id	sid	tid	token	lemma	pos
cana-6132	1	1	communications	communication	NOUN
cana-6132	1	2	on	on	ADP
cana-6132	1	3	applied	apply	VERB
cana-6132	1	4	nonlinear	nonlinear	ADJ
cana-6132	1	5	analysis	analysis	NOUN
cana-6132	1	6	issn	issn	NOUN
cana-6132	1	7	:	:	PUNCT
cana-6132	1	8	1074	1074	NUM
cana-6132	1	9	-	-	PUNCT
cana-6132	1	10	133x	133x	NUM
cana-6132	1	11	vol	vol	NOUN
cana-6132	1	12	32	32	NUM
cana-6132	1	13	no	no	NOUN
cana-6132	1	14	.	.	NOUN
cana-6132	1	15	2	2	NUM
cana-6132	1	16	(	(	PUNCT
cana-6132	1	17	2025	2025	NUM
cana-6132	1	18	)	)	PUNCT
cana-6132	2	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6132	2	2	806	806	NUM
cana-6132	2	3	analysis	analysis	NOUN
cana-6132	2	4	of	of	ADP
cana-6132	2	5	sleep	sleep	NOUN
cana-6132	2	6	health	health	NOUN
cana-6132	2	7	and	and	CCONJ
cana-6132	2	8	lifestyle	lifestyle	NOUN
cana-6132	2	9	factors	factor	NOUN
cana-6132	2	10	:	:	PUNCT
cana-6132	2	11	a	a	DET
cana-6132	2	12	machine	machine	NOUN
cana-6132	2	13	learning	learn	VERB
cana-6132	2	14	approach	approach	NOUN
cana-6132	2	15	sourabh	sourabh	PROPN
cana-6132	2	16	sahu1	sahu1	PROPN
cana-6132	2	17	,	,	PUNCT
cana-6132	2	18	kalyani	kalyani	PROPN
cana-6132	2	19	tiwari2	tiwari2	PROPN
cana-6132	2	20	*	*	PUNCT
cana-6132	2	21	,	,	PUNCT
cana-6132	2	22	garima	garima	PROPN
cana-6132	2	23	hardia3	hardia3	PROPN
cana-6132	2	24	,	,	PUNCT
cana-6132	2	25	rashmi	rashmi	PROPN
cana-6132	2	26	rani4	rani4	PROPN
cana-6132	2	27	,	,	PUNCT
cana-6132	2	28	mohit	mohit	PROPN
cana-6132	2	29	dhiman5	dhiman5	PROPN
cana-6132	2	30	,	,	PUNCT
cana-6132	2	31	amee	amee	PROPN
cana-6132	2	32	vishwakarma6	vishwakarma6	PROPN
cana-6132	2	33	1associate	1associate	NUM
cana-6132	2	34	professor	professor	NOUN
cana-6132	2	35	,	,	PUNCT
cana-6132	2	36	gyan	gyan	PROPN
cana-6132	2	37	ganga	ganga	PROPN
cana-6132	2	38	institute	institute	PROPN
cana-6132	2	39	of	of	ADP
cana-6132	2	40	technology	technology	PROPN
cana-6132	2	41	and	and	CCONJ
cana-6132	2	42	sciences	sciences	PROPN
cana-6132	2	43	,	,	PUNCT
cana-6132	2	44	jabalpur	jabalpur	PROPN
cana-6132	2	45	,	,	PUNCT
cana-6132	2	46	m.p	m.p	PROPN
cana-6132	2	47	.	.	PROPN
cana-6132	2	48	,	,	PUNCT
cana-6132	2	49	india	india	PROPN
cana-6132	2	50	2*assistant	2*assistant	PROPN
cana-6132	2	51	professor	professor	NOUN
cana-6132	2	52	,	,	PUNCT
cana-6132	2	53	ips	ips	PROPN
cana-6132	2	54	academy	academy	PROPN
cana-6132	2	55	,	,	PUNCT
cana-6132	2	56	ies	ies	PROPN
cana-6132	2	57	indore	indore	PROPN
cana-6132	2	58	,	,	PUNCT
cana-6132	2	59	m.p	m.p	PROPN
cana-6132	2	60	.	.	PROPN
cana-6132	2	61	india	india	PROPN
cana-6132	2	62	,	,	PUNCT
cana-6132	2	63	orcid	orcid	NOUN
cana-6132	3	1	i	i	PRON
cana-6132	3	2	d	d	NOUN
cana-6132	3	3	:	:	PUNCT
cana-6132	3	4	0000	0000	NUM
cana-6132	3	5	-	-	PUNCT
cana-6132	3	6	0002	0002	NUM
cana-6132	3	7	-	-	PUNCT
cana-6132	3	8	6310	6310	NUM
cana-6132	3	9	-	-	SYM
cana-6132	3	10	3555	3555	NUM
cana-6132	3	11	3assistant	3assistant	NUM
cana-6132	3	12	professor	professor	NOUN
cana-6132	3	13	,	,	PUNCT
cana-6132	3	14	sage	sage	NOUN
cana-6132	3	15	university	university	NOUN
cana-6132	3	16	,	,	PUNCT
cana-6132	3	17	indore	indore	NOUN
cana-6132	3	18	,	,	PUNCT
cana-6132	3	19	m.p	m.p	PROPN
cana-6132	3	20	.	.	PROPN
cana-6132	3	21	,	,	PUNCT
cana-6132	3	22	india	india	PROPN
cana-6132	3	23	4assistant	4assistant	PROPN
cana-6132	3	24	professor	professor	NOUN
cana-6132	3	25	,	,	PUNCT
cana-6132	3	26	sage	sage	NOUN
cana-6132	3	27	university	university	NOUN
cana-6132	3	28	,	,	PUNCT
cana-6132	3	29	indore	indore	NOUN
cana-6132	3	30	,	,	PUNCT
cana-6132	3	31	m.p	m.p	PROPN
cana-6132	3	32	.	.	PROPN
cana-6132	3	33	,	,	PUNCT
cana-6132	3	34	india	india	PROPN
cana-6132	3	35	5data	5data	NUM
cana-6132	3	36	engineering	engineering	NOUN
cana-6132	3	37	manager	manager	NOUN
cana-6132	3	38	,	,	PUNCT
cana-6132	3	39	nit	nit	PROPN
cana-6132	3	40	warangal	warangal	PROPN
cana-6132	3	41	,	,	PUNCT
cana-6132	3	42	india	india	PROPN
cana-6132	3	43	6gyan	6gyan	NUM
cana-6132	3	44	ganga	ganga	PROPN
cana-6132	3	45	institute	institute	PROPN
cana-6132	3	46	of	of	ADP
cana-6132	3	47	technology	technology	PROPN
cana-6132	3	48	and	and	CCONJ
cana-6132	3	49	sciences	sciences	PROPN
cana-6132	3	50	,	,	PUNCT
cana-6132	3	51	jabalpur	jabalpur	PROPN
cana-6132	3	52	,	,	PUNCT
cana-6132	3	53	m.p	m.p	PROPN
cana-6132	3	54	.	.	PROPN
cana-6132	3	55	,	,	PUNCT
cana-6132	3	56	india	india	PROPN
cana-6132	3	57	email	email	NOUN
cana-6132	3	58	:	:	PUNCT
cana-6132	3	59	1sourabhsahu@gyangangagroup.in	1sourabhsahu@gyangangagroup.in	NUM
cana-6132	3	60	,	,	PUNCT
cana-6132	3	61	2ktiwari.official@gmail.com	2ktiwari.official@gmail.com	NUM
cana-6132	3	62	,	,	PUNCT
cana-6132	3	63	3garimabordia1490@gmail.com	3garimabordia1490@gmail.com	NUM
cana-6132	3	64	,	,	PUNCT
cana-6132	3	65	4rashmi.sagecs@gmail.com	4rashmi.sagecs@gmail.com	NUM
cana-6132	3	66	,	,	PUNCT
cana-6132	3	67	5mohitdhiman25@outlook.com	5mohitdhiman25@outlook.com	NUM
cana-6132	3	68	,	,	PUNCT
cana-6132	3	69	6vishwakarma.amee@gmail.com	6vishwakarma.amee@gmail.com	NUM
cana-6132	3	70	article	article	NOUN
cana-6132	3	71	history	history	NOUN
cana-6132	3	72	:	:	PUNCT
cana-6132	3	73	received	receive	VERB
cana-6132	3	74	:	:	PUNCT
cana-6132	3	75	04	04	NUM
cana-6132	3	76	-	-	SYM
cana-6132	3	77	11	11	NUM
cana-6132	3	78	-	-	PUNCT
cana-6132	3	79	2024	2024	NUM
cana-6132	3	80	revised	revise	VERB
cana-6132	3	81	:	:	PUNCT
cana-6132	3	82	05	05	NUM
cana-6132	3	83	-	-	SYM
cana-6132	3	84	12	12	NUM
cana-6132	3	85	-	-	PUNCT
cana-6132	3	86	2024	2024	NUM
cana-6132	3	87	accepted	accept	VERB
cana-6132	3	88	:	:	PUNCT
cana-6132	3	89	06	06	NUM
cana-6132	3	90	-	-	SYM
cana-6132	3	91	01	01	NUM
cana-6132	3	92	-	-	PUNCT
cana-6132	3	93	2025	2025	NUM
cana-6132	3	94	abstract	abstract	NOUN
cana-6132	3	95	:	:	PUNCT
cana-6132	3	96	sleep	sleep	NOUN
cana-6132	3	97	plays	play	VERB
cana-6132	3	98	a	a	DET
cana-6132	3	99	key	key	ADJ
cana-6132	3	100	role	role	NOUN
cana-6132	3	101	in	in	ADP
cana-6132	3	102	overall	overall	ADJ
cana-6132	3	103	health	health	NOUN
cana-6132	3	104	,	,	PUNCT
cana-6132	3	105	yet	yet	CCONJ
cana-6132	3	106	many	many	ADJ
cana-6132	3	107	factors	factor	NOUN
cana-6132	3	108	in	in	ADP
cana-6132	3	109	daily	daily	ADJ
cana-6132	3	110	life	life	NOUN
cana-6132	3	111	can	can	AUX
cana-6132	3	112	affect	affect	VERB
cana-6132	3	113	its	its	PRON
cana-6132	3	114	quality	quality	NOUN
cana-6132	3	115	.	.	PUNCT
cana-6132	4	1	this	this	DET
cana-6132	4	2	study	study	NOUN
cana-6132	4	3	explores	explore	VERB
cana-6132	4	4	how	how	SCONJ
cana-6132	4	5	lifestyle	lifestyle	NOUN
cana-6132	4	6	choices	choice	NOUN
cana-6132	4	7	,	,	PUNCT
cana-6132	4	8	stress	stress	NOUN
cana-6132	4	9	,	,	PUNCT
cana-6132	4	10	and	and	CCONJ
cana-6132	4	11	physical	physical	ADJ
cana-6132	4	12	activity	activity	NOUN
cana-6132	4	13	relate	relate	VERB
cana-6132	4	14	to	to	AUX
cana-6132	4	15	sleep	sleep	VERB
cana-6132	4	16	health	health	NOUN
cana-6132	4	17	.	.	PUNCT
cana-6132	5	1	using	use	VERB
cana-6132	5	2	a	a	DET
cana-6132	5	3	dataset	dataset	NOUN
cana-6132	5	4	of	of	ADP
cana-6132	5	5	400	400	NUM
cana-6132	5	6	individuals	individual	NOUN
cana-6132	5	7	,	,	PUNCT
cana-6132	5	8	we	we	PRON
cana-6132	5	9	analyze	analyze	VERB
cana-6132	5	10	sleep	sleep	NOUN
cana-6132	5	11	duration	duration	NOUN
cana-6132	5	12	,	,	PUNCT
cana-6132	5	13	quality	quality	NOUN
cana-6132	5	14	,	,	PUNCT
cana-6132	5	15	and	and	CCONJ
cana-6132	5	16	common	common	ADJ
cana-6132	5	17	sleep	sleep	NOUN
cana-6132	5	18	disorders	disorder	NOUN
cana-6132	5	19	such	such	ADJ
cana-6132	5	20	as	as	ADP
cana-6132	5	21	insomnia	insomnia	NOUN
cana-6132	5	22	and	and	CCONJ
cana-6132	5	23	sleep	sleep	VERB
cana-6132	5	24	apnea	apnea	NOUN
cana-6132	5	25	.	.	PUNCT
cana-6132	6	1	the	the	DET
cana-6132	6	2	data	datum	NOUN
cana-6132	6	3	also	also	ADV
cana-6132	6	4	includes	include	VERB
cana-6132	6	5	information	information	NOUN
cana-6132	6	6	on	on	ADP
cana-6132	6	7	age	age	NOUN
cana-6132	6	8	,	,	PUNCT
cana-6132	6	9	occupation	occupation	NOUN
cana-6132	6	10	,	,	PUNCT
cana-6132	6	11	bmi	bmi	PROPN
cana-6132	6	12	,	,	PUNCT
cana-6132	6	13	blood	blood	NOUN
cana-6132	6	14	pressure	pressure	NOUN
cana-6132	6	15	,	,	PUNCT
cana-6132	6	16	heart	heart	NOUN
cana-6132	6	17	rate	rate	NOUN
cana-6132	6	18	,	,	PUNCT
cana-6132	6	19	and	and	CCONJ
cana-6132	6	20	daily	daily	ADJ
cana-6132	6	21	steps	step	NOUN
cana-6132	6	22	.	.	PUNCT
cana-6132	7	1	this	this	DET
cana-6132	7	2	work	work	NOUN
cana-6132	7	3	utilized	utilize	VERB
cana-6132	7	4	statistical	statistical	ADJ
cana-6132	7	5	analysis	analysis	NOUN
cana-6132	7	6	and	and	CCONJ
cana-6132	7	7	machine	machine	NOUN
cana-6132	7	8	learning	learning	NOUN
cana-6132	7	9	models	model	NOUN
cana-6132	7	10	to	to	PART
cana-6132	7	11	identify	identify	VERB
cana-6132	7	12	correlations	correlation	NOUN
cana-6132	7	13	among	among	ADP
cana-6132	7	14	the	the	DET
cana-6132	7	15	key	key	ADJ
cana-6132	7	16	parameters	parameter	NOUN
cana-6132	7	17	influencing	influence	VERB
cana-6132	7	18	sleep	sleep	NOUN
cana-6132	7	19	health	health	NOUN
cana-6132	7	20	.	.	PUNCT
cana-6132	8	1	the	the	DET
cana-6132	8	2	results	result	NOUN
cana-6132	8	3	highlight	highlight	VERB
cana-6132	8	4	connections	connection	NOUN
cana-6132	8	5	between	between	ADP
cana-6132	8	6	stress	stress	NOUN
cana-6132	8	7	levels	level	NOUN
cana-6132	8	8	,	,	PUNCT
cana-6132	8	9	physical	physical	ADJ
cana-6132	8	10	activity	activity	NOUN
cana-6132	8	11	,	,	PUNCT
cana-6132	8	12	and	and	CCONJ
cana-6132	8	13	sleep	sleep	NOUN
cana-6132	8	14	disorders	disorder	NOUN
cana-6132	8	15	,	,	PUNCT
cana-6132	8	16	offering	offer	VERB
cana-6132	8	17	insights	insight	NOUN
cana-6132	8	18	into	into	ADP
cana-6132	8	19	how	how	SCONJ
cana-6132	8	20	lifestyle	lifestyle	NOUN
cana-6132	8	21	adjustments	adjustment	NOUN
cana-6132	8	22	may	may	AUX
cana-6132	8	23	support	support	VERB
cana-6132	8	24	better	well	ADJ
cana-6132	8	25	sleep	sleep	NOUN
cana-6132	8	26	.	.	PUNCT
cana-6132	9	1	keywords	keyword	NOUN
cana-6132	9	2	–	–	PUNCT
cana-6132	9	3	machine	machine	NOUN
cana-6132	9	4	learning	learning	NOUN
cana-6132	9	5	,	,	PUNCT
cana-6132	9	6	exploratory	exploratory	ADJ
cana-6132	9	7	data	datum	NOUN
cana-6132	9	8	analysis	analysis	NOUN
cana-6132	9	9	,	,	PUNCT
cana-6132	9	10	svm	svm	ADJ
cana-6132	9	11	,	,	PUNCT
cana-6132	9	12	decision	decision	NOUN
cana-6132	9	13	tree	tree	NOUN
cana-6132	9	14	1	1	NUM
cana-6132	9	15	.	.	PUNCT
cana-6132	10	1	introduction	introduction	NOUN
cana-6132	10	2	overall	overall	ADJ
cana-6132	10	3	health	health	NOUN
cana-6132	10	4	depends	depend	VERB
cana-6132	10	5	significantly	significantly	ADV
cana-6132	10	6	on	on	ADP
cana-6132	10	7	sleep	sleep	NOUN
cana-6132	10	8	because	because	SCONJ
cana-6132	10	9	it	it	PRON
cana-6132	10	10	influences	influence	VERB
cana-6132	10	11	both	both	CCONJ
cana-6132	10	12	mental	mental	ADJ
cana-6132	10	13	and	and	CCONJ
cana-6132	10	14	physical	physical	ADJ
cana-6132	10	15	wellbeing	wellbeing	NOUN
cana-6132	10	16	.	.	PUNCT
cana-6132	11	1	the	the	DET
cana-6132	11	2	correlation	correlation	NOUN
cana-6132	11	3	between	between	ADP
cana-6132	11	4	poor	poor	ADJ
cana-6132	11	5	sleep	sleep	NOUN
cana-6132	11	6	patterns	pattern	NOUN
cana-6132	11	7	includes	include	VERB
cana-6132	11	8	the	the	DET
cana-6132	11	9	development	development	NOUN
cana-6132	11	10	of	of	ADP
cana-6132	11	11	heart	heart	NOUN
cana-6132	11	12	disease	disease	NOUN
cana-6132	11	13	as	as	ADV
cana-6132	11	14	well	well	ADV
cana-6132	11	15	as	as	ADP
cana-6132	11	16	obesity	obesity	NOUN
cana-6132	11	17	and	and	CCONJ
cana-6132	11	18	diabetes	diabetes	NOUN
cana-6132	11	19	,	,	PUNCT
cana-6132	11	20	along	along	ADP
cana-6132	11	21	with	with	ADP
cana-6132	11	22	decreased	decrease	VERB
cana-6132	11	23	immune	immune	ADJ
cana-6132	11	24	defence	defence	NOUN
cana-6132	11	25	capabilities	capability	NOUN
cana-6132	11	26	[	[	X
cana-6132	11	27	1	1	NUM
cana-6132	11	28	]	]	PUNCT
cana-6132	11	29	.	.	PUNCT
cana-6132	12	1	sleep	sleep	NOUN
cana-6132	12	2	has	have	VERB
cana-6132	12	3	a	a	DET
cana-6132	12	4	substantial	substantial	ADJ
cana-6132	12	5	impact	impact	NOUN
cana-6132	12	6	on	on	ADP
cana-6132	12	7	cognitive	cognitive	ADJ
cana-6132	12	8	performance	performance	NOUN
cana-6132	12	9	as	as	ADV
cana-6132	12	10	well	well	ADV
cana-6132	12	11	as	as	ADP
cana-6132	12	12	emotional	emotional	ADJ
cana-6132	12	13	regulation	regulation	NOUN
cana-6132	12	14	and	and	CCONJ
cana-6132	12	15	productivity	productivity	NOUN
cana-6132	12	16	[	[	X
cana-6132	12	17	2	2	NUM
cana-6132	12	18	]	]	PUNCT
cana-6132	12	19	.	.	PUNCT
cana-6132	13	1	many	many	ADJ
cana-6132	13	2	people	people	NOUN
cana-6132	13	3	experience	experience	VERB
cana-6132	13	4	sleep	sleep	NOUN
cana-6132	13	5	disturbances	disturbance	NOUN
cana-6132	13	6	because	because	SCONJ
cana-6132	13	7	of	of	ADP
cana-6132	13	8	their	their	PRON
cana-6132	13	9	lifestyle	lifestyle	NOUN
cana-6132	13	10	choices	choice	NOUN
cana-6132	13	11	and	and	CCONJ
cana-6132	13	12	stress	stress	NOUN
cana-6132	13	13	levels	level	NOUN
cana-6132	13	14	as	as	ADV
cana-6132	13	15	well	well	ADV
cana-6132	13	16	as	as	ADP
cana-6132	13	17	various	various	ADJ
cana-6132	13	18	health	health	NOUN
cana-6132	13	19	conditions	condition	NOUN
cana-6132	13	20	despite	despite	SCONJ
cana-6132	13	21	sleep	sleep	NOUN
cana-6132	13	22	's	's	PART
cana-6132	13	23	crucial	crucial	ADJ
cana-6132	13	24	role	role	NOUN
cana-6132	13	25	.	.	PUNCT
cana-6132	14	1	insomnia	insomnia	NOUN
cana-6132	14	2	and	and	CCONJ
cana-6132	14	3	sleep	sleep	VERB
cana-6132	14	4	apnea	apnea	NOUN
cana-6132	14	5	which	which	PRON
cana-6132	14	6	are	be	AUX
cana-6132	14	7	widespread	widespread	ADJ
cana-6132	14	8	sleep	sleep	NOUN
cana-6132	14	9	disorders	disorder	NOUN
cana-6132	14	10	affect	affect	VERB
cana-6132	14	11	millions	million	NOUN
cana-6132	14	12	and	and	CCONJ
cana-6132	14	13	present	present	ADJ
cana-6132	14	14	long	long	ADJ
cana-6132	14	15	-	-	PUNCT
cana-6132	14	16	term	term	NOUN
cana-6132	14	17	health	health	NOUN
cana-6132	14	18	dangers	danger	NOUN
cana-6132	14	19	if	if	SCONJ
cana-6132	14	20	people	people	NOUN
cana-6132	14	21	do	do	AUX
cana-6132	14	22	not	not	PART
cana-6132	14	23	receive	receive	VERB
cana-6132	14	24	treatment	treatment	NOUN
cana-6132	14	25	[	[	X
cana-6132	14	26	3	3	NUM
cana-6132	14	27	]	]	PUNCT
cana-6132	14	28	.	.	PUNCT
cana-6132	15	1	historically	historically	ADV
cana-6132	15	2	researchers	researcher	NOUN
cana-6132	15	3	collected	collect	VERB
cana-6132	15	4	sleep	sleep	NOUN
cana-6132	15	5	data	datum	NOUN
cana-6132	15	6	through	through	ADP
cana-6132	15	7	self	self	NOUN
cana-6132	15	8	-	-	PUNCT
cana-6132	15	9	reported	report	VERB
cana-6132	15	10	questionnaires	questionnaire	NOUN
cana-6132	15	11	along	along	ADP
cana-6132	15	12	with	with	ADP
cana-6132	15	13	clinical	clinical	ADJ
cana-6132	15	14	observations	observation	NOUN
cana-6132	15	15	and	and	CCONJ
cana-6132	15	16	the	the	DET
cana-6132	15	17	use	use	NOUN
cana-6132	15	18	of	of	ADP
cana-6132	15	19	polysomnography	polysomnography	NOUN
cana-6132	15	20	(	(	PUNCT
cana-6132	15	21	psg	psg	PROPN
cana-6132	15	22	)	)	PUNCT
cana-6132	16	1	[	[	X
cana-6132	16	2	4	4	NUM
cana-6132	16	3	]	]	PUNCT
cana-6132	16	4	.	.	PUNCT
cana-6132	17	1	although	although	SCONJ
cana-6132	17	2	these	these	DET
cana-6132	17	3	methods	method	NOUN
cana-6132	17	4	yield	yield	VERB
cana-6132	17	5	significant	significant	ADJ
cana-6132	17	6	insights	insight	NOUN
cana-6132	17	7	into	into	ADP
cana-6132	17	8	sleep	sleep	NOUN
cana-6132	17	9	patterns	pattern	NOUN
cana-6132	17	10	they	they	PRON
cana-6132	17	11	often	often	ADV
cana-6132	17	12	demand	demand	VERB
cana-6132	17	13	high	high	ADJ
cana-6132	17	14	costs	cost	NOUN
cana-6132	17	15	and	and	CCONJ
cana-6132	17	16	specialized	specialized	ADJ
cana-6132	17	17	equipment	equipment	NOUN
cana-6132	17	18	while	while	SCONJ
cana-6132	17	19	taking	take	VERB
cana-6132	17	20	considerable	considerable	ADJ
cana-6132	17	21	time	time	NOUN
cana-6132	17	22	to	to	PART
cana-6132	17	23	implement	implement	VERB
cana-6132	17	24	.	.	PUNCT
cana-6132	18	1	although	although	SCONJ
cana-6132	18	2	psg	psg	PROPN
cana-6132	18	3	stands	stand	VERB
cana-6132	18	4	as	as	ADP
cana-6132	18	5	the	the	DET
cana-6132	18	6	most	most	ADV
cana-6132	18	7	reliable	reliable	ADJ
cana-6132	18	8	method	method	NOUN
cana-6132	18	9	for	for	ADP
cana-6132	18	10	diagnosing	diagnose	VERB
cana-6132	18	11	sleep	sleep	NOUN
cana-6132	18	12	disorders	disorder	NOUN
cana-6132	18	13	its	its	PRON
cana-6132	18	14	execution	execution	NOUN
cana-6132	18	15	in	in	ADP
cana-6132	18	16	a	a	DET
cana-6132	18	17	controlled	control	VERB
cana-6132	18	18	lab	lab	NOUN
cana-6132	18	19	environment	environment	NOUN
cana-6132	18	20	can	can	AUX
cana-6132	18	21	result	result	VERB
cana-6132	18	22	in	in	ADP
cana-6132	18	23	sleep	sleep	NOUN
cana-6132	18	24	patterns	pattern	NOUN
cana-6132	18	25	that	that	PRON
cana-6132	18	26	differ	differ	VERB
cana-6132	18	27	from	from	ADP
cana-6132	18	28	those	those	PRON
cana-6132	18	29	exhibited	exhibit	VERB
cana-6132	18	30	in	in	ADP
cana-6132	18	31	natural	natural	ADJ
cana-6132	18	32	settings	setting	NOUN
cana-6132	18	33	[	[	X
cana-6132	18	34	3	3	NUM
cana-6132	18	35	]	]	PUNCT
cana-6132	18	36	.	.	PUNCT
cana-6132	19	1	although	although	SCONJ
cana-6132	19	2	wearable	wearable	ADJ
cana-6132	19	3	devices	device	NOUN
cana-6132	19	4	and	and	CCONJ
cana-6132	19	5	mobile	mobile	NOUN
cana-6132	19	6	apps	app	NOUN
cana-6132	19	7	provided	provide	VERB
cana-6132	19	8	novel	novel	ADJ
cana-6132	19	9	sleep	sleep	NOUN
cana-6132	19	10	tracking	track	VERB
cana-6132	19	11	methods	method	NOUN
cana-6132	19	12	these	these	DET
cana-6132	19	13	devices	device	NOUN
cana-6132	19	14	require	require	VERB
cana-6132	19	15	subjective	subjective	ADJ
cana-6132	19	16	data	datum	NOUN
cana-6132	19	17	input	input	NOUN
cana-6132	19	18	which	which	PRON
cana-6132	19	19	can	can	AUX
cana-6132	19	20	lead	lead	VERB
cana-6132	19	21	to	to	ADP
cana-6132	19	22	accuracy	accuracy	NOUN
cana-6132	19	23	issues	issue	NOUN
cana-6132	19	24	[	[	X
cana-6132	19	25	6	6	NUM
cana-6132	19	26	]	]	PUNCT
cana-6132	19	27	.	.	PUNCT
cana-6132	20	1	machine	machine	NOUN
cana-6132	20	2	learning	learning	NOUN
cana-6132	20	3	provides	provide	VERB
cana-6132	20	4	a	a	DET
cana-6132	20	5	robust	robust	ADJ
cana-6132	20	6	tool	tool	NOUN
cana-6132	20	7	for	for	ADP
cana-6132	20	8	traditional	traditional	ADJ
cana-6132	20	9	methods	method	NOUN
cana-6132	20	10	through	through	ADP
cana-6132	20	11	its	its	PRON
cana-6132	20	12	capacity	capacity	NOUN
cana-6132	20	13	to	to	PART
cana-6132	20	14	process	process	VERB
cana-6132	20	15	big	big	ADJ
cana-6132	20	16	data	datum	NOUN
cana-6132	20	17	and	and	CCONJ
cana-6132	20	18	discover	discover	VERB
cana-6132	20	19	concealed	conceal	VERB
cana-6132	20	20	trends	trend	NOUN
cana-6132	20	21	in	in	ADP
cana-6132	20	22	sleep	sleep	NOUN
cana-6132	20	23	patterns	pattern	NOUN
cana-6132	20	24	.	.	PUNCT
cana-6132	21	1	machine	machine	NOUN
cana-6132	21	2	learning	learning	NOUN
cana-6132	21	3	stands	stand	VERB
cana-6132	21	4	apart	apart	ADV
cana-6132	21	5	from	from	ADP
cana-6132	21	6	traditional	traditional	ADJ
cana-6132	21	7	methods	method	NOUN
cana-6132	21	8	because	because	SCONJ
cana-6132	21	9	it	it	PRON
cana-6132	21	10	can	can	AUX
cana-6132	21	11	analyze	analyze	VERB
cana-6132	21	12	multiple	multiple	ADJ
cana-6132	21	13	variables	variable	NOUN
cana-6132	21	14	at	at	ADP
cana-6132	21	15	once	once	ADV
cana-6132	21	16	which	which	PRON
cana-6132	21	17	allows	allow	VERB
cana-6132	21	18	researchers	researcher	NOUN
cana-6132	21	19	to	to	PART
cana-6132	21	20	find	find	VERB
cana-6132	21	21	connections	connection	NOUN
cana-6132	21	22	between	between	ADP
cana-6132	21	23	sleep	sleep	NOUN
cana-6132	21	24	quality	quality	NOUN
cana-6132	21	25	and	and	CCONJ
cana-6132	21	26	both	both	DET
cana-6132	21	27	lifestyle	lifestyle	NOUN
cana-6132	21	28	factors	factor	NOUN
cana-6132	21	29	as	as	ADV
cana-6132	21	30	well	well	ADV
cana-6132	21	31	as	as	ADP
cana-6132	21	32	health	health	NOUN
cana-6132	21	33	conditions	condition	NOUN
cana-6132	21	34	[	[	X
cana-6132	21	35	7	7	NUM
cana-6132	21	36	]	]	PUNCT
cana-6132	21	37	.	.	PUNCT
cana-6132	22	1	past	past	ADJ
cana-6132	22	2	studies	study	NOUN
cana-6132	22	3	have	have	AUX
cana-6132	22	4	demonstrated	demonstrate	VERB
cana-6132	22	5	effective	effective	ADJ
cana-6132	22	6	use	use	NOUN
cana-6132	22	7	of	of	ADP
cana-6132	22	8	machine	machine	NOUN
cana-6132	22	9	learning	learn	VERB
cana-6132	22	10	algorithms	algorithm	NOUN
cana-6132	22	11	to	to	PART
cana-6132	22	12	anticipate	anticipate	VERB
cana-6132	22	13	sleep	sleep	NOUN
cana-6132	22	14	disorders	disorder	NOUN
cana-6132	22	15	by	by	ADP
cana-6132	22	16	analyzing	analyze	VERB
cana-6132	22	17	physiological	physiological	ADJ
cana-6132	22	18	metrics	metric	NOUN
cana-6132	22	19	like	like	ADP
cana-6132	22	20	heart	heart	NOUN
cana-6132	22	21	rate	rate	NOUN
cana-6132	22	22	alongside	alongside	ADP
cana-6132	22	23	movement	movement	NOUN
cana-6132	22	24	and	and	CCONJ
cana-6132	22	25	respiratory	respiratory	ADJ
cana-6132	22	26	patterns	pattern	NOUN
cana-6132	22	27	[	[	X
cana-6132	22	28	8	8	NUM
cana-6132	22	29	]	]	PUNCT
cana-6132	22	30	.	.	PUNCT
cana-6132	23	1	communications	communication	NOUN
cana-6132	23	2	on	on	ADP
cana-6132	23	3	applied	apply	VERB
cana-6132	23	4	nonlinear	nonlinear	ADJ
cana-6132	23	5	analysis	analysis	NOUN
cana-6132	23	6	issn	issn	NOUN
cana-6132	23	7	:	:	PUNCT
cana-6132	23	8	1074	1074	NUM
cana-6132	23	9	-	-	PUNCT
cana-6132	23	10	133x	133x	NUM
cana-6132	23	11	vol	vol	NOUN
cana-6132	23	12	32	32	NUM
cana-6132	23	13	no	no	NOUN
cana-6132	23	14	.	.	NOUN
cana-6132	23	15	2	2	NUM
cana-6132	23	16	(	(	PUNCT
cana-6132	23	17	2025	2025	NUM
cana-6132	23	18	)	)	PUNCT
cana-6132	24	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6132	24	2	807	807	NUM
cana-6132	24	3	researchers	researcher	NOUN
cana-6132	24	4	have	have	AUX
cana-6132	24	5	successfully	successfully	ADV
cana-6132	24	6	utilized	utilize	VERB
cana-6132	24	7	deep	deep	ADJ
cana-6132	24	8	learning	learning	NOUN
cana-6132	24	9	models	model	NOUN
cana-6132	24	10	for	for	ADP
cana-6132	24	11	sleep	sleep	NOUN
cana-6132	24	12	stage	stage	NOUN
cana-6132	24	13	classification	classification	NOUN
cana-6132	24	14	and	and	CCONJ
cana-6132	24	15	these	these	DET
cana-6132	24	16	models	model	NOUN
cana-6132	24	17	produce	produce	VERB
cana-6132	24	18	results	result	NOUN
cana-6132	24	19	that	that	PRON
cana-6132	24	20	match	match	VERB
cana-6132	24	21	the	the	DET
cana-6132	24	22	quality	quality	NOUN
cana-6132	24	23	of	of	ADP
cana-6132	24	24	psg	psg	PROPN
cana-6132	24	25	-	-	PUNCT
cana-6132	24	26	based	base	VERB
cana-6132	24	27	assessments	assessment	NOUN
cana-6132	24	28	[	[	X
cana-6132	24	29	9	9	NUM
cana-6132	24	30	]	]	PUNCT
cana-6132	24	31	.	.	PUNCT
cana-6132	25	1	this	this	DET
cana-6132	25	2	study	study	NOUN
cana-6132	25	3	uses	use	VERB
cana-6132	25	4	a	a	DET
cana-6132	25	5	dataset	dataset	NOUN
cana-6132	25	6	containing	contain	VERB
cana-6132	25	7	information	information	NOUN
cana-6132	25	8	on	on	ADP
cana-6132	25	9	sleep	sleep	NOUN
cana-6132	25	10	duration	duration	NOUN
cana-6132	25	11	and	and	CCONJ
cana-6132	25	12	quality	quality	NOUN
cana-6132	25	13	as	as	ADV
cana-6132	25	14	well	well	ADV
cana-6132	25	15	as	as	ADP
cana-6132	25	16	common	common	ADJ
cana-6132	25	17	sleep	sleep	NOUN
cana-6132	25	18	disorders	disorder	NOUN
cana-6132	25	19	to	to	PART
cana-6132	25	20	examine	examine	VERB
cana-6132	25	21	sleep	sleep	NOUN
cana-6132	25	22	health	health	PROPN
cana-6132	25	23	alongside	alongside	ADP
cana-6132	25	24	lifestyle	lifestyle	NOUN
cana-6132	25	25	factors	factor	NOUN
cana-6132	25	26	like	like	ADP
cana-6132	25	27	stress	stress	NOUN
cana-6132	25	28	level	level	NOUN
cana-6132	25	29	,	,	PUNCT
cana-6132	25	30	physical	physical	ADJ
cana-6132	25	31	activity	activity	NOUN
cana-6132	25	32	patterns	pattern	NOUN
cana-6132	25	33	and	and	CCONJ
cana-6132	25	34	body	body	NOUN
cana-6132	25	35	mass	mass	PROPN
cana-6132	25	36	index	index	NOUN
cana-6132	25	37	.	.	PUNCT
cana-6132	26	1	in	in	ADP
cana-6132	26	2	this	this	DET
cana-6132	26	3	work	work	NOUN
cana-6132	26	4	different	different	ADJ
cana-6132	26	5	statistical	statistical	ADJ
cana-6132	26	6	techniques	technique	NOUN
cana-6132	26	7	and	and	CCONJ
cana-6132	26	8	machine	machine	NOUN
cana-6132	26	9	learning	learning	NOUN
cana-6132	26	10	models	model	NOUN
cana-6132	26	11	have	have	AUX
cana-6132	26	12	been	be	AUX
cana-6132	26	13	applied	apply	VERB
cana-6132	26	14	to	to	PART
cana-6132	26	15	identify	identify	VERB
cana-6132	26	16	key	key	ADJ
cana-6132	26	17	factors	factor	NOUN
cana-6132	26	18	influencing	influence	VERB
cana-6132	26	19	sleep	sleep	NOUN
cana-6132	26	20	health	health	NOUN
cana-6132	26	21	.	.	PUNCT
cana-6132	27	1	also	also	ADV
cana-6132	27	2	a	a	DET
cana-6132	27	3	comparative	comparative	ADJ
cana-6132	27	4	analysis	analysis	NOUN
cana-6132	27	5	has	have	AUX
cana-6132	27	6	been	be	AUX
cana-6132	27	7	performed	perform	VERB
cana-6132	27	8	for	for	ADP
cana-6132	27	9	different	different	ADJ
cana-6132	27	10	algorithms	algorithm	NOUN
cana-6132	27	11	to	to	PART
cana-6132	27	12	determine	determine	VERB
cana-6132	27	13	the	the	DET
cana-6132	27	14	most	most	ADV
cana-6132	27	15	effective	effective	ADJ
cana-6132	27	16	method	method	NOUN
cana-6132	27	17	for	for	ADP
cana-6132	27	18	predicting	predict	VERB
cana-6132	27	19	sleep	sleep	NOUN
cana-6132	27	20	disorders	disorder	NOUN
cana-6132	27	21	.	.	PUNCT
cana-6132	28	1	by	by	ADP
cana-6132	28	2	using	use	VERB
cana-6132	28	3	machine	machine	NOUN
cana-6132	28	4	learning	learning	NOUN
cana-6132	28	5	,	,	PUNCT
cana-6132	28	6	we	we	PRON
cana-6132	28	7	aim	aim	VERB
cana-6132	28	8	to	to	PART
cana-6132	28	9	provide	provide	VERB
cana-6132	28	10	a	a	DET
cana-6132	28	11	data	data	NOUN
cana-6132	28	12	-	-	PUNCT
cana-6132	28	13	driven	drive	VERB
cana-6132	28	14	approach	approach	NOUN
cana-6132	28	15	to	to	ADP
cana-6132	28	16	understanding	understand	VERB
cana-6132	28	17	sleep	sleep	NOUN
cana-6132	28	18	health	health	NOUN
cana-6132	28	19	,	,	PUNCT
cana-6132	28	20	which	which	PRON
cana-6132	28	21	could	could	AUX
cana-6132	28	22	help	help	VERB
cana-6132	28	23	in	in	ADP
cana-6132	28	24	developing	develop	VERB
cana-6132	28	25	personalized	personalized	ADJ
cana-6132	28	26	recommendations	recommendation	NOUN
cana-6132	28	27	for	for	ADP
cana-6132	28	28	improving	improve	VERB
cana-6132	28	29	sleep	sleep	NOUN
cana-6132	28	30	quality	quality	NOUN
cana-6132	28	31	.	.	PUNCT
cana-6132	29	1	2	2	X
cana-6132	29	2	.	.	X
cana-6132	29	3	literature	literature	NOUN
cana-6132	29	4	review	review	PROPN
cana-6132	29	5	presently	presently	ADV
cana-6132	29	6	,	,	PUNCT
cana-6132	29	7	the	the	DET
cana-6132	29	8	detection	detection	NOUN
cana-6132	29	9	of	of	ADP
cana-6132	29	10	sleep	sleep	NOUN
cana-6132	29	11	disorders	disorder	NOUN
cana-6132	29	12	relies	rely	VERB
cana-6132	29	13	on	on	ADP
cana-6132	29	14	clinical	clinical	ADJ
cana-6132	29	15	evaluation	evaluation	NOUN
cana-6132	29	16	and	and	CCONJ
cana-6132	29	17	self	self	NOUN
cana-6132	29	18	-	-	PUNCT
cana-6132	29	19	reported	report	VERB
cana-6132	29	20	information	information	NOUN
cana-6132	29	21	.	.	PUNCT
cana-6132	30	1	the	the	DET
cana-6132	30	2	most	most	ADV
cana-6132	30	3	accurate	accurate	ADJ
cana-6132	30	4	way	way	NOUN
cana-6132	30	5	to	to	PART
cana-6132	30	6	analyse	analyse	VERB
cana-6132	30	7	sleep	sleep	NOUN
cana-6132	30	8	is	be	AUX
cana-6132	30	9	polysomnography	polysomnography	NOUN
cana-6132	30	10	(	(	PUNCT
cana-6132	30	11	psg	psg	PROPN
cana-6132	30	12	)	)	PUNCT
cana-6132	30	13	,	,	PUNCT
cana-6132	30	14	but	but	CCONJ
cana-6132	30	15	it	it	PRON
cana-6132	30	16	involves	involve	VERB
cana-6132	30	17	overnight	overnight	ADJ
cana-6132	30	18	monitoring	monitoring	NOUN
cana-6132	30	19	in	in	ADP
cana-6132	30	20	a	a	DET
cana-6132	30	21	lab	lab	NOUN
cana-6132	30	22	.	.	PUNCT
cana-6132	31	1	so	so	ADV
cana-6132	31	2	,	,	PUNCT
cana-6132	31	3	psg	psg	PROPN
cana-6132	31	4	is	be	AUX
cana-6132	31	5	a	a	DET
cana-6132	31	6	costly	costly	ADJ
cana-6132	31	7	and	and	CCONJ
cana-6132	31	8	inconvenient	inconvenient	ADJ
cana-6132	31	9	approach	approach	NOUN
cana-6132	31	10	[	[	X
cana-6132	31	11	1	1	NUM
cana-6132	31	12	]	]	PUNCT
cana-6132	31	13	.	.	PUNCT
cana-6132	32	1	actigraphy	actigraphy	PROPN
cana-6132	32	2	and	and	CCONJ
cana-6132	32	3	sleep	sleep	NOUN
cana-6132	32	4	questionnaires	questionnaire	NOUN
cana-6132	32	5	are	be	AUX
cana-6132	32	6	the	the	DET
cana-6132	32	7	other	other	ADJ
cana-6132	32	8	methods	method	NOUN
cana-6132	32	9	that	that	PRON
cana-6132	32	10	provide	provide	VERB
cana-6132	32	11	more	more	ADJ
cana-6132	32	12	sleep	sleep	NOUN
cana-6132	32	13	analysis	analysis	NOUN
cana-6132	32	14	reports	report	NOUN
cana-6132	32	15	but	but	CCONJ
cana-6132	32	16	can	can	AUX
cana-6132	32	17	not	not	PART
cana-6132	32	18	often	often	ADV
cana-6132	32	19	give	give	VERB
cana-6132	32	20	a	a	DET
cana-6132	32	21	detailed	detailed	ADJ
cana-6132	32	22	analysis	analysis	NOUN
cana-6132	32	23	of	of	ADP
cana-6132	32	24	the	the	DET
cana-6132	32	25	sleep	sleep	NOUN
cana-6132	32	26	pattern	pattern	NOUN
cana-6132	32	27	[	[	X
cana-6132	32	28	2	2	NUM
cana-6132	32	29	]	]	PUNCT
cana-6132	32	30	.	.	PUNCT
cana-6132	33	1	to	to	PART
cana-6132	33	2	avoid	avoid	VERB
cana-6132	33	3	the	the	DET
cana-6132	33	4	conventional	conventional	ADJ
cana-6132	33	5	clinical	clinical	ADJ
cana-6132	33	6	methods	method	NOUN
cana-6132	33	7	to	to	PART
cana-6132	33	8	observe	observe	VERB
cana-6132	33	9	statistical	statistical	ADJ
cana-6132	33	10	techinques	techinque	NOUN
cana-6132	33	11	like	like	ADP
cana-6132	33	12	machine	machine	NOUN
cana-6132	33	13	learning	learning	NOUN
cana-6132	33	14	models	model	NOUN
cana-6132	33	15	have	have	AUX
cana-6132	33	16	been	be	AUX
cana-6132	33	17	used	use	VERB
cana-6132	33	18	for	for	ADP
cana-6132	33	19	analyzing	analyze	VERB
cana-6132	33	20	sleep	sleep	NOUN
cana-6132	33	21	health	health	NOUN
cana-6132	33	22	and	and	CCONJ
cana-6132	33	23	identifying	identify	VERB
cana-6132	33	24	sleep	sleep	NOUN
cana-6132	33	25	disorders	disorder	NOUN
cana-6132	33	26	.	.	PUNCT
cana-6132	34	1	multiple	multiple	ADJ
cana-6132	34	2	research	research	NOUN
cana-6132	34	3	studies	study	NOUN
cana-6132	34	4	have	have	AUX
cana-6132	34	5	implemented	implement	VERB
cana-6132	34	6	machine	machine	NOUN
cana-6132	34	7	learning	learning	NOUN
cana-6132	34	8	algorithms	algorithm	NOUN
cana-6132	34	9	to	to	PART
cana-6132	34	10	identify	identify	VERB
cana-6132	34	11	different	different	ADJ
cana-6132	34	12	sleep	sleep	NOUN
cana-6132	34	13	stages	stage	NOUN
cana-6132	34	14	and	and	CCONJ
cana-6132	34	15	diagnose	diagnose	VERB
cana-6132	34	16	sleep	sleep	NOUN
cana-6132	34	17	disorders	disorder	NOUN
cana-6132	34	18	.	.	PUNCT
cana-6132	35	1	sun	sun	PROPN
cana-6132	35	2	et	et	PROPN
cana-6132	35	3	al	al	PROPN
cana-6132	35	4	.	.	PROPN
cana-6132	36	1	sun	sun	PROPN
cana-6132	36	2	et	et	PROPN
cana-6132	36	3	al	al	PROPN
cana-6132	36	4	.	.	PUNCT
cana-6132	37	1	[	[	X
cana-6132	37	2	3	3	NUM
cana-6132	37	3	]	]	PUNCT
cana-6132	37	4	utilized	utilize	VERB
cana-6132	37	5	supervised	supervised	ADJ
cana-6132	37	6	learning	learning	NOUN
cana-6132	37	7	models	model	NOUN
cana-6132	37	8	to	to	PART
cana-6132	37	9	forecast	forecast	VERB
cana-6132	37	10	sleep	sleep	NOUN
cana-6132	37	11	apnea	apnea	NOUN
cana-6132	37	12	based	base	VERB
cana-6132	37	13	on	on	ADP
cana-6132	37	14	physiological	physiological	ADJ
cana-6132	37	15	signal	signal	NOUN
cana-6132	37	16	data	datum	NOUN
cana-6132	37	17	.	.	PUNCT
cana-6132	38	1	the	the	DET
cana-6132	38	2	research	research	NOUN
cana-6132	38	3	demonstrated	demonstrate	VERB
cana-6132	38	4	that	that	SCONJ
cana-6132	38	5	decision	decision	NOUN
cana-6132	38	6	trees	tree	NOUN
cana-6132	38	7	and	and	CCONJ
cana-6132	38	8	support	support	VERB
cana-6132	38	9	vector	vector	NOUN
cana-6132	38	10	machines	machine	NOUN
cana-6132	38	11	(	(	PUNCT
cana-6132	38	12	svm	svm	PROPN
cana-6132	38	13	)	)	PUNCT
cana-6132	38	14	effectively	effectively	ADV
cana-6132	38	15	separated	separate	VERB
cana-6132	38	16	normal	normal	ADJ
cana-6132	38	17	breathing	breathing	NOUN
cana-6132	38	18	from	from	ADP
cana-6132	38	19	disordered	disordered	ADJ
cana-6132	38	20	breathing	breathing	NOUN
cana-6132	38	21	patterns	pattern	NOUN
cana-6132	38	22	.	.	PUNCT
cana-6132	39	1	another	another	DET
cana-6132	39	2	survey	survey	NOUN
cana-6132	39	3	by	by	ADP
cana-6132	39	4	stephansen	stephansen	PROPN
cana-6132	39	5	et	et	PROPN
cana-6132	39	6	al	al	PROPN
cana-6132	39	7	.	.	PROPN
cana-6132	39	8	stephansen	stephansen	PROPN
cana-6132	39	9	et	et	PROPN
cana-6132	39	10	al	al	PROPN
cana-6132	39	11	.	.	PUNCT
cana-6132	40	1	[	[	X
cana-6132	40	2	4	4	NUM
cana-6132	40	3	]	]	PUNCT
cana-6132	40	4	utilized	utilize	VERB
cana-6132	40	5	deep	deep	ADJ
cana-6132	40	6	learning	learning	NOUN
cana-6132	40	7	techniques	technique	NOUN
cana-6132	40	8	to	to	PART
cana-6132	40	9	classify	classify	VERB
cana-6132	40	10	sleep	sleep	NOUN
cana-6132	40	11	stages	stage	NOUN
cana-6132	40	12	.	.	PUNCT
cana-6132	41	1	the	the	DET
cana-6132	41	2	neural	neural	ADJ
cana-6132	41	3	network	network	NOUN
cana-6132	41	4	model	model	NOUN
cana-6132	41	5	reached	reach	VERB
cana-6132	41	6	higher	high	ADJ
cana-6132	41	7	accuracy	accuracy	NOUN
cana-6132	41	8	levels	level	NOUN
cana-6132	41	9	than	than	ADP
cana-6132	41	10	traditional	traditional	ADJ
cana-6132	41	11	scoring	scoring	NOUN
cana-6132	41	12	methods	method	NOUN
cana-6132	41	13	illustrating	illustrate	VERB
cana-6132	41	14	the	the	DET
cana-6132	41	15	capabilities	capability	NOUN
cana-6132	41	16	of	of	ADP
cana-6132	41	17	automated	automate	VERB
cana-6132	41	18	sleep	sleep	NOUN
cana-6132	41	19	analysis	analysis	NOUN
cana-6132	41	20	.	.	PUNCT
cana-6132	42	1	the	the	DET
cana-6132	42	2	application	application	NOUN
cana-6132	42	3	of	of	ADP
cana-6132	42	4	machine	machine	NOUN
cana-6132	42	5	learning	learning	NOUN
cana-6132	42	6	(	(	PUNCT
cana-6132	42	7	ml	ml	NOUN
cana-6132	42	8	)	)	PUNCT
cana-6132	42	9	assists	assist	VERB
cana-6132	42	10	researchers	researcher	NOUN
cana-6132	42	11	in	in	ADP
cana-6132	42	12	discovering	discover	VERB
cana-6132	42	13	elements	element	NOUN
cana-6132	42	14	that	that	PRON
cana-6132	42	15	affect	affect	VERB
cana-6132	42	16	sleep	sleep	NOUN
cana-6132	42	17	quality	quality	NOUN
cana-6132	42	18	.	.	PUNCT
cana-6132	43	1	xu	xu	PROPN
cana-6132	43	2	et	et	PROPN
cana-6132	44	1	al	al	PROPN
cana-6132	44	2	.	.	PUNCT
cana-6132	45	1	xu	xu	PROPN
cana-6132	45	2	et	et	PROPN
cana-6132	46	1	al	al	PROPN
cana-6132	46	2	.	.	PUNCT
cana-6132	47	1	[	[	X
cana-6132	47	2	5	5	NUM
cana-6132	47	3	]	]	PUNCT
cana-6132	47	4	examined	examine	VERB
cana-6132	47	5	wearable	wearable	ADJ
cana-6132	47	6	device	device	NOUN
cana-6132	47	7	data	datum	NOUN
cana-6132	47	8	to	to	PART
cana-6132	47	9	discover	discover	VERB
cana-6132	47	10	connections	connection	NOUN
cana-6132	47	11	between	between	ADP
cana-6132	47	12	physical	physical	ADJ
cana-6132	47	13	activity	activity	NOUN
cana-6132	47	14	levels	level	NOUN
cana-6132	47	15	and	and	CCONJ
cana-6132	47	16	stress	stress	NOUN
cana-6132	47	17	with	with	ADP
cana-6132	47	18	sleep	sleep	NOUN
cana-6132	47	19	disturbance	disturbance	NOUN
cana-6132	47	20	patterns	pattern	NOUN
cana-6132	47	21	.	.	PUNCT
cana-6132	48	1	the	the	DET
cana-6132	48	2	research	research	NOUN
cana-6132	48	3	implemented	implement	VERB
cana-6132	48	4	random	random	ADJ
cana-6132	48	5	forests	forest	NOUN
cana-6132	48	6	and	and	CCONJ
cana-6132	48	7	gradient	gradient	ADJ
cana-6132	48	8	boosting	boost	VERB
cana-6132	48	9	models	model	NOUN
cana-6132	48	10	to	to	PART
cana-6132	48	11	predict	predict	VERB
cana-6132	48	12	sleep	sleep	NOUN
cana-6132	48	13	outcomes	outcome	NOUN
cana-6132	48	14	and	and	CCONJ
cana-6132	48	15	demonstrated	demonstrate	VERB
cana-6132	48	16	that	that	SCONJ
cana-6132	48	17	machine	machine	NOUN
cana-6132	48	18	learning	learn	VERB
cana-6132	48	19	techniques	technique	NOUN
cana-6132	48	20	can	can	AUX
cana-6132	48	21	reveal	reveal	VERB
cana-6132	48	22	intricate	intricate	ADJ
cana-6132	48	23	patterns	pattern	NOUN
cana-6132	48	24	in	in	ADP
cana-6132	48	25	sleep	sleep	NOUN
cana-6132	48	26	behaviour	behaviour	NOUN
cana-6132	48	27	.	.	PUNCT
cana-6132	49	1	zaffaroni	zaffaroni	VERB
cana-6132	49	2	et	et	PROPN
cana-6132	49	3	al	al	PROPN
cana-6132	49	4	.	.	PUNCT
cana-6132	50	1	[	[	X
cana-6132	50	2	6	6	NUM
cana-6132	50	3	]	]	PUNCT
cana-6132	50	4	worked	work	VERB
cana-6132	50	5	on	on	ADP
cana-6132	50	6	machine	machine	NOUN
cana-6132	50	7	learning	learn	VERB
cana-6132	50	8	techniques	technique	NOUN
cana-6132	50	9	to	to	PART
cana-6132	50	10	advance	advance	VERB
cana-6132	50	11	sleep	sleep	NOUN
cana-6132	50	12	monitoring	monitor	VERB
cana-6132	50	13	outside	outside	ADP
cana-6132	50	14	clinical	clinical	ADJ
cana-6132	50	15	environments	environment	NOUN
cana-6132	50	16	.	.	PUNCT
cana-6132	51	1	machine	machine	NOUN
cana-6132	51	2	learning	learn	VERB
cana-6132	51	3	methods	method	NOUN
cana-6132	51	4	helped	help	VERB
cana-6132	51	5	zaffaroni	zaffaroni	VERB
cana-6132	51	6	et	et	PROPN
cana-6132	51	7	al	al	PROPN
cana-6132	51	8	.	.	PROPN
cana-6132	51	9	identify	identify	VERB
cana-6132	51	10	patterns	pattern	NOUN
cana-6132	51	11	within	within	ADP
cana-6132	51	12	biometric	biometric	ADJ
cana-6132	51	13	data	datum	NOUN
cana-6132	51	14	for	for	ADP
cana-6132	51	15	sleep	sleep	NOUN
cana-6132	51	16	monitoring	monitoring	NOUN
cana-6132	51	17	.	.	PUNCT
cana-6132	52	1	analyzing	analyze	VERB
cana-6132	52	2	sleep	sleep	NOUN
cana-6132	52	3	data	datum	NOUN
cana-6132	52	4	becomes	become	VERB
cana-6132	52	5	much	much	ADV
cana-6132	52	6	more	more	ADV
cana-6132	52	7	efficient	efficient	ADJ
cana-6132	52	8	through	through	ADP
cana-6132	52	9	machine	machine	NOUN
cana-6132	52	10	learning	learning	NOUN
cana-6132	52	11	models	model	NOUN
cana-6132	52	12	because	because	SCONJ
cana-6132	52	13	they	they	PRON
cana-6132	52	14	provide	provide	VERB
cana-6132	52	15	speed	speed	NOUN
cana-6132	52	16	and	and	CCONJ
cana-6132	52	17	scalability	scalability	NOUN
cana-6132	52	18	.	.	PUNCT
cana-6132	53	1	ml	ml	NOUN
cana-6132	53	2	models	model	NOUN
cana-6132	53	3	enable	enable	VERB
cana-6132	53	4	efficient	efficient	ADJ
cana-6132	53	5	processing	processing	NOUN
cana-6132	53	6	of	of	ADP
cana-6132	53	7	large	large	ADJ
cana-6132	53	8	datasets	dataset	NOUN
cana-6132	53	9	to	to	PART
cana-6132	53	10	discover	discover	VERB
cana-6132	53	11	hard	hard	ADJ
cana-6132	53	12	-	-	PUNCT
cana-6132	53	13	to	to	ADP
cana-6132	53	14	-	-	PUNCT
cana-6132	53	15	detect	detect	VERB
cana-6132	53	16	patterns	pattern	NOUN
cana-6132	53	17	while	while	SCONJ
cana-6132	53	18	delivering	deliver	VERB
cana-6132	53	19	personal	personal	ADJ
cana-6132	53	20	sleep	sleep	NOUN
cana-6132	53	21	behaviour	behaviour	NOUN
cana-6132	53	22	insights	insight	NOUN
cana-6132	53	23	.	.	PUNCT
cana-6132	54	1	machine	machine	NOUN
cana-6132	54	2	learning	learning	NOUN
cana-6132	54	3	models	model	NOUN
cana-6132	54	4	process	process	VERB
cana-6132	54	5	data	datum	NOUN
cana-6132	54	6	from	from	ADP
cana-6132	54	7	wearable	wearable	ADJ
cana-6132	54	8	technology	technology	NOUN
cana-6132	54	9	and	and	CCONJ
cana-6132	54	10	home	home	NOUN
cana-6132	54	11	sleep	sleep	NOUN
cana-6132	54	12	monitors	monitor	NOUN
cana-6132	54	13	with	with	ADP
cana-6132	54	14	ease	ease	NOUN
cana-6132	54	15	which	which	PRON
cana-6132	54	16	makes	make	VERB
cana-6132	54	17	high	high	ADJ
cana-6132	54	18	-	-	PUNCT
cana-6132	54	19	quality	quality	NOUN
cana-6132	54	20	sleep	sleep	NOUN
cana-6132	54	21	monitoring	monitor	VERB
cana-6132	54	22	more	more	ADV
cana-6132	54	23	accessible	accessible	ADJ
cana-6132	54	24	.	.	PUNCT
cana-6132	55	1	3	3	X
cana-6132	55	2	.	.	X
cana-6132	55	3	description	description	NOUN
cana-6132	55	4	of	of	ADP
cana-6132	55	5	dataset	dataset	VERB
cana-6132	55	6	the	the	DET
cana-6132	55	7	sleep	sleep	NOUN
cana-6132	55	8	analysis	analysis	NOUN
cana-6132	55	9	process	process	NOUN
cana-6132	55	10	is	be	AUX
cana-6132	55	11	driven	drive	VERB
cana-6132	55	12	by	by	ADP
cana-6132	55	13	machine	machine	NOUN
cana-6132	55	14	learning	learn	VERB
cana-6132	55	15	algorithms	algorithm	NOUN
cana-6132	55	16	that	that	PRON
cana-6132	55	17	utilize	utilize	VERB
cana-6132	55	18	data	datum	NOUN
cana-6132	55	19	from	from	ADP
cana-6132	55	20	the	the	DET
cana-6132	55	21	dataset	dataset	NOUN
cana-6132	55	22	.	.	PUNCT
cana-6132	56	1	the	the	DET
cana-6132	56	2	dataset	dataset	NOUN
cana-6132	56	3	holds	hold	VERB
cana-6132	56	4	physiological	physiological	ADJ
cana-6132	56	5	signal	signal	NOUN
cana-6132	56	6	data	datum	NOUN
cana-6132	56	7	along	along	ADP
cana-6132	56	8	with	with	ADP
cana-6132	56	9	sleep	sleep	NOUN
cana-6132	56	10	patterns	pattern	NOUN
cana-6132	56	11	and	and	CCONJ
cana-6132	56	12	additional	additional	ADJ
cana-6132	56	13	relevant	relevant	ADJ
cana-6132	56	14	features	feature	NOUN
cana-6132	56	15	which	which	PRON
cana-6132	56	16	have	have	AUX
cana-6132	56	17	been	be	AUX
cana-6132	56	18	gathered	gather	VERB
cana-6132	56	19	from	from	ADP
cana-6132	56	20	multiple	multiple	ADJ
cana-6132	56	21	sources	source	NOUN
cana-6132	56	22	to	to	PART
cana-6132	56	23	identify	identify	VERB
cana-6132	56	24	disorders	disorder	NOUN
cana-6132	56	25	.	.	PUNCT
cana-6132	57	1	the	the	DET
cana-6132	57	2	dataset	dataset	NOUN
cana-6132	57	3	contains	contain	VERB
cana-6132	57	4	meaningful	meaningful	ADJ
cana-6132	57	5	attributes	attribute	NOUN
cana-6132	57	6	related	relate	VERB
cana-6132	57	7	to	to	ADP
cana-6132	57	8	sleep	sleep	VERB
cana-6132	57	9	disorders	disorder	NOUN
cana-6132	57	10	,	,	PUNCT
cana-6132	57	11	including	include	VERB
cana-6132	57	12	heart	heart	NOUN
cana-6132	57	13	rate	rate	NOUN
cana-6132	57	14	,	,	PUNCT
cana-6132	57	15	respiratory	respiratory	ADJ
cana-6132	57	16	rate	rate	NOUN
cana-6132	57	17	,	,	PUNCT
cana-6132	57	18	oxygen	oxygen	NOUN
cana-6132	57	19	saturation	saturation	NOUN
cana-6132	57	20	levels	level	NOUN
cana-6132	57	21	,	,	PUNCT
cana-6132	57	22	movement	movement	NOUN
cana-6132	57	23	during	during	ADP
cana-6132	57	24	sleep	sleep	NOUN
cana-6132	57	25	,	,	PUNCT
cana-6132	57	26	and	and	CCONJ
cana-6132	57	27	recorded	record	VERB
cana-6132	57	28	sleep	sleep	NOUN
cana-6132	57	29	stages	stage	NOUN
cana-6132	57	30	.	.	PUNCT
cana-6132	58	1	the	the	DET
cana-6132	58	2	machine	machine	NOUN
cana-6132	58	3	learning	learning	NOUN
cana-6132	58	4	model	model	NOUN
cana-6132	58	5	requires	require	VERB
cana-6132	58	6	understanding	understand	VERB
cana-6132	58	7	the	the	DET
cana-6132	58	8	data	data	NOUN
cana-6132	58	9	structure	structure	NOUN
cana-6132	58	10	before	before	ADP
cana-6132	58	11	application	application	NOUN
cana-6132	58	12	.	.	PUNCT
cana-6132	59	1	data	datum	NOUN
cana-6132	59	2	pre	pre	ADJ
cana-6132	59	3	-	-	ADJ
cana-6132	59	4	processing	processing	ADJ
cana-6132	59	5	starts	start	NOUN
cana-6132	59	6	with	with	ADP
cana-6132	59	7	a	a	DET
cana-6132	59	8	thorough	thorough	ADJ
cana-6132	59	9	examination	examination	NOUN
cana-6132	59	10	of	of	ADP
cana-6132	59	11	the	the	DET
cana-6132	59	12	dataset	dataset	NOUN
cana-6132	59	13	to	to	PART
cana-6132	59	14	detect	detect	VERB
cana-6132	59	15	and	and	CCONJ
cana-6132	59	16	correct	correct	VERB
cana-6132	59	17	missing	missing	ADJ
cana-6132	59	18	values	value	NOUN
cana-6132	59	19	alongside	alongside	ADP
cana-6132	59	20	duplicate	duplicate	ADJ
cana-6132	59	21	entries	entry	NOUN
cana-6132	59	22	and	and	CCONJ
cana-6132	59	23	inconsistent	inconsistent	ADJ
cana-6132	59	24	and	and	CCONJ
cana-6132	59	25	erroneous	erroneous	ADJ
cana-6132	59	26	data	datum	NOUN
cana-6132	59	27	points	point	NOUN
cana-6132	60	1	[	[	X
cana-6132	60	2	6	6	NUM
cana-6132	60	3	]	]	PUNCT
cana-6132	60	4	.	.	PUNCT
cana-6132	61	1	imputation	imputation	NOUN
cana-6132	61	2	techniques	technique	NOUN
cana-6132	61	3	allow	allow	VERB
cana-6132	61	4	researchers	researcher	NOUN
cana-6132	61	5	to	to	PART
cana-6132	61	6	handle	handle	VERB
cana-6132	61	7	communications	communication	NOUN
cana-6132	61	8	on	on	ADP
cana-6132	61	9	applied	apply	VERB
cana-6132	61	10	nonlinear	nonlinear	ADJ
cana-6132	61	11	analysis	analysis	NOUN
cana-6132	61	12	issn	issn	NOUN
cana-6132	61	13	:	:	PUNCT
cana-6132	61	14	1074	1074	NUM
cana-6132	61	15	-	-	PUNCT
cana-6132	61	16	133x	133x	NUM
cana-6132	61	17	vol	vol	NOUN
cana-6132	61	18	32	32	NUM
cana-6132	61	19	no	no	NOUN
cana-6132	61	20	.	.	NOUN
cana-6132	61	21	2	2	NUM
cana-6132	61	22	(	(	PUNCT
cana-6132	61	23	2025	2025	NUM
cana-6132	61	24	)	)	PUNCT
cana-6132	61	25	https://internationalpubls.com	https://internationalpubls.com	X
cana-6132	62	1	808	808	NUM
cana-6132	62	2	missing	miss	VERB
cana-6132	62	3	data	datum	NOUN
cana-6132	62	4	in	in	ADP
cana-6132	62	5	datasets	dataset	NOUN
cana-6132	62	6	by	by	ADP
cana-6132	62	7	replacing	replace	VERB
cana-6132	62	8	missing	miss	VERB
cana-6132	62	9	values	value	NOUN
cana-6132	62	10	with	with	ADP
cana-6132	62	11	the	the	DET
cana-6132	62	12	mean	mean	ADJ
cana-6132	62	13	,	,	PUNCT
cana-6132	62	14	median	median	NOUN
cana-6132	62	15	or	or	CCONJ
cana-6132	62	16	mode	mode	NOUN
cana-6132	62	17	based	base	VERB
cana-6132	62	18	on	on	ADP
cana-6132	62	19	each	each	DET
cana-6132	62	20	attribute	attribute	NOUN
cana-6132	62	21	's	's	PART
cana-6132	62	22	distribution	distribution	NOUN
cana-6132	62	23	characteristics	characteristic	NOUN
cana-6132	62	24	[	[	X
cana-6132	62	25	5	5	NUM
cana-6132	62	26	]	]	PUNCT
cana-6132	62	27	.	.	PUNCT
cana-6132	63	1	for	for	ADP
cana-6132	63	2	normal	normal	ADJ
cana-6132	63	3	distribution	distribution	NOUN
cana-6132	63	4	of	of	ADP
cana-6132	63	5	the	the	DET
cana-6132	63	6	data	datum	NOUN
cana-6132	63	7	,	,	PUNCT
cana-6132	63	8	outliers	outlier	NOUN
cana-6132	63	9	are	be	AUX
cana-6132	63	10	removed	remove	VERB
cana-6132	63	11	to	to	PART
cana-6132	63	12	represent	represent	VERB
cana-6132	63	13	the	the	DET
cana-6132	63	14	data	datum	NOUN
cana-6132	63	15	into	into	ADP
cana-6132	63	16	a	a	DET
cana-6132	63	17	more	more	ADV
cana-6132	63	18	statistically	statistically	ADV
cana-6132	63	19	significant	significant	ADJ
cana-6132	63	20	manner	manner	NOUN
cana-6132	64	1	[	[	X
cana-6132	64	2	3	3	NUM
cana-6132	64	3	]	]	PUNCT
cana-6132	64	4	.	.	PUNCT
cana-6132	65	1	data	datum	NOUN
cana-6132	65	2	visualization	visualization	NOUN
cana-6132	65	3	techniques	technique	NOUN
cana-6132	65	4	are	be	AUX
cana-6132	65	5	utilized	utilize	VERB
cana-6132	65	6	to	to	PART
cana-6132	65	7	improve	improve	VERB
cana-6132	65	8	the	the	DET
cana-6132	65	9	interpretability	interpretability	NOUN
cana-6132	65	10	of	of	ADP
cana-6132	65	11	information	information	NOUN
cana-6132	65	12	specifically	specifically	ADV
cana-6132	65	13	to	to	PART
cana-6132	65	14	identify	identify	VERB
cana-6132	65	15	the	the	DET
cana-6132	65	16	correlations	correlation	NOUN
cana-6132	65	17	between	between	ADP
cana-6132	65	18	various	various	ADJ
cana-6132	65	19	parameters	parameter	NOUN
cana-6132	65	20	.	.	PUNCT
cana-6132	66	1	in	in	ADP
cana-6132	66	2	the	the	DET
cana-6132	66	3	study	study	NOUN
cana-6132	66	4	,	,	PUNCT
cana-6132	66	5	graphical	graphical	ADJ
cana-6132	66	6	methods	method	NOUN
cana-6132	66	7	such	such	ADJ
cana-6132	66	8	as	as	ADP
cana-6132	66	9	histograms	histogram	NOUN
cana-6132	66	10	and	and	CCONJ
cana-6132	66	11	box	box	NOUN
cana-6132	66	12	plots	plot	NOUN
cana-6132	66	13	facilitate	facilitate	VERB
cana-6132	66	14	the	the	DET
cana-6132	66	15	analysis	analysis	NOUN
cana-6132	66	16	of	of	ADP
cana-6132	66	17	quantitative	quantitative	ADJ
cana-6132	66	18	variables	variable	NOUN
cana-6132	66	19	like	like	ADP
cana-6132	66	20	heart	heart	NOUN
cana-6132	66	21	rate	rate	NOUN
cana-6132	66	22	and	and	CCONJ
cana-6132	66	23	oxygen	oxygen	NOUN
cana-6132	66	24	saturation	saturation	NOUN
cana-6132	66	25	levels	level	NOUN
cana-6132	66	26	.	.	PUNCT
cana-6132	67	1	however	however	ADV
cana-6132	67	2	the	the	DET
cana-6132	67	3	correlation	correlation	NOUN
cana-6132	67	4	between	between	ADP
cana-6132	67	5	the	the	DET
cana-6132	67	6	attributes	attribute	NOUN
cana-6132	67	7	is	be	AUX
cana-6132	67	8	analysed	analyse	VERB
cana-6132	67	9	using	use	VERB
cana-6132	67	10	the	the	DET
cana-6132	67	11	scatterplots	scatterplot	NOUN
cana-6132	67	12	for	for	ADP
cana-6132	67	13	the	the	DET
cana-6132	67	14	identification	identification	NOUN
cana-6132	67	15	of	of	ADP
cana-6132	67	16	relationships	relationship	NOUN
cana-6132	67	17	among	among	ADP
cana-6132	67	18	variables	variable	NOUN
cana-6132	67	19	,	,	PUNCT
cana-6132	67	20	contributing	contribute	VERB
cana-6132	67	21	to	to	ADP
cana-6132	67	22	more	more	ADV
cana-6132	67	23	accurate	accurate	ADJ
cana-6132	67	24	predictions	prediction	NOUN
cana-6132	67	25	of	of	ADP
cana-6132	67	26	sleep	sleep	NOUN
cana-6132	67	27	patterns	pattern	NOUN
cana-6132	67	28	[	[	X
cana-6132	67	29	7	7	NUM
cana-6132	67	30	]	]	PUNCT
cana-6132	67	31	.	.	PUNCT
cana-6132	68	1	furthermore	furthermore	ADV
cana-6132	68	2	,	,	PUNCT
cana-6132	68	3	research	research	NOUN
cana-6132	68	4	studies	study	NOUN
cana-6132	68	5	utilize	utilize	VERB
cana-6132	68	6	scatter	scatter	NOUN
cana-6132	68	7	plots	plot	NOUN
cana-6132	68	8	and	and	CCONJ
cana-6132	68	9	line	line	NOUN
cana-6132	68	10	charts	chart	NOUN
cana-6132	68	11	to	to	PART
cana-6132	68	12	examine	examine	VERB
cana-6132	68	13	variations	variation	NOUN
cana-6132	68	14	in	in	ADP
cana-6132	68	15	heart	heart	NOUN
cana-6132	68	16	rate	rate	NOUN
cana-6132	68	17	throughout	throughout	ADP
cana-6132	68	18	the	the	DET
cana-6132	68	19	sleep	sleep	NOUN
cana-6132	68	20	cycle	cycle	NOUN
cana-6132	68	21	,	,	PUNCT
cana-6132	68	22	offering	offer	VERB
cana-6132	68	23	deeper	deep	ADJ
cana-6132	68	24	insights	insight	NOUN
cana-6132	68	25	into	into	ADP
cana-6132	68	26	nocturnal	nocturnal	ADJ
cana-6132	68	27	physiological	physiological	ADJ
cana-6132	68	28	fluctuations	fluctuation	NOUN
cana-6132	68	29	[	[	X
cana-6132	68	30	5	5	NUM
cana-6132	68	31	]	]	PUNCT
cana-6132	68	32	.	.	PUNCT
cana-6132	69	1	figure	figure	NOUN
cana-6132	69	2	1	1	NUM
cana-6132	69	3	.	.	PUNCT
cana-6132	69	4	correlation	correlation	NOUN
cana-6132	69	5	between	between	ADP
cana-6132	69	6	different	different	ADJ
cana-6132	69	7	attributes	attribute	NOUN
cana-6132	69	8	of	of	ADP
cana-6132	69	9	the	the	DET
cana-6132	69	10	dataset	dataset	NOUN
cana-6132	69	11	in	in	ADP
cana-6132	69	12	the	the	DET
cana-6132	69	13	analysis	analysis	NOUN
cana-6132	69	14	of	of	ADP
cana-6132	69	15	sleep	sleep	NOUN
cana-6132	69	16	disorders	disorder	NOUN
cana-6132	69	17	such	such	ADJ
cana-6132	69	18	as	as	ADP
cana-6132	69	19	sleep	sleep	NOUN
cana-6132	69	20	apnea	apnea	NOUN
cana-6132	69	21	and	and	CCONJ
cana-6132	69	22	insomnia	insomnia	NOUN
cana-6132	69	23	,	,	PUNCT
cana-6132	69	24	data	datum	NOUN
cana-6132	69	25	scientists	scientist	NOUN
cana-6132	69	26	assess	assess	VERB
cana-6132	69	27	class	class	NOUN
cana-6132	69	28	distributions	distribution	NOUN
cana-6132	69	29	to	to	PART
cana-6132	69	30	ensure	ensure	VERB
cana-6132	69	31	balanced	balanced	ADJ
cana-6132	69	32	representation	representation	NOUN
cana-6132	69	33	within	within	ADP
cana-6132	69	34	the	the	DET
cana-6132	69	35	dataset	dataset	NOUN
cana-6132	69	36	[	[	X
cana-6132	69	37	5	5	NUM
cana-6132	69	38	]	]	PUNCT
cana-6132	69	39	.	.	PUNCT
cana-6132	70	1	the	the	DET
cana-6132	70	2	integration	integration	NOUN
cana-6132	70	3	of	of	ADP
cana-6132	70	4	resampling	resample	VERB
cana-6132	70	5	techniques	technique	NOUN
cana-6132	70	6	with	with	ADP
cana-6132	70	7	weighted	weight	VERB
cana-6132	70	8	modelling	modelling	NOUN
cana-6132	70	9	approaches	approach	NOUN
cana-6132	70	10	has	have	AUX
cana-6132	70	11	been	be	AUX
cana-6132	70	12	shown	show	VERB
cana-6132	70	13	to	to	PART
cana-6132	70	14	enhance	enhance	VERB
cana-6132	70	15	predictive	predictive	ADJ
cana-6132	70	16	accuracy	accuracy	NOUN
cana-6132	70	17	and	and	CCONJ
cana-6132	70	18	,	,	PUNCT
cana-6132	70	19	hence	hence	ADV
cana-6132	70	20	causes	cause	VERB
cana-6132	70	21	improvement	improvement	NOUN
cana-6132	70	22	in	in	ADP
cana-6132	70	23	the	the	DET
cana-6132	70	24	overall	overall	ADJ
cana-6132	70	25	performance	performance	NOUN
cana-6132	70	26	metrics	metric	NOUN
cana-6132	70	27	of	of	ADP
cana-6132	70	28	the	the	DET
cana-6132	70	29	analysis	analysis	NOUN
cana-6132	70	30	.	.	PUNCT
cana-6132	71	1	communications	communication	NOUN
cana-6132	71	2	on	on	ADP
cana-6132	71	3	applied	apply	VERB
cana-6132	71	4	nonlinear	nonlinear	ADJ
cana-6132	71	5	analysis	analysis	NOUN
cana-6132	71	6	issn	issn	NOUN
cana-6132	71	7	:	:	PUNCT
cana-6132	71	8	1074	1074	NUM
cana-6132	71	9	-	-	PUNCT
cana-6132	71	10	133x	133x	NUM
cana-6132	71	11	vol	vol	NOUN
cana-6132	71	12	32	32	NUM
cana-6132	71	13	no	no	NOUN
cana-6132	71	14	.	.	NOUN
cana-6132	71	15	2	2	NUM
cana-6132	71	16	(	(	PUNCT
cana-6132	71	17	2025	2025	NUM
cana-6132	71	18	)	)	PUNCT
cana-6132	71	19	https://internationalpubls.com	https://internationalpubls.com	X
cana-6132	71	20	809	809	NUM
cana-6132	71	21	figure	figure	NOUN
cana-6132	71	22	2	2	NUM
cana-6132	71	23	.	.	PUNCT
cana-6132	71	24	distribution	distribution	NOUN
cana-6132	71	25	of	of	ADP
cana-6132	71	26	sleep	sleep	NOUN
cana-6132	71	27	classification	classification	NOUN
cana-6132	71	28	4	4	NUM
cana-6132	71	29	.	.	PUNCT
cana-6132	71	30	ml	ml	NOUN
cana-6132	71	31	models	model	NOUN
cana-6132	71	32	and	and	CCONJ
cana-6132	71	33	performance	performance	NOUN
cana-6132	71	34	metrics	metric	NOUN
cana-6132	71	35	the	the	DET
cana-6132	71	36	analysis	analysis	NOUN
cana-6132	71	37	of	of	ADP
cana-6132	71	38	sleep	sleep	NOUN
cana-6132	71	39	health	health	NOUN
cana-6132	71	40	patterns	pattern	NOUN
cana-6132	71	41	and	and	CCONJ
cana-6132	71	42	lifestyle	lifestyle	NOUN
cana-6132	71	43	behaviors	behavior	NOUN
cana-6132	71	44	depends	depend	VERB
cana-6132	71	45	on	on	ADP
cana-6132	71	46	machine	machine	NOUN
cana-6132	71	47	learning	learning	NOUN
cana-6132	71	48	models	model	NOUN
cana-6132	71	49	trained	train	VERB
cana-6132	71	50	on	on	ADP
cana-6132	71	51	the	the	DET
cana-6132	71	52	dataset	dataset	NOUN
cana-6132	71	53	.	.	PUNCT
cana-6132	72	1	the	the	DET
cana-6132	72	2	model	model	NOUN
cana-6132	72	3	discovers	discover	VERB
cana-6132	72	4	connections	connection	NOUN
cana-6132	72	5	between	between	ADP
cana-6132	72	6	various	various	ADJ
cana-6132	72	7	factors	factor	NOUN
cana-6132	72	8	,	,	PUNCT
cana-6132	72	9	including	include	VERB
cana-6132	72	10	sleep	sleep	NOUN
cana-6132	72	11	duration	duration	NOUN
cana-6132	72	12	,	,	PUNCT
cana-6132	72	13	stress	stress	NOUN
cana-6132	72	14	levels	level	NOUN
cana-6132	72	15	,	,	PUNCT
cana-6132	72	16	and	and	CCONJ
cana-6132	72	17	physical	physical	ADJ
cana-6132	72	18	activity	activity	NOUN
cana-6132	72	19	,	,	PUNCT
cana-6132	72	20	to	to	PART
cana-6132	72	21	detect	detect	VERB
cana-6132	72	22	potential	potential	ADJ
cana-6132	72	23	sleep	sleep	NOUN
cana-6132	72	24	disorders	disorder	NOUN
cana-6132	72	25	[	[	X
cana-6132	72	26	5	5	NUM
cana-6132	72	27	]	]	PUNCT
cana-6132	72	28	.	.	PUNCT
cana-6132	73	1	achieving	achieve	VERB
cana-6132	73	2	effective	effective	ADJ
cana-6132	73	3	model	model	NOUN
cana-6132	73	4	training	training	NOUN
cana-6132	73	5	demands	demand	VERB
cana-6132	73	6	the	the	DET
cana-6132	73	7	incorporation	incorporation	NOUN
cana-6132	73	8	of	of	ADP
cana-6132	73	9	key	key	ADJ
cana-6132	73	10	variables	variable	NOUN
cana-6132	73	11	that	that	PRON
cana-6132	73	12	influence	influence	NOUN
cana-6132	73	13	sleep	sleep	VERB
cana-6132	73	14	quality	quality	NOUN
cana-6132	73	15	to	to	PART
cana-6132	73	16	ensure	ensure	VERB
cana-6132	73	17	precise	precise	ADJ
cana-6132	73	18	classification	classification	NOUN
cana-6132	73	19	and	and	CCONJ
cana-6132	73	20	prediction	prediction	NOUN
cana-6132	73	21	results	result	NOUN
cana-6132	73	22	.	.	PUNCT
cana-6132	74	1	the	the	DET
cana-6132	74	2	research	research	NOUN
cana-6132	74	3	focuses	focus	VERB
cana-6132	74	4	on	on	ADP
cana-6132	74	5	developing	develop	VERB
cana-6132	74	6	machine	machine	NOUN
cana-6132	74	7	learning	learning	NOUN
cana-6132	74	8	models	model	NOUN
cana-6132	74	9	for	for	ADP
cana-6132	74	10	predicting	predict	VERB
cana-6132	74	11	sleep	sleep	NOUN
cana-6132	74	12	disorders	disorder	NOUN
cana-6132	74	13	.	.	PUNCT
cana-6132	75	1	•	•	NUM
cana-6132	75	2	support	support	NOUN
cana-6132	75	3	vector	vector	NOUN
cana-6132	75	4	machine	machine	NOUN
cana-6132	75	5	(	(	PUNCT
cana-6132	75	6	svm	svm	PROPN
cana-6132	75	7	):	):	PUNCT
cana-6132	75	8	the	the	DET
cana-6132	75	9	svm	svm	ADJ
cana-6132	75	10	algorithm	algorithm	NOUN
cana-6132	75	11	work	work	NOUN
cana-6132	75	12	by	by	ADP
cana-6132	75	13	identifying	identify	VERB
cana-6132	75	14	the	the	DET
cana-6132	75	15	optimal	optimal	ADJ
cana-6132	75	16	hyperplanes	hyperplane	NOUN
cana-6132	75	17	to	to	PART
cana-6132	75	18	divide	divide	VERB
cana-6132	75	19	data	datum	NOUN
cana-6132	75	20	into	into	ADP
cana-6132	75	21	several	several	ADJ
cana-6132	75	22	categories	category	NOUN
cana-6132	75	23	[	[	X
cana-6132	75	24	4	4	NUM
cana-6132	75	25	]	]	PUNCT
cana-6132	75	26	.	.	PUNCT
cana-6132	76	1	this	this	DET
cana-6132	76	2	method	method	NOUN
cana-6132	76	3	specifically	specifically	ADV
cana-6132	76	4	stands	stand	VERB
cana-6132	76	5	out	out	ADP
cana-6132	76	6	for	for	ADP
cana-6132	76	7	sleep	sleep	NOUN
cana-6132	76	8	disorder	disorder	NOUN
cana-6132	76	9	classification	classification	NOUN
cana-6132	76	10	because	because	SCONJ
cana-6132	76	11	it	it	PRON
cana-6132	76	12	excels	excel	VERB
cana-6132	76	13	at	at	ADP
cana-6132	76	14	analyzing	analyze	VERB
cana-6132	76	15	high	high	ADJ
cana-6132	76	16	-	-	PUNCT
cana-6132	76	17	dimensional	dimensional	ADJ
cana-6132	76	18	datasets	dataset	NOUN
cana-6132	76	19	.	.	PUNCT
cana-6132	77	1	•	•	NUM
cana-6132	77	2	xgboost	xgboost	ADV
cana-6132	77	3	:	:	PUNCT
cana-6132	77	4	it	it	PRON
cana-6132	77	5	is	be	AUX
cana-6132	77	6	a	a	DET
cana-6132	77	7	gradient	gradient	ADJ
cana-6132	77	8	boosting	boost	VERB
cana-6132	77	9	technique	technique	NOUN
cana-6132	77	10	that	that	PRON
cana-6132	77	11	helps	help	VERB
cana-6132	77	12	to	to	PART
cana-6132	77	13	achieve	achieve	VERB
cana-6132	77	14	better	well	ADJ
cana-6132	77	15	prediction	prediction	NOUN
cana-6132	77	16	results	result	NOUN
cana-6132	77	17	by	by	ADP
cana-6132	77	18	sequentially	sequentially	ADV
cana-6132	77	19	focusing	focus	VERB
cana-6132	77	20	on	on	ADP
cana-6132	77	21	data	datum	NOUN
cana-6132	77	22	points	point	NOUN
cana-6132	77	23	that	that	PRON
cana-6132	77	24	were	be	AUX
cana-6132	77	25	previously	previously	ADV
cana-6132	77	26	misclassified	misclassifie	VERB
cana-6132	77	27	.	.	PUNCT
cana-6132	78	1	this	this	DET
cana-6132	78	2	technique	technique	NOUN
cana-6132	78	3	is	be	AUX
cana-6132	78	4	widely	widely	ADV
cana-6132	78	5	use	use	NOUN
cana-6132	78	6	in	in	ADP
cana-6132	78	7	structured	structured	ADJ
cana-6132	78	8	data	datum	NOUN
cana-6132	78	9	analysis	analysis	NOUN
cana-6132	78	10	because	because	SCONJ
cana-6132	78	11	of	of	ADP
cana-6132	78	12	its	its	PRON
cana-6132	78	13	flexible	flexible	ADJ
cana-6132	78	14	characteristics	characteristic	NOUN
cana-6132	78	15	and	and	CCONJ
cana-6132	78	16	effective	effective	ADJ
cana-6132	78	17	performance	performance	NOUN
cana-6132	78	18	.	.	PUNCT
cana-6132	79	1	these	these	DET
cana-6132	79	2	machine	machine	NOUN
cana-6132	79	3	learning	learn	VERB
cana-6132	79	4	techniques	technique	NOUN
cana-6132	79	5	enable	enable	VERB
cana-6132	79	6	superior	superior	ADJ
cana-6132	79	7	detection	detection	NOUN
cana-6132	79	8	of	of	ADP
cana-6132	79	9	sleep	sleep	NOUN
cana-6132	79	10	disorders	disorder	NOUN
cana-6132	79	11	,	,	PUNCT
cana-6132	79	12	leading	lead	VERB
cana-6132	79	13	to	to	ADP
cana-6132	79	14	enhanced	enhanced	ADJ
cana-6132	79	15	prediction	prediction	NOUN
cana-6132	79	16	accuracy	accuracy	NOUN
cana-6132	79	17	and	and	CCONJ
cana-6132	79	18	more	more	ADV
cana-6132	79	19	personalised	personalised	ADJ
cana-6132	79	20	healthcare	healthcare	NOUN
cana-6132	79	21	solutions	solution	NOUN
cana-6132	79	22	[	[	X
cana-6132	79	23	8	8	NUM
cana-6132	79	24	]	]	PUNCT
cana-6132	79	25	.	.	PUNCT
cana-6132	80	1	a	a	DET
cana-6132	80	2	)	)	PUNCT
cana-6132	80	3	performance	performance	NOUN
cana-6132	80	4	metrics	metric	NOUN
cana-6132	80	5	to	to	PART
cana-6132	80	6	evaluate	evaluate	VERB
cana-6132	80	7	model	model	NOUN
cana-6132	80	8	performance	performance	NOUN
cana-6132	80	9	,	,	PUNCT
cana-6132	80	10	several	several	ADJ
cana-6132	80	11	metrics	metric	NOUN
cana-6132	80	12	are	be	AUX
cana-6132	80	13	used	use	VERB
cana-6132	80	14	:	:	PUNCT
cana-6132	80	15	•	•	NUM
cana-6132	80	16	accuracy	accuracy	NOUN
cana-6132	80	17	:	:	PUNCT
cana-6132	80	18	calculates	calculate	VERB
cana-6132	80	19	the	the	DET
cana-6132	80	20	proportion	proportion	NOUN
cana-6132	80	21	of	of	ADP
cana-6132	80	22	correct	correct	ADJ
cana-6132	80	23	predictions	prediction	NOUN
cana-6132	80	24	among	among	ADP
cana-6132	80	25	all	all	DET
cana-6132	80	26	predicted	predict	VERB
cana-6132	80	27	outcomes	outcome	NOUN
cana-6132	80	28	.	.	PUNCT
cana-6132	81	1	the	the	DET
cana-6132	81	2	metric	metric	NOUN
cana-6132	81	3	provides	provide	VERB
cana-6132	81	4	a	a	DET
cana-6132	81	5	broad	broad	ADJ
cana-6132	81	6	assessment	assessment	NOUN
cana-6132	81	7	of	of	ADP
cana-6132	81	8	the	the	DET
cana-6132	81	9	model	model	NOUN
cana-6132	81	10	's	's	PART
cana-6132	81	11	performance	performance	NOUN
cana-6132	81	12	effectiveness	effectiveness	NOUN
cana-6132	81	13	[	[	X
cana-6132	81	14	8	8	NUM
cana-6132	81	15	]	]	SYM
cana-6132	81	16	.	.	PUNCT
cana-6132	82	1	•	•	NUM
cana-6132	82	2	precision	precision	NOUN
cana-6132	82	3	:	:	PUNCT
cana-6132	82	4	in	in	ADP
cana-6132	82	5	this	this	DET
cana-6132	82	6	prediction	prediction	NOUN
cana-6132	82	7	,	,	PUNCT
cana-6132	82	8	accuracy	accuracy	NOUN
cana-6132	82	9	has	have	AUX
cana-6132	82	10	been	be	AUX
cana-6132	82	11	evaluated	evaluate	VERB
cana-6132	82	12	to	to	PART
cana-6132	82	13	accumulate	accumulate	VERB
cana-6132	82	14	the	the	DET
cana-6132	82	15	correctly	correctly	ADV
cana-6132	82	16	identified	identify	VERB
cana-6132	82	17	positive	positive	ADJ
cana-6132	82	18	instances	instance	NOUN
cana-6132	82	19	[	[	X
cana-6132	82	20	7	7	NUM
cana-6132	82	21	,	,	PUNCT
cana-6132	82	22	8	8	NUM
cana-6132	82	23	]	]	PUNCT
cana-6132	82	24	.	.	PUNCT
cana-6132	83	1	•	•	NUM
cana-6132	83	2	recall	recall	NOUN
cana-6132	83	3	:	:	PUNCT
cana-6132	83	4	recall	recall	VERB
cana-6132	83	5	measures	measure	NOUN
cana-6132	83	6	the	the	DET
cana-6132	83	7	effectiveness	effectiveness	NOUN
cana-6132	83	8	of	of	ADP
cana-6132	83	9	the	the	DET
cana-6132	83	10	model	model	NOUN
cana-6132	83	11	in	in	ADP
cana-6132	83	12	identifying	identify	VERB
cana-6132	83	13	true	true	ADJ
cana-6132	83	14	positive	positive	ADJ
cana-6132	83	15	instances	instance	NOUN
cana-6132	83	16	.	.	PUNCT
cana-6132	84	1	a	a	DET
cana-6132	84	2	high	high	ADJ
cana-6132	84	3	recall	recall	NOUN
cana-6132	84	4	means	mean	VERB
cana-6132	84	5	fewer	few	ADJ
cana-6132	84	6	false	false	ADJ
cana-6132	84	7	negatives	negative	NOUN
cana-6132	84	8	[	[	X
cana-6132	84	9	4	4	NUM
cana-6132	84	10	]	]	PUNCT
cana-6132	84	11	.	.	PUNCT
cana-6132	85	1	•	•	NUM
cana-6132	85	2	f1	f1	NOUN
cana-6132	85	3	-	-	PUNCT
cana-6132	85	4	score	score	NOUN
cana-6132	85	5	:	:	PUNCT
cana-6132	85	6	the	the	DET
cana-6132	85	7	f1	f1	NOUN
cana-6132	85	8	-	-	PUNCT
cana-6132	85	9	score	score	NOUN
cana-6132	85	10	provides	provide	VERB
cana-6132	85	11	a	a	DET
cana-6132	85	12	balance	balance	NOUN
cana-6132	85	13	between	between	ADP
cana-6132	85	14	precision	precision	NOUN
cana-6132	85	15	and	and	CCONJ
cana-6132	85	16	recall	recall	NOUN
cana-6132	85	17	which	which	PRON
cana-6132	85	18	proves	prove	VERB
cana-6132	85	19	to	to	PART
cana-6132	85	20	be	be	AUX
cana-6132	85	21	beneficial	beneficial	ADJ
cana-6132	85	22	for	for	ADP
cana-6132	85	23	evaluating	evaluate	VERB
cana-6132	85	24	imbalanced	imbalanced	ADJ
cana-6132	85	25	datasets	dataset	NOUN
cana-6132	85	26	[	[	X
cana-6132	85	27	4	4	NUM
cana-6132	85	28	,	,	PUNCT
cana-6132	85	29	5	5	NUM
cana-6132	85	30	]	]	PUNCT
cana-6132	85	31	.	.	PUNCT
cana-6132	86	1	•	•	NUM
cana-6132	86	2	roc	roc	NOUN
cana-6132	86	3	-	-	PUNCT
cana-6132	86	4	auc	auc	NOUN
cana-6132	86	5	score	score	NOUN
cana-6132	86	6	:	:	PUNCT
cana-6132	86	7	this	this	DET
cana-6132	86	8	score	score	NOUN
cana-6132	86	9	identifies	identify	VERB
cana-6132	86	10	the	the	DET
cana-6132	86	11	differentiability	differentiability	NOUN
cana-6132	86	12	between	between	ADP
cana-6132	86	13	multiple	multiple	ADJ
cana-6132	86	14	classes	class	NOUN
cana-6132	86	15	[	[	X
cana-6132	86	16	5	5	NUM
cana-6132	86	17	]	]	PUNCT
cana-6132	86	18	.	.	PUNCT
cana-6132	87	1	the	the	PRON
cana-6132	87	2	higher	high	ADJ
cana-6132	87	3	the	the	DET
cana-6132	87	4	score	score	NOUN
cana-6132	87	5	,	,	PUNCT
cana-6132	87	6	the	the	DET
cana-6132	87	7	more	more	ADV
cana-6132	87	8	accurate	accurate	ADJ
cana-6132	87	9	the	the	DET
cana-6132	87	10	predictions	prediction	NOUN
cana-6132	87	11	.	.	PUNCT
cana-6132	88	1	communications	communication	NOUN
cana-6132	88	2	on	on	ADP
cana-6132	88	3	applied	apply	VERB
cana-6132	88	4	nonlinear	nonlinear	ADJ
cana-6132	88	5	analysis	analysis	NOUN
cana-6132	88	6	issn	issn	NOUN
cana-6132	88	7	:	:	PUNCT
cana-6132	88	8	1074	1074	NUM
cana-6132	88	9	-	-	PUNCT
cana-6132	88	10	133x	133x	NUM
cana-6132	88	11	vol	vol	NOUN
cana-6132	88	12	32	32	NUM
cana-6132	88	13	no	no	NOUN
cana-6132	88	14	.	.	NOUN
cana-6132	88	15	2	2	NUM
cana-6132	88	16	(	(	PUNCT
cana-6132	88	17	2025	2025	NUM
cana-6132	88	18	)	)	PUNCT
cana-6132	89	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6132	89	2	810	810	NUM
cana-6132	89	3	on	on	ADP
cana-6132	89	4	the	the	DET
cana-6132	89	5	basis	basis	NOUN
cana-6132	89	6	of	of	ADP
cana-6132	89	7	the	the	DET
cana-6132	89	8	performance	performance	NOUN
cana-6132	89	9	metrics	metric	NOUN
cana-6132	89	10	comparison	comparison	NOUN
cana-6132	89	11	between	between	ADP
cana-6132	89	12	ml	ml	NOUN
cana-6132	89	13	model	model	NOUN
cana-6132	89	14	can	can	AUX
cana-6132	89	15	be	be	AUX
cana-6132	89	16	performed	perform	VERB
cana-6132	89	17	to	to	PART
cana-6132	89	18	identify	identify	VERB
cana-6132	89	19	the	the	DET
cana-6132	89	20	best	good	ADJ
cana-6132	89	21	model	model	NOUN
cana-6132	89	22	to	to	PART
cana-6132	89	23	analyze	analyze	VERB
cana-6132	89	24	sleep	sleep	NOUN
cana-6132	89	25	health	health	NOUN
cana-6132	89	26	data	datum	NOUN
cana-6132	89	27	.	.	PUNCT
cana-6132	90	1	the	the	DET
cana-6132	90	2	study	study	NOUN
cana-6132	90	3	identifies	identify	VERB
cana-6132	90	4	sleep	sleep	VERB
cana-6132	90	5	quality	quality	NOUN
cana-6132	90	6	determinants	determinant	NOUN
cana-6132	90	7	and	and	CCONJ
cana-6132	90	8	the	the	DET
cana-6132	90	9	impact	impact	NOUN
cana-6132	90	10	of	of	ADP
cana-6132	90	11	conditions	condition	NOUN
cana-6132	90	12	like	like	ADP
cana-6132	90	13	insomnia	insomnia	NOUN
cana-6132	90	14	and	and	CCONJ
cana-6132	90	15	sleep	sleep	VERB
cana-6132	90	16	apnea	apnea	NOUN
cana-6132	91	1	[	[	X
cana-6132	91	2	6	6	NUM
cana-6132	91	3	]	]	PUNCT
cana-6132	91	4	.	.	PUNCT
cana-6132	92	1	5	5	X
cana-6132	92	2	.	.	NOUN
cana-6132	92	3	results	result	NOUN
cana-6132	92	4	and	and	CCONJ
cana-6132	92	5	interpretations	interpretation	NOUN
cana-6132	92	6	model	model	NOUN
cana-6132	92	7	performance	performance	NOUN
cana-6132	92	8	evaluations	evaluation	NOUN
cana-6132	92	9	involved	involve	VERB
cana-6132	92	10	cross	cross	NOUN
cana-6132	92	11	-	-	NOUN
cana-6132	92	12	validation	validation	ADJ
cana-6132	92	13	to	to	PART
cana-6132	92	14	compare	compare	VERB
cana-6132	92	15	the	the	DET
cana-6132	92	16	achieved	achieve	VERB
cana-6132	92	17	accuracy	accuracy	NOUN
cana-6132	92	18	scores	score	NOUN
cana-6132	92	19	.	.	PUNCT
cana-6132	93	1	the	the	DET
cana-6132	93	2	gradient	gradient	NOUN
cana-6132	93	3	boosting	boost	VERB
cana-6132	93	4	classifier	classifier	NOUN
cana-6132	93	5	achieved	achieve	VERB
cana-6132	93	6	accuracy	accuracy	NOUN
cana-6132	93	7	values	value	NOUN
cana-6132	93	8	between	between	ADP
cana-6132	93	9	0.811	0.811	NUM
cana-6132	93	10	and	and	CCONJ
cana-6132	93	11	0.939	0.939	NUM
cana-6132	93	12	while	while	SCONJ
cana-6132	93	13	maintaining	maintain	VERB
cana-6132	93	14	an	an	DET
cana-6132	93	15	average	average	ADJ
cana-6132	93	16	accuracy	accuracy	NOUN
cana-6132	93	17	of	of	ADP
cana-6132	93	18	0.875	0.875	NUM
cana-6132	93	19	.	.	PUNCT
cana-6132	94	1	the	the	DET
cana-6132	94	2	support	support	NOUN
cana-6132	94	3	vector	vector	NOUN
cana-6132	94	4	classifier	classifier	NOUN
cana-6132	94	5	(	(	PUNCT
cana-6132	94	6	svc	svc	PROPN
cana-6132	94	7	)	)	PUNCT
cana-6132	94	8	demonstrated	demonstrate	VERB
cana-6132	94	9	superior	superior	ADJ
cana-6132	94	10	performance	performance	NOUN
cana-6132	94	11	with	with	ADP
cana-6132	94	12	scores	score	NOUN
cana-6132	94	13	ranging	range	VERB
cana-6132	94	14	from	from	ADP
cana-6132	94	15	0.837	0.837	NUM
cana-6132	94	16	to	to	ADP
cana-6132	94	17	0.942	0.942	NUM
cana-6132	94	18	and	and	CCONJ
cana-6132	94	19	an	an	DET
cana-6132	94	20	average	average	ADJ
cana-6132	94	21	accuracy	accuracy	NOUN
cana-6132	94	22	of	of	ADP
cana-6132	94	23	0.889	0.889	NUM
cana-6132	94	24	.	.	PUNCT
cana-6132	95	1	based	base	VERB
cana-6132	95	2	on	on	ADP
cana-6132	95	3	its	its	PRON
cana-6132	95	4	better	well	ADJ
cana-6132	95	5	performance	performance	NOUN
cana-6132	95	6	metrics	metric	NOUN
cana-6132	95	7	svc	svc	PROPN
cana-6132	95	8	emerged	emerge	VERB
cana-6132	95	9	as	as	ADP
cana-6132	95	10	the	the	DET
cana-6132	95	11	preferred	preferred	ADJ
cana-6132	95	12	choice	choice	NOUN
cana-6132	95	13	for	for	ADP
cana-6132	95	14	generating	generate	VERB
cana-6132	95	15	predictions	prediction	NOUN
cana-6132	95	16	.	.	PUNCT
cana-6132	96	1	the	the	DET
cana-6132	96	2	gradient	gradient	NOUN
cana-6132	96	3	boosting	boost	VERB
cana-6132	96	4	classifier	classifier	NOUN
cana-6132	96	5	achieved	achieve	VERB
cana-6132	96	6	an	an	DET
cana-6132	96	7	88	88	NUM
cana-6132	96	8	%	%	NOUN
cana-6132	96	9	accuracy	accuracy	NOUN
cana-6132	96	10	when	when	SCONJ
cana-6132	96	11	applied	apply	VERB
cana-6132	96	12	to	to	ADP
cana-6132	96	13	the	the	DET
cana-6132	96	14	training	training	NOUN
cana-6132	96	15	data	datum	NOUN
cana-6132	96	16	.	.	PUNCT
cana-6132	97	1	the	the	DET
cana-6132	97	2	evaluation	evaluation	NOUN
cana-6132	97	3	metrics	metric	NOUN
cana-6132	97	4	for	for	ADP
cana-6132	97	5	precision	precision	NOUN
cana-6132	97	6	,	,	PUNCT
cana-6132	97	7	recall	recall	NOUN
cana-6132	97	8	and	and	CCONJ
cana-6132	97	9	f1	f1	NOUN
cana-6132	97	10	-	-	PUNCT
cana-6132	97	11	score	score	NOUN
cana-6132	97	12	displayed	display	VERB
cana-6132	97	13	different	different	ADJ
cana-6132	97	14	values	value	NOUN
cana-6132	97	15	across	across	ADP
cana-6132	97	16	each	each	DET
cana-6132	97	17	class	class	NOUN
cana-6132	97	18	.	.	PUNCT
cana-6132	98	1	the	the	DET
cana-6132	98	2	model	model	NOUN
cana-6132	98	3	achieved	achieve	VERB
cana-6132	98	4	the	the	DET
cana-6132	98	5	highest	high	ADJ
cana-6132	98	6	recall	recall	NOUN
cana-6132	98	7	rate	rate	NOUN
cana-6132	98	8	of	of	ADP
cana-6132	98	9	96	96	NUM
cana-6132	98	10	%	%	NOUN
cana-6132	98	11	for	for	ADP
cana-6132	98	12	the	the	DET
cana-6132	98	13	"	"	PUNCT
cana-6132	98	14	none	none	NOUN
cana-6132	98	15	"	"	PUNCT
cana-6132	98	16	category	category	NOUN
cana-6132	98	17	which	which	PRON
cana-6132	98	18	indicates	indicate	VERB
cana-6132	98	19	successful	successful	ADJ
cana-6132	98	20	identification	identification	NOUN
cana-6132	98	21	of	of	ADP
cana-6132	98	22	most	most	ADJ
cana-6132	98	23	cases	case	NOUN
cana-6132	98	24	without	without	ADP
cana-6132	98	25	sleep	sleep	NOUN
cana-6132	98	26	disorders	disorder	NOUN
cana-6132	98	27	.	.	PUNCT
cana-6132	99	1	the	the	DET
cana-6132	99	2	conditions	condition	NOUN
cana-6132	99	3	"	"	PUNCT
cana-6132	99	4	insomnia	insomnia	NOUN
cana-6132	99	5	"	"	PUNCT
cana-6132	99	6	and	and	CCONJ
cana-6132	99	7	"	"	PUNCT
cana-6132	99	8	sleep	sleep	VERB
cana-6132	99	9	apnea	apnea	NOUN
cana-6132	99	10	"	"	PUNCT
cana-6132	99	11	showed	show	VERB
cana-6132	99	12	lower	low	ADJ
cana-6132	99	13	recall	recall	NOUN
cana-6132	99	14	rates	rate	NOUN
cana-6132	99	15	of	of	ADP
cana-6132	99	16	77	77	NUM
cana-6132	99	17	%	%	NOUN
cana-6132	99	18	and	and	CCONJ
cana-6132	99	19	75	75	NUM
cana-6132	99	20	%	%	NOUN
cana-6132	99	21	which	which	PRON
cana-6132	99	22	indicates	indicate	VERB
cana-6132	99	23	that	that	SCONJ
cana-6132	99	24	some	some	DET
cana-6132	99	25	cases	case	NOUN
cana-6132	99	26	were	be	AUX
cana-6132	99	27	detected	detect	VERB
cana-6132	99	28	incorrectly	incorrectly	ADV
cana-6132	99	29	.	.	PUNCT
cana-6132	100	1	the	the	DET
cana-6132	100	2	metric	metric	NOUN
cana-6132	100	3	of	of	ADP
cana-6132	100	4	weighted	weight	VERB
cana-6132	100	5	f1	f1	NOUN
cana-6132	100	6	-	-	PUNCT
cana-6132	100	7	score	score	NOUN
cana-6132	100	8	stood	stand	VERB
cana-6132	100	9	at	at	ADP
cana-6132	100	10	0.87	0.87	NUM
cana-6132	100	11	which	which	PRON
cana-6132	100	12	showed	show	VERB
cana-6132	100	13	an	an	DET
cana-6132	100	14	effective	effective	ADJ
cana-6132	100	15	equilibrium	equilibrium	NOUN
cana-6132	100	16	between	between	ADP
cana-6132	100	17	precision	precision	NOUN
cana-6132	100	18	and	and	CCONJ
cana-6132	100	19	recall	recall	NOUN
cana-6132	100	20	.	.	PUNCT
cana-6132	101	1	the	the	DET
cana-6132	101	2	model	model	NOUN
cana-6132	101	3	demonstrated	demonstrate	VERB
cana-6132	101	4	high	high	ADJ
cana-6132	101	5	accuracy	accuracy	NOUN
cana-6132	101	6	at	at	ADP
cana-6132	101	7	86	86	NUM
cana-6132	101	8	%	%	NOUN
cana-6132	101	9	on	on	ADP
cana-6132	101	10	test	test	NOUN
cana-6132	101	11	data	datum	NOUN
cana-6132	101	12	but	but	CCONJ
cana-6132	101	13	experienced	experience	VERB
cana-6132	101	14	a	a	DET
cana-6132	101	15	minor	minor	ADJ
cana-6132	101	16	reduction	reduction	NOUN
cana-6132	101	17	from	from	ADP
cana-6132	101	18	its	its	PRON
cana-6132	101	19	training	training	NOUN
cana-6132	101	20	performance	performance	NOUN
cana-6132	101	21	results	result	NOUN
cana-6132	101	22	.	.	PUNCT
cana-6132	102	1	the	the	DET
cana-6132	102	2	recall	recall	NOUN
cana-6132	102	3	values	value	NOUN
cana-6132	102	4	for	for	ADP
cana-6132	102	5	both	both	PRON
cana-6132	102	6	"	"	PUNCT
cana-6132	102	7	insomnia	insomnia	NOUN
cana-6132	102	8	"	"	PUNCT
cana-6132	102	9	and	and	CCONJ
cana-6132	102	10	"	"	PUNCT
cana-6132	102	11	sleep	sleep	VERB
cana-6132	102	12	apnea	apnea	NOUN
cana-6132	102	13	"	"	PUNCT
cana-6132	102	14	remained	remain	VERB
cana-6132	102	15	lower	low	ADJ
cana-6132	102	16	at	at	ADP
cana-6132	102	17	81	81	NUM
cana-6132	102	18	%	%	NOUN
cana-6132	102	19	and	and	CCONJ
cana-6132	102	20	80	80	NUM
cana-6132	102	21	%	%	NOUN
cana-6132	102	22	respectively	respectively	ADV
cana-6132	102	23	compared	compare	VERB
cana-6132	102	24	to	to	ADP
cana-6132	102	25	"	"	PUNCT
cana-6132	102	26	none	none	NOUN
cana-6132	102	27	"	"	PUNCT
cana-6132	102	28	which	which	PRON
cana-6132	102	29	achieved	achieve	VERB
cana-6132	102	30	a	a	DET
cana-6132	102	31	recall	recall	NOUN
cana-6132	102	32	value	value	NOUN
cana-6132	102	33	of	of	ADP
cana-6132	102	34	90	90	NUM
cana-6132	102	35	%	%	NOUN
cana-6132	102	36	.	.	PUNCT
cana-6132	103	1	the	the	DET
cana-6132	103	2	macro	macro	ADJ
cana-6132	103	3	average	average	ADJ
cana-6132	103	4	f1	f1	NOUN
cana-6132	103	5	-	-	PUNCT
cana-6132	103	6	score	score	NOUN
cana-6132	103	7	reached	reach	VERB
cana-6132	103	8	0.84	0.84	NUM
cana-6132	103	9	and	and	CCONJ
cana-6132	103	10	the	the	DET
cana-6132	103	11	weighted	weighted	ADJ
cana-6132	103	12	average	average	ADJ
cana-6132	103	13	f1	f1	NOUN
cana-6132	103	14	-	-	PUNCT
cana-6132	103	15	score	score	NOUN
cana-6132	103	16	reached	reach	VERB
cana-6132	103	17	0.86	0.86	NUM
cana-6132	103	18	.	.	PUNCT
cana-6132	104	1	the	the	DET
cana-6132	104	2	model	model	NOUN
cana-6132	104	3	demonstrated	demonstrate	VERB
cana-6132	104	4	effective	effective	ADJ
cana-6132	104	5	generalization	generalization	NOUN
cana-6132	104	6	from	from	ADP
cana-6132	104	7	training	train	VERB
cana-6132	104	8	data	datum	NOUN
cana-6132	104	9	to	to	PART
cana-6132	104	10	test	test	VERB
cana-6132	104	11	data	datum	NOUN
cana-6132	104	12	because	because	SCONJ
cana-6132	104	13	accuracy	accuracy	NOUN
cana-6132	104	14	and	and	CCONJ
cana-6132	104	15	f1	f1	NOUN
cana-6132	104	16	-	-	PUNCT
cana-6132	104	17	score	score	NOUN
cana-6132	104	18	remained	remain	VERB
cana-6132	104	19	stable	stable	ADJ
cana-6132	104	20	.	.	PUNCT
cana-6132	105	1	the	the	DET
cana-6132	105	2	model	model	NOUN
cana-6132	105	3	demonstrated	demonstrate	VERB
cana-6132	105	4	minimal	minimal	ADJ
cana-6132	105	5	overfitting	overfitting	NOUN
cana-6132	105	6	while	while	SCONJ
cana-6132	105	7	maintaining	maintain	VERB
cana-6132	105	8	reasonable	reasonable	ADJ
cana-6132	105	9	classification	classification	NOUN
cana-6132	105	10	performance	performance	NOUN
cana-6132	105	11	for	for	ADP
cana-6132	105	12	sleep	sleep	NOUN
cana-6132	105	13	disorders	disorder	NOUN
cana-6132	105	14	.	.	PUNCT
cana-6132	106	1	insomnia	insomnia	NOUN
cana-6132	106	2	and	and	CCONJ
cana-6132	106	3	sleep	sleep	VERB
cana-6132	106	4	apnea	apnea	NOUN
cana-6132	106	5	cases	case	NOUN
cana-6132	106	6	remain	remain	VERB
cana-6132	106	7	prone	prone	ADJ
cana-6132	106	8	to	to	ADP
cana-6132	106	9	misclassification	misclassification	NOUN
cana-6132	106	10	but	but	CCONJ
cana-6132	106	11	could	could	AUX
cana-6132	106	12	see	see	VERB
cana-6132	106	13	improved	improved	ADJ
cana-6132	106	14	recall	recall	NOUN
cana-6132	106	15	through	through	ADP
cana-6132	106	16	additional	additional	ADJ
cana-6132	106	17	feature	feature	NOUN
cana-6132	106	18	engineering	engineering	NOUN
cana-6132	106	19	and	and	CCONJ
cana-6132	106	20	hyperparameter	hyperparameter	NOUN
cana-6132	106	21	adjustments	adjustment	NOUN
cana-6132	106	22	.	.	PUNCT
cana-6132	107	1	table	table	NOUN
cana-6132	107	2	1	1	NUM
cana-6132	107	3	.	.	PUNCT
cana-6132	107	4	performance	performance	NOUN
cana-6132	107	5	metrics	metric	NOUN
cana-6132	107	6	corresponding	correspond	VERB
cana-6132	107	7	to	to	ADP
cana-6132	107	8	the	the	DET
cana-6132	107	9	study	study	NOUN
cana-6132	107	10	cross	cross	ADJ
cana-6132	107	11	-	-	ADJ
cana-6132	107	12	validation	validation	ADJ
cana-6132	107	13	accuracy	accuracy	NOUN
cana-6132	107	14	comparison	comparison	NOUN
cana-6132	107	15	model	model	NOUN
cana-6132	107	16	min	min	PROPN
cana-6132	107	17	accuracy	accuracy	PROPN
cana-6132	107	18	max	max	PROPN
cana-6132	107	19	accuracy	accuracy	NOUN
cana-6132	107	20	mean	mean	NOUN
cana-6132	107	21	accuracy	accuracy	NOUN
cana-6132	107	22	gradient	gradient	NOUN
cana-6132	107	23	boosting	boost	VERB
cana-6132	107	24	classifier	classifier	NOUN
cana-6132	107	25	0.811	0.811	NUM
cana-6132	107	26	0.939	0.939	NUM
cana-6132	107	27	0.875	0.875	NUM
cana-6132	107	28	support	support	NOUN
cana-6132	107	29	vector	vector	NOUN
cana-6132	107	30	classifier	classifier	NOUN
cana-6132	107	31	0.837	0.837	NUM
cana-6132	107	32	0.942	0.942	NUM
cana-6132	107	33	0.889	0.889	NUM
cana-6132	107	34	performance	performance	NOUN
cana-6132	107	35	on	on	ADP
cana-6132	107	36	training	training	NOUN
cana-6132	107	37	data	datum	NOUN
cana-6132	107	38	class	class	NOUN
cana-6132	107	39	precision	precision	NOUN
cana-6132	107	40	recall	recall	NOUN
cana-6132	107	41	f1	f1	NOUN
cana-6132	107	42	-	-	PUNCT
cana-6132	107	43	score	score	NOUN
cana-6132	107	44	support	support	NOUN
cana-6132	107	45	insomnia	insomnia	NOUN
cana-6132	107	46	0.84	0.84	NUM
cana-6132	107	47	0.77	0.77	NUM
cana-6132	107	48	0.8	0.8	NUM
cana-6132	107	49	56	56	NUM
cana-6132	107	50	none	none	NOUN
cana-6132	107	51	0.89	0.89	NUM
cana-6132	107	52	0.96	0.96	NUM
cana-6132	107	53	0.93	0.93	NUM
cana-6132	107	54	161	161	NUM
cana-6132	107	55	sleep	sleep	NOUN
cana-6132	107	56	apnea	apnea	NOUN
cana-6132	107	57	0.85	0.85	NUM
cana-6132	107	58	0.75	0.75	NUM
cana-6132	107	59	0.8	0.8	NUM
cana-6132	107	60	63	63	NUM
cana-6132	107	61	overall	overall	ADJ
cana-6132	107	62	accuracy	accuracy	NOUN
cana-6132	107	63	0.88	0.88	NUM
cana-6132	107	64	280	280	NUM
cana-6132	107	65	performance	performance	NOUN
cana-6132	107	66	on	on	ADP
cana-6132	107	67	validation	validation	NOUN
cana-6132	107	68	data	datum	NOUN
cana-6132	107	69	class	class	NOUN
cana-6132	107	70	precision	precision	NOUN
cana-6132	107	71	recall	recall	NOUN
cana-6132	107	72	f1	f1	NOUN
cana-6132	107	73	-	-	PUNCT
cana-6132	107	74	score	score	NOUN
cana-6132	107	75	support	support	NOUN
cana-6132	107	76	insomnia	insomnia	NOUN
cana-6132	107	77	0.85	0.85	NUM
cana-6132	107	78	0.81	0.81	NUM
cana-6132	107	79	0.83	0.83	NUM
cana-6132	107	80	21	21	NUM
cana-6132	107	81	none	none	NOUN
cana-6132	107	82	0.88	0.88	NUM
cana-6132	107	83	0.9	0.9	NUM
cana-6132	107	84	0.89	0.89	NUM
cana-6132	107	85	58	58	NUM
cana-6132	107	86	sleep	sleep	NOUN
cana-6132	107	87	apnea	apnea	NOUN
cana-6132	107	88	0.8	0.8	NUM
cana-6132	107	89	0.8	0.8	NUM
cana-6132	107	90	0.8	0.8	NUM
cana-6132	107	91	15	15	NUM
cana-6132	107	92	overall	overall	ADJ
cana-6132	107	93	accuracy	accuracy	NOUN
cana-6132	107	94	0.86	0.86	NUM
cana-6132	107	95	94	94	NUM
cana-6132	107	96	communications	communication	NOUN
cana-6132	107	97	on	on	ADP
cana-6132	107	98	applied	apply	VERB
cana-6132	107	99	nonlinear	nonlinear	ADJ
cana-6132	107	100	analysis	analysis	NOUN
cana-6132	107	101	issn	issn	NOUN
cana-6132	107	102	:	:	PUNCT
cana-6132	107	103	1074	1074	NUM
cana-6132	107	104	-	-	PUNCT
cana-6132	107	105	133x	133x	NUM
cana-6132	107	106	vol	vol	NOUN
cana-6132	107	107	32	32	NUM
cana-6132	107	108	no	no	NOUN
cana-6132	107	109	.	.	NOUN
cana-6132	107	110	2	2	NUM
cana-6132	107	111	(	(	PUNCT
cana-6132	107	112	2025	2025	NUM
cana-6132	107	113	)	)	PUNCT
cana-6132	107	114	https://internationalpubls.com	https://internationalpubls.com	X
cana-6132	107	115	811	811	NUM
cana-6132	107	116	conclusion	conclusion	NOUN
cana-6132	107	117	the	the	DET
cana-6132	107	118	support	support	NOUN
cana-6132	107	119	vector	vector	NOUN
cana-6132	107	120	classifier	classifier	NOUN
cana-6132	107	121	demonstrated	demonstrate	VERB
cana-6132	107	122	a	a	DET
cana-6132	107	123	marginally	marginally	ADV
cana-6132	107	124	higher	high	ADJ
cana-6132	107	125	accuracy	accuracy	NOUN
cana-6132	107	126	compared	compare	VERB
cana-6132	107	127	to	to	ADP
cana-6132	107	128	gradient	gradient	ADJ
cana-6132	107	129	boosting	boosting	NOUN
cana-6132	107	130	.	.	PUNCT
cana-6132	108	1	sleep	sleep	NOUN
cana-6132	108	2	disorder	disorder	NOUN
cana-6132	108	3	classification	classification	NOUN
cana-6132	108	4	model	model	NOUN
cana-6132	108	5	training	training	NOUN
cana-6132	108	6	and	and	CCONJ
cana-6132	108	7	testing	testing	NOUN
cana-6132	108	8	produced	produce	VERB
cana-6132	108	9	an	an	DET
cana-6132	108	10	88	88	NUM
cana-6132	108	11	%	%	NOUN
cana-6132	108	12	accuracy	accuracy	NOUN
cana-6132	108	13	rate	rate	NOUN
cana-6132	108	14	on	on	ADP
cana-6132	108	15	training	training	NOUN
cana-6132	108	16	data	datum	NOUN
cana-6132	108	17	and	and	CCONJ
cana-6132	108	18	86	86	NUM
cana-6132	108	19	%	%	NOUN
cana-6132	108	20	accuracy	accuracy	NOUN
cana-6132	108	21	on	on	ADP
cana-6132	108	22	validation	validation	NOUN
cana-6132	108	23	data	datum	NOUN
cana-6132	108	24	.	.	PUNCT
cana-6132	109	1	the	the	DET
cana-6132	109	2	model	model	NOUN
cana-6132	109	3	showed	show	VERB
cana-6132	109	4	only	only	ADV
cana-6132	109	5	a	a	DET
cana-6132	109	6	slight	slight	ADJ
cana-6132	109	7	drop	drop	NOUN
cana-6132	109	8	in	in	ADP
cana-6132	109	9	performance	performance	NOUN
cana-6132	109	10	between	between	ADP
cana-6132	109	11	training	training	NOUN
cana-6132	109	12	and	and	CCONJ
cana-6132	109	13	test	test	NOUN
cana-6132	109	14	data	datum	NOUN
cana-6132	109	15	which	which	PRON
cana-6132	109	16	indicates	indicate	VERB
cana-6132	109	17	good	good	ADJ
cana-6132	109	18	generalization	generalization	NOUN
cana-6132	109	19	capabilities	capability	NOUN
cana-6132	109	20	.	.	PUNCT
cana-6132	110	1	the	the	DET
cana-6132	110	2	"	"	PUNCT
cana-6132	110	3	none	none	NOUN
cana-6132	110	4	"	"	PUNCT
cana-6132	110	5	category	category	NOUN
cana-6132	110	6	achieved	achieve	VERB
cana-6132	110	7	higher	high	ADJ
cana-6132	110	8	precision	precision	NOUN
cana-6132	110	9	,	,	PUNCT
cana-6132	110	10	recall	recall	NOUN
cana-6132	110	11	and	and	CCONJ
cana-6132	110	12	f1	f1	ADJ
cana-6132	110	13	-	-	PUNCT
cana-6132	110	14	score	score	NOUN
cana-6132	110	15	metrics	metric	NOUN
cana-6132	110	16	than	than	ADP
cana-6132	110	17	"	"	PUNCT
cana-6132	110	18	insomnia	insomnia	NOUN
cana-6132	110	19	"	"	PUNCT
cana-6132	110	20	and	and	CCONJ
cana-6132	110	21	"	"	PUNCT
cana-6132	110	22	sleep	sleep	VERB
cana-6132	110	23	apnea	apnea	NOUN
cana-6132	110	24	"	"	PUNCT
cana-6132	110	25	which	which	PRON
cana-6132	110	26	had	have	VERB
cana-6132	110	27	slightly	slightly	ADV
cana-6132	110	28	lower	low	ADJ
cana-6132	110	29	scores	score	NOUN
cana-6132	110	30	.	.	PUNCT
cana-6132	111	1	the	the	DET
cana-6132	111	2	application	application	NOUN
cana-6132	111	3	of	of	ADP
cana-6132	111	4	hyperparameter	hyperparameter	NOUN
cana-6132	111	5	tuning	tune	VERB
cana-6132	111	6	and	and	CCONJ
cana-6132	111	7	ensemble	ensemble	ADJ
cana-6132	111	8	methods	method	NOUN
cana-6132	111	9	together	together	ADV
cana-6132	111	10	with	with	ADP
cana-6132	111	11	more	more	ADJ
cana-6132	111	12	data	datum	NOUN
cana-6132	111	13	addition	addition	NOUN
cana-6132	111	14	can	can	AUX
cana-6132	111	15	refine	refine	VERB
cana-6132	111	16	the	the	DET
cana-6132	111	17	results	result	NOUN
cana-6132	111	18	further	far	ADV
cana-6132	111	19	.	.	PUNCT
cana-6132	112	1	the	the	DET
cana-6132	112	2	model	model	NOUN
cana-6132	112	3	successfully	successfully	ADV
cana-6132	112	4	identified	identify	VERB
cana-6132	112	5	various	various	ADJ
cana-6132	112	6	sleep	sleep	NOUN
cana-6132	112	7	disorders	disorder	NOUN
cana-6132	112	8	which	which	PRON
cana-6132	112	9	allows	allow	VERB
cana-6132	112	10	it	it	PRON
cana-6132	112	11	to	to	PART
cana-6132	112	12	function	function	VERB
cana-6132	112	13	as	as	ADP
cana-6132	112	14	a	a	DET
cana-6132	112	15	practical	practical	ADJ
cana-6132	112	16	research	research	NOUN
cana-6132	112	17	instrument	instrument	NOUN
cana-6132	112	18	in	in	ADP
cana-6132	112	19	this	this	DET
cana-6132	112	20	field	field	NOUN
cana-6132	112	21	.	.	PUNCT
cana-6132	113	1	the	the	DET
cana-6132	113	2	model	model	NOUN
cana-6132	113	3	currently	currently	ADV
cana-6132	113	4	shows	show	VERB
cana-6132	113	5	sufficient	sufficient	ADJ
cana-6132	113	6	performance	performance	NOUN
cana-6132	113	7	for	for	ADP
cana-6132	113	8	differentiating	differentiate	VERB
cana-6132	113	9	sleep	sleep	NOUN
cana-6132	113	10	disorders	disorder	NOUN
cana-6132	113	11	yet	yet	ADV
cana-6132	113	12	stands	stand	VERB
cana-6132	113	13	to	to	PART
cana-6132	113	14	benefit	benefit	VERB
cana-6132	113	15	from	from	ADP
cana-6132	113	16	further	further	ADJ
cana-6132	113	17	refinement	refinement	NOUN
cana-6132	113	18	to	to	PART
cana-6132	113	19	boost	boost	VERB
cana-6132	113	20	its	its	PRON
cana-6132	113	21	predictive	predictive	ADJ
cana-6132	113	22	capabilities	capability	NOUN
cana-6132	113	23	.	.	PUNCT
cana-6132	114	1	acknowledgement	acknowledgement	NOUN
cana-6132	114	2	the	the	DET
cana-6132	114	3	authors	author	NOUN
cana-6132	114	4	would	would	AUX
cana-6132	114	5	like	like	VERB
cana-6132	114	6	to	to	PART
cana-6132	114	7	thank	thank	VERB
cana-6132	114	8	the	the	DET
cana-6132	114	9	administrative	administrative	ADJ
cana-6132	114	10	bodies	body	NOUN
cana-6132	114	11	of	of	ADP
cana-6132	114	12	the	the	DET
cana-6132	114	13	institute	institute	NOUN
cana-6132	114	14	for	for	ADP
cana-6132	114	15	providing	provide	VERB
cana-6132	114	16	all	all	DET
cana-6132	114	17	the	the	DET
cana-6132	114	18	necessary	necessary	ADJ
cana-6132	114	19	support	support	NOUN
cana-6132	114	20	for	for	ADP
cana-6132	114	21	performing	perform	VERB
cana-6132	114	22	the	the	DET
cana-6132	114	23	study	study	NOUN
cana-6132	114	24	.	.	PUNCT
cana-6132	115	1	references	reference	NOUN
cana-6132	115	2	[	[	X
cana-6132	115	3	1	1	NUM
cana-6132	115	4	]	]	X
cana-6132	115	5	walker	walker	NOUN
cana-6132	115	6	,	,	PUNCT
cana-6132	115	7	m.	m.	NOUN
cana-6132	115	8	why	why	SCONJ
cana-6132	115	9	we	we	PRON
cana-6132	115	10	sleep	sleep	VERB
cana-6132	115	11	:	:	PUNCT
cana-6132	115	12	unlocking	unlock	VERB
cana-6132	115	13	the	the	DET
cana-6132	115	14	power	power	NOUN
cana-6132	115	15	of	of	ADP
cana-6132	115	16	sleep	sleep	NOUN
cana-6132	115	17	and	and	CCONJ
cana-6132	115	18	dreams	dream	NOUN
cana-6132	115	19	.	.	PUNCT
cana-6132	116	1	scribner	scribner	PROPN
cana-6132	116	2	,	,	PUNCT
cana-6132	116	3	2017	2017	NUM
cana-6132	116	4	.	.	PUNCT
cana-6132	117	1	[	[	X
cana-6132	117	2	2	2	NUM
cana-6132	117	3	]	]	X
cana-6132	117	4	killgore	killgore	NOUN
cana-6132	117	5	,	,	PUNCT
cana-6132	117	6	w.	w.	PROPN
cana-6132	117	7	d.	d.	PROPN
cana-6132	117	8	(	(	PUNCT
cana-6132	117	9	2010	2010	NUM
cana-6132	117	10	)	)	PUNCT
cana-6132	117	11	.	.	PUNCT
cana-6132	118	1	"	"	PUNCT
cana-6132	118	2	effects	effect	NOUN
cana-6132	118	3	of	of	ADP
cana-6132	118	4	sleep	sleep	NOUN
cana-6132	118	5	deprivation	deprivation	NOUN
cana-6132	118	6	on	on	ADP
cana-6132	118	7	cognition	cognition	NOUN
cana-6132	118	8	.	.	PUNCT
cana-6132	118	9	"	"	PUNCT
cana-6132	118	10	progress	progress	NOUN
cana-6132	118	11	in	in	ADP
cana-6132	118	12	brain	brain	NOUN
cana-6132	118	13	research	research	NOUN
cana-6132	118	14	,	,	PUNCT
cana-6132	118	15	185	185	NUM
cana-6132	118	16	,	,	PUNCT
cana-6132	118	17	105	105	NUM
cana-6132	118	18	-	-	SYM
cana-6132	118	19	129	129	NUM
cana-6132	118	20	.	.	PUNCT
cana-6132	119	1	[	[	X
cana-6132	119	2	3	3	NUM
cana-6132	119	3	]	]	X
cana-6132	119	4	ohayon	ohayon	NOUN
cana-6132	119	5	,	,	PUNCT
cana-6132	119	6	m.	m.	NOUN
cana-6132	119	7	m.	m.	NOUN
cana-6132	119	8	(	(	PUNCT
cana-6132	119	9	2002	2002	NUM
cana-6132	119	10	)	)	PUNCT
cana-6132	119	11	.	.	PUNCT
cana-6132	120	1	"	"	PUNCT
cana-6132	120	2	epidemiology	epidemiology	NOUN
cana-6132	120	3	of	of	ADP
cana-6132	120	4	insomnia	insomnia	NOUN
cana-6132	120	5	:	:	PUNCT
cana-6132	120	6	what	what	PRON
cana-6132	120	7	we	we	PRON
cana-6132	120	8	know	know	VERB
cana-6132	120	9	and	and	CCONJ
cana-6132	120	10	what	what	PRON
cana-6132	120	11	we	we	PRON
cana-6132	120	12	still	still	ADV
cana-6132	120	13	need	need	VERB
cana-6132	120	14	to	to	PART
cana-6132	120	15	learn	learn	VERB
cana-6132	120	16	.	.	PUNCT
cana-6132	120	17	"	"	PUNCT
cana-6132	120	18	sleep	sleep	VERB
cana-6132	120	19	medicine	medicine	NOUN
cana-6132	120	20	reviews	review	NOUN
cana-6132	120	21	,	,	PUNCT
cana-6132	120	22	6(2	6(2	NUM
cana-6132	120	23	)	)	PUNCT
cana-6132	120	24	,	,	PUNCT
cana-6132	120	25	97	97	NUM
cana-6132	120	26	-	-	SYM
cana-6132	120	27	111	111	NUM
cana-6132	120	28	.	.	PUNCT
cana-6132	121	1	[	[	X
cana-6132	121	2	4	4	NUM
cana-6132	121	3	]	]	X
cana-6132	121	4	iber	iber	NOUN
cana-6132	121	5	,	,	PUNCT
cana-6132	121	6	c.	c.	PROPN
cana-6132	121	7	,	,	PUNCT
cana-6132	121	8	ancoli	ancoli	NOUN
cana-6132	121	9	-	-	PUNCT
cana-6132	121	10	israel	israel	PROPN
cana-6132	121	11	,	,	PUNCT
cana-6132	121	12	s.	s.	PROPN
cana-6132	121	13	,	,	PUNCT
cana-6132	121	14	chesson	chesson	PROPN
cana-6132	121	15	,	,	PUNCT
cana-6132	121	16	a.	a.	PROPN
cana-6132	121	17	l.	l.	PROPN
cana-6132	121	18	,	,	PUNCT
cana-6132	121	19	quan	quan	PROPN
cana-6132	121	20	,	,	PUNCT
cana-6132	121	21	s.	s.	PROPN
cana-6132	121	22	f.	f.	PROPN
cana-6132	121	23	(	(	PUNCT
cana-6132	121	24	2007	2007	NUM
cana-6132	121	25	)	)	PUNCT
cana-6132	121	26	.	.	PUNCT
cana-6132	122	1	the	the	DET
cana-6132	122	2	aasm	aasm	NOUN
cana-6132	122	3	manual	manual	NOUN
cana-6132	122	4	for	for	ADP
cana-6132	122	5	the	the	DET
cana-6132	122	6	scoring	scoring	NOUN
cana-6132	122	7	of	of	ADP
cana-6132	122	8	sleep	sleep	NOUN
cana-6132	122	9	and	and	CCONJ
cana-6132	122	10	associated	associated	ADJ
cana-6132	122	11	events	event	NOUN
cana-6132	122	12	:	:	PUNCT
cana-6132	122	13	rules	rule	NOUN
cana-6132	122	14	,	,	PUNCT
cana-6132	122	15	terminology	terminology	NOUN
cana-6132	122	16	,	,	PUNCT
cana-6132	122	17	and	and	CCONJ
cana-6132	122	18	technical	technical	ADJ
cana-6132	122	19	specifications	specification	NOUN
cana-6132	122	20	.	.	PUNCT
cana-6132	123	1	[	[	X
cana-6132	123	2	5	5	NUM
cana-6132	123	3	]	]	PUNCT
cana-6132	123	4	rechtschaffen	rechtschaffen	NOUN
cana-6132	123	5	,	,	PUNCT
cana-6132	123	6	a.	a.	NOUN
cana-6132	123	7	,	,	PUNCT
cana-6132	123	8	&	&	CCONJ
cana-6132	123	9	kales	kale	NOUN
cana-6132	123	10	,	,	PUNCT
cana-6132	123	11	a.	a.	NOUN
cana-6132	123	12	(	(	PUNCT
cana-6132	123	13	1968	1968	NUM
cana-6132	123	14	)	)	PUNCT
cana-6132	123	15	.	.	PUNCT
cana-6132	124	1	a	a	DET
cana-6132	124	2	manual	manual	NOUN
cana-6132	124	3	of	of	ADP
cana-6132	124	4	standardized	standardized	ADJ
cana-6132	124	5	terminology	terminology	NOUN
cana-6132	124	6	,	,	PUNCT
cana-6132	124	7	techniques	technique	NOUN
cana-6132	124	8	,	,	PUNCT
cana-6132	124	9	and	and	CCONJ
cana-6132	124	10	scoring	scoring	NOUN
cana-6132	124	11	system	system	NOUN
cana-6132	124	12	for	for	ADP
cana-6132	124	13	sleep	sleep	NOUN
cana-6132	124	14	stages	stage	NOUN
cana-6132	124	15	of	of	ADP
cana-6132	124	16	human	human	ADJ
cana-6132	124	17	subjects	subject	NOUN
cana-6132	124	18	.	.	PUNCT
cana-6132	125	1	brain	brain	NOUN
cana-6132	125	2	information	information	PROPN
cana-6132	125	3	service	service	NOUN
cana-6132	125	4	/	/	SYM
cana-6132	125	5	brain	brain	NOUN
cana-6132	125	6	research	research	PROPN
cana-6132	125	7	institute	institute	NOUN
cana-6132	125	8	.	.	PUNCT
cana-6132	126	1	[	[	X
cana-6132	126	2	6	6	NUM
cana-6132	126	3	]	]	X
cana-6132	126	4	zaffaroni	zaffaroni	X
cana-6132	126	5	,	,	PUNCT
cana-6132	126	6	a.	a.	PROPN
cana-6132	126	7	,	,	PUNCT
cana-6132	126	8	et	et	PROPN
cana-6132	126	9	al	al	PROPN
cana-6132	126	10	.	.	PROPN
cana-6132	126	11	(	(	PUNCT
cana-6132	126	12	2013	2013	NUM
cana-6132	126	13	)	)	PUNCT
cana-6132	126	14	.	.	PUNCT
cana-6132	127	1	"	"	PUNCT
cana-6132	127	2	sleep	sleep	VERB
cana-6132	127	3	monitoring	monitor	VERB
cana-6132	127	4	using	use	VERB
cana-6132	127	5	biometric	biometric	ADJ
cana-6132	127	6	devices	device	NOUN
cana-6132	127	7	.	.	PUNCT
cana-6132	127	8	"	"	PUNCT
cana-6132	128	1	ieee	ieee	NOUN
cana-6132	128	2	transactions	transaction	NOUN
cana-6132	128	3	on	on	ADP
cana-6132	128	4	biomedical	biomedical	ADJ
cana-6132	128	5	engineering	engineering	NOUN
cana-6132	128	6	,	,	PUNCT
cana-6132	128	7	60(8	60(8	NUM
cana-6132	128	8	)	)	PUNCT
cana-6132	128	9	,	,	PUNCT
cana-6132	128	10	2219	2219	NUM
cana-6132	128	11	-	-	SYM
cana-6132	128	12	2227	2227	NUM
cana-6132	128	13	.	.	PUNCT
cana-6132	129	1	[	[	X
cana-6132	129	2	7	7	NUM
cana-6132	129	3	]	]	SYM
cana-6132	129	4	xu	xu	PROPN
cana-6132	129	5	,	,	PUNCT
cana-6132	129	6	x.	x.	PROPN
cana-6132	129	7	,	,	PUNCT
cana-6132	129	8	et	et	PROPN
cana-6132	129	9	al	al	PROPN
cana-6132	129	10	.	.	PROPN
cana-6132	129	11	(	(	PUNCT
cana-6132	129	12	2021	2021	NUM
cana-6132	129	13	)	)	PUNCT
cana-6132	129	14	.	.	PUNCT
cana-6132	130	1	"	"	PUNCT
cana-6132	130	2	machine	machine	NOUN
cana-6132	130	3	learning	learning	NOUN
cana-6132	130	4	applications	application	NOUN
cana-6132	130	5	in	in	ADP
cana-6132	130	6	sleep	sleep	NOUN
cana-6132	130	7	medicine	medicine	NOUN
cana-6132	130	8	:	:	PUNCT
cana-6132	130	9	a	a	DET
cana-6132	130	10	review	review	NOUN
cana-6132	130	11	of	of	ADP
cana-6132	130	12	recent	recent	ADJ
cana-6132	130	13	advances	advance	NOUN
cana-6132	130	14	.	.	PUNCT
cana-6132	130	15	"	"	PUNCT
cana-6132	131	1	nature	nature	NOUN
cana-6132	131	2	and	and	CCONJ
cana-6132	131	3	science	science	NOUN
cana-6132	131	4	of	of	ADP
cana-6132	131	5	sleep	sleep	NOUN
cana-6132	131	6	,	,	PUNCT
cana-6132	131	7	13	13	NUM
cana-6132	131	8	,	,	PUNCT
cana-6132	131	9	1391	1391	NUM
cana-6132	131	10	-	-	SYM
cana-6132	131	11	1408	1408	NUM
cana-6132	131	12	.	.	PUNCT
cana-6132	132	1	[	[	X
cana-6132	132	2	8	8	NUM
cana-6132	132	3	]	]	X
cana-6132	132	4	sun	sun	NOUN
cana-6132	132	5	,	,	PUNCT
cana-6132	132	6	h.	h.	PROPN
cana-6132	132	7	,	,	PUNCT
cana-6132	132	8	et	et	PROPN
cana-6132	132	9	al	al	PROPN
cana-6132	132	10	.	.	PROPN
cana-6132	132	11	(	(	PUNCT
cana-6132	132	12	2019	2019	NUM
cana-6132	132	13	)	)	PUNCT
cana-6132	132	14	.	.	PUNCT
cana-6132	133	1	"	"	PUNCT
cana-6132	133	2	predicting	predict	VERB
cana-6132	133	3	sleep	sleep	NOUN
cana-6132	133	4	apnea	apnea	NOUN
cana-6132	133	5	using	use	VERB
cana-6132	133	6	machine	machine	NOUN
cana-6132	133	7	learning	learning	NOUN
cana-6132	133	8	algorithms	algorithm	NOUN
cana-6132	133	9	.	.	PUNCT
cana-6132	133	10	"	"	PUNCT
cana-6132	134	1	journal	journal	NOUN
cana-6132	134	2	of	of	ADP
cana-6132	134	3	clinical	clinical	ADJ
cana-6132	134	4	sleep	sleep	NOUN
cana-6132	134	5	medicine	medicine	NOUN
cana-6132	134	6	,	,	PUNCT
cana-6132	134	7	15(5	15(5	NUM
cana-6132	134	8	)	)	PUNCT
cana-6132	134	9	,	,	PUNCT
cana-6132	134	10	747	747	NUM
cana-6132	134	11	-	-	SYM
cana-6132	134	12	753	753	NUM
cana-6132	134	13	.	.	PUNCT
cana-6132	135	1	[	[	X
cana-6132	135	2	9	9	NUM
cana-6132	135	3	]	]	X
cana-6132	135	4	stephansen	stephansen	NOUN
cana-6132	135	5	,	,	PUNCT
cana-6132	135	6	j.	j.	PROPN
cana-6132	135	7	b.	b.	PROPN
cana-6132	135	8	,	,	PUNCT
cana-6132	135	9	et	et	PROPN
cana-6132	135	10	al	al	PROPN
cana-6132	135	11	.	.	PUNCT
cana-6132	136	1	(	(	PUNCT
cana-6132	136	2	2018	2018	NUM
cana-6132	136	3	)	)	PUNCT
cana-6132	136	4	.	.	PUNCT
cana-6132	137	1	"	"	PUNCT
cana-6132	137	2	neural	neural	ADJ
cana-6132	137	3	network	network	NOUN
cana-6132	137	4	analysis	analysis	NOUN
cana-6132	137	5	of	of	ADP
cana-6132	137	6	sleep	sleep	NOUN
cana-6132	137	7	stages	stage	NOUN
cana-6132	137	8	enables	enable	VERB
cana-6132	137	9	efficient	efficient	ADJ
cana-6132	137	10	diagnosis	diagnosis	NOUN
cana-6132	137	11	of	of	ADP
cana-6132	137	12	sleep	sleep	NOUN
cana-6132	137	13	disorders	disorder	NOUN
cana-6132	137	14	.	.	PUNCT
cana-6132	137	15	"	"	PUNCT
cana-6132	138	1	nature	nature	NOUN
cana-6132	138	2	communications	communication	NOUN
cana-6132	138	3	,	,	PUNCT
cana-6132	138	4	9(1	9(1	NUM
cana-6132	138	5	)	)	PUNCT
cana-6132	138	6	,	,	PUNCT
cana-6132	138	7	5220	5220	NUM
cana-6132	138	8	.	.	PUNCT