id	sid	tid	token	lemma	pos
easat-3402	1	1	edelweiss	edelweiss	PROPN
easat-3402	1	2	applied	apply	VERB
easat-3402	1	3	science	science	NOUN
easat-3402	1	4	and	and	CCONJ
easat-3402	1	5	technology	technology	NOUN
easat-3402	1	6	issn	issn	PROPN
easat-3402	1	7	:	:	PUNCT
easat-3402	1	8	2576	2576	NUM
easat-3402	1	9	-	-	SYM
easat-3402	1	10	8484	8484	NUM
easat-3402	1	11	vol	vol	NOUN
easat-3402	1	12	.	.	PROPN
easat-3402	1	13	8	8	NUM
easat-3402	1	14	,	,	PUNCT
easat-3402	1	15	no	no	INTJ
easat-3402	1	16	.	.	NOUN
easat-3402	1	17	6	6	NUM
easat-3402	1	18	,	,	PUNCT
easat-3402	1	19	6480	6480	NUM
easat-3402	1	20	-	-	SYM
easat-3402	1	21	6497	6497	NUM
easat-3402	1	22	2024	2024	NUM
easat-3402	1	23	publisher	publisher	NOUN
easat-3402	1	24	:	:	PUNCT
easat-3402	1	25	learning	learn	VERB
easat-3402	1	26	gate	gate	NOUN
easat-3402	1	27	doi	doi	PROPN
easat-3402	1	28	:	:	PUNCT
easat-3402	1	29	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	1	30	©	©	PROPN
easat-3402	1	31	2024	2024	NUM
easat-3402	1	32	by	by	ADP
easat-3402	1	33	the	the	DET
easat-3402	1	34	authors	author	NOUN
easat-3402	1	35	;	;	PUNCT
easat-3402	1	36	licensee	licensee	PROPN
easat-3402	1	37	learning	learning	NOUN
easat-3402	1	38	gate	gate	NOUN
easat-3402	1	39	©	©	PROPN
easat-3402	1	40	2024	2024	NUM
easat-3402	1	41	by	by	ADP
easat-3402	1	42	the	the	DET
easat-3402	1	43	authors	author	NOUN
easat-3402	1	44	;	;	PUNCT
easat-3402	1	45	licensee	licensee	PROPN
easat-3402	1	46	learning	learn	VERB
easat-3402	1	47	gate	gate	NOUN
easat-3402	1	48	*	*	PUNCT
easat-3402	1	49	correspondence	correspondence	NOUN
easat-3402	1	50	:	:	PUNCT
easat-3402	2	1	ltadj@alfaisal.edu	ltadj@alfaisal.edu	PROPN
easat-3402	2	2	machine	machine	NOUN
easat-3402	2	3	learning	learn	VERB
easat-3402	2	4	for	for	ADP
easat-3402	2	5	phonological	phonological	ADJ
easat-3402	2	6	analysis	analysis	NOUN
easat-3402	2	7	:	:	PUNCT
easat-3402	2	8	a	a	DET
easat-3402	2	9	case	case	NOUN
easat-3402	2	10	study	study	NOUN
easat-3402	2	11	in	in	ADP
easat-3402	2	12	gender	gender	NOUN
easat-3402	2	13	prediction	prediction	NOUN
easat-3402	2	14	yasser	yasser	PROPN
easat-3402	2	15	a.	a.	PROPN
easat-3402	2	16	al	al	PROPN
easat-3402	2	17	tamimi1	tamimi1	PROPN
easat-3402	2	18	,	,	PUNCT
easat-3402	2	19	lotfi	lotfi	PROPN
easat-3402	2	20	tadj2	tadj2	PROPN
easat-3402	2	21	*	*	SYM
easat-3402	2	22	1english	1english	NUM
easat-3402	2	23	department	department	NOUN
easat-3402	2	24	,	,	PUNCT
easat-3402	2	25	alfaisal	alfaisal	NOUN
easat-3402	2	26	university	university	NOUN
easat-3402	2	27	,	,	PUNCT
easat-3402	2	28	riyadh	riyadh	PROPN
easat-3402	2	29	11533	11533	NUM
easat-3402	2	30	,	,	PUNCT
easat-3402	2	31	saudi	saudi	PROPN
easat-3402	2	32	arabia	arabia	PROPN
easat-3402	2	33	;	;	PUNCT
easat-3402	2	34	yaltamimi@alfaisal.edu	yaltamimi@alfaisal.edu	PROPN
easat-3402	2	35	(	(	PUNCT
easat-3402	2	36	y.a.a.t	y.a.a.t	PROPN
easat-3402	2	37	.	.	PROPN
easat-3402	2	38	)	)	PUNCT
easat-3402	2	39	.	.	PUNCT
easat-3402	3	1	2department	2department	NUM
easat-3402	3	2	of	of	ADP
easat-3402	3	3	industrial	industrial	ADJ
easat-3402	3	4	engineering	engineering	NOUN
easat-3402	3	5	,	,	PUNCT
easat-3402	3	6	alfaisal	alfaisal	NOUN
easat-3402	3	7	university	university	NOUN
easat-3402	3	8	,	,	PUNCT
easat-3402	3	9	riyadh	riyadh	PROPN
easat-3402	3	10	11533	11533	NUM
easat-3402	3	11	,	,	PUNCT
easat-3402	3	12	saudi	saudi	PROPN
easat-3402	3	13	arabia	arabia	PROPN
easat-3402	3	14	;	;	PUNCT
easat-3402	3	15	ltadj@alfaisal.edu	ltadj@alfaisal.edu	PROPN
easat-3402	3	16	(	(	PUNCT
easat-3402	3	17	l.t	l.t	PROPN
easat-3402	3	18	.	.	PROPN
easat-3402	3	19	)	)	PUNCT
easat-3402	3	20	.	.	PUNCT
easat-3402	4	1	abstract	abstract	ADJ
easat-3402	4	2	:	:	PUNCT
easat-3402	4	3	al	al	PROPN
easat-3402	4	4	tamimi	tamimi	PROPN
easat-3402	4	5	and	and	CCONJ
easat-3402	4	6	smith	smith	PROPN
easat-3402	4	7	(	(	PUNCT
easat-3402	4	8	2023	2023	NUM
easat-3402	4	9	)	)	PUNCT
easat-3402	4	10	use	use	VERB
easat-3402	4	11	a	a	DET
easat-3402	4	12	conventional	conventional	ADJ
easat-3402	4	13	phonological	phonological	ADJ
easat-3402	4	14	framework	framework	NOUN
easat-3402	4	15	to	to	PART
easat-3402	4	16	investigate	investigate	VERB
easat-3402	4	17	gender	gender	NOUN
easat-3402	4	18	differentiation	differentiation	NOUN
easat-3402	4	19	in	in	ADP
easat-3402	4	20	a	a	DET
easat-3402	4	21	corpus	corpus	NOUN
easat-3402	4	22	of	of	ADP
easat-3402	4	23	656	656	NUM
easat-3402	4	24	saudi	saudi	ADJ
easat-3402	4	25	arabian	arabian	ADJ
easat-3402	4	26	first	first	ADJ
easat-3402	4	27	names	name	NOUN
easat-3402	4	28	.	.	PUNCT
easat-3402	5	1	their	their	PRON
easat-3402	5	2	findings	finding	NOUN
easat-3402	5	3	suggest	suggest	VERB
easat-3402	5	4	that	that	SCONJ
easat-3402	5	5	no	no	DET
easat-3402	5	6	single	single	ADJ
easat-3402	5	7	phonological	phonological	ADJ
easat-3402	5	8	feature	feature	NOUN
easat-3402	5	9	—	—	PUNCT
easat-3402	5	10	such	such	ADJ
easat-3402	5	11	as	as	ADP
easat-3402	5	12	the	the	DET
easat-3402	5	13	number	number	NOUN
easat-3402	5	14	of	of	ADP
easat-3402	5	15	phonemes	phoneme	NOUN
easat-3402	5	16	,	,	PUNCT
easat-3402	5	17	syllable	syllable	NOUN
easat-3402	5	18	structure	structure	NOUN
easat-3402	5	19	(	(	PUNCT
easat-3402	5	20	open	open	ADJ
easat-3402	5	21	vs.	vs.	ADP
easat-3402	5	22	closed	closed	ADJ
easat-3402	5	23	)	)	PUNCT
easat-3402	5	24	,	,	PUNCT
easat-3402	5	25	stress	stress	NOUN
easat-3402	5	26	patterns	pattern	NOUN
easat-3402	5	27	,	,	PUNCT
easat-3402	5	28	or	or	CCONJ
easat-3402	5	29	the	the	DET
easat-3402	5	30	voicing	voicing	NOUN
easat-3402	5	31	of	of	ADP
easat-3402	5	32	initial	initial	ADJ
easat-3402	5	33	and	and	CCONJ
easat-3402	5	34	final	final	ADJ
easat-3402	5	35	consonants	consonant	NOUN
easat-3402	5	36	—	—	PUNCT
easat-3402	5	37	can	can	AUX
easat-3402	5	38	definitively	definitively	ADV
easat-3402	5	39	determine	determine	VERB
easat-3402	5	40	gender	gender	NOUN
easat-3402	5	41	.	.	PUNCT
easat-3402	6	1	however	however	ADV
easat-3402	6	2	,	,	PUNCT
easat-3402	6	3	a	a	DET
easat-3402	6	4	combination	combination	NOUN
easat-3402	6	5	of	of	ADP
easat-3402	6	6	these	these	DET
easat-3402	6	7	features	feature	NOUN
easat-3402	6	8	can	can	AUX
easat-3402	6	9	collectively	collectively	ADV
easat-3402	6	10	facilitate	facilitate	VERB
easat-3402	6	11	accurate	accurate	ADJ
easat-3402	6	12	gender	gender	NOUN
easat-3402	6	13	identification	identification	NOUN
easat-3402	6	14	.	.	PUNCT
easat-3402	7	1	expanding	expand	VERB
easat-3402	7	2	on	on	ADP
easat-3402	7	3	this	this	DET
easat-3402	7	4	premise	premise	NOUN
easat-3402	7	5	,	,	PUNCT
easat-3402	7	6	the	the	DET
easat-3402	7	7	current	current	ADJ
easat-3402	7	8	study	study	NOUN
easat-3402	7	9	integrates	integrate	VERB
easat-3402	7	10	phonological	phonological	ADJ
easat-3402	7	11	analysis	analysis	NOUN
easat-3402	7	12	with	with	ADP
easat-3402	7	13	machine	machine	NOUN
easat-3402	7	14	learning	learning	NOUN
easat-3402	7	15	,	,	PUNCT
easat-3402	7	16	employing	employ	VERB
easat-3402	7	17	both	both	DET
easat-3402	7	18	supervised	supervise	VERB
easat-3402	7	19	techniques	technique	NOUN
easat-3402	7	20	(	(	PUNCT
easat-3402	7	21	e.g.	e.g.	ADV
easat-3402	7	22	,	,	PUNCT
easat-3402	7	23	naïve	naïve	ADJ
easat-3402	7	24	bayes	baye	NOUN
easat-3402	7	25	)	)	PUNCT
easat-3402	7	26	and	and	CCONJ
easat-3402	7	27	unsupervised	unsupervised	ADJ
easat-3402	7	28	methods	method	NOUN
easat-3402	7	29	(	(	PUNCT
easat-3402	7	30	e.g.	e.g.	ADV
easat-3402	7	31	,	,	PUNCT
easat-3402	7	32	k	k	ADJ
easat-3402	7	33	-	-	PUNCT
easat-3402	7	34	means	means	NOUN
easat-3402	7	35	clustering	clustering	NOUN
easat-3402	7	36	)	)	PUNCT
easat-3402	7	37	to	to	PART
easat-3402	7	38	explore	explore	VERB
easat-3402	7	39	whether	whether	SCONJ
easat-3402	7	40	machine	machine	NOUN
easat-3402	7	41	learning	learning	NOUN
easat-3402	7	42	can	can	AUX
easat-3402	7	43	effectively	effectively	ADV
easat-3402	7	44	predict	predict	VERB
easat-3402	7	45	gender	gender	NOUN
easat-3402	7	46	based	base	VERB
easat-3402	7	47	on	on	ADP
easat-3402	7	48	these	these	DET
easat-3402	7	49	phonological	phonological	ADJ
easat-3402	7	50	characteristics	characteristic	NOUN
easat-3402	7	51	.	.	PUNCT
easat-3402	8	1	specifically	specifically	ADV
easat-3402	8	2	,	,	PUNCT
easat-3402	8	3	this	this	DET
easat-3402	8	4	study	study	NOUN
easat-3402	8	5	compares	compare	VERB
easat-3402	8	6	the	the	DET
easat-3402	8	7	performance	performance	NOUN
easat-3402	8	8	of	of	ADP
easat-3402	8	9	classification	classification	NOUN
easat-3402	8	10	methods	method	NOUN
easat-3402	8	11	—	—	PUNCT
easat-3402	8	12	gradient	gradient	ADJ
easat-3402	8	13	boosting	boost	VERB
easat-3402	8	14	machine	machine	NOUN
easat-3402	8	15	(	(	PUNCT
easat-3402	8	16	gbm	gbm	NOUN
easat-3402	8	17	)	)	PUNCT
easat-3402	8	18	,	,	PUNCT
easat-3402	8	19	random	random	ADJ
easat-3402	8	20	forest	forest	NOUN
easat-3402	8	21	,	,	PUNCT
easat-3402	8	22	and	and	CCONJ
easat-3402	8	23	k	k	X
easat-3402	8	24	-	-	PUNCT
easat-3402	8	25	nearest	near	ADJ
easat-3402	8	26	neighbors	neighbor	NOUN
easat-3402	8	27	(	(	PUNCT
easat-3402	8	28	k	k	X
easat-3402	8	29	-	-	PUNCT
easat-3402	8	30	nn)—against	nn)—against	PRON
easat-3402	8	31	clustering	clustering	ADJ
easat-3402	8	32	methods	method	NOUN
easat-3402	8	33	,	,	PUNCT
easat-3402	8	34	including	include	VERB
easat-3402	8	35	hierarchical	hierarchical	ADJ
easat-3402	8	36	clustering	clustering	NOUN
easat-3402	8	37	and	and	CCONJ
easat-3402	8	38	dbscan	dbscan	NOUN
easat-3402	8	39	.	.	PUNCT
easat-3402	9	1	the	the	DET
easat-3402	9	2	methodology	methodology	NOUN
easat-3402	9	3	involves	involve	VERB
easat-3402	9	4	a	a	DET
easat-3402	9	5	detailed	detailed	ADJ
easat-3402	9	6	analysis	analysis	NOUN
easat-3402	9	7	of	of	ADP
easat-3402	9	8	model	model	NOUN
easat-3402	9	9	performance	performance	NOUN
easat-3402	9	10	metrics	metric	NOUN
easat-3402	9	11	,	,	PUNCT
easat-3402	9	12	such	such	ADJ
easat-3402	9	13	as	as	ADP
easat-3402	9	14	accuracy	accuracy	NOUN
easat-3402	9	15	,	,	PUNCT
easat-3402	9	16	f1	f1	NOUN
easat-3402	9	17	scores	score	NOUN
easat-3402	9	18	,	,	PUNCT
easat-3402	9	19	and	and	CCONJ
easat-3402	9	20	clustering	cluster	VERB
easat-3402	9	21	indices	index	NOUN
easat-3402	9	22	,	,	PUNCT
easat-3402	9	23	to	to	PART
easat-3402	9	24	comprehensively	comprehensively	ADV
easat-3402	9	25	evaluate	evaluate	VERB
easat-3402	9	26	the	the	DET
easat-3402	9	27	accuracy	accuracy	NOUN
easat-3402	9	28	and	and	CCONJ
easat-3402	9	29	effectiveness	effectiveness	NOUN
easat-3402	9	30	of	of	ADP
easat-3402	9	31	each	each	DET
easat-3402	9	32	approach	approach	NOUN
easat-3402	9	33	in	in	ADP
easat-3402	9	34	gender	gender	NOUN
easat-3402	9	35	classification	classification	NOUN
easat-3402	9	36	.	.	PUNCT
easat-3402	10	1	the	the	DET
easat-3402	10	2	results	result	NOUN
easat-3402	10	3	indicate	indicate	VERB
easat-3402	10	4	that	that	SCONJ
easat-3402	10	5	classification	classification	NOUN
easat-3402	10	6	methods	method	NOUN
easat-3402	10	7	significantly	significantly	ADV
easat-3402	10	8	outperform	outperform	VERB
easat-3402	10	9	clustering	clustering	ADJ
easat-3402	10	10	approaches	approach	NOUN
easat-3402	10	11	,	,	PUNCT
easat-3402	10	12	with	with	ADP
easat-3402	10	13	the	the	DET
easat-3402	10	14	gbm	gbm	PROPN
easat-3402	10	15	model	model	NOUN
easat-3402	10	16	demonstrating	demonstrate	VERB
easat-3402	10	17	particularly	particularly	ADV
easat-3402	10	18	high	high	ADJ
easat-3402	10	19	accuracy	accuracy	NOUN
easat-3402	10	20	and	and	CCONJ
easat-3402	10	21	balanced	balanced	ADJ
easat-3402	10	22	performance	performance	NOUN
easat-3402	10	23	across	across	ADP
easat-3402	10	24	genders	gender	NOUN
easat-3402	10	25	.	.	PUNCT
easat-3402	11	1	in	in	ADP
easat-3402	11	2	contrast	contrast	NOUN
easat-3402	11	3	,	,	PUNCT
easat-3402	11	4	clustering	clustering	ADJ
easat-3402	11	5	methods	method	NOUN
easat-3402	11	6	struggled	struggle	VERB
easat-3402	11	7	,	,	PUNCT
easat-3402	11	8	particularly	particularly	ADV
easat-3402	11	9	in	in	ADP
easat-3402	11	10	classifying	classify	VERB
easat-3402	11	11	male	male	ADJ
easat-3402	11	12	names	name	NOUN
easat-3402	11	13	,	,	PUNCT
easat-3402	11	14	due	due	ADP
easat-3402	11	15	to	to	ADP
easat-3402	11	16	their	their	PRON
easat-3402	11	17	reliance	reliance	NOUN
easat-3402	11	18	on	on	ADP
easat-3402	11	19	similaritybased	similaritybased	ADJ
easat-3402	11	20	grouping	grouping	NOUN
easat-3402	11	21	rather	rather	ADV
easat-3402	11	22	than	than	ADP
easat-3402	11	23	explicit	explicit	ADJ
easat-3402	11	24	class	class	NOUN
easat-3402	11	25	labeling	labeling	NOUN
easat-3402	11	26	.	.	PUNCT
easat-3402	12	1	these	these	DET
easat-3402	12	2	findings	finding	NOUN
easat-3402	12	3	suggest	suggest	VERB
easat-3402	12	4	that	that	SCONJ
easat-3402	12	5	while	while	SCONJ
easat-3402	12	6	clustering	clustering	ADJ
easat-3402	12	7	methods	method	NOUN
easat-3402	12	8	may	may	AUX
easat-3402	12	9	be	be	AUX
easat-3402	12	10	helpful	helpful	ADJ
easat-3402	12	11	to	to	ADP
easat-3402	12	12	for	for	ADP
easat-3402	12	13	exploratory	exploratory	ADJ
easat-3402	12	14	data	datum	NOUN
easat-3402	12	15	analysis	analysis	NOUN
easat-3402	12	16	,	,	PUNCT
easat-3402	12	17	they	they	PRON
easat-3402	12	18	are	be	AUX
easat-3402	12	19	inadequate	inadequate	ADJ
easat-3402	12	20	for	for	ADP
easat-3402	12	21	precise	precise	ADJ
easat-3402	12	22	gender	gender	NOUN
easat-3402	12	23	classification	classification	NOUN
easat-3402	12	24	.	.	PUNCT
easat-3402	13	1	the	the	DET
easat-3402	13	2	study	study	NOUN
easat-3402	13	3	's	's	PART
easat-3402	13	4	implications	implication	NOUN
easat-3402	13	5	highlight	highlight	VERB
easat-3402	13	6	the	the	DET
easat-3402	13	7	critical	critical	ADJ
easat-3402	13	8	importance	importance	NOUN
easat-3402	13	9	of	of	ADP
easat-3402	13	10	selecting	select	VERB
easat-3402	13	11	appropriate	appropriate	ADJ
easat-3402	13	12	methodologies	methodology	NOUN
easat-3402	13	13	for	for	ADP
easat-3402	13	14	classification	classification	NOUN
easat-3402	13	15	tasks	task	NOUN
easat-3402	13	16	,	,	PUNCT
easat-3402	13	17	demonstrating	demonstrate	VERB
easat-3402	13	18	the	the	DET
easat-3402	13	19	superiority	superiority	NOUN
easat-3402	13	20	of	of	ADP
easat-3402	13	21	classification	classification	NOUN
easat-3402	13	22	models	model	NOUN
easat-3402	13	23	in	in	ADP
easat-3402	13	24	gender	gender	NOUN
easat-3402	13	25	prediction	prediction	NOUN
easat-3402	13	26	.	.	PUNCT
easat-3402	14	1	keywords	keyword	NOUN
easat-3402	14	2	:	:	PUNCT
easat-3402	14	3	gender	gender	NOUN
easat-3402	14	4	identification	identification	NOUN
easat-3402	14	5	,	,	PUNCT
easat-3402	14	6	k	k	NOUN
easat-3402	14	7	-	-	PUNCT
easat-3402	14	8	means	mean	VERB
easat-3402	14	9	clustering	clustering	NOUN
easat-3402	14	10	,	,	PUNCT
easat-3402	14	11	machine	machine	NOUN
easat-3402	14	12	learning	learning	NOUN
easat-3402	14	13	,	,	PUNCT
easat-3402	14	14	naive	naive	ADJ
easat-3402	14	15	bayes	bayes	NOUN
easat-3402	14	16	,	,	PUNCT
easat-3402	14	17	phonological	phonological	ADJ
easat-3402	14	18	features	feature	NOUN
easat-3402	14	19	.	.	PUNCT
easat-3402	15	1	1	1	X
easat-3402	15	2	.	.	X
easat-3402	15	3	introduction	introduction	NOUN
easat-3402	15	4	as	as	ADP
easat-3402	15	5	a	a	DET
easat-3402	15	6	fundamental	fundamental	ADJ
easat-3402	15	7	component	component	NOUN
easat-3402	15	8	of	of	ADP
easat-3402	15	9	linguistics	linguistic	NOUN
easat-3402	15	10	,	,	PUNCT
easat-3402	15	11	phonology	phonology	NOUN
easat-3402	15	12	—	—	PUNCT
easat-3402	15	13	the	the	DET
easat-3402	15	14	study	study	NOUN
easat-3402	15	15	of	of	ADP
easat-3402	15	16	sound	sound	ADJ
easat-3402	15	17	patterns	pattern	NOUN
easat-3402	15	18	in	in	ADP
easat-3402	15	19	language	language	NOUN
easat-3402	15	20	—	—	PUNCT
easat-3402	15	21	primarily	primarily	ADV
easat-3402	15	22	investigates	investigate	VERB
easat-3402	15	23	the	the	DET
easat-3402	15	24	role	role	NOUN
easat-3402	15	25	of	of	ADP
easat-3402	15	26	sounds	sound	NOUN
easat-3402	15	27	within	within	ADP
easat-3402	15	28	linguistic	linguistic	ADJ
easat-3402	15	29	systems	system	NOUN
easat-3402	15	30	to	to	PART
easat-3402	15	31	create	create	VERB
easat-3402	15	32	syllables	syllable	NOUN
easat-3402	15	33	,	,	PUNCT
easat-3402	15	34	words	word	NOUN
easat-3402	15	35	,	,	PUNCT
easat-3402	15	36	phrases	phrase	NOUN
easat-3402	15	37	,	,	PUNCT
easat-3402	15	38	and	and	CCONJ
easat-3402	15	39	longer	long	ADJ
easat-3402	15	40	utterances	utterance	NOUN
easat-3402	15	41	.	.	PUNCT
easat-3402	16	1	the	the	DET
easat-3402	16	2	phonological	phonological	ADJ
easat-3402	16	3	structure	structure	NOUN
easat-3402	16	4	encompasses	encompass	VERB
easat-3402	16	5	a	a	DET
easat-3402	16	6	range	range	NOUN
easat-3402	16	7	of	of	ADP
easat-3402	16	8	segmental	segmental	ADJ
easat-3402	16	9	features	feature	NOUN
easat-3402	16	10	,	,	PUNCT
easat-3402	16	11	including	include	VERB
easat-3402	16	12	vowels	vowel	NOUN
easat-3402	16	13	and	and	CCONJ
easat-3402	16	14	consonants	consonant	NOUN
easat-3402	16	15	;	;	PUNCT
easat-3402	16	16	suprasegmental	suprasegmental	ADJ
easat-3402	16	17	features	feature	NOUN
easat-3402	16	18	,	,	PUNCT
easat-3402	16	19	such	such	ADJ
easat-3402	16	20	as	as	ADP
easat-3402	16	21	stress	stress	NOUN
easat-3402	16	22	,	,	PUNCT
easat-3402	16	23	intonation	intonation	NOUN
easat-3402	16	24	,	,	PUNCT
easat-3402	16	25	and	and	CCONJ
easat-3402	16	26	juncture	juncture	ADJ
easat-3402	16	27	;	;	PUNCT
easat-3402	16	28	and	and	CCONJ
easat-3402	16	29	extrasegmental	extrasegmental	ADJ
easat-3402	16	30	features	feature	NOUN
easat-3402	16	31	,	,	PUNCT
easat-3402	16	32	such	such	ADJ
easat-3402	16	33	as	as	ADP
easat-3402	16	34	syllable	syllable	NOUN
easat-3402	16	35	structure	structure	NOUN
easat-3402	16	36	,	,	PUNCT
easat-3402	16	37	phonotactics	phonotactics	PROPN
easat-3402	16	38	,	,	PUNCT
easat-3402	16	39	prosodic	prosodic	ADJ
easat-3402	16	40	hierarchy	hierarchy	NOUN
easat-3402	16	41	,	,	PUNCT
easat-3402	16	42	and	and	CCONJ
easat-3402	16	43	temporal	temporal	ADJ
easat-3402	16	44	aspects	aspect	NOUN
easat-3402	16	45	(	(	PUNCT
easat-3402	16	46	anderson	anderson	PROPN
easat-3402	16	47	et	et	PROPN
easat-3402	16	48	al	al	PROPN
easat-3402	16	49	.	.	PROPN
easat-3402	16	50	,	,	PUNCT
easat-3402	16	51	2008	2008	NUM
easat-3402	16	52	)	)	PUNCT
easat-3402	16	53	.	.	PUNCT
easat-3402	17	1	traditionally	traditionally	ADV
easat-3402	17	2	grounded	ground	VERB
easat-3402	17	3	in	in	ADP
easat-3402	17	4	descriptive	descriptive	ADJ
easat-3402	17	5	and	and	CCONJ
easat-3402	17	6	theoretical	theoretical	ADJ
easat-3402	17	7	frameworks	framework	NOUN
easat-3402	17	8	,	,	PUNCT
easat-3402	17	9	phonological	phonological	ADJ
easat-3402	17	10	analysis	analysis	NOUN
easat-3402	17	11	has	have	AUX
easat-3402	17	12	evolved	evolve	VERB
easat-3402	17	13	to	to	ADP
easat-3402	17	14	intersect	intersect	VERB
easat-3402	17	15	with	with	ADP
easat-3402	17	16	interdisciplinary	interdisciplinary	ADJ
easat-3402	17	17	fields	field	NOUN
easat-3402	17	18	,	,	PUNCT
easat-3402	17	19	including	include	VERB
easat-3402	17	20	cognitive	cognitive	ADJ
easat-3402	17	21	science	science	NOUN
easat-3402	17	22	,	,	PUNCT
easat-3402	17	23	sociology	sociology	NOUN
easat-3402	17	24	,	,	PUNCT
easat-3402	17	25	psychology	psychology	NOUN
easat-3402	17	26	,	,	PUNCT
easat-3402	17	27	neuroscience	neuroscience	NOUN
easat-3402	17	28	,	,	PUNCT
easat-3402	17	29	and	and	CCONJ
easat-3402	17	30	computer	computer	NOUN
easat-3402	17	31	science	science	NOUN
easat-3402	17	32	,	,	PUNCT
easat-3402	17	33	among	among	ADP
easat-3402	17	34	other	other	ADJ
easat-3402	17	35	disciplines	discipline	NOUN
easat-3402	17	36	.	.	PUNCT
easat-3402	18	1	recent	recent	ADJ
easat-3402	18	2	advancements	advancement	NOUN
easat-3402	18	3	in	in	ADP
easat-3402	18	4	computational	computational	ADJ
easat-3402	18	5	methods	method	NOUN
easat-3402	18	6	,	,	PUNCT
easat-3402	18	7	particularly	particularly	ADV
easat-3402	18	8	machine	machine	NOUN
easat-3402	18	9	learning	learning	NOUN
easat-3402	18	10	,	,	PUNCT
easat-3402	18	11	have	have	AUX
easat-3402	18	12	transformed	transform	VERB
easat-3402	18	13	phonological	phonological	ADJ
easat-3402	18	14	research	research	NOUN
easat-3402	18	15	by	by	ADP
easat-3402	18	16	enabling	enable	VERB
easat-3402	18	17	the	the	DET
easat-3402	18	18	analysis	analysis	NOUN
easat-3402	18	19	of	of	ADP
easat-3402	18	20	extensive	extensive	ADJ
easat-3402	18	21	linguistic	linguistic	ADJ
easat-3402	18	22	datasets	dataset	NOUN
easat-3402	18	23	,	,	PUNCT
easat-3402	18	24	revealing	reveal	VERB
easat-3402	18	25	complex	complex	ADJ
easat-3402	18	26	patterns	pattern	NOUN
easat-3402	18	27	and	and	CCONJ
easat-3402	18	28	relationships	relationship	NOUN
easat-3402	18	29	that	that	PRON
easat-3402	18	30	were	be	AUX
easat-3402	18	31	previously	previously	ADV
easat-3402	18	32	overlooked	overlook	VERB
easat-3402	18	33	.	.	PUNCT
easat-3402	19	1	integrating	integrate	VERB
easat-3402	19	2	these	these	DET
easat-3402	19	3	computational	computational	ADJ
easat-3402	19	4	approaches	approach	NOUN
easat-3402	19	5	enhances	enhance	VERB
easat-3402	19	6	analytical	analytical	ADJ
easat-3402	19	7	precision	precision	NOUN
easat-3402	19	8	and	and	CCONJ
easat-3402	19	9	fosters	foster	VERB
easat-3402	19	10	interdisciplinary	interdisciplinary	ADJ
easat-3402	19	11	collaboration	collaboration	NOUN
easat-3402	19	12	,	,	PUNCT
easat-3402	19	13	making	make	VERB
easat-3402	19	14	each	each	DET
easat-3402	19	15	researcher	researcher	NOUN
easat-3402	19	16	feel	feel	VERB
easat-3402	19	17	included	include	VERB
easat-3402	19	18	and	and	CCONJ
easat-3402	19	19	part	part	NOUN
easat-3402	19	20	of	of	ADP
easat-3402	19	21	a	a	DET
easat-3402	19	22	larger	large	ADJ
easat-3402	19	23	scientific	scientific	ADJ
easat-3402	19	24	community	community	NOUN
easat-3402	19	25	.	.	PUNCT
easat-3402	20	1	as	as	SCONJ
easat-3402	20	2	phonology	phonology	NOUN
easat-3402	20	3	progresses	progress	NOUN
easat-3402	20	4	,	,	PUNCT
easat-3402	20	5	combining	combine	VERB
easat-3402	20	6	traditional	traditional	ADJ
easat-3402	20	7	methods	method	NOUN
easat-3402	20	8	with	with	ADP
easat-3402	20	9	modern	modern	ADJ
easat-3402	20	10	techniques	technique	NOUN
easat-3402	20	11	6481	6481	NUM
easat-3402	20	12	edelweiss	edelweiss	PROPN
easat-3402	20	13	applied	apply	VERB
easat-3402	20	14	science	science	NOUN
easat-3402	20	15	and	and	CCONJ
easat-3402	20	16	technology	technology	NOUN
easat-3402	20	17	issn	issn	PROPN
easat-3402	20	18	:	:	PUNCT
easat-3402	20	19	2576	2576	NUM
easat-3402	20	20	-	-	SYM
easat-3402	20	21	8484	8484	NUM
easat-3402	20	22	vol	vol	NOUN
easat-3402	20	23	.	.	PROPN
easat-3402	21	1	8	8	NUM
easat-3402	21	2	,	,	PUNCT
easat-3402	21	3	no	no	INTJ
easat-3402	21	4	.	.	NOUN
easat-3402	22	1	6	6	NUM
easat-3402	22	2	:	:	PUNCT
easat-3402	22	3	6480	6480	NUM
easat-3402	22	4	-	-	SYM
easat-3402	22	5	6497	6497	NUM
easat-3402	22	6	,	,	PUNCT
easat-3402	22	7	2024	2024	NUM
easat-3402	22	8	doi	doi	NOUN
easat-3402	22	9	:	:	PUNCT
easat-3402	22	10	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	22	11	©	©	PROPN
easat-3402	22	12	2024	2024	NUM
easat-3402	22	13	by	by	ADP
easat-3402	22	14	the	the	DET
easat-3402	22	15	author	author	NOUN
easat-3402	22	16	;	;	PUNCT
easat-3402	22	17	licensee	licensee	PROPN
easat-3402	22	18	learning	learn	VERB
easat-3402	22	19	gate	gate	PROPN
easat-3402	22	20	promises	promise	NOUN
easat-3402	22	21	to	to	PART
easat-3402	22	22	yield	yield	VERB
easat-3402	22	23	new	new	ADJ
easat-3402	22	24	theoretical	theoretical	ADJ
easat-3402	22	25	developments	development	NOUN
easat-3402	22	26	and	and	CCONJ
easat-3402	22	27	a	a	DET
easat-3402	22	28	more	more	ADV
easat-3402	22	29	nuanced	nuanced	ADJ
easat-3402	22	30	understanding	understanding	NOUN
easat-3402	22	31	of	of	ADP
easat-3402	22	32	language	language	NOUN
easat-3402	22	33	structure	structure	NOUN
easat-3402	22	34	and	and	CCONJ
easat-3402	22	35	use	use	NOUN
easat-3402	22	36	.	.	PUNCT
easat-3402	23	1	machine	machine	NOUN
easat-3402	23	2	learning	learning	PROPN
easat-3402	23	3	,	,	PUNCT
easat-3402	23	4	a	a	DET
easat-3402	23	5	branch	branch	NOUN
easat-3402	23	6	of	of	ADP
easat-3402	23	7	artificial	artificial	ADJ
easat-3402	23	8	intelligence	intelligence	NOUN
easat-3402	23	9	,	,	PUNCT
easat-3402	23	10	allows	allow	VERB
easat-3402	23	11	computers	computer	NOUN
easat-3402	23	12	to	to	PART
easat-3402	23	13	learn	learn	VERB
easat-3402	23	14	from	from	ADP
easat-3402	23	15	data	datum	NOUN
easat-3402	23	16	and	and	CCONJ
easat-3402	23	17	generate	generate	VERB
easat-3402	23	18	predictions	prediction	NOUN
easat-3402	23	19	.	.	PUNCT
easat-3402	24	1	its	its	PRON
easat-3402	24	2	integration	integration	NOUN
easat-3402	24	3	into	into	ADP
easat-3402	24	4	phonology	phonology	NOUN
easat-3402	24	5	has	have	AUX
easat-3402	24	6	transformed	transform	VERB
easat-3402	24	7	many	many	ADJ
easat-3402	24	8	linguistic	linguistic	ADJ
easat-3402	24	9	tasks	task	NOUN
easat-3402	24	10	,	,	PUNCT
easat-3402	24	11	such	such	ADJ
easat-3402	24	12	as	as	ADP
easat-3402	24	13	speech	speech	NOUN
easat-3402	24	14	recognition	recognition	NOUN
easat-3402	24	15	,	,	PUNCT
easat-3402	24	16	phonotactic	phonotactic	ADJ
easat-3402	24	17	analysis	analysis	NOUN
easat-3402	24	18	,	,	PUNCT
easat-3402	24	19	accent	accent	ADJ
easat-3402	24	20	detection	detection	NOUN
easat-3402	24	21	,	,	PUNCT
easat-3402	24	22	and	and	CCONJ
easat-3402	24	23	language	language	NOUN
easat-3402	24	24	acquisition	acquisition	NOUN
easat-3402	24	25	research	research	NOUN
easat-3402	24	26	.	.	PUNCT
easat-3402	25	1	machine	machine	NOUN
easat-3402	25	2	learning	learning	NOUN
easat-3402	25	3	models	model	NOUN
easat-3402	25	4	deal	deal	VERB
easat-3402	25	5	effectively	effectively	ADV
easat-3402	25	6	with	with	ADP
easat-3402	25	7	linguistic	linguistic	ADJ
easat-3402	25	8	data	datum	NOUN
easat-3402	25	9	,	,	PUNCT
easat-3402	25	10	as	as	SCONJ
easat-3402	25	11	phonological	phonological	ADJ
easat-3402	25	12	features	feature	NOUN
easat-3402	25	13	like	like	ADP
easat-3402	25	14	syllable	syllable	NOUN
easat-3402	25	15	count	count	NOUN
easat-3402	25	16	,	,	PUNCT
easat-3402	25	17	stress	stress	NOUN
easat-3402	25	18	patterns	pattern	NOUN
easat-3402	25	19	,	,	PUNCT
easat-3402	25	20	and	and	CCONJ
easat-3402	25	21	vowel	vowel	VERB
easat-3402	25	22	-	-	PUNCT
easat-3402	25	23	consonant	consonant	ADJ
easat-3402	25	24	sequences	sequence	NOUN
easat-3402	25	25	can	can	AUX
easat-3402	25	26	be	be	AUX
easat-3402	25	27	quantified	quantify	VERB
easat-3402	25	28	and	and	CCONJ
easat-3402	25	29	modeled	model	VERB
easat-3402	25	30	mathematically	mathematically	ADV
easat-3402	25	31	.	.	PUNCT
easat-3402	26	1	by	by	ADP
easat-3402	26	2	encoding	encode	VERB
easat-3402	26	3	these	these	DET
easat-3402	26	4	features	feature	NOUN
easat-3402	26	5	as	as	ADP
easat-3402	26	6	data	data	NOUN
easat-3402	26	7	points	point	NOUN
easat-3402	26	8	,	,	PUNCT
easat-3402	26	9	machine	machine	NOUN
easat-3402	26	10	learning	learning	NOUN
easat-3402	26	11	algorithms	algorithm	NOUN
easat-3402	26	12	can	can	AUX
easat-3402	26	13	reveal	reveal	VERB
easat-3402	26	14	hidden	hidden	ADJ
easat-3402	26	15	patterns	pattern	NOUN
easat-3402	26	16	and	and	CCONJ
easat-3402	26	17	relationships	relationship	NOUN
easat-3402	26	18	that	that	PRON
easat-3402	26	19	might	might	AUX
easat-3402	26	20	elude	elude	VERB
easat-3402	26	21	traditional	traditional	ADJ
easat-3402	26	22	linguistic	linguistic	ADJ
easat-3402	26	23	analysis	analysis	NOUN
easat-3402	26	24	.	.	PUNCT
easat-3402	27	1	one	one	NUM
easat-3402	27	2	prominent	prominent	ADJ
easat-3402	27	3	application	application	NOUN
easat-3402	27	4	is	be	AUX
easat-3402	27	5	in	in	ADP
easat-3402	27	6	automatic	automatic	ADJ
easat-3402	27	7	speech	speech	NOUN
easat-3402	27	8	recognition	recognition	NOUN
easat-3402	27	9	(	(	PUNCT
easat-3402	27	10	asr	asr	PROPN
easat-3402	27	11	)	)	PUNCT
easat-3402	27	12	,	,	PUNCT
easat-3402	27	13	where	where	SCONJ
easat-3402	27	14	machine	machine	NOUN
easat-3402	27	15	learning	learning	NOUN
easat-3402	27	16	models	model	NOUN
easat-3402	27	17	such	such	ADJ
easat-3402	27	18	as	as	ADP
easat-3402	27	19	neural	neural	ADJ
easat-3402	27	20	networks	network	NOUN
easat-3402	27	21	and	and	CCONJ
easat-3402	27	22	hidden	hide	VERB
easat-3402	27	23	markov	markov	NOUN
easat-3402	27	24	models	model	NOUN
easat-3402	27	25	(	(	PUNCT
easat-3402	27	26	hmms	hmms	NOUN
easat-3402	27	27	)	)	PUNCT
easat-3402	27	28	are	be	AUX
easat-3402	27	29	used	use	VERB
easat-3402	27	30	to	to	PART
easat-3402	27	31	transcribe	transcribe	VERB
easat-3402	27	32	spoken	spoken	ADJ
easat-3402	27	33	language	language	NOUN
easat-3402	27	34	by	by	ADP
easat-3402	27	35	recognizing	recognize	VERB
easat-3402	27	36	phonemes	phoneme	NOUN
easat-3402	27	37	,	,	PUNCT
easat-3402	27	38	the	the	DET
easat-3402	27	39	smallest	small	ADJ
easat-3402	27	40	distinctive	distinctive	ADJ
easat-3402	27	41	sound	sound	ADJ
easat-3402	27	42	units	unit	NOUN
easat-3402	27	43	,	,	PUNCT
easat-3402	27	44	in	in	ADP
easat-3402	27	45	a	a	DET
easat-3402	27	46	speech	speech	NOUN
easat-3402	27	47	stream	stream	NOUN
easat-3402	27	48	.	.	PUNCT
easat-3402	28	1	similarly	similarly	ADV
easat-3402	28	2	,	,	PUNCT
easat-3402	28	3	in	in	ADP
easat-3402	28	4	dialect	dialect	NOUN
easat-3402	28	5	and	and	CCONJ
easat-3402	28	6	accent	accent	ADJ
easat-3402	28	7	recognition	recognition	NOUN
easat-3402	28	8	,	,	PUNCT
easat-3402	28	9	machine	machine	NOUN
easat-3402	28	10	learning	learn	VERB
easat-3402	28	11	techniques	technique	NOUN
easat-3402	28	12	analyze	analyze	VERB
easat-3402	28	13	phonological	phonological	ADJ
easat-3402	28	14	variation	variation	NOUN
easat-3402	28	15	to	to	PART
easat-3402	28	16	classify	classify	VERB
easat-3402	28	17	speech	speech	NOUN
easat-3402	28	18	based	base	VERB
easat-3402	28	19	on	on	ADP
easat-3402	28	20	regional	regional	ADJ
easat-3402	28	21	or	or	CCONJ
easat-3402	28	22	social	social	ADJ
easat-3402	28	23	factors	factor	NOUN
easat-3402	28	24	.	.	PUNCT
easat-3402	29	1	these	these	DET
easat-3402	29	2	computational	computational	ADJ
easat-3402	29	3	approaches	approach	NOUN
easat-3402	29	4	offer	offer	VERB
easat-3402	29	5	greater	great	ADJ
easat-3402	29	6	precision	precision	NOUN
easat-3402	29	7	and	and	CCONJ
easat-3402	29	8	scalability	scalability	NOUN
easat-3402	29	9	than	than	ADP
easat-3402	29	10	traditional	traditional	ADJ
easat-3402	29	11	linguistic	linguistic	ADJ
easat-3402	29	12	analysis	analysis	NOUN
easat-3402	29	13	methods	method	NOUN
easat-3402	29	14	.	.	PUNCT
easat-3402	30	1	recent	recent	ADJ
easat-3402	30	2	advancements	advancement	NOUN
easat-3402	30	3	in	in	ADP
easat-3402	30	4	machine	machine	NOUN
easat-3402	30	5	learning	learning	NOUN
easat-3402	30	6	,	,	PUNCT
easat-3402	30	7	such	such	ADJ
easat-3402	30	8	as	as	ADP
easat-3402	30	9	deep	deep	ADJ
easat-3402	30	10	learning	learning	NOUN
easat-3402	30	11	and	and	CCONJ
easat-3402	30	12	sequence	sequence	NOUN
easat-3402	30	13	-	-	PUNCT
easat-3402	30	14	based	base	VERB
easat-3402	30	15	models	model	NOUN
easat-3402	30	16	like	like	ADP
easat-3402	30	17	lstm	lstm	NOUN
easat-3402	30	18	(	(	PUNCT
easat-3402	30	19	long	long	ADJ
easat-3402	30	20	short	short	ADJ
easat-3402	30	21	-	-	PUNCT
easat-3402	30	22	term	term	NOUN
easat-3402	30	23	memory	memory	NOUN
easat-3402	30	24	)	)	PUNCT
easat-3402	30	25	networks	network	NOUN
easat-3402	30	26	,	,	PUNCT
easat-3402	30	27	have	have	AUX
easat-3402	30	28	further	far	ADV
easat-3402	30	29	improved	improve	VERB
easat-3402	30	30	the	the	DET
easat-3402	30	31	accuracy	accuracy	NOUN
easat-3402	30	32	and	and	CCONJ
easat-3402	30	33	capability	capability	NOUN
easat-3402	30	34	of	of	ADP
easat-3402	30	35	phonological	phonological	ADJ
easat-3402	30	36	analysis	analysis	NOUN
easat-3402	30	37	.	.	PUNCT
easat-3402	31	1	these	these	DET
easat-3402	31	2	models	model	NOUN
easat-3402	31	3	are	be	AUX
easat-3402	31	4	particularly	particularly	ADV
easat-3402	31	5	adept	adept	ADJ
easat-3402	31	6	at	at	ADP
easat-3402	31	7	processing	process	VERB
easat-3402	31	8	sequential	sequential	ADJ
easat-3402	31	9	data	datum	NOUN
easat-3402	31	10	,	,	PUNCT
easat-3402	31	11	rendering	render	VERB
easat-3402	31	12	them	they	PRON
easat-3402	31	13	well	well	ADV
easat-3402	31	14	-	-	PUNCT
easat-3402	31	15	suited	suit	VERB
easat-3402	31	16	for	for	ADP
easat-3402	31	17	phonemic	phonemic	ADJ
easat-3402	31	18	and	and	CCONJ
easat-3402	31	19	syllabic	syllabic	ADJ
easat-3402	31	20	analyses	analysis	NOUN
easat-3402	31	21	,	,	PUNCT
easat-3402	31	22	where	where	SCONJ
easat-3402	31	23	the	the	DET
easat-3402	31	24	sequence	sequence	NOUN
easat-3402	31	25	of	of	ADP
easat-3402	31	26	sounds	sound	NOUN
easat-3402	31	27	is	be	AUX
easat-3402	31	28	crucial	crucial	ADJ
easat-3402	31	29	.	.	PUNCT
easat-3402	32	1	such	such	ADJ
easat-3402	32	2	developments	development	NOUN
easat-3402	32	3	have	have	AUX
easat-3402	32	4	led	lead	VERB
easat-3402	32	5	to	to	ADP
easat-3402	32	6	more	more	ADV
easat-3402	32	7	sophisticated	sophisticated	ADJ
easat-3402	32	8	applications	application	NOUN
easat-3402	32	9	like	like	ADP
easat-3402	32	10	real	real	ADJ
easat-3402	32	11	-	-	PUNCT
easat-3402	32	12	time	time	NOUN
easat-3402	32	13	speech	speech	NOUN
easat-3402	32	14	translation	translation	NOUN
easat-3402	32	15	and	and	CCONJ
easat-3402	32	16	more	more	ADV
easat-3402	32	17	accurate	accurate	ADJ
easat-3402	32	18	speech	speech	NOUN
easat-3402	32	19	synthesis	synthesis	NOUN
easat-3402	32	20	systems	system	NOUN
easat-3402	32	21	.	.	PUNCT
easat-3402	33	1	in	in	ADP
easat-3402	33	2	addition	addition	NOUN
easat-3402	33	3	to	to	ADP
easat-3402	33	4	its	its	PRON
easat-3402	33	5	essential	essential	ADJ
easat-3402	33	6	role	role	NOUN
easat-3402	33	7	in	in	ADP
easat-3402	33	8	speech	speech	NOUN
easat-3402	33	9	technologies	technology	NOUN
easat-3402	33	10	,	,	PUNCT
easat-3402	33	11	machine	machine	NOUN
easat-3402	33	12	learning	learning	NOUN
easat-3402	33	13	has	have	AUX
easat-3402	33	14	been	be	AUX
easat-3402	33	15	instrumental	instrumental	ADJ
easat-3402	33	16	in	in	ADP
easat-3402	33	17	advancing	advance	VERB
easat-3402	33	18	the	the	DET
easat-3402	33	19	study	study	NOUN
easat-3402	33	20	of	of	ADP
easat-3402	33	21	phonotactics	phonotactics	PROPN
easat-3402	33	22	,	,	PUNCT
easat-3402	33	23	which	which	PRON
easat-3402	33	24	involves	involve	VERB
easat-3402	33	25	the	the	DET
easat-3402	33	26	rules	rule	NOUN
easat-3402	33	27	governing	govern	VERB
easat-3402	33	28	permissible	permissible	ADJ
easat-3402	33	29	sound	sound	NOUN
easat-3402	33	30	sequences	sequence	NOUN
easat-3402	33	31	within	within	ADP
easat-3402	33	32	a	a	DET
easat-3402	33	33	language	language	NOUN
easat-3402	33	34	.	.	PUNCT
easat-3402	34	1	by	by	ADP
easat-3402	34	2	employing	employ	VERB
easat-3402	34	3	unsupervised	unsupervised	ADJ
easat-3402	34	4	learning	learning	NOUN
easat-3402	34	5	algorithms	algorithm	NOUN
easat-3402	34	6	,	,	PUNCT
easat-3402	34	7	researchers	researcher	NOUN
easat-3402	34	8	can	can	AUX
easat-3402	34	9	uncover	uncover	VERB
easat-3402	34	10	phonotactic	phonotactic	ADJ
easat-3402	34	11	constraints	constraint	NOUN
easat-3402	34	12	that	that	PRON
easat-3402	34	13	may	may	AUX
easat-3402	34	14	be	be	AUX
easat-3402	34	15	difficult	difficult	ADJ
easat-3402	34	16	to	to	PART
easat-3402	34	17	identify	identify	VERB
easat-3402	34	18	through	through	ADP
easat-3402	34	19	manual	manual	ADJ
easat-3402	34	20	analysis	analysis	NOUN
easat-3402	34	21	,	,	PUNCT
easat-3402	34	22	thereby	thereby	ADV
easat-3402	34	23	enriching	enrich	VERB
easat-3402	34	24	our	our	PRON
easat-3402	34	25	understanding	understanding	NOUN
easat-3402	34	26	of	of	ADP
easat-3402	34	27	the	the	DET
easat-3402	34	28	underlying	underlie	VERB
easat-3402	34	29	structure	structure	NOUN
easat-3402	34	30	of	of	ADP
easat-3402	34	31	language	language	NOUN
easat-3402	34	32	.	.	PUNCT
easat-3402	35	1	furthermore	furthermore	ADV
easat-3402	35	2	,	,	PUNCT
easat-3402	35	3	machine	machine	NOUN
easat-3402	35	4	learning	learning	NOUN
easat-3402	35	5	is	be	AUX
easat-3402	35	6	pivotal	pivotal	ADJ
easat-3402	35	7	in	in	ADP
easat-3402	35	8	diagnosing	diagnose	VERB
easat-3402	35	9	phonological	phonological	ADJ
easat-3402	35	10	disorders	disorder	NOUN
easat-3402	35	11	,	,	PUNCT
easat-3402	35	12	as	as	SCONJ
easat-3402	35	13	models	model	NOUN
easat-3402	35	14	analyze	analyze	VERB
easat-3402	35	15	speech	speech	NOUN
easat-3402	35	16	patterns	pattern	NOUN
easat-3402	35	17	to	to	PART
easat-3402	35	18	detect	detect	VERB
easat-3402	35	19	deviations	deviation	NOUN
easat-3402	35	20	from	from	ADP
easat-3402	35	21	normal	normal	ADJ
easat-3402	35	22	phonological	phonological	ADJ
easat-3402	35	23	processes	process	NOUN
easat-3402	35	24	,	,	PUNCT
easat-3402	35	25	facilitating	facilitate	VERB
easat-3402	35	26	early	early	ADJ
easat-3402	35	27	diagnosis	diagnosis	NOUN
easat-3402	35	28	and	and	CCONJ
easat-3402	35	29	targeted	target	VERB
easat-3402	35	30	intervention	intervention	NOUN
easat-3402	35	31	.	.	PUNCT
easat-3402	36	1	while	while	SCONJ
easat-3402	36	2	machine	machine	NOUN
easat-3402	36	3	learning	learning	NOUN
easat-3402	36	4	provides	provide	VERB
easat-3402	36	5	significant	significant	ADJ
easat-3402	36	6	advantages	advantage	NOUN
easat-3402	36	7	in	in	ADP
easat-3402	36	8	processing	process	VERB
easat-3402	36	9	linguistic	linguistic	ADJ
easat-3402	36	10	data	datum	NOUN
easat-3402	36	11	,	,	PUNCT
easat-3402	36	12	it	it	PRON
easat-3402	36	13	has	have	VERB
easat-3402	36	14	challenges	challenge	NOUN
easat-3402	36	15	.	.	PUNCT
easat-3402	37	1	phonological	phonological	ADJ
easat-3402	37	2	data	datum	NOUN
easat-3402	37	3	is	be	AUX
easat-3402	37	4	inherently	inherently	ADV
easat-3402	37	5	complex	complex	ADJ
easat-3402	37	6	,	,	PUNCT
easat-3402	37	7	featuring	feature	VERB
easat-3402	37	8	subtle	subtle	ADJ
easat-3402	37	9	sound	sound	ADJ
easat-3402	37	10	patterns	pattern	NOUN
easat-3402	37	11	that	that	PRON
easat-3402	37	12	might	might	AUX
easat-3402	37	13	be	be	AUX
easat-3402	37	14	difficult	difficult	ADJ
easat-3402	37	15	to	to	PART
easat-3402	37	16	capture	capture	VERB
easat-3402	37	17	in	in	ADP
easat-3402	37	18	a	a	DET
easat-3402	37	19	computational	computational	ADJ
easat-3402	37	20	model	model	NOUN
easat-3402	37	21	.	.	PUNCT
easat-3402	38	1	additionally	additionally	ADV
easat-3402	38	2	,	,	PUNCT
easat-3402	38	3	the	the	DET
easat-3402	38	4	risk	risk	NOUN
easat-3402	38	5	of	of	ADP
easat-3402	38	6	overfitting	overfitte	VERB
easat-3402	38	7	,	,	PUNCT
easat-3402	38	8	especially	especially	ADV
easat-3402	38	9	with	with	ADP
easat-3402	38	10	small	small	ADJ
easat-3402	38	11	or	or	CCONJ
easat-3402	38	12	imbalanced	imbalanced	ADJ
easat-3402	38	13	datasets	dataset	NOUN
easat-3402	38	14	,	,	PUNCT
easat-3402	38	15	poses	pose	VERB
easat-3402	38	16	another	another	DET
easat-3402	38	17	challenge	challenge	NOUN
easat-3402	38	18	for	for	ADP
easat-3402	38	19	researchers	researcher	NOUN
easat-3402	38	20	in	in	ADP
easat-3402	38	21	this	this	DET
easat-3402	38	22	field	field	NOUN
easat-3402	38	23	.	.	PUNCT
easat-3402	39	1	addressing	address	VERB
easat-3402	39	2	these	these	DET
easat-3402	39	3	challenges	challenge	NOUN
easat-3402	39	4	is	be	AUX
easat-3402	39	5	crucial	crucial	ADJ
easat-3402	39	6	for	for	ADP
easat-3402	39	7	effectively	effectively	ADV
easat-3402	39	8	applying	apply	VERB
easat-3402	39	9	machine	machine	NOUN
easat-3402	39	10	learning	learning	NOUN
easat-3402	39	11	methods	method	NOUN
easat-3402	39	12	in	in	ADP
easat-3402	39	13	phonological	phonological	ADJ
easat-3402	39	14	analysis	analysis	NOUN
easat-3402	39	15	.	.	PUNCT
easat-3402	40	1	despite	despite	SCONJ
easat-3402	40	2	such	such	ADJ
easat-3402	40	3	challenges	challenge	NOUN
easat-3402	40	4	,	,	PUNCT
easat-3402	40	5	the	the	DET
easat-3402	40	6	role	role	NOUN
easat-3402	40	7	of	of	ADP
easat-3402	40	8	machine	machine	NOUN
easat-3402	40	9	learning	learn	VERB
easat-3402	40	10	in	in	ADP
easat-3402	40	11	phonological	phonological	ADJ
easat-3402	40	12	analysis	analysis	NOUN
easat-3402	40	13	continues	continue	VERB
easat-3402	40	14	to	to	PART
easat-3402	40	15	expand	expand	VERB
easat-3402	40	16	,	,	PUNCT
easat-3402	40	17	and	and	CCONJ
easat-3402	40	18	its	its	PRON
easat-3402	40	19	potential	potential	NOUN
easat-3402	40	20	to	to	PART
easat-3402	40	21	reveal	reveal	VERB
easat-3402	40	22	intricate	intricate	ADJ
easat-3402	40	23	patterns	pattern	NOUN
easat-3402	40	24	and	and	CCONJ
easat-3402	40	25	offer	offer	VERB
easat-3402	40	26	more	more	ADV
easat-3402	40	27	precise	precise	ADJ
easat-3402	40	28	insights	insight	NOUN
easat-3402	40	29	is	be	AUX
easat-3402	40	30	becoming	become	VERB
easat-3402	40	31	increasingly	increasingly	ADV
easat-3402	40	32	evident	evident	ADJ
easat-3402	40	33	.	.	PUNCT
easat-3402	41	1	however	however	ADV
easat-3402	41	2	,	,	PUNCT
easat-3402	41	3	traditional	traditional	ADJ
easat-3402	41	4	analytical	analytical	ADJ
easat-3402	41	5	approaches	approach	NOUN
easat-3402	41	6	are	be	AUX
easat-3402	41	7	fundamental	fundamental	ADJ
easat-3402	41	8	in	in	ADP
easat-3402	41	9	building	build	VERB
easat-3402	41	10	a	a	DET
easat-3402	41	11	foundational	foundational	ADJ
easat-3402	41	12	understanding	understanding	NOUN
easat-3402	41	13	of	of	ADP
easat-3402	41	14	linguistic	linguistic	ADJ
easat-3402	41	15	structures	structure	NOUN
easat-3402	41	16	and	and	CCONJ
easat-3402	41	17	feeding	feed	VERB
easat-3402	41	18	machine	machine	NOUN
easat-3402	41	19	learning	learn	VERB
easat-3402	41	20	research	research	NOUN
easat-3402	41	21	.	.	PUNCT
easat-3402	42	1	a	a	DET
easat-3402	42	2	case	case	NOUN
easat-3402	42	3	in	in	ADP
easat-3402	42	4	point	point	NOUN
easat-3402	42	5	is	be	AUX
easat-3402	42	6	the	the	DET
easat-3402	42	7	study	study	NOUN
easat-3402	42	8	by	by	ADP
easat-3402	42	9	al	al	PROPN
easat-3402	42	10	tamimi	tamimi	PROPN
easat-3402	42	11	and	and	CCONJ
easat-3402	42	12	smith	smith	PROPN
easat-3402	42	13	(	(	PUNCT
easat-3402	42	14	2023	2023	NUM
easat-3402	42	15	)	)	PUNCT
easat-3402	42	16	,	,	PUNCT
easat-3402	42	17	which	which	PRON
easat-3402	42	18	employs	employ	VERB
easat-3402	42	19	a	a	DET
easat-3402	42	20	conventional	conventional	ADJ
easat-3402	42	21	phonological	phonological	ADJ
easat-3402	42	22	framework	framework	NOUN
easat-3402	42	23	to	to	PART
easat-3402	42	24	investigate	investigate	VERB
easat-3402	42	25	gender	gender	NOUN
easat-3402	42	26	differentiation	differentiation	NOUN
easat-3402	42	27	in	in	ADP
easat-3402	42	28	saudi	saudi	ADJ
easat-3402	42	29	first	first	ADJ
easat-3402	42	30	names	name	NOUN
easat-3402	42	31	.	.	PUNCT
easat-3402	43	1	specifically	specifically	ADV
easat-3402	43	2	,	,	PUNCT
easat-3402	43	3	their	their	PRON
easat-3402	43	4	analysis	analysis	NOUN
easat-3402	43	5	of	of	ADP
easat-3402	43	6	a	a	DET
easat-3402	43	7	dataset	dataset	NOUN
easat-3402	43	8	of	of	ADP
easat-3402	43	9	237	237	NUM
easat-3402	43	10	male	male	NOUN
easat-3402	43	11	and	and	CCONJ
easat-3402	43	12	419	419	NUM
easat-3402	43	13	female	female	ADJ
easat-3402	43	14	names	name	NOUN
easat-3402	43	15	used	use	VERB
easat-3402	43	16	several	several	ADJ
easat-3402	43	17	phonological	phonological	ADJ
easat-3402	43	18	variables	variable	NOUN
easat-3402	43	19	,	,	PUNCT
easat-3402	43	20	including	include	VERB
easat-3402	43	21	the	the	DET
easat-3402	43	22	number	number	NOUN
easat-3402	43	23	of	of	ADP
easat-3402	43	24	phonemes	phoneme	NOUN
easat-3402	43	25	,	,	PUNCT
easat-3402	43	26	syllable	syllable	NOUN
easat-3402	43	27	structure	structure	NOUN
easat-3402	43	28	(	(	PUNCT
easat-3402	43	29	open	open	ADJ
easat-3402	43	30	vs.	vs.	ADP
easat-3402	43	31	closed	closed	ADJ
easat-3402	43	32	)	)	PUNCT
easat-3402	43	33	,	,	PUNCT
easat-3402	43	34	stress	stress	NOUN
easat-3402	43	35	patterns	pattern	NOUN
easat-3402	43	36	,	,	PUNCT
easat-3402	43	37	and	and	CCONJ
easat-3402	43	38	the	the	DET
easat-3402	43	39	voicing	voicing	NOUN
easat-3402	43	40	of	of	ADP
easat-3402	43	41	initial	initial	ADJ
easat-3402	43	42	and	and	CCONJ
easat-3402	43	43	final	final	ADJ
easat-3402	43	44	consonants	consonant	NOUN
easat-3402	43	45	.	.	PUNCT
easat-3402	44	1	their	their	PRON
easat-3402	44	2	findings	finding	NOUN
easat-3402	44	3	reveal	reveal	VERB
easat-3402	44	4	that	that	SCONJ
easat-3402	44	5	female	female	ADJ
easat-3402	44	6	names	name	NOUN
easat-3402	44	7	tend	tend	VERB
easat-3402	44	8	to	to	PART
easat-3402	44	9	have	have	VERB
easat-3402	44	10	fewer	few	ADJ
easat-3402	44	11	phonemes	phoneme	NOUN
easat-3402	44	12	,	,	PUNCT
easat-3402	44	13	often	often	ADV
easat-3402	44	14	start	start	VERB
easat-3402	44	15	with	with	ADP
easat-3402	44	16	open	open	ADJ
easat-3402	44	17	syllables	syllable	NOUN
easat-3402	44	18	,	,	PUNCT
easat-3402	44	19	and	and	CCONJ
easat-3402	44	20	frequently	frequently	ADV
easat-3402	44	21	stress	stress	VERB
easat-3402	44	22	the	the	DET
easat-3402	44	23	second	second	ADJ
easat-3402	44	24	syllable	syllable	NOUN
easat-3402	44	25	,	,	PUNCT
easat-3402	44	26	while	while	SCONJ
easat-3402	44	27	male	male	ADJ
easat-3402	44	28	names	name	NOUN
easat-3402	44	29	are	be	AUX
easat-3402	44	30	more	more	ADV
easat-3402	44	31	likely	likely	ADJ
easat-3402	44	32	to	to	PART
easat-3402	44	33	end	end	VERB
easat-3402	44	34	with	with	ADP
easat-3402	44	35	voiced	voice	VERB
easat-3402	44	36	consonants	consonant	NOUN
easat-3402	44	37	and	and	CCONJ
easat-3402	44	38	stress	stress	VERB
easat-3402	44	39	the	the	DET
easat-3402	44	40	third	third	ADJ
easat-3402	44	41	syllable	syllable	NOUN
easat-3402	44	42	.	.	PUNCT
easat-3402	45	1	the	the	DET
easat-3402	45	2	study	study	NOUN
easat-3402	45	3	concludes	conclude	VERB
easat-3402	45	4	that	that	SCONJ
easat-3402	45	5	“	"	PUNCT
easat-3402	45	6	although	although	SCONJ
easat-3402	45	7	no	no	DET
easat-3402	45	8	single	single	ADJ
easat-3402	45	9	phonological	phonological	ADJ
easat-3402	45	10	variable	variable	NOUN
easat-3402	45	11	can	can	AUX
easat-3402	45	12	definitively	definitively	ADV
easat-3402	45	13	determine	determine	VERB
easat-3402	45	14	gender	gender	NOUN
easat-3402	45	15	,	,	PUNCT
easat-3402	45	16	a	a	DET
easat-3402	45	17	combination	combination	NOUN
easat-3402	45	18	of	of	ADP
easat-3402	45	19	these	these	DET
easat-3402	45	20	phonological	phonological	ADJ
easat-3402	45	21	features	feature	NOUN
easat-3402	45	22	allows	allow	VERB
easat-3402	45	23	for	for	ADP
easat-3402	45	24	accurate	accurate	ADJ
easat-3402	45	25	identification	identification	NOUN
easat-3402	45	26	of	of	ADP
easat-3402	45	27	the	the	DET
easat-3402	45	28	gender	gender	NOUN
easat-3402	45	29	of	of	ADP
easat-3402	45	30	saudi	saudi	ADJ
easat-3402	45	31	names	name	NOUN
easat-3402	45	32	”	"	PUNCT
easat-3402	45	33	(	(	PUNCT
easat-3402	45	34	p.	p.	NOUN
easat-3402	45	35	449	449	NUM
easat-3402	45	36	)	)	PUNCT
easat-3402	45	37	.	.	PUNCT
easat-3402	46	1	this	this	DET
easat-3402	46	2	paper	paper	NOUN
easat-3402	46	3	investigates	investigate	VERB
easat-3402	46	4	the	the	DET
easat-3402	46	5	claim	claim	NOUN
easat-3402	46	6	made	make	VERB
easat-3402	46	7	by	by	ADP
easat-3402	46	8	al	al	PROPN
easat-3402	46	9	tamimi	tamimi	PROPN
easat-3402	46	10	and	and	CCONJ
easat-3402	46	11	smith	smith	PROPN
easat-3402	46	12	(	(	PUNCT
easat-3402	46	13	2023	2023	NUM
easat-3402	46	14	)	)	PUNCT
easat-3402	46	15	,	,	PUNCT
easat-3402	46	16	which	which	PRON
easat-3402	46	17	posits	posit	VERB
easat-3402	46	18	that	that	SCONJ
easat-3402	46	19	“	"	PUNCT
easat-3402	46	20	the	the	DET
easat-3402	46	21	combination	combination	NOUN
easat-3402	46	22	of	of	ADP
easat-3402	46	23	the	the	DET
easat-3402	46	24	variables	variable	NOUN
easat-3402	46	25	in	in	ADP
easat-3402	46	26	question	question	NOUN
easat-3402	46	27	could	could	AUX
easat-3402	46	28	conceivably	conceivably	ADV
easat-3402	46	29	account	account	VERB
easat-3402	46	30	for	for	ADP
easat-3402	46	31	the	the	DET
easat-3402	46	32	ability	ability	NOUN
easat-3402	46	33	to	to	PART
easat-3402	46	34	identify	identify	VERB
easat-3402	46	35	the	the	DET
easat-3402	46	36	gender	gender	NOUN
easat-3402	46	37	of	of	ADP
easat-3402	46	38	a	a	DET
easat-3402	46	39	saudi	saudi	ADJ
easat-3402	46	40	name	name	NOUN
easat-3402	46	41	correctly	correctly	ADV
easat-3402	46	42	.	.	PUNCT
easat-3402	46	43	”	"	PUNCT
easat-3402	47	1	building	build	VERB
easat-3402	47	2	on	on	ADP
easat-3402	47	3	this	this	DET
easat-3402	47	4	premise	premise	NOUN
easat-3402	47	5	,	,	PUNCT
easat-3402	47	6	the	the	DET
easat-3402	47	7	current	current	ADJ
easat-3402	47	8	research	research	NOUN
easat-3402	47	9	seeks	seek	VERB
easat-3402	47	10	to	to	PART
easat-3402	47	11	explore	explore	VERB
easat-3402	47	12	whether	whether	SCONJ
easat-3402	47	13	machine	machine	NOUN
easat-3402	47	14	learning	learn	VERB
easat-3402	47	15	techniques	technique	NOUN
easat-3402	47	16	can	can	AUX
easat-3402	47	17	accurately	accurately	ADV
easat-3402	47	18	predict	predict	VERB
easat-3402	47	19	the	the	DET
easat-3402	47	20	gender	gender	NOUN
easat-3402	47	21	of	of	ADP
easat-3402	47	22	an	an	DET
easat-3402	47	23	individual	individual	NOUN
easat-3402	47	24	based	base	VERB
easat-3402	47	25	on	on	ADP
easat-3402	47	26	the	the	DET
easat-3402	47	27	6482	6482	NUM
easat-3402	47	28	edelweiss	edelweiss	PROPN
easat-3402	47	29	applied	apply	VERB
easat-3402	47	30	science	science	NOUN
easat-3402	47	31	and	and	CCONJ
easat-3402	47	32	technology	technology	NOUN
easat-3402	47	33	issn	issn	PROPN
easat-3402	47	34	:	:	PUNCT
easat-3402	47	35	2576	2576	NUM
easat-3402	47	36	-	-	SYM
easat-3402	47	37	8484	8484	NUM
easat-3402	47	38	vol	vol	NOUN
easat-3402	47	39	.	.	PROPN
easat-3402	47	40	8	8	NUM
easat-3402	47	41	,	,	PUNCT
easat-3402	47	42	no	no	INTJ
easat-3402	47	43	.	.	NOUN
easat-3402	48	1	6	6	NUM
easat-3402	48	2	:	:	PUNCT
easat-3402	48	3	6480	6480	NUM
easat-3402	48	4	-	-	SYM
easat-3402	48	5	6497	6497	NUM
easat-3402	48	6	,	,	PUNCT
easat-3402	48	7	2024	2024	NUM
easat-3402	48	8	doi	doi	NOUN
easat-3402	48	9	:	:	PUNCT
easat-3402	48	10	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	48	11	©	©	PROPN
easat-3402	48	12	2024	2024	NUM
easat-3402	48	13	by	by	ADP
easat-3402	48	14	the	the	DET
easat-3402	48	15	author	author	NOUN
easat-3402	48	16	;	;	PUNCT
easat-3402	48	17	licensee	licensee	PROPN
easat-3402	48	18	learning	learn	VERB
easat-3402	48	19	gate	gate	VERB
easat-3402	48	20	phonological	phonological	ADJ
easat-3402	48	21	features	feature	NOUN
easat-3402	48	22	of	of	ADP
easat-3402	48	23	their	their	PRON
easat-3402	48	24	name	name	NOUN
easat-3402	48	25	,	,	PUNCT
easat-3402	48	26	as	as	SCONJ
easat-3402	48	27	specified	specify	VERB
easat-3402	48	28	above	above	ADV
easat-3402	48	29	.	.	PUNCT
easat-3402	49	1	by	by	ADP
easat-3402	49	2	applying	apply	VERB
easat-3402	49	3	supervised	supervised	ADJ
easat-3402	49	4	machine	machine	NOUN
easat-3402	49	5	learning	learning	NOUN
easat-3402	49	6	techniques	technique	NOUN
easat-3402	49	7	like	like	ADP
easat-3402	49	8	naive	naive	ADJ
easat-3402	49	9	bayes	bayes	NOUN
easat-3402	49	10	,	,	PUNCT
easat-3402	49	11	we	we	PRON
easat-3402	49	12	aim	aim	VERB
easat-3402	49	13	to	to	PART
easat-3402	49	14	predict	predict	VERB
easat-3402	49	15	the	the	DET
easat-3402	49	16	gender	gender	NOUN
easat-3402	49	17	of	of	ADP
easat-3402	49	18	individuals	individual	NOUN
easat-3402	49	19	based	base	VERB
easat-3402	49	20	on	on	ADP
easat-3402	49	21	these	these	DET
easat-3402	49	22	features	feature	NOUN
easat-3402	49	23	.	.	PUNCT
easat-3402	50	1	additionally	additionally	ADV
easat-3402	50	2	,	,	PUNCT
easat-3402	50	3	we	we	PRON
easat-3402	50	4	utilize	utilize	VERB
easat-3402	50	5	unsupervised	unsupervised	ADJ
easat-3402	50	6	learning	learning	NOUN
easat-3402	50	7	techniques	technique	NOUN
easat-3402	50	8	like	like	ADP
easat-3402	50	9	k	k	X
easat-3402	50	10	-	-	PUNCT
easat-3402	50	11	means	means	NOUN
easat-3402	50	12	clustering	cluster	VERB
easat-3402	50	13	to	to	PART
easat-3402	50	14	explore	explore	VERB
easat-3402	50	15	natural	natural	ADJ
easat-3402	50	16	groupings	grouping	NOUN
easat-3402	50	17	in	in	ADP
easat-3402	50	18	the	the	DET
easat-3402	50	19	data	datum	NOUN
easat-3402	50	20	,	,	PUNCT
easat-3402	50	21	examining	examine	VERB
easat-3402	50	22	whether	whether	SCONJ
easat-3402	50	23	phonological	phonological	ADJ
easat-3402	50	24	features	feature	NOUN
easat-3402	50	25	alone	alone	ADV
easat-3402	50	26	can	can	AUX
easat-3402	50	27	cluster	cluster	VERB
easat-3402	50	28	names	name	NOUN
easat-3402	50	29	into	into	ADP
easat-3402	50	30	meaningful	meaningful	ADJ
easat-3402	50	31	gender	gender	NOUN
easat-3402	50	32	categories	category	NOUN
easat-3402	50	33	without	without	ADP
easat-3402	50	34	prior	prior	ADJ
easat-3402	50	35	labeling	labeling	NOUN
easat-3402	50	36	.	.	PUNCT
easat-3402	51	1	this	this	DET
easat-3402	51	2	approach	approach	NOUN
easat-3402	51	3	not	not	PART
easat-3402	51	4	only	only	ADV
easat-3402	51	5	contributes	contribute	VERB
easat-3402	51	6	to	to	ADP
easat-3402	51	7	the	the	DET
easat-3402	51	8	field	field	NOUN
easat-3402	51	9	of	of	ADP
easat-3402	51	10	phonology	phonology	NOUN
easat-3402	51	11	by	by	ADP
easat-3402	51	12	highlighting	highlight	VERB
easat-3402	51	13	the	the	DET
easat-3402	51	14	role	role	NOUN
easat-3402	51	15	of	of	ADP
easat-3402	51	16	sound	sound	ADJ
easat-3402	51	17	patterns	pattern	NOUN
easat-3402	51	18	in	in	ADP
easat-3402	51	19	social	social	ADJ
easat-3402	51	20	identity	identity	NOUN
easat-3402	51	21	but	but	CCONJ
easat-3402	51	22	also	also	ADV
easat-3402	51	23	demonstrates	demonstrate	VERB
easat-3402	51	24	the	the	DET
easat-3402	51	25	potential	potential	NOUN
easat-3402	51	26	of	of	ADP
easat-3402	51	27	machine	machine	NOUN
easat-3402	51	28	learning	learning	NOUN
easat-3402	51	29	in	in	ADP
easat-3402	51	30	uncovering	uncover	VERB
easat-3402	51	31	latent	latent	ADJ
easat-3402	51	32	structures	structure	NOUN
easat-3402	51	33	within	within	ADP
easat-3402	51	34	linguistic	linguistic	ADJ
easat-3402	51	35	data	datum	NOUN
easat-3402	51	36	.	.	PUNCT
easat-3402	52	1	this	this	DET
easat-3402	52	2	study	study	NOUN
easat-3402	52	3	integrates	integrate	VERB
easat-3402	52	4	phonology	phonology	NOUN
easat-3402	52	5	with	with	ADP
easat-3402	52	6	machine	machine	NOUN
easat-3402	52	7	learning	learning	NOUN
easat-3402	52	8	,	,	PUNCT
easat-3402	52	9	contributing	contribute	VERB
easat-3402	52	10	to	to	ADP
easat-3402	52	11	both	both	DET
easat-3402	52	12	fields	field	NOUN
easat-3402	52	13	by	by	ADP
easat-3402	52	14	demonstrating	demonstrate	VERB
easat-3402	52	15	the	the	DET
easat-3402	52	16	effectiveness	effectiveness	NOUN
easat-3402	52	17	of	of	ADP
easat-3402	52	18	computational	computational	ADJ
easat-3402	52	19	models	model	NOUN
easat-3402	52	20	in	in	ADP
easat-3402	52	21	predicting	predict	VERB
easat-3402	52	22	social	social	ADJ
easat-3402	52	23	variables	variable	NOUN
easat-3402	52	24	and	and	CCONJ
easat-3402	52	25	revealing	reveal	VERB
easat-3402	52	26	underlying	underlie	VERB
easat-3402	52	27	phonological	phonological	ADJ
easat-3402	52	28	structures	structure	NOUN
easat-3402	52	29	.	.	PUNCT
easat-3402	53	1	by	by	ADP
easat-3402	53	2	bridging	bridge	VERB
easat-3402	53	3	the	the	DET
easat-3402	53	4	gap	gap	NOUN
easat-3402	53	5	between	between	ADP
easat-3402	53	6	linguistic	linguistic	ADJ
easat-3402	53	7	theory	theory	NOUN
easat-3402	53	8	and	and	CCONJ
easat-3402	53	9	computational	computational	ADJ
easat-3402	53	10	techniques	technique	NOUN
easat-3402	53	11	,	,	PUNCT
easat-3402	53	12	we	we	PRON
easat-3402	53	13	aim	aim	VERB
easat-3402	53	14	to	to	PART
easat-3402	53	15	provide	provide	VERB
easat-3402	53	16	new	new	ADJ
easat-3402	53	17	insights	insight	NOUN
easat-3402	53	18	into	into	ADP
easat-3402	53	19	the	the	DET
easat-3402	53	20	relationship	relationship	NOUN
easat-3402	53	21	between	between	ADP
easat-3402	53	22	sound	sound	ADJ
easat-3402	53	23	patterns	pattern	NOUN
easat-3402	53	24	and	and	CCONJ
easat-3402	53	25	gender	gender	NOUN
easat-3402	53	26	while	while	SCONJ
easat-3402	53	27	also	also	ADV
easat-3402	53	28	showcasing	showcase	VERB
easat-3402	53	29	the	the	DET
easat-3402	53	30	broader	broad	ADJ
easat-3402	53	31	applicability	applicability	NOUN
easat-3402	53	32	of	of	ADP
easat-3402	53	33	machine	machine	NOUN
easat-3402	53	34	learning	learn	VERB
easat-3402	53	35	to	to	ADP
easat-3402	53	36	linguistic	linguistic	ADJ
easat-3402	53	37	analysis	analysis	NOUN
easat-3402	53	38	.	.	PUNCT
easat-3402	54	1	2	2	X
easat-3402	54	2	.	.	X
easat-3402	54	3	literature	literature	NOUN
easat-3402	54	4	review	review	VERB
easat-3402	54	5	the	the	DET
easat-3402	54	6	intersection	intersection	NOUN
easat-3402	54	7	of	of	ADP
easat-3402	54	8	machine	machine	NOUN
easat-3402	54	9	learning	learning	NOUN
easat-3402	54	10	and	and	CCONJ
easat-3402	54	11	phonological	phonological	ADJ
easat-3402	54	12	analysis	analysis	NOUN
easat-3402	54	13	has	have	AUX
easat-3402	54	14	ushered	usher	VERB
easat-3402	54	15	in	in	ADP
easat-3402	54	16	a	a	DET
easat-3402	54	17	new	new	ADJ
easat-3402	54	18	era	era	NOUN
easat-3402	54	19	of	of	ADP
easat-3402	54	20	linguistic	linguistic	ADJ
easat-3402	54	21	exploration	exploration	NOUN
easat-3402	54	22	,	,	PUNCT
easat-3402	54	23	enabling	enable	VERB
easat-3402	54	24	researchers	researcher	NOUN
easat-3402	54	25	to	to	PART
easat-3402	54	26	uncover	uncover	VERB
easat-3402	54	27	intricate	intricate	ADJ
easat-3402	54	28	patterns	pattern	NOUN
easat-3402	54	29	embedded	embed	VERB
easat-3402	54	30	in	in	ADP
easat-3402	54	31	language	language	NOUN
easat-3402	54	32	sounds	sound	VERB
easat-3402	54	33	.	.	PUNCT
easat-3402	55	1	a	a	DET
easat-3402	55	2	prime	prime	ADJ
easat-3402	55	3	example	example	NOUN
easat-3402	55	4	of	of	ADP
easat-3402	55	5	this	this	DET
easat-3402	55	6	synergy	synergy	NOUN
easat-3402	55	7	is	be	AUX
easat-3402	55	8	gender	gender	NOUN
easat-3402	55	9	prediction	prediction	NOUN
easat-3402	55	10	,	,	PUNCT
easat-3402	55	11	where	where	SCONJ
easat-3402	55	12	machine	machine	NOUN
easat-3402	55	13	learning	learn	VERB
easat-3402	55	14	algorithms	algorithm	NOUN
easat-3402	55	15	leverage	leverage	NOUN
easat-3402	55	16	phonological	phonological	ADJ
easat-3402	55	17	features	feature	NOUN
easat-3402	55	18	to	to	PART
easat-3402	55	19	classify	classify	VERB
easat-3402	55	20	names	name	NOUN
easat-3402	55	21	or	or	CCONJ
easat-3402	55	22	words	word	NOUN
easat-3402	55	23	based	base	VERB
easat-3402	55	24	on	on	ADP
easat-3402	55	25	their	their	PRON
easat-3402	55	26	perceived	perceive	VERB
easat-3402	55	27	gender	gender	NOUN
easat-3402	55	28	associations	association	NOUN
easat-3402	55	29	.	.	PUNCT
easat-3402	56	1	this	this	DET
easat-3402	56	2	literature	literature	NOUN
easat-3402	56	3	review	review	PROPN
easat-3402	56	4	delves	delf	NOUN
easat-3402	56	5	into	into	ADP
easat-3402	56	6	recent	recent	ADJ
easat-3402	56	7	advancements	advancement	NOUN
easat-3402	56	8	in	in	ADP
easat-3402	56	9	this	this	DET
easat-3402	56	10	interdisciplinary	interdisciplinary	ADJ
easat-3402	56	11	field	field	NOUN
easat-3402	56	12	,	,	PUNCT
easat-3402	56	13	highlighting	highlight	VERB
easat-3402	56	14	the	the	DET
easat-3402	56	15	crucial	crucial	ADJ
easat-3402	56	16	roles	role	NOUN
easat-3402	56	17	of	of	ADP
easat-3402	56	18	phonological	phonological	ADJ
easat-3402	56	19	features	feature	NOUN
easat-3402	56	20	,	,	PUNCT
easat-3402	56	21	sound	sound	ADJ
easat-3402	56	22	symbolism	symbolism	NOUN
easat-3402	56	23	,	,	PUNCT
easat-3402	56	24	computational	computational	ADJ
easat-3402	56	25	linguistic	linguistic	ADJ
easat-3402	56	26	methodologies	methodology	NOUN
easat-3402	56	27	,	,	PUNCT
easat-3402	56	28	and	and	CCONJ
easat-3402	56	29	the	the	DET
easat-3402	56	30	persistent	persistent	ADJ
easat-3402	56	31	challenges	challenge	NOUN
easat-3402	56	32	that	that	PRON
easat-3402	56	33	shape	shape	VERB
easat-3402	56	34	this	this	DET
easat-3402	56	35	domain	domain	NOUN
easat-3402	56	36	.	.	PUNCT
easat-3402	57	1	2.1	2.1	NUM
easat-3402	57	2	.	.	PUNCT
easat-3402	57	3	phonological	phonological	ADJ
easat-3402	57	4	features	feature	NOUN
easat-3402	57	5	and	and	CCONJ
easat-3402	57	6	gender	gender	NOUN
easat-3402	57	7	classification	classification	NOUN
easat-3402	57	8	empirical	empirical	ADJ
easat-3402	57	9	research	research	NOUN
easat-3402	57	10	consistently	consistently	ADV
easat-3402	57	11	highlights	highlight	VERB
easat-3402	57	12	the	the	DET
easat-3402	57	13	predictive	predictive	ADJ
easat-3402	57	14	power	power	NOUN
easat-3402	57	15	of	of	ADP
easat-3402	57	16	phonological	phonological	ADJ
easat-3402	57	17	cues	cue	NOUN
easat-3402	57	18	in	in	ADP
easat-3402	57	19	gender	gender	NOUN
easat-3402	57	20	classification	classification	NOUN
easat-3402	57	21	.	.	PUNCT
easat-3402	58	1	al	al	PROPN
easat-3402	58	2	tamimi	tamimi	PROPN
easat-3402	58	3	and	and	CCONJ
easat-3402	58	4	smith	smith	PROPN
easat-3402	58	5	(	(	PUNCT
easat-3402	58	6	2023	2023	NUM
easat-3402	58	7	)	)	PUNCT
easat-3402	58	8	delve	delve	VERB
easat-3402	58	9	into	into	ADP
easat-3402	58	10	the	the	DET
easat-3402	58	11	phonological	phonological	ADJ
easat-3402	58	12	characteristics	characteristic	NOUN
easat-3402	58	13	of	of	ADP
easat-3402	58	14	saudi	saudi	ADJ
easat-3402	58	15	arabian	arabian	ADJ
easat-3402	58	16	anthroponyms	anthroponym	NOUN
easat-3402	58	17	,	,	PUNCT
easat-3402	58	18	uncovering	uncover	VERB
easat-3402	58	19	gender	gender	NOUN
easat-3402	58	20	-	-	PUNCT
easat-3402	58	21	specific	specific	ADJ
easat-3402	58	22	patterns	pattern	NOUN
easat-3402	58	23	in	in	ADP
easat-3402	58	24	their	their	PRON
easat-3402	58	25	sound	sound	ADJ
easat-3402	58	26	structures	structure	NOUN
easat-3402	58	27	.	.	PUNCT
easat-3402	59	1	cho	cho	PROPN
easat-3402	59	2	(	(	PUNCT
easat-3402	59	3	2024	2024	NUM
easat-3402	59	4	)	)	PUNCT
easat-3402	59	5	showcases	showcase	VERB
easat-3402	59	6	the	the	DET
easat-3402	59	7	effectiveness	effectiveness	NOUN
easat-3402	59	8	of	of	ADP
easat-3402	59	9	deep	deep	ADJ
easat-3402	59	10	neural	neural	ADJ
easat-3402	59	11	networks	network	NOUN
easat-3402	59	12	in	in	ADP
easat-3402	59	13	classifying	classify	VERB
easat-3402	59	14	the	the	DET
easat-3402	59	15	gender	gender	NOUN
easat-3402	59	16	of	of	ADP
easat-3402	59	17	korean	korean	ADJ
easat-3402	59	18	personal	personal	ADJ
easat-3402	59	19	names	name	NOUN
easat-3402	59	20	,	,	PUNCT
easat-3402	59	21	even	even	ADV
easat-3402	59	22	surpassing	surpass	VERB
easat-3402	59	23	human	human	ADJ
easat-3402	59	24	judgments	judgment	NOUN
easat-3402	59	25	in	in	ADP
easat-3402	59	26	some	some	DET
easat-3402	59	27	instances	instance	NOUN
easat-3402	59	28	.	.	PUNCT
easat-3402	60	1	additionally	additionally	ADV
easat-3402	60	2	,	,	PUNCT
easat-3402	60	3	studies	study	NOUN
easat-3402	60	4	by	by	ADP
easat-3402	60	5	fredrickson	fredrickson	PROPN
easat-3402	60	6	,	,	PUNCT
easat-3402	60	7	a.	a.	NOUN
easat-3402	60	8	(	(	PUNCT
easat-3402	60	9	2007	2007	NUM
easat-3402	60	10	)	)	PUNCT
easat-3402	60	11	solidify	solidify	VERB
easat-3402	60	12	the	the	DET
easat-3402	60	13	connection	connection	NOUN
easat-3402	60	14	between	between	ADP
easat-3402	60	15	specific	specific	ADJ
easat-3402	60	16	phonological	phonological	ADJ
easat-3402	60	17	features	feature	NOUN
easat-3402	60	18	,	,	PUNCT
easat-3402	60	19	such	such	ADJ
easat-3402	60	20	as	as	ADP
easat-3402	60	21	syllable	syllable	NOUN
easat-3402	60	22	count	count	NOUN
easat-3402	60	23	,	,	PUNCT
easat-3402	60	24	vowel	vowel	ADJ
easat-3402	60	25	quality	quality	NOUN
easat-3402	60	26	,	,	PUNCT
easat-3402	60	27	consonant	consonant	NOUN
easat-3402	60	28	features	feature	NOUN
easat-3402	60	29	,	,	PUNCT
easat-3402	60	30	and	and	CCONJ
easat-3402	60	31	gender	gender	NOUN
easat-3402	60	32	.	.	PUNCT
easat-3402	61	1	these	these	DET
easat-3402	61	2	findings	finding	NOUN
easat-3402	61	3	collectively	collectively	ADV
easat-3402	61	4	demonstrate	demonstrate	VERB
easat-3402	61	5	the	the	DET
easat-3402	61	6	substantial	substantial	ADJ
easat-3402	61	7	influence	influence	NOUN
easat-3402	61	8	of	of	ADP
easat-3402	61	9	phonology	phonology	NOUN
easat-3402	61	10	on	on	ADP
easat-3402	61	11	shaping	shape	VERB
easat-3402	61	12	gendered	gendere	VERB
easat-3402	61	13	language	language	NOUN
easat-3402	61	14	patterns	pattern	NOUN
easat-3402	61	15	.	.	PUNCT
easat-3402	62	1	expanding	expand	VERB
easat-3402	62	2	the	the	DET
easat-3402	62	3	scope	scope	NOUN
easat-3402	62	4	to	to	PART
easat-3402	62	5	diverse	diverse	VERB
easat-3402	62	6	linguistic	linguistic	ADJ
easat-3402	62	7	contexts	contexts	NOUN
easat-3402	62	8	,	,	PUNCT
easat-3402	62	9	jia	jia	PROPN
easat-3402	62	10	and	and	CCONJ
easat-3402	62	11	zhao	zhao	PROPN
easat-3402	62	12	(	(	PUNCT
easat-3402	62	13	2019	2019	NUM
easat-3402	62	14	)	)	PUNCT
easat-3402	62	15	focus	focus	VERB
easat-3402	62	16	on	on	ADP
easat-3402	62	17	gender	gender	NOUN
easat-3402	62	18	prediction	prediction	NOUN
easat-3402	62	19	based	base	VERB
easat-3402	62	20	on	on	ADP
easat-3402	62	21	chinese	chinese	ADJ
easat-3402	62	22	names	name	NOUN
easat-3402	62	23	,	,	PUNCT
easat-3402	62	24	while	while	SCONJ
easat-3402	62	25	tripathi	tripathi	NOUN
easat-3402	62	26	and	and	CCONJ
easat-3402	62	27	faruqui	faruqui	NOUN
easat-3402	62	28	(	(	PUNCT
easat-3402	62	29	2011	2011	NUM
easat-3402	62	30	)	)	PUNCT
easat-3402	62	31	explore	explore	VERB
easat-3402	62	32	similar	similar	ADJ
easat-3402	62	33	patterns	pattern	NOUN
easat-3402	62	34	in	in	ADP
easat-3402	62	35	indian	indian	ADJ
easat-3402	62	36	names	name	NOUN
easat-3402	62	37	,	,	PUNCT
easat-3402	62	38	underscoring	underscore	VERB
easat-3402	62	39	the	the	DET
easat-3402	62	40	cross	cross	ADJ
easat-3402	62	41	-	-	ADJ
easat-3402	62	42	linguistic	linguistic	ADJ
easat-3402	62	43	relevance	relevance	NOUN
easat-3402	62	44	of	of	ADP
easat-3402	62	45	phonological	phonological	ADJ
easat-3402	62	46	cues	cue	NOUN
easat-3402	62	47	in	in	ADP
easat-3402	62	48	gender	gender	NOUN
easat-3402	62	49	classification	classification	NOUN
easat-3402	62	50	.	.	PUNCT
easat-3402	63	1	2.2	2.2	NUM
easat-3402	63	2	.	.	PUNCT
easat-3402	64	1	sound	sound	ADJ
easat-3402	64	2	symbolism	symbolism	NOUN
easat-3402	64	3	and	and	CCONJ
easat-3402	64	4	gender	gender	NOUN
easat-3402	64	5	sound	sound	NOUN
easat-3402	64	6	symbolism	symbolism	NOUN
easat-3402	64	7	,	,	PUNCT
easat-3402	64	8	the	the	DET
easat-3402	64	9	concept	concept	NOUN
easat-3402	64	10	that	that	PRON
easat-3402	64	11	sounds	sound	VERB
easat-3402	64	12	possess	possess	VERB
easat-3402	64	13	inherent	inherent	ADJ
easat-3402	64	14	meanings	meaning	NOUN
easat-3402	64	15	,	,	PUNCT
easat-3402	64	16	traces	trace	VERB
easat-3402	64	17	its	its	PRON
easat-3402	64	18	origins	origin	NOUN
easat-3402	64	19	to	to	ADP
easat-3402	64	20	plato	plato	PROPN
easat-3402	64	21	's	's	PART
easat-3402	64	22	cratylus	cratylus	NOUN
easat-3402	64	23	,	,	PUNCT
easat-3402	64	24	which	which	PRON
easat-3402	64	25	discusses	discuss	VERB
easat-3402	64	26	the	the	DET
easat-3402	64	27	natural	natural	ADJ
easat-3402	64	28	connections	connection	NOUN
easat-3402	64	29	between	between	ADP
easat-3402	64	30	words	word	NOUN
easat-3402	64	31	and	and	CCONJ
easat-3402	64	32	meanings	meaning	NOUN
easat-3402	64	33	(	(	PUNCT
easat-3402	64	34	plato	plato	PROPN
easat-3402	64	35	,	,	PUNCT
easat-3402	64	36	360	360	NUM
easat-3402	64	37	bce	bce	NOUN
easat-3402	64	38	)	)	PUNCT
easat-3402	64	39	.	.	PUNCT
easat-3402	65	1	otto	otto	PROPN
easat-3402	65	2	jespersen	jespersen	PROPN
easat-3402	65	3	(	(	PUNCT
easat-3402	65	4	1922	1922	NUM
easat-3402	65	5	)	)	PUNCT
easat-3402	65	6	observed	observe	VERB
easat-3402	65	7	that	that	SCONJ
easat-3402	65	8	high	high	ADJ
easat-3402	65	9	-	-	PUNCT
easat-3402	65	10	pitched	pitch	VERB
easat-3402	65	11	vowels	vowel	NOUN
easat-3402	65	12	often	often	ADV
easat-3402	65	13	suggest	suggest	VERB
easat-3402	65	14	smallness	smallness	NOUN
easat-3402	65	15	,	,	PUNCT
easat-3402	65	16	while	while	SCONJ
easat-3402	65	17	roman	roman	ADJ
easat-3402	65	18	jakobson	jakobson	NOUN
easat-3402	65	19	(	(	PUNCT
easat-3402	65	20	1965	1965	NUM
easat-3402	65	21	)	)	PUNCT
easat-3402	65	22	explored	explore	VERB
easat-3402	65	23	the	the	DET
easat-3402	65	24	phonological	phonological	ADJ
easat-3402	65	25	aspects	aspect	NOUN
easat-3402	65	26	of	of	ADP
easat-3402	65	27	this	this	DET
easat-3402	65	28	phenomenon	phenomenon	NOUN
easat-3402	65	29	.	.	PUNCT
easat-3402	66	1	john	john	PROPN
easat-3402	66	2	ohala	ohala	PROPN
easat-3402	66	3	(	(	PUNCT
easat-3402	66	4	1994	1994	NUM
easat-3402	66	5	)	)	PUNCT
easat-3402	66	6	examined	examine	VERB
easat-3402	66	7	the	the	DET
easat-3402	66	8	biological	biological	ADJ
easat-3402	66	9	and	and	CCONJ
easat-3402	66	10	perceptual	perceptual	ADJ
easat-3402	66	11	influences	influence	NOUN
easat-3402	66	12	on	on	ADP
easat-3402	66	13	sound	sound	ADJ
easat-3402	66	14	-	-	PUNCT
easat-3402	66	15	meaning	mean	VERB
easat-3402	66	16	relationships	relationship	NOUN
easat-3402	66	17	.	.	PUNCT
easat-3402	67	1	together	together	ADV
easat-3402	67	2	,	,	PUNCT
easat-3402	67	3	these	these	DET
easat-3402	67	4	scholars	scholar	NOUN
easat-3402	67	5	provide	provide	VERB
easat-3402	67	6	a	a	DET
easat-3402	67	7	foundational	foundational	ADJ
easat-3402	67	8	understanding	understanding	NOUN
easat-3402	67	9	of	of	ADP
easat-3402	67	10	sound	sound	ADJ
easat-3402	67	11	symbolism	symbolism	NOUN
easat-3402	67	12	across	across	ADP
easat-3402	67	13	languages	language	NOUN
easat-3402	67	14	.	.	PUNCT
easat-3402	68	1	considering	consider	VERB
easat-3402	68	2	its	its	PRON
easat-3402	68	3	implications	implication	NOUN
easat-3402	68	4	,	,	PUNCT
easat-3402	68	5	the	the	DET
easat-3402	68	6	intricate	intricate	ADJ
easat-3402	68	7	relationship	relationship	NOUN
easat-3402	68	8	between	between	ADP
easat-3402	68	9	sound	sound	ADJ
easat-3402	68	10	symbolism	symbolism	NOUN
easat-3402	68	11	and	and	CCONJ
easat-3402	68	12	gender	gender	NOUN
easat-3402	68	13	perception	perception	NOUN
easat-3402	68	14	remains	remain	VERB
easat-3402	68	15	a	a	DET
easat-3402	68	16	captivating	captivating	ADJ
easat-3402	68	17	research	research	NOUN
easat-3402	68	18	area	area	NOUN
easat-3402	68	19	.	.	PUNCT
easat-3402	69	1	chun	chun	PROPN
easat-3402	69	2	hau	hau	PROPN
easat-3402	69	3	ngai	ngai	PROPN
easat-3402	69	4	et	et	PROPN
easat-3402	69	5	al	al	PROPN
easat-3402	69	6	.	.	PROPN
easat-3402	70	1	(	(	PUNCT
easat-3402	70	2	2024	2024	NUM
easat-3402	70	3	)	)	PUNCT
easat-3402	70	4	explore	explore	VERB
easat-3402	70	5	sound	sound	ADJ
easat-3402	70	6	symbolism	symbolism	NOUN
easat-3402	70	7	in	in	ADP
easat-3402	70	8	japanese	japanese	ADJ
easat-3402	70	9	names	name	NOUN
easat-3402	70	10	using	use	VERB
easat-3402	70	11	machine	machine	NOUN
easat-3402	70	12	learning	learning	NOUN
easat-3402	70	13	,	,	PUNCT
easat-3402	70	14	uncovering	uncover	VERB
easat-3402	70	15	intriguing	intriguing	ADJ
easat-3402	70	16	sound	sound	ADJ
easat-3402	70	17	-	-	PUNCT
easat-3402	70	18	gender	gender	NOUN
easat-3402	70	19	associations	association	NOUN
easat-3402	70	20	and	and	CCONJ
easat-3402	70	21	suggesting	suggest	VERB
easat-3402	70	22	a	a	DET
easat-3402	70	23	cross	cross	ADJ
easat-3402	70	24	-	-	ADJ
easat-3402	70	25	linguistic	linguistic	ADJ
easat-3402	70	26	dimension	dimension	NOUN
easat-3402	70	27	to	to	ADP
easat-3402	70	28	this	this	DET
easat-3402	70	29	phenomenon	phenomenon	NOUN
easat-3402	70	30	.	.	PUNCT
easat-3402	71	1	kilpatrick	kilpatrick	PROPN
easat-3402	71	2	(	(	PUNCT
easat-3402	71	3	2023	2023	NUM
easat-3402	71	4	)	)	PUNCT
easat-3402	71	5	highlights	highlight	VERB
easat-3402	71	6	the	the	DET
easat-3402	71	7	role	role	NOUN
easat-3402	71	8	of	of	ADP
easat-3402	71	9	sound	sound	ADJ
easat-3402	71	10	symbolism	symbolism	NOUN
easat-3402	71	11	in	in	ADP
easat-3402	71	12	automatic	automatic	ADJ
easat-3402	71	13	emotion	emotion	NOUN
easat-3402	71	14	recognition	recognition	NOUN
easat-3402	71	15	and	and	CCONJ
easat-3402	71	16	sentiment	sentiment	NOUN
easat-3402	71	17	analysis	analysis	NOUN
easat-3402	71	18	,	,	PUNCT
easat-3402	71	19	demonstrating	demonstrate	VERB
easat-3402	71	20	its	its	PRON
easat-3402	71	21	implications	implication	NOUN
easat-3402	71	22	beyond	beyond	ADP
easat-3402	71	23	gender	gender	NOUN
easat-3402	71	24	prediction	prediction	NOUN
easat-3402	71	25	.	.	PUNCT
easat-3402	72	1	furthermore	furthermore	ADV
easat-3402	72	2	,	,	PUNCT
easat-3402	72	3	lee	lee	PROPN
easat-3402	72	4	et	et	PROPN
easat-3402	72	5	al	al	PROPN
easat-3402	72	6	.	.	PROPN
easat-3402	73	1	(	(	PUNCT
easat-3402	73	2	2024	2024	NUM
easat-3402	73	3	)	)	PUNCT
easat-3402	73	4	examines	examine	VERB
easat-3402	73	5	the	the	DET
easat-3402	73	6	emotional	emotional	ADJ
easat-3402	73	7	responses	response	NOUN
easat-3402	73	8	of	of	ADP
easat-3402	73	9	korean	korean	ADJ
easat-3402	73	10	and	and	CCONJ
easat-3402	73	11	chinese	chinese	ADJ
easat-3402	73	12	women	woman	NOUN
easat-3402	73	13	to	to	ADP
easat-3402	73	14	hangul	hangul	PROPN
easat-3402	73	15	phonemes	phoneme	NOUN
easat-3402	73	16	,	,	PUNCT
easat-3402	73	17	showcasing	showcase	VERB
easat-3402	73	18	the	the	DET
easat-3402	73	19	subtle	subtle	ADJ
easat-3402	73	20	interplay	interplay	NOUN
easat-3402	73	21	between	between	ADP
easat-3402	73	22	phonology	phonology	NOUN
easat-3402	73	23	,	,	PUNCT
easat-3402	73	24	gender	gender	NOUN
easat-3402	73	25	,	,	PUNCT
easat-3402	73	26	and	and	CCONJ
easat-3402	73	27	emotional	emotional	ADJ
easat-3402	73	28	perception	perception	NOUN
easat-3402	73	29	.	.	PUNCT
easat-3402	74	1	lastly	lastly	ADV
easat-3402	74	2	,	,	PUNCT
easat-3402	74	3	moorthy	moorthy	PROPN
easat-3402	74	4	et	et	PROPN
easat-3402	74	5	al	al	PROPN
easat-3402	74	6	.	.	PROPN
easat-3402	75	1	(	(	PUNCT
easat-3402	75	2	2018	2018	NUM
easat-3402	75	3	)	)	PUNCT
easat-3402	75	4	evaluate	evaluate	VERB
easat-3402	75	5	the	the	DET
easat-3402	75	6	influence	influence	NOUN
easat-3402	75	7	of	of	ADP
easat-3402	75	8	6483	6483	NUM
easat-3402	75	9	edelweiss	edelweiss	PROPN
easat-3402	75	10	applied	apply	VERB
easat-3402	75	11	science	science	NOUN
easat-3402	75	12	and	and	CCONJ
easat-3402	75	13	technology	technology	NOUN
easat-3402	75	14	issn	issn	PROPN
easat-3402	75	15	:	:	PUNCT
easat-3402	75	16	2576	2576	NUM
easat-3402	75	17	-	-	SYM
easat-3402	75	18	8484	8484	NUM
easat-3402	75	19	vol	vol	NOUN
easat-3402	75	20	.	.	PROPN
easat-3402	75	21	8	8	NUM
easat-3402	75	22	,	,	PUNCT
easat-3402	75	23	no	no	INTJ
easat-3402	75	24	.	.	NOUN
easat-3402	75	25	6	6	NUM
easat-3402	75	26	:	:	PUNCT
easat-3402	75	27	6480	6480	NUM
easat-3402	75	28	-	-	SYM
easat-3402	75	29	6497	6497	NUM
easat-3402	75	30	,	,	PUNCT
easat-3402	75	31	2024	2024	NUM
easat-3402	75	32	doi	doi	NOUN
easat-3402	75	33	:	:	PUNCT
easat-3402	75	34	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	75	35	©	©	PROPN
easat-3402	75	36	2024	2024	NUM
easat-3402	75	37	by	by	ADP
easat-3402	75	38	the	the	DET
easat-3402	75	39	author	author	NOUN
easat-3402	75	40	;	;	PUNCT
easat-3402	75	41	licensee	licensee	PROPN
easat-3402	75	42	learning	learning	NOUN
easat-3402	75	43	gate	gate	NOUN
easat-3402	75	44	sound	sound	NOUN
easat-3402	75	45	symbolism	symbolism	NOUN
easat-3402	75	46	on	on	ADP
easat-3402	75	47	brand	brand	NOUN
easat-3402	75	48	name	name	NOUN
easat-3402	75	49	gender	gender	NOUN
easat-3402	75	50	perception	perception	NOUN
easat-3402	75	51	,	,	PUNCT
easat-3402	75	52	offering	offer	VERB
easat-3402	75	53	valuable	valuable	ADJ
easat-3402	75	54	insights	insight	NOUN
easat-3402	75	55	into	into	ADP
easat-3402	75	56	its	its	PRON
easat-3402	75	57	practical	practical	ADJ
easat-3402	75	58	applications	application	NOUN
easat-3402	75	59	.	.	PUNCT
easat-3402	76	1	2.3	2.3	NUM
easat-3402	76	2	.	.	PUNCT
easat-3402	77	1	computational	computational	ADJ
easat-3402	77	2	linguistics	linguistic	NOUN
easat-3402	77	3	approaches	approach	VERB
easat-3402	77	4	advancements	advancement	NOUN
easat-3402	77	5	in	in	ADP
easat-3402	77	6	computational	computational	ADJ
easat-3402	77	7	linguistics	linguistic	NOUN
easat-3402	77	8	,	,	PUNCT
easat-3402	77	9	particularly	particularly	ADV
easat-3402	77	10	the	the	DET
easat-3402	77	11	emergence	emergence	NOUN
easat-3402	77	12	of	of	ADP
easat-3402	77	13	deep	deep	ADJ
easat-3402	77	14	learning	learning	NOUN
easat-3402	77	15	models	model	NOUN
easat-3402	77	16	,	,	PUNCT
easat-3402	77	17	have	have	AUX
easat-3402	77	18	transformed	transform	VERB
easat-3402	77	19	phonological	phonological	ADJ
easat-3402	77	20	analysis	analysis	NOUN
easat-3402	77	21	.	.	PUNCT
easat-3402	78	1	the	the	DET
easat-3402	78	2	capacity	capacity	NOUN
easat-3402	78	3	of	of	ADP
easat-3402	78	4	these	these	DET
easat-3402	78	5	models	model	NOUN
easat-3402	78	6	to	to	PART
easat-3402	78	7	extract	extract	VERB
easat-3402	78	8	intricate	intricate	ADJ
easat-3402	78	9	features	feature	NOUN
easat-3402	78	10	and	and	CCONJ
easat-3402	78	11	patterns	pattern	NOUN
easat-3402	78	12	from	from	ADP
easat-3402	78	13	large	large	ADJ
easat-3402	78	14	datasets	dataset	NOUN
easat-3402	78	15	has	have	AUX
easat-3402	78	16	driven	drive	VERB
easat-3402	78	17	the	the	DET
easat-3402	78	18	development	development	NOUN
easat-3402	78	19	of	of	ADP
easat-3402	78	20	increasingly	increasingly	ADV
easat-3402	78	21	accurate	accurate	ADJ
easat-3402	78	22	and	and	CCONJ
easat-3402	78	23	nuanced	nuanced	ADJ
easat-3402	78	24	gender	gender	NOUN
easat-3402	78	25	prediction	prediction	NOUN
easat-3402	78	26	models	model	NOUN
easat-3402	78	27	.	.	PUNCT
easat-3402	79	1	manning	man	VERB
easat-3402	79	2	(	(	PUNCT
easat-3402	79	3	2015	2015	NUM
easat-3402	79	4	)	)	PUNCT
easat-3402	79	5	provides	provide	VERB
easat-3402	79	6	a	a	DET
easat-3402	79	7	comprehensive	comprehensive	ADJ
easat-3402	79	8	overview	overview	NOUN
easat-3402	79	9	of	of	ADP
easat-3402	79	10	the	the	DET
easat-3402	79	11	synergy	synergy	NOUN
easat-3402	79	12	between	between	ADP
easat-3402	79	13	computational	computational	ADJ
easat-3402	79	14	linguistics	linguistic	NOUN
easat-3402	79	15	and	and	CCONJ
easat-3402	79	16	deep	deep	ADJ
easat-3402	79	17	learning	learning	NOUN
easat-3402	79	18	,	,	PUNCT
easat-3402	79	19	emphasizing	emphasize	VERB
easat-3402	79	20	its	its	PRON
easat-3402	79	21	significant	significant	ADJ
easat-3402	79	22	impact	impact	NOUN
easat-3402	79	23	on	on	ADP
easat-3402	79	24	various	various	ADJ
easat-3402	79	25	natural	natural	ADJ
easat-3402	79	26	language	language	NOUN
easat-3402	79	27	processing	processing	NOUN
easat-3402	79	28	(	(	PUNCT
easat-3402	79	29	nlp	nlp	NOUN
easat-3402	79	30	)	)	PUNCT
easat-3402	79	31	tasks	task	NOUN
easat-3402	79	32	.	.	PUNCT
easat-3402	80	1	moreover	moreover	ADV
easat-3402	80	2	,	,	PUNCT
easat-3402	80	3	research	research	NOUN
easat-3402	80	4	by	by	ADP
easat-3402	80	5	cao	cao	PROPN
easat-3402	80	6	and	and	CCONJ
easat-3402	80	7	daumé	daumé	PROPN
easat-3402	80	8	iii	iii	PROPN
easat-3402	80	9	(	(	PUNCT
easat-3402	80	10	2021	2021	NUM
easat-3402	80	11	)	)	PUNCT
easat-3402	80	12	examines	examine	VERB
easat-3402	80	13	the	the	DET
easat-3402	80	14	potential	potential	NOUN
easat-3402	80	15	for	for	ADP
easat-3402	80	16	bias	bias	NOUN
easat-3402	80	17	in	in	ADP
easat-3402	80	18	coreference	coreference	NOUN
easat-3402	80	19	resolution	resolution	NOUN
easat-3402	80	20	systems	system	NOUN
easat-3402	80	21	,	,	PUNCT
easat-3402	80	22	advocating	advocate	VERB
easat-3402	80	23	for	for	ADP
easat-3402	80	24	the	the	DET
easat-3402	80	25	integration	integration	NOUN
easat-3402	80	26	of	of	ADP
easat-3402	80	27	gender	gender	NOUN
easat-3402	80	28	inclusivity	inclusivity	NOUN
easat-3402	80	29	throughout	throughout	ADP
easat-3402	80	30	the	the	DET
easat-3402	80	31	machine	machine	NOUN
easat-3402	80	32	learning	learn	VERB
easat-3402	80	33	lifecycle	lifecycle	NOUN
easat-3402	80	34	.	.	PUNCT
easat-3402	81	1	2.4	2.4	NUM
easat-3402	81	2	.	.	PUNCT
easat-3402	81	3	challenges	challenge	NOUN
easat-3402	81	4	and	and	CCONJ
easat-3402	81	5	advances	advance	NOUN
easat-3402	81	6	despite	despite	SCONJ
easat-3402	81	7	remarkable	remarkable	ADJ
easat-3402	81	8	progress	progress	NOUN
easat-3402	81	9	,	,	PUNCT
easat-3402	81	10	the	the	DET
easat-3402	81	11	field	field	NOUN
easat-3402	81	12	continues	continue	VERB
easat-3402	81	13	to	to	PART
easat-3402	81	14	encounter	encounter	VERB
easat-3402	81	15	challenges	challenge	NOUN
easat-3402	81	16	such	such	ADJ
easat-3402	81	17	as	as	ADP
easat-3402	81	18	potential	potential	ADJ
easat-3402	81	19	bias	bias	NOUN
easat-3402	81	20	in	in	ADP
easat-3402	81	21	machine	machine	NOUN
easat-3402	81	22	learning	learning	NOUN
easat-3402	81	23	models	model	NOUN
easat-3402	81	24	and	and	CCONJ
easat-3402	81	25	the	the	DET
easat-3402	81	26	need	need	NOUN
easat-3402	81	27	for	for	ADP
easat-3402	81	28	interpretability	interpretability	NOUN
easat-3402	81	29	.	.	PUNCT
easat-3402	82	1	addressing	address	VERB
easat-3402	82	2	these	these	DET
easat-3402	82	3	concerns	concern	NOUN
easat-3402	82	4	is	be	AUX
easat-3402	82	5	paramount	paramount	ADJ
easat-3402	82	6	for	for	ADP
easat-3402	82	7	ensuring	ensure	VERB
easat-3402	82	8	responsible	responsible	ADJ
easat-3402	82	9	and	and	CCONJ
easat-3402	82	10	ethical	ethical	ADJ
easat-3402	82	11	ai	ai	PROPN
easat-3402	82	12	development	development	NOUN
easat-3402	82	13	.	.	PUNCT
easat-3402	83	1	concurrently	concurrently	ADV
easat-3402	83	2	,	,	PUNCT
easat-3402	83	3	ongoing	ongoing	ADJ
easat-3402	83	4	research	research	NOUN
easat-3402	83	5	into	into	ADP
easat-3402	83	6	data	datum	NOUN
easat-3402	83	7	collection	collection	NOUN
easat-3402	83	8	,	,	PUNCT
easat-3402	83	9	annotation	annotation	NOUN
easat-3402	83	10	techniques	technique	NOUN
easat-3402	83	11	,	,	PUNCT
easat-3402	83	12	and	and	CCONJ
easat-3402	83	13	the	the	DET
easat-3402	83	14	pursuit	pursuit	NOUN
easat-3402	83	15	of	of	ADP
easat-3402	83	16	explainable	explainable	ADJ
easat-3402	83	17	ai	ai	NOUN
easat-3402	83	18	offers	offer	NOUN
easat-3402	83	19	promising	promise	VERB
easat-3402	83	20	solutions	solution	NOUN
easat-3402	83	21	(	(	PUNCT
easat-3402	83	22	arrieta	arrieta	NOUN
easat-3402	83	23	et	et	PROPN
easat-3402	83	24	al	al	PROPN
easat-3402	83	25	.	.	PROPN
easat-3402	83	26	,	,	PUNCT
easat-3402	83	27	2020	2020	NUM
easat-3402	83	28	)	)	PUNCT
easat-3402	83	29	.	.	PUNCT
easat-3402	84	1	the	the	DET
easat-3402	84	2	evolving	evolve	VERB
easat-3402	84	3	landscape	landscape	NOUN
easat-3402	84	4	of	of	ADP
easat-3402	84	5	machine	machine	NOUN
easat-3402	84	6	learning	learning	NOUN
easat-3402	84	7	and	and	CCONJ
easat-3402	84	8	phonological	phonological	ADJ
easat-3402	84	9	analysis	analysis	NOUN
easat-3402	84	10	offers	offer	VERB
easat-3402	84	11	profound	profound	ADJ
easat-3402	84	12	potential	potential	NOUN
easat-3402	84	13	for	for	ADP
easat-3402	84	14	revealing	reveal	VERB
easat-3402	84	15	intricate	intricate	ADJ
easat-3402	84	16	connections	connection	NOUN
easat-3402	84	17	between	between	ADP
easat-3402	84	18	language	language	NOUN
easat-3402	84	19	,	,	PUNCT
easat-3402	84	20	sound	sound	NOUN
easat-3402	84	21	,	,	PUNCT
easat-3402	84	22	and	and	CCONJ
easat-3402	84	23	gender	gender	NOUN
easat-3402	84	24	.	.	PUNCT
easat-3402	85	1	by	by	ADP
easat-3402	85	2	advancing	advance	VERB
easat-3402	85	3	our	our	PRON
easat-3402	85	4	understanding	understanding	NOUN
easat-3402	85	5	of	of	ADP
easat-3402	85	6	gendered	gendere	VERB
easat-3402	85	7	language	language	NOUN
easat-3402	85	8	patterns	pattern	NOUN
easat-3402	85	9	and	and	CCONJ
easat-3402	85	10	facilitating	facilitate	VERB
easat-3402	85	11	the	the	DET
easat-3402	85	12	creation	creation	NOUN
easat-3402	85	13	of	of	ADP
easat-3402	85	14	fairer	fair	ADJ
easat-3402	85	15	,	,	PUNCT
easat-3402	85	16	more	more	ADV
easat-3402	85	17	transparent	transparent	ADJ
easat-3402	85	18	ai	ai	NOUN
easat-3402	85	19	systems	system	NOUN
easat-3402	85	20	,	,	PUNCT
easat-3402	85	21	this	this	DET
easat-3402	85	22	interdisciplinary	interdisciplinary	ADJ
easat-3402	85	23	field	field	NOUN
easat-3402	85	24	is	be	AUX
easat-3402	85	25	well	well	ADV
easat-3402	85	26	-	-	PUNCT
easat-3402	85	27	positioned	position	VERB
easat-3402	85	28	for	for	ADP
easat-3402	85	29	transformative	transformative	ADJ
easat-3402	85	30	breakthroughs	breakthrough	NOUN
easat-3402	85	31	.	.	PUNCT
easat-3402	86	1	in	in	ADP
easat-3402	86	2	conclusion	conclusion	NOUN
easat-3402	86	3	,	,	PUNCT
easat-3402	86	4	integrating	integrate	VERB
easat-3402	86	5	machine	machine	NOUN
easat-3402	86	6	learning	learn	VERB
easat-3402	86	7	with	with	ADP
easat-3402	86	8	phonological	phonological	ADJ
easat-3402	86	9	analysis	analysis	NOUN
easat-3402	86	10	has	have	AUX
easat-3402	86	11	opened	open	VERB
easat-3402	86	12	new	new	ADJ
easat-3402	86	13	avenues	avenue	NOUN
easat-3402	86	14	for	for	ADP
easat-3402	86	15	investigating	investigate	VERB
easat-3402	86	16	the	the	DET
easat-3402	86	17	complex	complex	ADJ
easat-3402	86	18	relationship	relationship	NOUN
easat-3402	86	19	between	between	ADP
easat-3402	86	20	language	language	NOUN
easat-3402	86	21	and	and	CCONJ
easat-3402	86	22	gender	gender	NOUN
easat-3402	86	23	.	.	PUNCT
easat-3402	87	1	the	the	DET
easat-3402	87	2	studies	study	NOUN
easat-3402	87	3	reviewed	review	VERB
easat-3402	87	4	underscore	underscore	VERB
easat-3402	87	5	the	the	DET
easat-3402	87	6	predictive	predictive	ADJ
easat-3402	87	7	power	power	NOUN
easat-3402	87	8	of	of	ADP
easat-3402	87	9	phonological	phonological	ADJ
easat-3402	87	10	features	feature	NOUN
easat-3402	87	11	,	,	PUNCT
easat-3402	87	12	the	the	DET
easat-3402	87	13	nuanced	nuanced	ADJ
easat-3402	87	14	role	role	NOUN
easat-3402	87	15	of	of	ADP
easat-3402	87	16	sound	sound	ADJ
easat-3402	87	17	symbolism	symbolism	NOUN
easat-3402	87	18	,	,	PUNCT
easat-3402	87	19	and	and	CCONJ
easat-3402	87	20	the	the	DET
easat-3402	87	21	transformative	transformative	ADJ
easat-3402	87	22	potential	potential	NOUN
easat-3402	87	23	of	of	ADP
easat-3402	87	24	computational	computational	ADJ
easat-3402	87	25	linguistic	linguistic	ADJ
easat-3402	87	26	methods	method	NOUN
easat-3402	87	27	in	in	ADP
easat-3402	87	28	gender	gender	NOUN
easat-3402	87	29	prediction	prediction	NOUN
easat-3402	87	30	tasks	task	NOUN
easat-3402	87	31	.	.	PUNCT
easat-3402	88	1	although	although	SCONJ
easat-3402	88	2	challenges	challenge	NOUN
easat-3402	88	3	persist	persist	VERB
easat-3402	88	4	,	,	PUNCT
easat-3402	88	5	ongoing	ongoing	ADJ
easat-3402	88	6	advancements	advancement	NOUN
easat-3402	88	7	in	in	ADP
easat-3402	88	8	machine	machine	NOUN
easat-3402	88	9	learning	learning	NOUN
easat-3402	88	10	and	and	CCONJ
easat-3402	88	11	ethical	ethical	ADJ
easat-3402	88	12	ai	ai	PROPN
easat-3402	88	13	development	development	NOUN
easat-3402	88	14	offer	offer	NOUN
easat-3402	88	15	promising	promise	VERB
easat-3402	88	16	pathways	pathway	NOUN
easat-3402	88	17	for	for	ADP
easat-3402	88	18	future	future	ADJ
easat-3402	88	19	research	research	NOUN
easat-3402	88	20	.	.	PUNCT
easat-3402	89	1	as	as	SCONJ
easat-3402	89	2	this	this	DET
easat-3402	89	3	interdisciplinary	interdisciplinary	ADJ
easat-3402	89	4	field	field	NOUN
easat-3402	89	5	progresses	progress	VERB
easat-3402	89	6	,	,	PUNCT
easat-3402	89	7	we	we	PRON
easat-3402	89	8	can	can	AUX
easat-3402	89	9	anticipate	anticipate	VERB
easat-3402	89	10	a	a	DET
easat-3402	89	11	deeper	deep	ADJ
easat-3402	89	12	understanding	understanding	NOUN
easat-3402	89	13	of	of	ADP
easat-3402	89	14	the	the	DET
easat-3402	89	15	intricate	intricate	ADJ
easat-3402	89	16	connections	connection	NOUN
easat-3402	89	17	between	between	ADP
easat-3402	89	18	language	language	NOUN
easat-3402	89	19	,	,	PUNCT
easat-3402	89	20	sound	sound	NOUN
easat-3402	89	21	,	,	PUNCT
easat-3402	89	22	and	and	CCONJ
easat-3402	89	23	social	social	ADJ
easat-3402	89	24	identity	identity	NOUN
easat-3402	89	25	.	.	PUNCT
easat-3402	90	1	3	3	X
easat-3402	90	2	.	.	X
easat-3402	90	3	dataset	dataset	VERB
easat-3402	90	4	the	the	DET
easat-3402	90	5	data	datum	NOUN
easat-3402	90	6	considered	consider	VERB
easat-3402	90	7	in	in	ADP
easat-3402	90	8	this	this	DET
easat-3402	90	9	paper	paper	NOUN
easat-3402	90	10	consists	consist	VERB
easat-3402	90	11	of	of	ADP
easat-3402	90	12	the	the	DET
easat-3402	90	13	first	first	ADJ
easat-3402	90	14	names	name	NOUN
easat-3402	90	15	of	of	ADP
easat-3402	90	16	656	656	NUM
easat-3402	90	17	saudis	saudi	NOUN
easat-3402	90	18	,	,	PUNCT
easat-3402	90	19	237	237	NUM
easat-3402	90	20	males	male	NOUN
easat-3402	90	21	,	,	PUNCT
easat-3402	90	22	and	and	CCONJ
easat-3402	90	23	419	419	NUM
easat-3402	90	24	females	female	NOUN
easat-3402	90	25	,	,	PUNCT
easat-3402	90	26	drawn	draw	VERB
easat-3402	90	27	from	from	ADP
easat-3402	90	28	the	the	DET
easat-3402	90	29	registrar	registrar	NOUN
easat-3402	90	30	of	of	ADP
easat-3402	90	31	a	a	DET
easat-3402	90	32	private	private	ADJ
easat-3402	90	33	university	university	NOUN
easat-3402	90	34	in	in	ADP
easat-3402	90	35	riyadh	riyadh	PROPN
easat-3402	90	36	,	,	PUNCT
easat-3402	90	37	saudi	saudi	PROPN
easat-3402	90	38	arabia	arabia	PROPN
easat-3402	90	39	.	.	PUNCT
easat-3402	91	1	in	in	ADP
easat-3402	91	2	this	this	DET
easat-3402	91	3	case	case	NOUN
easat-3402	91	4	study	study	NOUN
easat-3402	91	5	,	,	PUNCT
easat-3402	91	6	the	the	DET
easat-3402	91	7	dependent	dependent	ADJ
easat-3402	91	8	variable	variable	NOUN
easat-3402	91	9	is	be	AUX
easat-3402	91	10	the	the	DET
easat-3402	91	11	qualitative	qualitative	ADJ
easat-3402	91	12	‘	'	PUNCT
easat-3402	91	13	gender	gender	NOUN
easat-3402	91	14	’	'	PUNCT
easat-3402	91	15	with	with	ADP
easat-3402	91	16	its	its	PRON
easat-3402	91	17	two	two	NUM
easat-3402	91	18	categories	category	NOUN
easat-3402	91	19	:	:	PUNCT
easat-3402	91	20	“	"	PUNCT
easat-3402	91	21	female	female	NOUN
easat-3402	91	22	”	"	PUNCT
easat-3402	91	23	and	and	CCONJ
easat-3402	91	24	“	"	PUNCT
easat-3402	91	25	male	male	NOUN
easat-3402	91	26	.	.	PUNCT
easat-3402	91	27	”	"	PUNCT
easat-3402	92	1	the	the	DET
easat-3402	92	2	independent	independent	ADJ
easat-3402	92	3	variables	variable	NOUN
easat-3402	92	4	are	be	AUX
easat-3402	92	5	the	the	DET
easat-3402	92	6	following	follow	VERB
easat-3402	92	7	:	:	PUNCT
easat-3402	93	1	•	•	NUM
easat-3402	93	2	x1	x1	ADJ
easat-3402	93	3	:	:	PUNCT
easat-3402	93	4	phonemes	phoneme	NOUN
easat-3402	93	5	(	(	PUNCT
easat-3402	93	6	quantitative	quantitative	ADJ
easat-3402	93	7	variable	variable	NOUN
easat-3402	93	8	)	)	PUNCT
easat-3402	93	9	•	•	ADP
easat-3402	94	1	x2	x2	PROPN
easat-3402	94	2	:	:	PUNCT
easat-3402	94	3	syllables	syllable	NOUN
easat-3402	94	4	(	(	PUNCT
easat-3402	94	5	quantitative	quantitative	ADJ
easat-3402	94	6	variable	variable	NOUN
easat-3402	94	7	)	)	PUNCT
easat-3402	94	8	•	•	NOUN
easat-3402	94	9	x3	x3	ADJ
easat-3402	94	10	:	:	PUNCT
easat-3402	94	11	syllable	syllable	NOUN
easat-3402	94	12	structure	structure	NOUN
easat-3402	94	13	(	(	PUNCT
easat-3402	94	14	or	or	CCONJ
easat-3402	94	15	syllable	syllable	NOUN
easat-3402	94	16	pattern	pattern	NOUN
easat-3402	94	17	or	or	CCONJ
easat-3402	94	18	syllable	syllable	NOUN
easat-3402	94	19	configuration	configuration	NOUN
easat-3402	94	20	)	)	PUNCT
easat-3402	94	21	.	.	PUNCT
easat-3402	95	1	this	this	DET
easat-3402	95	2	variable	variable	NOUN
easat-3402	95	3	describes	describe	VERB
easat-3402	95	4	different	different	ADJ
easat-3402	95	5	combinations	combination	NOUN
easat-3402	95	6	of	of	ADP
easat-3402	95	7	open	open	ADJ
easat-3402	95	8	and	and	CCONJ
easat-3402	95	9	closed	closed	ADJ
easat-3402	95	10	syllables	syllable	NOUN
easat-3402	95	11	.	.	PUNCT
easat-3402	96	1	it	it	PRON
easat-3402	96	2	is	be	AUX
easat-3402	96	3	a	a	DET
easat-3402	96	4	qualitative	qualitative	ADJ
easat-3402	96	5	variable	variable	NOUN
easat-3402	96	6	with	with	ADP
easat-3402	96	7	22	22	NUM
easat-3402	96	8	categories	category	NOUN
easat-3402	96	9	,	,	PUNCT
easat-3402	96	10	such	such	ADJ
easat-3402	96	11	as	as	ADP
easat-3402	96	12	closed	closed	ADJ
easat-3402	96	13	,	,	PUNCT
easat-3402	96	14	closed+closed	closed+close	VERB
easat-3402	96	15	,	,	PUNCT
easat-3402	96	16	and	and	CCONJ
easat-3402	96	17	open+open+open+closed	open+open+open+close	VERB
easat-3402	96	18	.	.	PUNCT
easat-3402	96	19	•	•	NUM
easat-3402	96	20	x4	x4	ADV
easat-3402	96	21	:	:	PUNCT
easat-3402	96	22	stress	stress	NOUN
easat-3402	96	23	position	position	NOUN
easat-3402	96	24	(	(	PUNCT
easat-3402	96	25	or	or	CCONJ
easat-3402	96	26	stress	stress	NOUN
easat-3402	96	27	pattern	pattern	NOUN
easat-3402	96	28	)	)	PUNCT
easat-3402	96	29	.	.	PUNCT
easat-3402	97	1	this	this	DET
easat-3402	97	2	variable	variable	NOUN
easat-3402	97	3	indicates	indicate	VERB
easat-3402	97	4	the	the	DET
easat-3402	97	5	position	position	NOUN
easat-3402	97	6	of	of	ADP
easat-3402	97	7	the	the	DET
easat-3402	97	8	stress	stress	NOUN
easat-3402	97	9	in	in	ADP
easat-3402	97	10	a	a	DET
easat-3402	97	11	word	word	NOUN
easat-3402	97	12	.	.	PUNCT
easat-3402	98	1	it	it	PRON
easat-3402	98	2	is	be	AUX
easat-3402	98	3	a	a	DET
easat-3402	98	4	qualitative	qualitative	ADJ
easat-3402	98	5	variable	variable	NOUN
easat-3402	98	6	with	with	ADP
easat-3402	98	7	five	five	NUM
easat-3402	98	8	categories	category	NOUN
easat-3402	98	9	:	:	PUNCT
easat-3402	98	10	first	first	ADJ
easat-3402	98	11	,	,	PUNCT
easat-3402	98	12	second	second	ADJ
easat-3402	98	13	,	,	PUNCT
easat-3402	98	14	third	third	ADJ
easat-3402	98	15	,	,	PUNCT
easat-3402	98	16	fourth	fourth	ADJ
easat-3402	98	17	,	,	PUNCT
easat-3402	98	18	and	and	CCONJ
easat-3402	98	19	monosyllabic	monosyllabic	ADJ
easat-3402	98	20	.	.	PUNCT
easat-3402	98	21	•	•	NUM
easat-3402	98	22	x5	x5	PROPN
easat-3402	98	23	:	:	PUNCT
easat-3402	98	24	word	word	NOUN
easat-3402	98	25	-	-	PUNCT
easat-3402	98	26	initial	initial	ADJ
easat-3402	98	27	sound	sound	NOUN
easat-3402	98	28	(	(	PUNCT
easat-3402	98	29	or	or	CCONJ
easat-3402	98	30	initial	initial	ADJ
easat-3402	98	31	segment	segment	NOUN
easat-3402	98	32	type	type	NOUN
easat-3402	98	33	,	,	PUNCT
easat-3402	98	34	or	or	CCONJ
easat-3402	98	35	word	word	NOUN
easat-3402	98	36	-	-	PUNCT
easat-3402	98	37	initial	initial	ADJ
easat-3402	98	38	consonants	consonant	NOUN
easat-3402	98	39	vs.	vs.	ADP
easat-3402	98	40	vowels	vowel	NOUN
easat-3402	98	41	)	)	PUNCT
easat-3402	98	42	.	.	PUNCT
easat-3402	99	1	this	this	DET
easat-3402	99	2	variable	variable	NOUN
easat-3402	99	3	indicates	indicate	VERB
easat-3402	99	4	the	the	DET
easat-3402	99	5	type	type	NOUN
easat-3402	99	6	of	of	ADP
easat-3402	99	7	sound	sound	NOUN
easat-3402	99	8	(	(	PUNCT
easat-3402	99	9	vowel	vowel	NOUN
easat-3402	99	10	or	or	CCONJ
easat-3402	99	11	consonant	consonant	ADJ
easat-3402	99	12	)	)	PUNCT
easat-3402	99	13	at	at	ADP
easat-3402	99	14	the	the	DET
easat-3402	99	15	beginning	beginning	NOUN
easat-3402	99	16	of	of	ADP
easat-3402	99	17	the	the	DET
easat-3402	99	18	word	word	NOUN
easat-3402	99	19	.	.	PUNCT
easat-3402	100	1	it	it	PRON
easat-3402	100	2	is	be	AUX
easat-3402	100	3	a	a	DET
easat-3402	100	4	qualitative	qualitative	ADJ
easat-3402	100	5	variable	variable	NOUN
easat-3402	100	6	with	with	ADP
easat-3402	100	7	41	41	NUM
easat-3402	100	8	categories	category	NOUN
easat-3402	100	9	,	,	PUNCT
easat-3402	100	10	such	such	ADJ
easat-3402	100	11	as	as	ADP
easat-3402	100	12	cons	con	NOUN
easat-3402	100	13	=	=	SYM
easat-3402	100	14	b	b	PROPN
easat-3402	100	15	,	,	PUNCT
easat-3402	100	16	cons	con	NOUN
easat-3402	100	17	=	=	SYM
easat-3402	100	18	d	d	NOUN
easat-3402	100	19	,	,	PUNCT
easat-3402	100	20	or	or	CCONJ
easat-3402	100	21	vowel	vowel	NOUN
easat-3402	100	22	=	=	PUNCT
easat-3402	100	23	a.	a.	NOUN
easat-3402	100	24	•	•	PROPN
easat-3402	100	25	x6	x6	PROPN
easat-3402	100	26	:	:	PUNCT
easat-3402	100	27	manner	manner	NOUN
easat-3402	100	28	of	of	ADP
easat-3402	100	29	articulation	articulation	NOUN
easat-3402	100	30	of	of	ADP
easat-3402	100	31	initial	initial	ADJ
easat-3402	100	32	consonants	consonant	NOUN
easat-3402	100	33	.	.	PUNCT
easat-3402	101	1	this	this	PRON
easat-3402	101	2	refers	refer	VERB
easat-3402	101	3	to	to	ADP
easat-3402	101	4	how	how	SCONJ
easat-3402	101	5	the	the	DET
easat-3402	101	6	consonant	consonant	NOUN
easat-3402	101	7	at	at	ADP
easat-3402	101	8	the	the	DET
easat-3402	101	9	beginning	beginning	NOUN
easat-3402	101	10	of	of	ADP
easat-3402	101	11	the	the	DET
easat-3402	101	12	word	word	NOUN
easat-3402	101	13	is	be	AUX
easat-3402	101	14	articulated	articulate	VERB
easat-3402	101	15	.	.	PUNCT
easat-3402	102	1	this	this	DET
easat-3402	102	2	qualitative	qualitative	ADJ
easat-3402	102	3	variable	variable	NOUN
easat-3402	102	4	has	have	VERB
easat-3402	102	5	11	11	NUM
easat-3402	102	6	categories	category	NOUN
easat-3402	102	7	,	,	PUNCT
easat-3402	102	8	such	such	ADJ
easat-3402	102	9	as	as	ADP
easat-3402	102	10	(	(	PUNCT
easat-3402	102	11	glottal	glottal	NOUN
easat-3402	102	12	)	)	PUNCT
easat-3402	102	13	stop	stop	NOUN
easat-3402	102	14	and	and	CCONJ
easat-3402	102	15	(	(	PUNCT
easat-3402	102	16	glottal	glottal	NOUN
easat-3402	102	17	)	)	PUNCT
easat-3402	102	18	fricative	fricative	ADJ
easat-3402	102	19	.	.	PUNCT
easat-3402	103	1	6484	6484	NUM
easat-3402	103	2	edelweiss	edelweiss	PROPN
easat-3402	103	3	applied	apply	VERB
easat-3402	103	4	science	science	NOUN
easat-3402	103	5	and	and	CCONJ
easat-3402	103	6	technology	technology	NOUN
easat-3402	103	7	issn	issn	PROPN
easat-3402	103	8	:	:	PUNCT
easat-3402	103	9	2576	2576	NUM
easat-3402	103	10	-	-	SYM
easat-3402	103	11	8484	8484	NUM
easat-3402	103	12	vol	vol	NOUN
easat-3402	103	13	.	.	PROPN
easat-3402	103	14	8	8	NUM
easat-3402	103	15	,	,	PUNCT
easat-3402	103	16	no	no	INTJ
easat-3402	103	17	.	.	NOUN
easat-3402	103	18	6	6	NUM
easat-3402	103	19	:	:	PUNCT
easat-3402	103	20	6480	6480	NUM
easat-3402	103	21	-	-	SYM
easat-3402	103	22	6497	6497	NUM
easat-3402	103	23	,	,	PUNCT
easat-3402	103	24	2024	2024	NUM
easat-3402	103	25	doi	doi	NOUN
easat-3402	103	26	:	:	PUNCT
easat-3402	103	27	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	103	28	©	©	PROPN
easat-3402	103	29	2024	2024	NUM
easat-3402	103	30	by	by	ADP
easat-3402	103	31	the	the	DET
easat-3402	103	32	author	author	NOUN
easat-3402	103	33	;	;	PUNCT
easat-3402	103	34	licensee	licensee	PROPN
easat-3402	103	35	learning	learning	NOUN
easat-3402	103	36	gate	gate	NOUN
easat-3402	103	37	•	•	ADP
easat-3402	103	38	x7	x7	NOUN
easat-3402	103	39	:	:	PUNCT
easat-3402	103	40	manner	manner	NOUN
easat-3402	103	41	of	of	ADP
easat-3402	103	42	articulation	articulation	NOUN
easat-3402	103	43	of	of	ADP
easat-3402	103	44	final	final	ADJ
easat-3402	103	45	consonants	consonant	NOUN
easat-3402	103	46	.	.	PUNCT
easat-3402	104	1	similar	similar	ADJ
easat-3402	104	2	to	to	ADP
easat-3402	104	3	x6	x6	PROPN
easat-3402	104	4	,	,	PUNCT
easat-3402	104	5	this	this	PRON
easat-3402	104	6	refers	refer	VERB
easat-3402	104	7	to	to	ADP
easat-3402	104	8	how	how	SCONJ
easat-3402	104	9	the	the	DET
easat-3402	104	10	final	final	ADJ
easat-3402	104	11	consonant	consonant	NOUN
easat-3402	104	12	is	be	AUX
easat-3402	104	13	articulated	articulate	VERB
easat-3402	104	14	.	.	PUNCT
easat-3402	105	1	this	this	PRON
easat-3402	105	2	is	be	AUX
easat-3402	105	3	a	a	DET
easat-3402	105	4	qualitative	qualitative	ADJ
easat-3402	105	5	variable	variable	NOUN
easat-3402	105	6	with	with	ADP
easat-3402	105	7	13	13	NUM
easat-3402	105	8	categories	category	NOUN
easat-3402	105	9	,	,	PUNCT
easat-3402	105	10	such	such	ADJ
easat-3402	105	11	as	as	ADP
easat-3402	105	12	(	(	PUNCT
easat-3402	105	13	glottal	glottal	NOUN
easat-3402	105	14	)	)	PUNCT
easat-3402	105	15	stop	stop	NOUN
easat-3402	105	16	and	and	CCONJ
easat-3402	105	17	(	(	PUNCT
easat-3402	105	18	glottal	glottal	NOUN
easat-3402	105	19	)	)	PUNCT
easat-3402	105	20	fricative	fricative	ADJ
easat-3402	105	21	,	,	PUNCT
easat-3402	105	22	•	•	ADJ
easat-3402	105	23	x8	x8	PROPN
easat-3402	105	24	:	:	PUNCT
easat-3402	105	25	voicing	voice	VERB
easat-3402	105	26	of	of	ADP
easat-3402	105	27	initial	initial	ADJ
easat-3402	105	28	consonants	consonant	NOUN
easat-3402	105	29	.	.	PUNCT
easat-3402	106	1	this	this	DET
easat-3402	106	2	variable	variable	NOUN
easat-3402	106	3	refers	refer	VERB
easat-3402	106	4	to	to	ADP
easat-3402	106	5	whether	whether	SCONJ
easat-3402	106	6	the	the	DET
easat-3402	106	7	initial	initial	ADJ
easat-3402	106	8	consonant	consonant	NOUN
easat-3402	106	9	is	be	AUX
easat-3402	106	10	voiced	voice	VERB
easat-3402	106	11	or	or	CCONJ
easat-3402	106	12	voiceless	voiceless	ADJ
easat-3402	106	13	.	.	PUNCT
easat-3402	107	1	this	this	DET
easat-3402	107	2	qualitative	qualitative	ADJ
easat-3402	107	3	variable	variable	NOUN
easat-3402	107	4	has	have	VERB
easat-3402	107	5	three	three	NUM
easat-3402	107	6	categories	category	NOUN
easat-3402	107	7	:	:	PUNCT
easat-3402	107	8	voiced	voice	VERB
easat-3402	107	9	,	,	PUNCT
easat-3402	107	10	voiced	voice	VERB
easat-3402	107	11	(	(	PUNCT
easat-3402	107	12	being	be	AUX
easat-3402	107	13	vowel	vowel	VERB
easat-3402	107	14	)	)	PUNCT
easat-3402	107	15	,	,	PUNCT
easat-3402	107	16	and	and	CCONJ
easat-3402	107	17	voiceless	voiceless	VERB
easat-3402	107	18	.	.	PUNCT
easat-3402	108	1	•	•	NUM
easat-3402	108	2	x9	x9	NOUN
easat-3402	108	3	:	:	PUNCT
easat-3402	108	4	voicing	voice	VERB
easat-3402	108	5	of	of	ADP
easat-3402	108	6	final	final	ADJ
easat-3402	108	7	consonants	consonant	NOUN
easat-3402	108	8	.	.	PUNCT
easat-3402	109	1	similar	similar	ADJ
easat-3402	109	2	to	to	ADP
easat-3402	109	3	x8	x8	PROPN
easat-3402	109	4	,	,	PUNCT
easat-3402	109	5	this	this	PRON
easat-3402	109	6	refers	refer	VERB
easat-3402	109	7	to	to	ADP
easat-3402	109	8	the	the	DET
easat-3402	109	9	voicing	voicing	NOUN
easat-3402	109	10	of	of	ADP
easat-3402	109	11	the	the	DET
easat-3402	109	12	final	final	ADJ
easat-3402	109	13	consonant	consonant	NOUN
easat-3402	109	14	.	.	PUNCT
easat-3402	110	1	this	this	DET
easat-3402	110	2	qualitative	qualitative	ADJ
easat-3402	110	3	variable	variable	NOUN
easat-3402	110	4	has	have	VERB
easat-3402	110	5	three	three	NUM
easat-3402	110	6	categories	category	NOUN
easat-3402	110	7	:	:	PUNCT
easat-3402	110	8	voiced	voice	VERB
easat-3402	110	9	,	,	PUNCT
easat-3402	110	10	voiced	voice	VERB
easat-3402	110	11	(	(	PUNCT
easat-3402	110	12	being	be	AUX
easat-3402	110	13	vowel	vowel	VERB
easat-3402	110	14	)	)	PUNCT
easat-3402	110	15	,	,	PUNCT
easat-3402	110	16	and	and	CCONJ
easat-3402	110	17	voiceless	voiceless	VERB
easat-3402	110	18	.	.	PUNCT
easat-3402	111	1	4	4	X
easat-3402	111	2	.	.	X
easat-3402	111	3	machine	machine	NOUN
easat-3402	111	4	learning	learning	NOUN
easat-3402	111	5	approach	approach	VERB
easat-3402	111	6	the	the	DET
easat-3402	111	7	machine	machine	NOUN
easat-3402	111	8	learning	learn	VERB
easat-3402	111	9	approaches	approach	NOUN
easat-3402	111	10	used	use	VERB
easat-3402	111	11	in	in	ADP
easat-3402	111	12	this	this	DET
easat-3402	111	13	paper	paper	NOUN
easat-3402	111	14	are	be	AUX
easat-3402	111	15	classification	classification	NOUN
easat-3402	111	16	,	,	PUNCT
easat-3402	111	17	a	a	DET
easat-3402	111	18	supervised	supervised	ADJ
easat-3402	111	19	learning	learning	NOUN
easat-3402	111	20	technique	technique	NOUN
easat-3402	111	21	,	,	PUNCT
easat-3402	111	22	and	and	CCONJ
easat-3402	111	23	clustering	clustering	NOUN
easat-3402	111	24	,	,	PUNCT
easat-3402	111	25	an	an	DET
easat-3402	111	26	unsupervised	unsupervised	ADJ
easat-3402	111	27	learning	learning	NOUN
easat-3402	111	28	technique	technique	NOUN
easat-3402	111	29	.	.	PUNCT
easat-3402	112	1	classification	classification	NOUN
easat-3402	112	2	leverages	leverage	NOUN
easat-3402	112	3	attributes	attribute	VERB
easat-3402	112	4	to	to	PART
easat-3402	112	5	assign	assign	VERB
easat-3402	112	6	predefined	predefine	VERB
easat-3402	112	7	class	class	NOUN
easat-3402	112	8	labels	label	NOUN
easat-3402	112	9	to	to	ADP
easat-3402	112	10	data	datum	NOUN
easat-3402	112	11	points	point	NOUN
easat-3402	112	12	.	.	PUNCT
easat-3402	113	1	its	its	PRON
easat-3402	113	2	goal	goal	NOUN
easat-3402	113	3	is	be	AUX
easat-3402	113	4	to	to	PART
easat-3402	113	5	create	create	VERB
easat-3402	113	6	a	a	DET
easat-3402	113	7	mapping	mapping	NOUN
easat-3402	113	8	from	from	ADP
easat-3402	113	9	input	input	NOUN
easat-3402	113	10	features	feature	NOUN
easat-3402	113	11	to	to	ADP
easat-3402	113	12	class	class	NOUN
easat-3402	113	13	labels	label	NOUN
easat-3402	113	14	using	use	VERB
easat-3402	113	15	labeled	label	VERB
easat-3402	113	16	training	training	NOUN
easat-3402	113	17	data	datum	NOUN
easat-3402	113	18	,	,	PUNCT
easat-3402	113	19	allowing	allow	VERB
easat-3402	113	20	the	the	DET
easat-3402	113	21	model	model	NOUN
easat-3402	113	22	to	to	PART
easat-3402	113	23	predict	predict	VERB
easat-3402	113	24	class	class	NOUN
easat-3402	113	25	labels	label	NOUN
easat-3402	113	26	for	for	ADP
easat-3402	113	27	previously	previously	ADV
easat-3402	113	28	unseen	unseen	ADJ
easat-3402	113	29	cases	case	NOUN
easat-3402	113	30	.	.	PUNCT
easat-3402	114	1	in	in	ADP
easat-3402	114	2	our	our	PRON
easat-3402	114	3	study	study	NOUN
easat-3402	114	4	,	,	PUNCT
easat-3402	114	5	classification	classification	NOUN
easat-3402	114	6	aids	aid	NOUN
easat-3402	114	7	in	in	ADP
easat-3402	114	8	identifying	identify	VERB
easat-3402	114	9	patterns	pattern	NOUN
easat-3402	114	10	or	or	CCONJ
easat-3402	114	11	characteristics	characteristic	NOUN
easat-3402	114	12	that	that	PRON
easat-3402	114	13	differentiate	differentiate	VERB
easat-3402	114	14	male	male	ADJ
easat-3402	114	15	names	name	NOUN
easat-3402	114	16	from	from	ADP
easat-3402	114	17	female	female	ADJ
easat-3402	114	18	names	name	NOUN
easat-3402	114	19	using	use	VERB
easat-3402	114	20	labeled	label	VERB
easat-3402	114	21	data	datum	NOUN
easat-3402	114	22	.	.	PUNCT
easat-3402	115	1	this	this	PRON
easat-3402	115	2	enables	enable	VERB
easat-3402	115	3	the	the	DET
easat-3402	115	4	development	development	NOUN
easat-3402	115	5	of	of	ADP
easat-3402	115	6	a	a	DET
easat-3402	115	7	model	model	NOUN
easat-3402	115	8	capable	capable	ADJ
easat-3402	115	9	of	of	ADP
easat-3402	115	10	predicting	predict	VERB
easat-3402	115	11	the	the	DET
easat-3402	115	12	gender	gender	NOUN
easat-3402	115	13	of	of	ADP
easat-3402	115	14	new	new	ADJ
easat-3402	115	15	names	name	NOUN
easat-3402	115	16	based	base	VERB
easat-3402	115	17	on	on	ADP
easat-3402	115	18	the	the	DET
easat-3402	115	19	features	feature	NOUN
easat-3402	115	20	learned	learn	VERB
easat-3402	115	21	from	from	ADP
easat-3402	115	22	the	the	DET
easat-3402	115	23	training	training	NOUN
easat-3402	115	24	data	datum	NOUN
easat-3402	115	25	.	.	PUNCT
easat-3402	116	1	in	in	ADP
easat-3402	116	2	contrast	contrast	NOUN
easat-3402	116	3	,	,	PUNCT
easat-3402	116	4	clustering	cluster	VERB
easat-3402	116	5	involves	involve	VERB
easat-3402	116	6	organizing	organize	VERB
easat-3402	116	7	similar	similar	ADJ
easat-3402	116	8	data	datum	NOUN
easat-3402	116	9	points	point	NOUN
easat-3402	116	10	into	into	ADP
easat-3402	116	11	clusters	cluster	NOUN
easat-3402	116	12	based	base	VERB
easat-3402	116	13	on	on	ADP
easat-3402	116	14	shared	share	VERB
easat-3402	116	15	traits	trait	NOUN
easat-3402	116	16	or	or	CCONJ
easat-3402	116	17	attributes	attribute	NOUN
easat-3402	116	18	.	.	PUNCT
easat-3402	117	1	the	the	DET
easat-3402	117	2	main	main	ADJ
easat-3402	117	3	objective	objective	NOUN
easat-3402	117	4	of	of	ADP
easat-3402	117	5	clustering	clustering	NOUN
easat-3402	117	6	is	be	AUX
easat-3402	117	7	to	to	PART
easat-3402	117	8	uncover	uncover	VERB
easat-3402	117	9	hidden	hide	VERB
easat-3402	117	10	patterns	pattern	NOUN
easat-3402	117	11	or	or	CCONJ
easat-3402	117	12	structures	structure	NOUN
easat-3402	117	13	in	in	ADP
easat-3402	117	14	the	the	DET
easat-3402	117	15	data	datum	NOUN
easat-3402	117	16	without	without	ADP
easat-3402	117	17	prior	prior	ADJ
easat-3402	117	18	knowledge	knowledge	NOUN
easat-3402	117	19	of	of	ADP
easat-3402	117	20	class	class	NOUN
easat-3402	117	21	labels	label	NOUN
easat-3402	117	22	.	.	PUNCT
easat-3402	118	1	in	in	ADP
easat-3402	118	2	this	this	DET
easat-3402	118	3	case	case	NOUN
easat-3402	118	4	,	,	PUNCT
easat-3402	118	5	names	name	NOUN
easat-3402	118	6	are	be	AUX
easat-3402	118	7	grouped	group	VERB
easat-3402	118	8	according	accord	VERB
easat-3402	118	9	to	to	ADP
easat-3402	118	10	their	their	PRON
easat-3402	118	11	similarities	similarity	NOUN
easat-3402	118	12	without	without	ADP
easat-3402	118	13	relying	rely	VERB
easat-3402	118	14	on	on	ADP
easat-3402	118	15	labeled	label	VERB
easat-3402	118	16	data	datum	NOUN
easat-3402	118	17	.	.	PUNCT
easat-3402	119	1	this	this	DET
easat-3402	119	2	approach	approach	NOUN
easat-3402	119	3	can	can	AUX
easat-3402	119	4	reveal	reveal	VERB
easat-3402	119	5	natural	natural	ADJ
easat-3402	119	6	groupings	grouping	NOUN
easat-3402	119	7	or	or	CCONJ
easat-3402	119	8	patterns	pattern	NOUN
easat-3402	119	9	that	that	PRON
easat-3402	119	10	may	may	AUX
easat-3402	119	11	not	not	PART
easat-3402	119	12	be	be	AUX
easat-3402	119	13	immediately	immediately	ADV
easat-3402	119	14	apparent	apparent	ADJ
easat-3402	119	15	.	.	PUNCT
easat-3402	120	1	for	for	ADP
easat-3402	120	2	instance	instance	NOUN
easat-3402	120	3	,	,	PUNCT
easat-3402	120	4	clustering	cluster	VERB
easat-3402	120	5	could	could	AUX
easat-3402	120	6	reveal	reveal	VERB
easat-3402	120	7	subgroups	subgroup	NOUN
easat-3402	120	8	within	within	ADP
easat-3402	120	9	male	male	ADJ
easat-3402	120	10	or	or	CCONJ
easat-3402	120	11	female	female	ADJ
easat-3402	120	12	names	name	NOUN
easat-3402	120	13	that	that	PRON
easat-3402	120	14	share	share	VERB
easat-3402	120	15	specific	specific	ADJ
easat-3402	120	16	phonetic	phonetic	ADJ
easat-3402	120	17	or	or	CCONJ
easat-3402	120	18	structural	structural	ADJ
easat-3402	120	19	features	feature	NOUN
easat-3402	120	20	.	.	PUNCT
easat-3402	121	1	by	by	ADP
easat-3402	121	2	integrating	integrate	VERB
easat-3402	121	3	supervised	supervised	ADJ
easat-3402	121	4	and	and	CCONJ
easat-3402	121	5	unsupervised	unsupervised	ADJ
easat-3402	121	6	learning	learning	NOUN
easat-3402	121	7	techniques	technique	NOUN
easat-3402	121	8	,	,	PUNCT
easat-3402	121	9	the	the	DET
easat-3402	121	10	advantages	advantage	NOUN
easat-3402	121	11	of	of	ADP
easat-3402	121	12	each	each	DET
easat-3402	121	13	method	method	NOUN
easat-3402	121	14	are	be	AUX
easat-3402	121	15	harnessed	harness	VERB
easat-3402	121	16	to	to	PART
easat-3402	121	17	achieve	achieve	VERB
easat-3402	121	18	a	a	DET
easat-3402	121	19	more	more	ADV
easat-3402	121	20	thorough	thorough	ADJ
easat-3402	121	21	analysis	analysis	NOUN
easat-3402	121	22	of	of	ADP
easat-3402	121	23	the	the	DET
easat-3402	121	24	first	first	ADJ
easat-3402	121	25	names	name	NOUN
easat-3402	121	26	in	in	ADP
easat-3402	121	27	the	the	DET
easat-3402	121	28	study	study	NOUN
easat-3402	121	29	.	.	PUNCT
easat-3402	122	1	employing	employ	VERB
easat-3402	122	2	both	both	DET
easat-3402	122	3	approaches	approach	NOUN
easat-3402	122	4	enables	enable	VERB
easat-3402	122	5	the	the	DET
easat-3402	122	6	identification	identification	NOUN
easat-3402	122	7	of	of	ADP
easat-3402	122	8	patterns	pattern	NOUN
easat-3402	122	9	that	that	PRON
easat-3402	122	10	may	may	AUX
easat-3402	122	11	be	be	AUX
easat-3402	122	12	missed	miss	VERB
easat-3402	122	13	when	when	SCONJ
easat-3402	122	14	using	use	VERB
easat-3402	122	15	only	only	ADV
easat-3402	122	16	one	one	NUM
easat-3402	122	17	method	method	NOUN
easat-3402	122	18	,	,	PUNCT
easat-3402	122	19	ensuring	ensure	VERB
easat-3402	122	20	that	that	SCONJ
easat-3402	122	21	the	the	DET
easat-3402	122	22	insights	insight	NOUN
easat-3402	122	23	are	be	AUX
easat-3402	122	24	both	both	ADV
easat-3402	122	25	comprehensive	comprehensive	ADJ
easat-3402	122	26	and	and	CCONJ
easat-3402	122	27	accurate	accurate	ADJ
easat-3402	122	28	.	.	PUNCT
easat-3402	123	1	4.1	4.1	NUM
easat-3402	123	2	.	.	PUNCT
easat-3402	124	1	classification	classification	VERB
easat-3402	124	2	the	the	DET
easat-3402	124	3	objective	objective	NOUN
easat-3402	124	4	is	be	AUX
easat-3402	124	5	to	to	PART
easat-3402	124	6	determine	determine	VERB
easat-3402	124	7	whether	whether	SCONJ
easat-3402	124	8	it	it	PRON
easat-3402	124	9	is	be	AUX
easat-3402	124	10	possible	possible	ADJ
easat-3402	124	11	to	to	PART
easat-3402	124	12	predict	predict	VERB
easat-3402	124	13	a	a	DET
easat-3402	124	14	subject	subject	NOUN
easat-3402	124	15	's	's	PART
easat-3402	124	16	gender	gender	NOUN
easat-3402	124	17	based	base	VERB
easat-3402	124	18	on	on	ADP
easat-3402	124	19	all	all	DET
easat-3402	124	20	the	the	DET
easat-3402	124	21	available	available	ADJ
easat-3402	124	22	variables	variable	NOUN
easat-3402	124	23	.	.	PUNCT
easat-3402	125	1	since	since	SCONJ
easat-3402	125	2	the	the	DET
easat-3402	125	3	'	'	PUNCT
easat-3402	125	4	gender	gender	NOUN
easat-3402	125	5	'	'	PUNCT
easat-3402	125	6	variable	variable	NOUN
easat-3402	125	7	is	be	AUX
easat-3402	125	8	qualitative	qualitative	ADJ
easat-3402	125	9	,	,	PUNCT
easat-3402	125	10	this	this	PRON
easat-3402	125	11	represents	represent	VERB
easat-3402	125	12	a	a	DET
easat-3402	125	13	classification	classification	NOUN
easat-3402	125	14	problem	problem	NOUN
easat-3402	125	15	.	.	PUNCT
easat-3402	126	1	various	various	ADJ
easat-3402	126	2	machine	machine	NOUN
easat-3402	126	3	learning	learn	VERB
easat-3402	126	4	algorithms	algorithm	NOUN
easat-3402	126	5	can	can	AUX
easat-3402	126	6	be	be	AUX
easat-3402	126	7	applied	apply	VERB
easat-3402	126	8	to	to	PART
easat-3402	126	9	address	address	VERB
easat-3402	126	10	this	this	DET
easat-3402	126	11	type	type	NOUN
easat-3402	126	12	of	of	ADP
easat-3402	126	13	challenge	challenge	NOUN
easat-3402	126	14	.	.	PUNCT
easat-3402	127	1	in	in	ADP
easat-3402	127	2	machine	machine	NOUN
easat-3402	127	3	learning	learning	NOUN
easat-3402	127	4	,	,	PUNCT
easat-3402	127	5	it	it	PRON
easat-3402	127	6	is	be	AUX
easat-3402	127	7	customary	customary	ADJ
easat-3402	127	8	to	to	PART
easat-3402	127	9	split	split	VERB
easat-3402	127	10	the	the	DET
easat-3402	127	11	data	datum	NOUN
easat-3402	127	12	into	into	ADP
easat-3402	127	13	training	training	NOUN
easat-3402	127	14	,	,	PUNCT
easat-3402	127	15	validation	validation	NOUN
easat-3402	127	16	,	,	PUNCT
easat-3402	127	17	and	and	CCONJ
easat-3402	127	18	test	test	NOUN
easat-3402	127	19	sets	set	NOUN
easat-3402	127	20	.	.	PUNCT
easat-3402	128	1	the	the	DET
easat-3402	128	2	training	training	NOUN
easat-3402	128	3	set	set	NOUN
easat-3402	128	4	is	be	AUX
easat-3402	128	5	used	use	VERB
easat-3402	128	6	to	to	PART
easat-3402	128	7	fit	fit	VERB
easat-3402	128	8	the	the	DET
easat-3402	128	9	model	model	NOUN
easat-3402	128	10	parameters	parameter	NOUN
easat-3402	128	11	.	.	PUNCT
easat-3402	129	1	the	the	DET
easat-3402	129	2	validation	validation	NOUN
easat-3402	129	3	set	set	NOUN
easat-3402	129	4	is	be	AUX
easat-3402	129	5	used	use	VERB
easat-3402	129	6	to	to	PART
easat-3402	129	7	tune	tune	VERB
easat-3402	129	8	the	the	DET
easat-3402	129	9	model	model	NOUN
easat-3402	129	10	hyperparameters	hyperparameter	VERB
easat-3402	129	11	.	.	PUNCT
easat-3402	130	1	the	the	DET
easat-3402	130	2	test	test	NOUN
easat-3402	130	3	set	set	NOUN
easat-3402	130	4	is	be	AUX
easat-3402	130	5	used	use	VERB
easat-3402	130	6	to	to	PART
easat-3402	130	7	evaluate	evaluate	VERB
easat-3402	130	8	the	the	DET
easat-3402	130	9	model	model	NOUN
easat-3402	130	10	performance	performance	NOUN
easat-3402	130	11	.	.	PUNCT
easat-3402	131	1	the	the	DET
easat-3402	131	2	confusion	confusion	NOUN
easat-3402	131	3	matrix	matrix	NOUN
easat-3402	131	4	assesses	assesse	NOUN
easat-3402	131	5	how	how	SCONJ
easat-3402	131	6	well	well	ADV
easat-3402	131	7	a	a	DET
easat-3402	131	8	classification	classification	NOUN
easat-3402	131	9	model	model	NOUN
easat-3402	131	10	fits	fit	VERB
easat-3402	131	11	a	a	DET
easat-3402	131	12	dataset	dataset	NOUN
easat-3402	131	13	.	.	PUNCT
easat-3402	132	1	the	the	DET
easat-3402	132	2	confusion	confusion	NOUN
easat-3402	132	3	matrix	matrix	NOUN
easat-3402	132	4	summarizes	summarize	VERB
easat-3402	132	5	the	the	DET
easat-3402	132	6	performance	performance	NOUN
easat-3402	132	7	of	of	ADP
easat-3402	132	8	a	a	DET
easat-3402	132	9	classification	classification	NOUN
easat-3402	132	10	algorithm	algorithm	NOUN
easat-3402	132	11	as	as	SCONJ
easat-3402	132	12	follows	follow	VERB
easat-3402	132	13	:	:	PUNCT
easat-3402	132	14	table	table	NOUN
easat-3402	132	15	1	1	NUM
easat-3402	132	16	.	.	PUNCT
easat-3402	133	1	event	event	NOUN
easat-3402	133	2	no	no	DET
easat-3402	133	3	-	-	PUNCT
easat-3402	133	4	event	event	NOUN
easat-3402	133	5	event	event	NOUN
easat-3402	133	6	true	true	ADJ
easat-3402	133	7	positive	positive	ADJ
easat-3402	133	8	(	(	PUNCT
easat-3402	133	9	tp	tp	NOUN
easat-3402	133	10	)	)	PUNCT
easat-3402	133	11	false	false	ADJ
easat-3402	133	12	positive	positive	ADJ
easat-3402	133	13	(	(	PUNCT
easat-3402	133	14	fp	fp	NOUN
easat-3402	133	15	)	)	PUNCT
easat-3402	133	16	no	no	DET
easat-3402	133	17	-	-	PUNCT
easat-3402	133	18	event	event	NOUN
easat-3402	133	19	false	false	ADJ
easat-3402	133	20	negative	negative	ADJ
easat-3402	133	21	(	(	PUNCT
easat-3402	133	22	fn	fn	NOUN
easat-3402	133	23	)	)	PUNCT
easat-3402	133	24	true	true	ADJ
easat-3402	133	25	negative	negative	ADJ
easat-3402	133	26	(	(	PUNCT
easat-3402	133	27	tn	tn	NOUN
easat-3402	133	28	)	)	PUNCT
easat-3402	133	29	•	•	NUM
easat-3402	133	30	“	"	PUNCT
easat-3402	133	31	true	true	ADJ
easat-3402	133	32	positive	positive	ADJ
easat-3402	133	33	”	"	PUNCT
easat-3402	133	34	are	be	AUX
easat-3402	133	35	the	the	DET
easat-3402	133	36	correctly	correctly	ADV
easat-3402	133	37	predicted	predict	VERB
easat-3402	133	38	event	event	NOUN
easat-3402	133	39	values	value	NOUN
easat-3402	133	40	.	.	PUNCT
easat-3402	134	1	•	•	NUM
easat-3402	134	2	“	"	PUNCT
easat-3402	134	3	false	false	ADJ
easat-3402	134	4	positive	positive	ADJ
easat-3402	134	5	”	"	PUNCT
easat-3402	134	6	are	be	AUX
easat-3402	134	7	the	the	DET
easat-3402	134	8	incorrectly	incorrectly	ADV
easat-3402	134	9	predicted	predict	VERB
easat-3402	134	10	event	event	NOUN
easat-3402	134	11	values	value	NOUN
easat-3402	134	12	.	.	PUNCT
easat-3402	135	1	•	•	NUM
easat-3402	135	2	“	"	PUNCT
easat-3402	135	3	true	true	ADJ
easat-3402	135	4	negative	negative	ADJ
easat-3402	135	5	”	"	PUNCT
easat-3402	135	6	are	be	AUX
easat-3402	135	7	the	the	DET
easat-3402	135	8	correctly	correctly	ADV
easat-3402	135	9	predicted	predict	VERB
easat-3402	135	10	no	no	DET
easat-3402	135	11	-	-	PUNCT
easat-3402	135	12	event	event	NOUN
easat-3402	135	13	values	value	NOUN
easat-3402	135	14	.	.	PUNCT
easat-3402	136	1	•	•	NUM
easat-3402	136	2	“	"	PUNCT
easat-3402	136	3	false	false	ADJ
easat-3402	136	4	negative	negative	NOUN
easat-3402	136	5	”	"	PUNCT
easat-3402	136	6	are	be	AUX
easat-3402	136	7	incorrectly	incorrectly	ADV
easat-3402	136	8	predicted	predict	VERB
easat-3402	136	9	no	no	DET
easat-3402	136	10	-	-	PUNCT
easat-3402	136	11	event	event	NOUN
easat-3402	136	12	values	value	NOUN
easat-3402	136	13	.	.	PUNCT
easat-3402	137	1	using	use	VERB
easat-3402	137	2	the	the	DET
easat-3402	137	3	confusion	confusion	NOUN
easat-3402	137	4	matrix	matrix	NOUN
easat-3402	137	5	,	,	PUNCT
easat-3402	137	6	the	the	DET
easat-3402	137	7	following	follow	VERB
easat-3402	137	8	metrics	metric	NOUN
easat-3402	137	9	are	be	AUX
easat-3402	137	10	usually	usually	ADV
easat-3402	137	11	calculated	calculate	VERB
easat-3402	137	12	:	:	PUNCT
easat-3402	137	13	6485	6485	NUM
easat-3402	137	14	edelweiss	edelweiss	PROPN
easat-3402	137	15	applied	apply	VERB
easat-3402	137	16	science	science	NOUN
easat-3402	137	17	and	and	CCONJ
easat-3402	137	18	technology	technology	NOUN
easat-3402	137	19	issn	issn	PROPN
easat-3402	137	20	:	:	PUNCT
easat-3402	137	21	2576	2576	NUM
easat-3402	137	22	-	-	SYM
easat-3402	137	23	8484	8484	NUM
easat-3402	137	24	vol	vol	NOUN
easat-3402	137	25	.	.	PROPN
easat-3402	137	26	8	8	NUM
easat-3402	137	27	,	,	PUNCT
easat-3402	137	28	no	no	INTJ
easat-3402	137	29	.	.	NOUN
easat-3402	138	1	6	6	NUM
easat-3402	138	2	:	:	PUNCT
easat-3402	138	3	6480	6480	NUM
easat-3402	138	4	-	-	SYM
easat-3402	138	5	6497	6497	NUM
easat-3402	138	6	,	,	PUNCT
easat-3402	138	7	2024	2024	NUM
easat-3402	138	8	doi	doi	NOUN
easat-3402	138	9	:	:	PUNCT
easat-3402	138	10	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	138	11	©	©	PROPN
easat-3402	138	12	2024	2024	NUM
easat-3402	138	13	by	by	ADP
easat-3402	138	14	the	the	DET
easat-3402	138	15	author	author	NOUN
easat-3402	138	16	;	;	PUNCT
easat-3402	138	17	licensee	licensee	PROPN
easat-3402	138	18	learning	learning	NOUN
easat-3402	138	19	gate	gate	NOUN
easat-3402	138	20	•	•	NOUN
easat-3402	138	21	sensitivity	sensitivity	NOUN
easat-3402	138	22	(	(	PUNCT
easat-3402	138	23	also	also	ADV
easat-3402	138	24	known	know	VERB
easat-3402	138	25	as	as	ADP
easat-3402	138	26	“	"	PUNCT
easat-3402	138	27	recall	recall	NOUN
easat-3402	138	28	”	"	PUNCT
easat-3402	138	29	or	or	CCONJ
easat-3402	138	30	the	the	DET
easat-3402	138	31	“	"	PUNCT
easat-3402	138	32	true	true	ADJ
easat-3402	138	33	positive	positive	ADJ
easat-3402	138	34	rate	rate	NOUN
easat-3402	138	35	”	"	PUNCT
easat-3402	138	36	):	):	PUNCT
easat-3402	138	37	the	the	DET
easat-3402	138	38	probability	probability	NOUN
easat-3402	138	39	that	that	SCONJ
easat-3402	138	40	the	the	DET
easat-3402	138	41	model	model	NOUN
easat-3402	138	42	predicts	predict	VERB
easat-3402	138	43	a	a	DET
easat-3402	138	44	positive	positive	ADJ
easat-3402	138	45	outcome	outcome	NOUN
easat-3402	138	46	for	for	ADP
easat-3402	138	47	an	an	DET
easat-3402	138	48	observation	observation	NOUN
easat-3402	138	49	when	when	SCONJ
easat-3402	138	50	the	the	DET
easat-3402	138	51	outcome	outcome	NOUN
easat-3402	138	52	is	be	AUX
easat-3402	138	53	indeed	indeed	ADV
easat-3402	138	54	positive	positive	ADJ
easat-3402	138	55	.	.	PUNCT
easat-3402	139	1	sensitivity	sensitivity	NOUN
easat-3402	139	2	=	=	PUNCT
easat-3402	139	3	tp	tp	NOUN
easat-3402	139	4	tp	tp	ADP
easat-3402	139	5	+	+	CCONJ
easat-3402	139	6	fn	fn	NOUN
easat-3402	139	7	•	•	NOUN
easat-3402	139	8	specificity	specificity	NOUN
easat-3402	139	9	(	(	PUNCT
easat-3402	139	10	also	also	ADV
easat-3402	139	11	known	know	VERB
easat-3402	139	12	as	as	ADP
easat-3402	139	13	the	the	DET
easat-3402	139	14	“	"	PUNCT
easat-3402	139	15	true	true	ADJ
easat-3402	139	16	negative	negative	ADJ
easat-3402	139	17	rate	rate	NOUN
easat-3402	139	18	”	"	PUNCT
easat-3402	139	19	):	):	PUNCT
easat-3402	139	20	the	the	DET
easat-3402	139	21	probability	probability	NOUN
easat-3402	139	22	that	that	SCONJ
easat-3402	139	23	the	the	DET
easat-3402	139	24	model	model	NOUN
easat-3402	139	25	predicts	predict	VERB
easat-3402	139	26	a	a	DET
easat-3402	139	27	negative	negative	ADJ
easat-3402	139	28	outcome	outcome	NOUN
easat-3402	139	29	for	for	ADP
easat-3402	139	30	an	an	DET
easat-3402	139	31	observation	observation	NOUN
easat-3402	139	32	when	when	SCONJ
easat-3402	139	33	the	the	DET
easat-3402	139	34	outcome	outcome	NOUN
easat-3402	139	35	is	be	AUX
easat-3402	139	36	indeed	indeed	ADV
easat-3402	139	37	negative	negative	ADJ
easat-3402	139	38	.	.	PUNCT
easat-3402	140	1	specificity	specificity	NOUN
easat-3402	140	2	=	=	SYM
easat-3402	140	3	tn	tn	PROPN
easat-3402	140	4	tn	tn	PROPN
easat-3402	141	1	+	+	CCONJ
easat-3402	141	2	fp	fp	PROPN
easat-3402	141	3	•	•	NOUN
easat-3402	141	4	the	the	DET
easat-3402	141	5	precision	precision	NOUN
easat-3402	141	6	measures	measure	VERB
easat-3402	141	7	the	the	DET
easat-3402	141	8	accuracy	accuracy	NOUN
easat-3402	141	9	of	of	ADP
easat-3402	141	10	the	the	DET
easat-3402	141	11	positive	positive	ADJ
easat-3402	141	12	predictions	prediction	NOUN
easat-3402	141	13	.	.	PUNCT
easat-3402	142	1	it	it	PRON
easat-3402	142	2	answers	answer	VERB
easat-3402	142	3	the	the	DET
easat-3402	142	4	question	question	NOUN
easat-3402	142	5	:	:	PUNCT
easat-3402	142	6	of	of	ADP
easat-3402	142	7	all	all	DET
easat-3402	142	8	instances	instance	NOUN
easat-3402	142	9	that	that	PRON
easat-3402	142	10	the	the	DET
easat-3402	142	11	model	model	NOUN
easat-3402	142	12	predicted	predict	VERB
easat-3402	142	13	as	as	ADP
easat-3402	142	14	positive	positive	ADJ
easat-3402	142	15	,	,	PUNCT
easat-3402	142	16	how	how	SCONJ
easat-3402	142	17	many	many	ADJ
easat-3402	142	18	were	be	AUX
easat-3402	142	19	actually	actually	ADV
easat-3402	142	20	positive	positive	ADJ
easat-3402	142	21	?	?	PUNCT
easat-3402	143	1	precision	precision	NOUN
easat-3402	143	2	=	=	PUNCT
easat-3402	144	1	tp	tp	NOUN
easat-3402	144	2	tp	tp	ADP
easat-3402	144	3	+	+	CCONJ
easat-3402	144	4	fp	fp	PROPN
easat-3402	144	5	•	•	NOUN
easat-3402	145	1	the	the	DET
easat-3402	145	2	accuracy	accuracy	NOUN
easat-3402	145	3	is	be	AUX
easat-3402	145	4	the	the	DET
easat-3402	145	5	percentage	percentage	NOUN
easat-3402	145	6	of	of	ADP
easat-3402	145	7	total	total	ADJ
easat-3402	145	8	correct	correct	ADJ
easat-3402	145	9	classifications	classification	NOUN
easat-3402	145	10	.	.	PUNCT
easat-3402	146	1	it	it	PRON
easat-3402	146	2	measures	measure	VERB
easat-3402	146	3	the	the	DET
easat-3402	146	4	proportion	proportion	NOUN
easat-3402	146	5	of	of	ADP
easat-3402	146	6	correct	correct	ADJ
easat-3402	146	7	predictions	prediction	NOUN
easat-3402	146	8	out	out	ADP
easat-3402	146	9	of	of	ADP
easat-3402	146	10	all	all	DET
easat-3402	146	11	predictions	prediction	NOUN
easat-3402	146	12	made	make	VERB
easat-3402	146	13	by	by	ADP
easat-3402	146	14	the	the	DET
easat-3402	146	15	model	model	NOUN
easat-3402	146	16	.	.	PUNCT
easat-3402	147	1	accuracy	accuracy	NOUN
easat-3402	148	1	=	=	PRON
easat-3402	148	2	tp	tp	X
easat-3402	148	3	+	+	CCONJ
easat-3402	148	4	tn	tn	NOUN
easat-3402	148	5	tp	tp	ADP
easat-3402	148	6	+	+	CCONJ
easat-3402	148	7	tn	tn	PROPN
easat-3402	149	1	+	+	NUM
easat-3402	149	2	fp	fp	PROPN
easat-3402	150	1	+	+	CCONJ
easat-3402	150	2	fn	fn	NOUN
easat-3402	150	3	we	we	PRON
easat-3402	150	4	will	will	AUX
easat-3402	150	5	use	use	VERB
easat-3402	150	6	the	the	DET
easat-3402	150	7	following	follow	VERB
easat-3402	150	8	classification	classification	NOUN
easat-3402	150	9	algorithms	algorithm	NOUN
easat-3402	150	10	:	:	PUNCT
easat-3402	150	11	logistic	logistic	ADJ
easat-3402	150	12	regression	regression	NOUN
easat-3402	150	13	,	,	PUNCT
easat-3402	150	14	k	k	X
easat-3402	150	15	-	-	PUNCT
easat-3402	150	16	nearest	near	ADJ
easat-3402	150	17	neighbors	neighbor	NOUN
easat-3402	150	18	,	,	PUNCT
easat-3402	150	19	neural	neural	ADJ
easat-3402	150	20	networks	network	NOUN
easat-3402	150	21	,	,	PUNCT
easat-3402	150	22	support	support	NOUN
easat-3402	150	23	vector	vector	NOUN
easat-3402	150	24	machine	machine	NOUN
easat-3402	150	25	,	,	PUNCT
easat-3402	150	26	decision	decision	NOUN
easat-3402	150	27	trees	tree	NOUN
easat-3402	150	28	,	,	PUNCT
easat-3402	150	29	random	random	ADJ
easat-3402	150	30	forests	forest	NOUN
easat-3402	150	31	,	,	PUNCT
easat-3402	150	32	and	and	CCONJ
easat-3402	150	33	gradient	gradient	ADJ
easat-3402	150	34	boosting	boost	VERB
easat-3402	150	35	machine	machine	NOUN
easat-3402	150	36	.	.	PUNCT
easat-3402	151	1	4.1.1	4.1.1	X
easat-3402	151	2	.	.	PUNCT
easat-3402	152	1	logistic	logistic	ADJ
easat-3402	152	2	regression	regression	NOUN
easat-3402	152	3	logistic	logistic	ADJ
easat-3402	152	4	regression	regression	NOUN
easat-3402	152	5	is	be	AUX
easat-3402	152	6	a	a	DET
easat-3402	152	7	statistical	statistical	ADJ
easat-3402	152	8	and	and	CCONJ
easat-3402	152	9	machine	machine	NOUN
easat-3402	152	10	-	-	PUNCT
easat-3402	152	11	learning	learn	VERB
easat-3402	152	12	method	method	NOUN
easat-3402	152	13	used	use	VERB
easat-3402	152	14	for	for	ADP
easat-3402	152	15	binary	binary	ADJ
easat-3402	152	16	classification	classification	NOUN
easat-3402	152	17	tasks	task	NOUN
easat-3402	152	18	.	.	PUNCT
easat-3402	153	1	the	the	DET
easat-3402	153	2	aim	aim	NOUN
easat-3402	153	3	is	be	AUX
easat-3402	153	4	to	to	PART
easat-3402	153	5	predict	predict	VERB
easat-3402	153	6	one	one	NUM
easat-3402	153	7	of	of	ADP
easat-3402	153	8	two	two	NUM
easat-3402	153	9	possible	possible	ADJ
easat-3402	153	10	outcomes	outcome	NOUN
easat-3402	153	11	.	.	PUNCT
easat-3402	154	1	despite	despite	SCONJ
easat-3402	154	2	its	its	PRON
easat-3402	154	3	name	name	NOUN
easat-3402	154	4	,	,	PUNCT
easat-3402	154	5	logistic	logistic	ADJ
easat-3402	154	6	regression	regression	NOUN
easat-3402	154	7	functions	function	NOUN
easat-3402	154	8	as	as	ADP
easat-3402	154	9	a	a	DET
easat-3402	154	10	classification	classification	NOUN
easat-3402	154	11	algorithm	algorithm	NOUN
easat-3402	154	12	rather	rather	ADV
easat-3402	154	13	than	than	ADP
easat-3402	154	14	a	a	DET
easat-3402	154	15	regression	regression	NOUN
easat-3402	154	16	technique	technique	NOUN
easat-3402	154	17	.	.	PUNCT
easat-3402	155	1	logistic	logistic	ADJ
easat-3402	155	2	regression	regression	NOUN
easat-3402	155	3	is	be	AUX
easat-3402	155	4	widely	widely	ADV
easat-3402	155	5	used	use	VERB
easat-3402	155	6	in	in	ADP
easat-3402	155	7	various	various	ADJ
easat-3402	155	8	applications	application	NOUN
easat-3402	155	9	,	,	PUNCT
easat-3402	155	10	including	include	VERB
easat-3402	155	11	medical	medical	ADJ
easat-3402	155	12	diagnosis	diagnosis	NOUN
easat-3402	155	13	(	(	PUNCT
easat-3402	155	14	e.g.	e.g.	ADV
easat-3402	155	15	,	,	PUNCT
easat-3402	155	16	predicting	predict	VERB
easat-3402	155	17	the	the	DET
easat-3402	155	18	presence	presence	NOUN
easat-3402	155	19	of	of	ADP
easat-3402	155	20	a	a	DET
easat-3402	155	21	disease	disease	NOUN
easat-3402	155	22	)	)	PUNCT
easat-3402	155	23	,	,	PUNCT
easat-3402	155	24	spam	spam	VERB
easat-3402	155	25	detection	detection	NOUN
easat-3402	155	26	(	(	PUNCT
easat-3402	155	27	e.g.	e.g.	ADV
easat-3402	155	28	,	,	PUNCT
easat-3402	155	29	classifying	classify	VERB
easat-3402	155	30	emails	email	NOUN
easat-3402	155	31	as	as	ADP
easat-3402	155	32	spam	spam	NOUN
easat-3402	155	33	or	or	CCONJ
easat-3402	155	34	not	not	PART
easat-3402	155	35	spam	spam	NOUN
easat-3402	155	36	)	)	PUNCT
easat-3402	155	37	,	,	PUNCT
easat-3402	155	38	marketing	marketing	NOUN
easat-3402	155	39	(	(	PUNCT
easat-3402	155	40	e.g.	e.g.	ADV
easat-3402	155	41	,	,	PUNCT
easat-3402	155	42	predicting	predict	VERB
easat-3402	155	43	whether	whether	SCONJ
easat-3402	155	44	a	a	DET
easat-3402	155	45	customer	customer	NOUN
easat-3402	155	46	will	will	AUX
easat-3402	155	47	buy	buy	VERB
easat-3402	155	48	a	a	DET
easat-3402	155	49	product	product	NOUN
easat-3402	155	50	)	)	PUNCT
easat-3402	155	51	,	,	PUNCT
easat-3402	155	52	and	and	CCONJ
easat-3402	155	53	credit	credit	NOUN
easat-3402	155	54	scoring	scoring	NOUN
easat-3402	155	55	(	(	PUNCT
easat-3402	155	56	e.g.	e.g.	ADV
easat-3402	155	57	,	,	PUNCT
easat-3402	155	58	assessing	assess	VERB
easat-3402	155	59	the	the	DET
easat-3402	155	60	risk	risk	NOUN
easat-3402	155	61	of	of	ADP
easat-3402	155	62	loan	loan	NOUN
easat-3402	155	63	default	default	NOUN
easat-3402	155	64	)	)	PUNCT
easat-3402	155	65	.	.	PUNCT
easat-3402	156	1	in	in	ADP
easat-3402	156	2	this	this	DET
easat-3402	156	3	study	study	NOUN
easat-3402	156	4	,	,	PUNCT
easat-3402	156	5	70	70	NUM
easat-3402	156	6	%	%	NOUN
easat-3402	156	7	of	of	ADP
easat-3402	156	8	the	the	DET
easat-3402	156	9	data	datum	NOUN
easat-3402	156	10	is	be	AUX
easat-3402	156	11	used	use	VERB
easat-3402	156	12	for	for	ADP
easat-3402	156	13	training	training	NOUN
easat-3402	156	14	,	,	PUNCT
easat-3402	156	15	while	while	SCONJ
easat-3402	156	16	the	the	DET
easat-3402	156	17	remaining	remain	VERB
easat-3402	156	18	30	30	NUM
easat-3402	156	19	%	%	NOUN
easat-3402	156	20	is	be	AUX
easat-3402	156	21	used	use	VERB
easat-3402	156	22	for	for	ADP
easat-3402	156	23	testing	testing	NOUN
easat-3402	156	24	.	.	PUNCT
easat-3402	157	1	logistic	logistic	ADJ
easat-3402	157	2	regression	regression	NOUN
easat-3402	157	3	produces	produce	VERB
easat-3402	157	4	the	the	DET
easat-3402	157	5	following	follow	VERB
easat-3402	157	6	confusion	confusion	NOUN
easat-3402	157	7	matrix	matrix	NOUN
easat-3402	157	8	is	be	AUX
easat-3402	157	9	obtained	obtain	VERB
easat-3402	157	10	:	:	PUNCT
easat-3402	157	11	table	table	NOUN
easat-3402	157	12	2	2	NUM
easat-3402	157	13	.	.	PUNCT
easat-3402	157	14	reference	reference	NOUN
easat-3402	157	15	prediction	prediction	NOUN
easat-3402	157	16	female	female	ADJ
easat-3402	157	17	male	male	ADJ
easat-3402	157	18	female	female	NOUN
easat-3402	157	19	48	48	NUM
easat-3402	157	20	28	28	NUM
easat-3402	157	21	male	male	NOUN
easat-3402	157	22	17	17	NUM
easat-3402	157	23	94	94	NUM
easat-3402	157	24	the	the	DET
easat-3402	157	25	technique	technique	NOUN
easat-3402	157	26	's	's	PART
easat-3402	157	27	accuracy	accuracy	NOUN
easat-3402	157	28	was	be	AUX
easat-3402	157	29	0.7594	0.7594	NUM
easat-3402	157	30	.	.	PUNCT
easat-3402	158	1	this	this	PRON
easat-3402	158	2	means	mean	VERB
easat-3402	158	3	that	that	SCONJ
easat-3402	158	4	the	the	DET
easat-3402	158	5	proportion	proportion	NOUN
easat-3402	158	6	of	of	ADP
easat-3402	158	7	correctly	correctly	ADV
easat-3402	158	8	predicted	predict	VERB
easat-3402	158	9	instances	instance	NOUN
easat-3402	158	10	(	(	PUNCT
easat-3402	158	11	true	true	ADJ
easat-3402	158	12	positives	positive	NOUN
easat-3402	158	13	and	and	CCONJ
easat-3402	158	14	true	true	ADJ
easat-3402	158	15	negatives	negative	NOUN
easat-3402	158	16	)	)	PUNCT
easat-3402	158	17	out	out	ADP
easat-3402	158	18	of	of	ADP
easat-3402	158	19	the	the	DET
easat-3402	158	20	total	total	ADJ
easat-3402	158	21	number	number	NOUN
easat-3402	158	22	of	of	ADP
easat-3402	158	23	instances	instance	NOUN
easat-3402	158	24	is	be	AUX
easat-3402	158	25	75.94	75.94	NUM
easat-3402	158	26	%	%	NOUN
easat-3402	158	27	,	,	PUNCT
easat-3402	158	28	which	which	PRON
easat-3402	158	29	is	be	AUX
easat-3402	158	30	relatively	relatively	ADV
easat-3402	158	31	high	high	ADJ
easat-3402	158	32	.	.	PUNCT
easat-3402	159	1	4.1.2	4.1.2	X
easat-3402	159	2	.	.	PUNCT
easat-3402	159	3	k	k	ADJ
easat-3402	159	4	-	-	PUNCT
easat-3402	159	5	nearest	near	ADJ
easat-3402	159	6	neighbors	neighbor	NOUN
easat-3402	159	7	(	(	PUNCT
easat-3402	159	8	k	k	X
easat-3402	159	9	-	-	PUNCT
easat-3402	159	10	nn	nn	ADJ
easat-3402	159	11	)	)	PUNCT
easat-3402	159	12	k	k	NOUN
easat-3402	159	13	-	-	PUNCT
easat-3402	159	14	nearest	near	ADJ
easat-3402	159	15	neighbors	neighbor	NOUN
easat-3402	159	16	(	(	PUNCT
easat-3402	159	17	k	k	X
easat-3402	159	18	-	-	PUNCT
easat-3402	159	19	nn	nn	NOUN
easat-3402	159	20	)	)	PUNCT
easat-3402	159	21	is	be	AUX
easat-3402	159	22	a	a	DET
easat-3402	159	23	straightforward	straightforward	ADJ
easat-3402	159	24	,	,	PUNCT
easat-3402	159	25	non	non	ADJ
easat-3402	159	26	-	-	ADJ
easat-3402	159	27	parametric	parametric	ADJ
easat-3402	159	28	,	,	PUNCT
easat-3402	159	29	instance	instance	NOUN
easat-3402	159	30	-	-	PUNCT
easat-3402	159	31	based	base	VERB
easat-3402	159	32	learning	learning	NOUN
easat-3402	159	33	algorithm	algorithm	NOUN
easat-3402	159	34	used	use	VERB
easat-3402	159	35	for	for	ADP
easat-3402	159	36	both	both	CCONJ
easat-3402	159	37	classification	classification	NOUN
easat-3402	159	38	and	and	CCONJ
easat-3402	159	39	regression	regression	NOUN
easat-3402	159	40	in	in	ADP
easat-3402	159	41	machine	machine	NOUN
easat-3402	159	42	learning	learning	NOUN
easat-3402	159	43	.	.	PUNCT
easat-3402	160	1	the	the	DET
easat-3402	160	2	core	core	ADJ
easat-3402	160	3	principle	principle	NOUN
easat-3402	160	4	of	of	ADP
easat-3402	160	5	k	k	PROPN
easat-3402	160	6	-	-	PUNCT
easat-3402	160	7	nn	nn	PROPN
easat-3402	160	8	is	be	AUX
easat-3402	160	9	that	that	PRON
easat-3402	160	10	similar	similar	ADJ
easat-3402	160	11	data	datum	NOUN
easat-3402	160	12	points	point	NOUN
easat-3402	160	13	tend	tend	VERB
easat-3402	160	14	to	to	PART
easat-3402	160	15	have	have	VERB
easat-3402	160	16	similar	similar	ADJ
easat-3402	160	17	labels	label	NOUN
easat-3402	160	18	or	or	CCONJ
easat-3402	160	19	target	target	NOUN
easat-3402	160	20	values	value	NOUN
easat-3402	160	21	.	.	PUNCT
easat-3402	161	1	it	it	PRON
easat-3402	161	2	uses	use	VERB
easat-3402	161	3	a	a	DET
easat-3402	161	4	distance	distance	NOUN
easat-3402	161	5	metric	metric	ADJ
easat-3402	161	6	to	to	PART
easat-3402	161	7	assess	assess	VERB
easat-3402	161	8	the	the	DET
easat-3402	161	9	similarity	similarity	NOUN
easat-3402	161	10	between	between	ADP
easat-3402	161	11	data	datum	NOUN
easat-3402	161	12	points	point	NOUN
easat-3402	161	13	,	,	PUNCT
easat-3402	161	14	with	with	ADP
easat-3402	161	15	standard	standard	ADJ
easat-3402	161	16	metrics	metric	NOUN
easat-3402	161	17	including	include	VERB
easat-3402	161	18	euclidean	euclidean	ADJ
easat-3402	161	19	distance	distance	NOUN
easat-3402	161	20	,	,	PUNCT
easat-3402	161	21	manhattan	manhattan	PROPN
easat-3402	161	22	distance	distance	NOUN
easat-3402	161	23	,	,	PUNCT
easat-3402	161	24	and	and	CCONJ
easat-3402	161	25	minkowski	minkowski	ADJ
easat-3402	161	26	distance	distance	NOUN
easat-3402	161	27	.	.	PUNCT
easat-3402	162	1	the	the	DET
easat-3402	162	2	"	"	PUNCT
easat-3402	162	3	k	k	NOUN
easat-3402	162	4	"	"	PUNCT
easat-3402	162	5	in	in	ADP
easat-3402	162	6	k	k	PROPN
easat-3402	162	7	-	-	PUNCT
easat-3402	162	8	nn	nn	PROPN
easat-3402	162	9	refers	refer	VERB
easat-3402	162	10	to	to	ADP
easat-3402	162	11	the	the	DET
easat-3402	162	12	number	number	NOUN
easat-3402	162	13	of	of	ADP
easat-3402	162	14	nearest	near	ADJ
easat-3402	162	15	neighbors	neighbor	NOUN
easat-3402	162	16	considered	consider	VERB
easat-3402	162	17	when	when	SCONJ
easat-3402	162	18	making	make	VERB
easat-3402	162	19	a	a	DET
easat-3402	162	20	prediction	prediction	NOUN
easat-3402	162	21	.	.	PUNCT
easat-3402	163	1	6486	6486	NUM
easat-3402	163	2	edelweiss	edelweiss	PROPN
easat-3402	163	3	applied	apply	VERB
easat-3402	163	4	science	science	NOUN
easat-3402	163	5	and	and	CCONJ
easat-3402	163	6	technology	technology	NOUN
easat-3402	163	7	issn	issn	PROPN
easat-3402	163	8	:	:	PUNCT
easat-3402	163	9	2576	2576	NUM
easat-3402	163	10	-	-	SYM
easat-3402	163	11	8484	8484	NUM
easat-3402	163	12	vol	vol	NOUN
easat-3402	163	13	.	.	PROPN
easat-3402	163	14	8	8	NUM
easat-3402	163	15	,	,	PUNCT
easat-3402	163	16	no	no	INTJ
easat-3402	163	17	.	.	NOUN
easat-3402	163	18	6	6	NUM
easat-3402	163	19	:	:	PUNCT
easat-3402	163	20	6480	6480	NUM
easat-3402	163	21	-	-	SYM
easat-3402	163	22	6497	6497	NUM
easat-3402	163	23	,	,	PUNCT
easat-3402	163	24	2024	2024	NUM
easat-3402	163	25	doi	doi	NOUN
easat-3402	163	26	:	:	PUNCT
easat-3402	163	27	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	163	28	©	©	PROPN
easat-3402	163	29	2024	2024	NUM
easat-3402	163	30	by	by	ADP
easat-3402	163	31	the	the	DET
easat-3402	163	32	author	author	NOUN
easat-3402	163	33	;	;	PUNCT
easat-3402	163	34	licensee	licensee	PROPN
easat-3402	163	35	learning	learning	NOUN
easat-3402	163	36	gate	gate	NOUN
easat-3402	163	37	among	among	ADP
easat-3402	163	38	applications	application	NOUN
easat-3402	163	39	of	of	ADP
easat-3402	163	40	k	k	PROPN
easat-3402	163	41	-	-	PUNCT
easat-3402	163	42	nn	nn	PROPN
easat-3402	163	43	,	,	PUNCT
easat-3402	163	44	we	we	PRON
easat-3402	163	45	cite	cite	VERB
easat-3402	163	46	pattern	pattern	NOUN
easat-3402	163	47	recognition	recognition	NOUN
easat-3402	163	48	(	(	PUNCT
easat-3402	163	49	handwriting	handwriting	NOUN
easat-3402	163	50	,	,	PUNCT
easat-3402	163	51	fingerprint	fingerprint	NOUN
easat-3402	163	52	,	,	PUNCT
easat-3402	163	53	and	and	CCONJ
easat-3402	163	54	facial	facial	ADJ
easat-3402	163	55	recognition	recognition	NOUN
easat-3402	163	56	)	)	PUNCT
easat-3402	163	57	,	,	PUNCT
easat-3402	163	58	recommendation	recommendation	NOUN
easat-3402	163	59	systems	system	NOUN
easat-3402	163	60	(	(	PUNCT
easat-3402	163	61	suggesting	suggest	VERB
easat-3402	163	62	products	product	NOUN
easat-3402	163	63	or	or	CCONJ
easat-3402	163	64	content	content	NOUN
easat-3402	163	65	based	base	VERB
easat-3402	163	66	on	on	ADP
easat-3402	163	67	user	user	NOUN
easat-3402	163	68	similarity	similarity	NOUN
easat-3402	163	69	)	)	PUNCT
easat-3402	163	70	,	,	PUNCT
easat-3402	163	71	medical	medical	ADJ
easat-3402	163	72	diagnosis	diagnosis	NOUN
easat-3402	163	73	(	(	PUNCT
easat-3402	163	74	predicting	predict	VERB
easat-3402	163	75	diseases	disease	NOUN
easat-3402	163	76	based	base	VERB
easat-3402	163	77	on	on	ADP
easat-3402	163	78	patient	patient	ADJ
easat-3402	163	79	similarity	similarity	NOUN
easat-3402	163	80	)	)	PUNCT
easat-3402	163	81	,	,	PUNCT
easat-3402	163	82	and	and	CCONJ
easat-3402	163	83	anomaly	anomaly	NOUN
easat-3402	163	84	detection	detection	NOUN
easat-3402	163	85	(	(	PUNCT
easat-3402	163	86	identifying	identify	VERB
easat-3402	163	87	unusual	unusual	ADJ
easat-3402	163	88	patterns	pattern	NOUN
easat-3402	163	89	that	that	PRON
easat-3402	163	90	do	do	AUX
easat-3402	163	91	not	not	PART
easat-3402	163	92	conform	conform	VERB
easat-3402	163	93	to	to	ADP
easat-3402	163	94	expected	expect	VERB
easat-3402	163	95	behavior	behavior	NOUN
easat-3402	163	96	)	)	PUNCT
easat-3402	163	97	.	.	PUNCT
easat-3402	164	1	using	use	VERB
easat-3402	164	2	the	the	DET
easat-3402	164	3	3	3	NUM
easat-3402	164	4	-	-	PUNCT
easat-3402	164	5	nn	nn	X
easat-3402	164	6	classifier	classifier	NOUN
easat-3402	164	7	,	,	PUNCT
easat-3402	164	8	the	the	DET
easat-3402	164	9	following	follow	VERB
easat-3402	164	10	confusion	confusion	NOUN
easat-3402	164	11	matrix	matrix	NOUN
easat-3402	164	12	is	be	AUX
easat-3402	164	13	obtained	obtain	VERB
easat-3402	164	14	:	:	PUNCT
easat-3402	164	15	table	table	NOUN
easat-3402	164	16	3	3	NUM
easat-3402	164	17	.	.	PUNCT
easat-3402	164	18	reference	reference	NOUN
easat-3402	164	19	prediction	prediction	NOUN
easat-3402	164	20	female	female	ADJ
easat-3402	164	21	male	male	ADJ
easat-3402	164	22	female	female	NOUN
easat-3402	164	23	106	106	NUM
easat-3402	164	24	25	25	NUM
easat-3402	164	25	male	male	NOUN
easat-3402	164	26	19	19	NUM
easat-3402	164	27	47	47	NUM
easat-3402	164	28	the	the	DET
easat-3402	164	29	accuracy	accuracy	NOUN
easat-3402	164	30	is	be	AUX
easat-3402	164	31	found	find	VERB
easat-3402	164	32	to	to	PART
easat-3402	164	33	be	be	AUX
easat-3402	164	34	accuracy	accuracy	NOUN
easat-3402	164	35	=	=	SYM
easat-3402	164	36	0.7766	0.7766	NUM
easat-3402	164	37	,	,	PUNCT
easat-3402	164	38	which	which	PRON
easat-3402	164	39	indicates	indicate	VERB
easat-3402	164	40	that	that	SCONJ
easat-3402	164	41	approximately	approximately	ADV
easat-3402	164	42	77.66	77.66	NUM
easat-3402	164	43	%	%	NOUN
easat-3402	164	44	of	of	ADP
easat-3402	164	45	the	the	DET
easat-3402	164	46	predictions	prediction	NOUN
easat-3402	164	47	were	be	AUX
easat-3402	164	48	correct	correct	ADJ
easat-3402	164	49	.	.	PUNCT
easat-3402	165	1	this	this	PRON
easat-3402	165	2	is	be	AUX
easat-3402	165	3	slightly	slightly	ADV
easat-3402	165	4	better	well	ADJ
easat-3402	165	5	than	than	ADP
easat-3402	165	6	the	the	DET
easat-3402	165	7	logistic	logistic	ADJ
easat-3402	165	8	regression	regression	NOUN
easat-3402	165	9	classifier	classifier	NOUN
easat-3402	165	10	.	.	PUNCT
easat-3402	166	1	4.1.3	4.1.3	X
easat-3402	166	2	.	.	PUNCT
easat-3402	166	3	neural	neural	ADJ
easat-3402	166	4	networks	network	NOUN
easat-3402	166	5	a	a	DET
easat-3402	166	6	neural	neural	ADJ
easat-3402	166	7	network	network	NOUN
easat-3402	166	8	classifier	classifier	NOUN
easat-3402	166	9	is	be	AUX
easat-3402	166	10	a	a	DET
easat-3402	166	11	machine	machine	NOUN
easat-3402	166	12	learning	learn	VERB
easat-3402	166	13	model	model	NOUN
easat-3402	166	14	inspired	inspire	VERB
easat-3402	166	15	by	by	ADP
easat-3402	166	16	the	the	DET
easat-3402	166	17	structure	structure	NOUN
easat-3402	166	18	and	and	CCONJ
easat-3402	166	19	function	function	NOUN
easat-3402	166	20	of	of	ADP
easat-3402	166	21	the	the	DET
easat-3402	166	22	human	human	ADJ
easat-3402	166	23	brain	brain	NOUN
easat-3402	166	24	,	,	PUNCT
easat-3402	166	25	developed	develop	VERB
easat-3402	166	26	to	to	PART
easat-3402	166	27	identify	identify	VERB
easat-3402	166	28	patterns	pattern	NOUN
easat-3402	166	29	and	and	CCONJ
easat-3402	166	30	categorize	categorize	VERB
easat-3402	166	31	data	datum	NOUN
easat-3402	166	32	.	.	PUNCT
easat-3402	167	1	neural	neural	ADJ
easat-3402	167	2	networks	network	NOUN
easat-3402	167	3	comprise	comprise	VERB
easat-3402	167	4	layers	layer	NOUN
easat-3402	167	5	of	of	ADP
easat-3402	167	6	interconnected	interconnected	ADJ
easat-3402	167	7	nodes	node	NOUN
easat-3402	167	8	(	(	PUNCT
easat-3402	167	9	neurons	neuron	NOUN
easat-3402	167	10	)	)	PUNCT
easat-3402	167	11	that	that	PRON
easat-3402	167	12	process	process	NOUN
easat-3402	167	13	input	input	NOUN
easat-3402	167	14	data	datum	NOUN
easat-3402	167	15	,	,	PUNCT
easat-3402	167	16	learn	learn	VERB
easat-3402	167	17	from	from	ADP
easat-3402	167	18	it	it	PRON
easat-3402	167	19	,	,	PUNCT
easat-3402	167	20	and	and	CCONJ
easat-3402	167	21	generate	generate	VERB
easat-3402	167	22	predictions	prediction	NOUN
easat-3402	167	23	.	.	PUNCT
easat-3402	168	1	applications	application	NOUN
easat-3402	168	2	of	of	ADP
easat-3402	168	3	neural	neural	ADJ
easat-3402	168	4	networks	network	NOUN
easat-3402	168	5	include	include	VERB
easat-3402	168	6	image	image	NOUN
easat-3402	168	7	classification	classification	NOUN
easat-3402	168	8	(	(	PUNCT
easat-3402	168	9	recognizing	recognize	VERB
easat-3402	168	10	objects	object	NOUN
easat-3402	168	11	in	in	ADP
easat-3402	168	12	images	image	NOUN
easat-3402	168	13	)	)	PUNCT
easat-3402	168	14	,	,	PUNCT
easat-3402	168	15	natural	natural	ADJ
easat-3402	168	16	language	language	NOUN
easat-3402	168	17	processing	processing	NOUN
easat-3402	168	18	(	(	PUNCT
easat-3402	168	19	text	text	NOUN
easat-3402	168	20	classification	classification	NOUN
easat-3402	168	21	,	,	PUNCT
easat-3402	168	22	sentiment	sentiment	NOUN
easat-3402	168	23	analysis	analysis	NOUN
easat-3402	168	24	,	,	PUNCT
easat-3402	168	25	language	language	NOUN
easat-3402	168	26	translation	translation	NOUN
easat-3402	168	27	)	)	PUNCT
easat-3402	168	28	,	,	PUNCT
easat-3402	168	29	speech	speech	NOUN
easat-3402	168	30	recognition	recognition	NOUN
easat-3402	168	31	(	(	PUNCT
easat-3402	168	32	converting	convert	VERB
easat-3402	168	33	spoken	speak	VERB
easat-3402	168	34	language	language	NOUN
easat-3402	168	35	into	into	ADP
easat-3402	168	36	text	text	NOUN
easat-3402	168	37	)	)	PUNCT
easat-3402	168	38	,	,	PUNCT
easat-3402	168	39	medical	medical	ADJ
easat-3402	168	40	diagnosis	diagnosis	NOUN
easat-3402	168	41	(	(	PUNCT
easat-3402	168	42	identifying	identify	VERB
easat-3402	168	43	diseases	disease	NOUN
easat-3402	168	44	from	from	ADP
easat-3402	168	45	medical	medical	ADJ
easat-3402	168	46	images	image	NOUN
easat-3402	168	47	or	or	CCONJ
easat-3402	168	48	patient	patient	ADJ
easat-3402	168	49	data	datum	NOUN
easat-3402	168	50	)	)	PUNCT
easat-3402	168	51	,	,	PUNCT
easat-3402	168	52	and	and	CCONJ
easat-3402	168	53	finance	finance	NOUN
easat-3402	168	54	(	(	PUNCT
easat-3402	168	55	fraud	fraud	NOUN
easat-3402	168	56	detection	detection	NOUN
easat-3402	168	57	,	,	PUNCT
easat-3402	168	58	stock	stock	NOUN
easat-3402	168	59	price	price	NOUN
easat-3402	168	60	prediction	prediction	NOUN
easat-3402	168	61	)	)	PUNCT
easat-3402	168	62	.	.	PUNCT
easat-3402	169	1	the	the	DET
easat-3402	169	2	neural	neural	ADJ
easat-3402	169	3	network	network	NOUN
easat-3402	169	4	classifier	classifier	NOUN
easat-3402	169	5	produced	produce	VERB
easat-3402	169	6	the	the	DET
easat-3402	169	7	following	follow	VERB
easat-3402	169	8	confusion	confusion	NOUN
easat-3402	169	9	matrix	matrix	NOUN
easat-3402	169	10	:	:	PUNCT
easat-3402	169	11	table	table	NOUN
easat-3402	169	12	4	4	NUM
easat-3402	169	13	.	.	PUNCT
easat-3402	169	14	reference	reference	NOUN
easat-3402	169	15	prediction	prediction	NOUN
easat-3402	169	16	female	female	ADJ
easat-3402	169	17	male	male	ADJ
easat-3402	169	18	female	female	ADJ
easat-3402	169	19	100	100	NUM
easat-3402	169	20	25	25	NUM
easat-3402	169	21	male	male	NOUN
easat-3402	169	22	24	24	NUM
easat-3402	169	23	48	48	NUM
easat-3402	169	24	the	the	DET
easat-3402	169	25	classifier	classifier	NOUN
easat-3402	169	26	's	's	PART
easat-3402	169	27	accuracy	accuracy	NOUN
easat-3402	169	28	is	be	AUX
easat-3402	169	29	0.7513	0.7513	NUM
easat-3402	169	30	,	,	PUNCT
easat-3402	169	31	which	which	PRON
easat-3402	169	32	is	be	AUX
easat-3402	169	33	slightly	slightly	ADV
easat-3402	169	34	lower	low	ADJ
easat-3402	169	35	than	than	ADP
easat-3402	169	36	that	that	PRON
easat-3402	169	37	of	of	ADP
easat-3402	169	38	the	the	DET
easat-3402	169	39	logistic	logistic	ADJ
easat-3402	169	40	regression	regression	NOUN
easat-3402	169	41	and	and	CCONJ
easat-3402	169	42	knn	knn	PROPN
easat-3402	169	43	classifiers	classifier	NOUN
easat-3402	169	44	.	.	PUNCT
easat-3402	170	1	4.1.4	4.1.4	X
easat-3402	170	2	.	.	PUNCT
easat-3402	171	1	support	support	NOUN
easat-3402	171	2	vector	vector	NOUN
easat-3402	171	3	machine	machine	NOUN
easat-3402	171	4	(	(	PUNCT
easat-3402	171	5	svm	svm	PROPN
easat-3402	171	6	)	)	PUNCT
easat-3402	171	7	support	support	NOUN
easat-3402	171	8	vector	vector	NOUN
easat-3402	171	9	machine	machine	NOUN
easat-3402	171	10	(	(	PUNCT
easat-3402	171	11	svm	svm	PROPN
easat-3402	171	12	)	)	PUNCT
easat-3402	171	13	is	be	AUX
easat-3402	171	14	a	a	DET
easat-3402	171	15	robust	robust	ADJ
easat-3402	171	16	supervised	supervised	ADJ
easat-3402	171	17	learning	learn	VERB
easat-3402	171	18	algorithm	algorithm	NOUN
easat-3402	171	19	employed	employ	VERB
easat-3402	171	20	for	for	ADP
easat-3402	171	21	both	both	CCONJ
easat-3402	171	22	classification	classification	NOUN
easat-3402	171	23	and	and	CCONJ
easat-3402	171	24	regression	regression	NOUN
easat-3402	171	25	tasks	task	NOUN
easat-3402	171	26	.	.	PUNCT
easat-3402	172	1	it	it	PRON
easat-3402	172	2	excels	excel	VERB
easat-3402	172	3	in	in	ADP
easat-3402	172	4	high	high	ADJ
easat-3402	172	5	-	-	PUNCT
easat-3402	172	6	dimensional	dimensional	ADJ
easat-3402	172	7	spaces	space	NOUN
easat-3402	172	8	and	and	CCONJ
easat-3402	172	9	can	can	AUX
easat-3402	172	10	effectively	effectively	ADV
easat-3402	172	11	manage	manage	VERB
easat-3402	172	12	both	both	CCONJ
easat-3402	172	13	linear	linear	ADJ
easat-3402	172	14	and	and	CCONJ
easat-3402	172	15	non	non	ADJ
easat-3402	172	16	-	-	ADJ
easat-3402	172	17	linear	linear	ADJ
easat-3402	172	18	data	datum	NOUN
easat-3402	172	19	.	.	PUNCT
easat-3402	173	1	svm	svm	PROPN
easat-3402	173	2	utilizes	utilize	VERB
easat-3402	173	3	hyperplanes	hyperplane	NOUN
easat-3402	173	4	as	as	ADP
easat-3402	173	5	decision	decision	NOUN
easat-3402	173	6	boundaries	boundary	NOUN
easat-3402	173	7	to	to	PART
easat-3402	173	8	separate	separate	VERB
easat-3402	173	9	different	different	ADJ
easat-3402	173	10	classes	class	NOUN
easat-3402	173	11	within	within	ADP
easat-3402	173	12	the	the	DET
easat-3402	173	13	feature	feature	NOUN
easat-3402	173	14	space	space	NOUN
easat-3402	173	15	.	.	PUNCT
easat-3402	174	1	svm	svm	ADJ
easat-3402	174	2	applications	application	NOUN
easat-3402	174	3	include	include	VERB
easat-3402	174	4	text	text	NOUN
easat-3402	174	5	classification	classification	NOUN
easat-3402	174	6	(	(	PUNCT
easat-3402	174	7	spam	spam	NOUN
easat-3402	174	8	detection	detection	NOUN
easat-3402	174	9	,	,	PUNCT
easat-3402	174	10	sentiment	sentiment	NOUN
easat-3402	174	11	analysis	analysis	NOUN
easat-3402	174	12	)	)	PUNCT
easat-3402	174	13	,	,	PUNCT
easat-3402	174	14	image	image	NOUN
easat-3402	174	15	classification	classification	NOUN
easat-3402	174	16	(	(	PUNCT
easat-3402	174	17	object	object	NOUN
easat-3402	174	18	recognition	recognition	NOUN
easat-3402	174	19	in	in	ADP
easat-3402	174	20	images	image	NOUN
easat-3402	174	21	)	)	PUNCT
easat-3402	174	22	,	,	PUNCT
easat-3402	174	23	bioinformatics	bioinformatics	NOUN
easat-3402	174	24	(	(	PUNCT
easat-3402	174	25	protein	protein	NOUN
easat-3402	174	26	classification	classification	NOUN
easat-3402	174	27	,	,	PUNCT
easat-3402	174	28	cancer	cancer	NOUN
easat-3402	174	29	detection	detection	NOUN
easat-3402	174	30	)	)	PUNCT
easat-3402	174	31	,	,	PUNCT
easat-3402	174	32	and	and	CCONJ
easat-3402	174	33	financial	financial	ADJ
easat-3402	174	34	analysis	analysis	NOUN
easat-3402	174	35	(	(	PUNCT
easat-3402	174	36	credit	credit	NOUN
easat-3402	174	37	scoring	scoring	NOUN
easat-3402	174	38	,	,	PUNCT
easat-3402	174	39	stock	stock	NOUN
easat-3402	174	40	price	price	NOUN
easat-3402	174	41	prediction	prediction	NOUN
easat-3402	174	42	)	)	PUNCT
easat-3402	174	43	.	.	PUNCT
easat-3402	175	1	the	the	DET
easat-3402	175	2	confusion	confusion	NOUN
easat-3402	175	3	matrix	matrix	NOUN
easat-3402	175	4	obtained	obtain	VERB
easat-3402	175	5	by	by	ADP
easat-3402	175	6	the	the	DET
easat-3402	175	7	svm	svm	PROPN
easat-3402	175	8	classifier	classifier	NOUN
easat-3402	175	9	is	be	AUX
easat-3402	175	10	as	as	SCONJ
easat-3402	175	11	follows	follow	VERB
easat-3402	175	12	:	:	PUNCT
easat-3402	175	13	table	table	NOUN
easat-3402	175	14	5	5	NUM
easat-3402	175	15	.	.	PUNCT
easat-3402	175	16	reference	reference	NOUN
easat-3402	175	17	prediction	prediction	NOUN
easat-3402	175	18	female	female	ADJ
easat-3402	175	19	male	male	ADJ
easat-3402	175	20	female	female	ADJ
easat-3402	175	21	111	111	NUM
easat-3402	175	22	38	38	NUM
easat-3402	175	23	male	male	NOUN
easat-3402	175	24	12	12	NUM
easat-3402	175	25	34	34	NUM
easat-3402	175	26	6487	6487	NUM
easat-3402	175	27	edelweiss	edelweiss	PROPN
easat-3402	175	28	applied	apply	VERB
easat-3402	175	29	science	science	NOUN
easat-3402	175	30	and	and	CCONJ
easat-3402	175	31	technology	technology	NOUN
easat-3402	175	32	issn	issn	PROPN
easat-3402	175	33	:	:	PUNCT
easat-3402	175	34	2576	2576	NUM
easat-3402	175	35	-	-	SYM
easat-3402	175	36	8484	8484	NUM
easat-3402	175	37	vol	vol	NOUN
easat-3402	175	38	.	.	PROPN
easat-3402	175	39	8	8	NUM
easat-3402	175	40	,	,	PUNCT
easat-3402	175	41	no	no	INTJ
easat-3402	175	42	.	.	NOUN
easat-3402	176	1	6	6	NUM
easat-3402	176	2	:	:	PUNCT
easat-3402	176	3	6480	6480	NUM
easat-3402	176	4	-	-	SYM
easat-3402	176	5	6497	6497	NUM
easat-3402	176	6	,	,	PUNCT
easat-3402	176	7	2024	2024	NUM
easat-3402	176	8	doi	doi	NOUN
easat-3402	176	9	:	:	PUNCT
easat-3402	176	10	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	176	11	©	©	PROPN
easat-3402	176	12	2024	2024	NUM
easat-3402	176	13	by	by	ADP
easat-3402	176	14	the	the	DET
easat-3402	176	15	author	author	NOUN
easat-3402	176	16	;	;	PUNCT
easat-3402	176	17	licensee	licensee	PROPN
easat-3402	176	18	learning	learning	NOUN
easat-3402	176	19	gate	gate	VERB
easat-3402	176	20	the	the	DET
easat-3402	176	21	accuracy	accuracy	NOUN
easat-3402	176	22	of	of	ADP
easat-3402	176	23	svm	svm	PROPN
easat-3402	176	24	is	be	AUX
easat-3402	176	25	accuracy	accuracy	NOUN
easat-3402	176	26	=	=	SYM
easat-3402	176	27	0.7436	0.7436	NUM
easat-3402	176	28	,	,	PUNCT
easat-3402	176	29	which	which	PRON
easat-3402	176	30	is	be	AUX
easat-3402	176	31	the	the	DET
easat-3402	176	32	lowest	low	ADJ
easat-3402	176	33	of	of	ADP
easat-3402	176	34	the	the	DET
easat-3402	176	35	classifiers	classifier	NOUN
easat-3402	176	36	’	'	PUNCT
easat-3402	176	37	accuracies	accuracy	NOUN
easat-3402	176	38	considered	consider	VERB
easat-3402	176	39	so	so	ADV
easat-3402	176	40	far	far	ADV
easat-3402	176	41	.	.	PUNCT
easat-3402	177	1	4.1.5	4.1.5	X
easat-3402	177	2	.	.	PUNCT
easat-3402	177	3	naïve	naïve	ADJ
easat-3402	177	4	bayes	bayes	PROPN
easat-3402	177	5	naive	naive	ADJ
easat-3402	177	6	bayes	bayes	PROPN
easat-3402	177	7	is	be	AUX
easat-3402	177	8	a	a	DET
easat-3402	177	9	group	group	NOUN
easat-3402	177	10	of	of	ADP
easat-3402	177	11	straightforward	straightforward	ADJ
easat-3402	177	12	yet	yet	CCONJ
easat-3402	177	13	effective	effective	ADJ
easat-3402	177	14	probabilistic	probabilistic	ADJ
easat-3402	177	15	classifiers	classifier	NOUN
easat-3402	177	16	that	that	PRON
easat-3402	177	17	apply	apply	VERB
easat-3402	177	18	bayes	baye	NOUN
easat-3402	177	19	'	'	PART
easat-3402	177	20	theorem	theorem	NOUN
easat-3402	177	21	with	with	ADP
easat-3402	177	22	strong	strong	ADJ
easat-3402	177	23	(	(	PUNCT
easat-3402	177	24	naive	naive	ADJ
easat-3402	177	25	)	)	PUNCT
easat-3402	177	26	independence	independence	NOUN
easat-3402	177	27	assumptions	assumption	NOUN
easat-3402	177	28	between	between	ADP
easat-3402	177	29	features	feature	NOUN
easat-3402	177	30	.	.	PUNCT
easat-3402	178	1	despite	despite	SCONJ
easat-3402	178	2	its	its	PRON
easat-3402	178	3	simplicity	simplicity	NOUN
easat-3402	178	4	,	,	PUNCT
easat-3402	178	5	naive	naive	ADJ
easat-3402	178	6	bayes	baye	NOUN
easat-3402	178	7	often	often	ADV
easat-3402	178	8	performs	perform	VERB
easat-3402	178	9	remarkably	remarkably	ADV
easat-3402	178	10	well	well	ADV
easat-3402	178	11	on	on	ADP
easat-3402	178	12	complex	complex	ADJ
easat-3402	178	13	real	real	ADJ
easat-3402	178	14	-	-	PUNCT
easat-3402	178	15	world	world	NOUN
easat-3402	178	16	problems	problem	NOUN
easat-3402	178	17	,	,	PUNCT
easat-3402	178	18	particularly	particularly	ADV
easat-3402	178	19	when	when	SCONJ
easat-3402	178	20	dealing	deal	VERB
easat-3402	178	21	with	with	ADP
easat-3402	178	22	large	large	ADJ
easat-3402	178	23	datasets	dataset	NOUN
easat-3402	178	24	.	.	PUNCT
easat-3402	179	1	real	real	ADJ
easat-3402	179	2	-	-	PUNCT
easat-3402	179	3	world	world	NOUN
easat-3402	179	4	applications	application	NOUN
easat-3402	179	5	of	of	ADP
easat-3402	179	6	the	the	DET
easat-3402	179	7	naïve	naïve	ADJ
easat-3402	179	8	bayes	bayes	NOUN
easat-3402	179	9	classifier	classifier	NOUN
easat-3402	179	10	have	have	AUX
easat-3402	179	11	been	be	AUX
easat-3402	179	12	reported	report	VERB
easat-3402	179	13	in	in	ADP
easat-3402	179	14	text	text	NOUN
easat-3402	179	15	classification	classification	NOUN
easat-3402	179	16	(	(	PUNCT
easat-3402	179	17	spam	spam	NOUN
easat-3402	179	18	detection	detection	NOUN
easat-3402	179	19	,	,	PUNCT
easat-3402	179	20	sentiment	sentiment	NOUN
easat-3402	179	21	analysis	analysis	NOUN
easat-3402	179	22	,	,	PUNCT
easat-3402	179	23	document	document	NOUN
easat-3402	179	24	categorization	categorization	NOUN
easat-3402	179	25	)	)	PUNCT
easat-3402	179	26	,	,	PUNCT
easat-3402	179	27	medical	medical	ADJ
easat-3402	179	28	diagnosis	diagnosis	NOUN
easat-3402	179	29	(	(	PUNCT
easat-3402	179	30	predicting	predict	VERB
easat-3402	179	31	diseases	disease	NOUN
easat-3402	179	32	based	base	VERB
easat-3402	179	33	on	on	ADP
easat-3402	179	34	symptoms	symptom	NOUN
easat-3402	179	35	)	)	PUNCT
easat-3402	179	36	,	,	PUNCT
easat-3402	179	37	recommendation	recommendation	NOUN
easat-3402	179	38	systems	system	NOUN
easat-3402	179	39	(	(	PUNCT
easat-3402	179	40	predicting	predict	VERB
easat-3402	179	41	user	user	NOUN
easat-3402	179	42	preferences	preference	NOUN
easat-3402	179	43	)	)	PUNCT
easat-3402	179	44	,	,	PUNCT
easat-3402	179	45	and	and	CCONJ
easat-3402	179	46	market	market	NOUN
easat-3402	179	47	basket	basket	NOUN
easat-3402	179	48	analysis	analysis	NOUN
easat-3402	179	49	(	(	PUNCT
easat-3402	179	50	understanding	understand	VERB
easat-3402	179	51	customer	customer	NOUN
easat-3402	179	52	purchase	purchase	NOUN
easat-3402	179	53	patterns	pattern	NOUN
easat-3402	179	54	)	)	PUNCT
easat-3402	179	55	.	.	PUNCT
easat-3402	180	1	application	application	NOUN
easat-3402	180	2	of	of	ADP
easat-3402	180	3	the	the	DET
easat-3402	180	4	naïve	naïve	ADJ
easat-3402	180	5	bayes	bayes	PROPN
easat-3402	180	6	classifier	classifier	NOUN
easat-3402	180	7	resulted	result	VERB
easat-3402	180	8	in	in	ADP
easat-3402	180	9	the	the	DET
easat-3402	180	10	following	follow	VERB
easat-3402	180	11	confusion	confusion	NOUN
easat-3402	180	12	matrix	matrix	NOUN
easat-3402	180	13	:	:	PUNCT
easat-3402	180	14	table	table	NOUN
easat-3402	180	15	6	6	NUM
easat-3402	180	16	.	.	PUNCT
easat-3402	181	1	reference	reference	NOUN
easat-3402	181	2	prediction	prediction	NOUN
easat-3402	181	3	female	female	ADJ
easat-3402	181	4	male	male	ADJ
easat-3402	181	5	female	female	ADJ
easat-3402	181	6	94	94	NUM
easat-3402	181	7	29	29	NUM
easat-3402	181	8	male	male	NOUN
easat-3402	181	9	31	31	NUM
easat-3402	181	10	43	43	NUM
easat-3402	181	11	the	the	DET
easat-3402	181	12	accuracy	accuracy	NOUN
easat-3402	181	13	obtained	obtain	VERB
easat-3402	181	14	accuracy	accuracy	NOUN
easat-3402	181	15	=	=	SYM
easat-3402	181	16	0.6954	0.6954	NUM
easat-3402	181	17	is	be	AUX
easat-3402	181	18	lower	low	ADJ
easat-3402	181	19	than	than	ADP
easat-3402	181	20	that	that	PRON
easat-3402	181	21	of	of	ADP
easat-3402	181	22	the	the	DET
easat-3402	181	23	previous	previous	ADJ
easat-3402	181	24	classifiers	classifier	NOUN
easat-3402	181	25	but	but	CCONJ
easat-3402	181	26	still	still	ADV
easat-3402	181	27	very	very	ADV
easat-3402	181	28	close	close	ADJ
easat-3402	181	29	.	.	PUNCT
easat-3402	182	1	4.1.6	4.1.6	X
easat-3402	182	2	.	.	PUNCT
easat-3402	182	3	decision	decision	NOUN
easat-3402	182	4	tree	tree	NOUN
easat-3402	182	5	a	a	DET
easat-3402	182	6	decision	decision	NOUN
easat-3402	182	7	tree	tree	NOUN
easat-3402	182	8	classifier	classifier	NOUN
easat-3402	182	9	is	be	AUX
easat-3402	182	10	a	a	DET
easat-3402	182	11	supervised	supervised	ADJ
easat-3402	182	12	learning	learning	NOUN
easat-3402	182	13	algorithm	algorithm	NOUN
easat-3402	182	14	used	use	VERB
easat-3402	182	15	for	for	ADP
easat-3402	182	16	both	both	CCONJ
easat-3402	182	17	classification	classification	NOUN
easat-3402	182	18	and	and	CCONJ
easat-3402	182	19	regression	regression	NOUN
easat-3402	182	20	tasks	task	NOUN
easat-3402	182	21	.	.	PUNCT
easat-3402	183	1	it	it	PRON
easat-3402	183	2	employs	employ	VERB
easat-3402	183	3	a	a	DET
easat-3402	183	4	tree	tree	NOUN
easat-3402	183	5	-	-	PUNCT
easat-3402	183	6	like	like	ADJ
easat-3402	183	7	structure	structure	NOUN
easat-3402	183	8	to	to	PART
easat-3402	183	9	represent	represent	VERB
easat-3402	183	10	decisions	decision	NOUN
easat-3402	183	11	and	and	CCONJ
easat-3402	183	12	their	their	PRON
easat-3402	183	13	potential	potential	ADJ
easat-3402	183	14	outcomes	outcome	NOUN
easat-3402	183	15	.	.	PUNCT
easat-3402	184	1	the	the	DET
easat-3402	184	2	tree	tree	NOUN
easat-3402	184	3	is	be	AUX
easat-3402	184	4	built	build	VERB
easat-3402	184	5	by	by	ADP
easat-3402	184	6	recursively	recursively	ADV
easat-3402	184	7	dividing	divide	VERB
easat-3402	184	8	the	the	DET
easat-3402	184	9	training	training	NOUN
easat-3402	184	10	data	datum	NOUN
easat-3402	184	11	into	into	ADP
easat-3402	184	12	subsets	subset	NOUN
easat-3402	184	13	according	accord	VERB
easat-3402	184	14	to	to	ADP
easat-3402	184	15	the	the	DET
easat-3402	184	16	feature	feature	NOUN
easat-3402	184	17	values	value	NOUN
easat-3402	184	18	that	that	PRON
easat-3402	184	19	provide	provide	VERB
easat-3402	184	20	the	the	DET
easat-3402	184	21	most	most	ADV
easat-3402	184	22	significant	significant	ADJ
easat-3402	184	23	information	information	NOUN
easat-3402	184	24	gain	gain	NOUN
easat-3402	184	25	or	or	CCONJ
easat-3402	184	26	the	the	DET
easat-3402	184	27	greatest	great	ADJ
easat-3402	184	28	reduction	reduction	NOUN
easat-3402	184	29	in	in	ADP
easat-3402	184	30	impurity	impurity	NOUN
easat-3402	184	31	.	.	PUNCT
easat-3402	185	1	applications	application	NOUN
easat-3402	185	2	of	of	ADP
easat-3402	185	3	decision	decision	NOUN
easat-3402	185	4	trees	tree	NOUN
easat-3402	185	5	include	include	VERB
easat-3402	185	6	classification	classification	NOUN
easat-3402	185	7	(	(	PUNCT
easat-3402	185	8	spam	spam	NOUN
easat-3402	185	9	detection	detection	NOUN
easat-3402	185	10	,	,	PUNCT
easat-3402	185	11	medical	medical	ADJ
easat-3402	185	12	diagnosis	diagnosis	NOUN
easat-3402	185	13	,	,	PUNCT
easat-3402	185	14	loan	loan	NOUN
easat-3402	185	15	approval	approval	NOUN
easat-3402	185	16	)	)	PUNCT
easat-3402	185	17	,	,	PUNCT
easat-3402	185	18	regression	regression	NOUN
easat-3402	185	19	(	(	PUNCT
easat-3402	185	20	predicting	predict	VERB
easat-3402	185	21	house	house	NOUN
easat-3402	185	22	prices	price	NOUN
easat-3402	185	23	,	,	PUNCT
easat-3402	185	24	forecasting	forecasting	NOUN
easat-3402	185	25	sales	sale	NOUN
easat-3402	185	26	)	)	PUNCT
easat-3402	185	27	,	,	PUNCT
easat-3402	185	28	and	and	CCONJ
easat-3402	185	29	feature	feature	NOUN
easat-3402	185	30	engineering	engineering	NOUN
easat-3402	185	31	(	(	PUNCT
easat-3402	185	32	used	use	VERB
easat-3402	185	33	in	in	ADP
easat-3402	185	34	ensemble	ensemble	ADJ
easat-3402	185	35	methods	method	NOUN
easat-3402	185	36	like	like	ADP
easat-3402	185	37	random	random	ADJ
easat-3402	185	38	forests	forest	NOUN
easat-3402	185	39	and	and	CCONJ
easat-3402	185	40	gradient	gradient	ADJ
easat-3402	185	41	boosting	boosting	NOUN
easat-3402	185	42	)	)	PUNCT
easat-3402	185	43	.	.	PUNCT
easat-3402	186	1	the	the	DET
easat-3402	186	2	naïve	naïve	ADJ
easat-3402	186	3	bayes	bayes	PROPN
easat-3402	186	4	classifier	classifier	NOUN
easat-3402	186	5	yielded	yield	VERB
easat-3402	186	6	the	the	DET
easat-3402	186	7	following	follow	VERB
easat-3402	186	8	confusion	confusion	NOUN
easat-3402	186	9	matrix	matrix	NOUN
easat-3402	186	10	:	:	PUNCT
easat-3402	186	11	table	table	NOUN
easat-3402	186	12	7	7	NUM
easat-3402	186	13	.	.	PUNCT
easat-3402	186	14	reference	reference	NOUN
easat-3402	186	15	prediction	prediction	NOUN
easat-3402	186	16	female	female	ADJ
easat-3402	186	17	male	male	ADJ
easat-3402	186	18	female	female	ADJ
easat-3402	186	19	111	111	NUM
easat-3402	186	20	14	14	NUM
easat-3402	186	21	male	male	NOUN
easat-3402	186	22	32	32	NUM
easat-3402	186	23	40	40	NUM
easat-3402	186	24	the	the	DET
easat-3402	186	25	accuracy	accuracy	NOUN
easat-3402	186	26	of	of	ADP
easat-3402	186	27	the	the	DET
easat-3402	186	28	classifier	classifier	NOUN
easat-3402	186	29	is	be	AUX
easat-3402	186	30	accuracy	accuracy	NOUN
easat-3402	187	1	=	=	SYM
easat-3402	187	2	0.7665	0.7665	NUM
easat-3402	187	3	.	.	PUNCT
easat-3402	188	1	4.1.7	4.1.7	NUM
easat-3402	188	2	.	.	PUNCT
easat-3402	189	1	random	random	ADJ
easat-3402	189	2	forest	forest	NOUN
easat-3402	189	3	random	random	ADJ
easat-3402	189	4	forest	forest	NOUN
easat-3402	189	5	is	be	AUX
easat-3402	189	6	an	an	DET
easat-3402	189	7	ensemble	ensemble	ADJ
easat-3402	189	8	learning	learning	NOUN
easat-3402	189	9	technique	technique	NOUN
easat-3402	189	10	used	use	VERB
easat-3402	189	11	mainly	mainly	ADV
easat-3402	189	12	for	for	ADP
easat-3402	189	13	classification	classification	NOUN
easat-3402	189	14	and	and	CCONJ
easat-3402	189	15	regression	regression	NOUN
easat-3402	189	16	tasks	task	NOUN
easat-3402	189	17	.	.	PUNCT
easat-3402	190	1	it	it	PRON
easat-3402	190	2	constructs	construct	VERB
easat-3402	190	3	multiple	multiple	ADJ
easat-3402	190	4	decision	decision	NOUN
easat-3402	190	5	trees	tree	NOUN
easat-3402	190	6	during	during	ADP
easat-3402	190	7	training	training	NOUN
easat-3402	190	8	and	and	CCONJ
easat-3402	190	9	combines	combine	VERB
easat-3402	190	10	their	their	PRON
easat-3402	190	11	results	result	NOUN
easat-3402	190	12	to	to	PART
easat-3402	190	13	achieve	achieve	VERB
easat-3402	190	14	more	more	ADV
easat-3402	190	15	accurate	accurate	ADJ
easat-3402	190	16	and	and	CCONJ
easat-3402	190	17	stable	stable	ADJ
easat-3402	190	18	predictions	prediction	NOUN
easat-3402	190	19	.	.	PUNCT
easat-3402	191	1	this	this	DET
easat-3402	191	2	approach	approach	NOUN
easat-3402	191	3	,	,	PUNCT
easat-3402	191	4	known	know	VERB
easat-3402	191	5	as	as	ADP
easat-3402	191	6	"	"	PUNCT
easat-3402	191	7	bagging	bagging	NOUN
easat-3402	191	8	"	"	PUNCT
easat-3402	191	9	(	(	PUNCT
easat-3402	191	10	bootstrap	bootstrap	NOUN
easat-3402	191	11	aggregating	aggregating	NOUN
easat-3402	191	12	)	)	PUNCT
easat-3402	191	13	,	,	PUNCT
easat-3402	191	14	enhances	enhance	VERB
easat-3402	191	15	the	the	DET
easat-3402	191	16	model	model	NOUN
easat-3402	191	17	's	's	PART
easat-3402	191	18	performance	performance	NOUN
easat-3402	191	19	and	and	CCONJ
easat-3402	191	20	robustness	robustness	NOUN
easat-3402	191	21	by	by	ADP
easat-3402	191	22	leveraging	leverage	VERB
easat-3402	191	23	the	the	DET
easat-3402	191	24	collective	collective	ADJ
easat-3402	191	25	strength	strength	NOUN
easat-3402	191	26	of	of	ADP
easat-3402	191	27	multiple	multiple	ADJ
easat-3402	191	28	trees	tree	NOUN
easat-3402	191	29	.	.	PUNCT
easat-3402	192	1	applications	application	NOUN
easat-3402	192	2	of	of	ADP
easat-3402	192	3	random	random	ADJ
easat-3402	192	4	forests	forest	NOUN
easat-3402	192	5	include	include	VERB
easat-3402	192	6	classification	classification	NOUN
easat-3402	192	7	(	(	PUNCT
easat-3402	192	8	spam	spam	NOUN
easat-3402	192	9	detection	detection	NOUN
easat-3402	192	10	,	,	PUNCT
easat-3402	192	11	sentiment	sentiment	NOUN
easat-3402	192	12	analysis	analysis	NOUN
easat-3402	192	13	,	,	PUNCT
easat-3402	192	14	disease	disease	NOUN
easat-3402	192	15	diagnosis	diagnosis	NOUN
easat-3402	192	16	)	)	PUNCT
easat-3402	192	17	,	,	PUNCT
easat-3402	192	18	regression	regression	NOUN
easat-3402	192	19	(	(	PUNCT
easat-3402	192	20	predicting	predict	VERB
easat-3402	192	21	house	house	NOUN
easat-3402	192	22	prices	price	NOUN
easat-3402	192	23	,	,	PUNCT
easat-3402	192	24	stock	stock	NOUN
easat-3402	192	25	market	market	NOUN
easat-3402	192	26	forecasting	forecasting	NOUN
easat-3402	192	27	,	,	PUNCT
easat-3402	192	28	sales	sale	NOUN
easat-3402	192	29	prediction	prediction	NOUN
easat-3402	192	30	)	)	PUNCT
easat-3402	192	31	,	,	PUNCT
easat-3402	192	32	feature	feature	NOUN
easat-3402	192	33	selection	selection	NOUN
easat-3402	192	34	(	(	PUNCT
easat-3402	192	35	identifying	identify	VERB
easat-3402	192	36	important	important	ADJ
easat-3402	192	37	features	feature	NOUN
easat-3402	192	38	in	in	ADP
easat-3402	192	39	large	large	ADJ
easat-3402	192	40	datasets	dataset	NOUN
easat-3402	192	41	)	)	PUNCT
easat-3402	192	42	,	,	PUNCT
easat-3402	192	43	and	and	CCONJ
easat-3402	192	44	anomaly	anomaly	NOUN
easat-3402	192	45	detection	detection	NOUN
easat-3402	192	46	(	(	PUNCT
easat-3402	192	47	detecting	detect	VERB
easat-3402	192	48	outliers	outlier	NOUN
easat-3402	192	49	and	and	CCONJ
easat-3402	192	50	unusual	unusual	ADJ
easat-3402	192	51	patterns	pattern	NOUN
easat-3402	192	52	in	in	ADP
easat-3402	192	53	data	datum	NOUN
easat-3402	192	54	)	)	PUNCT
easat-3402	192	55	.	.	PUNCT
easat-3402	193	1	6488	6488	NUM
easat-3402	193	2	edelweiss	edelweiss	PROPN
easat-3402	193	3	applied	apply	VERB
easat-3402	193	4	science	science	NOUN
easat-3402	193	5	and	and	CCONJ
easat-3402	193	6	technology	technology	NOUN
easat-3402	193	7	issn	issn	PROPN
easat-3402	193	8	:	:	PUNCT
easat-3402	193	9	2576	2576	NUM
easat-3402	193	10	-	-	SYM
easat-3402	193	11	8484	8484	NUM
easat-3402	193	12	vol	vol	NOUN
easat-3402	193	13	.	.	PROPN
easat-3402	193	14	8	8	NUM
easat-3402	193	15	,	,	PUNCT
easat-3402	193	16	no	no	INTJ
easat-3402	193	17	.	.	NOUN
easat-3402	193	18	6	6	NUM
easat-3402	193	19	:	:	PUNCT
easat-3402	193	20	6480	6480	NUM
easat-3402	193	21	-	-	SYM
easat-3402	193	22	6497	6497	NUM
easat-3402	193	23	,	,	PUNCT
easat-3402	193	24	2024	2024	NUM
easat-3402	193	25	doi	doi	NOUN
easat-3402	193	26	:	:	PUNCT
easat-3402	193	27	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	193	28	©	©	PROPN
easat-3402	193	29	2024	2024	NUM
easat-3402	193	30	by	by	ADP
easat-3402	193	31	the	the	DET
easat-3402	193	32	author	author	NOUN
easat-3402	193	33	;	;	PUNCT
easat-3402	193	34	licensee	licensee	PROPN
easat-3402	193	35	learning	learning	NOUN
easat-3402	193	36	gate	gate	VERB
easat-3402	193	37	the	the	DET
easat-3402	193	38	random	random	ADJ
easat-3402	193	39	forest	forest	NOUN
easat-3402	193	40	classifier	classifier	NOUN
easat-3402	193	41	gave	give	VERB
easat-3402	193	42	the	the	DET
easat-3402	193	43	following	follow	VERB
easat-3402	193	44	confusion	confusion	NOUN
easat-3402	193	45	matrix	matrix	NOUN
easat-3402	193	46	:	:	PUNCT
easat-3402	193	47	table	table	NOUN
easat-3402	193	48	8	8	NUM
easat-3402	193	49	.	.	PUNCT
easat-3402	194	1	reference	reference	NOUN
easat-3402	194	2	prediction	prediction	NOUN
easat-3402	194	3	female	female	ADJ
easat-3402	194	4	male	male	ADJ
easat-3402	194	5	female	female	NOUN
easat-3402	194	6	93	93	NUM
easat-3402	194	7	21	21	NUM
easat-3402	194	8	male	male	NOUN
easat-3402	194	9	19	19	NUM
easat-3402	194	10	44	44	NUM
easat-3402	194	11	the	the	DET
easat-3402	194	12	accuracy	accuracy	NOUN
easat-3402	194	13	of	of	ADP
easat-3402	194	14	the	the	DET
easat-3402	194	15	classifier	classifier	NOUN
easat-3402	194	16	is	be	AUX
easat-3402	194	17	accuracy	accuracy	NOUN
easat-3402	194	18	=	=	SYM
easat-3402	194	19	0.7740	0.7740	NUM
easat-3402	194	20	.	.	PUNCT
easat-3402	195	1	4.1.8	4.1.8	X
easat-3402	195	2	.	.	PUNCT
easat-3402	196	1	gradient	gradient	ADJ
easat-3402	196	2	boosting	boost	VERB
easat-3402	196	3	machine	machine	NOUN
easat-3402	196	4	(	(	PUNCT
easat-3402	196	5	gbm	gbm	NOUN
easat-3402	196	6	)	)	PUNCT
easat-3402	196	7	gradient	gradient	NOUN
easat-3402	196	8	boosting	boost	VERB
easat-3402	196	9	machine	machine	NOUN
easat-3402	196	10	(	(	PUNCT
easat-3402	196	11	gbm	gbm	NOUN
easat-3402	196	12	)	)	PUNCT
easat-3402	196	13	is	be	AUX
easat-3402	196	14	an	an	DET
easat-3402	196	15	ensemble	ensemble	ADJ
easat-3402	196	16	machine	machine	NOUN
easat-3402	196	17	learning	learning	NOUN
easat-3402	196	18	technique	technique	NOUN
easat-3402	196	19	utilized	utilize	VERB
easat-3402	196	20	for	for	ADP
easat-3402	196	21	both	both	CCONJ
easat-3402	196	22	classification	classification	NOUN
easat-3402	196	23	and	and	CCONJ
easat-3402	196	24	regression	regression	NOUN
easat-3402	196	25	tasks	task	NOUN
easat-3402	196	26	.	.	PUNCT
easat-3402	197	1	it	it	PRON
easat-3402	197	2	develops	develop	VERB
easat-3402	197	3	a	a	DET
easat-3402	197	4	model	model	NOUN
easat-3402	197	5	incrementally	incrementally	ADV
easat-3402	197	6	by	by	ADP
easat-3402	197	7	sequentially	sequentially	ADV
easat-3402	197	8	adding	add	VERB
easat-3402	197	9	predictors	predictor	NOUN
easat-3402	197	10	,	,	PUNCT
easat-3402	197	11	often	often	ADV
easat-3402	197	12	decision	decision	VERB
easat-3402	197	13	trees	tree	NOUN
easat-3402	197	14	,	,	PUNCT
easat-3402	197	15	where	where	SCONJ
easat-3402	197	16	each	each	DET
easat-3402	197	17	new	new	ADJ
easat-3402	197	18	predictor	predictor	NOUN
easat-3402	197	19	corrects	correct	VERB
easat-3402	197	20	the	the	DET
easat-3402	197	21	errors	error	NOUN
easat-3402	197	22	of	of	ADP
easat-3402	197	23	the	the	DET
easat-3402	197	24	previous	previous	ADJ
easat-3402	197	25	ones	one	NOUN
easat-3402	197	26	.	.	PUNCT
easat-3402	198	1	gbm	gbm	NOUN
easat-3402	198	2	merges	merge	VERB
easat-3402	198	3	the	the	DET
easat-3402	198	4	strengths	strength	NOUN
easat-3402	198	5	of	of	ADP
easat-3402	198	6	several	several	ADJ
easat-3402	198	7	weak	weak	ADJ
easat-3402	198	8	models	model	NOUN
easat-3402	198	9	(	(	PUNCT
easat-3402	198	10	typically	typically	ADV
easat-3402	198	11	shallow	shallow	ADJ
easat-3402	198	12	decision	decision	NOUN
easat-3402	198	13	trees	tree	NOUN
easat-3402	198	14	)	)	PUNCT
easat-3402	198	15	to	to	PART
easat-3402	198	16	form	form	VERB
easat-3402	198	17	a	a	DET
easat-3402	198	18	robust	robust	ADJ
easat-3402	198	19	predictive	predictive	ADJ
easat-3402	198	20	model	model	NOUN
easat-3402	198	21	.	.	PUNCT
easat-3402	199	1	gbm	gbm	NOUN
easat-3402	199	2	applications	application	NOUN
easat-3402	199	3	include	include	VERB
easat-3402	199	4	regression	regression	NOUN
easat-3402	199	5	(	(	PUNCT
easat-3402	199	6	predicting	predict	VERB
easat-3402	199	7	house	house	NOUN
easat-3402	199	8	prices	price	NOUN
easat-3402	199	9	,	,	PUNCT
easat-3402	199	10	stock	stock	NOUN
easat-3402	199	11	prices	price	NOUN
easat-3402	199	12	,	,	PUNCT
easat-3402	199	13	and	and	CCONJ
easat-3402	199	14	other	other	ADJ
easat-3402	199	15	continuous	continuous	ADJ
easat-3402	199	16	outcomes	outcome	NOUN
easat-3402	199	17	)	)	PUNCT
easat-3402	199	18	,	,	PUNCT
easat-3402	199	19	classification	classification	NOUN
easat-3402	199	20	(	(	PUNCT
easat-3402	199	21	spam	spam	NOUN
easat-3402	199	22	detection	detection	NOUN
easat-3402	199	23	,	,	PUNCT
easat-3402	199	24	fraud	fraud	NOUN
easat-3402	199	25	detection	detection	NOUN
easat-3402	199	26	,	,	PUNCT
easat-3402	199	27	customer	customer	NOUN
easat-3402	199	28	churn	churn	NOUN
easat-3402	199	29	prediction	prediction	NOUN
easat-3402	199	30	)	)	PUNCT
easat-3402	199	31	,	,	PUNCT
easat-3402	199	32	and	and	CCONJ
easat-3402	199	33	ranking	ranking	NOUN
easat-3402	199	34	(	(	PUNCT
easat-3402	199	35	search	search	NOUN
easat-3402	199	36	engine	engine	NOUN
easat-3402	199	37	result	result	NOUN
easat-3402	199	38	ranking	ranking	NOUN
easat-3402	199	39	,	,	PUNCT
easat-3402	199	40	recommendation	recommendation	NOUN
easat-3402	199	41	systems	system	NOUN
easat-3402	199	42	)	)	PUNCT
easat-3402	199	43	.	.	PUNCT
easat-3402	200	1	the	the	DET
easat-3402	200	2	confusion	confusion	NOUN
easat-3402	200	3	matrix	matrix	NOUN
easat-3402	200	4	obtained	obtain	VERB
easat-3402	200	5	by	by	ADP
easat-3402	200	6	the	the	DET
easat-3402	200	7	gbm	gbm	PROPN
easat-3402	200	8	classifier	classifier	NOUN
easat-3402	200	9	is	be	AUX
easat-3402	200	10	:	:	PUNCT
easat-3402	200	11	table	table	NOUN
easat-3402	200	12	9	9	NUM
easat-3402	200	13	.	.	PUNCT
easat-3402	201	1	reference	reference	NOUN
easat-3402	201	2	prediction	prediction	NOUN
easat-3402	201	3	female	female	ADJ
easat-3402	201	4	male	male	ADJ
easat-3402	201	5	female	female	ADJ
easat-3402	201	6	111	111	NUM
easat-3402	201	7	22	22	NUM
easat-3402	201	8	male	male	NOUN
easat-3402	201	9	14	14	NUM
easat-3402	201	10	50	50	NUM
easat-3402	201	11	the	the	DET
easat-3402	201	12	obtained	obtain	VERB
easat-3402	201	13	accuracy	accuracy	NOUN
easat-3402	201	14	of	of	ADP
easat-3402	201	15	the	the	DET
easat-3402	201	16	classifier	classifier	NOUN
easat-3402	201	17	accuracy	accuracy	NOUN
easat-3402	201	18	=	=	NOUN
easat-3402	201	19	0.8173	0.8173	NUM
easat-3402	201	20	is	be	AUX
easat-3402	201	21	the	the	DET
easat-3402	201	22	highest	high	ADJ
easat-3402	201	23	accuracy	accuracy	NOUN
easat-3402	201	24	registered	register	VERB
easat-3402	201	25	among	among	ADP
easat-3402	201	26	all	all	DET
easat-3402	201	27	the	the	DET
easat-3402	201	28	classifiers	classifier	NOUN
easat-3402	201	29	considered	consider	VERB
easat-3402	201	30	.	.	PUNCT
easat-3402	202	1	4.1.9	4.1.9	NUM
easat-3402	202	2	.	.	PUNCT
easat-3402	203	1	comparison	comparison	NOUN
easat-3402	203	2	of	of	ADP
easat-3402	203	3	classifications	classification	NOUN
easat-3402	203	4	techniques	technique	VERB
easat-3402	203	5	a	a	DET
easat-3402	203	6	comparison	comparison	NOUN
easat-3402	203	7	of	of	ADP
easat-3402	203	8	the	the	DET
easat-3402	203	9	results	result	NOUN
easat-3402	203	10	of	of	ADP
easat-3402	203	11	the	the	DET
easat-3402	203	12	classification	classification	NOUN
easat-3402	203	13	techniques	technique	NOUN
easat-3402	203	14	used	use	VERB
easat-3402	203	15	in	in	ADP
easat-3402	203	16	this	this	DET
easat-3402	203	17	paper	paper	NOUN
easat-3402	203	18	is	be	AUX
easat-3402	203	19	presented	present	VERB
easat-3402	203	20	in	in	ADP
easat-3402	203	21	the	the	DET
easat-3402	203	22	table	table	NOUN
easat-3402	203	23	below	below	ADV
easat-3402	203	24	:	:	PUNCT
easat-3402	203	25	table	table	NOUN
easat-3402	203	26	10	10	NUM
easat-3402	203	27	.	.	PUNCT
easat-3402	204	1	method	method	NOUN
easat-3402	204	2	accuracy	accuracy	NOUN
easat-3402	204	3	sensitivity	sensitivity	NOUN
easat-3402	204	4	specificity	specificity	NOUN
easat-3402	204	5	precision	precision	NOUN
easat-3402	204	6	recall	recall	NOUN
easat-3402	204	7	f1	f1	PROPN
easat-3402	204	8	score	score	NOUN
easat-3402	204	9	logistic	logistic	ADJ
easat-3402	204	10	regression	regression	NOUN
easat-3402	204	11	0.7594	0.7594	NUM
easat-3402	204	12	0.7385	0.7385	NUM
easat-3402	204	13	0.7705	0.7705	NUM
easat-3402	204	14	0.6316	0.6316	NUM
easat-3402	204	15	0.7385	0.7385	NUM
easat-3402	204	16	0.6809	0.6809	NUM
easat-3402	204	17	k	k	X
easat-3402	204	18	-	-	PUNCT
easat-3402	204	19	nn	nn	INTJ
easat-3402	204	20	0.7766	0.7766	NUM
easat-3402	204	21	0.8480	0.8480	NUM
easat-3402	204	22	0.6528	0.6528	NUM
easat-3402	204	23	0.8092	0.8092	NUM
easat-3402	204	24	0.8480	0.8480	NUM
easat-3402	204	25	0.8281	0.8281	NUM
easat-3402	204	26	neural	neural	ADJ
easat-3402	204	27	network	network	NOUN
easat-3402	204	28	0.7513	0.7513	NUM
easat-3402	204	29	0.8065	0.8065	NUM
easat-3402	204	30	0.6575	0.6575	NUM
easat-3402	204	31	0.8000	0.8000	NUM
easat-3402	204	32	0.8065	0.8065	NUM
easat-3402	204	33	0.8032	0.8032	NUM
easat-3402	204	34	svm	svm	VERB
easat-3402	204	35	0.7436	0.7436	NUM
easat-3402	204	36	0.9024	0.9024	NUM
easat-3402	204	37	0.4722	0.4722	NUM
easat-3402	204	38	0.7450	0.7450	NUM
easat-3402	204	39	0.9024	0.9024	NUM
easat-3402	204	40	0.8162	0.8162	NUM
easat-3402	204	41	naïve	naïve	ADJ
easat-3402	204	42	bayes	bayes	NOUN
easat-3402	204	43	0.6954	0.6954	NUM
easat-3402	204	44	0.7520	0.7520	NUM
easat-3402	204	45	0.5972	0.5972	NUM
easat-3402	204	46	0.7642	0.7642	NUM
easat-3402	204	47	0.7520	0.7520	NUM
easat-3402	204	48	0.7581	0.7581	NUM
easat-3402	204	49	decision	decision	NOUN
easat-3402	204	50	tree	tree	NOUN
easat-3402	204	51	0.7665	0.7665	NUM
easat-3402	204	52	0.7762	0.7762	NUM
easat-3402	204	53	0.7407	0.7407	NUM
easat-3402	204	54	0.8880	0.8880	NUM
easat-3402	204	55	0.7762	0.7762	NUM
easat-3402	204	56	0.8284	0.8284	NUM
easat-3402	204	57	random	random	ADJ
easat-3402	204	58	forest	forest	NOUN
easat-3402	204	59	0.7740	0.7740	NUM
easat-3402	204	60	0.8304	0.8304	NUM
easat-3402	204	61	0.6769	0.6769	NUM
easat-3402	204	62	0.8158	0.8158	NUM
easat-3402	204	63	0.8304	0.8304	NUM
easat-3402	204	64	0.8230	0.8230	NUM
easat-3402	204	65	gbm	gbm	NOUN
easat-3402	204	66	0.8173	0.8173	NUM
easat-3402	204	67	0.8346	0.8346	NUM
easat-3402	204	68	0.7813	0.7813	NUM
easat-3402	204	69	0.8880	0.8880	NUM
easat-3402	204	70	0.8346	0.8346	NUM
easat-3402	204	71	0.8605	0.8605	NUM
easat-3402	204	72	these	these	DET
easat-3402	204	73	metrics	metric	NOUN
easat-3402	204	74	provide	provide	VERB
easat-3402	204	75	insights	insight	NOUN
easat-3402	204	76	into	into	ADP
easat-3402	204	77	the	the	DET
easat-3402	204	78	performance	performance	NOUN
easat-3402	204	79	of	of	ADP
easat-3402	204	80	each	each	DET
easat-3402	204	81	model	model	NOUN
easat-3402	204	82	.	.	PUNCT
easat-3402	205	1	for	for	ADP
easat-3402	205	2	example	example	NOUN
easat-3402	205	3	:	:	PUNCT
easat-3402	205	4	•	•	NUM
easat-3402	205	5	best	good	ADJ
easat-3402	205	6	overall	overall	ADJ
easat-3402	205	7	performance	performance	NOUN
easat-3402	205	8	:	:	PUNCT
easat-3402	205	9	gbm	gbm	PROPN
easat-3402	205	10	achieves	achieve	VERB
easat-3402	205	11	the	the	DET
easat-3402	205	12	highest	high	ADJ
easat-3402	205	13	accuracy	accuracy	NOUN
easat-3402	205	14	(	(	PUNCT
easat-3402	205	15	81.73	81.73	NUM
easat-3402	205	16	%	%	NOUN
easat-3402	205	17	)	)	PUNCT
easat-3402	205	18	and	and	CCONJ
easat-3402	205	19	a	a	DET
easat-3402	205	20	good	good	ADJ
easat-3402	205	21	balance	balance	NOUN
easat-3402	205	22	between	between	ADP
easat-3402	205	23	precision	precision	NOUN
easat-3402	205	24	and	and	CCONJ
easat-3402	205	25	recall	recall	NOUN
easat-3402	205	26	(	(	PUNCT
easat-3402	205	27	f1	f1	NOUN
easat-3402	205	28	score	score	NOUN
easat-3402	205	29	of	of	ADP
easat-3402	205	30	86.05	86.05	NUM
easat-3402	205	31	%	%	NOUN
easat-3402	205	32	)	)	PUNCT
easat-3402	205	33	.	.	PUNCT
easat-3402	206	1	6489	6489	NUM
easat-3402	206	2	edelweiss	edelweiss	PROPN
easat-3402	206	3	applied	apply	VERB
easat-3402	206	4	science	science	NOUN
easat-3402	206	5	and	and	CCONJ
easat-3402	206	6	technology	technology	NOUN
easat-3402	206	7	issn	issn	PROPN
easat-3402	206	8	:	:	PUNCT
easat-3402	206	9	2576	2576	NUM
easat-3402	206	10	-	-	SYM
easat-3402	206	11	8484	8484	NUM
easat-3402	206	12	vol	vol	NOUN
easat-3402	206	13	.	.	PROPN
easat-3402	206	14	8	8	NUM
easat-3402	206	15	,	,	PUNCT
easat-3402	206	16	no	no	INTJ
easat-3402	206	17	.	.	NOUN
easat-3402	206	18	6	6	NUM
easat-3402	206	19	:	:	PUNCT
easat-3402	206	20	6480	6480	NUM
easat-3402	206	21	-	-	SYM
easat-3402	206	22	6497	6497	NUM
easat-3402	206	23	,	,	PUNCT
easat-3402	206	24	2024	2024	NUM
easat-3402	206	25	doi	doi	NOUN
easat-3402	206	26	:	:	PUNCT
easat-3402	206	27	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	206	28	©	©	PROPN
easat-3402	206	29	2024	2024	NUM
easat-3402	206	30	by	by	ADP
easat-3402	206	31	the	the	DET
easat-3402	206	32	author	author	NOUN
easat-3402	206	33	;	;	PUNCT
easat-3402	206	34	licensee	licensee	PROPN
easat-3402	206	35	learning	learning	NOUN
easat-3402	206	36	gate	gate	VERB
easat-3402	206	37	•	•	ADJ
easat-3402	206	38	high	high	ADJ
easat-3402	206	39	sensitivity	sensitivity	NOUN
easat-3402	206	40	:	:	PUNCT
easat-3402	206	41	svm	svm	PROPN
easat-3402	206	42	and	and	CCONJ
easat-3402	206	43	k	k	PROPN
easat-3402	206	44	-	-	PUNCT
easat-3402	206	45	nn	nn	PROPN
easat-3402	206	46	have	have	VERB
easat-3402	206	47	high	high	ADJ
easat-3402	206	48	sensitivity	sensitivity	NOUN
easat-3402	206	49	(	(	PUNCT
easat-3402	206	50	ability	ability	NOUN
easat-3402	206	51	to	to	PART
easat-3402	206	52	find	find	VERB
easat-3402	206	53	positive	positive	ADJ
easat-3402	206	54	cases	case	NOUN
easat-3402	206	55	)	)	PUNCT
easat-3402	206	56	,	,	PUNCT
easat-3402	206	57	but	but	CCONJ
easat-3402	206	58	svm	svm	VERB
easat-3402	206	59	sacrifices	sacrifice	NOUN
easat-3402	206	60	specificity	specificity	NOUN
easat-3402	206	61	.	.	PUNCT
easat-3402	207	1	this	this	PRON
easat-3402	207	2	indicates	indicate	VERB
easat-3402	207	3	that	that	SCONJ
easat-3402	207	4	svm	svm	PROPN
easat-3402	207	5	is	be	AUX
easat-3402	207	6	good	good	ADJ
easat-3402	207	7	at	at	ADP
easat-3402	207	8	identifying	identify	VERB
easat-3402	207	9	true	true	ADJ
easat-3402	207	10	positives	positive	NOUN
easat-3402	207	11	but	but	CCONJ
easat-3402	207	12	struggles	struggle	NOUN
easat-3402	207	13	with	with	ADP
easat-3402	207	14	true	true	ADJ
easat-3402	207	15	negatives	negative	NOUN
easat-3402	207	16	.	.	PUNCT
easat-3402	208	1	•	•	NUM
easat-3402	208	2	balanced	balanced	ADJ
easat-3402	208	3	models	model	NOUN
easat-3402	208	4	:	:	PUNCT
easat-3402	208	5	naïve	naïve	ADJ
easat-3402	208	6	bayes	bayes	NOUN
easat-3402	208	7	,	,	PUNCT
easat-3402	208	8	decision	decision	NOUN
easat-3402	208	9	tree	tree	NOUN
easat-3402	208	10	,	,	PUNCT
easat-3402	208	11	and	and	CCONJ
easat-3402	208	12	random	random	ADJ
easat-3402	208	13	forest	forest	NOUN
easat-3402	208	14	show	show	NOUN
easat-3402	208	15	balanced	balanced	ADJ
easat-3402	208	16	performance	performance	NOUN
easat-3402	208	17	across	across	ADP
easat-3402	208	18	metrics	metric	NOUN
easat-3402	208	19	.	.	PUNCT
easat-3402	209	1	we	we	PRON
easat-3402	209	2	will	will	AUX
easat-3402	209	3	examine	examine	VERB
easat-3402	209	4	the	the	DET
easat-3402	209	5	bgm	bgm	NOUN
easat-3402	209	6	classifier	classifier	NOUN
easat-3402	209	7	more	more	ADV
easat-3402	209	8	closely	closely	ADV
easat-3402	209	9	since	since	SCONJ
easat-3402	209	10	it	it	PRON
easat-3402	209	11	achieves	achieve	VERB
easat-3402	209	12	the	the	DET
easat-3402	209	13	highest	high	ADJ
easat-3402	209	14	prediction	prediction	NOUN
easat-3402	209	15	accuracy	accuracy	NOUN
easat-3402	209	16	.	.	PUNCT
easat-3402	210	1	first	first	ADV
easat-3402	210	2	,	,	PUNCT
easat-3402	210	3	figure	figure	NOUN
easat-3402	210	4	1	1	NUM
easat-3402	210	5	is	be	AUX
easat-3402	210	6	a	a	DET
easat-3402	210	7	visual	visual	ADJ
easat-3402	210	8	representation	representation	NOUN
easat-3402	210	9	of	of	ADP
easat-3402	210	10	the	the	DET
easat-3402	210	11	confusion	confusion	NOUN
easat-3402	210	12	matrix	matrix	NOUN
easat-3402	210	13	.	.	PUNCT
easat-3402	211	1	figure	figure	NOUN
easat-3402	211	2	1	1	NUM
easat-3402	211	3	.	.	PUNCT
easat-3402	211	4	bgm	bgm	NOUN
easat-3402	211	5	confusion	confusion	NOUN
easat-3402	211	6	matrix	matrix	NOUN
easat-3402	211	7	.	.	PUNCT
easat-3402	212	1	second	second	ADJ
easat-3402	212	2	,	,	PUNCT
easat-3402	212	3	an	an	DET
easat-3402	212	4	easy	easy	ADJ
easat-3402	212	5	way	way	NOUN
easat-3402	212	6	to	to	PART
easat-3402	212	7	visualize	visualize	VERB
easat-3402	212	8	the	the	DET
easat-3402	212	9	two	two	NUM
easat-3402	212	10	metrics	metric	NOUN
easat-3402	212	11	(	(	PUNCT
easat-3402	212	12	sensitivity	sensitivity	NOUN
easat-3402	212	13	and	and	CCONJ
easat-3402	212	14	specificity	specificity	NOUN
easat-3402	212	15	)	)	PUNCT
easat-3402	212	16	is	be	AUX
easat-3402	212	17	by	by	ADP
easat-3402	212	18	creating	create	VERB
easat-3402	212	19	a	a	DET
easat-3402	212	20	receiver	receiver	NOUN
easat-3402	212	21	operating	operate	VERB
easat-3402	212	22	characteristic	characteristic	NOUN
easat-3402	212	23	(	(	PUNCT
easat-3402	212	24	roc	roc	PROPN
easat-3402	212	25	)	)	PUNCT
easat-3402	212	26	curve	curve	NOUN
easat-3402	212	27	,	,	PUNCT
easat-3402	212	28	which	which	PRON
easat-3402	212	29	is	be	AUX
easat-3402	212	30	a	a	DET
easat-3402	212	31	plot	plot	NOUN
easat-3402	212	32	that	that	PRON
easat-3402	212	33	displays	display	VERB
easat-3402	212	34	the	the	DET
easat-3402	212	35	sensitivity	sensitivity	NOUN
easat-3402	212	36	and	and	CCONJ
easat-3402	212	37	specificity	specificity	NOUN
easat-3402	212	38	of	of	ADP
easat-3402	212	39	a	a	DET
easat-3402	212	40	classification	classification	NOUN
easat-3402	212	41	model	model	NOUN
easat-3402	212	42	,	,	PUNCT
easat-3402	212	43	see	see	VERB
easat-3402	212	44	figure	figure	NOUN
easat-3402	212	45	2	2	NUM
easat-3402	212	46	.	.	PUNCT
easat-3402	212	47	figure	figure	NOUN
easat-3402	212	48	2	2	NUM
easat-3402	212	49	.	.	PUNCT
easat-3402	212	50	bgm	bgm	PROPN
easat-3402	212	51	roc	roc	PROPN
easat-3402	212	52	curve	curve	NOUN
easat-3402	212	53	.	.	PUNCT
easat-3402	213	1	6490	6490	NUM
easat-3402	213	2	edelweiss	edelweiss	PROPN
easat-3402	213	3	applied	apply	VERB
easat-3402	213	4	science	science	NOUN
easat-3402	213	5	and	and	CCONJ
easat-3402	213	6	technology	technology	NOUN
easat-3402	213	7	issn	issn	PROPN
easat-3402	213	8	:	:	PUNCT
easat-3402	213	9	2576	2576	NUM
easat-3402	213	10	-	-	SYM
easat-3402	213	11	8484	8484	NUM
easat-3402	213	12	vol	vol	NOUN
easat-3402	213	13	.	.	PROPN
easat-3402	213	14	8	8	NUM
easat-3402	213	15	,	,	PUNCT
easat-3402	213	16	no	no	INTJ
easat-3402	213	17	.	.	NOUN
easat-3402	213	18	6	6	NUM
easat-3402	213	19	:	:	PUNCT
easat-3402	213	20	6480	6480	NUM
easat-3402	213	21	-	-	SYM
easat-3402	213	22	6497	6497	NUM
easat-3402	213	23	,	,	PUNCT
easat-3402	213	24	2024	2024	NUM
easat-3402	213	25	doi	doi	NOUN
easat-3402	213	26	:	:	PUNCT
easat-3402	213	27	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	213	28	©	©	PROPN
easat-3402	213	29	2024	2024	NUM
easat-3402	213	30	by	by	ADP
easat-3402	213	31	the	the	DET
easat-3402	213	32	author	author	NOUN
easat-3402	213	33	;	;	PUNCT
easat-3402	213	34	licensee	licensee	PROPN
easat-3402	213	35	learning	learning	NOUN
easat-3402	213	36	gate	gate	VERB
easat-3402	213	37	the	the	DET
easat-3402	213	38	roc	roc	PROPN
easat-3402	213	39	curve	curve	NOUN
easat-3402	213	40	displays	display	VERB
easat-3402	213	41	the	the	DET
easat-3402	213	42	percentage	percentage	NOUN
easat-3402	213	43	of	of	ADP
easat-3402	213	44	true	true	ADJ
easat-3402	213	45	positives	positive	NOUN
easat-3402	213	46	predicted	predict	VERB
easat-3402	213	47	by	by	ADP
easat-3402	213	48	the	the	DET
easat-3402	213	49	model	model	NOUN
easat-3402	213	50	as	as	SCONJ
easat-3402	213	51	the	the	DET
easat-3402	213	52	prediction	prediction	NOUN
easat-3402	213	53	probability	probability	NOUN
easat-3402	213	54	cutoff	cutoff	NOUN
easat-3402	213	55	is	be	AUX
easat-3402	213	56	lowered	lower	VERB
easat-3402	213	57	from	from	ADP
easat-3402	213	58	1	1	NUM
easat-3402	213	59	to	to	ADP
easat-3402	213	60	0	0	NUM
easat-3402	213	61	.	.	PUNCT
easat-3402	214	1	the	the	PRON
easat-3402	214	2	higher	high	ADJ
easat-3402	214	3	the	the	DET
easat-3402	214	4	auc	auc	NOUN
easat-3402	214	5	(	(	PUNCT
easat-3402	214	6	area	area	NOUN
easat-3402	214	7	under	under	ADP
easat-3402	214	8	the	the	DET
easat-3402	214	9	curve	curve	NOUN
easat-3402	214	10	)	)	PUNCT
easat-3402	214	11	,	,	PUNCT
easat-3402	214	12	the	the	PRON
easat-3402	214	13	more	more	ADV
easat-3402	214	14	accurately	accurately	ADV
easat-3402	214	15	our	our	PRON
easat-3402	214	16	model	model	NOUN
easat-3402	214	17	can	can	AUX
easat-3402	214	18	predict	predict	VERB
easat-3402	214	19	outcomes	outcome	NOUN
easat-3402	214	20	.	.	PUNCT
easat-3402	215	1	the	the	DET
easat-3402	215	2	gbm	gbm	PROPN
easat-3402	215	3	classifier	classifier	NOUN
easat-3402	215	4	achieves	achieve	VERB
easat-3402	215	5	an	an	DET
easat-3402	215	6	auc	auc	NOUN
easat-3402	215	7	of	of	ADP
easat-3402	215	8	0.8552	0.8552	NUM
easat-3402	215	9	.	.	PUNCT
easat-3402	216	1	third	third	ADJ
easat-3402	216	2	,	,	PUNCT
easat-3402	216	3	in	in	ADP
easat-3402	216	4	gbm	gbm	NOUN
easat-3402	216	5	,	,	PUNCT
easat-3402	216	6	the	the	DET
easat-3402	216	7	importance	importance	NOUN
easat-3402	216	8	of	of	ADP
easat-3402	216	9	variables	variable	NOUN
easat-3402	216	10	(	(	PUNCT
easat-3402	216	11	also	also	ADV
easat-3402	216	12	known	know	VERB
easat-3402	216	13	as	as	ADP
easat-3402	216	14	feature	feature	NOUN
easat-3402	216	15	importance	importance	NOUN
easat-3402	216	16	or	or	CCONJ
easat-3402	216	17	influence	influence	NOUN
easat-3402	216	18	)	)	PUNCT
easat-3402	216	19	can	can	AUX
easat-3402	216	20	be	be	AUX
easat-3402	216	21	calculated	calculate	VERB
easat-3402	216	22	based	base	VERB
easat-3402	216	23	on	on	ADP
easat-3402	216	24	the	the	DET
easat-3402	216	25	improvement	improvement	NOUN
easat-3402	216	26	in	in	ADP
easat-3402	216	27	the	the	DET
easat-3402	216	28	model	model	NOUN
easat-3402	216	29	’s	’s	PART
easat-3402	216	30	performance	performance	NOUN
easat-3402	216	31	that	that	PRON
easat-3402	216	32	each	each	DET
easat-3402	216	33	variable	variable	ADJ
easat-3402	216	34	brings	bring	VERB
easat-3402	216	35	.	.	PUNCT
easat-3402	217	1	different	different	ADJ
easat-3402	217	2	methods	method	NOUN
easat-3402	217	3	can	can	AUX
easat-3402	217	4	be	be	AUX
easat-3402	217	5	used	use	VERB
easat-3402	217	6	to	to	PART
easat-3402	217	7	measure	measure	VERB
easat-3402	217	8	variable	variable	ADJ
easat-3402	217	9	importance	importance	NOUN
easat-3402	217	10	in	in	ADP
easat-3402	217	11	gbm	gbm	PROPN
easat-3402	217	12	.	.	PUNCT
easat-3402	218	1	the	the	DET
easat-3402	218	2	variable	variable	ADJ
easat-3402	218	3	importance	importance	NOUN
easat-3402	218	4	in	in	ADP
easat-3402	218	5	gbm	gbm	NOUN
easat-3402	218	6	models	model	NOUN
easat-3402	218	7	reflects	reflect	VERB
easat-3402	218	8	how	how	SCONJ
easat-3402	218	9	much	much	ADJ
easat-3402	218	10	each	each	DET
easat-3402	218	11	variable	variable	NOUN
easat-3402	218	12	contributes	contribute	VERB
easat-3402	218	13	to	to	ADP
easat-3402	218	14	reducing	reduce	VERB
easat-3402	218	15	the	the	DET
easat-3402	218	16	model	model	NOUN
easat-3402	218	17	's	's	PART
easat-3402	218	18	loss	loss	NOUN
easat-3402	218	19	function	function	NOUN
easat-3402	218	20	,	,	PUNCT
easat-3402	218	21	normalized	normalize	VERB
easat-3402	218	22	to	to	PART
easat-3402	218	23	provide	provide	VERB
easat-3402	218	24	a	a	DET
easat-3402	218	25	relative	relative	ADJ
easat-3402	218	26	measure	measure	NOUN
easat-3402	218	27	of	of	ADP
easat-3402	218	28	importance	importance	NOUN
easat-3402	218	29	.	.	PUNCT
easat-3402	219	1	in	in	ADP
easat-3402	219	2	our	our	PRON
easat-3402	219	3	case	case	NOUN
easat-3402	219	4	,	,	PUNCT
easat-3402	219	5	the	the	DET
easat-3402	219	6	importance	importance	NOUN
easat-3402	219	7	of	of	ADP
easat-3402	219	8	the	the	DET
easat-3402	219	9	model	model	NOUN
easat-3402	219	10	variables	variable	NOUN
easat-3402	219	11	is	be	AUX
easat-3402	219	12	depicted	depict	VERB
easat-3402	219	13	in	in	ADP
easat-3402	219	14	figure	figure	NOUN
easat-3402	219	15	3	3	NUM
easat-3402	219	16	.	.	PUNCT
easat-3402	219	17	table	table	NOUN
easat-3402	219	18	11	11	NUM
easat-3402	219	19	.	.	PUNCT
easat-3402	220	1	variable	variable	ADJ
easat-3402	220	2	importance	importance	NOUN
easat-3402	220	3	x5	x5	NOUN
easat-3402	220	4	52.2263	52.2263	NUM
easat-3402	220	5	x3	x3	ADJ
easat-3402	220	6	18.5586	18.5586	NUM
easat-3402	220	7	x7	x7	NOUN
easat-3402	220	8	13.5678	13.5678	NUM
easat-3402	220	9	x9	x9	NOUN
easat-3402	220	10	12.4236	12.4236	NUM
easat-3402	220	11	x4	x4	PROPN
easat-3402	220	12	2.3400	2.3400	NUM
easat-3402	220	13	x6	x6	PROPN
easat-3402	220	14	0.3819	0.3819	NUM
easat-3402	220	15	x1	x1	PROPN
easat-3402	220	16	0.2782	0.2782	NUM
easat-3402	220	17	x2	x2	SYM
easat-3402	220	18	0.2237	0.2237	NUM
easat-3402	220	19	x8	x8	NOUN
easat-3402	220	20	0.0000	0.0000	NUM
easat-3402	220	21	figure	figure	NOUN
easat-3402	220	22	3	3	NUM
easat-3402	220	23	.	.	PUNCT
easat-3402	221	1	variables	variable	NOUN
easat-3402	221	2	importance	importance	NOUN
easat-3402	221	3	.	.	PUNCT
easat-3402	222	1	these	these	DET
easat-3402	222	2	values	value	NOUN
easat-3402	222	3	indicate	indicate	VERB
easat-3402	222	4	the	the	DET
easat-3402	222	5	relative	relative	ADJ
easat-3402	222	6	importance	importance	NOUN
easat-3402	222	7	of	of	ADP
easat-3402	222	8	each	each	DET
easat-3402	222	9	predictor	predictor	NOUN
easat-3402	222	10	variable	variable	NOUN
easat-3402	222	11	in	in	ADP
easat-3402	222	12	the	the	DET
easat-3402	222	13	model	model	NOUN
easat-3402	222	14	.	.	PUNCT
easat-3402	223	1	it	it	PRON
easat-3402	223	2	seems	seem	VERB
easat-3402	223	3	like	like	ADP
easat-3402	223	4	x5	x5	NOUN
easat-3402	223	5	(	(	PUNCT
easat-3402	223	6	word	word	NOUN
easat-3402	223	7	-	-	PUNCT
easat-3402	223	8	initial	initial	ADJ
easat-3402	223	9	sound	sound	NOUN
easat-3402	223	10	)	)	PUNCT
easat-3402	223	11	,	,	PUNCT
easat-3402	223	12	x3	x3	PROPN
easat-3402	223	13	(	(	PUNCT
easat-3402	223	14	syllable	syllable	NOUN
easat-3402	223	15	structure	structure	NOUN
easat-3402	223	16	)	)	PUNCT
easat-3402	223	17	,	,	PUNCT
easat-3402	223	18	x7	x7	NOUN
easat-3402	223	19	(	(	PUNCT
easat-3402	223	20	manner	manner	NOUN
easat-3402	223	21	of	of	ADP
easat-3402	223	22	articulation	articulation	NOUN
easat-3402	223	23	of	of	ADP
easat-3402	223	24	final	final	ADJ
easat-3402	223	25	consonants	consonant	NOUN
easat-3402	223	26	)	)	PUNCT
easat-3402	223	27	,	,	PUNCT
easat-3402	223	28	and	and	CCONJ
easat-3402	223	29	x9	x9	NOUN
easat-3402	223	30	(	(	PUNCT
easat-3402	223	31	voicing	voice	VERB
easat-3402	223	32	of	of	ADP
easat-3402	223	33	final	final	ADJ
easat-3402	223	34	consonants	consonant	NOUN
easat-3402	223	35	)	)	PUNCT
easat-3402	223	36	are	be	AUX
easat-3402	223	37	the	the	DET
easat-3402	223	38	most	most	ADV
easat-3402	223	39	important	important	ADJ
easat-3402	223	40	variables	variable	NOUN
easat-3402	223	41	in	in	ADP
easat-3402	223	42	predicting	predict	VERB
easat-3402	223	43	the	the	DET
easat-3402	223	44	outcome	outcome	NOUN
easat-3402	223	45	,	,	PUNCT
easat-3402	223	46	while	while	SCONJ
easat-3402	223	47	x8	x8	PROPN
easat-3402	223	48	(	(	PUNCT
easat-3402	223	49	voicing	voice	VERB
easat-3402	223	50	of	of	ADP
easat-3402	223	51	initial	initial	ADJ
easat-3402	223	52	consonants	consonant	NOUN
easat-3402	223	53	)	)	PUNCT
easat-3402	223	54	has	have	VERB
easat-3402	223	55	zero	zero	NUM
easat-3402	223	56	importance	importance	NOUN
easat-3402	223	57	.	.	PUNCT
easat-3402	224	1	this	this	DET
easat-3402	224	2	information	information	NOUN
easat-3402	224	3	can	can	AUX
easat-3402	224	4	help	help	VERB
easat-3402	224	5	us	we	PRON
easat-3402	224	6	understand	understand	VERB
easat-3402	224	7	which	which	PRON
easat-3402	224	8	variables	variable	NOUN
easat-3402	224	9	contribute	contribute	VERB
easat-3402	224	10	most	most	ADJ
easat-3402	224	11	to	to	ADP
easat-3402	224	12	our	our	PRON
easat-3402	224	13	model	model	NOUN
easat-3402	224	14	's	's	PART
easat-3402	224	15	predictions	prediction	NOUN
easat-3402	224	16	.	.	PUNCT
easat-3402	225	1	6491	6491	NUM
easat-3402	225	2	edelweiss	edelweiss	PROPN
easat-3402	225	3	applied	apply	VERB
easat-3402	225	4	science	science	NOUN
easat-3402	225	5	and	and	CCONJ
easat-3402	225	6	technology	technology	NOUN
easat-3402	225	7	issn	issn	PROPN
easat-3402	225	8	:	:	PUNCT
easat-3402	225	9	2576	2576	NUM
easat-3402	225	10	-	-	SYM
easat-3402	225	11	8484	8484	NUM
easat-3402	225	12	vol	vol	NOUN
easat-3402	225	13	.	.	PROPN
easat-3402	225	14	8	8	NUM
easat-3402	225	15	,	,	PUNCT
easat-3402	225	16	no	no	INTJ
easat-3402	225	17	.	.	NOUN
easat-3402	225	18	6	6	NUM
easat-3402	225	19	:	:	PUNCT
easat-3402	225	20	6480	6480	NUM
easat-3402	225	21	-	-	SYM
easat-3402	225	22	6497	6497	NUM
easat-3402	225	23	,	,	PUNCT
easat-3402	225	24	2024	2024	NUM
easat-3402	225	25	doi	doi	NOUN
easat-3402	225	26	:	:	PUNCT
easat-3402	225	27	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	225	28	©	©	PROPN
easat-3402	225	29	2024	2024	NUM
easat-3402	225	30	by	by	ADP
easat-3402	225	31	the	the	DET
easat-3402	225	32	author	author	NOUN
easat-3402	225	33	;	;	PUNCT
easat-3402	225	34	licensee	licensee	PROPN
easat-3402	225	35	learning	learning	NOUN
easat-3402	225	36	gate	gate	NOUN
easat-3402	225	37	4.2	4.2	NUM
easat-3402	225	38	.	.	PUNCT
easat-3402	226	1	clustering	cluster	VERB
easat-3402	226	2	approaching	approach	VERB
easat-3402	226	3	the	the	DET
easat-3402	226	4	problem	problem	NOUN
easat-3402	226	5	using	use	VERB
easat-3402	226	6	clustering	clustering	NOUN
easat-3402	226	7	instead	instead	ADV
easat-3402	226	8	of	of	ADP
easat-3402	226	9	classification	classification	NOUN
easat-3402	226	10	,	,	PUNCT
easat-3402	226	11	the	the	DET
easat-3402	226	12	goal	goal	NOUN
easat-3402	226	13	now	now	ADV
easat-3402	226	14	shifts	shift	NOUN
easat-3402	226	15	from	from	ADP
easat-3402	226	16	predicting	predict	VERB
easat-3402	226	17	the	the	DET
easat-3402	226	18	specific	specific	ADJ
easat-3402	226	19	label	label	NOUN
easat-3402	226	20	(	(	PUNCT
easat-3402	226	21	in	in	ADP
easat-3402	226	22	this	this	DET
easat-3402	226	23	case	case	NOUN
easat-3402	226	24	,	,	PUNCT
easat-3402	226	25	"	"	PUNCT
easat-3402	226	26	gender	gender	NOUN
easat-3402	226	27	"	"	PUNCT
easat-3402	226	28	)	)	PUNCT
easat-3402	226	29	to	to	ADP
easat-3402	226	30	discovering	discover	VERB
easat-3402	226	31	natural	natural	ADJ
easat-3402	226	32	groupings	grouping	NOUN
easat-3402	226	33	or	or	CCONJ
easat-3402	226	34	patterns	pattern	NOUN
easat-3402	226	35	within	within	ADP
easat-3402	226	36	the	the	DET
easat-3402	226	37	data	datum	NOUN
easat-3402	226	38	without	without	ADP
easat-3402	226	39	using	use	VERB
easat-3402	226	40	predefined	predefine	VERB
easat-3402	226	41	gender	gender	NOUN
easat-3402	226	42	labels	label	NOUN
easat-3402	226	43	.	.	PUNCT
easat-3402	227	1	to	to	PART
easat-3402	227	2	evaluate	evaluate	VERB
easat-3402	227	3	how	how	SCONJ
easat-3402	227	4	well	well	ADV
easat-3402	227	5	the	the	DET
easat-3402	227	6	clusters	cluster	NOUN
easat-3402	227	7	match	match	VERB
easat-3402	227	8	the	the	DET
easat-3402	227	9	actual	actual	ADJ
easat-3402	227	10	gender	gender	NOUN
easat-3402	227	11	labels	label	NOUN
easat-3402	227	12	,	,	PUNCT
easat-3402	227	13	we	we	PRON
easat-3402	227	14	can	can	AUX
easat-3402	227	15	analyze	analyze	VERB
easat-3402	227	16	the	the	DET
easat-3402	227	17	confusion	confusion	NOUN
easat-3402	227	18	matrix	matrix	NOUN
easat-3402	227	19	and	and	CCONJ
easat-3402	227	20	calculate	calculate	NOUN
easat-3402	227	21	metrics	metric	NOUN
easat-3402	227	22	like	like	ADP
easat-3402	227	23	accuracy	accuracy	NOUN
easat-3402	227	24	,	,	PUNCT
easat-3402	227	25	precision	precision	NOUN
easat-3402	227	26	,	,	PUNCT
easat-3402	227	27	recall	recall	NOUN
easat-3402	227	28	,	,	PUNCT
easat-3402	227	29	and	and	CCONJ
easat-3402	227	30	f1	f1	NOUN
easat-3402	227	31	score	score	NOUN
easat-3402	227	32	.	.	PUNCT
easat-3402	228	1	here	here	ADV
easat-3402	228	2	is	be	AUX
easat-3402	228	3	how	how	SCONJ
easat-3402	228	4	you	you	PRON
easat-3402	228	5	can	can	AUX
easat-3402	228	6	interpret	interpret	VERB
easat-3402	228	7	the	the	DET
easat-3402	228	8	results	result	NOUN
easat-3402	228	9	.	.	PUNCT
easat-3402	229	1	note	note	VERB
easat-3402	229	2	that	that	SCONJ
easat-3402	229	3	the	the	DET
easat-3402	229	4	gender	gender	NOUN
easat-3402	229	5	variable	variable	NOUN
easat-3402	229	6	is	be	AUX
easat-3402	229	7	excluded	exclude	VERB
easat-3402	229	8	from	from	ADP
easat-3402	229	9	the	the	DET
easat-3402	229	10	clustering	clustering	ADJ
easat-3402	229	11	process	process	NOUN
easat-3402	229	12	.	.	PUNCT
easat-3402	230	1	clustering	cluster	VERB
easat-3402	230	2	aims	aim	VERB
easat-3402	230	3	to	to	ADP
easat-3402	230	4	group	group	NOUN
easat-3402	230	5	data	datum	NOUN
easat-3402	230	6	based	base	VERB
easat-3402	230	7	on	on	ADP
easat-3402	230	8	inherent	inherent	ADJ
easat-3402	230	9	patterns	pattern	NOUN
easat-3402	230	10	without	without	ADP
easat-3402	230	11	considering	consider	VERB
easat-3402	230	12	any	any	DET
easat-3402	230	13	labels	label	NOUN
easat-3402	230	14	.	.	PUNCT
easat-3402	231	1	including	include	VERB
easat-3402	231	2	gender	gender	NOUN
easat-3402	231	3	in	in	ADP
easat-3402	231	4	the	the	DET
easat-3402	231	5	clustering	clustering	NOUN
easat-3402	231	6	might	might	AUX
easat-3402	231	7	influence	influence	VERB
easat-3402	231	8	the	the	DET
easat-3402	231	9	results	result	NOUN
easat-3402	231	10	,	,	PUNCT
easat-3402	231	11	leading	lead	VERB
easat-3402	231	12	to	to	ADP
easat-3402	231	13	biased	biased	ADJ
easat-3402	231	14	clusters	cluster	NOUN
easat-3402	231	15	.	.	PUNCT
easat-3402	232	1	instead	instead	ADV
easat-3402	232	2	,	,	PUNCT
easat-3402	232	3	we	we	PRON
easat-3402	232	4	exclude	exclude	VERB
easat-3402	232	5	gender	gender	NOUN
easat-3402	232	6	during	during	ADP
easat-3402	232	7	the	the	DET
easat-3402	232	8	clustering	clustering	ADJ
easat-3402	232	9	process	process	NOUN
easat-3402	232	10	and	and	CCONJ
easat-3402	232	11	use	use	VERB
easat-3402	232	12	it	it	PRON
easat-3402	232	13	later	later	ADV
easat-3402	232	14	to	to	PART
easat-3402	232	15	evaluate	evaluate	VERB
easat-3402	232	16	how	how	SCONJ
easat-3402	232	17	well	well	ADV
easat-3402	232	18	the	the	DET
easat-3402	232	19	clusters	cluster	NOUN
easat-3402	232	20	align	align	VERB
easat-3402	232	21	with	with	ADP
easat-3402	232	22	the	the	DET
easat-3402	232	23	actual	actual	ADJ
easat-3402	232	24	genders	gender	NOUN
easat-3402	232	25	.	.	PUNCT
easat-3402	233	1	we	we	PRON
easat-3402	233	2	will	will	AUX
easat-3402	233	3	use	use	VERB
easat-3402	233	4	the	the	DET
easat-3402	233	5	following	follow	VERB
easat-3402	233	6	clustering	clustering	ADJ
easat-3402	233	7	algorithms	algorithm	NOUN
easat-3402	233	8	:	:	PUNCT
easat-3402	233	9	k	k	X
easat-3402	233	10	-	-	PUNCT
easat-3402	233	11	means	means	ADJ
easat-3402	233	12	,	,	PUNCT
easat-3402	233	13	hierarchical	hierarchical	ADJ
easat-3402	233	14	clustering	clustering	NOUN
easat-3402	233	15	,	,	PUNCT
easat-3402	233	16	and	and	CCONJ
easat-3402	233	17	dbscan	dbscan	NOUN
easat-3402	233	18	.	.	PUNCT
easat-3402	234	1	4.2.1	4.2.1	X
easat-3402	234	2	.	.	PUNCT
easat-3402	235	1	k	k	X
easat-3402	235	2	-	-	PUNCT
easat-3402	235	3	means	mean	VERB
easat-3402	235	4	k	k	ADJ
easat-3402	235	5	-	-	PUNCT
easat-3402	235	6	means	means	NOUN
easat-3402	235	7	clustering	clustering	NOUN
easat-3402	235	8	is	be	AUX
easat-3402	235	9	a	a	DET
easat-3402	235	10	well	well	ADV
easat-3402	235	11	-	-	PUNCT
easat-3402	235	12	known	know	VERB
easat-3402	235	13	and	and	CCONJ
easat-3402	235	14	extensively	extensively	ADV
easat-3402	235	15	used	use	VERB
easat-3402	235	16	unsupervised	unsupervised	ADJ
easat-3402	235	17	machine	machine	NOUN
easat-3402	235	18	learning	learn	VERB
easat-3402	235	19	algorithm	algorithm	NOUN
easat-3402	235	20	that	that	PRON
easat-3402	235	21	divides	divide	VERB
easat-3402	235	22	a	a	DET
easat-3402	235	23	dataset	dataset	NOUN
easat-3402	235	24	into	into	ADP
easat-3402	235	25	a	a	DET
easat-3402	235	26	predetermined	predetermine	VERB
easat-3402	235	27	number	number	NOUN
easat-3402	235	28	of	of	ADP
easat-3402	235	29	clusters	cluster	NOUN
easat-3402	235	30	,	,	PUNCT
easat-3402	235	31	represented	represent	VERB
easat-3402	235	32	by	by	ADP
easat-3402	235	33	"	"	PUNCT
easat-3402	235	34	k.	k.	PROPN
easat-3402	235	35	"	"	PUNCT
easat-3402	235	36	the	the	DET
easat-3402	235	37	main	main	ADJ
easat-3402	235	38	objective	objective	NOUN
easat-3402	235	39	of	of	ADP
easat-3402	235	40	k	k	NOUN
easat-3402	235	41	-	-	PUNCT
easat-3402	235	42	means	means	NOUN
easat-3402	235	43	clustering	clustering	NOUN
easat-3402	235	44	is	be	AUX
easat-3402	235	45	to	to	ADP
easat-3402	235	46	group	group	NOUN
easat-3402	235	47	data	datum	NOUN
easat-3402	235	48	points	point	NOUN
easat-3402	235	49	so	so	SCONJ
easat-3402	235	50	that	that	SCONJ
easat-3402	235	51	those	those	PRON
easat-3402	235	52	within	within	ADP
easat-3402	235	53	the	the	DET
easat-3402	235	54	same	same	ADJ
easat-3402	235	55	cluster	cluster	NOUN
easat-3402	235	56	are	be	AUX
easat-3402	235	57	more	more	ADV
easat-3402	235	58	similar	similar	ADJ
easat-3402	235	59	to	to	ADP
easat-3402	235	60	each	each	DET
easat-3402	235	61	other	other	ADJ
easat-3402	235	62	than	than	ADP
easat-3402	235	63	to	to	ADP
easat-3402	235	64	those	those	PRON
easat-3402	235	65	in	in	ADP
easat-3402	235	66	different	different	ADJ
easat-3402	235	67	clusters	cluster	NOUN
easat-3402	235	68	.	.	PUNCT
easat-3402	236	1	k	k	X
easat-3402	236	2	-	-	PUNCT
easat-3402	236	3	means	mean	VERB
easat-3402	236	4	clustering	clustering	NOUN
easat-3402	236	5	has	have	VERB
easat-3402	236	6	a	a	DET
easat-3402	236	7	wide	wide	ADJ
easat-3402	236	8	range	range	NOUN
easat-3402	236	9	of	of	ADP
easat-3402	236	10	applications	application	NOUN
easat-3402	236	11	across	across	ADP
easat-3402	236	12	various	various	ADJ
easat-3402	236	13	fields	field	NOUN
easat-3402	236	14	due	due	ADP
easat-3402	236	15	to	to	ADP
easat-3402	236	16	its	its	PRON
easat-3402	236	17	versatility	versatility	NOUN
easat-3402	236	18	and	and	CCONJ
easat-3402	236	19	simplicity	simplicity	NOUN
easat-3402	236	20	.	.	PUNCT
easat-3402	237	1	some	some	DET
easat-3402	237	2	notable	notable	ADJ
easat-3402	237	3	examples	example	NOUN
easat-3402	237	4	include	include	VERB
easat-3402	237	5	customer	customer	NOUN
easat-3402	237	6	segmentation	segmentation	NOUN
easat-3402	237	7	,	,	PUNCT
easat-3402	237	8	image	image	NOUN
easat-3402	237	9	compression	compression	NOUN
easat-3402	237	10	,	,	PUNCT
easat-3402	237	11	document	document	NOUN
easat-3402	237	12	clustering	clustering	NOUN
easat-3402	237	13	,	,	PUNCT
easat-3402	237	14	genomics	genomic	NOUN
easat-3402	237	15	,	,	PUNCT
easat-3402	237	16	and	and	CCONJ
easat-3402	237	17	anomaly	anomaly	NOUN
easat-3402	237	18	detection	detection	NOUN
easat-3402	237	19	.	.	PUNCT
easat-3402	238	1	using	use	VERB
easat-3402	238	2	the	the	DET
easat-3402	238	3	2	2	NUM
easat-3402	238	4	-	-	PUNCT
easat-3402	238	5	means	means	NOUN
easat-3402	238	6	clustering	clustering	NOUN
easat-3402	238	7	technique	technique	NOUN
easat-3402	238	8	yields	yield	VERB
easat-3402	238	9	the	the	DET
easat-3402	238	10	following	follow	VERB
easat-3402	238	11	confusion	confusion	NOUN
easat-3402	238	12	matrix	matrix	NOUN
easat-3402	238	13	and	and	CCONJ
easat-3402	238	14	clusters	cluster	NOUN
easat-3402	238	15	:	:	PUNCT
easat-3402	238	16	table	table	NOUN
easat-3402	238	17	12	12	NUM
easat-3402	238	18	.	.	PUNCT
easat-3402	239	1	gender	gender	NOUN
easat-3402	239	2	cluster	cluster	NOUN
easat-3402	239	3	female	female	ADJ
easat-3402	239	4	male	male	NOUN
easat-3402	239	5	1	1	NUM
easat-3402	239	6	401	401	NUM
easat-3402	239	7	225	225	NUM
easat-3402	239	8	2	2	NUM
easat-3402	239	9	18	18	NUM
easat-3402	239	10	12	12	NUM
easat-3402	239	11	figure	figure	NOUN
easat-3402	239	12	4	4	NUM
easat-3402	239	13	.	.	PUNCT
easat-3402	240	1	k	k	X
easat-3402	240	2	-	-	PUNCT
easat-3402	240	3	means	mean	VERB
easat-3402	240	4	clusters	cluster	NOUN
easat-3402	240	5	.	.	PUNCT
easat-3402	241	1	cluster	cluster	NOUN
easat-3402	241	2	1	1	NUM
easat-3402	241	3	excels	excel	NOUN
easat-3402	241	4	at	at	ADP
easat-3402	241	5	identifying	identify	VERB
easat-3402	241	6	females	female	NOUN
easat-3402	241	7	,	,	PUNCT
easat-3402	241	8	with	with	ADP
easat-3402	241	9	a	a	DET
easat-3402	241	10	high	high	ADJ
easat-3402	241	11	recall	recall	NOUN
easat-3402	241	12	rate	rate	NOUN
easat-3402	241	13	of	of	ADP
easat-3402	241	14	95.69	95.69	NUM
easat-3402	241	15	%	%	NOUN
easat-3402	241	16	and	and	CCONJ
easat-3402	241	17	moderate	moderate	ADJ
easat-3402	241	18	precision	precision	NOUN
easat-3402	241	19	of	of	ADP
easat-3402	241	20	64.09	64.09	NUM
easat-3402	241	21	%	%	NOUN
easat-3402	241	22	.	.	PUNCT
easat-3402	242	1	the	the	DET
easat-3402	242	2	f1	f1	PROPN
easat-3402	242	3	score	score	NOUN
easat-3402	242	4	of	of	ADP
easat-3402	242	5	76.60	76.60	NUM
easat-3402	242	6	%	%	NOUN
easat-3402	242	7	suggests	suggest	VERB
easat-3402	242	8	a	a	DET
easat-3402	242	9	fair	fair	ADJ
easat-3402	242	10	balance	balance	NOUN
easat-3402	242	11	between	between	ADP
easat-3402	242	12	precision	precision	NOUN
easat-3402	242	13	and	and	CCONJ
easat-3402	242	14	recall	recall	NOUN
easat-3402	242	15	.	.	PUNCT
easat-3402	243	1	in	in	ADP
easat-3402	243	2	contrast	contrast	NOUN
easat-3402	243	3	,	,	PUNCT
easat-3402	243	4	6492	6492	NUM
easat-3402	243	5	edelweiss	edelweiss	PROPN
easat-3402	243	6	applied	apply	VERB
easat-3402	243	7	science	science	NOUN
easat-3402	243	8	and	and	CCONJ
easat-3402	243	9	technology	technology	NOUN
easat-3402	243	10	issn	issn	PROPN
easat-3402	243	11	:	:	PUNCT
easat-3402	243	12	2576	2576	NUM
easat-3402	243	13	-	-	SYM
easat-3402	243	14	8484	8484	NUM
easat-3402	243	15	vol	vol	NOUN
easat-3402	243	16	.	.	PROPN
easat-3402	243	17	8	8	NUM
easat-3402	243	18	,	,	PUNCT
easat-3402	243	19	no	no	INTJ
easat-3402	243	20	.	.	NOUN
easat-3402	243	21	6	6	NUM
easat-3402	243	22	:	:	PUNCT
easat-3402	243	23	6480	6480	NUM
easat-3402	243	24	-	-	SYM
easat-3402	243	25	6497	6497	NUM
easat-3402	243	26	,	,	PUNCT
easat-3402	243	27	2024	2024	NUM
easat-3402	243	28	doi	doi	NOUN
easat-3402	243	29	:	:	PUNCT
easat-3402	243	30	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	243	31	©	©	PROPN
easat-3402	243	32	2024	2024	NUM
easat-3402	243	33	by	by	ADP
easat-3402	243	34	the	the	DET
easat-3402	243	35	author	author	NOUN
easat-3402	243	36	;	;	PUNCT
easat-3402	243	37	licensee	licensee	PROPN
easat-3402	243	38	learning	learn	VERB
easat-3402	243	39	gate	gate	PROPN
easat-3402	243	40	cluster	cluster	NOUN
easat-3402	243	41	2	2	NUM
easat-3402	243	42	performs	perform	VERB
easat-3402	243	43	poorly	poorly	ADV
easat-3402	243	44	in	in	ADP
easat-3402	243	45	identifying	identify	VERB
easat-3402	243	46	males	male	NOUN
easat-3402	243	47	,	,	PUNCT
easat-3402	243	48	with	with	ADP
easat-3402	243	49	very	very	ADV
easat-3402	243	50	low	low	ADJ
easat-3402	243	51	precision	precision	NOUN
easat-3402	243	52	(	(	PUNCT
easat-3402	243	53	40	40	NUM
easat-3402	243	54	%	%	NOUN
easat-3402	243	55	)	)	PUNCT
easat-3402	243	56	and	and	CCONJ
easat-3402	243	57	recall	recall	NOUN
easat-3402	243	58	(	(	PUNCT
easat-3402	243	59	5.06	5.06	NUM
easat-3402	243	60	%	%	NOUN
easat-3402	243	61	)	)	PUNCT
easat-3402	243	62	,	,	PUNCT
easat-3402	243	63	resulting	result	VERB
easat-3402	243	64	in	in	ADP
easat-3402	243	65	a	a	DET
easat-3402	243	66	low	low	ADJ
easat-3402	243	67	f1	f1	NOUN
easat-3402	243	68	score	score	NOUN
easat-3402	243	69	of	of	ADP
easat-3402	243	70	8.93	8.93	NUM
easat-3402	243	71	%	%	NOUN
easat-3402	243	72	.	.	PUNCT
easat-3402	244	1	the	the	DET
easat-3402	244	2	clustering	clustering	ADJ
easat-3402	244	3	model	model	NOUN
easat-3402	244	4	exhibits	exhibit	VERB
easat-3402	244	5	a	a	DET
easat-3402	244	6	strong	strong	ADJ
easat-3402	244	7	gender	gender	NOUN
easat-3402	244	8	bias	bias	NOUN
easat-3402	244	9	,	,	PUNCT
easat-3402	244	10	favoring	favor	VERB
easat-3402	244	11	females	female	NOUN
easat-3402	244	12	.	.	PUNCT
easat-3402	245	1	cluster	cluster	NOUN
easat-3402	245	2	1	1	NUM
easat-3402	245	3	effectively	effectively	ADV
easat-3402	245	4	captures	capture	VERB
easat-3402	245	5	most	most	ADJ
easat-3402	245	6	females	female	NOUN
easat-3402	245	7	but	but	CCONJ
easat-3402	245	8	also	also	ADV
easat-3402	245	9	misclassifies	misclassifie	VERB
easat-3402	245	10	many	many	ADJ
easat-3402	245	11	males	male	NOUN
easat-3402	245	12	.	.	PUNCT
easat-3402	246	1	meanwhile	meanwhile	ADV
easat-3402	246	2	,	,	PUNCT
easat-3402	246	3	cluster	cluster	NOUN
easat-3402	246	4	2	2	NUM
easat-3402	246	5	,	,	PUNCT
easat-3402	246	6	intended	intend	VERB
easat-3402	246	7	to	to	PART
easat-3402	246	8	represent	represent	VERB
easat-3402	246	9	males	male	NOUN
easat-3402	246	10	,	,	PUNCT
easat-3402	246	11	shows	show	VERB
easat-3402	246	12	poor	poor	ADJ
easat-3402	246	13	performance	performance	NOUN
easat-3402	246	14	.	.	PUNCT
easat-3402	247	1	this	this	PRON
easat-3402	247	2	suggests	suggest	VERB
easat-3402	247	3	that	that	SCONJ
easat-3402	247	4	the	the	DET
easat-3402	247	5	clustering	clustering	ADJ
easat-3402	247	6	model	model	NOUN
easat-3402	247	7	may	may	AUX
easat-3402	247	8	not	not	PART
easat-3402	247	9	effectively	effectively	ADV
easat-3402	247	10	differentiate	differentiate	VERB
easat-3402	247	11	between	between	ADP
easat-3402	247	12	genders	gender	NOUN
easat-3402	247	13	in	in	ADP
easat-3402	247	14	this	this	DET
easat-3402	247	15	dataset	dataset	NOUN
easat-3402	247	16	and	and	CCONJ
easat-3402	247	17	might	might	AUX
easat-3402	247	18	need	need	VERB
easat-3402	247	19	further	further	ADJ
easat-3402	247	20	adjustment	adjustment	NOUN
easat-3402	247	21	or	or	CCONJ
easat-3402	247	22	an	an	DET
easat-3402	247	23	alternative	alternative	ADJ
easat-3402	247	24	approach	approach	NOUN
easat-3402	247	25	.	.	PUNCT
easat-3402	248	1	4.2.2	4.2.2	X
easat-3402	248	2	.	.	PUNCT
easat-3402	248	3	hierarchical	hierarchical	ADJ
easat-3402	248	4	clustering	clustering	ADJ
easat-3402	248	5	hierarchical	hierarchical	ADJ
easat-3402	248	6	clustering	clustering	NOUN
easat-3402	248	7	is	be	AUX
easat-3402	248	8	an	an	DET
easat-3402	248	9	unsupervised	unsupervised	ADJ
easat-3402	248	10	machine	machine	NOUN
easat-3402	248	11	-	-	PUNCT
easat-3402	248	12	learning	learn	VERB
easat-3402	248	13	method	method	NOUN
easat-3402	248	14	used	use	VERB
easat-3402	248	15	to	to	PART
easat-3402	248	16	organize	organize	VERB
easat-3402	248	17	data	data	NOUN
easat-3402	248	18	points	point	NOUN
easat-3402	248	19	into	into	ADP
easat-3402	248	20	clusters	cluster	NOUN
easat-3402	248	21	based	base	VERB
easat-3402	248	22	on	on	ADP
easat-3402	248	23	their	their	PRON
easat-3402	248	24	similarities	similarity	NOUN
easat-3402	248	25	.	.	PUNCT
easat-3402	249	1	it	it	PRON
easat-3402	249	2	generates	generate	VERB
easat-3402	249	3	a	a	DET
easat-3402	249	4	hierarchical	hierarchical	ADJ
easat-3402	249	5	or	or	CCONJ
easat-3402	249	6	tree	tree	NOUN
easat-3402	249	7	-	-	PUNCT
easat-3402	249	8	like	like	ADJ
easat-3402	249	9	diagram	diagram	NOUN
easat-3402	249	10	known	know	VERB
easat-3402	249	11	as	as	ADP
easat-3402	249	12	a	a	DET
easat-3402	249	13	dendrogram	dendrogram	NOUN
easat-3402	249	14	,	,	PUNCT
easat-3402	249	15	which	which	PRON
easat-3402	249	16	illustrates	illustrate	VERB
easat-3402	249	17	the	the	DET
easat-3402	249	18	nested	nested	ADJ
easat-3402	249	19	grouping	grouping	NOUN
easat-3402	249	20	of	of	ADP
easat-3402	249	21	data	datum	NOUN
easat-3402	249	22	points	point	NOUN
easat-3402	249	23	.	.	PUNCT
easat-3402	250	1	the	the	DET
easat-3402	250	2	similarity	similarity	NOUN
easat-3402	250	3	between	between	ADP
easat-3402	250	4	clusters	cluster	NOUN
easat-3402	250	5	is	be	AUX
easat-3402	250	6	assessed	assess	VERB
easat-3402	250	7	using	use	VERB
easat-3402	250	8	different	different	ADJ
easat-3402	250	9	linkage	linkage	NOUN
easat-3402	250	10	criteria	criterion	NOUN
easat-3402	250	11	.	.	PUNCT
easat-3402	251	1	hierarchical	hierarchical	ADJ
easat-3402	251	2	clustering	clustering	NOUN
easat-3402	251	3	has	have	VERB
easat-3402	251	4	a	a	DET
easat-3402	251	5	wide	wide	ADJ
easat-3402	251	6	range	range	NOUN
easat-3402	251	7	of	of	ADP
easat-3402	251	8	applications	application	NOUN
easat-3402	251	9	across	across	ADP
easat-3402	251	10	various	various	ADJ
easat-3402	251	11	domains	domain	NOUN
easat-3402	251	12	,	,	PUNCT
easat-3402	251	13	such	such	ADJ
easat-3402	251	14	as	as	ADP
easat-3402	251	15	bioinformatics	bioinformatics	NOUN
easat-3402	251	16	,	,	PUNCT
easat-3402	251	17	market	market	NOUN
easat-3402	251	18	research	research	NOUN
easat-3402	251	19	,	,	PUNCT
easat-3402	251	20	document	document	NOUN
easat-3402	251	21	clustering	clustering	NOUN
easat-3402	251	22	,	,	PUNCT
easat-3402	251	23	social	social	ADJ
easat-3402	251	24	network	network	NOUN
easat-3402	251	25	analysis	analysis	NOUN
easat-3402	251	26	,	,	PUNCT
easat-3402	251	27	and	and	CCONJ
easat-3402	251	28	ecology	ecology	NOUN
easat-3402	251	29	.	.	PUNCT
easat-3402	252	1	using	use	VERB
easat-3402	252	2	the	the	DET
easat-3402	252	3	hierarchical	hierarchical	ADJ
easat-3402	252	4	clustering	clustering	NOUN
easat-3402	252	5	technique	technique	NOUN
easat-3402	252	6	yields	yield	VERB
easat-3402	252	7	the	the	DET
easat-3402	252	8	following	follow	VERB
easat-3402	252	9	confusion	confusion	NOUN
easat-3402	252	10	matrix	matrix	NOUN
easat-3402	252	11	and	and	CCONJ
easat-3402	252	12	clusters	cluster	NOUN
easat-3402	252	13	:	:	PUNCT
easat-3402	252	14	table	table	NOUN
easat-3402	252	15	13	13	NUM
easat-3402	252	16	.	.	PUNCT
easat-3402	253	1	gender	gender	NOUN
easat-3402	253	2	cluster	cluster	NOUN
easat-3402	253	3	female	female	ADJ
easat-3402	253	4	male	male	NOUN
easat-3402	253	5	1	1	NUM
easat-3402	253	6	398	398	NUM
easat-3402	253	7	200	200	NUM
easat-3402	253	8	2	2	NUM
easat-3402	253	9	21	21	NUM
easat-3402	253	10	37	37	NUM
easat-3402	253	11	figure	figure	NOUN
easat-3402	253	12	5	5	NUM
easat-3402	253	13	.	.	PUNCT
easat-3402	253	14	hierarchical	hierarchical	ADJ
easat-3402	253	15	clusters	cluster	NOUN
easat-3402	253	16	.	.	PUNCT
easat-3402	254	1	cluster	cluster	NOUN
easat-3402	254	2	1	1	NUM
easat-3402	254	3	is	be	AUX
easat-3402	254	4	more	more	ADV
easat-3402	254	5	proficient	proficient	ADJ
easat-3402	254	6	at	at	ADP
easat-3402	254	7	identifying	identify	VERB
easat-3402	254	8	females	female	NOUN
easat-3402	254	9	,	,	PUNCT
easat-3402	254	10	demonstrating	demonstrate	VERB
easat-3402	254	11	high	high	ADJ
easat-3402	254	12	precision	precision	NOUN
easat-3402	254	13	(	(	PUNCT
easat-3402	254	14	95.1	95.1	NUM
easat-3402	254	15	%	%	NOUN
easat-3402	254	16	)	)	PUNCT
easat-3402	254	17	and	and	CCONJ
easat-3402	254	18	moderate	moderate	ADJ
easat-3402	254	19	recall	recall	NOUN
easat-3402	254	20	(	(	PUNCT
easat-3402	254	21	66.6	66.6	NUM
easat-3402	254	22	%	%	NOUN
easat-3402	254	23	)	)	PUNCT
easat-3402	254	24	.	.	PUNCT
easat-3402	255	1	the	the	DET
easat-3402	255	2	f1	f1	PROPN
easat-3402	255	3	score	score	NOUN
easat-3402	255	4	of	of	ADP
easat-3402	255	5	79.0	79.0	NUM
easat-3402	255	6	%	%	NOUN
easat-3402	255	7	indicates	indicate	VERB
easat-3402	255	8	a	a	DET
easat-3402	255	9	strong	strong	ADJ
easat-3402	255	10	balance	balance	NOUN
easat-3402	255	11	between	between	ADP
easat-3402	255	12	precision	precision	NOUN
easat-3402	255	13	and	and	CCONJ
easat-3402	255	14	recall	recall	NOUN
easat-3402	255	15	for	for	ADP
easat-3402	255	16	females	female	NOUN
easat-3402	255	17	.	.	PUNCT
easat-3402	256	1	conversely	conversely	ADV
easat-3402	256	2	,	,	PUNCT
easat-3402	256	3	cluster	cluster	NOUN
easat-3402	256	4	2	2	NUM
easat-3402	256	5	performs	perform	VERB
easat-3402	256	6	poorly	poorly	ADV
easat-3402	256	7	in	in	ADP
easat-3402	256	8	identifying	identify	VERB
easat-3402	256	9	males	male	NOUN
easat-3402	256	10	,	,	PUNCT
easat-3402	256	11	with	with	ADP
easat-3402	256	12	very	very	ADV
easat-3402	256	13	low	low	ADJ
easat-3402	256	14	precision	precision	NOUN
easat-3402	256	15	(	(	PUNCT
easat-3402	256	16	15.6	15.6	NUM
easat-3402	256	17	%	%	NOUN
easat-3402	256	18	)	)	PUNCT
easat-3402	256	19	and	and	CCONJ
easat-3402	256	20	recall	recall	NOUN
easat-3402	256	21	(	(	PUNCT
easat-3402	256	22	15.6	15.6	NUM
easat-3402	256	23	%	%	NOUN
easat-3402	256	24	)	)	PUNCT
easat-3402	256	25	,	,	PUNCT
easat-3402	256	26	leading	lead	VERB
easat-3402	256	27	to	to	ADP
easat-3402	256	28	a	a	DET
easat-3402	256	29	low	low	ADJ
easat-3402	256	30	f1	f1	NOUN
easat-3402	256	31	score	score	NOUN
easat-3402	256	32	of	of	ADP
easat-3402	256	33	15.6	15.6	NUM
easat-3402	256	34	%	%	NOUN
easat-3402	256	35	.	.	PUNCT
easat-3402	257	1	hierarchical	hierarchical	ADJ
easat-3402	257	2	clustering	clustering	NOUN
easat-3402	257	3	exhibits	exhibit	VERB
easat-3402	257	4	a	a	DET
easat-3402	257	5	notable	notable	ADJ
easat-3402	257	6	bias	bias	NOUN
easat-3402	257	7	towards	towards	ADP
easat-3402	257	8	identifying	identify	VERB
easat-3402	257	9	females	female	NOUN
easat-3402	257	10	.	.	PUNCT
easat-3402	258	1	cluster	cluster	NOUN
easat-3402	258	2	1	1	NUM
easat-3402	258	3	successfully	successfully	ADV
easat-3402	258	4	captures	capture	VERB
easat-3402	258	5	most	most	ADJ
easat-3402	258	6	females	female	NOUN
easat-3402	258	7	but	but	CCONJ
easat-3402	258	8	also	also	ADV
easat-3402	258	9	misclassifies	misclassifie	VERB
easat-3402	258	10	a	a	DET
easat-3402	258	11	substantial	substantial	ADJ
easat-3402	258	12	number	number	NOUN
easat-3402	258	13	of	of	ADP
easat-3402	258	14	males	male	NOUN
easat-3402	258	15	.	.	PUNCT
easat-3402	259	1	cluster	cluster	NOUN
easat-3402	259	2	2	2	NUM
easat-3402	259	3	,	,	PUNCT
easat-3402	259	4	intended	intend	VERB
easat-3402	259	5	to	to	PART
easat-3402	259	6	represent	represent	VERB
easat-3402	259	7	males	male	NOUN
easat-3402	259	8	,	,	PUNCT
easat-3402	259	9	performs	perform	VERB
easat-3402	259	10	poorly	poorly	ADV
easat-3402	259	11	,	,	PUNCT
easat-3402	259	12	suggesting	suggest	VERB
easat-3402	259	13	that	that	SCONJ
easat-3402	259	14	the	the	DET
easat-3402	259	15	model	model	NOUN
easat-3402	259	16	may	may	AUX
easat-3402	259	17	not	not	PART
easat-3402	259	18	be	be	AUX
easat-3402	259	19	effective	effective	ADJ
easat-3402	259	20	in	in	ADP
easat-3402	259	21	distinguishing	distinguish	VERB
easat-3402	259	22	between	between	ADP
easat-3402	259	23	genders	gender	NOUN
easat-3402	259	24	in	in	ADP
easat-3402	259	25	this	this	DET
easat-3402	259	26	dataset	dataset	NOUN
easat-3402	259	27	.	.	PUNCT
easat-3402	260	1	this	this	PRON
easat-3402	260	2	implies	imply	VERB
easat-3402	260	3	the	the	DET
easat-3402	260	4	need	need	NOUN
easat-3402	260	5	for	for	ADP
easat-3402	260	6	further	further	ADJ
easat-3402	260	7	refinement	refinement	NOUN
easat-3402	260	8	of	of	ADP
easat-3402	260	9	the	the	DET
easat-3402	260	10	clustering	cluster	VERB
easat-3402	260	11	approach	approach	NOUN
easat-3402	260	12	or	or	CCONJ
easat-3402	260	13	exploring	explore	VERB
easat-3402	260	14	alternative	alternative	ADJ
easat-3402	260	15	methods	method	NOUN
easat-3402	260	16	to	to	PART
easat-3402	260	17	enhance	enhance	VERB
easat-3402	260	18	gender	gender	NOUN
easat-3402	260	19	classification	classification	NOUN
easat-3402	260	20	.	.	PUNCT
easat-3402	261	1	4.2.3	4.2.3	X
easat-3402	261	2	.	.	PUNCT
easat-3402	262	1	density	density	NOUN
easat-3402	262	2	-	-	PUNCT
easat-3402	262	3	based	base	VERB
easat-3402	262	4	spatial	spatial	ADJ
easat-3402	262	5	clustering	clustering	NOUN
easat-3402	262	6	of	of	ADP
easat-3402	262	7	applications	application	NOUN
easat-3402	262	8	with	with	ADP
easat-3402	262	9	noise	noise	NOUN
easat-3402	262	10	(	(	PUNCT
easat-3402	262	11	dbscan	dbscan	NOUN
easat-3402	262	12	)	)	PUNCT
easat-3402	262	13	dbscan	dbscan	NOUN
easat-3402	262	14	(	(	PUNCT
easat-3402	262	15	density	density	NOUN
easat-3402	262	16	-	-	PUNCT
easat-3402	262	17	based	base	VERB
easat-3402	262	18	spatial	spatial	ADJ
easat-3402	262	19	clustering	clustering	NOUN
easat-3402	262	20	of	of	ADP
easat-3402	262	21	applications	application	NOUN
easat-3402	262	22	with	with	ADP
easat-3402	262	23	noise	noise	NOUN
easat-3402	262	24	)	)	PUNCT
easat-3402	262	25	is	be	AUX
easat-3402	262	26	a	a	DET
easat-3402	262	27	widely	widely	ADV
easat-3402	262	28	used	use	VERB
easat-3402	262	29	unsupervised	unsupervised	ADJ
easat-3402	262	30	machine	machine	NOUN
easat-3402	262	31	learning	learn	VERB
easat-3402	262	32	algorithm	algorithm	NOUN
easat-3402	262	33	designed	design	VERB
easat-3402	262	34	for	for	ADP
easat-3402	262	35	clustering	clustering	ADJ
easat-3402	262	36	tasks	task	NOUN
easat-3402	262	37	,	,	PUNCT
easat-3402	262	38	especially	especially	ADV
easat-3402	262	39	with	with	ADP
easat-3402	262	40	datasets	dataset	NOUN
easat-3402	262	41	that	that	PRON
easat-3402	262	42	6493	6493	NUM
easat-3402	262	43	edelweiss	edelweiss	PROPN
easat-3402	262	44	applied	apply	VERB
easat-3402	262	45	science	science	NOUN
easat-3402	262	46	and	and	CCONJ
easat-3402	262	47	technology	technology	NOUN
easat-3402	262	48	issn	issn	PROPN
easat-3402	262	49	:	:	PUNCT
easat-3402	262	50	2576	2576	NUM
easat-3402	262	51	-	-	SYM
easat-3402	262	52	8484	8484	NUM
easat-3402	262	53	vol	vol	NOUN
easat-3402	262	54	.	.	PROPN
easat-3402	262	55	8	8	NUM
easat-3402	262	56	,	,	PUNCT
easat-3402	262	57	no	no	INTJ
easat-3402	262	58	.	.	NOUN
easat-3402	262	59	6	6	NUM
easat-3402	262	60	:	:	PUNCT
easat-3402	262	61	6480	6480	NUM
easat-3402	262	62	-	-	SYM
easat-3402	262	63	6497	6497	NUM
easat-3402	262	64	,	,	PUNCT
easat-3402	262	65	2024	2024	NUM
easat-3402	262	66	doi	doi	NOUN
easat-3402	262	67	:	:	PUNCT
easat-3402	262	68	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	262	69	©	©	PROPN
easat-3402	262	70	2024	2024	NUM
easat-3402	262	71	by	by	ADP
easat-3402	262	72	the	the	DET
easat-3402	262	73	author	author	NOUN
easat-3402	262	74	;	;	PUNCT
easat-3402	262	75	licensee	licensee	PROPN
easat-3402	262	76	learning	learning	NOUN
easat-3402	262	77	gate	gate	NOUN
easat-3402	262	78	include	include	VERB
easat-3402	262	79	noise	noise	NOUN
easat-3402	262	80	and	and	CCONJ
easat-3402	262	81	varying	vary	VERB
easat-3402	262	82	densities	density	NOUN
easat-3402	262	83	.	.	PUNCT
easat-3402	263	1	it	it	PRON
easat-3402	263	2	clusters	cluster	VERB
easat-3402	263	3	data	datum	NOUN
easat-3402	263	4	points	point	NOUN
easat-3402	263	5	based	base	VERB
easat-3402	263	6	on	on	ADP
easat-3402	263	7	their	their	PRON
easat-3402	263	8	density	density	NOUN
easat-3402	263	9	,	,	PUNCT
easat-3402	263	10	identifying	identify	VERB
easat-3402	263	11	regions	region	NOUN
easat-3402	263	12	with	with	ADP
easat-3402	263	13	high	high	ADJ
easat-3402	263	14	point	point	NOUN
easat-3402	263	15	density	density	NOUN
easat-3402	263	16	as	as	ADP
easat-3402	263	17	clusters	cluster	NOUN
easat-3402	263	18	and	and	CCONJ
easat-3402	263	19	considering	consider	VERB
easat-3402	263	20	points	point	NOUN
easat-3402	263	21	in	in	ADP
easat-3402	263	22	sparser	sparse	ADJ
easat-3402	263	23	areas	area	NOUN
easat-3402	263	24	as	as	ADP
easat-3402	263	25	noise	noise	NOUN
easat-3402	263	26	or	or	CCONJ
easat-3402	263	27	outliers	outlier	NOUN
easat-3402	263	28	.	.	PUNCT
easat-3402	264	1	one	one	NUM
easat-3402	264	2	of	of	ADP
easat-3402	264	3	dbscan	dbscan	NOUN
easat-3402	264	4	's	's	PART
easat-3402	264	5	key	key	ADJ
easat-3402	264	6	advantages	advantage	NOUN
easat-3402	264	7	is	be	AUX
easat-3402	264	8	its	its	PRON
easat-3402	264	9	ability	ability	NOUN
easat-3402	264	10	to	to	PART
easat-3402	264	11	find	find	VERB
easat-3402	264	12	clusters	cluster	NOUN
easat-3402	264	13	of	of	ADP
easat-3402	264	14	arbitrary	arbitrary	ADJ
easat-3402	264	15	shapes	shape	NOUN
easat-3402	264	16	,	,	PUNCT
easat-3402	264	17	making	make	VERB
easat-3402	264	18	it	it	PRON
easat-3402	264	19	particularly	particularly	ADV
easat-3402	264	20	effective	effective	ADJ
easat-3402	264	21	for	for	ADP
easat-3402	264	22	complex	complex	ADJ
easat-3402	264	23	datasets	dataset	NOUN
easat-3402	264	24	where	where	SCONJ
easat-3402	264	25	clusters	cluster	NOUN
easat-3402	264	26	are	be	AUX
easat-3402	264	27	not	not	PART
easat-3402	264	28	well	well	ADV
easat-3402	264	29	-	-	PUNCT
easat-3402	264	30	defined	define	VERB
easat-3402	264	31	or	or	CCONJ
easat-3402	264	32	are	be	AUX
easat-3402	264	33	non	non	ADJ
easat-3402	264	34	-	-	ADJ
easat-3402	264	35	spherical	spherical	ADJ
easat-3402	264	36	.	.	PUNCT
easat-3402	265	1	it	it	PRON
easat-3402	265	2	is	be	AUX
easat-3402	265	3	also	also	ADV
easat-3402	265	4	robust	robust	ADJ
easat-3402	265	5	to	to	PART
easat-3402	265	6	noise	noise	NOUN
easat-3402	265	7	,	,	PUNCT
easat-3402	265	8	as	as	SCONJ
easat-3402	265	9	it	it	PRON
easat-3402	265	10	inherently	inherently	ADV
easat-3402	265	11	differentiates	differentiate	VERB
easat-3402	265	12	between	between	ADP
easat-3402	265	13	dense	dense	ADJ
easat-3402	265	14	clusters	cluster	NOUN
easat-3402	265	15	and	and	CCONJ
easat-3402	265	16	sparse	sparse	ADJ
easat-3402	265	17	,	,	PUNCT
easat-3402	265	18	noisy	noisy	ADJ
easat-3402	265	19	regions	region	NOUN
easat-3402	265	20	.	.	PUNCT
easat-3402	266	1	dbscan	dbscan	NOUN
easat-3402	266	2	is	be	AUX
easat-3402	266	3	widely	widely	ADV
easat-3402	266	4	used	use	VERB
easat-3402	266	5	in	in	ADP
easat-3402	266	6	applications	application	NOUN
easat-3402	266	7	such	such	ADJ
easat-3402	266	8	as	as	ADP
easat-3402	266	9	geographic	geographic	ADJ
easat-3402	266	10	information	information	NOUN
easat-3402	266	11	systems	system	NOUN
easat-3402	266	12	(	(	PUNCT
easat-3402	266	13	gis	gis	NOUN
easat-3402	266	14	)	)	PUNCT
easat-3402	266	15	,	,	PUNCT
easat-3402	266	16	anomaly	anomaly	NOUN
easat-3402	266	17	detection	detection	NOUN
easat-3402	266	18	,	,	PUNCT
easat-3402	266	19	astronomy	astronomy	NOUN
easat-3402	266	20	,	,	PUNCT
easat-3402	266	21	image	image	NOUN
easat-3402	266	22	processing	processing	NOUN
easat-3402	266	23	,	,	PUNCT
easat-3402	266	24	and	and	CCONJ
easat-3402	266	25	social	social	ADJ
easat-3402	266	26	network	network	NOUN
easat-3402	266	27	analysis	analysis	NOUN
easat-3402	266	28	.	.	PUNCT
easat-3402	267	1	using	use	VERB
easat-3402	267	2	the	the	DET
easat-3402	267	3	dbscan	dbscan	NOUN
easat-3402	267	4	clustering	clustering	NOUN
easat-3402	267	5	technique	technique	NOUN
easat-3402	267	6	yields	yield	VERB
easat-3402	267	7	the	the	DET
easat-3402	267	8	following	follow	VERB
easat-3402	267	9	confusion	confusion	NOUN
easat-3402	267	10	matrix	matrix	NOUN
easat-3402	267	11	and	and	CCONJ
easat-3402	267	12	clusters	cluster	NOUN
easat-3402	267	13	:	:	PUNCT
easat-3402	267	14	table	table	NOUN
easat-3402	267	15	14	14	NUM
easat-3402	267	16	.	.	PUNCT
easat-3402	268	1	gender	gender	NOUN
easat-3402	268	2	cluster	cluster	NOUN
easat-3402	268	3	female	female	ADJ
easat-3402	268	4	male	male	NOUN
easat-3402	268	5	0	0	NUM
easat-3402	268	6	381	381	NUM
easat-3402	268	7	232	232	NUM
easat-3402	268	8	1	1	NUM
easat-3402	268	9	5	5	NUM
easat-3402	268	10	1	1	NUM
easat-3402	268	11	2	2	NUM
easat-3402	268	12	5	5	NUM
easat-3402	268	13	0	0	NUM
easat-3402	268	14	3	3	NUM
easat-3402	268	15	5	5	NUM
easat-3402	268	16	0	0	NUM
easat-3402	268	17	4	4	NUM
easat-3402	268	18	5	5	NUM
easat-3402	268	19	1	1	NUM
easat-3402	268	20	5	5	NUM
easat-3402	268	21	9	9	NUM
easat-3402	268	22	1	1	NUM
easat-3402	268	23	6	6	NUM
easat-3402	268	24	4	4	NUM
easat-3402	268	25	2	2	NUM
easat-3402	268	26	7	7	NUM
easat-3402	268	27	5	5	NUM
easat-3402	268	28	0	0	NUM
easat-3402	268	29	figure	figure	NOUN
easat-3402	268	30	6	6	NUM
easat-3402	268	31	.	.	PUNCT
easat-3402	269	1	dbscan	dbscan	PROPN
easat-3402	269	2	clusters	cluster	NOUN
easat-3402	269	3	.	.	PUNCT
easat-3402	270	1	cluster	cluster	NOUN
easat-3402	270	2	0	0	NUM
easat-3402	270	3	predominantly	predominantly	ADV
easat-3402	270	4	identifies	identify	VERB
easat-3402	270	5	females	female	NOUN
easat-3402	270	6	,	,	PUNCT
easat-3402	270	7	achieving	achieve	VERB
easat-3402	270	8	high	high	ADJ
easat-3402	270	9	recall	recall	NOUN
easat-3402	270	10	(	(	PUNCT
easat-3402	270	11	90.93	90.93	NUM
easat-3402	270	12	%	%	NOUN
easat-3402	270	13	)	)	PUNCT
easat-3402	270	14	but	but	CCONJ
easat-3402	270	15	moderate	moderate	ADJ
easat-3402	270	16	precision	precision	NOUN
easat-3402	270	17	(	(	PUNCT
easat-3402	270	18	62.17	62.17	NUM
easat-3402	270	19	%	%	NOUN
easat-3402	270	20	)	)	PUNCT
easat-3402	270	21	.	.	PUNCT
easat-3402	271	1	the	the	DET
easat-3402	271	2	f1	f1	PROPN
easat-3402	271	3	score	score	NOUN
easat-3402	271	4	of	of	ADP
easat-3402	271	5	73.74	73.74	NUM
easat-3402	271	6	%	%	NOUN
easat-3402	271	7	reflects	reflect	VERB
easat-3402	271	8	a	a	DET
easat-3402	271	9	reasonable	reasonable	ADJ
easat-3402	271	10	balance	balance	NOUN
easat-3402	271	11	between	between	ADP
easat-3402	271	12	precision	precision	NOUN
easat-3402	271	13	and	and	CCONJ
easat-3402	271	14	recall	recall	NOUN
easat-3402	271	15	.	.	PUNCT
easat-3402	272	1	clusters	cluster	NOUN
easat-3402	272	2	1	1	NUM
easat-3402	272	3	,	,	PUNCT
easat-3402	272	4	4	4	NUM
easat-3402	272	5	,	,	PUNCT
easat-3402	272	6	and	and	CCONJ
easat-3402	272	7	6	6	NUM
easat-3402	272	8	are	be	AUX
easat-3402	272	9	intended	intend	VERB
easat-3402	272	10	to	to	PART
easat-3402	272	11	identify	identify	VERB
easat-3402	272	12	males	male	NOUN
easat-3402	272	13	but	but	CCONJ
easat-3402	272	14	perform	perform	VERB
easat-3402	272	15	poorly	poorly	ADV
easat-3402	272	16	,	,	PUNCT
easat-3402	272	17	with	with	ADP
easat-3402	272	18	extremely	extremely	ADV
easat-3402	272	19	low	low	ADJ
easat-3402	272	20	precision	precision	NOUN
easat-3402	272	21	,	,	PUNCT
easat-3402	272	22	recall	recall	NOUN
easat-3402	272	23	,	,	PUNCT
easat-3402	272	24	and	and	CCONJ
easat-3402	272	25	f1	f1	PROPN
easat-3402	272	26	scores	score	NOUN
easat-3402	272	27	.	.	PUNCT
easat-3402	273	1	clusters	cluster	NOUN
easat-3402	273	2	1	1	NUM
easat-3402	273	3	and	and	CCONJ
easat-3402	273	4	4	4	NUM
easat-3402	273	5	each	each	PRON
easat-3402	273	6	have	have	VERB
easat-3402	273	7	a	a	DET
easat-3402	273	8	precision	precision	NOUN
easat-3402	273	9	of	of	ADP
easat-3402	273	10	16.67	16.67	NUM
easat-3402	273	11	%	%	NOUN
easat-3402	273	12	,	,	PUNCT
easat-3402	273	13	while	while	SCONJ
easat-3402	273	14	cluster	cluster	NOUN
easat-3402	273	15	6	6	NUM
easat-3402	273	16	has	have	VERB
easat-3402	273	17	a	a	DET
easat-3402	273	18	slightly	slightly	ADV
easat-3402	273	19	higher	high	ADJ
easat-3402	273	20	precision	precision	NOUN
easat-3402	273	21	of	of	ADP
easat-3402	273	22	33.33	33.33	NUM
easat-3402	273	23	%	%	NOUN
easat-3402	273	24	.	.	PUNCT
easat-3402	274	1	however	however	ADV
easat-3402	274	2	,	,	PUNCT
easat-3402	274	3	their	their	PRON
easat-3402	274	4	recall	recall	NOUN
easat-3402	274	5	values	value	NOUN
easat-3402	274	6	are	be	AUX
easat-3402	274	7	very	very	ADV
easat-3402	274	8	low	low	ADJ
easat-3402	274	9	(	(	PUNCT
easat-3402	274	10	approximately	approximately	ADV
easat-3402	274	11	0.42	0.42	NUM
easat-3402	274	12	%	%	NOUN
easat-3402	274	13	for	for	ADP
easat-3402	274	14	clusters	cluster	NOUN
easat-3402	274	15	1	1	NUM
easat-3402	274	16	and	and	CCONJ
easat-3402	274	17	4	4	NUM
easat-3402	274	18	,	,	PUNCT
easat-3402	274	19	and	and	CCONJ
easat-3402	274	20	0.84	0.84	NUM
easat-3402	274	21	%	%	NOUN
easat-3402	274	22	for	for	ADP
easat-3402	274	23	cluster	cluster	NOUN
easat-3402	274	24	6	6	NUM
easat-3402	274	25	)	)	PUNCT
easat-3402	274	26	,	,	PUNCT
easat-3402	274	27	resulting	result	VERB
easat-3402	274	28	in	in	ADP
easat-3402	274	29	very	very	ADV
easat-3402	274	30	low	low	ADJ
easat-3402	274	31	f1	f1	NOUN
easat-3402	274	32	scores	score	NOUN
easat-3402	274	33	.	.	PUNCT
easat-3402	275	1	the	the	DET
easat-3402	275	2	dbscan	dbscan	PROPN
easat-3402	275	3	clustering	cluster	VERB
easat-3402	275	4	model	model	NOUN
easat-3402	275	5	,	,	PUNCT
easat-3402	275	6	similar	similar	ADJ
easat-3402	275	7	to	to	ADP
easat-3402	275	8	previous	previous	ADJ
easat-3402	275	9	methods	method	NOUN
easat-3402	275	10	,	,	PUNCT
easat-3402	275	11	shows	show	VERB
easat-3402	275	12	a	a	DET
easat-3402	275	13	strong	strong	ADJ
easat-3402	275	14	bias	bias	NOUN
easat-3402	275	15	toward	toward	ADP
easat-3402	275	16	identifying	identify	VERB
easat-3402	275	17	females	female	NOUN
easat-3402	275	18	,	,	PUNCT
easat-3402	275	19	with	with	ADP
easat-3402	275	20	cluster	cluster	NOUN
easat-3402	275	21	0	0	NUM
easat-3402	275	22	successfully	successfully	ADV
easat-3402	275	23	capturing	capture	VERB
easat-3402	275	24	most	most	ADJ
easat-3402	275	25	females	female	NOUN
easat-3402	275	26	.	.	PUNCT
easat-3402	276	1	however	however	ADV
easat-3402	276	2	,	,	PUNCT
easat-3402	276	3	it	it	PRON
easat-3402	276	4	fails	fail	VERB
easat-3402	276	5	to	to	PART
easat-3402	276	6	accurately	accurately	ADV
easat-3402	276	7	identify	identify	VERB
easat-3402	276	8	males	male	NOUN
easat-3402	276	9	,	,	PUNCT
easat-3402	276	10	as	as	SCONJ
easat-3402	276	11	the	the	DET
easat-3402	276	12	clusters	cluster	NOUN
easat-3402	276	13	designated	designate	VERB
easat-3402	276	14	for	for	ADP
easat-3402	276	15	males	male	NOUN
easat-3402	276	16	(	(	PUNCT
easat-3402	276	17	clusters	cluster	NOUN
easat-3402	276	18	1	1	NUM
easat-3402	276	19	,	,	PUNCT
easat-3402	276	20	4	4	NUM
easat-3402	276	21	,	,	PUNCT
easat-3402	276	22	and	and	CCONJ
easat-3402	276	23	6	6	X
easat-3402	276	24	)	)	PUNCT
easat-3402	276	25	exhibit	exhibit	VERB
easat-3402	276	26	extremely	extremely	ADV
easat-3402	276	27	low	low	ADJ
easat-3402	276	28	precision	precision	NOUN
easat-3402	276	29	,	,	PUNCT
easat-3402	276	30	recall	recall	NOUN
easat-3402	276	31	,	,	PUNCT
easat-3402	276	32	and	and	CCONJ
easat-3402	276	33	f1	f1	PROPN
easat-3402	276	34	scores	score	NOUN
easat-3402	276	35	.	.	PUNCT
easat-3402	277	1	this	this	PRON
easat-3402	277	2	suggests	suggest	VERB
easat-3402	277	3	that	that	SCONJ
easat-3402	277	4	dbscan	dbscan	NOUN
easat-3402	277	5	,	,	PUNCT
easat-3402	277	6	given	give	VERB
easat-3402	277	7	the	the	DET
easat-3402	277	8	current	current	ADJ
easat-3402	277	9	parameters	parameter	NOUN
easat-3402	277	10	,	,	PUNCT
easat-3402	277	11	may	may	AUX
easat-3402	277	12	not	not	PART
easat-3402	277	13	be	be	AUX
easat-3402	277	14	effective	effective	ADJ
easat-3402	277	15	in	in	ADP
easat-3402	277	16	distinguishing	distinguish	VERB
easat-3402	277	17	between	between	ADP
easat-3402	277	18	genders	gender	NOUN
easat-3402	277	19	in	in	ADP
easat-3402	277	20	this	this	DET
easat-3402	277	21	dataset	dataset	NOUN
easat-3402	277	22	and	and	CCONJ
easat-3402	277	23	may	may	AUX
easat-3402	277	24	require	require	VERB
easat-3402	277	25	further	further	ADJ
easat-3402	277	26	adjustment	adjustment	NOUN
easat-3402	277	27	or	or	CCONJ
easat-3402	277	28	a	a	DET
easat-3402	277	29	different	different	ADJ
easat-3402	277	30	approach	approach	NOUN
easat-3402	277	31	for	for	ADP
easat-3402	277	32	improved	improved	ADJ
easat-3402	277	33	results	result	NOUN
easat-3402	277	34	.	.	PUNCT
easat-3402	278	1	6494	6494	NUM
easat-3402	278	2	edelweiss	edelweiss	PROPN
easat-3402	278	3	applied	apply	VERB
easat-3402	278	4	science	science	NOUN
easat-3402	278	5	and	and	CCONJ
easat-3402	278	6	technology	technology	NOUN
easat-3402	278	7	issn	issn	PROPN
easat-3402	278	8	:	:	PUNCT
easat-3402	278	9	2576	2576	NUM
easat-3402	278	10	-	-	SYM
easat-3402	278	11	8484	8484	NUM
easat-3402	278	12	vol	vol	NOUN
easat-3402	278	13	.	.	PROPN
easat-3402	278	14	8	8	NUM
easat-3402	278	15	,	,	PUNCT
easat-3402	278	16	no	no	INTJ
easat-3402	278	17	.	.	NOUN
easat-3402	278	18	6	6	NUM
easat-3402	278	19	:	:	PUNCT
easat-3402	278	20	6480	6480	NUM
easat-3402	278	21	-	-	SYM
easat-3402	278	22	6497	6497	NUM
easat-3402	278	23	,	,	PUNCT
easat-3402	278	24	2024	2024	NUM
easat-3402	278	25	doi	doi	NOUN
easat-3402	278	26	:	:	PUNCT
easat-3402	278	27	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	278	28	©	©	PROPN
easat-3402	278	29	2024	2024	NUM
easat-3402	278	30	by	by	ADP
easat-3402	278	31	the	the	DET
easat-3402	278	32	author	author	NOUN
easat-3402	278	33	;	;	PUNCT
easat-3402	278	34	licensee	licensee	PROPN
easat-3402	278	35	learning	learn	VERB
easat-3402	278	36	gate	gate	NOUN
easat-3402	278	37	4.2.4	4.2.4	PROPN
easat-3402	278	38	.	.	PUNCT
easat-3402	279	1	comparison	comparison	NOUN
easat-3402	279	2	of	of	ADP
easat-3402	279	3	clustering	cluster	VERB
easat-3402	279	4	techniques	technique	NOUN
easat-3402	279	5	in	in	ADP
easat-3402	279	6	clustering	clustering	NOUN
easat-3402	279	7	,	,	PUNCT
easat-3402	279	8	metrics	metric	NOUN
easat-3402	279	9	for	for	ADP
easat-3402	279	10	males	male	NOUN
easat-3402	279	11	and	and	CCONJ
easat-3402	279	12	females	female	NOUN
easat-3402	279	13	are	be	AUX
easat-3402	279	14	usually	usually	ADV
easat-3402	279	15	reported	report	VERB
easat-3402	279	16	separately	separately	ADV
easat-3402	279	17	because	because	SCONJ
easat-3402	279	18	the	the	DET
easat-3402	279	19	algorithm	algorithm	NOUN
easat-3402	279	20	can	can	AUX
easat-3402	279	21	not	not	PART
easat-3402	279	22	access	access	VERB
easat-3402	279	23	the	the	DET
easat-3402	279	24	true	true	ADJ
easat-3402	279	25	labels	label	NOUN
easat-3402	279	26	during	during	ADP
easat-3402	279	27	the	the	DET
easat-3402	279	28	clustering	clustering	ADJ
easat-3402	279	29	process	process	NOUN
easat-3402	279	30	.	.	PUNCT
easat-3402	280	1	instead	instead	ADV
easat-3402	280	2	,	,	PUNCT
easat-3402	280	3	it	it	PRON
easat-3402	280	4	organizes	organize	VERB
easat-3402	280	5	data	datum	NOUN
easat-3402	280	6	based	base	VERB
easat-3402	280	7	on	on	ADP
easat-3402	280	8	similarities	similarity	NOUN
easat-3402	280	9	,	,	PUNCT
easat-3402	280	10	and	and	CCONJ
easat-3402	280	11	we	we	PRON
easat-3402	280	12	assess	assess	VERB
easat-3402	280	13	how	how	SCONJ
easat-3402	280	14	well	well	ADV
easat-3402	280	15	these	these	DET
easat-3402	280	16	clusters	cluster	NOUN
easat-3402	280	17	correspond	correspond	VERB
easat-3402	280	18	to	to	ADP
easat-3402	280	19	the	the	DET
easat-3402	280	20	actual	actual	ADJ
easat-3402	280	21	gender	gender	NOUN
easat-3402	280	22	labels	label	NOUN
easat-3402	280	23	afterward	afterward	ADV
easat-3402	280	24	.	.	PUNCT
easat-3402	281	1	reporting	report	VERB
easat-3402	281	2	metrics	metric	NOUN
easat-3402	281	3	separately	separately	ADV
easat-3402	281	4	provides	provide	VERB
easat-3402	281	5	a	a	DET
easat-3402	281	6	clearer	clear	ADJ
easat-3402	281	7	view	view	NOUN
easat-3402	281	8	of	of	ADP
easat-3402	281	9	how	how	SCONJ
easat-3402	281	10	effectively	effectively	ADV
easat-3402	281	11	the	the	DET
easat-3402	281	12	clustering	clustering	NOUN
easat-3402	281	13	identifies	identify	VERB
easat-3402	281	14	each	each	DET
easat-3402	281	15	gender	gender	NOUN
easat-3402	281	16	.	.	PUNCT
easat-3402	282	1	a	a	DET
easat-3402	282	2	comparison	comparison	NOUN
easat-3402	282	3	of	of	ADP
easat-3402	282	4	the	the	DET
easat-3402	282	5	results	result	NOUN
easat-3402	282	6	of	of	ADP
easat-3402	282	7	the	the	DET
easat-3402	282	8	clustering	cluster	VERB
easat-3402	282	9	techniques	technique	NOUN
easat-3402	282	10	used	use	VERB
easat-3402	282	11	in	in	ADP
easat-3402	282	12	this	this	DET
easat-3402	282	13	paper	paper	NOUN
easat-3402	282	14	is	be	AUX
easat-3402	282	15	presented	present	VERB
easat-3402	282	16	in	in	ADP
easat-3402	282	17	the	the	DET
easat-3402	282	18	table	table	NOUN
easat-3402	282	19	below	below	ADV
easat-3402	282	20	:	:	PUNCT
easat-3402	282	21	table	table	NOUN
easat-3402	282	22	15	15	NUM
easat-3402	282	23	.	.	PUNCT
easat-3402	283	1	female	female	ADJ
easat-3402	283	2	male	male	NOUN
easat-3402	283	3	method	method	NOUN
easat-3402	283	4	accuracy	accuracy	NOUN
easat-3402	283	5	precision	precision	NOUN
easat-3402	283	6	recall	recall	NOUN
easat-3402	283	7	f1	f1	PROPN
easat-3402	283	8	score	score	NOUN
easat-3402	283	9	precision	precision	NOUN
easat-3402	283	10	recall	recall	NOUN
easat-3402	283	11	f1	f1	PROPN
easat-3402	283	12	score	score	NOUN
easat-3402	283	13	k	k	NOUN
easat-3402	283	14	-	-	PUNCT
easat-3402	283	15	means	mean	VERB
easat-3402	283	16	0.6296	0.6296	NUM
easat-3402	283	17	0.6409	0.6409	NUM
easat-3402	283	18	0.9569	0.9569	NUM
easat-3402	283	19	0.7660	0.7660	NUM
easat-3402	284	1	0.4000	0.4000	NUM
easat-3402	284	2	0.0506	0.0506	NUM
easat-3402	284	3	0.0893	0.0893	NUM
easat-3402	284	4	hierarchical	hierarchical	ADJ
easat-3402	284	5	0.6631	0.6631	PRON
easat-3402	284	6	0.6656	0.6656	NUM
easat-3402	284	7	0.9499	0.9499	NUM
easat-3402	284	8	0.7827	0.7827	NUM
easat-3402	284	9	0.1561	0.1561	NUM
easat-3402	284	10	0.1561	0.1561	NUM
easat-3402	284	11	0.1561	0.1561	NUM
easat-3402	284	12	dbscan	dbscan	NOUN
easat-3402	284	13	0.5823	0.5823	NUM
easat-3402	285	1	0.6215	0.6215	NUM
easat-3402	285	2	0.9093	0.9093	NUM
easat-3402	285	3	0.7384	0.7384	NUM
easat-3402	285	4	0.2222	0.2222	NUM
easat-3402	285	5	0.0168	0.0168	NUM
easat-3402	285	6	0.0313	0.0313	NUM
easat-3402	285	7	these	these	DET
easat-3402	285	8	metrics	metric	NOUN
easat-3402	285	9	provide	provide	VERB
easat-3402	285	10	insights	insight	NOUN
easat-3402	285	11	into	into	ADP
easat-3402	285	12	the	the	DET
easat-3402	285	13	performance	performance	NOUN
easat-3402	285	14	of	of	ADP
easat-3402	285	15	each	each	DET
easat-3402	285	16	model	model	NOUN
easat-3402	285	17	.	.	PUNCT
easat-3402	286	1	for	for	ADP
easat-3402	286	2	example	example	NOUN
easat-3402	286	3	:	:	PUNCT
easat-3402	286	4	•	•	X
easat-3402	286	5	hierarchical	hierarchical	ADJ
easat-3402	286	6	clustering	clustering	NOUN
easat-3402	286	7	generally	generally	ADV
easat-3402	286	8	performs	perform	VERB
easat-3402	286	9	the	the	DET
easat-3402	286	10	best	good	ADJ
easat-3402	286	11	across	across	ADP
easat-3402	286	12	all	all	DET
easat-3402	286	13	metrics	metric	NOUN
easat-3402	286	14	,	,	PUNCT
easat-3402	286	15	especially	especially	ADV
easat-3402	286	16	in	in	ADP
easat-3402	286	17	terms	term	NOUN
easat-3402	286	18	of	of	ADP
easat-3402	286	19	accuracy	accuracy	NOUN
easat-3402	286	20	and	and	CCONJ
easat-3402	286	21	f1	f1	NOUN
easat-3402	286	22	score	score	NOUN
easat-3402	286	23	for	for	ADP
easat-3402	286	24	females	female	NOUN
easat-3402	286	25	.	.	PUNCT
easat-3402	287	1	however	however	ADV
easat-3402	287	2	,	,	PUNCT
easat-3402	287	3	like	like	ADP
easat-3402	287	4	the	the	DET
easat-3402	287	5	other	other	ADJ
easat-3402	287	6	methods	method	NOUN
easat-3402	287	7	,	,	PUNCT
easat-3402	287	8	it	it	PRON
easat-3402	287	9	struggles	struggle	VERB
easat-3402	287	10	with	with	ADP
easat-3402	287	11	identifying	identify	VERB
easat-3402	287	12	males	male	NOUN
easat-3402	287	13	,	,	PUNCT
easat-3402	287	14	suggesting	suggest	VERB
easat-3402	287	15	that	that	SCONJ
easat-3402	287	16	the	the	DET
easat-3402	287	17	clustering	clustering	ADJ
easat-3402	287	18	algorithm	algorithm	NOUN
easat-3402	287	19	is	be	AUX
easat-3402	287	20	more	more	ADV
easat-3402	287	21	biased	biased	ADJ
easat-3402	287	22	towards	towards	ADP
easat-3402	287	23	capturing	capture	VERB
easat-3402	287	24	females	female	NOUN
easat-3402	287	25	accurately	accurately	ADV
easat-3402	287	26	.	.	PUNCT
easat-3402	288	1	•	•	NUM
easat-3402	288	2	k	k	X
easat-3402	288	3	-	-	PUNCT
easat-3402	288	4	means	means	NOUN
easat-3402	288	5	shows	show	VERB
easat-3402	288	6	a	a	DET
easat-3402	288	7	reasonable	reasonable	ADJ
easat-3402	288	8	balance	balance	NOUN
easat-3402	288	9	but	but	CCONJ
easat-3402	288	10	has	have	VERB
easat-3402	288	11	the	the	DET
easat-3402	288	12	highest	high	ADJ
easat-3402	288	13	precision	precision	NOUN
easat-3402	288	14	for	for	ADP
easat-3402	288	15	males	male	NOUN
easat-3402	288	16	at	at	ADP
easat-3402	288	17	the	the	DET
easat-3402	288	18	cost	cost	NOUN
easat-3402	288	19	of	of	ADP
easat-3402	288	20	very	very	ADV
easat-3402	288	21	low	low	ADJ
easat-3402	288	22	recall	recall	NOUN
easat-3402	288	23	,	,	PUNCT
easat-3402	288	24	leading	lead	VERB
easat-3402	288	25	to	to	ADP
easat-3402	288	26	a	a	DET
easat-3402	288	27	poor	poor	ADJ
easat-3402	288	28	f1	f1	NOUN
easat-3402	288	29	score	score	NOUN
easat-3402	288	30	for	for	ADP
easat-3402	288	31	males	male	NOUN
easat-3402	288	32	.	.	PUNCT
easat-3402	289	1	•	•	NUM
easat-3402	289	2	dbscan	dbscan	NOUN
easat-3402	289	3	underperforms	underperform	VERB
easat-3402	289	4	in	in	ADP
easat-3402	289	5	general	general	ADJ
easat-3402	289	6	,	,	PUNCT
easat-3402	289	7	with	with	ADP
easat-3402	289	8	the	the	DET
easat-3402	289	9	lowest	low	ADJ
easat-3402	289	10	accuracy	accuracy	NOUN
easat-3402	289	11	and	and	CCONJ
easat-3402	289	12	a	a	DET
easat-3402	289	13	very	very	ADV
easat-3402	289	14	low	low	ADJ
easat-3402	289	15	recall	recall	NOUN
easat-3402	289	16	for	for	ADP
easat-3402	289	17	males	male	NOUN
easat-3402	289	18	,	,	PUNCT
easat-3402	289	19	though	though	SCONJ
easat-3402	289	20	it	it	PRON
easat-3402	289	21	still	still	ADV
easat-3402	289	22	maintains	maintain	VERB
easat-3402	289	23	a	a	DET
easat-3402	289	24	decent	decent	ADJ
easat-3402	289	25	recall	recall	NOUN
easat-3402	289	26	for	for	ADP
easat-3402	289	27	females	female	NOUN
easat-3402	289	28	.	.	PUNCT
easat-3402	290	1	hierarchical	hierarchical	ADJ
easat-3402	290	2	clustering	clustering	NOUN
easat-3402	290	3	appears	appear	VERB
easat-3402	290	4	to	to	PART
easat-3402	290	5	be	be	AUX
easat-3402	290	6	the	the	DET
easat-3402	290	7	most	most	ADV
easat-3402	290	8	effective	effective	ADJ
easat-3402	290	9	method	method	NOUN
easat-3402	290	10	for	for	ADP
easat-3402	290	11	this	this	DET
easat-3402	290	12	dataset	dataset	NOUN
easat-3402	290	13	,	,	PUNCT
easat-3402	290	14	especially	especially	ADV
easat-3402	290	15	for	for	ADP
easat-3402	290	16	accurately	accurately	ADV
easat-3402	290	17	identifying	identify	VERB
easat-3402	290	18	females	female	NOUN
easat-3402	290	19	.	.	PUNCT
easat-3402	291	1	however	however	ADV
easat-3402	291	2	,	,	PUNCT
easat-3402	291	3	none	none	NOUN
easat-3402	291	4	of	of	ADP
easat-3402	291	5	the	the	DET
easat-3402	291	6	methods	method	NOUN
easat-3402	291	7	excel	excel	VERB
easat-3402	291	8	in	in	ADP
easat-3402	291	9	identifying	identify	VERB
easat-3402	291	10	males	male	NOUN
easat-3402	291	11	,	,	PUNCT
easat-3402	291	12	suggesting	suggest	VERB
easat-3402	291	13	that	that	SCONJ
easat-3402	291	14	the	the	DET
easat-3402	291	15	data	datum	NOUN
easat-3402	291	16	may	may	AUX
easat-3402	291	17	need	need	VERB
easat-3402	291	18	further	further	ADJ
easat-3402	291	19	refinement	refinement	VERB
easat-3402	291	20	or	or	CCONJ
easat-3402	291	21	that	that	SCONJ
easat-3402	291	22	an	an	DET
easat-3402	291	23	alternative	alternative	ADJ
easat-3402	291	24	clustering	clustering	ADJ
easat-3402	291	25	approach	approach	NOUN
easat-3402	291	26	might	might	AUX
easat-3402	291	27	be	be	AUX
easat-3402	291	28	necessary	necessary	ADJ
easat-3402	291	29	to	to	PART
easat-3402	291	30	enhance	enhance	VERB
easat-3402	291	31	male	male	ADJ
easat-3402	291	32	identification	identification	NOUN
easat-3402	291	33	.	.	PUNCT
easat-3402	292	1	given	give	VERB
easat-3402	292	2	that	that	DET
easat-3402	292	3	hierarchical	hierarchical	ADJ
easat-3402	292	4	clustering	clustering	NOUN
easat-3402	292	5	performed	perform	VERB
easat-3402	292	6	best	well	ADV
easat-3402	292	7	among	among	ADP
easat-3402	292	8	the	the	DET
easat-3402	292	9	methods	method	NOUN
easat-3402	292	10	evaluated	evaluate	VERB
easat-3402	292	11	,	,	PUNCT
easat-3402	292	12	a	a	DET
easat-3402	292	13	more	more	ADV
easat-3402	292	14	thorough	thorough	ADJ
easat-3402	292	15	assessment	assessment	NOUN
easat-3402	292	16	was	be	AUX
easat-3402	292	17	conducted	conduct	VERB
easat-3402	292	18	by	by	ADP
easat-3402	292	19	calculating	calculate	VERB
easat-3402	292	20	additional	additional	ADJ
easat-3402	292	21	clustering	clustering	ADJ
easat-3402	292	22	metrics	metric	NOUN
easat-3402	292	23	:	:	PUNCT
easat-3402	292	24	the	the	DET
easat-3402	292	25	silhouette	silhouette	NOUN
easat-3402	292	26	score	score	NOUN
easat-3402	292	27	,	,	PUNCT
easat-3402	292	28	withincluster	withincluster	ADJ
easat-3402	292	29	sum	sum	NOUN
easat-3402	292	30	of	of	ADP
easat-3402	292	31	squares	square	NOUN
easat-3402	292	32	(	(	PUNCT
easat-3402	292	33	wcss	wcss	ADJ
easat-3402	292	34	)	)	PUNCT
easat-3402	292	35	,	,	PUNCT
easat-3402	292	36	and	and	CCONJ
easat-3402	292	37	davies	davy	NOUN
easat-3402	292	38	-	-	PUNCT
easat-3402	292	39	bouldin	bouldin	NOUN
easat-3402	292	40	index	index	NOUN
easat-3402	292	41	(	(	PUNCT
easat-3402	292	42	dbi	dbi	PROPN
easat-3402	292	43	)	)	PUNCT
easat-3402	292	44	.	.	PUNCT
easat-3402	293	1	these	these	DET
easat-3402	293	2	metrics	metric	NOUN
easat-3402	293	3	provide	provide	VERB
easat-3402	293	4	a	a	DET
easat-3402	293	5	more	more	ADV
easat-3402	293	6	comprehensive	comprehensive	ADJ
easat-3402	293	7	evaluation	evaluation	NOUN
easat-3402	293	8	of	of	ADP
easat-3402	293	9	the	the	DET
easat-3402	293	10	clustering	clustering	ADJ
easat-3402	293	11	model	model	NOUN
easat-3402	293	12	's	's	PART
easat-3402	293	13	performance	performance	NOUN
easat-3402	293	14	,	,	PUNCT
easat-3402	293	15	helping	help	VERB
easat-3402	293	16	to	to	PART
easat-3402	293	17	determine	determine	VERB
easat-3402	293	18	whether	whether	SCONJ
easat-3402	293	19	hierarchical	hierarchical	ADJ
easat-3402	293	20	clustering	clustering	NOUN
easat-3402	293	21	is	be	AUX
easat-3402	293	22	the	the	DET
easat-3402	293	23	optimal	optimal	ADJ
easat-3402	293	24	choice	choice	NOUN
easat-3402	293	25	or	or	CCONJ
easat-3402	293	26	if	if	SCONJ
easat-3402	293	27	another	another	DET
easat-3402	293	28	method	method	NOUN
easat-3402	293	29	might	might	AUX
easat-3402	293	30	offer	offer	VERB
easat-3402	293	31	better	well	ADJ
easat-3402	293	32	results	result	NOUN
easat-3402	293	33	.	.	PUNCT
easat-3402	294	1	figure	figure	VERB
easat-3402	294	2	7	7	NUM
easat-3402	294	3	.	.	PUNCT
easat-3402	294	4	silhouette	silhouette	NOUN
easat-3402	294	5	plot	plot	NOUN
easat-3402	294	6	.	.	PUNCT
easat-3402	295	1	6495	6495	NUM
easat-3402	295	2	edelweiss	edelweiss	PROPN
easat-3402	295	3	applied	apply	VERB
easat-3402	295	4	science	science	NOUN
easat-3402	295	5	and	and	CCONJ
easat-3402	295	6	technology	technology	NOUN
easat-3402	295	7	issn	issn	PROPN
easat-3402	295	8	:	:	PUNCT
easat-3402	295	9	2576	2576	NUM
easat-3402	295	10	-	-	SYM
easat-3402	295	11	8484	8484	NUM
easat-3402	295	12	vol	vol	NOUN
easat-3402	295	13	.	.	PROPN
easat-3402	295	14	8	8	NUM
easat-3402	295	15	,	,	PUNCT
easat-3402	295	16	no	no	INTJ
easat-3402	295	17	.	.	NOUN
easat-3402	295	18	6	6	NUM
easat-3402	295	19	:	:	PUNCT
easat-3402	295	20	6480	6480	NUM
easat-3402	295	21	-	-	SYM
easat-3402	295	22	6497	6497	NUM
easat-3402	295	23	,	,	PUNCT
easat-3402	295	24	2024	2024	NUM
easat-3402	295	25	doi	doi	NOUN
easat-3402	295	26	:	:	PUNCT
easat-3402	295	27	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	295	28	©	©	PROPN
easat-3402	295	29	2024	2024	NUM
easat-3402	295	30	by	by	ADP
easat-3402	295	31	the	the	DET
easat-3402	295	32	author	author	NOUN
easat-3402	295	33	;	;	PUNCT
easat-3402	295	34	licensee	licensee	PROPN
easat-3402	295	35	learning	learning	NOUN
easat-3402	295	36	gate	gate	VERB
easat-3402	295	37	the	the	DET
easat-3402	295	38	silhouette	silhouette	NOUN
easat-3402	295	39	plot	plot	NOUN
easat-3402	295	40	(	(	PUNCT
easat-3402	295	41	figure	figure	NOUN
easat-3402	295	42	7	7	NUM
easat-3402	295	43	)	)	PUNCT
easat-3402	295	44	illustrates	illustrate	VERB
easat-3402	295	45	the	the	DET
easat-3402	295	46	performance	performance	NOUN
easat-3402	295	47	of	of	ADP
easat-3402	295	48	the	the	DET
easat-3402	295	49	hierarchical	hierarchical	ADJ
easat-3402	295	50	clustering	clustering	ADJ
easat-3402	295	51	algorithm	algorithm	NOUN
easat-3402	295	52	,	,	PUNCT
easat-3402	295	53	with	with	ADP
easat-3402	295	54	each	each	DET
easat-3402	295	55	bar	bar	NOUN
easat-3402	295	56	representing	represent	VERB
easat-3402	295	57	a	a	DET
easat-3402	295	58	sample	sample	NOUN
easat-3402	295	59	.	.	PUNCT
easat-3402	296	1	the	the	DET
easat-3402	296	2	silhouette	silhouette	NOUN
easat-3402	296	3	width	width	NOUN
easat-3402	296	4	,	,	PUNCT
easat-3402	296	5	ranging	range	VERB
easat-3402	296	6	from	from	ADP
easat-3402	296	7	-1	-1	INTJ
easat-3402	296	8	to	to	ADP
easat-3402	296	9	1	1	NUM
easat-3402	296	10	,	,	PUNCT
easat-3402	296	11	reflects	reflect	VERB
easat-3402	296	12	how	how	SCONJ
easat-3402	296	13	well	well	ADV
easat-3402	296	14	each	each	DET
easat-3402	296	15	sample	sample	NOUN
easat-3402	296	16	fits	fit	VERB
easat-3402	296	17	within	within	ADP
easat-3402	296	18	its	its	PRON
easat-3402	296	19	cluster	cluster	NOUN
easat-3402	296	20	.	.	PUNCT
easat-3402	297	1	cluster	cluster	NOUN
easat-3402	297	2	1	1	NUM
easat-3402	297	3	,	,	PUNCT
easat-3402	297	4	which	which	PRON
easat-3402	297	5	contains	contain	VERB
easat-3402	297	6	598	598	NUM
easat-3402	297	7	samples	sample	NOUN
easat-3402	297	8	,	,	PUNCT
easat-3402	297	9	has	have	VERB
easat-3402	297	10	an	an	DET
easat-3402	297	11	average	average	ADJ
easat-3402	297	12	silhouette	silhouette	NOUN
easat-3402	297	13	width	width	NOUN
easat-3402	297	14	of	of	ADP
easat-3402	297	15	0.24	0.24	NUM
easat-3402	297	16	,	,	PUNCT
easat-3402	297	17	indicating	indicate	VERB
easat-3402	297	18	relatively	relatively	ADV
easat-3402	297	19	good	good	ADJ
easat-3402	297	20	clustering	clustering	NOUN
easat-3402	297	21	.	.	PUNCT
easat-3402	298	1	in	in	ADP
easat-3402	298	2	contrast	contrast	NOUN
easat-3402	298	3	,	,	PUNCT
easat-3402	298	4	cluster	cluster	NOUN
easat-3402	298	5	2	2	NUM
easat-3402	298	6	,	,	PUNCT
easat-3402	298	7	with	with	ADP
easat-3402	298	8	58	58	NUM
easat-3402	298	9	samples	sample	NOUN
easat-3402	298	10	,	,	PUNCT
easat-3402	298	11	has	have	VERB
easat-3402	298	12	a	a	DET
easat-3402	298	13	very	very	ADV
easat-3402	298	14	low	low	ADJ
easat-3402	298	15	silhouette	silhouette	NOUN
easat-3402	298	16	width	width	NOUN
easat-3402	298	17	of	of	ADP
easat-3402	298	18	approximately	approximately	ADV
easat-3402	298	19	-0.003	-0.003	NUM
easat-3402	298	20	,	,	PUNCT
easat-3402	298	21	suggesting	suggest	VERB
easat-3402	298	22	poor	poor	ADJ
easat-3402	298	23	clustering	clustering	NOUN
easat-3402	298	24	,	,	PUNCT
easat-3402	298	25	potential	potential	ADJ
easat-3402	298	26	boundary	boundary	ADJ
easat-3402	298	27	issues	issue	NOUN
easat-3402	298	28	,	,	PUNCT
easat-3402	298	29	or	or	CCONJ
easat-3402	298	30	misclassification	misclassification	NOUN
easat-3402	298	31	.	.	PUNCT
easat-3402	299	1	the	the	DET
easat-3402	299	2	overall	overall	ADJ
easat-3402	299	3	average	average	ADJ
easat-3402	299	4	silhouette	silhouette	NOUN
easat-3402	299	5	width	width	NOUN
easat-3402	299	6	of	of	ADP
easat-3402	299	7	0.22	0.22	NUM
easat-3402	299	8	indicates	indicate	VERB
easat-3402	299	9	moderate	moderate	ADJ
easat-3402	299	10	clustering	clustering	ADJ
easat-3402	299	11	quality	quality	NOUN
easat-3402	299	12	,	,	PUNCT
easat-3402	299	13	with	with	ADP
easat-3402	299	14	notable	notable	ADJ
easat-3402	299	15	overlap	overlap	NOUN
easat-3402	299	16	between	between	ADP
easat-3402	299	17	clusters	cluster	NOUN
easat-3402	299	18	,	,	PUNCT
easat-3402	299	19	especially	especially	ADV
easat-3402	299	20	in	in	ADP
easat-3402	299	21	cluster	cluster	NOUN
easat-3402	299	22	2	2	NUM
easat-3402	299	23	.	.	PUNCT
easat-3402	300	1	the	the	DET
easat-3402	300	2	silhouette	silhouette	NOUN
easat-3402	300	3	plot	plot	NOUN
easat-3402	300	4	suggests	suggest	VERB
easat-3402	300	5	that	that	SCONJ
easat-3402	300	6	hierarchical	hierarchical	ADJ
easat-3402	300	7	clustering	clustering	NOUN
easat-3402	300	8	has	have	AUX
easat-3402	300	9	moderately	moderately	ADV
easat-3402	300	10	separated	separate	VERB
easat-3402	300	11	the	the	DET
easat-3402	300	12	data	datum	NOUN
easat-3402	300	13	,	,	PUNCT
easat-3402	300	14	but	but	CCONJ
easat-3402	300	15	further	further	ADJ
easat-3402	300	16	refinement	refinement	NOUN
easat-3402	300	17	of	of	ADP
easat-3402	300	18	parameters	parameter	NOUN
easat-3402	300	19	(	(	PUNCT
easat-3402	300	20	such	such	ADJ
easat-3402	300	21	as	as	ADP
easat-3402	300	22	distance	distance	NOUN
easat-3402	300	23	metric	metric	ADJ
easat-3402	300	24	and	and	CCONJ
easat-3402	300	25	linkage	linkage	NOUN
easat-3402	300	26	method	method	NOUN
easat-3402	300	27	)	)	PUNCT
easat-3402	300	28	or	or	CCONJ
easat-3402	300	29	the	the	DET
easat-3402	300	30	number	number	NOUN
easat-3402	300	31	of	of	ADP
easat-3402	300	32	clusters	cluster	NOUN
easat-3402	300	33	might	might	AUX
easat-3402	300	34	improve	improve	VERB
easat-3402	300	35	the	the	DET
easat-3402	300	36	results	result	NOUN
easat-3402	300	37	.	.	PUNCT
easat-3402	301	1	given	give	VERB
easat-3402	301	2	the	the	DET
easat-3402	301	3	low	low	ADJ
easat-3402	301	4	silhouette	silhouette	NOUN
easat-3402	301	5	score	score	NOUN
easat-3402	301	6	for	for	ADP
easat-3402	301	7	cluster	cluster	NOUN
easat-3402	301	8	2	2	NUM
easat-3402	301	9	,	,	PUNCT
easat-3402	301	10	exploring	explore	VERB
easat-3402	301	11	alternative	alternative	ADJ
easat-3402	301	12	clustering	clustering	ADJ
easat-3402	301	13	methods	method	NOUN
easat-3402	301	14	may	may	AUX
easat-3402	301	15	also	also	ADV
easat-3402	301	16	be	be	AUX
easat-3402	301	17	beneficial	beneficial	ADJ
easat-3402	301	18	.	.	PUNCT
easat-3402	302	1	the	the	DET
easat-3402	302	2	silhouette	silhouette	NOUN
easat-3402	302	3	score	score	NOUN
easat-3402	302	4	,	,	PUNCT
easat-3402	302	5	with	with	ADP
easat-3402	302	6	an	an	DET
easat-3402	302	7	average	average	NOUN
easat-3402	302	8	of	of	ADP
easat-3402	302	9	0.216	0.216	NUM
easat-3402	302	10	,	,	PUNCT
easat-3402	302	11	reveals	reveal	VERB
easat-3402	302	12	that	that	SCONJ
easat-3402	302	13	the	the	DET
easat-3402	302	14	clusters	cluster	NOUN
easat-3402	302	15	are	be	AUX
easat-3402	302	16	not	not	PART
easat-3402	302	17	well	well	ADV
easat-3402	302	18	-	-	PUNCT
easat-3402	302	19	defined	define	VERB
easat-3402	302	20	and	and	CCONJ
easat-3402	302	21	show	show	VERB
easat-3402	302	22	considerable	considerable	ADJ
easat-3402	302	23	overlap	overlap	NOUN
easat-3402	302	24	.	.	PUNCT
easat-3402	303	1	the	the	DET
easat-3402	303	2	within	within	ADP
easat-3402	303	3	-	-	PUNCT
easat-3402	303	4	cluster	cluster	NOUN
easat-3402	303	5	sum	sum	NOUN
easat-3402	303	6	of	of	ADP
easat-3402	303	7	squares	square	NOUN
easat-3402	303	8	(	(	PUNCT
easat-3402	303	9	wcss	wcss	PROPN
easat-3402	303	10	)	)	PUNCT
easat-3402	303	11	,	,	PUNCT
easat-3402	303	12	which	which	PRON
easat-3402	303	13	measures	measure	VERB
easat-3402	303	14	cluster	cluster	NOUN
easat-3402	303	15	compactness	compactness	NOUN
easat-3402	303	16	,	,	PUNCT
easat-3402	303	17	stands	stand	VERB
easat-3402	303	18	at	at	ADP
easat-3402	303	19	67,863.81	67,863.81	PROPN
easat-3402	303	20	—	—	PUNCT
easat-3402	303	21	a	a	DET
easat-3402	303	22	relatively	relatively	ADV
easat-3402	303	23	high	high	ADJ
easat-3402	303	24	value	value	NOUN
easat-3402	303	25	—	—	PUNCT
easat-3402	303	26	indicating	indicate	VERB
easat-3402	303	27	that	that	SCONJ
easat-3402	303	28	the	the	DET
easat-3402	303	29	clusters	cluster	NOUN
easat-3402	303	30	are	be	AUX
easat-3402	303	31	not	not	PART
easat-3402	303	32	tightly	tightly	ADV
easat-3402	303	33	packed	pack	VERB
easat-3402	303	34	.	.	PUNCT
easat-3402	304	1	this	this	PRON
easat-3402	304	2	supports	support	VERB
easat-3402	304	3	the	the	DET
easat-3402	304	4	low	low	ADJ
easat-3402	304	5	silhouette	silhouette	NOUN
easat-3402	304	6	score	score	NOUN
easat-3402	304	7	and	and	CCONJ
easat-3402	304	8	suggests	suggest	VERB
easat-3402	304	9	suboptimal	suboptimal	ADJ
easat-3402	304	10	clustering	clustering	NOUN
easat-3402	304	11	.	.	PUNCT
easat-3402	305	1	the	the	DET
easat-3402	305	2	davies	davy	NOUN
easat-3402	305	3	-	-	PUNCT
easat-3402	305	4	bouldin	bouldin	NOUN
easat-3402	305	5	index	index	NOUN
easat-3402	305	6	(	(	PUNCT
easat-3402	305	7	dbi	dbi	PROPN
easat-3402	305	8	)	)	PUNCT
easat-3402	305	9	,	,	PUNCT
easat-3402	305	10	which	which	PRON
easat-3402	305	11	assesses	assess	VERB
easat-3402	305	12	cluster	cluster	NOUN
easat-3402	305	13	separation	separation	NOUN
easat-3402	305	14	,	,	PUNCT
easat-3402	305	15	is	be	AUX
easat-3402	305	16	3.17	3.17	NUM
easat-3402	305	17	,	,	PUNCT
easat-3402	305	18	indicating	indicate	VERB
easat-3402	305	19	poor	poor	ADJ
easat-3402	305	20	separation	separation	NOUN
easat-3402	305	21	and	and	CCONJ
easat-3402	305	22	reinforcing	reinforce	VERB
easat-3402	305	23	the	the	DET
easat-3402	305	24	notion	notion	NOUN
easat-3402	305	25	that	that	SCONJ
easat-3402	305	26	the	the	DET
easat-3402	305	27	clusters	cluster	NOUN
easat-3402	305	28	are	be	AUX
easat-3402	305	29	not	not	PART
easat-3402	305	30	well	well	ADV
easat-3402	305	31	-	-	PUNCT
easat-3402	305	32	defined	define	VERB
easat-3402	305	33	.	.	PUNCT
easat-3402	306	1	therefore	therefore	ADV
easat-3402	306	2	,	,	PUNCT
easat-3402	306	3	these	these	DET
easat-3402	306	4	metrics	metric	NOUN
easat-3402	306	5	indicate	indicate	VERB
easat-3402	306	6	that	that	SCONJ
easat-3402	306	7	hierarchical	hierarchical	ADJ
easat-3402	306	8	clustering	clustering	NOUN
easat-3402	306	9	may	may	AUX
easat-3402	306	10	not	not	PART
easat-3402	306	11	be	be	AUX
easat-3402	306	12	the	the	DET
easat-3402	306	13	most	most	ADV
easat-3402	306	14	suitable	suitable	ADJ
easat-3402	306	15	method	method	NOUN
easat-3402	306	16	for	for	ADP
easat-3402	306	17	this	this	DET
easat-3402	306	18	dataset	dataset	NOUN
easat-3402	306	19	,	,	PUNCT
easat-3402	306	20	as	as	SCONJ
easat-3402	306	21	both	both	DET
easat-3402	306	22	cluster	cluster	NOUN
easat-3402	306	23	cohesion	cohesion	NOUN
easat-3402	306	24	and	and	CCONJ
easat-3402	306	25	separation	separation	NOUN
easat-3402	306	26	are	be	AUX
easat-3402	306	27	inadequate	inadequate	ADJ
easat-3402	306	28	.	.	PUNCT
easat-3402	307	1	further	further	ADJ
easat-3402	307	2	exploration	exploration	NOUN
easat-3402	307	3	of	of	ADP
easat-3402	307	4	alternative	alternative	ADJ
easat-3402	307	5	methods	method	NOUN
easat-3402	307	6	or	or	CCONJ
easat-3402	307	7	adjustments	adjustment	NOUN
easat-3402	307	8	to	to	ADP
easat-3402	307	9	clustering	cluster	VERB
easat-3402	307	10	parameters	parameter	NOUN
easat-3402	307	11	may	may	AUX
easat-3402	307	12	lead	lead	VERB
easat-3402	307	13	to	to	ADP
easat-3402	307	14	improved	improved	ADJ
easat-3402	307	15	results	result	NOUN
easat-3402	307	16	.	.	PUNCT
easat-3402	308	1	5	5	X
easat-3402	308	2	.	.	X
easat-3402	308	3	comparative	comparative	ADJ
easat-3402	308	4	analysis	analysis	NOUN
easat-3402	308	5	classification	classification	NOUN
easat-3402	308	6	vs	vs	ADP
easat-3402	308	7	clustering	cluster	VERB
easat-3402	308	8	classification	classification	NOUN
easat-3402	308	9	methods	method	NOUN
easat-3402	308	10	significantly	significantly	ADV
easat-3402	308	11	outperform	outperform	VERB
easat-3402	308	12	clustering	clustering	ADJ
easat-3402	308	13	methods	method	NOUN
easat-3402	308	14	in	in	ADP
easat-3402	308	15	terms	term	NOUN
easat-3402	308	16	of	of	ADP
easat-3402	308	17	accuracy	accuracy	NOUN
easat-3402	308	18	and	and	CCONJ
easat-3402	308	19	balanced	balanced	ADJ
easat-3402	308	20	performance	performance	NOUN
easat-3402	308	21	across	across	ADP
easat-3402	308	22	genders	gender	NOUN
easat-3402	308	23	.	.	PUNCT
easat-3402	309	1	for	for	ADP
easat-3402	309	2	example	example	NOUN
easat-3402	309	3	,	,	PUNCT
easat-3402	309	4	the	the	DET
easat-3402	309	5	gbm	gbm	PROPN
easat-3402	309	6	model	model	NOUN
easat-3402	309	7	demonstrates	demonstrate	VERB
easat-3402	309	8	high	high	ADJ
easat-3402	309	9	accuracy	accuracy	NOUN
easat-3402	309	10	and	and	CCONJ
easat-3402	309	11	f1	f1	NOUN
easat-3402	309	12	scores	score	NOUN
easat-3402	309	13	for	for	ADP
easat-3402	309	14	both	both	DET
easat-3402	309	15	genders	gender	NOUN
easat-3402	309	16	,	,	PUNCT
easat-3402	309	17	highlighting	highlight	VERB
easat-3402	309	18	its	its	PRON
easat-3402	309	19	effectiveness	effectiveness	NOUN
easat-3402	309	20	in	in	ADP
easat-3402	309	21	classifying	classify	VERB
easat-3402	309	22	data	datum	NOUN
easat-3402	309	23	points	point	NOUN
easat-3402	309	24	with	with	ADP
easat-3402	309	25	clear	clear	ADJ
easat-3402	309	26	labels	label	NOUN
easat-3402	309	27	.	.	PUNCT
easat-3402	310	1	in	in	ADP
easat-3402	310	2	contrast	contrast	NOUN
easat-3402	310	3	,	,	PUNCT
easat-3402	310	4	clustering	clustering	ADJ
easat-3402	310	5	methods	method	NOUN
easat-3402	310	6	struggle	struggle	VERB
easat-3402	310	7	with	with	ADP
easat-3402	310	8	accurately	accurately	ADV
easat-3402	310	9	identifying	identify	VERB
easat-3402	310	10	males	male	NOUN
easat-3402	310	11	because	because	SCONJ
easat-3402	310	12	they	they	PRON
easat-3402	310	13	are	be	AUX
easat-3402	310	14	not	not	PART
easat-3402	310	15	designed	design	VERB
easat-3402	310	16	to	to	PART
easat-3402	310	17	optimize	optimize	VERB
easat-3402	310	18	for	for	ADP
easat-3402	310	19	specific	specific	ADJ
easat-3402	310	20	class	class	NOUN
easat-3402	310	21	labels	label	NOUN
easat-3402	310	22	.	.	PUNCT
easat-3402	311	1	as	as	ADP
easat-3402	311	2	a	a	DET
easat-3402	311	3	result	result	NOUN
easat-3402	311	4	,	,	PUNCT
easat-3402	311	5	clustering	clustering	ADJ
easat-3402	311	6	methods	method	NOUN
easat-3402	311	7	generally	generally	ADV
easat-3402	311	8	perform	perform	VERB
easat-3402	311	9	lower	low	ADJ
easat-3402	311	10	,	,	PUNCT
easat-3402	311	11	as	as	SCONJ
easat-3402	311	12	they	they	PRON
easat-3402	311	13	focus	focus	VERB
easat-3402	311	14	on	on	ADP
easat-3402	311	15	finding	find	VERB
easat-3402	311	16	natural	natural	ADJ
easat-3402	311	17	groupings	grouping	NOUN
easat-3402	311	18	in	in	ADP
easat-3402	311	19	the	the	DET
easat-3402	311	20	data	datum	NOUN
easat-3402	311	21	without	without	ADP
easat-3402	311	22	regard	regard	NOUN
easat-3402	311	23	to	to	ADP
easat-3402	311	24	labels	label	NOUN
easat-3402	311	25	.	.	PUNCT
easat-3402	312	1	clearly	clearly	ADV
easat-3402	312	2	,	,	PUNCT
easat-3402	312	3	classification	classification	NOUN
easat-3402	312	4	is	be	AUX
easat-3402	312	5	the	the	DET
easat-3402	312	6	more	more	ADV
easat-3402	312	7	suitable	suitable	ADJ
easat-3402	312	8	approach	approach	NOUN
easat-3402	312	9	for	for	ADP
easat-3402	312	10	gender	gender	NOUN
easat-3402	312	11	classification	classification	NOUN
easat-3402	312	12	in	in	ADP
easat-3402	312	13	this	this	DET
easat-3402	312	14	dataset	dataset	NOUN
easat-3402	312	15	.	.	PUNCT
easat-3402	313	1	the	the	DET
easat-3402	313	2	models	model	NOUN
easat-3402	313	3	used	use	VERB
easat-3402	313	4	are	be	AUX
easat-3402	313	5	specifically	specifically	ADV
easat-3402	313	6	trained	train	VERB
easat-3402	313	7	to	to	PART
easat-3402	313	8	differentiate	differentiate	VERB
easat-3402	313	9	between	between	ADP
easat-3402	313	10	classes	class	NOUN
easat-3402	313	11	,	,	PUNCT
easat-3402	313	12	resulting	result	VERB
easat-3402	313	13	in	in	ADP
easat-3402	313	14	higher	high	ADJ
easat-3402	313	15	accuracy	accuracy	NOUN
easat-3402	313	16	and	and	CCONJ
easat-3402	313	17	more	more	ADV
easat-3402	313	18	balanced	balanced	ADJ
easat-3402	313	19	performance	performance	NOUN
easat-3402	313	20	across	across	ADP
easat-3402	313	21	genders	gender	NOUN
easat-3402	313	22	.	.	PUNCT
easat-3402	314	1	while	while	SCONJ
easat-3402	314	2	clustering	clustering	NOUN
easat-3402	314	3	is	be	AUX
easat-3402	314	4	valuable	valuable	ADJ
easat-3402	314	5	for	for	ADP
easat-3402	314	6	exploratory	exploratory	ADJ
easat-3402	314	7	data	datum	NOUN
easat-3402	314	8	analysis	analysis	NOUN
easat-3402	314	9	,	,	PUNCT
easat-3402	314	10	it	it	PRON
easat-3402	314	11	is	be	AUX
easat-3402	314	12	less	less	ADV
easat-3402	314	13	effective	effective	ADJ
easat-3402	314	14	for	for	ADP
easat-3402	314	15	this	this	DET
easat-3402	314	16	task	task	NOUN
easat-3402	314	17	,	,	PUNCT
easat-3402	314	18	particularly	particularly	ADV
easat-3402	314	19	because	because	SCONJ
easat-3402	314	20	it	it	PRON
easat-3402	314	21	does	do	AUX
easat-3402	314	22	not	not	PART
easat-3402	314	23	directly	directly	ADV
easat-3402	314	24	optimize	optimize	VERB
easat-3402	314	25	for	for	ADP
easat-3402	314	26	accurate	accurate	ADJ
easat-3402	314	27	identification	identification	NOUN
easat-3402	314	28	of	of	ADP
easat-3402	314	29	males	male	NOUN
easat-3402	314	30	and	and	CCONJ
easat-3402	314	31	females	female	NOUN
easat-3402	314	32	.	.	PUNCT
easat-3402	315	1	given	give	VERB
easat-3402	315	2	the	the	DET
easat-3402	315	3	results	result	NOUN
easat-3402	315	4	,	,	PUNCT
easat-3402	315	5	using	use	VERB
easat-3402	315	6	gbm	gbm	PROPN
easat-3402	315	7	or	or	CCONJ
easat-3402	315	8	other	other	ADJ
easat-3402	315	9	robust	robust	ADJ
easat-3402	315	10	classification	classification	NOUN
easat-3402	315	11	models	model	NOUN
easat-3402	315	12	such	such	ADJ
easat-3402	315	13	as	as	ADP
easat-3402	315	14	random	random	ADJ
easat-3402	315	15	forest	forest	NOUN
easat-3402	315	16	or	or	CCONJ
easat-3402	315	17	k	k	PROPN
easat-3402	315	18	-	-	PUNCT
easat-3402	315	19	nn	nn	PROPN
easat-3402	315	20	is	be	AUX
easat-3402	315	21	recommended	recommend	VERB
easat-3402	315	22	for	for	ADP
easat-3402	315	23	gender	gender	NOUN
easat-3402	315	24	classification	classification	NOUN
easat-3402	315	25	in	in	ADP
easat-3402	315	26	this	this	DET
easat-3402	315	27	dataset	dataset	NOUN
easat-3402	315	28	.	.	PUNCT
easat-3402	316	1	these	these	DET
easat-3402	316	2	methods	method	NOUN
easat-3402	316	3	offer	offer	VERB
easat-3402	316	4	the	the	DET
easat-3402	316	5	best	good	ADJ
easat-3402	316	6	accuracy	accuracy	NOUN
easat-3402	316	7	,	,	PUNCT
easat-3402	316	8	precision	precision	NOUN
easat-3402	316	9	,	,	PUNCT
easat-3402	316	10	and	and	CCONJ
easat-3402	316	11	f1	f1	PROPN
easat-3402	316	12	scores	score	NOUN
easat-3402	316	13	,	,	PUNCT
easat-3402	316	14	providing	provide	VERB
easat-3402	316	15	strong	strong	ADJ
easat-3402	316	16	performance	performance	NOUN
easat-3402	316	17	for	for	ADP
easat-3402	316	18	both	both	CCONJ
easat-3402	316	19	male	male	ADJ
easat-3402	316	20	and	and	CCONJ
easat-3402	316	21	female	female	ADJ
easat-3402	316	22	classifications	classification	NOUN
easat-3402	316	23	.	.	PUNCT
easat-3402	317	1	clustering	cluster	VERB
easat-3402	317	2	can	can	AUX
easat-3402	317	3	complement	complement	VERB
easat-3402	317	4	classification	classification	NOUN
easat-3402	317	5	for	for	ADP
easat-3402	317	6	exploratory	exploratory	ADJ
easat-3402	317	7	purposes	purpose	NOUN
easat-3402	317	8	or	or	CCONJ
easat-3402	317	9	to	to	PART
easat-3402	317	10	gain	gain	VERB
easat-3402	317	11	insights	insight	NOUN
easat-3402	317	12	into	into	ADP
easat-3402	317	13	the	the	DET
easat-3402	317	14	data	data	NOUN
easat-3402	317	15	structure	structure	NOUN
easat-3402	317	16	but	but	CCONJ
easat-3402	317	17	should	should	AUX
easat-3402	317	18	not	not	PART
easat-3402	317	19	be	be	AUX
easat-3402	317	20	relied	rely	VERB
easat-3402	317	21	upon	upon	SCONJ
easat-3402	317	22	as	as	ADP
easat-3402	317	23	the	the	DET
easat-3402	317	24	primary	primary	ADJ
easat-3402	317	25	method	method	NOUN
easat-3402	317	26	for	for	ADP
easat-3402	317	27	gender	gender	NOUN
easat-3402	317	28	classification	classification	NOUN
easat-3402	317	29	.	.	PUNCT
easat-3402	318	1	6	6	X
easat-3402	318	2	.	.	X
easat-3402	318	3	conclusion	conclusion	NOUN
easat-3402	318	4	in	in	ADP
easat-3402	318	5	this	this	DET
easat-3402	318	6	study	study	NOUN
easat-3402	318	7	,	,	PUNCT
easat-3402	318	8	we	we	PRON
easat-3402	318	9	assessed	assess	VERB
easat-3402	318	10	various	various	ADJ
easat-3402	318	11	machine	machine	NOUN
easat-3402	318	12	learning	learn	VERB
easat-3402	318	13	techniques	technique	NOUN
easat-3402	318	14	for	for	ADP
easat-3402	318	15	gender	gender	NOUN
easat-3402	318	16	classification	classification	NOUN
easat-3402	318	17	by	by	ADP
easat-3402	318	18	comparing	compare	VERB
easat-3402	318	19	the	the	DET
easat-3402	318	20	effectiveness	effectiveness	NOUN
easat-3402	318	21	of	of	ADP
easat-3402	318	22	classification	classification	NOUN
easat-3402	318	23	and	and	CCONJ
easat-3402	318	24	clustering	clustering	ADJ
easat-3402	318	25	methods	method	NOUN
easat-3402	318	26	on	on	ADP
easat-3402	318	27	a	a	DET
easat-3402	318	28	dataset	dataset	NOUN
easat-3402	318	29	of	of	ADP
easat-3402	318	30	first	first	ADJ
easat-3402	318	31	names	name	NOUN
easat-3402	318	32	.	.	PUNCT
easat-3402	319	1	our	our	PRON
easat-3402	319	2	analysis	analysis	NOUN
easat-3402	319	3	reveals	reveal	VERB
easat-3402	319	4	that	that	SCONJ
easat-3402	319	5	classification	classification	NOUN
easat-3402	319	6	methods	method	NOUN
easat-3402	319	7	—	—	PUNCT
easat-3402	319	8	specifically	specifically	ADV
easat-3402	319	9	gradient	gradient	ADJ
easat-3402	319	10	boosting	boost	VERB
easat-3402	319	11	machine	machine	NOUN
easat-3402	319	12	(	(	PUNCT
easat-3402	319	13	gbm	gbm	NOUN
easat-3402	319	14	)	)	PUNCT
easat-3402	319	15	,	,	PUNCT
easat-3402	319	16	random	random	ADJ
easat-3402	319	17	forest	forest	NOUN
easat-3402	319	18	,	,	PUNCT
easat-3402	319	19	and	and	CCONJ
easat-3402	319	20	k	k	X
easat-3402	319	21	-	-	PUNCT
easat-3402	319	22	nearest	near	ADJ
easat-3402	319	23	neighbors	neighbor	NOUN
easat-3402	319	24	(	(	PUNCT
easat-3402	319	25	k	k	X
easat-3402	319	26	-	-	ADJ
easat-3402	319	27	nn)—outperform	nn)—outperform	ADJ
easat-3402	319	28	clustering	clustering	ADJ
easat-3402	319	29	methods	method	NOUN
easat-3402	319	30	significantly	significantly	ADV
easat-3402	319	31	in	in	ADP
easat-3402	319	32	terms	term	NOUN
easat-3402	319	33	of	of	ADP
easat-3402	319	34	accuracy	accuracy	NOUN
easat-3402	319	35	and	and	CCONJ
easat-3402	319	36	balanced	balanced	ADJ
easat-3402	319	37	performance	performance	NOUN
easat-3402	319	38	across	across	ADP
easat-3402	319	39	genders	gender	NOUN
easat-3402	319	40	.	.	PUNCT
easat-3402	320	1	notably	notably	ADV
easat-3402	320	2	,	,	PUNCT
easat-3402	320	3	the	the	DET
easat-3402	320	4	gbm	gbm	PROPN
easat-3402	320	5	model	model	NOUN
easat-3402	320	6	exhibited	exhibit	VERB
easat-3402	320	7	high	high	ADJ
easat-3402	320	8	accuracy	accuracy	NOUN
easat-3402	320	9	and	and	CCONJ
easat-3402	320	10	strong	strong	ADJ
easat-3402	320	11	f1	f1	NOUN
easat-3402	320	12	scores	score	NOUN
easat-3402	320	13	for	for	ADP
easat-3402	320	14	both	both	CCONJ
easat-3402	320	15	male	male	ADJ
easat-3402	320	16	and	and	CCONJ
easat-3402	320	17	female	female	ADJ
easat-3402	320	18	names	name	NOUN
easat-3402	320	19	,	,	PUNCT
easat-3402	320	20	demonstrating	demonstrate	VERB
easat-3402	320	21	its	its	PRON
easat-3402	320	22	proficiency	proficiency	NOUN
easat-3402	320	23	with	with	ADP
easat-3402	320	24	clearly	clearly	ADV
easat-3402	320	25	labeled	label	VERB
easat-3402	320	26	data	datum	NOUN
easat-3402	320	27	.	.	PUNCT
easat-3402	321	1	in	in	ADP
easat-3402	321	2	contrast	contrast	NOUN
easat-3402	321	3	,	,	PUNCT
easat-3402	321	4	clustering	clustering	ADJ
easat-3402	321	5	methods	method	NOUN
easat-3402	321	6	such	such	ADJ
easat-3402	321	7	as	as	ADP
easat-3402	321	8	hierarchical	hierarchical	ADJ
easat-3402	321	9	clustering	clustering	NOUN
easat-3402	321	10	and	and	CCONJ
easat-3402	321	11	dbscan	dbscan	NOUN
easat-3402	321	12	faced	face	VERB
easat-3402	321	13	significant	significant	ADJ
easat-3402	321	14	difficulties	difficulty	NOUN
easat-3402	321	15	in	in	ADP
easat-3402	321	16	accurately	accurately	ADV
easat-3402	321	17	identifying	identify	VERB
easat-3402	321	18	males	male	NOUN
easat-3402	321	19	.	.	PUNCT
easat-3402	322	1	these	these	DET
easat-3402	322	2	challenges	challenge	NOUN
easat-3402	322	3	arise	arise	VERB
easat-3402	322	4	from	from	ADP
easat-3402	322	5	their	their	PRON
easat-3402	322	6	design	design	NOUN
easat-3402	322	7	,	,	PUNCT
easat-3402	322	8	which	which	PRON
easat-3402	322	9	emphasizes	emphasize	VERB
easat-3402	322	10	6496	6496	NUM
easat-3402	322	11	edelweiss	edelweiss	PROPN
easat-3402	322	12	applied	apply	VERB
easat-3402	322	13	science	science	NOUN
easat-3402	322	14	and	and	CCONJ
easat-3402	322	15	technology	technology	NOUN
easat-3402	322	16	issn	issn	PROPN
easat-3402	322	17	:	:	PUNCT
easat-3402	322	18	2576	2576	NUM
easat-3402	322	19	-	-	SYM
easat-3402	322	20	8484	8484	NUM
easat-3402	322	21	vol	vol	NOUN
easat-3402	322	22	.	.	PROPN
easat-3402	323	1	8	8	NUM
easat-3402	323	2	,	,	PUNCT
easat-3402	323	3	no	no	INTJ
easat-3402	323	4	.	.	NOUN
easat-3402	324	1	6	6	NUM
easat-3402	324	2	:	:	PUNCT
easat-3402	324	3	6480	6480	NUM
easat-3402	324	4	-	-	SYM
easat-3402	324	5	6497	6497	NUM
easat-3402	324	6	,	,	PUNCT
easat-3402	324	7	2024	2024	NUM
easat-3402	324	8	doi	doi	NOUN
easat-3402	324	9	:	:	PUNCT
easat-3402	324	10	10.55214/25768484.v8i6.3402	10.55214/25768484.v8i6.3402	NUM
easat-3402	324	11	©	©	PROPN
easat-3402	324	12	2024	2024	NUM
easat-3402	324	13	by	by	ADP
easat-3402	324	14	the	the	DET
easat-3402	324	15	author	author	NOUN
easat-3402	324	16	;	;	PUNCT
easat-3402	324	17	licensee	licensee	PROPN
easat-3402	324	18	learning	learning	NOUN
easat-3402	324	19	gate	gate	NOUN
easat-3402	324	20	grouping	grouping	NOUN
easat-3402	324	21	based	base	VERB
easat-3402	324	22	on	on	ADP
easat-3402	324	23	similarity	similarity	NOUN
easat-3402	324	24	without	without	ADP
easat-3402	324	25	optimizing	optimize	VERB
easat-3402	324	26	for	for	ADP
easat-3402	324	27	specific	specific	ADJ
easat-3402	324	28	class	class	NOUN
easat-3402	324	29	labels	label	NOUN
easat-3402	324	30	.	.	PUNCT
easat-3402	325	1	metrics	metric	NOUN
easat-3402	325	2	such	such	ADJ
easat-3402	325	3	as	as	ADP
easat-3402	325	4	the	the	DET
easat-3402	325	5	silhouette	silhouette	NOUN
easat-3402	325	6	plot	plot	NOUN
easat-3402	325	7	,	,	PUNCT
easat-3402	325	8	silhouette	silhouette	NOUN
easat-3402	325	9	score	score	NOUN
easat-3402	325	10	,	,	PUNCT
easat-3402	325	11	within	within	ADP
easat-3402	325	12	-	-	PUNCT
easat-3402	325	13	cluster	cluster	NOUN
easat-3402	325	14	sum	sum	NOUN
easat-3402	325	15	of	of	ADP
easat-3402	325	16	squares	square	NOUN
easat-3402	325	17	(	(	PUNCT
easat-3402	325	18	wcss	wcss	ADJ
easat-3402	325	19	)	)	PUNCT
easat-3402	325	20	,	,	PUNCT
easat-3402	325	21	and	and	CCONJ
easat-3402	325	22	davies	davy	NOUN
easat-3402	325	23	-	-	PUNCT
easat-3402	325	24	bouldin	bouldin	NOUN
easat-3402	325	25	index	index	NOUN
easat-3402	325	26	(	(	PUNCT
easat-3402	325	27	dbi	dbi	PROPN
easat-3402	325	28	)	)	PUNCT
easat-3402	325	29	collectively	collectively	ADV
easat-3402	325	30	showed	show	VERB
easat-3402	325	31	that	that	SCONJ
easat-3402	325	32	clustering	clustering	NOUN
easat-3402	325	33	methods	method	NOUN
easat-3402	325	34	struggled	struggle	VERB
easat-3402	325	35	to	to	PART
easat-3402	325	36	effectively	effectively	ADV
easat-3402	325	37	distinguish	distinguish	VERB
easat-3402	325	38	between	between	ADP
easat-3402	325	39	genders	gender	NOUN
easat-3402	325	40	,	,	PUNCT
easat-3402	325	41	particularly	particularly	ADV
easat-3402	325	42	for	for	ADP
easat-3402	325	43	males	male	NOUN
easat-3402	325	44	.	.	PUNCT
easat-3402	326	1	our	our	PRON
easat-3402	326	2	findings	finding	NOUN
easat-3402	326	3	suggest	suggest	VERB
easat-3402	326	4	that	that	SCONJ
easat-3402	326	5	classification	classification	NOUN
easat-3402	326	6	techniques	technique	NOUN
easat-3402	326	7	are	be	AUX
easat-3402	326	8	more	more	ADV
easat-3402	326	9	appropriate	appropriate	ADJ
easat-3402	326	10	for	for	ADP
easat-3402	326	11	gender	gender	NOUN
easat-3402	326	12	classification	classification	NOUN
easat-3402	326	13	in	in	ADP
easat-3402	326	14	this	this	DET
easat-3402	326	15	scenario	scenario	NOUN
easat-3402	326	16	,	,	PUNCT
easat-3402	326	17	as	as	SCONJ
easat-3402	326	18	they	they	PRON
easat-3402	326	19	are	be	AUX
easat-3402	326	20	designed	design	VERB
easat-3402	326	21	to	to	PART
easat-3402	326	22	differentiate	differentiate	VERB
easat-3402	326	23	between	between	ADP
easat-3402	326	24	distinct	distinct	ADJ
easat-3402	326	25	classes	class	NOUN
easat-3402	326	26	,	,	PUNCT
easat-3402	326	27	leading	lead	VERB
easat-3402	326	28	to	to	ADP
easat-3402	326	29	better	well	ADJ
easat-3402	326	30	performance	performance	NOUN
easat-3402	326	31	.	.	PUNCT
easat-3402	327	1	although	although	SCONJ
easat-3402	327	2	clustering	clustering	ADJ
easat-3402	327	3	methods	method	NOUN
easat-3402	327	4	can	can	AUX
easat-3402	327	5	be	be	AUX
easat-3402	327	6	valuable	valuable	ADJ
easat-3402	327	7	for	for	ADP
easat-3402	327	8	exploratory	exploratory	ADJ
easat-3402	327	9	data	datum	NOUN
easat-3402	327	10	analysis	analysis	NOUN
easat-3402	327	11	and	and	CCONJ
easat-3402	327	12	understanding	understand	VERB
easat-3402	327	13	data	datum	NOUN
easat-3402	327	14	structures	structure	NOUN
easat-3402	327	15	,	,	PUNCT
easat-3402	327	16	they	they	PRON
easat-3402	327	17	are	be	AUX
easat-3402	327	18	not	not	PART
easat-3402	327	19	recommended	recommend	VERB
easat-3402	327	20	as	as	ADP
easat-3402	327	21	the	the	DET
easat-3402	327	22	primary	primary	ADJ
easat-3402	327	23	approach	approach	NOUN
easat-3402	327	24	for	for	ADP
easat-3402	327	25	gender	gender	NOUN
easat-3402	327	26	classification	classification	NOUN
easat-3402	327	27	.	.	PUNCT
easat-3402	328	1	in	in	ADP
easat-3402	328	2	conclusion	conclusion	NOUN
easat-3402	328	3	,	,	PUNCT
easat-3402	328	4	robust	robust	ADJ
easat-3402	328	5	classification	classification	NOUN
easat-3402	328	6	models	model	NOUN
easat-3402	328	7	like	like	ADP
easat-3402	328	8	gbm	gbm	NOUN
easat-3402	328	9	,	,	PUNCT
easat-3402	328	10	random	random	ADJ
easat-3402	328	11	forest	forest	NOUN
easat-3402	328	12	,	,	PUNCT
easat-3402	328	13	or	or	CCONJ
easat-3402	328	14	k	k	PROPN
easat-3402	328	15	-	-	PUNCT
easat-3402	328	16	nn	nn	PROPN
easat-3402	328	17	are	be	AUX
easat-3402	328	18	recommended	recommend	VERB
easat-3402	328	19	for	for	ADP
easat-3402	328	20	gender	gender	NOUN
easat-3402	328	21	classification	classification	NOUN
easat-3402	328	22	tasks	task	NOUN
easat-3402	328	23	involving	involve	VERB
easat-3402	328	24	this	this	DET
easat-3402	328	25	dataset	dataset	NOUN
easat-3402	328	26	to	to	PART
easat-3402	328	27	achieve	achieve	VERB
easat-3402	328	28	accurate	accurate	ADJ
easat-3402	328	29	and	and	CCONJ
easat-3402	328	30	balanced	balanced	ADJ
easat-3402	328	31	results	result	NOUN
easat-3402	328	32	.	.	PUNCT
easat-3402	329	1	while	while	SCONJ
easat-3402	329	2	clustering	clustering	ADJ
easat-3402	329	3	methods	method	NOUN
easat-3402	329	4	may	may	AUX
easat-3402	329	5	be	be	AUX
easat-3402	329	6	useful	useful	ADJ
easat-3402	329	7	for	for	ADP
easat-3402	329	8	initial	initial	ADJ
easat-3402	329	9	exploration	exploration	NOUN
easat-3402	329	10	,	,	PUNCT
easat-3402	329	11	they	they	PRON
easat-3402	329	12	should	should	AUX
easat-3402	329	13	not	not	PART
easat-3402	329	14	replace	replace	VERB
easat-3402	329	15	classification	classification	NOUN
easat-3402	329	16	techniques	technique	NOUN
easat-3402	329	17	where	where	SCONJ
easat-3402	329	18	precise	precise	ADJ
easat-3402	329	19	gender	gender	NOUN
easat-3402	329	20	identification	identification	NOUN
easat-3402	329	21	is	be	AUX
easat-3402	329	22	essential	essential	ADJ
easat-3402	329	23	.	.	PUNCT
easat-3402	330	1	future	future	ADJ
easat-3402	330	2	research	research	NOUN
easat-3402	330	3	could	could	AUX
easat-3402	330	4	focus	focus	VERB
easat-3402	330	5	on	on	ADP
easat-3402	330	6	refining	refine	VERB
easat-3402	330	7	clustering	cluster	VERB
easat-3402	330	8	parameters	parameter	NOUN
easat-3402	330	9	or	or	CCONJ
easat-3402	330	10	exploring	explore	VERB
easat-3402	330	11	alternative	alternative	ADJ
easat-3402	330	12	approaches	approach	NOUN
easat-3402	330	13	to	to	PART
easat-3402	330	14	enhance	enhance	VERB
easat-3402	330	15	gender	gender	NOUN
easat-3402	330	16	classification	classification	NOUN
easat-3402	330	17	performance	performance	NOUN
easat-3402	330	18	and	and	CCONJ
easat-3402	330	19	address	address	VERB
easat-3402	330	20	the	the	DET
easat-3402	330	21	limitations	limitation	NOUN
easat-3402	330	22	identified	identify	VERB
easat-3402	330	23	in	in	ADP
easat-3402	330	24	this	this	DET
easat-3402	330	25	study	study	NOUN
easat-3402	330	26	.	.	PUNCT
easat-3402	331	1	funding	funding	NOUN
easat-3402	331	2	:	:	PUNCT
easat-3402	331	3	this	this	DET
easat-3402	331	4	research	research	NOUN
easat-3402	331	5	did	do	AUX
easat-3402	331	6	not	not	PART
easat-3402	331	7	receive	receive	VERB
easat-3402	331	8	any	any	DET
easat-3402	331	9	specific	specific	ADJ
easat-3402	331	10	funding	funding	NOUN
easat-3402	331	11	from	from	ADP
easat-3402	331	12	any	any	DET
easat-3402	331	13	source	source	NOUN
easat-3402	331	14	.	.	PUNCT
easat-3402	332	1	copyright	copyright	NOUN
easat-3402	332	2	:	:	PUNCT
easat-3402	332	3	©	©	PROPN
easat-3402	332	4	2024	2024	NUM
easat-3402	332	5	by	by	ADP
easat-3402	332	6	the	the	DET
easat-3402	332	7	authors	author	NOUN
easat-3402	332	8	.	.	PUNCT
easat-3402	333	1	this	this	DET
easat-3402	333	2	article	article	NOUN
easat-3402	333	3	is	be	AUX
easat-3402	333	4	an	an	DET
easat-3402	333	5	open	open	ADJ
easat-3402	333	6	access	access	NOUN
easat-3402	333	7	article	article	NOUN
easat-3402	333	8	distributed	distribute	VERB
easat-3402	333	9	under	under	ADP
easat-3402	333	10	the	the	DET
easat-3402	333	11	terms	term	NOUN
easat-3402	333	12	and	and	CCONJ
easat-3402	333	13	conditions	condition	NOUN
easat-3402	333	14	of	of	ADP
easat-3402	333	15	the	the	DET
easat-3402	333	16	creative	creative	ADJ
easat-3402	333	17	commons	common	NOUN
easat-3402	333	18	attribution	attribution	NOUN
easat-3402	333	19	(	(	PUNCT
easat-3402	333	20	cc	cc	NOUN
easat-3402	333	21	by	by	ADP
easat-3402	333	22	)	)	PUNCT
easat-3402	333	23	license	license	NOUN
easat-3402	333	24	(	(	PUNCT
easat-3402	333	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3402	333	26	)	)	PUNCT
easat-3402	333	27	.	.	PUNCT
easat-3402	334	1	references	reference	NOUN
easat-3402	334	2	[	[	X
easat-3402	334	3	1	1	NUM
easat-3402	334	4	]	]	PUNCT
easat-3402	334	5	anderson	anderson	PROPN
easat-3402	334	6	,	,	PUNCT
easat-3402	334	7	j.	j.	PROPN
easat-3402	334	8	,	,	PUNCT
easat-3402	334	9	ewen	ewen	PROPN
easat-3402	334	10	,	,	PUNCT
easat-3402	334	11	c.	c.	PROPN
easat-3402	334	12	,	,	PUNCT
easat-3402	334	13	&	&	CCONJ
easat-3402	334	14	staun	staun	PROPN
easat-3402	334	15	,	,	PUNCT
easat-3402	334	16	j.	j.	PROPN
easat-3402	334	17	(	(	PUNCT
easat-3402	334	18	2008	2008	NUM
easat-3402	334	19	)	)	PUNCT
easat-3402	334	20	.	.	PUNCT
easat-3402	335	1	phonological	phonological	ADJ
easat-3402	335	2	structure	structure	NOUN
easat-3402	335	3	:	:	PUNCT
easat-3402	335	4	segmental	segmental	ADJ
easat-3402	335	5	,	,	PUNCT
easat-3402	335	6	suprasegmental	suprasegmental	ADJ
easat-3402	335	7	and	and	CCONJ
easat-3402	335	8	extrasegmental	extrasegmental	ADJ
easat-3402	335	9	.	.	PUNCT
easat-3402	336	1	cambridge	cambridge	PROPN
easat-3402	336	2	university	university	PROPN
easat-3402	336	3	press	press	NOUN
easat-3402	336	4	.	.	PUNCT
easat-3402	337	1	[	[	X
easat-3402	337	2	2	2	X
easat-3402	337	3	]	]	PUNCT
easat-3402	337	4	https://doi.org/10.1017/s0954394508000272	https://doi.org/10.1017/s0954394508000272	NUM
easat-3402	337	5	[	[	X
easat-3402	337	6	3	3	X
easat-3402	337	7	]	]	X
easat-3402	337	8	al	al	PROPN
easat-3402	337	9	tamimi	tamimi	PROPN
easat-3402	337	10	,	,	PUNCT
easat-3402	337	11	y.	y.	PROPN
easat-3402	337	12	and	and	CCONJ
easat-3402	337	13	smith	smith	PROPN
easat-3402	337	14	,	,	PUNCT
easat-3402	337	15	m.	m.	NOUN
easat-3402	337	16	(	(	PUNCT
easat-3402	337	17	2023	2023	NUM
easat-3402	337	18	)	)	PUNCT
easat-3402	337	19	.	.	PUNCT
easat-3402	338	1	phonological	phonological	ADJ
easat-3402	338	2	features	feature	NOUN
easat-3402	338	3	of	of	ADP
easat-3402	338	4	saudi	saudi	ADJ
easat-3402	338	5	arabian	arabian	ADJ
easat-3402	338	6	anthroponyms	anthroponym	NOUN
easat-3402	338	7	,	,	PUNCT
easat-3402	338	8	arab	arab	ADJ
easat-3402	338	9	world	world	PROPN
easat-3402	338	10	english	english	PROPN
easat-3402	338	11	journal	journal	PROPN
easat-3402	338	12	,	,	PUNCT
easat-3402	338	13	vol	vol	NOUN
easat-3402	338	14	.	.	PROPN
easat-3402	338	15	14	14	NUM
easat-3402	338	16	,	,	PUNCT
easat-3402	338	17	no	no	INTJ
easat-3402	338	18	.	.	NOUN
easat-3402	338	19	1	1	NUM
easat-3402	338	20	,	,	PUNCT
easat-3402	338	21	486	486	NUM
easat-3402	338	22	-	-	SYM
easat-3402	338	23	501	501	NUM
easat-3402	338	24	.	.	PUNCT
easat-3402	339	1	[	[	X
easat-3402	339	2	4	4	NUM
easat-3402	339	3	]	]	X
easat-3402	339	4	arrieta	arrieta	NOUN
easat-3402	339	5	,	,	PUNCT
easat-3402	339	6	a.	a.	PROPN
easat-3402	339	7	b.	b.	PROPN
easat-3402	339	8	,	,	PUNCT
easat-3402	339	9	díaz	díaz	NOUN
easat-3402	339	10	-	-	PUNCT
easat-3402	339	11	rodríguez	rodríguez	NOUN
easat-3402	339	12	,	,	PUNCT
easat-3402	339	13	n.	n.	NOUN
easat-3402	339	14	,	,	PUNCT
easat-3402	339	15	del	del	PROPN
easat-3402	339	16	ser	ser	PROPN
easat-3402	339	17	,	,	PUNCT
easat-3402	339	18	j.	j.	PROPN
easat-3402	339	19	,	,	PUNCT
easat-3402	339	20	bennetot	bennetot	PROPN
easat-3402	339	21	,	,	PUNCT
easat-3402	339	22	a.	a.	NOUN
easat-3402	339	23	,	,	PUNCT
easat-3402	339	24	tabik	tabik	PROPN
easat-3402	339	25	,	,	PUNCT
easat-3402	339	26	s.	s.	PROPN
easat-3402	339	27	,	,	PUNCT
easat-3402	339	28	barbado	barbado	PROPN
easat-3402	339	29	,	,	PUNCT
easat-3402	339	30	a.	a.	NOUN
easat-3402	339	31	,	,	PUNCT
easat-3402	339	32	...	...	PUNCT
easat-3402	339	33	&	&	CCONJ
easat-3402	339	34	herrera	herrera	PROPN
easat-3402	339	35	,	,	PUNCT
easat-3402	339	36	f.	f.	PROPN
easat-3402	339	37	(	(	PUNCT
easat-3402	339	38	2020	2020	NUM
easat-3402	339	39	)	)	PUNCT
easat-3402	339	40	.	.	PUNCT
easat-3402	340	1	explainable	explainable	ADJ
easat-3402	340	2	artificial	artificial	ADJ
easat-3402	340	3	intelligence	intelligence	NOUN
easat-3402	340	4	(	(	PUNCT
easat-3402	340	5	xai	xai	PROPN
easat-3402	340	6	):	):	PUNCT
easat-3402	340	7	concepts	concept	NOUN
easat-3402	340	8	,	,	PUNCT
easat-3402	340	9	taxonomies	taxonomy	NOUN
easat-3402	340	10	,	,	PUNCT
easat-3402	340	11	opportunities	opportunity	NOUN
easat-3402	340	12	and	and	CCONJ
easat-3402	340	13	challenges	challenge	NOUN
easat-3402	340	14	toward	toward	ADP
easat-3402	340	15	responsible	responsible	ADJ
easat-3402	340	16	ai	ai	NOUN
easat-3402	340	17	.	.	PUNCT
easat-3402	340	18	information	information	NOUN
easat-3402	340	19	fusion	fusion	NOUN
easat-3402	340	20	,	,	PUNCT
easat-3402	340	21	58	58	NUM
easat-3402	340	22	,	,	PUNCT
easat-3402	340	23	82	82	NUM
easat-3402	340	24	-	-	SYM
easat-3402	340	25	115	115	NUM
easat-3402	340	26	.	.	PUNCT
easat-3402	341	1	[	[	X
easat-3402	341	2	5	5	NUM
easat-3402	341	3	]	]	PUNCT
easat-3402	341	4	cao	cao	PROPN
easat-3402	341	5	,	,	PUNCT
easat-3402	341	6	y.	y.	PROPN
easat-3402	341	7	t.	t.	PROPN
easat-3402	341	8	,	,	PUNCT
easat-3402	341	9	&	&	CCONJ
easat-3402	341	10	daumé	daumé	PROPN
easat-3402	341	11	iii	iii	PROPN
easat-3402	341	12	,	,	PUNCT
easat-3402	341	13	h.	h.	PROPN
easat-3402	341	14	(	(	PUNCT
easat-3402	341	15	2021	2021	NUM
easat-3402	341	16	)	)	PUNCT
easat-3402	341	17	.	.	PUNCT
easat-3402	342	1	toward	toward	ADP
easat-3402	342	2	gender	gender	NOUN
easat-3402	342	3	-	-	PUNCT
easat-3402	342	4	inclusive	inclusive	ADJ
easat-3402	342	5	coreference	coreference	NOUN
easat-3402	342	6	resolution	resolution	NOUN
easat-3402	342	7	:	:	PUNCT
easat-3402	342	8	an	an	DET
easat-3402	342	9	analysis	analysis	NOUN
easat-3402	342	10	of	of	ADP
easat-3402	342	11	gender	gender	NOUN
easat-3402	342	12	and	and	CCONJ
easat-3402	342	13	bias	bias	NOUN
easat-3402	342	14	throughout	throughout	ADP
easat-3402	342	15	the	the	DET
easat-3402	342	16	machine	machine	NOUN
easat-3402	342	17	learning	learn	VERB
easat-3402	342	18	lifecycle	lifecycle	NOUN
easat-3402	342	19	.	.	PUNCT
easat-3402	343	1	computational	computational	ADJ
easat-3402	343	2	linguistics	linguistic	NOUN
easat-3402	343	3	,	,	PUNCT
easat-3402	343	4	47(3	47(3	NOUN
easat-3402	343	5	)	)	PUNCT
easat-3402	343	6	,	,	PUNCT
easat-3402	343	7	615	615	NUM
easat-3402	343	8	-	-	SYM
easat-3402	343	9	661	661	NUM
easat-3402	343	10	.	.	PUNCT
easat-3402	344	1	[	[	X
easat-3402	344	2	6	6	NUM
easat-3402	344	3	]	]	X
easat-3402	344	4	cho	cho	PROPN
easat-3402	344	5	,	,	PUNCT
easat-3402	344	6	h.	h.	PROPN
easat-3402	344	7	(	(	PUNCT
easat-3402	344	8	2024	2024	NUM
easat-3402	344	9	)	)	PUNCT
easat-3402	344	10	.	.	PUNCT
easat-3402	345	1	gender	gender	NOUN
easat-3402	345	2	classification	classification	NOUN
easat-3402	345	3	of	of	ADP
easat-3402	345	4	korean	korean	ADJ
easat-3402	345	5	personal	personal	ADJ
easat-3402	345	6	names	name	NOUN
easat-3402	345	7	:	:	PUNCT
easat-3402	345	8	deep	deep	ADJ
easat-3402	345	9	neural	neural	ADJ
easat-3402	345	10	networks	network	NOUN
easat-3402	345	11	versus	versus	ADP
easat-3402	345	12	human	human	ADJ
easat-3402	345	13	judgments	judgment	NOUN
easat-3402	345	14	.	.	PUNCT
easat-3402	346	1	lingua	lingua	PROPN
easat-3402	346	2	,	,	PUNCT
easat-3402	346	3	303	303	NUM
easat-3402	346	4	,	,	PUNCT
easat-3402	346	5	103703	103703	NUM
easat-3402	346	6	.	.	PUNCT
easat-3402	347	1	[	[	X
easat-3402	347	2	7	7	X
easat-3402	347	3	]	]	X
easat-3402	347	4	chun	chun	PROPN
easat-3402	347	5	hau	hau	PROPN
easat-3402	347	6	ngai	ngai	PROPN
easat-3402	347	7	,	,	PUNCT
easat-3402	347	8	a.	a.	PROPN
easat-3402	347	9	j.	j.	PROPN
easat-3402	347	10	,	,	PUNCT
easat-3402	347	11	kilpatrick	kilpatrick	PROPN
easat-3402	347	12	,	,	PUNCT
easat-3402	347	13	a.	a.	PROPN
easat-3402	347	14	j.	j.	PROPN
easat-3402	347	15	,	,	PUNCT
easat-3402	347	16	&	&	CCONJ
easat-3402	347	17	ćwiek	ćwiek	PROPN
easat-3402	347	18	,	,	PUNCT
easat-3402	347	19	a.	a.	NOUN
easat-3402	347	20	(	(	PUNCT
easat-3402	347	21	2024	2024	NUM
easat-3402	347	22	)	)	PUNCT
easat-3402	347	23	.	.	PUNCT
easat-3402	348	1	sound	sound	ADJ
easat-3402	348	2	symbolism	symbolism	NOUN
easat-3402	348	3	in	in	ADP
easat-3402	348	4	japanese	japanese	ADJ
easat-3402	348	5	names	name	NOUN
easat-3402	348	6	:	:	PUNCT
easat-3402	348	7	machine	machine	NOUN
easat-3402	348	8	learning	learning	NOUN
easat-3402	348	9	approaches	approach	NOUN
easat-3402	348	10	to	to	ADP
easat-3402	348	11	gender	gender	NOUN
easat-3402	348	12	classification	classification	NOUN
easat-3402	348	13	.	.	PUNCT
easat-3402	349	1	plos	plos	PROPN
easat-3402	349	2	one	one	NUM
easat-3402	349	3	.	.	PUNCT
easat-3402	350	1	[	[	X
easat-3402	350	2	8	8	NUM
easat-3402	350	3	]	]	X
easat-3402	350	4	fredrickson	fredrickson	PROPN
easat-3402	350	5	,	,	PUNCT
easat-3402	350	6	a.	a.	NOUN
easat-3402	350	7	(	(	PUNCT
easat-3402	350	8	2007	2007	NUM
easat-3402	350	9	)	)	PUNCT
easat-3402	350	10	.	.	PUNCT
easat-3402	351	1	phonological	phonological	ADJ
easat-3402	351	2	cues	cue	NOUN
easat-3402	351	3	to	to	ADP
easat-3402	351	4	gender	gender	NOUN
easat-3402	351	5	in	in	ADP
easat-3402	351	6	sex	sex	NOUN
easat-3402	351	7	-	-	PUNCT
easat-3402	351	8	typed	type	VERB
easat-3402	351	9	and	and	CCONJ
easat-3402	351	10	unisex	unisex	NOUN
easat-3402	351	11	names	name	NOUN
easat-3402	351	12	.	.	PUNCT
easat-3402	352	1	available	available	ADJ
easat-3402	352	2	at	at	ADP
easat-3402	352	3	:	:	PUNCT
easat-3402	352	4	www	www	PROPN
easat-3402	352	5	.	.	PROPN
easat-3402	352	6	swarthmore.edu/socsci/linguistics/papers/2007/fredrickson_annie.pdf	swarthmore.edu/socsci/linguistics/papers/2007/fredrickson_annie.pdf	PROPN
easat-3402	352	7	.	.	PUNCT
easat-3402	353	1	[	[	X
easat-3402	353	2	9	9	NUM
easat-3402	353	3	]	]	X
easat-3402	353	4	gupta	gupta	PROPN
easat-3402	353	5	,	,	PUNCT
easat-3402	353	6	r.	r.	PROPN
easat-3402	353	7	,	,	PUNCT
easat-3402	353	8	chaspari	chaspari	ADJ
easat-3402	353	9	,	,	PUNCT
easat-3402	353	10	t.	t.	PROPN
easat-3402	353	11	,	,	PUNCT
easat-3402	353	12	kim	kim	PROPN
easat-3402	353	13	,	,	PUNCT
easat-3402	353	14	j.	j.	PROPN
easat-3402	353	15	,	,	PUNCT
easat-3402	353	16	kumar	kumar	PROPN
easat-3402	353	17	,	,	PUNCT
easat-3402	353	18	n.	n.	NOUN
easat-3402	353	19	,	,	PUNCT
easat-3402	353	20	bone	bone	NOUN
easat-3402	353	21	,	,	PUNCT
easat-3402	353	22	d.	d.	PROPN
easat-3402	353	23	,	,	PUNCT
easat-3402	353	24	&	&	CCONJ
easat-3402	353	25	narayanan	narayanan	PROPN
easat-3402	353	26	,	,	PUNCT
easat-3402	353	27	s.	s.	PROPN
easat-3402	353	28	(	(	PUNCT
easat-3402	353	29	2016	2016	NUM
easat-3402	353	30	)	)	PUNCT
easat-3402	353	31	.	.	PUNCT
easat-3402	354	1	pathological	pathological	ADJ
easat-3402	354	2	speech	speech	NOUN
easat-3402	354	3	processing	processing	NOUN
easat-3402	354	4	:	:	PUNCT
easat-3402	354	5	stateof	stateof	ADJ
easat-3402	354	6	-	-	PUNCT
easat-3402	354	7	the	the	DET
easat-3402	354	8	-	-	PUNCT
easat-3402	354	9	art	art	NOUN
easat-3402	354	10	,	,	PUNCT
easat-3402	354	11	current	current	ADJ
easat-3402	354	12	challenges	challenge	NOUN
easat-3402	354	13	,	,	PUNCT
easat-3402	354	14	and	and	CCONJ
easat-3402	354	15	future	future	ADJ
easat-3402	354	16	directions	direction	NOUN
easat-3402	354	17	.	.	PUNCT
easat-3402	355	1	ieee	ieee	PROPN
easat-3402	355	2	international	international	PROPN
easat-3402	355	3	conference	conference	NOUN
easat-3402	355	4	on	on	ADP
easat-3402	355	5	acoustics	acoustic	NOUN
easat-3402	355	6	,	,	PUNCT
easat-3402	355	7	speech	speech	NOUN
easat-3402	355	8	and	and	CCONJ
easat-3402	355	9	signal	signal	NOUN
easat-3402	355	10	processing	processing	NOUN
easat-3402	355	11	(	(	PUNCT
easat-3402	355	12	icassp	icassp	PROPN
easat-3402	355	13	)	)	PUNCT
easat-3402	355	14	,	,	PUNCT
easat-3402	355	15	shanghai	shanghai	PROPN
easat-3402	355	16	,	,	PUNCT
easat-3402	355	17	china	china	PROPN
easat-3402	355	18	,	,	PUNCT
easat-3402	355	19	6470	6470	NUM
easat-3402	355	20	-	-	SYM
easat-3402	355	21	6474	6474	NUM
easat-3402	355	22	.	.	PUNCT
easat-3402	356	1	[	[	X
easat-3402	356	2	10	10	NUM
easat-3402	356	3	]	]	X
easat-3402	356	4	higgins	higgins	PROPN
easat-3402	356	5	,	,	PUNCT
easat-3402	356	6	d.	d.	PROPN
easat-3402	356	7	,	,	PUNCT
easat-3402	356	8	&	&	CCONJ
easat-3402	356	9	sadock	sadock	PROPN
easat-3402	356	10	,	,	PUNCT
easat-3402	356	11	j.	j.	PROPN
easat-3402	356	12	m.	m.	PROPN
easat-3402	356	13	(	(	PUNCT
easat-3402	356	14	2003	2003	NUM
easat-3402	356	15	)	)	PUNCT
easat-3402	356	16	.	.	PUNCT
easat-3402	357	1	a	a	DET
easat-3402	357	2	machine	machine	NOUN
easat-3402	357	3	learning	learn	VERB
easat-3402	357	4	approach	approach	NOUN
easat-3402	357	5	to	to	ADP
easat-3402	357	6	modeling	model	VERB
easat-3402	357	7	scope	scope	NOUN
easat-3402	357	8	preferences	preference	NOUN
easat-3402	357	9	.	.	PUNCT
easat-3402	358	1	computational	computational	ADJ
easat-3402	358	2	linguistics	linguistic	NOUN
easat-3402	358	3	,	,	PUNCT
easat-3402	358	4	29(1	29(1	NUM
easat-3402	358	5	)	)	PUNCT
easat-3402	358	6	,	,	PUNCT
easat-3402	358	7	73	73	NUM
easat-3402	358	8	-	-	SYM
easat-3402	358	9	96	96	NUM
easat-3402	358	10	.	.	PUNCT
easat-3402	359	1	[	[	X
easat-3402	359	2	11	11	NUM
easat-3402	359	3	]	]	SYM
easat-3402	359	4	jakobson	jakobson	PROPN
easat-3402	359	5	,	,	PUNCT
easat-3402	359	6	r.	r.	PROPN
easat-3402	359	7	(	(	PUNCT
easat-3402	359	8	1965	1965	NUM
easat-3402	359	9	)	)	PUNCT
easat-3402	359	10	.	.	PUNCT
easat-3402	360	1	quest	quest	NOUN
easat-3402	360	2	for	for	ADP
easat-3402	360	3	the	the	DET
easat-3402	360	4	essence	essence	NOUN
easat-3402	360	5	of	of	ADP
easat-3402	360	6	language	language	NOUN
easat-3402	360	7	.	.	PUNCT
easat-3402	361	1	diogenes	diogene	NOUN
easat-3402	361	2	,	,	PUNCT
easat-3402	361	3	13(51	13(51	PROPN
easat-3402	361	4	)	)	PUNCT
easat-3402	361	5	,	,	PUNCT
easat-3402	361	6	21–37	21–37	NUM
easat-3402	361	7	.	.	PUNCT
easat-3402	362	1	[	[	X
easat-3402	362	2	12	12	NUM
easat-3402	362	3	]	]	X
easat-3402	362	4	jespersen	jespersen	PROPN
easat-3402	362	5	,	,	PUNCT
easat-3402	362	6	o.	o.	INTJ
easat-3402	362	7	(	(	PUNCT
easat-3402	362	8	1922	1922	NUM
easat-3402	362	9	)	)	PUNCT
easat-3402	362	10	.	.	PUNCT
easat-3402	363	1	language	language	NOUN
easat-3402	363	2	:	:	PUNCT
easat-3402	363	3	its	its	PRON
easat-3402	363	4	nature	nature	NOUN
easat-3402	363	5	,	,	PUNCT
easat-3402	363	6	development	development	NOUN
easat-3402	363	7	,	,	PUNCT
easat-3402	363	8	and	and	CCONJ
easat-3402	363	9	origin	origin	NOUN
easat-3402	363	10	.	.	PUNCT
easat-3402	364	1	london	london	PROPN
easat-3402	364	2	:	:	PUNCT
easat-3402	364	3	george	george	PROPN
easat-3402	364	4	allen	allen	PROPN
easat-3402	364	5	&	&	CCONJ
easat-3402	364	6	unwin	unwin	PROPN
easat-3402	364	7	.	.	PUNCT
easat-3402	365	1	[	[	X
easat-3402	365	2	13	13	NUM
easat-3402	365	3	]	]	SYM
easat-3402	365	4	jia	jia	PROPN
easat-3402	365	5	,	,	PUNCT
easat-3402	365	6	j.	j.	PROPN
easat-3402	365	7	,	,	PUNCT
easat-3402	365	8	&	&	CCONJ
easat-3402	365	9	zhao	zhao	PROPN
easat-3402	365	10	,	,	PUNCT
easat-3402	365	11	q.	q.	PROPN
easat-3402	365	12	(	(	PUNCT
easat-3402	365	13	2019	2019	NUM
easat-3402	365	14	)	)	PUNCT
easat-3402	365	15	.	.	PUNCT
easat-3402	366	1	gender	gender	NOUN
easat-3402	366	2	prediction	prediction	NOUN
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easat-3402	366	4	on	on	ADP
easat-3402	366	5	chinese	chinese	ADJ
easat-3402	366	6	name	name	NOUN
easat-3402	366	7	.	.	PUNCT
easat-3402	367	1	in	in	ADP
easat-3402	367	2	:	:	PUNCT
easat-3402	367	3	tang	tang	PROPN
easat-3402	367	4	,	,	PUNCT
easat-3402	367	5	j.	j.	PROPN
easat-3402	367	6	,	,	PUNCT
easat-3402	367	7	kan	kan	PROPN
easat-3402	367	8	,	,	PUNCT
easat-3402	367	9	m.y	m.y	PROPN
easat-3402	367	10	.	.	PROPN
easat-3402	367	11	,	,	PUNCT
easat-3402	367	12	zhao	zhao	PROPN
easat-3402	367	13	,	,	PUNCT
easat-3402	367	14	d.	d.	PROPN
easat-3402	367	15	,	,	PUNCT
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easat-3402	367	17	,	,	PUNCT
easat-3402	367	18	s.	s.	PROPN
easat-3402	367	19	,	,	PUNCT
easat-3402	367	20	&	&	CCONJ
easat-3402	367	21	zan	zan	PROPN
easat-3402	367	22	,	,	PUNCT
easat-3402	367	23	h.	h.	PROPN
easat-3402	367	24	(	(	PUNCT
easat-3402	367	25	eds	eds	PROPN
easat-3402	367	26	)	)	PUNCT
easat-3402	367	27	natural	natural	ADJ
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easat-3402	367	33	.	.	PUNCT
easat-3402	368	1	nlpcc	nlpcc	PROPN
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easat-3402	368	3	.	.	PUNCT
easat-3402	369	1	lecture	lecture	NOUN
easat-3402	369	2	notes	note	NOUN
easat-3402	369	3	in	in	ADP
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easat-3402	369	6	,	,	PUNCT
easat-3402	369	7	11839	11839	NUM
easat-3402	369	8	.	.	PUNCT
easat-3402	370	1	springer	springer	NOUN
easat-3402	370	2	,	,	PUNCT
easat-3402	370	3	cham	cham	PROPN
easat-3402	370	4	.	.	PUNCT
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easat-3402	371	2	14	14	NUM
easat-3402	371	3	]	]	X
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easat-3402	371	5	,	,	PUNCT
easat-3402	371	6	a.	a.	PROPN
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easat-3402	371	9	2023	2023	NUM
easat-3402	371	10	)	)	PUNCT
easat-3402	371	11	.	.	PUNCT
easat-3402	372	1	sound	sound	ADJ
easat-3402	372	2	symbolism	symbolism	NOUN
easat-3402	372	3	in	in	ADP
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easat-3402	372	5	emotion	emotion	NOUN
easat-3402	372	6	recognition	recognition	NOUN
easat-3402	372	7	and	and	CCONJ
easat-3402	372	8	sentiment	sentiment	NOUN
easat-3402	372	9	analysis	analysis	NOUN
easat-3402	372	10	.	.	PUNCT
easat-3402	373	1	proceedings	proceeding	NOUN
easat-3402	373	2	cognitive	cognitive	ADJ
easat-3402	373	3	ai	ai	VERB
easat-3402	373	4	2023	2023	NUM
easat-3402	373	5	,	,	PUNCT
easat-3402	373	6	bari	bari	NOUN
easat-3402	373	7	,	,	PUNCT
easat-3402	373	8	italy	italy	PROPN
easat-3402	373	9	.	.	PUNCT
easat-3402	374	1	[	[	X
easat-3402	374	2	15	15	NUM
easat-3402	374	3	]	]	X
easat-3402	374	4	kilpatrick	kilpatrick	PROPN
easat-3402	374	5	,	,	PUNCT
easat-3402	374	6	a.	a.	PROPN
easat-3402	374	7	j.	j.	PROPN
easat-3402	374	8	,	,	PUNCT
easat-3402	374	9	ćwiek	ćwiek	PROPN
easat-3402	374	10	,	,	PUNCT
easat-3402	374	11	a.	a.	NOUN
easat-3402	374	12	,	,	PUNCT
easat-3402	374	13	&	&	CCONJ
easat-3402	374	14	kawahara	kawahara	PROPN
easat-3402	374	15	,	,	PUNCT
easat-3402	374	16	s.	s.	PROPN
easat-3402	374	17	(	(	PUNCT
easat-3402	374	18	2023	2023	NUM
easat-3402	374	19	)	)	PUNCT
easat-3402	374	20	.	.	PUNCT
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easat-3402	375	2	forests	forest	NOUN
easat-3402	375	3	,	,	PUNCT
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easat-3402	375	9	.	.	PUNCT
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easat-3402	377	2	6497	6497	NUM
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easat-3402	377	8	issn	issn	PROPN
easat-3402	377	9	:	:	PUNCT
easat-3402	377	10	2576	2576	NUM
easat-3402	377	11	-	-	SYM
easat-3402	377	12	8484	8484	NUM
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easat-3402	377	14	.	.	PROPN
easat-3402	377	15	8	8	NUM
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easat-3402	377	20	:	:	PUNCT
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easat-3402	377	22	-	-	SYM
easat-3402	377	23	6497	6497	NUM
easat-3402	377	24	,	,	PUNCT
easat-3402	377	25	2024	2024	NUM
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easat-3402	377	27	:	:	PUNCT
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easat-3402	377	34	;	;	PUNCT
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easat-3402	377	36	learning	learning	NOUN
easat-3402	377	37	gate	gate	NOUN
easat-3402	378	1	[	[	X
easat-3402	378	2	16	16	NUM
easat-3402	378	3	]	]	X
easat-3402	378	4	lee	lee	PROPN
easat-3402	378	5	,	,	PUNCT
easat-3402	378	6	m	m	PROPN
easat-3402	378	7	-	-	PUNCT
easat-3402	378	8	s.	s.	PROPN
easat-3402	378	9	,	,	PUNCT
easat-3402	378	10	lee	lee	PROPN
easat-3402	378	11	,	,	PUNCT
easat-3402	378	12	g	g	PROPN
easat-3402	378	13	-	-	PUNCT
easat-3402	378	14	e.	e.	PROPN
easat-3402	378	15	,	,	PUNCT
easat-3402	378	16	lee	lee	PROPN
easat-3402	378	17	,	,	PUNCT
easat-3402	378	18	s.	s.	PROPN
easat-3402	378	19	h.	h.	PROPN
easat-3402	378	20	,	,	PUNCT
easat-3402	378	21	&	&	CCONJ
easat-3402	378	22	lee	lee	PROPN
easat-3402	378	23	,	,	PUNCT
easat-3402	378	24	j	j	PROPN
easat-3402	378	25	-	-	PROPN
easat-3402	378	26	h.	h.	PROPN
easat-3402	378	27	(	(	PUNCT
easat-3402	378	28	2024	2024	NUM
easat-3402	378	29	)	)	PUNCT
easat-3402	378	30	.	.	PUNCT
easat-3402	379	1	emotional	emotional	ADJ
easat-3402	379	2	responses	response	NOUN
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easat-3402	379	4	korean	korean	ADJ
easat-3402	379	5	and	and	CCONJ
easat-3402	379	6	chinese	chinese	ADJ
easat-3402	379	7	women	woman	NOUN
easat-3402	379	8	to	to	PART
easat-3402	379	9	hangul	hangul	VERB
easat-3402	379	10	phonemes	phoneme	NOUN
easat-3402	379	11	to	to	ADP
easat-3402	379	12	the	the	DET
easat-3402	379	13	gender	gender	NOUN
easat-3402	379	14	of	of	ADP
easat-3402	379	15	an	an	DET
easat-3402	379	16	artificial	artificial	ADJ
easat-3402	379	17	intelligence	intelligence	NOUN
easat-3402	379	18	voice	voice	NOUN
easat-3402	379	19	.	.	PUNCT
easat-3402	380	1	frontiers	frontier	NOUN
easat-3402	380	2	in	in	ADP
easat-3402	380	3	psychology	psychology	NOUN
easat-3402	380	4	,	,	PUNCT
easat-3402	380	5	15	15	NUM
easat-3402	380	6	.	.	PUNCT
easat-3402	381	1	[	[	X
easat-3402	381	2	17	17	NUM
easat-3402	381	3	]	]	X
easat-3402	381	4	manning	manning	NOUN
easat-3402	381	5	,	,	PUNCT
easat-3402	381	6	c.	c.	PROPN
easat-3402	381	7	d.	d.	PROPN
easat-3402	381	8	(	(	PUNCT
easat-3402	381	9	2015	2015	NUM
easat-3402	381	10	)	)	PUNCT
easat-3402	381	11	.	.	PUNCT
easat-3402	382	1	computational	computational	ADJ
easat-3402	382	2	linguistics	linguistic	NOUN
easat-3402	382	3	and	and	CCONJ
easat-3402	382	4	deep	deep	ADJ
easat-3402	382	5	learning	learning	NOUN
easat-3402	382	6	.	.	PUNCT
easat-3402	383	1	computational	computational	ADJ
easat-3402	383	2	linguistics	linguistic	NOUN
easat-3402	383	3	,	,	PUNCT
easat-3402	383	4	41(4	41(4	NUM
easat-3402	383	5	)	)	PUNCT
easat-3402	383	6	,	,	PUNCT
easat-3402	383	7	701	701	NUM
easat-3402	383	8	-	-	SYM
easat-3402	383	9	707	707	NUM
easat-3402	383	10	.	.	PUNCT
easat-3402	384	1	[	[	X
easat-3402	384	2	18	18	NUM
easat-3402	384	3	]	]	X
easat-3402	384	4	moorthy	moorthy	PROPN
easat-3402	384	5	,	,	PUNCT
easat-3402	384	6	s.	s.	PROPN
easat-3402	384	7	,	,	PUNCT
easat-3402	384	8	pogacar	pogacar	NOUN
easat-3402	384	9	,	,	PUNCT
easat-3402	384	10	r.	r.	PROPN
easat-3402	384	11	,	,	PUNCT
easat-3402	384	12	khan	khan	PROPN
easat-3402	384	13	,	,	PUNCT
easat-3402	384	14	s.	s.	PROPN
easat-3402	384	15	,	,	PUNCT
easat-3402	384	16	&	&	CCONJ
easat-3402	384	17	xu	xu	PROPN
easat-3402	384	18	,	,	PUNCT
easat-3402	384	19	y.	y.	PROPN
easat-3402	384	20	(	(	PUNCT
easat-3402	384	21	2018	2018	NUM
easat-3402	384	22	)	)	PUNCT
easat-3402	384	23	.	.	PUNCT
easat-3402	384	24	is	be	AUX
easat-3402	384	25	nike	nike	ADJ
easat-3402	384	26	female	female	NOUN
easat-3402	384	27	?	?	PUNCT
easat-3402	385	1	exploring	explore	VERB
easat-3402	385	2	the	the	DET
easat-3402	385	3	role	role	NOUN
easat-3402	385	4	of	of	ADP
easat-3402	385	5	sound	sound	ADJ
easat-3402	385	6	symbolism	symbolism	NOUN
easat-3402	385	7	in	in	ADP
easat-3402	385	8	predicting	predict	VERB
easat-3402	385	9	brand	brand	NOUN
easat-3402	385	10	name	name	NOUN
easat-3402	385	11	gender	gender	NOUN
easat-3402	385	12	.	.	PUNCT
easat-3402	386	1	proceedings	proceeding	NOUN
easat-3402	386	2	of	of	ADP
easat-3402	386	3	the	the	DET
easat-3402	386	4	2018	2018	NUM
easat-3402	386	5	conference	conference	NOUN
easat-3402	386	6	on	on	ADP
easat-3402	386	7	empirical	empirical	ADJ
easat-3402	386	8	methods	method	NOUN
easat-3402	386	9	in	in	ADP
easat-3402	386	10	natural	natural	ADJ
easat-3402	386	11	language	language	NOUN
easat-3402	386	12	processing	processing	NOUN
easat-3402	386	13	,	,	PUNCT
easat-3402	386	14	brussels	brussels	PROPN
easat-3402	386	15	,	,	PUNCT
easat-3402	386	16	belgium	belgium	NOUN
easat-3402	386	17	,	,	PUNCT
easat-3402	386	18	1128	1128	NUM
easat-3402	386	19	-	-	SYM
easat-3402	386	20	1132	1132	NUM
easat-3402	386	21	.	.	PUNCT
easat-3402	387	1	[	[	X
easat-3402	387	2	19	19	NUM
easat-3402	387	3	]	]	PUNCT
easat-3402	387	4	ohala	ohala	NOUN
easat-3402	387	5	,	,	PUNCT
easat-3402	387	6	j.j	j.j	PROPN
easat-3402	387	7	.	.	PROPN
easat-3402	387	8	(	(	PUNCT
easat-3402	387	9	1994	1994	NUM
easat-3402	387	10	)	)	PUNCT
easat-3402	387	11	.	.	PUNCT
easat-3402	388	1	the	the	DET
easat-3402	388	2	frequency	frequency	NOUN
easat-3402	388	3	code	code	NOUN
easat-3402	388	4	underlies	underlie	VERB
easat-3402	388	5	the	the	DET
easat-3402	388	6	sound	sound	ADJ
easat-3402	388	7	-	-	PUNCT
easat-3402	388	8	symbolic	symbolic	ADJ
easat-3402	388	9	use	use	NOUN
easat-3402	388	10	of	of	ADP
easat-3402	388	11	voice	voice	NOUN
easat-3402	388	12	pitch	pitch	NOUN
easat-3402	388	13	.	.	PUNCT
easat-3402	389	1	in	in	ADP
easat-3402	389	2	sound	sound	ADJ
easat-3402	389	3	symbolism	symbolism	NOUN
easat-3402	389	4	(	(	PUNCT
easat-3402	389	5	pp	pp	ADJ
easat-3402	389	6	.	.	PUNCT
easat-3402	390	1	325	325	NUM
easat-3402	390	2	-	-	SYM
easat-3402	390	3	347	347	NUM
easat-3402	390	4	)	)	PUNCT
easat-3402	390	5	.	.	PUNCT
easat-3402	391	1	cambridge	cambridge	PROPN
easat-3402	391	2	university	university	PROPN
easat-3402	391	3	press	press	NOUN
easat-3402	391	4	.	.	PUNCT
easat-3402	392	1	[	[	X
easat-3402	392	2	20	20	NUM
easat-3402	392	3	]	]	X
easat-3402	392	4	piotrowska	piotrowska	PROPN
easat-3402	392	5	,	,	PUNCT
easat-3402	392	6	m.	m.	NOUN
easat-3402	392	7	,	,	PUNCT
easat-3402	392	8	korvel	korvel	NOUN
easat-3402	392	9	,	,	PUNCT
easat-3402	392	10	g.	g.	PROPN
easat-3402	392	11	,	,	PUNCT
easat-3402	392	12	kostek	kostek	PROPN
easat-3402	392	13	,	,	PUNCT
easat-3402	392	14	b.	b.	PROPN
easat-3402	392	15	,	,	PUNCT
easat-3402	392	16	ciszewski	ciszewski	ADJ
easat-3402	392	17	,	,	PUNCT
easat-3402	392	18	t.	t.	PROPN
easat-3402	392	19	,	,	PUNCT
easat-3402	392	20	&	&	CCONJ
easat-3402	392	21	czyzewski	czyzewski	PROPN
easat-3402	392	22	,	,	PUNCT
easat-3402	392	23	a.	a.	NOUN
easat-3402	392	24	(	(	PUNCT
easat-3402	392	25	2019	2019	NUM
easat-3402	392	26	)	)	PUNCT
easat-3402	392	27	.	.	PUNCT
easat-3402	393	1	machine	machine	NOUN
easat-3402	393	2	learning	learning	NOUN
easat-3402	393	3	-	-	PUNCT
easat-3402	393	4	based	base	VERB
easat-3402	393	5	analysis	analysis	NOUN
easat-3402	393	6	of	of	ADP
easat-3402	393	7	english	english	ADJ
easat-3402	393	8	lateral	lateral	ADJ
easat-3402	393	9	allophones	allophone	NOUN
easat-3402	393	10	.	.	PUNCT
easat-3402	394	1	international	international	ADJ
easat-3402	394	2	journal	journal	NOUN
easat-3402	394	3	of	of	ADP
easat-3402	394	4	applied	apply	VERB
easat-3402	394	5	mathematics	mathematic	NOUN
easat-3402	394	6	and	and	CCONJ
easat-3402	394	7	computer	computer	NOUN
easat-3402	394	8	science	science	NOUN
easat-3402	394	9	,	,	PUNCT
easat-3402	394	10	29(2	29(2	NUM
easat-3402	394	11	)	)	PUNCT
easat-3402	394	12	,	,	PUNCT
easat-3402	394	13	393	393	NUM
easat-3402	394	14	-	-	SYM
easat-3402	394	15	405	405	NUM
easat-3402	394	16	.	.	PUNCT
easat-3402	395	1	[	[	X
easat-3402	395	2	21	21	NUM
easat-3402	395	3	]	]	X
easat-3402	395	4	plato	plato	PROPN
easat-3402	395	5	.	.	PROPN
easat-3402	395	6	cratylus	cratylus	PROPN
easat-3402	395	7	.	.	PUNCT
easat-3402	396	1	360	360	NUM
easat-3402	396	2	bce	bce	PROPN
easat-3402	396	3	[	[	X
easat-3402	396	4	22	22	NUM
easat-3402	396	5	]	]	X
easat-3402	396	6	raahul	raahul	NOUN
easat-3402	396	7	,	,	PUNCT
easat-3402	396	8	a.	a.	NOUN
easat-3402	396	9	,	,	PUNCT
easat-3402	396	10	sapthagiri	sapthagiri	PROPN
easat-3402	396	11	,	,	PUNCT
easat-3402	396	12	r.	r.	PROPN
easat-3402	396	13	,	,	PUNCT
easat-3402	396	14	pankaj	pankaj	PROPN
easat-3402	396	15	,	,	PUNCT
easat-3402	396	16	k.	k.	PROPN
easat-3402	396	17	,	,	PUNCT
easat-3402	396	18	&	&	CCONJ
easat-3402	396	19	vijayarajan	vijayarajan	NOUN
easat-3402	396	20	,	,	PUNCT
easat-3402	396	21	v.	v.	PROPN
easat-3402	396	22	(	(	PUNCT
easat-3402	396	23	2017	2017	NUM
easat-3402	396	24	)	)	PUNCT
easat-3402	396	25	.	.	PUNCT
easat-3402	397	1	voice	voice	NOUN
easat-3402	397	2	-	-	PUNCT
easat-3402	397	3	based	base	VERB
easat-3402	397	4	gender	gender	NOUN
easat-3402	397	5	classification	classification	NOUN
easat-3402	397	6	using	use	VERB
easat-3402	397	7	machine	machine	NOUN
easat-3402	397	8	learning	learning	NOUN
easat-3402	397	9	.	.	PUNCT
easat-3402	398	1	iop	iop	PROPN
easat-3402	398	2	conference	conference	PROPN
easat-3402	398	3	series	series	PROPN
easat-3402	398	4	:	:	PUNCT
easat-3402	398	5	materials	material	NOUN
easat-3402	398	6	science	science	NOUN
easat-3402	398	7	and	and	CCONJ
easat-3402	398	8	engineering	engineering	NOUN
easat-3402	398	9	,	,	PUNCT
easat-3402	398	10	263(4	263(4	NUM
easat-3402	398	11	)	)	PUNCT
easat-3402	398	12	,	,	PUNCT
easat-3402	398	13	042083	042083	NUM
easat-3402	398	14	.	.	PUNCT
easat-3402	399	1	[	[	X
easat-3402	399	2	23	23	NUM
easat-3402	399	3	]	]	X
easat-3402	399	4	shahin	shahin	PROPN
easat-3402	399	5	,	,	PUNCT
easat-3402	399	6	m.	m.	NOUN
easat-3402	399	7	,	,	PUNCT
easat-3402	399	8	zafar	zafar	PROPN
easat-3402	399	9	,	,	PUNCT
easat-3402	399	10	u.	u.	PROPN
easat-3402	399	11	,	,	PUNCT
easat-3402	399	12	&	&	CCONJ
easat-3402	399	13	ahmed	ahmed	PROPN
easat-3402	399	14	,	,	PUNCT
easat-3402	399	15	b.	b.	PROPN
easat-3402	399	16	(	(	PUNCT
easat-3402	399	17	2020	2020	NUM
easat-3402	399	18	)	)	PUNCT
easat-3402	399	19	.	.	PUNCT
easat-3402	400	1	the	the	DET
easat-3402	400	2	automatic	automatic	ADJ
easat-3402	400	3	detection	detection	NOUN
easat-3402	400	4	of	of	ADP
easat-3402	400	5	speech	speech	NOUN
easat-3402	400	6	disorders	disorder	NOUN
easat-3402	400	7	in	in	ADP
easat-3402	400	8	children	child	NOUN
easat-3402	400	9	:	:	PUNCT
easat-3402	400	10	challenges	challenge	NOUN
easat-3402	400	11	,	,	PUNCT
easat-3402	400	12	opportunities	opportunity	NOUN
easat-3402	400	13	,	,	PUNCT
easat-3402	400	14	and	and	CCONJ
easat-3402	400	15	preliminary	preliminary	ADJ
easat-3402	400	16	results	result	NOUN
easat-3402	400	17	.	.	PUNCT
easat-3402	401	1	ieee	ieee	PROPN
easat-3402	401	2	journal	journal	PROPN
easat-3402	401	3	of	of	ADP
easat-3402	401	4	selected	select	VERB
easat-3402	401	5	topics	topic	NOUN
easat-3402	401	6	in	in	ADP
easat-3402	401	7	signal	signal	ADJ
easat-3402	401	8	processing	processing	NOUN
easat-3402	401	9	,	,	PUNCT
easat-3402	401	10	14(2	14(2	NUM
easat-3402	401	11	)	)	PUNCT
easat-3402	401	12	,	,	PUNCT
easat-3402	401	13	400	400	NUM
easat-3402	401	14	-	-	SYM
easat-3402	401	15	412	412	NUM
easat-3402	401	16	.	.	PUNCT
easat-3402	402	1	[	[	X
easat-3402	402	2	24	24	NUM
easat-3402	402	3	]	]	PUNCT
easat-3402	402	4	sheikh	sheikh	NOUN
easat-3402	402	5	,	,	PUNCT
easat-3402	402	6	s.	s.	PROPN
easat-3402	402	7	a.	a.	PROPN
easat-3402	402	8	,	,	PUNCT
easat-3402	402	9	sahidullah	sahidullah	PROPN
easat-3402	402	10	,	,	PUNCT
easat-3402	402	11	m.	m.	NOUN
easat-3402	402	12	,	,	PUNCT
easat-3402	402	13	hirsch	hirsch	PROPN
easat-3402	402	14	,	,	PUNCT
easat-3402	402	15	f.	f.	PROPN
easat-3402	402	16	,	,	PUNCT
easat-3402	402	17	&	&	CCONJ
easat-3402	402	18	ouni	ouni	PROPN
easat-3402	402	19	,	,	PUNCT
easat-3402	402	20	s.	s.	PROPN
easat-3402	402	21	(	(	PUNCT
easat-3402	402	22	2022	2022	NUM
easat-3402	402	23	)	)	PUNCT
easat-3402	402	24	.	.	PUNCT
easat-3402	403	1	machine	machine	NOUN
easat-3402	403	2	learning	learn	VERB
easat-3402	403	3	for	for	ADP
easat-3402	403	4	stuttering	stutter	VERB
easat-3402	403	5	identification	identification	NOUN
easat-3402	403	6	:	:	PUNCT
easat-3402	403	7	review	review	NOUN
easat-3402	403	8	,	,	PUNCT
easat-3402	403	9	challenges	challenge	NOUN
easat-3402	403	10	and	and	CCONJ
easat-3402	403	11	future	future	ADJ
easat-3402	403	12	directions	direction	NOUN
easat-3402	403	13	.	.	PUNCT
easat-3402	404	1	neurocomputing	neurocomputing	NOUN
easat-3402	404	2	,	,	PUNCT
easat-3402	404	3	514	514	NUM
easat-3402	404	4	,	,	PUNCT
easat-3402	404	5	385	385	NUM
easat-3402	404	6	-	-	SYM
easat-3402	404	7	402	402	NUM
easat-3402	404	8	.	.	PUNCT
easat-3402	405	1	[	[	X
easat-3402	405	2	25	25	NUM
easat-3402	405	3	]	]	PUNCT
easat-3402	405	4	soon	soon	ADV
easat-3402	405	5	,	,	PUNCT
easat-3402	405	6	w.	w.	PROPN
easat-3402	405	7	m.	m.	PROPN
easat-3402	405	8	,	,	PUNCT
easat-3402	405	9	ng	ng	PROPN
easat-3402	405	10	,	,	PUNCT
easat-3402	405	11	h.	h.	PROPN
easat-3402	405	12	t.	t.	PROPN
easat-3402	405	13	,	,	PUNCT
easat-3402	405	14	&	&	CCONJ
easat-3402	405	15	lim	lim	PROPN
easat-3402	405	16	,	,	PUNCT
easat-3402	405	17	d.	d.	PROPN
easat-3402	405	18	c.	c.	PROPN
easat-3402	405	19	y.	y.	PROPN
easat-3402	405	20	(	(	PUNCT
easat-3402	405	21	2001	2001	NUM
easat-3402	405	22	)	)	PUNCT
easat-3402	405	23	.	.	PUNCT
easat-3402	406	1	a	a	DET
easat-3402	406	2	machine	machine	NOUN
easat-3402	406	3	learning	learn	VERB
easat-3402	406	4	approach	approach	NOUN
easat-3402	406	5	to	to	PART
easat-3402	406	6	coreference	coreference	VERB
easat-3402	406	7	resolution	resolution	NOUN
easat-3402	406	8	of	of	ADP
easat-3402	406	9	noun	noun	NOUN
easat-3402	406	10	phrases	phrase	NOUN
easat-3402	406	11	.	.	PUNCT
easat-3402	407	1	computational	computational	ADJ
easat-3402	407	2	linguistics	linguistic	NOUN
easat-3402	407	3	,	,	PUNCT
easat-3402	407	4	27(4	27(4	PROPN
easat-3402	407	5	)	)	PUNCT
easat-3402	407	6	,	,	PUNCT
easat-3402	407	7	521	521	NUM
easat-3402	407	8	-	-	SYM
easat-3402	407	9	544	544	NUM
easat-3402	407	10	.	.	PUNCT
easat-3402	408	1	[	[	X
easat-3402	408	2	26	26	NUM
easat-3402	408	3	]	]	X
easat-3402	408	4	tripathi	tripathi	PROPN
easat-3402	408	5	,	,	PUNCT
easat-3402	408	6	a.	a.	PROPN
easat-3402	408	7	,	,	PUNCT
easat-3402	408	8	&	&	CCONJ
easat-3402	408	9	faruqui	faruqui	NOUN
easat-3402	408	10	,	,	PUNCT
easat-3402	408	11	m.	m.	NOUN
easat-3402	408	12	(	(	PUNCT
easat-3402	408	13	2011	2011	NUM
easat-3402	408	14	)	)	PUNCT
easat-3402	408	15	.	.	PUNCT
easat-3402	409	1	gender	gender	NOUN
easat-3402	409	2	prediction	prediction	NOUN
easat-3402	409	3	of	of	ADP
easat-3402	409	4	indian	indian	ADJ
easat-3402	409	5	names	name	NOUN
easat-3402	409	6	.	.	PUNCT
easat-3402	410	1	ieee	ieee	PROPN
easat-3402	410	2	technology	technology	PROPN
easat-3402	410	3	students	student	NOUN
easat-3402	410	4	'	'	PART
easat-3402	410	5	symposium	symposium	NOUN
easat-3402	410	6	,	,	PUNCT
easat-3402	410	7	kharagpur	kharagpur	PROPN
easat-3402	410	8	,	,	PUNCT
easat-3402	410	9	india	india	PROPN
easat-3402	410	10	,	,	PUNCT
easat-3402	410	11	137	137	NUM
easat-3402	410	12	-	-	SYM
easat-3402	410	13	141	141	NUM
easat-3402	410	14	.	.	PUNCT