id	sid	tid	token	lemma	pos
cana-5216	1	1	communications	communication	NOUN
cana-5216	1	2	on	on	ADP
cana-5216	1	3	applied	apply	VERB
cana-5216	1	4	nonlinear	nonlinear	ADJ
cana-5216	1	5	analysis	analysis	NOUN
cana-5216	1	6	issn	issn	NOUN
cana-5216	1	7	:	:	PUNCT
cana-5216	1	8	1074	1074	NUM
cana-5216	1	9	-	-	PUNCT
cana-5216	1	10	133x	133x	NUM
cana-5216	1	11	vol	vol	VERB
cana-5216	1	12	32	32	NUM
cana-5216	1	13	no	no	NOUN
cana-5216	1	14	.	.	PUNCT
cana-5216	2	1	10s	10	NOUN
cana-5216	2	2	(	(	PUNCT
cana-5216	2	3	2025	2025	NUM
cana-5216	2	4	)	)	PUNCT
cana-5216	2	5	1169	1169	NUM
cana-5216	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5216	2	7	context	context	NOUN
cana-5216	2	8	-	-	PUNCT
cana-5216	2	9	based	base	VERB
cana-5216	2	10	emotion	emotion	NOUN
cana-5216	2	11	recognition	recognition	NOUN
cana-5216	2	12	using	use	VERB
cana-5216	2	13	the	the	DET
cana-5216	2	14	emotic	emotic	ADJ
cana-5216	2	15	dataset	dataset	NOUN
cana-5216	2	16	arvind	arvind	PROPN
cana-5216	2	17	laxman	laxman	PROPN
cana-5216	2	18	kedar1	kedar1	PROPN
cana-5216	2	19	,	,	PUNCT
cana-5216	2	20	prof	prof	PROPN
cana-5216	2	21	.	.	PUNCT
cana-5216	3	1	dr	dr	PROPN
cana-5216	3	2	.	.	PROPN
cana-5216	3	3	monika	monika	PROPN
cana-5216	3	4	rokade2	rokade2	PROPN
cana-5216	3	5	,	,	PUNCT
cana-5216	3	6	prof	prof	PROPN
cana-5216	3	7	.	.	PUNCT
cana-5216	4	1	dr	dr	PROPN
cana-5216	4	2	.	.	PROPN
cana-5216	4	3	sunil	sunil	PROPN
cana-5216	4	4	khatal3	khatal3	PROPN
cana-5216	5	1	1department	1department	NUM
cana-5216	5	2	of	of	ADP
cana-5216	5	3	computer	computer	NOUN
cana-5216	5	4	engineering	engineering	NOUN
cana-5216	5	5	,	,	PUNCT
cana-5216	5	6	sharadchandra	sharadchandra	PROPN
cana-5216	5	7	pawar	pawar	PROPN
cana-5216	5	8	college	college	PROPN
cana-5216	5	9	of	of	ADP
cana-5216	5	10	engineering	engineering	PROPN
cana-5216	5	11	,	,	PUNCT
cana-5216	5	12	dumbarwadi	dumbarwadi	NOUN
cana-5216	5	13	,	,	PUNCT
cana-5216	5	14	otur	otur	NOUN
cana-5216	5	15	,	,	PUNCT
cana-5216	5	16	pune	pune	NOUN
cana-5216	5	17	,	,	PUNCT
cana-5216	5	18	india	india	PROPN
cana-5216	5	19	arvindkedar00@gmail.com	arvindkedar00@gmail.com	X
cana-5216	6	1	2department	2department	NUM
cana-5216	6	2	of	of	ADP
cana-5216	6	3	computer	computer	NOUN
cana-5216	6	4	engineering	engineering	NOUN
cana-5216	6	5	,	,	PUNCT
cana-5216	6	6	sharadchandra	sharadchandra	PROPN
cana-5216	6	7	pawar	pawar	PROPN
cana-5216	6	8	college	college	PROPN
cana-5216	6	9	of	of	ADP
cana-5216	6	10	engineering	engineering	PROPN
cana-5216	6	11	,	,	PUNCT
cana-5216	6	12	dumbarwadi	dumbarwadi	NOUN
cana-5216	6	13	,	,	PUNCT
cana-5216	6	14	otur	otur	NOUN
cana-5216	6	15	,	,	PUNCT
cana-5216	6	16	pune	pune	NOUN
cana-5216	6	17	,	,	PUNCT
cana-5216	6	18	india	india	PROPN
cana-5216	6	19	monikarokade4@gmail.com	monikarokade4@gmail.com	PROPN
cana-5216	6	20	3hod	3hod	NOUN
cana-5216	6	21	,	,	PUNCT
cana-5216	6	22	department	department	NOUN
cana-5216	6	23	of	of	ADP
cana-5216	6	24	computer	computer	NOUN
cana-5216	6	25	engineering	engineering	NOUN
cana-5216	6	26	,	,	PUNCT
cana-5216	6	27	sharadchandra	sharadchandra	PROPN
cana-5216	6	28	pawar	pawar	PROPN
cana-5216	6	29	college	college	PROPN
cana-5216	6	30	of	of	ADP
cana-5216	6	31	engineering	engineering	PROPN
cana-5216	6	32	,	,	PUNCT
cana-5216	6	33	dumbarwadi	dumbarwadi	NOUN
cana-5216	6	34	,	,	PUNCT
cana-5216	6	35	otur	otur	NOUN
cana-5216	6	36	,	,	PUNCT
cana-5216	6	37	pune	pune	NOUN
cana-5216	6	38	,	,	PUNCT
cana-5216	6	39	india	india	PROPN
cana-5216	6	40	khatalsunils88gmail.com	khatalsunils88gmail.com	PROPN
cana-5216	6	41	article	article	PROPN
cana-5216	6	42	history	history	NOUN
cana-5216	6	43	:	:	PUNCT
cana-5216	6	44	received	receive	VERB
cana-5216	6	45	:	:	PUNCT
cana-5216	6	46	12	12	NUM
cana-5216	6	47	-	-	SYM
cana-5216	6	48	01	01	NUM
cana-5216	6	49	-	-	PUNCT
cana-5216	6	50	2025	2025	NUM
cana-5216	6	51	revised	revise	VERB
cana-5216	6	52	:	:	PUNCT
cana-5216	6	53	15	15	NUM
cana-5216	6	54	-	-	NUM
cana-5216	6	55	02	02	NUM
cana-5216	6	56	-	-	PUNCT
cana-5216	6	57	2025	2025	NUM
cana-5216	6	58	accepted	accept	VERB
cana-5216	6	59	:	:	PUNCT
cana-5216	6	60	01	01	NUM
cana-5216	6	61	-	-	SYM
cana-5216	6	62	03	03	NUM
cana-5216	6	63	-	-	PUNCT
cana-5216	6	64	2025	2025	NUM
cana-5216	6	65	abstract	abstract	NOUN
cana-5216	6	66	:	:	PUNCT
cana-5216	6	67	emotion	emotion	NOUN
cana-5216	6	68	recognition	recognition	NOUN
cana-5216	6	69	plays	play	VERB
cana-5216	6	70	a	a	DET
cana-5216	6	71	vital	vital	ADJ
cana-5216	6	72	role	role	NOUN
cana-5216	6	73	in	in	ADP
cana-5216	6	74	human	human	ADJ
cana-5216	6	75	-	-	PUNCT
cana-5216	6	76	computer	computer	NOUN
cana-5216	6	77	interaction	interaction	NOUN
cana-5216	6	78	,	,	PUNCT
cana-5216	6	79	enabling	enable	VERB
cana-5216	6	80	machines	machine	NOUN
cana-5216	6	81	to	to	PART
cana-5216	6	82	better	well	ADV
cana-5216	6	83	understand	understand	VERB
cana-5216	6	84	and	and	CCONJ
cana-5216	6	85	respond	respond	VERB
cana-5216	6	86	to	to	ADP
cana-5216	6	87	human	human	ADJ
cana-5216	6	88	emotions	emotion	NOUN
cana-5216	6	89	.	.	PUNCT
cana-5216	7	1	traditional	traditional	ADJ
cana-5216	7	2	methods	method	NOUN
cana-5216	7	3	primarily	primarily	ADV
cana-5216	7	4	focus	focus	VERB
cana-5216	7	5	on	on	ADP
cana-5216	7	6	facial	facial	ADJ
cana-5216	7	7	expressions	expression	NOUN
cana-5216	7	8	or	or	CCONJ
cana-5216	7	9	speech	speech	NOUN
cana-5216	7	10	for	for	ADP
cana-5216	7	11	emotion	emotion	NOUN
cana-5216	7	12	detection	detection	NOUN
cana-5216	7	13	.	.	PUNCT
cana-5216	8	1	however	however	ADV
cana-5216	8	2	,	,	PUNCT
cana-5216	8	3	context	context	NOUN
cana-5216	8	4	plays	play	VERB
cana-5216	8	5	a	a	DET
cana-5216	8	6	crucial	crucial	ADJ
cana-5216	8	7	role	role	NOUN
cana-5216	8	8	in	in	ADP
cana-5216	8	9	accurately	accurately	ADV
cana-5216	8	10	interpreting	interpret	VERB
cana-5216	8	11	emotions	emotion	NOUN
cana-5216	8	12	.	.	PUNCT
cana-5216	9	1	this	this	DET
cana-5216	9	2	paper	paper	NOUN
cana-5216	9	3	explores	explore	VERB
cana-5216	9	4	a	a	DET
cana-5216	9	5	contextbased	contextbased	ADJ
cana-5216	9	6	approach	approach	NOUN
cana-5216	9	7	to	to	ADP
cana-5216	9	8	emotion	emotion	NOUN
cana-5216	9	9	recognition	recognition	NOUN
cana-5216	9	10	using	use	VERB
cana-5216	9	11	the	the	DET
cana-5216	9	12	emotic	emotic	ADJ
cana-5216	9	13	dataset	dataset	NOUN
cana-5216	9	14	,	,	PUNCT
cana-5216	9	15	which	which	PRON
cana-5216	9	16	includes	include	VERB
cana-5216	9	17	images	image	NOUN
cana-5216	9	18	labelled	label	VERB
cana-5216	9	19	with	with	ADP
cana-5216	9	20	both	both	CCONJ
cana-5216	9	21	apparent	apparent	ADJ
cana-5216	9	22	emotion	emotion	NOUN
cana-5216	9	23	and	and	CCONJ
cana-5216	9	24	contextual	contextual	ADJ
cana-5216	9	25	information	information	NOUN
cana-5216	9	26	.	.	PUNCT
cana-5216	10	1	by	by	ADP
cana-5216	10	2	employing	employ	VERB
cana-5216	10	3	deep	deep	ADJ
cana-5216	10	4	learning	learning	NOUN
cana-5216	10	5	models	model	NOUN
cana-5216	10	6	that	that	PRON
cana-5216	10	7	integrate	integrate	VERB
cana-5216	10	8	contextual	contextual	ADJ
cana-5216	10	9	cues	cue	NOUN
cana-5216	10	10	with	with	ADP
cana-5216	10	11	traditional	traditional	ADJ
cana-5216	10	12	emotion	emotion	NOUN
cana-5216	10	13	recognition	recognition	NOUN
cana-5216	10	14	techniques	technique	NOUN
cana-5216	10	15	,	,	PUNCT
cana-5216	10	16	we	we	PRON
cana-5216	10	17	aim	aim	VERB
cana-5216	10	18	to	to	PART
cana-5216	10	19	enhance	enhance	VERB
cana-5216	10	20	the	the	DET
cana-5216	10	21	accuracy	accuracy	NOUN
cana-5216	10	22	and	and	CCONJ
cana-5216	10	23	reliability	reliability	NOUN
cana-5216	10	24	of	of	ADP
cana-5216	10	25	emotion	emotion	NOUN
cana-5216	10	26	detection	detection	NOUN
cana-5216	10	27	systems	system	NOUN
cana-5216	10	28	.	.	PUNCT
cana-5216	11	1	the	the	DET
cana-5216	11	2	proposed	propose	VERB
cana-5216	11	3	model	model	NOUN
cana-5216	11	4	achieves	achieve	VERB
cana-5216	11	5	significant	significant	ADJ
cana-5216	11	6	improvements	improvement	NOUN
cana-5216	11	7	over	over	ADP
cana-5216	11	8	baseline	baseline	ADJ
cana-5216	11	9	methods	method	NOUN
cana-5216	11	10	,	,	PUNCT
cana-5216	11	11	demonstrating	demonstrate	VERB
cana-5216	11	12	the	the	DET
cana-5216	11	13	importance	importance	NOUN
cana-5216	11	14	of	of	ADP
cana-5216	11	15	context	context	NOUN
cana-5216	11	16	in	in	ADP
cana-5216	11	17	emotion	emotion	NOUN
cana-5216	11	18	recognition	recognition	NOUN
cana-5216	11	19	.	.	PUNCT
cana-5216	12	1	keywords	keyword	NOUN
cana-5216	12	2	:	:	PUNCT
cana-5216	12	3	natural	natural	ADJ
cana-5216	12	4	language	language	NOUN
cana-5216	12	5	processing	processing	NOUN
cana-5216	12	6	,	,	PUNCT
cana-5216	12	7	customer	customer	NOUN
cana-5216	12	8	relationship	relationship	NOUN
cana-5216	12	9	management	management	NOUN
cana-5216	12	10	,	,	PUNCT
cana-5216	12	11	machine	machine	NOUN
cana-5216	12	12	learning	learning	NOUN
cana-5216	12	13	.	.	PUNCT
cana-5216	13	1	i.	i.	PROPN
cana-5216	13	2	introduction	introduction	NOUN
cana-5216	13	3	introduce	introduce	VERB
cana-5216	13	4	the	the	DET
cana-5216	13	5	significance	significance	NOUN
cana-5216	13	6	of	of	ADP
cana-5216	13	7	emotion	emotion	NOUN
cana-5216	13	8	recognition	recognition	NOUN
cana-5216	13	9	in	in	ADP
cana-5216	13	10	human	human	ADJ
cana-5216	13	11	-	-	PUNCT
cana-5216	13	12	computer	computer	NOUN
cana-5216	13	13	interaction	interaction	NOUN
cana-5216	13	14	,	,	PUNCT
cana-5216	13	15	social	social	ADJ
cana-5216	13	16	robotics	robotic	NOUN
cana-5216	13	17	,	,	PUNCT
cana-5216	13	18	and	and	CCONJ
cana-5216	13	19	other	other	ADJ
cana-5216	13	20	fields	field	NOUN
cana-5216	13	21	.	.	PUNCT
cana-5216	14	1	discuss	discuss	VERB
cana-5216	14	2	the	the	DET
cana-5216	14	3	limitations	limitation	NOUN
cana-5216	14	4	of	of	ADP
cana-5216	14	5	traditional	traditional	ADJ
cana-5216	14	6	emotion	emotion	NOUN
cana-5216	14	7	recognition	recognition	NOUN
cana-5216	14	8	methods	method	NOUN
cana-5216	14	9	that	that	PRON
cana-5216	14	10	rely	rely	VERB
cana-5216	14	11	solely	solely	ADV
cana-5216	14	12	on	on	ADP
cana-5216	14	13	facial	facial	ADJ
cana-5216	14	14	expressions	expression	NOUN
cana-5216	14	15	or	or	CCONJ
cana-5216	14	16	speech	speech	NOUN
cana-5216	14	17	.	.	PUNCT
cana-5216	15	1	computerized	computerized	ADJ
cana-5216	15	2	sentiment	sentiment	NOUN
cana-5216	15	3	analysis	analysis	NOUN
cana-5216	15	4	,	,	PUNCT
cana-5216	15	5	using	use	VERB
cana-5216	15	6	artificial	artificial	ADJ
cana-5216	15	7	intelligence	intelligence	NOUN
cana-5216	15	8	and	and	CCONJ
cana-5216	15	9	computer	computer	NOUN
cana-5216	15	10	vision	vision	NOUN
cana-5216	15	11	,	,	PUNCT
cana-5216	15	12	has	have	AUX
cana-5216	15	13	grown	grow	VERB
cana-5216	15	14	indispensable	indispensable	ADJ
cana-5216	15	15	in	in	ADP
cana-5216	15	16	recent	recent	ADJ
cana-5216	15	17	years	year	NOUN
cana-5216	15	18	.	.	PUNCT
cana-5216	16	1	deep	deep	ADJ
cana-5216	16	2	neural	neural	ADJ
cana-5216	16	3	networks	network	NOUN
cana-5216	16	4	have	have	AUX
cana-5216	16	5	come	come	VERB
cana-5216	16	6	a	a	DET
cana-5216	16	7	long	long	ADJ
cana-5216	16	8	way	way	NOUN
cana-5216	16	9	,	,	PUNCT
cana-5216	16	10	which	which	PRON
cana-5216	16	11	means	mean	VERB
cana-5216	16	12	that	that	SCONJ
cana-5216	16	13	this	this	DET
cana-5216	16	14	technology	technology	NOUN
cana-5216	16	15	can	can	AUX
cana-5216	16	16	now	now	ADV
cana-5216	16	17	include	include	VERB
cana-5216	16	18	environmental	environmental	ADJ
cana-5216	16	19	,	,	PUNCT
cana-5216	16	20	social	social	ADJ
cana-5216	16	21	,	,	PUNCT
cana-5216	16	22	and	and	CCONJ
cana-5216	16	23	cultural	cultural	ADJ
cana-5216	16	24	factors	factor	NOUN
cana-5216	16	25	along	along	ADP
cana-5216	16	26	with	with	ADP
cana-5216	16	27	facial	facial	ADJ
cana-5216	16	28	emotions	emotion	NOUN
cana-5216	16	29	.	.	PUNCT
cana-5216	17	1	our	our	PRON
cana-5216	17	2	objective	objective	NOUN
cana-5216	17	3	is	be	AUX
cana-5216	17	4	to	to	PART
cana-5216	17	5	develop	develop	VERB
cana-5216	17	6	more	more	ADJ
cana-5216	17	7	empathic	empathic	ADJ
cana-5216	17	8	systems	system	NOUN
cana-5216	17	9	for	for	ADP
cana-5216	17	10	many	many	ADJ
cana-5216	17	11	applications	application	NOUN
cana-5216	17	12	,	,	PUNCT
cana-5216	17	13	ranging	range	VERB
cana-5216	17	14	from	from	ADP
cana-5216	17	15	healthcare	healthcare	NOUN
cana-5216	17	16	to	to	ADP
cana-5216	17	17	analyzing	analyze	VERB
cana-5216	17	18	emotional	emotional	ADJ
cana-5216	17	19	exchanges	exchange	NOUN
cana-5216	17	20	on	on	ADP
cana-5216	17	21	social	social	ADJ
cana-5216	17	22	media	medium	NOUN
cana-5216	17	23	.	.	PUNCT
cana-5216	18	1	we	we	PRON
cana-5216	18	2	used	use	VERB
cana-5216	18	3	genuine	genuine	ADJ
cana-5216	18	4	photos	photo	NOUN
cana-5216	18	5	from	from	ADP
cana-5216	18	6	many	many	ADJ
cana-5216	18	7	databases	database	NOUN
cana-5216	18	8	,	,	PUNCT
cana-5216	18	9	including	include	VERB
cana-5216	18	10	emotic	emotic	NOUN
cana-5216	18	11	,	,	PUNCT
cana-5216	18	12	to	to	PART
cana-5216	18	13	train	train	VERB
cana-5216	18	14	our	our	PRON
cana-5216	18	15	models	model	NOUN
cana-5216	18	16	for	for	ADP
cana-5216	18	17	the	the	DET
cana-5216	18	18	development	development	NOUN
cana-5216	18	19	of	of	ADP
cana-5216	18	20	this	this	DET
cana-5216	18	21	technology	technology	NOUN
cana-5216	18	22	.	.	PUNCT
cana-5216	19	1	we	we	PRON
cana-5216	19	2	devised	devise	VERB
cana-5216	19	3	two	two	NUM
cana-5216	19	4	advanced	advanced	ADJ
cana-5216	19	5	algorithms	algorithm	NOUN
cana-5216	19	6	using	use	VERB
cana-5216	19	7	deep	deep	ADJ
cana-5216	19	8	learning	learning	NOUN
cana-5216	19	9	methodologies	methodology	NOUN
cana-5216	19	10	.	.	PUNCT
cana-5216	20	1	through	through	ADP
cana-5216	20	2	the	the	DET
cana-5216	20	3	optimization	optimization	NOUN
cana-5216	20	4	of	of	ADP
cana-5216	20	5	our	our	PRON
cana-5216	20	6	models	model	NOUN
cana-5216	20	7	'	'	PART
cana-5216	20	8	hyperparameters	hyperparameter	NOUN
cana-5216	20	9	,	,	PUNCT
cana-5216	20	10	we	we	PRON
cana-5216	20	11	examine	examine	VERB
cana-5216	20	12	context	context	NOUN
cana-5216	20	13	and	and	CCONJ
cana-5216	20	14	body	body	NOUN
cana-5216	20	15	language	language	NOUN
cana-5216	20	16	to	to	PART
cana-5216	20	17	enhance	enhance	VERB
cana-5216	20	18	our	our	PRON
cana-5216	20	19	comprehension	comprehension	NOUN
cana-5216	20	20	of	of	ADP
cana-5216	20	21	human	human	ADJ
cana-5216	20	22	emotions	emotion	NOUN
cana-5216	20	23	in	in	ADP
cana-5216	20	24	photographs	photograph	NOUN
cana-5216	20	25	.	.	PUNCT
cana-5216	21	1	we	we	PRON
cana-5216	21	2	integrate	integrate	VERB
cana-5216	21	3	the	the	DET
cana-5216	21	4	26	26	NUM
cana-5216	21	5	distinct	distinct	ADJ
cana-5216	21	6	emotional	emotional	ADJ
cana-5216	21	7	categories	category	NOUN
cana-5216	21	8	with	with	ADP
cana-5216	21	9	the	the	DET
cana-5216	21	10	three	three	NUM
cana-5216	21	11	continuous	continuous	ADJ
cana-5216	21	12	emotional	emotional	ADJ
cana-5216	21	13	dimensions	dimension	NOUN
cana-5216	21	14	to	to	PART
cana-5216	21	15	ascertain	ascertain	VERB
cana-5216	21	16	feelings	feeling	NOUN
cana-5216	21	17	under	under	ADP
cana-5216	21	18	context	context	NOUN
cana-5216	21	19	.	.	PUNCT
cana-5216	22	1	we	we	PRON
cana-5216	22	2	finalize	finalize	VERB
cana-5216	22	3	the	the	DET
cana-5216	22	4	suggested	suggest	VERB
cana-5216	22	5	pipeline	pipeline	NOUN
cana-5216	22	6	by	by	ADP
cana-5216	22	7	integrating	integrate	VERB
cana-5216	22	8	our	our	PRON
cana-5216	22	9	models	model	NOUN
cana-5216	22	10	.	.	PUNCT
cana-5216	23	1	communications	communication	NOUN
cana-5216	23	2	on	on	ADP
cana-5216	23	3	applied	apply	VERB
cana-5216	23	4	nonlinear	nonlinear	ADJ
cana-5216	23	5	analysis	analysis	NOUN
cana-5216	23	6	issn	issn	NOUN
cana-5216	23	7	:	:	PUNCT
cana-5216	23	8	1074	1074	NUM
cana-5216	23	9	-	-	PUNCT
cana-5216	23	10	133x	133x	NUM
cana-5216	23	11	vol	vol	VERB
cana-5216	23	12	32	32	NUM
cana-5216	23	13	no	no	NOUN
cana-5216	23	14	.	.	PUNCT
cana-5216	24	1	10s	10	NOUN
cana-5216	24	2	(	(	PUNCT
cana-5216	24	3	2025	2025	NUM
cana-5216	24	4	)	)	PUNCT
cana-5216	24	5	1170	1170	NUM
cana-5216	24	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5216	24	7	ii	ii	PROPN
cana-5216	24	8	.	.	PUNCT
cana-5216	25	1	literature	literature	PROPN
cana-5216	25	2	survey	survey	NOUN
cana-5216	25	3	according	accord	VERB
cana-5216	25	4	to	to	ADP
cana-5216	25	5	[	[	X
cana-5216	25	6	1	1	NUM
cana-5216	25	7	]	]	PUNCT
cana-5216	25	8	method	method	NOUN
cana-5216	25	9	utilizes	utilize	VERB
cana-5216	25	10	data	datum	NOUN
cana-5216	25	11	from	from	ADP
cana-5216	25	12	a	a	DET
cana-5216	25	13	camera	camera	NOUN
cana-5216	25	14	,	,	PUNCT
cana-5216	25	15	a	a	DET
cana-5216	25	16	wearable	wearable	ADJ
cana-5216	25	17	device	device	NOUN
cana-5216	25	18	,	,	PUNCT
cana-5216	25	19	and	and	CCONJ
cana-5216	25	20	physiological	physiological	ADJ
cana-5216	25	21	sensor	sensor	NOUN
cana-5216	25	22	signals	signal	NOUN
cana-5216	25	23	such	such	ADJ
cana-5216	25	24	as	as	ADP
cana-5216	25	25	photoplethysmography	photoplethysmography	NOUN
cana-5216	25	26	(	(	PUNCT
cana-5216	25	27	ppg	ppg	PROPN
cana-5216	25	28	)	)	PUNCT
cana-5216	25	29	,	,	PUNCT
cana-5216	25	30	electroencephalography	electroencephalography	NOUN
cana-5216	25	31	(	(	PUNCT
cana-5216	25	32	eeg	eeg	NOUN
cana-5216	25	33	)	)	PUNCT
cana-5216	25	34	,	,	PUNCT
cana-5216	25	35	and	and	CCONJ
cana-5216	25	36	galvanic	galvanic	ADJ
cana-5216	25	37	skin	skin	NOUN
cana-5216	25	38	response	response	NOUN
cana-5216	25	39	(	(	PUNCT
cana-5216	25	40	gsr	gsr	NOUN
cana-5216	25	41	)	)	PUNCT
cana-5216	25	42	to	to	PART
cana-5216	25	43	determine	determine	VERB
cana-5216	25	44	an	an	DET
cana-5216	25	45	individual	individual	NOUN
cana-5216	25	46	's	's	PART
cana-5216	25	47	emotional	emotional	ADJ
cana-5216	25	48	state	state	NOUN
cana-5216	25	49	.	.	PUNCT
cana-5216	26	1	this	this	DET
cana-5216	26	2	data	data	NOUN
cana-5216	26	3	is	be	AUX
cana-5216	26	4	included	include	VERB
cana-5216	26	5	as	as	ADP
cana-5216	26	6	an	an	DET
cana-5216	26	7	enhancement	enhancement	NOUN
cana-5216	26	8	to	to	ADP
cana-5216	26	9	the	the	DET
cana-5216	26	10	music	music	NOUN
cana-5216	26	11	recommendation	recommendation	NOUN
cana-5216	26	12	device	device	NOUN
cana-5216	26	13	.	.	PUNCT
cana-5216	27	1	sensor	sensor	NOUN
cana-5216	27	2	and	and	CCONJ
cana-5216	27	3	facial	facial	ADJ
cana-5216	27	4	expression	expression	NOUN
cana-5216	27	5	data	datum	NOUN
cana-5216	27	6	may	may	AUX
cana-5216	27	7	enhance	enhance	VERB
cana-5216	27	8	the	the	DET
cana-5216	27	9	efficacy	efficacy	NOUN
cana-5216	27	10	and	and	CCONJ
cana-5216	27	11	precision	precision	NOUN
cana-5216	27	12	of	of	ADP
cana-5216	27	13	the	the	DET
cana-5216	27	14	recommendation	recommendation	NOUN
cana-5216	27	15	engine	engine	NOUN
cana-5216	27	16	.	.	PUNCT
cana-5216	28	1	according	accord	VERB
cana-5216	28	2	to	to	ADP
cana-5216	28	3	[	[	X
cana-5216	28	4	2	2	X
cana-5216	28	5	]	]	PUNCT
cana-5216	28	6	a	a	DET
cana-5216	28	7	commercially	commercially	ADV
cana-5216	28	8	available	available	ADJ
cana-5216	28	9	eeg	eeg	PROPN
cana-5216	28	10	bluetooth	bluetooth	PROPN
cana-5216	28	11	headset	headset	NOUN
cana-5216	28	12	that	that	PRON
cana-5216	28	13	uses	use	VERB
cana-5216	28	14	sensors	sensor	NOUN
cana-5216	28	15	to	to	PART
cana-5216	28	16	detect	detect	VERB
cana-5216	28	17	changes	change	NOUN
cana-5216	28	18	in	in	ADP
cana-5216	28	19	brain	brain	NOUN
cana-5216	28	20	waves	wave	NOUN
cana-5216	28	21	(	(	PUNCT
cana-5216	28	22	such	such	ADJ
cana-5216	28	23	as	as	ADP
cana-5216	28	24	alpha	alpha	NOUN
cana-5216	28	25	and	and	CCONJ
cana-5216	28	26	beta	beta	ADJ
cana-5216	28	27	waves	wave	NOUN
cana-5216	28	28	)	)	PUNCT
cana-5216	28	29	.	.	PUNCT
cana-5216	29	1	a	a	DET
cana-5216	29	2	mobile	mobile	ADJ
cana-5216	29	3	device	device	NOUN
cana-5216	29	4	can	can	AUX
cana-5216	29	5	securely	securely	ADV
cana-5216	29	6	transfer	transfer	VERB
cana-5216	29	7	data	datum	NOUN
cana-5216	29	8	using	use	VERB
cana-5216	29	9	a	a	DET
cana-5216	29	10	bluetooth	bluetooth	NOUN
cana-5216	29	11	transmission	transmission	NOUN
cana-5216	29	12	mechanism	mechanism	NOUN
cana-5216	29	13	.	.	PUNCT
cana-5216	30	1	the	the	DET
cana-5216	30	2	eeg	eeg	PROPN
cana-5216	30	3	signal	signal	NOUN
cana-5216	30	4	may	may	AUX
cana-5216	30	5	provide	provide	VERB
cana-5216	30	6	a	a	DET
cana-5216	30	7	wealth	wealth	NOUN
cana-5216	30	8	of	of	ADP
cana-5216	30	9	information	information	NOUN
cana-5216	30	10	concerning	concern	VERB
cana-5216	30	11	a	a	DET
cana-5216	30	12	broad	broad	ADJ
cana-5216	30	13	variety	variety	NOUN
cana-5216	30	14	of	of	ADP
cana-5216	30	15	cognitive	cognitive	ADJ
cana-5216	30	16	disorders	disorder	NOUN
cana-5216	30	17	and	and	CCONJ
cana-5216	30	18	illnesses	illness	NOUN
cana-5216	30	19	.	.	PUNCT
cana-5216	31	1	in	in	ADP
cana-5216	31	2	addition	addition	NOUN
cana-5216	31	3	to	to	ADP
cana-5216	31	4	providing	provide	VERB
cana-5216	31	5	medical	medical	ADJ
cana-5216	31	6	professionals	professional	NOUN
cana-5216	31	7	with	with	ADP
cana-5216	31	8	a	a	DET
cana-5216	31	9	reference	reference	NOUN
cana-5216	31	10	for	for	ADP
cana-5216	31	11	treatment	treatment	NOUN
cana-5216	31	12	,	,	PUNCT
cana-5216	31	13	the	the	DET
cana-5216	31	14	eeg	eeg	PROPN
cana-5216	31	15	signal	signal	NOUN
cana-5216	31	16	,	,	PUNCT
cana-5216	31	17	categorization	categorization	NOUN
cana-5216	31	18	,	,	PUNCT
cana-5216	31	19	and	and	CCONJ
cana-5216	31	20	classification	classification	NOUN
cana-5216	31	21	of	of	ADP
cana-5216	31	22	depression	depression	NOUN
cana-5216	31	23	level	level	NOUN
cana-5216	31	24	may	may	AUX
cana-5216	31	25	be	be	AUX
cana-5216	31	26	utilised	utilise	VERB
cana-5216	31	27	as	as	ADP
cana-5216	31	28	an	an	DET
cana-5216	31	29	assessment	assessment	NOUN
cana-5216	31	30	foundation	foundation	NOUN
cana-5216	31	31	for	for	ADP
cana-5216	31	32	music	music	NOUN
cana-5216	31	33	therapy	therapy	NOUN
cana-5216	31	34	.	.	PUNCT
cana-5216	32	1	according	accord	VERB
cana-5216	32	2	to	to	ADP
cana-5216	32	3	[	[	X
cana-5216	32	4	3	3	NUM
cana-5216	32	5	]	]	PUNCT
cana-5216	32	6	developed	develop	VERB
cana-5216	32	7	an	an	DET
cana-5216	32	8	attention	attention	NOUN
cana-5216	32	9	device	device	NOUN
cana-5216	32	10	that	that	PRON
cana-5216	32	11	uses	use	VERB
cana-5216	32	12	a	a	DET
cana-5216	32	13	specific	specific	ADJ
cana-5216	32	14	electroencephalographic	electroencephalographic	ADJ
cana-5216	32	15	(	(	PUNCT
cana-5216	32	16	eeg	eeg	NOUN
cana-5216	32	17	)	)	PUNCT
cana-5216	32	18	method	method	NOUN
cana-5216	32	19	to	to	PART
cana-5216	32	20	record	record	VERB
cana-5216	32	21	and	and	CCONJ
cana-5216	32	22	assess	assess	VERB
cana-5216	32	23	attention	attention	NOUN
cana-5216	32	24	based	base	VERB
cana-5216	32	25	on	on	ADP
cana-5216	32	26	individual	individual	ADJ
cana-5216	32	27	music	music	NOUN
cana-5216	32	28	content	content	NOUN
cana-5216	32	29	preferences	preference	NOUN
cana-5216	32	30	.	.	PUNCT
cana-5216	33	1	we	we	PRON
cana-5216	33	2	further	far	ADV
cana-5216	33	3	filter	filter	VERB
cana-5216	33	4	the	the	DET
cana-5216	33	5	collected	collect	VERB
cana-5216	33	6	brainwave	brainwave	NOUN
cana-5216	33	7	data	datum	NOUN
cana-5216	33	8	values	value	NOUN
cana-5216	33	9	for	for	ADP
cana-5216	33	10	inaccuracies	inaccuracy	NOUN
cana-5216	33	11	before	before	ADP
cana-5216	33	12	integrating	integrate	VERB
cana-5216	33	13	them	they	PRON
cana-5216	33	14	with	with	ADP
cana-5216	33	15	an	an	DET
cana-5216	33	16	svm	svm	ADJ
cana-5216	33	17	classifier	classifier	NOUN
cana-5216	33	18	.	.	PUNCT
cana-5216	34	1	the	the	DET
cana-5216	34	2	svm	svm	PROPN
cana-5216	34	3	classifier	classifier	NOUN
cana-5216	34	4	differentiates	differentiate	NOUN
cana-5216	34	5	between	between	ADP
cana-5216	34	6	two	two	NUM
cana-5216	34	7	categories	category	NOUN
cana-5216	34	8	of	of	ADP
cana-5216	34	9	brainwave	brainwave	PROPN
cana-5216	34	10	data	datum	NOUN
cana-5216	34	11	values	value	NOUN
cana-5216	34	12	:	:	PUNCT
cana-5216	34	13	attention	attention	NOUN
cana-5216	34	14	and	and	CCONJ
cana-5216	34	15	non	non	ADJ
cana-5216	34	16	-	-	NOUN
cana-5216	34	17	attention	attention	ADJ
cana-5216	34	18	,	,	PUNCT
cana-5216	34	19	for	for	ADP
cana-5216	34	20	computation	computation	NOUN
cana-5216	34	21	and	and	CCONJ
cana-5216	34	22	analysis	analysis	NOUN
cana-5216	34	23	.	.	PUNCT
cana-5216	35	1	the	the	DET
cana-5216	35	2	construction	construction	NOUN
cana-5216	35	3	of	of	ADP
cana-5216	35	4	an	an	DET
cana-5216	35	5	attention	attention	NOUN
cana-5216	35	6	mechanism	mechanism	NOUN
cana-5216	35	7	has	have	AUX
cana-5216	35	8	led	lead	VERB
cana-5216	35	9	to	to	ADP
cana-5216	35	10	the	the	DET
cana-5216	35	11	development	development	NOUN
cana-5216	35	12	of	of	ADP
cana-5216	35	13	a	a	DET
cana-5216	35	14	hybrid	hybrid	ADJ
cana-5216	35	15	music	music	NOUN
cana-5216	35	16	recommendation	recommendation	NOUN
cana-5216	35	17	model	model	NOUN
cana-5216	35	18	.	.	PUNCT
cana-5216	36	1	it	it	PRON
cana-5216	36	2	relies	rely	VERB
cana-5216	36	3	on	on	ADP
cana-5216	36	4	an	an	DET
cana-5216	36	5	intriguing	intriguing	ADJ
cana-5216	36	6	apparatus	apparatus	NOUN
cana-5216	36	7	that	that	PRON
cana-5216	36	8	records	record	VERB
cana-5216	36	9	the	the	DET
cana-5216	36	10	user	user	NOUN
cana-5216	36	11	's	's	PART
cana-5216	36	12	musical	musical	ADJ
cana-5216	36	13	preferences	preference	NOUN
cana-5216	36	14	and	and	CCONJ
cana-5216	36	15	electroencephalographic	electroencephalographic	ADJ
cana-5216	36	16	(	(	PUNCT
cana-5216	36	17	eeg	eeg	NOUN
cana-5216	36	18	)	)	PUNCT
cana-5216	36	19	data	datum	NOUN
cana-5216	36	20	.	.	PUNCT
cana-5216	37	1	according	accord	VERB
cana-5216	37	2	to	to	ADP
cana-5216	37	3	[	[	X
cana-5216	37	4	4	4	X
cana-5216	37	5	]	]	PUNCT
cana-5216	37	6	the	the	DET
cana-5216	37	7	research	research	NOUN
cana-5216	37	8	used	use	VERB
cana-5216	37	9	cerebral	cerebral	ADJ
cana-5216	37	10	signals	signal	NOUN
cana-5216	37	11	to	to	PART
cana-5216	37	12	investigate	investigate	VERB
cana-5216	37	13	the	the	DET
cana-5216	37	14	effects	effect	NOUN
cana-5216	37	15	of	of	ADP
cana-5216	37	16	english	english	PROPN
cana-5216	37	17	and	and	CCONJ
cana-5216	37	18	urdu	urdu	PROPN
cana-5216	37	19	music	music	NOUN
cana-5216	37	20	on	on	ADP
cana-5216	37	21	human	human	ADJ
cana-5216	37	22	stress	stress	NOUN
cana-5216	37	23	levels	level	NOUN
cana-5216	37	24	.	.	PUNCT
cana-5216	38	1	twenty	twenty	NUM
cana-5216	38	2	-	-	PUNCT
cana-5216	38	3	seven	seven	NUM
cana-5216	38	4	individuals	individual	NOUN
cana-5216	38	5	,	,	PUNCT
cana-5216	38	6	including	include	VERB
cana-5216	38	7	14	14	NUM
cana-5216	38	8	men	man	NOUN
cana-5216	38	9	and	and	CCONJ
cana-5216	38	10	13	13	NUM
cana-5216	38	11	women	woman	NOUN
cana-5216	38	12	,	,	PUNCT
cana-5216	38	13	whose	whose	DET
cana-5216	38	14	first	first	ADJ
cana-5216	38	15	language	language	NOUN
cana-5216	38	16	is	be	AUX
cana-5216	38	17	urdu	urdu	PROPN
cana-5216	38	18	and	and	CCONJ
cana-5216	38	19	whose	whose	DET
cana-5216	38	20	ages	age	NOUN
cana-5216	38	21	range	range	VERB
cana-5216	38	22	from	from	ADP
cana-5216	38	23	20	20	NUM
cana-5216	38	24	to	to	PART
cana-5216	38	25	35	35	NUM
cana-5216	38	26	,	,	PUNCT
cana-5216	38	27	participated	participate	VERB
cana-5216	38	28	in	in	ADP
cana-5216	38	29	the	the	DET
cana-5216	38	30	research	research	NOUN
cana-5216	38	31	study	study	NOUN
cana-5216	38	32	.	.	PUNCT
cana-5216	39	1	we	we	PRON
cana-5216	39	2	record	record	VERB
cana-5216	39	3	the	the	DET
cana-5216	39	4	patients	patient	NOUN
cana-5216	39	5	'	'	PART
cana-5216	39	6	electroencephalographic	electroencephalographic	ADJ
cana-5216	39	7	(	(	PUNCT
cana-5216	39	8	eeg	eeg	NOUN
cana-5216	39	9	)	)	PUNCT
cana-5216	39	10	data	datum	NOUN
cana-5216	39	11	as	as	SCONJ
cana-5216	39	12	they	they	PRON
cana-5216	39	13	listen	listen	VERB
cana-5216	39	14	to	to	ADP
cana-5216	39	15	various	various	ADJ
cana-5216	39	16	music	music	NOUN
cana-5216	39	17	tracks	track	NOUN
cana-5216	39	18	utilizing	utilize	VERB
cana-5216	39	19	a	a	DET
cana-5216	39	20	four	four	NUM
cana-5216	39	21	-	-	PUNCT
cana-5216	39	22	channel	channel	NOUN
cana-5216	39	23	muse	muse	NOUN
cana-5216	39	24	headset	headset	NOUN
cana-5216	39	25	.	.	PUNCT
cana-5216	40	1	the	the	DET
cana-5216	40	2	state	state	NOUN
cana-5216	40	3	and	and	CCONJ
cana-5216	40	4	trait	trait	NOUN
cana-5216	40	5	anxiety	anxiety	NOUN
cana-5216	40	6	questionnaire	questionnaire	NOUN
cana-5216	40	7	requires	require	VERB
cana-5216	40	8	participants	participant	NOUN
cana-5216	40	9	to	to	PART
cana-5216	40	10	subjectively	subjectively	ADV
cana-5216	40	11	evaluate	evaluate	VERB
cana-5216	40	12	their	their	PRON
cana-5216	40	13	stress	stress	NOUN
cana-5216	40	14	levels	level	NOUN
cana-5216	40	15	.	.	PUNCT
cana-5216	41	1	the	the	DET
cana-5216	41	2	four	four	NUM
cana-5216	41	3	genres	genre	NOUN
cana-5216	41	4	of	of	ADP
cana-5216	41	5	english	english	ADJ
cana-5216	41	6	music	music	NOUN
cana-5216	41	7	that	that	PRON
cana-5216	41	8	were	be	AUX
cana-5216	41	9	utilised	utilise	VERB
cana-5216	41	10	in	in	ADP
cana-5216	41	11	this	this	DET
cana-5216	41	12	research	research	NOUN
cana-5216	41	13	are	be	AUX
cana-5216	41	14	rock	rock	NOUN
cana-5216	41	15	,	,	PUNCT
cana-5216	41	16	metal	metal	NOUN
cana-5216	41	17	,	,	PUNCT
cana-5216	41	18	electronic	electronic	ADJ
cana-5216	41	19	,	,	PUNCT
cana-5216	41	20	and	and	CCONJ
cana-5216	41	21	rap	rap	NOUN
cana-5216	41	22	.	.	PUNCT
cana-5216	42	1	according	accord	VERB
cana-5216	42	2	to	to	ADP
cana-5216	42	3	[	[	X
cana-5216	42	4	5	5	NUM
cana-5216	42	5	]	]	PUNCT
cana-5216	42	6	examines	examine	VERB
cana-5216	42	7	modified	modify	VERB
cana-5216	42	8	machine	machine	NOUN
cana-5216	42	9	learning	learning	NOUN
cana-5216	42	10	and	and	CCONJ
cana-5216	42	11	deep	deep	ADJ
cana-5216	42	12	learning	learning	NOUN
cana-5216	42	13	methods	method	NOUN
cana-5216	42	14	,	,	PUNCT
cana-5216	42	15	utilizing	utilize	VERB
cana-5216	42	16	feature	feature	NOUN
cana-5216	42	17	selection	selection	NOUN
cana-5216	42	18	short	short	ADJ
cana-5216	42	19	of	of	ADP
cana-5216	42	20	feature	feature	NOUN
cana-5216	42	21	selection	selection	NOUN
cana-5216	42	22	,	,	PUNCT
cana-5216	42	23	to	to	PART
cana-5216	42	24	categorize	categorize	VERB
cana-5216	42	25	six	six	NUM
cana-5216	42	26	basic	basic	ADJ
cana-5216	42	27	emotions	emotion	NOUN
cana-5216	42	28	into	into	ADP
cana-5216	42	29	two	two	NUM
cana-5216	42	30	groups	group	NOUN
cana-5216	42	31	:	:	PUNCT
cana-5216	42	32	emotional	emotional	ADJ
cana-5216	42	33	states	state	NOUN
cana-5216	42	34	and	and	CCONJ
cana-5216	42	35	non	non	ADJ
cana-5216	42	36	-	-	ADJ
cana-5216	42	37	emotional	emotional	ADJ
cana-5216	42	38	states	state	NOUN
cana-5216	42	39	.	.	PUNCT
cana-5216	43	1	the	the	DET
cana-5216	43	2	emotions	emotion	NOUN
cana-5216	43	3	under	under	ADP
cana-5216	43	4	consideration	consideration	NOUN
cana-5216	43	5	are	be	AUX
cana-5216	43	6	anger	anger	NOUN
cana-5216	43	7	,	,	PUNCT
cana-5216	43	8	disgust	disgust	NOUN
cana-5216	43	9	,	,	PUNCT
cana-5216	43	10	fear	fear	NOUN
cana-5216	43	11	,	,	PUNCT
cana-5216	43	12	pleasure	pleasure	NOUN
cana-5216	43	13	,	,	PUNCT
cana-5216	43	14	sorrow	sorrow	NOUN
cana-5216	43	15	,	,	PUNCT
cana-5216	43	16	and	and	CCONJ
cana-5216	43	17	surprise	surprise	NOUN
cana-5216	43	18	.	.	PUNCT
cana-5216	44	1	we	we	PRON
cana-5216	44	2	achieve	achieve	VERB
cana-5216	44	3	this	this	DET
cana-5216	44	4	classification	classification	NOUN
cana-5216	44	5	by	by	ADP
cana-5216	44	6	extracting	extract	VERB
cana-5216	44	7	physiological	physiological	ADJ
cana-5216	44	8	features	feature	NOUN
cana-5216	44	9	and	and	CCONJ
cana-5216	44	10	applying	apply	VERB
cana-5216	44	11	deep	deep	ADJ
cana-5216	44	12	learning	learning	NOUN
cana-5216	44	13	models	model	NOUN
cana-5216	44	14	to	to	ADP
cana-5216	44	15	eeg	eeg	PROPN
cana-5216	44	16	data	datum	NOUN
cana-5216	44	17	.	.	PUNCT
cana-5216	45	1	this	this	DET
cana-5216	45	2	dataset	dataset	NOUN
cana-5216	45	3	has	have	VERB
cana-5216	45	4	eeg	eeg	NOUN
cana-5216	45	5	,	,	PUNCT
cana-5216	45	6	physiological	physiological	ADJ
cana-5216	45	7	,	,	PUNCT
cana-5216	45	8	and	and	CCONJ
cana-5216	45	9	video	video	NOUN
cana-5216	45	10	signal	signal	NOUN
cana-5216	45	11	analyses	analysis	NOUN
cana-5216	45	12	for	for	ADP
cana-5216	45	13	detecting	detect	VERB
cana-5216	45	14	emotions	emotion	NOUN
cana-5216	45	15	.	.	PUNCT
cana-5216	46	1	according	accord	VERB
cana-5216	46	2	to	to	ADP
cana-5216	46	3	[	[	PUNCT
cana-5216	46	4	6	6	NUM
cana-5216	46	5	]	]	PUNCT
cana-5216	46	6	scientopy	scientopy	NOUN
cana-5216	46	7	is	be	AUX
cana-5216	46	8	used	use	VERB
cana-5216	46	9	by	by	ADP
cana-5216	46	10	the	the	DET
cana-5216	46	11	system	system	NOUN
cana-5216	46	12	to	to	PART
cana-5216	46	13	do	do	VERB
cana-5216	46	14	a	a	DET
cana-5216	46	15	scientometric	scientometric	ADJ
cana-5216	46	16	analysis	analysis	NOUN
cana-5216	46	17	of	of	ADP
cana-5216	46	18	important	important	ADJ
cana-5216	46	19	articles	article	NOUN
cana-5216	46	20	on	on	ADP
cana-5216	46	21	recommendation	recommendation	NOUN
cana-5216	46	22	approaches	approach	NOUN
cana-5216	46	23	that	that	PRON
cana-5216	46	24	come	come	VERB
cana-5216	46	25	from	from	ADP
cana-5216	46	26	scientific	scientific	ADJ
cana-5216	46	27	databases	database	NOUN
cana-5216	46	28	like	like	ADP
cana-5216	46	29	clarivate	clarivate	NOUN
cana-5216	46	30	's	's	PART
cana-5216	46	31	web	web	NOUN
cana-5216	46	32	of	of	ADP
cana-5216	46	33	science	science	NOUN
cana-5216	46	34	and	and	CCONJ
cana-5216	46	35	elsevier	elsevier	PROPN
cana-5216	46	36	's	's	PART
cana-5216	46	37	scopus	scopus	NOUN
cana-5216	46	38	.	.	PUNCT
cana-5216	47	1	the	the	DET
cana-5216	47	2	review	review	NOUN
cana-5216	47	3	highlights	highlight	NOUN
cana-5216	47	4	processes	process	NOUN
cana-5216	47	5	including	include	VERB
cana-5216	47	6	data	datum	NOUN
cana-5216	47	7	collection	collection	NOUN
cana-5216	47	8	,	,	PUNCT
cana-5216	47	9	processing	processing	NOUN
cana-5216	47	10	,	,	PUNCT
cana-5216	47	11	and	and	CCONJ
cana-5216	47	12	feature	feature	NOUN
cana-5216	47	13	extraction	extraction	NOUN
cana-5216	47	14	from	from	ADP
cana-5216	47	15	sensors	sensor	NOUN
cana-5216	47	16	and	and	CCONJ
cana-5216	47	17	wearable	wearable	ADJ
cana-5216	47	18	devices	device	NOUN
cana-5216	47	19	to	to	PART
cana-5216	47	20	evaluate	evaluate	VERB
cana-5216	47	21	emotions	emotion	NOUN
cana-5216	47	22	.	.	PUNCT
cana-5216	48	1	key	key	ADJ
cana-5216	48	2	focus	focus	NOUN
cana-5216	48	3	areas	area	NOUN
cana-5216	48	4	of	of	ADP
cana-5216	48	5	the	the	DET
cana-5216	48	6	study	study	NOUN
cana-5216	48	7	include	include	VERB
cana-5216	48	8	recommender	recommender	NOUN
cana-5216	48	9	systems	system	NOUN
cana-5216	48	10	,	,	PUNCT
cana-5216	48	11	emotion	emotion	NOUN
cana-5216	48	12	detection	detection	NOUN
cana-5216	48	13	,	,	PUNCT
cana-5216	48	14	wearable	wearable	ADJ
cana-5216	48	15	technologies	technology	NOUN
cana-5216	48	16	,	,	PUNCT
cana-5216	48	17	and	and	CCONJ
cana-5216	48	18	machine	machine	NOUN
cana-5216	48	19	learning	learning	NOUN
cana-5216	48	20	.	.	PUNCT
cana-5216	49	1	communications	communication	NOUN
cana-5216	49	2	on	on	ADP
cana-5216	49	3	applied	apply	VERB
cana-5216	49	4	nonlinear	nonlinear	ADJ
cana-5216	49	5	analysis	analysis	NOUN
cana-5216	49	6	issn	issn	NOUN
cana-5216	49	7	:	:	PUNCT
cana-5216	49	8	1074	1074	NUM
cana-5216	49	9	-	-	PUNCT
cana-5216	49	10	133x	133x	NUM
cana-5216	49	11	vol	vol	VERB
cana-5216	49	12	32	32	NUM
cana-5216	49	13	no	no	NOUN
cana-5216	49	14	.	.	PUNCT
cana-5216	50	1	10s	10	NOUN
cana-5216	50	2	(	(	PUNCT
cana-5216	50	3	2025	2025	NUM
cana-5216	50	4	)	)	PUNCT
cana-5216	50	5	1171	1171	NUM
cana-5216	50	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5216	50	7	according	accord	VERB
cana-5216	50	8	to	to	ADP
cana-5216	50	9	[	[	X
cana-5216	50	10	7	7	X
cana-5216	50	11	]	]	PUNCT
cana-5216	50	12	electroencephalography	electroencephalography	NOUN
cana-5216	50	13	can	can	AUX
cana-5216	50	14	quantify	quantify	VERB
cana-5216	50	15	the	the	DET
cana-5216	50	16	alterations	alteration	NOUN
cana-5216	50	17	in	in	ADP
cana-5216	50	18	brain	brain	NOUN
cana-5216	50	19	activity	activity	NOUN
cana-5216	50	20	caused	cause	VERB
cana-5216	50	21	by	by	ADP
cana-5216	50	22	the	the	DET
cana-5216	50	23	listener	listener	NOUN
cana-5216	50	24	's	's	PART
cana-5216	50	25	emotional	emotional	ADJ
cana-5216	50	26	reaction	reaction	NOUN
cana-5216	50	27	to	to	ADP
cana-5216	50	28	music	music	NOUN
cana-5216	50	29	.	.	PUNCT
cana-5216	51	1	a	a	DET
cana-5216	51	2	scoping	scope	VERB
cana-5216	51	3	review	review	NOUN
cana-5216	51	4	identified	identify	VERB
cana-5216	51	5	recent	recent	ADJ
cana-5216	51	6	relevant	relevant	ADJ
cana-5216	51	7	research	research	NOUN
cana-5216	51	8	on	on	ADP
cana-5216	51	9	the	the	DET
cana-5216	51	10	impact	impact	NOUN
cana-5216	51	11	of	of	ADP
cana-5216	51	12	music	music	NOUN
cana-5216	51	13	on	on	ADP
cana-5216	51	14	cerebral	cerebral	ADJ
cana-5216	51	15	activity	activity	NOUN
cana-5216	51	16	and	and	CCONJ
cana-5216	51	17	emotional	emotional	ADJ
cana-5216	51	18	conditions	condition	NOUN
cana-5216	51	19	in	in	ADP
cana-5216	51	20	digital	digital	ADJ
cana-5216	51	21	therapeutic	therapeutic	ADJ
cana-5216	51	22	programs	program	NOUN
cana-5216	51	23	.	.	PUNCT
cana-5216	52	1	we	we	PRON
cana-5216	52	2	found	find	VERB
cana-5216	52	3	6	6	NUM
cana-5216	52	4	relevant	relevant	ADJ
cana-5216	52	5	studies	study	NOUN
cana-5216	52	6	from	from	ADP
cana-5216	52	7	the	the	DET
cana-5216	52	8	585	585	NUM
cana-5216	52	9	publications	publication	NOUN
cana-5216	52	10	that	that	PRON
cana-5216	52	11	met	meet	VERB
cana-5216	52	12	all	all	DET
cana-5216	52	13	the	the	DET
cana-5216	52	14	study	study	NOUN
cana-5216	52	15	's	's	PART
cana-5216	52	16	requirements	requirement	NOUN
cana-5216	52	17	.	.	PUNCT
cana-5216	53	1	according	accord	VERB
cana-5216	53	2	to	to	ADP
cana-5216	53	3	[	[	X
cana-5216	53	4	8	8	NUM
cana-5216	53	5	]	]	PUNCT
cana-5216	53	6	a	a	DET
cana-5216	53	7	brain	brain	NOUN
cana-5216	53	8	-	-	PUNCT
cana-5216	53	9	computer	computer	NOUN
cana-5216	53	10	interface	interface	NOUN
cana-5216	53	11	based	base	VERB
cana-5216	53	12	on	on	ADP
cana-5216	53	13	eeg	eeg	PROPN
cana-5216	53	14	that	that	PRON
cana-5216	53	15	does	do	AUX
cana-5216	53	16	n't	not	PART
cana-5216	53	17	hurt	hurt	VERB
cana-5216	53	18	the	the	DET
cana-5216	53	19	user	user	NOUN
cana-5216	53	20	lets	let	VERB
cana-5216	53	21	them	they	PRON
cana-5216	53	22	control	control	VERB
cana-5216	53	23	a	a	DET
cana-5216	53	24	robotic	robotic	ADJ
cana-5216	53	25	arm	arm	NOUN
cana-5216	53	26	and	and	CCONJ
cana-5216	53	27	reach	reach	VERB
cana-5216	53	28	and	and	CCONJ
cana-5216	53	29	grab	grab	VERB
cana-5216	53	30	multiple	multiple	ADJ
cana-5216	53	31	targets	target	NOUN
cana-5216	53	32	while	while	SCONJ
cana-5216	53	33	getting	get	VERB
cana-5216	53	34	around	around	ADP
cana-5216	53	35	obstacles	obstacle	NOUN
cana-5216	53	36	using	use	VERB
cana-5216	53	37	hybrid	hybrid	ADJ
cana-5216	53	38	control	control	NOUN
cana-5216	53	39	.	.	PUNCT
cana-5216	54	1	six	six	NUM
cana-5216	54	2	individuals	individual	NOUN
cana-5216	54	3	used	use	VERB
cana-5216	54	4	a	a	DET
cana-5216	54	5	hybrid	hybrid	ADJ
cana-5216	54	6	-	-	PUNCT
cana-5216	54	7	control	control	NOUN
cana-5216	54	8	robotic	robotic	ADJ
cana-5216	54	9	arm	arm	NOUN
cana-5216	54	10	device	device	NOUN
cana-5216	54	11	to	to	PART
cana-5216	54	12	do	do	VERB
cana-5216	54	13	the	the	DET
cana-5216	54	14	online	online	ADJ
cana-5216	54	15	activities	activity	NOUN
cana-5216	54	16	.	.	PUNCT
cana-5216	55	1	the	the	DET
cana-5216	55	2	system	system	NOUN
cana-5216	55	3	demonstrates	demonstrate	VERB
cana-5216	55	4	effectiveness	effectiveness	NOUN
cana-5216	55	5	by	by	ADP
cana-5216	55	6	integrating	integrate	VERB
cana-5216	55	7	mi	mi	NOUN
cana-5216	55	8	-	-	PUNCT
cana-5216	55	9	based	base	VERB
cana-5216	55	10	eeg	eeg	NOUN
cana-5216	55	11	,	,	PUNCT
cana-5216	55	12	computer	computer	NOUN
cana-5216	55	13	vision	vision	NOUN
cana-5216	55	14	,	,	PUNCT
cana-5216	55	15	gaze	gaze	NOUN
cana-5216	55	16	tracking	tracking	NOUN
cana-5216	55	17	,	,	PUNCT
cana-5216	55	18	&	&	CCONJ
cana-5216	55	19	semi	semi	ADJ
cana-5216	55	20	-	-	ADJ
cana-5216	55	21	autonomous	autonomous	ADJ
cana-5216	55	22	navigation	navigation	NOUN
cana-5216	55	23	.	.	PUNCT
cana-5216	56	1	this	this	PRON
cana-5216	56	2	makes	make	VERB
cana-5216	56	3	online	online	ADJ
cana-5216	56	4	work	work	NOUN
cana-5216	56	5	much	much	ADV
cana-5216	56	6	more	more	ADV
cana-5216	56	7	accurate	accurate	ADJ
cana-5216	56	8	and	and	CCONJ
cana-5216	56	9	reduces	reduce	VERB
cana-5216	56	10	the	the	DET
cana-5216	56	11	mental	mental	ADJ
cana-5216	56	12	load	load	NOUN
cana-5216	56	13	that	that	PRON
cana-5216	56	14	comes	come	VERB
cana-5216	56	15	with	with	ADP
cana-5216	56	16	long	long	ADJ
cana-5216	56	17	periods	period	NOUN
cana-5216	56	18	of	of	ADP
cana-5216	56	19	mental	mental	ADJ
cana-5216	56	20	work	work	NOUN
cana-5216	56	21	.	.	PUNCT
cana-5216	57	1	according	accord	VERB
cana-5216	57	2	to	to	ADP
cana-5216	57	3	[	[	X
cana-5216	57	4	9	9	NUM
cana-5216	57	5	]	]	PUNCT
cana-5216	57	6	after	after	ADP
cana-5216	57	7	preprocessing	preprocesse	VERB
cana-5216	57	8	,	,	PUNCT
cana-5216	57	9	the	the	DET
cana-5216	57	10	preprocessed	preprocesse	VERB
cana-5216	57	11	data	datum	NOUN
cana-5216	57	12	are	be	AUX
cana-5216	57	13	utilised	utilise	VERB
cana-5216	57	14	to	to	PART
cana-5216	57	15	train	train	VERB
cana-5216	57	16	the	the	DET
cana-5216	57	17	lstm	lstm	PROPN
cana-5216	57	18	network	network	NOUN
cana-5216	57	19	,	,	PUNCT
cana-5216	57	20	and	and	CCONJ
cana-5216	57	21	then	then	ADV
cana-5216	57	22	the	the	DET
cana-5216	57	23	softmax	softmax	NOUN
cana-5216	57	24	function	function	NOUN
cana-5216	57	25	is	be	AUX
cana-5216	57	26	used	use	VERB
cana-5216	57	27	to	to	PART
cana-5216	57	28	categorise	categorise	VERB
cana-5216	57	29	the	the	DET
cana-5216	57	30	input	input	NOUN
cana-5216	57	31	data	datum	NOUN
cana-5216	57	32	into	into	ADP
cana-5216	57	33	normal	normal	ADJ
cana-5216	57	34	and	and	CCONJ
cana-5216	57	35	seizure	seizure	VERB
cana-5216	57	36	data	datum	NOUN
cana-5216	57	37	.	.	PUNCT
cana-5216	58	1	normalization	normalization	NOUN
cana-5216	58	2	of	of	ADP
cana-5216	58	3	eeg	eeg	PROPN
cana-5216	58	4	data	datum	NOUN
cana-5216	58	5	,	,	PUNCT
cana-5216	58	6	application	application	NOUN
cana-5216	58	7	of	of	ADP
cana-5216	58	8	suitable	suitable	ADJ
cana-5216	58	9	filters	filter	NOUN
cana-5216	58	10	to	to	PART
cana-5216	58	11	pick	pick	VERB
cana-5216	58	12	the	the	DET
cana-5216	58	13	useful	useful	ADJ
cana-5216	58	14	sections	section	NOUN
cana-5216	58	15	of	of	ADP
cana-5216	58	16	the	the	DET
cana-5216	58	17	data	datum	NOUN
cana-5216	58	18	,	,	PUNCT
cana-5216	58	19	and	and	CCONJ
cana-5216	58	20	data	datum	NOUN
cana-5216	58	21	management	management	NOUN
cana-5216	58	22	are	be	AUX
cana-5216	58	23	the	the	DET
cana-5216	58	24	three	three	NUM
cana-5216	58	25	phases	phase	NOUN
cana-5216	58	26	of	of	ADP
cana-5216	58	27	preprocessing	preprocesse	VERB
cana-5216	58	28	.	.	PUNCT
cana-5216	59	1	the	the	DET
cana-5216	59	2	normalisation	normalisation	NOUN
cana-5216	59	3	of	of	ADP
cana-5216	59	4	eeg	eeg	PROPN
cana-5216	59	5	data	datum	NOUN
cana-5216	59	6	,	,	PUNCT
cana-5216	59	7	the	the	DET
cana-5216	59	8	use	use	NOUN
cana-5216	59	9	of	of	ADP
cana-5216	59	10	suitable	suitable	ADJ
cana-5216	59	11	filters	filter	NOUN
cana-5216	59	12	to	to	PART
cana-5216	59	13	pick	pick	VERB
cana-5216	59	14	the	the	DET
cana-5216	59	15	important	important	ADJ
cana-5216	59	16	sections	section	NOUN
cana-5216	59	17	of	of	ADP
cana-5216	59	18	the	the	DET
cana-5216	59	19	data	datum	NOUN
cana-5216	59	20	,	,	PUNCT
cana-5216	59	21	and	and	CCONJ
cana-5216	59	22	data	datum	NOUN
cana-5216	59	23	management	management	NOUN
cana-5216	59	24	are	be	AUX
cana-5216	59	25	the	the	DET
cana-5216	59	26	three	three	NUM
cana-5216	59	27	phases	phase	NOUN
cana-5216	59	28	of	of	ADP
cana-5216	59	29	preprocessing	preprocesse	VERB
cana-5216	59	30	.	.	PUNCT
cana-5216	60	1	after	after	ADP
cana-5216	60	2	preprocessing	preprocesse	VERB
cana-5216	60	3	,	,	PUNCT
cana-5216	60	4	the	the	DET
cana-5216	60	5	preprocessed	preprocesse	VERB
cana-5216	60	6	data	datum	NOUN
cana-5216	60	7	are	be	AUX
cana-5216	60	8	utilised	utilise	VERB
cana-5216	60	9	to	to	PART
cana-5216	60	10	train	train	VERB
cana-5216	60	11	the	the	DET
cana-5216	60	12	lstm	lstm	PROPN
cana-5216	60	13	network	network	NOUN
cana-5216	60	14	,	,	PUNCT
cana-5216	60	15	which	which	PRON
cana-5216	60	16	is	be	AUX
cana-5216	60	17	then	then	ADV
cana-5216	60	18	used	use	VERB
cana-5216	60	19	to	to	PART
cana-5216	60	20	categorise	categorise	VERB
cana-5216	60	21	the	the	DET
cana-5216	60	22	input	input	NOUN
cana-5216	60	23	data	datum	NOUN
cana-5216	60	24	into	into	ADP
cana-5216	60	25	normal	normal	ADJ
cana-5216	60	26	and	and	CCONJ
cana-5216	60	27	seizure	seizure	VERB
cana-5216	60	28	data	datum	NOUN
cana-5216	60	29	using	use	VERB
cana-5216	60	30	the	the	DET
cana-5216	60	31	softmax	softmax	NOUN
cana-5216	60	32	function	function	NOUN
cana-5216	60	33	.	.	PUNCT
cana-5216	61	1	according	accord	VERB
cana-5216	61	2	to	to	ADP
cana-5216	61	3	[	[	X
cana-5216	61	4	10	10	NUM
cana-5216	61	5	]	]	PUNCT
cana-5216	61	6	they	they	PRON
cana-5216	61	7	get	get	VERB
cana-5216	61	8	the	the	DET
cana-5216	61	9	data	datum	NOUN
cana-5216	61	10	from	from	ADP
cana-5216	61	11	the	the	DET
cana-5216	61	12	user	user	NOUN
cana-5216	61	13	’s	’s	PART
cana-5216	61	14	text	text	NOUN
cana-5216	61	15	on	on	ADP
cana-5216	61	16	social	social	ADJ
cana-5216	61	17	media	medium	NOUN
cana-5216	61	18	using	use	VERB
cana-5216	61	19	an	an	DET
cana-5216	61	20	iot	iot	NOUN
cana-5216	61	21	.	.	PUNCT
cana-5216	62	1	the	the	DET
cana-5216	62	2	text	text	NOUN
cana-5216	62	3	data	datum	NOUN
cana-5216	62	4	will	will	AUX
cana-5216	62	5	be	be	AUX
cana-5216	62	6	analyzed	analyze	VERB
cana-5216	62	7	for	for	ADP
cana-5216	62	8	emotion	emotion	NOUN
cana-5216	62	9	detection	detection	NOUN
cana-5216	62	10	.	.	PUNCT
cana-5216	63	1	they	they	PRON
cana-5216	63	2	offered	offer	VERB
cana-5216	63	3	two	two	NUM
cana-5216	63	4	approaches	approach	NOUN
cana-5216	63	5	for	for	ADP
cana-5216	63	6	music	music	NOUN
cana-5216	63	7	suggestion	suggestion	NOUN
cana-5216	63	8	after	after	SCONJ
cana-5216	63	9	emotion	emotion	NOUN
cana-5216	63	10	was	be	AUX
cana-5216	63	11	identified	identify	VERB
cana-5216	63	12	.	.	PUNCT
cana-5216	64	1	the	the	DET
cana-5216	64	2	first	first	ADJ
cana-5216	64	3	strategy	strategy	NOUN
cana-5216	64	4	is	be	AUX
cana-5216	64	5	an	an	DET
cana-5216	64	6	expert	expert	NOUN
cana-5216	64	7	-	-	PUNCT
cana-5216	64	8	based	base	VERB
cana-5216	64	9	approach	approach	NOUN
cana-5216	64	10	,	,	PUNCT
cana-5216	64	11	in	in	ADP
cana-5216	64	12	which	which	PRON
cana-5216	64	13	certain	certain	ADJ
cana-5216	64	14	experts	expert	NOUN
cana-5216	64	15	are	be	AUX
cana-5216	64	16	used	use	VERB
cana-5216	64	17	to	to	PART
cana-5216	64	18	distribute	distribute	VERB
cana-5216	64	19	music	music	NOUN
cana-5216	64	20	depending	depend	VERB
cana-5216	64	21	on	on	ADP
cana-5216	64	22	emotion	emotion	NOUN
cana-5216	64	23	.	.	PUNCT
cana-5216	65	1	the	the	DET
cana-5216	65	2	second	second	ADJ
cana-5216	65	3	technique	technique	NOUN
cana-5216	65	4	is	be	AUX
cana-5216	65	5	a	a	DET
cana-5216	65	6	feature	feature	NOUN
cana-5216	65	7	-	-	PUNCT
cana-5216	65	8	based	base	VERB
cana-5216	65	9	strategy	strategy	NOUN
cana-5216	65	10	,	,	PUNCT
cana-5216	65	11	which	which	PRON
cana-5216	65	12	does	do	AUX
cana-5216	65	13	not	not	PART
cana-5216	65	14	need	need	VERB
cana-5216	65	15	the	the	DET
cana-5216	65	16	assistance	assistance	NOUN
cana-5216	65	17	of	of	ADP
cana-5216	65	18	an	an	DET
cana-5216	65	19	expert	expert	NOUN
cana-5216	65	20	.	.	PUNCT
cana-5216	66	1	they	they	PRON
cana-5216	66	2	employ	employ	VERB
cana-5216	66	3	music	music	NOUN
cana-5216	66	4	’s	’s	PART
cana-5216	66	5	rhythm	rhythm	NOUN
cana-5216	66	6	and	and	CCONJ
cana-5216	66	7	articulation	articulation	NOUN
cana-5216	66	8	to	to	PART
cana-5216	66	9	distribute	distribute	VERB
cana-5216	66	10	songs	song	NOUN
cana-5216	66	11	according	accord	VERB
cana-5216	66	12	to	to	ADP
cana-5216	66	13	emotion	emotion	NOUN
cana-5216	66	14	.	.	PUNCT
cana-5216	67	1	for	for	ADP
cana-5216	67	2	the	the	DET
cana-5216	67	3	music	music	NOUN
cana-5216	67	4	suggestion	suggestion	NOUN
cana-5216	67	5	,	,	PUNCT
cana-5216	67	6	they	they	PRON
cana-5216	67	7	devised	devise	VERB
cana-5216	67	8	a	a	DET
cana-5216	67	9	feedback	feedback	NOUN
cana-5216	67	10	mechanism	mechanism	NOUN
cana-5216	67	11	.	.	PUNCT
cana-5216	68	1	as	as	ADP
cana-5216	68	2	a	a	DET
cana-5216	68	3	result	result	NOUN
cana-5216	68	4	,	,	PUNCT
cana-5216	68	5	the	the	DET
cana-5216	68	6	algorithm	algorithm	NOUN
cana-5216	68	7	will	will	AUX
cana-5216	68	8	provide	provide	VERB
cana-5216	68	9	music	music	NOUN
cana-5216	68	10	recommendations	recommendation	NOUN
cana-5216	68	11	based	base	VERB
cana-5216	68	12	on	on	ADP
cana-5216	68	13	user	user	NOUN
cana-5216	68	14	response	response	NOUN
cana-5216	68	15	.	.	PUNCT
cana-5216	69	1	iii	iii	X
cana-5216	69	2	.	.	PROPN
cana-5216	69	3	proposed	propose	VERB
cana-5216	69	4	system	system	NOUN
cana-5216	69	5	design	design	NOUN
cana-5216	69	6	in	in	ADP
cana-5216	69	7	the	the	DET
cana-5216	69	8	proposed	propose	VERB
cana-5216	69	9	research	research	NOUN
cana-5216	69	10	work	work	NOUN
cana-5216	69	11	,	,	PUNCT
cana-5216	69	12	evaluate	evaluate	VERB
cana-5216	69	13	the	the	DET
cana-5216	69	14	entire	entire	ADJ
cana-5216	69	15	system	system	NOUN
cana-5216	69	16	using	use	VERB
cana-5216	69	17	supervised	supervised	ADJ
cana-5216	69	18	learning	learning	NOUN
cana-5216	69	19	algorithms	algorithm	NOUN
cana-5216	69	20	and	and	CCONJ
cana-5216	69	21	first	first	ADV
cana-5216	69	22	collect	collect	VERB
cana-5216	69	23	data	datum	NOUN
cana-5216	69	24	from	from	ADP
cana-5216	69	25	the	the	DET
cana-5216	69	26	emotic	emotic	ADJ
cana-5216	69	27	dataset	dataset	NOUN
cana-5216	69	28	.	.	PUNCT
cana-5216	70	1	in	in	ADP
cana-5216	70	2	order	order	NOUN
cana-5216	70	3	to	to	PART
cana-5216	70	4	extract	extract	VERB
cana-5216	70	5	various	various	ADJ
cana-5216	70	6	features	feature	NOUN
cana-5216	70	7	from	from	ADP
cana-5216	70	8	inputs	input	NOUN
cana-5216	70	9	,	,	PUNCT
cana-5216	70	10	the	the	DET
cana-5216	70	11	cnn	cnn	PROPN
cana-5216	70	12	algorithm	algorithm	NOUN
cana-5216	70	13	sets	set	VERB
cana-5216	70	14	and	and	CCONJ
cana-5216	70	15	generates	generate	VERB
cana-5216	70	16	the	the	DET
cana-5216	70	17	trained	train	VERB
cana-5216	70	18	model	model	NOUN
cana-5216	70	19	appropriately	appropriately	ADV
cana-5216	70	20	.	.	PUNCT
cana-5216	71	1	in	in	ADP
cana-5216	71	2	the	the	DET
cana-5216	71	3	testing	testing	NOUN
cana-5216	71	4	system	system	NOUN
cana-5216	71	5	,	,	PUNCT
cana-5216	71	6	classify	classify	VERB
cana-5216	71	7	each	each	DET
cana-5216	71	8	input	input	NOUN
cana-5216	71	9	emotic	emotic	ADJ
cana-5216	71	10	dataset	dataset	NOUN
cana-5216	71	11	with	with	ADP
cana-5216	71	12	the	the	DET
cana-5216	71	13	appropriate	appropriate	ADJ
cana-5216	71	14	labels	label	NOUN
cana-5216	71	15	and	and	CCONJ
cana-5216	71	16	show	show	VERB
cana-5216	71	17	the	the	DET
cana-5216	71	18	system	system	NOUN
cana-5216	71	19	's	's	PART
cana-5216	71	20	efficiency	efficiency	NOUN
cana-5216	71	21	.	.	PUNCT
cana-5216	72	1	feature	feature	NOUN
cana-5216	72	2	extraction	extraction	NOUN
cana-5216	72	3	aims	aim	VERB
cana-5216	72	4	to	to	PART
cana-5216	72	5	reduce	reduce	VERB
cana-5216	72	6	the	the	DET
cana-5216	72	7	amount	amount	NOUN
cana-5216	72	8	of	of	ADP
cana-5216	72	9	features	feature	NOUN
cana-5216	72	10	in	in	ADP
cana-5216	72	11	a	a	DET
cana-5216	72	12	dataset	dataset	NOUN
cana-5216	72	13	by	by	ADP
cana-5216	72	14	generating	generate	VERB
cana-5216	72	15	new	new	ADJ
cana-5216	72	16	features	feature	NOUN
cana-5216	72	17	from	from	ADP
cana-5216	72	18	existing	exist	VERB
cana-5216	72	19	features	feature	NOUN
cana-5216	72	20	.	.	PUNCT
cana-5216	73	1	in	in	ADP
cana-5216	73	2	the	the	DET
cana-5216	73	3	development	development	NOUN
cana-5216	73	4	of	of	ADP
cana-5216	73	5	a	a	DET
cana-5216	73	6	predictive	predictive	ADJ
cana-5216	73	7	model	model	NOUN
cana-5216	73	8	,	,	PUNCT
cana-5216	73	9	feature	feature	NOUN
cana-5216	73	10	selection	selection	NOUN
cana-5216	73	11	entails	entail	VERB
cana-5216	73	12	minimizing	minimize	VERB
cana-5216	73	13	the	the	DET
cana-5216	73	14	quantity	quantity	NOUN
cana-5216	73	15	of	of	ADP
cana-5216	73	16	input	input	NOUN
cana-5216	73	17	variables	variable	NOUN
cana-5216	73	18	.	.	PUNCT
cana-5216	74	1	we	we	PRON
cana-5216	74	2	can	can	AUX
cana-5216	74	3	classify	classify	VERB
cana-5216	74	4	both	both	CCONJ
cana-5216	74	5	structured	structured	ADJ
cana-5216	74	6	and	and	CCONJ
cana-5216	74	7	unstructured	unstructured	ADJ
cana-5216	74	8	data	datum	NOUN
cana-5216	74	9	,	,	PUNCT
cana-5216	74	10	dividing	divide	VERB
cana-5216	74	11	a	a	DET
cana-5216	74	12	given	give	VERB
cana-5216	74	13	dataset	dataset	NOUN
cana-5216	74	14	into	into	ADP
cana-5216	74	15	multiple	multiple	ADJ
cana-5216	74	16	categories	category	NOUN
cana-5216	74	17	.	.	PUNCT
cana-5216	75	1	communications	communication	NOUN
cana-5216	75	2	on	on	ADP
cana-5216	75	3	applied	apply	VERB
cana-5216	75	4	nonlinear	nonlinear	ADJ
cana-5216	75	5	analysis	analysis	NOUN
cana-5216	75	6	issn	issn	NOUN
cana-5216	75	7	:	:	PUNCT
cana-5216	75	8	1074	1074	NUM
cana-5216	75	9	-	-	PUNCT
cana-5216	75	10	133x	133x	NUM
cana-5216	75	11	vol	vol	VERB
cana-5216	75	12	32	32	NUM
cana-5216	75	13	no	no	NOUN
cana-5216	75	14	.	.	PUNCT
cana-5216	76	1	10s	10	NOUN
cana-5216	76	2	(	(	PUNCT
cana-5216	76	3	2025	2025	NUM
cana-5216	76	4	)	)	PUNCT
cana-5216	76	5	1172	1172	NUM
cana-5216	76	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5216	76	7	figure	figure	NOUN
cana-5216	76	8	1	1	NUM
cana-5216	76	9	:	:	PUNCT
cana-5216	76	10	proposed	propose	VERB
cana-5216	76	11	system	system	NOUN
cana-5216	76	12	design	design	NOUN
cana-5216	76	13	implement	implement	NOUN
cana-5216	76	14	module	module	NOUN
cana-5216	76	15	dataset	dataset	NOUN
cana-5216	76	16	description	description	NOUN
cana-5216	76	17	:	:	PUNCT
cana-5216	76	18	•	•	ADP
cana-5216	76	19	provide	provide	VERB
cana-5216	76	20	a	a	DET
cana-5216	76	21	complete	complete	ADJ
cana-5216	76	22	description	description	NOUN
cana-5216	76	23	of	of	ADP
cana-5216	76	24	the	the	DET
cana-5216	76	25	emotic	emotic	ADJ
cana-5216	76	26	dataset	dataset	NOUN
cana-5216	76	27	,	,	PUNCT
cana-5216	76	28	including	include	VERB
cana-5216	76	29	the	the	DET
cana-5216	76	30	types	type	NOUN
cana-5216	76	31	of	of	ADP
cana-5216	76	32	images	image	NOUN
cana-5216	76	33	,	,	PUNCT
cana-5216	76	34	emotion	emotion	NOUN
cana-5216	76	35	categories	category	NOUN
cana-5216	76	36	,	,	PUNCT
cana-5216	76	37	and	and	CCONJ
cana-5216	76	38	contextual	contextual	ADJ
cana-5216	76	39	labels	label	NOUN
cana-5216	76	40	.	.	PUNCT
cana-5216	77	1	•	•	NUM
cana-5216	77	2	discuss	discuss	VERB
cana-5216	77	3	any	any	DET
cana-5216	77	4	data	datum	NOUN
cana-5216	77	5	preprocessing	preprocesse	VERB
cana-5216	77	6	steps	step	NOUN
cana-5216	77	7	taken	take	VERB
cana-5216	77	8	to	to	PART
cana-5216	77	9	get	get	VERB
cana-5216	77	10	ready	ready	ADJ
cana-5216	77	11	the	the	DET
cana-5216	77	12	dataset	dataset	NOUN
cana-5216	77	13	for	for	ADP
cana-5216	77	14	model	model	NOUN
cana-5216	77	15	training	training	NOUN
cana-5216	77	16	.	.	PUNCT
cana-5216	78	1	feature	feature	NOUN
cana-5216	78	2	extraction	extraction	NOUN
cana-5216	78	3	:	:	PUNCT
cana-5216	78	4	•	•	NUM
cana-5216	78	5	outline	outline	NOUN
cana-5216	78	6	the	the	DET
cana-5216	78	7	features	feature	NOUN
cana-5216	78	8	extracted	extract	VERB
cana-5216	78	9	from	from	ADP
cana-5216	78	10	images	image	NOUN
cana-5216	78	11	,	,	PUNCT
cana-5216	78	12	including	include	VERB
cana-5216	78	13	both	both	DET
cana-5216	78	14	visual	visual	ADJ
cana-5216	78	15	features	feature	NOUN
cana-5216	78	16	(	(	PUNCT
cana-5216	78	17	e.g.	e.g.	ADV
cana-5216	78	18	,	,	PUNCT
cana-5216	78	19	facial	facial	ADJ
cana-5216	78	20	expressions	expression	NOUN
cana-5216	78	21	,	,	PUNCT
cana-5216	78	22	body	body	NOUN
cana-5216	78	23	language	language	NOUN
cana-5216	78	24	)	)	PUNCT
cana-5216	78	25	and	and	CCONJ
cana-5216	78	26	contextual	contextual	ADJ
cana-5216	78	27	features	feature	NOUN
cana-5216	78	28	(	(	PUNCT
cana-5216	78	29	e.g.	e.g.	ADV
cana-5216	78	30	,	,	PUNCT
cana-5216	78	31	background	background	NOUN
cana-5216	78	32	,	,	PUNCT
cana-5216	78	33	objects	object	NOUN
cana-5216	78	34	)	)	PUNCT
cana-5216	78	35	.	.	PUNCT
cana-5216	79	1	•	•	NOUN
cana-5216	79	2	various	various	ADJ
cana-5216	79	3	feature	feature	NOUN
cana-5216	79	4	descriptors	descriptor	NOUN
cana-5216	79	5	such	such	ADJ
cana-5216	79	6	as	as	ADP
cana-5216	79	7	local	local	ADJ
cana-5216	79	8	binary	binary	ADJ
cana-5216	79	9	patterns	pattern	NOUN
cana-5216	79	10	(	(	PUNCT
cana-5216	79	11	lbp	lbp	PROPN
cana-5216	79	12	)	)	PUNCT
cana-5216	79	13	,	,	PUNCT
cana-5216	79	14	histogram	histogram	NOUN
cana-5216	79	15	of	of	ADP
cana-5216	79	16	oriented	orient	VERB
cana-5216	79	17	gradients	gradient	NOUN
cana-5216	79	18	(	(	PUNCT
cana-5216	79	19	hog	hog	NOUN
cana-5216	79	20	)	)	PUNCT
cana-5216	79	21	,	,	PUNCT
cana-5216	79	22	or	or	CCONJ
cana-5216	79	23	deep	deep	ADJ
cana-5216	79	24	features	feature	NOUN
cana-5216	79	25	extracted	extract	VERB
cana-5216	79	26	from	from	ADP
cana-5216	79	27	pre	pre	ADJ
cana-5216	79	28	-	-	ADJ
cana-5216	79	29	trained	train	VERB
cana-5216	79	30	cnns	cnn	NOUN
cana-5216	79	31	like	like	ADP
cana-5216	79	32	vgg	vgg	NOUN
cana-5216	79	33	-	-	PUNCT
cana-5216	79	34	face	face	NOUN
cana-5216	79	35	or	or	CCONJ
cana-5216	79	36	resnet	resnet	NOUN
cana-5216	79	37	are	be	AUX
cana-5216	79	38	used	use	VERB
cana-5216	79	39	to	to	PART
cana-5216	79	40	capture	capture	VERB
cana-5216	79	41	the	the	DET
cana-5216	79	42	intricate	intricate	ADJ
cana-5216	79	43	details	detail	NOUN
cana-5216	79	44	of	of	ADP
cana-5216	79	45	facial	facial	ADJ
cana-5216	79	46	expressions	expression	NOUN
cana-5216	79	47	.	.	PUNCT
cana-5216	80	1	validation	validation	NOUN
cana-5216	80	2	&	&	CCONJ
cana-5216	80	3	training	training	NOUN
cana-5216	80	4	:	:	PUNCT
cana-5216	80	5	•	•	NOUN
cana-5216	80	6	describe	describe	VERB
cana-5216	80	7	the	the	DET
cana-5216	80	8	training	training	NOUN
cana-5216	80	9	process	process	NOUN
cana-5216	80	10	,	,	PUNCT
cana-5216	80	11	including	include	VERB
cana-5216	80	12	any	any	DET
cana-5216	80	13	techniques	technique	NOUN
cana-5216	80	14	used	use	VERB
cana-5216	80	15	to	to	PART
cana-5216	80	16	optimize	optimize	VERB
cana-5216	80	17	the	the	DET
cana-5216	80	18	model	model	NOUN
cana-5216	80	19	’s	’s	PART
cana-5216	80	20	performance	performance	NOUN
cana-5216	80	21	.	.	PUNCT
cana-5216	81	1	•	•	NUM
cana-5216	81	2	discuss	discuss	VERB
cana-5216	81	3	the	the	DET
cana-5216	81	4	validation	validation	NOUN
cana-5216	81	5	methods	method	NOUN
cana-5216	81	6	and	and	CCONJ
cana-5216	81	7	metrics	metric	NOUN
cana-5216	81	8	used	use	VERB
cana-5216	81	9	to	to	PART
cana-5216	81	10	evaluate	evaluate	VERB
cana-5216	81	11	the	the	DET
cana-5216	81	12	model	model	NOUN
cana-5216	81	13	.	.	PUNCT
cana-5216	82	1	classification	classification	NOUN
cana-5216	82	2	describe	describe	VERB
cana-5216	82	3	the	the	DET
cana-5216	82	4	deep	deep	ADJ
cana-5216	82	5	learning	learning	NOUN
cana-5216	82	6	model	model	NOUN
cana-5216	82	7	used	use	VERB
cana-5216	82	8	for	for	ADP
cana-5216	82	9	emotion	emotion	NOUN
cana-5216	82	10	recognition	recognition	NOUN
cana-5216	82	11	,	,	PUNCT
cana-5216	82	12	such	such	ADJ
cana-5216	82	13	as	as	ADP
cana-5216	82	14	cnns	cnn	NOUN
cana-5216	82	15	or	or	CCONJ
cana-5216	82	16	transformers	transformer	NOUN
cana-5216	82	17	.	.	PUNCT
cana-5216	83	1	explain	explain	VERB
cana-5216	83	2	how	how	SCONJ
cana-5216	83	3	the	the	DET
cana-5216	83	4	model	model	NOUN
cana-5216	83	5	integrates	integrate	VERB
cana-5216	83	6	both	both	CCONJ
cana-5216	83	7	facial	facial	ADJ
cana-5216	83	8	and	and	CCONJ
cana-5216	83	9	contextual	contextual	ADJ
cana-5216	83	10	features	feature	NOUN
cana-5216	83	11	to	to	PART
cana-5216	83	12	make	make	VERB
cana-5216	83	13	emotion	emotion	NOUN
cana-5216	83	14	predictions	prediction	NOUN
cana-5216	83	15	.	.	PUNCT
cana-5216	84	1	we	we	PRON
cana-5216	84	2	frame	frame	VERB
cana-5216	84	3	emotion	emotion	NOUN
cana-5216	84	4	recognition	recognition	NOUN
cana-5216	84	5	as	as	ADP
cana-5216	84	6	a	a	DET
cana-5216	84	7	multi	multi	ADJ
cana-5216	84	8	-	-	ADJ
cana-5216	84	9	label	label	ADJ
cana-5216	84	10	classification	classification	NOUN
cana-5216	84	11	problem	problem	NOUN
cana-5216	84	12	.	.	PUNCT
cana-5216	85	1	based	base	VERB
cana-5216	85	2	on	on	ADP
cana-5216	85	3	both	both	CCONJ
cana-5216	85	4	facial	facial	ADJ
cana-5216	85	5	expressions	expression	NOUN
cana-5216	85	6	and	and	CCONJ
cana-5216	85	7	contextual	contextual	ADJ
cana-5216	85	8	cues	cue	NOUN
cana-5216	85	9	,	,	PUNCT
cana-5216	85	10	the	the	DET
cana-5216	85	11	emotic	emotic	ADJ
cana-5216	85	12	dataset	dataset	NOUN
cana-5216	85	13	classifies	classify	VERB
cana-5216	85	14	each	each	DET
cana-5216	85	15	image	image	NOUN
cana-5216	85	16	into	into	ADP
cana-5216	85	17	one	one	NUM
cana-5216	85	18	or	or	CCONJ
cana-5216	85	19	more	more	ADJ
cana-5216	85	20	of	of	ADP
cana-5216	85	21	several	several	ADJ
cana-5216	85	22	predefined	predefine	VERB
cana-5216	85	23	emotion	emotion	NOUN
cana-5216	85	24	categories	category	NOUN
cana-5216	85	25	.	.	PUNCT
cana-5216	86	1	the	the	DET
cana-5216	86	2	emotic	emotic	ADJ
cana-5216	86	3	dataset	dataset	NOUN
cana-5216	86	4	includes	include	VERB
cana-5216	86	5	a	a	DET
cana-5216	86	6	variety	variety	NOUN
cana-5216	86	7	of	of	ADP
cana-5216	86	8	emotion	emotion	NOUN
cana-5216	86	9	communications	communication	NOUN
cana-5216	86	10	on	on	ADP
cana-5216	86	11	applied	apply	VERB
cana-5216	86	12	nonlinear	nonlinear	ADJ
cana-5216	86	13	analysis	analysis	NOUN
cana-5216	86	14	issn	issn	NOUN
cana-5216	86	15	:	:	PUNCT
cana-5216	86	16	1074	1074	NUM
cana-5216	86	17	-	-	PUNCT
cana-5216	86	18	133x	133x	NUM
cana-5216	86	19	vol	vol	VERB
cana-5216	86	20	32	32	NUM
cana-5216	86	21	no	no	NOUN
cana-5216	86	22	.	.	PUNCT
cana-5216	87	1	10s	10	NOUN
cana-5216	87	2	(	(	PUNCT
cana-5216	87	3	2025	2025	NUM
cana-5216	87	4	)	)	PUNCT
cana-5216	87	5	1173	1173	NUM
cana-5216	87	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5216	87	7	categories	category	NOUN
cana-5216	87	8	,	,	PUNCT
cana-5216	87	9	such	such	ADJ
cana-5216	87	10	as	as	ADP
cana-5216	87	11	fear	fear	NOUN
cana-5216	87	12	,	,	PUNCT
cana-5216	87	13	surprise	surprise	NOUN
cana-5216	87	14	,	,	PUNCT
cana-5216	87	15	rage	rage	NOUN
cana-5216	87	16	,	,	PUNCT
cana-5216	87	17	sorrow	sorrow	NOUN
cana-5216	87	18	,	,	PUNCT
cana-5216	87	19	and	and	CCONJ
cana-5216	87	20	happiness	happiness	NOUN
cana-5216	87	21	.	.	PUNCT
cana-5216	88	1	each	each	DET
cana-5216	88	2	image	image	NOUN
cana-5216	88	3	may	may	AUX
cana-5216	88	4	exhibit	exhibit	VERB
cana-5216	88	5	multiple	multiple	ADJ
cana-5216	88	6	emotions	emotion	NOUN
cana-5216	88	7	simultaneously	simultaneously	ADV
cana-5216	88	8	,	,	PUNCT
cana-5216	88	9	reflecting	reflect	VERB
cana-5216	88	10	the	the	DET
cana-5216	88	11	complexity	complexity	NOUN
cana-5216	88	12	of	of	ADP
cana-5216	88	13	human	human	ADJ
cana-5216	88	14	emotional	emotional	ADJ
cana-5216	88	15	states	state	NOUN
cana-5216	88	16	.	.	PUNCT
cana-5216	89	1	in	in	ADP
cana-5216	89	2	addition	addition	NOUN
cana-5216	89	3	to	to	ADP
cana-5216	89	4	facial	facial	ADJ
cana-5216	89	5	expressions	expression	NOUN
cana-5216	89	6	,	,	PUNCT
cana-5216	89	7	the	the	DET
cana-5216	89	8	classification	classification	NOUN
cana-5216	89	9	model	model	NOUN
cana-5216	89	10	considers	consider	VERB
cana-5216	89	11	contextual	contextual	ADJ
cana-5216	89	12	information	information	NOUN
cana-5216	89	13	present	present	ADJ
cana-5216	89	14	in	in	ADP
cana-5216	89	15	the	the	DET
cana-5216	89	16	image	image	NOUN
cana-5216	89	17	,	,	PUNCT
cana-5216	89	18	such	such	ADJ
cana-5216	89	19	as	as	ADP
cana-5216	89	20	the	the	DET
cana-5216	89	21	surrounding	surround	VERB
cana-5216	89	22	environment	environment	NOUN
cana-5216	89	23	,	,	PUNCT
cana-5216	89	24	objects	object	NOUN
cana-5216	89	25	,	,	PUNCT
cana-5216	89	26	and	and	CCONJ
cana-5216	89	27	other	other	ADJ
cana-5216	89	28	people	people	NOUN
cana-5216	89	29	,	,	PUNCT
cana-5216	89	30	which	which	PRON
cana-5216	89	31	can	can	AUX
cana-5216	89	32	significantly	significantly	ADV
cana-5216	89	33	influence	influence	VERB
cana-5216	89	34	the	the	DET
cana-5216	89	35	perceived	perceive	VERB
cana-5216	89	36	emotion	emotion	NOUN
cana-5216	89	37	.	.	PUNCT
cana-5216	90	1	the	the	DET
cana-5216	90	2	proposed	propose	VERB
cana-5216	90	3	model	model	NOUN
cana-5216	90	4	employs	employ	VERB
cana-5216	90	5	deep	deep	ADJ
cana-5216	90	6	learning	learning	NOUN
cana-5216	90	7	techniques	technique	NOUN
cana-5216	90	8	,	,	PUNCT
cana-5216	90	9	such	such	ADJ
cana-5216	90	10	as	as	ADP
cana-5216	90	11	cnns	cnns	NOUN
cana-5216	90	12	or	or	CCONJ
cana-5216	90	13	transformer	transformer	NOUN
cana-5216	90	14	-	-	PUNCT
cana-5216	90	15	based	base	VERB
cana-5216	90	16	models	model	NOUN
cana-5216	90	17	,	,	PUNCT
cana-5216	90	18	to	to	PART
cana-5216	90	19	extract	extract	VERB
cana-5216	90	20	features	feature	NOUN
cana-5216	90	21	from	from	ADP
cana-5216	90	22	both	both	CCONJ
cana-5216	90	23	the	the	DET
cana-5216	90	24	subject	subject	NOUN
cana-5216	90	25	's	's	PART
cana-5216	90	26	facial	facial	ADJ
cana-5216	90	27	expressions	expression	NOUN
cana-5216	90	28	and	and	CCONJ
cana-5216	90	29	the	the	DET
cana-5216	90	30	context	context	NOUN
cana-5216	90	31	.	.	PUNCT
cana-5216	91	1	we	we	PRON
cana-5216	91	2	then	then	ADV
cana-5216	91	3	use	use	VERB
cana-5216	91	4	these	these	DET
cana-5216	91	5	features	feature	NOUN
cana-5216	91	6	to	to	PART
cana-5216	91	7	classify	classify	VERB
cana-5216	91	8	the	the	DET
cana-5216	91	9	image	image	NOUN
cana-5216	91	10	into	into	ADP
cana-5216	91	11	the	the	DET
cana-5216	91	12	relevant	relevant	ADJ
cana-5216	91	13	emotion	emotion	NOUN
cana-5216	91	14	categories	category	NOUN
cana-5216	91	15	.	.	PUNCT
cana-5216	92	1	evaluation	evaluation	NOUN
cana-5216	92	2	metrics	metric	NOUN
cana-5216	92	3	:	:	PUNCT
cana-5216	92	4	we	we	PRON
cana-5216	92	5	use	use	VERB
cana-5216	92	6	measures	measure	NOUN
cana-5216	92	7	such	such	ADJ
cana-5216	92	8	as	as	ADP
cana-5216	92	9	accuracy	accuracy	NOUN
cana-5216	92	10	,	,	PUNCT
cana-5216	92	11	precision	precision	NOUN
cana-5216	92	12	,	,	PUNCT
cana-5216	92	13	recall	recall	NOUN
cana-5216	92	14	,	,	PUNCT
cana-5216	92	15	f1	f1	NOUN
cana-5216	92	16	-	-	PUNCT
cana-5216	92	17	score	score	NOUN
cana-5216	92	18	,	,	PUNCT
cana-5216	92	19	and	and	CCONJ
cana-5216	92	20	the	the	DET
cana-5216	92	21	area	area	NOUN
cana-5216	92	22	under	under	ADP
cana-5216	92	23	the	the	DET
cana-5216	92	24	roc	roc	PROPN
cana-5216	92	25	curve	curve	NOUN
cana-5216	92	26	(	(	PUNCT
cana-5216	92	27	auc	auc	NOUN
cana-5216	92	28	)	)	PUNCT
cana-5216	92	29	to	to	PART
cana-5216	92	30	assess	assess	VERB
cana-5216	92	31	the	the	DET
cana-5216	92	32	classification	classification	NOUN
cana-5216	92	33	model	model	NOUN
cana-5216	92	34	's	's	PART
cana-5216	92	35	performance	performance	NOUN
cana-5216	92	36	.	.	PUNCT
cana-5216	93	1	special	special	ADJ
cana-5216	93	2	attention	attention	NOUN
cana-5216	93	3	is	be	AUX
cana-5216	93	4	given	give	VERB
cana-5216	93	5	to	to	ADP
cana-5216	93	6	how	how	SCONJ
cana-5216	93	7	well	well	ADV
cana-5216	93	8	the	the	DET
cana-5216	93	9	model	model	NOUN
cana-5216	93	10	handles	handle	VERB
cana-5216	93	11	the	the	DET
cana-5216	93	12	multi	multi	ADJ
cana-5216	93	13	-	-	ADJ
cana-5216	93	14	label	label	ADJ
cana-5216	93	15	nature	nature	NOUN
cana-5216	93	16	of	of	ADP
cana-5216	93	17	the	the	DET
cana-5216	93	18	problem	problem	NOUN
cana-5216	93	19	and	and	CCONJ
cana-5216	93	20	the	the	DET
cana-5216	93	21	impact	impact	NOUN
cana-5216	93	22	of	of	ADP
cana-5216	93	23	context	context	NOUN
cana-5216	93	24	on	on	ADP
cana-5216	93	25	classification	classification	NOUN
cana-5216	93	26	accuracy	accuracy	NOUN
cana-5216	93	27	.	.	PUNCT
cana-5216	94	1	result	result	NOUN
cana-5216	94	2	and	and	CCONJ
cana-5216	94	3	analysis	analysis	NOUN
cana-5216	94	4	in	in	ADP
cana-5216	94	5	our	our	PRON
cana-5216	94	6	proposed	propose	VERB
cana-5216	94	7	experimental	experimental	ADJ
cana-5216	94	8	model	model	NOUN
cana-5216	94	9	,	,	PUNCT
cana-5216	94	10	we	we	PRON
cana-5216	94	11	used	use	VERB
cana-5216	94	12	images	image	NOUN
cana-5216	94	13	for	for	ADP
cana-5216	94	14	detection	detection	NOUN
cana-5216	94	15	and	and	CCONJ
cana-5216	94	16	classification	classification	NOUN
cana-5216	94	17	purpose	purpose	NOUN
cana-5216	94	18	.	.	PUNCT
cana-5216	95	1	the	the	DET
cana-5216	95	2	different	different	ADJ
cana-5216	95	3	cross	cross	NOUN
cana-5216	95	4	validation	validation	NOUN
cana-5216	95	5	technique	technique	NOUN
cana-5216	95	6	is	be	AUX
cana-5216	95	7	used	use	VERB
cana-5216	95	8	for	for	ADP
cana-5216	95	9	module	module	NOUN
cana-5216	95	10	training	training	NOUN
cana-5216	95	11	as	as	ADV
cana-5216	95	12	well	well	ADV
cana-5216	95	13	as	as	ADP
cana-5216	95	14	module	module	NOUN
cana-5216	95	15	testing	testing	NOUN
cana-5216	95	16	.	.	PUNCT
cana-5216	96	1	the	the	DET
cana-5216	96	2	data	data	NOUN
cana-5216	96	3	splitting	split	VERB
cana-5216	96	4	standard	standard	ADJ
cana-5216	96	5	approach	approach	NOUN
cana-5216	96	6	has	have	AUX
cana-5216	96	7	utilized	utilize	VERB
cana-5216	96	8	for	for	ADP
cana-5216	96	9	training	training	NOUN
cana-5216	96	10	and	and	CCONJ
cana-5216	96	11	testing	testing	NOUN
cana-5216	96	12	.	.	PUNCT
cana-5216	97	1	the	the	DET
cana-5216	97	2	cnn	cnn	PROPN
cana-5216	97	3	is	be	AUX
cana-5216	97	4	deep	deep	ADJ
cana-5216	97	5	learning	learn	VERB
cana-5216	97	6	classifier	classifier	NOUN
cana-5216	97	7	has	have	AUX
cana-5216	97	8	used	use	VERB
cana-5216	97	9	with	with	ADP
cana-5216	97	10	multiple	multiple	ADJ
cana-5216	97	11	convolutional	convolutional	ADJ
cana-5216	97	12	layers	layer	NOUN
cana-5216	97	13	.	.	PUNCT
cana-5216	98	1	in	in	ADP
cana-5216	98	2	convolutional	convolutional	ADJ
cana-5216	98	3	layer	layer	NOUN
cana-5216	98	4	we	we	PRON
cana-5216	98	5	extract	extract	VERB
cana-5216	98	6	various	various	ADJ
cana-5216	98	7	features	feature	NOUN
cana-5216	98	8	from	from	ADP
cana-5216	98	9	input	input	NOUN
cana-5216	98	10	image	image	NOUN
cana-5216	98	11	while	while	SCONJ
cana-5216	98	12	the	the	DET
cana-5216	98	13	optimization	optimization	NOUN
cana-5216	98	14	has	have	AUX
cana-5216	98	15	done	do	VERB
cana-5216	98	16	in	in	ADP
cana-5216	98	17	pooling	pool	VERB
cana-5216	98	18	layer	layer	NOUN
cana-5216	98	19	figure	figure	NOUN
cana-5216	98	20	1.2	1.2	NUM
cana-5216	98	21	:	:	PUNCT
cana-5216	98	22	performance	performance	NOUN
cana-5216	98	23	analysis	analysis	NOUN
cana-5216	98	24	of	of	ADP
cana-5216	98	25	proposed	propose	VERB
cana-5216	98	26	system	system	NOUN
cana-5216	98	27	conclusion	conclusion	NOUN
cana-5216	98	28	use	use	VERB
cana-5216	98	29	the	the	DET
cana-5216	98	30	proposed	propose	VERB
cana-5216	98	31	approach	approach	NOUN
cana-5216	98	32	to	to	PART
cana-5216	98	33	generate	generate	VERB
cana-5216	98	34	substantial	substantial	ADJ
cana-5216	98	35	emotion	emotion	NOUN
cana-5216	98	36	for	for	ADP
cana-5216	98	37	a	a	DET
cana-5216	98	38	diverse	diverse	ADJ
cana-5216	98	39	range	range	NOUN
cana-5216	98	40	of	of	ADP
cana-5216	98	41	photos	photo	NOUN
cana-5216	98	42	.	.	PUNCT
cana-5216	99	1	the	the	DET
cana-5216	99	2	system	system	NOUN
cana-5216	99	3	may	may	AUX
cana-5216	99	4	extract	extract	VERB
cana-5216	99	5	hybrid	hybrid	ADJ
cana-5216	99	6	characteristics	characteristic	NOUN
cana-5216	99	7	,	,	PUNCT
cana-5216	99	8	including	include	VERB
cana-5216	99	9	picture	picture	NOUN
cana-5216	99	10	and	and	CCONJ
cana-5216	99	11	body	body	NOUN
cana-5216	99	12	information	information	NOUN
cana-5216	99	13	,	,	PUNCT
cana-5216	99	14	to	to	PART
cana-5216	99	15	aid	aid	VERB
cana-5216	99	16	in	in	ADP
cana-5216	99	17	sentiment	sentiment	NOUN
cana-5216	99	18	creation	creation	NOUN
cana-5216	99	19	.	.	PUNCT
cana-5216	100	1	the	the	DET
cana-5216	100	2	system	system	NOUN
cana-5216	100	3	is	be	AUX
cana-5216	100	4	capable	capable	ADJ
cana-5216	100	5	of	of	ADP
cana-5216	100	6	functioning	function	VERB
cana-5216	100	7	with	with	ADP
cana-5216	100	8	both	both	PRON
cana-5216	100	9	picture	picture	NOUN
cana-5216	100	10	and	and	CCONJ
cana-5216	100	11	text	text	NOUN
cana-5216	100	12	datasets	dataset	NOUN
cana-5216	100	13	.	.	PUNCT
cana-5216	101	1	detecting	detect	VERB
cana-5216	101	2	emotions	emotion	NOUN
cana-5216	101	3	via	via	ADP
cana-5216	101	4	contextual	contextual	ADJ
cana-5216	101	5	analysis	analysis	NOUN
cana-5216	101	6	of	of	ADP
cana-5216	101	7	photos	photo	NOUN
cana-5216	101	8	presents	present	VERB
cana-5216	101	9	considerable	considerable	ADJ
cana-5216	101	10	hurdles	hurdle	NOUN
cana-5216	101	11	in	in	ADP
cana-5216	101	12	learning	learn	VERB
cana-5216	101	13	methodologies	methodology	NOUN
cana-5216	101	14	.	.	PUNCT
cana-5216	102	1	multiple	multiple	ADJ
cana-5216	102	2	attributes	attribute	NOUN
cana-5216	102	3	,	,	PUNCT
cana-5216	102	4	such	such	ADJ
cana-5216	102	5	as	as	ADP
cana-5216	102	6	color	color	NOUN
cana-5216	102	7	,	,	PUNCT
cana-5216	102	8	form	form	NOUN
cana-5216	102	9	,	,	PUNCT
cana-5216	102	10	texture	texture	NOUN
cana-5216	102	11	,	,	PUNCT
cana-5216	102	12	and	and	CCONJ
cana-5216	102	13	other	other	ADJ
cana-5216	102	14	encoder	encoder	NOUN
cana-5216	102	15	characteristics	characteristic	NOUN
cana-5216	102	16	,	,	PUNCT
cana-5216	102	17	might	might	AUX
cana-5216	102	18	affect	affect	VERB
cana-5216	102	19	the	the	DET
cana-5216	102	20	creation	creation	NOUN
cana-5216	102	21	of	of	ADP
cana-5216	102	22	visual	visual	ADJ
cana-5216	102	23	captions	caption	NOUN
cana-5216	102	24	during	during	ADP
cana-5216	102	25	the	the	DET
cana-5216	102	26	classification	classification	NOUN
cana-5216	102	27	process	process	NOUN
cana-5216	102	28	.	.	PUNCT
cana-5216	103	1	numerous	numerous	ADJ
cana-5216	103	2	studies	study	NOUN
cana-5216	103	3	indicate	indicate	VERB
cana-5216	103	4	that	that	SCONJ
cana-5216	103	5	situational	situational	ADJ
cana-5216	103	6	context	context	NOUN
cana-5216	103	7	is	be	AUX
cana-5216	103	8	a	a	DET
cana-5216	103	9	significant	significant	ADJ
cana-5216	103	10	influence	influence	NOUN
cana-5216	103	11	in	in	ADP
cana-5216	103	12	the	the	DET
cana-5216	103	13	proper	proper	ADJ
cana-5216	103	14	interpretation	interpretation	NOUN
cana-5216	103	15	of	of	ADP
cana-5216	103	16	others	other	NOUN
cana-5216	103	17	’	’	PART
cana-5216	103	18	emotions	emotion	NOUN
cana-5216	103	19	.	.	PUNCT
cana-5216	104	1	the	the	DET
cana-5216	104	2	communications	communication	NOUN
cana-5216	104	3	on	on	ADP
cana-5216	104	4	applied	apply	VERB
cana-5216	104	5	nonlinear	nonlinear	ADJ
cana-5216	104	6	analysis	analysis	NOUN
cana-5216	104	7	issn	issn	NOUN
cana-5216	104	8	:	:	PUNCT
cana-5216	104	9	1074	1074	NUM
cana-5216	104	10	-	-	PUNCT
cana-5216	104	11	133x	133x	NUM
cana-5216	104	12	vol	vol	VERB
cana-5216	104	13	32	32	NUM
cana-5216	104	14	no	no	NOUN
cana-5216	104	15	.	.	PUNCT
cana-5216	105	1	10s	10	NOUN
cana-5216	105	2	(	(	PUNCT
cana-5216	105	3	2025	2025	NUM
cana-5216	105	4	)	)	PUNCT
cana-5216	105	5	1174	1174	NUM
cana-5216	105	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5216	105	7	absence	absence	NOUN
cana-5216	105	8	of	of	ADP
cana-5216	105	9	data	datum	NOUN
cana-5216	105	10	has	have	AUX
cana-5216	105	11	impeded	impede	VERB
cana-5216	105	12	a	a	DET
cana-5216	105	13	thorough	thorough	ADJ
cana-5216	105	14	study	study	NOUN
cana-5216	105	15	on	on	ADP
cana-5216	105	16	context	context	NOUN
cana-5216	105	17	processing	processing	NOUN
cana-5216	105	18	for	for	ADP
cana-5216	105	19	automated	automate	VERB
cana-5216	105	20	emotion	emotion	NOUN
cana-5216	105	21	recognition	recognition	NOUN
cana-5216	105	22	.	.	PUNCT
cana-5216	106	1	a	a	DET
cana-5216	106	2	potential	potential	ADJ
cana-5216	106	3	solution	solution	NOUN
cana-5216	106	4	is	be	AUX
cana-5216	106	5	an	an	DET
cana-5216	106	6	emotion	emotion	NOUN
cana-5216	106	7	-	-	PUNCT
cana-5216	106	8	detection	detection	NOUN
cana-5216	106	9	system	system	NOUN
cana-5216	106	10	using	use	VERB
cana-5216	106	11	real	real	ADJ
cana-5216	106	12	-	-	PUNCT
cana-5216	106	13	time	time	NOUN
cana-5216	106	14	visual	visual	ADJ
cana-5216	106	15	and	and	CCONJ
cana-5216	106	16	contextual	contextual	ADJ
cana-5216	106	17	data	datum	NOUN
cana-5216	106	18	.	.	PUNCT
cana-5216	107	1	this	this	DET
cana-5216	107	2	work	work	NOUN
cana-5216	107	3	fundamentally	fundamentally	ADV
cana-5216	107	4	used	use	VERB
cana-5216	107	5	hybrid	hybrid	ADJ
cana-5216	107	6	features	feature	NOUN
cana-5216	107	7	from	from	ADP
cana-5216	107	8	real	real	ADJ
cana-5216	107	9	-	-	PUNCT
cana-5216	107	10	time	time	NOUN
cana-5216	107	11	image	image	NOUN
cana-5216	107	12	datasets	dataset	NOUN
cana-5216	107	13	to	to	PART
cana-5216	107	14	develop	develop	VERB
cana-5216	107	15	a	a	DET
cana-5216	107	16	classifier	classifier	NOUN
cana-5216	107	17	capable	capable	ADJ
cana-5216	107	18	of	of	ADP
cana-5216	107	19	identifying	identify	VERB
cana-5216	107	20	attributes	attribute	NOUN
cana-5216	107	21	based	base	VERB
cana-5216	107	22	on	on	ADP
cana-5216	107	23	those	those	DET
cana-5216	107	24	features	feature	NOUN
cana-5216	107	25	.	.	PUNCT
cana-5216	108	1	the	the	DET
cana-5216	108	2	hybrid	hybrid	ADJ
cana-5216	108	3	deep	deep	ADJ
cana-5216	108	4	learning	learning	NOUN
cana-5216	108	5	classifier	classifier	NOUN
cana-5216	108	6	,	,	PUNCT
cana-5216	108	7	using	use	VERB
cana-5216	108	8	a	a	DET
cana-5216	108	9	convolutional	convolutional	ADJ
cana-5216	108	10	neural	neural	ADJ
cana-5216	108	11	network	network	NOUN
cana-5216	108	12	(	(	PUNCT
cana-5216	108	13	cnn	cnn	PROPN
cana-5216	108	14	)	)	PUNCT
cana-5216	108	15	,	,	PUNCT
cana-5216	108	16	has	have	AUX
cana-5216	108	17	successfully	successfully	ADV
cana-5216	108	18	predicted	predict	VERB
cana-5216	108	19	the	the	DET
cana-5216	108	20	emotion	emotion	NOUN
cana-5216	108	21	of	of	ADP
cana-5216	108	22	a	a	DET
cana-5216	108	23	certain	certain	ADJ
cana-5216	108	24	text	text	NOUN
cana-5216	108	25	(	(	PUNCT
cana-5216	108	26	rnn	rnn	PROPN
cana-5216	108	27	)	)	PUNCT
cana-5216	108	28	.	.	PUNCT
cana-5216	109	1	references	reference	NOUN
cana-5216	109	2	[	[	X
cana-5216	109	3	1	1	NUM
cana-5216	109	4	]	]	PUNCT
cana-5216	109	5	shreya	shreya	PROPN
cana-5216	109	6	,	,	PUNCT
cana-5216	109	7	l.	l.	PROPN
cana-5216	109	8	,	,	PUNCT
cana-5216	109	9	and	and	CCONJ
cana-5216	109	10	n.	n.	PROPN
cana-5216	109	11	nagarathna	nagarathna	NOUN
cana-5216	109	12	.	.	PUNCT
cana-5216	110	1	”	"	PUNCT
cana-5216	110	2	emotion	emotion	NOUN
cana-5216	110	3	based	base	VERB
cana-5216	110	4	music	music	NOUN
cana-5216	110	5	recommendation	recommendation	NOUN
cana-5216	110	6	system	system	NOUN
cana-5216	110	7	for	for	ADP
cana-5216	110	8	speciallyabled	speciallyable	VERB
cana-5216	110	9	.	.	PUNCT
cana-5216	110	10	”	"	PUNCT
cana-5216	111	1	2021	2021	NUM
cana-5216	111	2	international	international	ADJ
cana-5216	111	3	conference	conference	NOUN
cana-5216	111	4	on	on	ADP
cana-5216	111	5	recent	recent	ADJ
cana-5216	111	6	trends	trend	NOUN
cana-5216	111	7	on	on	ADP
cana-5216	111	8	electronics	electronic	NOUN
cana-5216	111	9	,	,	PUNCT
cana-5216	111	10	information	information	NOUN
cana-5216	111	11	,	,	PUNCT
cana-5216	111	12	communication	communication	NOUN
cana-5216	111	13	technology	technology	NOUN
cana-5216	111	14	(	(	PUNCT
cana-5216	111	15	rteict	rteict	PROPN
cana-5216	111	16	)	)	PUNCT
cana-5216	111	17	.	.	PUNCT
cana-5216	112	1	ieee	ieee	NOUN
cana-5216	112	2	,	,	PUNCT
cana-5216	112	3	2021	2021	NUM
cana-5216	112	4	.	.	PUNCT
cana-5216	113	1	[	[	X
cana-5216	113	2	2	2	NUM
cana-5216	113	3	]	]	X
cana-5216	113	4	lee	lee	PROPN
cana-5216	113	5	,	,	PUNCT
cana-5216	113	6	shih	shih	PROPN
cana-5216	113	7	-	-	PUNCT
cana-5216	113	8	hsiung	hsiung	PROPN
cana-5216	113	9	,	,	PUNCT
cana-5216	113	10	et	et	PROPN
cana-5216	113	11	al	al	PROPN
cana-5216	113	12	.	.	PUNCT
cana-5216	113	13	”	"	PUNCT
cana-5216	113	14	a	a	DET
cana-5216	113	15	music	music	NOUN
cana-5216	113	16	recommendation	recommendation	NOUN
cana-5216	113	17	system	system	NOUN
cana-5216	113	18	for	for	ADP
cana-5216	113	19	depression	depression	NOUN
cana-5216	113	20	therapy	therapy	NOUN
cana-5216	113	21	based	base	VERB
cana-5216	113	22	on	on	ADP
cana-5216	113	23	eeg	eeg	PROPN
cana-5216	113	24	.	.	PUNCT
cana-5216	113	25	”	"	PUNCT
cana-5216	114	1	2020	2020	NUM
cana-5216	114	2	ieee	ieee	PROPN
cana-5216	114	3	international	international	ADJ
cana-5216	114	4	conference	conference	NOUN
cana-5216	114	5	on	on	ADP
cana-5216	114	6	consumer	consumer	NOUN
cana-5216	114	7	electronics	electronic	NOUN
cana-5216	114	8	-	-	PUNCT
cana-5216	114	9	taiwan	taiwan	PROPN
cana-5216	114	10	(	(	PUNCT
cana-5216	114	11	icce	icce	NOUN
cana-5216	114	12	-	-	PUNCT
cana-5216	114	13	taiwan	taiwan	PROPN
cana-5216	114	14	)	)	PUNCT
cana-5216	114	15	.	.	PUNCT
cana-5216	115	1	ieee	ieee	PROPN
cana-5216	115	2	,	,	PUNCT
cana-5216	115	3	2020	2020	NUM
cana-5216	115	4	.	.	PUNCT
cana-5216	116	1	[	[	X
cana-5216	116	2	3	3	NUM
cana-5216	116	3	]	]	X
cana-5216	116	4	zhang	zhang	PROPN
cana-5216	116	5	,	,	PUNCT
cana-5216	116	6	ting	ting	PROPN
cana-5216	116	7	-	-	PUNCT
cana-5216	116	8	zheng	zheng	PROPN
cana-5216	116	9	,	,	PUNCT
cana-5216	116	10	tiffany	tiffany	PROPN
cana-5216	116	11	chang	chang	PROPN
cana-5216	116	12	,	,	PUNCT
cana-5216	116	13	and	and	CCONJ
cana-5216	116	14	ming	ming	PROPN
cana-5216	116	15	-	-	PUNCT
cana-5216	116	16	hao	hao	PROPN
cana-5216	116	17	wu	wu	PROPN
cana-5216	116	18	.	.	PUNCT
cana-5216	117	1	”	"	PUNCT
cana-5216	117	2	a	a	DET
cana-5216	117	3	brainwave	brainwave	NOUN
cana-5216	117	4	-	-	PUNCT
cana-5216	117	5	based	base	VERB
cana-5216	117	6	attention	attention	NOUN
cana-5216	117	7	diagnosis	diagnosis	NOUN
cana-5216	117	8	and	and	CCONJ
cana-5216	117	9	music	music	NOUN
cana-5216	117	10	recommendation	recommendation	NOUN
cana-5216	117	11	system	system	NOUN
cana-5216	117	12	for	for	ADP
cana-5216	117	13	reading	read	VERB
cana-5216	117	14	improvement	improvement	NOUN
cana-5216	117	15	.	.	PUNCT
cana-5216	117	16	”	"	PUNCT
cana-5216	118	1	2021	2021	NUM
cana-5216	118	2	ieee	ieee	PROPN
cana-5216	118	3	international	international	ADJ
cana-5216	118	4	conference	conference	NOUN
cana-5216	118	5	on	on	ADP
cana-5216	118	6	artificial	artificial	ADJ
cana-5216	118	7	intelligence	intelligence	NOUN
cana-5216	118	8	,	,	PUNCT
cana-5216	118	9	robotics	robotic	NOUN
cana-5216	118	10	,	,	PUNCT
cana-5216	118	11	and	and	CCONJ
cana-5216	118	12	communication	communication	NOUN
cana-5216	118	13	(	(	PUNCT
cana-5216	118	14	icairc	icairc	NOUN
cana-5216	118	15	)	)	PUNCT
cana-5216	118	16	.	.	PUNCT
cana-5216	119	1	ieee	ieee	NOUN
cana-5216	119	2	,	,	PUNCT
cana-5216	119	3	2021	2021	NUM
cana-5216	119	4	.	.	PUNCT
cana-5216	120	1	[	[	X
cana-5216	120	2	4	4	NUM
cana-5216	120	3	]	]	X
cana-5216	120	4	asif	asif	NOUN
cana-5216	120	5	,	,	PUNCT
cana-5216	120	6	anum	anum	PROPN
cana-5216	120	7	,	,	PUNCT
cana-5216	120	8	muhammad	muhammad	PROPN
cana-5216	120	9	majid	majid	PROPN
cana-5216	120	10	,	,	PUNCT
cana-5216	120	11	and	and	CCONJ
cana-5216	120	12	syed	syed	PROPN
cana-5216	120	13	muhammad	muhammad	PROPN
cana-5216	120	14	anwar	anwar	PROPN
cana-5216	120	15	.	.	PUNCT
cana-5216	121	1	”	"	PUNCT
cana-5216	121	2	human	human	ADJ
cana-5216	121	3	stress	stress	NOUN
cana-5216	121	4	classification	classification	NOUN
cana-5216	121	5	using	use	VERB
cana-5216	121	6	eeg	eeg	NOUN
cana-5216	121	7	signals	signal	NOUN
cana-5216	121	8	in	in	ADP
cana-5216	121	9	response	response	NOUN
cana-5216	121	10	to	to	ADP
cana-5216	121	11	music	music	NOUN
cana-5216	121	12	tracks	track	NOUN
cana-5216	121	13	.	.	PUNCT
cana-5216	121	14	”	"	PUNCT
cana-5216	122	1	computers	computer	NOUN
cana-5216	122	2	in	in	ADP
cana-5216	122	3	biology	biology	NOUN
cana-5216	122	4	and	and	CCONJ
cana-5216	122	5	medicine	medicine	NOUN
cana-5216	122	6	107	107	NUM
cana-5216	122	7	(	(	PUNCT
cana-5216	122	8	2019	2019	NUM
cana-5216	122	9	):	):	PUNCT
cana-5216	122	10	182	182	NUM
cana-5216	122	11	-	-	SYM
cana-5216	122	12	196	196	NUM
cana-5216	122	13	.	.	PUNCT
cana-5216	123	1	[	[	X
cana-5216	123	2	5	5	NUM
cana-5216	123	3	]	]	SYM
cana-5216	123	4	b˘alan	b˘alan	NOUN
cana-5216	123	5	,	,	PUNCT
cana-5216	123	6	oana	oana	PROPN
cana-5216	123	7	,	,	PUNCT
cana-5216	123	8	et	et	PROPN
cana-5216	123	9	al	al	PROPN
cana-5216	123	10	.	.	PUNCT
cana-5216	123	11	”	"	PUNCT
cana-5216	123	12	emotion	emotion	NOUN
cana-5216	123	13	classification	classification	NOUN
cana-5216	123	14	based	base	VERB
cana-5216	123	15	on	on	ADP
cana-5216	123	16	biophysical	biophysical	ADJ
cana-5216	123	17	signals	signal	NOUN
cana-5216	123	18	and	and	CCONJ
cana-5216	123	19	machine	machine	NOUN
cana-5216	123	20	learning	learn	VERB
cana-5216	123	21	techniques	technique	NOUN
cana-5216	123	22	.	.	PUNCT
cana-5216	123	23	”	"	PUNCT
cana-5216	123	24	symmetry	symmetry	NOUN
cana-5216	123	25	12.1	12.1	NUM
cana-5216	123	26	(	(	PUNCT
cana-5216	123	27	2019	2019	NUM
cana-5216	123	28	):	):	PUNCT
cana-5216	123	29	21	21	NUM
cana-5216	123	30	.	.	PUNCT
cana-5216	124	1	[	[	X
cana-5216	124	2	6	6	NUM
cana-5216	124	3	]	]	X
cana-5216	124	4	santamaria	santamaria	PROPN
cana-5216	124	5	-	-	PUNCT
cana-5216	124	6	granados	granados	PROPN
cana-5216	124	7	,	,	PUNCT
cana-5216	124	8	luz	luz	PROPN
cana-5216	124	9	,	,	PUNCT
cana-5216	124	10	juan	juan	PROPN
cana-5216	124	11	francisco	francisco	PROPN
cana-5216	124	12	mendoza	mendoza	PROPN
cana-5216	124	13	-	-	PUNCT
cana-5216	124	14	moreno	moreno	PROPN
cana-5216	124	15	,	,	PUNCT
cana-5216	124	16	and	and	CCONJ
cana-5216	124	17	gustavo	gustavo	PROPN
cana-5216	124	18	ramirez	ramirez	PROPN
cana-5216	124	19	-	-	PUNCT
cana-5216	124	20	gonzalez	gonzalez	PROPN
cana-5216	124	21	.	.	PUNCT
cana-5216	125	1	”	"	PUNCT
cana-5216	125	2	tourist	tourist	NOUN
cana-5216	125	3	recommender	recommender	NOUN
cana-5216	125	4	systems	system	NOUN
cana-5216	125	5	based	base	VERB
cana-5216	125	6	on	on	ADP
cana-5216	125	7	emotion	emotion	NOUN
cana-5216	125	8	recognition	recognition	NOUN
cana-5216	125	9	—	—	PUNCT
cana-5216	125	10	a	a	DET
cana-5216	125	11	scientometric	scientometric	ADJ
cana-5216	125	12	review	review	NOUN
cana-5216	125	13	.	.	PUNCT
cana-5216	125	14	”	"	PUNCT
cana-5216	126	1	future	future	ADJ
cana-5216	126	2	internet	internet	NOUN
cana-5216	126	3	13.1	13.1	NUM
cana-5216	126	4	(	(	PUNCT
cana-5216	126	5	2020	2020	NUM
cana-5216	126	6	):	):	PUNCT
cana-5216	126	7	2	2	NUM
cana-5216	126	8	.	.	PUNCT
cana-5216	127	1	[	[	X
cana-5216	127	2	7	7	NUM
cana-5216	127	3	]	]	SYM
cana-5216	127	4	cunha	cunha	NOUN
cana-5216	127	5	,	,	PUNCT
cana-5216	127	6	joana	joana	PROPN
cana-5216	127	7	,	,	PUNCT
cana-5216	127	8	et	et	PROPN
cana-5216	127	9	al	al	PROPN
cana-5216	127	10	.	.	PUNCT
cana-5216	127	11	”	"	PUNCT
cana-5216	127	12	the	the	DET
cana-5216	127	13	effect	effect	NOUN
cana-5216	127	14	of	of	ADP
cana-5216	127	15	music	music	NOUN
cana-5216	127	16	on	on	ADP
cana-5216	127	17	brain	brain	NOUN
cana-5216	127	18	activity	activity	NOUN
cana-5216	127	19	an	an	DET
cana-5216	127	20	emotional	emotional	ADJ
cana-5216	127	21	state	state	NOUN
cana-5216	127	22	.	.	PUNCT
cana-5216	127	23	”	"	PUNCT
cana-5216	128	1	engineering	engineering	NOUN
cana-5216	128	2	proceedings	proceeding	NOUN
cana-5216	128	3	7.1	7.1	NUM
cana-5216	128	4	(	(	PUNCT
cana-5216	128	5	2021	2021	NUM
cana-5216	128	6	):	):	PUNCT
cana-5216	128	7	19	19	NUM
cana-5216	128	8	.	.	PUNCT
cana-5216	129	1	[	[	X
cana-5216	129	2	8	8	NUM
cana-5216	129	3	]	]	SYM
cana-5216	129	4	xu	xu	PROPN
cana-5216	129	5	,	,	PUNCT
cana-5216	129	6	baoguo	baoguo	PROPN
cana-5216	129	7	,	,	PUNCT
cana-5216	129	8	et	et	PROPN
cana-5216	129	9	al	al	PROPN
cana-5216	129	10	.	.	PUNCT
cana-5216	129	11	”	"	PUNCT
cana-5216	129	12	continuous	continuous	ADJ
cana-5216	129	13	hybrid	hybrid	ADJ
cana-5216	129	14	bci	bci	NOUN
cana-5216	129	15	control	control	NOUN
cana-5216	129	16	for	for	ADP
cana-5216	129	17	robotic	robotic	ADJ
cana-5216	129	18	arm	arm	NOUN
cana-5216	129	19	using	use	VERB
cana-5216	129	20	noninvasive	noninvasive	ADJ
cana-5216	129	21	electroencephalogram	electroencephalogram	NOUN
cana-5216	129	22	,	,	PUNCT
cana-5216	129	23	computer	computer	NOUN
cana-5216	129	24	vision	vision	NOUN
cana-5216	129	25	,	,	PUNCT
cana-5216	129	26	and	and	CCONJ
cana-5216	129	27	eye	eye	NOUN
cana-5216	129	28	tracking	tracking	NOUN
cana-5216	129	29	.	.	PUNCT
cana-5216	129	30	”	"	PUNCT
cana-5216	130	1	mathematics	mathematics	PROPN
cana-5216	130	2	10.4	10.4	NUM
cana-5216	130	3	(	(	PUNCT
cana-5216	130	4	2022	2022	NUM
cana-5216	130	5	):	):	PUNCT
cana-5216	130	6	618	618	NUM
cana-5216	130	7	.	.	PUNCT
cana-5216	131	1	[	[	X
cana-5216	131	2	9	9	NUM
cana-5216	131	3	]	]	SYM
cana-5216	131	4	jaafar	jaafar	ADV
cana-5216	131	5	,	,	PUNCT
cana-5216	131	6	sirwan	sirwan	PROPN
cana-5216	131	7	tofiq	tofiq	PROPN
cana-5216	131	8	,	,	PUNCT
cana-5216	131	9	and	and	CCONJ
cana-5216	131	10	mokhtar	mokhtar	PROPN
cana-5216	131	11	mohammadi	mohammadi	NOUN
cana-5216	131	12	.	.	PUNCT
cana-5216	132	1	”	"	PUNCT
cana-5216	132	2	epileptic	epileptic	ADJ
cana-5216	132	3	seizure	seizure	NOUN
cana-5216	132	4	detection	detection	NOUN
cana-5216	132	5	using	use	VERB
cana-5216	132	6	deep	deep	ADJ
cana-5216	132	7	learning	learning	NOUN
cana-5216	132	8	approach	approach	NOUN
cana-5216	132	9	.	.	PUNCT
cana-5216	132	10	”	"	PUNCT
cana-5216	133	1	uhd	uhd	PROPN
cana-5216	133	2	journal	journal	PROPN
cana-5216	133	3	of	of	ADP
cana-5216	133	4	science	science	NOUN
cana-5216	133	5	and	and	CCONJ
cana-5216	133	6	technology	technology	NOUN
cana-5216	133	7	3.2	3.2	NUM
cana-5216	133	8	(	(	PUNCT
cana-5216	133	9	2019	2019	NUM
cana-5216	133	10	):	):	PUNCT
cana-5216	133	11	41	41	NUM
cana-5216	133	12	-	-	SYM
cana-5216	133	13	50	50	NUM
cana-5216	133	14	.	.	PUNCT
cana-5216	134	1	[	[	X
cana-5216	134	2	10	10	NUM
cana-5216	134	3	]	]	X
cana-5216	134	4	kang	kang	PROPN
cana-5216	134	5	,	,	PUNCT
cana-5216	134	6	dongwann	dongwann	NOUN
cana-5216	134	7	,	,	PUNCT
cana-5216	134	8	and	and	CCONJ
cana-5216	134	9	sanghyun	sanghyun	VERB
cana-5216	134	10	seo	seo	NOUN
cana-5216	134	11	.	.	PUNCT
cana-5216	135	1	”	"	PUNCT
cana-5216	135	2	personalized	personalize	VERB
cana-5216	135	3	smart	smart	ADJ
cana-5216	135	4	home	home	NOUN
cana-5216	135	5	audio	audio	NOUN
cana-5216	135	6	system	system	NOUN
cana-5216	135	7	with	with	ADP
cana-5216	135	8	automatic	automatic	ADJ
cana-5216	135	9	music	music	NOUN
cana-5216	135	10	selection	selection	NOUN
cana-5216	135	11	based	base	VERB
cana-5216	135	12	on	on	ADP
cana-5216	135	13	emotion	emotion	NOUN
cana-5216	135	14	.	.	PUNCT
cana-5216	135	15	”	"	PUNCT
cana-5216	135	16	multimedia	multimedia	NOUN
cana-5216	135	17	tools	tool	NOUN
cana-5216	135	18	and	and	CCONJ
cana-5216	135	19	applications	application	NOUN
cana-5216	135	20	78.3	78.3	NUM
cana-5216	135	21	(	(	PUNCT
cana-5216	135	22	2019	2019	NUM
cana-5216	135	23	):	):	PUNCT
cana-5216	135	24	3267	3267	NUM
cana-5216	135	25	-	-	SYM
cana-5216	135	26	3276	3276	NUM
cana-5216	135	27	.	.	PUNCT