id	sid	tid	token	lemma	pos
easat-8453	1	1	edelweiss	edelweiss	PROPN
easat-8453	1	2	applied	apply	VERB
easat-8453	1	3	science	science	NOUN
easat-8453	1	4	and	and	CCONJ
easat-8453	1	5	technology	technology	NOUN
easat-8453	1	6	issn	issn	PROPN
easat-8453	1	7	:	:	PUNCT
easat-8453	1	8	2576	2576	NUM
easat-8453	1	9	-	-	SYM
easat-8453	1	10	8484	8484	NUM
easat-8453	1	11	vol	vol	NOUN
easat-8453	1	12	.	.	PROPN
easat-8453	2	1	9	9	NUM
easat-8453	2	2	,	,	PUNCT
easat-8453	2	3	no	no	INTJ
easat-8453	2	4	.	.	NOUN
easat-8453	2	5	6	6	NUM
easat-8453	2	6	,	,	PUNCT
easat-8453	2	7	2591	2591	NUM
easat-8453	2	8	-	-	SYM
easat-8453	2	9	2608	2608	NUM
easat-8453	2	10	2025	2025	NUM
easat-8453	2	11	publisher	publisher	NOUN
easat-8453	2	12	:	:	PUNCT
easat-8453	2	13	learning	learn	VERB
easat-8453	2	14	gate	gate	NOUN
easat-8453	2	15	doi	doi	PROPN
easat-8453	2	16	:	:	PUNCT
easat-8453	2	17	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	2	18	©	©	ADP
easat-8453	2	19	2025	2025	NUM
easat-8453	2	20	by	by	ADP
easat-8453	2	21	the	the	DET
easat-8453	2	22	authors	author	NOUN
easat-8453	2	23	;	;	PUNCT
easat-8453	2	24	licensee	licensee	PROPN
easat-8453	2	25	learning	learning	NOUN
easat-8453	2	26	gate	gate	NOUN
easat-8453	3	1	©	©	PROPN
easat-8453	3	2	2025	2025	NUM
easat-8453	3	3	by	by	ADP
easat-8453	3	4	the	the	DET
easat-8453	3	5	authors	author	NOUN
easat-8453	3	6	;	;	PUNCT
easat-8453	3	7	licensee	licensee	PROPN
easat-8453	3	8	learning	learning	NOUN
easat-8453	3	9	gate	gate	NOUN
easat-8453	3	10	history	history	NOUN
easat-8453	3	11	:	:	PUNCT
easat-8453	3	12	received	receive	VERB
easat-8453	3	13	:	:	PUNCT
easat-8453	3	14	3	3	NUM
easat-8453	3	15	april	april	PROPN
easat-8453	3	16	2025	2025	NUM
easat-8453	3	17	;	;	PUNCT
easat-8453	3	18	revised	revise	VERB
easat-8453	3	19	:	:	PUNCT
easat-8453	3	20	5	5	NUM
easat-8453	3	21	june	june	PROPN
easat-8453	3	22	2025	2025	NUM
easat-8453	3	23	;	;	PUNCT
easat-8453	3	24	accepted	accept	VERB
easat-8453	3	25	:	:	PUNCT
easat-8453	3	26	10	10	NUM
easat-8453	3	27	june	june	PROPN
easat-8453	3	28	2025	2025	NUM
easat-8453	3	29	;	;	PUNCT
easat-8453	3	30	published	publish	VERB
easat-8453	3	31	:	:	PUNCT
easat-8453	4	1	30	30	NUM
easat-8453	4	2	june	june	PROPN
easat-8453	4	3	2025	2025	NUM
easat-8453	4	4	*	*	PUNCT
easat-8453	4	5	correspondence	correspondence	NOUN
easat-8453	4	6	:	:	PUNCT
easat-8453	5	1	yafaheju@hotmail.com	yafaheju@hotmail.com	X
easat-8453	5	2	fuzzy	fuzzy	ADJ
easat-8453	5	3	model	model	NOUN
easat-8453	5	4	for	for	ADP
easat-8453	5	5	the	the	DET
easat-8453	5	6	classification	classification	NOUN
easat-8453	5	7	of	of	ADP
easat-8453	5	8	parkinson	parkinson	NOUN
easat-8453	5	9	’s	’s	PART
easat-8453	5	10	disease	disease	NOUN
easat-8453	5	11	based	base	VERB
easat-8453	5	12	on	on	ADP
easat-8453	5	13	voice	voice	NOUN
easat-8453	5	14	signals	signal	NOUN
easat-8453	5	15	yamid	yamid	ADP
easat-8453	5	16	fabián	fabián	NOUN
easat-8453	5	17	hernández	hernández	PROPN
easat-8453	5	18	-	-	PUNCT
easat-8453	5	19	julio1,4	julio1,4	PROPN
easat-8453	5	20	*	*	PROPN
easat-8453	5	21	,	,	PUNCT
easat-8453	5	22	martha	martha	PROPN
easat-8453	5	23	janeth	janeth	PROPN
easat-8453	5	24	prieto	prieto	PROPN
easat-8453	5	25	-	-	PUNCT
easat-8453	5	26	guevara2	guevara2	PROPN
easat-8453	5	27	,	,	PUNCT
easat-8453	5	28	leonardo	leonardo	PROPN
easat-8453	5	29	antonio	antonio	PROPN
easat-8453	5	30	díaz	díaz	PROPN
easat-8453	5	31	-	-	PUNCT
easat-8453	5	32	pertuz1	pertuz1	PROPN
easat-8453	5	33	,	,	PUNCT
easat-8453	5	34	benjamín	benjamín	VERB
easat-8453	5	35	castillo	castillo	PROPN
easat-8453	5	36	-	-	PUNCT
easat-8453	5	37	osorio1	osorio1	PROPN
easat-8453	5	38	,	,	PUNCT
easat-8453	5	39	mauricio	mauricio	PROPN
easat-8453	5	40	barrios	barrios	PROPN
easat-8453	5	41	-	-	PUNCT
easat-8453	5	42	barrios3	barrios3	PROPN
easat-8453	5	43	,	,	PUNCT
easat-8453	5	44	wilson	wilson	PROPN
easat-8453	5	45	nieto	nieto	PROPN
easat-8453	5	46	-	-	PUNCT
easat-8453	5	47	bernal4	bernal4	PROPN
easat-8453	5	48	1facultad	1facultad	NUM
easat-8453	5	49	de	de	PROPN
easat-8453	5	50	ciencias	ciencias	PROPN
easat-8453	5	51	económicas	económicas	PROPN
easat-8453	5	52	,	,	PUNCT
easat-8453	5	53	administrativas	administrativas	PROPN
easat-8453	5	54	y	y	PROPN
easat-8453	5	55	contables	contables	PROPN
easat-8453	5	56	,	,	PUNCT
easat-8453	5	57	universidad	universidad	PROPN
easat-8453	5	58	del	del	PROPN
easat-8453	5	59	sinú	sinú	PROPN
easat-8453	5	60	elías	elías	PROPN
easat-8453	5	61	bechara	bechara	PROPN
easat-8453	5	62	zainúm	zainúm	PROPN
easat-8453	5	63	,	,	PUNCT
easat-8453	5	64	mon	mon	PROPN
easat-8453	5	65	-	-	PUNCT
easat-8453	5	66	tería	tería	NOUN
easat-8453	5	67	,	,	PUNCT
easat-8453	5	68	córdoba	córdoba	PROPN
easat-8453	5	69	230001	230001	NUM
easat-8453	5	70	,	,	PUNCT
easat-8453	5	71	colombia	colombia	PROPN
easat-8453	5	72	;	;	PUNCT
easat-8453	5	73	yafaheju@hotmail.com	yafaheju@hotmail.com	X
easat-8453	5	74	(	(	PUNCT
easat-8453	5	75	y.f.h.j	y.f.h.j	PROPN
easat-8453	5	76	.	.	PROPN
easat-8453	5	77	)	)	PUNCT
easat-8453	5	78	.	.	PUNCT
easat-8453	6	1	2departamento	2departamento	NUM
easat-8453	6	2	de	de	PROPN
easat-8453	6	3	ciencias	ciencias	PROPN
easat-8453	6	4	acuícolas	acuícolas	PROPN
easat-8453	6	5	–	–	PUNCT
easat-8453	6	6	medicina	medicina	PROPN
easat-8453	6	7	veterinaria	veterinaria	PROPN
easat-8453	6	8	y	y	PROPN
easat-8453	6	9	zootecnia	zootecnia	PROPN
easat-8453	6	10	(	(	PUNCT
easat-8453	6	11	cinpic	cinpic	NOUN
easat-8453	6	12	)	)	PUNCT
easat-8453	6	13	,	,	PUNCT
easat-8453	6	14	universidad	universidad	PROPN
easat-8453	6	15	de	de	PROPN
easat-8453	6	16	córdoba	córdoba	PROPN
easat-8453	6	17	,	,	PUNCT
easat-8453	6	18	monte	monte	PROPN
easat-8453	6	19	-	-	PUNCT
easat-8453	6	20	ría	ría	PROPN
easat-8453	6	21	,	,	PUNCT
easat-8453	6	22	córdoba	córdoba	PROPN
easat-8453	6	23	230001	230001	NUM
easat-8453	6	24	,	,	PUNCT
easat-8453	6	25	colombia	colombia	PROPN
easat-8453	6	26	;	;	PUNCT
easat-8453	6	27	mprieto@correo.unicordoba.edu.co	mprieto@correo.unicordoba.edu.co	X
easat-8453	6	28	(	(	PUNCT
easat-8453	6	29	m.j.p.g	m.j.p.g	PROPN
easat-8453	6	30	.	.	PUNCT
easat-8453	6	31	)	)	PUNCT
easat-8453	6	32	.	.	PUNCT
easat-8453	7	1	3computer	3computer	NUM
easat-8453	7	2	science	science	NOUN
easat-8453	7	3	and	and	CCONJ
easat-8453	7	4	electronics	electronic	NOUN
easat-8453	7	5	department	department	NOUN
easat-8453	7	6	,	,	PUNCT
easat-8453	7	7	universidad	universidad	PROPN
easat-8453	7	8	de	de	PROPN
easat-8453	7	9	la	la	PROPN
easat-8453	7	10	costa	costa	PROPN
easat-8453	7	11	,	,	PUNCT
easat-8453	7	12	barranquilla	barranquilla	PROPN
easat-8453	7	13	080001	080001	NUM
easat-8453	7	14	,	,	PUNCT
easat-8453	7	15	colombia	colombia	PROPN
easat-8453	7	16	;	;	PUNCT
easat-8453	7	17	mauricio.barrios@gmail.com	mauricio.barrios@gmail.com	X
easat-8453	7	18	(	(	PUNCT
easat-8453	7	19	m.b.b	m.b.b	NOUN
easat-8453	7	20	.	.	PUNCT
easat-8453	7	21	)	)	PUNCT
easat-8453	8	1	4systems	4systems	NUM
easat-8453	8	2	engineering	engineering	NOUN
easat-8453	8	3	department	department	NOUN
easat-8453	8	4	,	,	PUNCT
easat-8453	8	5	universidad	universidad	PROPN
easat-8453	8	6	del	del	PROPN
easat-8453	8	7	norte	norte	PROPN
easat-8453	8	8	,	,	PUNCT
easat-8453	8	9	puerto	puerto	PROPN
easat-8453	8	10	colombia	colombia	PROPN
easat-8453	8	11	,	,	PUNCT
easat-8453	8	12	atlántico	atlántico	NOUN
easat-8453	8	13	080001	080001	NUM
easat-8453	8	14	,	,	PUNCT
easat-8453	8	15	colombia	colombia	PROPN
easat-8453	8	16	;	;	PUNCT
easat-8453	8	17	wnieto@uninorte.edu.co	wnieto@uninorte.edu.co	ADJ
easat-8453	8	18	(	(	PUNCT
easat-8453	8	19	w.n.b	w.n.b	NOUN
easat-8453	8	20	.	.	PUNCT
easat-8453	8	21	)	)	PUNCT
easat-8453	9	1	abstract	abstract	NOUN
easat-8453	9	2	:	:	PUNCT
easat-8453	9	3	this	this	DET
easat-8453	9	4	study	study	NOUN
easat-8453	9	5	presents	present	VERB
easat-8453	9	6	a	a	DET
easat-8453	9	7	mamdani	mamdani	ADJ
easat-8453	9	8	-	-	PUNCT
easat-8453	9	9	type	type	NOUN
easat-8453	9	10	fuzzy	fuzzy	ADJ
easat-8453	9	11	logic	logic	NOUN
easat-8453	9	12	model	model	NOUN
easat-8453	9	13	for	for	ADP
easat-8453	9	14	classifying	classify	VERB
easat-8453	9	15	parkinson	parkinson	NOUN
easat-8453	9	16	’s	’s	PART
easat-8453	9	17	disease	disease	NOUN
easat-8453	9	18	(	(	PUNCT
easat-8453	9	19	pd	pd	NOUN
easat-8453	9	20	)	)	PUNCT
easat-8453	9	21	based	base	VERB
easat-8453	9	22	on	on	ADP
easat-8453	9	23	voice	voice	NOUN
easat-8453	9	24	signals	signal	NOUN
easat-8453	9	25	.	.	PUNCT
easat-8453	10	1	the	the	DET
easat-8453	10	2	model	model	NOUN
easat-8453	10	3	demonstrates	demonstrate	VERB
easat-8453	10	4	improved	improved	ADJ
easat-8453	10	5	performance	performance	NOUN
easat-8453	10	6	compared	compare	VERB
easat-8453	10	7	to	to	ADP
easat-8453	10	8	several	several	ADJ
easat-8453	10	9	existing	exist	VERB
easat-8453	10	10	methods	method	NOUN
easat-8453	10	11	,	,	PUNCT
easat-8453	10	12	achieving	achieve	VERB
easat-8453	10	13	97.2	97.2	NUM
easat-8453	10	14	%	%	NOUN
easat-8453	10	15	accuracy	accuracy	NOUN
easat-8453	10	16	,	,	PUNCT
easat-8453	10	17	0.9696	0.9696	NUM
easat-8453	10	18	sensitivity	sensitivity	NOUN
easat-8453	10	19	,	,	PUNCT
easat-8453	10	20	1.0	1.0	NUM
easat-8453	10	21	specificity	specificity	NOUN
easat-8453	10	22	,	,	PUNCT
easat-8453	10	23	and	and	CCONJ
easat-8453	10	24	an	an	DET
easat-8453	10	25	f	f	NOUN
easat-8453	10	26	-	-	PUNCT
easat-8453	10	27	measure	measure	NOUN
easat-8453	10	28	of	of	ADP
easat-8453	10	29	0.98	0.98	NUM
easat-8453	10	30	.	.	PUNCT
easat-8453	11	1	these	these	DET
easat-8453	11	2	metrics	metric	NOUN
easat-8453	11	3	suggest	suggest	VERB
easat-8453	11	4	that	that	SCONJ
easat-8453	11	5	the	the	DET
easat-8453	11	6	proposed	propose	VERB
easat-8453	11	7	model	model	NOUN
easat-8453	11	8	offers	offer	VERB
easat-8453	11	9	higher	high	ADJ
easat-8453	11	10	classification	classification	NOUN
easat-8453	11	11	precision	precision	NOUN
easat-8453	11	12	than	than	ADP
easat-8453	11	13	previous	previous	ADJ
easat-8453	11	14	approaches	approach	NOUN
easat-8453	11	15	.	.	PUNCT
easat-8453	12	1	by	by	ADP
easat-8453	12	2	leveraging	leverage	VERB
easat-8453	12	3	fuzzy	fuzzy	ADJ
easat-8453	12	4	logic	logic	NOUN
easat-8453	12	5	,	,	PUNCT
easat-8453	12	6	the	the	DET
easat-8453	12	7	model	model	NOUN
easat-8453	12	8	enhances	enhance	VERB
easat-8453	12	9	interpretability	interpretability	NOUN
easat-8453	12	10	and	and	CCONJ
easat-8453	12	11	addresses	address	NOUN
easat-8453	12	12	some	some	DET
easat-8453	12	13	uncertainties	uncertainty	NOUN
easat-8453	12	14	inherent	inherent	ADJ
easat-8453	12	15	in	in	ADP
easat-8453	12	16	medical	medical	ADJ
easat-8453	12	17	data	datum	NOUN
easat-8453	12	18	.	.	PUNCT
easat-8453	13	1	while	while	SCONJ
easat-8453	13	2	the	the	DET
easat-8453	13	3	results	result	NOUN
easat-8453	13	4	are	be	AUX
easat-8453	13	5	promising	promise	VERB
easat-8453	13	6	,	,	PUNCT
easat-8453	13	7	further	further	ADJ
easat-8453	13	8	validation	validation	NOUN
easat-8453	13	9	with	with	ADP
easat-8453	13	10	more	more	ADV
easat-8453	13	11	extensive	extensive	ADJ
easat-8453	13	12	and	and	CCONJ
easat-8453	13	13	diverse	diverse	ADJ
easat-8453	13	14	datasets	dataset	NOUN
easat-8453	13	15	is	be	AUX
easat-8453	13	16	necessary	necessary	ADJ
easat-8453	13	17	before	before	SCONJ
easat-8453	13	18	the	the	DET
easat-8453	13	19	model	model	NOUN
easat-8453	13	20	can	can	AUX
easat-8453	13	21	be	be	AUX
easat-8453	13	22	integrated	integrate	VERB
easat-8453	13	23	into	into	ADP
easat-8453	13	24	clinical	clinical	ADJ
easat-8453	13	25	decision	decision	NOUN
easat-8453	13	26	support	support	NOUN
easat-8453	13	27	systems	system	NOUN
easat-8453	13	28	for	for	ADP
easat-8453	13	29	the	the	DET
easat-8453	13	30	early	early	ADJ
easat-8453	13	31	diagnosis	diagnosis	NOUN
easat-8453	13	32	of	of	ADP
easat-8453	13	33	pd	pd	PROPN
easat-8453	13	34	.	.	PUNCT
easat-8453	14	1	keywords	keyword	NOUN
easat-8453	14	2	:	:	PUNCT
easat-8453	14	3	parkinson	parkinson	NOUN
easat-8453	14	4	’s	’s	PART
easat-8453	14	5	disease	disease	NOUN
easat-8453	14	6	;	;	PUNCT
easat-8453	14	7	fuzzy	fuzzy	ADJ
easat-8453	14	8	model	model	NOUN
easat-8453	14	9	.	.	PUNCT
easat-8453	15	1	1	1	X
easat-8453	15	2	.	.	X
easat-8453	15	3	introduction	introduction	NOUN
easat-8453	15	4	parkinson	parkinson	NOUN
easat-8453	15	5	’s	’s	PART
easat-8453	15	6	disease	disease	NOUN
easat-8453	15	7	(	(	PUNCT
easat-8453	15	8	pd	pd	NOUN
easat-8453	15	9	)	)	PUNCT
easat-8453	15	10	is	be	AUX
easat-8453	15	11	a	a	DET
easat-8453	15	12	progressive	progressive	ADJ
easat-8453	15	13	neurodegenerative	neurodegenerative	ADJ
easat-8453	15	14	disorder	disorder	NOUN
easat-8453	15	15	that	that	PRON
easat-8453	15	16	affects	affect	VERB
easat-8453	15	17	millions	million	NOUN
easat-8453	15	18	of	of	ADP
easat-8453	15	19	individuals	individual	NOUN
easat-8453	15	20	worldwide	worldwide	ADV
easat-8453	15	21	.	.	PUNCT
easat-8453	16	1	it	it	PRON
easat-8453	16	2	is	be	AUX
easat-8453	16	3	characterized	characterize	VERB
easat-8453	16	4	by	by	ADP
easat-8453	16	5	motor	motor	NOUN
easat-8453	16	6	symptoms	symptom	NOUN
easat-8453	16	7	such	such	ADJ
easat-8453	16	8	as	as	ADP
easat-8453	16	9	tremors	tremor	NOUN
easat-8453	16	10	,	,	PUNCT
easat-8453	16	11	bradykinesia	bradykinesia	NOUN
easat-8453	16	12	,	,	PUNCT
easat-8453	16	13	rigidity	rigidity	NOUN
easat-8453	16	14	,	,	PUNCT
easat-8453	16	15	and	and	CCONJ
easat-8453	16	16	non	non	ADJ
easat-8453	16	17	-	-	ADJ
easat-8453	16	18	motor	motor	ADJ
easat-8453	16	19	symptoms	symptom	NOUN
easat-8453	16	20	,	,	PUNCT
easat-8453	16	21	including	include	VERB
easat-8453	16	22	disturbances	disturbance	NOUN
easat-8453	16	23	in	in	ADP
easat-8453	16	24	the	the	DET
easat-8453	16	25	sense	sense	NOUN
easat-8453	16	26	of	of	ADP
easat-8453	16	27	smell	smell	NOUN
easat-8453	16	28	,	,	PUNCT
easat-8453	16	29	sleep	sleep	NOUN
easat-8453	16	30	problems	problem	NOUN
easat-8453	16	31	,	,	PUNCT
easat-8453	16	32	depression	depression	NOUN
easat-8453	16	33	,	,	PUNCT
easat-8453	16	34	cognitive	cognitive	ADJ
easat-8453	16	35	decline	decline	NOUN
easat-8453	16	36	,	,	PUNCT
easat-8453	16	37	and	and	CCONJ
easat-8453	16	38	voice	voice	NOUN
easat-8453	16	39	impairments	impairment	NOUN
easat-8453	16	40	[	[	X
easat-8453	16	41	1	1	NUM
easat-8453	16	42	-	-	SYM
easat-8453	16	43	5	5	NUM
easat-8453	16	44	]	]	PUNCT
easat-8453	16	45	.	.	PUNCT
easat-8453	17	1	recent	recent	ADJ
easat-8453	17	2	studies	study	NOUN
easat-8453	17	3	have	have	AUX
easat-8453	17	4	shown	show	VERB
easat-8453	17	5	that	that	SCONJ
easat-8453	17	6	vocal	vocal	ADJ
easat-8453	17	7	symptoms	symptom	NOUN
easat-8453	17	8	,	,	PUNCT
easat-8453	17	9	such	such	ADJ
easat-8453	17	10	as	as	ADP
easat-8453	17	11	dysphonia	dysphonia	NOUN
easat-8453	17	12	and	and	CCONJ
easat-8453	17	13	changes	change	NOUN
easat-8453	17	14	in	in	ADP
easat-8453	17	15	pitch	pitch	NOUN
easat-8453	17	16	,	,	PUNCT
easat-8453	17	17	are	be	AUX
easat-8453	17	18	among	among	ADP
easat-8453	17	19	the	the	DET
easat-8453	17	20	earliest	early	ADJ
easat-8453	17	21	indicators	indicator	NOUN
easat-8453	17	22	of	of	ADP
easat-8453	17	23	pd	pd	PROPN
easat-8453	17	24	,	,	PUNCT
easat-8453	17	25	often	often	ADV
easat-8453	17	26	preceding	precede	VERB
easat-8453	17	27	noticeable	noticeable	ADJ
easat-8453	17	28	motor	motor	NOUN
easat-8453	17	29	impairments	impairment	NOUN
easat-8453	17	30	[	[	X
easat-8453	17	31	5	5	NUM
easat-8453	17	32	]	]	PUNCT
easat-8453	17	33	.	.	PUNCT
easat-8453	18	1	notably	notably	ADV
easat-8453	18	2	,	,	PUNCT
easat-8453	18	3	approximately	approximately	ADV
easat-8453	18	4	90	90	NUM
easat-8453	18	5	%	%	NOUN
easat-8453	18	6	of	of	ADP
easat-8453	18	7	pd	pd	PROPN
easat-8453	18	8	patients	patient	NOUN
easat-8453	18	9	exhibit	exhibit	VERB
easat-8453	18	10	vocal	vocal	ADJ
easat-8453	18	11	problems	problem	NOUN
easat-8453	18	12	in	in	ADP
easat-8453	18	13	the	the	DET
easat-8453	18	14	early	early	ADJ
easat-8453	18	15	stages	stage	NOUN
easat-8453	18	16	,	,	PUNCT
easat-8453	18	17	with	with	ADP
easat-8453	18	18	symptoms	symptom	NOUN
easat-8453	18	19	ranging	range	VERB
easat-8453	18	20	from	from	ADP
easat-8453	18	21	stuttering	stutter	VERB
easat-8453	18	22	to	to	ADP
easat-8453	18	23	deterioration	deterioration	NOUN
easat-8453	18	24	in	in	ADP
easat-8453	18	25	vocal	vocal	ADJ
easat-8453	18	26	quality	quality	NOUN
easat-8453	18	27	[	[	X
easat-8453	18	28	6	6	NUM
easat-8453	18	29	,	,	PUNCT
easat-8453	18	30	7	7	NUM
easat-8453	18	31	]	]	PUNCT
easat-8453	18	32	.	.	PUNCT
easat-8453	19	1	the	the	DET
easat-8453	19	2	early	early	ADJ
easat-8453	19	3	detection	detection	NOUN
easat-8453	19	4	of	of	ADP
easat-8453	19	5	pd	pd	PROPN
easat-8453	19	6	is	be	AUX
easat-8453	19	7	critical	critical	ADJ
easat-8453	19	8	for	for	ADP
easat-8453	19	9	managing	manage	VERB
easat-8453	19	10	its	its	PRON
easat-8453	19	11	progression	progression	NOUN
easat-8453	19	12	and	and	CCONJ
easat-8453	19	13	improving	improve	VERB
easat-8453	19	14	patient	patient	ADJ
easat-8453	19	15	outcomes	outcome	NOUN
easat-8453	19	16	.	.	PUNCT
easat-8453	20	1	traditional	traditional	ADJ
easat-8453	20	2	diagnostic	diagnostic	ADJ
easat-8453	20	3	methods	method	NOUN
easat-8453	20	4	rely	rely	VERB
easat-8453	20	5	heavily	heavily	ADV
easat-8453	20	6	on	on	ADP
easat-8453	20	7	clinical	clinical	ADJ
easat-8453	20	8	assessments	assessment	NOUN
easat-8453	20	9	,	,	PUNCT
easat-8453	20	10	which	which	PRON
easat-8453	20	11	are	be	AUX
easat-8453	20	12	often	often	ADV
easat-8453	20	13	subjective	subjective	ADJ
easat-8453	20	14	and	and	CCONJ
easat-8453	20	15	can	can	AUX
easat-8453	20	16	miss	miss	VERB
easat-8453	20	17	early	early	ADJ
easat-8453	20	18	signs	sign	NOUN
easat-8453	20	19	of	of	ADP
easat-8453	20	20	the	the	DET
easat-8453	20	21	disease	disease	NOUN
easat-8453	20	22	.	.	PUNCT
easat-8453	21	1	researchers	researcher	NOUN
easat-8453	21	2	have	have	AUX
easat-8453	21	3	proposed	propose	VERB
easat-8453	21	4	a	a	DET
easat-8453	21	5	range	range	NOUN
easat-8453	21	6	of	of	ADP
easat-8453	21	7	non	non	ADJ
easat-8453	21	8	-	-	ADJ
easat-8453	21	9	invasive	invasive	ADJ
easat-8453	21	10	methods	method	NOUN
easat-8453	21	11	for	for	ADP
easat-8453	21	12	early	early	ADJ
easat-8453	21	13	detection	detection	NOUN
easat-8453	21	14	,	,	PUNCT
easat-8453	21	15	including	include	VERB
easat-8453	21	16	the	the	DET
easat-8453	21	17	acoustic	acoustic	ADJ
easat-8453	21	18	analysis	analysis	NOUN
easat-8453	21	19	of	of	ADP
easat-8453	21	20	voice	voice	NOUN
easat-8453	21	21	signals	signal	NOUN
easat-8453	21	22	,	,	PUNCT
easat-8453	21	23	physiological	physiological	ADJ
easat-8453	21	24	signals	signal	NOUN
easat-8453	21	25	,	,	PUNCT
easat-8453	21	26	and	and	CCONJ
easat-8453	21	27	gait	gait	VERB
easat-8453	21	28	analysis	analysis	NOUN
easat-8453	21	29	[	[	X
easat-8453	21	30	2	2	NUM
easat-8453	21	31	,	,	PUNCT
easat-8453	21	32	8	8	NUM
easat-8453	21	33	,	,	PUNCT
easat-8453	21	34	9	9	NUM
easat-8453	21	35	]	]	PUNCT
easat-8453	21	36	.	.	PUNCT
easat-8453	22	1	these	these	DET
easat-8453	22	2	approaches	approach	NOUN
easat-8453	22	3	provide	provide	VERB
easat-8453	22	4	insights	insight	NOUN
easat-8453	22	5	into	into	ADP
easat-8453	22	6	the	the	DET
easat-8453	22	7	disease	disease	NOUN
easat-8453	22	8	's	's	PART
easat-8453	22	9	progression	progression	NOUN
easat-8453	22	10	and	and	CCONJ
easat-8453	22	11	reduce	reduce	VERB
easat-8453	22	12	the	the	DET
easat-8453	22	13	need	need	NOUN
easat-8453	22	14	for	for	ADP
easat-8453	22	15	frequent	frequent	ADJ
easat-8453	22	16	physical	physical	ADJ
easat-8453	22	17	clinical	clinical	ADJ
easat-8453	22	18	visits	visit	NOUN
easat-8453	22	19	,	,	PUNCT
easat-8453	22	20	thus	thus	ADV
easat-8453	22	21	easing	ease	VERB
easat-8453	22	22	the	the	DET
easat-8453	22	23	clinicians	clinician	NOUN
easat-8453	22	24	’	'	PUNCT
easat-8453	22	25	workload	workload	NOUN
easat-8453	22	26	[	[	X
easat-8453	22	27	6	6	NUM
easat-8453	22	28	]	]	PUNCT
easat-8453	22	29	.	.	PUNCT
easat-8453	23	1	given	give	VERB
easat-8453	23	2	the	the	DET
easat-8453	23	3	significance	significance	NOUN
easat-8453	23	4	of	of	ADP
easat-8453	23	5	vocal	vocal	ADJ
easat-8453	23	6	symptoms	symptom	NOUN
easat-8453	23	7	in	in	ADP
easat-8453	23	8	pd	pd	PROPN
easat-8453	23	9	,	,	PUNCT
easat-8453	23	10	telemedicine	telemedicine	NOUN
easat-8453	23	11	studies	study	NOUN
easat-8453	23	12	have	have	AUX
easat-8453	23	13	increasingly	increasingly	ADV
easat-8453	23	14	focused	focus	VERB
easat-8453	23	15	on	on	ADP
easat-8453	23	16	verbal	verbal	ADJ
easat-8453	23	17	disorder	disorder	NOUN
easat-8453	23	18	-	-	PUNCT
easat-8453	23	19	based	base	VERB
easat-8453	23	20	systems	system	NOUN
easat-8453	23	21	[	[	X
easat-8453	23	22	10	10	NUM
easat-8453	23	23	,	,	PUNCT
easat-8453	23	24	11	11	NUM
easat-8453	23	25	]	]	PUNCT
easat-8453	23	26	.	.	PUNCT
easat-8453	24	1	speech	speech	NOUN
easat-8453	24	2	processing	processing	NOUN
easat-8453	24	3	,	,	PUNCT
easat-8453	24	4	particularly	particularly	ADV
easat-8453	24	5	the	the	DET
easat-8453	24	6	non	non	ADJ
easat-8453	24	7	-	-	ADJ
easat-8453	24	8	invasive	invasive	ADJ
easat-8453	24	9	detection	detection	NOUN
easat-8453	24	10	of	of	ADP
easat-8453	24	11	anomalies	anomaly	NOUN
easat-8453	24	12	in	in	ADP
easat-8453	24	13	physiological	physiological	ADJ
easat-8453	24	14	speaking	speaking	NOUN
easat-8453	24	15	,	,	PUNCT
easat-8453	24	16	has	have	AUX
easat-8453	24	17	emerged	emerge	VERB
easat-8453	24	18	as	as	ADP
easat-8453	24	19	a	a	DET
easat-8453	24	20	promising	promising	ADJ
easat-8453	24	21	method	method	NOUN
easat-8453	24	22	,	,	PUNCT
easat-8453	24	23	with	with	ADP
easat-8453	24	24	features	feature	NOUN
easat-8453	24	25	like	like	ADP
easat-8453	24	26	jitter	jitter	NOUN
easat-8453	24	27	,	,	PUNCT
easat-8453	24	28	shimmer	shimmer	ADJ
easat-8453	24	29	,	,	PUNCT
easat-8453	24	30	and	and	CCONJ
easat-8453	24	31	fundamental	fundamental	ADJ
easat-8453	24	32	frequency	frequency	NOUN
easat-8453	24	33	being	be	AUX
easat-8453	24	34	pivotal	pivotal	ADJ
easat-8453	24	35	in	in	ADP
easat-8453	24	36	pd	pd	PROPN
easat-8453	24	37	studies	study	NOUN
easat-8453	24	38	[	[	X
easat-8453	24	39	12	12	NUM
easat-8453	24	40	]	]	PUNCT
easat-8453	24	41	.	.	PUNCT
easat-8453	25	1	automated	automate	VERB
easat-8453	25	2	tools	tool	NOUN
easat-8453	25	3	that	that	PRON
easat-8453	25	4	analyze	analyze	VERB
easat-8453	25	5	voice	voice	NOUN
easat-8453	25	6	signals	signal	NOUN
easat-8453	25	7	offer	offer	VERB
easat-8453	25	8	a	a	DET
easat-8453	25	9	non	non	ADJ
easat-8453	25	10	-	-	ADJ
easat-8453	25	11	invasive	invasive	ADJ
easat-8453	25	12	,	,	PUNCT
easat-8453	25	13	costeffective	costeffective	ADJ
easat-8453	25	14	method	method	NOUN
easat-8453	25	15	for	for	ADP
easat-8453	25	16	early	early	ADJ
easat-8453	25	17	detection	detection	NOUN
easat-8453	25	18	.	.	PUNCT
easat-8453	26	1	however	however	ADV
easat-8453	26	2	,	,	PUNCT
easat-8453	26	3	many	many	ADJ
easat-8453	26	4	existing	exist	VERB
easat-8453	26	5	machine	machine	NOUN
easat-8453	26	6	learning	learning	NOUN
easat-8453	26	7	(	(	PUNCT
easat-8453	26	8	ml	ml	NOUN
easat-8453	26	9	)	)	PUNCT
easat-8453	26	10	methods	method	NOUN
easat-8453	26	11	used	use	VERB
easat-8453	26	12	for	for	ADP
easat-8453	26	13	2592	2592	NUM
easat-8453	26	14	edelweiss	edelweiss	PROPN
easat-8453	26	15	applied	apply	VERB
easat-8453	26	16	science	science	NOUN
easat-8453	26	17	and	and	CCONJ
easat-8453	26	18	technology	technology	NOUN
easat-8453	26	19	issn	issn	PROPN
easat-8453	26	20	:	:	PUNCT
easat-8453	26	21	2576	2576	NUM
easat-8453	26	22	-	-	SYM
easat-8453	26	23	8484	8484	NUM
easat-8453	26	24	vol	vol	NOUN
easat-8453	26	25	.	.	PROPN
easat-8453	27	1	9	9	NUM
easat-8453	27	2	,	,	PUNCT
easat-8453	27	3	no	no	INTJ
easat-8453	27	4	.	.	NOUN
easat-8453	28	1	6	6	NUM
easat-8453	28	2	:	:	SYM
easat-8453	28	3	2591	2591	NUM
easat-8453	28	4	-	-	SYM
easat-8453	28	5	2608	2608	NUM
easat-8453	28	6	,	,	PUNCT
easat-8453	28	7	2025	2025	NUM
easat-8453	28	8	doi	doi	NOUN
easat-8453	28	9	:	:	PUNCT
easat-8453	28	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	28	11	©	©	ADP
easat-8453	28	12	2025	2025	NUM
easat-8453	28	13	by	by	ADP
easat-8453	28	14	the	the	DET
easat-8453	28	15	authors	author	NOUN
easat-8453	28	16	;	;	PUNCT
easat-8453	28	17	licensee	licensee	PROPN
easat-8453	28	18	learning	learn	VERB
easat-8453	28	19	gate	gate	PROPN
easat-8453	28	20	voice	voice	NOUN
easat-8453	28	21	-	-	PUNCT
easat-8453	28	22	based	base	VERB
easat-8453	28	23	pd	pd	NOUN
easat-8453	28	24	classification	classification	NOUN
easat-8453	28	25	,	,	PUNCT
easat-8453	28	26	such	such	ADJ
easat-8453	28	27	as	as	ADP
easat-8453	28	28	support	support	NOUN
easat-8453	28	29	vector	vector	NOUN
easat-8453	28	30	machines	machine	NOUN
easat-8453	28	31	(	(	PUNCT
easat-8453	28	32	svms	svms	NOUN
easat-8453	28	33	)	)	PUNCT
easat-8453	28	34	and	and	CCONJ
easat-8453	28	35	neural	neural	ADJ
easat-8453	28	36	networks	network	NOUN
easat-8453	28	37	,	,	PUNCT
easat-8453	28	38	suffer	suffer	VERB
easat-8453	28	39	from	from	ADP
easat-8453	28	40	a	a	DET
easat-8453	28	41	lack	lack	NOUN
easat-8453	28	42	of	of	ADP
easat-8453	28	43	interpretability	interpretability	NOUN
easat-8453	28	44	,	,	PUNCT
easat-8453	28	45	often	often	ADV
easat-8453	28	46	referred	refer	VERB
easat-8453	28	47	to	to	ADP
easat-8453	28	48	as	as	ADP
easat-8453	28	49	the	the	DET
easat-8453	28	50	"	"	PUNCT
easat-8453	28	51	black	black	ADJ
easat-8453	28	52	box	box	NOUN
easat-8453	28	53	"	"	PUNCT
easat-8453	28	54	problem	problem	NOUN
easat-8453	28	55	[	[	X
easat-8453	28	56	7	7	NUM
easat-8453	28	57	,	,	PUNCT
easat-8453	28	58	13	13	NUM
easat-8453	28	59	,	,	PUNCT
easat-8453	28	60	14	14	NUM
easat-8453	28	61	]	]	PUNCT
easat-8453	28	62	.	.	PUNCT
easat-8453	29	1	this	this	PRON
easat-8453	29	2	limits	limit	VERB
easat-8453	29	3	their	their	PRON
easat-8453	29	4	clinical	clinical	ADJ
easat-8453	29	5	applicability	applicability	NOUN
easat-8453	29	6	,	,	PUNCT
easat-8453	29	7	as	as	SCONJ
easat-8453	29	8	healthcare	healthcare	NOUN
easat-8453	29	9	professionals	professional	NOUN
easat-8453	29	10	require	require	VERB
easat-8453	29	11	transparent	transparent	ADJ
easat-8453	29	12	and	and	CCONJ
easat-8453	29	13	understandable	understandable	ADJ
easat-8453	29	14	models	model	NOUN
easat-8453	29	15	to	to	PART
easat-8453	29	16	inform	inform	VERB
easat-8453	29	17	their	their	PRON
easat-8453	29	18	decisions	decision	NOUN
easat-8453	29	19	.	.	PUNCT
easat-8453	30	1	in	in	ADP
easat-8453	30	2	contrast	contrast	NOUN
easat-8453	30	3	,	,	PUNCT
easat-8453	30	4	fuzzy	fuzzy	ADJ
easat-8453	30	5	logic	logic	NOUN
easat-8453	30	6	provides	provide	VERB
easat-8453	30	7	a	a	DET
easat-8453	30	8	promising	promising	ADJ
easat-8453	30	9	solution	solution	NOUN
easat-8453	30	10	by	by	ADP
easat-8453	30	11	combining	combine	VERB
easat-8453	30	12	rule	rule	NOUN
easat-8453	30	13	-	-	PUNCT
easat-8453	30	14	based	base	VERB
easat-8453	30	15	reasoning	reasoning	NOUN
easat-8453	30	16	with	with	ADP
easat-8453	30	17	the	the	DET
easat-8453	30	18	ability	ability	NOUN
easat-8453	30	19	to	to	PART
easat-8453	30	20	handle	handle	VERB
easat-8453	30	21	uncertainty	uncertainty	NOUN
easat-8453	30	22	and	and	CCONJ
easat-8453	30	23	imprecision	imprecision	NOUN
easat-8453	30	24	in	in	ADP
easat-8453	30	25	medical	medical	ADJ
easat-8453	30	26	data	datum	NOUN
easat-8453	30	27	.	.	PUNCT
easat-8453	31	1	a	a	DET
easat-8453	31	2	mamdani	mamdani	ADJ
easat-8453	31	3	-	-	PUNCT
easat-8453	31	4	type	type	NOUN
easat-8453	31	5	fuzzy	fuzzy	ADJ
easat-8453	31	6	logic	logic	NOUN
easat-8453	31	7	system	system	NOUN
easat-8453	31	8	,	,	PUNCT
easat-8453	31	9	in	in	ADP
easat-8453	31	10	particular	particular	ADJ
easat-8453	31	11	,	,	PUNCT
easat-8453	31	12	offers	offer	VERB
easat-8453	31	13	a	a	DET
easat-8453	31	14	transparent	transparent	ADJ
easat-8453	31	15	decision	decision	NOUN
easat-8453	31	16	-	-	PUNCT
easat-8453	31	17	making	make	VERB
easat-8453	31	18	process	process	NOUN
easat-8453	31	19	through	through	ADP
easat-8453	31	20	linguistic	linguistic	ADJ
easat-8453	31	21	rules	rule	NOUN
easat-8453	31	22	derived	derive	VERB
easat-8453	31	23	from	from	ADP
easat-8453	31	24	expert	expert	ADJ
easat-8453	31	25	knowledge	knowledge	NOUN
easat-8453	31	26	.	.	PUNCT
easat-8453	32	1	this	this	DET
easat-8453	32	2	study	study	NOUN
easat-8453	32	3	introduces	introduce	VERB
easat-8453	32	4	a	a	DET
easat-8453	32	5	mamdani	mamdani	ADJ
easat-8453	32	6	-	-	PUNCT
easat-8453	32	7	type	type	NOUN
easat-8453	32	8	fuzzy	fuzzy	ADJ
easat-8453	32	9	logic	logic	NOUN
easat-8453	32	10	model	model	NOUN
easat-8453	32	11	designed	design	VERB
easat-8453	32	12	to	to	PART
easat-8453	32	13	classify	classify	VERB
easat-8453	32	14	pd	pd	NOUN
easat-8453	32	15	using	use	VERB
easat-8453	32	16	voice	voice	NOUN
easat-8453	32	17	signals	signal	NOUN
easat-8453	32	18	.	.	PUNCT
easat-8453	33	1	the	the	DET
easat-8453	33	2	model	model	NOUN
easat-8453	33	3	aims	aim	VERB
easat-8453	33	4	to	to	PART
easat-8453	33	5	address	address	VERB
easat-8453	33	6	the	the	DET
easat-8453	33	7	limitations	limitation	NOUN
easat-8453	33	8	of	of	ADP
easat-8453	33	9	existing	exist	VERB
easat-8453	33	10	ml	ml	NOUN
easat-8453	33	11	approaches	approach	NOUN
easat-8453	33	12	by	by	ADP
easat-8453	33	13	enhancing	enhance	VERB
easat-8453	33	14	interpretability	interpretability	NOUN
easat-8453	33	15	while	while	SCONJ
easat-8453	33	16	maintaining	maintain	VERB
easat-8453	33	17	high	high	ADJ
easat-8453	33	18	classification	classification	NOUN
easat-8453	33	19	accuracy	accuracy	NOUN
easat-8453	33	20	.	.	PUNCT
easat-8453	34	1	the	the	DET
easat-8453	34	2	key	key	ADJ
easat-8453	34	3	contributions	contribution	NOUN
easat-8453	34	4	of	of	ADP
easat-8453	34	5	this	this	DET
easat-8453	34	6	work	work	NOUN
easat-8453	34	7	are	be	AUX
easat-8453	34	8	:	:	PUNCT
easat-8453	34	9	1	1	X
easat-8453	34	10	.	.	X
easat-8453	34	11	development	development	NOUN
easat-8453	34	12	of	of	ADP
easat-8453	34	13	a	a	DET
easat-8453	34	14	fuzzy	fuzzy	ADJ
easat-8453	34	15	logic	logic	NOUN
easat-8453	34	16	model	model	NOUN
easat-8453	34	17	that	that	PRON
easat-8453	34	18	outperforms	outperform	VERB
easat-8453	34	19	several	several	ADJ
easat-8453	34	20	existing	exist	VERB
easat-8453	34	21	methods	method	NOUN
easat-8453	34	22	regarding	regard	VERB
easat-8453	34	23	accuracy	accuracy	NOUN
easat-8453	34	24	,	,	PUNCT
easat-8453	34	25	sensitivity	sensitivity	NOUN
easat-8453	34	26	,	,	PUNCT
easat-8453	34	27	and	and	CCONJ
easat-8453	34	28	specificity	specificity	NOUN
easat-8453	34	29	.	.	PUNCT
easat-8453	35	1	2	2	X
easat-8453	35	2	.	.	X
easat-8453	35	3	introduction	introduction	NOUN
easat-8453	35	4	of	of	ADP
easat-8453	35	5	an	an	DET
easat-8453	35	6	interpretable	interpretable	ADJ
easat-8453	35	7	rule	rule	NOUN
easat-8453	35	8	-	-	PUNCT
easat-8453	35	9	based	base	VERB
easat-8453	35	10	system	system	NOUN
easat-8453	35	11	that	that	PRON
easat-8453	35	12	provides	provide	VERB
easat-8453	35	13	insights	insight	NOUN
easat-8453	35	14	into	into	ADP
easat-8453	35	15	decision	decision	NOUN
easat-8453	35	16	-	-	PUNCT
easat-8453	35	17	making	making	NOUN
easat-8453	35	18	.	.	PUNCT
easat-8453	36	1	3	3	X
easat-8453	36	2	.	.	X
easat-8453	36	3	a	a	DET
easat-8453	36	4	comprehensive	comprehensive	ADJ
easat-8453	36	5	evaluation	evaluation	NOUN
easat-8453	36	6	of	of	ADP
easat-8453	36	7	the	the	DET
easat-8453	36	8	model	model	NOUN
easat-8453	36	9	's	's	PART
easat-8453	36	10	performance	performance	NOUN
easat-8453	36	11	using	use	VERB
easat-8453	36	12	well	well	ADV
easat-8453	36	13	-	-	PUNCT
easat-8453	36	14	established	establish	VERB
easat-8453	36	15	metrics	metric	NOUN
easat-8453	36	16	and	and	CCONJ
easat-8453	36	17	comparisons	comparison	NOUN
easat-8453	36	18	with	with	ADP
easat-8453	36	19	state	state	NOUN
easat-8453	36	20	-	-	PUNCT
easat-8453	36	21	of	of	ADP
easat-8453	36	22	-	-	PUNCT
easat-8453	36	23	the	the	DET
easat-8453	36	24	-	-	PUNCT
easat-8453	36	25	art	art	NOUN
easat-8453	36	26	methods	method	NOUN
easat-8453	36	27	.	.	PUNCT
easat-8453	37	1	in	in	ADP
easat-8453	37	2	the	the	DET
easat-8453	37	3	following	follow	VERB
easat-8453	37	4	sections	section	NOUN
easat-8453	37	5	,	,	PUNCT
easat-8453	37	6	we	we	PRON
easat-8453	37	7	review	review	VERB
easat-8453	37	8	existing	exist	VERB
easat-8453	37	9	literature	literature	NOUN
easat-8453	37	10	on	on	ADP
easat-8453	37	11	pd	pd	NOUN
easat-8453	37	12	classification	classification	NOUN
easat-8453	37	13	using	use	VERB
easat-8453	37	14	voice	voice	NOUN
easat-8453	37	15	signals	signal	NOUN
easat-8453	37	16	,	,	PUNCT
easat-8453	37	17	describe	describe	VERB
easat-8453	37	18	the	the	DET
easat-8453	37	19	methodology	methodology	NOUN
easat-8453	37	20	and	and	CCONJ
easat-8453	37	21	design	design	NOUN
easat-8453	37	22	of	of	ADP
easat-8453	37	23	the	the	DET
easat-8453	37	24	fuzzy	fuzzy	ADJ
easat-8453	37	25	logic	logic	NOUN
easat-8453	37	26	system	system	NOUN
easat-8453	37	27	,	,	PUNCT
easat-8453	37	28	and	and	CCONJ
easat-8453	37	29	present	present	VERB
easat-8453	37	30	a	a	DET
easat-8453	37	31	detailed	detailed	ADJ
easat-8453	37	32	evaluation	evaluation	NOUN
easat-8453	37	33	of	of	ADP
easat-8453	37	34	the	the	DET
easat-8453	37	35	model	model	NOUN
easat-8453	37	36	’s	’s	PART
easat-8453	37	37	performance	performance	NOUN
easat-8453	37	38	in	in	ADP
easat-8453	37	39	comparison	comparison	NOUN
easat-8453	37	40	to	to	ADP
easat-8453	37	41	existing	exist	VERB
easat-8453	37	42	benchmarks	benchmark	NOUN
easat-8453	37	43	.	.	PUNCT
easat-8453	38	1	2	2	X
easat-8453	38	2	.	.	X
easat-8453	38	3	literature	literature	NOUN
easat-8453	38	4	review	review	VERB
easat-8453	38	5	the	the	DET
easat-8453	38	6	classification	classification	NOUN
easat-8453	38	7	of	of	ADP
easat-8453	38	8	parkinson	parkinson	NOUN
easat-8453	38	9	’s	’s	PART
easat-8453	38	10	disease	disease	NOUN
easat-8453	38	11	(	(	PUNCT
easat-8453	38	12	pd	pd	NOUN
easat-8453	38	13	)	)	PUNCT
easat-8453	38	14	based	base	VERB
easat-8453	38	15	on	on	ADP
easat-8453	38	16	voice	voice	NOUN
easat-8453	38	17	signals	signal	NOUN
easat-8453	38	18	has	have	AUX
easat-8453	38	19	gained	gain	VERB
easat-8453	38	20	increasing	increase	VERB
easat-8453	38	21	attention	attention	NOUN
easat-8453	38	22	in	in	ADP
easat-8453	38	23	recent	recent	ADJ
easat-8453	38	24	years	year	NOUN
easat-8453	38	25	due	due	ADP
easat-8453	38	26	to	to	ADP
easat-8453	38	27	its	its	PRON
easat-8453	38	28	non	non	ADJ
easat-8453	38	29	-	-	ADJ
easat-8453	38	30	invasive	invasive	ADJ
easat-8453	38	31	nature	nature	NOUN
easat-8453	38	32	and	and	CCONJ
easat-8453	38	33	potential	potential	NOUN
easat-8453	38	34	for	for	ADP
easat-8453	38	35	early	early	ADJ
easat-8453	38	36	detection	detection	NOUN
easat-8453	38	37	.	.	PUNCT
easat-8453	39	1	several	several	ADJ
easat-8453	39	2	methods	method	NOUN
easat-8453	39	3	have	have	AUX
easat-8453	39	4	been	be	AUX
easat-8453	39	5	proposed	propose	VERB
easat-8453	39	6	,	,	PUNCT
easat-8453	39	7	ranging	range	VERB
easat-8453	39	8	from	from	ADP
easat-8453	39	9	traditional	traditional	ADJ
easat-8453	39	10	machine	machine	NOUN
easat-8453	39	11	learning	learning	NOUN
easat-8453	39	12	(	(	PUNCT
easat-8453	39	13	ml	ml	NOUN
easat-8453	39	14	)	)	PUNCT
easat-8453	39	15	algorithms	algorithm	NOUN
easat-8453	39	16	to	to	ADP
easat-8453	39	17	more	more	ADV
easat-8453	39	18	complex	complex	ADJ
easat-8453	39	19	deep	deep	ADJ
easat-8453	39	20	learning	learning	NOUN
easat-8453	39	21	approaches	approach	NOUN
easat-8453	39	22	.	.	PUNCT
easat-8453	40	1	however	however	ADV
easat-8453	40	2	,	,	PUNCT
easat-8453	40	3	many	many	ADJ
easat-8453	40	4	of	of	ADP
easat-8453	40	5	these	these	DET
easat-8453	40	6	methods	method	NOUN
easat-8453	40	7	face	face	VERB
easat-8453	40	8	limitations	limitation	NOUN
easat-8453	40	9	that	that	PRON
easat-8453	40	10	reduce	reduce	VERB
easat-8453	40	11	their	their	PRON
easat-8453	40	12	clinical	clinical	ADJ
easat-8453	40	13	applicability	applicability	NOUN
easat-8453	40	14	,	,	PUNCT
easat-8453	40	15	particularly	particularly	ADV
easat-8453	40	16	in	in	ADP
easat-8453	40	17	terms	term	NOUN
easat-8453	40	18	of	of	ADP
easat-8453	40	19	interpretability	interpretability	NOUN
easat-8453	40	20	and	and	CCONJ
easat-8453	40	21	handling	handle	VERB
easat-8453	40	22	uncertainty	uncertainty	NOUN
easat-8453	40	23	in	in	ADP
easat-8453	40	24	medical	medical	ADJ
easat-8453	40	25	data	datum	NOUN
easat-8453	40	26	.	.	PUNCT
easat-8453	41	1	2.1	2.1	NUM
easat-8453	41	2	.	.	PUNCT
easat-8453	41	3	machine	machine	NOUN
easat-8453	41	4	learning	learn	VERB
easat-8453	41	5	approaches	approach	NOUN
easat-8453	41	6	for	for	ADP
easat-8453	41	7	pd	pd	NOUN
easat-8453	41	8	classification	classification	NOUN
easat-8453	41	9	the	the	DET
easat-8453	41	10	study	study	NOUN
easat-8453	41	11	and	and	CCONJ
easat-8453	41	12	classification	classification	NOUN
easat-8453	41	13	of	of	ADP
easat-8453	41	14	parkinson	parkinson	NOUN
easat-8453	41	15	's	's	PART
easat-8453	41	16	disease	disease	NOUN
easat-8453	41	17	(	(	PUNCT
easat-8453	41	18	pd	pd	NOUN
easat-8453	41	19	)	)	PUNCT
easat-8453	41	20	have	have	AUX
easat-8453	41	21	been	be	AUX
easat-8453	41	22	an	an	DET
easat-8453	41	23	area	area	NOUN
easat-8453	41	24	of	of	ADP
easat-8453	41	25	extensive	extensive	ADJ
easat-8453	41	26	research	research	NOUN
easat-8453	41	27	.	.	PUNCT
easat-8453	42	1	among	among	ADP
easat-8453	42	2	the	the	DET
easat-8453	42	3	multiple	multiple	ADJ
easat-8453	42	4	studies	study	NOUN
easat-8453	42	5	conducted	conduct	VERB
easat-8453	42	6	,	,	PUNCT
easat-8453	42	7	several	several	ADJ
easat-8453	42	8	have	have	AUX
easat-8453	42	9	employed	employ	VERB
easat-8453	42	10	the	the	DET
easat-8453	42	11	uci	uci	PROPN
easat-8453	42	12	dataset	dataset	NOUN
easat-8453	42	13	for	for	ADP
easat-8453	42	14	their	their	PRON
easat-8453	42	15	experiments	experiment	NOUN
easat-8453	42	16	.	.	PUNCT
easat-8453	43	1	sakar	sakar	PROPN
easat-8453	43	2	,	,	PUNCT
easat-8453	43	3	et	et	PROPN
easat-8453	43	4	al	al	PROPN
easat-8453	43	5	.	.	PUNCT
easat-8453	44	1	[	[	X
easat-8453	44	2	6	6	NUM
easat-8453	44	3	]	]	PUNCT
easat-8453	44	4	explored	explore	VERB
easat-8453	44	5	the	the	DET
easat-8453	44	6	applicability	applicability	NOUN
easat-8453	44	7	of	of	ADP
easat-8453	44	8	the	the	DET
easat-8453	44	9	tuneable	tuneable	ADJ
easat-8453	44	10	q	q	ADJ
easat-8453	44	11	-	-	PUNCT
easat-8453	44	12	factor	factor	NOUN
easat-8453	44	13	wavelet	wavelet	NOUN
easat-8453	44	14	transform	transform	NOUN
easat-8453	44	15	(	(	PUNCT
easat-8453	44	16	tqwt	tqwt	NOUN
easat-8453	44	17	)	)	PUNCT
easat-8453	44	18	on	on	ADP
easat-8453	44	19	voice	voice	NOUN
easat-8453	44	20	signals	signal	NOUN
easat-8453	44	21	of	of	ADP
easat-8453	44	22	pd	pd	NOUN
easat-8453	44	23	patients	patient	NOUN
easat-8453	44	24	for	for	ADP
easat-8453	44	25	feature	feature	NOUN
easat-8453	44	26	extraction	extraction	NOUN
easat-8453	44	27	.	.	PUNCT
easat-8453	45	1	their	their	PRON
easat-8453	45	2	study	study	NOUN
easat-8453	45	3	juxtaposed	juxtapose	VERB
easat-8453	45	4	the	the	DET
easat-8453	45	5	efficacy	efficacy	NOUN
easat-8453	45	6	of	of	ADP
easat-8453	45	7	tqwt	tqwt	NOUN
easat-8453	45	8	against	against	ADP
easat-8453	45	9	traditional	traditional	ADJ
easat-8453	45	10	voice	voice	NOUN
easat-8453	45	11	signal	signal	NOUN
easat-8453	45	12	processing	processing	NOUN
easat-8453	45	13	techniques	technique	NOUN
easat-8453	45	14	for	for	ADP
easat-8453	45	15	pd	pd	PROPN
easat-8453	45	16	classification	classification	NOUN
easat-8453	45	17	.	.	PUNCT
easat-8453	46	1	the	the	DET
easat-8453	46	2	findings	finding	NOUN
easat-8453	46	3	were	be	AUX
easat-8453	46	4	promising	promise	VERB
easat-8453	46	5	,	,	PUNCT
easat-8453	46	6	with	with	ADP
easat-8453	46	7	tqwt	tqwt	NOUN
easat-8453	46	8	outperforming	outperform	VERB
easat-8453	46	9	other	other	ADJ
easat-8453	46	10	methods	method	NOUN
easat-8453	46	11	by	by	ADP
easat-8453	46	12	achieving	achieve	VERB
easat-8453	46	13	a	a	DET
easat-8453	46	14	peak	peak	NOUN
easat-8453	46	15	accuracy	accuracy	NOUN
easat-8453	46	16	of	of	ADP
easat-8453	46	17	0.86	0.86	NUM
easat-8453	46	18	using	use	VERB
easat-8453	46	19	the	the	DET
easat-8453	46	20	svm	svm	PROPN
easat-8453	46	21	-	-	PUNCT
easat-8453	46	22	rbf	rbf	PROPN
easat-8453	46	23	classifier	classifier	NOUN
easat-8453	46	24	on	on	ADP
easat-8453	46	25	voice	voice	NOUN
easat-8453	46	26	recordings	recording	NOUN
easat-8453	46	27	from	from	ADP
easat-8453	46	28	252	252	NUM
easat-8453	46	29	participants	participant	NOUN
easat-8453	46	30	,	,	PUNCT
easat-8453	46	31	validated	validate	VERB
easat-8453	46	32	using	use	VERB
easat-8453	46	33	the	the	DET
easat-8453	46	34	leave	leave	VERB
easat-8453	46	35	-	-	PUNCT
easat-8453	46	36	one	one	NUM
easat-8453	46	37	-	-	PUNCT
easat-8453	46	38	subjectout	subjectout	NOUN
easat-8453	46	39	technique	technique	NOUN
easat-8453	46	40	.	.	PUNCT
easat-8453	47	1	akyol	akyol	NOUN
easat-8453	48	1	[	[	X
easat-8453	48	2	15	15	NUM
easat-8453	48	3	]	]	PUNCT
easat-8453	48	4	,	,	PUNCT
easat-8453	48	5	on	on	ADP
easat-8453	48	6	the	the	DET
easat-8453	48	7	other	other	ADJ
easat-8453	48	8	hand	hand	NOUN
easat-8453	48	9	,	,	PUNCT
easat-8453	48	10	ventured	venture	VERB
easat-8453	48	11	into	into	ADP
easat-8453	48	12	deep	deep	ADJ
easat-8453	48	13	learning	learning	NOUN
easat-8453	48	14	,	,	PUNCT
easat-8453	48	15	employing	employ	VERB
easat-8453	48	16	a	a	DET
easat-8453	48	17	deep	deep	ADJ
easat-8453	48	18	neural	neural	ADJ
easat-8453	48	19	network	network	NOUN
easat-8453	48	20	(	(	PUNCT
easat-8453	48	21	dnn	dnn	PROPN
easat-8453	48	22	)	)	PUNCT
easat-8453	48	23	with	with	ADP
easat-8453	48	24	753	753	NUM
easat-8453	48	25	features	feature	NOUN
easat-8453	48	26	.	.	PUNCT
easat-8453	49	1	the	the	DET
easat-8453	49	2	dataset	dataset	NOUN
easat-8453	49	3	and	and	CCONJ
easat-8453	49	4	specific	specific	ADJ
easat-8453	49	5	results	result	NOUN
easat-8453	49	6	for	for	ADP
easat-8453	49	7	this	this	DET
easat-8453	49	8	approach	approach	NOUN
easat-8453	49	9	are	be	AUX
easat-8453	49	10	detailed	detail	VERB
easat-8453	49	11	in	in	ADP
easat-8453	49	12	the	the	DET
easat-8453	49	13	discussion	discussion	NOUN
easat-8453	49	14	section	section	NOUN
easat-8453	49	15	.	.	PUNCT
easat-8453	50	1	similarly	similarly	ADV
easat-8453	50	2	,	,	PUNCT
easat-8453	50	3	xiong	xiong	PROPN
easat-8453	50	4	and	and	CCONJ
easat-8453	50	5	lu	lu	PRON
easat-8453	51	1	[	[	X
easat-8453	51	2	16	16	NUM
easat-8453	51	3	]	]	PUNCT
easat-8453	51	4	used	use	VERB
easat-8453	51	5	multiple	multiple	ADJ
easat-8453	51	6	machine	machine	NOUN
easat-8453	51	7	learning	learning	NOUN
easat-8453	51	8	methods	method	NOUN
easat-8453	51	9	,	,	PUNCT
easat-8453	51	10	including	include	VERB
easat-8453	51	11	logistic	logistic	ADJ
easat-8453	51	12	regression	regression	NOUN
easat-8453	51	13	(	(	PUNCT
easat-8453	51	14	lr	lr	NOUN
easat-8453	51	15	)	)	PUNCT
easat-8453	51	16	,	,	PUNCT
easat-8453	51	17	support	support	VERB
easat-8453	51	18	vector	vector	NOUN
easat-8453	51	19	machines	machine	NOUN
easat-8453	51	20	(	(	PUNCT
easat-8453	51	21	%	%	INTJ
easat-8453	51	22	svm	svm	PROPN
easat-8453	51	23	)	)	PUNCT
easat-8453	51	24	,	,	PUNCT
easat-8453	51	25	and	and	CCONJ
easat-8453	51	26	random	random	ADJ
easat-8453	51	27	forests	forest	NOUN
easat-8453	51	28	(	(	PUNCT
easat-8453	51	29	rf	rf	NOUN
easat-8453	51	30	)	)	PUNCT
easat-8453	51	31	.	.	PUNCT
easat-8453	52	1	the	the	DET
easat-8453	52	2	results	result	NOUN
easat-8453	52	3	were	be	AUX
easat-8453	52	4	validated	validate	VERB
easat-8453	52	5	using	use	VERB
easat-8453	52	6	10	10	NUM
easat-8453	52	7	-	-	ADJ
easat-8453	52	8	fold	fold	ADJ
easat-8453	52	9	cross	cross	NOUN
easat-8453	52	10	-	-	NOUN
easat-8453	52	11	validation	validation	ADJ
easat-8453	52	12	,	,	PUNCT
easat-8453	52	13	and	and	CCONJ
easat-8453	52	14	the	the	DET
easat-8453	52	15	best	good	ADJ
easat-8453	52	16	classification	classification	NOUN
easat-8453	52	17	accuracy	accuracy	NOUN
easat-8453	52	18	for	for	ADP
easat-8453	52	19	all	all	DET
easat-8453	52	20	datasets	dataset	NOUN
easat-8453	52	21	was	be	AUX
easat-8453	52	22	0.76	0.76	NUM
easat-8453	52	23	.	.	PUNCT
easat-8453	53	1	another	another	DET
easat-8453	53	2	noteworthy	noteworthy	ADJ
easat-8453	53	3	contribution	contribution	NOUN
easat-8453	53	4	is	be	AUX
easat-8453	53	5	from	from	ADP
easat-8453	53	6	grover	grover	PROPN
easat-8453	53	7	,	,	PUNCT
easat-8453	53	8	et	et	PROPN
easat-8453	53	9	al	al	PROPN
easat-8453	53	10	.	.	PUNCT
easat-8453	54	1	[	[	X
easat-8453	54	2	7	7	NUM
easat-8453	54	3	]	]	PUNCT
easat-8453	54	4	,	,	PUNCT
easat-8453	54	5	who	who	PRON
easat-8453	54	6	focused	focus	VERB
easat-8453	54	7	on	on	ADP
easat-8453	54	8	forecasting	forecast	VERB
easat-8453	54	9	the	the	DET
easat-8453	54	10	severity	severity	NOUN
easat-8453	54	11	of	of	ADP
easat-8453	54	12	pd	pd	PROPN
easat-8453	54	13	utilizing	utilize	VERB
easat-8453	54	14	deep	deep	ADJ
easat-8453	54	15	neural	neural	ADJ
easat-8453	54	16	networks	network	NOUN
easat-8453	54	17	.	.	PUNCT
easat-8453	55	1	their	their	PRON
easat-8453	55	2	method	method	NOUN
easat-8453	55	3	was	be	AUX
easat-8453	55	4	applied	apply	VERB
easat-8453	55	5	to	to	ADP
easat-8453	55	6	the	the	DET
easat-8453	55	7	parkinson	parkinson	NOUN
easat-8453	55	8	’s	’s	PART
easat-8453	55	9	telemonitoring	telemonitore	VERB
easat-8453	55	10	voice	voice	NOUN
easat-8453	55	11	data	datum	NOUN
easat-8453	55	12	set	set	VERB
easat-8453	55	13	from	from	ADP
easat-8453	55	14	uci	uci	PROPN
easat-8453	55	15	,	,	PUNCT
easat-8453	55	16	achieving	achieve	VERB
easat-8453	55	17	a	a	DET
easat-8453	55	18	classification	classification	NOUN
easat-8453	55	19	accuracy	accuracy	NOUN
easat-8453	55	20	of	of	ADP
easat-8453	55	21	94.4422	94.4422	NUM
easat-8453	55	22	%	%	NOUN
easat-8453	55	23	for	for	ADP
easat-8453	55	24	training	training	NOUN
easat-8453	55	25	datasets	dataset	NOUN
easat-8453	55	26	and	and	CCONJ
easat-8453	55	27	62.7335	62.7335	NUM
easat-8453	55	28	%	%	NOUN
easat-8453	55	29	for	for	ADP
easat-8453	55	30	test	test	NOUN
easat-8453	55	31	datasets	dataset	NOUN
easat-8453	55	32	.	.	PUNCT
easat-8453	56	1	zainudin	zainudin	PROPN
easat-8453	56	2	,	,	PUNCT
easat-8453	56	3	et	et	PROPN
easat-8453	56	4	al	al	PROPN
easat-8453	56	5	.	.	PUNCT
easat-8453	57	1	[	[	X
easat-8453	57	2	17	17	NUM
easat-8453	57	3	]	]	PUNCT
easat-8453	57	4	adopted	adopt	VERB
easat-8453	57	5	a	a	DET
easat-8453	57	6	different	different	ADJ
easat-8453	57	7	approach	approach	NOUN
easat-8453	57	8	,	,	PUNCT
easat-8453	57	9	using	use	VERB
easat-8453	57	10	radial	radial	ADJ
easat-8453	57	11	basis	basis	NOUN
easat-8453	57	12	function	function	NOUN
easat-8453	57	13	networks	network	NOUN
easat-8453	57	14	for	for	ADP
easat-8453	57	15	pd	pd	PROPN
easat-8453	57	16	classification	classification	NOUN
easat-8453	57	17	.	.	PUNCT
easat-8453	58	1	their	their	PRON
easat-8453	58	2	study	study	NOUN
easat-8453	58	3	was	be	AUX
easat-8453	58	4	based	base	VERB
easat-8453	58	5	on	on	ADP
easat-8453	58	6	the	the	DET
easat-8453	58	7	uci	uci	PROPN
easat-8453	58	8	dataset	dataset	NOUN
easat-8453	58	9	involving	involve	VERB
easat-8453	58	10	500	500	NUM
easat-8453	58	11	pd	pd	NOUN
easat-8453	58	12	patients	patient	NOUN
easat-8453	58	13	,	,	PUNCT
easat-8453	58	14	and	and	CCONJ
easat-8453	58	15	r2	r2	NOUN
easat-8453	58	16	values	value	NOUN
easat-8453	58	17	of	of	ADP
easat-8453	58	18	0.7450	0.7450	NUM
easat-8453	58	19	and	and	CCONJ
easat-8453	58	20	0.970	0.970	NUM
easat-8453	58	21	were	be	AUX
easat-8453	58	22	found	find	VERB
easat-8453	58	23	for	for	ADP
easat-8453	58	24	multiple	multiple	ADJ
easat-8453	58	25	linear	linear	ADJ
easat-8453	58	26	regression	regression	NOUN
easat-8453	58	27	and	and	CCONJ
easat-8453	58	28	radial	radial	ADJ
easat-8453	58	29	basis	basis	NOUN
easat-8453	58	30	function	function	NOUN
easat-8453	58	31	,	,	PUNCT
easat-8453	58	32	respectively	respectively	ADV
easat-8453	58	33	.	.	PUNCT
easat-8453	59	1	2593	2593	NUM
easat-8453	59	2	edelweiss	edelweiss	PROPN
easat-8453	59	3	applied	apply	VERB
easat-8453	59	4	science	science	NOUN
easat-8453	59	5	and	and	CCONJ
easat-8453	59	6	technology	technology	NOUN
easat-8453	59	7	issn	issn	PROPN
easat-8453	59	8	:	:	PUNCT
easat-8453	59	9	2576	2576	NUM
easat-8453	59	10	-	-	SYM
easat-8453	59	11	8484	8484	NUM
easat-8453	59	12	vol	vol	NOUN
easat-8453	59	13	.	.	PROPN
easat-8453	60	1	9	9	NUM
easat-8453	60	2	,	,	PUNCT
easat-8453	60	3	no	no	INTJ
easat-8453	60	4	.	.	NOUN
easat-8453	61	1	6	6	NUM
easat-8453	61	2	:	:	SYM
easat-8453	61	3	2591	2591	NUM
easat-8453	61	4	-	-	SYM
easat-8453	61	5	2608	2608	NUM
easat-8453	61	6	,	,	PUNCT
easat-8453	61	7	2025	2025	NUM
easat-8453	61	8	doi	doi	NOUN
easat-8453	61	9	:	:	PUNCT
easat-8453	61	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	61	11	©	©	ADP
easat-8453	61	12	2025	2025	NUM
easat-8453	61	13	by	by	ADP
easat-8453	61	14	the	the	DET
easat-8453	61	15	authors	author	NOUN
easat-8453	61	16	;	;	PUNCT
easat-8453	61	17	licensee	licensee	PROPN
easat-8453	61	18	learning	learning	NOUN
easat-8453	61	19	gate	gate	NOUN
easat-8453	61	20	lastly	lastly	ADV
easat-8453	61	21	,	,	PUNCT
easat-8453	61	22	hariharan	hariharan	PROPN
easat-8453	61	23	,	,	PUNCT
easat-8453	61	24	et	et	PROPN
easat-8453	61	25	al	al	PROPN
easat-8453	61	26	.	.	PUNCT
easat-8453	62	1	[	[	X
easat-8453	62	2	2	2	X
easat-8453	62	3	]	]	PUNCT
easat-8453	62	4	presented	present	VERB
easat-8453	62	5	a	a	DET
easat-8453	62	6	comprehensive	comprehensive	ADJ
easat-8453	62	7	approach	approach	NOUN
easat-8453	62	8	,	,	PUNCT
easat-8453	62	9	proposing	propose	VERB
easat-8453	62	10	hybrid	hybrid	ADJ
easat-8453	62	11	intelligent	intelligent	ADJ
easat-8453	62	12	systems	system	NOUN
easat-8453	62	13	for	for	ADP
easat-8453	62	14	pd	pd	PROPN
easat-8453	62	15	classification	classification	NOUN
easat-8453	62	16	.	.	PUNCT
easat-8453	63	1	they	they	PRON
easat-8453	63	2	integrated	integrate	VERB
easat-8453	63	3	techniques	technique	NOUN
easat-8453	63	4	like	like	ADP
easat-8453	63	5	principal	principal	ADJ
easat-8453	63	6	component	component	NOUN
easat-8453	63	7	analysis	analysis	NOUN
easat-8453	63	8	(	(	PUNCT
easat-8453	63	9	pca	pca	NOUN
easat-8453	63	10	)	)	PUNCT
easat-8453	63	11	and	and	CCONJ
easat-8453	63	12	linear	linear	ADJ
easat-8453	63	13	discriminant	discriminant	ADJ
easat-8453	63	14	analysis	analysis	NOUN
easat-8453	63	15	(	(	PUNCT
easat-8453	63	16	lda	lda	PROPN
easat-8453	63	17	)	)	PUNCT
easat-8453	63	18	for	for	ADP
easat-8453	63	19	feature	feature	NOUN
easat-8453	63	20	pre	pre	ADJ
easat-8453	63	21	-	-	ADJ
easat-8453	63	22	processing	processing	ADJ
easat-8453	63	23	,	,	PUNCT
easat-8453	63	24	followed	follow	VERB
easat-8453	63	25	by	by	ADP
easat-8453	63	26	ls	ls	ADJ
easat-8453	63	27	-	-	PUNCT
easat-8453	63	28	svm	svm	PROPN
easat-8453	63	29	,	,	PUNCT
easat-8453	63	30	pnn	pnn	PROPN
easat-8453	63	31	,	,	PUNCT
easat-8453	63	32	and	and	CCONJ
easat-8453	63	33	grnn	grnn	VERB
easat-8453	63	34	classification	classification	NOUN
easat-8453	63	35	.	.	PUNCT
easat-8453	64	1	their	their	PRON
easat-8453	64	2	combined	combined	ADJ
easat-8453	64	3	approach	approach	NOUN
easat-8453	64	4	achieved	achieve	VERB
easat-8453	64	5	a	a	DET
easat-8453	64	6	remarkable	remarkable	ADJ
easat-8453	64	7	classification	classification	NOUN
easat-8453	64	8	accuracy	accuracy	NOUN
easat-8453	64	9	of	of	ADP
easat-8453	64	10	100	100	NUM
easat-8453	64	11	%	%	NOUN
easat-8453	64	12	on	on	ADP
easat-8453	64	13	a	a	DET
easat-8453	64	14	dataset	dataset	NOUN
easat-8453	64	15	with	with	ADP
easat-8453	64	16	31	31	NUM
easat-8453	64	17	individuals	individual	NOUN
easat-8453	64	18	.	.	PUNCT
easat-8453	65	1	2.2	2.2	NUM
easat-8453	65	2	.	.	PUNCT
easat-8453	65	3	fuzzy	fuzzy	ADJ
easat-8453	65	4	logic	logic	NOUN
easat-8453	65	5	in	in	ADP
easat-8453	65	6	medical	medical	ADJ
easat-8453	65	7	applications	application	NOUN
easat-8453	65	8	in	in	ADP
easat-8453	65	9	contrast	contrast	NOUN
easat-8453	65	10	,	,	PUNCT
easat-8453	65	11	fuzzy	fuzzy	ADJ
easat-8453	65	12	logic	logic	NOUN
easat-8453	65	13	systems	system	NOUN
easat-8453	65	14	have	have	AUX
easat-8453	65	15	been	be	AUX
easat-8453	65	16	used	use	VERB
easat-8453	65	17	in	in	ADP
easat-8453	65	18	various	various	ADJ
easat-8453	65	19	medical	medical	ADJ
easat-8453	65	20	applications	application	NOUN
easat-8453	65	21	because	because	SCONJ
easat-8453	65	22	they	they	PRON
easat-8453	65	23	can	can	AUX
easat-8453	65	24	model	model	VERB
easat-8453	65	25	uncertainty	uncertainty	NOUN
easat-8453	65	26	and	and	CCONJ
easat-8453	65	27	provide	provide	VERB
easat-8453	65	28	interpretable	interpretable	ADJ
easat-8453	65	29	decisions	decision	NOUN
easat-8453	65	30	[	[	X
easat-8453	65	31	18	18	NUM
easat-8453	65	32	-	-	SYM
easat-8453	65	33	20	20	NUM
easat-8453	65	34	]	]	PUNCT
easat-8453	65	35	.	.	PUNCT
easat-8453	66	1	fuzzy	fuzzy	ADJ
easat-8453	66	2	systems	system	NOUN
easat-8453	66	3	allow	allow	VERB
easat-8453	66	4	for	for	ADP
easat-8453	66	5	reasoning	reasoning	NOUN
easat-8453	66	6	in	in	ADP
easat-8453	66	7	the	the	DET
easat-8453	66	8	form	form	NOUN
easat-8453	66	9	of	of	ADP
easat-8453	66	10	linguistic	linguistic	ADJ
easat-8453	66	11	rules	rule	NOUN
easat-8453	66	12	,	,	PUNCT
easat-8453	66	13	making	make	VERB
easat-8453	66	14	the	the	DET
easat-8453	66	15	decision	decision	NOUN
easat-8453	66	16	-	-	PUNCT
easat-8453	66	17	making	make	VERB
easat-8453	66	18	process	process	NOUN
easat-8453	66	19	transparent	transparent	ADJ
easat-8453	66	20	.	.	PUNCT
easat-8453	67	1	fuzzy	fuzzy	ADJ
easat-8453	67	2	logic	logic	NOUN
easat-8453	67	3	presents	present	VERB
easat-8453	67	4	a	a	DET
easat-8453	67	5	distinct	distinct	ADJ
easat-8453	67	6	advantage	advantage	NOUN
easat-8453	67	7	in	in	ADP
easat-8453	67	8	clinical	clinical	ADJ
easat-8453	67	9	decision	decision	NOUN
easat-8453	67	10	-	-	PUNCT
easat-8453	67	11	making	making	NOUN
easat-8453	67	12	due	due	ADJ
easat-8453	67	13	to	to	ADP
easat-8453	67	14	its	its	PRON
easat-8453	67	15	capacity	capacity	NOUN
easat-8453	67	16	to	to	PART
easat-8453	67	17	handle	handle	VERB
easat-8453	67	18	uncertain	uncertain	ADJ
easat-8453	67	19	and	and	CCONJ
easat-8453	67	20	vague	vague	ADJ
easat-8453	67	21	data	datum	NOUN
easat-8453	67	22	,	,	PUNCT
easat-8453	67	23	often	often	ADV
easat-8453	67	24	characteristic	characteristic	ADJ
easat-8453	67	25	of	of	ADP
easat-8453	67	26	patient	patient	ADJ
easat-8453	67	27	symptoms	symptom	NOUN
easat-8453	67	28	[	[	X
easat-8453	67	29	21	21	NUM
easat-8453	67	30	-	-	SYM
easat-8453	67	31	23	23	NUM
easat-8453	67	32	]	]	PUNCT
easat-8453	67	33	.	.	PUNCT
easat-8453	68	1	by	by	ADP
easat-8453	68	2	allowing	allow	VERB
easat-8453	68	3	degrees	degree	NOUN
easat-8453	68	4	of	of	ADP
easat-8453	68	5	truth	truth	NOUN
easat-8453	68	6	rather	rather	ADV
easat-8453	68	7	than	than	ADP
easat-8453	68	8	binary	binary	ADJ
easat-8453	68	9	logic	logic	NOUN
easat-8453	68	10	,	,	PUNCT
easat-8453	68	11	fuzzy	fuzzy	ADJ
easat-8453	68	12	logic	logic	NOUN
easat-8453	68	13	systems	system	NOUN
easat-8453	68	14	effectively	effectively	ADV
easat-8453	68	15	interpret	interpret	VERB
easat-8453	68	16	symptoms	symptom	NOUN
easat-8453	68	17	that	that	PRON
easat-8453	68	18	are	be	AUX
easat-8453	68	19	not	not	PART
easat-8453	68	20	clear	clear	ADV
easat-8453	68	21	-	-	PUNCT
easat-8453	68	22	cut	cut	VERB
easat-8453	68	23	.	.	PUNCT
easat-8453	69	1	this	this	DET
easat-8453	69	2	flexibility	flexibility	NOUN
easat-8453	69	3	is	be	AUX
easat-8453	69	4	enhanced	enhance	VERB
easat-8453	69	5	by	by	ADP
easat-8453	69	6	using	use	VERB
easat-8453	69	7	linguistic	linguistic	ADJ
easat-8453	69	8	"	"	PUNCT
easat-8453	69	9	if	if	SCONJ
easat-8453	69	10	-	-	PUNCT
easat-8453	69	11	then	then	ADV
easat-8453	69	12	"	"	PUNCT
easat-8453	69	13	rules	rule	NOUN
easat-8453	69	14	,	,	PUNCT
easat-8453	69	15	which	which	PRON
easat-8453	69	16	provide	provide	VERB
easat-8453	69	17	transparency	transparency	NOUN
easat-8453	69	18	and	and	CCONJ
easat-8453	69	19	interpretability	interpretability	NOUN
easat-8453	69	20	crucial	crucial	ADJ
easat-8453	69	21	in	in	ADP
easat-8453	69	22	medical	medical	ADJ
easat-8453	69	23	practice	practice	NOUN
easat-8453	69	24	.	.	PUNCT
easat-8453	70	1	such	such	ADJ
easat-8453	70	2	interpretability	interpretability	NOUN
easat-8453	70	3	fosters	foster	VERB
easat-8453	70	4	trust	trust	NOUN
easat-8453	70	5	among	among	ADP
easat-8453	70	6	clinicians	clinician	NOUN
easat-8453	70	7	,	,	PUNCT
easat-8453	70	8	who	who	PRON
easat-8453	70	9	can	can	AUX
easat-8453	70	10	easily	easily	ADV
easat-8453	70	11	understand	understand	VERB
easat-8453	70	12	and	and	CCONJ
easat-8453	70	13	validate	validate	VERB
easat-8453	70	14	the	the	DET
easat-8453	70	15	decision	decision	NOUN
easat-8453	70	16	-	-	PUNCT
easat-8453	70	17	making	make	VERB
easat-8453	70	18	process	process	NOUN
easat-8453	70	19	[	[	X
easat-8453	70	20	24	24	NUM
easat-8453	70	21	,	,	PUNCT
easat-8453	70	22	25	25	NUM
easat-8453	70	23	]	]	PUNCT
easat-8453	70	24	.	.	PUNCT
easat-8453	71	1	moreover	moreover	ADV
easat-8453	71	2	,	,	PUNCT
easat-8453	71	3	fuzzy	fuzzy	ADJ
easat-8453	71	4	logic	logic	NOUN
easat-8453	71	5	-	-	PUNCT
easat-8453	71	6	based	base	VERB
easat-8453	71	7	systems	system	NOUN
easat-8453	71	8	,	,	PUNCT
easat-8453	71	9	especially	especially	ADV
easat-8453	71	10	when	when	SCONJ
easat-8453	71	11	integrated	integrate	VERB
easat-8453	71	12	into	into	ADP
easat-8453	71	13	clinical	clinical	ADJ
easat-8453	71	14	decision	decision	NOUN
easat-8453	71	15	support	support	NOUN
easat-8453	71	16	systems	system	NOUN
easat-8453	71	17	(	(	PUNCT
easat-8453	71	18	cdss	cdss	NOUN
easat-8453	71	19	)	)	PUNCT
easat-8453	71	20	,	,	PUNCT
easat-8453	71	21	improve	improve	VERB
easat-8453	71	22	decision	decision	NOUN
easat-8453	71	23	-	-	PUNCT
easat-8453	71	24	making	making	NOUN
easat-8453	71	25	by	by	ADP
easat-8453	71	26	combining	combine	VERB
easat-8453	71	27	data	data	NOUN
easat-8453	71	28	-	-	PUNCT
easat-8453	71	29	driven	drive	VERB
easat-8453	71	30	models	model	NOUN
easat-8453	71	31	with	with	ADP
easat-8453	71	32	expert	expert	ADJ
easat-8453	71	33	knowledge	knowledge	NOUN
easat-8453	71	34	,	,	PUNCT
easat-8453	71	35	offering	offer	VERB
easat-8453	71	36	nuanced	nuanced	ADJ
easat-8453	71	37	diagnoses	diagnosis	NOUN
easat-8453	71	38	and	and	CCONJ
easat-8453	71	39	treatment	treatment	NOUN
easat-8453	71	40	suggestions	suggestion	NOUN
easat-8453	71	41	that	that	PRON
easat-8453	71	42	are	be	AUX
easat-8453	71	43	easy	easy	ADJ
easat-8453	71	44	to	to	PART
easat-8453	71	45	follow	follow	VERB
easat-8453	71	46	and	and	CCONJ
easat-8453	71	47	explain	explain	VERB
easat-8453	71	48	[	[	X
easat-8453	71	49	18	18	NUM
easat-8453	71	50	,	,	PUNCT
easat-8453	71	51	20	20	NUM
easat-8453	71	52	,	,	PUNCT
easat-8453	71	53	26	26	NUM
easat-8453	71	54	]	]	PUNCT
easat-8453	71	55	.	.	PUNCT
easat-8453	72	1	recent	recent	ADJ
easat-8453	72	2	studies	study	NOUN
easat-8453	72	3	highlight	highlight	VERB
easat-8453	72	4	the	the	DET
easat-8453	72	5	potential	potential	NOUN
easat-8453	72	6	of	of	ADP
easat-8453	72	7	fuzzy	fuzzy	ADJ
easat-8453	72	8	logic	logic	NOUN
easat-8453	72	9	in	in	ADP
easat-8453	72	10	the	the	DET
easat-8453	72	11	diagnosis	diagnosis	NOUN
easat-8453	72	12	of	of	ADP
easat-8453	72	13	parkinson	parkinson	NOUN
easat-8453	72	14	's	's	PART
easat-8453	72	15	disease	disease	NOUN
easat-8453	72	16	by	by	ADP
easat-8453	72	17	offering	offer	VERB
easat-8453	72	18	a	a	DET
easat-8453	72	19	more	more	ADV
easat-8453	72	20	nuanced	nuanced	ADJ
easat-8453	72	21	and	and	CCONJ
easat-8453	72	22	interpretable	interpretable	ADJ
easat-8453	72	23	classification	classification	NOUN
easat-8453	72	24	method	method	NOUN
easat-8453	72	25	compared	compare	VERB
easat-8453	72	26	to	to	ADP
easat-8453	72	27	traditional	traditional	ADJ
easat-8453	72	28	machinelearning	machinelearning	NOUN
easat-8453	72	29	approaches	approach	NOUN
easat-8453	72	30	.	.	PUNCT
easat-8453	73	1	fuzzy	fuzzy	ADJ
easat-8453	73	2	logic	logic	NOUN
easat-8453	73	3	's	's	PART
easat-8453	73	4	ability	ability	NOUN
easat-8453	73	5	to	to	PART
easat-8453	73	6	handle	handle	VERB
easat-8453	73	7	uncertainty	uncertainty	NOUN
easat-8453	73	8	and	and	CCONJ
easat-8453	73	9	imprecise	imprecise	ADJ
easat-8453	73	10	data	datum	NOUN
easat-8453	73	11	makes	make	VERB
easat-8453	73	12	it	it	PRON
easat-8453	73	13	ideal	ideal	ADJ
easat-8453	73	14	for	for	ADP
easat-8453	73	15	medical	medical	ADJ
easat-8453	73	16	conditions	condition	NOUN
easat-8453	73	17	like	like	ADP
easat-8453	73	18	parkinson	parkinson	NOUN
easat-8453	73	19	's	's	PART
easat-8453	73	20	,	,	PUNCT
easat-8453	73	21	where	where	SCONJ
easat-8453	73	22	symptoms	symptom	NOUN
easat-8453	73	23	can	can	AUX
easat-8453	73	24	be	be	AUX
easat-8453	73	25	gradual	gradual	ADJ
easat-8453	73	26	,	,	PUNCT
easat-8453	73	27	subjective	subjective	ADJ
easat-8453	73	28	,	,	PUNCT
easat-8453	73	29	and	and	CCONJ
easat-8453	73	30	difficult	difficult	ADJ
easat-8453	73	31	to	to	PART
easat-8453	73	32	quantify	quantify	VERB
easat-8453	73	33	[	[	PUNCT
easat-8453	73	34	27	27	NUM
easat-8453	73	35	-	-	SYM
easat-8453	73	36	30	30	NUM
easat-8453	73	37	]	]	PUNCT
easat-8453	73	38	.	.	PUNCT
easat-8453	74	1	despite	despite	SCONJ
easat-8453	74	2	its	its	PRON
easat-8453	74	3	strengths	strength	NOUN
easat-8453	74	4	,	,	PUNCT
easat-8453	74	5	fuzzy	fuzzy	ADJ
easat-8453	74	6	logic	logic	NOUN
easat-8453	74	7	has	have	AUX
easat-8453	74	8	been	be	AUX
easat-8453	74	9	underutilized	underutilize	VERB
easat-8453	74	10	in	in	ADP
easat-8453	74	11	pd	pd	NOUN
easat-8453	74	12	classification	classification	NOUN
easat-8453	74	13	based	base	VERB
easat-8453	74	14	on	on	ADP
easat-8453	74	15	voice	voice	NOUN
easat-8453	74	16	data	datum	NOUN
easat-8453	74	17	.	.	PUNCT
easat-8453	75	1	while	while	SCONJ
easat-8453	75	2	fuzzy	fuzzy	ADJ
easat-8453	75	3	models	model	NOUN
easat-8453	75	4	have	have	AUX
easat-8453	75	5	shown	show	VERB
easat-8453	75	6	promise	promise	NOUN
easat-8453	75	7	in	in	ADP
easat-8453	75	8	handling	handle	VERB
easat-8453	75	9	ambiguous	ambiguous	ADJ
easat-8453	75	10	medical	medical	ADJ
easat-8453	75	11	data	datum	NOUN
easat-8453	75	12	,	,	PUNCT
easat-8453	75	13	limited	limited	ADJ
easat-8453	75	14	research	research	NOUN
easat-8453	75	15	has	have	AUX
easat-8453	75	16	applied	apply	VERB
easat-8453	75	17	this	this	DET
easat-8453	75	18	technique	technique	NOUN
easat-8453	75	19	to	to	ADP
easat-8453	75	20	pd	pd	PROPN
easat-8453	75	21	[	[	X
easat-8453	75	22	27	27	NUM
easat-8453	75	23	-	-	SYM
easat-8453	75	24	29	29	NUM
easat-8453	75	25	]	]	PUNCT
easat-8453	75	26	.	.	PUNCT
easat-8453	76	1	this	this	DET
easat-8453	76	2	study	study	NOUN
easat-8453	76	3	aims	aim	VERB
easat-8453	76	4	to	to	PART
easat-8453	76	5	fill	fill	VERB
easat-8453	76	6	this	this	DET
easat-8453	76	7	gap	gap	NOUN
easat-8453	76	8	by	by	ADP
easat-8453	76	9	developing	develop	VERB
easat-8453	76	10	a	a	DET
easat-8453	76	11	mamdani	mamdani	ADJ
easat-8453	76	12	-	-	PUNCT
easat-8453	76	13	type	type	NOUN
easat-8453	76	14	fuzzy	fuzzy	ADJ
easat-8453	76	15	logic	logic	NOUN
easat-8453	76	16	model	model	NOUN
easat-8453	76	17	that	that	PRON
easat-8453	76	18	provides	provide	VERB
easat-8453	76	19	high	high	ADJ
easat-8453	76	20	accuracy	accuracy	NOUN
easat-8453	76	21	and	and	CCONJ
easat-8453	76	22	makes	make	VERB
easat-8453	76	23	the	the	DET
easat-8453	76	24	decision	decision	NOUN
easat-8453	76	25	process	process	NOUN
easat-8453	76	26	interpretable	interpretable	ADJ
easat-8453	76	27	through	through	ADP
easat-8453	76	28	a	a	DET
easat-8453	76	29	system	system	NOUN
easat-8453	76	30	of	of	ADP
easat-8453	76	31	fuzzy	fuzzy	ADJ
easat-8453	76	32	rules	rule	NOUN
easat-8453	76	33	.	.	PUNCT
easat-8453	77	1	2.3	2.3	NUM
easat-8453	77	2	.	.	PUNCT
easat-8453	77	3	limitations	limitation	NOUN
easat-8453	77	4	of	of	ADP
easat-8453	77	5	existing	exist	VERB
easat-8453	77	6	methods	method	NOUN
easat-8453	77	7	the	the	DET
easat-8453	77	8	primary	primary	ADJ
easat-8453	77	9	limitation	limitation	NOUN
easat-8453	77	10	of	of	ADP
easat-8453	77	11	many	many	ADJ
easat-8453	77	12	existing	exist	VERB
easat-8453	77	13	machine	machine	NOUN
easat-8453	77	14	learning	learning	NOUN
easat-8453	77	15	approaches	approach	NOUN
easat-8453	77	16	is	be	AUX
easat-8453	77	17	their	their	PRON
easat-8453	77	18	inability	inability	NOUN
easat-8453	77	19	to	to	PART
easat-8453	77	20	offer	offer	VERB
easat-8453	77	21	insight	insight	NOUN
easat-8453	77	22	into	into	ADP
easat-8453	77	23	how	how	SCONJ
easat-8453	77	24	predictions	prediction	NOUN
easat-8453	77	25	are	be	AUX
easat-8453	77	26	made	make	VERB
easat-8453	77	27	,	,	PUNCT
easat-8453	77	28	which	which	PRON
easat-8453	77	29	is	be	AUX
easat-8453	77	30	essential	essential	ADJ
easat-8453	77	31	for	for	ADP
easat-8453	77	32	clinical	clinical	ADJ
easat-8453	77	33	trust	trust	NOUN
easat-8453	77	34	and	and	CCONJ
easat-8453	77	35	acceptance	acceptance	NOUN
easat-8453	77	36	.	.	PUNCT
easat-8453	78	1	additionally	additionally	ADV
easat-8453	78	2	,	,	PUNCT
easat-8453	78	3	models	model	NOUN
easat-8453	78	4	like	like	ADP
easat-8453	78	5	svms	svms	NOUN
easat-8453	78	6	and	and	CCONJ
easat-8453	78	7	dnns	dnn	NOUN
easat-8453	78	8	often	often	ADV
easat-8453	78	9	require	require	VERB
easat-8453	78	10	large	large	ADJ
easat-8453	78	11	datasets	dataset	NOUN
easat-8453	78	12	for	for	ADP
easat-8453	78	13	training	training	NOUN
easat-8453	78	14	,	,	PUNCT
easat-8453	78	15	and	and	CCONJ
easat-8453	78	16	their	their	PRON
easat-8453	78	17	performance	performance	NOUN
easat-8453	78	18	can	can	AUX
easat-8453	78	19	degrade	degrade	VERB
easat-8453	78	20	when	when	SCONJ
easat-8453	78	21	faced	face	VERB
easat-8453	78	22	with	with	ADP
easat-8453	78	23	noise	noise	NOUN
easat-8453	78	24	or	or	CCONJ
easat-8453	78	25	uncertainty	uncertainty	NOUN
easat-8453	78	26	in	in	ADP
easat-8453	78	27	the	the	DET
easat-8453	78	28	data	datum	NOUN
easat-8453	78	29	.	.	PUNCT
easat-8453	79	1	in	in	ADP
easat-8453	79	2	contrast	contrast	NOUN
easat-8453	79	3	,	,	PUNCT
easat-8453	79	4	fuzzy	fuzzy	ADJ
easat-8453	79	5	logic	logic	NOUN
easat-8453	79	6	systems	system	NOUN
easat-8453	79	7	are	be	AUX
easat-8453	79	8	inherently	inherently	ADV
easat-8453	79	9	designed	design	VERB
easat-8453	79	10	to	to	PART
easat-8453	79	11	handle	handle	VERB
easat-8453	79	12	such	such	ADJ
easat-8453	79	13	uncertainty	uncertainty	NOUN
easat-8453	79	14	,	,	PUNCT
easat-8453	79	15	making	make	VERB
easat-8453	79	16	them	they	PRON
easat-8453	79	17	particularly	particularly	ADV
easat-8453	79	18	suitable	suitable	ADJ
easat-8453	79	19	for	for	ADP
easat-8453	79	20	medical	medical	ADJ
easat-8453	79	21	applications	application	NOUN
easat-8453	79	22	where	where	SCONJ
easat-8453	79	23	data	datum	NOUN
easat-8453	79	24	can	can	AUX
easat-8453	79	25	be	be	AUX
easat-8453	79	26	noisy	noisy	ADJ
easat-8453	79	27	or	or	CCONJ
easat-8453	79	28	incomplete	incomplete	ADJ
easat-8453	79	29	.	.	PUNCT
easat-8453	80	1	in	in	ADP
easat-8453	80	2	light	light	NOUN
easat-8453	80	3	of	of	ADP
easat-8453	80	4	these	these	DET
easat-8453	80	5	comprehensive	comprehensive	ADJ
easat-8453	80	6	studies	study	NOUN
easat-8453	80	7	,	,	PUNCT
easat-8453	80	8	our	our	PRON
easat-8453	80	9	work	work	NOUN
easat-8453	80	10	aims	aim	VERB
easat-8453	80	11	to	to	PART
easat-8453	80	12	offer	offer	VERB
easat-8453	80	13	a	a	DET
easat-8453	80	14	fresh	fresh	ADJ
easat-8453	80	15	perspective	perspective	NOUN
easat-8453	80	16	,	,	PUNCT
easat-8453	80	17	intertwining	intertwine	VERB
easat-8453	80	18	fuzzy	fuzzy	ADJ
easat-8453	80	19	logic	logic	NOUN
easat-8453	80	20	to	to	PART
easat-8453	80	21	enhance	enhance	VERB
easat-8453	80	22	the	the	DET
easat-8453	80	23	classification	classification	NOUN
easat-8453	80	24	and	and	CCONJ
easat-8453	80	25	understanding	understanding	NOUN
easat-8453	80	26	of	of	ADP
easat-8453	80	27	parkinson	parkinson	NOUN
easat-8453	80	28	’s	’s	PART
easat-8453	80	29	disease	disease	NOUN
easat-8453	80	30	through	through	ADP
easat-8453	80	31	voice	voice	NOUN
easat-8453	80	32	signals	signal	NOUN
easat-8453	80	33	.	.	PUNCT
easat-8453	81	1	3	3	X
easat-8453	81	2	.	.	X
easat-8453	81	3	material	material	NOUN
easat-8453	81	4	and	and	CCONJ
easat-8453	81	5	methods	method	NOUN
easat-8453	81	6	the	the	DET
easat-8453	81	7	methodology	methodology	NOUN
easat-8453	81	8	used	use	VERB
easat-8453	81	9	in	in	ADP
easat-8453	81	10	this	this	DET
easat-8453	81	11	study	study	NOUN
easat-8453	81	12	follows	follow	VERB
easat-8453	81	13	the	the	DET
easat-8453	81	14	structured	structured	ADJ
easat-8453	81	15	framework	framework	NOUN
easat-8453	81	16	proposed	propose	VERB
easat-8453	81	17	by	by	ADP
easat-8453	81	18	hernándezjulio	hernándezjulio	PROPN
easat-8453	81	19	,	,	PUNCT
easat-8453	81	20	et	et	PROPN
easat-8453	81	21	al	al	PROPN
easat-8453	81	22	.	.	PUNCT
easat-8453	82	1	[	[	X
easat-8453	82	2	20	20	NUM
easat-8453	82	3	]	]	PUNCT
easat-8453	82	4	.	.	PUNCT
easat-8453	83	1	this	this	DET
easat-8453	83	2	framework	framework	NOUN
easat-8453	83	3	integrates	integrate	VERB
easat-8453	83	4	a	a	DET
easat-8453	83	5	step	step	NOUN
easat-8453	83	6	-	-	PUNCT
easat-8453	83	7	by	by	ADP
easat-8453	83	8	-	-	PUNCT
easat-8453	83	9	step	step	NOUN
easat-8453	83	10	process	process	NOUN
easat-8453	83	11	for	for	ADP
easat-8453	83	12	designing	design	VERB
easat-8453	83	13	and	and	CCONJ
easat-8453	83	14	implementing	implement	VERB
easat-8453	83	15	data	data	NOUN
easat-8453	83	16	-	-	PUNCT
easat-8453	83	17	driven	drive	VERB
easat-8453	83	18	decision	decision	NOUN
easat-8453	83	19	support	support	NOUN
easat-8453	83	20	systems	system	NOUN
easat-8453	83	21	,	,	PUNCT
easat-8453	83	22	focusing	focus	VERB
easat-8453	83	23	on	on	ADP
easat-8453	83	24	iterative	iterative	NOUN
easat-8453	83	25	development	development	NOUN
easat-8453	83	26	and	and	CCONJ
easat-8453	83	27	knowledge	knowledge	NOUN
easat-8453	83	28	-	-	PUNCT
easat-8453	83	29	based	base	VERB
easat-8453	83	30	rules	rule	NOUN
easat-8453	83	31	.	.	PUNCT
easat-8453	84	1	below	below	ADV
easat-8453	84	2	,	,	PUNCT
easat-8453	84	3	we	we	PRON
easat-8453	84	4	outline	outline	VERB
easat-8453	84	5	each	each	PRON
easat-8453	84	6	of	of	ADP
easat-8453	84	7	the	the	DET
easat-8453	84	8	relevant	relevant	ADJ
easat-8453	84	9	steps	step	NOUN
easat-8453	84	10	in	in	ADP
easat-8453	84	11	the	the	DET
easat-8453	84	12	context	context	NOUN
easat-8453	84	13	of	of	ADP
easat-8453	84	14	this	this	DET
easat-8453	84	15	research	research	NOUN
easat-8453	84	16	.	.	PUNCT
easat-8453	85	1	for	for	ADP
easat-8453	85	2	this	this	DET
easat-8453	85	3	study	study	NOUN
easat-8453	85	4	,	,	PUNCT
easat-8453	85	5	more	more	ADJ
easat-8453	85	6	than	than	ADP
easat-8453	85	7	one	one	NUM
easat-8453	85	8	thousand	thousand	NUM
easat-8453	85	9	fuzzy	fuzzy	ADJ
easat-8453	85	10	inference	inference	NOUN
easat-8453	85	11	systems	system	NOUN
easat-8453	85	12	were	be	AUX
easat-8453	85	13	developed	develop	VERB
easat-8453	85	14	.	.	PUNCT
easat-8453	86	1	ultimately	ultimately	ADV
easat-8453	86	2	,	,	PUNCT
easat-8453	86	3	the	the	DET
easat-8453	86	4	model	model	NOUN
easat-8453	86	5	with	with	ADP
easat-8453	86	6	the	the	DET
easat-8453	86	7	best	good	ADJ
easat-8453	86	8	performance	performance	NOUN
easat-8453	86	9	(	(	PUNCT
easat-8453	86	10	classification	classification	NOUN
easat-8453	86	11	accuracy	accuracy	NOUN
easat-8453	86	12	)	)	PUNCT
easat-8453	86	13	was	be	AUX
easat-8453	86	14	selected	select	VERB
easat-8453	86	15	,	,	PUNCT
easat-8453	86	16	and	and	CCONJ
easat-8453	86	17	the	the	DET
easat-8453	86	18	results	result	NOUN
easat-8453	86	19	were	be	AUX
easat-8453	86	20	validated	validate	VERB
easat-8453	86	21	with	with	ADP
easat-8453	86	22	that	that	DET
easat-8453	86	23	model	model	NOUN
easat-8453	86	24	.	.	PUNCT
easat-8453	87	1	2594	2594	NUM
easat-8453	87	2	edelweiss	edelweiss	PROPN
easat-8453	87	3	applied	apply	VERB
easat-8453	87	4	science	science	NOUN
easat-8453	87	5	and	and	CCONJ
easat-8453	87	6	technology	technology	NOUN
easat-8453	87	7	issn	issn	PROPN
easat-8453	87	8	:	:	PUNCT
easat-8453	87	9	2576	2576	NUM
easat-8453	87	10	-	-	SYM
easat-8453	87	11	8484	8484	NUM
easat-8453	87	12	vol	vol	NOUN
easat-8453	87	13	.	.	PROPN
easat-8453	88	1	9	9	NUM
easat-8453	88	2	,	,	PUNCT
easat-8453	88	3	no	no	INTJ
easat-8453	88	4	.	.	NOUN
easat-8453	89	1	6	6	NUM
easat-8453	89	2	:	:	SYM
easat-8453	89	3	2591	2591	NUM
easat-8453	89	4	-	-	SYM
easat-8453	89	5	2608	2608	NUM
easat-8453	89	6	,	,	PUNCT
easat-8453	89	7	2025	2025	NUM
easat-8453	89	8	doi	doi	NOUN
easat-8453	89	9	:	:	PUNCT
easat-8453	89	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	89	11	©	©	ADP
easat-8453	89	12	2025	2025	NUM
easat-8453	89	13	by	by	ADP
easat-8453	89	14	the	the	DET
easat-8453	89	15	authors	author	NOUN
easat-8453	89	16	;	;	PUNCT
easat-8453	89	17	licensee	licensee	PROPN
easat-8453	89	18	learning	learning	NOUN
easat-8453	89	19	gate	gate	NOUN
easat-8453	89	20	3.1	3.1	NUM
easat-8453	89	21	.	.	PUNCT
easat-8453	90	1	domain	domain	NOUN
easat-8453	90	2	understanding	understanding	NOUN
easat-8453	90	3	and	and	CCONJ
easat-8453	90	4	gap	gap	NOUN
easat-8453	90	5	identification	identification	NOUN
easat-8453	90	6	(	(	PUNCT
easat-8453	90	7	steps	step	NOUN
easat-8453	90	8	1	1	NUM
easat-8453	90	9	-	-	SYM
easat-8453	90	10	3	3	NUM
easat-8453	90	11	)	)	PUNCT
easat-8453	90	12	the	the	DET
easat-8453	90	13	first	first	ADJ
easat-8453	90	14	phase	phase	NOUN
easat-8453	90	15	of	of	ADP
easat-8453	90	16	the	the	DET
easat-8453	90	17	methodology	methodology	NOUN
easat-8453	90	18	focuses	focus	VERB
easat-8453	90	19	on	on	ADP
easat-8453	90	20	gaining	gain	VERB
easat-8453	90	21	a	a	DET
easat-8453	90	22	comprehensive	comprehensive	ADJ
easat-8453	90	23	understanding	understanding	NOUN
easat-8453	90	24	of	of	ADP
easat-8453	90	25	the	the	DET
easat-8453	90	26	problem	problem	NOUN
easat-8453	90	27	domain	domain	NOUN
easat-8453	90	28	,	,	PUNCT
easat-8453	90	29	parkinson	parkinson	NOUN
easat-8453	90	30	’s	’s	PART
easat-8453	90	31	disease	disease	NOUN
easat-8453	90	32	(	(	PUNCT
easat-8453	90	33	pd	pd	NOUN
easat-8453	90	34	)	)	PUNCT
easat-8453	90	35	,	,	PUNCT
easat-8453	90	36	and	and	CCONJ
easat-8453	90	37	identifying	identify	VERB
easat-8453	90	38	gaps	gap	NOUN
easat-8453	90	39	in	in	ADP
easat-8453	90	40	existing	exist	VERB
easat-8453	90	41	voice	voice	NOUN
easat-8453	90	42	-	-	PUNCT
easat-8453	90	43	based	base	VERB
easat-8453	90	44	classification	classification	NOUN
easat-8453	90	45	models	model	NOUN
easat-8453	90	46	.	.	PUNCT
easat-8453	91	1	an	an	DET
easat-8453	91	2	extensive	extensive	ADJ
easat-8453	91	3	literature	literature	NOUN
easat-8453	91	4	review	review	NOUN
easat-8453	91	5	revealed	reveal	VERB
easat-8453	91	6	several	several	ADJ
easat-8453	91	7	challenges	challenge	NOUN
easat-8453	91	8	in	in	ADP
easat-8453	91	9	current	current	ADJ
easat-8453	91	10	pd	pd	NOUN
easat-8453	91	11	classification	classification	NOUN
easat-8453	91	12	approaches	approach	NOUN
easat-8453	91	13	,	,	PUNCT
easat-8453	91	14	such	such	ADJ
easat-8453	91	15	as	as	ADP
easat-8453	91	16	the	the	DET
easat-8453	91	17	lack	lack	NOUN
easat-8453	91	18	of	of	ADP
easat-8453	91	19	model	model	NOUN
easat-8453	91	20	interpretability	interpretability	NOUN
easat-8453	91	21	and	and	CCONJ
easat-8453	91	22	the	the	DET
easat-8453	91	23	inability	inability	NOUN
easat-8453	91	24	to	to	PART
easat-8453	91	25	handle	handle	VERB
easat-8453	91	26	uncertainty	uncertainty	NOUN
easat-8453	91	27	in	in	ADP
easat-8453	91	28	the	the	DET
easat-8453	91	29	data	datum	NOUN
easat-8453	91	30	.	.	PUNCT
easat-8453	92	1	these	these	DET
easat-8453	92	2	limitations	limitation	NOUN
easat-8453	92	3	highlight	highlight	VERB
easat-8453	92	4	the	the	DET
easat-8453	92	5	need	need	NOUN
easat-8453	92	6	for	for	ADP
easat-8453	92	7	a	a	DET
easat-8453	92	8	model	model	NOUN
easat-8453	92	9	that	that	PRON
easat-8453	92	10	is	be	AUX
easat-8453	92	11	both	both	CCONJ
easat-8453	92	12	interpretable	interpretable	ADJ
easat-8453	92	13	and	and	CCONJ
easat-8453	92	14	capable	capable	ADJ
easat-8453	92	15	of	of	ADP
easat-8453	92	16	managing	manage	VERB
easat-8453	92	17	data	datum	NOUN
easat-8453	92	18	uncertainty	uncertainty	NOUN
easat-8453	92	19	,	,	PUNCT
easat-8453	92	20	motivating	motivate	VERB
easat-8453	92	21	this	this	DET
easat-8453	92	22	study	study	NOUN
easat-8453	92	23	's	's	PART
easat-8453	92	24	adoption	adoption	NOUN
easat-8453	92	25	of	of	ADP
easat-8453	92	26	fuzzy	fuzzy	ADJ
easat-8453	92	27	logic	logic	NOUN
easat-8453	92	28	.	.	PUNCT
easat-8453	93	1	figure	figure	NOUN
easat-8453	93	2	1	1	NUM
easat-8453	93	3	.	.	PUNCT
easat-8453	94	1	the	the	DET
easat-8453	94	2	proposed	propose	VERB
easat-8453	94	3	five	five	NUM
easat-8453	94	4	-	-	PUNCT
easat-8453	94	5	layer	layer	NOUN
easat-8453	94	6	architecture	architecture	NOUN
easat-8453	94	7	framework	framework	NOUN
easat-8453	94	8	.	.	PUNCT
easat-8453	95	1	as	as	SCONJ
easat-8453	95	2	illustrated	illustrate	VERB
easat-8453	95	3	in	in	ADP
easat-8453	95	4	figure	figure	NOUN
easat-8453	95	5	1	1	NUM
easat-8453	95	6	,	,	PUNCT
easat-8453	95	7	the	the	DET
easat-8453	95	8	framework	framework	NOUN
easat-8453	95	9	encompasses	encompass	VERB
easat-8453	95	10	a	a	DET
easat-8453	95	11	five	five	NUM
easat-8453	95	12	-	-	PUNCT
easat-8453	95	13	layer	layer	NOUN
easat-8453	95	14	architecture	architecture	NOUN
easat-8453	95	15	.	.	PUNCT
easat-8453	96	1	the	the	DET
easat-8453	96	2	entire	entire	ADJ
easat-8453	96	3	implementation	implementation	NOUN
easat-8453	96	4	process	process	NOUN
easat-8453	96	5	of	of	ADP
easat-8453	96	6	the	the	DET
easat-8453	96	7	fuzzy	fuzzy	ADJ
easat-8453	96	8	model	model	NOUN
easat-8453	96	9	is	be	AUX
easat-8453	96	10	detailed	detail	VERB
easat-8453	96	11	in	in	ADP
easat-8453	96	12	figure	figure	NOUN
easat-8453	96	13	2	2	NUM
easat-8453	96	14	.	.	PUNCT
easat-8453	96	15	consisting	consist	VERB
easat-8453	96	16	of	of	ADP
easat-8453	96	17	eleven	eleven	NUM
easat-8453	96	18	activity	activity	NOUN
easat-8453	96	19	steps	step	NOUN
easat-8453	96	20	,	,	PUNCT
easat-8453	96	21	the	the	DET
easat-8453	96	22	framework	framework	NOUN
easat-8453	96	23	's	's	PART
easat-8453	96	24	comprehensive	comprehensive	ADJ
easat-8453	96	25	breakdown	breakdown	NOUN
easat-8453	96	26	is	be	AUX
easat-8453	96	27	as	as	SCONJ
easat-8453	96	28	follows	follow	VERB
easat-8453	96	29	:	:	PUNCT
easat-8453	96	30	2595	2595	NUM
easat-8453	96	31	edelweiss	edelweiss	PROPN
easat-8453	96	32	applied	apply	VERB
easat-8453	96	33	science	science	NOUN
easat-8453	96	34	and	and	CCONJ
easat-8453	96	35	technology	technology	NOUN
easat-8453	96	36	issn	issn	PROPN
easat-8453	96	37	:	:	PUNCT
easat-8453	96	38	2576	2576	NUM
easat-8453	96	39	-	-	SYM
easat-8453	96	40	8484	8484	NUM
easat-8453	96	41	vol	vol	NOUN
easat-8453	96	42	.	.	PROPN
easat-8453	97	1	9	9	NUM
easat-8453	97	2	,	,	PUNCT
easat-8453	97	3	no	no	INTJ
easat-8453	97	4	.	.	NOUN
easat-8453	98	1	6	6	NUM
easat-8453	98	2	:	:	SYM
easat-8453	98	3	2591	2591	NUM
easat-8453	98	4	-	-	SYM
easat-8453	98	5	2608	2608	NUM
easat-8453	98	6	,	,	PUNCT
easat-8453	98	7	2025	2025	NUM
easat-8453	98	8	doi	doi	NOUN
easat-8453	98	9	:	:	PUNCT
easat-8453	98	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	98	11	©	©	ADP
easat-8453	98	12	2025	2025	NUM
easat-8453	98	13	by	by	ADP
easat-8453	98	14	the	the	DET
easat-8453	98	15	authors	author	NOUN
easat-8453	98	16	;	;	PUNCT
easat-8453	98	17	licensee	licensee	PROPN
easat-8453	98	18	learning	learn	VERB
easat-8453	98	19	gate	gate	NOUN
easat-8453	98	20	figure	figure	NOUN
easat-8453	98	21	2	2	NUM
easat-8453	98	22	.	.	PUNCT
easat-8453	99	1	the	the	DET
easat-8453	99	2	proposition	proposition	NOUN
easat-8453	99	3	of	of	ADP
easat-8453	99	4	the	the	DET
easat-8453	99	5	fuzzy	fuzzy	ADJ
easat-8453	99	6	model	model	NOUN
easat-8453	99	7	implementation	implementation	NOUN
easat-8453	99	8	.	.	PUNCT
easat-8453	100	1	2596	2596	NUM
easat-8453	100	2	edelweiss	edelweiss	PROPN
easat-8453	100	3	applied	apply	VERB
easat-8453	100	4	science	science	NOUN
easat-8453	100	5	and	and	CCONJ
easat-8453	100	6	technology	technology	NOUN
easat-8453	100	7	issn	issn	PROPN
easat-8453	100	8	:	:	PUNCT
easat-8453	100	9	2576	2576	NUM
easat-8453	100	10	-	-	SYM
easat-8453	100	11	8484	8484	NUM
easat-8453	100	12	vol	vol	NOUN
easat-8453	100	13	.	.	PROPN
easat-8453	101	1	9	9	NUM
easat-8453	101	2	,	,	PUNCT
easat-8453	101	3	no	no	INTJ
easat-8453	101	4	.	.	NOUN
easat-8453	102	1	6	6	NUM
easat-8453	102	2	:	:	SYM
easat-8453	102	3	2591	2591	NUM
easat-8453	102	4	-	-	SYM
easat-8453	102	5	2608	2608	NUM
easat-8453	102	6	,	,	PUNCT
easat-8453	102	7	2025	2025	NUM
easat-8453	102	8	doi	doi	NOUN
easat-8453	102	9	:	:	PUNCT
easat-8453	102	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	102	11	©	©	ADP
easat-8453	102	12	2025	2025	NUM
easat-8453	102	13	by	by	ADP
easat-8453	102	14	the	the	DET
easat-8453	102	15	authors	author	NOUN
easat-8453	102	16	;	;	PUNCT
easat-8453	102	17	licensee	licensee	PROPN
easat-8453	102	18	learning	learning	NOUN
easat-8453	102	19	gate	gate	VERB
easat-8453	102	20	the	the	DET
easat-8453	102	21	dataset	dataset	NOUN
easat-8453	102	22	used	use	VERB
easat-8453	102	23	in	in	ADP
easat-8453	102	24	this	this	DET
easat-8453	102	25	study	study	NOUN
easat-8453	102	26	was	be	AUX
easat-8453	102	27	obtained	obtain	VERB
easat-8453	102	28	from	from	ADP
easat-8453	102	29	the	the	DET
easat-8453	102	30	uc	uc	PROPN
easat-8453	102	31	irvine	irvine	PROPN
easat-8453	102	32	machine	machine	NOUN
easat-8453	102	33	learning	learn	VERB
easat-8453	102	34	repository	repository	NOUN
easat-8453	103	1	[	[	X
easat-8453	103	2	6	6	NUM
easat-8453	103	3	]	]	PUNCT
easat-8453	103	4	.	.	PUNCT
easat-8453	104	1	it	it	PRON
easat-8453	104	2	consists	consist	VERB
easat-8453	104	3	of	of	ADP
easat-8453	104	4	voice	voice	NOUN
easat-8453	104	5	recordings	recording	NOUN
easat-8453	104	6	of	of	ADP
easat-8453	104	7	188	188	NUM
easat-8453	104	8	patients	patient	NOUN
easat-8453	104	9	with	with	ADP
easat-8453	104	10	pd	pd	PROPN
easat-8453	104	11	(	(	PUNCT
easat-8453	104	12	107	107	NUM
easat-8453	104	13	men	man	NOUN
easat-8453	104	14	and	and	CCONJ
easat-8453	104	15	81	81	NUM
easat-8453	104	16	women	woman	NOUN
easat-8453	104	17	)	)	PUNCT
easat-8453	104	18	aged	age	VERB
easat-8453	104	19	33	33	NUM
easat-8453	104	20	to	to	PART
easat-8453	104	21	87	87	NUM
easat-8453	104	22	(	(	PUNCT
easat-8453	104	23	65.1±10.9	65.1±10.9	NOUN
easat-8453	104	24	)	)	PUNCT
easat-8453	104	25	at	at	ADP
easat-8453	104	26	the	the	DET
easat-8453	104	27	department	department	PROPN
easat-8453	104	28	of	of	ADP
easat-8453	104	29	neurology	neurology	NOUN
easat-8453	104	30	at	at	ADP
easat-8453	104	31	cerrahpaşa	cerrahpaşa	PROPN
easat-8453	104	32	faculty	faculty	NOUN
easat-8453	104	33	of	of	ADP
easat-8453	104	34	medicine	medicine	NOUN
easat-8453	104	35	,	,	PUNCT
easat-8453	104	36	istanbul	istanbul	PROPN
easat-8453	104	37	university	university	PROPN
easat-8453	104	38	.	.	PUNCT
easat-8453	105	1	the	the	DET
easat-8453	105	2	control	control	NOUN
easat-8453	105	3	group	group	NOUN
easat-8453	105	4	comprises	comprise	VERB
easat-8453	105	5	64	64	NUM
easat-8453	105	6	healthy	healthy	ADJ
easat-8453	105	7	individuals	individual	NOUN
easat-8453	105	8	(	(	PUNCT
easat-8453	105	9	23	23	NUM
easat-8453	105	10	men	man	NOUN
easat-8453	105	11	and	and	CCONJ
easat-8453	105	12	41	41	NUM
easat-8453	105	13	women	woman	NOUN
easat-8453	105	14	)	)	PUNCT
easat-8453	105	15	aged	age	VERB
easat-8453	105	16	between	between	ADP
easat-8453	105	17	41	41	NUM
easat-8453	105	18	and	and	CCONJ
easat-8453	105	19	82	82	NUM
easat-8453	105	20	(	(	PUNCT
easat-8453	105	21	mean	mean	VERB
easat-8453	105	22	age	age	NOUN
easat-8453	105	23	61.1	61.1	NUM
easat-8453	105	24	±	±	NUM
easat-8453	105	25	8.9	8.9	NUM
easat-8453	105	26	)	)	PUNCT
easat-8453	105	27	.	.	PUNCT
easat-8453	106	1	each	each	DET
easat-8453	106	2	subject	subject	NOUN
easat-8453	106	3	phonated	phonate	VERB
easat-8453	106	4	the	the	DET
easat-8453	106	5	vowel	vowel	NOUN
easat-8453	106	6	"	"	PUNCT
easat-8453	106	7	a	a	DET
easat-8453	106	8	"	"	PUNCT
easat-8453	106	9	three	three	NUM
easat-8453	106	10	times	time	NOUN
easat-8453	106	11	,	,	PUNCT
easat-8453	106	12	with	with	ADP
easat-8453	106	13	recordings	recording	NOUN
easat-8453	106	14	taken	take	VERB
easat-8453	106	15	using	use	VERB
easat-8453	106	16	a	a	DET
easat-8453	106	17	microphone	microphone	NOUN
easat-8453	106	18	set	set	NOUN
easat-8453	106	19	to	to	ADP
easat-8453	106	20	a	a	DET
easat-8453	106	21	44.1	44.1	NUM
easat-8453	106	22	khz	khz	NOUN
easat-8453	106	23	sampling	sample	VERB
easat-8453	106	24	rate	rate	NOUN
easat-8453	106	25	.	.	PUNCT
easat-8453	107	1	the	the	DET
easat-8453	107	2	dataset	dataset	NOUN
easat-8453	107	3	features	feature	VERB
easat-8453	107	4	756	756	NUM
easat-8453	107	5	instances	instance	NOUN
easat-8453	107	6	with	with	ADP
easat-8453	107	7	754	754	NUM
easat-8453	107	8	attributes	attribute	NOUN
easat-8453	107	9	753	753	NUM
easat-8453	107	10	input	input	NOUN
easat-8453	107	11	variables	variable	NOUN
easat-8453	107	12	and	and	CCONJ
easat-8453	107	13	one	one	NUM
easat-8453	107	14	output	output	NOUN
easat-8453	107	15	variable	variable	NOUN
easat-8453	107	16	.	.	PUNCT
easat-8453	108	1	importantly	importantly	ADV
easat-8453	108	2	,	,	PUNCT
easat-8453	108	3	this	this	DET
easat-8453	108	4	dataset	dataset	NOUN
easat-8453	108	5	has	have	VERB
easat-8453	108	6	no	no	DET
easat-8453	108	7	missing	miss	VERB
easat-8453	108	8	values	value	NOUN
easat-8453	108	9	,	,	PUNCT
easat-8453	108	10	and	and	CCONJ
easat-8453	108	11	all	all	DET
easat-8453	108	12	attributes	attribute	NOUN
easat-8453	108	13	are	be	AUX
easat-8453	108	14	of	of	ADP
easat-8453	108	15	integer	integer	NOUN
easat-8453	108	16	or	or	CCONJ
easat-8453	108	17	real	real	ADJ
easat-8453	108	18	type	type	NOUN
easat-8453	108	19	.	.	PUNCT
easat-8453	109	1	this	this	DET
easat-8453	109	2	dataset	dataset	NOUN
easat-8453	109	3	,	,	PUNCT
easat-8453	109	4	donated	donate	VERB
easat-8453	109	5	in	in	ADP
easat-8453	109	6	november	november	PROPN
easat-8453	109	7	2018	2018	NUM
easat-8453	109	8	,	,	PUNCT
easat-8453	109	9	presents	present	VERB
easat-8453	109	10	a	a	DET
easat-8453	109	11	classification	classification	NOUN
easat-8453	109	12	challenge	challenge	NOUN
easat-8453	109	13	.	.	PUNCT
easat-8453	110	1	[	[	X
easat-8453	110	2	6	6	NUM
easat-8453	110	3	]	]	PUNCT
easat-8453	110	4	.	.	PUNCT
easat-8453	111	1	the	the	DET
easat-8453	111	2	dataset	dataset	NOUN
easat-8453	111	3	contains	contain	VERB
easat-8453	111	4	a	a	DET
easat-8453	111	5	rich	rich	ADJ
easat-8453	111	6	collection	collection	NOUN
easat-8453	111	7	of	of	ADP
easat-8453	111	8	features	feature	NOUN
easat-8453	111	9	,	,	PUNCT
easat-8453	111	10	summarized	summarize	VERB
easat-8453	111	11	in	in	ADP
easat-8453	111	12	table	table	NOUN
easat-8453	111	13	1	1	NUM
easat-8453	111	14	.	.	PUNCT
easat-8453	112	1	the	the	DET
easat-8453	112	2	baseline	baseline	PROPN
easat-8453	112	3	features	feature	NOUN
easat-8453	112	4	of	of	ADP
easat-8453	112	5	the	the	DET
easat-8453	112	6	dataset	dataset	NOUN
easat-8453	112	7	are	be	AUX
easat-8453	112	8	visually	visually	ADV
easat-8453	112	9	represented	represent	VERB
easat-8453	112	10	in	in	ADP
easat-8453	112	11	figure	figure	NOUN
easat-8453	112	12	3	3	NUM
easat-8453	112	13	.	.	PUNCT
easat-8453	112	14	table	table	NOUN
easat-8453	112	15	1	1	NUM
easat-8453	112	16	.	.	PUNCT
easat-8453	113	1	summary	summary	NOUN
easat-8453	113	2	of	of	ADP
easat-8453	113	3	the	the	DET
easat-8453	113	4	feature	feature	NOUN
easat-8453	113	5	collections	collection	NOUN
easat-8453	113	6	utilized	utilize	VERB
easat-8453	113	7	in	in	ADP
easat-8453	113	8	the	the	DET
easat-8453	113	9	research	research	NOUN
easat-8453	113	10	(	(	PUNCT
easat-8453	113	11	excluding	exclude	VERB
easat-8453	113	12	tqwt	tqwt	NOUN
easat-8453	113	13	)	)	PUNCT
easat-8453	113	14	.	.	PUNCT
easat-8453	114	1	feature	feature	NOUN
easat-8453	114	2	set	set	VERB
easat-8453	114	3	measure	measure	NOUN
easat-8453	114	4	explanation	explanation	NOUN
easat-8453	114	5	#	#	NOUN
easat-8453	114	6	of	of	ADP
easat-8453	114	7	features	feature	NOUN
easat-8453	114	8	baseline	baseline	PROPN
easat-8453	114	9	features	feature	VERB
easat-8453	114	10	jitter	jitter	NOUN
easat-8453	114	11	variants	variant	NOUN
easat-8453	114	12	variations	variation	NOUN
easat-8453	114	13	in	in	ADP
easat-8453	114	14	jitter	jitter	NOUN
easat-8453	114	15	are	be	AUX
easat-8453	114	16	utilized	utilize	VERB
easat-8453	114	17	to	to	PART
easat-8453	114	18	detect	detect	VERB
easat-8453	114	19	the	the	DET
easat-8453	114	20	irregularities	irregularity	NOUN
easat-8453	114	21	present	present	ADJ
easat-8453	114	22	in	in	ADP
easat-8453	114	23	the	the	DET
easat-8453	114	24	vibrating	vibrating	NOUN
easat-8453	114	25	pattern	pattern	NOUN
easat-8453	114	26	of	of	ADP
easat-8453	114	27	the	the	DET
easat-8453	114	28	vocal	vocal	ADJ
easat-8453	114	29	cords	cord	NOUN
easat-8453	114	30	.	.	PUNCT
easat-8453	115	1	this	this	DET
easat-8453	115	2	subset	subset	NOUN
easat-8453	115	3	of	of	ADP
easat-8453	115	4	features	feature	NOUN
easat-8453	115	5	quantifies	quantifie	NOUN
easat-8453	115	6	the	the	DET
easat-8453	115	7	fluctuations	fluctuation	NOUN
easat-8453	115	8	in	in	ADP
easat-8453	115	9	fundamental	fundamental	ADJ
easat-8453	115	10	frequency	frequency	NOUN
easat-8453	115	11	from	from	ADP
easat-8453	115	12	one	one	NUM
easat-8453	115	13	vocal	vocal	ADJ
easat-8453	115	14	fold	fold	ADJ
easat-8453	115	15	cycle	cycle	NOUN
easat-8453	115	16	to	to	ADP
easat-8453	115	17	the	the	DET
easat-8453	115	18	next	next	ADJ
easat-8453	115	19	.	.	PUNCT
easat-8453	116	1	5	5	NUM
easat-8453	116	2	shimmer	shimmer	ADJ
easat-8453	116	3	variants	variant	NOUN
easat-8453	116	4	shimmer	shimmer	ADJ
easat-8453	116	5	variations	variation	NOUN
easat-8453	116	6	are	be	AUX
easat-8453	116	7	also	also	ADV
easat-8453	116	8	utilized	utilize	VERB
easat-8453	116	9	to	to	PART
easat-8453	116	10	capture	capture	VERB
easat-8453	116	11	the	the	DET
easat-8453	116	12	vibratory	vibratory	ADJ
easat-8453	116	13	pattern	pattern	NOUN
easat-8453	116	14	of	of	ADP
easat-8453	116	15	the	the	DET
easat-8453	116	16	vocal	vocal	ADJ
easat-8453	116	17	cords	cord	NOUN
easat-8453	116	18	.	.	PUNCT
easat-8453	117	1	in	in	ADP
easat-8453	117	2	this	this	DET
easat-8453	117	3	case	case	NOUN
easat-8453	117	4	,	,	PUNCT
easat-8453	117	5	this	this	DET
easat-8453	117	6	subset	subset	NOUN
easat-8453	117	7	of	of	ADP
easat-8453	117	8	features	feature	NOUN
easat-8453	117	9	quantifies	quantifie	NOUN
easat-8453	117	10	the	the	DET
easat-8453	117	11	fluctuations	fluctuation	NOUN
easat-8453	117	12	in	in	ADP
easat-8453	117	13	amplitude	amplitude	NOUN
easat-8453	117	14	from	from	ADP
easat-8453	117	15	one	one	NUM
easat-8453	117	16	vocal	vocal	ADJ
easat-8453	117	17	fold	fold	ADJ
easat-8453	117	18	cycle	cycle	NOUN
easat-8453	117	19	to	to	ADP
easat-8453	117	20	the	the	DET
easat-8453	117	21	next	next	ADJ
easat-8453	117	22	.	.	PUNCT
easat-8453	118	1	6	6	NUM
easat-8453	118	2	fundamental	fundamental	ADJ
easat-8453	118	3	frequency	frequency	NOUN
easat-8453	118	4	parameters	parameter	NOUN
easat-8453	118	5	the	the	DET
easat-8453	118	6	frequency	frequency	NOUN
easat-8453	118	7	of	of	ADP
easat-8453	118	8	vibration	vibration	NOUN
easat-8453	118	9	of	of	ADP
easat-8453	118	10	the	the	DET
easat-8453	118	11	vocal	vocal	ADJ
easat-8453	118	12	folds	fold	NOUN
easat-8453	118	13	was	be	AUX
easat-8453	118	14	examined	examine	VERB
easat-8453	118	15	.	.	PUNCT
easat-8453	119	1	this	this	DET
easat-8453	119	2	frequency	frequency	NOUN
easat-8453	119	3	's	's	PART
easat-8453	119	4	mean	mean	ADJ
easat-8453	119	5	,	,	PUNCT
easat-8453	119	6	median	median	ADJ
easat-8453	119	7	,	,	PUNCT
easat-8453	119	8	standard	standard	ADJ
easat-8453	119	9	deviation	deviation	NOUN
easat-8453	119	10	,	,	PUNCT
easat-8453	119	11	minimum	minimum	NOUN
easat-8453	119	12	,	,	PUNCT
easat-8453	119	13	and	and	CCONJ
easat-8453	119	14	maximum	maximum	ADJ
easat-8453	119	15	values	value	NOUN
easat-8453	119	16	were	be	AUX
easat-8453	119	17	employed	employ	VERB
easat-8453	119	18	for	for	ADP
easat-8453	119	19	analysis	analysis	NOUN
easat-8453	119	20	.	.	PUNCT
easat-8453	120	1	5	5	NUM
easat-8453	120	2	harmonicity	harmonicity	NOUN
easat-8453	120	3	parameters	parameter	NOUN
easat-8453	120	4	because	because	SCONJ
easat-8453	120	5	of	of	ADP
easat-8453	120	6	incomplete	incomplete	ADJ
easat-8453	120	7	closure	closure	NOUN
easat-8453	120	8	of	of	ADP
easat-8453	120	9	the	the	DET
easat-8453	120	10	vocal	vocal	ADJ
easat-8453	120	11	folds	fold	NOUN
easat-8453	120	12	,	,	PUNCT
easat-8453	120	13	speech	speech	NOUN
easat-8453	120	14	pathologies	pathology	NOUN
easat-8453	120	15	often	often	ADV
easat-8453	120	16	lead	lead	VERB
easat-8453	120	17	to	to	ADP
easat-8453	120	18	increased	increase	VERB
easat-8453	120	19	noise	noise	NOUN
easat-8453	120	20	components	component	NOUN
easat-8453	120	21	.	.	PUNCT
easat-8453	121	1	parameters	parameter	NOUN
easat-8453	121	2	like	like	ADP
easat-8453	121	3	harmonics	harmonic	NOUN
easat-8453	121	4	to	to	PART
easat-8453	121	5	noise	noise	VERB
easat-8453	121	6	ratio	ratio	NOUN
easat-8453	121	7	and	and	CCONJ
easat-8453	121	8	noise	noise	NOUN
easat-8453	121	9	to	to	ADP
easat-8453	121	10	harmonics	harmonic	NOUN
easat-8453	121	11	ratio	ratio	NOUN
easat-8453	121	12	were	be	AUX
easat-8453	121	13	utilized	utilize	VERB
easat-8453	121	14	as	as	ADP
easat-8453	121	15	features	feature	NOUN
easat-8453	121	16	,	,	PUNCT
easat-8453	121	17	which	which	PRON
easat-8453	121	18	help	help	VERB
easat-8453	121	19	quantify	quantify	VERB
easat-8453	121	20	the	the	DET
easat-8453	121	21	balance	balance	NOUN
easat-8453	121	22	between	between	ADP
easat-8453	121	23	signal	signal	ADJ
easat-8453	121	24	information	information	NOUN
easat-8453	121	25	and	and	CCONJ
easat-8453	121	26	noise	noise	NOUN
easat-8453	121	27	in	in	ADP
easat-8453	121	28	the	the	DET
easat-8453	121	29	speech	speech	NOUN
easat-8453	121	30	.	.	PUNCT
easat-8453	122	1	2	2	NUM
easat-8453	122	2	recurrence	recurrence	NOUN
easat-8453	122	3	period	period	NOUN
easat-8453	122	4	density	density	NOUN
easat-8453	122	5	entropy	entropy	NOUN
easat-8453	122	6	(	(	PUNCT
easat-8453	122	7	rpde	rpde	NOUN
easat-8453	122	8	)	)	PUNCT
easat-8453	122	9	rpde	rpde	NOUN
easat-8453	122	10	gives	give	VERB
easat-8453	122	11	information	information	NOUN
easat-8453	122	12	about	about	ADP
easat-8453	122	13	the	the	DET
easat-8453	122	14	ability	ability	NOUN
easat-8453	122	15	of	of	ADP
easat-8453	122	16	the	the	DET
easat-8453	122	17	vocal	vocal	ADJ
easat-8453	122	18	folds	fold	NOUN
easat-8453	122	19	to	to	PART
easat-8453	122	20	sustain	sustain	VERB
easat-8453	122	21	stable	stable	ADJ
easat-8453	122	22	vocal	vocal	ADJ
easat-8453	122	23	fold	fold	ADJ
easat-8453	122	24	oscillations	oscillation	NOUN
easat-8453	122	25	and	and	CCONJ
easat-8453	122	26	quantifies	quantifie	NOUN
easat-8453	122	27	the	the	DET
easat-8453	122	28	deviations	deviation	NOUN
easat-8453	122	29	from	from	ADP
easat-8453	122	30	f0	f0	PROPN
easat-8453	122	31	.	.	PROPN
easat-8453	123	1	1	1	NUM
easat-8453	123	2	detrended	detrende	VERB
easat-8453	123	3	fluctuation	fluctuation	NOUN
easat-8453	123	4	analysis	analysis	NOUN
easat-8453	123	5	(	(	PUNCT
easat-8453	123	6	dfa	dfa	PROPN
easat-8453	123	7	)	)	PUNCT
easat-8453	123	8	dfa	dfa	PROPN
easat-8453	123	9	quantifies	quantifie	NOUN
easat-8453	123	10	the	the	DET
easat-8453	123	11	stochastic	stochastic	ADJ
easat-8453	123	12	self	self	NOUN
easat-8453	123	13	-	-	PUNCT
easat-8453	123	14	similarity	similarity	NOUN
easat-8453	123	15	of	of	ADP
easat-8453	123	16	the	the	DET
easat-8453	123	17	turbulent	turbulent	ADJ
easat-8453	123	18	noise	noise	NOUN
easat-8453	123	19	.	.	PUNCT
easat-8453	124	1	1	1	NUM
easat-8453	124	2	pitch	pitch	NOUN
easat-8453	124	3	period	period	NOUN
easat-8453	124	4	entropy	entropy	NOUN
easat-8453	124	5	(	(	PUNCT
easat-8453	124	6	ppe	ppe	PROPN
easat-8453	124	7	)	)	PUNCT
easat-8453	124	8	ppe	ppe	PROPN
easat-8453	124	9	measures	measure	VERB
easat-8453	124	10	the	the	DET
easat-8453	124	11	impaired	impaired	ADJ
easat-8453	124	12	control	control	NOUN
easat-8453	124	13	of	of	ADP
easat-8453	124	14	fundamental	fundamental	ADJ
easat-8453	124	15	frequency	frequency	NOUN
easat-8453	124	16	f0	f0	NOUN
easat-8453	124	17	using	use	VERB
easat-8453	124	18	a	a	DET
easat-8453	124	19	logarithmic	logarithmic	ADJ
easat-8453	124	20	scale	scale	NOUN
easat-8453	124	21	.	.	PUNCT
easat-8453	125	1	1	1	NUM
easat-8453	125	2	timefrequency	timefrequency	NOUN
easat-8453	125	3	features	feature	VERB
easat-8453	125	4	intensity	intensity	NOUN
easat-8453	125	5	parameters	parameter	NOUN
easat-8453	125	6	intensity	intensity	NOUN
easat-8453	125	7	is	be	AUX
easat-8453	125	8	connected	connect	VERB
easat-8453	125	9	to	to	ADP
easat-8453	125	10	the	the	DET
easat-8453	125	11	power	power	NOUN
easat-8453	125	12	of	of	ADP
easat-8453	125	13	the	the	DET
easat-8453	125	14	speech	speech	NOUN
easat-8453	125	15	signal	signal	NOUN
easat-8453	125	16	,	,	PUNCT
easat-8453	125	17	typically	typically	ADV
easat-8453	125	18	measured	measure	VERB
easat-8453	125	19	in	in	ADP
easat-8453	125	20	decibels	decibel	NOUN
easat-8453	125	21	(	(	PUNCT
easat-8453	125	22	db	db	PROPN
easat-8453	125	23	)	)	PUNCT
easat-8453	125	24	.	.	PUNCT
easat-8453	126	1	this	this	DET
easat-8453	126	2	study	study	NOUN
easat-8453	126	3	employed	employ	VERB
easat-8453	126	4	the	the	DET
easat-8453	126	5	mean	mean	ADJ
easat-8453	126	6	,	,	PUNCT
easat-8453	126	7	minimum	minimum	ADJ
easat-8453	126	8	,	,	PUNCT
easat-8453	126	9	and	and	CCONJ
easat-8453	126	10	maximum	maximum	ADJ
easat-8453	126	11	intensity	intensity	NOUN
easat-8453	126	12	values	value	NOUN
easat-8453	126	13	as	as	ADP
easat-8453	126	14	features	feature	NOUN
easat-8453	126	15	.	.	PUNCT
easat-8453	127	1	3	3	NUM
easat-8453	127	2	formant	formant	NOUN
easat-8453	127	3	frequencies	frequency	NOUN
easat-8453	127	4	frequencies	frequency	NOUN
easat-8453	127	5	enhanced	enhance	VERB
easat-8453	127	6	by	by	ADP
easat-8453	127	7	the	the	DET
easat-8453	127	8	vocal	vocal	ADJ
easat-8453	127	9	tract	tract	NOUN
easat-8453	127	10	,	,	PUNCT
easat-8453	127	11	known	know	VERB
easat-8453	127	12	as	as	ADP
easat-8453	127	13	formants	formant	NOUN
easat-8453	127	14	,	,	PUNCT
easat-8453	127	15	were	be	AUX
easat-8453	127	16	utilized	utilize	VERB
easat-8453	127	17	as	as	ADP
easat-8453	127	18	features	feature	NOUN
easat-8453	127	19	in	in	ADP
easat-8453	127	20	this	this	DET
easat-8453	127	21	study	study	NOUN
easat-8453	127	22	.	.	PUNCT
easat-8453	128	1	the	the	DET
easat-8453	128	2	first	first	ADJ
easat-8453	128	3	four	four	NUM
easat-8453	128	4	formants	formant	NOUN
easat-8453	128	5	were	be	AUX
easat-8453	128	6	explicitly	explicitly	ADV
easat-8453	128	7	selected	select	VERB
easat-8453	128	8	for	for	ADP
easat-8453	128	9	analysis	analysis	NOUN
easat-8453	128	10	.	.	PUNCT
easat-8453	129	1	4	4	NUM
easat-8453	129	2	bandwidth	bandwidth	NOUN
easat-8453	129	3	the	the	DET
easat-8453	129	4	first	first	ADJ
easat-8453	129	5	four	four	NUM
easat-8453	129	6	bandwidths	bandwidth	NOUN
easat-8453	129	7	were	be	AUX
easat-8453	129	8	utilized	utilize	VERB
easat-8453	129	9	as	as	ADP
easat-8453	129	10	features	feature	NOUN
easat-8453	129	11	within	within	ADP
easat-8453	129	12	the	the	DET
easat-8453	129	13	frequency	frequency	NOUN
easat-8453	129	14	range	range	NOUN
easat-8453	129	15	spanning	span	VERB
easat-8453	129	16	the	the	DET
easat-8453	129	17	formant	formant	NOUN
easat-8453	129	18	frequencies	frequency	NOUN
easat-8453	129	19	.	.	PUNCT
easat-8453	130	1	4	4	NUM
easat-8453	130	2	mel	mel	PROPN
easat-8453	130	3	frequency	frequency	NOUN
easat-8453	130	4	cepstral	cepstral	ADJ
easat-8453	130	5	coefficients	coefficient	NOUN
easat-8453	130	6	(	(	PUNCT
easat-8453	130	7	mfccs	mfccs	ADJ
easat-8453	130	8	)	)	PUNCT
easat-8453	130	9	mfccs	mfccs	ADJ
easat-8453	130	10	mfccs	mfccs	NOUN
easat-8453	130	11	are	be	AUX
easat-8453	130	12	used	use	VERB
easat-8453	130	13	to	to	PART
easat-8453	130	14	detect	detect	VERB
easat-8453	130	15	the	the	DET
easat-8453	130	16	impacts	impact	NOUN
easat-8453	130	17	of	of	ADP
easat-8453	130	18	parkinson	parkinson	NOUN
easat-8453	130	19	's	's	PART
easat-8453	130	20	disease	disease	NOUN
easat-8453	130	21	on	on	ADP
easat-8453	130	22	the	the	DET
easat-8453	130	23	vocal	vocal	ADJ
easat-8453	130	24	tract	tract	NOUN
easat-8453	130	25	,	,	PUNCT
easat-8453	130	26	distinct	distinct	ADJ
easat-8453	130	27	from	from	ADP
easat-8453	130	28	its	its	PRON
easat-8453	130	29	effects	effect	NOUN
easat-8453	130	30	on	on	ADP
easat-8453	130	31	the	the	DET
easat-8453	130	32	vocal	vocal	ADJ
easat-8453	130	33	folds	fold	NOUN
easat-8453	130	34	.	.	PUNCT
easat-8453	131	1	84	84	NUM
easat-8453	131	2	2597	2597	NUM
easat-8453	131	3	edelweiss	edelweiss	PROPN
easat-8453	131	4	applied	apply	VERB
easat-8453	131	5	science	science	NOUN
easat-8453	131	6	and	and	CCONJ
easat-8453	131	7	technology	technology	NOUN
easat-8453	131	8	issn	issn	PROPN
easat-8453	131	9	:	:	PUNCT
easat-8453	131	10	2576	2576	NUM
easat-8453	131	11	-	-	SYM
easat-8453	131	12	8484	8484	NUM
easat-8453	131	13	vol	vol	NOUN
easat-8453	131	14	.	.	PROPN
easat-8453	132	1	9	9	NUM
easat-8453	132	2	,	,	PUNCT
easat-8453	132	3	no	no	INTJ
easat-8453	132	4	.	.	NOUN
easat-8453	133	1	6	6	NUM
easat-8453	133	2	:	:	SYM
easat-8453	133	3	2591	2591	NUM
easat-8453	133	4	-	-	SYM
easat-8453	133	5	2608	2608	NUM
easat-8453	133	6	,	,	PUNCT
easat-8453	133	7	2025	2025	NUM
easat-8453	133	8	doi	doi	NOUN
easat-8453	133	9	:	:	PUNCT
easat-8453	133	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	133	11	©	©	ADP
easat-8453	133	12	2025	2025	NUM
easat-8453	133	13	by	by	ADP
easat-8453	133	14	the	the	DET
easat-8453	133	15	authors	author	NOUN
easat-8453	133	16	;	;	PUNCT
easat-8453	133	17	licensee	licensee	PROPN
easat-8453	133	18	learning	learn	VERB
easat-8453	133	19	gate	gate	PROPN
easat-8453	133	20	wavelet	wavelet	PROPN
easat-8453	133	21	transform	transform	NOUN
easat-8453	133	22	based	base	VERB
easat-8453	133	23	features	feature	VERB
easat-8453	133	24	wavelet	wavelet	NOUN
easat-8453	133	25	transform	transform	NOUN
easat-8453	133	26	(	(	PUNCT
easat-8453	133	27	wt	wt	NOUN
easat-8453	133	28	)	)	PUNCT
easat-8453	133	29	features	feature	NOUN
easat-8453	133	30	related	relate	VERB
easat-8453	133	31	to	to	PART
easat-8453	133	32	f0	f0	VERB
easat-8453	133	33	wt	wt	PROPN
easat-8453	133	34	features	feature	NOUN
easat-8453	133	35	quantify	quantify	VERB
easat-8453	133	36	the	the	DET
easat-8453	133	37	deviations	deviation	NOUN
easat-8453	133	38	in	in	ADP
easat-8453	133	39	f0	f0	PROPN
easat-8453	133	40	182	182	NUM
easat-8453	133	41	vocal	vocal	ADJ
easat-8453	133	42	fold	fold	NOUN
easat-8453	133	43	features	feature	NOUN
easat-8453	133	44	glottis	glottis	NOUN
easat-8453	133	45	quotient	quotient	NOUN
easat-8453	133	46	(	(	PUNCT
easat-8453	133	47	gq	gq	PROPN
easat-8453	133	48	)	)	PUNCT
easat-8453	133	49	gq	gq	NOUN
easat-8453	133	50	provides	provide	VERB
easat-8453	133	51	insights	insight	NOUN
easat-8453	133	52	into	into	ADP
easat-8453	133	53	the	the	DET
easat-8453	133	54	durations	duration	NOUN
easat-8453	133	55	of	of	ADP
easat-8453	133	56	glottis	glottis	NOUN
easat-8453	133	57	opening	opening	NOUN
easat-8453	133	58	and	and	CCONJ
easat-8453	133	59	closing	closing	NOUN
easat-8453	133	60	,	,	PUNCT
easat-8453	133	61	indicating	indicate	VERB
easat-8453	133	62	the	the	DET
easat-8453	133	63	regularity	regularity	NOUN
easat-8453	133	64	in	in	ADP
easat-8453	133	65	glottis	glottis	NOUN
easat-8453	133	66	movement	movement	NOUN
easat-8453	133	67	.	.	PUNCT
easat-8453	134	1	3	3	NUM
easat-8453	134	2	glottal	glottal	NOUN
easat-8453	134	3	to	to	PART
easat-8453	134	4	noise	noise	VERB
easat-8453	134	5	excitation	excitation	NOUN
easat-8453	134	6	(	(	PUNCT
easat-8453	134	7	gne	gne	PROPN
easat-8453	134	8	)	)	PUNCT
easat-8453	134	9	gne	gne	PROPN
easat-8453	134	10	measures	measure	VERB
easat-8453	134	11	the	the	DET
easat-8453	134	12	level	level	NOUN
easat-8453	134	13	of	of	ADP
easat-8453	134	14	turbulent	turbulent	ADJ
easat-8453	134	15	noise	noise	NOUN
easat-8453	134	16	resulting	result	VERB
easat-8453	134	17	from	from	ADP
easat-8453	134	18	inadequate	inadequate	ADJ
easat-8453	134	19	closure	closure	NOUN
easat-8453	134	20	of	of	ADP
easat-8453	134	21	the	the	DET
easat-8453	134	22	vocal	vocal	ADJ
easat-8453	134	23	folds	fold	NOUN
easat-8453	134	24	within	within	ADP
easat-8453	134	25	the	the	DET
easat-8453	134	26	speech	speech	NOUN
easat-8453	134	27	signal	signal	NOUN
easat-8453	134	28	.	.	PUNCT
easat-8453	135	1	6	6	NUM
easat-8453	135	2	vocal	vocal	ADJ
easat-8453	135	3	fold	fold	ADJ
easat-8453	135	4	excitation	excitation	NOUN
easat-8453	135	5	ratio	ratio	NOUN
easat-8453	135	6	(	(	PUNCT
easat-8453	135	7	vfer	vfer	NOUN
easat-8453	135	8	)	)	PUNCT
easat-8453	135	9	vfer	vfer	NOUN
easat-8453	135	10	calculates	calculate	VERB
easat-8453	135	11	the	the	DET
easat-8453	135	12	quantity	quantity	NOUN
easat-8453	135	13	of	of	ADP
easat-8453	135	14	noise	noise	NOUN
easat-8453	135	15	generated	generate	VERB
easat-8453	135	16	due	due	ADP
easat-8453	135	17	to	to	ADP
easat-8453	135	18	abnormal	abnormal	ADJ
easat-8453	135	19	vocal	vocal	ADJ
easat-8453	135	20	fold	fold	ADJ
easat-8453	135	21	vibration	vibration	NOUN
easat-8453	135	22	,	,	PUNCT
easat-8453	135	23	utilizing	utilize	VERB
easat-8453	135	24	nonlinear	nonlinear	ADJ
easat-8453	135	25	energy	energy	NOUN
easat-8453	135	26	and	and	CCONJ
easat-8453	135	27	entropy	entropy	NOUN
easat-8453	135	28	principles	principle	NOUN
easat-8453	135	29	.	.	PUNCT
easat-8453	136	1	7	7	NUM
easat-8453	136	2	empirical	empirical	ADJ
easat-8453	136	3	mode	mode	NOUN
easat-8453	136	4	decomposition	decomposition	NOUN
easat-8453	136	5	(	(	PUNCT
easat-8453	136	6	emd	emd	PROPN
easat-8453	136	7	)	)	PUNCT
easat-8453	136	8	emd	emd	PROPN
easat-8453	136	9	decomposes	decompose	VERB
easat-8453	136	10	a	a	DET
easat-8453	136	11	speech	speech	NOUN
easat-8453	136	12	signal	signal	NOUN
easat-8453	136	13	into	into	ADP
easat-8453	136	14	an	an	DET
easat-8453	136	15	elementary	elementary	ADJ
easat-8453	136	16	signal	signal	NOUN
easat-8453	136	17	6	6	NUM
easat-8453	136	18	figure	figure	NOUN
easat-8453	136	19	3	3	NUM
easat-8453	136	20	.	.	PUNCT
easat-8453	136	21	image	image	NOUN
easat-8453	136	22	of	of	ADP
easat-8453	136	23	the	the	DET
easat-8453	136	24	baseline	baseline	NOUN
easat-8453	136	25	features	feature	VERB
easat-8453	136	26	dataset	dataset	VERB
easat-8453	136	27	.	.	PUNCT
easat-8453	137	1	3.2	3.2	NUM
easat-8453	137	2	.	.	PUNCT
easat-8453	137	3	initial	initial	ADJ
easat-8453	137	4	system	system	NOUN
easat-8453	137	5	design	design	NOUN
easat-8453	137	6	(	(	PUNCT
easat-8453	137	7	steps	step	NOUN
easat-8453	137	8	4	4	NUM
easat-8453	137	9	-	-	SYM
easat-8453	137	10	5	5	NUM
easat-8453	137	11	)	)	PUNCT
easat-8453	137	12	following	follow	VERB
easat-8453	137	13	domain	domain	NOUN
easat-8453	137	14	analysis	analysis	NOUN
easat-8453	137	15	,	,	PUNCT
easat-8453	137	16	the	the	DET
easat-8453	137	17	next	next	ADJ
easat-8453	137	18	phase	phase	NOUN
easat-8453	137	19	involved	involve	VERB
easat-8453	137	20	designing	design	VERB
easat-8453	137	21	the	the	DET
easat-8453	137	22	initial	initial	ADJ
easat-8453	137	23	system	system	NOUN
easat-8453	137	24	architecture	architecture	NOUN
easat-8453	137	25	.	.	PUNCT
easat-8453	138	1	this	this	DET
easat-8453	138	2	phase	phase	NOUN
easat-8453	138	3	includes	include	VERB
easat-8453	138	4	defining	define	VERB
easat-8453	138	5	the	the	DET
easat-8453	138	6	features	feature	NOUN
easat-8453	138	7	to	to	PART
easat-8453	138	8	be	be	AUX
easat-8453	138	9	extracted	extract	VERB
easat-8453	138	10	from	from	ADP
easat-8453	138	11	the	the	DET
easat-8453	138	12	voice	voice	NOUN
easat-8453	138	13	data	datum	NOUN
easat-8453	138	14	,	,	PUNCT
easat-8453	138	15	as	as	ADV
easat-8453	138	16	well	well	ADV
easat-8453	138	17	as	as	ADP
easat-8453	138	18	the	the	DET
easat-8453	138	19	preprocessing	preprocessing	NOUN
easat-8453	138	20	steps	step	NOUN
easat-8453	138	21	:	:	PUNCT
easat-8453	138	22	feature	feature	NOUN
easat-8453	138	23	selection	selection	NOUN
easat-8453	138	24	:	:	PUNCT
easat-8453	138	25	acoustic	acoustic	ADJ
easat-8453	138	26	features	feature	NOUN
easat-8453	138	27	such	such	ADJ
easat-8453	138	28	as	as	ADP
easat-8453	138	29	jitter	jitter	NOUN
easat-8453	138	30	,	,	PUNCT
easat-8453	138	31	shimmer	shimmer	ADJ
easat-8453	138	32	,	,	PUNCT
easat-8453	138	33	harmonic	harmonic	NOUN
easat-8453	138	34	-	-	PUNCT
easat-8453	138	35	to	to	ADP
easat-8453	138	36	-	-	PUNCT
easat-8453	138	37	noise	noise	NOUN
easat-8453	138	38	ratio	ratio	NOUN
easat-8453	138	39	(	(	PUNCT
easat-8453	138	40	hnr	hnr	PROPN
easat-8453	138	41	)	)	PUNCT
easat-8453	138	42	,	,	PUNCT
easat-8453	138	43	baseline	baseline	NOUN
easat-8453	138	44	,	,	PUNCT
easat-8453	138	45	and	and	CCONJ
easat-8453	138	46	mel	mel	PROPN
easat-8453	138	47	frequency	frequency	NOUN
easat-8453	138	48	cepstral	cepstral	ADJ
easat-8453	138	49	coefficients	coefficient	NOUN
easat-8453	138	50	(	(	PUNCT
easat-8453	138	51	mfccs	mfccs	PROPN
easat-8453	138	52	)	)	PUNCT
easat-8453	138	53	were	be	AUX
easat-8453	138	54	selected	select	VERB
easat-8453	138	55	based	base	VERB
easat-8453	138	56	on	on	ADP
easat-8453	138	57	their	their	PRON
easat-8453	138	58	relevance	relevance	NOUN
easat-8453	138	59	in	in	ADP
easat-8453	138	60	identifying	identify	VERB
easat-8453	138	61	voice	voice	NOUN
easat-8453	138	62	impairments	impairment	NOUN
easat-8453	138	63	linked	link	VERB
easat-8453	138	64	to	to	ADP
easat-8453	138	65	pd	pd	PROPN
easat-8453	138	66	.	.	PROPN
easat-8453	138	67	3.2.1	3.2.1	NUM
easat-8453	138	68	data	datum	NOUN
easat-8453	138	69	preprocessing	preprocessing	NOUN
easat-8453	138	70	:	:	PUNCT
easat-8453	138	71	data	datum	NOUN
easat-8453	138	72	cleaning	cleaning	NOUN
easat-8453	138	73	:	:	PUNCT
easat-8453	138	74	noisy	noisy	ADJ
easat-8453	138	75	and	and	CCONJ
easat-8453	138	76	irrelevant	irrelevant	ADJ
easat-8453	138	77	data	datum	NOUN
easat-8453	138	78	were	be	AUX
easat-8453	138	79	filtered	filter	VERB
easat-8453	138	80	to	to	PART
easat-8453	138	81	improve	improve	VERB
easat-8453	138	82	model	model	NOUN
easat-8453	138	83	performance	performance	NOUN
easat-8453	138	84	.	.	PUNCT
easat-8453	139	1	2598	2598	NUM
easat-8453	139	2	edelweiss	edelweiss	PROPN
easat-8453	139	3	applied	apply	VERB
easat-8453	139	4	science	science	NOUN
easat-8453	139	5	and	and	CCONJ
easat-8453	139	6	technology	technology	NOUN
easat-8453	139	7	issn	issn	PROPN
easat-8453	139	8	:	:	PUNCT
easat-8453	139	9	2576	2576	NUM
easat-8453	139	10	-	-	SYM
easat-8453	139	11	8484	8484	NUM
easat-8453	139	12	vol	vol	NOUN
easat-8453	139	13	.	.	PROPN
easat-8453	140	1	9	9	NUM
easat-8453	140	2	,	,	PUNCT
easat-8453	140	3	no	no	INTJ
easat-8453	140	4	.	.	NOUN
easat-8453	141	1	6	6	NUM
easat-8453	141	2	:	:	SYM
easat-8453	141	3	2591	2591	NUM
easat-8453	141	4	-	-	SYM
easat-8453	141	5	2608	2608	NUM
easat-8453	141	6	,	,	PUNCT
easat-8453	141	7	2025	2025	NUM
easat-8453	141	8	doi	doi	NOUN
easat-8453	141	9	:	:	PUNCT
easat-8453	141	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	141	11	©	©	ADP
easat-8453	141	12	2025	2025	NUM
easat-8453	141	13	by	by	ADP
easat-8453	141	14	the	the	DET
easat-8453	141	15	authors	author	NOUN
easat-8453	141	16	;	;	PUNCT
easat-8453	141	17	licensee	licensee	PROPN
easat-8453	141	18	learning	learn	VERB
easat-8453	141	19	gate	gate	PROPN
easat-8453	141	20	normalization	normalization	NOUN
easat-8453	141	21	:	:	PUNCT
easat-8453	141	22	feature	feature	NOUN
easat-8453	141	23	values	value	NOUN
easat-8453	141	24	were	be	AUX
easat-8453	141	25	normalized	normalize	VERB
easat-8453	141	26	to	to	ADP
easat-8453	141	27	a	a	DET
easat-8453	141	28	standard	standard	ADJ
easat-8453	141	29	scale	scale	NOUN
easat-8453	141	30	to	to	PART
easat-8453	141	31	prevent	prevent	VERB
easat-8453	141	32	biases	bias	NOUN
easat-8453	141	33	during	during	ADP
easat-8453	141	34	model	model	NOUN
easat-8453	141	35	training	training	NOUN
easat-8453	141	36	.	.	PUNCT
easat-8453	142	1	data	datum	NOUN
easat-8453	142	2	splitting	splitting	NOUN
easat-8453	142	3	:	:	PUNCT
easat-8453	142	4	there	there	PRON
easat-8453	142	5	were	be	VERB
easat-8453	142	6	two	two	NUM
easat-8453	142	7	types	type	NOUN
easat-8453	142	8	of	of	ADP
easat-8453	142	9	data	data	NOUN
easat-8453	142	10	-	-	PUNCT
easat-8453	142	11	splitting	splitting	NOUN
easat-8453	142	12	methods	method	NOUN
easat-8453	142	13	.	.	PUNCT
easat-8453	143	1	random	random	ADJ
easat-8453	143	2	sampling	sampling	NOUN
easat-8453	143	3	:	:	PUNCT
easat-8453	143	4	the	the	DET
easat-8453	143	5	dataset	dataset	NOUN
easat-8453	143	6	was	be	AUX
easat-8453	143	7	split	split	VERB
easat-8453	143	8	into	into	ADP
easat-8453	143	9	training	training	NOUN
easat-8453	143	10	and	and	CCONJ
easat-8453	143	11	testing	testing	NOUN
easat-8453	143	12	sets	set	NOUN
easat-8453	143	13	in	in	ADP
easat-8453	143	14	different	different	ADJ
easat-8453	143	15	ratios	ratio	NOUN
easat-8453	143	16	(	(	PUNCT
easat-8453	143	17	%	%	INTJ
easat-8453	143	18	):	):	PUNCT
easat-8453	143	19	50	50	NUM
easat-8453	143	20	-	-	SYM
easat-8453	143	21	50	50	NUM
easat-8453	143	22	,	,	PUNCT
easat-8453	143	23	70	70	NUM
easat-8453	143	24	-	-	SYM
easat-8453	143	25	30	30	NUM
easat-8453	143	26	,	,	PUNCT
easat-8453	143	27	80	80	NUM
easat-8453	143	28	-	-	SYM
easat-8453	143	29	20	20	NUM
easat-8453	143	30	,	,	PUNCT
easat-8453	143	31	100	100	NUM
easat-8453	143	32	-	-	SYM
easat-8453	143	33	0	0	NUM
easat-8453	143	34	,	,	PUNCT
easat-8453	143	35	ensuring	ensure	VERB
easat-8453	143	36	a	a	DET
easat-8453	143	37	robust	robust	ADJ
easat-8453	143	38	evaluation	evaluation	NOUN
easat-8453	143	39	of	of	ADP
easat-8453	143	40	the	the	DET
easat-8453	143	41	model	model	NOUN
easat-8453	143	42	’s	’s	PART
easat-8453	143	43	performance	performance	NOUN
easat-8453	143	44	.	.	PUNCT
easat-8453	144	1	the	the	DET
easat-8453	144	2	other	other	ADJ
easat-8453	144	3	method	method	NOUN
easat-8453	144	4	used	use	VERB
easat-8453	144	5	was	be	AUX
easat-8453	144	6	the	the	DET
easat-8453	144	7	cross	cross	NOUN
easat-8453	144	8	-	-	NOUN
easat-8453	144	9	validation	validation	NOUN
easat-8453	144	10	with	with	ADP
easat-8453	144	11	k	k	PROPN
easat-8453	144	12	=	=	SYM
easat-8453	144	13	10	10	NUM
easat-8453	144	14	folds	fold	NOUN
easat-8453	144	15	.	.	PUNCT
easat-8453	145	1	3.3	3.3	NUM
easat-8453	145	2	.	.	PUNCT
easat-8453	145	3	iterative	iterative	NOUN
easat-8453	145	4	design	design	NOUN
easat-8453	145	5	and	and	CCONJ
easat-8453	145	6	development	development	NOUN
easat-8453	145	7	(	(	PUNCT
easat-8453	145	8	steps	step	NOUN
easat-8453	145	9	6	6	NUM
easat-8453	145	10	-	-	SYM
easat-8453	145	11	9	9	NUM
easat-8453	145	12	)	)	PUNCT
easat-8453	145	13	this	this	DET
easat-8453	145	14	phase	phase	NOUN
easat-8453	145	15	focuses	focus	VERB
easat-8453	145	16	on	on	ADP
easat-8453	145	17	the	the	DET
easat-8453	145	18	iterative	iterative	NOUN
easat-8453	145	19	design	design	NOUN
easat-8453	145	20	and	and	CCONJ
easat-8453	145	21	construction	construction	NOUN
easat-8453	145	22	of	of	ADP
easat-8453	145	23	the	the	DET
easat-8453	145	24	decision	decision	NOUN
easat-8453	145	25	support	support	NOUN
easat-8453	145	26	system	system	NOUN
easat-8453	145	27	,	,	PUNCT
easat-8453	145	28	primarily	primarily	ADV
easat-8453	145	29	focusing	focus	VERB
easat-8453	145	30	on	on	ADP
easat-8453	145	31	the	the	DET
easat-8453	145	32	fuzzy	fuzzy	ADJ
easat-8453	145	33	logic	logic	NOUN
easat-8453	145	34	model	model	NOUN
easat-8453	145	35	.	.	PUNCT
easat-8453	146	1	3.3.1	3.3.1	X
easat-8453	146	2	.	.	PUNCT
easat-8453	146	3	knowledge	knowledge	NOUN
easat-8453	146	4	database	database	NOUN
easat-8453	146	5	creation	creation	NOUN
easat-8453	146	6	(	(	PUNCT
easat-8453	146	7	steps	step	NOUN
easat-8453	146	8	7–8	7–8	NOUN
easat-8453	146	9	):	):	PUNCT
easat-8453	146	10	a	a	DET
easat-8453	146	11	knowledge	knowledge	NOUN
easat-8453	146	12	database	database	NOUN
easat-8453	146	13	was	be	AUX
easat-8453	146	14	built	build	VERB
easat-8453	146	15	using	use	VERB
easat-8453	146	16	voice	voice	NOUN
easat-8453	146	17	features	feature	NOUN
easat-8453	146	18	systematically	systematically	ADV
easat-8453	146	19	analyzed	analyze	VERB
easat-8453	146	20	for	for	ADP
easat-8453	146	21	their	their	PRON
easat-8453	146	22	relevance	relevance	NOUN
easat-8453	146	23	in	in	ADP
easat-8453	146	24	distinguishing	distinguish	VERB
easat-8453	146	25	between	between	ADP
easat-8453	146	26	pd	pd	NOUN
easat-8453	146	27	and	and	CCONJ
easat-8453	146	28	healthy	healthy	ADJ
easat-8453	146	29	individuals	individual	NOUN
easat-8453	146	30	.	.	PUNCT
easat-8453	147	1	pivot	pivot	NOUN
easat-8453	147	2	tables	table	NOUN
easat-8453	147	3	:	:	PUNCT
easat-8453	147	4	pivot	pivot	NOUN
easat-8453	147	5	tables	table	NOUN
easat-8453	147	6	were	be	AUX
easat-8453	147	7	used	use	VERB
easat-8453	147	8	to	to	PART
easat-8453	147	9	analyze	analyze	VERB
easat-8453	147	10	the	the	DET
easat-8453	147	11	relationships	relationship	NOUN
easat-8453	147	12	between	between	ADP
easat-8453	147	13	the	the	DET
easat-8453	147	14	acoustic	acoustic	ADJ
easat-8453	147	15	features	feature	NOUN
easat-8453	147	16	and	and	CCONJ
easat-8453	147	17	the	the	DET
easat-8453	147	18	binary	binary	PROPN
easat-8453	147	19	classification	classification	NOUN
easat-8453	147	20	outcome	outcome	NOUN
easat-8453	147	21	(	(	PUNCT
easat-8453	147	22	pd	pd	X
easat-8453	147	23	vs.	vs.	X
easat-8453	147	24	healthy	healthy	ADJ
easat-8453	147	25	)	)	PUNCT
easat-8453	147	26	.	.	PUNCT
easat-8453	148	1	this	this	DET
easat-8453	148	2	analysis	analysis	NOUN
easat-8453	148	3	was	be	AUX
easat-8453	148	4	the	the	DET
easat-8453	148	5	foundation	foundation	NOUN
easat-8453	148	6	for	for	ADP
easat-8453	148	7	the	the	DET
easat-8453	148	8	feature	feature	NOUN
easat-8453	148	9	selection	selection	NOUN
easat-8453	148	10	process	process	NOUN
easat-8453	148	11	,	,	PUNCT
easat-8453	148	12	identifying	identify	VERB
easat-8453	148	13	which	which	PRON
easat-8453	148	14	features	feature	NOUN
easat-8453	148	15	contributed	contribute	VERB
easat-8453	148	16	the	the	DET
easat-8453	148	17	most	most	ADJ
easat-8453	148	18	to	to	ADP
easat-8453	148	19	the	the	DET
easat-8453	148	20	classification	classification	NOUN
easat-8453	148	21	.	.	PUNCT
easat-8453	149	1	3.3.2	3.3.2	X
easat-8453	149	2	.	.	PUNCT
easat-8453	149	3	rule	rule	NOUN
easat-8453	149	4	base	base	NOUN
easat-8453	149	5	creation	creation	NOUN
easat-8453	149	6	(	(	PUNCT
easat-8453	149	7	step	step	NOUN
easat-8453	149	8	9	9	NUM
easat-8453	149	9	):	):	PUNCT
easat-8453	149	10	a	a	DET
easat-8453	149	11	knowledge	knowledge	NOUN
easat-8453	149	12	rule	rule	NOUN
easat-8453	149	13	base	base	NOUN
easat-8453	149	14	was	be	AUX
easat-8453	149	15	constructed	construct	VERB
easat-8453	149	16	based	base	VERB
easat-8453	149	17	on	on	ADP
easat-8453	149	18	the	the	DET
easat-8453	149	19	insights	insight	NOUN
easat-8453	149	20	gained	gain	VERB
easat-8453	149	21	from	from	ADP
easat-8453	149	22	the	the	DET
easat-8453	149	23	pivot	pivot	NOUN
easat-8453	149	24	table	table	NOUN
easat-8453	149	25	analysis	analysis	NOUN
easat-8453	149	26	.	.	PUNCT
easat-8453	150	1	fuzzy	fuzzy	ADJ
easat-8453	150	2	if	if	SCONJ
easat-8453	150	3	-	-	PUNCT
easat-8453	150	4	then	then	ADV
easat-8453	150	5	rules	rule	NOUN
easat-8453	150	6	were	be	AUX
easat-8453	150	7	generated	generate	VERB
easat-8453	150	8	to	to	PART
easat-8453	150	9	model	model	VERB
easat-8453	150	10	the	the	DET
easat-8453	150	11	relationships	relationship	NOUN
easat-8453	150	12	between	between	ADP
easat-8453	150	13	voice	voice	NOUN
easat-8453	150	14	features	feature	NOUN
easat-8453	150	15	and	and	CCONJ
easat-8453	150	16	the	the	DET
easat-8453	150	17	likelihood	likelihood	NOUN
easat-8453	150	18	of	of	ADP
easat-8453	150	19	pd	pd	PROPN
easat-8453	150	20	.	.	PUNCT
easat-8453	151	1	the	the	DET
easat-8453	151	2	knowledge	knowledge	NOUN
easat-8453	151	3	rule	rule	NOUN
easat-8453	151	4	base	base	NOUN
easat-8453	151	5	forms	form	VERB
easat-8453	151	6	the	the	DET
easat-8453	151	7	core	core	NOUN
easat-8453	151	8	of	of	ADP
easat-8453	151	9	the	the	DET
easat-8453	151	10	fuzzy	fuzzy	ADJ
easat-8453	151	11	inference	inference	NOUN
easat-8453	151	12	system	system	NOUN
easat-8453	151	13	,	,	PUNCT
easat-8453	151	14	allowing	allow	VERB
easat-8453	151	15	the	the	DET
easat-8453	151	16	model	model	NOUN
easat-8453	151	17	to	to	PART
easat-8453	151	18	make	make	VERB
easat-8453	151	19	transparent	transparent	ADJ
easat-8453	151	20	decisions	decision	NOUN
easat-8453	151	21	based	base	VERB
easat-8453	151	22	on	on	ADP
easat-8453	151	23	these	these	DET
easat-8453	151	24	rules	rule	NOUN
easat-8453	151	25	.	.	PUNCT
easat-8453	152	1	3.4	3.4	NUM
easat-8453	152	2	.	.	PUNCT
easat-8453	152	3	implementation	implementation	NOUN
easat-8453	152	4	and	and	CCONJ
easat-8453	152	5	evaluation	evaluation	NOUN
easat-8453	152	6	of	of	ADP
easat-8453	152	7	the	the	DET
easat-8453	152	8	fuzzy	fuzzy	ADJ
easat-8453	152	9	logic	logic	NOUN
easat-8453	152	10	models	model	NOUN
easat-8453	152	11	(	(	PUNCT
easat-8453	152	12	steps	step	NOUN
easat-8453	152	13	10	10	NUM
easat-8453	152	14	-	-	SYM
easat-8453	152	15	11	11	NUM
easat-8453	152	16	)	)	PUNCT
easat-8453	152	17	the	the	DET
easat-8453	152	18	next	next	ADJ
easat-8453	152	19	phase	phase	NOUN
easat-8453	152	20	involves	involve	VERB
easat-8453	152	21	the	the	DET
easat-8453	152	22	implementation	implementation	NOUN
easat-8453	152	23	and	and	CCONJ
easat-8453	152	24	evaluation	evaluation	NOUN
easat-8453	152	25	of	of	ADP
easat-8453	152	26	the	the	DET
easat-8453	152	27	mamdani	mamdani	ADJ
easat-8453	152	28	-	-	PUNCT
easat-8453	152	29	type	type	NOUN
easat-8453	152	30	fuzzy	fuzzy	ADJ
easat-8453	152	31	logic	logic	NOUN
easat-8453	152	32	model	model	NOUN
easat-8453	152	33	:	:	PUNCT
easat-8453	152	34	3.4.1	3.4.1	X
easat-8453	152	35	.	.	PUNCT
easat-8453	152	36	mamdani	mamdani	ADJ
easat-8453	152	37	-	-	PUNCT
easat-8453	152	38	type	type	NOUN
easat-8453	152	39	fuzzy	fuzzy	ADJ
easat-8453	152	40	system	system	NOUN
easat-8453	152	41	the	the	DET
easat-8453	152	42	fuzzification	fuzzification	NOUN
easat-8453	152	43	process	process	NOUN
easat-8453	152	44	converted	convert	VERB
easat-8453	152	45	numerical	numerical	ADJ
easat-8453	152	46	values	value	NOUN
easat-8453	152	47	of	of	ADP
easat-8453	152	48	the	the	DET
easat-8453	152	49	voice	voice	NOUN
easat-8453	152	50	features	feature	VERB
easat-8453	152	51	into	into	ADP
easat-8453	152	52	linguistic	linguistic	ADJ
easat-8453	152	53	variables	variable	NOUN
easat-8453	152	54	such	such	ADJ
easat-8453	152	55	as	as	ADP
easat-8453	152	56	“	"	PUNCT
easat-8453	152	57	very	very	ADV
easat-8453	152	58	low	low	ADJ
easat-8453	152	59	,	,	PUNCT
easat-8453	152	60	”	"	PUNCT
easat-8453	152	61	“	"	PUNCT
easat-8453	152	62	low	low	ADJ
easat-8453	152	63	,	,	PUNCT
easat-8453	152	64	”	"	PUNCT
easat-8453	152	65	“	"	PUNCT
easat-8453	152	66	moderately	moderately	ADV
easat-8453	152	67	low	low	ADJ
easat-8453	152	68	,	,	PUNCT
easat-8453	152	69	”	"	PUNCT
easat-8453	152	70	“	"	PUNCT
easat-8453	152	71	medium	medium	ADJ
easat-8453	152	72	-	-	PUNCT
easat-8453	152	73	low	low	ADJ
easat-8453	152	74	,	,	PUNCT
easat-8453	152	75	”	"	PUNCT
easat-8453	152	76	“	"	PUNCT
easat-8453	152	77	medium	medium	ADJ
easat-8453	152	78	-	-	PUNCT
easat-8453	152	79	high	high	ADJ
easat-8453	152	80	,	,	PUNCT
easat-8453	152	81	”	"	PUNCT
easat-8453	152	82	“	"	PUNCT
easat-8453	152	83	moderately	moderately	ADV
easat-8453	152	84	high	high	ADJ
easat-8453	152	85	,	,	PUNCT
easat-8453	152	86	”	"	PUNCT
easat-8453	152	87	“	"	PUNCT
easat-8453	152	88	high	high	ADJ
easat-8453	152	89	,	,	PUNCT
easat-8453	152	90	”	"	PUNCT
easat-8453	152	91	and	and	CCONJ
easat-8453	152	92	“	"	PUNCT
easat-8453	152	93	very	very	ADV
easat-8453	152	94	high	high	ADJ
easat-8453	152	95	.	.	PUNCT
easat-8453	152	96	”	"	PUNCT
easat-8453	153	1	triangular	triangular	NOUN
easat-8453	153	2	and	and	CCONJ
easat-8453	153	3	trapezoidal	trapezoidal	ADJ
easat-8453	153	4	membership	membership	NOUN
easat-8453	153	5	functions	function	NOUN
easat-8453	153	6	defined	define	VERB
easat-8453	153	7	the	the	DET
easat-8453	153	8	boundaries	boundary	NOUN
easat-8453	153	9	of	of	ADP
easat-8453	153	10	these	these	DET
easat-8453	153	11	linguistic	linguistic	ADJ
easat-8453	153	12	variables	variable	NOUN
easat-8453	153	13	.	.	PUNCT
easat-8453	154	1	the	the	DET
easat-8453	154	2	inference	inference	NOUN
easat-8453	154	3	engine	engine	NOUN
easat-8453	154	4	applied	apply	VERB
easat-8453	154	5	the	the	DET
easat-8453	154	6	fuzzy	fuzzy	ADJ
easat-8453	154	7	if	if	SCONJ
easat-8453	154	8	-	-	PUNCT
easat-8453	154	9	then	then	ADV
easat-8453	154	10	rules	rule	VERB
easat-8453	154	11	to	to	PART
easat-8453	154	12	combine	combine	VERB
easat-8453	154	13	these	these	DET
easat-8453	154	14	linguistic	linguistic	ADJ
easat-8453	154	15	variables	variable	NOUN
easat-8453	154	16	and	and	CCONJ
easat-8453	154	17	generate	generate	VERB
easat-8453	154	18	a	a	DET
easat-8453	154	19	fuzzy	fuzzy	ADJ
easat-8453	154	20	output	output	NOUN
easat-8453	154	21	representing	represent	VERB
easat-8453	154	22	the	the	DET
easat-8453	154	23	likelihood	likelihood	NOUN
easat-8453	154	24	of	of	ADP
easat-8453	154	25	pd	pd	PROPN
easat-8453	154	26	.	.	PUNCT
easat-8453	155	1	finally	finally	ADV
easat-8453	155	2	,	,	PUNCT
easat-8453	155	3	the	the	DET
easat-8453	155	4	defuzzification	defuzzification	NOUN
easat-8453	155	5	process	process	NOUN
easat-8453	155	6	converted	convert	VERB
easat-8453	155	7	the	the	DET
easat-8453	155	8	fuzzy	fuzzy	ADJ
easat-8453	155	9	output	output	NOUN
easat-8453	155	10	into	into	ADP
easat-8453	155	11	a	a	DET
easat-8453	155	12	crisp	crisp	ADJ
easat-8453	155	13	classification	classification	NOUN
easat-8453	155	14	(	(	PUNCT
easat-8453	155	15	either	either	CCONJ
easat-8453	155	16	pd	pd	PROPN
easat-8453	155	17	or	or	CCONJ
easat-8453	155	18	healthy	healthy	ADJ
easat-8453	155	19	)	)	PUNCT
easat-8453	155	20	.	.	PUNCT
easat-8453	156	1	3.4.2	3.4.2	NUM
easat-8453	156	2	.	.	PUNCT
easat-8453	156	3	evaluation	evaluation	NOUN
easat-8453	156	4	in	in	ADP
easat-8453	156	5	this	this	DET
easat-8453	156	6	stage	stage	NOUN
easat-8453	156	7	,	,	PUNCT
easat-8453	156	8	the	the	DET
easat-8453	156	9	performance	performance	NOUN
easat-8453	156	10	and	and	CCONJ
easat-8453	156	11	reliability	reliability	NOUN
easat-8453	156	12	of	of	ADP
easat-8453	156	13	the	the	DET
easat-8453	156	14	developed	develop	VERB
easat-8453	156	15	fuzzy	fuzzy	ADJ
easat-8453	156	16	model	model	NOUN
easat-8453	156	17	are	be	AUX
easat-8453	156	18	rigorously	rigorously	ADV
easat-8453	156	19	assessed	assess	VERB
easat-8453	156	20	employing	employ	VERB
easat-8453	156	21	several	several	ADJ
easat-8453	156	22	evaluation	evaluation	NOUN
easat-8453	156	23	metrics	metric	NOUN
easat-8453	156	24	,	,	PUNCT
easat-8453	156	25	which	which	PRON
easat-8453	156	26	include	include	VERB
easat-8453	156	27	:	:	PUNCT
easat-8453	156	28	classification	classification	NOUN
easat-8453	156	29	accuracy	accuracy	NOUN
easat-8453	156	30	sensitivity	sensitivity	NOUN
easat-8453	156	31	specificity	specificity	NOUN
easat-8453	156	32	function	function	NOUN
easat-8453	156	33	measure	measure	NOUN
easat-8453	156	34	area	area	NOUN
easat-8453	156	35	under	under	ADP
easat-8453	156	36	the	the	DET
easat-8453	156	37	curve	curve	NOUN
easat-8453	156	38	(	(	PUNCT
easat-8453	156	39	auc	auc	PROPN
easat-8453	156	40	)	)	PUNCT
easat-8453	156	41	kappa	kappa	PROPN
easat-8453	156	42	statistics	statistic	NOUN
easat-8453	157	1	a	a	DET
easat-8453	157	2	detailed	detailed	ADJ
easat-8453	157	3	exploration	exploration	NOUN
easat-8453	157	4	and	and	CCONJ
easat-8453	157	5	explanation	explanation	NOUN
easat-8453	157	6	of	of	ADP
easat-8453	157	7	these	these	DET
easat-8453	157	8	metrics	metric	NOUN
easat-8453	157	9	,	,	PUNCT
easat-8453	157	10	including	include	VERB
easat-8453	157	11	their	their	PRON
easat-8453	157	12	respective	respective	ADJ
easat-8453	157	13	mathematical	mathematical	ADJ
easat-8453	157	14	formulations	formulation	NOUN
easat-8453	157	15	,	,	PUNCT
easat-8453	157	16	are	be	AUX
easat-8453	157	17	delineated	delineate	VERB
easat-8453	157	18	in	in	ADP
easat-8453	157	19	[	[	X
easat-8453	157	20	31	31	NUM
easat-8453	157	21	]	]	PUNCT
easat-8453	157	22	.	.	PUNCT
easat-8453	158	1	(	(	PUNCT
easat-8453	158	2	please	please	INTJ
easat-8453	158	3	refer	refer	VERB
easat-8453	158	4	to	to	ADP
easat-8453	158	5	appendix	appendix	VERB
easat-8453	158	6	a	a	PRON
easat-8453	158	7	for	for	ADP
easat-8453	158	8	a	a	DET
easat-8453	158	9	thorough	thorough	ADJ
easat-8453	158	10	exposition	exposition	NOUN
easat-8453	158	11	of	of	ADP
easat-8453	158	12	the	the	DET
easat-8453	158	13	experiments	experiment	NOUN
easat-8453	158	14	conducted	conduct	VERB
easat-8453	158	15	.	.	PUNCT
easat-8453	158	16	)	)	PUNCT
easat-8453	159	1	2599	2599	NUM
easat-8453	159	2	edelweiss	edelweiss	PROPN
easat-8453	159	3	applied	apply	VERB
easat-8453	159	4	science	science	NOUN
easat-8453	159	5	and	and	CCONJ
easat-8453	159	6	technology	technology	NOUN
easat-8453	159	7	issn	issn	PROPN
easat-8453	159	8	:	:	PUNCT
easat-8453	159	9	2576	2576	NUM
easat-8453	159	10	-	-	SYM
easat-8453	159	11	8484	8484	NUM
easat-8453	159	12	vol	vol	NOUN
easat-8453	159	13	.	.	PROPN
easat-8453	160	1	9	9	NUM
easat-8453	160	2	,	,	PUNCT
easat-8453	160	3	no	no	INTJ
easat-8453	160	4	.	.	NOUN
easat-8453	161	1	6	6	NUM
easat-8453	161	2	:	:	SYM
easat-8453	161	3	2591	2591	NUM
easat-8453	161	4	-	-	SYM
easat-8453	161	5	2608	2608	NUM
easat-8453	161	6	,	,	PUNCT
easat-8453	161	7	2025	2025	NUM
easat-8453	161	8	doi	doi	NOUN
easat-8453	161	9	:	:	PUNCT
easat-8453	161	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	161	11	©	©	ADP
easat-8453	161	12	2025	2025	NUM
easat-8453	161	13	by	by	ADP
easat-8453	161	14	the	the	DET
easat-8453	161	15	authors	author	NOUN
easat-8453	161	16	;	;	PUNCT
easat-8453	161	17	licensee	licensee	PROPN
easat-8453	161	18	learning	learn	VERB
easat-8453	161	19	gate	gate	NOUN
easat-8453	161	20	3.4.2.1	3.4.2.1	PROPN
easat-8453	161	21	.	.	PUNCT
easat-8453	162	1	calculating	calculate	VERB
easat-8453	162	2	classification	classification	NOUN
easat-8453	162	3	accuracy	accuracy	NOUN
easat-8453	162	4	classification	classification	NOUN
easat-8453	162	5	accuracy	accuracy	NOUN
easat-8453	162	6	is	be	AUX
easat-8453	162	7	a	a	DET
easat-8453	162	8	pivotal	pivotal	ADJ
easat-8453	162	9	metric	metric	NOUN
easat-8453	162	10	that	that	PRON
easat-8453	162	11	quantitatively	quantitatively	ADV
easat-8453	162	12	measures	measure	VERB
easat-8453	162	13	the	the	DET
easat-8453	162	14	model	model	NOUN
easat-8453	162	15	's	's	PART
easat-8453	162	16	ability	ability	NOUN
easat-8453	162	17	to	to	PART
easat-8453	162	18	classify	classify	VERB
easat-8453	162	19	instances	instance	NOUN
easat-8453	162	20	correctly	correctly	ADV
easat-8453	162	21	.	.	PUNCT
easat-8453	163	1	it	it	PRON
easat-8453	163	2	is	be	AUX
easat-8453	163	3	computed	compute	VERB
easat-8453	163	4	as	as	SCONJ
easat-8453	163	5	follows	follow	VERB
easat-8453	163	6	:	:	PUNCT
easat-8453	163	7	during	during	ADP
easat-8453	163	8	this	this	DET
easat-8453	163	9	phase	phase	NOUN
easat-8453	163	10	,	,	PUNCT
easat-8453	163	11	the	the	DET
easat-8453	163	12	efficacy	efficacy	NOUN
easat-8453	163	13	of	of	ADP
easat-8453	163	14	the	the	DET
easat-8453	163	15	fuzzy	fuzzy	ADJ
easat-8453	163	16	model	model	NOUN
easat-8453	163	17	was	be	AUX
easat-8453	163	18	assessed	assess	VERB
easat-8453	163	19	using	use	VERB
easat-8453	163	20	the	the	DET
easat-8453	163	21	subsequent	subsequent	ADJ
easat-8453	163	22	metrics	metric	NOUN
easat-8453	163	23	:	:	PUNCT
easat-8453	163	24	classification	classification	NOUN
easat-8453	163	25	accuracy	accuracy	NOUN
easat-8453	163	26	,	,	PUNCT
easat-8453	163	27	sensitivity	sensitivity	NOUN
easat-8453	163	28	,	,	PUNCT
easat-8453	163	29	specificity	specificity	NOUN
easat-8453	163	30	,	,	PUNCT
easat-8453	163	31	function	function	NOUN
easat-8453	163	32	measure	measure	NOUN
easat-8453	163	33	,	,	PUNCT
easat-8453	163	34	area	area	NOUN
easat-8453	163	35	under	under	ADP
easat-8453	163	36	the	the	DET
easat-8453	163	37	curve	curve	NOUN
easat-8453	163	38	(	(	PUNCT
easat-8453	163	39	auc	auc	NOUN
easat-8453	163	40	)	)	PUNCT
easat-8453	163	41	,	,	PUNCT
easat-8453	163	42	and	and	CCONJ
easat-8453	163	43	kappa	kappa	PROPN
easat-8453	163	44	statistics	statistic	NOUN
easat-8453	163	45	.	.	PUNCT
easat-8453	164	1	these	these	DET
easat-8453	164	2	evaluation	evaluation	NOUN
easat-8453	164	3	metrics	metric	NOUN
easat-8453	164	4	are	be	AUX
easat-8453	164	5	comprehensively	comprehensively	ADV
easat-8453	164	6	described	describe	VERB
easat-8453	164	7	in	in	ADP
easat-8453	164	8	[	[	X
easat-8453	164	9	31	31	NUM
easat-8453	164	10	]	]	PUNCT
easat-8453	164	11	with	with	ADP
easat-8453	164	12	their	their	PRON
easat-8453	164	13	respective	respective	ADJ
easat-8453	164	14	formulae	formulae	NOUN
easat-8453	164	15	(	(	PUNCT
easat-8453	164	16	all	all	DET
easat-8453	164	17	the	the	DET
easat-8453	164	18	experiments	experiment	NOUN
easat-8453	164	19	are	be	AUX
easat-8453	164	20	available	available	ADJ
easat-8453	164	21	in	in	ADP
easat-8453	164	22	appendix	appendix	NOUN
easat-8453	164	23	a	a	PRON
easat-8453	164	24	)	)	PUNCT
easat-8453	164	25	.	.	PUNCT
easat-8453	165	1	the	the	DET
easat-8453	165	2	classification	classification	NOUN
easat-8453	165	3	accuracy	accuracy	NOUN
easat-8453	165	4	was	be	AUX
easat-8453	165	5	determined	determine	VERB
easat-8453	165	6	by	by	ADP
easat-8453	165	7	computing	compute	VERB
easat-8453	165	8	the	the	DET
easat-8453	165	9	ratio	ratio	NOUN
easat-8453	165	10	of	of	ADP
easat-8453	165	11	the	the	DET
easat-8453	165	12	sum	sum	NOUN
easat-8453	165	13	of	of	ADP
easat-8453	165	14	true	true	ADJ
easat-8453	165	15	positives	positive	NOUN
easat-8453	165	16	(	(	PUNCT
easat-8453	165	17	tp	tp	NOUN
easat-8453	165	18	)	)	PUNCT
easat-8453	165	19	and	and	CCONJ
easat-8453	165	20	true	true	ADJ
easat-8453	165	21	negatives	negative	NOUN
easat-8453	165	22	(	(	PUNCT
easat-8453	165	23	tn	tn	NOUN
easat-8453	165	24	)	)	PUNCT
easat-8453	165	25	achieved	achieve	VERB
easat-8453	165	26	through	through	ADP
easat-8453	165	27	the	the	DET
easat-8453	165	28	classification	classification	NOUN
easat-8453	165	29	algorithms	algorithm	NOUN
easat-8453	165	30	to	to	ADP
easat-8453	165	31	the	the	DET
easat-8453	165	32	total	total	ADJ
easat-8453	165	33	count	count	NOUN
easat-8453	165	34	of	of	ADP
easat-8453	165	35	occurrences	occurrence	NOUN
easat-8453	165	36	,	,	PUNCT
easat-8453	165	37	as	as	SCONJ
easat-8453	165	38	defined	define	VERB
easat-8453	165	39	by	by	ADP
easat-8453	165	40	the	the	DET
easat-8453	165	41	equation	equation	NOUN
easat-8453	165	42	(	(	PUNCT
easat-8453	165	43	1	1	NUM
easat-8453	165	44	)	)	PUNCT
easat-8453	165	45	.	.	PUNCT
easat-8453	166	1	𝐴𝐶𝐶	𝐴𝐶𝐶	NOUN
easat-8453	166	2	=	=	SYM
easat-8453	167	1	𝑇𝑃	𝑇𝑃	PROPN
easat-8453	167	2	+	+	CCONJ
easat-8453	167	3	𝑇𝑁	𝑇𝑁	PROPN
easat-8453	167	4	𝑇𝑃	𝑇𝑃	PROPN
easat-8453	167	5	+	+	CCONJ
easat-8453	167	6	𝐹𝑃	𝐹𝑃	PROPN
easat-8453	168	1	+	+	CCONJ
easat-8453	168	2	𝐹𝑁	𝐹𝑁	PROPN
easat-8453	169	1	+	+	X
easat-8453	169	2	𝑇𝑁	𝑇𝑁	PROPN
easat-8453	169	3	where	where	SCONJ
easat-8453	169	4	:	:	PUNCT
easat-8453	169	5	tp	tp	NOUN
easat-8453	169	6	represents	represent	VERB
easat-8453	169	7	true	true	ADJ
easat-8453	169	8	positives	positive	NOUN
easat-8453	169	9	tn	tn	NOUN
easat-8453	169	10	symbolizes	symbolize	VERB
easat-8453	169	11	true	true	ADJ
easat-8453	169	12	negatives	negative	NOUN
easat-8453	169	13	fp	fp	PROPN
easat-8453	169	14	denotes	denote	NOUN
easat-8453	169	15	false	false	ADJ
easat-8453	169	16	positives	positive	NOUN
easat-8453	170	1	fn	fn	VERB
easat-8453	170	2	indicates	indicate	VERB
easat-8453	170	3	false	false	ADJ
easat-8453	170	4	negatives	negative	NOUN
easat-8453	170	5	the	the	DET
easat-8453	170	6	accuracy	accuracy	NOUN
easat-8453	170	7	value	value	NOUN
easat-8453	170	8	(	(	PUNCT
easat-8453	170	9	acc	acc	PROPN
easat-8453	170	10	)	)	PUNCT
easat-8453	170	11	represents	represent	VERB
easat-8453	170	12	the	the	DET
easat-8453	170	13	ratio	ratio	NOUN
easat-8453	170	14	of	of	ADP
easat-8453	170	15	the	the	DET
easat-8453	170	16	correctly	correctly	ADV
easat-8453	170	17	classified	classified	ADJ
easat-8453	170	18	instances	instance	NOUN
easat-8453	170	19	(	(	PUNCT
easat-8453	170	20	positive	positive	ADJ
easat-8453	170	21	and	and	CCONJ
easat-8453	170	22	negative	negative	ADJ
easat-8453	170	23	)	)	PUNCT
easat-8453	170	24	to	to	ADP
easat-8453	170	25	the	the	DET
easat-8453	170	26	total	total	ADJ
easat-8453	170	27	cases	case	NOUN
easat-8453	170	28	in	in	ADP
easat-8453	170	29	the	the	DET
easat-8453	170	30	dataset	dataset	NOUN
easat-8453	170	31	,	,	PUNCT
easat-8453	170	32	thereby	thereby	ADV
easat-8453	170	33	providing	provide	VERB
easat-8453	170	34	a	a	DET
easat-8453	170	35	concise	concise	ADJ
easat-8453	170	36	yet	yet	CCONJ
easat-8453	170	37	comprehensive	comprehensive	ADJ
easat-8453	170	38	measure	measure	NOUN
easat-8453	170	39	of	of	ADP
easat-8453	170	40	the	the	DET
easat-8453	170	41	model	model	NOUN
easat-8453	170	42	's	's	PART
easat-8453	170	43	classification	classification	NOUN
easat-8453	170	44	precision	precision	NOUN
easat-8453	170	45	.	.	PUNCT
easat-8453	171	1	consequently	consequently	ADV
easat-8453	171	2	,	,	PUNCT
easat-8453	171	3	this	this	DET
easat-8453	171	4	metric	metric	NOUN
easat-8453	171	5	provides	provide	VERB
easat-8453	171	6	an	an	DET
easat-8453	171	7	overall	overall	ADJ
easat-8453	171	8	snapshot	snapshot	NOUN
easat-8453	171	9	of	of	ADP
easat-8453	171	10	how	how	SCONJ
easat-8453	171	11	effectively	effectively	ADV
easat-8453	171	12	the	the	DET
easat-8453	171	13	fuzzy	fuzzy	ADJ
easat-8453	171	14	model	model	NOUN
easat-8453	171	15	echoes	echo	VERB
easat-8453	171	16	the	the	DET
easat-8453	171	17	observed	observed	ADJ
easat-8453	171	18	classification	classification	NOUN
easat-8453	171	19	outcomes	outcome	NOUN
easat-8453	171	20	,	,	PUNCT
easat-8453	171	21	offering	offer	VERB
easat-8453	171	22	a	a	DET
easat-8453	171	23	transparent	transparent	ADJ
easat-8453	171	24	insight	insight	NOUN
easat-8453	171	25	into	into	ADP
easat-8453	171	26	its	its	PRON
easat-8453	171	27	general	general	ADJ
easat-8453	171	28	predictive	predictive	ADJ
easat-8453	171	29	capability	capability	NOUN
easat-8453	171	30	.	.	PUNCT
easat-8453	172	1	4	4	X
easat-8453	172	2	.	.	X
easat-8453	172	3	results	result	NOUN
easat-8453	172	4	we	we	PRON
easat-8453	172	5	validated	validate	VERB
easat-8453	172	6	the	the	DET
easat-8453	172	7	best	good	ADJ
easat-8453	172	8	fuzzy	fuzzy	ADJ
easat-8453	172	9	model	model	NOUN
easat-8453	172	10	,	,	PUNCT
easat-8453	172	11	juxtaposing	juxtapose	VERB
easat-8453	172	12	it	it	PRON
easat-8453	172	13	with	with	ADP
easat-8453	172	14	alternative	alternative	ADJ
easat-8453	172	15	models	model	NOUN
easat-8453	172	16	that	that	PRON
easat-8453	172	17	similarly	similarly	ADV
easat-8453	172	18	aimed	aim	VERB
easat-8453	172	19	to	to	PART
easat-8453	172	20	predict	predict	VERB
easat-8453	172	21	the	the	DET
easat-8453	172	22	output	output	NOUN
easat-8453	172	23	variable	variable	NOUN
easat-8453	172	24	through	through	ADP
easat-8453	172	25	the	the	DET
easat-8453	172	26	interaction	interaction	NOUN
easat-8453	172	27	of	of	ADP
easat-8453	172	28	inputs	input	NOUN
easat-8453	172	29	.	.	PUNCT
easat-8453	173	1	the	the	DET
easat-8453	173	2	performance	performance	NOUN
easat-8453	173	3	of	of	ADP
easat-8453	173	4	the	the	DET
easat-8453	173	5	proposed	propose	VERB
easat-8453	173	6	mamdani	mamdani	ADJ
easat-8453	173	7	-	-	PUNCT
easat-8453	173	8	type	type	NOUN
easat-8453	173	9	fuzzy	fuzzy	ADJ
easat-8453	173	10	logic	logic	NOUN
easat-8453	173	11	model	model	NOUN
easat-8453	173	12	was	be	AUX
easat-8453	173	13	evaluated	evaluate	VERB
easat-8453	173	14	using	use	VERB
easat-8453	173	15	two	two	NUM
easat-8453	173	16	different	different	ADJ
easat-8453	173	17	methods	method	NOUN
easat-8453	173	18	:	:	PUNCT
easat-8453	173	19	10	10	NUM
easat-8453	173	20	-	-	ADJ
easat-8453	173	21	fold	fold	ADJ
easat-8453	173	22	cross	cross	ADJ
easat-8453	173	23	-	-	ADJ
easat-8453	173	24	validation	validation	ADJ
easat-8453	173	25	and	and	CCONJ
easat-8453	173	26	random	random	ADJ
easat-8453	173	27	sampling	sampling	NOUN
easat-8453	173	28	(	(	PUNCT
easat-8453	173	29	different	different	ADJ
easat-8453	173	30	ratios	ratio	NOUN
easat-8453	173	31	)	)	PUNCT
easat-8453	173	32	.	.	PUNCT
easat-8453	174	1	the	the	DET
easat-8453	174	2	accuracy	accuracy	NOUN
easat-8453	174	3	,	,	PUNCT
easat-8453	174	4	measured	measure	VERB
easat-8453	174	5	using	use	VERB
easat-8453	174	6	r²	r²	NOUN
easat-8453	174	7	coefficients	coefficient	NOUN
easat-8453	174	8	,	,	PUNCT
easat-8453	174	9	was	be	AUX
easat-8453	174	10	computed	compute	VERB
easat-8453	174	11	for	for	ADP
easat-8453	174	12	various	various	ADJ
easat-8453	174	13	feature	feature	NOUN
easat-8453	174	14	sets	set	NOUN
easat-8453	174	15	,	,	PUNCT
easat-8453	174	16	including	include	VERB
easat-8453	174	17	vff	vff	PROPN
easat-8453	174	18	,	,	PUNCT
easat-8453	174	19	wavelet	wavelet	NOUN
easat-8453	174	20	transform	transform	NOUN
easat-8453	174	21	(	(	PUNCT
easat-8453	174	22	wt	wt	NOUN
easat-8453	174	23	)	)	PUNCT
easat-8453	174	24	,	,	PUNCT
easat-8453	174	25	tqwt	tqwt	NOUN
easat-8453	174	26	,	,	PUNCT
easat-8453	174	27	mfccs	mfccs	PROPN
easat-8453	174	28	,	,	PUNCT
easat-8453	174	29	intensities	intensity	NOUN
easat-8453	174	30	,	,	PUNCT
easat-8453	174	31	baseline	baseline	NOUN
easat-8453	174	32	,	,	PUNCT
easat-8453	174	33	and	and	CCONJ
easat-8453	174	34	the	the	DET
easat-8453	174	35	combination	combination	NOUN
easat-8453	174	36	of	of	ADP
easat-8453	174	37	all	all	DET
easat-8453	174	38	features	feature	NOUN
easat-8453	174	39	.	.	PUNCT
easat-8453	175	1	the	the	DET
easat-8453	175	2	results	result	NOUN
easat-8453	175	3	highlight	highlight	VERB
easat-8453	175	4	the	the	DET
easat-8453	175	5	robustness	robustness	NOUN
easat-8453	175	6	of	of	ADP
easat-8453	175	7	the	the	DET
easat-8453	175	8	model	model	NOUN
easat-8453	175	9	across	across	ADP
easat-8453	175	10	different	different	ADJ
easat-8453	175	11	datasets	dataset	NOUN
easat-8453	175	12	and	and	CCONJ
easat-8453	175	13	feature	feature	NOUN
easat-8453	175	14	sets	set	NOUN
easat-8453	175	15	.	.	PUNCT
easat-8453	176	1	4.1	4.1	NUM
easat-8453	176	2	.	.	PUNCT
easat-8453	176	3	performance	performance	NOUN
easat-8453	176	4	evaluation	evaluation	NOUN
easat-8453	176	5	using	use	VERB
easat-8453	176	6	cross	cross	NOUN
easat-8453	176	7	-	-	ADJ
easat-8453	176	8	validation	validation	ADJ
easat-8453	176	9	(	(	PUNCT
easat-8453	176	10	10	10	NUM
easat-8453	176	11	-	-	PUNCT
easat-8453	176	12	folds	fold	NOUN
easat-8453	176	13	)	)	PUNCT
easat-8453	176	14	the	the	DET
easat-8453	176	15	cross	cross	ADJ
easat-8453	176	16	-	-	ADJ
easat-8453	176	17	validation	validation	ADJ
easat-8453	176	18	results	result	NOUN
easat-8453	176	19	in	in	ADP
easat-8453	176	20	table	table	NOUN
easat-8453	176	21	2	2	NUM
easat-8453	176	22	present	present	NOUN
easat-8453	176	23	the	the	DET
easat-8453	176	24	r²	r²	ADJ
easat-8453	176	25	accuracy	accuracy	NOUN
easat-8453	176	26	coefficients	coefficient	NOUN
easat-8453	176	27	across	across	ADP
easat-8453	176	28	different	different	ADJ
easat-8453	176	29	datasets	dataset	NOUN
easat-8453	176	30	and	and	CCONJ
easat-8453	176	31	feature	feature	NOUN
easat-8453	176	32	sets	set	NOUN
easat-8453	176	33	.	.	PUNCT
easat-8453	177	1	as	as	SCONJ
easat-8453	177	2	seen	see	VERB
easat-8453	177	3	,	,	PUNCT
easat-8453	177	4	the	the	DET
easat-8453	177	5	model	model	NOUN
easat-8453	177	6	achieved	achieve	VERB
easat-8453	177	7	consistently	consistently	ADV
easat-8453	177	8	high	high	ADJ
easat-8453	177	9	performance	performance	NOUN
easat-8453	177	10	across	across	ADP
easat-8453	177	11	most	most	ADJ
easat-8453	177	12	datasets	dataset	NOUN
easat-8453	177	13	,	,	PUNCT
easat-8453	177	14	with	with	ADP
easat-8453	177	15	a	a	DET
easat-8453	177	16	maximum	maximum	ADJ
easat-8453	177	17	r²	r²	NOUN
easat-8453	177	18	value	value	NOUN
easat-8453	177	19	of	of	ADP
easat-8453	177	20	0.975	0.975	NUM
easat-8453	177	21	for	for	ADP
easat-8453	177	22	several	several	ADJ
easat-8453	177	23	feature	feature	NOUN
easat-8453	177	24	sets	set	NOUN
easat-8453	177	25	,	,	PUNCT
easat-8453	177	26	including	include	VERB
easat-8453	177	27	vff	vff	PROPN
easat-8453	177	28	,	,	PUNCT
easat-8453	177	29	wt	wt	NOUN
easat-8453	177	30	,	,	PUNCT
easat-8453	177	31	tqwt	tqwt	NOUN
easat-8453	177	32	,	,	PUNCT
easat-8453	177	33	and	and	CCONJ
easat-8453	177	34	mfccs	mfccs	NOUN
easat-8453	177	35	.	.	PUNCT
easat-8453	178	1	the	the	DET
easat-8453	178	2	performance	performance	NOUN
easat-8453	178	3	remained	remain	VERB
easat-8453	178	4	stable	stable	ADJ
easat-8453	178	5	for	for	ADP
easat-8453	178	6	the	the	DET
easat-8453	178	7	training	training	NOUN
easat-8453	178	8	data	datum	NOUN
easat-8453	178	9	,	,	PUNCT
easat-8453	178	10	with	with	ADP
easat-8453	178	11	an	an	DET
easat-8453	178	12	r²	r²	NOUN
easat-8453	178	13	value	value	NOUN
easat-8453	178	14	of	of	ADP
easat-8453	178	15	1.0	1.0	NUM
easat-8453	178	16	across	across	ADP
easat-8453	178	17	most	most	ADJ
easat-8453	178	18	feature	feature	NOUN
easat-8453	178	19	sets	set	NOUN
easat-8453	178	20	.	.	PUNCT
easat-8453	179	1	in	in	ADP
easat-8453	179	2	contrast	contrast	NOUN
easat-8453	179	3	,	,	PUNCT
easat-8453	179	4	the	the	DET
easat-8453	179	5	test	test	NOUN
easat-8453	179	6	set	set	NOUN
easat-8453	179	7	performance	performance	NOUN
easat-8453	179	8	showed	show	VERB
easat-8453	179	9	some	some	DET
easat-8453	179	10	variability	variability	NOUN
easat-8453	179	11	,	,	PUNCT
easat-8453	179	12	particularly	particularly	ADV
easat-8453	179	13	with	with	ADP
easat-8453	179	14	intensities	intensity	NOUN
easat-8453	179	15	,	,	PUNCT
easat-8453	179	16	with	with	ADP
easat-8453	179	17	a	a	DET
easat-8453	179	18	lower	low	ADJ
easat-8453	179	19	test	test	NOUN
easat-8453	179	20	r²	r²	NOUN
easat-8453	179	21	value	value	NOUN
easat-8453	179	22	of	of	ADP
easat-8453	179	23	0.638	0.638	NUM
easat-8453	179	24	.	.	PUNCT
easat-8453	179	25	table	table	NOUN
easat-8453	180	1	2	2	NUM
easat-8453	180	2	.	.	PUNCT
easat-8453	180	3	mean	mean	NOUN
easat-8453	180	4	of	of	ADP
easat-8453	180	5	accuracy	accuracy	NOUN
easat-8453	180	6	percentage	percentage	NOUN
easat-8453	180	7	(	(	PUNCT
easat-8453	180	8	r²	r²	NOUN
easat-8453	180	9	coefficients	coefficient	NOUN
easat-8453	180	10	)	)	PUNCT
easat-8453	180	11	for	for	ADP
easat-8453	180	12	datasets	dataset	NOUN
easat-8453	180	13	and	and	CCONJ
easat-8453	180	14	number	number	NOUN
easat-8453	180	15	of	of	ADP
easat-8453	180	16	features	feature	NOUN
easat-8453	180	17	(	(	PUNCT
easat-8453	180	18	cross	cross	NOUN
easat-8453	180	19	-	-	ADJ
easat-8453	180	20	validation	validation	ADJ
easat-8453	180	21	10	10	NUM
easat-8453	180	22	-	-	PUNCT
easat-8453	180	23	folds	fold	NOUN
easat-8453	180	24	)	)	PUNCT
easat-8453	180	25	.	.	PUNCT
easat-8453	181	1	datasets	dataset	NOUN
easat-8453	181	2	/	/	SYM
easat-8453	181	3	features	feature	VERB
easat-8453	181	4	vff	vff	PROPN
easat-8453	181	5	wt	wt	NOUN
easat-8453	181	6	tqwt	tqwt	NOUN
easat-8453	181	7	mfcc	mfcc	NOUN
easat-8453	181	8	intensities	intensity	NOUN
easat-8453	181	9	bwf	bwf	PROPN
easat-8453	181	10	baseline	baseline	VERB
easat-8453	181	11	all	all	DET
easat-8453	181	12	features	feature	NOUN
easat-8453	181	13	all	all	PRON
easat-8453	181	14	dataset	dataset	VERB
easat-8453	181	15	0.975	0.975	NUM
easat-8453	181	16	0.975	0.975	NUM
easat-8453	181	17	0.975	0.975	NUM
easat-8453	181	18	0.975	0.975	NUM
easat-8453	181	19	0.640	0.640	NUM
easat-8453	181	20	0.975	0.975	NUM
easat-8453	181	21	0.971	0.971	NUM
easat-8453	181	22	0.975	0.975	NUM
easat-8453	181	23	training	train	VERB
easat-8453	181	24	1.000	1.000	NUM
easat-8453	181	25	1.000	1.000	NUM
easat-8453	181	26	1.000	1.000	NUM
easat-8453	181	27	1.000	1.000	NUM
easat-8453	181	28	0.634	0.634	NUM
easat-8453	181	29	0.999	0.999	NUM
easat-8453	181	30	0.994	0.994	NUM
easat-8453	181	31	1.000	1.000	NUM
easat-8453	181	32	test	test	NOUN
easat-8453	181	33	0.744	0.744	NUM
easat-8453	181	34	0.744	0.744	NUM
easat-8453	181	35	0.747	0.747	NUM
easat-8453	181	36	0.744	0.744	NUM
easat-8453	181	37	0.638	0.638	NUM
easat-8453	181	38	0.750	0.750	NUM
easat-8453	181	39	0.762	0.762	NUM
easat-8453	181	40	0.744	0.744	NUM
easat-8453	181	41	(	(	PUNCT
easat-8453	181	42	1	1	NUM
easat-8453	181	43	)	)	PUNCT
easat-8453	181	44	2600	2600	NUM
easat-8453	181	45	edelweiss	edelweiss	PROPN
easat-8453	181	46	applied	apply	VERB
easat-8453	181	47	science	science	NOUN
easat-8453	181	48	and	and	CCONJ
easat-8453	181	49	technology	technology	NOUN
easat-8453	181	50	issn	issn	PROPN
easat-8453	181	51	:	:	PUNCT
easat-8453	181	52	2576	2576	NUM
easat-8453	181	53	-	-	SYM
easat-8453	181	54	8484	8484	NUM
easat-8453	181	55	vol	vol	NOUN
easat-8453	181	56	.	.	PROPN
easat-8453	182	1	9	9	NUM
easat-8453	182	2	,	,	PUNCT
easat-8453	182	3	no	no	INTJ
easat-8453	182	4	.	.	NOUN
easat-8453	183	1	6	6	NUM
easat-8453	183	2	:	:	SYM
easat-8453	183	3	2591	2591	NUM
easat-8453	183	4	-	-	SYM
easat-8453	183	5	2608	2608	NUM
easat-8453	183	6	,	,	PUNCT
easat-8453	183	7	2025	2025	NUM
easat-8453	183	8	doi	doi	NOUN
easat-8453	183	9	:	:	PUNCT
easat-8453	183	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	183	11	©	©	ADP
easat-8453	183	12	2025	2025	NUM
easat-8453	183	13	by	by	ADP
easat-8453	183	14	the	the	DET
easat-8453	183	15	authors	author	NOUN
easat-8453	183	16	;	;	PUNCT
easat-8453	183	17	licensee	licensee	PROPN
easat-8453	183	18	learning	learning	NOUN
easat-8453	183	19	gate	gate	VERB
easat-8453	183	20	these	these	DET
easat-8453	183	21	results	result	NOUN
easat-8453	183	22	demonstrate	demonstrate	VERB
easat-8453	183	23	the	the	DET
easat-8453	183	24	model	model	NOUN
easat-8453	183	25	's	's	PART
easat-8453	183	26	ability	ability	NOUN
easat-8453	183	27	to	to	PART
easat-8453	183	28	generalize	generalize	VERB
easat-8453	183	29	across	across	ADP
easat-8453	183	30	different	different	ADJ
easat-8453	183	31	feature	feature	NOUN
easat-8453	183	32	sets	set	NOUN
easat-8453	183	33	,	,	PUNCT
easat-8453	183	34	with	with	ADP
easat-8453	183	35	a	a	DET
easat-8453	183	36	slight	slight	ADJ
easat-8453	183	37	drop	drop	NOUN
easat-8453	183	38	in	in	ADP
easat-8453	183	39	performance	performance	NOUN
easat-8453	183	40	when	when	SCONJ
easat-8453	183	41	using	use	VERB
easat-8453	183	42	intensities	intensity	NOUN
easat-8453	183	43	as	as	ADP
easat-8453	183	44	the	the	DET
easat-8453	183	45	primary	primary	ADJ
easat-8453	183	46	feature	feature	NOUN
easat-8453	183	47	.	.	PUNCT
easat-8453	184	1	4.2	4.2	NUM
easat-8453	184	2	.	.	PUNCT
easat-8453	184	3	performance	performance	NOUN
easat-8453	184	4	evaluation	evaluation	NOUN
easat-8453	184	5	using	use	VERB
easat-8453	184	6	random	random	ADJ
easat-8453	184	7	sampling	sampling	NOUN
easat-8453	184	8	(	(	PUNCT
easat-8453	184	9	80	80	NUM
easat-8453	184	10	-	-	SYM
easat-8453	184	11	20	20	NUM
easat-8453	184	12	%	%	NOUN
easat-8453	184	13	)	)	PUNCT
easat-8453	184	14	table	table	NOUN
easat-8453	184	15	3	3	NUM
easat-8453	184	16	shows	show	VERB
easat-8453	184	17	the	the	DET
easat-8453	184	18	accuracy	accuracy	NOUN
easat-8453	184	19	results	result	NOUN
easat-8453	184	20	obtained	obtain	VERB
easat-8453	184	21	using	use	VERB
easat-8453	184	22	random	random	ADJ
easat-8453	184	23	sampling	sampling	NOUN
easat-8453	184	24	with	with	ADP
easat-8453	184	25	an	an	DET
easat-8453	184	26	80	80	NUM
easat-8453	184	27	-	-	SYM
easat-8453	184	28	20	20	NUM
easat-8453	184	29	%	%	NOUN
easat-8453	184	30	train	train	NOUN
easat-8453	184	31	-	-	PUNCT
easat-8453	184	32	test	test	NOUN
easat-8453	184	33	split	split	NOUN
easat-8453	184	34	.	.	PUNCT
easat-8453	185	1	the	the	DET
easat-8453	185	2	model	model	NOUN
easat-8453	185	3	achieved	achieve	VERB
easat-8453	185	4	strong	strong	ADJ
easat-8453	185	5	performance	performance	NOUN
easat-8453	185	6	on	on	ADP
easat-8453	185	7	the	the	DET
easat-8453	185	8	training	training	NOUN
easat-8453	185	9	sets	set	NOUN
easat-8453	185	10	,	,	PUNCT
easat-8453	185	11	with	with	ADP
easat-8453	185	12	r²	r²	NOUN
easat-8453	185	13	values	value	NOUN
easat-8453	185	14	1.0	1.0	NUM
easat-8453	185	15	for	for	ADP
easat-8453	185	16	most	most	ADJ
easat-8453	185	17	feature	feature	NOUN
easat-8453	185	18	sets	set	NOUN
easat-8453	185	19	.	.	PUNCT
easat-8453	186	1	however	however	ADV
easat-8453	186	2	,	,	PUNCT
easat-8453	186	3	the	the	DET
easat-8453	186	4	test	test	NOUN
easat-8453	186	5	set	set	VERB
easat-8453	186	6	performance	performance	NOUN
easat-8453	186	7	varied	varied	ADJ
easat-8453	186	8	slightly	slightly	ADV
easat-8453	186	9	,	,	PUNCT
easat-8453	186	10	with	with	ADP
easat-8453	186	11	the	the	DET
easat-8453	186	12	highest	high	ADJ
easat-8453	186	13	r²	r²	NOUN
easat-8453	186	14	value	value	NOUN
easat-8453	186	15	of	of	ADP
easat-8453	186	16	0.861	0.861	NUM
easat-8453	186	17	achieved	achieve	VERB
easat-8453	186	18	for	for	ADP
easat-8453	186	19	vff	vff	PROPN
easat-8453	186	20	and	and	CCONJ
easat-8453	186	21	baseline	baseline	PROPN
easat-8453	186	22	features	feature	NOUN
easat-8453	186	23	.	.	PUNCT
easat-8453	187	1	the	the	DET
easat-8453	187	2	intensities	intensity	NOUN
easat-8453	187	3	dataset	dataset	VERB
easat-8453	187	4	again	again	ADV
easat-8453	187	5	showed	show	VERB
easat-8453	187	6	the	the	DET
easat-8453	187	7	lowest	low	ADJ
easat-8453	187	8	performance	performance	NOUN
easat-8453	187	9	on	on	ADP
easat-8453	187	10	the	the	DET
easat-8453	187	11	test	test	NOUN
easat-8453	187	12	set	set	NOUN
easat-8453	187	13	,	,	PUNCT
easat-8453	187	14	with	with	ADP
easat-8453	187	15	an	an	DET
easat-8453	187	16	r²	r²	NOUN
easat-8453	187	17	value	value	NOUN
easat-8453	187	18	of	of	ADP
easat-8453	187	19	0.748	0.748	NUM
easat-8453	187	20	.	.	PUNCT
easat-8453	187	21	table	table	NOUN
easat-8453	187	22	3	3	NUM
easat-8453	187	23	.	.	PUNCT
easat-8453	187	24	accuracy	accuracy	NOUN
easat-8453	187	25	percentage	percentage	NOUN
easat-8453	187	26	(	(	PUNCT
easat-8453	187	27	r²	r²	NOUN
easat-8453	187	28	coefficients	coefficient	NOUN
easat-8453	187	29	)	)	PUNCT
easat-8453	187	30	for	for	ADP
easat-8453	187	31	datasets	dataset	NOUN
easat-8453	187	32	and	and	CCONJ
easat-8453	187	33	number	number	NOUN
easat-8453	187	34	of	of	ADP
easat-8453	187	35	features	feature	NOUN
easat-8453	187	36	(	(	PUNCT
easat-8453	187	37	random	random	ADJ
easat-8453	187	38	sampling	sample	VERB
easat-8453	187	39	80	80	NUM
easat-8453	187	40	-	-	SYM
easat-8453	187	41	20	20	NUM
easat-8453	187	42	%	%	NOUN
easat-8453	187	43	)	)	PUNCT
easat-8453	187	44	.	.	PUNCT
easat-8453	188	1	datasets	dataset	NOUN
easat-8453	188	2	/	/	SYM
easat-8453	188	3	features	feature	VERB
easat-8453	188	4	vff	vff	PROPN
easat-8453	188	5	wt	wt	NOUN
easat-8453	188	6	tqwt	tqwt	NOUN
easat-8453	188	7	mfcc	mfcc	NOUN
easat-8453	188	8	intensities	intensity	NOUN
easat-8453	188	9	bwf	bwf	PROPN
easat-8453	188	10	baseline	baseline	VERB
easat-8453	188	11	all	all	DET
easat-8453	188	12	features	feature	NOUN
easat-8453	188	13	all	all	PRON
easat-8453	188	14	dataset	dataset	VERB
easat-8453	188	15	0.972	0.972	NUM
easat-8453	188	16	0.968	0.968	NUM
easat-8453	188	17	0.971	0.971	NUM
easat-8453	188	18	0.971	0.971	NUM
easat-8453	188	19	0.787	0.787	NUM
easat-8453	188	20	0.968	0.968	NUM
easat-8453	188	21	0.972	0.972	NUM
easat-8453	188	22	0.968	0.968	NUM
easat-8453	188	23	training	train	VERB
easat-8453	188	24	1.000	1.000	NUM
easat-8453	188	25	1.000	1.000	NUM
easat-8453	188	26	1.000	1.000	NUM
easat-8453	188	27	1.000	1.000	NUM
easat-8453	188	28	0.797	0.797	NUM
easat-8453	188	29	1.000	1.000	NUM
easat-8453	188	30	1.000	1.000	NUM
easat-8453	188	31	1.000	1.000	NUM
easat-8453	188	32	test	test	NOUN
easat-8453	188	33	0.861	0.861	NUM
easat-8453	188	34	0.841	0.841	NUM
easat-8453	188	35	0.854	0.854	NUM
easat-8453	188	36	0.854	0.854	NUM
easat-8453	188	37	0.748	0.748	NUM
easat-8453	188	38	0.841	0.841	NUM
easat-8453	188	39	0.861	0.861	NUM
easat-8453	188	40	0.841	0.841	NUM
easat-8453	188	41	4.3	4.3	NUM
easat-8453	188	42	.	.	PUNCT
easat-8453	189	1	analysis	analysis	NOUN
easat-8453	189	2	and	and	CCONJ
easat-8453	189	3	comparisons	comparison	NOUN
easat-8453	189	4	the	the	DET
easat-8453	189	5	results	result	NOUN
easat-8453	189	6	indicate	indicate	VERB
easat-8453	189	7	that	that	SCONJ
easat-8453	189	8	the	the	DET
easat-8453	189	9	proposed	propose	VERB
easat-8453	189	10	fuzzy	fuzzy	ADJ
easat-8453	189	11	logic	logic	NOUN
easat-8453	189	12	model	model	NOUN
easat-8453	189	13	performs	perform	VERB
easat-8453	189	14	consistently	consistently	ADV
easat-8453	189	15	well	well	ADV
easat-8453	189	16	across	across	ADP
easat-8453	189	17	various	various	ADJ
easat-8453	189	18	feature	feature	NOUN
easat-8453	189	19	sets	set	NOUN
easat-8453	189	20	and	and	CCONJ
easat-8453	189	21	evaluation	evaluation	NOUN
easat-8453	189	22	methods	method	NOUN
easat-8453	189	23	.	.	PUNCT
easat-8453	190	1	notably	notably	ADV
easat-8453	190	2	:	:	PUNCT
easat-8453	190	3	•	•	ADP
easat-8453	190	4	the	the	DET
easat-8453	190	5	vff	vff	PROPN
easat-8453	190	6	,	,	PUNCT
easat-8453	190	7	wt	wt	NOUN
easat-8453	190	8	,	,	PUNCT
easat-8453	190	9	tqwt	tqwt	NOUN
easat-8453	190	10	,	,	PUNCT
easat-8453	190	11	and	and	CCONJ
easat-8453	190	12	mfcc	mfcc	NOUN
easat-8453	190	13	feature	feature	NOUN
easat-8453	190	14	sets	set	NOUN
easat-8453	190	15	showed	show	VERB
easat-8453	190	16	the	the	DET
easat-8453	190	17	highest	high	ADJ
easat-8453	190	18	performance	performance	NOUN
easat-8453	190	19	in	in	ADP
easat-8453	190	20	crossvalidation	crossvalidation	NOUN
easat-8453	190	21	and	and	CCONJ
easat-8453	190	22	random	random	ADJ
easat-8453	190	23	sampling	sampling	NOUN
easat-8453	190	24	methods	method	NOUN
easat-8453	190	25	,	,	PUNCT
easat-8453	190	26	with	with	ADP
easat-8453	190	27	test	test	NOUN
easat-8453	190	28	r²	r²	NOUN
easat-8453	190	29	values	value	NOUN
easat-8453	190	30	ranging	range	VERB
easat-8453	190	31	between	between	ADP
easat-8453	190	32	0.744	0.744	NUM
easat-8453	190	33	and	and	CCONJ
easat-8453	190	34	0.861	0.861	NUM
easat-8453	190	35	.	.	PUNCT
easat-8453	191	1	•	•	NUM
easat-8453	191	2	the	the	DET
easat-8453	191	3	intensities	intensity	NOUN
easat-8453	191	4	feature	feature	NOUN
easat-8453	191	5	set	set	VERB
easat-8453	191	6	consistently	consistently	ADV
easat-8453	191	7	underperformed	underperformed	ADJ
easat-8453	191	8	compared	compare	VERB
easat-8453	191	9	to	to	ADP
easat-8453	191	10	the	the	DET
easat-8453	191	11	other	other	ADJ
easat-8453	191	12	sets	set	NOUN
easat-8453	191	13	,	,	PUNCT
easat-8453	191	14	with	with	ADP
easat-8453	191	15	r²	r²	NOUN
easat-8453	191	16	values	value	NOUN
easat-8453	191	17	of	of	ADP
easat-8453	191	18	0.640	0.640	NUM
easat-8453	191	19	in	in	ADP
easat-8453	191	20	cross	cross	ADJ
easat-8453	191	21	-	-	NOUN
easat-8453	191	22	validation	validation	NOUN
easat-8453	191	23	and	and	CCONJ
easat-8453	191	24	0.748	0.748	NUM
easat-8453	191	25	in	in	ADP
easat-8453	191	26	random	random	ADJ
easat-8453	191	27	sampling	sampling	NOUN
easat-8453	191	28	.	.	PUNCT
easat-8453	192	1	this	this	PRON
easat-8453	192	2	suggests	suggest	VERB
easat-8453	192	3	that	that	SCONJ
easat-8453	192	4	intensities	intensity	NOUN
easat-8453	192	5	alone	alone	ADV
easat-8453	192	6	may	may	AUX
easat-8453	192	7	not	not	PART
easat-8453	192	8	provide	provide	VERB
easat-8453	192	9	sufficient	sufficient	ADJ
easat-8453	192	10	discriminatory	discriminatory	ADJ
easat-8453	192	11	power	power	NOUN
easat-8453	192	12	for	for	ADP
easat-8453	192	13	pd	pd	PROPN
easat-8453	192	14	classification	classification	NOUN
easat-8453	192	15	.	.	PUNCT
easat-8453	193	1	•	•	NUM
easat-8453	193	2	the	the	DET
easat-8453	193	3	baseline	baseline	NOUN
easat-8453	193	4	and	and	CCONJ
easat-8453	193	5	all	all	DET
easat-8453	193	6	-	-	PUNCT
easat-8453	193	7	features	feature	NOUN
easat-8453	193	8	set	set	NOUN
easat-8453	193	9	performed	perform	VERB
easat-8453	193	10	well	well	ADV
easat-8453	193	11	,	,	PUNCT
easat-8453	193	12	with	with	SCONJ
easat-8453	193	13	the	the	DET
easat-8453	193	14	test	test	NOUN
easat-8453	193	15	set	set	VERB
easat-8453	193	16	r²	r²	NOUN
easat-8453	193	17	values	value	NOUN
easat-8453	193	18	close	close	ADJ
easat-8453	193	19	to	to	ADP
easat-8453	193	20	those	those	PRON
easat-8453	193	21	of	of	ADP
easat-8453	193	22	vff	vff	PROPN
easat-8453	193	23	,	,	PUNCT
easat-8453	193	24	wt	wt	NOUN
easat-8453	193	25	,	,	PUNCT
easat-8453	193	26	and	and	CCONJ
easat-8453	193	27	tqwt	tqwt	NOUN
easat-8453	193	28	,	,	PUNCT
easat-8453	193	29	indicating	indicate	VERB
easat-8453	193	30	that	that	SCONJ
easat-8453	193	31	these	these	DET
easat-8453	193	32	feature	feature	NOUN
easat-8453	193	33	combinations	combination	NOUN
easat-8453	193	34	can	can	AUX
easat-8453	193	35	offer	offer	VERB
easat-8453	193	36	robust	robust	ADJ
easat-8453	193	37	classification	classification	NOUN
easat-8453	193	38	performance	performance	NOUN
easat-8453	193	39	.	.	PUNCT
easat-8453	194	1	the	the	DET
easat-8453	194	2	cross	cross	ADJ
easat-8453	194	3	-	-	ADJ
easat-8453	194	4	validation	validation	ADJ
easat-8453	194	5	results	result	NOUN
easat-8453	194	6	show	show	VERB
easat-8453	194	7	stable	stable	ADJ
easat-8453	194	8	model	model	NOUN
easat-8453	194	9	performance	performance	NOUN
easat-8453	194	10	across	across	ADP
easat-8453	194	11	different	different	ADJ
easat-8453	194	12	training	training	NOUN
easat-8453	194	13	and	and	CCONJ
easat-8453	194	14	test	test	NOUN
easat-8453	194	15	splits	split	VERB
easat-8453	194	16	.	.	PUNCT
easat-8453	195	1	in	in	ADP
easat-8453	195	2	contrast	contrast	NOUN
easat-8453	195	3	,	,	PUNCT
easat-8453	195	4	the	the	DET
easat-8453	195	5	random	random	ADJ
easat-8453	195	6	sampling	sampling	NOUN
easat-8453	195	7	results	result	NOUN
easat-8453	195	8	confirm	confirm	VERB
easat-8453	195	9	that	that	SCONJ
easat-8453	195	10	the	the	DET
easat-8453	195	11	model	model	NOUN
easat-8453	195	12	can	can	AUX
easat-8453	195	13	generalize	generalize	VERB
easat-8453	195	14	well	well	ADV
easat-8453	195	15	to	to	ADP
easat-8453	195	16	unseen	unseen	ADJ
easat-8453	195	17	data	datum	NOUN
easat-8453	195	18	,	,	PUNCT
easat-8453	195	19	mainly	mainly	ADV
easat-8453	195	20	using	use	VERB
easat-8453	195	21	the	the	DET
easat-8453	195	22	baseline	baseline	NOUN
easat-8453	195	23	,	,	PUNCT
easat-8453	195	24	vff	vff	PROPN
easat-8453	195	25	,	,	PUNCT
easat-8453	195	26	tqwt	tqwt	NOUN
easat-8453	195	27	,	,	PUNCT
easat-8453	195	28	and	and	CCONJ
easat-8453	195	29	mfcc	mfcc	NOUN
easat-8453	195	30	feature	feature	NOUN
easat-8453	195	31	sets	set	NOUN
easat-8453	195	32	.	.	PUNCT
easat-8453	196	1	table	table	NOUN
easat-8453	196	2	4	4	NUM
easat-8453	196	3	reveals	reveal	VERB
easat-8453	196	4	the	the	DET
easat-8453	196	5	number	number	NOUN
easat-8453	196	6	of	of	ADP
easat-8453	196	7	clusters	cluster	NOUN
easat-8453	196	8	utilized	utilize	VERB
easat-8453	196	9	for	for	ADP
easat-8453	196	10	each	each	DET
easat-8453	196	11	subset	subset	NOUN
easat-8453	196	12	or	or	CCONJ
easat-8453	196	13	group	group	NOUN
easat-8453	196	14	of	of	ADP
easat-8453	196	15	features	feature	NOUN
easat-8453	196	16	,	,	PUNCT
easat-8453	196	17	having	having	AUX
easat-8453	196	18	derived	derive	VERB
easat-8453	196	19	the	the	DET
easat-8453	196	20	values	value	NOUN
easat-8453	196	21	from	from	ADP
easat-8453	196	22	training	training	NOUN
easat-8453	196	23	with	with	ADP
easat-8453	196	24	100	100	NUM
easat-8453	196	25	%	%	NOUN
easat-8453	196	26	of	of	ADP
easat-8453	196	27	the	the	DET
easat-8453	196	28	dataset	dataset	NOUN
easat-8453	196	29	.	.	PUNCT
easat-8453	197	1	the	the	DET
easat-8453	197	2	chief	chief	ADJ
easat-8453	197	3	aim	aim	NOUN
easat-8453	197	4	was	be	AUX
easat-8453	197	5	to	to	PART
easat-8453	197	6	discern	discern	VERB
easat-8453	197	7	the	the	DET
easat-8453	197	8	number	number	NOUN
easat-8453	197	9	of	of	ADP
easat-8453	197	10	clusters	cluster	NOUN
easat-8453	197	11	necessary	necessary	ADJ
easat-8453	197	12	to	to	PART
easat-8453	197	13	achieve	achieve	VERB
easat-8453	197	14	100	100	NUM
easat-8453	197	15	%	%	NOUN
easat-8453	197	16	classification	classification	NOUN
easat-8453	197	17	accuracy	accuracy	NOUN
easat-8453	197	18	with	with	ADP
easat-8453	197	19	a	a	DET
easat-8453	197	20	single	single	ADJ
easat-8453	197	21	iteration	iteration	NOUN
easat-8453	197	22	.	.	PUNCT
easat-8453	198	1	once	once	ADV
easat-8453	198	2	this	this	DET
easat-8453	198	3	value	value	NOUN
easat-8453	198	4	was	be	AUX
easat-8453	198	5	identified	identify	VERB
easat-8453	198	6	,	,	PUNCT
easat-8453	198	7	training	training	NOUN
easat-8453	198	8	could	could	AUX
easat-8453	198	9	proceed	proceed	VERB
easat-8453	198	10	with	with	ADP
easat-8453	198	11	other	other	ADJ
easat-8453	198	12	percentages	percentage	NOUN
easat-8453	198	13	.	.	PUNCT
easat-8453	199	1	as	as	SCONJ
easat-8453	199	2	previously	previously	ADV
easat-8453	199	3	mentioned	mention	VERB
easat-8453	199	4	,	,	PUNCT
easat-8453	199	5	the	the	DET
easat-8453	199	6	minimum	minimum	ADJ
easat-8453	199	7	value	value	NOUN
easat-8453	199	8	for	for	ADP
easat-8453	199	9	training	training	NOUN
easat-8453	199	10	with	with	ADP
easat-8453	199	11	the	the	DET
easat-8453	199	12	complete	complete	ADJ
easat-8453	199	13	dataset	dataset	NOUN
easat-8453	199	14	was	be	AUX
easat-8453	199	15	two	two	NUM
easat-8453	199	16	.	.	PUNCT
easat-8453	200	1	if	if	SCONJ
easat-8453	200	2	the	the	DET
easat-8453	200	3	cluster	cluster	NOUN
easat-8453	200	4	number	number	NOUN
easat-8453	200	5	is	be	AUX
easat-8453	200	6	five	five	NUM
easat-8453	200	7	,	,	PUNCT
easat-8453	200	8	then	then	ADV
easat-8453	200	9	prior	prior	ADJ
easat-8453	200	10	numbers	number	NOUN
easat-8453	200	11	did	do	AUX
easat-8453	200	12	not	not	PART
easat-8453	200	13	accomplish	accomplish	VERB
easat-8453	200	14	100	100	NUM
easat-8453	200	15	%	%	NOUN
easat-8453	200	16	classification	classification	NOUN
easat-8453	200	17	accuracy	accuracy	NOUN
easat-8453	200	18	.	.	PUNCT
easat-8453	201	1	similarly	similarly	ADV
easat-8453	201	2	,	,	PUNCT
easat-8453	201	3	if	if	SCONJ
easat-8453	201	4	the	the	DET
easat-8453	201	5	value	value	NOUN
easat-8453	201	6	exceeds	exceed	VERB
easat-8453	201	7	ten	ten	NUM
easat-8453	201	8	(	(	PUNCT
easat-8453	201	9	as	as	ADP
easat-8453	201	10	in	in	ADP
easat-8453	201	11	intensity	intensity	NOUN
easat-8453	201	12	-	-	PUNCT
easat-8453	201	13	based	base	VERB
easat-8453	201	14	)	)	PUNCT
easat-8453	201	15	,	,	PUNCT
easat-8453	201	16	it	it	PRON
easat-8453	201	17	could	could	AUX
easat-8453	201	18	not	not	PART
easat-8453	201	19	attain	attain	VERB
easat-8453	201	20	100	100	NUM
easat-8453	201	21	%	%	NOUN
easat-8453	201	22	classification	classification	NOUN
easat-8453	201	23	accuracy	accuracy	NOUN
easat-8453	201	24	.	.	PUNCT
easat-8453	202	1	nonetheless	nonetheless	ADV
easat-8453	202	2	,	,	PUNCT
easat-8453	202	3	training	training	NOUN
easat-8453	202	4	occurred	occur	VERB
easat-8453	202	5	with	with	ADP
easat-8453	202	6	the	the	DET
easat-8453	202	7	optimal	optimal	ADJ
easat-8453	202	8	number	number	NOUN
easat-8453	202	9	calculated	calculate	VERB
easat-8453	202	10	using	use	VERB
easat-8453	202	11	pivot	pivot	NOUN
easat-8453	202	12	tables	table	NOUN
easat-8453	202	13	(	(	PUNCT
easat-8453	202	14	section	section	NOUN
easat-8453	202	15	5	5	NUM
easat-8453	202	16	)	)	PUNCT
easat-8453	202	17	.	.	PUNCT
easat-8453	203	1	table	table	NOUN
easat-8453	203	2	4	4	NUM
easat-8453	203	3	displays	display	VERB
easat-8453	203	4	the	the	DET
easat-8453	203	5	number	number	NOUN
easat-8453	203	6	of	of	ADP
easat-8453	203	7	clusters	cluster	NOUN
easat-8453	203	8	for	for	ADP
easat-8453	203	9	each	each	DET
easat-8453	203	10	input	input	NOUN
easat-8453	203	11	variable	variable	NOUN
easat-8453	203	12	for	for	ADP
easat-8453	203	13	optimal	optimal	ADJ
easat-8453	203	14	performance	performance	NOUN
easat-8453	203	15	in	in	ADP
easat-8453	203	16	individual	individual	ADJ
easat-8453	203	17	datasets	dataset	NOUN
easat-8453	203	18	.	.	PUNCT
easat-8453	204	1	2601	2601	NUM
easat-8453	204	2	edelweiss	edelweiss	PROPN
easat-8453	204	3	applied	apply	VERB
easat-8453	204	4	science	science	NOUN
easat-8453	204	5	and	and	CCONJ
easat-8453	204	6	technology	technology	NOUN
easat-8453	204	7	issn	issn	PROPN
easat-8453	204	8	:	:	PUNCT
easat-8453	204	9	2576	2576	NUM
easat-8453	204	10	-	-	SYM
easat-8453	204	11	8484	8484	NUM
easat-8453	204	12	vol	vol	NOUN
easat-8453	204	13	.	.	PROPN
easat-8453	205	1	9	9	NUM
easat-8453	205	2	,	,	PUNCT
easat-8453	205	3	no	no	INTJ
easat-8453	205	4	.	.	NOUN
easat-8453	206	1	6	6	NUM
easat-8453	206	2	:	:	SYM
easat-8453	206	3	2591	2591	NUM
easat-8453	206	4	-	-	SYM
easat-8453	206	5	2608	2608	NUM
easat-8453	206	6	,	,	PUNCT
easat-8453	206	7	2025	2025	NUM
easat-8453	206	8	doi	doi	NOUN
easat-8453	206	9	:	:	PUNCT
easat-8453	206	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	206	11	©	©	ADP
easat-8453	206	12	2025	2025	NUM
easat-8453	206	13	by	by	ADP
easat-8453	206	14	the	the	DET
easat-8453	206	15	authors	author	NOUN
easat-8453	206	16	;	;	PUNCT
easat-8453	206	17	licensee	licensee	PROPN
easat-8453	206	18	learning	learn	VERB
easat-8453	206	19	gate	gate	NOUN
easat-8453	206	20	table	table	NOUN
easat-8453	206	21	4	4	NUM
easat-8453	206	22	.	.	PUNCT
easat-8453	207	1	clusters	cluster	NOUN
easat-8453	207	2	numbers	number	NOUN
easat-8453	207	3	for	for	ADP
easat-8453	207	4	every	every	DET
easat-8453	207	5	input	input	NOUN
easat-8453	207	6	variable	variable	NOUN
easat-8453	207	7	for	for	ADP
easat-8453	207	8	the	the	DET
easat-8453	207	9	best	good	ADJ
easat-8453	207	10	performance	performance	NOUN
easat-8453	207	11	in	in	ADP
easat-8453	207	12	individual	individual	ADJ
easat-8453	207	13	datasets	dataset	NOUN
easat-8453	207	14	.	.	PUNCT
easat-8453	208	1	feature	feature	NOUN
easat-8453	208	2	group	group	NOUN
easat-8453	208	3	number	number	NOUN
easat-8453	208	4	of	of	ADP
easat-8453	208	5	clusters	cluster	NOUN
easat-8453	208	6	wt—182	wt—182	PROPN
easat-8453	208	7	5	5	NUM
easat-8453	208	8	baseline—21	baseline—21	NOUN
easat-8453	208	9	8	8	NUM
easat-8453	208	10	vff—22	vff—22	NOUN
easat-8453	208	11	4	4	NUM
easat-8453	208	12	tqwt—432	tqwt—432	NOUN
easat-8453	208	13	2	2	NUM
easat-8453	208	14	all	all	PRON
easat-8453	208	15	features—753	features—753	X
easat-8453	208	16	2	2	NUM
easat-8453	208	17	mffcs—84	mffcs—84	PROPN
easat-8453	208	18	2	2	NUM
easat-8453	208	19	bandwidth	bandwidth	NOUN
easat-8453	208	20	+	+	CCONJ
easat-8453	208	21	formant—8	formant—8	PROPN
easat-8453	208	22	10	10	NUM
easat-8453	208	23	intensity	intensity	NOUN
easat-8453	208	24	-	-	PUNCT
easat-8453	208	25	based—3	based—3	PROPN
easat-8453	208	26	27	27	NUM
easat-8453	208	27	note	note	NOUN
easat-8453	208	28	:	:	PUNCT
easat-8453	208	29	wt	wt	NUM
easat-8453	208	30	:	:	PUNCT
easat-8453	208	31	wavelet	wavelet	NOUN
easat-8453	208	32	transformation	transformation	NOUN
easat-8453	208	33	.	.	PUNCT
easat-8453	209	1	vff	vff	NOUN
easat-8453	209	2	:	:	PUNCT
easat-8453	209	3	vocal	vocal	ADJ
easat-8453	209	4	fold	fold	NOUN
easat-8453	209	5	features	feature	NOUN
easat-8453	209	6	.	.	PUNCT
easat-8453	210	1	tqwt	tqwt	NOUN
easat-8453	210	2	:	:	PUNCT
easat-8453	210	3	tuneable	tuneable	ADJ
easat-8453	210	4	q	q	ADJ
easat-8453	210	5	-	-	PUNCT
easat-8453	210	6	factor	factor	NOUN
easat-8453	210	7	wavelet	wavelet	NOUN
easat-8453	210	8	transform	transform	NOUN
easat-8453	210	9	.	.	PUNCT
easat-8453	211	1	mffcs	mffc	NOUN
easat-8453	211	2	:	:	PUNCT
easat-8453	211	3	mel	mel	PROPN
easat-8453	211	4	frequency	frequency	PROPN
easat-8453	211	5	cepstral	cepstral	ADJ
easat-8453	211	6	coefficients	coefficient	NOUN
easat-8453	211	7	.	.	PUNCT
easat-8453	212	1	table	table	NOUN
easat-8453	212	2	5	5	NUM
easat-8453	212	3	and	and	CCONJ
easat-8453	212	4	figure	figure	VERB
easat-8453	212	5	4	4	NUM
easat-8453	212	6	present	present	ADJ
easat-8453	212	7	the	the	DET
easat-8453	212	8	performance	performance	NOUN
easat-8453	212	9	outcomes	outcome	NOUN
easat-8453	212	10	of	of	ADP
easat-8453	212	11	the	the	DET
easat-8453	212	12	models	model	NOUN
easat-8453	212	13	for	for	ADP
easat-8453	212	14	the	the	DET
easat-8453	212	15	pd	pd	PROPN
easat-8453	212	16	dataset	dataset	NOUN
easat-8453	212	17	and	and	CCONJ
easat-8453	212	18	its	its	PRON
easat-8453	212	19	corresponding	corresponding	ADJ
easat-8453	212	20	sub	sub	NOUN
easat-8453	212	21	-	-	NOUN
easat-8453	212	22	datasets	dataset	NOUN
easat-8453	212	23	.	.	PUNCT
easat-8453	213	1	table	table	NOUN
easat-8453	213	2	4	4	NUM
easat-8453	213	3	showcases	showcase	NOUN
easat-8453	213	4	experiment	experiment	NOUN
easat-8453	213	5	results	result	NOUN
easat-8453	213	6	obtained	obtain	VERB
easat-8453	213	7	with	with	ADP
easat-8453	213	8	individual	individual	ADJ
easat-8453	213	9	feature	feature	NOUN
easat-8453	213	10	subsets	subset	NOUN
easat-8453	213	11	,	,	PUNCT
easat-8453	213	12	delineating	delineate	VERB
easat-8453	213	13	performance	performance	NOUN
easat-8453	213	14	metrics	metric	NOUN
easat-8453	213	15	(	(	PUNCT
easat-8453	213	16	specificity	specificity	NOUN
easat-8453	213	17	,	,	PUNCT
easat-8453	213	18	sensitivity	sensitivity	NOUN
easat-8453	213	19	,	,	PUNCT
easat-8453	213	20	precision	precision	NOUN
easat-8453	213	21	,	,	PUNCT
easat-8453	213	22	recall	recall	NOUN
easat-8453	213	23	,	,	PUNCT
easat-8453	213	24	f	f	X
easat-8453	213	25	-	-	PUNCT
easat-8453	213	26	measure	measure	NOUN
easat-8453	213	27	,	,	PUNCT
easat-8453	213	28	and	and	CCONJ
easat-8453	213	29	area	area	NOUN
easat-8453	213	30	under	under	ADP
easat-8453	213	31	curve	curve	NOUN
easat-8453	213	32	)	)	PUNCT
easat-8453	213	33	for	for	ADP
easat-8453	213	34	all	all	DET
easat-8453	213	35	datasets	dataset	NOUN
easat-8453	213	36	.	.	PUNCT
easat-8453	214	1	figure	figure	NOUN
easat-8453	214	2	4	4	NUM
easat-8453	214	3	illustrates	illustrate	VERB
easat-8453	214	4	the	the	DET
easat-8453	214	5	confusion	confusion	NOUN
easat-8453	214	6	matrices	matrix	NOUN
easat-8453	214	7	for	for	ADP
easat-8453	214	8	training	training	NOUN
easat-8453	214	9	(	(	PUNCT
easat-8453	214	10	80	80	NUM
easat-8453	214	11	%	%	NOUN
easat-8453	214	12	)	)	PUNCT
easat-8453	214	13	and	and	CCONJ
easat-8453	214	14	validation	validation	NOUN
easat-8453	214	15	(	(	PUNCT
easat-8453	214	16	20	20	NUM
easat-8453	214	17	%	%	NOUN
easat-8453	214	18	)	)	PUNCT
easat-8453	214	19	datasets	dataset	NOUN
easat-8453	214	20	for	for	ADP
easat-8453	214	21	the	the	DET
easat-8453	214	22	baseline	baseline	ADJ
easat-8453	214	23	feature	feature	NOUN
easat-8453	214	24	group	group	NOUN
easat-8453	214	25	,	,	PUNCT
easat-8453	214	26	consisting	consist	VERB
easat-8453	214	27	of	of	ADP
easat-8453	214	28	21	21	NUM
easat-8453	214	29	features	feature	NOUN
easat-8453	214	30	.	.	PUNCT
easat-8453	215	1	class	class	NOUN
easat-8453	215	2	0	0	NUM
easat-8453	215	3	represents	represent	VERB
easat-8453	215	4	healthy	healthy	ADJ
easat-8453	215	5	individuals	individual	NOUN
easat-8453	215	6	,	,	PUNCT
easat-8453	215	7	while	while	SCONJ
easat-8453	215	8	class	class	NOUN
easat-8453	215	9	1	1	NUM
easat-8453	215	10	denotes	denote	NOUN
easat-8453	215	11	parkinson	parkinson	NOUN
easat-8453	215	12	’s	’s	PART
easat-8453	215	13	disease	disease	NOUN
easat-8453	215	14	patients	patient	NOUN
easat-8453	215	15	.	.	PUNCT
easat-8453	216	1	table	table	NOUN
easat-8453	216	2	5	5	NUM
easat-8453	216	3	.	.	PUNCT
easat-8453	216	4	experiment	experiment	NOUN
easat-8453	216	5	results	result	NOUN
easat-8453	216	6	were	be	AUX
easat-8453	216	7	obtained	obtain	VERB
easat-8453	216	8	with	with	ADP
easat-8453	216	9	individual	individual	ADJ
easat-8453	216	10	feature	feature	NOUN
easat-8453	216	11	subsets	subset	NOUN
easat-8453	216	12	.	.	PUNCT
easat-8453	217	1	feature	feature	NOUN
easat-8453	217	2	groups	group	NOUN
easat-8453	217	3	—	—	PUNCT
easat-8453	217	4	feature	feature	NOUN
easat-8453	217	5	numbers	number	NOUN
easat-8453	217	6	sensitivity	sensitivity	NOUN
easat-8453	217	7	specificity	specificity	NOUN
easat-8453	217	8	precision	precision	NOUN
easat-8453	217	9	recall	recall	VERB
easat-8453	217	10	f	f	NOUN
easat-8453	217	11	-	-	PUNCT
easat-8453	217	12	measure	measure	NOUN
easat-8453	217	13	area	area	NOUN
easat-8453	217	14	under	under	ADP
easat-8453	217	15	curve	curve	NOUN
easat-8453	217	16	training	training	NOUN
easat-8453	217	17	:	:	PUNCT
easat-8453	217	18	50–50	50–50	NUM
easat-8453	217	19	%	%	NOUN
easat-8453	217	20	testing	test	VERB
easat-8453	217	21	wt—182	wt—182	PROPN
easat-8453	217	22	0.8554	0.8554	NUM
easat-8453	217	23	1.0000	1.0000	NUM
easat-8453	217	24	1.0000	1.0000	NUM
easat-8453	217	25	0.8554	0.8554	NUM
easat-8453	217	26	0.9392	0.9392	NUM
easat-8453	217	27	0.8099	0.8099	NUM
easat-8453	217	28	baseline—21	baseline—21	VERB
easat-8453	217	29	0.8938	0.8938	NUM
easat-8453	217	30	1.0000	1.0000	NUM
easat-8453	217	31	1.0000	1.0000	NUM
easat-8453	217	32	0.8938	0.8938	NUM
easat-8453	217	33	0.9439	0.9439	NUM
easat-8453	217	34	0.8255	0.8255	NUM
easat-8453	217	35	vff—22	vff—22	NOUN
easat-8453	217	36	0.8854	0.8854	NUM
easat-8453	217	37	1.0000	1.0000	NUM
easat-8453	217	38	1.0000	1.0000	NUM
easat-8453	217	39	0.8854	0.8854	NUM
easat-8453	217	40	0.9392	0.9392	NUM
easat-8453	217	41	0.8099	0.8099	NUM
easat-8453	217	42	tqwt—432	tqwt—432	NOUN
easat-8453	217	43	0.8854	0.8854	NUM
easat-8453	217	44	1.0000	1.0000	NUM
easat-8453	217	45	1.0000	1.0000	NUM
easat-8453	217	46	0.8854	0.8854	NUM
easat-8453	217	47	0.9392	0.9392	NUM
easat-8453	217	48	0.8099	0.8099	NUM
easat-8453	217	49	all	all	PRON
easat-8453	217	50	features—753	features—753	VERB
easat-8453	217	51	0.8854	0.8854	NUM
easat-8453	217	52	1.0000	1.0000	NUM
easat-8453	217	53	1.0000	1.0000	NUM
easat-8453	217	54	0.8854	0.8854	NUM
easat-8453	217	55	0.9392	0.9392	NUM
easat-8453	217	56	0.8099	0.8099	NUM
easat-8453	217	57	mffcs—84	mffcs—84	PROPN
easat-8453	217	58	0.8854	0.8854	NUM
easat-8453	217	59	1.0000	1.0000	NUM
easat-8453	217	60	1.0000	1.0000	NUM
easat-8453	217	61	0.8854	0.8854	NUM
easat-8453	217	62	0.9392	0.9392	NUM
easat-8453	217	63	0.8099	0.8099	NUM
easat-8453	217	64	bandwidth	bandwidth	NOUN
easat-8453	217	65	+	+	CCONJ
easat-8453	217	66	formant—8	formant—8	PRON
easat-8453	217	67	0.8812	0.8812	NUM
easat-8453	217	68	1.0000	1.0000	NUM
easat-8453	217	69	1.0000	1.0000	NUM
easat-8453	217	70	0.8812	0.8812	NUM
easat-8453	217	71	0.9369	0.9369	NUM
easat-8453	217	72	0.8021	0.8021	NUM
easat-8453	217	73	intensity	intensity	NOUN
easat-8453	217	74	-	-	PUNCT
easat-8453	217	75	based—3	based—3	PROPN
easat-8453	217	76	0.8489	0.8489	NUM
easat-8453	217	77	0.5400	0.5400	NUM
easat-8453	217	78	0.8369	0.8369	NUM
easat-8453	217	79	0.8489	0.8489	NUM
easat-8453	217	80	0.8429	0.8429	NUM
easat-8453	217	81	0.6997	0.6997	NUM
easat-8453	217	82	training	training	NOUN
easat-8453	217	83	70–30	70–30	NUM
easat-8453	217	84	%	%	NOUN
easat-8453	217	85	testing	testing	NOUN
easat-8453	217	86	wt—182	wt—182	PROPN
easat-8453	217	87	0.9400	0.9400	NUM
easat-8453	217	88	1.0000	1.0000	NUM
easat-8453	217	89	1.0000	1.0000	NUM
easat-8453	217	90	0.9400	0.9400	NUM
easat-8453	217	91	0.9691	0.9691	NUM
easat-8453	217	92	0.9063	0.9063	NUM
easat-8453	217	93	baseline—21	baseline—21	NOUN
easat-8453	217	94	0.9276	0.9276	NUM
easat-8453	217	95	1.0000	1.0000	NUM
easat-8453	217	96	1.0000	1.0000	NUM
easat-8453	217	97	0.9276	0.9276	NUM
easat-8453	217	98	0.9625	0.9625	NUM
easat-8453	217	99	0.8854	0.8854	NUM
easat-8453	217	100	vff—22	vff—22	NOUN
easat-8453	217	101	0.9353	0.9353	NUM
easat-8453	217	102	1.0000	1.0000	NUM
easat-8453	217	103	1.0000	1.0000	NUM
easat-8453	217	104	0.9353	0.9353	NUM
easat-8453	217	105	0.9666	0.9666	NUM
easat-8453	217	106	0.8984	0.8984	NUM
easat-8453	217	107	tqwt—432	tqwt—432	NOUN
easat-8453	217	108	0.9322	0.9322	NUM
easat-8453	217	109	1.0000	1.0000	NUM
easat-8453	217	110	1.0000	1.0000	NUM
easat-8453	217	111	0.9322	0.9322	NUM
easat-8453	217	112	0.9649	0.9649	NUM
easat-8453	217	113	0.8932	0.8932	NUM
easat-8453	217	114	all	all	PRON
easat-8453	217	115	features—753	features—753	VERB
easat-8453	217	116	0.9322	0.9322	NUM
easat-8453	217	117	1.0000	1.0000	NUM
easat-8453	217	118	1.0000	1.0000	NUM
easat-8453	217	119	0.9322	0.9322	NUM
easat-8453	217	120	0.9649	0.9649	NUM
easat-8453	217	121	0.8932	0.8932	NUM
easat-8453	218	1	mffcs—84	mffcs—84	PROPN
easat-8453	218	2	0.9353	0.9353	NUM
easat-8453	218	3	1.0000	1.0000	NUM
easat-8453	218	4	1.0000	1.0000	NUM
easat-8453	218	5	0.9353	0.9353	NUM
easat-8453	218	6	0.9666	0.9666	NUM
easat-8453	218	7	0.8984	0.8984	NUM
easat-8453	218	8	bandwidth	bandwidth	NOUN
easat-8453	218	9	+	+	CCONJ
easat-8453	218	10	formant—8	formant—8	PRON
easat-8453	218	11	0.9338	0.9338	NUM
easat-8453	218	12	1.0000	1.0000	NUM
easat-8453	218	13	1.0000	1.0000	NUM
easat-8453	218	14	0.9338	0.9338	NUM
easat-8453	218	15	0.9658	0.9658	NUM
easat-8453	218	16	0.8958	0.8958	NUM
easat-8453	218	17	intensity	intensity	NOUN
easat-8453	218	18	-	-	PUNCT
easat-8453	218	19	based—3	based—3	NOUN
easat-8453	218	20	0.8270	0.8270	NUM
easat-8453	218	21	0.5839	0.5839	NUM
easat-8453	218	22	0.8901	0.8901	NUM
easat-8453	218	23	0.8270	0.8270	NUM
easat-8453	218	24	0.8574	0.8574	NUM
easat-8453	218	25	0.6716	0.6716	NUM
easat-8453	218	26	training	training	NOUN
easat-8453	218	27	80–20	80–20	NUM
easat-8453	218	28	%	%	NOUN
easat-8453	218	29	testing	testing	NOUN
easat-8453	218	30	wt—182	wt—182	PROPN
easat-8453	218	31	0.9641	0.9641	NUM
easat-8453	218	32	1.0000	1.0000	NUM
easat-8453	218	33	1.0000	1.0000	NUM
easat-8453	218	34	0.9641	0.9641	NUM
easat-8453	218	35	0.9817	0.9817	NUM
easat-8453	218	36	0.9453	0.9453	NUM
easat-8453	218	37	baseline—21	baseline—21	NOUN
easat-8453	218	38	0.9696	0.9696	NUM
easat-8453	218	39	1.0000	1.0000	NUM
easat-8453	218	40	1.0000	1.0000	NUM
easat-8453	218	41	0.9696	0.9696	NUM
easat-8453	218	42	0.9800	0.9800	NUM
easat-8453	218	43	0.9401	0.9401	NUM
easat-8453	218	44	vff—22	vff—22	NOUN
easat-8453	218	45	0.9641	0.9641	NUM
easat-8453	218	46	1.0000	1.0000	NUM
easat-8453	218	47	1.0000	1.0000	NUM
easat-8453	218	48	0.9641	0.9641	NUM
easat-8453	218	49	0.9817	0.9817	NUM
easat-8453	218	50	0.9453	0.9453	NUM
easat-8453	218	51	tqwt—432	tqwt—432	NOUN
easat-8453	218	52	0.9625	0.9625	NUM
easat-8453	218	53	1.0000	1.0000	NUM
easat-8453	218	54	1.0000	1.0000	NUM
easat-8453	218	55	0.9625	0.9625	NUM
easat-8453	218	56	0.9809	0.9809	NUM
easat-8453	218	57	0.9427	0.9427	NUM
easat-8453	218	58	all	all	PRON
easat-8453	218	59	features—753	features—753	VERB
easat-8453	218	60	0.9608	0.9608	NUM
easat-8453	218	61	1.0000	1.0000	NUM
easat-8453	218	62	1.0000	1.0000	NUM
easat-8453	218	63	0.9608	0.9608	NUM
easat-8453	218	64	0.9800	0.9800	NUM
easat-8453	218	65	0.9401	0.9401	NUM
easat-8453	218	66	mffcs—84	mffcs—84	PROPN
easat-8453	218	67	0.9353	0.9353	NUM
easat-8453	218	68	1.0000	1.0000	NUM
easat-8453	218	69	1.0000	1.0000	NUM
easat-8453	218	70	0.9353	0.9353	NUM
easat-8453	218	71	0.9666	0.9666	NUM
easat-8453	218	72	0.8984	0.8984	NUM
easat-8453	218	73	bandwidth	bandwidth	NOUN
easat-8453	218	74	+	+	CCONJ
easat-8453	218	75	formant—8	formant—8	VERB
easat-8453	218	76	0.9592	0.9592	NUM
easat-8453	218	77	1.0000	1.0000	NUM
easat-8453	218	78	1.0000	1.0000	NUM
easat-8453	218	79	0.9592	0.9592	NUM
easat-8453	218	80	0.9792	0.9792	NUM
easat-8453	218	81	0.9375	0.9375	NUM
easat-8453	218	82	intensity	intensity	NOUN
easat-8453	218	83	-	-	PUNCT
easat-8453	218	84	based—3	based—3	PROPN
easat-8453	218	85	0.8480	0.8480	NUM
easat-8453	218	86	0.5876	0.5876	NUM
easat-8453	218	87	0.8706	0.8706	NUM
easat-8453	218	88	0.8480	0.8480	NUM
easat-8453	218	89	0.8591	0.8591	NUM
easat-8453	218	90	0.7061	0.7061	NUM
easat-8453	218	91	training	training	NOUN
easat-8453	218	92	100–0	100–0	NUM
easat-8453	218	93	%	%	NOUN
easat-8453	218	94	testing	testing	NOUN
easat-8453	218	95	wt—182	wt—182	PROPN
easat-8453	218	96	1.0000	1.0000	NUM
easat-8453	218	97	1.0000	1.0000	NUM
easat-8453	218	98	1.0000	1.0000	NUM
easat-8453	218	99	1.0000	1.0000	NUM
easat-8453	218	100	1.0000	1.0000	NUM
easat-8453	218	101	1.0000	1.0000	NUM
easat-8453	218	102	baseline—21	baseline—21	NOUN
easat-8453	218	103	1.0000	1.0000	NUM
easat-8453	218	104	1.0000	1.0000	NUM
easat-8453	218	105	1.0000	1.0000	NUM
easat-8453	218	106	1.0000	1.0000	NUM
easat-8453	218	107	1.0000	1.0000	NUM
easat-8453	218	108	1.0000	1.0000	NUM
easat-8453	218	109	vff—22	vff—22	NOUN
easat-8453	218	110	1.0000	1.0000	NUM
easat-8453	218	111	1.0000	1.0000	NUM
easat-8453	218	112	1.0000	1.0000	NUM
easat-8453	218	113	1.0000	1.0000	NUM
easat-8453	218	114	1.0000	1.0000	NUM
easat-8453	218	115	1.0000	1.0000	NUM
easat-8453	218	116	tqwt—432	tqwt—432	NOUN
easat-8453	218	117	1.0000	1.0000	NUM
easat-8453	218	118	1.0000	1.0000	NUM
easat-8453	218	119	1.0000	1.0000	NUM
easat-8453	218	120	1.0000	1.0000	NUM
easat-8453	218	121	1.0000	1.0000	NUM
easat-8453	218	122	1.0000	1.0000	NUM
easat-8453	218	123	2602	2602	NUM
easat-8453	218	124	edelweiss	edelweiss	PROPN
easat-8453	218	125	applied	apply	VERB
easat-8453	218	126	science	science	NOUN
easat-8453	218	127	and	and	CCONJ
easat-8453	218	128	technology	technology	NOUN
easat-8453	218	129	issn	issn	PROPN
easat-8453	218	130	:	:	PUNCT
easat-8453	218	131	2576	2576	NUM
easat-8453	218	132	-	-	SYM
easat-8453	218	133	8484	8484	NUM
easat-8453	218	134	vol	vol	NOUN
easat-8453	218	135	.	.	PROPN
easat-8453	219	1	9	9	NUM
easat-8453	219	2	,	,	PUNCT
easat-8453	219	3	no	no	INTJ
easat-8453	219	4	.	.	NOUN
easat-8453	220	1	6	6	NUM
easat-8453	220	2	:	:	SYM
easat-8453	220	3	2591	2591	NUM
easat-8453	220	4	-	-	SYM
easat-8453	220	5	2608	2608	NUM
easat-8453	220	6	,	,	PUNCT
easat-8453	220	7	2025	2025	NUM
easat-8453	220	8	doi	doi	NOUN
easat-8453	220	9	:	:	PUNCT
easat-8453	220	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	220	11	©	©	ADP
easat-8453	220	12	2025	2025	NUM
easat-8453	220	13	by	by	ADP
easat-8453	220	14	the	the	DET
easat-8453	220	15	authors	author	NOUN
easat-8453	220	16	;	;	PUNCT
easat-8453	220	17	licensee	licensee	PROPN
easat-8453	220	18	learning	learning	NOUN
easat-8453	220	19	gate	gate	NOUN
easat-8453	220	20	all	all	DET
easat-8453	220	21	features—753	features—753	PROPN
easat-8453	220	22	1.0000	1.0000	NUM
easat-8453	220	23	1.0000	1.0000	NUM
easat-8453	220	24	1.0000	1.0000	NUM
easat-8453	220	25	1.0000	1.0000	NUM
easat-8453	220	26	1.0000	1.0000	NUM
easat-8453	220	27	1.0000	1.0000	NUM
easat-8453	220	28	mffcs—84	mffcs—84	PROPN
easat-8453	220	29	1.0000	1.0000	NUM
easat-8453	220	30	1.0000	1.0000	NUM
easat-8453	220	31	1.0000	1.0000	NUM
easat-8453	220	32	1.0000	1.0000	NUM
easat-8453	220	33	1.0000	1.0000	NUM
easat-8453	220	34	1.0000	1.0000	NUM
easat-8453	220	35	bandwidth	bandwidth	NOUN
easat-8453	220	36	+	+	CCONJ
easat-8453	220	37	formant—8	formant—8	NOUN
easat-8453	220	38	1.0000	1.0000	NUM
easat-8453	220	39	1.0000	1.0000	NUM
easat-8453	220	40	1.0000	1.0000	NUM
easat-8453	220	41	1.0000	1.0000	NUM
easat-8453	220	42	1.0000	1.0000	NUM
easat-8453	220	43	1.0000	1.0000	NUM
easat-8453	220	44	intensity	intensity	NOUN
easat-8453	220	45	-	-	PUNCT
easat-8453	220	46	based—3	based—3	PROPN
easat-8453	220	47	0.8270	0.8270	NUM
easat-8453	220	48	0.5839	0.5839	NUM
easat-8453	220	49	0.8901	0.8901	NUM
easat-8453	220	50	0.8270	0.8270	NUM
easat-8453	220	51	0.8574	0.8574	NUM
easat-8453	220	52	0.6716	0.6716	NUM
easat-8453	220	53	note	note	NOUN
easat-8453	220	54	:	:	PUNCT
easat-8453	220	55	wt	wt	NUM
easat-8453	220	56	:	:	PUNCT
easat-8453	220	57	wavelet	wavelet	NOUN
easat-8453	220	58	transformation	transformation	NOUN
easat-8453	220	59	.	.	PUNCT
easat-8453	221	1	vff	vff	NOUN
easat-8453	221	2	:	:	PUNCT
easat-8453	221	3	vocal	vocal	ADJ
easat-8453	221	4	fold	fold	NOUN
easat-8453	221	5	features	feature	NOUN
easat-8453	221	6	.	.	PUNCT
easat-8453	222	1	tqwt	tqwt	NOUN
easat-8453	222	2	:	:	PUNCT
easat-8453	222	3	tuneable	tuneable	ADJ
easat-8453	222	4	q	q	ADJ
easat-8453	222	5	-	-	PUNCT
easat-8453	222	6	factor	factor	NOUN
easat-8453	222	7	wavelet	wavelet	NOUN
easat-8453	222	8	transform	transform	NOUN
easat-8453	222	9	.	.	PUNCT
easat-8453	223	1	mffcs	mffc	NOUN
easat-8453	223	2	:	:	PUNCT
easat-8453	223	3	mel	mel	PROPN
easat-8453	223	4	frequency	frequency	PROPN
easat-8453	223	5	cepstral	cepstral	ADJ
easat-8453	223	6	coefficients	coefficient	NOUN
easat-8453	223	7	.	.	PUNCT
easat-8453	224	1	bold	bold	ADJ
easat-8453	224	2	values	value	NOUN
easat-8453	224	3	indicate	indicate	VERB
easat-8453	224	4	the	the	DET
easat-8453	224	5	best	good	ADJ
easat-8453	224	6	performance	performance	NOUN
easat-8453	224	7	.	.	PUNCT
easat-8453	225	1	table	table	NOUN
easat-8453	225	2	6	6	NUM
easat-8453	225	3	.	.	PUNCT
easat-8453	225	4	matrix	matrix	NOUN
easat-8453	225	5	confusion	confusion	NOUN
easat-8453	225	6	of	of	ADP
easat-8453	225	7	the	the	DET
easat-8453	225	8	datasets	dataset	NOUN
easat-8453	225	9	(	(	PUNCT
easat-8453	225	10	training	training	NOUN
easat-8453	225	11	(	(	PUNCT
easat-8453	225	12	a	a	NOUN
easat-8453	225	13	)	)	PUNCT
easat-8453	225	14	and	and	CCONJ
easat-8453	225	15	test	test	NOUN
easat-8453	225	16	(	(	PUNCT
easat-8453	225	17	b	b	NOUN
easat-8453	225	18	)	)	PUNCT
easat-8453	225	19	)	)	PUNCT
easat-8453	225	20	for	for	ADP
easat-8453	225	21	the	the	DET
easat-8453	225	22	baseline	baseline	ADJ
easat-8453	225	23	feature	feature	NOUN
easat-8453	225	24	group	group	NOUN
easat-8453	225	25	,	,	PUNCT
easat-8453	225	26	with	with	ADP
easat-8453	225	27	21	21	NUM
easat-8453	225	28	features	feature	NOUN
easat-8453	225	29	.	.	PUNCT
easat-8453	226	1	class	class	NOUN
easat-8453	226	2	0	0	NUM
easat-8453	226	3	means	mean	VERB
easat-8453	226	4	healthy	healthy	ADJ
easat-8453	226	5	people	people	NOUN
easat-8453	226	6	,	,	PUNCT
easat-8453	226	7	and	and	CCONJ
easat-8453	226	8	class	class	NOUN
easat-8453	226	9	1	1	NUM
easat-8453	226	10	means	mean	VERB
easat-8453	226	11	parkinson	parkinson	NOUN
easat-8453	226	12	’s	’s	PART
easat-8453	226	13	disease	disease	NOUN
easat-8453	226	14	patients	patient	NOUN
easat-8453	226	15	.	.	PUNCT
easat-8453	227	1	(	(	PUNCT
easat-8453	227	2	a	a	X
easat-8453	227	3	)	)	PUNCT
easat-8453	227	4	class	class	NOUN
easat-8453	227	5	0	0	NUM
easat-8453	227	6	class	class	NOUN
easat-8453	227	7	1	1	NUM
easat-8453	227	8	class	class	NOUN
easat-8453	227	9	0	0	NUM
easat-8453	227	10	165	165	NUM
easat-8453	227	11	0	0	NUM
easat-8453	227	12	class	class	NOUN
easat-8453	227	13	1	1	NUM
easat-8453	227	14	0	0	NUM
easat-8453	227	15	440	440	NUM
easat-8453	227	16	(	(	PUNCT
easat-8453	227	17	b	b	NOUN
easat-8453	227	18	)	)	PUNCT
easat-8453	227	19	class	class	NOUN
easat-8453	227	20	0	0	NUM
easat-8453	227	21	class	class	NOUN
easat-8453	227	22	1	1	NUM
easat-8453	227	23	class	class	NOUN
easat-8453	227	24	0	0	NUM
easat-8453	227	25	4	4	NUM
easat-8453	227	26	23	23	NUM
easat-8453	227	27	class	class	NOUN
easat-8453	227	28	1	1	NUM
easat-8453	227	29	0	0	NUM
easat-8453	227	30	124	124	NUM
easat-8453	227	31	in	in	ADP
easat-8453	227	32	appendix	appendix	NOUN
easat-8453	227	33	a	a	PRON
easat-8453	227	34	,	,	PUNCT
easat-8453	227	35	all	all	DET
easat-8453	227	36	the	the	DET
easat-8453	227	37	fuzzy	fuzzy	ADJ
easat-8453	227	38	inference	inference	NOUN
easat-8453	227	39	models	model	NOUN
easat-8453	227	40	developed	develop	VERB
easat-8453	227	41	in	in	ADP
easat-8453	227	42	the	the	DET
easat-8453	227	43	experiments	experiment	NOUN
easat-8453	227	44	are	be	AUX
easat-8453	227	45	listed	list	VERB
easat-8453	227	46	.	.	PUNCT
easat-8453	228	1	the	the	DET
easat-8453	228	2	model	model	NOUN
easat-8453	228	3	with	with	ADP
easat-8453	228	4	the	the	DET
easat-8453	228	5	optimal	optimal	ADJ
easat-8453	228	6	configuration	configuration	NOUN
easat-8453	228	7	of	of	ADP
easat-8453	228	8	the	the	DET
easat-8453	228	9	best	good	ADJ
easat-8453	228	10	fuzzy	fuzzy	ADJ
easat-8453	228	11	inference	inference	NOUN
easat-8453	228	12	system	system	NOUN
easat-8453	228	13	used	use	VERB
easat-8453	228	14	to	to	PART
easat-8453	228	15	predict	predict	VERB
easat-8453	228	16	parkinson	parkinson	NOUN
easat-8453	228	17	’s	’s	PART
easat-8453	228	18	disease	disease	NOUN
easat-8453	228	19	,	,	PUNCT
easat-8453	228	20	including	include	VERB
easat-8453	228	21	inputs	input	NOUN
easat-8453	228	22	,	,	PUNCT
easat-8453	228	23	output	output	NOUN
easat-8453	228	24	,	,	PUNCT
easat-8453	228	25	and	and	CCONJ
easat-8453	228	26	samples	sample	NOUN
easat-8453	228	27	from	from	ADP
easat-8453	228	28	the	the	DET
easat-8453	228	29	knowledge	knowledge	NOUN
easat-8453	228	30	rule	rule	NOUN
easat-8453	228	31	base	base	NOUN
easat-8453	228	32	is	be	AUX
easat-8453	228	33	located	locate	VERB
easat-8453	228	34	in	in	ADP
easat-8453	228	35	the	the	DET
easat-8453	228	36	folder	folder	NOUN
easat-8453	228	37	path	path	NOUN
easat-8453	228	38	folder/80	folder/80	PROPN
easat-8453	228	39	-	-	PUNCT
easat-8453	228	40	20/21	20/21	NUM
easat-8453	228	41	baseline	baseline	NOUN
easat-8453	228	42	trained	train	VERB
easat-8453	228	43	acc_0.972	acc_0.972	ADP
easat-8453	228	44	1	1	NUM
easat-8453	228	45	0.861_#vars_21__navars_more	0.861_#vars_21__navars_more	NUM
easat-8453	228	46	than	than	ADP
easat-8453	228	47	20	20	NUM
easat-8453	228	48	variables_parkinson_outputs.fis	variables_parkinson_outputs.fis	PROPN
easat-8453	228	49	.	.	PUNCT
easat-8453	229	1	5	5	NUM
easat-8453	229	2	.	.	X
easat-8453	229	3	discussion	discussion	NOUN
easat-8453	229	4	the	the	DET
easat-8453	229	5	performance	performance	NOUN
easat-8453	229	6	of	of	ADP
easat-8453	229	7	the	the	DET
easat-8453	229	8	proposed	propose	VERB
easat-8453	229	9	mamdani	mamdani	ADJ
easat-8453	229	10	-	-	PUNCT
easat-8453	229	11	type	type	NOUN
easat-8453	229	12	fuzzy	fuzzy	ADJ
easat-8453	229	13	logic	logic	NOUN
easat-8453	229	14	model	model	NOUN
easat-8453	229	15	for	for	ADP
easat-8453	229	16	classifying	classify	VERB
easat-8453	229	17	parkinson	parkinson	NOUN
easat-8453	229	18	’s	’s	PART
easat-8453	229	19	disease	disease	NOUN
easat-8453	229	20	(	(	PUNCT
easat-8453	229	21	pd	pd	NOUN
easat-8453	229	22	)	)	PUNCT
easat-8453	229	23	based	base	VERB
easat-8453	229	24	on	on	ADP
easat-8453	229	25	voice	voice	NOUN
easat-8453	229	26	signals	signal	NOUN
easat-8453	229	27	was	be	AUX
easat-8453	229	28	evaluated	evaluate	VERB
easat-8453	229	29	using	use	VERB
easat-8453	229	30	two	two	NUM
easat-8453	229	31	methods	method	NOUN
easat-8453	229	32	:	:	PUNCT
easat-8453	229	33	10	10	NUM
easat-8453	230	1	-	-	ADJ
easat-8453	230	2	fold	fold	ADJ
easat-8453	230	3	cross	cross	ADJ
easat-8453	230	4	-	-	ADJ
easat-8453	230	5	validation	validation	ADJ
easat-8453	230	6	and	and	CCONJ
easat-8453	230	7	random	random	ADJ
easat-8453	230	8	sampling	sampling	NOUN
easat-8453	230	9	(	(	PUNCT
easat-8453	230	10	80	80	NUM
easat-8453	230	11	-	-	SYM
easat-8453	230	12	20	20	NUM
easat-8453	230	13	%	%	NOUN
easat-8453	230	14	)	)	PUNCT
easat-8453	230	15	.	.	PUNCT
easat-8453	231	1	the	the	DET
easat-8453	231	2	results	result	NOUN
easat-8453	231	3	demonstrate	demonstrate	VERB
easat-8453	231	4	the	the	DET
easat-8453	231	5	model	model	NOUN
easat-8453	231	6	's	's	PART
easat-8453	231	7	effectiveness	effectiveness	NOUN
easat-8453	231	8	in	in	ADP
easat-8453	231	9	achieving	achieve	VERB
easat-8453	231	10	high	high	ADJ
easat-8453	231	11	accuracy	accuracy	NOUN
easat-8453	231	12	across	across	ADP
easat-8453	231	13	multiple	multiple	ADJ
easat-8453	231	14	feature	feature	NOUN
easat-8453	231	15	sets	set	NOUN
easat-8453	231	16	but	but	CCONJ
easat-8453	231	17	also	also	ADV
easat-8453	231	18	reveal	reveal	VERB
easat-8453	231	19	specific	specific	ADJ
easat-8453	231	20	insights	insight	NOUN
easat-8453	231	21	regarding	regard	VERB
easat-8453	231	22	the	the	DET
easat-8453	231	23	contribution	contribution	NOUN
easat-8453	231	24	of	of	ADP
easat-8453	231	25	different	different	ADJ
easat-8453	231	26	acoustic	acoustic	ADJ
easat-8453	231	27	features	feature	NOUN
easat-8453	231	28	.	.	PUNCT
easat-8453	232	1	5.1	5.1	NUM
easat-8453	232	2	.	.	PUNCT
easat-8453	233	1	key	key	ADJ
easat-8453	233	2	findings	finding	NOUN
easat-8453	233	3	the	the	DET
easat-8453	233	4	fuzzy	fuzzy	ADJ
easat-8453	233	5	logic	logic	NOUN
easat-8453	233	6	model	model	NOUN
easat-8453	233	7	consistently	consistently	ADV
easat-8453	233	8	achieved	achieve	VERB
easat-8453	233	9	high	high	ADJ
easat-8453	233	10	r²	r²	NOUN
easat-8453	233	11	accuracy	accuracy	NOUN
easat-8453	233	12	coefficients	coefficient	NOUN
easat-8453	233	13	for	for	ADP
easat-8453	233	14	several	several	ADJ
easat-8453	233	15	feature	feature	NOUN
easat-8453	233	16	sets	set	NOUN
easat-8453	233	17	,	,	PUNCT
easat-8453	233	18	particularly	particularly	ADV
easat-8453	233	19	vff	vff	PROPN
easat-8453	233	20	,	,	PUNCT
easat-8453	233	21	wt	wt	NOUN
easat-8453	233	22	,	,	PUNCT
easat-8453	233	23	tqwt	tqwt	NOUN
easat-8453	233	24	,	,	PUNCT
easat-8453	233	25	and	and	CCONJ
easat-8453	233	26	mfcc	mfcc	NOUN
easat-8453	233	27	.	.	PUNCT
easat-8453	234	1	in	in	ADP
easat-8453	234	2	both	both	DET
easat-8453	234	3	cross	cross	ADJ
easat-8453	234	4	-	-	ADJ
easat-8453	234	5	validation	validation	ADJ
easat-8453	234	6	and	and	CCONJ
easat-8453	234	7	random	random	ADJ
easat-8453	234	8	sampling	sampling	NOUN
easat-8453	234	9	,	,	PUNCT
easat-8453	234	10	these	these	DET
easat-8453	234	11	feature	feature	NOUN
easat-8453	234	12	sets	set	NOUN
easat-8453	234	13	resulted	result	VERB
easat-8453	234	14	in	in	ADP
easat-8453	234	15	test	test	NOUN
easat-8453	234	16	set	set	VERB
easat-8453	234	17	r²	r²	NOUN
easat-8453	234	18	values	value	NOUN
easat-8453	234	19	ranging	range	VERB
easat-8453	234	20	from	from	ADP
easat-8453	234	21	0.744	0.744	NUM
easat-8453	234	22	to	to	ADP
easat-8453	234	23	0.861	0.861	NUM
easat-8453	234	24	,	,	PUNCT
easat-8453	234	25	showing	show	VERB
easat-8453	234	26	the	the	DET
easat-8453	234	27	robustness	robustness	NOUN
easat-8453	234	28	of	of	ADP
easat-8453	234	29	these	these	DET
easat-8453	234	30	features	feature	NOUN
easat-8453	234	31	in	in	ADP
easat-8453	234	32	distinguishing	distinguish	VERB
easat-8453	234	33	between	between	ADP
easat-8453	234	34	pd	pd	NOUN
easat-8453	234	35	patients	patient	NOUN
easat-8453	234	36	and	and	CCONJ
easat-8453	234	37	healthy	healthy	ADJ
easat-8453	234	38	controls	control	NOUN
easat-8453	234	39	.	.	PUNCT
easat-8453	235	1	the	the	DET
easat-8453	235	2	vff	vff	PROPN
easat-8453	235	3	and	and	CCONJ
easat-8453	235	4	baseline	baseline	PROPN
easat-8453	235	5	features	feature	NOUN
easat-8453	235	6	sets	set	NOUN
easat-8453	235	7	showed	show	VERB
easat-8453	235	8	the	the	DET
easat-8453	235	9	highest	high	ADJ
easat-8453	235	10	performance	performance	NOUN
easat-8453	235	11	in	in	ADP
easat-8453	235	12	both	both	DET
easat-8453	235	13	methods	method	NOUN
easat-8453	235	14	,	,	PUNCT
easat-8453	235	15	with	with	ADP
easat-8453	235	16	a	a	DET
easat-8453	235	17	test	test	NOUN
easat-8453	235	18	r²	r²	NOUN
easat-8453	235	19	of	of	ADP
easat-8453	235	20	0.861	0.861	NUM
easat-8453	235	21	in	in	ADP
easat-8453	235	22	random	random	ADJ
easat-8453	235	23	sampling	sampling	NOUN
easat-8453	235	24	and	and	CCONJ
easat-8453	235	25	0.744	0.744	NUM
easat-8453	235	26	0.762	0.762	NUM
easat-8453	235	27	in	in	ADP
easat-8453	235	28	cross	cross	ADJ
easat-8453	235	29	-	-	NOUN
easat-8453	235	30	validation	validation	ADJ
easat-8453	235	31	,	,	PUNCT
easat-8453	235	32	respectively	respectively	ADV
easat-8453	235	33	.	.	PUNCT
easat-8453	236	1	this	this	PRON
easat-8453	236	2	suggests	suggest	VERB
easat-8453	236	3	that	that	SCONJ
easat-8453	236	4	vocal	vocal	ADJ
easat-8453	236	5	fold	fold	ADJ
easat-8453	236	6	frequency	frequency	NOUN
easat-8453	236	7	characteristics	characteristic	NOUN
easat-8453	236	8	are	be	AUX
easat-8453	236	9	highly	highly	ADV
easat-8453	236	10	predictive	predictive	ADJ
easat-8453	236	11	of	of	ADP
easat-8453	236	12	pd	pd	PROPN
easat-8453	236	13	,	,	PUNCT
easat-8453	236	14	likely	likely	ADJ
easat-8453	236	15	due	due	ADP
easat-8453	236	16	to	to	ADP
easat-8453	236	17	their	their	PRON
easat-8453	236	18	sensitivity	sensitivity	NOUN
easat-8453	236	19	to	to	ADP
easat-8453	236	20	early	early	ADJ
easat-8453	236	21	vocal	vocal	ADJ
easat-8453	236	22	changes	change	NOUN
easat-8453	236	23	caused	cause	VERB
easat-8453	236	24	by	by	ADP
easat-8453	236	25	the	the	DET
easat-8453	236	26	disease	disease	NOUN
easat-8453	236	27	.	.	PUNCT
easat-8453	237	1	similarly	similarly	ADV
easat-8453	237	2	,	,	PUNCT
easat-8453	237	3	wt	wt	NOUN
easat-8453	237	4	and	and	CCONJ
easat-8453	237	5	tqwt	tqwt	NOUN
easat-8453	237	6	feature	feature	NOUN
easat-8453	237	7	sets	set	NOUN
easat-8453	237	8	also	also	ADV
easat-8453	237	9	performed	perform	VERB
easat-8453	237	10	strongly	strongly	ADV
easat-8453	237	11	,	,	PUNCT
easat-8453	237	12	showing	show	VERB
easat-8453	237	13	that	that	SCONJ
easat-8453	237	14	these	these	DET
easat-8453	237	15	time	time	NOUN
easat-8453	237	16	-	-	PUNCT
easat-8453	237	17	frequency	frequency	NOUN
easat-8453	237	18	transformation	transformation	NOUN
easat-8453	237	19	techniques	technique	NOUN
easat-8453	237	20	can	can	AUX
easat-8453	237	21	capture	capture	VERB
easat-8453	237	22	the	the	DET
easat-8453	237	23	subtle	subtle	ADJ
easat-8453	237	24	variations	variation	NOUN
easat-8453	237	25	in	in	ADP
easat-8453	237	26	vocal	vocal	ADJ
easat-8453	237	27	signals	signal	NOUN
easat-8453	237	28	associated	associate	VERB
easat-8453	237	29	with	with	ADP
easat-8453	237	30	pd	pd	PROPN
easat-8453	237	31	.	.	PUNCT
easat-8453	238	1	in	in	ADP
easat-8453	238	2	contrast	contrast	NOUN
easat-8453	238	3	,	,	PUNCT
easat-8453	238	4	the	the	DET
easat-8453	238	5	intensities	intensity	NOUN
easat-8453	238	6	feature	feature	VERB
easat-8453	238	7	set	set	NOUN
easat-8453	238	8	performed	perform	VERB
easat-8453	238	9	poorly	poorly	ADV
easat-8453	238	10	compared	compare	VERB
easat-8453	238	11	to	to	ADP
easat-8453	238	12	the	the	DET
easat-8453	238	13	others	other	NOUN
easat-8453	238	14	,	,	PUNCT
easat-8453	238	15	with	with	ADP
easat-8453	238	16	test	test	NOUN
easat-8453	238	17	r²	r²	NOUN
easat-8453	238	18	values	value	NOUN
easat-8453	238	19	of	of	ADP
easat-8453	238	20	0.638	0.638	NUM
easat-8453	238	21	in	in	ADP
easat-8453	238	22	cross	cross	ADJ
easat-8453	238	23	-	-	NOUN
easat-8453	238	24	validation	validation	NOUN
easat-8453	238	25	and	and	CCONJ
easat-8453	238	26	0.748	0.748	NUM
easat-8453	238	27	in	in	ADP
easat-8453	238	28	random	random	ADJ
easat-8453	238	29	sampling	sampling	NOUN
easat-8453	238	30	.	.	PUNCT
easat-8453	239	1	this	this	PRON
easat-8453	239	2	indicates	indicate	VERB
easat-8453	239	3	that	that	SCONJ
easat-8453	239	4	intensity	intensity	NOUN
easat-8453	239	5	-	-	PUNCT
easat-8453	239	6	based	base	VERB
easat-8453	239	7	features	feature	NOUN
easat-8453	239	8	alone	alone	ADV
easat-8453	239	9	are	be	AUX
easat-8453	239	10	insufficient	insufficient	ADJ
easat-8453	239	11	to	to	PART
easat-8453	239	12	classify	classify	VERB
easat-8453	239	13	pd	pd	NOUN
easat-8453	239	14	accurately	accurately	ADV
easat-8453	239	15	,	,	PUNCT
easat-8453	239	16	likely	likely	ADJ
easat-8453	239	17	because	because	SCONJ
easat-8453	239	18	changes	change	NOUN
easat-8453	239	19	in	in	ADP
easat-8453	239	20	vocal	vocal	ADJ
easat-8453	239	21	intensity	intensity	NOUN
easat-8453	239	22	may	may	AUX
easat-8453	239	23	be	be	AUX
easat-8453	239	24	less	less	ADV
easat-8453	239	25	consistent	consistent	ADJ
easat-8453	239	26	or	or	CCONJ
easat-8453	239	27	pronounced	pronounce	VERB
easat-8453	239	28	in	in	ADP
easat-8453	239	29	the	the	DET
easat-8453	239	30	early	early	ADJ
easat-8453	239	31	stages	stage	NOUN
easat-8453	239	32	of	of	ADP
easat-8453	239	33	the	the	DET
easat-8453	239	34	disease	disease	NOUN
easat-8453	239	35	.	.	PUNCT
easat-8453	240	1	5.2	5.2	NUM
easat-8453	240	2	.	.	PUNCT
easat-8453	241	1	comparative	comparative	ADJ
easat-8453	241	2	analysis	analysis	NOUN
easat-8453	241	3	of	of	ADP
easat-8453	241	4	evaluation	evaluation	NOUN
easat-8453	241	5	methods	method	NOUN
easat-8453	241	6	when	when	SCONJ
easat-8453	241	7	comparing	compare	VERB
easat-8453	241	8	the	the	DET
easat-8453	241	9	two	two	NUM
easat-8453	241	10	evaluation	evaluation	NOUN
easat-8453	241	11	methods	method	NOUN
easat-8453	241	12	(	(	PUNCT
easat-8453	241	13	cross	cross	NOUN
easat-8453	241	14	-	-	ADJ
easat-8453	241	15	validation	validation	ADJ
easat-8453	241	16	and	and	CCONJ
easat-8453	241	17	random	random	ADJ
easat-8453	241	18	sampling	sampling	NOUN
easat-8453	241	19	)	)	PUNCT
easat-8453	241	20	,	,	PUNCT
easat-8453	241	21	the	the	DET
easat-8453	241	22	random	random	ADJ
easat-8453	241	23	sampling	sampling	NOUN
easat-8453	241	24	method	method	NOUN
easat-8453	241	25	showed	show	VERB
easat-8453	241	26	slightly	slightly	ADV
easat-8453	241	27	better	well	ADJ
easat-8453	241	28	performance	performance	NOUN
easat-8453	241	29	on	on	ADP
easat-8453	241	30	the	the	DET
easat-8453	241	31	test	test	NOUN
easat-8453	241	32	set	set	NOUN
easat-8453	241	33	,	,	PUNCT
easat-8453	241	34	particularly	particularly	ADV
easat-8453	241	35	for	for	ADP
easat-8453	241	36	the	the	DET
easat-8453	241	37	vff	vff	PROPN
easat-8453	241	38	and	and	CCONJ
easat-8453	241	39	baseline	baseline	ADJ
easat-8453	241	40	feature	feature	NOUN
easat-8453	241	41	sets	set	NOUN
easat-8453	241	42	.	.	PUNCT
easat-8453	242	1	the	the	DET
easat-8453	242	2	highest	high	ADJ
easat-8453	242	3	test	test	NOUN
easat-8453	242	4	r²	r²	NOUN
easat-8453	242	5	value	value	NOUN
easat-8453	242	6	obtained	obtain	VERB
easat-8453	242	7	was	be	AUX
easat-8453	242	8	0.861	0.861	NUM
easat-8453	242	9	for	for	ADP
easat-8453	242	10	vff	vff	PROPN
easat-8453	242	11	and	and	CCONJ
easat-8453	242	12	baseline	baseline	VERB
easat-8453	242	13	under	under	ADP
easat-8453	242	14	random	random	ADJ
easat-8453	242	15	2603	2603	NUM
easat-8453	242	16	edelweiss	edelweiss	PROPN
easat-8453	242	17	applied	apply	VERB
easat-8453	242	18	science	science	NOUN
easat-8453	242	19	and	and	CCONJ
easat-8453	242	20	technology	technology	NOUN
easat-8453	242	21	issn	issn	PROPN
easat-8453	242	22	:	:	PUNCT
easat-8453	242	23	2576	2576	NUM
easat-8453	242	24	-	-	SYM
easat-8453	242	25	8484	8484	NUM
easat-8453	242	26	vol	vol	NOUN
easat-8453	242	27	.	.	PROPN
easat-8453	243	1	9	9	NUM
easat-8453	243	2	,	,	PUNCT
easat-8453	243	3	no	no	INTJ
easat-8453	243	4	.	.	NOUN
easat-8453	244	1	6	6	NUM
easat-8453	244	2	:	:	SYM
easat-8453	244	3	2591	2591	NUM
easat-8453	244	4	-	-	SYM
easat-8453	244	5	2608	2608	NUM
easat-8453	244	6	,	,	PUNCT
easat-8453	244	7	2025	2025	NUM
easat-8453	244	8	doi	doi	NOUN
easat-8453	244	9	:	:	PUNCT
easat-8453	244	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	244	11	©	©	ADP
easat-8453	244	12	2025	2025	NUM
easat-8453	244	13	by	by	ADP
easat-8453	244	14	the	the	DET
easat-8453	244	15	authors	author	NOUN
easat-8453	244	16	;	;	PUNCT
easat-8453	244	17	licensee	licensee	NOUN
easat-8453	244	18	learning	learn	VERB
easat-8453	244	19	gate	gate	NOUN
easat-8453	244	20	sampling	sampling	NOUN
easat-8453	244	21	.	.	PUNCT
easat-8453	245	1	at	at	ADP
easat-8453	245	2	the	the	DET
easat-8453	245	3	same	same	ADJ
easat-8453	245	4	time	time	NOUN
easat-8453	245	5	,	,	PUNCT
easat-8453	245	6	the	the	DET
easat-8453	245	7	cross	cross	ADJ
easat-8453	245	8	-	-	ADJ
easat-8453	245	9	validation	validation	ADJ
easat-8453	245	10	method	method	NOUN
easat-8453	245	11	resulted	result	VERB
easat-8453	245	12	in	in	ADP
easat-8453	245	13	slightly	slightly	ADV
easat-8453	245	14	lower	low	ADJ
easat-8453	245	15	values	value	NOUN
easat-8453	245	16	,	,	PUNCT
easat-8453	245	17	with	with	ADP
easat-8453	245	18	a	a	DET
easat-8453	245	19	maximum	maximum	ADJ
easat-8453	245	20	test	test	NOUN
easat-8453	245	21	r²	r²	NOUN
easat-8453	245	22	of	of	ADP
easat-8453	245	23	0.762	0.762	NUM
easat-8453	245	24	for	for	ADP
easat-8453	245	25	the	the	DET
easat-8453	245	26	baseline	baseline	ADJ
easat-8453	245	27	feature	feature	NOUN
easat-8453	245	28	set	set	NOUN
easat-8453	245	29	.	.	PUNCT
easat-8453	246	1	this	this	DET
easat-8453	246	2	difference	difference	NOUN
easat-8453	246	3	in	in	ADP
easat-8453	246	4	performance	performance	NOUN
easat-8453	246	5	could	could	AUX
easat-8453	246	6	be	be	AUX
easat-8453	246	7	attributed	attribute	VERB
easat-8453	246	8	to	to	ADP
easat-8453	246	9	the	the	DET
easat-8453	246	10	inherent	inherent	ADJ
easat-8453	246	11	variability	variability	NOUN
easat-8453	246	12	in	in	ADP
easat-8453	246	13	cross	cross	NOUN
easat-8453	246	14	-	-	NOUN
easat-8453	246	15	validation	validation	ADJ
easat-8453	246	16	,	,	PUNCT
easat-8453	246	17	where	where	SCONJ
easat-8453	246	18	the	the	DET
easat-8453	246	19	model	model	NOUN
easat-8453	246	20	is	be	AUX
easat-8453	246	21	tested	test	VERB
easat-8453	246	22	on	on	ADP
easat-8453	246	23	different	different	ADJ
easat-8453	246	24	subsets	subset	NOUN
easat-8453	246	25	of	of	ADP
easat-8453	246	26	the	the	DET
easat-8453	246	27	data	datum	NOUN
easat-8453	246	28	.	.	PUNCT
easat-8453	247	1	in	in	ADP
easat-8453	247	2	contrast	contrast	NOUN
easat-8453	247	3	,	,	PUNCT
easat-8453	247	4	random	random	ADJ
easat-8453	247	5	sampling	sampling	NOUN
easat-8453	247	6	provides	provide	VERB
easat-8453	247	7	a	a	DET
easat-8453	247	8	fixed	fix	VERB
easat-8453	247	9	training	training	NOUN
easat-8453	247	10	and	and	CCONJ
easat-8453	247	11	test	test	NOUN
easat-8453	247	12	set	set	NOUN
easat-8453	247	13	,	,	PUNCT
easat-8453	247	14	which	which	PRON
easat-8453	247	15	may	may	AUX
easat-8453	247	16	lead	lead	VERB
easat-8453	247	17	to	to	ADP
easat-8453	247	18	more	more	ADV
easat-8453	247	19	stable	stable	ADJ
easat-8453	247	20	results	result	NOUN
easat-8453	247	21	in	in	ADP
easat-8453	247	22	some	some	DET
easat-8453	247	23	instances	instance	NOUN
easat-8453	247	24	.	.	PUNCT
easat-8453	248	1	however	however	ADV
easat-8453	248	2	,	,	PUNCT
easat-8453	248	3	both	both	DET
easat-8453	248	4	methods	method	NOUN
easat-8453	248	5	confirm	confirm	VERB
easat-8453	248	6	the	the	DET
easat-8453	248	7	robustness	robustness	NOUN
easat-8453	248	8	of	of	ADP
easat-8453	248	9	the	the	DET
easat-8453	248	10	fuzzy	fuzzy	ADJ
easat-8453	248	11	logic	logic	NOUN
easat-8453	248	12	model	model	NOUN
easat-8453	248	13	across	across	ADP
easat-8453	248	14	different	different	ADJ
easat-8453	248	15	feature	feature	NOUN
easat-8453	248	16	sets	set	NOUN
easat-8453	248	17	,	,	PUNCT
easat-8453	248	18	mainly	mainly	ADV
easat-8453	248	19	when	when	SCONJ
easat-8453	248	20	using	use	VERB
easat-8453	248	21	frequency	frequency	NOUN
easat-8453	248	22	-	-	PUNCT
easat-8453	248	23	domain	domain	NOUN
easat-8453	248	24	features	feature	NOUN
easat-8453	248	25	like	like	ADP
easat-8453	248	26	vff	vff	NOUN
easat-8453	248	27	and	and	CCONJ
easat-8453	248	28	tqwt	tqwt	NOUN
easat-8453	248	29	.	.	PUNCT
easat-8453	249	1	5.3	5.3	NUM
easat-8453	249	2	.	.	PUNCT
easat-8453	249	3	implications	implication	NOUN
easat-8453	249	4	for	for	ADP
easat-8453	249	5	clinical	clinical	ADJ
easat-8453	249	6	applications	application	NOUN
easat-8453	249	7	the	the	DET
easat-8453	249	8	results	result	NOUN
easat-8453	249	9	of	of	ADP
easat-8453	249	10	this	this	DET
easat-8453	249	11	study	study	NOUN
easat-8453	249	12	have	have	VERB
easat-8453	249	13	several	several	ADJ
easat-8453	249	14	implications	implication	NOUN
easat-8453	249	15	for	for	ADP
easat-8453	249	16	the	the	DET
easat-8453	249	17	potential	potential	ADJ
easat-8453	249	18	clinical	clinical	ADJ
easat-8453	249	19	application	application	NOUN
easat-8453	249	20	of	of	ADP
easat-8453	249	21	the	the	DET
easat-8453	249	22	fuzzy	fuzzy	ADJ
easat-8453	249	23	logic	logic	NOUN
easat-8453	249	24	model	model	NOUN
easat-8453	249	25	in	in	ADP
easat-8453	249	26	early	early	ADJ
easat-8453	249	27	pd	pd	PROPN
easat-8453	249	28	detection	detection	NOUN
easat-8453	249	29	:	:	PUNCT
easat-8453	249	30	•	•	NUM
easat-8453	249	31	vocal	vocal	ADJ
easat-8453	249	32	fold	fold	ADJ
easat-8453	249	33	frequency	frequency	NOUN
easat-8453	249	34	characteristics	characteristic	NOUN
easat-8453	249	35	(	(	PUNCT
easat-8453	249	36	vff	vff	NOUN
easat-8453	249	37	)	)	PUNCT
easat-8453	249	38	and	and	CCONJ
easat-8453	249	39	time	time	NOUN
easat-8453	249	40	-	-	PUNCT
easat-8453	249	41	frequency	frequency	NOUN
easat-8453	249	42	transformations	transformation	NOUN
easat-8453	249	43	(	(	PUNCT
easat-8453	249	44	wt	wt	NOUN
easat-8453	249	45	,	,	PUNCT
easat-8453	249	46	tqwt	tqwt	NOUN
easat-8453	249	47	)	)	PUNCT
easat-8453	249	48	effectively	effectively	ADV
easat-8453	249	49	detect	detect	VERB
easat-8453	249	50	the	the	DET
easat-8453	249	51	subtle	subtle	ADJ
easat-8453	249	52	vocal	vocal	ADJ
easat-8453	249	53	impairments	impairment	NOUN
easat-8453	249	54	associated	associate	VERB
easat-8453	249	55	with	with	ADP
easat-8453	249	56	pd	pd	PROPN
easat-8453	249	57	,	,	PUNCT
easat-8453	249	58	making	make	VERB
easat-8453	249	59	them	they	PRON
easat-8453	249	60	valuable	valuable	ADJ
easat-8453	249	61	features	feature	NOUN
easat-8453	249	62	for	for	ADP
easat-8453	249	63	developing	develop	VERB
easat-8453	249	64	non	non	ADJ
easat-8453	249	65	-	-	ADJ
easat-8453	249	66	invasive	invasive	ADJ
easat-8453	249	67	diagnostic	diagnostic	ADJ
easat-8453	249	68	tools	tool	NOUN
easat-8453	249	69	.	.	PUNCT
easat-8453	250	1	•	•	NUM
easat-8453	250	2	the	the	DET
easat-8453	250	3	high	high	ADJ
easat-8453	250	4	accuracy	accuracy	NOUN
easat-8453	250	5	and	and	CCONJ
easat-8453	250	6	stability	stability	NOUN
easat-8453	250	7	of	of	ADP
easat-8453	250	8	the	the	DET
easat-8453	250	9	model	model	NOUN
easat-8453	250	10	across	across	ADP
easat-8453	250	11	multiple	multiple	ADJ
easat-8453	250	12	evaluation	evaluation	NOUN
easat-8453	250	13	methods	method	NOUN
easat-8453	250	14	suggest	suggest	VERB
easat-8453	250	15	that	that	SCONJ
easat-8453	250	16	the	the	DET
easat-8453	250	17	fuzzy	fuzzy	ADJ
easat-8453	250	18	logic	logic	NOUN
easat-8453	250	19	system	system	NOUN
easat-8453	250	20	could	could	AUX
easat-8453	250	21	be	be	AUX
easat-8453	250	22	implemented	implement	VERB
easat-8453	250	23	in	in	ADP
easat-8453	250	24	clinical	clinical	ADJ
easat-8453	250	25	decision	decision	NOUN
easat-8453	250	26	support	support	NOUN
easat-8453	250	27	systems	system	NOUN
easat-8453	250	28	to	to	PART
easat-8453	250	29	aid	aid	VERB
easat-8453	250	30	in	in	ADP
easat-8453	250	31	the	the	DET
easat-8453	250	32	early	early	ADJ
easat-8453	250	33	detection	detection	NOUN
easat-8453	250	34	of	of	ADP
easat-8453	250	35	pd	pd	PROPN
easat-8453	250	36	.	.	PUNCT
easat-8453	251	1	the	the	DET
easat-8453	251	2	interpretability	interpretability	NOUN
easat-8453	251	3	of	of	ADP
easat-8453	251	4	the	the	DET
easat-8453	251	5	fuzzy	fuzzy	ADJ
easat-8453	251	6	logic	logic	NOUN
easat-8453	251	7	model	model	NOUN
easat-8453	251	8	also	also	ADV
easat-8453	251	9	makes	make	VERB
easat-8453	251	10	it	it	PRON
easat-8453	251	11	a	a	DET
easat-8453	251	12	suitable	suitable	ADJ
easat-8453	251	13	choice	choice	NOUN
easat-8453	251	14	for	for	ADP
easat-8453	251	15	clinical	clinical	ADJ
easat-8453	251	16	environments	environment	NOUN
easat-8453	251	17	where	where	SCONJ
easat-8453	251	18	transparency	transparency	NOUN
easat-8453	251	19	in	in	ADP
easat-8453	251	20	decision	decision	NOUN
easat-8453	251	21	-	-	PUNCT
easat-8453	251	22	making	making	NOUN
easat-8453	251	23	is	be	AUX
easat-8453	251	24	critical	critical	ADJ
easat-8453	251	25	.	.	PUNCT
easat-8453	252	1	•	•	NUM
easat-8453	252	2	while	while	SCONJ
easat-8453	252	3	the	the	DET
easat-8453	252	4	intensity	intensity	NOUN
easat-8453	252	5	-	-	PUNCT
easat-8453	252	6	based	base	VERB
easat-8453	252	7	features	feature	NOUN
easat-8453	252	8	did	do	AUX
easat-8453	252	9	not	not	PART
easat-8453	252	10	perform	perform	VERB
easat-8453	252	11	as	as	ADV
easat-8453	252	12	well	well	ADV
easat-8453	252	13	,	,	PUNCT
easat-8453	252	14	their	their	PRON
easat-8453	252	15	inclusion	inclusion	NOUN
easat-8453	252	16	in	in	ADP
easat-8453	252	17	combination	combination	NOUN
easat-8453	252	18	with	with	ADP
easat-8453	252	19	more	more	ADJ
easat-8453	252	20	predictive	predictive	ADJ
easat-8453	252	21	features	feature	NOUN
easat-8453	252	22	(	(	PUNCT
easat-8453	252	23	e.g.	e.g.	ADV
easat-8453	252	24	,	,	PUNCT
easat-8453	252	25	vff	vff	PROPN
easat-8453	252	26	,	,	PUNCT
easat-8453	252	27	tqwt	tqwt	PROPN
easat-8453	252	28	)	)	PUNCT
easat-8453	252	29	may	may	AUX
easat-8453	252	30	still	still	ADV
easat-8453	252	31	provide	provide	VERB
easat-8453	252	32	complementary	complementary	ADJ
easat-8453	252	33	information	information	NOUN
easat-8453	252	34	,	,	PUNCT
easat-8453	252	35	particularly	particularly	ADV
easat-8453	252	36	in	in	ADP
easat-8453	252	37	later	later	ADJ
easat-8453	252	38	stages	stage	NOUN
easat-8453	252	39	of	of	ADP
easat-8453	252	40	the	the	DET
easat-8453	252	41	disease	disease	NOUN
easat-8453	252	42	when	when	SCONJ
easat-8453	252	43	vocal	vocal	ADJ
easat-8453	252	44	intensity	intensity	NOUN
easat-8453	252	45	might	might	AUX
easat-8453	252	46	change	change	VERB
easat-8453	252	47	more	more	ADV
easat-8453	252	48	dramatically	dramatically	ADV
easat-8453	252	49	.	.	PUNCT
easat-8453	253	1	to	to	PART
easat-8453	253	2	validate	validate	VERB
easat-8453	253	3	our	our	PRON
easat-8453	253	4	results	result	NOUN
easat-8453	253	5	,	,	PUNCT
easat-8453	253	6	we	we	PRON
easat-8453	253	7	juxtaposed	juxtapose	VERB
easat-8453	253	8	them	they	PRON
easat-8453	253	9	with	with	ADP
easat-8453	253	10	various	various	ADJ
easat-8453	253	11	studies	study	NOUN
easat-8453	253	12	from	from	ADP
easat-8453	253	13	existing	exist	VERB
easat-8453	253	14	literature	literature	NOUN
easat-8453	253	15	,	,	PUNCT
easat-8453	253	16	with	with	ADP
easat-8453	253	17	a	a	DET
easat-8453	253	18	selection	selection	NOUN
easat-8453	253	19	criterion	criterion	NOUN
easat-8453	253	20	based	base	VERB
easat-8453	253	21	on	on	ADP
easat-8453	253	22	their	their	PRON
easat-8453	253	23	recentness	recentness	NOUN
easat-8453	253	24	and	and	CCONJ
easat-8453	253	25	demonstrated	demonstrate	VERB
easat-8453	253	26	effectiveness	effectiveness	NOUN
easat-8453	253	27	in	in	ADP
easat-8453	253	28	classification	classification	NOUN
easat-8453	253	29	tasks	task	NOUN
easat-8453	253	30	using	use	VERB
easat-8453	253	31	similar	similar	ADJ
easat-8453	253	32	parkinson	parkinson	NOUN
easat-8453	253	33	’s	’s	PART
easat-8453	253	34	disease	disease	NOUN
easat-8453	253	35	datasets	dataset	NOUN
easat-8453	253	36	.	.	PUNCT
easat-8453	254	1	reference	reference	NOUN
easat-8453	254	2	[	[	X
easat-8453	254	3	32	32	NUM
easat-8453	254	4	]	]	PUNCT
easat-8453	254	5	devised	devise	VERB
easat-8453	254	6	a	a	DET
easat-8453	254	7	method	method	NOUN
easat-8453	254	8	intertwining	intertwine	VERB
easat-8453	254	9	minimum	minimum	ADJ
easat-8453	254	10	average	average	ADJ
easat-8453	254	11	maximum	maximum	ADJ
easat-8453	254	12	(	(	PUNCT
easat-8453	254	13	mama	mama	ADJ
easat-8453	254	14	)	)	PUNCT
easat-8453	254	15	tree	tree	NOUN
easat-8453	254	16	and	and	CCONJ
easat-8453	254	17	singular	singular	ADJ
easat-8453	254	18	value	value	NOUN
easat-8453	254	19	decomposition	decomposition	NOUN
easat-8453	254	20	(	(	PUNCT
easat-8453	254	21	svd	svd	PROPN
easat-8453	254	22	)	)	PUNCT
easat-8453	254	23	for	for	ADP
easat-8453	254	24	future	future	ADJ
easat-8453	254	25	extraction	extraction	NOUN
easat-8453	254	26	,	,	PUNCT
easat-8453	254	27	comprising	comprise	VERB
easat-8453	254	28	pre	pre	ADJ
easat-8453	254	29	-	-	ADJ
easat-8453	254	30	processing	processing	ADJ
easat-8453	254	31	,	,	PUNCT
easat-8453	254	32	feature	feature	NOUN
easat-8453	254	33	extraction	extraction	NOUN
easat-8453	254	34	,	,	PUNCT
easat-8453	254	35	feature	feature	NOUN
easat-8453	254	36	selection	selection	NOUN
easat-8453	254	37	,	,	PUNCT
easat-8453	254	38	and	and	CCONJ
easat-8453	254	39	classification	classification	NOUN
easat-8453	254	40	stages	stage	NOUN
easat-8453	254	41	.	.	PUNCT
easat-8453	255	1	two	two	NUM
easat-8453	255	2	cases	case	NOUN
easat-8453	255	3	were	be	AUX
easat-8453	255	4	employed	employ	VERB
easat-8453	255	5	in	in	ADP
easat-8453	255	6	the	the	DET
easat-8453	255	7	application	application	NOUN
easat-8453	255	8	,	,	PUNCT
easat-8453	255	9	each	each	PRON
easat-8453	255	10	utilizing	utilize	VERB
easat-8453	255	11	a	a	DET
easat-8453	255	12	different	different	ADJ
easat-8453	255	13	combination	combination	NOUN
easat-8453	255	14	of	of	ADP
easat-8453	255	15	these	these	DET
easat-8453	255	16	stages	stage	NOUN
easat-8453	255	17	,	,	PUNCT
easat-8453	255	18	and	and	CCONJ
easat-8453	255	19	1	1	NUM
easat-8453	255	20	-	-	PUNCT
easat-8453	255	21	nn	nn	NOUN
easat-8453	255	22	and	and	CCONJ
easat-8453	255	23	k	k	PROPN
easat-8453	255	24	-	-	PUNCT
easat-8453	255	25	nn	nn	PROPN
easat-8453	255	26	classifiers	classifier	NOUN
easat-8453	255	27	were	be	AUX
easat-8453	255	28	identified	identify	VERB
easat-8453	255	29	as	as	ADP
easat-8453	255	30	providing	provide	VERB
easat-8453	255	31	optimal	optimal	ADJ
easat-8453	255	32	classification	classification	NOUN
easat-8453	255	33	accuracies	accuracy	NOUN
easat-8453	255	34	for	for	ADP
easat-8453	255	35	case	case	NOUN
easat-8453	255	36	1	1	NUM
easat-8453	255	37	and	and	CCONJ
easat-8453	255	38	case	case	NOUN
easat-8453	255	39	2	2	NUM
easat-8453	255	40	,	,	PUNCT
easat-8453	255	41	respectively	respectively	ADV
easat-8453	255	42	.	.	PUNCT
easat-8453	256	1	remarkably	remarkably	ADV
easat-8453	256	2	,	,	PUNCT
easat-8453	256	3	our	our	PRON
easat-8453	256	4	results	result	NOUN
easat-8453	256	5	exhibited	exhibit	VERB
easat-8453	256	6	higher	high	ADJ
easat-8453	256	7	classification	classification	NOUN
easat-8453	256	8	accuracy	accuracy	NOUN
easat-8453	256	9	with	with	ADP
easat-8453	256	10	fewer	few	ADJ
easat-8453	256	11	features	feature	NOUN
easat-8453	256	12	than	than	ADP
easat-8453	256	13	this	this	DET
easat-8453	256	14	study	study	NOUN
easat-8453	256	15	.	.	PUNCT
easat-8453	257	1	in	in	ADP
easat-8453	257	2	another	another	DET
easat-8453	257	3	study	study	NOUN
easat-8453	257	4	,	,	PUNCT
easat-8453	257	5	reference	reference	NOUN
easat-8453	257	6	[	[	X
easat-8453	257	7	15	15	NUM
easat-8453	257	8	]	]	PUNCT
easat-8453	257	9	scrutinized	scrutinize	VERB
easat-8453	257	10	the	the	DET
easat-8453	257	11	influence	influence	NOUN
easat-8453	257	12	of	of	ADP
easat-8453	257	13	neuron	neuron	NOUN
easat-8453	257	14	numbers	number	NOUN
easat-8453	257	15	and	and	CCONJ
easat-8453	257	16	activation	activation	NOUN
easat-8453	257	17	functions	function	NOUN
easat-8453	257	18	in	in	ADP
easat-8453	257	19	a	a	DET
easat-8453	257	20	deep	deep	ADJ
easat-8453	257	21	neural	neural	ADJ
easat-8453	257	22	network	network	NOUN
easat-8453	257	23	(	(	PUNCT
easat-8453	257	24	dnn	dnn	PROPN
easat-8453	257	25	)	)	PUNCT
easat-8453	257	26	model	model	NOUN
easat-8453	257	27	,	,	PUNCT
easat-8453	257	28	optimizing	optimize	VERB
easat-8453	257	29	its	its	PRON
easat-8453	257	30	performance	performance	NOUN
easat-8453	257	31	via	via	ADP
easat-8453	257	32	a	a	DET
easat-8453	257	33	growing	grow	VERB
easat-8453	257	34	and	and	CCONJ
easat-8453	257	35	pruning	prune	VERB
easat-8453	257	36	methodology	methodology	NOUN
easat-8453	257	37	.	.	PUNCT
easat-8453	258	1	although	although	SCONJ
easat-8453	258	2	a	a	DET
easat-8453	258	3	superior	superior	ADJ
easat-8453	258	4	performance	performance	NOUN
easat-8453	258	5	on	on	ADP
easat-8453	258	6	the	the	DET
easat-8453	258	7	test	test	NOUN
easat-8453	258	8	dataset	dataset	NOUN
easat-8453	258	9	was	be	AUX
easat-8453	258	10	achieved	achieve	VERB
easat-8453	258	11	,	,	PUNCT
easat-8453	258	12	our	our	PRON
easat-8453	258	13	algorithms	algorithm	NOUN
easat-8453	258	14	consistently	consistently	ADV
easat-8453	258	15	achieved	achieve	VERB
easat-8453	258	16	a	a	DET
easat-8453	258	17	100	100	NUM
easat-8453	258	18	%	%	NOUN
easat-8453	258	19	classification	classification	NOUN
easat-8453	258	20	accuracy	accuracy	NOUN
easat-8453	258	21	rate	rate	NOUN
easat-8453	258	22	on	on	ADP
easat-8453	258	23	the	the	DET
easat-8453	258	24	training	training	NOUN
easat-8453	258	25	dataset	dataset	NOUN
easat-8453	258	26	.	.	PUNCT
easat-8453	259	1	furthermore	furthermore	ADV
easat-8453	259	2	,	,	PUNCT
easat-8453	259	3	our	our	PRON
easat-8453	259	4	results	result	NOUN
easat-8453	259	5	for	for	ADP
easat-8453	259	6	80–20	80–20	NUM
easat-8453	259	7	%	%	NOUN
easat-8453	259	8	of	of	ADP
easat-8453	259	9	training	training	NOUN
easat-8453	259	10	datasets	dataset	NOUN
easat-8453	259	11	surpassed	surpass	VERB
easat-8453	259	12	those	those	PRON
easat-8453	259	13	acquired	acquire	VERB
easat-8453	259	14	by	by	ADP
easat-8453	259	15	the	the	DET
easat-8453	259	16	author	author	NOUN
easat-8453	259	17	,	,	PUNCT
easat-8453	259	18	even	even	ADV
easat-8453	259	19	with	with	ADP
easat-8453	259	20	a	a	DET
easat-8453	259	21	reduced	reduce	VERB
easat-8453	259	22	feature	feature	NOUN
easat-8453	259	23	set	set	NOUN
easat-8453	259	24	.	.	PUNCT
easat-8453	260	1	in	in	ADP
easat-8453	260	2	a	a	DET
easat-8453	260	3	different	different	ADJ
easat-8453	260	4	approach	approach	NOUN
easat-8453	260	5	,	,	PUNCT
easat-8453	260	6	reference	reference	NOUN
easat-8453	260	7	[	[	X
easat-8453	260	8	16	16	NUM
easat-8453	260	9	]	]	PUNCT
easat-8453	260	10	employed	employ	VERB
easat-8453	260	11	six	six	NUM
easat-8453	260	12	supervised	supervised	ADJ
easat-8453	260	13	machine	machine	NOUN
easat-8453	260	14	learning	learning	NOUN
easat-8453	260	15	algorithms	algorithm	NOUN
easat-8453	260	16	,	,	PUNCT
easat-8453	260	17	obtaining	obtain	VERB
easat-8453	260	18	a	a	DET
easat-8453	260	19	maximum	maximum	ADJ
easat-8453	260	20	classification	classification	NOUN
easat-8453	260	21	accuracy	accuracy	NOUN
easat-8453	260	22	of	of	ADP
easat-8453	260	23	76	76	NUM
easat-8453	260	24	%	%	NOUN
easat-8453	260	25	using	use	VERB
easat-8453	260	26	linear	linear	PROPN
easat-8453	260	27	discriminant	discriminant	ADJ
easat-8453	260	28	analysis	analysis	NOUN
easat-8453	260	29	(	(	PUNCT
easat-8453	260	30	lda	lda	PROPN
easat-8453	260	31	)	)	PUNCT
easat-8453	260	32	across	across	ADP
easat-8453	260	33	all	all	DET
easat-8453	260	34	datasets	dataset	NOUN
easat-8453	260	35	.	.	PUNCT
easat-8453	261	1	our	our	PRON
easat-8453	261	2	results	result	NOUN
easat-8453	261	3	showcased	showcase	VERB
easat-8453	261	4	competitive	competitive	ADJ
easat-8453	261	5	with	with	ADP
easat-8453	261	6	or	or	CCONJ
easat-8453	261	7	superior	superior	ADJ
easat-8453	261	8	performance	performance	NOUN
easat-8453	261	9	compared	compare	VERB
easat-8453	261	10	to	to	ADP
easat-8453	261	11	these	these	DET
easat-8453	261	12	findings	finding	NOUN
easat-8453	261	13	.	.	PUNCT
easat-8453	262	1	moreover	moreover	ADV
easat-8453	262	2	,	,	PUNCT
easat-8453	262	3	reference	reference	NOUN
easat-8453	262	4	[	[	X
easat-8453	262	5	33	33	NUM
easat-8453	262	6	]	]	PUNCT
easat-8453	262	7	explored	explore	VERB
easat-8453	262	8	the	the	DET
easat-8453	262	9	future	future	ADJ
easat-8453	262	10	extraction	extraction	NOUN
easat-8453	262	11	process	process	NOUN
easat-8453	262	12	using	use	VERB
easat-8453	262	13	wrappers	wrapper	NOUN
easat-8453	262	14	feature	feature	NOUN
easat-8453	262	15	subset	subset	NOUN
easat-8453	262	16	selection	selection	NOUN
easat-8453	262	17	and	and	CCONJ
easat-8453	262	18	four	four	NUM
easat-8453	262	19	classification	classification	NOUN
easat-8453	262	20	techniques	technique	NOUN
easat-8453	262	21	.	.	PUNCT
easat-8453	263	1	despite	despite	SCONJ
easat-8453	263	2	achieving	achieve	VERB
easat-8453	263	3	notable	notable	ADJ
easat-8453	263	4	outcomes	outcome	NOUN
easat-8453	263	5	,	,	PUNCT
easat-8453	263	6	our	our	PRON
easat-8453	263	7	performance	performance	NOUN
easat-8453	263	8	metrics	metric	NOUN
easat-8453	263	9	results	result	NOUN
easat-8453	263	10	prevailed	prevail	VERB
easat-8453	263	11	in	in	ADP
easat-8453	263	12	comparison	comparison	NOUN
easat-8453	263	13	.	.	PUNCT
easat-8453	264	1	reference	reference	NOUN
easat-8453	264	2	[	[	X
easat-8453	264	3	34	34	NUM
easat-8453	264	4	]	]	PUNCT
easat-8453	264	5	applied	apply	VERB
easat-8453	264	6	a	a	DET
easat-8453	264	7	gender	gender	NOUN
easat-8453	264	8	-	-	PUNCT
easat-8453	264	9	based	base	VERB
easat-8453	264	10	dataset	dataset	NOUN
easat-8453	264	11	division	division	NOUN
easat-8453	264	12	using	use	VERB
easat-8453	264	13	a	a	DET
easat-8453	264	14	simple	simple	ADJ
easat-8453	264	15	logistic	logistic	ADJ
easat-8453	264	16	hybrid	hybrid	NOUN
easat-8453	264	17	system	system	NOUN
easat-8453	264	18	.	.	PUNCT
easat-8453	265	1	although	although	SCONJ
easat-8453	265	2	reasonably	reasonably	ADV
easat-8453	265	3	accurate	accurate	ADJ
easat-8453	265	4	results	result	NOUN
easat-8453	265	5	for	for	SCONJ
easat-8453	265	6	both	both	DET
easat-8453	265	7	genders	gender	NOUN
easat-8453	265	8	were	be	AUX
easat-8453	265	9	obtained	obtain	VERB
easat-8453	265	10	,	,	PUNCT
easat-8453	265	11	our	our	PRON
easat-8453	265	12	results	result	NOUN
easat-8453	265	13	demonstrated	demonstrate	VERB
easat-8453	265	14	superior	superior	ADJ
easat-8453	265	15	accuracy	accuracy	NOUN
easat-8453	265	16	and	and	CCONJ
easat-8453	265	17	auc	auc	NOUN
easat-8453	265	18	values	value	NOUN
easat-8453	265	19	.	.	PUNCT
easat-8453	266	1	while	while	SCONJ
easat-8453	266	2	reference	reference	NOUN
easat-8453	266	3	[	[	X
easat-8453	266	4	6	6	NUM
easat-8453	266	5	]	]	PUNCT
easat-8453	266	6	adopted	adopt	VERB
easat-8453	266	7	the	the	DET
easat-8453	266	8	tuneable	tuneable	ADJ
easat-8453	266	9	q	q	ADJ
easat-8453	266	10	-	-	PUNCT
easat-8453	266	11	factor	factor	NOUN
easat-8453	266	12	wavelet	wavelet	NOUN
easat-8453	266	13	transform	transform	NOUN
easat-8453	266	14	(	(	PUNCT
easat-8453	266	15	tqwt	tqwt	NOUN
easat-8453	266	16	)	)	PUNCT
easat-8453	266	17	and	and	CCONJ
easat-8453	266	18	several	several	ADJ
easat-8453	266	19	machine	machine	NOUN
easat-8453	266	20	learning	learn	VERB
easat-8453	266	21	classifiers	classifier	NOUN
easat-8453	266	22	for	for	ADP
easat-8453	266	23	pd	pd	PROPN
easat-8453	266	24	classification	classification	NOUN
easat-8453	266	25	,	,	PUNCT
easat-8453	266	26	our	our	PRON
easat-8453	266	27	proposed	propose	VERB
easat-8453	266	28	method	method	NOUN
easat-8453	266	29	yielded	yield	VERB
easat-8453	266	30	higher	high	ADJ
easat-8453	266	31	metrics	metric	NOUN
easat-8453	266	32	without	without	ADP
easat-8453	266	33	relying	rely	VERB
easat-8453	266	34	on	on	ADP
easat-8453	266	35	this	this	DET
easat-8453	266	36	classifier	classifier	NOUN
easat-8453	266	37	.	.	PUNCT
easat-8453	267	1	2604	2604	NUM
easat-8453	267	2	edelweiss	edelweiss	PROPN
easat-8453	267	3	applied	apply	VERB
easat-8453	267	4	science	science	NOUN
easat-8453	267	5	and	and	CCONJ
easat-8453	267	6	technology	technology	NOUN
easat-8453	267	7	issn	issn	PROPN
easat-8453	267	8	:	:	PUNCT
easat-8453	267	9	2576	2576	NUM
easat-8453	267	10	-	-	SYM
easat-8453	267	11	8484	8484	NUM
easat-8453	267	12	vol	vol	NOUN
easat-8453	267	13	.	.	PROPN
easat-8453	268	1	9	9	NUM
easat-8453	268	2	,	,	PUNCT
easat-8453	268	3	no	no	INTJ
easat-8453	268	4	.	.	NOUN
easat-8453	269	1	6	6	NUM
easat-8453	269	2	:	:	SYM
easat-8453	269	3	2591	2591	NUM
easat-8453	269	4	-	-	SYM
easat-8453	269	5	2608	2608	NUM
easat-8453	269	6	,	,	PUNCT
easat-8453	269	7	2025	2025	NUM
easat-8453	269	8	doi	doi	NOUN
easat-8453	269	9	:	:	PUNCT
easat-8453	269	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	269	11	©	©	ADP
easat-8453	269	12	2025	2025	NUM
easat-8453	269	13	by	by	ADP
easat-8453	269	14	the	the	DET
easat-8453	269	15	authors	author	NOUN
easat-8453	269	16	;	;	PUNCT
easat-8453	269	17	licensee	licensee	PROPN
easat-8453	269	18	learning	learn	VERB
easat-8453	269	19	gate	gate	NOUN
easat-8453	269	20	following	follow	VERB
easat-8453	269	21	the	the	DET
easat-8453	269	22	processes	process	NOUN
easat-8453	269	23	and	and	CCONJ
easat-8453	269	24	stages	stage	NOUN
easat-8453	269	25	for	for	ADP
easat-8453	269	26	designing	design	VERB
easat-8453	269	27	fuzzy	fuzzy	ADJ
easat-8453	269	28	systems	system	NOUN
easat-8453	269	29	as	as	SCONJ
easat-8453	269	30	laid	lay	VERB
easat-8453	269	31	out	out	ADP
easat-8453	269	32	by	by	ADP
easat-8453	269	33	hernández	hernández	PROPN
easat-8453	269	34	-	-	PUNCT
easat-8453	269	35	julio	julio	PROPN
easat-8453	269	36	,	,	PUNCT
easat-8453	269	37	et	et	PROPN
easat-8453	269	38	al	al	PROPN
easat-8453	269	39	.	.	PUNCT
easat-8453	270	1	[	[	X
easat-8453	270	2	20	20	NUM
easat-8453	270	3	]	]	PUNCT
easat-8453	270	4	and	and	CCONJ
easat-8453	270	5	hernández	hernández	PROPN
easat-8453	270	6	-	-	PUNCT
easat-8453	270	7	julio	julio	PROPN
easat-8453	270	8	,	,	PUNCT
easat-8453	270	9	et	et	PROPN
easat-8453	270	10	al	al	PROPN
easat-8453	270	11	.	.	PUNCT
easat-8453	271	1	[	[	X
easat-8453	271	2	19	19	NUM
easat-8453	271	3	]	]	PUNCT
easat-8453	271	4	,	,	PUNCT
easat-8453	271	5	this	this	DET
easat-8453	271	6	approach	approach	NOUN
easat-8453	271	7	was	be	AUX
easat-8453	271	8	characterized	characterize	VERB
easat-8453	271	9	by	by	ADP
easat-8453	271	10	several	several	ADJ
easat-8453	271	11	distinctions	distinction	NOUN
easat-8453	271	12	and	and	CCONJ
easat-8453	271	13	similarities	similarity	NOUN
easat-8453	271	14	in	in	ADP
easat-8453	271	15	comparison	comparison	NOUN
easat-8453	271	16	to	to	ADP
easat-8453	271	17	previously	previously	ADV
easat-8453	271	18	cited	cite	VERB
easat-8453	271	19	studies	study	NOUN
easat-8453	271	20	and	and	CCONJ
easat-8453	271	21	established	establish	VERB
easat-8453	271	22	frameworks	framework	NOUN
easat-8453	271	23	:	:	PUNCT
easat-8453	271	24	•	•	NUM
easat-8453	271	25	identification	identification	NOUN
easat-8453	271	26	of	of	ADP
easat-8453	271	27	variables	variable	NOUN
easat-8453	271	28	:	:	PUNCT
easat-8453	271	29	both	both	CCONJ
easat-8453	271	30	our	our	PRON
easat-8453	271	31	approach	approach	NOUN
easat-8453	271	32	and	and	CCONJ
easat-8453	271	33	others	other	NOUN
easat-8453	271	34	identified	identify	VERB
easat-8453	271	35	input	input	NOUN
easat-8453	271	36	and	and	CCONJ
easat-8453	271	37	output	output	NOUN
easat-8453	271	38	variables	variable	NOUN
easat-8453	271	39	for	for	ADP
easat-8453	271	40	parkinson	parkinson	NOUN
easat-8453	271	41	's	's	PART
easat-8453	271	42	disease	disease	NOUN
easat-8453	271	43	classification	classification	NOUN
easat-8453	271	44	using	use	VERB
easat-8453	271	45	similar	similar	ADJ
easat-8453	271	46	datasets	dataset	NOUN
easat-8453	271	47	.	.	PUNCT
easat-8453	272	1	•	•	NUM
easat-8453	272	2	formulating	formulate	VERB
easat-8453	272	3	membership	membership	NOUN
easat-8453	272	4	functions	function	NOUN
easat-8453	272	5	:	:	PUNCT
easat-8453	272	6	unlike	unlike	ADP
easat-8453	272	7	other	other	ADJ
easat-8453	272	8	methodologies	methodology	NOUN
easat-8453	272	9	that	that	PRON
easat-8453	272	10	use	use	VERB
easat-8453	272	11	various	various	ADJ
easat-8453	272	12	algorithms	algorithm	NOUN
easat-8453	272	13	to	to	PART
easat-8453	272	14	define	define	VERB
easat-8453	272	15	membership	membership	NOUN
easat-8453	272	16	functions	function	NOUN
easat-8453	272	17	,	,	PUNCT
easat-8453	272	18	the	the	DET
easat-8453	272	19	framework	framework	NOUN
easat-8453	272	20	proposed	propose	VERB
easat-8453	272	21	by	by	ADP
easat-8453	272	22	hernández	hernández	PROPN
easat-8453	272	23	-	-	PUNCT
easat-8453	272	24	julio	julio	PROPN
easat-8453	272	25	,	,	PUNCT
easat-8453	272	26	et	et	PROPN
easat-8453	272	27	al	al	PROPN
easat-8453	272	28	.	.	PUNCT
easat-8453	273	1	[	[	X
easat-8453	273	2	20	20	NUM
easat-8453	273	3	]	]	PUNCT
easat-8453	273	4	allows	allow	VERB
easat-8453	273	5	for	for	ADP
easat-8453	273	6	a	a	DET
easat-8453	273	7	manual	manual	ADJ
easat-8453	273	8	choice	choice	NOUN
easat-8453	273	9	of	of	ADP
easat-8453	273	10	the	the	DET
easat-8453	273	11	number	number	NOUN
easat-8453	273	12	of	of	ADP
easat-8453	273	13	functions	function	NOUN
easat-8453	273	14	via	via	ADP
easat-8453	273	15	clustering	clustering	ADJ
easat-8453	273	16	techniques	technique	NOUN
easat-8453	273	17	,	,	PUNCT
easat-8453	273	18	thereby	thereby	ADV
easat-8453	273	19	avoiding	avoid	VERB
easat-8453	273	20	reliance	reliance	NOUN
easat-8453	273	21	on	on	ADP
easat-8453	273	22	randomness	randomness	NOUN
easat-8453	273	23	or	or	CCONJ
easat-8453	273	24	evolutionary	evolutionary	ADJ
easat-8453	273	25	algorithms	algorithm	NOUN
easat-8453	273	26	.	.	PUNCT
easat-8453	274	1	•	•	NUM
easat-8453	274	2	rule	rule	NOUN
easat-8453	274	3	base	base	NOUN
easat-8453	274	4	generation	generation	NOUN
easat-8453	274	5	:	:	PUNCT
easat-8453	274	6	using	use	VERB
easat-8453	274	7	pivot	pivot	NOUN
easat-8453	274	8	tables	table	NOUN
easat-8453	274	9	does	do	AUX
easat-8453	274	10	not	not	PART
easat-8453	274	11	require	require	VERB
easat-8453	274	12	calculations	calculation	NOUN
easat-8453	274	13	,	,	PUNCT
easat-8453	274	14	random	random	ADJ
easat-8453	274	15	factors	factor	NOUN
easat-8453	274	16	,	,	PUNCT
easat-8453	274	17	or	or	CCONJ
easat-8453	274	18	manual	manual	ADJ
easat-8453	274	19	parameters	parameter	NOUN
easat-8453	274	20	to	to	PART
easat-8453	274	21	create	create	VERB
easat-8453	274	22	the	the	DET
easat-8453	274	23	fuzzy	fuzzy	ADJ
easat-8453	274	24	rule	rule	NOUN
easat-8453	274	25	base	base	NOUN
easat-8453	274	26	,	,	PUNCT
easat-8453	274	27	which	which	PRON
easat-8453	274	28	distinguishes	distinguish	VERB
easat-8453	274	29	our	our	PRON
easat-8453	274	30	method	method	NOUN
easat-8453	274	31	from	from	ADP
easat-8453	274	32	those	those	PRON
easat-8453	274	33	that	that	PRON
easat-8453	274	34	involve	involve	VERB
easat-8453	274	35	random	random	ADJ
easat-8453	274	36	weights	weight	NOUN
easat-8453	274	37	and	and	CCONJ
easat-8453	274	38	objective	objective	ADJ
easat-8453	274	39	functions	function	NOUN
easat-8453	274	40	.	.	PUNCT
easat-8453	275	1	the	the	DET
easat-8453	275	2	simplicity	simplicity	NOUN
easat-8453	275	3	and	and	CCONJ
easat-8453	275	4	directness	directness	NOUN
easat-8453	275	5	of	of	ADP
easat-8453	275	6	this	this	DET
easat-8453	275	7	technique	technique	NOUN
easat-8453	275	8	stand	stand	VERB
easat-8453	275	9	out	out	ADP
easat-8453	275	10	by	by	ADP
easat-8453	275	11	focusing	focus	VERB
easat-8453	275	12	on	on	ADP
easat-8453	275	13	minimizing	minimize	VERB
easat-8453	275	14	redundant	redundant	ADJ
easat-8453	275	15	information	information	NOUN
easat-8453	275	16	.	.	PUNCT
easat-8453	276	1	the	the	DET
easat-8453	276	2	parameters	parameter	NOUN
easat-8453	276	3	applied	apply	VERB
easat-8453	276	4	within	within	ADP
easat-8453	276	5	the	the	DET
easat-8453	276	6	framework	framework	NOUN
easat-8453	276	7	,	,	PUNCT
easat-8453	276	8	such	such	ADJ
easat-8453	276	9	as	as	ADP
easat-8453	276	10	the	the	DET
easat-8453	276	11	choice	choice	NOUN
easat-8453	276	12	of	of	ADP
easat-8453	276	13	input	input	NOUN
easat-8453	276	14	and	and	CCONJ
easat-8453	276	15	output	output	NOUN
easat-8453	276	16	variables	variable	NOUN
easat-8453	276	17	,	,	PUNCT
easat-8453	276	18	selection	selection	NOUN
easat-8453	276	19	of	of	ADP
easat-8453	276	20	clustering	clustering	ADJ
easat-8453	276	21	algorithms	algorithm	NOUN
easat-8453	276	22	,	,	PUNCT
easat-8453	276	23	and	and	CCONJ
easat-8453	276	24	data	datum	NOUN
easat-8453	276	25	partition	partition	NOUN
easat-8453	276	26	method	method	NOUN
easat-8453	276	27	,	,	PUNCT
easat-8453	276	28	are	be	AUX
easat-8453	276	29	straightforward	straightforward	ADJ
easat-8453	276	30	and	and	CCONJ
easat-8453	276	31	do	do	AUX
easat-8453	276	32	not	not	PART
easat-8453	276	33	necessitate	necessitate	ADJ
easat-8453	276	34	adjustments	adjustment	NOUN
easat-8453	276	35	for	for	ADP
easat-8453	276	36	random	random	ADJ
easat-8453	276	37	values	value	NOUN
easat-8453	276	38	,	,	PUNCT
easat-8453	276	39	weights	weight	NOUN
easat-8453	276	40	,	,	PUNCT
easat-8453	276	41	or	or	CCONJ
easat-8453	276	42	other	other	ADJ
easat-8453	276	43	variables	variable	NOUN
easat-8453	276	44	(	(	PUNCT
easat-8453	276	45	figure	figure	NOUN
easat-8453	276	46	5	5	NUM
easat-8453	276	47	)	)	PUNCT
easat-8453	276	48	.	.	PUNCT
easat-8453	277	1	additionally	additionally	ADV
easat-8453	277	2	,	,	PUNCT
easat-8453	277	3	internal	internal	ADJ
easat-8453	277	4	adjustments	adjustment	NOUN
easat-8453	277	5	were	be	AUX
easat-8453	277	6	confined	confine	VERB
easat-8453	277	7	to	to	ADP
easat-8453	277	8	those	those	PRON
easat-8453	277	9	used	use	VERB
easat-8453	277	10	for	for	ADP
easat-8453	277	11	clustering	clustering	ADJ
easat-8453	277	12	methods	method	NOUN
easat-8453	277	13	.	.	PUNCT
easat-8453	278	1	the	the	DET
easat-8453	278	2	minimalistic	minimalistic	ADJ
easat-8453	278	3	approach	approach	NOUN
easat-8453	278	4	toward	toward	ADP
easat-8453	278	5	computational	computational	ADJ
easat-8453	278	6	demand	demand	NOUN
easat-8453	278	7	and	and	CCONJ
easat-8453	278	8	our	our	PRON
easat-8453	278	9	algorithms	algorithm	NOUN
easat-8453	278	10	'	'	PART
easat-8453	278	11	accurate	accurate	ADJ
easat-8453	278	12	and	and	CCONJ
easat-8453	278	13	efficient	efficient	ADJ
easat-8453	278	14	processing	processing	NOUN
easat-8453	278	15	contribute	contribute	NOUN
easat-8453	278	16	to	to	ADP
easat-8453	278	17	a	a	DET
easat-8453	278	18	straightforward	straightforward	ADJ
easat-8453	278	19	comprehension	comprehension	NOUN
easat-8453	278	20	of	of	ADP
easat-8453	278	21	the	the	DET
easat-8453	278	22	rules	rule	NOUN
easat-8453	278	23	.	.	PUNCT
easat-8453	279	1	2605	2605	NUM
easat-8453	279	2	edelweiss	edelweiss	PROPN
easat-8453	279	3	applied	apply	VERB
easat-8453	279	4	science	science	NOUN
easat-8453	279	5	and	and	CCONJ
easat-8453	279	6	technology	technology	NOUN
easat-8453	279	7	issn	issn	PROPN
easat-8453	279	8	:	:	PUNCT
easat-8453	279	9	2576	2576	NUM
easat-8453	279	10	-	-	SYM
easat-8453	279	11	8484	8484	NUM
easat-8453	279	12	vol	vol	NOUN
easat-8453	279	13	.	.	PROPN
easat-8453	280	1	9	9	NUM
easat-8453	280	2	,	,	PUNCT
easat-8453	280	3	no	no	INTJ
easat-8453	280	4	.	.	NOUN
easat-8453	281	1	6	6	NUM
easat-8453	281	2	:	:	SYM
easat-8453	281	3	2591	2591	NUM
easat-8453	281	4	-	-	SYM
easat-8453	281	5	2608	2608	NUM
easat-8453	281	6	,	,	PUNCT
easat-8453	281	7	2025	2025	NUM
easat-8453	281	8	doi	doi	NOUN
easat-8453	281	9	:	:	PUNCT
easat-8453	281	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	281	11	©	©	ADP
easat-8453	281	12	2025	2025	NUM
easat-8453	281	13	by	by	ADP
easat-8453	281	14	the	the	DET
easat-8453	281	15	authors	author	NOUN
easat-8453	281	16	;	;	PUNCT
easat-8453	281	17	licensee	licensee	PROPN
easat-8453	281	18	learning	learn	VERB
easat-8453	281	19	gate	gate	PROPN
easat-8453	281	20	figure	figure	NOUN
easat-8453	281	21	5	5	NUM
easat-8453	281	22	.	.	PUNCT
easat-8453	281	23	required	require	VERB
easat-8453	281	24	parameters	parameter	NOUN
easat-8453	281	25	of	of	ADP
easat-8453	281	26	the	the	DET
easat-8453	281	27	proposed	propose	VERB
easat-8453	281	28	framework	framework	NOUN
easat-8453	281	29	.	.	PUNCT
easat-8453	282	1	the	the	DET
easat-8453	282	2	efficacy	efficacy	NOUN
easat-8453	282	3	of	of	ADP
easat-8453	282	4	our	our	PRON
easat-8453	282	5	framework	framework	NOUN
easat-8453	282	6	has	have	AUX
easat-8453	282	7	been	be	AUX
easat-8453	282	8	demonstrated	demonstrate	VERB
easat-8453	282	9	across	across	ADP
easat-8453	282	10	varied	varied	ADJ
easat-8453	282	11	domains	domain	NOUN
easat-8453	282	12	,	,	PUNCT
easat-8453	282	13	including	include	VERB
easat-8453	282	14	medicine	medicine	NOUN
easat-8453	282	15	[	[	X
easat-8453	282	16	18	18	NUM
easat-8453	282	17	,	,	PUNCT
easat-8453	282	18	20	20	NUM
easat-8453	282	19	]	]	PUNCT
easat-8453	282	20	.	.	PUNCT
easat-8453	283	1	bioengineering	bioengineere	VERB
easat-8453	283	2	[	[	X
easat-8453	283	3	34	34	NUM
easat-8453	283	4	]	]	PUNCT
easat-8453	283	5	.	.	PUNCT
easat-8453	284	1	aquaculture	aquaculture	NOUN
easat-8453	285	1	[	[	X
easat-8453	285	2	35	35	NUM
easat-8453	285	3	]	]	PUNCT
easat-8453	285	4	and	and	CCONJ
easat-8453	285	5	colombian	colombian	ADJ
easat-8453	285	6	business	business	NOUN
easat-8453	285	7	finances	finance	NOUN
easat-8453	285	8	[	[	X
easat-8453	285	9	36	36	NUM
easat-8453	285	10	]	]	PUNCT
easat-8453	285	11	indicating	indicate	VERB
easat-8453	285	12	its	its	PRON
easat-8453	285	13	versatile	versatile	ADJ
easat-8453	285	14	applicability	applicability	NOUN
easat-8453	285	15	to	to	PART
easat-8453	285	16	diverse	diverse	VERB
easat-8453	285	17	problems	problem	NOUN
easat-8453	285	18	contingent	contingent	ADJ
easat-8453	285	19	on	on	ADP
easat-8453	285	20	data	datum	NOUN
easat-8453	285	21	availability	availability	NOUN
easat-8453	285	22	.	.	PUNCT
easat-8453	286	1	according	accord	VERB
easat-8453	286	2	to	to	ADP
easat-8453	286	3	the	the	DET
easat-8453	286	4	results	result	NOUN
easat-8453	286	5	,	,	PUNCT
easat-8453	286	6	the	the	DET
easat-8453	286	7	fis	fis	PROPN
easat-8453	286	8	with	with	ADP
easat-8453	286	9	the	the	DET
easat-8453	286	10	best	good	ADJ
easat-8453	286	11	performance	performance	NOUN
easat-8453	286	12	revealed	reveal	VERB
easat-8453	286	13	optimal	optimal	ADJ
easat-8453	286	14	performance	performance	NOUN
easat-8453	286	15	using	use	VERB
easat-8453	286	16	the	the	DET
easat-8453	286	17	baseline	baseline	NOUN
easat-8453	286	18	dataset	dataset	VERB
easat-8453	286	19	with	with	ADP
easat-8453	286	20	fewer	few	ADJ
easat-8453	286	21	features	feature	NOUN
easat-8453	286	22	(	(	PUNCT
easat-8453	286	23	applying	apply	VERB
easat-8453	286	24	random	random	ADJ
easat-8453	286	25	sampling	sampling	NOUN
easat-8453	286	26	and	and	CCONJ
easat-8453	286	27	cross	cross	NOUN
easat-8453	286	28	-	-	NOUN
easat-8453	286	29	validation	validation	NOUN
easat-8453	286	30	)	)	PUNCT
easat-8453	286	31	and	and	CCONJ
easat-8453	286	32	allocating	allocate	VERB
easat-8453	286	33	80	80	NUM
easat-8453	286	34	%	%	NOUN
easat-8453	286	35	for	for	ADP
easat-8453	286	36	training	training	NOUN
easat-8453	286	37	and	and	CCONJ
easat-8453	286	38	the	the	DET
easat-8453	286	39	remaining	remain	VERB
easat-8453	286	40	20	20	NUM
easat-8453	286	41	%	%	NOUN
easat-8453	286	42	for	for	ADP
easat-8453	286	43	validation	validation	NOUN
easat-8453	286	44	.	.	PUNCT
easat-8453	287	1	with	with	ADP
easat-8453	287	2	a	a	DET
easat-8453	287	3	classification	classification	NOUN
easat-8453	287	4	accuracy	accuracy	NOUN
easat-8453	287	5	of	of	ADP
easat-8453	287	6	97.2	97.2	NUM
easat-8453	287	7	%	%	NOUN
easat-8453	287	8	,	,	PUNCT
easat-8453	287	9	sensitivity	sensitivity	NOUN
easat-8453	287	10	and	and	CCONJ
easat-8453	287	11	recall	recall	NOUN
easat-8453	287	12	of	of	ADP
easat-8453	287	13	0.9696	0.9696	NUM
easat-8453	287	14	,	,	PUNCT
easat-8453	287	15	specificity	specificity	NOUN
easat-8453	287	16	and	and	CCONJ
easat-8453	287	17	precision	precision	NOUN
easat-8453	287	18	of	of	ADP
easat-8453	287	19	1.0	1.0	NUM
easat-8453	287	20	,	,	PUNCT
easat-8453	287	21	f	f	X
easat-8453	287	22	-	-	PUNCT
easat-8453	287	23	measure	measure	NOUN
easat-8453	287	24	of	of	ADP
easat-8453	287	25	0.98	0.98	NUM
easat-8453	287	26	,	,	PUNCT
easat-8453	287	27	and	and	CCONJ
easat-8453	287	28	an	an	DET
easat-8453	287	29	auc	auc	NOUN
easat-8453	287	30	of	of	ADP
easat-8453	287	31	0.9401	0.9401	NUM
easat-8453	287	32	for	for	ADP
easat-8453	287	33	complete	complete	ADJ
easat-8453	287	34	datasets	dataset	NOUN
easat-8453	287	35	,	,	PUNCT
easat-8453	287	36	these	these	DET
easat-8453	287	37	results	result	NOUN
easat-8453	287	38	can	can	AUX
easat-8453	287	39	potentially	potentially	ADV
easat-8453	287	40	be	be	AUX
easat-8453	287	41	harnessed	harness	VERB
easat-8453	287	42	in	in	ADP
easat-8453	287	43	telediagnosis	telediagnosis	NOUN
easat-8453	287	44	and	and	CCONJ
easat-8453	287	45	telemonitoring	telemonitoring	NOUN
easat-8453	287	46	systems	system	NOUN
easat-8453	287	47	for	for	ADP
easat-8453	287	48	preliminary	preliminary	ADJ
easat-8453	287	49	disease	disease	NOUN
easat-8453	287	50	detection	detection	NOUN
easat-8453	287	51	,	,	PUNCT
easat-8453	287	52	thereby	thereby	ADV
easat-8453	287	53	mitigating	mitigate	VERB
easat-8453	287	54	the	the	DET
easat-8453	287	55	necessity	necessity	NOUN
easat-8453	287	56	for	for	ADP
easat-8453	287	57	frequent	frequent	ADJ
easat-8453	287	58	clinic	clinic	NOUN
easat-8453	287	59	visits	visit	NOUN
easat-8453	287	60	and	and	CCONJ
easat-8453	287	61	alleviating	alleviate	VERB
easat-8453	287	62	clinician	clinician	ADJ
easat-8453	287	63	workloads	workload	NOUN
easat-8453	287	64	,	,	PUNCT
easat-8453	287	65	irrespective	irrespective	ADV
easat-8453	287	66	of	of	ADP
easat-8453	287	67	pandemic	pandemic	ADJ
easat-8453	287	68	circumstances	circumstance	NOUN
easat-8453	287	69	.	.	PUNCT
easat-8453	288	1	the	the	DET
easat-8453	288	2	fuzzy	fuzzy	ADJ
easat-8453	288	3	model	model	NOUN
easat-8453	288	4	,	,	PUNCT
easat-8453	288	5	applicable	applicable	ADJ
easat-8453	288	6	individually	individually	ADV
easat-8453	288	7	or	or	CCONJ
easat-8453	288	8	to	to	ADP
easat-8453	288	9	patient	patient	ADJ
easat-8453	288	10	subsets	subset	NOUN
easat-8453	288	11	(	(	PUNCT
easat-8453	288	12	appendix	appendix	NOUN
easat-8453	288	13	b	b	NOUN
easat-8453	288	14	)	)	PUNCT
easat-8453	288	15	,	,	PUNCT
easat-8453	288	16	is	be	AUX
easat-8453	288	17	thus	thus	ADV
easat-8453	288	18	presented	present	VERB
easat-8453	288	19	as	as	ADP
easat-8453	288	20	a	a	DET
easat-8453	288	21	viable	viable	ADJ
easat-8453	288	22	tool	tool	NOUN
easat-8453	288	23	for	for	ADP
easat-8453	288	24	parkinson	parkinson	NOUN
easat-8453	288	25	’s	’s	PART
easat-8453	288	26	disease	disease	NOUN
easat-8453	288	27	classification	classification	NOUN
easat-8453	288	28	.	.	PUNCT
easat-8453	289	1	2606	2606	NUM
easat-8453	289	2	edelweiss	edelweiss	PROPN
easat-8453	289	3	applied	apply	VERB
easat-8453	289	4	science	science	NOUN
easat-8453	289	5	and	and	CCONJ
easat-8453	289	6	technology	technology	NOUN
easat-8453	289	7	issn	issn	PROPN
easat-8453	289	8	:	:	PUNCT
easat-8453	289	9	2576	2576	NUM
easat-8453	289	10	-	-	SYM
easat-8453	289	11	8484	8484	NUM
easat-8453	289	12	vol	vol	NOUN
easat-8453	289	13	.	.	PROPN
easat-8453	290	1	9	9	NUM
easat-8453	290	2	,	,	PUNCT
easat-8453	290	3	no	no	INTJ
easat-8453	290	4	.	.	NOUN
easat-8453	291	1	6	6	NUM
easat-8453	291	2	:	:	SYM
easat-8453	291	3	2591	2591	NUM
easat-8453	291	4	-	-	SYM
easat-8453	291	5	2608	2608	NUM
easat-8453	291	6	,	,	PUNCT
easat-8453	291	7	2025	2025	NUM
easat-8453	291	8	doi	doi	NOUN
easat-8453	291	9	:	:	PUNCT
easat-8453	291	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	291	11	©	©	ADP
easat-8453	291	12	2025	2025	NUM
easat-8453	291	13	by	by	ADP
easat-8453	291	14	the	the	DET
easat-8453	291	15	authors	author	NOUN
easat-8453	291	16	;	;	PUNCT
easat-8453	291	17	licensee	licensee	PROPN
easat-8453	291	18	learning	learning	NOUN
easat-8453	291	19	gate	gate	NOUN
easat-8453	291	20	5.4	5.4	NUM
easat-8453	291	21	.	.	PUNCT
easat-8453	292	1	limitations	limitation	NOUN
easat-8453	292	2	and	and	CCONJ
easat-8453	292	3	future	future	ADJ
easat-8453	292	4	directions	direction	NOUN
easat-8453	292	5	despite	despite	SCONJ
easat-8453	292	6	the	the	DET
easat-8453	292	7	promising	promising	ADJ
easat-8453	292	8	results	result	NOUN
easat-8453	292	9	,	,	PUNCT
easat-8453	292	10	several	several	ADJ
easat-8453	292	11	limitations	limitation	NOUN
easat-8453	292	12	of	of	ADP
easat-8453	292	13	this	this	DET
easat-8453	292	14	study	study	NOUN
easat-8453	292	15	should	should	AUX
easat-8453	292	16	be	be	AUX
easat-8453	292	17	addressed	address	VERB
easat-8453	292	18	in	in	ADP
easat-8453	292	19	future	future	ADJ
easat-8453	292	20	research	research	NOUN
easat-8453	292	21	:	:	PUNCT
easat-8453	292	22	•	•	SCONJ
easat-8453	292	23	the	the	DET
easat-8453	292	24	dataset	dataset	NOUN
easat-8453	292	25	used	use	VERB
easat-8453	292	26	in	in	ADP
easat-8453	292	27	this	this	DET
easat-8453	292	28	study	study	NOUN
easat-8453	292	29	is	be	AUX
easat-8453	292	30	relatively	relatively	ADV
easat-8453	292	31	small	small	ADJ
easat-8453	292	32	and	and	CCONJ
easat-8453	292	33	consists	consist	VERB
easat-8453	292	34	of	of	ADP
easat-8453	292	35	voice	voice	NOUN
easat-8453	292	36	recordings	recording	NOUN
easat-8453	292	37	from	from	ADP
easat-8453	292	38	a	a	DET
easat-8453	292	39	limited	limited	ADJ
easat-8453	292	40	population	population	NOUN
easat-8453	292	41	.	.	PUNCT
easat-8453	293	1	to	to	PART
easat-8453	293	2	ensure	ensure	VERB
easat-8453	293	3	the	the	DET
easat-8453	293	4	model	model	NOUN
easat-8453	293	5	's	's	PART
easat-8453	293	6	generalizability	generalizability	NOUN
easat-8453	293	7	,	,	PUNCT
easat-8453	293	8	future	future	ADJ
easat-8453	293	9	work	work	NOUN
easat-8453	293	10	should	should	AUX
easat-8453	293	11	involve	involve	VERB
easat-8453	293	12	more	more	ADV
easat-8453	293	13	extensive	extensive	ADJ
easat-8453	293	14	and	and	CCONJ
easat-8453	293	15	diverse	diverse	ADJ
easat-8453	293	16	datasets	dataset	NOUN
easat-8453	293	17	,	,	PUNCT
easat-8453	293	18	including	include	VERB
easat-8453	293	19	data	datum	NOUN
easat-8453	293	20	from	from	ADP
easat-8453	293	21	different	different	ADJ
easat-8453	293	22	age	age	NOUN
easat-8453	293	23	groups	group	NOUN
easat-8453	293	24	,	,	PUNCT
easat-8453	293	25	genders	gender	NOUN
easat-8453	293	26	,	,	PUNCT
easat-8453	293	27	and	and	CCONJ
easat-8453	293	28	stages	stage	NOUN
easat-8453	293	29	of	of	ADP
easat-8453	293	30	pd	pd	NOUN
easat-8453	293	31	progression	progression	NOUN
easat-8453	293	32	.	.	PUNCT
easat-8453	294	1	•	•	ADV
easat-8453	294	2	although	although	SCONJ
easat-8453	294	3	the	the	DET
easat-8453	294	4	fuzzy	fuzzy	ADJ
easat-8453	294	5	logic	logic	NOUN
easat-8453	294	6	model	model	NOUN
easat-8453	294	7	showed	show	VERB
easat-8453	294	8	high	high	ADJ
easat-8453	294	9	accuracy	accuracy	NOUN
easat-8453	294	10	,	,	PUNCT
easat-8453	294	11	adding	add	VERB
easat-8453	294	12	more	more	ADV
easat-8453	294	13	advanced	advanced	ADJ
easat-8453	294	14	feature	feature	NOUN
easat-8453	294	15	selection	selection	NOUN
easat-8453	294	16	techniques	technique	NOUN
easat-8453	294	17	could	could	AUX
easat-8453	294	18	further	far	ADV
easat-8453	294	19	optimize	optimize	VERB
easat-8453	294	20	the	the	DET
easat-8453	294	21	model	model	NOUN
easat-8453	294	22	’s	’s	PART
easat-8453	294	23	performance	performance	NOUN
easat-8453	294	24	.	.	PUNCT
easat-8453	295	1	for	for	ADP
easat-8453	295	2	instance	instance	NOUN
easat-8453	295	3	,	,	PUNCT
easat-8453	295	4	combining	combine	VERB
easat-8453	295	5	pivot	pivot	NOUN
easat-8453	295	6	table	table	NOUN
easat-8453	295	7	analysis	analysis	NOUN
easat-8453	295	8	with	with	ADP
easat-8453	295	9	machine	machine	NOUN
easat-8453	295	10	learning	learning	NOUN
easat-8453	295	11	-	-	PUNCT
easat-8453	295	12	based	base	VERB
easat-8453	295	13	feature	feature	NOUN
easat-8453	295	14	selection	selection	NOUN
easat-8453	295	15	could	could	AUX
easat-8453	295	16	help	help	VERB
easat-8453	295	17	refine	refine	VERB
easat-8453	295	18	the	the	DET
easat-8453	295	19	most	most	ADV
easat-8453	295	20	important	important	ADJ
easat-8453	295	21	features	feature	NOUN
easat-8453	295	22	for	for	ADP
easat-8453	295	23	classification	classification	NOUN
easat-8453	295	24	.	.	PUNCT
easat-8453	296	1	•	•	ADP
easat-8453	296	2	the	the	DET
easat-8453	296	3	current	current	ADJ
easat-8453	296	4	study	study	NOUN
easat-8453	296	5	focuses	focus	VERB
easat-8453	296	6	on	on	ADP
easat-8453	296	7	voice	voice	NOUN
easat-8453	296	8	signals	signal	NOUN
easat-8453	296	9	as	as	ADP
easat-8453	296	10	the	the	DET
easat-8453	296	11	primary	primary	ADJ
easat-8453	296	12	data	datum	NOUN
easat-8453	296	13	source	source	NOUN
easat-8453	296	14	.	.	PUNCT
easat-8453	297	1	future	future	ADJ
easat-8453	297	2	research	research	NOUN
easat-8453	297	3	could	could	AUX
easat-8453	297	4	explore	explore	VERB
easat-8453	297	5	combining	combine	VERB
easat-8453	297	6	voice	voice	NOUN
easat-8453	297	7	data	datum	NOUN
easat-8453	297	8	with	with	ADP
easat-8453	297	9	other	other	ADJ
easat-8453	297	10	non	non	ADJ
easat-8453	297	11	-	-	ADJ
easat-8453	297	12	invasive	invasive	ADJ
easat-8453	297	13	biomarkers	biomarker	NOUN
easat-8453	297	14	,	,	PUNCT
easat-8453	297	15	such	such	ADJ
easat-8453	297	16	as	as	ADP
easat-8453	297	17	gait	gait	ADJ
easat-8453	297	18	analysis	analysis	NOUN
easat-8453	297	19	or	or	CCONJ
easat-8453	297	20	handwriting	handwriting	NOUN
easat-8453	297	21	patterns	pattern	NOUN
easat-8453	297	22	,	,	PUNCT
easat-8453	297	23	to	to	PART
easat-8453	297	24	develop	develop	VERB
easat-8453	297	25	a	a	DET
easat-8453	297	26	more	more	ADV
easat-8453	297	27	comprehensive	comprehensive	ADJ
easat-8453	297	28	early	early	ADJ
easat-8453	297	29	detection	detection	NOUN
easat-8453	297	30	system	system	NOUN
easat-8453	297	31	for	for	ADP
easat-8453	297	32	pd	pd	PROPN
easat-8453	297	33	.	.	PROPN
easat-8453	297	34	6	6	NUM
easat-8453	297	35	.	.	PUNCT
easat-8453	298	1	conclusions	conclusion	NOUN
easat-8453	298	2	in	in	ADP
easat-8453	298	3	conclusion	conclusion	NOUN
easat-8453	298	4	,	,	PUNCT
easat-8453	298	5	the	the	DET
easat-8453	298	6	selected	select	VERB
easat-8453	298	7	mamdani	mamdani	NOUN
easat-8453	298	8	-	-	PUNCT
easat-8453	298	9	type	type	NOUN
easat-8453	298	10	fuzzy	fuzzy	ADJ
easat-8453	298	11	logic	logic	NOUN
easat-8453	298	12	model	model	NOUN
easat-8453	298	13	demonstrated	demonstrate	VERB
easat-8453	298	14	strong	strong	ADJ
easat-8453	298	15	classification	classification	NOUN
easat-8453	298	16	performance	performance	NOUN
easat-8453	298	17	for	for	ADP
easat-8453	298	18	pd	pd	NOUN
easat-8453	298	19	detection	detection	NOUN
easat-8453	298	20	using	use	VERB
easat-8453	298	21	voice	voice	NOUN
easat-8453	298	22	signals	signal	NOUN
easat-8453	298	23	,	,	PUNCT
easat-8453	298	24	with	with	ADP
easat-8453	298	25	vff	vff	PROPN
easat-8453	298	26	,	,	PUNCT
easat-8453	298	27	baseline	baseline	NOUN
easat-8453	298	28	,	,	PUNCT
easat-8453	298	29	and	and	CCONJ
easat-8453	298	30	tqwt	tqwt	NOUN
easat-8453	298	31	feature	feature	NOUN
easat-8453	298	32	sets	set	NOUN
easat-8453	298	33	showing	show	VERB
easat-8453	298	34	the	the	DET
easat-8453	298	35	highest	high	ADJ
easat-8453	298	36	accuracy	accuracy	NOUN
easat-8453	298	37	.	.	PUNCT
easat-8453	299	1	the	the	DET
easat-8453	299	2	results	result	NOUN
easat-8453	299	3	underscore	underscore	VERB
easat-8453	299	4	the	the	DET
easat-8453	299	5	potential	potential	NOUN
easat-8453	299	6	of	of	ADP
easat-8453	299	7	non	non	ADJ
easat-8453	299	8	-	-	ADJ
easat-8453	299	9	invasive	invasive	ADJ
easat-8453	299	10	voice	voice	NOUN
easat-8453	299	11	-	-	PUNCT
easat-8453	299	12	based	base	VERB
easat-8453	299	13	diagnostic	diagnostic	ADJ
easat-8453	299	14	tools	tool	NOUN
easat-8453	299	15	for	for	ADP
easat-8453	299	16	early	early	ADJ
easat-8453	299	17	pd	pd	PROPN
easat-8453	299	18	detection	detection	NOUN
easat-8453	299	19	.	.	PUNCT
easat-8453	300	1	future	future	ADJ
easat-8453	300	2	work	work	NOUN
easat-8453	300	3	should	should	AUX
easat-8453	300	4	focus	focus	VERB
easat-8453	300	5	on	on	ADP
easat-8453	300	6	validating	validate	VERB
easat-8453	300	7	the	the	DET
easat-8453	300	8	model	model	NOUN
easat-8453	300	9	with	with	ADP
easat-8453	300	10	larger	large	ADJ
easat-8453	300	11	datasets	dataset	NOUN
easat-8453	300	12	and	and	CCONJ
easat-8453	300	13	exploring	explore	VERB
easat-8453	300	14	the	the	DET
easat-8453	300	15	integration	integration	NOUN
easat-8453	300	16	of	of	ADP
easat-8453	300	17	multiple	multiple	ADJ
easat-8453	300	18	data	datum	NOUN
easat-8453	300	19	sources	source	NOUN
easat-8453	300	20	to	to	PART
easat-8453	300	21	improve	improve	VERB
easat-8453	300	22	diagnostic	diagnostic	ADJ
easat-8453	300	23	accuracy	accuracy	NOUN
easat-8453	300	24	further	far	ADV
easat-8453	300	25	.	.	PUNCT
easat-8453	301	1	institutional	institutional	ADJ
easat-8453	301	2	review	review	PROPN
easat-8453	301	3	board	board	NOUN
easat-8453	301	4	statement	statement	NOUN
easat-8453	301	5	:	:	PUNCT
easat-8453	301	6	the	the	DET
easat-8453	301	7	study	study	NOUN
easat-8453	301	8	was	be	AUX
easat-8453	301	9	conducted	conduct	VERB
easat-8453	301	10	according	accord	VERB
easat-8453	301	11	to	to	ADP
easat-8453	301	12	the	the	DET
easat-8453	301	13	principles	principle	NOUN
easat-8453	301	14	outlined	outline	VERB
easat-8453	301	15	in	in	ADP
easat-8453	301	16	the	the	DET
easat-8453	301	17	declaration	declaration	NOUN
easat-8453	301	18	of	of	ADP
easat-8453	301	19	helsinki	helsinki	PROPN
easat-8453	301	20	and	and	CCONJ
easat-8453	301	21	was	be	AUX
easat-8453	301	22	approved	approve	VERB
easat-8453	301	23	by	by	ADP
easat-8453	301	24	the	the	DET
easat-8453	301	25	clinical	clinical	ADJ
easat-8453	301	26	research	research	NOUN
easat-8453	301	27	ethics	ethic	NOUN
easat-8453	301	28	committee	committee	PROPN
easat-8453	301	29	of	of	ADP
easat-8453	301	30	bahcesehir	bahcesehir	PROPN
easat-8453	301	31	university	university	NOUN
easat-8453	301	32	.	.	PUNCT
easat-8453	302	1	acknowledgments	acknowledgment	NOUN
easat-8453	302	2	:	:	PUNCT
easat-8453	302	3	the	the	DET
easat-8453	302	4	primary	primary	ADJ
easat-8453	302	5	author	author	NOUN
easat-8453	302	6	sincerely	sincerely	ADV
easat-8453	302	7	thanks	thank	VERB
easat-8453	302	8	the	the	DET
easat-8453	302	9	administrative	administrative	PROPN
easat-8453	302	10	department	department	PROPN
easat-8453	302	11	of	of	ADP
easat-8453	302	12	science	science	NOUN
easat-8453	302	13	,	,	PUNCT
easat-8453	302	14	technology	technology	NOUN
easat-8453	302	15	,	,	PUNCT
easat-8453	302	16	and	and	CCONJ
easat-8453	302	17	innovation	innovation	NOUN
easat-8453	302	18	(	(	PUNCT
easat-8453	302	19	minciencias	minciencias	PROPN
easat-8453	302	20	)	)	PUNCT
easat-8453	302	21	of	of	ADP
easat-8453	302	22	colombia	colombia	PROPN
easat-8453	302	23	and	and	CCONJ
easat-8453	302	24	universidad	universidad	PROPN
easat-8453	302	25	del	del	PROPN
easat-8453	302	26	norte	norte	NOUN
easat-8453	302	27	for	for	ADP
easat-8453	302	28	providing	provide	VERB
easat-8453	302	29	the	the	DET
easat-8453	302	30	doctoral	doctoral	ADJ
easat-8453	302	31	scholarship	scholarship	NOUN
easat-8453	302	32	.	.	PUNCT
easat-8453	303	1	transparency	transparency	NOUN
easat-8453	303	2	:	:	PUNCT
easat-8453	303	3	the	the	DET
easat-8453	303	4	authors	author	NOUN
easat-8453	303	5	confirm	confirm	VERB
easat-8453	303	6	that	that	SCONJ
easat-8453	303	7	the	the	DET
easat-8453	303	8	manuscript	manuscript	NOUN
easat-8453	303	9	is	be	AUX
easat-8453	303	10	an	an	DET
easat-8453	303	11	honest	honest	ADJ
easat-8453	303	12	,	,	PUNCT
easat-8453	303	13	accurate	accurate	ADJ
easat-8453	303	14	,	,	PUNCT
easat-8453	303	15	and	and	CCONJ
easat-8453	303	16	transparent	transparent	ADJ
easat-8453	303	17	account	account	NOUN
easat-8453	303	18	of	of	ADP
easat-8453	303	19	the	the	DET
easat-8453	303	20	study	study	NOUN
easat-8453	303	21	;	;	PUNCT
easat-8453	303	22	that	that	SCONJ
easat-8453	303	23	no	no	DET
easat-8453	303	24	vital	vital	ADJ
easat-8453	303	25	features	feature	NOUN
easat-8453	303	26	of	of	ADP
easat-8453	303	27	the	the	DET
easat-8453	303	28	study	study	NOUN
easat-8453	303	29	have	have	AUX
easat-8453	303	30	been	be	AUX
easat-8453	303	31	omitted	omit	VERB
easat-8453	303	32	;	;	PUNCT
easat-8453	303	33	and	and	CCONJ
easat-8453	303	34	that	that	SCONJ
easat-8453	303	35	any	any	DET
easat-8453	303	36	discrepancies	discrepancy	NOUN
easat-8453	303	37	from	from	ADP
easat-8453	303	38	the	the	DET
easat-8453	303	39	study	study	NOUN
easat-8453	303	40	as	as	SCONJ
easat-8453	303	41	planned	plan	VERB
easat-8453	303	42	have	have	AUX
easat-8453	303	43	been	be	AUX
easat-8453	303	44	explained	explain	VERB
easat-8453	303	45	.	.	PUNCT
easat-8453	304	1	this	this	DET
easat-8453	304	2	study	study	NOUN
easat-8453	304	3	followed	follow	VERB
easat-8453	304	4	all	all	DET
easat-8453	304	5	ethical	ethical	ADJ
easat-8453	304	6	practices	practice	NOUN
easat-8453	304	7	during	during	ADP
easat-8453	304	8	writing	writing	NOUN
easat-8453	304	9	.	.	PUNCT
easat-8453	305	1	copyright	copyright	NOUN
easat-8453	305	2	:	:	PUNCT
easat-8453	305	3	©	©	PROPN
easat-8453	305	4	2025	2025	NUM
easat-8453	305	5	by	by	ADP
easat-8453	305	6	the	the	DET
easat-8453	305	7	authors	author	NOUN
easat-8453	305	8	.	.	PUNCT
easat-8453	306	1	this	this	DET
easat-8453	306	2	open	open	ADJ
easat-8453	306	3	-	-	PUNCT
easat-8453	306	4	access	access	NOUN
easat-8453	306	5	article	article	NOUN
easat-8453	306	6	is	be	AUX
easat-8453	306	7	distributed	distribute	VERB
easat-8453	306	8	under	under	ADP
easat-8453	306	9	the	the	DET
easat-8453	306	10	terms	term	NOUN
easat-8453	306	11	and	and	CCONJ
easat-8453	306	12	conditions	condition	NOUN
easat-8453	306	13	of	of	ADP
easat-8453	306	14	the	the	DET
easat-8453	306	15	creative	creative	ADJ
easat-8453	306	16	commons	common	NOUN
easat-8453	306	17	attribution	attribution	NOUN
easat-8453	306	18	(	(	PUNCT
easat-8453	306	19	cc	cc	NOUN
easat-8453	306	20	by	by	ADP
easat-8453	306	21	)	)	PUNCT
easat-8453	306	22	license	license	NOUN
easat-8453	306	23	(	(	PUNCT
easat-8453	306	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8453	306	25	)	)	PUNCT
easat-8453	306	26	.	.	PUNCT
easat-8453	307	1	references	reference	NOUN
easat-8453	307	2	[	[	X
easat-8453	307	3	1	1	NUM
easat-8453	307	4	]	]	PUNCT
easat-8453	307	5	parkinson	parkinson	NOUN
easat-8453	307	6	'	'	PUNCT
easat-8453	307	7	s	s	NOUN
easat-8453	307	8	news	news	NOUN
easat-8453	307	9	today	today	NOUN
easat-8453	307	10	,	,	PUNCT
easat-8453	307	11	"	"	PUNCT
easat-8453	307	12	parkinson	parkinson	NOUN
easat-8453	307	13	’s	’s	PART
easat-8453	307	14	disease	disease	NOUN
easat-8453	307	15	statistics	statistic	NOUN
easat-8453	307	16	,	,	PUNCT
easat-8453	307	17	"	"	PUNCT
easat-8453	307	18	in	in	ADP
easat-8453	307	19	"	"	PUNCT
easat-8453	307	20	parkinson	parkinson	NOUN
easat-8453	307	21	's	's	PART
easat-8453	307	22	news	news	NOUN
easat-8453	307	23	today	today	NOUN
easat-8453	307	24	,	,	PUNCT
easat-8453	307	25	"	"	PUNCT
easat-8453	307	26	bionews	bionews	PROPN
easat-8453	307	27	services	services	PROPN
easat-8453	307	28	,	,	PUNCT
easat-8453	307	29	llc	llc	PROPN
easat-8453	307	30	,	,	PUNCT
easat-8453	307	31	pensacola	pensacola	PROPN
easat-8453	307	32	,	,	PUNCT
easat-8453	307	33	fl	fl	PROPN
easat-8453	307	34	,	,	PUNCT
easat-8453	307	35	vol	vol	NOUN
easat-8453	307	36	.	.	NOUN
easat-8453	307	37	2024	2024	NUM
easat-8453	307	38	2024	2024	NUM
easat-8453	307	39	.	.	PUNCT
easat-8453	308	1	https://parkinsonsnewstoday.com/parkinsons-disease-statistics/	https://parkinsonsnewstoday.com/parkinsons-disease-statistics/	PROPN
easat-8453	308	2	[	[	X
easat-8453	308	3	2	2	NUM
easat-8453	308	4	]	]	PUNCT
easat-8453	308	5	m.	m.	NOUN
easat-8453	308	6	hariharan	hariharan	PROPN
easat-8453	308	7	,	,	PUNCT
easat-8453	308	8	k.	k.	PROPN
easat-8453	308	9	polat	polat	PROPN
easat-8453	308	10	,	,	PUNCT
easat-8453	308	11	and	and	CCONJ
easat-8453	308	12	r.	r.	PROPN
easat-8453	308	13	sindhu	sindhu	PROPN
easat-8453	308	14	,	,	PUNCT
easat-8453	308	15	"	"	PUNCT
easat-8453	308	16	a	a	DET
easat-8453	308	17	new	new	ADJ
easat-8453	308	18	hybrid	hybrid	ADJ
easat-8453	308	19	intelligent	intelligent	ADJ
easat-8453	308	20	system	system	NOUN
easat-8453	308	21	for	for	ADP
easat-8453	308	22	accurate	accurate	ADJ
easat-8453	308	23	detection	detection	NOUN
easat-8453	308	24	of	of	ADP
easat-8453	308	25	parkinson	parkinson	NOUN
easat-8453	308	26	's	's	PART
easat-8453	308	27	disease	disease	NOUN
easat-8453	308	28	,	,	PUNCT
easat-8453	308	29	"	"	PUNCT
easat-8453	308	30	computer	computer	NOUN
easat-8453	308	31	methods	method	NOUN
easat-8453	308	32	and	and	CCONJ
easat-8453	308	33	programs	program	NOUN
easat-8453	308	34	in	in	ADP
easat-8453	308	35	biomedicine	biomedicine	NOUN
easat-8453	308	36	,	,	PUNCT
easat-8453	308	37	vol	vol	NOUN
easat-8453	308	38	.	.	PROPN
easat-8453	308	39	113	113	NUM
easat-8453	308	40	,	,	PUNCT
easat-8453	308	41	no	no	INTJ
easat-8453	308	42	.	.	NOUN
easat-8453	308	43	3	3	NUM
easat-8453	308	44	,	,	PUNCT
easat-8453	308	45	pp	pp	ADJ
easat-8453	308	46	.	.	PUNCT
easat-8453	309	1	904	904	NUM
easat-8453	309	2	-	-	SYM
easat-8453	309	3	913	913	NUM
easat-8453	309	4	,	,	PUNCT
easat-8453	309	5	2014/03/01/	2014/03/01/	NUM
easat-8453	309	6	2014	2014	NUM
easat-8453	309	7	.	.	PUNCT
easat-8453	310	1	https://doi.org/10.1016/j.cmpb.2014.01.004	https://doi.org/10.1016/j.cmpb.2014.01.004	VERB
easat-8453	310	2	[	[	X
easat-8453	310	3	3	3	NUM
easat-8453	310	4	]	]	PUNCT
easat-8453	310	5	a.	a.	NOUN
easat-8453	310	6	benba	benba	PROPN
easat-8453	310	7	,	,	PUNCT
easat-8453	310	8	a.	a.	PROPN
easat-8453	310	9	jilbab	jilbab	PROPN
easat-8453	310	10	,	,	PUNCT
easat-8453	310	11	and	and	CCONJ
easat-8453	310	12	a.	a.	NOUN
easat-8453	310	13	hammouch	hammouch	NOUN
easat-8453	310	14	,	,	PUNCT
easat-8453	310	15	"	"	PUNCT
easat-8453	310	16	using	use	VERB
easat-8453	310	17	human	human	ADJ
easat-8453	310	18	factor	factor	NOUN
easat-8453	310	19	cepstral	cepstral	ADJ
easat-8453	310	20	coefficient	coefficient	NOUN
easat-8453	310	21	on	on	ADP
easat-8453	310	22	multiple	multiple	ADJ
easat-8453	310	23	types	type	NOUN
easat-8453	310	24	of	of	ADP
easat-8453	310	25	voice	voice	NOUN
easat-8453	310	26	recordings	recording	NOUN
easat-8453	310	27	for	for	ADP
easat-8453	310	28	detecting	detect	VERB
easat-8453	310	29	patients	patient	NOUN
easat-8453	310	30	with	with	ADP
easat-8453	310	31	parkinson	parkinson	NOUN
easat-8453	310	32	's	's	PART
easat-8453	310	33	disease	disease	NOUN
easat-8453	310	34	,	,	PUNCT
easat-8453	310	35	"	"	PUNCT
easat-8453	310	36	irbm	irbm	NOUN
easat-8453	310	37	,	,	PUNCT
easat-8453	310	38	vol	vol	NOUN
easat-8453	310	39	.	.	PROPN
easat-8453	311	1	38	38	NUM
easat-8453	311	2	,	,	PUNCT
easat-8453	311	3	no	no	INTJ
easat-8453	311	4	.	.	NOUN
easat-8453	311	5	6	6	NUM
easat-8453	311	6	,	,	PUNCT
easat-8453	311	7	pp	pp	ADJ
easat-8453	311	8	.	.	PUNCT
easat-8453	312	1	346	346	NUM
easat-8453	312	2	-	-	SYM
easat-8453	312	3	351	351	NUM
easat-8453	312	4	,	,	PUNCT
easat-8453	312	5	2017/11/01/	2017/11/01/	NUM
easat-8453	312	6	2017	2017	NUM
easat-8453	312	7	.	.	PUNCT
easat-8453	313	1	https://doi.org/10.1016/j.irbm.2017.10.002	https://doi.org/10.1016/j.irbm.2017.10.002	NUM
easat-8453	313	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8453	313	3	https://parkinsonsnewstoday.com/parkinsons-disease-statistics/	https://parkinsonsnewstoday.com/parkinsons-disease-statistics/	PROPN
easat-8453	313	4	https://doi.org/10.1016/j.cmpb.2014.01.004	https://doi.org/10.1016/j.cmpb.2014.01.004	PROPN
easat-8453	313	5	https://doi.org/10.1016/j.irbm.2017.10.002	https://doi.org/10.1016/j.irbm.2017.10.002	X
easat-8453	313	6	2607	2607	NUM
easat-8453	313	7	edelweiss	edelweiss	PROPN
easat-8453	313	8	applied	apply	VERB
easat-8453	313	9	science	science	NOUN
easat-8453	313	10	and	and	CCONJ
easat-8453	313	11	technology	technology	NOUN
easat-8453	313	12	issn	issn	PROPN
easat-8453	313	13	:	:	PUNCT
easat-8453	313	14	2576	2576	NUM
easat-8453	313	15	-	-	SYM
easat-8453	313	16	8484	8484	NUM
easat-8453	313	17	vol	vol	NOUN
easat-8453	313	18	.	.	PROPN
easat-8453	314	1	9	9	NUM
easat-8453	314	2	,	,	PUNCT
easat-8453	314	3	no	no	INTJ
easat-8453	314	4	.	.	NOUN
easat-8453	315	1	6	6	NUM
easat-8453	315	2	:	:	SYM
easat-8453	315	3	2591	2591	NUM
easat-8453	315	4	-	-	SYM
easat-8453	315	5	2608	2608	NUM
easat-8453	315	6	,	,	PUNCT
easat-8453	315	7	2025	2025	NUM
easat-8453	315	8	doi	doi	NOUN
easat-8453	315	9	:	:	PUNCT
easat-8453	315	10	10.55214/25768484.v9i6.8453	10.55214/25768484.v9i6.8453	NUM
easat-8453	315	11	©	©	ADP
easat-8453	315	12	2025	2025	NUM
easat-8453	315	13	by	by	ADP
easat-8453	315	14	the	the	DET
easat-8453	315	15	authors	author	NOUN
easat-8453	315	16	;	;	PUNCT
easat-8453	315	17	licensee	licensee	PROPN
easat-8453	315	18	learning	learning	NOUN
easat-8453	315	19	gate	gate	NOUN
easat-8453	316	1	[	[	X
easat-8453	316	2	4	4	NUM
easat-8453	316	3	]	]	X
easat-8453	316	4	d.	d.	PROPN
easat-8453	316	5	montaña	montaña	PROPN
easat-8453	316	6	,	,	PUNCT
easat-8453	316	7	y.	y.	PROPN
easat-8453	316	8	campos	campos	PROPN
easat-8453	316	9	-	-	PUNCT
easat-8453	316	10	roca	roca	PROPN
easat-8453	316	11	,	,	PUNCT
easat-8453	316	12	and	and	CCONJ
easat-8453	316	13	c.	c.	PROPN
easat-8453	316	14	j.	j.	PROPN
easat-8453	316	15	pérez	pérez	PROPN
easat-8453	316	16	,	,	PUNCT
easat-8453	316	17	"	"	PUNCT
easat-8453	316	18	a	a	DET
easat-8453	316	19	diadochokinesis	diadochokinesis	NOUN
easat-8453	316	20	-	-	PUNCT
easat-8453	316	21	based	base	VERB
easat-8453	316	22	expert	expert	NOUN
easat-8453	316	23	system	system	NOUN
easat-8453	316	24	considering	consider	VERB
easat-8453	316	25	articulatory	articulatory	ADJ
easat-8453	316	26	features	feature	NOUN
easat-8453	316	27	of	of	ADP
easat-8453	316	28	plosive	plosive	ADJ
easat-8453	316	29	consonants	consonant	NOUN
easat-8453	316	30	for	for	ADP
easat-8453	316	31	early	early	ADJ
easat-8453	316	32	detection	detection	NOUN
easat-8453	316	33	of	of	ADP
easat-8453	316	34	parkinson	parkinson	NOUN
easat-8453	316	35	’s	’s	PART
easat-8453	316	36	disease	disease	NOUN
easat-8453	316	37	,	,	PUNCT
easat-8453	316	38	"	"	PUNCT
easat-8453	316	39	computer	computer	NOUN
easat-8453	316	40	methods	method	NOUN
easat-8453	316	41	and	and	CCONJ
easat-8453	316	42	programs	program	NOUN
easat-8453	316	43	in	in	ADP
easat-8453	316	44	biomedicine	biomedicine	NOUN
easat-8453	316	45	,	,	PUNCT
easat-8453	316	46	vol	vol	NOUN
easat-8453	316	47	.	.	PROPN
easat-8453	316	48	154	154	NUM
easat-8453	316	49	,	,	PUNCT
easat-8453	316	50	pp	pp	ADJ
easat-8453	316	51	.	.	PUNCT
easat-8453	316	52	89	89	NUM
easat-8453	316	53	-	-	SYM
easat-8453	316	54	97	97	NUM
easat-8453	316	55	,	,	PUNCT
easat-8453	316	56	2018/02/01/	2018/02/01/	NUM
easat-8453	316	57	2018	2018	NUM
easat-8453	316	58	.	.	PUNCT
easat-8453	317	1	https://doi.org/10.1016/j.cmpb.2017.11.010	https://doi.org/10.1016/j.cmpb.2017.11.010	VERB
easat-8453	317	2	[	[	PUNCT
easat-8453	317	3	5	5	NUM
easat-8453	317	4	]	]	PUNCT
easat-8453	317	5	parkinson	parkinson	NOUN
easat-8453	317	6	's	's	PART
easat-8453	317	7	foundation	foundation	NOUN
easat-8453	317	8	.	.	PUNCT
easat-8453	318	1	"	"	PUNCT
easat-8453	318	2	statistics	statistic	NOUN
easat-8453	318	3	.	.	PUNCT
easat-8453	318	4	"	"	PUNCT
easat-8453	318	5	parkinson	parkinson	NOUN
easat-8453	318	6	's	's	PART
easat-8453	318	7	foundation	foundation	NOUN
easat-8453	318	8	.	.	PUNCT
easat-8453	319	1	https://parkinson.org/understandingparkinsons/statistics	https://parkinson.org/understandingparkinsons/statistic	NOUN
easat-8453	319	2	(	(	PUNCT
easat-8453	319	3	accessed	access	VERB
easat-8453	319	4	march	march	NOUN
easat-8453	319	5	21st	21st	NOUN
easat-8453	319	6	,	,	PUNCT
easat-8453	319	7	2024	2024	NUM
easat-8453	319	8	)	)	PUNCT
easat-8453	319	9	.	.	PUNCT
easat-8453	320	1	[	[	X
easat-8453	320	2	6	6	NUM
easat-8453	320	3	]	]	PUNCT
easat-8453	320	4	c.	c.	PROPN
easat-8453	320	5	o.	o.	PROPN
easat-8453	320	6	sakar	sakar	PROPN
easat-8453	320	7	et	et	PROPN
easat-8453	320	8	al	al	PROPN
easat-8453	320	9	.	.	PROPN
easat-8453	320	10	,	,	PUNCT
easat-8453	320	11	"	"	PUNCT
easat-8453	320	12	a	a	DET
easat-8453	320	13	comparative	comparative	ADJ
easat-8453	320	14	analysis	analysis	NOUN
easat-8453	320	15	of	of	ADP
easat-8453	320	16	speech	speech	NOUN
easat-8453	320	17	signal	signal	NOUN
easat-8453	320	18	processing	processing	NOUN
easat-8453	320	19	algorithms	algorithm	NOUN
easat-8453	320	20	for	for	ADP
easat-8453	320	21	parkinson	parkinson	NOUN
easat-8453	320	22	’s	’s	PART
easat-8453	320	23	disease	disease	NOUN
easat-8453	320	24	classification	classification	NOUN
easat-8453	320	25	and	and	CCONJ
easat-8453	320	26	the	the	DET
easat-8453	320	27	use	use	NOUN
easat-8453	320	28	of	of	ADP
easat-8453	320	29	the	the	DET
easat-8453	320	30	tunable	tunable	ADJ
easat-8453	320	31	q	q	ADJ
easat-8453	320	32	-	-	PUNCT
easat-8453	320	33	factor	factor	NOUN
easat-8453	320	34	wavelet	wavelet	NOUN
easat-8453	320	35	transform	transform	NOUN
easat-8453	320	36	,	,	PUNCT
easat-8453	320	37	"	"	PUNCT
easat-8453	320	38	applied	apply	VERB
easat-8453	320	39	soft	soft	ADJ
easat-8453	320	40	computing	computing	NOUN
easat-8453	320	41	,	,	PUNCT
easat-8453	320	42	vol	vol	NOUN
easat-8453	320	43	.	.	PROPN
easat-8453	320	44	74	74	NUM
easat-8453	320	45	,	,	PUNCT
easat-8453	320	46	pp	pp	ADJ
easat-8453	320	47	.	.	PUNCT
easat-8453	321	1	255	255	NUM
easat-8453	321	2	-	-	SYM
easat-8453	321	3	263	263	NUM
easat-8453	321	4	,	,	PUNCT
easat-8453	321	5	2019/01/01/	2019/01/01/	NUM
easat-8453	321	6	2019	2019	NUM
easat-8453	321	7	.	.	PUNCT
easat-8453	322	1	https://doi.org/10.1016/j.asoc.2018.10.022	https://doi.org/10.1016/j.asoc.2018.10.022	PRON
easat-8453	323	1	[	[	X
easat-8453	323	2	7	7	X
easat-8453	323	3	]	]	X
easat-8453	323	4	s.	s.	PROPN
easat-8453	323	5	grover	grover	PROPN
easat-8453	323	6	,	,	PUNCT
easat-8453	323	7	s.	s.	PROPN
easat-8453	323	8	bhartia	bhartia	PROPN
easat-8453	323	9	,	,	PUNCT
easat-8453	323	10	akshama	akshama	PROPN
easat-8453	323	11	,	,	PUNCT
easat-8453	323	12	a.	a.	NOUN
easat-8453	323	13	yadav	yadav	PROPN
easat-8453	323	14	,	,	PUNCT
easat-8453	323	15	and	and	CCONJ
easat-8453	323	16	s.	s.	PROPN
easat-8453	323	17	k.r	k.r	PROPN
easat-8453	323	18	,	,	PUNCT
easat-8453	323	19	"	"	PUNCT
easat-8453	323	20	predicting	predict	VERB
easat-8453	323	21	severity	severity	NOUN
easat-8453	323	22	of	of	ADP
easat-8453	323	23	parkinson	parkinson	NOUN
easat-8453	323	24	’s	’s	PART
easat-8453	323	25	disease	disease	NOUN
easat-8453	323	26	using	use	VERB
easat-8453	323	27	deep	deep	ADJ
easat-8453	323	28	learning	learning	NOUN
easat-8453	323	29	,	,	PUNCT
easat-8453	323	30	"	"	PUNCT
easat-8453	323	31	procedia	procedia	NOUN
easat-8453	323	32	computer	computer	NOUN
easat-8453	323	33	science	science	NOUN
easat-8453	323	34	,	,	PUNCT
easat-8453	323	35	vol	vol	NOUN
easat-8453	323	36	.	.	PROPN
easat-8453	323	37	132	132	NUM
easat-8453	323	38	,	,	PUNCT
easat-8453	323	39	pp	pp	ADJ
easat-8453	323	40	.	.	PUNCT
easat-8453	324	1	1788	1788	NUM
easat-8453	324	2	-	-	SYM
easat-8453	324	3	1794	1794	NUM
easat-8453	324	4	,	,	PUNCT
easat-8453	324	5	2018/01/01/	2018/01/01/	NUM
easat-8453	324	6	2018	2018	NUM
easat-8453	324	7	.	.	PUNCT
easat-8453	325	1	https://doi.org/10.1016/j.procs.2018.05.154	https://doi.org/10.1016/j.procs.2018.05.154	NOUN
easat-8453	325	2	[	[	PUNCT
easat-8453	325	3	8	8	NUM
easat-8453	325	4	]	]	PUNCT
easat-8453	325	5	k.	k.	PROPN
easat-8453	325	6	nguyen	nguyen	PROPN
easat-8453	325	7	,	,	PUNCT
easat-8453	325	8	j.	j.	PROPN
easat-8453	325	9	g.	g.	PROPN
easat-8453	325	10	m.	m.	PROPN
easat-8453	325	11	rui	rui	PROPN
easat-8453	325	12	,	,	PUNCT
easat-8453	325	13	b.	b.	PROPN
easat-8453	325	14	p.	p.	PROPN
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easat-8453	325	16	,	,	PUNCT
easat-8453	325	17	m.	m.	PROPN
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easat-8453	325	22	and	and	CCONJ
easat-8453	325	23	y.	y.	PROPN
easat-8453	325	24	o.	o.	PROPN
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easat-8453	325	26	,	,	PUNCT
easat-8453	325	27	"	"	PUNCT
easat-8453	325	28	classification	classification	NOUN
easat-8453	325	29	of	of	ADP
easat-8453	325	30	parkinson	parkinson	NOUN
easat-8453	325	31	’s	’s	PART
easat-8453	325	32	diseaseassociated	diseaseassociate	VERB
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easat-8453	325	34	patterns	pattern	NOUN
easat-8453	325	35	,	,	PUNCT
easat-8453	325	36	"	"	PUNCT
easat-8453	325	37	in	in	ADP
easat-8453	325	38	research	research	NOUN
easat-8453	325	39	in	in	ADP
easat-8453	325	40	intelligent	intelligent	ADJ
easat-8453	325	41	and	and	CCONJ
easat-8453	325	42	computing	computing	NOUN
easat-8453	325	43	in	in	ADP
easat-8453	325	44	engineering	engineering	PROPN
easat-8453	325	45	,	,	PUNCT
easat-8453	325	46	singapore	singapore	PROPN
easat-8453	325	47	,	,	PUNCT
easat-8453	325	48	r.	r.	PROPN
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easat-8453	325	50	,	,	PUNCT
easat-8453	325	51	n.	n.	PROPN
easat-8453	325	52	h.	h.	PROPN
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easat-8453	325	54	,	,	PUNCT
easat-8453	325	55	v.	v.	PROPN
easat-8453	325	56	kumar	kumar	PROPN
easat-8453	325	57	solanki	solanki	PROPN
easat-8453	325	58	,	,	PUNCT
easat-8453	325	59	m.	m.	NOUN
easat-8453	325	60	cardona	cardona	PROPN
easat-8453	325	61	,	,	PUNCT
easat-8453	325	62	and	and	CCONJ
easat-8453	325	63	p.	p.	PROPN
easat-8453	325	64	k.	k.	PROPN
easat-8453	325	65	pattnaik	pattnaik	PROPN
easat-8453	325	66	,	,	PUNCT
easat-8453	325	67	eds	eds	PROPN
easat-8453	325	68	.	.	PROPN
easat-8453	325	69	,	,	PUNCT
easat-8453	325	70	2021//	2021//	PROPN
easat-8453	325	71	2021	2021	NUM
easat-8453	325	72	:	:	PUNCT
easat-8453	325	73	springer	springer	NOUN
easat-8453	325	74	singapore	singapore	PROPN
easat-8453	325	75	,	,	PUNCT
easat-8453	325	76	pp	pp	ADJ
easat-8453	325	77	.	.	PUNCT
easat-8453	326	1	595	595	NUM
easat-8453	326	2	-	-	SYM
easat-8453	326	3	606	606	NUM
easat-8453	326	4	.	.	PUNCT
easat-8453	327	1	[	[	X
easat-8453	327	2	9	9	NUM
easat-8453	327	3	]	]	PUNCT
easat-8453	327	4	k.	k.	PROPN
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easat-8453	327	6	et	et	PROPN
easat-8453	327	7	al	al	PROPN
easat-8453	327	8	.	.	PROPN
easat-8453	327	9	,	,	PUNCT
easat-8453	327	10	"	"	PUNCT
easat-8453	327	11	classification	classification	NOUN
easat-8453	327	12	of	of	ADP
easat-8453	327	13	gait	gait	ADJ
easat-8453	327	14	patterns	pattern	NOUN
easat-8453	327	15	using	use	VERB
easat-8453	327	16	overlapping	overlap	VERB
easat-8453	327	17	time	time	NOUN
easat-8453	327	18	displacement	displacement	NOUN
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easat-8453	327	20	batchwise	batchwise	NOUN
easat-8453	327	21	video	video	NOUN
easat-8453	327	22	subclips	subclip	NOUN
easat-8453	327	23	,	,	PUNCT
easat-8453	327	24	"	"	PUNCT
easat-8453	327	25	singapore	singapore	NOUN
easat-8453	327	26	,	,	PUNCT
easat-8453	327	27	2021	2021	NUM
easat-8453	327	28	:	:	PUNCT
easat-8453	327	29	springer	springer	NOUN
easat-8453	327	30	singapore	singapore	PROPN
easat-8453	327	31	,	,	PUNCT
easat-8453	327	32	in	in	ADP
easat-8453	327	33	research	research	NOUN
easat-8453	327	34	in	in	ADP
easat-8453	327	35	intelligent	intelligent	ADJ
easat-8453	327	36	and	and	CCONJ
easat-8453	327	37	computing	computing	NOUN
easat-8453	327	38	in	in	ADP
easat-8453	327	39	engineering	engineering	NOUN
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easat-8453	328	2	-	-	SYM
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easat-8453	328	4	.	.	PUNCT
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easat-8453	329	2	10	10	NUM
easat-8453	329	3	]	]	X
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easat-8453	329	23	in	in	ADP
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easat-8453	329	34	,	,	PUNCT
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easat-8453	329	45	,	,	PUNCT
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easat-8453	329	84	,	,	PUNCT
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easat-8453	329	86	vol	vol	NOUN
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easat-8453	329	89	,	,	PUNCT
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easat-8453	329	93	,	,	PUNCT
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easat-8453	329	95	.	.	PUNCT
easat-8453	330	1	1657	1657	NUM
easat-8453	330	2	-	-	SYM
easat-8453	330	3	1666	1666	NUM
easat-8453	330	4	,	,	PUNCT
easat-8453	330	5	2017	2017	NUM
easat-8453	330	6	.	.	PUNCT
easat-8453	331	1	[	[	X
easat-8453	331	2	12	12	NUM
easat-8453	331	3	]	]	X
easat-8453	331	4	y.	y.	PROPN
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easat-8453	331	13	,	,	PUNCT
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easat-8453	331	41	,	,	PUNCT
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easat-8453	331	44	ieee	ieee	NOUN
easat-8453	331	45	,	,	PUNCT
easat-8453	331	46	pp	pp	ADJ
easat-8453	331	47	.	.	PUNCT
easat-8453	332	1	330	330	NUM
easat-8453	332	2	-	-	SYM
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easat-8453	333	3	]	]	PUNCT
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easat-8453	334	9	"	"	PUNCT
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easat-8453	336	9	.	.	PUNCT
easat-8453	337	1	[	[	X
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easat-8453	338	9	.	.	PUNCT
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easat-8453	339	2	15	15	NUM
easat-8453	339	3	]	]	PUNCT
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easat-8453	340	2	-	-	SYM
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easat-8453	340	4	,	,	PUNCT
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easat-8453	342	1	[	[	X
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easat-8453	345	58	systems	system	NOUN
easat-8453	345	59	.	.	PUNCT
easat-8453	346	1	icits	icit	NOUN
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easat-8453	346	3	.	.	PUNCT
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easat-8453	347	4	systems	system	NOUN
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easat-8453	347	18	,	,	PUNCT
easat-8453	347	19	and	and	CCONJ
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easat-8453	347	21	paredes	parede	VERB
easat-8453	347	22	eds	ed	NOUN
easat-8453	347	23	.	.	PUNCT
easat-8453	348	1	quito	quito	PROPN
easat-8453	348	2	,	,	PUNCT
easat-8453	348	3	ecuador	ecuador	PROPN
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easat-8453	348	6	,	,	PUNCT
easat-8453	348	7	cham	cham	PROPN
easat-8453	348	8	,	,	PUNCT
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easat-8453	349	2	-	-	SYM
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easat-8453	350	1	https://doi.org/10.1007/978-3-030-11890-7_13	https://doi.org/10.1007/978-3-030-11890-7_13	NUM
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easat-8453	350	3	19	19	NUM
easat-8453	350	4	]	]	X
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easat-8453	350	13	-	-	PUNCT
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easat-8453	350	15	,	,	PUNCT
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easat-8453	352	1	[	[	X
easat-8453	352	2	20	20	NUM
easat-8453	352	3	]	]	X
easat-8453	352	4	y.	y.	PROPN
easat-8453	352	5	f.	f.	PROPN
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easat-8453	352	7	-	-	PUNCT
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easat-8453	352	42	-	-	PUNCT
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easat-8453	352	56	,	,	PUNCT
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easat-8453	353	2	21	21	NUM
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easat-8453	353	13	and	and	CCONJ
easat-8453	353	14	z.	z.	PROPN
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easat-8453	353	18	a	a	DET
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easat-8453	353	42	,	,	PUNCT
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easat-8453	353	45	,	,	PUNCT
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easat-8453	353	47	2024	2024	NUM
easat-8453	353	48	.	.	PUNCT
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easat-8453	355	2	22	22	NUM
easat-8453	355	3	]	]	PUNCT
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easat-8453	355	6	et	et	PROPN
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easat-8453	355	11	fuzzy	fuzzy	ADJ
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easat-8453	355	14	for	for	ADP
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easat-8453	356	2	-	-	SYM
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easat-8453	357	45	hub	hub	NOUN
easat-8453	357	46	(	(	PUNCT
easat-8453	357	47	irjaeh	irjaeh	PROPN
easat-8453	357	48	)	)	PUNCT
easat-8453	357	49	,	,	PUNCT
easat-8453	357	50	vol	vol	NOUN
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easat-8453	357	53	,	,	PUNCT
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easat-8453	357	58	pp	pp	ADJ
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easat-8453	358	1	1478	1478	NUM
easat-8453	358	2	-	-	SYM
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easat-8453	358	4	,	,	PUNCT
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easat-8453	358	7	.	.	PUNCT
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easat-8453	361	4	https://doi.org/10.1007/978-3-030-54341-9_10	https://doi.org/10.1007/978-3-030-54341-9_10	PROPN
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easat-8453	361	6	2608	2608	NUM
easat-8453	361	7	edelweiss	edelweiss	PROPN
easat-8453	361	8	applied	apply	VERB
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easat-8453	361	10	and	and	CCONJ
easat-8453	361	11	technology	technology	NOUN
easat-8453	361	12	issn	issn	PROPN
easat-8453	361	13	:	:	PUNCT
easat-8453	361	14	2576	2576	NUM
easat-8453	361	15	-	-	SYM
easat-8453	361	16	8484	8484	NUM
easat-8453	361	17	vol	vol	NOUN
easat-8453	361	18	.	.	PROPN
easat-8453	362	1	9	9	NUM
easat-8453	362	2	,	,	PUNCT
easat-8453	362	3	no	no	INTJ
easat-8453	362	4	.	.	NOUN
easat-8453	363	1	6	6	NUM
easat-8453	363	2	:	:	SYM
easat-8453	363	3	2591	2591	NUM
easat-8453	363	4	-	-	SYM
easat-8453	363	5	2608	2608	NUM
easat-8453	363	6	,	,	PUNCT
easat-8453	363	7	2025	2025	NUM
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easat-8453	363	19	gate	gate	NOUN
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easat-8453	364	2	25	25	NUM
easat-8453	364	3	]	]	PUNCT
easat-8453	364	4	j.	j.	PROPN
easat-8453	364	5	m.	m.	PROPN
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easat-8453	364	7	,	,	PUNCT
easat-8453	364	8	c.	c.	PROPN
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easat-8453	364	10	,	,	PUNCT
easat-8453	364	11	and	and	CCONJ
easat-8453	364	12	c.	c.	PROPN
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easat-8453	364	14	,	,	PUNCT
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easat-8453	364	16	interpretability	interpretability	NOUN
easat-8453	364	17	of	of	ADP
easat-8453	364	18	fuzzy	fuzzy	ADJ
easat-8453	364	19	systems	system	NOUN
easat-8453	364	20	:	:	PUNCT
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easat-8453	364	22	research	research	NOUN
easat-8453	364	23	trends	trend	NOUN
easat-8453	364	24	and	and	CCONJ
easat-8453	364	25	prospects	prospect	NOUN
easat-8453	364	26	,	,	PUNCT
easat-8453	364	27	"	"	PUNCT
easat-8453	364	28	in	in	ADP
easat-8453	364	29	springer	springer	NOUN
easat-8453	364	30	handbook	handbook	NOUN
easat-8453	364	31	of	of	ADP
easat-8453	364	32	computational	computational	ADJ
easat-8453	364	33	intelligence	intelligence	NOUN
easat-8453	364	34	,	,	PUNCT
easat-8453	364	35	j.	j.	PROPN
easat-8453	364	36	kacprzyk	kacprzyk	PROPN
easat-8453	364	37	and	and	CCONJ
easat-8453	364	38	w.	w.	PROPN
easat-8453	364	39	pedrycz	pedrycz	PROPN
easat-8453	364	40	eds	eds	PROPN
easat-8453	364	41	.	.	PUNCT
easat-8453	365	1	berlin	berlin	PROPN
easat-8453	365	2	,	,	PUNCT
easat-8453	365	3	heidelberg	heidelberg	PROPN
easat-8453	365	4	:	:	PUNCT
easat-8453	365	5	springer	springer	PROPN
easat-8453	365	6	berlin	berlin	PROPN
easat-8453	365	7	heidelberg	heidelberg	PROPN
easat-8453	365	8	,	,	PUNCT
easat-8453	365	9	2015	2015	NUM
easat-8453	365	10	,	,	PUNCT
easat-8453	365	11	pp	pp	ADJ
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easat-8453	366	1	219	219	NUM
easat-8453	366	2	-	-	SYM
easat-8453	366	3	237	237	NUM
easat-8453	366	4	.	.	PUNCT
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easat-8453	367	2	[	[	X
easat-8453	367	3	26	26	NUM
easat-8453	367	4	]	]	PUNCT
easat-8453	367	5	s.	s.	PROPN
easat-8453	367	6	paul	paul	PROPN
easat-8453	367	7	,	,	PUNCT
easat-8453	367	8	k.	k.	PROPN
easat-8453	367	9	s.	s.	PROPN
easat-8453	367	10	ray	ray	PROPN
easat-8453	367	11	,	,	PUNCT
easat-8453	367	12	and	and	CCONJ
easat-8453	367	13	d.	d.	PROPN
easat-8453	367	14	saha	saha	PROPN
easat-8453	367	15	,	,	PUNCT
easat-8453	367	16	"	"	PUNCT
easat-8453	367	17	clinical	clinical	ADJ
easat-8453	367	18	decision	decision	NOUN
easat-8453	367	19	support	support	NOUN
easat-8453	367	20	system	system	NOUN
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easat-8453	367	22	fuzzy	fuzzy	ADJ
easat-8453	367	23	logic	logic	NOUN
easat-8453	367	24	programming	programming	NOUN
easat-8453	367	25	and	and	CCONJ
easat-8453	367	26	data	datum	NOUN
easat-8453	367	27	analysis	analysis	NOUN
easat-8453	367	28	,	,	PUNCT
easat-8453	367	29	"	"	PUNCT
easat-8453	367	30	in	in	ADP
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easat-8453	367	33	in	in	ADP
easat-8453	367	34	data	datum	NOUN
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easat-8453	367	36	and	and	CCONJ
easat-8453	367	37	information	information	NOUN
easat-8453	367	38	security	security	NOUN
easat-8453	367	39	.	.	PUNCT
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easat-8453	368	2	notes	note	NOUN
easat-8453	368	3	in	in	ADP
easat-8453	368	4	networks	network	NOUN
easat-8453	368	5	and	and	CCONJ
easat-8453	368	6	systems	system	NOUN
easat-8453	368	7	,	,	PUNCT
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easat-8453	368	13	s.	s.	PROPN
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easat-8453	368	19	a.	a.	PROPN
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easat-8453	368	22	and	and	CCONJ
easat-8453	368	23	s.	s.	PROPN
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easat-8453	368	28	,	,	PUNCT
easat-8453	368	29	2021	2021	NUM
easat-8453	368	30	,	,	PUNCT
easat-8453	368	31	vol	vol	NOUN
easat-8453	368	32	.	.	NOUN
easat-8453	368	33	164	164	NUM
easat-8453	368	34	:	:	PUNCT
easat-8453	368	35	springer	springer	NOUN
easat-8453	368	36	singapore	singapore	PROPN
easat-8453	368	37	,	,	PUNCT
easat-8453	368	38	in	in	ADP
easat-8453	368	39	emerging	emerge	VERB
easat-8453	368	40	technologies	technology	NOUN
easat-8453	368	41	in	in	ADP
easat-8453	368	42	data	datum	NOUN
easat-8453	368	43	mining	mining	NOUN
easat-8453	368	44	and	and	CCONJ
easat-8453	368	45	information	information	NOUN
easat-8453	368	46	security	security	NOUN
easat-8453	368	47	,	,	PUNCT
easat-8453	368	48	pp	pp	ADJ
easat-8453	368	49	.	.	PUNCT
easat-8453	369	1	175	175	NUM
easat-8453	369	2	-	-	SYM
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easat-8453	369	4	.	.	PUNCT
easat-8453	370	1	[	[	X
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easat-8453	370	3	]	]	X
easat-8453	370	4	h.	h.	PROPN
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easat-8453	370	7	m.	m.	PROPN
easat-8453	370	8	r.	r.	PROPN
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easat-8453	370	10	-	-	PUNCT
easat-8453	370	11	t	t	PROPN
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easat-8453	370	13	h.	h.	PROPN
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easat-8453	370	17	and	and	CCONJ
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easat-8453	370	21	"	"	PUNCT
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easat-8453	370	23	voice	voice	NOUN
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easat-8453	370	26	using	use	VERB
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easat-8453	370	37	disease	disease	NOUN
easat-8453	370	38	,	,	PUNCT
easat-8453	370	39	"	"	PUNCT
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easat-8453	370	43	transactions	transaction	NOUN
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easat-8453	370	45	audio	audio	NOUN
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easat-8453	371	1	2792	2792	NUM
easat-8453	371	2	-	-	SYM
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easat-8453	372	30	"	"	PUNCT
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easat-8453	372	44	,	,	PUNCT
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easat-8453	373	2	-	-	SYM
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easat-8453	376	17	a	a	DET
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easat-8453	376	38	,	,	PUNCT
easat-8453	376	39	pp	pp	ADJ
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easat-8453	376	41	569585	569585	NUM
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easat-8453	376	44	.	.	PUNCT
easat-8453	377	1	[	[	X
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easat-8453	377	43	s.	s.	PROPN
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easat-8453	377	45	,	,	PUNCT
easat-8453	377	46	a.	a.	PROPN
easat-8453	377	47	anand	anand	PROPN
easat-8453	377	48	,	,	PUNCT
easat-8453	377	49	a.	a.	PROPN
easat-8453	377	50	kumar	kumar	PROPN
easat-8453	377	51	,	,	PUNCT
easat-8453	377	52	b.	b.	PROPN
easat-8453	377	53	saini	saini	PROPN
easat-8453	377	54	,	,	PUNCT
easat-8453	377	55	and	and	CCONJ
easat-8453	377	56	p.	p.	PROPN
easat-8453	377	57	s.	s.	PROPN
easat-8453	377	58	rathore	rathore	PROPN
easat-8453	377	59	eds	eds	PROPN
easat-8453	377	60	.	.	PROPN
easat-8453	377	61	,	,	PUNCT
easat-8453	377	62	2024	2024	NUM
easat-8453	377	63	,	,	PUNCT
easat-8453	377	64	pp	pp	ADV
easat-8453	377	65	.	.	PUNCT
easat-8453	378	1	41	41	NUM
easat-8453	378	2	-	-	SYM
easat-8453	378	3	74	74	NUM
easat-8453	378	4	.	.	PUNCT
easat-8453	379	1	https://doi.org/10.1002/9781394214211.ch3	https://doi.org/10.1002/9781394214211.ch3	PROPN
easat-8453	379	2	[	[	X
easat-8453	379	3	31	31	NUM
easat-8453	379	4	]	]	PUNCT
easat-8453	379	5	a.	a.	NOUN
easat-8453	379	6	onan	onan	PROPN
easat-8453	379	7	,	,	PUNCT
easat-8453	379	8	"	"	PUNCT
easat-8453	379	9	a	a	DET
easat-8453	379	10	fuzzy	fuzzy	ADJ
easat-8453	379	11	-	-	PUNCT
easat-8453	379	12	rough	rough	ADJ
easat-8453	379	13	nearest	near	ADJ
easat-8453	379	14	neighbor	neighbor	NOUN
easat-8453	379	15	classifier	classifier	NOUN
easat-8453	379	16	combined	combine	VERB
easat-8453	379	17	with	with	ADP
easat-8453	379	18	consistency	consistency	NOUN
easat-8453	379	19	-	-	PUNCT
easat-8453	379	20	based	base	VERB
easat-8453	379	21	subset	subset	NOUN
easat-8453	379	22	evaluation	evaluation	NOUN
easat-8453	379	23	and	and	CCONJ
easat-8453	379	24	instance	instance	NOUN
easat-8453	379	25	selection	selection	NOUN
easat-8453	379	26	for	for	ADP
easat-8453	379	27	automated	automate	VERB
easat-8453	379	28	diagnosis	diagnosis	NOUN
easat-8453	379	29	of	of	ADP
easat-8453	379	30	breast	breast	NOUN
easat-8453	379	31	cancer	cancer	NOUN
easat-8453	379	32	,	,	PUNCT
easat-8453	379	33	"	"	PUNCT
easat-8453	379	34	expert	expert	NOUN
easat-8453	379	35	systems	system	NOUN
easat-8453	379	36	with	with	ADP
easat-8453	379	37	applications	application	NOUN
easat-8453	379	38	,	,	PUNCT
easat-8453	379	39	vol	vol	NOUN
easat-8453	379	40	.	.	PROPN
easat-8453	379	41	42	42	NUM
easat-8453	379	42	,	,	PUNCT
easat-8453	379	43	no	no	INTJ
easat-8453	379	44	.	.	NOUN
easat-8453	379	45	20	20	NUM
easat-8453	379	46	,	,	PUNCT
easat-8453	379	47	pp	pp	ADJ
easat-8453	379	48	.	.	PUNCT
easat-8453	380	1	6844	6844	NUM
easat-8453	380	2	-	-	SYM
easat-8453	380	3	6852	6852	NUM
easat-8453	380	4	,	,	PUNCT
easat-8453	380	5	2015/11/15/	2015/11/15/	PROPN
easat-8453	380	6	2015	2015	NUM
easat-8453	380	7	.	.	PUNCT
easat-8453	381	1	https://doi.org/10.1016/j.eswa.2015.05.006	https://doi.org/10.1016/j.eswa.2015.05.006	NOUN
easat-8453	381	2	[	[	X
easat-8453	381	3	32	32	NUM
easat-8453	381	4	]	]	PUNCT
easat-8453	381	5	t.	t.	NOUN
easat-8453	381	6	tuncer	tuncer	NOUN
easat-8453	381	7	,	,	PUNCT
easat-8453	381	8	s.	s.	PROPN
easat-8453	381	9	dogan	dogan	PROPN
easat-8453	381	10	,	,	PUNCT
easat-8453	381	11	and	and	CCONJ
easat-8453	381	12	u.	u.	PROPN
easat-8453	381	13	r.	r.	PROPN
easat-8453	381	14	acharya	acharya	PROPN
easat-8453	381	15	,	,	PUNCT
easat-8453	381	16	"	"	PUNCT
easat-8453	381	17	automated	automate	VERB
easat-8453	381	18	detection	detection	NOUN
easat-8453	381	19	of	of	ADP
easat-8453	381	20	parkinson	parkinson	NOUN
easat-8453	381	21	's	's	PART
easat-8453	381	22	disease	disease	NOUN
easat-8453	381	23	using	use	VERB
easat-8453	381	24	minimum	minimum	ADJ
easat-8453	381	25	average	average	ADJ
easat-8453	381	26	maximum	maximum	ADJ
easat-8453	381	27	tree	tree	NOUN
easat-8453	381	28	and	and	CCONJ
easat-8453	381	29	singular	singular	ADJ
easat-8453	381	30	value	value	NOUN
easat-8453	381	31	decomposition	decomposition	NOUN
easat-8453	381	32	method	method	NOUN
easat-8453	381	33	with	with	ADP
easat-8453	381	34	vowels	vowel	NOUN
easat-8453	381	35	,	,	PUNCT
easat-8453	381	36	"	"	PUNCT
easat-8453	381	37	biocybernetics	biocybernetic	NOUN
easat-8453	381	38	and	and	CCONJ
easat-8453	381	39	biomedical	biomedical	ADJ
easat-8453	381	40	engineering	engineering	NOUN
easat-8453	381	41	,	,	PUNCT
easat-8453	381	42	vol	vol	NOUN
easat-8453	381	43	.	.	PROPN
easat-8453	381	44	40	40	NUM
easat-8453	381	45	,	,	PUNCT
easat-8453	381	46	no	no	INTJ
easat-8453	381	47	.	.	NOUN
easat-8453	381	48	1	1	NUM
easat-8453	381	49	,	,	PUNCT
easat-8453	381	50	pp	pp	ADJ
easat-8453	381	51	.	.	PUNCT
easat-8453	382	1	211	211	NUM
easat-8453	382	2	-	-	SYM
easat-8453	382	3	220	220	NUM
easat-8453	382	4	,	,	PUNCT
easat-8453	382	5	2020/01/01/	2020/01/01/	NUM
easat-8453	382	6	2020	2020	NUM
easat-8453	382	7	.	.	PUNCT
easat-8453	383	1	https://doi.org/10.1016/j.bbe.2019.05.006	https://doi.org/10.1016/j.bbe.2019.05.006	PROPN
easat-8453	384	1	[	[	X
easat-8453	384	2	33	33	NUM
easat-8453	384	3	]	]	PUNCT
easat-8453	384	4	g.	g.	PROPN
easat-8453	384	5	solana	solana	PROPN
easat-8453	384	6	-	-	PUNCT
easat-8453	384	7	lavalle	lavalle	PROPN
easat-8453	384	8	,	,	PUNCT
easat-8453	384	9	j.-c	j.-c	PROPN
easat-8453	384	10	.	.	PUNCT
easat-8453	385	1	galán	galán	NOUN
easat-8453	385	2	-	-	PUNCT
easat-8453	385	3	hernández	hernández	PROPN
easat-8453	385	4	,	,	PUNCT
easat-8453	385	5	and	and	CCONJ
easat-8453	385	6	r.	r.	PROPN
easat-8453	385	7	rosas	rosas	PROPN
easat-8453	385	8	-	-	PUNCT
easat-8453	385	9	romero	romero	PROPN
easat-8453	385	10	,	,	PUNCT
easat-8453	385	11	"	"	PUNCT
easat-8453	385	12	automatic	automatic	ADJ
easat-8453	385	13	parkinson	parkinson	NOUN
easat-8453	385	14	disease	disease	NOUN
easat-8453	385	15	detection	detection	NOUN
easat-8453	385	16	at	at	ADP
easat-8453	385	17	early	early	ADJ
easat-8453	385	18	stages	stage	NOUN
easat-8453	385	19	as	as	ADP
easat-8453	385	20	a	a	DET
easat-8453	385	21	pre	pre	ADJ
easat-8453	385	22	-	-	ADJ
easat-8453	385	23	diagnosis	diagnosis	NOUN
easat-8453	385	24	tool	tool	NOUN
easat-8453	385	25	by	by	ADP
easat-8453	385	26	using	use	VERB
easat-8453	385	27	classifiers	classifier	NOUN
easat-8453	385	28	and	and	CCONJ
easat-8453	385	29	a	a	DET
easat-8453	385	30	small	small	ADJ
easat-8453	385	31	set	set	NOUN
easat-8453	385	32	of	of	ADP
easat-8453	385	33	vocal	vocal	ADJ
easat-8453	385	34	features	feature	NOUN
easat-8453	385	35	,	,	PUNCT
easat-8453	385	36	"	"	PUNCT
easat-8453	385	37	biocybernetics	biocybernetic	NOUN
easat-8453	385	38	and	and	CCONJ
easat-8453	385	39	biomedical	biomedical	ADJ
easat-8453	385	40	engineering	engineering	NOUN
easat-8453	385	41	,	,	PUNCT
easat-8453	385	42	vol	vol	NOUN
easat-8453	385	43	.	.	PROPN
easat-8453	385	44	40	40	NUM
easat-8453	385	45	,	,	PUNCT
easat-8453	385	46	no	no	INTJ
easat-8453	385	47	.	.	NOUN
easat-8453	385	48	1	1	NUM
easat-8453	385	49	,	,	PUNCT
easat-8453	385	50	pp	pp	ADJ
easat-8453	385	51	.	.	PUNCT
easat-8453	386	1	505	505	NUM
easat-8453	386	2	-	-	SYM
easat-8453	386	3	516	516	NUM
easat-8453	386	4	,	,	PUNCT
easat-8453	386	5	2020/01/01/	2020/01/01/	NUM
easat-8453	386	6	2020	2020	NUM
easat-8453	386	7	.	.	PUNCT
easat-8453	387	1	https://doi.org/10.1016/j.bbe.2020.01.003	https://doi.org/10.1016/j.bbe.2020.01.003	X
easat-8453	387	2	[	[	X
easat-8453	387	3	34	34	NUM
easat-8453	387	4	]	]	X
easat-8453	387	5	y.	y.	PROPN
easat-8453	387	6	f.	f.	PROPN
easat-8453	387	7	hernández	hernández	PROPN
easat-8453	387	8	-	-	PUNCT
easat-8453	387	9	julio	julio	PROPN
easat-8453	387	10	,	,	PUNCT
easat-8453	387	11	m.	m.	PROPN
easat-8453	387	12	j.	j.	PROPN
easat-8453	387	13	prieto	prieto	PROPN
easat-8453	387	14	-	-	PUNCT
easat-8453	387	15	guevara	guevara	PROPN
easat-8453	387	16	,	,	PUNCT
easat-8453	387	17	w.	w.	PROPN
easat-8453	387	18	nieto	nieto	PROPN
easat-8453	387	19	-	-	PUNCT
easat-8453	387	20	bernal	bernal	PROPN
easat-8453	387	21	,	,	PUNCT
easat-8453	387	22	c.	c.	PROPN
easat-8453	387	23	jiménez	jiménez	PROPN
easat-8453	387	24	-	-	PUNCT
easat-8453	387	25	velásquez	velásquez	NOUN
easat-8453	387	26	,	,	PUNCT
easat-8453	387	27	and	and	CCONJ
easat-8453	387	28	j.	j.	PROPN
easat-8453	387	29	ruíz	ruíz	PROPN
easat-8453	387	30	-	-	PUNCT
easat-8453	387	31	guzmán	guzmán	NOUN
easat-8453	387	32	,	,	PUNCT
easat-8453	387	33	"	"	PUNCT
easat-8453	387	34	fuzzy	fuzzy	ADJ
easat-8453	387	35	knowledge	knowledge	NOUN
easat-8453	387	36	discovery	discovery	NOUN
easat-8453	387	37	and	and	CCONJ
easat-8453	387	38	decision	decision	NOUN
easat-8453	387	39	-	-	PUNCT
easat-8453	387	40	making	making	NOUN
easat-8453	387	41	through	through	ADP
easat-8453	387	42	clustering	clustering	NOUN
easat-8453	387	43	and	and	CCONJ
easat-8453	387	44	dynamic	dynamic	ADJ
easat-8453	387	45	tables	table	NOUN
easat-8453	387	46	:	:	PUNCT
easat-8453	387	47	application	application	NOUN
easat-8453	387	48	to	to	ADP
easat-8453	387	49	bioengineering	bioengineering	NOUN
easat-8453	387	50	,	,	PUNCT
easat-8453	387	51	"	"	PUNCT
easat-8453	387	52	in	in	ADP
easat-8453	387	53	fsdm	fsdm	NOUN
easat-8453	387	54	,	,	PUNCT
easat-8453	387	55	2018	2018	NUM
easat-8453	387	56	,	,	PUNCT
easat-8453	387	57	pp	pp	ADV
easat-8453	387	58	.	.	PUNCT
easat-8453	388	1	480	480	NUM
easat-8453	388	2	-	-	SYM
easat-8453	388	3	487	487	NUM
easat-8453	388	4	.	.	PUNCT
easat-8453	389	1	[	[	X
easat-8453	389	2	35	35	NUM
easat-8453	389	3	]	]	X
easat-8453	389	4	y.	y.	PROPN
easat-8453	389	5	f.	f.	PROPN
easat-8453	389	6	hernández	hernández	PROPN
easat-8453	389	7	-	-	PUNCT
easat-8453	389	8	julio	julio	PROPN
easat-8453	389	9	,	,	PUNCT
easat-8453	389	10	m.	m.	PROPN
easat-8453	389	11	j.	j.	PROPN
easat-8453	389	12	prieto	prieto	PROPN
easat-8453	389	13	-	-	PUNCT
easat-8453	389	14	guevara	guevara	PROPN
easat-8453	389	15	,	,	PUNCT
easat-8453	389	16	and	and	CCONJ
easat-8453	389	17	w.	w.	PROPN
easat-8453	389	18	nieto	nieto	PROPN
easat-8453	389	19	-	-	PUNCT
easat-8453	389	20	bernal	bernal	PROPN
easat-8453	389	21	,	,	PUNCT
easat-8453	389	22	"	"	PUNCT
easat-8453	389	23	fuzzy	fuzzy	ADJ
easat-8453	389	24	clustering	clustering	NOUN
easat-8453	389	25	and	and	CCONJ
easat-8453	389	26	dynamic	dynamic	ADJ
easat-8453	389	27	tables	table	NOUN
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easat-8453	389	29	knowledge	knowledge	NOUN
easat-8453	389	30	discovery	discovery	NOUN
easat-8453	389	31	and	and	CCONJ
easat-8453	389	32	decision	decision	NOUN
easat-8453	389	33	-	-	PUNCT
easat-8453	389	34	making	making	NOUN
easat-8453	389	35	:	:	PUNCT
easat-8453	389	36	analysis	analysis	NOUN
easat-8453	389	37	of	of	ADP
easat-8453	389	38	the	the	DET
easat-8453	389	39	reproductive	reproductive	ADJ
easat-8453	389	40	performance	performance	NOUN
easat-8453	389	41	of	of	ADP
easat-8453	389	42	the	the	DET
easat-8453	389	43	marine	marine	PROPN
easat-8453	389	44	copepod	copepod	PROPN
easat-8453	389	45	cyclopina	cyclopina	PROPN
easat-8453	389	46	sp	sp	PROPN
easat-8453	389	47	,	,	PUNCT
easat-8453	389	48	"	"	PUNCT
easat-8453	389	49	aquaculture	aquaculture	NOUN
easat-8453	389	50	,	,	PUNCT
easat-8453	389	51	p.	p.	NOUN
easat-8453	389	52	735183	735183	NUM
easat-8453	389	53	,	,	PUNCT
easat-8453	389	54	2020/02/29/	2020/02/29/	PROPN
easat-8453	389	55	2020	2020	NUM
easat-8453	389	56	.	.	PUNCT
easat-8453	390	1	https://doi.org/10.1016/j.aquaculture.2020.735183	https://doi.org/10.1016/j.aquaculture.2020.735183	PROPN
easat-8453	390	2	[	[	X
easat-8453	390	3	36	36	NUM
easat-8453	390	4	]	]	X
easat-8453	390	5	y.	y.	PROPN
easat-8453	390	6	f.	f.	PROPN
easat-8453	390	7	hernández	hernández	PROPN
easat-8453	390	8	-	-	PUNCT
easat-8453	390	9	julio	julio	PROPN
easat-8453	390	10	,	,	PUNCT
easat-8453	390	11	i.	i.	PROPN
easat-8453	390	12	meriño	meriño	PROPN
easat-8453	390	13	-	-	PUNCT
easat-8453	390	14	fuentes	fuentes	PROPN
easat-8453	390	15	,	,	PUNCT
easat-8453	390	16	r.	r.	PROPN
easat-8453	390	17	r.	r.	PROPN
easat-8453	390	18	gonzález	gonzález	PROPN
easat-8453	390	19	-	-	PUNCT
easat-8453	390	20	díaz	díaz	NOUN
easat-8453	390	21	,	,	PUNCT
easat-8453	390	22	a.	a.	NOUN
easat-8453	390	23	guerrero	guerrero	PROPN
easat-8453	390	24	-	-	PUNCT
easat-8453	390	25	avendaño	avendaño	PROPN
easat-8453	390	26	,	,	PUNCT
easat-8453	390	27	l.	l.	PROPN
easat-8453	390	28	v.	v.	PROPN
easat-8453	390	29	o.	o.	PROPN
easat-8453	390	30	toledo	toledo	PROPN
easat-8453	390	31	,	,	PUNCT
easat-8453	390	32	and	and	CCONJ
easat-8453	390	33	w.	w.	PROPN
easat-8453	390	34	n.	n.	PROPN
easat-8453	390	35	bernal	bernal	PROPN
easat-8453	390	36	,	,	PUNCT
easat-8453	390	37	"	"	PUNCT
easat-8453	390	38	fuzzy	fuzzy	ADJ
easat-8453	390	39	knowledge	knowledge	NOUN
easat-8453	390	40	discovery	discovery	NOUN
easat-8453	390	41	and	and	CCONJ
easat-8453	390	42	decision	decision	NOUN
easat-8453	390	43	-	-	PUNCT
easat-8453	390	44	making	making	NOUN
easat-8453	390	45	through	through	ADP
easat-8453	390	46	clustering	clustering	NOUN
easat-8453	390	47	and	and	CCONJ
easat-8453	390	48	dynamic	dynamic	ADJ
easat-8453	390	49	tables	table	NOUN
easat-8453	390	50	:	:	PUNCT
easat-8453	390	51	application	application	NOUN
easat-8453	390	52	in	in	ADP
easat-8453	390	53	colombian	colombian	ADJ
easat-8453	390	54	business	business	NOUN
easat-8453	390	55	finance	finance	NOUN
easat-8453	390	56	,	,	PUNCT
easat-8453	390	57	"	"	PUNCT
easat-8453	390	58	in	in	ADP
easat-8453	390	59	2020	2020	NUM
easat-8453	390	60	15th	15th	ADJ
easat-8453	390	61	iberian	iberian	ADJ
easat-8453	390	62	conference	conference	NOUN
easat-8453	390	63	on	on	ADP
easat-8453	390	64	information	information	NOUN
easat-8453	390	65	systems	system	NOUN
easat-8453	390	66	and	and	CCONJ
easat-8453	390	67	technologies	technology	NOUN
easat-8453	390	68	(	(	PUNCT
easat-8453	390	69	cisti	cisti	PROPN
easat-8453	390	70	)	)	PUNCT
easat-8453	390	71	,	,	PUNCT
easat-8453	390	72	24	24	NUM
easat-8453	390	73	-	-	SYM
easat-8453	390	74	27	27	NUM
easat-8453	390	75	june	june	PROPN
easat-8453	390	76	2020	2020	NUM
easat-8453	390	77	2020	2020	NUM
easat-8453	390	78	,	,	PUNCT
easat-8453	390	79	pp	pp	ADV
easat-8453	390	80	.	.	PUNCT
easat-8453	391	1	1	1	NUM
easat-8453	391	2	-	-	SYM
easat-8453	391	3	5	5	NUM
easat-8453	391	4	.	.	PUNCT
easat-8453	391	5	appendix	appendix	VERB
easat-8453	391	6	a	a	DET
easat-8453	391	7	https://drive.google.com/file/d/15dguc58aosaprss-dhzw9qn_natgu-e8/view?usp=sharing	https://drive.google.com/file/d/15dguc58aosaprss-dhzw9qn_natgu-e8/view?usp=share	VERB
easat-8453	391	8	(	(	PUNCT
easat-8453	391	9	accessed	access	VERB
easat-8453	391	10	on	on	ADP
easat-8453	391	11	19	19	NUM
easat-8453	391	12	march	march	NOUN
easat-8453	391	13	2024	2024	NUM
easat-8453	391	14	)	)	PUNCT
easat-8453	391	15	.	.	PUNCT
easat-8453	392	1	appendix	appendix	VERB
easat-8453	392	2	b	b	PROPN
easat-8453	392	3	https://drive.google.com/file/d/1ottvn5a5lclmh5okm6cli5tuvisg73cf/view?usp=sharing	https://drive.google.com/file/d/1ottvn5a5lclmh5okm6cli5tuvisg73cf/view?usp=share	VERB
easat-8453	392	4	(	(	PUNCT
easat-8453	392	5	accessed	access	VERB
easat-8453	392	6	on	on	ADP
easat-8453	392	7	19	19	NUM
easat-8453	392	8	march	march	NOUN
easat-8453	392	9	2024	2024	NUM
easat-8453	392	10	)	)	PUNCT
easat-8453	392	11	.	.	PUNCT
easat-8453	393	1	declaration	declaration	NOUN
easat-8453	393	2	of	of	ADP
easat-8453	393	3	generative	generative	ADJ
easat-8453	393	4	ai	ai	NOUN
easat-8453	393	5	and	and	CCONJ
easat-8453	393	6	ai	ai	ADJ
easat-8453	393	7	-	-	PUNCT
easat-8453	393	8	assisted	assist	VERB
easat-8453	393	9	technologies	technology	NOUN
easat-8453	393	10	in	in	ADP
easat-8453	393	11	the	the	DET
easat-8453	393	12	writing	writing	NOUN
easat-8453	393	13	process	process	NOUN
easat-8453	393	14	while	while	SCONJ
easat-8453	393	15	preparing	prepare	VERB
easat-8453	393	16	this	this	DET
easat-8453	393	17	article	article	NOUN
easat-8453	393	18	,	,	PUNCT
easat-8453	393	19	the	the	DET
easat-8453	393	20	authors	author	NOUN
easat-8453	393	21	used	use	VERB
easat-8453	393	22	chatgpt	chatgpt	NOUN
easat-8453	393	23	premium	premium	NOUN
easat-8453	393	24	to	to	PART
easat-8453	393	25	improve	improve	VERB
easat-8453	393	26	their	their	PRON
easat-8453	393	27	readability	readability	NOUN
easat-8453	393	28	and	and	CCONJ
easat-8453	393	29	language	language	NOUN
easat-8453	393	30	because	because	SCONJ
easat-8453	393	31	the	the	DET
easat-8453	393	32	authors	author	NOUN
easat-8453	393	33	are	be	AUX
easat-8453	393	34	not	not	PART
easat-8453	393	35	native	native	ADJ
easat-8453	393	36	english	english	ADJ
easat-8453	393	37	speakers	speaker	NOUN
easat-8453	393	38	.	.	PUNCT
easat-8453	394	1	after	after	ADP
easat-8453	394	2	using	use	VERB
easat-8453	394	3	this	this	DET
easat-8453	394	4	tool	tool	NOUN
easat-8453	394	5	,	,	PUNCT
easat-8453	394	6	the	the	DET
easat-8453	394	7	authors	author	NOUN
easat-8453	394	8	reviewed	review	VERB
easat-8453	394	9	and	and	CCONJ
easat-8453	394	10	edited	edit	VERB
easat-8453	394	11	the	the	DET
easat-8453	394	12	content	content	NOUN
easat-8453	394	13	as	as	SCONJ
easat-8453	394	14	needed	need	VERB
easat-8453	394	15	and	and	CCONJ
easat-8453	394	16	took	take	VERB
easat-8453	394	17	full	full	ADJ
easat-8453	394	18	responsibility	responsibility	NOUN
easat-8453	394	19	for	for	ADP
easat-8453	394	20	the	the	DET
easat-8453	394	21	content	content	NOUN
easat-8453	394	22	of	of	ADP
easat-8453	394	23	the	the	DET
easat-8453	394	24	publication	publication	NOUN
easat-8453	394	25	.	.	PUNCT
easat-8453	395	1	https://doi.org/10.1007/978-3-662-43505-2_14	https://doi.org/10.1007/978-3-662-43505-2_14	NOUN
easat-8453	395	2	https://doi.org/10.1007/s40815-023-01665-0	https://doi.org/10.1007/s40815-023-01665-0	NUM
easat-8453	395	3	https://doi.org/10.1002/9781394214211.ch3	https://doi.org/10.1002/9781394214211.ch3	PROPN
easat-8453	395	4	https://doi.org/10.1016/j.eswa.2015.05.006	https://doi.org/10.1016/j.eswa.2015.05.006	NOUN
easat-8453	395	5	https://doi.org/10.1016/j.bbe.2019.05.006	https://doi.org/10.1016/j.bbe.2019.05.006	NOUN
easat-8453	395	6	https://doi.org/10.1016/j.bbe.2020.01.003	https://doi.org/10.1016/j.bbe.2020.01.003	X
easat-8453	395	7	https://doi.org/10.1016/j.aquaculture.2020.735183	https://doi.org/10.1016/j.aquaculture.2020.735183	ADV