id	sid	tid	token	lemma	pos
easat-6431	1	1	edelweiss	edelweiss	PROPN
easat-6431	1	2	applied	apply	VERB
easat-6431	1	3	science	science	NOUN
easat-6431	1	4	and	and	CCONJ
easat-6431	1	5	technology	technology	NOUN
easat-6431	1	6	issn	issn	PROPN
easat-6431	1	7	:	:	PUNCT
easat-6431	1	8	2576	2576	NUM
easat-6431	1	9	-	-	SYM
easat-6431	1	10	8484	8484	NUM
easat-6431	1	11	vol	vol	NOUN
easat-6431	1	12	.	.	PROPN
easat-6431	2	1	9	9	NUM
easat-6431	2	2	,	,	PUNCT
easat-6431	2	3	no	no	INTJ
easat-6431	2	4	.	.	NOUN
easat-6431	2	5	4	4	NUM
easat-6431	2	6	,	,	PUNCT
easat-6431	2	7	1962	1962	NUM
easat-6431	2	8	-	-	SYM
easat-6431	2	9	1974	1974	NUM
easat-6431	2	10	2025	2025	NUM
easat-6431	2	11	publisher	publisher	NOUN
easat-6431	2	12	:	:	PUNCT
easat-6431	2	13	learning	learn	VERB
easat-6431	2	14	gate	gate	NOUN
easat-6431	2	15	doi	doi	PROPN
easat-6431	2	16	:	:	PUNCT
easat-6431	2	17	10.55214/25768484.v9i4.6431	10.55214/25768484.v9i4.6431	NUM
easat-6431	2	18	©	©	PROPN
easat-6431	2	19	2025	2025	NUM
easat-6431	2	20	by	by	ADP
easat-6431	2	21	the	the	DET
easat-6431	2	22	authors	author	NOUN
easat-6431	2	23	;	;	PUNCT
easat-6431	2	24	licensee	licensee	PROPN
easat-6431	2	25	learning	learning	NOUN
easat-6431	2	26	gate	gate	NOUN
easat-6431	3	1	©	©	PROPN
easat-6431	3	2	2025	2025	NUM
easat-6431	3	3	by	by	ADP
easat-6431	3	4	the	the	DET
easat-6431	3	5	authors	author	NOUN
easat-6431	3	6	;	;	PUNCT
easat-6431	3	7	licensee	licensee	PROPN
easat-6431	3	8	learning	learning	NOUN
easat-6431	3	9	gate	gate	NOUN
easat-6431	3	10	history	history	NOUN
easat-6431	3	11	:	:	PUNCT
easat-6431	3	12	received	receive	VERB
easat-6431	3	13	:	:	PUNCT
easat-6431	3	14	11	11	NUM
easat-6431	3	15	february	february	NOUN
easat-6431	3	16	2025	2025	NUM
easat-6431	3	17	;	;	PUNCT
easat-6431	3	18	revised	revise	VERB
easat-6431	3	19	:	:	PUNCT
easat-6431	3	20	7	7	NUM
easat-6431	3	21	april	april	PROPN
easat-6431	3	22	2025	2025	NUM
easat-6431	3	23	;	;	PUNCT
easat-6431	3	24	accepted	accept	VERB
easat-6431	3	25	:	:	PUNCT
easat-6431	3	26	11	11	NUM
easat-6431	3	27	april	april	PROPN
easat-6431	3	28	2025	2025	NUM
easat-6431	3	29	;	;	PUNCT
easat-6431	3	30	published	publish	VERB
easat-6431	3	31	:	:	PUNCT
easat-6431	4	1	21	21	NUM
easat-6431	4	2	april	april	PROPN
easat-6431	4	3	2025	2025	NUM
easat-6431	4	4	*	*	PUNCT
easat-6431	4	5	correspondence	correspondence	NOUN
easat-6431	4	6	:	:	PUNCT
easat-6431	4	7	trangdtv@hvnh.edu.vn	trangdtv@hvnh.edu.vn	ADJ
easat-6431	4	8	machine	machine	NOUN
easat-6431	4	9	learning	learning	NOUN
easat-6431	4	10	and	and	CCONJ
easat-6431	4	11	statistical	statistical	ADJ
easat-6431	4	12	modeling	modeling	NOUN
easat-6431	4	13	in	in	ADP
easat-6431	4	14	firm	firm	ADJ
easat-6431	4	15	value	value	NOUN
easat-6431	4	16	prediction	prediction	NOUN
easat-6431	4	17	trang	trang	PROPN
easat-6431	4	18	,	,	PUNCT
easat-6431	4	19	do	do	VERB
easat-6431	4	20	thi	thi	AUX
easat-6431	4	21	van1	van1	PROPN
easat-6431	4	22	*	*	PROPN
easat-6431	4	23	,	,	PUNCT
easat-6431	4	24	huyen	huyen	PROPN
easat-6431	4	25	,	,	PUNCT
easat-6431	4	26	giang	giang	PROPN
easat-6431	4	27	thi	thi	VERB
easat-6431	4	28	thu2	thu2	PROPN
easat-6431	4	29	1,2banking	1,2banking	PROPN
easat-6431	4	30	academy	academy	PROPN
easat-6431	4	31	of	of	ADP
easat-6431	4	32	vietnam	vietnam	PROPN
easat-6431	4	33	;	;	PUNCT
easat-6431	4	34	trangdtv@hvnh.edu.vn	trangdtv@hvnh.edu.vn	NOUN
easat-6431	4	35	(	(	PUNCT
easat-6431	4	36	t.d.t.v	t.d.t.v	PROPN
easat-6431	4	37	.	.	PUNCT
easat-6431	4	38	)	)	PUNCT
easat-6431	5	1	huyengtt@hvnh.edu.vn	huyengtt@hvnh.edu.vn	PROPN
easat-6431	5	2	(	(	PUNCT
easat-6431	5	3	h.g.t.t	h.g.t.t	PROPN
easat-6431	5	4	.	.	PUNCT
easat-6431	5	5	)	)	PUNCT
easat-6431	6	1	abstract	abstract	NOUN
easat-6431	6	2	:	:	PUNCT
easat-6431	6	3	determining	determine	VERB
easat-6431	6	4	the	the	DET
easat-6431	6	5	best	good	ADJ
easat-6431	6	6	approach	approach	NOUN
easat-6431	6	7	model	model	NOUN
easat-6431	6	8	—	—	PUNCT
easat-6431	6	9	machine	machine	NOUN
easat-6431	6	10	learning	learning	NOUN
easat-6431	6	11	or	or	CCONJ
easat-6431	6	12	statistical	statistical	ADJ
easat-6431	6	13	model	model	NOUN
easat-6431	6	14	—	—	PUNCT
easat-6431	6	15	to	to	PART
easat-6431	6	16	solve	solve	VERB
easat-6431	6	17	the	the	DET
easat-6431	6	18	analysis	analysis	NOUN
easat-6431	6	19	challenges	challenge	NOUN
easat-6431	6	20	of	of	ADP
easat-6431	6	21	firm	firm	ADJ
easat-6431	6	22	value	value	NOUN
easat-6431	6	23	prediction	prediction	NOUN
easat-6431	6	24	has	have	AUX
easat-6431	6	25	garnered	garner	VERB
easat-6431	6	26	attention	attention	NOUN
easat-6431	6	27	from	from	ADP
easat-6431	6	28	many	many	ADJ
easat-6431	6	29	scholars	scholar	NOUN
easat-6431	6	30	.	.	PUNCT
easat-6431	7	1	this	this	DET
easat-6431	7	2	article	article	NOUN
easat-6431	7	3	used	use	VERB
easat-6431	7	4	both	both	DET
easat-6431	7	5	traditional	traditional	ADJ
easat-6431	7	6	statistical	statistical	ADJ
easat-6431	7	7	models	model	NOUN
easat-6431	7	8	and	and	CCONJ
easat-6431	7	9	machine	machine	NOUN
easat-6431	7	10	learning	learn	VERB
easat-6431	7	11	to	to	PART
easat-6431	7	12	predict	predict	VERB
easat-6431	7	13	the	the	DET
easat-6431	7	14	firm	firm	ADJ
easat-6431	7	15	value	value	NOUN
easat-6431	7	16	of	of	ADP
easat-6431	7	17	435	435	NUM
easat-6431	7	18	nonfinancial	nonfinancial	ADJ
easat-6431	7	19	companies	company	NOUN
easat-6431	7	20	that	that	PRON
easat-6431	7	21	are	be	AUX
easat-6431	7	22	listed	list	VERB
easat-6431	7	23	on	on	ADP
easat-6431	7	24	the	the	DET
easat-6431	7	25	vietnam	vietnam	PROPN
easat-6431	7	26	security	security	PROPN
easat-6431	7	27	exchange	exchange	NOUN
easat-6431	7	28	during	during	ADP
easat-6431	7	29	2014	2014	NUM
easat-6431	7	30	-	-	SYM
easat-6431	7	31	2021	2021	NUM
easat-6431	7	32	.	.	PUNCT
easat-6431	8	1	based	base	VERB
easat-6431	8	2	on	on	ADP
easat-6431	8	3	the	the	DET
easat-6431	8	4	empirical	empirical	ADJ
easat-6431	8	5	results	result	NOUN
easat-6431	8	6	,	,	PUNCT
easat-6431	8	7	the	the	DET
easat-6431	8	8	machine	machine	NOUN
easat-6431	8	9	learning	learning	NOUN
easat-6431	8	10	models	model	NOUN
easat-6431	8	11	provided	provide	VERB
easat-6431	8	12	evidence	evidence	NOUN
easat-6431	8	13	that	that	SCONJ
easat-6431	8	14	they	they	PRON
easat-6431	8	15	forecast	forecast	VERB
easat-6431	8	16	firm	firm	ADJ
easat-6431	8	17	value	value	NOUN
easat-6431	8	18	better	well	ADV
easat-6431	8	19	than	than	ADP
easat-6431	8	20	traditional	traditional	ADJ
easat-6431	8	21	models	model	NOUN
easat-6431	8	22	and	and	CCONJ
easat-6431	8	23	identify	identify	VERB
easat-6431	8	24	the	the	DET
easat-6431	8	25	number	number	NOUN
easat-6431	8	26	of	of	ADP
easat-6431	8	27	firm	firm	ADJ
easat-6431	8	28	value	value	NOUN
easat-6431	8	29	determinants	determinant	NOUN
easat-6431	8	30	.	.	PUNCT
easat-6431	9	1	the	the	DET
easat-6431	9	2	paper	paper	NOUN
easat-6431	9	3	applied	apply	VERB
easat-6431	9	4	six	six	NUM
easat-6431	9	5	machine	machine	NOUN
easat-6431	9	6	learning	learning	NOUN
easat-6431	9	7	models	model	NOUN
easat-6431	9	8	to	to	PART
easat-6431	9	9	find	find	VERB
easat-6431	9	10	the	the	DET
easat-6431	9	11	best	well	ADV
easat-6431	9	12	-	-	PUNCT
easat-6431	9	13	performing	perform	VERB
easat-6431	9	14	one	one	NUM
easat-6431	9	15	,	,	PUNCT
easat-6431	9	16	including	include	VERB
easat-6431	9	17	the	the	DET
easat-6431	9	18	multiple	multiple	ADJ
easat-6431	9	19	regression	regression	NOUN
easat-6431	9	20	model	model	NOUN
easat-6431	9	21	(	(	PUNCT
easat-6431	9	22	lm	lm	INTJ
easat-6431	9	23	)	)	PUNCT
easat-6431	9	24	,	,	PUNCT
easat-6431	9	25	lasso	lasso	NOUN
easat-6431	9	26	,	,	PUNCT
easat-6431	9	27	generalized	generalized	ADJ
easat-6431	9	28	additive	additive	ADJ
easat-6431	9	29	model	model	NOUN
easat-6431	9	30	(	(	PUNCT
easat-6431	9	31	gam	gam	NOUN
easat-6431	9	32	)	)	PUNCT
easat-6431	9	33	,	,	PUNCT
easat-6431	9	34	random	random	ADJ
easat-6431	9	35	forests	forest	NOUN
easat-6431	9	36	(	(	PUNCT
easat-6431	9	37	rf	rf	NOUN
easat-6431	9	38	)	)	PUNCT
easat-6431	9	39	,	,	PUNCT
easat-6431	9	40	gradient	gradient	NOUN
easat-6431	9	41	boosting	boost	VERB
easat-6431	9	42	regression	regression	NOUN
easat-6431	9	43	trees	tree	NOUN
easat-6431	9	44	(	(	PUNCT
easat-6431	9	45	gbm	gbm	PROPN
easat-6431	9	46	)	)	PUNCT
easat-6431	9	47	,	,	PUNCT
easat-6431	9	48	and	and	CCONJ
easat-6431	9	49	neural	neural	ADJ
easat-6431	9	50	networks	network	NOUN
easat-6431	9	51	(	(	PUNCT
easat-6431	9	52	nnet	nnet	NOUN
easat-6431	9	53	)	)	PUNCT
easat-6431	9	54	.	.	PUNCT
easat-6431	10	1	the	the	DET
easat-6431	10	2	findings	finding	NOUN
easat-6431	10	3	indicated	indicate	VERB
easat-6431	10	4	that	that	SCONJ
easat-6431	10	5	the	the	DET
easat-6431	10	6	rf	rf	NOUN
easat-6431	10	7	is	be	AUX
easat-6431	10	8	the	the	DET
easat-6431	10	9	best	well	ADV
easat-6431	10	10	-	-	PUNCT
easat-6431	10	11	performing	perform	VERB
easat-6431	10	12	model	model	NOUN
easat-6431	10	13	,	,	PUNCT
easat-6431	10	14	selecting	select	VERB
easat-6431	10	15	firm	firm	ADJ
easat-6431	10	16	size	size	NOUN
easat-6431	10	17	,	,	PUNCT
easat-6431	10	18	roa	roa	PROPN
easat-6431	10	19	,	,	PUNCT
easat-6431	10	20	tangibility	tangibility	NOUN
easat-6431	10	21	,	,	PUNCT
easat-6431	10	22	gdp	gdp	NOUN
easat-6431	10	23	,	,	PUNCT
easat-6431	10	24	quality	quality	NOUN
easat-6431	10	25	,	,	PUNCT
easat-6431	10	26	financial	financial	ADJ
easat-6431	10	27	leverage	leverage	NOUN
easat-6431	10	28	,	,	PUNCT
easat-6431	10	29	and	and	CCONJ
easat-6431	10	30	inflation	inflation	NOUN
easat-6431	10	31	as	as	ADP
easat-6431	10	32	reliable	reliable	ADJ
easat-6431	10	33	predictors	predictor	NOUN
easat-6431	10	34	of	of	ADP
easat-6431	10	35	market	market	NOUN
easat-6431	10	36	firm	firm	NOUN
easat-6431	10	37	value	value	NOUN
easat-6431	10	38	.	.	PUNCT
easat-6431	11	1	the	the	DET
easat-6431	11	2	results	result	NOUN
easat-6431	11	3	suggest	suggest	VERB
easat-6431	11	4	several	several	ADJ
easat-6431	11	5	recommendations	recommendation	NOUN
easat-6431	11	6	for	for	ADP
easat-6431	11	7	internal	internal	ADJ
easat-6431	11	8	managers	manager	NOUN
easat-6431	11	9	,	,	PUNCT
easat-6431	11	10	investors	investor	NOUN
easat-6431	11	11	,	,	PUNCT
easat-6431	11	12	and	and	CCONJ
easat-6431	11	13	creditors	creditor	NOUN
easat-6431	11	14	when	when	SCONJ
easat-6431	11	15	choosing	choose	VERB
easat-6431	11	16	the	the	DET
easat-6431	11	17	appropriate	appropriate	ADJ
easat-6431	11	18	model	model	NOUN
easat-6431	11	19	to	to	PART
easat-6431	11	20	forecast	forecast	VERB
easat-6431	11	21	firm	firm	ADJ
easat-6431	11	22	value	value	NOUN
easat-6431	11	23	for	for	ADP
easat-6431	11	24	making	make	VERB
easat-6431	11	25	financial	financial	ADJ
easat-6431	11	26	decisions	decision	NOUN
easat-6431	11	27	.	.	PUNCT
easat-6431	12	1	keywords	keyword	NOUN
easat-6431	12	2	:	:	PUNCT
easat-6431	12	3	firm	firm	ADJ
easat-6431	12	4	value	value	NOUN
easat-6431	12	5	,	,	PUNCT
easat-6431	12	6	forecasting	forecasting	NOUN
easat-6431	12	7	,	,	PUNCT
easat-6431	12	8	machine	machine	NOUN
easat-6431	12	9	learning	learning	NOUN
easat-6431	12	10	.	.	PUNCT
easat-6431	13	1	1	1	X
easat-6431	13	2	.	.	X
easat-6431	13	3	introduction	introduction	NOUN
easat-6431	13	4	in	in	ADP
easat-6431	13	5	recent	recent	ADJ
easat-6431	13	6	years	year	NOUN
easat-6431	13	7	,	,	PUNCT
easat-6431	13	8	with	with	ADP
easat-6431	13	9	the	the	DET
easat-6431	13	10	development	development	NOUN
easat-6431	13	11	of	of	ADP
easat-6431	13	12	technology	technology	NOUN
easat-6431	13	13	,	,	PUNCT
easat-6431	13	14	machine	machine	NOUN
easat-6431	13	15	learning	learning	NOUN
easat-6431	13	16	has	have	AUX
easat-6431	13	17	been	be	AUX
easat-6431	13	18	used	use	VERB
easat-6431	13	19	to	to	PART
easat-6431	13	20	solve	solve	VERB
easat-6431	13	21	many	many	ADJ
easat-6431	13	22	of	of	ADP
easat-6431	13	23	the	the	DET
easat-6431	13	24	challenges	challenge	NOUN
easat-6431	13	25	of	of	ADP
easat-6431	13	26	analytics	analytic	NOUN
easat-6431	13	27	in	in	ADP
easat-6431	13	28	many	many	ADJ
easat-6431	13	29	fields	field	NOUN
easat-6431	13	30	.	.	PUNCT
easat-6431	14	1	in	in	ADP
easat-6431	14	2	the	the	DET
easat-6431	14	3	financial	financial	ADJ
easat-6431	14	4	industry	industry	NOUN
easat-6431	14	5	,	,	PUNCT
easat-6431	14	6	these	these	DET
easat-6431	14	7	techniques	technique	NOUN
easat-6431	14	8	are	be	AUX
easat-6431	14	9	applied	apply	VERB
easat-6431	14	10	to	to	ADP
easat-6431	14	11	a	a	DET
easat-6431	14	12	variety	variety	NOUN
easat-6431	14	13	of	of	ADP
easat-6431	14	14	research	research	NOUN
easat-6431	14	15	in	in	ADP
easat-6431	14	16	order	order	NOUN
easat-6431	14	17	to	to	PART
easat-6431	14	18	obtain	obtain	VERB
easat-6431	14	19	the	the	DET
easat-6431	14	20	data	datum	NOUN
easat-6431	14	21	needed	need	VERB
easat-6431	14	22	to	to	PART
easat-6431	14	23	garner	garner	VERB
easat-6431	14	24	valuable	valuable	ADJ
easat-6431	14	25	insights	insight	NOUN
easat-6431	14	26	,	,	PUNCT
easat-6431	14	27	solve	solve	VERB
easat-6431	14	28	the	the	DET
easat-6431	14	29	problems	problem	NOUN
easat-6431	14	30	of	of	ADP
easat-6431	14	31	non	non	ADJ
easat-6431	14	32	-	-	ADJ
easat-6431	14	33	linear	linear	ADJ
easat-6431	14	34	relationships	relationship	NOUN
easat-6431	14	35	,	,	PUNCT
easat-6431	14	36	and	and	CCONJ
easat-6431	14	37	solve	solve	VERB
easat-6431	14	38	complicated	complicated	ADJ
easat-6431	14	39	issues	issue	NOUN
easat-6431	14	40	efficiently	efficiently	ADV
easat-6431	14	41	without	without	ADP
easat-6431	14	42	the	the	DET
easat-6431	14	43	requirement	requirement	NOUN
easat-6431	14	44	of	of	ADP
easat-6431	14	45	data	datum	NOUN
easat-6431	14	46	[	[	X
easat-6431	14	47	1	1	NUM
easat-6431	14	48	]	]	PUNCT
easat-6431	14	49	.	.	PUNCT
easat-6431	15	1	particularly	particularly	ADV
easat-6431	15	2	,	,	PUNCT
easat-6431	15	3	applying	apply	VERB
easat-6431	15	4	machine	machine	NOUN
easat-6431	15	5	learning	learning	NOUN
easat-6431	15	6	approach	approach	NOUN
easat-6431	15	7	seems	seem	VERB
easat-6431	15	8	to	to	PART
easat-6431	15	9	be	be	AUX
easat-6431	15	10	more	more	ADV
easat-6431	15	11	efficient	efficient	ADJ
easat-6431	15	12	in	in	ADP
easat-6431	15	13	forecasting	forecast	VERB
easat-6431	15	14	financial	financial	ADJ
easat-6431	15	15	issues	issue	NOUN
easat-6431	15	16	such	such	ADJ
easat-6431	15	17	as	as	ADP
easat-6431	15	18	financial	financial	ADJ
easat-6431	15	19	distress	distress	NOUN
easat-6431	15	20	[	[	X
easat-6431	15	21	2	2	NUM
easat-6431	15	22	]	]	PUNCT
easat-6431	15	23	financial	financial	ADJ
easat-6431	15	24	risk	risk	NOUN
easat-6431	15	25	[	[	X
easat-6431	15	26	3	3	X
easat-6431	15	27	]	]	X
easat-6431	15	28	firm	firm	ADJ
easat-6431	15	29	value	value	NOUN
easat-6431	15	30	[	[	X
easat-6431	15	31	4	4	NUM
easat-6431	15	32	]	]	PUNCT
easat-6431	15	33	etc	etc	X
easat-6431	15	34	.	.	X
easat-6431	16	1	moreover	moreover	ADV
easat-6431	16	2	,	,	PUNCT
easat-6431	16	3	the	the	DET
easat-6431	16	4	increasing	increase	VERB
easat-6431	16	5	availability	availability	NOUN
easat-6431	16	6	of	of	ADP
easat-6431	16	7	data	datum	NOUN
easat-6431	16	8	conferred	confer	VERB
easat-6431	16	9	the	the	DET
easat-6431	16	10	opportunity	opportunity	NOUN
easat-6431	16	11	to	to	PART
easat-6431	16	12	utilize	utilize	VERB
easat-6431	16	13	a	a	DET
easat-6431	16	14	number	number	NOUN
easat-6431	16	15	of	of	ADP
easat-6431	16	16	analytical	analytical	ADJ
easat-6431	16	17	techniques	technique	NOUN
easat-6431	16	18	and	and	CCONJ
easat-6431	16	19	methodologies	methodology	NOUN
easat-6431	16	20	to	to	PART
easat-6431	16	21	explore	explore	VERB
easat-6431	16	22	patterns	pattern	NOUN
easat-6431	16	23	,	,	PUNCT
easat-6431	16	24	often	often	ADV
easat-6431	16	25	hidden	hide	VERB
easat-6431	16	26	,	,	PUNCT
easat-6431	16	27	that	that	PRON
easat-6431	16	28	might	might	AUX
easat-6431	16	29	be	be	AUX
easat-6431	16	30	useful	useful	ADJ
easat-6431	16	31	for	for	ADP
easat-6431	16	32	financial	financial	ADJ
easat-6431	16	33	prediction	prediction	NOUN
easat-6431	16	34	issues	issue	NOUN
easat-6431	16	35	.	.	PUNCT
easat-6431	17	1	a	a	DET
easat-6431	17	2	variety	variety	NOUN
easat-6431	17	3	of	of	ADP
easat-6431	17	4	machine	machine	NOUN
easat-6431	17	5	learning	learning	NOUN
easat-6431	17	6	techniques	technique	NOUN
easat-6431	17	7	have	have	AUX
easat-6431	17	8	been	be	AUX
easat-6431	17	9	applied	apply	VERB
easat-6431	17	10	in	in	ADP
easat-6431	17	11	quantitative	quantitative	ADJ
easat-6431	17	12	finance	finance	NOUN
easat-6431	17	13	applications	application	NOUN
easat-6431	17	14	,	,	PUNCT
easat-6431	17	15	such	such	ADJ
easat-6431	17	16	as	as	ADP
easat-6431	17	17	support	support	NOUN
easat-6431	17	18	vector	vector	NOUN
easat-6431	17	19	machines	machine	NOUN
easat-6431	17	20	,	,	PUNCT
easat-6431	17	21	neural	neural	ADJ
easat-6431	17	22	networks	network	NOUN
easat-6431	17	23	[	[	X
easat-6431	17	24	5	5	NUM
easat-6431	17	25	,	,	PUNCT
easat-6431	17	26	6	6	NUM
easat-6431	17	27	]	]	PUNCT
easat-6431	17	28	hybrid	hybrid	NOUN
easat-6431	17	29	,	,	PUNCT
easat-6431	17	30	and	and	CCONJ
easat-6431	17	31	ensemble	ensemble	ADJ
easat-6431	17	32	classifiers	classifier	NOUN
easat-6431	17	33	[	[	X
easat-6431	17	34	7	7	NUM
easat-6431	17	35	]	]	PUNCT
easat-6431	17	36	.	.	PUNCT
easat-6431	18	1	such	such	ADJ
easat-6431	18	2	techniques	technique	NOUN
easat-6431	18	3	are	be	AUX
easat-6431	18	4	based	base	VERB
easat-6431	18	5	on	on	ADP
easat-6431	18	6	inductive	inductive	ADJ
easat-6431	18	7	inference	inference	NOUN
easat-6431	18	8	rather	rather	ADV
easat-6431	18	9	than	than	ADP
easat-6431	18	10	on	on	ADP
easat-6431	18	11	classical	classical	ADJ
easat-6431	18	12	statistics	statistic	NOUN
easat-6431	19	1	[	[	X
easat-6431	19	2	8	8	NUM
easat-6431	19	3	]	]	PUNCT
easat-6431	19	4	.	.	PUNCT
easat-6431	20	1	although	although	SCONJ
easat-6431	20	2	there	there	PRON
easat-6431	20	3	has	have	AUX
easat-6431	20	4	been	be	AUX
easat-6431	20	5	doubt	doubt	ADV
easat-6431	20	6	regarding	regard	VERB
easat-6431	20	7	the	the	DET
easat-6431	20	8	efficacy	efficacy	NOUN
easat-6431	20	9	of	of	ADP
easat-6431	20	10	these	these	DET
easat-6431	20	11	methods	method	NOUN
easat-6431	20	12	,	,	PUNCT
easat-6431	20	13	researchers	researcher	NOUN
easat-6431	20	14	have	have	AUX
easat-6431	20	15	demonstrated	demonstrate	VERB
easat-6431	20	16	that	that	SCONJ
easat-6431	20	17	one	one	NUM
easat-6431	20	18	of	of	ADP
easat-6431	20	19	the	the	DET
easat-6431	20	20	primary	primary	ADJ
easat-6431	20	21	advantages	advantage	NOUN
easat-6431	20	22	of	of	ADP
easat-6431	20	23	machine	machine	NOUN
easat-6431	20	24	learning	learn	VERB
easat-6431	20	25	techniques	technique	NOUN
easat-6431	20	26	lies	lie	VERB
easat-6431	20	27	in	in	ADP
easat-6431	20	28	their	their	PRON
easat-6431	20	29	ability	ability	NOUN
easat-6431	20	30	to	to	PART
easat-6431	20	31	effectively	effectively	ADV
easat-6431	20	32	and	and	CCONJ
easat-6431	20	33	accurately	accurately	ADV
easat-6431	20	34	analyze	analyze	VERB
easat-6431	20	35	vast	vast	ADJ
easat-6431	20	36	amounts	amount	NOUN
easat-6431	20	37	of	of	ADP
easat-6431	20	38	data	datum	NOUN
easat-6431	20	39	.	.	PUNCT
easat-6431	21	1	due	due	ADP
easat-6431	21	2	to	to	ADP
easat-6431	21	3	unclear	unclear	ADJ
easat-6431	21	4	dependencies	dependency	NOUN
easat-6431	21	5	within	within	ADP
easat-6431	21	6	variables	variable	NOUN
easat-6431	21	7	,	,	PUNCT
easat-6431	21	8	identifying	identify	VERB
easat-6431	21	9	relationship	relationship	NOUN
easat-6431	21	10	between	between	ADP
easat-6431	21	11	them	they	PRON
easat-6431	21	12	is	be	AUX
easat-6431	21	13	a	a	DET
easat-6431	21	14	very	very	ADV
easat-6431	21	15	difficult	difficult	ADJ
easat-6431	21	16	task	task	NOUN
easat-6431	21	17	that	that	PRON
easat-6431	21	18	can	can	AUX
easat-6431	21	19	be	be	AUX
easat-6431	21	20	tackled	tackle	VERB
easat-6431	21	21	properly	properly	ADV
easat-6431	21	22	by	by	ADP
easat-6431	21	23	machine	machine	NOUN
easat-6431	21	24	learning	learning	NOUN
easat-6431	21	25	models	model	NOUN
easat-6431	21	26	.	.	PUNCT
easat-6431	22	1	among	among	ADP
easat-6431	22	2	the	the	DET
easat-6431	22	3	issues	issue	NOUN
easat-6431	22	4	of	of	ADP
easat-6431	22	5	corporate	corporate	ADJ
easat-6431	22	6	finance	finance	NOUN
easat-6431	22	7	,	,	PUNCT
easat-6431	22	8	firm	firm	ADJ
easat-6431	22	9	value	value	NOUN
easat-6431	22	10	is	be	AUX
easat-6431	22	11	always	always	ADV
easat-6431	22	12	taken	take	VERB
easat-6431	22	13	into	into	ADP
easat-6431	22	14	account	account	NOUN
easat-6431	22	15	,	,	PUNCT
easat-6431	22	16	not	not	PART
easat-6431	22	17	only	only	ADV
easat-6431	22	18	by	by	ADP
easat-6431	22	19	internal	internal	ADJ
easat-6431	22	20	managers	manager	NOUN
easat-6431	22	21	but	but	CCONJ
easat-6431	22	22	also	also	ADV
easat-6431	22	23	by	by	ADP
easat-6431	22	24	external	external	ADJ
easat-6431	22	25	users	user	NOUN
easat-6431	22	26	.	.	PUNCT
easat-6431	23	1	predictions	prediction	NOUN
easat-6431	23	2	related	relate	VERB
easat-6431	23	3	to	to	ADP
easat-6431	23	4	firm	firm	ADJ
easat-6431	23	5	value	value	NOUN
easat-6431	23	6	are	be	AUX
easat-6431	23	7	an	an	DET
easat-6431	23	8	important	important	ADJ
easat-6431	23	9	part	part	NOUN
easat-6431	23	10	of	of	ADP
easat-6431	23	11	information	information	NOUN
easat-6431	23	12	for	for	ADP
easat-6431	23	13	making	make	VERB
easat-6431	23	14	decisions	decision	NOUN
easat-6431	23	15	for	for	ADP
easat-6431	23	16	many	many	ADJ
easat-6431	23	17	purposes	purpose	NOUN
easat-6431	23	18	.	.	PUNCT
easat-6431	24	1	for	for	ADP
easat-6431	24	2	managers	manager	NOUN
easat-6431	24	3	,	,	PUNCT
easat-6431	24	4	this	this	DET
easat-6431	24	5	information	information	NOUN
easat-6431	24	6	guides	guide	VERB
easat-6431	24	7	the	the	DET
easat-6431	24	8	internal	internal	ADJ
easat-6431	24	9	manager	manager	NOUN
easat-6431	24	10	who	who	PRON
easat-6431	24	11	plans	plan	VERB
easat-6431	24	12	to	to	PART
easat-6431	24	13	widen	widen	VERB
easat-6431	24	14	their	their	PRON
easat-6431	24	15	business	business	NOUN
easat-6431	24	16	scale	scale	NOUN
easat-6431	24	17	or	or	CCONJ
easat-6431	24	18	intends	intend	VERB
easat-6431	24	19	to	to	PART
easat-6431	24	20	list	list	VERB
easat-6431	24	21	their	their	PRON
easat-6431	24	22	stock	stock	NOUN
easat-6431	24	23	in	in	ADP
easat-6431	24	24	the	the	DET
easat-6431	24	25	foreign	foreign	ADJ
easat-6431	24	26	security	security	NOUN
easat-6431	24	27	market	market	NOUN
easat-6431	24	28	.	.	PUNCT
easat-6431	25	1	understanding	understand	VERB
easat-6431	25	2	the	the	DET
easat-6431	25	3	firm	firm	ADJ
easat-6431	25	4	value	value	NOUN
easat-6431	25	5	will	will	AUX
easat-6431	25	6	help	help	VERB
easat-6431	25	7	investors	investor	NOUN
easat-6431	25	8	identify	identify	VERB
easat-6431	25	9	the	the	DET
easat-6431	25	10	direction	direction	NOUN
easat-6431	25	11	of	of	ADP
easat-6431	25	12	their	their	PRON
easat-6431	25	13	investments	investment	NOUN
easat-6431	25	14	and	and	CCONJ
easat-6431	25	15	optimize	optimize	VERB
easat-6431	25	16	their	their	PRON
easat-6431	25	17	portfolios	portfolio	NOUN
easat-6431	25	18	.	.	PUNCT
easat-6431	26	1	for	for	ADP
easat-6431	26	2	financial	financial	ADJ
easat-6431	26	3	analysts	analyst	NOUN
easat-6431	26	4	,	,	PUNCT
easat-6431	26	5	it	it	PRON
easat-6431	26	6	is	be	AUX
easat-6431	26	7	useful	useful	ADJ
easat-6431	26	8	to	to	PART
easat-6431	26	9	know	know	VERB
easat-6431	26	10	the	the	DET
easat-6431	26	11	determinants	determinant	NOUN
easat-6431	26	12	that	that	PRON
easat-6431	26	13	affect	affect	VERB
easat-6431	26	14	firm	firm	ADJ
easat-6431	26	15	value	value	NOUN
easat-6431	26	16	so	so	SCONJ
easat-6431	26	17	that	that	SCONJ
easat-6431	26	18	they	they	PRON
easat-6431	26	19	can	can	AUX
easat-6431	26	20	suggest	suggest	VERB
easat-6431	26	21	and	and	CCONJ
easat-6431	26	22	make	make	VERB
easat-6431	26	23	commentary	commentary	NOUN
easat-6431	26	24	for	for	ADP
easat-6431	26	25	their	their	PRON
easat-6431	26	26	customers	customer	NOUN
easat-6431	26	27	.	.	PUNCT
easat-6431	27	1	firm	firm	ADJ
easat-6431	27	2	value	value	NOUN
easat-6431	27	3	prediction	prediction	NOUN
easat-6431	27	4	has	have	AUX
easat-6431	27	5	https://orcid.org/0000-0002-1906-3680	https://orcid.org/0000-0002-1906-3680	PROPN
easat-6431	27	6	1963	1963	NUM
easat-6431	27	7	edelweiss	edelweiss	PROPN
easat-6431	27	8	applied	apply	VERB
easat-6431	27	9	science	science	NOUN
easat-6431	27	10	and	and	CCONJ
easat-6431	27	11	technology	technology	NOUN
easat-6431	27	12	issn	issn	PROPN
easat-6431	27	13	:	:	PUNCT
easat-6431	27	14	2576	2576	NUM
easat-6431	27	15	-	-	SYM
easat-6431	27	16	8484	8484	NUM
easat-6431	27	17	vol	vol	NOUN
easat-6431	27	18	.	.	PROPN
easat-6431	28	1	9	9	NUM
easat-6431	28	2	,	,	PUNCT
easat-6431	28	3	no	no	INTJ
easat-6431	28	4	.	.	NOUN
easat-6431	29	1	4	4	NUM
easat-6431	29	2	:	:	PUNCT
easat-6431	29	3	1962	1962	NUM
easat-6431	29	4	-	-	SYM
easat-6431	29	5	1974	1974	NUM
easat-6431	29	6	,	,	PUNCT
easat-6431	29	7	2025	2025	NUM
easat-6431	29	8	doi	doi	NOUN
easat-6431	29	9	:	:	PUNCT
easat-6431	29	10	10.55214/25768484.v9i4.6431	10.55214/25768484.v9i4.6431	NUM
easat-6431	29	11	©	©	PROPN
easat-6431	29	12	2025	2025	NUM
easat-6431	29	13	by	by	ADP
easat-6431	29	14	the	the	DET
easat-6431	29	15	authors	author	NOUN
easat-6431	29	16	;	;	PUNCT
easat-6431	29	17	licensee	licensee	PROPN
easat-6431	29	18	learning	learning	NOUN
easat-6431	29	19	gate	gate	NOUN
easat-6431	29	20	attracted	attract	VERB
easat-6431	29	21	consideration	consideration	NOUN
easat-6431	29	22	from	from	ADP
easat-6431	29	23	number	number	NOUN
easat-6431	29	24	of	of	ADP
easat-6431	29	25	scholars	scholar	NOUN
easat-6431	29	26	of	of	ADP
easat-6431	29	27	diverse	diverse	ADJ
easat-6431	29	28	backgrounds	background	NOUN
easat-6431	29	29	,	,	PUNCT
easat-6431	29	30	such	such	ADJ
easat-6431	29	31	as	as	ADP
easat-6431	29	32	singh	singh	PROPN
easat-6431	29	33	and	and	CCONJ
easat-6431	29	34	bansal	bansal	NOUN
easat-6431	29	35	[	[	X
easat-6431	29	36	9	9	NUM
easat-6431	29	37	]	]	PUNCT
easat-6431	29	38	;	;	PUNCT
easat-6431	29	39	kuzey	kuzey	PROPN
easat-6431	29	40	,	,	PUNCT
easat-6431	29	41	et	et	PROPN
easat-6431	29	42	al	al	PROPN
easat-6431	29	43	.	.	PUNCT
easat-6431	30	1	[	[	X
easat-6431	30	2	4	4	NUM
easat-6431	30	3	]	]	PUNCT
easat-6431	30	4	;	;	PUNCT
easat-6431	30	5	aggarwal	aggarwal	NOUN
easat-6431	30	6	and	and	CCONJ
easat-6431	30	7	padhan	padhan	VERB
easat-6431	30	8	[	[	X
easat-6431	30	9	10	10	NUM
easat-6431	30	10	]	]	PUNCT
easat-6431	30	11	;	;	PUNCT
easat-6431	30	12	dang	dang	INTJ
easat-6431	30	13	,	,	PUNCT
easat-6431	30	14	et	et	PROPN
easat-6431	30	15	al	al	PROPN
easat-6431	30	16	.	.	PUNCT
easat-6431	31	1	[	[	X
easat-6431	31	2	11	11	NUM
easat-6431	31	3	]	]	PUNCT
easat-6431	31	4	;	;	PUNCT
easat-6431	31	5	huynh	huynh	PROPN
easat-6431	31	6	,	,	PUNCT
easat-6431	31	7	et	et	PROPN
easat-6431	31	8	al	al	PROPN
easat-6431	31	9	.	.	PUNCT
easat-6431	32	1	[	[	X
easat-6431	32	2	12	12	NUM
easat-6431	32	3	]	]	X
easat-6431	32	4	;	;	PUNCT
easat-6431	32	5	dang	dang	ADJ
easat-6431	32	6	and	and	CCONJ
easat-6431	32	7	do	do	VERB
easat-6431	32	8	[	[	X
easat-6431	32	9	13	13	NUM
easat-6431	32	10	]	]	PUNCT
easat-6431	32	11	and	and	CCONJ
easat-6431	32	12	juca	juca	NOUN
easat-6431	32	13	and	and	CCONJ
easat-6431	32	14	fishlow	fishlow	PROPN
easat-6431	32	15	[	[	X
easat-6431	32	16	14	14	NUM
easat-6431	32	17	]	]	PUNCT
easat-6431	32	18	etc	etc	X
easat-6431	32	19	.	.	X
easat-6431	33	1	those	those	DET
easat-6431	33	2	studies	study	NOUN
easat-6431	33	3	address	address	VERB
easat-6431	33	4	how	how	SCONJ
easat-6431	33	5	firm	firm	ADJ
easat-6431	33	6	characteristics	characteristic	NOUN
easat-6431	33	7	influence	influence	NOUN
easat-6431	33	8	firm	firm	NOUN
easat-6431	33	9	value	value	NOUN
easat-6431	33	10	;	;	PUNCT
easat-6431	33	11	others	other	NOUN
easat-6431	33	12	take	take	VERB
easat-6431	33	13	into	into	ADP
easat-6431	33	14	account	account	NOUN
easat-6431	33	15	how	how	SCONJ
easat-6431	33	16	macroeconomic	macroeconomic	ADJ
easat-6431	33	17	factors	factor	NOUN
easat-6431	33	18	affect	affect	VERB
easat-6431	33	19	firm	firm	ADJ
easat-6431	33	20	value	value	NOUN
easat-6431	33	21	.	.	PUNCT
easat-6431	34	1	many	many	ADJ
easat-6431	34	2	studies	study	NOUN
easat-6431	34	3	have	have	AUX
easat-6431	34	4	identified	identify	VERB
easat-6431	34	5	and	and	CCONJ
easat-6431	34	6	explained	explain	VERB
easat-6431	34	7	the	the	DET
easat-6431	34	8	impact	impact	NOUN
easat-6431	34	9	of	of	ADP
easat-6431	34	10	both	both	CCONJ
easat-6431	34	11	microeconomic	microeconomic	ADJ
easat-6431	34	12	and	and	CCONJ
easat-6431	34	13	macroeconomic	macroeconomic	ADJ
easat-6431	34	14	determinants	determinant	NOUN
easat-6431	34	15	on	on	ADP
easat-6431	34	16	firm	firm	ADJ
easat-6431	34	17	value	value	NOUN
easat-6431	34	18	.	.	PUNCT
easat-6431	35	1	the	the	DET
easat-6431	35	2	objective	objective	NOUN
easat-6431	35	3	of	of	ADP
easat-6431	35	4	this	this	DET
easat-6431	35	5	study	study	NOUN
easat-6431	35	6	is	be	AUX
easat-6431	35	7	to	to	PART
easat-6431	35	8	address	address	VERB
easat-6431	35	9	the	the	DET
easat-6431	35	10	influence	influence	NOUN
easat-6431	35	11	of	of	ADP
easat-6431	35	12	both	both	CCONJ
easat-6431	35	13	microeconomic	microeconomic	ADJ
easat-6431	35	14	and	and	CCONJ
easat-6431	35	15	macroeconomic	macroeconomic	ADJ
easat-6431	35	16	factors	factor	NOUN
easat-6431	35	17	on	on	ADP
easat-6431	35	18	the	the	DET
easat-6431	35	19	firm	firm	ADJ
easat-6431	35	20	value	value	NOUN
easat-6431	35	21	of	of	ADP
easat-6431	35	22	435	435	NUM
easat-6431	35	23	non	non	ADJ
easat-6431	35	24	-	-	ADJ
easat-6431	35	25	financial	financial	ADJ
easat-6431	35	26	enterprises	enterprise	NOUN
easat-6431	35	27	listed	list	VERB
easat-6431	35	28	on	on	ADP
easat-6431	35	29	the	the	DET
easat-6431	35	30	vietnam	vietnam	PROPN
easat-6431	35	31	stock	stock	PROPN
easat-6431	35	32	exchange	exchange	NOUN
easat-6431	35	33	from	from	ADP
easat-6431	35	34	2014	2014	NUM
easat-6431	35	35	to	to	ADP
easat-6431	35	36	2021	2021	NUM
easat-6431	35	37	based	base	VERB
easat-6431	35	38	on	on	ADP
easat-6431	35	39	traditional	traditional	ADJ
easat-6431	35	40	statistical	statistical	ADJ
easat-6431	35	41	and	and	CCONJ
easat-6431	35	42	machine	machine	NOUN
easat-6431	35	43	learning	learning	NOUN
easat-6431	35	44	approaches	approach	NOUN
easat-6431	35	45	.	.	PUNCT
easat-6431	36	1	the	the	DET
easat-6431	36	2	comparison	comparison	NOUN
easat-6431	36	3	between	between	ADP
easat-6431	36	4	two	two	NUM
easat-6431	36	5	approaches	approach	NOUN
easat-6431	36	6	is	be	AUX
easat-6431	36	7	conducted	conduct	VERB
easat-6431	36	8	in	in	ADP
easat-6431	36	9	order	order	NOUN
easat-6431	36	10	to	to	PART
easat-6431	36	11	find	find	VERB
easat-6431	36	12	out	out	ADP
easat-6431	36	13	which	which	DET
easat-6431	36	14	approach	approach	NOUN
easat-6431	36	15	is	be	AUX
easat-6431	36	16	more	more	ADV
easat-6431	36	17	efficient	efficient	ADJ
easat-6431	36	18	than	than	ADP
easat-6431	36	19	the	the	DET
easat-6431	36	20	others	other	NOUN
easat-6431	36	21	in	in	ADP
easat-6431	36	22	the	the	DET
easat-6431	36	23	firm	firm	ADJ
easat-6431	36	24	value	value	NOUN
easat-6431	36	25	prediction	prediction	NOUN
easat-6431	36	26	problems	problem	NOUN
easat-6431	36	27	.	.	PUNCT
easat-6431	37	1	in	in	ADP
easat-6431	37	2	addition	addition	NOUN
easat-6431	37	3	,	,	PUNCT
easat-6431	37	4	the	the	DET
easat-6431	37	5	study	study	NOUN
easat-6431	37	6	concentrates	concentrate	VERB
easat-6431	37	7	mainly	mainly	ADV
easat-6431	37	8	on	on	ADP
easat-6431	37	9	the	the	DET
easat-6431	37	10	machine	machine	NOUN
easat-6431	37	11	learning	learn	VERB
easat-6431	37	12	approach	approach	NOUN
easat-6431	37	13	by	by	ADP
easat-6431	37	14	applying	apply	VERB
easat-6431	37	15	six	six	NUM
easat-6431	37	16	methods	method	NOUN
easat-6431	37	17	to	to	PART
easat-6431	37	18	choose	choose	VERB
easat-6431	37	19	the	the	DET
easat-6431	37	20	best	well	ADV
easat-6431	37	21	-	-	PUNCT
easat-6431	37	22	performing	perform	VERB
easat-6431	37	23	one	one	NUM
easat-6431	37	24	for	for	ADP
easat-6431	37	25	forecasting	forecast	VERB
easat-6431	37	26	firm	firm	ADJ
easat-6431	37	27	value	value	NOUN
easat-6431	37	28	.	.	PUNCT
easat-6431	38	1	the	the	DET
easat-6431	38	2	remainder	remainder	NOUN
easat-6431	38	3	of	of	ADP
easat-6431	38	4	this	this	DET
easat-6431	38	5	research	research	NOUN
easat-6431	38	6	is	be	AUX
easat-6431	38	7	organized	organize	VERB
easat-6431	38	8	as	as	SCONJ
easat-6431	38	9	follows	follow	VERB
easat-6431	38	10	:	:	PUNCT
easat-6431	38	11	the	the	DET
easat-6431	38	12	second	second	ADJ
easat-6431	38	13	section	section	NOUN
easat-6431	38	14	represents	represent	VERB
easat-6431	38	15	the	the	DET
easat-6431	38	16	literature	literature	NOUN
easat-6431	38	17	review	review	NOUN
easat-6431	38	18	and	and	CCONJ
easat-6431	38	19	makes	make	VERB
easat-6431	38	20	the	the	DET
easat-6431	38	21	case	case	NOUN
easat-6431	38	22	for	for	ADP
easat-6431	38	23	the	the	DET
easat-6431	38	24	novelty	novelty	NOUN
easat-6431	38	25	of	of	ADP
easat-6431	38	26	this	this	DET
easat-6431	38	27	study	study	NOUN
easat-6431	38	28	.	.	PUNCT
easat-6431	39	1	section	section	NOUN
easat-6431	39	2	3	3	NUM
easat-6431	39	3	describes	describe	VERB
easat-6431	39	4	the	the	DET
easat-6431	39	5	methodology	methodology	NOUN
easat-6431	39	6	that	that	PRON
easat-6431	39	7	was	be	AUX
easat-6431	39	8	used	use	VERB
easat-6431	39	9	for	for	ADP
easat-6431	39	10	the	the	DET
easat-6431	39	11	analysis	analysis	NOUN
easat-6431	39	12	.	.	PUNCT
easat-6431	40	1	section	section	NOUN
easat-6431	40	2	4	4	NUM
easat-6431	40	3	details	detail	NOUN
easat-6431	40	4	the	the	DET
easat-6431	40	5	sample	sample	NOUN
easat-6431	40	6	selection	selection	NOUN
easat-6431	40	7	and	and	CCONJ
easat-6431	40	8	variables	variable	NOUN
easat-6431	40	9	.	.	PUNCT
easat-6431	41	1	section	section	NOUN
easat-6431	41	2	5	5	NUM
easat-6431	41	3	shows	show	VERB
easat-6431	41	4	the	the	DET
easat-6431	41	5	empirical	empirical	ADJ
easat-6431	41	6	findings	finding	NOUN
easat-6431	41	7	.	.	PUNCT
easat-6431	42	1	finally	finally	ADV
easat-6431	42	2	,	,	PUNCT
easat-6431	42	3	section	section	NOUN
easat-6431	42	4	6	6	NUM
easat-6431	42	5	concludes	conclude	VERB
easat-6431	42	6	the	the	DET
easat-6431	42	7	paper	paper	NOUN
easat-6431	42	8	and	and	CCONJ
easat-6431	42	9	makes	make	VERB
easat-6431	42	10	recommendations	recommendation	NOUN
easat-6431	42	11	for	for	ADP
easat-6431	42	12	the	the	DET
easat-6431	42	13	findings	finding	NOUN
easat-6431	42	14	.	.	PUNCT
easat-6431	43	1	2	2	X
easat-6431	43	2	.	.	X
easat-6431	43	3	literature	literature	NOUN
easat-6431	43	4	review	review	VERB
easat-6431	43	5	2.1	2.1	NUM
easat-6431	43	6	.	.	PUNCT
easat-6431	44	1	firm	firm	ADJ
easat-6431	44	2	value	value	NOUN
easat-6431	44	3	:	:	PUNCT
easat-6431	44	4	the	the	DET
easat-6431	44	5	traditional	traditional	ADJ
easat-6431	44	6	prediction	prediction	NOUN
easat-6431	44	7	approach	approach	NOUN
easat-6431	44	8	firm	firm	NOUN
easat-6431	44	9	value	value	NOUN
easat-6431	44	10	has	have	AUX
easat-6431	44	11	been	be	AUX
easat-6431	44	12	taken	take	VERB
easat-6431	44	13	into	into	ADP
easat-6431	44	14	account	account	NOUN
easat-6431	44	15	not	not	PART
easat-6431	44	16	only	only	ADV
easat-6431	44	17	by	by	ADP
easat-6431	44	18	investors	investor	NOUN
easat-6431	44	19	but	but	CCONJ
easat-6431	44	20	also	also	ADV
easat-6431	44	21	by	by	ADP
easat-6431	44	22	many	many	ADJ
easat-6431	44	23	scholars	scholar	NOUN
easat-6431	44	24	all	all	ADV
easat-6431	44	25	over	over	ADP
easat-6431	44	26	the	the	DET
easat-6431	44	27	world	world	NOUN
easat-6431	44	28	.	.	PUNCT
easat-6431	45	1	this	this	DET
easat-6431	45	2	issue	issue	NOUN
easat-6431	45	3	is	be	AUX
easat-6431	45	4	given	give	VERB
easat-6431	45	5	attention	attention	NOUN
easat-6431	45	6	in	in	ADP
easat-6431	45	7	vietnam	vietnam	PROPN
easat-6431	45	8	by	by	ADP
easat-6431	45	9	applying	apply	VERB
easat-6431	45	10	different	different	ADJ
easat-6431	45	11	traditional	traditional	ADJ
easat-6431	45	12	econometric	econometric	ADJ
easat-6431	45	13	models	model	NOUN
easat-6431	45	14	.	.	PUNCT
easat-6431	46	1	vo	vo	NOUN
easat-6431	46	2	and	and	CCONJ
easat-6431	46	3	ellis	ellis	PROPN
easat-6431	47	1	[	[	X
easat-6431	47	2	15	15	NUM
easat-6431	47	3	]	]	PUNCT
easat-6431	47	4	examined	examine	VERB
easat-6431	47	5	the	the	DET
easat-6431	47	6	impact	impact	NOUN
easat-6431	47	7	of	of	ADP
easat-6431	47	8	capital	capital	NOUN
easat-6431	47	9	structure	structure	NOUN
easat-6431	47	10	on	on	ADP
easat-6431	47	11	firm	firm	ADJ
easat-6431	47	12	value	value	NOUN
easat-6431	47	13	based	base	VERB
easat-6431	47	14	on	on	ADP
easat-6431	47	15	the	the	DET
easat-6431	47	16	regression	regression	NOUN
easat-6431	47	17	model	model	NOUN
easat-6431	47	18	to	to	PART
easat-6431	47	19	find	find	VERB
easat-6431	47	20	the	the	DET
easat-6431	47	21	negative	negative	ADJ
easat-6431	47	22	impact	impact	NOUN
easat-6431	47	23	of	of	ADP
easat-6431	47	24	capital	capital	NOUN
easat-6431	47	25	structure	structure	NOUN
easat-6431	47	26	on	on	ADP
easat-6431	47	27	the	the	DET
easat-6431	47	28	firm	firm	ADJ
easat-6431	47	29	value	value	NOUN
easat-6431	47	30	of	of	ADP
easat-6431	47	31	listed	list	VERB
easat-6431	47	32	companies	company	NOUN
easat-6431	47	33	on	on	ADP
easat-6431	47	34	vietnamese	vietnamese	ADJ
easat-6431	47	35	stock	stock	NOUN
easat-6431	47	36	exchanges	exchange	NOUN
easat-6431	47	37	.	.	PUNCT
easat-6431	48	1	the	the	DET
easat-6431	48	2	authors	author	NOUN
easat-6431	48	3	emphasized	emphasize	VERB
easat-6431	48	4	that	that	SCONJ
easat-6431	48	5	only	only	ADV
easat-6431	48	6	low	low	ADJ
easat-6431	48	7	-	-	PUNCT
easat-6431	48	8	leveraged	leverage	VERB
easat-6431	48	9	firms	firm	NOUN
easat-6431	48	10	generate	generate	VERB
easat-6431	48	11	value	value	NOUN
easat-6431	48	12	for	for	ADP
easat-6431	48	13	shareholders	shareholder	NOUN
easat-6431	48	14	.	.	PUNCT
easat-6431	49	1	huynh	huynh	PROPN
easat-6431	49	2	,	,	PUNCT
easat-6431	49	3	et	et	PROPN
easat-6431	49	4	al	al	PROPN
easat-6431	49	5	.	.	PUNCT
easat-6431	50	1	[	[	X
easat-6431	50	2	12	12	NUM
easat-6431	50	3	]	]	PUNCT
easat-6431	50	4	compared	compare	VERB
easat-6431	50	5	the	the	DET
easat-6431	50	6	firm	firm	ADJ
easat-6431	50	7	value	value	NOUN
easat-6431	50	8	of	of	ADP
easat-6431	50	9	enterprises	enterprise	NOUN
easat-6431	50	10	and	and	CCONJ
easat-6431	50	11	determinants	determinant	NOUN
easat-6431	50	12	that	that	PRON
easat-6431	50	13	influence	influence	NOUN
easat-6431	50	14	firm	firm	ADJ
easat-6431	50	15	value	value	NOUN
easat-6431	50	16	between	between	ADP
easat-6431	50	17	vietnam	vietnam	PROPN
easat-6431	50	18	,	,	PUNCT
easat-6431	50	19	an	an	DET
easat-6431	50	20	emerging	emerge	VERB
easat-6431	50	21	country	country	NOUN
easat-6431	50	22	,	,	PUNCT
easat-6431	50	23	and	and	CCONJ
easat-6431	50	24	england	england	PROPN
easat-6431	50	25	,	,	PUNCT
easat-6431	50	26	a	a	DET
easat-6431	50	27	developed	develop	VERB
easat-6431	50	28	country	country	NOUN
easat-6431	50	29	,	,	PUNCT
easat-6431	50	30	by	by	ADP
easat-6431	50	31	applying	apply	VERB
easat-6431	50	32	the	the	DET
easat-6431	50	33	linear	linear	ADJ
easat-6431	50	34	regression	regression	NOUN
easat-6431	50	35	model	model	NOUN
easat-6431	50	36	.	.	PUNCT
easat-6431	51	1	the	the	DET
easat-6431	51	2	findings	finding	NOUN
easat-6431	51	3	indicated	indicate	VERB
easat-6431	51	4	that	that	SCONJ
easat-6431	51	5	the	the	DET
easat-6431	51	6	firm	firm	ADJ
easat-6431	51	7	value	value	NOUN
easat-6431	51	8	was	be	AUX
easat-6431	51	9	lower	low	ADJ
easat-6431	51	10	than	than	ADP
easat-6431	51	11	that	that	PRON
easat-6431	51	12	of	of	ADP
easat-6431	51	13	uk	uk	PROPN
easat-6431	51	14	firms	firm	NOUN
easat-6431	51	15	.	.	PUNCT
easat-6431	52	1	the	the	DET
easat-6431	52	2	average	average	ADJ
easat-6431	52	3	leverage	leverage	NOUN
easat-6431	52	4	,	,	PUNCT
easat-6431	52	5	revenue	revenue	NOUN
easat-6431	52	6	,	,	PUNCT
easat-6431	52	7	tangible	tangible	ADJ
easat-6431	52	8	assets	asset	NOUN
easat-6431	52	9	,	,	PUNCT
easat-6431	52	10	and	and	CCONJ
easat-6431	52	11	information	information	NOUN
easat-6431	52	12	asymmetry	asymmetry	NOUN
easat-6431	52	13	variables	variable	NOUN
easat-6431	52	14	in	in	ADP
easat-6431	52	15	vietnamese	vietnamese	ADJ
easat-6431	52	16	firms	firm	NOUN
easat-6431	52	17	were	be	AUX
easat-6431	52	18	much	much	ADV
easat-6431	52	19	higher	high	ADJ
easat-6431	52	20	than	than	ADP
easat-6431	52	21	those	those	PRON
easat-6431	52	22	in	in	ADP
easat-6431	52	23	uk	uk	PROPN
easat-6431	52	24	firms	firm	NOUN
easat-6431	52	25	.	.	PUNCT
easat-6431	53	1	in	in	ADP
easat-6431	53	2	particular	particular	ADJ
easat-6431	53	3	,	,	PUNCT
easat-6431	53	4	the	the	DET
easat-6431	53	5	information	information	NOUN
easat-6431	53	6	asymmetry	asymmetry	NOUN
easat-6431	53	7	variable	variable	NOUN
easat-6431	53	8	had	have	VERB
easat-6431	53	9	a	a	DET
easat-6431	53	10	significant	significant	ADJ
easat-6431	53	11	negative	negative	ADJ
easat-6431	53	12	influence	influence	NOUN
easat-6431	53	13	on	on	ADP
easat-6431	53	14	firm	firm	ADJ
easat-6431	53	15	value	value	NOUN
easat-6431	53	16	in	in	ADP
easat-6431	53	17	vietnam	vietnam	PROPN
easat-6431	53	18	.	.	PUNCT
easat-6431	54	1	dang	dang	VERB
easat-6431	54	2	and	and	CCONJ
easat-6431	54	3	do	do	VERB
easat-6431	54	4	[	[	X
easat-6431	54	5	13	13	NUM
easat-6431	54	6	]	]	PUNCT
easat-6431	54	7	conducted	conducted	AUX
easat-6431	54	8	the	the	DET
easat-6431	54	9	gmm	gmm	PROPN
easat-6431	54	10	model	model	NOUN
easat-6431	54	11	to	to	PART
easat-6431	54	12	forecast	forecast	VERB
easat-6431	54	13	the	the	DET
easat-6431	54	14	firm	firm	ADJ
easat-6431	54	15	value	value	NOUN
easat-6431	54	16	under	under	ADP
easat-6431	54	17	the	the	DET
easat-6431	54	18	impact	impact	NOUN
easat-6431	54	19	of	of	ADP
easat-6431	54	20	capital	capital	NOUN
easat-6431	54	21	structure	structure	NOUN
easat-6431	54	22	among	among	ADP
easat-6431	54	23	different	different	ADJ
easat-6431	54	24	industries	industry	NOUN
easat-6431	54	25	,	,	PUNCT
easat-6431	54	26	such	such	ADJ
easat-6431	54	27	as	as	ADP
easat-6431	54	28	the	the	DET
easat-6431	54	29	food	food	NOUN
easat-6431	54	30	and	and	CCONJ
easat-6431	54	31	beverage	beverage	NOUN
easat-6431	54	32	industry	industry	NOUN
easat-6431	54	33	,	,	PUNCT
easat-6431	54	34	wholesale	wholesale	ADJ
easat-6431	54	35	trade	trade	NOUN
easat-6431	54	36	,	,	PUNCT
easat-6431	54	37	construction	construction	NOUN
easat-6431	54	38	,	,	PUNCT
easat-6431	54	39	and	and	CCONJ
easat-6431	54	40	real	real	ADJ
easat-6431	54	41	estate	estate	NOUN
easat-6431	54	42	.	.	PUNCT
easat-6431	55	1	the	the	DET
easat-6431	55	2	research	research	NOUN
easat-6431	55	3	was	be	AUX
easat-6431	55	4	employed	employ	VERB
easat-6431	55	5	on	on	ADP
easat-6431	55	6	435	435	NUM
easat-6431	55	7	nonfinancial	nonfinancial	ADJ
easat-6431	55	8	enterprises	enterprise	NOUN
easat-6431	55	9	from	from	ADP
easat-6431	55	10	2012	2012	NUM
easat-6431	55	11	to	to	ADP
easat-6431	55	12	2019	2019	NUM
easat-6431	55	13	listed	list	VERB
easat-6431	55	14	on	on	ADP
easat-6431	55	15	the	the	DET
easat-6431	55	16	vietnamese	vietnamese	ADJ
easat-6431	55	17	stock	stock	NOUN
easat-6431	55	18	exchange	exchange	PROPN
easat-6431	55	19	.	.	PUNCT
easat-6431	56	1	vu	vu	PROPN
easat-6431	56	2	and	and	CCONJ
easat-6431	56	3	le	le	X
easat-6431	57	1	[	[	X
easat-6431	57	2	16	16	NUM
easat-6431	57	3	]	]	PUNCT
easat-6431	57	4	have	have	AUX
easat-6431	57	5	studied	study	VERB
easat-6431	57	6	the	the	DET
easat-6431	57	7	impact	impact	NOUN
easat-6431	57	8	of	of	ADP
easat-6431	57	9	tax	tax	NOUN
easat-6431	57	10	planning	planning	NOUN
easat-6431	57	11	on	on	ADP
easat-6431	57	12	the	the	DET
easat-6431	57	13	firm	firm	ADJ
easat-6431	57	14	value	value	NOUN
easat-6431	57	15	of	of	ADP
easat-6431	57	16	non	non	ADJ
easat-6431	57	17	-	-	ADJ
easat-6431	57	18	financial	financial	ADJ
easat-6431	57	19	firms	firm	NOUN
easat-6431	57	20	in	in	ADP
easat-6431	57	21	vietnam	vietnam	PROPN
easat-6431	57	22	through	through	ADP
easat-6431	57	23	regression	regression	NOUN
easat-6431	57	24	analysis	analysis	NOUN
easat-6431	57	25	with	with	ADP
easat-6431	57	26	the	the	DET
easat-6431	57	27	gls	gls	PROPN
easat-6431	57	28	model	model	NOUN
easat-6431	57	29	.	.	PUNCT
easat-6431	58	1	most	most	ADJ
easat-6431	58	2	of	of	ADP
easat-6431	58	3	the	the	DET
easat-6431	58	4	studies	study	NOUN
easat-6431	58	5	on	on	ADP
easat-6431	58	6	firm	firm	ADJ
easat-6431	58	7	value	value	NOUN
easat-6431	58	8	in	in	ADP
easat-6431	58	9	vietnam	vietnam	PROPN
easat-6431	58	10	have	have	AUX
easat-6431	58	11	applied	apply	VERB
easat-6431	58	12	regression	regression	NOUN
easat-6431	58	13	models	model	NOUN
easat-6431	58	14	with	with	ADP
easat-6431	58	15	different	different	ADJ
easat-6431	58	16	forms	form	NOUN
easat-6431	58	17	,	,	PUNCT
easat-6431	58	18	such	such	ADJ
easat-6431	58	19	as	as	ADP
easat-6431	58	20	ha	ha	INTJ
easat-6431	58	21	[	[	X
easat-6431	58	22	17	17	NUM
easat-6431	58	23	]	]	X
easat-6431	58	24	;	;	PUNCT
easat-6431	58	25	nguyen	nguyen	PROPN
easat-6431	58	26	,	,	PUNCT
easat-6431	58	27	et	et	PROPN
easat-6431	58	28	al	al	PROPN
easat-6431	58	29	.	.	PUNCT
easat-6431	59	1	[	[	X
easat-6431	59	2	18	18	NUM
easat-6431	59	3	]	]	X
easat-6431	59	4	;	;	PUNCT
easat-6431	59	5	nguyen	nguyen	NOUN
easat-6431	59	6	and	and	CCONJ
easat-6431	59	7	doan	doan	VERB
easat-6431	59	8	[	[	X
easat-6431	59	9	19	19	NUM
easat-6431	59	10	]	]	PUNCT
easat-6431	59	11	;	;	PUNCT
easat-6431	59	12	luu	luu	PROPN
easat-6431	60	1	[	[	X
easat-6431	60	2	20	20	NUM
easat-6431	60	3	]	]	PUNCT
easat-6431	60	4	and	and	CCONJ
easat-6431	60	5	nguyen	nguyen	NOUN
easat-6431	60	6	,	,	PUNCT
easat-6431	60	7	et	et	PROPN
easat-6431	60	8	al	al	PROPN
easat-6431	60	9	.	.	PUNCT
easat-6431	61	1	[	[	X
easat-6431	61	2	21	21	NUM
easat-6431	61	3	]	]	PUNCT
easat-6431	61	4	.	.	PUNCT
easat-6431	62	1	2.2	2.2	NUM
easat-6431	62	2	.	.	PUNCT
easat-6431	62	3	firm	firm	ADJ
easat-6431	62	4	value	value	NOUN
easat-6431	62	5	:	:	PUNCT
easat-6431	62	6	machine	machine	NOUN
easat-6431	62	7	learning	learn	VERB
easat-6431	62	8	approach	approach	NOUN
easat-6431	62	9	morden	morden	PROPN
easat-6431	62	10	research	research	NOUN
easat-6431	62	11	methods	method	NOUN
easat-6431	62	12	have	have	AUX
easat-6431	62	13	been	be	AUX
easat-6431	62	14	applied	apply	VERB
easat-6431	62	15	in	in	ADP
easat-6431	62	16	the	the	DET
easat-6431	62	17	economic	economic	ADJ
easat-6431	62	18	field	field	NOUN
easat-6431	62	19	since	since	SCONJ
easat-6431	62	20	the	the	DET
easat-6431	62	21	early	early	ADJ
easat-6431	62	22	1990s	1990s	NUM
easat-6431	62	23	by	by	ADP
easat-6431	62	24	applying	apply	VERB
easat-6431	62	25	the	the	DET
easat-6431	62	26	artificial	artificial	ADJ
easat-6431	62	27	neural	neural	ADJ
easat-6431	62	28	network	network	NOUN
easat-6431	62	29	for	for	ADP
easat-6431	62	30	forecasting	forecasting	NOUN
easat-6431	62	31	purposes	purpose	NOUN
easat-6431	62	32	[	[	X
easat-6431	62	33	22	22	NUM
easat-6431	62	34	]	]	PUNCT
easat-6431	62	35	.	.	PUNCT
easat-6431	63	1	in	in	ADP
easat-6431	63	2	recent	recent	ADJ
easat-6431	63	3	years	year	NOUN
easat-6431	63	4	,	,	PUNCT
easat-6431	63	5	machine	machine	NOUN
easat-6431	63	6	learning	learning	NOUN
easat-6431	63	7	applications	application	NOUN
easat-6431	63	8	have	have	AUX
easat-6431	63	9	proven	prove	VERB
easat-6431	63	10	useful	useful	ADJ
easat-6431	63	11	in	in	ADP
easat-6431	63	12	predicting	predict	VERB
easat-6431	63	13	financial	financial	ADJ
easat-6431	63	14	issues	issue	NOUN
easat-6431	63	15	.	.	PUNCT
easat-6431	64	1	firm	firm	ADJ
easat-6431	64	2	value	value	NOUN
easat-6431	64	3	prediction	prediction	NOUN
easat-6431	64	4	through	through	ADP
easat-6431	64	5	machine	machine	NOUN
easat-6431	64	6	learning	learning	NOUN
easat-6431	64	7	models	model	NOUN
easat-6431	64	8	has	have	AUX
easat-6431	64	9	been	be	AUX
easat-6431	64	10	mentioned	mention	VERB
easat-6431	64	11	in	in	ADP
easat-6431	64	12	corporate	corporate	ADJ
easat-6431	64	13	finance	finance	NOUN
easat-6431	64	14	and	and	CCONJ
easat-6431	64	15	represents	represent	VERB
easat-6431	64	16	more	more	ADJ
easat-6431	64	17	accuracy	accuracy	NOUN
easat-6431	64	18	compared	compare	VERB
easat-6431	64	19	to	to	ADP
easat-6431	64	20	traditional	traditional	ADJ
easat-6431	64	21	financial	financial	ADJ
easat-6431	64	22	models	model	NOUN
easat-6431	64	23	.	.	PUNCT
easat-6431	65	1	kuzey	kuzey	NOUN
easat-6431	65	2	,	,	PUNCT
easat-6431	65	3	et	et	PROPN
easat-6431	65	4	al	al	PROPN
easat-6431	65	5	.	.	PUNCT
easat-6431	66	1	[	[	X
easat-6431	66	2	4	4	X
easat-6431	66	3	]	]	PUNCT
easat-6431	66	4	have	have	AUX
easat-6431	66	5	investigated	investigate	VERB
easat-6431	66	6	the	the	DET
easat-6431	66	7	firm	firm	NOUN
easat-6431	66	8	's	's	PART
easat-6431	66	9	value	value	NOUN
easat-6431	66	10	through	through	ADP
easat-6431	66	11	the	the	DET
easat-6431	66	12	impact	impact	NOUN
easat-6431	66	13	of	of	ADP
easat-6431	66	14	multinationals	multinational	NOUN
easat-6431	66	15	as	as	SCONJ
easat-6431	66	16	measured	measure	VERB
easat-6431	66	17	by	by	ADP
easat-6431	66	18	the	the	DET
easat-6431	66	19	foreign	foreign	ADJ
easat-6431	66	20	sales	sale	NOUN
easat-6431	66	21	ratio	ratio	NOUN
easat-6431	66	22	.	.	PUNCT
easat-6431	67	1	machine	machine	NOUN
easat-6431	67	2	learning	learn	VERB
easat-6431	67	3	techniques	technique	NOUN
easat-6431	67	4	have	have	AUX
easat-6431	67	5	shown	show	VERB
easat-6431	67	6	evidence	evidence	NOUN
easat-6431	67	7	that	that	SCONJ
easat-6431	67	8	they	they	PRON
easat-6431	67	9	are	be	AUX
easat-6431	67	10	efficient	efficient	ADJ
easat-6431	67	11	methods	method	NOUN
easat-6431	67	12	to	to	PART
easat-6431	67	13	identify	identify	VERB
easat-6431	67	14	the	the	DET
easat-6431	67	15	importance	importance	NOUN
easat-6431	67	16	of	of	ADP
easat-6431	67	17	determinants	determinant	NOUN
easat-6431	67	18	that	that	PRON
easat-6431	67	19	impact	impact	VERB
easat-6431	67	20	the	the	DET
easat-6431	67	21	firm	firm	NOUN
easat-6431	67	22	's	's	PART
easat-6431	67	23	valuation	valuation	NOUN
easat-6431	67	24	.	.	PUNCT
easat-6431	68	1	the	the	DET
easat-6431	68	2	decision	decision	NOUN
easat-6431	68	3	tree	tree	NOUN
easat-6431	68	4	and	and	CCONJ
easat-6431	68	5	neural	neural	ADJ
easat-6431	68	6	network	network	NOUN
easat-6431	68	7	algorithms	algorithm	NOUN
easat-6431	68	8	are	be	AUX
easat-6431	68	9	indicated	indicate	VERB
easat-6431	68	10	to	to	PART
easat-6431	68	11	help	help	VERB
easat-6431	68	12	detect	detect	VERB
easat-6431	68	13	the	the	DET
easat-6431	68	14	ranked	rank	VERB
easat-6431	68	15	order	order	NOUN
easat-6431	68	16	among	among	ADP
easat-6431	68	17	the	the	DET
easat-6431	68	18	independent	independent	ADJ
easat-6431	68	19	variables	variable	NOUN
easat-6431	68	20	.	.	PUNCT
easat-6431	69	1	van	van	PROPN
easat-6431	69	2	witteloostuijn	witteloostuijn	PROPN
easat-6431	69	3	and	and	CCONJ
easat-6431	69	4	kolkman	kolkman	NOUN
easat-6431	69	5	[	[	X
easat-6431	69	6	23	23	NUM
easat-6431	69	7	]	]	PUNCT
easat-6431	69	8	relied	rely	VERB
easat-6431	69	9	on	on	ADP
easat-6431	69	10	machine	machine	NOUN
easat-6431	69	11	learning	learning	NOUN
easat-6431	69	12	models	model	NOUN
easat-6431	69	13	to	to	PART
easat-6431	69	14	predict	predict	VERB
easat-6431	69	15	the	the	DET
easat-6431	69	16	value	value	NOUN
easat-6431	69	17	of	of	ADP
easat-6431	69	18	firm	firm	ADJ
easat-6431	69	19	growth	growth	NOUN
easat-6431	69	20	by	by	ADP
easat-6431	69	21	using	use	VERB
easat-6431	69	22	a	a	DET
easat-6431	69	23	dataset	dataset	NOUN
easat-6431	69	24	of	of	ADP
easat-6431	69	25	168,055	168,055	NUM
easat-6431	69	26	enterprises	enterprise	NOUN
easat-6431	69	27	from	from	ADP
easat-6431	69	28	the	the	DET
easat-6431	69	29	netherlands	netherlands	PROPN
easat-6431	69	30	and	and	CCONJ
easat-6431	69	31	belgium	belgium	NOUN
easat-6431	69	32	.	.	PUNCT
easat-6431	70	1	the	the	DET
easat-6431	70	2	authors	author	NOUN
easat-6431	70	3	indicated	indicate	VERB
easat-6431	70	4	that	that	SCONJ
easat-6431	70	5	the	the	DET
easat-6431	70	6	random	random	ADJ
easat-6431	70	7	forest	forest	NOUN
easat-6431	70	8	analysis	analysis	NOUN
easat-6431	70	9	that	that	PRON
easat-6431	70	10	is	be	AUX
easat-6431	70	11	developed	develop	VERB
easat-6431	70	12	by	by	ADP
easat-6431	70	13	machine	machine	NOUN
easat-6431	70	14	learning	learning	NOUN
easat-6431	70	15	techniques	technique	NOUN
easat-6431	70	16	had	have	AUX
easat-6431	70	17	outperformed	outperform	VERB
easat-6431	70	18	the	the	DET
easat-6431	70	19	multivariate	multivariate	NOUN
easat-6431	70	20	ols	ol	NOUN
easat-6431	70	21	and	and	CCONJ
easat-6431	70	22	other	other	ADJ
easat-6431	70	23	regression	regression	NOUN
easat-6431	70	24	models	model	NOUN
easat-6431	70	25	.	.	PUNCT
easat-6431	71	1	1964	1964	NUM
easat-6431	71	2	edelweiss	edelweiss	PROPN
easat-6431	71	3	applied	apply	VERB
easat-6431	71	4	science	science	NOUN
easat-6431	71	5	and	and	CCONJ
easat-6431	71	6	technology	technology	NOUN
easat-6431	71	7	issn	issn	PROPN
easat-6431	71	8	:	:	PUNCT
easat-6431	71	9	2576	2576	NUM
easat-6431	71	10	-	-	SYM
easat-6431	71	11	8484	8484	NUM
easat-6431	71	12	vol	vol	NOUN
easat-6431	71	13	.	.	PROPN
easat-6431	72	1	9	9	NUM
easat-6431	72	2	,	,	PUNCT
easat-6431	72	3	no	no	INTJ
easat-6431	72	4	.	.	NOUN
easat-6431	73	1	4	4	NUM
easat-6431	73	2	:	:	PUNCT
easat-6431	73	3	1962	1962	NUM
easat-6431	73	4	-	-	SYM
easat-6431	73	5	1974	1974	NUM
easat-6431	73	6	,	,	PUNCT
easat-6431	73	7	2025	2025	NUM
easat-6431	73	8	doi	doi	NOUN
easat-6431	73	9	:	:	PUNCT
easat-6431	73	10	10.55214/25768484.v9i4.6431	10.55214/25768484.v9i4.6431	NUM
easat-6431	73	11	©	©	PROPN
easat-6431	73	12	2025	2025	NUM
easat-6431	73	13	by	by	ADP
easat-6431	73	14	the	the	DET
easat-6431	73	15	authors	author	NOUN
easat-6431	73	16	;	;	PUNCT
easat-6431	73	17	licensee	licensee	PROPN
easat-6431	73	18	learning	learning	PROPN
easat-6431	73	19	gate	gate	PROPN
easat-6431	73	20	zhang	zhang	PROPN
easat-6431	73	21	,	,	PUNCT
easat-6431	73	22	et	et	PROPN
easat-6431	73	23	al	al	PROPN
easat-6431	73	24	.	.	PUNCT
easat-6431	74	1	[	[	X
easat-6431	74	2	24	24	NUM
easat-6431	74	3	]	]	PUNCT
easat-6431	74	4	predicted	predict	VERB
easat-6431	74	5	the	the	DET
easat-6431	74	6	value	value	NOUN
easat-6431	74	7	of	of	ADP
easat-6431	74	8	firms	firm	NOUN
easat-6431	74	9	for	for	ADP
easat-6431	74	10	the	the	DET
easat-6431	74	11	energy	energy	NOUN
easat-6431	74	12	industry	industry	NOUN
easat-6431	74	13	in	in	ADP
easat-6431	74	14	china	china	PROPN
easat-6431	74	15	using	use	VERB
easat-6431	74	16	different	different	ADJ
easat-6431	74	17	machine	machine	NOUN
easat-6431	74	18	learning	learning	NOUN
easat-6431	74	19	models	model	NOUN
easat-6431	74	20	and	and	CCONJ
easat-6431	74	21	made	make	VERB
easat-6431	74	22	comparisons	comparison	NOUN
easat-6431	74	23	to	to	PART
easat-6431	74	24	consider	consider	VERB
easat-6431	74	25	whether	whether	SCONJ
easat-6431	74	26	the	the	DET
easat-6431	74	27	machine	machine	NOUN
easat-6431	74	28	learning	learning	NOUN
easat-6431	74	29	models	model	NOUN
easat-6431	74	30	are	be	AUX
easat-6431	74	31	more	more	ADV
easat-6431	74	32	accurate	accurate	ADJ
easat-6431	74	33	than	than	ADP
easat-6431	74	34	the	the	DET
easat-6431	74	35	traditional	traditional	ADJ
easat-6431	74	36	financial	financial	ADJ
easat-6431	74	37	evaluation	evaluation	NOUN
easat-6431	74	38	ones	one	NOUN
easat-6431	74	39	;	;	PUNCT
easat-6431	74	40	moreover	moreover	ADV
easat-6431	74	41	,	,	PUNCT
easat-6431	74	42	among	among	ADP
easat-6431	74	43	the	the	DET
easat-6431	74	44	different	different	ADJ
easat-6431	74	45	machine	machine	NOUN
easat-6431	74	46	learning	learning	NOUN
easat-6431	74	47	methods	method	NOUN
easat-6431	74	48	,	,	PUNCT
easat-6431	74	49	which	which	DET
easat-6431	74	50	methods	method	NOUN
easat-6431	74	51	outperformed	outperform	VERB
easat-6431	74	52	firm	firm	ADJ
easat-6431	74	53	value	value	NOUN
easat-6431	74	54	prediction	prediction	NOUN
easat-6431	74	55	better	well	ADV
easat-6431	74	56	than	than	ADP
easat-6431	74	57	others	other	NOUN
easat-6431	74	58	.	.	PUNCT
easat-6431	75	1	zhang	zhang	PROPN
easat-6431	75	2	,	,	PUNCT
easat-6431	75	3	et	et	PROPN
easat-6431	75	4	al	al	PROPN
easat-6431	75	5	.	.	PUNCT
easat-6431	76	1	[	[	X
easat-6431	76	2	25	25	NUM
easat-6431	76	3	]	]	PUNCT
easat-6431	76	4	have	have	AUX
easat-6431	76	5	applied	apply	VERB
easat-6431	76	6	the	the	DET
easat-6431	76	7	valuation	valuation	NOUN
easat-6431	76	8	model	model	NOUN
easat-6431	76	9	to	to	PART
easat-6431	76	10	venture	venture	VERB
easat-6431	76	11	capital	capital	NOUN
easat-6431	76	12	investors	investor	NOUN
easat-6431	76	13	in	in	ADP
easat-6431	76	14	the	the	DET
easat-6431	76	15	early	early	ADJ
easat-6431	76	16	stages	stage	NOUN
easat-6431	76	17	.	.	PUNCT
easat-6431	77	1	the	the	DET
easat-6431	77	2	research	research	NOUN
easat-6431	77	3	has	have	AUX
easat-6431	77	4	addressed	address	VERB
easat-6431	77	5	the	the	DET
easat-6431	77	6	impact	impact	NOUN
easat-6431	77	7	of	of	ADP
easat-6431	77	8	either	either	PRON
easat-6431	77	9	one	one	NUM
easat-6431	77	10	feature	feature	NOUN
easat-6431	77	11	or	or	CCONJ
easat-6431	77	12	a	a	DET
easat-6431	77	13	few	few	ADJ
easat-6431	77	14	features	feature	NOUN
easat-6431	77	15	on	on	ADP
easat-6431	77	16	firm	firm	ADJ
easat-6431	77	17	financing	financing	NOUN
easat-6431	77	18	.	.	PUNCT
easat-6431	78	1	the	the	DET
easat-6431	78	2	empirical	empirical	ADJ
easat-6431	78	3	results	result	NOUN
easat-6431	78	4	have	have	AUX
easat-6431	78	5	shown	show	VERB
easat-6431	78	6	that	that	SCONJ
easat-6431	78	7	the	the	DET
easat-6431	78	8	machine	machine	NOUN
easat-6431	78	9	learning	learning	NOUN
easat-6431	78	10	model	model	NOUN
easat-6431	78	11	is	be	AUX
easat-6431	78	12	more	more	ADV
easat-6431	78	13	useful	useful	ADJ
easat-6431	78	14	for	for	ADP
easat-6431	78	15	forecasting	forecast	VERB
easat-6431	78	16	firm	firm	ADJ
easat-6431	78	17	valuations	valuation	NOUN
easat-6431	78	18	compared	compare	VERB
easat-6431	78	19	to	to	ADP
easat-6431	78	20	traditional	traditional	ADJ
easat-6431	78	21	regression	regression	NOUN
easat-6431	78	22	models	model	NOUN
easat-6431	78	23	from	from	ADP
easat-6431	78	24	the	the	DET
easat-6431	78	25	perspective	perspective	NOUN
easat-6431	78	26	of	of	ADP
easat-6431	78	27	venture	venture	NOUN
easat-6431	78	28	capital	capital	NOUN
easat-6431	78	29	.	.	PUNCT
easat-6431	79	1	3	3	X
easat-6431	79	2	.	.	X
easat-6431	79	3	methodology	methodology	NOUN
easat-6431	79	4	the	the	DET
easat-6431	79	5	basic	basic	ADJ
easat-6431	79	6	regression	regression	NOUN
easat-6431	79	7	problem	problem	NOUN
easat-6431	79	8	in	in	ADP
easat-6431	79	9	predicting	predict	VERB
easat-6431	79	10	enterprise	enterprise	NOUN
easat-6431	79	11	value	value	NOUN
easat-6431	79	12	(	(	PUNCT
easat-6431	79	13	ev	ev	INTJ
easat-6431	79	14	)	)	PUNCT
easat-6431	79	15	is	be	AUX
easat-6431	79	16	to	to	PART
easat-6431	79	17	estimate	estimate	VERB
easat-6431	79	18	the	the	DET
easat-6431	79	19	function	function	NOUN
easat-6431	79	20	𝑔(𝑥𝑖,𝑡	𝑔(𝑥𝑖,𝑡	NOUN
easat-6431	79	21	)	)	PUNCT
easat-6431	79	22	=	=	SYM
easat-6431	79	23	𝐸(𝐸𝑉𝑖,𝑡|𝑥𝑖,𝑡	𝐸(𝐸𝑉𝑖,𝑡|𝑥𝑖,𝑡	ADJ
easat-6431	79	24	)	)	PUNCT
easat-6431	79	25	,	,	PUNCT
easat-6431	79	26	where	where	SCONJ
easat-6431	79	27	𝐸𝑉𝑖,𝑡+1	𝐸𝑉𝑖,𝑡+1	NOUN
easat-6431	79	28	=	=	SYM
easat-6431	79	29	𝑔(𝑥𝑖,𝑡	𝑔(𝑥𝑖,𝑡	ADJ
easat-6431	79	30	)	)	PUNCT
easat-6431	79	31	+	+	CCONJ
easat-6431	79	32	𝜀𝑖,𝑡+1	𝜀𝑖,𝑡+1	NOUN
easat-6431	79	33	is	be	AUX
easat-6431	79	34	the	the	DET
easat-6431	79	35	ith	ith	PROPN
easat-6431	79	36	enterprise	enterprise	NOUN
easat-6431	79	37	value	value	NOUN
easat-6431	79	38	in	in	ADP
easat-6431	79	39	year	year	NOUN
easat-6431	79	40	t+1	t+1	PROPN
easat-6431	79	41	and	and	CCONJ
easat-6431	79	42	𝜀𝑖,𝑡+1	𝜀𝑖,𝑡+1	NOUN
easat-6431	79	43	is	be	AUX
easat-6431	79	44	a	a	DET
easat-6431	79	45	random	random	ADJ
easat-6431	79	46	error	error	NOUN
easat-6431	79	47	component	component	NOUN
easat-6431	79	48	.	.	PUNCT
easat-6431	80	1	the	the	DET
easat-6431	80	2	regression	regression	NOUN
easat-6431	80	3	function	function	NOUN
easat-6431	80	4	𝐸(𝐸𝑉𝑖,𝑡|𝑥𝑖,𝑡	𝐸(𝐸𝑉𝑖,𝑡|𝑥𝑖,𝑡	ADJ
easat-6431	80	5	)	)	PUNCT
easat-6431	80	6	is	be	AUX
easat-6431	80	7	the	the	DET
easat-6431	80	8	conditional	conditional	ADJ
easat-6431	80	9	expectation	expectation	NOUN
easat-6431	80	10	of	of	ADP
easat-6431	80	11	𝐸𝑉𝑖,𝑡+1	𝐸𝑉𝑖,𝑡+1	NOUN
easat-6431	80	12	conditioned	condition	VERB
easat-6431	80	13	on	on	ADP
easat-6431	80	14	the	the	DET
easat-6431	80	15	vector	vector	NOUN
easat-6431	80	16	of	of	ADP
easat-6431	80	17	covariates	covariate	NOUN
easat-6431	80	18	𝑥𝑖,𝑡.	𝑥𝑖,𝑡.	PROPN
easat-6431	80	19	the	the	DET
easat-6431	80	20	vector	vector	NOUN
easat-6431	80	21	of	of	ADP
easat-6431	80	22	covariates	covariate	NOUN
easat-6431	80	23	𝑥𝑖,𝑡	𝑥𝑖,𝑡	PUNCT
easat-6431	80	24	has	have	VERB
easat-6431	80	25	7	7	NUM
easat-6431	80	26	components	component	NOUN
easat-6431	80	27	,	,	PUNCT
easat-6431	80	28	including	include	VERB
easat-6431	80	29	:	:	PUNCT
easat-6431	80	30	(	(	PUNCT
easat-6431	80	31	1	1	X
easat-6431	80	32	)	)	PUNCT
easat-6431	80	33	𝐿𝐸𝑉𝑖,𝑡	𝐿𝐸𝑉𝑖,𝑡	PROPN
easat-6431	80	34	(	(	PUNCT
easat-6431	80	35	capital	capital	NOUN
easat-6431	80	36	structure	structure	NOUN
easat-6431	80	37	)	)	PUNCT
easat-6431	80	38	,	,	PUNCT
easat-6431	80	39	(	(	PUNCT
easat-6431	80	40	2	2	X
easat-6431	80	41	)	)	PUNCT
easat-6431	80	42	𝑄𝑢𝑎𝑙𝑖𝑡𝑦𝑖,𝑡	𝑄𝑢𝑎𝑙𝑖𝑡𝑦𝑖,𝑡	PUNCT
easat-6431	81	1	(	(	PUNCT
easat-6431	81	2	quality	quality	NOUN
easat-6431	81	3	)	)	PUNCT
easat-6431	81	4	,	,	PUNCT
easat-6431	81	5	(	(	PUNCT
easat-6431	81	6	3	3	X
easat-6431	81	7	)	)	PUNCT
easat-6431	81	8	𝑆𝑖𝑧𝑒𝑖,𝑡	𝑆𝑖𝑧𝑒𝑖,𝑡	PUNCT
easat-6431	81	9	(	(	PUNCT
easat-6431	81	10	firm	firm	ADJ
easat-6431	81	11	size	size	NOUN
easat-6431	81	12	)	)	PUNCT
easat-6431	81	13	,	,	PUNCT
easat-6431	81	14	(	(	PUNCT
easat-6431	81	15	4	4	X
easat-6431	81	16	)	)	PUNCT
easat-6431	81	17	𝑅𝑂𝐴𝑖,𝑡	𝑅𝑂𝐴𝑖,𝑡	PUNCT
easat-6431	81	18	(	(	PUNCT
easat-6431	81	19	firm	firm	ADJ
easat-6431	81	20	profitability	profitability	NOUN
easat-6431	81	21	)	)	PUNCT
easat-6431	81	22	,	,	PUNCT
easat-6431	81	23	(	(	PUNCT
easat-6431	81	24	5	5	NUM
easat-6431	81	25	)	)	PUNCT
easat-6431	81	26	𝐺𝑟𝑜𝑤𝑖,𝑡	𝐺𝑟𝑜𝑤𝑖,𝑡	PUNCT
easat-6431	81	27	(	(	PUNCT
easat-6431	81	28	firm	firm	ADJ
easat-6431	81	29	growth	growth	NOUN
easat-6431	81	30	)	)	PUNCT
easat-6431	81	31	,	,	PUNCT
easat-6431	81	32	(	(	PUNCT
easat-6431	81	33	6	6	NUM
easat-6431	81	34	)	)	PUNCT
easat-6431	81	35	𝑇𝑎𝑛𝑔𝑖,𝑡	𝑇𝑎𝑛𝑔𝑖,𝑡	PUNCT
easat-6431	82	1	(	(	PUNCT
easat-6431	82	2	firm	firm	ADJ
easat-6431	82	3	tangibility	tangibility	NOUN
easat-6431	82	4	)	)	PUNCT
easat-6431	82	5	,	,	PUNCT
easat-6431	82	6	and	and	CCONJ
easat-6431	82	7	(	(	PUNCT
easat-6431	82	8	7	7	X
easat-6431	82	9	)	)	PUNCT
easat-6431	82	10	𝐿𝑖𝑞𝑢𝑖𝑑𝑖𝑡𝑦𝑖,𝑡	𝐿𝑖𝑞𝑢𝑖𝑑𝑖𝑡𝑦𝑖,𝑡	NOUN
easat-6431	82	11	(	(	PUNCT
easat-6431	82	12	firm	firm	ADJ
easat-6431	82	13	liquidity	liquidity	NOUN
easat-6431	82	14	)	)	PUNCT
easat-6431	82	15	.	.	PUNCT
easat-6431	83	1	the	the	DET
easat-6431	83	2	objective	objective	NOUN
easat-6431	83	3	of	of	ADP
easat-6431	83	4	this	this	DET
easat-6431	83	5	study	study	NOUN
easat-6431	83	6	is	be	AUX
easat-6431	83	7	to	to	PART
easat-6431	83	8	estimate	estimate	VERB
easat-6431	83	9	𝑔(𝑥𝑖,𝑡	𝑔(𝑥𝑖,𝑡	ADJ
easat-6431	83	10	)	)	PUNCT
easat-6431	83	11	with	with	ADP
easat-6431	83	12	six	six	NUM
easat-6431	83	13	methods	method	NOUN
easat-6431	83	14	in	in	ADP
easat-6431	83	15	two	two	NUM
easat-6431	83	16	classes	class	NOUN
easat-6431	83	17	,	,	PUNCT
easat-6431	83	18	including	include	VERB
easat-6431	83	19	(	(	PUNCT
easat-6431	83	20	1	1	NUM
easat-6431	83	21	)	)	PUNCT
easat-6431	83	22	linear	linear	NOUN
easat-6431	83	23	models	model	NOUN
easat-6431	83	24	and	and	CCONJ
easat-6431	83	25	(	(	PUNCT
easat-6431	83	26	2	2	X
easat-6431	83	27	)	)	PUNCT
easat-6431	83	28	machine	machine	NOUN
easat-6431	83	29	learning	learning	NOUN
easat-6431	83	30	models	model	NOUN
easat-6431	83	31	.	.	PUNCT
easat-6431	84	1	the	the	DET
easat-6431	84	2	first	first	ADJ
easat-6431	84	3	class	class	NOUN
easat-6431	84	4	of	of	ADP
easat-6431	84	5	models	model	NOUN
easat-6431	84	6	are	be	AUX
easat-6431	84	7	variants	variant	NOUN
easat-6431	84	8	of	of	ADP
easat-6431	84	9	a	a	DET
easat-6431	84	10	standard	standard	ADJ
easat-6431	84	11	linear	linear	PROPN
easat-6431	84	12	model	model	NOUN
easat-6431	84	13	.	.	PUNCT
easat-6431	85	1	3.1	3.1	NUM
easat-6431	85	2	.	.	PUNCT
easat-6431	86	1	linear	linear	NOUN
easat-6431	86	2	models	model	NOUN
easat-6431	86	3	3.1.1	3.1.1	NUM
easat-6431	86	4	.	.	PUNCT
easat-6431	87	1	multiple	multiple	ADJ
easat-6431	87	2	regression	regression	NOUN
easat-6431	87	3	model	model	NOUN
easat-6431	87	4	(	(	PUNCT
easat-6431	87	5	mrl	mrl	PROPN
easat-6431	87	6	)	)	PUNCT
easat-6431	87	7	multiple	multiple	ADJ
easat-6431	87	8	regression	regression	NOUN
easat-6431	87	9	models	model	NOUN
easat-6431	87	10	are	be	AUX
easat-6431	87	11	used	use	VERB
easat-6431	87	12	to	to	PART
easat-6431	87	13	explain	explain	VERB
easat-6431	87	14	the	the	DET
easat-6431	87	15	relationship	relationship	NOUN
easat-6431	87	16	between	between	ADP
easat-6431	87	17	a	a	DET
easat-6431	87	18	dependent	dependent	ADJ
easat-6431	87	19	variable	variable	NOUN
easat-6431	87	20	with	with	ADP
easat-6431	87	21	more	more	ADJ
easat-6431	87	22	than	than	ADP
easat-6431	87	23	one	one	NUM
easat-6431	87	24	independent	independent	ADJ
easat-6431	87	25	variable	variable	NOUN
easat-6431	87	26	.	.	PUNCT
easat-6431	88	1	multiple	multiple	ADJ
easat-6431	88	2	regressions	regression	NOUN
easat-6431	88	3	can	can	AUX
easat-6431	88	4	be	be	AUX
easat-6431	88	5	linear	linear	ADJ
easat-6431	88	6	or	or	CCONJ
easat-6431	88	7	nonlinear	nonlinear	ADJ
easat-6431	88	8	.	.	PUNCT
easat-6431	89	1	in	in	ADP
easat-6431	89	2	this	this	DET
easat-6431	89	3	article	article	NOUN
easat-6431	89	4	,	,	PUNCT
easat-6431	89	5	we	we	PRON
easat-6431	89	6	employed	employ	VERB
easat-6431	89	7	the	the	DET
easat-6431	89	8	standard	standard	ADJ
easat-6431	89	9	multiple	multiple	ADJ
easat-6431	89	10	regression	regression	NOUN
easat-6431	89	11	model	model	NOUN
easat-6431	89	12	and	and	CCONJ
easat-6431	89	13	estimated	estimate	VERB
easat-6431	89	14	regression	regression	NOUN
easat-6431	89	15	parameters	parameter	NOUN
easat-6431	89	16	by	by	ADP
easat-6431	89	17	ordinary	ordinary	ADJ
easat-6431	89	18	least	least	ADJ
easat-6431	89	19	squares	square	NOUN
easat-6431	89	20	(	(	PUNCT
easat-6431	89	21	ols	ol	NOUN
easat-6431	89	22	)	)	PUNCT
easat-6431	89	23	.	.	PUNCT
easat-6431	90	1	the	the	DET
easat-6431	90	2	multiple	multiple	ADJ
easat-6431	90	3	regression	regression	NOUN
easat-6431	90	4	model	model	NOUN
easat-6431	90	5	has	have	VERB
easat-6431	90	6	the	the	DET
easat-6431	90	7	form	form	NOUN
easat-6431	90	8	𝑔(𝑥𝑖,𝑡	𝑔(𝑥𝑖,𝑡	ADJ
easat-6431	90	9	,	,	PUNCT
easat-6431	90	10	𝛽	𝛽	NOUN
easat-6431	90	11	)	)	PUNCT
easat-6431	90	12	=	=	SYM
easat-6431	90	13	𝑥𝑖,𝑡	𝑥𝑖,𝑡	PUNCT
easat-6431	90	14	.	.	PUNCT
easat-6431	91	1	𝛽	𝛽	NOUN
easat-6431	91	2	where	where	SCONJ
easat-6431	91	3	𝑥𝑖,𝑡	𝑥𝑖,𝑡	PUNCT
easat-6431	91	4	vector	vector	NOUN
easat-6431	91	5	of	of	ADP
easat-6431	91	6	covariates	covariate	NOUN
easat-6431	91	7	mentioned	mention	VERB
easat-6431	91	8	before	before	ADV
easat-6431	91	9	and	and	CCONJ
easat-6431	91	10	𝛽	𝛽	NOUN
easat-6431	91	11	is	be	AUX
easat-6431	91	12	the	the	DET
easat-6431	91	13	regression	regression	NOUN
easat-6431	91	14	parameters	parameter	NOUN
easat-6431	91	15	.	.	PUNCT
easat-6431	92	1	𝛽	𝛽	NOUN
easat-6431	92	2	is	be	AUX
easat-6431	92	3	estimated	estimate	VERB
easat-6431	92	4	by	by	ADP
easat-6431	92	5	using	use	VERB
easat-6431	92	6	ols	ol	NOUN
easat-6431	92	7	�	�	PROPN
easat-6431	92	8	̂	̂	NOUN
easat-6431	92	9	�	�	NOUN
easat-6431	92	10	𝑂𝐿𝑆	𝑂𝐿𝑆	NOUN
easat-6431	92	11	=	=	PUNCT
easat-6431	93	1	𝑎𝑟𝑔𝑚𝑖𝑛𝛽||𝐸𝑉	𝑎𝑟𝑔𝑚𝑖𝑛𝛽||𝐸𝑉	NUM
easat-6431	94	1	−	−	NOUN
easat-6431	94	2	𝑥.	𝑥.	ADJ
easat-6431	94	3	𝛽||2	𝛽||2	PROPN
easat-6431	94	4	2	2	NUM
easat-6431	94	5	where	where	SCONJ
easat-6431	94	6	||𝑎	||𝑎	VERB
easat-6431	94	7	−	−	PROPN
easat-6431	94	8	𝑏||2	𝑏||2	PROPN
easat-6431	94	9	is	be	AUX
easat-6431	94	10	the	the	DET
easat-6431	94	11	distance	distance	NOUN
easat-6431	94	12	between	between	ADP
easat-6431	94	13	two	two	NUM
easat-6431	94	14	vectors	vector	NOUN
easat-6431	94	15	a	a	PRON
easat-6431	94	16	and	and	CCONJ
easat-6431	94	17	b	b	NOUN
easat-6431	94	18	(	(	PUNCT
easat-6431	94	19	euclidean	euclidean	ADJ
easat-6431	94	20	distance	distance	NOUN
easat-6431	94	21	)	)	PUNCT
easat-6431	94	22	.	.	PUNCT
easat-6431	95	1	3.1.2	3.1.2	X
easat-6431	95	2	.	.	PUNCT
easat-6431	96	1	lasso	lasso	NOUN
easat-6431	96	2	there	there	PRON
easat-6431	96	3	are	be	VERB
easat-6431	96	4	two	two	NUM
easat-6431	96	5	drawbacks	drawback	NOUN
easat-6431	96	6	to	to	ADP
easat-6431	96	7	using	use	VERB
easat-6431	96	8	a	a	DET
easat-6431	96	9	standard	standard	ADJ
easat-6431	96	10	multiple	multiple	ADJ
easat-6431	96	11	regression	regression	NOUN
easat-6431	96	12	model	model	NOUN
easat-6431	96	13	,	,	PUNCT
easat-6431	96	14	including	include	VERB
easat-6431	96	15	(	(	PUNCT
easat-6431	96	16	1	1	NUM
easat-6431	96	17	)	)	PUNCT
easat-6431	96	18	sensitivity	sensitivity	NOUN
easat-6431	96	19	to	to	ADP
easat-6431	96	20	multicollinearity	multicollinearity	NOUN
easat-6431	96	21	and	and	CCONJ
easat-6431	96	22	(	(	PUNCT
easat-6431	96	23	2	2	X
easat-6431	96	24	)	)	PUNCT
easat-6431	96	25	overfitting	overfitting	NOUN
easat-6431	96	26	.	.	PUNCT
easat-6431	97	1	to	to	PART
easat-6431	97	2	overcome	overcome	VERB
easat-6431	97	3	these	these	DET
easat-6431	97	4	drawbacks	drawback	NOUN
easat-6431	97	5	,	,	PUNCT
easat-6431	97	6	lasso	lasso	NOUN
easat-6431	97	7	(	(	PUNCT
easat-6431	97	8	the	the	DET
easat-6431	97	9	least	least	ADV
easat-6431	97	10	absolute	absolute	ADJ
easat-6431	97	11	shrinkage	shrinkage	NOUN
easat-6431	97	12	and	and	CCONJ
easat-6431	97	13	selection	selection	NOUN
easat-6431	97	14	operator	operator	NOUN
easat-6431	97	15	model	model	NOUN
easat-6431	97	16	)	)	PUNCT
easat-6431	97	17	was	be	AUX
easat-6431	97	18	introduced	introduce	VERB
easat-6431	97	19	.	.	PUNCT
easat-6431	98	1	lasso	lasso	NOUN
easat-6431	98	2	[	[	X
easat-6431	98	3	26	26	NUM
easat-6431	98	4	]	]	PUNCT
easat-6431	98	5	selects	select	VERB
easat-6431	98	6	a	a	DET
easat-6431	98	7	reduced	reduced	ADJ
easat-6431	98	8	set	set	NOUN
easat-6431	98	9	of	of	ADP
easat-6431	98	10	the	the	DET
easat-6431	98	11	known	know	VERB
easat-6431	98	12	covariates	covariate	NOUN
easat-6431	98	13	for	for	ADP
easat-6431	98	14	use	use	NOUN
easat-6431	98	15	in	in	ADP
easat-6431	98	16	a	a	DET
easat-6431	98	17	model	model	NOUN
easat-6431	98	18	.	.	PUNCT
easat-6431	99	1	a	a	DET
easat-6431	99	2	set	set	NOUN
easat-6431	99	3	of	of	ADP
easat-6431	99	4	chosen	choose	VERB
easat-6431	99	5	covariates	covariate	NOUN
easat-6431	99	6	is	be	AUX
easat-6431	99	7	considered	consider	VERB
easat-6431	99	8	more	more	ADV
easat-6431	99	9	appropriate	appropriate	ADJ
easat-6431	99	10	to	to	PART
easat-6431	99	11	predict	predict	VERB
easat-6431	99	12	the	the	DET
easat-6431	99	13	outcome	outcome	NOUN
easat-6431	99	14	.	.	PUNCT
easat-6431	100	1	thus	thus	ADV
easat-6431	100	2	,	,	PUNCT
easat-6431	100	3	lasso	lasso	NOUN
easat-6431	100	4	should	should	AUX
easat-6431	100	5	be	be	AUX
easat-6431	100	6	able	able	ADJ
easat-6431	100	7	to	to	PART
easat-6431	100	8	select	select	VERB
easat-6431	100	9	the	the	DET
easat-6431	100	10	appropriate	appropriate	ADJ
easat-6431	100	11	variables	variable	NOUN
easat-6431	100	12	in	in	ADP
easat-6431	100	13	our	our	PRON
easat-6431	100	14	regression	regression	NOUN
easat-6431	100	15	model	model	NOUN
easat-6431	100	16	,	,	PUNCT
easat-6431	100	17	by	by	ADP
easat-6431	100	18	reducing	reduce	VERB
easat-6431	100	19	and	and	CCONJ
easat-6431	100	20	selecting	select	VERB
easat-6431	100	21	a	a	DET
easat-6431	100	22	subset	subset	NOUN
easat-6431	100	23	of	of	ADP
easat-6431	100	24	variables	variable	NOUN
easat-6431	100	25	that	that	PRON
easat-6431	100	26	have	have	VERB
easat-6431	100	27	a	a	DET
easat-6431	100	28	significant	significant	ADJ
easat-6431	100	29	role	role	NOUN
easat-6431	100	30	in	in	ADP
easat-6431	100	31	predicting	predict	VERB
easat-6431	100	32	enterprise	enterprise	NOUN
easat-6431	100	33	value	value	NOUN
easat-6431	100	34	.	.	PUNCT
easat-6431	101	1	lasso	lasso	NOUN
easat-6431	101	2	does	do	VERB
easat-6431	101	3	it	it	PRON
easat-6431	101	4	by	by	ADP
easat-6431	101	5	using	use	VERB
easat-6431	101	6	the	the	DET
easat-6431	101	7	l1	l1	PROPN
easat-6431	101	8	-	-	PUNCT
easat-6431	101	9	penalty	penalty	NOUN
easat-6431	101	10	term	term	NOUN
easat-6431	101	11	(	(	PUNCT
easat-6431	101	12	𝜆||𝛽||1	𝜆||𝛽||1	NUM
easat-6431	101	13	=	=	SYM
easat-6431	102	1	𝜆	𝜆	DET
easat-6431	102	2	∑𝑛	∑𝑛	PROPN
easat-6431	102	3	𝑖=1	𝑖=1	PROPN
easat-6431	102	4	|𝛽𝑖|	|𝛽𝑖|	PROPN
easat-6431	102	5	)	)	PUNCT
easat-6431	102	6	where	where	SCONJ
easat-6431	102	7	𝜆	𝜆	NOUN
easat-6431	102	8	is	be	AUX
easat-6431	102	9	a	a	DET
easat-6431	102	10	positive	positive	ADJ
easat-6431	102	11	value	value	NOUN
easat-6431	102	12	called	call	VERB
easat-6431	102	13	a	a	DET
easat-6431	102	14	tuning	tuning	NOUN
easat-6431	102	15	parameter	parameter	NOUN
easat-6431	102	16	.	.	PUNCT
easat-6431	103	1	the	the	DET
easat-6431	103	2	estimated	estimate	VERB
easat-6431	103	3	parameters	parameter	NOUN
easat-6431	103	4	in	in	ADP
easat-6431	103	5	the	the	DET
easat-6431	103	6	lasso	lasso	NOUN
easat-6431	103	7	model	model	NOUN
easat-6431	103	8	are	be	AUX
easat-6431	103	9	given	give	VERB
easat-6431	103	10	by	by	ADP
easat-6431	103	11	�	�	PROPN
easat-6431	103	12	̂	̂	NOUN
easat-6431	103	13	�	�	NOUN
easat-6431	103	14	𝐿𝐴𝑆𝑆𝑂	𝐿𝐴𝑆𝑆𝑂	PROPN
easat-6431	103	15	=	=	PUNCT
easat-6431	104	1	𝑎𝑟𝑔𝑚𝑖𝑛𝛽||𝐸𝑉	𝑎𝑟𝑔𝑚𝑖𝑛𝛽||𝐸𝑉	NUM
easat-6431	105	1	−	−	NOUN
easat-6431	105	2	𝑥.	𝑥.	ADJ
easat-6431	105	3	𝛽||2	𝛽||2	PROPN
easat-6431	105	4	2	2	NUM
easat-6431	105	5	+	+	NUM
easat-6431	105	6	𝜆||𝛽||1	𝜆||𝛽||1	NUM
easat-6431	105	7	the	the	DET
easat-6431	105	8	l1	l1	PROPN
easat-6431	105	9	-	-	PUNCT
easat-6431	105	10	penalty	penalty	NOUN
easat-6431	105	11	term	term	NOUN
easat-6431	105	12	plays	play	VERB
easat-6431	105	13	a	a	DET
easat-6431	105	14	decisive	decisive	ADJ
easat-6431	105	15	role	role	NOUN
easat-6431	105	16	in	in	ADP
easat-6431	105	17	the	the	DET
easat-6431	105	18	model	model	NOUN
easat-6431	105	19	parameter	parameter	NOUN
easat-6431	105	20	value	value	NOUN
easat-6431	105	21	.	.	PUNCT
easat-6431	106	1	if	if	SCONJ
easat-6431	106	2	𝜆	𝜆	PRON
easat-6431	106	3	=	=	SYM
easat-6431	106	4	0	0	NUM
easat-6431	106	5	,	,	PUNCT
easat-6431	106	6	then	then	ADV
easat-6431	106	7	�	�	PROPN
easat-6431	106	8	̂	̂	SYM
easat-6431	106	9	�	�	PROPN
easat-6431	106	10	𝐿𝐴𝑆𝑆𝑂	𝐿𝐴𝑆𝑆𝑂	PROPN
easat-6431	106	11	=	=	SYM
easat-6431	106	12	�	�	PROPN
easat-6431	106	13	̂	̂	NOUN
easat-6431	106	14	�	�	NOUN
easat-6431	106	15	𝑂𝐿𝑆	𝑂𝐿𝑆	NOUN
easat-6431	106	16	,	,	PUNCT
easat-6431	106	17	and	and	CCONJ
easat-6431	106	18	as	as	ADP
easat-6431	106	19	𝜆	𝜆	DET
easat-6431	106	20	→	→	SYM
easat-6431	106	21	∞	∞	PROPN
easat-6431	106	22	,	,	PUNCT
easat-6431	106	23	the	the	DET
easat-6431	106	24	penalty	penalty	NOUN
easat-6431	106	25	term	term	NOUN
easat-6431	106	26	forces	force	VERB
easat-6431	106	27	the	the	DET
easat-6431	106	28	coefficients	coefficient	NOUN
easat-6431	106	29	to	to	ADP
easat-6431	106	30	zero	zero	NUM
easat-6431	106	31	.	.	PUNCT
easat-6431	107	1	therefore	therefore	ADV
easat-6431	107	2	,	,	PUNCT
easat-6431	107	3	choosing	choose	VERB
easat-6431	107	4	the	the	DET
easat-6431	107	5	tuning	tuning	NOUN
easat-6431	107	6	parameter	parameter	NOUN
easat-6431	107	7	𝜆	𝜆	PRON
easat-6431	107	8	is	be	AUX
easat-6431	107	9	an	an	DET
easat-6431	107	10	important	important	ADJ
easat-6431	107	11	step	step	NOUN
easat-6431	107	12	for	for	SCONJ
easat-6431	107	13	lasso	lasso	NOUN
easat-6431	107	14	to	to	PART
easat-6431	107	15	be	be	AUX
easat-6431	107	16	effective	effective	ADJ
easat-6431	107	17	.	.	PUNCT
easat-6431	108	1	1965	1965	NUM
easat-6431	108	2	edelweiss	edelweiss	PROPN
easat-6431	108	3	applied	apply	VERB
easat-6431	108	4	science	science	NOUN
easat-6431	108	5	and	and	CCONJ
easat-6431	108	6	technology	technology	NOUN
easat-6431	108	7	issn	issn	PROPN
easat-6431	108	8	:	:	PUNCT
easat-6431	108	9	2576	2576	NUM
easat-6431	108	10	-	-	SYM
easat-6431	108	11	8484	8484	NUM
easat-6431	108	12	vol	vol	NOUN
easat-6431	108	13	.	.	PROPN
easat-6431	109	1	9	9	NUM
easat-6431	109	2	,	,	PUNCT
easat-6431	109	3	no	no	INTJ
easat-6431	109	4	.	.	NOUN
easat-6431	110	1	4	4	NUM
easat-6431	110	2	:	:	PUNCT
easat-6431	110	3	1962	1962	NUM
easat-6431	110	4	-	-	SYM
easat-6431	110	5	1974	1974	NUM
easat-6431	110	6	,	,	PUNCT
easat-6431	110	7	2025	2025	NUM
easat-6431	110	8	doi	doi	NOUN
easat-6431	110	9	:	:	PUNCT
easat-6431	110	10	10.55214/25768484.v9i4.6431	10.55214/25768484.v9i4.6431	NUM
easat-6431	110	11	©	©	PROPN
easat-6431	110	12	2025	2025	NUM
easat-6431	110	13	by	by	ADP
easat-6431	110	14	the	the	DET
easat-6431	110	15	authors	author	NOUN
easat-6431	110	16	;	;	PUNCT
easat-6431	110	17	licensee	licensee	PROPN
easat-6431	110	18	learning	learn	VERB
easat-6431	110	19	gate	gate	NOUN
easat-6431	110	20	3.1.3	3.1.3	NUM
easat-6431	110	21	.	.	PUNCT
easat-6431	111	1	generalized	generalize	VERB
easat-6431	111	2	additive	additive	ADJ
easat-6431	111	3	model	model	NOUN
easat-6431	111	4	(	(	PUNCT
easat-6431	111	5	gam	gam	NOUN
easat-6431	111	6	)	)	PUNCT
easat-6431	111	7	without	without	ADP
easat-6431	111	8	pre	pre	ADJ
easat-6431	111	9	-	-	ADJ
easat-6431	111	10	specified	specified	ADJ
easat-6431	111	11	manual	manual	ADJ
easat-6431	111	12	intervention	intervention	NOUN
easat-6431	111	13	,	,	PUNCT
easat-6431	111	14	ols	ol	NOUN
easat-6431	111	15	and	and	CCONJ
easat-6431	111	16	lasso	lasso	NOUN
easat-6431	111	17	models	model	NOUN
easat-6431	111	18	are	be	AUX
easat-6431	111	19	not	not	PART
easat-6431	111	20	well	well	ADV
easat-6431	111	21	suited	suited	ADJ
easat-6431	111	22	to	to	PART
easat-6431	111	23	accurately	accurately	ADV
easat-6431	111	24	model	model	VERB
easat-6431	111	25	nonlinear	nonlinear	ADJ
easat-6431	111	26	relationships	relationship	NOUN
easat-6431	111	27	between	between	ADP
easat-6431	111	28	the	the	DET
easat-6431	111	29	covariates	covariate	NOUN
easat-6431	111	30	and	and	CCONJ
easat-6431	111	31	the	the	DET
easat-6431	111	32	dependent	dependent	ADJ
easat-6431	111	33	variable	variable	NOUN
easat-6431	111	34	.	.	PUNCT
easat-6431	112	1	a	a	DET
easat-6431	112	2	class	class	NOUN
easat-6431	112	3	of	of	ADP
easat-6431	112	4	nonparametric	nonparametric	NOUN
easat-6431	112	5	models	model	NOUN
easat-6431	112	6	that	that	PRON
easat-6431	112	7	can	can	AUX
easat-6431	112	8	handle	handle	VERB
easat-6431	112	9	potential	potential	ADJ
easat-6431	112	10	nonlinearities	nonlinearitie	NOUN
easat-6431	112	11	is	be	AUX
easat-6431	112	12	known	know	VERB
easat-6431	112	13	as	as	ADP
easat-6431	112	14	a	a	DET
easat-6431	112	15	generalized	generalized	ADJ
easat-6431	112	16	additive	additive	ADJ
easat-6431	112	17	model	model	NOUN
easat-6431	112	18	,	,	PUNCT
easat-6431	112	19	or	or	CCONJ
easat-6431	112	20	gam	gam	NOUN
easat-6431	112	21	.	.	PUNCT
easat-6431	113	1	the	the	DET
easat-6431	113	2	regression	regression	NOUN
easat-6431	113	3	function	function	NOUN
easat-6431	113	4	of	of	ADP
easat-6431	113	5	the	the	DET
easat-6431	113	6	gam	gam	NOUN
easat-6431	113	7	model	model	NOUN
easat-6431	113	8	is	be	AUX
easat-6431	113	9	given	give	VERB
easat-6431	113	10	by	by	ADP
easat-6431	113	11	𝑔(𝑥𝑖,𝑡	𝑔(𝑥𝑖,𝑡	ADJ
easat-6431	113	12	)	)	PUNCT
easat-6431	113	13	=	=	X
easat-6431	113	14	𝛽0	𝛽0	PROPN
easat-6431	113	15	+	+	CCONJ
easat-6431	113	16	∑	∑	PROPN
easat-6431	113	17	𝑛	𝑛	PRON
easat-6431	113	18	𝑗=0	𝑗=0	PROPN
easat-6431	113	19	𝑓𝑖(𝑥𝑖𝑗,𝑡	𝑓𝑖(𝑥𝑖𝑗,𝑡	PROPN
easat-6431	113	20	)	)	PUNCT
easat-6431	113	21	where	where	SCONJ
easat-6431	113	22	𝑓𝑖	𝑓𝑖	PROPN
easat-6431	113	23	is	be	AUX
easat-6431	113	24	ith	ith	PROPN
easat-6431	113	25	non	non	ADJ
easat-6431	113	26	-	-	ADJ
easat-6431	113	27	linear	linear	ADJ
easat-6431	113	28	function	function	NOUN
easat-6431	113	29	.	.	PUNCT
easat-6431	114	1	one	one	NUM
easat-6431	114	2	of	of	ADP
easat-6431	114	3	the	the	DET
easat-6431	114	4	key	key	ADJ
easat-6431	114	5	advantages	advantage	NOUN
easat-6431	114	6	of	of	ADP
easat-6431	114	7	using	use	VERB
easat-6431	114	8	gam	gam	NOUN
easat-6431	114	9	is	be	AUX
easat-6431	114	10	that	that	SCONJ
easat-6431	114	11	the	the	DET
easat-6431	114	12	additive	additive	ADJ
easat-6431	114	13	,	,	PUNCT
easat-6431	114	14	functional	functional	ADJ
easat-6431	114	15	effects	effect	NOUN
easat-6431	114	16	of	of	ADP
easat-6431	114	17	the	the	DET
easat-6431	114	18	covariates	covariate	NOUN
easat-6431	114	19	𝑥𝑗	𝑥𝑗	PROPN
easat-6431	114	20	on	on	ADP
easat-6431	114	21	y	y	PROPN
easat-6431	114	22	are	be	AUX
easat-6431	114	23	readily	readily	ADV
easat-6431	114	24	available	available	ADJ
easat-6431	114	25	and	and	CCONJ
easat-6431	114	26	are	be	AUX
easat-6431	114	27	often	often	ADV
easat-6431	114	28	interpretable	interpretable	ADJ
easat-6431	114	29	.	.	PUNCT
easat-6431	115	1	3.2	3.2	NUM
easat-6431	115	2	.	.	PUNCT
easat-6431	115	3	machine	machine	NOUN
easat-6431	115	4	learning	learning	NOUN
easat-6431	115	5	models	model	NOUN
easat-6431	115	6	next	next	ADV
easat-6431	115	7	,	,	PUNCT
easat-6431	115	8	we	we	PRON
easat-6431	115	9	evaluate	evaluate	VERB
easat-6431	115	10	the	the	DET
easat-6431	115	11	utility	utility	NOUN
easat-6431	115	12	of	of	ADP
easat-6431	115	13	three	three	NUM
easat-6431	115	14	machine	machine	NOUN
easat-6431	115	15	learning	learning	NOUN
easat-6431	115	16	models	model	NOUN
easat-6431	115	17	:	:	PUNCT
easat-6431	115	18	a	a	DET
easat-6431	115	19	random	random	ADJ
easat-6431	115	20	forest	forest	NOUN
easat-6431	116	1	[	[	X
easat-6431	116	2	27	27	NUM
easat-6431	116	3	]	]	PUNCT
easat-6431	116	4	a	a	DET
easat-6431	116	5	gradient	gradient	NOUN
easat-6431	116	6	boosting	boost	VERB
easat-6431	116	7	machine	machine	NOUN
easat-6431	116	8	[	[	X
easat-6431	116	9	28	28	NUM
easat-6431	116	10	]	]	PUNCT
easat-6431	116	11	and	and	CCONJ
easat-6431	116	12	a	a	DET
easat-6431	116	13	feed	feed	NOUN
easat-6431	116	14	-	-	PUNCT
easat-6431	116	15	forward	forward	NOUN
easat-6431	116	16	neural	neural	ADJ
easat-6431	116	17	network	network	NOUN
easat-6431	116	18	with	with	ADP
easat-6431	116	19	a	a	DET
easat-6431	116	20	single	single	ADJ
easat-6431	116	21	hidden	hide	VERB
easat-6431	116	22	layer	layer	NOUN
easat-6431	116	23	[	[	X
easat-6431	116	24	29	29	NUM
easat-6431	116	25	]	]	PUNCT
easat-6431	116	26	.	.	PUNCT
easat-6431	117	1	machine	machine	NOUN
easat-6431	117	2	learning	learn	VERB
easat-6431	117	3	algorithms	algorithm	NOUN
easat-6431	117	4	are	be	AUX
easat-6431	117	5	especially	especially	ADV
easat-6431	117	6	helpful	helpful	ADJ
easat-6431	117	7	for	for	ADP
easat-6431	117	8	capturing	capture	VERB
easat-6431	117	9	hidden	hidden	ADJ
easat-6431	117	10	interactions	interaction	NOUN
easat-6431	117	11	in	in	ADP
easat-6431	117	12	these	these	DET
easat-6431	117	13	covariates	covariate	NOUN
easat-6431	117	14	and	and	CCONJ
easat-6431	117	15	modeling	model	VERB
easat-6431	117	16	nonlinear	nonlinear	ADJ
easat-6431	117	17	relationships	relationship	NOUN
easat-6431	117	18	between	between	ADP
easat-6431	117	19	dependent	dependent	ADJ
easat-6431	117	20	and	and	CCONJ
easat-6431	117	21	independent	independent	ADJ
easat-6431	117	22	variables	variable	NOUN
easat-6431	117	23	.	.	PUNCT
easat-6431	118	1	3.2.1	3.2.1	X
easat-6431	118	2	.	.	PUNCT
easat-6431	118	3	random	random	ADJ
easat-6431	118	4	forests	forest	NOUN
easat-6431	118	5	random	random	ADJ
easat-6431	118	6	forest	forest	NOUN
easat-6431	118	7	belongs	belong	VERB
easat-6431	118	8	to	to	ADP
easat-6431	118	9	the	the	DET
easat-6431	118	10	ensemble	ensemble	ADJ
easat-6431	118	11	learning	learning	NOUN
easat-6431	118	12	method	method	NOUN
easat-6431	118	13	.	.	PUNCT
easat-6431	119	1	a	a	DET
easat-6431	119	2	random	random	ADJ
easat-6431	119	3	forest	forest	NOUN
easat-6431	119	4	algorithm	algorithm	NOUN
easat-6431	119	5	combines	combine	VERB
easat-6431	119	6	multiple	multiple	ADJ
easat-6431	119	7	decision	decision	NOUN
easat-6431	119	8	trees	tree	NOUN
easat-6431	119	9	to	to	PART
easat-6431	119	10	make	make	VERB
easat-6431	119	11	more	more	ADV
easat-6431	119	12	accurate	accurate	ADJ
easat-6431	119	13	predictions	prediction	NOUN
easat-6431	119	14	.	.	PUNCT
easat-6431	120	1	decision	decision	NOUN
easat-6431	120	2	trees	tree	NOUN
easat-6431	120	3	are	be	AUX
easat-6431	120	4	a	a	DET
easat-6431	120	5	fundamental	fundamental	ADJ
easat-6431	120	6	component	component	NOUN
easat-6431	120	7	of	of	ADP
easat-6431	120	8	random	random	ADJ
easat-6431	120	9	forests	forest	NOUN
easat-6431	120	10	.	.	PUNCT
easat-6431	121	1	they	they	PRON
easat-6431	121	2	are	be	AUX
easat-6431	121	3	hierarchical	hierarchical	ADJ
easat-6431	121	4	structures	structure	NOUN
easat-6431	121	5	that	that	PRON
easat-6431	121	6	recursively	recursively	ADV
easat-6431	121	7	split	split	VERB
easat-6431	121	8	the	the	DET
easat-6431	121	9	data	datum	NOUN
easat-6431	121	10	based	base	VERB
easat-6431	121	11	on	on	ADP
easat-6431	121	12	feature	feature	NOUN
easat-6431	121	13	values	value	NOUN
easat-6431	121	14	,	,	PUNCT
easat-6431	121	15	creating	create	VERB
easat-6431	121	16	a	a	DET
easat-6431	121	17	tree	tree	NOUN
easat-6431	121	18	-	-	PUNCT
easat-6431	121	19	like	like	ADJ
easat-6431	121	20	flowchart	flowchart	NOUN
easat-6431	121	21	of	of	ADP
easat-6431	121	22	decision	decision	NOUN
easat-6431	121	23	rules	rule	NOUN
easat-6431	121	24	.	.	PUNCT
easat-6431	122	1	each	each	DET
easat-6431	122	2	node	node	NOUN
easat-6431	122	3	represents	represent	VERB
easat-6431	122	4	a	a	DET
easat-6431	122	5	feature	feature	NOUN
easat-6431	122	6	,	,	PUNCT
easat-6431	122	7	and	and	CCONJ
easat-6431	122	8	the	the	DET
easat-6431	122	9	branches	branch	NOUN
easat-6431	122	10	represent	represent	VERB
easat-6431	122	11	the	the	DET
easat-6431	122	12	possible	possible	ADJ
easat-6431	122	13	feature	feature	NOUN
easat-6431	122	14	values	value	NOUN
easat-6431	122	15	.	.	PUNCT
easat-6431	123	1	the	the	DET
easat-6431	123	2	main	main	ADJ
easat-6431	123	3	strength	strength	NOUN
easat-6431	123	4	of	of	ADP
easat-6431	123	5	random	random	ADJ
easat-6431	123	6	forest	forest	NOUN
easat-6431	123	7	lies	lie	VERB
easat-6431	123	8	in	in	ADP
easat-6431	123	9	its	its	PRON
easat-6431	123	10	ability	ability	NOUN
easat-6431	123	11	to	to	PART
easat-6431	123	12	reduce	reduce	VERB
easat-6431	123	13	overfitting	overfitte	VERB
easat-6431	123	14	and	and	CCONJ
easat-6431	123	15	improve	improve	VERB
easat-6431	123	16	generalization	generalization	NOUN
easat-6431	123	17	performance	performance	NOUN
easat-6431	123	18	by	by	ADP
easat-6431	123	19	combining	combine	VERB
easat-6431	123	20	multiple	multiple	ADJ
easat-6431	123	21	decision	decision	NOUN
easat-6431	123	22	trees	tree	NOUN
easat-6431	123	23	.	.	PUNCT
easat-6431	124	1	it	it	PRON
easat-6431	124	2	is	be	AUX
easat-6431	124	3	robust	robust	ADJ
easat-6431	124	4	,	,	PUNCT
easat-6431	124	5	less	less	ADV
easat-6431	124	6	sensitive	sensitive	ADJ
easat-6431	124	7	to	to	ADP
easat-6431	124	8	noise	noise	NOUN
easat-6431	124	9	and	and	CCONJ
easat-6431	124	10	outliers	outlier	NOUN
easat-6431	124	11	,	,	PUNCT
easat-6431	124	12	and	and	CCONJ
easat-6431	124	13	can	can	AUX
easat-6431	124	14	handle	handle	VERB
easat-6431	124	15	large	large	ADJ
easat-6431	124	16	datasets	dataset	NOUN
easat-6431	124	17	with	with	ADP
easat-6431	124	18	high	high	ADJ
easat-6431	124	19	-	-	PUNCT
easat-6431	124	20	dimensional	dimensional	ADJ
easat-6431	124	21	features	feature	NOUN
easat-6431	124	22	.	.	PUNCT
easat-6431	125	1	random	random	ADJ
easat-6431	125	2	forest	forest	NOUN
easat-6431	125	3	is	be	AUX
easat-6431	125	4	widely	widely	ADV
easat-6431	125	5	used	use	VERB
easat-6431	125	6	in	in	ADP
easat-6431	125	7	various	various	ADJ
easat-6431	125	8	fields	field	NOUN
easat-6431	125	9	such	such	ADJ
easat-6431	125	10	as	as	ADP
easat-6431	125	11	finance	finance	NOUN
easat-6431	125	12	,	,	PUNCT
easat-6431	125	13	healthcare	healthcare	PROPN
easat-6431	125	14	,	,	PUNCT
easat-6431	125	15	and	and	CCONJ
easat-6431	125	16	natural	natural	ADJ
easat-6431	125	17	language	language	NOUN
easat-6431	125	18	processing	processing	NOUN
easat-6431	125	19	due	due	ADP
easat-6431	125	20	to	to	ADP
easat-6431	125	21	its	its	PRON
easat-6431	125	22	versatility	versatility	NOUN
easat-6431	125	23	and	and	CCONJ
easat-6431	125	24	effectiveness	effectiveness	NOUN
easat-6431	125	25	in	in	ADP
easat-6431	125	26	handling	handle	VERB
easat-6431	125	27	complex	complex	ADJ
easat-6431	125	28	and	and	CCONJ
easat-6431	125	29	diverse	diverse	ADJ
easat-6431	125	30	datasets	dataset	NOUN
easat-6431	125	31	.	.	PUNCT
easat-6431	126	1	3.2.2	3.2.2	X
easat-6431	126	2	.	.	PUNCT
easat-6431	126	3	gradient	gradient	ADJ
easat-6431	126	4	boosting	boost	VERB
easat-6431	126	5	regression	regression	NOUN
easat-6431	126	6	trees	tree	NOUN
easat-6431	126	7	gradient	gradient	ADJ
easat-6431	126	8	boosting	boost	VERB
easat-6431	126	9	regression	regression	NOUN
easat-6431	126	10	trees	tree	NOUN
easat-6431	126	11	(	(	PUNCT
easat-6431	126	12	gbrt	gbrt	NOUN
easat-6431	126	13	)	)	PUNCT
easat-6431	126	14	is	be	AUX
easat-6431	126	15	a	a	DET
easat-6431	126	16	specific	specific	ADJ
easat-6431	126	17	component	component	NOUN
easat-6431	126	18	of	of	ADP
easat-6431	126	19	gradient	gradient	ADJ
easat-6431	126	20	boosting	boost	VERB
easat-6431	126	21	machine	machine	NOUN
easat-6431	126	22	(	(	PUNCT
easat-6431	126	23	gbm	gbm	NOUN
easat-6431	126	24	)	)	PUNCT
easat-6431	126	25	.	.	PUNCT
easat-6431	127	1	grbt	grbt	NOUN
easat-6431	127	2	is	be	AUX
easat-6431	127	3	a	a	DET
easat-6431	127	4	powerful	powerful	ADJ
easat-6431	127	5	machine	machine	NOUN
easat-6431	127	6	learning	learn	VERB
easat-6431	127	7	algorithm	algorithm	NOUN
easat-6431	127	8	belonging	belong	VERB
easat-6431	127	9	to	to	ADP
easat-6431	127	10	the	the	DET
easat-6431	127	11	ensemble	ensemble	ADJ
easat-6431	127	12	learning	learning	NOUN
easat-6431	127	13	family	family	NOUN
easat-6431	127	14	.	.	PUNCT
easat-6431	128	1	unlike	unlike	ADP
easat-6431	128	2	random	random	ADJ
easat-6431	128	3	forest	forest	NOUN
easat-6431	128	4	,	,	PUNCT
easat-6431	128	5	which	which	PRON
easat-6431	128	6	builds	build	VERB
easat-6431	128	7	trees	tree	NOUN
easat-6431	128	8	independently	independently	ADV
easat-6431	128	9	,	,	PUNCT
easat-6431	128	10	grbt	grbt	NOUN
easat-6431	128	11	builds	build	VERB
easat-6431	128	12	trees	tree	NOUN
easat-6431	128	13	sequentially	sequentially	ADV
easat-6431	128	14	,	,	PUNCT
easat-6431	128	15	with	with	ADP
easat-6431	128	16	each	each	DET
easat-6431	128	17	tree	tree	NOUN
easat-6431	128	18	correcting	correct	VERB
easat-6431	128	19	the	the	DET
easat-6431	128	20	errors	error	NOUN
easat-6431	128	21	made	make	VERB
easat-6431	128	22	by	by	ADP
easat-6431	128	23	its	its	PRON
easat-6431	128	24	predecessor	predecessor	NOUN
easat-6431	128	25	.	.	PUNCT
easat-6431	129	1	gbrt	gbrt	PROPN
easat-6431	129	2	plays	play	VERB
easat-6431	129	3	a	a	DET
easat-6431	129	4	vital	vital	ADJ
easat-6431	129	5	role	role	NOUN
easat-6431	129	6	within	within	ADP
easat-6431	129	7	the	the	DET
easat-6431	129	8	gbm	gbm	NOUN
easat-6431	129	9	framework	framework	NOUN
easat-6431	129	10	,	,	PUNCT
easat-6431	129	11	contributing	contribute	VERB
easat-6431	129	12	to	to	ADP
easat-6431	129	13	the	the	DET
easat-6431	129	14	overall	overall	ADJ
easat-6431	129	15	performance	performance	NOUN
easat-6431	129	16	and	and	CCONJ
easat-6431	129	17	accuracy	accuracy	NOUN
easat-6431	129	18	of	of	ADP
easat-6431	129	19	the	the	DET
easat-6431	129	20	model	model	NOUN
easat-6431	129	21	.	.	PUNCT
easat-6431	130	1	the	the	DET
easat-6431	130	2	main	main	ADJ
easat-6431	130	3	advantage	advantage	NOUN
easat-6431	130	4	of	of	ADP
easat-6431	130	5	gbrt	gbrt	NOUN
easat-6431	130	6	lies	lie	VERB
easat-6431	130	7	in	in	ADP
easat-6431	130	8	its	its	PRON
easat-6431	130	9	ability	ability	NOUN
easat-6431	130	10	to	to	PART
easat-6431	130	11	create	create	VERB
easat-6431	130	12	a	a	DET
easat-6431	130	13	strong	strong	ADJ
easat-6431	130	14	predictive	predictive	ADJ
easat-6431	130	15	model	model	NOUN
easat-6431	130	16	by	by	ADP
easat-6431	130	17	gradually	gradually	ADV
easat-6431	130	18	improving	improve	VERB
easat-6431	130	19	the	the	DET
easat-6431	130	20	weaknesses	weakness	NOUN
easat-6431	130	21	of	of	ADP
easat-6431	130	22	its	its	PRON
easat-6431	130	23	base	base	NOUN
easat-6431	130	24	learners	learner	NOUN
easat-6431	130	25	.	.	PUNCT
easat-6431	131	1	it	it	PRON
easat-6431	131	2	handles	handle	VERB
easat-6431	131	3	complex	complex	ADJ
easat-6431	131	4	relationships	relationship	NOUN
easat-6431	131	5	between	between	ADP
easat-6431	131	6	features	feature	NOUN
easat-6431	131	7	and	and	CCONJ
easat-6431	131	8	target	target	NOUN
easat-6431	131	9	variables	variable	NOUN
easat-6431	131	10	,	,	PUNCT
easat-6431	131	11	and	and	CCONJ
easat-6431	131	12	by	by	ADP
easat-6431	131	13	adjusting	adjust	VERB
easat-6431	131	14	the	the	DET
easat-6431	131	15	learning	learning	NOUN
easat-6431	131	16	rate	rate	NOUN
easat-6431	131	17	,	,	PUNCT
easat-6431	131	18	it	it	PRON
easat-6431	131	19	can	can	AUX
easat-6431	131	20	control	control	VERB
easat-6431	131	21	the	the	DET
easat-6431	131	22	contribution	contribution	NOUN
easat-6431	131	23	of	of	ADP
easat-6431	131	24	each	each	DET
easat-6431	131	25	tree	tree	NOUN
easat-6431	131	26	to	to	ADP
easat-6431	131	27	the	the	DET
easat-6431	131	28	final	final	ADJ
easat-6431	131	29	prediction	prediction	NOUN
easat-6431	131	30	,	,	PUNCT
easat-6431	131	31	preventing	prevent	VERB
easat-6431	131	32	overfitting	overfitting	NOUN
easat-6431	131	33	.	.	PUNCT
easat-6431	132	1	3.2.3	3.2.3	X
easat-6431	132	2	.	.	X
easat-6431	132	3	neural	neural	ADJ
easat-6431	132	4	networks	network	NOUN
easat-6431	132	5	our	our	PRON
easat-6431	132	6	final	final	ADJ
easat-6431	132	7	choice	choice	NOUN
easat-6431	132	8	of	of	ADP
easat-6431	132	9	machine	machine	NOUN
easat-6431	132	10	learning	learn	VERB
easat-6431	132	11	algorithms	algorithm	NOUN
easat-6431	132	12	is	be	AUX
easat-6431	132	13	a	a	DET
easat-6431	132	14	single	single	ADJ
easat-6431	132	15	-	-	PUNCT
easat-6431	132	16	layer	layer	NOUN
easat-6431	132	17	,	,	PUNCT
easat-6431	132	18	feed	feed	NOUN
easat-6431	132	19	-	-	PUNCT
easat-6431	132	20	forward	forward	NOUN
easat-6431	132	21	neural	neural	ADJ
easat-6431	132	22	network	network	NOUN
easat-6431	132	23	(	(	PUNCT
easat-6431	132	24	1ffnl	1ffnl	NUM
easat-6431	132	25	)	)	PUNCT
easat-6431	132	26	.	.	PUNCT
easat-6431	133	1	a	a	DET
easat-6431	133	2	single	single	ADJ
easat-6431	133	3	-	-	PUNCT
easat-6431	133	4	layer	layer	NOUN
easat-6431	133	5	,	,	PUNCT
easat-6431	133	6	feed	feed	NOUN
easat-6431	133	7	-	-	PUNCT
easat-6431	133	8	forward	forward	NOUN
easat-6431	133	9	neural	neural	ADJ
easat-6431	133	10	network	network	NOUN
easat-6431	133	11	,	,	PUNCT
easat-6431	133	12	also	also	ADV
easat-6431	133	13	known	know	VERB
easat-6431	133	14	as	as	ADP
easat-6431	133	15	a	a	DET
easat-6431	133	16	perceptron	perceptron	NOUN
easat-6431	133	17	,	,	PUNCT
easat-6431	133	18	consists	consist	VERB
easat-6431	133	19	of	of	ADP
easat-6431	133	20	a	a	DET
easat-6431	133	21	single	single	ADJ
easat-6431	133	22	layer	layer	NOUN
easat-6431	133	23	of	of	ADP
easat-6431	133	24	neurons	neuron	NOUN
easat-6431	133	25	,	,	PUNCT
easat-6431	133	26	where	where	SCONJ
easat-6431	133	27	each	each	DET
easat-6431	133	28	neuron	neuron	NOUN
easat-6431	133	29	is	be	AUX
easat-6431	133	30	connected	connect	VERB
easat-6431	133	31	to	to	ADP
easat-6431	133	32	the	the	DET
easat-6431	133	33	input	input	NOUN
easat-6431	133	34	features	feature	VERB
easat-6431	133	35	directly	directly	ADV
easat-6431	133	36	without	without	ADP
easat-6431	133	37	any	any	DET
easat-6431	133	38	hidden	hidden	ADJ
easat-6431	133	39	layers	layer	NOUN
easat-6431	133	40	.	.	PUNCT
easat-6431	134	1	this	this	DET
easat-6431	134	2	simple	simple	ADJ
easat-6431	134	3	architecture	architecture	NOUN
easat-6431	134	4	is	be	AUX
easat-6431	134	5	suitable	suitable	ADJ
easat-6431	134	6	for	for	ADP
easat-6431	134	7	linearly	linearly	ADV
easat-6431	134	8	separable	separable	ADJ
easat-6431	134	9	problems	problem	NOUN
easat-6431	134	10	,	,	PUNCT
easat-6431	134	11	such	such	ADJ
easat-6431	134	12	as	as	ADP
easat-6431	134	13	binary	binary	ADJ
easat-6431	134	14	classification	classification	NOUN
easat-6431	134	15	tasks	task	NOUN
easat-6431	134	16	.	.	PUNCT
easat-6431	135	1	however	however	ADV
easat-6431	135	2	,	,	PUNCT
easat-6431	135	3	its	its	PRON
easat-6431	135	4	limitations	limitation	NOUN
easat-6431	135	5	arise	arise	VERB
easat-6431	135	6	when	when	SCONJ
easat-6431	135	7	dealing	deal	VERB
easat-6431	135	8	with	with	ADP
easat-6431	135	9	complex	complex	ADJ
easat-6431	135	10	and	and	CCONJ
easat-6431	135	11	non	non	ADJ
easat-6431	135	12	-	-	ADJ
easat-6431	135	13	linear	linear	ADJ
easat-6431	135	14	data	datum	NOUN
easat-6431	135	15	,	,	PUNCT
easat-6431	135	16	where	where	SCONJ
easat-6431	135	17	deeper	deep	ADJ
easat-6431	135	18	networks	network	NOUN
easat-6431	135	19	with	with	ADP
easat-6431	135	20	multiple	multiple	ADJ
easat-6431	135	21	layers	layer	NOUN
easat-6431	135	22	are	be	AUX
easat-6431	135	23	needed	need	VERB
easat-6431	135	24	for	for	ADP
easat-6431	135	25	better	well	ADJ
easat-6431	135	26	representation	representation	NOUN
easat-6431	135	27	and	and	CCONJ
easat-6431	135	28	performance	performance	NOUN
easat-6431	135	29	.	.	PUNCT
easat-6431	136	1	1966	1966	NUM
easat-6431	136	2	edelweiss	edelweiss	PROPN
easat-6431	136	3	applied	apply	VERB
easat-6431	136	4	science	science	NOUN
easat-6431	136	5	and	and	CCONJ
easat-6431	136	6	technology	technology	NOUN
easat-6431	136	7	issn	issn	PROPN
easat-6431	136	8	:	:	PUNCT
easat-6431	136	9	2576	2576	NUM
easat-6431	136	10	-	-	SYM
easat-6431	136	11	8484	8484	NUM
easat-6431	136	12	vol	vol	NOUN
easat-6431	136	13	.	.	PROPN
easat-6431	137	1	9	9	NUM
easat-6431	137	2	,	,	PUNCT
easat-6431	137	3	no	no	INTJ
easat-6431	137	4	.	.	NOUN
easat-6431	138	1	4	4	NUM
easat-6431	138	2	:	:	PUNCT
easat-6431	138	3	1962	1962	NUM
easat-6431	138	4	-	-	SYM
easat-6431	138	5	1974	1974	NUM
easat-6431	138	6	,	,	PUNCT
easat-6431	138	7	2025	2025	NUM
easat-6431	138	8	doi	doi	NOUN
easat-6431	138	9	:	:	PUNCT
easat-6431	138	10	10.55214/25768484.v9i4.6431	10.55214/25768484.v9i4.6431	NUM
easat-6431	138	11	©	©	PROPN
easat-6431	138	12	2025	2025	NUM
easat-6431	138	13	by	by	ADP
easat-6431	138	14	the	the	DET
easat-6431	138	15	authors	author	NOUN
easat-6431	138	16	;	;	PUNCT
easat-6431	138	17	licensee	licensee	PROPN
easat-6431	138	18	learning	learning	NOUN
easat-6431	138	19	gate	gate	NOUN
easat-6431	138	20	3.3	3.3	NUM
easat-6431	138	21	.	.	PUNCT
easat-6431	139	1	model	model	NOUN
easat-6431	139	2	fitting	fitting	NOUN
easat-6431	139	3	we	we	PRON
easat-6431	139	4	use	use	VERB
easat-6431	139	5	default	default	NOUN
easat-6431	139	6	parameters	parameter	NOUN
easat-6431	139	7	for	for	ADP
easat-6431	139	8	each	each	DET
easat-6431	139	9	model	model	NOUN
easat-6431	139	10	.	.	PUNCT
easat-6431	140	1	we	we	PRON
easat-6431	140	2	begin	begin	VERB
easat-6431	140	3	by	by	ADP
easat-6431	140	4	splitting	split	VERB
easat-6431	140	5	the	the	DET
easat-6431	140	6	training	training	NOUN
easat-6431	140	7	set	set	NOUN
easat-6431	140	8	and	and	CCONJ
easat-6431	140	9	test	test	NOUN
easat-6431	140	10	set	set	VERB
easat-6431	140	11	in	in	ADP
easat-6431	140	12	a	a	DET
easat-6431	140	13	70:30	70:30	NUM
easat-6431	140	14	ratio	ratio	NOUN
easat-6431	140	15	.	.	PUNCT
easat-6431	141	1	then	then	ADV
easat-6431	141	2	we	we	PRON
easat-6431	141	3	fit	fit	VERB
easat-6431	141	4	each	each	DET
easat-6431	141	5	candidate	candidate	NOUN
easat-6431	141	6	model	model	NOUN
easat-6431	141	7	to	to	ADP
easat-6431	141	8	the	the	DET
easat-6431	141	9	entire	entire	ADJ
easat-6431	141	10	training	training	NOUN
easat-6431	141	11	set	set	VERB
easat-6431	141	12	from	from	ADP
easat-6431	141	13	2014	2014	NUM
easat-6431	141	14	to	to	ADP
easat-6431	141	15	2021	2021	NUM
easat-6431	141	16	.	.	PUNCT
easat-6431	142	1	we	we	PRON
easat-6431	142	2	use	use	VERB
easat-6431	142	3	these	these	DET
easat-6431	142	4	models	model	NOUN
easat-6431	142	5	to	to	PART
easat-6431	142	6	make	make	VERB
easat-6431	142	7	predictions	prediction	NOUN
easat-6431	142	8	each	each	DET
easat-6431	142	9	year	year	NOUN
easat-6431	142	10	.	.	PUNCT
easat-6431	143	1	last	last	ADJ
easat-6431	143	2	,	,	PUNCT
easat-6431	143	3	we	we	PRON
easat-6431	143	4	evaluate	evaluate	VERB
easat-6431	143	5	the	the	DET
easat-6431	143	6	prediction	prediction	NOUN
easat-6431	143	7	results	result	NOUN
easat-6431	143	8	by	by	ADP
easat-6431	143	9	two	two	NUM
easat-6431	143	10	closely	closely	ADV
easat-6431	143	11	related	relate	VERB
easat-6431	143	12	metrics	metric	NOUN
easat-6431	143	13	:	:	PUNCT
easat-6431	143	14	mean	mean	VERB
easat-6431	143	15	squared	square	VERB
easat-6431	143	16	forecast	forecast	NOUN
easat-6431	143	17	error	error	NOUN
easat-6431	143	18	(	(	PUNCT
easat-6431	143	19	𝑀𝑆𝐹𝐸	𝑀𝑆𝐹𝐸	PROPN
easat-6431	143	20	)	)	PUNCT
easat-6431	143	21	and	and	CCONJ
easat-6431	143	22	the	the	DET
easat-6431	143	23	out	out	ADV
easat-6431	143	24	-	-	PUNCT
easat-6431	143	25	of	of	ADP
easat-6431	143	26	-	-	PUNCT
easat-6431	143	27	sample	sample	NOUN
easat-6431	143	28	r	r	NOUN
easat-6431	143	29	-	-	PUNCT
easat-6431	143	30	squared	squared	ADJ
easat-6431	143	31	(	(	PUNCT
easat-6431	143	32	𝑅𝑂𝑆	𝑅𝑂𝑆	PROPN
easat-6431	143	33	2	2	NUM
easat-6431	143	34	)	)	PUNCT
easat-6431	143	35	,	,	PUNCT
easat-6431	143	36	defined	define	VERB
easat-6431	143	37	as	as	ADP
easat-6431	143	38	:	:	PUNCT
easat-6431	143	39	𝑀𝑆𝐹𝐸	𝑀𝑆𝐹𝐸	VERB
easat-6431	143	40	=	=	SYM
easat-6431	143	41	1	1	NUM
easat-6431	143	42	𝑁	𝑁	PROPN
easat-6431	143	43	∑	∑	PROPN
easat-6431	143	44	𝑁	𝑁	PROPN
easat-6431	143	45	𝑖=1	𝑖=1	PROPN
easat-6431	143	46	(	(	PUNCT
easat-6431	143	47	𝑦𝑖	𝑦𝑖	PROPN
easat-6431	143	48	−	−	PROPN
easat-6431	143	49	�	�	PROPN
easat-6431	143	50	̂	̂	SYM
easat-6431	143	51	�	�	NOUN
easat-6431	143	52	𝑖)2	𝑖)2	ADJ
easat-6431	143	53	𝑅𝑂𝑆	𝑅𝑂𝑆	NOUN
easat-6431	143	54	2	2	NUM
easat-6431	143	55	=	=	SYM
easat-6431	143	56	1	1	NUM
easat-6431	143	57	−	−	PROPN
easat-6431	143	58	∑𝑁	∑𝑁	PROPN
easat-6431	143	59	𝑖=1	𝑖=1	PROPN
easat-6431	143	60	(	(	PUNCT
easat-6431	143	61	𝑦𝑖	𝑦𝑖	PROPN
easat-6431	143	62	−	−	PROPN
easat-6431	143	63	�	�	PROPN
easat-6431	143	64	̂	̂	SYM
easat-6431	143	65	�	�	NOUN
easat-6431	143	66	𝑖)2	𝑖)2	ADJ
easat-6431	143	67	∑𝑁	∑𝑁	PROPN
easat-6431	143	68	𝑖=1	𝑖=1	PROPN
easat-6431	143	69	(	(	PUNCT
easat-6431	143	70	𝑦𝑖	𝑦𝑖	PROPN
easat-6431	143	71	−	−	PROPN
easat-6431	143	72	𝑦𝑖)2	𝑦𝑖)2	PROPN
easat-6431	143	73	where	where	SCONJ
easat-6431	143	74	𝑁	𝑁	PROPN
easat-6431	143	75	is	be	AUX
easat-6431	143	76	the	the	DET
easat-6431	143	77	number	number	NOUN
easat-6431	143	78	of	of	ADP
easat-6431	143	79	observations	observation	NOUN
easat-6431	143	80	,	,	PUNCT
easat-6431	143	81	𝑦𝑖	𝑦𝑖	PROPN
easat-6431	143	82	is	be	AUX
easat-6431	143	83	the	the	DET
easat-6431	143	84	ith	ith	PROPN
easat-6431	143	85	actual	actual	ADJ
easat-6431	143	86	response	response	NOUN
easat-6431	143	87	,	,	PUNCT
easat-6431	143	88	�	�	PROPN
easat-6431	143	89	̂	̂	VERB
easat-6431	143	90	�	�	NOUN
easat-6431	143	91	𝑖	𝑖	NOUN
easat-6431	143	92	is	be	AUX
easat-6431	143	93	the	the	DET
easat-6431	143	94	ith	ith	NOUN
easat-6431	143	95	fitted	fit	VERB
easat-6431	143	96	value	value	NOUN
easat-6431	143	97	based	base	VERB
easat-6431	143	98	on	on	ADP
easat-6431	143	99	the	the	DET
easat-6431	143	100	selected	select	VERB
easat-6431	143	101	model	model	NOUN
easat-6431	143	102	,	,	PUNCT
easat-6431	143	103	and	and	CCONJ
easat-6431	143	104	𝑦𝑖	𝑦𝑖	PROPN
easat-6431	143	105	is	be	AUX
easat-6431	143	106	the	the	DET
easat-6431	143	107	average	average	NOUN
easat-6431	143	108	of	of	ADP
easat-6431	143	109	responses	response	NOUN
easat-6431	143	110	.	.	PUNCT
easat-6431	144	1	4	4	X
easat-6431	144	2	.	.	X
easat-6431	144	3	sample	sample	NOUN
easat-6431	144	4	selection	selection	NOUN
easat-6431	144	5	and	and	CCONJ
easat-6431	144	6	variables	variable	NOUN
easat-6431	144	7	4.1	4.1	NUM
easat-6431	144	8	.	.	PUNCT
easat-6431	145	1	data	datum	NOUN
easat-6431	145	2	the	the	DET
easat-6431	145	3	dataset	dataset	NOUN
easat-6431	145	4	was	be	AUX
easat-6431	145	5	obtained	obtain	VERB
easat-6431	145	6	from	from	ADP
easat-6431	145	7	finnpro	finnpro	ADJ
easat-6431	145	8	,	,	PUNCT
easat-6431	145	9	the	the	DET
easat-6431	145	10	largest	large	ADJ
easat-6431	145	11	financial	financial	ADJ
easat-6431	145	12	database	database	NOUN
easat-6431	145	13	in	in	ADP
easat-6431	145	14	vietnam	vietnam	PROPN
easat-6431	145	15	,	,	PUNCT
easat-6431	145	16	which	which	PRON
easat-6431	145	17	provides	provide	VERB
easat-6431	145	18	a	a	DET
easat-6431	145	19	variety	variety	NOUN
easat-6431	145	20	of	of	ADP
easat-6431	145	21	financial	financial	ADJ
easat-6431	145	22	data	datum	NOUN
easat-6431	145	23	,	,	PUNCT
easat-6431	145	24	software	software	NOUN
easat-6431	145	25	,	,	PUNCT
easat-6431	145	26	and	and	CCONJ
easat-6431	145	27	analysis	analysis	NOUN
easat-6431	145	28	tools	tool	NOUN
easat-6431	145	29	to	to	ADP
easat-6431	145	30	users	user	NOUN
easat-6431	145	31	.	.	PUNCT
easat-6431	146	1	initially	initially	ADV
easat-6431	146	2	,	,	PUNCT
easat-6431	146	3	the	the	DET
easat-6431	146	4	dataset	dataset	NOUN
easat-6431	146	5	for	for	ADP
easat-6431	146	6	this	this	DET
easat-6431	146	7	study	study	NOUN
easat-6431	146	8	consisted	consist	VERB
easat-6431	146	9	of	of	ADP
easat-6431	146	10	more	more	ADJ
easat-6431	146	11	than	than	ADP
easat-6431	146	12	six	six	NUM
easat-6431	146	13	hundred	hundred	NUM
easat-6431	146	14	listed	list	VERB
easat-6431	146	15	vietnamese	vietnamese	ADJ
easat-6431	146	16	nonfinancial	nonfinancial	ADJ
easat-6431	146	17	companies	company	NOUN
easat-6431	146	18	for	for	ADP
easat-6431	146	19	the	the	DET
easat-6431	146	20	period	period	NOUN
easat-6431	146	21	from	from	ADP
easat-6431	146	22	2014	2014	NUM
easat-6431	146	23	to	to	ADP
easat-6431	146	24	2021	2021	NUM
easat-6431	146	25	.	.	PUNCT
easat-6431	147	1	the	the	DET
easat-6431	147	2	sample	sample	NOUN
easat-6431	147	3	has	have	AUX
easat-6431	147	4	just	just	ADV
easat-6431	147	5	concentrated	concentrate	VERB
easat-6431	147	6	on	on	ADP
easat-6431	147	7	the	the	DET
easat-6431	147	8	non	non	ADJ
easat-6431	147	9	-	-	ADJ
easat-6431	147	10	financial	financial	ADJ
easat-6431	147	11	firms	firm	NOUN
easat-6431	147	12	and	and	CCONJ
easat-6431	147	13	the	the	DET
easat-6431	147	14	firms	firm	NOUN
easat-6431	147	15	that	that	PRON
easat-6431	147	16	have	have	AUX
easat-6431	147	17	audited	audit	VERB
easat-6431	147	18	their	their	PRON
easat-6431	147	19	financial	financial	ADJ
easat-6431	147	20	statements	statement	NOUN
easat-6431	147	21	during	during	ADP
easat-6431	147	22	the	the	DET
easat-6431	147	23	period	period	NOUN
easat-6431	147	24	.	.	PUNCT
easat-6431	148	1	for	for	ADP
easat-6431	148	2	all	all	DET
easat-6431	148	3	firms	firm	NOUN
easat-6431	148	4	that	that	PRON
easat-6431	148	5	were	be	AUX
easat-6431	148	6	missing	miss	VERB
easat-6431	148	7	data	datum	NOUN
easat-6431	148	8	,	,	PUNCT
easat-6431	148	9	we	we	PRON
easat-6431	148	10	eliminated	eliminate	VERB
easat-6431	148	11	them	they	PRON
easat-6431	148	12	from	from	ADP
easat-6431	148	13	the	the	DET
easat-6431	148	14	sample	sample	NOUN
easat-6431	148	15	.	.	PUNCT
easat-6431	149	1	thus	thus	ADV
easat-6431	149	2	,	,	PUNCT
easat-6431	149	3	after	after	ADP
easat-6431	149	4	processing	process	VERB
easat-6431	149	5	the	the	DET
easat-6431	149	6	data	datum	NOUN
easat-6431	149	7	,	,	PUNCT
easat-6431	149	8	the	the	DET
easat-6431	149	9	dataset	dataset	NOUN
easat-6431	149	10	consists	consist	VERB
easat-6431	149	11	of	of	ADP
easat-6431	149	12	435	435	NUM
easat-6431	149	13	nonfinancial	nonfinancial	ADJ
easat-6431	149	14	companies	company	NOUN
easat-6431	149	15	.	.	PUNCT
easat-6431	150	1	the	the	DET
easat-6431	150	2	number	number	NOUN
easat-6431	150	3	of	of	ADP
easat-6431	150	4	unique	unique	ADJ
easat-6431	150	5	cases	case	NOUN
easat-6431	150	6	/	/	SYM
easat-6431	150	7	records	record	NOUN
easat-6431	150	8	retrieved	retrieve	VERB
easat-6431	150	9	from	from	ADP
easat-6431	150	10	the	the	DET
easat-6431	150	11	database	database	NOUN
easat-6431	150	12	was	be	AUX
easat-6431	150	13	4932	4932	NUM
easat-6431	150	14	.	.	PUNCT
easat-6431	151	1	after	after	ADP
easat-6431	151	2	that	that	PRON
easat-6431	151	3	,	,	PUNCT
easat-6431	151	4	the	the	DET
easat-6431	151	5	data	datum	NOUN
easat-6431	151	6	was	be	AUX
easat-6431	151	7	analyzed	analyze	VERB
easat-6431	151	8	for	for	ADP
easat-6431	151	9	missing	miss	VERB
easat-6431	151	10	values	value	NOUN
easat-6431	151	11	,	,	PUNCT
easat-6431	151	12	and	and	CCONJ
easat-6431	151	13	1452	1452	NUM
easat-6431	151	14	cases	case	NOUN
easat-6431	151	15	had	have	VERB
easat-6431	151	16	a	a	DET
easat-6431	151	17	large	large	ADJ
easat-6431	151	18	number	number	NOUN
easat-6431	151	19	of	of	ADP
easat-6431	151	20	missing	miss	VERB
easat-6431	151	21	values	value	NOUN
easat-6431	151	22	for	for	ADP
easat-6431	151	23	critical	critical	ADJ
easat-6431	151	24	financial	financial	ADJ
easat-6431	151	25	indicators	indicator	NOUN
easat-6431	151	26	;	;	PUNCT
easat-6431	151	27	therefore	therefore	ADV
easat-6431	151	28	,	,	PUNCT
easat-6431	151	29	they	they	PRON
easat-6431	151	30	were	be	AUX
easat-6431	151	31	eliminated	eliminate	VERB
easat-6431	151	32	.	.	PUNCT
easat-6431	152	1	there	there	PRON
easat-6431	152	2	were	be	VERB
easat-6431	152	3	also	also	ADV
easat-6431	152	4	38	38	NUM
easat-6431	152	5	cases	case	NOUN
easat-6431	152	6	with	with	ADP
easat-6431	152	7	unexplainably	unexplainably	ADV
easat-6431	152	8	large	large	ADJ
easat-6431	152	9	values	value	NOUN
easat-6431	152	10	(	(	PUNCT
easat-6431	152	11	identified	identify	VERB
easat-6431	152	12	as	as	ADP
easat-6431	152	13	outliers	outlier	NOUN
easat-6431	152	14	)	)	PUNCT
easat-6431	152	15	,	,	PUNCT
easat-6431	152	16	which	which	PRON
easat-6431	152	17	were	be	AUX
easat-6431	152	18	also	also	ADV
easat-6431	152	19	eliminated	eliminate	VERB
easat-6431	152	20	from	from	ADP
easat-6431	152	21	the	the	DET
easat-6431	152	22	dataset	dataset	NOUN
easat-6431	152	23	.	.	PUNCT
easat-6431	153	1	after	after	SCONJ
easat-6431	153	2	the	the	DET
easat-6431	153	3	data	datum	NOUN
easat-6431	153	4	pre	pre	ADJ
easat-6431	153	5	-	-	NOUN
easat-6431	153	6	processing	processing	ADJ
easat-6431	153	7	,	,	PUNCT
easat-6431	153	8	the	the	DET
easat-6431	153	9	final	final	ADJ
easat-6431	153	10	dataset	dataset	NOUN
easat-6431	153	11	consisted	consist	VERB
easat-6431	153	12	of	of	ADP
easat-6431	153	13	3480	3480	NUM
easat-6431	153	14	cases	case	NOUN
easat-6431	153	15	.	.	PUNCT
easat-6431	154	1	the	the	DET
easat-6431	154	2	final	final	ADJ
easat-6431	154	3	dataset	dataset	NOUN
easat-6431	154	4	included	include	VERB
easat-6431	154	5	proper	proper	ADJ
easat-6431	154	6	values	value	NOUN
easat-6431	154	7	for	for	ADP
easat-6431	154	8	all	all	DET
easat-6431	154	9	financial	financial	ADJ
easat-6431	154	10	indicators	indicator	NOUN
easat-6431	154	11	from	from	ADP
easat-6431	154	12	2014	2014	NUM
easat-6431	154	13	to	to	ADP
easat-6431	154	14	2021	2021	NUM
easat-6431	154	15	.	.	PUNCT
easat-6431	155	1	4.2	4.2	NUM
easat-6431	155	2	.	.	PUNCT
easat-6431	156	1	variables	variable	NOUN
easat-6431	156	2	this	this	DET
easat-6431	156	3	research	research	NOUN
easat-6431	156	4	has	have	AUX
easat-6431	156	5	not	not	PART
easat-6431	156	6	used	use	VERB
easat-6431	156	7	endogenous	endogenous	ADJ
easat-6431	156	8	and	and	CCONJ
easat-6431	156	9	exogenous	exogenous	ADJ
easat-6431	156	10	variables	variable	NOUN
easat-6431	156	11	in	in	ADP
easat-6431	156	12	terms	term	NOUN
easat-6431	156	13	of	of	ADP
easat-6431	156	14	the	the	DET
easat-6431	156	15	classical	classical	ADJ
easat-6431	156	16	econometric	econometric	ADJ
easat-6431	156	17	modeling	modeling	NOUN
easat-6431	156	18	approach	approach	NOUN
easat-6431	156	19	but	but	CCONJ
easat-6431	156	20	rather	rather	ADV
easat-6431	156	21	employed	employ	VERB
easat-6431	156	22	them	they	PRON
easat-6431	156	23	in	in	ADP
easat-6431	156	24	terms	term	NOUN
easat-6431	156	25	of	of	ADP
easat-6431	156	26	the	the	DET
easat-6431	156	27	machine	machine	NOUN
easat-6431	156	28	learning	learn	VERB
easat-6431	156	29	approach	approach	NOUN
easat-6431	156	30	as	as	ADP
easat-6431	156	31	endogenous	endogenous	ADJ
easat-6431	156	32	(	(	PUNCT
easat-6431	156	33	dependent	dependent	ADJ
easat-6431	156	34	,	,	PUNCT
easat-6431	156	35	target	target	NOUN
easat-6431	156	36	,	,	PUNCT
easat-6431	156	37	or	or	CCONJ
easat-6431	156	38	predicted	predict	VERB
easat-6431	156	39	)	)	PUNCT
easat-6431	156	40	variables	variable	NOUN
easat-6431	156	41	and	and	CCONJ
easat-6431	156	42	exogenous	exogenous	ADJ
easat-6431	156	43	(	(	PUNCT
easat-6431	156	44	independent	independent	ADJ
easat-6431	156	45	,	,	PUNCT
easat-6431	156	46	explained	explain	VERB
easat-6431	156	47	,	,	PUNCT
easat-6431	156	48	or	or	CCONJ
easat-6431	156	49	predictor	predictor	NOUN
easat-6431	156	50	)	)	PUNCT
easat-6431	156	51	variables	variable	NOUN
easat-6431	156	52	.	.	PUNCT
easat-6431	157	1	nevertheless	nevertheless	ADV
easat-6431	157	2	,	,	PUNCT
easat-6431	157	3	the	the	DET
easat-6431	157	4	firm	firm	ADJ
easat-6431	157	5	value	value	NOUN
easat-6431	157	6	variable	variable	NOUN
easat-6431	157	7	was	be	AUX
easat-6431	157	8	conducted	conduct	VERB
easat-6431	157	9	as	as	ADP
easat-6431	157	10	an	an	DET
easat-6431	157	11	endogenous	endogenous	ADJ
easat-6431	157	12	variable	variable	NOUN
easat-6431	157	13	,	,	PUNCT
easat-6431	157	14	and	and	CCONJ
easat-6431	157	15	leverage	leverage	NOUN
easat-6431	157	16	,	,	PUNCT
easat-6431	157	17	quality	quality	NOUN
easat-6431	157	18	,	,	PUNCT
easat-6431	157	19	size	size	NOUN
easat-6431	157	20	,	,	PUNCT
easat-6431	157	21	return	return	VERB
easat-6431	157	22	on	on	ADP
easat-6431	157	23	assets	asset	NOUN
easat-6431	157	24	,	,	PUNCT
easat-6431	157	25	sale	sale	NOUN
easat-6431	157	26	growth	growth	NOUN
easat-6431	157	27	,	,	PUNCT
easat-6431	157	28	tangibility	tangibility	NOUN
easat-6431	157	29	,	,	PUNCT
easat-6431	157	30	liquidity	liquidity	NOUN
easat-6431	157	31	,	,	PUNCT
easat-6431	157	32	gdp	gdp	NOUN
easat-6431	157	33	,	,	PUNCT
easat-6431	157	34	and	and	CCONJ
easat-6431	157	35	inflation	inflation	NOUN
easat-6431	157	36	were	be	AUX
easat-6431	157	37	employed	employ	VERB
easat-6431	157	38	as	as	ADP
easat-6431	157	39	exogenous	exogenous	ADJ
easat-6431	157	40	variables	variable	NOUN
easat-6431	157	41	.	.	PUNCT
easat-6431	158	1	the	the	DET
easat-6431	158	2	determinant	determinant	NOUN
easat-6431	158	3	that	that	PRON
easat-6431	158	4	affects	affect	VERB
easat-6431	158	5	the	the	DET
easat-6431	158	6	firm	firm	ADJ
easat-6431	158	7	value	value	NOUN
easat-6431	158	8	has	have	AUX
easat-6431	158	9	been	be	AUX
easat-6431	158	10	taken	take	VERB
easat-6431	158	11	into	into	ADP
easat-6431	158	12	account	account	NOUN
easat-6431	158	13	by	by	ADP
easat-6431	158	14	hundreds	hundred	NOUN
easat-6431	158	15	of	of	ADP
easat-6431	158	16	researchers	researcher	NOUN
easat-6431	158	17	;	;	PUNCT
easat-6431	158	18	thus	thus	ADV
easat-6431	158	19	,	,	PUNCT
easat-6431	158	20	this	this	DET
easat-6431	158	21	article	article	NOUN
easat-6431	158	22	has	have	AUX
easat-6431	158	23	chosen	choose	VERB
easat-6431	158	24	some	some	PRON
easat-6431	158	25	of	of	ADP
easat-6431	158	26	them	they	PRON
easat-6431	158	27	in	in	ADP
easat-6431	158	28	order	order	NOUN
easat-6431	158	29	to	to	PART
easat-6431	158	30	illustrate	illustrate	VERB
easat-6431	158	31	the	the	DET
easat-6431	158	32	comparison	comparison	NOUN
easat-6431	158	33	between	between	ADP
easat-6431	158	34	two	two	NUM
easat-6431	158	35	approaches	approach	NOUN
easat-6431	158	36	:	:	PUNCT
easat-6431	158	37	statistical	statistical	ADJ
easat-6431	158	38	and	and	CCONJ
easat-6431	158	39	machine	machine	NOUN
easat-6431	158	40	learning	learning	NOUN
easat-6431	158	41	.	.	PUNCT
easat-6431	159	1	table	table	NOUN
easat-6431	159	2	1	1	NUM
easat-6431	159	3	summarizes	summarize	NOUN
easat-6431	159	4	the	the	DET
easat-6431	159	5	literature	literature	NOUN
easat-6431	159	6	on	on	ADP
easat-6431	159	7	endogenous	endogenous	ADJ
easat-6431	159	8	exogenous	exogenous	ADJ
easat-6431	159	9	variables	variable	NOUN
easat-6431	159	10	that	that	PRON
easat-6431	159	11	are	be	AUX
easat-6431	159	12	examined	examine	VERB
easat-6431	159	13	in	in	ADP
easat-6431	159	14	this	this	DET
easat-6431	159	15	model	model	NOUN
easat-6431	159	16	.	.	PUNCT
easat-6431	160	1	table	table	NOUN
easat-6431	160	2	2	2	NUM
easat-6431	160	3	illustrates	illustrate	VERB
easat-6431	160	4	independent	independent	ADJ
easat-6431	160	5	variables	variable	NOUN
easat-6431	160	6	and	and	CCONJ
easat-6431	160	7	briefly	briefly	ADV
easat-6431	160	8	defines	define	VERB
easat-6431	160	9	all	all	DET
easat-6431	160	10	variables	variable	NOUN
easat-6431	160	11	that	that	PRON
easat-6431	160	12	are	be	AUX
easat-6431	160	13	exerted	exert	VERB
easat-6431	160	14	in	in	ADP
easat-6431	160	15	this	this	DET
easat-6431	160	16	paper	paper	NOUN
easat-6431	160	17	.	.	PUNCT
easat-6431	161	1	these	these	DET
easat-6431	161	2	variables	variable	NOUN
easat-6431	161	3	are	be	AUX
easat-6431	161	4	associated	associate	VERB
easat-6431	161	5	with	with	ADP
easat-6431	161	6	the	the	DET
easat-6431	161	7	firm	firm	ADJ
easat-6431	161	8	value	value	NOUN
easat-6431	161	9	that	that	PRON
easat-6431	161	10	has	have	AUX
easat-6431	161	11	been	be	AUX
easat-6431	161	12	examined	examine	VERB
easat-6431	161	13	widely	widely	ADV
easat-6431	161	14	in	in	ADP
easat-6431	161	15	previous	previous	ADJ
easat-6431	161	16	firm	firm	ADJ
easat-6431	161	17	value	value	NOUN
easat-6431	161	18	research	research	NOUN
easat-6431	161	19	.	.	PUNCT
easat-6431	162	1	the	the	DET
easat-6431	162	2	dependent	dependent	ADJ
easat-6431	162	3	variable	variable	NOUN
easat-6431	162	4	(	(	PUNCT
easat-6431	162	5	firm	firm	ADJ
easat-6431	162	6	value	value	NOUN
easat-6431	162	7	)	)	PUNCT
easat-6431	162	8	is	be	AUX
easat-6431	162	9	measured	measure	VERB
easat-6431	162	10	by	by	ADP
easat-6431	162	11	enterprise	enterprise	NOUN
easat-6431	162	12	value	value	NOUN
easat-6431	162	13	,	,	PUNCT
easat-6431	162	14	which	which	PRON
easat-6431	162	15	is	be	AUX
easat-6431	162	16	equal	equal	ADJ
easat-6431	162	17	to	to	ADP
easat-6431	162	18	market	market	NOUN
easat-6431	162	19	capitalization	capitalization	NOUN
easat-6431	162	20	plus	plus	CCONJ
easat-6431	162	21	book	book	NOUN
easat-6431	162	22	value	value	NOUN
easat-6431	162	23	of	of	ADP
easat-6431	162	24	debt	debt	NOUN
easat-6431	162	25	minus	minus	CCONJ
easat-6431	162	26	cash	cash	NOUN
easat-6431	162	27	and	and	CCONJ
easat-6431	162	28	cash	cash	NOUN
easat-6431	162	29	equivalents	equivalent	NOUN
easat-6431	162	30	[	[	PUNCT
easat-6431	162	31	9	9	NUM
easat-6431	162	32	-	-	SYM
easat-6431	162	33	11	11	NUM
easat-6431	162	34	,	,	PUNCT
easat-6431	162	35	13	13	NUM
easat-6431	162	36	]	]	PUNCT
easat-6431	162	37	.	.	PUNCT
easat-6431	163	1	1967	1967	NUM
easat-6431	163	2	edelweiss	edelweiss	PROPN
easat-6431	163	3	applied	apply	VERB
easat-6431	163	4	science	science	NOUN
easat-6431	163	5	and	and	CCONJ
easat-6431	163	6	technology	technology	NOUN
easat-6431	163	7	issn	issn	PROPN
easat-6431	163	8	:	:	PUNCT
easat-6431	163	9	2576	2576	NUM
easat-6431	163	10	-	-	SYM
easat-6431	163	11	8484	8484	NUM
easat-6431	163	12	vol	vol	NOUN
easat-6431	163	13	.	.	PROPN
easat-6431	164	1	9	9	NUM
easat-6431	164	2	,	,	PUNCT
easat-6431	164	3	no	no	INTJ
easat-6431	164	4	.	.	NOUN
easat-6431	165	1	4	4	NUM
easat-6431	165	2	:	:	PUNCT
easat-6431	165	3	1962	1962	NUM
easat-6431	165	4	-	-	SYM
easat-6431	165	5	1974	1974	NUM
easat-6431	165	6	,	,	PUNCT
easat-6431	165	7	2025	2025	NUM
easat-6431	165	8	doi	doi	NOUN
easat-6431	165	9	:	:	PUNCT
easat-6431	165	10	10.55214/25768484.v9i4.6431	10.55214/25768484.v9i4.6431	NUM
easat-6431	165	11	©	©	PROPN
easat-6431	165	12	2025	2025	NUM
easat-6431	165	13	by	by	ADP
easat-6431	165	14	the	the	DET
easat-6431	165	15	authors	author	NOUN
easat-6431	165	16	;	;	PUNCT
easat-6431	165	17	licensee	licensee	PROPN
easat-6431	165	18	learning	learn	VERB
easat-6431	165	19	gate	gate	NOUN
easat-6431	165	20	table	table	NOUN
easat-6431	165	21	1	1	NUM
easat-6431	165	22	.	.	PUNCT
easat-6431	166	1	the	the	DET
easat-6431	166	2	literature	literature	NOUN
easat-6431	166	3	on	on	ADP
easat-6431	166	4	financial	financial	ADJ
easat-6431	166	5	variables	variable	NOUN
easat-6431	166	6	included	include	VERB
easat-6431	166	7	in	in	ADP
easat-6431	166	8	this	this	DET
easat-6431	166	9	study	study	NOUN
easat-6431	166	10	.	.	PUNCT
easat-6431	167	1	dependent	dependent	ADJ
easat-6431	167	2	variable	variable	NOUN
easat-6431	167	3	:	:	PUNCT
easat-6431	167	4	firm	firm	ADJ
easat-6431	167	5	value	value	NOUN
easat-6431	167	6	singh	singh	NOUN
easat-6431	167	7	and	and	CCONJ
easat-6431	167	8	bansal	bansal	NOUN
easat-6431	167	9	[	[	X
easat-6431	167	10	9	9	NUM
easat-6431	167	11	]	]	PUNCT
easat-6431	167	12	;	;	PUNCT
easat-6431	167	13	aggarwal	aggarwal	NOUN
easat-6431	167	14	and	and	CCONJ
easat-6431	167	15	padhan	padhan	VERB
easat-6431	168	1	[	[	X
easat-6431	168	2	10	10	NUM
easat-6431	168	3	]	]	PUNCT
easat-6431	168	4	;	;	PUNCT
easat-6431	168	5	dang	dang	INTJ
easat-6431	168	6	,	,	PUNCT
easat-6431	168	7	et	et	PROPN
easat-6431	168	8	al	al	PROPN
easat-6431	168	9	.	.	PUNCT
easat-6431	169	1	[	[	X
easat-6431	169	2	11	11	NUM
easat-6431	169	3	]	]	PUNCT
easat-6431	169	4	and	and	CCONJ
easat-6431	169	5	dang	dang	VERB
easat-6431	169	6	and	and	CCONJ
easat-6431	169	7	do	do	VERB
easat-6431	169	8	[	[	X
easat-6431	169	9	13	13	NUM
easat-6431	169	10	]	]	PUNCT
easat-6431	169	11	independent	independent	ADJ
easat-6431	169	12	variable	variable	NOUN
easat-6431	169	13	:	:	PUNCT
easat-6431	169	14	leverage	leverage	NOUN
easat-6431	169	15	gill	gill	NOUN
easat-6431	169	16	and	and	CCONJ
easat-6431	169	17	obradovich	obradovich	NOUN
easat-6431	169	18	[	[	X
easat-6431	169	19	30	30	NUM
easat-6431	169	20	]	]	PUNCT
easat-6431	169	21	;	;	PUNCT
easat-6431	169	22	vo	vo	X
easat-6431	169	23	and	and	CCONJ
easat-6431	169	24	ellis	ellis	PROPN
easat-6431	170	1	[	[	X
easat-6431	170	2	15	15	NUM
easat-6431	170	3	]	]	X
easat-6431	170	4	;	;	PUNCT
easat-6431	170	5	juca	juca	NOUN
easat-6431	170	6	and	and	CCONJ
easat-6431	170	7	fishlow	fishlow	PROPN
easat-6431	170	8	[	[	X
easat-6431	170	9	14	14	NUM
easat-6431	170	10	]	]	X
easat-6431	170	11	;	;	PUNCT
easat-6431	170	12	huynh	huynh	PROPN
easat-6431	170	13	,	,	PUNCT
easat-6431	170	14	et	et	PROPN
easat-6431	170	15	al	al	PROPN
easat-6431	170	16	.	.	PUNCT
easat-6431	171	1	[	[	X
easat-6431	171	2	12	12	NUM
easat-6431	171	3	]	]	X
easat-6431	171	4	;	;	PUNCT
easat-6431	171	5	dang	dang	ADJ
easat-6431	171	6	and	and	CCONJ
easat-6431	171	7	do	do	VERB
easat-6431	171	8	[	[	X
easat-6431	171	9	13	13	NUM
easat-6431	171	10	]	]	PUNCT
easat-6431	171	11	and	and	CCONJ
easat-6431	171	12	senan	senan	NOUN
easat-6431	171	13	,	,	PUNCT
easat-6431	171	14	et	et	PROPN
easat-6431	171	15	al	al	PROPN
easat-6431	171	16	.	.	PUNCT
easat-6431	172	1	[	[	X
easat-6431	172	2	31	31	NUM
easat-6431	172	3	]	]	X
easat-6431	172	4	quality	quality	NOUN
easat-6431	172	5	singh	singh	NOUN
easat-6431	172	6	and	and	CCONJ
easat-6431	172	7	bansal	bansal	NOUN
easat-6431	172	8	[	[	X
easat-6431	172	9	9	9	NUM
easat-6431	172	10	]	]	PUNCT
easat-6431	172	11	;	;	PUNCT
easat-6431	172	12	kuzey	kuzey	PROPN
easat-6431	172	13	,	,	PUNCT
easat-6431	172	14	et	et	PROPN
easat-6431	172	15	al	al	PROPN
easat-6431	172	16	.	.	PUNCT
easat-6431	173	1	[	[	X
easat-6431	173	2	4	4	NUM
easat-6431	173	3	]	]	PUNCT
easat-6431	173	4	;	;	PUNCT
easat-6431	173	5	aggarwal	aggarwal	NOUN
easat-6431	173	6	and	and	CCONJ
easat-6431	173	7	padhan	padhan	VERB
easat-6431	174	1	[	[	X
easat-6431	174	2	10	10	NUM
easat-6431	174	3	]	]	X
easat-6431	174	4	;	;	PUNCT
easat-6431	174	5	juca	juca	NOUN
easat-6431	174	6	and	and	CCONJ
easat-6431	174	7	fishlow	fishlow	PROPN
easat-6431	174	8	[	[	X
easat-6431	174	9	14	14	NUM
easat-6431	174	10	]	]	X
easat-6431	174	11	;	;	PUNCT
easat-6431	174	12	dang	dang	PROPN
easat-6431	174	13	,	,	PUNCT
easat-6431	174	14	et	et	PROPN
easat-6431	174	15	al	al	PROPN
easat-6431	174	16	.	.	PUNCT
easat-6431	175	1	[	[	X
easat-6431	175	2	11	11	NUM
easat-6431	175	3	]	]	PUNCT
easat-6431	175	4	and	and	CCONJ
easat-6431	175	5	dang	dang	VERB
easat-6431	175	6	&	&	CCONJ
easat-6431	175	7	do	do	VERB
easat-6431	175	8	(	(	PUNCT
easat-6431	175	9	2021	2021	NUM
easat-6431	175	10	)	)	PUNCT
easat-6431	175	11	size	size	NOUN
easat-6431	175	12	cheng	cheng	PROPN
easat-6431	175	13	and	and	CCONJ
easat-6431	175	14	tzeng	tzeng	PROPN
easat-6431	176	1	[	[	X
easat-6431	176	2	32	32	NUM
easat-6431	176	3	]	]	PUNCT
easat-6431	176	4	;	;	PUNCT
easat-6431	176	5	cheng	cheng	PROPN
easat-6431	176	6	and	and	CCONJ
easat-6431	176	7	tzeng	tzeng	PROPN
easat-6431	177	1	[	[	X
easat-6431	177	2	33	33	NUM
easat-6431	177	3	]	]	X
easat-6431	177	4	;	;	PUNCT
easat-6431	177	5	singh	singh	PROPN
easat-6431	177	6	and	and	CCONJ
easat-6431	177	7	bansal	bansal	NOUN
easat-6431	178	1	[	[	X
easat-6431	178	2	9	9	NUM
easat-6431	178	3	]	]	PUNCT
easat-6431	178	4	;	;	PUNCT
easat-6431	178	5	kuzey	kuzey	PROPN
easat-6431	178	6	,	,	PUNCT
easat-6431	178	7	et	et	PROPN
easat-6431	178	8	al	al	PROPN
easat-6431	178	9	.	.	PUNCT
easat-6431	179	1	[	[	X
easat-6431	179	2	4	4	NUM
easat-6431	179	3	]	]	PUNCT
easat-6431	179	4	;	;	PUNCT
easat-6431	179	5	dang	dang	ADJ
easat-6431	179	6	and	and	CCONJ
easat-6431	179	7	do	do	VERB
easat-6431	179	8	[	[	X
easat-6431	179	9	13	13	NUM
easat-6431	179	10	]	]	PUNCT
easat-6431	179	11	;	;	PUNCT
easat-6431	179	12	senan	senan	NOUN
easat-6431	179	13	,	,	PUNCT
easat-6431	179	14	et	et	PROPN
easat-6431	179	15	al	al	PROPN
easat-6431	179	16	.	.	PUNCT
easat-6431	180	1	[	[	X
easat-6431	180	2	31	31	NUM
easat-6431	180	3	]	]	PUNCT
easat-6431	180	4	and	and	CCONJ
easat-6431	180	5	juca	juca	NOUN
easat-6431	180	6	and	and	CCONJ
easat-6431	180	7	fishlow	fishlow	PROPN
easat-6431	180	8	[	[	X
easat-6431	180	9	14	14	NUM
easat-6431	180	10	]	]	X
easat-6431	180	11	roa	roa	PROPN
easat-6431	180	12	kuzey	kuzey	PROPN
easat-6431	180	13	,	,	PUNCT
easat-6431	180	14	et	et	PROPN
easat-6431	180	15	al	al	PROPN
easat-6431	180	16	.	.	PUNCT
easat-6431	181	1	[	[	X
easat-6431	181	2	4	4	NUM
easat-6431	181	3	]	]	PUNCT
easat-6431	181	4	;	;	PUNCT
easat-6431	181	5	singh	singh	PROPN
easat-6431	181	6	and	and	CCONJ
easat-6431	181	7	bansal	bansal	NOUN
easat-6431	181	8	[	[	X
easat-6431	181	9	9	9	NUM
easat-6431	181	10	]	]	PUNCT
easat-6431	181	11	;	;	PUNCT
easat-6431	181	12	juca	juca	NOUN
easat-6431	181	13	and	and	CCONJ
easat-6431	181	14	fishlow	fishlow	PROPN
easat-6431	181	15	[	[	X
easat-6431	181	16	14	14	NUM
easat-6431	181	17	]	]	X
easat-6431	181	18	;	;	PUNCT
easat-6431	181	19	aggarwal	aggarwal	NOUN
easat-6431	181	20	and	and	CCONJ
easat-6431	181	21	padhan	padhan	VERB
easat-6431	181	22	[	[	X
easat-6431	181	23	10	10	NUM
easat-6431	181	24	]	]	PUNCT
easat-6431	181	25	;	;	PUNCT
easat-6431	181	26	dang	dang	INTJ
easat-6431	181	27	,	,	PUNCT
easat-6431	181	28	et	et	PROPN
easat-6431	181	29	al	al	PROPN
easat-6431	181	30	.	.	PUNCT
easat-6431	182	1	[	[	X
easat-6431	182	2	11	11	NUM
easat-6431	182	3	]	]	PUNCT
easat-6431	182	4	and	and	CCONJ
easat-6431	182	5	dang	dang	VERB
easat-6431	182	6	and	and	CCONJ
easat-6431	182	7	do	do	VERB
easat-6431	182	8	[	[	X
easat-6431	182	9	13	13	NUM
easat-6431	182	10	]	]	PUNCT
easat-6431	182	11	growth	growth	NOUN
easat-6431	182	12	kuzey	kuzey	NOUN
easat-6431	182	13	,	,	PUNCT
easat-6431	182	14	et	et	PROPN
easat-6431	182	15	al	al	PROPN
easat-6431	182	16	.	.	PUNCT
easat-6431	183	1	[	[	X
easat-6431	183	2	4	4	NUM
easat-6431	183	3	]	]	PUNCT
easat-6431	183	4	;	;	PUNCT
easat-6431	183	5	aggarwal	aggarwal	NOUN
easat-6431	183	6	and	and	CCONJ
easat-6431	183	7	padhan	padhan	VERB
easat-6431	183	8	[	[	X
easat-6431	183	9	10	10	NUM
easat-6431	183	10	]	]	PUNCT
easat-6431	183	11	;	;	PUNCT
easat-6431	183	12	dang	dang	INTJ
easat-6431	183	13	,	,	PUNCT
easat-6431	183	14	et	et	PROPN
easat-6431	183	15	al	al	PROPN
easat-6431	183	16	.	.	PUNCT
easat-6431	184	1	[	[	X
easat-6431	184	2	11	11	NUM
easat-6431	184	3	]	]	PUNCT
easat-6431	184	4	;	;	PUNCT
easat-6431	184	5	huynh	huynh	PROPN
easat-6431	184	6	,	,	PUNCT
easat-6431	184	7	et	et	PROPN
easat-6431	184	8	al	al	PROPN
easat-6431	184	9	.	.	PUNCT
easat-6431	185	1	[	[	X
easat-6431	185	2	12	12	NUM
easat-6431	185	3	]	]	X
easat-6431	185	4	;	;	PUNCT
easat-6431	185	5	dang	dang	ADJ
easat-6431	185	6	and	and	CCONJ
easat-6431	185	7	do	do	VERB
easat-6431	185	8	[	[	X
easat-6431	185	9	13	13	NUM
easat-6431	185	10	]	]	PUNCT
easat-6431	185	11	and	and	CCONJ
easat-6431	185	12	senan	senan	NOUN
easat-6431	185	13	,	,	PUNCT
easat-6431	185	14	et	et	PROPN
easat-6431	185	15	al	al	PROPN
easat-6431	185	16	.	.	PUNCT
easat-6431	186	1	[	[	X
easat-6431	186	2	31	31	NUM
easat-6431	186	3	]	]	X
easat-6431	186	4	tangibility	tangibility	NOUN
easat-6431	186	5	kuzey	kuzey	NOUN
easat-6431	186	6	,	,	PUNCT
easat-6431	186	7	et	et	PROPN
easat-6431	186	8	al	al	PROPN
easat-6431	186	9	.	.	PUNCT
easat-6431	187	1	[	[	X
easat-6431	187	2	4	4	NUM
easat-6431	187	3	]	]	PUNCT
easat-6431	187	4	;	;	PUNCT
easat-6431	187	5	huynh	huynh	PROPN
easat-6431	187	6	,	,	PUNCT
easat-6431	187	7	et	et	PROPN
easat-6431	187	8	al	al	PROPN
easat-6431	187	9	.	.	PUNCT
easat-6431	188	1	[	[	X
easat-6431	188	2	12	12	NUM
easat-6431	188	3	]	]	PUNCT
easat-6431	188	4	and	and	CCONJ
easat-6431	188	5	dang	dang	VERB
easat-6431	188	6	and	and	CCONJ
easat-6431	188	7	do	do	VERB
easat-6431	188	8	[	[	X
easat-6431	188	9	13	13	NUM
easat-6431	188	10	]	]	PUNCT
easat-6431	188	11	liquidity	liquidity	NOUN
easat-6431	188	12	kuzey	kuzey	NOUN
easat-6431	188	13	,	,	PUNCT
easat-6431	188	14	et	et	PROPN
easat-6431	188	15	al	al	PROPN
easat-6431	188	16	.	.	PUNCT
easat-6431	189	1	[	[	X
easat-6431	189	2	4	4	NUM
easat-6431	189	3	]	]	PUNCT
easat-6431	189	4	;	;	PUNCT
easat-6431	189	5	aggarwal	aggarwal	NOUN
easat-6431	189	6	and	and	CCONJ
easat-6431	189	7	padhan	padhan	VERB
easat-6431	190	1	[	[	X
easat-6431	190	2	10	10	NUM
easat-6431	190	3	]	]	PUNCT
easat-6431	190	4	;	;	PUNCT
easat-6431	190	5	dang	dang	ADJ
easat-6431	190	6	and	and	CCONJ
easat-6431	190	7	do	do	VERB
easat-6431	190	8	[	[	X
easat-6431	190	9	13	13	NUM
easat-6431	190	10	]	]	PUNCT
easat-6431	190	11	and	and	CCONJ
easat-6431	190	12	senan	senan	NOUN
easat-6431	190	13	,	,	PUNCT
easat-6431	190	14	et	et	PROPN
easat-6431	190	15	al	al	PROPN
easat-6431	190	16	.	.	PUNCT
easat-6431	191	1	[	[	X
easat-6431	191	2	31	31	NUM
easat-6431	191	3	]	]	PUNCT
easat-6431	191	4	gdp	gdp	NOUN
easat-6431	191	5	aggarwal	aggarwal	NOUN
easat-6431	191	6	and	and	CCONJ
easat-6431	191	7	padhan	padhan	VERB
easat-6431	192	1	[	[	X
easat-6431	192	2	10	10	NUM
easat-6431	192	3	]	]	X
easat-6431	192	4	;	;	PUNCT
easat-6431	192	5	usman	usman	PROPN
easat-6431	192	6	,	,	PUNCT
easat-6431	192	7	et	et	PROPN
easat-6431	192	8	al	al	PROPN
easat-6431	192	9	.	.	PUNCT
easat-6431	193	1	[	[	X
easat-6431	193	2	34	34	NUM
easat-6431	193	3	]	]	X
easat-6431	193	4	;	;	PUNCT
easat-6431	193	5	dang	dang	ADJ
easat-6431	193	6	and	and	CCONJ
easat-6431	193	7	do	do	VERB
easat-6431	193	8	[	[	X
easat-6431	193	9	13	13	NUM
easat-6431	193	10	]	]	PUNCT
easat-6431	193	11	;	;	PUNCT
easat-6431	193	12	senan	senan	NOUN
easat-6431	193	13	,	,	PUNCT
easat-6431	193	14	et	et	PROPN
easat-6431	193	15	al	al	PROPN
easat-6431	193	16	.	.	PUNCT
easat-6431	194	1	[	[	X
easat-6431	194	2	31	31	NUM
easat-6431	194	3	]	]	PUNCT
easat-6431	194	4	and	and	CCONJ
easat-6431	194	5	faradila	faradila	PROPN
easat-6431	194	6	and	and	CCONJ
easat-6431	194	7	effendi	effendi	VERB
easat-6431	194	8	[	[	X
easat-6431	194	9	35	35	NUM
easat-6431	194	10	]	]	PUNCT
easat-6431	194	11	inflation	inflation	NOUN
easat-6431	194	12	cheng	cheng	PROPN
easat-6431	194	13	and	and	CCONJ
easat-6431	194	14	tzeng	tzeng	PROPN
easat-6431	195	1	[	[	X
easat-6431	195	2	32	32	NUM
easat-6431	195	3	]	]	PUNCT
easat-6431	195	4	;	;	PUNCT
easat-6431	195	5	cheng	cheng	PROPN
easat-6431	195	6	and	and	CCONJ
easat-6431	195	7	tzeng	tzeng	PROPN
easat-6431	196	1	[	[	X
easat-6431	196	2	33	33	NUM
easat-6431	196	3	]	]	X
easat-6431	196	4	;	;	PUNCT
easat-6431	196	5	aggarwal	aggarwal	NOUN
easat-6431	196	6	and	and	CCONJ
easat-6431	196	7	padhan	padhan	VERB
easat-6431	197	1	[	[	X
easat-6431	197	2	10	10	NUM
easat-6431	197	3	]	]	PUNCT
easat-6431	197	4	;	;	PUNCT
easat-6431	197	5	dang	dang	ADJ
easat-6431	197	6	and	and	CCONJ
easat-6431	197	7	do	do	VERB
easat-6431	197	8	[	[	X
easat-6431	197	9	13	13	NUM
easat-6431	197	10	]	]	PUNCT
easat-6431	197	11	and	and	CCONJ
easat-6431	197	12	senan	senan	NOUN
easat-6431	197	13	,	,	PUNCT
easat-6431	197	14	et	et	PROPN
easat-6431	197	15	al	al	PROPN
easat-6431	197	16	.	.	PUNCT
easat-6431	198	1	[	[	X
easat-6431	198	2	31	31	NUM
easat-6431	198	3	]	]	PUNCT
easat-6431	198	4	table	table	NOUN
easat-6431	198	5	2	2	NUM
easat-6431	198	6	.	.	PUNCT
easat-6431	199	1	the	the	DET
easat-6431	199	2	list	list	NOUN
easat-6431	199	3	of	of	ADP
easat-6431	199	4	variables	variable	NOUN
easat-6431	199	5	included	include	VERB
easat-6431	199	6	in	in	ADP
easat-6431	199	7	this	this	DET
easat-6431	199	8	study	study	NOUN
easat-6431	199	9	independent	independent	ADJ
easat-6431	199	10	variable	variable	NOUN
easat-6431	199	11	:	:	PUNCT
easat-6431	199	12	leverage	leverage	NOUN
easat-6431	199	13	total	total	ADJ
easat-6431	199	14	debt	debt	NOUN
easat-6431	199	15	/	/	SYM
easat-6431	199	16	total	total	ADJ
easat-6431	199	17	assets	asset	NOUN
easat-6431	199	18	quality	quality	NOUN
easat-6431	199	19	ebit	ebit	PROPN
easat-6431	199	20	/	/	SYM
easat-6431	199	21	total	total	ADJ
easat-6431	199	22	assets	asset	NOUN
easat-6431	199	23	size	size	NOUN
easat-6431	199	24	lnassets	lnasset	NOUN
easat-6431	199	25	:	:	PUNCT
easat-6431	199	26	natural	natural	ADJ
easat-6431	199	27	logarithm	logarithm	NOUN
easat-6431	199	28	of	of	ADP
easat-6431	199	29	total	total	ADJ
easat-6431	199	30	assets	asset	NOUN
easat-6431	199	31	roa	roa	PROPN
easat-6431	199	32	net	net	ADJ
easat-6431	199	33	income	income	NOUN
easat-6431	199	34	/	/	SYM
easat-6431	199	35	total	total	ADJ
easat-6431	199	36	assets	asset	NOUN
easat-6431	199	37	growth	growth	NOUN
easat-6431	199	38	(	(	PUNCT
easat-6431	199	39	salet	salet	VERB
easat-6431	199	40	salet-1)/	salet-1)/	NOUN
easat-6431	199	41	salet-1	salet-1	PROPN
easat-6431	199	42	tangibility	tangibility	PROPN
easat-6431	199	43	net	net	ADJ
easat-6431	199	44	long	long	ADJ
easat-6431	199	45	-	-	PUNCT
easat-6431	199	46	term	term	NOUN
easat-6431	199	47	assets	asset	NOUN
easat-6431	199	48	/	/	SYM
easat-6431	199	49	total	total	ADJ
easat-6431	199	50	assets	asset	NOUN
easat-6431	199	51	liquidity	liquidity	NOUN
easat-6431	199	52	current	current	ADJ
easat-6431	199	53	assets	asset	NOUN
easat-6431	199	54	/	/	SYM
easat-6431	199	55	current	current	ADJ
easat-6431	199	56	liabilities	liability	NOUN
easat-6431	199	57	gdp	gdp	PROPN
easat-6431	199	58	general	general	PROPN
easat-6431	199	59	statistics	statistics	PROPN
easat-6431	199	60	office	office	PROPN
easat-6431	199	61	of	of	ADP
easat-6431	199	62	vietnam	vietnam	PROPN
easat-6431	199	63	inflation	inflation	PROPN
easat-6431	199	64	general	general	PROPN
easat-6431	199	65	statistics	statistics	PROPN
easat-6431	199	66	office	office	PROPN
easat-6431	199	67	of	of	ADP
easat-6431	199	68	vietnam	vietnam	PROPN
easat-6431	199	69	5	5	NUM
easat-6431	199	70	.	.	PUNCT
easat-6431	199	71	results	result	VERB
easat-6431	199	72	5.1	5.1	NUM
easat-6431	199	73	.	.	PUNCT
easat-6431	200	1	the	the	DET
easat-6431	200	2	traditional	traditional	ADJ
easat-6431	200	3	approach	approach	NOUN
easat-6431	200	4	as	as	SCONJ
easat-6431	200	5	can	can	AUX
easat-6431	200	6	be	be	AUX
easat-6431	200	7	seen	see	VERB
easat-6431	200	8	from	from	ADP
easat-6431	200	9	table	table	NOUN
easat-6431	200	10	3	3	NUM
easat-6431	200	11	,	,	PUNCT
easat-6431	200	12	all	all	DET
easat-6431	200	13	variables	variable	NOUN
easat-6431	200	14	have	have	AUX
easat-6431	200	15	been	be	AUX
easat-6431	200	16	described	describe	VERB
easat-6431	200	17	based	base	VERB
easat-6431	200	18	on	on	ADP
easat-6431	200	19	the	the	DET
easat-6431	200	20	mean	mean	ADJ
easat-6431	200	21	,	,	PUNCT
easat-6431	200	22	maximum	maximum	ADJ
easat-6431	200	23	,	,	PUNCT
easat-6431	200	24	minimum	minimum	ADJ
easat-6431	200	25	value	value	NOUN
easat-6431	200	26	,	,	PUNCT
easat-6431	200	27	standard	standard	ADJ
easat-6431	200	28	deviation	deviation	NOUN
easat-6431	200	29	,	,	PUNCT
easat-6431	200	30	and	and	CCONJ
easat-6431	200	31	some	some	DET
easat-6431	200	32	tests	test	NOUN
easat-6431	200	33	for	for	ADP
easat-6431	200	34	the	the	DET
easat-6431	200	35	whole	whole	ADJ
easat-6431	200	36	sample	sample	NOUN
easat-6431	200	37	.	.	PUNCT
easat-6431	201	1	the	the	DET
easat-6431	201	2	mean	mean	ADJ
easat-6431	201	3	value	value	NOUN
easat-6431	201	4	of	of	ADP
easat-6431	201	5	firm	firm	ADJ
easat-6431	201	6	value	value	NOUN
easat-6431	201	7	is	be	AUX
easat-6431	201	8	2565.75	2565.75	NUM
easat-6431	201	9	which	which	PRON
easat-6431	201	10	is	be	AUX
easat-6431	201	11	lower	low	ADJ
easat-6431	201	12	than	than	ADP
easat-6431	201	13	the	the	DET
easat-6431	201	14	firm	firm	ADJ
easat-6431	201	15	value	value	NOUN
easat-6431	201	16	of	of	ADP
easat-6431	201	17	enterprises	enterprise	NOUN
easat-6431	201	18	in	in	ADP
easat-6431	201	19	england	england	PROPN
easat-6431	202	1	[	[	X
easat-6431	202	2	12	12	NUM
easat-6431	202	3	]	]	X
easat-6431	202	4	netherlands	netherlands	PROPN
easat-6431	202	5	,	,	PUNCT
easat-6431	202	6	and	and	CCONJ
easat-6431	202	7	belgium	belgium	NOUN
easat-6431	203	1	[	[	X
easat-6431	203	2	23	23	NUM
easat-6431	203	3	]	]	PUNCT
easat-6431	203	4	.	.	PUNCT
easat-6431	204	1	since	since	SCONJ
easat-6431	204	2	the	the	DET
easat-6431	204	3	enterprises	enterprise	NOUN
easat-6431	204	4	in	in	ADP
easat-6431	204	5	vietnam	vietnam	PROPN
easat-6431	204	6	are	be	AUX
easat-6431	204	7	mainly	mainly	ADV
easat-6431	204	8	medium	medium	ADJ
easat-6431	204	9	and	and	CCONJ
easat-6431	204	10	small	small	ADJ
easat-6431	204	11	-	-	PUNCT
easat-6431	204	12	size	size	NOUN
easat-6431	204	13	ones	one	NOUN
easat-6431	204	14	and	and	CCONJ
easat-6431	204	15	the	the	DET
easat-6431	204	16	number	number	NOUN
easat-6431	204	17	of	of	ADP
easat-6431	204	18	listed	list	VERB
easat-6431	204	19	companies	company	NOUN
easat-6431	204	20	is	be	AUX
easat-6431	204	21	quite	quite	ADV
easat-6431	204	22	low	low	ADJ
easat-6431	204	23	compare	compare	NOUN
easat-6431	204	24	to	to	ADP
easat-6431	204	25	the	the	DET
easat-6431	204	26	developed	develop	VERB
easat-6431	204	27	financial	financial	ADJ
easat-6431	204	28	market	market	NOUN
easat-6431	204	29	.	.	PUNCT
easat-6431	205	1	the	the	DET
easat-6431	205	2	probabilities	probability	NOUN
easat-6431	205	3	of	of	ADP
easat-6431	205	4	jarque	jarque	NOUN
easat-6431	205	5	-	-	PUNCT
easat-6431	205	6	bera	bera	NOUN
easat-6431	205	7	tests	test	NOUN
easat-6431	205	8	are	be	AUX
easat-6431	205	9	significant	significant	ADJ
easat-6431	205	10	at	at	ADP
easat-6431	205	11	the	the	DET
easat-6431	205	12	1	1	NUM
easat-6431	205	13	%	%	NOUN
easat-6431	205	14	level	level	NOUN
easat-6431	205	15	;	;	PUNCT
easat-6431	205	16	thus	thus	ADV
easat-6431	205	17	,	,	PUNCT
easat-6431	205	18	the	the	DET
easat-6431	205	19	distribution	distribution	NOUN
easat-6431	205	20	of	of	ADP
easat-6431	205	21	all	all	DET
easat-6431	205	22	variables	variable	NOUN
easat-6431	205	23	is	be	AUX
easat-6431	205	24	non	non	ADJ
easat-6431	205	25	-	-	NOUN
easat-6431	205	26	normality	normality	NOUN
easat-6431	205	27	.	.	PUNCT
easat-6431	206	1	the	the	DET
easat-6431	206	2	firm	firm	ADJ
easat-6431	206	3	value	value	NOUN
easat-6431	206	4	is	be	AUX
easat-6431	206	5	an	an	DET
easat-6431	206	6	absolute	absolute	ADJ
easat-6431	206	7	number	number	NOUN
easat-6431	206	8	without	without	ADP
easat-6431	206	9	modification	modification	NOUN
easat-6431	206	10	and	and	CCONJ
easat-6431	206	11	has	have	VERB
easat-6431	206	12	much	much	ADV
easat-6431	206	13	higher	high	ADJ
easat-6431	206	14	standard	standard	ADJ
easat-6431	206	15	deviations	deviation	NOUN
easat-6431	206	16	compared	compare	VERB
easat-6431	206	17	to	to	ADP
easat-6431	206	18	other	other	ADJ
easat-6431	206	19	variables	variable	NOUN
easat-6431	206	20	.	.	PUNCT
easat-6431	207	1	it	it	PRON
easat-6431	207	2	means	mean	VERB
easat-6431	207	3	that	that	SCONJ
easat-6431	207	4	the	the	DET
easat-6431	207	5	database	database	NOUN
easat-6431	207	6	also	also	ADV
easat-6431	207	7	consists	consist	VERB
easat-6431	207	8	of	of	ADP
easat-6431	207	9	negative	negative	ADJ
easat-6431	207	10	figures	figure	NOUN
easat-6431	207	11	as	as	ADP
easat-6431	207	12	the	the	DET
easat-6431	207	13	minimum	minimum	ADJ
easat-6431	207	14	values	value	NOUN
easat-6431	207	15	of	of	ADP
easat-6431	207	16	some	some	DET
easat-6431	207	17	variables	variable	NOUN
easat-6431	207	18	are	be	AUX
easat-6431	207	19	lower	low	ADJ
easat-6431	207	20	than	than	ADP
easat-6431	207	21	0	0	NUM
easat-6431	207	22	,	,	PUNCT
easat-6431	207	23	including	include	VERB
easat-6431	207	24	firm	firm	ADJ
easat-6431	207	25	value	value	NOUN
easat-6431	207	26	,	,	PUNCT
easat-6431	207	27	quality	quality	NOUN
easat-6431	207	28	,	,	PUNCT
easat-6431	207	29	firm	firm	ADJ
easat-6431	207	30	profitability	profitability	NOUN
easat-6431	207	31	,	,	PUNCT
easat-6431	207	32	and	and	CCONJ
easat-6431	207	33	firm	firm	ADJ
easat-6431	207	34	growth	growth	NOUN
easat-6431	207	35	.	.	PUNCT
easat-6431	208	1	1968	1968	NUM
easat-6431	208	2	edelweiss	edelweiss	PROPN
easat-6431	208	3	applied	apply	VERB
easat-6431	208	4	science	science	NOUN
easat-6431	208	5	and	and	CCONJ
easat-6431	208	6	technology	technology	NOUN
easat-6431	208	7	issn	issn	PROPN
easat-6431	208	8	:	:	PUNCT
easat-6431	208	9	2576	2576	NUM
easat-6431	208	10	-	-	SYM
easat-6431	208	11	8484	8484	NUM
easat-6431	208	12	vol	vol	NOUN
easat-6431	208	13	.	.	PROPN
easat-6431	209	1	9	9	NUM
easat-6431	209	2	,	,	PUNCT
easat-6431	209	3	no	no	INTJ
easat-6431	209	4	.	.	NOUN
easat-6431	210	1	4	4	NUM
easat-6431	210	2	:	:	PUNCT
easat-6431	210	3	1962	1962	NUM
easat-6431	210	4	-	-	SYM
easat-6431	210	5	1974	1974	NUM
easat-6431	210	6	,	,	PUNCT
easat-6431	210	7	2025	2025	NUM
easat-6431	210	8	doi	doi	NOUN
easat-6431	210	9	:	:	PUNCT
easat-6431	210	10	10.55214/25768484.v9i4.6431	10.55214/25768484.v9i4.6431	NUM
easat-6431	210	11	©	©	PROPN
easat-6431	210	12	2025	2025	NUM
easat-6431	210	13	by	by	ADP
easat-6431	210	14	the	the	DET
easat-6431	210	15	authors	author	NOUN
easat-6431	210	16	;	;	PUNCT
easat-6431	210	17	licensee	licensee	PROPN
easat-6431	210	18	learning	learn	VERB
easat-6431	210	19	gate	gate	NOUN
easat-6431	210	20	table	table	NOUN
easat-6431	210	21	3	3	NUM
easat-6431	210	22	.	.	PUNCT
easat-6431	211	1	the	the	DET
easat-6431	211	2	statistical	statistical	ADJ
easat-6431	211	3	description	description	NOUN
easat-6431	211	4	.	.	PUNCT
easat-6431	212	1	ev	ev	X
easat-6431	212	2	lev	lev	ADJ
easat-6431	212	3	quality	quality	PROPN
easat-6431	212	4	size	size	NOUN
easat-6431	212	5	roa	roa	PROPN
easat-6431	212	6	growth	growth	PROPN
easat-6431	212	7	tang	tang	PROPN
easat-6431	212	8	liq	liq	NOUN
easat-6431	212	9	gdp	gdp	NOUN
easat-6431	212	10	inflation	inflation	NOUN
easat-6431	212	11	mean	mean	VERB
easat-6431	212	12	2565.7500	2565.7500	NUM
easat-6431	213	1	5.6841	5.6841	NUM
easat-6431	213	2	0.0495	0.0495	NUM
easat-6431	213	3	6.6914	6.6914	NUM
easat-6431	213	4	4.8184	4.8184	NUM
easat-6431	213	5	0.1171	0.1171	NUM
easat-6431	213	6	3.1942	3.1942	NUM
easat-6431	213	7	1.9784	1.9784	NUM
easat-6431	213	8	5.7718e-01	5.7718e-01	NUM
easat-6431	213	9	4.1187	4.1187	NUM
easat-6431	213	10	max	max	NOUN
easat-6431	213	11	291754.8500	291754.8500	NUM
easat-6431	213	12	9.7061	9.7061	NUM
easat-6431	213	13	0.5979	0.5979	NUM
easat-6431	213	14	11.4855	11.4855	NUM
easat-6431	213	15	99.3800	99.3800	NUM
easat-6431	213	16	19.3362	19.3362	NUM
easat-6431	213	17	9.7485	9.7485	NUM
easat-6431	213	18	47.7700	47.7700	NUM
easat-6431	213	19	1.0000	1.0000	NUM
easat-6431	213	20	9.1000	9.1000	NUM
easat-6431	213	21	min	min	NOUN
easat-6431	213	22	-1141.2006	-1141.2006	PRON
easat-6431	213	23	1.1055	1.1055	NUM
easat-6431	213	24	-0.6485	-0.6485	NOUN
easat-6431	213	25	3.0165	3.0165	NUM
easat-6431	213	26	-57.6700	-57.6700	SYM
easat-6431	213	27	-0.8416	-0.8416	NOUN
easat-6431	213	28	3.2139	3.2139	NUM
easat-6431	213	29	0.2600	0.2600	NUM
easat-6431	213	30	0.0000	0.0000	NUM
easat-6431	213	31	6.3000	6.3000	NUM
easat-6431	213	32	stdev	stdev	NOUN
easat-6431	213	33	15391.1015	15391.1015	NUM
easat-6431	213	34	2.0917	2.0917	NUM
easat-6431	213	35	0.0781	0.0781	NUM
easat-6431	213	36	1.4541	1.4541	NUM
easat-6431	213	37	8.8291	8.8291	NUM
easat-6431	213	38	0.6340	0.6340	NUM
easat-6431	213	39	2.0614	2.0614	NUM
easat-6431	213	40	2.3483	2.3483	NUM
easat-6431	213	41	3.6253	3.6253	NUM
easat-6431	213	42	2.4421	2.4421	NUM
easat-6431	213	43	skewness	skewness	NOUN
easat-6431	213	44	11.8298	11.8298	NUM
easat-6431	213	45	-5.2167	-5.2167	NOUN
easat-6431	213	46	-0.8664	-0.8664	VERB
easat-6431	213	47	0.0793	0.0793	NUM
easat-6431	213	48	0.9535	0.9535	NUM
easat-6431	213	49	22.9306	22.9306	NUM
easat-6431	213	50	9.5170	9.5170	NUM
easat-6431	213	51	9.5583	9.5583	NUM
easat-6431	213	52	-3.8757	-3.8757	NOUN
easat-6431	213	53	7.8004	7.8004	NUM
easat-6431	213	54	kurtosis	kurtosis	NOUN
easat-6431	213	55	165.4505	165.4505	NUM
easat-6431	213	56	-4.2518	-4.2518	NOUN
easat-6431	213	57	16.1231	16.1231	NUM
easat-6431	213	58	0.0099	0.0099	NUM
easat-6431	213	59	20.3213	20.3213	NUM
easat-6431	213	60	679.7822	679.7822	NUM
easat-6431	213	61	3.7502	3.7502	NUM
easat-6431	213	62	142.1294	142.1294	NUM
easat-6431	213	63	-1.3365	-1.3365	NOUN
easat-6431	213	64	-1.4671	-1.4671	NOUN
easat-6431	213	65	jarque	jarque	NOUN
easat-6431	213	66	-	-	PUNCT
easat-6431	213	67	bera	bera	NOUN
easat-6431	213	68	prob	prob	NOUN
easat-6431	213	69	.	.	PUNCT
easat-6431	214	1	0.0000	0.0000	NUM
easat-6431	214	2	0.0000	0.0000	NUM
easat-6431	214	3	0.0000	0.0000	NUM
easat-6431	214	4	0.0051	0.0051	NUM
easat-6431	214	5	0.0000	0.0000	NUM
easat-6431	214	6	0.0000	0.0000	NUM
easat-6431	214	7	0.0000	0.0000	NUM
easat-6431	214	8	0.0000	0.0000	NUM
easat-6431	214	9	0.0000	0.0000	NUM
easat-6431	214	10	0.0000	0.0000	NUM
easat-6431	214	11	1969	1969	NUM
easat-6431	214	12	edelweiss	edelweiss	PROPN
easat-6431	214	13	applied	apply	VERB
easat-6431	214	14	science	science	NOUN
easat-6431	214	15	and	and	CCONJ
easat-6431	214	16	technology	technology	NOUN
easat-6431	214	17	issn	issn	PROPN
easat-6431	214	18	:	:	PUNCT
easat-6431	214	19	2576	2576	NUM
easat-6431	214	20	-	-	SYM
easat-6431	214	21	8484	8484	NUM
easat-6431	214	22	vol	vol	NOUN
easat-6431	214	23	.	.	PROPN
easat-6431	215	1	9	9	NUM
easat-6431	215	2	,	,	PUNCT
easat-6431	215	3	no	no	INTJ
easat-6431	215	4	.	.	NOUN
easat-6431	216	1	4	4	NUM
easat-6431	216	2	:	:	PUNCT
easat-6431	216	3	1962	1962	NUM
easat-6431	216	4	-	-	SYM
easat-6431	216	5	1974	1974	NUM
easat-6431	216	6	,	,	PUNCT
easat-6431	216	7	2025	2025	NUM
easat-6431	216	8	doi	doi	NOUN
easat-6431	216	9	:	:	PUNCT
easat-6431	216	10	10.55214/25768484.v9i4.6431	10.55214/25768484.v9i4.6431	NUM
easat-6431	216	11	©	©	PROPN
easat-6431	216	12	2025	2025	NUM
easat-6431	216	13	by	by	ADP
easat-6431	216	14	the	the	DET
easat-6431	216	15	authors	author	NOUN
easat-6431	216	16	;	;	PUNCT
easat-6431	216	17	licensee	licensee	PROPN
easat-6431	216	18	learning	learning	NOUN
easat-6431	216	19	gate	gate	NOUN
easat-6431	216	20	furthermore	furthermore	ADV
easat-6431	216	21	,	,	PUNCT
easat-6431	216	22	the	the	DET
easat-6431	216	23	f	f	NOUN
easat-6431	216	24	-	-	PUNCT
easat-6431	216	25	test	test	NOUN
easat-6431	216	26	has	have	VERB
easat-6431	216	27	a	a	DET
easat-6431	216	28	sig	sig	NOUN
easat-6431	216	29	value	value	NOUN
easat-6431	216	30	of	of	ADP
easat-6431	216	31	0.0000	0.0000	NUM
easat-6431	216	32	(	(	PUNCT
easat-6431	216	33	lower	low	ADJ
easat-6431	216	34	than	than	ADP
easat-6431	216	35	0.05	0.05	NUM
easat-6431	216	36	)	)	PUNCT
easat-6431	216	37	,	,	PUNCT
easat-6431	216	38	which	which	PRON
easat-6431	216	39	represents	represent	VERB
easat-6431	216	40	that	that	SCONJ
easat-6431	216	41	all	all	DET
easat-6431	216	42	the	the	DET
easat-6431	216	43	independent	independent	ADJ
easat-6431	216	44	variables	variable	NOUN
easat-6431	216	45	could	could	AUX
easat-6431	216	46	be	be	AUX
easat-6431	216	47	employed	employ	VERB
easat-6431	216	48	for	for	ADP
easat-6431	216	49	the	the	DET
easat-6431	216	50	changes	change	NOUN
easat-6431	216	51	in	in	ADP
easat-6431	216	52	the	the	DET
easat-6431	216	53	dependent	dependent	ADJ
easat-6431	216	54	variable	variable	NOUN
easat-6431	216	55	.	.	PUNCT
easat-6431	217	1	all	all	DET
easat-6431	217	2	independent	independent	ADJ
easat-6431	217	3	variables	variable	NOUN
easat-6431	217	4	are	be	AUX
easat-6431	217	5	accepted	accept	VERB
easat-6431	217	6	in	in	ADP
easat-6431	217	7	the	the	DET
easat-6431	217	8	model	model	NOUN
easat-6431	217	9	.	.	PUNCT
easat-6431	218	1	table	table	NOUN
easat-6431	218	2	4	4	NUM
easat-6431	218	3	.	.	PUNCT
easat-6431	219	1	regression	regression	NOUN
easat-6431	219	2	results	result	NOUN
easat-6431	219	3	model	model	VERB
easat-6431	219	4	unstandardized	unstandardized	ADJ
easat-6431	219	5	coefficients	coefficient	NOUN
easat-6431	219	6	standardized	standardize	VERB
easat-6431	219	7	coefficients	coefficient	NOUN
easat-6431	219	8	t	t	PROPN
easat-6431	219	9	sig	sig	PROPN
easat-6431	219	10	.	.	PUNCT
easat-6431	220	1	collinearity	collinearity	PROPN
easat-6431	220	2	statistics	statistic	NOUN
easat-6431	220	3	b	b	NOUN
easat-6431	220	4	std	std	PROPN
easat-6431	220	5	.	.	NOUN
easat-6431	220	6	error	error	NOUN
easat-6431	220	7	beta	beta	NOUN
easat-6431	220	8	tolerance	tolerance	NOUN
easat-6431	220	9	vif	vif	NOUN
easat-6431	220	10	constant	constant	ADJ
easat-6431	220	11	-20361.986	-20361.986	PUNCT
easat-6431	221	1	7536.797	7536.797	NUM
easat-6431	221	2	-2.702	-2.702	NUM
easat-6431	221	3	0.007	0.007	NUM
easat-6431	221	4	leverage	leverage	NOUN
easat-6431	221	5	-7243.011	-7243.011	PUNCT
easat-6431	221	6	2590.905	2590.905	PROPN
easat-6431	221	7	-0.098	-0.098	NUM
easat-6431	221	8	-2.196	-2.196	NOUN
easat-6431	221	9	0.005	0.005	NUM
easat-6431	221	10	0.534	0.534	NUM
easat-6431	221	11	1.874	1.874	NUM
easat-6431	221	12	quality	quality	NOUN
easat-6431	221	13	35646.5.2	35646.5.2	NUM
easat-6431	221	14	9265.082	9265.082	NOUN
easat-6431	221	15	0.181	0.181	NUM
easat-6431	221	16	3.847	3.847	NUM
easat-6431	221	17	0.000	0.000	NUM
easat-6431	221	18	0.299	0.299	NUM
easat-6431	221	19	3.350	3.350	NUM
easat-6431	221	20	size	size	NOUN
easat-6431	221	21	3546.073	3546.073	NUM
easat-6431	221	22	285.021	285.021	NUM
easat-6431	221	23	0.337	0.337	NUM
easat-6431	221	24	12.441	12.441	NUM
easat-6431	221	25	0.000	0.000	NUM
easat-6431	221	26	0.900	0.900	NUM
easat-6431	221	27	1.111	1.111	NUM
easat-6431	221	28	roa	roa	NOUN
easat-6431	221	29	41.887	41.887	NUM
easat-6431	221	30	87.331	87.331	NUM
easat-6431	221	31	0.024	0.024	NUM
easat-6431	221	32	0.480	0.480	NUM
easat-6431	221	33	0.632	0.632	NUM
easat-6431	221	34	0.264	0.264	NUM
easat-6431	221	35	3.793	3.793	NUM
easat-6431	221	36	growth	growth	NOUN
easat-6431	221	37	-855.217	-855.217	NOUN
easat-6431	221	38	635.739	635.739	NUM
easat-6431	221	39	-0.035	-0.035	PART
easat-6431	221	40	-1.345	-1.345	NUM
easat-6431	221	41	0.179	0.179	NUM
easat-6431	221	42	0.965	0.965	NUM
easat-6431	221	43	1.037	1.037	NUM
easat-6431	221	44	tangibility	tangibility	NOUN
easat-6431	221	45	3089.388	3089.388	NUM
easat-6431	221	46	2118.108	2118.108	NUM
easat-6431	221	47	0.041	0.041	NUM
easat-6431	221	48	1.459	1.459	NUM
easat-6431	221	49	0.145	0.145	NUM
easat-6431	221	50	0.822	0.822	NUM
easat-6431	221	51	1.216	1.216	NUM
easat-6431	221	52	liquidity	liquidity	NOUN
easat-6431	221	53	-194.692	-194.692	NOUN
easat-6431	221	54	198.560	198.560	NUM
easat-6431	221	55	-0.030	-0.030	NUM
easat-6431	221	56	-0.981	-0.981	PUNCT
easat-6431	221	57	0.327	0.327	NUM
easat-6431	221	58	0.721	0.721	NUM
easat-6431	221	59	1.387	1.387	NUM
easat-6431	221	60	gdp	gdp	NOUN
easat-6431	221	61	13905.859	13905.859	PROPN
easat-6431	221	62	99834.829	99834.829	NUM
easat-6431	221	63	0.006	0.006	NUM
easat-6431	221	64	0.139	0.139	NUM
easat-6431	221	65	0.899	0.899	NUM
easat-6431	221	66	0.346	0.346	NUM
easat-6431	221	67	2.888	2.888	NUM
easat-6431	221	68	inflation	inflation	NOUN
easat-6431	221	69	-732.341	-732.341	PUNCT
easat-6431	221	70	27559.257	27559.257	NUM
easat-6431	221	71	-0.001	-0.001	NUM
easat-6431	221	72	-0.027	-0.027	NUM
easat-6431	221	73	0.979	0.979	NUM
easat-6431	221	74	0.345	0.345	NUM
easat-6431	221	75	2.902	2.902	NUM
easat-6431	221	76	observation	observation	NOUN
easat-6431	221	77	1248	1248	NUM
easat-6431	221	78	𝑅2	𝑅2	ADP
easat-6431	221	79	0.2105	0.2105	NUM
easat-6431	221	80	according	accord	VERB
easat-6431	221	81	to	to	ADP
easat-6431	221	82	table	table	NOUN
easat-6431	221	83	4	4	NUM
easat-6431	221	84	,	,	PUNCT
easat-6431	221	85	the	the	DET
easat-6431	221	86	independent	independent	ADJ
easat-6431	221	87	variables	variable	NOUN
easat-6431	221	88	(	(	PUNCT
easat-6431	221	89	sig	sig	NOUN
easat-6431	221	90	.	.	PUNCT
easat-6431	221	91	>	>	X
easat-6431	221	92	0.05	0.05	NUM
easat-6431	221	93	)	)	PUNCT
easat-6431	221	94	that	that	PRON
easat-6431	221	95	have	have	AUX
easat-6431	221	96	influenced	influence	VERB
easat-6431	221	97	the	the	DET
easat-6431	221	98	firm	firm	ADJ
easat-6431	221	99	value	value	NOUN
easat-6431	221	100	of	of	ADP
easat-6431	221	101	listed	list	VERB
easat-6431	221	102	enterprises	enterprise	NOUN
easat-6431	221	103	are	be	AUX
easat-6431	221	104	roa	roa	NOUN
easat-6431	221	105	,	,	PUNCT
easat-6431	221	106	growth	growth	NOUN
easat-6431	221	107	,	,	PUNCT
easat-6431	221	108	tangibility	tangibility	NOUN
easat-6431	221	109	,	,	PUNCT
easat-6431	221	110	liquidity	liquidity	NOUN
easat-6431	221	111	,	,	PUNCT
easat-6431	221	112	gdp	gdp	NOUN
easat-6431	221	113	,	,	PUNCT
easat-6431	221	114	and	and	CCONJ
easat-6431	221	115	inflation	inflation	NOUN
easat-6431	221	116	.	.	PUNCT
easat-6431	222	1	the	the	DET
easat-6431	222	2	quality	quality	NOUN
easat-6431	222	3	and	and	CCONJ
easat-6431	222	4	firm	firm	ADJ
easat-6431	222	5	size	size	NOUN
easat-6431	222	6	variables	variable	NOUN
easat-6431	222	7	have	have	VERB
easat-6431	222	8	a	a	DET
easat-6431	222	9	positive	positive	ADJ
easat-6431	222	10	impact	impact	NOUN
easat-6431	222	11	,	,	PUNCT
easat-6431	222	12	whereas	whereas	SCONJ
easat-6431	222	13	the	the	DET
easat-6431	222	14	capital	capital	NOUN
easat-6431	222	15	structure	structure	NOUN
easat-6431	222	16	variable	variable	NOUN
easat-6431	222	17	has	have	VERB
easat-6431	222	18	a	a	DET
easat-6431	222	19	negative	negative	ADJ
easat-6431	222	20	influence	influence	NOUN
easat-6431	222	21	.	.	PUNCT
easat-6431	223	1	the	the	DET
easat-6431	223	2	factor	factor	NOUN
easat-6431	223	3	vif	vif	NOUN
easat-6431	223	4	of	of	ADP
easat-6431	223	5	all	all	DET
easat-6431	223	6	variables	variable	NOUN
easat-6431	223	7	is	be	AUX
easat-6431	223	8	less	less	ADJ
easat-6431	223	9	than	than	ADP
easat-6431	223	10	10	10	NUM
easat-6431	223	11	,	,	PUNCT
easat-6431	223	12	thus	thus	ADV
easat-6431	223	13	,	,	PUNCT
easat-6431	223	14	the	the	DET
easat-6431	223	15	model	model	NOUN
easat-6431	223	16	does	do	AUX
easat-6431	223	17	not	not	PART
easat-6431	223	18	have	have	VERB
easat-6431	223	19	multicollinearity	multicollinearity	NOUN
easat-6431	223	20	.	.	PUNCT
easat-6431	224	1	5.2	5.2	NUM
easat-6431	224	2	.	.	PUNCT
easat-6431	225	1	the	the	DET
easat-6431	225	2	machine	machine	NOUN
easat-6431	225	3	learning	learning	NOUN
easat-6431	225	4	approach	approach	NOUN
easat-6431	225	5	the	the	DET
easat-6431	225	6	dataset	dataset	NOUN
easat-6431	225	7	has	have	AUX
easat-6431	225	8	been	be	AUX
easat-6431	225	9	trained	train	VERB
easat-6431	225	10	by	by	ADP
easat-6431	225	11	six	six	NUM
easat-6431	225	12	prediction	prediction	NOUN
easat-6431	225	13	models	model	NOUN
easat-6431	225	14	,	,	PUNCT
easat-6431	225	15	which	which	PRON
easat-6431	225	16	included	include	VERB
easat-6431	225	17	the	the	DET
easat-6431	225	18	multiple	multiple	ADJ
easat-6431	225	19	regression	regression	NOUN
easat-6431	225	20	model	model	NOUN
easat-6431	225	21	(	(	PUNCT
easat-6431	225	22	lm	lm	INTJ
easat-6431	225	23	)	)	PUNCT
easat-6431	225	24	,	,	PUNCT
easat-6431	225	25	lasso	lasso	NOUN
easat-6431	225	26	,	,	PUNCT
easat-6431	225	27	generalized	generalized	ADJ
easat-6431	225	28	additive	additive	ADJ
easat-6431	225	29	model	model	NOUN
easat-6431	225	30	(	(	PUNCT
easat-6431	225	31	gam	gam	NOUN
easat-6431	225	32	)	)	PUNCT
easat-6431	225	33	,	,	PUNCT
easat-6431	225	34	random	random	ADJ
easat-6431	225	35	forests	forest	NOUN
easat-6431	225	36	(	(	PUNCT
easat-6431	225	37	rf	rf	NOUN
easat-6431	225	38	)	)	PUNCT
easat-6431	225	39	,	,	PUNCT
easat-6431	225	40	gradient	gradient	NOUN
easat-6431	225	41	boosting	boost	VERB
easat-6431	225	42	regression	regression	NOUN
easat-6431	225	43	trees	tree	NOUN
easat-6431	225	44	(	(	PUNCT
easat-6431	225	45	gbm	gbm	PROPN
easat-6431	225	46	)	)	PUNCT
easat-6431	225	47	,	,	PUNCT
easat-6431	225	48	and	and	CCONJ
easat-6431	225	49	neural	neural	ADJ
easat-6431	225	50	networks	network	NOUN
easat-6431	225	51	(	(	PUNCT
easat-6431	225	52	nnet	nnet	NOUN
easat-6431	225	53	)	)	PUNCT
easat-6431	225	54	.	.	PUNCT
easat-6431	226	1	table	table	NOUN
easat-6431	226	2	5	5	NUM
easat-6431	226	3	highlights	highlight	NOUN
easat-6431	226	4	the	the	DET
easat-6431	226	5	comparison	comparison	NOUN
easat-6431	226	6	of	of	ADP
easat-6431	226	7	the	the	DET
easat-6431	226	8	independent	independent	ADJ
easat-6431	226	9	variables	variable	NOUN
easat-6431	226	10	for	for	ADP
easat-6431	226	11	firm	firm	ADJ
easat-6431	226	12	value	value	NOUN
easat-6431	226	13	prediction	prediction	NOUN
easat-6431	226	14	by	by	ADP
easat-6431	226	15	using	use	VERB
easat-6431	226	16	six	six	NUM
easat-6431	226	17	machine	machine	NOUN
easat-6431	226	18	learning	learning	NOUN
easat-6431	226	19	methods	method	NOUN
easat-6431	226	20	.	.	PUNCT
easat-6431	227	1	the	the	DET
easat-6431	227	2	criteria	criterion	NOUN
easat-6431	227	3	that	that	PRON
easat-6431	227	4	can	can	AUX
easat-6431	227	5	be	be	AUX
easat-6431	227	6	utilized	utilize	VERB
easat-6431	227	7	to	to	PART
easat-6431	227	8	test	test	VERB
easat-6431	227	9	the	the	DET
easat-6431	227	10	accuracy	accuracy	NOUN
easat-6431	227	11	of	of	ADP
easat-6431	227	12	the	the	DET
easat-6431	227	13	model	model	NOUN
easat-6431	227	14	are	be	AUX
easat-6431	227	15	𝑅𝑂𝑆	𝑅𝑂𝑆	PROPN
easat-6431	227	16	2	2	NUM
easat-6431	227	17	and	and	CCONJ
easat-6431	227	18	rmse	rmse	NOUN
easat-6431	227	19	.	.	PUNCT
easat-6431	228	1	for	for	ADP
easat-6431	228	2	the	the	DET
easat-6431	228	3	𝑅𝑂𝑆	𝑅𝑂𝑆	PROPN
easat-6431	228	4	2	2	NUM
easat-6431	228	5	,	,	PUNCT
easat-6431	228	6	the	the	PRON
easat-6431	228	7	higher	high	ADJ
easat-6431	228	8	the	the	DET
easat-6431	228	9	𝑅𝑂𝑆	𝑅𝑂𝑆	PROPN
easat-6431	228	10	2	2	NUM
easat-6431	228	11	{	{	PUNCT
easat-6431	228	12	0	0	NUM
easat-6431	228	13	,	,	PUNCT
easat-6431	228	14	1	1	NUM
easat-6431	228	15	}	}	PUNCT
easat-6431	228	16	,	,	PUNCT
easat-6431	228	17	the	the	PRON
easat-6431	228	18	greater	great	ADJ
easat-6431	228	19	the	the	DET
easat-6431	228	20	accuracy	accuracy	NOUN
easat-6431	228	21	of	of	ADP
easat-6431	228	22	the	the	DET
easat-6431	228	23	model	model	NOUN
easat-6431	228	24	.	.	PUNCT
easat-6431	229	1	the	the	DET
easat-6431	229	2	rmse	rmse	ADJ
easat-6431	229	3	value	value	NOUN
easat-6431	229	4	indicates	indicate	VERB
easat-6431	229	5	the	the	DET
easat-6431	229	6	average	average	ADJ
easat-6431	229	7	difference	difference	NOUN
easat-6431	229	8	(	(	PUNCT
easat-6431	229	9	error	error	NOUN
easat-6431	229	10	)	)	PUNCT
easat-6431	229	11	value	value	NOUN
easat-6431	229	12	on	on	ADP
easat-6431	229	13	the	the	DET
easat-6431	229	14	dataset	dataset	NOUN
easat-6431	229	15	after	after	SCONJ
easat-6431	229	16	the	the	DET
easat-6431	229	17	model	model	NOUN
easat-6431	229	18	is	be	AUX
easat-6431	229	19	trained	train	VERB
easat-6431	229	20	;	;	PUNCT
easat-6431	229	21	hence	hence	ADV
easat-6431	229	22	,	,	PUNCT
easat-6431	229	23	the	the	DET
easat-6431	229	24	lower	low	ADJ
easat-6431	229	25	values	value	NOUN
easat-6431	229	26	indicate	indicate	VERB
easat-6431	229	27	more	more	ADV
easat-6431	229	28	accurate	accurate	ADJ
easat-6431	229	29	predictions	prediction	NOUN
easat-6431	229	30	of	of	ADP
easat-6431	229	31	the	the	DET
easat-6431	229	32	model	model	NOUN
easat-6431	229	33	.	.	PUNCT
easat-6431	230	1	the	the	DET
easat-6431	230	2	smaller	small	ADJ
easat-6431	230	3	the	the	DET
easat-6431	230	4	value	value	NOUN
easat-6431	230	5	of	of	ADP
easat-6431	230	6	rmse	rmse	NOUN
easat-6431	230	7	,	,	PUNCT
easat-6431	230	8	the	the	PRON
easat-6431	230	9	larger	large	ADJ
easat-6431	230	10	the	the	DET
easat-6431	230	11	value	value	NOUN
easat-6431	230	12	of	of	ADP
easat-6431	230	13	𝑅𝑂𝑆	𝑅𝑂𝑆	PROPN
easat-6431	230	14	2	2	NUM
easat-6431	230	15	will	will	AUX
easat-6431	230	16	be	be	AUX
easat-6431	230	17	,	,	PUNCT
easat-6431	230	18	and	and	CCONJ
easat-6431	230	19	vice	vice	ADV
easat-6431	230	20	versa	versa	ADV
easat-6431	230	21	.	.	PUNCT
easat-6431	231	1	table	table	NOUN
easat-6431	231	2	5	5	NUM
easat-6431	231	3	shows	show	VERB
easat-6431	231	4	the	the	DET
easat-6431	231	5	results	result	NOUN
easat-6431	231	6	of	of	ADP
easat-6431	231	7	six	six	NUM
easat-6431	231	8	prediction	prediction	NOUN
easat-6431	231	9	models	model	NOUN
easat-6431	231	10	using	use	VERB
easat-6431	231	11	two	two	NUM
easat-6431	231	12	indicators	indicator	NOUN
easat-6431	231	13	.	.	PUNCT
easat-6431	232	1	the	the	DET
easat-6431	232	2	rf	rf	NOUN
easat-6431	232	3	model	model	NOUN
easat-6431	232	4	with	with	ADP
easat-6431	232	5	𝑅𝑂𝑆	𝑅𝑂𝑆	PROPN
easat-6431	232	6	2	2	NUM
easat-6431	232	7	=	=	SYM
easat-6431	232	8	0.8599	0.8599	NUM
easat-6431	232	9	(	(	PUNCT
easat-6431	232	10	the	the	DET
easat-6431	232	11	highest	high	ADJ
easat-6431	232	12	one	one	NUM
easat-6431	232	13	)	)	PUNCT
easat-6431	232	14	and	and	CCONJ
easat-6431	232	15	rmse	rmse	NOUN
easat-6431	232	16	=	=	SYM
easat-6431	232	17	0.000509	0.000509	NUM
easat-6431	232	18	(	(	PUNCT
easat-6431	232	19	the	the	DET
easat-6431	232	20	lowest	low	ADJ
easat-6431	232	21	value	value	NOUN
easat-6431	232	22	)	)	PUNCT
easat-6431	232	23	will	will	AUX
easat-6431	232	24	be	be	AUX
easat-6431	232	25	the	the	DET
easat-6431	232	26	most	most	ADV
easat-6431	232	27	accurate	accurate	ADJ
easat-6431	232	28	prediction	prediction	NOUN
easat-6431	232	29	model	model	NOUN
easat-6431	232	30	.	.	PUNCT
easat-6431	233	1	compared	compare	VERB
easat-6431	233	2	to	to	ADP
easat-6431	233	3	the	the	DET
easat-6431	233	4	𝑅2	𝑅2	NOUN
easat-6431	233	5	value	value	NOUN
easat-6431	233	6	of	of	ADP
easat-6431	233	7	0.2105	0.2105	NUM
easat-6431	233	8	or	or	CCONJ
easat-6431	233	9	the	the	DET
easat-6431	233	10	traditional	traditional	ADJ
easat-6431	233	11	model	model	NOUN
easat-6431	233	12	,	,	PUNCT
easat-6431	233	13	the	the	DET
easat-6431	233	14	machine	machine	NOUN
easat-6431	233	15	learning	learning	NOUN
easat-6431	233	16	models	model	NOUN
easat-6431	233	17	demonstrate	demonstrate	VERB
easat-6431	233	18	a	a	DET
easat-6431	233	19	significantly	significantly	ADV
easat-6431	233	20	higher	high	ADJ
easat-6431	233	21	level	level	NOUN
easat-6431	233	22	of	of	ADP
easat-6431	233	23	accuracy	accuracy	NOUN
easat-6431	233	24	than	than	ADP
easat-6431	233	25	traditional	traditional	ADJ
easat-6431	233	26	statistical	statistical	ADJ
easat-6431	233	27	models	model	NOUN
easat-6431	233	28	.	.	PUNCT
easat-6431	234	1	table	table	NOUN
easat-6431	234	2	5	5	NUM
easat-6431	234	3	.	.	PUNCT
easat-6431	235	1	the	the	DET
easat-6431	235	2	results	result	NOUN
easat-6431	235	3	of	of	ADP
easat-6431	235	4	machine	machine	NOUN
easat-6431	235	5	learning	learning	NOUN
easat-6431	235	6	models	model	NOUN
easat-6431	235	7	.	.	PUNCT
easat-6431	236	1	model	model	NOUN
easat-6431	236	2	𝑅𝑂𝑆	𝑅𝑂𝑆	PROPN
easat-6431	236	3	2	2	NUM
easat-6431	236	4	rmse	rmse	NOUN
easat-6431	236	5	lm	lm	ADP
easat-6431	236	6	0.2204	0.2204	NUM
easat-6431	236	7	0.002831	0.002831	NUM
easat-6431	236	8	lasso	lasso	NOUN
easat-6431	236	9	0.2069	0.2069	NUM
easat-6431	236	10	0.002879	0.002879	NUM
easat-6431	236	11	gam	gam	NOUN
easat-6431	236	12	0.839	0.839	NUM
easat-6431	236	13	0.000585	0.000585	NUM
easat-6431	237	1	rf	rf	NUM
easat-6431	237	2	0.8599	0.8599	NUM
easat-6431	237	3	0.000509	0.000509	NUM
easat-6431	237	4	gbm	gbm	NOUN
easat-6431	237	5	0.7621	0.7621	NUM
easat-6431	237	6	0.000864	0.000864	NUM
easat-6431	237	7	nn	nn	PROPN
easat-6431	237	8	0.7531	0.7531	NUM
easat-6431	237	9	0.000896	0.000896	NUM
easat-6431	237	10	1970	1970	NUM
easat-6431	237	11	edelweiss	edelweiss	PROPN
easat-6431	237	12	applied	apply	VERB
easat-6431	237	13	science	science	NOUN
easat-6431	237	14	and	and	CCONJ
easat-6431	237	15	technology	technology	NOUN
easat-6431	237	16	issn	issn	PROPN
easat-6431	237	17	:	:	PUNCT
easat-6431	237	18	2576	2576	NUM
easat-6431	237	19	-	-	SYM
easat-6431	237	20	8484	8484	NUM
easat-6431	237	21	vol	vol	NOUN
easat-6431	237	22	.	.	PROPN
easat-6431	238	1	9	9	NUM
easat-6431	238	2	,	,	PUNCT
easat-6431	238	3	no	no	INTJ
easat-6431	238	4	.	.	NOUN
easat-6431	239	1	4	4	NUM
easat-6431	239	2	:	:	PUNCT
easat-6431	239	3	1962	1962	NUM
easat-6431	239	4	-	-	SYM
easat-6431	239	5	1974	1974	NUM
easat-6431	239	6	,	,	PUNCT
easat-6431	239	7	2025	2025	NUM
easat-6431	239	8	doi	doi	NOUN
easat-6431	239	9	:	:	PUNCT
easat-6431	239	10	10.55214/25768484.v9i4.6431	10.55214/25768484.v9i4.6431	NUM
easat-6431	239	11	©	©	PROPN
easat-6431	239	12	2025	2025	NUM
easat-6431	239	13	by	by	ADP
easat-6431	239	14	the	the	DET
easat-6431	239	15	authors	author	NOUN
easat-6431	239	16	;	;	PUNCT
easat-6431	239	17	licensee	licensee	NOUN
easat-6431	239	18	learning	learning	NOUN
easat-6431	239	19	gate	gate	NOUN
easat-6431	239	20	for	for	ADP
easat-6431	239	21	each	each	DET
easat-6431	239	22	model	model	NOUN
easat-6431	239	23	,	,	PUNCT
easat-6431	239	24	there	there	PRON
easat-6431	239	25	will	will	AUX
easat-6431	239	26	be	be	AUX
easat-6431	239	27	a	a	DET
easat-6431	239	28	set	set	NOUN
easat-6431	239	29	of	of	ADP
easat-6431	239	30	weights	weight	NOUN
easat-6431	239	31	according	accord	VERB
easat-6431	239	32	to	to	ADP
easat-6431	239	33	the	the	DET
easat-6431	239	34	sample	sample	NOUN
easat-6431	239	35	properties	property	NOUN
easat-6431	239	36	.	.	PUNCT
easat-6431	240	1	based	base	VERB
easat-6431	240	2	on	on	ADP
easat-6431	240	3	the	the	DET
easat-6431	240	4	properties	property	NOUN
easat-6431	240	5	of	of	ADP
easat-6431	240	6	the	the	DET
easat-6431	240	7	model	model	NOUN
easat-6431	240	8	,	,	PUNCT
easat-6431	240	9	each	each	DET
easat-6431	240	10	attribute	attribute	NOUN
easat-6431	240	11	will	will	AUX
easat-6431	240	12	be	be	AUX
easat-6431	240	13	assigned	assign	VERB
easat-6431	240	14	one	one	NUM
easat-6431	240	15	or	or	CCONJ
easat-6431	240	16	more	more	ADJ
easat-6431	240	17	weights	weight	NOUN
easat-6431	240	18	(	(	PUNCT
easat-6431	240	19	for	for	ADP
easat-6431	240	20	example	example	NOUN
easat-6431	240	21	,	,	PUNCT
easat-6431	240	22	in	in	ADP
easat-6431	240	23	the	the	DET
easat-6431	240	24	neural	neural	ADJ
easat-6431	240	25	network	network	NOUN
easat-6431	240	26	model	model	NOUN
easat-6431	240	27	,	,	PUNCT
easat-6431	240	28	each	each	DET
easat-6431	240	29	attribute	attribute	NOUN
easat-6431	240	30	is	be	AUX
easat-6431	240	31	assigned	assign	VERB
easat-6431	240	32	many	many	ADJ
easat-6431	240	33	weights	weight	NOUN
easat-6431	240	34	because	because	SCONJ
easat-6431	240	35	of	of	ADP
easat-6431	240	36	the	the	DET
easat-6431	240	37	connection	connection	NOUN
easat-6431	240	38	to	to	ADP
easat-6431	240	39	intermediate	intermediate	ADJ
easat-6431	240	40	nodes	node	NOUN
easat-6431	240	41	)	)	PUNCT
easat-6431	240	42	.	.	PUNCT
easat-6431	241	1	this	this	DET
easat-6431	241	2	coefficient	coefficient	NOUN
easat-6431	241	3	will	will	AUX
easat-6431	241	4	reflect	reflect	VERB
easat-6431	241	5	the	the	DET
easat-6431	241	6	influence	influence	NOUN
easat-6431	241	7	(	(	PUNCT
easat-6431	241	8	importance	importance	NOUN
easat-6431	241	9	)	)	PUNCT
easat-6431	241	10	of	of	ADP
easat-6431	241	11	the	the	DET
easat-6431	241	12	attribute	attribute	NOUN
easat-6431	241	13	on	on	ADP
easat-6431	241	14	the	the	DET
easat-6431	241	15	output	output	NOUN
easat-6431	241	16	of	of	ADP
easat-6431	241	17	the	the	DET
easat-6431	241	18	model	model	NOUN
easat-6431	241	19	.	.	PUNCT
easat-6431	242	1	in	in	ADP
easat-6431	242	2	this	this	DET
easat-6431	242	3	paper	paper	NOUN
easat-6431	242	4	,	,	PUNCT
easat-6431	242	5	the	the	DET
easat-6431	242	6	importance	importance	NOUN
easat-6431	242	7	is	be	AUX
easat-6431	242	8	determined	determine	VERB
easat-6431	242	9	by	by	ADP
easat-6431	242	10	summing	sum	VERB
easat-6431	242	11	the	the	DET
easat-6431	242	12	weights	weight	NOUN
easat-6431	242	13	that	that	PRON
easat-6431	242	14	are	be	AUX
easat-6431	242	15	assigned	assign	VERB
easat-6431	242	16	to	to	ADP
easat-6431	242	17	the	the	DET
easat-6431	242	18	attributes	attribute	NOUN
easat-6431	242	19	.	.	PUNCT
easat-6431	243	1	then	then	ADV
easat-6431	243	2	,	,	PUNCT
easat-6431	243	3	the	the	DET
easat-6431	243	4	results	result	NOUN
easat-6431	243	5	are	be	AUX
easat-6431	243	6	standardized	standardize	VERB
easat-6431	243	7	by	by	ADP
easat-6431	243	8	the	the	DET
easat-6431	243	9	scale	scale	NOUN
easat-6431	243	10	[	[	X
easat-6431	243	11	0	0	NUM
easat-6431	243	12	,	,	PUNCT
easat-6431	243	13	100	100	NUM
easat-6431	243	14	]	]	PUNCT
easat-6431	243	15	,	,	PUNCT
easat-6431	243	16	with	with	ADP
easat-6431	243	17	100	100	NUM
easat-6431	243	18	being	be	AUX
easat-6431	243	19	the	the	DET
easat-6431	243	20	largest	large	ADJ
easat-6431	243	21	value	value	NOUN
easat-6431	243	22	among	among	ADP
easat-6431	243	23	the	the	DET
easat-6431	243	24	attributes	attribute	NOUN
easat-6431	243	25	.	.	PUNCT
easat-6431	244	1	figure	figure	NOUN
easat-6431	244	2	1	1	NUM
easat-6431	244	3	has	have	AUX
easat-6431	244	4	illustrated	illustrate	VERB
easat-6431	244	5	the	the	DET
easat-6431	244	6	importance	importance	NOUN
easat-6431	244	7	of	of	ADP
easat-6431	244	8	variables	variable	NOUN
easat-6431	244	9	in	in	ADP
easat-6431	244	10	the	the	DET
easat-6431	244	11	different	different	ADJ
easat-6431	244	12	machine	machine	NOUN
easat-6431	244	13	learning	learning	NOUN
easat-6431	244	14	models	model	NOUN
easat-6431	244	15	.	.	PUNCT
easat-6431	245	1	the	the	DET
easat-6431	245	2	importance	importance	NOUN
easat-6431	245	3	of	of	ADP
easat-6431	245	4	variables	variable	NOUN
easat-6431	245	5	has	have	AUX
easat-6431	245	6	been	be	AUX
easat-6431	245	7	represented	represent	VERB
easat-6431	245	8	as	as	ADP
easat-6431	245	9	decreasing	decrease	VERB
easat-6431	245	10	levels	level	NOUN
easat-6431	245	11	from	from	ADP
easat-6431	245	12	the	the	DET
easat-6431	245	13	top	top	NOUN
easat-6431	245	14	to	to	ADP
easat-6431	245	15	the	the	DET
easat-6431	245	16	bottom	bottom	NOUN
easat-6431	245	17	.	.	PUNCT
easat-6431	246	1	according	accord	VERB
easat-6431	246	2	to	to	ADP
easat-6431	246	3	two	two	NUM
easat-6431	246	4	criteria	criterion	NOUN
easat-6431	246	5	,	,	PUNCT
easat-6431	246	6	the	the	DET
easat-6431	246	7	rf	rf	NOUN
easat-6431	246	8	model	model	NOUN
easat-6431	246	9	is	be	AUX
easat-6431	246	10	the	the	DET
easat-6431	246	11	most	most	ADV
easat-6431	246	12	accurate	accurate	ADJ
easat-6431	246	13	one	one	NUM
easat-6431	246	14	compare	compare	NOUN
easat-6431	246	15	to	to	ADP
easat-6431	246	16	others	other	NOUN
easat-6431	246	17	.	.	PUNCT
easat-6431	247	1	the	the	DET
easat-6431	247	2	results	result	NOUN
easat-6431	247	3	indicate	indicate	VERB
easat-6431	247	4	that	that	SCONJ
easat-6431	247	5	the	the	DET
easat-6431	247	6	size	size	NOUN
easat-6431	247	7	variable	variable	NOUN
easat-6431	247	8	has	have	VERB
easat-6431	247	9	the	the	DET
easat-6431	247	10	most	most	ADJ
easat-6431	247	11	influence	influence	NOUN
easat-6431	247	12	on	on	ADP
easat-6431	247	13	the	the	DET
easat-6431	247	14	firm	firm	ADJ
easat-6431	247	15	value	value	NOUN
easat-6431	247	16	,	,	PUNCT
easat-6431	247	17	and	and	CCONJ
easat-6431	247	18	the	the	DET
easat-6431	247	19	other	other	ADJ
easat-6431	247	20	variables	variable	NOUN
easat-6431	247	21	are	be	AUX
easat-6431	247	22	roa	roa	NOUN
easat-6431	247	23	,	,	PUNCT
easat-6431	247	24	tangibility	tangibility	NOUN
easat-6431	247	25	,	,	PUNCT
easat-6431	247	26	gdp	gdp	NOUN
easat-6431	247	27	,	,	PUNCT
easat-6431	247	28	quality	quality	NOUN
easat-6431	247	29	,	,	PUNCT
easat-6431	247	30	leverage	leverage	NOUN
easat-6431	247	31	,	,	PUNCT
easat-6431	247	32	and	and	CCONJ
easat-6431	247	33	inflation	inflation	NOUN
easat-6431	247	34	.	.	PUNCT
easat-6431	248	1	for	for	ADP
easat-6431	248	2	the	the	DET
easat-6431	248	3	model	model	NOUN
easat-6431	248	4	with	with	ADP
easat-6431	248	5	the	the	DET
easat-6431	248	6	highest	high	ADJ
easat-6431	248	7	accuracy	accuracy	NOUN
easat-6431	248	8	,	,	PUNCT
easat-6431	248	9	the	the	DET
easat-6431	248	10	random	random	ADJ
easat-6431	248	11	forest	forest	NOUN
easat-6431	248	12	(	(	PUNCT
easat-6431	248	13	random	random	ADJ
easat-6431	248	14	forest	forest	NOUN
easat-6431	248	15	)	)	PUNCT
easat-6431	248	16	,	,	PUNCT
easat-6431	248	17	the	the	DET
easat-6431	248	18	variables	variable	NOUN
easat-6431	248	19	with	with	ADP
easat-6431	248	20	the	the	DET
easat-6431	248	21	greatest	great	ADJ
easat-6431	248	22	impact	impact	NOUN
easat-6431	248	23	on	on	ADP
easat-6431	248	24	firm	firm	ADJ
easat-6431	248	25	value	value	NOUN
easat-6431	248	26	in	in	ADP
easat-6431	248	27	descending	descend	VERB
easat-6431	248	28	order	order	NOUN
easat-6431	248	29	of	of	ADP
easat-6431	248	30	importance	importance	NOUN
easat-6431	248	31	are	be	AUX
easat-6431	248	32	size	size	NOUN
easat-6431	248	33	,	,	PUNCT
easat-6431	248	34	roa	roa	PROPN
easat-6431	248	35	,	,	PUNCT
easat-6431	248	36	tangibility	tangibility	NOUN
easat-6431	248	37	,	,	PUNCT
easat-6431	248	38	gdp	gdp	NOUN
easat-6431	248	39	,	,	PUNCT
easat-6431	248	40	quality	quality	NOUN
easat-6431	248	41	,	,	PUNCT
easat-6431	248	42	growth	growth	NOUN
easat-6431	248	43	,	,	PUNCT
easat-6431	248	44	liquidity	liquidity	NOUN
easat-6431	248	45	,	,	PUNCT
easat-6431	248	46	leveravage	leveravage	NOUN
easat-6431	248	47	,	,	PUNCT
easat-6431	248	48	and	and	CCONJ
easat-6431	248	49	inflation	inflation	NOUN
easat-6431	248	50	.	.	PUNCT
easat-6431	249	1	however	however	ADV
easat-6431	249	2	,	,	PUNCT
easat-6431	249	3	the	the	DET
easat-6431	249	4	importance	importance	NOUN
easat-6431	249	5	of	of	ADP
easat-6431	249	6	variable	variable	ADJ
easat-6431	249	7	size	size	NOUN
easat-6431	249	8	is	be	AUX
easat-6431	249	9	distinctly	distinctly	ADV
easat-6431	249	10	different	different	ADJ
easat-6431	249	11	from	from	ADP
easat-6431	249	12	the	the	DET
easat-6431	249	13	other	other	ADJ
easat-6431	249	14	variables	variable	NOUN
easat-6431	249	15	.	.	PUNCT
easat-6431	250	1	in	in	ADP
easat-6431	250	2	the	the	DET
easat-6431	250	3	random	random	ADJ
easat-6431	250	4	forest	forest	NOUN
easat-6431	250	5	model	model	NOUN
easat-6431	250	6	,	,	PUNCT
easat-6431	250	7	variable	variable	ADJ
easat-6431	250	8	importance	importance	NOUN
easat-6431	250	9	is	be	AUX
easat-6431	250	10	measured	measure	VERB
easat-6431	250	11	using	use	VERB
easat-6431	250	12	the	the	DET
easat-6431	250	13	mean	mean	ADJ
easat-6431	250	14	and	and	CCONJ
easat-6431	250	15	standard	standard	ADJ
easat-6431	250	16	deviation	deviation	NOUN
easat-6431	250	17	of	of	ADP
easat-6431	250	18	the	the	DET
easat-6431	250	19	accumulation	accumulation	NOUN
easat-6431	250	20	of	of	ADP
easat-6431	250	21	impurity	impurity	NOUN
easat-6431	250	22	decrease	decrease	NOUN
easat-6431	250	23	within	within	ADP
easat-6431	250	24	each	each	DET
easat-6431	250	25	decision	decision	NOUN
easat-6431	250	26	tree	tree	NOUN
easat-6431	250	27	.	.	PUNCT
easat-6431	251	1	this	this	PRON
easat-6431	251	2	shows	show	VERB
easat-6431	251	3	that	that	DET
easat-6431	251	4	size	size	NOUN
easat-6431	251	5	plays	play	VERB
easat-6431	251	6	crucial	crucial	ADJ
easat-6431	251	7	roles	role	NOUN
easat-6431	251	8	in	in	ADP
easat-6431	251	9	determining	determine	VERB
easat-6431	251	10	firm	firm	ADJ
easat-6431	251	11	value	value	NOUN
easat-6431	251	12	,	,	PUNCT
easat-6431	251	13	and	and	CCONJ
easat-6431	251	14	the	the	DET
easat-6431	251	15	rf	rf	NOUN
easat-6431	251	16	model	model	NOUN
easat-6431	251	17	uses	use	VERB
easat-6431	251	18	these	these	DET
easat-6431	251	19	measures	measure	NOUN
easat-6431	251	20	to	to	PART
easat-6431	251	21	optimize	optimize	VERB
easat-6431	251	22	model	model	NOUN
easat-6431	251	23	performance	performance	NOUN
easat-6431	251	24	in	in	ADP
easat-6431	251	25	predicting	predict	VERB
easat-6431	251	26	firm	firm	ADJ
easat-6431	251	27	value	value	NOUN
easat-6431	251	28	.	.	PUNCT
easat-6431	252	1	however	however	ADV
easat-6431	252	2	,	,	PUNCT
easat-6431	252	3	overemphasizing	overemphasize	VERB
easat-6431	252	4	a	a	DET
easat-6431	252	5	few	few	ADJ
easat-6431	252	6	variables	variable	NOUN
easat-6431	252	7	may	may	AUX
easat-6431	252	8	lead	lead	VERB
easat-6431	252	9	to	to	ADP
easat-6431	252	10	a	a	DET
easat-6431	252	11	lack	lack	NOUN
easat-6431	252	12	of	of	ADP
easat-6431	252	13	generalization	generalization	NOUN
easat-6431	252	14	in	in	ADP
easat-6431	252	15	the	the	DET
easat-6431	252	16	model	model	NOUN
easat-6431	252	17	,	,	PUNCT
easat-6431	252	18	resulting	result	VERB
easat-6431	252	19	in	in	ADP
easat-6431	252	20	poorer	poor	ADJ
easat-6431	252	21	predictive	predictive	ADJ
easat-6431	252	22	performance	performance	NOUN
easat-6431	252	23	when	when	SCONJ
easat-6431	252	24	applied	apply	VERB
easat-6431	252	25	to	to	ADP
easat-6431	252	26	new	new	ADJ
easat-6431	252	27	or	or	CCONJ
easat-6431	252	28	different	different	ADJ
easat-6431	252	29	cases	case	NOUN
easat-6431	252	30	.	.	PUNCT
easat-6431	253	1	as	as	SCONJ
easat-6431	253	2	can	can	AUX
easat-6431	253	3	be	be	AUX
easat-6431	253	4	seen	see	VERB
easat-6431	253	5	from	from	ADP
easat-6431	253	6	figure	figure	NOUN
easat-6431	253	7	1	1	NUM
easat-6431	253	8	,	,	PUNCT
easat-6431	253	9	the	the	DET
easat-6431	253	10	firm	firm	ADJ
easat-6431	253	11	size	size	NOUN
easat-6431	253	12	variable	variable	NOUN
easat-6431	253	13	is	be	AUX
easat-6431	253	14	one	one	NUM
easat-6431	253	15	of	of	ADP
easat-6431	253	16	the	the	DET
easat-6431	253	17	most	most	ADV
easat-6431	253	18	important	important	ADJ
easat-6431	253	19	factors	factor	NOUN
easat-6431	253	20	across	across	ADP
easat-6431	253	21	all	all	DET
easat-6431	253	22	models	model	NOUN
easat-6431	253	23	.	.	PUNCT
easat-6431	254	1	besides	besides	SCONJ
easat-6431	254	2	,	,	PUNCT
easat-6431	254	3	quality	quality	NOUN
easat-6431	254	4	variable	variable	NOUN
easat-6431	254	5	has	have	VERB
easat-6431	254	6	a	a	DET
easat-6431	254	7	high	high	ADJ
easat-6431	254	8	weight	weight	NOUN
easat-6431	254	9	in	in	ADP
easat-6431	254	10	lr	lr	NOUN
easat-6431	254	11	,	,	PUNCT
easat-6431	254	12	lasso	lasso	PROPN
easat-6431	254	13	,	,	PUNCT
easat-6431	254	14	gam	gam	X
easat-6431	254	15	,	,	PUNCT
easat-6431	254	16	gbm	gbm	NOUN
easat-6431	254	17	,	,	PUNCT
easat-6431	254	18	and	and	CCONJ
easat-6431	254	19	nn	nn	NUM
easat-6431	254	20	models	model	NOUN
easat-6431	254	21	.	.	PUNCT
easat-6431	255	1	the	the	DET
easat-6431	255	2	remaining	remain	VERB
easat-6431	255	3	variables	variable	NOUN
easat-6431	255	4	have	have	VERB
easat-6431	255	5	different	different	ADJ
easat-6431	255	6	importance	importance	NOUN
easat-6431	255	7	depending	depend	VERB
easat-6431	255	8	on	on	ADP
easat-6431	255	9	the	the	DET
easat-6431	255	10	results	result	NOUN
easat-6431	255	11	of	of	ADP
easat-6431	255	12	each	each	DET
easat-6431	255	13	model	model	NOUN
easat-6431	255	14	.	.	PUNCT
easat-6431	256	1	the	the	DET
easat-6431	256	2	key	key	ADJ
easat-6431	256	3	difference	difference	NOUN
easat-6431	256	4	between	between	ADP
easat-6431	256	5	these	these	DET
easat-6431	256	6	models	model	NOUN
easat-6431	256	7	is	be	AUX
easat-6431	256	8	that	that	SCONJ
easat-6431	256	9	rf	rf	NOUN
easat-6431	256	10	and	and	CCONJ
easat-6431	256	11	gbm	gbm	PROPN
easat-6431	256	12	tend	tend	VERB
easat-6431	256	13	to	to	PART
easat-6431	256	14	drop	drop	VERB
easat-6431	256	15	off	off	ADP
easat-6431	256	16	more	more	ADV
easat-6431	256	17	rapidly	rapidly	ADV
easat-6431	256	18	.	.	PUNCT
easat-6431	257	1	these	these	DET
easat-6431	257	2	two	two	NUM
easat-6431	257	3	models	model	NOUN
easat-6431	257	4	just	just	ADV
easat-6431	257	5	have	have	VERB
easat-6431	257	6	one	one	NUM
easat-6431	257	7	variable	variable	NOUN
easat-6431	257	8	,	,	PUNCT
easat-6431	257	9	whose	whose	DET
easat-6431	257	10	weight	weight	NOUN
easat-6431	257	11	is	be	AUX
easat-6431	257	12	higher	high	ADJ
easat-6431	257	13	by	by	ADP
easat-6431	257	14	20	20	NUM
easat-6431	257	15	%	%	NOUN
easat-6431	257	16	.	.	PUNCT
easat-6431	258	1	the	the	DET
easat-6431	258	2	equitability	equitability	NOUN
easat-6431	258	3	of	of	ADP
easat-6431	258	4	weights	weight	NOUN
easat-6431	258	5	is	be	AUX
easat-6431	258	6	present	present	ADJ
easat-6431	258	7	most	most	ADV
easat-6431	258	8	clearly	clearly	ADV
easat-6431	258	9	in	in	ADP
easat-6431	258	10	nn	nn	PROPN
easat-6431	258	11	.	.	PUNCT
easat-6431	258	12	the	the	DET
easat-6431	258	13	nn	nn	PROPN
easat-6431	258	14	importance	importance	NOUN
easat-6431	258	15	of	of	ADP
easat-6431	258	16	variables	variable	NOUN
easat-6431	258	17	plot	plot	NOUN
easat-6431	258	18	shows	show	VERB
easat-6431	258	19	that	that	SCONJ
easat-6431	258	20	the	the	DET
easat-6431	258	21	firm	firm	ADJ
easat-6431	258	22	size	size	NOUN
easat-6431	258	23	variable	variable	NOUN
easat-6431	258	24	is	be	AUX
easat-6431	258	25	the	the	DET
easat-6431	258	26	most	most	ADV
easat-6431	258	27	important	important	ADJ
easat-6431	258	28	,	,	PUNCT
easat-6431	258	29	although	although	SCONJ
easat-6431	258	30	roa	roa	PROPN
easat-6431	258	31	,	,	PUNCT
easat-6431	258	32	quality	quality	NOUN
easat-6431	258	33	,	,	PUNCT
easat-6431	258	34	inflation	inflation	NOUN
easat-6431	258	35	,	,	PUNCT
easat-6431	258	36	tangibility	tangibility	NOUN
easat-6431	258	37	,	,	PUNCT
easat-6431	258	38	financial	financial	ADJ
easat-6431	258	39	leverage	leverage	NOUN
easat-6431	258	40	,	,	PUNCT
easat-6431	258	41	liquidity	liquidity	NOUN
easat-6431	258	42	,	,	PUNCT
easat-6431	258	43	growth	growth	NOUN
easat-6431	258	44	,	,	PUNCT
easat-6431	258	45	and	and	CCONJ
easat-6431	258	46	gdp	gdp	NOUN
easat-6431	258	47	variables	variable	NOUN
easat-6431	258	48	have	have	VERB
easat-6431	258	49	at	at	ADV
easat-6431	258	50	least	least	ADV
easat-6431	258	51	50	50	NUM
easat-6431	258	52	%	%	NOUN
easat-6431	258	53	weights	weight	NOUN
easat-6431	258	54	,	,	PUNCT
easat-6431	258	55	as	as	ADV
easat-6431	258	56	well	well	ADV
easat-6431	258	57	.	.	PUNCT
easat-6431	259	1	hence	hence	ADV
easat-6431	259	2	,	,	PUNCT
easat-6431	259	3	nn	nn	X
easat-6431	259	4	more	more	ADV
easat-6431	259	5	equally	equally	ADV
easat-6431	259	6	assigns	assign	VERB
easat-6431	259	7	variable	variable	ADJ
easat-6431	259	8	importance	importance	NOUN
easat-6431	259	9	than	than	ADP
easat-6431	259	10	the	the	DET
easat-6431	259	11	remaining	remain	VERB
easat-6431	259	12	models	model	NOUN
easat-6431	259	13	.	.	PUNCT
easat-6431	260	1	1971	1971	NUM
easat-6431	260	2	edelweiss	edelweiss	PROPN
easat-6431	260	3	applied	apply	VERB
easat-6431	260	4	science	science	NOUN
easat-6431	260	5	and	and	CCONJ
easat-6431	260	6	technology	technology	NOUN
easat-6431	260	7	issn	issn	PROPN
easat-6431	260	8	:	:	PUNCT
easat-6431	260	9	2576	2576	NUM
easat-6431	260	10	-	-	SYM
easat-6431	260	11	8484	8484	NUM
easat-6431	260	12	vol	vol	NOUN
easat-6431	260	13	.	.	PROPN
easat-6431	261	1	9	9	NUM
easat-6431	261	2	,	,	PUNCT
easat-6431	261	3	no	no	INTJ
easat-6431	261	4	.	.	NOUN
easat-6431	262	1	4	4	NUM
easat-6431	262	2	:	:	PUNCT
easat-6431	262	3	1962	1962	NUM
easat-6431	262	4	-	-	SYM
easat-6431	262	5	1974	1974	NUM
easat-6431	262	6	,	,	PUNCT
easat-6431	262	7	2025	2025	NUM
easat-6431	262	8	doi	doi	NOUN
easat-6431	262	9	:	:	PUNCT
easat-6431	262	10	10.55214/25768484.v9i4.6431	10.55214/25768484.v9i4.6431	NUM
easat-6431	262	11	©	©	PROPN
easat-6431	262	12	2025	2025	NUM
easat-6431	262	13	by	by	ADP
easat-6431	262	14	the	the	DET
easat-6431	262	15	authors	author	NOUN
easat-6431	262	16	;	;	PUNCT
easat-6431	262	17	licensee	licensee	PROPN
easat-6431	262	18	learning	learn	VERB
easat-6431	262	19	gate	gate	NOUN
easat-6431	262	20	figure	figure	NOUN
easat-6431	262	21	1	1	NUM
easat-6431	262	22	.	.	PUNCT
easat-6431	263	1	the	the	DET
easat-6431	263	2	importance	importance	NOUN
easat-6431	263	3	of	of	ADP
easat-6431	263	4	variables	variable	NOUN
easat-6431	263	5	.	.	PUNCT
easat-6431	264	1	figure	figure	NOUN
easat-6431	264	2	2	2	NUM
easat-6431	264	3	illustrates	illustrate	VERB
easat-6431	264	4	the	the	DET
easat-6431	264	5	information	information	NOUN
easat-6431	264	6	fusion	fusion	NOUN
easat-6431	264	7	based	base	VERB
easat-6431	264	8	sensitivity	sensitivity	NOUN
easat-6431	264	9	analysis	analysis	NOUN
easat-6431	264	10	result	result	NOUN
easat-6431	264	11	for	for	ADP
easat-6431	264	12	firm	firm	ADJ
easat-6431	264	13	value	value	NOUN
easat-6431	264	14	from	from	ADP
easat-6431	264	15	2014	2014	NUM
easat-6431	264	16	to	to	ADP
easat-6431	264	17	2021	2021	NUM
easat-6431	264	18	.	.	PUNCT
easat-6431	265	1	the	the	DET
easat-6431	265	2	result	result	NOUN
easat-6431	265	3	has	have	AUX
easat-6431	265	4	shown	show	VERB
easat-6431	265	5	the	the	DET
easat-6431	265	6	impact	impact	NOUN
easat-6431	265	7	of	of	ADP
easat-6431	265	8	all	all	DET
easat-6431	265	9	dependent	dependent	ADJ
easat-6431	265	10	variables	variable	NOUN
easat-6431	265	11	of	of	ADP
easat-6431	265	12	firm	firm	ADJ
easat-6431	265	13	value	value	NOUN
easat-6431	265	14	,	,	PUNCT
easat-6431	265	15	such	such	ADJ
easat-6431	265	16	as	as	ADP
easat-6431	265	17	financial	financial	ADJ
easat-6431	265	18	leverage	leverage	NOUN
easat-6431	265	19	ratio	ratio	NOUN
easat-6431	265	20	,	,	PUNCT
easat-6431	265	21	quality	quality	NOUN
easat-6431	265	22	,	,	PUNCT
easat-6431	265	23	firm	firm	ADJ
easat-6431	265	24	size	size	NOUN
easat-6431	265	25	,	,	PUNCT
easat-6431	265	26	roa	roa	PROPN
easat-6431	265	27	,	,	PUNCT
easat-6431	265	28	tangibility	tangibility	NOUN
easat-6431	265	29	,	,	PUNCT
easat-6431	265	30	liquidity	liquidity	NOUN
easat-6431	265	31	,	,	PUNCT
easat-6431	265	32	gdp	gdp	NOUN
easat-6431	265	33	,	,	PUNCT
easat-6431	265	34	and	and	CCONJ
easat-6431	265	35	inflation	inflation	NOUN
easat-6431	265	36	.	.	PUNCT
easat-6431	266	1	this	this	DET
easat-6431	266	2	result	result	NOUN
easat-6431	266	3	is	be	AUX
easat-6431	266	4	consistent	consistent	ADJ
easat-6431	266	5	with	with	ADP
easat-6431	266	6	the	the	DET
easat-6431	266	7	result	result	NOUN
easat-6431	266	8	from	from	ADP
easat-6431	266	9	kuzey	kuzey	NOUN
easat-6431	266	10	,	,	PUNCT
easat-6431	266	11	et	et	PROPN
easat-6431	266	12	al	al	PROPN
easat-6431	266	13	.	.	PUNCT
easat-6431	267	1	[	[	X
easat-6431	267	2	4	4	NUM
easat-6431	267	3	]	]	PUNCT
easat-6431	267	4	.	.	PUNCT
easat-6431	268	1	1972	1972	NUM
easat-6431	268	2	edelweiss	edelweiss	PROPN
easat-6431	268	3	applied	apply	VERB
easat-6431	268	4	science	science	NOUN
easat-6431	268	5	and	and	CCONJ
easat-6431	268	6	technology	technology	NOUN
easat-6431	268	7	issn	issn	PROPN
easat-6431	268	8	:	:	PUNCT
easat-6431	268	9	2576	2576	NUM
easat-6431	268	10	-	-	SYM
easat-6431	268	11	8484	8484	NUM
easat-6431	268	12	vol	vol	NOUN
easat-6431	268	13	.	.	PROPN
easat-6431	269	1	9	9	NUM
easat-6431	269	2	,	,	PUNCT
easat-6431	269	3	no	no	INTJ
easat-6431	269	4	.	.	NOUN
easat-6431	270	1	4	4	NUM
easat-6431	270	2	:	:	PUNCT
easat-6431	270	3	1962	1962	NUM
easat-6431	270	4	-	-	SYM
easat-6431	270	5	1974	1974	NUM
easat-6431	270	6	,	,	PUNCT
easat-6431	270	7	2025	2025	NUM
easat-6431	270	8	doi	doi	NOUN
easat-6431	270	9	:	:	PUNCT
easat-6431	270	10	10.55214/25768484.v9i4.6431	10.55214/25768484.v9i4.6431	NUM
easat-6431	270	11	©	©	PROPN
easat-6431	270	12	2025	2025	NUM
easat-6431	270	13	by	by	ADP
easat-6431	270	14	the	the	DET
easat-6431	270	15	authors	author	NOUN
easat-6431	270	16	;	;	PUNCT
easat-6431	270	17	licensee	licensee	PROPN
easat-6431	270	18	learning	learn	VERB
easat-6431	270	19	gate	gate	NOUN
easat-6431	270	20	figure	figure	NOUN
easat-6431	270	21	2	2	NUM
easat-6431	270	22	.	.	PUNCT
easat-6431	270	23	illustration	illustration	NOUN
easat-6431	270	24	of	of	ADP
easat-6431	270	25	random	random	ADJ
easat-6431	270	26	forests	forest	NOUN
easat-6431	270	27	model	model	NOUN
easat-6431	270	28	used	use	VERB
easat-6431	270	29	in	in	ADP
easat-6431	270	30	this	this	DET
easat-6431	270	31	study	study	NOUN
easat-6431	270	32	.	.	PUNCT
easat-6431	271	1	6	6	X
easat-6431	271	2	.	.	X
easat-6431	271	3	conclusions	conclusion	NOUN
easat-6431	271	4	forecasting	forecast	VERB
easat-6431	271	5	the	the	DET
easat-6431	271	6	firm	firm	NOUN
easat-6431	271	7	's	's	PART
easat-6431	271	8	value	value	NOUN
easat-6431	271	9	has	have	AUX
easat-6431	271	10	drawn	draw	VERB
easat-6431	271	11	interest	interest	NOUN
easat-6431	271	12	from	from	ADP
easat-6431	271	13	internal	internal	ADJ
easat-6431	271	14	managers	manager	NOUN
easat-6431	271	15	,	,	PUNCT
easat-6431	271	16	investors	investor	NOUN
easat-6431	271	17	,	,	PUNCT
easat-6431	271	18	and	and	CCONJ
easat-6431	271	19	other	other	ADJ
easat-6431	271	20	stakeholders	stakeholder	NOUN
easat-6431	271	21	.	.	PUNCT
easat-6431	272	1	this	this	DET
easat-6431	272	2	paper	paper	NOUN
easat-6431	272	3	addresses	address	VERB
easat-6431	272	4	another	another	DET
easat-6431	272	5	methodology	methodology	NOUN
easat-6431	272	6	that	that	PRON
easat-6431	272	7	might	might	AUX
easat-6431	272	8	be	be	AUX
easat-6431	272	9	useful	useful	ADJ
easat-6431	272	10	for	for	ADP
easat-6431	272	11	firm	firm	ADJ
easat-6431	272	12	value	value	NOUN
easat-6431	272	13	prediction	prediction	NOUN
easat-6431	272	14	besides	besides	SCONJ
easat-6431	272	15	the	the	DET
easat-6431	272	16	traditional	traditional	ADJ
easat-6431	272	17	quantitative	quantitative	ADJ
easat-6431	272	18	methodology	methodology	NOUN
easat-6431	272	19	.	.	PUNCT
easat-6431	273	1	although	although	SCONJ
easat-6431	273	2	statistical	statistical	ADJ
easat-6431	273	3	models	model	NOUN
easat-6431	273	4	have	have	AUX
easat-6431	273	5	been	be	AUX
easat-6431	273	6	widely	widely	ADV
easat-6431	273	7	applied	apply	VERB
easat-6431	273	8	in	in	ADP
easat-6431	273	9	much	much	ADJ
easat-6431	273	10	previous	previous	ADJ
easat-6431	273	11	research	research	NOUN
easat-6431	273	12	,	,	PUNCT
easat-6431	273	13	their	their	PRON
easat-6431	273	14	limitations	limitation	NOUN
easat-6431	273	15	are	be	AUX
easat-6431	273	16	related	relate	VERB
easat-6431	273	17	to	to	ADP
easat-6431	273	18	strict	strict	ADJ
easat-6431	273	19	data	datum	NOUN
easat-6431	273	20	conditions	condition	NOUN
easat-6431	273	21	.	.	PUNCT
easat-6431	274	1	the	the	DET
easat-6431	274	2	development	development	NOUN
easat-6431	274	3	of	of	ADP
easat-6431	274	4	computational	computational	ADJ
easat-6431	274	5	science	science	NOUN
easat-6431	274	6	has	have	AUX
easat-6431	274	7	induced	induce	VERB
easat-6431	274	8	machine	machine	NOUN
easat-6431	274	9	learning	learning	NOUN
easat-6431	274	10	models	model	NOUN
easat-6431	274	11	to	to	PART
easat-6431	274	12	develop	develop	VERB
easat-6431	274	13	,	,	PUNCT
easat-6431	274	14	and	and	CCONJ
easat-6431	274	15	they	they	PRON
easat-6431	274	16	have	have	AUX
easat-6431	274	17	been	be	AUX
easat-6431	274	18	proven	prove	VERB
easat-6431	274	19	to	to	PART
easat-6431	274	20	be	be	AUX
easat-6431	274	21	more	more	ADV
easat-6431	274	22	efficient	efficient	ADJ
easat-6431	274	23	with	with	ADP
easat-6431	274	24	higher	high	ADJ
easat-6431	274	25	accuracy	accuracy	NOUN
easat-6431	274	26	and	and	CCONJ
easat-6431	274	27	lower	low	ADJ
easat-6431	274	28	errors	error	NOUN
easat-6431	274	29	than	than	ADP
easat-6431	274	30	traditional	traditional	ADJ
easat-6431	274	31	methods	method	NOUN
easat-6431	274	32	[	[	X
easat-6431	274	33	1	1	NUM
easat-6431	274	34	,	,	PUNCT
easat-6431	274	35	36	36	NUM
easat-6431	274	36	]	]	PUNCT
easat-6431	274	37	.	.	PUNCT
easat-6431	275	1	the	the	DET
easat-6431	275	2	model	model	NOUN
easat-6431	275	3	is	be	AUX
easat-6431	275	4	learned	learn	VERB
easat-6431	275	5	from	from	ADP
easat-6431	275	6	the	the	DET
easat-6431	275	7	data	datum	NOUN
easat-6431	275	8	,	,	PUNCT
easat-6431	275	9	does	do	AUX
easat-6431	275	10	not	not	PART
easat-6431	275	11	require	require	VERB
easat-6431	275	12	much	much	ADJ
easat-6431	275	13	data	datum	NOUN
easat-6431	275	14	structure	structure	NOUN
easat-6431	275	15	,	,	PUNCT
easat-6431	275	16	and	and	CCONJ
easat-6431	275	17	can	can	AUX
easat-6431	275	18	be	be	AUX
easat-6431	275	19	applied	apply	VERB
easat-6431	275	20	flexibly	flexibly	ADV
easat-6431	275	21	.	.	PUNCT
easat-6431	276	1	this	this	DET
easat-6431	276	2	paper	paper	NOUN
easat-6431	276	3	makes	make	VERB
easat-6431	276	4	a	a	DET
easat-6431	276	5	comparison	comparison	NOUN
easat-6431	276	6	between	between	ADP
easat-6431	276	7	traditional	traditional	ADJ
easat-6431	276	8	and	and	CCONJ
easat-6431	276	9	machine	machine	NOUN
easat-6431	276	10	learning	learning	NOUN
easat-6431	276	11	methodologies	methodology	NOUN
easat-6431	276	12	to	to	PART
easat-6431	276	13	forecast	forecast	VERB
easat-6431	276	14	the	the	DET
easat-6431	276	15	firm	firm	ADJ
easat-6431	276	16	value	value	NOUN
easat-6431	276	17	of	of	ADP
easat-6431	276	18	435	435	NUM
easat-6431	276	19	non	non	ADJ
easat-6431	276	20	-	-	ADJ
easat-6431	276	21	financial	financial	ADJ
easat-6431	276	22	listed	list	VERB
easat-6431	276	23	enterprises	enterprise	NOUN
easat-6431	276	24	on	on	ADP
easat-6431	276	25	the	the	DET
easat-6431	276	26	vietnamese	vietnamese	ADJ
easat-6431	276	27	securities	security	NOUN
easat-6431	276	28	exchange	exchange	NOUN
easat-6431	276	29	from	from	ADP
easat-6431	276	30	2014	2014	NUM
easat-6431	276	31	to	to	ADP
easat-6431	276	32	2021	2021	NUM
easat-6431	276	33	.	.	PUNCT
easat-6431	277	1	in	in	ADP
easat-6431	277	2	addition	addition	NOUN
easat-6431	277	3	,	,	PUNCT
easat-6431	277	4	among	among	ADP
easat-6431	277	5	the	the	DET
easat-6431	277	6	machine	machine	NOUN
easat-6431	277	7	learning	learning	NOUN
easat-6431	277	8	methods	method	NOUN
easat-6431	277	9	,	,	PUNCT
easat-6431	277	10	this	this	DET
easat-6431	277	11	paper	paper	NOUN
easat-6431	277	12	has	have	AUX
easat-6431	277	13	compared	compare	VERB
easat-6431	277	14	six	six	NUM
easat-6431	277	15	methods	method	NOUN
easat-6431	277	16	that	that	PRON
easat-6431	277	17	can	can	AUX
easat-6431	277	18	be	be	AUX
easat-6431	277	19	used	use	VERB
easat-6431	277	20	for	for	ADP
easat-6431	277	21	predicting	predict	VERB
easat-6431	277	22	firm	firm	ADJ
easat-6431	277	23	value	value	NOUN
easat-6431	277	24	.	.	PUNCT
easat-6431	278	1	the	the	DET
easat-6431	278	2	prediction	prediction	NOUN
easat-6431	278	3	results	result	NOUN
easat-6431	278	4	are	be	AUX
easat-6431	278	5	in	in	ADP
easat-6431	278	6	accordance	accordance	NOUN
easat-6431	278	7	with	with	ADP
easat-6431	278	8	previous	previous	ADJ
easat-6431	278	9	studies	study	NOUN
easat-6431	278	10	showing	show	VERB
easat-6431	278	11	that	that	SCONJ
easat-6431	278	12	machine	machine	NOUN
easat-6431	278	13	learning	learning	NOUN
easat-6431	278	14	is	be	AUX
easat-6431	278	15	superior	superior	ADJ
easat-6431	278	16	to	to	ADP
easat-6431	278	17	traditional	traditional	ADJ
easat-6431	278	18	methods	method	NOUN
easat-6431	278	19	,	,	PUNCT
easat-6431	278	20	and	and	CCONJ
easat-6431	278	21	the	the	DET
easat-6431	278	22	rf	rf	NOUN
easat-6431	278	23	model	model	NOUN
easat-6431	278	24	is	be	AUX
easat-6431	278	25	the	the	DET
easat-6431	278	26	bestperforming	bestperforming	NOUN
easat-6431	278	27	compared	compare	VERB
easat-6431	278	28	to	to	ADP
easat-6431	278	29	others	other	NOUN
easat-6431	278	30	.	.	PUNCT
easat-6431	279	1	overall	overall	ADV
easat-6431	279	2	,	,	PUNCT
easat-6431	279	3	the	the	DET
easat-6431	279	4	usage	usage	NOUN
easat-6431	279	5	of	of	ADP
easat-6431	279	6	machine	machine	NOUN
easat-6431	279	7	learning	learning	NOUN
easat-6431	279	8	models	model	NOUN
easat-6431	279	9	has	have	AUX
easat-6431	279	10	demonstrated	demonstrate	VERB
easat-6431	279	11	better	well	ADJ
easat-6431	279	12	predictive	predictive	ADJ
easat-6431	279	13	capabilities	capability	NOUN
easat-6431	279	14	.	.	PUNCT
easat-6431	280	1	thus	thus	ADV
easat-6431	280	2	,	,	PUNCT
easat-6431	280	3	this	this	DET
easat-6431	280	4	result	result	NOUN
easat-6431	280	5	is	be	AUX
easat-6431	280	6	meaningful	meaningful	ADJ
easat-6431	280	7	for	for	ADP
easat-6431	280	8	internal	internal	ADJ
easat-6431	280	9	managers	manager	NOUN
easat-6431	280	10	,	,	PUNCT
easat-6431	280	11	shareholders	shareholder	NOUN
easat-6431	280	12	,	,	PUNCT
easat-6431	280	13	creditors	creditor	NOUN
easat-6431	280	14	,	,	PUNCT
easat-6431	280	15	and	and	CCONJ
easat-6431	280	16	potential	potential	ADJ
easat-6431	280	17	investors	investor	NOUN
easat-6431	280	18	in	in	ADP
easat-6431	280	19	forecasting	forecast	VERB
easat-6431	280	20	the	the	DET
easat-6431	280	21	firm	firm	ADJ
easat-6431	280	22	value	value	NOUN
easat-6431	280	23	and	and	CCONJ
easat-6431	280	24	helping	help	VERB
easat-6431	280	25	all	all	DET
easat-6431	280	26	stakeholders	stakeholder	NOUN
easat-6431	280	27	make	make	VERB
easat-6431	280	28	appropriate	appropriate	ADJ
easat-6431	280	29	financial	financial	ADJ
easat-6431	280	30	decisions	decision	NOUN
easat-6431	280	31	.	.	PUNCT
easat-6431	281	1	however	however	ADV
easat-6431	281	2	,	,	PUNCT
easat-6431	281	3	machine	machine	NOUN
easat-6431	281	4	learning	learning	NOUN
easat-6431	281	5	models	model	NOUN
easat-6431	281	6	still	still	ADV
easat-6431	281	7	have	have	VERB
easat-6431	281	8	some	some	DET
easat-6431	281	9	notable	notable	ADJ
easat-6431	281	10	drawbacks	drawback	NOUN
easat-6431	281	11	,	,	PUNCT
easat-6431	281	12	including	include	VERB
easat-6431	281	13	:	:	PUNCT
easat-6431	281	14	(	(	PUNCT
easat-6431	281	15	1	1	X
easat-6431	281	16	)	)	PUNCT
easat-6431	281	17	difficulty	difficulty	NOUN
easat-6431	281	18	in	in	ADP
easat-6431	281	19	interpretation	interpretation	NOUN
easat-6431	281	20	and	and	CCONJ
easat-6431	281	21	(	(	PUNCT
easat-6431	281	22	2	2	X
easat-6431	281	23	)	)	PUNCT
easat-6431	281	24	the	the	DET
easat-6431	281	25	potential	potential	NOUN
easat-6431	281	26	for	for	ADP
easat-6431	281	27	overfitting	overfitting	NOUN
easat-6431	281	28	,	,	PUNCT
easat-6431	281	29	which	which	PRON
easat-6431	281	30	can	can	AUX
easat-6431	281	31	lead	lead	VERB
easat-6431	281	32	to	to	ADP
easat-6431	281	33	reduced	reduced	ADJ
easat-6431	281	34	model	model	NOUN
easat-6431	281	35	performance	performance	NOUN
easat-6431	281	36	when	when	SCONJ
easat-6431	281	37	applied	apply	VERB
easat-6431	281	38	to	to	ADP
easat-6431	281	39	new	new	ADJ
easat-6431	281	40	or	or	CCONJ
easat-6431	281	41	unseen	unseen	ADJ
easat-6431	281	42	data	datum	NOUN
easat-6431	281	43	.	.	PUNCT
easat-6431	282	1	transparency	transparency	NOUN
easat-6431	282	2	:	:	PUNCT
easat-6431	282	3	the	the	DET
easat-6431	282	4	authors	author	NOUN
easat-6431	282	5	confirm	confirm	VERB
easat-6431	282	6	that	that	SCONJ
easat-6431	282	7	the	the	DET
easat-6431	282	8	manuscript	manuscript	NOUN
easat-6431	282	9	is	be	AUX
easat-6431	282	10	an	an	DET
easat-6431	282	11	honest	honest	ADJ
easat-6431	282	12	,	,	PUNCT
easat-6431	282	13	accurate	accurate	ADJ
easat-6431	282	14	,	,	PUNCT
easat-6431	282	15	and	and	CCONJ
easat-6431	282	16	transparent	transparent	ADJ
easat-6431	282	17	account	account	NOUN
easat-6431	282	18	of	of	ADP
easat-6431	282	19	the	the	DET
easat-6431	282	20	study	study	NOUN
easat-6431	282	21	;	;	PUNCT
easat-6431	282	22	that	that	SCONJ
easat-6431	282	23	no	no	DET
easat-6431	282	24	vital	vital	ADJ
easat-6431	282	25	features	feature	NOUN
easat-6431	282	26	of	of	ADP
easat-6431	282	27	the	the	DET
easat-6431	282	28	study	study	NOUN
easat-6431	282	29	have	have	AUX
easat-6431	282	30	been	be	AUX
easat-6431	282	31	omitted	omit	VERB
easat-6431	282	32	;	;	PUNCT
easat-6431	282	33	and	and	CCONJ
easat-6431	282	34	that	that	SCONJ
easat-6431	282	35	any	any	DET
easat-6431	282	36	discrepancies	discrepancy	NOUN
easat-6431	282	37	from	from	ADP
easat-6431	282	38	the	the	DET
easat-6431	282	39	study	study	NOUN
easat-6431	282	40	as	as	SCONJ
easat-6431	282	41	planned	plan	VERB
easat-6431	282	42	have	have	AUX
easat-6431	282	43	been	be	AUX
easat-6431	282	44	explained	explain	VERB
easat-6431	282	45	.	.	PUNCT
easat-6431	283	1	this	this	DET
easat-6431	283	2	study	study	NOUN
easat-6431	283	3	followed	follow	VERB
easat-6431	283	4	all	all	DET
easat-6431	283	5	ethical	ethical	ADJ
easat-6431	283	6	practices	practice	NOUN
easat-6431	283	7	during	during	ADP
easat-6431	283	8	writing	writing	NOUN
easat-6431	283	9	.	.	PUNCT
easat-6431	284	1	acknowledgement	acknowledgement	NOUN
easat-6431	284	2	:	:	PUNCT
easat-6431	284	3	the	the	DET
easat-6431	284	4	author	author	NOUN
easat-6431	284	5	gratefully	gratefully	ADV
easat-6431	284	6	acknowledges	acknowledge	VERB
easat-6431	284	7	the	the	DET
easat-6431	284	8	financial	financial	ADJ
easat-6431	284	9	support	support	NOUN
easat-6431	284	10	from	from	ADP
easat-6431	284	11	the	the	DET
easat-6431	284	12	banking	banking	NOUN
easat-6431	284	13	academy	academy	PROPN
easat-6431	284	14	of	of	ADP
easat-6431	284	15	vietnam	vietnam	PROPN
easat-6431	284	16	.	.	PUNCT
easat-6431	285	1	copyright	copyright	NOUN
easat-6431	285	2	:	:	PUNCT
easat-6431	285	3	©	©	PROPN
easat-6431	285	4	2025	2025	NUM
easat-6431	285	5	by	by	ADP
easat-6431	285	6	the	the	DET
easat-6431	285	7	authors	author	NOUN
easat-6431	285	8	.	.	PUNCT
easat-6431	286	1	this	this	DET
easat-6431	286	2	open	open	ADJ
easat-6431	286	3	-	-	PUNCT
easat-6431	286	4	access	access	NOUN
easat-6431	286	5	article	article	NOUN
easat-6431	286	6	is	be	AUX
easat-6431	286	7	distributed	distribute	VERB
easat-6431	286	8	under	under	ADP
easat-6431	286	9	the	the	DET
easat-6431	286	10	terms	term	NOUN
easat-6431	286	11	and	and	CCONJ
easat-6431	286	12	conditions	condition	NOUN
easat-6431	286	13	of	of	ADP
easat-6431	286	14	the	the	DET
easat-6431	286	15	creative	creative	ADJ
easat-6431	286	16	commons	common	NOUN
easat-6431	286	17	attribution	attribution	NOUN
easat-6431	286	18	(	(	PUNCT
easat-6431	286	19	cc	cc	NOUN
easat-6431	286	20	by	by	ADP
easat-6431	286	21	)	)	PUNCT
easat-6431	286	22	license	license	NOUN
easat-6431	286	23	(	(	PUNCT
easat-6431	286	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-6431	286	25	)	)	PUNCT
easat-6431	286	26	.	.	PUNCT
easat-6431	287	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-6431	287	2	1973	1973	NUM
easat-6431	287	3	edelweiss	edelweiss	PROPN
easat-6431	287	4	applied	apply	VERB
easat-6431	287	5	science	science	NOUN
easat-6431	287	6	and	and	CCONJ
easat-6431	287	7	technology	technology	NOUN
easat-6431	287	8	issn	issn	PROPN
easat-6431	287	9	:	:	PUNCT
easat-6431	287	10	2576	2576	NUM
easat-6431	287	11	-	-	SYM
easat-6431	287	12	8484	8484	NUM
easat-6431	287	13	vol	vol	NOUN
easat-6431	287	14	.	.	PROPN
easat-6431	288	1	9	9	NUM
easat-6431	288	2	,	,	PUNCT
easat-6431	288	3	no	no	INTJ
easat-6431	288	4	.	.	NOUN
easat-6431	289	1	4	4	NUM
easat-6431	289	2	:	:	PUNCT
easat-6431	289	3	1962	1962	NUM
easat-6431	289	4	-	-	SYM
easat-6431	289	5	1974	1974	NUM
easat-6431	289	6	,	,	PUNCT
easat-6431	289	7	2025	2025	NUM
easat-6431	289	8	doi	doi	NOUN
easat-6431	289	9	:	:	PUNCT
easat-6431	289	10	10.55214/25768484.v9i4.6431	10.55214/25768484.v9i4.6431	NUM
easat-6431	289	11	©	©	PROPN
easat-6431	289	12	2025	2025	NUM
easat-6431	289	13	by	by	ADP
easat-6431	289	14	the	the	DET
easat-6431	289	15	authors	author	NOUN
easat-6431	289	16	;	;	PUNCT
easat-6431	289	17	licensee	licensee	PROPN
easat-6431	289	18	learning	learn	VERB
easat-6431	289	19	gate	gate	NOUN
easat-6431	289	20	references	reference	NOUN
easat-6431	289	21	[	[	X
easat-6431	289	22	1	1	NUM
easat-6431	289	23	]	]	PUNCT
easat-6431	289	24	m.	m.	PROPN
easat-6431	289	25	bennett	bennett	PROPN
easat-6431	289	26	,	,	PUNCT
easat-6431	289	27	k.	k.	PROPN
easat-6431	289	28	hayes	hayes	PROPN
easat-6431	289	29	,	,	PUNCT
easat-6431	289	30	e.	e.	PROPN
easat-6431	289	31	j.	j.	PROPN
easat-6431	289	32	kleczyk	kleczyk	PROPN
easat-6431	289	33	,	,	PUNCT
easat-6431	289	34	and	and	CCONJ
easat-6431	289	35	r.	r.	PROPN
easat-6431	289	36	mehta	mehta	PROPN
easat-6431	289	37	,	,	PUNCT
easat-6431	289	38	"	"	PUNCT
easat-6431	289	39	similarities	similarity	NOUN
easat-6431	289	40	and	and	CCONJ
easat-6431	289	41	differences	difference	NOUN
easat-6431	289	42	between	between	ADP
easat-6431	289	43	machine	machine	NOUN
easat-6431	289	44	learning	learning	NOUN
easat-6431	289	45	and	and	CCONJ
easat-6431	289	46	traditional	traditional	ADJ
easat-6431	289	47	advanced	advanced	ADJ
easat-6431	289	48	statistical	statistical	ADJ
easat-6431	289	49	modeling	modeling	NOUN
easat-6431	289	50	in	in	ADP
easat-6431	289	51	healthcare	healthcare	PROPN
easat-6431	289	52	analytics	analytic	NOUN
easat-6431	289	53	,	,	PUNCT
easat-6431	289	54	"	"	PUNCT
easat-6431	289	55	arxiv	arxiv	PROPN
easat-6431	289	56	preprint	preprint	VERB
easat-6431	289	57	arxiv:2201.02469	arxiv:2201.02469	NOUN
easat-6431	289	58	,	,	PUNCT
easat-6431	289	59	2022	2022	NUM
easat-6431	289	60	.	.	PUNCT
easat-6431	290	1	https://doi.org/10.48550/arxiv.2201.02469	https://doi.org/10.48550/arxiv.2201.02469	NOUN
easat-6431	290	2	[	[	X
easat-6431	290	3	2	2	NUM
easat-6431	290	4	]	]	PUNCT
easat-6431	290	5	y.-p	y.-p	PROPN
easat-6431	290	6	.	.	PUNCT
easat-6431	291	1	huang	huang	PROPN
easat-6431	291	2	and	and	CCONJ
easat-6431	291	3	m.-f	m.-f	PROPN
easat-6431	291	4	.	.	PUNCT
easat-6431	292	1	yen	yen	NOUN
easat-6431	292	2	,	,	PUNCT
easat-6431	292	3	"	"	PUNCT
easat-6431	292	4	a	a	DET
easat-6431	292	5	new	new	ADJ
easat-6431	292	6	perspective	perspective	NOUN
easat-6431	292	7	of	of	ADP
easat-6431	292	8	performance	performance	NOUN
easat-6431	292	9	comparison	comparison	NOUN
easat-6431	292	10	among	among	ADP
easat-6431	292	11	machine	machine	NOUN
easat-6431	292	12	learning	learn	VERB
easat-6431	292	13	algorithms	algorithm	NOUN
easat-6431	292	14	for	for	ADP
easat-6431	292	15	financial	financial	ADJ
easat-6431	292	16	distress	distress	NOUN
easat-6431	292	17	prediction	prediction	NOUN
easat-6431	292	18	,	,	PUNCT
easat-6431	292	19	"	"	PUNCT
easat-6431	292	20	applied	apply	VERB
easat-6431	292	21	soft	soft	ADJ
easat-6431	292	22	computing	computing	NOUN
easat-6431	292	23	,	,	PUNCT
easat-6431	292	24	vol	vol	NOUN
easat-6431	292	25	.	.	PROPN
easat-6431	292	26	83	83	NUM
easat-6431	292	27	,	,	PUNCT
easat-6431	292	28	p.	p.	NOUN
easat-6431	292	29	105663	105663	NUM
easat-6431	292	30	,	,	PUNCT
easat-6431	292	31	2019	2019	NUM
easat-6431	292	32	.	.	PUNCT
easat-6431	293	1	https://doi.org/10.1016/j.asoc.2019.105663	https://doi.org/10.1016/j.asoc.2019.105663	VERB
easat-6431	293	2	[	[	X
easat-6431	293	3	3	3	NUM
easat-6431	293	4	]	]	PUNCT
easat-6431	293	5	a.	a.	NOUN
easat-6431	293	6	mashrur	mashrur	PROPN
easat-6431	293	7	,	,	PUNCT
easat-6431	293	8	w.	w.	PROPN
easat-6431	293	9	luo	luo	PROPN
easat-6431	293	10	,	,	PUNCT
easat-6431	293	11	n.	n.	PROPN
easat-6431	293	12	a.	a.	PROPN
easat-6431	293	13	zaidi	zaidi	PROPN
easat-6431	293	14	,	,	PUNCT
easat-6431	293	15	and	and	CCONJ
easat-6431	293	16	a.	a.	NOUN
easat-6431	293	17	robles	robles	PROPN
easat-6431	293	18	-	-	PUNCT
easat-6431	293	19	kelly	kelly	PROPN
easat-6431	293	20	,	,	PUNCT
easat-6431	293	21	"	"	PUNCT
easat-6431	293	22	machine	machine	NOUN
easat-6431	293	23	learning	learn	VERB
easat-6431	293	24	for	for	ADP
easat-6431	293	25	financial	financial	ADJ
easat-6431	293	26	risk	risk	NOUN
easat-6431	293	27	management	management	NOUN
easat-6431	293	28	:	:	PUNCT
easat-6431	293	29	a	a	DET
easat-6431	293	30	survey	survey	NOUN
easat-6431	293	31	,	,	PUNCT
easat-6431	293	32	"	"	PUNCT
easat-6431	293	33	ieee	ieee	NOUN
easat-6431	293	34	access	access	NOUN
easat-6431	293	35	,	,	PUNCT
easat-6431	293	36	vol	vol	NOUN
easat-6431	293	37	.	.	PROPN
easat-6431	293	38	8	8	NUM
easat-6431	293	39	,	,	PUNCT
easat-6431	293	40	pp	pp	ADJ
easat-6431	293	41	.	.	PUNCT
easat-6431	293	42	203203	203203	NUM
easat-6431	293	43	-	-	SYM
easat-6431	293	44	203223	203223	NUM
easat-6431	293	45	,	,	PUNCT
easat-6431	293	46	2020	2020	NUM
easat-6431	293	47	.	.	PUNCT
easat-6431	294	1	https://doi.org/10.1109/access.2020.3036571	https://doi.org/10.1109/access.2020.3036571	PROPN
easat-6431	295	1	[	[	X
easat-6431	295	2	4	4	NUM
easat-6431	295	3	]	]	X
easat-6431	295	4	c.	c.	NOUN
easat-6431	295	5	kuzey	kuzey	PROPN
easat-6431	295	6	,	,	PUNCT
easat-6431	295	7	a.	a.	NOUN
easat-6431	295	8	uyar	uyar	PROPN
easat-6431	295	9	,	,	PUNCT
easat-6431	295	10	and	and	CCONJ
easat-6431	295	11	d.	d.	PROPN
easat-6431	295	12	delen	delen	PROPN
easat-6431	295	13	,	,	PUNCT
easat-6431	295	14	"	"	PUNCT
easat-6431	295	15	the	the	DET
easat-6431	295	16	impact	impact	NOUN
easat-6431	295	17	of	of	ADP
easat-6431	295	18	multinationality	multinationality	NOUN
easat-6431	295	19	on	on	ADP
easat-6431	295	20	firm	firm	ADJ
easat-6431	295	21	value	value	NOUN
easat-6431	295	22	:	:	PUNCT
easat-6431	295	23	a	a	DET
easat-6431	295	24	comparative	comparative	ADJ
easat-6431	295	25	analysis	analysis	NOUN
easat-6431	295	26	of	of	ADP
easat-6431	295	27	machine	machine	NOUN
easat-6431	295	28	learning	learn	VERB
easat-6431	295	29	techniques	technique	NOUN
easat-6431	295	30	,	,	PUNCT
easat-6431	295	31	"	"	PUNCT
easat-6431	295	32	decision	decision	NOUN
easat-6431	295	33	support	support	NOUN
easat-6431	295	34	systems	system	NOUN
easat-6431	295	35	,	,	PUNCT
easat-6431	295	36	vol	vol	NOUN
easat-6431	295	37	.	.	PROPN
easat-6431	295	38	59	59	NUM
easat-6431	295	39	,	,	PUNCT
easat-6431	295	40	pp	pp	ADJ
easat-6431	295	41	.	.	PUNCT
easat-6431	296	1	127	127	NUM
easat-6431	296	2	-	-	SYM
easat-6431	296	3	142	142	NUM
easat-6431	296	4	,	,	PUNCT
easat-6431	296	5	2014	2014	NUM
easat-6431	296	6	.	.	PUNCT
easat-6431	297	1	https://doi.org/10.1016/j.dss.2013.11.009	https://doi.org/10.1016/j.dss.2013.11.009	X
easat-6431	298	1	[	[	X
easat-6431	298	2	5	5	NUM
easat-6431	298	3	]	]	PUNCT
easat-6431	298	4	b.	b.	PROPN
easat-6431	298	5	m.	m.	PROPN
easat-6431	298	6	henrique	henrique	PROPN
easat-6431	298	7	,	,	PUNCT
easat-6431	298	8	v.	v.	ADP
easat-6431	298	9	a.	a.	NOUN
easat-6431	298	10	sobreiro	sobreiro	PROPN
easat-6431	298	11	,	,	PUNCT
easat-6431	298	12	and	and	CCONJ
easat-6431	298	13	h.	h.	PROPN
easat-6431	298	14	kimura	kimura	PROPN
easat-6431	298	15	,	,	PUNCT
easat-6431	298	16	"	"	PUNCT
easat-6431	298	17	literature	literature	NOUN
easat-6431	298	18	review	review	NOUN
easat-6431	298	19	:	:	PUNCT
easat-6431	298	20	machine	machine	NOUN
easat-6431	298	21	learning	learn	VERB
easat-6431	298	22	techniques	technique	NOUN
easat-6431	298	23	applied	apply	VERB
easat-6431	298	24	to	to	ADP
easat-6431	298	25	financial	financial	ADJ
easat-6431	298	26	market	market	NOUN
easat-6431	298	27	prediction	prediction	NOUN
easat-6431	298	28	,	,	PUNCT
easat-6431	298	29	"	"	PUNCT
easat-6431	298	30	expert	expert	NOUN
easat-6431	298	31	systems	system	NOUN
easat-6431	298	32	with	with	ADP
easat-6431	298	33	applications	application	NOUN
easat-6431	298	34	,	,	PUNCT
easat-6431	298	35	vol	vol	NOUN
easat-6431	298	36	.	.	PROPN
easat-6431	298	37	124	124	NUM
easat-6431	298	38	,	,	PUNCT
easat-6431	298	39	pp	pp	ADJ
easat-6431	298	40	.	.	PUNCT
easat-6431	299	1	226	226	NUM
easat-6431	299	2	-	-	SYM
easat-6431	299	3	251	251	NUM
easat-6431	299	4	,	,	PUNCT
easat-6431	299	5	2019	2019	NUM
easat-6431	299	6	.	.	PUNCT
easat-6431	300	1	https://doi.org/10.1016/j.eswa.2019.01.033	https://doi.org/10.1016/j.eswa.2019.01.033	VERB
easat-6431	300	2	[	[	PUNCT
easat-6431	300	3	6	6	NUM
easat-6431	300	4	]	]	PUNCT
easat-6431	300	5	f.	f.	PROPN
easat-6431	300	6	rundo	rundo	PROPN
easat-6431	300	7	,	,	PUNCT
easat-6431	300	8	f.	f.	PROPN
easat-6431	300	9	trenta	trenta	PROPN
easat-6431	300	10	,	,	PUNCT
easat-6431	300	11	a.	a.	PROPN
easat-6431	300	12	l.	l.	PROPN
easat-6431	300	13	di	di	PROPN
easat-6431	300	14	stallo	stallo	PROPN
easat-6431	300	15	,	,	PUNCT
easat-6431	300	16	and	and	CCONJ
easat-6431	300	17	s.	s.	PROPN
easat-6431	300	18	battiato	battiato	PROPN
easat-6431	300	19	,	,	PUNCT
easat-6431	300	20	"	"	PUNCT
easat-6431	300	21	machine	machine	NOUN
easat-6431	300	22	learning	learning	NOUN
easat-6431	300	23	for	for	ADP
easat-6431	300	24	quantitative	quantitative	ADJ
easat-6431	300	25	finance	finance	NOUN
easat-6431	300	26	applications	application	NOUN
easat-6431	300	27	:	:	PUNCT
easat-6431	300	28	a	a	DET
easat-6431	300	29	survey	survey	NOUN
easat-6431	300	30	,	,	PUNCT
easat-6431	300	31	"	"	PUNCT
easat-6431	300	32	applied	apply	VERB
easat-6431	300	33	sciences	science	NOUN
easat-6431	300	34	,	,	PUNCT
easat-6431	300	35	vol	vol	NOUN
easat-6431	300	36	.	.	NOUN
easat-6431	301	1	9	9	NUM
easat-6431	301	2	,	,	PUNCT
easat-6431	301	3	no	no	INTJ
easat-6431	301	4	.	.	NOUN
easat-6431	301	5	24	24	NUM
easat-6431	301	6	,	,	PUNCT
easat-6431	301	7	p.	p.	NOUN
easat-6431	301	8	5574	5574	NUM
easat-6431	301	9	,	,	PUNCT
easat-6431	301	10	2019	2019	NUM
easat-6431	301	11	.	.	PUNCT
easat-6431	302	1	https://doi.org/10.3390/app9245574	https://doi.org/10.3390/app9245574	NOUN
easat-6431	302	2	[	[	X
easat-6431	302	3	7	7	NUM
easat-6431	302	4	]	]	PUNCT
easat-6431	302	5	w.-y	w.-y	NOUN
easat-6431	302	6	.	.	PUNCT
easat-6431	303	1	lin	lin	PROPN
easat-6431	303	2	,	,	PUNCT
easat-6431	303	3	y.-h	y.-h	PROPN
easat-6431	303	4	.	.	PUNCT
easat-6431	303	5	hu	hu	PROPN
easat-6431	303	6	,	,	PUNCT
easat-6431	303	7	and	and	CCONJ
easat-6431	303	8	c.-f	c.-f	NOUN
easat-6431	303	9	.	.	PUNCT
easat-6431	304	1	tsai	tsai	PROPN
easat-6431	304	2	,	,	PUNCT
easat-6431	304	3	"	"	PUNCT
easat-6431	304	4	machine	machine	NOUN
easat-6431	304	5	learning	learning	NOUN
easat-6431	304	6	in	in	ADP
easat-6431	304	7	financial	financial	ADJ
easat-6431	304	8	crisis	crisis	NOUN
easat-6431	304	9	prediction	prediction	NOUN
easat-6431	304	10	:	:	PUNCT
easat-6431	304	11	a	a	DET
easat-6431	304	12	survey	survey	NOUN
easat-6431	304	13	,	,	PUNCT
easat-6431	304	14	"	"	PUNCT
easat-6431	304	15	ieee	ieee	NOUN
easat-6431	304	16	transactions	transaction	NOUN
easat-6431	304	17	on	on	ADP
easat-6431	304	18	systems	system	NOUN
easat-6431	304	19	,	,	PUNCT
easat-6431	304	20	man	man	NOUN
easat-6431	304	21	,	,	PUNCT
easat-6431	304	22	and	and	CCONJ
easat-6431	304	23	cybernetics	cybernetic	NOUN
easat-6431	304	24	,	,	PUNCT
easat-6431	304	25	part	part	NOUN
easat-6431	304	26	c	c	PROPN
easat-6431	304	27	(	(	PUNCT
easat-6431	304	28	applications	application	NOUN
easat-6431	304	29	and	and	CCONJ
easat-6431	304	30	reviews	review	NOUN
easat-6431	304	31	)	)	PUNCT
easat-6431	304	32	,	,	PUNCT
easat-6431	304	33	vol	vol	NOUN
easat-6431	304	34	.	.	PROPN
easat-6431	304	35	42	42	NUM
easat-6431	304	36	,	,	PUNCT
easat-6431	304	37	no	no	INTJ
easat-6431	304	38	.	.	NOUN
easat-6431	304	39	4	4	NUM
easat-6431	304	40	,	,	PUNCT
easat-6431	304	41	pp	pp	ADJ
easat-6431	304	42	.	.	PUNCT
easat-6431	305	1	421	421	NUM
easat-6431	305	2	-	-	SYM
easat-6431	305	3	436	436	NUM
easat-6431	305	4	,	,	PUNCT
easat-6431	305	5	2011	2011	NUM
easat-6431	305	6	.	.	PUNCT
easat-6431	306	1	https://doi.org/10.1109/tsmcc.2011.2124876	https://doi.org/10.1109/tsmcc.2011.2124876	PROPN
easat-6431	306	2	[	[	X
easat-6431	306	3	8	8	NUM
easat-6431	306	4	]	]	PUNCT
easat-6431	306	5	v.	v.	ADP
easat-6431	306	6	vapnik	vapnik	X
easat-6431	306	7	,	,	PUNCT
easat-6431	306	8	the	the	DET
easat-6431	306	9	nature	nature	NOUN
easat-6431	306	10	of	of	ADP
easat-6431	306	11	statistical	statistical	ADJ
easat-6431	306	12	learning	learning	NOUN
easat-6431	306	13	theory	theory	NOUN
easat-6431	306	14	.	.	PUNCT
easat-6431	307	1	new	new	PROPN
easat-6431	307	2	york	york	PROPN
easat-6431	307	3	:	:	PUNCT
easat-6431	307	4	springer	springer	NOUN
easat-6431	307	5	science	science	PROPN
easat-6431	307	6	&	&	CCONJ
easat-6431	307	7	business	business	NOUN
easat-6431	307	8	media	medium	NOUN
easat-6431	307	9	,	,	PUNCT
easat-6431	307	10	2013	2013	NUM
easat-6431	307	11	.	.	PUNCT
easat-6431	308	1	[	[	X
easat-6431	308	2	9	9	NUM
easat-6431	308	3	]	]	PUNCT
easat-6431	308	4	a.	a.	NOUN
easat-6431	308	5	k.	k.	PROPN
easat-6431	308	6	singh	singh	PROPN
easat-6431	308	7	and	and	CCONJ
easat-6431	308	8	p.	p.	PROPN
easat-6431	308	9	bansal	bansal	NOUN
easat-6431	308	10	,	,	PUNCT
easat-6431	308	11	"	"	PUNCT
easat-6431	308	12	impact	impact	NOUN
easat-6431	308	13	of	of	ADP
easat-6431	308	14	financial	financial	ADJ
easat-6431	308	15	leverage	leverage	NOUN
easat-6431	308	16	on	on	ADP
easat-6431	308	17	firm	firm	NOUN
easat-6431	308	18	’s	’s	PART
easat-6431	308	19	performance	performance	NOUN
easat-6431	308	20	and	and	CCONJ
easat-6431	308	21	valuation	valuation	NOUN
easat-6431	308	22	:	:	PUNCT
easat-6431	308	23	a	a	DET
easat-6431	308	24	panel	panel	NOUN
easat-6431	308	25	data	data	VERB
easat-6431	308	26	analysis	analysis	NOUN
easat-6431	308	27	,	,	PUNCT
easat-6431	308	28	"	"	PUNCT
easat-6431	308	29	indian	indian	ADJ
easat-6431	308	30	journal	journal	NOUN
easat-6431	308	31	of	of	ADP
easat-6431	308	32	accounting	accounting	NOUN
easat-6431	308	33	,	,	PUNCT
easat-6431	308	34	vol	vol	NOUN
easat-6431	308	35	.	.	PROPN
easat-6431	308	36	48	48	NUM
easat-6431	308	37	,	,	PUNCT
easat-6431	308	38	no	no	INTJ
easat-6431	308	39	.	.	NOUN
easat-6431	308	40	2	2	NUM
easat-6431	308	41	,	,	PUNCT
easat-6431	308	42	pp	pp	ADJ
easat-6431	308	43	.	.	PUNCT
easat-6431	309	1	73	73	NUM
easat-6431	309	2	-	-	SYM
easat-6431	309	3	80	80	NUM
easat-6431	309	4	,	,	PUNCT
easat-6431	309	5	2016	2016	NUM
easat-6431	309	6	.	.	PUNCT
easat-6431	310	1	[	[	X
easat-6431	310	2	10	10	NUM
easat-6431	310	3	]	]	X
easat-6431	310	4	d.	d.	PROPN
easat-6431	310	5	aggarwal	aggarwal	PROPN
easat-6431	310	6	and	and	CCONJ
easat-6431	310	7	p.	p.	PROPN
easat-6431	310	8	c.	c.	PROPN
easat-6431	310	9	padhan	padhan	PROPN
easat-6431	310	10	,	,	PUNCT
easat-6431	310	11	"	"	PUNCT
easat-6431	310	12	impact	impact	NOUN
easat-6431	310	13	of	of	ADP
easat-6431	310	14	capital	capital	NOUN
easat-6431	310	15	structure	structure	NOUN
easat-6431	310	16	on	on	ADP
easat-6431	310	17	firm	firm	ADJ
easat-6431	310	18	value	value	NOUN
easat-6431	310	19	:	:	PUNCT
easat-6431	310	20	evidence	evidence	NOUN
easat-6431	310	21	from	from	ADP
easat-6431	310	22	indian	indian	ADJ
easat-6431	310	23	hospitality	hospitality	NOUN
easat-6431	310	24	industry	industry	NOUN
easat-6431	310	25	,	,	PUNCT
easat-6431	310	26	"	"	PUNCT
easat-6431	310	27	theoretical	theoretical	ADJ
easat-6431	310	28	economics	economic	NOUN
easat-6431	310	29	letters	letter	NOUN
easat-6431	310	30	,	,	PUNCT
easat-6431	310	31	vol	vol	NOUN
easat-6431	310	32	.	.	PROPN
easat-6431	310	33	7	7	NUM
easat-6431	310	34	,	,	PUNCT
easat-6431	310	35	no	no	INTJ
easat-6431	310	36	.	.	NOUN
easat-6431	310	37	4	4	NUM
easat-6431	310	38	,	,	PUNCT
easat-6431	310	39	pp	pp	ADJ
easat-6431	310	40	.	.	PUNCT
easat-6431	311	1	982	982	NUM
easat-6431	311	2	-	-	SYM
easat-6431	311	3	1000	1000	NUM
easat-6431	311	4	,	,	PUNCT
easat-6431	311	5	2017	2017	NUM
easat-6431	311	6	.	.	PUNCT
easat-6431	312	1	https://doi.org/10.4236/tel.2017.75070	https://doi.org/10.4236/tel.2017.75070	NOUN
easat-6431	313	1	[	[	X
easat-6431	313	2	11	11	NUM
easat-6431	313	3	]	]	X
easat-6431	313	4	h.	h.	PROPN
easat-6431	313	5	n.	n.	PROPN
easat-6431	313	6	dang	dang	PROPN
easat-6431	313	7	,	,	PUNCT
easat-6431	313	8	v.	v.	ADP
easat-6431	313	9	t.	t.	PROPN
easat-6431	313	10	t.	t.	PROPN
easat-6431	313	11	vu	vu	PROPN
easat-6431	313	12	,	,	PUNCT
easat-6431	313	13	x.	x.	PROPN
easat-6431	313	14	t.	t.	PROPN
easat-6431	313	15	ngo	ngo	PROPN
easat-6431	313	16	,	,	PUNCT
easat-6431	313	17	and	and	CCONJ
easat-6431	313	18	h.	h.	PROPN
easat-6431	313	19	t.	t.	PROPN
easat-6431	313	20	v.	v.	PROPN
easat-6431	313	21	hoang	hoang	PROPN
easat-6431	313	22	,	,	PUNCT
easat-6431	313	23	"	"	PUNCT
easat-6431	313	24	study	study	VERB
easat-6431	313	25	the	the	DET
easat-6431	313	26	impact	impact	NOUN
easat-6431	313	27	of	of	ADP
easat-6431	313	28	growth	growth	NOUN
easat-6431	313	29	,	,	PUNCT
easat-6431	313	30	firm	firm	ADJ
easat-6431	313	31	size	size	NOUN
easat-6431	313	32	,	,	PUNCT
easat-6431	313	33	capital	capital	NOUN
easat-6431	313	34	structure	structure	NOUN
easat-6431	313	35	,	,	PUNCT
easat-6431	313	36	and	and	CCONJ
easat-6431	313	37	profitability	profitability	NOUN
easat-6431	313	38	on	on	ADP
easat-6431	313	39	enterprise	enterprise	NOUN
easat-6431	313	40	value	value	NOUN
easat-6431	313	41	:	:	PUNCT
easat-6431	313	42	evidence	evidence	NOUN
easat-6431	313	43	of	of	ADP
easat-6431	313	44	enterprises	enterprise	NOUN
easat-6431	313	45	in	in	ADP
easat-6431	313	46	vietnam	vietnam	PROPN
easat-6431	313	47	,	,	PUNCT
easat-6431	313	48	"	"	PUNCT
easat-6431	313	49	journal	journal	NOUN
easat-6431	313	50	of	of	ADP
easat-6431	313	51	corporate	corporate	ADJ
easat-6431	313	52	accounting	accounting	NOUN
easat-6431	313	53	&	&	CCONJ
easat-6431	313	54	finance	finance	NOUN
easat-6431	313	55	,	,	PUNCT
easat-6431	313	56	vol	vol	NOUN
easat-6431	313	57	.	.	PROPN
easat-6431	313	58	30	30	NUM
easat-6431	313	59	,	,	PUNCT
easat-6431	313	60	no	no	INTJ
easat-6431	313	61	.	.	NOUN
easat-6431	313	62	1	1	NUM
easat-6431	313	63	,	,	PUNCT
easat-6431	313	64	pp	pp	ADJ
easat-6431	313	65	.	.	PUNCT
easat-6431	314	1	144	144	NUM
easat-6431	314	2	-	-	SYM
easat-6431	314	3	160	160	NUM
easat-6431	314	4	,	,	PUNCT
easat-6431	314	5	2019	2019	NUM
easat-6431	314	6	.	.	PUNCT
easat-6431	314	7	https://doi.org/10.1002/jcaf.22389	https://doi.org/10.1002/jcaf.22389	NOUN
easat-6431	315	1	[	[	X
easat-6431	315	2	12	12	NUM
easat-6431	315	3	]	]	PUNCT
easat-6431	315	4	t.	t.	PROPN
easat-6431	315	5	l.	l.	PROPN
easat-6431	315	6	d.	d.	PROPN
easat-6431	315	7	huynh	huynh	PROPN
easat-6431	315	8	,	,	PUNCT
easat-6431	315	9	j.	j.	PROPN
easat-6431	315	10	wu	wu	PROPN
easat-6431	315	11	,	,	PUNCT
easat-6431	315	12	and	and	CCONJ
easat-6431	315	13	a.	a.	NOUN
easat-6431	315	14	t.	t.	PROPN
easat-6431	315	15	duong	duong	PROPN
easat-6431	315	16	,	,	PUNCT
easat-6431	315	17	"	"	PUNCT
easat-6431	315	18	information	information	NOUN
easat-6431	315	19	asymmetry	asymmetry	NOUN
easat-6431	315	20	and	and	CCONJ
easat-6431	315	21	firm	firm	ADJ
easat-6431	315	22	value	value	NOUN
easat-6431	315	23	:	:	PUNCT
easat-6431	315	24	is	be	AUX
easat-6431	315	25	vietnam	vietnam	NOUN
easat-6431	315	26	different	different	ADJ
easat-6431	315	27	?	?	PUNCT
easat-6431	315	28	,	,	PUNCT
easat-6431	315	29	"	"	PUNCT
easat-6431	315	30	the	the	DET
easat-6431	315	31	journal	journal	NOUN
easat-6431	315	32	of	of	ADP
easat-6431	315	33	economic	economic	ADJ
easat-6431	315	34	asymmetries	asymmetry	NOUN
easat-6431	315	35	,	,	PUNCT
easat-6431	315	36	vol	vol	NOUN
easat-6431	315	37	.	.	PROPN
easat-6431	315	38	21	21	NUM
easat-6431	315	39	,	,	PUNCT
easat-6431	315	40	p.	p.	NOUN
easat-6431	315	41	e00147	e00147	PROPN
easat-6431	315	42	,	,	PUNCT
easat-6431	315	43	2020	2020	NUM
easat-6431	315	44	.	.	PUNCT
easat-6431	316	1	https://doi.org/10.1016/j.jeca.2020.e00147	https://doi.org/10.1016/j.jeca.2020.e00147	PUNCT
easat-6431	317	1	[	[	X
easat-6431	317	2	13	13	NUM
easat-6431	317	3	]	]	PUNCT
easat-6431	317	4	t.	t.	PROPN
easat-6431	317	5	d.	d.	PROPN
easat-6431	317	6	dang	dang	PROPN
easat-6431	317	7	and	and	CCONJ
easat-6431	317	8	t.	t.	PROPN
easat-6431	317	9	v.	v.	PROPN
easat-6431	317	10	t.	t.	PROPN
easat-6431	317	11	do	do	VERB
easat-6431	317	12	,	,	PUNCT
easat-6431	317	13	"	"	PUNCT
easat-6431	317	14	does	do	AUX
easat-6431	317	15	capital	capital	NOUN
easat-6431	317	16	structure	structure	NOUN
easat-6431	317	17	affect	affect	VERB
easat-6431	317	18	firm	firm	ADJ
easat-6431	317	19	value	value	NOUN
easat-6431	317	20	in	in	ADP
easat-6431	317	21	vietnam	vietnam	PROPN
easat-6431	317	22	?	?	PUNCT
easat-6431	317	23	,	,	PUNCT
easat-6431	317	24	"	"	PUNCT
easat-6431	317	25	investment	investment	NOUN
easat-6431	317	26	management	management	NOUN
easat-6431	317	27	&	&	CCONJ
easat-6431	317	28	financial	financial	ADJ
easat-6431	317	29	innovations	innovation	NOUN
easat-6431	317	30	,	,	PUNCT
easat-6431	317	31	vol	vol	NOUN
easat-6431	317	32	.	.	PROPN
easat-6431	317	33	18	18	NUM
easat-6431	317	34	,	,	PUNCT
easat-6431	317	35	no	no	INTJ
easat-6431	317	36	.	.	NOUN
easat-6431	317	37	1	1	NUM
easat-6431	317	38	,	,	PUNCT
easat-6431	317	39	p.	p.	NOUN
easat-6431	317	40	33	33	NUM
easat-6431	317	41	,	,	PUNCT
easat-6431	317	42	2021	2021	NUM
easat-6431	317	43	.	.	PUNCT
easat-6431	318	1	https://doi.org/10.21511/imfi.18(1).2021.04	https://doi.org/10.21511/imfi.18(1).2021.04	NOUN
easat-6431	319	1	[	[	X
easat-6431	319	2	14	14	NUM
easat-6431	319	3	]	]	PUNCT
easat-6431	319	4	m.	m.	NOUN
easat-6431	319	5	juca	juca	PROPN
easat-6431	319	6	and	and	CCONJ
easat-6431	319	7	a.	a.	NOUN
easat-6431	319	8	fishlow	fishlow	PROPN
easat-6431	319	9	,	,	PUNCT
easat-6431	319	10	"	"	PUNCT
easat-6431	319	11	the	the	DET
easat-6431	319	12	impact	impact	NOUN
easat-6431	319	13	of	of	ADP
easat-6431	319	14	social	social	ADJ
easat-6431	319	15	capital	capital	NOUN
easat-6431	319	16	on	on	ADP
easat-6431	319	17	firm	firm	ADJ
easat-6431	319	18	value	value	NOUN
easat-6431	319	19	,	,	PUNCT
easat-6431	319	20	"	"	PUNCT
easat-6431	319	21	contemporary	contemporary	ADJ
easat-6431	319	22	economics	economic	NOUN
easat-6431	319	23	,	,	PUNCT
easat-6431	319	24	vol	vol	NOUN
easat-6431	319	25	.	.	PROPN
easat-6431	319	26	16	16	NUM
easat-6431	319	27	,	,	PUNCT
easat-6431	319	28	no	no	INTJ
easat-6431	319	29	.	.	NOUN
easat-6431	319	30	2	2	NUM
easat-6431	319	31	,	,	PUNCT
easat-6431	319	32	pp	pp	ADJ
easat-6431	319	33	.	.	PUNCT
easat-6431	320	1	182194	182194	NUM
easat-6431	320	2	,	,	PUNCT
easat-6431	320	3	2022	2022	NUM
easat-6431	320	4	.	.	PUNCT
easat-6431	321	1	https://doi.org/10.5709/ce.1897-9254.541	https://doi.org/10.5709/ce.1897-9254.541	PRON
easat-6431	322	1	[	[	X
easat-6431	322	2	15	15	NUM
easat-6431	322	3	]	]	PUNCT
easat-6431	322	4	x.	x.	NOUN
easat-6431	323	1	v.	v.	PROPN
easat-6431	323	2	vo	vo	PROPN
easat-6431	323	3	and	and	CCONJ
easat-6431	323	4	c.	c.	PROPN
easat-6431	323	5	ellis	ellis	PROPN
easat-6431	323	6	,	,	PUNCT
easat-6431	323	7	"	"	PUNCT
easat-6431	323	8	an	an	DET
easat-6431	323	9	empirical	empirical	ADJ
easat-6431	323	10	investigation	investigation	NOUN
easat-6431	323	11	of	of	ADP
easat-6431	323	12	capital	capital	NOUN
easat-6431	323	13	structure	structure	NOUN
easat-6431	323	14	and	and	CCONJ
easat-6431	323	15	firm	firm	ADJ
easat-6431	323	16	value	value	NOUN
easat-6431	323	17	in	in	ADP
easat-6431	323	18	vietnam	vietnam	PROPN
easat-6431	323	19	,	,	PUNCT
easat-6431	323	20	"	"	PUNCT
easat-6431	323	21	finance	finance	NOUN
easat-6431	323	22	research	research	NOUN
easat-6431	323	23	letters	letter	NOUN
easat-6431	323	24	,	,	PUNCT
easat-6431	323	25	vol	vol	NOUN
easat-6431	323	26	.	.	PROPN
easat-6431	324	1	22	22	NUM
easat-6431	324	2	,	,	PUNCT
easat-6431	324	3	pp	pp	ADJ
easat-6431	324	4	.	.	PUNCT
easat-6431	325	1	90	90	NUM
easat-6431	325	2	-	-	SYM
easat-6431	325	3	94	94	NUM
easat-6431	325	4	,	,	PUNCT
easat-6431	325	5	2017	2017	NUM
easat-6431	325	6	.	.	PUNCT
easat-6431	326	1	https://doi.org/10.1016/j.frl.2017.05.009	https://doi.org/10.1016/j.frl.2017.05.009	NOUN
easat-6431	326	2	[	[	X
easat-6431	326	3	16	16	NUM
easat-6431	326	4	]	]	PUNCT
easat-6431	326	5	t.	t.	NOUN
easat-6431	326	6	a.	a.	NOUN
easat-6431	326	7	t.	t.	PROPN
easat-6431	326	8	vu	vu	PROPN
easat-6431	327	1	and	and	CCONJ
easat-6431	328	1	v.	v.	ADP
easat-6431	328	2	h.	h.	PROPN
easat-6431	328	3	le	le	PROPN
easat-6431	328	4	,	,	PUNCT
easat-6431	328	5	"	"	PUNCT
easat-6431	328	6	the	the	DET
easat-6431	328	7	effect	effect	NOUN
easat-6431	328	8	of	of	ADP
easat-6431	328	9	tax	tax	NOUN
easat-6431	328	10	planning	planning	NOUN
easat-6431	328	11	on	on	ADP
easat-6431	328	12	firm	firm	ADJ
easat-6431	328	13	value	value	NOUN
easat-6431	328	14	:	:	PUNCT
easat-6431	328	15	a	a	DET
easat-6431	328	16	case	case	NOUN
easat-6431	328	17	study	study	NOUN
easat-6431	328	18	in	in	ADP
easat-6431	328	19	vietnam	vietnam	PROPN
easat-6431	328	20	,	,	PUNCT
easat-6431	328	21	"	"	PUNCT
easat-6431	328	22	the	the	DET
easat-6431	328	23	journal	journal	NOUN
easat-6431	328	24	of	of	ADP
easat-6431	328	25	asian	asian	ADJ
easat-6431	328	26	finance	finance	NOUN
easat-6431	328	27	,	,	PUNCT
easat-6431	328	28	economics	economic	NOUN
easat-6431	328	29	and	and	CCONJ
easat-6431	328	30	business	business	NOUN
easat-6431	328	31	,	,	PUNCT
easat-6431	328	32	vol	vol	NOUN
easat-6431	328	33	.	.	PROPN
easat-6431	328	34	8	8	NUM
easat-6431	328	35	,	,	PUNCT
easat-6431	328	36	no	no	INTJ
easat-6431	328	37	.	.	NOUN
easat-6431	328	38	2	2	NUM
easat-6431	328	39	,	,	PUNCT
easat-6431	328	40	pp	pp	ADJ
easat-6431	328	41	.	.	PUNCT
easat-6431	329	1	973	973	NUM
easat-6431	329	2	-	-	SYM
easat-6431	329	3	979	979	NUM
easat-6431	329	4	,	,	PUNCT
easat-6431	329	5	2021	2021	NUM
easat-6431	329	6	.	.	PUNCT
easat-6431	330	1	https://doi.org/10.13106/jafeb.2021.vol8.no2.973	https://doi.org/10.13106/jafeb.2021.vol8.no2.973	ADJ
easat-6431	331	1	[	[	X
easat-6431	331	2	17	17	NUM
easat-6431	331	3	]	]	PUNCT
easat-6431	331	4	p.	p.	NOUN
easat-6431	331	5	ha	ha	INTJ
easat-6431	331	6	,	,	PUNCT
easat-6431	331	7	"	"	PUNCT
easat-6431	331	8	cash	cash	NOUN
easat-6431	331	9	holding	holding	NOUN
easat-6431	331	10	,	,	PUNCT
easat-6431	331	11	state	state	NOUN
easat-6431	331	12	ownership	ownership	NOUN
easat-6431	331	13	and	and	CCONJ
easat-6431	331	14	firm	firm	ADJ
easat-6431	331	15	value	value	NOUN
easat-6431	331	16	:	:	PUNCT
easat-6431	331	17	the	the	DET
easat-6431	331	18	case	case	NOUN
easat-6431	331	19	of	of	ADP
easat-6431	331	20	vietnam	vietnam	PROPN
easat-6431	331	21	,	,	PUNCT
easat-6431	331	22	"	"	PUNCT
easat-6431	331	23	international	international	ADJ
easat-6431	331	24	journal	journal	NOUN
easat-6431	331	25	of	of	ADP
easat-6431	331	26	economics	economic	NOUN
easat-6431	331	27	and	and	CCONJ
easat-6431	331	28	financial	financial	ADJ
easat-6431	331	29	issues	issue	NOUN
easat-6431	331	30	,	,	PUNCT
easat-6431	331	31	vol	vol	NOUN
easat-6431	331	32	.	.	PROPN
easat-6431	332	1	6	6	NUM
easat-6431	332	2	,	,	PUNCT
easat-6431	332	3	no	no	INTJ
easat-6431	332	4	.	.	NOUN
easat-6431	332	5	6	6	NUM
easat-6431	332	6	,	,	PUNCT
easat-6431	332	7	pp	pp	ADJ
easat-6431	332	8	.	.	PUNCT
easat-6431	333	1	110	110	NUM
easat-6431	333	2	-	-	SYM
easat-6431	333	3	114	114	NUM
easat-6431	333	4	,	,	PUNCT
easat-6431	333	5	2016	2016	NUM
easat-6431	333	6	.	.	PUNCT
easat-6431	334	1	https://doi.org/10.2139/ssrn.2842871	https://doi.org/10.2139/ssrn.2842871	X
easat-6431	335	1	[	[	X
easat-6431	335	2	18	18	NUM
easat-6431	335	3	]	]	X
easat-6431	335	4	d.	d.	PROPN
easat-6431	335	5	p.	p.	PROPN
easat-6431	335	6	nguyen	nguyen	PROPN
easat-6431	335	7	,	,	PUNCT
easat-6431	335	8	x.	x.	PROPN
easat-6431	335	9	v.	v.	PROPN
easat-6431	335	10	vo	vo	PROPN
easat-6431	335	11	,	,	PUNCT
easat-6431	335	12	t.	t.	PROPN
easat-6431	335	13	t.	t.	PROPN
easat-6431	335	14	a.	a.	PROPN
easat-6431	335	15	tran	tran	PROPN
easat-6431	335	16	,	,	PUNCT
easat-6431	335	17	and	and	CCONJ
easat-6431	335	18	t.	t.	PROPN
easat-6431	335	19	k.	k.	PROPN
easat-6431	335	20	t.	t.	PROPN
easat-6431	335	21	tu	tu	PROPN
easat-6431	335	22	,	,	PUNCT
easat-6431	335	23	"	"	PUNCT
easat-6431	335	24	government	government	NOUN
easat-6431	335	25	cost	cost	NOUN
easat-6431	335	26	and	and	CCONJ
easat-6431	335	27	firm	firm	ADJ
easat-6431	335	28	value	value	NOUN
easat-6431	335	29	:	:	PUNCT
easat-6431	335	30	evidence	evidence	NOUN
easat-6431	335	31	from	from	ADP
easat-6431	335	32	vietnam	vietnam	PROPN
easat-6431	335	33	,	,	PUNCT
easat-6431	335	34	"	"	PUNCT
easat-6431	335	35	research	research	NOUN
easat-6431	335	36	in	in	ADP
easat-6431	335	37	international	international	ADJ
easat-6431	335	38	business	business	NOUN
easat-6431	335	39	and	and	CCONJ
easat-6431	335	40	finance	finance	NOUN
easat-6431	335	41	,	,	PUNCT
easat-6431	335	42	vol	vol	NOUN
easat-6431	335	43	.	.	PROPN
easat-6431	335	44	46	46	NUM
easat-6431	335	45	,	,	PUNCT
easat-6431	335	46	pp	pp	ADJ
easat-6431	335	47	.	.	PUNCT
easat-6431	336	1	55	55	NUM
easat-6431	336	2	-	-	SYM
easat-6431	336	3	64	64	NUM
easat-6431	336	4	,	,	PUNCT
easat-6431	336	5	2018	2018	NUM
easat-6431	336	6	.	.	PUNCT
easat-6431	337	1	https://doi.org/10.1016/j.ribaf.2018.01.005	https://doi.org/10.1016/j.ribaf.2018.01.005	PROPN
easat-6431	337	2	[	[	X
easat-6431	337	3	19	19	NUM
easat-6431	337	4	]	]	PUNCT
easat-6431	337	5	a.	a.	NOUN
easat-6431	337	6	h.	h.	PROPN
easat-6431	337	7	nguyen	nguyen	PROPN
easat-6431	337	8	and	and	CCONJ
easat-6431	337	9	d.	d.	PROPN
easat-6431	337	10	t.	t.	PROPN
easat-6431	337	11	doan	doan	PROPN
easat-6431	337	12	,	,	PUNCT
easat-6431	337	13	"	"	PUNCT
easat-6431	337	14	the	the	DET
easat-6431	337	15	impact	impact	NOUN
easat-6431	337	16	of	of	ADP
easat-6431	337	17	intellectual	intellectual	ADJ
easat-6431	337	18	capital	capital	NOUN
easat-6431	337	19	on	on	ADP
easat-6431	337	20	firm	firm	ADJ
easat-6431	337	21	value	value	NOUN
easat-6431	337	22	:	:	PUNCT
easat-6431	337	23	empirical	empirical	ADJ
easat-6431	337	24	evidence	evidence	NOUN
easat-6431	337	25	from	from	ADP
easat-6431	337	26	vietnam	vietnam	PROPN
easat-6431	337	27	,	,	PUNCT
easat-6431	337	28	"	"	PUNCT
easat-6431	337	29	international	international	ADJ
easat-6431	337	30	journal	journal	NOUN
easat-6431	337	31	of	of	ADP
easat-6431	337	32	financial	financial	ADJ
easat-6431	337	33	research	research	NOUN
easat-6431	337	34	,	,	PUNCT
easat-6431	337	35	vol	vol	NOUN
easat-6431	337	36	.	.	PROPN
easat-6431	337	37	11	11	NUM
easat-6431	337	38	,	,	PUNCT
easat-6431	337	39	no	no	INTJ
easat-6431	337	40	.	.	NOUN
easat-6431	337	41	4	4	NUM
easat-6431	337	42	,	,	PUNCT
easat-6431	337	43	pp	pp	ADJ
easat-6431	337	44	.	.	PUNCT
easat-6431	338	1	74	74	NUM
easat-6431	338	2	-	-	SYM
easat-6431	338	3	85	85	NUM
easat-6431	338	4	,	,	PUNCT
easat-6431	338	5	2020	2020	NUM
easat-6431	338	6	.	.	PUNCT
easat-6431	339	1	https://doi.org/10.5430/ijfr.v11n4p74	https://doi.org/10.5430/ijfr.v11n4p74	PROPN
easat-6431	339	2	[	[	X
easat-6431	339	3	20	20	NUM
easat-6431	339	4	]	]	X
easat-6431	339	5	d.	d.	PROPN
easat-6431	339	6	h.	h.	PROPN
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easat-6431	339	8	,	,	PUNCT
easat-6431	339	9	"	"	PUNCT
easat-6431	339	10	the	the	DET
easat-6431	339	11	impact	impact	NOUN
easat-6431	339	12	of	of	ADP
easat-6431	339	13	capital	capital	NOUN
easat-6431	339	14	structure	structure	NOUN
easat-6431	339	15	on	on	ADP
easat-6431	339	16	firm	firm	ADJ
easat-6431	339	17	value	value	NOUN
easat-6431	339	18	:	:	PUNCT
easat-6431	339	19	a	a	DET
easat-6431	339	20	case	case	NOUN
easat-6431	339	21	study	study	NOUN
easat-6431	339	22	in	in	ADP
easat-6431	339	23	vietnam	vietnam	PROPN
easat-6431	339	24	,	,	PUNCT
easat-6431	339	25	"	"	PUNCT
easat-6431	339	26	the	the	DET
easat-6431	339	27	journal	journal	NOUN
easat-6431	339	28	of	of	ADP
easat-6431	339	29	asian	asian	ADJ
easat-6431	339	30	finance	finance	NOUN
easat-6431	339	31	,	,	PUNCT
easat-6431	339	32	economics	economic	NOUN
easat-6431	339	33	and	and	CCONJ
easat-6431	339	34	business	business	NOUN
easat-6431	339	35	,	,	PUNCT
easat-6431	339	36	vol	vol	NOUN
easat-6431	339	37	.	.	PROPN
easat-6431	339	38	8	8	NUM
easat-6431	339	39	,	,	PUNCT
easat-6431	339	40	no	no	INTJ
easat-6431	339	41	.	.	NOUN
easat-6431	339	42	5	5	NUM
easat-6431	339	43	,	,	PUNCT
easat-6431	339	44	pp	pp	ADJ
easat-6431	339	45	.	.	PUNCT
easat-6431	340	1	287	287	NUM
easat-6431	340	2	-	-	SYM
easat-6431	340	3	292	292	NUM
easat-6431	340	4	,	,	PUNCT
easat-6431	340	5	2021	2021	NUM
easat-6431	340	6	.	.	PUNCT
easat-6431	341	1	https://doi.org/10.13106/jafeb.2021.vol8.no5.287	https://doi.org/10.13106/jafeb.2021.vol8.no5.287	PROPN
easat-6431	342	1	[	[	X
easat-6431	342	2	21	21	NUM
easat-6431	342	3	]	]	X
easat-6431	342	4	l.	l.	PROPN
easat-6431	342	5	nguyen	nguyen	PROPN
easat-6431	342	6	,	,	PUNCT
easat-6431	343	1	t.	t.	PROPN
easat-6431	343	2	k.	k.	PROPN
easat-6431	343	3	p.	p.	PROPN
easat-6431	343	4	tan	tan	PROPN
easat-6431	343	5	,	,	PUNCT
easat-6431	343	6	and	and	CCONJ
easat-6431	343	7	t.	t.	PROPN
easat-6431	343	8	h.	h.	PROPN
easat-6431	343	9	nguyen	nguyen	PROPN
easat-6431	343	10	,	,	PUNCT
easat-6431	343	11	"	"	PUNCT
easat-6431	343	12	determinants	determinant	NOUN
easat-6431	343	13	of	of	ADP
easat-6431	343	14	firm	firm	ADJ
easat-6431	343	15	value	value	NOUN
easat-6431	343	16	:	:	PUNCT
easat-6431	343	17	an	an	DET
easat-6431	343	18	empirical	empirical	ADJ
easat-6431	343	19	study	study	NOUN
easat-6431	343	20	of	of	ADP
easat-6431	343	21	listed	list	VERB
easat-6431	343	22	trading	trading	NOUN
easat-6431	343	23	companies	company	NOUN
easat-6431	343	24	in	in	ADP
easat-6431	343	25	vietnam	vietnam	PROPN
easat-6431	343	26	,	,	PUNCT
easat-6431	343	27	"	"	PUNCT
easat-6431	343	28	the	the	DET
easat-6431	343	29	journal	journal	NOUN
easat-6431	343	30	of	of	ADP
easat-6431	343	31	asian	asian	ADJ
easat-6431	343	32	finance	finance	NOUN
easat-6431	343	33	,	,	PUNCT
easat-6431	343	34	economics	economic	NOUN
easat-6431	343	35	and	and	CCONJ
easat-6431	343	36	business	business	NOUN
easat-6431	343	37	,	,	PUNCT
easat-6431	343	38	vol	vol	NOUN
easat-6431	343	39	.	.	PROPN
easat-6431	343	40	8	8	NUM
easat-6431	343	41	,	,	PUNCT
easat-6431	343	42	no	no	INTJ
easat-6431	343	43	.	.	NOUN
easat-6431	343	44	6	6	NUM
easat-6431	343	45	,	,	PUNCT
easat-6431	343	46	pp	pp	ADJ
easat-6431	343	47	.	.	PUNCT
easat-6431	344	1	809	809	NUM
easat-6431	344	2	-	-	SYM
easat-6431	344	3	817	817	NUM
easat-6431	344	4	,	,	PUNCT
easat-6431	344	5	2021	2021	NUM
easat-6431	344	6	.	.	PUNCT
easat-6431	345	1	https://doi.org/10.13106/jafeb.2021.vol8.no6.809	https://doi.org/10.13106/jafeb.2021.vol8.no6.809	NOUN
easat-6431	346	1	[	[	X
easat-6431	346	2	22	22	NUM
easat-6431	346	3	]	]	X
easat-6431	346	4	c.	c.	PROPN
easat-6431	346	5	serrano	serrano	PROPN
easat-6431	346	6	-	-	PUNCT
easat-6431	346	7	cinca	cinca	ADJ
easat-6431	346	8	,	,	PUNCT
easat-6431	346	9	"	"	PUNCT
easat-6431	346	10	self	self	NOUN
easat-6431	346	11	organizing	organize	VERB
easat-6431	346	12	neural	neural	ADJ
easat-6431	346	13	networks	network	NOUN
easat-6431	346	14	for	for	ADP
easat-6431	346	15	financial	financial	ADJ
easat-6431	346	16	diagnosis	diagnosis	NOUN
easat-6431	346	17	,	,	PUNCT
easat-6431	346	18	"	"	PUNCT
easat-6431	346	19	decision	decision	NOUN
easat-6431	346	20	support	support	NOUN
easat-6431	346	21	systems	system	NOUN
easat-6431	346	22	,	,	PUNCT
easat-6431	346	23	vol	vol	NOUN
easat-6431	346	24	.	.	PROPN
easat-6431	346	25	17	17	NUM
easat-6431	346	26	,	,	PUNCT
easat-6431	346	27	no	no	INTJ
easat-6431	346	28	.	.	NOUN
easat-6431	346	29	3	3	NUM
easat-6431	346	30	,	,	PUNCT
easat-6431	346	31	pp	pp	ADJ
easat-6431	346	32	.	.	PUNCT
easat-6431	347	1	227	227	NUM
easat-6431	347	2	-	-	SYM
easat-6431	347	3	238	238	NUM
easat-6431	347	4	,	,	PUNCT
easat-6431	347	5	1996	1996	NUM
easat-6431	347	6	.	.	PUNCT
easat-6431	348	1	https://doi.org/10.1016/0167-9236(96)00017-2	https://doi.org/10.1016/0167-9236(96)00017-2	NOUN
easat-6431	348	2	[	[	X
easat-6431	348	3	23	23	NUM
easat-6431	348	4	]	]	PUNCT
easat-6431	348	5	a.	a.	NOUN
easat-6431	348	6	van	van	PROPN
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easat-6431	348	8	and	and	CCONJ
easat-6431	348	9	d.	d.	PROPN
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easat-6431	348	11	,	,	PUNCT
easat-6431	348	12	"	"	PUNCT
easat-6431	348	13	is	be	AUX
easat-6431	348	14	firm	firm	ADJ
easat-6431	348	15	growth	growth	NOUN
easat-6431	348	16	random	random	ADJ
easat-6431	348	17	?	?	PUNCT
easat-6431	349	1	a	a	DET
easat-6431	349	2	machine	machine	NOUN
easat-6431	349	3	learning	learn	VERB
easat-6431	349	4	perspective	perspective	NOUN
easat-6431	349	5	,	,	PUNCT
easat-6431	349	6	"	"	PUNCT
easat-6431	349	7	journal	journal	NOUN
easat-6431	349	8	of	of	ADP
easat-6431	349	9	business	business	NOUN
easat-6431	349	10	venturing	venture	VERB
easat-6431	349	11	insights	insight	NOUN
easat-6431	349	12	,	,	PUNCT
easat-6431	349	13	vol	vol	NOUN
easat-6431	349	14	.	.	PROPN
easat-6431	349	15	11	11	NUM
easat-6431	349	16	,	,	PUNCT
easat-6431	349	17	p.	p.	PROPN
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easat-6431	349	19	,	,	PUNCT
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easat-6431	349	21	.	.	PUNCT
easat-6431	350	1	https://doi.org/10.1016/j.jbvi.2019.e00107	https://doi.org/10.1016/j.jbvi.2019.e00107	X
easat-6431	351	1	[	[	X
easat-6431	351	2	24	24	NUM
easat-6431	351	3	]	]	PUNCT
easat-6431	351	4	c.	c.	PROPN
easat-6431	351	5	zhang	zhang	PROPN
easat-6431	351	6	,	,	PUNCT
easat-6431	351	7	h.	h.	PROPN
easat-6431	351	8	zhang	zhang	PROPN
easat-6431	351	9	,	,	PUNCT
easat-6431	351	10	and	and	CCONJ
easat-6431	351	11	d.	d.	PROPN
easat-6431	351	12	liu	liu	PROPN
easat-6431	351	13	,	,	PUNCT
easat-6431	351	14	"	"	PUNCT
easat-6431	351	15	a	a	DET
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easat-6431	351	24	value	value	NOUN
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easat-6431	351	26	,	,	PUNCT
easat-6431	351	27	"	"	PUNCT
easat-6431	351	28	ieee	ieee	NOUN
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easat-6431	351	30	,	,	PUNCT
easat-6431	351	31	vol	vol	NOUN
easat-6431	351	32	.	.	PROPN
easat-6431	351	33	8	8	NUM
easat-6431	351	34	,	,	PUNCT
easat-6431	351	35	pp	pp	ADJ
easat-6431	351	36	.	.	PUNCT
easat-6431	351	37	11635	11635	NUM
easat-6431	351	38	-	-	SYM
easat-6431	351	39	11643	11643	NUM
easat-6431	351	40	,	,	PUNCT
easat-6431	351	41	2019	2019	NUM
easat-6431	351	42	.	.	PUNCT
easat-6431	352	1	https://doi.org/10.1109/access.2020.2973743	https://doi.org/10.1109/access.2020.2973743	PROPN
easat-6431	353	1	[	[	X
easat-6431	353	2	25	25	NUM
easat-6431	353	3	]	]	PUNCT
easat-6431	353	4	r.	r.	PROPN
easat-6431	353	5	zhang	zhang	PROPN
easat-6431	353	6	,	,	PUNCT
easat-6431	353	7	z.	z.	PROPN
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easat-6431	353	9	,	,	PUNCT
easat-6431	353	10	k.	k.	PROPN
easat-6431	353	11	j.	j.	PROPN
easat-6431	353	12	mccarthy	mccarthy	PROPN
easat-6431	353	13	,	,	PUNCT
easat-6431	353	14	x.	x.	PROPN
easat-6431	353	15	wang	wang	PROPN
easat-6431	353	16	,	,	PUNCT
easat-6431	353	17	and	and	CCONJ
easat-6431	353	18	k.	k.	PROPN
easat-6431	353	19	zhang	zhang	PROPN
easat-6431	353	20	,	,	PUNCT
easat-6431	353	21	"	"	PUNCT
easat-6431	353	22	application	application	NOUN
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easat-6431	353	28	predict	predict	VERB
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easat-6431	353	30	firm	firm	ADJ
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easat-6431	353	32	,	,	PUNCT
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easat-6431	353	36	forecasting	forecasting	NOUN
easat-6431	353	37	,	,	PUNCT
easat-6431	353	38	vol	vol	NOUN
easat-6431	353	39	.	.	PROPN
easat-6431	353	40	42	42	NUM
easat-6431	353	41	,	,	PUNCT
easat-6431	353	42	no	no	INTJ
easat-6431	353	43	.	.	NOUN
easat-6431	353	44	2	2	NUM
easat-6431	353	45	,	,	PUNCT
easat-6431	353	46	pp	pp	ADJ
easat-6431	353	47	.	.	PUNCT
easat-6431	353	48	402	402	NUM
easat-6431	353	49	-	-	SYM
easat-6431	353	50	417	417	NUM
easat-6431	353	51	,	,	PUNCT
easat-6431	353	52	2023	2023	NUM
easat-6431	353	53	.	.	PUNCT
easat-6431	354	1	https://doi.org/10.1002/for.2774	https://doi.org/10.1002/for.2774	PROPN
easat-6431	355	1	[	[	X
easat-6431	355	2	26	26	NUM
easat-6431	355	3	]	]	X
easat-6431	355	4	r.	r.	PROPN
easat-6431	355	5	tibshirani	tibshirani	PROPN
easat-6431	355	6	,	,	PUNCT
easat-6431	355	7	"	"	PUNCT
easat-6431	355	8	regression	regression	NOUN
easat-6431	355	9	shrinkage	shrinkage	NOUN
easat-6431	355	10	and	and	CCONJ
easat-6431	355	11	selection	selection	NOUN
easat-6431	355	12	via	via	ADP
easat-6431	355	13	the	the	DET
easat-6431	355	14	lasso	lasso	NOUN
easat-6431	355	15	,	,	PUNCT
easat-6431	355	16	"	"	PUNCT
easat-6431	355	17	journal	journal	NOUN
easat-6431	355	18	of	of	ADP
easat-6431	355	19	the	the	DET
easat-6431	355	20	royal	royal	ADJ
easat-6431	355	21	statistical	statistical	ADJ
easat-6431	355	22	society	society	NOUN
easat-6431	355	23	series	series	PROPN
easat-6431	355	24	b	b	PROPN
easat-6431	355	25	:	:	PUNCT
easat-6431	355	26	statistical	statistical	ADJ
easat-6431	355	27	methodology	methodology	NOUN
easat-6431	355	28	,	,	PUNCT
easat-6431	355	29	vol	vol	NOUN
easat-6431	355	30	.	.	PROPN
easat-6431	356	1	58	58	NUM
easat-6431	356	2	,	,	PUNCT
easat-6431	356	3	no	no	INTJ
easat-6431	356	4	.	.	NOUN
easat-6431	356	5	1	1	NUM
easat-6431	356	6	,	,	PUNCT
easat-6431	356	7	pp	pp	ADJ
easat-6431	356	8	.	.	PUNCT
easat-6431	357	1	267	267	NUM
easat-6431	357	2	-	-	SYM
easat-6431	357	3	288	288	NUM
easat-6431	357	4	,	,	PUNCT
easat-6431	357	5	1996	1996	NUM
easat-6431	357	6	.	.	PUNCT
easat-6431	358	1	https://doi.org/10.1111/j.2517-6161.1996.tb02080.x	https://doi.org/10.1111/j.2517-6161.1996.tb02080.x	VERB
easat-6431	358	2	https://doi.org/10.48550/arxiv.2201.02469	https://doi.org/10.48550/arxiv.2201.02469	NOUN
easat-6431	358	3	https://doi.org/10.1016/j.asoc.2019.105663	https://doi.org/10.1016/j.asoc.2019.105663	ADV
easat-6431	358	4	https://doi.org/10.1109/access.2020.3036571	https://doi.org/10.1109/access.2020.3036571	PROPN
easat-6431	358	5	https://doi.org/10.1016/j.dss.2013.11.009	https://doi.org/10.1016/j.dss.2013.11.009	NOUN
easat-6431	358	6	https://doi.org/10.1016/j.eswa.2019.01.033	https://doi.org/10.1016/j.eswa.2019.01.033	VERB
easat-6431	358	7	https://doi.org/10.3390/app9245574	https://doi.org/10.3390/app9245574	PROPN
easat-6431	358	8	https://doi.org/10.1109/tsmcc.2011.2124876	https://doi.org/10.1109/tsmcc.2011.2124876	PROPN
easat-6431	358	9	https://doi.org/10.4236/tel.2017.75070	https://doi.org/10.4236/tel.2017.75070	NOUN
easat-6431	358	10	https://doi.org/10.1002/jcaf.22389	https://doi.org/10.1002/jcaf.22389	NOUN
easat-6431	358	11	https://doi.org/10.1016/j.jeca.2020.e00147	https://doi.org/10.1016/j.jeca.2020.e00147	PROPN
easat-6431	358	12	https://doi.org/10.21511/imfi.18(1).2021.04	https://doi.org/10.21511/imfi.18(1).2021.04	NOUN
easat-6431	358	13	https://doi.org/10.5709/ce.1897-9254.541	https://doi.org/10.5709/ce.1897-9254.541	PROPN
easat-6431	358	14	https://doi.org/10.1016/j.frl.2017.05.009	https://doi.org/10.1016/j.frl.2017.05.009	X
easat-6431	358	15	https://doi.org/10.13106/jafeb.2021.vol8.no2.973	https://doi.org/10.13106/jafeb.2021.vol8.no2.973	X
easat-6431	358	16	https://doi.org/10.2139/ssrn.2842871	https://doi.org/10.2139/ssrn.2842871	X
easat-6431	359	1	https://doi.org/10.1016/j.ribaf.2018.01.005	https://doi.org/10.1016/j.ribaf.2018.01.005	PROPN
easat-6431	359	2	https://doi.org/10.5430/ijfr.v11n4p74	https://doi.org/10.5430/ijfr.v11n4p74	PROPN
easat-6431	359	3	https://doi.org/10.13106/jafeb.2021.vol8.no5.287	https://doi.org/10.13106/jafeb.2021.vol8.no5.287	PROPN
easat-6431	359	4	https://doi.org/10.13106/jafeb.2021.vol8.no6.809	https://doi.org/10.13106/jafeb.2021.vol8.no6.809	PROPN
easat-6431	359	5	https://doi.org/10.1016/0167-9236(96)00017-2	https://doi.org/10.1016/0167-9236(96)00017-2	VERB
easat-6431	359	6	https://doi.org/10.1016/j.jbvi.2019.e00107	https://doi.org/10.1016/j.jbvi.2019.e00107	PRON
easat-6431	359	7	https://doi.org/10.1109/access.2020.2973743	https://doi.org/10.1109/access.2020.2973743	PROPN
easat-6431	359	8	https://doi.org/10.1002/for.2774	https://doi.org/10.1002/for.2774	PRON
easat-6431	359	9	https://doi.org/10.1111/j.2517-6161.1996.tb02080.x	https://doi.org/10.1111/j.2517-6161.1996.tb02080.x	PROPN
easat-6431	359	10	1974	1974	NUM
easat-6431	359	11	edelweiss	edelweiss	PROPN
easat-6431	359	12	applied	apply	VERB
easat-6431	359	13	science	science	NOUN
easat-6431	359	14	and	and	CCONJ
easat-6431	359	15	technology	technology	NOUN
easat-6431	359	16	issn	issn	PROPN
easat-6431	359	17	:	:	PUNCT
easat-6431	359	18	2576	2576	NUM
easat-6431	359	19	-	-	SYM
easat-6431	359	20	8484	8484	NUM
easat-6431	359	21	vol	vol	NOUN
easat-6431	359	22	.	.	PROPN
easat-6431	360	1	9	9	NUM
easat-6431	360	2	,	,	PUNCT
easat-6431	360	3	no	no	INTJ
easat-6431	360	4	.	.	NOUN
easat-6431	361	1	4	4	NUM
easat-6431	361	2	:	:	PUNCT
easat-6431	361	3	1962	1962	NUM
easat-6431	361	4	-	-	SYM
easat-6431	361	5	1974	1974	NUM
easat-6431	361	6	,	,	PUNCT
easat-6431	361	7	2025	2025	NUM
easat-6431	361	8	doi	doi	NOUN
easat-6431	361	9	:	:	PUNCT
easat-6431	361	10	10.55214/25768484.v9i4.6431	10.55214/25768484.v9i4.6431	NUM
easat-6431	361	11	©	©	PROPN
easat-6431	361	12	2025	2025	NUM
easat-6431	361	13	by	by	ADP
easat-6431	361	14	the	the	DET
easat-6431	361	15	authors	author	NOUN
easat-6431	361	16	;	;	PUNCT
easat-6431	361	17	licensee	licensee	PROPN
easat-6431	361	18	learning	learning	NOUN
easat-6431	361	19	gate	gate	NOUN
easat-6431	361	20	[	[	X
easat-6431	361	21	27	27	NUM
easat-6431	361	22	]	]	X
easat-6431	361	23	l.	l.	PROPN
easat-6431	361	24	breiman	breiman	PROPN
easat-6431	361	25	,	,	PUNCT
easat-6431	361	26	"	"	PUNCT
easat-6431	361	27	random	random	ADJ
easat-6431	361	28	forests	forest	NOUN
easat-6431	361	29	,	,	PUNCT
easat-6431	361	30	"	"	PUNCT
easat-6431	361	31	machine	machine	NOUN
easat-6431	361	32	learning	learning	NOUN
easat-6431	361	33	,	,	PUNCT
easat-6431	361	34	vol	vol	NOUN
easat-6431	361	35	.	.	PROPN
easat-6431	362	1	45	45	NUM
easat-6431	362	2	,	,	PUNCT
easat-6431	362	3	no	no	INTJ
easat-6431	362	4	.	.	NOUN
easat-6431	362	5	1	1	NUM
easat-6431	362	6	,	,	PUNCT
easat-6431	362	7	pp	pp	ADJ
easat-6431	362	8	.	.	PUNCT
easat-6431	363	1	5	5	NUM
easat-6431	363	2	-	-	SYM
easat-6431	363	3	32	32	NUM
easat-6431	363	4	,	,	PUNCT
easat-6431	363	5	2001	2001	NUM
easat-6431	363	6	.	.	PUNCT
easat-6431	364	1	https://doi.org/10.1023/a:1010933404324	https://doi.org/10.1023/a:1010933404324	ADJ
easat-6431	364	2	[	[	X
easat-6431	364	3	28	28	NUM
easat-6431	364	4	]	]	PUNCT
easat-6431	364	5	j.	j.	PROPN
easat-6431	364	6	h.	h.	PROPN
easat-6431	364	7	friedman	friedman	PROPN
easat-6431	364	8	,	,	PUNCT
easat-6431	364	9	"	"	PUNCT
easat-6431	364	10	greedy	greedy	ADJ
easat-6431	364	11	function	function	NOUN
easat-6431	364	12	approximation	approximation	NOUN
easat-6431	364	13	:	:	PUNCT
easat-6431	364	14	a	a	DET
easat-6431	364	15	gradient	gradient	ADJ
easat-6431	364	16	boosting	boost	VERB
easat-6431	364	17	machine	machine	NOUN
easat-6431	364	18	,	,	PUNCT
easat-6431	364	19	"	"	PUNCT
easat-6431	364	20	annals	annals	NOUN
easat-6431	364	21	of	of	ADP
easat-6431	364	22	statistics	statistic	NOUN
easat-6431	364	23	,	,	PUNCT
easat-6431	364	24	pp	pp	ADP
easat-6431	364	25	.	.	PUNCT
easat-6431	364	26	1189	1189	NUM
easat-6431	364	27	-	-	SYM
easat-6431	364	28	1232	1232	NUM
easat-6431	364	29	,	,	PUNCT
easat-6431	364	30	2001	2001	NUM
easat-6431	364	31	.	.	PUNCT
easat-6431	365	1	https://doi.org/10.1214/aos/1013203451	https://doi.org/10.1214/aos/1013203451	PROPN
easat-6431	366	1	[	[	X
easat-6431	366	2	29	29	NUM
easat-6431	366	3	]	]	PUNCT
easat-6431	366	4	w.	w.	PROPN
easat-6431	366	5	n.	n.	PROPN
easat-6431	366	6	venables	venables	PROPN
easat-6431	366	7	and	and	CCONJ
easat-6431	366	8	b.	b.	PROPN
easat-6431	366	9	d.	d.	PROPN
easat-6431	366	10	ripley	ripley	PROPN
easat-6431	366	11	,	,	PUNCT
easat-6431	366	12	modern	modern	ADJ
easat-6431	366	13	applied	apply	VERB
easat-6431	366	14	statistics	statistic	NOUN
easat-6431	366	15	with	with	ADP
easat-6431	366	16	s	s	NOUN
easat-6431	366	17	-	-	PUNCT
easat-6431	366	18	plus	plus	NOUN
easat-6431	366	19	.	.	PUNCT
easat-6431	367	1	new	new	PROPN
easat-6431	367	2	york	york	PROPN
easat-6431	367	3	:	:	PUNCT
easat-6431	367	4	springer	springer	NOUN
easat-6431	367	5	science	science	PROPN
easat-6431	367	6	&	&	CCONJ
easat-6431	367	7	business	business	NOUN
easat-6431	367	8	media	medium	NOUN
easat-6431	367	9	,	,	PUNCT
easat-6431	367	10	2013	2013	NUM
easat-6431	367	11	.	.	PUNCT
easat-6431	368	1	[	[	X
easat-6431	368	2	30	30	NUM
easat-6431	368	3	]	]	PUNCT
easat-6431	368	4	a.	a.	NOUN
easat-6431	368	5	gill	gill	PROPN
easat-6431	368	6	and	and	CCONJ
easat-6431	368	7	j.	j.	PROPN
easat-6431	368	8	obradovich	obradovich	PROPN
easat-6431	368	9	,	,	PUNCT
easat-6431	368	10	"	"	PUNCT
easat-6431	368	11	the	the	DET
easat-6431	368	12	impact	impact	NOUN
easat-6431	368	13	of	of	ADP
easat-6431	368	14	corporate	corporate	ADJ
easat-6431	368	15	governance	governance	NOUN
easat-6431	368	16	and	and	CCONJ
easat-6431	368	17	financial	financial	ADJ
easat-6431	368	18	leverage	leverage	NOUN
easat-6431	368	19	on	on	ADP
easat-6431	368	20	the	the	DET
easat-6431	368	21	value	value	NOUN
easat-6431	368	22	of	of	ADP
easat-6431	368	23	american	american	ADJ
easat-6431	368	24	firms	firm	NOUN
easat-6431	368	25	,	,	PUNCT
easat-6431	368	26	"	"	PUNCT
easat-6431	368	27	international	international	ADJ
easat-6431	368	28	research	research	NOUN
easat-6431	368	29	journal	journal	NOUN
easat-6431	368	30	of	of	ADP
easat-6431	368	31	finance	finance	NOUN
easat-6431	368	32	and	and	CCONJ
easat-6431	368	33	economics	economic	NOUN
easat-6431	368	34	,	,	PUNCT
easat-6431	368	35	vol	vol	NOUN
easat-6431	368	36	.	.	PROPN
easat-6431	368	37	91	91	NUM
easat-6431	368	38	,	,	PUNCT
easat-6431	368	39	no	no	INTJ
easat-6431	368	40	.	.	NOUN
easat-6431	368	41	2	2	NUM
easat-6431	368	42	,	,	PUNCT
easat-6431	368	43	pp	pp	ADJ
easat-6431	368	44	.	.	PUNCT
easat-6431	369	1	46	46	NUM
easat-6431	369	2	-	-	SYM
easat-6431	369	3	56	56	NUM
easat-6431	369	4	,	,	PUNCT
easat-6431	369	5	2012	2012	NUM
easat-6431	369	6	.	.	PUNCT
easat-6431	370	1	[	[	X
easat-6431	370	2	31	31	NUM
easat-6431	370	3	]	]	X
easat-6431	370	4	n.	n.	PROPN
easat-6431	370	5	a.	a.	PROPN
easat-6431	370	6	m.	m.	PROPN
easat-6431	370	7	senan	senan	PROPN
easat-6431	370	8	,	,	PUNCT
easat-6431	370	9	m.	m.	NOUN
easat-6431	370	10	a.	a.	PROPN
easat-6431	370	11	s.	s.	PROPN
easat-6431	370	12	al	al	PROPN
easat-6431	370	13	-	-	PROPN
easat-6431	370	14	faryan	faryan	PROPN
easat-6431	370	15	,	,	PUNCT
easat-6431	370	16	s.	s.	PROPN
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easat-6431	370	18	,	,	PUNCT
easat-6431	370	19	e.	e.	PROPN
easat-6431	370	20	a.	a.	PROPN
easat-6431	370	21	al	al	PROPN
easat-6431	370	22	-	-	PUNCT
easat-6431	370	23	homaidi	homaidi	PROPN
easat-6431	370	24	,	,	PUNCT
easat-6431	370	25	and	and	CCONJ
easat-6431	370	26	m.	m.	PROPN
easat-6431	370	27	i.	i.	PROPN
easat-6431	370	28	tabash	tabash	PROPN
easat-6431	370	29	,	,	PUNCT
easat-6431	370	30	"	"	PUNCT
easat-6431	370	31	impact	impact	NOUN
easat-6431	370	32	of	of	ADP
easat-6431	370	33	working	work	VERB
easat-6431	370	34	capital	capital	NOUN
easat-6431	370	35	management	management	NOUN
easat-6431	370	36	on	on	ADP
easat-6431	370	37	firm	firm	ADJ
easat-6431	370	38	value	value	NOUN
easat-6431	370	39	:	:	PUNCT
easat-6431	370	40	an	an	DET
easat-6431	370	41	empirical	empirical	ADJ
easat-6431	370	42	examination	examination	NOUN
easat-6431	370	43	of	of	ADP
easat-6431	370	44	firms	firm	NOUN
easat-6431	370	45	listed	list	VERB
easat-6431	370	46	on	on	ADP
easat-6431	370	47	the	the	DET
easat-6431	370	48	bombay	bombay	PROPN
easat-6431	370	49	stock	stock	PROPN
easat-6431	370	50	exchange	exchange	PROPN
easat-6431	370	51	in	in	ADP
easat-6431	370	52	india	india	PROPN
easat-6431	370	53	,	,	PUNCT
easat-6431	370	54	"	"	PUNCT
easat-6431	370	55	international	international	ADJ
easat-6431	370	56	journal	journal	NOUN
easat-6431	370	57	of	of	ADP
easat-6431	370	58	managerial	managerial	ADJ
easat-6431	370	59	and	and	CCONJ
easat-6431	370	60	financial	financial	ADJ
easat-6431	370	61	accounting	accounting	NOUN
easat-6431	370	62	,	,	PUNCT
easat-6431	370	63	vol	vol	NOUN
easat-6431	370	64	.	.	PROPN
easat-6431	370	65	14	14	NUM
easat-6431	370	66	,	,	PUNCT
easat-6431	370	67	no	no	INTJ
easat-6431	370	68	.	.	NOUN
easat-6431	370	69	2	2	NUM
easat-6431	370	70	,	,	PUNCT
easat-6431	370	71	pp	pp	ADJ
easat-6431	370	72	.	.	PUNCT
easat-6431	371	1	138	138	NUM
easat-6431	371	2	-	-	SYM
easat-6431	371	3	156	156	NUM
easat-6431	371	4	,	,	PUNCT
easat-6431	371	5	2022	2022	NUM
easat-6431	371	6	.	.	PUNCT
easat-6431	372	1	https://doi.org/10.1504/ijmfa.2022.119345	https://doi.org/10.1504/ijmfa.2022.119345	PROPN
easat-6431	372	2	[	[	X
easat-6431	372	3	32	32	NUM
easat-6431	372	4	]	]	PUNCT
easat-6431	372	5	m.-c	m.-c	NOUN
easat-6431	372	6	.	.	PUNCT
easat-6431	373	1	cheng	cheng	PROPN
easat-6431	373	2	and	and	CCONJ
easat-6431	373	3	z.-c	z.-c	PROPN
easat-6431	373	4	.	.	PUNCT
easat-6431	374	1	tzeng	tzeng	PROPN
easat-6431	374	2	,	,	PUNCT
easat-6431	374	3	"	"	PUNCT
easat-6431	374	4	the	the	DET
easat-6431	374	5	effect	effect	NOUN
easat-6431	374	6	of	of	ADP
easat-6431	374	7	leverage	leverage	NOUN
easat-6431	374	8	on	on	ADP
easat-6431	374	9	firm	firm	ADJ
easat-6431	374	10	value	value	NOUN
easat-6431	374	11	and	and	CCONJ
easat-6431	374	12	how	how	SCONJ
easat-6431	374	13	the	the	DET
easat-6431	374	14	firm	firm	ADJ
easat-6431	374	15	financial	financial	ADJ
easat-6431	374	16	quality	quality	NOUN
easat-6431	374	17	influence	influence	NOUN
easat-6431	374	18	on	on	ADP
easat-6431	374	19	this	this	DET
easat-6431	374	20	effect	effect	NOUN
easat-6431	374	21	,	,	PUNCT
easat-6431	374	22	"	"	PUNCT
easat-6431	374	23	world	world	NOUN
easat-6431	374	24	journal	journal	NOUN
easat-6431	374	25	of	of	ADP
easat-6431	374	26	management	management	NOUN
easat-6431	374	27	,	,	PUNCT
easat-6431	374	28	vol	vol	NOUN
easat-6431	374	29	.	.	PROPN
easat-6431	375	1	3	3	NUM
easat-6431	375	2	,	,	PUNCT
easat-6431	375	3	no	no	INTJ
easat-6431	375	4	.	.	NOUN
easat-6431	375	5	2	2	NUM
easat-6431	375	6	,	,	PUNCT
easat-6431	375	7	pp	pp	ADJ
easat-6431	375	8	.	.	PUNCT
easat-6431	376	1	30	30	NUM
easat-6431	376	2	-	-	SYM
easat-6431	376	3	53	53	NUM
easat-6431	376	4	,	,	PUNCT
easat-6431	376	5	2011	2011	NUM
easat-6431	376	6	.	.	PUNCT
easat-6431	377	1	[	[	X
easat-6431	377	2	33	33	NUM
easat-6431	377	3	]	]	PUNCT
easat-6431	377	4	m.-c	m.-c	NOUN
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easat-6431	379	35	01	01	NUM
easat-6431	379	36	,	,	PUNCT
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easat-6431	381	2	34	34	NUM
easat-6431	381	3	]	]	PUNCT
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easat-6431	381	62	,	,	PUNCT
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easat-6431	381	64	.	.	PUNCT
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easat-6431	383	4	s.	s.	PROPN
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easat-6431	383	7	k.	k.	PROPN
easat-6431	383	8	a.	a.	PROPN
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easat-6431	383	20	value	value	NOUN
easat-6431	383	21	,	,	PUNCT
easat-6431	383	22	"	"	PUNCT
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easat-6431	383	33	,	,	PUNCT
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easat-6431	383	35	.	.	PUNCT
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easat-6431	383	37	-	-	SYM
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easat-6431	383	39	,	,	PUNCT
easat-6431	383	40	2023	2023	NUM
easat-6431	383	41	.	.	PUNCT
easat-6431	384	1	https://doi.org/10.24912/jm.v27i2.13776	https://doi.org/10.24912/jm.v27i2.13776	PROPN
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easat-6431	385	14	:	:	PUNCT
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easat-6431	385	20	and	and	CCONJ
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easat-6431	386	13	.	.	PUNCT
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