id	sid	tid	token	lemma	pos
easat-5645	1	1	edelweiss	edelweiss	PROPN
easat-5645	1	2	applied	apply	VERB
easat-5645	1	3	science	science	NOUN
easat-5645	1	4	and	and	CCONJ
easat-5645	1	5	technology	technology	NOUN
easat-5645	1	6	issn	issn	PROPN
easat-5645	1	7	:	:	PUNCT
easat-5645	1	8	2576	2576	NUM
easat-5645	1	9	-	-	SYM
easat-5645	1	10	8484	8484	NUM
easat-5645	1	11	vol	vol	NOUN
easat-5645	1	12	.	.	PROPN
easat-5645	2	1	9	9	NUM
easat-5645	2	2	,	,	PUNCT
easat-5645	2	3	no	no	INTJ
easat-5645	2	4	.	.	NOUN
easat-5645	2	5	3	3	NUM
easat-5645	2	6	,	,	PUNCT
easat-5645	2	7	1593	1593	NUM
easat-5645	2	8	-	-	SYM
easat-5645	2	9	1620	1620	NUM
easat-5645	2	10	2025	2025	NUM
easat-5645	2	11	publisher	publisher	NOUN
easat-5645	2	12	:	:	PUNCT
easat-5645	2	13	learning	learn	VERB
easat-5645	2	14	gate	gate	NOUN
easat-5645	2	15	doi	doi	PROPN
easat-5645	2	16	:	:	PUNCT
easat-5645	2	17	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	2	18	©	©	NOUN
easat-5645	2	19	2025	2025	NUM
easat-5645	2	20	by	by	ADP
easat-5645	2	21	the	the	DET
easat-5645	2	22	authors	author	NOUN
easat-5645	2	23	;	;	PUNCT
easat-5645	2	24	licensee	licensee	PROPN
easat-5645	2	25	learning	learning	NOUN
easat-5645	2	26	gate	gate	NOUN
easat-5645	3	1	©	©	PROPN
easat-5645	3	2	2025	2025	NUM
easat-5645	3	3	by	by	ADP
easat-5645	3	4	the	the	DET
easat-5645	3	5	authors	author	NOUN
easat-5645	3	6	;	;	PUNCT
easat-5645	3	7	licensee	licensee	PROPN
easat-5645	3	8	learning	learning	NOUN
easat-5645	3	9	gate	gate	NOUN
easat-5645	3	10	history	history	NOUN
easat-5645	3	11	:	:	PUNCT
easat-5645	3	12	received	receive	VERB
easat-5645	3	13	:	:	PUNCT
easat-5645	3	14	9	9	NUM
easat-5645	3	15	january	january	NOUN
easat-5645	3	16	2025	2025	NUM
easat-5645	3	17	;	;	PUNCT
easat-5645	3	18	revised	revise	VERB
easat-5645	3	19	:	:	PUNCT
easat-5645	3	20	11	11	NUM
easat-5645	3	21	march	march	NOUN
easat-5645	3	22	2025	2025	NUM
easat-5645	3	23	;	;	PUNCT
easat-5645	3	24	accepted	accept	VERB
easat-5645	3	25	:	:	PUNCT
easat-5645	3	26	12	12	NUM
easat-5645	3	27	march	march	NOUN
easat-5645	3	28	2025	2025	NUM
easat-5645	3	29	;	;	PUNCT
easat-5645	3	30	published	publish	VERB
easat-5645	3	31	:	:	PUNCT
easat-5645	3	32	21	21	NUM
easat-5645	3	33	march	march	NOUN
easat-5645	3	34	2025	2025	NUM
easat-5645	3	35	*	*	PUNCT
easat-5645	3	36	correspondence	correspondence	NOUN
easat-5645	3	37	:	:	PUNCT
easat-5645	3	38	ravikumarresearch890@gmail.com	ravikumarresearch890@gmail.com	X
easat-5645	4	1	an	an	DET
easat-5645	4	2	efficient	efficient	ADJ
easat-5645	4	3	fuzzy	fuzzy	ADJ
easat-5645	4	4	logic	logic	NOUN
easat-5645	4	5	and	and	CCONJ
easat-5645	4	6	artificial	artificial	ADJ
easat-5645	4	7	intelligence	intelligence	NOUN
easat-5645	4	8	based	base	VERB
easat-5645	4	9	optimization	optimization	NOUN
easat-5645	4	10	strategy	strategy	NOUN
easat-5645	4	11	for	for	ADP
easat-5645	4	12	bigdata	bigdata	NOUN
easat-5645	4	13	healthcare	healthcare	NOUN
easat-5645	4	14	system	system	NOUN
easat-5645	4	15	ravi	ravi	PROPN
easat-5645	4	16	kumar1	kumar1	PROPN
easat-5645	4	17	*	*	PROPN
easat-5645	4	18	,	,	PUNCT
easat-5645	4	19	s.	s.	PROPN
easat-5645	4	20	gokulakrishnan2	gokulakrishnan2	PROPN
easat-5645	4	21	,	,	PUNCT
easat-5645	4	22	s.	s.	PROPN
easat-5645	4	23	n.	n.	PROPN
easat-5645	4	24	v.	v.	PROPN
easat-5645	4	25	j.	j.	PROPN
easat-5645	4	26	devi	devi	PROPN
easat-5645	4	27	kosuru3	kosuru3	PROPN
easat-5645	4	28	,	,	PUNCT
easat-5645	4	29	r.	r.	PROPN
easat-5645	4	30	praveen	praveen	PROPN
easat-5645	4	31	kumar4	kumar4	PROPN
easat-5645	4	32	,	,	PUNCT
easat-5645	5	1	thota	thota	ADJ
easat-5645	5	2	radha	radha	PROPN
easat-5645	5	3	rajesh5	rajesh5	PROPN
easat-5645	5	4	1department	1department	NUM
easat-5645	5	5	of	of	ADP
easat-5645	5	6	electronics	electronic	NOUN
easat-5645	5	7	and	and	CCONJ
easat-5645	5	8	communication	communication	NOUN
easat-5645	5	9	emgineering	emgineering	NOUN
easat-5645	5	10	,	,	PUNCT
easat-5645	5	11	jaypee	jaypee	PROPN
easat-5645	5	12	university	university	PROPN
easat-5645	5	13	of	of	ADP
easat-5645	5	14	engineering	engineering	NOUN
easat-5645	5	15	and	and	CCONJ
easat-5645	5	16	technology	technology	NOUN
easat-5645	5	17	,	,	PUNCT
easat-5645	5	18	a.b.road	a.b.road	ADV
easat-5645	5	19	,	,	PUNCT
easat-5645	5	20	raghogarh	raghogarh	ADJ
easat-5645	5	21	,	,	PUNCT
easat-5645	5	22	guna	guna	PROPN
easat-5645	5	23	,	,	PUNCT
easat-5645	5	24	mathya	mathya	ADJ
easat-5645	5	25	pradesh	pradesh	PROPN
easat-5645	5	26	,	,	PUNCT
easat-5645	5	27	india	india	PROPN
easat-5645	5	28	;	;	PUNCT
easat-5645	5	29	ravikumarresearch890@gmail.com	ravikumarresearch890@gmail.com	X
easat-5645	5	30	(	(	PUNCT
easat-5645	5	31	r.k	r.k	PROPN
easat-5645	5	32	.	.	PROPN
easat-5645	5	33	)	)	PUNCT
easat-5645	5	34	.	.	PUNCT
easat-5645	6	1	2department	2department	NUM
easat-5645	6	2	of	of	ADP
easat-5645	6	3	computer	computer	NOUN
easat-5645	6	4	science	science	NOUN
easat-5645	6	5	and	and	CCONJ
easat-5645	6	6	engineering	engineering	NOUN
easat-5645	6	7	,	,	PUNCT
easat-5645	6	8	dayananda	dayananda	PROPN
easat-5645	6	9	sagar	sagar	PROPN
easat-5645	6	10	university	university	PROPN
easat-5645	6	11	bengaluru	bengaluru	PROPN
easat-5645	6	12	india	india	PROPN
easat-5645	6	13	.	.	PUNCT
easat-5645	7	1	3department	3department	NUM
easat-5645	7	2	of	of	ADP
easat-5645	7	3	computer	computer	NOUN
easat-5645	7	4	science	science	NOUN
easat-5645	7	5	and	and	CCONJ
easat-5645	7	6	engineering	engineering	NOUN
easat-5645	7	7	,	,	PUNCT
easat-5645	7	8	koneru	koneru	PROPN
easat-5645	7	9	lakshmaiah	lakshmaiah	PROPN
easat-5645	7	10	education	education	PROPN
easat-5645	7	11	foundation	foundation	PROPN
easat-5645	7	12	,	,	PUNCT
easat-5645	7	13	vaddeswaram	vaddeswaram	PROPN
easat-5645	7	14	,	,	PUNCT
easat-5645	7	15	guntur	guntur	PROPN
easat-5645	7	16	,	,	PUNCT
easat-5645	7	17	andhra	andhra	PROPN
easat-5645	7	18	pradesh	pradesh	PROPN
easat-5645	7	19	,	,	PUNCT
easat-5645	7	20	india	india	PROPN
easat-5645	7	21	.	.	PUNCT
easat-5645	8	1	4department	4department	NUM
easat-5645	8	2	of	of	ADP
easat-5645	8	3	electronics	electronic	NOUN
easat-5645	8	4	and	and	CCONJ
easat-5645	8	5	communication	communication	NOUN
easat-5645	8	6	emgineering	emgineering	NOUN
easat-5645	8	7	,	,	PUNCT
easat-5645	8	8	easwari	easwari	PROPN
easat-5645	8	9	engineering	engineering	NOUN
easat-5645	8	10	college	college	PROPN
easat-5645	8	11	,	,	PUNCT
easat-5645	8	12	chennai	chennai	PROPN
easat-5645	8	13	,	,	PUNCT
easat-5645	8	14	tamilnadu	tamilnadu	NOUN
easat-5645	8	15	,	,	PUNCT
easat-5645	8	16	india	india	PROPN
easat-5645	8	17	.	.	PUNCT
easat-5645	9	1	5department	5department	NUM
easat-5645	9	2	of	of	ADP
easat-5645	9	3	cse	cse	PROPN
easat-5645	9	4	,	,	PUNCT
easat-5645	9	5	vignan	vignan	NOUN
easat-5645	9	6	's	's	PART
easat-5645	9	7	foundation	foundation	NOUN
easat-5645	9	8	for	for	ADP
easat-5645	9	9	science	science	NOUN
easat-5645	9	10	,	,	PUNCT
easat-5645	9	11	technology	technology	NOUN
easat-5645	9	12	and	and	CCONJ
easat-5645	9	13	research	research	NOUN
easat-5645	9	14	,	,	PUNCT
easat-5645	9	15	guntur	guntur	PROPN
easat-5645	9	16	,	,	PUNCT
easat-5645	9	17	andhrapradesh	andhrapradesh	PROPN
easat-5645	9	18	india	india	PROPN
easat-5645	9	19	.	.	PUNCT
easat-5645	10	1	abstract	abstract	ADJ
easat-5645	10	2	:	:	PUNCT
easat-5645	11	1	digital	digital	ADJ
easat-5645	11	2	health	health	NOUN
easat-5645	11	3	has	have	AUX
easat-5645	11	4	revolutionized	revolutionize	VERB
easat-5645	11	5	patient	patient	ADJ
easat-5645	11	6	care	care	NOUN
easat-5645	11	7	by	by	ADP
easat-5645	11	8	integrating	integrate	VERB
easat-5645	11	9	big	big	ADJ
easat-5645	11	10	data	datum	NOUN
easat-5645	11	11	analytics	analytic	NOUN
easat-5645	11	12	for	for	ADP
easat-5645	11	13	predictive	predictive	ADJ
easat-5645	11	14	diagnostics	diagnostic	NOUN
easat-5645	11	15	,	,	PUNCT
easat-5645	11	16	personalized	personalized	ADJ
easat-5645	11	17	treatment	treatment	NOUN
easat-5645	11	18	,	,	PUNCT
easat-5645	11	19	and	and	CCONJ
easat-5645	11	20	real	real	ADJ
easat-5645	11	21	-	-	PUNCT
easat-5645	11	22	time	time	NOUN
easat-5645	11	23	health	health	NOUN
easat-5645	11	24	monitoring	monitoring	NOUN
easat-5645	11	25	.	.	PUNCT
easat-5645	12	1	however	however	ADV
easat-5645	12	2	,	,	PUNCT
easat-5645	12	3	the	the	DET
easat-5645	12	4	rapid	rapid	ADJ
easat-5645	12	5	generation	generation	NOUN
easat-5645	12	6	of	of	ADP
easat-5645	12	7	healthcare	healthcare	PROPN
easat-5645	12	8	data	datum	NOUN
easat-5645	12	9	from	from	ADP
easat-5645	12	10	iot	iot	PROPN
easat-5645	12	11	devices	device	NOUN
easat-5645	12	12	,	,	PUNCT
easat-5645	12	13	electronic	electronic	ADJ
easat-5645	12	14	health	health	NOUN
easat-5645	12	15	records	record	NOUN
easat-5645	12	16	,	,	PUNCT
easat-5645	12	17	and	and	CCONJ
easat-5645	12	18	medical	medical	ADJ
easat-5645	12	19	imaging	imaging	NOUN
easat-5645	12	20	poses	pose	NOUN
easat-5645	12	21	challenges	challenge	NOUN
easat-5645	12	22	such	such	ADJ
easat-5645	12	23	as	as	ADP
easat-5645	12	24	high	high	ADJ
easat-5645	12	25	dimensionality	dimensionality	NOUN
easat-5645	12	26	,	,	PUNCT
easat-5645	12	27	noise	noise	NOUN
easat-5645	12	28	,	,	PUNCT
easat-5645	12	29	and	and	CCONJ
easat-5645	12	30	real	real	ADJ
easat-5645	12	31	-	-	PUNCT
easat-5645	12	32	time	time	NOUN
easat-5645	12	33	processing	processing	NOUN
easat-5645	12	34	.	.	PUNCT
easat-5645	13	1	existing	exist	VERB
easat-5645	13	2	methodologies	methodology	NOUN
easat-5645	13	3	struggle	struggle	VERB
easat-5645	13	4	to	to	PART
easat-5645	13	5	balance	balance	VERB
easat-5645	13	6	accuracy	accuracy	NOUN
easat-5645	13	7	and	and	CCONJ
easat-5645	13	8	efficiency	efficiency	NOUN
easat-5645	13	9	,	,	PUNCT
easat-5645	13	10	making	make	VERB
easat-5645	13	11	them	they	PRON
easat-5645	13	12	limited	limit	VERB
easat-5645	13	13	for	for	ADP
easat-5645	13	14	real	real	ADJ
easat-5645	13	15	-	-	PUNCT
easat-5645	13	16	time	time	NOUN
easat-5645	13	17	healthcare	healthcare	NOUN
easat-5645	13	18	applications	application	NOUN
easat-5645	13	19	.	.	PUNCT
easat-5645	14	1	this	this	DET
easat-5645	14	2	paper	paper	NOUN
easat-5645	14	3	proposes	propose	VERB
easat-5645	14	4	an	an	DET
easat-5645	14	5	optimization	optimization	NOUN
easat-5645	14	6	technique	technique	NOUN
easat-5645	14	7	for	for	ADP
easat-5645	14	8	big	big	ADJ
easat-5645	14	9	data	datum	NOUN
easat-5645	14	10	-	-	PUNCT
easat-5645	14	11	based	base	VERB
easat-5645	14	12	healthcare	healthcare	NOUN
easat-5645	14	13	systems	system	NOUN
easat-5645	14	14	incorporating	incorporate	VERB
easat-5645	14	15	fuzzy	fuzzy	ADJ
easat-5645	14	16	logic	logic	NOUN
easat-5645	14	17	and	and	CCONJ
easat-5645	14	18	artificial	artificial	ADJ
easat-5645	14	19	intelligence	intelligence	NOUN
easat-5645	14	20	for	for	ADP
easat-5645	14	21	predictive	predictive	ADJ
easat-5645	14	22	decision	decision	NOUN
easat-5645	14	23	-	-	PUNCT
easat-5645	14	24	making	making	NOUN
easat-5645	14	25	.	.	PUNCT
easat-5645	15	1	this	this	DET
easat-5645	15	2	framework	framework	NOUN
easat-5645	15	3	considers	consider	VERB
easat-5645	15	4	iot	iot	ADJ
easat-5645	15	5	-	-	PUNCT
easat-5645	15	6	collected	collect	VERB
easat-5645	15	7	health	health	NOUN
easat-5645	15	8	data	datum	NOUN
easat-5645	15	9	,	,	PUNCT
easat-5645	15	10	which	which	PRON
easat-5645	15	11	in	in	ADP
easat-5645	15	12	itself	itself	PRON
easat-5645	15	13	brings	bring	VERB
easat-5645	15	14	forth	forth	ADP
easat-5645	15	15	problems	problem	NOUN
easat-5645	15	16	of	of	ADP
easat-5645	15	17	high	high	ADJ
easat-5645	15	18	dimensionality	dimensionality	NOUN
easat-5645	15	19	,	,	PUNCT
easat-5645	15	20	noise	noise	NOUN
easat-5645	15	21	,	,	PUNCT
easat-5645	15	22	and	and	CCONJ
easat-5645	15	23	real	real	ADJ
easat-5645	15	24	-	-	PUNCT
easat-5645	15	25	time	time	NOUN
easat-5645	15	26	analytics	analytic	NOUN
easat-5645	15	27	.	.	PUNCT
easat-5645	16	1	an	an	DET
easat-5645	16	2	intelligent	intelligent	ADJ
easat-5645	16	3	preprocessing	preprocessing	NOUN
easat-5645	16	4	stage	stage	NOUN
easat-5645	16	5	encompasses	encompass	VERB
easat-5645	16	6	noise	noise	NOUN
easat-5645	16	7	reduction	reduction	NOUN
easat-5645	16	8	and	and	CCONJ
easat-5645	16	9	data	datum	NOUN
easat-5645	16	10	integration	integration	NOUN
easat-5645	16	11	,	,	PUNCT
easat-5645	16	12	providing	provide	VERB
easat-5645	16	13	consistency	consistency	NOUN
easat-5645	16	14	and	and	CCONJ
easat-5645	16	15	reliability	reliability	NOUN
easat-5645	16	16	for	for	ADP
easat-5645	16	17	the	the	DET
easat-5645	16	18	dataset	dataset	NOUN
easat-5645	16	19	,	,	PUNCT
easat-5645	16	20	which	which	PRON
easat-5645	16	21	uses	use	VERB
easat-5645	16	22	a	a	DET
easat-5645	16	23	fuzzy	fuzzy	ADJ
easat-5645	16	24	logic	logic	NOUN
easat-5645	16	25	system	system	NOUN
easat-5645	16	26	.	.	PUNCT
easat-5645	17	1	for	for	ADP
easat-5645	17	2	optimal	optimal	ADJ
easat-5645	17	3	feature	feature	NOUN
easat-5645	17	4	selection	selection	NOUN
easat-5645	17	5	,	,	PUNCT
easat-5645	17	6	an	an	DET
easat-5645	17	7	advanced	advanced	ADJ
easat-5645	17	8	ai	ai	NOUN
easat-5645	17	9	model	model	NOUN
easat-5645	17	10	combines	combine	VERB
easat-5645	17	11	lion	lion	NOUN
easat-5645	17	12	optimization	optimization	NOUN
easat-5645	17	13	with	with	ADP
easat-5645	17	14	heap	heap	NOUN
easat-5645	17	15	-	-	PUNCT
easat-5645	17	16	based	base	VERB
easat-5645	17	17	feature	feature	NOUN
easat-5645	17	18	estimation	estimation	NOUN
easat-5645	17	19	,	,	PUNCT
easat-5645	17	20	thus	thus	ADV
easat-5645	17	21	reducing	reduce	VERB
easat-5645	17	22	dimensionality	dimensionality	NOUN
easat-5645	17	23	while	while	SCONJ
easat-5645	17	24	conserving	conserve	VERB
easat-5645	17	25	health	health	NOUN
easat-5645	17	26	-	-	PUNCT
easat-5645	17	27	relevant	relevant	ADJ
easat-5645	17	28	information	information	NOUN
easat-5645	17	29	.	.	PUNCT
easat-5645	18	1	the	the	DET
easat-5645	18	2	optimized	optimize	VERB
easat-5645	18	3	features	feature	NOUN
easat-5645	18	4	are	be	AUX
easat-5645	18	5	classified	classify	VERB
easat-5645	18	6	using	use	VERB
easat-5645	18	7	a	a	DET
easat-5645	18	8	hybrid	hybrid	ADJ
easat-5645	18	9	golden	golden	ADJ
easat-5645	18	10	eagle	eagle	NOUN
easat-5645	18	11	-	-	PUNCT
easat-5645	18	12	self	self	NOUN
easat-5645	18	13	-	-	PUNCT
easat-5645	18	14	constructing	construct	VERB
easat-5645	18	15	neural	neural	ADJ
easat-5645	18	16	fuzzy	fuzzy	ADJ
easat-5645	18	17	(	(	PUNCT
easat-5645	18	18	hge	hge	NOUN
easat-5645	18	19	-	-	PUNCT
easat-5645	18	20	snf	snf	PROPN
easat-5645	18	21	)	)	PUNCT
easat-5645	18	22	algorithm	algorithm	NOUN
easat-5645	18	23	,	,	PUNCT
easat-5645	18	24	which	which	PRON
easat-5645	18	25	dynamically	dynamically	ADV
easat-5645	18	26	tunes	tune	VERB
easat-5645	18	27	the	the	DET
easat-5645	18	28	weights	weight	NOUN
easat-5645	18	29	and	and	CCONJ
easat-5645	18	30	biases	bias	NOUN
easat-5645	18	31	toward	toward	ADP
easat-5645	18	32	optimal	optimal	ADJ
easat-5645	18	33	classification	classification	NOUN
easat-5645	18	34	performance	performance	NOUN
easat-5645	18	35	.	.	PUNCT
easat-5645	19	1	this	this	DET
easat-5645	19	2	hybrid	hybrid	ADJ
easat-5645	19	3	approach	approach	NOUN
easat-5645	19	4	improves	improve	VERB
easat-5645	19	5	predictive	predictive	ADJ
easat-5645	19	6	accuracy	accuracy	NOUN
easat-5645	19	7	in	in	ADP
easat-5645	19	8	disease	disease	NOUN
easat-5645	19	9	detection	detection	NOUN
easat-5645	19	10	and	and	CCONJ
easat-5645	19	11	patient	patient	ADJ
easat-5645	19	12	management	management	NOUN
easat-5645	19	13	issues	issue	NOUN
easat-5645	19	14	and	and	CCONJ
easat-5645	19	15	enhances	enhance	VERB
easat-5645	19	16	computational	computational	ADJ
easat-5645	19	17	efficiency	efficiency	NOUN
easat-5645	19	18	for	for	ADP
easat-5645	19	19	real	real	ADJ
easat-5645	19	20	-	-	PUNCT
easat-5645	19	21	time	time	NOUN
easat-5645	19	22	healthcare	healthcare	NOUN
easat-5645	19	23	applications	application	NOUN
easat-5645	19	24	.	.	PUNCT
easat-5645	20	1	experimental	experimental	ADJ
easat-5645	20	2	results	result	NOUN
easat-5645	20	3	indicate	indicate	VERB
easat-5645	20	4	that	that	SCONJ
easat-5645	20	5	it	it	PRON
easat-5645	20	6	performs	perform	VERB
easat-5645	20	7	better	well	ADJ
easat-5645	20	8	than	than	ADP
easat-5645	20	9	traditional	traditional	ADJ
easat-5645	20	10	methods	method	NOUN
easat-5645	20	11	and	and	CCONJ
easat-5645	20	12	has	have	VERB
easat-5645	20	13	great	great	ADJ
easat-5645	20	14	potential	potential	NOUN
easat-5645	20	15	to	to	PART
easat-5645	20	16	revolutionize	revolutionize	VERB
easat-5645	20	17	big	big	ADJ
easat-5645	20	18	data	datum	NOUN
easat-5645	20	19	analytics	analytic	NOUN
easat-5645	20	20	in	in	ADP
easat-5645	20	21	health	health	NOUN
easat-5645	20	22	systems	system	NOUN
easat-5645	20	23	.	.	PUNCT
easat-5645	21	1	keywords	keyword	NOUN
easat-5645	21	2	:	:	PUNCT
easat-5645	21	3	big	big	ADJ
easat-5645	21	4	data	datum	NOUN
easat-5645	21	5	,	,	PUNCT
easat-5645	21	6	classification	classification	NOUN
easat-5645	21	7	,	,	PUNCT
easat-5645	21	8	feature	feature	NOUN
easat-5645	21	9	extraction	extraction	NOUN
easat-5645	21	10	and	and	CCONJ
easat-5645	21	11	covid-19	covid-19	PROPN
easat-5645	21	12	database	database	NOUN
easat-5645	21	13	,	,	PUNCT
easat-5645	21	14	healthcare	healthcare	PROPN
easat-5645	21	15	,	,	PUNCT
easat-5645	21	16	optimization	optimization	NOUN
easat-5645	21	17	.	.	PUNCT
easat-5645	22	1	1	1	X
easat-5645	22	2	.	.	X
easat-5645	22	3	introduction	introduction	NOUN
easat-5645	22	4	medical	medical	ADJ
easat-5645	22	5	information	information	NOUN
easat-5645	22	6	has	have	AUX
easat-5645	22	7	progressed	progress	VERB
easat-5645	22	8	in	in	ADP
easat-5645	22	9	the	the	DET
easat-5645	22	10	domain	domain	NOUN
easat-5645	22	11	of	of	ADP
easat-5645	22	12	intellectual	intellectual	ADJ
easat-5645	22	13	ability	ability	NOUN
easat-5645	22	14	as	as	ADP
easat-5645	22	15	a	a	DET
easat-5645	22	16	result	result	NOUN
easat-5645	22	17	of	of	ADP
easat-5645	22	18	the	the	DET
easat-5645	22	19	increasing	increase	VERB
easat-5645	22	20	advancement	advancement	NOUN
easat-5645	22	21	of	of	ADP
easat-5645	22	22	information	information	NOUN
easat-5645	22	23	technology	technology	NOUN
easat-5645	22	24	[	[	X
easat-5645	22	25	1	1	NUM
easat-5645	22	26	]	]	PUNCT
easat-5645	22	27	.	.	PUNCT
easat-5645	23	1	big	big	ADJ
easat-5645	23	2	data	datum	NOUN
easat-5645	23	3	in	in	ADP
easat-5645	23	4	healthcare	healthcare	PROPN
easat-5645	23	5	ensures	ensure	VERB
easat-5645	23	6	a	a	DET
easat-5645	23	7	proper	proper	ADJ
easat-5645	23	8	database	database	NOUN
easat-5645	23	9	for	for	ADP
easat-5645	23	10	healthcare	healthcare	NOUN
easat-5645	23	11	service	service	NOUN
easat-5645	23	12	knowledge	knowledge	NOUN
easat-5645	23	13	and	and	CCONJ
easat-5645	23	14	e	e	NOUN
easat-5645	23	15	-	-	NOUN
easat-5645	23	16	health	health	NOUN
easat-5645	23	17	.	.	PUNCT
easat-5645	24	1	for	for	ADP
easat-5645	24	2	something	something	PRON
easat-5645	24	3	like	like	ADP
easat-5645	24	4	intelligent	intelligent	ADJ
easat-5645	24	5	health	health	NOUN
easat-5645	24	6	information	information	NOUN
easat-5645	24	7	,	,	PUNCT
easat-5645	24	8	categorization	categorization	NOUN
easat-5645	24	9	of	of	ADP
easat-5645	24	10	health	health	NOUN
easat-5645	24	11	care	care	NOUN
easat-5645	24	12	big	big	ADJ
easat-5645	24	13	data	datum	NOUN
easat-5645	24	14	is	be	AUX
easat-5645	24	15	critical	critical	ADJ
easat-5645	24	16	[	[	X
easat-5645	24	17	2	2	NUM
easat-5645	24	18	]	]	PUNCT
easat-5645	24	19	.	.	PUNCT
easat-5645	25	1	furthermore	furthermore	ADV
easat-5645	25	2	,	,	PUNCT
easat-5645	25	3	the	the	DET
easat-5645	25	4	internet	internet	NOUN
easat-5645	25	5	of	of	ADP
easat-5645	25	6	things	thing	NOUN
easat-5645	25	7	(	(	PUNCT
easat-5645	25	8	iot	iot	NOUN
easat-5645	25	9	)	)	PUNCT
easat-5645	25	10	,	,	PUNCT
easat-5645	25	11	big	big	ADJ
easat-5645	25	12	data	datum	NOUN
easat-5645	25	13	,	,	PUNCT
easat-5645	25	14	as	as	ADV
easat-5645	25	15	well	well	ADV
easat-5645	25	16	as	as	ADP
easat-5645	25	17	artificial	artificial	ADJ
easat-5645	25	18	intelligence	intelligence	NOUN
easat-5645	25	19	(	(	PUNCT
easat-5645	25	20	ai	ai	NOUN
easat-5645	25	21	)	)	PUNCT
easat-5645	25	22	are	be	AUX
easat-5645	25	23	all	all	ADV
easat-5645	25	24	connected	connected	ADJ
easat-5645	25	25	topics	topic	NOUN
easat-5645	25	26	of	of	ADP
easat-5645	25	27	study	study	NOUN
easat-5645	25	28	that	that	PRON
easat-5645	25	29	have	have	VERB
easat-5645	25	30	an	an	DET
easat-5645	25	31	impact	impact	NOUN
easat-5645	25	32	on	on	ADP
easat-5645	25	33	the	the	DET
easat-5645	25	34	design	design	NOUN
easat-5645	25	35	and	and	CCONJ
easat-5645	25	36	implementation	implementation	NOUN
easat-5645	25	37	of	of	ADP
easat-5645	25	38	better	well	ADV
easat-5645	25	39	-	-	PUNCT
easat-5645	25	40	customized	customize	VERB
easat-5645	25	41	healthcare	healthcare	NOUN
easat-5645	25	42	systems	system	NOUN
easat-5645	25	43	[	[	X
easat-5645	25	44	3	3	NUM
easat-5645	25	45	,	,	PUNCT
easat-5645	25	46	4	4	NUM
easat-5645	25	47	]	]	PUNCT
easat-5645	25	48	.	.	PUNCT
easat-5645	26	1	the	the	DET
easat-5645	26	2	iot	iot	PROPN
easat-5645	26	3	offers	offer	VERB
easat-5645	26	4	a	a	DET
easat-5645	26	5	reduction	reduction	NOUN
easat-5645	26	6	in	in	ADP
easat-5645	26	7	the	the	DET
easat-5645	26	8	worldwide	worldwide	ADJ
easat-5645	26	9	cost	cost	NOUN
easat-5645	26	10	of	of	ADP
easat-5645	26	11	serious	serious	ADJ
easat-5645	26	12	illness	illness	NOUN
easat-5645	26	13	treatment	treatment	NOUN
easat-5645	26	14	.	.	PUNCT
easat-5645	27	1	these	these	DET
easat-5645	27	2	technologies	technology	NOUN
easat-5645	27	3	'	'	PART
easat-5645	27	4	real	real	ADJ
easat-5645	27	5	-	-	PUNCT
easat-5645	27	6	time	time	NOUN
easat-5645	27	7	health	health	NOUN
easat-5645	27	8	information	information	NOUN
easat-5645	27	9	can	can	AUX
easat-5645	27	10	be	be	AUX
easat-5645	27	11	analyzed	analyze	VERB
easat-5645	27	12	to	to	PART
easat-5645	27	13	assist	assist	VERB
easat-5645	27	14	patients	patient	NOUN
easat-5645	27	15	through	through	ADP
easat-5645	27	16	self	self	NOUN
easat-5645	27	17	-	-	PUNCT
easat-5645	27	18	administration	administration	NOUN
easat-5645	27	19	therapy	therapy	NOUN
easat-5645	27	20	[	[	X
easat-5645	27	21	5	5	NUM
easat-5645	27	22	]	]	PUNCT
easat-5645	27	23	.	.	PUNCT
easat-5645	28	1	consequently	consequently	ADV
easat-5645	28	2	,	,	PUNCT
easat-5645	28	3	the	the	DET
easat-5645	28	4	covid-19	covid-19	PROPN
easat-5645	28	5	(	(	PUNCT
easat-5645	28	6	coronavirus	coronavirus	NOUN
easat-5645	28	7	)	)	PUNCT
easat-5645	28	8	outbreak	outbreak	NOUN
easat-5645	28	9	has	have	AUX
easat-5645	28	10	been	be	AUX
easat-5645	28	11	widely	widely	ADV
easat-5645	28	12	regarded	regard	VERB
easat-5645	28	13	as	as	ADP
easat-5645	28	14	a	a	DET
easat-5645	28	15	serious	serious	ADJ
easat-5645	28	16	health	health	NOUN
easat-5645	28	17	concern	concern	NOUN
easat-5645	28	18	caused	cause	VERB
easat-5645	28	19	by	by	ADP
easat-5645	28	20	virus	virus	NOUN
easat-5645	28	21	infection	infection	NOUN
easat-5645	28	22	that	that	PRON
easat-5645	28	23	has	have	VERB
easat-5645	28	24	a	a	DET
easat-5645	28	25	direct	direct	ADJ
easat-5645	28	26	impact	impact	NOUN
easat-5645	28	27	on	on	ADP
easat-5645	28	28	the	the	DET
easat-5645	28	29	body	body	NOUN
easat-5645	28	30	's	's	PART
easat-5645	28	31	various	various	ADJ
easat-5645	28	32	parts	part	NOUN
easat-5645	28	33	of	of	ADP
easat-5645	28	34	the	the	DET
easat-5645	28	35	body	body	NOUN
easat-5645	28	36	[	[	X
easat-5645	28	37	6	6	NUM
easat-5645	28	38	]	]	PUNCT
easat-5645	28	39	.	.	PUNCT
easat-5645	29	1	the	the	DET
easat-5645	29	2	viral	viral	ADJ
easat-5645	29	3	is	be	AUX
easat-5645	29	4	conveyed	convey	VERB
easat-5645	29	5	mostly	mostly	ADV
easat-5645	29	6	by	by	ADP
easat-5645	29	7	respiratory	respiratory	ADJ
easat-5645	29	8	droplets	droplet	NOUN
easat-5645	29	9	such	such	ADJ
easat-5645	29	10	as	as	ADP
easat-5645	29	11	coughing	cough	VERB
easat-5645	29	12	,	,	PUNCT
easat-5645	29	13	sneezing	sneeze	VERB
easat-5645	29	14	,	,	PUNCT
easat-5645	29	15	and	and	CCONJ
easat-5645	29	16	coughs	cough	NOUN
easat-5645	29	17	,	,	PUNCT
easat-5645	29	18	and	and	CCONJ
easat-5645	29	19	is	be	AUX
easat-5645	29	20	passed	pass	VERB
easat-5645	29	21	from	from	ADP
easat-5645	29	22	person	person	NOUN
easat-5645	29	23	to	to	ADP
easat-5645	29	24	person	person	NOUN
easat-5645	29	25	[	[	X
easat-5645	29	26	7	7	NUM
easat-5645	29	27	]	]	PUNCT
easat-5645	29	28	.	.	PUNCT
easat-5645	30	1	1594	1594	NUM
easat-5645	30	2	edelweiss	edelweiss	PROPN
easat-5645	30	3	applied	apply	VERB
easat-5645	30	4	science	science	NOUN
easat-5645	30	5	and	and	CCONJ
easat-5645	30	6	technology	technology	NOUN
easat-5645	30	7	issn	issn	PROPN
easat-5645	30	8	:	:	PUNCT
easat-5645	30	9	2576	2576	NUM
easat-5645	30	10	-	-	SYM
easat-5645	30	11	8484	8484	NUM
easat-5645	30	12	vol	vol	NOUN
easat-5645	30	13	.	.	PROPN
easat-5645	31	1	9	9	NUM
easat-5645	31	2	,	,	PUNCT
easat-5645	31	3	no	no	INTJ
easat-5645	31	4	.	.	NOUN
easat-5645	32	1	3	3	NUM
easat-5645	32	2	:	:	SYM
easat-5645	32	3	1593	1593	NUM
easat-5645	32	4	-	-	SYM
easat-5645	32	5	1620	1620	NUM
easat-5645	32	6	,	,	PUNCT
easat-5645	32	7	2025	2025	NUM
easat-5645	32	8	doi	doi	NOUN
easat-5645	32	9	:	:	PUNCT
easat-5645	32	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	32	11	©	©	NOUN
easat-5645	32	12	2025	2025	NUM
easat-5645	32	13	by	by	ADP
easat-5645	32	14	the	the	DET
easat-5645	32	15	author	author	NOUN
easat-5645	32	16	;	;	PUNCT
easat-5645	32	17	licensee	licensee	PROPN
easat-5645	32	18	learning	learning	NOUN
easat-5645	32	19	gate	gate	NOUN
easat-5645	32	20	despite	despite	SCONJ
easat-5645	32	21	fever	fever	NOUN
easat-5645	32	22	as	as	ADV
easat-5645	32	23	well	well	ADV
easat-5645	32	24	as	as	ADP
easat-5645	32	25	coughing	cough	VERB
easat-5645	32	26	being	be	AUX
easat-5645	32	27	the	the	DET
easat-5645	32	28	most	most	ADV
easat-5645	32	29	common	common	ADJ
easat-5645	32	30	signs	sign	NOUN
easat-5645	32	31	and	and	CCONJ
easat-5645	32	32	symptoms	symptom	NOUN
easat-5645	32	33	,	,	PUNCT
easat-5645	32	34	also	also	ADV
easat-5645	32	35	before	before	SCONJ
easat-5645	32	36	health	health	NOUN
easat-5645	32	37	disorders	disorder	NOUN
easat-5645	32	38	including	include	VERB
easat-5645	32	39	heart	heart	NOUN
easat-5645	32	40	disease	disease	NOUN
easat-5645	32	41	,	,	PUNCT
easat-5645	32	42	kidney	kidney	NOUN
easat-5645	32	43	disease	disease	NOUN
easat-5645	32	44	,	,	PUNCT
easat-5645	32	45	diabetes	diabetes	NOUN
easat-5645	32	46	,	,	PUNCT
easat-5645	32	47	and	and	CCONJ
easat-5645	32	48	cancer	cancer	NOUN
easat-5645	32	49	can	can	AUX
easat-5645	32	50	potentially	potentially	ADV
easat-5645	32	51	worsen	worsen	VERB
easat-5645	32	52	the	the	DET
easat-5645	32	53	disease	disease	NOUN
easat-5645	32	54	’s	’s	PART
easat-5645	32	55	result	result	NOUN
easat-5645	33	1	[	[	X
easat-5645	33	2	8	8	NUM
easat-5645	33	3	]	]	PUNCT
easat-5645	33	4	.	.	PUNCT
easat-5645	34	1	a	a	DET
easat-5645	34	2	pandemic	pandemic	ADJ
easat-5645	34	3	-	-	PUNCT
easat-5645	34	4	ready	ready	ADJ
easat-5645	34	5	healthcare	healthcare	NOUN
easat-5645	34	6	system	system	NOUN
easat-5645	34	7	and	and	CCONJ
easat-5645	34	8	a	a	DET
easat-5645	34	9	fight	fight	NOUN
easat-5645	34	10	against	against	ADP
easat-5645	34	11	this	this	DET
easat-5645	34	12	illness	illness	NOUN
easat-5645	34	13	is	be	AUX
easat-5645	34	14	necessary	necessary	ADJ
easat-5645	34	15	.	.	PUNCT
easat-5645	35	1	to	to	PART
easat-5645	35	2	further	far	ADV
easat-5645	35	3	assess	assess	VERB
easat-5645	35	4	the	the	DET
easat-5645	35	5	idea	idea	NOUN
easat-5645	35	6	,	,	PUNCT
easat-5645	35	7	this	this	DET
easat-5645	35	8	article	article	NOUN
easat-5645	35	9	uses	use	VERB
easat-5645	35	10	prospective	prospective	ADJ
easat-5645	35	11	data	datum	NOUN
easat-5645	35	12	mining	mining	NOUN
easat-5645	35	13	algorithms	algorithm	NOUN
easat-5645	35	14	on	on	ADP
easat-5645	35	15	covid-19	covid-19	PROPN
easat-5645	35	16	datasets	dataset	NOUN
easat-5645	35	17	,	,	PUNCT
easat-5645	35	18	heart	heart	NOUN
easat-5645	35	19	disease	disease	NOUN
easat-5645	35	20	,	,	PUNCT
easat-5645	35	21	renal	renal	ADJ
easat-5645	35	22	disease	disease	NOUN
easat-5645	35	23	,	,	PUNCT
easat-5645	35	24	diabetes	diabete	NOUN
easat-5645	35	25	,	,	PUNCT
easat-5645	35	26	as	as	ADV
easat-5645	35	27	well	well	ADV
easat-5645	35	28	as	as	ADP
easat-5645	35	29	cancer	cancer	NOUN
easat-5645	35	30	[	[	X
easat-5645	35	31	9	9	NUM
easat-5645	35	32	]	]	PUNCT
easat-5645	35	33	.	.	PUNCT
easat-5645	36	1	humans	human	NOUN
easat-5645	36	2	have	have	AUX
easat-5645	36	3	been	be	AUX
easat-5645	36	4	suffering	suffer	VERB
easat-5645	36	5	from	from	ADP
easat-5645	36	6	treatable	treatable	ADJ
easat-5645	36	7	illnesses	illness	NOUN
easat-5645	36	8	for	for	ADP
easat-5645	36	9	decades	decade	NOUN
easat-5645	36	10	,	,	PUNCT
easat-5645	36	11	with	with	ADP
easat-5645	36	12	just	just	ADV
easat-5645	36	13	a	a	DET
easat-5645	36	14	few	few	ADJ
easat-5645	36	15	people	people	NOUN
easat-5645	36	16	who	who	PRON
easat-5645	36	17	are	be	AUX
easat-5645	36	18	affected	affect	VERB
easat-5645	36	19	by	by	ADP
easat-5645	36	20	premature	premature	ADJ
easat-5645	36	21	foreseeable	foreseeable	ADJ
easat-5645	36	22	ailments	ailment	NOUN
easat-5645	36	23	that	that	PRON
easat-5645	36	24	can	can	AUX
easat-5645	36	25	be	be	AUX
easat-5645	36	26	entirely	entirely	ADV
easat-5645	36	27	recovered	recover	VERB
easat-5645	36	28	,	,	PUNCT
easat-5645	36	29	while	while	SCONJ
easat-5645	36	30	another	another	DET
easat-5645	36	31	half	half	NOUN
easat-5645	36	32	of	of	ADP
easat-5645	36	33	the	the	DET
easat-5645	36	34	population	population	NOUN
easat-5645	36	35	receives	receive	VERB
easat-5645	36	36	speedy	speedy	ADJ
easat-5645	36	37	treatment	treatment	NOUN
easat-5645	36	38	to	to	PART
easat-5645	36	39	improve	improve	VERB
easat-5645	36	40	human	human	ADJ
easat-5645	36	41	survival	survival	NOUN
easat-5645	36	42	rates	rate	NOUN
easat-5645	36	43	[	[	X
easat-5645	36	44	10	10	NUM
easat-5645	36	45	]	]	PUNCT
easat-5645	36	46	.	.	PUNCT
easat-5645	37	1	by	by	ADP
easat-5645	37	2	establishing	establish	VERB
easat-5645	37	3	a	a	DET
easat-5645	37	4	functional	functional	ADJ
easat-5645	37	5	healthcare	healthcare	NOUN
easat-5645	37	6	system	system	NOUN
easat-5645	37	7	for	for	ADP
easat-5645	37	8	individuals	individual	NOUN
easat-5645	37	9	to	to	PART
easat-5645	37	10	use	use	VERB
easat-5645	37	11	in	in	ADP
easat-5645	37	12	screening	screening	NOUN
easat-5645	37	13	,	,	PUNCT
easat-5645	37	14	prior	prior	ADV
easat-5645	37	15	analysis	analysis	NOUN
easat-5645	37	16	aids	aid	NOUN
easat-5645	37	17	physicians	physician	NOUN
easat-5645	37	18	in	in	ADP
easat-5645	37	19	providing	provide	VERB
easat-5645	37	20	patients	patient	NOUN
easat-5645	37	21	with	with	ADP
easat-5645	37	22	the	the	DET
easat-5645	37	23	therapy	therapy	NOUN
easat-5645	37	24	that	that	PRON
easat-5645	37	25	prefer	prefer	VERB
easat-5645	37	26	.	.	PUNCT
easat-5645	38	1	by	by	ADP
easat-5645	38	2	utilizing	utilize	VERB
easat-5645	38	3	research	research	NOUN
easat-5645	38	4	centers	center	NOUN
easat-5645	38	5	,	,	PUNCT
easat-5645	38	6	online	online	ADJ
easat-5645	38	7	entrepreneurs	entrepreneur	NOUN
easat-5645	38	8	and	and	CCONJ
easat-5645	38	9	banking	banking	NOUN
easat-5645	38	10	industries	industry	NOUN
easat-5645	38	11	,	,	PUNCT
easat-5645	38	12	and	and	CCONJ
easat-5645	38	13	other	other	ADJ
easat-5645	38	14	organizations	organization	NOUN
easat-5645	38	15	,	,	PUNCT
easat-5645	38	16	the	the	DET
easat-5645	38	17	shared	share	VERB
easat-5645	38	18	health	health	NOUN
easat-5645	38	19	benefit	benefit	NOUN
easat-5645	38	20	expenditure	expenditure	NOUN
easat-5645	38	21	may	may	AUX
easat-5645	38	22	be	be	AUX
easat-5645	38	23	achieved	achieve	VERB
easat-5645	38	24	,	,	PUNCT
easat-5645	38	25	allowing	allow	VERB
easat-5645	38	26	for	for	ADP
easat-5645	38	27	the	the	DET
easat-5645	38	28	long	long	ADJ
easat-5645	38	29	-	-	PUNCT
easat-5645	38	30	term	term	NOUN
easat-5645	38	31	growth	growth	NOUN
easat-5645	38	32	of	of	ADP
easat-5645	38	33	vital	vital	ADJ
easat-5645	38	34	medical	medical	ADJ
easat-5645	38	35	fields	field	NOUN
easat-5645	38	36	,	,	PUNCT
easat-5645	38	37	research	research	NOUN
easat-5645	38	38	,	,	PUNCT
easat-5645	38	39	emulation	emulation	NOUN
easat-5645	38	40	,	,	PUNCT
easat-5645	38	41	and	and	CCONJ
easat-5645	38	42	implementation	implementation	NOUN
easat-5645	38	43	,	,	PUNCT
easat-5645	38	44	as	as	ADV
easat-5645	38	45	well	well	ADV
easat-5645	38	46	as	as	ADP
easat-5645	38	47	financing	financing	NOUN
easat-5645	38	48	and	and	CCONJ
easat-5645	38	49	administration	administration	NOUN
easat-5645	38	50	[	[	X
easat-5645	38	51	11	11	NUM
easat-5645	38	52	]	]	PUNCT
easat-5645	38	53	.	.	PUNCT
easat-5645	39	1	biosensors	biosensor	NOUN
easat-5645	39	2	and	and	CCONJ
easat-5645	39	3	social	social	ADJ
easat-5645	39	4	media	medium	NOUN
easat-5645	39	5	platforms	platform	NOUN
easat-5645	39	6	play	play	VERB
easat-5645	39	7	a	a	DET
easat-5645	39	8	critical	critical	ADJ
easat-5645	39	9	role	role	NOUN
easat-5645	39	10	in	in	ADP
easat-5645	39	11	introducing	introduce	VERB
easat-5645	39	12	a	a	DET
easat-5645	39	13	new	new	ADJ
easat-5645	39	14	way	way	NOUN
easat-5645	39	15	to	to	PART
easat-5645	39	16	collect	collect	VERB
easat-5645	39	17	patient	patient	ADJ
easat-5645	39	18	data	datum	NOUN
easat-5645	39	19	for	for	ADP
easat-5645	39	20	effective	effective	ADJ
easat-5645	39	21	healthcare	healthcare	NOUN
easat-5645	39	22	monitoring	monitor	VERB
easat-5645	39	23	[	[	X
easat-5645	39	24	12	12	NUM
easat-5645	39	25	]	]	PUNCT
easat-5645	39	26	.	.	PUNCT
easat-5645	40	1	constant	constant	ADJ
easat-5645	40	2	process	process	NOUN
easat-5645	40	3	characterized	characterize	VERB
easat-5645	40	4	using	use	VERB
easat-5645	40	5	sensor	sensor	NOUN
easat-5645	40	6	modules	module	NOUN
easat-5645	40	7	,	,	PUNCT
easat-5645	40	8	on	on	ADP
easat-5645	40	9	the	the	DET
easat-5645	40	10	other	other	ADJ
easat-5645	40	11	hand	hand	NOUN
easat-5645	40	12	,	,	PUNCT
easat-5645	40	13	generates	generate	VERB
easat-5645	40	14	a	a	DET
easat-5645	40	15	lot	lot	NOUN
easat-5645	40	16	of	of	ADP
easat-5645	40	17	medical	medical	ADJ
easat-5645	40	18	data	datum	NOUN
easat-5645	40	19	[	[	X
easat-5645	40	20	13	13	NUM
easat-5645	40	21	]	]	PUNCT
easat-5645	40	22	.	.	PUNCT
easat-5645	41	1	furthermore	furthermore	ADV
easat-5645	41	2	,	,	PUNCT
easat-5645	41	3	user	user	NOUN
easat-5645	41	4	-	-	PUNCT
easat-5645	41	5	generated	generate	VERB
easat-5645	41	6	information	information	NOUN
easat-5645	41	7	systems	system	NOUN
easat-5645	41	8	on	on	ADP
easat-5645	41	9	social	social	ADJ
easat-5645	41	10	media	medium	NOUN
easat-5645	41	11	sites	site	NOUN
easat-5645	41	12	are	be	AUX
easat-5645	41	13	unstructured	unstructure	VERB
easat-5645	41	14	and	and	CCONJ
easat-5645	41	15	come	come	VERB
easat-5645	41	16	in	in	ADP
easat-5645	41	17	vast	vast	ADJ
easat-5645	41	18	quantities	quantity	NOUN
easat-5645	41	19	.	.	PUNCT
easat-5645	42	1	current	current	ADJ
easat-5645	42	2	healthcare	healthcare	NOUN
easat-5645	42	3	monitoring	monitoring	NOUN
easat-5645	42	4	devices	device	NOUN
easat-5645	42	5	are	be	AUX
easat-5645	42	6	ineffective	ineffective	ADJ
easat-5645	42	7	in	in	ADP
easat-5645	42	8	retrieving	retrieve	VERB
easat-5645	42	9	relevant	relevant	ADJ
easat-5645	42	10	data	datum	NOUN
easat-5645	42	11	from	from	ADP
easat-5645	42	12	sensors	sensor	NOUN
easat-5645	42	13	as	as	ADV
easat-5645	42	14	well	well	ADV
easat-5645	42	15	as	as	ADP
easat-5645	42	16	social	social	ADJ
easat-5645	42	17	media	medium	NOUN
easat-5645	42	18	data	datum	NOUN
easat-5645	42	19	and	and	CCONJ
easat-5645	42	20	also	also	ADV
easat-5645	42	21	analyzing	analyze	VERB
easat-5645	42	22	it	it	PRON
easat-5645	42	23	properly	properly	ADV
easat-5645	42	24	[	[	X
easat-5645	42	25	14	14	NUM
easat-5645	42	26	]	]	PUNCT
easat-5645	42	27	.	.	PUNCT
easat-5645	43	1	several	several	ADJ
easat-5645	43	2	developed	develop	VERB
easat-5645	43	3	countries	country	NOUN
easat-5645	43	4	have	have	AUX
easat-5645	43	5	announced	announce	VERB
easat-5645	43	6	a	a	DET
easat-5645	43	7	lot	lot	NOUN
easat-5645	43	8	of	of	ADP
easat-5645	43	9	large	large	ADJ
easat-5645	43	10	information	information	NOUN
easat-5645	43	11	systems	system	NOUN
easat-5645	43	12	strategies	strategy	NOUN
easat-5645	43	13	,	,	PUNCT
easat-5645	43	14	aggressively	aggressively	ADV
easat-5645	43	15	encouraged	encourage	VERB
easat-5645	43	16	big	big	ADJ
easat-5645	43	17	data	datum	NOUN
easat-5645	43	18	application	application	NOUN
easat-5645	43	19	areas	area	NOUN
easat-5645	43	20	,	,	PUNCT
easat-5645	43	21	and	and	CCONJ
easat-5645	43	22	saw	see	VERB
easat-5645	43	23	health	health	NOUN
easat-5645	43	24	care	care	NOUN
easat-5645	43	25	with	with	ADP
easat-5645	43	26	big	big	ADJ
easat-5645	43	27	data	datum	NOUN
easat-5645	43	28	as	as	ADP
easat-5645	43	29	a	a	DET
easat-5645	43	30	critical	critical	ADJ
easat-5645	43	31	part	part	NOUN
easat-5645	43	32	of	of	ADP
easat-5645	43	33	national	national	ADJ
easat-5645	43	34	essential	essential	ADJ
easat-5645	43	35	services	service	NOUN
easat-5645	43	36	.	.	PUNCT
easat-5645	44	1	different	different	ADJ
easat-5645	44	2	deep	deep	ADJ
easat-5645	44	3	-	-	PUNCT
easat-5645	44	4	learning	learn	VERB
easat-5645	44	5	concepts	concept	NOUN
easat-5645	44	6	are	be	AUX
easat-5645	44	7	used	use	VERB
easat-5645	44	8	to	to	PART
easat-5645	44	9	study	study	VERB
easat-5645	44	10	and	and	CCONJ
easat-5645	44	11	uncover	uncover	VERB
easat-5645	44	12	patterns	pattern	NOUN
easat-5645	44	13	in	in	ADP
easat-5645	44	14	datasets	dataset	NOUN
easat-5645	44	15	using	use	VERB
easat-5645	44	16	classification	classification	NOUN
easat-5645	44	17	algorithms	algorithm	NOUN
easat-5645	44	18	[	[	X
easat-5645	44	19	15	15	NUM
easat-5645	44	20	]	]	PUNCT
easat-5645	44	21	.	.	PUNCT
easat-5645	45	1	the	the	DET
easat-5645	45	2	most	most	ADV
easat-5645	45	3	recent	recent	ADJ
easat-5645	45	4	advances	advance	NOUN
easat-5645	45	5	in	in	ADP
easat-5645	45	6	machine	machine	NOUN
easat-5645	45	7	learning	learning	NOUN
easat-5645	45	8	(	(	PUNCT
easat-5645	45	9	ml	ml	NOUN
easat-5645	45	10	)	)	PUNCT
easat-5645	45	11	based	base	VERB
easat-5645	45	12	tools	tool	NOUN
easat-5645	45	13	and	and	CCONJ
easat-5645	45	14	methodologies	methodology	NOUN
easat-5645	45	15	improve	improve	VERB
easat-5645	45	16	the	the	DET
easat-5645	45	17	study	study	NOUN
easat-5645	45	18	of	of	ADP
easat-5645	45	19	emerging	emerge	VERB
easat-5645	45	20	models	model	NOUN
easat-5645	45	21	.	.	PUNCT
easat-5645	46	1	numerous	numerous	ADJ
easat-5645	46	2	researchers	researcher	NOUN
easat-5645	46	3	used	use	VERB
easat-5645	46	4	artificial	artificial	ADJ
easat-5645	46	5	intelligence	intelligence	NOUN
easat-5645	46	6	techniques	technique	NOUN
easat-5645	46	7	and	and	CCONJ
easat-5645	46	8	procedures	procedure	NOUN
easat-5645	46	9	to	to	PART
easat-5645	46	10	analyze	analyze	VERB
easat-5645	46	11	covid-19	covid-19	PROPN
easat-5645	46	12	data	datum	NOUN
easat-5645	46	13	and	and	CCONJ
easat-5645	46	14	came	come	VERB
easat-5645	46	15	up	up	ADP
easat-5645	46	16	with	with	ADP
easat-5645	46	17	some	some	DET
easat-5645	46	18	interesting	interesting	ADJ
easat-5645	46	19	results	result	NOUN
easat-5645	46	20	[	[	X
easat-5645	46	21	16	16	NUM
easat-5645	46	22	]	]	PUNCT
easat-5645	46	23	.	.	PUNCT
easat-5645	47	1	to	to	PART
easat-5645	47	2	forecast	forecast	VERB
easat-5645	47	3	the	the	DET
easat-5645	47	4	diagnosis	diagnosis	NOUN
easat-5645	47	5	of	of	ADP
easat-5645	47	6	the	the	DET
easat-5645	47	7	illness	illness	NOUN
easat-5645	47	8	,	,	PUNCT
easat-5645	47	9	several	several	ADJ
easat-5645	47	10	researchers	researcher	NOUN
easat-5645	47	11	employed	employ	VERB
easat-5645	47	12	neural	neural	ADJ
easat-5645	47	13	network	network	NOUN
easat-5645	47	14	models	model	NOUN
easat-5645	47	15	and	and	CCONJ
easat-5645	47	16	deep	deep	ADJ
easat-5645	47	17	learning	learning	NOUN
easat-5645	47	18	approaches	approach	NOUN
easat-5645	47	19	like	like	ADP
easat-5645	47	20	decision	decision	NOUN
easat-5645	47	21	tree	tree	NOUN
easat-5645	47	22	(	(	PUNCT
easat-5645	47	23	dt	dt	NOUN
easat-5645	47	24	)	)	PUNCT
easat-5645	48	1	[	[	X
easat-5645	48	2	17	17	NUM
easat-5645	48	3	]	]	PUNCT
easat-5645	48	4	.	.	PUNCT
easat-5645	49	1	multi	multi	ADJ
easat-5645	49	2	-	-	NOUN
easat-5645	49	3	layer	layer	ADJ
easat-5645	49	4	pi	pi	NOUN
easat-5645	49	5	-	-	PUNCT
easat-5645	49	6	sigma	sigma	PROPN
easat-5645	49	7	based	base	VERB
easat-5645	49	8	neuron	neuron	PROPN
easat-5645	49	9	model	model	PROPN
easat-5645	49	10	(	(	PUNCT
easat-5645	49	11	mlpsnm	mlpsnm	PROPN
easat-5645	49	12	)	)	PUNCT
easat-5645	49	13	ahmed	ahmed	PROPN
easat-5645	49	14	,	,	PUNCT
easat-5645	49	15	et	et	PROPN
easat-5645	49	16	al	al	PROPN
easat-5645	49	17	.	.	PUNCT
easat-5645	50	1	[	[	X
easat-5645	50	2	18	18	NUM
easat-5645	50	3	]	]	X
easat-5645	50	4	fuzzy	fuzzy	ADJ
easat-5645	50	5	analytic	analytic	NOUN
easat-5645	50	6	-	-	PUNCT
easat-5645	50	7	based	base	VERB
easat-5645	50	8	hierarchy	hierarchy	NOUN
easat-5645	50	9	process	process	NOUN
easat-5645	50	10	(	(	PUNCT
easat-5645	50	11	ahp	ahp	NOUN
easat-5645	50	12	)	)	PUNCT
easat-5645	50	13	nazari	nazari	PROPN
easat-5645	50	14	,	,	PUNCT
easat-5645	50	15	et	et	PROPN
easat-5645	50	16	al	al	PROPN
easat-5645	50	17	.	.	PUNCT
easat-5645	51	1	[	[	X
easat-5645	51	2	19	19	NUM
easat-5645	51	3	]	]	X
easat-5645	51	4	k	k	ADJ
easat-5645	51	5	-	-	PUNCT
easat-5645	51	6	nearest	near	ADJ
easat-5645	51	7	neighbor	neighbor	NOUN
easat-5645	51	8	(	(	PUNCT
easat-5645	51	9	knn	knn	PROPN
easat-5645	51	10	)	)	PUNCT
easat-5645	51	11	mittal	mittal	PROPN
easat-5645	51	12	,	,	PUNCT
easat-5645	51	13	et	et	PROPN
easat-5645	51	14	al	al	PROPN
easat-5645	51	15	.	.	PUNCT
easat-5645	52	1	[	[	X
easat-5645	52	2	20	20	NUM
easat-5645	52	3	]	]	X
easat-5645	52	4	logistic	logistic	ADJ
easat-5645	52	5	regression	regression	NOUN
easat-5645	52	6	(	(	PUNCT
easat-5645	52	7	lr	lr	NOUN
easat-5645	52	8	)	)	PUNCT
easat-5645	52	9	manogaran	manogaran	ADJ
easat-5645	52	10	and	and	CCONJ
easat-5645	52	11	lopez	lopez	NOUN
easat-5645	52	12	[	[	X
easat-5645	52	13	21	21	NUM
easat-5645	52	14	]	]	PUNCT
easat-5645	52	15	and	and	CCONJ
easat-5645	52	16	back	back	ADJ
easat-5645	52	17	-	-	PUNCT
easat-5645	52	18	propagation	propagation	NOUN
easat-5645	52	19	based	base	VERB
easat-5645	52	20	neural	neural	ADJ
easat-5645	52	21	network	network	NOUN
easat-5645	52	22	(	(	PUNCT
easat-5645	52	23	bpnn	bpnn	NOUN
easat-5645	52	24	)	)	PUNCT
easat-5645	52	25	ravindra	ravindra	PROPN
easat-5645	52	26	,	,	PUNCT
easat-5645	52	27	et	et	PROPN
easat-5645	52	28	al	al	PROPN
easat-5645	52	29	.	.	PUNCT
easat-5645	53	1	[	[	X
easat-5645	53	2	22	22	NUM
easat-5645	53	3	]	]	PUNCT
easat-5645	53	4	while	while	SCONJ
easat-5645	53	5	many	many	ADJ
easat-5645	53	6	others	other	NOUN
easat-5645	53	7	utilized	utilize	VERB
easat-5645	53	8	optimization	optimization	NOUN
easat-5645	53	9	-	-	PUNCT
easat-5645	53	10	based	base	VERB
easat-5645	53	11	classification	classification	NOUN
easat-5645	53	12	algorithms	algorithm	NOUN
easat-5645	53	13	[	[	X
easat-5645	53	14	23	23	NUM
easat-5645	53	15	]	]	PUNCT
easat-5645	53	16	.	.	PUNCT
easat-5645	54	1	furthermore	furthermore	ADV
easat-5645	54	2	,	,	PUNCT
easat-5645	54	3	typical	typical	ADJ
easat-5645	54	4	machine	machine	NOUN
easat-5645	54	5	learning	learning	NOUN
easat-5645	54	6	algorithms	algorithm	NOUN
easat-5645	54	7	are	be	AUX
easat-5645	54	8	insufficient	insufficient	ADJ
easat-5645	54	9	for	for	ADP
easat-5645	54	10	processing	process	VERB
easat-5645	54	11	healthcare	healthcare	NOUN
easat-5645	54	12	large	large	ADJ
easat-5645	54	13	data	datum	NOUN
easat-5645	54	14	to	to	PART
easat-5645	54	15	anticipate	anticipate	VERB
easat-5645	54	16	abnormalities	abnormality	NOUN
easat-5645	54	17	.	.	PUNCT
easat-5645	55	1	nevertheless	nevertheless	ADV
easat-5645	55	2	,	,	PUNCT
easat-5645	55	3	such	such	ADJ
easat-5645	55	4	techniques	technique	NOUN
easat-5645	55	5	are	be	AUX
easat-5645	55	6	vulnerable	vulnerable	ADJ
easat-5645	55	7	to	to	ADP
easat-5645	55	8	incorrect	incorrect	ADJ
easat-5645	55	9	thresholds	threshold	NOUN
easat-5645	55	10	and	and	CCONJ
easat-5645	55	11	an	an	DET
easat-5645	55	12	unequal	unequal	ADJ
easat-5645	55	13	distribution	distribution	NOUN
easat-5645	55	14	of	of	ADP
easat-5645	55	15	training	training	NOUN
easat-5645	55	16	data	datum	NOUN
easat-5645	55	17	classifications	classification	NOUN
easat-5645	55	18	,	,	PUNCT
easat-5645	55	19	resulting	result	VERB
easat-5645	55	20	in	in	ADP
easat-5645	55	21	a	a	DET
easat-5645	55	22	low	low	ADJ
easat-5645	55	23	classification	classification	NOUN
easat-5645	55	24	performance	performance	NOUN
easat-5645	55	25	.	.	PUNCT
easat-5645	56	1	the	the	DET
easat-5645	56	2	main	main	ADJ
easat-5645	56	3	contribution	contribution	NOUN
easat-5645	56	4	of	of	ADP
easat-5645	56	5	this	this	DET
easat-5645	56	6	study	study	NOUN
easat-5645	56	7	is	be	AUX
easat-5645	56	8	to	to	PART
easat-5645	56	9	use	use	VERB
easat-5645	56	10	a	a	DET
easat-5645	56	11	novel	novel	ADJ
easat-5645	56	12	classifier	classifier	NOUN
easat-5645	56	13	with	with	ADP
easat-5645	56	14	optimum	optimum	ADJ
easat-5645	56	15	features	feature	NOUN
easat-5645	56	16	to	to	PART
easat-5645	56	17	classify	classify	VERB
easat-5645	56	18	health	health	NOUN
easat-5645	56	19	information	information	NOUN
easat-5645	56	20	.	.	PUNCT
easat-5645	57	1	healthcare	healthcare	PROPN
easat-5645	57	2	big	big	PROPN
easat-5645	57	3	data	datum	NOUN
easat-5645	57	4	analytics	analytic	NOUN
easat-5645	57	5	can	can	AUX
easat-5645	57	6	benefit	benefit	VERB
easat-5645	57	7	from	from	ADP
easat-5645	57	8	this	this	DET
easat-5645	57	9	examination	examination	NOUN
easat-5645	57	10	of	of	ADP
easat-5645	57	11	specific	specific	ADJ
easat-5645	57	12	healthcare	healthcare	NOUN
easat-5645	57	13	data	datum	NOUN
easat-5645	57	14	received	receive	VERB
easat-5645	57	15	through	through	ADP
easat-5645	57	16	iot	iot	NOUN
easat-5645	57	17	.	.	PUNCT
easat-5645	58	1	the	the	DET
easat-5645	58	2	finest	fine	ADJ
easat-5645	58	3	features	feature	NOUN
easat-5645	58	4	are	be	AUX
easat-5645	58	5	selected	select	VERB
easat-5645	58	6	from	from	ADP
easat-5645	58	7	the	the	DET
easat-5645	58	8	big	big	ADJ
easat-5645	58	9	data	datum	NOUN
easat-5645	58	10	for	for	ADP
easat-5645	58	11	the	the	DET
easat-5645	58	12	process	process	NOUN
easat-5645	58	13	of	of	ADP
easat-5645	58	14	classification	classification	NOUN
easat-5645	58	15	is	be	AUX
easat-5645	58	16	performed	perform	VERB
easat-5645	58	17	by	by	ADP
easat-5645	58	18	the	the	DET
easat-5645	58	19	proposed	propose	VERB
easat-5645	58	20	lionized	lionize	VERB
easat-5645	58	21	heap	heap	NOUN
easat-5645	58	22	optimizer	optimizer	NOUN
easat-5645	58	23	(	(	PUNCT
easat-5645	58	24	lho	lho	NOUN
easat-5645	58	25	)	)	PUNCT
easat-5645	58	26	based	base	VERB
easat-5645	58	27	feature	feature	NOUN
easat-5645	58	28	extraction	extraction	NOUN
easat-5645	58	29	and	and	CCONJ
easat-5645	58	30	selection	selection	NOUN
easat-5645	58	31	.	.	PUNCT
easat-5645	59	1	the	the	DET
easat-5645	59	2	lho	lho	PROPN
easat-5645	59	3	method	method	NOUN
easat-5645	59	4	is	be	AUX
easat-5645	59	5	a	a	DET
easat-5645	59	6	combination	combination	NOUN
easat-5645	59	7	of	of	ADP
easat-5645	59	8	lion	lion	NOUN
easat-5645	59	9	and	and	CCONJ
easat-5645	59	10	heap	heap	NOUN
easat-5645	59	11	-	-	PUNCT
easat-5645	59	12	based	base	VERB
easat-5645	59	13	optimization	optimization	NOUN
easat-5645	59	14	combination	combination	NOUN
easat-5645	59	15	.	.	PUNCT
easat-5645	60	1	the	the	DET
easat-5645	60	2	best	good	ADJ
easat-5645	60	3	fitness	fitness	NOUN
easat-5645	60	4	of	of	ADP
easat-5645	60	5	lion	lion	NOUN
easat-5645	60	6	is	be	AUX
easat-5645	60	7	provided	provide	VERB
easat-5645	60	8	by	by	ADP
easat-5645	60	9	the	the	DET
easat-5645	60	10	performance	performance	NOUN
easat-5645	60	11	of	of	ADP
easat-5645	60	12	the	the	DET
easat-5645	60	13	heap	heap	NOUN
easat-5645	60	14	optimizer	optimizer	NOUN
easat-5645	60	15	in	in	ADP
easat-5645	60	16	feature	feature	NOUN
easat-5645	60	17	estimations	estimation	NOUN
easat-5645	60	18	.	.	PUNCT
easat-5645	61	1	furthermore	furthermore	ADV
easat-5645	61	2	,	,	PUNCT
easat-5645	61	3	the	the	DET
easat-5645	61	4	accurate	accurate	ADJ
easat-5645	61	5	data	datum	NOUN
easat-5645	61	6	of	of	ADP
easat-5645	61	7	classification	classification	NOUN
easat-5645	61	8	is	be	AUX
easat-5645	61	9	carried	carry	VERB
easat-5645	61	10	out	out	ADP
easat-5645	61	11	by	by	ADP
easat-5645	61	12	the	the	DET
easat-5645	61	13	proposed	propose	VERB
easat-5645	61	14	hierarchy	hierarchy	NOUN
easat-5645	61	15	golden	golden	PROPN
easat-5645	61	16	eagle	eagle	PROPN
easat-5645	61	17	based	base	VERB
easat-5645	61	18	self	self	NOUN
easat-5645	61	19	-	-	PUNCT
easat-5645	61	20	constructing	construct	VERB
easat-5645	61	21	neural	neural	ADJ
easat-5645	61	22	fuzzy	fuzzy	ADJ
easat-5645	61	23	(	(	PUNCT
easat-5645	61	24	hge	hge	NOUN
easat-5645	61	25	-	-	PUNCT
easat-5645	61	26	snf	snf	PROPN
easat-5645	61	27	)	)	PUNCT
easat-5645	61	28	method	method	NOUN
easat-5645	61	29	of	of	ADP
easat-5645	61	30	classification	classification	NOUN
easat-5645	61	31	technologies	technology	NOUN
easat-5645	61	32	.	.	PUNCT
easat-5645	62	1	the	the	DET
easat-5645	62	2	key	key	ADJ
easat-5645	62	3	contribution	contribution	NOUN
easat-5645	62	4	of	of	ADP
easat-5645	62	5	this	this	DET
easat-5645	62	6	research	research	NOUN
easat-5645	62	7	is	be	AUX
easat-5645	62	8	articulated	articulate	VERB
easat-5645	62	9	as	as	SCONJ
easat-5645	62	10	follows	follow	VERB
easat-5645	62	11	:	:	PUNCT
easat-5645	62	12	●	●	PUNCT
easat-5645	62	13	initially	initially	ADV
easat-5645	62	14	,	,	PUNCT
easat-5645	62	15	the	the	DET
easat-5645	62	16	iot	iot	NOUN
easat-5645	62	17	-	-	PUNCT
easat-5645	62	18	based	base	VERB
easat-5645	62	19	big	big	ADJ
easat-5645	62	20	data	datum	NOUN
easat-5645	62	21	is	be	AUX
easat-5645	62	22	collected	collect	VERB
easat-5645	62	23	from	from	ADP
easat-5645	62	24	remote	remote	ADJ
easat-5645	62	25	areas	area	NOUN
easat-5645	62	26	like	like	ADP
easat-5645	62	27	various	various	ADJ
easat-5645	62	28	diseases	disease	NOUN
easat-5645	62	29	,	,	PUNCT
easat-5645	62	30	patient	patient	ADJ
easat-5645	62	31	data	datum	NOUN
easat-5645	62	32	,	,	PUNCT
easat-5645	62	33	etc	etc	X
easat-5645	62	34	.	.	X
easat-5645	63	1	●	●	PUNCT
easat-5645	63	2	then	then	ADV
easat-5645	63	3	,	,	PUNCT
easat-5645	63	4	the	the	DET
easat-5645	63	5	pre	pre	ADJ
easat-5645	63	6	-	-	ADJ
easat-5645	63	7	processing	processing	ADJ
easat-5645	63	8	stage	stage	NOUN
easat-5645	63	9	is	be	AUX
easat-5645	63	10	executed	execute	VERB
easat-5645	63	11	for	for	ADP
easat-5645	63	12	removing	remove	VERB
easat-5645	63	13	the	the	DET
easat-5645	63	14	irreverent	irreverent	ADJ
easat-5645	63	15	data	datum	NOUN
easat-5645	63	16	and	and	CCONJ
easat-5645	63	17	adding	add	VERB
easat-5645	63	18	missing	miss	VERB
easat-5645	63	19	information	information	NOUN
easat-5645	63	20	.	.	PUNCT
easat-5645	64	1	●	●	PUNCT
easat-5645	64	2	the	the	DET
easat-5645	64	3	proposed	propose	VERB
easat-5645	64	4	lho	lho	NOUN
easat-5645	64	5	-	-	PUNCT
easat-5645	64	6	based	base	VERB
easat-5645	64	7	feature	feature	NOUN
easat-5645	64	8	extraction	extraction	NOUN
easat-5645	64	9	and	and	CCONJ
easat-5645	64	10	selection	selection	NOUN
easat-5645	64	11	method	method	NOUN
easat-5645	64	12	is	be	AUX
easat-5645	64	13	an	an	DET
easat-5645	64	14	aid	aid	NOUN
easat-5645	64	15	to	to	ADP
easat-5645	64	16	finding	find	VERB
easat-5645	64	17	the	the	DET
easat-5645	64	18	optimal	optimal	ADJ
easat-5645	64	19	features	feature	NOUN
easat-5645	64	20	in	in	ADP
easat-5645	64	21	large	large	ADJ
easat-5645	64	22	datasets	dataset	NOUN
easat-5645	64	23	.	.	PUNCT
easat-5645	65	1	●	●	PUNCT
easat-5645	65	2	consequently	consequently	ADV
easat-5645	65	3	,	,	PUNCT
easat-5645	65	4	the	the	DET
easat-5645	65	5	finest	fine	ADJ
easat-5645	65	6	classification	classification	NOUN
easat-5645	65	7	function	function	NOUN
easat-5645	65	8	is	be	AUX
easat-5645	65	9	achieved	achieve	VERB
easat-5645	65	10	by	by	ADP
easat-5645	65	11	the	the	DET
easat-5645	65	12	proposed	propose	VERB
easat-5645	65	13	hge	hge	PROPN
easat-5645	65	14	-	-	PUNCT
easat-5645	65	15	snf	snf	PROPN
easat-5645	65	16	classification	classification	NOUN
easat-5645	65	17	method	method	NOUN
easat-5645	65	18	.	.	PUNCT
easat-5645	66	1	1595	1595	NUM
easat-5645	66	2	edelweiss	edelweiss	PROPN
easat-5645	66	3	applied	apply	VERB
easat-5645	66	4	science	science	NOUN
easat-5645	66	5	and	and	CCONJ
easat-5645	66	6	technology	technology	NOUN
easat-5645	66	7	issn	issn	PROPN
easat-5645	66	8	:	:	PUNCT
easat-5645	66	9	2576	2576	NUM
easat-5645	66	10	-	-	SYM
easat-5645	66	11	8484	8484	NUM
easat-5645	66	12	vol	vol	NOUN
easat-5645	66	13	.	.	PROPN
easat-5645	67	1	9	9	NUM
easat-5645	67	2	,	,	PUNCT
easat-5645	67	3	no	no	INTJ
easat-5645	67	4	.	.	NOUN
easat-5645	68	1	3	3	NUM
easat-5645	68	2	:	:	SYM
easat-5645	68	3	1593	1593	NUM
easat-5645	68	4	-	-	SYM
easat-5645	68	5	1620	1620	NUM
easat-5645	68	6	,	,	PUNCT
easat-5645	68	7	2025	2025	NUM
easat-5645	68	8	doi	doi	NOUN
easat-5645	68	9	:	:	PUNCT
easat-5645	68	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	68	11	©	©	NOUN
easat-5645	68	12	2025	2025	NUM
easat-5645	68	13	by	by	ADP
easat-5645	68	14	the	the	DET
easat-5645	68	15	author	author	NOUN
easat-5645	68	16	;	;	PUNCT
easat-5645	68	17	licensee	licensee	NOUN
easat-5645	68	18	learning	learn	VERB
easat-5645	68	19	gate	gate	NOUN
easat-5645	68	20	●	●	PUNCT
easat-5645	68	21	eventually	eventually	ADV
easat-5645	68	22	,	,	PUNCT
easat-5645	68	23	the	the	DET
easat-5645	68	24	suggested	suggest	VERB
easat-5645	68	25	model	model	NOUN
easat-5645	68	26	's	's	PART
easat-5645	68	27	performance	performance	NOUN
easat-5645	68	28	is	be	AUX
easat-5645	68	29	assessed	assess	VERB
easat-5645	68	30	using	use	VERB
easat-5645	68	31	dissimilar	dissimilar	ADJ
easat-5645	68	32	metrics	metric	NOUN
easat-5645	68	33	and	and	CCONJ
easat-5645	68	34	compared	compare	VERB
easat-5645	68	35	with	with	ADP
easat-5645	68	36	the	the	DET
easat-5645	68	37	conventional	conventional	ADJ
easat-5645	68	38	methods	method	NOUN
easat-5645	68	39	.	.	PUNCT
easat-5645	69	1	the	the	DET
easat-5645	69	2	rest	rest	NOUN
easat-5645	69	3	of	of	ADP
easat-5645	69	4	this	this	DET
easat-5645	69	5	article	article	NOUN
easat-5645	69	6	is	be	AUX
easat-5645	69	7	articulated	articulate	VERB
easat-5645	69	8	as	as	SCONJ
easat-5645	69	9	follows	follow	VERB
easat-5645	69	10	:	:	PUNCT
easat-5645	69	11	the	the	DET
easat-5645	69	12	recent	recent	ADJ
easat-5645	69	13	research	research	NOUN
easat-5645	69	14	related	relate	VERB
easat-5645	69	15	to	to	ADP
easat-5645	69	16	this	this	DET
easat-5645	69	17	research	research	NOUN
easat-5645	69	18	is	be	AUX
easat-5645	69	19	provided	provide	VERB
easat-5645	69	20	in	in	ADP
easat-5645	69	21	section	section	NOUN
easat-5645	69	22	2	2	NUM
easat-5645	69	23	.	.	PUNCT
easat-5645	70	1	the	the	DET
easat-5645	70	2	system	system	NOUN
easat-5645	70	3	model	model	NOUN
easat-5645	70	4	and	and	CCONJ
easat-5645	70	5	its	its	PRON
easat-5645	70	6	problem	problem	NOUN
easat-5645	70	7	definition	definition	NOUN
easat-5645	70	8	are	be	AUX
easat-5645	70	9	explained	explain	VERB
easat-5645	70	10	in	in	ADP
easat-5645	70	11	section	section	NOUN
easat-5645	70	12	3	3	NUM
easat-5645	70	13	.	.	PUNCT
easat-5645	71	1	the	the	DET
easat-5645	71	2	proposed	propose	VERB
easat-5645	71	3	framework	framework	NOUN
easat-5645	71	4	of	of	ADP
easat-5645	71	5	big	big	ADJ
easat-5645	71	6	data	datum	NOUN
easat-5645	71	7	classification	classification	NOUN
easat-5645	71	8	in	in	ADP
easat-5645	71	9	the	the	DET
easat-5645	71	10	healthcare	healthcare	NOUN
easat-5645	71	11	system	system	NOUN
easat-5645	71	12	is	be	AUX
easat-5645	71	13	detailed	detail	VERB
easat-5645	71	14	in	in	ADP
easat-5645	71	15	section	section	NOUN
easat-5645	71	16	4	4	NUM
easat-5645	71	17	.	.	PUNCT
easat-5645	72	1	the	the	DET
easat-5645	72	2	result	result	NOUN
easat-5645	72	3	,	,	PUNCT
easat-5645	72	4	discussion	discussion	NOUN
easat-5645	72	5	,	,	PUNCT
easat-5645	72	6	and	and	CCONJ
easat-5645	72	7	comparison	comparison	NOUN
easat-5645	72	8	are	be	AUX
easat-5645	72	9	provided	provide	VERB
easat-5645	72	10	in	in	ADP
easat-5645	72	11	section	section	NOUN
easat-5645	72	12	5	5	NUM
easat-5645	72	13	.	.	PUNCT
easat-5645	73	1	finally	finally	ADV
easat-5645	73	2	,	,	PUNCT
easat-5645	73	3	the	the	DET
easat-5645	73	4	article	article	NOUN
easat-5645	73	5	research	research	NOUN
easat-5645	73	6	is	be	AUX
easat-5645	73	7	concluded	conclude	VERB
easat-5645	73	8	in	in	ADP
easat-5645	73	9	section	section	NOUN
easat-5645	73	10	6	6	NUM
easat-5645	73	11	.	.	NOUN
easat-5645	73	12	2	2	NUM
easat-5645	73	13	.	.	X
easat-5645	73	14	related	relate	VERB
easat-5645	73	15	work	work	NOUN
easat-5645	73	16	some	some	PRON
easat-5645	73	17	of	of	ADP
easat-5645	73	18	the	the	DET
easat-5645	73	19	current	current	ADJ
easat-5645	73	20	research	research	NOUN
easat-5645	73	21	works	work	NOUN
easat-5645	73	22	related	relate	VERB
easat-5645	73	23	to	to	ADP
easat-5645	73	24	this	this	DET
easat-5645	73	25	idea	idea	NOUN
easat-5645	73	26	are	be	AUX
easat-5645	73	27	articulated	articulate	VERB
easat-5645	73	28	as	as	SCONJ
easat-5645	73	29	follows	follow	VERB
easat-5645	73	30	:	:	PUNCT
easat-5645	73	31	big	big	ADJ
easat-5645	73	32	data	datum	NOUN
easat-5645	73	33	in	in	ADP
easat-5645	73	34	healthcare	healthcare	PROPN
easat-5645	73	35	ensures	ensure	VERB
easat-5645	73	36	a	a	DET
easat-5645	73	37	basic	basic	ADJ
easat-5645	73	38	information	information	NOUN
easat-5645	73	39	resource	resource	NOUN
easat-5645	73	40	for	for	ADP
easat-5645	73	41	healthcare	healthcare	NOUN
easat-5645	73	42	service	service	NOUN
easat-5645	73	43	knowledge	knowledge	NOUN
easat-5645	73	44	and	and	CCONJ
easat-5645	73	45	ehealth	ehealth	NOUN
easat-5645	73	46	.	.	PUNCT
easat-5645	74	1	for	for	ADP
easat-5645	74	2	this	this	DET
easat-5645	74	3	reason	reason	NOUN
easat-5645	74	4	,	,	PUNCT
easat-5645	74	5	xing	xing	PROPN
easat-5645	74	6	and	and	CCONJ
easat-5645	74	7	bei	bei	NOUN
easat-5645	74	8	[	[	X
easat-5645	74	9	24	24	NUM
easat-5645	74	10	]	]	PUNCT
easat-5645	74	11	compare	compare	VERB
easat-5645	74	12	the	the	DET
easat-5645	74	13	standard	standard	ADJ
easat-5645	74	14	knn	knn	NOUN
easat-5645	74	15	technique	technique	NOUN
easat-5645	74	16	with	with	ADP
easat-5645	74	17	an	an	DET
easat-5645	74	18	upgraded	upgrade	VERB
easat-5645	74	19	k	k	NOUN
easat-5645	74	20	-	-	PUNCT
easat-5645	74	21	nearest	near	ADJ
easat-5645	74	22	neighbor	neighbor	NOUN
easat-5645	74	23	(	(	PUNCT
easat-5645	74	24	knn	knn	PROPN
easat-5645	74	25	)	)	PUNCT
easat-5645	74	26	algorithm	algorithm	NOUN
easat-5645	74	27	.	.	PUNCT
easat-5645	75	1	the	the	DET
easat-5645	75	2	classification	classification	NOUN
easat-5645	75	3	is	be	AUX
easat-5645	75	4	done	do	VERB
easat-5645	75	5	in	in	ADP
easat-5645	75	6	the	the	DET
easat-5645	75	7	request	request	NOUN
easat-5645	75	8	instance	instance	NOUN
easat-5645	75	9	neighborhood	neighborhood	NOUN
easat-5645	75	10	of	of	ADP
easat-5645	75	11	a	a	DET
easat-5645	75	12	standard	standard	ADJ
easat-5645	75	13	knn	knn	NOUN
easat-5645	75	14	classifier	classifier	NOUN
easat-5645	75	15	,	,	PUNCT
easat-5645	75	16	and	and	CCONJ
easat-5645	75	17	each	each	DET
easat-5645	75	18	classification	classification	NOUN
easat-5645	75	19	is	be	AUX
easat-5645	75	20	given	give	VERB
easat-5645	75	21	a	a	DET
easat-5645	75	22	weight	weight	NOUN
easat-5645	75	23	.	.	PUNCT
easat-5645	76	1	the	the	DET
easat-5645	76	2	approach	approach	NOUN
easat-5645	76	3	uses	use	VERB
easat-5645	76	4	clustering	cluster	VERB
easat-5645	76	5	to	to	PART
easat-5645	76	6	conduct	conduct	VERB
easat-5645	76	7	noise	noise	NOUN
easat-5645	76	8	removal	removal	NOUN
easat-5645	76	9	filtering	filtering	NOUN
easat-5645	76	10	and	and	CCONJ
easat-5645	76	11	increases	increase	VERB
easat-5645	76	12	the	the	DET
easat-5645	76	13	classification	classification	NOUN
easat-5645	76	14	performance	performance	NOUN
easat-5645	76	15	of	of	ADP
easat-5645	76	16	the	the	DET
easat-5645	76	17	knn	knn	PROPN
easat-5645	76	18	algorithm	algorithm	PROPN
easat-5645	76	19	via	via	ADP
easat-5645	76	20	increasing	increase	VERB
easat-5645	76	21	the	the	DET
easat-5645	76	22	search	search	NOUN
easat-5645	76	23	speed	speed	NOUN
easat-5645	76	24	of	of	ADP
easat-5645	76	25	knn	knn	PROPN
easat-5645	76	26	while	while	SCONJ
easat-5645	76	27	retaining	retain	VERB
easat-5645	76	28	the	the	DET
easat-5645	76	29	knn	knn	PROPN
easat-5645	76	30	system	system	NOUN
easat-5645	76	31	's	's	PART
easat-5645	76	32	accuracy	accuracy	NOUN
easat-5645	76	33	of	of	ADP
easat-5645	76	34	classification	classification	NOUN
easat-5645	76	35	.	.	PUNCT
easat-5645	77	1	however	however	ADV
easat-5645	77	2	,	,	PUNCT
easat-5645	77	3	insufficient	insufficient	ADJ
easat-5645	77	4	information	information	NOUN
easat-5645	77	5	can	can	AUX
easat-5645	77	6	affect	affect	VERB
easat-5645	77	7	the	the	DET
easat-5645	77	8	classification	classification	NOUN
easat-5645	77	9	performance	performance	NOUN
easat-5645	77	10	.	.	PUNCT
easat-5645	78	1	the	the	DET
easat-5645	78	2	medical	medical	ADJ
easat-5645	78	3	industry	industry	NOUN
easat-5645	78	4	can	can	AUX
easat-5645	78	5	benefit	benefit	VERB
easat-5645	78	6	from	from	ADP
easat-5645	78	7	the	the	DET
easat-5645	78	8	proper	proper	ADJ
easat-5645	78	9	application	application	NOUN
easat-5645	78	10	of	of	ADP
easat-5645	78	11	data	datum	NOUN
easat-5645	78	12	categorization	categorization	NOUN
easat-5645	78	13	in	in	ADP
easat-5645	78	14	the	the	DET
easat-5645	78	15	iot	iot	NOUN
easat-5645	78	16	to	to	PART
easat-5645	78	17	discover	discover	VERB
easat-5645	78	18	new	new	ADJ
easat-5645	78	19	or	or	CCONJ
easat-5645	78	20	undiscovered	undiscovered	ADJ
easat-5645	78	21	truths	truth	NOUN
easat-5645	78	22	.	.	PUNCT
easat-5645	79	1	the	the	DET
easat-5645	79	2	random	random	ADJ
easat-5645	79	3	forest	forest	NOUN
easat-5645	79	4	classifier	classifier	NOUN
easat-5645	79	5	(	(	PUNCT
easat-5645	79	6	rfc	rfc	PROPN
easat-5645	79	7	)	)	PUNCT
easat-5645	79	8	as	as	ADV
easat-5645	79	9	well	well	ADV
easat-5645	79	10	as	as	ADP
easat-5645	79	11	the	the	DET
easat-5645	79	12	mapreduce	mapreduce	NOUN
easat-5645	79	13	method	method	NOUN
easat-5645	79	14	is	be	AUX
easat-5645	79	15	used	use	VERB
easat-5645	79	16	to	to	PART
easat-5645	79	17	build	build	VERB
easat-5645	79	18	big	big	ADJ
easat-5645	79	19	data	datum	NOUN
easat-5645	79	20	technologies	technology	NOUN
easat-5645	79	21	on	on	ADP
easat-5645	79	22	an	an	DET
easat-5645	79	23	iot	iot	NOUN
easat-5645	79	24	-	-	PUNCT
easat-5645	79	25	based	base	VERB
easat-5645	79	26	medical	medical	ADJ
easat-5645	79	27	system	system	NOUN
easat-5645	79	28	by	by	ADP
easat-5645	79	29	lakshmanaprabu	lakshmanaprabu	NOUN
easat-5645	79	30	,	,	PUNCT
easat-5645	79	31	et	et	PROPN
easat-5645	79	32	al	al	PROPN
easat-5645	79	33	.	.	PUNCT
easat-5645	80	1	[	[	X
easat-5645	80	2	25	25	NUM
easat-5645	80	3	]	]	PUNCT
easat-5645	80	4	.	.	PUNCT
easat-5645	81	1	the	the	DET
easat-5645	81	2	e	e	NOUN
easat-5645	81	3	-	-	ADJ
easat-5645	81	4	health	health	ADJ
easat-5645	81	5	data	datum	NOUN
easat-5645	81	6	obtained	obtain	VERB
easat-5645	81	7	from	from	ADP
easat-5645	81	8	people	people	NOUN
easat-5645	81	9	suffering	suffer	VERB
easat-5645	81	10	from	from	ADP
easat-5645	81	11	various	various	ADJ
easat-5645	81	12	conditions	condition	NOUN
easat-5645	81	13	is	be	AUX
easat-5645	81	14	taken	take	VERB
easat-5645	81	15	into	into	ADP
easat-5645	81	16	consideration	consideration	NOUN
easat-5645	81	17	for	for	ADP
easat-5645	81	18	analysis	analysis	NOUN
easat-5645	81	19	.	.	PUNCT
easat-5645	82	1	for	for	ADP
easat-5645	82	2	enhanced	enhanced	ADJ
easat-5645	82	3	classification	classification	NOUN
easat-5645	82	4	,	,	PUNCT
easat-5645	82	5	the	the	DET
easat-5645	82	6	appropriate	appropriate	ADJ
easat-5645	82	7	characteristics	characteristic	NOUN
easat-5645	82	8	are	be	AUX
easat-5645	82	9	picked	pick	VERB
easat-5645	82	10	from	from	ADP
easat-5645	82	11	the	the	DET
easat-5645	82	12	collection	collection	NOUN
easat-5645	82	13	through	through	ADP
easat-5645	82	14	the	the	DET
easat-5645	82	15	improved	improved	ADJ
easat-5645	82	16	dragonfly	dragonfly	NOUN
easat-5645	82	17	algorithm	algorithm	NOUN
easat-5645	82	18	(	(	PUNCT
easat-5645	82	19	ida	ida	PROPN
easat-5645	82	20	)	)	PUNCT
easat-5645	82	21	.	.	PUNCT
easat-5645	83	1	furthermore	furthermore	ADV
easat-5645	83	2	,	,	PUNCT
easat-5645	83	3	using	use	VERB
easat-5645	83	4	optimum	optimum	ADJ
easat-5645	83	5	attributes	attribute	NOUN
easat-5645	83	6	,	,	PUNCT
easat-5645	83	7	the	the	DET
easat-5645	83	8	rfc	rfc	NOUN
easat-5645	83	9	classifier	classifier	NOUN
easat-5645	83	10	is	be	AUX
easat-5645	83	11	applied	apply	VERB
easat-5645	83	12	to	to	PART
easat-5645	83	13	categorize	categorize	VERB
easat-5645	83	14	the	the	DET
easat-5645	83	15	e	e	NOUN
easat-5645	83	16	-	-	NOUN
easat-5645	83	17	health	health	NOUN
easat-5645	83	18	material	material	NOUN
easat-5645	83	19	.	.	PUNCT
easat-5645	84	1	nevertheless	nevertheless	ADV
easat-5645	84	2	,	,	PUNCT
easat-5645	84	3	the	the	DET
easat-5645	84	4	execution	execution	NOUN
easat-5645	84	5	cost	cost	NOUN
easat-5645	84	6	of	of	ADP
easat-5645	84	7	this	this	DET
easat-5645	84	8	system	system	NOUN
easat-5645	84	9	is	be	AUX
easat-5645	84	10	higher	high	ADJ
easat-5645	84	11	.	.	PUNCT
easat-5645	85	1	to	to	PART
easat-5645	85	2	properly	properly	ADV
easat-5645	85	3	collect	collect	VERB
easat-5645	85	4	and	and	CCONJ
easat-5645	85	5	manage	manage	VERB
easat-5645	85	6	health	health	NOUN
easat-5645	85	7	information	information	NOUN
easat-5645	85	8	,	,	PUNCT
easat-5645	85	9	as	as	ADV
easat-5645	85	10	well	well	ADV
easat-5645	85	11	as	as	ADP
easat-5645	85	12	increase	increase	VERB
easat-5645	85	13	prediction	prediction	NOUN
easat-5645	85	14	performance	performance	NOUN
easat-5645	85	15	,	,	PUNCT
easat-5645	85	16	a	a	DET
easat-5645	85	17	unique	unique	ADJ
easat-5645	85	18	smart	smart	ADJ
easat-5645	85	19	healthcare	healthcare	NOUN
easat-5645	85	20	architecture	architecture	NOUN
easat-5645	85	21	provided	provide	VERB
easat-5645	85	22	by	by	ADP
easat-5645	85	23	the	the	DET
easat-5645	85	24	cloud	cloud	NOUN
easat-5645	85	25	infrastructure	infrastructure	NOUN
easat-5645	85	26	and	and	CCONJ
easat-5645	85	27	a	a	DET
easat-5645	85	28	big	big	ADJ
easat-5645	85	29	data	data	NOUN
easat-5645	85	30	platform	platform	NOUN
easat-5645	85	31	is	be	AUX
easat-5645	85	32	presented	present	VERB
easat-5645	85	33	by	by	ADP
easat-5645	85	34	ali	ali	PROPN
easat-5645	85	35	,	,	PUNCT
easat-5645	85	36	et	et	PROPN
easat-5645	85	37	al	al	PROPN
easat-5645	85	38	.	.	PUNCT
easat-5645	86	1	[	[	X
easat-5645	86	2	26	26	NUM
easat-5645	86	3	]	]	PUNCT
easat-5645	86	4	.	.	PUNCT
easat-5645	87	1	data	datum	NOUN
easat-5645	87	2	mining	mining	NOUN
easat-5645	87	3	methods	method	NOUN
easat-5645	87	4	,	,	PUNCT
easat-5645	87	5	terminologies	terminology	NOUN
easat-5645	87	6	,	,	PUNCT
easat-5645	87	7	and	and	CCONJ
easat-5645	87	8	bidirectional	bidirectional	ADJ
easat-5645	87	9	long	long	ADJ
easat-5645	87	10	short	short	ADJ
easat-5645	87	11	-	-	PUNCT
easat-5645	87	12	term	term	NOUN
easat-5645	87	13	memory	memory	NOUN
easat-5645	87	14	(	(	PUNCT
easat-5645	87	15	bi	bi	NOUN
easat-5645	87	16	-	-	ADJ
easat-5645	87	17	lstm	lstm	ADJ
easat-5645	87	18	)	)	PUNCT
easat-5645	87	19	are	be	AUX
easat-5645	87	20	all	all	PRON
easat-5645	87	21	used	use	VERB
easat-5645	87	22	in	in	ADP
easat-5645	87	23	the	the	DET
easat-5645	87	24	suggested	suggest	VERB
easat-5645	87	25	data	data	NOUN
easat-5645	87	26	analytics	analytic	NOUN
easat-5645	87	27	engine	engine	NOUN
easat-5645	87	28	.	.	PUNCT
easat-5645	88	1	to	to	PART
easat-5645	88	2	forecast	forecast	VERB
easat-5645	88	3	pharmacological	pharmacological	ADJ
easat-5645	88	4	side	side	NOUN
easat-5645	88	5	effects	effect	NOUN
easat-5645	88	6	and	and	CCONJ
easat-5645	88	7	aberrant	aberrant	ADJ
easat-5645	88	8	situations	situation	NOUN
easat-5645	88	9	in	in	ADP
easat-5645	88	10	patients	patient	NOUN
easat-5645	88	11	,	,	PUNCT
easat-5645	88	12	bi	bi	NOUN
easat-5645	88	13	-	-	ADJ
easat-5645	88	14	lstm	lstm	ADJ
easat-5645	88	15	accurately	accurately	ADV
easat-5645	88	16	identifies	identify	VERB
easat-5645	88	17	healthcare	healthcare	PROPN
easat-5645	88	18	data	data	PROPN
easat-5645	88	19	.	.	PUNCT
easat-5645	89	1	in	in	ADP
easat-5645	89	2	addition	addition	NOUN
easat-5645	89	3	,	,	PUNCT
easat-5645	89	4	the	the	DET
easat-5645	89	5	suggested	suggest	VERB
easat-5645	89	6	system	system	NOUN
easat-5645	89	7	uses	use	VERB
easat-5645	89	8	healthcare	healthcare	PROPN
easat-5645	89	9	data	datum	NOUN
easat-5645	89	10	from	from	ADP
easat-5645	89	11	diabetes	diabetes	NOUN
easat-5645	89	12	,	,	PUNCT
easat-5645	89	13	blood	blood	NOUN
easat-5645	89	14	pressure	pressure	NOUN
easat-5645	89	15	,	,	PUNCT
easat-5645	89	16	mental	mental	ADJ
easat-5645	89	17	health	health	NOUN
easat-5645	89	18	,	,	PUNCT
easat-5645	89	19	and	and	CCONJ
easat-5645	89	20	medication	medication	NOUN
easat-5645	89	21	evaluations	evaluation	NOUN
easat-5645	89	22	to	to	PART
easat-5645	89	23	classify	classify	VERB
easat-5645	89	24	the	the	DET
easat-5645	89	25	patient	patient	NOUN
easat-5645	89	26	's	's	PART
easat-5645	89	27	medical	medical	ADJ
easat-5645	89	28	conditions	condition	NOUN
easat-5645	89	29	.	.	PUNCT
easat-5645	90	1	but	but	CCONJ
easat-5645	90	2	the	the	DET
easat-5645	90	3	time	time	NOUN
easat-5645	90	4	series	series	NOUN
easat-5645	90	5	for	for	ADP
easat-5645	90	6	the	the	DET
easat-5645	90	7	processing	processing	NOUN
easat-5645	90	8	will	will	AUX
easat-5645	90	9	be	be	AUX
easat-5645	90	10	more	more	ADJ
easat-5645	90	11	for	for	ADP
easat-5645	90	12	huge	huge	ADJ
easat-5645	90	13	data	datum	NOUN
easat-5645	90	14	.	.	PUNCT
easat-5645	91	1	thanga	thanga	PROPN
easat-5645	91	2	selvi	selvi	PROPN
easat-5645	91	3	and	and	CCONJ
easat-5645	91	4	muthulakshmi	muthulakshmi	NOUN
easat-5645	92	1	[	[	X
easat-5645	92	2	27	27	NUM
easat-5645	92	3	]	]	PUNCT
easat-5645	92	4	presented	present	VERB
easat-5645	92	5	a	a	DET
easat-5645	92	6	large	large	ADJ
easat-5645	92	7	-	-	PUNCT
easat-5645	92	8	scale	scale	NOUN
easat-5645	92	9	health	health	NOUN
easat-5645	92	10	application	application	NOUN
easat-5645	92	11	structure	structure	NOUN
easat-5645	92	12	based	base	VERB
easat-5645	92	13	on	on	ADP
easat-5645	92	14	an	an	DET
easat-5645	92	15	optimum	optimum	ADJ
easat-5645	92	16	artificial	artificial	ADJ
easat-5645	92	17	neural	neural	ADJ
easat-5645	92	18	network	network	NOUN
easat-5645	92	19	(	(	PUNCT
easat-5645	92	20	oann	oann	PROPN
easat-5645	92	21	)	)	PUNCT
easat-5645	92	22	for	for	ADP
easat-5645	92	23	heart	heart	NOUN
easat-5645	92	24	disease	disease	NOUN
easat-5645	92	25	diagnostics	diagnostic	NOUN
easat-5645	92	26	,	,	PUNCT
easat-5645	92	27	which	which	PRON
easat-5645	92	28	would	would	AUX
easat-5645	92	29	be	be	AUX
easat-5645	92	30	the	the	DET
easat-5645	92	31	world	world	NOUN
easat-5645	92	32	's	's	PART
easat-5645	92	33	deadliest	deadly	ADJ
easat-5645	92	34	disease	disease	NOUN
easat-5645	92	35	.	.	PUNCT
easat-5645	93	1	the	the	DET
easat-5645	93	2	suggested	suggest	VERB
easat-5645	93	3	oann	oann	PROPN
easat-5645	93	4	consists	consist	VERB
easat-5645	93	5	of	of	ADP
easat-5645	93	6	two	two	NUM
easat-5645	93	7	key	key	ADJ
easat-5645	93	8	process	process	NOUN
easat-5645	93	9	steps	step	NOUN
easat-5645	93	10	:	:	PUNCT
easat-5645	93	11	distance	distance	NOUN
easat-5645	93	12	-	-	PUNCT
easat-5645	93	13	based	base	VERB
easat-5645	93	14	misclassified	misclassified	ADJ
easat-5645	93	15	instance	instance	NOUN
easat-5645	93	16	removal	removal	NOUN
easat-5645	93	17	(	(	PUNCT
easat-5645	93	18	dbmir	dbmir	NOUN
easat-5645	93	19	)	)	PUNCT
easat-5645	93	20	and	and	CCONJ
easat-5645	93	21	the	the	DET
easat-5645	93	22	teaching	teaching	NOUN
easat-5645	93	23	as	as	ADV
easat-5645	93	24	well	well	ADV
easat-5645	93	25	as	as	ADP
easat-5645	93	26	learning	learning	NOUN
easat-5645	93	27	-	-	PUNCT
easat-5645	93	28	based	base	VERB
easat-5645	93	29	optimization	optimization	NOUN
easat-5645	93	30	(	(	PUNCT
easat-5645	93	31	tlbo	tlbo	ADJ
easat-5645	93	32	)	)	PUNCT
easat-5645	93	33	method	method	NOUN
easat-5645	93	34	for	for	ADP
easat-5645	93	35	ann	ann	PROPN
easat-5645	93	36	,	,	PUNCT
easat-5645	93	37	together	together	ADV
easat-5645	93	38	referred	refer	VERB
easat-5645	93	39	to	to	ADP
easat-5645	93	40	as	as	ADP
easat-5645	93	41	tlbo	tlbo	PROPN
easat-5645	93	42	-	-	PROPN
easat-5645	93	43	ann	ann	PROPN
easat-5645	93	44	.	.	PUNCT
easat-5645	94	1	yet	yet	ADV
easat-5645	94	2	,	,	PUNCT
easat-5645	94	3	the	the	DET
easat-5645	94	4	network	network	NOUN
easat-5645	94	5	’s	’s	PART
easat-5645	94	6	existence	existence	NOUN
easat-5645	94	7	is	be	AUX
easat-5645	94	8	undetermined	undetermined	ADJ
easat-5645	94	9	.	.	PUNCT
easat-5645	95	1	galetsi	galetsi	PROPN
easat-5645	95	2	,	,	PUNCT
easat-5645	95	3	et	et	PROPN
easat-5645	95	4	al	al	PROPN
easat-5645	95	5	.	.	PUNCT
easat-5645	96	1	[	[	X
easat-5645	96	2	28	28	NUM
easat-5645	96	3	]	]	X
easat-5645	96	4	did	do	VERB
easat-5645	96	5	a	a	DET
easat-5645	96	6	systematic	systematic	ADJ
easat-5645	96	7	evaluation	evaluation	NOUN
easat-5645	96	8	of	of	ADP
easat-5645	96	9	medical	medical	ADJ
easat-5645	96	10	big	big	ADJ
easat-5645	96	11	data	datum	NOUN
easat-5645	96	12	and	and	CCONJ
easat-5645	96	13	analytics	analytic	NOUN
easat-5645	96	14	due	due	ADP
easat-5645	96	15	to	to	ADP
easat-5645	96	16	the	the	DET
easat-5645	96	17	significant	significant	ADJ
easat-5645	96	18	growth	growth	NOUN
easat-5645	96	19	of	of	ADP
easat-5645	96	20	articles	article	NOUN
easat-5645	96	21	in	in	ADP
easat-5645	96	22	the	the	DET
easat-5645	96	23	healthcare	healthcare	NOUN
easat-5645	96	24	industry	industry	NOUN
easat-5645	96	25	.	.	PUNCT
easat-5645	97	1	the	the	DET
easat-5645	97	2	segmentation	segmentation	NOUN
easat-5645	97	3	of	of	ADP
easat-5645	97	4	big	big	ADJ
easat-5645	97	5	data	datum	NOUN
easat-5645	97	6	categories	category	NOUN
easat-5645	97	7	in	in	ADP
easat-5645	97	8	healthcare	healthcare	PROPN
easat-5645	97	9	,	,	PUNCT
easat-5645	97	10	associated	associate	VERB
easat-5645	97	11	analytical	analytical	ADJ
easat-5645	97	12	methodologies	methodology	NOUN
easat-5645	97	13	,	,	PUNCT
easat-5645	97	14	produced	produce	VERB
easat-5645	97	15	value	value	NOUN
easat-5645	97	16	for	for	ADP
easat-5645	97	17	users	user	NOUN
easat-5645	97	18	;	;	PUNCT
easat-5645	97	19	infrastructure	infrastructure	NOUN
easat-5645	97	20	and	and	CCONJ
easat-5645	97	21	technologies	technology	NOUN
easat-5645	97	22	for	for	ADP
easat-5645	97	23	processing	process	VERB
easat-5645	97	24	large	large	ADJ
easat-5645	97	25	health	health	NOUN
easat-5645	97	26	data	datum	NOUN
easat-5645	97	27	,	,	PUNCT
easat-5645	97	28	and	and	CCONJ
easat-5645	97	29	prospective	prospective	ADJ
easat-5645	97	30	elements	element	NOUN
easat-5645	97	31	of	of	ADP
easat-5645	97	32	the	the	DET
easat-5645	97	33	subject	subject	NOUN
easat-5645	97	34	are	be	AUX
easat-5645	97	35	all	all	PRON
easat-5645	97	36	discussed	discuss	VERB
easat-5645	97	37	.	.	PUNCT
easat-5645	98	1	the	the	DET
easat-5645	98	2	results	result	NOUN
easat-5645	98	3	of	of	ADP
easat-5645	98	4	this	this	DET
easat-5645	98	5	study	study	NOUN
easat-5645	98	6	are	be	AUX
easat-5645	98	7	exciting	exciting	ADJ
easat-5645	98	8	and	and	CCONJ
easat-5645	98	9	give	give	VERB
easat-5645	98	10	significant	significant	ADJ
easat-5645	98	11	information	information	NOUN
easat-5645	98	12	to	to	ADP
easat-5645	98	13	clinicians	clinician	NOUN
easat-5645	98	14	,	,	PUNCT
easat-5645	98	15	politicians	politician	NOUN
easat-5645	98	16	,	,	PUNCT
easat-5645	98	17	and	and	CCONJ
easat-5645	98	18	academics	academic	NOUN
easat-5645	98	19	,	,	PUNCT
easat-5645	98	20	as	as	ADV
easat-5645	98	21	well	well	ADV
easat-5645	98	22	as	as	ADP
easat-5645	98	23	pointing	point	VERB
easat-5645	98	24	users	user	NOUN
easat-5645	98	25	in	in	ADP
easat-5645	98	26	the	the	DET
easat-5645	98	27	direction	direction	NOUN
easat-5645	98	28	of	of	ADP
easat-5645	98	29	future	future	ADJ
easat-5645	98	30	investigation	investigation	NOUN
easat-5645	98	31	.	.	PUNCT
easat-5645	99	1	the	the	DET
easat-5645	99	2	conventional	conventional	ADJ
easat-5645	99	3	machine	machine	NOUN
easat-5645	99	4	learning	learning	NOUN
easat-5645	99	5	methods	method	NOUN
easat-5645	99	6	reduced	reduce	VERB
easat-5645	99	7	the	the	DET
easat-5645	99	8	training	training	NOUN
easat-5645	99	9	efficiency	efficiency	NOUN
easat-5645	99	10	.	.	PUNCT
easat-5645	100	1	the	the	DET
easat-5645	100	2	investigation	investigation	NOUN
easat-5645	100	3	of	of	ADP
easat-5645	100	4	ai	ai	VERB
easat-5645	100	5	for	for	ADP
easat-5645	100	6	iot	iot	NOUN
easat-5645	100	7	and	and	CCONJ
easat-5645	100	8	medical	medical	ADJ
easat-5645	100	9	systems	system	NOUN
easat-5645	100	10	,	,	PUNCT
easat-5645	100	11	which	which	PRON
easat-5645	100	12	includes	include	VERB
easat-5645	100	13	the	the	DET
easat-5645	100	14	usage	usage	NOUN
easat-5645	100	15	and	and	CCONJ
easat-5645	100	16	practice	practice	NOUN
easat-5645	100	17	of	of	ADP
easat-5645	100	18	ai	ai	PRON
easat-5645	100	19	methodology	methodology	NOUN
easat-5645	100	20	in	in	ADP
easat-5645	100	21	different	different	ADJ
easat-5645	100	22	fields	field	NOUN
easat-5645	100	23	of	of	ADP
easat-5645	100	24	healthcare	healthcare	NOUN
easat-5645	100	25	is	be	AUX
easat-5645	100	26	discussed	discuss	VERB
easat-5645	100	27	by	by	ADP
easat-5645	100	28	oniani	oniani	NOUN
easat-5645	100	29	[	[	X
easat-5645	100	30	29	29	NUM
easat-5645	100	31	]	]	PUNCT
easat-5645	100	32	furthermore	furthermore	ADV
easat-5645	100	33	,	,	PUNCT
easat-5645	100	34	the	the	DET
easat-5645	100	35	internet	internet	NOUN
easat-5645	100	36	of	of	ADP
easat-5645	100	37	medical	medical	ADJ
easat-5645	100	38	things	thing	NOUN
easat-5645	100	39	addresses	address	VERB
easat-5645	100	40	numerous	numerous	ADJ
easat-5645	100	41	health	health	NOUN
easat-5645	100	42	conditions	condition	NOUN
easat-5645	100	43	such	such	DET
easat-5645	100	44	a	a	DET
easat-5645	100	45	vital	vital	ADJ
easat-5645	100	46	biophysical	biophysical	ADJ
easat-5645	100	47	parameters	parameter	NOUN
easat-5645	100	48	supervision	supervision	NOUN
easat-5645	100	49	,	,	PUNCT
easat-5645	100	50	diabetes	diabetes	NOUN
easat-5645	100	51	,	,	PUNCT
easat-5645	100	52	and	and	CCONJ
easat-5645	100	53	medical	medical	ADJ
easat-5645	100	54	decision	decision	NOUN
easat-5645	100	55	-	-	PUNCT
easat-5645	100	56	making	make	VERB
easat-5645	100	57	support	support	NOUN
easat-5645	100	58	methods	method	NOUN
easat-5645	100	59	.	.	PUNCT
easat-5645	101	1	consequently	consequently	ADV
easat-5645	101	2	,	,	PUNCT
easat-5645	101	3	big	big	ADJ
easat-5645	101	4	data	datum	NOUN
easat-5645	101	5	,	,	PUNCT
easat-5645	101	6	iot	iot	NOUN
easat-5645	101	7	,	,	PUNCT
easat-5645	101	8	and	and	CCONJ
easat-5645	101	9	ai	ai	VERB
easat-5645	101	10	are	be	AUX
easat-5645	101	11	three	three	NUM
easat-5645	101	12	1596	1596	NUM
easat-5645	101	13	edelweiss	edelweiss	PROPN
easat-5645	101	14	applied	apply	VERB
easat-5645	101	15	science	science	NOUN
easat-5645	101	16	and	and	CCONJ
easat-5645	101	17	technology	technology	NOUN
easat-5645	101	18	issn	issn	PROPN
easat-5645	101	19	:	:	PUNCT
easat-5645	101	20	2576	2576	NUM
easat-5645	101	21	-	-	SYM
easat-5645	101	22	8484	8484	NUM
easat-5645	101	23	vol	vol	NOUN
easat-5645	101	24	.	.	PROPN
easat-5645	102	1	9	9	NUM
easat-5645	102	2	,	,	PUNCT
easat-5645	102	3	no	no	INTJ
easat-5645	102	4	.	.	NOUN
easat-5645	103	1	3	3	NUM
easat-5645	103	2	:	:	SYM
easat-5645	103	3	1593	1593	NUM
easat-5645	103	4	-	-	SYM
easat-5645	103	5	1620	1620	NUM
easat-5645	103	6	,	,	PUNCT
easat-5645	103	7	2025	2025	NUM
easat-5645	103	8	doi	doi	NOUN
easat-5645	103	9	:	:	PUNCT
easat-5645	103	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	103	11	©	©	NOUN
easat-5645	103	12	2025	2025	NUM
easat-5645	103	13	by	by	ADP
easat-5645	103	14	the	the	DET
easat-5645	103	15	author	author	NOUN
easat-5645	103	16	;	;	PUNCT
easat-5645	103	17	licensee	licensee	PROPN
easat-5645	103	18	learning	learning	NOUN
easat-5645	103	19	gate	gate	VERB
easat-5645	103	20	connected	connected	ADJ
easat-5645	103	21	study	study	NOUN
easat-5645	103	22	topics	topic	NOUN
easat-5645	103	23	that	that	PRON
easat-5645	103	24	have	have	VERB
easat-5645	103	25	a	a	DET
easat-5645	103	26	significant	significant	ADJ
easat-5645	103	27	influence	influence	NOUN
easat-5645	103	28	on	on	ADP
easat-5645	103	29	the	the	DET
easat-5645	103	30	development	development	NOUN
easat-5645	103	31	and	and	CCONJ
easat-5645	103	32	deployment	deployment	NOUN
easat-5645	103	33	of	of	ADP
easat-5645	103	34	better	well	ADJ
easat-5645	103	35	customized	customize	VERB
easat-5645	103	36	medical	medical	ADJ
easat-5645	103	37	systems	system	NOUN
easat-5645	103	38	.	.	PUNCT
easat-5645	104	1	high	high	ADJ
easat-5645	104	2	error	error	NOUN
easat-5645	104	3	is	be	AUX
easat-5645	104	4	possible	possible	ADJ
easat-5645	104	5	in	in	ADP
easat-5645	104	6	this	this	DET
easat-5645	104	7	approach	approach	NOUN
easat-5645	104	8	due	due	ADP
easat-5645	104	9	to	to	ADP
easat-5645	104	10	the	the	DET
easat-5645	104	11	uneven	uneven	ADJ
easat-5645	104	12	classification	classification	NOUN
easat-5645	104	13	.	.	PUNCT
easat-5645	105	1	in	in	ADP
easat-5645	105	2	this	this	DET
easat-5645	105	3	case	case	NOUN
easat-5645	105	4	,	,	PUNCT
easat-5645	105	5	the	the	DET
easat-5645	105	6	need	need	NOUN
easat-5645	105	7	for	for	ADP
easat-5645	105	8	an	an	DET
easat-5645	105	9	iot	iot	ADJ
easat-5645	105	10	-	-	PUNCT
easat-5645	105	11	cloud	cloud	NOUN
easat-5645	105	12	-	-	PUNCT
easat-5645	105	13	based	base	VERB
easat-5645	105	14	healthcare	healthcare	NOUN
easat-5645	105	15	paradigm	paradigm	NOUN
easat-5645	105	16	is	be	AUX
easat-5645	105	17	critical	critical	ADJ
easat-5645	105	18	to	to	ADP
easat-5645	105	19	making	make	VERB
easat-5645	105	20	better	well	ADJ
easat-5645	105	21	decisions	decision	NOUN
easat-5645	105	22	in	in	ADP
easat-5645	105	23	the	the	DET
easat-5645	105	24	covid-19	covid-19	PROPN
easat-5645	105	25	pandemic	pandemic	NOUN
easat-5645	105	26	.	.	PUNCT
easat-5645	106	1	due	due	ADP
easat-5645	106	2	to	to	ADP
easat-5645	106	3	this	this	DET
easat-5645	106	4	reason	reason	NOUN
easat-5645	106	5	,	,	PUNCT
easat-5645	106	6	mukherjee	mukherjee	PROPN
easat-5645	106	7	,	,	PUNCT
easat-5645	106	8	et	et	PROPN
easat-5645	106	9	al	al	PROPN
easat-5645	106	10	.	.	PUNCT
easat-5645	107	1	[	[	X
easat-5645	107	2	30	30	NUM
easat-5645	107	3	]	]	PUNCT
easat-5645	107	4	are	be	AUX
easat-5645	107	5	to	to	PART
easat-5645	107	6	use	use	VERB
easat-5645	107	7	a	a	DET
easat-5645	107	8	classification	classification	NOUN
easat-5645	107	9	algorithm	algorithm	NOUN
easat-5645	107	10	learner	learner	NOUN
easat-5645	107	11	to	to	PART
easat-5645	107	12	do	do	VERB
easat-5645	107	13	data	data	NOUN
easat-5645	107	14	analytics	analytic	NOUN
easat-5645	107	15	on	on	ADP
easat-5645	107	16	the	the	DET
easat-5645	107	17	illness	illness	NOUN
easat-5645	107	18	.	.	PUNCT
easat-5645	108	1	this	this	DET
easat-5645	108	2	study	study	NOUN
easat-5645	108	3	suggested	suggest	VERB
easat-5645	108	4	the	the	DET
easat-5645	108	5	eknn	eknn	PROPN
easat-5645	108	6	method	method	NOUN
easat-5645	108	7	,	,	PUNCT
easat-5645	108	8	which	which	PRON
easat-5645	108	9	did	do	AUX
easat-5645	108	10	not	not	PART
easat-5645	108	11	pick	pick	VERB
easat-5645	108	12	the	the	DET
easat-5645	108	13	k	k	PROPN
easat-5645	108	14	value	value	NOUN
easat-5645	108	15	arbitrarily	arbitrarily	ADV
easat-5645	108	16	.	.	PUNCT
easat-5645	109	1	the	the	DET
easat-5645	109	2	k	k	PROPN
easat-5645	109	3	value	value	NOUN
easat-5645	109	4	,	,	PUNCT
easat-5645	109	5	on	on	ADP
easat-5645	109	6	the	the	DET
easat-5645	109	7	other	other	ADJ
easat-5645	109	8	hand	hand	NOUN
easat-5645	109	9	,	,	PUNCT
easat-5645	109	10	was	be	AUX
easat-5645	109	11	calculated	calculate	VERB
easat-5645	109	12	using	use	VERB
easat-5645	109	13	a	a	DET
easat-5645	109	14	functional	functional	ADJ
easat-5645	109	15	form	form	NOUN
easat-5645	109	16	of	of	ADP
easat-5645	109	17	the	the	DET
easat-5645	109	18	dataset	dataset	NOUN
easat-5645	109	19	's	's	PART
easat-5645	109	20	response	response	NOUN
easat-5645	109	21	rate	rate	NOUN
easat-5645	109	22	.	.	PUNCT
easat-5645	110	1	the	the	DET
easat-5645	110	2	upgraded	upgrade	VERB
easat-5645	110	3	knn	knn	NOUN
easat-5645	110	4	technique	technique	NOUN
easat-5645	110	5	was	be	AUX
easat-5645	110	6	supplemented	supplement	VERB
easat-5645	110	7	by	by	ADP
easat-5645	110	8	selecting	select	VERB
easat-5645	110	9	features	feature	NOUN
easat-5645	110	10	via	via	ADP
easat-5645	110	11	ant	ant	ADJ
easat-5645	110	12	colony	colony	NOUN
easat-5645	110	13	optimization	optimization	NOUN
easat-5645	110	14	(	(	PUNCT
easat-5645	110	15	aco	aco	PROPN
easat-5645	110	16	)	)	PUNCT
easat-5645	110	17	in	in	ADP
easat-5645	110	18	the	the	DET
easat-5645	110	19	subsequent	subsequent	ADJ
easat-5645	110	20	research	research	NOUN
easat-5645	110	21	issue	issue	NOUN
easat-5645	110	22	.	.	PUNCT
easat-5645	111	1	the	the	DET
easat-5645	111	2	convergence	convergence	NOUN
easat-5645	111	3	speed	speed	NOUN
easat-5645	111	4	of	of	ADP
easat-5645	111	5	the	the	DET
easat-5645	111	6	classification	classification	NOUN
easat-5645	111	7	feature	feature	NOUN
easat-5645	111	8	selection	selection	NOUN
easat-5645	111	9	is	be	AUX
easat-5645	111	10	very	very	ADV
easat-5645	111	11	low	low	ADJ
easat-5645	111	12	.	.	PUNCT
easat-5645	112	1	various	various	ADJ
easat-5645	112	2	deep	deep	ADJ
easat-5645	112	3	learning	learning	NOUN
easat-5645	112	4	methods	method	NOUN
easat-5645	112	5	,	,	PUNCT
easat-5645	112	6	as	as	ADV
easat-5645	112	7	well	well	ADV
easat-5645	112	8	as	as	ADP
easat-5645	112	9	large	large	ADJ
easat-5645	112	10	data	data	NOUN
easat-5645	112	11	analytic	analytic	ADJ
easat-5645	112	12	procedures	procedure	NOUN
easat-5645	112	13	,	,	PUNCT
easat-5645	112	14	are	be	AUX
easat-5645	112	15	employed	employ	VERB
easat-5645	112	16	to	to	PART
easat-5645	112	17	aid	aid	VERB
easat-5645	112	18	in	in	ADP
easat-5645	112	19	the	the	DET
easat-5645	112	20	detection	detection	NOUN
easat-5645	112	21	and	and	CCONJ
easat-5645	112	22	prediction	prediction	NOUN
easat-5645	112	23	of	of	ADP
easat-5645	112	24	covid-19	covid-19	PROPN
easat-5645	112	25	epidemics	epidemic	NOUN
easat-5645	112	26	throughout	throughout	ADP
easat-5645	112	27	the	the	DET
easat-5645	112	28	globe	globe	NOUN
easat-5645	112	29	.	.	PUNCT
easat-5645	113	1	furthermore	furthermore	ADV
easat-5645	113	2	,	,	PUNCT
easat-5645	113	3	ct	ct	PROPN
easat-5645	113	4	and	and	CCONJ
easat-5645	113	5	x	x	NOUN
easat-5645	113	6	-	-	NOUN
easat-5645	113	7	ray	ray	NOUN
easat-5645	113	8	imaging	imaging	NOUN
easat-5645	113	9	are	be	AUX
easat-5645	113	10	used	use	VERB
easat-5645	113	11	,	,	PUNCT
easat-5645	113	12	and	and	CCONJ
easat-5645	113	13	an	an	DET
easat-5645	113	14	h2o	h2o	ADJ
easat-5645	113	15	deep	deep	ADJ
easat-5645	113	16	-	-	PUNCT
easat-5645	113	17	learning	learning	NOUN
easat-5645	113	18	-	-	PUNCT
easat-5645	113	19	inspired	inspire	VERB
easat-5645	113	20	approach	approach	NOUN
easat-5645	113	21	based	base	VERB
easat-5645	113	22	on	on	ADP
easat-5645	113	23	big	big	ADJ
easat-5645	113	24	data	datum	NOUN
easat-5645	113	25	analytics	analytic	NOUN
easat-5645	113	26	(	(	PUNCT
easat-5645	113	27	dlbdcov	dlbdcov	NOUN
easat-5645	113	28	)	)	PUNCT
easat-5645	113	29	is	be	AUX
easat-5645	113	30	presented	present	VERB
easat-5645	113	31	for	for	ADP
easat-5645	113	32	early	early	ADJ
easat-5645	113	33	identification	identification	NOUN
easat-5645	113	34	of	of	ADP
easat-5645	113	35	covid-19	covid-19	PROPN
easat-5645	113	36	patients	patient	NOUN
easat-5645	113	37	by	by	ADP
easat-5645	113	38	elghamrawy	elghamrawy	NOUN
easat-5645	113	39	[	[	X
easat-5645	113	40	31	31	NUM
easat-5645	113	41	]	]	PUNCT
easat-5645	113	42	.	.	PUNCT
easat-5645	114	1	for	for	ADP
easat-5645	114	2	scalability	scalability	NOUN
easat-5645	114	3	analysis	analysis	NOUN
easat-5645	114	4	,	,	PUNCT
easat-5645	114	5	the	the	DET
easat-5645	114	6	suggested	suggest	VERB
easat-5645	114	7	diagnostic	diagnostic	ADJ
easat-5645	114	8	model	model	NOUN
easat-5645	114	9	is	be	AUX
easat-5645	114	10	built	build	VERB
easat-5645	114	11	on	on	ADP
easat-5645	114	12	the	the	DET
easat-5645	114	13	classification	classification	NOUN
easat-5645	114	14	algorithm	algorithm	NOUN
easat-5645	114	15	(	(	PUNCT
easat-5645	114	16	h2o	h2o	PROPN
easat-5645	114	17	)	)	PUNCT
easat-5645	114	18	.	.	PUNCT
easat-5645	115	1	the	the	DET
easat-5645	115	2	classification	classification	NOUN
easat-5645	115	3	accuracies	accuracy	NOUN
easat-5645	115	4	of	of	ADP
easat-5645	115	5	the	the	DET
easat-5645	115	6	generative	generative	ADJ
easat-5645	115	7	adversarial	adversarial	ADJ
easat-5645	115	8	networks	network	NOUN
easat-5645	115	9	(	(	PUNCT
easat-5645	115	10	gan	gan	PROPN
easat-5645	115	11	)	)	PUNCT
easat-5645	115	12	,	,	PUNCT
easat-5645	115	13	as	as	ADV
easat-5645	115	14	well	well	ADV
easat-5645	115	15	as	as	ADP
easat-5645	115	16	convolutional	convolutional	ADJ
easat-5645	115	17	neural	neural	ADJ
easat-5645	115	18	networks	network	NOUN
easat-5645	115	19	(	(	PUNCT
easat-5645	115	20	cnns	cnns	PROPN
easat-5645	115	21	)	)	PUNCT
easat-5645	115	22	,	,	PUNCT
easat-5645	115	23	are	be	AUX
easat-5645	115	24	analyzed	analyze	VERB
easat-5645	115	25	.	.	PUNCT
easat-5645	116	1	because	because	SCONJ
easat-5645	116	2	of	of	ADP
easat-5645	116	3	the	the	DET
easat-5645	116	4	complicated	complicated	ADJ
easat-5645	116	5	data	data	NOUN
easat-5645	116	6	models	model	NOUN
easat-5645	116	7	,	,	PUNCT
easat-5645	116	8	training	training	NOUN
easat-5645	116	9	is	be	AUX
easat-5645	116	10	exceedingly	exceedingly	ADV
easat-5645	116	11	costly	costly	ADJ
easat-5645	116	12	.	.	PUNCT
easat-5645	117	1	quick	quick	ADJ
easat-5645	117	2	transmission	transmission	NOUN
easat-5645	117	3	of	of	ADP
easat-5645	117	4	viral	viral	ADJ
easat-5645	117	5	illnesses	illness	NOUN
easat-5645	117	6	is	be	AUX
easat-5645	117	7	a	a	DET
easat-5645	117	8	growing	grow	VERB
easat-5645	117	9	public	public	ADJ
easat-5645	117	10	health	health	NOUN
easat-5645	117	11	concern	concern	NOUN
easat-5645	117	12	throughout	throughout	ADP
easat-5645	117	13	the	the	DET
easat-5645	117	14	world	world	NOUN
easat-5645	117	15	.	.	PUNCT
easat-5645	118	1	covid-19	covid-19	PROPN
easat-5645	118	2	is	be	AUX
easat-5645	118	3	currently	currently	ADV
easat-5645	118	4	regarded	regard	VERB
easat-5645	118	5	as	as	ADP
easat-5645	118	6	the	the	DET
easat-5645	118	7	most	most	ADV
easat-5645	118	8	dangerous	dangerous	ADJ
easat-5645	118	9	and	and	CCONJ
easat-5645	118	10	unique	unique	ADJ
easat-5645	118	11	of	of	ADP
easat-5645	118	12	these	these	DET
easat-5645	118	13	infections	infection	NOUN
easat-5645	118	14	.	.	PUNCT
easat-5645	119	1	the	the	DET
easat-5645	119	2	presented	present	VERB
easat-5645	119	3	study	study	NOUN
easat-5645	119	4	provides	provide	VERB
easat-5645	119	5	by	by	ADP
easat-5645	119	6	ahanger	ahanger	NOUN
easat-5645	119	7	[	[	X
easat-5645	119	8	32	32	NUM
easat-5645	119	9	]	]	PUNCT
easat-5645	119	10	a	a	DET
easat-5645	119	11	useful	useful	ADJ
easat-5645	119	12	approach	approach	NOUN
easat-5645	119	13	for	for	ADP
easat-5645	119	14	tracking	tracking	NOUN
easat-5645	119	15	and	and	CCONJ
easat-5645	119	16	predicting	predict	VERB
easat-5645	119	17	covid-19	covid-19	PROPN
easat-5645	119	18	viral	viral	ADJ
easat-5645	119	19	infection	infection	NOUN
easat-5645	119	20	(	(	PUNCT
easat-5645	119	21	c-19vi	c-19vi	NOUN
easat-5645	119	22	)	)	PUNCT
easat-5645	119	23	.	.	PUNCT
easat-5645	120	1	for	for	ADP
easat-5645	120	2	the	the	DET
easat-5645	120	3	anticipation	anticipation	NOUN
easat-5645	120	4	and	and	CCONJ
easat-5645	120	5	prevention	prevention	NOUN
easat-5645	120	6	of	of	ADP
easat-5645	120	7	covid-19	covid-19	PROPN
easat-5645	120	8	infection	infection	NOUN
easat-5645	120	9	,	,	PUNCT
easat-5645	120	10	the	the	DET
easat-5645	120	11	suggested	suggest	VERB
easat-5645	120	12	framework	framework	NOUN
easat-5645	120	13	contains	contain	VERB
easat-5645	120	14	a	a	DET
easat-5645	120	15	multiple	multiple	ADJ
easat-5645	120	16	design	design	NOUN
easat-5645	120	17	.	.	PUNCT
easat-5645	121	1	the	the	DET
easat-5645	121	2	provided	provide	VERB
easat-5645	121	3	technique	technique	NOUN
easat-5645	121	4	is	be	AUX
easat-5645	121	5	used	use	VERB
easat-5645	121	6	to	to	PART
easat-5645	121	7	encourage	encourage	VERB
easat-5645	121	8	a	a	DET
easat-5645	121	9	user	user	NOUN
easat-5645	121	10	to	to	PART
easat-5645	121	11	check	check	VERB
easat-5645	121	12	covid-19	covid-19	PROPN
easat-5645	121	13	-	-	PUNCT
easat-5645	121	14	based	base	VERB
easat-5645	121	15	fever	fever	NOUN
easat-5645	121	16	measure	measure	NOUN
easat-5645	121	17	(	(	PUNCT
easat-5645	121	18	c-19fm	c-19fm	NOUN
easat-5645	121	19	)	)	PUNCT
easat-5645	121	20	regularly	regularly	ADV
easat-5645	121	21	and	and	CCONJ
easat-5645	121	22	predict	predict	VERB
easat-5645	121	23	it	it	PRON
easat-5645	121	24	so	so	SCONJ
easat-5645	121	25	that	that	SCONJ
easat-5645	121	26	preventative	preventative	ADJ
easat-5645	121	27	steps	step	NOUN
easat-5645	121	28	may	may	AUX
easat-5645	121	29	be	be	AUX
easat-5645	121	30	implemented	implement	VERB
easat-5645	121	31	ahead	ahead	ADV
easat-5645	121	32	of	of	ADP
easat-5645	121	33	time	time	NOUN
easat-5645	121	34	.	.	PUNCT
easat-5645	122	1	in	in	ADP
easat-5645	122	2	addition	addition	NOUN
easat-5645	122	3	,	,	PUNCT
easat-5645	122	4	the	the	DET
easat-5645	122	5	presence	presence	NOUN
easat-5645	122	6	of	of	ADP
easat-5645	122	7	c-19vi	c-19vi	NOUN
easat-5645	122	8	is	be	AUX
easat-5645	122	9	detected	detect	VERB
easat-5645	122	10	in	in	ADP
easat-5645	122	11	more	more	ADJ
easat-5645	122	12	than	than	ADP
easat-5645	122	13	a	a	DET
easat-5645	122	14	geographical	geographical	ADJ
easat-5645	122	15	region	region	NOUN
easat-5645	122	16	using	use	VERB
easat-5645	122	17	the	the	DET
easat-5645	122	18	self	self	NOUN
easat-5645	122	19	-	-	PUNCT
easat-5645	122	20	organized	organize	VERB
easat-5645	122	21	mapping	mapping	NOUN
easat-5645	122	22	approach	approach	NOUN
easat-5645	122	23	.	.	PUNCT
easat-5645	123	1	3	3	X
easat-5645	123	2	.	.	X
easat-5645	123	3	system	system	NOUN
easat-5645	123	4	model	model	NOUN
easat-5645	123	5	and	and	CCONJ
easat-5645	123	6	problem	problem	NOUN
easat-5645	123	7	statement	statement	NOUN
easat-5645	123	8	one	one	NUM
easat-5645	123	9	of	of	ADP
easat-5645	123	10	the	the	DET
easat-5645	123	11	most	most	ADV
easat-5645	123	12	challenging	challenging	ADJ
easat-5645	123	13	and	and	CCONJ
easat-5645	123	14	exciting	exciting	ADJ
easat-5645	123	15	topics	topic	NOUN
easat-5645	123	16	in	in	ADP
easat-5645	123	17	recent	recent	ADJ
easat-5645	123	18	days	day	NOUN
easat-5645	123	19	is	be	AUX
easat-5645	123	20	big	big	ADJ
easat-5645	123	21	data	data	NOUN
easat-5645	123	22	-	-	PUNCT
easat-5645	123	23	based	base	VERB
easat-5645	123	24	healthcare	healthcare	NOUN
easat-5645	123	25	monitoring	monitoring	NOUN
easat-5645	123	26	combined	combine	VERB
easat-5645	123	27	with	with	ADP
easat-5645	123	28	artificial	artificial	ADJ
easat-5645	123	29	intelligence	intelligence	NOUN
easat-5645	123	30	[	[	X
easat-5645	123	31	3	3	NUM
easat-5645	123	32	]	]	PUNCT
easat-5645	123	33	.	.	PUNCT
easat-5645	124	1	the	the	DET
easat-5645	124	2	iot	iot	NOUN
easat-5645	124	3	-	-	PUNCT
easat-5645	124	4	based	base	VERB
easat-5645	124	5	approach	approach	NOUN
easat-5645	124	6	has	have	AUX
easat-5645	124	7	been	be	AUX
easat-5645	124	8	widely	widely	ADV
easat-5645	124	9	utilized	utilize	VERB
easat-5645	124	10	throughout	throughout	ADP
easat-5645	124	11	the	the	DET
easat-5645	124	12	world	world	NOUN
easat-5645	124	13	since	since	SCONJ
easat-5645	124	14	it	it	PRON
easat-5645	124	15	can	can	AUX
easat-5645	124	16	be	be	AUX
easat-5645	124	17	accessed	access	VERB
easat-5645	124	18	at	at	ADP
easat-5645	124	19	whatever	whatever	DET
easat-5645	124	20	time	time	NOUN
easat-5645	124	21	and	and	CCONJ
easat-5645	124	22	from	from	ADP
easat-5645	124	23	any	any	DET
easat-5645	124	24	location	location	NOUN
easat-5645	124	25	.	.	PUNCT
easat-5645	125	1	iot	iot	VERB
easat-5645	125	2	-	-	PUNCT
easat-5645	125	3	based	base	VERB
easat-5645	125	4	biosensors	biosensor	NOUN
easat-5645	125	5	are	be	AUX
easat-5645	125	6	attached	attach	VERB
easat-5645	125	7	to	to	ADP
easat-5645	125	8	the	the	DET
easat-5645	125	9	human	human	ADJ
easat-5645	125	10	body	body	NOUN
easat-5645	125	11	in	in	ADP
easat-5645	125	12	a	a	DET
easat-5645	125	13	remote	remote	ADJ
easat-5645	125	14	medical	medical	ADJ
easat-5645	125	15	system	system	NOUN
easat-5645	125	16	and	and	CCONJ
easat-5645	125	17	can	can	AUX
easat-5645	125	18	measure	measure	VERB
easat-5645	125	19	factors	factor	NOUN
easat-5645	125	20	including	include	VERB
easat-5645	125	21	blood	blood	NOUN
easat-5645	125	22	,	,	PUNCT
easat-5645	125	23	diabetes	diabetes	NOUN
easat-5645	125	24	,	,	PUNCT
easat-5645	125	25	cardiac	cardiac	ADJ
easat-5645	125	26	rate	rate	NOUN
easat-5645	125	27	,	,	PUNCT
easat-5645	125	28	pulse	pulse	NOUN
easat-5645	125	29	rate	rate	NOUN
easat-5645	125	30	,	,	PUNCT
easat-5645	125	31	and	and	CCONJ
easat-5645	125	32	so	so	ADV
easat-5645	125	33	on	on	ADP
easat-5645	125	34	mbunge	mbunge	ADJ
easat-5645	125	35	and	and	CCONJ
easat-5645	125	36	muchemwa	muchemwa	PROPN
easat-5645	126	1	[	[	X
easat-5645	126	2	12	12	NUM
easat-5645	126	3	]	]	PUNCT
easat-5645	126	4	.	.	PUNCT
easat-5645	127	1	all	all	DET
easat-5645	127	2	health	health	NOUN
easat-5645	127	3	centers	center	NOUN
easat-5645	127	4	irrespective	irrespective	ADV
easat-5645	127	5	of	of	ADP
easat-5645	127	6	where	where	SCONJ
easat-5645	127	7	the	the	DET
easat-5645	127	8	diagnostic	diagnostic	ADJ
easat-5645	127	9	was	be	AUX
easat-5645	127	10	performed	perform	VERB
easat-5645	127	11	,	,	PUNCT
easat-5645	127	12	could	could	AUX
easat-5645	127	13	acquire	acquire	VERB
easat-5645	127	14	knowledge	knowledge	NOUN
easat-5645	127	15	for	for	ADP
easat-5645	127	16	each	each	DET
easat-5645	127	17	patient	patient	NOUN
easat-5645	127	18	using	use	VERB
easat-5645	127	19	big	big	ADJ
easat-5645	127	20	data	datum	NOUN
easat-5645	127	21	technology	technology	NOUN
easat-5645	127	22	.	.	PUNCT
easat-5645	128	1	furthermore	furthermore	ADV
easat-5645	128	2	,	,	PUNCT
easat-5645	128	3	the	the	DET
easat-5645	128	4	tests	test	NOUN
easat-5645	128	5	would	would	AUX
easat-5645	128	6	be	be	AUX
easat-5645	128	7	recorded	record	VERB
easat-5645	128	8	in	in	ADP
easat-5645	128	9	real	real	ADJ
easat-5645	128	10	-	-	PUNCT
easat-5645	128	11	time	time	NOUN
easat-5645	128	12	,	,	PUNCT
easat-5645	128	13	enabling	enable	VERB
easat-5645	128	14	decisions	decision	NOUN
easat-5645	128	15	to	to	PART
easat-5645	128	16	be	be	AUX
easat-5645	128	17	made	make	VERB
easat-5645	128	18	as	as	ADV
easat-5645	128	19	soon	soon	ADV
easat-5645	128	20	as	as	SCONJ
easat-5645	128	21	the	the	DET
easat-5645	128	22	patient	patient	NOUN
easat-5645	128	23	was	be	AUX
easat-5645	128	24	tested	test	VERB
easat-5645	128	25	.	.	PUNCT
easat-5645	129	1	preprocessing	preprocessing	NOUN
easat-5645	129	2	,	,	PUNCT
easat-5645	129	3	feature	feature	NOUN
easat-5645	129	4	extraction	extraction	NOUN
easat-5645	129	5	,	,	PUNCT
easat-5645	129	6	and	and	CCONJ
easat-5645	129	7	classification	classification	NOUN
easat-5645	129	8	are	be	AUX
easat-5645	129	9	three	three	NUM
easat-5645	129	10	of	of	ADP
easat-5645	129	11	the	the	DET
easat-5645	129	12	key	key	ADJ
easat-5645	129	13	purposes	purpose	NOUN
easat-5645	129	14	of	of	ADP
easat-5645	129	15	big	big	ADJ
easat-5645	129	16	data	datum	NOUN
easat-5645	129	17	analytics	analytic	NOUN
easat-5645	129	18	in	in	ADP
easat-5645	129	19	healthcare	healthcare	NOUN
easat-5645	129	20	for	for	ADP
easat-5645	129	21	disease	disease	NOUN
easat-5645	129	22	identification	identification	NOUN
easat-5645	129	23	.	.	PUNCT
easat-5645	130	1	the	the	DET
easat-5645	130	2	system	system	NOUN
easat-5645	130	3	model	model	NOUN
easat-5645	130	4	of	of	ADP
easat-5645	130	5	big	big	ADJ
easat-5645	130	6	data	datum	NOUN
easat-5645	130	7	in	in	ADP
easat-5645	130	8	the	the	DET
easat-5645	130	9	healthcare	healthcare	NOUN
easat-5645	130	10	system	system	NOUN
easat-5645	130	11	is	be	AUX
easat-5645	130	12	illustrated	illustrate	VERB
easat-5645	130	13	in	in	ADP
easat-5645	130	14	figure	figure	NOUN
easat-5645	130	15	1	1	NUM
easat-5645	130	16	.	.	X
easat-5645	131	1	1597	1597	NUM
easat-5645	131	2	edelweiss	edelweiss	PROPN
easat-5645	131	3	applied	apply	VERB
easat-5645	131	4	science	science	NOUN
easat-5645	131	5	and	and	CCONJ
easat-5645	131	6	technology	technology	NOUN
easat-5645	131	7	issn	issn	PROPN
easat-5645	131	8	:	:	PUNCT
easat-5645	131	9	2576	2576	NUM
easat-5645	131	10	-	-	SYM
easat-5645	131	11	8484	8484	NUM
easat-5645	131	12	vol	vol	NOUN
easat-5645	131	13	.	.	PROPN
easat-5645	132	1	9	9	NUM
easat-5645	132	2	,	,	PUNCT
easat-5645	132	3	no	no	INTJ
easat-5645	132	4	.	.	NOUN
easat-5645	133	1	3	3	NUM
easat-5645	133	2	:	:	SYM
easat-5645	133	3	1593	1593	NUM
easat-5645	133	4	-	-	SYM
easat-5645	133	5	1620	1620	NUM
easat-5645	133	6	,	,	PUNCT
easat-5645	133	7	2025	2025	NUM
easat-5645	133	8	doi	doi	NOUN
easat-5645	133	9	:	:	PUNCT
easat-5645	133	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	133	11	©	©	NOUN
easat-5645	133	12	2025	2025	NUM
easat-5645	133	13	by	by	ADP
easat-5645	133	14	the	the	DET
easat-5645	133	15	author	author	NOUN
easat-5645	133	16	;	;	PUNCT
easat-5645	133	17	licensee	licensee	PROPN
easat-5645	133	18	learning	learn	VERB
easat-5645	133	19	gate	gate	PROPN
easat-5645	133	20	figure	figure	NOUN
easat-5645	133	21	1	1	NUM
easat-5645	133	22	.	.	PUNCT
easat-5645	133	23	system	system	NOUN
easat-5645	133	24	model	model	NOUN
easat-5645	133	25	and	and	CCONJ
easat-5645	133	26	problem	problem	NOUN
easat-5645	133	27	of	of	ADP
easat-5645	133	28	big	big	ADJ
easat-5645	133	29	data	datum	NOUN
easat-5645	133	30	classification	classification	NOUN
easat-5645	133	31	.	.	PUNCT
easat-5645	134	1	diagnosis	diagnosis	NOUN
easat-5645	134	2	of	of	ADP
easat-5645	134	3	sickness	sickness	NOUN
easat-5645	134	4	and	and	CCONJ
easat-5645	134	5	hospitalization	hospitalization	NOUN
easat-5645	134	6	,	,	PUNCT
easat-5645	134	7	on	on	ADP
easat-5645	134	8	the	the	DET
easat-5645	134	9	other	other	ADJ
easat-5645	134	10	hand	hand	NOUN
easat-5645	134	11	,	,	PUNCT
easat-5645	134	12	takes	take	VERB
easat-5645	134	13	huge	huge	ADJ
easat-5645	134	14	amounts	amount	NOUN
easat-5645	134	15	of	of	ADP
easat-5645	134	16	energy	energy	NOUN
easat-5645	134	17	,	,	PUNCT
easat-5645	134	18	money	money	NOUN
easat-5645	134	19	,	,	PUNCT
easat-5645	134	20	and	and	CCONJ
easat-5645	134	21	time	time	NOUN
easat-5645	134	22	.	.	PUNCT
easat-5645	135	1	the	the	DET
easat-5645	135	2	provision	provision	NOUN
easat-5645	135	3	of	of	ADP
easat-5645	135	4	excellent	excellent	ADJ
easat-5645	135	5	treatment	treatment	NOUN
easat-5645	135	6	is	be	AUX
easat-5645	135	7	the	the	DET
easat-5645	135	8	primary	primary	ADJ
easat-5645	135	9	problem	problem	NOUN
easat-5645	135	10	in	in	ADP
easat-5645	135	11	healthcare	healthcare	PROPN
easat-5645	135	12	management	management	NOUN
easat-5645	135	13	(	(	PUNCT
easat-5645	135	14	health	health	NOUN
easat-5645	135	15	centers	center	NOUN
easat-5645	135	16	,	,	PUNCT
easat-5645	135	17	hospitals	hospital	NOUN
easat-5645	135	18	)	)	PUNCT
easat-5645	136	1	[	[	X
easat-5645	136	2	16	16	NUM
easat-5645	136	3	]	]	PUNCT
easat-5645	136	4	.	.	PUNCT
easat-5645	137	1	lack	lack	NOUN
easat-5645	137	2	of	of	ADP
easat-5645	137	3	medical	medical	ADJ
easat-5645	137	4	treatments	treatment	NOUN
easat-5645	137	5	and	and	CCONJ
easat-5645	137	6	a	a	DET
easat-5645	137	7	scarcity	scarcity	NOUN
easat-5645	137	8	of	of	ADP
easat-5645	137	9	professionals	professional	NOUN
easat-5645	137	10	might	might	AUX
easat-5645	137	11	result	result	VERB
easat-5645	137	12	in	in	ADP
easat-5645	137	13	a	a	DET
easat-5645	137	14	significant	significant	ADJ
easat-5645	137	15	number	number	NOUN
easat-5645	137	16	of	of	ADP
easat-5645	137	17	incorrectly	incorrectly	ADV
easat-5645	137	18	diagnosed	diagnose	VERB
easat-5645	137	19	situations	situation	NOUN
easat-5645	137	20	.	.	PUNCT
easat-5645	138	1	as	as	ADP
easat-5645	138	2	a	a	DET
easat-5645	138	3	result	result	NOUN
easat-5645	138	4	,	,	PUNCT
easat-5645	138	5	advancement	advancement	NOUN
easat-5645	138	6	has	have	AUX
easat-5645	138	7	necessitated	necessitate	VERB
easat-5645	138	8	the	the	DET
easat-5645	138	9	development	development	NOUN
easat-5645	138	10	of	of	ADP
easat-5645	138	11	quick	quick	ADJ
easat-5645	138	12	and	and	CCONJ
easat-5645	138	13	efficient	efficient	ADJ
easat-5645	138	14	prediction	prediction	NOUN
easat-5645	138	15	techniques	technique	NOUN
easat-5645	138	16	.	.	PUNCT
easat-5645	139	1	in	in	ADP
easat-5645	139	2	recent	recent	ADJ
easat-5645	139	3	years	year	NOUN
easat-5645	139	4	,	,	PUNCT
easat-5645	139	5	most	most	ADJ
easat-5645	139	6	hospitals	hospital	NOUN
easat-5645	139	7	have	have	AUX
easat-5645	139	8	sorted	sort	VERB
easat-5645	139	9	patient	patient	ADJ
easat-5645	139	10	information	information	NOUN
easat-5645	139	11	systems	system	NOUN
easat-5645	139	12	to	to	PART
easat-5645	139	13	provide	provide	VERB
easat-5645	139	14	health	health	NOUN
easat-5645	139	15	treatment	treatment	NOUN
easat-5645	139	16	[	[	X
easat-5645	139	17	10	10	NUM
easat-5645	139	18	]	]	PUNCT
easat-5645	139	19	.	.	PUNCT
easat-5645	140	1	typically	typically	ADV
easat-5645	140	2	,	,	PUNCT
easat-5645	140	3	these	these	DET
easat-5645	140	4	technologies	technology	NOUN
easat-5645	140	5	generate	generate	VERB
easat-5645	140	6	vast	vast	ADJ
easat-5645	140	7	volumes	volume	NOUN
easat-5645	140	8	of	of	ADP
easat-5645	140	9	data	datum	NOUN
easat-5645	140	10	in	in	ADP
easat-5645	140	11	textual	textual	ADJ
easat-5645	140	12	form	form	NOUN
easat-5645	140	13	,	,	PUNCT
easat-5645	140	14	photos	photo	NOUN
easat-5645	140	15	,	,	PUNCT
easat-5645	140	16	statistics	statistic	NOUN
easat-5645	140	17	,	,	PUNCT
easat-5645	140	18	and	and	CCONJ
easat-5645	140	19	graphs	graph	NOUN
easat-5645	140	20	.	.	PUNCT
easat-5645	141	1	however	however	ADV
easat-5645	141	2	,	,	PUNCT
easat-5645	141	3	these	these	DET
easat-5645	141	4	statistics	statistic	NOUN
easat-5645	141	5	are	be	AUX
easat-5645	141	6	frequently	frequently	ADV
easat-5645	141	7	employed	employ	VERB
easat-5645	141	8	in	in	ADP
easat-5645	141	9	medical	medical	ADJ
easat-5645	141	10	decision	decision	NOUN
easat-5645	141	11	-	-	PUNCT
easat-5645	141	12	making	making	NOUN
easat-5645	141	13	.	.	PUNCT
easat-5645	142	1	this	this	DET
easat-5645	142	2	behavior	behavior	NOUN
easat-5645	142	3	leads	lead	VERB
easat-5645	142	4	to	to	ADP
easat-5645	142	5	mistakes	mistake	NOUN
easat-5645	142	6	,	,	PUNCT
easat-5645	142	7	annoyances	annoyance	NOUN
easat-5645	142	8	,	,	PUNCT
easat-5645	142	9	and	and	CCONJ
easat-5645	142	10	higher	high	ADJ
easat-5645	142	11	medical	medical	ADJ
easat-5645	142	12	expenditures	expenditure	NOUN
easat-5645	142	13	,	,	PUNCT
easat-5645	142	14	all	all	PRON
easat-5645	142	15	of	of	ADP
easat-5645	142	16	which	which	PRON
easat-5645	142	17	have	have	VERB
easat-5645	142	18	an	an	DET
easat-5645	142	19	impact	impact	NOUN
easat-5645	142	20	on	on	ADP
easat-5645	142	21	the	the	DET
easat-5645	142	22	quality	quality	NOUN
easat-5645	142	23	of	of	ADP
easat-5645	142	24	care	care	NOUN
easat-5645	142	25	provided	provide	VERB
easat-5645	142	26	to	to	ADP
easat-5645	142	27	patients	patient	NOUN
easat-5645	142	28	.	.	PUNCT
easat-5645	143	1	as	as	ADP
easat-5645	143	2	a	a	DET
easat-5645	143	3	result	result	NOUN
easat-5645	143	4	,	,	PUNCT
easat-5645	143	5	the	the	DET
easat-5645	143	6	breadth	breadth	NOUN
easat-5645	143	7	of	of	ADP
easat-5645	143	8	regular	regular	ADJ
easat-5645	143	9	computing	computing	NOUN
easat-5645	143	10	approaches	approach	NOUN
easat-5645	143	11	must	must	AUX
easat-5645	143	12	be	be	AUX
easat-5645	143	13	expanded	expand	VERB
easat-5645	143	14	to	to	PART
easat-5645	143	15	improve	improve	VERB
easat-5645	143	16	healthcare	healthcare	NOUN
easat-5645	143	17	resources	resource	NOUN
easat-5645	143	18	.	.	PUNCT
easat-5645	144	1	4	4	X
easat-5645	144	2	.	.	NUM
easat-5645	144	3	proposed	propose	VERB
easat-5645	144	4	framework	framework	NOUN
easat-5645	144	5	the	the	DET
easat-5645	144	6	proposed	propose	VERB
easat-5645	144	7	model	model	NOUN
easat-5645	144	8	for	for	ADP
easat-5645	144	9	the	the	DET
easat-5645	144	10	healthcare	healthcare	NOUN
easat-5645	144	11	system	system	NOUN
easat-5645	144	12	's	's	PART
easat-5645	144	13	comprehensive	comprehensive	ADJ
easat-5645	144	14	working	working	NOUN
easat-5645	144	15	process	process	NOUN
easat-5645	144	16	is	be	AUX
easat-5645	144	17	depicted	depict	VERB
easat-5645	144	18	in	in	ADP
easat-5645	144	19	figure	figure	NOUN
easat-5645	144	20	2	2	NUM
easat-5645	144	21	.	.	PUNCT
easat-5645	145	1	the	the	DET
easat-5645	145	2	study	study	NOUN
easat-5645	145	3	's	's	PART
easat-5645	145	4	important	important	ADJ
easat-5645	145	5	component	component	NOUN
easat-5645	145	6	is	be	AUX
easat-5645	145	7	the	the	DET
easat-5645	145	8	development	development	NOUN
easat-5645	145	9	of	of	ADP
easat-5645	145	10	a	a	DET
easat-5645	145	11	unique	unique	ADJ
easat-5645	145	12	classifier	classifier	NOUN
easat-5645	145	13	with	with	ADP
easat-5645	145	14	optimal	optimal	ADJ
easat-5645	145	15	characteristics	characteristic	NOUN
easat-5645	145	16	for	for	ADP
easat-5645	145	17	categorizing	categorize	VERB
easat-5645	145	18	health	health	NOUN
easat-5645	145	19	data	datum	NOUN
easat-5645	145	20	.	.	PUNCT
easat-5645	146	1	1598	1598	NUM
easat-5645	146	2	edelweiss	edelweiss	PROPN
easat-5645	146	3	applied	apply	VERB
easat-5645	146	4	science	science	NOUN
easat-5645	146	5	and	and	CCONJ
easat-5645	146	6	technology	technology	NOUN
easat-5645	146	7	issn	issn	PROPN
easat-5645	146	8	:	:	PUNCT
easat-5645	146	9	2576	2576	NUM
easat-5645	146	10	-	-	SYM
easat-5645	146	11	8484	8484	NUM
easat-5645	146	12	vol	vol	NOUN
easat-5645	146	13	.	.	PROPN
easat-5645	147	1	9	9	NUM
easat-5645	147	2	,	,	PUNCT
easat-5645	147	3	no	no	INTJ
easat-5645	147	4	.	.	NOUN
easat-5645	148	1	3	3	NUM
easat-5645	148	2	:	:	SYM
easat-5645	148	3	1593	1593	NUM
easat-5645	148	4	-	-	SYM
easat-5645	148	5	1620	1620	NUM
easat-5645	148	6	,	,	PUNCT
easat-5645	148	7	2025	2025	NUM
easat-5645	148	8	doi	doi	NOUN
easat-5645	148	9	:	:	PUNCT
easat-5645	148	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	148	11	©	©	NOUN
easat-5645	148	12	2025	2025	NUM
easat-5645	148	13	by	by	ADP
easat-5645	148	14	the	the	DET
easat-5645	148	15	author	author	NOUN
easat-5645	148	16	;	;	PUNCT
easat-5645	148	17	licensee	licensee	PROPN
easat-5645	148	18	learning	learning	NOUN
easat-5645	148	19	gate	gate	NOUN
easat-5645	148	20	iot	iot	PROPN
easat-5645	148	21	-	-	PUNCT
easat-5645	148	22	based	base	VERB
easat-5645	148	23	biosensors	biosensor	NOUN
easat-5645	148	24	data	datum	NOUN
easat-5645	148	25	(	(	PUNCT
easat-5645	148	26	1,2,	1,2,	NUM
easat-5645	148	27	…	…	SYM
easat-5645	148	28	.,n	.,n	NUM
easat-5645	148	29	)	)	PUNCT
easat-5645	148	30	glucose	glucose	NOUN
easat-5645	148	31	sensor	sensor	NOUN
easat-5645	148	32	ecg	ecg	PROPN
easat-5645	148	33	sensor	sensor	NOUN
easat-5645	148	34	heart	heart	NOUN
easat-5645	148	35	rate	rate	NOUN
easat-5645	148	36	sensor	sensor	NOUN
easat-5645	148	37	temperature	temperature	NOUN
easat-5645	148	38	sensor	sensor	NOUN
easat-5645	148	39	blood	blood	NOUN
easat-5645	148	40	pressure	pressure	NOUN
easat-5645	148	41	sensor	sensor	NOUN
easat-5645	148	42	big	big	ADJ
easat-5645	148	43	data	datum	NOUN
easat-5645	148	44	cloud	cloud	NOUN
easat-5645	148	45	storage	storage	NOUN
easat-5645	148	46	data	datum	NOUN
easat-5645	148	47	preprocessing	preprocesse	VERB
easat-5645	148	48	lho	lho	NOUN
easat-5645	148	49	based	base	VERB
easat-5645	148	50	feature	feature	NOUN
easat-5645	148	51	extraction	extraction	NOUN
easat-5645	148	52	classification	classification	NOUN
easat-5645	148	53	testing	testing	NOUN
easat-5645	148	54	data	datum	NOUN
easat-5645	148	55	training	training	NOUN
easat-5645	148	56	data	datum	NOUN
easat-5645	148	57	hge	hge	PROPN
easat-5645	148	58	-	-	PUNCT
easat-5645	148	59	snfc	snfc	NOUN
easat-5645	148	60	classifier	classifier	NOUN
easat-5645	148	61	trained	train	VERB
easat-5645	148	62	framework	framework	NOUN
easat-5645	148	63	hge	hge	NOUN
easat-5645	148	64	-	-	PUNCT
easat-5645	148	65	optimization	optimization	NOUN
easat-5645	148	66	figure	figure	NOUN
easat-5645	148	67	2	2	NUM
easat-5645	148	68	.	.	PUNCT
easat-5645	148	69	proposed	propose	VERB
easat-5645	148	70	framework	framework	NOUN
easat-5645	148	71	of	of	ADP
easat-5645	148	72	big	big	ADJ
easat-5645	148	73	data	datum	NOUN
easat-5645	148	74	classification	classification	NOUN
easat-5645	148	75	in	in	ADP
easat-5645	148	76	the	the	DET
easat-5645	148	77	healthcare	healthcare	NOUN
easat-5645	148	78	system	system	NOUN
easat-5645	148	79	.	.	PUNCT
easat-5645	149	1	this	this	DET
easat-5645	149	2	investigation	investigation	NOUN
easat-5645	149	3	of	of	ADP
easat-5645	149	4	specialized	specialized	ADJ
easat-5645	149	5	healthcare	healthcare	PROPN
easat-5645	149	6	data	datum	NOUN
easat-5645	149	7	collected	collect	VERB
easat-5645	149	8	by	by	ADP
easat-5645	149	9	iot	iot	PROPN
easat-5645	149	10	can	can	AUX
easat-5645	149	11	improve	improve	VERB
easat-5645	149	12	big	big	ADJ
easat-5645	149	13	data	datum	NOUN
easat-5645	149	14	analytics	analytic	NOUN
easat-5645	149	15	in	in	ADP
easat-5645	149	16	healthcare	healthcare	PROPN
easat-5645	149	17	.	.	PUNCT
easat-5645	150	1	proposed	propose	VERB
easat-5645	150	2	lho	lho	NOUN
easat-5645	150	3	-	-	PUNCT
easat-5645	150	4	based	base	VERB
easat-5645	150	5	feature	feature	NOUN
easat-5645	150	6	extraction	extraction	NOUN
easat-5645	150	7	and	and	CCONJ
easat-5645	150	8	selection	selection	NOUN
easat-5645	150	9	is	be	AUX
easat-5645	150	10	used	use	VERB
easat-5645	150	11	to	to	PART
easat-5645	150	12	choose	choose	VERB
easat-5645	150	13	the	the	DET
easat-5645	150	14	best	good	ADJ
easat-5645	150	15	features	feature	NOUN
easat-5645	150	16	from	from	ADP
easat-5645	150	17	the	the	DET
easat-5645	150	18	huge	huge	ADJ
easat-5645	150	19	data	datum	NOUN
easat-5645	150	20	for	for	ADP
easat-5645	150	21	the	the	DET
easat-5645	150	22	classification	classification	NOUN
easat-5645	150	23	process	process	NOUN
easat-5645	150	24	.	.	PUNCT
easat-5645	151	1	the	the	DET
easat-5645	151	2	lho	lho	NOUN
easat-5645	151	3	technique	technique	NOUN
easat-5645	151	4	is	be	AUX
easat-5645	151	5	a	a	DET
easat-5645	151	6	hybrid	hybrid	NOUN
easat-5645	151	7	of	of	ADP
easat-5645	151	8	the	the	DET
easat-5645	151	9	lion	lion	NOUN
easat-5645	151	10	and	and	CCONJ
easat-5645	151	11	heap	heap	NOUN
easat-5645	151	12	optimization	optimization	NOUN
easat-5645	151	13	methods	method	NOUN
easat-5645	151	14	.	.	PUNCT
easat-5645	152	1	the	the	DET
easat-5645	152	2	heap	heap	NOUN
easat-5645	152	3	optimizer	optimizer	NOUN
easat-5645	152	4	's	's	PART
easat-5645	152	5	performance	performance	NOUN
easat-5645	152	6	in	in	ADP
easat-5645	152	7	feature	feature	NOUN
easat-5645	152	8	estimates	estimate	NOUN
easat-5645	152	9	is	be	AUX
easat-5645	152	10	given	give	VERB
easat-5645	152	11	the	the	DET
easat-5645	152	12	highest	high	ADJ
easat-5645	152	13	level	level	NOUN
easat-5645	152	14	of	of	ADP
easat-5645	152	15	lion	lion	NOUN
easat-5645	152	16	fitness	fitness	PROPN
easat-5645	152	17	.	.	PUNCT
easat-5645	153	1	in	in	ADP
easat-5645	153	2	addition	addition	NOUN
easat-5645	153	3	,	,	PUNCT
easat-5645	153	4	the	the	DET
easat-5645	153	5	suggested	suggest	VERB
easat-5645	153	6	hge	hge	PROPN
easat-5645	153	7	-	-	PUNCT
easat-5645	153	8	snf	snf	PROPN
easat-5645	153	9	technique	technique	NOUN
easat-5645	153	10	of	of	ADP
easat-5645	153	11	classification	classification	NOUN
easat-5645	153	12	technology	technology	NOUN
easat-5645	153	13	performs	perform	VERB
easat-5645	153	14	accurate	accurate	ADJ
easat-5645	153	15	data	datum	NOUN
easat-5645	153	16	classification	classification	NOUN
easat-5645	153	17	.	.	PUNCT
easat-5645	154	1	4.1	4.1	NUM
easat-5645	154	2	.	.	PUNCT
easat-5645	154	3	big	big	ADJ
easat-5645	154	4	data	datum	NOUN
easat-5645	154	5	collection	collection	NOUN
easat-5645	154	6	the	the	DET
easat-5645	154	7	base	base	NOUN
easat-5645	154	8	layer	layer	NOUN
easat-5645	154	9	is	be	AUX
easat-5645	154	10	designed	design	VERB
easat-5645	154	11	to	to	PART
easat-5645	154	12	collect	collect	VERB
easat-5645	154	13	information	information	NOUN
easat-5645	154	14	about	about	ADP
easat-5645	154	15	a	a	DET
easat-5645	154	16	patient	patient	NOUN
easat-5645	154	17	's	's	PART
easat-5645	154	18	health	health	NOUN
easat-5645	154	19	that	that	PRON
easat-5645	154	20	is	be	AUX
easat-5645	154	21	gathered	gather	VERB
easat-5645	154	22	over	over	ADP
easat-5645	154	23	time	time	NOUN
easat-5645	154	24	from	from	ADP
easat-5645	154	25	various	various	ADJ
easat-5645	154	26	sensors	sensor	NOUN
easat-5645	154	27	such	such	ADJ
easat-5645	154	28	as	as	ADP
easat-5645	154	29	health	health	NOUN
easat-5645	154	30	sensors	sensor	NOUN
easat-5645	154	31	,	,	PUNCT
easat-5645	154	32	meteorological	meteorological	ADJ
easat-5645	154	33	sensors	sensor	NOUN
easat-5645	154	34	,	,	PUNCT
easat-5645	154	35	biological	biological	ADJ
easat-5645	154	36	sensors	sensor	NOUN
easat-5645	154	37	,	,	PUNCT
easat-5645	154	38	and	and	CCONJ
easat-5645	154	39	geographic	geographic	ADJ
easat-5645	154	40	sensors	sensor	NOUN
easat-5645	154	41	.	.	PUNCT
easat-5645	155	1	in	in	ADP
easat-5645	155	2	general	general	ADJ
easat-5645	155	3	,	,	PUNCT
easat-5645	155	4	databases	database	NOUN
easat-5645	155	5	include	include	VERB
easat-5645	155	6	infrastructures	infrastructure	NOUN
easat-5645	155	7	connecting	connect	VERB
easat-5645	155	8	systems	system	NOUN
easat-5645	155	9	that	that	PRON
easat-5645	155	10	are	be	AUX
easat-5645	155	11	used	use	VERB
easat-5645	155	12	to	to	PART
easat-5645	155	13	improve	improve	VERB
easat-5645	155	14	service	service	NOUN
easat-5645	155	15	,	,	PUNCT
easat-5645	155	16	and	and	CCONJ
easat-5645	155	17	these	these	DET
easat-5645	155	18	records	record	NOUN
easat-5645	155	19	contain	contain	VERB
easat-5645	155	20	certain	certain	ADJ
easat-5645	155	21	basic	basic	ADJ
easat-5645	155	22	healthcare	healthcare	NOUN
easat-5645	155	23	information	information	NOUN
easat-5645	155	24	like	like	ADP
easat-5645	155	25	the	the	DET
easat-5645	155	26	patient	patient	NOUN
easat-5645	155	27	's	's	PART
easat-5645	155	28	name	name	NOUN
easat-5645	155	29	,	,	PUNCT
easat-5645	155	30	gender	gender	NOUN
easat-5645	155	31	,	,	PUNCT
easat-5645	155	32	age	age	NOUN
easat-5645	155	33	,	,	PUNCT
easat-5645	155	34	type	type	NOUN
easat-5645	155	35	of	of	ADP
easat-5645	155	36	disease	disease	NOUN
easat-5645	155	37	,	,	PUNCT
easat-5645	155	38	medications	medication	NOUN
easat-5645	155	39	ingested	ingest	VERB
easat-5645	155	40	,	,	PUNCT
easat-5645	155	41	and	and	CCONJ
easat-5645	155	42	so	so	ADV
easat-5645	155	43	on	on	ADV
easat-5645	155	44	.	.	PUNCT
easat-5645	156	1	4.2	4.2	NUM
easat-5645	156	2	.	.	PUNCT
easat-5645	157	1	data	datum	NOUN
easat-5645	157	2	pre	pre	ADJ
easat-5645	157	3	-	-	ADJ
easat-5645	157	4	processing	processing	ADJ
easat-5645	157	5	stage	stage	NOUN
easat-5645	157	6	the	the	DET
easat-5645	157	7	process	process	NOUN
easat-5645	157	8	of	of	ADP
easat-5645	157	9	converting	convert	VERB
easat-5645	157	10	raw	raw	ADJ
easat-5645	157	11	data	datum	NOUN
easat-5645	157	12	into	into	ADP
easat-5645	157	13	a	a	DET
easat-5645	157	14	comprehensible	comprehensible	ADJ
easat-5645	157	15	format	format	NOUN
easat-5645	157	16	is	be	AUX
easat-5645	157	17	known	know	VERB
easat-5645	157	18	as	as	ADP
easat-5645	157	19	data	data	NOUN
easat-5645	157	20	preparation	preparation	NOUN
easat-5645	157	21	.	.	PUNCT
easat-5645	158	1	the	the	DET
easat-5645	158	2	goal	goal	NOUN
easat-5645	158	3	of	of	ADP
easat-5645	158	4	preprocessing	preprocessing	NOUN
easat-5645	158	5	is	be	AUX
easat-5645	158	6	to	to	PART
easat-5645	158	7	discover	discover	VERB
easat-5645	158	8	the	the	DET
easat-5645	158	9	most	most	ADV
easat-5645	158	10	relevant	relevant	ADJ
easat-5645	158	11	collection	collection	NOUN
easat-5645	158	12	of	of	ADP
easat-5645	158	13	features	feature	NOUN
easat-5645	158	14	in	in	ADP
easat-5645	158	15	an	an	DET
easat-5645	158	16	attempt	attempt	NOUN
easat-5645	158	17	to	to	PART
easat-5645	158	18	optimize	optimize	VERB
easat-5645	158	19	the	the	DET
easat-5645	158	20	classifier	classifier	NOUN
easat-5645	158	21	's	's	PART
easat-5645	158	22	performance	performance	NOUN
easat-5645	158	23	.	.	PUNCT
easat-5645	159	1	data	datum	NOUN
easat-5645	159	2	preparation	preparation	NOUN
easat-5645	159	3	is	be	AUX
easat-5645	159	4	separated	separate	VERB
easat-5645	159	5	into	into	ADP
easat-5645	159	6	four	four	NUM
easat-5645	159	7	steps	step	NOUN
easat-5645	159	8	to	to	PART
easat-5645	159	9	make	make	VERB
easat-5645	159	10	the	the	DET
easat-5645	159	11	work	work	NOUN
easat-5645	159	12	easier	easy	ADJ
easat-5645	159	13	:	:	PUNCT
easat-5645	159	14	data	datum	NOUN
easat-5645	159	15	cleaning	cleaning	NOUN
easat-5645	159	16	,	,	PUNCT
easat-5645	159	17	data	datum	NOUN
easat-5645	159	18	reduction	reduction	NOUN
easat-5645	159	19	,	,	PUNCT
easat-5645	159	20	data	datum	NOUN
easat-5645	159	21	integration	integration	NOUN
easat-5645	159	22	,	,	PUNCT
easat-5645	159	23	and	and	CCONJ
easat-5645	159	24	data	datum	NOUN
easat-5645	159	25	transformation	transformation	NOUN
easat-5645	159	26	.	.	PUNCT
easat-5645	160	1	the	the	DET
easat-5645	160	2	practice	practice	NOUN
easat-5645	160	3	of	of	ADP
easat-5645	160	4	removing	remove	VERB
easat-5645	160	5	erroneous	erroneous	ADJ
easat-5645	160	6	,	,	PUNCT
easat-5645	160	7	inadequate	inadequate	ADJ
easat-5645	160	8	,	,	PUNCT
easat-5645	160	9	and	and	CCONJ
easat-5645	160	10	misleading	mislead	VERB
easat-5645	160	11	data	datum	NOUN
easat-5645	160	12	from	from	ADP
easat-5645	160	13	databases	database	NOUN
easat-5645	160	14	,	,	PUNCT
easat-5645	160	15	as	as	ADV
easat-5645	160	16	well	well	ADV
easat-5645	160	17	as	as	ADP
easat-5645	160	18	replacing	replace	VERB
easat-5645	160	19	missing	missing	ADJ
easat-5645	160	20	information	information	NOUN
easat-5645	160	21	,	,	PUNCT
easat-5645	160	22	is	be	AUX
easat-5645	160	23	known	know	VERB
easat-5645	160	24	as	as	ADP
easat-5645	160	25	data	datum	NOUN
easat-5645	160	26	cleaning	cleaning	NOUN
easat-5645	160	27	.	.	PUNCT
easat-5645	161	1	data	datum	NOUN
easat-5645	161	2	integration	integration	NOUN
easat-5645	161	3	is	be	AUX
easat-5645	161	4	the	the	DET
easat-5645	161	5	process	process	NOUN
easat-5645	161	6	of	of	ADP
easat-5645	161	7	merging	merge	VERB
easat-5645	161	8	various	various	ADJ
easat-5645	161	9	sources	source	NOUN
easat-5645	161	10	into	into	ADP
easat-5645	161	11	a	a	DET
easat-5645	161	12	particular	particular	ADJ
easat-5645	161	13	dataset	dataset	NOUN
easat-5645	161	14	.	.	PUNCT
easat-5645	162	1	data	datum	NOUN
easat-5645	162	2	reduction	reduction	NOUN
easat-5645	162	3	reduces	reduce	VERB
easat-5645	162	4	the	the	DET
easat-5645	162	5	amount	amount	NOUN
easat-5645	162	6	of	of	ADP
easat-5645	162	7	data	datum	NOUN
easat-5645	162	8	,	,	PUNCT
easat-5645	162	9	making	make	VERB
easat-5645	162	10	processes	process	NOUN
easat-5645	162	11	easier	easy	ADJ
easat-5645	162	12	while	while	SCONJ
easat-5645	162	13	still	still	ADV
easat-5645	162	14	producing	produce	VERB
easat-5645	162	15	the	the	DET
easat-5645	162	16	same	same	ADJ
easat-5645	162	17	or	or	CCONJ
easat-5645	162	18	nearly	nearly	ADV
easat-5645	162	19	identical	identical	ADJ
easat-5645	162	20	results	result	NOUN
easat-5645	162	21	.	.	PUNCT
easat-5645	163	1	data	datum	NOUN
easat-5645	163	2	transformation	transformation	NOUN
easat-5645	163	3	is	be	AUX
easat-5645	163	4	the	the	DET
easat-5645	163	5	process	process	NOUN
easat-5645	163	6	of	of	ADP
easat-5645	163	7	changing	change	VERB
easat-5645	163	8	the	the	DET
easat-5645	163	9	format	format	NOUN
easat-5645	163	10	or	or	CCONJ
easat-5645	163	11	organization	organization	NOUN
easat-5645	163	12	of	of	ADP
easat-5645	163	13	data	data	PROPN
easat-5645	163	14	.	.	PUNCT
easat-5645	164	1	1599	1599	NUM
easat-5645	164	2	edelweiss	edelweiss	PROPN
easat-5645	164	3	applied	apply	VERB
easat-5645	164	4	science	science	NOUN
easat-5645	164	5	and	and	CCONJ
easat-5645	164	6	technology	technology	NOUN
easat-5645	164	7	issn	issn	PROPN
easat-5645	164	8	:	:	PUNCT
easat-5645	164	9	2576	2576	NUM
easat-5645	164	10	-	-	SYM
easat-5645	164	11	8484	8484	NUM
easat-5645	164	12	vol	vol	NOUN
easat-5645	164	13	.	.	PROPN
easat-5645	165	1	9	9	NUM
easat-5645	165	2	,	,	PUNCT
easat-5645	165	3	no	no	INTJ
easat-5645	165	4	.	.	NOUN
easat-5645	166	1	3	3	NUM
easat-5645	166	2	:	:	SYM
easat-5645	166	3	1593	1593	NUM
easat-5645	166	4	-	-	SYM
easat-5645	166	5	1620	1620	NUM
easat-5645	166	6	,	,	PUNCT
easat-5645	166	7	2025	2025	NUM
easat-5645	166	8	doi	doi	NOUN
easat-5645	166	9	:	:	PUNCT
easat-5645	166	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	166	11	©	©	NOUN
easat-5645	166	12	2025	2025	NUM
easat-5645	166	13	by	by	ADP
easat-5645	166	14	the	the	DET
easat-5645	166	15	author	author	NOUN
easat-5645	166	16	;	;	PUNCT
easat-5645	166	17	licensee	licensee	PROPN
easat-5645	166	18	learning	learning	NOUN
easat-5645	166	19	gate	gate	VERB
easat-5645	166	20	4.2	4.2	NUM
easat-5645	166	21	.	.	PUNCT
easat-5645	167	1	feature	feature	NOUN
easat-5645	167	2	extraction	extraction	NOUN
easat-5645	167	3	and	and	CCONJ
easat-5645	167	4	selection	selection	NOUN
easat-5645	167	5	after	after	ADP
easat-5645	167	6	pre	pre	ADJ
easat-5645	167	7	-	-	ADJ
easat-5645	167	8	processing	process	VERB
easat-5645	167	9	the	the	DET
easat-5645	167	10	raw	raw	ADJ
easat-5645	167	11	healthcare	healthcare	NOUN
easat-5645	167	12	data	data	PROPN
easat-5645	167	13	,	,	PUNCT
easat-5645	167	14	the	the	DET
easat-5645	167	15	exact	exact	ADJ
easat-5645	167	16	features	feature	NOUN
easat-5645	167	17	should	should	AUX
easat-5645	167	18	be	be	AUX
easat-5645	167	19	extracted	extract	VERB
easat-5645	167	20	and	and	CCONJ
easat-5645	167	21	selected	select	VERB
easat-5645	167	22	from	from	ADP
easat-5645	167	23	the	the	DET
easat-5645	167	24	dataset	dataset	NOUN
easat-5645	167	25	for	for	ADP
easat-5645	167	26	accurate	accurate	ADJ
easat-5645	167	27	disease	disease	NOUN
easat-5645	167	28	classification	classification	NOUN
easat-5645	167	29	.	.	PUNCT
easat-5645	168	1	the	the	DET
easat-5645	168	2	dataset	dataset	NOUN
easat-5645	168	3	has	have	VERB
easat-5645	168	4	a	a	DET
easat-5645	168	5	large	large	ADJ
easat-5645	168	6	number	number	NOUN
easat-5645	168	7	of	of	ADP
easat-5645	168	8	characteristics	characteristic	NOUN
easat-5645	168	9	,	,	PUNCT
easat-5645	168	10	however	however	ADV
easat-5645	168	11	just	just	ADV
easat-5645	168	12	114	114	NUM
easat-5645	168	13	are	be	AUX
easat-5645	168	14	necessary	necessary	ADJ
easat-5645	168	15	for	for	ADP
easat-5645	168	16	this	this	DET
easat-5645	168	17	research	research	NOUN
easat-5645	168	18	.	.	PUNCT
easat-5645	169	1	as	as	ADP
easat-5645	169	2	a	a	DET
easat-5645	169	3	result	result	NOUN
easat-5645	169	4	,	,	PUNCT
easat-5645	169	5	the	the	DET
easat-5645	169	6	unique	unique	ADJ
easat-5645	169	7	lho	lho	NOUN
easat-5645	169	8	approach	approach	NOUN
easat-5645	169	9	is	be	AUX
easat-5645	169	10	presented	present	VERB
easat-5645	169	11	for	for	ADP
easat-5645	169	12	accurate	accurate	ADJ
easat-5645	169	13	feature	feature	NOUN
easat-5645	169	14	extraction	extraction	NOUN
easat-5645	169	15	.	.	PUNCT
easat-5645	170	1	the	the	DET
easat-5645	170	2	suggested	suggest	VERB
easat-5645	170	3	lho	lho	PROPN
easat-5645	170	4	approach	approach	NOUN
easat-5645	170	5	is	be	AUX
easat-5645	170	6	a	a	DET
easat-5645	170	7	type	type	NOUN
easat-5645	170	8	of	of	ADP
easat-5645	170	9	hybrid	hybrid	ADJ
easat-5645	170	10	optimization	optimization	NOUN
easat-5645	170	11	that	that	PRON
easat-5645	170	12	combines	combine	VERB
easat-5645	170	13	lion	lion	NOUN
easat-5645	170	14	and	and	CCONJ
easat-5645	170	15	heap	heap	NOUN
easat-5645	170	16	-	-	PUNCT
easat-5645	170	17	based	base	VERB
easat-5645	170	18	optimization	optimization	NOUN
easat-5645	170	19	.	.	PUNCT
easat-5645	171	1	to	to	PART
easat-5645	171	2	extract	extract	VERB
easat-5645	171	3	the	the	DET
easat-5645	171	4	necessary	necessary	ADJ
easat-5645	171	5	characteristics	characteristic	NOUN
easat-5645	171	6	from	from	ADP
easat-5645	171	7	the	the	DET
easat-5645	171	8	database	database	NOUN
easat-5645	171	9	,	,	PUNCT
easat-5645	171	10	the	the	DET
easat-5645	171	11	fitness	fitness	NOUN
easat-5645	171	12	of	of	ADP
easat-5645	171	13	optimization	optimization	NOUN
easat-5645	171	14	is	be	AUX
easat-5645	171	15	applied	apply	VERB
easat-5645	171	16	.	.	PUNCT
easat-5645	172	1	patient	patient	ADJ
easat-5645	172	2	registration	registration	NOUN
easat-5645	172	3	number	number	NOUN
easat-5645	172	4	,	,	PUNCT
easat-5645	172	5	age	age	NOUN
easat-5645	172	6	,	,	PUNCT
easat-5645	172	7	gender	gender	NOUN
easat-5645	172	8	,	,	PUNCT
easat-5645	172	9	blood	blood	NOUN
easat-5645	172	10	glucose	glucose	NOUN
easat-5645	172	11	levels	level	NOUN
easat-5645	172	12	,	,	PUNCT
easat-5645	172	13	chronic	chronic	ADJ
easat-5645	172	14	pain	pain	NOUN
easat-5645	172	15	category	category	NOUN
easat-5645	172	16	,	,	PUNCT
easat-5645	172	17	blood	blood	NOUN
easat-5645	172	18	pressure	pressure	NOUN
easat-5645	172	19	information	information	NOUN
easat-5645	172	20	,	,	PUNCT
easat-5645	172	21	blood	blood	NOUN
easat-5645	172	22	cholesterol	cholesterol	NOUN
easat-5645	172	23	levels	level	NOUN
easat-5645	172	24	,	,	PUNCT
easat-5645	172	25	cigarette	cigarette	NOUN
easat-5645	172	26	usage	usage	NOUN
easat-5645	172	27	,	,	PUNCT
easat-5645	172	28	coronary	coronary	ADJ
easat-5645	172	29	artery	artery	NOUN
easat-5645	172	30	disease	disease	NOUN
easat-5645	172	31	,	,	PUNCT
easat-5645	172	32	anxiety	anxiety	NOUN
easat-5645	172	33	levels	level	NOUN
easat-5645	172	34	,	,	PUNCT
easat-5645	172	35	respiration	respiration	NOUN
easat-5645	172	36	,	,	PUNCT
easat-5645	172	37	chronic	chronic	ADJ
easat-5645	172	38	pain	pain	NOUN
easat-5645	172	39	location	location	NOUN
easat-5645	172	40	,	,	PUNCT
easat-5645	172	41	exercise	exercise	NOUN
easat-5645	172	42	data	datum	NOUN
easat-5645	172	43	,	,	PUNCT
easat-5645	172	44	and	and	CCONJ
easat-5645	172	45	so	so	ADV
easat-5645	172	46	on	on	ADV
easat-5645	172	47	are	be	AUX
easat-5645	172	48	some	some	DET
easat-5645	172	49	examples	example	NOUN
easat-5645	172	50	of	of	ADP
easat-5645	172	51	features	feature	NOUN
easat-5645	172	52	for	for	ADP
easat-5645	172	53	extraction	extraction	NOUN
easat-5645	172	54	.	.	PUNCT
easat-5645	173	1	the	the	DET
easat-5645	173	2	pseudo	pseudo	NOUN
easat-5645	173	3	-	-	NOUN
easat-5645	173	4	code	code	NOUN
easat-5645	173	5	of	of	ADP
easat-5645	173	6	the	the	DET
easat-5645	173	7	lho	lho	NOUN
easat-5645	173	8	method	method	NOUN
easat-5645	173	9	is	be	AUX
easat-5645	173	10	provided	provide	VERB
easat-5645	173	11	in	in	ADP
easat-5645	173	12	algorithm	algorithm	NOUN
easat-5645	173	13	1	1	NUM
easat-5645	173	14	.	.	X
easat-5645	173	15	4.3.1	4.3.1	X
easat-5645	173	16	.	.	PUNCT
easat-5645	173	17	initialization	initialization	NOUN
easat-5645	173	18	set	set	VERB
easat-5645	173	19	up	up	ADP
easat-5645	173	20	the	the	DET
easat-5645	173	21	featured	feature	VERB
easat-5645	173	22	and	and	CCONJ
easat-5645	173	23	unknown	unknown	ADJ
easat-5645	173	24	data	datum	NOUN
easat-5645	173	25	,	,	PUNCT
easat-5645	173	26	as	as	ADV
easat-5645	173	27	well	well	ADV
easat-5645	173	28	as	as	ADP
easat-5645	173	29	the	the	DET
easat-5645	173	30	algorithm	algorithm	NOUN
easat-5645	173	31	settings	setting	NOUN
easat-5645	173	32	.	.	PUNCT
easat-5645	174	1	thus	thus	ADV
easat-5645	174	2	,	,	PUNCT
easat-5645	174	3	eqn	eqn	PROPN
easat-5645	174	4	.	.	PUNCT
easat-5645	175	1	(	(	PUNCT
easat-5645	175	2	1	1	X
easat-5645	175	3	)	)	PUNCT
easat-5645	175	4	arranges	arrange	VERB
easat-5645	175	5	data	datum	NOUN
easat-5645	175	6	information	information	NOUN
easat-5645	175	7	in	in	ADP
easat-5645	175	8	a	a	DET
easat-5645	175	9	random	random	ADJ
easat-5645	175	10	order	order	NOUN
easat-5645	175	11	,	,	PUNCT
easat-5645	175	12	nd	nd	ADV
easat-5645	175	13	ffff	ffff	NOUN
easat-5645	175	14	.......	.......	PUNCT
easat-5645	175	15	,	,	PUNCT
easat-5645	175	16	10=	10=	NUM
easat-5645	175	17	(	(	PUNCT
easat-5645	175	18	1	1	NUM
easat-5645	175	19	)	)	PUNCT
easat-5645	176	1	where	where	SCONJ
easat-5645	176	2	nfd	nfd	PROPN
easat-5645	176	3	,	,	PUNCT
easat-5645	176	4	....	....	PROPN
easat-5645	176	5	2,1=	2,1=	NUM
easat-5645	176	6	and	and	CCONJ
easat-5645	176	7	the	the	DET
easat-5645	176	8	overall	overall	ADJ
easat-5645	176	9	amount	amount	NOUN
easat-5645	176	10	of	of	ADP
easat-5645	176	11	data	datum	NOUN
easat-5645	176	12	is	be	AUX
easat-5645	176	13	denoted	denote	VERB
easat-5645	176	14	as	as	ADP
easat-5645	176	15	n	n	X
easat-5645	176	16	.	.	PUNCT
easat-5645	177	1	the	the	DET
easat-5645	177	2	fitness	fitness	NOUN
easat-5645	177	3	value	value	NOUN
easat-5645	177	4	of	of	ADP
easat-5645	177	5	the	the	DET
easat-5645	177	6	proposed	propose	VERB
easat-5645	177	7	system	system	NOUN
easat-5645	177	8	for	for	ADP
easat-5645	177	9	finest	fine	ADJ
easat-5645	177	10	feature	feature	NOUN
easat-5645	177	11	selection	selection	NOUN
easat-5645	177	12	is	be	AUX
easat-5645	177	13	expressed	express	VERB
easat-5645	177	14	in	in	ADP
easat-5645	177	15	eqn	eqn	NOUN
easat-5645	177	16	.	.	PUNCT
easat-5645	178	1	(	(	PUNCT
easat-5645	178	2	2	2	NUM
easat-5645	178	3	)	)	PUNCT
easat-5645	178	4	)	)	PUNCT
easat-5645	178	5	.......	.......	PUNCT
easat-5645	178	6	,	,	PUNCT
easat-5645	178	7	(	(	PUNCT
easat-5645	178	8	)	)	PUNCT
easat-5645	178	9	f(eatures)(fitness	f(eatures)(fitness	PROPN
easat-5645	178	10	10	10	NUM
easat-5645	178	11	nd	nd	NUM
easat-5645	178	12	ffffff	ffffff	NOUN
easat-5645	179	1	=	=	SYM
easat-5645	179	2	=	=	SYM
easat-5645	179	3	(	(	PUNCT
easat-5645	179	4	2	2	NUM
easat-5645	179	5	)	)	PUNCT
easat-5645	179	6	where	where	SCONJ
easat-5645	179	7	df	df	PROPN
easat-5645	179	8	is	be	AUX
easat-5645	179	9	the	the	DET
easat-5645	179	10	fitness	fitness	NOUN
easat-5645	179	11	function	function	NOUN
easat-5645	179	12	that	that	PRON
easat-5645	179	13	provides	provide	VERB
easat-5645	179	14	the	the	DET
easat-5645	179	15	optimal	optimal	ADJ
easat-5645	179	16	selection	selection	NOUN
easat-5645	179	17	of	of	ADP
easat-5645	179	18	features	feature	NOUN
easat-5645	179	19	from	from	ADP
easat-5645	179	20	the	the	DET
easat-5645	179	21	database	database	NOUN
easat-5645	179	22	.	.	PUNCT
easat-5645	180	1	the	the	DET
easat-5645	180	2	initial	initial	ADJ
easat-5645	180	3	stage	stage	NOUN
easat-5645	180	4	is	be	AUX
easat-5645	180	5	to	to	PART
easat-5645	180	6	produce	produce	VERB
easat-5645	180	7	a	a	DET
easat-5645	180	8	random	random	ADJ
easat-5645	180	9	number	number	NOUN
easat-5645	180	10	of	of	ADP
easat-5645	180	11	population	population	NOUN
easat-5645	180	12	options	option	NOUN
easat-5645	180	13	in	in	ADP
easat-5645	180	14	the	the	DET
easat-5645	180	15	search	search	NOUN
easat-5645	180	16	space	space	NOUN
easat-5645	180	17	.	.	PUNCT
easat-5645	181	1	as	as	ADP
easat-5645	181	2	input	input	NOUN
easat-5645	181	3	data	datum	NOUN
easat-5645	181	4	,	,	PUNCT
easat-5645	181	5	a	a	DET
easat-5645	181	6	proportion	proportion	NOUN
easat-5645	181	7	of	of	ADP
easat-5645	181	8	created	create	VERB
easat-5645	181	9	responses	response	NOUN
easat-5645	181	10	are	be	AUX
easat-5645	181	11	picked	pick	VERB
easat-5645	181	12	at	at	ADP
easat-5645	181	13	random	random	ADJ
easat-5645	181	14	.	.	PUNCT
easat-5645	182	1	the	the	DET
easat-5645	182	2	remainder	remainder	NOUN
easat-5645	182	3	of	of	ADP
easat-5645	182	4	the	the	DET
easat-5645	182	5	population	population	NOUN
easat-5645	182	6	will	will	AUX
easat-5645	182	7	be	be	AUX
easat-5645	182	8	split	split	VERB
easat-5645	182	9	into	into	ADP
easat-5645	182	10	s	s	NOUN
easat-5645	182	11	features	feature	NOUN
easat-5645	182	12	at	at	ADP
easat-5645	182	13	random	random	ADJ
easat-5645	182	14	.	.	PUNCT
easat-5645	183	1	during	during	ADP
easat-5645	183	2	the	the	DET
easat-5645	183	3	search	search	NOUN
easat-5645	183	4	,	,	PUNCT
easat-5645	183	5	each	each	DET
easat-5645	183	6	technique	technique	NOUN
easat-5645	183	7	records	record	VERB
easat-5645	183	8	the	the	DET
easat-5645	183	9	most	most	ADV
easat-5645	183	10	often	often	ADV
easat-5645	183	11	used	use	VERB
easat-5645	183	12	position	position	NOUN
easat-5645	183	13	.	.	PUNCT
easat-5645	184	1	every	every	DET
easat-5645	184	2	feature	feature	NOUN
easat-5645	184	3	region	region	NOUN
easat-5645	184	4	is	be	AUX
easat-5645	184	5	constructed	construct	VERB
easat-5645	184	6	based	base	VERB
easat-5645	184	7	on	on	ADP
easat-5645	184	8	these	these	DET
easat-5645	184	9	indicated	indicate	VERB
easat-5645	184	10	places	place	NOUN
easat-5645	184	11	.	.	PUNCT
easat-5645	185	1	as	as	ADP
easat-5645	185	2	a	a	DET
easat-5645	185	3	result	result	NOUN
easat-5645	185	4	,	,	PUNCT
easat-5645	185	5	each	each	DET
easat-5645	185	6	feature	feature	NOUN
easat-5645	185	7	's	's	PART
easat-5645	185	8	dataset	dataset	NOUN
easat-5645	185	9	is	be	AUX
easat-5645	185	10	made	make	VERB
easat-5645	185	11	up	up	ADP
easat-5645	185	12	of	of	ADP
easat-5645	185	13	marked	mark	VERB
easat-5645	185	14	spots	spot	NOUN
easat-5645	185	15	(	(	PUNCT
easat-5645	185	16	the	the	PRON
easat-5645	185	17	most	most	ADV
easat-5645	185	18	often	often	ADV
easat-5645	185	19	checked	check	VERB
easat-5645	185	20	positions	position	NOUN
easat-5645	185	21	)	)	PUNCT
easat-5645	185	22	by	by	ADP
easat-5645	185	23	its	its	PRON
easat-5645	185	24	individuals	individual	NOUN
easat-5645	185	25	.	.	PUNCT
easat-5645	186	1	4.3.2	4.3.2	X
easat-5645	186	2	.	.	PUNCT
easat-5645	187	1	features	feature	NOUN
easat-5645	187	2	extraction	extraction	VERB
easat-5645	187	3	the	the	DET
easat-5645	187	4	parameters	parameter	NOUN
easat-5645	187	5	are	be	AUX
easat-5645	187	6	defined	define	VERB
easat-5645	187	7	and	and	CCONJ
easat-5645	187	8	initialized	initialize	VERB
easat-5645	187	9	as	as	SCONJ
easat-5645	187	10	follows	follow	VERB
easat-5645	187	11	:	:	PUNCT
easat-5645	187	12	set	set	VERB
easat-5645	187	13	up	up	ADP
easat-5645	187	14	general	general	ADJ
easat-5645	187	15	settings	setting	NOUN
easat-5645	187	16	such	such	ADJ
easat-5645	187	17	population	population	NOUN
easat-5645	187	18	size	size	NOUN
easat-5645	187	19	)	)	PUNCT
easat-5645	187	20	(	(	PUNCT
easat-5645	187	21	n	n	X
easat-5645	187	22	,	,	PUNCT
easat-5645	187	23	number	number	NOUN
easat-5645	187	24	of	of	ADP
easat-5645	187	25	design	design	NOUN
easat-5645	187	26	variables	variable	NOUN
easat-5645	187	27	/	/	SYM
easat-5645	187	28	dimensions	dimension	NOUN
easat-5645	187	29	)	)	PUNCT
easat-5645	188	1	(	(	PUNCT
easat-5645	188	2	f	f	X
easat-5645	188	3	,	,	PUNCT
easat-5645	188	4	maximum	maximum	ADJ
easat-5645	188	5	number	number	NOUN
easat-5645	188	6	of	of	ADP
easat-5645	188	7	iterations	iteration	NOUN
easat-5645	188	8	)	)	PUNCT
easat-5645	188	9	(	(	PUNCT
easat-5645	188	10	t	t	NOUN
easat-5645	188	11	,	,	PUNCT
easat-5645	188	12	and	and	CCONJ
easat-5645	188	13	design	design	VERB
easat-5645	188	14	variable	variable	ADJ
easat-5645	188	15	values	value	NOUN
easat-5645	188	16	)	)	PUNCT
easat-5645	188	17	,	,	PUNCT
easat-5645	188	18	(	(	PUNCT
easat-5645	188	19	dd	dd	VERB
easat-5645	188	20	ab	ab	PROPN
easat-5645	188	21	as	as	ADV
easat-5645	188	22	well	well	ADV
easat-5645	188	23	as	as	ADP
easat-5645	188	24	the	the	DET
easat-5645	188	25	algorithm	algorithm	NOUN
easat-5645	188	26	specific	specific	ADJ
easat-5645	188	27	parameter	parameter	NOUN
easat-5645	188	28	iterationofnotd	iterationofnotd	VERB
easat-5645	188	29	.=	.=	PROPN
easat-5645	188	30	.	.	PUNCT
easat-5645	189	1	create	create	VERB
easat-5645	189	2	a	a	DET
easat-5645	189	3	stochastic	stochastic	ADJ
easat-5645	189	4	group	group	NOUN
easat-5645	189	5	of	of	ADP
easat-5645	189	6	iterations	iteration	NOUN
easat-5645	189	7	with	with	ADP
easat-5645	189	8	parameters	parameter	NOUN
easat-5645	189	9	respectively	respectively	ADV
easat-5645	189	10	.	.	PUNCT
easat-5645	190	1	even	even	ADV
easat-5645	190	2	though	though	SCONJ
easat-5645	190	3	this	this	PRON
easat-5645	190	4	is	be	AUX
easat-5645	190	5	a	a	DET
easat-5645	190	6	tree	tree	NOUN
easat-5645	190	7	-	-	PUNCT
easat-5645	190	8	shaped	shape	VERB
easat-5645	190	9	data	data	NOUN
easat-5645	190	10	structure	structure	NOUN
easat-5645	190	11	,	,	PUNCT
easat-5645	190	12	due	due	ADP
easat-5645	190	13	to	to	ADP
easat-5645	190	14	its	its	PRON
easat-5645	190	15	validity	validity	NOUN
easat-5645	190	16	,	,	PUNCT
easat-5645	190	17	it	it	PRON
easat-5645	190	18	can	can	AUX
easat-5645	190	19	be	be	AUX
easat-5645	190	20	simply	simply	ADV
easat-5645	190	21	implemented	implement	VERB
easat-5645	190	22	using	use	VERB
easat-5645	190	23	an	an	DET
easat-5645	190	24	array	array	NOUN
easat-5645	190	25	.	.	PUNCT
easat-5645	191	1	feature	feature	NOUN
easat-5645	191	2	interaction	interaction	NOUN
easat-5645	191	3	:	:	PUNCT
easat-5645	191	4	in	in	ADP
easat-5645	191	5	a	a	DET
easat-5645	191	6	centralized	centralized	ADJ
easat-5645	191	7	organizational	organizational	ADJ
easat-5645	191	8	structure	structure	NOUN
easat-5645	191	9	,	,	PUNCT
easat-5645	191	10	top	top	ADJ
easat-5645	191	11	rules	rule	NOUN
easat-5645	191	12	and	and	CCONJ
easat-5645	191	13	regulations	regulation	NOUN
easat-5645	191	14	are	be	AUX
easat-5645	191	15	enforced	enforce	VERB
easat-5645	191	16	,	,	PUNCT
easat-5645	191	17	and	and	CCONJ
easat-5645	191	18	followers	follower	NOUN
easat-5645	191	19	observe	observe	VERB
easat-5645	191	20	their	their	PRON
easat-5645	191	21	immediate	immediate	ADJ
easat-5645	191	22	supervisor	supervisor	NOUN
easat-5645	191	23	.	.	PUNCT
easat-5645	192	1	this	this	DET
easat-5645	192	2	type	type	NOUN
easat-5645	192	3	of	of	ADP
easat-5645	192	4	behavior	behavior	NOUN
easat-5645	192	5	could	could	AUX
easat-5645	192	6	be	be	AUX
easat-5645	192	7	simulated	simulate	VERB
easat-5645	192	8	by	by	ADP
easat-5645	192	9	upgrading	upgrade	VERB
easat-5645	192	10	the	the	DET
easat-5645	192	11	position	position	NOUN
easat-5645	192	12	of	of	ADP
easat-5645	192	13	every	every	DET
easat-5645	192	14	iteration	iteration	NOUN
easat-5645	192	15	of	of	ADP
easat-5645	192	16	the	the	DET
easat-5645	192	17	algorithm	algorithm	NOUN
easat-5645	192	18	df	df	NOUN
easat-5645	192	19	about	about	ADP
easat-5645	192	20	its	its	PRON
easat-5645	192	21	primary	primary	ADJ
easat-5645	192	22	node	node	NOUN
easat-5645	192	23	c	c	NOUN
easat-5645	192	24	using	use	VERB
easat-5645	192	25	eqn	eqn	NOUN
easat-5645	192	26	.	.	PUNCT
easat-5645	193	1	(	(	PUNCT
easat-5645	193	2	3	3	NUM
easat-5645	193	3	)	)	PUNCT
easat-5645	193	4	,	,	PUNCT
easat-5645	193	5	)	)	PUNCT
easat-5645	193	6	(	(	PUNCT
easat-5645	193	7	)	)	PUNCT
easat-5645	193	8	1	1	NUM
easat-5645	193	9	(	(	PUNCT
easat-5645	193	10	tfcctf	tfcctf	NOUN
easat-5645	193	11	s	s	PART
easat-5645	193	12	d	d	X
easat-5645	193	13	ssss	ssss	NOUN
easat-5645	193	14	d	d	PROPN
easat-5645	193	15	−+=+	−+=+	PROPN
easat-5645	193	16			ADV
easat-5645	193	17	(	(	PUNCT
easat-5645	193	18	3	3	NUM
easat-5645	193	19	)	)	PUNCT
easat-5645	193	20	where	where	SCONJ
easat-5645	193	21	df	df	PROPN
easat-5645	193	22	represented	represent	VERB
easat-5645	193	23	as	as	ADP
easat-5645	193	24	thd	thd	NOUN
easat-5645	193	25	feature	feature	NOUN
easat-5645	193	26	of	of	ADP
easat-5645	193	27	the	the	DET
easat-5645	193	28	dataset	dataset	NOUN
easat-5645	193	29	,	,	PUNCT
easat-5645	193	30	t	t	PROPN
easat-5645	193	31	is	be	AUX
easat-5645	193	32	the	the	DET
easat-5645	193	33	present	present	ADJ
easat-5645	193	34	iteration	iteration	NOUN
easat-5645	193	35	,	,	PUNCT
easat-5645	193	36	s	s	VERB
easat-5645	193	37	is	be	AUX
easat-5645	193	38	the	the	DET
easat-5645	193	39	superscript	superscript	NOUN
easat-5645	193	40	of	of	ADP
easat-5645	193	41	the	the	DET
easat-5645	193	42	vector	vector	NOUN
easat-5645	193	43	element	element	NOUN
easat-5645	193	44	,	,	PUNCT
easat-5645	193	45			X
easat-5645	193	46	and	and	CCONJ
easat-5645	193	47			PROPN
easat-5645	193	48	are	be	AUX
easat-5645	193	49	the	the	DET
easat-5645	193	50	noteworthy	noteworthy	ADJ
easat-5645	193	51	parameters	parameter	NOUN
easat-5645	193	52	.	.	PUNCT
easat-5645	194	1	also	also	ADV
easat-5645	194	2	,	,	PUNCT
easat-5645	194	3	after	after	ADP
easat-5645	194	4	decreasing	decrease	VERB
easat-5645	194	5			NOUN
easat-5645	194	6	linearly	linearly	ADV
easat-5645	194	7	from	from	ADP
easat-5645	194	8	2	2	NUM
easat-5645	194	9	to	to	ADP
easat-5645	194	10	0	0	NUM
easat-5645	194	11	during	during	ADP
easat-5645	194	12	iterations	iteration	NOUN
easat-5645	194	13	,	,	PUNCT
easat-5645	194	14	iterations	iteration	NOUN
easat-5645	194	15	begin	begin	VERB
easat-5645	194	16	to	to	PART
easat-5645	194	17	climb	climb	VERB
easat-5645	194	18	again	again	ADV
easat-5645	194	19	to	to	ADP
easat-5645	194	20	2	2	NUM
easat-5645	194	21	after	after	ADP
easat-5645	194	22	reaching	reach	VERB
easat-5645	194	23	0	0	NUM
easat-5645	194	24	.	.	PUNCT
easat-5645	195	1	regardless	regardless	ADV
easat-5645	195	2	,	,	PUNCT
easat-5645	195	3	the	the	DET
easat-5645	195	4	parameter	parameter	NOUN
easat-5645	195	5	determines	determine	VERB
easat-5645	195	6	how	how	SCONJ
easat-5645	195	7	many	many	ADJ
easat-5645	195	8	cycles	cycle	NOUN
easat-5645	195	9	c	c	NOUN
easat-5645	195	10	complete	complete	ADJ
easat-5645	195	11	in	in	ADP
easat-5645	195	12	each	each	DET
easat-5645	195	13	repetition	repetition	NOUN
easat-5645	195	14	.	.	PUNCT
easat-5645	196	1	consequent	consequent	ADJ
easat-5645	196	2	feature	feature	NOUN
easat-5645	196	3	point	point	NOUN
easat-5645	196	4	interaction	interaction	NOUN
easat-5645	196	5	:	:	PUNCT
easat-5645	196	6	the	the	DET
easat-5645	196	7	precise	precise	ADJ
easat-5645	196	8	features	feature	NOUN
easat-5645	196	9	are	be	AUX
easat-5645	196	10	represented	represent	VERB
easat-5645	196	11	by	by	ADP
easat-5645	196	12	feature	feature	NOUN
easat-5645	196	13	points	point	NOUN
easat-5645	196	14	that	that	PRON
easat-5645	196	15	have	have	VERB
easat-5645	196	16	the	the	DET
easat-5645	196	17	same	same	ADJ
easat-5645	196	18	score	score	NOUN
easat-5645	196	19	.	.	PUNCT
easat-5645	197	1	in	in	ADP
easat-5645	197	2	order	order	NOUN
easat-5645	197	3	to	to	PART
easat-5645	197	4	perform	perform	VERB
easat-5645	197	5	official	official	ADJ
easat-5645	197	6	tasks	task	NOUN
easat-5645	197	7	,	,	PUNCT
easat-5645	197	8	they	they	PRON
easat-5645	197	9	communicate	communicate	VERB
easat-5645	197	10	with	with	ADP
easat-5645	197	11	one	one	NUM
easat-5645	197	12	another	another	DET
easat-5645	197	13	.	.	PUNCT
easat-5645	198	1	in	in	ADP
easat-5645	198	2	this	this	DET
easat-5645	198	3	1600	1600	NUM
easat-5645	198	4	edelweiss	edelweiss	PROPN
easat-5645	198	5	applied	apply	VERB
easat-5645	198	6	science	science	NOUN
easat-5645	198	7	and	and	CCONJ
easat-5645	198	8	technology	technology	NOUN
easat-5645	198	9	issn	issn	PROPN
easat-5645	198	10	:	:	PUNCT
easat-5645	198	11	2576	2576	NUM
easat-5645	198	12	-	-	SYM
easat-5645	198	13	8484	8484	NUM
easat-5645	198	14	vol	vol	NOUN
easat-5645	198	15	.	.	PROPN
easat-5645	199	1	9	9	NUM
easat-5645	199	2	,	,	PUNCT
easat-5645	199	3	no	no	INTJ
easat-5645	199	4	.	.	NOUN
easat-5645	200	1	3	3	NUM
easat-5645	200	2	:	:	SYM
easat-5645	200	3	1593	1593	NUM
easat-5645	200	4	-	-	SYM
easat-5645	200	5	1620	1620	NUM
easat-5645	200	6	,	,	PUNCT
easat-5645	200	7	2025	2025	NUM
easat-5645	200	8	doi	doi	NOUN
easat-5645	200	9	:	:	PUNCT
easat-5645	200	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	200	11	©	©	NOUN
easat-5645	200	12	2025	2025	NUM
easat-5645	200	13	by	by	ADP
easat-5645	200	14	the	the	DET
easat-5645	200	15	author	author	NOUN
easat-5645	200	16	;	;	PUNCT
easat-5645	200	17	licensee	licensee	PROPN
easat-5645	200	18	learning	learn	VERB
easat-5645	200	19	gate	gate	PROPN
easat-5645	200	20	work	work	NOUN
easat-5645	200	21	,	,	PUNCT
easat-5645	200	22	the	the	DET
easat-5645	200	23	variables	variable	NOUN
easat-5645	200	24	with	with	ADP
easat-5645	200	25	the	the	DET
easat-5645	200	26	same	same	ADJ
easat-5645	200	27	rank	rank	NOUN
easat-5645	200	28	are	be	AUX
easat-5645	200	29	called	call	VERB
easat-5645	200	30	features	feature	NOUN
easat-5645	200	31	,	,	PUNCT
easat-5645	200	32	and	and	CCONJ
easat-5645	200	33	each	each	DET
easat-5645	200	34	search	search	NOUN
easat-5645	200	35	agent	agent	NOUN
easat-5645	200	36	df	df	NOUN
easat-5645	200	37			NOUN
easat-5645	200	38	changes	change	VERB
easat-5645	200	39	its	its	PRON
easat-5645	200	40	position	position	NOUN
easat-5645	200	41	based	base	VERB
easat-5645	200	42	on	on	ADP
easat-5645	200	43	the	the	DET
easat-5645	200	44	expression	expression	NOUN
easat-5645	200	45	and	and	CCONJ
easat-5645	200	46	its	its	PRON
easat-5645	200	47	randomly	randomly	ADV
easat-5645	200	48	selected	select	VERB
easat-5645	200	49	features	feature	NOUN
easat-5645	200	50	fd	fd	VERB
easat-5645	200	51			ADP
easat-5645	200	52	using	use	VERB
easat-5645	200	53	eqn	eqn	NOUN
easat-5645	200	54	.	.	PUNCT
easat-5645	201	1	(	(	PUNCT
easat-5645	201	2	4	4	NUM
easat-5645	201	3	)	)	PUNCT
easat-5645	201	4			NUM
easat-5645	201	5			PROPN
easat-5645	201	6			NUM
easat-5645	201	7			NUM
easat-5645	201	8			ADP
easat-5645	201	9	−+	−+	NOUN
easat-5645	201	10	−+	−+	VERB
easat-5645	201	11	=	=	NOUN
easat-5645	201	12	+	+	NUM
easat-5645	201	13	)	)	PUNCT
easat-5645	201	14	)	)	PUNCT
easat-5645	201	15	(	(	PUNCT
easat-5645	201	16	(	(	PUNCT
easat-5645	201	17	)	)	PUNCT
easat-5645	201	18	(	(	PUNCT
easat-5645	201	19	)	)	PUNCT
easat-5645	201	20	(	(	PUNCT
easat-5645	201	21	)	)	PUNCT
easat-5645	201	22	)	)	PUNCT
easat-5645	201	23	(	(	PUNCT
easat-5645	201	24	(	(	PUNCT
easat-5645	201	25	)	)	PUNCT
easat-5645	201	26	(	(	PUNCT
easat-5645	201	27	,	,	PUNCT
easat-5645	201	28	)	)	PUNCT
easat-5645	201	29	(	(	PUNCT
easat-5645	201	30	)	)	PUNCT
easat-5645	201	31	1	1	NUM
easat-5645	201	32	(	(	PUNCT
easat-5645	201	33	tffdftfdf	tffdftfdf	NOUN
easat-5645	201	34	tffdftfdd	tffdftfdd	VERB
easat-5645	201	35	tf	tf	INTJ
easat-5645	201	36	df	df	PROPN
easat-5645	201	37	s	s	PROPN
easat-5645	202	1	d	d	X
easat-5645	202	2	s	s	PROPN
easat-5645	202	3	d	d	X
easat-5645	202	4	ss	ss	NOUN
easat-5645	202	5	d	d	X
easat-5645	202	6	df	df	PROPN
easat-5645	202	7	s	s	PROPN
easat-5645	202	8	d	d	X
easat-5645	202	9	s	s	PROPN
easat-5645	202	10	d	d	X
easat-5645	202	11	ss	ss	NOUN
easat-5645	202	12	ds	ds	PROPN
easat-5645	202	13	d	d	NOUN
easat-5645	202	14			ADV
easat-5645	202	15			ADV
easat-5645	202	16			ADV
easat-5645	202	17			ADJ
easat-5645	202	18	(	(	PUNCT
easat-5645	202	19	4	4	NUM
easat-5645	202	20	)	)	PUNCT
easat-5645	202	21	where	where	SCONJ
easat-5645	202	22	f	f	PROPN
easat-5645	202	23	is	be	AUX
easat-5645	202	24	the	the	DET
easat-5645	202	25	objective	objective	ADJ
easat-5645	202	26	function	function	NOUN
easat-5645	202	27	,	,	PUNCT
easat-5645	202	28	which	which	PRON
easat-5645	202	29	is	be	AUX
easat-5645	202	30	used	use	VERB
easat-5645	202	31	to	to	PART
easat-5645	202	32	calculate	calculate	VERB
easat-5645	202	33	the	the	DET
easat-5645	202	34	search	search	NOUN
easat-5645	202	35	agent	agent	NOUN
easat-5645	202	36	's	's	PART
easat-5645	202	37	fitness	fitness	NOUN
easat-5645	202	38	.	.	PUNCT
easat-5645	203	1	here	here	ADV
easat-5645	203	2	,	,	PUNCT
easat-5645	203	3	in	in	ADP
easat-5645	203	4	eq	eq	ADP
easat-5645	203	5	.	.	PUNCT
easat-5645	204	1	(	(	PUNCT
easat-5645	204	2	4	4	X
easat-5645	204	3	)	)	PUNCT
easat-5645	204	4	permits	permit	VERB
easat-5645	204	5	the	the	DET
easat-5645	204	6	search	search	NOUN
easat-5645	204	7	agent	agent	NOUN
easat-5645	204	8	to	to	PART
easat-5645	204	9	examine	examine	VERB
easat-5645	204	10	the	the	DET
easat-5645	204	11	area	area	NOUN
easat-5645	204	12	around	around	ADP
easat-5645	204	13	s	s	PROPN
easat-5645	204	14	d	d	X
easat-5645	204	15	d	d	NOUN
easat-5645	204	16	if	if	SCONJ
easat-5645	204	17	)	)	PUNCT
easat-5645	204	18	)	)	PUNCT
easat-5645	204	19	(	(	PUNCT
easat-5645	204	20	(	(	PUNCT
easat-5645	204	21	)	)	PUNCT
easat-5645	204	22	(	(	PUNCT
easat-5645	204	23	tffdf	tffdf	X
easat-5645	204	24	df	df	PROPN
easat-5645	204	25			NOUN
easat-5645	204	26			PROPN
easat-5645	204	27	,	,	PUNCT
easat-5645	204	28	and	and	CCONJ
easat-5645	204	29	the	the	DET
easat-5645	204	30	area	area	NOUN
easat-5645	204	31	about	about	ADP
easat-5645	204	32	s	s	PROPN
easat-5645	204	33	d	d	X
easat-5645	204	34	f	f	X
easat-5645	204	35	else	else	ADV
easat-5645	204	36	.	.	PUNCT
easat-5645	205	1	exploration	exploration	NOUN
easat-5645	205	2	as	as	ADV
easat-5645	205	3	well	well	ADV
easat-5645	205	4	as	as	ADP
easat-5645	205	5	exploitation	exploitation	NOUN
easat-5645	205	6	is	be	AUX
easat-5645	205	7	both	both	PRON
easat-5645	205	8	promoted	promote	VERB
easat-5645	205	9	by	by	ADP
easat-5645	205	10	this	this	DET
easat-5645	205	11	behavior	behavior	NOUN
easat-5645	205	12	.	.	PUNCT
easat-5645	206	1	the	the	DET
easat-5645	206	2	diversity	diversity	NOUN
easat-5645	206	3	is	be	AUX
easat-5645	206	4	included	include	VERB
easat-5645	206	5	through	through	ADP
easat-5645	206	6	the	the	DET
easat-5645	206	7	randomly	randomly	ADV
easat-5645	206	8	chosen	choose	VERB
easat-5645	206	9	of	of	ADP
easat-5645	206	10	coworkers	coworker	NOUN
easat-5645	206	11	,	,	PUNCT
easat-5645	206	12	and	and	CCONJ
easat-5645	206	13	the	the	DET
easat-5645	206	14	constant	constant	ADJ
easat-5645	206	15	quest	quest	NOUN
easat-5645	206	16	for	for	ADP
easat-5645	206	17	good	good	ADJ
easat-5645	206	18	solutions	solution	NOUN
easat-5645	206	19	encourages	encourage	VERB
easat-5645	206	20	exploitation	exploitation	NOUN
easat-5645	206	21	.	.	PUNCT
easat-5645	207	1	updating	update	VERB
easat-5645	207	2	extracted	extract	VERB
easat-5645	207	3	features	feature	NOUN
easat-5645	207	4	:	:	PUNCT
easat-5645	207	5	a	a	DET
easat-5645	207	6	roulette	roulette	NOUN
easat-5645	207	7	wheel	wheel	NOUN
easat-5645	207	8	's	's	PART
easat-5645	207	9	goal	goal	NOUN
easat-5645	207	10	is	be	AUX
easat-5645	207	11	to	to	PART
easat-5645	207	12	balance	balance	VERB
easat-5645	207	13	these	these	DET
easat-5645	207	14	probabilities	probability	NOUN
easat-5645	207	15	,	,	PUNCT
easat-5645	207	16	which	which	PRON
easat-5645	207	17	are	be	AUX
easat-5645	207	18	separated	separate	VERB
easat-5645	207	19	into	into	ADP
easat-5645	207	20	three	three	NUM
easat-5645	207	21	parts	part	NOUN
easat-5645	207	22	,	,	PUNCT
easat-5645	207	23	such	such	ADJ
easat-5645	207	24	as	as	ADP
easat-5645	207	25	2,1	2,1	NUM
easat-5645	207	26	ff	ff	NOUN
easat-5645	207	27	and	and	CCONJ
easat-5645	207	28	3f	3f	PROPN
easat-5645	207	29	.	.	PUNCT
easat-5645	208	1	furthermore	furthermore	ADV
easat-5645	208	2	,	,	PUNCT
easat-5645	208	3	eqn	eqn	PROPN
easat-5645	208	4	.	.	PUNCT
easat-5645	209	1	(	(	PUNCT
easat-5645	209	2	5	5	X
easat-5645	209	3	)	)	PUNCT
easat-5645	209	4	is	be	AUX
easat-5645	209	5	used	use	VERB
easat-5645	209	6	to	to	PART
easat-5645	209	7	update	update	VERB
easat-5645	209	8	the	the	DET
easat-5645	209	9	extracted	extract	VERB
easat-5645	209	10	features	feature	NOUN
easat-5645	209	11	,	,	PUNCT
easat-5645	209	12			NUM
easat-5645	209	13			NUM
easat-5645	209	14			NUM
easat-5645	209	15			PROPN
easat-5645	209	16			NUM
easat-5645	209	17			NUM
easat-5645	209	18			NUM
easat-5645	209	19			NUM
easat-5645	209	20			NOUN
easat-5645	209	21			AUX
easat-5645	209	22			VERB
easat-5645	209	23			NUM
easat-5645	209	24			NOUN
easat-5645	209	25	−+	−+	PROPN
easat-5645	209	26	−+	−+	NOUN
easat-5645	209	27	−+	−+	NOUN
easat-5645	209	28	=	=	PUNCT
easat-5645	209	29	+	+	NUM
easat-5645	209	30	)	)	PUNCT
easat-5645	209	31	)	)	PUNCT
easat-5645	210	1	(	(	PUNCT
easat-5645	210	2	(	(	PUNCT
easat-5645	210	3	)	)	PUNCT
easat-5645	210	4	(	(	PUNCT
easat-5645	210	5	)	)	PUNCT
easat-5645	210	6	)	)	PUNCT
easat-5645	210	7	(	(	PUNCT
easat-5645	210	8	(	(	PUNCT
easat-5645	210	9	)	)	PUNCT
easat-5645	210	10	(	(	PUNCT
easat-5645	210	11	)	)	PUNCT
easat-5645	210	12	(	(	PUNCT
easat-5645	210	13	)	)	PUNCT
easat-5645	210	14	(	(	PUNCT
easat-5645	210	15	)	)	PUNCT
easat-5645	210	16	(	(	PUNCT
easat-5645	210	17	)	)	PUNCT
easat-5645	210	18	1	1	NUM
easat-5645	210	19	(	(	PUNCT
easat-5645	210	20	32	32	NUM
easat-5645	210	21	32	32	NUM
easat-5645	210	22	21	21	NUM
easat-5645	210	23	1	1	NUM
easat-5645	210	24	tffdfandffandff	tffdfandffandff	PROPN
easat-5645	210	25	tffdfandffandff	tffdfandffandff	PROPN
easat-5645	210	26	ffandff	ffandff	PROPN
easat-5645	210	27	ff	ff	PROPN
easat-5645	210	28	tfdf	tfdf	NOUN
easat-5645	210	29	tfdd	tfdd	PROPN
easat-5645	210	30	tfcc	tfcc	PROPN
easat-5645	211	1	f	f	PROPN
easat-5645	212	1	tf	tf	INTJ
easat-5645	212	2	df	df	PROPN
easat-5645	212	3	df	df	PROPN
easat-5645	212	4	s	s	PROPN
easat-5645	212	5	d	d	X
easat-5645	212	6	s	s	PROPN
easat-5645	212	7	d	d	X
easat-5645	212	8	ss	ss	NOUN
easat-5645	212	9	d	d	NOUN
easat-5645	212	10	s	s	PROPN
easat-5645	212	11	d	d	X
easat-5645	212	12	s	s	PROPN
easat-5645	212	13	d	d	X
easat-5645	212	14	ss	ss	NOUN
easat-5645	212	15	d	d	X
easat-5645	212	16	s	s	PART
easat-5645	212	17	d	d	PROPN
easat-5645	212	18	sss	sss	PROPN
easat-5645	212	19	s	s	PROPN
easat-5645	212	20	d	d	PROPN
easat-5645	212	21	s	s	PROPN
easat-5645	212	22	d	d	PROPN
easat-5645	212	23			NOUN
easat-5645	212	24			NOUN
easat-5645	212	25			ADV
easat-5645	212	26			VERB
easat-5645	212	27			ADV
easat-5645	212	28	(	(	PUNCT
easat-5645	212	29	5	5	NUM
easat-5645	212	30	)	)	PUNCT
easat-5645	212	31	where	where	SCONJ
easat-5645	212	32	f	f	PROPN
easat-5645	212	33	is	be	AUX
easat-5645	212	34	a	a	DET
easat-5645	212	35	one	one	NUM
easat-5645	212	36	-	-	PUNCT
easat-5645	212	37	of	of	ADP
easat-5645	212	38	-	-	PUNCT
easat-5645	212	39	a	a	DET
easat-5645	212	40	-	-	PUNCT
easat-5645	212	41	kind	kind	NOUN
easat-5645	212	42	number	number	NOUN
easat-5645	212	43	between	between	ADP
easat-5645	212	44	0	0	NUM
easat-5645	212	45	and	and	CCONJ
easat-5645	212	46	1	1	NUM
easat-5645	212	47	generated	generate	VERB
easat-5645	212	48	at	at	ADP
easat-5645	212	49	random	random	ADJ
easat-5645	212	50	.	.	PUNCT
easat-5645	213	1	as	as	ADP
easat-5645	213	2	a	a	DET
easat-5645	213	3	result	result	NOUN
easat-5645	213	4	,	,	PUNCT
easat-5645	213	5	feature	feature	NOUN
easat-5645	213	6	points	point	NOUN
easat-5645	213	7	alter	alter	VERB
easat-5645	213	8	their	their	PRON
easat-5645	213	9	scores	score	NOUN
easat-5645	213	10	on	on	ADP
easat-5645	213	11	a	a	DET
easat-5645	213	12	frequent	frequent	ADJ
easat-5645	213	13	basis	basis	NOUN
easat-5645	213	14	in	in	ADP
easat-5645	213	15	order	order	NOUN
easat-5645	213	16	to	to	PART
easat-5645	213	17	convergence	convergence	VERB
easat-5645	213	18	on	on	ADP
easat-5645	213	19	the	the	DET
easat-5645	213	20	optimal	optimal	ADJ
easat-5645	213	21	global	global	ADJ
easat-5645	213	22	solution	solution	NOUN
easat-5645	213	23	based	base	VERB
easat-5645	213	24	on	on	ADP
easat-5645	213	25	the	the	DET
easat-5645	213	26	previously	previously	ADV
easat-5645	213	27	described	describe	VERB
easat-5645	213	28	algorithms	algorithm	NOUN
easat-5645	213	29	.	.	PUNCT
easat-5645	214	1	4.3.3	4.3.3	X
easat-5645	214	2	.	.	PUNCT
easat-5645	215	1	features	feature	VERB
easat-5645	215	2	selection	selection	NOUN
easat-5645	215	3	some	some	DET
easat-5645	215	4	data	datum	NOUN
easat-5645	215	5	check	check	NOUN
easat-5645	215	6	for	for	ADP
easat-5645	215	7	a	a	DET
easat-5645	215	8	feature	feature	NOUN
easat-5645	215	9	in	in	ADP
easat-5645	215	10	a	a	DET
easat-5645	215	11	collection	collection	NOUN
easat-5645	215	12	to	to	PART
easat-5645	215	13	offer	offer	VERB
easat-5645	215	14	classes	class	NOUN
easat-5645	215	15	for	for	ADP
easat-5645	215	16	their	their	PRON
easat-5645	215	17	features	feature	NOUN
easat-5645	215	18	in	in	ADP
easat-5645	215	19	each	each	DET
easat-5645	215	20	feature	feature	NOUN
easat-5645	215	21	.	.	PUNCT
easat-5645	216	1	to	to	PART
easat-5645	216	2	surround	surround	VERB
easat-5645	216	3	the	the	DET
easat-5645	216	4	features	feature	NOUN
easat-5645	216	5	and	and	CCONJ
easat-5645	216	6	capture	capture	VERB
easat-5645	216	7	it	it	PRON
easat-5645	216	8	,	,	PUNCT
easat-5645	216	9	these	these	DET
easat-5645	216	10	hunters	hunter	NOUN
easat-5645	216	11	use	use	VERB
easat-5645	216	12	unique	unique	ADJ
easat-5645	216	13	tactics	tactic	NOUN
easat-5645	216	14	.	.	PUNCT
easat-5645	217	1	during	during	ADP
easat-5645	217	2	the	the	DET
easat-5645	217	3	search	search	NOUN
easat-5645	217	4	,	,	PUNCT
easat-5645	217	5	each	each	DET
easat-5645	217	6	data	datum	NOUN
easat-5645	217	7	point	point	NOUN
easat-5645	217	8	adjusts	adjust	VERB
easat-5645	217	9	its	its	PRON
easat-5645	217	10	position	position	NOUN
easat-5645	217	11	dependent	dependent	ADJ
easat-5645	217	12	on	on	ADP
easat-5645	217	13	its	its	PRON
easat-5645	217	14	own	own	ADJ
easat-5645	217	15	and	and	CCONJ
easat-5645	217	16	the	the	DET
easat-5645	217	17	locations	location	NOUN
easat-5645	217	18	of	of	ADP
easat-5645	217	19	the	the	DET
easat-5645	217	20	other	other	ADJ
easat-5645	217	21	members	member	NOUN
easat-5645	217	22	of	of	ADP
easat-5645	217	23	the	the	DET
easat-5645	217	24	group	group	NOUN
easat-5645	217	25	.	.	PUNCT
easat-5645	218	1	because	because	SCONJ
easat-5645	218	2	some	some	PRON
easat-5645	218	3	of	of	ADP
easat-5645	218	4	these	these	DET
easat-5645	218	5	hunters	hunter	NOUN
easat-5645	218	6	use	use	VERB
easat-5645	218	7	opposition	opposition	NOUN
easat-5645	218	8	depends	depends	AUX
easat-5645	218	9	learning	learn	VERB
easat-5645	218	10	to	to	PART
easat-5645	218	11	surround	surround	VERB
easat-5645	218	12	features	feature	NOUN
easat-5645	218	13	and	and	CCONJ
easat-5645	218	14	strike	strike	VERB
easat-5645	218	15	from	from	ADP
easat-5645	218	16	contradictory	contradictory	ADJ
easat-5645	218	17	stances	stance	NOUN
easat-5645	218	18	while	while	SCONJ
easat-5645	218	19	hunting	hunt	VERB
easat-5645	218	20	.	.	PUNCT
easat-5645	219	1	the	the	DET
easat-5645	219	2	group	group	NOUN
easat-5645	219	3	having	have	VERB
easat-5645	219	4	the	the	DET
easat-5645	219	5	largest	large	ADJ
easat-5645	219	6	total	total	ADJ
easat-5645	219	7	fines	fine	NOUN
easat-5645	219	8	among	among	ADP
easat-5645	219	9	its	its	PRON
easat-5645	219	10	members	member	NOUN
easat-5645	219	11	is	be	AUX
easat-5645	219	12	referred	refer	VERB
easat-5645	219	13	to	to	ADP
easat-5645	219	14	as	as	ADP
easat-5645	219	15	the	the	DET
easat-5645	219	16	center	center	NOUN
easat-5645	219	17	,	,	PUNCT
easat-5645	219	18	while	while	SCONJ
easat-5645	219	19	another	another	DET
easat-5645	219	20	two	two	NUM
easat-5645	219	21	groups	group	NOUN
easat-5645	219	22	are	be	AUX
easat-5645	219	23	referred	refer	VERB
easat-5645	219	24	to	to	ADP
easat-5645	219	25	as	as	ADP
easat-5645	219	26	the	the	DET
easat-5645	219	27	wings	wing	NOUN
easat-5645	219	28	.	.	PUNCT
easat-5645	220	1	the	the	DET
easat-5645	220	2	center	center	NOUN
easat-5645	220	3	of	of	ADP
easat-5645	220	4	attention	attention	NOUN
easat-5645	220	5	for	for	ADP
easat-5645	220	6	hunters	hunter	NOUN
easat-5645	220	7	is	be	AUX
easat-5645	220	8	a	a	DET
easat-5645	220	9	fictitious	fictitious	ADJ
easat-5645	220	10	feature	feature	NOUN
easat-5645	220	11	.	.	PUNCT
easat-5645	221	1	during	during	ADP
easat-5645	221	2	searching	search	VERB
easat-5645	221	3	,	,	PUNCT
easat-5645	221	4	predators	predator	NOUN
easat-5645	221	5	are	be	AUX
easat-5645	221	6	chosen	choose	VERB
easat-5645	221	7	at	at	ADP
easat-5645	221	8	random	random	ADJ
easat-5645	221	9	and	and	CCONJ
easat-5645	221	10	assault	assault	VERB
easat-5645	221	11	fictitious	fictitious	ADJ
easat-5645	221	12	characteristics	characteristic	NOUN
easat-5645	221	13	.	.	PUNCT
easat-5645	222	1	this	this	DET
easat-5645	222	2	technique	technique	NOUN
easat-5645	222	3	will	will	AUX
easat-5645	222	4	be	be	AUX
easat-5645	222	5	established	establish	VERB
easat-5645	222	6	later	later	ADV
easat-5645	222	7	as	as	ADP
easat-5645	222	8	per	per	ADP
easat-5645	222	9	the	the	DET
easat-5645	222	10	class	class	NOUN
easat-5645	222	11	that	that	PRON
easat-5645	222	12	the	the	DET
easat-5645	222	13	picked	pick	VERB
easat-5645	222	14	information	information	NOUN
easat-5645	222	15	relates	relate	VERB
easat-5645	222	16	under	under	ADP
easat-5645	222	17	.	.	PUNCT
easat-5645	223	1	if	if	SCONJ
easat-5645	223	2	a	a	DET
easat-5645	223	3	hunter	hunter	NOUN
easat-5645	223	4	increases	increase	VERB
easat-5645	223	5	his	his	PRON
easat-5645	223	6	or	or	CCONJ
easat-5645	223	7	her	her	PRON
easat-5645	223	8	finesses	finesse	NOUN
easat-5645	223	9	while	while	SCONJ
easat-5645	223	10	pursuing	pursue	VERB
easat-5645	223	11	,	,	PUNCT
easat-5645	223	12	features	feature	NOUN
easat-5645	223	13	will	will	AUX
easat-5645	223	14	evade	evade	VERB
easat-5645	223	15	the	the	DET
easat-5645	223	16	hunter	hunter	NOUN
easat-5645	223	17	and	and	CCONJ
easat-5645	223	18	a	a	DET
easat-5645	223	19	new	new	ADJ
easat-5645	223	20	location	location	NOUN
easat-5645	223	21	of	of	ADP
easat-5645	223	22	features	feature	NOUN
easat-5645	223	23	will	will	AUX
easat-5645	223	24	be	be	AUX
easat-5645	223	25	gained	gain	VERB
easat-5645	223	26	as	as	SCONJ
easat-5645	223	27	follows	follow	VERB
easat-5645	223	28	:	:	PUNCT
easat-5645	223	29	)	)	PUNCT
easat-5645	223	30	(	(	PUNCT
easat-5645	223	31	)	)	PUNCT
easat-5645	223	32	1,0	1,0	NUM
easat-5645	223	33	(	(	PUNCT
easat-5645	223	34	daaa	daaa	PROPN
easat-5645	223	35	ffprff	ffprff	NOUN
easat-5645	223	36	−+=	−+=	X
easat-5645	223	37	(	(	PUNCT
easat-5645	223	38	6	6	NUM
easat-5645	223	39	)	)	PUNCT
easat-5645	223	40	where	where	SCONJ
easat-5645	223	41	af	af	PROPN
easat-5645	223	42	denotes	denote	VERB
easat-5645	223	43	the	the	DET
easat-5645	223	44	present	present	ADJ
easat-5645	223	45	location	location	NOUN
easat-5645	223	46	of	of	ADP
easat-5645	223	47	a	a	DET
easat-5645	223	48	feature	feature	NOUN
easat-5645	223	49	,	,	PUNCT
easat-5645	223	50	df	df	PROPN
easat-5645	223	51	denotes	denote	VERB
easat-5645	223	52	a	a	DET
easat-5645	223	53	new	new	ADJ
easat-5645	223	54	location	location	NOUN
easat-5645	223	55	hunter	hunter	NOUN
easat-5645	223	56	who	who	PRON
easat-5645	223	57	pursues	pursue	VERB
easat-5645	223	58	features	feature	NOUN
easat-5645	223	59	,	,	PUNCT
easat-5645	223	60	and	and	CCONJ
easat-5645	223	61	p	p	NOUN
easat-5645	223	62	denotes	denote	VERB
easat-5645	223	63	the	the	DET
easat-5645	223	64	percentage	percentage	NOUN
easat-5645	223	65	progress	progress	NOUN
easat-5645	223	66	in	in	ADP
easat-5645	223	67	the	the	DET
easat-5645	223	68	predator	predator	NOUN
easat-5645	223	69	's	's	PART
easat-5645	223	70	df	df	PROPN
easat-5645	223	71	fitness	fitness	PROPN
easat-5645	223	72	.	.	PUNCT
easat-5645	224	1	1601	1601	NUM
easat-5645	224	2	edelweiss	edelweiss	PROPN
easat-5645	224	3	applied	apply	VERB
easat-5645	224	4	science	science	NOUN
easat-5645	224	5	and	and	CCONJ
easat-5645	224	6	technology	technology	NOUN
easat-5645	224	7	issn	issn	PROPN
easat-5645	224	8	:	:	PUNCT
easat-5645	224	9	2576	2576	NUM
easat-5645	224	10	-	-	SYM
easat-5645	224	11	8484	8484	NUM
easat-5645	224	12	vol	vol	NOUN
easat-5645	224	13	.	.	PROPN
easat-5645	225	1	9	9	NUM
easat-5645	225	2	,	,	PUNCT
easat-5645	225	3	no	no	INTJ
easat-5645	225	4	.	.	NOUN
easat-5645	226	1	3	3	NUM
easat-5645	226	2	:	:	SYM
easat-5645	226	3	1593	1593	NUM
easat-5645	226	4	-	-	SYM
easat-5645	226	5	1620	1620	NUM
easat-5645	226	6	,	,	PUNCT
easat-5645	226	7	2025	2025	NUM
easat-5645	226	8	doi	doi	NOUN
easat-5645	226	9	:	:	PUNCT
easat-5645	226	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	226	11	©	©	NOUN
easat-5645	226	12	2025	2025	NUM
easat-5645	226	13	by	by	ADP
easat-5645	226	14	the	the	DET
easat-5645	226	15	author	author	NOUN
easat-5645	226	16	;	;	PUNCT
easat-5645	226	17	licensee	licensee	NOUN
easat-5645	226	18	learning	learn	VERB
easat-5645	226	19	gate	gate	NOUN
easat-5645	226	20	encircling	encircle	VERB
easat-5645	226	21	feature	feature	NOUN
easat-5645	226	22	points	point	NOUN
easat-5645	226	23	:	:	PUNCT
easat-5645	226	24	the	the	DET
easat-5645	226	25	below	below	ADP
easat-5645	226	26	formulations	formulation	NOUN
easat-5645	226	27	are	be	AUX
easat-5645	226	28	given	give	VERB
easat-5645	226	29	to	to	PART
easat-5645	226	30	simulate	simulate	VERB
easat-5645	226	31	hunting	hunt	VERB
easat-5645	226	32	parties	party	NOUN
easat-5645	226	33	around	around	ADP
easat-5645	226	34	features	feature	NOUN
easat-5645	226	35	.	.	PUNCT
easat-5645	227	1	the	the	DET
easat-5645	227	2	following	follow	VERB
easat-5645	227	3	are	be	AUX
easat-5645	227	4	the	the	DET
easat-5645	227	5	new	new	ADJ
easat-5645	227	6	spaces	space	NOUN
easat-5645	227	7	of	of	ADP
easat-5645	227	8	hunters	hunter	NOUN
easat-5645	227	9	belonging	belong	VERB
easat-5645	227	10	to	to	ADP
easat-5645	227	11	both	both	CCONJ
easat-5645	227	12	the	the	DET
easat-5645	227	13	conservative	conservative	ADJ
easat-5645	227	14	and	and	CCONJ
easat-5645	227	15	progressive	progressive	ADJ
easat-5645	227	16	wings	wing	NOUN
easat-5645	227	17	:	:	PUNCT
easat-5645	228	1			PROPN
easat-5645	228	2			NOUN
easat-5645	228	3			ADV
easat-5645	228	4	−−	−−	VERB
easat-5645	228	5	−−	−−	PROPN
easat-5645	229	1	=	=	SYM
easat-5645	229	2			PROPN
easat-5645	229	3	adadaa	adadaa	PROPN
easat-5645	229	4	adaada	adaada	NOUN
easat-5645	230	1	d	d	X
easat-5645	230	2	ffffffr	ffffffr	INTJ
easat-5645	231	1	ffffffr	ffffffr	PROPN
easat-5645	231	2	f	f	PROPN
easat-5645	231	3	)	)	PUNCT
easat-5645	231	4	2()),2	2()),2	PROPN
easat-5645	231	5	(	(	PUNCT
easat-5645	231	6	,	,	PUNCT
easat-5645	231	7	(	(	PUNCT
easat-5645	231	8	)	)	PUNCT
easat-5645	231	9	2(),),2	2(),),2	NUM
easat-5645	231	10	(	(	PUNCT
easat-5645	231	11	(	(	PUNCT
easat-5645	231	12	(	(	PUNCT
easat-5645	231	13	7	7	X
easat-5645	231	14	)	)	PUNCT
easat-5645	231	15	where	where	SCONJ
easat-5645	231	16	af	af	PROPN
easat-5645	231	17	is	be	AUX
easat-5645	231	18	the	the	DET
easat-5645	231	19	new	new	ADJ
easat-5645	231	20	location	location	NOUN
easat-5645	231	21	of	of	ADP
easat-5645	231	22	features	feature	NOUN
easat-5645	231	23	,	,	PUNCT
easat-5645	231	24	df	df	PROPN
easat-5645	231	25	is	be	AUX
easat-5645	231	26	the	the	DET
easat-5645	231	27	current	current	ADJ
easat-5645	231	28	position	position	NOUN
easat-5645	231	29	of	of	ADP
easat-5645	231	30	feature	feature	NOUN
easat-5645	231	31	selector	selector	NOUN
easat-5645	231	32	and	and	CCONJ
easat-5645	231	33	df	df	PROPN
easat-5645	231	34			ADV
easat-5645	231	35	is	be	AUX
easat-5645	231	36	the	the	DET
easat-5645	231	37	new	new	ADJ
easat-5645	231	38	location	location	NOUN
easat-5645	231	39	of	of	ADP
easat-5645	231	40	feature	feature	NOUN
easat-5645	231	41	selection	selection	NOUN
easat-5645	231	42	.	.	PUNCT
easat-5645	232	1			PROPN
easat-5645	232	2			NOUN
easat-5645	232	3			NOUN
easat-5645	233	1			VERB
easat-5645	233	2			PROPN
easat-5645	234	1	=	=	SYM
easat-5645	234	2			PROPN
easat-5645	234	3	adda	adda	PROPN
easat-5645	234	4	adad	adad	PROPN
easat-5645	235	1	d	d	PROPN
easat-5645	235	2	ffffr	ffffr	PROPN
easat-5645	235	3	ffffr	ffffr	PROPN
easat-5645	235	4	f	f	PROPN
easat-5645	235	5	)	)	PUNCT
easat-5645	235	6	,	,	PUNCT
easat-5645	235	7	,	,	PUNCT
easat-5645	235	8	(	(	PUNCT
easat-5645	235	9	)	)	PUNCT
easat-5645	235	10	,	,	PUNCT
easat-5645	235	11	,	,	PUNCT
easat-5645	235	12	(	(	PUNCT
easat-5645	235	13	(	(	PUNCT
easat-5645	235	14	8)	8)	NUM
easat-5645	235	15	where	where	SCONJ
easat-5645	235	16	)	)	PUNCT
easat-5645	235	17	1,0(r	1,0(r	NOUN
easat-5645	235	18	creates	create	VERB
easat-5645	235	19	a	a	DET
easat-5645	235	20	random	random	ADJ
easat-5645	235	21	value	value	NOUN
easat-5645	235	22	between	between	ADP
easat-5645	235	23	0	0	NUM
easat-5645	235	24	and	and	CCONJ
easat-5645	235	25	1	1	NUM
easat-5645	235	26	in	in	ADP
easat-5645	235	27	the	the	DET
easat-5645	235	28	above	above	ADJ
easat-5645	235	29	formulae	formulae	NOUN
easat-5645	235	30	,	,	PUNCT
easat-5645	235	31	where	where	SCONJ
easat-5645	235	32	0and	0and	PROPN
easat-5645	235	33	1	1	NUM
easat-5645	235	34	are	be	AUX
easat-5645	235	35	top	top	ADJ
easat-5645	235	36	and	and	CCONJ
easat-5645	235	37	bottom	bottom	ADJ
easat-5645	235	38	limits	limit	NOUN
easat-5645	235	39	,	,	PUNCT
easat-5645	235	40	respectively	respectively	ADV
easat-5645	235	41	.	.	PUNCT
easat-5645	236	1	moves	move	NOUN
easat-5645	236	2	to	to	ADP
easat-5645	236	3	new	new	ADJ
easat-5645	236	4	features	feature	NOUN
easat-5645	236	5	:	:	PUNCT
easat-5645	236	6	the	the	DET
easat-5645	236	7	selector	selector	NOUN
easat-5645	236	8	performance	performance	NOUN
easat-5645	236	9	is	be	AUX
easat-5645	236	10	if	if	SCONJ
easat-5645	236	11	the	the	DET
easat-5645	236	12	features	feature	NOUN
easat-5645	236	13	selection	selection	NOUN
easat-5645	236	14	is	be	AUX
easat-5645	236	15	increases	increase	VERB
easat-5645	236	16	their	their	PRON
easat-5645	236	17	best	good	ADJ
easat-5645	236	18	place	place	NOUN
easat-5645	236	19	in	in	ADP
easat-5645	236	20	the	the	DET
easat-5645	236	21	last	last	ADJ
easat-5645	236	22	iteration	iteration	NOUN
easat-5645	236	23	of	of	ADP
easat-5645	236	24	the	the	DET
easat-5645	236	25	lho	lho	NOUN
easat-5645	236	26	the	the	DET
easat-5645	236	27	performance	performance	NOUN
easat-5645	236	28	of	of	ADP
easat-5645	236	29	selection	selection	NOUN
easat-5645	236	30	at	at	ADP
easat-5645	236	31	iteration	iteration	NOUN
easat-5645	236	32	th	th	X
easat-5645	236	33	t	t	PROPN
easat-5645	236	34	in	in	ADP
easat-5645	236	35	dataset	dataset	NOUN
easat-5645	236	36	is	be	AUX
easat-5645	236	37	defined	define	VERB
easat-5645	236	38	as	as	ADP
easat-5645	236	39	using	use	VERB
easat-5645	236	40	eqn	eqn	NOUN
easat-5645	236	41	.	.	PUNCT
easat-5645	237	1	(	(	PUNCT
easat-5645	237	2	9	9	NUM
easat-5645	237	3	)	)	PUNCT
easat-5645	237	4	,	,	PUNCT
easat-5645	237	5			NUM
easat-5645	237	6			PROPN
easat-5645	237	7			NUM
easat-5645	237	8			NUM
easat-5645	237	9			ADP
easat-5645	238	1	=	=	PUNCT
easat-5645	238	2			PROPN
easat-5645	238	3	=	=	PUNCT
easat-5645	239	1	−	−	NOUN
easat-5645	239	2	−	−	NUM
easat-5645	239	3	1	1	NUM
easat-5645	239	4	,	,	PUNCT
easat-5645	239	5	,	,	PUNCT
easat-5645	239	6	1	1	NUM
easat-5645	239	7	,	,	PUNCT
easat-5645	239	8	,	,	PUNCT
easat-5645	239	9	0	0	NUM
easat-5645	239	10	1	1	NUM
easat-5645	239	11	)	)	PUNCT
easat-5645	239	12	,	,	PUNCT
easat-5645	239	13	,	,	PUNCT
easat-5645	239	14	(	(	PUNCT
easat-5645	239	15	t	t	PROPN
easat-5645	239	16	ddf	ddf	PROPN
easat-5645	239	17	t	t	PROPN
easat-5645	239	18	ddf	ddf	PROPN
easat-5645	239	19	t	t	PROPN
easat-5645	239	20	ddf	ddf	PROPN
easat-5645	239	21	t	t	PROPN
easat-5645	239	22	ddf	ddf	PROPN
easat-5645	239	23	d	d	X
easat-5645	239	24	bestbest	bestbest	ADV
easat-5645	239	25	bestbest	bestb	ADJ
easat-5645	239	26	dtfp	dtfp	NOUN
easat-5645	239	27	(	(	PUNCT
easat-5645	239	28	9	9	NUM
easat-5645	239	29	)	)	PUNCT
easat-5645	239	30	the	the	DET
easat-5645	239	31	best	good	ADJ
easat-5645	239	32	location	location	NOUN
easat-5645	239	33	found	find	VERB
easat-5645	239	34	by	by	ADP
easat-5645	239	35	lion	lion	NOUN
easat-5645	239	36	,	,	PUNCT
easat-5645	239	37	df	df	PROPN
easat-5645	239	38	till	till	SCONJ
easat-5645	239	39	iteration	iteration	NOUN
easat-5645	239	40	t	t	PROPN
easat-5645	239	41	is	be	AUX
easat-5645	239	42	t	t	PROPN
easat-5645	239	43	ddf	ddf	PROPN
easat-5645	239	44	best	well	ADV
easat-5645	239	45	,	,	PUNCT
easat-5645	239	46	.	.	PUNCT
easat-5645	240	1	the	the	DET
easat-5645	240	2	selectors	selector	NOUN
easat-5645	240	3	have	have	AUX
easat-5645	240	4	converged	converge	VERB
easat-5645	240	5	at	at	ADP
easat-5645	240	6	a	a	DET
easat-5645	240	7	place	place	NOUN
easat-5645	240	8	that	that	PRON
easat-5645	240	9	is	be	AUX
easat-5645	240	10	far	far	ADV
easat-5645	240	11	from	from	ADP
easat-5645	240	12	optimal	optimal	ADJ
easat-5645	240	13	,	,	PUNCT
easat-5645	240	14	based	base	VERB
easat-5645	240	15	on	on	ADP
easat-5645	240	16	the	the	DET
easat-5645	240	17	large	large	ADJ
easat-5645	240	18	number	number	NOUN
easat-5645	240	19	of	of	ADP
easat-5645	240	20	performances	performance	NOUN
easat-5645	240	21	.	.	PUNCT
easat-5645	241	1	similarly	similarly	ADV
easat-5645	241	2	,	,	PUNCT
easat-5645	241	3	a	a	DET
easat-5645	241	4	low	low	ADJ
easat-5645	241	5	performance	performance	NOUN
easat-5645	241	6	rate	rate	NOUN
easat-5645	241	7	indicates	indicate	VERB
easat-5645	241	8	that	that	SCONJ
easat-5645	241	9	the	the	DET
easat-5645	241	10	feature	feature	NOUN
easat-5645	241	11	selection	selection	NOUN
easat-5645	241	12	is	be	AUX
easat-5645	241	13	circling	circle	VERB
easat-5645	241	14	the	the	DET
easat-5645	241	15	best	good	ADJ
easat-5645	241	16	option	option	NOUN
easat-5645	241	17	without	without	ADP
easat-5645	241	18	making	make	VERB
easat-5645	241	19	meaningful	meaningful	ADJ
easat-5645	241	20	progress	progress	NOUN
easat-5645	241	21	.	.	PUNCT
easat-5645	242	1	as	as	ADP
easat-5645	242	2	a	a	DET
easat-5645	242	3	result	result	NOUN
easat-5645	242	4	,	,	PUNCT
easat-5645	242	5	this	this	DET
easat-5645	242	6	factor	factor	NOUN
easat-5645	242	7	may	may	AUX
easat-5645	242	8	be	be	AUX
easat-5645	242	9	used	use	VERB
easat-5645	242	10	to	to	PART
easat-5645	242	11	determine	determine	VERB
easat-5645	242	12	the	the	DET
easat-5645	242	13	size	size	NOUN
easat-5645	242	14	of	of	ADP
easat-5645	242	15	a	a	DET
easat-5645	242	16	classification	classification	NOUN
easat-5645	242	17	.	.	PUNCT
easat-5645	243	1	when	when	SCONJ
easat-5645	243	2	the	the	DET
easat-5645	243	3	value	value	NOUN
easat-5645	243	4	of	of	ADP
easat-5645	243	5	performance	performance	NOUN
easat-5645	243	6	drops	drop	NOUN
easat-5645	243	7	,	,	PUNCT
easat-5645	243	8	the	the	DET
easat-5645	243	9	features	feature	NOUN
easat-5645	243	10	size	size	NOUN
easat-5645	243	11	grows	grow	VERB
easat-5645	243	12	,	,	PUNCT
easat-5645	243	13	this	this	PRON
easat-5645	243	14	leads	lead	VERB
easat-5645	243	15	to	to	ADP
easat-5645	243	16	more	more	ADJ
easat-5645	243	17	variety	variety	NOUN
easat-5645	243	18	.	.	PUNCT
easat-5645	244	1	as	as	ADP
easat-5645	244	2	a	a	DET
easat-5645	244	3	result	result	NOUN
easat-5645	244	4	,	,	PUNCT
easat-5645	244	5	the	the	DET
easat-5645	244	6	features	feature	NOUN
easat-5645	244	7	size	size	NOUN
easat-5645	244	8	is	be	AUX
easat-5645	244	9	determined	determine	VERB
easat-5645	244	10	by	by	ADP
easat-5645	244	11	eqn	eqn	NOUN
easat-5645	244	12	.	.	PUNCT
easat-5645	245	1	(	(	PUNCT
easat-5645	245	2	10	10	NUM
easat-5645	245	3	)	)	PUNCT
easat-5645	245	4	nd	nd	ADV
easat-5645	245	5	um	um	INTJ
easat-5645	245	6	cf	cf	NOUN
easat-5645	245	7	dsize	dsize	NOUN
easat-5645	245	8	d	d	PROPN
easat-5645	245	9	,	,	PUNCT
easat-5645	245	10	....	....	PROPN
easat-5645	245	11	2,1	2,1	NUM
easat-5645	245	12	2	2	NUM
easat-5645	245	13	)	)	PUNCT
easat-5645	245	14	(	(	PUNCT
easat-5645	245	15	,	,	PUNCT
easat-5645	245	16	2max	2max	NUM
easat-5645	245	17	=	=	NUM
easat-5645	245	18			NOUN
easat-5645	245	19			NOUN
easat-5645	245	20			PROPN
easat-5645	245	21			PROPN
easat-5645	245	22			PROPN
easat-5645	245	23			NOUN
easat-5645	245	24			PROPN
easat-5645	245	25			NOUN
easat-5645	245	26			VERB
easat-5645	245	27			PROPN
easat-5645	245	28			PROPN
easat-5645	245	29			NOUN
easat-5645	245	30	=	=	SYM
easat-5645	245	31	(	(	PUNCT
easat-5645	245	32	10	10	NUM
easat-5645	245	33	)	)	PUNCT
easat-5645	245	34	where	where	SCONJ
easat-5645	245	35	)	)	PUNCT
easat-5645	245	36	(	(	PUNCT
easat-5645	245	37	umd	umd	PROPN
easat-5645	245	38	is	be	AUX
easat-5645	245	39	the	the	DET
easat-5645	245	40	features	feature	NOUN
easat-5645	245	41	quantity	quantity	NOUN
easat-5645	245	42	in	in	ADP
easat-5645	245	43	the	the	DET
easat-5645	245	44	dataset	dataset	NOUN
easat-5645	245	45	that	that	PRON
easat-5645	245	46	has	have	VERB
easat-5645	245	47	the	the	DET
easat-5645	245	48	enhancement	enhancement	NOUN
easat-5645	245	49	of	of	ADP
easat-5645	245	50	fitness	fitness	NOUN
easat-5645	245	51	function	function	NOUN
easat-5645	245	52	in	in	ADP
easat-5645	245	53	the	the	DET
easat-5645	245	54	final	final	ADJ
easat-5645	245	55	iteration	iteration	NOUN
easat-5645	245	56	.	.	PUNCT
easat-5645	246	1	if	if	SCONJ
easat-5645	246	2	the	the	DET
easat-5645	246	3	optimal	optimal	ADJ
easat-5645	246	4	features	feature	NOUN
easat-5645	246	5	are	be	AUX
easat-5645	246	6	selected	select	VERB
easat-5645	246	7	the	the	DET
easat-5645	246	8	process	process	NOUN
easat-5645	246	9	is	be	AUX
easat-5645	246	10	stopped	stop	VERB
easat-5645	246	11	its	its	PRON
easat-5645	246	12	criteria	criterion	NOUN
easat-5645	246	13	otherwise	otherwise	ADV
easat-5645	246	14	it	it	PRON
easat-5645	246	15	repeats	repeat	VERB
easat-5645	246	16	till	till	SCONJ
easat-5645	246	17	the	the	DET
easat-5645	246	18	final	final	ADJ
easat-5645	246	19	features	feature	NOUN
easat-5645	246	20	are	be	AUX
easat-5645	246	21	obtain	obtain	ADJ
easat-5645	246	22	for	for	ADP
easat-5645	246	23	another	another	DET
easat-5645	246	24	iterations	iteration	NOUN
easat-5645	246	25	.	.	PUNCT
easat-5645	247	1	algorithm	algorithm	NOUN
easat-5645	247	2	1	1	NUM
easat-5645	247	3	:	:	PUNCT
easat-5645	247	4	the	the	DET
easat-5645	247	5	pseudo	pseudo	NOUN
easat-5645	247	6	-	-	NOUN
easat-5645	247	7	code	code	NOUN
easat-5645	247	8	of	of	ADP
easat-5645	247	9	lho	lho	NOUN
easat-5645	247	10	feature	feature	NOUN
easat-5645	247	11	extraction	extraction	NOUN
easat-5645	247	12	and	and	CCONJ
easat-5645	247	13	selection	selection	NOUN
easat-5645	247	14	method	method	NOUN
easat-5645	247	15	initialization	initialization	NOUN
easat-5645	247	16	:	:	PUNCT
easat-5645	247	17	initialize	initialize	VERB
easat-5645	247	18	pre	pre	ADJ
easat-5645	247	19	-	-	ADJ
easat-5645	247	20	processed	process	VERB
easat-5645	247	21	data	datum	NOUN
easat-5645	247	22	and	and	CCONJ
easat-5645	247	23	algorithm	algorithm	NOUN
easat-5645	247	24	parameters	parameter	NOUN
easat-5645	247	25	.	.	PUNCT
easat-5645	248	1	compute	compute	NOUN
easat-5645	248	2	)	)	PUNCT
easat-5645	248	3	.......	.......	PUNCT
easat-5645	248	4	,	,	PUNCT
easat-5645	248	5	(	(	PUNCT
easat-5645	248	6	)	)	PUNCT
easat-5645	248	7	f(eatures)(fitness	f(eatures)(fitness	PROPN
easat-5645	248	8	10	10	NUM
easat-5645	248	9	nd	nd	NUM
easat-5645	248	10	ffffff	ffffff	NOUN
easat-5645	249	1	=	=	SYM
easat-5645	249	2	=	=	NOUN
easat-5645	249	3	feature	feature	NOUN
easat-5645	249	4	extraction	extraction	NOUN
easat-5645	249	5	:	:	PUNCT
easat-5645	249	6	set	set	VERB
easat-5645	249	7	up	up	ADP
easat-5645	249	8	)	)	PUNCT
easat-5645	249	9	(	(	PUNCT
easat-5645	249	10	n	n	CCONJ
easat-5645	249	11	,	,	PUNCT
easat-5645	249	12	)	)	PUNCT
easat-5645	249	13	(	(	PUNCT
easat-5645	249	14	f	f	NOUN
easat-5645	249	15	,	,	PUNCT
easat-5645	249	16	)	)	PUNCT
easat-5645	249	17	(	(	PUNCT
easat-5645	249	18	t	t	NOUN
easat-5645	249	19	,	,	PUNCT
easat-5645	249	20	)	)	PUNCT
easat-5645	249	21	,	,	PUNCT
easat-5645	249	22	(	(	PUNCT
easat-5645	249	23	dd	dd	VERB
easat-5645	249	24	ab	ab	PROPN
easat-5645	249	25	,	,	PUNCT
easat-5645	249	26	iterationofnotd	iterationofnotd	ADJ
easat-5645	249	27	.=	.=	PUNCT
easat-5645	249	28	`	`	PUNCT
easat-5645	249	29	compute	compute	NOUN
easat-5645	249	30	feature	feature	NOUN
easat-5645	249	31	interaction	interaction	NOUN
easat-5645	249	32	by	by	ADP
easat-5645	249	33	eqn	eqn	NOUN
easat-5645	249	34	.	.	PUNCT
easat-5645	250	1	(	(	PUNCT
easat-5645	250	2	3	3	X
easat-5645	250	3	)	)	PUNCT
easat-5645	250	4	estimate	estimate	NOUN
easat-5645	250	5	consequent	consequent	ADJ
easat-5645	250	6	feature	feature	NOUN
easat-5645	250	7	point	point	NOUN
easat-5645	250	8	interaction	interaction	NOUN
easat-5645	250	9	by	by	ADP
easat-5645	250	10	eqn	eqn	NOUN
easat-5645	250	11	.	.	PUNCT
easat-5645	250	12	,	,	PUNCT
easat-5645	250	13	(	(	PUNCT
easat-5645	250	14	4	4	X
easat-5645	250	15	)	)	PUNCT
easat-5645	250	16	if	if	SCONJ
easat-5645	250	17	)	)	PUNCT
easat-5645	250	18	)	)	PUNCT
easat-5645	250	19	(	(	PUNCT
easat-5645	250	20	(	(	PUNCT
easat-5645	250	21	)	)	PUNCT
easat-5645	250	22	(	(	PUNCT
easat-5645	250	23	tffdf	tffdf	X
easat-5645	250	24	df	df	PROPN
easat-5645	250	25			NOUN
easat-5645	250	26			PROPN
easat-5645	250	27	1602	1602	NUM
easat-5645	250	28	edelweiss	edelweiss	PROPN
easat-5645	250	29	applied	apply	VERB
easat-5645	250	30	science	science	NOUN
easat-5645	250	31	and	and	CCONJ
easat-5645	250	32	technology	technology	NOUN
easat-5645	250	33	issn	issn	PROPN
easat-5645	250	34	:	:	PUNCT
easat-5645	250	35	2576	2576	NUM
easat-5645	250	36	-	-	SYM
easat-5645	250	37	8484	8484	NUM
easat-5645	250	38	vol	vol	NOUN
easat-5645	250	39	.	.	PROPN
easat-5645	251	1	9	9	NUM
easat-5645	251	2	,	,	PUNCT
easat-5645	251	3	no	no	INTJ
easat-5645	251	4	.	.	NOUN
easat-5645	252	1	3	3	NUM
easat-5645	252	2	:	:	SYM
easat-5645	252	3	1593	1593	NUM
easat-5645	252	4	-	-	SYM
easat-5645	252	5	1620	1620	NUM
easat-5645	252	6	,	,	PUNCT
easat-5645	252	7	2025	2025	NUM
easat-5645	252	8	doi	doi	NOUN
easat-5645	252	9	:	:	PUNCT
easat-5645	252	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	252	11	©	©	NOUN
easat-5645	252	12	2025	2025	NUM
easat-5645	252	13	by	by	ADP
easat-5645	252	14	the	the	DET
easat-5645	252	15	author	author	NOUN
easat-5645	252	16	;	;	PUNCT
easat-5645	252	17	licensee	licensee	PROPN
easat-5645	252	18	learning	learn	VERB
easat-5645	252	19	gate	gate	PROPN
easat-5645	252	20	examine	examine	VERB
easat-5645	252	21	the	the	DET
easat-5645	252	22	features	feature	NOUN
easat-5645	252	23	else	else	ADV
easat-5645	252	24	moves	move	NOUN
easat-5645	252	25	to	to	ADP
easat-5645	252	26	another	another	DET
easat-5645	252	27	feature	feature	NOUN
easat-5645	252	28	points	point	NOUN
easat-5645	252	29	updating	update	VERB
easat-5645	252	30	extracted	extract	VERB
easat-5645	252	31	features	feature	NOUN
easat-5645	252	32	using	use	VERB
easat-5645	252	33	eqn	eqn	NOUN
easat-5645	252	34	.	.	PUNCT
easat-5645	253	1	(	(	PUNCT
easat-5645	253	2	5	5	X
easat-5645	253	3	)	)	PUNCT
easat-5645	253	4	feature	feature	NOUN
easat-5645	253	5	selection	selection	NOUN
easat-5645	253	6	:	:	PUNCT
easat-5645	253	7	setup	setup	NOUN
easat-5645	253	8	extracted	extract	VERB
easat-5645	253	9	features	feature	NOUN
easat-5645	253	10	for	for	ADP
easat-5645	253	11	optimal	optimal	ADJ
easat-5645	253	12	selection	selection	NOUN
easat-5645	253	13	generate	generate	VERB
easat-5645	253	14	features	feature	VERB
easat-5645	253	15	selection	selection	NOUN
easat-5645	253	16	location	location	NOUN
easat-5645	253	17	)	)	PUNCT
easat-5645	253	18	(	(	PUNCT
easat-5645	253	19	)	)	PUNCT
easat-5645	253	20	1,0	1,0	NUM
easat-5645	253	21	(	(	PUNCT
easat-5645	253	22	daaa	daaa	PROPN
easat-5645	253	23	ffprff	ffprff	NOUN
easat-5645	253	24	−+=	−+=	NOUN
easat-5645	253	25	for	for	ADP
easat-5645	253	26	a=1	a=1	NOUN
easat-5645	253	27	:	:	PUNCT
easat-5645	253	28	df	df	PROPN
easat-5645	253	29	(	(	PUNCT
easat-5645	253	30	df	df	PROPN
easat-5645	253	31	is	be	AUX
easat-5645	253	32	the	the	DET
easat-5645	253	33	number	number	NOUN
easat-5645	253	34	of	of	ADP
easat-5645	253	35	selector	selector	NOUN
easat-5645	253	36	)	)	PUNCT
easat-5645	253	37	move	move	NOUN
easat-5645	253	38	ath	ath	NOUN
easat-5645	253	39	detector	detector	NOUN
easat-5645	253	40	to	to	ADP
easat-5645	253	41	features	feature	NOUN
easat-5645	253	42	based	base	VERB
easat-5645	253	43	on	on	ADP
easat-5645	253	44	the	the	DET
easat-5645	253	45	related	relate	VERB
easat-5645	253	46	threshold	threshold	NOUN
easat-5645	253	47	value	value	NOUN
easat-5645	253	48	if	if	SCONJ
easat-5645	253	49	new	new	ADJ
easat-5645	253	50	location	location	NOUN
easat-5645	253	51	of	of	ADP
easat-5645	253	52	df	df	PROPN
easat-5645	253	53	the	the	DET
easat-5645	253	54	selector	selector	NOUN
easat-5645	253	55	is	be	AUX
easat-5645	253	56	better	well	ADJ
easat-5645	253	57	than	than	SCONJ
easat-5645	253	58	the	the	DET
easat-5645	253	59	old	old	ADJ
easat-5645	253	60	points	point	NOUN
easat-5645	253	61	features	feature	VERB
easat-5645	253	62	data	datum	NOUN
easat-5645	253	63	is	be	AUX
easat-5645	253	64	neglected	neglect	VERB
easat-5645	253	65	end	end	NOUN
easat-5645	253	66	end	end	NOUN
easat-5645	253	67	encircling	encircle	VERB
easat-5645	253	68	feature	feature	NOUN
easat-5645	253	69	point	point	NOUN
easat-5645	253	70	using	use	VERB
easat-5645	253	71	eqn	eqn	NOUN
easat-5645	253	72	.	.	PUNCT
easat-5645	254	1	(	(	PUNCT
easat-5645	254	2	7	7	NUM
easat-5645	254	3	)	)	PUNCT
easat-5645	254	4	and	and	CCONJ
easat-5645	254	5	(	(	PUNCT
easat-5645	254	6	8)	8)	NUM
easat-5645	254	7	moves	move	NOUN
easat-5645	254	8	to	to	ADP
easat-5645	254	9	new	new	ADJ
easat-5645	254	10	features	feature	NOUN
easat-5645	254	11	the	the	DET
easat-5645	254	12	performance	performance	NOUN
easat-5645	254	13	of	of	ADP
easat-5645	254	14	selection	selection	NOUN
easat-5645	254	15	at	at	ADP
easat-5645	254	16	iteration	iteration	NOUN
easat-5645	254	17	th	th	X
easat-5645	254	18	t	t	PROPN
easat-5645	254	19	in	in	ADP
easat-5645	254	20	dataset	dataset	NOUN
easat-5645	254	21	is	be	AUX
easat-5645	254	22	defined	define	VERB
easat-5645	254	23	as	as	ADP
easat-5645	254	24	using	use	VERB
easat-5645	254	25	eqn	eqn	NOUN
easat-5645	254	26	.	.	PUNCT
easat-5645	255	1	(	(	PUNCT
easat-5645	255	2	9	9	X
easat-5645	255	3	)	)	PUNCT
easat-5645	255	4	if	if	SCONJ
easat-5645	255	5	performance	performance	NOUN
easat-5645	255	6	is	be	AUX
easat-5645	255	7	low	low	ADV
easat-5645	255	8	encircling	encircle	VERB
easat-5645	255	9	the	the	DET
easat-5645	255	10	new	new	ADJ
easat-5645	255	11	position	position	NOUN
easat-5645	255	12	of	of	ADP
easat-5645	255	13	feature	feature	NOUN
easat-5645	255	14	selection	selection	NOUN
easat-5645	255	15	else	else	ADV
easat-5645	255	16	optimal	optimal	ADJ
easat-5645	255	17	feature	feature	NOUN
easat-5645	255	18	point	point	NOUN
easat-5645	255	19	is	be	AUX
easat-5645	255	20	selected	select	VERB
easat-5645	255	21	end	end	NOUN
easat-5645	255	22	estimate	estimate	NOUN
easat-5645	255	23	features	feature	VERB
easat-5645	255	24	size	size	NOUN
easat-5645	255	25	for	for	ADP
easat-5645	255	26	data	data	NOUN
easat-5645	255	27	classification	classification	NOUN
easat-5645	255	28	end	end	NOUN
easat-5645	255	29	if	if	SCONJ
easat-5645	255	30	not	not	PART
easat-5645	255	31	optimal	optimal	ADJ
easat-5645	255	32	features	feature	NOUN
easat-5645	255	33	are	be	AUX
easat-5645	255	34	obtained	obtain	VERB
easat-5645	255	35	returns	return	NOUN
easat-5645	255	36	back	back	ADV
easat-5645	255	37	to	to	ADP
easat-5645	255	38	next	next	ADJ
easat-5645	255	39	iteration	iteration	NOUN
easat-5645	255	40	4.4	4.4	NUM
easat-5645	255	41	.	.	PUNCT
easat-5645	256	1	hge	hge	PROPN
easat-5645	256	2	-	-	PUNCT
easat-5645	256	3	snf	snf	PROPN
easat-5645	256	4	based	base	VERB
easat-5645	256	5	classification	classification	NOUN
easat-5645	256	6	the	the	DET
easat-5645	256	7	hge	hge	NOUN
easat-5645	256	8	-	-	PUNCT
easat-5645	256	9	snf	snf	PROPN
easat-5645	256	10	is	be	AUX
easat-5645	256	11	made	make	VERB
easat-5645	256	12	up	up	ADP
easat-5645	256	13	of	of	ADP
easat-5645	256	14	nodes	node	NOUN
easat-5645	256	15	,	,	PUNCT
easat-5645	256	16	each	each	PRON
easat-5645	256	17	with	with	ADP
easat-5645	256	18	a	a	DET
easat-5645	256	19	limited	limited	ADJ
easat-5645	256	20	number	number	NOUN
easat-5645	256	21	of	of	ADP
easat-5645	256	22	"	"	PUNCT
easat-5645	256	23	fan	fan	NOUN
easat-5645	256	24	-	-	PUNCT
easat-5645	256	25	in	in	ADP
easat-5645	256	26	"	"	PUNCT
easat-5645	256	27	connections	connection	NOUN
easat-5645	256	28	(	(	PUNCT
easat-5645	256	29	expressed	express	VERB
easat-5645	256	30	by	by	ADP
easat-5645	256	31	weights	weight	NOUN
easat-5645	256	32	and	and	CCONJ
easat-5645	256	33	biases	bias	NOUN
easat-5645	256	34	from	from	ADP
easat-5645	256	35	all	all	DET
easat-5645	256	36	other	other	ADJ
easat-5645	256	37	modules	module	NOUN
easat-5645	256	38	)	)	PUNCT
easat-5645	256	39	and	and	CCONJ
easat-5645	256	40	"	"	PUNCT
easat-5645	256	41	fan	fan	NOUN
easat-5645	256	42	-	-	PUNCT
easat-5645	256	43	out	out	ADP
easat-5645	256	44	"	"	PUNCT
easat-5645	256	45	connections	connection	NOUN
easat-5645	256	46	(	(	PUNCT
easat-5645	256	47	defined	define	VERB
easat-5645	256	48	by	by	ADP
easat-5645	256	49	weights	weight	NOUN
easat-5645	256	50	and	and	CCONJ
easat-5645	256	51	biases	bias	NOUN
easat-5645	256	52	from	from	ADP
easat-5645	256	53	all	all	DET
easat-5645	256	54	other	other	ADJ
easat-5645	256	55	modules	module	NOUN
easat-5645	256	56	)	)	PUNCT
easat-5645	256	57	.	.	PUNCT
easat-5645	257	1	an	an	DET
easat-5645	257	2	incorporation	incorporation	NOUN
easat-5645	257	3	function	function	NOUN
easat-5645	257	4	is	be	AUX
easat-5645	257	5	linked	link	VERB
easat-5645	257	6	to	to	ADP
easat-5645	257	7	a	a	DET
easat-5645	257	8	node	node	NOUN
easat-5645	257	9	's	's	PART
easat-5645	257	10	fan	fan	NOUN
easat-5645	257	11	-	-	PUNCT
easat-5645	257	12	in	in	NOUN
easat-5645	257	13	,	,	PUNCT
easat-5645	257	14	and	and	CCONJ
easat-5645	257	15	it	it	PRON
easat-5645	257	16	's	be	AUX
easat-5645	257	17	used	use	VERB
easat-5645	257	18	to	to	PART
easat-5645	257	19	aggregate	aggregate	VERB
easat-5645	257	20	data	datum	NOUN
easat-5645	257	21	,	,	PUNCT
easat-5645	257	22	activation	activation	NOUN
easat-5645	257	23	,	,	PUNCT
easat-5645	257	24	or	or	CCONJ
easat-5645	257	25	proof	proof	NOUN
easat-5645	257	26	from	from	ADP
easat-5645	257	27	those	those	DET
easat-5645	257	28	other	other	ADJ
easat-5645	257	29	components	component	NOUN
easat-5645	257	30	.	.	PUNCT
easat-5645	258	1	a	a	DET
easat-5645	258	2	fuzzification	fuzzification	NOUN
easat-5645	258	3	layer	layer	NOUN
easat-5645	258	4	,	,	PUNCT
easat-5645	258	5	four	four	NUM
easat-5645	258	6	hidden	hidden	ADJ
easat-5645	258	7	layers	layer	NOUN
easat-5645	258	8	,	,	PUNCT
easat-5645	258	9	and	and	CCONJ
easat-5645	258	10	a	a	DET
easat-5645	258	11	defuzzification	defuzzification	NOUN
easat-5645	258	12	layer	layer	NOUN
easat-5645	258	13	make	make	VERB
easat-5645	258	14	up	up	ADP
easat-5645	258	15	the	the	DET
easat-5645	258	16	proposed	propose	VERB
easat-5645	258	17	hge	hge	PROPN
easat-5645	258	18	-	-	PUNCT
easat-5645	258	19	snf	snf	PROPN
easat-5645	258	20	structure	structure	NOUN
easat-5645	258	21	.	.	PUNCT
easat-5645	259	1	the	the	DET
easat-5645	259	2	proposed	propose	VERB
easat-5645	259	3	slgenf	slgenf	ADJ
easat-5645	259	4	method	method	NOUN
easat-5645	259	5	is	be	AUX
easat-5645	259	6	the	the	DET
easat-5645	259	7	combination	combination	NOUN
easat-5645	259	8	of	of	ADP
easat-5645	259	9	heap	heap	NOUN
easat-5645	259	10	golden	golden	PROPN
easat-5645	259	11	eagle	eagle	PROPN
easat-5645	259	12	optimization	optimization	NOUN
easat-5645	259	13	with	with	ADP
easat-5645	259	14	the	the	DET
easat-5645	259	15	self	self	NOUN
easat-5645	259	16	-	-	PUNCT
easat-5645	259	17	constructing	construct	VERB
easat-5645	259	18	improved	improve	VERB
easat-5645	259	19	fuzzy	fuzzy	ADJ
easat-5645	259	20	neural	neural	ADJ
easat-5645	259	21	technique	technique	NOUN
easat-5645	259	22	.	.	PUNCT
easat-5645	260	1	the	the	DET
easat-5645	260	2	weights	weight	NOUN
easat-5645	260	3	and	and	CCONJ
easat-5645	260	4	bias	bias	NOUN
easat-5645	260	5	,	,	PUNCT
easat-5645	260	6	also	also	ADV
easat-5645	260	7	the	the	DET
easat-5645	260	8	parameters	parameter	NOUN
easat-5645	260	9	of	of	ADP
easat-5645	260	10	the	the	DET
easat-5645	260	11	intelligent	intelligent	ADJ
easat-5645	260	12	method	method	NOUN
easat-5645	260	13	is	be	AUX
easat-5645	260	14	optimized	optimize	VERB
easat-5645	260	15	by	by	ADP
easat-5645	260	16	the	the	DET
easat-5645	260	17	lionized	lionize	VERB
easat-5645	260	18	golden	golden	ADJ
easat-5645	260	19	eagle	eagle	NOUN
easat-5645	260	20	method	method	NOUN
easat-5645	260	21	.	.	PUNCT
easat-5645	261	1	4.4.1	4.4.1	X
easat-5645	261	2	.	.	PUNCT
easat-5645	261	3	finest	fine	ADJ
easat-5645	261	4	hge	hge	NOUN
easat-5645	261	5	optimization	optimization	NOUN
easat-5645	261	6	tuning	tune	VERB
easat-5645	261	7	the	the	DET
easat-5645	261	8	suggested	suggest	VERB
easat-5645	261	9	hge	hge	NOUN
easat-5645	261	10	method	method	NOUN
easat-5645	261	11	is	be	AUX
easat-5645	261	12	a	a	DET
easat-5645	261	13	hybrid	hybrid	NOUN
easat-5645	261	14	of	of	ADP
easat-5645	261	15	heap	heap	NOUN
easat-5645	261	16	and	and	CCONJ
easat-5645	261	17	golden	golden	ADJ
easat-5645	261	18	eagle	eagle	NOUN
easat-5645	261	19	optimization	optimization	NOUN
easat-5645	261	20	techniques	technique	NOUN
easat-5645	261	21	.	.	PUNCT
easat-5645	262	1	in	in	ADP
easat-5645	262	2	the	the	DET
easat-5645	262	3	suggested	suggest	VERB
easat-5645	262	4	hge	hge	PROPN
easat-5645	262	5	-	-	PUNCT
easat-5645	262	6	snf	snf	PROPN
easat-5645	262	7	technique	technique	NOUN
easat-5645	262	8	,	,	PUNCT
easat-5645	262	9	the	the	DET
easat-5645	262	10	fitness	fitness	NOUN
easat-5645	262	11	of	of	ADP
easat-5645	262	12	hunting	hunt	VERB
easat-5645	262	13	and	and	CCONJ
easat-5645	262	14	encircling	encircle	VERB
easat-5645	262	15	behaviors	behavior	NOUN
easat-5645	262	16	is	be	AUX
easat-5645	262	17	taken	take	VERB
easat-5645	262	18	into	into	ADP
easat-5645	262	19	account	account	NOUN
easat-5645	262	20	for	for	ADP
easat-5645	262	21	optimum	optimum	ADJ
easat-5645	262	22	tuning	tuning	NOUN
easat-5645	262	23	selection	selection	NOUN
easat-5645	262	24	.	.	PUNCT
easat-5645	263	1	initialization	initialization	NOUN
easat-5645	263	2	:	:	PUNCT
easat-5645	263	3	all	all	DET
easat-5645	263	4	iteration	iteration	NOUN
easat-5645	263	5	,	,	PUNCT
easat-5645	263	6	each	each	DET
easat-5645	263	7	parameter	parameter	NOUN
easat-5645	263	8	yka	yka	PROPN
easat-5645	263	9	,	,	PUNCT
easat-5645	263	10	kyc	kyc	PROPN
easat-5645	263	11	and	and	CCONJ
easat-5645	263	12	ky	ky	PROPN
easat-5645	263	13	picks	pick	VERB
easat-5645	263	14	k	k	NOUN
easat-5645	263	15	the	the	DET
easat-5645	263	16	activation	activation	NOUN
easat-5645	263	17	of	of	ADP
easat-5645	263	18	another	another	DET
easat-5645	263	19	parameter	parameter	NOUN
easat-5645	263	20	y	y	PROPN
easat-5645	263	21	at	at	ADP
easat-5645	263	22	random	random	ADJ
easat-5645	263	23	and	and	CCONJ
easat-5645	263	24	revolves	revolve	VERB
easat-5645	263	25	about	about	ADP
easat-5645	263	26	the	the	DET
easat-5645	263	27	best	good	ADJ
easat-5645	263	28	position	position	NOUN
easat-5645	263	29	that	that	PRON
easat-5645	263	30	parameter	parameter	PROPN
easat-5645	263	31	y	y	PROPN
easat-5645	263	32	has	have	AUX
easat-5645	263	33	visited	visit	VERB
easat-5645	263	34	thus	thus	ADV
easat-5645	263	35	far	far	ADV
easat-5645	263	36	.	.	PUNCT
easat-5645	264	1	here	here	ADV
easat-5645	264	2	,	,	PUNCT
easat-5645	264	3	have	have	VERB
easat-5645	264	4	y	y	PROPN
easat-5645	264	5	(	(	PUNCT
easat-5645	264	6	1,2,	1,2,	NUM
easat-5645	264	7	...	...	PUNCT
easat-5645	264	8	,popsize	,popsize	PUNCT
easat-5645	264	9	}	}	PUNCT
easat-5645	264	10	since	since	SCONJ
easat-5645	264	11	the	the	DET
easat-5645	264	12	parameter	parameter	NOUN
easat-5645	264	13	yka	yka	PROPN
easat-5645	264	14	,	,	PUNCT
easat-5645	264	15	kyc	kyc	PROPN
easat-5645	264	16	and	and	CCONJ
easat-5645	264	17	ky	ky	PROPN
easat-5645	264	18	might	might	AUX
easat-5645	264	19	select	select	VERB
easat-5645	264	20	to	to	ADP
easat-5645	264	21	cycle	cycle	NOUN
easat-5645	264	22	has	have	VERB
easat-5645	264	23	its	its	PRON
easat-5645	264	24	memory	memory	NOUN
easat-5645	264	25	.	.	PUNCT
easat-5645	265	1	tuning	tune	VERB
easat-5645	265	2	selection	selection	NOUN
easat-5645	265	3	:	:	PUNCT
easat-5645	265	4	each	each	DET
easat-5645	265	5	parameter	parameter	NOUN
easat-5645	265	6	should	should	AUX
easat-5645	265	7	select	select	VERB
easat-5645	265	8	a	a	DET
easat-5645	265	9	tuning	tuning	NOUN
easat-5645	265	10	to	to	PART
easat-5645	265	11	execute	execute	VERB
easat-5645	265	12	the	the	DET
easat-5645	265	13	cruise	cruise	NOUN
easat-5645	265	14	and	and	CCONJ
easat-5645	265	15	assault	assault	NOUN
easat-5645	265	16	actions	action	NOUN
easat-5645	265	17	in	in	ADP
easat-5645	265	18	each	each	DET
easat-5645	265	19	cycle	cycle	NOUN
easat-5645	265	20	.	.	PUNCT
easat-5645	266	1	tuning	tuning	NOUN
easat-5645	266	2	is	be	AUX
easat-5645	266	3	modeled	model	VERB
easat-5645	266	4	in	in	ADP
easat-5645	266	5	hge	hge	NOUN
easat-5645	266	6	as	as	ADP
easat-5645	266	7	the	the	DET
easat-5645	266	8	best	good	ADJ
easat-5645	266	9	solution	solution	NOUN
easat-5645	266	10	found	find	VERB
easat-5645	266	11	by	by	ADP
easat-5645	266	12	the	the	DET
easat-5645	266	13	swarm	swarm	NOUN
easat-5645	266	14	of	of	ADP
easat-5645	266	15	parameters	parameter	NOUN
easat-5645	266	16	thus	thus	ADV
easat-5645	266	17	far	far	ADV
easat-5645	266	18	.	.	PUNCT
easat-5645	267	1	every	every	DET
easat-5645	267	2	parameter	parameter	NOUN
easat-5645	267	3	has	have	VERB
easat-5645	267	4	the	the	DET
easat-5645	267	5	ability	ability	NOUN
easat-5645	267	6	to	to	PART
easat-5645	267	7	remember	remember	VERB
easat-5645	267	8	the	the	DET
easat-5645	267	9	best	good	ADJ
easat-5645	267	10	answer	answer	NOUN
easat-5645	267	11	it	it	PRON
easat-5645	267	12	has	have	AUX
easat-5645	267	13	discovered	discover	VERB
easat-5645	267	14	up	up	ADP
easat-5645	267	15	to	to	ADP
easat-5645	267	16	this	this	DET
easat-5645	267	17	point	point	NOUN
easat-5645	267	18	.	.	PUNCT
easat-5645	268	1	each	each	DET
easat-5645	268	2	1603	1603	NUM
easat-5645	268	3	edelweiss	edelweiss	PROPN
easat-5645	268	4	applied	apply	VERB
easat-5645	268	5	science	science	NOUN
easat-5645	268	6	and	and	CCONJ
easat-5645	268	7	technology	technology	NOUN
easat-5645	268	8	issn	issn	PROPN
easat-5645	268	9	:	:	PUNCT
easat-5645	268	10	2576	2576	NUM
easat-5645	268	11	-	-	SYM
easat-5645	268	12	8484	8484	NUM
easat-5645	268	13	vol	vol	NOUN
easat-5645	268	14	.	.	PROPN
easat-5645	269	1	9	9	NUM
easat-5645	269	2	,	,	PUNCT
easat-5645	269	3	no	no	INTJ
easat-5645	269	4	.	.	NOUN
easat-5645	270	1	3	3	NUM
easat-5645	270	2	:	:	SYM
easat-5645	270	3	1593	1593	NUM
easat-5645	270	4	-	-	SYM
easat-5645	270	5	1620	1620	NUM
easat-5645	270	6	,	,	PUNCT
easat-5645	270	7	2025	2025	NUM
easat-5645	270	8	doi	doi	NOUN
easat-5645	270	9	:	:	PUNCT
easat-5645	270	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	270	11	©	©	NOUN
easat-5645	270	12	2025	2025	NUM
easat-5645	270	13	by	by	ADP
easat-5645	270	14	the	the	DET
easat-5645	270	15	author	author	NOUN
easat-5645	270	16	;	;	PUNCT
easat-5645	270	17	licensee	licensee	PROPN
easat-5645	270	18	learning	learning	PROPN
easat-5645	270	19	gate	gate	NOUN
easat-5645	270	20	cycle	cycle	NOUN
easat-5645	270	21	,	,	PUNCT
easat-5645	270	22	every	every	DET
easat-5645	270	23	search	search	NOUN
easat-5645	270	24	agent	agent	NOUN
easat-5645	270	25	chooses	choose	VERB
easat-5645	270	26	a	a	DET
easat-5645	270	27	specific	specific	ADJ
easat-5645	270	28	tuning	tuning	NOUN
easat-5645	270	29	from	from	ADP
easat-5645	270	30	the	the	DET
easat-5645	270	31	flock	flock	NOUN
easat-5645	270	32	's	's	PART
easat-5645	270	33	database	database	NOUN
easat-5645	270	34	.	.	PUNCT
easat-5645	271	1	the	the	DET
easat-5645	271	2	strike	strike	NOUN
easat-5645	271	3	and	and	CCONJ
easat-5645	271	4	cruise	cruise	NOUN
easat-5645	271	5	paths	path	NOUN
easat-5645	271	6	for	for	ADP
easat-5645	271	7	each	each	DET
easat-5645	271	8	variable	variable	NOUN
easat-5645	271	9	are	be	AUX
easat-5645	271	10	then	then	ADV
easat-5645	271	11	computed	compute	VERB
easat-5645	271	12	based	base	VERB
easat-5645	271	13	on	on	ADP
easat-5645	271	14	the	the	DET
easat-5645	271	15	tuning	tuning	NOUN
easat-5645	271	16	that	that	PRON
easat-5645	271	17	has	have	AUX
easat-5645	271	18	been	be	AUX
easat-5645	271	19	chosen	choose	VERB
easat-5645	271	20	.	.	PUNCT
easat-5645	272	1	the	the	DET
easat-5645	272	2	database	database	NOUN
easat-5645	272	3	is	be	AUX
easat-5645	272	4	updated	update	VERB
easat-5645	272	5	if	if	SCONJ
easat-5645	272	6	the	the	DET
easat-5645	272	7	new	new	ADJ
easat-5645	272	8	location	location	NOUN
easat-5645	272	9	determined	determine	VERB
easat-5645	272	10	using	use	VERB
easat-5645	272	11	attack	attack	NOUN
easat-5645	272	12	as	as	ADV
easat-5645	272	13	well	well	ADV
easat-5645	272	14	as	as	SCONJ
easat-5645	272	15	cruise	cruise	NOUN
easat-5645	272	16	directives	directive	NOUN
easat-5645	272	17	is	be	AUX
easat-5645	272	18	superior	superior	ADJ
easat-5645	272	19	to	to	ADP
easat-5645	272	20	the	the	DET
easat-5645	272	21	prior	prior	ADJ
easat-5645	272	22	position	position	NOUN
easat-5645	272	23	in	in	ADP
easat-5645	272	24	the	the	DET
easat-5645	272	25	memory	memory	NOUN
easat-5645	272	26	.	.	PUNCT
easat-5645	273	1	in	in	ADP
easat-5645	273	2	hge	hge	PROPN
easat-5645	273	3	,	,	PUNCT
easat-5645	273	4	the	the	DET
easat-5645	273	5	tuning	tuning	NOUN
easat-5645	273	6	search	search	NOUN
easat-5645	273	7	algorithm	algorithm	NOUN
easat-5645	273	8	is	be	AUX
easat-5645	273	9	quite	quite	ADV
easat-5645	273	10	significant	significant	ADJ
easat-5645	273	11	.	.	PUNCT
easat-5645	274	1	a	a	DET
easat-5645	274	2	simple	simple	ADJ
easat-5645	274	3	method	method	NOUN
easat-5645	274	4	of	of	ADP
easat-5645	274	5	selection	selection	NOUN
easat-5645	274	6	is	be	AUX
easat-5645	274	7	for	for	SCONJ
easat-5645	274	8	each	each	DET
easat-5645	274	9	parameter	parameter	NOUN
easat-5645	274	10	to	to	PART
easat-5645	274	11	pick	pick	VERB
easat-5645	274	12	the	the	DET
easat-5645	274	13	tune	tune	NOUN
easat-5645	274	14	in	in	ADP
easat-5645	274	15	the	the	DET
easat-5645	274	16	own	own	ADJ
easat-5645	274	17	database	database	NOUN
easat-5645	274	18	.	.	PUNCT
easat-5645	275	1	in	in	ADP
easat-5645	275	2	the	the	DET
easat-5645	275	3	current	current	ADJ
easat-5645	275	4	iteration	iteration	NOUN
easat-5645	275	5	,	,	PUNCT
easat-5645	275	6	each	each	DET
easat-5645	275	7	parameter	parameter	NOUN
easat-5645	275	8	chooses	choose	VERB
easat-5645	275	9	its	its	PRON
easat-5645	275	10	tuning	tuning	NOUN
easat-5645	275	11	at	at	ADP
easat-5645	275	12	random	random	ADJ
easat-5645	275	13	from	from	ADP
easat-5645	275	14	the	the	DET
easat-5645	275	15	database	database	NOUN
easat-5645	275	16	of	of	ADP
easat-5645	275	17	any	any	DET
easat-5645	275	18	other	other	ADJ
easat-5645	275	19	swarm	swarm	NOUN
easat-5645	275	20	component	component	NOUN
easat-5645	275	21	.	.	PUNCT
easat-5645	276	1	it	it	PRON
easat-5645	276	2	’s	’	VERB
easat-5645	276	3	important	important	ADJ
easat-5645	276	4	to	to	PART
easat-5645	276	5	remember	remember	VERB
easat-5645	276	6	that	that	SCONJ
easat-5645	276	7	the	the	DET
easat-5645	276	8	chosen	choose	VERB
easat-5645	276	9	tune	tune	NOUN
easat-5645	276	10	is	be	AUX
easat-5645	276	11	n't	not	PART
easat-5645	276	12	always	always	ADV
easat-5645	276	13	the	the	DET
easat-5645	276	14	closest	close	ADJ
easat-5645	276	15	or	or	CCONJ
easat-5645	276	16	farthest	farth	ADJ
easat-5645	276	17	tuning	tuning	NOUN
easat-5645	276	18	.	.	PUNCT
easat-5645	277	1	the	the	DET
easat-5645	277	2	assault	assault	NOUN
easat-5645	277	3	and	and	CCONJ
easat-5645	277	4	cruise	cruise	NOUN
easat-5645	277	5	procedures	procedure	NOUN
easat-5645	277	6	are	be	AUX
easat-5645	277	7	then	then	ADV
easat-5645	277	8	performed	perform	VERB
easat-5645	277	9	on	on	ADP
easat-5645	277	10	the	the	DET
easat-5645	277	11	specified	specified	ADJ
easat-5645	277	12	tuning	tuning	NOUN
easat-5645	277	13	by	by	ADP
easat-5645	277	14	each	each	DET
easat-5645	277	15	parameter	parameter	NOUN
easat-5645	277	16	.	.	PUNCT
easat-5645	278	1	parameter	parameter	PROPN
easat-5645	278	2	exploitation	exploitation	NOUN
easat-5645	278	3	:	:	PUNCT
easat-5645	278	4	the	the	DET
easat-5645	278	5	approach	approach	NOUN
easat-5645	278	6	can	can	AUX
easat-5645	278	7	be	be	AUX
easat-5645	278	8	represented	represent	VERB
easat-5645	278	9	by	by	ADP
easat-5645	278	10	a	a	DET
easat-5645	278	11	vector	vector	NOUN
easat-5645	278	12	that	that	PRON
easat-5645	278	13	starts	start	VERB
easat-5645	278	14	at	at	ADP
easat-5645	278	15	the	the	DET
easat-5645	278	16	present	present	ADJ
easat-5645	278	17	state	state	NOUN
easat-5645	278	18	of	of	ADP
easat-5645	278	19	the	the	DET
easat-5645	278	20	parameter	parameter	NOUN
easat-5645	278	21	and	and	CCONJ
easat-5645	278	22	ends	end	VERB
easat-5645	278	23	at	at	ADP
easat-5645	278	24	the	the	DET
easat-5645	278	25	parameter	parameter	NOUN
easat-5645	278	26	's	's	PART
easat-5645	278	27	location	location	NOUN
easat-5645	278	28	in	in	ADP
easat-5645	278	29	the	the	DET
easat-5645	278	30	classification	classification	NOUN
easat-5645	278	31	memory	memory	NOUN
easat-5645	278	32	.	.	PUNCT
easat-5645	279	1	furthermore	furthermore	ADV
easat-5645	279	2	,	,	PUNCT
easat-5645	279	3	eqn	eqn	PROPN
easat-5645	279	4	.	.	PUNCT
easat-5645	280	1	(	(	PUNCT
easat-5645	280	2	11	11	NUM
easat-5645	280	3	)	)	PUNCT
easat-5645	280	4	may	may	AUX
easat-5645	280	5	be	be	AUX
easat-5645	280	6	used	use	VERB
easat-5645	280	7	to	to	PART
easat-5645	280	8	compute	compute	VERB
easat-5645	280	9	the	the	DET
easat-5645	280	10	entry	entry	NOUN
easat-5645	280	11	point	point	NOUN
easat-5645	280	12	for	for	ADP
easat-5645	280	13	parameter	parameter	NOUN
easat-5645	280	14	k	k	PROPN
easat-5645	280	15	.	.	PUNCT
easat-5645	281	1	kyk	kyk	PROPN
easat-5645	281	2	yya	yya	PROPN
easat-5645	281	3			ADV
easat-5645	281	4	−=	−=	VERB
easat-5645	281	5	*	*	PUNCT
easat-5645	281	6	(	(	PUNCT
easat-5645	281	7	11	11	NUM
easat-5645	281	8	)	)	PUNCT
easat-5645	281	9	where	where	SCONJ
easat-5645	281	10	ka	ka	PROPN
easat-5645	281	11			PROPN
easat-5645	281	12	is	be	AUX
easat-5645	281	13	parameter	parameter	PROPN
easat-5645	281	14	k	k	PROPN
easat-5645	281	15	’s	’s	PART
easat-5645	281	16	assault	assault	NOUN
easat-5645	281	17	vector	vector	NOUN
easat-5645	281	18	,	,	PUNCT
easat-5645	281	19	*	*	PUNCT
easat-5645	281	20	yy	yy	PROPN
easat-5645	281	21			NOUN
easat-5645	281	22	is	be	AUX
easat-5645	281	23	parameter	parameter	PROPN
easat-5645	281	24	k	k	PROPN
easat-5645	281	25	’s	’s	PART
easat-5645	281	26	best	good	ADJ
easat-5645	281	27	location	location	NOUN
easat-5645	281	28	of	of	ADP
easat-5645	281	29	tuning	tune	VERB
easat-5645	281	30	thus	thus	ADV
easat-5645	281	31	far	far	ADV
easat-5645	281	32	y	y	PROPN
easat-5645	281	33	,	,	PUNCT
easat-5645	281	34	and	and	CCONJ
easat-5645	281	35	ky	ky	PROPN
easat-5645	281	36			NOUN
easat-5645	281	37	is	be	AUX
easat-5645	281	38	parameter	parameter	PROPN
easat-5645	281	39	k	k	PROPN
easat-5645	281	40	’s	’s	PART
easat-5645	281	41	current	current	ADJ
easat-5645	281	42	position	position	NOUN
easat-5645	281	43	.	.	PUNCT
easat-5645	282	1	the	the	DET
easat-5645	282	2	exploitation	exploitation	NOUN
easat-5645	282	3	phase	phase	NOUN
easat-5645	282	4	in	in	ADP
easat-5645	282	5	hge	hge	NOUN
easat-5645	282	6	is	be	AUX
easat-5645	282	7	highlighted	highlight	VERB
easat-5645	282	8	by	by	ADP
easat-5645	282	9	the	the	DET
easat-5645	282	10	exploitation	exploitation	NOUN
easat-5645	282	11	,	,	PUNCT
easat-5645	282	12	which	which	PRON
easat-5645	282	13	directs	direct	VERB
easat-5645	282	14	the	the	DET
easat-5645	282	15	population	population	NOUN
easat-5645	282	16	of	of	ADP
easat-5645	282	17	parameters	parameter	NOUN
easat-5645	282	18	toward	toward	ADP
easat-5645	282	19	the	the	DET
easat-5645	282	20	most	most	ADV
easat-5645	282	21	frequented	frequented	ADJ
easat-5645	282	22	places	place	NOUN
easat-5645	282	23	.	.	PUNCT
easat-5645	283	1	parameter	parameter	PROPN
easat-5645	283	2	exploration	exploration	NOUN
easat-5645	283	3	:	:	PUNCT
easat-5645	283	4	the	the	DET
easat-5645	283	5	exploitation	exploitation	NOUN
easat-5645	283	6	is	be	AUX
easat-5645	283	7	used	use	VERB
easat-5645	283	8	to	to	PART
easat-5645	283	9	compute	compute	VERB
easat-5645	283	10	the	the	DET
easat-5645	283	11	exploration	exploration	NOUN
easat-5645	283	12	.	.	PUNCT
easat-5645	284	1	the	the	DET
easat-5645	284	2	exploration	exploration	NOUN
easat-5645	284	3	is	be	AUX
easat-5645	284	4	perpendicular	perpendicular	ADJ
easat-5645	284	5	to	to	ADP
easat-5645	284	6	the	the	DET
easat-5645	284	7	exploitation	exploitation	NOUN
easat-5645	284	8	and	and	CCONJ
easat-5645	284	9	tangential	tangential	ADJ
easat-5645	284	10	to	to	ADP
easat-5645	284	11	the	the	DET
easat-5645	284	12	circle	circle	NOUN
easat-5645	284	13	.	.	PUNCT
easat-5645	285	1	the	the	DET
easat-5645	285	2	parameter	parameter	NOUN
easat-5645	285	3	’s	’s	PART
easat-5645	285	4	constant	constant	ADJ
easat-5645	285	5	rate	rate	NOUN
easat-5645	285	6	relative	relative	ADJ
easat-5645	285	7	to	to	ADP
easat-5645	285	8	the	the	DET
easat-5645	285	9	snf	snf	PROPN
easat-5645	285	10	fuzzy	fuzzy	NOUN
easat-5645	285	11	can	can	AUX
easat-5645	285	12	alternatively	alternatively	ADV
easat-5645	285	13	be	be	AUX
easat-5645	285	14	viewed	view	VERB
easat-5645	285	15	of	of	ADP
easat-5645	285	16	as	as	ADP
easat-5645	285	17	the	the	DET
easat-5645	285	18	exploration	exploration	NOUN
easat-5645	285	19	.	.	PUNCT
easat-5645	286	1	the	the	DET
easat-5645	286	2	n	n	CCONJ
easat-5645	286	3	-	-	PUNCT
easat-5645	286	4	dimensional	dimensional	ADJ
easat-5645	286	5	exploration	exploration	NOUN
easat-5645	286	6	takes	take	VERB
easat-5645	286	7	place	place	NOUN
easat-5645	286	8	inside	inside	ADP
easat-5645	286	9	the	the	DET
easat-5645	286	10	circle	circle	NOUN
easat-5645	286	11	’s	’s	PART
easat-5645	286	12	perpendicular	perpendicular	ADJ
easat-5645	286	13	hyperplane	hyperplane	NOUN
easat-5645	286	14	.	.	PUNCT
easat-5645	287	1	to	to	PART
easat-5645	287	2	compute	compute	VERB
easat-5645	287	3	the	the	DET
easat-5645	287	4	exploration	exploration	NOUN
easat-5645	287	5	,	,	PUNCT
easat-5645	287	6	we	we	PRON
easat-5645	287	7	must	must	AUX
easat-5645	287	8	first	first	ADV
easat-5645	287	9	estimate	estimate	VERB
easat-5645	287	10	the	the	DET
easat-5645	287	11	perpendicular	perpendicular	ADJ
easat-5645	287	12	hyperplane	hyperplane	NOUN
easat-5645	287	13	’s	’s	PART
easat-5645	287	14	solution	solution	NOUN
easat-5645	287	15	.	.	PUNCT
easat-5645	288	1	a	a	DET
easat-5645	288	2	random	random	ADJ
easat-5645	288	3	point	point	NOUN
easat-5645	288	4	from	from	ADP
easat-5645	288	5	a	a	DET
easat-5645	288	6	hyperplane	hyperplane	NOUN
easat-5645	288	7	as	as	ADV
easat-5645	288	8	well	well	ADV
easat-5645	288	9	as	as	ADP
easat-5645	288	10	a	a	DET
easat-5645	288	11	perpendicular	perpendicular	ADJ
easat-5645	288	12	component	component	NOUN
easat-5645	288	13	to	to	ADP
easat-5645	288	14	that	that	DET
easat-5645	288	15	hyperplane	hyperplane	NOUN
easat-5645	288	16	,	,	PUNCT
easat-5645	288	17	termed	term	VERB
easat-5645	288	18	the	the	DET
easat-5645	288	19	coordinates	coordinate	NOUN
easat-5645	288	20	of	of	ADP
easat-5645	288	21	the	the	DET
easat-5645	288	22	hyperplane	hyperplane	NOUN
easat-5645	288	23	,	,	PUNCT
easat-5645	288	24	can	can	AUX
easat-5645	288	25	be	be	AUX
easat-5645	288	26	used	use	VERB
easat-5645	288	27	to	to	PART
easat-5645	288	28	compute	compute	VERB
easat-5645	288	29	the	the	DET
easat-5645	288	30	expression	expression	NOUN
easat-5645	288	31	of	of	ADP
easat-5645	288	32	a	a	DET
easat-5645	288	33	hyperplane	hyperplane	NOUN
easat-5645	288	34	in	in	ADP
easat-5645	288	35	n	n	DET
easat-5645	288	36	dimensions	dimension	NOUN
easat-5645	288	37	.	.	PUNCT
easat-5645	289	1	in	in	ADP
easat-5645	289	2	n	n	CCONJ
easat-5645	289	3	-	-	PUNCT
easat-5645	289	4	dimensional	dimensional	ADJ
easat-5645	289	5	space	space	NOUN
easat-5645	289	6	,	,	PUNCT
easat-5645	289	7	eqn	eqn	NOUN
easat-5645	289	8	.	.	PUNCT
easat-5645	290	1	(	(	PUNCT
easat-5645	290	2	12	12	NUM
easat-5645	290	3	)	)	PUNCT
easat-5645	290	4	shows	show	VERB
easat-5645	290	5	the	the	DET
easat-5645	290	6	scalar	scalar	ADJ
easat-5645	290	7	version	version	NOUN
easat-5645	290	8	of	of	ADP
easat-5645	290	9	the	the	DET
easat-5645	290	10	hyperplane	hyperplane	NOUN
easat-5645	290	11	solution	solution	NOUN
easat-5645	290	12	.	.	PUNCT
easat-5645	291	1	dysrysysys	dysrysysys	PROPN
easat-5645	291	2	m	m	VERB
easat-5645	292	1	i	i	PRON
easat-5645	292	2	iimm	iimm	VERB
easat-5645	293	1	=	=	SYM
easat-5645	293	2	=++	=++	X
easat-5645	293	3			X
easat-5645	294	1	=	=	NOUN
easat-5645	294	2	1	1	NUM
easat-5645	294	3	2211	2211	NUM
easat-5645	294	4	.............	.............	PUNCT
easat-5645	295	1	(	(	PUNCT
easat-5645	295	2	12	12	NUM
easat-5645	295	3	)	)	PUNCT
easat-5645	295	4	where	where	SCONJ
easat-5645	295	5	]	]	X
easat-5645	295	6	.....	.....	PUNCT
easat-5645	295	7	,	,	PUNCT
easat-5645	295	8	[	[	PUNCT
easat-5645	295	9	21	21	NUM
easat-5645	295	10	mssss	mssss	NOUN
easat-5645	295	11	=	=	PUNCT
easat-5645	295	12	are	be	AUX
easat-5645	295	13	the	the	DET
easat-5645	295	14	ordinary	ordinary	ADJ
easat-5645	295	15	vector	vector	NOUN
easat-5645	295	16	and	and	CCONJ
easat-5645	295	17	myyyy	myyyy	NOUN
easat-5645	295	18	,	,	PUNCT
easat-5645	295	19	.....	.....	PUNCT
easat-5645	295	20	,	,	PUNCT
easat-5645	295	21	[	[	PUNCT
easat-5645	295	22	21=	21=	NUM
easat-5645	295	23	are	be	AUX
easat-5645	295	24	the	the	DET
easat-5645	295	25	decision	decision	NOUN
easat-5645	295	26	key	key	ADJ
easat-5645	295	27	vector	vector	NOUN
easat-5645	295	28	of	of	ADP
easat-5645	295	29	thi	thi	PART
easat-5645	295	30	node	node	PROPN
easat-5645	295	31	.	.	PUNCT
easat-5645	296	1	the	the	DET
easat-5645	296	2	cruise	cruise	PROPN
easat-5645	296	3	hyperplane	hyperplane	PROPN
easat-5645	296	4	's	's	PART
easat-5645	296	5	arbitrary	arbitrary	ADJ
easat-5645	296	6	target	target	NOUN
easat-5645	296	7	point	point	NOUN
easat-5645	296	8	is	be	AUX
easat-5645	296	9	discovered	discover	VERB
easat-5645	296	10	.	.	PUNCT
easat-5645	297	1	the	the	DET
easat-5645	297	2	generic	generic	ADJ
easat-5645	297	3	form	form	NOUN
easat-5645	297	4	of	of	ADP
easat-5645	297	5	the	the	DET
easat-5645	297	6	exploration	exploration	NOUN
easat-5645	297	7	hyperplane	hyperplane	NOUN
easat-5645	297	8	's	's	PART
easat-5645	297	9	target	target	NOUN
easat-5645	297	10	destination	destination	NOUN
easat-5645	297	11	is	be	AUX
easat-5645	297	12	shown	show	VERB
easat-5645	297	13	in	in	ADP
easat-5645	297	14	eqn	eqn	NOUN
easat-5645	297	15	.	.	PUNCT
easat-5645	298	1	(	(	PUNCT
easat-5645	298	2	13	13	NUM
easat-5645	298	3	)	)	PUNCT
easat-5645	298	4	,	,	PUNCT
easat-5645	298	5	r	r	NOUN
easat-5645	298	6	a	a	DET
easat-5645	298	7	ad	ad	NOUN
easat-5645	298	8	c	c	PROPN
easat-5645	298	9	k	k	PROPN
easat-5645	298	10	ykk	ykk	PROPN
easat-5645	298	11	y	y	PROPN
easat-5645	298	12	ky	ky	PROPN
easat-5645	298	13	=	=	PUNCT
easat-5645	299	1	−	−	PROPN
easat-5645	299	2	=	=	SYM
easat-5645	299	3			X
easat-5645	299	4			NOUN
easat-5645	299	5	;	;	PUNCT
easat-5645	299	6	(	(	PUNCT
easat-5645	299	7	13	13	X
easat-5645	299	8	)	)	PUNCT
easat-5645	299	9	new	new	ADJ
easat-5645	299	10	parameter	parameter	NOUN
easat-5645	299	11	tuning	tuning	NOUN
easat-5645	299	12	:	:	PUNCT
easat-5645	299	13	the	the	DET
easat-5645	299	14	movement	movement	NOUN
easat-5645	299	15	of	of	ADP
easat-5645	299	16	the	the	DET
easat-5645	299	17	parameters	parameter	NOUN
easat-5645	299	18	comprises	comprise	NOUN
easat-5645	299	19	of	of	ADP
easat-5645	299	20	exploitation	exploitation	NOUN
easat-5645	299	21	and	and	CCONJ
easat-5645	299	22	exploration	exploration	NOUN
easat-5645	299	23	.	.	PUNCT
easat-5645	300	1	the	the	DET
easat-5645	300	2	step	step	NOUN
easat-5645	300	3	vector	vector	NOUN
easat-5645	300	4	for	for	ADP
easat-5645	300	5	the	the	DET
easat-5645	300	6	parameters	parameter	NOUN
easat-5645	300	7	k	k	PROPN
easat-5645	300	8	in	in	ADP
easat-5645	300	9	t	t	PROPN
easat-5645	300	10	iteration	iteration	NOUN
easat-5645	300	11	using	use	VERB
easat-5645	300	12	eqn	eqn	NOUN
easat-5645	300	13	.	.	PUNCT
easat-5645	301	1	(	(	PUNCT
easat-5645	301	2	14	14	NUM
easat-5645	301	3	)	)	PUNCT
easat-5645	301	4	ky	ky	PROPN
easat-5645	302	1	ky	ky	PROPN
easat-5645	302	2	c	c	PROPN
easat-5645	302	3	t	t	PROPN
easat-5645	302	4	cc	cc	PROPN
easat-5645	302	5	ky	ky	PROPN
easat-5645	302	6	ky	ky	PROPN
easat-5645	302	7	a	a	PROPN
easat-5645	302	8	t	t	X
easat-5645	302	9	aam	aam	PROPN
easat-5645	303	1	c	c	PROPN
easat-5645	303	2	c	c	NOUN
easat-5645	303	3	qq	qq	PROPN
easat-5645	303	4	t	t	PROPN
easat-5645	303	5	t	t	PROPN
easat-5645	303	6	qr	qr	PROPN
easat-5645	303	7	a	a	PRON
easat-5645	303	8	a	a	DET
easat-5645	303	9	qq	qq	PROPN
easat-5645	303	10	t	t	PROPN
easat-5645	303	11	t	t	PROPN
easat-5645	303	12	qry	qry	PROPN
easat-5645	303	13			PROPN
easat-5645	303	14			PROPN
easat-5645	303	15			PRON
easat-5645	303	16			PROPN
easat-5645	303	17			PROPN
easat-5645	303	18			NOUN
easat-5645	303	19	−++	−++	NOUN
easat-5645	303	20			VERB
easat-5645	304	1			PRON
easat-5645	304	2			PROPN
easat-5645	304	3			PROPN
easat-5645	304	4			NOUN
easat-5645	304	5	−+=	−+=	NOUN
easat-5645	304	6	00	00	NUM
easat-5645	304	7	2	2	NUM
easat-5645	304	8	00	00	NUM
easat-5645	304	9	1	1	NUM
easat-5645	304	10			NOUN
easat-5645	304	11	(	(	PUNCT
easat-5645	304	12	14	14	NUM
easat-5645	304	13	)	)	PUNCT
easat-5645	304	14	where	where	SCONJ
easat-5645	304	15	t	t	PROPN
easat-5645	304	16	aq	aq	VERB
easat-5645	304	17	represents	represent	VERB
easat-5645	304	18	the	the	DET
easat-5645	304	19	exploration	exploration	NOUN
easat-5645	304	20	coefficient	coefficient	NOUN
easat-5645	304	21	in	in	ADP
easat-5645	304	22	t	t	PROPN
easat-5645	304	23	iteration	iteration	NOUN
easat-5645	304	24	and	and	CCONJ
easat-5645	304	25	t	t	PROPN
easat-5645	304	26	cq	cq	PROPN
easat-5645	304	27	represents	represent	VERB
easat-5645	304	28	the	the	DET
easat-5645	304	29	cruise	cruise	NOUN
easat-5645	304	30	coefficient	coefficient	NOUN
easat-5645	304	31	in	in	ADP
easat-5645	304	32	t	t	PROPN
easat-5645	304	33	iteration	iteration	NOUN
easat-5645	304	34	,	,	PUNCT
easat-5645	304	35	and	and	CCONJ
easat-5645	304	36	control	control	VERB
easat-5645	304	37	how	how	SCONJ
easat-5645	304	38	exploitation	exploitation	NOUN
easat-5645	304	39	and	and	CCONJ
easat-5645	304	40	exploration	exploration	NOUN
easat-5645	304	41	impact	impact	NOUN
easat-5645	304	42	.	.	PUNCT
easat-5645	305	1	1r	1r	NUM
easat-5645	305	2			NOUN
easat-5645	305	3	and	and	CCONJ
easat-5645	305	4	2r	2r	NUM
easat-5645	305	5			NOUN
easat-5645	305	6	are	be	AUX
easat-5645	305	7	random	random	ADJ
easat-5645	305	8	1604	1604	NUM
easat-5645	305	9	edelweiss	edelweiss	PROPN
easat-5645	305	10	applied	apply	VERB
easat-5645	305	11	science	science	NOUN
easat-5645	305	12	and	and	CCONJ
easat-5645	305	13	technology	technology	NOUN
easat-5645	305	14	issn	issn	PROPN
easat-5645	305	15	:	:	PUNCT
easat-5645	305	16	2576	2576	NUM
easat-5645	305	17	-	-	SYM
easat-5645	305	18	8484	8484	NUM
easat-5645	305	19	vol	vol	NOUN
easat-5645	305	20	.	.	PROPN
easat-5645	306	1	9	9	NUM
easat-5645	306	2	,	,	PUNCT
easat-5645	306	3	no	no	INTJ
easat-5645	306	4	.	.	NOUN
easat-5645	307	1	3	3	NUM
easat-5645	307	2	:	:	SYM
easat-5645	307	3	1593	1593	NUM
easat-5645	307	4	-	-	SYM
easat-5645	307	5	1620	1620	NUM
easat-5645	307	6	,	,	PUNCT
easat-5645	307	7	2025	2025	NUM
easat-5645	307	8	doi	doi	NOUN
easat-5645	307	9	:	:	PUNCT
easat-5645	307	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	307	11	©	©	NOUN
easat-5645	307	12	2025	2025	NUM
easat-5645	307	13	by	by	ADP
easat-5645	307	14	the	the	DET
easat-5645	307	15	author	author	NOUN
easat-5645	307	16	;	;	PUNCT
easat-5645	307	17	licensee	licensee	PROPN
easat-5645	307	18	learning	learn	VERB
easat-5645	307	19	gate	gate	NOUN
easat-5645	307	20	vectors	vector	NOUN
easat-5645	307	21	with	with	ADP
easat-5645	307	22	entries	entry	NOUN
easat-5645	307	23	in	in	ADP
easat-5645	307	24	the	the	DET
easat-5645	307	25	dash	dash	NOUN
easat-5645	307	26	,	,	PUNCT
easat-5645	307	27	et	et	PROPN
easat-5645	307	28	al	al	PROPN
easat-5645	307	29	.	.	PUNCT
easat-5645	308	1	[	[	X
easat-5645	308	2	1	1	NUM
easat-5645	308	3	]	]	PUNCT
easat-5645	308	4	range	range	NOUN
easat-5645	308	5	.	.	PUNCT
easat-5645	309	1	this	this	DET
easat-5645	309	2	behavior	behavior	NOUN
easat-5645	309	3	may	may	AUX
easat-5645	309	4	be	be	AUX
easat-5645	309	5	represented	represent	VERB
easat-5645	309	6	by	by	ADP
easat-5645	309	7	changing	change	VERB
easat-5645	309	8	the	the	DET
easat-5645	309	9	position	position	NOUN
easat-5645	309	10	of	of	ADP
easat-5645	309	11	each	each	DET
easat-5645	309	12	search	search	NOUN
easat-5645	309	13	agent	agent	NOUN
easat-5645	309	14	my	my	PRON
easat-5645	309	15	with	with	ADP
easat-5645	309	16	reference	reference	NOUN
easat-5645	309	17	to	to	ADP
easat-5645	309	18	its	its	PRON
easat-5645	309	19	starting	starting	NOUN
easat-5645	309	20	parameter	parameter	NOUN
easat-5645	309	21	b	b	PROPN
easat-5645	309	22	using	use	VERB
easat-5645	309	23	eqn	eqn	NOUN
easat-5645	309	24	.	.	PUNCT
easat-5645	310	1	(	(	PUNCT
easat-5645	310	2	15	15	NUM
easat-5645	310	3	)	)	PUNCT
easat-5645	310	4	)	)	PUNCT
easat-5645	310	5	(	(	PUNCT
easat-5645	310	6	)	)	PUNCT
easat-5645	310	7	1	1	NUM
easat-5645	310	8	(	(	PUNCT
easat-5645	310	9	tyccty	tyccty	PROPN
easat-5645	310	10	m	m	PROPN
easat-5645	310	11	kkk	kkk	NOUN
easat-5645	310	12	m	m	VERB
easat-5645	310	13	−+=+	−+=+	NOUN
easat-5645	310	14			ADV
easat-5645	310	15	(	(	PUNCT
easat-5645	310	16	15	15	NUM
easat-5645	310	17	)	)	PUNCT
easat-5645	310	18	where	where	SCONJ
easat-5645	310	19	my	my	PRON
easat-5645	310	20	represented	represent	VERB
easat-5645	310	21	as	as	ADP
easat-5645	310	22	thm	thm	PROPN
easat-5645	310	23	feature	feature	NOUN
easat-5645	310	24	of	of	ADP
easat-5645	310	25	the	the	DET
easat-5645	310	26	dataset	dataset	NOUN
easat-5645	310	27	,	,	PUNCT
easat-5645	310	28	t	t	PROPN
easat-5645	310	29	is	be	AUX
easat-5645	310	30	the	the	DET
easat-5645	310	31	present	present	ADJ
easat-5645	310	32	iteration	iteration	NOUN
easat-5645	310	33	,	,	PUNCT
easat-5645	310	34			X
easat-5645	310	35	and	and	CCONJ
easat-5645	310	36			PROPN
easat-5645	310	37	are	be	AUX
easat-5645	310	38	the	the	DET
easat-5645	310	39	significant	significant	ADJ
easat-5645	310	40	parameters	parameter	NOUN
easat-5645	310	41	.	.	PUNCT
easat-5645	311	1	termination	termination	NOUN
easat-5645	311	2	:	:	PUNCT
easat-5645	311	3	the	the	DET
easat-5645	311	4	parameter	parameter	NOUN
easat-5645	311	5	location	location	NOUN
easat-5645	311	6	in	in	ADP
easat-5645	311	7	iteration	iteration	NOUN
easat-5645	311	8	1+t	1+t	NUM
easat-5645	311	9	is	be	AUX
easat-5645	311	10	obtained	obtain	VERB
easat-5645	311	11	by	by	ADP
easat-5645	311	12	adding	add	VERB
easat-5645	311	13	the	the	DET
easat-5645	311	14	step	step	NOUN
easat-5645	311	15	vector	vector	NOUN
easat-5645	311	16	from	from	ADP
easat-5645	311	17	iteration	iteration	NOUN
easat-5645	311	18	t	t	PROPN
easat-5645	311	19	to	to	ADP
easat-5645	311	20	the	the	DET
easat-5645	311	21	positions	position	NOUN
easat-5645	311	22	from	from	ADP
easat-5645	311	23	iteration	iteration	NOUN
easat-5645	311	24	t	t	PROPN
easat-5645	311	25	.	.	PUNCT
easat-5645	312	1	t	t	PROPN
easat-5645	312	2	k	k	PROPN
easat-5645	312	3	tt	tt	PROPN
easat-5645	312	4	yyy	yyy	PROPN
easat-5645	312	5	+=+1	+=+1	VERB
easat-5645	312	6	(	(	PUNCT
easat-5645	312	7	16	16	NUM
easat-5645	312	8	)	)	PUNCT
easat-5645	312	9	if	if	SCONJ
easat-5645	312	10	the	the	DET
easat-5645	312	11	starting	starting	NOUN
easat-5645	312	12	position	position	NOUN
easat-5645	312	13	of	of	ADP
easat-5645	312	14	the	the	DET
easat-5645	312	15	parameter	parameter	NOUN
easat-5645	312	16	i	i	PRON
easat-5645	312	17	is	be	AUX
easat-5645	312	18	more	more	ADV
easat-5645	312	19	appropriate	appropriate	ADJ
easat-5645	312	20	than	than	ADP
easat-5645	312	21	the	the	DET
easat-5645	312	22	previous	previous	ADJ
easat-5645	312	23	position	position	NOUN
easat-5645	312	24	,	,	PUNCT
easat-5645	312	25	the	the	DET
easat-5645	312	26	database	database	NOUN
easat-5645	312	27	of	of	ADP
easat-5645	312	28	this	this	DET
easat-5645	312	29	parameter	parameter	NOUN
easat-5645	312	30	is	be	AUX
easat-5645	312	31	changed	change	VERB
easat-5645	312	32	to	to	PART
easat-5645	312	33	reflect	reflect	VERB
easat-5645	312	34	the	the	DET
easat-5645	312	35	new	new	ADJ
easat-5645	312	36	position	position	NOUN
easat-5645	312	37	.	.	PUNCT
easat-5645	313	1	however	however	ADV
easat-5645	313	2	,	,	PUNCT
easat-5645	313	3	the	the	DET
easat-5645	313	4	memory	memory	NOUN
easat-5645	313	5	is	be	AUX
easat-5645	313	6	preserved	preserve	VERB
easat-5645	313	7	,	,	PUNCT
easat-5645	313	8	but	but	CCONJ
easat-5645	313	9	the	the	DET
easat-5645	313	10	parameter	parameter	NOUN
easat-5645	313	11	is	be	AUX
easat-5645	313	12	relocated	relocate	VERB
easat-5645	313	13	.	.	PUNCT
easat-5645	314	1	in	in	ADP
easat-5645	314	2	the	the	DET
easat-5645	314	3	next	next	ADJ
easat-5645	314	4	iteration	iteration	NOUN
easat-5645	314	5	,	,	PUNCT
easat-5645	314	6	each	each	DET
easat-5645	314	7	parameter	parameter	NOUN
easat-5645	314	8	picks	pick	VERB
easat-5645	314	9	a	a	DET
easat-5645	314	10	variable	variable	NOUN
easat-5645	314	11	from	from	ADP
easat-5645	314	12	the	the	DET
easat-5645	314	13	population	population	NOUN
easat-5645	314	14	at	at	ADP
easat-5645	314	15	arbitrary	arbitrary	ADJ
easat-5645	314	16	to	to	PART
easat-5645	314	17	cycle	cycle	VERB
easat-5645	314	18	it	it	PRON
easat-5645	314	19	around	around	ADP
easat-5645	314	20	most	most	ADV
easat-5645	314	21	-	-	PUNCT
easat-5645	314	22	visited	visit	VERB
easat-5645	314	23	location	location	NOUN
easat-5645	314	24	,	,	PUNCT
easat-5645	314	25	determines	determine	VERB
easat-5645	314	26	exploitation	exploitation	NOUN
easat-5645	314	27	,	,	PUNCT
easat-5645	314	28	exploration	exploration	NOUN
easat-5645	314	29	,	,	PUNCT
easat-5645	314	30	and	and	CCONJ
easat-5645	314	31	ultimately	ultimately	ADV
easat-5645	314	32	the	the	DET
easat-5645	314	33	step	step	NOUN
easat-5645	314	34	vector	vector	NOUN
easat-5645	314	35	and	and	CCONJ
easat-5645	314	36	new	new	ADJ
easat-5645	314	37	role	role	NOUN
easat-5645	314	38	for	for	ADP
easat-5645	314	39	the	the	DET
easat-5645	314	40	next	next	ADJ
easat-5645	314	41	iterative	iterative	NOUN
easat-5645	314	42	process	process	NOUN
easat-5645	314	43	.	.	PUNCT
easat-5645	315	1	this	this	DET
easat-5645	315	2	loop	loop	NOUN
easat-5645	315	3	continues	continue	VERB
easat-5645	315	4	until	until	SCONJ
easat-5645	315	5	one	one	NUM
easat-5645	315	6	or	or	CCONJ
easat-5645	315	7	more	more	ADJ
easat-5645	315	8	of	of	ADP
easat-5645	315	9	the	the	DET
easat-5645	315	10	termination	termination	NOUN
easat-5645	315	11	conditions	condition	NOUN
easat-5645	315	12	is	be	AUX
easat-5645	315	13	met	meet	VERB
easat-5645	315	14	.	.	PUNCT
easat-5645	316	1	4.4.2	4.4.2	NUM
easat-5645	316	2	improved	improve	VERB
easat-5645	316	3	classification	classification	NOUN
easat-5645	316	4	the	the	DET
easat-5645	316	5	proposed	propose	VERB
easat-5645	316	6	model	model	NOUN
easat-5645	316	7	of	of	ADP
easat-5645	316	8	classifier	classifier	NOUN
easat-5645	316	9	is	be	AUX
easat-5645	316	10	illustrated	illustrate	VERB
easat-5645	316	11	in	in	ADP
easat-5645	316	12	figure	figure	NOUN
easat-5645	316	13	3.the	3.the	DET
easat-5645	316	14	crisp	crisp	ADJ
easat-5645	316	15	input	input	NOUN
easat-5645	316	16	from	from	ADP
easat-5645	316	17	the	the	DET
easat-5645	316	18	feature	feature	NOUN
easat-5645	316	19	selection	selection	NOUN
easat-5645	316	20	is	be	AUX
easat-5645	316	21	turned	turn	VERB
easat-5645	316	22	into	into	ADP
easat-5645	316	23	a	a	DET
easat-5645	316	24	fuzzy	fuzzy	ADJ
easat-5645	316	25	set	set	NOUN
easat-5645	316	26	of	of	ADP
easat-5645	316	27	values	value	NOUN
easat-5645	316	28	in	in	ADP
easat-5645	316	29	the	the	DET
easat-5645	316	30	fuzzification	fuzzification	NOUN
easat-5645	316	31	layer	layer	NOUN
easat-5645	316	32	.	.	PUNCT
easat-5645	317	1	in	in	ADP
easat-5645	317	2	eqns	eqns	PROPN
easat-5645	317	3	.	.	PUNCT
easat-5645	318	1	(	(	PUNCT
easat-5645	318	2	17	17	NUM
easat-5645	318	3	)	)	PUNCT
easat-5645	318	4	and	and	CCONJ
easat-5645	318	5	(	(	PUNCT
easat-5645	318	6	18	18	NUM
easat-5645	318	7	)	)	PUNCT
easat-5645	318	8	,	,	PUNCT
easat-5645	318	9	the	the	DET
easat-5645	318	10	input	input	NOUN
easat-5645	318	11	activation	activation	NOUN
easat-5645	318	12	function	function	NOUN
easat-5645	318	13	and	and	CCONJ
easat-5645	318	14	output	output	NOUN
easat-5645	318	15	of	of	ADP
easat-5645	318	16	layer	layer	NOUN
easat-5645	318	17	were	be	AUX
easat-5645	318	18	each	each	PRON
easat-5645	318	19	stated	state	VERB
easat-5645	318	20	,	,	PUNCT
easat-5645	318	21	respectively	respectively	ADV
easat-5645	318	22	.	.	PUNCT
easat-5645	319	1			ADJ
easat-5645	319	2			NOUN
easat-5645	319	3	)	)	PUNCT
easat-5645	319	4	(	(	PUNCT
easat-5645	319	5	)	)	PUNCT
easat-5645	319	6	(	(	PUNCT
easat-5645	319	7	2	2	X
easat-5645	319	8	)	)	PUNCT
easat-5645	320	1	(	(	PUNCT
easat-5645	320	2	1	1	NUM
easat-5645	320	3	)	)	PUNCT
easat-5645	320	4	(	(	PUNCT
easat-5645	320	5	)	)	PUNCT
easat-5645	320	6	(	(	PUNCT
easat-5645	320	7	2	2	X
easat-5645	320	8	)	)	PUNCT
easat-5645	320	9	(	(	PUNCT
easat-5645	320	10	1	1	NUM
easat-5645	320	11	,	,	PUNCT
easat-5645	320	12	,	,	PUNCT
easat-5645	320	13	;	;	PUNCT
easat-5645	320	14	,	,	PUNCT
easat-5645	320	15	,	,	PUNCT
easat-5645	320	16	s	s	NOUN
easat-5645	320	17	n	n	NOUN
easat-5645	320	18	sss	sss	VERB
easat-5645	320	19	n	n	ADP
easat-5645	320	20	ss	ss	NOUN
easat-5645	320	21	qqqaaafinput	qqqaaafinput	NOUN
easat-5645	320	22	=	=	NOUN
easat-5645	320	23	(	(	PUNCT
easat-5645	320	24	17	17	NUM
easat-5645	320	25	)	)	PUNCT
easat-5645	320	26	where	where	SCONJ
easat-5645	320	27	the	the	DET
easat-5645	320	28	inputs	input	NOUN
easat-5645	320	29	to	to	ADP
easat-5645	320	30	this	this	DET
easat-5645	320	31	unit	unit	NOUN
easat-5645	320	32	are	be	AUX
easat-5645	320	33	)	)	PUNCT
easat-5645	320	34	(	(	PUNCT
easat-5645	320	35	)	)	PUNCT
easat-5645	320	36	(	(	PUNCT
easat-5645	320	37	2	2	X
easat-5645	320	38	)	)	PUNCT
easat-5645	320	39	(	(	PUNCT
easat-5645	320	40	1	1	NUM
easat-5645	320	41	,	,	PUNCT
easat-5645	320	42	,	,	PUNCT
easat-5645	320	43	s	s	VERB
easat-5645	320	44	n	n	NOUN
easat-5645	320	45	ss	ss	NOUN
easat-5645	320	46	aaa	aaa	NOUN
easat-5645	320	47			NOUN
easat-5645	320	48	and	and	CCONJ
easat-5645	320	49	the	the	DET
easat-5645	320	50	link	link	NOUN
easat-5645	320	51	weights	weight	NOUN
easat-5645	320	52	are	be	AUX
easat-5645	320	53	)	)	PUNCT
easat-5645	320	54	(	(	PUNCT
easat-5645	320	55	)	)	PUNCT
easat-5645	320	56	(	(	PUNCT
easat-5645	320	57	2	2	X
easat-5645	320	58	)	)	PUNCT
easat-5645	320	59	(	(	PUNCT
easat-5645	320	60	1	1	NUM
easat-5645	320	61	,	,	PUNCT
easat-5645	320	62	,	,	PUNCT
easat-5645	320	63	s	s	VERB
easat-5645	320	64	n	n	PROPN
easat-5645	320	65	ss	ss	PROPN
easat-5645	320	66	qqq	qqq	NOUN
easat-5645	320	67			NOUN
easat-5645	320	68	.	.	PUNCT
easat-5645	321	1	the	the	DET
easat-5645	321	2	layer	layer	NOUN
easat-5645	321	3	number	number	NOUN
easat-5645	321	4	is	be	AUX
easat-5645	321	5	indicated	indicate	VERB
easat-5645	321	6	by	by	ADP
easat-5645	321	7	the	the	DET
easat-5645	321	8	superscript	superscript	NOUN
easat-5645	321	9	)	)	PUNCT
easat-5645	322	1	(	(	PUNCT
easat-5645	322	2	s	s	VERB
easat-5645	322	3	in	in	ADP
easat-5645	322	4	the	the	DET
easat-5645	322	5	above	above	ADJ
easat-5645	322	6	equation	equation	NOUN
easat-5645	322	7	.	.	PUNCT
easat-5645	323	1	every	every	DET
easat-5645	323	2	node	node	NOUN
easat-5645	323	3	's	's	PART
easat-5645	323	4	second	second	ADJ
easat-5645	323	5	activity	activity	NOUN
easat-5645	323	6	is	be	AUX
easat-5645	323	7	to	to	PART
easat-5645	323	8	produce	produce	VERB
easat-5645	323	9	an	an	DET
easat-5645	323	10	activation	activation	NOUN
easat-5645	323	11	value	value	NOUN
easat-5645	323	12	based	base	VERB
easat-5645	323	13	on	on	ADP
easat-5645	323	14	its	its	PRON
easat-5645	323	15	primary	primary	ADJ
easat-5645	323	16	input	input	NOUN
easat-5645	323	17	.	.	PUNCT
easat-5645	323	18	)	)	PUNCT
easat-5645	324	1	(	(	PUNCT
easat-5645	324	2	)	)	PUNCT
easat-5645	324	3	input(output	input(output	NOUN
easat-5645	324	4	)	)	PUNCT
easat-5645	324	5	(	(	PUNCT
easat-5645	324	6	faao	faao	NOUN
easat-5645	324	7	s	s	PART
easat-5645	324	8	k	k	NOUN
easat-5645	324	9	=	=	NOUN
easat-5645	324	10	=	=	SYM
easat-5645	324	11	=	=	X
easat-5645	324	12	(	(	PUNCT
easat-5645	324	13	18	18	NUM
easat-5645	324	14	)	)	PUNCT
easat-5645	324	15	where	where	SCONJ
easat-5645	324	16	the	the	DET
easat-5645	324	17	activation	activation	NOUN
easat-5645	324	18	function	function	NOUN
easat-5645	324	19	is	be	AUX
easat-5645	324	20	denoted	denote	VERB
easat-5645	324	21	as	as	ADP
easat-5645	324	22	)	)	PUNCT
easat-5645	324	23	(	(	PUNCT
easat-5645	324	24	a	a	PROPN
easat-5645	324	25	,	,	PUNCT
easat-5645	324	26	then	then	ADV
easat-5645	324	27	the	the	DET
easat-5645	324	28	subsequent	subsequent	ADJ
easat-5645	324	29	six	six	NUM
easat-5645	324	30	layers	layer	NOUN
easat-5645	324	31	for	for	ADP
easat-5645	324	32	the	the	DET
easat-5645	324	33	classification	classification	NOUN
easat-5645	324	34	is	be	AUX
easat-5645	324	35	explained	explain	VERB
easat-5645	324	36	as	as	SCONJ
easat-5645	324	37	follows	follow	VERB
easat-5645	324	38	:	:	PUNCT
easat-5645	324	39	first	first	ADJ
easat-5645	324	40	input	input	NOUN
easat-5645	324	41	layer	layer	NOUN
easat-5645	324	42	:	:	PUNCT
easat-5645	324	43	this	this	DET
easat-5645	324	44	layer	layer	NOUN
easat-5645	324	45	does	do	AUX
easat-5645	324	46	not	not	PART
easat-5645	324	47	do	do	VERB
easat-5645	324	48	any	any	DET
easat-5645	324	49	computations	computation	NOUN
easat-5645	324	50	.	.	PUNCT
easat-5645	325	1	this	this	DET
easat-5645	325	2	layer	layer	NOUN
easat-5645	325	3	's	's	PART
easat-5645	325	4	nodes	node	NOUN
easat-5645	325	5	,	,	PUNCT
easat-5645	325	6	each	each	PRON
easat-5645	325	7	of	of	ADP
easat-5645	325	8	which	which	PRON
easat-5645	325	9	relates	relate	VERB
easat-5645	325	10	to	to	ADP
easat-5645	325	11	a	a	DET
easat-5645	325	12	single	single	ADJ
easat-5645	325	13	input	input	NOUN
easat-5645	325	14	parameter	parameter	NOUN
easat-5645	325	15	,	,	PUNCT
easat-5645	325	16	only	only	ADV
easat-5645	325	17	send	send	VERB
easat-5645	325	18	input	input	NOUN
easat-5645	325	19	data	datum	NOUN
easat-5645	325	20	straight	straight	ADV
easat-5645	325	21	towards	towards	ADP
easat-5645	325	22	the	the	DET
easat-5645	325	23	next	next	ADJ
easat-5645	325	24	layer	layer	NOUN
easat-5645	325	25	.	.	PUNCT
easat-5645	326	1	that	that	PRON
easat-5645	326	2	is	be	AUX
easat-5645	326	3	appropriate	appropriate	ADJ
easat-5645	326	4	using	use	VERB
easat-5645	326	5	eqn	eqn	NOUN
easat-5645	326	6	.	.	PUNCT
easat-5645	327	1	(	(	PUNCT
easat-5645	327	2	19	19	NUM
easat-5645	327	3	)	)	PUNCT
easat-5645	327	4	and	and	CCONJ
easat-5645	327	5	the	the	DET
easat-5645	327	6	first	first	ADJ
easat-5645	327	7	layer	layer	NOUN
easat-5645	327	8	link	link	NOUN
easat-5645	327	9	weight	weight	NOUN
easat-5645	327	10	factor	factor	NOUN
easat-5645	327	11	is	be	AUX
easat-5645	327	12			ADJ
easat-5645	327	13	)1	)1	NOUN
easat-5645	327	14	(	(	PUNCT
easat-5645	327	15	k	k	PROPN
easat-5645	327	16	q	q	PROPN
easat-5645	327	17	one	one	PROPN
easat-5645	327	18	.	.	PUNCT
easat-5645	328	1	faaf	faaf	PROPN
easat-5645	328	2	s	s	PART
easat-5645	328	3	=	=	NOUN
easat-5645	328	4	=	=	SYM
easat-5645	328	5	)	)	PUNCT
easat-5645	328	6	1	1	NUM
easat-5645	328	7	(	(	PUNCT
easat-5645	328	8	)	)	PUNCT
easat-5645	328	9	(	(	PUNCT
easat-5645	328	10	1	1	NUM
easat-5645	328	11	and	and	CCONJ
easat-5645	328	12	(	(	PUNCT
easat-5645	328	13	19	19	NUM
easat-5645	328	14	)	)	PUNCT
easat-5645	328	15	second	second	ADJ
easat-5645	328	16	membership	membership	NOUN
easat-5645	328	17	function	function	NOUN
easat-5645	328	18	layer	layer	NOUN
easat-5645	328	19	:	:	PUNCT
easat-5645	328	20	each	each	DET
easat-5645	328	21	unit	unit	NOUN
easat-5645	328	22	in	in	ADP
easat-5645	328	23	this	this	DET
easat-5645	328	24	layer	layer	NOUN
easat-5645	328	25	correlates	correlate	VERB
easat-5645	328	26	to	to	ADP
easat-5645	328	27	one	one	NUM
easat-5645	328	28	of	of	ADP
easat-5645	328	29	the	the	DET
easat-5645	328	30	input	input	NOUN
easat-5645	328	31	parameters	parameter	NOUN
easat-5645	328	32	in	in	ADP
easat-5645	328	33	the	the	DET
easat-5645	328	34	first	first	ADJ
easat-5645	328	35	layer	layer	NOUN
easat-5645	328	36	of	of	ADP
easat-5645	328	37	linguistic	linguistic	ADJ
easat-5645	328	38	variables	variable	NOUN
easat-5645	328	39	(	(	PUNCT
easat-5645	328	40	small	small	ADJ
easat-5645	328	41	,	,	PUNCT
easat-5645	328	42	medium	medium	ADJ
easat-5645	328	43	,	,	PUNCT
easat-5645	328	44	large	large	ADJ
easat-5645	328	45	,	,	PUNCT
easat-5645	328	46	etc	etc	X
easat-5645	328	47	.	.	X
easat-5645	328	48	)	)	PUNCT
easat-5645	328	49	.	.	PUNCT
easat-5645	329	1	furthermore	furthermore	ADV
easat-5645	329	2	,	,	PUNCT
easat-5645	329	3	the	the	DET
easat-5645	329	4	second	second	ADJ
easat-5645	329	5	layer	layer	NOUN
easat-5645	329	6	calculates	calculate	VERB
easat-5645	329	7	the	the	DET
easat-5645	329	8	membership	membership	NOUN
easat-5645	329	9	functions	function	NOUN
easat-5645	329	10	,	,	PUNCT
easat-5645	329	11	which	which	PRON
easat-5645	329	12	represents	represent	VERB
easat-5645	329	13	the	the	DET
easat-5645	329	14	degree	degree	NOUN
easat-5645	329	15	whereby	whereby	SCONJ
easat-5645	329	16	an	an	DET
easat-5645	329	17	input	input	NOUN
easat-5645	329	18	data	data	NOUN
easat-5645	329	19	corresponds	correspond	VERB
easat-5645	329	20	to	to	ADP
easat-5645	329	21	fuzzy	fuzzy	ADJ
easat-5645	329	22	rules	rule	NOUN
easat-5645	329	23	.	.	PUNCT
easat-5645	330	1	a	a	DET
easat-5645	330	2	gaussian	gaussian	ADJ
easat-5645	330	3	membership	membership	NOUN
easat-5645	330	4	functional	functional	ADJ
easat-5645	330	5	is	be	AUX
easat-5645	330	6	used	use	VERB
easat-5645	330	7	in	in	ADP
easat-5645	330	8	this	this	DET
easat-5645	330	9	study	study	NOUN
easat-5645	330	10	,	,	PUNCT
easat-5645	330	11	which	which	PRON
easat-5645	330	12	has	have	AUX
easat-5645	330	13	been	be	AUX
easat-5645	330	14	demonstrated	demonstrate	VERB
easat-5645	330	15	to	to	PART
easat-5645	330	16	be	be	AUX
easat-5645	330	17	a	a	DET
easat-5645	330	18	global	global	ADJ
easat-5645	330	19	probabilistic	probabilistic	ADJ
easat-5645	330	20	model	model	NOUN
easat-5645	330	21	of	of	ADP
easat-5645	330	22	any	any	DET
easat-5645	330	23	nonlinear	nonlinear	ADJ
easat-5645	330	24	system	system	NOUN
easat-5645	330	25	on	on	ADP
easat-5645	330	26	a	a	DET
easat-5645	330	27	consists	consist	NOUN
easat-5645	330	28	largely	largely	ADV
easat-5645	330	29	using	use	VERB
easat-5645	330	30	eqn	eqn	NOUN
easat-5645	330	31	.	.	PUNCT
easat-5645	331	1	(	(	PUNCT
easat-5645	331	2	20	20	NUM
easat-5645	331	3	)	)	PUNCT
easat-5645	331	4	1605	1605	NUM
easat-5645	331	5	edelweiss	edelweiss	PROPN
easat-5645	331	6	applied	apply	VERB
easat-5645	331	7	science	science	NOUN
easat-5645	331	8	and	and	CCONJ
easat-5645	331	9	technology	technology	NOUN
easat-5645	331	10	issn	issn	PROPN
easat-5645	331	11	:	:	PUNCT
easat-5645	331	12	2576	2576	NUM
easat-5645	331	13	-	-	SYM
easat-5645	331	14	8484	8484	NUM
easat-5645	331	15	vol	vol	NOUN
easat-5645	331	16	.	.	PROPN
easat-5645	332	1	9	9	NUM
easat-5645	332	2	,	,	PUNCT
easat-5645	332	3	no	no	INTJ
easat-5645	332	4	.	.	NOUN
easat-5645	333	1	3	3	NUM
easat-5645	333	2	:	:	SYM
easat-5645	333	3	1593	1593	NUM
easat-5645	333	4	-	-	SYM
easat-5645	333	5	1620	1620	NUM
easat-5645	333	6	,	,	PUNCT
easat-5645	333	7	2025	2025	NUM
easat-5645	333	8	doi	doi	NOUN
easat-5645	333	9	:	:	PUNCT
easat-5645	333	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	333	11	©	©	NOUN
easat-5645	333	12	2025	2025	NUM
easat-5645	333	13	by	by	ADP
easat-5645	333	14	the	the	DET
easat-5645	333	15	author	author	NOUN
easat-5645	333	16	;	;	PUNCT
easat-5645	333	17	licensee	licensee	PROPN
easat-5645	333	18	learning	learning	PROPN
easat-5645	333	19	gate	gate	PROPN
easat-5645	333	20			PROPN
easat-5645	333	21			PROPN
easat-5645	333	22			PROPN
easat-5645	334	1			PROPN
easat-5645	334	2	f	f	PROPN
easat-5645	334	3	ky	ky	PROPN
easat-5645	334	4	kyk	kyk	PROPN
easat-5645	334	5	ky	ky	PROPN
easat-5645	334	6	hfa	hfa	PROPN
easat-5645	334	7	ca	can	AUX
easat-5645	334	8	af	af	VERB
easat-5645	334	9	=	=	SYM
easat-5645	334	10	−	−	PROPN
easat-5645	334	11	−=	−=	NOUN
easat-5645	334	12	)	)	PUNCT
easat-5645	334	13	(	(	PUNCT
easat-5645	334	14	and	and	CCONJ
easat-5645	334	15	)	)	PUNCT
easat-5645	334	16	2	2	NUM
easat-5645	334	17	(	(	PUNCT
easat-5645	334	18	2	2	NUM
easat-5645	334	19	2)2	2)2	NUM
easat-5645	334	20	(	(	PUNCT
easat-5645	334	21	)	)	PUNCT
easat-5645	334	22	2	2	NUM
easat-5645	334	23	(	(	PUNCT
easat-5645	334	24			X
easat-5645	334	25	(	(	PUNCT
easat-5645	334	26	20	20	NUM
easat-5645	334	27	)	)	PUNCT
easat-5645	334	28	f	f	NOUN
easat-5645	334	29	irst	irst	ADV
easat-5645	334	30	in	in	ADP
easat-5645	334	31	p	p	PROPN
easat-5645	334	32	u	u	PROPN
easat-5645	334	33	t	t	NOUN
easat-5645	334	34	lay	lie	VERB
easat-5645	334	35	er	er	INTJ
easat-5645	334	36	s	s	X
easat-5645	334	37	e	e	X
easat-5645	334	38	co	co	X
easat-5645	334	39	n	n	PROPN
easat-5645	334	40	d	d	NOUN
easat-5645	334	41	m	m	VERB
easat-5645	334	42	em	em	PRON
easat-5645	334	43	b	b	X
easat-5645	334	44	e	e	X
easat-5645	334	45	rsh	rsh	PROPN
easat-5645	334	46	ip	ip	NOUN
easat-5645	334	47	fu	fu	NOUN
easat-5645	334	48	n	n	ADP
easat-5645	334	49	ctio	ctio	NOUN
easat-5645	334	50	n	n	VERB
easat-5645	334	51	lay	lay	VERB
easat-5645	334	52	er	er	INTJ
easat-5645	334	53	t	t	PROPN
easat-5645	334	54	h	h	PROPN
easat-5645	334	55	ird	ird	PROPN
easat-5645	334	56	ru	ru	PROPN
easat-5645	334	57	le	le	PROPN
easat-5645	334	58	lay	lie	VERB
easat-5645	334	59	er	er	INTJ
easat-5645	334	60	f	f	X
easat-5645	334	61	o	o	X
easat-5645	334	62	u	u	INTJ
easat-5645	334	63	rth	rth	INTJ
easat-5645	334	64	c	c	PROPN
easat-5645	334	65	o	o	NOUN
easat-5645	334	66	n	n	X
easat-5645	334	67	seq	seq	VERB
easat-5645	334	68	u	u	PROPN
easat-5645	334	69	en	en	PROPN
easat-5645	334	70	t	t	PROPN
easat-5645	334	71	lay	lie	VERB
easat-5645	334	72	er	er	INTJ
easat-5645	334	73	f	f	X
easat-5645	334	74	ifth	ifth	PROPN
easat-5645	334	75	m	m	VERB
easat-5645	334	76	f	f	NOUN
easat-5645	334	77	lay	lay	NOUN
easat-5645	334	78	e	e	NOUN
easat-5645	334	79	r	r	NOUN
easat-5645	334	80	s	s	X
easat-5645	334	81	ix	ix	ADV
easat-5645	334	82	th	th	X
easat-5645	334	83	o	o	X
easat-5645	334	84	u	u	NOUN
easat-5645	334	85	tp	tp	ADP
easat-5645	334	86	u	u	PROPN
easat-5645	334	87	t	t	NOUN
easat-5645	334	88	lay	lie	VERB
easat-5645	334	89	e	e	NOUN
easat-5645	334	90	r	r	NOUN
easat-5645	334	91	a	a	DET
easat-5645	334	92	1	1	NUM
easat-5645	334	93	a	a	DET
easat-5645	334	94	2	2	NUM
easat-5645	334	95	a	a	DET
easat-5645	334	96	3	3	NUM
easat-5645	334	97	r	r	NOUN
easat-5645	334	98	1	1	NUM
easat-5645	334	99	r	r	NOUN
easat-5645	334	100	2	2	NUM
easat-5645	334	101	r	r	NOUN
easat-5645	334	102	3	3	NUM
easat-5645	334	103	in	in	ADP
easat-5645	334	104	p	p	X
easat-5645	334	105	u	u	NOUN
easat-5645	334	106	t	t	X
easat-5645	334	107	o	o	X
easat-5645	334	108	u	u	NOUN
easat-5645	334	109	tp	tp	ADP
easat-5645	334	110	u	u	PROPN
easat-5645	334	111	t	t	NOUN
easat-5645	334	112	figure	figure	NOUN
easat-5645	334	113	3	3	NUM
easat-5645	334	114	.	.	PUNCT
easat-5645	335	1	the	the	DET
easat-5645	335	2	proposed	propose	VERB
easat-5645	335	3	model	model	NOUN
easat-5645	335	4	of	of	ADP
easat-5645	335	5	classification	classification	NOUN
easat-5645	335	6	where	where	SCONJ
easat-5645	335	7	kyc	kyc	PROPN
easat-5645	335	8	are	be	AUX
easat-5645	335	9	the	the	DET
easat-5645	335	10	mean	mean	NOUN
easat-5645	335	11	and	and	CCONJ
easat-5645	335	12	ky	ky	PROPN
easat-5645	335	13	are	be	AUX
easat-5645	335	14	the	the	DET
easat-5645	335	15	variance	variance	NOUN
easat-5645	335	16	of	of	ADP
easat-5645	335	17	the	the	DET
easat-5645	335	18	gaussian	gaussian	ADJ
easat-5645	335	19	mf	mf	NOUN
easat-5645	335	20	of	of	ADP
easat-5645	335	21	the	the	DET
easat-5645	335	22	thy	thy	PRON
easat-5645	335	23	term	term	NOUN
easat-5645	335	24	of	of	ADP
easat-5645	335	25	the	the	DET
easat-5645	335	26	thk	thk	PROPN
easat-5645	335	27	input	input	NOUN
easat-5645	335	28	variable	variable	NOUN
easat-5645	335	29	is	be	AUX
easat-5645	335	30	kz	kz	PROPN
easat-5645	335	31	,	,	PUNCT
easat-5645	335	32	respectively	respectively	ADV
easat-5645	335	33	.	.	PUNCT
easat-5645	336	1	as	as	ADP
easat-5645	336	2	a	a	DET
easat-5645	336	3	result	result	NOUN
easat-5645	336	4	,	,	PUNCT
easat-5645	336	5	in	in	ADP
easat-5645	336	6	this	this	DET
easat-5645	336	7	second	second	ADJ
easat-5645	336	8	layer	layer	NOUN
easat-5645	336	9	the	the	DET
easat-5645	336	10	weight	weight	NOUN
easat-5645	336	11	of	of	ADP
easat-5645	336	12	link	link	NOUN
easat-5645	336	13	may	may	AUX
easat-5645	336	14	be	be	AUX
easat-5645	336	15	expressed	express	VERB
easat-5645	336	16	as	as	ADP
easat-5645	336	17	kyc	kyc	PROPN
easat-5645	336	18	.	.	PUNCT
easat-5645	337	1	here	here	ADV
easat-5645	337	2	,	,	PUNCT
easat-5645	337	3	the	the	DET
easat-5645	337	4	hge	hge	NOUN
easat-5645	337	5	method	method	NOUN
easat-5645	337	6	is	be	AUX
easat-5645	337	7	established	establish	VERB
easat-5645	337	8	for	for	ADP
easat-5645	337	9	the	the	DET
easat-5645	337	10	fuzzy	fuzzy	ADJ
easat-5645	337	11	set	set	VERB
easat-5645	337	12	values	value	NOUN
easat-5645	337	13	.	.	PUNCT
easat-5645	338	1	1606	1606	NUM
easat-5645	338	2	edelweiss	edelweiss	PROPN
easat-5645	338	3	applied	apply	VERB
easat-5645	338	4	science	science	NOUN
easat-5645	338	5	and	and	CCONJ
easat-5645	338	6	technology	technology	NOUN
easat-5645	338	7	issn	issn	PROPN
easat-5645	338	8	:	:	PUNCT
easat-5645	338	9	2576	2576	NUM
easat-5645	338	10	-	-	SYM
easat-5645	338	11	8484	8484	NUM
easat-5645	338	12	vol	vol	NOUN
easat-5645	338	13	.	.	PROPN
easat-5645	339	1	9	9	NUM
easat-5645	339	2	,	,	PUNCT
easat-5645	339	3	no	no	INTJ
easat-5645	339	4	.	.	NOUN
easat-5645	340	1	3	3	NUM
easat-5645	340	2	:	:	SYM
easat-5645	340	3	1593	1593	NUM
easat-5645	340	4	-	-	SYM
easat-5645	340	5	1620	1620	NUM
easat-5645	340	6	,	,	PUNCT
easat-5645	340	7	2025	2025	NUM
easat-5645	340	8	doi	doi	NOUN
easat-5645	340	9	:	:	PUNCT
easat-5645	340	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	340	11	©	©	NOUN
easat-5645	340	12	2025	2025	NUM
easat-5645	340	13	by	by	ADP
easat-5645	340	14	the	the	DET
easat-5645	340	15	author	author	NOUN
easat-5645	340	16	;	;	PUNCT
easat-5645	340	17	licensee	licensee	PROPN
easat-5645	340	18	learning	learning	NOUN
easat-5645	340	19	gate	gate	VERB
easat-5645	340	20	third	third	ADJ
easat-5645	340	21	rule	rule	NOUN
easat-5645	340	22	layer	layer	NOUN
easat-5645	340	23	:	:	PUNCT
easat-5645	340	24	this	this	DET
easat-5645	340	25	layer	layer	NOUN
easat-5645	340	26	's	's	PART
easat-5645	340	27	nodes	node	NOUN
easat-5645	340	28	each	each	PRON
easat-5645	340	29	contain	contain	VERB
easat-5645	340	30	one	one	NUM
easat-5645	340	31	fuzzy	fuzzy	ADJ
easat-5645	340	32	inference	inference	NOUN
easat-5645	340	33	system	system	NOUN
easat-5645	340	34	rule	rule	NOUN
easat-5645	340	35	and	and	CCONJ
easat-5645	340	36	conduct	conduct	VERB
easat-5645	340	37	prerequisite	prerequisite	NOUN
easat-5645	340	38	testing	testing	NOUN
easat-5645	340	39	.	.	PUNCT
easat-5645	341	1	for	for	ADP
easat-5645	341	2	third	third	ADJ
easat-5645	341	3	layer	layer	NOUN
easat-5645	341	4	component	component	NOUN
easat-5645	341	5	,	,	PUNCT
easat-5645	341	6	here	here	ADV
easat-5645	341	7	utilized	utilize	VERB
easat-5645	341	8	the	the	DET
easat-5645	341	9	and	and	CCONJ
easat-5645	341	10	function	function	NOUN
easat-5645	341	11	as	as	SCONJ
easat-5645	341	12	seen	see	VERB
easat-5645	341	13	below	below	ADV
easat-5645	341	14	.	.	PUNCT
easat-5645	342	1			ADJ
easat-5645	342	2			NOUN
easat-5645	342	3	fkczket	fkczket	NOUN
easat-5645	342	4	kczke	kczke	PROPN
easat-5645	342	5	k	k	PROPN
easat-5645	342	6	k	k	PROPN
easat-5645	342	7	k	k	PROPN
easat-5645	342	8	hfahaaf	hfahaaf	PROPN
easat-5645	343	1	=	=	PUNCT
easat-5645	343	2	=	=	PROPN
easat-5645	343	3	=	=	PROPN
easat-5645	343	4	−−−	−−−	NOUN
easat-5645	343	5	)	)	PUNCT
easat-5645	343	6	(	(	PUNCT
easat-5645	343	7	and	and	CCONJ
easat-5645	343	8	)	)	PUNCT
easat-5645	343	9	3()]([)]([)3()3	3()]([)]([)3()3	NUM
easat-5645	343	10	(	(	PUNCT
easat-5645	343	11	(	(	PUNCT
easat-5645	343	12	21	21	NUM
easat-5645	343	13	)	)	PUNCT
easat-5645	343	14	where	where	SCONJ
easat-5645	343	15	the	the	DET
easat-5645	343	16	number	number	NOUN
easat-5645	343	17	of	of	ADP
easat-5645	343	18	second	second	ADJ
easat-5645	343	19	layer	layer	NOUN
easat-5645	343	20	is	be	AUX
easat-5645	343	21	denoted	denote	VERB
easat-5645	343	22	as	as	ADP
easat-5645	343	23	n	n	NUM
easat-5645	343	24	involved	involve	VERB
easat-5645	343	25	in	in	ADP
easat-5645	343	26	the	the	DET
easat-5645	343	27	if	if	SCONJ
easat-5645	343	28	portion	portion	NOUN
easat-5645	343	29	of	of	ADP
easat-5645	343	30	the	the	DET
easat-5645	343	31	fuzzy	fuzzy	ADJ
easat-5645	343	32	rule	rule	NOUN
easat-5645	343	33	and	and	CCONJ
easat-5645	343	34	the	the	DET
easat-5645	343	35	diagonals	diagonal	NOUN
easat-5645	343	36	are	be	AUX
easat-5645	343	37	denoted	denote	VERB
easat-5645	343	38	as	as	ADP
easat-5645	343	39	(	(	PUNCT
easat-5645	343	40	)	)	PUNCT
easat-5645	343	41	knkkdke	knkkdke	PROPN
easat-5645	343	42			PROPN
easat-5645	343	43	1,	1,	NUM
easat-5645	343	44	.......	.......	SYM
easat-5645	343	45	21,11=	21,11=	NUM
easat-5645	343	46	and	and	CCONJ
easat-5645	343	47	(	(	PUNCT
easat-5645	343	48	)	)	PUNCT
easat-5645	343	49	tknckckcdkc	tknckckcdkc	NOUN
easat-5645	343	50	,	,	PUNCT
easat-5645	343	51	......	......	PROPN
easat-5645	343	52	2,1=	2,1=	NUM
easat-5645	343	53	.	.	PUNCT
easat-5645	344	1	the	the	DET
easat-5645	344	2	third	third	ADJ
easat-5645	344	3	layer	layer	NOUN
easat-5645	344	4	weight	weight	NOUN
easat-5645	344	5	link	link	NOUN
easat-5645	344	6			PROPN
easat-5645	344	7	)3	)3	PROPN
easat-5645	344	8	(	(	PUNCT
easat-5645	344	9	k	k	X
easat-5645	344	10	q	q	PROPN
easat-5645	344	11	is	be	AUX
easat-5645	344	12	one	one	NUM
easat-5645	344	13	.	.	PUNCT
easat-5645	345	1	the	the	DET
easat-5645	345	2	firing	firing	NOUN
easat-5645	345	3	strength	strength	NOUN
easat-5645	345	4	of	of	ADP
easat-5645	345	5	the	the	DET
easat-5645	345	6	associated	associate	VERB
easat-5645	345	7	fuzzy	fuzzy	ADJ
easat-5645	345	8	rule	rule	NOUN
easat-5645	345	9	is	be	AUX
easat-5645	345	10	represented	represent	VERB
easat-5645	345	11	by	by	ADP
easat-5645	345	12	the	the	DET
easat-5645	345	13	third	third	ADJ
easat-5645	345	14	layer	layer	NOUN
easat-5645	345	15	consequences	consequence	VERB
easat-5645	346	1	f	f	X
easat-5645	346	2	.	.	PUNCT
easat-5645	347	1	fourth	fourth	ADJ
easat-5645	347	2	consequent	consequent	ADJ
easat-5645	347	3	layer	layer	NOUN
easat-5645	347	4	:	:	PUNCT
easat-5645	347	5	this	this	DET
easat-5645	347	6	layer	layer	NOUN
easat-5645	347	7	has	have	VERB
easat-5645	347	8	the	the	DET
easat-5645	347	9	same	same	ADJ
easat-5645	347	10	number	number	NOUN
easat-5645	347	11	of	of	ADP
easat-5645	347	12	components	component	NOUN
easat-5645	347	13	as	as	ADP
easat-5645	347	14	third	third	ADJ
easat-5645	347	15	layer	layer	NOUN
easat-5645	347	16	,	,	PUNCT
easat-5645	347	17	and	and	CCONJ
easat-5645	347	18	the	the	DET
easat-5645	347	19	firing	firing	NOUN
easat-5645	347	20	strength	strength	NOUN
easat-5645	347	21	determined	determine	VERB
easat-5645	347	22	in	in	ADP
easat-5645	347	23	third	third	ADJ
easat-5645	347	24	layer	layer	NOUN
easat-5645	347	25	is	be	AUX
easat-5645	347	26	normalized	normalize	VERB
easat-5645	347	27	by	by	ADP
easat-5645	347	28	in	in	ADP
easat-5645	347	29	this	this	DET
easat-5645	347	30	layer	layer	NOUN
easat-5645	347	31	via	via	ADP
easat-5645	347	32	eqn	eqn	NOUN
easat-5645	347	33	.	.	PUNCT
easat-5645	348	1	(	(	PUNCT
easat-5645	348	2	22	22	NUM
easat-5645	348	3	)	)	PUNCT
easat-5645	348	4	and	and	CCONJ
easat-5645	348	5	similarly	similarly	ADV
easat-5645	348	6	,	,	PUNCT
easat-5645	348	7	the	the	DET
easat-5645	348	8	fourth	fourth	ADJ
easat-5645	348	9	layer	layer	NOUN
easat-5645	348	10	weight	weight	NOUN
easat-5645	348	11	link	link	NOUN
easat-5645	348	12			PROPN
easat-5645	348	13	)4	)4	PROPN
easat-5645	348	14	(	(	PUNCT
easat-5645	348	15	k	k	X
easat-5645	348	16	q	q	X
easat-5645	348	17	is	be	AUX
easat-5645	348	18	one	one	NUM
easat-5645	348	19	.	.	PUNCT
easat-5645	349	1	f	f	PROPN
easat-5645	349	2	k	k	PROPN
easat-5645	349	3	k	k	PROPN
easat-5645	349	4	kk	kk	PROPN
easat-5645	349	5	h	h	PROPN
easat-5645	349	6	a	a	DET
easat-5645	349	7	faandaaf	faandaaf	NOUN
easat-5645	349	8	)	)	PUNCT
easat-5645	349	9	4	4	NUM
easat-5645	349	10	(	(	PUNCT
easat-5645	349	11	)	)	PUNCT
easat-5645	349	12	4()4()4	4()4()4	NUM
easat-5645	349	13	(	(	PUNCT
easat-5645	349	14	)	)	PUNCT
easat-5645	349	15	(	(	PUNCT
easat-5645	349	16	]	]	X
easat-5645	349	17	[	[	PUNCT
easat-5645	349	18	=	=	NOUN
easat-5645	349	19	=	=	X
easat-5645	349	20			X
easat-5645	349	21	(	(	PUNCT
easat-5645	349	22	22	22	NUM
easat-5645	349	23	)	)	PUNCT
easat-5645	349	24	fifth	fifth	ADJ
easat-5645	349	25	mf	mf	NOUN
easat-5645	349	26	layer	layer	NOUN
easat-5645	349	27	:	:	PUNCT
easat-5645	349	28	the	the	DET
easat-5645	349	29	subsequent	subsequent	ADJ
easat-5645	349	30	layer	layer	NOUN
easat-5645	349	31	is	be	AUX
easat-5645	349	32	the	the	DET
easat-5645	349	33	term	term	NOUN
easat-5645	349	34	coined	coin	VERB
easat-5645	349	35	to	to	ADP
easat-5645	349	36	this	this	DET
easat-5645	349	37	layer	layer	NOUN
easat-5645	349	38	.	.	PUNCT
easat-5645	350	1	this	this	DET
easat-5645	350	2	layer	layer	NOUN
easat-5645	350	3	uses	use	VERB
easat-5645	350	4	two	two	NUM
easat-5645	350	5	different	different	ADJ
easat-5645	350	6	modes	mode	NOUN
easat-5645	350	7	,	,	PUNCT
easat-5645	350	8	which	which	PRON
easat-5645	350	9	are	be	AUX
easat-5645	350	10	depicted	depict	VERB
easat-5645	350	11	in	in	ADP
easat-5645	350	12	fig	fig	NOUN
easat-5645	350	13	.	.	PUNCT
easat-5645	351	1	3	3	NUM
easat-5645	351	2	as	as	ADV
easat-5645	351	3	blank	blank	ADJ
easat-5645	351	4	as	as	ADV
easat-5645	351	5	well	well	ADV
easat-5645	351	6	as	as	ADP
easat-5645	351	7	shaded	shade	VERB
easat-5645	351	8	circles	circle	NOUN
easat-5645	351	9	,	,	PUNCT
easat-5645	351	10	correspondingly	correspondingly	ADV
easat-5645	351	11	.	.	PUNCT
easat-5645	352	1	the	the	DET
easat-5645	352	2	fundamental	fundamental	ADJ
easat-5645	352	3	node	node	NOUN
easat-5645	352	4	represented	represent	VERB
easat-5645	352	5	by	by	ADP
easat-5645	352	6	empty	empty	ADJ
easat-5645	352	7	circles	circle	NOUN
easat-5645	352	8	is	be	AUX
easat-5645	352	9	a	a	DET
easat-5645	352	10	fuzzy	fuzzy	ADJ
easat-5645	352	11	set	set	NOUN
easat-5645	352	12	characterized	characterize	VERB
easat-5645	352	13	by	by	ADP
easat-5645	352	14	a	a	DET
easat-5645	352	15	gaussian	gaussian	ADJ
easat-5645	352	16	membership	membership	NOUN
easat-5645	352	17	degree	degree	NOUN
easat-5645	352	18	of	of	ADP
easat-5645	352	19	the	the	DET
easat-5645	352	20	outcome	outcome	NOUN
easat-5645	352	21	variable	variable	NOUN
easat-5645	352	22	.	.	PUNCT
easat-5645	353	1	for	for	ADP
easat-5645	353	2	the	the	DET
easat-5645	353	3	local	local	ADJ
easat-5645	353	4	mean	mean	NOUN
easat-5645	353	5	of	of	ADP
easat-5645	353	6	maximum	maximum	ADJ
easat-5645	353	7	(	(	PUNCT
easat-5645	353	8	lmom	lmom	NOUN
easat-5645	353	9	)	)	PUNCT
easat-5645	353	10	based	base	VERB
easat-5645	353	11	defuzzification	defuzzification	NOUN
easat-5645	353	12	procedure	procedure	NOUN
easat-5645	353	13	,	,	PUNCT
easat-5645	353	14	only	only	ADV
easat-5645	353	15	the	the	DET
easat-5645	353	16	center	center	NOUN
easat-5645	353	17	of	of	ADP
easat-5645	353	18	each	each	DET
easat-5645	353	19	gaussian	gaussian	ADJ
easat-5645	353	20	membership	membership	NOUN
easat-5645	353	21	value	value	NOUN
easat-5645	353	22	is	be	AUX
easat-5645	353	23	sent	send	VERB
easat-5645	353	24	to	to	ADP
easat-5645	353	25	the	the	DET
easat-5645	353	26	subsequent	subsequent	ADJ
easat-5645	353	27	layer	layer	NOUN
easat-5645	353	28	,	,	PUNCT
easat-5645	353	29	while	while	SCONJ
easat-5645	353	30	the	the	DET
easat-5645	353	31	width	width	NOUN
easat-5645	353	32	is	be	AUX
easat-5645	353	33	solely	solely	ADV
easat-5645	353	34	utilized	utilize	VERB
easat-5645	353	35	for	for	ADP
easat-5645	353	36	output	output	NOUN
easat-5645	353	37	grouping	grouping	NOUN
easat-5645	353	38	.	.	PUNCT
easat-5645	354	1	multiple	multiple	ADJ
easat-5645	354	2	fourth	fourth	ADJ
easat-5645	354	3	layer	layer	NOUN
easat-5645	354	4	terminals	terminal	NOUN
easat-5645	354	5	may	may	AUX
easat-5645	354	6	be	be	AUX
easat-5645	354	7	linked	link	VERB
easat-5645	354	8	to	to	ADP
easat-5645	354	9	the	the	DET
easat-5645	354	10	same	same	ADJ
easat-5645	354	11	empty	empty	ADJ
easat-5645	354	12	component	component	NOUN
easat-5645	354	13	in	in	ADP
easat-5645	354	14	the	the	DET
easat-5645	354	15	fifth	fifth	ADJ
easat-5645	354	16	layer	layer	NOUN
easat-5645	354	17	,	,	PUNCT
easat-5645	354	18	resulting	result	VERB
easat-5645	354	19	in	in	ADP
easat-5645	354	20	the	the	DET
easat-5645	354	21	same	same	ADJ
easat-5645	354	22	fuzzy	fuzzy	ADJ
easat-5645	354	23	numbers	number	NOUN
easat-5645	354	24	being	be	AUX
easat-5645	354	25	provided	provide	VERB
easat-5645	354	26	for	for	ADP
easat-5645	354	27	separate	separate	ADJ
easat-5645	354	28	rules	rule	NOUN
easat-5645	354	29	.	.	PUNCT
easat-5645	355	1	the	the	DET
easat-5645	355	2	empty	empty	ADJ
easat-5645	355	3	node	node	NOUN
easat-5645	355	4	's	's	PART
easat-5645	355	5	purpose	purpose	NOUN
easat-5645	355	6	is	be	AUX
easat-5645	355	7	to	to	PART
easat-5645	355	8	serve	serve	VERB
easat-5645	355	9	as	as	ADP
easat-5645	355	10	a	a	DET
easat-5645	355	11	substitute	substitute	NOUN
easat-5645	355	12	using	use	VERB
easat-5645	355	13	eqn	eqn	NOUN
easat-5645	355	14	.	.	PUNCT
easat-5645	356	1	(	(	PUNCT
easat-5645	356	2	23	23	NUM
easat-5645	356	3	)	)	PUNCT
easat-5645	356	4	k	k	NOUN
easat-5645	356	5	k	k	PROPN
easat-5645	356	6	k	k	PROPN
easat-5645	356	7	affaandaf	affaandaf	NOUN
easat-5645	356	8	0	0	NUM
easat-5645	356	9	)	)	PUNCT
easat-5645	356	10	5(5	5(5	NUM
easat-5645	356	11	)	)	PUNCT
easat-5645	356	12	(	(	PUNCT
easat-5645	356	13	==	==	X
easat-5645	356	14			X
easat-5645	356	15	(	(	PUNCT
easat-5645	356	16	23	23	NUM
easat-5645	356	17	)	)	PUNCT
easat-5645	356	18	where	where	SCONJ
easat-5645	356	19	ka0	ka0	PROPN
easat-5645	356	20	is	be	AUX
easat-5645	356	21	represented	represent	VERB
easat-5645	356	22	as	as	ADP
easat-5645	356	23	kc0	kc0	PROPN
easat-5645	356	24	,	,	PUNCT
easat-5645	356	25	the	the	DET
easat-5645	356	26	mean	mean	NOUN
easat-5645	356	27	of	of	ADP
easat-5645	356	28	gaussian	gaussian	NOUN
easat-5645	356	29	mf	mf	NOUN
easat-5645	356	30	.	.	PUNCT
easat-5645	357	1	the	the	DET
easat-5645	357	2	shaded	shaded	ADJ
easat-5645	357	3	element	element	NOUN
easat-5645	357	4	is	be	AUX
easat-5645	357	5	only	only	ADV
easat-5645	357	6	created	create	VERB
easat-5645	357	7	when	when	SCONJ
easat-5645	357	8	it	it	PRON
easat-5645	357	9	is	be	AUX
easat-5645	357	10	required	require	VERB
easat-5645	357	11	.	.	PUNCT
easat-5645	358	1	each	each	DET
easat-5645	358	2	shaded	shade	VERB
easat-5645	358	3	component	component	NOUN
easat-5645	358	4	in	in	ADP
easat-5645	358	5	the	the	DET
easat-5645	358	6	fifth	fifth	ADJ
easat-5645	358	7	layer	layer	NOUN
easat-5645	358	8	corresponds	correspond	VERB
easat-5645	358	9	to	to	ADP
easat-5645	358	10	a	a	DET
easat-5645	358	11	component	component	NOUN
easat-5645	358	12	in	in	ADP
easat-5645	358	13	fourth	fourth	ADJ
easat-5645	358	14	layer	layer	NOUN
easat-5645	358	15	.	.	PUNCT
easat-5645	359	1	the	the	DET
easat-5645	359	2	result	result	NOUN
easat-5645	359	3	from	from	ADP
easat-5645	359	4	fourth	fourth	ADJ
easat-5645	359	5	layer	layer	NOUN
easat-5645	359	6	is	be	AUX
easat-5645	359	7	among	among	ADP
easat-5645	359	8	the	the	DET
easat-5645	359	9	sources	source	NOUN
easat-5645	359	10	to	to	ADP
easat-5645	359	11	a	a	DET
easat-5645	359	12	shaded	shade	VERB
easat-5645	359	13	node	node	NOUN
easat-5645	359	14	,	,	PUNCT
easat-5645	359	15	whereas	whereas	SCONJ
easat-5645	359	16	the	the	DET
easat-5645	359	17	other	other	ADJ
easat-5645	359	18	potential	potential	ADJ
easat-5645	359	19	inputs	input	NOUN
easat-5645	359	20	concepts	concept	NOUN
easat-5645	359	21	are	be	AUX
easat-5645	359	22	the	the	DET
easat-5645	359	23	input	input	NOUN
easat-5645	359	24	parameters	parameter	NOUN
easat-5645	359	25	from	from	ADP
easat-5645	359	26	first	first	ADJ
easat-5645	359	27	layer	layer	NOUN
easat-5645	359	28	.	.	PUNCT
easat-5645	360	1	the	the	DET
easat-5645	360	2	shaded	shade	VERB
easat-5645	360	3	branch	branch	NOUN
easat-5645	360	4	function	function	NOUN
easat-5645	360	5	can	can	AUX
easat-5645	360	6	be	be	AUX
easat-5645	360	7	defined	define	VERB
easat-5645	360	8	that	that	SCONJ
easat-5645	360	9	allows	allow	VERB
easat-5645	360	10	you	you	PRON
easat-5645	360	11	to	to	PART
easat-5645	360	12	create	create	VERB
easat-5645	360	13	a	a	DET
easat-5645	360	14	shaded	shade	VERB
easat-5645	360	15	component	component	NOUN
easat-5645	360	16	5)5	5)5	NUM
easat-5645	360	17	(	(	PUNCT
easat-5645	360	18	)	)	PUNCT
easat-5645	360	19	(	(	PUNCT
easat-5645	360	20	k	k	PROPN
easat-5645	360	21	k	k	PROPN
easat-5645	360	22	yyk	yyk	PROPN
easat-5645	360	23	affaandzaf	affaandzaf	PROPN
easat-5645	360	24	==	==	X
easat-5645	360	25			X
easat-5645	360	26	(	(	PUNCT
easat-5645	360	27	24	24	NUM
easat-5645	360	28	)	)	PUNCT
easat-5645	360	29	where	where	SCONJ
easat-5645	360	30	yka	yka	PROPN
easat-5645	360	31	is	be	AUX
easat-5645	360	32	the	the	DET
easat-5645	360	33	relevant	relevant	ADJ
easat-5645	360	34	variable	variable	NOUN
easat-5645	360	35	and	and	CCONJ
easat-5645	360	36	the	the	DET
easat-5645	360	37	summing	summing	NOUN
easat-5645	360	38	is	be	AUX
easat-5645	360	39	over	over	ADP
easat-5645	360	40	the	the	DET
easat-5645	360	41	key	key	ADJ
easat-5645	360	42	terms	term	NOUN
easat-5645	360	43	linked	link	VERB
easat-5645	360	44	to	to	ADP
easat-5645	360	45	the	the	DET
easat-5645	360	46	shaded	shaded	ADJ
easat-5645	360	47	node	node	NOUN
easat-5645	360	48	alone	alone	ADV
easat-5645	360	49	.	.	PUNCT
easat-5645	361	1	by	by	ADP
easat-5645	361	2	merging	merge	VERB
easat-5645	361	3	these	these	DET
easat-5645	361	4	two	two	NUM
easat-5645	361	5	components	component	NOUN
easat-5645	361	6	in	in	ADP
easat-5645	361	7	fifth	fifth	ADJ
easat-5645	361	8	layer	layer	NOUN
easat-5645	361	9	,	,	PUNCT
easat-5645	361	10	the	the	DET
easat-5645	361	11	entire	entire	ADJ
easat-5645	361	12	function	function	NOUN
easat-5645	361	13	provided	provide	VERB
easat-5645	361	14	through	through	ADP
easat-5645	361	15	this	this	DET
easat-5645	361	16	layer	layer	NOUN
easat-5645	361	17	may	may	AUX
easat-5645	361	18	be	be	AUX
easat-5645	361	19	expressed	express	VERB
easat-5645	361	20	as	as	ADP
easat-5645	361	21	5	5	NUM
easat-5645	361	22	0	0	NUM
easat-5645	361	23	)	)	PUNCT
easat-5645	361	24	5	5	NUM
easat-5645	361	25	(	(	PUNCT
easat-5645	361	26	)	)	PUNCT
easat-5645	361	27	(	(	PUNCT
easat-5645	361	28	kk	kk	PROPN
easat-5645	361	29	k	k	PROPN
easat-5645	361	30	yyk	yyk	PROPN
easat-5645	361	31	aazafa	aazafa	ADJ
easat-5645	361	32			PROPN
easat-5645	361	33			PROPN
easat-5645	361	34			PRON
easat-5645	361	35			PROPN
easat-5645	361	36			PROPN
easat-5645	361	37			NOUN
easat-5645	362	1	+	+	NOUN
easat-5645	362	2	=	=	X
easat-5645	362	3			X
easat-5645	362	4	(	(	PUNCT
easat-5645	362	5	25	25	NUM
easat-5645	362	6	)	)	PUNCT
easat-5645	362	7	sixth	sixth	ADJ
easat-5645	362	8	output	output	NOUN
easat-5645	362	9	layer	layer	NOUN
easat-5645	362	10	:	:	PUNCT
easat-5645	362	11	this	this	DET
easat-5645	362	12	layer	layer	NOUN
easat-5645	362	13	’s	’s	PART
easat-5645	362	14	nodes	node	NOUN
easat-5645	362	15	each	each	PRON
easat-5645	362	16	relate	relate	VERB
easat-5645	362	17	to	to	ADP
easat-5645	362	18	a	a	DET
easat-5645	362	19	single	single	ADJ
easat-5645	362	20	output	output	NOUN
easat-5645	362	21	variable	variable	NOUN
easat-5645	362	22	.	.	PUNCT
easat-5645	363	1	the	the	DET
easat-5645	363	2	node	node	NOUN
easat-5645	363	3	combines	combine	VERB
easat-5645	363	4	all	all	PRON
easat-5645	363	5	of	of	ADP
easat-5645	363	6	fifth	fifth	ADJ
easat-5645	363	7	layer	layer	NOUN
easat-5645	363	8	recommendations	recommendation	NOUN
easat-5645	363	9	and	and	CCONJ
easat-5645	363	10	works	work	VERB
easat-5645	363	11	as	as	ADP
easat-5645	363	12	a	a	DET
easat-5645	363	13	defuzzifier	defuzzifier	NOUN
easat-5645	363	14	also	also	ADV
easat-5645	363	15	then	then	ADV
easat-5645	363	16	classifies	classify	VERB
easat-5645	363	17	the	the	DET
easat-5645	363	18	accurate	accurate	ADJ
easat-5645	363	19	results	result	NOUN
easat-5645	363	20	.	.	PUNCT
easat-5645	364	1			ADJ
easat-5645	364	2			NOUN
easat-5645	364	3	ffaandaaf	ffaandaaf	PROPN
easat-5645	364	4	k	k	PROPN
easat-5645	364	5	kk	kk	PROPN
easat-5645	365	1	=	=	AUX
easat-5645	365	2	=	=	NOUN
easat-5645	365	3			X
easat-5645	365	4	)	)	PUNCT
easat-5645	365	5	(	(	PUNCT
easat-5645	365	6	)	)	PUNCT
easat-5645	365	7	6()6()6	6()6()6	NUM
easat-5645	365	8	(	(	PUNCT
easat-5645	365	9	(	(	PUNCT
easat-5645	365	10	26	26	NUM
easat-5645	365	11	)	)	PUNCT
easat-5645	365	12	1607	1607	PROPN
easat-5645	365	13	edelweiss	edelweiss	PROPN
easat-5645	365	14	applied	apply	VERB
easat-5645	365	15	science	science	NOUN
easat-5645	365	16	and	and	CCONJ
easat-5645	365	17	technology	technology	NOUN
easat-5645	365	18	issn	issn	PROPN
easat-5645	365	19	:	:	PUNCT
easat-5645	365	20	2576	2576	NUM
easat-5645	365	21	-	-	SYM
easat-5645	365	22	8484	8484	NUM
easat-5645	365	23	vol	vol	NOUN
easat-5645	365	24	.	.	PROPN
easat-5645	366	1	9	9	NUM
easat-5645	366	2	,	,	PUNCT
easat-5645	366	3	no	no	INTJ
easat-5645	366	4	.	.	NOUN
easat-5645	367	1	3	3	NUM
easat-5645	367	2	:	:	SYM
easat-5645	367	3	1593	1593	NUM
easat-5645	367	4	-	-	SYM
easat-5645	367	5	1620	1620	NUM
easat-5645	367	6	,	,	PUNCT
easat-5645	367	7	2025	2025	NUM
easat-5645	367	8	doi	doi	NOUN
easat-5645	367	9	:	:	PUNCT
easat-5645	367	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	367	11	©	©	NOUN
easat-5645	367	12	2025	2025	NUM
easat-5645	367	13	by	by	ADP
easat-5645	367	14	the	the	DET
easat-5645	367	15	author	author	NOUN
easat-5645	367	16	;	;	PUNCT
easat-5645	367	17	licensee	licensee	NOUN
easat-5645	367	18	learning	learning	NOUN
easat-5645	367	19	gate	gate	NOUN
easat-5645	367	20	for	for	ADP
easat-5645	367	21	optimal	optimal	ADJ
easat-5645	367	22	classification	classification	NOUN
easat-5645	367	23	,	,	PUNCT
easat-5645	367	24	the	the	DET
easat-5645	367	25	parameters	parameter	NOUN
easat-5645	367	26	yka	yka	VERB
easat-5645	367	27	,	,	PUNCT
easat-5645	367	28	kyc	kyc	PROPN
easat-5645	367	29	and	and	CCONJ
easat-5645	367	30	ky	ky	PROPN
easat-5645	367	31	are	be	AUX
easat-5645	367	32	tuned	tune	VERB
easat-5645	367	33	by	by	ADP
easat-5645	367	34	the	the	DET
easat-5645	367	35	proposed	propose	VERB
easat-5645	367	36	he	he	PRON
easat-5645	367	37	algorithm	algorithm	VERB
easat-5645	367	38	.	.	PUNCT
easat-5645	368	1	the	the	DET
easat-5645	368	2	flowchart	flowchart	NOUN
easat-5645	368	3	of	of	ADP
easat-5645	368	4	proposed	propose	VERB
easat-5645	368	5	model	model	NOUN
easat-5645	368	6	in	in	ADP
easat-5645	368	7	big	big	ADJ
easat-5645	368	8	data	datum	NOUN
easat-5645	368	9	classification	classification	NOUN
easat-5645	368	10	is	be	AUX
easat-5645	368	11	illustrated	illustrate	VERB
easat-5645	368	12	in	in	ADP
easat-5645	368	13	figure	figure	NOUN
easat-5645	368	14	4	4	NUM
easat-5645	368	15	.	.	PUNCT
easat-5645	369	1	start	start	VERB
easat-5645	369	2	initialize	initialize	VERB
easat-5645	369	3	the	the	DET
easat-5645	369	4	healthcare	healthcare	NOUN
easat-5645	369	5	big	big	ADJ
easat-5645	369	6	data	data	PROPN
easat-5645	369	7	data	datum	NOUN
easat-5645	369	8	pre	pre	ADJ
easat-5645	369	9	-	-	ADJ
easat-5645	369	10	processing	processing	NOUN
easat-5645	369	11	is	be	AUX
easat-5645	369	12	applied	apply	VERB
easat-5645	369	13	apply	apply	ADJ
easat-5645	369	14	lho	lho	NOUN
easat-5645	369	15	for	for	ADP
easat-5645	369	16	feature	feature	NOUN
easat-5645	369	17	extraction	extraction	NOUN
easat-5645	369	18	and	and	CCONJ
easat-5645	369	19	selection	selection	NOUN
easat-5645	369	20	initialize	initialize	VERB
easat-5645	369	21	the	the	DET
easat-5645	369	22	pre	pre	ADJ
easat-5645	369	23	-	-	ADJ
easat-5645	369	24	processed	process	VERB
easat-5645	369	25	data	datum	NOUN
easat-5645	369	26	randomly	randomly	ADV
easat-5645	369	27	compute	compute	PROPN
easat-5645	369	28	fitness	fitness	NOUN
easat-5645	369	29	function	function	NOUN
easat-5645	369	30	setup	setup	NOUN
easat-5645	369	31	parameters	parameter	NOUN
easat-5645	369	32	for	for	ADP
easat-5645	369	33	feature	feature	NOUN
easat-5645	369	34	extraction	extraction	NOUN
easat-5645	369	35	estimate	estimate	NOUN
easat-5645	369	36	feature	feature	NOUN
easat-5645	369	37	interaction	interaction	NOUN
easat-5645	369	38	compute	compute	NOUN
easat-5645	369	39	consequent	consequent	ADJ
easat-5645	369	40	feature	feature	NOUN
easat-5645	369	41	point	point	NOUN
easat-5645	369	42	interaction	interaction	NOUN
easat-5645	369	43	compute	compute	NOUN
easat-5645	369	44	consequent	consequent	ADJ
easat-5645	369	45	feature	feature	NOUN
easat-5645	369	46	point	point	NOUN
easat-5645	369	47	interaction	interaction	NOUN
easat-5645	369	48	update	update	NOUN
easat-5645	369	49	extracted	extract	VERB
easat-5645	369	50	features	feature	NOUN
easat-5645	369	51	evaluate	evaluate	VERB
easat-5645	369	52	feature	feature	NOUN
easat-5645	369	53	selection	selection	NOUN
easat-5645	369	54	encircling	encircle	VERB
easat-5645	369	55	feature	feature	NOUN
easat-5645	369	56	points	point	NOUN
easat-5645	369	57	by	by	ADP
easat-5645	369	58	eqn	eqn	NOUN
easat-5645	369	59	.	.	PUNCT
easat-5645	370	1	(	(	PUNCT
easat-5645	370	2	7	7	NUM
easat-5645	370	3	)	)	PUNCT
easat-5645	370	4	and	and	CCONJ
easat-5645	370	5	(	(	PUNCT
easat-5645	370	6	8)	8)	NUM
easat-5645	370	7	moves	move	NOUN
easat-5645	370	8	to	to	ADP
easat-5645	370	9	new	new	ADJ
easat-5645	370	10	features	feature	NOUN
easat-5645	370	11	optimal	optimal	ADJ
easat-5645	370	12	features	feature	NOUN
easat-5645	370	13	are	be	AUX
easat-5645	370	14	selected	select	VERB
easat-5645	370	15	if	if	SCONJ
easat-5645	370	16	criteria	criterion	NOUN
easat-5645	370	17	met	meet	VERB
easat-5645	370	18	?	?	PUNCT
easat-5645	371	1	yes	yes	INTJ
easat-5645	371	2	no	no	DET
easat-5645	371	3	train	train	NOUN
easat-5645	371	4	data	datum	NOUN
easat-5645	371	5	hge	hge	PROPN
easat-5645	371	6	-	-	PUNCT
easat-5645	371	7	snf	snf	PROPN
easat-5645	371	8	classifier	classifier	PROPN
easat-5645	371	9	test	test	PROPN
easat-5645	371	10	data	datum	NOUN
easat-5645	371	11	trained	train	VERB
easat-5645	371	12	data	datum	NOUN
easat-5645	371	13	initialize	initialize	VERB
easat-5645	371	14	the	the	DET
easat-5645	371	15	parameters	parameter	NOUN
easat-5645	371	16	for	for	ADP
easat-5645	371	17	snf	snf	PROPN
easat-5645	371	18	tuning	tune	VERB
easat-5645	371	19	compute	compute	NOUN
easat-5645	371	20	parameter	parameter	NOUN
easat-5645	371	21	exploitation	exploitation	NOUN
easat-5645	371	22	and	and	CCONJ
easat-5645	371	23	exploration	exploration	NOUN
easat-5645	371	24	optimize	optimize	NOUN
easat-5645	371	25	the	the	DET
easat-5645	371	26	parameter	parameter	NOUN
easat-5645	371	27	,	,	PUNCT
easat-5645	371	28	weights	weight	NOUN
easat-5645	371	29	and	and	CCONJ
easat-5645	371	30	bias	bias	NOUN
easat-5645	371	31	to	to	PART
easat-5645	371	32	hgesnf	hgesnf	AUX
easat-5645	371	33	classifer	classifer	VERB
easat-5645	371	34	new	new	ADJ
easat-5645	371	35	parameter	parameter	NOUN
easat-5645	371	36	tuning	tune	VERB
easat-5645	371	37	trained	train	VERB
easat-5645	371	38	data	datum	NOUN
easat-5645	371	39	hge	hge	PROPN
easat-5645	371	40	-	-	PUNCT
easat-5645	371	41	snf	snf	PROPN
easat-5645	371	42	classifier	classifier	NOUN
easat-5645	371	43	if	if	SCONJ
easat-5645	371	44	value	value	NOUN
easat-5645	371	45	met	meet	VERB
easat-5645	371	46	?	?	PUNCT
easat-5645	372	1	noyes	noyes	PROPN
easat-5645	372	2	terminate	terminate	VERB
easat-5645	372	3	criteria	criterion	NOUN
easat-5645	372	4	optimal	optimal	ADJ
easat-5645	372	5	data	datum	NOUN
easat-5645	372	6	classification	classification	NOUN
easat-5645	372	7	is	be	AUX
easat-5645	372	8	obtained	obtain	VERB
easat-5645	372	9	(	(	PUNCT
easat-5645	372	10	i.e	i.e	PROPN
easat-5645	372	11	covid-19	covid-19	PROPN
easat-5645	372	12	,	,	PUNCT
easat-5645	372	13	heart	heart	NOUN
easat-5645	372	14	,	,	PUNCT
easat-5645	372	15	kidney	kidney	NOUN
easat-5645	372	16	,	,	PUNCT
easat-5645	372	17	cancer	cancer	NOUN
easat-5645	372	18	and	and	CCONJ
easat-5645	372	19	diabetes	diabetes	NOUN
easat-5645	372	20	diseases	disease	NOUN
easat-5645	372	21	)	)	PUNCT
easat-5645	372	22	stop	stop	VERB
easat-5645	372	23	back	back	ADV
easat-5645	372	24	to	to	ADP
easat-5645	372	25	next	next	ADJ
easat-5645	372	26	iteration	iteration	NOUN
easat-5645	373	1	no	no	INTJ
easat-5645	373	2	yes	yes	INTJ
easat-5645	373	3	figure	figure	NOUN
easat-5645	373	4	4	4	NUM
easat-5645	373	5	.	.	PUNCT
easat-5645	374	1	the	the	DET
easat-5645	374	2	flowchart	flowchart	NOUN
easat-5645	374	3	of	of	ADP
easat-5645	374	4	proposed	propose	VERB
easat-5645	374	5	model	model	NOUN
easat-5645	374	6	in	in	ADP
easat-5645	374	7	big	big	ADJ
easat-5645	374	8	data	datum	NOUN
easat-5645	374	9	classification	classification	NOUN
easat-5645	374	10	1608	1608	NUM
easat-5645	374	11	edelweiss	edelweiss	PROPN
easat-5645	374	12	applied	apply	VERB
easat-5645	374	13	science	science	NOUN
easat-5645	374	14	and	and	CCONJ
easat-5645	374	15	technology	technology	NOUN
easat-5645	374	16	issn	issn	PROPN
easat-5645	374	17	:	:	PUNCT
easat-5645	374	18	2576	2576	NUM
easat-5645	374	19	-	-	SYM
easat-5645	374	20	8484	8484	NUM
easat-5645	374	21	vol	vol	NOUN
easat-5645	374	22	.	.	PROPN
easat-5645	375	1	9	9	NUM
easat-5645	375	2	,	,	PUNCT
easat-5645	375	3	no	no	INTJ
easat-5645	375	4	.	.	NOUN
easat-5645	376	1	3	3	NUM
easat-5645	376	2	:	:	SYM
easat-5645	376	3	1593	1593	NUM
easat-5645	376	4	-	-	SYM
easat-5645	376	5	1620	1620	NUM
easat-5645	376	6	,	,	PUNCT
easat-5645	376	7	2025	2025	NUM
easat-5645	376	8	doi	doi	NOUN
easat-5645	376	9	:	:	PUNCT
easat-5645	376	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	376	11	©	©	NOUN
easat-5645	376	12	2025	2025	NUM
easat-5645	376	13	by	by	ADP
easat-5645	376	14	the	the	DET
easat-5645	376	15	author	author	NOUN
easat-5645	376	16	;	;	PUNCT
easat-5645	376	17	licensee	licensee	PROPN
easat-5645	376	18	learning	learning	NOUN
easat-5645	376	19	gate	gate	NOUN
easat-5645	376	20	5	5	NUM
easat-5645	376	21	.	.	NOUN
easat-5645	376	22	result	result	NOUN
easat-5645	376	23	and	and	CCONJ
easat-5645	376	24	discussion	discussion	NOUN
easat-5645	376	25	this	this	DET
easat-5645	376	26	section	section	NOUN
easat-5645	376	27	included	include	VERB
easat-5645	376	28	research	research	NOUN
easat-5645	376	29	to	to	PART
easat-5645	376	30	verify	verify	VERB
easat-5645	376	31	the	the	DET
easat-5645	376	32	effectiveness	effectiveness	NOUN
easat-5645	376	33	of	of	ADP
easat-5645	376	34	the	the	DET
easat-5645	376	35	recommended	recommend	VERB
easat-5645	376	36	technique	technique	NOUN
easat-5645	376	37	.	.	PUNCT
easat-5645	377	1	the	the	DET
easat-5645	377	2	suggested	suggest	VERB
easat-5645	377	3	method	method	NOUN
easat-5645	377	4	is	be	AUX
easat-5645	377	5	implemented	implement	VERB
easat-5645	377	6	with	with	ADP
easat-5645	377	7	the	the	DET
easat-5645	377	8	matlab	matlab	PROPN
easat-5645	377	9	r2018b	r2018b	NOUN
easat-5645	377	10	tool	tool	NOUN
easat-5645	377	11	on	on	ADP
easat-5645	377	12	a	a	DET
easat-5645	377	13	windows	window	NOUN
easat-5645	377	14	7	7	NUM
easat-5645	377	15	platform	platform	NOUN
easat-5645	377	16	with	with	ADP
easat-5645	377	17	4	4	NUM
easat-5645	377	18	gb	gb	NOUN
easat-5645	377	19	ram	ram	NOUN
easat-5645	377	20	and	and	CCONJ
easat-5645	377	21	intel(r	intel(r	ADJ
easat-5645	377	22	)	)	PUNCT
easat-5645	377	23	dual	dual	ADJ
easat-5645	377	24	-	-	PUNCT
easat-5645	377	25	core	core	NOUN
easat-5645	377	26	.	.	PUNCT
easat-5645	378	1	math	math	PROPN
easat-5645	378	2	works	work	NOUN
easat-5645	378	3	designed	design	VERB
easat-5645	378	4	this	this	DET
easat-5645	378	5	numerical	numerical	ADJ
easat-5645	378	6	and	and	CCONJ
easat-5645	378	7	technical	technical	ADJ
easat-5645	378	8	programming	programming	NOUN
easat-5645	378	9	language	language	NOUN
easat-5645	378	10	.	.	PUNCT
easat-5645	379	1	5.1	5.1	NUM
easat-5645	379	2	.	.	PUNCT
easat-5645	380	1	dataset	dataset	VERB
easat-5645	380	2	many	many	ADJ
easat-5645	380	3	iot	iot	ADJ
easat-5645	380	4	sources	source	NOUN
easat-5645	380	5	were	be	AUX
easat-5645	380	6	obtained	obtain	VERB
easat-5645	380	7	and	and	CCONJ
easat-5645	380	8	compiled	compile	VERB
easat-5645	380	9	for	for	ADP
easat-5645	380	10	the	the	DET
easat-5645	380	11	sake	sake	NOUN
easat-5645	380	12	of	of	ADP
easat-5645	380	13	our	our	PRON
easat-5645	380	14	research	research	NOUN
easat-5645	380	15	.	.	PUNCT
easat-5645	381	1	covid-19	covid-19	PROPN
easat-5645	381	2	,	,	PUNCT
easat-5645	381	3	diabetes	diabetes	NOUN
easat-5645	381	4	,	,	PUNCT
easat-5645	381	5	cancer	cancer	NOUN
easat-5645	381	6	,	,	PUNCT
easat-5645	381	7	heart	heart	NOUN
easat-5645	381	8	,	,	PUNCT
easat-5645	381	9	and	and	CCONJ
easat-5645	381	10	renal	renal	ADJ
easat-5645	381	11	disease	disease	NOUN
easat-5645	381	12	data	datum	NOUN
easat-5645	381	13	,	,	PUNCT
easat-5645	381	14	as	as	ADV
easat-5645	381	15	well	well	ADV
easat-5645	381	16	as	as	ADP
easat-5645	381	17	data	datum	NOUN
easat-5645	381	18	from	from	ADP
easat-5645	381	19	healthy	healthy	ADJ
easat-5645	381	20	people	people	NOUN
easat-5645	381	21	,	,	PUNCT
easat-5645	381	22	are	be	AUX
easat-5645	381	23	all	all	PRON
easat-5645	381	24	included	include	VERB
easat-5645	381	25	in	in	ADP
easat-5645	381	26	this	this	DET
easat-5645	381	27	collection	collection	NOUN
easat-5645	381	28	.	.	PUNCT
easat-5645	382	1	first	first	ADV
easat-5645	382	2	,	,	PUNCT
easat-5645	382	3	for	for	ADP
easat-5645	382	4	covid-19	covid-19	PROPN
easat-5645	382	5	,	,	PUNCT
easat-5645	382	6	we	we	PRON
easat-5645	382	7	examined	examine	VERB
easat-5645	382	8	data	datum	NOUN
easat-5645	382	9	from	from	ADP
easat-5645	382	10	archives	archive	NOUN
easat-5645	382	11	such	such	ADJ
easat-5645	382	12	as	as	ADP
easat-5645	382	13	the	the	DET
easat-5645	382	14	khorshid	khorshid	PROPN
easat-5645	382	15	covid	covid	PROPN
easat-5645	382	16	cohort	cohort	PROPN
easat-5645	382	17	(	(	PUNCT
easat-5645	382	18	kcc	kcc	PROPN
easat-5645	382	19	)	)	PUNCT
easat-5645	382	20	study	study	NOUN
easat-5645	382	21	,	,	PUNCT
easat-5645	382	22	which	which	PRON
easat-5645	382	23	included	include	VERB
easat-5645	382	24	1634	1634	NUM
easat-5645	382	25	patients	patient	NOUN
easat-5645	382	26	with	with	ADP
easat-5645	382	27	covid-19	covid-19	PROPN
easat-5645	382	28	and	and	CCONJ
easat-5645	382	29	comparable	comparable	ADJ
easat-5645	382	30	features	feature	NOUN
easat-5645	382	31	that	that	PRON
easat-5645	382	32	had	have	VERB
easat-5645	382	33	a	a	DET
easat-5645	382	34	negative	negative	ADJ
easat-5645	382	35	rt	rt	ADJ
easat-5645	382	36	-	-	PUNCT
easat-5645	382	37	pcr	pcr	NOUN
easat-5645	382	38	and	and	CCONJ
easat-5645	382	39	chest	chest	NOUN
easat-5645	382	40	ct	ct	PROPN
easat-5645	382	41	scan	scan	NOUN
easat-5645	382	42	.	.	PUNCT
easat-5645	383	1	furthermore	furthermore	ADV
easat-5645	383	2	,	,	PUNCT
easat-5645	383	3	certain	certain	ADJ
easat-5645	383	4	valuable	valuable	ADJ
easat-5645	383	5	websites	website	NOUN
easat-5645	383	6	,	,	PUNCT
easat-5645	383	7	such	such	ADJ
easat-5645	383	8	as	as	ADP
easat-5645	383	9	https://github.com/harshcasper/vyaadhi/tree/master/	https://github.com/harshcasper/vyaadhi/tree/master/	ADJ
easat-5645	383	10	,	,	PUNCT
easat-5645	383	11	include	include	VERB
easat-5645	383	12	primary	primary	ADJ
easat-5645	383	13	health	health	NOUN
easat-5645	383	14	care	care	NOUN
easat-5645	383	15	datasets	dataset	NOUN
easat-5645	383	16	that	that	PRON
easat-5645	383	17	are	be	AUX
easat-5645	383	18	regarded	regard	VERB
easat-5645	383	19	to	to	PART
easat-5645	383	20	be	be	AUX
easat-5645	383	21	the	the	DET
easat-5645	383	22	most	most	ADV
easat-5645	383	23	popular	popular	ADJ
easat-5645	383	24	datasets	dataset	NOUN
easat-5645	383	25	.	.	PUNCT
easat-5645	384	1	datasets	dataset	NOUN
easat-5645	384	2	are	be	AUX
easat-5645	384	3	a	a	DET
easat-5645	384	4	category	category	NOUN
easat-5645	384	5	of	of	ADP
easat-5645	384	6	diseases	disease	NOUN
easat-5645	384	7	that	that	PRON
easat-5645	384	8	may	may	AUX
easat-5645	384	9	be	be	AUX
easat-5645	384	10	utilized	utilize	VERB
easat-5645	384	11	to	to	PART
easat-5645	384	12	train	train	VERB
easat-5645	384	13	the	the	DET
easat-5645	384	14	suggested	suggest	VERB
easat-5645	384	15	method	method	NOUN
easat-5645	384	16	differentiate	differentiate	VERB
easat-5645	384	17	covid-19	covid-19	PROPN
easat-5645	384	18	.	.	PUNCT
easat-5645	385	1	the	the	DET
easat-5645	385	2	normal	normal	ADJ
easat-5645	385	3	dataset	dataset	NOUN
easat-5645	385	4	will	will	AUX
easat-5645	385	5	be	be	AUX
easat-5645	385	6	utilized	utilize	VERB
easat-5645	385	7	as	as	ADP
easat-5645	385	8	the	the	DET
easat-5645	385	9	final	final	ADJ
easat-5645	385	10	dataset	dataset	NOUN
easat-5645	385	11	in	in	ADP
easat-5645	385	12	this	this	DET
easat-5645	385	13	investigation	investigation	NOUN
easat-5645	385	14	.	.	PUNCT
easat-5645	386	1	5.2	5.2	NUM
easat-5645	386	2	.	.	PUNCT
easat-5645	387	1	performance	performance	NOUN
easat-5645	387	2	analysis	analysis	NOUN
easat-5645	387	3	the	the	DET
easat-5645	387	4	proposed	propose	VERB
easat-5645	387	5	method	method	NOUN
easat-5645	387	6	of	of	ADP
easat-5645	387	7	big	big	ADJ
easat-5645	387	8	data	datum	NOUN
easat-5645	387	9	classification	classification	NOUN
easat-5645	387	10	in	in	ADP
easat-5645	387	11	healthcare	healthcare	NOUN
easat-5645	387	12	system	system	NOUN
easat-5645	387	13	is	be	AUX
easat-5645	387	14	executed	execute	VERB
easat-5645	387	15	using	use	VERB
easat-5645	387	16	matlab	matlab	PROPN
easat-5645	387	17	2018b	2018b	NUM
easat-5645	387	18	software	software	NOUN
easat-5645	387	19	.	.	PUNCT
easat-5645	388	1	in	in	ADP
easat-5645	388	2	terms	term	NOUN
easat-5645	388	3	of	of	ADP
easat-5645	388	4	determining	determine	VERB
easat-5645	388	5	the	the	DET
easat-5645	388	6	performance	performance	NOUN
easat-5645	388	7	of	of	ADP
easat-5645	388	8	the	the	DET
easat-5645	388	9	classifier	classifier	NOUN
easat-5645	388	10	of	of	ADP
easat-5645	388	11	such	such	ADJ
easat-5645	388	12	recommended	recommended	ADJ
easat-5645	388	13	model	model	NOUN
easat-5645	388	14	in	in	ADP
easat-5645	388	15	a	a	DET
easat-5645	388	16	big	big	ADJ
easat-5645	388	17	data	data	NOUN
easat-5645	388	18	classification	classification	NOUN
easat-5645	388	19	problem	problem	NOUN
easat-5645	388	20	,	,	PUNCT
easat-5645	388	21	a	a	DET
easat-5645	388	22	variety	variety	NOUN
easat-5645	388	23	of	of	ADP
easat-5645	388	24	well	well	ADV
easat-5645	388	25	-	-	PUNCT
easat-5645	388	26	known	know	VERB
easat-5645	388	27	assessment	assessment	NOUN
easat-5645	388	28	criteria	criterion	NOUN
easat-5645	388	29	can	can	AUX
easat-5645	388	30	be	be	AUX
easat-5645	388	31	used	use	VERB
easat-5645	388	32	.	.	PUNCT
easat-5645	389	1	the	the	DET
easat-5645	389	2	symbols	symbol	NOUN
easat-5645	389	3	pt	pt	INTJ
easat-5645	389	4			NOUN
easat-5645	389	5	and	and	CCONJ
easat-5645	389	6	nt	not	PART
easat-5645	389	7			AUX
easat-5645	389	8	signify	signify	VERB
easat-5645	389	9	the	the	DET
easat-5645	389	10	numbers	number	NOUN
easat-5645	389	11	of	of	ADP
easat-5645	389	12	correctly	correctly	ADV
easat-5645	389	13	classified	classified	ADJ
easat-5645	389	14	favourably	favourably	ADV
easat-5645	389	15	and	and	CCONJ
easat-5645	389	16	negatively	negatively	ADV
easat-5645	389	17	data	datum	NOUN
easat-5645	389	18	.	.	PUNCT
easat-5645	390	1	the	the	DET
easat-5645	390	2	symbols	symbol	NOUN
easat-5645	390	3	pf	pf	X
easat-5645	390	4			ADV
easat-5645	390	5	and	and	CCONJ
easat-5645	390	6	nf	nf	ADJ
easat-5645	390	7			NOUN
easat-5645	390	8	denote	denote	VERB
easat-5645	390	9	the	the	DET
easat-5645	390	10	erroneously	erroneously	ADV
easat-5645	390	11	categorised	categorise	VERB
easat-5645	390	12	negative	negative	ADJ
easat-5645	390	13	and	and	CCONJ
easat-5645	390	14	positive	positive	ADJ
easat-5645	390	15	data	datum	NOUN
easat-5645	390	16	.	.	PUNCT
easat-5645	391	1	the	the	DET
easat-5645	391	2	most	most	ADV
easat-5645	391	3	often	often	ADV
easat-5645	391	4	used	use	VERB
easat-5645	391	5	classification	classification	NOUN
easat-5645	391	6	performance	performance	NOUN
easat-5645	391	7	parameter	parameter	NOUN
easat-5645	391	8	is	be	AUX
easat-5645	391	9	accuracy	accuracy	NOUN
easat-5645	391	10	.	.	PUNCT
easat-5645	392	1	it	it	PRON
easat-5645	392	2	is	be	AUX
easat-5645	392	3	expressed	express	VERB
easat-5645	392	4	as	as	ADP
easat-5645	392	5	a	a	DET
easat-5645	392	6	percentage	percentage	NOUN
easat-5645	392	7	and	and	CCONJ
easat-5645	392	8	reflects	reflect	VERB
easat-5645	392	9	the	the	DET
easat-5645	392	10	proportion	proportion	NOUN
easat-5645	392	11	of	of	ADP
easat-5645	392	12	incidents	incident	NOUN
easat-5645	392	13	that	that	PRON
easat-5645	392	14	have	have	AUX
easat-5645	392	15	been	be	AUX
easat-5645	392	16	correctly	correctly	ADV
easat-5645	392	17	classified	classified	ADJ
easat-5645	392	18	.	.	PUNCT
easat-5645	393	1	for	for	ADP
easat-5645	393	2	better	well	ADJ
easat-5645	393	3	classification	classification	NOUN
easat-5645	393	4	results	result	NOUN
easat-5645	393	5	,	,	PUNCT
easat-5645	393	6	the	the	DET
easat-5645	393	7	classification	classification	NOUN
easat-5645	393	8	performance	performance	NOUN
easat-5645	393	9	should	should	AUX
easat-5645	393	10	be	be	AUX
easat-5645	393	11	at	at	ADP
easat-5645	393	12	or	or	CCONJ
easat-5645	393	13	above	above	ADP
easat-5645	393	14	100	100	NUM
easat-5645	393	15	%	%	NOUN
easat-5645	393	16	.	.	PUNCT
easat-5645	394	1	nfpfntpt	nfpfntpt	ADJ
easat-5645	394	2	ptnt	ptnt	NOUN
easat-5645	394	3	accuracy	accuracy	NOUN
easat-5645	394	4			PROPN
easat-5645	394	5			PROPN
easat-5645	395	1	+	+	NOUN
easat-5645	395	2	+	+	ADJ
easat-5645	395	3	+	+	ADJ
easat-5645	395	4	+	+	ADJ
easat-5645	395	5	=	=	SYM
easat-5645	395	6	(	(	PUNCT
easat-5645	395	7	27	27	NUM
easat-5645	395	8	)	)	PUNCT
easat-5645	395	9	this	this	PRON
easat-5645	395	10	exhibits	exhibit	VERB
easat-5645	395	11	the	the	DET
easat-5645	395	12	ability	ability	NOUN
easat-5645	395	13	to	to	PART
easat-5645	395	14	find	find	VERB
easat-5645	395	15	a	a	DET
easat-5645	395	16	patient	patient	NOUN
easat-5645	395	17	who	who	PRON
easat-5645	395	18	may	may	AUX
easat-5645	395	19	be	be	AUX
easat-5645	395	20	at	at	ADP
easat-5645	395	21	risk	risk	NOUN
easat-5645	395	22	for	for	ADP
easat-5645	395	23	a	a	DET
easat-5645	395	24	range	range	NOUN
easat-5645	395	25	of	of	ADP
easat-5645	395	26	illnesses	illness	NOUN
easat-5645	395	27	.	.	PUNCT
easat-5645	396	1	the	the	DET
easat-5645	396	2	ratio	ratio	NOUN
easat-5645	396	3	of	of	ADP
easat-5645	396	4	true	true	ADJ
easat-5645	396	5	positives	positive	NOUN
easat-5645	396	6	to	to	ADP
easat-5645	396	7	the	the	DET
easat-5645	396	8	sum	sum	NOUN
easat-5645	396	9	of	of	ADP
easat-5645	396	10	true	true	ADJ
easat-5645	396	11	positives	positive	NOUN
easat-5645	396	12	and	and	CCONJ
easat-5645	396	13	false	false	ADJ
easat-5645	396	14	negatives	negative	NOUN
easat-5645	396	15	,	,	PUNCT
easat-5645	396	16	which	which	PRON
easat-5645	396	17	is	be	AUX
easat-5645	396	18	calculated	calculate	VERB
easat-5645	396	19	using	use	VERB
easat-5645	396	20	eqn	eqn	NOUN
easat-5645	396	21	.	.	PUNCT
easat-5645	397	1	(	(	PUNCT
easat-5645	397	2	28	28	NUM
easat-5645	397	3	)	)	PUNCT
easat-5645	397	4	,	,	PUNCT
easat-5645	397	5	is	be	AUX
easat-5645	397	6	known	know	VERB
easat-5645	397	7	as	as	ADP
easat-5645	397	8	sensitivity	sensitivity	NOUN
easat-5645	397	9	.	.	PUNCT
easat-5645	398	1	nfpt	nfpt	PROPN
easat-5645	398	2	pt	pt	PROPN
easat-5645	398	3	y	y	PROPN
easat-5645	398	4	/	/	SYM
easat-5645	398	5	recallsensitivit	recallsensitivit	PROPN
easat-5645	399	1			ADP
easat-5645	399	2			NOUN
easat-5645	399	3	+	+	CCONJ
easat-5645	399	4	=	=	SYM
easat-5645	399	5	(	(	PUNCT
easat-5645	399	6	28	28	NUM
easat-5645	399	7	)	)	PUNCT
easat-5645	399	8	specificity	specificity	NOUN
easat-5645	399	9	is	be	AUX
easat-5645	399	10	defined	define	VERB
easat-5645	399	11	as	as	ADP
easat-5645	399	12	the	the	DET
easat-5645	399	13	ratio	ratio	NOUN
easat-5645	399	14	of	of	ADP
easat-5645	399	15	a	a	DET
easat-5645	399	16	proportion	proportion	NOUN
easat-5645	399	17	of	of	ADP
easat-5645	399	18	actual	actual	ADJ
easat-5645	399	19	negatives	negative	NOUN
easat-5645	399	20	to	to	ADP
easat-5645	399	21	the	the	DET
easat-5645	399	22	sum	sum	NOUN
easat-5645	399	23	of	of	ADP
easat-5645	399	24	true	true	ADJ
easat-5645	399	25	negatives	negative	NOUN
easat-5645	399	26	as	as	ADV
easat-5645	399	27	well	well	ADV
easat-5645	399	28	as	as	ADP
easat-5645	399	29	false	false	ADJ
easat-5645	399	30	positives	positive	NOUN
easat-5645	399	31	.	.	PUNCT
easat-5645	400	1	the	the	DET
easat-5645	400	2	most	most	ADJ
easat-5645	400	3	specificity	specificity	NOUN
easat-5645	400	4	is	be	AUX
easat-5645	400	5	1.0	1.0	NUM
easat-5645	400	6	,	,	PUNCT
easat-5645	400	7	whereas	whereas	SCONJ
easat-5645	400	8	the	the	DET
easat-5645	400	9	least	least	ADJ
easat-5645	400	10	specificity	specificity	NOUN
easat-5645	400	11	is	be	AUX
easat-5645	400	12	0.0	0.0	NUM
easat-5645	400	13	.	.	PUNCT
easat-5645	401	1	pfnt	pfnt	NOUN
easat-5645	401	2	nt	not	PART
easat-5645	401	3	yspecificit	yspecificit	ADJ
easat-5645	401	4			NOUN
easat-5645	401	5			NOUN
easat-5645	401	6	+	+	CCONJ
easat-5645	401	7	=	=	SYM
easat-5645	401	8	(	(	PUNCT
easat-5645	401	9	29	29	NUM
easat-5645	401	10	)	)	PUNCT
easat-5645	402	1	the	the	DET
easat-5645	402	2	f	f	NOUN
easat-5645	402	3	-	-	PUNCT
easat-5645	402	4	measure	measure	NOUN
easat-5645	402	5	is	be	AUX
easat-5645	402	6	used	use	VERB
easat-5645	402	7	to	to	PART
easat-5645	402	8	assess	assess	VERB
easat-5645	402	9	the	the	DET
easat-5645	402	10	efficacy	efficacy	NOUN
easat-5645	402	11	of	of	ADP
easat-5645	402	12	the	the	DET
easat-5645	402	13	validation	validation	NOUN
easat-5645	402	14	procedure	procedure	NOUN
easat-5645	402	15	.	.	PUNCT
easat-5645	403	1	it	it	PRON
easat-5645	403	2	's	be	AUX
easat-5645	403	3	a	a	DET
easat-5645	403	4	weighted	weighted	ADJ
easat-5645	403	5	average	average	NOUN
easat-5645	403	6	that	that	PRON
easat-5645	403	7	takes	take	VERB
easat-5645	403	8	both	both	DET
easat-5645	403	9	high	high	ADJ
easat-5645	403	10	accuracy	accuracy	NOUN
easat-5645	403	11	and	and	CCONJ
easat-5645	403	12	recall	recall	VERB
easat-5645	403	13	into	into	ADP
easat-5645	403	14	consideration	consideration	NOUN
easat-5645	403	15	.	.	PUNCT
easat-5645	404	1	ntpfpt2	ntpfpt2	PROPN
easat-5645	405	1	pt2	pt2	PROPN
easat-5645	405	2	measuref	measuref	PROPN
easat-5645	405	3			INTJ
easat-5645	405	4			VERB
easat-5645	405	5	+	+	PROPN
easat-5645	405	6	+	+	NUM
easat-5645	405	7	=	=	ADJ
easat-5645	405	8	−	−	X
easat-5645	405	9	(	(	PUNCT
easat-5645	405	10	30	30	NUM
easat-5645	405	11	)	)	PUNCT
easat-5645	405	12	this	this	PRON
easat-5645	405	13	is	be	AUX
easat-5645	405	14	the	the	DET
easat-5645	405	15	potential	potential	NOUN
easat-5645	405	16	that	that	SCONJ
easat-5645	405	17	a	a	DET
easat-5645	405	18	patient	patient	NOUN
easat-5645	405	19	with	with	ADP
easat-5645	405	20	a	a	DET
easat-5645	405	21	positive	positive	ADJ
easat-5645	405	22	diagnostic	diagnostic	ADJ
easat-5645	405	23	test	test	NOUN
easat-5645	405	24	is	be	AUX
easat-5645	405	25	infected	infect	VERB
easat-5645	405	26	with	with	ADP
easat-5645	405	27	the	the	DET
easat-5645	405	28	illness	illness	NOUN
easat-5645	405	29	.	.	PUNCT
easat-5645	406	1	1609	1609	NUM
easat-5645	406	2	edelweiss	edelweiss	PROPN
easat-5645	406	3	applied	apply	VERB
easat-5645	406	4	science	science	NOUN
easat-5645	406	5	and	and	CCONJ
easat-5645	406	6	technology	technology	NOUN
easat-5645	406	7	issn	issn	PROPN
easat-5645	406	8	:	:	PUNCT
easat-5645	406	9	2576	2576	NUM
easat-5645	406	10	-	-	SYM
easat-5645	406	11	8484	8484	NUM
easat-5645	406	12	vol	vol	NOUN
easat-5645	406	13	.	.	PROPN
easat-5645	407	1	9	9	NUM
easat-5645	407	2	,	,	PUNCT
easat-5645	407	3	no	no	INTJ
easat-5645	407	4	.	.	NOUN
easat-5645	408	1	3	3	NUM
easat-5645	408	2	:	:	SYM
easat-5645	408	3	1593	1593	NUM
easat-5645	408	4	-	-	SYM
easat-5645	408	5	1620	1620	NUM
easat-5645	408	6	,	,	PUNCT
easat-5645	408	7	2025	2025	NUM
easat-5645	408	8	doi	doi	NOUN
easat-5645	408	9	:	:	PUNCT
easat-5645	408	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	408	11	©	©	NOUN
easat-5645	408	12	2025	2025	NUM
easat-5645	408	13	by	by	ADP
easat-5645	408	14	the	the	DET
easat-5645	408	15	author	author	NOUN
easat-5645	408	16	;	;	PUNCT
easat-5645	408	17	licensee	licensee	PROPN
easat-5645	408	18	learning	learn	VERB
easat-5645	408	19	gate	gate	NOUN
easat-5645	408	20	pfpt	pfpt	PROPN
easat-5645	408	21	pt	pt	X
easat-5645	408	22	ppvprecision/	ppvprecision/	NUM
easat-5645	408	23			ADV
easat-5645	408	24			NOUN
easat-5645	409	1	+	+	CCONJ
easat-5645	409	2	=	=	SYM
easat-5645	409	3	(	(	PUNCT
easat-5645	409	4	31	31	NUM
easat-5645	409	5	)	)	PUNCT
easat-5645	409	6	the	the	DET
easat-5645	409	7	proportion	proportion	NOUN
easat-5645	409	8	of	of	ADP
easat-5645	409	9	negative	negative	ADJ
easat-5645	409	10	test	test	NOUN
easat-5645	409	11	outcomes	outcome	NOUN
easat-5645	409	12	analyzed	analyze	VERB
easat-5645	409	13	is	be	AUX
easat-5645	409	14	known	know	VERB
easat-5645	409	15	as	as	ADP
easat-5645	409	16	the	the	DET
easat-5645	409	17	negative	negative	ADJ
easat-5645	409	18	predictive	predictive	ADJ
easat-5645	409	19	value	value	NOUN
easat-5645	409	20	(	(	PUNCT
easat-5645	409	21	npv	npv	NOUN
easat-5645	409	22	)	)	PUNCT
easat-5645	409	23	.	.	PUNCT
easat-5645	410	1	this	this	PRON
easat-5645	410	2	indicates	indicate	VERB
easat-5645	410	3	the	the	DET
easat-5645	410	4	possibility	possibility	NOUN
easat-5645	410	5	of	of	ADP
easat-5645	410	6	discovering	discover	VERB
easat-5645	410	7	a	a	DET
easat-5645	410	8	patient	patient	NOUN
easat-5645	410	9	who	who	PRON
easat-5645	410	10	is	be	AUX
easat-5645	410	11	resistant	resistant	ADJ
easat-5645	410	12	to	to	ADP
easat-5645	410	13	all	all	DET
easat-5645	410	14	diseases	disease	NOUN
easat-5645	410	15	.	.	PUNCT
easat-5645	411	1	nfnt	nfnt	NOUN
easat-5645	411	2	nt	not	PART
easat-5645	411	3	npv	npv	NOUN
easat-5645	411	4			NOUN
easat-5645	411	5			PROPN
easat-5645	412	1	+	+	CCONJ
easat-5645	412	2	=	=	SYM
easat-5645	412	3	(	(	PUNCT
easat-5645	412	4	32	32	NUM
easat-5645	412	5	)	)	PUNCT
easat-5645	412	6	furthermore	furthermore	ADV
easat-5645	412	7	,	,	PUNCT
easat-5645	412	8	the	the	DET
easat-5645	412	9	matthews	matthew	NOUN
easat-5645	412	10	'	'	PART
easat-5645	412	11	correlation	correlation	NOUN
easat-5645	412	12	coefficient	coefficient	NOUN
easat-5645	412	13	(	(	PUNCT
easat-5645	412	14	mcc	mcc	NOUN
easat-5645	412	15	)	)	PUNCT
easat-5645	412	16	is	be	AUX
easat-5645	412	17	defined	define	VERB
easat-5645	412	18	as	as	ADP
easat-5645	412	19	the	the	DET
easat-5645	412	20	proposed	propose	VERB
easat-5645	412	21	classifier	classifier	NOUN
easat-5645	412	22	's	's	PART
easat-5645	412	23	prediction	prediction	NOUN
easat-5645	412	24	capacity	capacity	NOUN
easat-5645	412	25	and	and	CCONJ
easat-5645	412	26	ranges	range	VERB
easat-5645	412	27	from	from	ADP
easat-5645	412	28	-1	-1	INTJ
easat-5645	412	29	to	to	ADP
easat-5645	412	30	+1	+1	PROPN
easat-5645	412	31	.	.	PUNCT
easat-5645	413	1	the	the	DET
easat-5645	413	2	result	result	NOUN
easat-5645	413	3	is	be	AUX
easat-5645	413	4	positive	positive	ADJ
easat-5645	413	5	if	if	SCONJ
easat-5645	413	6	the	the	DET
easat-5645	413	7	classification	classification	NOUN
easat-5645	413	8	correctly	correctly	ADV
easat-5645	413	9	diagnoses	diagnose	VERB
easat-5645	413	10	the	the	DET
easat-5645	413	11	condition	condition	NOUN
easat-5645	413	12	at	at	ADP
easat-5645	413	13	the	the	DET
easat-5645	413	14	mcc	mcc	PROPN
easat-5645	413	15	level	level	NOUN
easat-5645	413	16	;	;	PUNCT
easat-5645	413	17	otherwise	otherwise	ADV
easat-5645	413	18	,	,	PUNCT
easat-5645	413	19	the	the	DET
easat-5645	413	20	result	result	NOUN
easat-5645	413	21	is	be	AUX
easat-5645	413	22	negative	negative	ADJ
easat-5645	413	23	,	,	PUNCT
easat-5645	413	24	indicating	indicate	VERB
easat-5645	413	25	that	that	SCONJ
easat-5645	413	26	the	the	DET
easat-5645	413	27	classifier	classifier	NOUN
easat-5645	413	28	misidentified	misidentifie	VERB
easat-5645	413	29	the	the	DET
easat-5645	413	30	ailment	ailment	NOUN
easat-5645	413	31	.	.	PUNCT
easat-5645	414	1	the	the	DET
easat-5645	414	2	classifier	classifier	NOUN
easat-5645	414	3	produces	produce	VERB
easat-5645	414	4	an	an	DET
easat-5645	414	5	incorrect	incorrect	ADJ
easat-5645	414	6	prediction	prediction	NOUN
easat-5645	414	7	when	when	SCONJ
easat-5645	414	8	the	the	DET
easat-5645	414	9	mcc	mcc	NOUN
easat-5645	414	10	is	be	AUX
easat-5645	414	11	close	close	ADJ
easat-5645	414	12	to	to	ADP
easat-5645	414	13	zero	zero	NUM
easat-5645	414	14	.	.	PUNCT
easat-5645	415	1	the	the	DET
easat-5645	415	2	mcc	mcc	PROPN
easat-5645	415	3	computation	computation	NOUN
easat-5645	415	4	is	be	AUX
easat-5645	415	5	evaluated	evaluate	VERB
easat-5645	415	6	using	use	VERB
easat-5645	415	7	eqn	eqn	NOUN
easat-5645	415	8	.	.	PUNCT
easat-5645	416	1	(	(	PUNCT
easat-5645	416	2	33	33	NUM
easat-5645	416	3	)	)	PUNCT
easat-5645	416	4	(	(	PUNCT
easat-5645	416	5	)	)	PUNCT
easat-5645	416	6	(	(	PUNCT
easat-5645	416	7	)	)	PUNCT
easat-5645	416	8	(	(	PUNCT
easat-5645	416	9	)	)	PUNCT
easat-5645	416	10	(	(	PUNCT
easat-5645	416	11	)	)	PUNCT
easat-5645	416	12	ntnfpfntnfptpfpt	ntnfpfntnfptpfpt	NOUN
easat-5645	416	13	nfpfntpt	nfpfntpt	NOUN
easat-5645	416	14	mcc	mcc	PROPN
easat-5645	417	1			ADV
easat-5645	417	2			PROPN
easat-5645	418	1	+	+	PROPN
easat-5645	419	1	+	+	ADJ
easat-5645	419	2	+	+	ADJ
easat-5645	419	3	+	+	X
easat-5645	419	4	−	−	NOUN
easat-5645	419	5	=	=	SYM
easat-5645	419	6	(	(	PUNCT
easat-5645	419	7	33	33	NUM
easat-5645	419	8	)	)	PUNCT
easat-5645	419	9	for	for	ADP
easat-5645	419	10	a	a	DET
easat-5645	419	11	given	give	VERB
easat-5645	419	12	analysis	analysis	NOUN
easat-5645	419	13	,	,	PUNCT
easat-5645	419	14	the	the	DET
easat-5645	419	15	fpr	fpr	NOUN
easat-5645	419	16	is	be	AUX
easat-5645	419	17	used	use	VERB
easat-5645	419	18	to	to	PART
easat-5645	419	19	determine	determine	VERB
easat-5645	419	20	the	the	DET
easat-5645	419	21	probability	probability	NOUN
easat-5645	419	22	of	of	ADP
easat-5645	419	23	wrongly	wrongly	ADV
easat-5645	419	24	testing	test	VERB
easat-5645	419	25	the	the	DET
easat-5645	419	26	null	null	ADJ
easat-5645	419	27	hypothesis	hypothesis	NOUN
easat-5645	419	28	.	.	PUNCT
easat-5645	420	1	the	the	DET
easat-5645	420	2	fpr	fpr	NOUN
easat-5645	420	3	is	be	AUX
easat-5645	420	4	calculated	calculate	VERB
easat-5645	420	5	by	by	ADP
easat-5645	420	6	dividing	divide	VERB
easat-5645	420	7	the	the	DET
easat-5645	420	8	proportion	proportion	NOUN
easat-5645	420	9	of	of	ADP
easat-5645	420	10	false	false	ADJ
easat-5645	420	11	positives	positive	NOUN
easat-5645	420	12	by	by	ADP
easat-5645	420	13	the	the	DET
easat-5645	420	14	overall	overall	ADJ
easat-5645	420	15	number	number	NOUN
easat-5645	420	16	of	of	ADP
easat-5645	420	17	negatives	negative	NOUN
easat-5645	420	18	.	.	PUNCT
easat-5645	421	1	ntpf	ntpf	PROPN
easat-5645	421	2	pf	pf	PROPN
easat-5645	421	3	fpr	fpr	NOUN
easat-5645	421	4			NOUN
easat-5645	421	5			VERB
easat-5645	422	1	+	+	CCONJ
easat-5645	422	2	=	=	SYM
easat-5645	422	3	(	(	PUNCT
easat-5645	422	4	34	34	NUM
easat-5645	422	5	)	)	PUNCT
easat-5645	422	6	the	the	DET
easat-5645	422	7	fnr	fnr	PROPN
easat-5645	422	8	is	be	AUX
easat-5645	422	9	calculated	calculate	VERB
easat-5645	422	10	by	by	ADP
easat-5645	422	11	dividing	divide	VERB
easat-5645	422	12	the	the	DET
easat-5645	422	13	number	number	NOUN
easat-5645	422	14	of	of	ADP
easat-5645	422	15	incorrect	incorrect	ADJ
easat-5645	422	16	negative	negative	ADJ
easat-5645	422	17	diagnoses	diagnosis	NOUN
easat-5645	422	18	by	by	ADP
easat-5645	422	19	the	the	DET
easat-5645	422	20	total	total	ADJ
easat-5645	422	21	amount	amount	NOUN
easat-5645	422	22	of	of	ADP
easat-5645	422	23	negativity	negativity	NOUN
easat-5645	422	24	.	.	PUNCT
easat-5645	423	1	ptnf	ptnf	PROPN
easat-5645	423	2	nf	nf	PROPN
easat-5645	423	3	fnr	fnr	PROPN
easat-5645	424	1			NOUN
easat-5645	424	2			NOUN
easat-5645	425	1	+	+	CCONJ
easat-5645	425	2	=	=	SYM
easat-5645	425	3	(	(	PUNCT
easat-5645	425	4	35	35	NUM
easat-5645	425	5	)	)	PUNCT
easat-5645	425	6	the	the	DET
easat-5645	425	7	auc	auc	NOUN
easat-5645	425	8	,	,	PUNCT
easat-5645	425	9	which	which	PRON
easat-5645	425	10	will	will	AUX
easat-5645	425	11	be	be	AUX
easat-5645	425	12	used	use	VERB
easat-5645	425	13	to	to	PART
easat-5645	425	14	measure	measure	VERB
easat-5645	425	15	performance	performance	NOUN
easat-5645	425	16	in	in	ADP
easat-5645	425	17	this	this	DET
easat-5645	425	18	part	part	NOUN
easat-5645	425	19	of	of	ADP
easat-5645	425	20	the	the	DET
easat-5645	425	21	experiment	experiment	NOUN
easat-5645	425	22	,	,	PUNCT
easat-5645	425	23	is	be	AUX
easat-5645	425	24	one	one	NUM
easat-5645	425	25	of	of	ADP
easat-5645	425	26	the	the	DET
easat-5645	425	27	most	most	ADV
easat-5645	425	28	commonly	commonly	ADV
easat-5645	425	29	utilized	utilize	VERB
easat-5645	425	30	metrics	metric	NOUN
easat-5645	425	31	in	in	ADP
easat-5645	425	32	the	the	DET
easat-5645	425	33	situation	situation	NOUN
easat-5645	425	34	of	of	ADP
easat-5645	425	35	unbalanced	unbalanced	ADJ
easat-5645	425	36	class	class	NOUN
easat-5645	425	37	populations	population	NOUN
easat-5645	425	38	.	.	PUNCT
easat-5645	426	1	balancing	balance	VERB
easat-5645	426	2	performance	performance	NOUN
easat-5645	426	3	is	be	AUX
easat-5645	426	4	the	the	DET
easat-5645	426	5	auc	auc	NOUN
easat-5645	426	6	metric	metric	NOUN
easat-5645	426	7	for	for	ADP
easat-5645	426	8	a	a	DET
easat-5645	426	9	binary	binary	ADJ
easat-5645	426	10	problem	problem	NOUN
easat-5645	426	11	described	describe	VERB
easat-5645	426	12	by	by	ADP
easat-5645	426	13	a	a	DET
easat-5645	426	14	certain	certain	ADJ
easat-5645	426	15	point	point	NOUN
easat-5645	426	16	on	on	ADP
easat-5645	426	17	the	the	DET
easat-5645	426	18	roc	roc	PROPN
easat-5645	426	19	curve	curve	NOUN
easat-5645	426	20	.	.	PUNCT
easat-5645	427	1	2	2	NUM
easat-5645	427	2	yspecificitysensitivit	yspecificitysensitivit	NOUN
easat-5645	427	3	auc	auc	NOUN
easat-5645	427	4	+	+	X
easat-5645	428	1	=	=	SYM
easat-5645	428	2	(	(	PUNCT
easat-5645	428	3	36	36	NUM
easat-5645	428	4	)	)	PUNCT
easat-5645	428	5	5.3	5.3	NUM
easat-5645	428	6	.	.	PUNCT
easat-5645	429	1	comparative	comparative	ADJ
easat-5645	429	2	analysis	analysis	NOUN
easat-5645	429	3	the	the	DET
easat-5645	429	4	proposed	propose	VERB
easat-5645	429	5	approaches	approach	NOUN
easat-5645	429	6	in	in	ADP
easat-5645	429	7	big	big	ADJ
easat-5645	429	8	data	datum	NOUN
easat-5645	429	9	classification	classification	NOUN
easat-5645	429	10	outcomes	outcome	NOUN
easat-5645	429	11	in	in	ADP
easat-5645	429	12	healthcare	healthcare	NOUN
easat-5645	429	13	applications	application	NOUN
easat-5645	429	14	are	be	AUX
easat-5645	429	15	compared	compare	VERB
easat-5645	429	16	to	to	ADP
easat-5645	429	17	traditional	traditional	ADJ
easat-5645	429	18	methods	method	NOUN
easat-5645	429	19	such	such	ADJ
easat-5645	429	20	as	as	ADP
easat-5645	429	21	woa	woa	NOUN
easat-5645	429	22	+	+	CCONJ
easat-5645	429	23	brnnhassib	brnnhassib	PROPN
easat-5645	429	24	,	,	PUNCT
easat-5645	429	25	et	et	PROPN
easat-5645	429	26	al	al	PROPN
easat-5645	429	27	.	.	PUNCT
easat-5645	430	1	[	[	X
easat-5645	430	2	33	33	NUM
easat-5645	430	3	]	]	X
easat-5645	430	4	pso	pso	NOUN
easat-5645	430	5	-	-	PUNCT
easat-5645	430	6	dnn	dnn	PROPN
easat-5645	430	7	[	[	X
easat-5645	430	8	34	34	NUM
easat-5645	430	9	]	]	PUNCT
easat-5645	430	10	.	.	PUNCT
easat-5645	431	1	adaptive	adaptive	ADJ
easat-5645	431	2	e	e	NOUN
easat-5645	431	3	-	-	NOUN
easat-5645	431	4	bat	bat	NOUN
easat-5645	431	5	dbn[35	dbn[35	NOUN
easat-5645	431	6	]	]	PUNCT
easat-5645	431	7	.	.	PUNCT
easat-5645	432	1	ahdcnn	ahdcnn	PROPN
easat-5645	433	1	chen	chen	PROPN
easat-5645	433	2	,	,	PUNCT
easat-5645	433	3	et	et	PROPN
easat-5645	433	4	al	al	PROPN
easat-5645	433	5	.	.	PUNCT
easat-5645	434	1	[	[	X
easat-5645	434	2	36	36	NUM
easat-5645	434	3	]	]	PUNCT
easat-5645	434	4	and	and	CCONJ
easat-5645	434	5	lshgwobrnn	lshgwobrnn	VERB
easat-5645	434	6	hassib	hassib	PROPN
easat-5645	434	7	,	,	PUNCT
easat-5645	434	8	et	et	PROPN
easat-5645	434	9	al	al	PROPN
easat-5645	434	10	.	.	PUNCT
easat-5645	435	1	[	[	X
easat-5645	435	2	37	37	NUM
easat-5645	435	3	]	]	PUNCT
easat-5645	435	4	in	in	ADP
easat-5645	435	5	terms	term	NOUN
easat-5645	435	6	of	of	ADP
easat-5645	435	7	different	different	ADJ
easat-5645	435	8	metrics	metric	NOUN
easat-5645	435	9	.	.	PUNCT
easat-5645	436	1	this	this	DET
easat-5645	436	2	study	study	NOUN
easat-5645	436	3	created	create	VERB
easat-5645	436	4	receiver	receiver	NOUN
easat-5645	436	5	operating	operate	VERB
easat-5645	436	6	characteristic	characteristic	NOUN
easat-5645	436	7	(	(	PUNCT
easat-5645	436	8	roc	roc	PROPN
easat-5645	436	9	)	)	PUNCT
easat-5645	436	10	curves	curve	NOUN
easat-5645	436	11	for	for	ADP
easat-5645	436	12	each	each	PRON
easat-5645	436	13	of	of	ADP
easat-5645	436	14	the	the	DET
easat-5645	436	15	a	a	PRON
easat-5645	436	16	)	)	PUNCT
easat-5645	436	17	covid19	covid19	NOUN
easat-5645	436	18	,	,	PUNCT
easat-5645	436	19	b	b	NOUN
easat-5645	436	20	)	)	PUNCT
easat-5645	436	21	diabetes	diabete	NOUN
easat-5645	436	22	,	,	PUNCT
easat-5645	436	23	c	c	NOUN
easat-5645	436	24	)	)	PUNCT
easat-5645	436	25	cancer	cancer	NOUN
easat-5645	436	26	,	,	PUNCT
easat-5645	436	27	d	d	X
easat-5645	436	28	)	)	PUNCT
easat-5645	436	29	heart	heart	NOUN
easat-5645	436	30	disease	disease	NOUN
easat-5645	436	31	and	and	CCONJ
easat-5645	436	32	e	e	X
easat-5645	436	33	)	)	PUNCT
easat-5645	436	34	kidney	kidney	NOUN
easat-5645	436	35	disease	disease	NOUN
easat-5645	436	36	are	be	AUX
easat-5645	436	37	presented	present	VERB
easat-5645	436	38	in	in	ADP
easat-5645	436	39	fig	fig	NOUN
easat-5645	436	40	5	5	NUM
easat-5645	436	41	(	(	PUNCT
easat-5645	436	42	a	a	DET
easat-5645	436	43	-	-	PUNCT
easat-5645	436	44	e	e	NOUN
easat-5645	436	45	)	)	PUNCT
easat-5645	436	46	.	.	PUNCT
easat-5645	437	1	auc	auc	NOUN
easat-5645	437	2	includes	include	VERB
easat-5645	437	3	the	the	DET
easat-5645	437	4	level	level	NOUN
easat-5645	437	5	or	or	CCONJ
easat-5645	437	6	degree	degree	NOUN
easat-5645	437	7	of	of	ADP
easat-5645	437	8	reparability	reparability	NOUN
easat-5645	437	9	,	,	PUNCT
easat-5645	437	10	whereas	whereas	SCONJ
easat-5645	437	11	roc	roc	PROPN
easat-5645	437	12	is	be	AUX
easat-5645	437	13	a	a	DET
easat-5645	437	14	probability	probability	NOUN
easat-5645	437	15	curve	curve	NOUN
easat-5645	437	16	.	.	PUNCT
easat-5645	438	1	1610	1610	NUM
easat-5645	438	2	edelweiss	edelweiss	PROPN
easat-5645	438	3	applied	apply	VERB
easat-5645	438	4	science	science	NOUN
easat-5645	438	5	and	and	CCONJ
easat-5645	438	6	technology	technology	NOUN
easat-5645	438	7	issn	issn	PROPN
easat-5645	438	8	:	:	PUNCT
easat-5645	438	9	2576	2576	NUM
easat-5645	438	10	-	-	SYM
easat-5645	438	11	8484	8484	NUM
easat-5645	438	12	vol	vol	NOUN
easat-5645	438	13	.	.	PROPN
easat-5645	439	1	9	9	NUM
easat-5645	439	2	,	,	PUNCT
easat-5645	439	3	no	no	INTJ
easat-5645	439	4	.	.	NOUN
easat-5645	440	1	3	3	NUM
easat-5645	440	2	:	:	SYM
easat-5645	440	3	1593	1593	NUM
easat-5645	440	4	-	-	SYM
easat-5645	440	5	1620	1620	NUM
easat-5645	440	6	,	,	PUNCT
easat-5645	440	7	2025	2025	NUM
easat-5645	440	8	doi	doi	NOUN
easat-5645	440	9	:	:	PUNCT
easat-5645	440	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	440	11	©	©	NOUN
easat-5645	440	12	2025	2025	NUM
easat-5645	440	13	by	by	ADP
easat-5645	440	14	the	the	DET
easat-5645	440	15	author	author	NOUN
easat-5645	440	16	;	;	PUNCT
easat-5645	440	17	licensee	licensee	PROPN
easat-5645	440	18	learning	learning	NOUN
easat-5645	440	19	gate	gate	NOUN
easat-5645	440	20	(	(	PUNCT
easat-5645	440	21	a	a	NOUN
easat-5645	440	22	)	)	PUNCT
easat-5645	440	23	(	(	PUNCT
easat-5645	440	24	b	b	X
easat-5645	440	25	)	)	PUNCT
easat-5645	440	26	(	(	PUNCT
easat-5645	440	27	c	c	X
easat-5645	440	28	)	)	PUNCT
easat-5645	440	29	(	(	PUNCT
easat-5645	440	30	d	d	X
easat-5645	440	31	)	)	PUNCT
easat-5645	440	32	(	(	PUNCT
easat-5645	440	33	e	e	NOUN
easat-5645	440	34	)	)	PUNCT
easat-5645	440	35	figure	figure	NOUN
easat-5645	440	36	5	5	NUM
easat-5645	440	37	.	.	PUNCT
easat-5645	441	1	roc	roc	PROPN
easat-5645	441	2	curve	curve	NOUN
easat-5645	441	3	such	such	DET
easat-5645	441	4	a	a	PRON
easat-5645	441	5	)	)	PUNCT
easat-5645	441	6	covid-19	covid-19	PROPN
easat-5645	441	7	,	,	PUNCT
easat-5645	441	8	b	b	NOUN
easat-5645	441	9	)	)	PUNCT
easat-5645	441	10	diabetes	diabete	NOUN
easat-5645	441	11	,	,	PUNCT
easat-5645	441	12	c	c	NOUN
easat-5645	441	13	)	)	PUNCT
easat-5645	441	14	cancer	cancer	NOUN
easat-5645	441	15	,	,	PUNCT
easat-5645	441	16	d	d	X
easat-5645	441	17	)	)	PUNCT
easat-5645	441	18	heart	heart	NOUN
easat-5645	441	19	disease	disease	NOUN
easat-5645	441	20	and	and	CCONJ
easat-5645	441	21	e	e	NOUN
easat-5645	441	22	)	)	PUNCT
easat-5645	441	23	kidney	kidney	NOUN
easat-5645	441	24	disease	disease	NOUN
easat-5645	441	25	1611	1611	NUM
easat-5645	441	26	edelweiss	edelweiss	PROPN
easat-5645	441	27	applied	apply	VERB
easat-5645	441	28	science	science	NOUN
easat-5645	441	29	and	and	CCONJ
easat-5645	441	30	technology	technology	NOUN
easat-5645	441	31	issn	issn	PROPN
easat-5645	441	32	:	:	PUNCT
easat-5645	441	33	2576	2576	NUM
easat-5645	441	34	-	-	SYM
easat-5645	441	35	8484	8484	NUM
easat-5645	441	36	vol	vol	NOUN
easat-5645	441	37	.	.	PROPN
easat-5645	442	1	9	9	NUM
easat-5645	442	2	,	,	PUNCT
easat-5645	442	3	no	no	INTJ
easat-5645	442	4	.	.	NOUN
easat-5645	443	1	3	3	NUM
easat-5645	443	2	:	:	SYM
easat-5645	443	3	1593	1593	NUM
easat-5645	443	4	-	-	SYM
easat-5645	443	5	1620	1620	NUM
easat-5645	443	6	,	,	PUNCT
easat-5645	443	7	2025	2025	NUM
easat-5645	443	8	doi	doi	NOUN
easat-5645	443	9	:	:	PUNCT
easat-5645	443	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	443	11	©	©	NOUN
easat-5645	443	12	2025	2025	NUM
easat-5645	443	13	by	by	ADP
easat-5645	443	14	the	the	DET
easat-5645	443	15	author	author	NOUN
easat-5645	443	16	;	;	PUNCT
easat-5645	443	17	licensee	licensee	PROPN
easat-5645	443	18	learning	learning	NOUN
easat-5645	443	19	gate	gate	NOUN
easat-5645	443	20	it	it	PRON
easat-5645	443	21	indicates	indicate	VERB
easat-5645	443	22	how	how	SCONJ
easat-5645	443	23	well	well	ADV
easat-5645	443	24	the	the	DET
easat-5645	443	25	model	model	NOUN
easat-5645	443	26	can	can	AUX
easat-5645	443	27	discriminate	discriminate	VERB
easat-5645	443	28	between	between	ADP
easat-5645	443	29	classes	class	NOUN
easat-5645	443	30	.	.	PUNCT
easat-5645	444	1	the	the	DET
easat-5645	444	2	auc	auc	NOUN
easat-5645	444	3	indicates	indicate	VERB
easat-5645	444	4	how	how	SCONJ
easat-5645	444	5	well	well	ADV
easat-5645	444	6	the	the	DET
easat-5645	444	7	model	model	NOUN
easat-5645	444	8	predicts	predict	VERB
easat-5645	444	9	0	0	NUM
easat-5645	444	10	classes	class	NOUN
easat-5645	444	11	as	as	ADP
easat-5645	444	12	0	0	NUM
easat-5645	444	13	and	and	CCONJ
easat-5645	444	14	1	1	NUM
easat-5645	444	15	course	course	NOUN
easat-5645	444	16	as	as	ADP
easat-5645	444	17	1	1	NUM
easat-5645	444	18	.	.	PUNCT
easat-5645	445	1	the	the	PRON
easat-5645	445	2	higher	high	ADJ
easat-5645	445	3	the	the	DET
easat-5645	445	4	auc	auc	NOUN
easat-5645	445	5	,	,	PUNCT
easat-5645	445	6	the	the	DET
easat-5645	445	7	superior	superior	ADJ
easat-5645	445	8	the	the	DET
easat-5645	445	9	method	method	NOUN
easat-5645	445	10	is	be	AUX
easat-5645	445	11	used	use	VERB
easat-5645	445	12	to	to	PART
easat-5645	445	13	predict	predict	VERB
easat-5645	445	14	0	0	NUM
easat-5645	445	15	categories	category	NOUN
easat-5645	445	16	as	as	ADP
easat-5645	445	17	0	0	NUM
easat-5645	445	18	and	and	CCONJ
easat-5645	445	19	1	1	NUM
easat-5645	445	20	category	category	NOUN
easat-5645	445	21	as	as	ADP
easat-5645	445	22	1	1	NUM
easat-5645	445	23	.	.	PUNCT
easat-5645	446	1	by	by	ADP
easat-5645	446	2	comparison	comparison	NOUN
easat-5645	446	3	,	,	PUNCT
easat-5645	446	4	the	the	PRON
easat-5645	446	5	better	well	ADJ
easat-5645	446	6	the	the	DET
easat-5645	446	7	auc	auc	NOUN
easat-5645	446	8	,	,	PUNCT
easat-5645	446	9	the	the	DET
easat-5645	446	10	finer	fine	ADJ
easat-5645	446	11	the	the	DET
easat-5645	446	12	algorithm	algorithm	NOUN
easat-5645	446	13	distinguishes	distinguish	VERB
easat-5645	446	14	between	between	ADP
easat-5645	446	15	patients	patient	NOUN
easat-5645	446	16	who	who	PRON
easat-5645	446	17	have	have	VERB
easat-5645	446	18	the	the	DET
easat-5645	446	19	disease	disease	NOUN
easat-5645	446	20	and	and	CCONJ
easat-5645	446	21	those	those	PRON
easat-5645	446	22	who	who	PRON
easat-5645	446	23	are	be	AUX
easat-5645	446	24	not	not	PART
easat-5645	446	25	.	.	PUNCT
easat-5645	447	1	thus	thus	ADV
easat-5645	447	2	,	,	PUNCT
easat-5645	447	3	the	the	DET
easat-5645	447	4	comparison	comparison	NOUN
easat-5645	447	5	shows	show	VERB
easat-5645	447	6	that	that	SCONJ
easat-5645	447	7	the	the	DET
easat-5645	447	8	proposed	propose	VERB
easat-5645	447	9	method	method	NOUN
easat-5645	447	10	has	have	AUX
easat-5645	447	11	achieved	achieve	VERB
easat-5645	447	12	superior	superior	ADJ
easat-5645	447	13	performance	performance	NOUN
easat-5645	447	14	over	over	ADP
easat-5645	447	15	the	the	DET
easat-5645	447	16	conventional	conventional	ADJ
easat-5645	447	17	methods	method	NOUN
easat-5645	447	18	.	.	PUNCT
easat-5645	448	1	moreover	moreover	ADV
easat-5645	448	2	,	,	PUNCT
easat-5645	448	3	sensitivity	sensitivity	NOUN
easat-5645	448	4	,	,	PUNCT
easat-5645	448	5	specificity	specificity	NOUN
easat-5645	448	6	,	,	PUNCT
easat-5645	448	7	accuracy	accuracy	NOUN
easat-5645	448	8	,	,	PUNCT
easat-5645	448	9	area	area	NOUN
easat-5645	448	10	under	under	ADP
easat-5645	448	11	curve	curve	NOUN
easat-5645	448	12	(	(	PUNCT
easat-5645	448	13	auc	auc	NOUN
easat-5645	448	14	)	)	PUNCT
easat-5645	448	15	,	,	PUNCT
easat-5645	448	16	negative	negative	ADJ
easat-5645	448	17	predictive	predictive	ADJ
easat-5645	448	18	value	value	NOUN
easat-5645	448	19	(	(	PUNCT
easat-5645	448	20	npv	npv	NOUN
easat-5645	448	21	)	)	PUNCT
easat-5645	448	22	,	,	PUNCT
easat-5645	448	23	false	false	ADJ
easat-5645	448	24	positive	positive	ADJ
easat-5645	448	25	rate	rate	NOUN
easat-5645	448	26	(	(	PUNCT
easat-5645	448	27	fpr	fpr	NOUN
easat-5645	448	28	)	)	PUNCT
easat-5645	448	29	,	,	PUNCT
easat-5645	448	30	f	f	X
easat-5645	448	31	-	-	PUNCT
easat-5645	448	32	measure	measure	NOUN
easat-5645	448	33	,	,	PUNCT
easat-5645	448	34	false	false	ADJ
easat-5645	448	35	negative	negative	ADJ
easat-5645	448	36	for	for	ADP
easat-5645	448	37	different	different	ADJ
easat-5645	448	38	disease	disease	NOUN
easat-5645	448	39	classification	classification	NOUN
easat-5645	448	40	by	by	ADP
easat-5645	448	41	the	the	DET
easat-5645	448	42	proposed	propose	VERB
easat-5645	448	43	method	method	NOUN
easat-5645	448	44	has	have	AUX
easat-5645	448	45	achieved	achieve	VERB
easat-5645	448	46	finest	fine	ADJ
easat-5645	448	47	performance	performance	NOUN
easat-5645	448	48	over	over	ADP
easat-5645	448	49	the	the	DET
easat-5645	448	50	conventional	conventional	ADJ
easat-5645	448	51	methods	method	NOUN
easat-5645	448	52	,	,	PUNCT
easat-5645	448	53	which	which	PRON
easat-5645	448	54	is	be	AUX
easat-5645	448	55	illustrated	illustrate	VERB
easat-5645	448	56	in	in	ADP
easat-5645	448	57	figure	figure	NOUN
easat-5645	448	58	6	6	NUM
easat-5645	448	59	(	(	PUNCT
easat-5645	448	60	a	a	DET
easat-5645	448	61	-	-	PUNCT
easat-5645	448	62	e	e	NOUN
easat-5645	448	63	)	)	PUNCT
easat-5645	448	64	and	and	CCONJ
easat-5645	448	65	figure	figure	VERB
easat-5645	448	66	7(a	7(a	NUM
easat-5645	448	67	-	-	PUNCT
easat-5645	448	68	e	e	NOUN
easat-5645	448	69	)	)	PUNCT
easat-5645	448	70	.	.	PUNCT
easat-5645	449	1	the	the	DET
easat-5645	449	2	comparative	comparative	ADJ
easat-5645	449	3	analysis	analysis	NOUN
easat-5645	449	4	of	of	ADP
easat-5645	449	5	the	the	DET
easat-5645	449	6	proposed	propose	VERB
easat-5645	449	7	accuracy	accuracy	NOUN
easat-5645	449	8	over	over	ADP
easat-5645	449	9	existing	exist	VERB
easat-5645	449	10	methods	method	NOUN
easat-5645	449	11	is	be	AUX
easat-5645	449	12	illustrated	illustrate	VERB
easat-5645	449	13	in	in	ADP
easat-5645	449	14	figure	figure	NOUN
easat-5645	449	15	6	6	NUM
easat-5645	449	16	a	a	PRON
easat-5645	449	17	)	)	PUNCT
easat-5645	449	18	.	.	PUNCT
easat-5645	450	1	the	the	DET
easat-5645	450	2	proposed	propose	VERB
easat-5645	450	3	method	method	NOUN
easat-5645	450	4	achieved	achieve	VERB
easat-5645	450	5	accuracy	accuracy	NOUN
easat-5645	450	6	has	have	AUX
easat-5645	450	7	been	be	AUX
easat-5645	450	8	diagnosis	diagnosis	NOUN
easat-5645	450	9	with	with	ADP
easat-5645	450	10	different	different	ADJ
easat-5645	450	11	diseases	disease	NOUN
easat-5645	450	12	like	like	ADP
easat-5645	450	13	covid-19	covid-19	PROPN
easat-5645	450	14	,	,	PUNCT
easat-5645	450	15	heart	heart	NOUN
easat-5645	450	16	disease	disease	NOUN
easat-5645	450	17	,	,	PUNCT
easat-5645	450	18	kidney	kidney	NOUN
easat-5645	450	19	diseases	disease	NOUN
easat-5645	450	20	,	,	PUNCT
easat-5645	450	21	cancer	cancer	NOUN
easat-5645	450	22	and	and	CCONJ
easat-5645	450	23	diabetes	diabetes	NOUN
easat-5645	450	24	,	,	PUNCT
easat-5645	450	25	which	which	PRON
easat-5645	450	26	is	be	AUX
easat-5645	450	27	compared	compare	VERB
easat-5645	450	28	with	with	ADP
easat-5645	450	29	the	the	DET
easat-5645	450	30	conventional	conventional	ADJ
easat-5645	450	31	methods	method	NOUN
easat-5645	450	32	like	like	ADP
easat-5645	450	33	woa	woa	NOUN
easat-5645	450	34	+	+	NUM
easat-5645	450	35	brnn	brnn	NOUN
easat-5645	450	36	,	,	PUNCT
easat-5645	450	37	pso	pso	NOUN
easat-5645	450	38	-	-	PUNCT
easat-5645	450	39	dnn	dnn	PROPN
easat-5645	450	40	,	,	PUNCT
easat-5645	450	41	adaptive	adaptive	ADJ
easat-5645	450	42	e	e	NOUN
easat-5645	450	43	-	-	NOUN
easat-5645	450	44	bat	bat	NOUN
easat-5645	450	45	dbn	dbn	NOUN
easat-5645	450	46	,	,	PUNCT
easat-5645	450	47	ahdcnn	ahdcnn	ADJ
easat-5645	450	48	,	,	PUNCT
easat-5645	450	49	and	and	CCONJ
easat-5645	450	50	lshgwobrnn	lshgwobrnn	VERB
easat-5645	450	51	.	.	PUNCT
easat-5645	451	1	the	the	DET
easat-5645	451	2	covid	covid	PROPN
easat-5645	451	3	diseases	disease	VERB
easat-5645	451	4	diagnosis	diagnosis	NOUN
easat-5645	451	5	of	of	ADP
easat-5645	451	6	the	the	DET
easat-5645	451	7	proposed	propose	VERB
easat-5645	451	8	approach	approach	NOUN
easat-5645	451	9	has	have	AUX
easat-5645	451	10	obtained	obtain	VERB
easat-5645	451	11	higher	high	ADJ
easat-5645	451	12	accuracy	accuracy	NOUN
easat-5645	451	13	as	as	ADP
easat-5645	451	14	99.8	99.8	NUM
easat-5645	451	15	%	%	NOUN
easat-5645	451	16	over	over	ADP
easat-5645	451	17	the	the	DET
easat-5645	451	18	existing	exist	VERB
easat-5645	451	19	woa	woa	NOUN
easat-5645	451	20	+	+	NUM
easat-5645	451	21	brnn	brnn	NOUN
easat-5645	451	22	,	,	PUNCT
easat-5645	451	23	pso	pso	NOUN
easat-5645	451	24	-	-	PUNCT
easat-5645	451	25	dnn	dnn	PROPN
easat-5645	451	26	,	,	PUNCT
easat-5645	451	27	adaptive	adaptive	ADJ
easat-5645	451	28	e	e	NOUN
easat-5645	451	29	-	-	NOUN
easat-5645	451	30	bat	bat	NOUN
easat-5645	451	31	dbn	dbn	NOUN
easat-5645	451	32	,	,	PUNCT
easat-5645	451	33	ahdcnn	ahdcnn	ADJ
easat-5645	451	34	,	,	PUNCT
easat-5645	451	35	and	and	CCONJ
easat-5645	451	36	lshgwobrnn	lshgwobrnn	VERB
easat-5645	451	37	methods	method	NOUN
easat-5645	451	38	as	as	ADP
easat-5645	451	39	100	100	NUM
easat-5645	451	40	%	%	NOUN
easat-5645	451	41	,	,	PUNCT
easat-5645	451	42	98.05	98.05	NUM
easat-5645	451	43	%	%	NOUN
easat-5645	451	44	,	,	PUNCT
easat-5645	451	45	86.9	86.9	NUM
easat-5645	451	46	%	%	NOUN
easat-5645	451	47	,	,	PUNCT
easat-5645	451	48	97	97	NUM
easat-5645	451	49	%	%	NOUN
easat-5645	451	50	,	,	PUNCT
easat-5645	451	51	99.8	99.8	NUM
easat-5645	451	52	%	%	NOUN
easat-5645	451	53	,	,	PUNCT
easat-5645	451	54	and	and	CCONJ
easat-5645	451	55	99.8	99.8	NUM
easat-5645	451	56	%	%	NOUN
easat-5645	451	57	.	.	PUNCT
easat-5645	452	1	the	the	DET
easat-5645	452	2	heart	heart	NOUN
easat-5645	452	3	diseases	disease	VERB
easat-5645	452	4	diagnosis	diagnosis	NOUN
easat-5645	452	5	of	of	ADP
easat-5645	452	6	the	the	DET
easat-5645	452	7	proposed	propose	VERB
easat-5645	452	8	approach	approach	NOUN
easat-5645	452	9	has	have	AUX
easat-5645	452	10	obtained	obtain	VERB
easat-5645	452	11	higher	high	ADJ
easat-5645	452	12	accuracy	accuracy	NOUN
easat-5645	452	13	as	as	ADP
easat-5645	452	14	99.76	99.76	NUM
easat-5645	452	15	%	%	NOUN
easat-5645	452	16	over	over	ADP
easat-5645	452	17	the	the	DET
easat-5645	452	18	existing	exist	VERB
easat-5645	452	19	methods	method	NOUN
easat-5645	452	20	99.8	99.8	NUM
easat-5645	452	21	%	%	NOUN
easat-5645	452	22	,	,	PUNCT
easat-5645	452	23	94.058	94.058	NUM
easat-5645	452	24	%	%	NOUN
easat-5645	452	25	,	,	PUNCT
easat-5645	452	26	87	87	NUM
easat-5645	452	27	%	%	NOUN
easat-5645	452	28	,	,	PUNCT
easat-5645	452	29	98.5	98.5	NUM
easat-5645	452	30	%	%	NOUN
easat-5645	452	31	and	and	CCONJ
easat-5645	452	32	99.7	99.7	NUM
easat-5645	452	33	%	%	NOUN
easat-5645	452	34	.	.	PUNCT
easat-5645	453	1	the	the	DET
easat-5645	453	2	kidney	kidney	NOUN
easat-5645	453	3	diseases	disease	VERB
easat-5645	453	4	diagnosis	diagnosis	NOUN
easat-5645	453	5	of	of	ADP
easat-5645	453	6	the	the	DET
easat-5645	453	7	proposed	propose	VERB
easat-5645	453	8	approach	approach	NOUN
easat-5645	453	9	has	have	AUX
easat-5645	453	10	obtained	obtain	VERB
easat-5645	453	11	higher	high	ADJ
easat-5645	453	12	accuracy	accuracy	NOUN
easat-5645	453	13	as	as	ADP
easat-5645	453	14	99.9	99.9	NUM
easat-5645	453	15	%	%	NOUN
easat-5645	453	16	over	over	ADP
easat-5645	453	17	the	the	DET
easat-5645	453	18	existing	exist	VERB
easat-5645	453	19	methods	method	NOUN
easat-5645	453	20	as	as	ADP
easat-5645	453	21	97.6	97.6	NUM
easat-5645	453	22	%	%	NOUN
easat-5645	453	23	,	,	PUNCT
easat-5645	453	24	97	97	NUM
easat-5645	453	25	%	%	NOUN
easat-5645	453	26	,	,	PUNCT
easat-5645	453	27	86.9	86.9	NUM
easat-5645	453	28	%	%	NOUN
easat-5645	453	29	,	,	PUNCT
easat-5645	453	30	91	91	NUM
easat-5645	453	31	%	%	NOUN
easat-5645	453	32	,	,	PUNCT
easat-5645	453	33	and	and	CCONJ
easat-5645	453	34	99.7	99.7	NUM
easat-5645	453	35	%	%	NOUN
easat-5645	453	36	.	.	PUNCT
easat-5645	454	1	the	the	DET
easat-5645	454	2	cancer	cancer	NOUN
easat-5645	454	3	diseases	disease	VERB
easat-5645	454	4	diagnosis	diagnosis	NOUN
easat-5645	454	5	of	of	ADP
easat-5645	454	6	the	the	DET
easat-5645	454	7	proposed	propose	VERB
easat-5645	454	8	approach	approach	NOUN
easat-5645	454	9	has	have	AUX
easat-5645	454	10	obtained	obtain	VERB
easat-5645	454	11	higher	high	ADJ
easat-5645	454	12	accuracy	accuracy	NOUN
easat-5645	454	13	as	as	ADP
easat-5645	454	14	99.94	99.94	NUM
easat-5645	454	15	%	%	NOUN
easat-5645	454	16	over	over	ADP
easat-5645	454	17	the	the	DET
easat-5645	454	18	existing	exist	VERB
easat-5645	454	19	methods	method	NOUN
easat-5645	454	20	as	as	ADP
easat-5645	454	21	98.05	98.05	NUM
easat-5645	454	22	%	%	NOUN
easat-5645	454	23	,	,	PUNCT
easat-5645	454	24	99.8	99.8	NUM
easat-5645	454	25	%	%	NOUN
easat-5645	454	26	,	,	PUNCT
easat-5645	454	27	91.05	91.05	NUM
easat-5645	454	28	%	%	NOUN
easat-5645	454	29	,	,	PUNCT
easat-5645	454	30	92.3	92.3	NUM
easat-5645	454	31	%	%	NOUN
easat-5645	454	32	,	,	PUNCT
easat-5645	454	33	and	and	CCONJ
easat-5645	454	34	96	96	NUM
easat-5645	454	35	%	%	NOUN
easat-5645	454	36	.	.	PUNCT
easat-5645	455	1	the	the	DET
easat-5645	455	2	diabetes	diabetes	NOUN
easat-5645	455	3	diseases	disease	VERB
easat-5645	455	4	diagnosis	diagnosis	NOUN
easat-5645	455	5	of	of	ADP
easat-5645	455	6	the	the	DET
easat-5645	455	7	proposed	propose	VERB
easat-5645	455	8	approach	approach	NOUN
easat-5645	455	9	has	have	AUX
easat-5645	455	10	obtained	obtain	VERB
easat-5645	455	11	higher	high	ADJ
easat-5645	455	12	accuracy	accuracy	NOUN
easat-5645	455	13	as	as	ADP
easat-5645	455	14	99.85	99.85	NUM
easat-5645	455	15	%	%	NOUN
easat-5645	455	16	over	over	ADP
easat-5645	455	17	the	the	DET
easat-5645	455	18	existing	exist	VERB
easat-5645	455	19	methods	method	NOUN
easat-5645	455	20	as	as	ADP
easat-5645	455	21	98.05	98.05	NUM
easat-5645	455	22	%	%	NOUN
easat-5645	455	23	,	,	PUNCT
easat-5645	455	24	99.8	99.8	NUM
easat-5645	455	25	%	%	NOUN
easat-5645	455	26	,	,	PUNCT
easat-5645	455	27	91.05	91.05	NUM
easat-5645	455	28	%	%	NOUN
easat-5645	455	29	,	,	PUNCT
easat-5645	455	30	92.3	92.3	NUM
easat-5645	455	31	%	%	NOUN
easat-5645	455	32	,	,	PUNCT
easat-5645	455	33	and	and	CCONJ
easat-5645	455	34	96	96	NUM
easat-5645	455	35	%	%	NOUN
easat-5645	455	36	.	.	PUNCT
easat-5645	456	1	(	(	PUNCT
easat-5645	456	2	a	a	X
easat-5645	456	3	)	)	PUNCT
easat-5645	456	4	(	(	PUNCT
easat-5645	456	5	b	b	NOUN
easat-5645	456	6	)	)	PUNCT
easat-5645	456	7	1612	1612	PROPN
easat-5645	456	8	edelweiss	edelweiss	PROPN
easat-5645	456	9	applied	apply	VERB
easat-5645	456	10	science	science	NOUN
easat-5645	456	11	and	and	CCONJ
easat-5645	456	12	technology	technology	NOUN
easat-5645	456	13	issn	issn	PROPN
easat-5645	456	14	:	:	PUNCT
easat-5645	456	15	2576	2576	NUM
easat-5645	456	16	-	-	SYM
easat-5645	456	17	8484	8484	NUM
easat-5645	456	18	vol	vol	NOUN
easat-5645	456	19	.	.	PROPN
easat-5645	457	1	9	9	NUM
easat-5645	457	2	,	,	PUNCT
easat-5645	457	3	no	no	INTJ
easat-5645	457	4	.	.	NOUN
easat-5645	458	1	3	3	NUM
easat-5645	458	2	:	:	SYM
easat-5645	458	3	1593	1593	NUM
easat-5645	458	4	-	-	SYM
easat-5645	458	5	1620	1620	NUM
easat-5645	458	6	,	,	PUNCT
easat-5645	458	7	2025	2025	NUM
easat-5645	458	8	doi	doi	NOUN
easat-5645	458	9	:	:	PUNCT
easat-5645	458	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	458	11	©	©	NOUN
easat-5645	458	12	2025	2025	NUM
easat-5645	458	13	by	by	ADP
easat-5645	458	14	the	the	DET
easat-5645	458	15	author	author	NOUN
easat-5645	458	16	;	;	PUNCT
easat-5645	458	17	licensee	licensee	PROPN
easat-5645	458	18	learning	learning	NOUN
easat-5645	458	19	gate	gate	NOUN
easat-5645	458	20	(	(	PUNCT
easat-5645	458	21	c	c	NOUN
easat-5645	458	22	)	)	PUNCT
easat-5645	458	23	(	(	PUNCT
easat-5645	458	24	d	d	X
easat-5645	458	25	)	)	PUNCT
easat-5645	458	26	(	(	PUNCT
easat-5645	458	27	e	e	NOUN
easat-5645	458	28	)	)	PUNCT
easat-5645	458	29	figure	figure	NOUN
easat-5645	458	30	6	6	NUM
easat-5645	458	31	.	.	PUNCT
easat-5645	458	32	comparative	comparative	ADJ
easat-5645	458	33	analysis	analysis	NOUN
easat-5645	458	34	of	of	ADP
easat-5645	458	35	different	different	ADJ
easat-5645	458	36	metrics	metric	NOUN
easat-5645	458	37	like	like	ADP
easat-5645	458	38	a	a	DET
easat-5645	458	39	)	)	PUNCT
easat-5645	458	40	accuracy	accuracy	NOUN
easat-5645	458	41	,	,	PUNCT
easat-5645	458	42	b	b	NOUN
easat-5645	458	43	)	)	PUNCT
easat-5645	458	44	sensitivity	sensitivity	NOUN
easat-5645	458	45	/	/	SYM
easat-5645	458	46	recall	recall	NOUN
easat-5645	458	47	,	,	PUNCT
easat-5645	458	48	c	c	NOUN
easat-5645	458	49	)	)	PUNCT
easat-5645	458	50	specificity	specificity	NOUN
easat-5645	458	51	,	,	PUNCT
easat-5645	458	52	d	d	NOUN
easat-5645	458	53	)	)	PUNCT
easat-5645	458	54	precision	precision	NOUN
easat-5645	458	55	/	/	SYM
easat-5645	458	56	ppv	ppv	NOUN
easat-5645	458	57	and	and	CCONJ
easat-5645	458	58	e	e	NOUN
easat-5645	458	59	)	)	PUNCT
easat-5645	458	60	f	f	X
easat-5645	458	61	-	-	PUNCT
easat-5645	458	62	measure	measure	NOUN
easat-5645	458	63	.	.	PUNCT
easat-5645	459	1	figure	figure	VERB
easat-5645	459	2	6	6	NUM
easat-5645	459	3	b	b	NOUN
easat-5645	459	4	)	)	PUNCT
easat-5645	459	5	depicts	depict	VERB
easat-5645	459	6	a	a	DET
easat-5645	459	7	comparison	comparison	NOUN
easat-5645	459	8	of	of	ADP
easat-5645	459	9	the	the	DET
easat-5645	459	10	suggested	suggest	VERB
easat-5645	459	11	sensitivity	sensitivity	NOUN
easat-5645	459	12	/	/	SYM
easat-5645	459	13	recall	recall	NOUN
easat-5645	459	14	strategy	strategy	NOUN
easat-5645	459	15	with	with	ADP
easat-5645	459	16	existing	exist	VERB
easat-5645	459	17	methods	method	NOUN
easat-5645	459	18	.	.	PUNCT
easat-5645	460	1	in	in	ADP
easat-5645	460	2	comparison	comparison	NOUN
easat-5645	460	3	to	to	ADP
easat-5645	460	4	existing	exist	VERB
easat-5645	460	5	approaches	approach	NOUN
easat-5645	460	6	,	,	PUNCT
easat-5645	460	7	the	the	DET
easat-5645	460	8	suggested	suggest	VERB
easat-5645	460	9	strategy	strategy	NOUN
easat-5645	460	10	provides	provide	VERB
easat-5645	460	11	a	a	DET
easat-5645	460	12	%	%	NOUN
easat-5645	460	13	sensitivity	sensitivity	NOUN
easat-5645	460	14	rate	rate	NOUN
easat-5645	460	15	for	for	ADP
easat-5645	460	16	covid	covid	PROPN
easat-5645	460	17	illness	illness	NOUN
easat-5645	460	18	diagnosis	diagnosis	NOUN
easat-5645	460	19	.	.	PUNCT
easat-5645	461	1	in	in	ADP
easat-5645	461	2	comparison	comparison	NOUN
easat-5645	461	3	to	to	ADP
easat-5645	461	4	existing	exist	VERB
easat-5645	461	5	approaches	approach	NOUN
easat-5645	461	6	,	,	PUNCT
easat-5645	461	7	the	the	DET
easat-5645	461	8	suggested	suggest	VERB
easat-5645	461	9	strategy	strategy	NOUN
easat-5645	461	10	provides	provide	VERB
easat-5645	461	11	a	a	DET
easat-5645	461	12	greater	great	ADJ
easat-5645	461	13	sensitivity	sensitivity	NOUN
easat-5645	461	14	of	of	ADP
easat-5645	461	15	99.9	99.9	NUM
easat-5645	461	16	%	%	NOUN
easat-5645	461	17	for	for	ADP
easat-5645	461	18	heart	heart	NOUN
easat-5645	461	19	disease	disease	NOUN
easat-5645	461	20	detection	detection	NOUN
easat-5645	461	21	.	.	PUNCT
easat-5645	462	1	the	the	DET
easat-5645	462	2	suggested	suggest	VERB
easat-5645	462	3	method	method	NOUN
easat-5645	462	4	for	for	ADP
easat-5645	462	5	diagnosing	diagnose	VERB
easat-5645	462	6	kidney	kidney	NOUN
easat-5645	462	7	disorders	disorder	NOUN
easat-5645	462	8	has	have	VERB
easat-5645	462	9	a	a	DET
easat-5645	462	10	sensitivity	sensitivity	NOUN
easat-5645	462	11	of	of	ADP
easat-5645	462	12	100	100	NUM
easat-5645	462	13	%	%	NOUN
easat-5645	462	14	,	,	PUNCT
easat-5645	462	15	which	which	PRON
easat-5645	462	16	is	be	AUX
easat-5645	462	17	greater	great	ADJ
easat-5645	462	18	than	than	ADP
easat-5645	462	19	existing	exist	VERB
easat-5645	462	20	approaches	approach	NOUN
easat-5645	462	21	.	.	PUNCT
easat-5645	463	1	in	in	ADP
easat-5645	463	2	comparison	comparison	NOUN
easat-5645	463	3	to	to	ADP
easat-5645	463	4	existing	exist	VERB
easat-5645	463	5	approaches	approach	NOUN
easat-5645	463	6	,	,	PUNCT
easat-5645	463	7	the	the	DET
easat-5645	463	8	suggested	suggest	VERB
easat-5645	463	9	methodology	methodology	NOUN
easat-5645	463	10	provides	provide	VERB
easat-5645	463	11	100	100	NUM
easat-5645	463	12	%	%	NOUN
easat-5645	463	13	sensitivity	sensitivity	NOUN
easat-5645	463	14	for	for	ADP
easat-5645	463	15	cancer	cancer	NOUN
easat-5645	463	16	illness	illness	NOUN
easat-5645	463	17	detection	detection	NOUN
easat-5645	463	18	.	.	PUNCT
easat-5645	464	1	the	the	DET
easat-5645	464	2	suggested	suggest	VERB
easat-5645	464	3	method	method	NOUN
easat-5645	464	4	for	for	ADP
easat-5645	464	5	diagnosing	diagnose	VERB
easat-5645	464	6	diabetic	diabetic	ADJ
easat-5645	464	7	illnesses	illness	NOUN
easat-5645	464	8	has	have	VERB
easat-5645	464	9	a	a	DET
easat-5645	464	10	sensitivity	sensitivity	NOUN
easat-5645	464	11	of	of	ADP
easat-5645	464	12	99.98	99.98	NUM
easat-5645	464	13	%	%	NOUN
easat-5645	464	14	,	,	PUNCT
easat-5645	464	15	which	which	PRON
easat-5645	464	16	is	be	AUX
easat-5645	464	17	greater	great	ADJ
easat-5645	464	18	than	than	ADP
easat-5645	464	19	existing	exist	VERB
easat-5645	464	20	approaches	approach	NOUN
easat-5645	464	21	.	.	PUNCT
easat-5645	465	1	furthermore	furthermore	ADV
easat-5645	465	2	,	,	PUNCT
easat-5645	465	3	figure	figure	VERB
easat-5645	465	4	6	6	NUM
easat-5645	465	5	c	c	NOUN
easat-5645	465	6	)	)	PUNCT
easat-5645	465	7	depicts	depict	VERB
easat-5645	465	8	a	a	DET
easat-5645	465	9	comparative	comparative	ADJ
easat-5645	465	10	examination	examination	NOUN
easat-5645	465	11	of	of	ADP
easat-5645	465	12	the	the	DET
easat-5645	465	13	suggested	suggest	VERB
easat-5645	465	14	specificity	specificity	NOUN
easat-5645	465	15	with	with	ADP
easat-5645	465	16	existing	exist	VERB
easat-5645	465	17	approaches	approach	NOUN
easat-5645	465	18	.	.	PUNCT
easat-5645	466	1	the	the	DET
easat-5645	466	2	suggested	suggest	VERB
easat-5645	466	3	strategy	strategy	NOUN
easat-5645	466	4	for	for	ADP
easat-5645	466	5	diagnosing	diagnose	VERB
easat-5645	466	6	covid	covid	PROPN
easat-5645	466	7	disorders	disorder	NOUN
easat-5645	466	8	has	have	VERB
easat-5645	466	9	a	a	DET
easat-5645	466	10	better	well	ADJ
easat-5645	466	11	specificity	specificity	NOUN
easat-5645	466	12	rate	rate	NOUN
easat-5645	466	13	of	of	ADP
easat-5645	466	14	99.9	99.9	NUM
easat-5645	466	15	%	%	NOUN
easat-5645	466	16	when	when	SCONJ
easat-5645	466	17	compared	compare	VERB
easat-5645	466	18	to	to	ADP
easat-5645	466	19	existing	exist	VERB
easat-5645	466	20	approaches	approach	NOUN
easat-5645	466	21	.	.	PUNCT
easat-5645	467	1	the	the	DET
easat-5645	467	2	proposed	propose	VERB
easat-5645	467	3	strategy	strategy	NOUN
easat-5645	467	4	for	for	ADP
easat-5645	467	5	diagnosing	diagnose	VERB
easat-5645	467	6	cardiac	cardiac	ADJ
easat-5645	467	7	problems	problem	NOUN
easat-5645	467	8	has	have	VERB
easat-5645	467	9	a	a	DET
easat-5645	467	10	greater	great	ADJ
easat-5645	467	11	specificity	specificity	NOUN
easat-5645	467	12	of	of	ADP
easat-5645	467	13	100	100	NUM
easat-5645	467	14	%	%	NOUN
easat-5645	467	15	when	when	SCONJ
easat-5645	467	16	compared	compare	VERB
easat-5645	467	17	to	to	ADP
easat-5645	467	18	existing	exist	VERB
easat-5645	467	19	approaches	approach	NOUN
easat-5645	467	20	.	.	PUNCT
easat-5645	468	1	the	the	DET
easat-5645	468	2	suggested	suggest	VERB
easat-5645	468	3	method	method	NOUN
easat-5645	468	4	for	for	ADP
easat-5645	468	5	diagnosing	diagnose	VERB
easat-5645	468	6	kidney	kidney	NOUN
easat-5645	468	7	disorders	disorder	NOUN
easat-5645	468	8	has	have	VERB
easat-5645	468	9	a	a	DET
easat-5645	468	10	greater	great	ADJ
easat-5645	468	11	specificity	specificity	NOUN
easat-5645	468	12	of	of	ADP
easat-5645	468	13	100	100	NUM
easat-5645	468	14	%	%	NOUN
easat-5645	468	15	when	when	SCONJ
easat-5645	468	16	compared	compare	VERB
easat-5645	468	17	to	to	ADP
easat-5645	468	18	existing	exist	VERB
easat-5645	468	19	approaches	approach	NOUN
easat-5645	468	20	.	.	PUNCT
easat-5645	469	1	the	the	DET
easat-5645	469	2	suggested	suggest	VERB
easat-5645	469	3	method	method	NOUN
easat-5645	469	4	for	for	ADP
easat-5645	469	5	diagnosing	diagnose	VERB
easat-5645	469	6	cancer	cancer	NOUN
easat-5645	469	7	disorders	disorder	NOUN
easat-5645	469	8	has	have	VERB
easat-5645	469	9	a	a	DET
easat-5645	469	10	greater	great	ADJ
easat-5645	469	11	1613	1613	NUM
easat-5645	469	12	edelweiss	edelweiss	PROPN
easat-5645	469	13	applied	apply	VERB
easat-5645	469	14	science	science	NOUN
easat-5645	469	15	and	and	CCONJ
easat-5645	469	16	technology	technology	NOUN
easat-5645	469	17	issn	issn	PROPN
easat-5645	469	18	:	:	PUNCT
easat-5645	469	19	2576	2576	NUM
easat-5645	469	20	-	-	SYM
easat-5645	469	21	8484	8484	NUM
easat-5645	469	22	vol	vol	NOUN
easat-5645	469	23	.	.	PROPN
easat-5645	470	1	9	9	NUM
easat-5645	470	2	,	,	PUNCT
easat-5645	470	3	no	no	INTJ
easat-5645	470	4	.	.	NOUN
easat-5645	471	1	3	3	NUM
easat-5645	471	2	:	:	SYM
easat-5645	471	3	1593	1593	NUM
easat-5645	471	4	-	-	SYM
easat-5645	471	5	1620	1620	NUM
easat-5645	471	6	,	,	PUNCT
easat-5645	471	7	2025	2025	NUM
easat-5645	471	8	doi	doi	NOUN
easat-5645	471	9	:	:	PUNCT
easat-5645	471	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	471	11	©	©	NOUN
easat-5645	471	12	2025	2025	NUM
easat-5645	471	13	by	by	ADP
easat-5645	471	14	the	the	DET
easat-5645	471	15	author	author	NOUN
easat-5645	471	16	;	;	PUNCT
easat-5645	471	17	licensee	licensee	PROPN
easat-5645	471	18	learning	learning	NOUN
easat-5645	471	19	gate	gate	PROPN
easat-5645	471	20	specificity	specificity	NOUN
easat-5645	471	21	of	of	ADP
easat-5645	471	22	99.98	99.98	NUM
easat-5645	471	23	%	%	NOUN
easat-5645	471	24	when	when	SCONJ
easat-5645	471	25	compared	compare	VERB
easat-5645	471	26	to	to	ADP
easat-5645	471	27	existing	exist	VERB
easat-5645	471	28	approaches	approach	NOUN
easat-5645	471	29	.	.	PUNCT
easat-5645	472	1	the	the	DET
easat-5645	472	2	suggested	suggest	VERB
easat-5645	472	3	method	method	NOUN
easat-5645	472	4	for	for	ADP
easat-5645	472	5	diagnosing	diagnose	VERB
easat-5645	472	6	diabetic	diabetic	ADJ
easat-5645	472	7	illnesses	illness	NOUN
easat-5645	472	8	has	have	AUX
easat-5645	472	9	achieved	achieve	VERB
easat-5645	472	10	a	a	DET
easat-5645	472	11	sensitivity	sensitivity	NOUN
easat-5645	472	12	of	of	ADP
easat-5645	472	13	100	100	NUM
easat-5645	472	14	%	%	NOUN
easat-5645	472	15	when	when	SCONJ
easat-5645	472	16	compared	compare	VERB
easat-5645	472	17	to	to	ADP
easat-5645	472	18	existing	exist	VERB
easat-5645	472	19	approaches	approach	NOUN
easat-5645	472	20	.	.	PUNCT
easat-5645	473	1	the	the	DET
easat-5645	473	2	comparative	comparative	ADJ
easat-5645	473	3	analysis	analysis	NOUN
easat-5645	473	4	of	of	ADP
easat-5645	473	5	the	the	DET
easat-5645	473	6	proposed	propose	VERB
easat-5645	473	7	precision	precision	NOUN
easat-5645	473	8	/	/	SYM
easat-5645	473	9	ppv	ppv	NOUN
easat-5645	473	10	over	over	ADP
easat-5645	473	11	existing	exist	VERB
easat-5645	473	12	methods	method	NOUN
easat-5645	473	13	is	be	AUX
easat-5645	473	14	illustrated	illustrate	VERB
easat-5645	473	15	in	in	ADP
easat-5645	473	16	figure	figure	NOUN
easat-5645	473	17	6	6	NUM
easat-5645	473	18	d	d	NOUN
easat-5645	473	19	)	)	PUNCT
easat-5645	473	20	.	.	PUNCT
easat-5645	474	1	the	the	DET
easat-5645	474	2	covid	covid	PROPN
easat-5645	474	3	diseases	disease	VERB
easat-5645	474	4	diagnosis	diagnosis	NOUN
easat-5645	474	5	of	of	ADP
easat-5645	474	6	the	the	DET
easat-5645	474	7	proposed	propose	VERB
easat-5645	474	8	approach	approach	NOUN
easat-5645	474	9	has	have	AUX
easat-5645	474	10	obtained	obtain	VERB
easat-5645	474	11	higher	high	ADJ
easat-5645	474	12	precision	precision	NOUN
easat-5645	474	13	rate	rate	NOUN
easat-5645	474	14	as	as	ADP
easat-5645	474	15	100	100	NUM
easat-5645	474	16	%	%	NOUN
easat-5645	474	17	over	over	ADP
easat-5645	474	18	the	the	DET
easat-5645	474	19	existing	exist	VERB
easat-5645	474	20	methods	method	NOUN
easat-5645	474	21	.	.	PUNCT
easat-5645	475	1	the	the	DET
easat-5645	475	2	heart	heart	NOUN
easat-5645	475	3	diseases	disease	VERB
easat-5645	475	4	diagnosis	diagnosis	NOUN
easat-5645	475	5	of	of	ADP
easat-5645	475	6	the	the	DET
easat-5645	475	7	proposed	propose	VERB
easat-5645	475	8	approach	approach	NOUN
easat-5645	475	9	has	have	AUX
easat-5645	475	10	obtained	obtain	VERB
easat-5645	475	11	higher	high	ADJ
easat-5645	475	12	precision	precision	NOUN
easat-5645	475	13	/	/	SYM
easat-5645	475	14	ppv	ppv	NOUN
easat-5645	475	15	as	as	ADP
easat-5645	475	16	99.9	99.9	NUM
easat-5645	475	17	%	%	NOUN
easat-5645	475	18	,	,	PUNCT
easat-5645	475	19	over	over	ADP
easat-5645	475	20	the	the	DET
easat-5645	475	21	existing	exist	VERB
easat-5645	475	22	methods	method	NOUN
easat-5645	475	23	.	.	PUNCT
easat-5645	476	1	the	the	DET
easat-5645	476	2	kidney	kidney	NOUN
easat-5645	476	3	diseases	disease	VERB
easat-5645	476	4	diagnosis	diagnosis	NOUN
easat-5645	476	5	of	of	ADP
easat-5645	476	6	the	the	DET
easat-5645	476	7	proposed	propose	VERB
easat-5645	476	8	approach	approach	NOUN
easat-5645	476	9	has	have	AUX
easat-5645	476	10	obtained	obtain	VERB
easat-5645	476	11	higher	high	ADJ
easat-5645	476	12	precision	precision	NOUN
easat-5645	476	13	/	/	SYM
easat-5645	476	14	ppv	ppv	NOUN
easat-5645	476	15	as	as	ADP
easat-5645	476	16	99.9	99.9	NUM
easat-5645	476	17	%	%	NOUN
easat-5645	476	18	over	over	ADP
easat-5645	476	19	the	the	DET
easat-5645	476	20	existing	exist	VERB
easat-5645	476	21	methods	method	NOUN
easat-5645	476	22	.	.	PUNCT
easat-5645	477	1	the	the	DET
easat-5645	477	2	cancer	cancer	NOUN
easat-5645	477	3	diseases	disease	VERB
easat-5645	477	4	diagnosis	diagnosis	NOUN
easat-5645	477	5	of	of	ADP
easat-5645	477	6	the	the	DET
easat-5645	477	7	proposed	propose	VERB
easat-5645	477	8	approach	approach	NOUN
easat-5645	477	9	has	have	AUX
easat-5645	477	10	obtained	obtain	VERB
easat-5645	477	11	higher	high	ADJ
easat-5645	477	12	precision	precision	NOUN
easat-5645	477	13	/	/	SYM
easat-5645	477	14	ppv	ppv	NOUN
easat-5645	477	15	as	as	ADP
easat-5645	477	16	95.06	95.06	NUM
easat-5645	477	17	%	%	NOUN
easat-5645	477	18	over	over	ADP
easat-5645	477	19	the	the	DET
easat-5645	477	20	existing	exist	VERB
easat-5645	477	21	methods	method	NOUN
easat-5645	477	22	.	.	PUNCT
easat-5645	478	1	the	the	DET
easat-5645	478	2	diabetes	diabetes	NOUN
easat-5645	478	3	diseases	disease	VERB
easat-5645	478	4	diagnosis	diagnosis	NOUN
easat-5645	478	5	of	of	ADP
easat-5645	478	6	the	the	DET
easat-5645	478	7	proposed	propose	VERB
easat-5645	478	8	approach	approach	NOUN
easat-5645	478	9	has	have	AUX
easat-5645	478	10	obtained	obtain	VERB
easat-5645	478	11	higher	high	ADJ
easat-5645	478	12	precision	precision	NOUN
easat-5645	478	13	/	/	SYM
easat-5645	478	14	ppv	ppv	NOUN
easat-5645	478	15	as	as	ADP
easat-5645	478	16	99.9	99.9	NUM
easat-5645	478	17	%	%	NOUN
easat-5645	478	18	over	over	ADP
easat-5645	478	19	the	the	DET
easat-5645	478	20	existing	exist	VERB
easat-5645	478	21	methods	method	NOUN
easat-5645	478	22	.	.	PUNCT
easat-5645	479	1	figure	figure	VERB
easat-5645	479	2	6	6	NUM
easat-5645	479	3	e	e	NOUN
easat-5645	479	4	)	)	PUNCT
easat-5645	479	5	depicts	depict	VERB
easat-5645	479	6	a	a	DET
easat-5645	479	7	comparison	comparison	NOUN
easat-5645	479	8	of	of	ADP
easat-5645	479	9	the	the	DET
easat-5645	479	10	proposed	propose	VERB
easat-5645	479	11	f	f	NOUN
easat-5645	479	12	-	-	PUNCT
easat-5645	479	13	measure	measure	NOUN
easat-5645	479	14	to	to	ADP
easat-5645	479	15	existing	exist	VERB
easat-5645	479	16	approaches	approach	NOUN
easat-5645	479	17	.	.	PUNCT
easat-5645	480	1	in	in	ADP
easat-5645	480	2	comparison	comparison	NOUN
easat-5645	480	3	to	to	ADP
easat-5645	480	4	existing	exist	VERB
easat-5645	480	5	approaches	approach	NOUN
easat-5645	480	6	,	,	PUNCT
easat-5645	480	7	the	the	DET
easat-5645	480	8	suggested	suggest	VERB
easat-5645	480	9	strategy	strategy	NOUN
easat-5645	480	10	has	have	VERB
easat-5645	480	11	a	a	DET
easat-5645	480	12	higher	high	ADJ
easat-5645	480	13	f	f	NOUN
easat-5645	480	14	-	-	PUNCT
easat-5645	480	15	measure	measure	NOUN
easat-5645	480	16	rate	rate	NOUN
easat-5645	480	17	of	of	ADP
easat-5645	480	18	97	97	NUM
easat-5645	480	19	%	%	NOUN
easat-5645	480	20	for	for	ADP
easat-5645	480	21	covid	covid	PROPN
easat-5645	480	22	illness	illness	NOUN
easat-5645	480	23	diagnosis	diagnosis	NOUN
easat-5645	480	24	.	.	PUNCT
easat-5645	481	1	in	in	ADP
easat-5645	481	2	comparison	comparison	NOUN
easat-5645	481	3	to	to	ADP
easat-5645	481	4	existing	exist	VERB
easat-5645	481	5	approaches	approach	NOUN
easat-5645	481	6	,	,	PUNCT
easat-5645	481	7	the	the	DET
easat-5645	481	8	suggested	suggest	VERB
easat-5645	481	9	strategy	strategy	NOUN
easat-5645	481	10	offers	offer	VERB
easat-5645	481	11	a	a	DET
easat-5645	481	12	higher	high	ADJ
easat-5645	481	13	f	f	NOUN
easat-5645	481	14	-	-	PUNCT
easat-5645	481	15	measure	measure	NOUN
easat-5645	481	16	of	of	ADP
easat-5645	481	17	98.06	98.06	NUM
easat-5645	481	18	%	%	NOUN
easat-5645	481	19	for	for	ADP
easat-5645	481	20	heart	heart	NOUN
easat-5645	481	21	disease	disease	NOUN
easat-5645	481	22	diagnosis	diagnosis	NOUN
easat-5645	481	23	.	.	PUNCT
easat-5645	482	1	in	in	ADP
easat-5645	482	2	comparison	comparison	NOUN
easat-5645	482	3	to	to	ADP
easat-5645	482	4	existing	exist	VERB
easat-5645	482	5	approaches	approach	NOUN
easat-5645	482	6	,	,	PUNCT
easat-5645	482	7	the	the	DET
easat-5645	482	8	suggested	suggest	VERB
easat-5645	482	9	strategy	strategy	NOUN
easat-5645	482	10	offers	offer	VERB
easat-5645	482	11	a	a	DET
easat-5645	482	12	higher	high	ADJ
easat-5645	482	13	f	f	NOUN
easat-5645	482	14	-	-	PUNCT
easat-5645	482	15	measure	measure	NOUN
easat-5645	482	16	of	of	ADP
easat-5645	482	17	99	99	NUM
easat-5645	482	18	%	%	NOUN
easat-5645	482	19	for	for	ADP
easat-5645	482	20	renal	renal	ADJ
easat-5645	482	21	disease	disease	NOUN
easat-5645	482	22	detection	detection	NOUN
easat-5645	482	23	.	.	PUNCT
easat-5645	483	1	in	in	ADP
easat-5645	483	2	comparison	comparison	NOUN
easat-5645	483	3	to	to	ADP
easat-5645	483	4	existing	exist	VERB
easat-5645	483	5	methodologies	methodology	NOUN
easat-5645	483	6	,	,	PUNCT
easat-5645	483	7	the	the	DET
easat-5645	483	8	suggested	suggest	VERB
easat-5645	483	9	strategy	strategy	NOUN
easat-5645	483	10	has	have	VERB
easat-5645	483	11	a	a	DET
easat-5645	483	12	higher	high	ADJ
easat-5645	483	13	f	f	NOUN
easat-5645	483	14	-	-	PUNCT
easat-5645	483	15	measure	measure	NOUN
easat-5645	483	16	of	of	ADP
easat-5645	483	17	97.089	97.089	NUM
easat-5645	483	18	%	%	NOUN
easat-5645	483	19	for	for	ADP
easat-5645	483	20	cancer	cancer	NOUN
easat-5645	483	21	illness	illness	NOUN
easat-5645	483	22	diagnosis	diagnosis	NOUN
easat-5645	483	23	.	.	PUNCT
easat-5645	484	1	in	in	ADP
easat-5645	484	2	comparison	comparison	NOUN
easat-5645	484	3	to	to	ADP
easat-5645	484	4	existing	exist	VERB
easat-5645	484	5	approaches	approach	NOUN
easat-5645	484	6	,	,	PUNCT
easat-5645	484	7	the	the	DET
easat-5645	484	8	suggested	suggest	VERB
easat-5645	484	9	strategy	strategy	NOUN
easat-5645	484	10	has	have	VERB
easat-5645	484	11	a	a	DET
easat-5645	484	12	higher	high	ADJ
easat-5645	484	13	f	f	NOUN
easat-5645	484	14	-	-	PUNCT
easat-5645	484	15	measure	measure	NOUN
easat-5645	484	16	of	of	ADP
easat-5645	484	17	99.09	99.09	NUM
easat-5645	484	18	%	%	NOUN
easat-5645	484	19	for	for	ADP
easat-5645	484	20	diabetic	diabetic	ADJ
easat-5645	484	21	illness	illness	NOUN
easat-5645	484	22	diagnosis	diagnosis	NOUN
easat-5645	484	23	.	.	PUNCT
easat-5645	485	1	the	the	DET
easat-5645	485	2	proposed	propose	VERB
easat-5645	485	3	method	method	NOUN
easat-5645	485	4	achieved	achieve	VERB
easat-5645	485	5	fpr	fpr	NOUN
easat-5645	485	6	has	have	AUX
easat-5645	485	7	been	be	AUX
easat-5645	485	8	diagnosis	diagnosis	NOUN
easat-5645	485	9	with	with	ADP
easat-5645	485	10	different	different	ADJ
easat-5645	485	11	diseases	disease	NOUN
easat-5645	485	12	like	like	ADP
easat-5645	485	13	covid-19	covid-19	PROPN
easat-5645	485	14	,	,	PUNCT
easat-5645	485	15	heart	heart	NOUN
easat-5645	485	16	disease	disease	NOUN
easat-5645	485	17	,	,	PUNCT
easat-5645	485	18	kidney	kidney	NOUN
easat-5645	485	19	diseases	disease	NOUN
easat-5645	485	20	,	,	PUNCT
easat-5645	485	21	cancer	cancer	NOUN
easat-5645	485	22	and	and	CCONJ
easat-5645	485	23	diabetes	diabetes	NOUN
easat-5645	485	24	,	,	PUNCT
easat-5645	485	25	which	which	PRON
easat-5645	485	26	is	be	AUX
easat-5645	485	27	compared	compare	VERB
easat-5645	485	28	with	with	ADP
easat-5645	485	29	the	the	DET
easat-5645	485	30	conventional	conventional	ADJ
easat-5645	485	31	methods	method	NOUN
easat-5645	485	32	like	like	ADP
easat-5645	485	33	woa	woa	NOUN
easat-5645	485	34	+	+	NUM
easat-5645	485	35	brnn	brnn	NOUN
easat-5645	485	36	,	,	PUNCT
easat-5645	485	37	pso	pso	NOUN
easat-5645	485	38	-	-	PUNCT
easat-5645	485	39	dnn	dnn	PROPN
easat-5645	485	40	,	,	PUNCT
easat-5645	485	41	adaptive	adaptive	ADJ
easat-5645	485	42	e	e	NOUN
easat-5645	485	43	-	-	NOUN
easat-5645	485	44	bat	bat	NOUN
easat-5645	485	45	dbn	dbn	NOUN
easat-5645	485	46	,	,	PUNCT
easat-5645	485	47	ahdcnn	ahdcnn	ADJ
easat-5645	485	48	,	,	PUNCT
easat-5645	485	49	and	and	CCONJ
easat-5645	485	50	lshgwobrnn	lshgwobrnn	VERB
easat-5645	485	51	.	.	PUNCT
easat-5645	486	1	the	the	DET
easat-5645	486	2	comparative	comparative	ADJ
easat-5645	486	3	analysis	analysis	NOUN
easat-5645	486	4	of	of	ADP
easat-5645	486	5	the	the	DET
easat-5645	486	6	proposed	propose	VERB
easat-5645	486	7	fpr	fpr	NOUN
easat-5645	486	8	,	,	PUNCT
easat-5645	486	9	fnr	fnr	PROPN
easat-5645	486	10	,	,	PUNCT
easat-5645	486	11	mcc	mcc	NOUN
easat-5645	486	12	,	,	PUNCT
easat-5645	486	13	auc	auc	NOUN
easat-5645	486	14	and	and	CCONJ
easat-5645	486	15	npv	npv	NOUN
easat-5645	486	16	over	over	ADP
easat-5645	486	17	existing	exist	VERB
easat-5645	486	18	methods	method	NOUN
easat-5645	486	19	is	be	AUX
easat-5645	486	20	illustrated	illustrate	VERB
easat-5645	486	21	in	in	ADP
easat-5645	486	22	figure	figure	NOUN
easat-5645	486	23	7	7	NUM
easat-5645	486	24	(	(	PUNCT
easat-5645	486	25	a	a	NOUN
easat-5645	486	26	-	-	PUNCT
easat-5645	486	27	e	e	NOUN
easat-5645	486	28	)	)	PUNCT
easat-5645	486	29	.	.	PUNCT
easat-5645	487	1	in	in	ADP
easat-5645	487	2	comparison	comparison	NOUN
easat-5645	487	3	to	to	ADP
easat-5645	487	4	existing	exist	VERB
easat-5645	487	5	approaches	approach	NOUN
easat-5645	487	6	,	,	PUNCT
easat-5645	487	7	the	the	DET
easat-5645	487	8	suggested	suggest	VERB
easat-5645	487	9	strategy	strategy	NOUN
easat-5645	487	10	provides	provide	VERB
easat-5645	487	11	a	a	DET
easat-5645	487	12	0.0155	0.0155	NUM
easat-5645	487	13	%	%	NOUN
easat-5645	487	14	fpr	fpr	NOUN
easat-5645	487	15	rate	rate	NOUN
easat-5645	487	16	for	for	ADP
easat-5645	487	17	covid-19	covid-19	PROPN
easat-5645	487	18	,	,	PUNCT
easat-5645	487	19	heart	heart	NOUN
easat-5645	487	20	disease	disease	NOUN
easat-5645	487	21	,	,	PUNCT
easat-5645	487	22	kidney	kidney	NOUN
easat-5645	487	23	diseases	disease	NOUN
easat-5645	487	24	,	,	PUNCT
easat-5645	487	25	cancer	cancer	NOUN
easat-5645	487	26	and	and	CCONJ
easat-5645	487	27	diabetes	diabetes	NOUN
easat-5645	487	28	illness	illness	NOUN
easat-5645	487	29	diagnosis	diagnosis	NOUN
easat-5645	487	30	,	,	PUNCT
easat-5645	487	31	which	which	PRON
easat-5645	487	32	is	be	AUX
easat-5645	487	33	lower	low	ADJ
easat-5645	487	34	than	than	ADP
easat-5645	487	35	existing	exist	VERB
easat-5645	487	36	approaches	approach	NOUN
easat-5645	487	37	.	.	PUNCT
easat-5645	488	1	(	(	PUNCT
easat-5645	488	2	a	a	X
easat-5645	488	3	)	)	PUNCT
easat-5645	488	4	(	(	PUNCT
easat-5645	488	5	b	b	NOUN
easat-5645	488	6	)	)	PUNCT
easat-5645	488	7	1614	1614	NUM
easat-5645	488	8	edelweiss	edelweiss	PROPN
easat-5645	488	9	applied	apply	VERB
easat-5645	488	10	science	science	NOUN
easat-5645	488	11	and	and	CCONJ
easat-5645	488	12	technology	technology	NOUN
easat-5645	488	13	issn	issn	PROPN
easat-5645	488	14	:	:	PUNCT
easat-5645	488	15	2576	2576	NUM
easat-5645	488	16	-	-	SYM
easat-5645	488	17	8484	8484	NUM
easat-5645	488	18	vol	vol	NOUN
easat-5645	488	19	.	.	PROPN
easat-5645	489	1	9	9	NUM
easat-5645	489	2	,	,	PUNCT
easat-5645	489	3	no	no	INTJ
easat-5645	489	4	.	.	NOUN
easat-5645	490	1	3	3	NUM
easat-5645	490	2	:	:	SYM
easat-5645	490	3	1593	1593	NUM
easat-5645	490	4	-	-	SYM
easat-5645	490	5	1620	1620	NUM
easat-5645	490	6	,	,	PUNCT
easat-5645	490	7	2025	2025	NUM
easat-5645	490	8	doi	doi	NOUN
easat-5645	490	9	:	:	PUNCT
easat-5645	490	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	490	11	©	©	NOUN
easat-5645	490	12	2025	2025	NUM
easat-5645	490	13	by	by	ADP
easat-5645	490	14	the	the	DET
easat-5645	490	15	author	author	NOUN
easat-5645	490	16	;	;	PUNCT
easat-5645	490	17	licensee	licensee	PROPN
easat-5645	490	18	learning	learning	NOUN
easat-5645	490	19	gate	gate	NOUN
easat-5645	490	20	(	(	PUNCT
easat-5645	490	21	c	c	NOUN
easat-5645	490	22	)	)	PUNCT
easat-5645	490	23	(	(	PUNCT
easat-5645	490	24	d	d	X
easat-5645	490	25	)	)	PUNCT
easat-5645	490	26	(	(	PUNCT
easat-5645	490	27	e	e	NOUN
easat-5645	490	28	)	)	PUNCT
easat-5645	490	29	figure	figure	NOUN
easat-5645	490	30	7	7	NUM
easat-5645	490	31	.	.	PUNCT
easat-5645	490	32	comparative	comparative	ADJ
easat-5645	490	33	analysis	analysis	NOUN
easat-5645	490	34	of	of	ADP
easat-5645	490	35	different	different	ADJ
easat-5645	490	36	metrics	metric	NOUN
easat-5645	490	37	like	like	ADP
easat-5645	490	38	a	a	PRON
easat-5645	490	39	)	)	PUNCT
easat-5645	490	40	fpr	fpr	PROPN
easat-5645	490	41	,	,	PUNCT
easat-5645	490	42	b	b	NOUN
easat-5645	490	43	)	)	PUNCT
easat-5645	490	44	fnr	fnr	PROPN
easat-5645	490	45	,	,	PUNCT
easat-5645	490	46	c	c	NOUN
easat-5645	490	47	)	)	PUNCT
easat-5645	490	48	mcc	mcc	NOUN
easat-5645	490	49	d	d	PROPN
easat-5645	490	50	)	)	PUNCT
easat-5645	490	51	auc	auc	NOUN
easat-5645	490	52	and	and	CCONJ
easat-5645	490	53	e	e	NOUN
easat-5645	490	54	)	)	PUNCT
easat-5645	490	55	npv	npv	NOUN
easat-5645	490	56	in	in	ADP
easat-5645	490	57	comparison	comparison	NOUN
easat-5645	490	58	to	to	ADP
easat-5645	490	59	existing	exist	VERB
easat-5645	490	60	approaches	approach	NOUN
easat-5645	490	61	,	,	PUNCT
easat-5645	490	62	the	the	DET
easat-5645	490	63	suggested	suggest	VERB
easat-5645	490	64	strategy	strategy	NOUN
easat-5645	490	65	provides	provide	VERB
easat-5645	490	66	a	a	DET
easat-5645	490	67	0.995	0.995	NUM
easat-5645	490	68	%	%	NOUN
easat-5645	490	69	fnr	fnr	NOUN
easat-5645	490	70	rate	rate	NOUN
easat-5645	490	71	for	for	ADP
easat-5645	490	72	covid-19	covid-19	PROPN
easat-5645	490	73	,	,	PUNCT
easat-5645	490	74	heart	heart	NOUN
easat-5645	490	75	disease	disease	NOUN
easat-5645	490	76	,	,	PUNCT
easat-5645	490	77	kidney	kidney	NOUN
easat-5645	490	78	diseases	disease	NOUN
easat-5645	490	79	,	,	PUNCT
easat-5645	490	80	cancer	cancer	NOUN
easat-5645	490	81	(	(	PUNCT
easat-5645	490	82	0.983	0.983	NUM
easat-5645	490	83	%	%	NOUN
easat-5645	490	84	)	)	PUNCT
easat-5645	490	85	and	and	CCONJ
easat-5645	490	86	diabetes	diabetes	NOUN
easat-5645	490	87	(	(	PUNCT
easat-5645	490	88	0.99	0.99	NUM
easat-5645	490	89	%	%	NOUN
easat-5645	490	90	)	)	PUNCT
easat-5645	490	91	illness	illness	NOUN
easat-5645	490	92	diagnosis	diagnosis	NOUN
easat-5645	490	93	,	,	PUNCT
easat-5645	490	94	which	which	PRON
easat-5645	490	95	is	be	AUX
easat-5645	490	96	lower	low	ADJ
easat-5645	490	97	than	than	ADP
easat-5645	490	98	existing	exist	VERB
easat-5645	490	99	approaches	approach	NOUN
easat-5645	490	100	.	.	PUNCT
easat-5645	491	1	furthermore	furthermore	ADV
easat-5645	491	2	,	,	PUNCT
easat-5645	491	3	the	the	DET
easat-5645	491	4	mcc	mcc	NOUN
easat-5645	491	5	and	and	CCONJ
easat-5645	491	6	auc	auc	NOUN
easat-5645	491	7	values	value	NOUN
easat-5645	491	8	are	be	AUX
easat-5645	491	9	also	also	ADV
easat-5645	491	10	improved	improve	VERB
easat-5645	491	11	by	by	ADP
easat-5645	491	12	the	the	DET
easat-5645	491	13	proposed	propose	VERB
easat-5645	491	14	approach	approach	NOUN
easat-5645	491	15	for	for	ADP
easat-5645	491	16	the	the	DET
easat-5645	491	17	optimal	optimal	ADJ
easat-5645	491	18	classification	classification	NOUN
easat-5645	491	19	;	;	PUNCT
easat-5645	491	20	the	the	DET
easat-5645	491	21	suggested	suggest	VERB
easat-5645	491	22	strategy	strategy	NOUN
easat-5645	491	23	provides	provide	VERB
easat-5645	491	24	a	a	DET
easat-5645	491	25	0.995	0.995	NUM
easat-5645	491	26	%	%	NOUN
easat-5645	491	27	mcc	mcc	NOUN
easat-5645	491	28	rate	rate	NOUN
easat-5645	491	29	for	for	ADP
easat-5645	491	30	covid-19	covid-19	PROPN
easat-5645	491	31	,	,	PUNCT
easat-5645	491	32	heart	heart	NOUN
easat-5645	491	33	disease	disease	NOUN
easat-5645	491	34	(	(	PUNCT
easat-5645	491	35	0.995	0.995	NUM
easat-5645	491	36	%	%	NOUN
easat-5645	491	37	)	)	PUNCT
easat-5645	491	38	,	,	PUNCT
easat-5645	491	39	kidney	kidney	NOUN
easat-5645	491	40	diseases	disease	NOUN
easat-5645	491	41	(	(	PUNCT
easat-5645	491	42	0.995	0.995	NUM
easat-5645	491	43	%	%	NOUN
easat-5645	491	44	)	)	PUNCT
easat-5645	491	45	,	,	PUNCT
easat-5645	491	46	cancer	cancer	NOUN
easat-5645	491	47	(	(	PUNCT
easat-5645	491	48	0.98	0.98	NUM
easat-5645	491	49	%	%	NOUN
easat-5645	491	50	)	)	PUNCT
easat-5645	491	51	and	and	CCONJ
easat-5645	491	52	diabetes	diabetes	NOUN
easat-5645	491	53	(	(	PUNCT
easat-5645	491	54	0.99	0.99	NUM
easat-5645	491	55	%	%	NOUN
easat-5645	491	56	)	)	PUNCT
easat-5645	491	57	illness	illness	NOUN
easat-5645	491	58	diagnosis	diagnosis	NOUN
easat-5645	491	59	,	,	PUNCT
easat-5645	491	60	which	which	PRON
easat-5645	491	61	is	be	AUX
easat-5645	491	62	superior	superior	ADJ
easat-5645	491	63	to	to	ADP
easat-5645	491	64	existing	exist	VERB
easat-5645	491	65	approaches	approach	NOUN
easat-5645	491	66	.	.	PUNCT
easat-5645	492	1	consequently	consequently	ADV
easat-5645	492	2	,	,	PUNCT
easat-5645	492	3	the	the	DET
easat-5645	492	4	classicization	classicization	NOUN
easat-5645	492	5	performance	performance	NOUN
easat-5645	492	6	of	of	ADP
easat-5645	492	7	auc	auc	NOUN
easat-5645	492	8	obtained	obtain	VERB
easat-5645	492	9	as	as	ADP
easat-5645	492	10	for	for	ADP
easat-5645	492	11	covid-19	covid-19	PROPN
easat-5645	492	12	,	,	PUNCT
easat-5645	492	13	heart	heart	NOUN
easat-5645	492	14	disease	disease	NOUN
easat-5645	492	15	(	(	PUNCT
easat-5645	492	16	0.99	0.99	NUM
easat-5645	492	17	%	%	NOUN
easat-5645	492	18	)	)	PUNCT
easat-5645	492	19	,	,	PUNCT
easat-5645	492	20	kidney	kidney	NOUN
easat-5645	492	21	diseases	disease	NOUN
easat-5645	492	22	(	(	PUNCT
easat-5645	492	23	0.985	0.985	NUM
easat-5645	492	24	%	%	NOUN
easat-5645	492	25	)	)	PUNCT
easat-5645	492	26	,	,	PUNCT
easat-5645	492	27	cancer	cancer	NOUN
easat-5645	492	28	(	(	PUNCT
easat-5645	492	29	0.98	0.98	NUM
easat-5645	492	30	%	%	NOUN
easat-5645	492	31	)	)	PUNCT
easat-5645	492	32	and	and	CCONJ
easat-5645	492	33	diabetes	diabetes	NOUN
easat-5645	492	34	(	(	PUNCT
easat-5645	492	35	0.99	0.99	NUM
easat-5645	492	36	%	%	NOUN
easat-5645	492	37	)	)	PUNCT
easat-5645	492	38	illness	illness	NOUN
easat-5645	492	39	diagnosis	diagnosis	NOUN
easat-5645	492	40	,	,	PUNCT
easat-5645	492	41	which	which	PRON
easat-5645	492	42	is	be	AUX
easat-5645	492	43	lower	low	ADJ
easat-5645	492	44	than	than	ADP
easat-5645	492	45	existing	exist	VERB
easat-5645	492	46	approaches	approach	NOUN
easat-5645	492	47	.	.	PUNCT
easat-5645	493	1	this	this	DET
easat-5645	493	2	consequence	consequence	NOUN
easat-5645	493	3	shows	show	VERB
easat-5645	493	4	the	the	DET
easat-5645	493	5	effective	effective	ADJ
easat-5645	493	6	performance	performance	NOUN
easat-5645	493	7	of	of	ADP
easat-5645	493	8	proposed	propose	VERB
easat-5645	493	9	approach	approach	NOUN
easat-5645	493	10	in	in	ADP
easat-5645	493	11	healthcare	healthcare	PROPN
easat-5645	493	12	applications	application	NOUN
easat-5645	493	13	.	.	PUNCT
easat-5645	494	1	5.4	5.4	NUM
easat-5645	494	2	.	.	PUNCT
easat-5645	494	3	discussion	discussion	NOUN
easat-5645	494	4	the	the	DET
easat-5645	494	5	suggested	suggest	VERB
easat-5645	494	6	lho	lho	PROPN
easat-5645	494	7	with	with	ADP
easat-5645	494	8	hge	hge	PROPN
easat-5645	494	9	-	-	PUNCT
easat-5645	494	10	snf	snf	PROPN
easat-5645	494	11	approach	approach	NOUN
easat-5645	494	12	techniques	technique	NOUN
easat-5645	494	13	have	have	AUX
easat-5645	494	14	achieved	achieve	VERB
easat-5645	494	15	the	the	DET
easat-5645	494	16	best	good	ADJ
easat-5645	494	17	performance	performance	NOUN
easat-5645	494	18	in	in	ADP
easat-5645	494	19	healthcare	healthcare	NOUN
easat-5645	494	20	system	system	NOUN
easat-5645	494	21	big	big	ADJ
easat-5645	494	22	data	data	NOUN
easat-5645	494	23	classification	classification	NOUN
easat-5645	494	24	with	with	ADP
easat-5645	494	25	regard	regard	NOUN
easat-5645	494	26	to	to	ADP
easat-5645	494	27	different	different	ADJ
easat-5645	494	28	training	training	NOUN
easat-5645	494	29	stages	stage	NOUN
easat-5645	494	30	and	and	CCONJ
easat-5645	494	31	illnesses	illness	NOUN
easat-5645	494	32	,	,	PUNCT
easat-5645	494	33	according	accord	VERB
easat-5645	494	34	1615	1615	NUM
easat-5645	494	35	edelweiss	edelweiss	PROPN
easat-5645	494	36	applied	apply	VERB
easat-5645	494	37	science	science	NOUN
easat-5645	494	38	and	and	CCONJ
easat-5645	494	39	technology	technology	NOUN
easat-5645	494	40	issn	issn	PROPN
easat-5645	494	41	:	:	PUNCT
easat-5645	494	42	2576	2576	NUM
easat-5645	494	43	-	-	SYM
easat-5645	494	44	8484	8484	NUM
easat-5645	494	45	vol	vol	NOUN
easat-5645	494	46	.	.	PROPN
easat-5645	495	1	9	9	NUM
easat-5645	495	2	,	,	PUNCT
easat-5645	495	3	no	no	INTJ
easat-5645	495	4	.	.	NOUN
easat-5645	496	1	3	3	NUM
easat-5645	496	2	:	:	SYM
easat-5645	496	3	1593	1593	NUM
easat-5645	496	4	-	-	SYM
easat-5645	496	5	1620	1620	NUM
easat-5645	496	6	,	,	PUNCT
easat-5645	496	7	2025	2025	NUM
easat-5645	496	8	doi	doi	NOUN
easat-5645	496	9	:	:	PUNCT
easat-5645	496	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	496	11	©	©	NOUN
easat-5645	496	12	2025	2025	NUM
easat-5645	496	13	by	by	ADP
easat-5645	496	14	the	the	DET
easat-5645	496	15	author	author	NOUN
easat-5645	496	16	;	;	PUNCT
easat-5645	496	17	licensee	licensee	PROPN
easat-5645	496	18	learning	learn	VERB
easat-5645	496	19	gate	gate	NOUN
easat-5645	496	20	to	to	ADP
easat-5645	496	21	the	the	DET
easat-5645	496	22	findings	finding	NOUN
easat-5645	496	23	from	from	ADP
easat-5645	496	24	tables	table	NOUN
easat-5645	496	25	1	1	NUM
easat-5645	496	26	,	,	PUNCT
easat-5645	496	27	table	table	NOUN
easat-5645	496	28	2	2	NUM
easat-5645	496	29	,	,	PUNCT
easat-5645	496	30	table	table	NOUN
easat-5645	496	31	3	3	NUM
easat-5645	496	32	,	,	PUNCT
easat-5645	496	33	table	table	NOUN
easat-5645	496	34	4	4	NUM
easat-5645	496	35	and	and	CCONJ
easat-5645	496	36	table.5	table.5	NOUN
easat-5645	496	37	.	.	PUNCT
easat-5645	497	1	when	when	SCONJ
easat-5645	497	2	compared	compare	VERB
easat-5645	497	3	to	to	ADP
easat-5645	497	4	traditional	traditional	ADJ
easat-5645	497	5	methodologies	methodology	NOUN
easat-5645	497	6	,	,	PUNCT
easat-5645	497	7	the	the	DET
easat-5645	497	8	suggested	suggest	VERB
easat-5645	497	9	method	method	NOUN
easat-5645	497	10	has	have	AUX
easat-5645	497	11	attained	attain	VERB
easat-5645	497	12	the	the	DET
easat-5645	497	13	highest	high	ADJ
easat-5645	497	14	positive	positive	ADJ
easat-5645	497	15	rates	rate	NOUN
easat-5645	497	16	for	for	ADP
easat-5645	497	17	all	all	PRON
easat-5645	497	18	of	of	ADP
easat-5645	497	19	the	the	DET
easat-5645	497	20	performance	performance	NOUN
easat-5645	497	21	indicators	indicator	NOUN
easat-5645	497	22	.	.	PUNCT
easat-5645	498	1	the	the	DET
easat-5645	498	2	simulation	simulation	NOUN
easat-5645	498	3	results	result	NOUN
easat-5645	498	4	demonstrate	demonstrate	VERB
easat-5645	498	5	that	that	SCONJ
easat-5645	498	6	the	the	DET
easat-5645	498	7	lho	lho	NOUN
easat-5645	498	8	with	with	ADP
easat-5645	498	9	hge	hge	PROPN
easat-5645	498	10	-	-	PUNCT
easat-5645	498	11	snf	snf	PROPN
easat-5645	498	12	model	model	NOUN
easat-5645	498	13	outperformed	outperform	VERB
easat-5645	498	14	the	the	DET
easat-5645	498	15	degree	degree	NOUN
easat-5645	498	16	of	of	ADP
easat-5645	498	17	competition	competition	NOUN
easat-5645	498	18	a	a	DET
easat-5645	498	19	superior	superior	ADJ
easat-5645	498	20	solution	solution	NOUN
easat-5645	498	21	for	for	ADP
easat-5645	498	22	covid-19	covid-19	PROPN
easat-5645	498	23	disease	disease	NOUN
easat-5645	498	24	classification	classification	NOUN
easat-5645	498	25	,	,	PUNCT
easat-5645	498	26	with	with	ADP
easat-5645	498	27	accuracy	accuracy	NOUN
easat-5645	498	28	of	of	ADP
easat-5645	498	29	100	100	NUM
easat-5645	498	30	%	%	NOUN
easat-5645	498	31	,	,	PUNCT
easat-5645	498	32	precision	precision	NOUN
easat-5645	498	33	of	of	ADP
easat-5645	498	34	100	100	NUM
easat-5645	498	35	%	%	NOUN
easat-5645	498	36	,	,	PUNCT
easat-5645	498	37	sensitivity	sensitivity	NOUN
easat-5645	498	38	of	of	ADP
easat-5645	498	39	100	100	NUM
easat-5645	498	40	%	%	NOUN
easat-5645	498	41	,	,	PUNCT
easat-5645	498	42	specificity	specificity	NOUN
easat-5645	498	43	of	of	ADP
easat-5645	498	44	99.9	99.9	NUM
easat-5645	498	45	%	%	NOUN
easat-5645	498	46	,	,	PUNCT
easat-5645	498	47	auc	auc	NOUN
easat-5645	498	48	of	of	ADP
easat-5645	498	49	0.995	0.995	NUM
easat-5645	498	50	%	%	NOUN
easat-5645	498	51	,	,	PUNCT
easat-5645	498	52	f	f	X
easat-5645	498	53	-	-	PUNCT
easat-5645	498	54	measure	measure	NOUN
easat-5645	498	55	of	of	ADP
easat-5645	498	56	97	97	NUM
easat-5645	498	57	%	%	NOUN
easat-5645	498	58	,	,	PUNCT
easat-5645	498	59	fpr	fpr	NOUN
easat-5645	498	60	of	of	ADP
easat-5645	498	61	0.0155	0.0155	NUM
easat-5645	498	62	%	%	NOUN
easat-5645	498	63	,	,	PUNCT
easat-5645	498	64	fnr	fnr	PROPN
easat-5645	498	65	of	of	ADP
easat-5645	498	66	0.995	0.995	NUM
easat-5645	498	67	%	%	NOUN
easat-5645	498	68	,	,	PUNCT
easat-5645	498	69	mcc	mcc	NOUN
easat-5645	498	70	of	of	ADP
easat-5645	498	71	0.98	0.98	NUM
easat-5645	498	72	%	%	NOUN
easat-5645	498	73	,	,	PUNCT
easat-5645	498	74	and	and	CCONJ
easat-5645	498	75	npv	npv	NOUN
easat-5645	498	76	of	of	ADP
easat-5645	498	77	99	99	NUM
easat-5645	498	78	%	%	NOUN
easat-5645	498	79	are	be	AUX
easat-5645	498	80	shown	show	VERB
easat-5645	498	81	in	in	ADP
easat-5645	498	82	table.1	table.1	PROPN
easat-5645	498	83	.	.	PUNCT
easat-5645	499	1	for	for	ADP
easat-5645	499	2	heart	heart	NOUN
easat-5645	499	3	disease	disease	NOUN
easat-5645	499	4	classification	classification	NOUN
easat-5645	499	5	,	,	PUNCT
easat-5645	499	6	accuracy	accuracy	NOUN
easat-5645	499	7	of	of	ADP
easat-5645	499	8	99.7	99.7	NUM
easat-5645	499	9	%	%	NOUN
easat-5645	499	10	,	,	PUNCT
easat-5645	499	11	precision	precision	NOUN
easat-5645	499	12	of	of	ADP
easat-5645	499	13	99.9	99.9	NUM
easat-5645	499	14	%	%	NOUN
easat-5645	499	15	,	,	PUNCT
easat-5645	499	16	sensitivity	sensitivity	NOUN
easat-5645	499	17	of	of	ADP
easat-5645	499	18	99.9	99.9	NUM
easat-5645	499	19	%	%	NOUN
easat-5645	499	20	,	,	PUNCT
easat-5645	499	21	specificity	specificity	NOUN
easat-5645	499	22	of	of	ADP
easat-5645	499	23	%	%	NOUN
easat-5645	499	24	,	,	PUNCT
easat-5645	499	25	auc	auc	NOUN
easat-5645	499	26	of	of	ADP
easat-5645	499	27	0.995	0.995	NUM
easat-5645	499	28	%	%	NOUN
easat-5645	499	29	,	,	PUNCT
easat-5645	499	30	f	f	X
easat-5645	499	31	-	-	PUNCT
easat-5645	499	32	measure	measure	NOUN
easat-5645	499	33	of	of	ADP
easat-5645	499	34	98.06	98.06	NUM
easat-5645	499	35	%	%	NOUN
easat-5645	499	36	,	,	PUNCT
easat-5645	499	37	fpr	fpr	NOUN
easat-5645	499	38	of	of	ADP
easat-5645	499	39	0.0155	0.0155	NUM
easat-5645	499	40	%	%	NOUN
easat-5645	499	41	,	,	PUNCT
easat-5645	499	42	fnr	fnr	PROPN
easat-5645	499	43	of	of	ADP
easat-5645	499	44	0.995	0.995	NUM
easat-5645	499	45	%	%	NOUN
easat-5645	499	46	,	,	PUNCT
easat-5645	499	47	mcc	mcc	NOUN
easat-5645	499	48	of	of	ADP
easat-5645	499	49	0.99	0.99	NUM
easat-5645	499	50	%	%	NOUN
easat-5645	499	51	,	,	PUNCT
easat-5645	499	52	and	and	CCONJ
easat-5645	499	53	npv	npv	NOUN
easat-5645	499	54	of	of	ADP
easat-5645	499	55	99.1	99.1	NUM
easat-5645	499	56	%	%	NOUN
easat-5645	499	57	were	be	AUX
easat-5645	499	58	also	also	ADV
easat-5645	499	59	obtained	obtain	VERB
easat-5645	499	60	in	in	ADP
easat-5645	499	61	table.2	table.2	PROPN
easat-5645	499	62	,	,	PUNCT
easat-5645	499	63	which	which	PRON
easat-5645	499	64	is	be	AUX
easat-5645	499	65	compared	compare	VERB
easat-5645	499	66	to	to	ADP
easat-5645	499	67	the	the	DET
easat-5645	499	68	conventional	conventional	ADJ
easat-5645	499	69	methods	method	NOUN
easat-5645	499	70	and	and	CCONJ
easat-5645	499	71	shows	show	VERB
easat-5645	499	72	the	the	DET
easat-5645	499	73	effective	effective	ADJ
easat-5645	499	74	performance	performance	NOUN
easat-5645	499	75	of	of	ADP
easat-5645	499	76	proposed	propose	VERB
easat-5645	499	77	model	model	NOUN
easat-5645	499	78	in	in	ADP
easat-5645	499	79	heart	heart	NOUN
easat-5645	499	80	diseases	disease	NOUN
easat-5645	499	81	classification	classification	NOUN
easat-5645	499	82	.	.	PUNCT
easat-5645	500	1	1616	1616	NUM
easat-5645	500	2	edelweiss	edelweiss	PROPN
easat-5645	500	3	applied	apply	VERB
easat-5645	500	4	science	science	NOUN
easat-5645	500	5	and	and	CCONJ
easat-5645	500	6	technology	technology	NOUN
easat-5645	500	7	issn	issn	PROPN
easat-5645	500	8	:	:	PUNCT
easat-5645	500	9	2576	2576	NUM
easat-5645	500	10	-	-	SYM
easat-5645	500	11	8484	8484	NUM
easat-5645	500	12	vol	vol	NOUN
easat-5645	500	13	.	.	PROPN
easat-5645	501	1	9	9	NUM
easat-5645	501	2	,	,	PUNCT
easat-5645	501	3	no	no	INTJ
easat-5645	501	4	.	.	NOUN
easat-5645	502	1	3	3	NUM
easat-5645	502	2	:	:	SYM
easat-5645	502	3	1593	1593	NUM
easat-5645	502	4	-	-	SYM
easat-5645	502	5	1620	1620	NUM
easat-5645	502	6	,	,	PUNCT
easat-5645	502	7	2025	2025	NUM
easat-5645	502	8	doi	doi	NOUN
easat-5645	502	9	:	:	PUNCT
easat-5645	502	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	502	11	©	©	NOUN
easat-5645	502	12	2025	2025	NUM
easat-5645	502	13	by	by	ADP
easat-5645	502	14	the	the	DET
easat-5645	502	15	author	author	NOUN
easat-5645	502	16	;	;	PUNCT
easat-5645	502	17	licensee	licensee	PROPN
easat-5645	502	18	learning	learn	VERB
easat-5645	502	19	gate	gate	NOUN
easat-5645	502	20	table	table	NOUN
easat-5645	502	21	1	1	NUM
easat-5645	502	22	.	.	PUNCT
easat-5645	503	1	performance	performance	NOUN
easat-5645	503	2	analysis	analysis	NOUN
easat-5645	503	3	of	of	ADP
easat-5645	503	4	big	big	ADJ
easat-5645	503	5	data	datum	NOUN
easat-5645	503	6	classification	classification	NOUN
easat-5645	503	7	for	for	ADP
easat-5645	503	8	covid-19	covid-19	PROPN
easat-5645	503	9	diseases	disease	NOUN
easat-5645	503	10	methods	method	NOUN
easat-5645	503	11	accuracy	accuracy	NOUN
easat-5645	503	12	precision	precision	NOUN
easat-5645	503	13	sensitivity	sensitivity	NOUN
easat-5645	503	14	specificity	specificity	NOUN
easat-5645	503	15	auc	auc	VERB
easat-5645	503	16	f	f	NOUN
easat-5645	503	17	-	-	PUNCT
easat-5645	503	18	measure	measure	NOUN
easat-5645	503	19	fpr	fpr	PROPN
easat-5645	503	20	fnr	fnr	PROPN
easat-5645	503	21	mcc	mcc	PROPN
easat-5645	503	22	npv	npv	PROPN
easat-5645	503	23	woa	woa	VERB
easat-5645	503	24	+	+	CCONJ
easat-5645	503	25	brnn	brnn	VERB
easat-5645	503	26	hassib	hassib	NOUN
easat-5645	503	27	,	,	PUNCT
easat-5645	503	28	et	et	PROPN
easat-5645	503	29	al	al	PROPN
easat-5645	503	30	.	.	PUNCT
easat-5645	504	1	[	[	X
easat-5645	504	2	33	33	NUM
easat-5645	504	3	]	]	SYM
easat-5645	504	4	99.8	99.8	NUM
easat-5645	504	5	98.05	98.05	NUM
easat-5645	504	6	98.05	98.05	NUM
easat-5645	504	7	94.058	94.058	NUM
easat-5645	504	8	0.982	0.982	NUM
easat-5645	504	9	87	87	NUM
easat-5645	504	10	0.05	0.05	NUM
easat-5645	504	11	0.982	0.982	NUM
easat-5645	504	12	0.82	0.82	NUM
easat-5645	504	13	78	78	NUM
easat-5645	504	14	pso	pso	NOUN
easat-5645	504	15	-	-	PUNCT
easat-5645	504	16	dnn	dnn	PROPN
easat-5645	504	17	lakshmanaprabu	lakshmanaprabu	NOUN
easat-5645	504	18	,	,	PUNCT
easat-5645	504	19	et	et	PROPN
easat-5645	504	20	al	al	PROPN
easat-5645	504	21	.	.	PUNCT
easat-5645	505	1	[	[	X
easat-5645	505	2	34	34	NUM
easat-5645	505	3	]	]	SYM
easat-5645	505	4	98.05	98.05	NUM
easat-5645	505	5	97	97	NUM
easat-5645	505	6	97	97	NUM
easat-5645	505	7	98.5	98.5	NUM
easat-5645	505	8	0.974	0.974	NUM
easat-5645	505	9	98	98	NUM
easat-5645	505	10	0.43	0.43	NUM
easat-5645	505	11	0.974	0.974	NUM
easat-5645	505	12	0.9	0.9	NUM
easat-5645	505	13	84	84	NUM
easat-5645	505	14	adaptive	adaptive	ADJ
easat-5645	505	15	e	e	NOUN
easat-5645	505	16	-	-	NOUN
easat-5645	505	17	bat	bat	NOUN
easat-5645	505	18	dbn	dbn	PROPN
easat-5645	505	19	mujeeb	mujeeb	PROPN
easat-5645	505	20	,	,	PUNCT
easat-5645	505	21	et	et	PROPN
easat-5645	505	22	al	al	PROPN
easat-5645	505	23	.	.	PUNCT
easat-5645	506	1	[	[	X
easat-5645	506	2	35	35	NUM
easat-5645	506	3	]	]	SYM
easat-5645	506	4	86.9	86.9	NUM
easat-5645	506	5	100	100	NUM
easat-5645	506	6	100	100	NUM
easat-5645	506	7	99.8	99.8	NUM
easat-5645	506	8	0.992	0.992	NUM
easat-5645	506	9	97	97	NUM
easat-5645	506	10	0.354	0.354	NUM
easat-5645	506	11	0.992	0.992	NUM
easat-5645	506	12	0.7	0.7	NUM
easat-5645	506	13	78	78	NUM
easat-5645	506	14	ahdcnn	ahdcnn	ADJ
easat-5645	506	15	chen	chen	PROPN
easat-5645	506	16	,	,	PUNCT
easat-5645	506	17	et	et	PROPN
easat-5645	506	18	al	al	PROPN
easat-5645	506	19	.	.	PUNCT
easat-5645	507	1	[	[	X
easat-5645	507	2	36	36	NUM
easat-5645	507	3	]	]	SYM
easat-5645	507	4	97	97	NUM
easat-5645	507	5	99.8	99.8	NUM
easat-5645	507	6	99.8	99.8	NUM
easat-5645	507	7	99.76	99.76	NUM
easat-5645	507	8	0.908	0.908	NUM
easat-5645	507	9	87	87	NUM
easat-5645	507	10	0.41	0.41	NUM
easat-5645	507	11	0.908	0.908	NUM
easat-5645	507	12	0.82	0.82	NUM
easat-5645	507	13	89	89	NUM
easat-5645	507	14	lshgwobrnn	lshgwobrnn	NOUN
easat-5645	507	15	hassib	hassib	NOUN
easat-5645	507	16	,	,	PUNCT
easat-5645	507	17	et	et	PROPN
easat-5645	507	18	al	al	PROPN
easat-5645	507	19	.	.	PUNCT
easat-5645	508	1	[	[	X
easat-5645	508	2	37	37	NUM
easat-5645	508	3	]	]	SYM
easat-5645	508	4	99.8	99.8	NUM
easat-5645	508	5	86.9	86.9	NUM
easat-5645	508	6	86.9	86.9	NUM
easat-5645	508	7	87	87	NUM
easat-5645	508	8	0.83	0.83	NUM
easat-5645	508	9	89.05	89.05	NUM
easat-5645	508	10	0.48	0.48	NUM
easat-5645	508	11	0.83	0.83	NUM
easat-5645	508	12	0.85	0.85	NUM
easat-5645	508	13	97.08	97.08	NUM
easat-5645	508	14	proposed	propose	VERB
easat-5645	508	15	100	100	NUM
easat-5645	508	16	100	100	NUM
easat-5645	508	17	100	100	NUM
easat-5645	508	18	99.9	99.9	NUM
easat-5645	508	19	0.995	0.995	NUM
easat-5645	508	20	97	97	NUM
easat-5645	508	21	0.0155	0.0155	NUM
easat-5645	508	22	0.995	0.995	NUM
easat-5645	508	23	0.98	0.98	NUM
easat-5645	508	24	99	99	NUM
easat-5645	508	25	table	table	NOUN
easat-5645	508	26	2	2	NUM
easat-5645	508	27	.	.	PUNCT
easat-5645	508	28	performance	performance	NOUN
easat-5645	508	29	analysis	analysis	NOUN
easat-5645	508	30	of	of	ADP
easat-5645	508	31	big	big	ADJ
easat-5645	508	32	data	datum	NOUN
easat-5645	508	33	classification	classification	NOUN
easat-5645	508	34	for	for	ADP
easat-5645	508	35	heart	heart	NOUN
easat-5645	508	36	diseases	disease	NOUN
easat-5645	508	37	methods	method	NOUN
easat-5645	508	38	accuracy	accuracy	NOUN
easat-5645	508	39	precision	precision	NOUN
easat-5645	508	40	sensitivity	sensitivity	NOUN
easat-5645	508	41	specificity	specificity	NOUN
easat-5645	508	42	auc	auc	VERB
easat-5645	508	43	f	f	NOUN
easat-5645	508	44	-	-	PUNCT
easat-5645	508	45	measure	measure	NOUN
easat-5645	508	46	fpr	fpr	PROPN
easat-5645	508	47	fnr	fnr	PROPN
easat-5645	508	48	mcc	mcc	PROPN
easat-5645	508	49	npv	npv	PROPN
easat-5645	508	50	woa	woa	VERB
easat-5645	508	51	+	+	CCONJ
easat-5645	508	52	brnn	brnn	VERB
easat-5645	508	53	hassib	hassib	NOUN
easat-5645	508	54	,	,	PUNCT
easat-5645	508	55	et	et	PROPN
easat-5645	508	56	al	al	PROPN
easat-5645	508	57	.	.	PUNCT
easat-5645	509	1	[	[	X
easat-5645	509	2	33	33	NUM
easat-5645	509	3	]	]	PUNCT
easat-5645	509	4	99.01	99.01	NUM
easat-5645	509	5	94.058	94.058	NUM
easat-5645	509	6	94.058	94.058	NUM
easat-5645	509	7	97	97	NUM
easat-5645	509	8	0.89	0.89	NUM
easat-5645	509	9	88	88	NUM
easat-5645	509	10	0.24	0.24	NUM
easat-5645	509	11	0.89	0.89	NUM
easat-5645	509	12	0.64	0.64	NUM
easat-5645	509	13	76.9	76.9	NUM
easat-5645	509	14	pso	pso	NOUN
easat-5645	509	15	-	-	PUNCT
easat-5645	509	16	dnn	dnn	PROPN
easat-5645	509	17	lakshmanaprabu	lakshmanaprabu	NOUN
easat-5645	509	18	,	,	PUNCT
easat-5645	509	19	et	et	PROPN
easat-5645	509	20	al	al	PROPN
easat-5645	509	21	.	.	PUNCT
easat-5645	510	1	[	[	X
easat-5645	510	2	34	34	NUM
easat-5645	510	3	]	]	SYM
easat-5645	510	4	94.058	94.058	NUM
easat-5645	510	5	98.5	98.5	NUM
easat-5645	510	6	98.5	98.5	NUM
easat-5645	510	7	91	91	NUM
easat-5645	510	8	0.86	0.86	NUM
easat-5645	510	9	94	94	NUM
easat-5645	510	10	0.1	0.1	NUM
easat-5645	510	11	0.86	0.86	NUM
easat-5645	510	12	0.8	0.8	NUM
easat-5645	510	13	89	89	NUM
easat-5645	510	14	adaptive	adaptive	ADJ
easat-5645	510	15	e	e	NOUN
easat-5645	510	16	-	-	NOUN
easat-5645	510	17	bat	bat	NOUN
easat-5645	510	18	dbn	dbn	PROPN
easat-5645	510	19	mujeeb	mujeeb	PROPN
easat-5645	510	20	,	,	PUNCT
easat-5645	510	21	et	et	PROPN
easat-5645	510	22	al	al	PROPN
easat-5645	510	23	.	.	PUNCT
easat-5645	511	1	[	[	X
easat-5645	511	2	35	35	NUM
easat-5645	511	3	]	]	SYM
easat-5645	511	4	87	87	NUM
easat-5645	511	5	99.8	99.8	NUM
easat-5645	511	6	99.8	99.8	NUM
easat-5645	511	7	97.6	97.6	NUM
easat-5645	511	8	0.9	0.9	NUM
easat-5645	511	9	94	94	NUM
easat-5645	511	10	0.27	0.27	NUM
easat-5645	511	11	0.9	0.9	NUM
easat-5645	511	12	0.63	0.63	NUM
easat-5645	511	13	74	74	NUM
easat-5645	511	14	ahdcnn	ahdcnn	PROPN
easat-5645	511	15	chen	chen	PROPN
easat-5645	511	16	,	,	PUNCT
easat-5645	511	17	et	et	PROPN
easat-5645	511	18	al	al	PROPN
easat-5645	511	19	.	.	PUNCT
easat-5645	512	1	[	[	X
easat-5645	512	2	36	36	NUM
easat-5645	512	3	]	]	PUNCT
easat-5645	512	4	98.5	98.5	NUM
easat-5645	512	5	99.76	99.76	NUM
easat-5645	512	6	99.76	99.76	NUM
easat-5645	512	7	99.7	99.7	NUM
easat-5645	512	8	0.975	0.975	NUM
easat-5645	512	9	79	79	NUM
easat-5645	512	10	0.25	0.25	NUM
easat-5645	512	11	0.975	0.975	NUM
easat-5645	512	12	0.64	0.64	NUM
easat-5645	512	13	89.6	89.6	NUM
easat-5645	512	14	lshgwobrnn	lshgwobrnn	NOUN
easat-5645	512	15	hassib	hassib	NOUN
easat-5645	512	16	,	,	PUNCT
easat-5645	512	17	et	et	PROPN
easat-5645	512	18	al	al	PROPN
easat-5645	512	19	.	.	PUNCT
easat-5645	513	1	[	[	X
easat-5645	513	2	37	37	NUM
easat-5645	513	3	]	]	SYM
easat-5645	513	4	99.4	99.4	NUM
easat-5645	513	5	87	87	NUM
easat-5645	513	6	87	87	NUM
easat-5645	513	7	86.9	86.9	NUM
easat-5645	513	8	0.84	0.84	NUM
easat-5645	513	9	84	84	NUM
easat-5645	513	10	0.32	0.32	NUM
easat-5645	513	11	0.84	0.84	NUM
easat-5645	513	12	0.65	0.65	NUM
easat-5645	513	13	94.06	94.06	NUM
easat-5645	513	14	proposed	propose	VERB
easat-5645	513	15	99.7	99.7	NUM
easat-5645	513	16	99.9	99.9	NUM
easat-5645	513	17	99.9	99.9	NUM
easat-5645	513	18	100	100	NUM
easat-5645	513	19	0.995	0.995	NUM
easat-5645	513	20	98.06	98.06	NUM
easat-5645	513	21	0.0155	0.0155	NUM
easat-5645	513	22	0.995	0.995	NUM
easat-5645	513	23	0.99	0.99	NUM
easat-5645	513	24	99.1	99.1	NUM
easat-5645	513	25	table	table	NOUN
easat-5645	513	26	3	3	NUM
easat-5645	513	27	.	.	PUNCT
easat-5645	513	28	performance	performance	NOUN
easat-5645	513	29	analysis	analysis	NOUN
easat-5645	513	30	of	of	ADP
easat-5645	513	31	big	big	ADJ
easat-5645	513	32	data	datum	NOUN
easat-5645	513	33	classification	classification	NOUN
easat-5645	513	34	for	for	ADP
easat-5645	513	35	kidney	kidney	NOUN
easat-5645	513	36	disease	disease	NOUN
easat-5645	513	37	methods	method	NOUN
easat-5645	513	38	accuracy	accuracy	NOUN
easat-5645	513	39	precision	precision	NOUN
easat-5645	513	40	sensitivity	sensitivity	NOUN
easat-5645	513	41	specificity	specificity	NOUN
easat-5645	513	42	auc	auc	VERB
easat-5645	513	43	f	f	NOUN
easat-5645	513	44	-	-	PUNCT
easat-5645	513	45	measure	measure	NOUN
easat-5645	513	46	fpr	fpr	PROPN
easat-5645	513	47	fnr	fnr	PROPN
easat-5645	513	48	mcc	mcc	PROPN
easat-5645	513	49	npv	npv	PROPN
easat-5645	513	50	woa	woa	VERB
easat-5645	513	51	+	+	CCONJ
easat-5645	513	52	brnn	brnn	VERB
easat-5645	513	53	hassib	hassib	NOUN
easat-5645	513	54	,	,	PUNCT
easat-5645	513	55	et	et	PROPN
easat-5645	513	56	al	al	PROPN
easat-5645	513	57	.	.	PUNCT
easat-5645	514	1	[	[	X
easat-5645	514	2	33	33	NUM
easat-5645	514	3	]	]	PUNCT
easat-5645	514	4	99.4	99.4	NUM
easat-5645	514	5	99.81	99.81	NUM
easat-5645	514	6	99.81	99.81	NUM
easat-5645	514	7	99.05	99.05	NUM
easat-5645	514	8	0.84	0.84	NUM
easat-5645	514	9	86.3	86.3	NUM
easat-5645	514	10	0.4	0.4	NUM
easat-5645	514	11	0.84	0.84	NUM
easat-5645	514	12	0.8	0.8	NUM
easat-5645	514	13	89	89	NUM
easat-5645	514	14	pso	pso	NOUN
easat-5645	514	15	-	-	PUNCT
easat-5645	514	16	dnn	dnn	PROPN
easat-5645	514	17	lakshmanaprabu	lakshmanaprabu	NOUN
easat-5645	514	18	,	,	PUNCT
easat-5645	514	19	et	et	PROPN
easat-5645	514	20	al	al	PROPN
easat-5645	514	21	.	.	PUNCT
easat-5645	515	1	[	[	X
easat-5645	515	2	34	34	NUM
easat-5645	515	3	]	]	SYM
easat-5645	515	4	99.1	99.1	NUM
easat-5645	515	5	97.6	97.6	NUM
easat-5645	515	6	97.65	97.65	NUM
easat-5645	515	7	97	97	NUM
easat-5645	515	8	0.89	0.89	NUM
easat-5645	515	9	96	96	NUM
easat-5645	515	10	0.36	0.36	NUM
easat-5645	515	11	0.89	0.89	NUM
easat-5645	515	12	0.76	0.76	NUM
easat-5645	515	13	89.6	89.6	NUM
easat-5645	515	14	adaptive	adaptive	ADJ
easat-5645	515	15	e	e	NOUN
easat-5645	515	16	-	-	NOUN
easat-5645	515	17	bat	bat	NOUN
easat-5645	515	18	dbn	dbn	PROPN
easat-5645	515	19	mujeeb	mujeeb	PROPN
easat-5645	515	20	,	,	PUNCT
easat-5645	515	21	et	et	PROPN
easat-5645	515	22	al	al	PROPN
easat-5645	515	23	.	.	PUNCT
easat-5645	516	1	[	[	X
easat-5645	516	2	35	35	NUM
easat-5645	516	3	]	]	PUNCT
easat-5645	516	4	86.93	86.93	NUM
easat-5645	516	5	99.4	99.4	NUM
easat-5645	516	6	99.41	99.41	NUM
easat-5645	516	7	100	100	NUM
easat-5645	516	8	0.86	0.86	NUM
easat-5645	516	9	91	91	NUM
easat-5645	516	10	0.42	0.42	NUM
easat-5645	516	11	0.86	0.86	NUM
easat-5645	516	12	0.79	0.79	NUM
easat-5645	516	13	76	76	NUM
easat-5645	516	14	ahdcnn	ahdcnn	PROPN
easat-5645	516	15	chen	chen	PROPN
easat-5645	516	16	,	,	PUNCT
easat-5645	516	17	et	et	PROPN
easat-5645	516	18	al	al	PROPN
easat-5645	516	19	.	.	PUNCT
easat-5645	517	1	[	[	X
easat-5645	517	2	36	36	NUM
easat-5645	517	3	]	]	SYM
easat-5645	517	4	97.6	97.6	NUM
easat-5645	517	5	99.7	99.7	NUM
easat-5645	517	6	99.7	99.7	NUM
easat-5645	517	7	99.8	99.8	NUM
easat-5645	517	8	0.88	0.88	NUM
easat-5645	517	9	76	76	NUM
easat-5645	517	10	0.38	0.38	NUM
easat-5645	517	11	0.88	0.88	NUM
easat-5645	517	12	0.8	0.8	NUM
easat-5645	517	13	90	90	NUM
easat-5645	517	14	1617	1617	NUM
easat-5645	517	15	edelweiss	edelweiss	PROPN
easat-5645	517	16	applied	apply	VERB
easat-5645	517	17	science	science	NOUN
easat-5645	517	18	and	and	CCONJ
easat-5645	517	19	technology	technology	NOUN
easat-5645	517	20	issn	issn	PROPN
easat-5645	517	21	:	:	PUNCT
easat-5645	517	22	2576	2576	NUM
easat-5645	517	23	-	-	SYM
easat-5645	517	24	8484	8484	NUM
easat-5645	517	25	vol	vol	NOUN
easat-5645	517	26	.	.	PROPN
easat-5645	518	1	9	9	NUM
easat-5645	518	2	,	,	PUNCT
easat-5645	518	3	no	no	INTJ
easat-5645	518	4	.	.	NOUN
easat-5645	519	1	3	3	NUM
easat-5645	519	2	:	:	SYM
easat-5645	519	3	1593	1593	NUM
easat-5645	519	4	-	-	SYM
easat-5645	519	5	1620	1620	NUM
easat-5645	519	6	,	,	PUNCT
easat-5645	519	7	2025	2025	NUM
easat-5645	519	8	doi	doi	NOUN
easat-5645	519	9	:	:	PUNCT
easat-5645	519	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	519	11	©	©	NOUN
easat-5645	519	12	2025	2025	NUM
easat-5645	519	13	by	by	ADP
easat-5645	519	14	the	the	DET
easat-5645	519	15	author	author	NOUN
easat-5645	519	16	;	;	PUNCT
easat-5645	519	17	licensee	licensee	PROPN
easat-5645	519	18	learning	learn	VERB
easat-5645	519	19	gate	gate	PROPN
easat-5645	519	20	lshgwobrnn	lshgwobrnn	PROPN
easat-5645	519	21	hassib	hassib	PROPN
easat-5645	519	22	,	,	PUNCT
easat-5645	519	23	et	et	PROPN
easat-5645	519	24	al	al	PROPN
easat-5645	519	25	.	.	PUNCT
easat-5645	520	1	[	[	X
easat-5645	520	2	37	37	NUM
easat-5645	520	3	]	]	SYM
easat-5645	520	4	99	99	NUM
easat-5645	520	5	86.93	86.93	NUM
easat-5645	520	6	86.13	86.13	NUM
easat-5645	520	7	86.9	86.9	NUM
easat-5645	520	8	0.834	0.834	NUM
easat-5645	520	9	81	81	NUM
easat-5645	520	10	0.34	0.34	NUM
easat-5645	520	11	0.834	0.834	NUM
easat-5645	520	12	0.79	0.79	NUM
easat-5645	520	13	98.08	98.08	NUM
easat-5645	520	14	proposed	propose	VERB
easat-5645	520	15	99.6	99.6	NUM
easat-5645	520	16	99.9	99.9	NUM
easat-5645	520	17	100	100	NUM
easat-5645	520	18	100	100	NUM
easat-5645	520	19	0.99	0.99	NUM
easat-5645	520	20	99	99	NUM
easat-5645	520	21	0.0155	0.0155	NUM
easat-5645	520	22	0.995	0.995	NUM
easat-5645	520	23	0.985	0.985	NUM
easat-5645	520	24	99.5	99.5	NUM
easat-5645	520	25	table	table	NOUN
easat-5645	520	26	4	4	NUM
easat-5645	520	27	.	.	PUNCT
easat-5645	521	1	performance	performance	NOUN
easat-5645	521	2	analysis	analysis	NOUN
easat-5645	521	3	of	of	ADP
easat-5645	521	4	big	big	ADJ
easat-5645	521	5	data	datum	NOUN
easat-5645	521	6	classification	classification	NOUN
easat-5645	521	7	for	for	ADP
easat-5645	521	8	cancer	cancer	NOUN
easat-5645	521	9	methods	method	NOUN
easat-5645	521	10	accuracy	accuracy	NOUN
easat-5645	521	11	precision	precision	NOUN
easat-5645	521	12	sensitivity	sensitivity	NOUN
easat-5645	521	13	specificity	specificity	NOUN
easat-5645	521	14	auc	auc	VERB
easat-5645	521	15	f	f	NOUN
easat-5645	521	16	-	-	PUNCT
easat-5645	521	17	measure	measure	NOUN
easat-5645	521	18	fpr	fpr	PROPN
easat-5645	521	19	fnr	fnr	PROPN
easat-5645	521	20	mcc	mcc	PROPN
easat-5645	521	21	npv	npv	PROPN
easat-5645	521	22	woa	woa	VERB
easat-5645	521	23	+	+	CCONJ
easat-5645	521	24	brnn	brnn	VERB
easat-5645	521	25	hassib	hassib	NOUN
easat-5645	521	26	,	,	PUNCT
easat-5645	521	27	et	et	PROPN
easat-5645	521	28	al	al	PROPN
easat-5645	521	29	.	.	PUNCT
easat-5645	522	1	[	[	X
easat-5645	522	2	33	33	NUM
easat-5645	522	3	]	]	SYM
easat-5645	522	4	97.6	97.6	NUM
easat-5645	522	5	84.06	84.06	NUM
easat-5645	522	6	97	97	NUM
easat-5645	522	7	99.8	99.8	NUM
easat-5645	522	8	0.98	0.98	NUM
easat-5645	522	9	97	97	NUM
easat-5645	522	10	0.39	0.39	NUM
easat-5645	522	11	0.98	0.98	NUM
easat-5645	522	12	0.85	0.85	NUM
easat-5645	522	13	79	79	NUM
easat-5645	522	14	pso	pso	NOUN
easat-5645	522	15	-	-	PUNCT
easat-5645	522	16	dnn	dnn	PROPN
easat-5645	522	17	lakshmanaprabu	lakshmanaprabu	NOUN
easat-5645	522	18	,	,	PUNCT
easat-5645	522	19	et	et	PROPN
easat-5645	522	20	al	al	PROPN
easat-5645	522	21	.	.	PUNCT
easat-5645	523	1	[	[	X
easat-5645	523	2	34	34	NUM
easat-5645	523	3	]	]	SYM
easat-5645	523	4	97	97	NUM
easat-5645	523	5	92.06	92.06	NUM
easat-5645	523	6	91	91	NUM
easat-5645	523	7	92.3	92.3	NUM
easat-5645	523	8	0.832	0.832	NUM
easat-5645	523	9	92	92	NUM
easat-5645	523	10	0.5	0.5	NUM
easat-5645	523	11	0.832	0.832	NUM
easat-5645	523	12	0.6	0.6	NUM
easat-5645	523	13	85	85	NUM
easat-5645	523	14	adaptive	adaptive	ADJ
easat-5645	523	15	e	e	NOUN
easat-5645	523	16	-	-	NOUN
easat-5645	523	17	bat	bat	NOUN
easat-5645	523	18	dbn	dbn	PROPN
easat-5645	523	19	mujeeb	mujeeb	PROPN
easat-5645	523	20	,	,	PUNCT
easat-5645	523	21	et	et	PROPN
easat-5645	523	22	al	al	PROPN
easat-5645	523	23	.	.	PUNCT
easat-5645	524	1	[	[	X
easat-5645	524	2	35	35	NUM
easat-5645	524	3	]	]	SYM
easat-5645	524	4	86.9	86.9	NUM
easat-5645	524	5	90.68	90.68	NUM
easat-5645	524	6	97.6	97.6	NUM
easat-5645	524	7	98.05	98.05	NUM
easat-5645	524	8	0.981	0.981	NUM
easat-5645	524	9	90	90	NUM
easat-5645	524	10	0.4	0.4	NUM
easat-5645	524	11	0.981	0.981	NUM
easat-5645	524	12	0.9	0.9	NUM
easat-5645	524	13	71	71	NUM
easat-5645	524	14	ahdcnn	ahdcnn	ADJ
easat-5645	524	15	chen	chen	PROPN
easat-5645	524	16	,	,	PUNCT
easat-5645	524	17	et	et	PROPN
easat-5645	524	18	al	al	PROPN
easat-5645	524	19	.	.	PUNCT
easat-5645	525	1	[	[	X
easat-5645	525	2	36	36	NUM
easat-5645	525	3	]	]	SYM
easat-5645	525	4	91	91	NUM
easat-5645	525	5	87.05	87.05	NUM
easat-5645	525	6	99.7	99.7	NUM
easat-5645	525	7	96	96	NUM
easat-5645	525	8	0.9	0.9	NUM
easat-5645	525	9	78.06	78.06	NUM
easat-5645	525	10	0.39	0.39	NUM
easat-5645	525	11	0.9	0.9	NUM
easat-5645	525	12	0.85	0.85	NUM
easat-5645	525	13	91.02	91.02	NUM
easat-5645	525	14	lshgwobrnn	lshgwobrnn	NOUN
easat-5645	525	15	hassib	hassib	NOUN
easat-5645	525	16	,	,	PUNCT
easat-5645	525	17	et	et	PROPN
easat-5645	525	18	al	al	PROPN
easat-5645	525	19	.	.	PUNCT
easat-5645	526	1	[	[	X
easat-5645	526	2	37	37	NUM
easat-5645	526	3	]	]	SYM
easat-5645	526	4	99.1	99.1	NUM
easat-5645	526	5	78.06	78.06	NUM
easat-5645	526	6	86.9	86.9	NUM
easat-5645	526	7	91.05	91.05	NUM
easat-5645	526	8	0.92	0.92	NUM
easat-5645	526	9	80.06	80.06	NUM
easat-5645	526	10	0.47	0.47	NUM
easat-5645	526	11	0.92	0.92	NUM
easat-5645	526	12	0.9	0.9	NUM
easat-5645	526	13	98	98	NUM
easat-5645	526	14	proposed	propose	VERB
easat-5645	526	15	99.9	99.9	NUM
easat-5645	526	16	95.06	95.06	NUM
easat-5645	526	17	100	100	NUM
easat-5645	526	18	99.98	99.98	NUM
easat-5645	526	19	0.983	0.983	NUM
easat-5645	526	20	97.089	97.089	NUM
easat-5645	526	21	0.0155	0.0155	NUM
easat-5645	526	22	0.983	0.983	NUM
easat-5645	526	23	0.98	0.98	NUM
easat-5645	526	24	99.84	99.84	NUM
easat-5645	526	25	table	table	NOUN
easat-5645	526	26	5	5	NUM
easat-5645	526	27	.	.	PUNCT
easat-5645	526	28	performance	performance	NOUN
easat-5645	526	29	analysis	analysis	NOUN
easat-5645	526	30	of	of	ADP
easat-5645	526	31	big	big	ADJ
easat-5645	526	32	data	datum	NOUN
easat-5645	526	33	classification	classification	NOUN
easat-5645	526	34	for	for	ADP
easat-5645	526	35	diabetes	diabetes	NOUN
easat-5645	526	36	methods	method	NOUN
easat-5645	526	37	accuracy	accuracy	NOUN
easat-5645	526	38	precision	precision	NOUN
easat-5645	526	39	sensitivity	sensitivity	NOUN
easat-5645	526	40	specificity	specificity	NOUN
easat-5645	526	41	auc	auc	VERB
easat-5645	526	42	f	f	NOUN
easat-5645	526	43	-	-	PUNCT
easat-5645	526	44	measure	measure	NOUN
easat-5645	526	45	fpr	fpr	PROPN
easat-5645	526	46	fnr	fnr	PROPN
easat-5645	526	47	mcc	mcc	PROPN
easat-5645	526	48	npv	npv	PROPN
easat-5645	526	49	woa	woa	VERB
easat-5645	526	50	+	+	CCONJ
easat-5645	526	51	brnn	brnn	VERB
easat-5645	526	52	hassib	hassib	NOUN
easat-5645	526	53	,	,	PUNCT
easat-5645	526	54	et	et	PROPN
easat-5645	526	55	al	al	PROPN
easat-5645	526	56	.	.	PUNCT
easat-5645	527	1	[	[	X
easat-5645	527	2	33	33	NUM
easat-5645	527	3	]	]	PUNCT
easat-5645	527	4	98.05	98.05	NUM
easat-5645	527	5	81.06	81.06	NUM
easat-5645	527	6	99.8	99.8	NUM
easat-5645	527	7	99.81	99.81	NUM
easat-5645	527	8	0.907	0.907	NUM
easat-5645	527	9	86.058	86.058	NUM
easat-5645	527	10	0.345	0.345	NUM
easat-5645	527	11	0.907	0.907	NUM
easat-5645	527	12	0.98	0.98	NUM
easat-5645	527	13	82	82	NUM
easat-5645	527	14	pso	pso	NOUN
easat-5645	527	15	-	-	PUNCT
easat-5645	527	16	dnn	dnn	PROPN
easat-5645	527	17	lakshmanaprabu	lakshmanaprabu	NOUN
easat-5645	527	18	,	,	PUNCT
easat-5645	527	19	et	et	PROPN
easat-5645	527	20	al	al	PROPN
easat-5645	527	21	.	.	PUNCT
easat-5645	528	1	[	[	X
easat-5645	528	2	34	34	NUM
easat-5645	528	3	]	]	SYM
easat-5645	528	4	99.8	99.8	NUM
easat-5645	528	5	86.06	86.06	NUM
easat-5645	528	6	92.3	92.3	NUM
easat-5645	528	7	97.6	97.6	NUM
easat-5645	528	8	0.82	0.82	NUM
easat-5645	528	9	91	91	NUM
easat-5645	528	10	0.51	0.51	NUM
easat-5645	528	11	0.82	0.82	NUM
easat-5645	528	12	0.5	0.5	NUM
easat-5645	528	13	86.05	86.05	NUM
easat-5645	528	14	adaptive	adaptive	ADJ
easat-5645	528	15	e	e	NOUN
easat-5645	528	16	-	-	NOUN
easat-5645	528	17	bat	bat	NOUN
easat-5645	528	18	dbn	dbn	PROPN
easat-5645	528	19	mujeeb	mujeeb	PROPN
easat-5645	528	20	,	,	PUNCT
easat-5645	528	21	et	et	PROPN
easat-5645	528	22	al	al	PROPN
easat-5645	528	23	.	.	PUNCT
easat-5645	529	1	[	[	X
easat-5645	529	2	35	35	NUM
easat-5645	529	3	]	]	SYM
easat-5645	529	4	91.05	91.05	NUM
easat-5645	529	5	88	88	NUM
easat-5645	529	6	98.05	98.05	NUM
easat-5645	529	7	99.4	99.4	NUM
easat-5645	529	8	0.88	0.88	NUM
easat-5645	529	9	95	95	NUM
easat-5645	529	10	0.4	0.4	NUM
easat-5645	529	11	0.88	0.88	NUM
easat-5645	529	12	0.68	0.68	NUM
easat-5645	529	13	73	73	NUM
easat-5645	529	14	ahdcnn	ahdcnn	PROPN
easat-5645	529	15	chen	chen	PROPN
easat-5645	529	16	,	,	PUNCT
easat-5645	529	17	et	et	PROPN
easat-5645	529	18	al	al	PROPN
easat-5645	529	19	.	.	PUNCT
easat-5645	530	1	[	[	X
easat-5645	530	2	36	36	NUM
easat-5645	530	3	]	]	SYM
easat-5645	530	4	92.3	92.3	NUM
easat-5645	530	5	82	82	NUM
easat-5645	530	6	96	96	NUM
easat-5645	530	7	99.7	99.7	NUM
easat-5645	530	8	0.908	0.908	NUM
easat-5645	530	9	79.08	79.08	NUM
easat-5645	530	10	0.8	0.8	NUM
easat-5645	530	11	0.908	0.908	NUM
easat-5645	530	12	0.8	0.8	NUM
easat-5645	530	13	89	89	NUM
easat-5645	530	14	lshgwobrnn	lshgwobrnn	NOUN
easat-5645	530	15	hassib	hassib	NOUN
easat-5645	530	16	,	,	PUNCT
easat-5645	530	17	et	et	PROPN
easat-5645	530	18	al	al	PROPN
easat-5645	530	19	.	.	PUNCT
easat-5645	531	1	[	[	X
easat-5645	531	2	37	37	NUM
easat-5645	531	3	]	]	SYM
easat-5645	531	4	96	96	NUM
easat-5645	531	5	76.9	76.9	NUM
easat-5645	531	6	91.05	91.05	NUM
easat-5645	531	7	86.93	86.93	NUM
easat-5645	531	8	0.981	0.981	NUM
easat-5645	531	9	84.06	84.06	NUM
easat-5645	531	10	0.385	0.385	NUM
easat-5645	531	11	0.981	0.981	NUM
easat-5645	531	12	0.98	0.98	NUM
easat-5645	531	13	99	99	NUM
easat-5645	531	14	proposed	propose	VERB
easat-5645	531	15	99.85	99.85	NUM
easat-5645	531	16	99.9	99.9	NUM
easat-5645	531	17	99.98	99.98	NUM
easat-5645	531	18	100	100	NUM
easat-5645	531	19	0.99	0.99	NUM
easat-5645	531	20	98.09	98.09	NUM
easat-5645	531	21	0.0155	0.0155	NUM
easat-5645	531	22	0.99	0.99	NUM
easat-5645	531	23	0.99	0.99	NUM
easat-5645	531	24	99.84	99.84	NUM
easat-5645	531	25	1618	1618	NUM
easat-5645	531	26	edelweiss	edelweiss	PROPN
easat-5645	531	27	applied	apply	VERB
easat-5645	531	28	science	science	NOUN
easat-5645	531	29	and	and	CCONJ
easat-5645	531	30	technology	technology	NOUN
easat-5645	531	31	issn	issn	PROPN
easat-5645	531	32	:	:	PUNCT
easat-5645	531	33	2576	2576	NUM
easat-5645	531	34	-	-	SYM
easat-5645	531	35	8484	8484	NUM
easat-5645	531	36	vol	vol	NOUN
easat-5645	531	37	.	.	PROPN
easat-5645	532	1	9	9	NUM
easat-5645	532	2	,	,	PUNCT
easat-5645	532	3	no	no	INTJ
easat-5645	532	4	.	.	NOUN
easat-5645	533	1	3	3	NUM
easat-5645	533	2	:	:	SYM
easat-5645	533	3	1593	1593	NUM
easat-5645	533	4	-	-	SYM
easat-5645	533	5	1620	1620	NUM
easat-5645	533	6	,	,	PUNCT
easat-5645	533	7	2025	2025	NUM
easat-5645	533	8	doi	doi	NOUN
easat-5645	533	9	:	:	PUNCT
easat-5645	533	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	533	11	©	©	NOUN
easat-5645	533	12	2025	2025	NUM
easat-5645	533	13	by	by	ADP
easat-5645	533	14	the	the	DET
easat-5645	533	15	author	author	NOUN
easat-5645	533	16	;	;	PUNCT
easat-5645	533	17	licensee	licensee	PROPN
easat-5645	533	18	learning	learning	NOUN
easat-5645	533	19	gate	gate	NOUN
easat-5645	533	20	then	then	ADV
easat-5645	533	21	,	,	PUNCT
easat-5645	533	22	for	for	ADP
easat-5645	533	23	renal	renal	ADJ
easat-5645	533	24	disease	disease	NOUN
easat-5645	533	25	classification	classification	NOUN
easat-5645	533	26	and	and	CCONJ
easat-5645	533	27	comparative	comparative	ADJ
easat-5645	533	28	analysis	analysis	NOUN
easat-5645	533	29	expressions	expression	NOUN
easat-5645	533	30	are	be	AUX
easat-5645	533	31	provided	provide	VERB
easat-5645	533	32	in	in	ADP
easat-5645	533	33	table.3	table.3	PROPN
easat-5645	533	34	,	,	PUNCT
easat-5645	533	35	accuracy	accuracy	NOUN
easat-5645	533	36	of	of	ADP
easat-5645	533	37	99.6	99.6	NUM
easat-5645	533	38	%	%	NOUN
easat-5645	533	39	,	,	PUNCT
easat-5645	533	40	precision	precision	NOUN
easat-5645	533	41	of	of	ADP
easat-5645	533	42	99.9	99.9	NUM
easat-5645	533	43	%	%	NOUN
easat-5645	533	44	,	,	PUNCT
easat-5645	533	45	sensitivity	sensitivity	NOUN
easat-5645	533	46	of	of	ADP
easat-5645	533	47	100	100	NUM
easat-5645	533	48	%	%	NOUN
easat-5645	533	49	,	,	PUNCT
easat-5645	533	50	specificity	specificity	NOUN
easat-5645	533	51	of	of	ADP
easat-5645	533	52	100	100	NUM
easat-5645	533	53	%	%	NOUN
easat-5645	533	54	,	,	PUNCT
easat-5645	533	55	auc	auc	NOUN
easat-5645	533	56	of	of	ADP
easat-5645	533	57	0.99	0.99	NUM
easat-5645	533	58	%	%	NOUN
easat-5645	533	59	,	,	PUNCT
easat-5645	533	60	fmeasure	fmeasure	NOUN
easat-5645	533	61	of	of	ADP
easat-5645	533	62	99	99	NUM
easat-5645	533	63	%	%	NOUN
easat-5645	533	64	,	,	PUNCT
easat-5645	533	65	fpr	fpr	NOUN
easat-5645	533	66	of	of	ADP
easat-5645	533	67	0.0155	0.0155	NUM
easat-5645	533	68	%	%	NOUN
easat-5645	533	69	,	,	PUNCT
easat-5645	533	70	fnr	fnr	PROPN
easat-5645	533	71	of	of	ADP
easat-5645	533	72	0.995	0.995	NUM
easat-5645	533	73	%	%	NOUN
easat-5645	533	74	,	,	PUNCT
easat-5645	533	75	mcc	mcc	NOUN
easat-5645	533	76	of	of	ADP
easat-5645	533	77	0.985	0.985	NUM
easat-5645	533	78	%	%	NOUN
easat-5645	533	79	,	,	PUNCT
easat-5645	533	80	and	and	CCONJ
easat-5645	533	81	npv	npv	NOUN
easat-5645	533	82	of	of	ADP
easat-5645	533	83	99.5	99.5	NUM
easat-5645	533	84	%	%	NOUN
easat-5645	533	85	are	be	AUX
easat-5645	533	86	obtained	obtain	VERB
easat-5645	533	87	.	.	PUNCT
easat-5645	534	1	furthermore	furthermore	ADV
easat-5645	534	2	,	,	PUNCT
easat-5645	534	3	for	for	ADP
easat-5645	534	4	cancer	cancer	NOUN
easat-5645	534	5	disease	disease	NOUN
easat-5645	534	6	classification	classification	NOUN
easat-5645	534	7	and	and	CCONJ
easat-5645	534	8	its	its	PRON
easat-5645	534	9	comparative	comparative	ADJ
easat-5645	534	10	analysis	analysis	NOUN
easat-5645	534	11	is	be	AUX
easat-5645	534	12	expressed	express	VERB
easat-5645	534	13	in	in	ADP
easat-5645	534	14	table.4	table.4	ADJ
easat-5645	534	15	,	,	PUNCT
easat-5645	534	16	accuracy	accuracy	NOUN
easat-5645	534	17	of	of	ADP
easat-5645	534	18	99.4	99.4	NUM
easat-5645	534	19	%	%	NOUN
easat-5645	534	20	,	,	PUNCT
easat-5645	534	21	precision	precision	NOUN
easat-5645	534	22	of	of	ADP
easat-5645	534	23	95.06	95.06	NUM
easat-5645	534	24	%	%	NOUN
easat-5645	534	25	,	,	PUNCT
easat-5645	534	26	sensitivity	sensitivity	NOUN
easat-5645	534	27	of	of	ADP
easat-5645	534	28	100	100	NUM
easat-5645	534	29	%	%	NOUN
easat-5645	534	30	,	,	PUNCT
easat-5645	534	31	specificity	specificity	NOUN
easat-5645	534	32	of	of	ADP
easat-5645	534	33	99.98	99.98	NUM
easat-5645	534	34	%	%	NOUN
easat-5645	534	35	,	,	PUNCT
easat-5645	534	36	auc	auc	NOUN
easat-5645	534	37	of	of	ADP
easat-5645	534	38	0.983	0.983	NUM
easat-5645	534	39	%	%	NOUN
easat-5645	534	40	,	,	PUNCT
easat-5645	534	41	f	f	X
easat-5645	534	42	-	-	PUNCT
easat-5645	534	43	measure	measure	NOUN
easat-5645	534	44	of	of	ADP
easat-5645	534	45	97.089	97.089	NUM
easat-5645	534	46	%	%	NOUN
easat-5645	534	47	,	,	PUNCT
easat-5645	534	48	fpr	fpr	NOUN
easat-5645	534	49	of	of	ADP
easat-5645	534	50	0.0155	0.0155	NUM
easat-5645	534	51	%	%	NOUN
easat-5645	534	52	,	,	PUNCT
easat-5645	534	53	fnr	fnr	PROPN
easat-5645	534	54	of	of	ADP
easat-5645	534	55	0.983	0.983	NUM
easat-5645	534	56	%	%	NOUN
easat-5645	534	57	,	,	PUNCT
easat-5645	534	58	mcc	mcc	NOUN
easat-5645	534	59	of	of	ADP
easat-5645	534	60	0.98	0.98	NUM
easat-5645	534	61	%	%	NOUN
easat-5645	534	62	,	,	PUNCT
easat-5645	534	63	and	and	CCONJ
easat-5645	534	64	npv	npv	NOUN
easat-5645	534	65	of	of	ADP
easat-5645	534	66	99.84	99.84	NUM
easat-5645	534	67	%	%	NOUN
easat-5645	534	68	were	be	AUX
easat-5645	534	69	achieved	achieve	VERB
easat-5645	534	70	.	.	PUNCT
easat-5645	535	1	finally	finally	ADV
easat-5645	535	2	,	,	PUNCT
easat-5645	535	3	for	for	ADP
easat-5645	535	4	diabetes	diabetes	NOUN
easat-5645	535	5	classification	classification	NOUN
easat-5645	535	6	comparative	comparative	ADJ
easat-5645	535	7	analysis	analysis	NOUN
easat-5645	535	8	for	for	ADP
easat-5645	535	9	the	the	DET
easat-5645	535	10	proposed	propose	VERB
easat-5645	535	11	and	and	CCONJ
easat-5645	535	12	existing	exist	VERB
easat-5645	535	13	models	model	NOUN
easat-5645	535	14	are	be	AUX
easat-5645	535	15	detailed	detail	VERB
easat-5645	535	16	in	in	ADP
easat-5645	535	17	table.5	table.5	NOUN
easat-5645	535	18	,	,	PUNCT
easat-5645	535	19	accuracy	accuracy	NOUN
easat-5645	535	20	of	of	ADP
easat-5645	535	21	99.85	99.85	NUM
easat-5645	535	22	%	%	NOUN
easat-5645	535	23	,	,	PUNCT
easat-5645	535	24	precision	precision	NOUN
easat-5645	535	25	of	of	ADP
easat-5645	535	26	99.9	99.9	NUM
easat-5645	535	27	%	%	NOUN
easat-5645	535	28	,	,	PUNCT
easat-5645	535	29	sensitivity	sensitivity	NOUN
easat-5645	535	30	of	of	ADP
easat-5645	535	31	99.98	99.98	NUM
easat-5645	535	32	%	%	NOUN
easat-5645	535	33	,	,	PUNCT
easat-5645	535	34	specificity	specificity	NOUN
easat-5645	535	35	of	of	ADP
easat-5645	535	36	100	100	NUM
easat-5645	535	37	%	%	NOUN
easat-5645	535	38	,	,	PUNCT
easat-5645	535	39	auc	auc	NOUN
easat-5645	535	40	of	of	ADP
easat-5645	535	41	0.99	0.99	NUM
easat-5645	535	42	%	%	NOUN
easat-5645	535	43	,	,	PUNCT
easat-5645	535	44	f	f	X
easat-5645	535	45	-	-	PUNCT
easat-5645	535	46	measure	measure	NOUN
easat-5645	535	47	of	of	ADP
easat-5645	535	48	98.09	98.09	NUM
easat-5645	535	49	%	%	NOUN
easat-5645	535	50	,	,	PUNCT
easat-5645	535	51	fpr	fpr	NOUN
easat-5645	535	52	of	of	ADP
easat-5645	535	53	0.0155	0.0155	NUM
easat-5645	535	54	%	%	NOUN
easat-5645	535	55	,	,	PUNCT
easat-5645	535	56	fnr	fnr	PROPN
easat-5645	535	57	of	of	ADP
easat-5645	535	58	0.99	0.99	NUM
easat-5645	535	59	%	%	NOUN
easat-5645	535	60	,	,	PUNCT
easat-5645	535	61	mcc	mcc	NOUN
easat-5645	535	62	of	of	ADP
easat-5645	535	63	0.99	0.99	NUM
easat-5645	535	64	%	%	NOUN
easat-5645	535	65	,	,	PUNCT
easat-5645	535	66	and	and	CCONJ
easat-5645	535	67	npv	npv	NOUN
easat-5645	535	68	of	of	ADP
easat-5645	535	69	99.84	99.84	NUM
easat-5645	535	70	%	%	NOUN
easat-5645	535	71	were	be	AUX
easat-5645	535	72	obtained	obtain	VERB
easat-5645	535	73	.	.	PUNCT
easat-5645	536	1	6	6	X
easat-5645	536	2	.	.	X
easat-5645	536	3	conclusion	conclusion	NOUN
easat-5645	536	4	this	this	DET
easat-5645	536	5	work	work	NOUN
easat-5645	536	6	provided	provide	VERB
easat-5645	536	7	an	an	DET
easat-5645	536	8	effective	effective	ADJ
easat-5645	536	9	big	big	ADJ
easat-5645	536	10	data	datum	NOUN
easat-5645	536	11	health	health	NOUN
easat-5645	536	12	application	application	NOUN
easat-5645	536	13	system	system	NOUN
easat-5645	536	14	based	base	VERB
easat-5645	536	15	on	on	ADP
easat-5645	536	16	lho	lho	PROPN
easat-5645	536	17	and	and	CCONJ
easat-5645	536	18	hge	hge	PROPN
easat-5645	536	19	-	-	PUNCT
easat-5645	536	20	snf	snf	PROPN
easat-5645	536	21	classifier	classifier	NOUN
easat-5645	536	22	models	model	NOUN
easat-5645	536	23	.	.	PUNCT
easat-5645	537	1	to	to	PART
easat-5645	537	2	assure	assure	VERB
easat-5645	537	3	the	the	DET
easat-5645	537	4	outcome	outcome	NOUN
easat-5645	537	5	of	of	ADP
easat-5645	537	6	the	the	DET
easat-5645	537	7	lho	lho	NOUN
easat-5645	537	8	with	with	ADP
easat-5645	537	9	hge	hge	PROPN
easat-5645	537	10	-	-	PUNCT
easat-5645	537	11	snf	snf	PROPN
easat-5645	537	12	approach	approach	NOUN
easat-5645	537	13	employing	employ	VERB
easat-5645	537	14	a	a	DET
easat-5645	537	15	multivariate	multivariate	NOUN
easat-5645	537	16	disease	disease	NOUN
easat-5645	537	17	sample	sample	NOUN
easat-5645	537	18	,	,	PUNCT
easat-5645	537	19	a	a	DET
easat-5645	537	20	detailed	detailed	ADJ
easat-5645	537	21	experimentation	experimentation	NOUN
easat-5645	537	22	procedure	procedure	NOUN
easat-5645	537	23	is	be	AUX
easat-5645	537	24	carried	carry	VERB
easat-5645	537	25	out	out	ADP
easat-5645	537	26	.	.	PUNCT
easat-5645	538	1	the	the	DET
easat-5645	538	2	simulation	simulation	NOUN
easat-5645	538	3	results	result	NOUN
easat-5645	538	4	revealed	reveal	VERB
easat-5645	538	5	that	that	SCONJ
easat-5645	538	6	the	the	DET
easat-5645	538	7	lho	lho	NOUN
easat-5645	538	8	with	with	ADP
easat-5645	538	9	hge	hge	PROPN
easat-5645	538	10	-	-	PUNCT
easat-5645	538	11	snf	snf	PROPN
easat-5645	538	12	model	model	NOUN
easat-5645	538	13	outperformed	outperform	VERB
easat-5645	538	14	the	the	DET
easat-5645	538	15	competition	competition	NOUN
easat-5645	538	16	by	by	ADP
easat-5645	538	17	providing	provide	VERB
easat-5645	538	18	a	a	DET
easat-5645	538	19	superior	superior	ADJ
easat-5645	538	20	solution	solution	NOUN
easat-5645	538	21	as	as	ADP
easat-5645	538	22	accuracy	accuracy	NOUN
easat-5645	538	23	of	of	ADP
easat-5645	538	24	100	100	NUM
easat-5645	538	25	%	%	NOUN
easat-5645	538	26	,	,	PUNCT
easat-5645	538	27	precision	precision	NOUN
easat-5645	538	28	of	of	ADP
easat-5645	538	29	100	100	NUM
easat-5645	538	30	%	%	NOUN
easat-5645	538	31	,	,	PUNCT
easat-5645	538	32	sensitivity	sensitivity	NOUN
easat-5645	538	33	of	of	ADP
easat-5645	538	34	100	100	NUM
easat-5645	538	35	%	%	NOUN
easat-5645	538	36	,	,	PUNCT
easat-5645	538	37	specificity	specificity	NOUN
easat-5645	538	38	of	of	ADP
easat-5645	538	39	99.9	99.9	NUM
easat-5645	538	40	%	%	NOUN
easat-5645	538	41	,	,	PUNCT
easat-5645	538	42	auc	auc	NOUN
easat-5645	538	43	of	of	ADP
easat-5645	538	44	0.995	0.995	NUM
easat-5645	538	45	%	%	NOUN
easat-5645	538	46	,	,	PUNCT
easat-5645	538	47	f	f	X
easat-5645	538	48	-	-	PUNCT
easat-5645	538	49	measure	measure	NOUN
easat-5645	538	50	of	of	ADP
easat-5645	538	51	97	97	NUM
easat-5645	538	52	%	%	NOUN
easat-5645	538	53	,	,	PUNCT
easat-5645	538	54	fpr	fpr	NOUN
easat-5645	538	55	of	of	ADP
easat-5645	538	56	0.0155	0.0155	NUM
easat-5645	538	57	%	%	NOUN
easat-5645	538	58	,	,	PUNCT
easat-5645	538	59	fnr	fnr	PROPN
easat-5645	538	60	of	of	ADP
easat-5645	538	61	0.995	0.995	NUM
easat-5645	538	62	%	%	NOUN
easat-5645	538	63	,	,	PUNCT
easat-5645	538	64	mcc	mcc	NOUN
easat-5645	538	65	of	of	ADP
easat-5645	538	66	0.98	0.98	NUM
easat-5645	538	67	%	%	NOUN
easat-5645	538	68	and	and	CCONJ
easat-5645	538	69	npv	npv	NOUN
easat-5645	538	70	of	of	ADP
easat-5645	538	71	99	99	NUM
easat-5645	538	72	%	%	NOUN
easat-5645	538	73	is	be	AUX
easat-5645	538	74	achieved	achieve	VERB
easat-5645	538	75	for	for	ADP
easat-5645	538	76	covid-19	covid-19	PROPN
easat-5645	538	77	disease	disease	NOUN
easat-5645	538	78	classification	classification	NOUN
easat-5645	538	79	.	.	PUNCT
easat-5645	539	1	also	also	ADV
easat-5645	539	2	,	,	PUNCT
easat-5645	539	3	accuracy	accuracy	NOUN
easat-5645	539	4	of	of	ADP
easat-5645	539	5	99.7	99.7	NUM
easat-5645	539	6	%	%	NOUN
easat-5645	539	7	,	,	PUNCT
easat-5645	539	8	precision	precision	NOUN
easat-5645	539	9	of	of	ADP
easat-5645	539	10	99.9	99.9	NUM
easat-5645	539	11	%	%	NOUN
easat-5645	539	12	,	,	PUNCT
easat-5645	539	13	sensitivity	sensitivity	NOUN
easat-5645	539	14	of99.9	of99.9	NUM
easat-5645	539	15	%	%	NOUN
easat-5645	539	16	,	,	PUNCT
easat-5645	539	17	specificity	specificity	NOUN
easat-5645	539	18	of	of	ADP
easat-5645	539	19	100	100	NUM
easat-5645	539	20	%	%	NOUN
easat-5645	539	21	,	,	PUNCT
easat-5645	539	22	auc	auc	NOUN
easat-5645	539	23	of	of	ADP
easat-5645	539	24	0.995	0.995	NUM
easat-5645	539	25	%	%	NOUN
easat-5645	539	26	,	,	PUNCT
easat-5645	539	27	f	f	X
easat-5645	539	28	-	-	PUNCT
easat-5645	539	29	measure	measure	NOUN
easat-5645	539	30	of	of	ADP
easat-5645	539	31	98.06	98.06	NUM
easat-5645	539	32	%	%	NOUN
easat-5645	539	33	,	,	PUNCT
easat-5645	539	34	fpr	fpr	NOUN
easat-5645	539	35	of	of	ADP
easat-5645	539	36	0.0155	0.0155	NUM
easat-5645	539	37	%	%	NOUN
easat-5645	539	38	,	,	PUNCT
easat-5645	539	39	fnr	fnr	PROPN
easat-5645	539	40	of	of	ADP
easat-5645	539	41	0.995	0.995	NUM
easat-5645	539	42	%	%	NOUN
easat-5645	539	43	,	,	PUNCT
easat-5645	539	44	mcc	mcc	NOUN
easat-5645	539	45	of	of	ADP
easat-5645	539	46	0.99	0.99	NUM
easat-5645	539	47	%	%	NOUN
easat-5645	539	48	and	and	CCONJ
easat-5645	539	49	npv	npv	NOUN
easat-5645	539	50	of	of	ADP
easat-5645	539	51	99.1	99.1	NUM
easat-5645	539	52	%	%	NOUN
easat-5645	539	53	is	be	AUX
easat-5645	539	54	achieved	achieve	VERB
easat-5645	539	55	for	for	ADP
easat-5645	539	56	heart	heart	NOUN
easat-5645	539	57	disease	disease	NOUN
easat-5645	539	58	classification	classification	NOUN
easat-5645	539	59	.	.	PUNCT
easat-5645	540	1	then	then	ADV
easat-5645	540	2	,	,	PUNCT
easat-5645	540	3	accuracy	accuracy	NOUN
easat-5645	540	4	of	of	ADP
easat-5645	540	5	99.6	99.6	NUM
easat-5645	540	6	%	%	NOUN
easat-5645	540	7	,	,	PUNCT
easat-5645	540	8	precision	precision	NOUN
easat-5645	540	9	of	of	ADP
easat-5645	540	10	99.9	99.9	NUM
easat-5645	540	11	%	%	NOUN
easat-5645	540	12	,	,	PUNCT
easat-5645	540	13	sensitivity	sensitivity	NOUN
easat-5645	540	14	of100	of100	PROPN
easat-5645	540	15	%	%	NOUN
easat-5645	540	16	,	,	PUNCT
easat-5645	540	17	specificity	specificity	NOUN
easat-5645	540	18	of	of	ADP
easat-5645	540	19	100	100	NUM
easat-5645	540	20	%	%	NOUN
easat-5645	540	21	,	,	PUNCT
easat-5645	540	22	auc	auc	NOUN
easat-5645	540	23	of	of	ADP
easat-5645	540	24	0.99	0.99	NUM
easat-5645	540	25	%	%	NOUN
easat-5645	540	26	,	,	PUNCT
easat-5645	540	27	f	f	X
easat-5645	540	28	-	-	PUNCT
easat-5645	540	29	measure	measure	NOUN
easat-5645	540	30	of	of	ADP
easat-5645	540	31	99	99	NUM
easat-5645	540	32	%	%	NOUN
easat-5645	540	33	,	,	PUNCT
easat-5645	540	34	fpr	fpr	NOUN
easat-5645	540	35	of	of	ADP
easat-5645	540	36	0.0155	0.0155	NUM
easat-5645	540	37	%	%	NOUN
easat-5645	540	38	,	,	PUNCT
easat-5645	540	39	fnr	fnr	PROPN
easat-5645	540	40	of	of	ADP
easat-5645	540	41	0.995	0.995	NUM
easat-5645	540	42	%	%	NOUN
easat-5645	540	43	,	,	PUNCT
easat-5645	540	44	mcc	mcc	NOUN
easat-5645	540	45	of	of	ADP
easat-5645	540	46	0.985	0.985	NUM
easat-5645	540	47	%	%	NOUN
easat-5645	540	48	and	and	CCONJ
easat-5645	540	49	npv	npv	NOUN
easat-5645	540	50	of	of	ADP
easat-5645	540	51	99.5	99.5	NUM
easat-5645	540	52	%	%	NOUN
easat-5645	540	53	is	be	AUX
easat-5645	540	54	achieved	achieve	VERB
easat-5645	540	55	for	for	ADP
easat-5645	540	56	kidney	kidney	NOUN
easat-5645	540	57	disease	disease	NOUN
easat-5645	540	58	classification	classification	NOUN
easat-5645	540	59	.	.	PUNCT
easat-5645	541	1	furthermore	furthermore	ADV
easat-5645	541	2	,	,	PUNCT
easat-5645	541	3	accuracy	accuracy	NOUN
easat-5645	541	4	of	of	ADP
easat-5645	541	5	99.9	99.9	NUM
easat-5645	541	6	%	%	NOUN
easat-5645	541	7	,	,	PUNCT
easat-5645	541	8	precision	precision	NOUN
easat-5645	541	9	of	of	ADP
easat-5645	541	10	95.06	95.06	NUM
easat-5645	541	11	%	%	NOUN
easat-5645	541	12	,	,	PUNCT
easat-5645	541	13	sensitivity	sensitivity	NOUN
easat-5645	541	14	of100	of100	PROPN
easat-5645	541	15	%	%	NOUN
easat-5645	541	16	,	,	PUNCT
easat-5645	541	17	specificity	specificity	NOUN
easat-5645	541	18	of	of	ADP
easat-5645	541	19	99.98	99.98	NUM
easat-5645	541	20	%	%	NOUN
easat-5645	541	21	,	,	PUNCT
easat-5645	541	22	auc	auc	NOUN
easat-5645	541	23	of	of	ADP
easat-5645	541	24	0.983	0.983	NUM
easat-5645	541	25	%	%	NOUN
easat-5645	541	26	,	,	PUNCT
easat-5645	541	27	f	f	X
easat-5645	541	28	-	-	PUNCT
easat-5645	541	29	measure	measure	NOUN
easat-5645	541	30	of	of	ADP
easat-5645	541	31	97.089	97.089	NUM
easat-5645	541	32	%	%	NOUN
easat-5645	541	33	,	,	PUNCT
easat-5645	541	34	fpr	fpr	NOUN
easat-5645	541	35	of	of	ADP
easat-5645	541	36	0.0155	0.0155	NUM
easat-5645	541	37	%	%	NOUN
easat-5645	541	38	,	,	PUNCT
easat-5645	541	39	fnr	fnr	PROPN
easat-5645	541	40	of	of	ADP
easat-5645	541	41	0.983	0.983	NUM
easat-5645	541	42	%	%	NOUN
easat-5645	541	43	,	,	PUNCT
easat-5645	541	44	mcc	mcc	NOUN
easat-5645	541	45	of	of	ADP
easat-5645	541	46	0.98	0.98	NUM
easat-5645	541	47	%	%	NOUN
easat-5645	541	48	and	and	CCONJ
easat-5645	541	49	npv	npv	NOUN
easat-5645	541	50	of	of	ADP
easat-5645	541	51	99.84	99.84	NUM
easat-5645	541	52	%	%	NOUN
easat-5645	541	53	is	be	AUX
easat-5645	541	54	achieved	achieve	VERB
easat-5645	541	55	for	for	ADP
easat-5645	541	56	cancer	cancer	NOUN
easat-5645	541	57	disease	disease	NOUN
easat-5645	541	58	classification	classification	NOUN
easat-5645	541	59	.	.	PUNCT
easat-5645	542	1	finally	finally	ADV
easat-5645	542	2	,	,	PUNCT
easat-5645	542	3	accuracy	accuracy	NOUN
easat-5645	542	4	of	of	ADP
easat-5645	542	5	99.85	99.85	NUM
easat-5645	542	6	%	%	NOUN
easat-5645	542	7	,	,	PUNCT
easat-5645	542	8	precision	precision	NOUN
easat-5645	542	9	of	of	ADP
easat-5645	542	10	99.9	99.9	NUM
easat-5645	542	11	%	%	NOUN
easat-5645	542	12	,	,	PUNCT
easat-5645	542	13	sensitivity	sensitivity	NOUN
easat-5645	542	14	of	of	ADP
easat-5645	542	15	99.98	99.98	NUM
easat-5645	542	16	%	%	NOUN
easat-5645	542	17	,	,	PUNCT
easat-5645	542	18	specificity	specificity	NOUN
easat-5645	542	19	of	of	ADP
easat-5645	542	20	100	100	NUM
easat-5645	542	21	%	%	NOUN
easat-5645	542	22	,	,	PUNCT
easat-5645	542	23	auc	auc	NOUN
easat-5645	542	24	of	of	ADP
easat-5645	542	25	0.99	0.99	NUM
easat-5645	542	26	%	%	NOUN
easat-5645	542	27	,	,	PUNCT
easat-5645	542	28	f	f	X
easat-5645	542	29	-	-	PUNCT
easat-5645	542	30	measure	measure	NOUN
easat-5645	542	31	of	of	ADP
easat-5645	542	32	98.09	98.09	NUM
easat-5645	542	33	%	%	NOUN
easat-5645	542	34	,	,	PUNCT
easat-5645	542	35	fpr	fpr	NOUN
easat-5645	542	36	of	of	ADP
easat-5645	542	37	0.0155	0.0155	NUM
easat-5645	542	38	%	%	NOUN
easat-5645	542	39	,	,	PUNCT
easat-5645	542	40	fnr	fnr	PROPN
easat-5645	542	41	of	of	ADP
easat-5645	542	42	0.99	0.99	NUM
easat-5645	542	43	%	%	NOUN
easat-5645	542	44	,	,	PUNCT
easat-5645	542	45	mcc	mcc	NOUN
easat-5645	542	46	of	of	ADP
easat-5645	542	47	0.99	0.99	NUM
easat-5645	542	48	%	%	NOUN
easat-5645	542	49	and	and	CCONJ
easat-5645	542	50	npv	npv	NOUN
easat-5645	542	51	of	of	ADP
easat-5645	542	52	99.84	99.84	NUM
easat-5645	542	53	%	%	NOUN
easat-5645	542	54	is	be	AUX
easat-5645	542	55	achieved	achieve	VERB
easat-5645	542	56	for	for	ADP
easat-5645	542	57	diabetes	diabetes	NOUN
easat-5645	542	58	classification	classification	NOUN
easat-5645	542	59	.	.	PUNCT
easat-5645	543	1	while	while	SCONJ
easat-5645	543	2	compared	compare	VERB
easat-5645	543	3	to	to	ADP
easat-5645	543	4	all	all	DET
easat-5645	543	5	this	this	DET
easat-5645	543	6	performance	performance	NOUN
easat-5645	543	7	metrics	metric	NOUN
easat-5645	543	8	analysis	analysis	NOUN
easat-5645	543	9	shows	show	VERB
easat-5645	543	10	that	that	SCONJ
easat-5645	543	11	the	the	DET
easat-5645	543	12	proposed	propose	VERB
easat-5645	543	13	method	method	NOUN
easat-5645	543	14	has	have	AUX
easat-5645	543	15	achieved	achieve	VERB
easat-5645	543	16	superior	superior	ADJ
easat-5645	543	17	function	function	NOUN
easat-5645	543	18	in	in	ADP
easat-5645	543	19	healthcare	healthcare	PROPN
easat-5645	543	20	big	big	ADJ
easat-5645	543	21	data	data	PROPN
easat-5645	543	22	classification	classification	NOUN
easat-5645	543	23	.	.	PUNCT
easat-5645	544	1	this	this	DET
easat-5645	544	2	approach	approach	NOUN
easat-5645	544	3	can	can	AUX
easat-5645	544	4	store	store	VERB
easat-5645	544	5	and	and	CCONJ
easat-5645	544	6	analyses	analyse	VERB
easat-5645	544	7	large	large	ADJ
easat-5645	544	8	amounts	amount	NOUN
easat-5645	544	9	of	of	ADP
easat-5645	544	10	healthcare	healthcare	PROPN
easat-5645	544	11	data	datum	NOUN
easat-5645	544	12	,	,	PUNCT
easat-5645	544	13	extract	extract	VERB
easat-5645	544	14	useful	useful	ADJ
easat-5645	544	15	features	feature	NOUN
easat-5645	544	16	,	,	PUNCT
easat-5645	544	17	and	and	CCONJ
easat-5645	544	18	offer	offer	VERB
easat-5645	544	19	semantic	semantic	ADJ
easat-5645	544	20	interpretations	interpretation	NOUN
easat-5645	544	21	for	for	ADP
easat-5645	544	22	those	those	DET
easat-5645	544	23	characteristics	characteristic	NOUN
easat-5645	544	24	in	in	ADP
easat-5645	544	25	order	order	NOUN
easat-5645	544	26	to	to	PART
easat-5645	544	27	enhance	enhance	VERB
easat-5645	544	28	health	health	NOUN
easat-5645	544	29	condition	condition	NOUN
easat-5645	544	30	categorization	categorization	NOUN
easat-5645	544	31	performance	performance	NOUN
easat-5645	544	32	.	.	PUNCT
easat-5645	545	1	this	this	DET
easat-5645	545	2	paradigm	paradigm	NOUN
easat-5645	545	3	might	might	AUX
easat-5645	545	4	be	be	AUX
easat-5645	545	5	beneficial	beneficial	ADJ
easat-5645	545	6	in	in	ADP
easat-5645	545	7	the	the	DET
easat-5645	545	8	healthcare	healthcare	NOUN
easat-5645	545	9	industry	industry	NOUN
easat-5645	545	10	for	for	ADP
easat-5645	545	11	monitoring	monitor	VERB
easat-5645	545	12	prolonged	prolonged	ADJ
easat-5645	545	13	patients	patient	NOUN
easat-5645	545	14	utilizing	utilize	VERB
easat-5645	545	15	data	datum	NOUN
easat-5645	545	16	from	from	ADP
easat-5645	545	17	multiple	multiple	ADJ
easat-5645	545	18	sources	source	NOUN
easat-5645	545	19	in	in	ADP
easat-5645	545	20	this	this	DET
easat-5645	545	21	context	context	NOUN
easat-5645	545	22	.	.	PUNCT
easat-5645	546	1	the	the	DET
easat-5645	546	2	suggested	suggest	VERB
easat-5645	546	3	big	big	ADJ
easat-5645	546	4	data	datum	NOUN
easat-5645	546	5	analytics	analytic	NOUN
easat-5645	546	6	engine	engine	NOUN
easat-5645	546	7	finds	find	VERB
easat-5645	546	8	important	important	ADJ
easat-5645	546	9	data	datum	NOUN
easat-5645	546	10	,	,	PUNCT
easat-5645	546	11	extracts	extract	VERB
easat-5645	546	12	relevant	relevant	ADJ
easat-5645	546	13	characteristics	characteristic	NOUN
easat-5645	546	14	from	from	ADP
easat-5645	546	15	healthcare	healthcare	PROPN
easat-5645	546	16	data	data	PROPN
easat-5645	546	17	,	,	PUNCT
easat-5645	546	18	minimizes	minimize	VERB
easat-5645	546	19	data	datum	NOUN
easat-5645	546	20	dimensionality	dimensionality	NOUN
easat-5645	546	21	,	,	PUNCT
easat-5645	546	22	and	and	CCONJ
easat-5645	546	23	classifies	classify	VERB
easat-5645	546	24	illnesses	illness	NOUN
easat-5645	546	25	automatically	automatically	ADV
easat-5645	546	26	.	.	PUNCT
easat-5645	547	1	apart	apart	ADV
easat-5645	547	2	from	from	ADP
easat-5645	547	3	these	these	DET
easat-5645	547	4	disorders	disorder	NOUN
easat-5645	547	5	,	,	PUNCT
easat-5645	547	6	the	the	DET
easat-5645	547	7	hge	hge	PROPN
easat-5645	547	8	-	-	PUNCT
easat-5645	547	9	snf	snf	PROPN
easat-5645	547	10	model	model	NOUN
easat-5645	547	11	given	give	VERB
easat-5645	547	12	here	here	ADV
easat-5645	547	13	might	might	AUX
easat-5645	547	14	be	be	AUX
easat-5645	547	15	applied	apply	VERB
easat-5645	547	16	to	to	ADP
easat-5645	547	17	the	the	DET
easat-5645	547	18	diagnosis	diagnosis	NOUN
easat-5645	547	19	of	of	ADP
easat-5645	547	20	other	other	ADJ
easat-5645	547	21	diseases	disease	NOUN
easat-5645	547	22	in	in	ADP
easat-5645	547	23	the	the	DET
easat-5645	547	24	future	future	NOUN
easat-5645	547	25	.	.	PUNCT
easat-5645	548	1	transparency	transparency	NOUN
easat-5645	548	2	:	:	PUNCT
easat-5645	548	3	the	the	DET
easat-5645	548	4	authors	author	NOUN
easat-5645	548	5	confirm	confirm	VERB
easat-5645	548	6	that	that	SCONJ
easat-5645	548	7	the	the	DET
easat-5645	548	8	manuscript	manuscript	NOUN
easat-5645	548	9	is	be	AUX
easat-5645	548	10	an	an	DET
easat-5645	548	11	honest	honest	ADJ
easat-5645	548	12	,	,	PUNCT
easat-5645	548	13	accurate	accurate	ADJ
easat-5645	548	14	,	,	PUNCT
easat-5645	548	15	and	and	CCONJ
easat-5645	548	16	transparent	transparent	ADJ
easat-5645	548	17	account	account	NOUN
easat-5645	548	18	of	of	ADP
easat-5645	548	19	the	the	DET
easat-5645	548	20	study	study	NOUN
easat-5645	548	21	;	;	PUNCT
easat-5645	548	22	that	that	SCONJ
easat-5645	548	23	no	no	DET
easat-5645	548	24	vital	vital	ADJ
easat-5645	548	25	features	feature	NOUN
easat-5645	548	26	of	of	ADP
easat-5645	548	27	the	the	DET
easat-5645	548	28	study	study	NOUN
easat-5645	548	29	have	have	AUX
easat-5645	548	30	been	be	AUX
easat-5645	548	31	omitted	omit	VERB
easat-5645	548	32	;	;	PUNCT
easat-5645	548	33	and	and	CCONJ
easat-5645	548	34	that	that	SCONJ
easat-5645	548	35	any	any	DET
easat-5645	548	36	discrepancies	discrepancy	NOUN
easat-5645	548	37	from	from	ADP
easat-5645	548	38	the	the	DET
easat-5645	548	39	study	study	NOUN
easat-5645	548	40	as	as	SCONJ
easat-5645	548	41	planned	plan	VERB
easat-5645	548	42	have	have	AUX
easat-5645	548	43	been	be	AUX
easat-5645	548	44	explained	explain	VERB
easat-5645	548	45	.	.	PUNCT
easat-5645	549	1	this	this	DET
easat-5645	549	2	study	study	NOUN
easat-5645	549	3	followed	follow	VERB
easat-5645	549	4	all	all	DET
easat-5645	549	5	ethical	ethical	ADJ
easat-5645	549	6	practices	practice	NOUN
easat-5645	549	7	during	during	ADP
easat-5645	549	8	writing	writing	NOUN
easat-5645	549	9	.	.	PUNCT
easat-5645	550	1	copyright	copyright	NOUN
easat-5645	550	2	:	:	PUNCT
easat-5645	550	3	©	©	PROPN
easat-5645	550	4	2025	2025	NUM
easat-5645	550	5	by	by	ADP
easat-5645	550	6	the	the	DET
easat-5645	550	7	authors	author	NOUN
easat-5645	550	8	.	.	PUNCT
easat-5645	551	1	this	this	DET
easat-5645	551	2	open	open	ADJ
easat-5645	551	3	-	-	PUNCT
easat-5645	551	4	access	access	NOUN
easat-5645	551	5	article	article	NOUN
easat-5645	551	6	is	be	AUX
easat-5645	551	7	distributed	distribute	VERB
easat-5645	551	8	under	under	ADP
easat-5645	551	9	the	the	DET
easat-5645	551	10	terms	term	NOUN
easat-5645	551	11	and	and	CCONJ
easat-5645	551	12	conditions	condition	NOUN
easat-5645	551	13	of	of	ADP
easat-5645	551	14	the	the	DET
easat-5645	551	15	creative	creative	ADJ
easat-5645	551	16	commons	common	NOUN
easat-5645	551	17	attribution	attribution	NOUN
easat-5645	551	18	(	(	PUNCT
easat-5645	551	19	cc	cc	NOUN
easat-5645	551	20	by	by	ADP
easat-5645	551	21	)	)	PUNCT
easat-5645	551	22	license	license	NOUN
easat-5645	551	23	(	(	PUNCT
easat-5645	551	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5645	551	25	)	)	PUNCT
easat-5645	551	26	.	.	PUNCT
easat-5645	552	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5645	552	2	1619	1619	NUM
easat-5645	552	3	edelweiss	edelweiss	PROPN
easat-5645	552	4	applied	apply	VERB
easat-5645	552	5	science	science	NOUN
easat-5645	552	6	and	and	CCONJ
easat-5645	552	7	technology	technology	NOUN
easat-5645	552	8	issn	issn	PROPN
easat-5645	552	9	:	:	PUNCT
easat-5645	552	10	2576	2576	NUM
easat-5645	552	11	-	-	SYM
easat-5645	552	12	8484	8484	NUM
easat-5645	552	13	vol	vol	NOUN
easat-5645	552	14	.	.	PROPN
easat-5645	553	1	9	9	NUM
easat-5645	553	2	,	,	PUNCT
easat-5645	553	3	no	no	INTJ
easat-5645	553	4	.	.	NOUN
easat-5645	554	1	3	3	NUM
easat-5645	554	2	:	:	SYM
easat-5645	554	3	1593	1593	NUM
easat-5645	554	4	-	-	SYM
easat-5645	554	5	1620	1620	NUM
easat-5645	554	6	,	,	PUNCT
easat-5645	554	7	2025	2025	NUM
easat-5645	554	8	doi	doi	NOUN
easat-5645	554	9	:	:	PUNCT
easat-5645	554	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	554	11	©	©	NOUN
easat-5645	554	12	2025	2025	NUM
easat-5645	554	13	by	by	ADP
easat-5645	554	14	the	the	DET
easat-5645	554	15	author	author	NOUN
easat-5645	554	16	;	;	PUNCT
easat-5645	554	17	licensee	licensee	PROPN
easat-5645	554	18	learning	learn	VERB
easat-5645	554	19	gate	gate	NOUN
easat-5645	554	20	references	reference	NOUN
easat-5645	554	21	[	[	X
easat-5645	554	22	1	1	NUM
easat-5645	554	23	]	]	PUNCT
easat-5645	554	24	s.	s.	PROPN
easat-5645	554	25	dash	dash	PROPN
easat-5645	554	26	,	,	PUNCT
easat-5645	554	27	s.	s.	PROPN
easat-5645	554	28	k.	k.	PROPN
easat-5645	554	29	shakyawar	shakyawar	PROPN
easat-5645	554	30	,	,	PUNCT
easat-5645	554	31	m.	m.	NOUN
easat-5645	554	32	sharma	sharma	PROPN
easat-5645	554	33	,	,	PUNCT
easat-5645	554	34	and	and	CCONJ
easat-5645	554	35	s.	s.	PROPN
easat-5645	554	36	kaushik	kaushik	PROPN
easat-5645	554	37	,	,	PUNCT
easat-5645	554	38	"	"	PUNCT
easat-5645	554	39	big	big	ADJ
easat-5645	554	40	data	datum	NOUN
easat-5645	554	41	in	in	ADP
easat-5645	554	42	healthcare	healthcare	PROPN
easat-5645	554	43	:	:	PUNCT
easat-5645	554	44	management	management	NOUN
easat-5645	554	45	,	,	PUNCT
easat-5645	554	46	analysis	analysis	NOUN
easat-5645	554	47	and	and	CCONJ
easat-5645	554	48	future	future	ADJ
easat-5645	554	49	prospects	prospect	NOUN
easat-5645	554	50	,	,	PUNCT
easat-5645	554	51	"	"	PUNCT
easat-5645	554	52	journal	journal	NOUN
easat-5645	554	53	of	of	ADP
easat-5645	554	54	big	big	ADJ
easat-5645	554	55	data	datum	NOUN
easat-5645	554	56	,	,	PUNCT
easat-5645	554	57	vol	vol	NOUN
easat-5645	554	58	.	.	PROPN
easat-5645	554	59	6	6	NUM
easat-5645	554	60	,	,	PUNCT
easat-5645	554	61	no	no	INTJ
easat-5645	554	62	.	.	NOUN
easat-5645	554	63	1	1	NUM
easat-5645	554	64	,	,	PUNCT
easat-5645	554	65	pp	pp	ADJ
easat-5645	554	66	.	.	PUNCT
easat-5645	555	1	1	1	NUM
easat-5645	555	2	-	-	SYM
easat-5645	555	3	25	25	NUM
easat-5645	555	4	,	,	PUNCT
easat-5645	555	5	2019	2019	NUM
easat-5645	555	6	.	.	PUNCT
easat-5645	556	1	https://doi.org/10.1186/s40537-019-0217-0	https://doi.org/10.1186/s40537-019-0217-0	NUM
easat-5645	557	1	[	[	X
easat-5645	557	2	2	2	X
easat-5645	557	3	]	]	PUNCT
easat-5645	557	4	v.	v.	ADP
easat-5645	557	5	palanisamy	palanisamy	PROPN
easat-5645	557	6	and	and	CCONJ
easat-5645	557	7	r.	r.	PROPN
easat-5645	557	8	thirunavukarasu	thirunavukarasu	PROPN
easat-5645	557	9	,	,	PUNCT
easat-5645	557	10	"	"	PUNCT
easat-5645	557	11	implications	implication	NOUN
easat-5645	557	12	of	of	ADP
easat-5645	557	13	big	big	ADJ
easat-5645	557	14	data	datum	NOUN
easat-5645	557	15	analytics	analytic	NOUN
easat-5645	557	16	in	in	ADP
easat-5645	557	17	developing	develop	VERB
easat-5645	557	18	healthcare	healthcare	NOUN
easat-5645	557	19	frameworks	framework	NOUN
easat-5645	557	20	–	–	PUNCT
easat-5645	557	21	a	a	DET
easat-5645	557	22	review	review	NOUN
easat-5645	557	23	,	,	PUNCT
easat-5645	557	24	"	"	PUNCT
easat-5645	557	25	journal	journal	NOUN
easat-5645	557	26	of	of	ADP
easat-5645	557	27	king	king	PROPN
easat-5645	557	28	saud	saud	PROPN
easat-5645	557	29	university	university	PROPN
easat-5645	557	30	-	-	PUNCT
easat-5645	557	31	computer	computer	NOUN
easat-5645	557	32	and	and	CCONJ
easat-5645	557	33	information	information	NOUN
easat-5645	557	34	sciences	science	NOUN
easat-5645	557	35	,	,	PUNCT
easat-5645	557	36	vol	vol	NOUN
easat-5645	557	37	.	.	PROPN
easat-5645	557	38	31	31	NUM
easat-5645	557	39	,	,	PUNCT
easat-5645	557	40	no	no	INTJ
easat-5645	557	41	.	.	NOUN
easat-5645	557	42	4	4	NUM
easat-5645	557	43	,	,	PUNCT
easat-5645	557	44	pp	pp	ADJ
easat-5645	557	45	.	.	PUNCT
easat-5645	558	1	415	415	NUM
easat-5645	558	2	-	-	SYM
easat-5645	558	3	425	425	NUM
easat-5645	558	4	,	,	PUNCT
easat-5645	558	5	2019	2019	NUM
easat-5645	558	6	.	.	PUNCT
easat-5645	559	1	https://doi.org/10.1016/j.jksuci.2017.12.007	https://doi.org/10.1016/j.jksuci.2017.12.007	PROPN
easat-5645	559	2	[	[	X
easat-5645	559	3	3	3	NUM
easat-5645	559	4	]	]	PUNCT
easat-5645	559	5	a.	a.	NOUN
easat-5645	559	6	banerjee	banerjee	PROPN
easat-5645	559	7	,	,	PUNCT
easat-5645	559	8	c.	c.	PROPN
easat-5645	559	9	chakraborty	chakraborty	PROPN
easat-5645	559	10	,	,	PUNCT
easat-5645	559	11	a.	a.	PROPN
easat-5645	559	12	kumar	kumar	PROPN
easat-5645	559	13	,	,	PUNCT
easat-5645	559	14	and	and	CCONJ
easat-5645	559	15	d.	d.	PROPN
easat-5645	559	16	biswas	biswas	PROPN
easat-5645	559	17	,	,	PUNCT
easat-5645	559	18	"	"	PUNCT
easat-5645	559	19	emerging	emerge	VERB
easat-5645	559	20	trends	trend	NOUN
easat-5645	559	21	in	in	ADP
easat-5645	559	22	iot	iot	ADJ
easat-5645	559	23	and	and	CCONJ
easat-5645	559	24	big	big	ADJ
easat-5645	559	25	data	datum	NOUN
easat-5645	559	26	analytics	analytic	NOUN
easat-5645	559	27	for	for	ADP
easat-5645	559	28	biomedical	biomedical	ADJ
easat-5645	559	29	and	and	CCONJ
easat-5645	559	30	health	health	NOUN
easat-5645	559	31	care	care	NOUN
easat-5645	559	32	technologies	technology	NOUN
easat-5645	559	33	,	,	PUNCT
easat-5645	559	34	"	"	PUNCT
easat-5645	559	35	handbook	handbook	NOUN
easat-5645	559	36	of	of	ADP
easat-5645	559	37	data	datum	NOUN
easat-5645	559	38	science	science	NOUN
easat-5645	559	39	approaches	approach	NOUN
easat-5645	559	40	for	for	ADP
easat-5645	559	41	biomedical	biomedical	ADJ
easat-5645	559	42	engineering	engineering	NOUN
easat-5645	559	43	,	,	PUNCT
easat-5645	559	44	pp	pp	ADP
easat-5645	559	45	.	.	PUNCT
easat-5645	560	1	121	121	NUM
easat-5645	560	2	-	-	SYM
easat-5645	560	3	152	152	NUM
easat-5645	560	4	,	,	PUNCT
easat-5645	560	5	2020	2020	NUM
easat-5645	560	6	.	.	PUNCT
easat-5645	561	1	[	[	X
easat-5645	561	2	4	4	X
easat-5645	561	3	]	]	PUNCT
easat-5645	561	4	z.	z.	PROPN
easat-5645	561	5	allam	allam	PROPN
easat-5645	561	6	and	and	CCONJ
easat-5645	561	7	z.	z.	PROPN
easat-5645	561	8	a.	a.	NOUN
easat-5645	561	9	dhunny	dhunny	PROPN
easat-5645	561	10	,	,	PUNCT
easat-5645	561	11	"	"	PUNCT
easat-5645	561	12	on	on	ADP
easat-5645	561	13	big	big	ADJ
easat-5645	561	14	data	datum	NOUN
easat-5645	561	15	,	,	PUNCT
easat-5645	561	16	artificial	artificial	ADJ
easat-5645	561	17	intelligence	intelligence	NOUN
easat-5645	561	18	and	and	CCONJ
easat-5645	561	19	smart	smart	ADJ
easat-5645	561	20	cities	city	NOUN
easat-5645	561	21	,	,	PUNCT
easat-5645	561	22	"	"	PUNCT
easat-5645	561	23	cities	city	NOUN
easat-5645	561	24	,	,	PUNCT
easat-5645	561	25	vol	vol	NOUN
easat-5645	561	26	.	.	PROPN
easat-5645	561	27	89	89	NUM
easat-5645	561	28	,	,	PUNCT
easat-5645	561	29	pp	pp	PROPN
easat-5645	561	30	.	.	PUNCT
easat-5645	561	31	80	80	NUM
easat-5645	561	32	-	-	SYM
easat-5645	561	33	91	91	NUM
easat-5645	561	34	,	,	PUNCT
easat-5645	561	35	2019	2019	NUM
easat-5645	561	36	.	.	PUNCT
easat-5645	562	1	[	[	X
easat-5645	562	2	5	5	X
easat-5645	562	3	]	]	PUNCT
easat-5645	562	4	v.	v.	PROPN
easat-5645	562	5	k.	k.	PROPN
easat-5645	562	6	chattu	chattu	PROPN
easat-5645	562	7	,	,	PUNCT
easat-5645	562	8	"	"	PUNCT
easat-5645	562	9	a	a	DET
easat-5645	562	10	review	review	NOUN
easat-5645	562	11	of	of	ADP
easat-5645	562	12	artificial	artificial	ADJ
easat-5645	562	13	intelligence	intelligence	NOUN
easat-5645	562	14	,	,	PUNCT
easat-5645	562	15	big	big	ADJ
easat-5645	562	16	data	datum	NOUN
easat-5645	562	17	,	,	PUNCT
easat-5645	562	18	and	and	CCONJ
easat-5645	562	19	blockchain	blockchain	PROPN
easat-5645	562	20	technology	technology	PROPN
easat-5645	562	21	applications	application	NOUN
easat-5645	562	22	in	in	ADP
easat-5645	562	23	medicine	medicine	NOUN
easat-5645	562	24	and	and	CCONJ
easat-5645	562	25	global	global	ADJ
easat-5645	562	26	health	health	NOUN
easat-5645	562	27	,	,	PUNCT
easat-5645	562	28	"	"	PUNCT
easat-5645	562	29	big	big	ADJ
easat-5645	562	30	data	datum	NOUN
easat-5645	562	31	and	and	CCONJ
easat-5645	562	32	cognitive	cognitive	ADJ
easat-5645	562	33	computing	computing	NOUN
easat-5645	562	34	,	,	PUNCT
easat-5645	562	35	vol	vol	NOUN
easat-5645	562	36	.	.	PROPN
easat-5645	562	37	5	5	NUM
easat-5645	562	38	,	,	PUNCT
easat-5645	562	39	no	no	INTJ
easat-5645	562	40	.	.	NOUN
easat-5645	562	41	3	3	NUM
easat-5645	562	42	,	,	PUNCT
easat-5645	562	43	p.	p.	NOUN
easat-5645	562	44	41	41	NUM
easat-5645	562	45	,	,	PUNCT
easat-5645	562	46	2021	2021	NUM
easat-5645	562	47	.	.	PUNCT
easat-5645	563	1	[	[	X
easat-5645	563	2	6	6	NUM
easat-5645	563	3	]	]	PUNCT
easat-5645	563	4	r.	r.	PROPN
easat-5645	563	5	vaishya	vaishya	PROPN
easat-5645	563	6	,	,	PUNCT
easat-5645	563	7	m.	m.	PROPN
easat-5645	563	8	javaid	javaid	PROPN
easat-5645	563	9	,	,	PUNCT
easat-5645	563	10	i.	i.	PROPN
easat-5645	563	11	h.	h.	PROPN
easat-5645	563	12	khan	khan	PROPN
easat-5645	563	13	,	,	PUNCT
easat-5645	563	14	and	and	CCONJ
easat-5645	563	15	a.	a.	PROPN
easat-5645	563	16	haleem	haleem	PROPN
easat-5645	563	17	,	,	PUNCT
easat-5645	563	18	"	"	PUNCT
easat-5645	563	19	artificial	artificial	ADJ
easat-5645	563	20	intelligence	intelligence	NOUN
easat-5645	563	21	(	(	PUNCT
easat-5645	563	22	ai	ai	NOUN
easat-5645	563	23	)	)	PUNCT
easat-5645	563	24	applications	application	NOUN
easat-5645	563	25	for	for	ADP
easat-5645	563	26	covid-19	covid-19	PROPN
easat-5645	563	27	pandemic	pandemic	NOUN
easat-5645	563	28	,	,	PUNCT
easat-5645	563	29	"	"	PUNCT
easat-5645	563	30	diabetes	diabetes	NOUN
easat-5645	563	31	&	&	CCONJ
easat-5645	563	32	metabolic	metabolic	PROPN
easat-5645	563	33	syndrome	syndrome	PROPN
easat-5645	563	34	:	:	PUNCT
easat-5645	563	35	clinical	clinical	ADJ
easat-5645	563	36	research	research	NOUN
easat-5645	563	37	&	&	CCONJ
easat-5645	563	38	reviews	review	NOUN
easat-5645	563	39	,	,	PUNCT
easat-5645	563	40	vol	vol	NOUN
easat-5645	563	41	.	.	PROPN
easat-5645	563	42	14	14	NUM
easat-5645	563	43	,	,	PUNCT
easat-5645	563	44	no	no	INTJ
easat-5645	563	45	.	.	NOUN
easat-5645	563	46	4	4	NUM
easat-5645	563	47	,	,	PUNCT
easat-5645	563	48	pp	pp	ADJ
easat-5645	563	49	.	.	PUNCT
easat-5645	563	50	337	337	NUM
easat-5645	563	51	-	-	SYM
easat-5645	563	52	339	339	NUM
easat-5645	563	53	,	,	PUNCT
easat-5645	563	54	2020	2020	NUM
easat-5645	563	55	.	.	PUNCT
easat-5645	564	1	https://doi.org/10.1016/j.dsx.2020.04.012	https://doi.org/10.1016/j.dsx.2020.04.012	NOUN
easat-5645	564	2	[	[	X
easat-5645	564	3	7	7	X
easat-5645	564	4	]	]	X
easat-5645	564	5	s.	s.	PROPN
easat-5645	564	6	kumar	kumar	PROPN
easat-5645	564	7	,	,	PUNCT
easat-5645	564	8	r.	r.	PROPN
easat-5645	564	9	d.	d.	PROPN
easat-5645	564	10	raut	raut	PROPN
easat-5645	564	11	,	,	PUNCT
easat-5645	564	12	and	and	CCONJ
easat-5645	564	13	b.	b.	PROPN
easat-5645	564	14	e.	e.	PROPN
easat-5645	564	15	narkhede	narkhede	PROPN
easat-5645	564	16	,	,	PUNCT
easat-5645	564	17	"	"	PUNCT
easat-5645	564	18	a	a	DET
easat-5645	564	19	proposed	propose	VERB
easat-5645	564	20	collaborative	collaborative	ADJ
easat-5645	564	21	framework	framework	NOUN
easat-5645	564	22	by	by	ADP
easat-5645	564	23	using	use	VERB
easat-5645	564	24	artificial	artificial	ADJ
easat-5645	564	25	intelligenceinternet	intelligenceinternet	NOUN
easat-5645	564	26	of	of	ADP
easat-5645	564	27	things	thing	NOUN
easat-5645	564	28	(	(	PUNCT
easat-5645	564	29	ai	ai	NOUN
easat-5645	564	30	-	-	PUNCT
easat-5645	564	31	iot	iot	NOUN
easat-5645	564	32	)	)	PUNCT
easat-5645	564	33	in	in	ADP
easat-5645	564	34	covid-19	covid-19	PROPN
easat-5645	564	35	pandemic	pandemic	ADJ
easat-5645	564	36	situation	situation	NOUN
easat-5645	564	37	for	for	ADP
easat-5645	564	38	healthcare	healthcare	NOUN
easat-5645	564	39	workers	worker	NOUN
easat-5645	564	40	,	,	PUNCT
easat-5645	564	41	"	"	PUNCT
easat-5645	564	42	international	international	ADJ
easat-5645	564	43	journal	journal	NOUN
easat-5645	564	44	of	of	ADP
easat-5645	564	45	healthcare	healthcare	PROPN
easat-5645	564	46	management	management	PROPN
easat-5645	564	47	,	,	PUNCT
easat-5645	564	48	vol	vol	NOUN
easat-5645	564	49	.	.	PROPN
easat-5645	564	50	13	13	NUM
easat-5645	564	51	,	,	PUNCT
easat-5645	564	52	no	no	INTJ
easat-5645	564	53	.	.	NOUN
easat-5645	564	54	4	4	NUM
easat-5645	564	55	,	,	PUNCT
easat-5645	564	56	pp	pp	ADJ
easat-5645	564	57	.	.	PUNCT
easat-5645	565	1	337	337	NUM
easat-5645	565	2	-	-	SYM
easat-5645	565	3	345	345	NUM
easat-5645	565	4	,	,	PUNCT
easat-5645	565	5	2020	2020	NUM
easat-5645	565	6	.	.	PUNCT
easat-5645	566	1	https://doi.org/10.1080/20479700.2020.1810453	https://doi.org/10.1080/20479700.2020.1810453	PUNCT
easat-5645	567	1	[	[	X
easat-5645	567	2	8	8	NUM
easat-5645	567	3	]	]	PUNCT
easat-5645	567	4	a.	a.	NOUN
easat-5645	567	5	kishor	kishor	PROPN
easat-5645	567	6	and	and	CCONJ
easat-5645	567	7	c.	c.	PROPN
easat-5645	567	8	chakraborty	chakraborty	PROPN
easat-5645	567	9	,	,	PUNCT
easat-5645	567	10	"	"	PUNCT
easat-5645	567	11	artificial	artificial	ADJ
easat-5645	567	12	intelligence	intelligence	NOUN
easat-5645	567	13	and	and	CCONJ
easat-5645	567	14	internet	internet	NOUN
easat-5645	567	15	of	of	ADP
easat-5645	567	16	things	thing	NOUN
easat-5645	567	17	based	base	VERB
easat-5645	567	18	healthcare	healthcare	PROPN
easat-5645	567	19	4.0	4.0	NUM
easat-5645	567	20	monitoring	monitoring	NOUN
easat-5645	567	21	system	system	NOUN
easat-5645	567	22	,	,	PUNCT
easat-5645	567	23	"	"	PUNCT
easat-5645	567	24	wireless	wireless	ADJ
easat-5645	567	25	personal	personal	ADJ
easat-5645	567	26	communications	communication	NOUN
easat-5645	567	27	,	,	PUNCT
easat-5645	567	28	vol	vol	NOUN
easat-5645	567	29	.	.	PUNCT
easat-5645	568	1	127	127	NUM
easat-5645	568	2	,	,	PUNCT
easat-5645	568	3	no	no	INTJ
easat-5645	568	4	.	.	NOUN
easat-5645	568	5	2	2	NUM
easat-5645	568	6	,	,	PUNCT
easat-5645	568	7	pp	pp	ADJ
easat-5645	568	8	.	.	PUNCT
easat-5645	569	1	1615	1615	NUM
easat-5645	569	2	-	-	SYM
easat-5645	569	3	1631	1631	NUM
easat-5645	569	4	,	,	PUNCT
easat-5645	569	5	2022	2022	NUM
easat-5645	569	6	.	.	PUNCT
easat-5645	570	1	https://doi.org/10.1007/s11277-021-08708-5	https://doi.org/10.1007/s11277-021-08708-5	PROPN
easat-5645	571	1	[	[	X
easat-5645	571	2	9	9	NUM
easat-5645	571	3	]	]	PUNCT
easat-5645	571	4	s.	s.	PROPN
easat-5645	571	5	kaur	kaur	PROPN
easat-5645	571	6	et	et	PROPN
easat-5645	571	7	al	al	PROPN
easat-5645	571	8	.	.	PROPN
easat-5645	571	9	,	,	PUNCT
easat-5645	571	10	"	"	PUNCT
easat-5645	571	11	medical	medical	ADJ
easat-5645	571	12	diagnostic	diagnostic	ADJ
easat-5645	571	13	systems	system	NOUN
easat-5645	571	14	using	use	VERB
easat-5645	571	15	artificial	artificial	ADJ
easat-5645	571	16	intelligence	intelligence	NOUN
easat-5645	571	17	(	(	PUNCT
easat-5645	571	18	ai	ai	NOUN
easat-5645	571	19	)	)	PUNCT
easat-5645	571	20	algorithms	algorithm	NOUN
easat-5645	571	21	:	:	PUNCT
easat-5645	571	22	principles	principle	NOUN
easat-5645	571	23	and	and	CCONJ
easat-5645	571	24	perspectives	perspective	NOUN
easat-5645	571	25	,	,	PUNCT
easat-5645	571	26	"	"	PUNCT
easat-5645	571	27	ieee	ieee	NOUN
easat-5645	571	28	access	access	NOUN
easat-5645	571	29	,	,	PUNCT
easat-5645	571	30	vol	vol	NOUN
easat-5645	571	31	.	.	PROPN
easat-5645	571	32	8	8	NUM
easat-5645	571	33	,	,	PUNCT
easat-5645	571	34	pp	pp	ADJ
easat-5645	571	35	.	.	PUNCT
easat-5645	572	1	228049	228049	NUM
easat-5645	572	2	-	-	SYM
easat-5645	572	3	228069	228069	NUM
easat-5645	572	4	,	,	PUNCT
easat-5645	572	5	2020	2020	NUM
easat-5645	572	6	.	.	PUNCT
easat-5645	573	1	https://doi.org/10.1109/access.2020.3042273	https://doi.org/10.1109/access.2020.3042273	PROPN
easat-5645	573	2	[	[	X
easat-5645	573	3	10	10	NUM
easat-5645	573	4	]	]	X
easat-5645	573	5	n.	n.	PROPN
easat-5645	573	6	norori	norori	PROPN
easat-5645	573	7	,	,	PUNCT
easat-5645	573	8	q.	q.	PROPN
easat-5645	573	9	hu	hu	PROPN
easat-5645	573	10	,	,	PUNCT
easat-5645	573	11	f.	f.	PROPN
easat-5645	573	12	m.	m.	PROPN
easat-5645	573	13	aellen	aellen	PROPN
easat-5645	573	14	,	,	PUNCT
easat-5645	573	15	f.	f.	PROPN
easat-5645	573	16	d.	d.	PROPN
easat-5645	573	17	faraci	faraci	PROPN
easat-5645	573	18	,	,	PUNCT
easat-5645	573	19	and	and	CCONJ
easat-5645	573	20	a.	a.	NOUN
easat-5645	573	21	tzovara	tzovara	PROPN
easat-5645	573	22	,	,	PUNCT
easat-5645	573	23	"	"	PUNCT
easat-5645	573	24	addressing	address	VERB
easat-5645	573	25	bias	bias	NOUN
easat-5645	573	26	in	in	ADP
easat-5645	573	27	big	big	ADJ
easat-5645	573	28	data	datum	NOUN
easat-5645	573	29	and	and	CCONJ
easat-5645	573	30	ai	ai	VERB
easat-5645	573	31	for	for	ADP
easat-5645	573	32	health	health	NOUN
easat-5645	573	33	care	care	NOUN
easat-5645	573	34	:	:	PUNCT
easat-5645	573	35	a	a	DET
easat-5645	573	36	call	call	NOUN
easat-5645	573	37	for	for	ADP
easat-5645	573	38	open	open	ADJ
easat-5645	573	39	science	science	NOUN
easat-5645	573	40	,	,	PUNCT
easat-5645	573	41	"	"	PUNCT
easat-5645	573	42	patterns	pattern	NOUN
easat-5645	573	43	,	,	PUNCT
easat-5645	573	44	vol	vol	NOUN
easat-5645	573	45	.	.	PROPN
easat-5645	573	46	2	2	NUM
easat-5645	573	47	,	,	PUNCT
easat-5645	573	48	no	no	INTJ
easat-5645	573	49	.	.	NOUN
easat-5645	573	50	10	10	NUM
easat-5645	573	51	,	,	PUNCT
easat-5645	573	52	p.	p.	NOUN
easat-5645	573	53	100347	100347	NUM
easat-5645	573	54	,	,	PUNCT
easat-5645	573	55	2021	2021	NUM
easat-5645	573	56	.	.	PUNCT
easat-5645	574	1	[	[	X
easat-5645	574	2	11	11	NUM
easat-5645	574	3	]	]	X
easat-5645	574	4	c.	c.	NOUN
easat-5645	574	5	chhabra	chhabra	PROPN
easat-5645	574	6	and	and	CCONJ
easat-5645	574	7	s.	s.	PROPN
easat-5645	574	8	meghna	meghna	PROPN
easat-5645	574	9	,	,	PUNCT
easat-5645	574	10	"	"	PUNCT
easat-5645	574	11	machine	machine	NOUN
easat-5645	574	12	learning	learning	NOUN
easat-5645	574	13	,	,	PUNCT
easat-5645	574	14	deep	deep	ADJ
easat-5645	574	15	learning	learning	NOUN
easat-5645	574	16	and	and	CCONJ
easat-5645	574	17	image	image	NOUN
easat-5645	574	18	processing	processing	NOUN
easat-5645	574	19	for	for	ADP
easat-5645	574	20	healthcare	healthcare	NOUN
easat-5645	574	21	:	:	PUNCT
easat-5645	574	22	a	a	DET
easat-5645	574	23	crux	crux	NOUN
easat-5645	574	24	for	for	ADP
easat-5645	574	25	detection	detection	NOUN
easat-5645	574	26	and	and	CCONJ
easat-5645	574	27	prediction	prediction	NOUN
easat-5645	574	28	of	of	ADP
easat-5645	574	29	disease	disease	NOUN
easat-5645	574	30	,	,	PUNCT
easat-5645	574	31	"	"	PUNCT
easat-5645	574	32	in	in	ADP
easat-5645	574	33	proceedings	proceeding	NOUN
easat-5645	574	34	of	of	ADP
easat-5645	574	35	data	datum	NOUN
easat-5645	574	36	analytics	analytic	NOUN
easat-5645	574	37	and	and	CCONJ
easat-5645	574	38	management	management	NOUN
easat-5645	574	39	.	.	PUNCT
easat-5645	575	1	springer	springer	PROPN
easat-5645	575	2	,	,	PUNCT
easat-5645	575	3	singapore	singapore	PROPN
easat-5645	575	4	,	,	PUNCT
easat-5645	575	5	2022	2022	NUM
easat-5645	575	6	.	.	PUNCT
easat-5645	576	1	305325	305325	NUM
easat-5645	576	2	,	,	PUNCT
easat-5645	576	3	2022	2022	NUM
easat-5645	576	4	.	.	PUNCT
easat-5645	577	1	[	[	X
easat-5645	577	2	12	12	NUM
easat-5645	577	3	]	]	X
easat-5645	577	4	e.	e.	PROPN
easat-5645	577	5	mbunge	mbunge	PROPN
easat-5645	577	6	and	and	CCONJ
easat-5645	577	7	b.	b.	PROPN
easat-5645	577	8	muchemwa	muchemwa	PROPN
easat-5645	577	9	,	,	PUNCT
easat-5645	577	10	"	"	PUNCT
easat-5645	577	11	towards	towards	ADP
easat-5645	577	12	emotive	emotive	ADJ
easat-5645	577	13	sensory	sensory	ADJ
easat-5645	577	14	web	web	NOUN
easat-5645	577	15	in	in	ADP
easat-5645	577	16	virtual	virtual	ADJ
easat-5645	577	17	health	health	NOUN
easat-5645	577	18	care	care	NOUN
easat-5645	577	19	:	:	PUNCT
easat-5645	577	20	trends	trend	NOUN
easat-5645	577	21	,	,	PUNCT
easat-5645	577	22	technologies	technology	NOUN
easat-5645	577	23	,	,	PUNCT
easat-5645	577	24	challenges	challenge	NOUN
easat-5645	577	25	and	and	CCONJ
easat-5645	577	26	ethical	ethical	ADJ
easat-5645	577	27	issues	issue	NOUN
easat-5645	577	28	,	,	PUNCT
easat-5645	577	29	"	"	PUNCT
easat-5645	577	30	sensors	sensor	NOUN
easat-5645	577	31	international	international	ADJ
easat-5645	577	32	,	,	PUNCT
easat-5645	577	33	vol	vol	NOUN
easat-5645	577	34	.	.	PROPN
easat-5645	577	35	3	3	NUM
easat-5645	577	36	,	,	PUNCT
easat-5645	577	37	p.	p.	NOUN
easat-5645	577	38	100134	100134	NUM
easat-5645	577	39	,	,	PUNCT
easat-5645	577	40	2022	2022	NUM
easat-5645	577	41	.	.	PUNCT
easat-5645	578	1	[	[	X
easat-5645	578	2	13	13	NUM
easat-5645	578	3	]	]	PUNCT
easat-5645	578	4	j.	j.	PROPN
easat-5645	578	5	b.	b.	PROPN
easat-5645	578	6	awotunde	awotunde	PROPN
easat-5645	578	7	,	,	PUNCT
easat-5645	578	8	"	"	PUNCT
easat-5645	578	9	artificial	artificial	ADJ
easat-5645	578	10	intelligence	intelligence	NOUN
easat-5645	578	11	and	and	CCONJ
easat-5645	578	12	an	an	DET
easat-5645	578	13	edge	edge	NOUN
easat-5645	578	14	-	-	PUNCT
easat-5645	578	15	iomt	iomt	NOUN
easat-5645	578	16	-	-	PUNCT
easat-5645	578	17	based	base	VERB
easat-5645	578	18	system	system	NOUN
easat-5645	578	19	for	for	ADP
easat-5645	578	20	combating	combat	VERB
easat-5645	578	21	covid-19	covid-19	PROPN
easat-5645	578	22	pandemic	pandemic	ADJ
easat-5645	578	23	intelligent	intelligent	ADJ
easat-5645	578	24	interactive	interactive	ADJ
easat-5645	578	25	multimedia	multimedia	NOUN
easat-5645	578	26	systems	system	NOUN
easat-5645	578	27	for	for	ADP
easat-5645	578	28	e	e	NOUN
easat-5645	578	29	-	-	NOUN
easat-5645	578	30	healthcare	healthcare	NOUN
easat-5645	578	31	applications	application	NOUN
easat-5645	578	32	.	.	PUNCT
easat-5645	578	33	"	"	PUNCT
easat-5645	579	1	singapore	singapore	PROPN
easat-5645	579	2	:	:	PUNCT
easat-5645	579	3	springer	springer	NOUN
easat-5645	579	4	,	,	PUNCT
easat-5645	579	5	2022	2022	NUM
easat-5645	579	6	,	,	PUNCT
easat-5645	579	7	pp	pp	ADJ
easat-5645	579	8	.	.	PUNCT
easat-5645	580	1	191	191	NUM
easat-5645	580	2	-	-	SYM
easat-5645	580	3	214	214	NUM
easat-5645	580	4	.	.	PUNCT
easat-5645	581	1	[	[	X
easat-5645	581	2	14	14	NUM
easat-5645	581	3	]	]	X
easat-5645	581	4	r.	r.	PROPN
easat-5645	581	5	wang	wang	PROPN
easat-5645	581	6	et	et	PROPN
easat-5645	581	7	al	al	PROPN
easat-5645	581	8	.	.	PROPN
easat-5645	581	9	,	,	PUNCT
easat-5645	581	10	"	"	PUNCT
easat-5645	581	11	artificial	artificial	ADJ
easat-5645	581	12	intelligence	intelligence	NOUN
easat-5645	581	13	for	for	ADP
easat-5645	581	14	prediction	prediction	NOUN
easat-5645	581	15	of	of	ADP
easat-5645	581	16	covid-19	covid-19	PROPN
easat-5645	581	17	progression	progression	NOUN
easat-5645	581	18	using	use	VERB
easat-5645	581	19	ct	ct	NUM
easat-5645	581	20	imaging	imaging	NOUN
easat-5645	581	21	and	and	CCONJ
easat-5645	581	22	clinical	clinical	ADJ
easat-5645	581	23	data	datum	NOUN
easat-5645	581	24	,	,	PUNCT
easat-5645	581	25	"	"	PUNCT
easat-5645	581	26	european	european	ADJ
easat-5645	581	27	radiology	radiology	NOUN
easat-5645	581	28	,	,	PUNCT
easat-5645	581	29	vol	vol	NOUN
easat-5645	581	30	.	.	PROPN
easat-5645	581	31	32	32	NUM
easat-5645	581	32	,	,	PUNCT
easat-5645	581	33	pp	pp	ADJ
easat-5645	581	34	.	.	PUNCT
easat-5645	582	1	205	205	NUM
easat-5645	582	2	-	-	SYM
easat-5645	582	3	212	212	NUM
easat-5645	582	4	,	,	PUNCT
easat-5645	582	5	2022	2022	NUM
easat-5645	582	6	.	.	PUNCT
easat-5645	583	1	https://doi.org/10.1007/s00330-021-08049-8	https://doi.org/10.1007/s00330-021-08049-8	PRON
easat-5645	584	1	[	[	X
easat-5645	584	2	15	15	NUM
easat-5645	584	3	]	]	X
easat-5645	584	4	a.	a.	NOUN
easat-5645	584	5	sujith	sujith	PROPN
easat-5645	584	6	,	,	PUNCT
easat-5645	584	7	g.	g.	PROPN
easat-5645	584	8	s.	s.	PROPN
easat-5645	584	9	sajja	sajja	PROPN
easat-5645	584	10	,	,	PUNCT
easat-5645	584	11	v.	v.	CCONJ
easat-5645	584	12	mahalakshmi	mahalakshmi	PROPN
easat-5645	584	13	,	,	PUNCT
easat-5645	584	14	s.	s.	PROPN
easat-5645	584	15	nuhmani	nuhmani	PROPN
easat-5645	584	16	,	,	PUNCT
easat-5645	584	17	and	and	CCONJ
easat-5645	584	18	b.	b.	PROPN
easat-5645	584	19	prasanalakshmi	prasanalakshmi	PROPN
easat-5645	584	20	,	,	PUNCT
easat-5645	584	21	"	"	PUNCT
easat-5645	584	22	systematic	systematic	ADJ
easat-5645	584	23	review	review	NOUN
easat-5645	584	24	of	of	ADP
easat-5645	584	25	smart	smart	ADJ
easat-5645	584	26	health	health	NOUN
easat-5645	584	27	monitoring	monitoring	NOUN
easat-5645	584	28	using	use	VERB
easat-5645	584	29	deep	deep	ADJ
easat-5645	584	30	learning	learning	NOUN
easat-5645	584	31	and	and	CCONJ
easat-5645	584	32	artificial	artificial	ADJ
easat-5645	584	33	intelligence	intelligence	NOUN
easat-5645	584	34	,	,	PUNCT
easat-5645	584	35	"	"	PUNCT
easat-5645	584	36	neuroscience	neuroscience	NOUN
easat-5645	584	37	informatics	informatic	NOUN
easat-5645	584	38	,	,	PUNCT
easat-5645	584	39	vol	vol	NOUN
easat-5645	584	40	.	.	PROPN
easat-5645	584	41	2	2	NUM
easat-5645	584	42	,	,	PUNCT
easat-5645	584	43	no	no	INTJ
easat-5645	584	44	.	.	NOUN
easat-5645	584	45	3	3	NUM
easat-5645	584	46	,	,	PUNCT
easat-5645	584	47	p.	p.	NOUN
easat-5645	584	48	100028	100028	NUM
easat-5645	584	49	,	,	PUNCT
easat-5645	584	50	2022	2022	NUM
easat-5645	584	51	.	.	PUNCT
easat-5645	585	1	[	[	X
easat-5645	585	2	16	16	NUM
easat-5645	585	3	]	]	X
easat-5645	585	4	s.	s.	PROPN
easat-5645	585	5	triberti	triberti	PROPN
easat-5645	585	6	,	,	PUNCT
easat-5645	585	7	"	"	PUNCT
easat-5645	585	8	artificial	artificial	ADJ
easat-5645	585	9	intelligence	intelligence	NOUN
easat-5645	585	10	in	in	ADP
easat-5645	585	11	healthcare	healthcare	NOUN
easat-5645	585	12	practice	practice	NOUN
easat-5645	585	13	:	:	PUNCT
easat-5645	585	14	how	how	SCONJ
easat-5645	585	15	to	to	PART
easat-5645	585	16	tackle	tackle	VERB
easat-5645	585	17	the	the	DET
easat-5645	585	18	“	"	PUNCT
easat-5645	585	19	human	human	ADJ
easat-5645	585	20	”	"	PUNCT
easat-5645	585	21	challenge	challenge	NOUN
easat-5645	585	22	handbook	handbook	NOUN
easat-5645	585	23	of	of	ADP
easat-5645	585	24	artificial	artificial	ADJ
easat-5645	585	25	intelligence	intelligence	NOUN
easat-5645	585	26	in	in	ADP
easat-5645	585	27	healthcare	healthcare	PROPN
easat-5645	585	28	.	.	PUNCT
easat-5645	585	29	"	"	PUNCT
easat-5645	585	30	cham	cham	PROPN
easat-5645	585	31	:	:	PUNCT
easat-5645	585	32	springer	springer	NOUN
easat-5645	585	33	,	,	PUNCT
easat-5645	585	34	2022	2022	NUM
easat-5645	585	35	,	,	PUNCT
easat-5645	585	36	pp	pp	ADJ
easat-5645	585	37	.	.	PUNCT
easat-5645	586	1	43	43	NUM
easat-5645	586	2	-	-	SYM
easat-5645	586	3	60	60	NUM
easat-5645	586	4	.	.	PUNCT
easat-5645	587	1	[	[	X
easat-5645	587	2	17	17	NUM
easat-5645	587	3	]	]	PUNCT
easat-5645	587	4	m.	m.	NOUN
easat-5645	587	5	chugh	chugh	NOUN
easat-5645	587	6	,	,	PUNCT
easat-5645	587	7	j.	j.	PROPN
easat-5645	587	8	rahul	rahul	PROPN
easat-5645	587	9	,	,	PUNCT
easat-5645	587	10	and	and	CCONJ
easat-5645	587	11	g.	g.	PROPN
easat-5645	587	12	anmol	anmol	PROPN
easat-5645	587	13	,	,	PUNCT
easat-5645	587	14	maths	math	NOUN
easat-5645	587	15	:	:	PUNCT
easat-5645	587	16	machine	machine	NOUN
easat-5645	587	17	learning	learn	VERB
easat-5645	587	18	techniques	technique	NOUN
easat-5645	587	19	in	in	ADP
easat-5645	587	20	healthcare	healthcare	NOUN
easat-5645	587	21	system	system	NOUN
easat-5645	587	22	international	international	ADJ
easat-5645	587	23	conference	conference	NOUN
easat-5645	587	24	on	on	ADP
easat-5645	587	25	innovative	innovative	ADJ
easat-5645	587	26	computing	computing	NOUN
easat-5645	587	27	and	and	CCONJ
easat-5645	587	28	communications	communication	NOUN
easat-5645	587	29	.	.	PUNCT
easat-5645	588	1	singapore	singapore	PROPN
easat-5645	588	2	:	:	PUNCT
easat-5645	588	3	springer	springer	NOUN
easat-5645	588	4	,	,	PUNCT
easat-5645	588	5	2022	2022	NUM
easat-5645	588	6	.	.	PUNCT
easat-5645	589	1	[	[	X
easat-5645	589	2	18	18	NUM
easat-5645	589	3	]	]	X
easat-5645	589	4	h.	h.	PROPN
easat-5645	589	5	ahmed	ahmed	PROPN
easat-5645	589	6	,	,	PUNCT
easat-5645	589	7	e.	e.	PROPN
easat-5645	589	8	m.	m.	PROPN
easat-5645	589	9	younis	younis	PROPN
easat-5645	589	10	,	,	PUNCT
easat-5645	589	11	a.	a.	NOUN
easat-5645	589	12	hendawi	hendawi	PROPN
easat-5645	589	13	,	,	PUNCT
easat-5645	589	14	and	and	CCONJ
easat-5645	589	15	a.	a.	NOUN
easat-5645	589	16	a.	a.	PROPN
easat-5645	589	17	ali	ali	PROPN
easat-5645	589	18	,	,	PUNCT
easat-5645	589	19	"	"	PUNCT
easat-5645	589	20	heart	heart	NOUN
easat-5645	589	21	disease	disease	NOUN
easat-5645	589	22	identification	identification	NOUN
easat-5645	589	23	from	from	ADP
easat-5645	589	24	patients	patient	NOUN
easat-5645	589	25	’	'	PUNCT
easat-5645	589	26	social	social	ADJ
easat-5645	589	27	posts	post	NOUN
easat-5645	589	28	,	,	PUNCT
easat-5645	589	29	machine	machine	NOUN
easat-5645	589	30	learning	learning	NOUN
easat-5645	589	31	solution	solution	NOUN
easat-5645	589	32	on	on	ADP
easat-5645	589	33	spark	spark	NOUN
easat-5645	589	34	,	,	PUNCT
easat-5645	589	35	"	"	PUNCT
easat-5645	589	36	future	future	ADJ
easat-5645	589	37	generation	generation	NOUN
easat-5645	589	38	computer	computer	NOUN
easat-5645	589	39	systems	system	NOUN
easat-5645	589	40	,	,	PUNCT
easat-5645	589	41	vol	vol	NOUN
easat-5645	589	42	.	.	NOUN
easat-5645	589	43	111	111	NUM
easat-5645	589	44	,	,	PUNCT
easat-5645	589	45	pp	pp	ADJ
easat-5645	589	46	.	.	PUNCT
easat-5645	590	1	714	714	NUM
easat-5645	590	2	-	-	SYM
easat-5645	590	3	722	722	NUM
easat-5645	590	4	,	,	PUNCT
easat-5645	590	5	2020	2020	NUM
easat-5645	590	6	.	.	PUNCT
easat-5645	591	1	[	[	X
easat-5645	591	2	19	19	NUM
easat-5645	591	3	]	]	PUNCT
easat-5645	591	4	s.	s.	PROPN
easat-5645	591	5	nazari	nazari	PROPN
easat-5645	591	6	,	,	PUNCT
easat-5645	591	7	m.	m.	NOUN
easat-5645	591	8	fallah	fallah	PROPN
easat-5645	591	9	,	,	PUNCT
easat-5645	591	10	h.	h.	PROPN
easat-5645	591	11	kazemipoor	kazemipoor	PROPN
easat-5645	591	12	,	,	PUNCT
easat-5645	591	13	and	and	CCONJ
easat-5645	591	14	a.	a.	NOUN
easat-5645	591	15	salehipour	salehipour	PROPN
easat-5645	591	16	,	,	PUNCT
easat-5645	591	17	"	"	PUNCT
easat-5645	591	18	a	a	DET
easat-5645	591	19	fuzzy	fuzzy	ADJ
easat-5645	591	20	inference	inference	NOUN
easat-5645	591	21	-	-	PUNCT
easat-5645	591	22	fuzzy	fuzzy	ADJ
easat-5645	591	23	analytic	analytic	ADJ
easat-5645	591	24	hierarchy	hierarchy	NOUN
easat-5645	591	25	process	process	NOUN
easat-5645	591	26	-	-	PUNCT
easat-5645	591	27	based	base	VERB
easat-5645	591	28	clinical	clinical	ADJ
easat-5645	591	29	decision	decision	NOUN
easat-5645	591	30	support	support	NOUN
easat-5645	591	31	system	system	NOUN
easat-5645	591	32	for	for	ADP
easat-5645	591	33	diagnosis	diagnosis	NOUN
easat-5645	591	34	of	of	ADP
easat-5645	591	35	heart	heart	NOUN
easat-5645	591	36	diseases	disease	NOUN
easat-5645	591	37	,	,	PUNCT
easat-5645	591	38	"	"	PUNCT
easat-5645	591	39	expert	expert	NOUN
easat-5645	591	40	systems	system	NOUN
easat-5645	591	41	with	with	ADP
easat-5645	591	42	applications	application	NOUN
easat-5645	591	43	,	,	PUNCT
easat-5645	591	44	vol	vol	NOUN
easat-5645	591	45	.	.	PROPN
easat-5645	591	46	95	95	NUM
easat-5645	591	47	,	,	PUNCT
easat-5645	591	48	pp	pp	ADJ
easat-5645	591	49	.	.	PUNCT
easat-5645	592	1	261	261	NUM
easat-5645	592	2	-	-	SYM
easat-5645	592	3	271	271	NUM
easat-5645	592	4	,	,	PUNCT
easat-5645	592	5	2018	2018	NUM
easat-5645	592	6	.	.	PUNCT
easat-5645	593	1	https://doi.org/10.1016/j.eswa.2017.11.001	https://doi.org/10.1016/j.eswa.2017.11.001	PROPN
easat-5645	593	2	[	[	X
easat-5645	593	3	20	20	NUM
easat-5645	593	4	]	]	PUNCT
easat-5645	593	5	k.	k.	PROPN
easat-5645	593	6	mittal	mittal	PROPN
easat-5645	593	7	,	,	PUNCT
easat-5645	593	8	g.	g.	PROPN
easat-5645	593	9	aggarwal	aggarwal	PROPN
easat-5645	593	10	,	,	PUNCT
easat-5645	593	11	and	and	CCONJ
easat-5645	593	12	p.	p.	PROPN
easat-5645	593	13	mahajan	mahajan	PROPN
easat-5645	593	14	,	,	PUNCT
easat-5645	593	15	"	"	PUNCT
easat-5645	593	16	performance	performance	NOUN
easat-5645	593	17	study	study	NOUN
easat-5645	593	18	of	of	ADP
easat-5645	593	19	k	k	X
easat-5645	593	20	-	-	PUNCT
easat-5645	593	21	nearest	near	ADJ
easat-5645	593	22	neighbor	neighbor	NOUN
easat-5645	593	23	classifier	classifier	NOUN
easat-5645	593	24	and	and	CCONJ
easat-5645	593	25	k	k	NOUN
easat-5645	593	26	-	-	PUNCT
easat-5645	593	27	means	means	NOUN
easat-5645	593	28	clustering	cluster	VERB
easat-5645	593	29	for	for	ADP
easat-5645	593	30	predicting	predict	VERB
easat-5645	593	31	the	the	DET
easat-5645	593	32	diagnostic	diagnostic	ADJ
easat-5645	593	33	accuracy	accuracy	NOUN
easat-5645	593	34	,	,	PUNCT
easat-5645	593	35	"	"	PUNCT
easat-5645	593	36	international	international	ADJ
easat-5645	593	37	journal	journal	NOUN
easat-5645	593	38	of	of	ADP
easat-5645	593	39	information	information	NOUN
easat-5645	593	40	technology	technology	NOUN
easat-5645	593	41	,	,	PUNCT
easat-5645	593	42	vol	vol	NOUN
easat-5645	593	43	.	.	PROPN
easat-5645	593	44	11	11	NUM
easat-5645	593	45	,	,	PUNCT
easat-5645	593	46	pp	pp	ADJ
easat-5645	593	47	.	.	PUNCT
easat-5645	594	1	535	535	NUM
easat-5645	594	2	-	-	SYM
easat-5645	594	3	540	540	NUM
easat-5645	594	4	,	,	PUNCT
easat-5645	594	5	2019	2019	NUM
easat-5645	594	6	.	.	PUNCT
easat-5645	595	1	[	[	X
easat-5645	595	2	21	21	NUM
easat-5645	595	3	]	]	X
easat-5645	595	4	g.	g.	NOUN
easat-5645	595	5	manogaran	manogaran	PROPN
easat-5645	595	6	and	and	CCONJ
easat-5645	595	7	d.	d.	PROPN
easat-5645	595	8	lopez	lopez	PROPN
easat-5645	595	9	,	,	PUNCT
easat-5645	595	10	"	"	PUNCT
easat-5645	595	11	health	health	NOUN
easat-5645	595	12	data	datum	NOUN
easat-5645	595	13	analytics	analytic	NOUN
easat-5645	595	14	using	use	VERB
easat-5645	595	15	scalable	scalable	ADJ
easat-5645	595	16	logistic	logistic	ADJ
easat-5645	595	17	regression	regression	NOUN
easat-5645	595	18	with	with	ADP
easat-5645	595	19	stochastic	stochastic	ADJ
easat-5645	595	20	gradient	gradient	ADJ
easat-5645	595	21	descent	descent	NOUN
easat-5645	595	22	,	,	PUNCT
easat-5645	595	23	"	"	PUNCT
easat-5645	595	24	international	international	ADJ
easat-5645	595	25	journal	journal	NOUN
easat-5645	595	26	of	of	ADP
easat-5645	595	27	advanced	advanced	ADJ
easat-5645	595	28	intelligence	intelligence	NOUN
easat-5645	595	29	paradigms	paradigm	NOUN
easat-5645	595	30	,	,	PUNCT
easat-5645	595	31	vol	vol	NOUN
easat-5645	595	32	.	.	PROPN
easat-5645	595	33	10	10	NUM
easat-5645	595	34	,	,	PUNCT
easat-5645	595	35	no	no	INTJ
easat-5645	595	36	.	.	NOUN
easat-5645	595	37	1	1	NUM
easat-5645	595	38	-	-	SYM
easat-5645	595	39	2	2	NUM
easat-5645	595	40	,	,	PUNCT
easat-5645	595	41	pp	pp	ADJ
easat-5645	595	42	.	.	PUNCT
easat-5645	596	1	118	118	NUM
easat-5645	596	2	-	-	SYM
easat-5645	596	3	132	132	NUM
easat-5645	596	4	,	,	PUNCT
easat-5645	596	5	2018	2018	NUM
easat-5645	596	6	.	.	PUNCT
easat-5645	597	1	https://doi.org/10.1504/ijaip.2018.10010530	https://doi.org/10.1504/ijaip.2018.10010530	PROPN
easat-5645	598	1	[	[	X
easat-5645	598	2	22	22	NUM
easat-5645	598	3	]	]	X
easat-5645	598	4	b.	b.	PROPN
easat-5645	598	5	v.	v.	PROPN
easat-5645	598	6	ravindra	ravindra	PROPN
easat-5645	598	7	,	,	PUNCT
easat-5645	598	8	n.	n.	NOUN
easat-5645	598	9	sriraam	sriraam	NOUN
easat-5645	598	10	,	,	PUNCT
easat-5645	598	11	and	and	CCONJ
easat-5645	598	12	m.	m.	NOUN
easat-5645	598	13	geetha	geetha	PROPN
easat-5645	598	14	,	,	PUNCT
easat-5645	598	15	"	"	PUNCT
easat-5645	598	16	chronic	chronic	ADJ
easat-5645	598	17	kidney	kidney	NOUN
easat-5645	598	18	disease	disease	NOUN
easat-5645	598	19	detection	detection	NOUN
easat-5645	598	20	using	use	VERB
easat-5645	598	21	back	back	ADP
easat-5645	598	22	propagation	propagation	NOUN
easat-5645	598	23	neural	neural	ADJ
easat-5645	598	24	network	network	NOUN
easat-5645	598	25	classifier	classifier	NOUN
easat-5645	598	26	,	,	PUNCT
easat-5645	598	27	"	"	PUNCT
easat-5645	598	28	presented	present	VERB
easat-5645	598	29	at	at	ADP
easat-5645	598	30	the	the	DET
easat-5645	598	31	international	international	ADJ
easat-5645	598	32	conference	conference	NOUN
easat-5645	598	33	on	on	ADP
easat-5645	598	34	communication	communication	NOUN
easat-5645	598	35	,	,	PUNCT
easat-5645	598	36	computing	computing	NOUN
easat-5645	598	37	and	and	CCONJ
easat-5645	598	38	internet	internet	NOUN
easat-5645	598	39	of	of	ADP
easat-5645	598	40	things	thing	NOUN
easat-5645	598	41	(	(	PUNCT
easat-5645	598	42	ic3iot	ic3iot	NOUN
easat-5645	598	43	)	)	PUNCT
easat-5645	598	44	,	,	PUNCT
easat-5645	598	45	2018	2018	NUM
easat-5645	598	46	.	.	PUNCT
easat-5645	599	1	[	[	X
easat-5645	599	2	23	23	NUM
easat-5645	599	3	]	]	X
easat-5645	599	4	s.	s.	PROPN
easat-5645	599	5	kaul	kaul	PROPN
easat-5645	599	6	and	and	CCONJ
easat-5645	599	7	k.	k.	PROPN
easat-5645	599	8	yogesh	yogesh	PROPN
easat-5645	599	9	,	,	PUNCT
easat-5645	599	10	"	"	PUNCT
easat-5645	599	11	nature	nature	NOUN
easat-5645	599	12	-	-	PUNCT
easat-5645	599	13	inspired	inspire	VERB
easat-5645	599	14	metaheuristic	metaheuristic	ADJ
easat-5645	599	15	algorithms	algorithm	NOUN
easat-5645	599	16	for	for	ADP
easat-5645	599	17	constraint	constraint	NOUN
easat-5645	599	18	handling	handling	NOUN
easat-5645	599	19	:	:	PUNCT
easat-5645	599	20	challenges	challenge	NOUN
easat-5645	599	21	,	,	PUNCT
easat-5645	599	22	issues	issue	NOUN
easat-5645	599	23	,	,	PUNCT
easat-5645	599	24	and	and	CCONJ
easat-5645	599	25	research	research	NOUN
easat-5645	599	26	perspective	perspective	NOUN
easat-5645	599	27	constraint	constraint	NOUN
easat-5645	599	28	handling	handling	NOUN
easat-5645	599	29	in	in	ADP
easat-5645	599	30	metaheuristics	metaheuristic	NOUN
easat-5645	599	31	and	and	CCONJ
easat-5645	599	32	applications	application	NOUN
easat-5645	599	33	.	.	PUNCT
easat-5645	599	34	"	"	PUNCT
easat-5645	600	1	singapore	singapore	PROPN
easat-5645	600	2	:	:	PUNCT
easat-5645	600	3	springer	springer	NOUN
easat-5645	600	4	,	,	PUNCT
easat-5645	600	5	2021	2021	NUM
easat-5645	600	6	,	,	PUNCT
easat-5645	600	7	pp	pp	ADJ
easat-5645	600	8	.	.	PUNCT
easat-5645	601	1	55	55	NUM
easat-5645	601	2	-	-	SYM
easat-5645	601	3	80	80	NUM
easat-5645	601	4	.	.	PUNCT
easat-5645	602	1	[	[	X
easat-5645	602	2	24	24	NUM
easat-5645	602	3	]	]	X
easat-5645	602	4	w.	w.	PROPN
easat-5645	602	5	xing	xing	PROPN
easat-5645	602	6	and	and	CCONJ
easat-5645	602	7	y.	y.	PROPN
easat-5645	602	8	bei	bei	PROPN
easat-5645	602	9	,	,	PUNCT
easat-5645	602	10	"	"	PUNCT
easat-5645	602	11	medical	medical	ADJ
easat-5645	602	12	health	health	NOUN
easat-5645	602	13	big	big	ADJ
easat-5645	602	14	data	data	NOUN
easat-5645	602	15	classification	classification	NOUN
easat-5645	602	16	based	base	VERB
easat-5645	602	17	on	on	ADP
easat-5645	602	18	knn	knn	PROPN
easat-5645	602	19	classification	classification	NOUN
easat-5645	602	20	algorithm	algorithm	NOUN
easat-5645	602	21	,	,	PUNCT
easat-5645	602	22	"	"	PUNCT
easat-5645	602	23	ieee	ieee	NOUN
easat-5645	602	24	access	access	NOUN
easat-5645	602	25	,	,	PUNCT
easat-5645	602	26	vol	vol	NOUN
easat-5645	602	27	.	.	PROPN
easat-5645	602	28	8	8	NUM
easat-5645	602	29	,	,	PUNCT
easat-5645	602	30	pp	pp	ADJ
easat-5645	602	31	.	.	PUNCT
easat-5645	602	32	28808	28808	NUM
easat-5645	602	33	-	-	SYM
easat-5645	602	34	28819	28819	NUM
easat-5645	602	35	,	,	PUNCT
easat-5645	602	36	2019	2019	NUM
easat-5645	602	37	.	.	PUNCT
easat-5645	603	1	[	[	X
easat-5645	603	2	25	25	NUM
easat-5645	603	3	]	]	X
easat-5645	603	4	s.	s.	PROPN
easat-5645	603	5	lakshmanaprabu	lakshmanaprabu	PROPN
easat-5645	603	6	,	,	PUNCT
easat-5645	603	7	k.	k.	PROPN
easat-5645	603	8	shankar	shankar	PROPN
easat-5645	603	9	,	,	PUNCT
easat-5645	603	10	m.	m.	PROPN
easat-5645	603	11	ilayaraja	ilayaraja	PROPN
easat-5645	603	12	,	,	PUNCT
easat-5645	603	13	a.	a.	PROPN
easat-5645	603	14	w.	w.	PROPN
easat-5645	603	15	nasir	nasir	PROPN
easat-5645	603	16	,	,	PUNCT
easat-5645	603	17	v.	v.	PROPN
easat-5645	603	18	vijayakumar	vijayakumar	PROPN
easat-5645	603	19	,	,	PUNCT
easat-5645	603	20	and	and	CCONJ
easat-5645	603	21	n.	n.	PROPN
easat-5645	603	22	chilamkurti	chilamkurti	PROPN
easat-5645	603	23	,	,	PUNCT
easat-5645	603	24	"	"	PUNCT
easat-5645	603	25	random	random	ADJ
easat-5645	603	26	forest	forest	NOUN
easat-5645	603	27	for	for	ADP
easat-5645	603	28	big	big	ADJ
easat-5645	603	29	data	datum	NOUN
easat-5645	603	30	classification	classification	NOUN
easat-5645	603	31	in	in	ADP
easat-5645	603	32	the	the	DET
easat-5645	603	33	internet	internet	NOUN
easat-5645	603	34	of	of	ADP
easat-5645	603	35	things	thing	NOUN
easat-5645	603	36	using	use	VERB
easat-5645	603	37	optimal	optimal	ADJ
easat-5645	603	38	features	feature	NOUN
easat-5645	603	39	,	,	PUNCT
easat-5645	603	40	"	"	PUNCT
easat-5645	603	41	international	international	ADJ
easat-5645	603	42	journal	journal	NOUN
easat-5645	603	43	of	of	ADP
easat-5645	603	44	machine	machine	NOUN
easat-5645	603	45	learning	learning	NOUN
easat-5645	603	46	and	and	CCONJ
easat-5645	603	47	cybernetics	cybernetic	NOUN
easat-5645	603	48	,	,	PUNCT
easat-5645	603	49	vol	vol	NOUN
easat-5645	603	50	.	.	PROPN
easat-5645	603	51	10	10	NUM
easat-5645	603	52	,	,	PUNCT
easat-5645	603	53	no	no	INTJ
easat-5645	603	54	.	.	NOUN
easat-5645	603	55	10	10	NUM
easat-5645	603	56	,	,	PUNCT
easat-5645	603	57	pp	pp	ADJ
easat-5645	603	58	.	.	PUNCT
easat-5645	604	1	2609	2609	NUM
easat-5645	604	2	-	-	SYM
easat-5645	604	3	2618	2618	NUM
easat-5645	604	4	,	,	PUNCT
easat-5645	604	5	2019	2019	NUM
easat-5645	604	6	.	.	PUNCT
easat-5645	605	1	https://doi.org/10.1186/s40537-019-0217-0	https://doi.org/10.1186/s40537-019-0217-0	NUM
easat-5645	605	2	https://doi.org/10.1016/j.jksuci.2017.12.007	https://doi.org/10.1016/j.jksuci.2017.12.007	NOUN
easat-5645	605	3	https://doi.org/10.1016/j.dsx.2020.04.012	https://doi.org/10.1016/j.dsx.2020.04.012	NOUN
easat-5645	605	4	https://doi.org/10.1080/20479700.2020.1810453	https://doi.org/10.1080/20479700.2020.1810453	NOUN
easat-5645	605	5	https://doi.org/10.1007/s11277-021-08708-5	https://doi.org/10.1007/s11277-021-08708-5	PROPN
easat-5645	606	1	https://doi.org/10.1109/access.2020.3042273	https://doi.org/10.1109/access.2020.3042273	PROPN
easat-5645	606	2	https://doi.org/10.1007/s00330-021-08049-8	https://doi.org/10.1007/s00330-021-08049-8	NUM
easat-5645	606	3	https://doi.org/10.1016/j.eswa.2017.11.001	https://doi.org/10.1016/j.eswa.2017.11.001	PROPN
easat-5645	606	4	https://doi.org/10.1504/ijaip.2018.10010530	https://doi.org/10.1504/ijaip.2018.10010530	PROPN
easat-5645	606	5	1620	1620	NUM
easat-5645	606	6	edelweiss	edelweiss	PROPN
easat-5645	606	7	applied	apply	VERB
easat-5645	606	8	science	science	NOUN
easat-5645	606	9	and	and	CCONJ
easat-5645	606	10	technology	technology	NOUN
easat-5645	606	11	issn	issn	PROPN
easat-5645	606	12	:	:	PUNCT
easat-5645	606	13	2576	2576	NUM
easat-5645	606	14	-	-	SYM
easat-5645	606	15	8484	8484	NUM
easat-5645	606	16	vol	vol	NOUN
easat-5645	606	17	.	.	PROPN
easat-5645	607	1	9	9	NUM
easat-5645	607	2	,	,	PUNCT
easat-5645	607	3	no	no	INTJ
easat-5645	607	4	.	.	NOUN
easat-5645	608	1	3	3	NUM
easat-5645	608	2	:	:	SYM
easat-5645	608	3	1593	1593	NUM
easat-5645	608	4	-	-	SYM
easat-5645	608	5	1620	1620	NUM
easat-5645	608	6	,	,	PUNCT
easat-5645	608	7	2025	2025	NUM
easat-5645	608	8	doi	doi	NOUN
easat-5645	608	9	:	:	PUNCT
easat-5645	608	10	10.55214/25768484.v9i3.5645	10.55214/25768484.v9i3.5645	NUM
easat-5645	608	11	©	©	NOUN
easat-5645	608	12	2025	2025	NUM
easat-5645	608	13	by	by	ADP
easat-5645	608	14	the	the	DET
easat-5645	608	15	author	author	NOUN
easat-5645	608	16	;	;	PUNCT
easat-5645	608	17	licensee	licensee	PROPN
easat-5645	608	18	learning	learning	NOUN
easat-5645	608	19	gate	gate	NOUN
easat-5645	609	1	[	[	X
easat-5645	609	2	26	26	NUM
easat-5645	609	3	]	]	X
easat-5645	609	4	f.	f.	PROPN
easat-5645	609	5	ali	ali	PROPN
easat-5645	609	6	et	et	PROPN
easat-5645	609	7	al	al	PROPN
easat-5645	609	8	.	.	PROPN
easat-5645	609	9	,	,	PUNCT
easat-5645	609	10	"	"	PUNCT
easat-5645	609	11	an	an	DET
easat-5645	609	12	intelligent	intelligent	ADJ
easat-5645	609	13	healthcare	healthcare	NOUN
easat-5645	609	14	monitoring	monitor	VERB
easat-5645	609	15	framework	framework	NOUN
easat-5645	609	16	using	use	VERB
easat-5645	609	17	wearable	wearable	ADJ
easat-5645	609	18	sensors	sensor	NOUN
easat-5645	609	19	and	and	CCONJ
easat-5645	609	20	social	social	ADJ
easat-5645	609	21	networking	network	VERB
easat-5645	609	22	data	datum	NOUN
easat-5645	609	23	,	,	PUNCT
easat-5645	609	24	"	"	PUNCT
easat-5645	609	25	future	future	ADJ
easat-5645	609	26	generation	generation	NOUN
easat-5645	609	27	computer	computer	NOUN
easat-5645	609	28	systems	system	NOUN
easat-5645	609	29	,	,	PUNCT
easat-5645	609	30	vol	vol	NOUN
easat-5645	609	31	.	.	PROPN
easat-5645	609	32	114	114	NUM
easat-5645	609	33	,	,	PUNCT
easat-5645	609	34	pp	pp	ADJ
easat-5645	609	35	.	.	PUNCT
easat-5645	610	1	23	23	NUM
easat-5645	610	2	-	-	SYM
easat-5645	610	3	43	43	NUM
easat-5645	610	4	,	,	PUNCT
easat-5645	610	5	2021	2021	NUM
easat-5645	610	6	.	.	PUNCT
easat-5645	611	1	[	[	X
easat-5645	611	2	27	27	NUM
easat-5645	611	3	]	]	X
easat-5645	611	4	r.	r.	PROPN
easat-5645	611	5	thanga	thanga	PROPN
easat-5645	611	6	selvi	selvi	PROPN
easat-5645	611	7	and	and	CCONJ
easat-5645	611	8	i.	i.	PROPN
easat-5645	611	9	muthulakshmi	muthulakshmi	PROPN
easat-5645	611	10	,	,	PUNCT
easat-5645	611	11	"	"	PUNCT
easat-5645	611	12	retracted	retracted	ADJ
easat-5645	611	13	article	article	NOUN
easat-5645	611	14	:	:	PUNCT
easat-5645	611	15	an	an	DET
easat-5645	611	16	optimal	optimal	ADJ
easat-5645	611	17	artificial	artificial	ADJ
easat-5645	611	18	neural	neural	ADJ
easat-5645	611	19	network	network	NOUN
easat-5645	611	20	based	base	VERB
easat-5645	611	21	big	big	ADJ
easat-5645	611	22	data	data	NOUN
easat-5645	611	23	application	application	NOUN
easat-5645	611	24	for	for	ADP
easat-5645	611	25	heart	heart	NOUN
easat-5645	611	26	disease	disease	NOUN
easat-5645	611	27	diagnosis	diagnosis	NOUN
easat-5645	611	28	and	and	CCONJ
easat-5645	611	29	classification	classification	NOUN
easat-5645	611	30	model	model	NOUN
easat-5645	611	31	,	,	PUNCT
easat-5645	611	32	"	"	PUNCT
easat-5645	611	33	journal	journal	NOUN
easat-5645	611	34	of	of	ADP
easat-5645	611	35	ambient	ambient	ADJ
easat-5645	611	36	intelligence	intelligence	NOUN
easat-5645	611	37	and	and	CCONJ
easat-5645	611	38	humanized	humanize	VERB
easat-5645	611	39	computing	computing	NOUN
easat-5645	611	40	,	,	PUNCT
easat-5645	611	41	vol	vol	NOUN
easat-5645	611	42	.	.	PROPN
easat-5645	611	43	12	12	NUM
easat-5645	611	44	,	,	PUNCT
easat-5645	611	45	no	no	INTJ
easat-5645	611	46	.	.	NOUN
easat-5645	611	47	6	6	NUM
easat-5645	611	48	,	,	PUNCT
easat-5645	611	49	pp	pp	ADJ
easat-5645	611	50	.	.	PUNCT
easat-5645	612	1	6129	6129	NUM
easat-5645	612	2	-	-	SYM
easat-5645	612	3	6139	6139	NUM
easat-5645	612	4	,	,	PUNCT
easat-5645	612	5	2021	2021	NUM
easat-5645	612	6	.	.	PUNCT
easat-5645	613	1	https://doi.org/10.1007/s12652-020-02181-x	https://doi.org/10.1007/s12652-020-02181-x	NOUN
easat-5645	614	1	[	[	X
easat-5645	614	2	28	28	NUM
easat-5645	614	3	]	]	X
easat-5645	614	4	p.	p.	NOUN
easat-5645	614	5	galetsi	galetsi	PROPN
easat-5645	614	6	,	,	PUNCT
easat-5645	614	7	k.	k.	PROPN
easat-5645	614	8	katsaliaki	katsaliaki	PROPN
easat-5645	614	9	,	,	PUNCT
easat-5645	614	10	and	and	CCONJ
easat-5645	614	11	s.	s.	PROPN
easat-5645	614	12	kumar	kumar	PROPN
easat-5645	614	13	,	,	PUNCT
easat-5645	614	14	"	"	PUNCT
easat-5645	614	15	big	big	ADJ
easat-5645	614	16	data	datum	NOUN
easat-5645	614	17	analytics	analytic	NOUN
easat-5645	614	18	in	in	ADP
easat-5645	614	19	health	health	NOUN
easat-5645	614	20	sector	sector	NOUN
easat-5645	614	21	:	:	PUNCT
easat-5645	614	22	theoretical	theoretical	ADJ
easat-5645	614	23	framework	framework	NOUN
easat-5645	614	24	,	,	PUNCT
easat-5645	614	25	techniques	technique	NOUN
easat-5645	614	26	and	and	CCONJ
easat-5645	614	27	prospects	prospect	NOUN
easat-5645	614	28	,	,	PUNCT
easat-5645	614	29	"	"	PUNCT
easat-5645	614	30	international	international	ADJ
easat-5645	614	31	journal	journal	NOUN
easat-5645	614	32	of	of	ADP
easat-5645	614	33	information	information	NOUN
easat-5645	614	34	management	management	NOUN
easat-5645	614	35	,	,	PUNCT
easat-5645	614	36	vol	vol	NOUN
easat-5645	614	37	.	.	PROPN
easat-5645	614	38	50	50	NUM
easat-5645	614	39	,	,	PUNCT
easat-5645	614	40	pp	pp	ADJ
easat-5645	614	41	.	.	PUNCT
easat-5645	615	1	206	206	NUM
easat-5645	615	2	-	-	SYM
easat-5645	615	3	216	216	NUM
easat-5645	615	4	,	,	PUNCT
easat-5645	615	5	2020	2020	NUM
easat-5645	615	6	.	.	PUNCT
easat-5645	616	1	[	[	X
easat-5645	616	2	29	29	NUM
easat-5645	616	3	]	]	X
easat-5645	616	4	s.	s.	PROPN
easat-5645	616	5	oniani	oniani	PROPN
easat-5645	616	6	,	,	PUNCT
easat-5645	616	7	"	"	PUNCT
easat-5645	616	8	artificial	artificial	ADJ
easat-5645	616	9	intelligence	intelligence	NOUN
easat-5645	616	10	for	for	ADP
easat-5645	616	11	internet	internet	NOUN
easat-5645	616	12	of	of	ADP
easat-5645	616	13	things	thing	NOUN
easat-5645	616	14	and	and	CCONJ
easat-5645	616	15	enhanced	enhance	VERB
easat-5645	616	16	medical	medical	ADJ
easat-5645	616	17	systems	system	NOUN
easat-5645	616	18	bio	bio	NOUN
easat-5645	616	19	-	-	PUNCT
easat-5645	616	20	inspired	inspire	VERB
easat-5645	616	21	neurocomputing	neurocomputing	NOUN
easat-5645	616	22	.	.	PUNCT
easat-5645	616	23	"	"	PUNCT
easat-5645	617	1	singapore	singapore	PROPN
easat-5645	617	2	:	:	PUNCT
easat-5645	617	3	springer	springer	NOUN
easat-5645	617	4	,	,	PUNCT
easat-5645	617	5	2021	2021	NUM
easat-5645	617	6	,	,	PUNCT
easat-5645	617	7	pp	pp	ADV
easat-5645	617	8	.	.	PUNCT
easat-5645	618	1	43	43	NUM
easat-5645	618	2	-	-	SYM
easat-5645	618	3	59	59	NUM
easat-5645	618	4	.	.	PUNCT
easat-5645	619	1	[	[	X
easat-5645	619	2	30	30	NUM
easat-5645	619	3	]	]	X
easat-5645	619	4	r.	r.	PROPN
easat-5645	619	5	mukherjee	mukherjee	PROPN
easat-5645	619	6	et	et	PROPN
easat-5645	619	7	al	al	PROPN
easat-5645	619	8	.	.	PROPN
easat-5645	619	9	,	,	PUNCT
easat-5645	619	10	"	"	PUNCT
easat-5645	619	11	iot	iot	ADJ
easat-5645	619	12	-	-	PUNCT
easat-5645	619	13	cloud	cloud	NOUN
easat-5645	619	14	based	base	VERB
easat-5645	619	15	healthcare	healthcare	NOUN
easat-5645	619	16	model	model	NOUN
easat-5645	619	17	for	for	ADP
easat-5645	619	18	covid-19	covid-19	PROPN
easat-5645	619	19	detection	detection	NOUN
easat-5645	619	20	:	:	PUNCT
easat-5645	619	21	an	an	DET
easat-5645	619	22	enhanced	enhanced	ADJ
easat-5645	619	23	k	k	NOUN
easat-5645	619	24	-	-	PUNCT
easat-5645	619	25	nearest	near	ADJ
easat-5645	619	26	neighbour	neighbour	NOUN
easat-5645	619	27	classifier	classifier	NOUN
easat-5645	619	28	based	base	VERB
easat-5645	619	29	approach	approach	NOUN
easat-5645	619	30	,	,	PUNCT
easat-5645	619	31	"	"	PUNCT
easat-5645	619	32	computing	computing	NOUN
easat-5645	619	33	,	,	PUNCT
easat-5645	619	34	pp	pp	ADJ
easat-5645	619	35	.	.	PUNCT
easat-5645	620	1	1	1	NUM
easat-5645	620	2	-	-	SYM
easat-5645	620	3	21	21	NUM
easat-5645	620	4	,	,	PUNCT
easat-5645	620	5	2023	2023	NUM
easat-5645	620	6	.	.	PUNCT
easat-5645	621	1	https://doi.org/10.1007/s00607-021-00951-9	https://doi.org/10.1007/s00607-021-00951-9	PUNCT
easat-5645	622	1	[	[	X
easat-5645	622	2	31	31	NUM
easat-5645	622	3	]	]	PUNCT
easat-5645	622	4	s.	s.	PROPN
easat-5645	622	5	elghamrawy	elghamrawy	PROPN
easat-5645	622	6	,	,	PUNCT
easat-5645	622	7	"	"	PUNCT
easat-5645	622	8	an	an	DET
easat-5645	622	9	h	h	NOUN
easat-5645	622	10	2	2	NUM
easat-5645	622	11	o	o	NOUN
easat-5645	622	12	’s	’s	PART
easat-5645	622	13	deep	deep	ADJ
easat-5645	622	14	learning	learning	NOUN
easat-5645	622	15	-	-	PUNCT
easat-5645	622	16	inspired	inspire	VERB
easat-5645	622	17	model	model	NOUN
easat-5645	622	18	based	base	VERB
easat-5645	622	19	on	on	ADP
easat-5645	622	20	big	big	ADJ
easat-5645	622	21	data	datum	NOUN
easat-5645	622	22	analytics	analytic	NOUN
easat-5645	622	23	for	for	ADP
easat-5645	622	24	coronavirus	coronavirus	NOUN
easat-5645	622	25	disease	disease	NOUN
easat-5645	622	26	(	(	PUNCT
easat-5645	622	27	covid19	covid19	NOUN
easat-5645	622	28	)	)	PUNCT
easat-5645	622	29	diagnosis	diagnosis	NOUN
easat-5645	622	30	big	big	ADJ
easat-5645	622	31	data	datum	NOUN
easat-5645	622	32	analytics	analytic	NOUN
easat-5645	622	33	and	and	CCONJ
easat-5645	622	34	artificial	artificial	ADJ
easat-5645	622	35	intelligence	intelligence	NOUN
easat-5645	622	36	against	against	ADP
easat-5645	622	37	covid-19	covid-19	PROPN
easat-5645	622	38	:	:	PUNCT
easat-5645	622	39	innovation	innovation	NOUN
easat-5645	622	40	vision	vision	NOUN
easat-5645	622	41	and	and	CCONJ
easat-5645	622	42	approach	approach	NOUN
easat-5645	622	43	.	.	PUNCT
easat-5645	622	44	"	"	PUNCT
easat-5645	623	1	cham	cham	PROPN
easat-5645	623	2	:	:	PUNCT
easat-5645	623	3	springer	springer	NOUN
easat-5645	623	4	,	,	PUNCT
easat-5645	623	5	2020	2020	NUM
easat-5645	623	6	,	,	PUNCT
easat-5645	623	7	pp	pp	ADJ
easat-5645	623	8	.	.	PUNCT
easat-5645	624	1	263	263	NUM
easat-5645	624	2	-	-	SYM
easat-5645	624	3	279	279	NUM
easat-5645	624	4	.	.	PUNCT
easat-5645	625	1	[	[	X
easat-5645	625	2	32	32	NUM
easat-5645	625	3	]	]	PUNCT
easat-5645	625	4	t.	t.	PROPN
easat-5645	625	5	a.	a.	PROPN
easat-5645	625	6	ahanger	ahanger	PROPN
easat-5645	625	7	,	,	PUNCT
easat-5645	625	8	"	"	PUNCT
easat-5645	625	9	a	a	DET
easat-5645	625	10	novel	novel	ADJ
easat-5645	625	11	iot	iot	ADJ
easat-5645	625	12	–	–	PUNCT
easat-5645	625	13	fog	fog	NOUN
easat-5645	625	14	–	–	PUNCT
easat-5645	625	15	cloud	cloud	NOUN
easat-5645	625	16	-	-	PUNCT
easat-5645	625	17	based	base	VERB
easat-5645	625	18	healthcare	healthcare	NOUN
easat-5645	625	19	system	system	NOUN
easat-5645	625	20	for	for	ADP
easat-5645	625	21	monitoring	monitoring	NOUN
easat-5645	625	22	and	and	CCONJ
easat-5645	625	23	predicting	predict	VERB
easat-5645	625	24	covid-19	covid-19	PROPN
easat-5645	625	25	outspread	outspread	NOUN
easat-5645	625	26	,	,	PUNCT
easat-5645	625	27	"	"	PUNCT
easat-5645	625	28	the	the	DET
easat-5645	625	29	journal	journal	NOUN
easat-5645	625	30	of	of	ADP
easat-5645	625	31	supercomputing	supercomputing	NOUN
easat-5645	625	32	pp	pp	X
easat-5645	625	33	.	.	PUNCT
easat-5645	626	1	1	1	NUM
easat-5645	626	2	-	-	SYM
easat-5645	626	3	24	24	NUM
easat-5645	626	4	,	,	PUNCT
easat-5645	626	5	2021	2021	NUM
easat-5645	626	6	.	.	PUNCT
easat-5645	627	1	[	[	X
easat-5645	627	2	33	33	NUM
easat-5645	627	3	]	]	X
easat-5645	627	4	e.	e.	PROPN
easat-5645	627	5	m.	m.	PROPN
easat-5645	627	6	hassib	hassib	PROPN
easat-5645	627	7	,	,	PUNCT
easat-5645	627	8	a.	a.	PROPN
easat-5645	627	9	i.	i.	PROPN
easat-5645	627	10	el	el	PROPN
easat-5645	627	11	-	-	PROPN
easat-5645	627	12	desouky	desouky	PROPN
easat-5645	627	13	,	,	PUNCT
easat-5645	627	14	l.	l.	PROPN
easat-5645	627	15	m.	m.	PROPN
easat-5645	627	16	labib	labib	PROPN
easat-5645	627	17	,	,	PUNCT
easat-5645	627	18	and	and	CCONJ
easat-5645	627	19	e.-s	e.-	NOUN
easat-5645	627	20	.	.	PUNCT
easat-5645	628	1	m.	m.	NOUN
easat-5645	628	2	el	el	PROPN
easat-5645	628	3	-	-	PROPN
easat-5645	628	4	kenawy	kenawy	PROPN
easat-5645	628	5	,	,	PUNCT
easat-5645	628	6	"	"	PUNCT
easat-5645	628	7	woa+	woa+	NOUN
easat-5645	628	8	brnn	brnn	NOUN
easat-5645	628	9	:	:	PUNCT
easat-5645	628	10	an	an	DET
easat-5645	628	11	imbalanced	imbalanced	ADJ
easat-5645	628	12	big	big	ADJ
easat-5645	628	13	data	datum	NOUN
easat-5645	628	14	classification	classification	NOUN
easat-5645	628	15	framework	framework	NOUN
easat-5645	628	16	using	use	VERB
easat-5645	628	17	whale	whale	NOUN
easat-5645	628	18	optimization	optimization	NOUN
easat-5645	628	19	and	and	CCONJ
easat-5645	628	20	deep	deep	ADJ
easat-5645	628	21	neural	neural	ADJ
easat-5645	628	22	network	network	NOUN
easat-5645	628	23	,	,	PUNCT
easat-5645	628	24	"	"	PUNCT
easat-5645	628	25	soft	soft	ADJ
easat-5645	628	26	computing	computing	NOUN
easat-5645	628	27	,	,	PUNCT
easat-5645	628	28	vol	vol	NOUN
easat-5645	628	29	.	.	PROPN
easat-5645	629	1	24	24	NUM
easat-5645	629	2	,	,	PUNCT
easat-5645	629	3	no	no	INTJ
easat-5645	629	4	.	.	NOUN
easat-5645	629	5	8	8	NUM
easat-5645	629	6	,	,	PUNCT
easat-5645	629	7	pp	pp	ADJ
easat-5645	629	8	.	.	PUNCT
easat-5645	630	1	55735592	55735592	NUM
easat-5645	630	2	,	,	PUNCT
easat-5645	630	3	2020	2020	NUM
easat-5645	630	4	.	.	PUNCT
easat-5645	631	1	https://doi.org/10.1007/s00500-019-03901-y	https://doi.org/10.1007/s00500-019-03901-y	NOUN
easat-5645	632	1	[	[	X
easat-5645	632	2	34	34	NUM
easat-5645	632	3	]	]	X
easat-5645	632	4	s.	s.	PROPN
easat-5645	632	5	lakshmanaprabu	lakshmanaprabu	PROPN
easat-5645	632	6	,	,	PUNCT
easat-5645	632	7	s.	s.	PROPN
easat-5645	632	8	n.	n.	PROPN
easat-5645	632	9	mohanty	mohanty	PROPN
easat-5645	632	10	,	,	PUNCT
easat-5645	632	11	s.	s.	PROPN
easat-5645	632	12	krishnamoorthy	krishnamoorthy	PROPN
easat-5645	632	13	,	,	PUNCT
easat-5645	632	14	j.	j.	PROPN
easat-5645	632	15	uthayakumar	uthayakumar	PROPN
easat-5645	632	16	,	,	PUNCT
easat-5645	632	17	and	and	CCONJ
easat-5645	632	18	k.	k.	PROPN
easat-5645	632	19	shankar	shankar	PROPN
easat-5645	632	20	,	,	PUNCT
easat-5645	632	21	"	"	PUNCT
easat-5645	632	22	online	online	ADJ
easat-5645	632	23	clinical	clinical	ADJ
easat-5645	632	24	decision	decision	NOUN
easat-5645	632	25	support	support	NOUN
easat-5645	632	26	system	system	NOUN
easat-5645	632	27	using	use	VERB
easat-5645	632	28	optimal	optimal	ADJ
easat-5645	632	29	deep	deep	ADJ
easat-5645	632	30	neural	neural	ADJ
easat-5645	632	31	networks	network	NOUN
easat-5645	632	32	,	,	PUNCT
easat-5645	632	33	"	"	PUNCT
easat-5645	632	34	applied	apply	VERB
easat-5645	632	35	soft	soft	ADJ
easat-5645	632	36	computing	computing	NOUN
easat-5645	632	37	,	,	PUNCT
easat-5645	632	38	vol	vol	NOUN
easat-5645	632	39	.	.	PROPN
easat-5645	632	40	81	81	NUM
easat-5645	632	41	,	,	PUNCT
easat-5645	632	42	p.	p.	NOUN
easat-5645	632	43	105487	105487	NUM
easat-5645	632	44	,	,	PUNCT
easat-5645	632	45	2019	2019	NUM
easat-5645	632	46	.	.	PUNCT
easat-5645	633	1	[	[	X
easat-5645	633	2	35	35	NUM
easat-5645	633	3	]	]	X
easat-5645	633	4	s.	s.	PROPN
easat-5645	633	5	m.	m.	PROPN
easat-5645	633	6	mujeeb	mujeeb	PROPN
easat-5645	633	7	,	,	PUNCT
easat-5645	633	8	r.	r.	PROPN
easat-5645	633	9	praveen	praveen	PROPN
easat-5645	633	10	sam	sam	PROPN
easat-5645	633	11	,	,	PUNCT
easat-5645	633	12	and	and	CCONJ
easat-5645	633	13	k.	k.	PROPN
easat-5645	633	14	madhavi	madhavi	PROPN
easat-5645	633	15	,	,	PUNCT
easat-5645	633	16	"	"	PUNCT
easat-5645	633	17	adaptive	adaptive	ADJ
easat-5645	633	18	exponential	exponential	ADJ
easat-5645	633	19	bat	bat	NOUN
easat-5645	633	20	algorithm	algorithm	NOUN
easat-5645	633	21	and	and	CCONJ
easat-5645	633	22	deep	deep	ADJ
easat-5645	633	23	learning	learning	NOUN
easat-5645	633	24	for	for	ADP
easat-5645	633	25	big	big	ADJ
easat-5645	633	26	data	datum	NOUN
easat-5645	633	27	classification	classification	NOUN
easat-5645	633	28	,	,	PUNCT
easat-5645	633	29	"	"	PUNCT
easat-5645	633	30	sādhanā	sādhanā	ADJ
easat-5645	633	31	,	,	PUNCT
easat-5645	633	32	vol	vol	NOUN
easat-5645	633	33	.	.	PROPN
easat-5645	634	1	46	46	NUM
easat-5645	634	2	,	,	PUNCT
easat-5645	634	3	no	no	INTJ
easat-5645	634	4	.	.	NOUN
easat-5645	634	5	1	1	NUM
easat-5645	634	6	,	,	PUNCT
easat-5645	634	7	p.	p.	NOUN
easat-5645	634	8	15	15	NUM
easat-5645	634	9	,	,	PUNCT
easat-5645	634	10	2021	2021	NUM
easat-5645	634	11	.	.	PUNCT
easat-5645	635	1	https://doi.org/10.1007/s12046-020-01521-z	https://doi.org/10.1007/s12046-020-01521-z	PROPN
easat-5645	636	1	[	[	X
easat-5645	636	2	36	36	NUM
easat-5645	636	3	]	]	X
easat-5645	636	4	g.	g.	PROPN
easat-5645	636	5	chen	chen	PROPN
easat-5645	636	6	et	et	PROPN
easat-5645	636	7	al	al	PROPN
easat-5645	636	8	.	.	PROPN
easat-5645	636	9	,	,	PUNCT
easat-5645	636	10	"	"	PUNCT
easat-5645	636	11	prediction	prediction	NOUN
easat-5645	636	12	of	of	ADP
easat-5645	636	13	chronic	chronic	ADJ
easat-5645	636	14	kidney	kidney	NOUN
easat-5645	636	15	disease	disease	NOUN
easat-5645	636	16	using	use	VERB
easat-5645	636	17	adaptive	adaptive	ADJ
easat-5645	636	18	hybridized	hybridize	VERB
easat-5645	636	19	deep	deep	ADJ
easat-5645	636	20	convolutional	convolutional	ADJ
easat-5645	636	21	neural	neural	ADJ
easat-5645	636	22	network	network	NOUN
easat-5645	636	23	on	on	ADP
easat-5645	636	24	the	the	DET
easat-5645	636	25	internet	internet	NOUN
easat-5645	636	26	of	of	ADP
easat-5645	636	27	medical	medical	ADJ
easat-5645	636	28	things	thing	NOUN
easat-5645	636	29	platform	platform	NOUN
easat-5645	636	30	,	,	PUNCT
easat-5645	636	31	"	"	PUNCT
easat-5645	636	32	ieee	ieee	NOUN
easat-5645	636	33	access	access	NOUN
easat-5645	636	34	,	,	PUNCT
easat-5645	636	35	vol	vol	NOUN
easat-5645	636	36	.	.	PROPN
easat-5645	636	37	8	8	NUM
easat-5645	636	38	,	,	PUNCT
easat-5645	636	39	pp	pp	ADJ
easat-5645	636	40	.	.	PUNCT
easat-5645	637	1	100497	100497	NUM
easat-5645	637	2	-	-	SYM
easat-5645	637	3	100508	100508	NUM
easat-5645	637	4	,	,	PUNCT
easat-5645	637	5	2020	2020	NUM
easat-5645	637	6	.	.	PUNCT
easat-5645	638	1	[	[	X
easat-5645	638	2	37	37	NUM
easat-5645	638	3	]	]	PUNCT
easat-5645	638	4	e.	e.	PROPN
easat-5645	638	5	m.	m.	PROPN
easat-5645	638	6	hassib	hassib	PROPN
easat-5645	638	7	,	,	PUNCT
easat-5645	638	8	a.	a.	PROPN
easat-5645	638	9	i.	i.	PROPN
easat-5645	638	10	el	el	PROPN
easat-5645	638	11	-	-	PUNCT
easat-5645	638	12	desouky	desouky	PROPN
easat-5645	638	13	,	,	PUNCT
easat-5645	638	14	e.-s	e.-	NOUN
easat-5645	638	15	.	.	PUNCT
easat-5645	639	1	m.	m.	PROPN
easat-5645	639	2	el	el	PROPN
easat-5645	639	3	-	-	PROPN
easat-5645	639	4	kenawy	kenawy	PROPN
easat-5645	639	5	,	,	PUNCT
easat-5645	639	6	and	and	CCONJ
easat-5645	639	7	s.	s.	PROPN
easat-5645	639	8	m.	m.	PROPN
easat-5645	640	1	el	el	PROPN
easat-5645	640	2	-	-	PUNCT
easat-5645	640	3	ghamrawy	ghamrawy	PROPN
easat-5645	640	4	,	,	PUNCT
easat-5645	640	5	"	"	PUNCT
easat-5645	640	6	an	an	DET
easat-5645	640	7	imbalanced	imbalanced	ADJ
easat-5645	640	8	big	big	ADJ
easat-5645	640	9	data	datum	NOUN
easat-5645	640	10	mining	mining	NOUN
easat-5645	640	11	framework	framework	NOUN
easat-5645	640	12	for	for	ADP
easat-5645	640	13	improving	improve	VERB
easat-5645	640	14	optimization	optimization	NOUN
easat-5645	640	15	algorithms	algorithm	NOUN
easat-5645	640	16	performance	performance	NOUN
easat-5645	640	17	,	,	PUNCT
easat-5645	640	18	"	"	PUNCT
easat-5645	640	19	ieee	ieee	NOUN
easat-5645	640	20	access	access	NOUN
easat-5645	640	21	,	,	PUNCT
easat-5645	640	22	vol	vol	NOUN
easat-5645	640	23	.	.	PROPN
easat-5645	641	1	7	7	NUM
easat-5645	641	2	,	,	PUNCT
easat-5645	641	3	pp	pp	ADJ
easat-5645	641	4	.	.	PUNCT
easat-5645	642	1	170774	170774	NUM
easat-5645	642	2	-	-	SYM
easat-5645	642	3	170795	170795	NUM
easat-5645	642	4	,	,	PUNCT
easat-5645	642	5	2019	2019	NUM
easat-5645	642	6	.	.	PUNCT
easat-5645	643	1	https://doi.org/10.1007/s12652-020-02181-x	https://doi.org/10.1007/s12652-020-02181-x	NOUN
easat-5645	643	2	https://doi.org/10.1007/s00607-021-00951-9	https://doi.org/10.1007/s00607-021-00951-9	PROPN
easat-5645	643	3	https://doi.org/10.1007/s00500-019-03901-y	https://doi.org/10.1007/s00500-019-03901-y	NOUN
easat-5645	643	4	https://doi.org/10.1007/s12046-020-01521-z	https://doi.org/10.1007/s12046-020-01521-z	PROPN