADJ
cana-1803	234	8	absolute	absolute	ADJ
cana-1803	234	9	error	error	NOUN
cana-1803	234	10	values	value	NOUN
cana-1803	234	11	obtained	obtain	VERB
cana-1803	234	12	for	for	ADP
cana-1803	234	13	the	the	DET
cana-1803	234	14	three	three	NUM
cana-1803	234	15	different	different	ADJ
cana-1803	234	16	methods	method	NOUN
cana-1803	234	17	.	.	PUNCT
cana-1803	235	1	table	table	NOUN
cana-1803	235	2	4	4	NUM
cana-1803	235	3	performance	performance	NOUN
cana-1803	235	4	comparisons	comparison	NOUN
cana-1803	235	5	on	on	ADP
cana-1803	235	6	mean	mean	ADJ
cana-1803	235	7	absolute	absolute	ADJ
cana-1803	235	8	error	error	NOUN
cana-1803	235	9	using	use	VERB
cana-1803	235	10	f	f	X
cana-1803	235	11	-	-	PUNCT
cana-1803	235	12	fmcr	fmcr	ADJ
cana-1803	235	13	,	,	PUNCT
cana-1803	235	14	bootstrapping	bootstrappe	VERB
cana-1803	235	15	[	[	X
cana-1803	235	16	1	1	NUM
cana-1803	235	17	]	]	PUNCT
cana-1803	235	18	and	and	CCONJ
cana-1803	235	19	codae	codae	VERB
cana-1803	235	20	[	[	X
cana-1803	235	21	2	2	NUM
cana-1803	235	22	]	]	PUNCT
cana-1803	235	23	number	number	NOUN
cana-1803	235	24	of	of	ADP
cana-1803	235	25	tweets	tweet	NOUN
cana-1803	235	26	mean	mean	VERB
cana-1803	235	27	absolute	absolute	ADJ
cana-1803	235	28	error	error	NOUN
cana-1803	235	29	(	(	PUNCT
cana-1803	235	30	%	%	INTJ
cana-1803	235	31	)	)	PUNCT
cana-1803	235	32	f	f	X
cana-1803	235	33	-	-	PUNCT
cana-1803	235	34	fmcr	fmcr	ADJ
cana-1803	235	35	bootstrapping	bootstrappe	VERB
cana-1803	235	36	codae	codae	NOUN
cana-1803	235	37	1000	1000	NUM
cana-1803	235	38	2	2	NUM
cana-1803	235	39	5	5	NUM
cana-1803	235	40	7	7	NUM
cana-1803	235	41	2000	2000	NUM
cana-1803	235	42	3.5	3.5	NUM
cana-1803	235	43	5.85	5.85	NUM
cana-1803	235	44	7.55	7.55	NUM
cana-1803	235	45	3000	3000	NUM
cana-1803	235	46	4.25	4.25	NUM
cana-1803	235	47	6	6	NUM
cana-1803	235	48	7.9	7.9	NUM
cana-1803	235	49	4000	4000	NUM
cana-1803	235	50	4.55	4.55	NUM
cana-1803	235	51	6.55	6.55	NUM
cana-1803	235	52	8	8	NUM
cana-1803	235	53	5000	5000	NUM
cana-1803	235	54	4.75	4.75	NUM
cana-1803	235	55	7	7	NUM
cana-1803	235	56	8.15	8.15	NUM
cana-1803	235	57	6000	6000	NUM
cana-1803	235	58	4.9	4.9	NUM
cana-1803	235	59	7.35	7.35	NUM
cana-1803	235	60	8.35	8.35	NUM
cana-1803	235	61	7000	7000	NUM
cana-1803	235	62	3.25	3.25	NUM
cana-1803	235	63	8	8	NUM
cana-1803	235	64	8.5	8.5	NUM
cana-1803	235	65	8000	8000	NUM
cana-1803	235	66	3.55	3.55	NUM
cana-1803	235	67	7.25	7.25	NUM
cana-1803	235	68	8.25	8.25	NUM
cana-1803	235	69	9000	9000	NUM
cana-1803	235	70	3.95	3.95	NUM
cana-1803	235	71	7.15	7.15	NUM
cana-1803	235	72	8.1	8.1	NUM
cana-1803	235	73	10000	10000	NUM
cana-1803	235	74	4	4	NUM
cana-1803	235	75	7.45	7.45	NUM
cana-1803	235	76	8.25	8.25	NUM
cana-1803	235	77	figure	figure	NOUN
cana-1803	235	78	6	6	NUM
cana-1803	235	79	graphical	graphical	ADJ
cana-1803	235	80	representation	representation	NOUN
cana-1803	235	81	of	of	ADP
cana-1803	235	82	mean	mean	ADJ
cana-1803	235	83	absolute	absolute	ADJ
cana-1803	235	84	error	error	NOUN
cana-1803	235	85	figure	figure	NOUN
cana-1803	235	86	6	6	NUM
cana-1803	235	87	given	give	VERB
cana-1803	235	88	above	above	ADV
cana-1803	235	89	shows	show	VERB
cana-1803	235	90	the	the	DET
cana-1803	235	91	impact	impact	NOUN
cana-1803	235	92	of	of	ADP
cana-1803	235	93	mean	mean	ADJ
cana-1803	235	94	absolute	absolute	ADJ
cana-1803	235	95	error	error	NOUN
cana-1803	235	96	for	for	ADP
cana-1803	235	97	different	different	ADJ
cana-1803	235	98	numbers	number	NOUN
cana-1803	235	99	of	of	ADP
cana-1803	235	100	tweets	tweet	NOUN
cana-1803	235	101	in	in	ADP
cana-1803	235	102	the	the	DET
cana-1803	235	103	range	range	NOUN
cana-1803	235	104	of	of	ADP
cana-1803	235	105	1000	1000	NUM
cana-1803	235	106	to	to	PART
cana-1803	235	107	10000	10000	NUM
cana-1803	235	108	collected	collect	VERB
cana-1803	235	109	at	at	ADP
cana-1803	235	110	different	different	ADJ
cana-1803	235	111	time	time	NOUN
cana-1803	235	112	intervals	interval	NOUN
cana-1803	235	113	.	.	PUNCT
cana-1803	236	1	from	from	ADP
cana-1803	236	2	the	the	DET
cana-1803	236	3	figure	figure	NOUN
cana-1803	236	4	it	it	PRON
cana-1803	236	5	is	be	AUX
cana-1803	236	6	inferred	infer	VERB
cana-1803	236	7	that	that	SCONJ
cana-1803	236	8	the	the	DET
cana-1803	236	9	mean	mean	ADJ
cana-1803	236	10	absolute	absolute	ADJ
cana-1803	236	11	error	error	NOUN
cana-1803	236	12	is	be	AUX
cana-1803	236	13	neither	neither	CCONJ
cana-1803	236	14	inversely	inversely	ADV
cana-1803	236	15	or	or	CCONJ
cana-1803	236	16	directly	directly	ADV
cana-1803	236	17	proportional	proportional	ADJ
cana-1803	236	18	to	to	ADP
cana-1803	236	19	the	the	DET
cana-1803	236	20	number	number	NOUN
cana-1803	236	21	of	of	ADP
cana-1803	236	22	tweets	tweet	NOUN
cana-1803	236	23	considered	consider	VERB
cana-1803	236	24	for	for	ADP
cana-1803	236	25	simulation	simulation	NOUN
cana-1803	236	26	.	.	PUNCT
cana-1803	237	1	this	this	PRON
cana-1803	237	2	is	be	AUX
cana-1803	237	3	because	because	SCONJ
cana-1803	237	4	of	of	ADP
cana-1803	237	5	the	the	DET
cana-1803	237	6	reason	reason	NOUN
cana-1803	237	7	that	that	SCONJ
cana-1803	237	8	with	with	ADP
cana-1803	237	9	different	different	ADJ
cana-1803	237	10	number	number	NOUN
cana-1803	237	11	of	of	ADP
cana-1803	237	12	tweets	tweet	NOUN
cana-1803	237	13	posted	post	VERB
cana-1803	237	14	and	and	CCONJ
cana-1803	237	15	changes	change	NOUN
cana-1803	237	16	of	of	ADP
cana-1803	237	17	views	view	NOUN
cana-1803	237	18	and	and	CCONJ
cana-1803	237	19	interests	interest	NOUN
cana-1803	237	20	changing	change	VERB
cana-1803	237	21	over	over	ADP
cana-1803	237	22	time	time	NOUN
cana-1803	237	23	for	for	ADP
cana-1803	237	24	the	the	DET
cana-1803	237	25	same	same	ADJ
cana-1803	237	26	set	set	NOUN
cana-1803	237	27	of	of	ADP
cana-1803	237	28	users	user	NOUN
cana-1803	237	29	itself	itself	PRON
cana-1803	237	30	,	,	PUNCT
cana-1803	237	31	either	either	CCONJ
cana-1803	237	32	an	an	DET
cana-1803	237	33	increasing	increase	VERB
cana-1803	237	34	trend	trend	NOUN
cana-1803	237	35	or	or	CCONJ
cana-1803	237	36	decreasing	decrease	VERB
cana-1803	237	37	trend	trend	NOUN
cana-1803	237	38	is	be	AUX
cana-1803	237	39	said	say	VERB
cana-1803	237	40	to	to	PART
cana-1803	237	41	be	be	AUX
cana-1803	237	42	observed	observe	VERB
cana-1803	237	43	when	when	SCONJ
cana-1803	237	44	evaluating	evaluate	VERB
cana-1803	237	45	mean	mean	VERB
cana-1803	237	46	absolute	absolute	ADJ
cana-1803	237	47	error	error	NOUN
cana-1803	237	48	.	.	PUNCT
cana-1803	238	1	however	however	ADV
cana-1803	238	2	,	,	PUNCT
cana-1803	238	3	with	with	ADP
cana-1803	238	4	the	the	DET
cana-1803	238	5	simulations	simulation	NOUN
cana-1803	238	6	conducted	conduct	VERB
cana-1803	238	7	using	use	VERB
cana-1803	238	8	1000	1000	NUM
cana-1803	238	9	numbers	number	NOUN
cana-1803	238	10	of	of	ADP
cana-1803	238	11	tweets	tweet	NOUN
cana-1803	238	12	,	,	PUNCT
cana-1803	238	13	and	and	CCONJ
cana-1803	238	14	the	the	DET
cana-1803	238	15	predicted	predict	VERB
cana-1803	238	16	value	value	NOUN
cana-1803	238	17	of	of	ADP
cana-1803	238	18	tweets	tweet	NOUN
cana-1803	238	19	to	to	PART
cana-1803	238	20	be	be	AUX
cana-1803	238	21	‘	'	PUNCT
cana-1803	238	22	970	970	NUM
cana-1803	238	23	’	'	PUNCT
cana-1803	238	24	and	and	CCONJ
cana-1803	238	25	the	the	DET
cana-1803	238	26	true	true	ADJ
cana-1803	238	27	values	value	NOUN
cana-1803	238	28	evolved	evolve	VERB
cana-1803	238	29	using	use	VERB
cana-1803	238	30	the	the	DET
cana-1803	238	31	proposed	propose	VERB
cana-1803	238	32	method	method	NOUN
cana-1803	238	33	being	be	AUX
cana-1803	238	34	‘	'	PUNCT
cana-1803	238	35	950	950	NUM
cana-1803	238	36	’	'	PUNCT
cana-1803	238	37	,	,	PUNCT
cana-1803	238	38	the	the	DET
cana-1803	238	39	mean	mean	ADJ
cana-1803	238	40	absolute	absolute	ADJ
cana-1803	238	41	error	error	NOUN
cana-1803	238	42	for	for	ADP
cana-1803	238	43	ffmcr	ffmcr	NOUN
cana-1803	238	44	is	be	AUX
cana-1803	238	45	found	find	VERB
cana-1803	238	46	to	to	PART
cana-1803	238	47	be	be	AUX
cana-1803	238	48	2	2	NUM
cana-1803	238	49	%	%	NOUN
cana-1803	238	50	,	,	PUNCT
cana-1803	238	51	the	the	DET
cana-1803	238	52	true	true	ADJ
cana-1803	238	53	values	value	NOUN
cana-1803	238	54	evolved	evolve	VERB
cana-1803	238	55	using	use	VERB
cana-1803	238	56	the	the	DET
cana-1803	238	57	bootstrapping	bootstrappe	VERB
cana-1803	238	58	being	be	AUX
cana-1803	238	59	‘	'	PUNCT
cana-1803	238	60	920	920	NUM
cana-1803	238	61	’	'	PUNCT
cana-1803	238	62	,	,	PUNCT
cana-1803	238	63	the	the	DET
cana-1803	238	64	mean	mean	ADJ
cana-1803	238	65	absolute	absolute	ADJ
cana-1803	238	66	error	error	NOUN
cana-1803	238	67	,	,	PUNCT
cana-1803	238	68	the	the	DET
cana-1803	238	69	mean	mean	ADJ
cana-1803	238	70	absolute	absolute	ADJ
cana-1803	238	71	error	error	NOUN
cana-1803	238	72	for	for	ADP
cana-1803	238	73	bootstrapping	bootstrappe	VERB
cana-1803	238	74	[	[	X
cana-1803	238	75	1	1	NUM
cana-1803	238	76	]	]	PUNCT
cana-1803	238	77	was	be	AUX
cana-1803	238	78	found	find	VERB
cana-1803	238	79	to	to	PART
cana-1803	238	80	be	be	AUX
cana-1803	238	81	5	5	NUM
cana-1803	238	82	%	%	NOUN
cana-1803	238	83	and	and	CCONJ
cana-1803	238	84	7	7	NUM
cana-1803	238	85	%	%	NOUN
cana-1803	238	86	using	use	VERB
cana-1803	238	87	[	[	X
cana-1803	238	88	2	2	NUM
cana-1803	238	89	]	]	PUNCT
cana-1803	238	90	.	.	PUNCT
cana-1803	239	1	from	from	ADP
cana-1803	239	2	these	these	DET
cana-1803	239	3	results	result	NOUN
cana-1803	239	4	it	it	PRON
cana-1803	239	5	is	be	AUX
cana-1803	239	6	inferred	infer	VERB
cana-1803	239	7	that	that	SCONJ
cana-1803	239	8	the	the	DET
cana-1803	239	9	mean	mean	ADJ
cana-1803	239	10	absolute	absolute	ADJ
cana-1803	239	11	error	error	NOUN
cana-1803	239	12	is	be	AUX
cana-1803	239	13	lesser	less	ADJ
cana-1803	239	14	using	use	VERB
cana-1803	239	15	f	f	X
cana-1803	239	16	-	-	PUNCT
cana-1803	239	17	fmcr	fmcr	ADJ
cana-1803	239	18	when	when	SCONJ
cana-1803	239	19	compared	compare	VERB
cana-1803	239	20	to	to	ADP
cana-1803	239	21	[	[	X
cana-1803	239	22	1	1	NUM
cana-1803	239	23	]	]	PUNCT
cana-1803	239	24	and	and	CCONJ
cana-1803	239	25	[	[	X
cana-1803	239	26	2	2	NUM
cana-1803	239	27	]	]	PUNCT
cana-1803	239	28	.	.	PUNCT
cana-1803	240	1	the	the	DET
cana-1803	240	2	results	result	NOUN
cana-1803	240	3	behind	behind	ADV
cana-1803	240	4	is	be	AUX
cana-1803	240	5	due	due	ADJ
cana-1803	240	6	to	to	ADP
cana-1803	240	7	the	the	DET
cana-1803	240	8	application	application	NOUN
cana-1803	240	9	of	of	ADP
cana-1803	240	10	frobenius	frobenius	ADJ
cana-1803	240	11	matrix	matrix	NOUN
cana-1803	240	12	collaborative	collaborative	ADJ
cana-1803	240	13	communications	communication	NOUN
cana-1803	240	14	on	on	ADP
cana-1803	240	15	applied	apply	VERB
cana-1803	240	16	nonlinear	nonlinear	ADJ
cana-1803	240	17	analysis	analysis	NOUN
cana-1803	240	18	issn	issn	NOUN
cana-1803	240	19	:	:	PUNCT
cana-1803	240	20	1074	1074	NUM
cana-1803	240	21	-	-	PUNCT
cana-1803	240	22	133x	133x	NUM
cana-1803	240	23	vol	vol	NOUN
cana-1803	240	24	32	32	NUM
cana-1803	240	25	no	no	NOUN
cana-1803	240	26	.	.	NOUN
cana-1803	240	27	2	2	NUM
cana-1803	240	28	(	(	PUNCT
cana-1803	240	29	2025	2025	NUM
cana-1803	240	30	)	)	PUNCT
cana-1803	241	1	548	548	NUM
cana-1803	241	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	241	3	recommender	recommender	NOUN
cana-1803	241	4	algorithm	algorithm	NOUN
cana-1803	241	5	.	.	PUNCT
cana-1803	242	1	by	by	ADP
cana-1803	242	2	applying	apply	VERB
cana-1803	242	3	this	this	DET
cana-1803	242	4	algorithm	algorithm	NOUN
cana-1803	242	5	,	,	PUNCT
cana-1803	242	6	a	a	DET
cana-1803	242	7	grading	grade	VERB
cana-1803	242	8	pattern	pattern	NOUN
cana-1803	242	9	using	use	VERB
cana-1803	242	10	frobenius	frobenius	ADJ
cana-1803	242	11	matrix	matrix	NOUN
cana-1803	242	12	collaborative	collaborative	ADJ
cana-1803	242	13	(	(	PUNCT
cana-1803	242	14	fmc	fmc	NOUN
cana-1803	242	15	)	)	PUNCT
cana-1803	242	16	function	function	NOUN
cana-1803	242	17	is	be	AUX
cana-1803	242	18	employed	employ	VERB
cana-1803	242	19	with	with	ADP
cana-1803	242	20	the	the	DET
cana-1803	242	21	objective	objective	NOUN
cana-1803	242	22	of	of	ADP
cana-1803	242	23	reducing	reduce	VERB
cana-1803	242	24	the	the	DET
cana-1803	242	25	loss	loss	NOUN
cana-1803	242	26	employing	employ	VERB
cana-1803	242	27	relevant	relevant	ADJ
cana-1803	242	28	tweets	tweet	NOUN
cana-1803	242	29	.	.	PUNCT
cana-1803	243	1	another	another	DET
cana-1803	243	2	reason	reason	NOUN
cana-1803	243	3	is	be	AUX
cana-1803	243	4	with	with	ADP
cana-1803	243	5	the	the	DET
cana-1803	243	6	aid	aid	NOUN
cana-1803	243	7	of	of	ADP
cana-1803	243	8	differentiation	differentiation	NOUN
cana-1803	243	9	function	function	NOUN
cana-1803	243	10	,	,	PUNCT
cana-1803	243	11	the	the	DET
cana-1803	243	12	computational	computational	ADJ
cana-1803	243	13	burden	burden	NOUN
cana-1803	243	14	involved	involve	VERB
cana-1803	243	15	in	in	ADP
cana-1803	243	16	recommendation	recommendation	NOUN
cana-1803	243	17	is	be	AUX
cana-1803	243	18	reduced	reduce	VERB
cana-1803	243	19	,	,	PUNCT
cana-1803	243	20	therefore	therefore	ADV
cana-1803	243	21	minimizing	minimize	VERB
cana-1803	243	22	the	the	DET
cana-1803	243	23	mean	mean	ADJ
cana-1803	243	24	absolute	absolute	ADJ
cana-1803	243	25	error	error	NOUN
cana-1803	243	26	or	or	CCONJ
cana-1803	243	27	prediction	prediction	NOUN
cana-1803	243	28	error	error	NOUN
cana-1803	243	29	using	use	VERB
cana-1803	243	30	f	f	X
cana-1803	243	31	-	-	PUNCT
cana-1803	243	32	fmcr	fmcr	VERB
cana-1803	243	33	by	by	ADP
cana-1803	243	34	43	43	NUM
cana-1803	243	35	%	%	NOUN
cana-1803	243	36	compared	compare	VERB
cana-1803	243	37	to	to	ADP
cana-1803	243	38	[	[	X
cana-1803	243	39	1	1	NUM
cana-1803	243	40	]	]	PUNCT
cana-1803	243	41	and	and	CCONJ
cana-1803	243	42	52	52	NUM
cana-1803	243	43	%	%	NOUN
cana-1803	243	44	compared	compare	VERB
cana-1803	243	45	to	to	ADP
cana-1803	243	46	[	[	X
cana-1803	243	47	2	2	NUM
cana-1803	243	48	]	]	PUNCT
cana-1803	243	49	.	.	PUNCT
cana-1803	244	1	5	5	X
cana-1803	244	2	.	.	X
cana-1803	244	3	conclusion	conclusion	NOUN
cana-1803	244	4	accuracy	accuracy	NOUN
cana-1803	244	5	as	as	ADP
cana-1803	244	6	compared	compare	VERB
cana-1803	244	7	that	that	PRON
cana-1803	244	8	are	be	AUX
cana-1803	244	9	computed	compute	VERB
cana-1803	244	10	in	in	ADP
cana-1803	244	11	a	a	DET
cana-1803	244	12	fine	fine	ADV
cana-1803	244	13	-	-	PUNCT
cana-1803	244	14	grained	grain	VERB
cana-1803	244	15	approach	approach	NOUN
cana-1803	244	16	are	be	AUX
cana-1803	244	17	commonly	commonly	ADV
cana-1803	244	18	used	use	VERB
cana-1803	244	19	during	during	ADP
cana-1803	244	20	content	content	NOUN
cana-1803	244	21	based	base	VERB
cana-1803	244	22	recommendation	recommendation	NOUN
cana-1803	244	23	methodologies	methodology	NOUN
cana-1803	244	24	.	.	PUNCT
cana-1803	245	1	the	the	DET
cana-1803	245	2	above	above	ADJ
cana-1803	245	3	article	article	NOUN
cana-1803	245	4	seems	seem	VERB
cana-1803	245	5	to	to	PART
cana-1803	245	6	suggest	suggest	VERB
cana-1803	245	7	a	a	DET
cana-1803	245	8	novel	novel	ADJ
cana-1803	245	9	social	social	ADJ
cana-1803	245	10	recommendation	recommendation	NOUN
cana-1803	245	11	technique	technique	NOUN
cana-1803	245	12	called	call	VERB
cana-1803	245	13	grossman	grossman	PROPN
cana-1803	245	14	and	and	CCONJ
cana-1803	245	15	hermitian	hermitian	ADJ
cana-1803	245	16	composite	composite	ADJ
cana-1803	245	17	integrating	integrating	NOUN
cana-1803	245	18	suggestion	suggestion	NOUN
cana-1803	245	19	(	(	PUNCT
cana-1803	245	20	ffmcr	ffmcr	PROPN
cana-1803	245	21	)	)	PUNCT
cana-1803	245	22	which	which	PRON
cana-1803	245	23	employs	employ	VERB
cana-1803	245	24	a	a	DET
cana-1803	245	25	multiple	multiple	ADJ
cana-1803	245	26	-	-	PUNCT
cana-1803	245	27	agent	agent	NOUN
cana-1803	245	28	for	for	ADP
cana-1803	245	29	social	social	ADJ
cana-1803	245	30	networking	network	VERB
cana-1803	245	31	sites	site	NOUN
cana-1803	245	32	framework	framework	NOUN
cana-1803	245	33	based	base	VERB
cana-1803	245	34	on	on	ADP
cana-1803	245	35	client	client	NOUN
cana-1803	245	36	communication	communication	NOUN
cana-1803	245	37	to	to	PART
cana-1803	245	38	start	start	VERB
cana-1803	245	39	reducing	reduce	VERB
cana-1803	245	40	the	the	DET
cana-1803	245	41	average	average	ADJ
cana-1803	245	42	absolute	absolute	ADJ
cana-1803	245	43	error	error	NOUN
cana-1803	245	44	while	while	SCONJ
cana-1803	245	45	enhancing	enhance	VERB
cana-1803	245	46	the	the	DET
cana-1803	245	47	accurateness	accurateness	NOUN
cana-1803	245	48	of	of	ADP
cana-1803	245	49	the	the	DET
cana-1803	245	50	socioeconomic	socioeconomic	ADJ
cana-1803	245	51	recommender	recommender	NOUN
cana-1803	245	52	.	.	PUNCT
cana-1803	246	1	this	this	DET
cana-1803	246	2	technique	technique	NOUN
cana-1803	246	3	differs	differ	VERB
cana-1803	246	4	from	from	ADP
cana-1803	246	5	the	the	DET
cana-1803	246	6	majority	majority	NOUN
cana-1803	246	7	of	of	ADP
cana-1803	246	8	presently	presently	ADV
cana-1803	246	9	had	have	AUX
cana-1803	246	10	been	be	AUX
cana-1803	246	11	using	use	VERB
cana-1803	246	12	review	review	NOUN
cana-1803	246	13	of	of	ADP
cana-1803	246	14	the	the	DET
cana-1803	246	15	decision	decision	NOUN
cana-1803	246	16	.	.	PUNCT
cana-1803	247	1	our	our	PRON
cana-1803	247	2	technique	technique	NOUN
cana-1803	247	3	's	's	PART
cana-1803	247	4	key	key	ADJ
cana-1803	247	5	contribution	contribution	NOUN
cana-1803	247	6	seems	seem	VERB
cana-1803	247	7	to	to	PART
cana-1803	247	8	be	be	AUX
cana-1803	247	9	the	the	DET
cana-1803	247	10	development	development	NOUN
cana-1803	247	11	of	of	ADP
cana-1803	247	12	a	a	DET
cana-1803	247	13	measurement	measurement	NOUN
cana-1803	247	14	for	for	ADP
cana-1803	247	15	equivalent	equivalent	ADJ
cana-1803	247	16	ratings	rating	NOUN
cana-1803	247	17	by	by	ADP
cana-1803	247	18	bringing	bring	VERB
cana-1803	247	19	forward	forward	ADV
cana-1803	247	20	the	the	DET
cana-1803	247	21	concept	concept	NOUN
cana-1803	247	22	of	of	ADP
cana-1803	247	23	a	a	DET
cana-1803	247	24	match	match	NOUN
cana-1803	247	25	anytime	anytime	ADV
cana-1803	247	26	equivalent	equivalent	ADJ
cana-1803	247	27	ratings	rating	NOUN
cana-1803	247	28	within	within	ADP
cana-1803	247	29	a	a	DET
cana-1803	247	30	frame	frame	NOUN
cana-1803	247	31	are	be	AUX
cana-1803	247	32	developed	develop	VERB
cana-1803	247	33	using	use	VERB
cana-1803	247	34	fermi	fermi	NOUN
cana-1803	247	35	product	product	NOUN
cana-1803	247	36	.	.	PUNCT
cana-1803	248	1	this	this	DET
cana-1803	248	2	friedman	friedman	PROPN
cana-1803	248	3	relevance	relevance	NOUN
cana-1803	248	4	tweets	tweet	NOUN
cana-1803	248	5	feature	feature	NOUN
cana-1803	248	6	selection	selection	NOUN
cana-1803	248	7	technique	technique	NOUN
cana-1803	248	8	is	be	AUX
cana-1803	248	9	employed	employ	VERB
cana-1803	248	10	to	to	PART
cana-1803	248	11	identify	identify	VERB
cana-1803	248	12	and	and	CCONJ
cana-1803	248	13	communicate	communicate	VERB
cana-1803	248	14	the	the	DET
cana-1803	248	15	neural	neural	ADJ
cana-1803	248	16	network	network	NOUN
cana-1803	248	17	based	base	VERB
cana-1803	248	18	relevant	relevant	ADJ
cana-1803	248	19	tweets	tweet	NOUN
cana-1803	248	20	after	after	SCONJ
cana-1803	248	21	one	one	NUM
cana-1803	248	22	original	original	ADJ
cana-1803	248	23	dataset	dataset	NOUN
cana-1803	248	24	would	would	AUX
cana-1803	248	25	be	be	AUX
cana-1803	248	26	first	first	ADV
cana-1803	248	27	built	build	VERB
cana-1803	248	28	and	and	CCONJ
cana-1803	248	29	projected	project	VERB
cana-1803	248	30	to	to	PART
cana-1803	248	31	identify	identify	VERB
cana-1803	248	32	and	and	CCONJ
cana-1803	248	33	articulate	articulate	VERB
cana-1803	248	34	the	the	DET
cana-1803	248	35	individuals	individual	NOUN
cana-1803	248	36	and	and	CCONJ
cana-1803	248	37	credentials	credential	NOUN
cana-1803	248	38	for	for	ADP
cana-1803	248	39	every	every	DET
cana-1803	248	40	tweet	tweet	NOUN
cana-1803	248	41	to	to	PART
cana-1803	248	42	present	present	VERB
cana-1803	248	43	communication	communication	NOUN
cana-1803	248	44	relationships	relationship	NOUN
cana-1803	248	45	between	between	ADP
cana-1803	248	46	individuals	individual	NOUN
cana-1803	248	47	.	.	PUNCT
cana-1803	249	1	in	in	ADP
cana-1803	249	2	hopes	hope	NOUN
cana-1803	249	3	of	of	ADP
cana-1803	249	4	offering	offer	VERB
cana-1803	249	5	an	an	DET
cana-1803	249	6	in	in	ADP
cana-1803	249	7	-	-	PUNCT
cana-1803	249	8	depth	depth	NOUN
cana-1803	249	9	recommendation	recommendation	NOUN
cana-1803	249	10	for	for	ADP
cana-1803	249	11	something	something	PRON
cana-1803	249	12	like	like	ADP
cana-1803	249	13	the	the	DET
cana-1803	249	14	potential	potential	ADJ
cana-1803	249	15	customer	customer	NOUN
cana-1803	249	16	,	,	PUNCT
cana-1803	249	17	the	the	DET
cana-1803	249	18	function	function	NOUN
cana-1803	249	19	f	f	PROPN
cana-1803	249	20	matrix	matrix	NOUN
cana-1803	249	21	collaborative	collaborative	ADJ
cana-1803	249	22	proposal	proposal	NOUN
cana-1803	249	23	methodology	methodology	NOUN
cana-1803	249	24	is	be	AUX
cana-1803	249	25	implemented	implement	VERB
cana-1803	249	26	in	in	ADP
cana-1803	249	27	the	the	DET
cana-1803	249	28	second	second	ADJ
cana-1803	249	29	place	place	NOUN
cana-1803	249	30	.	.	PUNCT
cana-1803	250	1	in	in	ADP
cana-1803	250	2	conjunction	conjunction	NOUN
cana-1803	250	3	with	with	ADP
cana-1803	250	4	the	the	DET
cana-1803	250	5	experiments	experiment	NOUN
cana-1803	250	6	,	,	PUNCT
cana-1803	250	7	a	a	DET
cana-1803	250	8	conversation	conversation	NOUN
cana-1803	250	9	quantitative	quantitative	ADJ
cana-1803	250	10	assessment	assessment	NOUN
cana-1803	250	11	of	of	ADP
cana-1803	250	12	our	our	PRON
cana-1803	250	13	methodology	methodology	NOUN
cana-1803	250	14	was	be	AUX
cana-1803	250	15	performed	perform	VERB
cana-1803	250	16	to	to	PART
cana-1803	250	17	contrast	contrast	VERB
cana-1803	250	18	it	it	PRON
cana-1803	250	19	to	to	ADP
cana-1803	250	20	reducing	reduce	VERB
cana-1803	250	21	techniques	technique	NOUN
cana-1803	250	22	using	use	VERB
cana-1803	250	23	the	the	DET
cana-1803	250	24	sentiment140	sentiment140	PROPN
cana-1803	250	25	datasets	dataset	NOUN
cana-1803	250	26	.	.	PUNCT
cana-1803	251	1	in	in	ADP
cana-1803	251	2	accordance	accordance	NOUN
cana-1803	251	3	with	with	ADP
cana-1803	251	4	the	the	DET
cana-1803	251	5	findings	finding	NOUN
cana-1803	251	6	,	,	PUNCT
cana-1803	251	7	the	the	DET
cana-1803	251	8	f	f	NOUN
cana-1803	251	9	-	-	PUNCT
cana-1803	251	10	fmcr	fmcr	ADJ
cana-1803	251	11	method	method	NOUN
cana-1803	251	12	achieves	achieve	VERB
cana-1803	251	13	higher	high	ADJ
cana-1803	251	14	than	than	ADP
cana-1803	251	15	that	that	PRON
cana-1803	251	16	of	of	ADP
cana-1803	251	17	the	the	DET
cana-1803	251	18	previous	previous	ADJ
cana-1803	251	19	methodologies	methodology	NOUN
cana-1803	251	20	.	.	PUNCT
cana-1803	252	1	references	reference	NOUN
cana-1803	252	2	[	[	X
cana-1803	252	3	1	1	X
cana-1803	252	4	]	]	X
cana-1803	252	5	markos	markos	PROPN
cana-1803	252	6	aivazoglou	aivazoglou	PROPN
cana-1803	252	7	,	,	PUNCT
cana-1803	252	8	antonios	antonios	PROPN
cana-1803	252	9	o.	o.	PROPN
cana-1803	252	10	roussos	roussos	PROPN
cana-1803	252	11	,	,	PUNCT
cana-1803	252	12	dionisis	dionisis	NOUN
cana-1803	252	13	margaris	margaris	PROPN
cana-1803	252	14	,	,	PUNCT
cana-1803	252	15	costas	costas	PROPN
cana-1803	252	16	vassilakis	vassilakis	PROPN
cana-1803	252	17	,	,	PUNCT
cana-1803	252	18	sotiris	sotiris	PROPN
cana-1803	252	19	ioannidis	ioannidis	PROPN
cana-1803	252	20	,	,	PUNCT
cana-1803	252	21	jason	jason	PROPN
cana-1803	252	22	polakis	polakis	PROPN
cana-1803	252	23	,	,	PUNCT
cana-1803	252	24	dimitris	dimitris	PROPN
cana-1803	252	25	spiliotopoulos	spiliotopoulos	PROPN
cana-1803	252	26	,	,	PUNCT
cana-1803	252	27	“	"	PUNCT
cana-1803	252	28	a	a	DET
cana-1803	252	29	fine‑grained	fine‑grained	ADJ
cana-1803	252	30	social	social	ADJ
cana-1803	252	31	network	network	NOUN
cana-1803	252	32	recommender	recommender	NOUN
cana-1803	252	33	system	system	NOUN
cana-1803	252	34	”	"	PUNCT
cana-1803	252	35	,	,	PUNCT
cana-1803	252	36	social	social	ADJ
cana-1803	252	37	network	network	NOUN
cana-1803	252	38	analysis	analysis	NOUN
cana-1803	252	39	and	and	CCONJ
cana-1803	252	40	mining	mining	NOUN
cana-1803	252	41	,	,	PUNCT
cana-1803	252	42	springer	springer	NOUN
cana-1803	252	43	,	,	PUNCT
cana-1803	252	44	jan	jan	PROPN
cana-1803	252	45	2020	2020	NUM
cana-1803	252	46	[	[	X
cana-1803	252	47	2	2	NUM
cana-1803	252	48	]	]	X
cana-1803	252	49	yiteng	yiteng	PROPN
cana-1803	252	50	pan	pan	PROPN
cana-1803	252	51	,	,	PUNCT
cana-1803	252	52	fazhi	fazhi	PROPN
cana-1803	252	53	he	he	PRON
cana-1803	252	54	,	,	PUNCT
cana-1803	252	55	haiping	haipe	VERB
cana-1803	252	56	yu	yu	PRON
cana-1803	252	57	,	,	PUNCT
cana-1803	252	58	“	"	PUNCT
cana-1803	252	59	a	a	DET
cana-1803	252	60	correlative	correlative	ADJ
cana-1803	252	61	denoising	denoise	VERB
cana-1803	252	62	autoencoder	autoencoder	NOUN
cana-1803	252	63	to	to	PART
cana-1803	252	64	model	model	VERB
cana-1803	252	65	social	social	ADJ
cana-1803	252	66	influence	influence	NOUN
cana-1803	252	67	for	for	ADP
cana-1803	252	68	top	top	ADJ
cana-1803	252	69	-	-	PUNCT
cana-1803	252	70	n	n	CCONJ
cana-1803	252	71	recommender	recommender	NOUN
cana-1803	252	72	system	system	NOUN
cana-1803	252	73	”	"	PUNCT
cana-1803	252	74	,	,	PUNCT
cana-1803	252	75	frontiers	frontier	NOUN
cana-1803	252	76	of	of	ADP
cana-1803	252	77	computer	computer	NOUN
cana-1803	252	78	science	science	NOUN
cana-1803	252	79	,	,	PUNCT
cana-1803	252	80	springer	springer	NOUN
cana-1803	252	81	,	,	PUNCT
cana-1803	252	82	jan	jan	PROPN
cana-1803	252	83	2020	2020	NUM
cana-1803	252	84	[	[	X
cana-1803	252	85	3	3	NUM
cana-1803	252	86	]	]	PUNCT
cana-1803	252	87	abolfazl	abolfazl	VERB
cana-1803	252	88	zare	zare	PROPN
cana-1803	252	89	,	,	PUNCT
cana-1803	252	90	mohammad	mohammad	PROPN
cana-1803	252	91	reza	reza	PROPN
cana-1803	252	92	motadel	motadel	PROPN
cana-1803	252	93	,	,	PUNCT
cana-1803	252	94	aliakbar	aliakbar	PROPN
cana-1803	252	95	jalali	jalali	PROPN
cana-1803	252	96	,	,	PUNCT
cana-1803	252	97	“	"	PUNCT
cana-1803	252	98	presenting	present	VERB
cana-1803	252	99	a	a	DET
cana-1803	252	100	hybrid	hybrid	ADJ
cana-1803	252	101	model	model	NOUN
cana-1803	252	102	in	in	ADP
cana-1803	252	103	social	social	ADJ
cana-1803	252	104	networks	network	NOUN
cana-1803	252	105	recommendation	recommendation	NOUN
cana-1803	252	106	system	system	NOUN
cana-1803	252	107	architecture	architecture	NOUN
cana-1803	252	108	development	development	NOUN
cana-1803	252	109	”	"	PUNCT
cana-1803	252	110	,	,	PUNCT
cana-1803	252	111	artificial	artificial	ADJ
cana-1803	252	112	intelligence	intelligence	NOUN
cana-1803	252	113	&	&	CCONJ
cana-1803	252	114	society	society	NOUN
cana-1803	252	115	,	,	PUNCT
cana-1803	252	116	springer	springer	NOUN
cana-1803	252	117	,	,	PUNCT
cana-1803	252	118	may	may	AUX
cana-1803	252	119	2019	2019	NUM
cana-1803	252	120	[	[	X
cana-1803	252	121	4	4	NUM
cana-1803	252	122	]	]	X
cana-1803	252	123	xiwang	xiwang	PROPN
cana-1803	252	124	yang	yang	PROPN
cana-1803	252	125	,	,	PUNCT
cana-1803	252	126	chao	chao	PROPN
cana-1803	252	127	liang	liang	PROPN
cana-1803	252	128	,	,	PUNCT
cana-1803	252	129	miao	miao	PROPN
cana-1803	252	130	zhao	zhao	PROPN
cana-1803	252	131	,	,	PUNCT
cana-1803	252	132	hongwei	hongwei	PROPN
cana-1803	252	133	wang	wang	PROPN
cana-1803	252	134	,	,	PUNCT
cana-1803	252	135	hao	hao	PROPN
cana-1803	252	136	ding	ding	PROPN
cana-1803	252	137	,	,	PUNCT
cana-1803	252	138	yong	yong	PROPN
cana-1803	252	139	liu	liu	PROPN
cana-1803	252	140	,	,	PUNCT
cana-1803	252	141	yang	yang	PROPN
cana-1803	252	142	li	li	PROPN
cana-1803	252	143	,	,	PUNCT
cana-1803	252	144	and	and	CCONJ
cana-1803	252	145	junlin	junlin	PROPN
cana-1803	252	146	zhang	zhang	PROPN
cana-1803	252	147	,	,	PUNCT
cana-1803	252	148	“	"	PUNCT
cana-1803	252	149	collaborative	collaborative	ADJ
cana-1803	252	150	filtering	filtering	NOUN
cana-1803	252	151	-	-	PUNCT
cana-1803	252	152	based	base	VERB
cana-1803	252	153	recommendation	recommendation	NOUN
cana-1803	252	154	of	of	ADP
cana-1803	252	155	online	online	ADJ
cana-1803	252	156	social	social	ADJ
cana-1803	252	157	voting	voting	NOUN
cana-1803	252	158	”	"	PUNCT
cana-1803	252	159	,	,	PUNCT
cana-1803	252	160	ieee	ieee	NOUN
cana-1803	252	161	transactions	transaction	NOUN
cana-1803	252	162	on	on	ADP
cana-1803	252	163	computational	computational	ADJ
cana-1803	252	164	social	social	ADJ
cana-1803	252	165	systems	system	NOUN
cana-1803	252	166	(	(	PUNCT
cana-1803	252	167	volume	volume	NOUN
cana-1803	252	168	:	:	PUNCT
cana-1803	252	169	4	4	NUM
cana-1803	252	170	,	,	PUNCT
cana-1803	252	171	issue	issue	NOUN
cana-1803	252	172	:	:	PUNCT
cana-1803	252	173	1	1	NUM
cana-1803	252	174	,	,	PUNCT
cana-1803	252	175	march	march	PROPN
cana-1803	252	176	2017	2017	NUM
cana-1803	252	177	)	)	PUNCT
cana-1803	253	1	[	[	X
cana-1803	253	2	5	5	X
cana-1803	253	3	]	]	PUNCT
cana-1803	253	4	ritu	ritu	PROPN
cana-1803	253	5	meena	meena	PROPN
cana-1803	253	6	,	,	PUNCT
cana-1803	253	7	and	and	CCONJ
cana-1803	253	8	sonajharia	sonajharia	PROPN
cana-1803	253	9	minz	minz	PROPN
cana-1803	253	10	,	,	PUNCT
cana-1803	253	11	“	"	PUNCT
cana-1803	253	12	group	group	NOUN
cana-1803	253	13	recommender	recommender	NOUN
cana-1803	253	14	systems	system	NOUN
cana-1803	253	15	–	–	PUNCT
cana-1803	253	16	an	an	DET
cana-1803	253	17	evolutionary	evolutionary	ADJ
cana-1803	253	18	approach	approach	NOUN
cana-1803	253	19	based	base	VERB
cana-1803	253	20	on	on	ADP
cana-1803	253	21	multiexpert	multiexpert	NOUN
cana-1803	253	22	system	system	NOUN
cana-1803	253	23	for	for	ADP
cana-1803	253	24	consensus	consensus	NOUN
cana-1803	253	25	”	"	PUNCT
cana-1803	253	26	,	,	PUNCT
cana-1803	253	27	journal	journal	NOUN
cana-1803	253	28	of	of	ADP
cana-1803	253	29	intelligent	intelligent	ADJ
cana-1803	253	30	systems	system	NOUN
cana-1803	253	31	,	,	PUNCT
cana-1803	253	32	nov	nov	PROPN
cana-1803	253	33	2018	2018	NUM
cana-1803	253	34	[	[	X
cana-1803	253	35	6	6	NUM
cana-1803	253	36	]	]	PUNCT
cana-1803	253	37	jiankun	jiankun	NOUN
cana-1803	253	38	sun	sun	PROPN
cana-1803	253	39	,	,	PUNCT
cana-1803	253	40	ziyang	ziyang	PROPN
cana-1803	253	41	wang	wang	PROPN
cana-1803	253	42	,	,	PUNCT
cana-1803	253	43	xiong	xiong	PROPN
cana-1803	253	44	luo	luo	PROPN
cana-1803	253	45	,	,	PUNCT
cana-1803	253	46	peng	peng	PROPN
cana-1803	253	47	shi	shi	PROPN
cana-1803	253	48	,	,	PUNCT
cana-1803	253	49	weiping	weiping	PROPN
cana-1803	253	50	wang	wang	PROPN
cana-1803	253	51	,	,	PUNCT
cana-1803	253	52	long	long	PROPN
cana-1803	253	53	wang	wang	PROPN
cana-1803	253	54	,	,	PUNCT
cana-1803	253	55	jenq	jenq	NOUN
cana-1803	253	56	-	-	PUNCT
cana-1803	253	57	haur	haur	NOUN
cana-1803	253	58	wang	wang	PROPN
cana-1803	253	59	,	,	PUNCT
cana-1803	253	60	and	and	CCONJ
cana-1803	253	61	wenbing	wenbe	VERB
cana-1803	253	62	zhao	zhao	NOUN
cana-1803	253	63	,	,	PUNCT
cana-1803	253	64	“	"	PUNCT
cana-1803	253	65	a	a	DET
cana-1803	253	66	parallel	parallel	ADJ
cana-1803	253	67	recommender	recommender	NOUN
cana-1803	253	68	system	system	NOUN
cana-1803	253	69	using	use	VERB
cana-1803	253	70	a	a	DET
cana-1803	253	71	collaborative	collaborative	ADJ
cana-1803	253	72	filtering	filter	VERB
cana-1803	253	73	algorithm	algorithm	NOUN
cana-1803	253	74	with	with	ADP
cana-1803	253	75	correntropy	correntropy	NOUN
cana-1803	253	76	for	for	ADP
cana-1803	253	77	social	social	ADJ
cana-1803	253	78	networks	network	NOUN
cana-1803	253	79	”	"	PUNCT
cana-1803	253	80	,	,	PUNCT
cana-1803	253	81	ieee	ieee	NOUN
cana-1803	253	82	transactions	transaction	NOUN
cana-1803	253	83	on	on	ADP
cana-1803	253	84	network	network	NOUN
cana-1803	253	85	science	science	NOUN
cana-1803	253	86	and	and	CCONJ
cana-1803	253	87	engineering	engineering	NOUN
cana-1803	253	88	(	(	PUNCT
cana-1803	253	89	volume	volume	NOUN
cana-1803	253	90	:	:	PUNCT
cana-1803	253	91	7	7	NUM
cana-1803	253	92	,	,	PUNCT
cana-1803	253	93	issue	issue	NOUN
cana-1803	253	94	:	:	PUNCT
cana-1803	253	95	1	1	NUM
cana-1803	253	96	,	,	PUNCT
cana-1803	253	97	jan.-march	jan.-march	ADV
cana-1803	253	98	1	1	NUM
cana-1803	253	99	2020	2020	NUM
cana-1803	253	100	)	)	PUNCT
cana-1803	254	1	[	[	X
cana-1803	254	2	7	7	X
cana-1803	254	3	]	]	X
cana-1803	254	4	zhaoyi	zhaoyi	PROPN
cana-1803	254	5	li	li	PROPN
cana-1803	254	6	,	,	PUNCT
cana-1803	254	7	fei	fei	PROPN
cana-1803	254	8	xiong	xiong	PROPN
cana-1803	254	9	,	,	PUNCT
cana-1803	254	10	ximeng	ximeng	PROPN
cana-1803	254	11	wang	wang	PROPN
cana-1803	254	12	,	,	PUNCT
cana-1803	254	13	hongshu	hongshu	PROPN
cana-1803	254	14	chen	chen	PROPN
cana-1803	254	15	,	,	PUNCT
cana-1803	254	16	xi	xi	PROPN
cana-1803	254	17	xiong	xiong	PROPN
cana-1803	254	18	,	,	PUNCT
cana-1803	254	19	“	"	PUNCT
cana-1803	254	20	topological	topological	ADJ
cana-1803	254	21	influence	influence	NOUN
cana-1803	254	22	-	-	PUNCT
cana-1803	254	23	aware	aware	ADJ
cana-1803	254	24	recommendation	recommendation	NOUN
cana-1803	254	25	on	on	ADP
cana-1803	254	26	social	social	ADJ
cana-1803	254	27	networks	network	NOUN
cana-1803	254	28	”	"	PUNCT
cana-1803	254	29	,	,	PUNCT
cana-1803	254	30	wiley	wiley	PROPN
cana-1803	254	31	,	,	PUNCT
cana-1803	254	32	feb	feb	PROPN
cana-1803	254	33	2019	2019	NUM
cana-1803	254	34	https://ieeexplore.ieee.org/xpl/recentissue.jsp?punumber=6570650	https://ieeexplore.ieee.org/xpl/recentissue.jsp?punumber=6570650	PROPN
cana-1803	254	35	https://ieeexplore.ieee.org/xpl/recentissue.jsp?punumber=6570650	https://ieeexplore.ieee.org/xpl/recentissue.jsp?punumber=6570650	PROPN
cana-1803	254	36	https://ieeexplore.ieee.org/xpl/tocresult.jsp?isnumber=7872533	https://ieeexplore.ieee.org/xpl/tocresult.jsp?isnumber=7872533	X
cana-1803	254	37	https://ieeexplore.ieee.org/xpl/recentissue.jsp?punumber=6488902	https://ieeexplore.ieee.org/xpl/recentissue.jsp?punumber=6488902	VERB
cana-1803	254	38	https://ieeexplore.ieee.org/xpl/tocresult.jsp?isnumber=9025091	https://ieeexplore.ieee.org/xpl/tocresult.jsp?isnumber=9025091	NOUN
cana-1803	254	39	communications	communication	NOUN
cana-1803	254	40	on	on	ADP
cana-1803	254	41	applied	apply	VERB
cana-1803	254	42	nonlinear	nonlinear	ADJ
cana-1803	254	43	analysis	analysis	NOUN
cana-1803	254	44	issn	issn	NOUN
cana-1803	254	45	:	:	PUNCT
cana-1803	254	46	1074	1074	NUM
cana-1803	254	47	-	-	PUNCT
cana-1803	254	48	133x	133x	NUM
cana-1803	254	49	vol	vol	NOUN
cana-1803	254	50	32	32	NUM
cana-1803	254	51	no	no	NOUN
cana-1803	254	52	.	.	NOUN
cana-1803	254	53	2	2	NUM
cana-1803	254	54	(	(	PUNCT
cana-1803	254	55	2025	2025	NUM
cana-1803	254	56	)	)	PUNCT
cana-1803	254	57	549	549	NUM
cana-1803	254	58	https://internationalpubls.com	https://internationalpubls.com	X
cana-1803	255	1	[	[	X
cana-1803	255	2	8	8	NUM
cana-1803	255	3	]	]	X
cana-1803	255	4	weiwei	weiwei	PROPN
cana-1803	255	5	zhang	zhang	PROPN
cana-1803	255	6	,	,	PUNCT
cana-1803	255	7	fangai	fangai	PROPN
cana-1803	255	8	liu	liu	PROPN
cana-1803	255	9	,	,	PUNCT
cana-1803	255	10	daomeng	daomeng	PROPN
cana-1803	255	11	xu	xu	PROPN
cana-1803	255	12	,	,	PUNCT
cana-1803	255	13	lu	lu	PROPN
cana-1803	255	14	jiang	jiang	PROPN
cana-1803	255	15	,	,	PUNCT
cana-1803	255	16	“	"	PUNCT
cana-1803	255	17	recommendation	recommendation	NOUN
cana-1803	255	18	system	system	NOUN
cana-1803	255	19	in	in	ADP
cana-1803	255	20	social	social	ADJ
cana-1803	255	21	networks	network	NOUN
cana-1803	255	22	with	with	ADP
cana-1803	255	23	topical	topical	ADJ
cana-1803	255	24	attention	attention	NOUN
cana-1803	255	25	and	and	CCONJ
cana-1803	255	26	probabilistic	probabilistic	ADJ
cana-1803	255	27	matrix	matrix	NOUN
cana-1803	255	28	factorization	factorization	NOUN
cana-1803	255	29	”	"	PUNCT
cana-1803	255	30	,	,	PUNCT
cana-1803	255	31	plos	plos	PROPN
cana-1803	255	32	one	one	NUM
cana-1803	256	1	|	|	ADV
cana-1803	256	2	https://doi.org/10.1371/journal.pone.0223967	https://doi.org/10.1371/journal.pone.0223967	PROPN
cana-1803	256	3	october	october	PROPN
cana-1803	256	4	31	31	NUM
cana-1803	256	5	,	,	PUNCT
cana-1803	256	6	2019	2019	NUM
cana-1803	256	7	[	[	X
cana-1803	256	8	9	9	NUM
cana-1803	256	9	]	]	PUNCT
cana-1803	256	10	zhenyzn	zhenyzn	VERB
cana-1803	256	11	ji	ji	PROPN
cana-1803	256	12	,	,	PUNCT
cana-1803	256	13	huaiyu	huaiyu	PROPN
cana-1803	256	14	pi	pi	PROPN
cana-1803	256	15	,	,	PUNCT
cana-1803	256	16	wei	wei	PROPN
cana-1803	256	17	wei	wei	PROPN
cana-1803	256	18	,	,	PUNCT
cana-1803	256	19	bo	bo	PROPN
cana-1803	256	20	xiong	xiong	PROPN
cana-1803	256	21	,	,	PUNCT
cana-1803	256	22	marcin	marcin	PROPN
cana-1803	256	23	woniak	woniak	PROPN
cana-1803	256	24	,	,	PUNCT
cana-1803	256	25	robertas	roberta	VERB
cana-1803	256	26	damasevicius	damasevicius	NOUN
cana-1803	256	27	,	,	PUNCT
cana-1803	256	28	“	"	PUNCT
cana-1803	256	29	recommendation	recommendation	NOUN
cana-1803	256	30	based	base	VERB
cana-1803	256	31	on	on	ADP
cana-1803	256	32	review	review	NOUN
cana-1803	256	33	texts	text	NOUN
cana-1803	256	34	and	and	CCONJ
cana-1803	256	35	social	social	ADJ
cana-1803	256	36	communities	community	NOUN
cana-1803	256	37	:	:	PUNCT
cana-1803	256	38	a	a	DET
cana-1803	256	39	hybrid	hybrid	ADJ
cana-1803	256	40	model	model	NOUN
cana-1803	256	41	”	"	PUNCT
cana-1803	256	42	,	,	PUNCT
cana-1803	256	43	ieee	ieee	NOUN
cana-1803	256	44	access	access	NOUN
cana-1803	256	45	,	,	PUNCT
cana-1803	256	46	apr	apr	NOUN
cana-1803	256	47	2019	2019	NUM
cana-1803	257	1	[	[	SYM
cana-1803	257	2	10	10	NUM
cana-1803	257	3	]	]	X
cana-1803	257	4	anitha	anitha	NOUN
cana-1803	257	5	anandhan	anandhan	PROPN
cana-1803	257	6	,	,	PUNCT
cana-1803	257	7	liyana	liyana	PROPN
cana-1803	257	8	shuib	shuib	PROPN
cana-1803	257	9	,	,	PUNCT
cana-1803	257	10	maizatul	maizatul	PROPN
cana-1803	257	11	akmar	akmar	PROPN
cana-1803	257	12	ismail	ismail	PROPN
cana-1803	257	13	,	,	PUNCT
cana-1803	257	14	and	and	CCONJ
cana-1803	257	15	ghulam	ghulam	PROPN
cana-1803	257	16	mujtaba	mujtaba	NOUN
cana-1803	257	17	,	,	PUNCT
cana-1803	257	18	“	"	PUNCT
cana-1803	257	19	social	social	ADJ
cana-1803	257	20	media	medium	NOUN
cana-1803	257	21	recommender	recommender	NOUN
cana-1803	257	22	systems	system	NOUN
cana-1803	257	23	:	:	PUNCT
cana-1803	257	24	review	review	NOUN
cana-1803	257	25	and	and	CCONJ
cana-1803	257	26	open	open	ADJ
cana-1803	257	27	research	research	NOUN
cana-1803	257	28	issues	issue	NOUN
cana-1803	257	29	“	"	PUNCT
cana-1803	257	30	,	,	PUNCT
cana-1803	257	31	ieee	ieee	NOUN
cana-1803	257	32	access	access	NOUN
cana-1803	257	33	,	,	PUNCT
cana-1803	257	34	feb	feb	PROPN
cana-1803	257	35	2018	2018	NUM
cana-1803	258	1	[	[	X
cana-1803	258	2	11	11	NUM
cana-1803	258	3	]	]	PUNCT
cana-1803	258	4	adrià	adrià	PROPN
cana-1803	258	5	salvador	salvador	PROPN
cana-1803	258	6	palau	palau	PROPN
cana-1803	258	7	,	,	PUNCT
cana-1803	258	8	maharshi	maharshi	PROPN
cana-1803	258	9	harshadbhai	harshadbhai	PROPN
cana-1803	258	10	dhada	dhada	PROPN
cana-1803	258	11	,	,	PUNCT
cana-1803	258	12	ajith	ajith	PROPN
cana-1803	258	13	kumar	kumar	PROPN
cana-1803	258	14	parlikad	parlikad	PROPN
cana-1803	258	15	,	,	PUNCT
cana-1803	258	16	“	"	PUNCT
cana-1803	258	17	multi	multi	ADJ
cana-1803	258	18	-	-	ADJ
cana-1803	258	19	agent	agent	ADJ
cana-1803	258	20	system	system	NOUN
cana-1803	258	21	architectures	architecture	NOUN
cana-1803	258	22	for	for	ADP
cana-1803	258	23	collaborative	collaborative	ADJ
cana-1803	258	24	prognostics	prognostic	NOUN
cana-1803	258	25	”	"	PUNCT
cana-1803	258	26	,	,	PUNCT
cana-1803	258	27	journal	journal	NOUN
cana-1803	258	28	of	of	ADP
cana-1803	258	29	intelligent	intelligent	ADJ
cana-1803	258	30	manufacturing	manufacturing	NOUN
cana-1803	258	31	,	,	PUNCT
cana-1803	258	32	springer	springer	NOUN
cana-1803	258	33	,	,	PUNCT
cana-1803	258	34	jun	jun	PROPN
cana-1803	258	35	2019	2019	NUM
cana-1803	259	1	[	[	X
cana-1803	259	2	12	12	NUM
cana-1803	259	3	]	]	SYM
cana-1803	259	4	g.aguado	g.aguado	NOUN
cana-1803	259	5	,	,	PUNCT
cana-1803	259	6	v.julian	v.julian	ADJ
cana-1803	259	7	,	,	PUNCT
cana-1803	259	8	a.garcia	a.garcia	NOUN
cana-1803	259	9	-	-	PUNCT
cana-1803	259	10	fornes	forne	NOUN
cana-1803	259	11	,	,	PUNCT
cana-1803	259	12	a.espinosa	a.espinosa	PROPN
cana-1803	259	13	,	,	PUNCT
cana-1803	259	14	”	"	PUNCT
cana-1803	259	15	a	a	DET
cana-1803	259	16	multi	multi	ADJ
cana-1803	259	17	-	-	ADJ
cana-1803	259	18	agent	agent	ADJ
cana-1803	259	19	system	system	NOUN
cana-1803	259	20	for	for	ADP
cana-1803	259	21	guiding	guide	VERB
cana-1803	259	22	users	user	NOUN
cana-1803	259	23	in	in	ADP
cana-1803	259	24	on	on	ADP
cana-1803	259	25	-	-	PUNCT
cana-1803	259	26	line	line	NOUN
cana-1803	259	27	social	social	ADJ
cana-1803	259	28	environments	environment	NOUN
cana-1803	259	29	”	"	PUNCT
cana-1803	259	30	,	,	PUNCT
cana-1803	259	31	engineering	engineering	NOUN
cana-1803	259	32	applications	application	NOUN
cana-1803	259	33	of	of	ADP
cana-1803	259	34	artificial	artificial	ADJ
cana-1803	259	35	intelligence	intelligence	NOUN
cana-1803	259	36	,	,	PUNCT
cana-1803	259	37	elsevier	elsevier	PROPN
cana-1803	259	38	,	,	PUNCT
cana-1803	259	39	jun	jun	PROPN
cana-1803	259	40	2020	2020	NUM
cana-1803	259	41	[	[	X
cana-1803	259	42	13	13	NUM
cana-1803	259	43	]	]	PUNCT
cana-1803	259	44	lulu	lulu	PROPN
cana-1803	259	45	li	li	PROPN
cana-1803	259	46	,	,	PUNCT
cana-1803	259	47	xiaoyang	xiaoyang	PROPN
cana-1803	259	48	liu	liu	PROPN
cana-1803	259	49	,	,	PUNCT
cana-1803	259	50	wei	wei	PROPN
cana-1803	259	51	huang	huang	PROPN
cana-1803	259	52	,	,	PUNCT
cana-1803	259	53	“	"	PUNCT
cana-1803	259	54	event	event	NOUN
cana-1803	259	55	-	-	PUNCT
cana-1803	259	56	based	base	VERB
cana-1803	259	57	bipartite	bipartite	ADJ
cana-1803	259	58	multi	multi	ADJ
cana-1803	259	59	-	-	ADJ
cana-1803	259	60	agent	agent	ADJ
cana-1803	259	61	consensus	consensus	NOUN
cana-1803	259	62	with	with	ADP
cana-1803	259	63	partial	partial	ADJ
cana-1803	259	64	information	information	NOUN
cana-1803	259	65	transmission	transmission	NOUN
cana-1803	259	66	and	and	CCONJ
cana-1803	259	67	communication	communication	NOUN
cana-1803	259	68	delays	delay	NOUN
cana-1803	259	69	under	under	ADP
cana-1803	259	70	antagonistic	antagonistic	ADJ
cana-1803	259	71	interactions	interaction	NOUN
cana-1803	259	72	”	"	PUNCT
cana-1803	259	73	,	,	PUNCT
cana-1803	259	74	information	information	NOUN
cana-1803	259	75	sciences	science	NOUN
cana-1803	259	76	,	,	PUNCT
cana-1803	259	77	springer	springer	NOUN
cana-1803	259	78	,	,	PUNCT
cana-1803	259	79	mar	mar	PROPN
cana-1803	259	80	2020	2020	NUM
cana-1803	259	81	[	[	X
cana-1803	259	82	14	14	NUM
cana-1803	259	83	]	]	X
cana-1803	259	84	xiangshi	xiangshi	PROPN
cana-1803	259	85	wang	wang	PROPN
cana-1803	259	86	,	,	PUNCT
cana-1803	259	87	lei	lei	PROPN
cana-1803	259	88	su	su	PROPN
cana-1803	259	89	,	,	PUNCT
cana-1803	259	90	qihang	qihang	PROPN
cana-1803	259	91	zhou	zhou	PROPN
cana-1803	259	92	,	,	PUNCT
cana-1803	259	93	liping	liping	PROPN
cana-1803	259	94	wu	wu	PROPN
cana-1803	259	95	,	,	PUNCT
cana-1803	259	96	“	"	PUNCT
cana-1803	259	97	group	group	NOUN
cana-1803	259	98	recommender	recommender	NOUN
cana-1803	259	99	systems	system	NOUN
cana-1803	259	100	based	base	VERB
cana-1803	259	101	on	on	ADP
cana-1803	259	102	members	member	NOUN
cana-1803	259	103	’	'	PUNCT
cana-1803	259	104	preference	preference	NOUN
cana-1803	259	105	for	for	ADP
cana-1803	259	106	trusted	trust	VERB
cana-1803	259	107	social	social	ADJ
cana-1803	259	108	networks	network	NOUN
cana-1803	259	109	”	"	PUNCT
cana-1803	259	110	,	,	PUNCT
cana-1803	259	111	security	security	NOUN
cana-1803	259	112	and	and	CCONJ
cana-1803	259	113	communication	communication	NOUN
cana-1803	259	114	networks	network	NOUN
cana-1803	259	115	,	,	PUNCT
cana-1803	259	116	wiley	wiley	PROPN
cana-1803	259	117	,	,	PUNCT
cana-1803	259	118	may	may	AUX
cana-1803	259	119	2020	2020	NUM
cana-1803	259	120	[	[	X
cana-1803	259	121	15	15	NUM
cana-1803	259	122	]	]	X
cana-1803	259	123	kashif	kashif	PROPN
cana-1803	259	124	zia	zia	PROPN
cana-1803	259	125	,	,	PUNCT
cana-1803	259	126	arshad	arshad	PROPN
cana-1803	259	127	muhammad	muhammad	PROPN
cana-1803	259	128	,	,	PUNCT
cana-1803	259	129	abbas	abbas	PROPN
cana-1803	259	130	khalid	khalid	PROPN
cana-1803	259	131	,	,	PUNCT
cana-1803	259	132	ahmad	ahmad	PROPN
cana-1803	259	133	din	din	PROPN
cana-1803	259	134	,	,	PUNCT
cana-1803	259	135	alois	alois	PROPN
cana-1803	259	136	ferscha	ferscha	PROPN
cana-1803	259	137	,	,	PUNCT
cana-1803	259	138	“	"	PUNCT
cana-1803	259	139	towards	towards	ADP
cana-1803	259	140	exploration	exploration	NOUN
cana-1803	259	141	of	of	ADP
cana-1803	259	142	social	social	ADJ
cana-1803	259	143	in	in	ADP
cana-1803	259	144	social	social	ADJ
cana-1803	259	145	internet	internet	NOUN
cana-1803	259	146	of	of	ADP
cana-1803	259	147	vehicles	vehicle	NOUN
cana-1803	259	148	using	use	VERB
cana-1803	259	149	an	an	DET
cana-1803	259	150	agent	agent	NOUN
cana-1803	259	151	-	-	PUNCT
cana-1803	259	152	based	base	VERB
cana-1803	259	153	simulation	simulation	NOUN
cana-1803	259	154	”	"	PUNCT
cana-1803	259	155	,	,	PUNCT
cana-1803	259	156	complexity	complexity	NOUN
cana-1803	259	157	,	,	PUNCT
cana-1803	259	158	wiley	wiley	PROPN
cana-1803	259	159	,	,	PUNCT
cana-1803	259	160	apr	apr	NOUN
cana-1803	259	161	2019	2019	NUM
cana-1803	259	162	[	[	X
cana-1803	259	163	16	16	NUM
cana-1803	259	164	]	]	X
cana-1803	259	165	saravanapriya	saravanapriya	NOUN
cana-1803	259	166	manoharan	manoharan	NOUN
cana-1803	259	167	and	and	CCONJ
cana-1803	259	168	radha	radha	PROPN
cana-1803	259	169	senthilkumar	senthilkumar	PROPN
cana-1803	259	170	,	,	PUNCT
cana-1803	259	171	“	"	PUNCT
cana-1803	259	172	an	an	DET
cana-1803	259	173	intelligent	intelligent	ADJ
cana-1803	259	174	fuzzy	fuzzy	ADJ
cana-1803	259	175	rule	rule	NOUN
cana-1803	259	176	-	-	PUNCT
cana-1803	259	177	based	base	VERB
cana-1803	259	178	personalized	personalized	ADJ
cana-1803	259	179	news	news	NOUN
cana-1803	259	180	recommendation	recommendation	NOUN
cana-1803	259	181	using	use	VERB
cana-1803	259	182	social	social	ADJ
cana-1803	259	183	media	medium	NOUN
cana-1803	259	184	mining	mining	NOUN
cana-1803	259	185	”	"	PUNCT
cana-1803	259	186	,	,	PUNCT
cana-1803	259	187	computational	computational	ADJ
cana-1803	259	188	intelligence	intelligence	NOUN
cana-1803	259	189	and	and	CCONJ
cana-1803	259	190	neuroscience	neuroscience	NOUN
cana-1803	259	191	,	,	PUNCT
cana-1803	259	192	springer	springer	NOUN
cana-1803	259	193	,	,	PUNCT
cana-1803	259	194	may	may	AUX
cana-1803	259	195	2020	2020	NUM
cana-1803	260	1	[	[	X
cana-1803	260	2	17	17	NUM
cana-1803	260	3	]	]	X
cana-1803	260	4	nirmal	nirmal	PROPN
cana-1803	260	5	choudhary	choudhary	PROPN
cana-1803	260	6	,	,	PUNCT
cana-1803	260	7	k.	k.	PROPN
cana-1803	260	8	k.	k.	PROPN
cana-1803	260	9	bharadwaj	bharadwaj	PROPN
cana-1803	260	10	,	,	PUNCT
cana-1803	260	11	“	"	PUNCT
cana-1803	260	12	evolutionary	evolutionary	ADJ
cana-1803	260	13	learning	learning	NOUN
cana-1803	260	14	approach	approach	NOUN
cana-1803	260	15	to	to	ADP
cana-1803	260	16	multi	multi	ADJ
cana-1803	260	17	-	-	ADJ
cana-1803	260	18	agent	agent	ADJ
cana-1803	260	19	negotiation	negotiation	NOUN
cana-1803	260	20	for	for	ADP
cana-1803	260	21	group	group	NOUN
cana-1803	260	22	recommender	recommender	NOUN
cana-1803	260	23	systems	system	NOUN
cana-1803	260	24	”	"	PUNCT
cana-1803	260	25	,	,	PUNCT
cana-1803	260	26	multimedia	multimedia	NOUN
cana-1803	260	27	tools	tool	NOUN
cana-1803	260	28	and	and	CCONJ
cana-1803	260	29	applications	application	NOUN
cana-1803	260	30	,	,	PUNCT
cana-1803	260	31	springer	springer	NOUN
cana-1803	260	32	,	,	PUNCT
cana-1803	260	33	nov	nov	PROPN
cana-1803	260	34	2018	2018	NUM
cana-1803	260	35	[	[	X
cana-1803	260	36	18	18	NUM
cana-1803	260	37	]	]	X
cana-1803	260	38	crystiam	crystiam	PROPN
cana-1803	260	39	kelle	kelle	PROPN
cana-1803	260	40	pereira	pereira	PROPN
cana-1803	260	41	,	,	PUNCT
cana-1803	260	42	fernanda	fernanda	PROPN
cana-1803	260	43	campos	campos	PROPN
cana-1803	260	44	,	,	PUNCT
cana-1803	260	45	victor	victor	PROPN
cana-1803	260	46	ströele	ströele	PROPN
cana-1803	260	47	,	,	PUNCT
cana-1803	260	48	josé	josé	PROPN
cana-1803	260	49	maria	maria	PROPN
cana-1803	260	50	n.	n.	PROPN
cana-1803	260	51	david	david	PROPN
cana-1803	260	52	,	,	PUNCT
cana-1803	260	53	regina	regina	PROPN
cana-1803	260	54	braga	braga	PROPN
cana-1803	260	55	,	,	PUNCT
cana-1803	260	56	“	"	PUNCT
cana-1803	260	57	broad	broad	ADJ
cana-1803	260	58	-	-	PUNCT
cana-1803	260	59	rsi	rsi	NOUN
cana-1803	260	60	–	–	PUNCT
cana-1803	260	61	educational	educational	ADJ
cana-1803	260	62	recommender	recommender	NOUN
cana-1803	260	63	system	system	NOUN
cana-1803	260	64	using	use	VERB
cana-1803	260	65	social	social	ADJ
cana-1803	260	66	networks	network	NOUN
cana-1803	260	67	interactions	interaction	NOUN
cana-1803	260	68	and	and	CCONJ
cana-1803	260	69	linked	link	VERB
cana-1803	260	70	data	datum	NOUN
cana-1803	260	71	”	"	PUNCT
cana-1803	260	72	,	,	PUNCT
cana-1803	260	73	journal	journal	NOUN
cana-1803	260	74	of	of	ADP
cana-1803	260	75	internet	internet	NOUN
cana-1803	260	76	services	service	NOUN
cana-1803	260	77	and	and	CCONJ
cana-1803	260	78	applications	application	NOUN
cana-1803	260	79	,	,	PUNCT
cana-1803	260	80	springer	springer	NOUN
cana-1803	260	81	,	,	PUNCT
cana-1803	260	82	jul	jul	PROPN
cana-1803	260	83	2018	2018	NUM
cana-1803	261	1	[	[	X
cana-1803	261	2	19	19	NUM
cana-1803	261	3	]	]	X
cana-1803	261	4	logesh	logesh	NOUN
cana-1803	261	5	ravi	ravi	PROPN
cana-1803	261	6	,	,	PUNCT
cana-1803	261	7	malathi	malathi	PROPN
cana-1803	261	8	devarajan	devarajan	PROPN
cana-1803	261	9	,	,	PUNCT
cana-1803	261	10	vijayakumar	vijayakumar	PROPN
cana-1803	261	11	v	v	NOUN
cana-1803	261	12	,	,	PUNCT
cana-1803	261	13	arun	arun	PROPN
cana-1803	261	14	kumar	kumar	PROPN
cana-1803	261	15	sangaiah	sangaiah	PROPN
cana-1803	261	16	,	,	PUNCT
cana-1803	261	17	lipo	lipo	PROPN
cana-1803	261	18	wang	wang	PROPN
cana-1803	261	19	,	,	PUNCT
cana-1803	261	20	sasikumar	sasikumar	PROPN
cana-1803	261	21	a	a	PROPN
cana-1803	261	22	&	&	CCONJ
cana-1803	261	23	v	v	ADP
cana-1803	261	24	subramaniyaswamy	subramaniyaswamy	NOUN
cana-1803	261	25	,	,	PUNCT
cana-1803	261	26	“	"	PUNCT
cana-1803	261	27	an	an	DET
cana-1803	261	28	intelligent	intelligent	ADJ
cana-1803	261	29	location	location	NOUN
cana-1803	261	30	recommender	recommender	NOUN
cana-1803	261	31	system	system	NOUN
cana-1803	261	32	utilising	utilise	VERB
cana-1803	261	33	multi	multi	ADJ
cana-1803	261	34	-	-	ADJ
cana-1803	261	35	agent	agent	ADJ
cana-1803	261	36	induced	induced	ADJ
cana-1803	261	37	cognitive	cognitive	ADJ
cana-1803	261	38	behavioural	behavioural	ADJ
cana-1803	261	39	model	model	NOUN
cana-1803	261	40	”	"	PUNCT
cana-1803	261	41	,	,	PUNCT
cana-1803	261	42	enterprise	enterprise	NOUN
cana-1803	261	43	information	information	NOUN
cana-1803	261	44	systems	system	NOUN
cana-1803	261	45	,	,	PUNCT
cana-1803	261	46	aug	aug	PROPN
cana-1803	261	47	2020	2020	NUM
cana-1803	261	48	[	[	X
cana-1803	261	49	20	20	NUM
cana-1803	261	50	]	]	PUNCT
cana-1803	261	51	https://www.kaggle.com/kazanova/sentiment140	https://www.kaggle.com/kazanova/sentiment140	PROPN
cana-1803	261	52	https://www.kaggle.com/kazanova/sentiment140	https://www.kaggle.com/kazanova/sentiment140	PROPN