id	sid	tid	token	lemma	pos
cana-5220	1	1	communications	communication	NOUN
cana-5220	1	2	on	on	ADP
cana-5220	1	3	applied	apply	VERB
cana-5220	1	4	nonlinear	nonlinear	ADJ
cana-5220	1	5	analysis	analysis	NOUN
cana-5220	1	6	issn	issn	NOUN
cana-5220	1	7	:	:	PUNCT
cana-5220	1	8	1074	1074	NUM
cana-5220	1	9	-	-	PUNCT
cana-5220	1	10	133x	133x	NUM
cana-5220	1	11	vol	vol	VERB
cana-5220	1	12	32	32	NUM
cana-5220	1	13	no	no	NOUN
cana-5220	1	14	.	.	PUNCT
cana-5220	2	1	10s	10	NOUN
cana-5220	2	2	(	(	PUNCT
cana-5220	2	3	2025	2025	NUM
cana-5220	2	4	)	)	PUNCT
cana-5220	2	5	1205	1205	NUM
cana-5220	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5220	2	7	heart	heart	NOUN
cana-5220	2	8	disease	disease	NOUN
cana-5220	2	9	prediction	prediction	NOUN
cana-5220	2	10	using	use	VERB
cana-5220	2	11	a	a	DET
cana-5220	2	12	hybrid	hybrid	ADJ
cana-5220	2	13	machine	machine	NOUN
cana-5220	2	14	learning	learning	NOUN
cana-5220	2	15	model	model	PROPN
cana-5220	2	16	shital	shital	PROPN
cana-5220	2	17	sunil	sunil	PROPN
cana-5220	2	18	raut1	raut1	PROPN
cana-5220	2	19	,	,	PUNCT
cana-5220	2	20	prof	prof	PROPN
cana-5220	2	21	.	.	PUNCT
cana-5220	3	1	dr	dr	PROPN
cana-5220	3	2	.	.	PROPN
cana-5220	3	3	monika	monika	PROPN
cana-5220	3	4	rokade2	rokade2	PROPN
cana-5220	3	5	,	,	PUNCT
cana-5220	3	6	prof	prof	PROPN
cana-5220	3	7	.	.	PUNCT
cana-5220	4	1	dr	dr	PROPN
cana-5220	4	2	.	.	PROPN
cana-5220	4	3	sunil	sunil	PROPN
cana-5220	4	4	khatal3	khatal3	PROPN
cana-5220	5	1	1department	1department	NUM
cana-5220	5	2	of	of	ADP
cana-5220	5	3	computer	computer	NOUN
cana-5220	5	4	engineering	engineering	NOUN
cana-5220	5	5	,	,	PUNCT
cana-5220	5	6	sharadchandra	sharadchandra	PROPN
cana-5220	5	7	pawar	pawar	PROPN
cana-5220	5	8	college	college	PROPN
cana-5220	5	9	of	of	ADP
cana-5220	5	10	engineering	engineering	PROPN
cana-5220	5	11	,	,	PUNCT
cana-5220	5	12	dumbarwadi	dumbarwadi	NOUN
cana-5220	5	13	,	,	PUNCT
cana-5220	5	14	otur	otur	NOUN
cana-5220	5	15	,	,	PUNCT
cana-5220	5	16	pune	pune	NOUN
cana-5220	5	17	,	,	PUNCT
cana-5220	5	18	india	india	PROPN
cana-5220	5	19	shitu.rg007@gmail.com	shitu.rg007@gmail.com	PROPN
cana-5220	5	20	2department	2department	PROPN
cana-5220	5	21	of	of	ADP
cana-5220	5	22	computer	computer	NOUN
cana-5220	5	23	engineering	engineering	NOUN
cana-5220	5	24	,	,	PUNCT
cana-5220	5	25	sharadchandra	sharadchandra	PROPN
cana-5220	5	26	pawar	pawar	PROPN
cana-5220	5	27	college	college	PROPN
cana-5220	5	28	of	of	ADP
cana-5220	5	29	engineering	engineering	PROPN
cana-5220	5	30	,	,	PUNCT
cana-5220	5	31	dumbarwadi	dumbarwadi	NOUN
cana-5220	5	32	,	,	PUNCT
cana-5220	5	33	otur	otur	NOUN
cana-5220	5	34	,	,	PUNCT
cana-5220	5	35	pune	pune	NOUN
cana-5220	5	36	,	,	PUNCT
cana-5220	5	37	india	india	PROPN
cana-5220	5	38	monikarokade4@gmail.com	monikarokade4@gmail.com	PROPN
cana-5220	5	39	3hod	3hod	NOUN
cana-5220	5	40	,	,	PUNCT
cana-5220	5	41	department	department	NOUN
cana-5220	5	42	of	of	ADP
cana-5220	5	43	computer	computer	NOUN
cana-5220	5	44	engineering	engineering	NOUN
cana-5220	5	45	,	,	PUNCT
cana-5220	5	46	sharadchandra	sharadchandra	PROPN
cana-5220	5	47	pawar	pawar	PROPN
cana-5220	5	48	college	college	PROPN
cana-5220	5	49	of	of	ADP
cana-5220	5	50	engineering	engineering	PROPN
cana-5220	5	51	,	,	PUNCT
cana-5220	5	52	dumbarwadi	dumbarwadi	NOUN
cana-5220	5	53	,	,	PUNCT
cana-5220	5	54	otur	otur	NOUN
cana-5220	5	55	,	,	PUNCT
cana-5220	5	56	pune	pune	NOUN
cana-5220	5	57	,	,	PUNCT
cana-5220	5	58	india	india	PROPN
cana-5220	5	59	khatalsunil88@gmail.com	khatalsunil88@gmail.com	PROPN
cana-5220	5	60	article	article	NOUN
cana-5220	5	61	history	history	NOUN
cana-5220	5	62	:	:	PUNCT
cana-5220	5	63	received	receive	VERB
cana-5220	5	64	:	:	PUNCT
cana-5220	5	65	12	12	NUM
cana-5220	5	66	-	-	SYM
cana-5220	5	67	01	01	NUM
cana-5220	5	68	-	-	PUNCT
cana-5220	5	69	2025	2025	NUM
cana-5220	5	70	revised	revise	VERB
cana-5220	5	71	:	:	PUNCT
cana-5220	5	72	15	15	NUM
cana-5220	5	73	-	-	NUM
cana-5220	5	74	02	02	NUM
cana-5220	5	75	-	-	PUNCT
cana-5220	5	76	2025	2025	NUM
cana-5220	5	77	accepted	accept	VERB
cana-5220	5	78	:	:	PUNCT
cana-5220	5	79	01	01	NUM
cana-5220	5	80	-	-	SYM
cana-5220	5	81	03	03	NUM
cana-5220	5	82	-	-	PUNCT
cana-5220	5	83	2025	2025	NUM
cana-5220	5	84	abstract	abstract	NOUN
cana-5220	5	85	:	:	PUNCT
cana-5220	5	86	cardiovascular	cardiovascular	ADJ
cana-5220	5	87	disease	disease	NOUN
cana-5220	5	88	is	be	AUX
cana-5220	5	89	a	a	DET
cana-5220	5	90	prevalent	prevalent	ADJ
cana-5220	5	91	issue	issue	NOUN
cana-5220	5	92	that	that	PRON
cana-5220	5	93	may	may	AUX
cana-5220	5	94	be	be	AUX
cana-5220	5	95	particularly	particularly	ADV
cana-5220	5	96	severe	severe	ADJ
cana-5220	5	97	in	in	ADP
cana-5220	5	98	the	the	DET
cana-5220	5	99	elderly	elderly	ADJ
cana-5220	5	100	and	and	CCONJ
cana-5220	5	101	in	in	ADP
cana-5220	5	102	those	those	PRON
cana-5220	5	103	who	who	PRON
cana-5220	5	104	do	do	AUX
cana-5220	5	105	not	not	PART
cana-5220	5	106	maintain	maintain	VERB
cana-5220	5	107	a	a	DET
cana-5220	5	108	healthy	healthy	ADJ
cana-5220	5	109	lifestyle	lifestyle	NOUN
cana-5220	5	110	.	.	PUNCT
cana-5220	6	1	routine	routine	ADJ
cana-5220	6	2	examinations	examination	NOUN
cana-5220	6	3	and	and	CCONJ
cana-5220	6	4	assessments	assessment	NOUN
cana-5220	6	5	,	,	PUNCT
cana-5220	6	6	along	along	ADP
cana-5220	6	7	with	with	ADP
cana-5220	6	8	adherence	adherence	NOUN
cana-5220	6	9	to	to	ADP
cana-5220	6	10	a	a	DET
cana-5220	6	11	nutritious	nutritious	ADJ
cana-5220	6	12	diet	diet	NOUN
cana-5220	6	13	,	,	PUNCT
cana-5220	6	14	may	may	AUX
cana-5220	6	15	partly	partly	ADV
cana-5220	6	16	mitigate	mitigate	VERB
cana-5220	6	17	the	the	DET
cana-5220	6	18	risk	risk	NOUN
cana-5220	6	19	of	of	ADP
cana-5220	6	20	heart	heart	NOUN
cana-5220	6	21	disease	disease	NOUN
cana-5220	6	22	.	.	PUNCT
cana-5220	7	1	hospitals	hospital	NOUN
cana-5220	7	2	provide	provide	VERB
cana-5220	7	3	extensive	extensive	ADJ
cana-5220	7	4	data	datum	NOUN
cana-5220	7	5	about	about	ADP
cana-5220	7	6	patients	patient	NOUN
cana-5220	7	7	,	,	PUNCT
cana-5220	7	8	including	include	VERB
cana-5220	7	9	x	x	NOUN
cana-5220	7	10	-	-	NOUN
cana-5220	7	11	ray	ray	ADJ
cana-5220	7	12	,	,	PUNCT
cana-5220	7	13	pulmonary	pulmonary	ADJ
cana-5220	7	14	,	,	PUNCT
cana-5220	7	15	cardiac	cardiac	ADJ
cana-5220	7	16	,	,	PUNCT
cana-5220	7	17	and	and	CCONJ
cana-5220	7	18	thoracic	thoracic	NOUN
cana-5220	7	19	pain	pain	NOUN
cana-5220	7	20	outcomes	outcome	NOUN
cana-5220	7	21	,	,	PUNCT
cana-5220	7	22	in	in	ADP
cana-5220	7	23	addition	addition	NOUN
cana-5220	7	24	to	to	ADP
cana-5220	7	25	personal	personal	ADJ
cana-5220	7	26	health	health	NOUN
cana-5220	7	27	records	record	NOUN
cana-5220	7	28	(	(	PUNCT
cana-5220	7	29	phrs	phrs	ADJ
cana-5220	7	30	)	)	PUNCT
cana-5220	7	31	.	.	PUNCT
cana-5220	8	1	we	we	PRON
cana-5220	8	2	employ	employ	VERB
cana-5220	8	3	a	a	DET
cana-5220	8	4	decision	decision	NOUN
cana-5220	8	5	tree	tree	NOUN
cana-5220	8	6	classification	classification	NOUN
cana-5220	8	7	based	base	VERB
cana-5220	8	8	on	on	ADP
cana-5220	8	9	the	the	DET
cana-5220	8	10	symptoms	symptom	NOUN
cana-5220	8	11	,	,	PUNCT
cana-5220	8	12	specifically	specifically	ADV
cana-5220	8	13	the	the	DET
cana-5220	8	14	essential	essential	ADJ
cana-5220	8	15	features	feature	VERB
cana-5220	8	16	mandatory	mandatory	ADJ
cana-5220	8	17	for	for	ADP
cana-5220	8	18	prediction	prediction	NOUN
cana-5220	8	19	.	.	PUNCT
cana-5220	9	1	utilising	utilise	VERB
cana-5220	9	2	the	the	DET
cana-5220	9	3	decision	decision	NOUN
cana-5220	9	4	tree	tree	NOUN
cana-5220	9	5	technique	technique	NOUN
cana-5220	9	6	allows	allow	VERB
cana-5220	9	7	us	we	PRON
cana-5220	9	8	to	to	PART
cana-5220	9	9	identify	identify	VERB
cana-5220	9	10	the	the	DET
cana-5220	9	11	most	most	ADV
cana-5220	9	12	impactful	impactful	ADJ
cana-5220	9	13	qualities	quality	NOUN
cana-5220	9	14	that	that	PRON
cana-5220	9	15	will	will	AUX
cana-5220	9	16	improve	improve	VERB
cana-5220	9	17	our	our	PRON
cana-5220	9	18	dataset	dataset	NOUN
cana-5220	9	19	predictions	prediction	NOUN
cana-5220	9	20	.	.	PUNCT
cana-5220	10	1	hospitals	hospital	NOUN
cana-5220	10	2	fail	fail	VERB
cana-5220	10	3	to	to	PART
cana-5220	10	4	effectively	effectively	ADV
cana-5220	10	5	use	use	VERB
cana-5220	10	6	the	the	DET
cana-5220	10	7	data	datum	NOUN
cana-5220	10	8	they	they	PRON
cana-5220	10	9	produce	produce	VERB
cana-5220	10	10	.	.	PUNCT
cana-5220	11	1	the	the	DET
cana-5220	11	2	database	database	NOUN
cana-5220	11	3	uses	use	VERB
cana-5220	11	4	specific	specific	ADJ
cana-5220	11	5	techniques	technique	NOUN
cana-5220	11	6	to	to	PART
cana-5220	11	7	identify	identify	VERB
cana-5220	11	8	heart	heart	NOUN
cana-5220	11	9	disease	disease	NOUN
cana-5220	11	10	,	,	PUNCT
cana-5220	11	11	but	but	CCONJ
cana-5220	11	12	it	it	PRON
cana-5220	11	13	does	do	AUX
cana-5220	11	14	not	not	PART
cana-5220	11	15	approve	approve	VERB
cana-5220	11	16	other	other	ADJ
cana-5220	11	17	functions	function	NOUN
cana-5220	11	18	.	.	PUNCT
cana-5220	12	1	this	this	DET
cana-5220	12	2	study	study	NOUN
cana-5220	12	3	primarily	primarily	ADV
cana-5220	12	4	aims	aim	VERB
cana-5220	12	5	to	to	PART
cana-5220	12	6	forecast	forecast	VERB
cana-5220	12	7	cardiac	cardiac	ADJ
cana-5220	12	8	illnesses	illness	NOUN
cana-5220	12	9	via	via	ADP
cana-5220	12	10	machine	machine	NOUN
cana-5220	12	11	learning	learning	NOUN
cana-5220	12	12	methods	method	NOUN
cana-5220	12	13	,	,	PUNCT
cana-5220	12	14	informed	inform	VERB
cana-5220	12	15	by	by	ADP
cana-5220	12	16	a	a	DET
cana-5220	12	17	synthesis	synthesis	NOUN
cana-5220	12	18	of	of	ADP
cana-5220	12	19	many	many	ADJ
cana-5220	12	20	contemporary	contemporary	ADJ
cana-5220	12	21	studies	study	NOUN
cana-5220	12	22	.	.	PUNCT
cana-5220	13	1	hybrid	hybrid	ADJ
cana-5220	13	2	machine	machine	NOUN
cana-5220	13	3	learning	learning	NOUN
cana-5220	13	4	methods	method	NOUN
cana-5220	13	5	will	will	AUX
cana-5220	13	6	classify	classify	VERB
cana-5220	13	7	both	both	PRON
cana-5220	13	8	real	real	ADJ
cana-5220	13	9	-	-	PUNCT
cana-5220	13	10	time	time	NOUN
cana-5220	13	11	and	and	CCONJ
cana-5220	13	12	synthetic	synthetic	ADJ
cana-5220	13	13	samples	sample	NOUN
cana-5220	13	14	.	.	PUNCT
cana-5220	14	1	keywords	keyword	NOUN
cana-5220	14	2	:	:	PUNCT
cana-5220	14	3	internet	internet	NOUN
cana-5220	14	4	of	of	ADP
cana-5220	14	5	things	thing	NOUN
cana-5220	14	6	(	(	PUNCT
cana-5220	14	7	iot	iot	NOUN
cana-5220	14	8	)	)	PUNCT
cana-5220	14	9	,	,	PUNCT
cana-5220	14	10	body	body	NOUN
cana-5220	14	11	sensor	sensor	NOUN
cana-5220	14	12	networks	network	NOUN
cana-5220	14	13	(	(	PUNCT
cana-5220	14	14	bsn	bsn	NOUN
cana-5220	14	15	)	)	PUNCT
cana-5220	14	16	,	,	PUNCT
cana-5220	14	17	machine	machine	NOUN
cana-5220	14	18	learning	learning	NOUN
cana-5220	14	19	,	,	PUNCT
cana-5220	14	20	disease	disease	NOUN
cana-5220	14	21	prediction	prediction	NOUN
cana-5220	14	22	systems	system	NOUN
cana-5220	14	23	,	,	PUNCT
cana-5220	14	24	and	and	CCONJ
cana-5220	14	25	monitoring	monitor	VERB
cana-5220	14	26	systems	system	NOUN
cana-5220	14	27	.	.	PUNCT
cana-5220	15	1	i.	i.	PROPN
cana-5220	15	2	introduction	introduction	PROPN
cana-5220	15	3	health	health	NOUN
cana-5220	15	4	is	be	AUX
cana-5220	15	5	an	an	DET
cana-5220	15	6	evolving	evolve	VERB
cana-5220	15	7	process	process	NOUN
cana-5220	15	8	that	that	PRON
cana-5220	15	9	needs	need	VERB
cana-5220	15	10	continual	continual	ADJ
cana-5220	15	11	observation	observation	NOUN
cana-5220	15	12	.	.	PUNCT
cana-5220	16	1	the	the	DET
cana-5220	16	2	healthcare	healthcare	NOUN
cana-5220	16	3	industry	industry	NOUN
cana-5220	16	4	is	be	AUX
cana-5220	16	5	seeing	see	VERB
cana-5220	16	6	several	several	ADJ
cana-5220	16	7	challenges	challenge	NOUN
cana-5220	16	8	related	relate	VERB
cana-5220	16	9	to	to	ADP
cana-5220	16	10	hospital	hospital	NOUN
cana-5220	16	11	admissions	admission	NOUN
cana-5220	16	12	owing	owe	VERB
cana-5220	16	13	to	to	ADP
cana-5220	16	14	an	an	DET
cana-5220	16	15	increased	increase	VERB
cana-5220	16	16	number	number	NOUN
cana-5220	16	17	of	of	ADP
cana-5220	16	18	patient	patient	ADJ
cana-5220	16	19	admissions	admission	NOUN
cana-5220	16	20	.	.	PUNCT
cana-5220	17	1	we	we	PRON
cana-5220	17	2	suggest	suggest	VERB
cana-5220	17	3	a	a	DET
cana-5220	17	4	method	method	NOUN
cana-5220	17	5	for	for	SCONJ
cana-5220	17	6	human	human	ADJ
cana-5220	17	7	healthcare	healthcare	PROPN
cana-5220	17	8	to	to	PART
cana-5220	17	9	attain	attain	VERB
cana-5220	17	10	this	this	DET
cana-5220	17	11	objective	objective	NOUN
cana-5220	17	12	.	.	PUNCT
cana-5220	18	1	the	the	DET
cana-5220	18	2	device	device	NOUN
cana-5220	18	3	allows	allow	VERB
cana-5220	18	4	continuous	continuous	ADJ
cana-5220	18	5	monitoring	monitoring	NOUN
cana-5220	18	6	of	of	ADP
cana-5220	18	7	patients	patient	NOUN
cana-5220	18	8	'	'	PART
cana-5220	18	9	metabolic	metabolic	NOUN
cana-5220	18	10	parameters	parameter	NOUN
cana-5220	18	11	and	and	CCONJ
cana-5220	18	12	illness	illness	NOUN
cana-5220	18	13	identification	identification	NOUN
cana-5220	18	14	using	use	VERB
cana-5220	18	15	the	the	DET
cana-5220	18	16	acquired	acquire	VERB
cana-5220	18	17	parametric	parametric	ADJ
cana-5220	18	18	values	value	NOUN
cana-5220	18	19	.	.	PUNCT
cana-5220	19	1	given	give	VERB
cana-5220	19	2	the	the	DET
cana-5220	19	3	rise	rise	NOUN
cana-5220	19	4	in	in	ADP
cana-5220	19	5	unexpected	unexpected	ADJ
cana-5220	19	6	fatalities	fatality	NOUN
cana-5220	19	7	attributable	attributable	ADJ
cana-5220	19	8	to	to	ADP
cana-5220	19	9	chronic	chronic	ADJ
cana-5220	19	10	heart	heart	NOUN
cana-5220	19	11	failure	failure	NOUN
cana-5220	19	12	or	or	CCONJ
cana-5220	19	13	hypertension	hypertension	NOUN
cana-5220	19	14	,	,	PUNCT
cana-5220	19	15	it	it	PRON
cana-5220	19	16	is	be	AUX
cana-5220	19	17	essential	essential	ADJ
cana-5220	19	18	to	to	PART
cana-5220	19	19	provide	provide	VERB
cana-5220	19	20	continuous	continuous	ADJ
cana-5220	19	21	home	home	NOUN
cana-5220	19	22	health	health	NOUN
cana-5220	19	23	monitoring	monitoring	NOUN
cana-5220	19	24	services	service	NOUN
cana-5220	19	25	.	.	PUNCT
cana-5220	20	1	the	the	DET
cana-5220	20	2	primary	primary	ADJ
cana-5220	20	3	objective	objective	NOUN
cana-5220	20	4	was	be	AUX
cana-5220	20	5	to	to	PART
cana-5220	20	6	create	create	VERB
cana-5220	20	7	a	a	DET
cana-5220	20	8	dependable	dependable	ADJ
cana-5220	20	9	patient	patient	NOUN
cana-5220	20	10	monitoring	monitoring	NOUN
cana-5220	20	11	system	system	NOUN
cana-5220	20	12	enabling	enable	VERB
cana-5220	20	13	healthcare	healthcare	NOUN
cana-5220	20	14	providers	provider	NOUN
cana-5220	20	15	to	to	PART
cana-5220	20	16	observe	observe	VERB
cana-5220	20	17	patients	patient	NOUN
cana-5220	20	18	in	in	ADP
cana-5220	20	19	both	both	DET
cana-5220	20	20	hospital	hospital	NOUN
cana-5220	20	21	settings	setting	NOUN
cana-5220	20	22	and	and	CCONJ
cana-5220	20	23	during	during	ADP
cana-5220	20	24	their	their	PRON
cana-5220	20	25	routine	routine	ADJ
cana-5220	20	26	everyday	everyday	ADJ
cana-5220	20	27	activities	activity	NOUN
cana-5220	20	28	.	.	PUNCT
cana-5220	21	1	recently	recently	ADV
cana-5220	21	2	,	,	PUNCT
cana-5220	21	3	patient	patient	ADJ
cana-5220	21	4	monitoring	monitoring	NOUN
cana-5220	21	5	systems	system	NOUN
cana-5220	21	6	have	have	AUX
cana-5220	21	7	emerged	emerge	VERB
cana-5220	21	8	as	as	ADP
cana-5220	21	9	a	a	DET
cana-5220	21	10	significant	significant	ADJ
cana-5220	21	11	breakthrough	breakthrough	NOUN
cana-5220	21	12	due	due	ADP
cana-5220	21	13	to	to	ADP
cana-5220	21	14	enhanced	enhanced	ADJ
cana-5220	21	15	technology	technology	NOUN
cana-5220	21	16	.	.	PUNCT
cana-5220	22	1	our	our	PRON
cana-5220	22	2	system	system	NOUN
cana-5220	22	3	quantifies	quantify	VERB
cana-5220	22	4	patients	patient	NOUN
cana-5220	22	5	'	'	PART
cana-5220	22	6	parameters	parameter	NOUN
cana-5220	22	7	using	use	VERB
cana-5220	22	8	diverse	diverse	ADJ
cana-5220	22	9	sensor	sensor	NOUN
cana-5220	22	10	data	datum	NOUN
cana-5220	22	11	.	.	PUNCT
cana-5220	23	1	the	the	DET
cana-5220	23	2	latest	late	ADJ
cana-5220	23	3	study	study	NOUN
cana-5220	23	4	indicates	indicate	VERB
cana-5220	23	5	a	a	DET
cana-5220	23	6	communications	communication	NOUN
cana-5220	23	7	on	on	ADP
cana-5220	23	8	applied	apply	VERB
cana-5220	23	9	nonlinear	nonlinear	ADJ
cana-5220	23	10	analysis	analysis	NOUN
cana-5220	23	11	issn	issn	NOUN
cana-5220	23	12	:	:	PUNCT
cana-5220	23	13	1074	1074	NUM
cana-5220	23	14	-	-	PUNCT
cana-5220	23	15	133x	133x	NUM
cana-5220	23	16	vol	vol	VERB
cana-5220	23	17	32	32	NUM
cana-5220	23	18	no	no	NOUN
cana-5220	23	19	.	.	PUNCT
cana-5220	24	1	10s	10	NOUN
cana-5220	24	2	(	(	PUNCT
cana-5220	24	3	2025	2025	NUM
cana-5220	24	4	)	)	PUNCT
cana-5220	24	5	1206	1206	NUM
cana-5220	24	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5220	24	7	significant	significant	ADJ
cana-5220	24	8	rise	rise	NOUN
cana-5220	24	9	in	in	ADP
cana-5220	24	10	the	the	DET
cana-5220	24	11	death	death	NOUN
cana-5220	24	12	rate	rate	NOUN
cana-5220	24	13	attributable	attributable	ADJ
cana-5220	24	14	to	to	ADP
cana-5220	24	15	hearts	heart	NOUN
cana-5220	24	16	disease	disease	NOUN
cana-5220	24	17	.	.	PUNCT
cana-5220	25	1	in	in	ADP
cana-5220	25	2	the	the	DET
cana-5220	25	3	direction	direction	NOUN
cana-5220	25	4	of	of	ADP
cana-5220	25	5	reduce	reduce	VERB
cana-5220	25	6	the	the	DET
cana-5220	25	7	mortality	mortality	NOUN
cana-5220	25	8	rate	rate	NOUN
cana-5220	25	9	,	,	PUNCT
cana-5220	25	10	an	an	DET
cana-5220	25	11	advanced	advanced	ADJ
cana-5220	25	12	cardiac	cardiac	ADJ
cana-5220	25	13	disease	disease	NOUN
cana-5220	25	14	calculation	calculation	NOUN
cana-5220	25	15	system	system	NOUN
cana-5220	25	16	is	be	AUX
cana-5220	25	17	essential	essential	ADJ
cana-5220	25	18	.	.	PUNCT
cana-5220	26	1	several	several	ADJ
cana-5220	26	2	factors	factor	NOUN
cana-5220	26	3	,	,	PUNCT
cana-5220	26	4	including	include	VERB
cana-5220	26	5	lifestyle	lifestyle	NOUN
cana-5220	26	6	changes	change	NOUN
cana-5220	26	7	and	and	CCONJ
cana-5220	26	8	increased	increase	VERB
cana-5220	26	9	stress	stress	NOUN
cana-5220	26	10	,	,	PUNCT
cana-5220	26	11	container	container	NOUN
cana-5220	26	12	cause	cause	NOUN
cana-5220	26	13	heart	heart	NOUN
cana-5220	26	14	disease	disease	NOUN
cana-5220	26	15	.	.	PUNCT
cana-5220	27	1	as	as	ADP
cana-5220	27	2	a	a	DET
cana-5220	27	3	result	result	NOUN
cana-5220	27	4	,	,	PUNCT
cana-5220	27	5	predicting	predict	VERB
cana-5220	27	6	heart	heart	NOUN
cana-5220	27	7	disease	disease	NOUN
cana-5220	27	8	is	be	AUX
cana-5220	27	9	an	an	DET
cana-5220	27	10	essential	essential	ADJ
cana-5220	27	11	component	component	NOUN
cana-5220	27	12	of	of	ADP
cana-5220	27	13	survival	survival	NOUN
cana-5220	27	14	.	.	PUNCT
cana-5220	28	1	parameters	parameter	NOUN
cana-5220	28	2	evaluated	evaluate	VERB
cana-5220	28	3	in	in	ADP
cana-5220	28	4	the	the	DET
cana-5220	28	5	experiment	experiment	NOUN
cana-5220	28	6	include	include	VERB
cana-5220	28	7	body	body	NOUN
cana-5220	28	8	temperature	temperature	NOUN
cana-5220	28	9	,	,	PUNCT
cana-5220	28	10	blood	blood	NOUN
cana-5220	28	11	pressure	pressure	NOUN
cana-5220	28	12	,	,	PUNCT
cana-5220	28	13	heart	heart	NOUN
cana-5220	28	14	rate	rate	NOUN
cana-5220	28	15	,	,	PUNCT
cana-5220	28	16	ecg	ecg	PROPN
cana-5220	28	17	levels	level	NOUN
cana-5220	28	18	,	,	PUNCT
cana-5220	28	19	and	and	CCONJ
cana-5220	28	20	pulse	pulse	NOUN
cana-5220	28	21	rate	rate	NOUN
cana-5220	28	22	.	.	PUNCT
cana-5220	29	1	daily	daily	ADV
cana-5220	29	2	,	,	PUNCT
cana-5220	29	3	we	we	PRON
cana-5220	29	4	produce	produce	VERB
cana-5220	29	5	substantial	substantial	ADJ
cana-5220	29	6	volumes	volume	NOUN
cana-5220	29	7	of	of	ADP
cana-5220	29	8	medical	medical	ADJ
cana-5220	29	9	data	datum	NOUN
cana-5220	29	10	,	,	PUNCT
cana-5220	29	11	making	make	VERB
cana-5220	29	12	the	the	DET
cana-5220	29	13	extraction	extraction	NOUN
cana-5220	29	14	of	of	ADP
cana-5220	29	15	significant	significant	ADJ
cana-5220	29	16	insights	insight	NOUN
cana-5220	29	17	from	from	ADP
cana-5220	29	18	this	this	DET
cana-5220	29	19	big	big	ADJ
cana-5220	29	20	data	datum	NOUN
cana-5220	29	21	a	a	DET
cana-5220	29	22	formidable	formidable	ADJ
cana-5220	29	23	challenge	challenge	NOUN
cana-5220	29	24	.	.	PUNCT
cana-5220	30	1	the	the	DET
cana-5220	30	2	heart	heart	NOUN
cana-5220	30	3	is	be	AUX
cana-5220	30	4	essential	essential	ADJ
cana-5220	30	5	to	to	ADP
cana-5220	30	6	human	human	ADJ
cana-5220	30	7	existence	existence	NOUN
cana-5220	30	8	;	;	PUNCT
cana-5220	30	9	optimal	optimal	ADJ
cana-5220	30	10	cardiac	cardiac	ADJ
cana-5220	30	11	function	function	NOUN
cana-5220	30	12	correlates	correlate	VERB
cana-5220	30	13	with	with	ADP
cana-5220	30	14	excellent	excellent	ADJ
cana-5220	30	15	health	health	NOUN
cana-5220	30	16	.	.	PUNCT
cana-5220	31	1	ii	ii	PROPN
cana-5220	31	2	.	.	PUNCT
cana-5220	32	1	literature	literature	NOUN
cana-5220	32	2	survey	survey	NOUN
cana-5220	32	3	in	in	ADP
cana-5220	32	4	[	[	X
cana-5220	32	5	1	1	NUM
cana-5220	32	6	]	]	PUNCT
cana-5220	32	7	protecting	protect	VERB
cana-5220	32	8	and	and	CCONJ
cana-5220	32	9	predicting	predict	VERB
cana-5220	32	10	diseases	disease	NOUN
cana-5220	32	11	in	in	ADP
cana-5220	32	12	large	large	ADJ
cana-5220	32	13	healthcare	healthcare	NOUN
cana-5220	32	14	datasets	dataset	NOUN
cana-5220	32	15	at	at	ADP
cana-5220	32	16	high	high	ADJ
cana-5220	32	17	dimensions	dimension	NOUN
cana-5220	32	18	using	use	VERB
cana-5220	32	19	machine	machine	NOUN
cana-5220	32	20	learning	learning	NOUN
cana-5220	32	21	.	.	PUNCT
cana-5220	33	1	the	the	DET
cana-5220	33	2	initial	initial	ADJ
cana-5220	33	3	part	part	NOUN
cana-5220	33	4	of	of	ADP
cana-5220	33	5	the	the	DET
cana-5220	33	6	system	system	NOUN
cana-5220	33	7	is	be	AUX
cana-5220	33	8	an	an	DET
cana-5220	33	9	internet	internet	NOUN
cana-5220	33	10	of	of	ADP
cana-5220	33	11	things	thing	NOUN
cana-5220	33	12	(	(	PUNCT
cana-5220	33	13	iot)-based	iot)-based	ADJ
cana-5220	33	14	environment	environment	NOUN
cana-5220	33	15	that	that	PRON
cana-5220	33	16	produces	produce	VERB
cana-5220	33	17	patient	patient	ADJ
cana-5220	33	18	body	body	NOUN
cana-5220	33	19	data	datum	NOUN
cana-5220	33	20	.	.	PUNCT
cana-5220	34	1	here	here	ADV
cana-5220	34	2	,	,	PUNCT
cana-5220	34	3	you	you	PRON
cana-5220	34	4	may	may	AUX
cana-5220	34	5	plug	plug	VERB
cana-5220	34	6	in	in	ADP
cana-5220	34	7	your	your	PRON
cana-5220	34	8	ecg	ecg	PROPN
cana-5220	34	9	monitor	monitor	NOUN
cana-5220	34	10	,	,	PUNCT
cana-5220	34	11	blood	blood	NOUN
cana-5220	34	12	pressure	pressure	NOUN
cana-5220	34	13	tracker	tracker	NOUN
cana-5220	34	14	,	,	PUNCT
cana-5220	34	15	body	body	NOUN
cana-5220	34	16	temperature	temperature	NOUN
cana-5220	34	17	monitor	monitor	NOUN
cana-5220	34	18	,	,	PUNCT
cana-5220	34	19	and	and	CCONJ
cana-5220	34	20	heart	heart	NOUN
cana-5220	34	21	rate	rate	NOUN
cana-5220	34	22	monitor	monitor	PROPN
cana-5220	34	23	,	,	PUNCT
cana-5220	34	24	among	among	ADP
cana-5220	34	25	other	other	ADJ
cana-5220	34	26	wearable	wearable	ADJ
cana-5220	34	27	gadgets	gadget	NOUN
cana-5220	34	28	.	.	PUNCT
cana-5220	35	1	once	once	ADV
cana-5220	35	2	collected	collect	VERB
cana-5220	35	3	information	information	NOUN
cana-5220	35	4	from	from	ADP
cana-5220	35	5	multiple	multiple	ADJ
cana-5220	35	6	sensors	sensor	NOUN
cana-5220	35	7	is	be	AUX
cana-5220	35	8	ready	ready	ADJ
cana-5220	35	9	,	,	PUNCT
cana-5220	35	10	it	it	PRON
cana-5220	35	11	will	will	AUX
cana-5220	35	12	be	be	AUX
cana-5220	35	13	uploaded	upload	VERB
cana-5220	35	14	to	to	ADP
cana-5220	35	15	a	a	DET
cana-5220	35	16	cloud	cloud	NOUN
cana-5220	35	17	-	-	PUNCT
cana-5220	35	18	based	base	VERB
cana-5220	35	19	repository	repository	NOUN
cana-5220	35	20	.	.	PUNCT
cana-5220	36	1	in	in	ADP
cana-5220	36	2	the	the	DET
cana-5220	36	3	second	second	ADJ
cana-5220	36	4	stage	stage	NOUN
cana-5220	36	5	,	,	PUNCT
cana-5220	36	6	we	we	PRON
cana-5220	36	7	keep	keep	VERB
cana-5220	36	8	an	an	DET
cana-5220	36	9	eye	eye	NOUN
cana-5220	36	10	on	on	ADP
cana-5220	36	11	the	the	DET
cana-5220	36	12	information	information	NOUN
cana-5220	36	13	collected	collect	VERB
cana-5220	36	14	by	by	ADP
cana-5220	36	15	several	several	ADJ
cana-5220	36	16	sensors	sensor	NOUN
cana-5220	36	17	.	.	PUNCT
cana-5220	37	1	here	here	ADV
cana-5220	37	2	,	,	PUNCT
cana-5220	37	3	an	an	DET
cana-5220	37	4	androidbased	androidbased	ADJ
cana-5220	37	5	gui	gui	NOUN
cana-5220	37	6	was	be	AUX
cana-5220	37	7	created	create	VERB
cana-5220	37	8	to	to	PART
cana-5220	37	9	continuously	continuously	ADV
cana-5220	37	10	monitor	monitor	VERB
cana-5220	37	11	data	datum	NOUN
cana-5220	37	12	.	.	PUNCT
cana-5220	38	1	where	where	SCONJ
cana-5220	38	2	computers	computer	NOUN
cana-5220	38	3	utilize	utilize	VERB
cana-5220	38	4	machine	machine	NOUN
cana-5220	38	5	learning	learn	VERB
cana-5220	38	6	techniques	technique	NOUN
cana-5220	38	7	to	to	PART
cana-5220	38	8	diagnose	diagnose	VERB
cana-5220	38	9	patients	patient	NOUN
cana-5220	38	10	.	.	PUNCT
cana-5220	39	1	with	with	ADP
cana-5220	39	2	the	the	DET
cana-5220	39	3	authentication	authentication	NOUN
cana-5220	39	4	method	method	NOUN
cana-5220	39	5	in	in	ADP
cana-5220	39	6	place	place	NOUN
cana-5220	39	7	,	,	PUNCT
cana-5220	39	8	we	we	PRON
cana-5220	39	9	can	can	AUX
cana-5220	39	10	restrict	restrict	VERB
cana-5220	39	11	access	access	NOUN
cana-5220	39	12	to	to	ADP
cana-5220	39	13	just	just	ADV
cana-5220	39	14	the	the	DET
cana-5220	39	15	people	people	NOUN
cana-5220	39	16	who	who	PRON
cana-5220	39	17	need	need	VERB
cana-5220	39	18	it	it	PRON
cana-5220	39	19	based	base	VERB
cana-5220	39	20	on	on	ADP
cana-5220	39	21	their	their	PRON
cana-5220	39	22	assigned	assign	VERB
cana-5220	39	23	roles	role	NOUN
cana-5220	39	24	,	,	PUNCT
cana-5220	39	25	and	and	CCONJ
cana-5220	39	26	the	the	DET
cana-5220	39	27	suggested	suggest	VERB
cana-5220	39	28	machine	machine	NOUN
cana-5220	39	29	learning	learn	VERB
cana-5220	39	30	algorithms	algorithm	NOUN
cana-5220	39	31	can	can	AUX
cana-5220	39	32	calculate	calculate	VERB
cana-5220	39	33	the	the	DET
cana-5220	39	34	likelihood	likelihood	NOUN
cana-5220	39	35	that	that	SCONJ
cana-5220	39	36	a	a	DET
cana-5220	39	37	certain	certain	ADJ
cana-5220	39	38	patient	patient	NOUN
cana-5220	39	39	has	have	AUX
cana-5220	39	40	a	a	DET
cana-5220	39	41	particular	particular	ADJ
cana-5220	39	42	ailment	ailment	NOUN
cana-5220	39	43	.	.	PUNCT
cana-5220	40	1	according	accord	VERB
cana-5220	40	2	to	to	ADP
cana-5220	40	3	[	[	X
cana-5220	40	4	2	2	NUM
cana-5220	40	5	]	]	X
cana-5220	40	6	cholesterol	cholesterol	NOUN
cana-5220	40	7	,	,	PUNCT
cana-5220	40	8	triglycerides	triglyceride	NOUN
cana-5220	40	9	,	,	PUNCT
cana-5220	40	10	polyunsaturated	polyunsaturate	VERB
cana-5220	40	11	fatty	fatty	NOUN
cana-5220	40	12	acids	acid	NOUN
cana-5220	40	13	,	,	PUNCT
cana-5220	40	14	monounsaturated	monounsaturate	VERB
cana-5220	40	15	fatty	fatty	NOUN
cana-5220	40	16	acids	acid	NOUN
cana-5220	40	17	,	,	PUNCT
cana-5220	40	18	high	high	ADJ
cana-5220	40	19	-	-	PUNCT
cana-5220	40	20	density	density	NOUN
cana-5220	40	21	lipoprotein	lipoprotein	ADJ
cana-5220	40	22	,	,	PUNCT
cana-5220	40	23	random	random	ADJ
cana-5220	40	24	blood	blood	NOUN
cana-5220	40	25	sugar	sugar	NOUN
cana-5220	40	26	,	,	PUNCT
cana-5220	40	27	qt	qt	NOUN
cana-5220	40	28	interval	interval	NOUN
cana-5220	40	29	,	,	PUNCT
cana-5220	40	30	pr	pr	NOUN
cana-5220	40	31	interval	interval	NOUN
cana-5220	40	32	,	,	PUNCT
cana-5220	40	33	hemoglobin	hemoglobin	NOUN
cana-5220	40	34	status	status	NOUN
cana-5220	40	35	,	,	PUNCT
cana-5220	40	36	and	and	CCONJ
cana-5220	40	37	oxygen	oxygen	NOUN
cana-5220	40	38	saturation	saturation	NOUN
cana-5220	40	39	should	should	AUX
cana-5220	40	40	all	all	PRON
cana-5220	40	41	be	be	AUX
cana-5220	40	42	measured	measure	VERB
cana-5220	40	43	using	use	VERB
cana-5220	40	44	iot	iot	ADJ
cana-5220	40	45	sensors	sensor	NOUN
cana-5220	40	46	and	and	CCONJ
cana-5220	40	47	recorded	record	VERB
cana-5220	40	48	.	.	PUNCT
cana-5220	41	1	sensors	sensor	NOUN
cana-5220	41	2	like	like	ADP
cana-5220	41	3	blood	blood	NOUN
cana-5220	41	4	pressure	pressure	NOUN
cana-5220	41	5	monitors	monitor	NOUN
cana-5220	41	6	,	,	PUNCT
cana-5220	41	7	electrocardiogram	electrocardiogram	NOUN
cana-5220	41	8	monitors	monitor	NOUN
cana-5220	41	9	,	,	PUNCT
cana-5220	41	10	and	and	CCONJ
cana-5220	41	11	pulse	pulse	NOUN
cana-5220	41	12	rate	rate	NOUN
cana-5220	41	13	monitors	monitor	NOUN
cana-5220	41	14	are	be	AUX
cana-5220	41	15	used	use	VERB
cana-5220	41	16	to	to	PART
cana-5220	41	17	collect	collect	VERB
cana-5220	41	18	data	datum	NOUN
cana-5220	41	19	from	from	ADP
cana-5220	41	20	patients	patient	NOUN
cana-5220	41	21	in	in	ADP
cana-5220	41	22	an	an	DET
cana-5220	41	23	internet	internet	NOUN
cana-5220	41	24	of	of	ADP
cana-5220	41	25	things	thing	NOUN
cana-5220	41	26	setting	set	VERB
cana-5220	41	27	.	.	PUNCT
cana-5220	42	1	in	in	ADP
cana-5220	42	2	addition	addition	NOUN
cana-5220	42	3	,	,	PUNCT
cana-5220	42	4	the	the	DET
cana-5220	42	5	researcher	researcher	NOUN
cana-5220	42	6	adopted	adopt	VERB
cana-5220	42	7	a	a	DET
cana-5220	42	8	novel	novel	ADJ
cana-5220	42	9	method	method	NOUN
cana-5220	42	10	of	of	ADP
cana-5220	42	11	monitoring	monitor	VERB
cana-5220	42	12	heart	heart	NOUN
cana-5220	42	13	rate	rate	NOUN
cana-5220	42	14	and	and	CCONJ
cana-5220	42	15	glucose	glucose	NOUN
cana-5220	42	16	level	level	NOUN
cana-5220	42	17	or	or	CCONJ
cana-5220	42	18	random	random	ADJ
cana-5220	42	19	sugar	sugar	NOUN
cana-5220	42	20	level	level	NOUN
cana-5220	42	21	using	use	VERB
cana-5220	42	22	a	a	DET
cana-5220	42	23	light	light	ADJ
cana-5220	42	24	diode	diode	NOUN
cana-5220	42	25	sensor	sensor	NOUN
cana-5220	42	26	due	due	ADP
cana-5220	42	27	to	to	ADP
cana-5220	42	28	its	its	PRON
cana-5220	42	29	many	many	ADJ
cana-5220	42	30	benefits	benefit	NOUN
cana-5220	42	31	.	.	PUNCT
cana-5220	43	1	it	it	PRON
cana-5220	43	2	's	be	AUX
cana-5220	43	3	assisting	assist	VERB
cana-5220	43	4	doctors	doctor	NOUN
cana-5220	43	5	in	in	ADP
cana-5220	43	6	detecting	detect	VERB
cana-5220	43	7	heart	heart	NOUN
cana-5220	43	8	problems	problem	NOUN
cana-5220	43	9	early	early	ADV
cana-5220	43	10	,	,	PUNCT
cana-5220	43	11	which	which	PRON
cana-5220	43	12	might	might	AUX
cana-5220	43	13	save	save	VERB
cana-5220	43	14	the	the	DET
cana-5220	43	15	lives	life	NOUN
cana-5220	43	16	of	of	ADP
cana-5220	43	17	tens	ten	NOUN
cana-5220	43	18	of	of	ADP
cana-5220	43	19	thousands	thousand	NOUN
cana-5220	43	20	of	of	ADP
cana-5220	43	21	individuals	individual	NOUN
cana-5220	43	22	each	each	DET
cana-5220	43	23	year	year	NOUN
cana-5220	43	24	.	.	PUNCT
cana-5220	44	1	in	in	ADP
cana-5220	44	2	[	[	X
cana-5220	44	3	3	3	X
cana-5220	44	4	]	]	X
cana-5220	44	5	an	an	DET
cana-5220	44	6	iot	iot	NOUN
cana-5220	44	7	environment	environment	NOUN
cana-5220	44	8	built	build	VERB
cana-5220	44	9	with	with	ADP
cana-5220	44	10	machine	machine	NOUN
cana-5220	44	11	learning	learn	VERB
cana-5220	44	12	techniques	technique	NOUN
cana-5220	44	13	can	can	AUX
cana-5220	44	14	be	be	AUX
cana-5220	44	15	used	use	VERB
cana-5220	44	16	to	to	PART
cana-5220	44	17	get	get	VERB
cana-5220	44	18	data	datum	NOUN
cana-5220	44	19	from	from	ADP
cana-5220	44	20	a	a	DET
cana-5220	44	21	real	real	ADJ
cana-5220	44	22	-	-	PUNCT
cana-5220	44	23	time	time	NOUN
cana-5220	44	24	body	body	NOUN
cana-5220	44	25	sensor	sensor	NOUN
cana-5220	44	26	network	network	NOUN
cana-5220	44	27	and	and	CCONJ
cana-5220	44	28	store	store	VERB
cana-5220	44	29	it	it	PRON
cana-5220	44	30	on	on	ADP
cana-5220	44	31	a	a	DET
cana-5220	44	32	cloud	cloud	ADJ
cana-5220	44	33	server	server	NOUN
cana-5220	44	34	.	.	PUNCT
cana-5220	45	1	the	the	DET
cana-5220	45	2	bsn	bsn	PROPN
cana-5220	45	3	has	have	VERB
cana-5220	45	4	an	an	DET
cana-5220	45	5	intermediate	intermediate	ADJ
cana-5220	45	6	sensing	sense	VERB
cana-5220	45	7	system	system	NOUN
cana-5220	45	8	for	for	ADP
cana-5220	45	9	cardiac	cardiac	ADJ
cana-5220	45	10	risk	risk	NOUN
cana-5220	45	11	assessment	assessment	NOUN
cana-5220	45	12	.	.	PUNCT
cana-5220	46	1	the	the	DET
cana-5220	46	2	audit	audit	NOUN
cana-5220	46	3	data	datum	NOUN
cana-5220	46	4	utilized	utilize	VERB
cana-5220	46	5	synthetic	synthetic	ADJ
cana-5220	46	6	information	information	NOUN
cana-5220	46	7	for	for	ADP
cana-5220	46	8	assessing	assess	VERB
cana-5220	46	9	the	the	DET
cana-5220	46	10	risk	risk	NOUN
cana-5220	46	11	of	of	ADP
cana-5220	46	12	cardiovascular	cardiovascular	ADJ
cana-5220	46	13	disease	disease	NOUN
cana-5220	46	14	.	.	PUNCT
cana-5220	47	1	this	this	DET
cana-5220	47	2	study	study	NOUN
cana-5220	47	3	has	have	AUX
cana-5220	47	4	demonstrated	demonstrate	VERB
cana-5220	47	5	several	several	ADJ
cana-5220	47	6	machine	machine	NOUN
cana-5220	47	7	learning	learning	NOUN
cana-5220	47	8	and	and	CCONJ
cana-5220	47	9	deep	deep	ADJ
cana-5220	47	10	learning	learning	NOUN
cana-5220	47	11	techniques	technique	NOUN
cana-5220	47	12	for	for	ADP
cana-5220	47	13	highly	highly	ADV
cana-5220	47	14	accurate	accurate	ADJ
cana-5220	47	15	disease	disease	NOUN
cana-5220	47	16	prediction	prediction	NOUN
cana-5220	47	17	monitoring	monitoring	NOUN
cana-5220	47	18	.	.	PUNCT
cana-5220	48	1	in	in	ADP
cana-5220	48	2	[	[	X
cana-5220	48	3	4	4	NUM
cana-5220	48	4	]	]	PUNCT
cana-5220	48	5	,	,	PUNCT
cana-5220	48	6	the	the	DET
cana-5220	48	7	researchers	researcher	NOUN
cana-5220	48	8	used	use	VERB
cana-5220	48	9	the	the	DET
cana-5220	48	10	rapidminer	rapidminer	NOUN
cana-5220	48	11	tool	tool	NOUN
cana-5220	48	12	and	and	CCONJ
cana-5220	48	13	other	other	ADJ
cana-5220	48	14	ml	ml	NOUN
cana-5220	48	15	algorithms	algorithm	NOUN
cana-5220	48	16	to	to	PART
cana-5220	48	17	increase	increase	VERB
cana-5220	48	18	the	the	DET
cana-5220	48	19	previous	previous	ADJ
cana-5220	48	20	accuracy	accuracy	NOUN
cana-5220	48	21	score	score	NOUN
cana-5220	48	22	and	and	CCONJ
cana-5220	48	23	predict	predict	VERB
cana-5220	48	24	heart	heart	NOUN
cana-5220	48	25	disease	disease	NOUN
cana-5220	48	26	.	.	PUNCT
cana-5220	49	1	they	they	PRON
cana-5220	49	2	analysed	analyse	VERB
cana-5220	49	3	the	the	DET
cana-5220	49	4	heart	heart	NOUN
cana-5220	49	5	disease	disease	NOUN
cana-5220	49	6	database	database	NOUN
cana-5220	49	7	from	from	ADP
cana-5220	49	8	the	the	DET
cana-5220	49	9	university	university	PROPN
cana-5220	49	10	of	of	ADP
cana-5220	49	11	california	california	PROPN
cana-5220	49	12	,	,	PUNCT
cana-5220	49	13	irvine	irvine	PROPN
cana-5220	49	14	.	.	PUNCT
cana-5220	50	1	the	the	DET
cana-5220	50	2	proposed	propose	VERB
cana-5220	50	3	method	method	NOUN
cana-5220	50	4	improved	improve	VERB
cana-5220	50	5	the	the	DET
cana-5220	50	6	previously	previously	ADV
cana-5220	50	7	achieved	achieve	VERB
cana-5220	50	8	accuracy	accuracy	NOUN
cana-5220	50	9	score	score	NOUN
cana-5220	50	10	.	.	PUNCT
cana-5220	51	1	in	in	ADP
cana-5220	51	2	[	[	X
cana-5220	51	3	5	5	NUM
cana-5220	51	4	]	]	PUNCT
cana-5220	51	5	,	,	PUNCT
cana-5220	51	6	they	they	PRON
cana-5220	51	7	present	present	VERB
cana-5220	51	8	the	the	DET
cana-5220	51	9	physical	physical	ADJ
cana-5220	51	10	equation	equation	NOUN
cana-5220	51	11	modelling	model	VERB
cana-5220	51	12	methodology	methodology	NOUN
cana-5220	51	13	that	that	PRON
cana-5220	51	14	uses	use	VERB
cana-5220	51	15	the	the	DET
cana-5220	51	16	partial	partial	ADJ
cana-5220	51	17	least	least	ADJ
cana-5220	51	18	squares	square	NOUN
cana-5220	51	19	technique	technique	NOUN
cana-5220	51	20	for	for	ADP
cana-5220	51	21	data	datum	NOUN
cana-5220	51	22	analysis	analysis	NOUN
cana-5220	51	23	.	.	PUNCT
cana-5220	52	1	the	the	DET
cana-5220	52	2	researchers	researcher	NOUN
cana-5220	52	3	observed	observe	VERB
cana-5220	52	4	a	a	DET
cana-5220	52	5	correlation	correlation	NOUN
cana-5220	52	6	between	between	ADP
cana-5220	52	7	coronary	coronary	ADJ
cana-5220	52	8	heart	heart	NOUN
cana-5220	52	9	disease	disease	NOUN
cana-5220	52	10	and	and	CCONJ
cana-5220	52	11	hypertension	hypertension	NOUN
cana-5220	52	12	and	and	CCONJ
cana-5220	52	13	all	all	DET
cana-5220	52	14	factors	factor	NOUN
cana-5220	52	15	except	except	SCONJ
cana-5220	52	16	bmi	bmi	NOUN
cana-5220	52	17	.	.	PUNCT
cana-5220	53	1	these	these	DET
cana-5220	53	2	results	result	NOUN
cana-5220	53	3	assisted	assist	VERB
cana-5220	53	4	scholars	scholar	NOUN
cana-5220	53	5	and	and	CCONJ
cana-5220	53	6	medicinal	medicinal	ADJ
cana-5220	53	7	professionals	professional	NOUN
cana-5220	53	8	in	in	ADP
cana-5220	53	9	machine	machine	NOUN
cana-5220	53	10	learning	learning	NOUN
cana-5220	53	11	who	who	PRON
cana-5220	53	12	are	be	AUX
cana-5220	53	13	endeavouring	endeavour	VERB
cana-5220	53	14	to	to	PART
cana-5220	53	15	identify	identify	VERB
cana-5220	53	16	relationships	relationship	NOUN
cana-5220	53	17	among	among	ADP
cana-5220	53	18	these	these	DET
cana-5220	53	19	parameters	parameter	NOUN
cana-5220	53	20	.	.	PUNCT
cana-5220	54	1	communications	communication	NOUN
cana-5220	54	2	on	on	ADP
cana-5220	54	3	applied	apply	VERB
cana-5220	54	4	nonlinear	nonlinear	ADJ
cana-5220	54	5	analysis	analysis	NOUN
cana-5220	54	6	issn	issn	NOUN
cana-5220	54	7	:	:	PUNCT
cana-5220	54	8	1074	1074	NUM
cana-5220	54	9	-	-	PUNCT
cana-5220	54	10	133x	133x	NUM
cana-5220	54	11	vol	vol	VERB
cana-5220	54	12	32	32	NUM
cana-5220	54	13	no	no	NOUN
cana-5220	54	14	.	.	PUNCT
cana-5220	55	1	10s	10	NOUN
cana-5220	55	2	(	(	PUNCT
cana-5220	55	3	2025	2025	NUM
cana-5220	55	4	)	)	PUNCT
cana-5220	55	5	1207	1207	NUM
cana-5220	55	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5220	55	7	according	accord	VERB
cana-5220	55	8	to	to	ADP
cana-5220	55	9	[	[	X
cana-5220	55	10	6	6	NUM
cana-5220	55	11	]	]	PUNCT
cana-5220	55	12	,	,	PUNCT
cana-5220	55	13	they	they	PRON
cana-5220	55	14	used	use	VERB
cana-5220	55	15	deep	deep	ADJ
cana-5220	55	16	learning	learning	NOUN
cana-5220	55	17	to	to	PART
cana-5220	55	18	create	create	VERB
cana-5220	55	19	an	an	DET
cana-5220	55	20	automated	automate	VERB
cana-5220	55	21	method	method	NOUN
cana-5220	55	22	for	for	ADP
cana-5220	55	23	predicting	predict	VERB
cana-5220	55	24	heart	heart	NOUN
cana-5220	55	25	attacks	attack	NOUN
cana-5220	55	26	.	.	PUNCT
cana-5220	56	1	they	they	PRON
cana-5220	56	2	assessed	assess	VERB
cana-5220	56	3	the	the	DET
cana-5220	56	4	accuracy	accuracy	NOUN
cana-5220	56	5	of	of	ADP
cana-5220	56	6	machine	machine	NOUN
cana-5220	56	7	learning	learning	NOUN
cana-5220	56	8	systems	system	NOUN
cana-5220	56	9	using	use	VERB
cana-5220	56	10	various	various	ADJ
cana-5220	56	11	datasets	dataset	NOUN
cana-5220	56	12	.	.	PUNCT
cana-5220	57	1	the	the	DET
cana-5220	57	2	suggested	suggest	VERB
cana-5220	57	3	method	method	NOUN
cana-5220	57	4	used	use	VERB
cana-5220	57	5	an	an	DET
cana-5220	57	6	automated	automate	VERB
cana-5220	57	7	data	data	NOUN
cana-5220	57	8	preparation	preparation	NOUN
cana-5220	57	9	approach	approach	NOUN
cana-5220	57	10	in	in	ADP
cana-5220	57	11	the	the	DET
cana-5220	57	12	direction	direction	NOUN
cana-5220	57	13	of	of	ADP
cana-5220	57	14	eradicating	eradicate	VERB
cana-5220	57	15	anomalies	anomaly	NOUN
cana-5220	57	16	from	from	ADP
cana-5220	57	17	the	the	DET
cana-5220	57	18	system	system	NOUN
cana-5220	57	19	.	.	PUNCT
cana-5220	58	1	as	as	SCONJ
cana-5220	58	2	noted	note	VERB
cana-5220	58	3	in	in	ADP
cana-5220	58	4	[	[	X
cana-5220	58	5	7	7	NUM
cana-5220	58	6	]	]	PUNCT
cana-5220	58	7	,	,	PUNCT
cana-5220	58	8	we	we	PRON
cana-5220	58	9	developed	develop	VERB
cana-5220	58	10	the	the	DET
cana-5220	58	11	talos	talos	PROPN
cana-5220	58	12	hyperparameter	hyperparameter	PROPN
cana-5220	58	13	optimization	optimization	NOUN
cana-5220	58	14	framework	framework	NOUN
cana-5220	58	15	for	for	ADP
cana-5220	58	16	predicting	predict	VERB
cana-5220	58	17	cardiac	cardiac	ADJ
cana-5220	58	18	&	&	CCONJ
cana-5220	58	19	heart	heart	NOUN
cana-5220	58	20	diseases	disease	NOUN
cana-5220	58	21	.	.	PUNCT
cana-5220	59	1	cardiovascular	cardiovascular	ADJ
cana-5220	59	2	disease	disease	NOUN
cana-5220	59	3	is	be	AUX
cana-5220	59	4	a	a	DET
cana-5220	59	5	significant	significant	ADJ
cana-5220	59	6	domain	domain	NOUN
cana-5220	59	7	in	in	ADP
cana-5220	59	8	which	which	PRON
cana-5220	59	9	deep	deep	ADJ
cana-5220	59	10	neural	neural	ADJ
cana-5220	59	11	networks	network	NOUN
cana-5220	59	12	may	may	AUX
cana-5220	59	13	enhance	enhance	VERB
cana-5220	59	14	the	the	DET
cana-5220	59	15	consistency	consistency	NOUN
cana-5220	59	16	of	of	ADP
cana-5220	59	17	heart	heart	NOUN
cana-5220	59	18	classification	classification	NOUN
cana-5220	59	19	.	.	PUNCT
cana-5220	60	1	a	a	DET
cana-5220	60	2	group	group	NOUN
cana-5220	60	3	-	-	PUNCT
cana-5220	60	4	learning	learn	VERB
cana-5220	60	5	architecture	architecture	NOUN
cana-5220	60	6	using	use	VERB
cana-5220	60	7	one	one	NUM
cana-5220	60	8	-	-	PUNCT
cana-5220	60	9	way	way	NOUN
cana-5220	60	10	and	and	CCONJ
cana-5220	60	11	two	two	NUM
cana-5220	60	12	-	-	PUNCT
cana-5220	60	13	way	way	NOUN
cana-5220	60	14	bilstm	bilstm	NOUN
cana-5220	60	15	or	or	CCONJ
cana-5220	60	16	bigru	bigru	NOUN
cana-5220	60	17	models	model	NOUN
cana-5220	60	18	in	in	ADP
cana-5220	60	19	conjunction	conjunction	NOUN
cana-5220	60	20	with	with	ADP
cana-5220	60	21	a	a	DET
cana-5220	60	22	cnn	cnn	PROPN
cana-5220	60	23	was	be	AUX
cana-5220	60	24	proposed	propose	VERB
cana-5220	60	25	in	in	ADP
cana-5220	60	26	[	[	X
cana-5220	60	27	8	8	NUM
cana-5220	60	28	]	]	PUNCT
cana-5220	60	29	.	.	PUNCT
cana-5220	61	1	it	it	PRON
cana-5220	61	2	accurately	accurately	ADV
cana-5220	61	3	diagnosed	diagnose	VERB
cana-5220	61	4	91	91	NUM
cana-5220	61	5	%	%	NOUN
cana-5220	61	6	of	of	ADP
cana-5220	61	7	various	various	ADJ
cana-5220	61	8	forms	form	NOUN
cana-5220	61	9	of	of	ADP
cana-5220	61	10	cardiac	cardiac	ADJ
cana-5220	61	11	disease	disease	NOUN
cana-5220	61	12	.	.	PUNCT
cana-5220	62	1	in	in	ADP
cana-5220	62	2	[	[	X
cana-5220	62	3	9	9	NUM
cana-5220	62	4	]	]	PUNCT
cana-5220	62	5	,	,	PUNCT
cana-5220	62	6	researchers	researcher	NOUN
cana-5220	62	7	used	use	VERB
cana-5220	62	8	a	a	DET
cana-5220	62	9	learning	learn	VERB
cana-5220	62	10	algorithm	algorithm	NOUN
cana-5220	62	11	to	to	PART
cana-5220	62	12	improve	improve	VERB
cana-5220	62	13	their	their	PRON
cana-5220	62	14	outcome	outcome	NOUN
cana-5220	62	15	goals	goal	NOUN
cana-5220	62	16	by	by	ADP
cana-5220	62	17	using	use	VERB
cana-5220	62	18	deep	deep	ADJ
cana-5220	62	19	neural	neural	ADJ
cana-5220	62	20	networks	network	NOUN
cana-5220	62	21	(	(	PUNCT
cana-5220	62	22	rnns	rnns	PROPN
cana-5220	62	23	)	)	PUNCT
cana-5220	62	24	,	,	PUNCT
cana-5220	62	25	specifically	specifically	ADV
cana-5220	62	26	pprnn	pprnn	VERB
cana-5220	62	27	,	,	PUNCT
cana-5220	62	28	to	to	PART
cana-5220	62	29	look	look	VERB
cana-5220	62	30	at	at	ADP
cana-5220	62	31	patient	patient	ADJ
cana-5220	62	32	diagnostic	diagnostic	ADJ
cana-5220	62	33	narratives	narrative	NOUN
cana-5220	62	34	.	.	PUNCT
cana-5220	63	1	the	the	DET
cana-5220	63	2	suggested	suggest	VERB
cana-5220	63	3	pprnn	pprnn	NOUN
cana-5220	63	4	uses	use	VERB
cana-5220	63	5	several	several	ADJ
cana-5220	63	6	rnns	rnn	NOUN
cana-5220	63	7	to	to	PART
cana-5220	63	8	look	look	VERB
cana-5220	63	9	at	at	ADP
cana-5220	63	10	different	different	ADJ
cana-5220	63	11	sets	set	NOUN
cana-5220	63	12	of	of	ADP
cana-5220	63	13	diagnostic	diagnostic	ADJ
cana-5220	63	14	data	datum	NOUN
cana-5220	63	15	for	for	ADP
cana-5220	63	16	patients	patient	NOUN
cana-5220	63	17	in	in	ADP
cana-5220	63	18	order	order	NOUN
cana-5220	63	19	to	to	PART
cana-5220	63	20	predict	predict	VERB
cana-5220	63	21	the	the	DET
cana-5220	63	22	onset	onset	NOUN
cana-5220	63	23	of	of	ADP
cana-5220	63	24	diseases	disease	NOUN
cana-5220	63	25	with	with	ADP
cana-5220	63	26	a	a	DET
cana-5220	63	27	high	high	ADJ
cana-5220	63	28	risk	risk	NOUN
cana-5220	63	29	.	.	PUNCT
cana-5220	64	1	the	the	DET
cana-5220	64	2	proposed	propose	VERB
cana-5220	64	3	technique	technique	NOUN
cana-5220	64	4	enhanced	enhance	VERB
cana-5220	64	5	precision	precision	NOUN
cana-5220	64	6	.	.	PUNCT
cana-5220	65	1	according	accord	VERB
cana-5220	65	2	to	to	ADP
cana-5220	65	3	[	[	X
cana-5220	65	4	10	10	NUM
cana-5220	65	5	]	]	X
cana-5220	65	6	a	a	DET
cana-5220	65	7	cutting	cut	VERB
cana-5220	65	8	-	-	PUNCT
cana-5220	65	9	edge	edge	NOUN
cana-5220	65	10	iot	iot	NOUN
cana-5220	65	11	and	and	CCONJ
cana-5220	65	12	cloud	cloud	NOUN
cana-5220	65	13	-	-	PUNCT
cana-5220	65	14	based	base	VERB
cana-5220	65	15	medical	medical	ADJ
cana-5220	65	16	application	application	NOUN
cana-5220	65	17	seeks	seek	VERB
cana-5220	65	18	to	to	PART
cana-5220	65	19	track	track	VERB
cana-5220	65	20	and	and	CCONJ
cana-5220	65	21	identify	identify	VERB
cana-5220	65	22	serious	serious	ADJ
cana-5220	65	23	diseases	disease	NOUN
cana-5220	65	24	.	.	PUNCT
cana-5220	66	1	data	datum	NOUN
cana-5220	66	2	from	from	ADP
cana-5220	66	3	the	the	DET
cana-5220	66	4	validation	validation	NOUN
cana-5220	66	5	set	set	NOUN
cana-5220	66	6	is	be	AUX
cana-5220	66	7	used	use	VERB
cana-5220	66	8	to	to	PART
cana-5220	66	9	train	train	VERB
cana-5220	66	10	the	the	DET
cana-5220	66	11	svm	svm	ADJ
cana-5220	66	12	classifier	classifier	NOUN
cana-5220	66	13	during	during	ADP
cana-5220	66	14	the	the	DET
cana-5220	66	15	training	training	NOUN
cana-5220	66	16	phase	phase	NOUN
cana-5220	66	17	.	.	PUNCT
cana-5220	67	1	we	we	PRON
cana-5220	67	2	used	use	VERB
cana-5220	67	3	actual	actual	ADJ
cana-5220	67	4	patient	patient	ADJ
cana-5220	67	5	information	information	NOUN
cana-5220	67	6	during	during	ADP
cana-5220	67	7	system	system	NOUN
cana-5220	67	8	testing	testing	NOUN
cana-5220	67	9	to	to	PART
cana-5220	67	10	identify	identify	VERB
cana-5220	67	11	illnesses	illness	NOUN
cana-5220	67	12	and	and	CCONJ
cana-5220	67	13	the	the	DET
cana-5220	67	14	presence	presence	NOUN
cana-5220	67	15	of	of	ADP
cana-5220	67	16	diseases	disease	NOUN
cana-5220	67	17	.	.	PUNCT
cana-5220	68	1	iii	iii	X
cana-5220	68	2	.	.	PROPN
cana-5220	68	3	proposed	propose	VERB
cana-5220	68	4	system	system	NOUN
cana-5220	68	5	this	this	DET
cana-5220	68	6	project	project	NOUN
cana-5220	68	7	involves	involve	VERB
cana-5220	68	8	designing	design	VERB
cana-5220	68	9	a	a	DET
cana-5220	68	10	system	system	NOUN
cana-5220	68	11	beneficial	beneficial	ADJ
cana-5220	68	12	for	for	ADP
cana-5220	68	13	both	both	DET
cana-5220	68	14	healthcare	healthcare	NOUN
cana-5220	68	15	centers	center	NOUN
cana-5220	68	16	and	and	CCONJ
cana-5220	68	17	hospitals	hospital	NOUN
cana-5220	68	18	.	.	PUNCT
cana-5220	69	1	we	we	PRON
cana-5220	69	2	should	should	AUX
cana-5220	69	3	use	use	VERB
cana-5220	69	4	the	the	DET
cana-5220	69	5	dataset	dataset	NOUN
cana-5220	69	6	,	,	PUNCT
cana-5220	69	7	which	which	PRON
cana-5220	69	8	includes	include	VERB
cana-5220	69	9	temperature	temperature	NOUN
cana-5220	69	10	,	,	PUNCT
cana-5220	69	11	blood	blood	NOUN
cana-5220	69	12	pressure	pressure	NOUN
cana-5220	69	13	,	,	PUNCT
cana-5220	69	14	and	and	CCONJ
cana-5220	69	15	pulse	pulse	NOUN
cana-5220	69	16	rate	rate	NOUN
cana-5220	69	17	sensors	sensor	NOUN
cana-5220	69	18	,	,	PUNCT
cana-5220	69	19	to	to	PART
cana-5220	69	20	ascertain	ascertain	VERB
cana-5220	69	21	patient	patient	ADJ
cana-5220	69	22	physiological	physiological	ADJ
cana-5220	69	23	characteristics	characteristic	NOUN
cana-5220	69	24	.	.	PUNCT
cana-5220	70	1	we	we	PRON
cana-5220	70	2	will	will	AUX
cana-5220	70	3	use	use	VERB
cana-5220	70	4	a	a	DET
cana-5220	70	5	range	range	NOUN
cana-5220	70	6	of	of	ADP
cana-5220	70	7	effective	effective	ADJ
cana-5220	70	8	hybrid	hybrid	ADJ
cana-5220	70	9	machine	machine	NOUN
cana-5220	70	10	learning	learning	NOUN
cana-5220	70	11	methodologies	methodology	NOUN
cana-5220	70	12	to	to	PART
cana-5220	70	13	develop	develop	VERB
cana-5220	70	14	the	the	DET
cana-5220	70	15	graphical	graphical	ADJ
cana-5220	70	16	user	user	NOUN
cana-5220	70	17	interface	interface	NOUN
cana-5220	70	18	.	.	PUNCT
cana-5220	71	1	we	we	PRON
cana-5220	71	2	have	have	AUX
cana-5220	71	3	categorized	categorize	VERB
cana-5220	71	4	the	the	DET
cana-5220	71	5	proposed	propose	VERB
cana-5220	71	6	system	system	NOUN
cana-5220	71	7	into	into	ADP
cana-5220	71	8	two	two	NUM
cana-5220	71	9	separate	separate	ADJ
cana-5220	71	10	phases	phase	NOUN
cana-5220	71	11	:	:	PUNCT
cana-5220	71	12	training	training	NOUN
cana-5220	71	13	and	and	CCONJ
cana-5220	71	14	testing	testing	NOUN
cana-5220	71	15	.	.	PUNCT
cana-5220	72	1	this	this	DET
cana-5220	72	2	study	study	NOUN
cana-5220	72	3	presents	present	VERB
cana-5220	72	4	an	an	DET
cana-5220	72	5	efficient	efficient	ADJ
cana-5220	72	6	illness	illness	NOUN
cana-5220	72	7	prediction	prediction	NOUN
cana-5220	72	8	model	model	NOUN
cana-5220	72	9	using	use	VERB
cana-5220	72	10	deep	deep	ADJ
cana-5220	72	11	learning	learning	NOUN
cana-5220	72	12	methodologies	methodology	NOUN
cana-5220	72	13	.	.	PUNCT
cana-5220	73	1	the	the	DET
cana-5220	73	2	dataset	dataset	NOUN
cana-5220	73	3	is	be	AUX
cana-5220	73	4	crucial	crucial	ADJ
cana-5220	73	5	for	for	ADP
cana-5220	73	6	achieving	achieve	VERB
cana-5220	73	7	classification	classification	NOUN
cana-5220	73	8	accuracy	accuracy	NOUN
cana-5220	73	9	throughout	throughout	ADP
cana-5220	73	10	the	the	DET
cana-5220	73	11	whole	whole	ADJ
cana-5220	73	12	process	process	NOUN
cana-5220	73	13	.	.	PUNCT
cana-5220	74	1	figure	figure	NOUN
cana-5220	74	2	1	1	NUM
cana-5220	74	3	:	:	PUNCT
cana-5220	74	4	proposed	propose	VERB
cana-5220	74	5	system	system	NOUN
cana-5220	74	6	design	design	NOUN
cana-5220	74	7	communications	communication	NOUN
cana-5220	74	8	on	on	ADP
cana-5220	74	9	applied	apply	VERB
cana-5220	74	10	nonlinear	nonlinear	ADJ
cana-5220	74	11	analysis	analysis	NOUN
cana-5220	74	12	issn	issn	NOUN
cana-5220	74	13	:	:	PUNCT
cana-5220	74	14	1074	1074	NUM
cana-5220	74	15	-	-	PUNCT
cana-5220	74	16	133x	133x	NUM
cana-5220	74	17	vol	vol	VERB
cana-5220	74	18	32	32	NUM
cana-5220	74	19	no	no	NOUN
cana-5220	74	20	.	.	PUNCT
cana-5220	75	1	10s	10	NOUN
cana-5220	75	2	(	(	PUNCT
cana-5220	75	3	2025	2025	NUM
cana-5220	75	4	)	)	PUNCT
cana-5220	75	5	1208	1208	NUM
cana-5220	75	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5220	75	7	implement	implement	NOUN
cana-5220	75	8	module	module	NOUN
cana-5220	75	9	1	1	NUM
cana-5220	75	10	)	)	PUNCT
cana-5220	75	11	training	training	NOUN
cana-5220	75	12	:	:	PUNCT
cana-5220	75	13	➢	➢	NOUN
cana-5220	75	14	gather	gather	VERB
cana-5220	75	15	dataset	dataset	NOUN
cana-5220	75	16	➢	➢	NOUN
cana-5220	75	17	utilize	utilize	VERB
cana-5220	75	18	data	datum	NOUN
cana-5220	75	19	mining	mining	NOUN
cana-5220	75	20	techniques	technique	NOUN
cana-5220	75	21	.	.	PUNCT
cana-5220	76	1	➢	➢	VERB
cana-5220	76	2	the	the	DET
cana-5220	76	3	database	database	NOUN
cana-5220	76	4	stores	store	NOUN
cana-5220	76	5	data	datum	NOUN
cana-5220	76	6	,	,	PUNCT
cana-5220	76	7	also	also	ADV
cana-5220	76	8	known	know	VERB
cana-5220	76	9	as	as	ADP
cana-5220	76	10	background	background	NOUN
cana-5220	76	11	knowledge	knowledge	NOUN
cana-5220	76	12	,	,	PUNCT
cana-5220	76	13	and	and	CCONJ
cana-5220	76	14	uses	use	VERB
cana-5220	76	15	it	it	PRON
cana-5220	76	16	throughout	throughout	ADP
cana-5220	76	17	the	the	DET
cana-5220	76	18	test	test	NOUN
cana-5220	76	19	.	.	PUNCT
cana-5220	77	1	2	2	X
cana-5220	77	2	)	)	PUNCT
cana-5220	77	3	testing	testing	NOUN
cana-5220	77	4	:	:	PUNCT
cana-5220	77	5	➢	➢	VERB
cana-5220	77	6	the	the	DET
cana-5220	77	7	system	system	NOUN
cana-5220	77	8	works	work	VERB
cana-5220	77	9	with	with	ADP
cana-5220	77	10	synthetic	synthetic	ADJ
cana-5220	77	11	&	&	CCONJ
cana-5220	77	12	real	real	ADJ
cana-5220	77	13	-	-	PUNCT
cana-5220	77	14	time	time	NOUN
cana-5220	77	15	patient	patient	NOUN
cana-5220	77	16	dataset	dataset	NOUN
cana-5220	77	17	obtained	obtain	VERB
cana-5220	77	18	from	from	ADP
cana-5220	77	19	the	the	DET
cana-5220	77	20	internet	internet	NOUN
cana-5220	77	21	by	by	ADP
cana-5220	77	22	predicting	predict	VERB
cana-5220	77	23	disease	disease	NOUN
cana-5220	77	24	probabilities	probability	NOUN
cana-5220	77	25	based	base	VERB
cana-5220	77	26	on	on	ADP
cana-5220	77	27	trained	train	VERB
cana-5220	77	28	models	model	NOUN
cana-5220	77	29	.	.	PUNCT
cana-5220	78	1	➢	➢	VERB
cana-5220	78	2	a	a	DET
cana-5220	78	3	centralized	centralized	ADJ
cana-5220	78	4	database	database	NOUN
cana-5220	78	5	stores	store	NOUN
cana-5220	78	6	all	all	PRON
cana-5220	78	7	aggregated	aggregate	VERB
cana-5220	78	8	data	datum	NOUN
cana-5220	78	9	using	use	VERB
cana-5220	78	10	a	a	DET
cana-5220	78	11	link	link	NOUN
cana-5220	78	12	-	-	PUNCT
cana-5220	78	13	oriented	orient	VERB
cana-5220	78	14	design	design	NOUN
cana-5220	78	15	.	.	PUNCT
cana-5220	79	1	➢	➢	VERB
cana-5220	79	2	completely	completely	ADV
cana-5220	79	3	testing	testing	NOUN
cana-5220	79	4	and	and	CCONJ
cana-5220	79	5	training	training	NOUN
cana-5220	79	6	dataset	dataset	NOUN
cana-5220	79	7	are	be	AUX
cana-5220	79	8	read	read	VERB
cana-5220	79	9	concurrently	concurrently	ADV
cana-5220	79	10	throughout	throughout	ADP
cana-5220	79	11	the	the	DET
cana-5220	79	12	testing	testing	NOUN
cana-5220	79	13	phase	phase	NOUN
cana-5220	79	14	.	.	PUNCT
cana-5220	80	1	➢	➢	PROPN
cana-5220	80	2	implement	implement	VERB
cana-5220	80	3	machine	machine	NOUN
cana-5220	80	4	classification	classification	NOUN
cana-5220	80	5	&	&	CCONJ
cana-5220	80	6	future	future	ADJ
cana-5220	80	7	implementation	implementation	NOUN
cana-5220	80	8	of	of	ADP
cana-5220	80	9	decision	decision	NOUN
cana-5220	80	10	-	-	PUNCT
cana-5220	80	11	making	make	VERB
cana-5220	80	12	processes	process	NOUN
cana-5220	80	13	.	.	PUNCT
cana-5220	81	1	➢	➢	PROPN
cana-5220	81	2	ultimately	ultimately	ADV
cana-5220	81	3	,	,	PUNCT
cana-5220	81	4	assess	assess	VERB
cana-5220	81	5	the	the	DET
cana-5220	81	6	learning	learning	NOUN
cana-5220	81	7	's	's	PART
cana-5220	81	8	alignment	alignment	NOUN
cana-5220	81	9	with	with	ADP
cana-5220	81	10	the	the	DET
cana-5220	81	11	system	system	NOUN
cana-5220	81	12	's	's	PART
cana-5220	81	13	standard	standard	ADJ
cana-5220	81	14	&	&	CCONJ
cana-5220	81	15	essential	essential	ADJ
cana-5220	81	16	parameters	parameter	NOUN
cana-5220	81	17	.	.	PUNCT
cana-5220	82	1	result	result	NOUN
cana-5220	82	2	and	and	CCONJ
cana-5220	82	3	analysis	analysis	NOUN
cana-5220	82	4	integrating	integrate	VERB
cana-5220	82	5	quantitative	quantitative	ADJ
cana-5220	82	6	assessments	assessment	NOUN
cana-5220	82	7	with	with	ADP
cana-5220	82	8	clinical	clinical	ADJ
cana-5220	82	9	ratings	rating	NOUN
cana-5220	82	10	is	be	AUX
cana-5220	82	11	logical	logical	ADJ
cana-5220	82	12	and	and	CCONJ
cana-5220	82	13	may	may	AUX
cana-5220	82	14	effectively	effectively	ADV
cana-5220	82	15	resolve	resolve	VERB
cana-5220	82	16	several	several	ADJ
cana-5220	82	17	evaluation	evaluation	NOUN
cana-5220	82	18	issues	issue	NOUN
cana-5220	82	19	.	.	PUNCT
cana-5220	83	1	we	we	PRON
cana-5220	83	2	used	use	VERB
cana-5220	83	3	hybrid	hybrid	NOUN
cana-5220	83	4	machine	machine	NOUN
cana-5220	83	5	learning	learning	NOUN
cana-5220	83	6	models	model	NOUN
cana-5220	83	7	on	on	ADP
cana-5220	83	8	the	the	DET
cana-5220	83	9	training	training	NOUN
cana-5220	83	10	dataset	dataset	NOUN
cana-5220	83	11	that	that	PRON
cana-5220	83	12	was	be	AUX
cana-5220	83	13	made	make	VERB
cana-5220	83	14	to	to	PART
cana-5220	83	15	find	find	VERB
cana-5220	83	16	common	common	ADJ
cana-5220	83	17	,	,	PUNCT
cana-5220	83	18	suspicious	suspicious	ADJ
cana-5220	83	19	,	,	PUNCT
cana-5220	83	20	and	and	CCONJ
cana-5220	83	21	dangerous	dangerous	ADJ
cana-5220	83	22	patterns	pattern	NOUN
cana-5220	83	23	of	of	ADP
cana-5220	83	24	behavior	behavior	NOUN
cana-5220	83	25	.	.	PUNCT
cana-5220	84	1	to	to	PART
cana-5220	84	2	test	test	VERB
cana-5220	84	3	and	and	CCONJ
cana-5220	84	4	evaluate	evaluate	VERB
cana-5220	84	5	the	the	DET
cana-5220	84	6	machine	machine	NOUN
cana-5220	84	7	learning	learning	NOUN
cana-5220	84	8	methods	method	NOUN
cana-5220	84	9	,	,	PUNCT
cana-5220	84	10	we	we	PRON
cana-5220	84	11	used	use	VERB
cana-5220	84	12	cross	cross	ADJ
cana-5220	84	13	-	-	ADJ
cana-5220	84	14	validation	validation	ADJ
cana-5220	84	15	models	model	NOUN
cana-5220	84	16	with	with	ADP
cana-5220	84	17	the	the	DET
cana-5220	84	18	behavioral	behavioral	ADJ
cana-5220	84	19	categorization	categorization	NOUN
cana-5220	84	20	training	training	NOUN
cana-5220	84	21	dataset	dataset	NOUN
cana-5220	84	22	.	.	PUNCT
cana-5220	85	1	figure	figure	VERB
cana-5220	85	2	1.2	1.2	NUM
cana-5220	85	3	depicts	depict	VERB
cana-5220	85	4	the	the	DET
cana-5220	85	5	classification	classification	NOUN
cana-5220	85	6	system	system	NOUN
cana-5220	85	7	in	in	ADP
cana-5220	85	8	overall	overall	ADJ
cana-5220	85	9	factors	factor	NOUN
cana-5220	85	10	and	and	CCONJ
cana-5220	85	11	illustrates	illustrate	VERB
cana-5220	85	12	the	the	DET
cana-5220	85	13	uniformity	uniformity	NOUN
cana-5220	85	14	of	of	ADP
cana-5220	85	15	classifiers	classifier	NOUN
cana-5220	85	16	.	.	PUNCT
cana-5220	86	1	figure	figure	VERB
cana-5220	86	2	2	2	NUM
cana-5220	86	3	:	:	PUNCT
cana-5220	86	4	the	the	DET
cana-5220	86	5	accuracy	accuracy	NOUN
cana-5220	86	6	evaluation	evaluation	NOUN
cana-5220	86	7	of	of	ADP
cana-5220	86	8	various	various	ADJ
cana-5220	86	9	ml	ml	NOUN
cana-5220	86	10	classifiers	classifier	NOUN
cana-5220	86	11	conclusion	conclusion	VERB
cana-5220	86	12	the	the	DET
cana-5220	86	13	internet	internet	NOUN
cana-5220	86	14	of	of	ADP
cana-5220	86	15	things	thing	NOUN
cana-5220	86	16	architecture	architecture	NOUN
cana-5220	86	17	is	be	AUX
cana-5220	86	18	an	an	DET
cana-5220	86	19	effective	effective	ADJ
cana-5220	86	20	technology	technology	NOUN
cana-5220	86	21	since	since	SCONJ
cana-5220	86	22	it	it	PRON
cana-5220	86	23	offers	offer	VERB
cana-5220	86	24	the	the	DET
cana-5220	86	25	typical	typical	ADJ
cana-5220	86	26	individual	individual	NOUN
cana-5220	86	27	an	an	DET
cana-5220	86	28	accessible	accessible	ADJ
cana-5220	86	29	and	and	CCONJ
cana-5220	86	30	affordable	affordable	ADJ
cana-5220	86	31	network	network	NOUN
cana-5220	86	32	across	across	ADP
cana-5220	86	33	several	several	ADJ
cana-5220	86	34	industrial	industrial	ADJ
cana-5220	86	35	sectors	sector	NOUN
cana-5220	86	36	.	.	PUNCT
cana-5220	87	1	healthcare	healthcare	NOUN
cana-5220	87	2	discipline	discipline	NOUN
cana-5220	87	3	is	be	AUX
cana-5220	87	4	a	a	DET
cana-5220	87	5	necessary	necessary	ADJ
cana-5220	87	6	and	and	CCONJ
cana-5220	87	7	inevitable	inevitable	ADJ
cana-5220	87	8	aspect	aspect	NOUN
cana-5220	87	9	of	of	ADP
cana-5220	87	10	our	our	PRON
cana-5220	87	11	daily	daily	ADJ
cana-5220	87	12	existence	existence	NOUN
cana-5220	87	13	.	.	PUNCT
cana-5220	88	1	the	the	DET
cana-5220	88	2	sensor	sensor	NOUN
cana-5220	88	3	dataset	dataset	NOUN
cana-5220	88	4	suggests	suggest	VERB
cana-5220	88	5	a	a	DET
cana-5220	88	6	more	more	ADJ
cana-5220	88	7	communications	communication	NOUN
cana-5220	88	8	on	on	ADP
cana-5220	88	9	applied	apply	VERB
cana-5220	88	10	nonlinear	nonlinear	ADJ
cana-5220	88	11	analysis	analysis	NOUN
cana-5220	88	12	issn	issn	NOUN
cana-5220	88	13	:	:	PUNCT
cana-5220	88	14	1074	1074	NUM
cana-5220	88	15	-	-	PUNCT
cana-5220	88	16	133x	133x	NUM
cana-5220	88	17	vol	vol	VERB
cana-5220	88	18	32	32	NUM
cana-5220	88	19	no	no	NOUN
cana-5220	88	20	.	.	PUNCT
cana-5220	89	1	10s	10	NOUN
cana-5220	89	2	(	(	PUNCT
cana-5220	89	3	2025	2025	NUM
cana-5220	89	4	)	)	PUNCT
cana-5220	89	5	1209	1209	NUM
cana-5220	89	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5220	89	7	comprehensive	comprehensive	ADJ
cana-5220	89	8	framework	framework	NOUN
cana-5220	89	9	for	for	ADP
cana-5220	89	10	aggregating	aggregate	VERB
cana-5220	89	11	sensory	sensory	ADJ
cana-5220	89	12	data	datum	NOUN
cana-5220	89	13	within	within	ADP
cana-5220	89	14	the	the	DET
cana-5220	89	15	medical	medical	ADJ
cana-5220	89	16	field	field	NOUN
cana-5220	89	17	and	and	CCONJ
cana-5220	89	18	incorporating	incorporate	VERB
cana-5220	89	19	it	it	PRON
cana-5220	89	20	into	into	ADP
cana-5220	89	21	smart	smart	ADJ
cana-5220	89	22	devices	device	NOUN
cana-5220	89	23	.	.	PUNCT
cana-5220	90	1	web	web	NOUN
cana-5220	90	2	applications	application	NOUN
cana-5220	90	3	,	,	PUNCT
cana-5220	90	4	sometimes	sometimes	ADV
cana-5220	90	5	referred	refer	VERB
cana-5220	90	6	to	to	ADP
cana-5220	90	7	as	as	ADP
cana-5220	90	8	smart	smart	ADJ
cana-5220	90	9	devices	device	NOUN
cana-5220	90	10	;	;	PUNCT
cana-5220	90	11	provide	provide	VERB
cana-5220	90	12	the	the	DET
cana-5220	90	13	most	most	ADV
cana-5220	90	14	basic	basic	ADJ
cana-5220	90	15	degree	degree	NOUN
cana-5220	90	16	of	of	ADP
cana-5220	90	17	cognitive	cognitive	ADJ
cana-5220	90	18	processing	processing	NOUN
cana-5220	90	19	.	.	PUNCT
cana-5220	91	1	the	the	DET
cana-5220	91	2	conventional	conventional	ADJ
cana-5220	91	3	method	method	NOUN
cana-5220	91	4	mostly	mostly	ADV
cana-5220	91	5	employs	employ	VERB
cana-5220	91	6	intrusive	intrusive	ADJ
cana-5220	91	7	testing	testing	NOUN
cana-5220	91	8	,	,	PUNCT
cana-5220	91	9	leading	lead	VERB
cana-5220	91	10	to	to	ADP
cana-5220	91	11	patient	patient	ADJ
cana-5220	91	12	worry	worry	NOUN
cana-5220	91	13	,	,	PUNCT
cana-5220	91	14	dissatisfaction	dissatisfaction	NOUN
cana-5220	91	15	,	,	PUNCT
cana-5220	91	16	or	or	CCONJ
cana-5220	91	17	negligence	negligence	NOUN
cana-5220	91	18	over	over	ADP
cana-5220	91	19	their	their	PRON
cana-5220	91	20	health	health	NOUN
cana-5220	91	21	.	.	PUNCT
cana-5220	92	1	they	they	PRON
cana-5220	92	2	find	find	VERB
cana-5220	92	3	it	it	PRON
cana-5220	92	4	challenging	challenge	VERB
cana-5220	92	5	to	to	PART
cana-5220	92	6	navigate	navigate	VERB
cana-5220	92	7	such	such	ADJ
cana-5220	92	8	settings	setting	NOUN
cana-5220	92	9	.	.	PUNCT
cana-5220	93	1	in	in	ADP
cana-5220	93	2	this	this	DET
cana-5220	93	3	situation	situation	NOUN
cana-5220	93	4	,	,	PUNCT
cana-5220	93	5	patients	patient	NOUN
cana-5220	93	6	can	can	AUX
cana-5220	93	7	contact	contact	VERB
cana-5220	93	8	the	the	DET
cana-5220	93	9	doctor	doctor	NOUN
cana-5220	93	10	continuously	continuously	ADV
cana-5220	93	11	,	,	PUNCT
cana-5220	93	12	seven	seven	NUM
cana-5220	93	13	days	day	NOUN
cana-5220	93	14	a	a	DET
cana-5220	93	15	week	week	NOUN
cana-5220	93	16	,	,	PUNCT
cana-5220	93	17	and	and	CCONJ
cana-5220	93	18	get	get	VERB
cana-5220	93	19	information	information	NOUN
cana-5220	93	20	using	use	VERB
cana-5220	93	21	internet	internet	NOUN
cana-5220	93	22	technology	technology	NOUN
cana-5220	93	23	.	.	PUNCT
cana-5220	94	1	references	reference	NOUN
cana-5220	94	2	[	[	X
cana-5220	94	3	1	1	NUM
cana-5220	94	4	]	]	PUNCT
cana-5220	94	5	sunil	sunil	NOUN
cana-5220	94	6	s.khatal	s.khatal	PROPN
cana-5220	94	7	,	,	PUNCT
cana-5220	94	8	dr.yogesh	dr.yogesh	PROPN
cana-5220	94	9	kumar	kumar	PROPN
cana-5220	94	10	sharma	sharma	PROPN
cana-5220	94	11	,	,	PUNCT
cana-5220	94	12	“	"	PUNCT
cana-5220	94	13	health	health	NOUN
cana-5220	94	14	care	care	NOUN
cana-5220	94	15	patient	patient	NOUN
cana-5220	94	16	monitoring	monitoring	NOUN
cana-5220	94	17	using	use	VERB
cana-5220	94	18	iot	iot	NOUN
cana-5220	94	19	and	and	CCONJ
cana-5220	94	20	machine	machine	NOUN
cana-5220	94	21	learning	learning	NOUN
cana-5220	94	22	.	.	PUNCT
cana-5220	94	23	”	"	PUNCT
cana-5220	95	1	,	,	PUNCT
cana-5220	95	2	iosr	iosr	ADJ
cana-5220	95	3	journal	journal	NOUN
cana-5220	95	4	of	of	ADP
cana-5220	95	5	engineering	engineering	NOUN
cana-5220	95	6	(	(	PUNCT
cana-5220	95	7	iosr	iosr	PROPN
cana-5220	95	8	jen	jen	PROPN
cana-5220	95	9	)	)	PUNCT
cana-5220	95	10	,	,	PUNCT
cana-5220	95	11	issn	issn	PROPN
cana-5220	95	12	(	(	PUNCT
cana-5220	95	13	e	e	NOUN
cana-5220	95	14	):	):	PUNCT
cana-5220	95	15	2250	2250	NUM
cana-5220	95	16	-	-	SYM
cana-5220	95	17	3021	3021	NUM
cana-5220	95	18	,	,	PUNCT
cana-5220	95	19	issn	issn	PROPN
cana-5220	95	20	(	(	PUNCT
cana-5220	95	21	p	p	NOUN
cana-5220	95	22	):	):	PUNCT
cana-5220	95	23	2278	2278	NUM
cana-5220	95	24	-	-	SYM
cana-5220	95	25	8719	8719	NUM
cana-5220	95	26	[	[	X
cana-5220	95	27	2	2	NUM
cana-5220	95	28	]	]	X
cana-5220	95	29	khatal	khatal	NOUN
cana-5220	95	30	,	,	PUNCT
cana-5220	95	31	sunil	sunil	PROPN
cana-5220	95	32	s.	s.	PROPN
cana-5220	95	33	,	,	PUNCT
cana-5220	95	34	and	and	CCONJ
cana-5220	95	35	monika	monika	PROPN
cana-5220	95	36	d.	d.	PROPN
cana-5220	95	37	rokade	rokade	PROPN
cana-5220	95	38	.	.	PUNCT
cana-5220	96	1	”	"	PUNCT
cana-5220	96	2	an	an	DET
cana-5220	96	3	detection	detection	NOUN
cana-5220	96	4	of	of	ADP
cana-5220	96	5	cardiovascular	cardiovascular	ADJ
cana-5220	96	6	disease	disease	NOUN
cana-5220	96	7	using	use	VERB
cana-5220	96	8	deep	deep	ADJ
cana-5220	96	9	learning	learning	NOUN
cana-5220	96	10	.	.	PUNCT
cana-5220	96	11	”	"	PUNCT
cana-5220	97	1	2023	2023	NUM
cana-5220	97	2	international	international	ADJ
cana-5220	97	3	conference	conference	NOUN
cana-5220	97	4	on	on	ADP
cana-5220	97	5	emerging	emerge	VERB
cana-5220	97	6	smart	smart	ADJ
cana-5220	97	7	computing	computing	NOUN
cana-5220	97	8	and	and	CCONJ
cana-5220	97	9	informatics	informatics	PROPN
cana-5220	97	10	(	(	PUNCT
cana-5220	97	11	esci	esci	PROPN
cana-5220	97	12	)	)	PUNCT
cana-5220	97	13	.	.	PUNCT
cana-5220	98	1	ieee	ieee	NOUN
cana-5220	98	2	,	,	PUNCT
cana-5220	98	3	2023	2023	NUM
cana-5220	98	4	.	.	PUNCT
cana-5220	99	1	[	[	X
cana-5220	99	2	3	3	NUM
cana-5220	99	3	]	]	X
cana-5220	99	4	khatal	khatal	NOUN
cana-5220	99	5	,	,	PUNCT
cana-5220	99	6	sunil	sunil	PROPN
cana-5220	99	7	s.	s.	PROPN
cana-5220	99	8	,	,	PUNCT
cana-5220	99	9	and	and	CCONJ
cana-5220	99	10	yogesh	yogesh	PROPN
cana-5220	99	11	kumar	kumar	PROPN
cana-5220	99	12	sharma	sharma	PROPN
cana-5220	99	13	.	.	PUNCT
cana-5220	99	14	”	"	PUNCT
cana-5220	99	15	analyzing	analyze	VERB
cana-5220	99	16	the	the	DET
cana-5220	99	17	role	role	NOUN
cana-5220	99	18	of	of	ADP
cana-5220	99	19	heart	heart	NOUN
cana-5220	99	20	disease	disease	NOUN
cana-5220	99	21	prediction	prediction	NOUN
cana-5220	99	22	system	system	NOUN
cana-5220	99	23	using	use	VERB
cana-5220	99	24	iot	iot	NOUN
cana-5220	99	25	and	and	CCONJ
cana-5220	99	26	machine	machine	NOUN
cana-5220	99	27	learning	learning	NOUN
cana-5220	99	28	.	.	PUNCT
cana-5220	99	29	”	"	PUNCT
cana-5220	100	1	international	international	ADJ
cana-5220	100	2	journal	journal	NOUN
cana-5220	100	3	of	of	ADP
cana-5220	100	4	advanced	advanced	ADJ
cana-5220	100	5	science	science	NOUN
cana-5220	100	6	and	and	CCONJ
cana-5220	100	7	technology	technology	NOUN
cana-5220	100	8	29.9s	29.9s	NUM
cana-5220	100	9	(	(	PUNCT
cana-5220	100	10	2020	2020	NUM
cana-5220	100	11	):	):	PUNCT
cana-5220	100	12	2340	2340	NUM
cana-5220	100	13	-	-	SYM
cana-5220	100	14	2346	2346	NUM
cana-5220	100	15	.	.	PUNCT
cana-5220	101	1	[	[	X
cana-5220	101	2	4	4	NUM
cana-5220	101	3	]	]	X
cana-5220	101	4	fahd	fahd	PROPN
cana-5220	101	5	saleh	saleh	PROPN
cana-5220	101	6	alotaibi	alotaibi	PROPN
cana-5220	101	7	,	,	PUNCT
cana-5220	101	8	”	"	PUNCT
cana-5220	101	9	implementation	implementation	NOUN
cana-5220	101	10	of	of	ADP
cana-5220	101	11	machine	machine	NOUN
cana-5220	101	12	learning	learn	VERB
cana-5220	101	13	model	model	NOUN
cana-5220	101	14	to	to	PART
cana-5220	101	15	predict	predict	VERB
cana-5220	101	16	heart	heart	NOUN
cana-5220	101	17	failure	failure	NOUN
cana-5220	101	18	disease	disease	NOUN
cana-5220	101	19	”	"	PUNCT
cana-5220	101	20	,	,	PUNCT
cana-5220	101	21	(	(	PUNCT
cana-5220	101	22	ijacsa	ijacsa	VERB
cana-5220	101	23	)	)	PUNCT
cana-5220	101	24	international	international	ADJ
cana-5220	101	25	journal	journal	NOUN
cana-5220	101	26	of	of	ADP
cana-5220	101	27	advanced	advanced	ADJ
cana-5220	101	28	computer	computer	NOUN
cana-5220	101	29	science	science	NOUN
cana-5220	101	30	and	and	CCONJ
cana-5220	101	31	applications	application	NOUN
cana-5220	101	32	,	,	PUNCT
cana-5220	101	33	vol	vol	NOUN
cana-5220	101	34	.	.	PROPN
cana-5220	101	35	10	10	NUM
cana-5220	101	36	,	,	PUNCT
cana-5220	101	37	no	no	INTJ
cana-5220	101	38	.	.	NOUN
cana-5220	101	39	6	6	NUM
cana-5220	101	40	,	,	PUNCT
cana-5220	101	41	2019	2019	NUM
cana-5220	101	42	.	.	PUNCT
cana-5220	102	1	[	[	X
cana-5220	102	2	5	5	NUM
cana-5220	102	3	]	]	X
cana-5220	102	4	lewlyn	lewlyn	NOUN
cana-5220	102	5	l.	l.	PROPN
cana-5220	102	6	r.	r.	PROPN
cana-5220	102	7	rodrigues	rodrigues	PROPN
cana-5220	102	8	,	,	PUNCT
cana-5220	102	9	dasharathraj	dasharathraj	PROPN
cana-5220	102	10	k	k	PROPN
cana-5220	102	11	shetty	shetty	PROPN
cana-5220	102	12	,	,	PUNCT
cana-5220	102	13	nithesh	nithesh	PROPN
cana-5220	102	14	naik	naik	PROPN
cana-5220	102	15	,	,	PUNCT
cana-5220	102	16	chetana	chetana	NOUN
cana-5220	102	17	balakrishna	balakrishna	NOUN
cana-5220	102	18	maddodi	maddodi	NOUN
cana-5220	102	19	and	and	CCONJ
cana-5220	102	20	et	et	PROPN
cana-5220	102	21	al	al	PROPN
cana-5220	102	22	.	.	PROPN
cana-5220	102	23	,	,	PUNCT
cana-5220	102	24	“	"	PUNCT
cana-5220	102	25	machine	machine	NOUN
cana-5220	102	26	learning	learning	NOUN
cana-5220	102	27	in	in	ADP
cana-5220	102	28	coronary	coronary	ADJ
cana-5220	102	29	heart	heart	NOUN
cana-5220	102	30	disease	disease	NOUN
cana-5220	102	31	prediction	prediction	NOUN
cana-5220	102	32	:	:	PUNCT
cana-5220	102	33	structural	structural	ADJ
cana-5220	102	34	equation	equation	NOUN
cana-5220	102	35	modelling	model	VERB
cana-5220	102	36	approach	approach	NOUN
cana-5220	102	37	”	"	PUNCT
cana-5220	102	38	,	,	PUNCT
cana-5220	102	39	rodrigues	rodrigue	VERB
cana-5220	102	40	et	et	PROPN
cana-5220	102	41	al	al	PROPN
cana-5220	102	42	.	.	PROPN
cana-5220	102	43	,	,	PUNCT
cana-5220	102	44	cogent	cogent	NOUN
cana-5220	102	45	engineering	engineering	NOUN
cana-5220	102	46	(	(	PUNCT
cana-5220	102	47	2020	2020	NUM
cana-5220	102	48	)	)	PUNCT
cana-5220	102	49	,	,	PUNCT
cana-5220	102	50	7	7	NUM
cana-5220	102	51	:	:	SYM
cana-5220	102	52	1723198	1723198	NUM
cana-5220	102	53	.	.	PUNCT
cana-5220	103	1	[	[	X
cana-5220	103	2	6	6	NUM
cana-5220	103	3	]	]	X
cana-5220	103	4	mohd	mohd	PROPN
cana-5220	103	5	ashraf	ashraf	PROPN
cana-5220	103	6	,	,	PUNCT
cana-5220	103	7	m.	m.	NOUN
cana-5220	103	8	a.	a.	NOUN
cana-5220	103	9	rizvi	rizvi	PROPN
cana-5220	103	10	and	and	CCONJ
cana-5220	103	11	himanshu	himanshu	PROPN
cana-5220	103	12	sharma	sharma	PROPN
cana-5220	103	13	,	,	PUNCT
cana-5220	103	14	“	"	PUNCT
cana-5220	103	15	improved	improved	ADJ
cana-5220	103	16	heart	heart	NOUN
cana-5220	103	17	disease	disease	NOUN
cana-5220	103	18	prediction	prediction	NOUN
cana-5220	103	19	using	use	VERB
cana-5220	103	20	deep	deep	ADJ
cana-5220	103	21	neural	neural	ADJ
cana-5220	103	22	network	network	NOUN
cana-5220	103	23	”	"	PUNCT
cana-5220	103	24	,	,	PUNCT
cana-5220	103	25	asian	asian	ADJ
cana-5220	103	26	journal	journal	NOUN
cana-5220	103	27	of	of	ADP
cana-5220	103	28	computer	computer	NOUN
cana-5220	103	29	science	science	NOUN
cana-5220	103	30	and	and	CCONJ
cana-5220	103	31	technology	technology	NOUN
cana-5220	103	32	,	,	PUNCT
cana-5220	103	33	issn	issn	PROPN
cana-5220	103	34	:	:	PUNCT
cana-5220	103	35	2249	2249	NUM
cana-5220	103	36	-	-	SYM
cana-5220	103	37	0701	0701	NUM
cana-5220	103	38	vol.8	vol.8	PROPN
cana-5220	103	39	no.2	no.2	PROPN
cana-5220	103	40	,	,	PUNCT
cana-5220	103	41	2019	2019	NUM
cana-5220	103	42	,	,	PUNCT
cana-5220	103	43	pp	pp	ADJ
cana-5220	103	44	.	.	PUNCT
cana-5220	103	45	49	49	NUM
cana-5220	103	46	-	-	SYM
cana-5220	103	47	54	54	NUM
cana-5220	103	48	©	©	ADP
cana-5220	103	49	the	the	DET
cana-5220	103	50	research	research	NOUN
cana-5220	103	51	publication	publication	NOUN
cana-5220	103	52	.	.	PUNCT
cana-5220	104	1	[	[	X
cana-5220	104	2	7	7	X
cana-5220	104	3	]	]	X
cana-5220	104	4	sumit	sumit	PROPN
cana-5220	104	5	sharma	sharma	PROPN
cana-5220	104	6	,	,	PUNCT
cana-5220	104	7	mahesh	mahesh	PROPN
cana-5220	104	8	parmar	parmar	PROPN
cana-5220	104	9	,	,	PUNCT
cana-5220	104	10	“	"	PUNCT
cana-5220	104	11	heart	heart	NOUN
cana-5220	104	12	diseases	disease	NOUN
cana-5220	104	13	prediction	prediction	NOUN
cana-5220	104	14	using	use	VERB
cana-5220	104	15	deep	deep	ADJ
cana-5220	104	16	learning	learn	VERB
cana-5220	104	17	neural	neural	ADJ
cana-5220	104	18	network	network	NOUN
cana-5220	104	19	model	model	NOUN
cana-5220	104	20	”	"	PUNCT
cana-5220	104	21	,	,	PUNCT
cana-5220	104	22	international	international	ADJ
cana-5220	104	23	journal	journal	NOUN
cana-5220	104	24	of	of	ADP
cana-5220	104	25	innovative	innovative	ADJ
cana-5220	104	26	technology	technology	NOUN
cana-5220	104	27	and	and	CCONJ
cana-5220	104	28	exploring	explore	VERB
cana-5220	104	29	engineering	engineering	NOUN
cana-5220	104	30	(	(	PUNCT
cana-5220	104	31	ijitee	ijitee	NOUN
cana-5220	104	32	)	)	PUNCT
cana-5220	104	33	issn	issn	PROPN
cana-5220	104	34	:	:	PUNCT
cana-5220	104	35	2278	2278	NUM
cana-5220	104	36	-	-	SYM
cana-5220	104	37	3075	3075	NUM
cana-5220	104	38	,	,	PUNCT
cana-5220	104	39	volume-9	volume-9	NUM
cana-5220	104	40	issue-3	issue-3	NUM
cana-5220	104	41	,	,	PUNCT
cana-5220	104	42	january	january	PROPN
cana-5220	104	43	2020	2020	NUM
cana-5220	104	44	.	.	PUNCT
cana-5220	105	1	[	[	X
cana-5220	105	2	8	8	NUM
cana-5220	105	3	]	]	X
cana-5220	105	4	asma	asma	PROPN
cana-5220	105	5	baccouche	baccouche	PROPN
cana-5220	105	6	,	,	PUNCT
cana-5220	105	7	begonya	begonya	PROPN
cana-5220	105	8	garcia	garcia	PROPN
cana-5220	105	9	-	-	PUNCT
cana-5220	105	10	zapirain	zapirain	PROPN
cana-5220	105	11	,	,	PUNCT
cana-5220	105	12	cristian	cristian	PROPN
cana-5220	105	13	castillo	castillo	PROPN
cana-5220	105	14	olea	olea	PROPN
cana-5220	105	15	and	and	CCONJ
cana-5220	105	16	adel	adel	PROPN
cana-5220	105	17	elmaghraby	elmaghraby	PROPN
cana-5220	105	18	,	,	PUNCT
cana-5220	105	19	“	"	PUNCT
cana-5220	105	20	ensemble	ensemble	ADJ
cana-5220	105	21	deep	deep	ADJ
cana-5220	105	22	learning	learning	NOUN
cana-5220	105	23	models	model	NOUN
cana-5220	105	24	for	for	ADP
cana-5220	105	25	heart	heart	NOUN
cana-5220	105	26	disease	disease	NOUN
cana-5220	105	27	classification	classification	NOUN
cana-5220	105	28	:	:	PUNCT
cana-5220	105	29	a	a	DET
cana-5220	105	30	case	case	NOUN
cana-5220	105	31	study	study	NOUN
cana-5220	105	32	from	from	ADP
cana-5220	105	33	mexico	mexico	PROPN
cana-5220	105	34	”	"	PUNCT
cana-5220	105	35	,	,	PUNCT
cana-5220	105	36	information	information	NOUN
cana-5220	105	37	2020	2020	NUM
cana-5220	105	38	,	,	PUNCT
cana-5220	105	39	11	11	NUM
cana-5220	105	40	,	,	PUNCT
cana-5220	105	41	207	207	NUM
cana-5220	105	42	;	;	PUNCT
cana-5220	105	43	[	[	X
cana-5220	105	44	9	9	NUM
cana-5220	105	45	]	]	X
cana-5220	105	46	n.	n.	NOUN
cana-5220	105	47	sowri	sowri	PROPN
cana-5220	105	48	raja	raja	PROPN
cana-5220	105	49	pillai	pillai	PROPN
cana-5220	105	50	,	,	PUNCT
cana-5220	105	51	k.kamurunnissa	k.kamurunnissa	NOUN
cana-5220	105	52	bee	bee	NOUN
cana-5220	105	53	,	,	PUNCT
cana-5220	105	54	j.kiruthika	j.kiruthika	NOUN
cana-5220	105	55	,	,	PUNCT
cana-5220	105	56	“	"	PUNCT
cana-5220	105	57	prediction	prediction	NOUN
cana-5220	105	58	of	of	ADP
cana-5220	105	59	heart	heart	NOUN
cana-5220	105	60	disease	disease	NOUN
cana-5220	105	61	using	use	VERB
cana-5220	105	62	rnn	rnn	NOUN
cana-5220	105	63	algorithm	algorithm	PROPN
cana-5220	105	64	”	"	PUNCT
cana-5220	105	65	,	,	PUNCT
cana-5220	105	66	international	international	ADJ
cana-5220	105	67	research	research	NOUN
cana-5220	105	68	journal	journal	NOUN
cana-5220	105	69	of	of	ADP
cana-5220	105	70	engineering	engineering	NOUN
cana-5220	105	71	and	and	CCONJ
cana-5220	105	72	technology	technology	NOUN
cana-5220	105	73	(	(	PUNCT
cana-5220	105	74	irjet	irjet	NOUN
cana-5220	105	75	)	)	PUNCT
cana-5220	105	76	e	e	NOUN
cana-5220	105	77	-	-	PUNCT
cana-5220	105	78	issn	issn	NOUN
cana-5220	105	79	:	:	PUNCT
cana-5220	105	80	23950056	23950056	NUM
cana-5220	105	81	volume	volume	NOUN
cana-5220	105	82	:	:	PUNCT
cana-5220	105	83	06	06	NUM
cana-5220	105	84	issue	issue	NOUN
cana-5220	105	85	:	:	PUNCT
cana-5220	105	86	03	03	NUM
cana-5220	105	87	—	—	PUNCT
cana-5220	105	88	mar	mar	PROPN
cana-5220	105	89	2019	2019	NUM
cana-5220	105	90	www.irjet.net	www.irjet.net	NOUN
cana-5220	105	91	p	p	PROPN
cana-5220	105	92	-	-	PUNCT
cana-5220	105	93	issn	issn	NOUN
cana-5220	105	94	:	:	PUNCT
cana-5220	105	95	2395	2395	NUM
cana-5220	105	96	-	-	SYM
cana-5220	105	97	0072	0072	NUM
cana-5220	105	98	.	.	PUNCT
cana-5220	106	1	[	[	X
cana-5220	106	2	10	10	NUM
cana-5220	106	3	]	]	PUNCT
cana-5220	106	4	m.ganesan	m.ganesan	ADJ
cana-5220	106	5	and	and	CCONJ
cana-5220	106	6	dr.n.sivakumar	dr.n.sivakumar	PROPN
cana-5220	106	7	,	,	PUNCT
cana-5220	106	8	“	"	PUNCT
cana-5220	106	9	iot	iot	PROPN
cana-5220	106	10	based	base	VERB
cana-5220	106	11	heart	heart	NOUN
cana-5220	106	12	disease	disease	NOUN
cana-5220	106	13	prediction	prediction	NOUN
cana-5220	106	14	and	and	CCONJ
cana-5220	106	15	diagnosis	diagnosis	NOUN
cana-5220	106	16	model	model	NOUN
cana-5220	106	17	for	for	ADP
cana-5220	106	18	healthcare	healthcare	NOUN
cana-5220	106	19	using	use	VERB
cana-5220	106	20	machine	machine	NOUN
cana-5220	106	21	learning	learning	NOUN
cana-5220	106	22	models	model	NOUN
cana-5220	106	23	“	"	PUNCT
cana-5220	106	24	,	,	PUNCT
cana-5220	106	25	proceedings	proceeding	NOUN
cana-5220	106	26	of	of	ADP
cana-5220	106	27	international	international	ADJ
cana-5220	106	28	conference	conference	NOUN
cana-5220	106	29	on	on	ADP
cana-5220	106	30	systems	system	NOUN
cana-5220	106	31	computation	computation	NOUN
cana-5220	106	32	automation	automation	NOUN
cana-5220	106	33	and	and	CCONJ
cana-5220	106	34	networking	network	VERB
cana-5220	106	35	2019	2019	NUM
cana-5220	106	36	,	,	PUNCT
cana-5220	106	37	ieee978	ieee978	PROPN
cana-5220	106	38	-	-	PUNCT
cana-5220	106	39	17281	17281	NUM
cana-5220	106	40	-	-	SYM
cana-5220	106	41	1524	1524	NUM