id	sid	tid	token	lemma	pos
cana-1576	1	1	communications	communication	NOUN
cana-1576	1	2	on	on	ADP
cana-1576	1	3	applied	apply	VERB
cana-1576	1	4	nonlinear	nonlinear	ADJ
cana-1576	1	5	analysis	analysis	NOUN
cana-1576	1	6	issn	issn	NOUN
cana-1576	1	7	:	:	PUNCT
cana-1576	1	8	1074	1074	NUM
cana-1576	1	9	-	-	PUNCT
cana-1576	1	10	133x	133x	NUM
cana-1576	1	11	vol	vol	NOUN
cana-1576	1	12	31	31	NUM
cana-1576	1	13	no	no	NOUN
cana-1576	1	14	.	.	PUNCT
cana-1576	2	1	8s	8s	PROPN
cana-1576	2	2	(	(	PUNCT
cana-1576	2	3	2024	2024	NUM
cana-1576	2	4	)	)	PUNCT
cana-1576	2	5	651	651	NUM
cana-1576	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	2	7	explore	explore	VERB
cana-1576	2	8	the	the	DET
cana-1576	2	9	integration	integration	NOUN
cana-1576	2	10	of	of	ADP
cana-1576	2	11	multimodal	multimodal	NOUN
cana-1576	2	12	inputs	input	NOUN
cana-1576	2	13	with	with	ADP
cana-1576	2	14	facial	facial	ADJ
cana-1576	2	15	expressions	expression	NOUN
cana-1576	2	16	for	for	ADP
cana-1576	2	17	more	more	ADV
cana-1576	2	18	comprehensive	comprehensive	ADJ
cana-1576	2	19	emotion	emotion	NOUN
cana-1576	2	20	recognition	recognition	NOUN
cana-1576	2	21	malika	malika	PROPN
cana-1576	2	22	falak	falak	PROPN
cana-1576	2	23	naaz1	naaz1	PROPN
cana-1576	2	24	,	,	PUNCT
cana-1576	2	25	krishan	krishan	PROPN
cana-1576	2	26	kumar	kumar	PROPN
cana-1576	2	27	goyal2	goyal2	PROPN
cana-1576	2	28	,	,	PUNCT
cana-1576	2	29	dr	dr	PROPN
cana-1576	2	30	komal	komal	PROPN
cana-1576	2	31	alwani3	alwani3	PROPN
cana-1576	3	1	1research	1research	NUM
cana-1576	3	2	scholar	scholar	NOUN
cana-1576	3	3	,	,	PUNCT
cana-1576	3	4	department	department	NOUN
cana-1576	3	5	of	of	ADP
cana-1576	3	6	computer	computer	NOUN
cana-1576	3	7	science	science	NOUN
cana-1576	3	8	,	,	PUNCT
cana-1576	3	9	bhagwant	bhagwant	ADJ
cana-1576	3	10	university	university	PROPN
cana-1576	3	11	,	,	PUNCT
cana-1576	3	12	ajmer	ajmer	PROPN
cana-1576	3	13	,	,	PUNCT
cana-1576	3	14	rajasthan	rajasthan	PROPN
cana-1576	3	15	,	,	PUNCT
cana-1576	3	16	india	india	PROPN
cana-1576	3	17	.	.	PUNCT
cana-1576	3	18	falak.jmi@gmail.com	falak.jmi@gmail.com	PROPN
cana-1576	4	1	2professor	2professor	NUM
cana-1576	4	2	&	&	CCONJ
cana-1576	4	3	dean	dean	PROPN
cana-1576	4	4	,	,	PUNCT
cana-1576	4	5	faculty	faculty	NOUN
cana-1576	4	6	of	of	ADP
cana-1576	4	7	computer	computer	NOUN
cana-1576	4	8	application	application	NOUN
cana-1576	4	9	,	,	PUNCT
cana-1576	4	10	raja	raja	PROPN
cana-1576	4	11	balwant	balwant	VERB
cana-1576	4	12	singh	singh	PROPN
cana-1576	4	13	management	management	PROPN
cana-1576	4	14	technical	technical	PROPN
cana-1576	4	15	,	,	PUNCT
cana-1576	4	16	agra	agra	PROPN
cana-1576	4	17	,	,	PUNCT
cana-1576	4	18	india	india	PROPN
cana-1576	4	19	.	.	PUNCT
cana-1576	5	1	kkgoyal@gmail.com	kkgoyal@gmail.com	PROPN
cana-1576	6	1	3associate	3associate	NUM
cana-1576	6	2	professor	professor	NOUN
cana-1576	6	3	,	,	PUNCT
cana-1576	6	4	department	department	NOUN
cana-1576	6	5	of	of	ADP
cana-1576	6	6	computer	computer	NOUN
cana-1576	6	7	science	science	PROPN
cana-1576	6	8	&	&	CCONJ
cana-1576	6	9	engineering	engineering	PROPN
cana-1576	6	10	,	,	PUNCT
cana-1576	6	11	bhagwant	bhagwant	ADJ
cana-1576	6	12	university	university	PROPN
cana-1576	6	13	,	,	PUNCT
cana-1576	6	14	ajmer	ajmer	PROPN
cana-1576	6	15	,	,	PUNCT
cana-1576	6	16	rajasthan	rajasthan	PROPN
cana-1576	6	17	,	,	PUNCT
cana-1576	6	18	india	india	PROPN
cana-1576	6	19	.	.	PUNCT
cana-1576	7	1	komalrocks2@gmail.com	komalrocks2@gmail.com	X
cana-1576	7	2	article	article	NOUN
cana-1576	7	3	history	history	NOUN
cana-1576	7	4	:	:	PUNCT
cana-1576	7	5	received	receive	VERB
cana-1576	7	6	:	:	PUNCT
cana-1576	7	7	29	29	NUM
cana-1576	7	8	-	-	SYM
cana-1576	7	9	05	05	NUM
cana-1576	7	10	-	-	PUNCT
cana-1576	7	11	2024	2024	NUM
cana-1576	7	12	revised	revise	VERB
cana-1576	7	13	:	:	PUNCT
cana-1576	7	14	10	10	NUM
cana-1576	7	15	-	-	SYM
cana-1576	7	16	07	07	NUM
cana-1576	7	17	-	-	PUNCT
cana-1576	7	18	2024	2024	NUM
cana-1576	7	19	accepted	accept	VERB
cana-1576	7	20	:	:	PUNCT
cana-1576	7	21	28	28	NUM
cana-1576	7	22	-	-	SYM
cana-1576	7	23	07	07	NUM
cana-1576	7	24	-	-	PUNCT
cana-1576	7	25	2024	2024	NUM
cana-1576	7	26	abstract	abstract	NOUN
cana-1576	7	27	:	:	PUNCT
cana-1576	7	28	with	with	ADP
cana-1576	7	29	improvements	improvement	NOUN
cana-1576	7	30	in	in	ADP
cana-1576	7	31	multimodal	multimodal	ADJ
cana-1576	7	32	data	datum	NOUN
cana-1576	7	33	integration	integration	NOUN
cana-1576	7	34	,	,	PUNCT
cana-1576	7	35	which	which	PRON
cana-1576	7	36	uses	use	VERB
cana-1576	7	37	voice	voice	NOUN
cana-1576	7	38	,	,	PUNCT
cana-1576	7	39	text	text	NOUN
cana-1576	7	40	,	,	PUNCT
cana-1576	7	41	and	and	CCONJ
cana-1576	7	42	visual	visual	ADJ
cana-1576	7	43	cues	cue	NOUN
cana-1576	7	44	to	to	PART
cana-1576	7	45	correctly	correctly	ADV
cana-1576	7	46	guess	guess	VERB
cana-1576	7	47	emotional	emotional	ADJ
cana-1576	7	48	states	state	NOUN
cana-1576	7	49	,	,	PUNCT
cana-1576	7	50	emotion	emotion	NOUN
cana-1576	7	51	recognition	recognition	NOUN
cana-1576	7	52	has	have	AUX
cana-1576	7	53	come	come	VERB
cana-1576	7	54	a	a	DET
cana-1576	7	55	long	long	ADJ
cana-1576	7	56	way	way	NOUN
cana-1576	7	57	.	.	PUNCT
cana-1576	8	1	in	in	ADP
cana-1576	8	2	this	this	DET
cana-1576	8	3	study	study	NOUN
cana-1576	8	4	,	,	PUNCT
cana-1576	8	5	we	we	PRON
cana-1576	8	6	examine	examine	VERB
cana-1576	8	7	how	how	SCONJ
cana-1576	8	8	adding	add	VERB
cana-1576	8	9	facial	facial	ADJ
cana-1576	8	10	expressions	expression	NOUN
cana-1576	8	11	to	to	ADP
cana-1576	8	12	speech	speech	NOUN
cana-1576	8	13	and	and	CCONJ
cana-1576	8	14	text	text	NOUN
cana-1576	8	15	sources	source	NOUN
cana-1576	8	16	can	can	AUX
cana-1576	8	17	make	make	VERB
cana-1576	8	18	emotion	emotion	NOUN
cana-1576	8	19	recognition	recognition	NOUN
cana-1576	8	20	systems	system	NOUN
cana-1576	8	21	more	more	ADV
cana-1576	8	22	accurate	accurate	ADJ
cana-1576	8	23	and	and	CCONJ
cana-1576	8	24	detailed	detailed	ADJ
cana-1576	8	25	.	.	PUNCT
cana-1576	9	1	including	include	VERB
cana-1576	9	2	facial	facial	ADJ
cana-1576	9	3	signals	signal	NOUN
cana-1576	9	4	is	be	AUX
cana-1576	9	5	vital	vital	ADJ
cana-1576	9	6	since	since	SCONJ
cana-1576	9	7	it	it	PRON
cana-1576	9	8	includes	include	VERB
cana-1576	9	9	a	a	DET
cana-1576	9	10	visual	visual	ADJ
cana-1576	9	11	component	component	NOUN
cana-1576	9	12	that	that	PRON
cana-1576	9	13	makes	make	VERB
cana-1576	9	14	a	a	DET
cana-1576	9	15	difference	difference	NOUN
cana-1576	9	16	us	we	PRON
cana-1576	9	17	get	get	VERB
cana-1576	9	18	it	it	PRON
cana-1576	9	19	feelings	feeling	NOUN
cana-1576	9	20	more	more	ADV
cana-1576	9	21	profoundly	profoundly	ADV
cana-1576	9	22	,	,	PUNCT
cana-1576	9	23	complementing	complement	VERB
cana-1576	9	24	what	what	PRON
cana-1576	9	25	able	able	ADJ
cana-1576	9	26	to	to	PART
cana-1576	9	27	learn	learn	VERB
cana-1576	9	28	from	from	ADP
cana-1576	9	29	tuning	tune	VERB
cana-1576	9	30	in	in	ADP
cana-1576	9	31	and	and	CCONJ
cana-1576	9	32	perusing	perusing	ADJ
cana-1576	9	33	.	.	PUNCT
cana-1576	10	1	in	in	ADP
cana-1576	10	2	this	this	DET
cana-1576	10	3	think	think	NOUN
cana-1576	10	4	about	about	ADP
cana-1576	10	5	,	,	PUNCT
cana-1576	10	6	we	we	PRON
cana-1576	10	7	utilize	utilize	VERB
cana-1576	10	8	profound	profound	ADJ
cana-1576	10	9	learning	learning	NOUN
cana-1576	10	10	methods	method	NOUN
cana-1576	10	11	,	,	PUNCT
cana-1576	10	12	particularly	particularly	ADV
cana-1576	10	13	convolutional	convolutional	ADJ
cana-1576	10	14	neural	neural	ADJ
cana-1576	10	15	systems	system	NOUN
cana-1576	10	16	(	(	PUNCT
cana-1576	10	17	cnns	cnns	PROPN
cana-1576	10	18	)	)	PUNCT
cana-1576	10	19	and	and	CCONJ
cana-1576	10	20	repetitive	repetitive	ADJ
cana-1576	10	21	neural	neural	ADJ
cana-1576	10	22	systems	system	NOUN
cana-1576	10	23	(	(	PUNCT
cana-1576	10	24	rnns	rnns	PROPN
cana-1576	10	25	)	)	PUNCT
cana-1576	10	26	,	,	PUNCT
cana-1576	10	27	to	to	PART
cana-1576	10	28	way	way	VERB
cana-1576	10	29	better	well	ADV
cana-1576	10	30	handle	handle	VERB
cana-1576	10	31	and	and	CCONJ
cana-1576	10	32	combine	combine	VERB
cana-1576	10	33	multi	multi	ADJ
cana-1576	10	34	-	-	ADJ
cana-1576	10	35	dimensional	dimensional	ADJ
cana-1576	10	36	information	information	NOUN
cana-1576	10	37	.	.	PUNCT
cana-1576	11	1	a.	a.	PROPN
cana-1576	11	2	cnns	cnns	PROPN
cana-1576	11	3	are	be	AUX
cana-1576	11	4	exceptionally	exceptionally	ADV
cana-1576	11	5	great	great	ADJ
cana-1576	11	6	at	at	ADP
cana-1576	11	7	sifting	sift	VERB
cana-1576	11	8	spatial	spatial	ADJ
cana-1576	11	9	features	feature	NOUN
cana-1576	11	10	from	from	ADP
cana-1576	11	11	facial	facial	ADJ
cana-1576	11	12	expressions	expression	NOUN
cana-1576	11	13	.	.	PUNCT
cana-1576	12	1	b.	b.	NOUN
cana-1576	12	2	identifying	identify	VERB
cana-1576	12	3	little	little	ADJ
cana-1576	12	4	changes	change	NOUN
cana-1576	12	5	within	within	ADP
cana-1576	12	6	the	the	DET
cana-1576	12	7	way	way	NOUN
cana-1576	12	8	facial	facial	ADJ
cana-1576	12	9	muscles	muscle	NOUN
cana-1576	12	10	move	move	NOUN
cana-1576	12	11	that	that	PRON
cana-1576	12	12	show	show	VERB
cana-1576	12	13	diverse	diverse	ADJ
cana-1576	12	14	feelings	feeling	NOUN
cana-1576	12	15	.	.	PUNCT
cana-1576	13	1	at	at	ADP
cana-1576	13	2	the	the	DET
cana-1576	13	3	same	same	ADJ
cana-1576	13	4	time	time	NOUN
cana-1576	13	5	,	,	PUNCT
cana-1576	13	6	rnns	rnns	NOUN
cana-1576	13	7	handle	handle	VERB
cana-1576	13	8	grouping	group	VERB
cana-1576	13	9	information	information	NOUN
cana-1576	13	10	from	from	ADP
cana-1576	13	11	composed	compose	VERB
cana-1576	13	12	sources	source	NOUN
cana-1576	13	13	,	,	PUNCT
cana-1576	13	14	capturing	capture	VERB
cana-1576	13	15	semantic	semantic	ADJ
cana-1576	13	16	setting	setting	NOUN
cana-1576	13	17	and	and	CCONJ
cana-1576	13	18	etymological	etymological	ADJ
cana-1576	13	19	nuances	nuance	NOUN
cana-1576	13	20	that	that	PRON
cana-1576	13	21	offer	offer	VERB
cana-1576	13	22	assistance	assistance	NOUN
cana-1576	13	23	individuals	individual	NOUN
cana-1576	13	24	express	express	VERB
cana-1576	13	25	their	their	PRON
cana-1576	13	26	sentiments	sentiment	NOUN
cana-1576	13	27	.	.	PUNCT
cana-1576	14	1	in	in	ADP
cana-1576	14	2	this	this	DET
cana-1576	14	3	strategy	strategy	NOUN
cana-1576	14	4	,	,	PUNCT
cana-1576	14	5	the	the	DET
cana-1576	14	6	multimodal	multimodal	NOUN
cana-1576	14	7	information	information	NOUN
cana-1576	14	8	is	be	AUX
cana-1576	14	9	preprocessed	preprocesse	VERB
cana-1576	14	10	to	to	PART
cana-1576	14	11	coordinate	coordinate	VERB
cana-1576	14	12	spatial	spatial	ADJ
cana-1576	14	13	highlights	highlight	NOUN
cana-1576	14	14	and	and	CCONJ
cana-1576	14	15	synchronize	synchronize	VERB
cana-1576	14	16	transient	transient	ADJ
cana-1576	14	17	angles	angle	NOUN
cana-1576	14	18	,	,	PUNCT
cana-1576	14	19	guaranteeing	guarantee	VERB
cana-1576	14	20	information	information	NOUN
cana-1576	14	21	consistency	consistency	NOUN
cana-1576	14	22	over	over	ADP
cana-1576	14	23	all	all	DET
cana-1576	14	24	modalities	modality	NOUN
cana-1576	14	25	.	.	PUNCT
cana-1576	15	1	feature	feature	NOUN
cana-1576	15	2	extraction	extraction	NOUN
cana-1576	15	3	procedures	procedure	NOUN
cana-1576	15	4	are	be	AUX
cana-1576	15	5	utilized	utilize	VERB
cana-1576	15	6	to	to	PART
cana-1576	15	7	extricate	extricate	VERB
cana-1576	15	8	important	important	ADJ
cana-1576	15	9	designs	design	NOUN
cana-1576	15	10	from	from	ADP
cana-1576	15	11	each	each	DET
cana-1576	15	12	media	medium	NOUN
cana-1576	15	13	.	.	PUNCT
cana-1576	16	1	usually	usually	ADV
cana-1576	16	2	taken	take	VERB
cana-1576	16	3	after	after	ADV
cana-1576	16	4	by	by	ADP
cana-1576	16	5	a	a	DET
cana-1576	16	6	combination	combination	NOUN
cana-1576	16	7	handle	handle	NOUN
cana-1576	16	8	that	that	PRON
cana-1576	16	9	works	work	VERB
cana-1576	16	10	in	in	ADP
cana-1576	16	11	couple	couple	NOUN
cana-1576	16	12	to	to	PART
cana-1576	16	13	create	create	VERB
cana-1576	16	14	the	the	DET
cana-1576	16	15	data	datum	NOUN
cana-1576	16	16	more	more	ADV
cana-1576	16	17	valuable	valuable	ADJ
cana-1576	16	18	.	.	PUNCT
cana-1576	17	1	the	the	DET
cana-1576	17	2	objective	objective	NOUN
cana-1576	17	3	of	of	ADP
cana-1576	17	4	this	this	DET
cana-1576	17	5	combination	combination	NOUN
cana-1576	17	6	prepare	prepare	NOUN
cana-1576	17	7	is	be	AUX
cana-1576	17	8	to	to	PART
cana-1576	17	9	evacuate	evacuate	VERB
cana-1576	17	10	superfluous	superfluous	ADJ
cana-1576	17	11	information	information	NOUN
cana-1576	17	12	and	and	CCONJ
cana-1576	17	13	make	make	VERB
cana-1576	17	14	the	the	DET
cana-1576	17	15	assumption	assumption	NOUN
cana-1576	17	16	classification	classification	NOUN
cana-1576	17	17	show	show	VERB
cana-1576	17	18	more	more	ADV
cana-1576	17	19	versatile	versatile	ADJ
cana-1576	17	20	to	to	ADP
cana-1576	17	21	the	the	DET
cana-1576	17	22	clamor	clamor	NOUN
cana-1576	17	23	and	and	CCONJ
cana-1576	17	24	variety	variety	NOUN
cana-1576	17	25	that	that	PRON
cana-1576	17	26	comes	come	VERB
cana-1576	17	27	with	with	ADP
cana-1576	17	28	real	real	ADJ
cana-1576	17	29	-	-	PUNCT
cana-1576	17	30	world	world	NOUN
cana-1576	17	31	information	information	NOUN
cana-1576	17	32	.	.	PUNCT
cana-1576	18	1	measures	measure	NOUN
cana-1576	18	2	utilized	utilize	VERB
cana-1576	18	3	for	for	ADP
cana-1576	18	4	assessment	assessment	NOUN
cana-1576	18	5	incorporate	incorporate	NOUN
cana-1576	18	6	precision	precision	NOUN
cana-1576	18	7	,	,	PUNCT
cana-1576	18	8	exactness	exactness	NOUN
cana-1576	18	9	,	,	PUNCT
cana-1576	18	10	review	review	NOUN
cana-1576	18	11	and	and	CCONJ
cana-1576	18	12	f1	f1	NOUN
cana-1576	18	13	score	score	NOUN
cana-1576	18	14	.	.	PUNCT
cana-1576	19	1	these	these	PRON
cana-1576	19	2	are	be	AUX
cana-1576	19	3	compared	compare	VERB
cana-1576	19	4	against	against	ADP
cana-1576	19	5	well	well	ADV
cana-1576	19	6	-	-	PUNCT
cana-1576	19	7	known	know	VERB
cana-1576	19	8	assumption	assumption	NOUN
cana-1576	19	9	datasets	dataset	NOUN
cana-1576	19	10	such	such	ADJ
cana-1576	19	11	as	as	ADP
cana-1576	19	12	affectnet	affectnet	NOUN
cana-1576	19	13	and	and	CCONJ
cana-1576	19	14	iemocap	iemocap	NOUN
cana-1576	19	15	.	.	PUNCT
cana-1576	20	1	this	this	PRON
cana-1576	20	2	ponder	ponder	VERB
cana-1576	20	3	explores	explore	VERB
cana-1576	20	4	how	how	SCONJ
cana-1576	20	5	well	well	ADV
cana-1576	20	6	multimodal	multimodal	ADJ
cana-1576	20	7	integration	integration	NOUN
cana-1576	20	8	works	work	VERB
cana-1576	20	9	.	.	PUNCT
cana-1576	21	1	we	we	PRON
cana-1576	21	2	conclude	conclude	VERB
cana-1576	21	3	that	that	SCONJ
cana-1576	21	4	compared	compare	VERB
cana-1576	21	5	with	with	ADP
cana-1576	21	6	unimodal	unimodal	ADJ
cana-1576	21	7	strategies	strategy	NOUN
cana-1576	21	8	,	,	PUNCT
cana-1576	21	9	multimodal	multimodal	NOUN
cana-1576	21	10	integration	integration	NOUN
cana-1576	21	11	is	be	AUX
cana-1576	21	12	more	more	ADV
cana-1576	21	13	precise	precise	ADJ
cana-1576	21	14	and	and	CCONJ
cana-1576	21	15	solid	solid	ADJ
cana-1576	21	16	in	in	ADP
cana-1576	21	17	capturing	capture	VERB
cana-1576	21	18	complex	complex	ADJ
cana-1576	21	19	enthusiastic	enthusiastic	ADJ
cana-1576	21	20	reactions	reaction	NOUN
cana-1576	21	21	,	,	PUNCT
cana-1576	21	22	and	and	CCONJ
cana-1576	21	23	can	can	AUX
cana-1576	21	24	be	be	AUX
cana-1576	21	25	utilized	utilize	VERB
cana-1576	21	26	in	in	ADP
cana-1576	21	27	numerous	numerous	ADJ
cana-1576	21	28	real	real	ADJ
cana-1576	21	29	-	-	PUNCT
cana-1576	21	30	world	world	NOUN
cana-1576	21	31	spaces	space	NOUN
cana-1576	21	32	,	,	PUNCT
cana-1576	21	33	such	such	ADJ
cana-1576	21	34	as	as	ADP
cana-1576	21	35	healthcare	healthcare	NOUN
cana-1576	21	36	,	,	PUNCT
cana-1576	21	37	human	human	ADJ
cana-1576	21	38	-	-	PUNCT
cana-1576	21	39	computer	computer	NOUN
cana-1576	21	40	interaction	interaction	NOUN
cana-1576	21	41	(	(	PUNCT
cana-1576	21	42	mci	mci	NOUN
cana-1576	21	43	)	)	PUNCT
cana-1576	21	44	,	,	PUNCT
cana-1576	21	45	and	and	CCONJ
cana-1576	21	46	emotional	emotional	ADJ
cana-1576	21	47	computing	computing	NOUN
cana-1576	21	48	.	.	PUNCT
cana-1576	22	1	accurate	accurate	ADJ
cana-1576	22	2	emotion	emotion	NOUN
cana-1576	22	3	tracking	tracking	NOUN
cana-1576	22	4	helps	help	VERB
cana-1576	22	5	doctors	doctor	NOUN
cana-1576	22	6	diagnose	diagnose	VERB
cana-1576	22	7	mental	mental	ADJ
cana-1576	22	8	health	health	NOUN
cana-1576	22	9	problems	problem	NOUN
cana-1576	22	10	and	and	CCONJ
cana-1576	22	11	keep	keep	VERB
cana-1576	22	12	an	an	DET
cana-1576	22	13	eye	eye	NOUN
cana-1576	22	14	on	on	ADP
cana-1576	22	15	patients	patient	NOUN
cana-1576	22	16	,	,	PUNCT
cana-1576	22	17	which	which	PRON
cana-1576	22	18	makes	make	VERB
cana-1576	22	19	healing	heal	VERB
cana-1576	22	20	treatments	treatment	NOUN
cana-1576	22	21	based	base	VERB
cana-1576	22	22	on	on	ADP
cana-1576	22	23	emotional	emotional	ADJ
cana-1576	22	24	states	state	NOUN
cana-1576	22	25	more	more	ADV
cana-1576	22	26	effective	effective	ADJ
cana-1576	22	27	.	.	PUNCT
cana-1576	23	1	keywords	keyword	NOUN
cana-1576	23	2	:	:	PUNCT
cana-1576	23	3	multimodal	multimodal	ADJ
cana-1576	23	4	emotion	emotion	NOUN
cana-1576	23	5	recognition	recognition	NOUN
cana-1576	23	6	,	,	PUNCT
cana-1576	23	7	facial	facial	ADJ
cana-1576	23	8	expression	expression	NOUN
cana-1576	23	9	analysis	analysis	NOUN
cana-1576	23	10	,	,	PUNCT
cana-1576	23	11	audio	audio	ADJ
cana-1576	23	12	-	-	ADJ
cana-1576	23	13	visual	visual	ADJ
cana-1576	23	14	integration	integration	NOUN
cana-1576	23	15	,	,	PUNCT
cana-1576	23	16	deep	deep	ADJ
cana-1576	23	17	learning	learning	NOUN
cana-1576	23	18	for	for	ADP
cana-1576	23	19	emotion	emotion	NOUN
cana-1576	23	20	recognition	recognition	NOUN
cana-1576	23	21	,	,	PUNCT
cana-1576	23	22	affective	affective	NOUN
cana-1576	23	23	computing	computing	NOUN
cana-1576	23	24	.	.	PUNCT
cana-1576	24	1	communications	communication	NOUN
cana-1576	24	2	on	on	ADP
cana-1576	24	3	applied	apply	VERB
cana-1576	24	4	nonlinear	nonlinear	ADJ
cana-1576	24	5	analysis	analysis	NOUN
cana-1576	24	6	issn	issn	NOUN
cana-1576	24	7	:	:	PUNCT
cana-1576	24	8	1074	1074	NUM
cana-1576	24	9	-	-	PUNCT
cana-1576	24	10	133x	133x	NUM
cana-1576	24	11	vol	vol	NOUN
cana-1576	24	12	31	31	NUM
cana-1576	24	13	no	no	NOUN
cana-1576	24	14	.	.	PUNCT
cana-1576	25	1	8s	8s	PROPN
cana-1576	25	2	(	(	PUNCT
cana-1576	25	3	2024	2024	NUM
cana-1576	25	4	)	)	PUNCT
cana-1576	25	5	652	652	NUM
cana-1576	25	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	25	7	i.	i.	NOUN
cana-1576	25	8	introduction	introduction	NOUN
cana-1576	25	9	feeling	feeling	NOUN
cana-1576	25	10	acknowledgment	acknowledgment	NOUN
cana-1576	25	11	is	be	AUX
cana-1576	25	12	an	an	DET
cana-1576	25	13	critical	critical	ADJ
cana-1576	25	14	portion	portion	NOUN
cana-1576	25	15	of	of	ADP
cana-1576	25	16	how	how	SCONJ
cana-1576	25	17	individuals	individual	NOUN
cana-1576	25	18	communicate	communicate	VERB
cana-1576	25	19	and	and	CCONJ
cana-1576	25	20	connected	connect	VERB
cana-1576	25	21	with	with	ADP
cana-1576	25	22	each	each	DET
cana-1576	25	23	other	other	ADJ
cana-1576	25	24	.	.	PUNCT
cana-1576	26	1	it	it	PRON
cana-1576	26	2	has	have	AUX
cana-1576	26	3	gotten	get	VERB
cana-1576	26	4	expanding	expand	VERB
cana-1576	26	5	consideration	consideration	NOUN
cana-1576	26	6	in	in	ADP
cana-1576	26	7	areas	area	NOUN
cana-1576	26	8	such	such	ADJ
cana-1576	26	9	as	as	ADP
cana-1576	26	10	brain	brain	NOUN
cana-1576	26	11	research	research	NOUN
cana-1576	26	12	,	,	PUNCT
cana-1576	26	13	neuroscience	neuroscience	NOUN
cana-1576	26	14	,	,	PUNCT
cana-1576	26	15	fake	fake	ADJ
cana-1576	26	16	insights	insight	NOUN
cana-1576	26	17	(	(	PUNCT
cana-1576	26	18	ai	ai	NOUN
cana-1576	26	19	)	)	PUNCT
cana-1576	26	20	,	,	PUNCT
cana-1576	26	21	and	and	CCONJ
cana-1576	26	22	human	human	ADJ
cana-1576	26	23	-	-	PUNCT
cana-1576	26	24	computer	computer	NOUN
cana-1576	26	25	interaction	interaction	NOUN
cana-1576	26	26	(	(	PUNCT
cana-1576	26	27	mci	mci	PROPN
cana-1576	26	28	)	)	PUNCT
cana-1576	26	29	.	.	PUNCT
cana-1576	27	1	legitimately	legitimately	ADV
cana-1576	27	2	recognizing	recognize	VERB
cana-1576	27	3	and	and	CCONJ
cana-1576	27	4	understanding	understand	VERB
cana-1576	27	5	human	human	ADJ
cana-1576	27	6	feelings	feeling	NOUN
cana-1576	27	7	not	not	PART
cana-1576	27	8	as	as	SCONJ
cana-1576	27	9	it	it	PRON
cana-1576	27	10	were	be	AUX
cana-1576	27	11	makes	make	VERB
cana-1576	27	12	a	a	DET
cana-1576	27	13	difference	difference	NOUN
cana-1576	27	14	us	we	PRON
cana-1576	27	15	way	way	ADV
cana-1576	27	16	better	well	ADV
cana-1576	27	17	get	get	VERB
cana-1576	27	18	it	it	PRON
cana-1576	27	19	how	how	SCONJ
cana-1576	27	20	society	society	NOUN
cana-1576	27	21	works	work	VERB
cana-1576	27	22	,	,	PUNCT
cana-1576	27	23	but	but	CCONJ
cana-1576	27	24	too	too	ADV
cana-1576	27	25	has	have	VERB
cana-1576	27	26	colossal	colossal	ADJ
cana-1576	27	27	suggestions	suggestion	NOUN
cana-1576	27	28	for	for	ADP
cana-1576	27	29	creating	create	VERB
cana-1576	27	30	cleverly	cleverly	ADJ
cana-1576	27	31	frameworks	framework	NOUN
cana-1576	27	32	that	that	PRON
cana-1576	27	33	work	work	VERB
cana-1576	27	34	well	well	ADV
cana-1576	27	35	with	with	ADP
cana-1576	27	36	individuals	individual	NOUN
cana-1576	27	37	.	.	PUNCT
cana-1576	28	1	conventional	conventional	ADJ
cana-1576	28	2	feeling	feeling	NOUN
cana-1576	28	3	acknowledgment	acknowledgment	NOUN
cana-1576	28	4	strategies	strategy	NOUN
cana-1576	28	5	ordinarily	ordinarily	ADV
cana-1576	28	6	utilize	utilize	VERB
cana-1576	28	7	one	one	NUM
cana-1576	28	8	-	-	PUNCT
cana-1576	28	9	dimensional	dimensional	ADJ
cana-1576	28	10	information	information	NOUN
cana-1576	28	11	,	,	PUNCT
cana-1576	28	12	such	such	ADJ
cana-1576	28	13	as	as	ADP
cana-1576	28	14	assumption	assumption	NOUN
cana-1576	28	15	examination	examination	NOUN
cana-1576	28	16	of	of	ADP
cana-1576	28	17	content	content	NOUN
cana-1576	28	18	or	or	CCONJ
cana-1576	28	19	phonetic	phonetic	ADJ
cana-1576	28	20	highlights	highlight	NOUN
cana-1576	28	21	of	of	ADP
cana-1576	28	22	discourse	discourse	NOUN
cana-1576	28	23	.	.	PUNCT
cana-1576	29	1	tragically	tragically	ADV
cana-1576	29	2	,	,	PUNCT
cana-1576	29	3	these	these	DET
cana-1576	29	4	strategies	strategy	NOUN
cana-1576	29	5	can	can	AUX
cana-1576	29	6	not	not	PART
cana-1576	29	7	continuously	continuously	ADV
cana-1576	29	8	capture	capture	VERB
cana-1576	29	9	all	all	PRON
cana-1576	29	10	of	of	ADP
cana-1576	29	11	the	the	DET
cana-1576	29	12	diverse	diverse	ADJ
cana-1576	29	13	ways	way	NOUN
cana-1576	29	14	individuals	individual	NOUN
cana-1576	29	15	appear	appear	VERB
cana-1576	29	16	their	their	PRON
cana-1576	29	17	feelings	feeling	NOUN
cana-1576	29	18	,	,	PUNCT
cana-1576	29	19	as	as	SCONJ
cana-1576	29	20	feelings	feeling	NOUN
cana-1576	29	21	are	be	AUX
cana-1576	29	22	multimodal	multimodal	ADJ
cana-1576	29	23	in	in	ADP
cana-1576	29	24	nature	nature	NOUN
cana-1576	29	25	and	and	CCONJ
cana-1576	29	26	incorporate	incorporate	VERB
cana-1576	29	27	talked	talk	VERB
cana-1576	29	28	words	word	NOUN
cana-1576	29	29	,	,	PUNCT
cana-1576	29	30	body	body	NOUN
cana-1576	29	31	dialect	dialect	NOUN
cana-1576	29	32	,	,	PUNCT
cana-1576	29	33	and	and	CCONJ
cana-1576	29	34	facial	facial	ADJ
cana-1576	29	35	expressions	expression	NOUN
cana-1576	29	36	.	.	PUNCT
cana-1576	30	1	in	in	ADP
cana-1576	30	2	later	later	ADV
cana-1576	30	3	a	a	DET
cana-1576	30	4	long	long	ADJ
cana-1576	30	5	time	time	NOUN
cana-1576	30	6	,	,	PUNCT
cana-1576	30	7	there	there	PRON
cana-1576	30	8	has	have	AUX
cana-1576	30	9	been	be	AUX
cana-1576	30	10	a	a	DET
cana-1576	30	11	move	move	NOUN
cana-1576	30	12	in	in	ADP
cana-1576	30	13	considering	consider	VERB
cana-1576	30	14	to	to	PART
cana-1576	30	15	combine	combine	VERB
cana-1576	30	16	distinctive	distinctive	ADJ
cana-1576	30	17	sorts	sort	NOUN
cana-1576	30	18	of	of	ADP
cana-1576	30	19	information	information	NOUN
cana-1576	30	20	,	,	PUNCT
cana-1576	30	21	such	such	ADJ
cana-1576	30	22	as	as	ADP
cana-1576	30	23	voice	voice	NOUN
cana-1576	30	24	,	,	PUNCT
cana-1576	30	25	content	content	NOUN
cana-1576	30	26	,	,	PUNCT
cana-1576	30	27	and	and	CCONJ
cana-1576	30	28	facial	facial	ADJ
cana-1576	30	29	expressions	expression	NOUN
cana-1576	30	30	,	,	PUNCT
cana-1576	30	31	to	to	PART
cana-1576	30	32	supply	supply	VERB
cana-1576	30	33	more	more	ADV
cana-1576	30	34	precise	precise	ADJ
cana-1576	30	35	and	and	CCONJ
cana-1576	30	36	nitty	nitty	ADJ
cana-1576	30	37	gritty	gritty	ADJ
cana-1576	30	38	feeling	feeling	NOUN
cana-1576	30	39	following	follow	VERB
cana-1576	30	40	.	.	PUNCT
cana-1576	31	1	this	this	DET
cana-1576	31	2	integration	integration	NOUN
cana-1576	31	3	recognizes	recognize	VERB
cana-1576	31	4	that	that	SCONJ
cana-1576	31	5	individuals	individual	NOUN
cana-1576	31	6	frequently	frequently	ADV
cana-1576	31	7	express	express	VERB
cana-1576	31	8	feelings	feeling	NOUN
cana-1576	31	9	by	by	ADP
cana-1576	31	10	combining	combine	VERB
cana-1576	31	11	what	what	PRON
cana-1576	31	12	they	they	PRON
cana-1576	31	13	say	say	VERB
cana-1576	31	14	,	,	PUNCT
cana-1576	31	15	how	how	SCONJ
cana-1576	31	16	they	they	PRON
cana-1576	31	17	say	say	VERB
cana-1576	31	18	it	it	PRON
cana-1576	31	19	,	,	PUNCT
cana-1576	31	20	and	and	CCONJ
cana-1576	31	21	their	their	PRON
cana-1576	31	22	facial	facial	ADJ
cana-1576	31	23	developments	development	NOUN
cana-1576	31	24	[	[	X
cana-1576	31	25	1	1	NUM
cana-1576	31	26	]	]	PUNCT
cana-1576	31	27	.	.	PUNCT
cana-1576	32	1	each	each	PRON
cana-1576	32	2	of	of	ADP
cana-1576	32	3	these	these	DET
cana-1576	32	4	components	component	NOUN
cana-1576	32	5	gives	give	VERB
cana-1576	32	6	distinctive	distinctive	ADJ
cana-1576	32	7	data	datum	NOUN
cana-1576	32	8	almost	almost	ADV
cana-1576	32	9	how	how	SCONJ
cana-1576	32	10	somebody	somebody	PRON
cana-1576	32	11	is	be	AUX
cana-1576	32	12	feeling	feel	VERB
cana-1576	32	13	.	.	PUNCT
cana-1576	33	1	with	with	ADP
cana-1576	33	2	unused	unused	ADJ
cana-1576	33	3	improvements	improvement	NOUN
cana-1576	33	4	in	in	ADP
cana-1576	33	5	machine	machine	NOUN
cana-1576	33	6	learning	learning	NOUN
cana-1576	33	7	,	,	PUNCT
cana-1576	33	8	particularly	particularly	ADV
cana-1576	33	9	profound	profound	ADJ
cana-1576	33	10	learning	learning	NOUN
cana-1576	33	11	methods	method	NOUN
cana-1576	33	12	,	,	PUNCT
cana-1576	33	13	specialists	specialist	NOUN
cana-1576	33	14	are	be	AUX
cana-1576	33	15	starting	start	VERB
cana-1576	33	16	to	to	PART
cana-1576	33	17	consider	consider	VERB
cana-1576	33	18	how	how	SCONJ
cana-1576	33	19	these	these	DET
cana-1576	33	20	distinctive	distinctive	ADJ
cana-1576	33	21	sorts	sort	NOUN
cana-1576	33	22	of	of	ADP
cana-1576	33	23	learning	learning	NOUN
cana-1576	33	24	can	can	AUX
cana-1576	33	25	be	be	AUX
cana-1576	33	26	combined	combine	VERB
cana-1576	33	27	to	to	PART
cana-1576	33	28	form	form	VERB
cana-1576	33	29	feeling	feeling	NOUN
cana-1576	33	30	following	follow	VERB
cana-1576	33	31	frameworks	framework	NOUN
cana-1576	33	32	more	more	ADV
cana-1576	33	33	precise	precise	ADJ
cana-1576	33	34	and	and	CCONJ
cana-1576	33	35	nitty	nitty	PROPN
cana-1576	33	36	gritty	gritty	PROPN
cana-1576	33	37	.	.	PUNCT
cana-1576	34	1	since	since	SCONJ
cana-1576	34	2	facial	facial	ADJ
cana-1576	34	3	developments	development	NOUN
cana-1576	34	4	are	be	AUX
cana-1576	34	5	exceptionally	exceptionally	ADV
cana-1576	34	6	valuable	valuable	ADJ
cana-1576	34	7	and	and	CCONJ
cana-1576	34	8	common	common	ADJ
cana-1576	34	9	in	in	ADP
cana-1576	34	10	passing	pass	VERB
cana-1576	34	11	on	on	ADP
cana-1576	34	12	feelings	feeling	NOUN
cana-1576	34	13	,	,	PUNCT
cana-1576	34	14	it	it	PRON
cana-1576	34	15	makes	make	VERB
cana-1576	34	16	a	a	DET
cana-1576	34	17	parcel	parcel	NOUN
cana-1576	34	18	of	of	ADP
cana-1576	34	19	sense	sense	NOUN
cana-1576	34	20	to	to	PART
cana-1576	34	21	incorporate	incorporate	VERB
cana-1576	34	22	them	they	PRON
cana-1576	34	23	in	in	ADP
cana-1576	34	24	a	a	DET
cana-1576	34	25	multimodal	multimodal	NOUN
cana-1576	34	26	feeling	feeling	NOUN
cana-1576	34	27	acknowledgment	acknowledgment	NOUN
cana-1576	34	28	framework	framework	NOUN
cana-1576	34	29	.	.	PUNCT
cana-1576	35	1	not	not	PART
cana-1576	35	2	as	as	SCONJ
cana-1576	35	3	it	it	PRON
cana-1576	35	4	were	be	AUX
cana-1576	35	5	are	be	AUX
cana-1576	35	6	these	these	DET
cana-1576	35	7	signals	signal	NOUN
cana-1576	35	8	by	by	ADP
cana-1576	35	9	and	and	CCONJ
cana-1576	35	10	large	large	ADJ
cana-1576	35	11	widespread	widespread	ADJ
cana-1576	35	12	,	,	PUNCT
cana-1576	35	13	but	but	CCONJ
cana-1576	35	14	they	they	PRON
cana-1576	35	15	moreover	moreover	ADV
cana-1576	35	16	shift	shift	VERB
cana-1576	35	17	actually	actually	ADV
cana-1576	35	18	,	,	PUNCT
cana-1576	35	19	permitting	permit	VERB
cana-1576	35	20	us	we	PRON
cana-1576	35	21	to	to	PART
cana-1576	35	22	appear	appear	VERB
cana-1576	35	23	how	how	SCONJ
cana-1576	35	24	feelings	feeling	NOUN
cana-1576	35	25	alter	alter	VERB
cana-1576	35	26	in	in	ADP
cana-1576	35	27	genuine	genuine	ADJ
cana-1576	35	28	time	time	NOUN
cana-1576	35	29	.	.	PUNCT
cana-1576	36	1	combining	combine	VERB
cana-1576	36	2	facial	facial	ADJ
cana-1576	36	3	expression	expression	NOUN
cana-1576	36	4	examination	examination	NOUN
cana-1576	36	5	with	with	ADP
cana-1576	36	6	other	other	ADJ
cana-1576	36	7	strategies	strategy	NOUN
cana-1576	36	8	,	,	PUNCT
cana-1576	36	9	such	such	ADJ
cana-1576	36	10	as	as	ADP
cana-1576	36	11	discourse	discourse	NOUN
cana-1576	36	12	and	and	CCONJ
cana-1576	36	13	content	content	NOUN
cana-1576	36	14	,	,	PUNCT
cana-1576	36	15	may	may	AUX
cana-1576	36	16	hence	hence	ADV
cana-1576	36	17	empower	empower	VERB
cana-1576	36	18	us	we	PRON
cana-1576	36	19	to	to	PART
cana-1576	36	20	way	way	NOUN
cana-1576	36	21	better	well	ADV
cana-1576	36	22	get	get	VERB
cana-1576	36	23	it	it	PRON
cana-1576	36	24	enthusiastic	enthusiastic	ADJ
cana-1576	36	25	states	state	NOUN
cana-1576	36	26	by	by	ADP
cana-1576	36	27	identifying	identify	VERB
cana-1576	36	28	both	both	CCONJ
cana-1576	36	29	plain	plain	ADJ
cana-1576	36	30	and	and	CCONJ
cana-1576	36	31	covered	cover	VERB
cana-1576	36	32	up	up	ADP
cana-1576	36	33	signs	sign	NOUN
cana-1576	36	34	that	that	SCONJ
cana-1576	36	35	unimodal	unimodal	ADJ
cana-1576	36	36	approaches	approach	NOUN
cana-1576	36	37	may	may	AUX
cana-1576	36	38	miss	miss	VERB
cana-1576	36	39	.	.	PUNCT
cana-1576	37	1	later	later	ADV
cana-1576	37	2	propels	propel	VERB
cana-1576	37	3	in	in	ADP
cana-1576	37	4	computer	computer	NOUN
cana-1576	37	5	vision	vision	NOUN
cana-1576	37	6	and	and	CCONJ
cana-1576	37	7	machine	machine	NOUN
cana-1576	37	8	learning	learning	NOUN
cana-1576	37	9	have	have	AUX
cana-1576	37	10	driven	drive	VERB
cana-1576	37	11	to	to	ADP
cana-1576	37	12	the	the	DET
cana-1576	37	13	advancement	advancement	NOUN
cana-1576	37	14	of	of	ADP
cana-1576	37	15	complex	complex	ADJ
cana-1576	37	16	calculations	calculation	NOUN
cana-1576	37	17	that	that	PRON
cana-1576	37	18	can	can	AUX
cana-1576	37	19	precisely	precisely	ADV
cana-1576	37	20	perused	peruse	VERB
cana-1576	37	21	facial	facial	ADJ
cana-1576	37	22	expressions	expression	NOUN
cana-1576	37	23	[	[	X
cana-1576	37	24	2	2	NUM
cana-1576	37	25	]	]	PUNCT
cana-1576	37	26	.	.	PUNCT
cana-1576	38	1	in	in	ADP
cana-1576	38	2	particular	particular	ADJ
cana-1576	38	3	,	,	PUNCT
cana-1576	38	4	convolutional	convolutional	ADJ
cana-1576	38	5	neural	neural	ADJ
cana-1576	38	6	networks	network	NOUN
cana-1576	38	7	(	(	PUNCT
cana-1576	38	8	cnns	cnns	PROPN
cana-1576	38	9	)	)	PUNCT
cana-1576	38	10	have	have	AUX
cana-1576	38	11	demonstrated	demonstrate	VERB
cana-1576	38	12	a	a	DET
cana-1576	38	13	remarkable	remarkable	ADJ
cana-1576	38	14	ability	ability	NOUN
cana-1576	38	15	to	to	PART
cana-1576	38	16	automatically	automatically	ADV
cana-1576	38	17	detect	detect	VERB
cana-1576	38	18	and	and	CCONJ
cana-1576	38	19	classify	classify	VERB
cana-1576	38	20	facial	facial	ADJ
cana-1576	38	21	emotions	emotion	NOUN
cana-1576	38	22	in	in	ADP
cana-1576	38	23	photos	photo	NOUN
cana-1576	38	24	and	and	CCONJ
cana-1576	38	25	videos	video	NOUN
cana-1576	38	26	.	.	PUNCT
cana-1576	39	1	these	these	DET
cana-1576	39	2	networks	network	NOUN
cana-1576	39	3	filter	filter	VERB
cana-1576	39	4	out	out	ADP
cana-1576	39	5	spatial	spatial	ADJ
cana-1576	39	6	features	feature	NOUN
cana-1576	39	7	from	from	ADP
cana-1576	39	8	facial	facial	ADJ
cana-1576	39	9	images	image	NOUN
cana-1576	39	10	and	and	CCONJ
cana-1576	39	11	recognize	recognize	VERB
cana-1576	39	12	that	that	PRON
cana-1576	39	13	small	small	ADJ
cana-1576	39	14	changes	change	NOUN
cana-1576	39	15	in	in	ADP
cana-1576	39	16	facial	facial	ADJ
cana-1576	39	17	muscle	muscle	NOUN
cana-1576	39	18	placement	placement	NOUN
cana-1576	39	19	can	can	AUX
cana-1576	39	20	indicate	indicate	VERB
cana-1576	39	21	different	different	ADJ
cana-1576	39	22	emotions	emotion	NOUN
cana-1576	39	23	.	.	PUNCT
cana-1576	40	1	combined	combine	VERB
cana-1576	40	2	with	with	ADP
cana-1576	40	3	recurrent	recurrent	ADJ
cana-1576	40	4	neural	neural	ADJ
cana-1576	40	5	networks	network	NOUN
cana-1576	40	6	(	(	PUNCT
cana-1576	40	7	rnns	rnns	PROPN
cana-1576	40	8	)	)	PUNCT
cana-1576	40	9	for	for	ADP
cana-1576	40	10	linear	linear	ADJ
cana-1576	40	11	processing	processing	NOUN
cana-1576	40	12	of	of	ADP
cana-1576	40	13	text	text	NOUN
cana-1576	40	14	input	input	NOUN
cana-1576	40	15	and	and	CCONJ
cana-1576	40	16	a	a	DET
cana-1576	40	17	temporal	temporal	ADJ
cana-1576	40	18	coordination	coordination	NOUN
cana-1576	40	19	mechanism	mechanism	NOUN
cana-1576	40	20	,	,	PUNCT
cana-1576	40	21	multimodal	multimodal	NOUN
cana-1576	40	22	systems	system	NOUN
cana-1576	40	23	can	can	AUX
cana-1576	40	24	successfully	successfully	ADV
cana-1576	40	25	synchronize	synchronize	VERB
cana-1576	40	26	and	and	CCONJ
cana-1576	40	27	merge	merge	VERB
cana-1576	40	28	data	datum	NOUN
cana-1576	40	29	streams	stream	NOUN
cana-1576	40	30	,	,	PUNCT
cana-1576	40	31	making	make	VERB
cana-1576	40	32	overall	overall	ADJ
cana-1576	40	33	emotion	emotion	NOUN
cana-1576	40	34	classification	classification	NOUN
cana-1576	40	35	more	more	ADV
cana-1576	40	36	accurate	accurate	ADJ
cana-1576	40	37	and	and	CCONJ
cana-1576	40	38	reliable	reliable	ADJ
cana-1576	40	39	.	.	PUNCT
cana-1576	41	1	figure	figure	NOUN
cana-1576	41	2	1	1	NUM
cana-1576	41	3	:	:	PUNCT
cana-1576	41	4	integration	integration	NOUN
cana-1576	41	5	of	of	ADP
cana-1576	41	6	multimodal	multimodal	NOUN
cana-1576	41	7	inputs	input	NOUN
cana-1576	41	8	for	for	ADP
cana-1576	41	9	emotion	emotion	NOUN
cana-1576	41	10	recognition	recognition	NOUN
cana-1576	41	11	communications	communication	NOUN
cana-1576	41	12	on	on	ADP
cana-1576	41	13	applied	apply	VERB
cana-1576	41	14	nonlinear	nonlinear	ADJ
cana-1576	41	15	analysis	analysis	NOUN
cana-1576	41	16	issn	issn	NOUN
cana-1576	41	17	:	:	PUNCT
cana-1576	41	18	1074	1074	NUM
cana-1576	41	19	-	-	PUNCT
cana-1576	41	20	133x	133x	NUM
cana-1576	41	21	vol	vol	NOUN
cana-1576	41	22	31	31	NUM
cana-1576	41	23	no	no	NOUN
cana-1576	41	24	.	.	PUNCT
cana-1576	42	1	8s	8s	PROPN
cana-1576	42	2	(	(	PUNCT
cana-1576	42	3	2024	2024	NUM
cana-1576	42	4	)	)	PUNCT
cana-1576	42	5	653	653	NUM
cana-1576	42	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	42	7	including	include	VERB
cana-1576	42	8	sound	sound	NOUN
cana-1576	42	9	and	and	CCONJ
cana-1576	42	10	content	content	NOUN
cana-1576	42	11	to	to	ADP
cana-1576	42	12	the	the	DET
cana-1576	42	13	multimodal	multimodal	NOUN
cana-1576	42	14	system	system	NOUN
cana-1576	42	15	assist	assist	NOUN
cana-1576	42	16	makes	make	VERB
cana-1576	42	17	strides	stride	NOUN
cana-1576	42	18	it	it	PRON
cana-1576	42	19	by	by	ADP
cana-1576	42	20	capturing	capture	VERB
cana-1576	42	21	the	the	DET
cana-1576	42	22	passionate	passionate	ADJ
cana-1576	42	23	signals	signal	NOUN
cana-1576	42	24	individuals	individual	NOUN
cana-1576	42	25	utilize	utilize	VERB
cana-1576	42	26	when	when	SCONJ
cana-1576	42	27	talking	talk	VERB
cana-1576	42	28	and	and	CCONJ
cana-1576	42	29	composing	composing	NOUN
cana-1576	42	30	.	.	PUNCT
cana-1576	43	1	discourse	discourse	NOUN
cana-1576	43	2	components	component	NOUN
cana-1576	43	3	such	such	ADJ
cana-1576	43	4	as	as	ADP
cana-1576	43	5	pitch	pitch	NOUN
cana-1576	43	6	,	,	PUNCT
cana-1576	43	7	volume	volume	NOUN
cana-1576	43	8	,	,	PUNCT
cana-1576	43	9	and	and	CCONJ
cana-1576	43	10	prosody	prosody	NOUN
cana-1576	43	11	can	can	AUX
cana-1576	43	12	demonstrate	demonstrate	VERB
cana-1576	43	13	diverse	diverse	ADJ
cana-1576	43	14	levels	level	NOUN
cana-1576	43	15	of	of	ADP
cana-1576	43	16	feeling	feeling	NOUN
cana-1576	43	17	that	that	PRON
cana-1576	43	18	are	be	AUX
cana-1576	43	19	related	relate	VERB
cana-1576	43	20	to	to	ADP
cana-1576	43	21	facial	facial	ADJ
cana-1576	43	22	reactions	reaction	NOUN
cana-1576	43	23	.	.	PUNCT
cana-1576	44	1	in	in	ADP
cana-1576	44	2	the	the	DET
cana-1576	44	3	mean	mean	ADJ
cana-1576	44	4	time	time	NOUN
cana-1576	44	5	,	,	PUNCT
cana-1576	44	6	printed	print	VERB
cana-1576	44	7	prompts	prompt	NOUN
cana-1576	44	8	give	give	VERB
cana-1576	44	9	conceptual	conceptual	ADJ
cana-1576	44	10	setting	setting	NOUN
cana-1576	44	11	and	and	CCONJ
cana-1576	44	12	disposition	disposition	NOUN
cana-1576	44	13	that	that	PRON
cana-1576	44	14	offer	offer	VERB
cana-1576	44	15	assistance	assistance	NOUN
cana-1576	44	16	to	to	PART
cana-1576	44	17	superior	superior	ADJ
cana-1576	44	18	get	get	VERB
cana-1576	44	19	it	it	PRON
cana-1576	44	20	the	the	DET
cana-1576	44	21	passionate	passionate	ADJ
cana-1576	44	22	state	state	NOUN
cana-1576	44	23	.	.	PUNCT
cana-1576	45	1	multimodal	multimodal	ADJ
cana-1576	45	2	feeling	feeling	NOUN
cana-1576	45	3	acknowledgment	acknowledgment	NOUN
cana-1576	45	4	frameworks	framework	NOUN
cana-1576	45	5	endeavor	endeavor	VERB
cana-1576	45	6	to	to	PART
cana-1576	45	7	maintain	maintain	VERB
cana-1576	45	8	a	a	DET
cana-1576	45	9	strategic	strategic	ADJ
cana-1576	45	10	distance	distance	NOUN
cana-1576	45	11	from	from	ADP
cana-1576	45	12	the	the	DET
cana-1576	45	13	issues	issue	NOUN
cana-1576	45	14	related	relate	VERB
cana-1576	45	15	with	with	ADP
cana-1576	45	16	utilizing	utilize	VERB
cana-1576	45	17	as	as	SCONJ
cana-1576	45	18	it	it	PRON
cana-1576	45	19	were	be	AUX
cana-1576	45	20	one	one	NUM
cana-1576	45	21	mode	mode	NOUN
cana-1576	45	22	,	,	PUNCT
cana-1576	45	23	such	such	ADJ
cana-1576	45	24	as	as	ADP
cana-1576	45	25	vague	vague	ADJ
cana-1576	45	26	content	content	NOUN
cana-1576	45	27	or	or	CCONJ
cana-1576	45	28	changing	change	VERB
cana-1576	45	29	voice	voice	NOUN
cana-1576	45	30	,	,	PUNCT
cana-1576	45	31	by	by	ADP
cana-1576	45	32	utilizing	utilize	VERB
cana-1576	45	33	all	all	DET
cana-1576	45	34	modes	mode	NOUN
cana-1576	45	35	in	in	ADP
cana-1576	45	36	suitable	suitable	ADJ
cana-1576	45	37	combinations	combination	NOUN
cana-1576	45	38	[	[	X
cana-1576	45	39	3	3	NUM
cana-1576	45	40	]	]	PUNCT
cana-1576	45	41	.	.	PUNCT
cana-1576	46	1	this	this	PRON
cana-1576	46	2	makes	make	VERB
cana-1576	46	3	the	the	DET
cana-1576	46	4	generally	generally	ADV
cana-1576	46	5	framework	framework	NOUN
cana-1576	46	6	more	more	ADV
cana-1576	46	7	solid	solid	ADJ
cana-1576	46	8	and	and	CCONJ
cana-1576	46	9	effective	effective	ADJ
cana-1576	46	10	.	.	PUNCT
cana-1576	47	1	a	a	DET
cana-1576	47	2	multimodal	multimodal	ADJ
cana-1576	47	3	feeling	feeling	NOUN
cana-1576	47	4	acknowledgment	acknowledgment	NOUN
cana-1576	47	5	framework	framework	NOUN
cana-1576	47	6	must	must	AUX
cana-1576	47	7	go	go	VERB
cana-1576	47	8	through	through	ADP
cana-1576	47	9	numerous	numerous	ADJ
cana-1576	47	10	tests	test	NOUN
cana-1576	47	11	utilizing	utilize	VERB
cana-1576	47	12	distinctive	distinctive	ADJ
cana-1576	47	13	datasets	dataset	NOUN
cana-1576	47	14	that	that	PRON
cana-1576	47	15	contain	contain	VERB
cana-1576	47	16	distinctive	distinctive	ADJ
cana-1576	47	17	enthusiastic	enthusiastic	ADJ
cana-1576	47	18	reactions	reaction	NOUN
cana-1576	47	19	and	and	CCONJ
cana-1576	47	20	social	social	ADJ
cana-1576	47	21	situations	situation	NOUN
cana-1576	47	22	.	.	PUNCT
cana-1576	48	1	a	a	DET
cana-1576	48	2	standard	standard	ADJ
cana-1576	48	3	way	way	NOUN
cana-1576	48	4	to	to	PART
cana-1576	48	5	test	test	VERB
cana-1576	48	6	the	the	DET
cana-1576	48	7	system	system	NOUN
cana-1576	48	8	's	's	PART
cana-1576	48	9	capabilities	capability	NOUN
cana-1576	48	10	is	be	AUX
cana-1576	48	11	benchmark	benchmark	NOUN
cana-1576	48	12	datasets	dataset	NOUN
cana-1576	48	13	such	such	ADJ
cana-1576	48	14	as	as	ADP
cana-1576	48	15	affectnet	affectnet	NOUN
cana-1576	48	16	,	,	PUNCT
cana-1576	48	17	which	which	PRON
cana-1576	48	18	contains	contain	VERB
cana-1576	48	19	a	a	DET
cana-1576	48	20	assortment	assortment	NOUN
cana-1576	48	21	of	of	ADP
cana-1576	48	22	facial	facial	ADJ
cana-1576	48	23	developments	development	NOUN
cana-1576	48	24	with	with	ADP
cana-1576	48	25	feelings	feeling	NOUN
cana-1576	48	26	,	,	PUNCT
cana-1576	48	27	and	and	CCONJ
cana-1576	48	28	iemocap	iemocap	NOUN
cana-1576	48	29	,	,	PUNCT
cana-1576	48	30	which	which	PRON
cana-1576	48	31	could	could	AUX
cana-1576	48	32	be	be	AUX
cana-1576	48	33	a	a	DET
cana-1576	48	34	collection	collection	NOUN
cana-1576	48	35	of	of	ADP
cana-1576	48	36	replayed	replay	VERB
cana-1576	48	37	and	and	CCONJ
cana-1576	48	38	unreplayed	unreplaye	VERB
cana-1576	48	39	multimodal	multimodal	NOUN
cana-1576	48	40	feelings	feeling	NOUN
cana-1576	48	41	.	.	PUNCT
cana-1576	49	1	measurements	measurement	NOUN
cana-1576	49	2	such	such	ADJ
cana-1576	49	3	as	as	ADP
cana-1576	49	4	f1	f1	PROPN
cana-1576	49	5	score	score	NOUN
cana-1576	49	6	,	,	PUNCT
cana-1576	49	7	memory	memory	NOUN
cana-1576	49	8	,	,	PUNCT
cana-1576	49	9	exactness	exactness	NOUN
cana-1576	49	10	,	,	PUNCT
cana-1576	49	11	and	and	CCONJ
cana-1576	49	12	precision	precision	NOUN
cana-1576	49	13	give	give	VERB
cana-1576	49	14	a	a	DET
cana-1576	49	15	numerical	numerical	ADJ
cana-1576	49	16	esteem	esteem	NOUN
cana-1576	49	17	that	that	PRON
cana-1576	49	18	demonstrates	demonstrate	VERB
cana-1576	49	19	the	the	DET
cana-1576	49	20	execution	execution	NOUN
cana-1576	49	21	of	of	ADP
cana-1576	49	22	the	the	DET
cana-1576	49	23	framework	framework	NOUN
cana-1576	49	24	and	and	CCONJ
cana-1576	49	25	offer	offer	VERB
cana-1576	49	26	assistance	assistance	NOUN
cana-1576	49	27	get	get	VERB
cana-1576	49	28	it	it	PRON
cana-1576	49	29	the	the	DET
cana-1576	49	30	qualities	quality	NOUN
cana-1576	49	31	and	and	CCONJ
cana-1576	49	32	shortcomings	shortcoming	NOUN
cana-1576	49	33	of	of	ADP
cana-1576	49	34	distinctive	distinctive	ADJ
cana-1576	49	35	multimodal	multimodal	NOUN
cana-1576	49	36	combination	combination	NOUN
cana-1576	49	37	strategies	strategy	NOUN
cana-1576	49	38	.	.	PUNCT
cana-1576	50	1	multimodal	multimodal	ADJ
cana-1576	50	2	feeling	feeling	NOUN
cana-1576	50	3	acknowledgment	acknowledgment	NOUN
cana-1576	50	4	not	not	PART
cana-1576	50	5	as	as	SCONJ
cana-1576	50	6	it	it	PRON
cana-1576	50	7	were	be	AUX
cana-1576	50	8	advances	advance	NOUN
cana-1576	50	9	scholarly	scholarly	ADJ
cana-1576	50	10	advance	advance	NOUN
cana-1576	50	11	,	,	PUNCT
cana-1576	50	12	but	but	CCONJ
cana-1576	50	13	too	too	ADV
cana-1576	50	14	has	have	VERB
cana-1576	50	15	numerous	numerous	ADJ
cana-1576	50	16	valuable	valuable	ADJ
cana-1576	50	17	applications	application	NOUN
cana-1576	50	18	in	in	ADP
cana-1576	50	19	genuine	genuine	ADJ
cana-1576	50	20	life	life	NOUN
cana-1576	50	21	,	,	PUNCT
cana-1576	50	22	such	such	ADJ
cana-1576	50	23	as	as	ADP
cana-1576	50	24	instruction	instruction	NOUN
cana-1576	50	25	,	,	PUNCT
cana-1576	50	26	pharmaceutical	pharmaceutical	NOUN
cana-1576	50	27	,	,	PUNCT
cana-1576	50	28	virtual	virtual	ADJ
cana-1576	50	29	reality	reality	NOUN
cana-1576	50	30	,	,	PUNCT
cana-1576	50	31	and	and	CCONJ
cana-1576	50	32	human	human	ADJ
cana-1576	50	33	-	-	PUNCT
cana-1576	50	34	computer	computer	NOUN
cana-1576	50	35	interaction	interaction	NOUN
cana-1576	50	36	.	.	PUNCT
cana-1576	51	1	real	real	ADJ
cana-1576	51	2	-	-	PUNCT
cana-1576	51	3	time	time	NOUN
cana-1576	51	4	feeling	feeling	NOUN
cana-1576	51	5	acknowledgment	acknowledgment	NOUN
cana-1576	51	6	can	can	AUX
cana-1576	51	7	offer	offer	VERB
cana-1576	51	8	assistance	assistance	NOUN
cana-1576	51	9	specialists	specialist	NOUN
cana-1576	51	10	analyze	analyze	VERB
cana-1576	51	11	passionate	passionate	ADJ
cana-1576	51	12	disarranges	disarrange	NOUN
cana-1576	51	13	,	,	PUNCT
cana-1576	51	14	track	track	NOUN
cana-1576	51	15	patients	patient	NOUN
cana-1576	51	16	'	'	PART
cana-1576	51	17	advance	advance	NOUN
cana-1576	51	18	,	,	PUNCT
cana-1576	51	19	and	and	CCONJ
cana-1576	51	20	guarantee	guarantee	VERB
cana-1576	51	21	that	that	SCONJ
cana-1576	51	22	treatment	treatment	NOUN
cana-1576	51	23	is	be	AUX
cana-1576	51	24	being	be	AUX
cana-1576	51	25	managed	manage	VERB
cana-1576	51	26	.	.	PUNCT
cana-1576	52	1	give	give	VERB
cana-1576	52	2	suitable	suitable	ADJ
cana-1576	52	3	treatment	treatment	NOUN
cana-1576	52	4	based	base	VERB
cana-1576	52	5	on	on	ADP
cana-1576	52	6	your	your	PRON
cana-1576	52	7	passionate	passionate	ADJ
cana-1576	52	8	state	state	NOUN
cana-1576	52	9	.	.	PUNCT
cana-1576	53	1	understanding	understand	VERB
cana-1576	53	2	how	how	SCONJ
cana-1576	53	3	understudies	understudy	NOUN
cana-1576	53	4	feel	feel	VERB
cana-1576	53	5	can	can	AUX
cana-1576	53	6	offer	offer	VERB
cana-1576	53	7	assistance	assistance	NOUN
cana-1576	53	8	personalized	personalize	VERB
cana-1576	53	9	learning	learning	NOUN
cana-1576	53	10	and	and	CCONJ
cana-1576	53	11	versatile	versatile	ADJ
cana-1576	53	12	instructing	instruct	VERB
cana-1576	53	13	frameworks	framework	NOUN
cana-1576	53	14	work	work	VERB
cana-1576	53	15	superior	superior	ADJ
cana-1576	53	16	in	in	ADP
cana-1576	53	17	schools	school	NOUN
cana-1576	53	18	,	,	PUNCT
cana-1576	53	19	which	which	PRON
cana-1576	53	20	can	can	AUX
cana-1576	53	21	boost	boost	VERB
cana-1576	53	22	understudy	understudy	ADJ
cana-1576	53	23	association	association	NOUN
cana-1576	53	24	and	and	CCONJ
cana-1576	53	25	scholarly	scholarly	ADJ
cana-1576	53	26	victory	victory	NOUN
cana-1576	53	27	.	.	PUNCT
cana-1576	54	1	within	within	ADP
cana-1576	54	2	the	the	DET
cana-1576	54	3	same	same	ADJ
cana-1576	54	4	way	way	NOUN
cana-1576	54	5	,	,	PUNCT
cana-1576	54	6	adaptable	adaptable	ADJ
cana-1576	54	7	characters	character	NOUN
cana-1576	54	8	and	and	CCONJ
cana-1576	54	9	virtual	virtual	ADJ
cana-1576	54	10	operators	operator	NOUN
cana-1576	54	11	can	can	AUX
cana-1576	54	12	alter	alter	VERB
cana-1576	54	13	how	how	SCONJ
cana-1576	54	14	they	they	PRON
cana-1576	54	15	act	act	VERB
cana-1576	54	16	based	base	VERB
cana-1576	54	17	on	on	ADP
cana-1576	54	18	how	how	SCONJ
cana-1576	54	19	the	the	DET
cana-1576	54	20	client	client	NOUN
cana-1576	54	21	is	be	AUX
cana-1576	54	22	feeling	feel	VERB
cana-1576	54	23	,	,	PUNCT
cana-1576	54	24	making	make	VERB
cana-1576	54	25	trades	trade	VERB
cana-1576	54	26	more	more	ADV
cana-1576	54	27	practical	practical	ADJ
cana-1576	54	28	and	and	CCONJ
cana-1576	54	29	caring	caring	ADJ
cana-1576	54	30	.	.	PUNCT
cana-1576	55	1	ii	ii	PROPN
cana-1576	55	2	.	.	PUNCT
cana-1576	56	1	literature	literature	PROPN
cana-1576	56	2	review	review	PROPN
cana-1576	56	3	a.	a.	NOUN
cana-1576	56	4	review	review	NOUN
cana-1576	56	5	of	of	ADP
cana-1576	56	6	existing	exist	VERB
cana-1576	56	7	emotion	emotion	NOUN
cana-1576	56	8	recognition	recognition	NOUN
cana-1576	56	9	methods	method	NOUN
cana-1576	56	10	using	use	VERB
cana-1576	56	11	single	single	ADJ
cana-1576	56	12	and	and	CCONJ
cana-1576	56	13	multimodal	multimodal	NOUN
cana-1576	56	14	inputs	input	NOUN
cana-1576	56	15	existing	exist	VERB
cana-1576	56	16	feeling	feeling	NOUN
cana-1576	56	17	acknowledgment	acknowledgment	NOUN
cana-1576	56	18	strategies	strategy	NOUN
cana-1576	56	19	have	have	AUX
cana-1576	56	20	changed	change	VERB
cana-1576	56	21	altogether	altogether	ADV
cana-1576	56	22	over	over	ADP
cana-1576	56	23	the	the	DET
cana-1576	56	24	a	a	DET
cana-1576	56	25	long	long	ADJ
cana-1576	56	26	time	time	NOUN
cana-1576	56	27	.	.	PUNCT
cana-1576	57	1	at	at	ADP
cana-1576	57	2	first	first	ADV
cana-1576	57	3	,	,	PUNCT
cana-1576	57	4	they	they	PRON
cana-1576	57	5	centered	center	VERB
cana-1576	57	6	on	on	ADP
cana-1576	57	7	monomodal	monomodal	ADJ
cana-1576	57	8	inputs	input	NOUN
cana-1576	57	9	such	such	ADJ
cana-1576	57	10	as	as	ADP
cana-1576	57	11	content	content	NOUN
cana-1576	57	12	,	,	PUNCT
cana-1576	57	13	discourse	discourse	NOUN
cana-1576	57	14	,	,	PUNCT
cana-1576	57	15	and	and	CCONJ
cana-1576	57	16	facial	facial	ADJ
cana-1576	57	17	developments	development	NOUN
cana-1576	57	18	.	.	PUNCT
cana-1576	58	1	more	more	ADV
cana-1576	58	2	as	as	ADP
cana-1576	58	3	of	of	ADP
cana-1576	58	4	late	late	ADJ
cana-1576	58	5	,	,	PUNCT
cana-1576	58	6	numerous	numerous	ADJ
cana-1576	58	7	modalities	modality	NOUN
cana-1576	58	8	have	have	AUX
cana-1576	58	9	been	be	AUX
cana-1576	58	10	included	include	VERB
cana-1576	58	11	to	to	PART
cana-1576	58	12	make	make	VERB
cana-1576	58	13	strides	stride	NOUN
cana-1576	58	14	precision	precision	NOUN
cana-1576	58	15	and	and	CCONJ
cana-1576	58	16	vigor	vigor	NOUN
cana-1576	58	17	.	.	PUNCT
cana-1576	59	1	monomodal	monomodal	ADJ
cana-1576	59	2	strategies	strategy	NOUN
cana-1576	59	3	ordinarily	ordinarily	ADV
cana-1576	59	4	center	center	VERB
cana-1576	59	5	on	on	ADP
cana-1576	59	6	person	person	NOUN
cana-1576	59	7	prompts	prompt	NOUN
cana-1576	59	8	,	,	PUNCT
cana-1576	59	9	such	such	ADJ
cana-1576	59	10	as	as	ADP
cana-1576	59	11	the	the	DET
cana-1576	59	12	tone	tone	NOUN
cana-1576	59	13	of	of	ADP
cana-1576	59	14	content	content	NOUN
cana-1576	59	15	or	or	CCONJ
cana-1576	59	16	the	the	DET
cana-1576	59	17	sounds	sound	NOUN
cana-1576	59	18	individuals	individual	NOUN
cana-1576	59	19	make	make	VERB
cana-1576	59	20	when	when	SCONJ
cana-1576	59	21	they	they	PRON
cana-1576	59	22	talk	talk	VERB
cana-1576	59	23	.	.	PUNCT
cana-1576	60	1	text	text	NOUN
cana-1576	60	2	-	-	PUNCT
cana-1576	60	3	based	base	VERB
cana-1576	60	4	strategies	strategy	NOUN
cana-1576	60	5	utilize	utilize	VERB
cana-1576	60	6	common	common	ADJ
cana-1576	60	7	dialect	dialect	NOUN
cana-1576	60	8	preparing	prepare	VERB
cana-1576	60	9	(	(	PUNCT
cana-1576	60	10	nlp	nlp	NOUN
cana-1576	60	11	)	)	PUNCT
cana-1576	60	12	to	to	PART
cana-1576	60	13	channel	channel	VERB
cana-1576	60	14	out	out	ADP
cana-1576	60	15	dispositionand	dispositionand	VERB
cana-1576	60	16	emotion	emotion	NOUN
cana-1576	60	17	-	-	PUNCT
cana-1576	60	18	related	relate	VERB
cana-1576	60	19	data	datum	NOUN
cana-1576	60	20	from	from	ADP
cana-1576	60	21	talked	talk	VERB
cana-1576	60	22	or	or	CCONJ
cana-1576	60	23	composed	compose	VERB
cana-1576	60	24	content	content	NOUN
cana-1576	60	25	[	[	X
cana-1576	60	26	4	4	NUM
cana-1576	60	27	]	]	PUNCT
cana-1576	60	28	.	.	PUNCT
cana-1576	61	1	they	they	PRON
cana-1576	61	2	frequently	frequently	ADV
cana-1576	61	3	utilize	utilize	VERB
cana-1576	61	4	dictionaries	dictionary	NOUN
cana-1576	61	5	and	and	CCONJ
cana-1576	61	6	machine	machine	NOUN
cana-1576	61	7	learning	learning	NOUN
cana-1576	61	8	models	model	NOUN
cana-1576	61	9	to	to	PART
cana-1576	61	10	gather	gather	VERB
cana-1576	61	11	passionate	passionate	ADJ
cana-1576	61	12	states	state	NOUN
cana-1576	61	13	based	base	VERB
cana-1576	61	14	on	on	ADP
cana-1576	61	15	how	how	SCONJ
cana-1576	61	16	words	word	NOUN
cana-1576	61	17	are	be	AUX
cana-1576	61	18	utilized	utilize	VERB
cana-1576	61	19	and	and	CCONJ
cana-1576	61	20	what	what	PRON
cana-1576	61	21	they	they	PRON
cana-1576	61	22	cruel	cruel	VERB
cana-1576	61	23	in	in	ADP
cana-1576	61	24	setting	set	VERB
cana-1576	61	25	.	.	PUNCT
cana-1576	62	1	so	so	ADV
cana-1576	62	2	also	also	ADV
cana-1576	62	3	,	,	PUNCT
cana-1576	62	4	acoustic	acoustic	ADJ
cana-1576	62	5	examination	examination	NOUN
cana-1576	62	6	of	of	ADP
cana-1576	62	7	discourse	discourse	NOUN
cana-1576	62	8	utilizing	utilize	VERB
cana-1576	62	9	speed	speed	NOUN
cana-1576	62	10	,	,	PUNCT
cana-1576	62	11	volume	volume	NOUN
cana-1576	62	12	,	,	PUNCT
cana-1576	62	13	and	and	CCONJ
cana-1576	62	14	talking	talking	NOUN
cana-1576	62	15	rate	rate	NOUN
cana-1576	62	16	is	be	AUX
cana-1576	62	17	an	an	DET
cana-1576	62	18	imperative	imperative	ADJ
cana-1576	62	19	portion	portion	NOUN
cana-1576	62	20	of	of	ADP
cana-1576	62	21	speech	speech	NOUN
cana-1576	62	22	-	-	PUNCT
cana-1576	62	23	based	base	VERB
cana-1576	62	24	feeling	feeling	NOUN
cana-1576	62	25	acknowledgment	acknowledgment	NOUN
cana-1576	62	26	.	.	PUNCT
cana-1576	63	1	there	there	PRON
cana-1576	63	2	are	be	VERB
cana-1576	63	3	numerous	numerous	ADJ
cana-1576	63	4	diverse	diverse	ADJ
cana-1576	63	5	sorts	sort	NOUN
cana-1576	63	6	of	of	ADP
cana-1576	63	7	strategies	strategy	NOUN
cana-1576	63	8	,	,	PUNCT
cana-1576	63	9	extending	extend	VERB
cana-1576	63	10	from	from	ADP
cana-1576	63	11	basic	basic	ADJ
cana-1576	63	12	flag	flag	NOUN
cana-1576	63	13	handling	handling	NOUN
cana-1576	63	14	strategies	strategy	NOUN
cana-1576	63	15	to	to	ADP
cana-1576	63	16	complex	complex	ADJ
cana-1576	63	17	machine	machine	NOUN
cana-1576	63	18	learning	learning	NOUN
cana-1576	63	19	models	model	NOUN
cana-1576	63	20	prepared	prepare	VERB
cana-1576	63	21	from	from	ADP
cana-1576	63	22	named	name	VERB
cana-1576	63	23	discourse	discourse	NOUN
cana-1576	63	24	datasets	dataset	NOUN
cana-1576	63	25	.	.	PUNCT
cana-1576	64	1	these	these	DET
cana-1576	64	2	strategies	strategy	NOUN
cana-1576	64	3	work	work	VERB
cana-1576	64	4	best	good	ADJ
cana-1576	64	5	to	to	PART
cana-1576	64	6	capture	capture	VERB
cana-1576	64	7	feelings	feeling	NOUN
cana-1576	64	8	based	base	VERB
cana-1576	64	9	on	on	ADP
cana-1576	64	10	sound	sound	NOUN
cana-1576	64	11	and	and	CCONJ
cana-1576	64	12	prosody	prosody	NOUN
cana-1576	64	13	,	,	PUNCT
cana-1576	64	14	but	but	CCONJ
cana-1576	64	15	can	can	AUX
cana-1576	64	16	run	run	VERB
cana-1576	64	17	into	into	ADP
cana-1576	64	18	issues	issue	NOUN
cana-1576	64	19	when	when	SCONJ
cana-1576	64	20	discourse	discourse	NOUN
cana-1576	64	21	designs	design	VERB
cana-1576	64	22	alter	alter	VERB
cana-1576	64	23	or	or	CCONJ
cana-1576	64	24	the	the	DET
cana-1576	64	25	setting	setting	NOUN
cana-1576	64	26	gets	get	VERB
cana-1576	64	27	to	to	PART
cana-1576	64	28	be	be	AUX
cana-1576	64	29	vague	vague	ADJ
cana-1576	64	30	.	.	PUNCT
cana-1576	65	1	in	in	ADP
cana-1576	65	2	the	the	DET
cana-1576	65	3	mean	mean	ADJ
cana-1576	65	4	time	time	NOUN
cana-1576	65	5	,	,	PUNCT
cana-1576	65	6	multimodal	multimodal	ADJ
cana-1576	65	7	feeling	feeling	NOUN
cana-1576	65	8	acknowledgment	acknowledgment	NOUN
cana-1576	65	9	,	,	PUNCT
cana-1576	65	10	which	which	PRON
cana-1576	65	11	coordinating	coordinate	VERB
cana-1576	65	12	valuable	valuable	ADJ
cana-1576	65	13	data	datum	NOUN
cana-1576	65	14	from	from	ADP
cana-1576	65	15	diverse	diverse	ADJ
cana-1576	65	16	media	medium	NOUN
cana-1576	65	17	sorts	sort	NOUN
cana-1576	65	18	such	such	ADJ
cana-1576	65	19	as	as	ADP
cana-1576	65	20	discourse	discourse	NOUN
cana-1576	65	21	,	,	PUNCT
cana-1576	65	22	content	content	NOUN
cana-1576	65	23	,	,	PUNCT
cana-1576	65	24	and	and	CCONJ
cana-1576	65	25	facial	facial	ADJ
cana-1576	65	26	expressions	expression	NOUN
cana-1576	65	27	,	,	PUNCT
cana-1576	65	28	is	be	AUX
cana-1576	65	29	getting	get	VERB
cana-1576	65	30	to	to	PART
cana-1576	65	31	be	be	AUX
cana-1576	65	32	more	more	ADV
cana-1576	65	33	prevalent	prevalent	ADJ
cana-1576	65	34	[	[	X
cana-1576	65	35	5	5	NUM
cana-1576	65	36	]	]	PUNCT
cana-1576	65	37	.	.	PUNCT
cana-1576	66	1	utilizing	utilize	VERB
cana-1576	66	2	computer	computer	NOUN
cana-1576	66	3	vision	vision	NOUN
cana-1576	66	4	and	and	CCONJ
cana-1576	66	5	profound	profound	ADJ
cana-1576	66	6	learning	learning	NOUN
cana-1576	66	7	,	,	PUNCT
cana-1576	66	8	facial	facial	ADJ
cana-1576	66	9	expression	expression	NOUN
cana-1576	66	10	investigation	investigation	NOUN
cana-1576	66	11	extricates	extricate	VERB
cana-1576	66	12	spatial	spatial	ADJ
cana-1576	66	13	highlights	highlight	NOUN
cana-1576	66	14	from	from	ADP
cana-1576	66	15	pictures	picture	NOUN
cana-1576	66	16	and	and	CCONJ
cana-1576	66	17	recordings	recording	NOUN
cana-1576	66	18	and	and	CCONJ
cana-1576	66	19	finds	find	VERB
cana-1576	66	20	communications	communication	NOUN
cana-1576	66	21	on	on	ADP
cana-1576	66	22	applied	apply	VERB
cana-1576	66	23	nonlinear	nonlinear	ADJ
cana-1576	66	24	analysis	analysis	NOUN
cana-1576	66	25	issn	issn	NOUN
cana-1576	66	26	:	:	PUNCT
cana-1576	66	27	1074	1074	NUM
cana-1576	66	28	-	-	PUNCT
cana-1576	66	29	133x	133x	NUM
cana-1576	66	30	vol	vol	NOUN
cana-1576	66	31	31	31	NUM
cana-1576	66	32	no	no	NOUN
cana-1576	66	33	.	.	PUNCT
cana-1576	67	1	8s	8s	PROPN
cana-1576	67	2	(	(	PUNCT
cana-1576	67	3	2024	2024	NUM
cana-1576	67	4	)	)	PUNCT
cana-1576	67	5	654	654	NUM
cana-1576	67	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	67	7	little	little	ADJ
cana-1576	67	8	changes	change	NOUN
cana-1576	67	9	in	in	ADP
cana-1576	67	10	facial	facial	ADJ
cana-1576	67	11	muscle	muscle	NOUN
cana-1576	67	12	developments	development	NOUN
cana-1576	67	13	to	to	PART
cana-1576	67	14	uncover	uncover	VERB
cana-1576	67	15	a	a	DET
cana-1576	67	16	person	person	NOUN
cana-1576	67	17	's	's	PART
cana-1576	67	18	feelings	feeling	NOUN
cana-1576	67	19	.	.	PUNCT
cana-1576	68	1	this	this	DET
cana-1576	68	2	strategy	strategy	NOUN
cana-1576	68	3	is	be	AUX
cana-1576	68	4	profoundly	profoundly	ADV
cana-1576	68	5	appropriate	appropriate	ADJ
cana-1576	68	6	for	for	ADP
cana-1576	68	7	recording	record	VERB
cana-1576	68	8	temperament	temperament	NOUN
cana-1576	68	9	changes	change	NOUN
cana-1576	68	10	in	in	ADP
cana-1576	68	11	genuine	genuine	ADJ
cana-1576	68	12	time	time	NOUN
cana-1576	68	13	.	.	PUNCT
cana-1576	69	1	in	in	ADP
cana-1576	69	2	any	any	DET
cana-1576	69	3	case	case	NOUN
cana-1576	69	4	,	,	PUNCT
cana-1576	69	5	when	when	SCONJ
cana-1576	69	6	combined	combine	VERB
cana-1576	69	7	with	with	ADP
cana-1576	69	8	other	other	ADJ
cana-1576	69	9	strategies	strategy	NOUN
cana-1576	69	10	,	,	PUNCT
cana-1576	69	11	it	it	PRON
cana-1576	69	12	gets	get	VERB
cana-1576	69	13	to	to	PART
cana-1576	69	14	be	be	AUX
cana-1576	69	15	much	much	ADV
cana-1576	69	16	more	more	ADV
cana-1576	69	17	precise	precise	ADJ
cana-1576	69	18	and	and	CCONJ
cana-1576	69	19	less	less	ADV
cana-1576	69	20	confounding	confounding	ADJ
cana-1576	69	21	.	.	PUNCT
cana-1576	70	1	unused	unused	ADJ
cana-1576	70	2	improvements	improvement	NOUN
cana-1576	70	3	in	in	ADP
cana-1576	70	4	machine	machine	NOUN
cana-1576	70	5	learning	learning	NOUN
cana-1576	70	6	,	,	PUNCT
cana-1576	70	7	such	such	ADJ
cana-1576	70	8	as	as	ADP
cana-1576	70	9	convolutional	convolutional	ADJ
cana-1576	70	10	and	and	CCONJ
cana-1576	70	11	repetitive	repetitive	ADJ
cana-1576	70	12	neural	neural	ADJ
cana-1576	70	13	systems	system	NOUN
cana-1576	70	14	,	,	PUNCT
cana-1576	70	15	make	make	VERB
cana-1576	70	16	it	it	PRON
cana-1576	70	17	less	less	ADV
cana-1576	70	18	demanding	demanding	ADJ
cana-1576	70	19	to	to	PART
cana-1576	70	20	synchronize	synchronize	VERB
cana-1576	70	21	and	and	CCONJ
cana-1576	70	22	combine	combine	VERB
cana-1576	70	23	distinctive	distinctive	ADJ
cana-1576	70	24	sorts	sort	NOUN
cana-1576	70	25	of	of	ADP
cana-1576	70	26	information	information	NOUN
cana-1576	70	27	.	.	PUNCT
cana-1576	71	1	these	these	DET
cana-1576	71	2	models	model	NOUN
cana-1576	71	3	combine	combine	VERB
cana-1576	71	4	voice	voice	NOUN
cana-1576	71	5	and	and	CCONJ
cana-1576	71	6	content	content	NOUN
cana-1576	71	7	input	input	NOUN
cana-1576	71	8	with	with	ADP
cana-1576	71	9	facial	facial	ADJ
cana-1576	71	10	expression	expression	NOUN
cana-1576	71	11	investigation	investigation	NOUN
cana-1576	71	12	.	.	PUNCT
cana-1576	72	1	they	they	PRON
cana-1576	72	2	compare	compare	VERB
cana-1576	72	3	worldly	worldly	ADJ
cana-1576	72	4	perspectives	perspective	NOUN
cana-1576	72	5	and	and	CCONJ
cana-1576	72	6	extricate	extricate	VERB
cana-1576	72	7	critical	critical	ADJ
cana-1576	72	8	designs	design	NOUN
cana-1576	72	9	to	to	PART
cana-1576	72	10	attain	attain	VERB
cana-1576	72	11	more	more	ADV
cana-1576	72	12	complex	complex	ADJ
cana-1576	72	13	feeling	feeling	NOUN
cana-1576	72	14	acknowledgment	acknowledgment	NOUN
cana-1576	72	15	.	.	PUNCT
cana-1576	73	1	multimodal	multimodal	NOUN
cana-1576	73	2	approaches	approach	NOUN
cana-1576	73	3	attempt	attempt	VERB
cana-1576	73	4	to	to	PART
cana-1576	73	5	maintain	maintain	VERB
cana-1576	73	6	a	a	DET
cana-1576	73	7	strategic	strategic	ADJ
cana-1576	73	8	distance	distance	NOUN
cana-1576	73	9	from	from	ADP
cana-1576	73	10	the	the	DET
cana-1576	73	11	issues	issue	NOUN
cana-1576	73	12	of	of	ADP
cana-1576	73	13	monomodal	monomodal	ADJ
cana-1576	73	14	approaches	approach	NOUN
cana-1576	73	15	by	by	ADP
cana-1576	73	16	combining	combine	VERB
cana-1576	73	17	the	the	DET
cana-1576	73	18	leading	lead	VERB
cana-1576	73	19	parts	part	NOUN
cana-1576	73	20	of	of	ADP
cana-1576	73	21	each	each	DET
cana-1576	73	22	approach	approach	NOUN
cana-1576	73	23	:	:	PUNCT
cana-1576	73	24	facial	facial	ADJ
cana-1576	73	25	expressions	expression	NOUN
cana-1576	73	26	for	for	ADP
cana-1576	73	27	visual	visual	ADJ
cana-1576	73	28	prompts	prompt	NOUN
cana-1576	73	29	,	,	PUNCT
cana-1576	73	30	acoustic	acoustic	ADJ
cana-1576	73	31	highlights	highlight	NOUN
cana-1576	73	32	for	for	ADP
cana-1576	73	33	soundrelated	soundrelate	VERB
cana-1576	73	34	signals	signal	NOUN
cana-1576	73	35	,	,	PUNCT
cana-1576	73	36	and	and	CCONJ
cana-1576	73	37	content	content	NOUN
cana-1576	73	38	semantics	semantic	NOUN
cana-1576	73	39	to	to	PART
cana-1576	73	40	get	get	VERB
cana-1576	73	41	it	it	PRON
cana-1576	73	42	the	the	DET
cana-1576	73	43	setting	setting	NOUN
cana-1576	73	44	.	.	PUNCT
cana-1576	74	1	these	these	DET
cana-1576	74	2	approaches	approach	NOUN
cana-1576	74	3	work	work	VERB
cana-1576	74	4	way	way	ADV
cana-1576	74	5	better	well	ADV
cana-1576	74	6	on	on	ADP
cana-1576	74	7	a	a	DET
cana-1576	74	8	more	more	ADV
cana-1576	74	9	extensive	extensive	ADJ
cana-1576	74	10	run	run	NOUN
cana-1576	74	11	of	of	ADP
cana-1576	74	12	datasets	dataset	NOUN
cana-1576	74	13	and	and	CCONJ
cana-1576	74	14	in	in	ADP
cana-1576	74	15	real	real	ADJ
cana-1576	74	16	-	-	PUNCT
cana-1576	74	17	world	world	NOUN
cana-1576	74	18	situations	situation	NOUN
cana-1576	74	19	.	.	PUNCT
cana-1576	75	1	b.	b.	NOUN
cana-1576	75	2	analysis	analysis	NOUN
cana-1576	75	3	of	of	ADP
cana-1576	75	4	techniques	technique	NOUN
cana-1576	75	5	combining	combine	VERB
cana-1576	75	6	facial	facial	ADJ
cana-1576	75	7	expressions	expression	NOUN
cana-1576	75	8	with	with	ADP
cana-1576	75	9	audio	audio	NOUN
cana-1576	75	10	and	and	CCONJ
cana-1576	75	11	text	text	NOUN
cana-1576	75	12	data	datum	NOUN
cana-1576	75	13	when	when	SCONJ
cana-1576	75	14	combining	combine	VERB
cana-1576	75	15	voice	voice	NOUN
cana-1576	75	16	and	and	CCONJ
cana-1576	75	17	text	text	NOUN
cana-1576	75	18	data	datum	NOUN
cana-1576	75	19	with	with	ADP
cana-1576	75	20	facial	facial	ADJ
cana-1576	75	21	movements	movement	NOUN
cana-1576	75	22	to	to	PART
cana-1576	75	23	recognize	recognize	VERB
cana-1576	75	24	emotions	emotion	NOUN
cana-1576	75	25	,	,	PUNCT
cana-1576	75	26	better	well	ADJ
cana-1576	75	27	and	and	CCONJ
cana-1576	75	28	more	more	ADV
cana-1576	75	29	detailed	detailed	ADJ
cana-1576	75	30	results	result	NOUN
cana-1576	75	31	can	can	AUX
cana-1576	75	32	be	be	AUX
cana-1576	75	33	achieved	achieve	VERB
cana-1576	75	34	by	by	ADP
cana-1576	75	35	using	use	VERB
cana-1576	75	36	the	the	DET
cana-1576	75	37	best	good	ADJ
cana-1576	75	38	parts	part	NOUN
cana-1576	75	39	of	of	ADP
cana-1576	75	40	each	each	PRON
cana-1576	75	41	.	.	PUNCT
cana-1576	76	1	computer	computer	NOUN
cana-1576	76	2	vision	vision	NOUN
cana-1576	76	3	techniques	technique	NOUN
cana-1576	76	4	such	such	ADJ
cana-1576	76	5	as	as	ADP
cana-1576	76	6	convolutional	convolutional	ADJ
cana-1576	76	7	neural	neural	ADJ
cana-1576	76	8	networks	network	NOUN
cana-1576	76	9	(	(	PUNCT
cana-1576	76	10	cnns	cnns	PROPN
cana-1576	76	11	)	)	PUNCT
cana-1576	76	12	can	can	AUX
cana-1576	76	13	help	help	VERB
cana-1576	76	14	analyze	analyze	VERB
cana-1576	76	15	facial	facial	ADJ
cana-1576	76	16	expressions	expression	NOUN
cana-1576	76	17	.	.	PUNCT
cana-1576	77	1	this	this	DET
cana-1576	77	2	type	type	NOUN
cana-1576	77	3	of	of	ADP
cana-1576	77	4	analysis	analysis	NOUN
cana-1576	77	5	extracts	extract	NOUN
cana-1576	77	6	spatial	spatial	ADJ
cana-1576	77	7	data	datum	NOUN
cana-1576	77	8	from	from	ADP
cana-1576	77	9	images	image	NOUN
cana-1576	77	10	or	or	CCONJ
cana-1576	77	11	films	film	NOUN
cana-1576	77	12	of	of	ADP
cana-1576	77	13	people	people	NOUN
cana-1576	77	14	.	.	PUNCT
cana-1576	78	1	these	these	DET
cana-1576	78	2	parts	part	NOUN
cana-1576	78	3	of	of	ADP
cana-1576	78	4	the	the	DET
cana-1576	78	5	face	face	NOUN
cana-1576	78	6	detect	detect	VERB
cana-1576	78	7	small	small	ADJ
cana-1576	78	8	changes	change	NOUN
cana-1576	78	9	in	in	ADP
cana-1576	78	10	muscle	muscle	NOUN
cana-1576	78	11	movements	movement	NOUN
cana-1576	78	12	that	that	PRON
cana-1576	78	13	indicate	indicate	VERB
cana-1576	78	14	different	different	ADJ
cana-1576	78	15	emotions	emotion	NOUN
cana-1576	78	16	.	.	PUNCT
cana-1576	79	1	these	these	PRON
cana-1576	79	2	provide	provide	VERB
cana-1576	79	3	a	a	DET
cana-1576	79	4	wealth	wealth	NOUN
cana-1576	79	5	of	of	ADP
cana-1576	79	6	visual	visual	ADJ
cana-1576	79	7	cues	cue	NOUN
cana-1576	79	8	that	that	PRON
cana-1576	79	9	are	be	AUX
cana-1576	79	10	often	often	ADV
cana-1576	79	11	immediately	immediately	ADV
cana-1576	79	12	understandable	understandable	ADJ
cana-1576	79	13	and	and	CCONJ
cana-1576	79	14	can	can	AUX
cana-1576	79	15	be	be	AUX
cana-1576	79	16	understood	understand	VERB
cana-1576	79	17	by	by	ADP
cana-1576	79	18	anyone	anyone	PRON
cana-1576	79	19	.	.	PUNCT
cana-1576	80	1	at	at	ADP
cana-1576	80	2	the	the	DET
cana-1576	80	3	same	same	ADJ
cana-1576	80	4	time	time	NOUN
cana-1576	80	5	,	,	PUNCT
cana-1576	80	6	audio	audio	ADJ
cana-1576	80	7	data	datum	NOUN
cana-1576	80	8	processing	processing	NOUN
cana-1576	80	9	can	can	AUX
cana-1576	80	10	improve	improve	VERB
cana-1576	80	11	mood	mood	NOUN
cana-1576	80	12	recognition	recognition	NOUN
cana-1576	80	13	by	by	ADP
cana-1576	80	14	recording	record	VERB
cana-1576	80	15	the	the	DET
cana-1576	80	16	pitch	pitch	NOUN
cana-1576	80	17	,	,	PUNCT
cana-1576	80	18	tone	tone	NOUN
cana-1576	80	19	and	and	CCONJ
cana-1576	80	20	volume	volume	NOUN
cana-1576	80	21	of	of	ADP
cana-1576	80	22	the	the	DET
cana-1576	80	23	voice	voice	NOUN
cana-1576	80	24	[	[	X
cana-1576	80	25	6	6	NUM
cana-1576	80	26	]	]	PUNCT
cana-1576	80	27	.	.	PUNCT
cana-1576	81	1	by	by	ADP
cana-1576	81	2	capturing	capture	VERB
cana-1576	81	3	acoustic	acoustic	ADJ
cana-1576	81	4	features	feature	NOUN
cana-1576	81	5	from	from	ADP
cana-1576	81	6	speech	speech	NOUN
cana-1576	81	7	,	,	PUNCT
cana-1576	81	8	subtleties	subtlety	NOUN
cana-1576	81	9	of	of	ADP
cana-1576	81	10	emotion	emotion	NOUN
cana-1576	81	11	expressed	express	VERB
cana-1576	81	12	through	through	ADP
cana-1576	81	13	vocal	vocal	ADJ
cana-1576	81	14	modulation	modulation	NOUN
cana-1576	81	15	and	and	CCONJ
cana-1576	81	16	prosody	prosody	NOUN
cana-1576	81	17	.	.	PUNCT
cana-1576	82	1	techniques	technique	NOUN
cana-1576	82	2	include	include	VERB
cana-1576	82	3	simple	simple	ADJ
cana-1576	82	4	signal	signal	NOUN
cana-1576	82	5	processing	processing	NOUN
cana-1576	82	6	and	and	CCONJ
cana-1576	82	7	complex	complex	ADJ
cana-1576	82	8	machine	machine	NOUN
cana-1576	82	9	learning	learning	NOUN
cana-1576	82	10	models	model	NOUN
cana-1576	82	11	trained	train	VERB
cana-1576	82	12	on	on	ADP
cana-1576	82	13	large	large	ADJ
cana-1576	82	14	datasets	dataset	NOUN
cana-1576	82	15	.	.	PUNCT
cana-1576	83	1	these	these	DET
cana-1576	83	2	techniques	technique	NOUN
cana-1576	83	3	help	help	VERB
cana-1576	83	4	systems	system	NOUN
cana-1576	83	5	better	well	ADV
cana-1576	83	6	understand	understand	VERB
cana-1576	83	7	how	how	SCONJ
cana-1576	83	8	people	people	NOUN
cana-1576	83	9	are	be	AUX
cana-1576	83	10	feeling	feel	VERB
cana-1576	83	11	when	when	SCONJ
cana-1576	83	12	they	they	PRON
cana-1576	83	13	are	be	AUX
cana-1576	83	14	speaking	speak	VERB
cana-1576	83	15	.	.	PUNCT
cana-1576	84	1	text	text	NOUN
cana-1576	84	2	data	datum	NOUN
cana-1576	84	3	provides	provide	VERB
cana-1576	84	4	more	more	ADJ
cana-1576	84	5	context	context	NOUN
cana-1576	84	6	and	and	CCONJ
cana-1576	84	7	conceptual	conceptual	ADJ
cana-1576	84	8	knowledge	knowledge	NOUN
cana-1576	84	9	that	that	PRON
cana-1576	84	10	is	be	AUX
cana-1576	84	11	crucial	crucial	ADJ
cana-1576	84	12	for	for	ADP
cana-1576	84	13	fully	fully	ADV
cana-1576	84	14	recognizing	recognize	VERB
cana-1576	84	15	emotions	emotion	NOUN
cana-1576	84	16	.	.	PUNCT
cana-1576	85	1	common	common	ADJ
cana-1576	85	2	dialect	dialect	NOUN
cana-1576	85	3	handling	handling	NOUN
cana-1576	85	4	(	(	PUNCT
cana-1576	85	5	nlp	nlp	NOUN
cana-1576	85	6	)	)	PUNCT
cana-1576	85	7	strategies	strategy	NOUN
cana-1576	85	8	studied	study	VERB
cana-1576	85	9	or	or	CCONJ
cana-1576	85	10	tune	tune	NOUN
cana-1576	85	11	in	in	ADP
cana-1576	85	12	to	to	PART
cana-1576	85	13	talked	talk	VERB
cana-1576	85	14	or	or	CCONJ
cana-1576	85	15	composed	compose	VERB
cana-1576	85	16	dialect	dialect	NOUN
cana-1576	85	17	to	to	PART
cana-1576	85	18	extricate	extricate	VERB
cana-1576	85	19	passionate	passionate	ADJ
cana-1576	85	20	and	and	CCONJ
cana-1576	85	21	nostalgic	nostalgic	ADJ
cana-1576	85	22	fabric	fabric	NOUN
cana-1576	85	23	.	.	PUNCT
cana-1576	86	1	nlp	nlp	NOUN
cana-1576	86	2	models	model	NOUN
cana-1576	86	3	can	can	AUX
cana-1576	86	4	figure	figure	VERB
cana-1576	86	5	out	out	ADP
cana-1576	86	6	how	how	SCONJ
cana-1576	86	7	individuals	individual	NOUN
cana-1576	86	8	are	be	AUX
cana-1576	86	9	feeling	feel	VERB
cana-1576	86	10	by	by	ADP
cana-1576	86	11	looking	look	VERB
cana-1576	86	12	at	at	ADP
cana-1576	86	13	the	the	DET
cana-1576	86	14	words	word	NOUN
cana-1576	86	15	they	they	PRON
cana-1576	86	16	utilize	utilize	VERB
cana-1576	86	17	,	,	PUNCT
cana-1576	86	18	how	how	SCONJ
cana-1576	86	19	they	they	PRON
cana-1576	86	20	are	be	AUX
cana-1576	86	21	put	put	VERB
cana-1576	86	22	together	together	ADV
cana-1576	86	23	,	,	PUNCT
cana-1576	86	24	and	and	CCONJ
cana-1576	86	25	what	what	PRON
cana-1576	86	26	they	they	PRON
cana-1576	86	27	are	be	AUX
cana-1576	86	28	utilized	utilize	VERB
cana-1576	86	29	for	for	ADP
cana-1576	86	30	in	in	ADP
cana-1576	86	31	sentences	sentence	NOUN
cana-1576	86	32	.	.	PUNCT
cana-1576	87	1	this	this	PRON
cana-1576	87	2	permits	permit	VERB
cana-1576	87	3	for	for	ADP
cana-1576	87	4	a	a	DET
cana-1576	87	5	more	more	ADV
cana-1576	87	6	profound	profound	ADJ
cana-1576	87	7	understanding	understanding	NOUN
cana-1576	87	8	of	of	ADP
cana-1576	87	9	client	client	NOUN
cana-1576	87	10	feelings	feeling	NOUN
cana-1576	87	11	.	.	PUNCT
cana-1576	88	1	combining	combine	VERB
cana-1576	88	2	these	these	DET
cana-1576	88	3	modes	mode	NOUN
cana-1576	88	4	requires	require	VERB
cana-1576	88	5	synchronously	synchronously	ADV
cana-1576	88	6	consolidating	consolidate	VERB
cana-1576	88	7	information	information	NOUN
cana-1576	88	8	streams	stream	NOUN
cana-1576	88	9	and	and	CCONJ
cana-1576	88	10	taking	take	VERB
cana-1576	88	11	advantage	advantage	NOUN
cana-1576	88	12	of	of	ADP
cana-1576	88	13	the	the	DET
cana-1576	88	14	truth	truth	NOUN
cana-1576	88	15	that	that	PRON
cana-1576	88	16	they	they	PRON
cana-1576	88	17	work	work	VERB
cana-1576	88	18	well	well	ADV
cana-1576	88	19	together	together	ADV
cana-1576	88	20	.	.	PUNCT
cana-1576	89	1	worldly	worldly	ADJ
cana-1576	89	2	arrangement	arrangement	NOUN
cana-1576	89	3	strategies	strategy	NOUN
cana-1576	89	4	guarantee	guarantee	VERB
cana-1576	89	5	consistency	consistency	NOUN
cana-1576	89	6	over	over	ADP
cana-1576	89	7	all	all	DET
cana-1576	89	8	the	the	DET
cana-1576	89	9	distinctive	distinctive	ADJ
cana-1576	89	10	sorts	sort	NOUN
cana-1576	89	11	of	of	ADP
cana-1576	89	12	information	information	NOUN
cana-1576	89	13	,	,	PUNCT
cana-1576	89	14	permitting	permit	VERB
cana-1576	89	15	the	the	DET
cana-1576	89	16	framework	framework	NOUN
cana-1576	89	17	to	to	PART
cana-1576	89	18	relate	relate	VERB
cana-1576	89	19	facial	facial	ADJ
cana-1576	89	20	feelings	feeling	NOUN
cana-1576	89	21	with	with	ADP
cana-1576	89	22	the	the	DET
cana-1576	89	23	proper	proper	ADJ
cana-1576	89	24	discourse	discourse	NOUN
cana-1576	89	25	designs	design	NOUN
cana-1576	89	26	or	or	CCONJ
cana-1576	89	27	content	content	NOUN
cana-1576	89	28	[	[	X
cana-1576	89	29	7	7	NUM
cana-1576	89	30	]	]	PUNCT
cana-1576	89	31	.	.	PUNCT
cana-1576	90	1	a	a	DET
cana-1576	90	2	few	few	ADJ
cana-1576	90	3	combination	combination	NOUN
cana-1576	90	4	strategies	strategy	NOUN
cana-1576	90	5	are	be	AUX
cana-1576	90	6	as	as	ADV
cana-1576	90	7	straightforward	straightforward	ADJ
cana-1576	90	8	as	as	ADP
cana-1576	90	9	sewing	sew	VERB
cana-1576	90	10	together	together	ADV
cana-1576	90	11	highlight	highlight	PROPN
cana-1576	90	12	vectors	vector	NOUN
cana-1576	90	13	,	,	PUNCT
cana-1576	90	14	whereas	whereas	SCONJ
cana-1576	90	15	others	other	NOUN
cana-1576	90	16	are	be	AUX
cana-1576	90	17	more	more	ADV
cana-1576	90	18	complex	complex	ADJ
cana-1576	90	19	,	,	PUNCT
cana-1576	90	20	utilizing	utilize	VERB
cana-1576	90	21	profound	profound	ADJ
cana-1576	90	22	learning	learning	NOUN
cana-1576	90	23	to	to	PART
cana-1576	90	24	memorize	memorize	VERB
cana-1576	90	25	how	how	SCONJ
cana-1576	90	26	to	to	PART
cana-1576	90	27	combine	combine	VERB
cana-1576	90	28	and	and	CCONJ
cana-1576	90	29	weight	weight	NOUN
cana-1576	90	30	data	datum	NOUN
cana-1576	90	31	based	base	VERB
cana-1576	90	32	on	on	ADP
cana-1576	90	33	the	the	DET
cana-1576	90	34	setting	setting	NOUN
cana-1576	90	35	and	and	CCONJ
cana-1576	90	36	unwavering	unwavere	VERB
cana-1576	90	37	quality	quality	NOUN
cana-1576	90	38	of	of	ADP
cana-1576	90	39	each	each	DET
cana-1576	90	40	input	input	NOUN
cana-1576	90	41	channel	channel	NOUN
cana-1576	90	42	.	.	PUNCT
cana-1576	91	1	how	how	SCONJ
cana-1576	91	2	well	well	ADV
cana-1576	91	3	a	a	DET
cana-1576	91	4	multimodal	multimodal	NOUN
cana-1576	91	5	combination	combination	NOUN
cana-1576	91	6	approach	approach	NOUN
cana-1576	91	7	works	work	NOUN
cana-1576	91	8	depends	depend	VERB
cana-1576	91	9	on	on	ADP
cana-1576	91	10	numerous	numerous	ADJ
cana-1576	91	11	components	component	NOUN
cana-1576	91	12	,	,	PUNCT
cana-1576	91	13	counting	count	VERB
cana-1576	91	14	the	the	DET
cana-1576	91	15	differing	differ	VERB
cana-1576	91	16	qualities	quality	NOUN
cana-1576	91	17	of	of	ADP
cana-1576	91	18	the	the	DET
cana-1576	91	19	dataset	dataset	NOUN
cana-1576	91	20	,	,	PUNCT
cana-1576	91	21	the	the	DET
cana-1576	91	22	plan	plan	NOUN
cana-1576	91	23	of	of	ADP
cana-1576	91	24	the	the	DET
cana-1576	91	25	demonstrate	demonstrate	NOUN
cana-1576	91	26	,	,	PUNCT
cana-1576	91	27	and	and	CCONJ
cana-1576	91	28	the	the	DET
cana-1576	91	29	strategy	strategy	NOUN
cana-1576	91	30	utilized	utilize	VERB
cana-1576	91	31	to	to	PART
cana-1576	91	32	capture	capture	VERB
cana-1576	91	33	highlights	highlight	NOUN
cana-1576	91	34	[	[	X
cana-1576	91	35	8	8	NUM
cana-1576	91	36	]	]	PUNCT
cana-1576	91	37	.	.	PUNCT
cana-1576	92	1	analysts	analyst	NOUN
cana-1576	92	2	can	can	AUX
cana-1576	92	3	do	do	VERB
cana-1576	92	4	this	this	PRON
cana-1576	92	5	by	by	ADP
cana-1576	92	6	comparing	compare	VERB
cana-1576	92	7	the	the	DET
cana-1576	92	8	execution	execution	NOUN
cana-1576	92	9	of	of	ADP
cana-1576	92	10	their	their	PRON
cana-1576	92	11	framework	framework	NOUN
cana-1576	92	12	against	against	ADP
cana-1576	92	13	standard	standard	ADJ
cana-1576	92	14	datasets	dataset	NOUN
cana-1576	92	15	such	such	ADJ
cana-1576	92	16	as	as	ADP
cana-1576	92	17	affectnet	affectnet	NOUN
cana-1576	92	18	and	and	CCONJ
cana-1576	92	19	iemocap	iemocap	NOUN
cana-1576	92	20	.	.	PUNCT
cana-1576	93	1	in	in	ADP
cana-1576	93	2	a	a	DET
cana-1576	93	3	way	way	NOUN
cana-1576	93	4	that	that	PRON
cana-1576	93	5	can	can	AUX
cana-1576	93	6	oblige	oblige	VERB
cana-1576	93	7	all	all	DET
cana-1576	93	8	sorts	sort	NOUN
cana-1576	93	9	of	of	ADP
cana-1576	93	10	enthusiastic	enthusiastic	ADJ
cana-1576	93	11	reactions	reaction	NOUN
cana-1576	93	12	and	and	CCONJ
cana-1576	93	13	social	social	ADJ
cana-1576	93	14	settings	setting	NOUN
cana-1576	93	15	.	.	PUNCT
cana-1576	94	1	measurements	measurement	NOUN
cana-1576	94	2	such	such	ADJ
cana-1576	94	3	as	as	ADP
cana-1576	94	4	f1	f1	PROPN
cana-1576	94	5	score	score	NOUN
cana-1576	94	6	,	,	PUNCT
cana-1576	94	7	memory	memory	NOUN
cana-1576	94	8	,	,	PUNCT
cana-1576	94	9	precision	precision	NOUN
cana-1576	94	10	and	and	CCONJ
cana-1576	94	11	exactness	exactness	ADJ
cana-1576	94	12	give	give	VERB
cana-1576	94	13	numbers	number	NOUN
cana-1576	94	14	that	that	PRON
cana-1576	94	15	show	show	VERB
cana-1576	94	16	how	how	SCONJ
cana-1576	94	17	well	well	ADV
cana-1576	94	18	a	a	DET
cana-1576	94	19	framework	framework	NOUN
cana-1576	94	20	performs	perform	VERB
cana-1576	94	21	and	and	CCONJ
cana-1576	94	22	appear	appear	VERB
cana-1576	94	23	how	how	SCONJ
cana-1576	94	24	multimodal	multimodal	ADJ
cana-1576	94	25	strategies	strategy	NOUN
cana-1576	94	26	beat	beat	VERB
cana-1576	94	27	monomodal	monomodal	ADJ
cana-1576	94	28	strategies	strategy	NOUN
cana-1576	94	29	.	.	PUNCT
cana-1576	95	1	communications	communication	NOUN
cana-1576	95	2	on	on	ADP
cana-1576	95	3	applied	apply	VERB
cana-1576	95	4	nonlinear	nonlinear	ADJ
cana-1576	95	5	analysis	analysis	NOUN
cana-1576	95	6	issn	issn	NOUN
cana-1576	95	7	:	:	PUNCT
cana-1576	95	8	1074	1074	NUM
cana-1576	95	9	-	-	PUNCT
cana-1576	95	10	133x	133x	NUM
cana-1576	95	11	vol	vol	NOUN
cana-1576	95	12	31	31	NUM
cana-1576	95	13	no	no	NOUN
cana-1576	95	14	.	.	PUNCT
cana-1576	96	1	8s	8s	PROPN
cana-1576	96	2	(	(	PUNCT
cana-1576	96	3	2024	2024	NUM
cana-1576	96	4	)	)	PUNCT
cana-1576	96	5	655	655	NUM
cana-1576	96	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	96	7	c.	c.	NOUN
cana-1576	96	8	exploration	exploration	NOUN
cana-1576	96	9	of	of	ADP
cana-1576	96	10	challenges	challenge	NOUN
cana-1576	96	11	and	and	CCONJ
cana-1576	96	12	limitations	limitation	NOUN
cana-1576	96	13	in	in	ADP
cana-1576	96	14	current	current	ADJ
cana-1576	96	15	approaches	approach	NOUN
cana-1576	96	16	this	this	PRON
cana-1576	96	17	can	can	AUX
cana-1576	96	18	be	be	AUX
cana-1576	96	19	a	a	DET
cana-1576	96	20	big	big	ADJ
cana-1576	96	21	problem	problem	NOUN
cana-1576	96	22	:	:	PUNCT
cana-1576	96	23	facial	facial	ADJ
cana-1576	96	24	expressions	expression	NOUN
cana-1576	96	25	may	may	AUX
cana-1576	96	26	be	be	AUX
cana-1576	96	27	almost	almost	ADV
cana-1576	96	28	the	the	DET
cana-1576	96	29	same	same	ADJ
cana-1576	96	30	,	,	PUNCT
cana-1576	96	31	but	but	CCONJ
cana-1576	96	32	they	they	PRON
cana-1576	96	33	may	may	AUX
cana-1576	96	34	vary	vary	VERB
cana-1576	96	35	subtly	subtly	ADV
cana-1576	96	36	depending	depend	VERB
cana-1576	96	37	on	on	ADP
cana-1576	96	38	the	the	DET
cana-1576	96	39	context	context	NOUN
cana-1576	96	40	,	,	PUNCT
cana-1576	96	41	making	make	VERB
cana-1576	96	42	it	it	PRON
cana-1576	96	43	hard	hard	ADJ
cana-1576	96	44	to	to	PART
cana-1576	96	45	understand	understand	VERB
cana-1576	96	46	what	what	PRON
cana-1576	96	47	is	be	AUX
cana-1576	96	48	being	be	AUX
cana-1576	96	49	said	say	VERB
cana-1576	96	50	.	.	PUNCT
cana-1576	97	1	another	another	DET
cana-1576	97	2	challenge	challenge	NOUN
cana-1576	97	3	is	be	AUX
cana-1576	97	4	connecting	connect	VERB
cana-1576	97	5	multiple	multiple	ADJ
cana-1576	97	6	types	type	NOUN
cana-1576	97	7	of	of	ADP
cana-1576	97	8	data	datum	NOUN
cana-1576	97	9	streams	stream	NOUN
cana-1576	97	10	and	and	CCONJ
cana-1576	97	11	keeping	keep	VERB
cana-1576	97	12	them	they	PRON
cana-1576	97	13	in	in	ADP
cana-1576	97	14	sync	sync	NOUN
cana-1576	97	15	.	.	PUNCT
cana-1576	98	1	matching	match	VERB
cana-1576	98	2	the	the	DET
cana-1576	98	3	temporal	temporal	ADJ
cana-1576	98	4	features	feature	NOUN
cana-1576	98	5	of	of	ADP
cana-1576	98	6	facial	facial	ADJ
cana-1576	98	7	expressions	expression	NOUN
cana-1576	98	8	,	,	PUNCT
cana-1576	98	9	speech	speech	NOUN
cana-1576	98	10	patterns	pattern	NOUN
cana-1576	98	11	,	,	PUNCT
cana-1576	98	12	and	and	CCONJ
cana-1576	98	13	textual	textual	ADJ
cana-1576	98	14	material	material	NOUN
cana-1576	98	15	requires	require	VERB
cana-1576	98	16	advanced	advanced	ADJ
cana-1576	98	17	preparation	preparation	NOUN
cana-1576	98	18	and	and	CCONJ
cana-1576	98	19	fusion	fusion	NOUN
cana-1576	98	20	methods	method	NOUN
cana-1576	98	21	.	.	PUNCT
cana-1576	99	1	timing	time	VERB
cana-1576	99	2	changes	change	NOUN
cana-1576	99	3	and	and	CCONJ
cana-1576	99	4	gaps	gap	NOUN
cana-1576	99	5	between	between	ADP
cana-1576	99	6	modes	mode	NOUN
cana-1576	99	7	can	can	AUX
cana-1576	99	8	confuse	confuse	VERB
cana-1576	99	9	emotion	emotion	NOUN
cana-1576	99	10	recognition	recognition	NOUN
cana-1576	99	11	systems	system	NOUN
cana-1576	99	12	and	and	CCONJ
cana-1576	99	13	reduce	reduce	VERB
cana-1576	99	14	their	their	PRON
cana-1576	99	15	accuracy	accuracy	NOUN
cana-1576	99	16	,	,	PUNCT
cana-1576	99	17	especially	especially	ADV
cana-1576	99	18	in	in	ADP
cana-1576	99	19	constantly	constantly	ADV
cana-1576	99	20	changing	change	VERB
cana-1576	99	21	environments	environment	NOUN
cana-1576	99	22	.	.	PUNCT
cana-1576	100	1	additionally	additionally	ADV
cana-1576	100	2	,	,	PUNCT
cana-1576	100	3	lack	lack	NOUN
cana-1576	100	4	of	of	ADP
cana-1576	100	5	consistency	consistency	NOUN
cana-1576	100	6	and	and	CCONJ
cana-1576	100	7	quality	quality	NOUN
cana-1576	100	8	of	of	ADP
cana-1576	100	9	information	information	NOUN
cana-1576	100	10	is	be	AUX
cana-1576	100	11	also	also	ADV
cana-1576	100	12	a	a	DET
cana-1576	100	13	major	major	ADJ
cana-1576	100	14	issue	issue	NOUN
cana-1576	100	15	.	.	PUNCT
cana-1576	101	1	there	there	PRON
cana-1576	101	2	are	be	VERB
cana-1576	101	3	many	many	ADJ
cana-1576	101	4	datasets	dataset	NOUN
cana-1576	101	5	that	that	PRON
cana-1576	101	6	do	do	AUX
cana-1576	101	7	not	not	PART
cana-1576	101	8	capture	capture	VERB
cana-1576	101	9	the	the	DET
cana-1576	101	10	full	full	ADJ
cana-1576	101	11	range	range	NOUN
cana-1576	101	12	of	of	ADP
cana-1576	101	13	emotions	emotion	NOUN
cana-1576	101	14	or	or	CCONJ
cana-1576	101	15	do	do	AUX
cana-1576	101	16	not	not	PART
cana-1576	101	17	accurately	accurately	ADV
cana-1576	101	18	reflect	reflect	VERB
cana-1576	101	19	different	different	ADJ
cana-1576	101	20	ethnic	ethnic	ADJ
cana-1576	101	21	and	and	CCONJ
cana-1576	101	22	national	national	ADJ
cana-1576	101	23	groups	group	NOUN
cana-1576	101	24	[	[	X
cana-1576	101	25	9	9	NUM
cana-1576	101	26	]	]	PUNCT
cana-1576	101	27	.	.	PUNCT
cana-1576	102	1	as	as	ADP
cana-1576	102	2	a	a	DET
cana-1576	102	3	result	result	NOUN
cana-1576	102	4	,	,	PUNCT
cana-1576	102	5	trained	train	VERB
cana-1576	102	6	models	model	NOUN
cana-1576	102	7	may	may	AUX
cana-1576	102	8	be	be	AUX
cana-1576	102	9	less	less	ADV
cana-1576	102	10	accurate	accurate	ADJ
cana-1576	102	11	and	and	CCONJ
cana-1576	102	12	less	less	ADV
cana-1576	102	13	useful	useful	ADJ
cana-1576	102	14	in	in	ADP
cana-1576	102	15	real	real	ADJ
cana-1576	102	16	-	-	PUNCT
cana-1576	102	17	world	world	NOUN
cana-1576	102	18	situations	situation	NOUN
cana-1576	102	19	not	not	PART
cana-1576	102	20	covered	cover	VERB
cana-1576	102	21	by	by	ADP
cana-1576	102	22	the	the	DET
cana-1576	102	23	datasets	dataset	NOUN
cana-1576	102	24	.	.	PUNCT
cana-1576	103	1	this	this	PRON
cana-1576	103	2	can	can	AUX
cana-1576	103	3	affect	affect	VERB
cana-1576	103	4	performance	performance	NOUN
cana-1576	103	5	.	.	PUNCT
cana-1576	104	1	technical	technical	ADJ
cana-1576	104	2	issues	issue	NOUN
cana-1576	104	3	include	include	VERB
cana-1576	104	4	the	the	DET
cana-1576	104	5	computational	computational	ADJ
cana-1576	104	6	difficulty	difficulty	NOUN
cana-1576	104	7	of	of	ADP
cana-1576	104	8	multimodal	multimodal	ADJ
cana-1576	104	9	fusion	fusion	NOUN
cana-1576	104	10	,	,	PUNCT
cana-1576	104	11	and	and	CCONJ
cana-1576	104	12	deep	deep	ADJ
cana-1576	104	13	learning	learning	NOUN
cana-1576	104	14	models	model	NOUN
cana-1576	104	15	used	use	VERB
cana-1576	104	16	for	for	ADP
cana-1576	104	17	facial	facial	ADJ
cana-1576	104	18	expression	expression	NOUN
cana-1576	104	19	analysis	analysis	NOUN
cana-1576	104	20	,	,	PUNCT
cana-1576	104	21	speech	speech	NOUN
cana-1576	104	22	feature	feature	NOUN
cana-1576	104	23	extraction	extraction	NOUN
cana-1576	104	24	,	,	PUNCT
cana-1576	104	25	and	and	CCONJ
cana-1576	104	26	natural	natural	ADJ
cana-1576	104	27	language	language	NOUN
cana-1576	104	28	processing	processing	NOUN
cana-1576	104	29	are	be	AUX
cana-1576	104	30	resource	resource	NOUN
cana-1576	104	31	-	-	PUNCT
cana-1576	104	32	intensive	intensive	ADJ
cana-1576	104	33	.	.	PUNCT
cana-1576	105	1	for	for	ADP
cana-1576	105	2	real	real	ADJ
cana-1576	105	3	-	-	PUNCT
cana-1576	105	4	time	time	NOUN
cana-1576	105	5	processing	processing	NOUN
cana-1576	105	6	to	to	PART
cana-1576	105	7	work	work	VERB
cana-1576	105	8	in	in	ADP
cana-1576	105	9	areas	area	NOUN
cana-1576	105	10	such	such	ADJ
cana-1576	105	11	as	as	ADP
cana-1576	105	12	emotional	emotional	ADJ
cana-1576	105	13	computing	computing	NOUN
cana-1576	105	14	systems	system	NOUN
cana-1576	105	15	and	and	CCONJ
cana-1576	105	16	immersive	immersive	VERB
cana-1576	105	17	virtual	virtual	ADJ
cana-1576	105	18	worlds	world	NOUN
cana-1576	105	19	,	,	PUNCT
cana-1576	105	20	we	we	PRON
cana-1576	105	21	need	need	VERB
cana-1576	105	22	a	a	DET
cana-1576	105	23	way	way	NOUN
cana-1576	105	24	to	to	PART
cana-1576	105	25	process	process	VERB
cana-1576	105	26	large	large	ADJ
cana-1576	105	27	amounts	amount	NOUN
cana-1576	105	28	of	of	ADP
cana-1576	105	29	data	datum	NOUN
cana-1576	105	30	at	at	ADP
cana-1576	105	31	high	high	ADJ
cana-1576	105	32	speeds	speed	NOUN
cana-1576	105	33	with	with	ADP
cana-1576	105	34	little	little	ADJ
cana-1576	105	35	latency	latency	NOUN
cana-1576	105	36	.	.	PUNCT
cana-1576	106	1	emotion	emotion	NOUN
cana-1576	106	2	tracking	track	VERB
cana-1576	106	3	research	research	NOUN
cana-1576	106	4	must	must	AUX
cana-1576	106	5	also	also	ADV
cana-1576	106	6	take	take	VERB
cana-1576	106	7	into	into	ADP
cana-1576	106	8	account	account	NOUN
cana-1576	106	9	social	social	ADJ
cana-1576	106	10	aspects	aspect	NOUN
cana-1576	106	11	such	such	ADJ
cana-1576	106	12	as	as	ADP
cana-1576	106	13	privacy	privacy	NOUN
cana-1576	106	14	and	and	CCONJ
cana-1576	106	15	user	user	NOUN
cana-1576	106	16	consent	consent	NOUN
cana-1576	106	17	.	.	PUNCT
cana-1576	107	1	inspection	inspection	NOUN
cana-1576	107	2	of	of	ADP
cana-1576	107	3	facial	facial	ADJ
cana-1576	107	4	images	image	NOUN
cana-1576	107	5	,	,	PUNCT
cana-1576	107	6	voice	voice	NOUN
cana-1576	107	7	recordings	recording	NOUN
cana-1576	107	8	and	and	CCONJ
cana-1576	107	9	text	text	NOUN
cana-1576	107	10	data	datum	NOUN
cana-1576	107	11	to	to	PART
cana-1576	107	12	protect	protect	VERB
cana-1576	107	13	your	your	PRON
cana-1576	107	14	name	name	NOUN
cana-1576	107	15	and	and	CCONJ
cana-1576	107	16	reduce	reduce	VERB
cana-1576	107	17	the	the	DET
cana-1576	107	18	risk	risk	NOUN
cana-1576	107	19	of	of	ADP
cana-1576	107	20	misuse	misuse	NOUN
cana-1576	107	21	or	or	CCONJ
cana-1576	107	22	illegal	illegal	ADJ
cana-1576	107	23	access	access	NOUN
cana-1576	107	24	.	.	PUNCT
cana-1576	108	1	table	table	NOUN
cana-1576	108	2	1	1	NUM
cana-1576	108	3	:	:	PUNCT
cana-1576	108	4	summary	summary	NOUN
cana-1576	108	5	of	of	ADP
cana-1576	108	6	literature	literature	NOUN
cana-1576	108	7	review	review	PROPN
cana-1576	108	8	methodology	methodology	NOUN
cana-1576	108	9	key	key	ADJ
cana-1576	108	10	findings	finding	NOUN
cana-1576	108	11	challenges	challenge	VERB
cana-1576	108	12	impact	impact	NOUN
cana-1576	108	13	&	&	CCONJ
cana-1576	108	14	scope	scope	NOUN
cana-1576	108	15	fusion	fusion	NOUN
cana-1576	108	16	of	of	ADP
cana-1576	108	17	audio	audio	NOUN
cana-1576	108	18	features	feature	NOUN
cana-1576	108	19	with	with	ADP
cana-1576	108	20	facial	facial	ADJ
cana-1576	108	21	expression	expression	NOUN
cana-1576	108	22	analysis	analysis	NOUN
cana-1576	108	23	using	use	VERB
cana-1576	108	24	cnns	cnn	NOUN
cana-1576	108	25	and	and	CCONJ
cana-1576	108	26	lstm	lstm	NOUN
cana-1576	108	27	improved	improve	VERB
cana-1576	108	28	accuracy	accuracy	NOUN
cana-1576	108	29	by	by	ADP
cana-1576	108	30	15	15	NUM
cana-1576	108	31	%	%	NOUN
cana-1576	108	32	compared	compare	VERB
cana-1576	108	33	to	to	ADP
cana-1576	108	34	unimodal	unimodal	ADJ
cana-1576	108	35	methods	method	NOUN
cana-1576	108	36	alignment	alignment	NOUN
cana-1576	108	37	of	of	ADP
cana-1576	108	38	modalities	modality	NOUN
cana-1576	108	39	,	,	PUNCT
cana-1576	108	40	real	real	ADJ
cana-1576	108	41	-	-	PUNCT
cana-1576	108	42	time	time	NOUN
cana-1576	108	43	processing	processing	NOUN
cana-1576	108	44	enhances	enhance	VERB
cana-1576	108	45	humancomputer	humancomputer	NOUN
cana-1576	108	46	interaction	interaction	NOUN
cana-1576	108	47	in	in	ADP
cana-1576	108	48	virtual	virtual	ADJ
cana-1576	108	49	environments	environment	NOUN
cana-1576	108	50	text	text	NOUN
cana-1576	108	51	sentiment	sentiment	NOUN
cana-1576	108	52	analysis	analysis	NOUN
cana-1576	108	53	combined	combine	VERB
cana-1576	108	54	with	with	ADP
cana-1576	108	55	facial	facial	ADJ
cana-1576	108	56	emotion	emotion	NOUN
cana-1576	108	57	recognition	recognition	NOUN
cana-1576	108	58	using	use	VERB
cana-1576	108	59	svm	svm	PROPN
cana-1576	108	60	[	[	X
cana-1576	108	61	10	10	NUM
cana-1576	108	62	]	]	X
cana-1576	108	63	higher	high	ADJ
cana-1576	108	64	accuracy	accuracy	NOUN
cana-1576	108	65	in	in	ADP
cana-1576	108	66	detecting	detect	VERB
cana-1576	108	67	subtle	subtle	ADJ
cana-1576	108	68	emotional	emotional	ADJ
cana-1576	108	69	cues	cue	NOUN
cana-1576	108	70	in	in	ADP
cana-1576	108	71	written	write	VERB
cana-1576	108	72	and	and	CCONJ
cana-1576	108	73	facial	facial	ADJ
cana-1576	108	74	data	datum	NOUN
cana-1576	108	75	linguistic	linguistic	ADJ
cana-1576	108	76	variations	variation	NOUN
cana-1576	108	77	,	,	PUNCT
cana-1576	108	78	dataset	dataset	NOUN
cana-1576	108	79	bias	bias	NOUN
cana-1576	108	80	applications	application	NOUN
cana-1576	108	81	in	in	ADP
cana-1576	108	82	mental	mental	ADJ
cana-1576	108	83	health	health	NOUN
cana-1576	108	84	diagnostics	diagnostic	NOUN
cana-1576	108	85	and	and	CCONJ
cana-1576	108	86	personalized	personalized	ADJ
cana-1576	108	87	tutoring	tutoring	NOUN
cana-1576	108	88	systems	system	NOUN
cana-1576	108	89	integration	integration	NOUN
cana-1576	108	90	of	of	ADP
cana-1576	108	91	audio	audio	NOUN
cana-1576	108	92	,	,	PUNCT
cana-1576	108	93	text	text	NOUN
cana-1576	108	94	,	,	PUNCT
cana-1576	108	95	and	and	CCONJ
cana-1576	108	96	facial	facial	ADJ
cana-1576	108	97	expressions	expression	NOUN
cana-1576	108	98	using	use	VERB
cana-1576	108	99	deep	deep	ADJ
cana-1576	108	100	learning	learning	NOUN
cana-1576	108	101	networks	network	NOUN
cana-1576	108	102	synergistic	synergistic	ADJ
cana-1576	108	103	effect	effect	NOUN
cana-1576	108	104	improves	improve	VERB
cana-1576	108	105	overall	overall	ADJ
cana-1576	108	106	emotion	emotion	NOUN
cana-1576	108	107	classification	classification	NOUN
cana-1576	108	108	robustness	robustness	NOUN
cana-1576	108	109	computational	computational	ADJ
cana-1576	108	110	complexity	complexity	NOUN
cana-1576	108	111	,	,	PUNCT
cana-1576	108	112	data	datum	NOUN
cana-1576	108	113	privacy	privacy	NOUN
cana-1576	108	114	potential	potential	NOUN
cana-1576	108	115	in	in	ADP
cana-1576	108	116	affective	affective	ADJ
cana-1576	108	117	computing	computing	NOUN
cana-1576	108	118	for	for	ADP
cana-1576	108	119	smart	smart	ADJ
cana-1576	108	120	environments	environment	NOUN
cana-1576	108	121	multimodal	multimodal	NOUN
cana-1576	108	122	data	datum	NOUN
cana-1576	108	123	fusion	fusion	NOUN
cana-1576	108	124	for	for	ADP
cana-1576	108	125	emotion	emotion	NOUN
cana-1576	108	126	recognition	recognition	NOUN
cana-1576	108	127	in	in	ADP
cana-1576	108	128	social	social	ADJ
cana-1576	108	129	robotics	robotic	NOUN
cana-1576	108	130	adaptive	adaptive	ADJ
cana-1576	108	131	model	model	NOUN
cana-1576	108	132	improves	improve	VERB
cana-1576	108	133	emotional	emotional	ADJ
cana-1576	108	134	response	response	NOUN
cana-1576	108	135	accuracy	accuracy	NOUN
cana-1576	108	136	in	in	ADP
cana-1576	108	137	human	human	ADJ
cana-1576	108	138	-	-	PUNCT
cana-1576	108	139	robot	robot	NOUN
cana-1576	108	140	interaction	interaction	NOUN
cana-1576	108	141	calibration	calibration	NOUN
cana-1576	108	142	across	across	ADP
cana-1576	108	143	different	different	ADJ
cana-1576	108	144	contexts	contexts	NOUN
cana-1576	108	145	,	,	PUNCT
cana-1576	108	146	hardware	hardware	NOUN
cana-1576	108	147	constraints	constraint	NOUN
cana-1576	108	148	advances	advance	NOUN
cana-1576	108	149	in	in	ADP
cana-1576	108	150	assistive	assistive	ADJ
cana-1576	108	151	technologies	technology	NOUN
cana-1576	108	152	and	and	CCONJ
cana-1576	108	153	social	social	ADJ
cana-1576	108	154	robotics	robotic	NOUN
cana-1576	108	155	combined	combine	VERB
cana-1576	108	156	analysis	analysis	NOUN
cana-1576	108	157	of	of	ADP
cana-1576	108	158	speech	speech	NOUN
cana-1576	108	159	,	,	PUNCT
cana-1576	108	160	text	text	NOUN
cana-1576	108	161	,	,	PUNCT
cana-1576	108	162	and	and	CCONJ
cana-1576	108	163	facial	facial	ADJ
cana-1576	108	164	gestures	gesture	NOUN
cana-1576	108	165	for	for	ADP
cana-1576	108	166	emotion	emotion	NOUN
cana-1576	108	167	detection	detection	NOUN
cana-1576	108	168	identifies	identify	VERB
cana-1576	108	169	inconsistencies	inconsistency	NOUN
cana-1576	108	170	across	across	ADP
cana-1576	108	171	modalities	modality	NOUN
cana-1576	108	172	to	to	PART
cana-1576	108	173	improve	improve	VERB
cana-1576	108	174	reliability	reliability	NOUN
cana-1576	108	175	annotation	annotation	NOUN
cana-1576	108	176	costs	cost	NOUN
cana-1576	108	177	,	,	PUNCT
cana-1576	108	178	multimodal	multimodal	NOUN
cana-1576	108	179	synchronization	synchronization	NOUN
cana-1576	108	180	applications	application	NOUN
cana-1576	108	181	in	in	ADP
cana-1576	108	182	automated	automate	VERB
cana-1576	108	183	customer	customer	NOUN
cana-1576	108	184	service	service	NOUN
cana-1576	108	185	and	and	CCONJ
cana-1576	108	186	virtual	virtual	ADJ
cana-1576	108	187	assistants	assistant	NOUN
cana-1576	108	188	communications	communication	NOUN
cana-1576	108	189	on	on	ADP
cana-1576	108	190	applied	apply	VERB
cana-1576	108	191	nonlinear	nonlinear	ADJ
cana-1576	108	192	analysis	analysis	NOUN
cana-1576	108	193	issn	issn	NOUN
cana-1576	108	194	:	:	PUNCT
cana-1576	108	195	1074	1074	NUM
cana-1576	108	196	-	-	PUNCT
cana-1576	108	197	133x	133x	NUM
cana-1576	108	198	vol	vol	NOUN
cana-1576	108	199	31	31	NUM
cana-1576	108	200	no	no	NOUN
cana-1576	108	201	.	.	PUNCT
cana-1576	109	1	8s	8s	PROPN
cana-1576	109	2	(	(	PUNCT
cana-1576	109	3	2024	2024	NUM
cana-1576	109	4	)	)	PUNCT
cana-1576	109	5	656	656	NUM
cana-1576	109	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	109	7	machine	machine	NOUN
cana-1576	109	8	learning	learning	NOUN
cana-1576	109	9	-	-	PUNCT
cana-1576	109	10	based	base	VERB
cana-1576	109	11	approach	approach	NOUN
cana-1576	109	12	integrating	integrate	VERB
cana-1576	109	13	audiovisual	audiovisual	ADJ
cana-1576	109	14	cues	cue	NOUN
cana-1576	109	15	for	for	ADP
cana-1576	109	16	emotion	emotion	NOUN
cana-1576	109	17	recognition	recognition	NOUN
cana-1576	109	18	achieved	achieve	VERB
cana-1576	109	19	real	real	ADJ
cana-1576	109	20	-	-	PUNCT
cana-1576	109	21	time	time	NOUN
cana-1576	109	22	processing	processing	NOUN
cana-1576	109	23	with	with	ADP
cana-1576	109	24	lowlatency	lowlatency	NOUN
cana-1576	109	25	response	response	NOUN
cana-1576	109	26	scalability	scalability	NOUN
cana-1576	109	27	,	,	PUNCT
cana-1576	109	28	generalizability	generalizability	NOUN
cana-1576	109	29	across	across	ADP
cana-1576	109	30	diverse	diverse	ADJ
cana-1576	109	31	populations	population	NOUN
cana-1576	109	32	integration	integration	NOUN
cana-1576	109	33	into	into	ADP
cana-1576	109	34	autonomous	autonomous	ADJ
cana-1576	109	35	vehicles	vehicle	NOUN
cana-1576	109	36	for	for	ADP
cana-1576	109	37	emotion	emotion	NOUN
cana-1576	109	38	-	-	PUNCT
cana-1576	109	39	aware	aware	ADJ
cana-1576	109	40	driving	driving	NOUN
cana-1576	109	41	systems	system	NOUN
cana-1576	109	42	deep	deep	ADJ
cana-1576	109	43	neural	neural	ADJ
cana-1576	109	44	network	network	NOUN
cana-1576	109	45	model	model	NOUN
cana-1576	109	46	for	for	ADP
cana-1576	109	47	emotion	emotion	NOUN
cana-1576	109	48	recognition	recognition	NOUN
cana-1576	109	49	using	use	VERB
cana-1576	109	50	facial	facial	ADJ
cana-1576	109	51	expressions	expression	NOUN
cana-1576	109	52	and	and	CCONJ
cana-1576	109	53	audio	audio	ADJ
cana-1576	109	54	cues	cue	NOUN
cana-1576	109	55	[	[	X
cana-1576	109	56	11	11	NUM
cana-1576	109	57	]	]	SYM
cana-1576	109	58	higher	high	ADJ
cana-1576	109	59	emotional	emotional	ADJ
cana-1576	109	60	state	state	NOUN
cana-1576	109	61	prediction	prediction	NOUN
cana-1576	109	62	accuracy	accuracy	NOUN
cana-1576	109	63	in	in	ADP
cana-1576	109	64	noisy	noisy	ADJ
cana-1576	109	65	environments	environment	NOUN
cana-1576	109	66	data	datum	NOUN
cana-1576	109	67	augmentation	augmentation	NOUN
cana-1576	109	68	challenges	challenge	NOUN
cana-1576	109	69	,	,	PUNCT
cana-1576	109	70	ethical	ethical	ADJ
cana-1576	109	71	considerations	consideration	NOUN
cana-1576	109	72	deployment	deployment	NOUN
cana-1576	109	73	in	in	ADP
cana-1576	109	74	entertainment	entertainment	NOUN
cana-1576	109	75	and	and	CCONJ
cana-1576	109	76	gaming	gaming	NOUN
cana-1576	109	77	industries	industry	NOUN
cana-1576	109	78	lstm	lstm	NOUN
cana-1576	109	79	-	-	PUNCT
cana-1576	109	80	based	base	VERB
cana-1576	109	81	fusion	fusion	NOUN
cana-1576	109	82	of	of	ADP
cana-1576	109	83	speech	speech	NOUN
cana-1576	109	84	and	and	CCONJ
cana-1576	109	85	facial	facial	ADJ
cana-1576	109	86	expressions	expression	NOUN
cana-1576	109	87	for	for	ADP
cana-1576	109	88	emotion	emotion	NOUN
cana-1576	109	89	classification	classification	NOUN
cana-1576	109	90	effective	effective	ADJ
cana-1576	109	91	in	in	ADP
cana-1576	109	92	identifying	identify	VERB
cana-1576	109	93	complex	complex	ADJ
cana-1576	109	94	emotions	emotion	NOUN
cana-1576	109	95	with	with	ADP
cana-1576	109	96	temporal	temporal	ADJ
cana-1576	109	97	dynamics	dynamic	NOUN
cana-1576	109	98	model	model	NOUN
cana-1576	109	99	interpretability	interpretability	NOUN
cana-1576	109	100	,	,	PUNCT
cana-1576	109	101	cross	cross	ADJ
cana-1576	109	102	-	-	ADJ
cana-1576	109	103	cultural	cultural	ADJ
cana-1576	109	104	validation	validation	NOUN
cana-1576	109	105	enhances	enhance	VERB
cana-1576	109	106	emotionaware	emotionaware	NOUN
cana-1576	109	107	interfaces	interface	NOUN
cana-1576	109	108	for	for	ADP
cana-1576	109	109	adaptive	adaptive	ADJ
cana-1576	109	110	learning	learning	NOUN
cana-1576	109	111	systems	system	NOUN
cana-1576	109	112	semantic	semantic	ADJ
cana-1576	109	113	analysis	analysis	NOUN
cana-1576	109	114	of	of	ADP
cana-1576	109	115	text	text	NOUN
cana-1576	109	116	combined	combine	VERB
cana-1576	109	117	with	with	ADP
cana-1576	109	118	facial	facial	ADJ
cana-1576	109	119	expression	expression	NOUN
cana-1576	109	120	recognition	recognition	NOUN
cana-1576	109	121	using	use	VERB
cana-1576	109	122	bayesian	bayesian	NOUN
cana-1576	109	123	networks	network	NOUN
cana-1576	109	124	[	[	X
cana-1576	109	125	12	12	NUM
cana-1576	109	126	]	]	X
cana-1576	109	127	semantic	semantic	ADJ
cana-1576	109	128	context	context	NOUN
cana-1576	109	129	enriches	enrich	VERB
cana-1576	109	130	emotion	emotion	NOUN
cana-1576	109	131	understanding	understanding	NOUN
cana-1576	109	132	beyond	beyond	ADP
cana-1576	109	133	visual	visual	ADJ
cana-1576	109	134	cues	cue	NOUN
cana-1576	109	135	limited	limit	VERB
cana-1576	109	136	labeled	label	VERB
cana-1576	109	137	datasets	dataset	NOUN
cana-1576	109	138	,	,	PUNCT
cana-1576	109	139	semantic	semantic	ADJ
cana-1576	109	140	gap	gap	NOUN
cana-1576	109	141	improves	improve	VERB
cana-1576	109	142	emotional	emotional	ADJ
cana-1576	109	143	context	context	NOUN
cana-1576	109	144	-	-	PUNCT
cana-1576	109	145	aware	aware	ADJ
cana-1576	109	146	recommendation	recommendation	NOUN
cana-1576	109	147	systems	system	NOUN
cana-1576	109	148	hierarchical	hierarchical	ADJ
cana-1576	109	149	attention	attention	NOUN
cana-1576	109	150	mechanism	mechanism	NOUN
cana-1576	109	151	for	for	ADP
cana-1576	109	152	integrating	integrate	VERB
cana-1576	109	153	multimodal	multimodal	NOUN
cana-1576	109	154	data	datum	NOUN
cana-1576	109	155	in	in	ADP
cana-1576	109	156	emotion	emotion	NOUN
cana-1576	109	157	recognition	recognition	NOUN
cana-1576	109	158	attention	attention	NOUN
cana-1576	109	159	mechanism	mechanism	NOUN
cana-1576	109	160	improves	improve	VERB
cana-1576	109	161	interpretability	interpretability	NOUN
cana-1576	109	162	of	of	ADP
cana-1576	109	163	combined	combine	VERB
cana-1576	109	164	features	feature	NOUN
cana-1576	109	165	model	model	NOUN
cana-1576	109	166	convergence	convergence	NOUN
cana-1576	109	167	,	,	PUNCT
cana-1576	109	168	resource	resource	NOUN
cana-1576	109	169	-	-	PUNCT
cana-1576	109	170	intensive	intensive	ADJ
cana-1576	109	171	training	training	NOUN
cana-1576	109	172	enhances	enhance	NOUN
cana-1576	109	173	personalized	personalize	VERB
cana-1576	109	174	user	user	NOUN
cana-1576	109	175	interfaces	interface	NOUN
cana-1576	109	176	in	in	ADP
cana-1576	109	177	smart	smart	ADJ
cana-1576	109	178	homes	home	NOUN
cana-1576	109	179	and	and	CCONJ
cana-1576	109	180	wearable	wearable	ADJ
cana-1576	109	181	devices	device	NOUN
cana-1576	109	182	fusion	fusion	NOUN
cana-1576	109	183	of	of	ADP
cana-1576	109	184	audio	audio	NOUN
cana-1576	109	185	,	,	PUNCT
cana-1576	109	186	text	text	NOUN
cana-1576	109	187	,	,	PUNCT
cana-1576	109	188	and	and	CCONJ
cana-1576	109	189	facial	facial	ADJ
cana-1576	109	190	expression	expression	NOUN
cana-1576	109	191	features	feature	NOUN
cana-1576	109	192	using	use	VERB
cana-1576	109	193	ensemble	ensemble	ADJ
cana-1576	109	194	learning	learning	NOUN
cana-1576	109	195	ensemble	ensemble	ADJ
cana-1576	109	196	methods	method	NOUN
cana-1576	109	197	improve	improve	VERB
cana-1576	109	198	robustness	robustness	NOUN
cana-1576	109	199	against	against	ADP
cana-1576	109	200	noise	noise	NOUN
cana-1576	109	201	and	and	CCONJ
cana-1576	109	202	data	datum	NOUN
cana-1576	109	203	variability	variability	NOUN
cana-1576	109	204	integration	integration	NOUN
cana-1576	109	205	complexity	complexity	NOUN
cana-1576	109	206	,	,	PUNCT
cana-1576	109	207	model	model	NOUN
cana-1576	109	208	heterogeneity	heterogeneity	NOUN
cana-1576	109	209	applications	application	NOUN
cana-1576	109	210	in	in	ADP
cana-1576	109	211	emotion	emotion	NOUN
cana-1576	109	212	-	-	PUNCT
cana-1576	109	213	aware	aware	ADJ
cana-1576	109	214	ai	ai	PROPN
cana-1576	109	215	assistants	assistant	NOUN
cana-1576	109	216	and	and	CCONJ
cana-1576	109	217	adaptive	adaptive	ADJ
cana-1576	109	218	learning	learning	NOUN
cana-1576	109	219	platforms	platform	NOUN
cana-1576	109	220	deep	deep	ADJ
cana-1576	109	221	reinforcement	reinforcement	NOUN
cana-1576	109	222	learning	learning	NOUN
cana-1576	109	223	for	for	ADP
cana-1576	109	224	multimodal	multimodal	ADJ
cana-1576	109	225	emotion	emotion	NOUN
cana-1576	109	226	recognition	recognition	NOUN
cana-1576	109	227	in	in	ADP
cana-1576	109	228	real	real	ADJ
cana-1576	109	229	-	-	PUNCT
cana-1576	109	230	world	world	NOUN
cana-1576	109	231	environments	environment	NOUN
cana-1576	109	232	adaptive	adaptive	ADJ
cana-1576	109	233	learning	learning	NOUN
cana-1576	109	234	process	process	NOUN
cana-1576	109	235	enhances	enhance	VERB
cana-1576	109	236	adaptability	adaptability	NOUN
cana-1576	109	237	to	to	ADP
cana-1576	109	238	dynamic	dynamic	ADJ
cana-1576	109	239	contexts	context	NOUN
cana-1576	109	240	training	training	NOUN
cana-1576	109	241	stability	stability	NOUN
cana-1576	109	242	,	,	PUNCT
cana-1576	109	243	real	real	ADJ
cana-1576	109	244	-	-	PUNCT
cana-1576	109	245	world	world	NOUN
cana-1576	109	246	deployment	deployment	NOUN
cana-1576	109	247	challenges	challenge	NOUN
cana-1576	109	248	advances	advance	NOUN
cana-1576	109	249	in	in	ADP
cana-1576	109	250	affective	affective	ADJ
cana-1576	109	251	computing	computing	NOUN
cana-1576	109	252	for	for	ADP
cana-1576	109	253	personalized	personalized	ADJ
cana-1576	109	254	healthcare	healthcare	NOUN
cana-1576	109	255	and	and	CCONJ
cana-1576	109	256	therapy	therapy	NOUN
cana-1576	109	257	bayesian	bayesian	NOUN
cana-1576	109	258	framework	framework	NOUN
cana-1576	109	259	for	for	ADP
cana-1576	109	260	integrating	integrate	VERB
cana-1576	109	261	multimodal	multimodal	ADJ
cana-1576	109	262	emotional	emotional	ADJ
cana-1576	109	263	signals	signal	NOUN
cana-1576	109	264	[	[	X
cana-1576	109	265	13	13	NUM
cana-1576	109	266	]	]	PUNCT
cana-1576	109	267	uncertainty	uncertainty	NOUN
cana-1576	109	268	modeling	modeling	NOUN
cana-1576	109	269	improves	improve	VERB
cana-1576	109	270	decisionmaking	decisionmake	VERB
cana-1576	109	271	in	in	ADP
cana-1576	109	272	ambiguous	ambiguous	ADJ
cana-1576	109	273	emotional	emotional	ADJ
cana-1576	109	274	states	state	NOUN
cana-1576	109	275	bayesian	bayesian	NOUN
cana-1576	109	276	inference	inference	NOUN
cana-1576	109	277	complexity	complexity	NOUN
cana-1576	109	278	,	,	PUNCT
cana-1576	109	279	model	model	NOUN
cana-1576	109	280	priors	prior	NOUN
cana-1576	109	281	enhances	enhance	VERB
cana-1576	109	282	emotional	emotional	ADJ
cana-1576	109	283	intelligence	intelligence	NOUN
cana-1576	109	284	in	in	ADP
cana-1576	109	285	aidriven	aidriven	ADJ
cana-1576	109	286	decision	decision	NOUN
cana-1576	109	287	support	support	NOUN
cana-1576	109	288	systems	system	NOUN
cana-1576	109	289	graph	graph	NOUN
cana-1576	109	290	-	-	PUNCT
cana-1576	109	291	based	base	VERB
cana-1576	109	292	fusion	fusion	NOUN
cana-1576	109	293	of	of	ADP
cana-1576	109	294	audio	audio	NOUN
cana-1576	109	295	,	,	PUNCT
cana-1576	109	296	text	text	NOUN
cana-1576	109	297	,	,	PUNCT
cana-1576	109	298	and	and	CCONJ
cana-1576	109	299	facial	facial	ADJ
cana-1576	109	300	emotion	emotion	NOUN
cana-1576	109	301	features	feature	VERB
cana-1576	109	302	graph	graph	NOUN
cana-1576	109	303	representation	representation	NOUN
cana-1576	109	304	captures	capture	VERB
cana-1576	109	305	complex	complex	ADJ
cana-1576	109	306	relationships	relationship	NOUN
cana-1576	109	307	among	among	ADP
cana-1576	109	308	multimodal	multimodal	NOUN
cana-1576	109	309	cues	cue	NOUN
cana-1576	109	310	graph	graph	NOUN
cana-1576	109	311	construction	construction	NOUN
cana-1576	109	312	complexity	complexity	NOUN
cana-1576	109	313	,	,	PUNCT
cana-1576	109	314	scalability	scalability	NOUN
cana-1576	109	315	potential	potential	NOUN
cana-1576	109	316	in	in	ADP
cana-1576	109	317	emotionaware	emotionaware	NOUN
cana-1576	109	318	social	social	ADJ
cana-1576	109	319	networks	network	NOUN
cana-1576	109	320	and	and	CCONJ
cana-1576	109	321	virtual	virtual	ADJ
cana-1576	109	322	communities	community	NOUN
cana-1576	109	323	communications	communication	NOUN
cana-1576	109	324	on	on	ADP
cana-1576	109	325	applied	apply	VERB
cana-1576	109	326	nonlinear	nonlinear	ADJ
cana-1576	109	327	analysis	analysis	NOUN
cana-1576	109	328	issn	issn	NOUN
cana-1576	109	329	:	:	PUNCT
cana-1576	109	330	1074	1074	NUM
cana-1576	109	331	-	-	PUNCT
cana-1576	109	332	133x	133x	NUM
cana-1576	109	333	vol	vol	NOUN
cana-1576	109	334	31	31	NUM
cana-1576	109	335	no	no	NOUN
cana-1576	109	336	.	.	PUNCT
cana-1576	110	1	8s	8s	PROPN
cana-1576	110	2	(	(	PUNCT
cana-1576	110	3	2024	2024	NUM
cana-1576	110	4	)	)	PUNCT
cana-1576	110	5	657	657	NUM
cana-1576	110	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	110	7	iii	iii	PROPN
cana-1576	110	8	.	.	PROPN
cana-1576	110	9	methodology	methodology	PROPN
cana-1576	110	10	a.	a.	PROPN
cana-1576	110	11	data	data	PROPN
cana-1576	110	12	collection	collection	NOUN
cana-1576	110	13	:	:	PUNCT
cana-1576	110	14	multimodal	multimodal	NOUN
cana-1576	110	15	datasets	dataset	NOUN
cana-1576	110	16	that	that	PRON
cana-1576	110	17	include	include	VERB
cana-1576	110	18	voice	voice	NOUN
cana-1576	110	19	,	,	PUNCT
cana-1576	110	20	text	text	NOUN
cana-1576	110	21	,	,	PUNCT
cana-1576	110	22	and	and	CCONJ
cana-1576	110	23	face	face	NOUN
cana-1576	110	24	reactions	reaction	NOUN
cana-1576	110	25	are	be	AUX
cana-1576	110	26	very	very	ADV
cana-1576	110	27	important	important	ADJ
cana-1576	110	28	for	for	ADP
cana-1576	110	29	moving	move	VERB
cana-1576	110	30	emotion	emotion	NOUN
cana-1576	110	31	detection	detection	NOUN
cana-1576	110	32	and	and	CCONJ
cana-1576	110	33	emotional	emotional	ADJ
cana-1576	110	34	computing	computing	NOUN
cana-1576	110	35	studies	study	NOUN
cana-1576	110	36	forward	forward	ADV
cana-1576	110	37	.	.	PUNCT
cana-1576	111	1	these	these	DET
cana-1576	111	2	datasets	dataset	NOUN
cana-1576	111	3	are	be	AUX
cana-1576	111	4	very	very	ADV
cana-1576	111	5	important	important	ADJ
cana-1576	111	6	for	for	ADP
cana-1576	111	7	building	building	NOUN
cana-1576	111	8	and	and	CCONJ
cana-1576	111	9	testing	testing	NOUN
cana-1576	111	10	models	model	NOUN
cana-1576	111	11	that	that	PRON
cana-1576	111	12	use	use	VERB
cana-1576	111	13	multiple	multiple	ADJ
cana-1576	111	14	inputs	input	NOUN
cana-1576	111	15	to	to	PART
cana-1576	111	16	correctly	correctly	ADV
cana-1576	111	17	guess	guess	VERB
cana-1576	111	18	human	human	ADJ
cana-1576	111	19	feelings	feeling	NOUN
cana-1576	111	20	in	in	ADP
cana-1576	111	21	a	a	DET
cana-1576	111	22	range	range	NOUN
cana-1576	111	23	of	of	ADP
cana-1576	111	24	situations	situation	NOUN
cana-1576	111	25	and	and	CCONJ
cana-1576	111	26	among	among	ADP
cana-1576	111	27	different	different	ADJ
cana-1576	111	28	groups	group	NOUN
cana-1576	111	29	of	of	ADP
cana-1576	111	30	people	people	NOUN
cana-1576	111	31	.	.	PUNCT
cana-1576	112	1	types	type	NOUN
cana-1576	112	2	of	of	ADP
cana-1576	112	3	multimodal	multimodal	NOUN
cana-1576	112	4	data	datum	NOUN
cana-1576	112	5	:	:	PUNCT
cana-1576	112	6	facial	facial	ADJ
cana-1576	112	7	feelings	feeling	NOUN
cana-1576	112	8	:	:	PUNCT
cana-1576	112	9	pictures	picture	NOUN
cana-1576	112	10	or	or	CCONJ
cana-1576	112	11	recordings	recording	NOUN
cana-1576	112	12	of	of	ADP
cana-1576	112	13	people	people	NOUN
cana-1576	112	14	's	's	PART
cana-1576	112	15	facial	facial	ADJ
cana-1576	112	16	feelings	feeling	NOUN
cana-1576	112	17	are	be	AUX
cana-1576	112	18	exceptionally	exceptionally	ADV
cana-1576	112	19	imperative	imperative	ADJ
cana-1576	112	20	for	for	ADP
cana-1576	112	21	knowing	know	VERB
cana-1576	112	22	how	how	SCONJ
cana-1576	112	23	they	they	PRON
cana-1576	112	24	are	be	AUX
cana-1576	112	25	feeling	feel	VERB
cana-1576	112	26	without	without	ADP
cana-1576	112	27	them	they	PRON
cana-1576	112	28	saying	say	VERB
cana-1576	112	29	anything	anything	PRON
cana-1576	112	30	.	.	PUNCT
cana-1576	113	1	names	name	NOUN
cana-1576	113	2	that	that	PRON
cana-1576	113	3	appear	appear	VERB
cana-1576	113	4	passionate	passionate	ADJ
cana-1576	113	5	states	state	NOUN
cana-1576	113	6	like	like	ADP
cana-1576	113	7	joy	joy	NOUN
cana-1576	113	8	,	,	PUNCT
cana-1576	113	9	pity	pity	NOUN
cana-1576	113	10	,	,	PUNCT
cana-1576	113	11	outrage	outrage	NOUN
cana-1576	113	12	,	,	PUNCT
cana-1576	113	13	or	or	CCONJ
cana-1576	113	14	astonish	astonish	VERB
cana-1576	113	15	are	be	AUX
cana-1576	113	16	frequently	frequently	ADV
cana-1576	113	17	included	include	VERB
cana-1576	113	18	to	to	ADP
cana-1576	113	19	pictures	picture	NOUN
cana-1576	113	20	or	or	CCONJ
cana-1576	113	21	motion	motion	NOUN
cana-1576	113	22	pictures	picture	NOUN
cana-1576	113	23	in	in	ADP
cana-1576	113	24	datasets	dataset	NOUN
cana-1576	113	25	.	.	PUNCT
cana-1576	114	1	confront	confront	VERB
cana-1576	114	2	expression	expression	NOUN
cana-1576	114	3	examination	examination	NOUN
cana-1576	114	4	can	can	AUX
cana-1576	114	5	be	be	AUX
cana-1576	114	6	more	more	ADV
cana-1576	114	7	nitty	nitty	ADJ
cana-1576	114	8	gritty	gritty	ADJ
cana-1576	114	9	with	with	ADP
cana-1576	114	10	the	the	DET
cana-1576	114	11	assistance	assistance	NOUN
cana-1576	114	12	of	of	ADP
cana-1576	114	13	advances	advance	NOUN
cana-1576	114	14	like	like	ADP
cana-1576	114	15	3d	3d	PROPN
cana-1576	114	16	confront	confront	NOUN
cana-1576	114	17	pictures	picture	NOUN
cana-1576	114	18	and	and	CCONJ
cana-1576	114	19	high	high	ADJ
cana-1576	114	20	-	-	PUNCT
cana-1576	114	21	resolution	resolution	NOUN
cana-1576	114	22	video	video	NOUN
cana-1576	114	23	capture	capture	NOUN
cana-1576	114	24	.	.	PUNCT
cana-1576	115	1	sound	sound	ADJ
cana-1576	115	2	:	:	PUNCT
cana-1576	115	3	pitch	pitch	NOUN
cana-1576	115	4	,	,	PUNCT
cana-1576	115	5	tone	tone	NOUN
cana-1576	115	6	,	,	PUNCT
cana-1576	115	7	volume	volume	NOUN
cana-1576	115	8	,	,	PUNCT
cana-1576	115	9	and	and	CCONJ
cana-1576	115	10	discourse	discourse	NOUN
cana-1576	115	11	rate	rate	NOUN
cana-1576	115	12	are	be	AUX
cana-1576	115	13	a	a	DET
cana-1576	115	14	few	few	ADJ
cana-1576	115	15	of	of	ADP
cana-1576	115	16	the	the	DET
cana-1576	115	17	sounds	sound	NOUN
cana-1576	115	18	that	that	PRON
cana-1576	115	19	can	can	AUX
cana-1576	115	20	be	be	AUX
cana-1576	115	21	utilized	utilize	VERB
cana-1576	115	22	to	to	ADP
cana-1576	115	23	precise	precise	ADJ
cana-1576	115	24	disposition	disposition	NOUN
cana-1576	115	25	from	from	ADP
cana-1576	115	26	speech	speech	NOUN
cana-1576	115	27	records	record	NOUN
cana-1576	115	28	.	.	PUNCT
cana-1576	116	1	sound	sound	NOUN
cana-1576	116	2	records	record	NOUN
cana-1576	116	3	are	be	AUX
cana-1576	116	4	frequently	frequently	ADV
cana-1576	116	5	included	include	VERB
cana-1576	116	6	in	in	ADP
cana-1576	116	7	datasets	dataset	NOUN
cana-1576	116	8	together	together	ADV
cana-1576	116	9	with	with	ADP
cana-1576	116	10	writings	writing	NOUN
cana-1576	116	11	or	or	CCONJ
cana-1576	116	12	notes	note	NOUN
cana-1576	116	13	that	that	PRON
cana-1576	116	14	depict	depict	VERB
cana-1576	116	15	the	the	DET
cana-1576	116	16	passionate	passionate	ADJ
cana-1576	116	17	states	state	NOUN
cana-1576	116	18	or	or	CCONJ
cana-1576	116	19	assumptions	assumption	NOUN
cana-1576	116	20	that	that	PRON
cana-1576	116	21	were	be	AUX
cana-1576	116	22	communicated	communicate	VERB
cana-1576	116	23	through	through	ADP
cana-1576	116	24	discourse	discourse	NOUN
cana-1576	116	25	.	.	PUNCT
cana-1576	117	1	content	content	NOUN
cana-1576	117	2	:	:	PUNCT
cana-1576	117	3	literary	literary	ADJ
cana-1576	117	4	information	information	NOUN
cana-1576	117	5	incorporates	incorporate	VERB
cana-1576	117	6	records	record	NOUN
cana-1576	117	7	of	of	ADP
cana-1576	117	8	talked	talk	VERB
cana-1576	117	9	or	or	CCONJ
cana-1576	117	10	composed	compose	VERB
cana-1576	117	11	dialect	dialect	NOUN
cana-1576	117	12	that	that	PRON
cana-1576	117	13	appear	appear	VERB
cana-1576	117	14	passionate	passionate	ADJ
cana-1576	117	15	expression	expression	NOUN
cana-1576	117	16	through	through	ADP
cana-1576	117	17	dialect	dialect	NOUN
cana-1576	117	18	and	and	CCONJ
cana-1576	117	19	its	its	PRON
cana-1576	117	20	meaning	meaning	NOUN
cana-1576	117	21	setting	setting	NOUN
cana-1576	117	22	.	.	PUNCT
cana-1576	118	1	as	as	ADP
cana-1576	118	2	portion	portion	NOUN
cana-1576	118	3	of	of	ADP
cana-1576	118	4	datasets	dataset	NOUN
cana-1576	118	5	,	,	PUNCT
cana-1576	118	6	assumption	assumption	NOUN
cana-1576	118	7	examination	examination	NOUN
cana-1576	118	8	tasks	task	NOUN
cana-1576	118	9	may	may	AUX
cana-1576	118	10	be	be	AUX
cana-1576	118	11	included	include	VERB
cana-1576	118	12	.	.	PUNCT
cana-1576	119	1	in	in	ADP
cana-1576	119	2	these	these	DET
cana-1576	119	3	errands	errand	NOUN
cana-1576	119	4	,	,	PUNCT
cana-1576	119	5	writings	writing	NOUN
cana-1576	119	6	are	be	AUX
cana-1576	119	7	stamped	stamp	VERB
cana-1576	119	8	with	with	ADP
cana-1576	119	9	enthusiastic	enthusiastic	ADJ
cana-1576	119	10	names	name	NOUN
cana-1576	119	11	or	or	CCONJ
cana-1576	119	12	opinion	opinion	NOUN
cana-1576	119	13	scores	score	NOUN
cana-1576	119	14	that	that	PRON
cana-1576	119	15	appear	appear	VERB
cana-1576	119	16	whether	whether	SCONJ
cana-1576	119	17	the	the	DET
cana-1576	119	18	sentiments	sentiment	NOUN
cana-1576	119	19	are	be	AUX
cana-1576	119	20	positive	positive	ADJ
cana-1576	119	21	,	,	PUNCT
cana-1576	119	22	negative	negative	ADJ
cana-1576	119	23	,	,	PUNCT
cana-1576	119	24	or	or	CCONJ
cana-1576	119	25	unbiased	unbiased	ADJ
cana-1576	119	26	.	.	PUNCT
cana-1576	120	1	b.	b.	PROPN
cana-1576	120	2	feature	feature	NOUN
cana-1576	120	3	extraction	extraction	NOUN
cana-1576	120	4	:	:	PUNCT
cana-1576	120	5	in	in	ADP
cana-1576	120	6	multimodal	multimodal	ADJ
cana-1576	120	7	emotion	emotion	NOUN
cana-1576	120	8	recognition	recognition	NOUN
cana-1576	120	9	systems	system	NOUN
cana-1576	120	10	,	,	PUNCT
cana-1576	120	11	it	it	PRON
cana-1576	120	12	's	be	AUX
cana-1576	120	13	important	important	ADJ
cana-1576	120	14	to	to	PART
cana-1576	120	15	get	get	VERB
cana-1576	120	16	useful	useful	ADJ
cana-1576	120	17	signs	sign	NOUN
cana-1576	120	18	that	that	PRON
cana-1576	120	19	show	show	VERB
cana-1576	120	20	emotional	emotional	ADJ
cana-1576	120	21	states	state	NOUN
cana-1576	120	22	across	across	ADP
cana-1576	120	23	different	different	ADJ
cana-1576	120	24	modes	mode	NOUN
cana-1576	120	25	by	by	ADP
cana-1576	120	26	extracting	extract	VERB
cana-1576	120	27	features	feature	NOUN
cana-1576	120	28	from	from	ADP
cana-1576	120	29	speech	speech	NOUN
cana-1576	120	30	,	,	PUNCT
cana-1576	120	31	text	text	NOUN
cana-1576	120	32	,	,	PUNCT
cana-1576	120	33	and	and	CCONJ
cana-1576	120	34	facial	facial	ADJ
cana-1576	120	35	expression	expression	NOUN
cana-1576	120	36	data	datum	NOUN
cana-1576	120	37	.	.	PUNCT
cana-1576	121	1	facial	facial	ADJ
cana-1576	121	2	expression	expression	NOUN
cana-1576	121	3	data	datum	NOUN
cana-1576	121	4	:	:	PUNCT
cana-1576	121	5	to	to	PART
cana-1576	121	6	get	get	VERB
cana-1576	121	7	facial	facial	ADJ
cana-1576	121	8	expression	expression	NOUN
cana-1576	121	9	data	datum	NOUN
cana-1576	121	10	,	,	PUNCT
cana-1576	121	11	you	you	PRON
cana-1576	121	12	have	have	VERB
cana-1576	121	13	to	to	PART
cana-1576	121	14	take	take	VERB
cana-1576	121	15	pictures	picture	NOUN
cana-1576	121	16	or	or	CCONJ
cana-1576	121	17	videos	video	NOUN
cana-1576	121	18	of	of	ADP
cana-1576	121	19	people	people	NOUN
cana-1576	121	20	and	and	CCONJ
cana-1576	121	21	find	find	VERB
cana-1576	121	22	trends	trend	NOUN
cana-1576	121	23	in	in	ADP
cana-1576	121	24	their	their	PRON
cana-1576	121	25	space	space	NOUN
cana-1576	121	26	and	and	CCONJ
cana-1576	121	27	time	time	NOUN
cana-1576	121	28	.	.	PUNCT
cana-1576	122	1	different	different	ADJ
cana-1576	122	2	methods	method	NOUN
cana-1576	122	3	are	be	AUX
cana-1576	122	4	used	use	VERB
cana-1576	122	5	,	,	PUNCT
cana-1576	122	6	from	from	ADP
cana-1576	122	7	simple	simple	ADJ
cana-1576	122	8	physical	physical	ADJ
cana-1576	122	9	features	feature	NOUN
cana-1576	122	10	like	like	ADP
cana-1576	122	11	the	the	DET
cana-1576	122	12	lengths	length	NOUN
cana-1576	122	13	between	between	ADP
cana-1576	122	14	face	face	NOUN
cana-1576	122	15	landmarks	landmark	NOUN
cana-1576	122	16	(	(	PUNCT
cana-1576	122	17	like	like	ADP
cana-1576	122	18	the	the	DET
cana-1576	122	19	eyes	eye	NOUN
cana-1576	122	20	,	,	PUNCT
cana-1576	122	21	nose	nose	NOUN
cana-1576	122	22	,	,	PUNCT
cana-1576	122	23	and	and	CCONJ
cana-1576	122	24	mouth	mouth	NOUN
cana-1576	122	25	)	)	PUNCT
cana-1576	122	26	to	to	ADP
cana-1576	122	27	more	more	ADV
cana-1576	122	28	complex	complex	ADJ
cana-1576	122	29	ones	one	NOUN
cana-1576	122	30	that	that	PRON
cana-1576	122	31	use	use	VERB
cana-1576	122	32	deep	deep	ADJ
cana-1576	122	33	learning	learning	NOUN
cana-1576	122	34	models	model	NOUN
cana-1576	122	35	such	such	ADJ
cana-1576	122	36	as	as	ADP
cana-1576	122	37	convolutional	convolutional	ADJ
cana-1576	122	38	neural	neural	ADJ
cana-1576	122	39	networks	network	NOUN
cana-1576	122	40	(	(	PUNCT
cana-1576	122	41	cnns	cnns	PROPN
cana-1576	122	42	)	)	PUNCT
cana-1576	122	43	.	.	PUNCT
cana-1576	123	1	cnns	cnns	PROPN
cana-1576	123	2	are	be	AUX
cana-1576	123	3	very	very	ADV
cana-1576	123	4	good	good	ADJ
cana-1576	123	5	at	at	ADP
cana-1576	123	6	instantly	instantly	ADV
cana-1576	123	7	learning	learn	VERB
cana-1576	123	8	hierarchical	hierarchical	ADJ
cana-1576	123	9	features	feature	NOUN
cana-1576	123	10	from	from	ADP
cana-1576	123	11	raw	raw	ADJ
cana-1576	123	12	images	image	NOUN
cana-1576	123	13	[	[	X
cana-1576	123	14	18	18	NUM
cana-1576	123	15	]	]	PUNCT
cana-1576	123	16	.	.	PUNCT
cana-1576	124	1	they	they	PRON
cana-1576	124	2	can	can	AUX
cana-1576	124	3	pull	pull	VERB
cana-1576	124	4	out	out	ADP
cana-1576	124	5	subtle	subtle	ADJ
cana-1576	124	6	details	detail	NOUN
cana-1576	124	7	of	of	ADP
cana-1576	124	8	how	how	SCONJ
cana-1576	124	9	muscles	muscle	NOUN
cana-1576	124	10	move	move	VERB
cana-1576	124	11	in	in	ADP
cana-1576	124	12	the	the	DET
cana-1576	124	13	face	face	NOUN
cana-1576	124	14	to	to	PART
cana-1576	124	15	show	show	VERB
cana-1576	124	16	different	different	ADJ
cana-1576	124	17	moods	mood	NOUN
cana-1576	124	18	.	.	PUNCT
cana-1576	125	1	these	these	DET
cana-1576	125	2	models	model	NOUN
cana-1576	125	3	can	can	AUX
cana-1576	125	4	pick	pick	VERB
cana-1576	125	5	up	up	ADP
cana-1576	125	6	on	on	ADP
cana-1576	125	7	small	small	ADJ
cana-1576	125	8	changes	change	NOUN
cana-1576	125	9	in	in	ADP
cana-1576	125	10	emotions	emotion	NOUN
cana-1576	125	11	,	,	PUNCT
cana-1576	125	12	which	which	PRON
cana-1576	125	13	makes	make	VERB
cana-1576	125	14	it	it	PRON
cana-1576	125	15	easier	easy	ADJ
cana-1576	125	16	for	for	SCONJ
cana-1576	125	17	the	the	DET
cana-1576	125	18	system	system	NOUN
cana-1576	125	19	to	to	PART
cana-1576	125	20	correctly	correctly	ADV
cana-1576	125	21	understand	understand	VERB
cana-1576	125	22	emotional	emotional	ADJ
cana-1576	125	23	dynamics	dynamic	NOUN
cana-1576	125	24	.	.	PUNCT
cana-1576	126	1	a.	a.	PROPN
cana-1576	126	2	cnn	cnn	PROPN
cana-1576	126	3	cnn	cnn	PROPN
cana-1576	126	4	algorithm	algorithm	PROPN
cana-1576	126	5	for	for	ADP
cana-1576	126	6	facial	facial	ADJ
cana-1576	126	7	data	datum	NOUN
cana-1576	126	8	extraction	extraction	NOUN
cana-1576	126	9	communications	communication	NOUN
cana-1576	126	10	on	on	ADP
cana-1576	126	11	applied	apply	VERB
cana-1576	126	12	nonlinear	nonlinear	ADJ
cana-1576	126	13	analysis	analysis	NOUN
cana-1576	126	14	issn	issn	NOUN
cana-1576	126	15	:	:	PUNCT
cana-1576	126	16	1074	1074	NUM
cana-1576	126	17	-	-	PUNCT
cana-1576	126	18	133x	133x	NUM
cana-1576	126	19	vol	vol	NOUN
cana-1576	126	20	31	31	NUM
cana-1576	126	21	no	no	NOUN
cana-1576	126	22	.	.	PUNCT
cana-1576	127	1	8s	8s	PROPN
cana-1576	127	2	(	(	PUNCT
cana-1576	127	3	2024	2024	NUM
cana-1576	127	4	)	)	PUNCT
cana-1576	127	5	658	658	NUM
cana-1576	127	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	127	7	1	1	NUM
cana-1576	127	8	.	.	PUNCT
cana-1576	127	9	input	input	NOUN
cana-1576	127	10	layer	layer	NOUN
cana-1576	127	11	:	:	PUNCT
cana-1576	127	12	•	•	NUM
cana-1576	127	13	accepts	accept	VERB
cana-1576	127	14	raw	raw	ADJ
cana-1576	127	15	pixel	pixel	NOUN
cana-1576	127	16	values	value	NOUN
cana-1576	127	17	of	of	ADP
cana-1576	127	18	the	the	DET
cana-1576	127	19	image	image	NOUN
cana-1576	127	20	.	.	PUNCT
cana-1576	128	1	•	•	INTJ
cana-1576	128	2	let	let	VERB
cana-1576	128	3	i	i	PRON
cana-1576	128	4	be	be	AUX
cana-1576	128	5	the	the	DET
cana-1576	128	6	input	input	NOUN
cana-1576	128	7	image	image	NOUN
cana-1576	128	8	of	of	ADP
cana-1576	128	9	size	size	NOUN
cana-1576	128	10	h	h	NOUN
cana-1576	128	11	x	x	X
cana-1576	128	12	w	w	NOUN
cana-1576	128	13	x	x	X
cana-1576	128	14	c	c	X
cana-1576	128	15	(	(	PUNCT
cana-1576	128	16	height	height	NOUN
cana-1576	128	17	,	,	PUNCT
cana-1576	128	18	width	width	ADJ
cana-1576	128	19	,	,	PUNCT
cana-1576	128	20	channels	channel	NOUN
cana-1576	128	21	)	)	PUNCT
cana-1576	128	22	.	.	PUNCT
cana-1576	129	1	𝐼	𝐼	ADV
cana-1576	129	2	=	=	X
cana-1576	129	3	{	{	PUNCT
cana-1576	129	4	𝐼_𝑖𝑗𝑘	𝐼_𝑖𝑗𝑘	ADV
cana-1576	129	5	|	|	ADV
cana-1576	129	6	𝑖	𝑖	NOUN
cana-1576	129	7	=	=	NOUN
cana-1576	129	8	1	1	NUM
cana-1576	129	9	,	,	PUNCT
cana-1576	129	10	2	2	NUM
cana-1576	129	11	,	,	PUNCT
cana-1576	129	12	.	.	PUNCT
cana-1576	129	13	.	.	PUNCT
cana-1576	129	14	.	.	PUNCT
cana-1576	130	1	,	,	PUNCT
cana-1576	130	2	𝐻	𝐻	NOUN
cana-1576	130	3	;	;	PUNCT
cana-1576	130	4	𝑗	𝑗	NOUN
cana-1576	130	5	=	=	SYM
cana-1576	130	6	1	1	NUM
cana-1576	130	7	,	,	PUNCT
cana-1576	130	8	2	2	NUM
cana-1576	130	9	,	,	PUNCT
cana-1576	130	10	.	.	PUNCT
cana-1576	130	11	.	.	PUNCT
cana-1576	131	1	.	.	PUNCT
cana-1576	132	1	,	,	PUNCT
cana-1576	132	2	𝑊	𝑊	PROPN
cana-1576	132	3	;	;	PUNCT
cana-1576	132	4	𝑘	𝑘	X
cana-1576	132	5	=	=	SYM
cana-1576	132	6	1	1	NUM
cana-1576	132	7	,	,	PUNCT
cana-1576	132	8	2	2	NUM
cana-1576	132	9	,	,	PUNCT
cana-1576	132	10	.	.	PUNCT
cana-1576	132	11	.	.	PUNCT
cana-1576	132	12	.	.	PUNCT
cana-1576	133	1	,	,	PUNCT
cana-1576	133	2	𝐶	𝐶	NOUN
cana-1576	133	3	}	}	PUNCT
cana-1576	133	4	2	2	NUM
cana-1576	133	5	.	.	PUNCT
cana-1576	133	6	convolutional	convolutional	ADJ
cana-1576	133	7	layer	layer	NOUN
cana-1576	133	8	:	:	PUNCT
cana-1576	133	9	•	•	NUM
cana-1576	133	10	applies	apply	VERB
cana-1576	133	11	filters	filter	NOUN
cana-1576	133	12	to	to	ADP
cana-1576	133	13	the	the	DET
cana-1576	133	14	input	input	NOUN
cana-1576	133	15	image	image	NOUN
cana-1576	133	16	.	.	PUNCT
cana-1576	134	1	•	•	NUM
cana-1576	134	2	the	the	DET
cana-1576	134	3	output	output	NOUN
cana-1576	134	4	o	o	NOUN
cana-1576	134	5	with	with	ADP
cana-1576	134	6	filter	filter	NOUN
cana-1576	134	7	f	f	NOUN
cana-1576	134	8	of	of	ADP
cana-1576	134	9	size	size	NOUN
cana-1576	134	10	f_h	f_h	PUNCT
cana-1576	134	11	x	x	SYM
cana-1576	134	12	f_w	f_w	PRON
cana-1576	134	13	:	:	PUNCT
cana-1576	135	1	𝑂𝑖𝑗	𝑂𝑖𝑗	NOUN
cana-1576	135	2	𝑘	𝑘	X
cana-1576	135	3	=	=	X
cana-1576	135	4	𝑠𝑢𝑚𝑚	𝑠𝑢𝑚𝑚	NOUN
cana-1576	135	5	=	=	SYM
cana-1576	135	6	1𝐻	1𝐻	PROPN
cana-1576	135	7	𝑓	𝑓	DET
cana-1576	135	8	𝑠𝑢𝑚𝑛	𝑠𝑢𝑚𝑛	NOUN
cana-1576	135	9	=	=	SYM
cana-1576	135	10	1𝑊	1𝑊	PROPN
cana-1576	135	11	𝑓	𝑓	DET
cana-1576	135	12	𝑠𝑢𝑚𝑐	𝑠𝑢𝑚𝑐	NOUN
cana-1576	135	13	=	=	PUNCT
cana-1576	135	14	1𝐶𝐼𝑖+𝑚−1,𝑗+𝑛−1,𝑐	1𝐶𝐼𝑖+𝑚−1,𝑗+𝑛−1,𝑐	NOUN
cana-1576	135	15	∗	∗	NOUN
cana-1576	135	16	𝐹𝑚,𝑛,𝑐,𝑘	𝐹𝑚,𝑛,𝑐,𝑘	PUNCT
cana-1576	136	1	+	+	CCONJ
cana-1576	136	2	𝑏𝑘	𝑏𝑘	NUM
cana-1576	136	3	3	3	NUM
cana-1576	136	4	.	.	PUNCT
cana-1576	136	5	activation	activation	NOUN
cana-1576	136	6	function	function	NOUN
cana-1576	136	7	(	(	PUNCT
cana-1576	136	8	relu	relu	NOUN
cana-1576	136	9	):	):	PUNCT
cana-1576	136	10	•	•	ADV
cana-1576	136	11	applies	apply	VERB
cana-1576	136	12	a	a	DET
cana-1576	136	13	non	non	ADJ
cana-1576	136	14	-	-	ADJ
cana-1576	136	15	linear	linear	ADJ
cana-1576	136	16	activation	activation	NOUN
cana-1576	136	17	function	function	NOUN
cana-1576	136	18	.	.	PUNCT
cana-1576	137	1	𝐴𝑖𝑗	𝐴𝑖𝑗	NUM
cana-1576	137	2	𝑘	𝑘	X
cana-1576	137	3	=	=	PUNCT
cana-1576	137	4	max(0	max(0	NOUN
cana-1576	137	5	,	,	PUNCT
cana-1576	137	6	𝑂𝑖𝑗	𝑂𝑖𝑗	PROPN
cana-1576	137	7	𝑘	𝑘	NOUN
cana-1576	137	8	)	)	PUNCT
cana-1576	137	9	4	4	NUM
cana-1576	137	10	.	.	X
cana-1576	137	11	pooling	pool	VERB
cana-1576	137	12	layer	layer	NOUN
cana-1576	137	13	:	:	PUNCT
cana-1576	137	14	•	•	NUM
cana-1576	137	15	reduces	reduce	VERB
cana-1576	137	16	the	the	DET
cana-1576	137	17	spatial	spatial	ADJ
cana-1576	137	18	dimensions	dimension	NOUN
cana-1576	137	19	.	.	PUNCT
cana-1576	138	1	•	•	NUM
cana-1576	138	2	for	for	ADP
cana-1576	138	3	max	max	PROPN
cana-1576	138	4	pooling	pooling	NOUN
cana-1576	138	5	with	with	ADP
cana-1576	138	6	size	size	NOUN
cana-1576	138	7	p_h	p_h	NOUN
cana-1576	138	8	x	x	PUNCT
cana-1576	138	9	p_w	p_w	ADP
cana-1576	138	10	:	:	PUNCT
cana-1576	139	1	𝑃_𝑖𝑗^𝑘	𝑃_𝑖𝑗^𝑘	PROPN
cana-1576	139	2	=	=	SYM
cana-1576	139	3	max	max	PROPN
cana-1576	139	4	𝑚	𝑚	X
cana-1576	139	5	=	=	SYM
cana-1576	139	6	1	1	NUM
cana-1576	139	7	,	,	PUNCT
cana-1576	139	8	…	…	PUNCT
cana-1576	139	9	𝑝𝐻max	𝑝𝐻max	PROPN
cana-1576	139	10	𝑛	𝑛	ADJ
cana-1576	139	11	,	,	PUNCT
cana-1576	139	12	=	=	NOUN
cana-1576	139	13	1	1	NUM
cana-1576	139	14	,	,	PUNCT
cana-1576	139	15	…	…	PUNCT
cana-1576	139	16	,	,	PUNCT
cana-1576	139	17	𝑝𝑊𝐴𝑖+𝑚−1,𝑗+𝑛−1,𝑘	𝑝𝑊𝐴𝑖+𝑚−1,𝑗+𝑛−1,𝑘	ADJ
cana-1576	139	18	)	)	PUNCT
cana-1576	139	19	5	5	NUM
cana-1576	139	20	.	.	PUNCT
cana-1576	139	21	fully	fully	ADV
cana-1576	139	22	connected	connect	VERB
cana-1576	139	23	layer	layer	NOUN
cana-1576	139	24	:	:	PUNCT
cana-1576	139	25	•	•	NUM
cana-1576	139	26	flattens	flatten	VERB
cana-1576	139	27	and	and	CCONJ
cana-1576	139	28	connects	connect	VERB
cana-1576	139	29	neurons	neuron	NOUN
cana-1576	139	30	.	.	PUNCT
cana-1576	140	1	𝑧_𝑖	𝑧_𝑖	NOUN
cana-1576	140	2	=	=	SYM
cana-1576	140	3	𝑠𝑢𝑚_𝑗	𝑠𝑢𝑚_𝑗	PROPN
cana-1576	140	4	𝑥_𝑗	𝑥_𝑗	PUNCT
cana-1576	140	5	𝑊_𝑗𝑖	𝑊_𝑗𝑖	PROPN
cana-1576	140	6	+	+	CCONJ
cana-1576	140	7	𝑏_𝑖	𝑏_𝑖	VERB
cana-1576	140	8	6	6	NUM
cana-1576	140	9	.	.	PUNCT
cana-1576	140	10	softmax	softmax	NOUN
cana-1576	140	11	layer	layer	NOUN
cana-1576	140	12	:	:	PUNCT
cana-1576	140	13	•	•	NUM
cana-1576	140	14	converts	convert	NOUN
cana-1576	140	15	output	output	NOUN
cana-1576	140	16	into	into	ADP
cana-1576	140	17	a	a	DET
cana-1576	140	18	probability	probability	NOUN
cana-1576	140	19	distribution	distribution	NOUN
cana-1576	140	20	.	.	PUNCT
cana-1576	141	1	𝑠𝑖𝑔𝑚𝑎(𝑧)𝑖	𝑠𝑖𝑔𝑚𝑎(𝑧)𝑖	PUNCT
cana-1576	141	2	=	=	SYM
cana-1576	141	3	𝑒𝑧𝑖	𝑒𝑧𝑖	NOUN
cana-1576	141	4	𝑠𝑢𝑚𝑗	𝑠𝑢𝑚𝑗	NOUN
cana-1576	141	5	=	=	SYM
cana-1576	141	6	1𝑁𝑒𝑧𝑗	1𝑁𝑒𝑧𝑗	NUM
cana-1576	141	7	•	•	NUM
cana-1576	141	8	combined	combine	VERB
cana-1576	141	9	representation	representation	NOUN
cana-1576	141	10	𝑦ℎ𝑎𝑡	𝑦ℎ𝑎𝑡	NOUN
cana-1576	141	11	=	=	SYM
cana-1576	141	12	𝑠𝑖𝑔𝑚𝑎	𝑠𝑖𝑔𝑚𝑎	X
cana-1576	141	13	(	(	PUNCT
cana-1576	141	14	𝑊3	𝑊3	NOUN
cana-1576	141	15	(	(	PUNCT
cana-1576	141	16	max	max	PROPN
cana-1576	141	17	𝑝𝐻𝑥	𝑝𝐻𝑥	VERB
cana-1576	141	18	𝑝𝑊	𝑝𝑊	NOUN
cana-1576	141	19	(	(	PUNCT
cana-1576	141	20	max	max	PROPN
cana-1576	141	21	(	(	PUNCT
cana-1576	141	22	0	0	NUM
cana-1576	141	23	,	,	PUNCT
cana-1576	141	24	𝑊2	𝑊2	PROPN
cana-1576	141	25	∗	∗	NOUN
cana-1576	141	26	(	(	PUNCT
cana-1576	141	27	max	max	PROPN
cana-1576	141	28	𝑝𝐻𝑥	𝑝𝐻𝑥	X
cana-1576	141	29	𝑝𝑊(max	𝑝𝑊(max	NOUN
cana-1576	141	30	(	(	PUNCT
cana-1576	141	31	0	0	NUM
cana-1576	141	32	,	,	PUNCT
cana-1576	141	33	𝑊1	𝑊1	PROPN
cana-1576	141	34	∗	∗	VERB
cana-1576	141	35	𝐼	𝐼	ADP
cana-1576	141	36	+	+	CCONJ
cana-1576	141	37	𝑏1	𝑏1	ADJ
cana-1576	141	38	)	)	PUNCT
cana-1576	141	39	)	)	PUNCT
cana-1576	142	1	+	+	CCONJ
cana-1576	142	2	𝑏2	𝑏2	NOUN
cana-1576	142	3	)	)	PUNCT
cana-1576	142	4	)	)	PUNCT
cana-1576	142	5	)	)	PUNCT
cana-1576	143	1	+	+	CCONJ
cana-1576	143	2	𝑏3	𝑏3	NOUN
cana-1576	143	3	)	)	PUNCT
cana-1576	143	4	)	)	PUNCT
cana-1576	143	5	audio	audio	NOUN
cana-1576	143	6	data	datum	NOUN
cana-1576	143	7	:	:	PUNCT
cana-1576	143	8	feature	feature	NOUN
cana-1576	143	9	extraction	extraction	NOUN
cana-1576	143	10	from	from	ADP
cana-1576	143	11	audio	audio	ADJ
cana-1576	143	12	looks	look	NOUN
cana-1576	143	13	for	for	ADP
cana-1576	143	14	sound	sound	ADJ
cana-1576	143	15	cues	cue	NOUN
cana-1576	143	16	that	that	PRON
cana-1576	143	17	show	show	VERB
cana-1576	143	18	how	how	SCONJ
cana-1576	143	19	people	people	NOUN
cana-1576	143	20	are	be	AUX
cana-1576	143	21	feeling	feel	VERB
cana-1576	143	22	through	through	ADP
cana-1576	143	23	talking	talk	VERB
cana-1576	143	24	.	.	PUNCT
cana-1576	144	1	some	some	DET
cana-1576	144	2	methods	method	NOUN
cana-1576	144	3	used	use	VERB
cana-1576	144	4	are	be	AUX
cana-1576	144	5	pulling	pull	VERB
cana-1576	144	6	spectrograms	spectrogram	NOUN
cana-1576	144	7	to	to	PART
cana-1576	144	8	see	see	VERB
cana-1576	144	9	how	how	SCONJ
cana-1576	144	10	frequency	frequency	ADJ
cana-1576	144	11	components	component	NOUN
cana-1576	144	12	change	change	VERB
cana-1576	144	13	over	over	ADP
cana-1576	144	14	time	time	NOUN
cana-1576	144	15	,	,	PUNCT
cana-1576	144	16	mfccs	mfccs	ADJ
cana-1576	144	17	to	to	PART
cana-1576	144	18	record	record	VERB
cana-1576	144	19	spectral	spectral	ADJ
cana-1576	144	20	features	feature	NOUN
cana-1576	144	21	,	,	PUNCT
cana-1576	144	22	and	and	CCONJ
cana-1576	144	23	pitch	pitch	NOUN
cana-1576	144	24	,	,	PUNCT
cana-1576	144	25	strength	strength	NOUN
cana-1576	144	26	,	,	PUNCT
cana-1576	144	27	and	and	CCONJ
cana-1576	144	28	formant	formant	NOUN
cana-1576	144	29	analysis	analysis	NOUN
cana-1576	144	30	to	to	PART
cana-1576	144	31	measure	measure	VERB
cana-1576	144	32	how	how	SCONJ
cana-1576	144	33	voice	voice	NOUN
cana-1576	144	34	changes	change	VERB
cana-1576	144	35	when	when	SCONJ
cana-1576	144	36	people	people	NOUN
cana-1576	144	37	are	be	AUX
cana-1576	144	38	feeling	feel	VERB
cana-1576	144	39	different	different	ADJ
cana-1576	144	40	moods	mood	NOUN
cana-1576	144	41	.	.	PUNCT
cana-1576	145	1	these	these	DET
cana-1576	145	2	traits	trait	NOUN
cana-1576	145	3	help	help	VERB
cana-1576	145	4	us	we	PRON
cana-1576	145	5	understand	understand	VERB
cana-1576	145	6	the	the	DET
cana-1576	145	7	prosodic	prosodic	ADJ
cana-1576	145	8	parts	part	NOUN
cana-1576	145	9	communications	communication	NOUN
cana-1576	145	10	on	on	ADP
cana-1576	145	11	applied	apply	VERB
cana-1576	145	12	nonlinear	nonlinear	ADJ
cana-1576	145	13	analysis	analysis	NOUN
cana-1576	145	14	issn	issn	NOUN
cana-1576	145	15	:	:	PUNCT
cana-1576	145	16	1074	1074	NUM
cana-1576	145	17	-	-	PUNCT
cana-1576	145	18	133x	133x	NUM
cana-1576	145	19	vol	vol	NOUN
cana-1576	145	20	31	31	NUM
cana-1576	145	21	no	no	NOUN
cana-1576	145	22	.	.	PUNCT
cana-1576	146	1	8s	8s	PROPN
cana-1576	146	2	(	(	PUNCT
cana-1576	146	3	2024	2024	NUM
cana-1576	146	4	)	)	PUNCT
cana-1576	146	5	659	659	NUM
cana-1576	146	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	146	7	of	of	ADP
cana-1576	146	8	speech	speech	NOUN
cana-1576	146	9	,	,	PUNCT
cana-1576	146	10	like	like	ADP
cana-1576	146	11	intonation	intonation	NOUN
cana-1576	146	12	and	and	CCONJ
cana-1576	146	13	flow	flow	NOUN
cana-1576	146	14	,	,	PUNCT
cana-1576	146	15	which	which	PRON
cana-1576	146	16	are	be	AUX
cana-1576	146	17	very	very	ADV
cana-1576	146	18	important	important	ADJ
cana-1576	146	19	for	for	ADP
cana-1576	146	20	telling	tell	VERB
cana-1576	146	21	the	the	DET
cana-1576	146	22	difference	difference	NOUN
cana-1576	146	23	between	between	ADP
cana-1576	146	24	emotions	emotion	NOUN
cana-1576	146	25	like	like	ADP
cana-1576	146	26	happiness	happiness	NOUN
cana-1576	146	27	,	,	PUNCT
cana-1576	146	28	sadness	sadness	NOUN
cana-1576	146	29	,	,	PUNCT
cana-1576	146	30	and	and	CCONJ
cana-1576	146	31	anger	anger	NOUN
cana-1576	146	32	.	.	PUNCT
cana-1576	147	1	a.	a.	PROPN
cana-1576	147	2	mel	mel	PROPN
cana-1576	147	3	-	-	PUNCT
cana-1576	147	4	frequency	frequency	ADJ
cana-1576	147	5	cepstral	cepstral	ADJ
cana-1576	147	6	coefficients	coefficient	NOUN
cana-1576	147	7	(	(	PUNCT
cana-1576	147	8	mfccs	mfccs	ADJ
cana-1576	147	9	):	):	PUNCT
cana-1576	147	10	step	step	NOUN
cana-1576	147	11	1	1	NUM
cana-1576	147	12	:	:	PUNCT
cana-1576	147	13	pre	pre	ADJ
cana-1576	147	14	-	-	NOUN
cana-1576	147	15	emphasis	emphasis	NOUN
cana-1576	147	16	apply	apply	VERB
cana-1576	147	17	a	a	DET
cana-1576	147	18	pre	pre	ADJ
cana-1576	147	19	-	-	ADJ
cana-1576	147	20	emphasis	emphasis	ADJ
cana-1576	147	21	filter	filter	NOUN
cana-1576	147	22	to	to	PART
cana-1576	147	23	amplify	amplify	VERB
cana-1576	147	24	high	high	ADJ
cana-1576	147	25	frequencies	frequency	NOUN
cana-1576	147	26	.	.	PUNCT
cana-1576	148	1	the	the	DET
cana-1576	148	2	pre	pre	ADJ
cana-1576	148	3	-	-	ADJ
cana-1576	148	4	emphasized	emphasized	ADJ
cana-1576	148	5	signal	signal	NOUN
cana-1576	148	6	y[n	y[n	NOUN
cana-1576	148	7	]	]	PUNCT
cana-1576	148	8	is	be	AUX
cana-1576	148	9	obtained	obtain	VERB
cana-1576	148	10	from	from	ADP
cana-1576	148	11	the	the	DET
cana-1576	148	12	input	input	NOUN
cana-1576	148	13	signal	signal	PROPN
cana-1576	148	14	x[n	x[n	PROPN
cana-1576	148	15	]	]	X
cana-1576	148	16	:	:	PUNCT
cana-1576	148	17	𝑦[𝑛	𝑦[𝑛	NOUN
cana-1576	148	18	]	]	PUNCT
cana-1576	148	19	=	=	PUNCT
cana-1576	149	1	𝑥[𝑛	𝑥[𝑛	NOUN
cana-1576	149	2	]	]	X
cana-1576	149	3	−	−	ADP
cana-1576	149	4	𝛼	𝛼	NOUN
cana-1576	149	5	𝑥[𝑛	𝑥[𝑛	NOUN
cana-1576	149	6	−	−	ADP
cana-1576	149	7	1	1	NUM
cana-1576	149	8	]	]	PUNCT
cana-1576	149	9	step	step	NOUN
cana-1576	149	10	2	2	NUM
cana-1576	149	11	:	:	PUNCT
cana-1576	149	12	framing	frame	VERB
cana-1576	149	13	divide	divide	VERB
cana-1576	149	14	the	the	DET
cana-1576	149	15	signal	signal	NOUN
cana-1576	149	16	into	into	ADP
cana-1576	149	17	short	short	ADJ
cana-1576	149	18	frames	frame	NOUN
cana-1576	149	19	.	.	PUNCT
cana-1576	150	1	if	if	SCONJ
cana-1576	150	2	y[n	y[n	NOUN
cana-1576	150	3	]	]	PUNCT
cana-1576	150	4	is	be	AUX
cana-1576	150	5	the	the	DET
cana-1576	150	6	pre	pre	ADJ
cana-1576	150	7	-	-	ADJ
cana-1576	150	8	emphasized	emphasized	ADJ
cana-1576	150	9	signal	signal	NOUN
cana-1576	150	10	,	,	PUNCT
cana-1576	150	11	then	then	ADV
cana-1576	150	12	frames	frame	NOUN
cana-1576	150	13	y_k[m	y_k[m	PROPN
cana-1576	150	14	]	]	PUNCT
cana-1576	150	15	are	be	AUX
cana-1576	150	16	defined	define	VERB
cana-1576	150	17	as	as	ADP
cana-1576	150	18	:	:	PUNCT
cana-1576	150	19	𝑦𝑘[𝑚	𝑦𝑘[𝑚	PROPN
cana-1576	150	20	]	]	X
cana-1576	150	21	=	=	PUNCT
cana-1576	151	1	𝑦[𝑚	𝑦[𝑚	PROPN
cana-1576	151	2	+	+	CCONJ
cana-1576	151	3	𝑘𝑅]𝑓𝑜𝑟	𝑘𝑅]𝑓𝑜𝑟	X
cana-1576	151	4	𝑘	𝑘	X
cana-1576	151	5	=	=	SYM
cana-1576	151	6	0	0	NUM
cana-1576	151	7	,	,	PUNCT
cana-1576	151	8	1	1	NUM
cana-1576	151	9	,	,	PUNCT
cana-1576	151	10	2	2	NUM
cana-1576	151	11	,	,	PUNCT
cana-1576	151	12	…	…	PUNCT
cana-1576	151	13	,	,	PUNCT
cana-1576	151	14	𝐾	𝐾	PROPN
cana-1576	151	15	−	−	PROPN
cana-1576	151	16	1	1	NUM
cana-1576	151	17	step	step	NOUN
cana-1576	151	18	3	3	NUM
cana-1576	151	19	:	:	PUNCT
cana-1576	151	20	windowing	windowe	VERB
cana-1576	151	21	apply	apply	VERB
cana-1576	151	22	a	a	DET
cana-1576	151	23	window	window	NOUN
cana-1576	151	24	function	function	NOUN
cana-1576	151	25	to	to	ADP
cana-1576	151	26	each	each	DET
cana-1576	151	27	frame	frame	NOUN
cana-1576	151	28	.	.	PUNCT
cana-1576	152	1	apply	apply	VERB
cana-1576	152	2	a	a	DET
cana-1576	152	3	hamming	hamming	NOUN
cana-1576	152	4	window	window	NOUN
cana-1576	152	5	w[m	w[m	NOUN
cana-1576	152	6	]	]	PUNCT
cana-1576	152	7	to	to	ADP
cana-1576	152	8	each	each	DET
cana-1576	152	9	frame	frame	NOUN
cana-1576	152	10	y_k[m	y_k[m	PROPN
cana-1576	152	11	]	]	X
cana-1576	152	12	:	:	PUNCT
cana-1576	153	1	𝑦𝑘[𝑚	𝑦𝑘[𝑚	PROPN
cana-1576	153	2	]	]	X
cana-1576	153	3	=	=	PUNCT
cana-1576	153	4	𝑦𝑘[𝑚	𝑦𝑘[𝑚	PROPN
cana-1576	153	5	]	]	PUNCT
cana-1576	153	6	∗	∗	X
cana-1576	153	7	𝑤[𝑚	𝑤[𝑚	NOUN
cana-1576	153	8	]	]	PUNCT
cana-1576	153	9	𝑤[𝑚	𝑤[𝑚	NOUN
cana-1576	153	10	]	]	X
cana-1576	153	11	=	=	SYM
cana-1576	153	12	0.54	0.54	NUM
cana-1576	153	13	−	−	NUM
cana-1576	153	14	0.46	0.46	NUM
cana-1576	153	15	cos	cos	PROPN
cana-1576	153	16	(	(	PUNCT
cana-1576	153	17	2𝜋𝑚	2𝜋𝑚	ADJ
cana-1576	153	18	(	(	PUNCT
cana-1576	153	19	𝑁	𝑁	PROPN
cana-1576	153	20	−	−	PROPN
cana-1576	153	21	1	1	NUM
cana-1576	153	22	)	)	PUNCT
cana-1576	153	23	)	)	PUNCT
cana-1576	153	24	step	step	NOUN
cana-1576	153	25	4	4	NUM
cana-1576	153	26	:	:	PUNCT
cana-1576	153	27	fast	fast	ADJ
cana-1576	153	28	fourier	fourier	NOUN
cana-1576	153	29	transform	transform	NOUN
cana-1576	153	30	(	(	PUNCT
cana-1576	153	31	fft	fft	PROPN
cana-1576	153	32	)	)	PUNCT
cana-1576	153	33	and	and	CCONJ
cana-1576	153	34	power	power	NOUN
cana-1576	153	35	spectrum	spectrum	NOUN
cana-1576	153	36	convert	convert	VERB
cana-1576	153	37	each	each	DET
cana-1576	153	38	frame	frame	NOUN
cana-1576	153	39	to	to	ADP
cana-1576	153	40	the	the	DET
cana-1576	153	41	frequency	frequency	NOUN
cana-1576	153	42	domain	domain	NOUN
cana-1576	153	43	using	use	VERB
cana-1576	153	44	fft	fft	PROPN
cana-1576	153	45	and	and	CCONJ
cana-1576	153	46	compute	compute	VERB
cana-1576	153	47	the	the	DET
cana-1576	153	48	power	power	NOUN
cana-1576	153	49	spectrum	spectrum	NOUN
cana-1576	153	50	.	.	PUNCT
cana-1576	154	1	the	the	DET
cana-1576	154	2	fft	fft	PROPN
cana-1576	154	3	of	of	ADP
cana-1576	154	4	the	the	DET
cana-1576	154	5	windowed	windowed	ADJ
cana-1576	154	6	frame	frame	NOUN
cana-1576	154	7	y_k[m	y_k[m	NOUN
cana-1576	154	8	]	]	PUNCT
cana-1576	154	9	is	be	AUX
cana-1576	154	10	y_k[f	y_k[f	NOUN
cana-1576	154	11	]	]	X
cana-1576	154	12	:	:	PUNCT
cana-1576	154	13	𝑌𝑘[𝑓	𝑌𝑘[𝑓	VERB
cana-1576	154	14	]	]	X
cana-1576	154	15	=	=	SYM
cana-1576	154	16	𝛴𝑚=0	𝛴𝑚=0	DET
cana-1576	154	17	𝑁−1	𝑁−1	NOUN
cana-1576	154	18	𝑦_𝑘[𝑚	𝑦_𝑘[𝑚	X
cana-1576	154	19	]	]	X
cana-1576	155	1	𝑒^(−𝑗	𝑒^(−𝑗	PROPN
cana-1576	155	2	2𝜋	2𝜋	VERB
cana-1576	155	3	𝑓	𝑓	PRON
cana-1576	155	4	𝑚	𝑚	PROPN
cana-1576	155	5	/	/	SYM
cana-1576	155	6	𝑁	𝑁	PROPN
cana-1576	155	7	)	)	PUNCT
cana-1576	155	8	the	the	DET
cana-1576	155	9	power	power	NOUN
cana-1576	155	10	spectrum	spectrum	NOUN
cana-1576	155	11	p_k[f	p_k[f	X
cana-1576	155	12	]	]	X
cana-1576	155	13	is	be	AUX
cana-1576	155	14	then	then	ADV
cana-1576	155	15	:	:	PUNCT
cana-1576	155	16	𝑃𝑘[𝑓	𝑃𝑘[𝑓	ADP
cana-1576	155	17	]	]	X
cana-1576	155	18	=	=	PUNCT
cana-1576	155	19	|𝑌𝑘[𝑓]|	|𝑌𝑘[𝑓]|	NOUN
cana-1576	155	20	2	2	NUM
cana-1576	156	1	𝑁	𝑁	NOUN
cana-1576	156	2	step	step	NOUN
cana-1576	156	3	5	5	NUM
cana-1576	156	4	:	:	PUNCT
cana-1576	156	5	mel	mel	NOUN
cana-1576	156	6	-	-	PUNCT
cana-1576	156	7	scale	scale	NOUN
cana-1576	156	8	filter	filter	NOUN
cana-1576	156	9	bank	bank	NOUN
cana-1576	156	10	and	and	CCONJ
cana-1576	156	11	discrete	discrete	ADJ
cana-1576	156	12	cosine	cosine	NOUN
cana-1576	156	13	transform	transform	NOUN
cana-1576	156	14	(	(	PUNCT
cana-1576	156	15	dct	dct	PROPN
cana-1576	156	16	)	)	PUNCT
cana-1576	156	17	apply	apply	VERB
cana-1576	156	18	a	a	DET
cana-1576	156	19	mel	mel	NOUN
cana-1576	156	20	-	-	PUNCT
cana-1576	156	21	scale	scale	NOUN
cana-1576	156	22	filter	filter	NOUN
cana-1576	156	23	bank	bank	NOUN
cana-1576	156	24	to	to	ADP
cana-1576	156	25	the	the	DET
cana-1576	156	26	power	power	NOUN
cana-1576	156	27	spectrum	spectrum	NOUN
cana-1576	156	28	and	and	CCONJ
cana-1576	156	29	compute	compute	VERB
cana-1576	156	30	the	the	DET
cana-1576	156	31	log	log	NOUN
cana-1576	156	32	energy	energy	NOUN
cana-1576	156	33	of	of	ADP
cana-1576	156	34	each	each	DET
cana-1576	156	35	filter	filter	NOUN
cana-1576	156	36	,	,	PUNCT
cana-1576	156	37	then	then	ADV
cana-1576	156	38	apply	apply	VERB
cana-1576	156	39	dct	dct	PROPN
cana-1576	156	40	to	to	PART
cana-1576	156	41	obtain	obtain	VERB
cana-1576	156	42	mfccs	mfccs	PROPN
cana-1576	156	43	.	.	PUNCT
cana-1576	157	1	the	the	DET
cana-1576	157	2	mel	mel	PROPN
cana-1576	157	3	-	-	PUNCT
cana-1576	157	4	filter	filter	PROPN
cana-1576	157	5	bank	bank	NOUN
cana-1576	157	6	output	output	NOUN
cana-1576	157	7	s_m	s_m	PROPN
cana-1576	157	8	is	be	AUX
cana-1576	157	9	obtained	obtain	VERB
cana-1576	157	10	by	by	ADP
cana-1576	157	11	:	:	PUNCT
cana-1576	157	12	𝑆𝑚	𝑆𝑚	PROPN
cana-1576	157	13	=	=	PUNCT
cana-1576	157	14	𝛴	𝛴	NOUN
cana-1576	157	15	𝑓=0	𝑓=0	VERB
cana-1576	157	16	𝑁	𝑁	PROPN
cana-1576	157	17	2	2	NUM
cana-1576	157	18	𝑃𝑘[𝑓	𝑃𝑘[𝑓	NOUN
cana-1576	157	19	]	]	X
cana-1576	157	20	∗	∗	X
cana-1576	157	21	𝐻𝑚[𝑓	𝐻𝑚[𝑓	PROPN
cana-1576	157	22	]	]	PUNCT
cana-1576	157	23	where	where	SCONJ
cana-1576	157	24	h_m[f	h_m[f	NOUN
cana-1576	157	25	]	]	X
cana-1576	157	26	is	be	AUX
cana-1576	157	27	the	the	DET
cana-1576	157	28	mel	mel	NOUN
cana-1576	157	29	-	-	PUNCT
cana-1576	157	30	filter	filter	NOUN
cana-1576	157	31	response	response	NOUN
cana-1576	157	32	for	for	ADP
cana-1576	157	33	the	the	DET
cana-1576	157	34	m	m	PROPN
cana-1576	157	35	-	-	PUNCT
cana-1576	157	36	th	th	VERB
cana-1576	157	37	filter	filter	NOUN
cana-1576	157	38	.	.	PUNCT
cana-1576	158	1	the	the	DET
cana-1576	158	2	logarithm	logarithm	NOUN
cana-1576	158	3	of	of	ADP
cana-1576	158	4	the	the	DET
cana-1576	158	5	mel	mel	PROPN
cana-1576	158	6	-	-	PUNCT
cana-1576	158	7	filter	filter	PROPN
cana-1576	158	8	bank	bank	NOUN
cana-1576	158	9	outputs	output	NOUN
cana-1576	158	10	is	be	AUX
cana-1576	158	11	:	:	PUNCT
cana-1576	158	12	communications	communication	NOUN
cana-1576	158	13	on	on	ADP
cana-1576	158	14	applied	apply	VERB
cana-1576	158	15	nonlinear	nonlinear	ADJ
cana-1576	158	16	analysis	analysis	NOUN
cana-1576	158	17	issn	issn	NOUN
cana-1576	158	18	:	:	PUNCT
cana-1576	158	19	1074	1074	NUM
cana-1576	158	20	-	-	PUNCT
cana-1576	158	21	133x	133x	NUM
cana-1576	158	22	vol	vol	NOUN
cana-1576	158	23	31	31	NUM
cana-1576	158	24	no	no	NOUN
cana-1576	158	25	.	.	PUNCT
cana-1576	159	1	8s	8s	PROPN
cana-1576	159	2	(	(	PUNCT
cana-1576	159	3	2024	2024	NUM
cana-1576	159	4	)	)	PUNCT
cana-1576	159	5	660	660	NUM
cana-1576	159	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	159	7	𝑙𝑜𝑔	𝑙𝑜𝑔	PROPN
cana-1576	159	8	𝑆_𝑚	𝑆_𝑚	ADV
cana-1576	159	9	•	•	NOUN
cana-1576	159	10	finally	finally	ADV
cana-1576	159	11	,	,	PUNCT
cana-1576	159	12	the	the	DET
cana-1576	159	13	dct	dct	PROPN
cana-1576	159	14	of	of	ADP
cana-1576	159	15	the	the	DET
cana-1576	159	16	log	log	NOUN
cana-1576	159	17	mel	mel	PROPN
cana-1576	159	18	-	-	PUNCT
cana-1576	159	19	filter	filter	PROPN
cana-1576	159	20	bank	bank	NOUN
cana-1576	159	21	outputs	output	NOUN
cana-1576	159	22	log	log	VERB
cana-1576	159	23	s_m	s_m	PROPN
cana-1576	159	24	gives	give	VERB
cana-1576	159	25	the	the	DET
cana-1576	159	26	mfccs	mfccs	PROPN
cana-1576	159	27	c_n	c_n	PROPN
cana-1576	159	28	:	:	PUNCT
cana-1576	159	29	𝑐𝑛	𝑐𝑛	ADP
cana-1576	159	30	=	=	NOUN
cana-1576	160	1	𝛴𝑚=0	𝛴𝑚=0	DET
cana-1576	160	2	𝑀−1	𝑀−1	PROPN
cana-1576	160	3	log	log	VERB
cana-1576	160	4	𝑆𝑚	𝑆𝑚	PROPN
cana-1576	160	5	cos	cos	PROPN
cana-1576	160	6	(	(	PUNCT
cana-1576	160	7	𝜋	𝜋	NOUN
cana-1576	160	8	𝑛	𝑛	PROPN
cana-1576	160	9	(	(	PUNCT
cana-1576	160	10	𝑚	𝑚	PROPN
cana-1576	160	11	+	+	NUM
cana-1576	160	12	0.5	0.5	NUM
cana-1576	160	13	)	)	PUNCT
cana-1576	160	14	𝑀	𝑀	PROPN
cana-1576	160	15	)	)	PUNCT
cana-1576	160	16	•	•	ADP
cana-1576	160	17	where	where	SCONJ
cana-1576	160	18	m	m	NOUN
cana-1576	160	19	is	be	AUX
cana-1576	160	20	the	the	DET
cana-1576	160	21	number	number	NOUN
cana-1576	160	22	of	of	ADP
cana-1576	160	23	mel	mel	NOUN
cana-1576	160	24	-	-	PUNCT
cana-1576	160	25	filters	filter	NOUN
cana-1576	160	26	and	and	CCONJ
cana-1576	160	27	n	n	PRON
cana-1576	160	28	is	be	AUX
cana-1576	160	29	the	the	DET
cana-1576	160	30	cepstral	cepstral	ADJ
cana-1576	160	31	coefficient	coefficient	NOUN
cana-1576	160	32	index	index	NOUN
cana-1576	160	33	.	.	PUNCT
cana-1576	161	1	textual	textual	ADJ
cana-1576	161	2	data	data	PROPN
cana-1576	161	3	:	:	PUNCT
cana-1576	161	4	highlight	highlight	VERB
cana-1576	161	5	extraction	extraction	NOUN
cana-1576	161	6	of	of	ADP
cana-1576	161	7	content	content	NOUN
cana-1576	161	8	information	information	NOUN
cana-1576	161	9	includes	include	VERB
cana-1576	161	10	changing	change	VERB
cana-1576	161	11	over	over	ADP
cana-1576	161	12	content	content	NOUN
cana-1576	161	13	into	into	ADP
cana-1576	161	14	numerical	numerical	ADJ
cana-1576	161	15	values	value	NOUN
cana-1576	161	16	that	that	PRON
cana-1576	161	17	reflect	reflect	VERB
cana-1576	161	18	semantic	semantic	ADJ
cana-1576	161	19	and	and	CCONJ
cana-1576	161	20	syntactic	syntactic	ADJ
cana-1576	161	21	highlights	highlight	NOUN
cana-1576	161	22	related	relate	VERB
cana-1576	161	23	to	to	ADP
cana-1576	161	24	opinion	opinion	NOUN
cana-1576	161	25	.	.	PUNCT
cana-1576	162	1	numerous	numerous	ADJ
cana-1576	162	2	utilize	utilize	VERB
cana-1576	162	3	the	the	DET
cana-1576	162	4	bag	bag	NOUN
cana-1576	162	5	-	-	PUNCT
cana-1576	162	6	of	of	ADP
cana-1576	162	7	-	-	PUNCT
cana-1576	162	8	words	word	NOUN
cana-1576	162	9	(	(	PUNCT
cana-1576	162	10	bow	bow	NOUN
cana-1576	162	11	)	)	PUNCT
cana-1576	162	12	show	show	NOUN
cana-1576	162	13	,	,	PUNCT
cana-1576	162	14	which	which	PRON
cana-1576	162	15	speaks	speak	VERB
cana-1576	162	16	to	to	ADP
cana-1576	162	17	each	each	DET
cana-1576	162	18	archive	archive	NOUN
cana-1576	162	19	as	as	ADP
cana-1576	162	20	a	a	DET
cana-1576	162	21	vector	vector	NOUN
cana-1576	162	22	of	of	ADP
cana-1576	162	23	word	word	NOUN
cana-1576	162	24	frequencies	frequency	NOUN
cana-1576	162	25	,	,	PUNCT
cana-1576	162	26	tf	tf	PROPN
cana-1576	162	27	-	-	PUNCT
cana-1576	162	28	idf	idf	NOUN
cana-1576	162	29	(	(	PUNCT
cana-1576	162	30	term	term	NOUN
cana-1576	162	31	recurrence	recurrence	NOUN
cana-1576	162	32	converse	converse	NOUN
cana-1576	162	33	report	report	NOUN
cana-1576	162	34	recurrence	recurrence	NOUN
cana-1576	162	35	)	)	PUNCT
cana-1576	162	36	to	to	PART
cana-1576	162	37	capture	capture	VERB
cana-1576	162	38	word	word	NOUN
cana-1576	162	39	significance	significance	NOUN
cana-1576	162	40	,	,	PUNCT
cana-1576	162	41	and	and	CCONJ
cana-1576	162	42	word	word	NOUN
cana-1576	162	43	embeddings	embedding	NOUN
cana-1576	162	44	(	(	PUNCT
cana-1576	162	45	such	such	ADJ
cana-1576	162	46	as	as	ADP
cana-1576	162	47	word2vec	word2vec	NOUN
cana-1576	162	48	or	or	CCONJ
cana-1576	162	49	glove	glove	NOUN
cana-1576	162	50	)	)	PUNCT
cana-1576	162	51	to	to	PART
cana-1576	162	52	appear	appear	VERB
cana-1576	162	53	how	how	SCONJ
cana-1576	162	54	words	word	NOUN
cana-1576	162	55	relate	relate	VERB
cana-1576	162	56	to	to	ADP
cana-1576	162	57	each	each	DET
cana-1576	162	58	other	other	ADJ
cana-1576	162	59	in	in	ADP
cana-1576	162	60	a	a	DET
cana-1576	162	61	persistent	persistent	ADJ
cana-1576	162	62	vector	vector	NOUN
cana-1576	162	63	space	space	NOUN
cana-1576	162	64	.	.	PUNCT
cana-1576	163	1	these	these	DET
cana-1576	163	2	models	model	NOUN
cana-1576	163	3	empower	empower	VERB
cana-1576	163	4	computers	computer	NOUN
cana-1576	163	5	to	to	PART
cana-1576	163	6	recognize	recognize	VERB
cana-1576	163	7	disposition	disposition	NOUN
cana-1576	163	8	heading	heading	NOUN
cana-1576	163	9	,	,	PUNCT
cana-1576	163	10	enthusiastic	enthusiastic	ADJ
cana-1576	163	11	concentrated	concentrate	VERB
cana-1576	163	12	,	,	PUNCT
cana-1576	163	13	and	and	CCONJ
cana-1576	163	14	phonetic	phonetic	ADJ
cana-1576	163	15	prompts	prompt	NOUN
cana-1576	163	16	given	give	VERB
cana-1576	163	17	by	by	ADP
cana-1576	163	18	the	the	DET
cana-1576	163	19	setting	setting	NOUN
cana-1576	163	20	[	[	X
cana-1576	163	21	19	19	NUM
cana-1576	163	22	]	]	PUNCT
cana-1576	163	23	.	.	PUNCT
cana-1576	164	1	this	this	PRON
cana-1576	164	2	makes	make	VERB
cana-1576	164	3	a	a	DET
cana-1576	164	4	difference	difference	NOUN
cana-1576	164	5	frameworks	framework	NOUN
cana-1576	164	6	way	way	ADV
cana-1576	164	7	better	well	ADV
cana-1576	164	8	get	get	VERB
cana-1576	164	9	it	it	PRON
cana-1576	164	10	the	the	DET
cana-1576	164	11	enthusiastic	enthusiastic	ADJ
cana-1576	164	12	substance	substance	NOUN
cana-1576	164	13	of	of	ADP
cana-1576	164	14	talked	talk	VERB
cana-1576	164	15	and	and	CCONJ
cana-1576	164	16	composed	composed	ADJ
cana-1576	164	17	dialect	dialect	NOUN
cana-1576	164	18	.	.	PUNCT
cana-1576	165	1	mathematical	mathematical	ADJ
cana-1576	165	2	model	model	NOUN
cana-1576	165	3	for	for	ADP
cana-1576	165	4	rnn	rnn	NOUN
cana-1576	165	5	step	step	NOUN
cana-1576	165	6	1	1	NUM
cana-1576	165	7	:	:	PUNCT
cana-1576	165	8	input	input	NOUN
cana-1576	165	9	and	and	CCONJ
cana-1576	165	10	initial	initial	ADJ
cana-1576	165	11	state	state	NOUN
cana-1576	165	12	define	define	VERB
cana-1576	165	13	the	the	DET
cana-1576	165	14	input	input	NOUN
cana-1576	165	15	vector	vector	NOUN
cana-1576	165	16	and	and	CCONJ
cana-1576	165	17	the	the	DET
cana-1576	165	18	initial	initial	ADJ
cana-1576	165	19	hidden	hide	VERB
cana-1576	165	20	state	state	NOUN
cana-1576	165	21	.	.	PUNCT
cana-1576	166	1	let	let	VERB
cana-1576	166	2	x_t	x_t	PUNCT
cana-1576	166	3	be	be	AUX
cana-1576	166	4	the	the	DET
cana-1576	166	5	input	input	NOUN
cana-1576	166	6	at	at	ADP
cana-1576	166	7	time	time	NOUN
cana-1576	166	8	step	step	NOUN
cana-1576	166	9	t	t	PROPN
cana-1576	166	10	,	,	PUNCT
cana-1576	166	11	and	and	CCONJ
cana-1576	166	12	h_0	h_0	PROPN
cana-1576	166	13	be	be	VERB
cana-1576	166	14	the	the	DET
cana-1576	166	15	initial	initial	ADJ
cana-1576	166	16	hidden	hide	VERB
cana-1576	166	17	state	state	NOUN
cana-1576	166	18	:	:	PUNCT
cana-1576	166	19	𝑥_𝑡	𝑥_𝑡	PUNCT
cana-1576	167	1	=	=	PUNCT
cana-1576	168	1	[	[	X
cana-1576	168	2	𝑥_𝑡1	𝑥_𝑡1	PROPN
cana-1576	168	3	,	,	PUNCT
cana-1576	168	4	𝑥_𝑡2	𝑥_𝑡2	PROPN
cana-1576	168	5	,	,	PUNCT
cana-1576	168	6	.	.	PUNCT
cana-1576	168	7	.	.	PUNCT
cana-1576	169	1	.	.	PUNCT
cana-1576	170	1	,	,	PUNCT
cana-1576	170	2	𝑥_𝑡𝑛	𝑥_𝑡𝑛	PROPN
cana-1576	170	3	]	]	PUNCT
cana-1576	170	4	ℎ_0	ℎ_0	NOUN
cana-1576	170	5	=	=	PUNCT
cana-1576	171	1	[	[	X
cana-1576	171	2	0	0	NUM
cana-1576	171	3	,	,	PUNCT
cana-1576	171	4	0	0	NUM
cana-1576	171	5	,	,	PUNCT
cana-1576	171	6	.	.	PUNCT
cana-1576	171	7	.	.	PUNCT
cana-1576	172	1	.	.	PUNCT
cana-1576	173	1	,	,	PUNCT
cana-1576	173	2	0	0	X
cana-1576	173	3	]	]	PUNCT
cana-1576	173	4	step	step	NOUN
cana-1576	173	5	2	2	NUM
cana-1576	173	6	:	:	PUNCT
cana-1576	173	7	compute	compute	VERB
cana-1576	173	8	the	the	DET
cana-1576	173	9	hidden	hidden	ADJ
cana-1576	173	10	state	state	NOUN
cana-1576	173	11	calculate	calculate	NOUN
cana-1576	173	12	the	the	DET
cana-1576	173	13	hidden	hidden	ADJ
cana-1576	173	14	state	state	NOUN
cana-1576	173	15	using	use	VERB
cana-1576	173	16	the	the	DET
cana-1576	173	17	input	input	NOUN
cana-1576	173	18	and	and	CCONJ
cana-1576	173	19	the	the	DET
cana-1576	173	20	previous	previous	ADJ
cana-1576	173	21	hidden	hidden	ADJ
cana-1576	173	22	state	state	NOUN
cana-1576	173	23	.	.	PUNCT
cana-1576	174	1	let	let	VERB
cana-1576	174	2	w_xh	w_xh	PROPN
cana-1576	174	3	be	be	AUX
cana-1576	174	4	the	the	DET
cana-1576	174	5	input	input	NOUN
cana-1576	174	6	weight	weight	NOUN
cana-1576	174	7	matrix	matrix	NOUN
cana-1576	174	8	,	,	PUNCT
cana-1576	174	9	w_hh	w_hh	NOUN
cana-1576	174	10	be	be	VERB
cana-1576	174	11	the	the	DET
cana-1576	174	12	hidden	hidden	ADJ
cana-1576	174	13	state	state	NOUN
cana-1576	174	14	weight	weight	NOUN
cana-1576	174	15	matrix	matrix	NOUN
cana-1576	174	16	,	,	PUNCT
cana-1576	174	17	and	and	CCONJ
cana-1576	174	18	b_h	b_h	PRON
cana-1576	174	19	be	be	VERB
cana-1576	174	20	the	the	DET
cana-1576	174	21	bias	bias	NOUN
cana-1576	174	22	vector	vector	NOUN
cana-1576	174	23	for	for	ADP
cana-1576	174	24	the	the	DET
cana-1576	174	25	hidden	hidden	ADJ
cana-1576	174	26	state	state	NOUN
cana-1576	174	27	:	:	PUNCT
cana-1576	174	28	ℎ𝑡	ℎ𝑡	NOUN
cana-1576	174	29	=	=	SYM
cana-1576	174	30	𝑓(𝑊𝑥ℎ𝑥𝑡	𝑓(𝑊𝑥ℎ𝑥𝑡	NUM
cana-1576	174	31	+	+	PUNCT
cana-1576	174	32	𝑊ℎℎℎ{𝑡−1	𝑊ℎℎℎ{𝑡−1	ADJ
cana-1576	174	33	}	}	PUNCT
cana-1576	174	34	+	+	CCONJ
cana-1576	174	35	𝑏ℎ	𝑏ℎ	NOUN
cana-1576	174	36	)	)	PUNCT
cana-1576	174	37	step	step	NOUN
cana-1576	174	38	3	3	NUM
cana-1576	174	39	:	:	PUNCT
cana-1576	174	40	output	output	NOUN
cana-1576	174	41	calculation	calculation	NOUN
cana-1576	174	42	compute	compute	VERB
cana-1576	174	43	the	the	DET
cana-1576	174	44	output	output	NOUN
cana-1576	174	45	vector	vector	NOUN
cana-1576	174	46	using	use	VERB
cana-1576	174	47	the	the	DET
cana-1576	174	48	current	current	ADJ
cana-1576	174	49	hidden	hide	VERB
cana-1576	174	50	state	state	NOUN
cana-1576	174	51	.	.	PUNCT
cana-1576	175	1	let	let	VERB
cana-1576	175	2	w_hy	w_hy	NOUN
cana-1576	175	3	be	be	AUX
cana-1576	175	4	the	the	DET
cana-1576	175	5	output	output	NOUN
cana-1576	175	6	weight	weight	NOUN
cana-1576	175	7	matrix	matrix	NOUN
cana-1576	175	8	and	and	CCONJ
cana-1576	175	9	b_y	b_y	PROPN
cana-1576	175	10	be	be	AUX
cana-1576	175	11	the	the	DET
cana-1576	175	12	bias	bias	NOUN
cana-1576	175	13	vector	vector	NOUN
cana-1576	175	14	for	for	ADP
cana-1576	175	15	the	the	DET
cana-1576	175	16	output	output	NOUN
cana-1576	175	17	:	:	PUNCT
cana-1576	175	18	𝑦𝑡	𝑦𝑡	NOUN
cana-1576	175	19	=	=	PUNCT
cana-1576	175	20	𝑔(𝑊ℎ𝑦ℎ𝑡	𝑔(𝑊ℎ𝑦ℎ𝑡	X
cana-1576	175	21	+	+	CCONJ
cana-1576	175	22	𝑏𝑦	𝑏𝑦	NOUN
cana-1576	175	23	)	)	PUNCT
cana-1576	175	24	where	where	SCONJ
cana-1576	175	25	g	g	PROPN
cana-1576	175	26	is	be	AUX
cana-1576	175	27	the	the	DET
cana-1576	175	28	activation	activation	NOUN
cana-1576	175	29	function	function	NOUN
cana-1576	175	30	(	(	PUNCT
cana-1576	175	31	e.g.	e.g.	ADV
cana-1576	175	32	,	,	PUNCT
cana-1576	175	33	softmax	softmax	VERB
cana-1576	175	34	for	for	ADP
cana-1576	175	35	classification	classification	NOUN
cana-1576	175	36	)	)	PUNCT
cana-1576	175	37	.	.	PUNCT
cana-1576	176	1	step	step	NOUN
cana-1576	176	2	4	4	NUM
cana-1576	176	3	:	:	PUNCT
cana-1576	176	4	loss	loss	NOUN
cana-1576	176	5	calculation	calculation	NOUN
cana-1576	176	6	calculate	calculate	VERB
cana-1576	176	7	the	the	DET
cana-1576	176	8	loss	loss	NOUN
cana-1576	176	9	between	between	ADP
cana-1576	176	10	the	the	DET
cana-1576	176	11	predicted	predict	VERB
cana-1576	176	12	output	output	NOUN
cana-1576	176	13	and	and	CCONJ
cana-1576	176	14	the	the	DET
cana-1576	176	15	actual	actual	ADJ
cana-1576	176	16	target	target	NOUN
cana-1576	176	17	.	.	PUNCT
cana-1576	177	1	let	let	VERB
cana-1576	177	2	y_hat_t	y_hat_t	NOUN
cana-1576	177	3	be	be	AUX
cana-1576	177	4	the	the	DET
cana-1576	177	5	predicted	predict	VERB
cana-1576	177	6	output	output	NOUN
cana-1576	177	7	and	and	CCONJ
cana-1576	177	8	y_t	y_t	NUM
cana-1576	177	9	be	be	AUX
cana-1576	177	10	the	the	DET
cana-1576	177	11	actual	actual	ADJ
cana-1576	177	12	target	target	NOUN
cana-1576	177	13	:	:	PUNCT
cana-1576	177	14	communications	communication	NOUN
cana-1576	177	15	on	on	ADP
cana-1576	177	16	applied	apply	VERB
cana-1576	177	17	nonlinear	nonlinear	ADJ
cana-1576	177	18	analysis	analysis	NOUN
cana-1576	177	19	issn	issn	NOUN
cana-1576	177	20	:	:	PUNCT
cana-1576	177	21	1074	1074	NUM
cana-1576	177	22	-	-	PUNCT
cana-1576	177	23	133x	133x	NUM
cana-1576	177	24	vol	vol	NOUN
cana-1576	177	25	31	31	NUM
cana-1576	177	26	no	no	NOUN
cana-1576	177	27	.	.	PUNCT
cana-1576	178	1	8s	8s	PROPN
cana-1576	178	2	(	(	PUNCT
cana-1576	178	3	2024	2024	NUM
cana-1576	178	4	)	)	PUNCT
cana-1576	178	5	661	661	NUM
cana-1576	178	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	178	7	l_t	l_t	X
cana-1576	178	8	=	=	SYM
cana-1576	178	9	loss(y_hat_t	loss(y_hat_t	PROPN
cana-1576	178	10	,	,	PUNCT
cana-1576	178	11	y_t	y_t	NUM
cana-1576	178	12	)	)	PUNCT
cana-1576	178	13	where	where	SCONJ
cana-1576	178	14	loss	loss	NOUN
cana-1576	178	15	can	can	AUX
cana-1576	178	16	be	be	AUX
cana-1576	178	17	cross	cross	ADJ
cana-1576	178	18	-	-	NOUN
cana-1576	178	19	entropy	entropy	NOUN
cana-1576	178	20	for	for	ADP
cana-1576	178	21	classification	classification	NOUN
cana-1576	178	22	tasks	task	NOUN
cana-1576	178	23	.	.	PUNCT
cana-1576	179	1	step	step	NOUN
cana-1576	179	2	5	5	NUM
cana-1576	179	3	:	:	PUNCT
cana-1576	179	4	backpropagation	backpropagation	NOUN
cana-1576	179	5	through	through	ADP
cana-1576	179	6	time	time	NOUN
cana-1576	179	7	(	(	PUNCT
cana-1576	179	8	bptt	bptt	NOUN
cana-1576	179	9	)	)	PUNCT
cana-1576	179	10	update	update	NOUN
cana-1576	179	11	the	the	DET
cana-1576	179	12	weights	weight	NOUN
cana-1576	179	13	using	use	VERB
cana-1576	179	14	gradient	gradient	ADJ
cana-1576	179	15	descent	descent	NOUN
cana-1576	179	16	by	by	ADP
cana-1576	179	17	propagating	propagate	VERB
cana-1576	179	18	the	the	DET
cana-1576	179	19	error	error	NOUN
cana-1576	179	20	backwards	backwards	ADV
cana-1576	179	21	through	through	ADP
cana-1576	179	22	time	time	NOUN
cana-1576	179	23	.	.	PUNCT
cana-1576	180	1	the	the	DET
cana-1576	180	2	gradients	gradient	NOUN
cana-1576	180	3	for	for	ADP
cana-1576	180	4	the	the	DET
cana-1576	180	5	weight	weight	NOUN
cana-1576	180	6	matrices	matrix	NOUN
cana-1576	180	7	are	be	AUX
cana-1576	180	8	calculated	calculate	VERB
cana-1576	180	9	as	as	SCONJ
cana-1576	180	10	follows	follow	VERB
cana-1576	180	11	:	:	PUNCT
cana-1576	180	12	𝜕𝐿𝑡	𝜕𝐿𝑡	NOUN
cana-1576	180	13	𝜕𝑊𝑥ℎ	𝜕𝑊𝑥ℎ	PROPN
cana-1576	180	14	,	,	PUNCT
cana-1576	180	15	𝜕𝐿𝑡	𝜕𝐿𝑡	PROPN
cana-1576	180	16	𝜕𝑊ℎℎ	𝜕𝑊ℎℎ	PROPN
cana-1576	180	17	,	,	PUNCT
cana-1576	180	18	𝜕𝐿𝑡	𝜕𝐿𝑡	NOUN
cana-1576	180	19	𝜕𝑊ℎ𝑦	𝜕𝑊ℎ𝑦	PROPN
cana-1576	180	20	the	the	DET
cana-1576	180	21	weight	weight	NOUN
cana-1576	180	22	updates	update	NOUN
cana-1576	180	23	are	be	AUX
cana-1576	180	24	performed	perform	VERB
cana-1576	180	25	using	use	VERB
cana-1576	180	26	the	the	DET
cana-1576	180	27	gradients	gradient	NOUN
cana-1576	180	28	and	and	CCONJ
cana-1576	180	29	a	a	DET
cana-1576	180	30	learning	learning	NOUN
cana-1576	180	31	rate	rate	NOUN
cana-1576	180	32	α	α	NOUN
cana-1576	180	33	:	:	PUNCT
cana-1576	181	1	𝑊𝑥ℎ	𝑊𝑥ℎ	PROPN
cana-1576	181	2	=	=	PUNCT
cana-1576	181	3	𝑊𝑥ℎ	𝑊𝑥ℎ	PROPN
cana-1576	181	4	−	−	PROPN
cana-1576	181	5	𝛼	𝛼	NOUN
cana-1576	181	6	𝜕𝐿𝑡	𝜕𝐿𝑡	NOUN
cana-1576	181	7	𝜕𝑊𝑥ℎ	𝜕𝑊𝑥ℎ	PUNCT
cana-1576	182	1	𝑊ℎℎ	𝑊ℎℎ	PROPN
cana-1576	182	2	=	=	SYM
cana-1576	182	3	𝑊ℎℎ	𝑊ℎℎ	PROPN
cana-1576	182	4	−	−	NOUN
cana-1576	182	5	𝛼	𝛼	PRON
cana-1576	182	6	𝜕𝐿𝑡	𝜕𝐿𝑡	NOUN
cana-1576	182	7	𝜕𝑊ℎℎ	𝜕𝑊ℎℎ	NUM
cana-1576	183	1	𝑊ℎ𝑦	𝑊ℎ𝑦	NOUN
cana-1576	183	2	=	=	SYM
cana-1576	183	3	𝑊ℎ𝑦	𝑊ℎ𝑦	NOUN
cana-1576	183	4	−	−	NOUN
cana-1576	183	5	𝛼	𝛼	PART
cana-1576	183	6	𝜕𝐿𝑡	𝜕𝐿𝑡	NOUN
cana-1576	183	7	𝜕𝑊ℎ𝑦	𝜕𝑊ℎ𝑦	PROPN
cana-1576	183	8	d.	d.	NOUN
cana-1576	183	9	integration	integration	NOUN
cana-1576	183	10	modality	modality	NOUN
cana-1576	183	11	techniques	technique	NOUN
cana-1576	183	12	for	for	ADP
cana-1576	183	13	a	a	DET
cana-1576	183	14	multimodal	multimodal	ADJ
cana-1576	183	15	emotion	emotion	NOUN
cana-1576	183	16	recognition	recognition	NOUN
cana-1576	183	17	system	system	NOUN
cana-1576	183	18	to	to	PART
cana-1576	183	19	be	be	AUX
cana-1576	183	20	more	more	ADV
cana-1576	183	21	accurate	accurate	ADJ
cana-1576	183	22	and	and	CCONJ
cana-1576	183	23	capture	capture	VERB
cana-1576	183	24	any	any	DET
cana-1576	183	25	kind	kind	NOUN
cana-1576	183	26	of	of	ADP
cana-1576	183	27	emotional	emotional	ADJ
cana-1576	183	28	response	response	NOUN
cana-1576	183	29	,	,	PUNCT
cana-1576	183	30	it	it	PRON
cana-1576	183	31	must	must	AUX
cana-1576	183	32	be	be	AUX
cana-1576	183	33	able	able	ADJ
cana-1576	183	34	to	to	PART
cana-1576	183	35	combine	combine	VERB
cana-1576	183	36	data	datum	NOUN
cana-1576	183	37	from	from	ADP
cana-1576	183	38	different	different	ADJ
cana-1576	183	39	modes	mode	NOUN
cana-1576	183	40	.	.	PUNCT
cana-1576	184	1	prior	prior	ADV
cana-1576	184	2	to	to	ADP
cana-1576	184	3	classification	classification	NOUN
cana-1576	184	4	,	,	PUNCT
cana-1576	184	5	early	early	ADJ
cana-1576	184	6	fusion	fusion	NOUN
cana-1576	184	7	takes	take	VERB
cana-1576	184	8	raw	raw	ADJ
cana-1576	184	9	data	datum	NOUN
cana-1576	184	10	or	or	CCONJ
cana-1576	184	11	already	already	ADV
cana-1576	184	12	processed	process	VERB
cana-1576	184	13	features	feature	NOUN
cana-1576	184	14	from	from	ADP
cana-1576	184	15	each	each	DET
cana-1576	184	16	channel	channel	NOUN
cana-1576	184	17	and	and	CCONJ
cana-1576	184	18	stitches	stitch	VERB
cana-1576	184	19	them	they	PRON
cana-1576	184	20	together	together	ADV
cana-1576	184	21	into	into	ADP
cana-1576	184	22	one	one	NUM
cana-1576	184	23	image	image	NOUN
cana-1576	184	24	.	.	PUNCT
cana-1576	185	1	with	with	ADP
cana-1576	185	2	this	this	DET
cana-1576	185	3	method	method	NOUN
cana-1576	185	4	,	,	PUNCT
cana-1576	185	5	the	the	DET
cana-1576	185	6	model	model	NOUN
cana-1576	185	7	learns	learn	VERB
cana-1576	185	8	from	from	ADP
cana-1576	185	9	scratch	scratch	NOUN
cana-1576	185	10	how	how	SCONJ
cana-1576	185	11	to	to	PART
cana-1576	185	12	combine	combine	VERB
cana-1576	185	13	representations	representation	NOUN
cana-1576	185	14	of	of	ADP
cana-1576	185	15	spatial	spatial	ADJ
cana-1576	185	16	,	,	PUNCT
cana-1576	185	17	temporal	temporal	ADJ
cana-1576	185	18	,	,	PUNCT
cana-1576	185	19	acoustic	acoustic	ADJ
cana-1576	185	20	,	,	PUNCT
cana-1576	185	21	and	and	CCONJ
cana-1576	185	22	semantic	semantic	ADJ
cana-1576	185	23	cues	cue	NOUN
cana-1576	185	24	.	.	PUNCT
cana-1576	186	1	this	this	PRON
cana-1576	186	2	allows	allow	VERB
cana-1576	186	3	a	a	DET
cana-1576	186	4	better	well	ADJ
cana-1576	186	5	understanding	understanding	NOUN
cana-1576	186	6	of	of	ADP
cana-1576	186	7	how	how	SCONJ
cana-1576	186	8	different	different	ADJ
cana-1576	186	9	perceptual	perceptual	ADJ
cana-1576	186	10	modes	mode	NOUN
cana-1576	186	11	interact	interact	VERB
cana-1576	186	12	,	,	PUNCT
cana-1576	186	13	improving	improve	VERB
cana-1576	186	14	overall	overall	ADJ
cana-1576	186	15	performance	performance	NOUN
cana-1576	186	16	.	.	PUNCT
cana-1576	187	1	however	however	ADV
cana-1576	187	2	,	,	PUNCT
cana-1576	187	3	later	later	ADJ
cana-1576	187	4	fusion	fusion	NOUN
cana-1576	187	5	combines	combine	VERB
cana-1576	187	6	the	the	DET
cana-1576	187	7	results	result	NOUN
cana-1576	187	8	of	of	ADP
cana-1576	187	9	different	different	ADJ
cana-1576	187	10	models	model	NOUN
cana-1576	187	11	trained	train	VERB
cana-1576	187	12	on	on	ADP
cana-1576	187	13	different	different	ADJ
cana-1576	187	14	types	type	NOUN
cana-1576	187	15	of	of	ADP
cana-1576	187	16	data	datum	NOUN
cana-1576	187	17	.	.	PUNCT
cana-1576	188	1	communications	communication	NOUN
cana-1576	188	2	on	on	ADP
cana-1576	188	3	applied	apply	VERB
cana-1576	188	4	nonlinear	nonlinear	ADJ
cana-1576	188	5	analysis	analysis	NOUN
cana-1576	188	6	issn	issn	NOUN
cana-1576	188	7	:	:	PUNCT
cana-1576	188	8	1074	1074	NUM
cana-1576	188	9	-	-	PUNCT
cana-1576	188	10	133x	133x	NUM
cana-1576	188	11	vol	vol	NOUN
cana-1576	188	12	31	31	NUM
cana-1576	188	13	no	no	NOUN
cana-1576	188	14	.	.	PUNCT
cana-1576	189	1	8s	8s	PROPN
cana-1576	189	2	(	(	PUNCT
cana-1576	189	3	2024	2024	NUM
cana-1576	189	4	)	)	PUNCT
cana-1576	189	5	662	662	NUM
cana-1576	189	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	189	7	figure	figure	NOUN
cana-1576	189	8	2	2	NUM
cana-1576	189	9	:	:	PUNCT
cana-1576	189	10	illustrating	illustrate	VERB
cana-1576	189	11	the	the	DET
cana-1576	189	12	integration	integration	NOUN
cana-1576	189	13	of	of	ADP
cana-1576	189	14	multimodal	multimodal	NOUN
cana-1576	189	15	inputs	input	NOUN
cana-1576	189	16	each	each	DET
cana-1576	189	17	modality	modality	NOUN
cana-1576	189	18	-	-	PUNCT
cana-1576	189	19	specific	specific	ADJ
cana-1576	189	20	indicator	indicator	NOUN
cana-1576	189	21	is	be	AUX
cana-1576	189	22	given	give	VERB
cana-1576	189	23	its	its	PRON
cana-1576	189	24	claim	claim	NOUN
cana-1576	189	25	characteristics	characteristic	NOUN
cana-1576	189	26	and	and	CCONJ
cana-1576	189	27	the	the	DET
cana-1576	189	28	comes	come	NOUN
cana-1576	189	29	about	about	ADP
cana-1576	189	30	are	be	AUX
cana-1576	189	31	consolidated	consolidate	VERB
cana-1576	189	32	in	in	ADP
cana-1576	189	33	a	a	DET
cana-1576	189	34	decision	decision	NOUN
cana-1576	189	35	-	-	PUNCT
cana-1576	189	36	level	level	NOUN
cana-1576	189	37	combination	combination	NOUN
cana-1576	189	38	step	step	NOUN
cana-1576	189	39	.	.	PUNCT
cana-1576	190	1	the	the	DET
cana-1576	190	2	strategy	strategy	NOUN
cana-1576	190	3	is	be	AUX
cana-1576	190	4	customizable	customizable	ADJ
cana-1576	190	5	and	and	CCONJ
cana-1576	190	6	works	work	VERB
cana-1576	190	7	with	with	ADP
cana-1576	190	8	diverse	diverse	ADJ
cana-1576	190	9	modalities	modality	NOUN
cana-1576	190	10	with	with	ADP
cana-1576	190	11	diverse	diverse	ADJ
cana-1576	190	12	quality	quality	NOUN
cana-1576	190	13	and	and	CCONJ
cana-1576	190	14	complexity	complexity	NOUN
cana-1576	190	15	levels	level	NOUN
cana-1576	190	16	.	.	PUNCT
cana-1576	191	1	typically	typically	ADV
cana-1576	191	2	valuable	valuable	ADJ
cana-1576	191	3	when	when	SCONJ
cana-1576	191	4	modalities	modality	NOUN
cana-1576	191	5	have	have	VERB
cana-1576	191	6	distinctive	distinctive	ADJ
cana-1576	191	7	certainty	certainty	NOUN
cana-1576	191	8	levels	level	NOUN
cana-1576	191	9	or	or	CCONJ
cana-1576	191	10	when	when	SCONJ
cana-1576	191	11	the	the	DET
cana-1576	191	12	relationship	relationship	NOUN
cana-1576	191	13	between	between	ADP
cana-1576	191	14	modalities	modality	NOUN
cana-1576	191	15	is	be	AUX
cana-1576	191	16	complex	complex	ADJ
cana-1576	191	17	and	and	CCONJ
cana-1576	191	18	not	not	PART
cana-1576	191	19	basic	basic	ADJ
cana-1576	191	20	.	.	PUNCT
cana-1576	192	1	a	a	DET
cana-1576	192	2	few	few	ADJ
cana-1576	192	3	of	of	ADP
cana-1576	192	4	the	the	DET
cana-1576	192	5	early	early	ADJ
cana-1576	192	6	and	and	CCONJ
cana-1576	192	7	late	late	ADJ
cana-1576	192	8	combination	combination	NOUN
cana-1576	192	9	strategies	strategy	NOUN
cana-1576	192	10	are	be	AUX
cana-1576	192	11	utilized	utilize	VERB
cana-1576	192	12	in	in	ADP
cana-1576	192	13	cross	cross	NOUN
cana-1576	192	14	breed	breed	NOUN
cana-1576	192	15	fusion	fusion	NOUN
cana-1576	192	16	techniques	technique	NOUN
cana-1576	192	17	.	.	PUNCT
cana-1576	193	1	early	early	ADJ
cana-1576	193	2	combination	combination	NOUN
cana-1576	193	3	can	can	AUX
cana-1576	193	4	be	be	AUX
cana-1576	193	5	utilized	utilize	VERB
cana-1576	193	6	to	to	PART
cana-1576	193	7	make	make	VERB
cana-1576	193	8	a	a	DET
cana-1576	193	9	shared	share	VERB
cana-1576	193	10	representation	representation	NOUN
cana-1576	193	11	at	at	ADP
cana-1576	193	12	the	the	DET
cana-1576	193	13	lower	low	ADJ
cana-1576	193	14	layers	layer	NOUN
cana-1576	193	15	of	of	ADP
cana-1576	193	16	a	a	DET
cana-1576	193	17	profound	profound	ADJ
cana-1576	193	18	neural	neural	ADJ
cana-1576	193	19	arrange	arrange	NOUN
cana-1576	193	20	,	,	PUNCT
cana-1576	193	21	whereas	whereas	SCONJ
cana-1576	193	22	late	late	ADJ
cana-1576	193	23	combination	combination	NOUN
cana-1576	193	24	methods	method	NOUN
cana-1576	193	25	are	be	AUX
cana-1576	193	26	utilized	utilize	VERB
cana-1576	193	27	at	at	ADP
cana-1576	193	28	the	the	DET
cana-1576	193	29	higher	high	ADJ
cana-1576	193	30	layers	layer	NOUN
cana-1576	193	31	to	to	PART
cana-1576	193	32	blend	blend	VERB
cana-1576	193	33	the	the	DET
cana-1576	193	34	yields	yield	NOUN
cana-1576	193	35	of	of	ADP
cana-1576	193	36	models	model	NOUN
cana-1576	193	37	particular	particular	ADJ
cana-1576	193	38	to	to	ADP
cana-1576	193	39	a	a	DET
cana-1576	193	40	specific	specific	ADJ
cana-1576	193	41	mode	mode	NOUN
cana-1576	193	42	.	.	PUNCT
cana-1576	194	1	this	this	DET
cana-1576	194	2	combined	combined	ADJ
cana-1576	194	3	approach	approach	NOUN
cana-1576	194	4	permits	permit	VERB
cana-1576	194	5	ideal	ideal	ADJ
cana-1576	194	6	utilization	utilization	NOUN
cana-1576	194	7	of	of	ADP
cana-1576	194	8	computing	compute	VERB
cana-1576	194	9	control	control	NOUN
cana-1576	194	10	whereas	whereas	SCONJ
cana-1576	194	11	recording	record	VERB
cana-1576	194	12	the	the	DET
cana-1576	194	13	complex	complex	ADJ
cana-1576	194	14	connections	connection	NOUN
cana-1576	194	15	between	between	ADP
cana-1576	194	16	modes	mode	NOUN
cana-1576	194	17	,	,	PUNCT
cana-1576	194	18	making	make	VERB
cana-1576	194	19	the	the	DET
cana-1576	194	20	framework	framework	NOUN
cana-1576	194	21	more	more	ADV
cana-1576	194	22	versatile	versatile	ADJ
cana-1576	194	23	and	and	CCONJ
cana-1576	194	24	adaptable	adaptable	ADJ
cana-1576	194	25	.	.	PUNCT
cana-1576	195	1	usually	usually	ADV
cana-1576	195	2	a	a	DET
cana-1576	195	3	uncommon	uncommon	ADJ
cana-1576	195	4	sort	sort	NOUN
cana-1576	195	5	of	of	ADP
cana-1576	195	6	integration	integration	NOUN
cana-1576	195	7	that	that	SCONJ
cana-1576	195	8	employments	employment	NOUN
cana-1576	195	9	multimodal	multimodal	VERB
cana-1576	195	10	neural	neural	ADJ
cana-1576	195	11	systems	system	NOUN
cana-1576	195	12	to	to	PART
cana-1576	195	13	handle	handle	VERB
cana-1576	195	14	numerous	numerous	ADJ
cana-1576	195	15	faculties	faculty	NOUN
cana-1576	195	16	in	in	ADP
cana-1576	195	17	a	a	DET
cana-1576	195	18	single	single	ADJ
cana-1576	195	19	system	system	NOUN
cana-1576	195	20	[	[	X
cana-1576	195	21	20	20	NUM
cana-1576	195	22	]	]	PUNCT
cana-1576	195	23	.	.	PUNCT
cana-1576	196	1	consideration	consideration	NOUN
cana-1576	196	2	components	component	NOUN
cana-1576	196	3	and	and	CCONJ
cana-1576	196	4	combination	combination	NOUN
cana-1576	196	5	layers	layer	NOUN
cana-1576	196	6	are	be	AUX
cana-1576	196	7	a	a	DET
cana-1576	196	8	few	few	ADJ
cana-1576	196	9	of	of	ADP
cana-1576	196	10	the	the	DET
cana-1576	196	11	parts	part	NOUN
cana-1576	196	12	that	that	PRON
cana-1576	196	13	these	these	DET
cana-1576	196	14	systems	system	NOUN
cana-1576	196	15	utilize	utilize	VERB
cana-1576	196	16	to	to	ADP
cana-1576	196	17	adaptably	adaptably	ADV
cana-1576	196	18	weight	weight	NOUN
cana-1576	196	19	and	and	CCONJ
cana-1576	196	20	blend	blend	NOUN
cana-1576	196	21	data	datum	NOUN
cana-1576	196	22	from	from	ADP
cana-1576	196	23	distinctive	distinctive	ADJ
cana-1576	196	24	sources	source	NOUN
cana-1576	196	25	depending	depend	VERB
cana-1576	196	26	on	on	ADP
cana-1576	196	27	their	their	PRON
cana-1576	196	28	degree	degree	NOUN
cana-1576	196	29	of	of	ADP
cana-1576	196	30	pertinence	pertinence	NOUN
cana-1576	196	31	and	and	CCONJ
cana-1576	196	32	unwavering	unwavering	ADJ
cana-1576	196	33	quality	quality	NOUN
cana-1576	196	34	.	.	PUNCT
cana-1576	197	1	iv	iv	X
cana-1576	197	2	.	.	PUNCT
cana-1576	197	3	applications	application	NOUN
cana-1576	197	4	and	and	CCONJ
cana-1576	197	5	use	use	VERB
cana-1576	197	6	cases	case	NOUN
cana-1576	197	7	a.	a.	NOUN
cana-1576	197	8	practical	practical	ADJ
cana-1576	197	9	applications	application	NOUN
cana-1576	197	10	of	of	ADP
cana-1576	197	11	multimodal	multimodal	ADJ
cana-1576	197	12	emotion	emotion	NOUN
cana-1576	197	13	recognition	recognition	NOUN
cana-1576	197	14	systems	system	NOUN
cana-1576	197	15	this	this	DET
cana-1576	197	16	capability	capability	NOUN
cana-1576	197	17	helps	help	VERB
cana-1576	197	18	in	in	ADP
cana-1576	197	19	personalized	personalized	ADJ
cana-1576	197	20	patient	patient	ADJ
cana-1576	197	21	care	care	NOUN
cana-1576	197	22	and	and	CCONJ
cana-1576	197	23	faster	fast	ADJ
cana-1576	197	24	interventions	intervention	NOUN
cana-1576	197	25	,	,	PUNCT
cana-1576	197	26	generally	generally	ADV
cana-1576	197	27	improving	improve	VERB
cana-1576	197	28	health	health	NOUN
cana-1576	197	29	outcomes	outcome	NOUN
cana-1576	197	30	[	[	X
cana-1576	197	31	21	21	NUM
cana-1576	197	32	]	]	PUNCT
cana-1576	197	33	.	.	PUNCT
cana-1576	198	1	multimodal	multimodal	NOUN
cana-1576	198	2	systems	system	NOUN
cana-1576	198	3	improve	improve	VERB
cana-1576	198	4	e	e	ADJ
cana-1576	198	5	-	-	ADJ
cana-1576	198	6	learning	learning	ADJ
cana-1576	198	7	tools	tool	NOUN
cana-1576	198	8	in	in	ADP
cana-1576	198	9	the	the	DET
cana-1576	198	10	classroom	classroom	NOUN
cana-1576	198	11	by	by	ADP
cana-1576	198	12	checking	check	VERB
cana-1576	198	13	students	student	NOUN
cana-1576	198	14	'	'	PART
cana-1576	198	15	concentration	concentration	NOUN
cana-1576	198	16	and	and	CCONJ
cana-1576	198	17	emotional	emotional	ADJ
cana-1576	198	18	state	state	NOUN
cana-1576	198	19	during	during	ADP
cana-1576	198	20	lessons	lesson	NOUN
cana-1576	198	21	.	.	PUNCT
cana-1576	199	1	these	these	DET
cana-1576	199	2	systems	system	NOUN
cana-1576	199	3	can	can	AUX
cana-1576	199	4	change	change	VERB
cana-1576	199	5	teaching	teaching	NOUN
cana-1576	199	6	methods	method	NOUN
cana-1576	199	7	in	in	ADP
cana-1576	199	8	real	real	ADJ
cana-1576	199	9	time	time	NOUN
cana-1576	199	10	by	by	ADP
cana-1576	199	11	studying	study	VERB
cana-1576	199	12	facial	facial	ADJ
cana-1576	199	13	emotions	emotion	NOUN
cana-1576	199	14	and	and	CCONJ
cana-1576	199	15	vocal	vocal	ADJ
cana-1576	199	16	intonation	intonation	NOUN
cana-1576	199	17	.	.	PUNCT
cana-1576	200	1	students	student	NOUN
cana-1576	200	2	can	can	AUX
cana-1576	200	3	also	also	ADV
cana-1576	200	4	be	be	AUX
cana-1576	200	5	given	give	VERB
cana-1576	200	6	personalized	personalized	ADJ
cana-1576	200	7	feedback	feedback	NOUN
cana-1576	200	8	to	to	PART
cana-1576	200	9	make	make	VERB
cana-1576	200	10	the	the	DET
cana-1576	200	11	learning	learning	NOUN
cana-1576	200	12	environment	environment	NOUN
cana-1576	200	13	more	more	ADV
cana-1576	200	14	engaging	engaging	ADJ
cana-1576	200	15	.	.	PUNCT
cana-1576	201	1	the	the	DET
cana-1576	201	2	technology	technology	NOUN
cana-1576	201	3	is	be	AUX
cana-1576	201	4	also	also	ADV
cana-1576	201	5	used	use	VERB
cana-1576	201	6	in	in	ADP
cana-1576	201	7	market	market	NOUN
cana-1576	201	8	research	research	NOUN
cana-1576	201	9	and	and	CCONJ
cana-1576	201	10	customer	customer	NOUN
cana-1576	201	11	experience	experience	NOUN
cana-1576	201	12	management	management	NOUN
cana-1576	201	13	:	:	PUNCT
cana-1576	201	14	to	to	PART
cana-1576	201	15	improve	improve	VERB
cana-1576	201	16	services	service	NOUN
cana-1576	201	17	and	and	CCONJ
cana-1576	201	18	make	make	VERB
cana-1576	201	19	marketing	marketing	NOUN
cana-1576	201	20	more	more	ADV
cana-1576	201	21	effective	effective	ADJ
cana-1576	201	22	,	,	PUNCT
cana-1576	201	23	they	they	PRON
cana-1576	201	24	study	study	VERB
cana-1576	201	25	how	how	SCONJ
cana-1576	201	26	customers	customer	NOUN
cana-1576	201	27	feel	feel	VERB
cana-1576	201	28	across	across	ADP
cana-1576	201	29	different	different	ADJ
cana-1576	201	30	channels	channel	NOUN
cana-1576	201	31	,	,	PUNCT
cana-1576	201	32	such	such	ADJ
cana-1576	201	33	as	as	ADP
cana-1576	201	34	how	how	SCONJ
cana-1576	201	35	they	they	PRON
cana-1576	201	36	look	look	VERB
cana-1576	201	37	in	in	ADP
cana-1576	201	38	a	a	DET
cana-1576	201	39	video	video	NOUN
cana-1576	201	40	communications	communication	NOUN
cana-1576	201	41	on	on	ADP
cana-1576	201	42	applied	apply	VERB
cana-1576	201	43	nonlinear	nonlinear	ADJ
cana-1576	201	44	analysis	analysis	NOUN
cana-1576	201	45	issn	issn	NOUN
cana-1576	201	46	:	:	PUNCT
cana-1576	201	47	1074	1074	NUM
cana-1576	201	48	-	-	PUNCT
cana-1576	201	49	133x	133x	NUM
cana-1576	201	50	vol	vol	NOUN
cana-1576	201	51	31	31	NUM
cana-1576	201	52	no	no	NOUN
cana-1576	201	53	.	.	PUNCT
cana-1576	202	1	8s	8s	PROPN
cana-1576	202	2	(	(	PUNCT
cana-1576	202	3	2024	2024	NUM
cana-1576	202	4	)	)	PUNCT
cana-1576	202	5	663	663	NUM
cana-1576	202	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	202	7	call	call	NOUN
cana-1576	202	8	,	,	PUNCT
cana-1576	202	9	how	how	SCONJ
cana-1576	202	10	they	they	PRON
cana-1576	202	11	speak	speak	VERB
cana-1576	202	12	on	on	ADP
cana-1576	202	13	the	the	DET
cana-1576	202	14	phone	phone	NOUN
cana-1576	202	15	,	,	PUNCT
cana-1576	202	16	and	and	CCONJ
cana-1576	202	17	how	how	SCONJ
cana-1576	202	18	they	they	PRON
cana-1576	202	19	write	write	VERB
cana-1576	202	20	their	their	PRON
cana-1576	202	21	feedback	feedback	NOUN
cana-1576	202	22	.	.	PUNCT
cana-1576	203	1	multimodal	multimodal	ADJ
cana-1576	203	2	emotion	emotion	NOUN
cana-1576	203	3	recognition	recognition	NOUN
cana-1576	203	4	is	be	AUX
cana-1576	203	5	useful	useful	ADJ
cana-1576	203	6	in	in	ADP
cana-1576	203	7	human	human	ADJ
cana-1576	203	8	-	-	PUNCT
cana-1576	203	9	computer	computer	NOUN
cana-1576	203	10	interaction	interaction	NOUN
cana-1576	203	11	and	and	CCONJ
cana-1576	203	12	virtual	virtual	ADJ
cana-1576	203	13	reality	reality	NOUN
cana-1576	203	14	,	,	PUNCT
cana-1576	203	15	as	as	SCONJ
cana-1576	203	16	it	it	PRON
cana-1576	203	17	allows	allow	VERB
cana-1576	203	18	systems	system	NOUN
cana-1576	203	19	to	to	PART
cana-1576	203	20	respond	respond	VERB
cana-1576	203	21	to	to	ADP
cana-1576	203	22	people	people	NOUN
cana-1576	203	23	's	's	PART
cana-1576	203	24	emotions	emotion	NOUN
cana-1576	203	25	,	,	PUNCT
cana-1576	203	26	improving	improve	VERB
cana-1576	203	27	the	the	DET
cana-1576	203	28	experience	experience	NOUN
cana-1576	203	29	in	in	ADP
cana-1576	203	30	virtual	virtual	ADJ
cana-1576	203	31	worlds	world	NOUN
cana-1576	203	32	and	and	CCONJ
cana-1576	203	33	interactive	interactive	ADJ
cana-1576	203	34	apps	app	NOUN
cana-1576	204	1	[	[	X
cana-1576	204	2	22	22	NUM
cana-1576	204	3	]	]	PUNCT
cana-1576	204	4	.	.	PUNCT
cana-1576	205	1	virtual	virtual	ADJ
cana-1576	205	2	agents	agent	NOUN
cana-1576	205	3	can	can	AUX
cana-1576	205	4	change	change	VERB
cana-1576	205	5	the	the	DET
cana-1576	205	6	way	way	NOUN
cana-1576	205	7	they	they	PRON
cana-1576	205	8	speak	speak	VERB
cana-1576	205	9	or	or	CCONJ
cana-1576	205	10	look	look	VERB
cana-1576	205	11	at	at	ADP
cana-1576	205	12	a	a	DET
cana-1576	205	13	user	user	NOUN
cana-1576	205	14	based	base	VERB
cana-1576	205	15	on	on	ADP
cana-1576	205	16	what	what	PRON
cana-1576	205	17	the	the	DET
cana-1576	205	18	user	user	NOUN
cana-1576	205	19	says	say	VERB
cana-1576	205	20	or	or	CCONJ
cana-1576	205	21	looks	look	VERB
cana-1576	205	22	like	like	ADP
cana-1576	205	23	.	.	PUNCT
cana-1576	206	1	b.	b.	PROPN
cana-1576	206	2	case	case	NOUN
cana-1576	206	3	studies	study	NOUN
cana-1576	206	4	demonstrating	demonstrate	VERB
cana-1576	206	5	the	the	DET
cana-1576	206	6	effectiveness	effectiveness	NOUN
cana-1576	206	7	in	in	ADP
cana-1576	206	8	real	real	ADJ
cana-1576	206	9	-	-	PUNCT
cana-1576	206	10	world	world	NOUN
cana-1576	206	11	scenarios	scenario	NOUN
cana-1576	206	12	companies	company	NOUN
cana-1576	206	13	ensure	ensure	VERB
cana-1576	206	14	they	they	PRON
cana-1576	206	15	are	be	AUX
cana-1576	206	16	meeting	meet	VERB
cana-1576	206	17	customer	customer	NOUN
cana-1576	206	18	needs	need	VERB
cana-1576	206	19	by	by	ADP
cana-1576	206	20	observing	observe	VERB
cana-1576	206	21	how	how	SCONJ
cana-1576	206	22	they	they	PRON
cana-1576	206	23	engage	engage	VERB
cana-1576	206	24	with	with	ADP
cana-1576	206	25	customers	customer	NOUN
cana-1576	206	26	in	in	ADP
cana-1576	206	27	different	different	ADJ
cana-1576	206	28	ways	way	NOUN
cana-1576	206	29	,	,	PUNCT
cana-1576	206	30	such	such	ADJ
cana-1576	206	31	as	as	ADP
cana-1576	206	32	in	in	ADP
cana-1576	206	33	-	-	PUNCT
cana-1576	206	34	store	store	NOUN
cana-1576	206	35	,	,	PUNCT
cana-1576	206	36	on	on	ADP
cana-1576	206	37	the	the	DET
cana-1576	206	38	phone	phone	NOUN
cana-1576	206	39	,	,	PUNCT
cana-1576	206	40	and	and	CCONJ
cana-1576	206	41	in	in	ADP
cana-1576	206	42	online	online	ADJ
cana-1576	206	43	reviews	review	NOUN
cana-1576	206	44	,	,	PUNCT
cana-1576	206	45	using	use	VERB
cana-1576	206	46	their	their	PRON
cana-1576	206	47	voice	voice	NOUN
cana-1576	206	48	and	and	CCONJ
cana-1576	206	49	facial	facial	ADJ
cana-1576	206	50	expressions	expression	NOUN
cana-1576	206	51	.	.	PUNCT
cana-1576	207	1	this	this	DET
cana-1576	207	2	personalized	personalized	ADJ
cana-1576	207	3	interaction	interaction	NOUN
cana-1576	207	4	increases	increase	VERB
cana-1576	207	5	customer	customer	NOUN
cana-1576	207	6	loyalty	loyalty	NOUN
cana-1576	207	7	and	and	CCONJ
cana-1576	207	8	improves	improve	VERB
cana-1576	207	9	business	business	NOUN
cana-1576	207	10	performance	performance	NOUN
cana-1576	207	11	.	.	PUNCT
cana-1576	208	1	this	this	PRON
cana-1576	208	2	shows	show	VERB
cana-1576	208	3	how	how	SCONJ
cana-1576	208	4	the	the	DET
cana-1576	208	5	system	system	NOUN
cana-1576	208	6	can	can	AUX
cana-1576	208	7	impact	impact	VERB
cana-1576	208	8	customer	customer	NOUN
cana-1576	208	9	-	-	PUNCT
cana-1576	208	10	centric	centric	NOUN
cana-1576	208	11	operations	operation	NOUN
cana-1576	208	12	.	.	PUNCT
cana-1576	209	1	multimodal	multimodal	ADJ
cana-1576	209	2	emotion	emotion	NOUN
cana-1576	209	3	recognition	recognition	NOUN
cana-1576	209	4	also	also	ADV
cana-1576	209	5	changes	change	VERB
cana-1576	209	6	the	the	DET
cana-1576	209	7	way	way	NOUN
cana-1576	209	8	humans	human	NOUN
cana-1576	209	9	and	and	CCONJ
cana-1576	209	10	computers	computer	NOUN
cana-1576	209	11	work	work	VERB
cana-1576	209	12	together	together	ADV
cana-1576	209	13	and	and	CCONJ
cana-1576	209	14	how	how	SCONJ
cana-1576	209	15	virtual	virtual	ADJ
cana-1576	209	16	reality	reality	NOUN
cana-1576	209	17	is	be	AUX
cana-1576	209	18	used	use	VERB
cana-1576	209	19	.	.	PUNCT
cana-1576	210	1	case	case	NOUN
cana-1576	210	2	studies	study	NOUN
cana-1576	210	3	show	show	VERB
cana-1576	210	4	how	how	SCONJ
cana-1576	210	5	they	they	PRON
cana-1576	210	6	can	can	AUX
cana-1576	210	7	be	be	AUX
cana-1576	210	8	used	use	VERB
cana-1576	210	9	to	to	PART
cana-1576	210	10	create	create	VERB
cana-1576	210	11	realistic	realistic	ADJ
cana-1576	210	12	experiences	experience	NOUN
cana-1576	210	13	where	where	SCONJ
cana-1576	210	14	the	the	DET
cana-1576	210	15	system	system	NOUN
cana-1576	210	16	changes	change	VERB
cana-1576	210	17	depending	depend	VERB
cana-1576	210	18	on	on	ADP
cana-1576	210	19	the	the	DET
cana-1576	210	20	user	user	NOUN
cana-1576	210	21	's	's	PART
cana-1576	210	22	mood	mood	NOUN
cana-1576	210	23	,	,	PUNCT
cana-1576	210	24	as	as	SCONJ
cana-1576	210	25	evidenced	evidence	VERB
cana-1576	210	26	by	by	ADP
cana-1576	210	27	their	their	PRON
cana-1576	210	28	facial	facial	ADJ
cana-1576	210	29	expressions	expression	NOUN
cana-1576	210	30	and	and	CCONJ
cana-1576	210	31	tone	tone	NOUN
cana-1576	210	32	of	of	ADP
cana-1576	210	33	voice	voice	NOUN
cana-1576	210	34	[	[	X
cana-1576	210	35	24	24	NUM
cana-1576	210	36	]	]	PUNCT
cana-1576	210	37	.	.	PUNCT
cana-1576	211	1	for	for	ADP
cana-1576	211	2	example	example	NOUN
cana-1576	211	3	,	,	PUNCT
cana-1576	211	4	flexible	flexible	ADJ
cana-1576	211	5	systems	system	NOUN
cana-1576	211	6	can	can	AUX
cana-1576	211	7	make	make	VERB
cana-1576	211	8	healing	healing	NOUN
cana-1576	211	9	vr	vr	NOUN
cana-1576	211	10	models	model	NOUN
cana-1576	211	11	more	more	ADV
cana-1576	211	12	effective	effective	ADJ
cana-1576	211	13	by	by	ADP
cana-1576	211	14	reacting	react	VERB
cana-1576	211	15	to	to	ADP
cana-1576	211	16	the	the	DET
cana-1576	211	17	patient	patient	NOUN
cana-1576	211	18	's	's	PART
cana-1576	211	19	emotions	emotion	NOUN
cana-1576	211	20	in	in	ADP
cana-1576	211	21	real	real	ADJ
cana-1576	211	22	time	time	NOUN
cana-1576	211	23	,	,	PUNCT
cana-1576	211	24	which	which	PRON
cana-1576	211	25	improves	improve	VERB
cana-1576	211	26	treatment	treatment	NOUN
cana-1576	211	27	outcomes	outcome	NOUN
cana-1576	211	28	and	and	CCONJ
cana-1576	211	29	keeps	keep	VERB
cana-1576	211	30	patients	patient	NOUN
cana-1576	211	31	engaged	engage	VERB
cana-1576	211	32	.	.	PUNCT
cana-1576	212	1	from	from	ADP
cana-1576	212	2	a	a	DET
cana-1576	212	3	security	security	NOUN
cana-1576	212	4	and	and	CCONJ
cana-1576	212	5	surveillance	surveillance	NOUN
cana-1576	212	6	perspective	perspective	NOUN
cana-1576	212	7	,	,	PUNCT
cana-1576	212	8	these	these	DET
cana-1576	212	9	devices	device	NOUN
cana-1576	212	10	are	be	AUX
cana-1576	212	11	also	also	ADV
cana-1576	212	12	crucial	crucial	ADJ
cana-1576	212	13	for	for	ADP
cana-1576	212	14	increasing	increase	VERB
cana-1576	212	15	public	public	ADJ
cana-1576	212	16	safety	safety	NOUN
cana-1576	212	17	.	.	PUNCT
cana-1576	213	1	security	security	NOUN
cana-1576	213	2	personnel	personnel	NOUN
cana-1576	213	3	can	can	AUX
cana-1576	213	4	quickly	quickly	ADV
cana-1576	213	5	identify	identify	VERB
cana-1576	213	6	potential	potential	ADJ
cana-1576	213	7	threats	threat	NOUN
cana-1576	213	8	by	by	ADP
cana-1576	213	9	examining	examine	VERB
cana-1576	213	10	real	real	ADJ
cana-1576	213	11	-	-	PUNCT
cana-1576	213	12	time	time	NOUN
cana-1576	213	13	video	video	NOUN
cana-1576	213	14	feeds	feed	VERB
cana-1576	213	15	for	for	ADP
cana-1576	213	16	facial	facial	ADJ
cana-1576	213	17	expressions	expression	NOUN
cana-1576	213	18	and	and	CCONJ
cana-1576	213	19	voice	voice	NOUN
cana-1576	213	20	patterns	pattern	NOUN
cana-1576	213	21	that	that	PRON
cana-1576	213	22	indicate	indicate	VERB
cana-1576	213	23	strange	strange	ADJ
cana-1576	213	24	behavior	behavior	NOUN
cana-1576	213	25	or	or	CCONJ
cana-1576	213	26	distress	distress	NOUN
cana-1576	213	27	.	.	PUNCT
cana-1576	214	1	this	this	DET
cana-1576	214	2	proactive	proactive	ADJ
cana-1576	214	3	method	method	NOUN
cana-1576	214	4	improves	improve	VERB
cana-1576	214	5	safety	safety	NOUN
cana-1576	214	6	in	in	ADP
cana-1576	214	7	public	public	ADJ
cana-1576	214	8	areas	area	NOUN
cana-1576	214	9	and	and	CCONJ
cana-1576	214	10	important	important	ADJ
cana-1576	214	11	structures	structure	NOUN
cana-1576	214	12	,	,	PUNCT
cana-1576	214	13	showing	show	VERB
cana-1576	214	14	that	that	SCONJ
cana-1576	214	15	the	the	DET
cana-1576	214	16	system	system	NOUN
cana-1576	214	17	can	can	AUX
cana-1576	214	18	help	help	VERB
cana-1576	214	19	protect	protect	VERB
cana-1576	214	20	v.	v.	ADP
cana-1576	214	21	challenges	challenge	NOUN
cana-1576	214	22	and	and	CCONJ
cana-1576	214	23	future	future	ADJ
cana-1576	214	24	directions	direction	NOUN
cana-1576	214	25	a.	a.	NOUN
cana-1576	214	26	identification	identification	NOUN
cana-1576	214	27	of	of	ADP
cana-1576	214	28	challenges	challenge	NOUN
cana-1576	214	29	encountered	encounter	VERB
cana-1576	214	30	during	during	ADP
cana-1576	214	31	the	the	DET
cana-1576	214	32	research	research	NOUN
cana-1576	214	33	multimodal	multimodal	NOUN
cana-1576	214	34	emotion	emotion	NOUN
cana-1576	214	35	recognition	recognition	NOUN
cana-1576	214	36	research	research	NOUN
cana-1576	214	37	faces	face	VERB
cana-1576	214	38	a	a	DET
cana-1576	214	39	number	number	NOUN
cana-1576	214	40	of	of	ADP
cana-1576	214	41	big	big	ADJ
cana-1576	214	42	problems	problem	NOUN
cana-1576	214	43	that	that	PRON
cana-1576	214	44	slow	slow	VERB
cana-1576	214	45	its	its	PRON
cana-1576	214	46	the	the	DET
cana-1576	214	47	number	number	NOUN
cana-1576	214	48	of	of	ADP
cana-1576	214	49	datasets	dataset	NOUN
cana-1576	214	50	increases	increase	NOUN
cana-1576	214	51	,	,	PUNCT
cana-1576	214	52	making	make	VERB
cana-1576	214	53	them	they	PRON
cana-1576	214	54	difficult	difficult	ADJ
cana-1576	214	55	to	to	PART
cana-1576	214	56	use	use	VERB
cana-1576	214	57	in	in	ADP
cana-1576	214	58	many	many	ADJ
cana-1576	214	59	domains	domain	NOUN
cana-1576	214	60	.	.	PUNCT
cana-1576	215	1	the	the	DET
cana-1576	215	2	variety	variety	NOUN
cana-1576	215	3	of	of	ADP
cana-1576	215	4	types	type	NOUN
cana-1576	215	5	and	and	CCONJ
cana-1576	215	6	quality	quality	NOUN
cana-1576	215	7	levels	level	NOUN
cana-1576	215	8	in	in	ADP
cana-1576	215	9	mixed	mixed	ADJ
cana-1576	215	10	datasets	dataset	NOUN
cana-1576	215	11	is	be	AUX
cana-1576	215	12	a	a	DET
cana-1576	215	13	major	major	ADJ
cana-1576	215	14	issue	issue	NOUN
cana-1576	215	15	.	.	PUNCT
cana-1576	216	1	to	to	PART
cana-1576	216	2	train	train	VERB
cana-1576	216	3	accurate	accurate	ADJ
cana-1576	216	4	emotion	emotion	NOUN
cana-1576	216	5	recognition	recognition	NOUN
cana-1576	216	6	models	model	NOUN
cana-1576	216	7	,	,	PUNCT
cana-1576	216	8	it	it	PRON
cana-1576	216	9	is	be	AUX
cana-1576	216	10	important	important	ADJ
cana-1576	216	11	to	to	PART
cana-1576	216	12	collect	collect	VERB
cana-1576	216	13	large	large	ADJ
cana-1576	216	14	datasets	dataset	NOUN
cana-1576	216	15	that	that	PRON
cana-1576	216	16	span	span	VERB
cana-1576	216	17	a	a	DET
cana-1576	216	18	wide	wide	ADJ
cana-1576	216	19	range	range	NOUN
cana-1576	216	20	of	of	ADP
cana-1576	216	21	emotions	emotion	NOUN
cana-1576	216	22	,	,	PUNCT
cana-1576	216	23	cultural	cultural	ADJ
cana-1576	216	24	backgrounds	background	NOUN
cana-1576	216	25	,	,	PUNCT
cana-1576	216	26	and	and	CCONJ
cana-1576	216	27	natural	natural	ADJ
cana-1576	216	28	conditions	condition	NOUN
cana-1576	216	29	.	.	PUNCT
cana-1576	217	1	however	however	ADV
cana-1576	217	2	,	,	PUNCT
cana-1576	217	3	it	it	PRON
cana-1576	217	4	is	be	AUX
cana-1576	217	5	difficult	difficult	ADJ
cana-1576	217	6	to	to	PART
cana-1576	217	7	ensure	ensure	VERB
cana-1576	217	8	consistency	consistency	NOUN
cana-1576	217	9	and	and	CCONJ
cana-1576	217	10	reliability	reliability	NOUN
cana-1576	217	11	of	of	ADP
cana-1576	217	12	labeled	label	VERB
cana-1576	217	13	data	datum	NOUN
cana-1576	217	14	across	across	ADP
cana-1576	217	15	different	different	ADJ
cana-1576	217	16	data	datum	NOUN
cana-1576	217	17	types	type	NOUN
cana-1576	217	18	,	,	PUNCT
cana-1576	217	19	such	such	ADJ
cana-1576	217	20	as	as	ADP
cana-1576	217	21	speech	speech	NOUN
cana-1576	217	22	patterns	pattern	NOUN
cana-1576	217	23	,	,	PUNCT
cana-1576	217	24	facial	facial	ADJ
cana-1576	217	25	movements	movement	NOUN
cana-1576	217	26	,	,	PUNCT
cana-1576	217	27	and	and	CCONJ
cana-1576	217	28	writing	writing	NOUN
cana-1576	217	29	.	.	PUNCT
cana-1576	218	1	changes	change	NOUN
cana-1576	218	2	in	in	ADP
cana-1576	218	3	noise	noise	NOUN
cana-1576	218	4	levels	level	NOUN
cana-1576	218	5	,	,	PUNCT
cana-1576	218	6	lighting	lighting	NOUN
cana-1576	218	7	,	,	PUNCT
cana-1576	218	8	and	and	CCONJ
cana-1576	218	9	the	the	DET
cana-1576	218	10	way	way	NOUN
cana-1576	218	11	people	people	NOUN
cana-1576	218	12	express	express	VERB
cana-1576	218	13	themselves	themselves	PRON
cana-1576	218	14	can	can	AUX
cana-1576	218	15	introduce	introduce	VERB
cana-1576	218	16	biases	bias	NOUN
cana-1576	218	17	that	that	PRON
cana-1576	218	18	weaken	weaken	VERB
cana-1576	218	19	the	the	DET
cana-1576	218	20	reliability	reliability	NOUN
cana-1576	218	21	of	of	ADP
cana-1576	218	22	the	the	DET
cana-1576	218	23	learned	learn	VERB
cana-1576	218	24	model	model	NOUN
cana-1576	218	25	.	.	PUNCT
cana-1576	219	1	another	another	DET
cana-1576	219	2	key	key	ADJ
cana-1576	219	3	task	task	NOUN
cana-1576	219	4	is	be	AUX
cana-1576	219	5	to	to	PART
cana-1576	219	6	combine	combine	VERB
cana-1576	219	7	and	and	CCONJ
cana-1576	219	8	integrate	integrate	VERB
cana-1576	219	9	features	feature	NOUN
cana-1576	219	10	from	from	ADP
cana-1576	219	11	different	different	ADJ
cana-1576	219	12	modes	mode	NOUN
cana-1576	219	13	.	.	PUNCT
cana-1576	220	1	early	early	ADJ
cana-1576	220	2	fusion	fusion	NOUN
cana-1576	220	3	techniques	technique	NOUN
cana-1576	220	4	combine	combine	VERB
cana-1576	220	5	features	feature	NOUN
cana-1576	220	6	from	from	ADP
cana-1576	220	7	different	different	ADJ
cana-1576	220	8	sources	source	NOUN
cana-1576	220	9	early	early	ADV
cana-1576	220	10	in	in	ADP
cana-1576	220	11	the	the	DET
cana-1576	220	12	processing	processing	NOUN
cana-1576	220	13	stream	stream	NOUN
cana-1576	220	14	.	.	PUNCT
cana-1576	221	1	to	to	PART
cana-1576	221	2	make	make	VERB
cana-1576	221	3	sure	sure	ADJ
cana-1576	221	4	that	that	SCONJ
cana-1576	221	5	different	different	ADJ
cana-1576	221	6	types	type	NOUN
cana-1576	221	7	of	of	ADP
cana-1576	221	8	data	datum	NOUN
cana-1576	221	9	work	work	VERB
cana-1576	221	10	together	together	ADV
cana-1576	221	11	,	,	PUNCT
cana-1576	221	12	they	they	PRON
cana-1576	221	13	need	need	VERB
cana-1576	221	14	good	good	ADJ
cana-1576	221	15	cleaning	cleaning	NOUN
cana-1576	221	16	techniques	technique	NOUN
cana-1576	221	17	.	.	PUNCT
cana-1576	222	1	b.	b.	NOUN
cana-1576	222	2	proposals	proposal	NOUN
cana-1576	222	3	for	for	ADP
cana-1576	222	4	overcoming	overcome	VERB
cana-1576	222	5	current	current	ADJ
cana-1576	222	6	limitations	limitation	NOUN
cana-1576	222	7	and	and	CCONJ
cana-1576	222	8	improving	improve	VERB
cana-1576	222	9	accuracy	accuracy	NOUN
cana-1576	222	10	a	a	DET
cana-1576	222	11	few	few	ADJ
cana-1576	222	12	key	key	ADJ
cana-1576	222	13	strategies	strategy	NOUN
cana-1576	222	14	can	can	AUX
cana-1576	222	15	be	be	AUX
cana-1576	222	16	utilized	utilize	VERB
cana-1576	222	17	to	to	PART
cana-1576	222	18	maintain	maintain	VERB
cana-1576	222	19	a	a	DET
cana-1576	222	20	strategic	strategic	ADJ
cana-1576	222	21	distance	distance	NOUN
cana-1576	222	22	from	from	ADP
cana-1576	222	23	current	current	ADJ
cana-1576	222	24	issues	issue	NOUN
cana-1576	222	25	with	with	ADP
cana-1576	222	26	multimodal	multimodal	ADJ
cana-1576	222	27	feeling	feeling	NOUN
cana-1576	222	28	acknowledgment	acknowledgment	NOUN
cana-1576	222	29	frameworks	framework	NOUN
cana-1576	222	30	and	and	CCONJ
cana-1576	222	31	progress	progress	VERB
cana-1576	222	32	their	their	PRON
cana-1576	222	33	precision	precision	NOUN
cana-1576	222	34	.	.	PUNCT
cana-1576	223	1	to	to	PART
cana-1576	223	2	begin	begin	VERB
cana-1576	223	3	with	with	ADP
cana-1576	223	4	,	,	PUNCT
cana-1576	223	5	it	it	PRON
cana-1576	223	6	is	be	AUX
cana-1576	223	7	vital	vital	ADJ
cana-1576	223	8	to	to	PART
cana-1576	223	9	progress	progress	VERB
cana-1576	223	10	how	how	SCONJ
cana-1576	223	11	we	we	PRON
cana-1576	223	12	collect	collect	VERB
cana-1576	223	13	and	and	CCONJ
cana-1576	223	14	comment	comment	VERB
cana-1576	223	15	on	on	ADP
cana-1576	223	16	information	information	NOUN
cana-1576	223	17	.	.	PUNCT
cana-1576	224	1	this	this	PRON
cana-1576	224	2	requires	require	VERB
cana-1576	224	3	collecting	collect	VERB
cana-1576	224	4	a	a	DET
cana-1576	224	5	assortment	assortment	NOUN
cana-1576	224	6	of	of	ADP
cana-1576	224	7	recordings	recording	NOUN
cana-1576	224	8	that	that	PRON
cana-1576	224	9	appear	appear	VERB
cana-1576	224	10	distinctive	distinctive	ADJ
cana-1576	224	11	social	social	ADJ
cana-1576	224	12	situations	situation	NOUN
cana-1576	224	13	,	,	PUNCT
cana-1576	224	14	feelings	feeling	NOUN
cana-1576	224	15	,	,	PUNCT
cana-1576	224	16	and	and	CCONJ
cana-1576	224	17	normal	normal	ADJ
cana-1576	224	18	conditions	condition	NOUN
cana-1576	224	19	.	.	PUNCT
cana-1576	225	1	utilizing	utilize	VERB
cana-1576	225	2	robotized	robotize	VERB
cana-1576	225	3	apparatuses	apparatus	NOUN
cana-1576	225	4	to	to	PART
cana-1576	225	5	include	include	VERB
cana-1576	225	6	to	to	ADP
cana-1576	225	7	the	the	DET
cana-1576	225	8	dataset	dataset	NOUN
cana-1576	225	9	and	and	CCONJ
cana-1576	225	10	requesting	request	VERB
cana-1576	225	11	comments	comment	NOUN
cana-1576	225	12	from	from	ADP
cana-1576	225	13	the	the	DET
cana-1576	225	14	open	open	NOUN
cana-1576	225	15	can	can	AUX
cana-1576	225	16	offer	offer	VERB
cana-1576	225	17	assistance	assistance	NOUN
cana-1576	225	18	guarantee	guarantee	VERB
cana-1576	225	19	that	that	SCONJ
cana-1576	225	20	the	the	DET
cana-1576	225	21	dataset	dataset	NOUN
cana-1576	225	22	is	be	AUX
cana-1576	225	23	solid	solid	ADJ
cana-1576	225	24	and	and	CCONJ
cana-1576	225	25	comprehensive	comprehensive	ADJ
cana-1576	225	26	.	.	PUNCT
cana-1576	226	1	way	way	NOUN
cana-1576	226	2	better	well	ADJ
cana-1576	226	3	information	information	NOUN
cana-1576	226	4	quality	quality	NOUN
cana-1576	226	5	communications	communication	NOUN
cana-1576	226	6	on	on	ADP
cana-1576	226	7	applied	apply	VERB
cana-1576	226	8	nonlinear	nonlinear	ADJ
cana-1576	226	9	analysis	analysis	NOUN
cana-1576	226	10	issn	issn	NOUN
cana-1576	226	11	:	:	PUNCT
cana-1576	226	12	1074	1074	NUM
cana-1576	226	13	-	-	PUNCT
cana-1576	226	14	133x	133x	NUM
cana-1576	226	15	vol	vol	NOUN
cana-1576	226	16	31	31	NUM
cana-1576	226	17	no	no	NOUN
cana-1576	226	18	.	.	PUNCT
cana-1576	227	1	8s	8s	PROPN
cana-1576	227	2	(	(	PUNCT
cana-1576	227	3	2024	2024	NUM
cana-1576	227	4	)	)	PUNCT
cana-1576	227	5	664	664	NUM
cana-1576	227	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	227	7	decreases	decrease	VERB
cana-1576	227	8	inclination	inclination	NOUN
cana-1576	227	9	and	and	CCONJ
cana-1576	227	10	makes	make	VERB
cana-1576	227	11	the	the	DET
cana-1576	227	12	demonstrate	demonstrate	NOUN
cana-1576	227	13	more	more	ADV
cana-1576	227	14	valuable	valuable	ADJ
cana-1576	227	15	for	for	ADP
cana-1576	227	16	a	a	DET
cana-1576	227	17	more	more	ADV
cana-1576	227	18	extensive	extensive	ADJ
cana-1576	227	19	run	run	NOUN
cana-1576	227	20	of	of	ADP
cana-1576	227	21	individuals	individual	NOUN
cana-1576	227	22	and	and	CCONJ
cana-1576	227	23	circumstances	circumstance	NOUN
cana-1576	227	24	.	.	PUNCT
cana-1576	228	1	moment	moment	NOUN
cana-1576	228	2	,	,	PUNCT
cana-1576	228	3	we	we	PRON
cana-1576	228	4	have	have	VERB
cana-1576	228	5	to	to	PART
cana-1576	228	6	be	be	AUX
cana-1576	228	7	move	move	VERB
cana-1576	228	8	forward	forward	ADV
cana-1576	228	9	how	how	SCONJ
cana-1576	228	10	we	we	PRON
cana-1576	228	11	combine	combine	VERB
cana-1576	228	12	highlights	highlight	NOUN
cana-1576	228	13	to	to	PART
cana-1576	228	14	urge	urge	VERB
cana-1576	228	15	total	total	ADJ
cana-1576	228	16	passionate	passionate	ADJ
cana-1576	228	17	signals	signal	NOUN
cana-1576	228	18	from	from	ADP
cana-1576	228	19	distinctive	distinctive	ADJ
cana-1576	228	20	sources	source	NOUN
cana-1576	228	21	.	.	PUNCT
cana-1576	229	1	consideration	consideration	NOUN
cana-1576	229	2	components	component	NOUN
cana-1576	229	3	and	and	CCONJ
cana-1576	229	4	multimodal	multimodal	NOUN
cana-1576	229	5	combination	combination	NOUN
cana-1576	229	6	systems	system	NOUN
cana-1576	229	7	are	be	AUX
cana-1576	229	8	two	two	NUM
cana-1576	229	9	strategies	strategy	NOUN
cana-1576	229	10	that	that	PRON
cana-1576	229	11	blend	blend	VERB
cana-1576	229	12	and	and	CCONJ
cana-1576	229	13	weight	weight	NOUN
cana-1576	229	14	data	datum	NOUN
cana-1576	229	15	from	from	ADP
cana-1576	229	16	distinctive	distinctive	ADJ
cana-1576	229	17	sources	source	NOUN
cana-1576	229	18	agreeing	agree	VERB
cana-1576	229	19	to	to	ADP
cana-1576	229	20	their	their	PRON
cana-1576	229	21	significance	significance	NOUN
cana-1576	229	22	and	and	CCONJ
cana-1576	229	23	unwavering	unwavering	ADJ
cana-1576	229	24	quality	quality	NOUN
cana-1576	229	25	.	.	PUNCT
cana-1576	230	1	this	this	DET
cana-1576	230	2	modification	modification	NOUN
cana-1576	230	3	will	will	AUX
cana-1576	230	4	guarantee	guarantee	VERB
cana-1576	230	5	that	that	SCONJ
cana-1576	230	6	the	the	DET
cana-1576	230	7	show	show	NOUN
cana-1576	230	8	works	work	VERB
cana-1576	230	9	well	well	ADV
cana-1576	230	10	completely	completely	ADV
cana-1576	230	11	different	different	ADJ
cana-1576	230	12	situations	situation	NOUN
cana-1576	230	13	and	and	CCONJ
cana-1576	230	14	social	social	ADJ
cana-1576	230	15	bunches	bunche	NOUN
cana-1576	230	16	that	that	PRON
cana-1576	230	17	will	will	AUX
cana-1576	230	18	have	have	VERB
cana-1576	230	19	distinctive	distinctive	ADJ
cana-1576	230	20	information	information	NOUN
cana-1576	230	21	get	get	VERB
cana-1576	230	22	to	to	ADP
cana-1576	230	23	and	and	CCONJ
cana-1576	230	24	characteristics	characteristic	NOUN
cana-1576	230	25	.	.	PUNCT
cana-1576	231	1	moral	moral	ADJ
cana-1576	231	2	concerns	concern	NOUN
cana-1576	231	3	are	be	AUX
cana-1576	231	4	paramount	paramount	ADJ
cana-1576	231	5	when	when	SCONJ
cana-1576	231	6	making	make	VERB
cana-1576	231	7	and	and	CCONJ
cana-1576	231	8	utilizing	utilize	VERB
cana-1576	231	9	these	these	DET
cana-1576	231	10	frameworks	framework	NOUN
cana-1576	231	11	.	.	PUNCT
cana-1576	232	1	it	it	PRON
cana-1576	232	2	is	be	AUX
cana-1576	232	3	vital	vital	ADJ
cana-1576	232	4	to	to	PART
cana-1576	232	5	utilize	utilize	VERB
cana-1576	232	6	strategies	strategy	NOUN
cana-1576	232	7	that	that	PRON
cana-1576	232	8	ensure	ensure	VERB
cana-1576	232	9	security	security	NOUN
cana-1576	232	10	,	,	PUNCT
cana-1576	232	11	get	get	VERB
cana-1576	232	12	educated	educate	VERB
cana-1576	232	13	authorization	authorization	NOUN
cana-1576	232	14	for	for	ADP
cana-1576	232	15	information	information	NOUN
cana-1576	232	16	utilize	utilize	VERB
cana-1576	232	17	,	,	PUNCT
cana-1576	232	18	and	and	CCONJ
cana-1576	232	19	advance	advance	NOUN
cana-1576	232	20	openness	openness	NOUN
cana-1576	232	21	within	within	ADP
cana-1576	232	22	the	the	DET
cana-1576	232	23	creation	creation	NOUN
cana-1576	232	24	and	and	CCONJ
cana-1576	232	25	application	application	NOUN
cana-1576	232	26	of	of	ADP
cana-1576	232	27	models	model	NOUN
cana-1576	232	28	.	.	PUNCT
cana-1576	233	1	establishing	establish	VERB
cana-1576	233	2	clear	clear	ADJ
cana-1576	233	3	moral	moral	ADJ
cana-1576	233	4	standards	standard	NOUN
cana-1576	233	5	and	and	CCONJ
cana-1576	233	6	rules	rule	NOUN
cana-1576	233	7	for	for	ADP
cana-1576	233	8	the	the	DET
cana-1576	233	9	responsible	responsible	ADJ
cana-1576	233	10	use	use	NOUN
cana-1576	233	11	of	of	ADP
cana-1576	233	12	multimodal	multimodal	ADJ
cana-1576	233	13	emotion	emotion	NOUN
cana-1576	233	14	recognition	recognition	NOUN
cana-1576	233	15	technologies	technology	NOUN
cana-1576	233	16	will	will	AUX
cana-1576	233	17	protect	protect	VERB
cana-1576	233	18	users	user	NOUN
cana-1576	233	19	'	'	PART
cana-1576	233	20	rights	right	NOUN
cana-1576	233	21	and	and	CCONJ
cana-1576	233	22	create	create	VERB
cana-1576	233	23	trust	trust	NOUN
cana-1576	233	24	in	in	ADP
cana-1576	233	25	these	these	DET
cana-1576	233	26	technologies	technology	NOUN
cana-1576	233	27	,	,	PUNCT
cana-1576	233	28	shown	show	VERB
cana-1576	233	29	in	in	ADP
cana-1576	233	30	figure	figure	NOUN
cana-1576	233	31	3	3	NUM
cana-1576	233	32	.	.	PUNCT
cana-1576	234	1	researchers	researcher	NOUN
cana-1576	234	2	can	can	AUX
cana-1576	234	3	get	get	VERB
cana-1576	234	4	around	around	ADP
cana-1576	234	5	the	the	DET
cana-1576	234	6	problems	problem	NOUN
cana-1576	234	7	that	that	PRON
cana-1576	234	8	currently	currently	ADV
cana-1576	234	9	exist	exist	VERB
cana-1576	234	10	in	in	ADP
cana-1576	234	11	multimodal	multimodal	ADJ
cana-1576	234	12	emotion	emotion	NOUN
cana-1576	234	13	recognition	recognition	NOUN
cana-1576	234	14	systems	system	NOUN
cana-1576	234	15	by	by	ADP
cana-1576	234	16	following	follow	VERB
cana-1576	234	17	these	these	DET
cana-1576	234	18	steps	step	NOUN
cana-1576	234	19	:	:	PUNCT
cana-1576	234	20	improving	improve	VERB
cana-1576	234	21	data	datum	NOUN
cana-1576	234	22	quality	quality	NOUN
cana-1576	234	23	,	,	PUNCT
cana-1576	234	24	developing	develop	VERB
cana-1576	234	25	feature	feature	NOUN
cana-1576	234	26	integration	integration	NOUN
cana-1576	234	27	techniques	technique	NOUN
cana-1576	234	28	,	,	PUNCT
cana-1576	234	29	fixing	fix	VERB
cana-1576	234	30	synchronization	synchronization	NOUN
cana-1576	234	31	issues	issue	NOUN
cana-1576	234	32	,	,	PUNCT
cana-1576	234	33	using	use	VERB
cana-1576	234	34	transfer	transfer	NOUN
cana-1576	234	35	learning	learning	NOUN
cana-1576	234	36	,	,	PUNCT
cana-1576	234	37	and	and	CCONJ
cana-1576	234	38	making	make	VERB
cana-1576	234	39	sure	sure	ADJ
cana-1576	234	40	that	that	SCONJ
cana-1576	234	41	ethical	ethical	ADJ
cana-1576	234	42	standards	standard	NOUN
cana-1576	234	43	are	be	AUX
cana-1576	234	44	met	meet	VERB
cana-1576	234	45	.	.	PUNCT
cana-1576	235	1	figure	figure	VERB
cana-1576	235	2	3	3	NUM
cana-1576	235	3	:	:	PUNCT
cana-1576	235	4	illustrating	illustrate	VERB
cana-1576	235	5	the	the	DET
cana-1576	235	6	challenges	challenge	NOUN
cana-1576	235	7	and	and	CCONJ
cana-1576	235	8	future	future	ADJ
cana-1576	235	9	directions	direction	NOUN
cana-1576	235	10	these	these	DET
cana-1576	235	11	improvements	improvement	NOUN
cana-1576	235	12	are	be	AUX
cana-1576	235	13	necessary	necessary	ADJ
cana-1576	235	14	to	to	PART
cana-1576	235	15	use	use	VERB
cana-1576	235	16	emotion	emotion	NOUN
cana-1576	235	17	recognition	recognition	NOUN
cana-1576	235	18	technology	technology	NOUN
cana-1576	235	19	to	to	ADP
cana-1576	235	20	its	its	PRON
cana-1576	235	21	fullest	full	ADJ
cana-1576	235	22	in	in	ADP
cana-1576	235	23	many	many	ADJ
cana-1576	235	24	areas	area	NOUN
cana-1576	235	25	,	,	PUNCT
cana-1576	235	26	from	from	ADP
cana-1576	235	27	education	education	NOUN
cana-1576	235	28	and	and	CCONJ
cana-1576	235	29	healthcare	healthcare	NOUN
cana-1576	235	30	to	to	PART
cana-1576	235	31	fun	fun	VERB
cana-1576	235	32	and	and	CCONJ
cana-1576	235	33	security	security	NOUN
cana-1576	235	34	,	,	PUNCT
cana-1576	235	35	which	which	PRON
cana-1576	235	36	will	will	AUX
cana-1576	235	37	eventually	eventually	ADV
cana-1576	235	38	lead	lead	VERB
cana-1576	235	39	to	to	ADP
cana-1576	235	40	better	well	ADJ
cana-1576	235	41	relations	relation	NOUN
cana-1576	235	42	between	between	ADP
cana-1576	235	43	people	people	NOUN
cana-1576	235	44	and	and	CCONJ
cana-1576	235	45	machines	machine	NOUN
cana-1576	235	46	and	and	CCONJ
cana-1576	235	47	better	well	ADJ
cana-1576	235	48	results	result	NOUN
cana-1576	235	49	for	for	ADP
cana-1576	235	50	society	society	NOUN
cana-1576	235	51	as	as	ADP
cana-1576	235	52	a	a	DET
cana-1576	235	53	whole	whole	NOUN
cana-1576	235	54	.	.	PUNCT
cana-1576	236	1	vi	vi	X
cana-1576	236	2	.	.	NOUN
cana-1576	236	3	results	result	NOUN
cana-1576	236	4	and	and	CCONJ
cana-1576	236	5	discussion	discussion	NOUN
cana-1576	236	6	including	include	VERB
cana-1576	236	7	blended	blend	VERB
cana-1576	236	8	sources	source	NOUN
cana-1576	236	9	such	such	ADJ
cana-1576	236	10	as	as	ADP
cana-1576	236	11	discourse	discourse	NOUN
cana-1576	236	12	,	,	PUNCT
cana-1576	236	13	content	content	NOUN
cana-1576	236	14	,	,	PUNCT
cana-1576	236	15	and	and	CCONJ
cana-1576	236	16	facial	facial	ADJ
cana-1576	236	17	developments	development	NOUN
cana-1576	236	18	guarantees	guarantee	VERB
cana-1576	236	19	to	to	PART
cana-1576	236	20	create	create	VERB
cana-1576	236	21	feeling	feeling	NOUN
cana-1576	236	22	acknowledgment	acknowledgment	NOUN
cana-1576	236	23	frameworks	framework	VERB
cana-1576	236	24	more	more	ADV
cana-1576	236	25	precise	precise	ADJ
cana-1576	236	26	and	and	CCONJ
cana-1576	236	27	total	total	ADJ
cana-1576	236	28	.	.	PUNCT
cana-1576	237	1	analysts	analyst	NOUN
cana-1576	237	2	have	have	AUX
cana-1576	237	3	been	be	AUX
cana-1576	237	4	able	able	ADJ
cana-1576	237	5	to	to	PART
cana-1576	237	6	pick	pick	VERB
cana-1576	237	7	up	up	ADP
cana-1576	237	8	a	a	DET
cana-1576	237	9	more	more	ADV
cana-1576	237	10	profound	profound	ADJ
cana-1576	237	11	understanding	understanding	NOUN
cana-1576	237	12	of	of	ADP
cana-1576	237	13	human	human	ADJ
cana-1576	237	14	feelings	feeling	NOUN
cana-1576	237	15	by	by	ADP
cana-1576	237	16	utilizing	utilize	VERB
cana-1576	237	17	both	both	CCONJ
cana-1576	237	18	verbal	verbal	ADJ
cana-1576	237	19	and	and	CCONJ
cana-1576	237	20	non	non	ADJ
cana-1576	237	21	-	-	ADJ
cana-1576	237	22	verbal	verbal	ADJ
cana-1576	237	23	signals	signal	NOUN
cana-1576	237	24	together	together	ADV
cana-1576	237	25	,	,	PUNCT
cana-1576	237	26	which	which	PRON
cana-1576	237	27	gives	give	VERB
cana-1576	237	28	a	a	DET
cana-1576	237	29	more	more	ADV
cana-1576	237	30	total	total	ADJ
cana-1576	237	31	understanding	understanding	NOUN
cana-1576	237	32	of	of	ADP
cana-1576	237	33	how	how	SCONJ
cana-1576	237	34	individuals	individual	NOUN
cana-1576	237	35	are	be	AUX
cana-1576	237	36	feeling	feel	VERB
cana-1576	237	37	.	.	PUNCT
cana-1576	238	1	comes	come	VERB
cana-1576	238	2	about	about	ADV
cana-1576	238	3	appear	appear	VERB
cana-1576	238	4	that	that	SCONJ
cana-1576	238	5	including	include	VERB
cana-1576	238	6	facial	facial	ADJ
cana-1576	238	7	developments	development	NOUN
cana-1576	238	8	to	to	PART
cana-1576	238	9	discourse	discourse	VERB
cana-1576	238	10	and	and	CCONJ
cana-1576	238	11	content	content	ADJ
cana-1576	238	12	information	information	NOUN
cana-1576	238	13	increments	increment	VERB
cana-1576	238	14	the	the	DET
cana-1576	238	15	unwavering	unwavering	ADJ
cana-1576	238	16	quality	quality	NOUN
cana-1576	238	17	of	of	ADP
cana-1576	238	18	feeling	feel	VERB
cana-1576	238	19	acknowledgment	acknowledgment	NOUN
cana-1576	238	20	models	model	NOUN
cana-1576	238	21	.	.	PUNCT
cana-1576	239	1	visual	visual	ADJ
cana-1576	239	2	prompts	prompt	NOUN
cana-1576	239	3	from	from	ADP
cana-1576	239	4	facial	facial	ADJ
cana-1576	239	5	feelings	feeling	NOUN
cana-1576	239	6	,	,	PUNCT
cana-1576	239	7	combined	combine	VERB
cana-1576	239	8	with	with	ADP
cana-1576	239	9	talked	talk	VERB
cana-1576	239	10	and	and	CCONJ
cana-1576	239	11	composed	compose	VERB
cana-1576	239	12	content	content	NOUN
cana-1576	239	13	,	,	PUNCT
cana-1576	239	14	give	give	VERB
cana-1576	239	15	a	a	DET
cana-1576	239	16	more	more	ADV
cana-1576	239	17	total	total	ADJ
cana-1576	239	18	dataset	dataset	NOUN
cana-1576	239	19	for	for	ADP
cana-1576	239	20	investigation	investigation	NOUN
cana-1576	239	21	.	.	PUNCT
cana-1576	240	1	combining	combine	VERB
cana-1576	240	2	these	these	DET
cana-1576	240	3	two	two	NUM
cana-1576	240	4	sorts	sort	NOUN
cana-1576	240	5	of	of	ADP
cana-1576	240	6	data	datum	NOUN
cana-1576	240	7	permits	permit	VERB
cana-1576	240	8	computers	computer	NOUN
cana-1576	240	9	to	to	PART
cana-1576	240	10	way	way	ADV
cana-1576	240	11	better	well	ADV
cana-1576	240	12	get	get	VERB
cana-1576	240	13	it	it	PRON
cana-1576	240	14	feelings	feeling	NOUN
cana-1576	240	15	,	,	PUNCT
cana-1576	240	16	indeed	indeed	ADV
cana-1576	240	17	when	when	SCONJ
cana-1576	240	18	either	either	DET
cana-1576	240	19	sort	sort	NOUN
cana-1576	240	20	of	of	ADP
cana-1576	240	21	data	datum	NOUN
cana-1576	240	22	is	be	AUX
cana-1576	240	23	hazy	hazy	ADJ
cana-1576	240	24	or	or	CCONJ
cana-1576	240	25	lost	lose	VERB
cana-1576	240	26	on	on	ADP
cana-1576	240	27	its	its	PRON
cana-1576	240	28	claim	claim	NOUN
cana-1576	240	29	.	.	PUNCT
cana-1576	241	1	individuals	individual	NOUN
cana-1576	241	2	who	who	PRON
cana-1576	241	3	have	have	AUX
cana-1576	241	4	talked	talk	VERB
cana-1576	241	5	almost	almost	ADV
cana-1576	241	6	these	these	DET
cana-1576	241	7	discoveries	discovery	NOUN
cana-1576	241	8	have	have	AUX
cana-1576	241	9	centered	center	VERB
cana-1576	241	10	on	on	ADP
cana-1576	241	11	how	how	SCONJ
cana-1576	241	12	they	they	PRON
cana-1576	241	13	can	can	AUX
cana-1576	241	14	be	be	AUX
cana-1576	241	15	utilized	utilize	VERB
cana-1576	241	16	in	in	ADP
cana-1576	241	17	a	a	DET
cana-1576	241	18	assortment	assortment	NOUN
cana-1576	241	19	of	of	ADP
cana-1576	241	20	areas	area	NOUN
cana-1576	241	21	,	,	PUNCT
cana-1576	241	22	counting	count	VERB
cana-1576	241	23	healthcare	healthcare	NOUN
cana-1576	241	24	,	,	PUNCT
cana-1576	241	25	instruction	instruction	NOUN
cana-1576	241	26	,	,	PUNCT
cana-1576	241	27	client	client	NOUN
cana-1576	241	28	benefit	benefit	NOUN
cana-1576	241	29	,	,	PUNCT
cana-1576	241	30	and	and	CCONJ
cana-1576	241	31	human	human	ADJ
cana-1576	241	32	-	-	PUNCT
cana-1576	241	33	computer	computer	NOUN
cana-1576	241	34	communications	communication	NOUN
cana-1576	241	35	on	on	ADP
cana-1576	241	36	applied	apply	VERB
cana-1576	241	37	nonlinear	nonlinear	ADJ
cana-1576	241	38	analysis	analysis	NOUN
cana-1576	241	39	issn	issn	NOUN
cana-1576	241	40	:	:	PUNCT
cana-1576	241	41	1074	1074	NUM
cana-1576	241	42	-	-	PUNCT
cana-1576	241	43	133x	133x	NUM
cana-1576	241	44	vol	vol	NOUN
cana-1576	241	45	31	31	NUM
cana-1576	241	46	no	no	NOUN
cana-1576	241	47	.	.	PUNCT
cana-1576	242	1	8s	8s	PROPN
cana-1576	242	2	(	(	PUNCT
cana-1576	242	3	2024	2024	NUM
cana-1576	242	4	)	)	PUNCT
cana-1576	242	5	665	665	NUM
cana-1576	242	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	242	7	network	network	NOUN
cana-1576	242	8	.	.	PUNCT
cana-1576	243	1	precisely	precisely	ADV
cana-1576	243	2	recognizing	recognize	VERB
cana-1576	243	3	and	and	CCONJ
cana-1576	243	4	reacting	react	VERB
cana-1576	243	5	to	to	ADP
cana-1576	243	6	human	human	ADJ
cana-1576	243	7	feelings	feeling	NOUN
cana-1576	243	8	can	can	AUX
cana-1576	243	9	move	move	VERB
cana-1576	243	10	forward	forward	ADV
cana-1576	243	11	client	client	NOUN
cana-1576	243	12	encounter	encounter	NOUN
cana-1576	243	13	,	,	PUNCT
cana-1576	243	14	make	make	VERB
cana-1576	243	15	administrations	administration	NOUN
cana-1576	243	16	more	more	ADJ
cana-1576	243	17	individual	individual	ADJ
cana-1576	243	18	,	,	PUNCT
cana-1576	243	19	and	and	CCONJ
cana-1576	243	20	help	help	VERB
cana-1576	243	21	in	in	ADP
cana-1576	243	22	way	way	NOUN
cana-1576	243	23	better	well	ADV
cana-1576	243	24	mental	mental	ADJ
cana-1576	243	25	wellbeing	wellbee	VERB
cana-1576	243	26	appraisal	appraisal	NOUN
cana-1576	243	27	and	and	CCONJ
cana-1576	243	28	treatment	treatment	NOUN
cana-1576	243	29	.	.	PUNCT
cana-1576	244	1	to	to	PART
cana-1576	244	2	make	make	VERB
cana-1576	244	3	multimodal	multimodal	ADJ
cana-1576	244	4	emotion	emotion	NOUN
cana-1576	244	5	identification	identification	NOUN
cana-1576	244	6	systems	system	NOUN
cana-1576	244	7	even	even	ADV
cana-1576	244	8	more	more	ADV
cana-1576	244	9	useful	useful	ADJ
cana-1576	244	10	in	in	ADP
cana-1576	244	11	real	real	ADJ
cana-1576	244	12	life	life	NOUN
cana-1576	244	13	,	,	PUNCT
cana-1576	244	14	future	future	ADJ
cana-1576	244	15	study	study	NOUN
cana-1576	244	16	might	might	AUX
cana-1576	244	17	focus	focus	VERB
cana-1576	244	18	on	on	ADP
cana-1576	244	19	improving	improve	VERB
cana-1576	244	20	real	real	ADJ
cana-1576	244	21	-	-	PUNCT
cana-1576	244	22	time	time	NOUN
cana-1576	244	23	processing	processing	NOUN
cana-1576	244	24	,	,	PUNCT
cana-1576	244	25	handling	handle	VERB
cana-1576	244	26	privacy	privacy	NOUN
cana-1576	244	27	issues	issue	NOUN
cana-1576	244	28	,	,	PUNCT
cana-1576	244	29	and	and	CCONJ
cana-1576	244	30	improving	improve	VERB
cana-1576	244	31	merging	merge	VERB
cana-1576	244	32	methods	method	NOUN
cana-1576	244	33	.	.	PUNCT
cana-1576	245	1	table	table	NOUN
cana-1576	245	2	2	2	NUM
cana-1576	245	3	:	:	PUNCT
cana-1576	245	4	emotion	emotion	NOUN
cana-1576	245	5	recognition	recognition	NOUN
cana-1576	245	6	accuracy	accuracy	NOUN
cana-1576	245	7	(	(	PUNCT
cana-1576	245	8	%	%	INTJ
cana-1576	245	9	)	)	PUNCT
cana-1576	245	10	by	by	ADP
cana-1576	245	11	modality	modality	NOUN
cana-1576	245	12	emotion	emotion	NOUN
cana-1576	245	13	audio	audio	NOUN
cana-1576	245	14	only	only	ADV
cana-1576	245	15	text	text	NOUN
cana-1576	245	16	only	only	ADV
cana-1576	245	17	facial	facial	ADJ
cana-1576	245	18	expressions	expression	NOUN
cana-1576	245	19	only	only	ADV
cana-1576	245	20	multimodal	multimodal	NOUN
cana-1576	245	21	(	(	PUNCT
cana-1576	245	22	audio	audio	NOUN
cana-1576	245	23	+	+	CCONJ
cana-1576	245	24	text	text	NOUN
cana-1576	245	25	+	+	CCONJ
cana-1576	245	26	facial	facial	ADJ
cana-1576	245	27	)	)	PUNCT
cana-1576	245	28	happy	happy	ADJ
cana-1576	245	29	82	82	NUM
cana-1576	245	30	%	%	NOUN
cana-1576	245	31	70	70	NUM
cana-1576	245	32	%	%	NOUN
cana-1576	245	33	87	87	NUM
cana-1576	245	34	%	%	NOUN
cana-1576	245	35	93	93	NUM
cana-1576	245	36	%	%	NOUN
cana-1576	245	37	sad	sad	ADJ
cana-1576	245	38	68	68	NUM
cana-1576	245	39	%	%	NOUN
cana-1576	245	40	65	65	NUM
cana-1576	245	41	%	%	NOUN
cana-1576	245	42	75	75	NUM
cana-1576	245	43	%	%	NOUN
cana-1576	245	44	80	80	NUM
cana-1576	245	45	%	%	NOUN
cana-1576	245	46	angry	angry	ADJ
cana-1576	245	47	75	75	NUM
cana-1576	245	48	%	%	NOUN
cana-1576	245	49	69	69	NUM
cana-1576	245	50	%	%	NOUN
cana-1576	245	51	80	80	NUM
cana-1576	245	52	%	%	NOUN
cana-1576	245	53	85	85	NUM
cana-1576	245	54	%	%	NOUN
cana-1576	245	55	neutral	neutral	ADJ
cana-1576	245	56	85	85	NUM
cana-1576	245	57	%	%	NOUN
cana-1576	245	58	83	83	NUM
cana-1576	245	59	%	%	NOUN
cana-1576	245	60	90	90	NUM
cana-1576	245	61	%	%	NOUN
cana-1576	245	62	95	95	NUM
cana-1576	245	63	%	%	NOUN
cana-1576	245	64	when	when	SCONJ
cana-1576	245	65	it	it	PRON
cana-1576	245	66	comes	come	VERB
cana-1576	245	67	to	to	ADP
cana-1576	245	68	emotion	emotion	NOUN
cana-1576	245	69	recognition	recognition	NOUN
cana-1576	245	70	systems	system	NOUN
cana-1576	245	71	,	,	PUNCT
cana-1576	245	72	combining	combine	VERB
cana-1576	245	73	voice	voice	NOUN
cana-1576	245	74	,	,	PUNCT
cana-1576	245	75	text	text	NOUN
cana-1576	245	76	,	,	PUNCT
cana-1576	245	77	and	and	CCONJ
cana-1576	245	78	face	face	NOUN
cana-1576	245	79	reactions	reaction	NOUN
cana-1576	245	80	is	be	AUX
cana-1576	245	81	a	a	DET
cana-1576	245	82	key	key	ADJ
cana-1576	245	83	part	part	NOUN
cana-1576	245	84	of	of	ADP
cana-1576	245	85	making	make	VERB
cana-1576	245	86	them	they	PRON
cana-1576	245	87	more	more	ADV
cana-1576	245	88	accurate	accurate	ADJ
cana-1576	245	89	and	and	CCONJ
cana-1576	245	90	reliable	reliable	ADJ
cana-1576	245	91	across	across	ADP
cana-1576	245	92	a	a	DET
cana-1576	245	93	range	range	NOUN
cana-1576	245	94	of	of	ADP
cana-1576	245	95	emotional	emotional	ADJ
cana-1576	245	96	states	state	NOUN
cana-1576	245	97	.	.	PUNCT
cana-1576	246	1	each	each	DET
cana-1576	246	2	mode	mode	NOUN
cana-1576	246	3	has	have	VERB
cana-1576	246	4	its	its	PRON
cana-1576	246	5	own	own	ADJ
cana-1576	246	6	pros	pro	NOUN
cana-1576	246	7	and	and	CCONJ
cana-1576	246	8	cons	con	NOUN
cana-1576	246	9	when	when	SCONJ
cana-1576	246	10	looking	look	VERB
cana-1576	246	11	at	at	ADP
cana-1576	246	12	certain	certain	ADJ
cana-1576	246	13	feelings	feeling	NOUN
cana-1576	246	14	,	,	PUNCT
cana-1576	246	15	such	such	ADJ
cana-1576	246	16	as	as	ADP
cana-1576	246	17	happiness	happiness	NOUN
cana-1576	246	18	,	,	PUNCT
cana-1576	246	19	sadness	sadness	NOUN
cana-1576	246	20	,	,	PUNCT
cana-1576	246	21	anger	anger	NOUN
cana-1576	246	22	,	,	PUNCT
cana-1576	246	23	and	and	CCONJ
cana-1576	246	24	neutrality	neutrality	NOUN
cana-1576	246	25	.	.	PUNCT
cana-1576	247	1	prosodic	prosodic	ADJ
cana-1576	247	2	traits	trait	NOUN
cana-1576	247	3	like	like	ADP
cana-1576	247	4	tone	tone	NOUN
cana-1576	247	5	and	and	CCONJ
cana-1576	247	6	pitch	pitch	NOUN
cana-1576	247	7	are	be	AUX
cana-1576	247	8	used	use	VERB
cana-1576	247	9	in	in	ADP
cana-1576	247	10	audio	audio	NOUN
cana-1576	247	11	-	-	PUNCT
cana-1576	247	12	based	base	VERB
cana-1576	247	13	mood	mood	NOUN
cana-1576	247	14	recognition	recognition	NOUN
cana-1576	247	15	to	to	PART
cana-1576	247	16	get	get	VERB
cana-1576	247	17	an	an	DET
cana-1576	247	18	82	82	NUM
cana-1576	247	19	%	%	NOUN
cana-1576	247	20	success	success	NOUN
cana-1576	247	21	rate	rate	NOUN
cana-1576	247	22	for	for	ADP
cana-1576	247	23	happiness	happiness	NOUN
cana-1576	247	24	.	.	PUNCT
cana-1576	248	1	figure	figure	NOUN
cana-1576	248	2	4	4	NUM
cana-1576	248	3	:	:	PUNCT
cana-1576	248	4	comparison	comparison	NOUN
cana-1576	248	5	of	of	ADP
cana-1576	248	6	emotion	emotion	NOUN
cana-1576	248	7	detection	detection	NOUN
cana-1576	248	8	accuracy	accuracy	NOUN
cana-1576	248	9	across	across	ADP
cana-1576	248	10	modalities	modality	NOUN
cana-1576	248	11	but	but	CCONJ
cana-1576	248	12	compared	compare	VERB
cana-1576	248	13	to	to	ADP
cana-1576	248	14	facial	facial	ADJ
cana-1576	248	15	emotions	emotion	NOUN
cana-1576	248	16	and	and	CCONJ
cana-1576	248	17	written	write	VERB
cana-1576	248	18	cues	cue	NOUN
cana-1576	248	19	,	,	PUNCT
cana-1576	248	20	it	it	PRON
cana-1576	248	21	is	be	AUX
cana-1576	248	22	n't	not	PART
cana-1576	248	23	as	as	ADV
cana-1576	248	24	good	good	ADJ
cana-1576	248	25	at	at	ADP
cana-1576	248	26	picking	pick	VERB
cana-1576	248	27	up	up	ADP
cana-1576	248	28	on	on	ADP
cana-1576	248	29	minor	minor	ADJ
cana-1576	248	30	mood	mood	NOUN
cana-1576	248	31	changes	change	NOUN
cana-1576	248	32	.	.	PUNCT
cana-1576	249	1	text	text	NOUN
cana-1576	249	2	-	-	PUNCT
cana-1576	249	3	based	base	VERB
cana-1576	249	4	analysis	analysis	NOUN
cana-1576	249	5	is	be	AUX
cana-1576	249	6	very	very	ADV
cana-1576	249	7	good	good	ADJ
cana-1576	249	8	at	at	ADP
cana-1576	249	9	getting	get	VERB
cana-1576	249	10	conceptual	conceptual	ADJ
cana-1576	249	11	material	material	NOUN
cana-1576	249	12	(	(	PUNCT
cana-1576	249	13	it	it	PRON
cana-1576	249	14	gets	get	VERB
cana-1576	249	15	70	70	NUM
cana-1576	249	16	%	%	NOUN
cana-1576	249	17	of	of	ADP
cana-1576	249	18	the	the	DET
cana-1576	249	19	time	time	NOUN
cana-1576	249	20	for	for	ADP
cana-1576	249	21	happiness	happiness	NOUN
cana-1576	249	22	)	)	PUNCT
cana-1576	249	23	,	,	PUNCT
cana-1576	249	24	but	but	CCONJ
cana-1576	249	25	it	it	PRON
cana-1576	249	26	might	might	AUX
cana-1576	249	27	miss	miss	VERB
cana-1576	249	28	emotional	emotional	ADJ
cana-1576	249	29	cues	cue	NOUN
cana-1576	249	30	that	that	PRON
cana-1576	249	31	are	be	AUX
cana-1576	249	32	n't	not	PART
cana-1576	249	33	spoken	speak	VERB
cana-1576	249	34	.	.	PUNCT
cana-1576	250	1	figure	figure	VERB
cana-1576	250	2	5	5	NUM
cana-1576	250	3	:	:	PUNCT
cana-1576	250	4	trends	trend	NOUN
cana-1576	250	5	in	in	ADP
cana-1576	250	6	emotion	emotion	NOUN
cana-1576	250	7	detection	detection	NOUN
cana-1576	250	8	accuracy	accuracy	NOUN
cana-1576	250	9	by	by	ADP
cana-1576	250	10	modality	modality	NOUN
cana-1576	250	11	with	with	ADP
cana-1576	250	12	an	an	DET
cana-1576	250	13	87	87	NUM
cana-1576	250	14	%	%	NOUN
cana-1576	250	15	success	success	NOUN
cana-1576	250	16	rate	rate	NOUN
cana-1576	250	17	,	,	PUNCT
cana-1576	250	18	facial	facial	ADJ
cana-1576	250	19	expression	expression	NOUN
cana-1576	250	20	recognition	recognition	NOUN
cana-1576	250	21	is	be	AUX
cana-1576	250	22	a	a	DET
cana-1576	250	23	great	great	ADJ
cana-1576	250	24	way	way	NOUN
cana-1576	250	25	to	to	PART
cana-1576	250	26	determine	determine	VERB
cana-1576	250	27	if	if	SCONJ
cana-1576	250	28	someone	someone	PRON
cana-1576	250	29	is	be	AUX
cana-1576	250	30	happy	happy	ADJ
cana-1576	250	31	because	because	SCONJ
cana-1576	250	32	it	it	PRON
cana-1576	250	33	detects	detect	VERB
cana-1576	250	34	immediate	immediate	ADJ
cana-1576	250	35	visual	visual	ADJ
cana-1576	250	36	cues	cue	NOUN
cana-1576	250	37	that	that	PRON
cana-1576	250	38	indicate	indicate	VERB
cana-1576	250	39	happiness	happiness	NOUN
cana-1576	250	40	,	,	PUNCT
cana-1576	250	41	such	such	ADJ
cana-1576	250	42	as	as	ADP
cana-1576	250	43	smiles	smile	NOUN
cana-1576	250	44	and	and	CCONJ
cana-1576	250	45	eye	eye	NOUN
cana-1576	250	46	communications	communication	NOUN
cana-1576	250	47	on	on	ADP
cana-1576	250	48	applied	apply	VERB
cana-1576	250	49	nonlinear	nonlinear	ADJ
cana-1576	250	50	analysis	analysis	NOUN
cana-1576	250	51	issn	issn	NOUN
cana-1576	250	52	:	:	PUNCT
cana-1576	250	53	1074	1074	NUM
cana-1576	250	54	-	-	PUNCT
cana-1576	250	55	133x	133x	NUM
cana-1576	250	56	vol	vol	NOUN
cana-1576	250	57	31	31	NUM
cana-1576	250	58	no	no	NOUN
cana-1576	250	59	.	.	PUNCT
cana-1576	251	1	8s	8s	PROPN
cana-1576	251	2	(	(	PUNCT
cana-1576	251	3	2024	2024	NUM
cana-1576	251	4	)	)	PUNCT
cana-1576	251	5	666	666	NUM
cana-1576	251	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1576	251	7	movements	movement	NOUN
cana-1576	251	8	.	.	PUNCT
cana-1576	252	1	using	use	VERB
cana-1576	252	2	all	all	DET
cana-1576	252	3	three	three	NUM
cana-1576	252	4	methods	method	NOUN
cana-1576	252	5	in	in	ADP
cana-1576	252	6	combination	combination	NOUN
cana-1576	252	7	,	,	PUNCT
cana-1576	252	8	multimodal	multimodal	NOUN
cana-1576	252	9	techniques	technique	NOUN
cana-1576	252	10	are	be	AUX
cana-1576	252	11	the	the	DET
cana-1576	252	12	most	most	ADV
cana-1576	252	13	accurate	accurate	ADJ
cana-1576	252	14	for	for	ADP
cana-1576	252	15	all	all	DET
cana-1576	252	16	emotions	emotion	NOUN
cana-1576	252	17	.	.	PUNCT
cana-1576	253	1	by	by	ADP
cana-1576	253	2	leveraging	leverage	VERB
cana-1576	253	3	the	the	DET
cana-1576	253	4	power	power	NOUN
cana-1576	253	5	of	of	ADP
cana-1576	253	6	voice	voice	NOUN
cana-1576	253	7	,	,	PUNCT
cana-1576	253	8	text	text	NOUN
cana-1576	253	9	,	,	PUNCT
cana-1576	253	10	and	and	CCONJ
cana-1576	253	11	facial	facial	ADJ
cana-1576	253	12	data	datum	NOUN
cana-1576	253	13	to	to	PART
cana-1576	253	14	provide	provide	VERB
cana-1576	253	15	a	a	DET
cana-1576	253	16	complete	complete	ADJ
cana-1576	253	17	picture	picture	NOUN
cana-1576	253	18	of	of	ADP
cana-1576	253	19	how	how	SCONJ
cana-1576	253	20	someone	someone	PRON
cana-1576	253	21	is	be	AUX
cana-1576	253	22	feeling	feel	VERB
cana-1576	253	23	,	,	PUNCT
cana-1576	253	24	we	we	PRON
cana-1576	253	25	achieve	achieve	VERB
cana-1576	253	26	an	an	DET
cana-1576	253	27	astounding	astounding	ADJ
cana-1576	253	28	93	93	NUM
cana-1576	253	29	%	%	NOUN
cana-1576	253	30	happiness	happiness	NOUN
cana-1576	253	31	accuracy	accuracy	NOUN
cana-1576	253	32	.	.	PUNCT
cana-1576	254	1	this	this	DET
cana-1576	254	2	all	all	ADV
cana-1576	254	3	-	-	PUNCT
cana-1576	254	4	around	around	ADJ
cana-1576	254	5	method	method	NOUN
cana-1576	254	6	not	not	PART
cana-1576	254	7	only	only	ADV
cana-1576	254	8	improves	improve	VERB
cana-1576	254	9	accuracy	accuracy	NOUN
cana-1576	254	10	,	,	PUNCT
cana-1576	254	11	but	but	CCONJ
cana-1576	254	12	it	it	PRON
cana-1576	254	13	also	also	ADV
cana-1576	254	14	improves	improve	VERB
cana-1576	254	15	stability	stability	NOUN
cana-1576	254	16	by	by	ADP
cana-1576	254	17	reducing	reduce	VERB
cana-1576	254	18	the	the	DET
cana-1576	254	19	problems	problem	NOUN
cana-1576	254	20	that	that	PRON
cana-1576	254	21	come	come	VERB
cana-1576	254	22	with	with	ADP
cana-1576	254	23	each	each	DET
cana-1576	254	24	individual	individual	ADJ
cana-1576	254	25	mode	mode	NOUN
cana-1576	254	26	.	.	PUNCT
cana-1576	255	1	it	it	PRON
cana-1576	255	2	makes	make	VERB
cana-1576	255	3	it	it	PRON
cana-1576	255	4	easier	easy	ADJ
cana-1576	255	5	for	for	SCONJ
cana-1576	255	6	the	the	DET
cana-1576	255	7	system	system	NOUN
cana-1576	255	8	to	to	PART
cana-1576	255	9	pick	pick	VERB
cana-1576	255	10	out	out	ADP
cana-1576	255	11	subtle	subtle	ADJ
cana-1576	255	12	differences	difference	NOUN
cana-1576	255	13	in	in	ADP
cana-1576	255	14	facial	facial	ADJ
cana-1576	255	15	emotions	emotion	NOUN
cana-1576	255	16	,	,	PUNCT
cana-1576	255	17	which	which	PRON
cana-1576	255	18	leads	lead	VERB
cana-1576	255	19	to	to	ADP
cana-1576	255	20	more	more	ADV
cana-1576	255	21	accurate	accurate	ADJ
cana-1576	255	22	and	and	CCONJ
cana-1576	255	23	detailed	detailed	ADJ
cana-1576	255	24	readings	reading	NOUN
cana-1576	255	25	.	.	PUNCT
cana-1576	256	1	table	table	NOUN
cana-1576	256	2	3	3	NUM
cana-1576	256	3	:	:	PUNCT
cana-1576	256	4	performance	performance	NOUN
cana-1576	256	5	metrics	metric	NOUN
cana-1576	256	6	of	of	ADP
cana-1576	256	7	emotion	emotion	NOUN
cana-1576	256	8	recognition	recognition	NOUN
cana-1576	256	9	(	(	PUNCT
cana-1576	256	10	%	%	INTJ
cana-1576	256	11	)	)	PUNCT
cana-1576	256	12	modality	modality	NOUN
cana-1576	256	13	accuracy	accuracy	NOUN
cana-1576	256	14	precision	precision	NOUN
cana-1576	256	15	recall	recall	NOUN
cana-1576	256	16	f1	f1	PROPN
cana-1576	256	17	score	score	NOUN
cana-1576	256	18	audio	audio	NOUN
cana-1576	256	19	only	only	ADV
cana-1576	256	20	79	79	NUM
cana-1576	256	21	%	%	NOUN
cana-1576	256	22	73	73	NUM
cana-1576	256	23	%	%	NOUN
cana-1576	256	24	70	70	NUM
cana-1576	256	25	%	%	NOUN
cana-1576	256	26	72	72	NUM
cana-1576	256	27	%	%	NOUN
cana-1576	256	28	text	text	NOUN
cana-1576	256	29	only	only	ADV
cana-1576	256	30	72	72	NUM
cana-1576	256	31	%	%	NOUN
cana-1576	256	32	65	65	NUM
cana-1576	256	33	%	%	NOUN
cana-1576	256	34	68	68	NUM
cana-1576	256	35	%	%	NOUN
cana-1576	256	36	67	67	NUM
cana-1576	256	37	%	%	NOUN
cana-1576	256	38	facial	facial	ADJ
cana-1576	256	39	expressions	expression	NOUN
cana-1576	256	40	only	only	ADV
cana-1576	256	41	85	85	NUM
cana-1576	256	42	%	%	NOUN
cana-1576	256	43	78	78	NUM
cana-1576	256	44	%	%	NOUN
cana-1576	256	45	75	75	NUM
cana-1576	256	46	%	%	NOUN
cana-1576	256	47	77	77	NUM
cana-1576	256	48	%	%	NOUN
cana-1576	256	49	multimodal	multimodal	NOUN
cana-1576	256	50	(	(	PUNCT
cana-1576	256	51	audio	audio	NOUN
cana-1576	256	52	+	+	NUM
cana-1576	256	53	text	text	NOUN
cana-1576	256	54	)	)	PUNCT
cana-1576	256	55	81	81	NUM
cana-1576	256	56	%	%	NOUN
cana-1576	256	57	80	80	NUM
cana-1576	256	58	%	%	NOUN
cana-1576	256	59	74	74	NUM
cana-1576	256	60	%	%	NOUN
cana-1576	256	61	80	80	NUM
cana-1576	256	62	%	%	NOUN
cana-1576	256	63	multimodal	multimodal	NOUN
cana-1576	256	64	(	(	PUNCT
cana-1576	256	65	audio	audio	ADJ
cana-1576	256	66	+	+	CCONJ
cana-1576	256	67	facial	facial	ADJ
cana-1576	256	68	)	)	PUNCT
cana-1576	256	69	85	85	NUM
cana-1576	256	70	%	%	NOUN
cana-1576	256	71	83	83	NUM
cana-1576	256	72	%	%	NOUN
cana-1576	256	73	85	85	NUM
cana-1576	256	74	%	%	NOUN
cana-1576	256	75	82	82	NUM
cana-1576	256	76	%	%	NOUN
cana-1576	256	77	each	each	DET
cana-1576	256	78	speech	speech	NOUN
cana-1576	256	79	-	-	PUNCT
cana-1576	256	80	based	base	VERB
cana-1576	256	81	emotion	emotion	NOUN
cana-1576	256	82	recognition	recognition	NOUN
cana-1576	256	83	is	be	AUX
cana-1576	256	84	pretty	pretty	ADV
cana-1576	256	85	good	good	ADJ
cana-1576	256	86	79	79	NUM
cana-1576	256	87	%	%	NOUN
cana-1576	256	88	of	of	ADP
cana-1576	256	89	the	the	DET
cana-1576	256	90	time	time	NOUN
cana-1576	256	91	.	.	PUNCT
cana-1576	257	1	she	she	PRON
cana-1576	257	2	uses	use	VERB
cana-1576	257	3	things	thing	NOUN
cana-1576	257	4	like	like	ADP
cana-1576	257	5	speed	speed	NOUN
cana-1576	257	6	and	and	CCONJ
cana-1576	257	7	tone	tone	NOUN
cana-1576	257	8	to	to	PART
cana-1576	257	9	detect	detect	VERB
cana-1576	257	10	emotional	emotional	ADJ
cana-1576	257	11	cues	cue	NOUN
cana-1576	257	12	in	in	ADP
cana-1576	257	13	the	the	DET
cana-1576	257	14	conversation	conversation	NOUN
cana-1576	257	15	.	.	PUNCT
cana-1576	258	1	however	however	ADV
cana-1576	258	2	,	,	PUNCT
cana-1576	258	3	her	her	PRON
cana-1576	258	4	precision	precision	NOUN
cana-1576	258	5	and	and	CCONJ
cana-1576	258	6	recall	recall	NOUN
cana-1576	258	7	are	be	AUX
cana-1576	258	8	73	73	NUM
cana-1576	258	9	%	%	NOUN
cana-1576	258	10	and	and	CCONJ
cana-1576	258	11	70	70	NUM
cana-1576	258	12	%	%	NOUN
cana-1576	258	13	,	,	PUNCT
cana-1576	258	14	respectively	respectively	ADV
cana-1576	258	15	,	,	PUNCT
cana-1576	258	16	indicating	indicate	VERB
cana-1576	258	17	that	that	SCONJ
cana-1576	258	18	while	while	SCONJ
cana-1576	258	19	she	she	PRON
cana-1576	258	20	can	can	AUX
cana-1576	258	21	generally	generally	ADV
cana-1576	258	22	recognize	recognize	VERB
cana-1576	258	23	emotions	emotion	NOUN
cana-1576	258	24	,	,	PUNCT
cana-1576	258	25	she	she	PRON
cana-1576	258	26	sometimes	sometimes	ADV
cana-1576	258	27	misidentifies	misidentify	VERB
cana-1576	258	28	emotions	emotion	NOUN
cana-1576	258	29	or	or	CCONJ
cana-1576	258	30	misses	miss	VERB
cana-1576	258	31	small	small	ADJ
cana-1576	258	32	emotional	emotional	ADJ
cana-1576	258	33	differences	difference	NOUN
cana-1576	258	34	.	.	PUNCT
cana-1576	259	1	figure	figure	VERB
cana-1576	259	2	6	6	NUM
cana-1576	259	3	:	:	PUNCT
cana-1576	259	4	performance	performance	NOUN
cana-1576	259	5	evaluation	evaluation	NOUN
cana-1576	259	6	metrics	metric	NOUN
cana-1576	259	7	by	by	ADP
cana-1576	259	8	modality	modality	NOUN
cana-1576	259	9	text	text	NOUN
cana-1576	259	10	-	-	PUNCT
cana-1576	259	11	based	base	VERB
cana-1576	259	12	analysis	analysis	NOUN
cana-1576	259	13	is	be	AUX
cana-1576	259	14	very	very	ADV
cana-1576	259	15	good	good	ADJ
cana-1576	259	16	at	at	ADP
cana-1576	259	17	understanding	understand	VERB
cana-1576	259	18	semantic	semantic	ADJ
cana-1576	259	19	material	material	NOUN
cana-1576	259	20	and	and	CCONJ
cana-1576	259	21	written	write	VERB
cana-1576	259	22	statements	statement	NOUN
cana-1576	259	23	of	of	ADP
cana-1576	259	24	emotion	emotion	NOUN
cana-1576	259	25	(	(	PUNCT
cana-1576	259	26	72	72	NUM
cana-1576	259	27	%	%	NOUN
cana-1576	259	28	of	of	ADP
cana-1576	259	29	the	the	DET
cana-1576	259	30	time	time	NOUN
cana-1576	259	31	)	)	PUNCT
cana-1576	259	32	,	,	PUNCT
cana-1576	259	33	but	but	CCONJ
cana-1576	259	34	it	it	PRON
cana-1576	259	35	has	have	VERB
cana-1576	259	36	a	a	DET
cana-1576	259	37	hard	hard	ADJ
cana-1576	259	38	time	time	NOUN
cana-1576	259	39	with	with	ADP
cana-1576	259	40	nonverbal	nonverbal	ADJ
cana-1576	259	41	cues	cue	NOUN
cana-1576	259	42	that	that	PRON
cana-1576	259	43	are	be	AUX
cana-1576	259	44	very	very	ADV
cana-1576	259	45	important	important	ADJ
cana-1576	259	46	in	in	ADP
cana-1576	259	47	emotional	emotional	ADJ
cana-1576	259	48	contexts	contexts	NOUN
cana-1576	259	49	.	.	PUNCT
cana-1576	260	1	its	its	PRON
cana-1576	260	2	accuracy	accuracy	NOUN
cana-1576	260	3	and	and	CCONJ
cana-1576	260	4	memory	memory	NOUN
cana-1576	260	5	scores	score	NOUN
cana-1576	260	6	of	of	ADP
cana-1576	260	7	65	65	NUM
cana-1576	260	8	%	%	NOUN
cana-1576	260	9	and	and	CCONJ
cana-1576	260	10	68	68	NUM
cana-1576	260	11	%	%	NOUN
cana-1576	260	12	,	,	PUNCT
cana-1576	260	13	respectively	respectively	ADV
cana-1576	260	14	,	,	PUNCT
cana-1576	260	15	show	show	VERB
cana-1576	260	16	that	that	SCONJ
cana-1576	260	17	it	it	PRON
cana-1576	260	18	did	do	VERB
cana-1576	260	19	a	a	DET
cana-1576	260	20	good	good	ADJ
cana-1576	260	21	job	job	NOUN
cana-1576	260	22	overall	overall	ADV
cana-1576	260	23	,	,	PUNCT
cana-1576	260	24	but	but	CCONJ
cana-1576	260	25	it	it	PRON
cana-1576	260	26	could	could	AUX
cana-1576	260	27	do	do	VERB
cana-1576	260	28	a	a	DET
cana-1576	260	29	better	well	ADJ
cana-1576	260	30	job	job	NOUN
cana-1576	260	31	of	of	ADP
cana-1576	260	32	recording	record	VERB
cana-1576	260	33	all	all	DET
cana-1576	260	34	kinds	kind	NOUN
cana-1576	260	35	of	of	ADP
cana-1576	260	36	emotions	emotion	NOUN
cana-1576	260	37	.	.	PUNCT
cana-1576	261	1	figure	figure	VERB
cana-1576	261	2	7	7	NUM
cana-1576	261	3	:	:	PUNCT
cana-1576	261	4	trends	trend	NOUN
cana-1576	261	5	in	in	ADP
cana-1576	261	6	performance	performance	NOUN
cana-1576	261	7	metrics	metric	NOUN
cana-1576	261	8	by	by	ADP
cana-1576	261	9	modality	modality	NOUN
cana-1576	261	10	communications	communication	NOUN
cana-1576	261	11	on	on	ADP
cana-1576	261	12	applied	apply	VERB
cana-1576	261	13	nonlinear	nonlinear	ADJ
cana-1576	261	14	analysis	analysis	NOUN
cana-1576	261	15	issn	issn	NOUN
cana-1576	261	16	:	:	PUNCT
cana-1576	261	17	1074	1074	NUM
cana-1576	261	18	-	-	PUNCT
cana-1576	261	19	133x	133x	NUM
cana-1576	261	20	vol	vol	NOUN
cana-1576	261	21	31	31	NUM
cana-1576	261	22	no	no	NOUN
cana-1576	261	23	.	.	PUNCT
cana-1576	262	1	8s	8s	PROPN
cana-1576	262	2	(	(	PUNCT
cana-1576	262	3	2024	2024	NUM
cana-1576	262	4	)	)	PUNCT
cana-1576	262	5	667	667	NUM
cana-1576	262	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	262	7	facial	facial	ADJ
cana-1576	262	8	expression	expression	NOUN
cana-1576	262	9	recognition	recognition	NOUN
cana-1576	262	10	proved	prove	VERB
cana-1576	262	11	to	to	PART
cana-1576	262	12	be	be	AUX
cana-1576	262	13	a	a	DET
cana-1576	262	14	powerful	powerful	ADJ
cana-1576	262	15	method	method	NOUN
cana-1576	262	16	as	as	SCONJ
cana-1576	262	17	it	it	PRON
cana-1576	262	18	boasted	boast	VERB
cana-1576	262	19	the	the	DET
cana-1576	262	20	highest	high	ADJ
cana-1576	262	21	accuracy	accuracy	NOUN
cana-1576	262	22	(	(	PUNCT
cana-1576	262	23	85	85	NUM
cana-1576	262	24	%	%	NOUN
cana-1576	262	25	)	)	PUNCT
cana-1576	262	26	of	of	ADP
cana-1576	262	27	any	any	DET
cana-1576	262	28	single	single	ADJ
cana-1576	262	29	method	method	NOUN
cana-1576	262	30	.	.	PUNCT
cana-1576	263	1	this	this	DET
cana-1576	263	2	method	method	NOUN
cana-1576	263	3	is	be	AUX
cana-1576	263	4	more	more	ADV
cana-1576	263	5	effective	effective	ADJ
cana-1576	263	6	than	than	ADP
cana-1576	263	7	speech	speech	NOUN
cana-1576	263	8	and	and	CCONJ
cana-1576	263	9	text	text	NOUN
cana-1576	263	10	alone	alone	ADV
cana-1576	263	11	as	as	SCONJ
cana-1576	263	12	it	it	PRON
cana-1576	263	13	can	can	AUX
cana-1576	263	14	capture	capture	VERB
cana-1576	263	15	immediate	immediate	ADJ
cana-1576	263	16	visual	visual	ADJ
cana-1576	263	17	cues	cue	NOUN
cana-1576	263	18	such	such	ADJ
cana-1576	263	19	as	as	ADP
cana-1576	263	20	facial	facial	ADJ
cana-1576	263	21	micro	micro	NOUN
cana-1576	263	22	-	-	NOUN
cana-1576	263	23	expressions	expression	NOUN
cana-1576	263	24	and	and	CCONJ
cana-1576	263	25	muscle	muscle	NOUN
cana-1576	263	26	movements	movement	NOUN
cana-1576	263	27	.	.	PUNCT
cana-1576	264	1	this	this	PRON
cana-1576	264	2	leads	lead	VERB
cana-1576	264	3	to	to	ADP
cana-1576	264	4	better	well	ADJ
cana-1576	264	5	precision	precision	NOUN
cana-1576	264	6	(	(	PUNCT
cana-1576	264	7	78	78	NUM
cana-1576	264	8	%	%	NOUN
cana-1576	264	9	)	)	PUNCT
cana-1576	264	10	and	and	CCONJ
cana-1576	264	11	recall	recall	NOUN
cana-1576	264	12	(	(	PUNCT
cana-1576	264	13	75	75	NUM
cana-1576	264	14	%	%	NOUN
cana-1576	264	15	)	)	PUNCT
cana-1576	264	16	scores	score	NOUN
cana-1576	264	17	.	.	PUNCT
cana-1576	265	1	speech	speech	NOUN
cana-1576	265	2	with	with	ADP
cana-1576	265	3	text	text	NOUN
cana-1576	265	4	and	and	CCONJ
cana-1576	265	5	facial	facial	ADJ
cana-1576	265	6	movements	movement	NOUN
cana-1576	265	7	are	be	AUX
cana-1576	265	8	two	two	NUM
cana-1576	265	9	examples	example	NOUN
cana-1576	265	10	of	of	ADP
cana-1576	265	11	promising	promise	VERB
cana-1576	265	12	multimedia	multimedia	NOUN
cana-1576	265	13	techniques	technique	NOUN
cana-1576	265	14	.	.	PUNCT
cana-1576	266	1	combining	combine	VERB
cana-1576	266	2	speech	speech	NOUN
cana-1576	266	3	and	and	CCONJ
cana-1576	266	4	text	text	NOUN
cana-1576	266	5	reaches	reach	VERB
cana-1576	266	6	a	a	DET
cana-1576	266	7	precision	precision	NOUN
cana-1576	266	8	score	score	NOUN
cana-1576	266	9	of	of	ADP
cana-1576	266	10	81	81	NUM
cana-1576	266	11	%	%	NOUN
cana-1576	266	12	and	and	CCONJ
cana-1576	266	13	a	a	DET
cana-1576	266	14	good	good	ADJ
cana-1576	266	15	precision	precision	NOUN
cana-1576	266	16	score	score	NOUN
cana-1576	266	17	of	of	ADP
cana-1576	266	18	80	80	NUM
cana-1576	266	19	%	%	NOUN
cana-1576	266	20	,	,	PUNCT
cana-1576	266	21	but	but	CCONJ
cana-1576	266	22	a	a	DET
cana-1576	266	23	poor	poor	ADJ
cana-1576	266	24	recall	recall	NOUN
cana-1576	266	25	score	score	NOUN
cana-1576	266	26	of	of	ADP
cana-1576	266	27	74	74	NUM
cana-1576	266	28	%	%	NOUN
cana-1576	266	29	.	.	PUNCT
cana-1576	267	1	table	table	NOUN
cana-1576	267	2	4	4	NUM
cana-1576	267	3	:	:	PUNCT
cana-1576	267	4	integration	integration	NOUN
cana-1576	267	5	of	of	ADP
cana-1576	267	6	multimodal	multimodal	NOUN
cana-1576	267	7	inputs	input	NOUN
cana-1576	267	8	for	for	ADP
cana-1576	267	9	emotion	emotion	NOUN
cana-1576	267	10	recognition	recognition	NOUN
cana-1576	267	11	evaluation	evaluation	NOUN
cana-1576	267	12	parameter	parameter	NOUN
cana-1576	267	13	audio	audio	NOUN
cana-1576	267	14	only	only	ADV
cana-1576	267	15	(	(	PUNCT
cana-1576	267	16	%	%	INTJ
cana-1576	267	17	)	)	PUNCT
cana-1576	267	18	text	text	NOUN
cana-1576	267	19	only	only	ADV
cana-1576	267	20	(	(	PUNCT
cana-1576	267	21	%	%	INTJ
cana-1576	267	22	)	)	PUNCT
cana-1576	267	23	facial	facial	ADJ
cana-1576	267	24	expressions	expression	NOUN
cana-1576	267	25	only	only	ADV
cana-1576	267	26	(	(	PUNCT
cana-1576	267	27	%	%	INTJ
cana-1576	267	28	)	)	PUNCT
cana-1576	267	29	multimodal	multimodal	NOUN
cana-1576	267	30	(	(	PUNCT
cana-1576	267	31	audio	audio	NOUN
cana-1576	267	32	+	+	CCONJ
cana-1576	267	33	text	text	NOUN
cana-1576	267	34	+	+	CCONJ
cana-1576	267	35	facial	facial	ADJ
cana-1576	267	36	)	)	PUNCT
cana-1576	267	37	(	(	PUNCT
cana-1576	267	38	%	%	INTJ
cana-1576	267	39	)	)	PUNCT
cana-1576	267	40	accuracy	accuracy	NOUN
cana-1576	267	41	75.5	75.5	NUM
cana-1576	267	42	79.2	79.2	NUM
cana-1576	267	43	80	80	NUM
cana-1576	267	44	88.5	88.5	NUM
cana-1576	267	45	precision	precision	NOUN
cana-1576	267	46	70.6	70.6	NUM
cana-1576	267	47	73.5	73.5	NUM
cana-1576	267	48	76	76	NUM
cana-1576	267	49	87	87	NUM
cana-1576	267	50	recall	recall	NOUN
cana-1576	267	51	73.8	73.8	NUM
cana-1576	267	52	76	76	NUM
cana-1576	267	53	79	79	NUM
cana-1576	267	54	89	89	NUM
cana-1576	267	55	f1	f1	NOUN
cana-1576	267	56	score	score	NOUN
cana-1576	267	57	71.4	71.4	NUM
cana-1576	267	58	74.5	74.5	NUM
cana-1576	267	59	77.5	77.5	NUM
cana-1576	267	60	88	88	NUM
cana-1576	267	61	computational	computational	ADJ
cana-1576	267	62	efficiency	efficiency	NOUN
cana-1576	267	63	(	(	PUNCT
cana-1576	267	64	ms	ms	NOUN
cana-1576	267	65	)	)	PUNCT
cana-1576	267	66	120	120	NUM
cana-1576	267	67	110	110	NUM
cana-1576	267	68	130	130	NUM
cana-1576	267	69	180	180	NUM
cana-1576	267	70	this	this	PRON
cana-1576	267	71	shows	show	VERB
cana-1576	267	72	that	that	SCONJ
cana-1576	267	73	it	it	PRON
cana-1576	267	74	works	work	VERB
cana-1576	267	75	well	well	ADV
cana-1576	267	76	at	at	ADP
cana-1576	267	77	picking	pick	VERB
cana-1576	267	78	up	up	ADP
cana-1576	267	79	on	on	ADP
cana-1576	267	80	both	both	CCONJ
cana-1576	267	81	spoken	speak	VERB
cana-1576	267	82	and	and	CCONJ
cana-1576	267	83	unspoken	unspoken	ADJ
cana-1576	267	84	emotional	emotional	ADJ
cana-1576	267	85	cues	cue	NOUN
cana-1576	267	86	,	,	PUNCT
cana-1576	267	87	but	but	CCONJ
cana-1576	267	88	it	it	PRON
cana-1576	267	89	does	do	VERB
cana-1576	267	90	so	so	ADV
cana-1576	267	91	at	at	ADP
cana-1576	267	92	the	the	DET
cana-1576	267	93	cost	cost	NOUN
cana-1576	267	94	of	of	ADP
cana-1576	267	95	less	less	ADV
cana-1576	267	96	complete	complete	ADJ
cana-1576	267	97	recall	recall	NOUN
cana-1576	267	98	.	.	PUNCT
cana-1576	268	1	putting	put	VERB
cana-1576	268	2	together	together	ADV
cana-1576	268	3	sound	sound	ADJ
cana-1576	268	4	and	and	CCONJ
cana-1576	268	5	facial	facial	ADJ
cana-1576	268	6	movements	movement	NOUN
cana-1576	268	7	,	,	PUNCT
cana-1576	268	8	on	on	ADP
cana-1576	268	9	the	the	DET
cana-1576	268	10	other	other	ADJ
cana-1576	268	11	hand	hand	NOUN
cana-1576	268	12	,	,	PUNCT
cana-1576	268	13	keeps	keep	VERB
cana-1576	268	14	the	the	DET
cana-1576	268	15	accuracy	accuracy	NOUN
cana-1576	268	16	high	high	ADV
cana-1576	268	17	at	at	ADP
cana-1576	268	18	85	85	NUM
cana-1576	268	19	%	%	NOUN
cana-1576	268	20	,	,	PUNCT
cana-1576	268	21	with	with	ADP
cana-1576	268	22	scores	score	NOUN
cana-1576	268	23	of	of	ADP
cana-1576	268	24	83	83	NUM
cana-1576	268	25	%	%	NOUN
cana-1576	268	26	for	for	ADP
cana-1576	268	27	precision	precision	NOUN
cana-1576	268	28	and	and	CCONJ
cana-1576	268	29	85	85	NUM
cana-1576	268	30	%	%	NOUN
cana-1576	268	31	for	for	ADP
cana-1576	268	32	memory	memory	NOUN
cana-1576	268	33	.	.	PUNCT
cana-1576	269	1	figure	figure	NOUN
cana-1576	269	2	8	8	NUM
cana-1576	269	3	:	:	PUNCT
cana-1576	269	4	computational	computational	ADJ
cana-1576	269	5	efficiency	efficiency	NOUN
cana-1576	269	6	comparison	comparison	NOUN
cana-1576	269	7	by	by	ADP
cana-1576	269	8	modality	modality	NOUN
cana-1576	269	9	this	this	PRON
cana-1576	269	10	shows	show	VERB
cana-1576	269	11	how	how	SCONJ
cana-1576	269	12	well	well	ADV
cana-1576	269	13	emotional	emotional	ADJ
cana-1576	269	14	states	state	NOUN
cana-1576	269	15	can	can	AUX
cana-1576	269	16	be	be	AUX
cana-1576	269	17	captured	capture	VERB
cana-1576	269	18	using	use	VERB
cana-1576	269	19	different	different	ADJ
cana-1576	269	20	types	type	NOUN
cana-1576	269	21	of	of	ADP
cana-1576	269	22	data	datum	NOUN
cana-1576	269	23	.	.	PUNCT
cana-1576	270	1	when	when	SCONJ
cana-1576	270	2	we	we	PRON
cana-1576	270	3	test	test	VERB
cana-1576	270	4	emotion	emotion	NOUN
cana-1576	270	5	recognition	recognition	NOUN
cana-1576	270	6	systems	system	NOUN
cana-1576	270	7	using	use	VERB
cana-1576	270	8	speech	speech	NOUN
cana-1576	270	9	,	,	PUNCT
cana-1576	270	10	text	text	NOUN
cana-1576	270	11	,	,	PUNCT
cana-1576	270	12	facial	facial	ADJ
cana-1576	270	13	movements	movement	NOUN
cana-1576	270	14	,	,	PUNCT
cana-1576	270	15	and	and	CCONJ
cana-1576	270	16	combinations	combination	NOUN
cana-1576	270	17	of	of	ADP
cana-1576	270	18	these	these	DET
cana-1576	270	19	data	datum	NOUN
cana-1576	270	20	,	,	PUNCT
cana-1576	270	21	we	we	PRON
cana-1576	270	22	find	find	VERB
cana-1576	270	23	that	that	SCONJ
cana-1576	270	24	each	each	PRON
cana-1576	270	25	has	have	VERB
cana-1576	270	26	different	different	ADJ
cana-1576	270	27	strengths	strength	NOUN
cana-1576	270	28	and	and	CCONJ
cana-1576	270	29	weaknesses	weakness	NOUN
cana-1576	270	30	in	in	ADP
cana-1576	270	31	terms	term	NOUN
cana-1576	270	32	of	of	ADP
cana-1576	270	33	accuracy	accuracy	NOUN
cana-1576	270	34	,	,	PUNCT
cana-1576	270	35	clarity	clarity	NOUN
cana-1576	270	36	,	,	PUNCT
cana-1576	270	37	memory	memory	NOUN
cana-1576	270	38	,	,	PUNCT
cana-1576	270	39	and	and	CCONJ
cana-1576	270	40	speed	speed	NOUN
cana-1576	270	41	of	of	ADP
cana-1576	270	42	operation	operation	NOUN
cana-1576	270	43	.	.	PUNCT
cana-1576	271	1	audio	audio	NOUN
cana-1576	271	2	-	-	PUNCT
cana-1576	271	3	based	base	VERB
cana-1576	271	4	systems	system	NOUN
cana-1576	271	5	are	be	AUX
cana-1576	271	6	highly	highly	ADV
cana-1576	271	7	accurate	accurate	ADJ
cana-1576	271	8	(	(	PUNCT
cana-1576	271	9	75.5	75.5	NUM
cana-1576	271	10	%	%	NOUN
cana-1576	271	11	of	of	ADP
cana-1576	271	12	the	the	DET
cana-1576	271	13	time	time	NOUN
cana-1576	271	14	)	)	PUNCT
cana-1576	271	15	and	and	CCONJ
cana-1576	271	16	use	use	VERB
cana-1576	271	17	prosodic	prosodic	ADJ
cana-1576	271	18	features	feature	NOUN
cana-1576	271	19	such	such	ADJ
cana-1576	271	20	as	as	ADP
cana-1576	271	21	pitch	pitch	NOUN
cana-1576	271	22	and	and	CCONJ
cana-1576	271	23	flow	flow	VERB
cana-1576	271	24	to	to	PART
cana-1576	271	25	understand	understand	VERB
cana-1576	271	26	how	how	SCONJ
cana-1576	271	27	people	people	NOUN
cana-1576	271	28	are	be	AUX
cana-1576	271	29	feeling	feel	VERB
cana-1576	271	30	through	through	ADP
cana-1576	271	31	their	their	PRON
cana-1576	271	32	speech	speech	NOUN
cana-1576	271	33	.	.	PUNCT
cana-1576	272	1	the	the	DET
cana-1576	272	2	figure	figure	NOUN
cana-1576	272	3	8	8	NUM
cana-1576	272	4	shown	show	VERB
cana-1576	272	5	i	i	PRON
cana-1576	272	6	n	n	PRON
cana-1576	272	7	comparison	comparison	NOUN
cana-1576	272	8	of	of	ADP
cana-1576	272	9	computation	computation	NOUN
cana-1576	272	10	efficiency	efficiency	NOUN
cana-1576	272	11	of	of	ADP
cana-1576	272	12	models	model	NOUN
cana-1576	272	13	.	.	PUNCT
cana-1576	273	1	figure	figure	VERB
cana-1576	273	2	9	9	NUM
cana-1576	273	3	:	:	PUNCT
cana-1576	273	4	candlestick	candlestick	NOUN
cana-1576	273	5	analysis	analysis	NOUN
cana-1576	273	6	of	of	ADP
cana-1576	273	7	performance	performance	NOUN
cana-1576	273	8	metrics	metric	NOUN
cana-1576	273	9	by	by	ADP
cana-1576	273	10	modality	modality	NOUN
cana-1576	273	11	communications	communication	NOUN
cana-1576	273	12	on	on	ADP
cana-1576	273	13	applied	apply	VERB
cana-1576	273	14	nonlinear	nonlinear	ADJ
cana-1576	273	15	analysis	analysis	NOUN
cana-1576	273	16	issn	issn	NOUN
cana-1576	273	17	:	:	PUNCT
cana-1576	273	18	1074	1074	NUM
cana-1576	273	19	-	-	PUNCT
cana-1576	273	20	133x	133x	NUM
cana-1576	273	21	vol	vol	NOUN
cana-1576	273	22	31	31	NUM
cana-1576	273	23	no	no	NOUN
cana-1576	273	24	.	.	PUNCT
cana-1576	274	1	8s	8s	PROPN
cana-1576	274	2	(	(	PUNCT
cana-1576	274	3	2024	2024	NUM
cana-1576	274	4	)	)	PUNCT
cana-1576	274	5	668	668	NUM
cana-1576	274	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	274	7	but	but	CCONJ
cana-1576	274	8	its	its	PRON
cana-1576	274	9	accuracy	accuracy	NOUN
cana-1576	274	10	(	(	PUNCT
cana-1576	274	11	70.6	70.6	NUM
cana-1576	274	12	%	%	NOUN
cana-1576	274	13	)	)	PUNCT
cana-1576	274	14	and	and	CCONJ
cana-1576	274	15	memory	memory	NOUN
cana-1576	274	16	(	(	PUNCT
cana-1576	274	17	73.8	73.8	NUM
cana-1576	274	18	%	%	NOUN
cana-1576	274	19	)	)	PUNCT
cana-1576	274	20	numbers	number	NOUN
cana-1576	274	21	show	show	VERB
cana-1576	274	22	that	that	SCONJ
cana-1576	274	23	it	it	PRON
cana-1576	274	24	might	might	AUX
cana-1576	274	25	be	be	AUX
cana-1576	274	26	hard	hard	ADJ
cana-1576	274	27	to	to	PART
cana-1576	274	28	regularly	regularly	ADV
cana-1576	274	29	find	find	VERB
cana-1576	274	30	and	and	CCONJ
cana-1576	274	31	group	group	NOUN
cana-1576	274	32	feelings	feeling	NOUN
cana-1576	274	33	at	at	ADP
cana-1576	274	34	a	a	DET
cana-1576	274	35	fine	fine	ADJ
cana-1576	274	36	level	level	NOUN
cana-1576	274	37	.	.	PUNCT
cana-1576	275	1	text	text	NOUN
cana-1576	275	2	-	-	PUNCT
cana-1576	275	3	based	base	VERB
cana-1576	275	4	analysis	analysis	NOUN
cana-1576	275	5	is	be	AUX
cana-1576	275	6	a	a	DET
cana-1576	275	7	little	little	ADJ
cana-1576	275	8	better	well	ADJ
cana-1576	275	9	,	,	PUNCT
cana-1576	275	10	with	with	ADP
cana-1576	275	11	an	an	DET
cana-1576	275	12	accuracy	accuracy	NOUN
cana-1576	275	13	score	score	NOUN
cana-1576	275	14	of	of	ADP
cana-1576	275	15	79.2	79.2	NUM
cana-1576	275	16	%	%	NOUN
cana-1576	275	17	.	.	PUNCT
cana-1576	276	1	figure	figure	NOUN
cana-1576	276	2	10	10	NUM
cana-1576	276	3	:	:	PUNCT
cana-1576	276	4	performance	performance	NOUN
cana-1576	276	5	metrics	metric	NOUN
cana-1576	276	6	breakdown	breakdown	NOUN
cana-1576	276	7	by	by	ADP
cana-1576	276	8	modality	modality	NOUN
cana-1576	276	9	the	the	DET
cana-1576	276	10	focus	focus	NOUN
cana-1576	276	11	on	on	ADP
cana-1576	276	12	semantic	semantic	ADJ
cana-1576	276	13	content	content	NOUN
cana-1576	276	14	and	and	CCONJ
cana-1576	276	15	written	write	VERB
cana-1576	276	16	sentences	sentence	NOUN
cana-1576	276	17	improves	improve	VERB
cana-1576	276	18	the	the	DET
cana-1576	276	19	precision	precision	NOUN
cana-1576	276	20	score	score	NOUN
cana-1576	276	21	by	by	ADP
cana-1576	276	22	73.5	73.5	NUM
cana-1576	276	23	%	%	NOUN
cana-1576	276	24	,	,	PUNCT
cana-1576	276	25	but	but	CCONJ
cana-1576	276	26	makes	make	VERB
cana-1576	276	27	it	it	PRON
cana-1576	276	28	more	more	ADV
cana-1576	276	29	difficult	difficult	ADJ
cana-1576	276	30	to	to	PART
cana-1576	276	31	recognize	recognize	VERB
cana-1576	276	32	non	non	ADJ
cana-1576	276	33	-	-	ADJ
cana-1576	276	34	verbal	verbal	ADJ
cana-1576	276	35	emotional	emotional	ADJ
cana-1576	276	36	cues	cue	NOUN
cana-1576	276	37	,	,	PUNCT
cana-1576	276	38	as	as	SCONJ
cana-1576	276	39	the	the	DET
cana-1576	276	40	recall	recall	NOUN
cana-1576	276	41	score	score	NOUN
cana-1576	276	42	of	of	ADP
cana-1576	276	43	76	76	NUM
cana-1576	276	44	%	%	NOUN
cana-1576	276	45	indicates	indicate	VERB
cana-1576	276	46	.	.	PUNCT
cana-1576	277	1	facial	facial	ADJ
cana-1576	277	2	expression	expression	NOUN
cana-1576	277	3	recognition	recognition	NOUN
cana-1576	277	4	,	,	PUNCT
cana-1576	277	5	with	with	ADP
cana-1576	277	6	a	a	DET
cana-1576	277	7	success	success	NOUN
cana-1576	277	8	rate	rate	NOUN
cana-1576	277	9	of	of	ADP
cana-1576	277	10	80	80	NUM
cana-1576	277	11	%	%	NOUN
cana-1576	277	12	,	,	PUNCT
cana-1576	277	13	stands	stand	VERB
cana-1576	277	14	out	out	ADP
cana-1576	277	15	because	because	SCONJ
cana-1576	277	16	it	it	PRON
cana-1576	277	17	can	can	AUX
cana-1576	277	18	detect	detect	VERB
cana-1576	277	19	visual	visual	ADJ
cana-1576	277	20	cues	cue	NOUN
cana-1576	277	21	such	such	ADJ
cana-1576	277	22	as	as	ADP
cana-1576	277	23	muscle	muscle	NOUN
cana-1576	277	24	movements	movement	NOUN
cana-1576	277	25	and	and	CCONJ
cana-1576	277	26	facial	facial	ADJ
cana-1576	277	27	reactions	reaction	NOUN
cana-1576	277	28	.	.	PUNCT
cana-1576	278	1	this	this	DET
cana-1576	278	2	method	method	NOUN
cana-1576	278	3	has	have	VERB
cana-1576	278	4	a	a	DET
cana-1576	278	5	good	good	ADJ
cana-1576	278	6	combination	combination	NOUN
cana-1576	278	7	of	of	ADP
cana-1576	278	8	accuracy	accuracy	NOUN
cana-1576	278	9	(	(	PUNCT
cana-1576	278	10	76	76	NUM
cana-1576	278	11	%	%	NOUN
cana-1576	278	12	)	)	PUNCT
cana-1576	278	13	and	and	CCONJ
cana-1576	278	14	memory	memory	NOUN
cana-1576	278	15	(	(	PUNCT
cana-1576	278	16	79	79	NUM
cana-1576	278	17	%	%	NOUN
cana-1576	278	18	)	)	PUNCT
cana-1576	278	19	,	,	PUNCT
cana-1576	278	20	making	make	VERB
cana-1576	278	21	it	it	PRON
cana-1576	278	22	suitable	suitable	ADJ
cana-1576	278	23	for	for	ADP
cana-1576	278	24	grasping	grasp	VERB
cana-1576	278	25	emotional	emotional	ADJ
cana-1576	278	26	states	state	NOUN
cana-1576	278	27	based	base	VERB
cana-1576	278	28	on	on	ADP
cana-1576	278	29	visual	visual	ADJ
cana-1576	278	30	signs	sign	NOUN
cana-1576	278	31	.	.	PUNCT
cana-1576	279	1	with	with	ADP
cana-1576	279	2	an	an	DET
cana-1576	279	3	accuracy	accuracy	NOUN
cana-1576	279	4	rate	rate	NOUN
cana-1576	279	5	of	of	ADP
cana-1576	279	6	88.5	88.5	NUM
cana-1576	279	7	%	%	NOUN
cana-1576	279	8	,	,	PUNCT
cana-1576	279	9	the	the	DET
cana-1576	279	10	method	method	NOUN
cana-1576	279	11	that	that	PRON
cana-1576	279	12	combines	combine	VERB
cana-1576	279	13	voice	voice	NOUN
cana-1576	279	14	,	,	PUNCT
cana-1576	279	15	text	text	NOUN
cana-1576	279	16	,	,	PUNCT
cana-1576	279	17	and	and	CCONJ
cana-1576	279	18	facial	facial	ADJ
cana-1576	279	19	emotions	emotion	NOUN
cana-1576	279	20	is	be	AUX
cana-1576	279	21	the	the	DET
cana-1576	279	22	best	good	ADJ
cana-1576	279	23	.	.	PUNCT
cana-1576	280	1	this	this	DET
cana-1576	280	2	perfect	perfect	ADJ
cana-1576	280	3	combination	combination	NOUN
cana-1576	280	4	maximizes	maximize	VERB
cana-1576	280	5	the	the	DET
cana-1576	280	6	advantages	advantage	NOUN
cana-1576	280	7	of	of	ADP
cana-1576	280	8	each	each	DET
cana-1576	280	9	mode	mode	NOUN
cana-1576	280	10	,	,	PUNCT
cana-1576	280	11	improving	improve	VERB
cana-1576	280	12	accuracy	accuracy	NOUN
cana-1576	280	13	(	(	PUNCT
cana-1576	280	14	87	87	NUM
cana-1576	280	15	%	%	NOUN
cana-1576	280	16	)	)	PUNCT
cana-1576	280	17	and	and	CCONJ
cana-1576	280	18	memory	memory	NOUN
cana-1576	280	19	(	(	PUNCT
cana-1576	280	20	89	89	NUM
cana-1576	280	21	%	%	NOUN
cana-1576	280	22	)	)	PUNCT
cana-1576	280	23	and	and	CCONJ
cana-1576	280	24	helping	help	VERB
cana-1576	280	25	to	to	PART
cana-1576	280	26	understand	understand	VERB
cana-1576	280	27	more	more	ADV
cana-1576	280	28	complex	complex	ADJ
cana-1576	280	29	emotional	emotional	ADJ
cana-1576	280	30	reactions	reaction	NOUN
cana-1576	280	31	.	.	PUNCT
cana-1576	281	1	this	this	DET
cana-1576	281	2	improvement	improvement	NOUN
cana-1576	281	3	in	in	ADP
cana-1576	281	4	accuracy	accuracy	NOUN
cana-1576	281	5	and	and	CCONJ
cana-1576	281	6	awareness	awareness	NOUN
cana-1576	281	7	comes	come	VERB
cana-1576	281	8	at	at	ADP
cana-1576	281	9	a	a	DET
cana-1576	281	10	cost	cost	NOUN
cana-1576	281	11	:	:	PUNCT
cana-1576	281	12	processing	processing	NOUN
cana-1576	281	13	takes	take	VERB
cana-1576	281	14	180	180	NUM
cana-1576	281	15	milliseconds	millisecond	NOUN
cana-1576	281	16	,	,	PUNCT
cana-1576	281	17	while	while	SCONJ
cana-1576	281	18	processing	process	VERB
cana-1576	281	19	a	a	DET
cana-1576	281	20	single	single	ADJ
cana-1576	281	21	modality	modality	NOUN
cana-1576	281	22	only	only	ADV
cana-1576	281	23	takes	take	VERB
cana-1576	281	24	120	120	NUM
cana-1576	281	25	milliseconds	millisecond	NOUN
cana-1576	281	26	for	for	ADP
cana-1576	281	27	voice	voice	NOUN
cana-1576	281	28	,	,	PUNCT
cana-1576	281	29	110	110	NUM
cana-1576	281	30	milliseconds	millisecond	NOUN
cana-1576	281	31	for	for	ADP
cana-1576	281	32	text	text	NOUN
cana-1576	281	33	,	,	PUNCT
cana-1576	281	34	and	and	CCONJ
cana-1576	281	35	130	130	NUM
cana-1576	281	36	milliseconds	millisecond	NOUN
cana-1576	281	37	for	for	ADP
cana-1576	281	38	facial	facial	ADJ
cana-1576	281	39	movements	movement	NOUN
cana-1576	281	40	.	.	PUNCT
cana-1576	282	1	vii	vii	PROPN
cana-1576	282	2	.	.	PROPN
cana-1576	282	3	conclusion	conclusion	NOUN
cana-1576	282	4	using	use	VERB
cana-1576	282	5	a	a	DET
cana-1576	282	6	combination	combination	NOUN
cana-1576	282	7	of	of	ADP
cana-1576	282	8	voice	voice	NOUN
cana-1576	282	9	,	,	PUNCT
cana-1576	282	10	text	text	NOUN
cana-1576	282	11	,	,	PUNCT
cana-1576	282	12	and	and	CCONJ
cana-1576	282	13	body	body	NOUN
cana-1576	282	14	movements	movement	NOUN
cana-1576	282	15	,	,	PUNCT
cana-1576	282	16	computers	computer	NOUN
cana-1576	282	17	can	can	AUX
cana-1576	282	18	now	now	ADV
cana-1576	282	19	understand	understand	VERB
cana-1576	282	20	and	and	CCONJ
cana-1576	282	21	recognize	recognize	VERB
cana-1576	282	22	emotions	emotion	NOUN
cana-1576	282	23	.	.	PUNCT
cana-1576	283	1	this	this	PRON
cana-1576	283	2	is	be	AUX
cana-1576	283	3	a	a	DET
cana-1576	283	4	major	major	ADJ
cana-1576	283	5	advancement	advancement	NOUN
cana-1576	283	6	that	that	PRON
cana-1576	283	7	will	will	AUX
cana-1576	283	8	have	have	VERB
cana-1576	283	9	a	a	DET
cana-1576	283	10	major	major	ADJ
cana-1576	283	11	impact	impact	NOUN
cana-1576	283	12	on	on	ADP
cana-1576	283	13	many	many	ADJ
cana-1576	283	14	fields	field	NOUN
cana-1576	283	15	.	.	PUNCT
cana-1576	284	1	by	by	ADP
cana-1576	284	2	combining	combine	VERB
cana-1576	284	3	these	these	DET
cana-1576	284	4	strategies	strategy	NOUN
cana-1576	284	5	,	,	PUNCT
cana-1576	284	6	specialists	specialist	NOUN
cana-1576	284	7	have	have	AUX
cana-1576	284	8	made	make	VERB
cana-1576	284	9	feeling	feeling	NOUN
cana-1576	284	10	following	follow	VERB
cana-1576	284	11	frameworks	framework	NOUN
cana-1576	284	12	more	more	ADV
cana-1576	284	13	exact	exact	ADJ
cana-1576	284	14	,	,	PUNCT
cana-1576	284	15	solid	solid	ADJ
cana-1576	284	16	,	,	PUNCT
cana-1576	284	17	and	and	CCONJ
cana-1576	284	18	total	total	NOUN
cana-1576	284	19	.	.	PUNCT
cana-1576	285	1	the	the	DET
cana-1576	285	2	most	most	ADV
cana-1576	285	3	good	good	ADJ
cana-1576	285	4	thing	thing	NOUN
cana-1576	285	5	about	about	ADV
cana-1576	285	6	two	two	NUM
cana-1576	285	7	-	-	PUNCT
cana-1576	285	8	way	way	NOUN
cana-1576	285	9	integration	integration	NOUN
cana-1576	285	10	is	be	AUX
cana-1576	285	11	that	that	SCONJ
cana-1576	285	12	it	it	PRON
cana-1576	285	13	can	can	AUX
cana-1576	285	14	capture	capture	VERB
cana-1576	285	15	both	both	PRON
cana-1576	285	16	talked	talk	VERB
cana-1576	285	17	and	and	CCONJ
cana-1576	285	18	implicit	implicit	ADJ
cana-1576	285	19	signals	signal	NOUN
cana-1576	285	20	,	,	PUNCT
cana-1576	285	21	giving	give	VERB
cana-1576	285	22	a	a	DET
cana-1576	285	23	more	more	ADV
cana-1576	285	24	total	total	ADJ
cana-1576	285	25	picture	picture	NOUN
cana-1576	285	26	of	of	ADP
cana-1576	285	27	how	how	SCONJ
cana-1576	285	28	individuals	individual	NOUN
cana-1576	285	29	are	be	AUX
cana-1576	285	30	feeling	feel	VERB
cana-1576	285	31	.	.	PUNCT
cana-1576	286	1	facial	facial	ADJ
cana-1576	286	2	expressions	expression	NOUN
cana-1576	286	3	give	give	VERB
cana-1576	286	4	a	a	DET
cana-1576	286	5	parcel	parcel	NOUN
cana-1576	286	6	of	of	ADP
cana-1576	286	7	visual	visual	ADJ
cana-1576	286	8	data	datum	NOUN
cana-1576	286	9	beside	beside	ADP
cana-1576	286	10	the	the	DET
cana-1576	286	11	meaning	meaning	NOUN
cana-1576	286	12	of	of	ADP
cana-1576	286	13	words	word	NOUN
cana-1576	286	14	and	and	CCONJ
cana-1576	286	15	dialect	dialect	NOUN
cana-1576	286	16	.	.	PUNCT
cana-1576	287	1	combining	combine	VERB
cana-1576	287	2	facial	facial	ADJ
cana-1576	287	3	developments	development	NOUN
cana-1576	287	4	with	with	ADP
cana-1576	287	5	discourse	discourse	NOUN
cana-1576	287	6	and	and	CCONJ
cana-1576	287	7	composed	compose	VERB
cana-1576	287	8	information	information	NOUN
cana-1576	287	9	makes	make	VERB
cana-1576	287	10	it	it	PRON
cana-1576	287	11	less	less	ADV
cana-1576	287	12	demanding	demanding	ADJ
cana-1576	287	13	to	to	PART
cana-1576	287	14	recognize	recognize	VERB
cana-1576	287	15	a	a	DET
cana-1576	287	16	run	run	NOUN
cana-1576	287	17	of	of	ADP
cana-1576	287	18	feelings	feeling	NOUN
cana-1576	287	19	,	,	PUNCT
cana-1576	287	20	from	from	ADP
cana-1576	287	21	straightforward	straightforward	ADJ
cana-1576	287	22	to	to	ADP
cana-1576	287	23	more	more	ADV
cana-1576	287	24	complex	complex	ADJ
cana-1576	287	25	.	.	PUNCT
cana-1576	288	1	this	this	DET
cana-1576	288	2	headway	headway	NOUN
cana-1576	288	3	is	be	AUX
cana-1576	288	4	especially	especially	ADV
cana-1576	288	5	valuable	valuable	ADJ
cana-1576	288	6	in	in	ADP
cana-1576	288	7	areas	area	NOUN
cana-1576	288	8	such	such	ADJ
cana-1576	288	9	as	as	ADP
cana-1576	288	10	healthcare	healthcare	NOUN
cana-1576	288	11	,	,	PUNCT
cana-1576	288	12	where	where	SCONJ
cana-1576	288	13	exact	exact	ADJ
cana-1576	288	14	feeling	feeling	NOUN
cana-1576	288	15	acknowledgment	acknowledgment	NOUN
cana-1576	288	16	can	can	AUX
cana-1576	288	17	offer	offer	VERB
cana-1576	288	18	assistance	assistance	NOUN
cana-1576	288	19	specialists	specialist	NOUN
cana-1576	288	20	analyze	analyze	VERB
cana-1576	288	21	mental	mental	ADJ
cana-1576	288	22	sicknesses	sickness	NOUN
cana-1576	288	23	and	and	CCONJ
cana-1576	288	24	track	track	VERB
cana-1576	288	25	patients	patient	NOUN
cana-1576	288	26	'	'	PART
cana-1576	288	27	health	health	NOUN
cana-1576	288	28	,	,	PUNCT
cana-1576	288	29	and	and	CCONJ
cana-1576	288	30	instruction	instruction	NOUN
cana-1576	288	31	,	,	PUNCT
cana-1576	288	32	where	where	SCONJ
cana-1576	288	33	students	student	NOUN
cana-1576	288	34	'	'	PART
cana-1576	288	35	passionate	passionate	ADJ
cana-1576	288	36	states	state	NOUN
cana-1576	288	37	can	can	AUX
cana-1576	288	38	be	be	AUX
cana-1576	288	39	utilized	utilize	VERB
cana-1576	288	40	to	to	PART
cana-1576	288	41	assist	assist	VERB
cana-1576	288	42	make	make	VERB
cana-1576	288	43	learning	learn	VERB
cana-1576	288	44	more	more	ADV
cana-1576	288	45	personalized	personalize	VERB
cana-1576	288	46	.	.	PUNCT
cana-1576	289	1	this	this	PRON
cana-1576	289	2	too	too	ADV
cana-1576	289	3	implies	imply	VERB
cana-1576	289	4	that	that	SCONJ
cana-1576	289	5	including	include	VERB
cana-1576	289	6	numerous	numerous	ADJ
cana-1576	289	7	information	information	NOUN
cana-1576	289	8	can	can	AUX
cana-1576	289	9	make	make	VERB
cana-1576	289	10	strides	stride	NOUN
cana-1576	289	11	client	client	NOUN
cana-1576	289	12	encounters	encounter	NOUN
cana-1576	289	13	in	in	ADP
cana-1576	289	14	ranges	range	NOUN
cana-1576	289	15	such	such	ADJ
cana-1576	289	16	as	as	ADP
cana-1576	289	17	client	client	NOUN
cana-1576	289	18	benefit	benefit	NOUN
cana-1576	289	19	,	,	PUNCT
cana-1576	289	20	virtual	virtual	ADJ
cana-1576	289	21	reality	reality	NOUN
cana-1576	289	22	,	,	PUNCT
cana-1576	289	23	and	and	CCONJ
cana-1576	289	24	human	human	ADJ
cana-1576	289	25	-	-	PUNCT
cana-1576	289	26	computer	computer	NOUN
cana-1576	289	27	interaction	interaction	NOUN
cana-1576	289	28	.	.	PUNCT
cana-1576	290	1	frameworks	framework	NOUN
cana-1576	290	2	that	that	PRON
cana-1576	290	3	can	can	AUX
cana-1576	290	4	identify	identify	VERB
cana-1576	290	5	feelings	feeling	NOUN
cana-1576	290	6	in	in	ADP
cana-1576	290	7	several	several	ADJ
cana-1576	290	8	ways	way	NOUN
cana-1576	290	9	can	can	AUX
cana-1576	290	10	alter	alter	VERB
cana-1576	290	11	the	the	DET
cana-1576	290	12	way	way	NOUN
cana-1576	290	13	individuals	individual	NOUN
cana-1576	290	14	respond	respond	VERB
cana-1576	290	15	and	and	CCONJ
cana-1576	290	16	connected	connect	VERB
cana-1576	290	17	with	with	ADP
cana-1576	290	18	each	each	DET
cana-1576	290	19	other	other	ADJ
cana-1576	290	20	based	base	VERB
cana-1576	290	21	on	on	ADP
cana-1576	290	22	enthusiastic	enthusiastic	ADJ
cana-1576	290	23	signals	signal	NOUN
cana-1576	290	24	in	in	ADP
cana-1576	290	25	genuine	genuine	ADJ
cana-1576	290	26	time	time	NOUN
cana-1576	290	27	.	.	PUNCT
cana-1576	291	1	connections	connection	NOUN
cana-1576	291	2	gotten	get	VERB
cana-1576	291	3	to	to	PART
cana-1576	291	4	be	be	AUX
cana-1576	291	5	more	more	ADV
cana-1576	291	6	responsive	responsive	ADJ
cana-1576	291	7	and	and	CCONJ
cana-1576	291	8	understanding	understanding	ADJ
cana-1576	291	9	.	.	PUNCT
cana-1576	292	1	to	to	PART
cana-1576	292	2	form	form	VERB
cana-1576	292	3	multimodal	multimodal	ADJ
cana-1576	292	4	emotion	emotion	NOUN
cana-1576	292	5	tracking	tracking	NOUN
cana-1576	292	6	systems	system	NOUN
cana-1576	292	7	indeed	indeed	ADV
cana-1576	292	8	way	way	ADV
cana-1576	292	9	better	well	ADV
cana-1576	292	10	in	in	ADP
cana-1576	292	11	the	the	DET
cana-1576	292	12	future	future	NOUN
cana-1576	292	13	,	,	PUNCT
cana-1576	292	14	study	study	NOUN
cana-1576	292	15	should	should	AUX
cana-1576	292	16	center	center	VERB
cana-1576	292	17	on	on	ADP
cana-1576	292	18	a	a	DET
cana-1576	292	19	couple	couple	NOUN
cana-1576	292	20	of	of	ADP
cana-1576	292	21	key	key	ADJ
cana-1576	292	22	zones	zone	NOUN
cana-1576	292	23	.	.	PUNCT
cana-1576	293	1	a	a	DET
cana-1576	293	2	few	few	ADJ
cana-1576	293	3	of	of	ADP
cana-1576	293	4	these	these	PRON
cana-1576	293	5	are	be	AUX
cana-1576	293	6	moving	move	VERB
cana-1576	293	7	forward	forward	ADV
cana-1576	293	8	communications	communication	NOUN
cana-1576	293	9	on	on	ADP
cana-1576	293	10	applied	apply	VERB
cana-1576	293	11	nonlinear	nonlinear	ADJ
cana-1576	293	12	analysis	analysis	NOUN
cana-1576	293	13	issn	issn	NOUN
cana-1576	293	14	:	:	PUNCT
cana-1576	293	15	1074	1074	NUM
cana-1576	293	16	-	-	PUNCT
cana-1576	293	17	133x	133x	NUM
cana-1576	293	18	vol	vol	NOUN
cana-1576	293	19	31	31	NUM
cana-1576	293	20	no	no	NOUN
cana-1576	293	21	.	.	PUNCT
cana-1576	294	1	8s	8s	PROPN
cana-1576	294	2	(	(	PUNCT
cana-1576	294	3	2024	2024	NUM
cana-1576	294	4	)	)	PUNCT
cana-1576	294	5	669	669	NUM
cana-1576	294	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	294	7	combination	combination	NOUN
cana-1576	294	8	strategies	strategy	NOUN
cana-1576	294	9	so	so	SCONJ
cana-1576	294	10	that	that	SCONJ
cana-1576	294	11	different	different	ADJ
cana-1576	294	12	types	type	NOUN
cana-1576	294	13	of	of	ADP
cana-1576	294	14	data	datum	NOUN
cana-1576	294	15	can	can	AUX
cana-1576	294	16	be	be	AUX
cana-1576	294	17	combined	combine	VERB
cana-1576	294	18	more	more	ADV
cana-1576	294	19	successfully	successfully	ADV
cana-1576	294	20	,	,	PUNCT
cana-1576	294	21	making	make	VERB
cana-1576	294	22	solid	solid	ADJ
cana-1576	294	23	calculations	calculation	NOUN
cana-1576	294	24	for	for	ADP
cana-1576	294	25	handling	handle	VERB
cana-1576	294	26	and	and	CCONJ
cana-1576	294	27	adapting	adapt	VERB
cana-1576	294	28	in	in	ADP
cana-1576	294	29	genuine	genuine	ADJ
cana-1576	294	30	time	time	NOUN
cana-1576	294	31	,	,	PUNCT
cana-1576	294	32	tending	tend	VERB
cana-1576	294	33	to	to	ADP
cana-1576	294	34	security	security	NOUN
cana-1576	294	35	concerns	concern	NOUN
cana-1576	294	36	around	around	ADP
cana-1576	294	37	private	private	ADJ
cana-1576	294	38	enthusiastic	enthusiastic	ADJ
cana-1576	294	39	information	information	NOUN
cana-1576	294	40	,	,	PUNCT
cana-1576	294	41	and	and	CCONJ
cana-1576	294	42	looking	look	VERB
cana-1576	294	43	into	into	ADP
cana-1576	294	44	how	how	SCONJ
cana-1576	294	45	these	these	DET
cana-1576	294	46	methods	method	NOUN
cana-1576	294	47	can	can	AUX
cana-1576	294	48	be	be	AUX
cana-1576	294	49	utilized	utilize	VERB
cana-1576	294	50	in	in	ADP
cana-1576	294	51	modern	modern	ADJ
cana-1576	294	52	areas	area	NOUN
cana-1576	294	53	like	like	ADP
cana-1576	294	54	affective	affective	NOUN
cana-1576	294	55	computing	computing	NOUN
cana-1576	294	56	and	and	CCONJ
cana-1576	294	57	social	social	ADJ
cana-1576	294	58	mechanical	mechanical	ADJ
cana-1576	294	59	technology	technology	NOUN
cana-1576	294	60	.	.	PUNCT
cana-1576	295	1	basically	basically	ADV
cana-1576	295	2	,	,	PUNCT
cana-1576	295	3	using	use	VERB
cana-1576	295	4	voice	voice	NOUN
cana-1576	295	5	,	,	PUNCT
cana-1576	295	6	text	text	NOUN
cana-1576	295	7	,	,	PUNCT
cana-1576	295	8	and	and	CCONJ
cana-1576	295	9	facial	facial	ADJ
cana-1576	295	10	movements	movement	NOUN
cana-1576	295	11	together	together	ADV
cana-1576	295	12	for	for	ADP
cana-1576	295	13	emotion	emotion	NOUN
cana-1576	295	14	recognition	recognition	NOUN
cana-1576	295	15	is	be	AUX
cana-1576	295	16	a	a	DET
cana-1576	295	17	revolutionary	revolutionary	ADJ
cana-1576	295	18	idea	idea	NOUN
cana-1576	295	19	that	that	PRON
cana-1576	295	20	could	could	AUX
cana-1576	295	21	change	change	VERB
cana-1576	295	22	the	the	DET
cana-1576	295	23	way	way	NOUN
cana-1576	295	24	people	people	NOUN
cana-1576	295	25	connect	connect	VERB
cana-1576	295	26	with	with	ADP
cana-1576	295	27	machines	machine	NOUN
cana-1576	295	28	and	and	CCONJ
cana-1576	295	29	make	make	VERB
cana-1576	295	30	people	people	NOUN
cana-1576	295	31	's	's	PART
cana-1576	295	32	lives	life	NOUN
cana-1576	295	33	better	well	ADV
cana-1576	295	34	in	in	ADP
cana-1576	295	35	many	many	ADJ
cana-1576	295	36	areas	area	NOUN
cana-1576	295	37	of	of	ADP
cana-1576	295	38	society	society	NOUN
cana-1576	295	39	.	.	PUNCT
cana-1576	296	1	as	as	SCONJ
cana-1576	296	2	science	science	NOUN
cana-1576	296	3	and	and	CCONJ
cana-1576	296	4	technology	technology	NOUN
cana-1576	296	5	keep	keep	VERB
cana-1576	296	6	getting	get	VERB
cana-1576	296	7	better	well	ADJ
cana-1576	296	8	,	,	PUNCT
cana-1576	296	9	these	these	DET
cana-1576	296	10	changes	change	NOUN
cana-1576	296	11	will	will	AUX
cana-1576	296	12	continue	continue	VERB
cana-1576	296	13	to	to	PART
cana-1576	296	14	affect	affect	VERB
cana-1576	296	15	how	how	SCONJ
cana-1576	296	16	we	we	PRON
cana-1576	296	17	understand	understand	VERB
cana-1576	296	18	,	,	PUNCT
cana-1576	296	19	interpret	interpret	VERB
cana-1576	296	20	,	,	PUNCT
cana-1576	296	21	and	and	CCONJ
cana-1576	296	22	react	react	VERB
cana-1576	296	23	to	to	ADP
cana-1576	296	24	feelings	feeling	NOUN
cana-1576	296	25	in	in	ADP
cana-1576	296	26	our	our	PRON
cana-1576	296	27	personal	personal	ADJ
cana-1576	296	28	and	and	CCONJ
cana-1576	296	29	work	work	NOUN
cana-1576	296	30	lives	life	NOUN
cana-1576	296	31	.	.	PUNCT
cana-1576	297	1	references	reference	NOUN
cana-1576	297	2	[	[	X
cana-1576	297	3	1	1	NUM
cana-1576	297	4	]	]	X
cana-1576	297	5	zong	zong	PROPN
cana-1576	297	6	,	,	PUNCT
cana-1576	297	7	y.	y.	PROPN
cana-1576	297	8	;	;	PUNCT
cana-1576	297	9	lian	lian	PROPN
cana-1576	297	10	,	,	PUNCT
cana-1576	297	11	h.	h.	PROPN
cana-1576	297	12	;	;	PUNCT
cana-1576	297	13	chang	chang	PROPN
cana-1576	297	14	,	,	PUNCT
cana-1576	297	15	h.	h.	PROPN
cana-1576	297	16	;	;	PUNCT
cana-1576	297	17	lu	lu	PROPN
cana-1576	297	18	,	,	PUNCT
cana-1576	297	19	c.	c.	PROPN
cana-1576	297	20	;	;	PUNCT
cana-1576	297	21	tang	tang	PROPN
cana-1576	297	22	,	,	PUNCT
cana-1576	297	23	c.	c.	NOUN
cana-1576	297	24	adapting	adapt	VERB
cana-1576	297	25	multiple	multiple	ADJ
cana-1576	297	26	distributions	distribution	NOUN
cana-1576	297	27	for	for	ADP
cana-1576	297	28	bridging	bridge	VERB
cana-1576	297	29	emotions	emotion	NOUN
cana-1576	297	30	from	from	ADP
cana-1576	297	31	different	different	ADJ
cana-1576	297	32	speech	speech	NOUN
cana-1576	297	33	corpora	corpus	NOUN
cana-1576	297	34	.	.	PUNCT
cana-1576	298	1	entropy	entropy	PROPN
cana-1576	298	2	2022	2022	NUM
cana-1576	298	3	,	,	PUNCT
cana-1576	298	4	24	24	NUM
cana-1576	298	5	,	,	PUNCT
cana-1576	298	6	1250	1250	NUM
cana-1576	298	7	.	.	PUNCT
cana-1576	299	1	[	[	X
cana-1576	299	2	2	2	NUM
cana-1576	299	3	]	]	X
cana-1576	299	4	fu	fu	PROPN
cana-1576	299	5	,	,	PUNCT
cana-1576	299	6	h.	h.	PROPN
cana-1576	299	7	;	;	PUNCT
cana-1576	299	8	zhuang	zhuang	PROPN
cana-1576	299	9	,	,	PUNCT
cana-1576	299	10	z.	z.	PROPN
cana-1576	299	11	;	;	PUNCT
cana-1576	299	12	wang	wang	PROPN
cana-1576	299	13	,	,	PUNCT
cana-1576	299	14	y.	y.	PROPN
cana-1576	299	15	;	;	PUNCT
cana-1576	299	16	huang	huang	PROPN
cana-1576	299	17	,	,	PUNCT
cana-1576	299	18	c.	c.	PROPN
cana-1576	299	19	;	;	PUNCT
cana-1576	299	20	duan	duan	PROPN
cana-1576	299	21	,	,	PUNCT
cana-1576	299	22	w.	w.	PROPN
cana-1576	299	23	cross	cross	PROPN
cana-1576	299	24	-	-	ADJ
cana-1576	299	25	corpus	corpus	ADJ
cana-1576	299	26	speech	speech	NOUN
cana-1576	299	27	emotion	emotion	NOUN
cana-1576	299	28	recognition	recognition	NOUN
cana-1576	299	29	based	base	VERB
cana-1576	299	30	on	on	ADP
cana-1576	299	31	multitask	multitask	ADJ
cana-1576	299	32	learning	learning	NOUN
cana-1576	299	33	and	and	CCONJ
cana-1576	299	34	subdomain	subdomain	NOUN
cana-1576	299	35	adaptation	adaptation	NOUN
cana-1576	299	36	.	.	PUNCT
cana-1576	300	1	entropy	entropy	PROPN
cana-1576	300	2	2023	2023	NUM
cana-1576	300	3	,	,	PUNCT
cana-1576	300	4	25	25	NUM
cana-1576	300	5	,	,	PUNCT
cana-1576	300	6	124	124	NUM
cana-1576	300	7	.	.	PUNCT
cana-1576	301	1	[	[	X
cana-1576	301	2	3	3	X
cana-1576	301	3	]	]	X
cana-1576	301	4	lu	lu	PROPN
cana-1576	301	5	,	,	PUNCT
cana-1576	301	6	c.	c.	PROPN
cana-1576	301	7	;	;	PUNCT
cana-1576	301	8	tang	tang	PROPN
cana-1576	301	9	,	,	PUNCT
cana-1576	301	10	c.	c.	PROPN
cana-1576	301	11	;	;	PUNCT
cana-1576	301	12	zhang	zhang	PROPN
cana-1576	301	13	,	,	PUNCT
cana-1576	301	14	j.	j.	PROPN
cana-1576	301	15	;	;	PUNCT
cana-1576	301	16	zong	zong	PROPN
cana-1576	301	17	,	,	PUNCT
cana-1576	301	18	y.	y.	PROPN
cana-1576	301	19	progressively	progressively	ADV
cana-1576	301	20	discriminative	discriminative	NOUN
cana-1576	301	21	transfer	transfer	NOUN
cana-1576	301	22	network	network	NOUN
cana-1576	301	23	for	for	ADP
cana-1576	301	24	cross	cross	ADJ
cana-1576	301	25	-	-	ADJ
cana-1576	301	26	corpus	corpus	ADJ
cana-1576	301	27	speech	speech	NOUN
cana-1576	301	28	emotion	emotion	NOUN
cana-1576	301	29	recognition	recognition	NOUN
cana-1576	301	30	.	.	PUNCT
cana-1576	301	31	entropy	entropy	PROPN
cana-1576	301	32	2022	2022	NUM
cana-1576	301	33	,	,	PUNCT
cana-1576	301	34	24	24	NUM
cana-1576	301	35	,	,	PUNCT
cana-1576	301	36	1046	1046	NUM
cana-1576	301	37	.	.	PUNCT
cana-1576	302	1	[	[	X
cana-1576	302	2	4	4	NUM
cana-1576	302	3	]	]	SYM
cana-1576	302	4	yang	yang	PROPN
cana-1576	302	5	,	,	PUNCT
cana-1576	302	6	h.	h.	PROPN
cana-1576	302	7	;	;	PUNCT
cana-1576	302	8	xie	xie	PROPN
cana-1576	302	9	,	,	PUNCT
cana-1576	302	10	l.	l.	PROPN
cana-1576	302	11	;	;	PUNCT
cana-1576	302	12	pan	pan	PROPN
cana-1576	302	13	,	,	PUNCT
cana-1576	302	14	h.	h.	PROPN
cana-1576	302	15	;	;	PUNCT
cana-1576	302	16	li	li	PROPN
cana-1576	302	17	,	,	PUNCT
cana-1576	302	18	c.	c.	PROPN
cana-1576	302	19	;	;	PUNCT
cana-1576	302	20	wang	wang	PROPN
cana-1576	302	21	,	,	PUNCT
cana-1576	302	22	z.	z.	PROPN
cana-1576	302	23	;	;	PUNCT
cana-1576	302	24	zhong	zhong	PROPN
cana-1576	302	25	,	,	PUNCT
cana-1576	302	26	j.	j.	PROPN
cana-1576	302	27	multimodal	multimodal	PROPN
cana-1576	302	28	attention	attention	NOUN
cana-1576	302	29	dynamic	dynamic	ADJ
cana-1576	302	30	fusion	fusion	NOUN
cana-1576	302	31	network	network	NOUN
cana-1576	302	32	for	for	ADP
cana-1576	302	33	facial	facial	ADJ
cana-1576	302	34	micro	micro	NOUN
cana-1576	302	35	-	-	NOUN
cana-1576	302	36	expression	expression	ADJ
cana-1576	302	37	recognition	recognition	NOUN
cana-1576	302	38	.	.	PUNCT
cana-1576	302	39	entropy	entropy	PROPN
cana-1576	302	40	2023	2023	NUM
cana-1576	302	41	,	,	PUNCT
cana-1576	302	42	25	25	NUM
cana-1576	302	43	,	,	PUNCT
cana-1576	302	44	1246	1246	NUM
cana-1576	302	45	.	.	PUNCT
cana-1576	303	1	[	[	X
cana-1576	303	2	5	5	NUM
cana-1576	303	3	]	]	X
cana-1576	303	4	zeng	zeng	PROPN
cana-1576	303	5	,	,	PUNCT
cana-1576	303	6	j.	j.	PROPN
cana-1576	303	7	;	;	PUNCT
cana-1576	303	8	liu	liu	PROPN
cana-1576	303	9	,	,	PUNCT
cana-1576	303	10	t.	t.	PROPN
cana-1576	303	11	;	;	PUNCT
cana-1576	303	12	zhou	zhou	PROPN
cana-1576	303	13	,	,	PUNCT
cana-1576	303	14	j.	j.	PROPN
cana-1576	303	15	tag	tag	PROPN
cana-1576	303	16	-	-	PUNCT
cana-1576	303	17	assisted	assist	VERB
cana-1576	303	18	multimodal	multimodal	ADJ
cana-1576	303	19	sentiment	sentiment	NOUN
cana-1576	303	20	analysis	analysis	NOUN
cana-1576	303	21	under	under	ADP
cana-1576	303	22	uncertain	uncertain	ADJ
cana-1576	303	23	missing	missing	ADJ
cana-1576	303	24	modalities	modality	NOUN
cana-1576	303	25	.	.	PUNCT
cana-1576	304	1	in	in	ADP
cana-1576	304	2	proceedings	proceeding	NOUN
cana-1576	304	3	of	of	ADP
cana-1576	304	4	the	the	DET
cana-1576	304	5	45th	45th	ADJ
cana-1576	304	6	international	international	PROPN
cana-1576	304	7	acm	acm	PROPN
cana-1576	304	8	sigir	sigir	PROPN
cana-1576	304	9	conference	conference	PROPN
cana-1576	304	10	on	on	ADP
cana-1576	304	11	research	research	NOUN
cana-1576	304	12	and	and	CCONJ
cana-1576	304	13	development	development	NOUN
cana-1576	304	14	in	in	ADP
cana-1576	304	15	information	information	NOUN
cana-1576	304	16	retrieval	retrieval	NOUN
cana-1576	304	17	,	,	PUNCT
cana-1576	304	18	madrid	madrid	PROPN
cana-1576	304	19	,	,	PUNCT
cana-1576	304	20	spain	spain	PROPN
cana-1576	304	21	,	,	PUNCT
cana-1576	304	22	11–15	11–15	NUM
cana-1576	304	23	july	july	PROPN
cana-1576	304	24	2022	2022	NUM
cana-1576	304	25	;	;	PUNCT
cana-1576	304	26	pp	pp	ADP
cana-1576	304	27	.	.	PUNCT
cana-1576	305	1	1545–1554	1545–1554	NUM
cana-1576	305	2	.	.	PUNCT
cana-1576	306	1	[	[	X
cana-1576	306	2	6	6	NUM
cana-1576	306	3	]	]	X
cana-1576	306	4	shou	shou	PROPN
cana-1576	306	5	,	,	PUNCT
cana-1576	306	6	y.	y.	PROPN
cana-1576	306	7	;	;	PUNCT
cana-1576	306	8	meng	meng	PROPN
cana-1576	306	9	,	,	PUNCT
cana-1576	306	10	t.	t.	PROPN
cana-1576	306	11	;	;	PUNCT
cana-1576	306	12	ai	ai	PROPN
cana-1576	306	13	,	,	PUNCT
cana-1576	306	14	w.	w.	PROPN
cana-1576	306	15	;	;	PUNCT
cana-1576	306	16	yang	yang	PROPN
cana-1576	306	17	,	,	PUNCT
cana-1576	306	18	s.	s.	PROPN
cana-1576	306	19	;	;	PUNCT
cana-1576	306	20	li	li	PROPN
cana-1576	306	21	,	,	PUNCT
cana-1576	306	22	k.	k.	PROPN
cana-1576	306	23	conversational	conversational	ADJ
cana-1576	306	24	emotion	emotion	NOUN
cana-1576	306	25	recognition	recognition	NOUN
cana-1576	306	26	studies	study	NOUN
cana-1576	306	27	based	base	VERB
cana-1576	306	28	on	on	ADP
cana-1576	306	29	graph	graph	NOUN
cana-1576	306	30	convolutional	convolutional	ADJ
cana-1576	306	31	neural	neural	ADJ
cana-1576	306	32	networks	network	NOUN
cana-1576	306	33	and	and	CCONJ
cana-1576	306	34	a	a	DET
cana-1576	306	35	dependent	dependent	ADJ
cana-1576	306	36	syntactic	syntactic	ADJ
cana-1576	306	37	analysis	analysis	NOUN
cana-1576	306	38	.	.	PUNCT
cana-1576	307	1	neurocomputing	neurocompute	VERB
cana-1576	307	2	2022	2022	NUM
cana-1576	307	3	,	,	PUNCT
cana-1576	307	4	501	501	NUM
cana-1576	307	5	,	,	PUNCT
cana-1576	307	6	629–639	629–639	NUM
cana-1576	307	7	.	.	PUNCT
cana-1576	308	1	[	[	X
cana-1576	308	2	7	7	NUM
cana-1576	308	3	]	]	SYM
cana-1576	308	4	li	li	PROPN
cana-1576	308	5	,	,	PUNCT
cana-1576	308	6	y.	y.	PROPN
cana-1576	308	7	;	;	PUNCT
cana-1576	308	8	wang	wang	PROPN
cana-1576	308	9	,	,	PUNCT
cana-1576	308	10	y.	y.	PROPN
cana-1576	308	11	;	;	PUNCT
cana-1576	308	12	cui	cui	PROPN
cana-1576	308	13	,	,	PUNCT
cana-1576	308	14	z.	z.	PROPN
cana-1576	308	15	decoupled	decouple	VERB
cana-1576	308	16	multimodal	multimodal	NOUN
cana-1576	308	17	distilling	distilling	NOUN
cana-1576	308	18	for	for	ADP
cana-1576	308	19	emotion	emotion	NOUN
cana-1576	308	20	recognition	recognition	NOUN
cana-1576	308	21	.	.	PUNCT
cana-1576	309	1	in	in	ADP
cana-1576	309	2	proceedings	proceeding	NOUN
cana-1576	309	3	of	of	ADP
cana-1576	309	4	the	the	DET
cana-1576	309	5	ieee	ieee	NOUN
cana-1576	309	6	/	/	SYM
cana-1576	309	7	cvf	cvf	NOUN
cana-1576	309	8	conference	conference	NOUN
cana-1576	309	9	on	on	ADP
cana-1576	309	10	computer	computer	NOUN
cana-1576	309	11	vision	vision	NOUN
cana-1576	309	12	and	and	CCONJ
cana-1576	309	13	pattern	pattern	NOUN
cana-1576	309	14	recognition	recognition	NOUN
cana-1576	309	15	,	,	PUNCT
cana-1576	309	16	vancouver	vancouver	PROPN
cana-1576	309	17	,	,	PUNCT
cana-1576	309	18	bc	bc	PROPN
cana-1576	309	19	,	,	PUNCT
cana-1576	309	20	canada	canada	PROPN
cana-1576	309	21	,	,	PUNCT
cana-1576	309	22	17–24	17–24	PROPN
cana-1576	309	23	june	june	PROPN
cana-1576	309	24	2023	2023	NUM
cana-1576	309	25	;	;	PUNCT
cana-1576	309	26	pp	pp	X
cana-1576	309	27	.	.	PUNCT
cana-1576	310	1	6631–6640	6631–6640	ADJ
cana-1576	310	2	.	.	PUNCT
cana-1576	311	1	[	[	X
cana-1576	311	2	8	8	NUM
cana-1576	311	3	]	]	X
cana-1576	311	4	liu	liu	PROPN
cana-1576	311	5	,	,	PUNCT
cana-1576	311	6	f.	f.	PROPN
cana-1576	311	7	;	;	PUNCT
cana-1576	311	8	chen	chen	PROPN
cana-1576	311	9	,	,	PUNCT
cana-1576	311	10	j.	j.	PROPN
cana-1576	311	11	;	;	PUNCT
cana-1576	311	12	tan	tan	PROPN
cana-1576	311	13	,	,	PUNCT
cana-1576	311	14	w.	w.	PROPN
cana-1576	311	15	;	;	PUNCT
cana-1576	311	16	cai	cai	PROPN
cana-1576	311	17	,	,	PUNCT
cana-1576	311	18	c.	c.	PROPN
cana-1576	311	19	a	a	DET
cana-1576	311	20	multi	multi	ADJ
cana-1576	311	21	-	-	ADJ
cana-1576	311	22	modal	modal	ADJ
cana-1576	311	23	fusion	fusion	NOUN
cana-1576	311	24	method	method	NOUN
cana-1576	311	25	based	base	VERB
cana-1576	311	26	on	on	ADP
cana-1576	311	27	higher	high	ADJ
cana-1576	311	28	-	-	PUNCT
cana-1576	311	29	order	order	NOUN
cana-1576	311	30	orthogonal	orthogonal	ADJ
cana-1576	311	31	iteration	iteration	NOUN
cana-1576	311	32	decomposition	decomposition	NOUN
cana-1576	311	33	.	.	PUNCT
cana-1576	312	1	entropy	entropy	PROPN
cana-1576	312	2	2021	2021	NUM
cana-1576	312	3	,	,	PUNCT
cana-1576	312	4	23	23	NUM
cana-1576	312	5	,	,	PUNCT
cana-1576	312	6	1349	1349	NUM
cana-1576	312	7	.	.	PUNCT
cana-1576	313	1	[	[	X
cana-1576	313	2	9	9	NUM
cana-1576	313	3	]	]	X
cana-1576	313	4	liu	liu	PROPN
cana-1576	313	5	,	,	PUNCT
cana-1576	313	6	f.	f.	PROPN
cana-1576	313	7	;	;	PUNCT
cana-1576	313	8	shen	shen	PROPN
cana-1576	313	9	,	,	PUNCT
cana-1576	313	10	s.y	s.y	PROPN
cana-1576	313	11	.	.	PROPN
cana-1576	313	12	;	;	PUNCT
cana-1576	313	13	fu	fu	PROPN
cana-1576	313	14	,	,	PUNCT
cana-1576	313	15	z.w	z.w	PROPN
cana-1576	313	16	.	.	PROPN
cana-1576	313	17	;	;	PUNCT
cana-1576	313	18	wang	wang	PROPN
cana-1576	313	19	,	,	PUNCT
cana-1576	313	20	h.y	h.y	PROPN
cana-1576	313	21	.	.	PROPN
cana-1576	313	22	;	;	PUNCT
cana-1576	313	23	zhou	zhou	PROPN
cana-1576	313	24	,	,	PUNCT
cana-1576	313	25	a.m.	a.m.	ADV
cana-1576	313	26	;	;	PUNCT
cana-1576	313	27	qi	qi	PROPN
cana-1576	313	28	,	,	PUNCT
cana-1576	313	29	j.y	j.y	PROPN
cana-1576	313	30	.	.	PROPN
cana-1576	313	31	lgcct	lgcct	PROPN
cana-1576	313	32	:	:	PUNCT
cana-1576	313	33	a	a	DET
cana-1576	313	34	light	light	NOUN
cana-1576	313	35	gated	gate	VERB
cana-1576	313	36	and	and	CCONJ
cana-1576	313	37	crossed	cross	VERB
cana-1576	313	38	complementation	complementation	NOUN
cana-1576	313	39	transformer	transformer	NOUN
cana-1576	313	40	for	for	ADP
cana-1576	313	41	multimodal	multimodal	NOUN
cana-1576	313	42	speech	speech	NOUN
cana-1576	313	43	emotion	emotion	NOUN
cana-1576	313	44	recognition	recognition	NOUN
cana-1576	313	45	.	.	PUNCT
cana-1576	314	1	entropy	entropy	PROPN
cana-1576	314	2	2022	2022	NUM
cana-1576	314	3	,	,	PUNCT
cana-1576	314	4	24	24	NUM
cana-1576	314	5	,	,	PUNCT
cana-1576	314	6	1010	1010	NUM
cana-1576	314	7	.	.	PUNCT
cana-1576	315	1	[	[	X
cana-1576	315	2	10	10	NUM
cana-1576	315	3	]	]	X
cana-1576	315	4	li	li	PROPN
cana-1576	315	5	,	,	PUNCT
cana-1576	315	6	q.	q.	PROPN
cana-1576	315	7	;	;	PUNCT
cana-1576	315	8	liu	liu	PROPN
cana-1576	315	9	,	,	PUNCT
cana-1576	315	10	y.	y.	PROPN
cana-1576	315	11	;	;	PUNCT
cana-1576	315	12	liu	liu	PROPN
cana-1576	315	13	,	,	PUNCT
cana-1576	315	14	q.	q.	PROPN
cana-1576	315	15	;	;	PUNCT
cana-1576	315	16	zhang	zhang	PROPN
cana-1576	315	17	,	,	PUNCT
cana-1576	315	18	q.	q.	PROPN
cana-1576	315	19	;	;	PUNCT
cana-1576	315	20	yan	yan	PROPN
cana-1576	315	21	,	,	PUNCT
cana-1576	315	22	f.	f.	PROPN
cana-1576	315	23	;	;	PUNCT
cana-1576	315	24	ma	ma	PROPN
cana-1576	315	25	,	,	PUNCT
cana-1576	315	26	y.	y.	PROPN
cana-1576	315	27	;	;	PUNCT
cana-1576	315	28	zhang	zhang	PROPN
cana-1576	315	29	,	,	PUNCT
cana-1576	315	30	x.	x.	PROPN
cana-1576	315	31	multidimensional	multidimensional	ADJ
cana-1576	315	32	feature	feature	NOUN
cana-1576	315	33	in	in	ADP
cana-1576	315	34	emotion	emotion	NOUN
cana-1576	315	35	recognition	recognition	NOUN
cana-1576	315	36	based	base	VERB
cana-1576	315	37	on	on	ADP
cana-1576	315	38	multi	multi	ADJ
cana-1576	315	39	-	-	ADJ
cana-1576	315	40	channel	channel	ADJ
cana-1576	315	41	eeg	eeg	NOUN
cana-1576	315	42	signals	signal	NOUN
cana-1576	315	43	.	.	PUNCT
cana-1576	316	1	entropy	entropy	PROPN
cana-1576	316	2	2022	2022	NUM
cana-1576	316	3	,	,	PUNCT
cana-1576	316	4	24	24	NUM
cana-1576	316	5	,	,	PUNCT
cana-1576	316	6	1830	1830	NUM
cana-1576	316	7	.	.	PUNCT
cana-1576	317	1	[	[	X
cana-1576	317	2	11	11	NUM
cana-1576	317	3	]	]	PUNCT
cana-1576	317	4	ajani	ajani	PROPN
cana-1576	317	5	,	,	PUNCT
cana-1576	317	6	s.	s.	PROPN
cana-1576	317	7	n.	n.	PROPN
cana-1576	317	8	.	.	PUNCT
cana-1576	317	9	,	,	PUNCT
cana-1576	317	10	khobragade	khobragade	PROPN
cana-1576	317	11	,	,	PUNCT
cana-1576	317	12	p.	p.	NOUN
cana-1576	317	13	.	.	PUNCT
cana-1576	317	14	,	,	PUNCT
cana-1576	317	15	dhone	dhone	NOUN
cana-1576	317	16	,	,	PUNCT
cana-1576	317	17	m.	m.	NOUN
cana-1576	317	18	.	.	PUNCT
cana-1576	317	19	,	,	PUNCT
cana-1576	317	20	ganguly	ganguly	PROPN
cana-1576	317	21	,	,	PUNCT
cana-1576	317	22	b.	b.	PROPN
cana-1576	317	23	.	.	PUNCT
cana-1576	317	24	,	,	PUNCT
cana-1576	317	25	shelke	shelke	PROPN
cana-1576	317	26	,	,	PUNCT
cana-1576	317	27	n.	n.	NOUN
cana-1576	317	28	.	.	PUNCT
cana-1576	317	29	,	,	PUNCT
cana-1576	317	30	&	&	CCONJ
cana-1576	317	31	parati	parati	PROPN
cana-1576	317	32	,	,	PUNCT
cana-1576	317	33	n.	n.	NOUN
cana-1576	317	34	.	.	PUNCT
cana-1576	318	1	(	(	PUNCT
cana-1576	318	2	2023	2023	NUM
cana-1576	318	3	)	)	PUNCT
cana-1576	318	4	.	.	PUNCT
cana-1576	319	1	advancements	advancement	NOUN
cana-1576	319	2	in	in	ADP
cana-1576	319	3	computing	compute	VERB
cana-1576	319	4	:	:	PUNCT
cana-1576	319	5	emerging	emerge	VERB
cana-1576	319	6	trends	trend	NOUN
cana-1576	319	7	in	in	ADP
cana-1576	319	8	computational	computational	ADJ
cana-1576	319	9	science	science	NOUN
cana-1576	319	10	with	with	ADP
cana-1576	319	11	next	next	ADJ
cana-1576	319	12	-	-	PUNCT
cana-1576	319	13	generation	generation	NOUN
cana-1576	319	14	computing	computing	NOUN
cana-1576	319	15	.	.	PUNCT
cana-1576	320	1	international	international	ADJ
cana-1576	320	2	journal	journal	NOUN
cana-1576	320	3	of	of	ADP
cana-1576	320	4	intelligent	intelligent	ADJ
cana-1576	320	5	systems	system	NOUN
cana-1576	320	6	and	and	CCONJ
cana-1576	320	7	applications	application	NOUN
cana-1576	320	8	in	in	ADP
cana-1576	320	9	engineering	engineering	NOUN
cana-1576	320	10	,	,	PUNCT
cana-1576	320	11	12(7s	12(7s	NUM
cana-1576	320	12	)	)	PUNCT
cana-1576	320	13	,	,	PUNCT
cana-1576	321	1	546–559	546–559	NUM
cana-1576	321	2	[	[	X
cana-1576	321	3	12	12	NUM
cana-1576	321	4	]	]	X
cana-1576	321	5	chang	chang	PROPN
cana-1576	321	6	,	,	PUNCT
cana-1576	321	7	h.	h.	PROPN
cana-1576	321	8	;	;	PUNCT
cana-1576	321	9	liu	liu	PROPN
cana-1576	321	10	,	,	PUNCT
cana-1576	321	11	b.	b.	PROPN
cana-1576	321	12	;	;	PUNCT
cana-1576	321	13	zong	zong	PROPN
cana-1576	321	14	,	,	PUNCT
cana-1576	321	15	y.	y.	PROPN
cana-1576	321	16	;	;	PUNCT
cana-1576	321	17	lu	lu	PROPN
cana-1576	321	18	,	,	PUNCT
cana-1576	321	19	c.	c.	PROPN
cana-1576	321	20	;	;	PUNCT
cana-1576	321	21	wang	wang	PROPN
cana-1576	321	22	,	,	PUNCT
cana-1576	321	23	x.	x.	PROPN
cana-1576	321	24	eeg	eeg	PROPN
cana-1576	321	25	-	-	PUNCT
cana-1576	321	26	based	base	VERB
cana-1576	321	27	parkinson	parkinson	NOUN
cana-1576	321	28	’s	’s	PART
cana-1576	321	29	disease	disease	NOUN
cana-1576	321	30	recognition	recognition	NOUN
cana-1576	321	31	via	via	ADP
cana-1576	321	32	attention	attention	NOUN
cana-1576	321	33	-	-	PUNCT
cana-1576	321	34	based	base	VERB
cana-1576	321	35	sparse	sparse	ADJ
cana-1576	321	36	graph	graph	NOUN
cana-1576	321	37	convolutional	convolutional	ADJ
cana-1576	321	38	neural	neural	ADJ
cana-1576	321	39	network	network	NOUN
cana-1576	321	40	.	.	PUNCT
cana-1576	322	1	ieee	ieee	PROPN
cana-1576	322	2	j.	j.	PROPN
cana-1576	322	3	biomed	biome	VERB
cana-1576	322	4	.	.	PUNCT
cana-1576	323	1	health	health	NOUN
cana-1576	323	2	inform	inform	NOUN
cana-1576	323	3	.	.	PUNCT
cana-1576	324	1	2023	2023	NUM
cana-1576	324	2	.	.	PUNCT
cana-1576	325	1	[	[	X
cana-1576	325	2	13	13	NUM
cana-1576	325	3	]	]	SYM
cana-1576	325	4	gu	gu	NOUN
cana-1576	325	5	,	,	PUNCT
cana-1576	325	6	x.	x.	PROPN
cana-1576	325	7	;	;	PUNCT
cana-1576	325	8	shen	shen	PROPN
cana-1576	325	9	,	,	PUNCT
cana-1576	325	10	y.	y.	PROPN
cana-1576	325	11	;	;	PUNCT
cana-1576	325	12	xu	xu	PROPN
cana-1576	325	13	,	,	PUNCT
cana-1576	325	14	j.	j.	PROPN
cana-1576	325	15	multimodal	multimodal	PROPN
cana-1576	325	16	emotion	emotion	NOUN
cana-1576	325	17	recognition	recognition	NOUN
cana-1576	325	18	in	in	ADP
cana-1576	325	19	deep	deep	ADJ
cana-1576	325	20	learning	learning	NOUN
cana-1576	325	21	:	:	PUNCT
cana-1576	325	22	a	a	DET
cana-1576	325	23	survey	survey	NOUN
cana-1576	325	24	.	.	PUNCT
cana-1576	326	1	in	in	ADP
cana-1576	326	2	proceedings	proceeding	NOUN
cana-1576	326	3	of	of	ADP
cana-1576	326	4	the	the	DET
cana-1576	326	5	2021	2021	NUM
cana-1576	326	6	international	international	ADJ
cana-1576	326	7	conference	conference	NOUN
cana-1576	326	8	on	on	ADP
cana-1576	326	9	culture	culture	NOUN
cana-1576	326	10	-	-	PUNCT
cana-1576	326	11	oriented	orient	VERB
cana-1576	326	12	science	science	NOUN
cana-1576	326	13	&	&	CCONJ
cana-1576	326	14	technology	technology	PROPN
cana-1576	326	15	(	(	PUNCT
cana-1576	326	16	iccst	iccst	NOUN
cana-1576	326	17	)	)	PUNCT
cana-1576	326	18	,	,	PUNCT
cana-1576	326	19	beijing	beijing	PROPN
cana-1576	326	20	,	,	PUNCT
cana-1576	326	21	china	china	PROPN
cana-1576	326	22	,	,	PUNCT
cana-1576	326	23	18–21	18–21	NUM
cana-1576	326	24	november	november	PROPN
cana-1576	326	25	2021	2021	NUM
cana-1576	326	26	;	;	PUNCT
cana-1576	326	27	ieee	ieee	NOUN
cana-1576	326	28	:	:	PUNCT
cana-1576	326	29	new	new	PROPN
cana-1576	326	30	york	york	PROPN
cana-1576	326	31	,	,	PUNCT
cana-1576	326	32	ny	ny	PROPN
cana-1576	326	33	,	,	PUNCT
cana-1576	326	34	usa	usa	PROPN
cana-1576	326	35	,	,	PUNCT
cana-1576	326	36	2021	2021	NUM
cana-1576	326	37	;	;	PUNCT
cana-1576	326	38	pp	pp	X
cana-1576	326	39	.	.	PUNCT
cana-1576	327	1	77–82	77–82	X
cana-1576	327	2	.	.	PUNCT
cana-1576	328	1	[	[	X
cana-1576	328	2	14	14	NUM
cana-1576	328	3	]	]	X
cana-1576	328	4	koromilas	koromila	NOUN
cana-1576	328	5	,	,	PUNCT
cana-1576	328	6	p.	p.	NOUN
cana-1576	328	7	;	;	PUNCT
cana-1576	328	8	giannakopoulos	giannakopoulos	PROPN
cana-1576	328	9	,	,	PUNCT
cana-1576	328	10	t.	t.	NOUN
cana-1576	328	11	deep	deep	ADJ
cana-1576	328	12	multimodal	multimodal	NOUN
cana-1576	328	13	emotion	emotion	NOUN
cana-1576	328	14	recognition	recognition	NOUN
cana-1576	328	15	on	on	ADP
cana-1576	328	16	human	human	ADJ
cana-1576	328	17	speech	speech	NOUN
cana-1576	328	18	:	:	PUNCT
cana-1576	328	19	a	a	DET
cana-1576	328	20	review	review	NOUN
cana-1576	328	21	.	.	PUNCT
cana-1576	329	1	appl	appl	PROPN
cana-1576	329	2	.	.	PUNCT
cana-1576	330	1	sci	sci	PROPN
cana-1576	330	2	.	.	PROPN
cana-1576	330	3	2021	2021	NUM
cana-1576	330	4	,	,	PUNCT
cana-1576	330	5	11	11	NUM
cana-1576	330	6	,	,	PUNCT
cana-1576	330	7	7962	7962	NUM
cana-1576	330	8	.	.	PUNCT
cana-1576	331	1	[	[	X
cana-1576	331	2	15	15	NUM
cana-1576	331	3	]	]	X
cana-1576	331	4	liu	liu	PROPN
cana-1576	331	5	,	,	PUNCT
cana-1576	331	6	y.	y.	PROPN
cana-1576	331	7	;	;	PUNCT
cana-1576	331	8	yuan	yuan	PROPN
cana-1576	331	9	,	,	PUNCT
cana-1576	331	10	z.	z.	PROPN
cana-1576	331	11	;	;	PUNCT
cana-1576	331	12	mao	mao	PROPN
cana-1576	331	13	,	,	PUNCT
cana-1576	331	14	h.	h.	PROPN
cana-1576	331	15	;	;	PUNCT
cana-1576	331	16	liang	liang	PROPN
cana-1576	331	17	,	,	PUNCT
cana-1576	331	18	z.	z.	PROPN
cana-1576	331	19	;	;	PUNCT
cana-1576	331	20	yang	yang	PROPN
cana-1576	331	21	,	,	PUNCT
cana-1576	331	22	w.	w.	PROPN
cana-1576	331	23	;	;	PUNCT
cana-1576	331	24	qiu	qiu	PROPN
cana-1576	331	25	,	,	PUNCT
cana-1576	331	26	y.	y.	PROPN
cana-1576	331	27	;	;	PUNCT
cana-1576	331	28	cheng	cheng	PROPN
cana-1576	331	29	,	,	PUNCT
cana-1576	331	30	t.	t.	PROPN
cana-1576	331	31	;	;	PUNCT
cana-1576	331	32	li	li	PROPN
cana-1576	331	33	,	,	PUNCT
cana-1576	331	34	x.	x.	PROPN
cana-1576	331	35	;	;	PUNCT
cana-1576	331	36	xu	xu	PROPN
cana-1576	331	37	,	,	PUNCT
cana-1576	331	38	h.	h.	PROPN
cana-1576	331	39	;	;	PUNCT
cana-1576	331	40	gao	gao	PROPN
cana-1576	331	41	,	,	PUNCT
cana-1576	331	42	k.	k.	PROPN
cana-1576	331	43	make	make	VERB
cana-1576	331	44	acoustic	acoustic	ADJ
cana-1576	331	45	and	and	CCONJ
cana-1576	331	46	visual	visual	ADJ
cana-1576	331	47	cues	cue	NOUN
cana-1576	331	48	matter	matter	NOUN
cana-1576	331	49	:	:	PUNCT
cana-1576	331	50	ch	ch	NOUN
cana-1576	331	51	-	-	PUNCT
cana-1576	331	52	sims	sim	NOUN
cana-1576	331	53	v2.0	v2.0	X
cana-1576	331	54	dataset	dataset	NOUN
cana-1576	331	55	and	and	CCONJ
cana-1576	331	56	av	av	NOUN
cana-1576	331	57	-	-	PUNCT
cana-1576	331	58	mixup	mixup	NOUN
cana-1576	331	59	consistent	consistent	ADJ
cana-1576	331	60	module	module	NOUN
cana-1576	331	61	.	.	PUNCT
cana-1576	332	1	in	in	ADP
cana-1576	332	2	proceedings	proceeding	NOUN
cana-1576	332	3	of	of	ADP
cana-1576	332	4	the	the	DET
cana-1576	332	5	2022	2022	NUM
cana-1576	332	6	international	international	ADJ
cana-1576	332	7	conference	conference	NOUN
cana-1576	332	8	on	on	ADP
cana-1576	332	9	multimodal	multimodal	NOUN
cana-1576	332	10	interaction	interaction	NOUN
cana-1576	332	11	,	,	PUNCT
cana-1576	332	12	bengaluru	bengaluru	PROPN
cana-1576	332	13	,	,	PUNCT
cana-1576	332	14	india	india	PROPN
cana-1576	332	15	,	,	PUNCT
cana-1576	332	16	7–11	7–11	PROPN
cana-1576	332	17	november	november	PROPN
cana-1576	332	18	2022	2022	NUM
cana-1576	332	19	;	;	PUNCT
cana-1576	332	20	pp	pp	ADV
cana-1576	332	21	.	.	PUNCT
cana-1576	333	1	247–258	247–258	NUM
cana-1576	333	2	.	.	PUNCT
cana-1576	334	1	[	[	X
cana-1576	334	2	16	16	NUM
cana-1576	334	3	]	]	X
cana-1576	334	4	lu	lu	PROPN
cana-1576	334	5	,	,	PUNCT
cana-1576	334	6	c.	c.	PROPN
cana-1576	334	7	;	;	PUNCT
cana-1576	334	8	zheng	zheng	PROPN
cana-1576	334	9	,	,	PUNCT
cana-1576	334	10	w.	w.	PROPN
cana-1576	334	11	;	;	PUNCT
cana-1576	334	12	lian	lian	PROPN
cana-1576	334	13	,	,	PUNCT
cana-1576	334	14	h.	h.	PROPN
cana-1576	334	15	;	;	PUNCT
cana-1576	334	16	zong	zong	PROPN
cana-1576	334	17	,	,	PUNCT
cana-1576	334	18	y.	y.	PROPN
cana-1576	334	19	;	;	PUNCT
cana-1576	334	20	tang	tang	PROPN
cana-1576	334	21	,	,	PUNCT
cana-1576	334	22	c.	c.	PROPN
cana-1576	334	23	;	;	PUNCT
cana-1576	334	24	li	li	PROPN
cana-1576	334	25	,	,	PUNCT
cana-1576	334	26	s.	s.	PROPN
cana-1576	334	27	;	;	PUNCT
cana-1576	334	28	zhao	zhao	X
cana-1576	334	29	,	,	PUNCT
cana-1576	334	30	y.	y.	PROPN
cana-1576	334	31	speech	speech	NOUN
cana-1576	334	32	emotion	emotion	NOUN
cana-1576	334	33	recognition	recognition	NOUN
cana-1576	334	34	via	via	ADP
cana-1576	334	35	an	an	DET
cana-1576	334	36	attentive	attentive	ADJ
cana-1576	334	37	time	time	NOUN
cana-1576	334	38	–	–	PUNCT
cana-1576	334	39	frequency	frequency	NOUN
cana-1576	334	40	neural	neural	ADJ
cana-1576	334	41	network	network	NOUN
cana-1576	334	42	.	.	PUNCT
cana-1576	335	1	ieee	ieee	PROPN
cana-1576	335	2	trans	trans	PROPN
cana-1576	335	3	.	.	PUNCT
cana-1576	336	1	comput	comput	NOUN
cana-1576	336	2	.	.	PUNCT
cana-1576	337	1	soc	soc	PROPN
cana-1576	337	2	.	.	PUNCT
cana-1576	338	1	syst	syst	PROPN
cana-1576	338	2	.	.	PUNCT
cana-1576	339	1	2022	2022	NUM
cana-1576	339	2	,	,	PUNCT
cana-1576	339	3	1–10	1–10	NOUN
cana-1576	339	4	.	.	PUNCT
cana-1576	340	1	[	[	X
cana-1576	340	2	17	17	NUM
cana-1576	340	3	]	]	X
cana-1576	340	4	lu	lu	PROPN
cana-1576	340	5	,	,	PUNCT
cana-1576	340	6	c.	c.	PROPN
cana-1576	340	7	;	;	PUNCT
cana-1576	340	8	lian	lian	PROPN
cana-1576	340	9	,	,	PUNCT
cana-1576	340	10	h.	h.	PROPN
cana-1576	340	11	;	;	PUNCT
cana-1576	340	12	zheng	zheng	PROPN
cana-1576	340	13	,	,	PUNCT
cana-1576	340	14	w.	w.	PROPN
cana-1576	340	15	;	;	PUNCT
cana-1576	340	16	zong	zong	PROPN
cana-1576	340	17	,	,	PUNCT
cana-1576	340	18	y.	y.	PROPN
cana-1576	340	19	;	;	PUNCT
cana-1576	340	20	zhao	zhao	PROPN
cana-1576	340	21	,	,	PUNCT
cana-1576	340	22	y.	y.	PROPN
cana-1576	340	23	;	;	PUNCT
cana-1576	340	24	li	li	PROPN
cana-1576	340	25	,	,	PUNCT
cana-1576	340	26	s.	s.	PROPN
cana-1576	340	27	learning	learn	VERB
cana-1576	340	28	local	local	ADJ
cana-1576	340	29	to	to	ADP
cana-1576	340	30	global	global	ADJ
cana-1576	340	31	feature	feature	NOUN
cana-1576	340	32	aggregation	aggregation	NOUN
cana-1576	340	33	for	for	ADP
cana-1576	340	34	speech	speech	NOUN
cana-1576	340	35	emotion	emotion	NOUN
cana-1576	340	36	recognition	recognition	NOUN
cana-1576	340	37	.	.	PUNCT
cana-1576	341	1	arxiv	arxiv	PROPN
cana-1576	341	2	2023	2023	NUM
cana-1576	341	3	,	,	PUNCT
cana-1576	341	4	arxiv:2306.01491	arxiv:2306.01491	NOUN
cana-1576	341	5	.	.	PUNCT
cana-1576	342	1	communications	communication	NOUN
cana-1576	342	2	on	on	ADP
cana-1576	342	3	applied	apply	VERB
cana-1576	342	4	nonlinear	nonlinear	ADJ
cana-1576	342	5	analysis	analysis	NOUN
cana-1576	342	6	issn	issn	NOUN
cana-1576	342	7	:	:	PUNCT
cana-1576	342	8	1074	1074	NUM
cana-1576	342	9	-	-	PUNCT
cana-1576	342	10	133x	133x	NUM
cana-1576	342	11	vol	vol	NOUN
cana-1576	342	12	31	31	NUM
cana-1576	342	13	no	no	NOUN
cana-1576	342	14	.	.	PUNCT
cana-1576	343	1	8s	8s	PROPN
cana-1576	343	2	(	(	PUNCT
cana-1576	343	3	2024	2024	NUM
cana-1576	343	4	)	)	PUNCT
cana-1576	343	5	670	670	NUM
cana-1576	343	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1576	344	1	[	[	X
cana-1576	344	2	18	18	NUM
cana-1576	344	3	]	]	X
cana-1576	344	4	zhao	zhao	X
cana-1576	344	5	,	,	PUNCT
cana-1576	344	6	y.	y.	PROPN
cana-1576	344	7	;	;	PUNCT
cana-1576	344	8	wang	wang	PROPN
cana-1576	344	9	,	,	PUNCT
cana-1576	344	10	j.	j.	PROPN
cana-1576	344	11	;	;	PUNCT
cana-1576	344	12	zong	zong	PROPN
cana-1576	344	13	,	,	PUNCT
cana-1576	344	14	y.	y.	PROPN
cana-1576	344	15	;	;	PUNCT
cana-1576	344	16	zheng	zheng	PROPN
cana-1576	344	17	,	,	PUNCT
cana-1576	344	18	w.	w.	PROPN
cana-1576	344	19	;	;	PUNCT
cana-1576	344	20	lian	lian	PROPN
cana-1576	344	21	,	,	PUNCT
cana-1576	344	22	h.	h.	PROPN
cana-1576	344	23	;	;	PUNCT
cana-1576	344	24	zhao	zhao	PROPN
cana-1576	344	25	,	,	PUNCT
cana-1576	344	26	l.	l.	NOUN
cana-1576	344	27	deep	deep	ADJ
cana-1576	344	28	implicit	implicit	ADJ
cana-1576	344	29	distribution	distribution	NOUN
cana-1576	344	30	alignment	alignment	NOUN
cana-1576	344	31	networks	network	NOUN
cana-1576	344	32	for	for	ADP
cana-1576	344	33	cross	cross	ADJ
cana-1576	344	34	-	-	ADJ
cana-1576	344	35	corpus	corpus	ADJ
cana-1576	344	36	speech	speech	NOUN
cana-1576	344	37	emotion	emotion	NOUN
cana-1576	344	38	recognition	recognition	NOUN
cana-1576	344	39	.	.	PUNCT
cana-1576	345	1	in	in	ADP
cana-1576	345	2	proceedings	proceeding	NOUN
cana-1576	345	3	of	of	ADP
cana-1576	345	4	the	the	DET
cana-1576	345	5	icassp	icassp	ADJ
cana-1576	345	6	2023—2023	2023—2023	NUM
cana-1576	345	7	ieee	ieee	NOUN
cana-1576	345	8	international	international	ADJ
cana-1576	345	9	conference	conference	NOUN
cana-1576	345	10	on	on	ADP
cana-1576	345	11	acoustics	acoustic	NOUN
cana-1576	345	12	,	,	PUNCT
cana-1576	345	13	speech	speech	NOUN
cana-1576	345	14	and	and	CCONJ
cana-1576	345	15	signal	signal	NOUN
cana-1576	345	16	processing	processing	NOUN
cana-1576	345	17	(	(	PUNCT
cana-1576	345	18	icassp	icassp	PROPN
cana-1576	345	19	)	)	PUNCT
cana-1576	345	20	,	,	PUNCT
cana-1576	345	21	rhodes	rhodes	PROPN
cana-1576	345	22	island	island	PROPN
cana-1576	345	23	,	,	PUNCT
cana-1576	345	24	greece	greece	PROPN
cana-1576	345	25	,	,	PUNCT
cana-1576	345	26	4–10	4–10	PROPN
cana-1576	345	27	june	june	PROPN
cana-1576	345	28	2023	2023	NUM
cana-1576	345	29	;	;	PUNCT
cana-1576	345	30	pp	pp	ADP
cana-1576	345	31	.	.	PUNCT
cana-1576	346	1	1–5	1–5	X
cana-1576	346	2	.	.	PUNCT
cana-1576	347	1	[	[	X
cana-1576	347	2	19	19	NUM
cana-1576	347	3	]	]	X
cana-1576	347	4	zhao	zhao	X
cana-1576	347	5	,	,	PUNCT
cana-1576	347	6	y.	y.	PROPN
cana-1576	347	7	;	;	PUNCT
cana-1576	347	8	wang	wang	PROPN
cana-1576	347	9	,	,	PUNCT
cana-1576	347	10	j.	j.	PROPN
cana-1576	347	11	;	;	PUNCT
cana-1576	347	12	ye	ye	PROPN
cana-1576	347	13	,	,	PUNCT
cana-1576	347	14	r.	r.	PROPN
cana-1576	347	15	;	;	PUNCT
cana-1576	347	16	zong	zong	PROPN
cana-1576	347	17	,	,	PUNCT
cana-1576	347	18	y.	y.	PROPN
cana-1576	347	19	;	;	PUNCT
cana-1576	347	20	zheng	zheng	PROPN
cana-1576	347	21	,	,	PUNCT
cana-1576	347	22	w.	w.	PROPN
cana-1576	347	23	;	;	PUNCT
cana-1576	347	24	zhao	zhao	PROPN
cana-1576	347	25	,	,	PUNCT
cana-1576	347	26	l.	l.	PROPN
cana-1576	347	27	deep	deep	ADJ
cana-1576	347	28	transductive	transductive	ADJ
cana-1576	347	29	transfer	transfer	NOUN
cana-1576	347	30	regression	regression	NOUN
cana-1576	347	31	network	network	NOUN
cana-1576	347	32	for	for	ADP
cana-1576	347	33	cross	cross	ADJ
cana-1576	347	34	-	-	ADJ
cana-1576	347	35	corpus	corpus	ADJ
cana-1576	347	36	speech	speech	NOUN
cana-1576	347	37	emotion	emotion	NOUN
cana-1576	347	38	recognition	recognition	NOUN
cana-1576	347	39	.	.	PUNCT
cana-1576	348	1	proc	proc	NOUN
cana-1576	348	2	.	.	PUNCT
cana-1576	349	1	interspeech	interspeech	NOUN
cana-1576	349	2	2022	2022	NUM
cana-1576	349	3	,	,	PUNCT
cana-1576	349	4	2022	2022	NUM
cana-1576	349	5	,	,	PUNCT
cana-1576	349	6	371–375	371–375	NUM
cana-1576	349	7	.	.	PUNCT
cana-1576	350	1	[	[	X
cana-1576	350	2	20	20	NUM
cana-1576	350	3	]	]	X
cana-1576	350	4	zhu	zhu	PROPN
cana-1576	350	5	,	,	PUNCT
cana-1576	350	6	l.	l.	PROPN
cana-1576	350	7	;	;	PUNCT
cana-1576	350	8	zhu	zhu	PROPN
cana-1576	350	9	,	,	PUNCT
cana-1576	350	10	z.	z.	PROPN
cana-1576	350	11	;	;	PUNCT
cana-1576	350	12	zhang	zhang	PROPN
cana-1576	350	13	,	,	PUNCT
cana-1576	350	14	c.	c.	PROPN
cana-1576	350	15	;	;	PUNCT
cana-1576	350	16	xu	xu	PROPN
cana-1576	350	17	,	,	PUNCT
cana-1576	350	18	y.	y.	PROPN
cana-1576	350	19	;	;	PUNCT
cana-1576	350	20	kong	kong	PROPN
cana-1576	350	21	,	,	PUNCT
cana-1576	350	22	x.	x.	NOUN
cana-1576	350	23	multimodal	multimodal	NOUN
cana-1576	350	24	sentiment	sentiment	NOUN
cana-1576	350	25	analysis	analysis	NOUN
cana-1576	350	26	based	base	VERB
cana-1576	350	27	on	on	ADP
cana-1576	350	28	fusion	fusion	NOUN
cana-1576	350	29	methods	method	NOUN
cana-1576	350	30	:	:	PUNCT
cana-1576	350	31	a	a	DET
cana-1576	350	32	survey	survey	NOUN
cana-1576	350	33	.	.	PUNCT
cana-1576	350	34	inf	inf	PROPN
cana-1576	350	35	.	.	PUNCT
cana-1576	350	36	fusion	fusion	NOUN
cana-1576	350	37	2023	2023	NUM
cana-1576	350	38	,	,	PUNCT
cana-1576	350	39	95	95	NUM
cana-1576	350	40	,	,	PUNCT
cana-1576	350	41	306–325	306–325	NUM
cana-1576	350	42	.	.	PUNCT
cana-1576	351	1	[	[	X
cana-1576	351	2	21	21	NUM
cana-1576	351	3	]	]	X
cana-1576	351	4	zheng	zheng	PROPN
cana-1576	351	5	,	,	PUNCT
cana-1576	351	6	j.	j.	PROPN
cana-1576	351	7	;	;	PUNCT
cana-1576	351	8	zhang	zhang	PROPN
cana-1576	351	9	,	,	PUNCT
cana-1576	351	10	s.	s.	PROPN
cana-1576	351	11	;	;	PUNCT
cana-1576	351	12	wang	wang	PROPN
cana-1576	351	13	,	,	PUNCT
cana-1576	351	14	x.	x.	PROPN
cana-1576	351	15	;	;	PUNCT
cana-1576	351	16	zeng	zeng	PROPN
cana-1576	351	17	,	,	PUNCT
cana-1576	351	18	z.	z.	PROPN
cana-1576	351	19	multimodal	multimodal	NOUN
cana-1576	351	20	representations	representation	NOUN
cana-1576	351	21	learning	learning	NOUN
cana-1576	351	22	based	base	VERB
cana-1576	351	23	on	on	ADP
cana-1576	351	24	mutual	mutual	ADJ
cana-1576	351	25	information	information	NOUN
cana-1576	351	26	maximization	maximization	NOUN
cana-1576	351	27	and	and	CCONJ
cana-1576	351	28	minimization	minimization	NOUN
cana-1576	351	29	and	and	CCONJ
cana-1576	351	30	identity	identity	NOUN
cana-1576	351	31	embedding	embed	VERB
cana-1576	351	32	for	for	ADP
cana-1576	351	33	multimodal	multimodal	ADJ
cana-1576	351	34	sentiment	sentiment	NOUN
cana-1576	351	35	analysis	analysis	NOUN
cana-1576	351	36	.	.	PUNCT
cana-1576	352	1	arxiv	arxiv	PROPN
cana-1576	352	2	2022	2022	NUM
cana-1576	352	3	,	,	PUNCT
cana-1576	352	4	arxiv:2201.03969	arxiv:2201.03969	PRON
cana-1576	352	5	.	.	PUNCT
cana-1576	353	1	[	[	X
cana-1576	353	2	22	22	NUM
cana-1576	353	3	]	]	X
cana-1576	353	4	mai	mai	PROPN
cana-1576	353	5	,	,	PUNCT
cana-1576	353	6	s.	s.	PROPN
cana-1576	353	7	;	;	PUNCT
cana-1576	353	8	zeng	zeng	PROPN
cana-1576	353	9	,	,	PUNCT
cana-1576	353	10	y.	y.	PROPN
cana-1576	353	11	;	;	PUNCT
cana-1576	353	12	hu	hu	PROPN
cana-1576	353	13	,	,	PUNCT
cana-1576	353	14	h.	h.	PROPN
cana-1576	353	15	multimodal	multimodal	ADJ
cana-1576	353	16	information	information	NOUN
cana-1576	353	17	bottleneck	bottleneck	NOUN
cana-1576	353	18	:	:	PUNCT
cana-1576	353	19	learning	learn	VERB
cana-1576	353	20	minimal	minimal	ADJ
cana-1576	353	21	sufficient	sufficient	ADJ
cana-1576	353	22	unimodal	unimodal	ADJ
cana-1576	353	23	and	and	CCONJ
cana-1576	353	24	multimodal	multimodal	NOUN
cana-1576	353	25	representations	representation	NOUN
cana-1576	353	26	.	.	PUNCT
cana-1576	354	1	ieee	ieee	PROPN
cana-1576	354	2	trans	trans	PROPN
cana-1576	354	3	.	.	PROPN
cana-1576	354	4	multimed	multime	VERB
cana-1576	354	5	.	.	PUNCT
cana-1576	355	1	2022	2022	NUM
cana-1576	355	2	.	.	PUNCT
cana-1576	356	1	[	[	X
cana-1576	356	2	23	23	NUM
cana-1576	356	3	]	]	X
cana-1576	356	4	wu	wu	PROPN
cana-1576	356	5	,	,	PUNCT
cana-1576	356	6	t.	t.	PROPN
cana-1576	356	7	;	;	PUNCT
cana-1576	356	8	peng	peng	PROPN
cana-1576	356	9	,	,	PUNCT
cana-1576	356	10	j.	j.	PROPN
cana-1576	356	11	;	;	PUNCT
cana-1576	356	12	zhang	zhang	PROPN
cana-1576	356	13	,	,	PUNCT
cana-1576	356	14	w.	w.	PROPN
cana-1576	356	15	;	;	PUNCT
cana-1576	356	16	zhang	zhang	PROPN
cana-1576	356	17	,	,	PUNCT
cana-1576	356	18	h.	h.	PROPN
cana-1576	356	19	;	;	PUNCT
cana-1576	356	20	tan	tan	PROPN
cana-1576	356	21	,	,	PUNCT
cana-1576	356	22	s.	s.	PROPN
cana-1576	356	23	;	;	PUNCT
cana-1576	356	24	yi	yi	PROPN
cana-1576	356	25	,	,	PUNCT
cana-1576	356	26	f.	f.	PROPN
cana-1576	356	27	;	;	PUNCT
cana-1576	356	28	ma	ma	PROPN
cana-1576	356	29	,	,	PUNCT
cana-1576	356	30	c.	c.	PROPN
cana-1576	356	31	;	;	PUNCT
cana-1576	356	32	huang	huang	PROPN
cana-1576	356	33	,	,	PUNCT
cana-1576	356	34	y.	y.	PROPN
cana-1576	356	35	video	video	NOUN
cana-1576	356	36	sentiment	sentiment	NOUN
cana-1576	356	37	analysis	analysis	NOUN
cana-1576	356	38	with	with	ADP
cana-1576	356	39	bimodal	bimodal	NOUN
cana-1576	356	40	information	information	NOUN
cana-1576	356	41	-	-	PUNCT
cana-1576	356	42	augmented	augment	VERB
cana-1576	356	43	multi	multi	ADJ
cana-1576	356	44	-	-	ADJ
cana-1576	356	45	head	head	ADJ
cana-1576	356	46	attention	attention	NOUN
cana-1576	356	47	.	.	PUNCT
cana-1576	357	1	knowl	knowl	PROPN
cana-1576	357	2	.	.	PUNCT
cana-1576	358	1	based	base	VERB
cana-1576	358	2	syst	syst	NOUN
cana-1576	358	3	.	.	PUNCT
cana-1576	358	4	2022	2022	NUM
cana-1576	358	5	,	,	PUNCT
cana-1576	358	6	235	235	NUM
cana-1576	358	7	,	,	PUNCT
cana-1576	358	8	107676	107676	NUM
cana-1576	358	9	.	.	PUNCT
cana-1576	359	1	[	[	X
cana-1576	359	2	24	24	NUM
cana-1576	359	3	]	]	X
cana-1576	359	4	liu	liu	PROPN
cana-1576	359	5	,	,	PUNCT
cana-1576	359	6	s.	s.	PROPN
cana-1576	359	7	;	;	PUNCT
cana-1576	359	8	gao	gao	PROPN
cana-1576	359	9	,	,	PUNCT
cana-1576	359	10	p.	p.	PROPN
cana-1576	359	11	;	;	PUNCT
cana-1576	359	12	li	li	PROPN
cana-1576	359	13	,	,	PUNCT
cana-1576	359	14	y.	y.	PROPN
cana-1576	359	15	;	;	PUNCT
cana-1576	359	16	fu	fu	PROPN
cana-1576	359	17	,	,	PUNCT
cana-1576	359	18	w.	w.	PROPN
cana-1576	359	19	;	;	PUNCT
cana-1576	359	20	ding	ding	PROPN
cana-1576	359	21	,	,	PUNCT
cana-1576	359	22	w.	w.	PROPN
cana-1576	359	23	multi	multi	ADJ
cana-1576	359	24	-	-	ADJ
cana-1576	359	25	modal	modal	ADJ
cana-1576	359	26	fusion	fusion	NOUN
cana-1576	359	27	network	network	NOUN
cana-1576	359	28	with	with	ADP
cana-1576	359	29	complementarity	complementarity	NOUN
cana-1576	359	30	and	and	CCONJ
cana-1576	359	31	importance	importance	NOUN
cana-1576	359	32	for	for	ADP
cana-1576	359	33	emotion	emotion	NOUN
cana-1576	359	34	recognition	recognition	NOUN
cana-1576	359	35	.	.	PUNCT
cana-1576	360	1	inf	inf	PROPN
cana-1576	360	2	.	.	PUNCT
cana-1576	361	1	sci	sci	PROPN
cana-1576	361	2	.	.	PROPN
cana-1576	361	3	2023	2023	NUM
cana-1576	361	4	,	,	PUNCT
cana-1576	361	5	619	619	NUM
cana-1576	361	6	,	,	PUNCT
cana-1576	361	7	679–694	679–694	NUM
cana-1576	361	8	.	.	PUNCT
cana-1576	362	1	[	[	X
cana-1576	362	2	25	25	NUM
cana-1576	362	3	]	]	X
cana-1576	362	4	wang	wang	PROPN
cana-1576	362	5	,	,	PUNCT
cana-1576	362	6	y.	y.	PROPN
cana-1576	362	7	;	;	PUNCT
cana-1576	362	8	gu	gu	PROPN
cana-1576	362	9	,	,	PUNCT
cana-1576	362	10	y.	y.	PROPN
cana-1576	362	11	;	;	PUNCT
cana-1576	362	12	yin	yin	PROPN
cana-1576	362	13	,	,	PUNCT
cana-1576	362	14	y.	y.	PROPN
cana-1576	362	15	;	;	PUNCT
cana-1576	362	16	han	han	PROPN
cana-1576	362	17	,	,	PUNCT
cana-1576	362	18	y.	y.	PROPN
cana-1576	362	19	;	;	PUNCT
cana-1576	362	20	zhang	zhang	PROPN
cana-1576	362	21	,	,	PUNCT
cana-1576	362	22	h.	h.	PROPN
cana-1576	362	23	;	;	PUNCT
cana-1576	362	24	wang	wang	PROPN
cana-1576	362	25	,	,	PUNCT
cana-1576	362	26	s.	s.	PROPN
cana-1576	362	27	;	;	PUNCT
cana-1576	362	28	li	li	PROPN
cana-1576	362	29	,	,	PUNCT
cana-1576	362	30	c.	c.	PROPN
cana-1576	362	31	;	;	PUNCT
cana-1576	362	32	quan	quan	PROPN
cana-1576	362	33	,	,	PUNCT
cana-1576	362	34	d.	d.	PROPN
cana-1576	362	35	multimodal	multimodal	PROPN
cana-1576	362	36	transformer	transformer	NOUN
cana-1576	362	37	augmented	augment	VERB
cana-1576	362	38	fusion	fusion	NOUN
cana-1576	362	39	for	for	ADP
cana-1576	362	40	speech	speech	NOUN
cana-1576	362	41	emotion	emotion	NOUN
cana-1576	362	42	recognition	recognition	NOUN
cana-1576	362	43	.	.	PUNCT
cana-1576	363	1	front	front	ADJ
cana-1576	363	2	.	.	PUNCT
cana-1576	364	1	neurorobotics	neurorobotic	NOUN
cana-1576	364	2	2023	2023	NUM
cana-1576	364	3	,	,	PUNCT
cana-1576	364	4	17	17	NUM
cana-1576	364	5	,	,	PUNCT
cana-1576	364	6	1181598	1181598	NUM
cana-1576	364	7	.	.	PUNCT
cana-1576	365	1	[	[	X
cana-1576	365	2	26	26	NUM
cana-1576	365	3	]	]	X
cana-1576	365	4	zaidi	zaidi	PROPN
cana-1576	365	5	,	,	PUNCT
cana-1576	365	6	s.a.m	s.a.m	ADJ
cana-1576	365	7	.	.	PUNCT
cana-1576	365	8	;	;	PUNCT
cana-1576	365	9	latif	latif	PROPN
cana-1576	365	10	,	,	PUNCT
cana-1576	365	11	s.	s.	PROPN
cana-1576	365	12	;	;	PUNCT
cana-1576	365	13	qadi	qadi	PROPN
cana-1576	365	14	,	,	PUNCT
cana-1576	365	15	j.	j.	PROPN
cana-1576	365	16	cross	cross	PROPN
cana-1576	365	17	-	-	ADJ
cana-1576	365	18	language	language	NOUN
cana-1576	365	19	speech	speech	NOUN
cana-1576	365	20	emotion	emotion	NOUN
cana-1576	365	21	recognition	recognition	NOUN
cana-1576	365	22	using	use	VERB
cana-1576	365	23	multimodal	multimodal	ADJ
cana-1576	365	24	dual	dual	ADJ
cana-1576	365	25	attention	attention	NOUN
cana-1576	365	26	transformers	transformer	NOUN
cana-1576	365	27	.	.	PUNCT
cana-1576	366	1	arxiv	arxiv	PROPN
cana-1576	366	2	2023	2023	NUM
cana-1576	366	3	,	,	PUNCT
cana-1576	366	4	arxiv:2306.13804	arxiv:2306.13804	NOUN
cana-1576	366	5	.	.	PUNCT