id	sid	tid	token	lemma	pos
ajfti-4570	1	1	pa	pa	PROPN
ajfti-4570	1	2	ge	ge	PROPN
ajfti-4570	1	3	1	1	NUM
ajfti-4570	1	4	pa	pa	PROPN
ajfti-4570	1	5	ge	ge	PROPN
ajfti-4570	1	6	11	11	NUM
ajfti-4570	1	7	5	5	NUM
ajfti-4570	1	8	american	american	ADJ
ajfti-4570	1	9	journal	journal	NOUN
ajfti-4570	1	10	of	of	ADP
ajfti-4570	1	11	financial	financial	ADJ
ajfti-4570	1	12	technology	technology	NOUN
ajfti-4570	1	13	and	and	CCONJ
ajfti-4570	1	14	innovation	innovation	NOUN
ajfti-4570	1	15	(	(	PUNCT
ajfti-4570	1	16	ajfti	ajfti	NOUN
ajfti-4570	1	17	)	)	PUNCT
ajfti-4570	1	18	financial	financial	ADJ
ajfti-4570	1	19	distress	distress	NOUN
ajfti-4570	1	20	multi	multi	ADJ
ajfti-4570	1	21	-	-	ADJ
ajfti-4570	1	22	classification	classification	ADJ
ajfti-4570	1	23	prediction	prediction	NOUN
ajfti-4570	1	24	:	:	PUNCT
ajfti-4570	1	25	a	a	DET
ajfti-4570	1	26	case	case	NOUN
ajfti-4570	1	27	study	study	NOUN
ajfti-4570	1	28	in	in	ADP
ajfti-4570	1	29	vietnam	vietnam	PROPN
ajfti-4570	1	30	tram	tram	PROPN
ajfti-4570	1	31	thi	thi	AUX
ajfti-4570	1	32	hoai	hoai	PROPN
ajfti-4570	1	33	vo1	vo1	PROPN
ajfti-4570	1	34	,	,	PUNCT
ajfti-4570	1	35	pai	pai	PROPN
ajfti-4570	1	36	-	-	PUNCT
ajfti-4570	1	37	chou	chou	PROPN
ajfti-4570	1	38	wang2	wang2	PROPN
ajfti-4570	1	39	*	*	PROPN
ajfti-4570	1	40	volume	volume	NOUN
ajfti-4570	1	41	3	3	NUM
ajfti-4570	1	42	issue	issue	NOUN
ajfti-4570	1	43	1	1	NUM
ajfti-4570	1	44	,	,	PUNCT
ajfti-4570	1	45	year	year	NOUN
ajfti-4570	1	46	2025	2025	NUM
ajfti-4570	1	47	issn	issn	PROPN
ajfti-4570	1	48	:	:	PUNCT
ajfti-4570	1	49	2996	2996	NUM
ajfti-4570	1	50	-	-	SYM
ajfti-4570	1	51	0975	0975	NUM
ajfti-4570	1	52	(	(	PUNCT
ajfti-4570	1	53	online	online	ADJ
ajfti-4570	1	54	)	)	PUNCT
ajfti-4570	1	55	doi	doi	NOUN
ajfti-4570	1	56	:	:	PUNCT
ajfti-4570	1	57	https://doi.org/10.54536/ajfti.v3i1.4570	https://doi.org/10.54536/ajfti.v3i1.4570	NOUN
ajfti-4570	1	58	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-4570	1	59	article	article	NOUN
ajfti-4570	1	60	information	information	NOUN
ajfti-4570	1	61	abstract	abstract	ADV
ajfti-4570	1	62	received	receive	VERB
ajfti-4570	1	63	:	:	PUNCT
ajfti-4570	1	64	february	february	PROPN
ajfti-4570	1	65	15	15	NUM
ajfti-4570	1	66	,	,	PUNCT
ajfti-4570	1	67	2025	2025	NUM
ajfti-4570	1	68	accepted	accept	VERB
ajfti-4570	1	69	:	:	PUNCT
ajfti-4570	1	70	march	march	PROPN
ajfti-4570	1	71	19	19	NUM
ajfti-4570	1	72	,	,	PUNCT
ajfti-4570	1	73	2025	2025	NUM
ajfti-4570	1	74	published	publish	VERB
ajfti-4570	1	75	:	:	PUNCT
ajfti-4570	1	76	july	july	PROPN
ajfti-4570	1	77	26	26	NUM
ajfti-4570	1	78	,	,	PUNCT
ajfti-4570	1	79	2025	2025	NUM
ajfti-4570	1	80	stock	stock	NOUN
ajfti-4570	1	81	investment	investment	NOUN
ajfti-4570	1	82	remains	remain	VERB
ajfti-4570	1	83	one	one	NUM
ajfti-4570	1	84	of	of	ADP
ajfti-4570	1	85	the	the	DET
ajfti-4570	1	86	most	most	ADV
ajfti-4570	1	87	attractive	attractive	ADJ
ajfti-4570	1	88	and	and	CCONJ
ajfti-4570	1	89	profitable	profitable	ADJ
ajfti-4570	1	90	activities	activity	NOUN
ajfti-4570	1	91	in	in	ADP
ajfti-4570	1	92	financial	financial	ADJ
ajfti-4570	1	93	markets	market	NOUN
ajfti-4570	1	94	.	.	PUNCT
ajfti-4570	2	1	however	however	ADV
ajfti-4570	2	2	,	,	PUNCT
ajfti-4570	2	3	assessing	assess	VERB
ajfti-4570	2	4	a	a	DET
ajfti-4570	2	5	company	company	NOUN
ajfti-4570	2	6	’s	’s	PART
ajfti-4570	2	7	financial	financial	ADJ
ajfti-4570	2	8	health	health	NOUN
ajfti-4570	2	9	is	be	AUX
ajfti-4570	2	10	a	a	DET
ajfti-4570	2	11	complex	complex	ADJ
ajfti-4570	2	12	task	task	NOUN
ajfti-4570	2	13	due	due	ADP
ajfti-4570	2	14	to	to	ADP
ajfti-4570	2	15	the	the	DET
ajfti-4570	2	16	vast	vast	ADJ
ajfti-4570	2	17	amount	amount	NOUN
ajfti-4570	2	18	of	of	ADP
ajfti-4570	2	19	financial	financial	ADJ
ajfti-4570	2	20	data	datum	NOUN
ajfti-4570	2	21	involved	involve	VERB
ajfti-4570	2	22	.	.	PUNCT
ajfti-4570	3	1	this	this	DET
ajfti-4570	3	2	study	study	NOUN
ajfti-4570	3	3	classifies	classify	VERB
ajfti-4570	3	4	companies	company	NOUN
ajfti-4570	3	5	into	into	ADP
ajfti-4570	3	6	three	three	NUM
ajfti-4570	3	7	financial	financial	ADJ
ajfti-4570	3	8	status	status	NOUN
ajfti-4570	3	9	categories	category	NOUN
ajfti-4570	3	10	of	of	ADP
ajfti-4570	3	11	safe	safe	ADJ
ajfti-4570	3	12	,	,	PUNCT
ajfti-4570	3	13	risky	risky	ADJ
ajfti-4570	3	14	,	,	PUNCT
ajfti-4570	3	15	and	and	CCONJ
ajfti-4570	3	16	distressed	distress	VERB
ajfti-4570	3	17	by	by	ADP
ajfti-4570	3	18	employing	employ	VERB
ajfti-4570	3	19	three	three	NUM
ajfti-4570	3	20	key	key	ADJ
ajfti-4570	3	21	financial	financial	ADJ
ajfti-4570	3	22	distress	distress	NOUN
ajfti-4570	3	23	measures	measure	NOUN
ajfti-4570	3	24	:	:	PUNCT
ajfti-4570	3	25	distance	distance	NOUN
ajfti-4570	3	26	to	to	PART
ajfti-4570	3	27	default	default	VERB
ajfti-4570	3	28	(	(	PUNCT
ajfti-4570	3	29	dd	dd	NOUN
ajfti-4570	3	30	)	)	PUNCT
ajfti-4570	3	31	,	,	PUNCT
ajfti-4570	3	32	emerging	emerge	VERB
ajfti-4570	3	33	market	market	NOUN
ajfti-4570	3	34	score	score	NOUN
ajfti-4570	3	35	(	(	PUNCT
ajfti-4570	3	36	ems	ems	PROPN
ajfti-4570	3	37	)	)	PUNCT
ajfti-4570	3	38	,	,	PUNCT
ajfti-4570	3	39	and	and	CCONJ
ajfti-4570	3	40	altman	altman	PROPN
ajfti-4570	3	41	z	z	PROPN
ajfti-4570	3	42	-	-	PUNCT
ajfti-4570	3	43	score	score	NOUN
ajfti-4570	3	44	.	.	PUNCT
ajfti-4570	4	1	a	a	DET
ajfti-4570	4	2	set	set	NOUN
ajfti-4570	4	3	of	of	ADP
ajfti-4570	4	4	68	68	NUM
ajfti-4570	4	5	financial	financial	ADJ
ajfti-4570	4	6	ratios	ratio	NOUN
ajfti-4570	4	7	is	be	AUX
ajfti-4570	4	8	utilized	utilize	VERB
ajfti-4570	4	9	to	to	PART
ajfti-4570	4	10	predict	predict	VERB
ajfti-4570	4	11	the	the	DET
ajfti-4570	4	12	financial	financial	ADJ
ajfti-4570	4	13	status	status	NOUN
ajfti-4570	4	14	of	of	ADP
ajfti-4570	4	15	a	a	DET
ajfti-4570	4	16	company	company	NOUN
ajfti-4570	4	17	.	.	PUNCT
ajfti-4570	5	1	we	we	PRON
ajfti-4570	5	2	employ	employ	VERB
ajfti-4570	5	3	the	the	DET
ajfti-4570	5	4	adaptive	adaptive	ADJ
ajfti-4570	5	5	synthetic	synthetic	NOUN
ajfti-4570	5	6	sampling	sampling	NOUN
ajfti-4570	5	7	(	(	PUNCT
ajfti-4570	5	8	adasyn	adasyn	NOUN
ajfti-4570	5	9	)	)	PUNCT
ajfti-4570	5	10	technique	technique	NOUN
ajfti-4570	5	11	alongside	alongside	ADP
ajfti-4570	5	12	advanced	advanced	ADJ
ajfti-4570	5	13	machine	machine	NOUN
ajfti-4570	5	14	learning	learn	VERB
ajfti-4570	5	15	algorithms	algorithm	NOUN
ajfti-4570	5	16	,	,	PUNCT
ajfti-4570	5	17	including	include	VERB
ajfti-4570	5	18	random	random	ADJ
ajfti-4570	5	19	forest	forest	NOUN
ajfti-4570	5	20	,	,	PUNCT
ajfti-4570	5	21	catboost	catboost	PROPN
ajfti-4570	5	22	,	,	PUNCT
ajfti-4570	5	23	xgboost	xgboost	ADV
ajfti-4570	5	24	,	,	PUNCT
ajfti-4570	5	25	and	and	CCONJ
ajfti-4570	5	26	support	support	VERB
ajfti-4570	5	27	vector	vector	NOUN
ajfti-4570	5	28	machine	machine	NOUN
ajfti-4570	5	29	to	to	PART
ajfti-4570	5	30	further	far	ADV
ajfti-4570	5	31	improve	improve	VERB
ajfti-4570	5	32	model	model	NOUN
ajfti-4570	5	33	performance	performance	NOUN
ajfti-4570	5	34	.	.	PUNCT
ajfti-4570	6	1	our	our	PRON
ajfti-4570	6	2	results	result	NOUN
ajfti-4570	6	3	show	show	VERB
ajfti-4570	6	4	that	that	SCONJ
ajfti-4570	6	5	random	random	ADJ
ajfti-4570	6	6	forest	forest	NOUN
ajfti-4570	6	7	yields	yield	NOUN
ajfti-4570	6	8	highly	highly	ADV
ajfti-4570	6	9	accurate	accurate	ADJ
ajfti-4570	6	10	predictions	prediction	NOUN
ajfti-4570	6	11	in	in	ADP
ajfti-4570	6	12	multi	multi	ADJ
ajfti-4570	6	13	-	-	ADJ
ajfti-4570	6	14	class	class	ADJ
ajfti-4570	6	15	classification	classification	NOUN
ajfti-4570	6	16	by	by	ADP
ajfti-4570	6	17	integrating	integrate	VERB
ajfti-4570	6	18	machine	machine	NOUN
ajfti-4570	6	19	learning	learning	NOUN
ajfti-4570	6	20	with	with	ADP
ajfti-4570	6	21	the	the	DET
ajfti-4570	6	22	ems	ems	PROPN
ajfti-4570	6	23	method	method	NOUN
ajfti-4570	6	24	.	.	PUNCT
ajfti-4570	7	1	the	the	DET
ajfti-4570	7	2	best	well	ADV
ajfti-4570	7	3	-	-	PUNCT
ajfti-4570	7	4	performing	perform	VERB
ajfti-4570	7	5	model	model	NOUN
ajfti-4570	7	6	achieves	achieve	VERB
ajfti-4570	7	7	an	an	DET
ajfti-4570	7	8	exceptional	exceptional	ADJ
ajfti-4570	7	9	roc	roc	NOUN
ajfti-4570	7	10	-	-	PUNCT
ajfti-4570	7	11	auc	auc	NOUN
ajfti-4570	7	12	score	score	NOUN
ajfti-4570	7	13	of	of	ADP
ajfti-4570	7	14	99.26	99.26	NUM
ajfti-4570	7	15	%	%	NOUN
ajfti-4570	7	16	.	.	PUNCT
ajfti-4570	8	1	these	these	DET
ajfti-4570	8	2	findings	finding	NOUN
ajfti-4570	8	3	provide	provide	VERB
ajfti-4570	8	4	a	a	DET
ajfti-4570	8	5	powerful	powerful	ADJ
ajfti-4570	8	6	decision	decision	NOUN
ajfti-4570	8	7	-	-	PUNCT
ajfti-4570	8	8	making	make	VERB
ajfti-4570	8	9	tool	tool	NOUN
ajfti-4570	8	10	for	for	ADP
ajfti-4570	8	11	investors	investor	NOUN
ajfti-4570	8	12	,	,	PUNCT
ajfti-4570	8	13	traders	trader	NOUN
ajfti-4570	8	14	,	,	PUNCT
ajfti-4570	8	15	practitioners	practitioner	NOUN
ajfti-4570	8	16	,	,	PUNCT
ajfti-4570	8	17	and	and	CCONJ
ajfti-4570	8	18	policymakers	policymaker	NOUN
ajfti-4570	8	19	,	,	PUNCT
ajfti-4570	8	20	enabling	enable	VERB
ajfti-4570	8	21	more	more	ADV
ajfti-4570	8	22	precise	precise	ADJ
ajfti-4570	8	23	assessments	assessment	NOUN
ajfti-4570	8	24	of	of	ADP
ajfti-4570	8	25	corporate	corporate	ADJ
ajfti-4570	8	26	financial	financial	ADJ
ajfti-4570	8	27	stability	stability	NOUN
ajfti-4570	8	28	.	.	PUNCT
ajfti-4570	9	1	keywords	keyword	VERB
ajfti-4570	9	2	adaptive	adaptive	ADJ
ajfti-4570	9	3	synthetic	synthetic	ADJ
ajfti-4570	9	4	sampling	sampling	NOUN
ajfti-4570	9	5	,	,	PUNCT
ajfti-4570	9	6	financial	financial	ADJ
ajfti-4570	9	7	distress	distress	NOUN
ajfti-4570	9	8	,	,	PUNCT
ajfti-4570	9	9	multiclassification	multiclassification	NOUN
ajfti-4570	9	10	introduction	introduction	NOUN
ajfti-4570	9	11	vietnam	vietnam	PROPN
ajfti-4570	9	12	’s	’s	PART
ajfti-4570	9	13	stock	stock	NOUN
ajfti-4570	9	14	market	market	NOUN
ajfti-4570	9	15	operates	operate	VERB
ajfti-4570	9	16	through	through	ADP
ajfti-4570	9	17	two	two	NUM
ajfti-4570	9	18	primary	primary	ADJ
ajfti-4570	9	19	exchanges	exchange	NOUN
ajfti-4570	9	20	:	:	PUNCT
ajfti-4570	9	21	the	the	DET
ajfti-4570	9	22	hanoi	hanoi	PROPN
ajfti-4570	9	23	stock	stock	PROPN
ajfti-4570	9	24	exchange	exchange	PROPN
ajfti-4570	9	25	(	(	PUNCT
ajfti-4570	9	26	hnx	hnx	ADJ
ajfti-4570	9	27	)	)	PUNCT
ajfti-4570	9	28	and	and	CCONJ
ajfti-4570	9	29	the	the	DET
ajfti-4570	9	30	ho	ho	PROPN
ajfti-4570	9	31	chi	chi	PROPN
ajfti-4570	9	32	minh	minh	PROPN
ajfti-4570	9	33	stock	stock	PROPN
ajfti-4570	9	34	exchange	exchange	PROPN
ajfti-4570	9	35	(	(	PUNCT
ajfti-4570	9	36	hose	hose	PROPN
ajfti-4570	9	37	)	)	PUNCT
ajfti-4570	9	38	.	.	PUNCT
ajfti-4570	10	1	while	while	SCONJ
ajfti-4570	10	2	vietnam	vietnam	PROPN
ajfti-4570	10	3	remains	remain	VERB
ajfti-4570	10	4	a	a	DET
ajfti-4570	10	5	promising	promising	ADJ
ajfti-4570	10	6	frontier	frontier	NOUN
ajfti-4570	10	7	market	market	NOUN
ajfti-4570	10	8	,	,	PUNCT
ajfti-4570	10	9	it	it	PRON
ajfti-4570	10	10	also	also	ADV
ajfti-4570	10	11	presents	present	VERB
ajfti-4570	10	12	significant	significant	ADJ
ajfti-4570	10	13	risks	risk	NOUN
ajfti-4570	10	14	.	.	PUNCT
ajfti-4570	11	1	according	accord	VERB
ajfti-4570	11	2	to	to	ADP
ajfti-4570	11	3	a	a	DET
ajfti-4570	11	4	report	report	NOUN
ajfti-4570	11	5	from	from	ADP
ajfti-4570	11	6	vietnam	vietnam	PROPN
ajfti-4570	11	7	.	.	PUNCT
ajfti-4570	12	1	vn	vn	PROPN
ajfti-4570	12	2	(	(	PUNCT
ajfti-4570	12	3	triều	triều	ADV
ajfti-4570	12	4	,	,	PUNCT
ajfti-4570	12	5	2025	2025	NUM
ajfti-4570	12	6	)	)	PUNCT
ajfti-4570	12	7	,	,	PUNCT
ajfti-4570	12	8	the	the	DET
ajfti-4570	12	9	number	number	NOUN
ajfti-4570	12	10	of	of	ADP
ajfti-4570	12	11	listed	list	VERB
ajfti-4570	12	12	enterprises	enterprise	NOUN
ajfti-4570	12	13	on	on	ADP
ajfti-4570	12	14	hnx	hnx	PROPN
ajfti-4570	12	15	has	have	AUX
ajfti-4570	12	16	been	be	AUX
ajfti-4570	12	17	declining	decline	VERB
ajfti-4570	12	18	,	,	PUNCT
ajfti-4570	12	19	with	with	ADP
ajfti-4570	12	20	an	an	DET
ajfti-4570	12	21	increasing	increase	VERB
ajfti-4570	12	22	number	number	NOUN
ajfti-4570	12	23	of	of	ADP
ajfti-4570	12	24	firms	firm	NOUN
ajfti-4570	12	25	being	be	AUX
ajfti-4570	12	26	delisted	delist	VERB
ajfti-4570	12	27	due	due	ADP
ajfti-4570	12	28	to	to	ADP
ajfti-4570	12	29	stricter	strict	ADJ
ajfti-4570	12	30	regulatory	regulatory	ADJ
ajfti-4570	12	31	oversight	oversight	NOUN
ajfti-4570	12	32	and	and	CCONJ
ajfti-4570	12	33	sanctions	sanction	NOUN
ajfti-4570	12	34	against	against	ADP
ajfti-4570	12	35	violations	violation	NOUN
ajfti-4570	12	36	.	.	PUNCT
ajfti-4570	13	1	in	in	ADP
ajfti-4570	13	2	the	the	DET
ajfti-4570	13	3	first	first	ADJ
ajfti-4570	13	4	ten	ten	NUM
ajfti-4570	13	5	months	month	NOUN
ajfti-4570	13	6	of	of	ADP
ajfti-4570	13	7	2024	2024	NUM
ajfti-4570	13	8	alone	alone	ADV
ajfti-4570	13	9	,	,	PUNCT
ajfti-4570	13	10	15	15	NUM
ajfti-4570	13	11	companies	company	NOUN
ajfti-4570	13	12	were	be	AUX
ajfti-4570	13	13	delisted	delist	VERB
ajfti-4570	13	14	,	,	PUNCT
ajfti-4570	13	15	and	and	CCONJ
ajfti-4570	13	16	22	22	NUM
ajfti-4570	13	17	deregistered	deregistere	VERB
ajfti-4570	13	18	for	for	ADP
ajfti-4570	13	19	trading	trading	NOUN
ajfti-4570	13	20	.	.	PUNCT
ajfti-4570	14	1	this	this	DET
ajfti-4570	14	2	trend	trend	NOUN
ajfti-4570	14	3	raises	raise	VERB
ajfti-4570	14	4	concerns	concern	NOUN
ajfti-4570	14	5	about	about	ADP
ajfti-4570	14	6	transparency	transparency	NOUN
ajfti-4570	14	7	and	and	CCONJ
ajfti-4570	14	8	financial	financial	ADJ
ajfti-4570	14	9	stability	stability	NOUN
ajfti-4570	14	10	,	,	PUNCT
ajfti-4570	14	11	as	as	SCONJ
ajfti-4570	14	12	companies	company	NOUN
ajfti-4570	14	13	often	often	ADV
ajfti-4570	14	14	do	do	AUX
ajfti-4570	14	15	not	not	PART
ajfti-4570	14	16	fully	fully	ADV
ajfti-4570	14	17	disclose	disclose	VERB
ajfti-4570	14	18	the	the	DET
ajfti-4570	14	19	true	true	ADJ
ajfti-4570	14	20	state	state	NOUN
ajfti-4570	14	21	of	of	ADP
ajfti-4570	14	22	their	their	PRON
ajfti-4570	14	23	financial	financial	ADJ
ajfti-4570	14	24	health	health	NOUN
ajfti-4570	14	25	in	in	ADP
ajfti-4570	14	26	financial	financial	ADJ
ajfti-4570	14	27	statements	statement	NOUN
ajfti-4570	14	28	such	such	ADJ
ajfti-4570	14	29	as	as	ADP
ajfti-4570	14	30	balance	balance	NOUN
ajfti-4570	14	31	sheets	sheet	NOUN
ajfti-4570	14	32	,	,	PUNCT
ajfti-4570	14	33	income	income	NOUN
ajfti-4570	14	34	statements	statement	NOUN
ajfti-4570	14	35	,	,	PUNCT
ajfti-4570	14	36	and	and	CCONJ
ajfti-4570	14	37	cash	cash	NOUN
ajfti-4570	14	38	flow	flow	NOUN
ajfti-4570	14	39	reports	report	NOUN
ajfti-4570	14	40	.	.	PUNCT
ajfti-4570	15	1	traditional	traditional	ADJ
ajfti-4570	15	2	financial	financial	ADJ
ajfti-4570	15	3	metrics	metric	NOUN
ajfti-4570	15	4	like	like	ADP
ajfti-4570	15	5	price	price	NOUN
ajfti-4570	15	6	-	-	PUNCT
ajfti-4570	15	7	to	to	ADP
ajfti-4570	15	8	-	-	PUNCT
ajfti-4570	15	9	earnings	earning	NOUN
ajfti-4570	15	10	(	(	PUNCT
ajfti-4570	15	11	p	p	X
ajfti-4570	15	12	/	/	SYM
ajfti-4570	15	13	e	e	NOUN
ajfti-4570	15	14	)	)	PUNCT
ajfti-4570	15	15	ratio	ratio	NOUN
ajfti-4570	15	16	,	,	PUNCT
ajfti-4570	15	17	price	price	NOUN
ajfti-4570	15	18	-	-	PUNCT
ajfti-4570	15	19	to	to	ADP
ajfti-4570	15	20	-	-	PUNCT
ajfti-4570	15	21	book	book	NOUN
ajfti-4570	15	22	(	(	PUNCT
ajfti-4570	15	23	p	p	PROPN
ajfti-4570	15	24	/	/	SYM
ajfti-4570	15	25	b	b	NOUN
ajfti-4570	15	26	)	)	PUNCT
ajfti-4570	15	27	ratio	ratio	NOUN
ajfti-4570	15	28	,	,	PUNCT
ajfti-4570	15	29	and	and	CCONJ
ajfti-4570	15	30	earnings	earning	NOUN
ajfti-4570	15	31	per	per	ADP
ajfti-4570	15	32	share	share	NOUN
ajfti-4570	15	33	(	(	PUNCT
ajfti-4570	15	34	eps	eps	NOUN
ajfti-4570	15	35	)	)	PUNCT
ajfti-4570	15	36	are	be	AUX
ajfti-4570	15	37	commonly	commonly	ADV
ajfti-4570	15	38	used	use	VERB
ajfti-4570	15	39	to	to	PART
ajfti-4570	15	40	evaluate	evaluate	VERB
ajfti-4570	15	41	company	company	NOUN
ajfti-4570	15	42	performance	performance	NOUN
ajfti-4570	15	43	.	.	PUNCT
ajfti-4570	16	1	however	however	ADV
ajfti-4570	16	2	,	,	PUNCT
ajfti-4570	16	3	these	these	DET
ajfti-4570	16	4	indicators	indicator	NOUN
ajfti-4570	16	5	may	may	AUX
ajfti-4570	16	6	not	not	PART
ajfti-4570	16	7	provide	provide	VERB
ajfti-4570	16	8	a	a	DET
ajfti-4570	16	9	reliable	reliable	ADJ
ajfti-4570	16	10	assessment	assessment	NOUN
ajfti-4570	16	11	of	of	ADP
ajfti-4570	16	12	a	a	DET
ajfti-4570	16	13	company	company	NOUN
ajfti-4570	16	14	’s	’s	PART
ajfti-4570	16	15	financial	financial	ADJ
ajfti-4570	16	16	health	health	NOUN
ajfti-4570	16	17	,	,	PUNCT
ajfti-4570	16	18	especially	especially	ADV
ajfti-4570	16	19	in	in	ADP
ajfti-4570	16	20	a	a	DET
ajfti-4570	16	21	market	market	NOUN
ajfti-4570	16	22	where	where	SCONJ
ajfti-4570	16	23	institutional	institutional	ADJ
ajfti-4570	16	24	trading	trading	NOUN
ajfti-4570	16	25	volume	volume	NOUN
ajfti-4570	16	26	significantly	significantly	ADV
ajfti-4570	16	27	influences	influence	VERB
ajfti-4570	16	28	stock	stock	NOUN
ajfti-4570	16	29	prices	price	NOUN
ajfti-4570	16	30	like	like	ADP
ajfti-4570	16	31	vietnam	vietnam	PROPN
ajfti-4570	16	32	.	.	PUNCT
ajfti-4570	17	1	during	during	ADP
ajfti-4570	17	2	financial	financial	ADJ
ajfti-4570	17	3	crises	crisis	NOUN
ajfti-4570	17	4	or	or	CCONJ
ajfti-4570	17	5	major	major	ADJ
ajfti-4570	17	6	economic	economic	ADJ
ajfti-4570	17	7	events	event	NOUN
ajfti-4570	17	8	,	,	PUNCT
ajfti-4570	17	9	institutional	institutional	ADJ
ajfti-4570	17	10	investors	investor	NOUN
ajfti-4570	17	11	can	can	AUX
ajfti-4570	17	12	drive	drive	VERB
ajfti-4570	17	13	sharp	sharp	ADJ
ajfti-4570	17	14	price	price	NOUN
ajfti-4570	17	15	swings	swing	NOUN
ajfti-4570	17	16	,	,	PUNCT
ajfti-4570	17	17	making	make	VERB
ajfti-4570	17	18	it	it	PRON
ajfti-4570	17	19	even	even	ADV
ajfti-4570	17	20	more	more	ADV
ajfti-4570	17	21	challenging	challenging	ADJ
ajfti-4570	17	22	for	for	SCONJ
ajfti-4570	17	23	retail	retail	ADJ
ajfti-4570	17	24	investors	investor	NOUN
ajfti-4570	17	25	to	to	PART
ajfti-4570	17	26	make	make	VERB
ajfti-4570	17	27	informed	informed	ADJ
ajfti-4570	17	28	decisions	decision	NOUN
ajfti-4570	17	29	.	.	PUNCT
ajfti-4570	18	1	several	several	ADJ
ajfti-4570	18	2	methodologies	methodology	NOUN
ajfti-4570	18	3	have	have	AUX
ajfti-4570	18	4	been	be	AUX
ajfti-4570	18	5	developed	develop	VERB
ajfti-4570	18	6	to	to	PART
ajfti-4570	18	7	assess	assess	VERB
ajfti-4570	18	8	a	a	DET
ajfti-4570	18	9	company	company	NOUN
ajfti-4570	18	10	’s	’s	PART
ajfti-4570	18	11	financial	financial	ADJ
ajfti-4570	18	12	distress	distress	NOUN
ajfti-4570	18	13	,	,	PUNCT
ajfti-4570	18	14	with	with	ADP
ajfti-4570	18	15	distance	distance	NOUN
ajfti-4570	18	16	to	to	PART
ajfti-4570	18	17	default	default	NOUN
ajfti-4570	18	18	(	(	PUNCT
ajfti-4570	18	19	dd	dd	NOUN
ajfti-4570	18	20	)	)	PUNCT
ajfti-4570	18	21	,	,	PUNCT
ajfti-4570	18	22	emerging	emerge	VERB
ajfti-4570	18	23	market	market	NOUN
ajfti-4570	18	24	score	score	NOUN
ajfti-4570	18	25	(	(	PUNCT
ajfti-4570	18	26	ems	ems	PROPN
ajfti-4570	18	27	)	)	PUNCT
ajfti-4570	18	28	,	,	PUNCT
ajfti-4570	18	29	and	and	CCONJ
ajfti-4570	18	30	altman	altman	PROPN
ajfti-4570	18	31	’s	’s	PART
ajfti-4570	18	32	z	z	NOUN
ajfti-4570	18	33	-	-	PUNCT
ajfti-4570	18	34	score	score	NOUN
ajfti-4570	18	35	being	being	NOUN
ajfti-4570	18	36	among	among	ADP
ajfti-4570	18	37	the	the	DET
ajfti-4570	18	38	most	most	ADV
ajfti-4570	18	39	popular	popular	ADJ
ajfti-4570	18	40	.	.	PUNCT
ajfti-4570	19	1	however	however	ADV
ajfti-4570	19	2	,	,	PUNCT
ajfti-4570	19	3	these	these	DET
ajfti-4570	19	4	methods	method	NOUN
ajfti-4570	19	5	differ	differ	VERB
ajfti-4570	19	6	in	in	ADP
ajfti-4570	19	7	their	their	PRON
ajfti-4570	19	8	analytical	analytical	ADJ
ajfti-4570	19	9	approach	approach	NOUN
ajfti-4570	19	10	and	and	CCONJ
ajfti-4570	19	11	effectiveness	effectiveness	NOUN
ajfti-4570	19	12	across	across	ADP
ajfti-4570	19	13	varying	vary	VERB
ajfti-4570	19	14	market	market	NOUN
ajfti-4570	19	15	conditions	condition	NOUN
ajfti-4570	19	16	and	and	CCONJ
ajfti-4570	19	17	time	time	NOUN
ajfti-4570	19	18	periods	period	NOUN
ajfti-4570	19	19	.	.	PUNCT
ajfti-4570	20	1	ems	ems	PROPN
ajfti-4570	20	2	and	and	CCONJ
ajfti-4570	20	3	altman	altman	PROPN
ajfti-4570	20	4	’s	’s	PART
ajfti-4570	20	5	z	z	NOUN
ajfti-4570	20	6	-	-	PUNCT
ajfti-4570	20	7	score	score	NOUN
ajfti-4570	20	8	are	be	AUX
ajfti-4570	20	9	accountingbased	accountingbase	VERB
ajfti-4570	20	10	models	model	NOUN
ajfti-4570	20	11	,	,	PUNCT
ajfti-4570	20	12	relying	rely	VERB
ajfti-4570	20	13	on	on	ADP
ajfti-4570	20	14	financial	financial	ADJ
ajfti-4570	20	15	statements	statement	NOUN
ajfti-4570	20	16	to	to	PART
ajfti-4570	20	17	assess	assess	VERB
ajfti-4570	20	18	a	a	DET
ajfti-4570	20	19	company	company	NOUN
ajfti-4570	20	20	’s	’s	PART
ajfti-4570	20	21	solvency	solvency	NOUN
ajfti-4570	20	22	and	and	CCONJ
ajfti-4570	20	23	financial	financial	ADJ
ajfti-4570	20	24	stability	stability	NOUN
ajfti-4570	20	25	.	.	PUNCT
ajfti-4570	21	1	these	these	DET
ajfti-4570	21	2	methods	method	NOUN
ajfti-4570	21	3	evaluate	evaluate	VERB
ajfti-4570	21	4	distress	distress	NOUN
ajfti-4570	21	5	risk	risk	NOUN
ajfti-4570	21	6	based	base	VERB
ajfti-4570	21	7	on	on	ADP
ajfti-4570	21	8	historical	historical	ADJ
ajfti-4570	21	9	financial	financial	ADJ
ajfti-4570	21	10	data	datum	NOUN
ajfti-4570	21	11	,	,	PUNCT
ajfti-4570	21	12	providing	provide	VERB
ajfti-4570	21	13	insights	insight	NOUN
ajfti-4570	21	14	into	into	ADP
ajfti-4570	21	15	a	a	DET
ajfti-4570	21	16	firm	firm	NOUN
ajfti-4570	21	17	’s	’s	PART
ajfti-4570	21	18	liquidity	liquidity	NOUN
ajfti-4570	21	19	,	,	PUNCT
ajfti-4570	21	20	profitability	profitability	NOUN
ajfti-4570	21	21	,	,	PUNCT
ajfti-4570	21	22	and	and	CCONJ
ajfti-4570	21	23	leverage	leverage	NOUN
ajfti-4570	21	24	.	.	PUNCT
ajfti-4570	22	1	in	in	ADP
ajfti-4570	22	2	contrast	contrast	NOUN
ajfti-4570	22	3	,	,	PUNCT
ajfti-4570	22	4	the	the	DET
ajfti-4570	22	5	distance	distance	NOUN
ajfti-4570	22	6	to	to	PART
ajfti-4570	22	7	default	default	VERB
ajfti-4570	22	8	(	(	PUNCT
ajfti-4570	22	9	dd	dd	NOUN
ajfti-4570	22	10	)	)	PUNCT
ajfti-4570	22	11	is	be	AUX
ajfti-4570	22	12	a	a	DET
ajfti-4570	22	13	measurement	measurement	NOUN
ajfti-4570	22	14	metric	metric	NOUN
ajfti-4570	22	15	based	base	VERB
ajfti-4570	22	16	on	on	ADP
ajfti-4570	22	17	the	the	DET
ajfti-4570	22	18	stock	stock	NOUN
ajfti-4570	22	19	market	market	NOUN
ajfti-4570	22	20	,	,	PUNCT
ajfti-4570	22	21	incorporating	incorporate	VERB
ajfti-4570	22	22	real	real	ADJ
ajfti-4570	22	23	-	-	PUNCT
ajfti-4570	22	24	time	time	NOUN
ajfti-4570	22	25	market	market	NOUN
ajfti-4570	22	26	variables	variable	NOUN
ajfti-4570	22	27	such	such	ADJ
ajfti-4570	22	28	as	as	ADP
ajfti-4570	22	29	stock	stock	NOUN
ajfti-4570	22	30	prices	price	NOUN
ajfti-4570	22	31	and	and	CCONJ
ajfti-4570	22	32	volatility	volatility	NOUN
ajfti-4570	22	33	to	to	PART
ajfti-4570	22	34	estimate	estimate	VERB
ajfti-4570	22	35	the	the	DET
ajfti-4570	22	36	probability	probability	NOUN
ajfti-4570	22	37	of	of	ADP
ajfti-4570	22	38	default	default	NOUN
ajfti-4570	22	39	.	.	PUNCT
ajfti-4570	23	1	unlike	unlike	ADP
ajfti-4570	23	2	accounting	accounting	NOUN
ajfti-4570	23	3	-	-	PUNCT
ajfti-4570	23	4	based	base	VERB
ajfti-4570	23	5	models	model	NOUN
ajfti-4570	23	6	,	,	PUNCT
ajfti-4570	23	7	which	which	PRON
ajfti-4570	23	8	rely	rely	VERB
ajfti-4570	23	9	on	on	ADP
ajfti-4570	23	10	past	past	ADJ
ajfti-4570	23	11	performance	performance	NOUN
ajfti-4570	23	12	,	,	PUNCT
ajfti-4570	23	13	distance	distance	NOUN
ajfti-4570	23	14	to	to	PART
ajfti-4570	23	15	default	default	VERB
ajfti-4570	23	16	(	(	PUNCT
ajfti-4570	23	17	dd	dd	NOUN
ajfti-4570	23	18	)	)	PUNCT
ajfti-4570	23	19	reflects	reflect	VERB
ajfti-4570	23	20	current	current	ADJ
ajfti-4570	23	21	market	market	NOUN
ajfti-4570	23	22	sentiment	sentiment	NOUN
ajfti-4570	23	23	and	and	CCONJ
ajfti-4570	23	24	forward	forward	ADV
ajfti-4570	23	25	-	-	PUNCT
ajfti-4570	23	26	looking	look	VERB
ajfti-4570	23	27	risk	risk	NOUN
ajfti-4570	23	28	assessments	assessment	NOUN
ajfti-4570	23	29	,	,	PUNCT
ajfti-4570	23	30	making	make	VERB
ajfti-4570	23	31	it	it	PRON
ajfti-4570	23	32	particularly	particularly	ADV
ajfti-4570	23	33	valuable	valuable	ADJ
ajfti-4570	23	34	in	in	ADP
ajfti-4570	23	35	rapidly	rapidly	ADV
ajfti-4570	23	36	changing	change	VERB
ajfti-4570	23	37	financial	financial	ADJ
ajfti-4570	23	38	environments	environment	NOUN
ajfti-4570	23	39	.	.	PUNCT
ajfti-4570	24	1	each	each	DET
ajfti-4570	24	2	method	method	NOUN
ajfti-4570	24	3	focuses	focus	VERB
ajfti-4570	24	4	on	on	ADP
ajfti-4570	24	5	different	different	ADJ
ajfti-4570	24	6	aspects	aspect	NOUN
ajfti-4570	24	7	of	of	ADP
ajfti-4570	24	8	financial	financial	ADJ
ajfti-4570	24	9	performance	performance	NOUN
ajfti-4570	24	10	,	,	PUNCT
ajfti-4570	24	11	and	and	CCONJ
ajfti-4570	24	12	their	their	PRON
ajfti-4570	24	13	effectiveness	effectiveness	NOUN
ajfti-4570	24	14	varies	vary	VERB
ajfti-4570	24	15	depending	depend	VERB
ajfti-4570	24	16	on	on	ADP
ajfti-4570	24	17	market	market	NOUN
ajfti-4570	24	18	conditions	condition	NOUN
ajfti-4570	24	19	and	and	CCONJ
ajfti-4570	24	20	time	time	NOUN
ajfti-4570	24	21	periods	period	NOUN
ajfti-4570	24	22	.	.	PUNCT
ajfti-4570	25	1	this	this	DET
ajfti-4570	25	2	study	study	NOUN
ajfti-4570	25	3	aims	aim	VERB
ajfti-4570	25	4	to	to	PART
ajfti-4570	25	5	address	address	VERB
ajfti-4570	25	6	this	this	DET
ajfti-4570	25	7	gap	gap	NOUN
ajfti-4570	25	8	by	by	ADP
ajfti-4570	25	9	analyzing	analyze	VERB
ajfti-4570	25	10	the	the	DET
ajfti-4570	25	11	predictive	predictive	ADJ
ajfti-4570	25	12	power	power	NOUN
ajfti-4570	25	13	of	of	ADP
ajfti-4570	25	14	68	68	NUM
ajfti-4570	25	15	financial	financial	ADJ
ajfti-4570	25	16	ratios	ratio	NOUN
ajfti-4570	25	17	derived	derive	VERB
ajfti-4570	25	18	from	from	ADP
ajfti-4570	25	19	company	company	NOUN
ajfti-4570	25	20	financial	financial	ADJ
ajfti-4570	25	21	statements	statement	NOUN
ajfti-4570	25	22	.	.	PUNCT
ajfti-4570	26	1	instead	instead	ADV
ajfti-4570	26	2	of	of	ADP
ajfti-4570	26	3	relying	rely	VERB
ajfti-4570	26	4	on	on	ADP
ajfti-4570	26	5	binary	binary	ADJ
ajfti-4570	26	6	classification	classification	NOUN
ajfti-4570	26	7	(	(	PUNCT
ajfti-4570	26	8	distressed	distressed	ADJ
ajfti-4570	26	9	vs.	vs.	ADP
ajfti-4570	26	10	non	non	ADJ
ajfti-4570	26	11	-	-	ADJ
ajfti-4570	26	12	distressed	distressed	ADJ
ajfti-4570	26	13	)	)	PUNCT
ajfti-4570	26	14	based	base	VERB
ajfti-4570	26	15	on	on	ADP
ajfti-4570	26	16	interest	interest	NOUN
ajfti-4570	26	17	coverage	coverage	NOUN
ajfti-4570	26	18	ratio	ratio	NOUN
ajfti-4570	26	19	(	(	PUNCT
ajfti-4570	26	20	ic	ic	PROPN
ajfti-4570	26	21	)	)	PUNCT
ajfti-4570	26	22	,	,	PUNCT
ajfti-4570	26	23	as	as	ADP
ajfti-4570	26	24	commonly	commonly	ADV
ajfti-4570	26	25	seen	see	VERB
ajfti-4570	26	26	in	in	ADP
ajfti-4570	26	27	previous	previous	ADJ
ajfti-4570	26	28	research	research	NOUN
ajfti-4570	26	29	,	,	PUNCT
ajfti-4570	26	30	we	we	PRON
ajfti-4570	26	31	introduce	introduce	VERB
ajfti-4570	26	32	a	a	DET
ajfti-4570	26	33	more	more	ADV
ajfti-4570	26	34	granular	granular	ADJ
ajfti-4570	26	35	,	,	PUNCT
ajfti-4570	26	36	multiclass	multiclass	ADJ
ajfti-4570	26	37	prediction	prediction	NOUN
ajfti-4570	26	38	framework	framework	NOUN
ajfti-4570	26	39	that	that	PRON
ajfti-4570	26	40	categorizes	categorize	VERB
ajfti-4570	26	41	companies	company	NOUN
ajfti-4570	26	42	into	into	ADP
ajfti-4570	26	43	three	three	NUM
ajfti-4570	26	44	financial	financial	ADJ
ajfti-4570	26	45	health	health	NOUN
ajfti-4570	26	46	statuses	status	NOUN
ajfti-4570	26	47	:	:	PUNCT
ajfti-4570	26	48	green	green	ADJ
ajfti-4570	26	49	(	(	PUNCT
ajfti-4570	26	50	stable	stable	ADJ
ajfti-4570	26	51	)	)	PUNCT
ajfti-4570	26	52	,	,	PUNCT
ajfti-4570	26	53	grey	grey	PROPN
ajfti-4570	26	54	(	(	PUNCT
ajfti-4570	26	55	at	at	ADP
ajfti-4570	26	56	-	-	PUNCT
ajfti-4570	26	57	risk	risk	NOUN
ajfti-4570	26	58	)	)	PUNCT
ajfti-4570	26	59	,	,	PUNCT
ajfti-4570	26	60	and	and	CCONJ
ajfti-4570	26	61	red	red	ADJ
ajfti-4570	26	62	(	(	PUNCT
ajfti-4570	26	63	distressed	distressed	ADJ
ajfti-4570	26	64	)	)	PUNCT
ajfti-4570	26	65	,	,	PUNCT
ajfti-4570	26	66	which	which	PRON
ajfti-4570	26	67	leverage	leverage	NOUN
ajfti-4570	26	68	from	from	ADP
ajfti-4570	26	69	three	three	NUM
ajfti-4570	26	70	approaches	approach	NOUN
ajfti-4570	26	71	:	:	PUNCT
ajfti-4570	26	72	distance	distance	NOUN
ajfti-4570	26	73	to	to	PART
ajfti-4570	26	74	default	default	VERB
ajfti-4570	26	75	(	(	PUNCT
ajfti-4570	26	76	dd	dd	NOUN
ajfti-4570	26	77	)	)	PUNCT
ajfti-4570	26	78	,	,	PUNCT
ajfti-4570	26	79	emerging	emerge	VERB
ajfti-4570	26	80	market	market	NOUN
ajfti-4570	26	81	score	score	NOUN
ajfti-4570	26	82	(	(	PUNCT
ajfti-4570	26	83	ems	ems	PROPN
ajfti-4570	26	84	)	)	PUNCT
ajfti-4570	26	85	,	,	PUNCT
ajfti-4570	26	86	and	and	CCONJ
ajfti-4570	26	87	altman	altman	PROPN
ajfti-4570	26	88	’s	’s	PART
ajfti-4570	26	89	z	z	NOUN
ajfti-4570	26	90	-	-	PUNCT
ajfti-4570	26	91	score	score	NOUN
ajfti-4570	26	92	.	.	PUNCT
ajfti-4570	27	1	in	in	ADP
ajfti-4570	27	2	addition	addition	NOUN
ajfti-4570	27	3	,	,	PUNCT
ajfti-4570	27	4	widely	widely	ADV
ajfti-4570	27	5	used	use	VERB
ajfti-4570	27	6	machine	machine	NOUN
ajfti-4570	27	7	learning	learning	NOUN
ajfti-4570	27	8	models	model	NOUN
ajfti-4570	27	9	in	in	ADP
ajfti-4570	27	10	classification	classification	NOUN
ajfti-4570	27	11	tasks	task	NOUN
ajfti-4570	27	12	such	such	ADJ
ajfti-4570	27	13	as	as	ADP
ajfti-4570	27	14	random	random	ADJ
ajfti-4570	27	15	forest	forest	NOUN
ajfti-4570	27	16	,	,	PUNCT
ajfti-4570	27	17	xgboost	xgboost	ADV
ajfti-4570	27	18	,	,	PUNCT
ajfti-4570	27	19	catboost	catboost	VERB
ajfti-4570	27	20	and	and	CCONJ
ajfti-4570	27	21	support	support	VERB
ajfti-4570	27	22	vector	vector	NOUN
ajfti-4570	27	23	machine	machine	NOUN
ajfti-4570	27	24	are	be	AUX
ajfti-4570	27	25	applied	apply	VERB
ajfti-4570	27	26	in	in	ADP
ajfti-4570	27	27	this	this	DET
ajfti-4570	27	28	study	study	NOUN
ajfti-4570	27	29	.	.	PUNCT
ajfti-4570	28	1	among	among	ADP
ajfti-4570	28	2	the	the	DET
ajfti-4570	28	3	tested	test	VERB
ajfti-4570	28	4	machine	machine	NOUN
ajfti-4570	28	5	learning	learning	NOUN
ajfti-4570	28	6	algorithms	algorithm	NOUN
ajfti-4570	28	7	,	,	PUNCT
ajfti-4570	28	8	random	random	ADJ
ajfti-4570	28	9	forest	forest	NOUN
ajfti-4570	28	10	performed	perform	VERB
ajfti-4570	28	11	the	the	DET
ajfti-4570	28	12	best	good	ADJ
ajfti-4570	28	13	with	with	ADP
ajfti-4570	28	14	an	an	DET
ajfti-4570	28	15	impressive	impressive	ADJ
ajfti-4570	28	16	roc	roc	NOUN
ajfti-4570	28	17	-	-	PUNCT
ajfti-4570	28	18	auc	auc	NOUN
ajfti-4570	28	19	score	score	NOUN
ajfti-4570	28	20	of	of	ADP
ajfti-4570	28	21	99.26	99.26	NUM
ajfti-4570	28	22	%	%	NOUN
ajfti-4570	28	23	.	.	PUNCT
ajfti-4570	29	1	the	the	DET
ajfti-4570	29	2	ems	ems	PROPN
ajfti-4570	29	3	score	score	NOUN
ajfti-4570	29	4	emerged	emerge	VERB
ajfti-4570	29	5	as	as	ADP
ajfti-4570	29	6	a	a	DET
ajfti-4570	29	7	highly	highly	ADV
ajfti-4570	29	8	effective	effective	ADJ
ajfti-4570	29	9	predictor	predictor	NOUN
ajfti-4570	29	10	of	of	ADP
ajfti-4570	29	11	financial	financial	ADJ
ajfti-4570	29	12	distress	distress	NOUN
ajfti-4570	29	13	when	when	SCONJ
ajfti-4570	29	14	integrated	integrate	VERB
ajfti-4570	29	15	with	with	ADP
ajfti-4570	29	16	machine	machine	NOUN
ajfti-4570	29	17	learning	learning	NOUN
ajfti-4570	29	18	models	model	NOUN
ajfti-4570	29	19	,	,	PUNCT
ajfti-4570	29	20	surpassing	surpass	VERB
ajfti-4570	29	21	traditional	traditional	ADJ
ajfti-4570	29	22	methods	method	NOUN
ajfti-4570	29	23	and	and	CCONJ
ajfti-4570	29	24	demonstrating	demonstrate	VERB
ajfti-4570	29	25	the	the	DET
ajfti-4570	29	26	potential	potential	ADJ
ajfti-4570	29	27	1	1	NUM
ajfti-4570	29	28	college	college	NOUN
ajfti-4570	29	29	of	of	ADP
ajfti-4570	29	30	business	business	NOUN
ajfti-4570	29	31	,	,	PUNCT
ajfti-4570	29	32	southern	southern	PROPN
ajfti-4570	29	33	taiwan	taiwan	PROPN
ajfti-4570	29	34	university	university	PROPN
ajfti-4570	29	35	of	of	ADP
ajfti-4570	29	36	science	science	NOUN
ajfti-4570	29	37	and	and	CCONJ
ajfti-4570	29	38	technology	technology	NOUN
ajfti-4570	29	39	,	,	PUNCT
ajfti-4570	29	40	tainan	tainan	PROPN
ajfti-4570	29	41	710301	710301	NUM
ajfti-4570	29	42	,	,	PUNCT
ajfti-4570	29	43	taiwan	taiwan	PROPN
ajfti-4570	29	44	roc	roc	PROPN
ajfti-4570	29	45	2	2	NUM
ajfti-4570	29	46	department	department	NOUN
ajfti-4570	29	47	of	of	ADP
ajfti-4570	29	48	information	information	NOUN
ajfti-4570	29	49	management	management	NOUN
ajfti-4570	29	50	,	,	PUNCT
ajfti-4570	29	51	southern	southern	PROPN
ajfti-4570	29	52	taiwan	taiwan	PROPN
ajfti-4570	29	53	university	university	PROPN
ajfti-4570	29	54	of	of	ADP
ajfti-4570	29	55	science	science	NOUN
ajfti-4570	29	56	and	and	CCONJ
ajfti-4570	29	57	technology	technology	NOUN
ajfti-4570	29	58	,	,	PUNCT
ajfti-4570	29	59	tainan	tainan	PROPN
ajfti-4570	29	60	710301	710301	NUM
ajfti-4570	29	61	,	,	PUNCT
ajfti-4570	29	62	taiwan	taiwan	PROPN
ajfti-4570	29	63	roc	roc	PROPN
ajfti-4570	29	64	*	*	PUNCT
ajfti-4570	29	65	corresponding	correspond	VERB
ajfti-4570	29	66	author	author	NOUN
ajfti-4570	29	67	’s	’s	PART
ajfti-4570	29	68	e	e	NOUN
ajfti-4570	29	69	-	-	NOUN
ajfti-4570	29	70	mail	mail	NOUN
ajfti-4570	29	71	:	:	PUNCT
ajfti-4570	29	72	pwang@stust.edu.tw	pwang@stust.edu.tw	PROPN
ajfti-4570	29	73	pa	pa	PROPN
ajfti-4570	29	74	ge	ge	PROPN
ajfti-4570	29	75	11	11	NUM
ajfti-4570	29	76	6	6	NUM
ajfti-4570	29	77	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-4570	29	78	am	be	AUX
ajfti-4570	29	79	.	.	PUNCT
ajfti-4570	30	1	j.	j.	PROPN
ajfti-4570	30	2	financ	financ	PROPN
ajfti-4570	30	3	.	.	PUNCT
ajfti-4570	31	1	technol	technol	PROPN
ajfti-4570	31	2	.	.	PUNCT
ajfti-4570	31	3	innov	innov	PROPN
ajfti-4570	31	4	.	.	PUNCT
ajfti-4570	32	1	3(1	3(1	NUM
ajfti-4570	32	2	)	)	PUNCT
ajfti-4570	32	3	115	115	NUM
ajfti-4570	32	4	-	-	SYM
ajfti-4570	32	5	127	127	NUM
ajfti-4570	32	6	,	,	PUNCT
ajfti-4570	32	7	2025	2025	NUM
ajfti-4570	32	8	of	of	ADP
ajfti-4570	32	9	machine	machine	NOUN
ajfti-4570	32	10	learning	learning	NOUN
ajfti-4570	32	11	in	in	ADP
ajfti-4570	32	12	financial	financial	ADJ
ajfti-4570	32	13	health	health	NOUN
ajfti-4570	32	14	prediction	prediction	NOUN
ajfti-4570	32	15	.	.	PUNCT
ajfti-4570	33	1	this	this	DET
ajfti-4570	33	2	research	research	NOUN
ajfti-4570	33	3	makes	make	VERB
ajfti-4570	33	4	a	a	DET
ajfti-4570	33	5	significant	significant	ADJ
ajfti-4570	33	6	contribution	contribution	NOUN
ajfti-4570	33	7	by	by	ADP
ajfti-4570	33	8	identifying	identify	VERB
ajfti-4570	33	9	an	an	DET
ajfti-4570	33	10	effective	effective	ADJ
ajfti-4570	33	11	method	method	NOUN
ajfti-4570	33	12	for	for	ADP
ajfti-4570	33	13	predicting	predict	VERB
ajfti-4570	33	14	financial	financial	ADJ
ajfti-4570	33	15	distress	distress	NOUN
ajfti-4570	33	16	in	in	ADP
ajfti-4570	33	17	vietnam	vietnam	PROPN
ajfti-4570	33	18	and	and	CCONJ
ajfti-4570	33	19	verifying	verify	VERB
ajfti-4570	33	20	the	the	DET
ajfti-4570	33	21	effectiveness	effectiveness	NOUN
ajfti-4570	33	22	of	of	ADP
ajfti-4570	33	23	the	the	DET
ajfti-4570	33	24	ems	ems	PROPN
ajfti-4570	33	25	score	score	NOUN
ajfti-4570	33	26	as	as	ADP
ajfti-4570	33	27	an	an	DET
ajfti-4570	33	28	early	early	ADJ
ajfti-4570	33	29	warning	warning	NOUN
ajfti-4570	33	30	indicator	indicator	NOUN
ajfti-4570	33	31	in	in	ADP
ajfti-4570	33	32	the	the	DET
ajfti-4570	33	33	vietnamese	vietnamese	ADJ
ajfti-4570	33	34	stock	stock	NOUN
ajfti-4570	33	35	market	market	NOUN
ajfti-4570	33	36	.	.	PUNCT
ajfti-4570	34	1	the	the	DET
ajfti-4570	34	2	results	result	NOUN
ajfti-4570	34	3	will	will	AUX
ajfti-4570	34	4	provide	provide	VERB
ajfti-4570	34	5	useful	useful	ADJ
ajfti-4570	34	6	tools	tool	NOUN
ajfti-4570	34	7	for	for	ADP
ajfti-4570	34	8	traders	trader	NOUN
ajfti-4570	34	9	,	,	PUNCT
ajfti-4570	34	10	investors	investor	NOUN
ajfti-4570	34	11	,	,	PUNCT
ajfti-4570	34	12	and	and	CCONJ
ajfti-4570	34	13	policymakers	policymaker	NOUN
ajfti-4570	34	14	,	,	PUNCT
ajfti-4570	34	15	helping	help	VERB
ajfti-4570	34	16	them	they	PRON
ajfti-4570	34	17	make	make	VERB
ajfti-4570	34	18	data	datum	NOUN
ajfti-4570	34	19	-	-	PUNCT
ajfti-4570	34	20	driven	drive	VERB
ajfti-4570	34	21	decisions	decision	NOUN
ajfti-4570	34	22	.	.	PUNCT
ajfti-4570	35	1	moreover	moreover	ADV
ajfti-4570	35	2	,	,	PUNCT
ajfti-4570	35	3	our	our	PRON
ajfti-4570	35	4	approach	approach	NOUN
ajfti-4570	35	5	enhances	enhance	VERB
ajfti-4570	35	6	existing	exist	VERB
ajfti-4570	35	7	distress	distress	NOUN
ajfti-4570	35	8	prediction	prediction	NOUN
ajfti-4570	35	9	models	model	NOUN
ajfti-4570	35	10	by	by	ADP
ajfti-4570	35	11	leveraging	leverage	VERB
ajfti-4570	35	12	machine	machine	NOUN
ajfti-4570	35	13	learning	learning	NOUN
ajfti-4570	35	14	techniques	technique	NOUN
ajfti-4570	35	15	,	,	PUNCT
ajfti-4570	35	16	which	which	PRON
ajfti-4570	35	17	have	have	AUX
ajfti-4570	35	18	been	be	AUX
ajfti-4570	35	19	underutilized	underutilize	VERB
ajfti-4570	35	20	in	in	ADP
ajfti-4570	35	21	vietnam	vietnam	PROPN
ajfti-4570	35	22	’s	’s	PART
ajfti-4570	35	23	financial	financial	ADJ
ajfti-4570	35	24	market	market	NOUN
ajfti-4570	35	25	analysis	analysis	NOUN
ajfti-4570	35	26	.	.	PUNCT
ajfti-4570	36	1	for	for	ADP
ajfti-4570	36	2	this	this	DET
ajfti-4570	36	3	study	study	NOUN
ajfti-4570	36	4	,	,	PUNCT
ajfti-4570	36	5	we	we	PRON
ajfti-4570	36	6	collected	collect	VERB
ajfti-4570	36	7	financial	financial	ADJ
ajfti-4570	36	8	statement	statement	NOUN
ajfti-4570	36	9	data	datum	NOUN
ajfti-4570	36	10	from	from	ADP
ajfti-4570	36	11	34	34	NUM
ajfti-4570	36	12	vietnamese	vietnamese	ADJ
ajfti-4570	36	13	companies	company	NOUN
ajfti-4570	36	14	,	,	PUNCT
ajfti-4570	36	15	spanning	span	VERB
ajfti-4570	36	16	from	from	ADP
ajfti-4570	36	17	their	their	PRON
ajfti-4570	36	18	initial	initial	ADJ
ajfti-4570	36	19	public	public	ADJ
ajfti-4570	36	20	offering	offering	NOUN
ajfti-4570	36	21	(	(	PUNCT
ajfti-4570	36	22	ipo	ipo	NOUN
ajfti-4570	36	23	)	)	PUNCT
ajfti-4570	36	24	to	to	ADP
ajfti-4570	36	25	2023	2023	NUM
ajfti-4570	36	26	.	.	PUNCT
ajfti-4570	37	1	the	the	DET
ajfti-4570	37	2	remaining	remain	VERB
ajfti-4570	37	3	of	of	ADP
ajfti-4570	37	4	this	this	DET
ajfti-4570	37	5	paper	paper	NOUN
ajfti-4570	37	6	is	be	AUX
ajfti-4570	37	7	organized	organize	VERB
ajfti-4570	37	8	is	be	AUX
ajfti-4570	37	9	organized	organize	VERB
ajfti-4570	37	10	as	as	SCONJ
ajfti-4570	37	11	follows	follow	VERB
ajfti-4570	37	12	:	:	PUNCT
ajfti-4570	37	13	the	the	DET
ajfti-4570	37	14	pertinent	pertinent	ADJ
ajfti-4570	37	15	literature	literature	NOUN
ajfti-4570	37	16	on	on	ADP
ajfti-4570	37	17	predicting	predict	VERB
ajfti-4570	37	18	financial	financial	ADJ
ajfti-4570	37	19	crisis	crisis	NOUN
ajfti-4570	37	20	in	in	ADP
ajfti-4570	37	21	vietnam	vietnam	PROPN
ajfti-4570	37	22	is	be	AUX
ajfti-4570	37	23	reviewed	review	VERB
ajfti-4570	37	24	in	in	ADP
ajfti-4570	37	25	section	section	NOUN
ajfti-4570	37	26	2	2	NUM
ajfti-4570	37	27	.	.	PUNCT
ajfti-4570	38	1	in	in	ADP
ajfti-4570	38	2	section	section	NOUN
ajfti-4570	38	3	3	3	NUM
ajfti-4570	38	4	,	,	PUNCT
ajfti-4570	38	5	the	the	DET
ajfti-4570	38	6	method	method	NOUN
ajfti-4570	38	7	is	be	AUX
ajfti-4570	38	8	described	describe	VERB
ajfti-4570	38	9	.	.	PUNCT
ajfti-4570	39	1	the	the	DET
ajfti-4570	39	2	findings	finding	NOUN
ajfti-4570	39	3	are	be	AUX
ajfti-4570	39	4	covered	cover	VERB
ajfti-4570	39	5	in	in	ADP
ajfti-4570	39	6	section	section	NOUN
ajfti-4570	39	7	4	4	NUM
ajfti-4570	39	8	,	,	PUNCT
ajfti-4570	39	9	and	and	CCONJ
ajfti-4570	39	10	section	section	NOUN
ajfti-4570	39	11	5	5	NUM
ajfti-4570	39	12	provides	provide	VERB
ajfti-4570	39	13	the	the	DET
ajfti-4570	39	14	key	key	ADJ
ajfti-4570	39	15	findings	finding	NOUN
ajfti-4570	39	16	,	,	PUNCT
ajfti-4570	39	17	contributions	contribution	NOUN
ajfti-4570	39	18	,	,	PUNCT
ajfti-4570	39	19	and	and	CCONJ
ajfti-4570	39	20	further	further	ADJ
ajfti-4570	39	21	discussion	discussion	NOUN
ajfti-4570	39	22	of	of	ADP
ajfti-4570	39	23	this	this	DET
ajfti-4570	39	24	study	study	NOUN
ajfti-4570	39	25	.	.	PUNCT
ajfti-4570	40	1	literature	literature	PROPN
ajfti-4570	40	2	review	review	PROPN
ajfti-4570	40	3	literature	literature	NOUN
ajfti-4570	40	4	includes	include	VERB
ajfti-4570	40	5	a	a	DET
ajfti-4570	40	6	variety	variety	NOUN
ajfti-4570	40	7	of	of	ADP
ajfti-4570	40	8	studies	study	NOUN
ajfti-4570	40	9	focused	focus	VERB
ajfti-4570	40	10	on	on	ADP
ajfti-4570	40	11	company	company	NOUN
ajfti-4570	40	12	bankruptcy	bankruptcy	NOUN
ajfti-4570	40	13	or	or	CCONJ
ajfti-4570	40	14	financial	financial	ADJ
ajfti-4570	40	15	distress	distress	NOUN
ajfti-4570	40	16	,	,	PUNCT
ajfti-4570	40	17	aimed	aim	VERB
ajfti-4570	40	18	at	at	ADP
ajfti-4570	40	19	assisting	assist	VERB
ajfti-4570	40	20	academics	academic	NOUN
ajfti-4570	40	21	,	,	PUNCT
ajfti-4570	40	22	investors	investor	NOUN
ajfti-4570	40	23	,	,	PUNCT
ajfti-4570	40	24	and	and	CCONJ
ajfti-4570	40	25	policymakers	policymaker	NOUN
ajfti-4570	40	26	in	in	ADP
ajfti-4570	40	27	evaluating	evaluate	VERB
ajfti-4570	40	28	the	the	DET
ajfti-4570	40	29	stock	stock	NOUN
ajfti-4570	40	30	market	market	NOUN
ajfti-4570	40	31	.	.	PUNCT
ajfti-4570	41	1	however	however	ADV
ajfti-4570	41	2	,	,	PUNCT
ajfti-4570	41	3	most	most	ADJ
ajfti-4570	41	4	of	of	ADP
ajfti-4570	41	5	these	these	DET
ajfti-4570	41	6	studies	study	NOUN
ajfti-4570	41	7	typically	typically	ADV
ajfti-4570	41	8	use	use	VERB
ajfti-4570	41	9	binary	binary	ADJ
ajfti-4570	41	10	target	target	NOUN
ajfti-4570	41	11	variables	variable	NOUN
ajfti-4570	41	12	to	to	PART
ajfti-4570	41	13	provide	provide	VERB
ajfti-4570	41	14	simple	simple	ADJ
ajfti-4570	41	15	“	"	PUNCT
ajfti-4570	41	16	yes	yes	INTJ
ajfti-4570	41	17	”	"	PUNCT
ajfti-4570	41	18	or	or	CCONJ
ajfti-4570	41	19	“	"	PUNCT
ajfti-4570	41	20	no	no	INTJ
ajfti-4570	41	21	”	"	PUNCT
ajfti-4570	41	22	outcomes	outcome	NOUN
ajfti-4570	41	23	.	.	PUNCT
ajfti-4570	42	1	a	a	DET
ajfti-4570	42	2	research	research	NOUN
ajfti-4570	42	3	on	on	ADP
ajfti-4570	42	4	forecasting	forecast	VERB
ajfti-4570	42	5	financial	financial	ADJ
ajfti-4570	42	6	difficulties	difficulty	NOUN
ajfti-4570	42	7	and	and	CCONJ
ajfti-4570	42	8	insolvency	insolvency	NOUN
ajfti-4570	42	9	among	among	ADP
ajfti-4570	42	10	vietnamese	vietnamese	ADJ
ajfti-4570	42	11	listed	list	VERB
ajfti-4570	42	12	firms	firm	NOUN
ajfti-4570	42	13	was	be	AUX
ajfti-4570	42	14	carried	carry	VERB
ajfti-4570	42	15	out	out	ADP
ajfti-4570	42	16	by	by	ADP
ajfti-4570	42	17	pham	pham	PROPN
ajfti-4570	42	18	vo	vo	PROPN
ajfti-4570	42	19	ninh	ninh	PROPN
ajfti-4570	42	20	et	et	PROPN
ajfti-4570	42	21	al	al	PROPN
ajfti-4570	42	22	.	.	PUNCT
ajfti-4570	43	1	(	(	PUNCT
ajfti-4570	43	2	2018	2018	NUM
ajfti-4570	43	3	)	)	PUNCT
ajfti-4570	43	4	.	.	PUNCT
ajfti-4570	44	1	they	they	PRON
ajfti-4570	44	2	used	use	VERB
ajfti-4570	44	3	accounting	accounting	NOUN
ajfti-4570	44	4	,	,	PUNCT
ajfti-4570	44	5	market	market	NOUN
ajfti-4570	44	6	,	,	PUNCT
ajfti-4570	44	7	and	and	CCONJ
ajfti-4570	44	8	macroeconomic	macroeconomic	ADJ
ajfti-4570	44	9	aspects	aspect	NOUN
ajfti-4570	44	10	in	in	ADP
ajfti-4570	44	11	their	their	PRON
ajfti-4570	44	12	study	study	NOUN
ajfti-4570	44	13	,	,	PUNCT
ajfti-4570	44	14	using	use	VERB
ajfti-4570	44	15	a	a	DET
ajfti-4570	44	16	dataset	dataset	NOUN
ajfti-4570	44	17	of	of	ADP
ajfti-4570	44	18	800	800	NUM
ajfti-4570	44	19	vietnamese	vietnamese	ADJ
ajfti-4570	44	20	companies	company	NOUN
ajfti-4570	44	21	from	from	ADP
ajfti-4570	44	22	2003	2003	NUM
ajfti-4570	44	23	to	to	ADP
ajfti-4570	44	24	2016	2016	NUM
ajfti-4570	44	25	with	with	ADP
ajfti-4570	44	26	6,736	6,736	NUM
ajfti-4570	44	27	observations	observation	NOUN
ajfti-4570	44	28	.	.	PUNCT
ajfti-4570	45	1	the	the	DET
ajfti-4570	45	2	effect	effect	NOUN
ajfti-4570	45	3	of	of	ADP
ajfti-4570	45	4	market	market	NOUN
ajfti-4570	45	5	data	datum	NOUN
ajfti-4570	45	6	models	model	NOUN
ajfti-4570	45	7	,	,	PUNCT
ajfti-4570	45	8	financial	financial	ADJ
ajfti-4570	45	9	statement	statement	NOUN
ajfti-4570	45	10	data	datum	NOUN
ajfti-4570	45	11	models	model	NOUN
ajfti-4570	45	12	,	,	PUNCT
ajfti-4570	45	13	and	and	CCONJ
ajfti-4570	45	14	external	external	ADJ
ajfti-4570	45	15	economic	economic	ADJ
ajfti-4570	45	16	variables	variable	NOUN
ajfti-4570	45	17	on	on	ADP
ajfti-4570	45	18	the	the	DET
ajfti-4570	45	19	probability	probability	NOUN
ajfti-4570	45	20	of	of	ADP
ajfti-4570	45	21	financial	financial	ADJ
ajfti-4570	45	22	distress	distress	NOUN
ajfti-4570	45	23	in	in	ADP
ajfti-4570	45	24	vietnamese	vietnamese	ADJ
ajfti-4570	45	25	enterprises	enterprise	NOUN
ajfti-4570	45	26	was	be	AUX
ajfti-4570	45	27	investigated	investigate	VERB
ajfti-4570	45	28	using	use	VERB
ajfti-4570	45	29	a	a	DET
ajfti-4570	45	30	logistic	logistic	ADJ
ajfti-4570	45	31	regression	regression	NOUN
ajfti-4570	45	32	model	model	NOUN
ajfti-4570	45	33	.	.	PUNCT
ajfti-4570	46	1	the	the	DET
ajfti-4570	46	2	results	result	NOUN
ajfti-4570	46	3	showed	show	VERB
ajfti-4570	46	4	that	that	SCONJ
ajfti-4570	46	5	while	while	SCONJ
ajfti-4570	46	6	the	the	DET
ajfti-4570	46	7	leverage	leverage	NOUN
ajfti-4570	46	8	ratio	ratio	NOUN
ajfti-4570	46	9	shows	show	VERB
ajfti-4570	46	10	a	a	DET
ajfti-4570	46	11	positive	positive	ADJ
ajfti-4570	46	12	link	link	NOUN
ajfti-4570	46	13	with	with	ADP
ajfti-4570	46	14	financial	financial	ADJ
ajfti-4570	46	15	difficulty	difficulty	NOUN
ajfti-4570	46	16	,	,	PUNCT
ajfti-4570	46	17	larger	large	ADJ
ajfti-4570	46	18	enterprises	enterprise	NOUN
ajfti-4570	46	19	had	have	VERB
ajfti-4570	46	20	a	a	DET
ajfti-4570	46	21	reduced	reduce	VERB
ajfti-4570	46	22	likelihood	likelihood	NOUN
ajfti-4570	46	23	of	of	ADP
ajfti-4570	46	24	default	default	NOUN
ajfti-4570	46	25	.	.	PUNCT
ajfti-4570	47	1	furthermore	furthermore	ADV
ajfti-4570	47	2	,	,	PUNCT
ajfti-4570	47	3	it	it	PRON
ajfti-4570	47	4	was	be	AUX
ajfti-4570	47	5	discovered	discover	VERB
ajfti-4570	47	6	that	that	SCONJ
ajfti-4570	47	7	financial	financial	ADJ
ajfti-4570	47	8	hardship	hardship	NOUN
ajfti-4570	47	9	positively	positively	ADV
ajfti-4570	47	10	correlated	correlate	VERB
ajfti-4570	47	11	with	with	ADP
ajfti-4570	47	12	both	both	CCONJ
ajfti-4570	47	13	inflation	inflation	NOUN
ajfti-4570	47	14	and	and	CCONJ
ajfti-4570	47	15	short	short	ADJ
ajfti-4570	47	16	-	-	PUNCT
ajfti-4570	47	17	term	term	NOUN
ajfti-4570	47	18	treasury	treasury	NOUN
ajfti-4570	47	19	bill	bill	NOUN
ajfti-4570	47	20	interest	interest	NOUN
ajfti-4570	47	21	rates	rate	NOUN
ajfti-4570	47	22	.	.	PUNCT
ajfti-4570	48	1	tran	tran	PROPN
ajfti-4570	48	2	et	et	PROPN
ajfti-4570	48	3	al	al	PROPN
ajfti-4570	48	4	.	.	PROPN
ajfti-4570	49	1	(	(	PUNCT
ajfti-4570	49	2	2022	2022	NUM
ajfti-4570	49	3	)	)	PUNCT
ajfti-4570	49	4	applied	apply	VERB
ajfti-4570	49	5	various	various	ADJ
ajfti-4570	49	6	machine	machine	NOUN
ajfti-4570	49	7	learning	learn	VERB
ajfti-4570	49	8	algorithms	algorithm	NOUN
ajfti-4570	49	9	,	,	PUNCT
ajfti-4570	49	10	including	include	VERB
ajfti-4570	49	11	artificial	artificial	ADJ
ajfti-4570	49	12	neural	neural	ADJ
ajfti-4570	49	13	networks	network	NOUN
ajfti-4570	49	14	,	,	PUNCT
ajfti-4570	49	15	support	support	VERB
ajfti-4570	49	16	vector	vector	NOUN
ajfti-4570	49	17	machines	machine	NOUN
ajfti-4570	49	18	(	(	PUNCT
ajfti-4570	49	19	svm	svm	PROPN
ajfti-4570	49	20	)	)	PUNCT
ajfti-4570	49	21	,	,	PUNCT
ajfti-4570	49	22	logistic	logistic	ADJ
ajfti-4570	49	23	regression	regression	NOUN
ajfti-4570	49	24	,	,	PUNCT
ajfti-4570	49	25	decision	decision	NOUN
ajfti-4570	49	26	trees	tree	NOUN
ajfti-4570	49	27	,	,	PUNCT
ajfti-4570	49	28	and	and	CCONJ
ajfti-4570	49	29	random	random	ADJ
ajfti-4570	49	30	forests	forest	NOUN
ajfti-4570	49	31	to	to	PART
ajfti-4570	49	32	forecast	forecast	VERB
ajfti-4570	49	33	risky	risky	ADJ
ajfti-4570	49	34	credit	credit	NOUN
ajfti-4570	49	35	in	in	ADP
ajfti-4570	49	36	public	public	ADJ
ajfti-4570	49	37	companies	company	NOUN
ajfti-4570	49	38	in	in	ADP
ajfti-4570	49	39	vietnam	vietnam	PROPN
ajfti-4570	49	40	over	over	ADP
ajfti-4570	49	41	the	the	DET
ajfti-4570	49	42	period	period	NOUN
ajfti-4570	49	43	from	from	ADP
ajfti-4570	49	44	2010	2010	NUM
ajfti-4570	49	45	-	-	SYM
ajfti-4570	49	46	2021	2021	NUM
ajfti-4570	49	47	.	.	PUNCT
ajfti-4570	50	1	the	the	DET
ajfti-4570	50	2	dataset	dataset	NOUN
ajfti-4570	50	3	consisted	consist	VERB
ajfti-4570	50	4	of	of	ADP
ajfti-4570	50	5	3,277	3,277	NUM
ajfti-4570	50	6	observations	observation	NOUN
ajfti-4570	50	7	in	in	ADP
ajfti-4570	50	8	which	which	PRON
ajfti-4570	50	9	436	436	NUM
ajfti-4570	50	10	companies	company	NOUN
ajfti-4570	50	11	(	(	PUNCT
ajfti-4570	50	12	13.3	13.3	NUM
ajfti-4570	50	13	%	%	NOUN
ajfti-4570	50	14	)	)	PUNCT
ajfti-4570	50	15	were	be	AUX
ajfti-4570	50	16	identified	identify	VERB
ajfti-4570	50	17	as	as	ADP
ajfti-4570	50	18	financially	financially	ADV
ajfti-4570	50	19	distressed	distressed	ADJ
ajfti-4570	50	20	,	,	PUNCT
ajfti-4570	50	21	while	while	SCONJ
ajfti-4570	50	22	2,841	2,841	NUM
ajfti-4570	50	23	companies	company	NOUN
ajfti-4570	50	24	(	(	PUNCT
ajfti-4570	50	25	86.7	86.7	NUM
ajfti-4570	50	26	%	%	NOUN
ajfti-4570	50	27	)	)	PUNCT
ajfti-4570	50	28	were	be	AUX
ajfti-4570	50	29	categorized	categorize	VERB
ajfti-4570	50	30	as	as	ADP
ajfti-4570	50	31	non	non	ADJ
ajfti-4570	50	32	-	-	ADJ
ajfti-4570	50	33	distressed	distressed	ADJ
ajfti-4570	50	34	.	.	PUNCT
ajfti-4570	51	1	the	the	DET
ajfti-4570	51	2	outcomes	outcome	NOUN
ajfti-4570	51	3	demonstrated	demonstrate	VERB
ajfti-4570	51	4	that	that	SCONJ
ajfti-4570	51	5	factors	factor	NOUN
ajfti-4570	51	6	such	such	ADJ
ajfti-4570	51	7	as	as	ADP
ajfti-4570	51	8	accounts	account	NOUN
ajfti-4570	51	9	payable	payable	ADJ
ajfti-4570	51	10	to	to	ADP
ajfti-4570	51	11	equity	equity	NOUN
ajfti-4570	51	12	ratio	ratio	NOUN
ajfti-4570	51	13	,	,	PUNCT
ajfti-4570	51	14	long	long	ADJ
ajfti-4570	51	15	-	-	PUNCT
ajfti-4570	51	16	term	term	NOUN
ajfti-4570	51	17	debt	debt	NOUN
ajfti-4570	51	18	to	to	ADP
ajfti-4570	51	19	equity	equity	NOUN
ajfti-4570	51	20	ratio	ratio	NOUN
ajfti-4570	51	21	,	,	PUNCT
ajfti-4570	51	22	diluted	dilute	VERB
ajfti-4570	51	23	earnings	earning	NOUN
ajfti-4570	51	24	per	per	ADP
ajfti-4570	51	25	share	share	NOUN
ajfti-4570	51	26	and	and	CCONJ
ajfti-4570	51	27	enterprise	enterprise	NOUN
ajfti-4570	51	28	value	value	NOUN
ajfti-4570	51	29	to	to	ADP
ajfti-4570	51	30	revenue	revenue	NOUN
ajfti-4570	51	31	ratio	ratio	NOUN
ajfti-4570	51	32	significantly	significantly	ADV
ajfti-4570	51	33	influenced	influence	VERB
ajfti-4570	51	34	the	the	DET
ajfti-4570	51	35	predictive	predictive	ADJ
ajfti-4570	51	36	outcomes	outcome	NOUN
ajfti-4570	51	37	and	and	CCONJ
ajfti-4570	51	38	were	be	AUX
ajfti-4570	51	39	largely	largely	ADV
ajfti-4570	51	40	aligned	align	VERB
ajfti-4570	51	41	with	with	ADP
ajfti-4570	51	42	established	establish	VERB
ajfti-4570	51	43	expert	expert	ADJ
ajfti-4570	51	44	knowledge	knowledge	NOUN
ajfti-4570	51	45	.	.	PUNCT
ajfti-4570	52	1	tran	tran	PROPN
ajfti-4570	52	2	et	et	PROPN
ajfti-4570	52	3	al	al	PROPN
ajfti-4570	52	4	.	.	PROPN
ajfti-4570	53	1	(	(	PUNCT
ajfti-4570	53	2	2023	2023	NUM
ajfti-4570	53	3	)	)	PUNCT
ajfti-4570	53	4	conducted	conduct	VERB
ajfti-4570	53	5	an	an	DET
ajfti-4570	53	6	examination	examination	NOUN
ajfti-4570	53	7	of	of	ADP
ajfti-4570	53	8	financial	financial	ADJ
ajfti-4570	53	9	distress	distress	NOUN
ajfti-4570	53	10	within	within	ADP
ajfti-4570	53	11	a	a	DET
ajfti-4570	53	12	cohort	cohort	NOUN
ajfti-4570	53	13	of	of	ADP
ajfti-4570	53	14	500	500	NUM
ajfti-4570	53	15	publicly	publicly	ADV
ajfti-4570	53	16	traded	trade	VERB
ajfti-4570	53	17	firms	firm	NOUN
ajfti-4570	53	18	in	in	ADP
ajfti-4570	53	19	vietnam	vietnam	PROPN
ajfti-4570	53	20	from	from	ADP
ajfti-4570	53	21	2012	2012	NUM
ajfti-4570	53	22	to	to	ADP
ajfti-4570	53	23	2021	2021	NUM
ajfti-4570	53	24	.	.	PUNCT
ajfti-4570	54	1	the	the	DET
ajfti-4570	54	2	results	result	NOUN
ajfti-4570	54	3	revealed	reveal	VERB
ajfti-4570	54	4	that	that	SCONJ
ajfti-4570	54	5	merely	merely	ADV
ajfti-4570	54	6	four	four	NUM
ajfti-4570	54	7	financial	financial	ADJ
ajfti-4570	54	8	indicators	indicator	NOUN
ajfti-4570	54	9	total	total	ADJ
ajfti-4570	54	10	equity	equity	NOUN
ajfti-4570	54	11	/	/	SYM
ajfti-4570	54	12	total	total	ADJ
ajfti-4570	54	13	liabilities	liability	NOUN
ajfti-4570	54	14	,	,	PUNCT
ajfti-4570	54	15	total	total	ADJ
ajfti-4570	54	16	liabilities	liability	NOUN
ajfti-4570	54	17	/	/	SYM
ajfti-4570	54	18	total	total	ADJ
ajfti-4570	54	19	assets	asset	NOUN
ajfti-4570	54	20	,	,	PUNCT
ajfti-4570	54	21	net	net	ADJ
ajfti-4570	54	22	income	income	NOUN
ajfti-4570	54	23	/	/	SYM
ajfti-4570	54	24	total	total	ADJ
ajfti-4570	54	25	assets	asset	NOUN
ajfti-4570	54	26	,	,	PUNCT
ajfti-4570	54	27	ebit	ebit	NOUN
ajfti-4570	54	28	/	/	SYM
ajfti-4570	54	29	total	total	ADJ
ajfti-4570	54	30	assets	asset	NOUN
ajfti-4570	54	31	and	and	CCONJ
ajfti-4570	54	32	were	be	AUX
ajfti-4570	54	33	proficient	proficient	ADJ
ajfti-4570	54	34	in	in	ADP
ajfti-4570	54	35	forecasting	forecast	VERB
ajfti-4570	54	36	financial	financial	ADJ
ajfti-4570	54	37	distress	distress	NOUN
ajfti-4570	54	38	in	in	ADP
ajfti-4570	54	39	the	the	DET
ajfti-4570	54	40	vietnamese	vietnamese	ADJ
ajfti-4570	54	41	context	context	NOUN
ajfti-4570	54	42	.	.	PUNCT
ajfti-4570	55	1	according	accord	VERB
ajfti-4570	55	2	to	to	ADP
ajfti-4570	55	3	the	the	DET
ajfti-4570	55	4	analysis	analysis	NOUN
ajfti-4570	55	5	,	,	PUNCT
ajfti-4570	55	6	altman	altman	PROPN
ajfti-4570	55	7	z’-score	z’-score	PROPN
ajfti-4570	55	8	model	model	NOUN
ajfti-4570	55	9	is	be	AUX
ajfti-4570	55	10	only	only	ADV
ajfti-4570	55	11	applicable	applicable	ADJ
ajfti-4570	55	12	in	in	ADP
ajfti-4570	55	13	vietnam	vietnam	PROPN
ajfti-4570	55	14	when	when	SCONJ
ajfti-4570	55	15	financial	financial	ADJ
ajfti-4570	55	16	difficulties	difficulty	NOUN
ajfti-4570	55	17	is	be	AUX
ajfti-4570	55	18	represented	represent	VERB
ajfti-4570	55	19	by	by	ADP
ajfti-4570	55	20	the	the	DET
ajfti-4570	55	21	interest	interest	NOUN
ajfti-4570	55	22	coverage	coverage	NOUN
ajfti-4570	55	23	ratio	ratio	NOUN
ajfti-4570	55	24	.	.	PUNCT
ajfti-4570	56	1	nguyen	nguyen	PROPN
ajfti-4570	56	2	et	et	PROPN
ajfti-4570	56	3	al	al	PROPN
ajfti-4570	56	4	.	.	PROPN
ajfti-4570	57	1	(	(	PUNCT
ajfti-4570	57	2	2024	2024	NUM
ajfti-4570	57	3	)	)	PUNCT
ajfti-4570	57	4	utilized	utilize	VERB
ajfti-4570	57	5	seven	seven	NUM
ajfti-4570	57	6	distinct	distinct	ADJ
ajfti-4570	57	7	analytical	analytical	ADJ
ajfti-4570	57	8	approaches	approach	NOUN
ajfti-4570	57	9	logistic	logistic	ADJ
ajfti-4570	57	10	regression	regression	NOUN
ajfti-4570	57	11	,	,	PUNCT
ajfti-4570	57	12	linear	linear	ADJ
ajfti-4570	57	13	discriminant	discriminant	ADJ
ajfti-4570	57	14	analysis	analysis	NOUN
ajfti-4570	57	15	,	,	PUNCT
ajfti-4570	57	16	neural	neural	ADJ
ajfti-4570	57	17	networks	network	NOUN
ajfti-4570	57	18	,	,	PUNCT
ajfti-4570	57	19	support	support	VERB
ajfti-4570	57	20	vector	vector	NOUN
ajfti-4570	57	21	machines	machine	NOUN
ajfti-4570	57	22	,	,	PUNCT
ajfti-4570	57	23	decision	decision	NOUN
ajfti-4570	57	24	trees	tree	NOUN
ajfti-4570	57	25	,	,	PUNCT
ajfti-4570	57	26	random	random	ADJ
ajfti-4570	57	27	forests	forest	NOUN
ajfti-4570	57	28	,	,	PUNCT
ajfti-4570	57	29	and	and	CCONJ
ajfti-4570	57	30	the	the	DET
ajfti-4570	57	31	merton	merton	PROPN
ajfti-4570	57	32	model	model	NOUN
ajfti-4570	57	33	to	to	PART
ajfti-4570	57	34	assess	assess	VERB
ajfti-4570	57	35	financial	financial	ADJ
ajfti-4570	57	36	distress	distress	NOUN
ajfti-4570	57	37	among	among	ADP
ajfti-4570	57	38	publicly	publicly	ADV
ajfti-4570	57	39	listed	list	VERB
ajfti-4570	57	40	enterprises	enterprise	NOUN
ajfti-4570	57	41	in	in	ADP
ajfti-4570	57	42	vietnam	vietnam	PROPN
ajfti-4570	57	43	during	during	ADP
ajfti-4570	57	44	the	the	DET
ajfti-4570	57	45	period	period	NOUN
ajfti-4570	57	46	from	from	ADP
ajfti-4570	57	47	2011	2011	NUM
ajfti-4570	57	48	to	to	ADP
ajfti-4570	57	49	2021	2021	NUM
ajfti-4570	57	50	.	.	PUNCT
ajfti-4570	58	1	the	the	DET
ajfti-4570	58	2	research	research	NOUN
ajfti-4570	58	3	incorporated	incorporate	VERB
ajfti-4570	58	4	five	five	NUM
ajfti-4570	58	5	elements	element	NOUN
ajfti-4570	58	6	from	from	ADP
ajfti-4570	58	7	altman	altman	PROPN
ajfti-4570	58	8	’s	’s	PART
ajfti-4570	58	9	model	model	NOUN
ajfti-4570	58	10	and	and	CCONJ
ajfti-4570	58	11	nine	nine	NUM
ajfti-4570	58	12	from	from	ADP
ajfti-4570	58	13	ohlson	ohlson	NOUN
ajfti-4570	58	14	’s	’s	PART
ajfti-4570	58	15	model	model	NOUN
ajfti-4570	58	16	.	.	PUNCT
ajfti-4570	59	1	the	the	DET
ajfti-4570	59	2	variable	variable	NOUN
ajfti-4570	59	3	deemed	deem	VERB
ajfti-4570	59	4	most	most	ADV
ajfti-4570	59	5	critical	critical	ADJ
ajfti-4570	59	6	in	in	ADP
ajfti-4570	59	7	both	both	DET
ajfti-4570	59	8	altman	altman	PROPN
ajfti-4570	59	9	’s	’s	PART
ajfti-4570	59	10	model	model	NOUN
ajfti-4570	59	11	and	and	CCONJ
ajfti-4570	59	12	the	the	DET
ajfti-4570	59	13	integrated	integrate	VERB
ajfti-4570	59	14	altman	altman	PROPN
ajfti-4570	59	15	-	-	PUNCT
ajfti-4570	59	16	ohlson	ohlson	NOUN
ajfti-4570	59	17	model	model	NOUN
ajfti-4570	59	18	was	be	AUX
ajfti-4570	59	19	“	"	PUNCT
ajfti-4570	59	20	reat	reat	ADJ
ajfti-4570	59	21	”	"	PUNCT
ajfti-4570	59	22	,	,	PUNCT
ajfti-4570	59	23	while	while	SCONJ
ajfti-4570	59	24	“	"	PUNCT
ajfti-4570	59	25	ltat	ltat	PROPN
ajfti-4570	59	26	”	"	PUNCT
ajfti-4570	59	27	and	and	CCONJ
ajfti-4570	59	28	“	"	PUNCT
ajfti-4570	59	29	wcapat	wcapat	PROPN
ajfti-4570	59	30	”	"	PUNCT
ajfti-4570	59	31	emerged	emerge	VERB
ajfti-4570	59	32	as	as	ADP
ajfti-4570	59	33	the	the	DET
ajfti-4570	59	34	most	most	ADV
ajfti-4570	59	35	significant	significant	ADJ
ajfti-4570	59	36	variables	variable	NOUN
ajfti-4570	59	37	in	in	ADP
ajfti-4570	59	38	ohlson	ohlson	NOUN
ajfti-4570	59	39	’s	’s	PART
ajfti-4570	59	40	model	model	NOUN
ajfti-4570	59	41	.	.	PUNCT
ajfti-4570	60	1	the	the	DET
ajfti-4570	60	2	outcomes	outcome	NOUN
ajfti-4570	60	3	further	far	ADV
ajfti-4570	60	4	indicated	indicate	VERB
ajfti-4570	60	5	that	that	SCONJ
ajfti-4570	60	6	these	these	DET
ajfti-4570	60	7	models	model	NOUN
ajfti-4570	60	8	typically	typically	ADV
ajfti-4570	60	9	exhibited	exhibit	VERB
ajfti-4570	60	10	superior	superior	ADJ
ajfti-4570	60	11	performance	performance	NOUN
ajfti-4570	60	12	in	in	ADP
ajfti-4570	60	13	forecasting	forecast	VERB
ajfti-4570	60	14	financial	financial	ADJ
ajfti-4570	60	15	distress	distress	NOUN
ajfti-4570	60	16	for	for	ADP
ajfti-4570	60	17	larger	large	ADJ
ajfti-4570	60	18	companies	company	NOUN
ajfti-4570	60	19	in	in	ADP
ajfti-4570	60	20	comparison	comparison	NOUN
ajfti-4570	60	21	to	to	ADP
ajfti-4570	60	22	smaller	small	ADJ
ajfti-4570	60	23	entities	entity	NOUN
ajfti-4570	60	24	and	and	CCONJ
ajfti-4570	60	25	demonstrated	demonstrate	VERB
ajfti-4570	60	26	greater	great	ADJ
ajfti-4570	60	27	accuracy	accuracy	NOUN
ajfti-4570	60	28	during	during	ADP
ajfti-4570	60	29	periods	period	NOUN
ajfti-4570	60	30	of	of	ADP
ajfti-4570	60	31	economic	economic	ADJ
ajfti-4570	60	32	expansion	expansion	NOUN
ajfti-4570	60	33	than	than	ADP
ajfti-4570	60	34	during	during	ADP
ajfti-4570	60	35	recessions	recession	NOUN
ajfti-4570	60	36	.	.	PUNCT
ajfti-4570	61	1	dinh	dinh	X
ajfti-4570	61	2	et	et	PROPN
ajfti-4570	61	3	al	al	PROPN
ajfti-4570	61	4	.	.	PROPN
ajfti-4570	62	1	(	(	PUNCT
ajfti-4570	62	2	2021	2021	NUM
ajfti-4570	62	3	)	)	PUNCT
ajfti-4570	62	4	executed	execute	VERB
ajfti-4570	62	5	a	a	DET
ajfti-4570	62	6	study	study	NOUN
ajfti-4570	62	7	focused	focus	VERB
ajfti-4570	62	8	on	on	ADP
ajfti-4570	62	9	predicting	predict	VERB
ajfti-4570	62	10	financial	financial	ADJ
ajfti-4570	62	11	distress	distress	NOUN
ajfti-4570	62	12	across	across	ADP
ajfti-4570	62	13	the	the	DET
ajfti-4570	62	14	six	six	NUM
ajfti-4570	62	15	largest	large	ADJ
ajfti-4570	62	16	nations	nation	NOUN
ajfti-4570	62	17	within	within	ADP
ajfti-4570	62	18	the	the	DET
ajfti-4570	62	19	asean	asean	ADJ
ajfti-4570	62	20	economic	economic	ADJ
ajfti-4570	62	21	community	community	NOUN
ajfti-4570	62	22	(	(	PUNCT
ajfti-4570	62	23	aec	aec	PROPN
ajfti-4570	62	24	)	)	PUNCT
ajfti-4570	62	25	.	.	PUNCT
ajfti-4570	63	1	they	they	PRON
ajfti-4570	63	2	inferred	infer	VERB
ajfti-4570	63	3	that	that	SCONJ
ajfti-4570	63	4	the	the	DET
ajfti-4570	63	5	distance	distance	NOUN
ajfti-4570	63	6	to	to	PART
ajfti-4570	63	7	default	default	VERB
ajfti-4570	63	8	(	(	PUNCT
ajfti-4570	63	9	dd	dd	NOUN
ajfti-4570	63	10	)	)	PUNCT
ajfti-4570	63	11	methodology	methodology	NOUN
ajfti-4570	63	12	is	be	AUX
ajfti-4570	63	13	appropriate	appropriate	ADJ
ajfti-4570	63	14	as	as	ADP
ajfti-4570	63	15	an	an	DET
ajfti-4570	63	16	early	early	ADJ
ajfti-4570	63	17	warning	warning	NOUN
ajfti-4570	63	18	signal	signal	NOUN
ajfti-4570	63	19	for	for	ADP
ajfti-4570	63	20	impending	impend	VERB
ajfti-4570	63	21	financial	financial	ADJ
ajfti-4570	63	22	distress	distress	NOUN
ajfti-4570	63	23	in	in	ADP
ajfti-4570	63	24	the	the	DET
ajfti-4570	63	25	subsequent	subsequent	ADJ
ajfti-4570	63	26	year	year	NOUN
ajfti-4570	63	27	.	.	PUNCT
ajfti-4570	64	1	besides	besides	SCONJ
ajfti-4570	64	2	,	,	PUNCT
ajfti-4570	64	3	the	the	DET
ajfti-4570	64	4	advanced	advanced	ADJ
ajfti-4570	64	5	machine	machine	NOUN
ajfti-4570	64	6	learning	learning	NOUN
ajfti-4570	64	7	models	model	NOUN
ajfti-4570	64	8	like	like	ADP
ajfti-4570	64	9	random	random	ADJ
ajfti-4570	64	10	forest	forest	NOUN
ajfti-4570	64	11	,	,	PUNCT
ajfti-4570	64	12	xgboost	xgboost	ADV
ajfti-4570	64	13	,	,	PUNCT
ajfti-4570	64	14	catboost	catboost	VERB
ajfti-4570	64	15	and	and	CCONJ
ajfti-4570	64	16	support	support	VERB
ajfti-4570	64	17	vector	vector	NOUN
ajfti-4570	64	18	machine	machine	NOUN
ajfti-4570	64	19	are	be	AUX
ajfti-4570	64	20	employed	employ	VERB
ajfti-4570	64	21	in	in	ADP
ajfti-4570	64	22	much	much	ADJ
ajfti-4570	64	23	research	research	NOUN
ajfti-4570	64	24	of	of	ADP
ajfti-4570	64	25	financial	financial	ADJ
ajfti-4570	64	26	distress	distress	NOUN
ajfti-4570	64	27	predictions	prediction	NOUN
ajfti-4570	64	28	.	.	PUNCT
ajfti-4570	65	1	hou	hou	NOUN
ajfti-4570	65	2	et	et	PROPN
ajfti-4570	65	3	al	al	PROPN
ajfti-4570	65	4	.	.	PROPN
ajfti-4570	66	1	(	(	PUNCT
ajfti-4570	66	2	2024	2024	NUM
ajfti-4570	66	3	)	)	PUNCT
ajfti-4570	66	4	employed	employ	VERB
ajfti-4570	66	5	financial	financial	ADJ
ajfti-4570	66	6	indicators	indicator	NOUN
ajfti-4570	66	7	such	such	ADJ
ajfti-4570	66	8	as	as	ADP
ajfti-4570	66	9	working	working	NOUN
ajfti-4570	66	10	capital	capital	NOUN
ajfti-4570	66	11	,	,	PUNCT
ajfti-4570	66	12	operational	operational	ADJ
ajfti-4570	66	13	funds	fund	NOUN
ajfti-4570	66	14	,	,	PUNCT
ajfti-4570	66	15	cash	cash	NOUN
ajfti-4570	66	16	ratio	ratio	NOUN
ajfti-4570	66	17	,	,	PUNCT
ajfti-4570	66	18	quick	quick	ADJ
ajfti-4570	66	19	ratio	ratio	NOUN
ajfti-4570	66	20	,	,	PUNCT
ajfti-4570	66	21	current	current	ADJ
ajfti-4570	66	22	ratio	ratio	NOUN
ajfti-4570	66	23	,	,	PUNCT
ajfti-4570	66	24	and	and	CCONJ
ajfti-4570	66	25	borrowing	borrow	VERB
ajfti-4570	66	26	ratio	ratio	NOUN
ajfti-4570	66	27	for	for	ADP
ajfti-4570	66	28	a	a	DET
ajfti-4570	66	29	random	random	ADJ
ajfti-4570	66	30	forest	forest	NOUN
ajfti-4570	66	31	model	model	NOUN
ajfti-4570	66	32	to	to	PART
ajfti-4570	66	33	predict	predict	VERB
ajfti-4570	66	34	financial	financial	ADJ
ajfti-4570	66	35	distress	distress	NOUN
ajfti-4570	66	36	in	in	ADP
ajfti-4570	66	37	12	12	NUM
ajfti-4570	66	38	companies	company	NOUN
ajfti-4570	66	39	.	.	PUNCT
ajfti-4570	67	1	the	the	DET
ajfti-4570	67	2	study	study	NOUN
ajfti-4570	67	3	revealed	reveal	VERB
ajfti-4570	67	4	a	a	DET
ajfti-4570	67	5	strong	strong	ADJ
ajfti-4570	67	6	predictive	predictive	ADJ
ajfti-4570	67	7	capability	capability	NOUN
ajfti-4570	67	8	,	,	PUNCT
ajfti-4570	67	9	with	with	ADP
ajfti-4570	67	10	the	the	DET
ajfti-4570	67	11	model	model	NOUN
ajfti-4570	67	12	achieving	achieve	VERB
ajfti-4570	67	13	an	an	DET
ajfti-4570	67	14	r2	r2	NOUN
ajfti-4570	67	15	value	value	NOUN
ajfti-4570	67	16	of	of	ADP
ajfti-4570	67	17	0.77	0.77	NUM
ajfti-4570	67	18	.	.	PUNCT
ajfti-4570	68	1	this	this	PRON
ajfti-4570	68	2	shows	show	VERB
ajfti-4570	68	3	that	that	SCONJ
ajfti-4570	68	4	77	77	NUM
ajfti-4570	68	5	%	%	NOUN
ajfti-4570	68	6	of	of	ADP
ajfti-4570	68	7	the	the	DET
ajfti-4570	68	8	variation	variation	NOUN
ajfti-4570	68	9	in	in	ADP
ajfti-4570	68	10	the	the	DET
ajfti-4570	68	11	data	datum	NOUN
ajfti-4570	68	12	could	could	AUX
ajfti-4570	68	13	be	be	AUX
ajfti-4570	68	14	explained	explain	VERB
ajfti-4570	68	15	by	by	ADP
ajfti-4570	68	16	the	the	DET
ajfti-4570	68	17	model	model	NOUN
ajfti-4570	68	18	,	,	PUNCT
ajfti-4570	68	19	demonstrating	demonstrate	VERB
ajfti-4570	68	20	its	its	PRON
ajfti-4570	68	21	effectiveness	effectiveness	NOUN
ajfti-4570	68	22	in	in	ADP
ajfti-4570	68	23	identifying	identify	VERB
ajfti-4570	68	24	financial	financial	ADJ
ajfti-4570	68	25	distress	distress	NOUN
ajfti-4570	68	26	.	.	PUNCT
ajfti-4570	69	1	this	this	DET
ajfti-4570	69	2	result	result	NOUN
ajfti-4570	69	3	highlights	highlight	VERB
ajfti-4570	69	4	the	the	DET
ajfti-4570	69	5	potential	potential	NOUN
ajfti-4570	69	6	of	of	ADP
ajfti-4570	69	7	random	random	ADJ
ajfti-4570	69	8	forest	forest	NOUN
ajfti-4570	69	9	as	as	ADP
ajfti-4570	69	10	a	a	DET
ajfti-4570	69	11	robust	robust	ADJ
ajfti-4570	69	12	tool	tool	NOUN
ajfti-4570	69	13	for	for	ADP
ajfti-4570	69	14	financial	financial	ADJ
ajfti-4570	69	15	distress	distress	NOUN
ajfti-4570	69	16	prediction	prediction	NOUN
ajfti-4570	69	17	,	,	PUNCT
ajfti-4570	69	18	particularly	particularly	ADV
ajfti-4570	69	19	when	when	SCONJ
ajfti-4570	69	20	combined	combine	VERB
ajfti-4570	69	21	with	with	ADP
ajfti-4570	69	22	key	key	ADJ
ajfti-4570	69	23	financial	financial	ADJ
ajfti-4570	69	24	ratios	ratio	NOUN
ajfti-4570	69	25	.	.	PUNCT
ajfti-4570	70	1	lu	lu	PROPN
ajfti-4570	70	2	and	and	CCONJ
ajfti-4570	70	3	hu	hu	PROPN
ajfti-4570	70	4	(	(	PUNCT
ajfti-4570	70	5	2024	2024	NUM
ajfti-4570	70	6	)	)	PUNCT
ajfti-4570	70	7	utilized	utilize	VERB
ajfti-4570	70	8	a	a	DET
ajfti-4570	70	9	set	set	NOUN
ajfti-4570	70	10	of	of	ADP
ajfti-4570	70	11	15	15	NUM
ajfti-4570	70	12	financial	financial	ADJ
ajfti-4570	70	13	indices	index	NOUN
ajfti-4570	70	14	including	include	VERB
ajfti-4570	70	15	net	net	ADJ
ajfti-4570	70	16	profit	profit	NOUN
ajfti-4570	70	17	,	,	PUNCT
ajfti-4570	70	18	total	total	ADJ
ajfti-4570	70	19	liabilities	liability	NOUN
ajfti-4570	70	20	,	,	PUNCT
ajfti-4570	70	21	monetary	monetary	ADJ
ajfti-4570	70	22	capital	capital	NOUN
ajfti-4570	70	23	,	,	PUNCT
ajfti-4570	70	24	fixed	fix	VERB
ajfti-4570	70	25	assets	asset	NOUN
ajfti-4570	70	26	,	,	PUNCT
ajfti-4570	70	27	main	main	ADJ
ajfti-4570	70	28	business	business	NOUN
ajfti-4570	70	29	income	income	NOUN
ajfti-4570	70	30	,	,	PUNCT
ajfti-4570	70	31	total	total	ADJ
ajfti-4570	70	32	assets	asset	NOUN
ajfti-4570	70	33	,	,	PUNCT
ajfti-4570	70	34	short	short	ADJ
ajfti-4570	70	35	-	-	PUNCT
ajfti-4570	70	36	term	term	NOUN
ajfti-4570	70	37	borrowings	borrowing	NOUN
ajfti-4570	70	38	,	,	PUNCT
ajfti-4570	70	39	total	total	ADJ
ajfti-4570	70	40	operating	operating	NOUN
ajfti-4570	70	41	income	income	NOUN
ajfti-4570	70	42	,	,	PUNCT
ajfti-4570	70	43	net	net	ADJ
ajfti-4570	70	44	fixed	fix	VERB
ajfti-4570	70	45	assets	asset	NOUN
ajfti-4570	70	46	,	,	PUNCT
ajfti-4570	70	47	basic	basic	ADJ
ajfti-4570	70	48	earnings	earning	NOUN
ajfti-4570	70	49	per	per	ADP
ajfti-4570	70	50	share	share	NOUN
ajfti-4570	70	51	,	,	PUNCT
ajfti-4570	70	52	bonds	bond	NOUN
ajfti-4570	70	53	payable	payable	ADJ
ajfti-4570	70	54	,	,	PUNCT
ajfti-4570	70	55	net	net	ADJ
ajfti-4570	70	56	assets	asset	NOUN
ajfti-4570	70	57	per	per	ADP
ajfti-4570	70	58	share	share	NOUN
ajfti-4570	70	59	,	,	PUNCT
ajfti-4570	70	60	investment	investment	NOUN
ajfti-4570	70	61	income	income	NOUN
ajfti-4570	70	62	,	,	PUNCT
ajfti-4570	70	63	and	and	CCONJ
ajfti-4570	70	64	long	long	ADJ
ajfti-4570	70	65	-	-	PUNCT
ajfti-4570	70	66	term	term	NOUN
ajfti-4570	70	67	borrowings	borrowing	NOUN
ajfti-4570	70	68	as	as	ADP
ajfti-4570	70	69	input	input	NOUN
ajfti-4570	70	70	features	feature	NOUN
ajfti-4570	70	71	for	for	ADP
ajfti-4570	70	72	a	a	DET
ajfti-4570	70	73	catboost	catboost	ADJ
ajfti-4570	70	74	model	model	NOUN
ajfti-4570	70	75	.	.	PUNCT
ajfti-4570	71	1	the	the	DET
ajfti-4570	71	2	model	model	NOUN
ajfti-4570	71	3	was	be	AUX
ajfti-4570	71	4	optimized	optimize	VERB
ajfti-4570	71	5	using	use	VERB
ajfti-4570	71	6	the	the	DET
ajfti-4570	71	7	particle	particle	NOUN
ajfti-4570	71	8	swarm	swarm	NOUN
ajfti-4570	71	9	optimization	optimization	NOUN
ajfti-4570	71	10	(	(	PUNCT
ajfti-4570	71	11	pso	pso	NOUN
ajfti-4570	71	12	)	)	PUNCT
ajfti-4570	71	13	method	method	NOUN
ajfti-4570	71	14	.	.	PUNCT
ajfti-4570	72	1	the	the	DET
ajfti-4570	72	2	results	result	NOUN
ajfti-4570	72	3	demonstrated	demonstrate	VERB
ajfti-4570	72	4	promising	promising	ADJ
ajfti-4570	72	5	performance	performance	NOUN
ajfti-4570	72	6	,	,	PUNCT
ajfti-4570	72	7	with	with	ADP
ajfti-4570	72	8	a	a	DET
ajfti-4570	72	9	mean	mean	ADJ
ajfti-4570	72	10	squared	square	VERB
ajfti-4570	72	11	error	error	NOUN
ajfti-4570	72	12	of	of	ADP
ajfti-4570	72	13	0.032	0.032	NUM
ajfti-4570	72	14	and	and	CCONJ
ajfti-4570	72	15	a	a	DET
ajfti-4570	72	16	mean	mean	ADJ
ajfti-4570	72	17	absolute	absolute	ADJ
ajfti-4570	72	18	error	error	NOUN
ajfti-4570	72	19	of	of	ADP
ajfti-4570	72	20	0.124	0.124	NUM
ajfti-4570	72	21	,	,	PUNCT
ajfti-4570	72	22	highlighting	highlight	VERB
ajfti-4570	72	23	the	the	DET
ajfti-4570	72	24	model	model	NOUN
ajfti-4570	72	25	’s	’s	PART
ajfti-4570	72	26	ability	ability	NOUN
ajfti-4570	72	27	to	to	PART
ajfti-4570	72	28	effectively	effectively	ADV
ajfti-4570	72	29	predict	predict	VERB
ajfti-4570	72	30	financial	financial	ADJ
ajfti-4570	72	31	distress	distress	NOUN
ajfti-4570	72	32	using	use	VERB
ajfti-4570	72	33	these	these	DET
ajfti-4570	72	34	financial	financial	ADJ
ajfti-4570	72	35	indicators	indicator	NOUN
ajfti-4570	72	36	.	.	PUNCT
ajfti-4570	73	1	carmona	carmona	PROPN
ajfti-4570	73	2	et	et	PROPN
ajfti-4570	73	3	al	al	PROPN
ajfti-4570	73	4	.	.	PROPN
ajfti-4570	74	1	(	(	PUNCT
ajfti-4570	74	2	2022	2022	NUM
ajfti-4570	74	3	)	)	PUNCT
ajfti-4570	74	4	analyzed	analyze	VERB
ajfti-4570	74	5	1,760	1,760	NUM
ajfti-4570	74	6	french	french	ADJ
ajfti-4570	74	7	firms	firm	NOUN
ajfti-4570	74	8	to	to	ADP
ajfti-4570	74	9	pa	pa	PROPN
ajfti-4570	74	10	ge	ge	PROPN
ajfti-4570	74	11	11	11	NUM
ajfti-4570	74	12	7	7	NUM
ajfti-4570	74	13	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-4570	74	14	am	be	AUX
ajfti-4570	74	15	.	.	PUNCT
ajfti-4570	75	1	j.	j.	PROPN
ajfti-4570	75	2	financ	financ	PROPN
ajfti-4570	75	3	.	.	PUNCT
ajfti-4570	76	1	technol	technol	PROPN
ajfti-4570	76	2	.	.	PUNCT
ajfti-4570	76	3	innov	innov	PROPN
ajfti-4570	76	4	.	.	PUNCT
ajfti-4570	77	1	3(1	3(1	NUM
ajfti-4570	77	2	)	)	PUNCT
ajfti-4570	77	3	115	115	NUM
ajfti-4570	77	4	-	-	SYM
ajfti-4570	77	5	127	127	NUM
ajfti-4570	77	6	,	,	PUNCT
ajfti-4570	77	7	2025	2025	NUM
ajfti-4570	77	8	identify	identify	VERB
ajfti-4570	77	9	key	key	ADJ
ajfti-4570	77	10	indicators	indicator	NOUN
ajfti-4570	77	11	of	of	ADP
ajfti-4570	77	12	business	business	NOUN
ajfti-4570	77	13	failure	failure	NOUN
ajfti-4570	77	14	.	.	PUNCT
ajfti-4570	78	1	their	their	PRON
ajfti-4570	78	2	findings	finding	NOUN
ajfti-4570	78	3	highlighted	highlight	VERB
ajfti-4570	78	4	the	the	DET
ajfti-4570	78	5	important	important	ADJ
ajfti-4570	78	6	indicators	indicator	NOUN
ajfti-4570	78	7	include	include	VERB
ajfti-4570	78	8	equity	equity	NOUN
ajfti-4570	78	9	per	per	ADP
ajfti-4570	78	10	employee	employee	NOUN
ajfti-4570	78	11	,	,	PUNCT
ajfti-4570	78	12	solvency	solvency	NOUN
ajfti-4570	78	13	,	,	PUNCT
ajfti-4570	78	14	current	current	ADJ
ajfti-4570	78	15	ratio	ratio	NOUN
ajfti-4570	78	16	,	,	PUNCT
ajfti-4570	78	17	net	net	ADJ
ajfti-4570	78	18	profitability	profitability	NOUN
ajfti-4570	78	19	,	,	PUNCT
ajfti-4570	78	20	and	and	CCONJ
ajfti-4570	78	21	sustainable	sustainable	ADJ
ajfti-4570	78	22	return	return	NOUN
ajfti-4570	78	23	on	on	ADP
ajfti-4570	78	24	investment	investment	NOUN
ajfti-4570	78	25	among	among	ADP
ajfti-4570	78	26	36	36	NUM
ajfti-4570	78	27	examined	examine	VERB
ajfti-4570	78	28	indicators	indicator	NOUN
ajfti-4570	78	29	.	.	PUNCT
ajfti-4570	79	1	adopting	adopt	VERB
ajfti-4570	79	2	xgboost	xgboost	ADV
ajfti-4570	79	3	as	as	ADP
ajfti-4570	79	4	the	the	DET
ajfti-4570	79	5	primary	primary	ADJ
ajfti-4570	79	6	model	model	NOUN
ajfti-4570	79	7	for	for	ADP
ajfti-4570	79	8	failure	failure	NOUN
ajfti-4570	79	9	prediction	prediction	NOUN
ajfti-4570	79	10	,	,	PUNCT
ajfti-4570	79	11	the	the	DET
ajfti-4570	79	12	study	study	NOUN
ajfti-4570	79	13	achieved	achieve	VERB
ajfti-4570	79	14	a	a	DET
ajfti-4570	79	15	high	high	ADJ
ajfti-4570	79	16	auc	auc	NOUN
ajfti-4570	79	17	score	score	NOUN
ajfti-4570	79	18	of	of	ADP
ajfti-4570	79	19	0.964	0.964	NUM
ajfti-4570	79	20	,	,	PUNCT
ajfti-4570	79	21	demonstrating	demonstrate	VERB
ajfti-4570	79	22	the	the	DET
ajfti-4570	79	23	model	model	NOUN
ajfti-4570	79	24	’s	’s	PART
ajfti-4570	79	25	strong	strong	ADJ
ajfti-4570	79	26	predictive	predictive	ADJ
ajfti-4570	79	27	capability	capability	NOUN
ajfti-4570	79	28	.	.	PUNCT
ajfti-4570	80	1	doğan	doğan	PROPN
ajfti-4570	80	2	et	et	PROPN
ajfti-4570	80	3	al	al	PROPN
ajfti-4570	80	4	.	.	PROPN
ajfti-4570	81	1	(	(	PUNCT
ajfti-4570	81	2	2022	2022	NUM
ajfti-4570	81	3	)	)	PUNCT
ajfti-4570	81	4	applied	apply	VERB
ajfti-4570	81	5	support	support	NOUN
ajfti-4570	81	6	vector	vector	NOUN
ajfti-4570	81	7	machine	machine	NOUN
ajfti-4570	81	8	and	and	CCONJ
ajfti-4570	81	9	logistic	logistic	ADJ
ajfti-4570	81	10	regression	regression	NOUN
ajfti-4570	81	11	to	to	PART
ajfti-4570	81	12	predict	predict	VERB
ajfti-4570	81	13	financial	financial	ADJ
ajfti-4570	81	14	distress	distress	NOUN
ajfti-4570	81	15	among	among	ADP
ajfti-4570	81	16	172	172	NUM
ajfti-4570	81	17	companies	company	NOUN
ajfti-4570	81	18	listed	list	VERB
ajfti-4570	81	19	on	on	ADP
ajfti-4570	81	20	borsa	borsa	PROPN
ajfti-4570	81	21	i̇stanbul	i̇stanbul	NOUN
ajfti-4570	81	22	.	.	PUNCT
ajfti-4570	82	1	a	a	DET
ajfti-4570	82	2	total	total	NOUN
ajfti-4570	82	3	of	of	ADP
ajfti-4570	82	4	24	24	NUM
ajfti-4570	82	5	financial	financial	ADJ
ajfti-4570	82	6	indicators	indicator	NOUN
ajfti-4570	82	7	were	be	AUX
ajfti-4570	82	8	used	use	VERB
ajfti-4570	82	9	as	as	ADP
ajfti-4570	82	10	input	input	NOUN
ajfti-4570	82	11	features	feature	NOUN
ajfti-4570	82	12	for	for	ADP
ajfti-4570	82	13	the	the	DET
ajfti-4570	82	14	predictive	predictive	ADJ
ajfti-4570	82	15	models	model	NOUN
ajfti-4570	82	16	.	.	PUNCT
ajfti-4570	83	1	their	their	PRON
ajfti-4570	83	2	findings	finding	NOUN
ajfti-4570	83	3	revealed	reveal	VERB
ajfti-4570	83	4	that	that	SCONJ
ajfti-4570	83	5	the	the	DET
ajfti-4570	83	6	hybrid	hybrid	NOUN
ajfti-4570	83	7	model	model	NOUN
ajfti-4570	83	8	combining	combine	VERB
ajfti-4570	83	9	logistic	logistic	ADJ
ajfti-4570	83	10	regression	regression	NOUN
ajfti-4570	83	11	and	and	CCONJ
ajfti-4570	83	12	grid	grid	NOUN
ajfti-4570	83	13	search	search	NOUN
ajfti-4570	83	14	-	-	PUNCT
ajfti-4570	83	15	optimized	optimize	VERB
ajfti-4570	83	16	svm	svm	NOUN
ajfti-4570	83	17	achieved	achieve	VERB
ajfti-4570	83	18	the	the	DET
ajfti-4570	83	19	highest	high	ADJ
ajfti-4570	83	20	accuracy	accuracy	NOUN
ajfti-4570	83	21	of	of	ADP
ajfti-4570	83	22	93.75	93.75	NUM
ajfti-4570	83	23	%	%	NOUN
ajfti-4570	83	24	on	on	ADP
ajfti-4570	83	25	the	the	DET
ajfti-4570	83	26	testing	testing	NOUN
ajfti-4570	83	27	set	set	NOUN
ajfti-4570	83	28	,	,	PUNCT
ajfti-4570	83	29	proving	prove	VERB
ajfti-4570	83	30	its	its	PRON
ajfti-4570	83	31	usefulness	usefulness	NOUN
ajfti-4570	83	32	in	in	ADP
ajfti-4570	83	33	forecasting	forecast	VERB
ajfti-4570	83	34	financial	financial	ADJ
ajfti-4570	83	35	turmoil	turmoil	NOUN
ajfti-4570	83	36	.	.	PUNCT
ajfti-4570	84	1	materials	material	NOUN
ajfti-4570	84	2	and	and	CCONJ
ajfti-4570	84	3	methods	method	NOUN
ajfti-4570	84	4	figure	figure	VERB
ajfti-4570	84	5	1	1	NUM
ajfti-4570	84	6	illustrates	illustrate	VERB
ajfti-4570	84	7	the	the	DET
ajfti-4570	84	8	methodology	methodology	NOUN
ajfti-4570	84	9	employed	employ	VERB
ajfti-4570	84	10	in	in	ADP
ajfti-4570	84	11	this	this	DET
ajfti-4570	84	12	study	study	NOUN
ajfti-4570	84	13	.	.	PUNCT
ajfti-4570	85	1	the	the	DET
ajfti-4570	85	2	process	process	NOUN
ajfti-4570	85	3	begins	begin	VERB
ajfti-4570	85	4	with	with	ADP
ajfti-4570	85	5	the	the	DET
ajfti-4570	85	6	collection	collection	NOUN
ajfti-4570	85	7	of	of	ADP
ajfti-4570	85	8	datasets	dataset	NOUN
ajfti-4570	85	9	which	which	PRON
ajfti-4570	85	10	include	include	VERB
ajfti-4570	85	11	financial	financial	ADJ
ajfti-4570	85	12	ratios	ratio	NOUN
ajfti-4570	85	13	and	and	CCONJ
ajfti-4570	85	14	the	the	DET
ajfti-4570	85	15	corresponding	correspond	VERB
ajfti-4570	85	16	company	company	NOUN
ajfti-4570	85	17	status	status	NOUN
ajfti-4570	85	18	for	for	ADP
ajfti-4570	85	19	each	each	DET
ajfti-4570	85	20	year	year	NOUN
ajfti-4570	85	21	.	.	PUNCT
ajfti-4570	86	1	to	to	PART
ajfti-4570	86	2	address	address	VERB
ajfti-4570	86	3	the	the	DET
ajfti-4570	86	4	issue	issue	NOUN
ajfti-4570	86	5	of	of	ADP
ajfti-4570	86	6	class	class	NOUN
ajfti-4570	86	7	imbalance	imbalance	NOUN
ajfti-4570	86	8	,	,	PUNCT
ajfti-4570	86	9	the	the	DET
ajfti-4570	86	10	adaptive	adaptive	ADJ
ajfti-4570	86	11	synthetic	synthetic	NOUN
ajfti-4570	86	12	sampling	sampling	NOUN
ajfti-4570	86	13	(	(	PUNCT
ajfti-4570	86	14	adasyn	adasyn	NOUN
ajfti-4570	86	15	)	)	PUNCT
ajfti-4570	86	16	technique	technique	NOUN
ajfti-4570	86	17	is	be	AUX
ajfti-4570	86	18	applied	apply	VERB
ajfti-4570	86	19	to	to	PART
ajfti-4570	86	20	ensure	ensure	VERB
ajfti-4570	86	21	that	that	SCONJ
ajfti-4570	86	22	all	all	DET
ajfti-4570	86	23	three	three	NUM
ajfti-4570	86	24	classes	class	NOUN
ajfti-4570	86	25	in	in	ADP
ajfti-4570	86	26	the	the	DET
ajfti-4570	86	27	dataset	dataset	NOUN
ajfti-4570	86	28	are	be	AUX
ajfti-4570	86	29	balanced	balanced	ADJ
ajfti-4570	86	30	.	.	PUNCT
ajfti-4570	87	1	next	next	ADV
ajfti-4570	87	2	,	,	PUNCT
ajfti-4570	87	3	the	the	DET
ajfti-4570	87	4	dataset	dataset	NOUN
ajfti-4570	87	5	is	be	AUX
ajfti-4570	87	6	divided	divide	VERB
ajfti-4570	87	7	into	into	ADP
ajfti-4570	87	8	training	training	NOUN
ajfti-4570	87	9	(	(	PUNCT
ajfti-4570	87	10	70	70	NUM
ajfti-4570	87	11	%	%	NOUN
ajfti-4570	87	12	)	)	PUNCT
ajfti-4570	87	13	and	and	CCONJ
ajfti-4570	87	14	testing	testing	NOUN
ajfti-4570	87	15	(	(	PUNCT
ajfti-4570	87	16	30	30	NUM
ajfti-4570	87	17	%	%	NOUN
ajfti-4570	87	18	)	)	PUNCT
ajfti-4570	87	19	subsets	subset	NOUN
ajfti-4570	87	20	.	.	PUNCT
ajfti-4570	88	1	the	the	DET
ajfti-4570	88	2	training	training	NOUN
ajfti-4570	88	3	set	set	NOUN
ajfti-4570	88	4	is	be	AUX
ajfti-4570	88	5	then	then	ADV
ajfti-4570	88	6	used	use	VERB
ajfti-4570	88	7	to	to	PART
ajfti-4570	88	8	train	train	VERB
ajfti-4570	88	9	machine	machine	NOUN
ajfti-4570	88	10	learning	learning	NOUN
ajfti-4570	88	11	models	model	NOUN
ajfti-4570	88	12	including	include	VERB
ajfti-4570	88	13	xgboost	xgboost	PROPN
ajfti-4570	88	14	,	,	PUNCT
ajfti-4570	88	15	catboost	catboost	ADJ
ajfti-4570	88	16	,	,	PUNCT
ajfti-4570	88	17	random	random	ADJ
ajfti-4570	88	18	forest	forest	NOUN
ajfti-4570	88	19	,	,	PUNCT
ajfti-4570	88	20	and	and	CCONJ
ajfti-4570	88	21	support	support	VERB
ajfti-4570	88	22	vector	vector	NOUN
ajfti-4570	88	23	machine	machine	NOUN
ajfti-4570	88	24	(	(	PUNCT
ajfti-4570	88	25	svm	svm	PROPN
ajfti-4570	88	26	)	)	PUNCT
ajfti-4570	88	27	to	to	PART
ajfti-4570	88	28	predict	predict	VERB
ajfti-4570	88	29	company	company	NOUN
ajfti-4570	88	30	financial	financial	ADJ
ajfti-4570	88	31	status	status	NOUN
ajfti-4570	88	32	.	.	PUNCT
ajfti-4570	89	1	the	the	DET
ajfti-4570	89	2	trained	train	VERB
ajfti-4570	89	3	models	model	NOUN
ajfti-4570	89	4	generate	generate	VERB
ajfti-4570	89	5	predictions	prediction	NOUN
ajfti-4570	89	6	for	for	ADP
ajfti-4570	89	7	the	the	DET
ajfti-4570	89	8	testing	testing	NOUN
ajfti-4570	89	9	set	set	NOUN
ajfti-4570	89	10	,	,	PUNCT
ajfti-4570	89	11	which	which	PRON
ajfti-4570	89	12	are	be	AUX
ajfti-4570	89	13	subsequently	subsequently	ADV
ajfti-4570	89	14	evaluated	evaluate	VERB
ajfti-4570	89	15	against	against	ADP
ajfti-4570	89	16	actual	actual	ADJ
ajfti-4570	89	17	values	value	NOUN
ajfti-4570	89	18	using	use	VERB
ajfti-4570	89	19	performance	performance	NOUN
ajfti-4570	89	20	metrics	metric	NOUN
ajfti-4570	89	21	such	such	ADJ
ajfti-4570	89	22	as	as	ADP
ajfti-4570	89	23	auc	auc	NOUN
ajfti-4570	89	24	-	-	PUNCT
ajfti-4570	89	25	roc	roc	NOUN
ajfti-4570	89	26	,	,	PUNCT
ajfti-4570	89	27	f1	f1	NOUN
ajfti-4570	89	28	-	-	PUNCT
ajfti-4570	89	29	score	score	NOUN
ajfti-4570	89	30	,	,	PUNCT
ajfti-4570	89	31	precision	precision	NOUN
ajfti-4570	89	32	,	,	PUNCT
ajfti-4570	89	33	accuracy	accuracy	NOUN
ajfti-4570	89	34	,	,	PUNCT
ajfti-4570	89	35	specificity	specificity	NOUN
ajfti-4570	89	36	and	and	CCONJ
ajfti-4570	89	37	recall	recall	NOUN
ajfti-4570	89	38	.	.	PUNCT
ajfti-4570	90	1	figure	figure	VERB
ajfti-4570	90	2	1	1	NUM
ajfti-4570	90	3	:	:	PUNCT
ajfti-4570	90	4	process	process	NOUN
ajfti-4570	90	5	flow	flow	NOUN
ajfti-4570	90	6	chart	chart	NOUN
ajfti-4570	90	7	of	of	ADP
ajfti-4570	90	8	this	this	DET
ajfti-4570	90	9	paper	paper	NOUN
ajfti-4570	90	10	financial	financial	ADJ
ajfti-4570	90	11	distress	distress	NOUN
ajfti-4570	90	12	measurement	measurement	PROPN
ajfti-4570	90	13	financial	financial	ADJ
ajfti-4570	90	14	distress	distress	NOUN
ajfti-4570	90	15	prediction	prediction	NOUN
ajfti-4570	90	16	is	be	AUX
ajfti-4570	90	17	a	a	DET
ajfti-4570	90	18	crucial	crucial	ADJ
ajfti-4570	90	19	area	area	NOUN
ajfti-4570	90	20	of	of	ADP
ajfti-4570	90	21	research	research	NOUN
ajfti-4570	90	22	in	in	ADP
ajfti-4570	90	23	corporate	corporate	ADJ
ajfti-4570	90	24	finance	finance	NOUN
ajfti-4570	90	25	which	which	PRON
ajfti-4570	90	26	helps	help	VERB
ajfti-4570	90	27	investors	investor	NOUN
ajfti-4570	90	28	,	,	PUNCT
ajfti-4570	90	29	regulators	regulator	NOUN
ajfti-4570	90	30	,	,	PUNCT
ajfti-4570	90	31	and	and	CCONJ
ajfti-4570	90	32	policymakers	policymaker	NOUN
ajfti-4570	90	33	in	in	ADP
ajfti-4570	90	34	assessing	assess	VERB
ajfti-4570	90	35	the	the	DET
ajfti-4570	90	36	likelihood	likelihood	NOUN
ajfti-4570	90	37	of	of	ADP
ajfti-4570	90	38	firm	firm	ADJ
ajfti-4570	90	39	bankruptcy	bankruptcy	NOUN
ajfti-4570	90	40	.	.	PUNCT
ajfti-4570	91	1	among	among	ADP
ajfti-4570	91	2	various	various	ADJ
ajfti-4570	91	3	financial	financial	ADJ
ajfti-4570	91	4	distress	distress	NOUN
ajfti-4570	91	5	prediction	prediction	NOUN
ajfti-4570	91	6	models	model	NOUN
ajfti-4570	91	7	,	,	PUNCT
ajfti-4570	91	8	altman	altman	PROPN
ajfti-4570	91	9	’s	’s	PART
ajfti-4570	91	10	z	z	NOUN
ajfti-4570	91	11	-	-	PUNCT
ajfti-4570	91	12	score	score	NOUN
ajfti-4570	91	13	remains	remain	VERB
ajfti-4570	91	14	one	one	NUM
ajfti-4570	91	15	of	of	ADP
ajfti-4570	91	16	the	the	DET
ajfti-4570	91	17	most	most	ADV
ajfti-4570	91	18	widely	widely	ADV
ajfti-4570	91	19	used	use	VERB
ajfti-4570	91	20	methodologies	methodology	NOUN
ajfti-4570	91	21	.	.	PUNCT
ajfti-4570	92	1	developed	develop	VERB
ajfti-4570	92	2	by	by	ADP
ajfti-4570	92	3	altman	altman	PROPN
ajfti-4570	92	4	(	(	PUNCT
ajfti-4570	92	5	1968	1968	NUM
ajfti-4570	92	6	)	)	PUNCT
ajfti-4570	92	7	in	in	ADP
ajfti-4570	92	8	1968	1968	NUM
ajfti-4570	92	9	,	,	PUNCT
ajfti-4570	92	10	the	the	DET
ajfti-4570	92	11	altman	altman	PROPN
ajfti-4570	92	12	z	z	PROPN
ajfti-4570	92	13	-	-	PUNCT
ajfti-4570	92	14	score	score	NOUN
ajfti-4570	92	15	is	be	AUX
ajfti-4570	92	16	a	a	DET
ajfti-4570	92	17	model	model	NOUN
ajfti-4570	92	18	based	base	VERB
ajfti-4570	92	19	on	on	ADP
ajfti-4570	92	20	multiple	multiple	ADJ
ajfti-4570	92	21	discriminant	discriminant	ADJ
ajfti-4570	92	22	analysis	analysis	NOUN
ajfti-4570	92	23	(	(	PUNCT
ajfti-4570	92	24	mda	mda	PROPN
ajfti-4570	92	25	)	)	PUNCT
ajfti-4570	92	26	that	that	PRON
ajfti-4570	92	27	uses	use	VERB
ajfti-4570	92	28	financial	financial	ADJ
ajfti-4570	92	29	ratios	ratio	NOUN
ajfti-4570	92	30	to	to	PART
ajfti-4570	92	31	predict	predict	VERB
ajfti-4570	92	32	corporate	corporate	ADJ
ajfti-4570	92	33	bankruptcy	bankruptcy	NOUN
ajfti-4570	92	34	.	.	PUNCT
ajfti-4570	93	1	the	the	DET
ajfti-4570	93	2	model	model	NOUN
ajfti-4570	93	3	was	be	AUX
ajfti-4570	93	4	initially	initially	ADV
ajfti-4570	93	5	designed	design	VERB
ajfti-4570	93	6	for	for	ADP
ajfti-4570	93	7	publicly	publicly	ADV
ajfti-4570	93	8	traded	trade	VERB
ajfti-4570	93	9	manufacturing	manufacturing	NOUN
ajfti-4570	93	10	firms	firm	NOUN
ajfti-4570	93	11	and	and	CCONJ
ajfti-4570	93	12	demonstrated	demonstrate	VERB
ajfti-4570	93	13	high	high	ADJ
ajfti-4570	93	14	predictive	predictive	ADJ
ajfti-4570	93	15	accuracy	accuracy	NOUN
ajfti-4570	93	16	in	in	ADP
ajfti-4570	93	17	distinguishing	distinguish	VERB
ajfti-4570	93	18	between	between	ADP
ajfti-4570	93	19	businesses	business	NOUN
ajfti-4570	93	20	who	who	PRON
ajfti-4570	93	21	are	be	AUX
ajfti-4570	93	22	bankrupt	bankrupt	ADJ
ajfti-4570	93	23	and	and	CCONJ
ajfti-4570	93	24	those	those	PRON
ajfti-4570	93	25	that	that	PRON
ajfti-4570	93	26	are	be	AUX
ajfti-4570	93	27	not	not	PART
ajfti-4570	93	28	.	.	PUNCT
ajfti-4570	94	1	two	two	NUM
ajfti-4570	94	2	additional	additional	ADJ
ajfti-4570	94	3	variants	variant	NOUN
ajfti-4570	94	4	were	be	AUX
ajfti-4570	94	5	introduced	introduce	VERB
ajfti-4570	94	6	:	:	PUNCT
ajfti-4570	94	7	z	z	X
ajfti-4570	94	8	’	'	PUNCT
ajfti-4570	94	9	in	in	ADP
ajfti-4570	94	10	1983	1983	NUM
ajfti-4570	94	11	(	(	PUNCT
ajfti-4570	94	12	altman	altman	NOUN
ajfti-4570	94	13	,	,	PUNCT
ajfti-4570	94	14	1983	1983	NUM
ajfti-4570	94	15	)	)	PUNCT
ajfti-4570	94	16	and	and	CCONJ
ajfti-4570	94	17	z	z	NOUN
ajfti-4570	94	18	’’	’'	PUNCT
ajfti-4570	94	19	in	in	ADP
ajfti-4570	94	20	1995	1995	NUM
ajfti-4570	94	21	(	(	PUNCT
ajfti-4570	94	22	altman	altman	PROPN
ajfti-4570	94	23	et	et	PROPN
ajfti-4570	94	24	al	al	PROPN
ajfti-4570	94	25	.	.	PROPN
ajfti-4570	94	26	,	,	PUNCT
ajfti-4570	94	27	1995	1995	NUM
ajfti-4570	94	28	)	)	PUNCT
ajfti-4570	94	29	.	.	PUNCT
ajfti-4570	95	1	these	these	DET
ajfti-4570	95	2	models	model	NOUN
ajfti-4570	95	3	are	be	AUX
ajfti-4570	95	4	specifically	specifically	ADV
ajfti-4570	95	5	designed	design	VERB
ajfti-4570	95	6	for	for	ADP
ajfti-4570	95	7	private	private	ADJ
ajfti-4570	95	8	companies	company	NOUN
ajfti-4570	95	9	and	and	CCONJ
ajfti-4570	95	10	firms	firm	NOUN
ajfti-4570	95	11	operating	operate	VERB
ajfti-4570	95	12	in	in	ADP
ajfti-4570	95	13	emerging	emerge	VERB
ajfti-4570	95	14	markets	market	NOUN
ajfti-4570	95	15	,	,	PUNCT
ajfti-4570	95	16	with	with	ADP
ajfti-4570	95	17	z	z	NOUN
ajfti-4570	95	18	’’	’'	PUNCT
ajfti-4570	95	19	particularly	particularly	ADV
ajfti-4570	95	20	suited	suit	VERB
ajfti-4570	95	21	for	for	ADP
ajfti-4570	95	22	non	non	ADJ
ajfti-4570	95	23	-	-	ADJ
ajfti-4570	95	24	manufacturing	manufacturing	ADJ
ajfti-4570	95	25	companies	company	NOUN
ajfti-4570	95	26	.	.	PUNCT
ajfti-4570	96	1	in	in	ADP
ajfti-4570	96	2	this	this	DET
ajfti-4570	96	3	study	study	NOUN
ajfti-4570	96	4	,	,	PUNCT
ajfti-4570	96	5	the	the	DET
ajfti-4570	96	6	z	z	NOUN
ajfti-4570	96	7	-	-	PUNCT
ajfti-4570	96	8	score	score	NOUN
ajfti-4570	96	9	and	and	CCONJ
ajfti-4570	96	10	z’’-score	z’’-score	PROPN
ajfti-4570	96	11	are	be	AUX
ajfti-4570	96	12	utilized	utilize	VERB
ajfti-4570	96	13	to	to	PART
ajfti-4570	96	14	assess	assess	VERB
ajfti-4570	96	15	the	the	DET
ajfti-4570	96	16	financial	financial	ADJ
ajfti-4570	96	17	status	status	NOUN
ajfti-4570	96	18	of	of	ADP
ajfti-4570	96	19	manufacturing	manufacturing	NOUN
ajfti-4570	96	20	and	and	CCONJ
ajfti-4570	96	21	nonmanufacturing	nonmanufacturing	ADJ
ajfti-4570	96	22	companies	company	NOUN
ajfti-4570	96	23	.	.	PUNCT
ajfti-4570	97	1	the	the	DET
ajfti-4570	97	2	sample	sample	NOUN
ajfti-4570	97	3	consists	consist	VERB
ajfti-4570	97	4	of	of	ADP
ajfti-4570	97	5	18	18	NUM
ajfti-4570	97	6	manufacturing	manufacturing	NOUN
ajfti-4570	97	7	firms	firm	NOUN
ajfti-4570	97	8	,	,	PUNCT
ajfti-4570	97	9	representing	represent	VERB
ajfti-4570	97	10	approximately	approximately	ADV
ajfti-4570	97	11	53	53	NUM
ajfti-4570	97	12	%	%	NOUN
ajfti-4570	97	13	of	of	ADP
ajfti-4570	97	14	the	the	DET
ajfti-4570	97	15	total	total	NOUN
ajfti-4570	97	16	,	,	PUNCT
ajfti-4570	97	17	and	and	CCONJ
ajfti-4570	97	18	16	16	NUM
ajfti-4570	97	19	non	non	ADJ
ajfti-4570	97	20	-	-	ADJ
ajfti-4570	97	21	manufacturing	manufacturing	ADJ
ajfti-4570	97	22	firms	firm	NOUN
ajfti-4570	97	23	,	,	PUNCT
ajfti-4570	97	24	making	make	VERB
ajfti-4570	97	25	up	up	ADP
ajfti-4570	97	26	the	the	DET
ajfti-4570	97	27	remaining	remain	VERB
ajfti-4570	97	28	47	47	NUM
ajfti-4570	97	29	%	%	NOUN
ajfti-4570	97	30	as	as	SCONJ
ajfti-4570	97	31	shown	show	VERB
ajfti-4570	97	32	in	in	ADP
ajfti-4570	97	33	table	table	NOUN
ajfti-4570	97	34	1	1	NUM
ajfti-4570	97	35	.	.	PUNCT
ajfti-4570	97	36	table	table	NOUN
ajfti-4570	97	37	1	1	NUM
ajfti-4570	97	38	:	:	PUNCT
ajfti-4570	97	39	investigated	investigate	VERB
ajfti-4570	97	40	companies	company	NOUN
ajfti-4570	97	41	in	in	ADP
ajfti-4570	97	42	vietnam	vietnam	PROPN
ajfti-4570	97	43	no	no	DET
ajfti-4570	97	44	company	company	NOUN
ajfti-4570	97	45	name	name	NOUN
ajfti-4570	97	46	industry	industry	NOUN
ajfti-4570	97	47	catogories	catogorie	NOUN
ajfti-4570	97	48	1	1	NUM
ajfti-4570	97	49	investment	investment	NOUN
ajfti-4570	97	50	and	and	CCONJ
ajfti-4570	97	51	industrial	industrial	ADJ
ajfti-4570	97	52	development	development	NOUN
ajfti-4570	97	53	corporation	corporation	NOUN
ajfti-4570	97	54	(	(	PUNCT
ajfti-4570	97	55	hose	hose	PROPN
ajfti-4570	97	56	:	:	PUNCT
ajfti-4570	97	57	bcm	bcm	NOUN
ajfti-4570	97	58	)	)	PUNCT
ajfti-4570	97	59	real	real	ADJ
ajfti-4570	97	60	estate	estate	NOUN
ajfti-4570	97	61	management	management	NOUN
ajfti-4570	97	62	&	&	CCONJ
ajfti-4570	97	63	development	development	NOUN
ajfti-4570	97	64	non	non	PROPN
ajfti-4570	97	65	-	-	ADJ
ajfti-4570	97	66	manufacturing	manufacturing	ADJ
ajfti-4570	97	67	2	2	NUM
ajfti-4570	97	68	viettel	viettel	NOUN
ajfti-4570	97	69	construction	construction	NOUN
ajfti-4570	97	70	joint	joint	ADJ
ajfti-4570	97	71	stock	stock	NOUN
ajfti-4570	97	72	corporation	corporation	NOUN
ajfti-4570	97	73	(	(	PUNCT
ajfti-4570	97	74	hose	hose	PROPN
ajfti-4570	97	75	:	:	PUNCT
ajfti-4570	97	76	ctr	ctr	PROPN
ajfti-4570	97	77	)	)	PUNCT
ajfti-4570	97	78	telecommunication	telecommunication	NOUN
ajfti-4570	97	79	services	service	NOUN
ajfti-4570	97	80	non	non	ADJ
ajfti-4570	97	81	-	-	ADJ
ajfti-4570	97	82	manufacturing	manufacturing	ADJ
ajfti-4570	97	83	pa	pa	PROPN
ajfti-4570	97	84	ge	ge	PROPN
ajfti-4570	97	85	11	11	NUM
ajfti-4570	97	86	8	8	NUM
ajfti-4570	97	87	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-4570	97	88	am	be	AUX
ajfti-4570	97	89	.	.	PUNCT
ajfti-4570	98	1	j.	j.	PROPN
ajfti-4570	98	2	financ	financ	PROPN
ajfti-4570	98	3	.	.	PUNCT
ajfti-4570	99	1	technol	technol	PROPN
ajfti-4570	99	2	.	.	PUNCT
ajfti-4570	99	3	innov	innov	PROPN
ajfti-4570	99	4	.	.	PUNCT
ajfti-4570	100	1	3(1	3(1	NUM
ajfti-4570	100	2	)	)	PUNCT
ajfti-4570	100	3	115	115	NUM
ajfti-4570	100	4	-	-	SYM
ajfti-4570	100	5	127	127	NUM
ajfti-4570	100	6	,	,	PUNCT
ajfti-4570	100	7	2025	2025	NUM
ajfti-4570	100	8	3	3	NUM
ajfti-4570	100	9	dhg	dhg	PROPN
ajfti-4570	100	10	pharmaceutical	pharmaceutical	ADJ
ajfti-4570	100	11	joint	joint	ADJ
ajfti-4570	100	12	stock	stock	NOUN
ajfti-4570	100	13	company	company	NOUN
ajfti-4570	100	14	(	(	PUNCT
ajfti-4570	100	15	hose	hose	PROPN
ajfti-4570	100	16	:	:	PUNCT
ajfti-4570	100	17	dhg	dhg	PROPN
ajfti-4570	100	18	)	)	PUNCT
ajfti-4570	100	19	pharmaceuticals	pharmaceutical	NOUN
ajfti-4570	100	20	,	,	PUNCT
ajfti-4570	100	21	biotechnology	biotechnology	NOUN
ajfti-4570	100	22	&	&	CCONJ
ajfti-4570	100	23	life	life	NOUN
ajfti-4570	100	24	sciences	sciences	PROPN
ajfti-4570	100	25	manufacturing	manufacture	VERB
ajfti-4570	100	26	4	4	NUM
ajfti-4570	100	27	fpt	fpt	NOUN
ajfti-4570	100	28	corporation	corporation	NOUN
ajfti-4570	100	29	(	(	PUNCT
ajfti-4570	100	30	hose	hose	PROPN
ajfti-4570	100	31	:	:	PUNCT
ajfti-4570	100	32	fpt	fpt	PROPN
ajfti-4570	100	33	)	)	PUNCT
ajfti-4570	100	34	software	software	PROPN
ajfti-4570	100	35	&	&	CCONJ
ajfti-4570	100	36	services	services	PROPN
ajfti-4570	100	37	non	non	ADJ
ajfti-4570	100	38	-	-	ADJ
ajfti-4570	100	39	manufacturing	manufacturing	ADJ
ajfti-4570	100	40	5	5	NUM
ajfti-4570	100	41	petrovietnam	petrovietnam	ADJ
ajfti-4570	100	42	gas	gas	NOUN
ajfti-4570	100	43	joint	joint	NOUN
ajfti-4570	100	44	stock	stock	NOUN
ajfti-4570	100	45	corporation	corporation	PROPN
ajfti-4570	100	46	utilities	utility	NOUN
ajfti-4570	100	47	non	non	ADJ
ajfti-4570	100	48	-	-	ADJ
ajfti-4570	100	49	manufacturing	manufacturing	ADJ
ajfti-4570	100	50	6	6	NUM
ajfti-4570	100	51	vietnam	vietnam	PROPN
ajfti-4570	100	52	rubber	rubber	NOUN
ajfti-4570	100	53	group	group	NOUN
ajfti-4570	100	54	joint	joint	PROPN
ajfti-4570	100	55	stock	stock	NOUN
ajfti-4570	100	56	company	company	NOUN
ajfti-4570	100	57	(	(	PUNCT
ajfti-4570	100	58	hose	hose	PROPN
ajfti-4570	100	59	:	:	PUNCT
ajfti-4570	100	60	gvr	gvr	ADJ
ajfti-4570	100	61	)	)	PUNCT
ajfti-4570	100	62	materials	material	NOUN
ajfti-4570	100	63	manufacturing	manufacture	VERB
ajfti-4570	100	64	7	7	NUM
ajfti-4570	100	65	hoa	hoa	NOUN
ajfti-4570	100	66	phat	phat	PROPN
ajfti-4570	100	67	group	group	NOUN
ajfti-4570	100	68	joint	joint	ADJ
ajfti-4570	100	69	stock	stock	NOUN
ajfti-4570	100	70	company	company	NOUN
ajfti-4570	100	71	(	(	PUNCT
ajfti-4570	100	72	hose	hose	PROPN
ajfti-4570	100	73	:	:	PUNCT
ajfti-4570	100	74	hpg	hpg	NOUN
ajfti-4570	100	75	)	)	PUNCT
ajfti-4570	100	76	materials	material	NOUN
ajfti-4570	100	77	manufacturing	manufacturing	NOUN
ajfti-4570	100	78	8	8	NUM
ajfti-4570	100	79	vietnam	vietnam	PROPN
ajfti-4570	100	80	airlines	airline	NOUN
ajfti-4570	100	81	jsc	jsc	PROPN
ajfti-4570	100	82	(	(	PUNCT
ajfti-4570	100	83	hose	hose	PROPN
ajfti-4570	100	84	:	:	PUNCT
ajfti-4570	100	85	hvn	hvn	PROPN
ajfti-4570	100	86	)	)	PUNCT
ajfti-4570	100	87	transportation	transportation	NOUN
ajfti-4570	100	88	non	non	ADJ
ajfti-4570	100	89	-	-	ADJ
ajfti-4570	100	90	manufacturing	manufacturing	ADJ
ajfti-4570	100	91	9	9	NUM
ajfti-4570	100	92	idico	idico	NOUN
ajfti-4570	100	93	corporation	corporation	NOUN
ajfti-4570	100	94	jsc	jsc	PROPN
ajfti-4570	100	95	(	(	PUNCT
ajfti-4570	100	96	hnx	hnx	ADJ
ajfti-4570	100	97	:	:	PUNCT
ajfti-4570	100	98	idc	idc	PROPN
ajfti-4570	100	99	)	)	PUNCT
ajfti-4570	100	100	real	real	ADJ
ajfti-4570	100	101	estate	estate	NOUN
ajfti-4570	100	102	management	management	NOUN
ajfti-4570	100	103	&	&	CCONJ
ajfti-4570	100	104	development	development	PROPN
ajfti-4570	100	105	non	non	PROPN
ajfti-4570	100	106	-	-	ADJ
ajfti-4570	100	107	manufacturing	manufacturing	ADJ
ajfti-4570	100	108	10	10	NUM
ajfti-4570	100	109	lam	lam	PROPN
ajfti-4570	100	110	dong	dong	PROPN
ajfti-4570	100	111	investment	investment	PROPN
ajfti-4570	100	112	&	&	CCONJ
ajfti-4570	100	113	hydraulic	hydraulic	ADJ
ajfti-4570	100	114	construction	construction	NOUN
ajfti-4570	100	115	jsc	jsc	PROPN
ajfti-4570	100	116	(	(	PUNCT
ajfti-4570	100	117	hnx	hnx	INTJ
ajfti-4570	100	118	:	:	PUNCT
ajfti-4570	100	119	lhc	lhc	PROPN
ajfti-4570	100	120	)	)	PUNCT
ajfti-4570	100	121	capital	capital	NOUN
ajfti-4570	100	122	goods	good	NOUN
ajfti-4570	100	123	non	non	ADJ
ajfti-4570	100	124	-	-	ADJ
ajfti-4570	100	125	manufacturing	manufacturing	ADJ
ajfti-4570	100	126	11	11	NUM
ajfti-4570	100	127	masan	masan	NOUN
ajfti-4570	100	128	group	group	NOUN
ajfti-4570	100	129	corporation	corporation	NOUN
ajfti-4570	100	130	(	(	PUNCT
ajfti-4570	100	131	hose	hose	PROPN
ajfti-4570	100	132	:	:	PUNCT
ajfti-4570	100	133	msn	msn	PROPN
ajfti-4570	100	134	)	)	PUNCT
ajfti-4570	100	135	food	food	NOUN
ajfti-4570	100	136	,	,	PUNCT
ajfti-4570	100	137	beverage	beverage	NOUN
ajfti-4570	100	138	&	&	CCONJ
ajfti-4570	100	139	tobacco	tobacco	NOUN
ajfti-4570	100	140	manufacturing	manufacturing	NOUN
ajfti-4570	100	141	12	12	NUM
ajfti-4570	100	142	mobile	mobile	ADJ
ajfti-4570	100	143	world	world	NOUN
ajfti-4570	100	144	investment	investment	NOUN
ajfti-4570	100	145	corporation	corporation	NOUN
ajfti-4570	100	146	(	(	PUNCT
ajfti-4570	100	147	hose	hose	PROPN
ajfti-4570	100	148	:	:	PUNCT
ajfti-4570	100	149	mwg	mwg	PROPN
ajfti-4570	100	150	)	)	PUNCT
ajfti-4570	100	151	consumer	consumer	NOUN
ajfti-4570	100	152	discretionary	discretionary	ADJ
ajfti-4570	100	153	distribution	distribution	NOUN
ajfti-4570	100	154	&	&	CCONJ
ajfti-4570	100	155	retail	retail	ADJ
ajfti-4570	100	156	non	non	ADJ
ajfti-4570	100	157	-	-	ADJ
ajfti-4570	100	158	manufacturing	manufacturing	ADJ
ajfti-4570	100	159	13	13	NUM
ajfti-4570	100	160	tien	tien	PROPN
ajfti-4570	100	161	phong	phong	PROPN
ajfti-4570	100	162	plastic	plastic	PROPN
ajfti-4570	100	163	joint	joint	ADJ
ajfti-4570	100	164	stock	stock	NOUN
ajfti-4570	100	165	company	company	NOUN
ajfti-4570	100	166	(	(	PUNCT
ajfti-4570	100	167	hnx	hnx	ADJ
ajfti-4570	100	168	:	:	PUNCT
ajfti-4570	100	169	ntp	ntp	ADJ
ajfti-4570	100	170	)	)	PUNCT
ajfti-4570	100	171	materials	material	NOUN
ajfti-4570	100	172	manufacturing	manufacture	VERB
ajfti-4570	100	173	14	14	NUM
ajfti-4570	100	174	phuoc	phuoc	NOUN
ajfti-4570	100	175	hoa	hoa	NOUN
ajfti-4570	100	176	rubber	rubber	NOUN
ajfti-4570	100	177	joint	joint	PROPN
ajfti-4570	100	178	stock	stock	NOUN
ajfti-4570	100	179	company	company	NOUN
ajfti-4570	100	180	(	(	PUNCT
ajfti-4570	100	181	hose	hose	PROPN
ajfti-4570	100	182	:	:	PUNCT
ajfti-4570	100	183	phr	phr	NOUN
ajfti-4570	100	184	)	)	PUNCT
ajfti-4570	100	185	materials	material	NOUN
ajfti-4570	100	186	manufacturing	manufacture	VERB
ajfti-4570	100	187	15	15	NUM
ajfti-4570	100	188	viet	viet	PROPN
ajfti-4570	100	189	nam	nam	PROPN
ajfti-4570	100	190	national	national	PROPN
ajfti-4570	100	191	petroleum	petroleum	PROPN
ajfti-4570	100	192	group	group	NOUN
ajfti-4570	100	193	(	(	PUNCT
ajfti-4570	100	194	hose	hose	PROPN
ajfti-4570	100	195	:	:	PUNCT
ajfti-4570	100	196	plx	plx	PROPN
ajfti-4570	100	197	)	)	PUNCT
ajfti-4570	100	198	consumer	consumer	NOUN
ajfti-4570	100	199	discretionary	discretionary	ADJ
ajfti-4570	100	200	distribution	distribution	NOUN
ajfti-4570	100	201	&	&	CCONJ
ajfti-4570	100	202	retail	retail	ADJ
ajfti-4570	100	203	non	non	ADJ
ajfti-4570	100	204	-	-	ADJ
ajfti-4570	100	205	manufacturing	manufacturing	ADJ
ajfti-4570	100	206	16	16	NUM
ajfti-4570	100	207	phu	phu	PROPN
ajfti-4570	100	208	nhuan	nhuan	PROPN
ajfti-4570	100	209	jewelry	jewelry	PROPN
ajfti-4570	100	210	joint	joint	ADJ
ajfti-4570	100	211	stock	stock	NOUN
ajfti-4570	100	212	company	company	NOUN
ajfti-4570	100	213	(	(	PUNCT
ajfti-4570	100	214	hose	hose	PROPN
ajfti-4570	100	215	:	:	PUNCT
ajfti-4570	100	216	pnj	pnj	PROPN
ajfti-4570	100	217	)	)	PUNCT
ajfti-4570	100	218	consumer	consumer	NOUN
ajfti-4570	100	219	discretionary	discretionary	ADJ
ajfti-4570	100	220	distribution	distribution	NOUN
ajfti-4570	100	221	&	&	CCONJ
ajfti-4570	100	222	retail	retail	ADJ
ajfti-4570	100	223	manufacturing	manufacturing	NOUN
ajfti-4570	100	224	17	17	NUM
ajfti-4570	100	225	petrovietnam	petrovietnam	ADJ
ajfti-4570	100	226	power	power	NOUN
ajfti-4570	100	227	corporation	corporation	NOUN
ajfti-4570	100	228	(	(	PUNCT
ajfti-4570	100	229	hose	hose	PROPN
ajfti-4570	100	230	:	:	PUNCT
ajfti-4570	100	231	pow	pow	PROPN
ajfti-4570	100	232	)	)	PUNCT
ajfti-4570	100	233	utilities	utility	NOUN
ajfti-4570	100	234	non	non	ADJ
ajfti-4570	100	235	-	-	ADJ
ajfti-4570	100	236	manufacturing	manufacturing	ADJ
ajfti-4570	100	237	18	18	NUM
ajfti-4570	100	238	saigon	saigon	NOUN
ajfti-4570	100	239	beer	beer	NOUN
ajfti-4570	100	240	alcohol	alcohol	NOUN
ajfti-4570	100	241	beverage	beverage	NOUN
ajfti-4570	100	242	corporation	corporation	NOUN
ajfti-4570	100	243	(	(	PUNCT
ajfti-4570	100	244	hose	hose	PROPN
ajfti-4570	100	245	:	:	PUNCT
ajfti-4570	100	246	sab	sab	ADJ
ajfti-4570	100	247	)	)	PUNCT
ajfti-4570	100	248	food	food	NOUN
ajfti-4570	100	249	,	,	PUNCT
ajfti-4570	100	250	beverage	beverage	NOUN
ajfti-4570	100	251	&	&	CCONJ
ajfti-4570	100	252	tobacco	tobacco	NOUN
ajfti-4570	100	253	manufacturing	manufacture	VERB
ajfti-4570	100	254	19	19	NUM
ajfti-4570	100	255	son	son	NOUN
ajfti-4570	100	256	la	la	PROPN
ajfti-4570	100	257	sugar	sugar	PROPN
ajfti-4570	100	258	jsc	jsc	PROPN
ajfti-4570	100	259	(	(	PUNCT
ajfti-4570	100	260	hnx	hnx	PROPN
ajfti-4570	100	261	:	:	PUNCT
ajfti-4570	100	262	sls	sls	PROPN
ajfti-4570	100	263	)	)	PUNCT
ajfti-4570	100	264	food	food	NOUN
ajfti-4570	100	265	,	,	PUNCT
ajfti-4570	100	266	beverage	beverage	NOUN
ajfti-4570	100	267	&	&	CCONJ
ajfti-4570	100	268	tobacco	tobacco	NOUN
ajfti-4570	100	269	manufacturing	manufacture	VERB
ajfti-4570	100	270	20	20	NUM
ajfti-4570	100	271	thaiholdings	thaiholding	NOUN
ajfti-4570	100	272	joint	joint	ADJ
ajfti-4570	100	273	stock	stock	NOUN
ajfti-4570	100	274	company	company	NOUN
ajfti-4570	100	275	(	(	PUNCT
ajfti-4570	100	276	hnx	hnx	ADJ
ajfti-4570	100	277	:	:	PUNCT
ajfti-4570	100	278	thd	thd	ADJ
ajfti-4570	100	279	)	)	PUNCT
ajfti-4570	100	280	capital	capital	NOUN
ajfti-4570	100	281	goods	good	NOUN
ajfti-4570	100	282	non	non	ADJ
ajfti-4570	100	283	-	-	ADJ
ajfti-4570	100	284	manufacturing	manufacturing	ADJ
ajfti-4570	100	285	21	21	NUM
ajfti-4570	100	286	tng	tng	PROPN
ajfti-4570	100	287	investment	investment	NOUN
ajfti-4570	100	288	and	and	CCONJ
ajfti-4570	100	289	trading	trading	NOUN
ajfti-4570	100	290	jsc	jsc	NOUN
ajfti-4570	100	291	(	(	PUNCT
ajfti-4570	100	292	hnx	hnx	ADJ
ajfti-4570	100	293	:	:	PUNCT
ajfti-4570	100	294	tng	tng	PROPN
ajfti-4570	100	295	)	)	PUNCT
ajfti-4570	100	296	consumer	consumer	NOUN
ajfti-4570	100	297	durables	durable	NOUN
ajfti-4570	100	298	&	&	CCONJ
ajfti-4570	100	299	apparel	apparel	NOUN
ajfti-4570	100	300	manufacturing	manufacturing	NOUN
ajfti-4570	100	301	22	22	NUM
ajfti-4570	100	302	vicostone	vicostone	NOUN
ajfti-4570	100	303	jsc	jsc	PROPN
ajfti-4570	100	304	(	(	PUNCT
ajfti-4570	100	305	hnx	hnx	ADJ
ajfti-4570	100	306	:	:	PUNCT
ajfti-4570	100	307	vcs	vcs	ADJ
ajfti-4570	100	308	)	)	PUNCT
ajfti-4570	100	309	materials	material	NOUN
ajfti-4570	100	310	manufacturing	manufacturing	NOUN
ajfti-4570	100	311	23	23	NUM
ajfti-4570	100	312	vinhomes	vinhome	NOUN
ajfti-4570	100	313	jsc	jsc	INTJ
ajfti-4570	100	314	(	(	PUNCT
ajfti-4570	100	315	hose	hose	PROPN
ajfti-4570	100	316	:	:	PUNCT
ajfti-4570	100	317	vhm	vhm	NOUN
ajfti-4570	100	318	)	)	PUNCT
ajfti-4570	100	319	real	real	ADJ
ajfti-4570	100	320	estate	estate	NOUN
ajfti-4570	100	321	management	management	NOUN
ajfti-4570	100	322	&	&	CCONJ
ajfti-4570	100	323	development	development	PROPN
ajfti-4570	100	324	non	non	PROPN
ajfti-4570	100	325	-	-	ADJ
ajfti-4570	100	326	manufacturing	manufacturing	ADJ
ajfti-4570	100	327	24	24	NUM
ajfti-4570	100	328	vingroup	vingroup	NOUN
ajfti-4570	100	329	joint	joint	ADJ
ajfti-4570	100	330	stock	stock	NOUN
ajfti-4570	100	331	company	company	NOUN
ajfti-4570	100	332	(	(	PUNCT
ajfti-4570	100	333	hose	hose	PROPN
ajfti-4570	100	334	:	:	PUNCT
ajfti-4570	100	335	vic	vic	PROPN
ajfti-4570	100	336	)	)	PUNCT
ajfti-4570	100	337	real	real	ADJ
ajfti-4570	100	338	estate	estate	NOUN
ajfti-4570	100	339	management	management	NOUN
ajfti-4570	100	340	&	&	CCONJ
ajfti-4570	100	341	development	development	PROPN
ajfti-4570	100	342	non	non	PROPN
ajfti-4570	100	343	-	-	ADJ
ajfti-4570	100	344	manufacturing	manufacturing	ADJ
ajfti-4570	100	345	25	25	NUM
ajfti-4570	100	346	vietjet	vietjet	NOUN
ajfti-4570	100	347	aviation	aviation	NOUN
ajfti-4570	100	348	joint	joint	ADJ
ajfti-4570	100	349	stock	stock	NOUN
ajfti-4570	100	350	company	company	NOUN
ajfti-4570	100	351	(	(	PUNCT
ajfti-4570	100	352	hose	hose	PROPN
ajfti-4570	100	353	:	:	PUNCT
ajfti-4570	100	354	vjc	vjc	ADJ
ajfti-4570	100	355	)	)	PUNCT
ajfti-4570	100	356	transportation	transportation	NOUN
ajfti-4570	100	357	non	non	ADJ
ajfti-4570	100	358	-	-	ADJ
ajfti-4570	100	359	manufacturing	manufacturing	ADJ
ajfti-4570	100	360	26	26	NUM
ajfti-4570	100	361	viet	viet	PROPN
ajfti-4570	100	362	nam	nam	NOUN
ajfti-4570	100	363	dairy	dairy	NOUN
ajfti-4570	100	364	products	product	NOUN
ajfti-4570	100	365	joint	joint	ADJ
ajfti-4570	100	366	stock	stock	NOUN
ajfti-4570	100	367	company	company	NOUN
ajfti-4570	100	368	(	(	PUNCT
ajfti-4570	100	369	hose	hose	PROPN
ajfti-4570	100	370	:	:	PUNCT
ajfti-4570	100	371	vnm	vnm	ADJ
ajfti-4570	100	372	)	)	PUNCT
ajfti-4570	100	373	food	food	NOUN
ajfti-4570	100	374	,	,	PUNCT
ajfti-4570	100	375	beverage	beverage	NOUN
ajfti-4570	100	376	&	&	CCONJ
ajfti-4570	100	377	tobacco	tobacco	NOUN
ajfti-4570	100	378	manufacturing	manufacturing	NOUN
ajfti-4570	100	379	27	27	NUM
ajfti-4570	100	380	vincom	vincom	NOUN
ajfti-4570	100	381	retail	retail	ADJ
ajfti-4570	100	382	joint	joint	ADJ
ajfti-4570	100	383	stock	stock	NOUN
ajfti-4570	100	384	company	company	NOUN
ajfti-4570	100	385	(	(	PUNCT
ajfti-4570	100	386	hose	hose	PROPN
ajfti-4570	100	387	:	:	PUNCT
ajfti-4570	100	388	vre	vre	NOUN
ajfti-4570	100	389	)	)	PUNCT
ajfti-4570	100	390	real	real	ADJ
ajfti-4570	100	391	estate	estate	NOUN
ajfti-4570	100	392	management	management	NOUN
ajfti-4570	100	393	&	&	CCONJ
ajfti-4570	100	394	development	development	PROPN
ajfti-4570	100	395	non	non	PROPN
ajfti-4570	100	396	-	-	ADJ
ajfti-4570	100	397	manufacturing	manufacturing	ADJ
ajfti-4570	100	398	28	28	NUM
ajfti-4570	100	399	hoang	hoang	PROPN
ajfti-4570	100	400	kim	kim	PROPN
ajfti-4570	100	401	tay	tay	PROPN
ajfti-4570	100	402	nguyen	nguyen	PROPN
ajfti-4570	100	403	group	group	PROPN
ajfti-4570	100	404	jsc	jsc	PROPN
ajfti-4570	100	405	(	(	PUNCT
ajfti-4570	100	406	hnx	hnx	PROPN
ajfti-4570	100	407	:	:	PUNCT
ajfti-4570	100	408	ctc	ctc	PROPN
ajfti-4570	100	409	)	)	PUNCT
ajfti-4570	100	410	consumer	consumer	NOUN
ajfti-4570	100	411	services	service	NOUN
ajfti-4570	100	412	manufacturing	manufacture	VERB
ajfti-4570	100	413	29	29	NUM
ajfti-4570	100	414	thien	thien	PROPN
ajfti-4570	100	415	nam	nam	PROPN
ajfti-4570	100	416	trading	trade	VERB
ajfti-4570	100	417	import	import	NOUN
ajfti-4570	100	418	export	export	NOUN
ajfti-4570	100	419	jsc	jsc	PROPN
ajfti-4570	100	420	(	(	PUNCT
ajfti-4570	100	421	hose	hose	PROPN
ajfti-4570	100	422	:	:	PUNCT
ajfti-4570	100	423	tna	tna	PROPN
ajfti-4570	100	424	)	)	PUNCT
ajfti-4570	100	425	consumer	consumer	NOUN
ajfti-4570	100	426	discretionary	discretionary	ADJ
ajfti-4570	100	427	distribution	distribution	NOUN
ajfti-4570	100	428	&	&	CCONJ
ajfti-4570	100	429	retail	retail	ADJ
ajfti-4570	100	430	non	non	ADJ
ajfti-4570	100	431	-	-	ADJ
ajfti-4570	100	432	manufacturing	manufacturing	ADJ
ajfti-4570	100	433	30	30	NUM
ajfti-4570	100	434	hoang	hoang	PROPN
ajfti-4570	100	435	anh	anh	PROPN
ajfti-4570	100	436	gia	gia	PROPN
ajfti-4570	100	437	lai	lai	PROPN
ajfti-4570	100	438	agricultural	agricultural	PROPN
ajfti-4570	100	439	jsc	jsc	PROPN
ajfti-4570	100	440	(	(	PUNCT
ajfti-4570	100	441	hose	hose	PROPN
ajfti-4570	100	442	:	:	PUNCT
ajfti-4570	100	443	hng	hng	X
ajfti-4570	100	444	)	)	PUNCT
ajfti-4570	100	445	food	food	NOUN
ajfti-4570	100	446	,	,	PUNCT
ajfti-4570	100	447	beverage	beverage	NOUN
ajfti-4570	100	448	&	&	CCONJ
ajfti-4570	100	449	tobacco	tobacco	NOUN
ajfti-4570	100	450	manufacturing	manufacture	VERB
ajfti-4570	100	451	31	31	NUM
ajfti-4570	100	452	song	song	NOUN
ajfti-4570	100	453	da	da	PROPN
ajfti-4570	100	454	6	6	NUM
ajfti-4570	100	455	jsc	jsc	NOUN
ajfti-4570	100	456	(	(	PUNCT
ajfti-4570	100	457	hnx	hnx	ADJ
ajfti-4570	100	458	:	:	PUNCT
ajfti-4570	100	459	sd6	sd6	ADJ
ajfti-4570	100	460	)	)	PUNCT
ajfti-4570	100	461	capital	capital	NOUN
ajfti-4570	100	462	goods	good	NOUN
ajfti-4570	100	463	non	non	ADJ
ajfti-4570	100	464	-	-	ADJ
ajfti-4570	100	465	manufacturing	manufacturing	ADJ
ajfti-4570	100	466	32	32	NUM
ajfti-4570	100	467	dong	dong	NOUN
ajfti-4570	100	468	a	a	DET
ajfti-4570	100	469	plastic	plastic	NOUN
ajfti-4570	100	470	jsc	jsc	NOUN
ajfti-4570	100	471	(	(	PUNCT
ajfti-4570	100	472	hose	hose	PROPN
ajfti-4570	100	473	:	:	PUNCT
ajfti-4570	100	474	dag	dag	PROPN
ajfti-4570	100	475	)	)	PUNCT
ajfti-4570	100	476	capital	capital	NOUN
ajfti-4570	100	477	goods	good	NOUN
ajfti-4570	100	478	manufacturing	manufacture	VERB
ajfti-4570	100	479	33	33	NUM
ajfti-4570	100	480	htinvest	htinv	ADJ
ajfti-4570	100	481	jsc	jsc	PROPN
ajfti-4570	100	482	(	(	PUNCT
ajfti-4570	100	483	hnx	hnx	ADJ
ajfti-4570	100	484	:	:	PUNCT
ajfti-4570	100	485	htp	htp	PROPN
ajfti-4570	100	486	)	)	PUNCT
ajfti-4570	100	487	commercial	commercial	PROPN
ajfti-4570	100	488	&	&	CCONJ
ajfti-4570	100	489	professional	professional	PROPN
ajfti-4570	100	490	services	service	NOUN
ajfti-4570	100	491	non	non	ADJ
ajfti-4570	100	492	-	-	ADJ
ajfti-4570	100	493	manufacturing	manufacturing	ADJ
ajfti-4570	100	494	34	34	NUM
ajfti-4570	100	495	vietnam	vietnam	PROPN
ajfti-4570	100	496	electric	electric	PROPN
ajfti-4570	100	497	cable	cable	NOUN
ajfti-4570	100	498	corporation	corporation	NOUN
ajfti-4570	100	499	(	(	PUNCT
ajfti-4570	100	500	hose	hose	PROPN
ajfti-4570	100	501	:	:	PUNCT
ajfti-4570	100	502	cav	cav	NOUN
ajfti-4570	100	503	)	)	PUNCT
ajfti-4570	100	504	capital	capital	NOUN
ajfti-4570	100	505	goods	good	NOUN
ajfti-4570	100	506	manufacturing	manufacturing	NOUN
ajfti-4570	100	507	pa	pa	PROPN
ajfti-4570	100	508	ge	ge	PROPN
ajfti-4570	100	509	11	11	NUM
ajfti-4570	100	510	9	9	NUM
ajfti-4570	100	511	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-4570	100	512	am	be	AUX
ajfti-4570	100	513	.	.	PUNCT
ajfti-4570	101	1	j.	j.	PROPN
ajfti-4570	101	2	financ	financ	PROPN
ajfti-4570	101	3	.	.	PUNCT
ajfti-4570	102	1	technol	technol	PROPN
ajfti-4570	102	2	.	.	PUNCT
ajfti-4570	102	3	innov	innov	PROPN
ajfti-4570	102	4	.	.	PUNCT
ajfti-4570	103	1	3(1	3(1	NUM
ajfti-4570	103	2	)	)	PUNCT
ajfti-4570	104	1	115	115	NUM
ajfti-4570	104	2	-	-	SYM
ajfti-4570	104	3	127	127	NUM
ajfti-4570	104	4	,	,	PUNCT
ajfti-4570	104	5	2025	2025	NUM
ajfti-4570	104	6	the	the	DET
ajfti-4570	104	7	original	original	ADJ
ajfti-4570	104	8	altman	altman	NOUN
ajfti-4570	104	9	z	z	PROPN
ajfti-4570	104	10	-	-	PUNCT
ajfti-4570	104	11	score	score	NOUN
ajfti-4570	104	12	consists	consist	VERB
ajfti-4570	104	13	of	of	ADP
ajfti-4570	104	14	five	five	NUM
ajfti-4570	104	15	key	key	ADJ
ajfti-4570	104	16	financial	financial	ADJ
ajfti-4570	104	17	ratios	ratio	NOUN
ajfti-4570	104	18	that	that	PRON
ajfti-4570	104	19	capture	capture	VERB
ajfti-4570	104	20	a	a	DET
ajfti-4570	104	21	company	company	NOUN
ajfti-4570	104	22	’s	’s	PART
ajfti-4570	104	23	profitability	profitability	NOUN
ajfti-4570	104	24	,	,	PUNCT
ajfti-4570	104	25	liquidity	liquidity	NOUN
ajfti-4570	104	26	,	,	PUNCT
ajfti-4570	104	27	leverage	leverage	NOUN
ajfti-4570	104	28	,	,	PUNCT
ajfti-4570	104	29	and	and	CCONJ
ajfti-4570	104	30	efficiency	efficiency	NOUN
ajfti-4570	104	31	:	:	PUNCT
ajfti-4570	104	32	•	•	NUM
ajfti-4570	104	33	liquidity	liquidity	NOUN
ajfti-4570	104	34	a1	a1	NOUN
ajfti-4570	104	35	is	be	AUX
ajfti-4570	104	36	assessed	assess	VERB
ajfti-4570	104	37	by	by	ADP
ajfti-4570	104	38	working	work	VERB
ajfti-4570	104	39	capital	capital	NOUN
ajfti-4570	104	40	as	as	ADP
ajfti-4570	104	41	a	a	DET
ajfti-4570	104	42	proportion	proportion	NOUN
ajfti-4570	104	43	of	of	ADP
ajfti-4570	104	44	total	total	ADJ
ajfti-4570	104	45	assets	asset	NOUN
ajfti-4570	104	46	.	.	PUNCT
ajfti-4570	105	1	•	•	NUM
ajfti-4570	105	2	cumulative	cumulative	ADJ
ajfti-4570	105	3	profitability	profitability	NOUN
ajfti-4570	105	4	a2	a2	PROPN
ajfti-4570	105	5	is	be	AUX
ajfti-4570	105	6	measured	measure	VERB
ajfti-4570	105	7	by	by	ADP
ajfti-4570	105	8	the	the	DET
ajfti-4570	105	9	ratio	ratio	NOUN
ajfti-4570	105	10	of	of	ADP
ajfti-4570	105	11	retained	retain	VERB
ajfti-4570	105	12	earnings	earning	NOUN
ajfti-4570	105	13	to	to	ADP
ajfti-4570	105	14	total	total	ADJ
ajfti-4570	105	15	assets	asset	NOUN
ajfti-4570	105	16	•	•	ADV
ajfti-4570	105	17	operating	operating	NOUN
ajfti-4570	105	18	efficiency	efficiency	NOUN
ajfti-4570	105	19	a3	a3	NOUN
ajfti-4570	105	20	is	be	AUX
ajfti-4570	105	21	computed	compute	VERB
ajfti-4570	105	22	by	by	ADP
ajfti-4570	105	23	the	the	DET
ajfti-4570	105	24	ratio	ratio	NOUN
ajfti-4570	105	25	of	of	ADP
ajfti-4570	105	26	ebit	ebit	PROPN
ajfti-4570	105	27	to	to	ADP
ajfti-4570	105	28	total	total	ADJ
ajfti-4570	105	29	assets	asset	NOUN
ajfti-4570	105	30	.	.	PUNCT
ajfti-4570	106	1	•	•	NOUN
ajfti-4570	106	2	leverage	leverage	NOUN
ajfti-4570	106	3	a4	a4	NOUN
ajfti-4570	106	4	is	be	AUX
ajfti-4570	106	5	calculated	calculate	VERB
ajfti-4570	106	6	by	by	ADP
ajfti-4570	106	7	the	the	DET
ajfti-4570	106	8	ratio	ratio	NOUN
ajfti-4570	106	9	of	of	ADP
ajfti-4570	106	10	market	market	NOUN
ajfti-4570	106	11	value	value	NOUN
ajfti-4570	106	12	of	of	ADP
ajfti-4570	106	13	equity	equity	NOUN
ajfti-4570	106	14	to	to	AUX
ajfti-4570	106	15	total	total	ADJ
ajfti-4570	106	16	liabilities	liability	NOUN
ajfti-4570	106	17	•	•	ADP
ajfti-4570	106	18	asset	asset	NOUN
ajfti-4570	106	19	turnover	turnover	NOUN
ajfti-4570	106	20	a5	a5	NOUN
ajfti-4570	106	21	is	be	AUX
ajfti-4570	106	22	determined	determine	VERB
ajfti-4570	106	23	by	by	ADP
ajfti-4570	106	24	the	the	DET
ajfti-4570	106	25	ratio	ratio	NOUN
ajfti-4570	106	26	of	of	ADP
ajfti-4570	106	27	sales	sale	NOUN
ajfti-4570	106	28	to	to	ADP
ajfti-4570	106	29	total	total	ADJ
ajfti-4570	106	30	assets	asset	NOUN
ajfti-4570	106	31	the	the	DET
ajfti-4570	106	32	model	model	NOUN
ajfti-4570	106	33	assigns	assign	VERB
ajfti-4570	106	34	a	a	DET
ajfti-4570	106	35	z	z	NOUN
ajfti-4570	106	36	-	-	PUNCT
ajfti-4570	106	37	score	score	NOUN
ajfti-4570	106	38	based	base	VERB
ajfti-4570	106	39	on	on	ADP
ajfti-4570	106	40	a	a	DET
ajfti-4570	106	41	weighted	weight	VERB
ajfti-4570	106	42	sum	sum	NOUN
ajfti-4570	106	43	of	of	ADP
ajfti-4570	106	44	these	these	DET
ajfti-4570	106	45	ratios	ratio	NOUN
ajfti-4570	106	46	where	where	SCONJ
ajfti-4570	106	47	z	z	NOUN
ajfti-4570	106	48	>	>	X
ajfti-4570	106	49	2.99	2.99	NUM
ajfti-4570	106	50	indicates	indicate	VERB
ajfti-4570	106	51	financial	financial	ADJ
ajfti-4570	106	52	stability	stability	NOUN
ajfti-4570	106	53	(	(	PUNCT
ajfti-4570	106	54	safe	safe	ADJ
ajfti-4570	106	55	zone	zone	NOUN
ajfti-4570	106	56	)	)	PUNCT
ajfti-4570	106	57	.	.	PUNCT
ajfti-4570	107	1	scores	score	NOUN
ajfti-4570	107	2	between	between	ADP
ajfti-4570	107	3	1.81	1.81	NUM
ajfti-4570	107	4	and	and	CCONJ
ajfti-4570	107	5	2.99	2.99	NUM
ajfti-4570	107	6	suggest	suggest	VERB
ajfti-4570	107	7	potential	potential	ADJ
ajfti-4570	107	8	distress	distress	NOUN
ajfti-4570	107	9	(	(	PUNCT
ajfti-4570	107	10	grey	grey	NOUN
ajfti-4570	107	11	zone	zone	NOUN
ajfti-4570	107	12	)	)	PUNCT
ajfti-4570	107	13	.	.	PUNCT
ajfti-4570	108	1	a	a	DET
ajfti-4570	108	2	z	z	NOUN
ajfti-4570	108	3	<	<	X
ajfti-4570	108	4	1.81	1.81	NUM
ajfti-4570	108	5	signals	signal	NOUN
ajfti-4570	108	6	a	a	DET
ajfti-4570	108	7	high	high	ADJ
ajfti-4570	108	8	risk	risk	NOUN
ajfti-4570	108	9	of	of	ADP
ajfti-4570	108	10	bankruptcy	bankruptcy	NOUN
ajfti-4570	108	11	(	(	PUNCT
ajfti-4570	108	12	distress	distress	NOUN
ajfti-4570	108	13	zone	zone	NOUN
ajfti-4570	108	14	)	)	PUNCT
ajfti-4570	108	15	.	.	PUNCT
ajfti-4570	109	1	the	the	DET
ajfti-4570	109	2	formula	formula	NOUN
ajfti-4570	109	3	of	of	ADP
ajfti-4570	109	4	z	z	NOUN
ajfti-4570	109	5	-	-	PUNCT
ajfti-4570	109	6	score	score	NOUN
ajfti-4570	109	7	is	be	AUX
ajfti-4570	109	8	expressed	express	VERB
ajfti-4570	109	9	in	in	ADP
ajfti-4570	109	10	equation	equation	NOUN
ajfti-4570	109	11	(	(	PUNCT
ajfti-4570	109	12	1	1	NUM
ajfti-4570	109	13	)	)	PUNCT
ajfti-4570	109	14	.	.	PUNCT
ajfti-4570	110	1	z=1.2a1	z=1.2a1	PROPN
ajfti-4570	110	2	+	+	PROPN
ajfti-4570	110	3	1.4a2	1.4a2	NUM
ajfti-4570	110	4	+	+	ADJ
ajfti-4570	110	5	3.3a3	3.3a3	NUM
ajfti-4570	110	6	+	+	NOUN
ajfti-4570	110	7	0.6a4	0.6a4	NOUN
ajfti-4570	110	8	+	+	SYM
ajfti-4570	110	9	1.0a5	1.0a5	NUM
ajfti-4570	110	10	(	(	PUNCT
ajfti-4570	110	11	1	1	NUM
ajfti-4570	110	12	)	)	PUNCT
ajfti-4570	110	13	in	in	ADP
ajfti-4570	110	14	1995	1995	NUM
ajfti-4570	110	15	,	,	PUNCT
ajfti-4570	110	16	the	the	DET
ajfti-4570	110	17	third	third	ADJ
ajfti-4570	110	18	variation	variation	NOUN
ajfti-4570	110	19	of	of	ADP
ajfti-4570	110	20	the	the	DET
ajfti-4570	110	21	model	model	NOUN
ajfti-4570	110	22	,	,	PUNCT
ajfti-4570	110	23	z’’-score	z’’-score	PROPN
ajfti-4570	110	24	,	,	PUNCT
ajfti-4570	110	25	was	be	AUX
ajfti-4570	110	26	developed	develop	VERB
ajfti-4570	110	27	to	to	PART
ajfti-4570	110	28	account	account	VERB
ajfti-4570	110	29	for	for	ADP
ajfti-4570	110	30	the	the	DET
ajfti-4570	110	31	economic	economic	ADJ
ajfti-4570	110	32	conditions	condition	NOUN
ajfti-4570	110	33	in	in	ADP
ajfti-4570	110	34	emerging	emerge	VERB
ajfti-4570	110	35	markets	market	NOUN
ajfti-4570	110	36	,	,	PUNCT
ajfti-4570	110	37	where	where	SCONJ
ajfti-4570	110	38	companies	company	NOUN
ajfti-4570	110	39	often	often	ADV
ajfti-4570	110	40	experience	experience	VERB
ajfti-4570	110	41	higher	high	ADJ
ajfti-4570	110	42	financial	financial	ADJ
ajfti-4570	110	43	volatility	volatility	NOUN
ajfti-4570	110	44	.	.	PUNCT
ajfti-4570	111	1	the	the	DET
ajfti-4570	111	2	model	model	NOUN
ajfti-4570	111	3	excludes	exclude	VERB
ajfti-4570	111	4	the	the	DET
ajfti-4570	111	5	sales	sale	NOUN
ajfti-4570	111	6	/	/	SYM
ajfti-4570	111	7	total	total	ADJ
ajfti-4570	111	8	assets	asset	NOUN
ajfti-4570	111	9	(	(	PUNCT
ajfti-4570	111	10	x5	x5	NOUN
ajfti-4570	111	11	)	)	PUNCT
ajfti-4570	111	12	ratio	ratio	NOUN
ajfti-4570	111	13	,	,	PUNCT
ajfti-4570	111	14	as	as	SCONJ
ajfti-4570	111	15	emerging	emerge	VERB
ajfti-4570	111	16	market	market	NOUN
ajfti-4570	111	17	firms	firm	NOUN
ajfti-4570	111	18	often	often	ADV
ajfti-4570	111	19	operate	operate	VERB
ajfti-4570	111	20	in	in	ADP
ajfti-4570	111	21	diverse	diverse	ADJ
ajfti-4570	111	22	economic	economic	ADJ
ajfti-4570	111	23	conditions	condition	NOUN
ajfti-4570	111	24	with	with	ADP
ajfti-4570	111	25	varying	vary	VERB
ajfti-4570	111	26	revenue	revenue	NOUN
ajfti-4570	111	27	structures	structure	NOUN
ajfti-4570	111	28	.	.	PUNCT
ajfti-4570	112	1	the	the	DET
ajfti-4570	112	2	formula	formula	NOUN
ajfti-4570	112	3	is	be	AUX
ajfti-4570	112	4	described	describe	VERB
ajfti-4570	112	5	in	in	ADP
ajfti-4570	112	6	equation	equation	NOUN
ajfti-4570	112	7	(	(	PUNCT
ajfti-4570	112	8	2	2	NUM
ajfti-4570	112	9	)	)	PUNCT
ajfti-4570	112	10	.	.	PUNCT
ajfti-4570	113	1	z’’=6.56a1	z’’=6.56a1	PROPN
ajfti-4570	113	2	+	+	PROPN
ajfti-4570	113	3	3.26a2	3.26a2	NUM
ajfti-4570	113	4	+	+	NOUN
ajfti-4570	113	5	6.72a3	6.72a3	NOUN
ajfti-4570	113	6	+	+	ADJ
ajfti-4570	113	7	1.05a4	1.05a4	NUM
ajfti-4570	113	8	(	(	PUNCT
ajfti-4570	113	9	2	2	NUM
ajfti-4570	113	10	)	)	PUNCT
ajfti-4570	113	11	the	the	DET
ajfti-4570	113	12	classification	classification	NOUN
ajfti-4570	113	13	thresholds	threshold	NOUN
ajfti-4570	113	14	are	be	AUX
ajfti-4570	113	15	z	z	NOUN
ajfti-4570	113	16	”	"	PUNCT
ajfti-4570	113	17	score	score	NOUN
ajfti-4570	113	18	>	>	X
ajfti-4570	113	19	5.85	5.85	NUM
ajfti-4570	113	20	indicates	indicate	VERB
ajfti-4570	113	21	financial	financial	ADJ
ajfti-4570	113	22	stability	stability	NOUN
ajfti-4570	113	23	(	(	PUNCT
ajfti-4570	113	24	safe	safe	ADJ
ajfti-4570	113	25	zone	zone	NOUN
ajfti-4570	113	26	)	)	PUNCT
ajfti-4570	113	27	.	.	PUNCT
ajfti-4570	114	1	scores	score	NOUN
ajfti-4570	114	2	between	between	ADP
ajfti-4570	114	3	4.15	4.15	NUM
ajfti-4570	114	4	and	and	CCONJ
ajfti-4570	114	5	5.85	5.85	NUM
ajfti-4570	114	6	suggest	suggest	VERB
ajfti-4570	114	7	uncertainty	uncertainty	NOUN
ajfti-4570	114	8	(	(	PUNCT
ajfti-4570	114	9	grey	grey	NOUN
ajfti-4570	114	10	zone	zone	NOUN
ajfti-4570	114	11	)	)	PUNCT
ajfti-4570	114	12	.	.	PUNCT
ajfti-4570	115	1	a	a	DET
ajfti-4570	115	2	z	z	NOUN
ajfti-4570	115	3	’’	’'	PUNCT
ajfti-4570	115	4	score	score	NOUN
ajfti-4570	115	5	<	<	X
ajfti-4570	115	6	4.15	4.15	NUM
ajfti-4570	115	7	signals	signal	NOUN
ajfti-4570	115	8	high	high	ADJ
ajfti-4570	115	9	distress	distress	NOUN
ajfti-4570	115	10	risk	risk	NOUN
ajfti-4570	115	11	(	(	PUNCT
ajfti-4570	115	12	distress	distress	NOUN
ajfti-4570	115	13	zone	zone	NOUN
ajfti-4570	115	14	)	)	PUNCT
ajfti-4570	115	15	.	.	PUNCT
ajfti-4570	116	1	meanwhile	meanwhile	ADV
ajfti-4570	116	2	,	,	PUNCT
ajfti-4570	116	3	the	the	DET
ajfti-4570	116	4	emerging	emerge	VERB
ajfti-4570	116	5	market	market	NOUN
ajfti-4570	116	6	scoring	scoring	NOUN
ajfti-4570	116	7	(	(	PUNCT
ajfti-4570	116	8	ems	ems	PROPN
ajfti-4570	116	9	)	)	PUNCT
ajfti-4570	116	10	model	model	NOUN
ajfti-4570	116	11	(	(	PUNCT
ajfti-4570	116	12	altman	altman	NOUN
ajfti-4570	116	13	,	,	PUNCT
ajfti-4570	116	14	2005	2005	NUM
ajfti-4570	116	15	)	)	PUNCT
ajfti-4570	116	16	is	be	AUX
ajfti-4570	116	17	founded	found	VERB
ajfti-4570	116	18	on	on	ADP
ajfti-4570	116	19	a	a	DET
ajfti-4570	116	20	fundamental	fundamental	ADJ
ajfti-4570	116	21	financial	financial	ADJ
ajfti-4570	116	22	analysis	analysis	NOUN
ajfti-4570	116	23	derived	derive	VERB
ajfti-4570	116	24	from	from	ADP
ajfti-4570	116	25	a	a	DET
ajfti-4570	116	26	qualitative	qualitative	ADJ
ajfti-4570	116	27	risk	risk	NOUN
ajfti-4570	116	28	assessment	assessment	NOUN
ajfti-4570	116	29	framework	framework	NOUN
ajfti-4570	116	30	.	.	PUNCT
ajfti-4570	117	1	it	it	PRON
ajfti-4570	117	2	functions	function	VERB
ajfti-4570	117	3	as	as	ADP
ajfti-4570	117	4	a	a	DET
ajfti-4570	117	5	refined	refined	ADJ
ajfti-4570	117	6	rating	rating	NOUN
ajfti-4570	117	7	system	system	NOUN
ajfti-4570	117	8	for	for	ADP
ajfti-4570	117	9	evaluating	evaluate	VERB
ajfti-4570	117	10	specific	specific	ADJ
ajfti-4570	117	11	credit	credit	NOUN
ajfti-4570	117	12	risks	risk	NOUN
ajfti-4570	117	13	.	.	PUNCT
ajfti-4570	118	1	by	by	ADP
ajfti-4570	118	2	building	build	VERB
ajfti-4570	118	3	upon	upon	SCONJ
ajfti-4570	118	4	previous	previous	ADJ
ajfti-4570	118	5	financial	financial	ADJ
ajfti-4570	118	6	distress	distress	NOUN
ajfti-4570	118	7	models	model	NOUN
ajfti-4570	118	8	,	,	PUNCT
ajfti-4570	118	9	the	the	DET
ajfti-4570	118	10	ems	ems	PROPN
ajfti-4570	118	11	model	model	NOUN
ajfti-4570	118	12	integrates	integrate	VERB
ajfti-4570	118	13	the	the	DET
ajfti-4570	118	14	strengths	strength	NOUN
ajfti-4570	118	15	of	of	ADP
ajfti-4570	118	16	established	establish	VERB
ajfti-4570	118	17	approaches	approach	NOUN
ajfti-4570	118	18	,	,	PUNCT
ajfti-4570	118	19	such	such	ADJ
ajfti-4570	118	20	as	as	ADP
ajfti-4570	118	21	the	the	DET
ajfti-4570	118	22	z	z	NOUN
ajfti-4570	118	23	-	-	PUNCT
ajfti-4570	118	24	score	score	NOUN
ajfti-4570	118	25	,	,	PUNCT
ajfti-4570	118	26	z’-score	z’-score	NOUN
ajfti-4570	118	27	,	,	PUNCT
ajfti-4570	118	28	and	and	CCONJ
ajfti-4570	118	29	z’’-score	z’’-score	PUNCT
ajfti-4570	118	30	,	,	PUNCT
ajfti-4570	118	31	while	while	SCONJ
ajfti-4570	118	32	addressing	address	VERB
ajfti-4570	118	33	their	their	PRON
ajfti-4570	118	34	limitations	limitation	NOUN
ajfti-4570	118	35	.	.	PUNCT
ajfti-4570	119	1	notably	notably	ADV
ajfti-4570	119	2	,	,	PUNCT
ajfti-4570	119	3	it	it	PRON
ajfti-4570	119	4	incorporates	incorporate	VERB
ajfti-4570	119	5	an	an	DET
ajfti-4570	119	6	adjustment	adjustment	NOUN
ajfti-4570	119	7	of	of	ADP
ajfti-4570	119	8	+3.25	+3.25	PROPN
ajfti-4570	119	9	to	to	PART
ajfti-4570	119	10	better	well	ADV
ajfti-4570	119	11	suit	suit	VERB
ajfti-4570	119	12	emerging	emerge	VERB
ajfti-4570	119	13	markets	market	NOUN
ajfti-4570	119	14	,	,	PUNCT
ajfti-4570	119	15	including	include	VERB
ajfti-4570	119	16	developing	develop	VERB
ajfti-4570	119	17	economies	economy	NOUN
ajfti-4570	119	18	like	like	ADP
ajfti-4570	119	19	vietnam	vietnam	PROPN
ajfti-4570	119	20	.	.	PUNCT
ajfti-4570	120	1	this	this	DET
ajfti-4570	120	2	enhancement	enhancement	NOUN
ajfti-4570	120	3	enables	enable	VERB
ajfti-4570	120	4	a	a	DET
ajfti-4570	120	5	more	more	ADV
ajfti-4570	120	6	precise	precise	ADJ
ajfti-4570	120	7	and	and	CCONJ
ajfti-4570	120	8	comprehensive	comprehensive	ADJ
ajfti-4570	120	9	evaluation	evaluation	NOUN
ajfti-4570	120	10	of	of	ADP
ajfti-4570	120	11	financial	financial	ADJ
ajfti-4570	120	12	health	health	NOUN
ajfti-4570	120	13	in	in	ADP
ajfti-4570	120	14	dynamic	dynamic	ADJ
ajfti-4570	120	15	and	and	CCONJ
ajfti-4570	120	16	volatile	volatile	ADJ
ajfti-4570	120	17	market	market	NOUN
ajfti-4570	120	18	conditions	condition	NOUN
ajfti-4570	120	19	.	.	PUNCT
ajfti-4570	121	1	the	the	DET
ajfti-4570	121	2	ems	ems	PROPN
ajfti-4570	121	3	model	model	NOUN
ajfti-4570	121	4	evaluates	evaluate	VERB
ajfti-4570	121	5	a	a	DET
ajfti-4570	121	6	company	company	NOUN
ajfti-4570	121	7	’s	’s	PART
ajfti-4570	121	8	financial	financial	ADJ
ajfti-4570	121	9	stability	stability	NOUN
ajfti-4570	121	10	using	use	VERB
ajfti-4570	121	11	the	the	DET
ajfti-4570	121	12	following	follow	VERB
ajfti-4570	121	13	equation	equation	NOUN
ajfti-4570	121	14	(	(	PUNCT
ajfti-4570	121	15	3	3	NUM
ajfti-4570	121	16	)	)	PUNCT
ajfti-4570	121	17	.	.	PUNCT
ajfti-4570	122	1	ems=6.56a1	ems=6.56a1	PROPN
ajfti-4570	123	1	+	+	ADJ
ajfti-4570	123	2	3.26a+6.72a3	3.26a+6.72a3	NUM
ajfti-4570	123	3	+	+	ADJ
ajfti-4570	123	4	1.05a’4	1.05a’4	NUM
ajfti-4570	123	5	+	+	SYM
ajfti-4570	123	6	3.25	3.25	NUM
ajfti-4570	123	7	(	(	PUNCT
ajfti-4570	123	8	3	3	NUM
ajfti-4570	123	9	)	)	PUNCT
ajfti-4570	123	10	where	where	SCONJ
ajfti-4570	123	11	a’4	a’4	ADV
ajfti-4570	123	12	is	be	AUX
ajfti-4570	123	13	book	book	NOUN
ajfti-4570	123	14	value	value	NOUN
ajfti-4570	123	15	of	of	ADP
ajfti-4570	123	16	equity	equity	NOUN
ajfti-4570	123	17	to	to	ADP
ajfti-4570	123	18	total	total	ADJ
ajfti-4570	123	19	liabilities	liability	NOUN
ajfti-4570	123	20	,	,	PUNCT
ajfti-4570	123	21	indicating	indicate	VERB
ajfti-4570	123	22	financial	financial	ADJ
ajfti-4570	123	23	leverage	leverage	NOUN
ajfti-4570	123	24	and	and	CCONJ
ajfti-4570	123	25	solvency	solvency	NOUN
ajfti-4570	123	26	.	.	PUNCT
ajfti-4570	124	1	the	the	DET
ajfti-4570	124	2	ems	ems	PROPN
ajfti-4570	124	3	score	score	NOUN
ajfti-4570	124	4	categorizes	categorize	VERB
ajfti-4570	124	5	companies	company	NOUN
ajfti-4570	124	6	into	into	ADP
ajfti-4570	124	7	three	three	NUM
ajfti-4570	124	8	risk	risk	NOUN
ajfti-4570	124	9	levels	level	NOUN
ajfti-4570	124	10	:	:	PUNCT
ajfti-4570	124	11	•	•	NUM
ajfti-4570	124	12	safe	safe	ADJ
ajfti-4570	124	13	zone	zone	NOUN
ajfti-4570	124	14	(	(	PUNCT
ajfti-4570	124	15	ems>5.85	ems>5.85	NUM
ajfti-4570	124	16	)	)	PUNCT
ajfti-4570	124	17	–	–	PUNCT
ajfti-4570	124	18	firms	firm	NOUN
ajfti-4570	124	19	in	in	ADP
ajfti-4570	124	20	this	this	DET
ajfti-4570	124	21	category	category	NOUN
ajfti-4570	124	22	are	be	AUX
ajfti-4570	124	23	financially	financially	ADV
ajfti-4570	124	24	stable	stable	ADJ
ajfti-4570	124	25	,	,	PUNCT
ajfti-4570	124	26	with	with	ADP
ajfti-4570	124	27	minimal	minimal	ADJ
ajfti-4570	124	28	bankruptcy	bankruptcy	NOUN
ajfti-4570	124	29	risk	risk	NOUN
ajfti-4570	124	30	.	.	PUNCT
ajfti-4570	125	1	•	•	NUM
ajfti-4570	125	2	warning	warning	NOUN
ajfti-4570	125	3	zone	zone	NOUN
ajfti-4570	125	4	(	(	PUNCT
ajfti-4570	125	5	4.15≤ems≤5.85	4.15≤ems≤5.85	NUM
ajfti-4570	125	6	)	)	PUNCT
ajfti-4570	125	7	–	–	PUNCT
ajfti-4570	125	8	these	these	DET
ajfti-4570	125	9	firms	firm	NOUN
ajfti-4570	125	10	face	face	VERB
ajfti-4570	125	11	financial	financial	ADJ
ajfti-4570	125	12	uncertainty	uncertainty	NOUN
ajfti-4570	125	13	,	,	PUNCT
ajfti-4570	125	14	with	with	ADP
ajfti-4570	125	15	potential	potential	ADJ
ajfti-4570	125	16	distress	distress	NOUN
ajfti-4570	125	17	risks	risk	NOUN
ajfti-4570	125	18	.	.	PUNCT
ajfti-4570	126	1	•	•	NUM
ajfti-4570	126	2	distress	distress	NOUN
ajfti-4570	126	3	zone	zone	NOUN
ajfti-4570	126	4	(	(	PUNCT
ajfti-4570	126	5	ems<4.15	ems<4.15	NOUN
ajfti-4570	126	6	)	)	PUNCT
ajfti-4570	126	7	–	–	PUNCT
ajfti-4570	126	8	companies	company	NOUN
ajfti-4570	126	9	in	in	ADP
ajfti-4570	126	10	this	this	DET
ajfti-4570	126	11	range	range	NOUN
ajfti-4570	126	12	have	have	VERB
ajfti-4570	126	13	a	a	DET
ajfti-4570	126	14	high	high	ADJ
ajfti-4570	126	15	probability	probability	NOUN
ajfti-4570	126	16	of	of	ADP
ajfti-4570	126	17	default	default	NOUN
ajfti-4570	126	18	or	or	CCONJ
ajfti-4570	126	19	bankruptcy	bankruptcy	NOUN
ajfti-4570	126	20	.	.	PUNCT
ajfti-4570	127	1	unlike	unlike	ADP
ajfti-4570	127	2	the	the	DET
ajfti-4570	127	3	accounting	accounting	NOUN
ajfti-4570	127	4	-	-	PUNCT
ajfti-4570	127	5	based	base	VERB
ajfti-4570	127	6	approach	approach	NOUN
ajfti-4570	127	7	such	such	ADJ
ajfti-4570	127	8	as	as	ADP
ajfti-4570	127	9	altman	altman	PROPN
ajfti-4570	127	10	z	z	PROPN
ajfti-4570	127	11	-	-	PUNCT
ajfti-4570	127	12	score	score	NOUN
ajfti-4570	127	13	or	or	CCONJ
ajfti-4570	127	14	emerging	emerge	VERB
ajfti-4570	127	15	market	market	NOUN
ajfti-4570	127	16	score	score	NOUN
ajfti-4570	127	17	(	(	PUNCT
ajfti-4570	127	18	ems	ems	PROPN
ajfti-4570	127	19	)	)	PUNCT
ajfti-4570	127	20	,	,	PUNCT
ajfti-4570	127	21	distance	distance	NOUN
ajfti-4570	127	22	to	to	PART
ajfti-4570	127	23	default	default	VERB
ajfti-4570	127	24	(	(	PUNCT
ajfti-4570	127	25	dd	dd	NOUN
ajfti-4570	127	26	)	)	PUNCT
ajfti-4570	127	27	method	method	NOUN
ajfti-4570	127	28	is	be	AUX
ajfti-4570	127	29	a	a	DET
ajfti-4570	127	30	structural	structural	ADJ
ajfti-4570	127	31	credit	credit	NOUN
ajfti-4570	127	32	risk	risk	NOUN
ajfti-4570	127	33	model	model	NOUN
ajfti-4570	127	34	based	base	VERB
ajfti-4570	127	35	on	on	ADP
ajfti-4570	127	36	merton	merton	PROPN
ajfti-4570	127	37	’s	’s	PART
ajfti-4570	127	38	model	model	NOUN
ajfti-4570	127	39	(	(	PUNCT
ajfti-4570	127	40	1974	1974	NUM
ajfti-4570	127	41	)	)	PUNCT
ajfti-4570	127	42	(	(	PUNCT
ajfti-4570	127	43	merton	merton	NOUN
ajfti-4570	127	44	,	,	PUNCT
ajfti-4570	127	45	1974	1974	NUM
ajfti-4570	127	46	)	)	PUNCT
ajfti-4570	127	47	.	.	PUNCT
ajfti-4570	128	1	it	it	PRON
ajfti-4570	128	2	measures	measure	VERB
ajfti-4570	128	3	how	how	SCONJ
ajfti-4570	128	4	close	close	ADJ
ajfti-4570	128	5	a	a	DET
ajfti-4570	128	6	company	company	NOUN
ajfti-4570	128	7	is	be	AUX
ajfti-4570	128	8	to	to	PART
ajfti-4570	128	9	default	default	VERB
ajfti-4570	128	10	based	base	VERB
ajfti-4570	128	11	on	on	ADP
ajfti-4570	128	12	the	the	DET
ajfti-4570	128	13	value	value	NOUN
ajfti-4570	128	14	of	of	ADP
ajfti-4570	128	15	its	its	PRON
ajfti-4570	128	16	assets	asset	NOUN
ajfti-4570	128	17	relative	relative	ADJ
ajfti-4570	128	18	to	to	ADP
ajfti-4570	128	19	its	its	PRON
ajfti-4570	128	20	liabilities	liability	NOUN
ajfti-4570	128	21	.	.	PUNCT
ajfti-4570	129	1	the	the	DET
ajfti-4570	129	2	idea	idea	NOUN
ajfti-4570	129	3	is	be	AUX
ajfti-4570	129	4	that	that	SCONJ
ajfti-4570	129	5	a	a	DET
ajfti-4570	129	6	company	company	NOUN
ajfti-4570	129	7	defaults	default	VERB
ajfti-4570	129	8	when	when	SCONJ
ajfti-4570	129	9	its	its	PRON
ajfti-4570	129	10	asset	asset	NOUN
ajfti-4570	129	11	value	value	NOUN
ajfti-4570	129	12	falls	fall	VERB
ajfti-4570	129	13	below	below	ADP
ajfti-4570	129	14	its	its	PRON
ajfti-4570	129	15	liabilities	liability	NOUN
ajfti-4570	129	16	.	.	PUNCT
ajfti-4570	130	1	however	however	ADV
ajfti-4570	130	2	,	,	PUNCT
ajfti-4570	130	3	the	the	DET
ajfti-4570	130	4	original	original	ADJ
ajfti-4570	130	5	model	model	NOUN
ajfti-4570	130	6	assumed	assume	VERB
ajfti-4570	130	7	constant	constant	ADJ
ajfti-4570	130	8	debt	debt	NOUN
ajfti-4570	130	9	which	which	PRON
ajfti-4570	130	10	lacks	lack	VERB
ajfti-4570	130	11	empirical	empirical	ADJ
ajfti-4570	130	12	support	support	NOUN
ajfti-4570	130	13	.	.	PUNCT
ajfti-4570	131	1	to	to	PART
ajfti-4570	131	2	address	address	VERB
ajfti-4570	131	3	this	this	DET
ajfti-4570	131	4	limitation	limitation	NOUN
ajfti-4570	131	5	,	,	PUNCT
ajfti-4570	131	6	the	the	DET
ajfti-4570	131	7	dd	dd	NOUN
ajfti-4570	131	8	model	model	NOUN
ajfti-4570	131	9	was	be	AUX
ajfti-4570	131	10	refined	refine	VERB
ajfti-4570	131	11	to	to	PART
ajfti-4570	131	12	incorporate	incorporate	VERB
ajfti-4570	131	13	default	default	NOUN
ajfti-4570	131	14	risk	risk	NOUN
ajfti-4570	131	15	more	more	ADV
ajfti-4570	131	16	effectively	effectively	ADV
ajfti-4570	131	17	by	by	ADP
ajfti-4570	131	18	including	include	VERB
ajfti-4570	131	19	factors	factor	NOUN
ajfti-4570	131	20	such	such	ADJ
ajfti-4570	131	21	as	as	ADP
ajfti-4570	131	22	firm	firm	ADJ
ajfti-4570	131	23	leverage	leverage	NOUN
ajfti-4570	131	24	ratio	ratio	NOUN
ajfti-4570	131	25	and	and	CCONJ
ajfti-4570	131	26	equity	equity	NOUN
ajfti-4570	131	27	volatility	volatility	NOUN
ajfti-4570	131	28	.	.	PUNCT
ajfti-4570	132	1	by	by	ADP
ajfti-4570	132	2	adopting	adopt	VERB
ajfti-4570	132	3	a	a	DET
ajfti-4570	132	4	constant	constant	ADJ
ajfti-4570	132	5	leverage	leverage	NOUN
ajfti-4570	132	6	ratio	ratio	NOUN
ajfti-4570	132	7	,	,	PUNCT
ajfti-4570	132	8	the	the	DET
ajfti-4570	132	9	modified	modify	VERB
ajfti-4570	132	10	version	version	NOUN
ajfti-4570	132	11	of	of	ADP
ajfti-4570	132	12	the	the	DET
ajfti-4570	132	13	dd	dd	NOUN
ajfti-4570	132	14	model	model	NOUN
ajfti-4570	132	15	is	be	AUX
ajfti-4570	132	16	considered	consider	VERB
ajfti-4570	132	17	more	more	ADV
ajfti-4570	132	18	realistic	realistic	ADJ
ajfti-4570	132	19	and	and	CCONJ
ajfti-4570	132	20	dynamic	dynamic	ADJ
ajfti-4570	132	21	compared	compare	VERB
ajfti-4570	132	22	to	to	ADP
ajfti-4570	132	23	the	the	DET
ajfti-4570	132	24	traditional	traditional	ADJ
ajfti-4570	132	25	merton	merton	ADJ
ajfti-4570	132	26	model	model	NOUN
ajfti-4570	132	27	.	.	PUNCT
ajfti-4570	133	1	as	as	ADP
ajfti-4570	133	2	a	a	DET
ajfti-4570	133	3	result	result	NOUN
ajfti-4570	133	4	,	,	PUNCT
ajfti-4570	133	5	the	the	DET
ajfti-4570	133	6	updated	update	VERB
ajfti-4570	133	7	dd	dd	NOUN
ajfti-4570	133	8	model	model	NOUN
ajfti-4570	133	9	provides	provide	VERB
ajfti-4570	133	10	a	a	DET
ajfti-4570	133	11	more	more	ADV
ajfti-4570	133	12	accurate	accurate	ADJ
ajfti-4570	133	13	estimation	estimation	NOUN
ajfti-4570	133	14	of	of	ADP
ajfti-4570	133	15	default	default	NOUN
ajfti-4570	133	16	probability	probability	NOUN
ajfti-4570	133	17	across	across	ADP
ajfti-4570	133	18	various	various	ADJ
ajfti-4570	133	19	types	type	NOUN
ajfti-4570	133	20	of	of	ADP
ajfti-4570	133	21	firms	firm	NOUN
ajfti-4570	133	22	.	.	PUNCT
ajfti-4570	134	1	notably	notably	ADV
ajfti-4570	134	2	,	,	PUNCT
ajfti-4570	134	3	this	this	DET
ajfti-4570	134	4	enhanced	enhance	VERB
ajfti-4570	134	5	version	version	NOUN
ajfti-4570	134	6	is	be	AUX
ajfti-4570	134	7	particularly	particularly	ADV
ajfti-4570	134	8	effective	effective	ADJ
ajfti-4570	134	9	in	in	ADP
ajfti-4570	134	10	measuring	measure	VERB
ajfti-4570	134	11	financial	financial	ADJ
ajfti-4570	134	12	distress	distress	NOUN
ajfti-4570	134	13	in	in	ADP
ajfti-4570	134	14	emerging	emerge	VERB
ajfti-4570	134	15	and	and	CCONJ
ajfti-4570	134	16	volatile	volatile	ADJ
ajfti-4570	134	17	markets	market	NOUN
ajfti-4570	134	18	(	(	PUNCT
ajfti-4570	134	19	byström	byström	NOUN
ajfti-4570	134	20	,	,	PUNCT
ajfti-4570	134	21	2006	2006	NUM
ajfti-4570	134	22	;	;	PUNCT
ajfti-4570	134	23	pham	pham	PROPN
ajfti-4570	134	24	vo	vo	PROPN
ajfti-4570	134	25	ninh	ninh	PROPN
ajfti-4570	134	26	et	et	PROPN
ajfti-4570	134	27	al	al	PROPN
ajfti-4570	134	28	.	.	PROPN
ajfti-4570	134	29	,	,	PUNCT
ajfti-4570	134	30	2018	2018	NUM
ajfti-4570	134	31	)	)	PUNCT
ajfti-4570	134	32	.	.	PUNCT
ajfti-4570	135	1	the	the	DET
ajfti-4570	135	2	updated	update	VERB
ajfti-4570	135	3	distance	distance	NOUN
ajfti-4570	135	4	-	-	PUNCT
ajfti-4570	135	5	to	to	ADP
ajfti-4570	135	6	-	-	PUNCT
ajfti-4570	135	7	default	default	NOUN
ajfti-4570	135	8	(	(	PUNCT
ajfti-4570	135	9	dd	dd	NOUN
ajfti-4570	135	10	)	)	PUNCT
ajfti-4570	135	11	model	model	NOUN
ajfti-4570	135	12	is	be	AUX
ajfti-4570	135	13	rebuilt	rebuild	VERB
ajfti-4570	135	14	using	use	VERB
ajfti-4570	135	15	the	the	DET
ajfti-4570	135	16	merton	merton	ADJ
ajfti-4570	135	17	model	model	NOUN
ajfti-4570	135	18	as	as	ADP
ajfti-4570	135	19	a	a	DET
ajfti-4570	135	20	basis	basis	NOUN
ajfti-4570	135	21	(	(	PUNCT
ajfti-4570	135	22	pham	pham	PROPN
ajfti-4570	135	23	vo	vo	PROPN
ajfti-4570	135	24	ninh	ninh	PROPN
ajfti-4570	135	25	et	et	PROPN
ajfti-4570	135	26	al	al	PROPN
ajfti-4570	135	27	.	.	PROPN
ajfti-4570	135	28	,	,	PUNCT
ajfti-4570	135	29	2018	2018	NUM
ajfti-4570	135	30	)	)	PUNCT
ajfti-4570	135	31	,	,	PUNCT
ajfti-4570	135	32	where	where	SCONJ
ajfti-4570	135	33	leverage	leverage	NOUN
ajfti-4570	135	34	ratio	ratio	NOUN
ajfti-4570	135	35	l	l	NOUN
ajfti-4570	135	36	=	=	NOUN
ajfti-4570	135	37	d/((e+d	d/((e+d	ADJ
ajfti-4570	135	38	)	)	PUNCT
ajfti-4570	135	39	)	)	PUNCT
ajfti-4570	136	1	(	(	PUNCT
ajfti-4570	136	2	e	e	NOUN
ajfti-4570	136	3	is	be	AUX
ajfti-4570	136	4	the	the	DET
ajfti-4570	136	5	market	market	NOUN
ajfti-4570	136	6	value	value	NOUN
ajfti-4570	136	7	of	of	ADP
ajfti-4570	136	8	ewuity	ewuity	NOUN
ajfti-4570	136	9	and	and	CCONJ
ajfti-4570	136	10	d	d	NOUN
ajfti-4570	136	11	is	be	AUX
ajfti-4570	136	12	the	the	DET
ajfti-4570	136	13	book	book	NOUN
ajfti-4570	136	14	value	value	NOUN
ajfti-4570	136	15	of	of	ADP
ajfti-4570	136	16	debt	debt	NOUN
ajfti-4570	136	17	)	)	PUNCT
ajfti-4570	136	18	and	and	CCONJ
ajfti-4570	136	19	σe	σe	NOUN
ajfti-4570	136	20	is	be	AUX
ajfti-4570	136	21	represented	represent	VERB
ajfti-4570	136	22	for	for	ADP
ajfti-4570	136	23	the	the	DET
ajfti-4570	136	24	volatility	volatility	NOUN
ajfti-4570	136	25	of	of	ADP
ajfti-4570	136	26	the	the	DET
ajfti-4570	136	27	firm	firm	NOUN
ajfti-4570	136	28	’s	’s	PART
ajfti-4570	136	29	equity	equity	NOUN
ajfti-4570	136	30	.	.	PUNCT
ajfti-4570	137	1	the	the	DET
ajfti-4570	137	2	formula	formula	NOUN
ajfti-4570	137	3	of	of	ADP
ajfti-4570	137	4	dd	dd	NOUN
ajfti-4570	137	5	score	score	NOUN
ajfti-4570	137	6	is	be	AUX
ajfti-4570	137	7	illustrated	illustrate	VERB
ajfti-4570	137	8	in	in	ADP
ajfti-4570	137	9	equation	equation	NOUN
ajfti-4570	137	10	(	(	PUNCT
ajfti-4570	137	11	4	4	NUM
ajfti-4570	137	12	)	)	PUNCT
ajfti-4570	137	13	.	.	PUNCT
ajfti-4570	138	1	a	a	DET
ajfti-4570	138	2	robust	robust	ADJ
ajfti-4570	138	3	correlation	correlation	NOUN
ajfti-4570	138	4	is	be	AUX
ajfti-4570	138	5	evident	evident	ADJ
ajfti-4570	138	6	between	between	ADP
ajfti-4570	138	7	the	the	DET
ajfti-4570	138	8	distanceto	distanceto	NOUN
ajfti-4570	138	9	-	-	PUNCT
ajfti-4570	138	10	default	default	NOUN
ajfti-4570	138	11	(	(	PUNCT
ajfti-4570	138	12	dd	dd	NOUN
ajfti-4570	138	13	)	)	PUNCT
ajfti-4570	138	14	metric	metric	NOUN
ajfti-4570	138	15	and	and	CCONJ
ajfti-4570	138	16	the	the	DET
ajfti-4570	138	17	likelihood	likelihood	NOUN
ajfti-4570	138	18	of	of	ADP
ajfti-4570	138	19	default	default	NOUN
ajfti-4570	138	20	,	,	PUNCT
ajfti-4570	138	21	commonly	commonly	ADV
ajfti-4570	138	22	referred	refer	VERB
ajfti-4570	138	23	to	to	ADP
ajfti-4570	138	24	as	as	ADP
ajfti-4570	138	25	the	the	DET
ajfti-4570	138	26	expected	expect	VERB
ajfti-4570	138	27	default	default	NOUN
ajfti-4570	138	28	frequency	frequency	NOUN
ajfti-4570	138	29	(	(	PUNCT
ajfti-4570	138	30	edf	edf	PROPN
ajfti-4570	138	31	)	)	PUNCT
ajfti-4570	138	32	.	.	PUNCT
ajfti-4570	139	1	the	the	DET
ajfti-4570	139	2	edf	edf	PROPN
ajfti-4570	139	3	is	be	AUX
ajfti-4570	139	4	derived	derive	VERB
ajfti-4570	139	5	from	from	ADP
ajfti-4570	139	6	the	the	DET
ajfti-4570	139	7	dd	dd	NOUN
ajfti-4570	139	8	value	value	NOUN
ajfti-4570	139	9	through	through	ADP
ajfti-4570	139	10	the	the	DET
ajfti-4570	139	11	application	application	NOUN
ajfti-4570	139	12	of	of	ADP
ajfti-4570	139	13	the	the	DET
ajfti-4570	139	14	cumulative	cumulative	ADJ
ajfti-4570	139	15	normal	normal	ADJ
ajfti-4570	139	16	distribution	distribution	NOUN
ajfti-4570	139	17	.	.	PUNCT
ajfti-4570	140	1	subsequently	subsequently	ADV
ajfti-4570	140	2	,	,	PUNCT
ajfti-4570	140	3	this	this	DET
ajfti-4570	140	4	edf	edf	PROPN
ajfti-4570	140	5	outcome	outcome	NOUN
ajfti-4570	140	6	is	be	AUX
ajfti-4570	140	7	aligned	align	VERB
ajfti-4570	140	8	with	with	ADP
ajfti-4570	140	9	the	the	DET
ajfti-4570	140	10	credit	credit	NOUN
ajfti-4570	140	11	ratings	rating	NOUN
ajfti-4570	140	12	provided	provide	VERB
ajfti-4570	140	13	by	by	ADP
ajfti-4570	140	14	standard	standard	PROPN
ajfti-4570	140	15	&	&	CCONJ
ajfti-4570	140	16	poor	poor	PROPN
ajfti-4570	140	17	’s	’s	PART
ajfti-4570	140	18	(	(	PUNCT
ajfti-4570	140	19	s&p	s&p	PROPN
ajfti-4570	140	20	)	)	PUNCT
ajfti-4570	140	21	.	.	PUNCT
ajfti-4570	141	1	s&p	s&p	PROPN
ajfti-4570	141	2	rating	rating	NOUN
ajfti-4570	141	3	categories	category	NOUN
ajfti-4570	141	4	divide	divide	VERB
ajfti-4570	141	5	companies	company	NOUN
ajfti-4570	141	6	into	into	ADP
ajfti-4570	141	7	twenty	twenty	NUM
ajfti-4570	141	8	-	-	PUNCT
ajfti-4570	141	9	two	two	NUM
ajfti-4570	141	10	different	different	ADJ
ajfti-4570	141	11	tiers	tier	NOUN
ajfti-4570	141	12	,	,	PUNCT
ajfti-4570	141	13	ranging	range	VERB
ajfti-4570	141	14	from	from	ADP
ajfti-4570	141	15	0	0	NUM
ajfti-4570	141	16	%	%	NOUN
ajfti-4570	141	17	to	to	PART
ajfti-4570	141	18	20	20	NUM
ajfti-4570	141	19	%	%	NOUN
ajfti-4570	141	20	,	,	PUNCT
ajfti-4570	141	21	within	within	ADP
ajfti-4570	141	22	the	the	DET
ajfti-4570	141	23	kmv	kmv	PROPN
ajfti-4570	141	24	-	-	PUNCT
ajfti-4570	141	25	edf	edf	PROPN
ajfti-4570	141	26	paradigm	paradigm	NOUN
ajfti-4570	141	27	.	.	PUNCT
ajfti-4570	142	1	through	through	ADP
ajfti-4570	142	2	bivariate	bivariate	ADJ
ajfti-4570	142	3	analysis	analysis	NOUN
ajfti-4570	142	4	,	,	PUNCT
ajfti-4570	142	5	these	these	DET
ajfti-4570	142	6	classifications	classification	NOUN
ajfti-4570	142	7	are	be	AUX
ajfti-4570	142	8	segmented	segment	VERB
ajfti-4570	142	9	into	into	ADP
ajfti-4570	142	10	three	three	NUM
ajfti-4570	142	11	categories	category	NOUN
ajfti-4570	142	12	:	:	PUNCT
ajfti-4570	142	13	safe	safe	ADJ
ajfti-4570	142	14	zone	zone	NOUN
ajfti-4570	142	15	(	(	PUNCT
ajfti-4570	142	16	0.00	0.00	NUM
ajfti-4570	142	17	–	–	PUNCT
ajfti-4570	142	18	0.52	0.52	NUM
ajfti-4570	142	19	%	%	NOUN
ajfti-4570	142	20	]	]	X
ajfti-4570	142	21	,	,	PUNCT
ajfti-4570	142	22	grey	grey	NOUN
ajfti-4570	142	23	zone	zone	NOUN
ajfti-4570	142	24	(	(	PUNCT
ajfti-4570	142	25	0.52	0.52	NUM
ajfti-4570	142	26	–	–	PUNCT
ajfti-4570	142	27	6.94	6.94	NUM
ajfti-4570	142	28	%	%	NOUN
ajfti-4570	142	29	]	]	PUNCT
ajfti-4570	142	30	,	,	PUNCT
ajfti-4570	142	31	and	and	CCONJ
ajfti-4570	142	32	distress	distress	NOUN
ajfti-4570	142	33	zone	zone	NOUN
ajfti-4570	142	34	(	(	PUNCT
ajfti-4570	142	35	6.94	6.94	NUM
ajfti-4570	142	36	–	–	PUNCT
ajfti-4570	142	37	20.00	20.00	NUM
ajfti-4570	142	38	%	%	NOUN
ajfti-4570	142	39	]	]	PUNCT
ajfti-4570	142	40	.	.	PUNCT
ajfti-4570	143	1	this	this	DET
ajfti-4570	143	2	categorization	categorization	NOUN
ajfti-4570	143	3	adheres	adhere	VERB
ajfti-4570	143	4	to	to	ADP
ajfti-4570	143	5	the	the	DET
ajfti-4570	143	6	guidelines	guideline	NOUN
ajfti-4570	143	7	established	establish	VERB
ajfti-4570	143	8	by	by	ADP
ajfti-4570	143	9	lopez	lopez	NOUN
ajfti-4570	143	10	(	(	PUNCT
ajfti-4570	143	11	2004	2004	NUM
ajfti-4570	143	12	)	)	PUNCT
ajfti-4570	143	13	in	in	ADP
ajfti-4570	143	14	2004	2004	NUM
ajfti-4570	143	15	.	.	PUNCT
ajfti-4570	144	1	consequently	consequently	ADV
ajfti-4570	144	2	,	,	PUNCT
ajfti-4570	144	3	the	the	DET
ajfti-4570	144	4	revised	revise	VERB
ajfti-4570	144	5	dd	dd	NOUN
ajfti-4570	144	6	model	model	NOUN
ajfti-4570	144	7	is	be	AUX
ajfti-4570	144	8	conceived	conceive	VERB
ajfti-4570	144	9	to	to	PART
ajfti-4570	144	10	be	be	AUX
ajfti-4570	144	11	more	more	ADV
ajfti-4570	144	12	straightforward	straightforward	ADJ
ajfti-4570	144	13	and	and	CCONJ
ajfti-4570	144	14	structurally	structurally	ADV
ajfti-4570	144	15	analogous	analogous	ADJ
ajfti-4570	144	16	to	to	ADP
ajfti-4570	144	17	its	its	PRON
ajfti-4570	144	18	predecessor	predecessor	NOUN
ajfti-4570	144	19	.	.	PUNCT
ajfti-4570	145	1	nonetheless	nonetheless	ADV
ajfti-4570	145	2	,	,	PUNCT
ajfti-4570	145	3	it	it	PRON
ajfti-4570	145	4	provides	provide	VERB
ajfti-4570	145	5	enhanced	enhanced	ADJ
ajfti-4570	145	6	precision	precision	NOUN
ajfti-4570	145	7	compared	compare	VERB
ajfti-4570	145	8	to	to	ADP
ajfti-4570	145	9	the	the	DET
ajfti-4570	145	10	earlier	early	ADJ
ajfti-4570	145	11	iteration	iteration	NOUN
ajfti-4570	145	12	and	and	CCONJ
ajfti-4570	145	13	is	be	AUX
ajfti-4570	145	14	more	more	ADV
ajfti-4570	145	15	appropriately	appropriately	ADV
ajfti-4570	145	16	tailored	tailor	VERB
ajfti-4570	145	17	for	for	ADP
ajfti-4570	145	18	emerging	emerge	VERB
ajfti-4570	145	19	economies	economy	NOUN
ajfti-4570	145	20	such	such	ADJ
ajfti-4570	145	21	as	as	ADP
ajfti-4570	145	22	vietnam	vietnam	PROPN
ajfti-4570	145	23	.	.	PUNCT
ajfti-4570	146	1	dataset	dataset	VERB
ajfti-4570	146	2	pre	pre	ADJ
ajfti-4570	146	3	-	-	ADJ
ajfti-4570	146	4	processing	processing	ADJ
ajfti-4570	146	5	table	table	NOUN
ajfti-4570	146	6	2	2	NUM
ajfti-4570	146	7	:	:	PUNCT
ajfti-4570	147	1	investigated	investigate	VERB
ajfti-4570	147	2	financial	financial	ADJ
ajfti-4570	147	3	ratios	ratio	NOUN
ajfti-4570	147	4	no	no	DET
ajfti-4570	147	5	financial	financial	ADJ
ajfti-4570	147	6	ratios	ratio	NOUN
ajfti-4570	147	7	no	no	DET
ajfti-4570	147	8	financial	financial	ADJ
ajfti-4570	147	9	ratios	ratio	NOUN
ajfti-4570	147	10	1	1	NUM
ajfti-4570	147	11	trailing	trail	VERB
ajfti-4570	147	12	eps	eps	ADP
ajfti-4570	147	13	35	35	NUM
ajfti-4570	147	14	number	number	NOUN
ajfti-4570	147	15	of	of	ADP
ajfti-4570	147	16	days	day	NOUN
ajfti-4570	147	17	of	of	ADP
ajfti-4570	147	18	payables	payable	NOUN
ajfti-4570	147	19	pa	pa	PROPN
ajfti-4570	147	20	ge	ge	PROPN
ajfti-4570	147	21	12	12	NUM
ajfti-4570	147	22	0	0	NUM
ajfti-4570	147	23	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-4570	147	24	am	be	AUX
ajfti-4570	147	25	.	.	PUNCT
ajfti-4570	148	1	j.	j.	PROPN
ajfti-4570	148	2	financ	financ	PROPN
ajfti-4570	148	3	.	.	PUNCT
ajfti-4570	149	1	technol	technol	PROPN
ajfti-4570	149	2	.	.	PUNCT
ajfti-4570	149	3	innov	innov	PROPN
ajfti-4570	149	4	.	.	PUNCT
ajfti-4570	150	1	3(1	3(1	NUM
ajfti-4570	150	2	)	)	PUNCT
ajfti-4570	150	3	115	115	NUM
ajfti-4570	150	4	-	-	SYM
ajfti-4570	150	5	127	127	NUM
ajfti-4570	150	6	,	,	PUNCT
ajfti-4570	150	7	2025	2025	NUM
ajfti-4570	150	8	in	in	ADP
ajfti-4570	150	9	this	this	DET
ajfti-4570	150	10	study	study	NOUN
ajfti-4570	150	11	,	,	PUNCT
ajfti-4570	150	12	the	the	DET
ajfti-4570	150	13	set	set	NOUN
ajfti-4570	150	14	of	of	ADP
ajfti-4570	150	15	data	datum	NOUN
ajfti-4570	150	16	was	be	AUX
ajfti-4570	150	17	collected	collect	VERB
ajfti-4570	150	18	from	from	ADP
ajfti-4570	150	19	vietstock.vn	vietstock.vn	NUM
ajfti-4570	150	20	and	and	CCONJ
ajfti-4570	150	21	comprises	comprise	VERB
ajfti-4570	150	22	318	318	NUM
ajfti-4570	150	23	observations	observation	NOUN
ajfti-4570	150	24	,	,	PUNCT
ajfti-4570	150	25	with	with	ADP
ajfti-4570	150	26	68	68	NUM
ajfti-4570	150	27	independent	independent	ADJ
ajfti-4570	150	28	variables	variable	NOUN
ajfti-4570	150	29	as	as	SCONJ
ajfti-4570	150	30	shown	show	VERB
ajfti-4570	150	31	in	in	ADP
ajfti-4570	150	32	table	table	NOUN
ajfti-4570	150	33	2	2	NUM
ajfti-4570	150	34	and	and	CCONJ
ajfti-4570	150	35	one	one	NUM
ajfti-4570	150	36	target	target	NOUN
ajfti-4570	150	37	variable	variable	NOUN
ajfti-4570	150	38	,	,	PUNCT
ajfti-4570	150	39	which	which	PRON
ajfti-4570	150	40	was	be	AUX
ajfti-4570	150	41	classified	classify	VERB
ajfti-4570	150	42	into	into	ADP
ajfti-4570	150	43	three	three	NUM
ajfti-4570	150	44	categories	category	NOUN
ajfti-4570	150	45	-safety	-safety	NOUN
ajfti-4570	150	46	,	,	PUNCT
ajfti-4570	150	47	risky	risky	ADJ
ajfti-4570	150	48	,	,	PUNCT
ajfti-4570	150	49	and	and	CCONJ
ajfti-4570	150	50	distressbased	distressbase	VERB
ajfti-4570	150	51	on	on	ADP
ajfti-4570	150	52	three	three	NUM
ajfti-4570	150	53	financial	financial	ADJ
ajfti-4570	150	54	distress	distress	NOUN
ajfti-4570	150	55	measurement	measurement	NOUN
ajfti-4570	150	56	methods	method	NOUN
ajfti-4570	150	57	:	:	PUNCT
ajfti-4570	150	58	distance	distance	NOUN
ajfti-4570	150	59	to	to	PART
ajfti-4570	150	60	default	default	VERB
ajfti-4570	150	61	(	(	PUNCT
ajfti-4570	150	62	dd	dd	NOUN
ajfti-4570	150	63	)	)	PUNCT
ajfti-4570	150	64	,	,	PUNCT
ajfti-4570	150	65	ems	ems	PROPN
ajfti-4570	150	66	,	,	PUNCT
ajfti-4570	150	67	and	and	CCONJ
ajfti-4570	150	68	altman	altman	PROPN
ajfti-4570	150	69	z	z	PROPN
ajfti-4570	150	70	-	-	PUNCT
ajfti-4570	150	71	score	score	NOUN
ajfti-4570	150	72	.	.	PUNCT
ajfti-4570	151	1	however	however	ADV
ajfti-4570	151	2	,	,	PUNCT
ajfti-4570	151	3	as	as	SCONJ
ajfti-4570	151	4	illustrated	illustrate	VERB
ajfti-4570	151	5	in	in	ADP
ajfti-4570	151	6	figure	figure	NOUN
ajfti-4570	151	7	2	2	NUM
ajfti-4570	151	8	,	,	PUNCT
ajfti-4570	151	9	the	the	DET
ajfti-4570	151	10	dataset	dataset	NOUN
ajfti-4570	151	11	exhibits	exhibit	VERB
ajfti-4570	151	12	a	a	DET
ajfti-4570	151	13	significant	significant	ADJ
ajfti-4570	151	14	class	class	NOUN
ajfti-4570	151	15	imbalance	imbalance	NOUN
ajfti-4570	151	16	:	:	PUNCT
ajfti-4570	151	17	•	•	NUM
ajfti-4570	151	18	distance	distance	NOUN
ajfti-4570	151	19	to	to	PART
ajfti-4570	151	20	default	default	VERB
ajfti-4570	151	21	(	(	PUNCT
ajfti-4570	151	22	dd	dd	NOUN
ajfti-4570	151	23	)	)	PUNCT
ajfti-4570	151	24	method	method	NOUN
ajfti-4570	151	25	:	:	PUNCT
ajfti-4570	151	26	13	13	NUM
ajfti-4570	151	27	distressed	distressed	ADJ
ajfti-4570	151	28	cases	case	NOUN
ajfti-4570	151	29	,	,	PUNCT
ajfti-4570	151	30	73	73	NUM
ajfti-4570	151	31	risky	risky	ADJ
ajfti-4570	151	32	cases	case	NOUN
ajfti-4570	151	33	,	,	PUNCT
ajfti-4570	151	34	232	232	NUM
ajfti-4570	151	35	safety	safety	NOUN
ajfti-4570	151	36	cases	case	NOUN
ajfti-4570	151	37	•	•	ADP
ajfti-4570	151	38	ems	ems	PROPN
ajfti-4570	151	39	method	method	NOUN
ajfti-4570	151	40	:	:	PUNCT
ajfti-4570	151	41	42	42	NUM
ajfti-4570	151	42	distressed	distressed	ADJ
ajfti-4570	151	43	cases	case	NOUN
ajfti-4570	151	44	,	,	PUNCT
ajfti-4570	151	45	86	86	NUM
ajfti-4570	151	46	risky	risky	ADJ
ajfti-4570	151	47	cases	case	NOUN
ajfti-4570	151	48	,	,	PUNCT
ajfti-4570	151	49	190	190	NUM
ajfti-4570	151	50	safety	safety	NOUN
ajfti-4570	151	51	cases	case	NOUN
ajfti-4570	151	52	•	•	PRON
ajfti-4570	151	53	z	z	NOUN
ajfti-4570	151	54	-	-	PUNCT
ajfti-4570	151	55	score	score	NOUN
ajfti-4570	151	56	method	method	NOUN
ajfti-4570	151	57	:	:	PUNCT
ajfti-4570	151	58	74	74	NUM
ajfti-4570	151	59	distressed	distressed	ADJ
ajfti-4570	151	60	cases	case	NOUN
ajfti-4570	151	61	,	,	PUNCT
ajfti-4570	151	62	84	84	NUM
ajfti-4570	151	63	risky	risky	ADJ
ajfti-4570	151	64	cases	case	NOUN
ajfti-4570	151	65	,	,	PUNCT
ajfti-4570	151	66	160	160	NUM
ajfti-4570	151	67	safety	safety	NOUN
ajfti-4570	151	68	cases	case	NOUN
ajfti-4570	151	69	as	as	SCONJ
ajfti-4570	151	70	illustrated	illustrate	VERB
ajfti-4570	151	71	in	in	ADP
ajfti-4570	151	72	figure	figure	NOUN
ajfti-4570	151	73	2	2	NUM
ajfti-4570	151	74	,	,	PUNCT
ajfti-4570	151	75	the	the	DET
ajfti-4570	151	76	number	number	NOUN
ajfti-4570	151	77	of	of	ADP
ajfti-4570	151	78	companies	company	NOUN
ajfti-4570	151	79	classified	classify	VERB
ajfti-4570	151	80	as	as	ADP
ajfti-4570	151	81	distressed	distressed	ADJ
ajfti-4570	151	82	using	use	VERB
ajfti-4570	151	83	the	the	DET
ajfti-4570	151	84	z	z	NOUN
ajfti-4570	151	85	-	-	PUNCT
ajfti-4570	151	86	score	score	NOUN
ajfti-4570	151	87	method	method	NOUN
ajfti-4570	151	88	is	be	AUX
ajfti-4570	151	89	nearly	nearly	ADV
ajfti-4570	151	90	twice	twice	DET
ajfti-4570	151	91	that	that	PRON
ajfti-4570	151	92	of	of	ADP
ajfti-4570	151	93	the	the	DET
ajfti-4570	151	94	ems	ems	PROPN
ajfti-4570	151	95	method	method	NOUN
ajfti-4570	151	96	and	and	CCONJ
ajfti-4570	151	97	six	six	NUM
ajfti-4570	151	98	times	time	NOUN
ajfti-4570	151	99	higher	high	ADJ
ajfti-4570	151	100	than	than	ADP
ajfti-4570	151	101	the	the	DET
ajfti-4570	151	102	dd	dd	NOUN
ajfti-4570	151	103	method	method	NOUN
ajfti-4570	151	104	.	.	PUNCT
ajfti-4570	152	1	meanwhile	meanwhile	ADV
ajfti-4570	152	2	,	,	PUNCT
ajfti-4570	152	3	the	the	DET
ajfti-4570	152	4	number	number	NOUN
ajfti-4570	152	5	of	of	ADP
ajfti-4570	152	6	companies	company	NOUN
ajfti-4570	152	7	categorized	categorize	VERB
ajfti-4570	152	8	as	as	ADP
ajfti-4570	152	9	risky	risky	ADJ
ajfti-4570	152	10	remains	remain	VERB
ajfti-4570	152	11	relatively	relatively	ADV
ajfti-4570	152	12	consistent	consistent	ADJ
ajfti-4570	152	13	across	across	ADP
ajfti-4570	152	14	the	the	DET
ajfti-4570	152	15	three	three	NUM
ajfti-4570	152	16	methods	method	NOUN
ajfti-4570	152	17	.	.	PUNCT
ajfti-4570	153	1	however	however	ADV
ajfti-4570	153	2	,	,	PUNCT
ajfti-4570	153	3	the	the	DET
ajfti-4570	153	4	classification	classification	NOUN
ajfti-4570	153	5	of	of	ADP
ajfti-4570	153	6	safety	safety	NOUN
ajfti-4570	153	7	status	status	NOUN
ajfti-4570	153	8	varies	vary	VERB
ajfti-4570	153	9	significantly	significantly	ADV
ajfti-4570	153	10	the	the	DET
ajfti-4570	153	11	dd	dd	NOUN
ajfti-4570	153	12	method	method	NOUN
ajfti-4570	153	13	identifies	identify	VERB
ajfti-4570	153	14	the	the	DET
ajfti-4570	153	15	highest	high	ADJ
ajfti-4570	153	16	number	number	NOUN
ajfti-4570	153	17	of	of	ADP
ajfti-4570	153	18	safe	safe	ADJ
ajfti-4570	153	19	companies	company	NOUN
ajfti-4570	153	20	,	,	PUNCT
ajfti-4570	153	21	while	while	SCONJ
ajfti-4570	153	22	the	the	DET
ajfti-4570	153	23	count	count	NOUN
ajfti-4570	153	24	2	2	NUM
ajfti-4570	153	25	book	book	NOUN
ajfti-4570	153	26	value	value	NOUN
ajfti-4570	153	27	per	per	ADP
ajfti-4570	153	28	share	share	NOUN
ajfti-4570	153	29	(	(	PUNCT
ajfti-4570	153	30	bvps	bvps	PROPN
ajfti-4570	153	31	)	)	PUNCT
ajfti-4570	153	32	36	36	NUM
ajfti-4570	153	33	fixed	fix	VERB
ajfti-4570	153	34	asset	asset	NOUN
ajfti-4570	153	35	turnover	turnover	NOUN
ajfti-4570	153	36	3	3	NUM
ajfti-4570	153	37	p	p	NOUN
ajfti-4570	153	38	/	/	SYM
ajfti-4570	153	39	e	e	X
ajfti-4570	153	40	37	37	NUM
ajfti-4570	153	41	total	total	ADJ
ajfti-4570	153	42	asset	asset	NOUN
ajfti-4570	153	43	turnover	turnover	NOUN
ajfti-4570	153	44	4	4	NUM
ajfti-4570	153	45	p	p	NOUN
ajfti-4570	153	46	/	/	SYM
ajfti-4570	153	47	b	b	PROPN
ajfti-4570	153	48	38	38	NUM
ajfti-4570	153	49	equity	equity	NOUN
ajfti-4570	153	50	turnover	turnover	NOUN
ajfti-4570	153	51	5	5	NUM
ajfti-4570	153	52	p	p	NOUN
ajfti-4570	153	53	/	/	SYM
ajfti-4570	153	54	s	s	PART
ajfti-4570	153	55	39	39	NUM
ajfti-4570	153	56	short	short	ADJ
ajfti-4570	153	57	-	-	PUNCT
ajfti-4570	153	58	term	term	NOUN
ajfti-4570	153	59	liabilities	liability	NOUN
ajfti-4570	153	60	to	to	PART
ajfti-4570	153	61	total	total	VERB
ajfti-4570	153	62	liabilities	liability	NOUN
ajfti-4570	153	63	6	6	NUM
ajfti-4570	153	64	dividend	dividend	NOUN
ajfti-4570	153	65	yield	yield	VERB
ajfti-4570	153	66	40	40	NUM
ajfti-4570	153	67	debt	debt	NOUN
ajfti-4570	153	68	to	to	ADP
ajfti-4570	153	69	assets	asset	NOUN
ajfti-4570	153	70	7	7	NUM
ajfti-4570	153	71	beta	beta	NOUN
ajfti-4570	153	72	41	41	NUM
ajfti-4570	153	73	liabilities	liability	NOUN
ajfti-4570	153	74	to	to	ADP
ajfti-4570	153	75	assets	asset	NOUN
ajfti-4570	153	76	8	8	NUM
ajfti-4570	153	77	ev	ev	NOUN
ajfti-4570	153	78	/	/	SYM
ajfti-4570	153	79	ebit	ebit	PROPN
ajfti-4570	153	80	42	42	NUM
ajfti-4570	153	81	equity	equity	NOUN
ajfti-4570	153	82	to	to	ADP
ajfti-4570	153	83	assets	asset	NOUN
ajfti-4570	153	84	9	9	NUM
ajfti-4570	153	85	gross	gross	ADJ
ajfti-4570	153	86	profit	profit	NOUN
ajfti-4570	153	87	margin	margin	NOUN
ajfti-4570	153	88	43	43	NUM
ajfti-4570	153	89	short	short	ADJ
ajfti-4570	153	90	-	-	PUNCT
ajfti-4570	153	91	term	term	NOUN
ajfti-4570	153	92	liabilities	liability	NOUN
ajfti-4570	153	93	to	to	PART
ajfti-4570	153	94	equity	equity	VERB
ajfti-4570	153	95	10	10	NUM
ajfti-4570	153	96	ebit	ebit	NOUN
ajfti-4570	153	97	margin	margin	NOUN
ajfti-4570	153	98	44	44	NUM
ajfti-4570	153	99	debt	debt	NOUN
ajfti-4570	153	100	to	to	ADP
ajfti-4570	153	101	equity	equity	NOUN
ajfti-4570	153	102	11	11	NUM
ajfti-4570	153	103	ebitda	ebitda	NOUN
ajfti-4570	153	104	/	/	SYM
ajfti-4570	153	105	net	net	ADJ
ajfti-4570	153	106	revenue	revenue	NOUN
ajfti-4570	153	107	45	45	NUM
ajfti-4570	153	108	liabilities	liability	NOUN
ajfti-4570	153	109	to	to	PART
ajfti-4570	153	110	equity	equity	VERB
ajfti-4570	153	111	12	12	NUM
ajfti-4570	153	112	net	net	ADJ
ajfti-4570	153	113	profit	profit	NOUN
ajfti-4570	153	114	margin	margin	NOUN
ajfti-4570	153	115	46	46	NUM
ajfti-4570	153	116	accrual	accrual	ADJ
ajfti-4570	153	117	ratio	ratio	NOUN
ajfti-4570	153	118	cf	cf	PROPN
ajfti-4570	153	119	13	13	NUM
ajfti-4570	153	120	roe	roe	NOUN
ajfti-4570	153	121	47	47	NUM
ajfti-4570	153	122	cash	cash	NOUN
ajfti-4570	153	123	to	to	PART
ajfti-4570	153	124	income	income	VERB
ajfti-4570	153	125	14	14	NUM
ajfti-4570	153	126	return	return	NOUN
ajfti-4570	153	127	on	on	ADP
ajfti-4570	153	128	capital	capital	NOUN
ajfti-4570	153	129	employed	employ	VERB
ajfti-4570	153	130	(	(	PUNCT
ajfti-4570	153	131	roce	roce	NOUN
ajfti-4570	153	132	)	)	PUNCT
ajfti-4570	153	133	48	48	NUM
ajfti-4570	153	134	net	net	ADJ
ajfti-4570	153	135	cash	cash	NOUN
ajfti-4570	153	136	flows	flow	VERB
ajfti-4570	153	137	/	/	SYM
ajfti-4570	153	138	short	short	ADJ
ajfti-4570	153	139	-term	-term	NOUN
ajfti-4570	153	140	liabilities	liability	NOUN
ajfti-4570	153	141	15	15	NUM
ajfti-4570	153	142	roa	roa	NOUN
ajfti-4570	153	143	49	49	NUM
ajfti-4570	153	144	cash	cash	NOUN
ajfti-4570	153	145	return	return	NOUN
ajfti-4570	153	146	to	to	ADP
ajfti-4570	153	147	assets	asset	NOUN
ajfti-4570	153	148	16	16	NUM
ajfti-4570	153	149	roe	roe	NOUN
ajfti-4570	153	150	trailling	traille	VERB
ajfti-4570	153	151	50	50	NUM
ajfti-4570	153	152	cash	cash	NOUN
ajfti-4570	153	153	return	return	NOUN
ajfti-4570	153	154	on	on	ADP
ajfti-4570	153	155	equity	equity	NOUN
ajfti-4570	153	156	17	17	NUM
ajfti-4570	153	157	roa	roa	NOUN
ajfti-4570	153	158	trailling	traille	VERB
ajfti-4570	153	159	51	51	NUM
ajfti-4570	153	160	cash	cash	NOUN
ajfti-4570	153	161	to	to	PART
ajfti-4570	153	162	income	income	VERB
ajfti-4570	153	163	18	18	NUM
ajfti-4570	153	164	net	net	ADJ
ajfti-4570	153	165	revenue	revenue	NOUN
ajfti-4570	153	166	52	52	NUM
ajfti-4570	153	167	debt	debt	NOUN
ajfti-4570	153	168	coverage	coverage	NOUN
ajfti-4570	153	169	19	19	NUM
ajfti-4570	153	170	gross	gross	ADJ
ajfti-4570	153	171	profit	profit	NOUN
ajfti-4570	153	172	53	53	NUM
ajfti-4570	153	173	cash	cash	NOUN
ajfti-4570	153	174	flow	flow	NOUN
ajfti-4570	153	175	per	per	ADP
ajfti-4570	153	176	share	share	NOUN
ajfti-4570	153	177	(	(	PUNCT
ajfti-4570	153	178	cps	cps	PROPN
ajfti-4570	153	179	)	)	PUNCT
ajfti-4570	153	180	20	20	NUM
ajfti-4570	153	181	profit	profit	NOUN
ajfti-4570	153	182	before	before	ADP
ajfti-4570	153	183	tax	tax	NOUN
ajfti-4570	153	184	54	54	NUM
ajfti-4570	153	185	cost	cost	NOUN
ajfti-4570	153	186	of	of	ADP
ajfti-4570	153	187	goods	good	NOUN
ajfti-4570	153	188	sold	sell	VERB
ajfti-4570	153	189	/	/	SYM
ajfti-4570	153	190	net	net	NOUN
ajfti-4570	153	191	revenue	revenue	NOUN
ajfti-4570	153	192	21	21	NUM
ajfti-4570	153	193	profit	profit	NOUN
ajfti-4570	153	194	after	after	ADP
ajfti-4570	153	195	tax	tax	NOUN
ajfti-4570	153	196	for	for	ADP
ajfti-4570	153	197	shareholders	shareholder	NOUN
ajfti-4570	153	198	of	of	ADP
ajfti-4570	153	199	the	the	DET
ajfti-4570	153	200	parent	parent	NOUN
ajfti-4570	153	201	company	company	NOUN
ajfti-4570	153	202	55	55	NUM
ajfti-4570	153	203	selling	selling	NOUN
ajfti-4570	153	204	expenses	expense	NOUN
ajfti-4570	153	205	/	/	SYM
ajfti-4570	153	206	net	net	ADJ
ajfti-4570	153	207	revenue	revenue	NOUN
ajfti-4570	153	208	22	22	NUM
ajfti-4570	153	209	total	total	ADJ
ajfti-4570	153	210	assets	asset	NOUN
ajfti-4570	153	211	56	56	NUM
ajfti-4570	153	212	general	general	ADJ
ajfti-4570	153	213	and	and	CCONJ
ajfti-4570	153	214	administrative	administrative	ADJ
ajfti-4570	153	215	expenses	expense	NOUN
ajfti-4570	153	216	/	/	SYM
ajfti-4570	153	217	net	net	ADJ
ajfti-4570	153	218	revenue	revenue	NOUN
ajfti-4570	153	219	23	23	NUM
ajfti-4570	153	220	long	long	ADJ
ajfti-4570	153	221	-	-	PUNCT
ajfti-4570	153	222	term	term	NOUN
ajfti-4570	153	223	liabilities	liability	NOUN
ajfti-4570	153	224	57	57	NUM
ajfti-4570	153	225	interest	interest	NOUN
ajfti-4570	153	226	expenses	expense	NOUN
ajfti-4570	153	227	/	/	SYM
ajfti-4570	153	228	net	net	ADJ
ajfti-4570	153	229	revenue	revenue	NOUN
ajfti-4570	153	230	24	24	NUM
ajfti-4570	153	231	liabilities	liability	NOUN
ajfti-4570	153	232	58	58	NUM
ajfti-4570	153	233	short	short	ADJ
ajfti-4570	153	234	-	-	PUNCT
ajfti-4570	153	235	term	term	NOUN
ajfti-4570	153	236	assets	asset	NOUN
ajfti-4570	153	237	/	/	SYM
ajfti-4570	153	238	total	total	ADJ
ajfti-4570	153	239	assets	asset	NOUN
ajfti-4570	153	240	25	25	NUM
ajfti-4570	153	241	owner	owner	NOUN
ajfti-4570	153	242	's	's	PART
ajfti-4570	153	243	equity	equity	NOUN
ajfti-4570	153	244	59	59	NUM
ajfti-4570	153	245	cash	cash	NOUN
ajfti-4570	153	246	/	/	SYM
ajfti-4570	153	247	short	short	ADJ
ajfti-4570	153	248	-	-	PUNCT
ajfti-4570	153	249	term	term	NOUN
ajfti-4570	153	250	assets	asset	NOUN
ajfti-4570	153	251	26	26	NUM
ajfti-4570	153	252	cash	cash	NOUN
ajfti-4570	153	253	ratio	ratio	NOUN
ajfti-4570	153	254	60	60	NUM
ajfti-4570	153	255	short	short	ADJ
ajfti-4570	153	256	-	-	PUNCT
ajfti-4570	153	257	term	term	NOUN
ajfti-4570	153	258	investments	investment	NOUN
ajfti-4570	153	259	/	/	SYM
ajfti-4570	153	260	short	short	ADJ
ajfti-4570	153	261	-	-	PUNCT
ajfti-4570	153	262	term	term	NOUN
ajfti-4570	153	263	assets	asset	NOUN
ajfti-4570	153	264	27	27	NUM
ajfti-4570	153	265	quick	quick	ADJ
ajfti-4570	153	266	ratio	ratio	NOUN
ajfti-4570	153	267	61	61	NUM
ajfti-4570	153	268	short	short	ADJ
ajfti-4570	153	269	-	-	PUNCT
ajfti-4570	153	270	term	term	NOUN
ajfti-4570	153	271	receivables	receivables	NOUN
ajfti-4570	153	272	/	/	SYM
ajfti-4570	153	273	short	short	ADJ
ajfti-4570	153	274	-	-	PUNCT
ajfti-4570	153	275	term	term	NOUN
ajfti-4570	153	276	assets	asset	NOUN
ajfti-4570	153	277	28	28	NUM
ajfti-4570	153	278	short	short	ADJ
ajfti-4570	153	279	-	-	PUNCT
ajfti-4570	153	280	term	term	NOUN
ajfti-4570	153	281	ratio	ratio	NOUN
ajfti-4570	153	282	62	62	NUM
ajfti-4570	153	283	inventory	inventory	NOUN
ajfti-4570	153	284	/	/	SYM
ajfti-4570	153	285	short	short	ADJ
ajfti-4570	153	286	-	-	PUNCT
ajfti-4570	153	287	term	term	NOUN
ajfti-4570	153	288	assets	asset	NOUN
ajfti-4570	153	289	29	29	NUM
ajfti-4570	153	290	interest	interest	NOUN
ajfti-4570	153	291	coverage	coverage	NOUN
ajfti-4570	153	292	63	63	NUM
ajfti-4570	153	293	other	other	ADJ
ajfti-4570	153	294	short	short	ADJ
ajfti-4570	153	295	-	-	PUNCT
ajfti-4570	153	296	term	term	NOUN
ajfti-4570	153	297	assets	asset	NOUN
ajfti-4570	153	298	/	/	SYM
ajfti-4570	153	299	short	short	ADJ
ajfti-4570	153	300	-	-	PUNCT
ajfti-4570	153	301	term	term	NOUN
ajfti-4570	153	302	assets	asset	NOUN
ajfti-4570	153	303	30	30	NUM
ajfti-4570	153	304	receivables	receivables	NOUN
ajfti-4570	153	305	turnover	turnover	NOUN
ajfti-4570	153	306	64	64	NUM
ajfti-4570	153	307	long	long	ADJ
ajfti-4570	153	308	-	-	PUNCT
ajfti-4570	153	309	term	term	NOUN
ajfti-4570	153	310	assets	asset	NOUN
ajfti-4570	153	311	/	/	SYM
ajfti-4570	153	312	total	total	ADJ
ajfti-4570	153	313	assets	asset	NOUN
ajfti-4570	153	314	31	31	NUM
ajfti-4570	153	315	days	day	NOUN
ajfti-4570	153	316	of	of	ADP
ajfti-4570	153	317	sales	sale	NOUN
ajfti-4570	153	318	outstanding	outstanding	ADJ
ajfti-4570	153	319	65	65	NUM
ajfti-4570	153	320	fixed	fix	VERB
ajfti-4570	153	321	assets	asset	NOUN
ajfti-4570	153	322	/	/	SYM
ajfti-4570	153	323	total	total	ADJ
ajfti-4570	153	324	assets	asset	NOUN
ajfti-4570	153	325	32	32	NUM
ajfti-4570	153	326	inventory	inventory	NOUN
ajfti-4570	153	327	turnover	turnover	NOUN
ajfti-4570	153	328	66	66	NUM
ajfti-4570	153	329	tangible	tangible	ADJ
ajfti-4570	153	330	fixed	fix	VERB
ajfti-4570	153	331	assets	asset	NOUN
ajfti-4570	153	332	/	/	SYM
ajfti-4570	153	333	fixed	fix	VERB
ajfti-4570	153	334	assets	asset	NOUN
ajfti-4570	153	335	33	33	NUM
ajfti-4570	153	336	days	day	NOUN
ajfti-4570	153	337	of	of	ADP
ajfti-4570	153	338	inventory	inventory	NOUN
ajfti-4570	153	339	on	on	ADP
ajfti-4570	153	340	hand	hand	NOUN
ajfti-4570	153	341	67	67	NUM
ajfti-4570	153	342	intangible	intangible	ADJ
ajfti-4570	153	343	fixed	fix	VERB
ajfti-4570	153	344	assets	asset	NOUN
ajfti-4570	153	345	/	/	SYM
ajfti-4570	153	346	fixed	fix	VERB
ajfti-4570	153	347	assets	asset	NOUN
ajfti-4570	153	348	34	34	NUM
ajfti-4570	153	349	payables	payable	NOUN
ajfti-4570	153	350	turnover	turnover	VERB
ajfti-4570	153	351	68	68	NUM
ajfti-4570	153	352	construction	construction	NOUN
ajfti-4570	153	353	in	in	ADP
ajfti-4570	153	354	progress	progress	NOUN
ajfti-4570	153	355	/	/	SYM
ajfti-4570	153	356	fixed	fix	VERB
ajfti-4570	153	357	assets	asset	NOUN
ajfti-4570	153	358	figure	figure	VERB
ajfti-4570	153	359	2	2	NUM
ajfti-4570	153	360	:	:	PUNCT
ajfti-4570	153	361	dataset	dataset	ADJ
ajfti-4570	153	362	description	description	NOUN
ajfti-4570	153	363	pa	pa	PROPN
ajfti-4570	153	364	ge	ge	PROPN
ajfti-4570	153	365	12	12	NUM
ajfti-4570	153	366	1	1	NUM
ajfti-4570	153	367	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-4570	153	368	am	be	AUX
ajfti-4570	153	369	.	.	PUNCT
ajfti-4570	154	1	j.	j.	PROPN
ajfti-4570	154	2	financ	financ	PROPN
ajfti-4570	154	3	.	.	PUNCT
ajfti-4570	155	1	technol	technol	PROPN
ajfti-4570	155	2	.	.	PUNCT
ajfti-4570	155	3	innov	innov	PROPN
ajfti-4570	155	4	.	.	PUNCT
ajfti-4570	156	1	3(1	3(1	NUM
ajfti-4570	156	2	)	)	PUNCT
ajfti-4570	156	3	115	115	NUM
ajfti-4570	156	4	-	-	SYM
ajfti-4570	156	5	127	127	NUM
ajfti-4570	156	6	,	,	PUNCT
ajfti-4570	156	7	2025	2025	NUM
ajfti-4570	156	8	from	from	ADP
ajfti-4570	156	9	adasyn	adasyn	NOUN
ajfti-4570	156	10	in	in	ADP
ajfti-4570	156	11	handling	handle	VERB
ajfti-4570	156	12	imbalanced	imbalanced	ADJ
ajfti-4570	156	13	data	datum	NOUN
ajfti-4570	156	14	.	.	PUNCT
ajfti-4570	157	1	adasyn	adasyn	PROPN
ajfti-4570	157	2	is	be	AUX
ajfti-4570	157	3	predicated	predicate	VERB
ajfti-4570	157	4	on	on	ADP
ajfti-4570	157	5	the	the	DET
ajfti-4570	157	6	principle	principle	NOUN
ajfti-4570	157	7	of	of	ADP
ajfti-4570	157	8	adaptively	adaptively	ADV
ajfti-4570	157	9	producing	produce	VERB
ajfti-4570	157	10	synthetic	synthetic	ADJ
ajfti-4570	157	11	data	datum	NOUN
ajfti-4570	157	12	instances	instance	NOUN
ajfti-4570	157	13	for	for	ADP
ajfti-4570	157	14	minority	minority	NOUN
ajfti-4570	157	15	classes	class	NOUN
ajfti-4570	157	16	in	in	ADP
ajfti-4570	157	17	accordance	accordance	NOUN
ajfti-4570	157	18	with	with	ADP
ajfti-4570	157	19	their	their	PRON
ajfti-4570	157	20	respective	respective	ADJ
ajfti-4570	157	21	distributions	distribution	NOUN
ajfti-4570	157	22	:	:	PUNCT
ajfti-4570	157	23	a	a	DET
ajfti-4570	157	24	greater	great	ADJ
ajfti-4570	157	25	volume	volume	NOUN
ajfti-4570	157	26	of	of	ADP
ajfti-4570	157	27	synthetic	synthetic	ADJ
ajfti-4570	157	28	data	datum	NOUN
ajfti-4570	157	29	is	be	AUX
ajfti-4570	157	30	generated	generate	VERB
ajfti-4570	157	31	for	for	ADP
ajfti-4570	157	32	minority	minority	NOUN
ajfti-4570	157	33	class	class	NOUN
ajfti-4570	157	34	instances	instance	NOUN
ajfti-4570	157	35	that	that	PRON
ajfti-4570	157	36	present	present	VERB
ajfti-4570	157	37	greater	great	ADJ
ajfti-4570	157	38	challenges	challenge	NOUN
ajfti-4570	157	39	for	for	ADP
ajfti-4570	157	40	learning	learn	VERB
ajfti-4570	157	41	in	in	ADP
ajfti-4570	157	42	comparison	comparison	NOUN
ajfti-4570	157	43	to	to	ADP
ajfti-4570	157	44	those	those	DET
ajfti-4570	157	45	minority	minority	NOUN
ajfti-4570	157	46	instances	instance	NOUN
ajfti-4570	157	47	that	that	PRON
ajfti-4570	157	48	are	be	AUX
ajfti-4570	157	49	less	less	ADV
ajfti-4570	157	50	complex	complex	ADJ
ajfti-4570	157	51	to	to	PART
ajfti-4570	157	52	learn	learn	VERB
ajfti-4570	157	53	.	.	PUNCT
ajfti-4570	158	1	the	the	DET
ajfti-4570	158	2	adasyn	adasyn	PROPN
ajfti-4570	158	3	technique	technique	NOUN
ajfti-4570	158	4	possesses	possess	VERB
ajfti-4570	158	5	the	the	DET
ajfti-4570	158	6	capacity	capacity	NOUN
ajfti-4570	158	7	to	to	PART
ajfti-4570	158	8	not	not	PART
ajfti-4570	158	9	only	only	ADV
ajfti-4570	158	10	mitigate	mitigate	VERB
ajfti-4570	158	11	the	the	DET
ajfti-4570	158	12	learning	learn	VERB
ajfti-4570	158	13	bias	bias	NOUN
ajfti-4570	158	14	engendered	engender	VERB
ajfti-4570	158	15	by	by	ADP
ajfti-4570	158	16	the	the	DET
ajfti-4570	158	17	initial	initial	ADJ
ajfti-4570	158	18	imbalanced	imbalanced	ADJ
ajfti-4570	158	19	data	datum	NOUN
ajfti-4570	158	20	distribution	distribution	NOUN
ajfti-4570	158	21	,	,	PUNCT
ajfti-4570	158	22	but	but	CCONJ
ajfti-4570	158	23	it	it	PRON
ajfti-4570	158	24	also	also	ADV
ajfti-4570	158	25	has	have	VERB
ajfti-4570	158	26	the	the	DET
ajfti-4570	158	27	ability	ability	NOUN
ajfti-4570	158	28	to	to	PART
ajfti-4570	158	29	dynamically	dynamically	ADV
ajfti-4570	158	30	adjust	adjust	VERB
ajfti-4570	158	31	the	the	DET
ajfti-4570	158	32	decision	decision	NOUN
ajfti-4570	158	33	boundary	boundary	ADJ
ajfti-4570	158	34	to	to	PART
ajfti-4570	158	35	concentrate	concentrate	VERB
ajfti-4570	158	36	on	on	ADP
ajfti-4570	158	37	those	those	DET
ajfti-4570	158	38	instances	instance	NOUN
ajfti-4570	158	39	that	that	PRON
ajfti-4570	158	40	are	be	AUX
ajfti-4570	158	41	particularly	particularly	ADV
ajfti-4570	158	42	challenging	challenging	ADJ
ajfti-4570	158	43	to	to	PART
ajfti-4570	158	44	learn	learn	VERB
ajfti-4570	158	45	(	(	PUNCT
ajfti-4570	158	46	haibo	haibo	VERB
ajfti-4570	158	47	et	et	PROPN
ajfti-4570	158	48	al	al	PROPN
ajfti-4570	158	49	.	.	PROPN
ajfti-4570	158	50	,	,	PUNCT
ajfti-4570	158	51	2008	2008	NUM
ajfti-4570	158	52	)	)	PUNCT
ajfti-4570	158	53	.	.	PUNCT
ajfti-4570	159	1	classification	classification	NOUN
ajfti-4570	159	2	models	model	NOUN
ajfti-4570	159	3	to	to	PART
ajfti-4570	159	4	compare	compare	VERB
ajfti-4570	159	5	the	the	DET
ajfti-4570	159	6	suitability	suitability	NOUN
ajfti-4570	159	7	of	of	ADP
ajfti-4570	159	8	altman	altman	PROPN
ajfti-4570	159	9	z	z	PROPN
ajfti-4570	159	10	-	-	PUNCT
ajfti-4570	159	11	score	score	NOUN
ajfti-4570	159	12	,	,	PUNCT
ajfti-4570	159	13	ems	ems	PROPN
ajfti-4570	159	14	and	and	CCONJ
ajfti-4570	159	15	dd	dd	VERB
ajfti-4570	159	16	method	method	NOUN
ajfti-4570	159	17	in	in	ADP
ajfti-4570	159	18	evaluating	evaluate	VERB
ajfti-4570	159	19	the	the	DET
ajfti-4570	159	20	listed	list	VERB
ajfti-4570	159	21	companies	company	NOUN
ajfti-4570	159	22	in	in	ADP
ajfti-4570	159	23	vietnam	vietnam	PROPN
ajfti-4570	159	24	,	,	PUNCT
ajfti-4570	159	25	we	we	PRON
ajfti-4570	159	26	employed	employ	VERB
ajfti-4570	159	27	four	four	NUM
ajfti-4570	159	28	widely	widely	ADV
ajfti-4570	159	29	used	use	VERB
ajfti-4570	159	30	machine	machine	NOUN
ajfti-4570	159	31	learning	learning	NOUN
ajfti-4570	159	32	models	model	NOUN
ajfti-4570	159	33	:	:	PUNCT
ajfti-4570	159	34	random	random	ADJ
ajfti-4570	159	35	forest	forest	NOUN
ajfti-4570	159	36	,	,	PUNCT
ajfti-4570	159	37	xgboost	xgboost	ADV
ajfti-4570	159	38	,	,	PUNCT
ajfti-4570	159	39	catboost	catboost	VERB
ajfti-4570	159	40	and	and	CCONJ
ajfti-4570	159	41	support	support	VERB
ajfti-4570	159	42	vector	vector	NOUN
ajfti-4570	159	43	machine	machine	NOUN
ajfti-4570	159	44	models	model	NOUN
ajfti-4570	159	45	.	.	PUNCT
ajfti-4570	160	1	the	the	DET
ajfti-4570	160	2	support	support	NOUN
ajfti-4570	160	3	vector	vector	NOUN
ajfti-4570	160	4	machine	machine	NOUN
ajfti-4570	160	5	(	(	PUNCT
ajfti-4570	160	6	svm	svm	PROPN
ajfti-4570	160	7	)	)	PUNCT
ajfti-4570	160	8	represents	represent	VERB
ajfti-4570	160	9	a	a	DET
ajfti-4570	160	10	formidable	formidable	ADJ
ajfti-4570	160	11	supervised	supervised	ADJ
ajfti-4570	160	12	learning	learning	NOUN
ajfti-4570	160	13	algorithm	algorithm	NOUN
ajfti-4570	160	14	introduced	introduce	VERB
ajfti-4570	160	15	in	in	ADP
ajfti-4570	160	16	1995	1995	NUM
ajfti-4570	160	17	by	by	ADP
ajfti-4570	160	18	cortes	corte	NOUN
ajfti-4570	160	19	and	and	CCONJ
ajfti-4570	160	20	vapnik	vapnik	X
ajfti-4570	160	21	(	(	PUNCT
ajfti-4570	160	22	1995	1995	NUM
ajfti-4570	160	23	)	)	PUNCT
ajfti-4570	160	24	,	,	PUNCT
ajfti-4570	160	25	which	which	PRON
ajfti-4570	160	26	is	be	AUX
ajfti-4570	160	27	extensively	extensively	ADV
ajfti-4570	160	28	employed	employ	VERB
ajfti-4570	160	29	for	for	ADP
ajfti-4570	160	30	both	both	CCONJ
ajfti-4570	160	31	classification	classification	NOUN
ajfti-4570	160	32	and	and	CCONJ
ajfti-4570	160	33	regression	regression	NOUN
ajfti-4570	160	34	tasks	task	NOUN
ajfti-4570	160	35	.	.	PUNCT
ajfti-4570	161	1	its	its	PRON
ajfti-4570	161	2	efficacy	efficacy	NOUN
ajfti-4570	161	3	is	be	AUX
ajfti-4570	161	4	particularly	particularly	ADV
ajfti-4570	161	5	pronounced	pronounce	VERB
ajfti-4570	161	6	in	in	ADP
ajfti-4570	161	7	high	high	ADJ
ajfti-4570	161	8	-	-	PUNCT
ajfti-4570	161	9	dimensional	dimensional	ADJ
ajfti-4570	161	10	spaces	space	NOUN
ajfti-4570	161	11	,	,	PUNCT
ajfti-4570	161	12	and	and	CCONJ
ajfti-4570	161	13	it	it	PRON
ajfti-4570	161	14	is	be	AUX
ajfti-4570	161	15	distinguished	distinguish	VERB
ajfti-4570	161	16	by	by	ADP
ajfti-4570	161	17	its	its	PRON
ajfti-4570	161	18	capability	capability	NOUN
ajfti-4570	161	19	to	to	PART
ajfti-4570	161	20	manage	manage	VERB
ajfti-4570	161	21	intricate	intricate	ADJ
ajfti-4570	161	22	decision	decision	NOUN
ajfti-4570	161	23	boundaries	boundary	NOUN
ajfti-4570	161	24	.	.	PUNCT
ajfti-4570	162	1	support	support	NOUN
ajfti-4570	162	2	vector	vector	NOUN
ajfti-4570	162	3	machines	machine	NOUN
ajfti-4570	162	4	(	(	PUNCT
ajfti-4570	162	5	svm	svm	ADJ
ajfti-4570	162	6	)	)	PUNCT
ajfti-4570	162	7	function	function	NOUN
ajfti-4570	162	8	by	by	ADP
ajfti-4570	162	9	pinpointing	pinpoint	VERB
ajfti-4570	162	10	an	an	DET
ajfti-4570	162	11	optimal	optimal	ADJ
ajfti-4570	162	12	hyperplane	hyperplane	NOUN
ajfti-4570	162	13	that	that	PRON
ajfti-4570	162	14	maximizes	maximize	VERB
ajfti-4570	162	15	the	the	DET
ajfti-4570	162	16	margin	margin	NOUN
ajfti-4570	162	17	between	between	ADP
ajfti-4570	162	18	divergent	divergent	ADJ
ajfti-4570	162	19	classes	class	NOUN
ajfti-4570	162	20	.	.	PUNCT
ajfti-4570	163	1	this	this	DET
ajfti-4570	163	2	hyperplane	hyperplane	NOUN
ajfti-4570	163	3	acts	act	VERB
ajfti-4570	163	4	as	as	ADP
ajfti-4570	163	5	a	a	DET
ajfti-4570	163	6	decision	decision	NOUN
ajfti-4570	163	7	boundary	boundary	NOUN
ajfti-4570	163	8	that	that	PRON
ajfti-4570	163	9	delineates	delineate	VERB
ajfti-4570	163	10	data	data	NOUN
ajfti-4570	163	11	points	point	NOUN
ajfti-4570	163	12	associated	associate	VERB
ajfti-4570	163	13	with	with	ADP
ajfti-4570	163	14	separate	separate	ADJ
ajfti-4570	163	15	categories	category	NOUN
ajfti-4570	163	16	.	.	PUNCT
ajfti-4570	164	1	the	the	DET
ajfti-4570	164	2	data	data	NOUN
ajfti-4570	164	3	points	point	NOUN
ajfti-4570	164	4	that	that	PRON
ajfti-4570	164	5	are	be	AUX
ajfti-4570	164	6	in	in	ADP
ajfti-4570	164	7	closest	close	ADJ
ajfti-4570	164	8	proximity	proximity	NOUN
ajfti-4570	164	9	to	to	ADP
ajfti-4570	164	10	the	the	DET
ajfti-4570	164	11	hyperplane	hyperplane	NOUN
ajfti-4570	164	12	,	,	PUNCT
ajfti-4570	164	13	termed	term	VERB
ajfti-4570	164	14	support	support	NOUN
ajfti-4570	164	15	vectors	vector	NOUN
ajfti-4570	164	16	,	,	PUNCT
ajfti-4570	164	17	are	be	AUX
ajfti-4570	164	18	pivotal	pivotal	ADJ
ajfti-4570	164	19	in	in	ADP
ajfti-4570	164	20	establishing	establish	VERB
ajfti-4570	164	21	the	the	DET
ajfti-4570	164	22	optimal	optimal	ADJ
ajfti-4570	164	23	decision	decision	NOUN
ajfti-4570	164	24	boundary	boundary	NOUN
ajfti-4570	164	25	.	.	PUNCT
ajfti-4570	165	1	svm	svm	PROPN
ajfti-4570	165	2	can	can	AUX
ajfti-4570	165	3	utilize	utilize	VERB
ajfti-4570	165	4	a	a	DET
ajfti-4570	165	5	variety	variety	NOUN
ajfti-4570	165	6	of	of	ADP
ajfti-4570	165	7	kernel	kernel	PROPN
ajfti-4570	165	8	functions	function	NOUN
ajfti-4570	165	9	to	to	PART
ajfti-4570	165	10	transform	transform	VERB
ajfti-4570	165	11	data	datum	NOUN
ajfti-4570	165	12	into	into	ADP
ajfti-4570	165	13	elevateddimensional	elevateddimensional	ADJ
ajfti-4570	165	14	spaces	space	NOUN
ajfti-4570	165	15	,	,	PUNCT
ajfti-4570	165	16	facilitating	facilitate	VERB
ajfti-4570	165	17	the	the	DET
ajfti-4570	165	18	separation	separation	NOUN
ajfti-4570	165	19	of	of	ADP
ajfti-4570	165	20	data	datum	NOUN
ajfti-4570	165	21	that	that	PRON
ajfti-4570	165	22	is	be	AUX
ajfti-4570	165	23	not	not	PART
ajfti-4570	165	24	linearly	linearly	ADV
ajfti-4570	165	25	separable	separable	ADJ
ajfti-4570	165	26	.	.	PUNCT
ajfti-4570	166	1	furthermore	furthermore	ADV
ajfti-4570	166	2	,	,	PUNCT
ajfti-4570	166	3	regularization	regularization	NOUN
ajfti-4570	166	4	and	and	CCONJ
ajfti-4570	166	5	slack	slack	NOUN
ajfti-4570	166	6	variables	variable	NOUN
ajfti-4570	166	7	are	be	AUX
ajfti-4570	166	8	integral	integral	ADJ
ajfti-4570	166	9	in	in	ADP
ajfti-4570	166	10	addressing	address	VERB
ajfti-4570	166	11	noisy	noisy	ADJ
ajfti-4570	166	12	data	datum	NOUN
ajfti-4570	166	13	.	.	PUNCT
ajfti-4570	167	1	the	the	DET
ajfti-4570	167	2	c	c	PROPN
ajfti-4570	167	3	parameter	parameter	NOUN
ajfti-4570	167	4	regulates	regulate	VERB
ajfti-4570	167	5	the	the	DET
ajfti-4570	167	6	balance	balance	NOUN
ajfti-4570	167	7	between	between	ADP
ajfti-4570	167	8	maximizing	maximize	VERB
ajfti-4570	167	9	the	the	DET
ajfti-4570	167	10	margin	margin	NOUN
ajfti-4570	167	11	and	and	CCONJ
ajfti-4570	167	12	minimizing	minimize	VERB
ajfti-4570	167	13	misclassification	misclassification	NOUN
ajfti-4570	167	14	,	,	PUNCT
ajfti-4570	167	15	while	while	SCONJ
ajfti-4570	167	16	slack	slack	NOUN
ajfti-4570	167	17	variables	variable	NOUN
ajfti-4570	167	18	permit	permit	VERB
ajfti-4570	167	19	svm	svm	VERB
ajfti-4570	167	20	to	to	PART
ajfti-4570	167	21	accommodate	accommodate	VERB
ajfti-4570	167	22	some	some	DET
ajfti-4570	167	23	degree	degree	NOUN
ajfti-4570	167	24	of	of	ADP
ajfti-4570	167	25	misclassification	misclassification	NOUN
ajfti-4570	167	26	,	,	PUNCT
ajfti-4570	167	27	thereby	thereby	ADV
ajfti-4570	167	28	enhancing	enhance	VERB
ajfti-4570	167	29	its	its	PRON
ajfti-4570	167	30	resilience	resilience	NOUN
ajfti-4570	167	31	to	to	PART
ajfti-4570	167	32	noise	noise	VERB
ajfti-4570	167	33	.	.	PUNCT
ajfti-4570	168	1	a	a	DET
ajfti-4570	168	2	higher	high	ADJ
ajfti-4570	168	3	c	c	NOUN
ajfti-4570	168	4	value	value	NOUN
ajfti-4570	168	5	prioritizes	prioritize	VERB
ajfti-4570	168	6	correct	correct	ADJ
ajfti-4570	168	7	classification	classification	NOUN
ajfti-4570	168	8	over	over	ADP
ajfti-4570	168	9	a	a	DET
ajfti-4570	168	10	large	large	ADJ
ajfti-4570	168	11	margin	margin	NOUN
ajfti-4570	168	12	,	,	PUNCT
ajfti-4570	168	13	while	while	SCONJ
ajfti-4570	168	14	a	a	DET
ajfti-4570	168	15	lower	low	ADJ
ajfti-4570	168	16	c	c	NOUN
ajfti-4570	168	17	allows	allow	VERB
ajfti-4570	168	18	a	a	DET
ajfti-4570	168	19	larger	large	ADJ
ajfti-4570	168	20	margin	margin	NOUN
ajfti-4570	168	21	but	but	CCONJ
ajfti-4570	168	22	tolerates	tolerate	VERB
ajfti-4570	168	23	some	some	DET
ajfti-4570	168	24	misclassification	misclassification	NOUN
ajfti-4570	168	25	.	.	PUNCT
ajfti-4570	169	1	this	this	DET
ajfti-4570	169	2	combination	combination	NOUN
ajfti-4570	169	3	enhances	enhance	VERB
ajfti-4570	169	4	svm	svm	ADJ
ajfti-4570	169	5	’s	’s	PART
ajfti-4570	169	6	ability	ability	NOUN
ajfti-4570	169	7	to	to	PART
ajfti-4570	169	8	generalize	generalize	VERB
ajfti-4570	169	9	,	,	PUNCT
ajfti-4570	169	10	particularly	particularly	ADV
ajfti-4570	169	11	in	in	ADP
ajfti-4570	169	12	realworld	realworld	PROPN
ajfti-4570	169	13	datasets	dataset	NOUN
ajfti-4570	169	14	where	where	SCONJ
ajfti-4570	169	15	achieving	achieve	VERB
ajfti-4570	169	16	perfect	perfect	ADJ
ajfti-4570	169	17	separation	separation	NOUN
ajfti-4570	169	18	is	be	AUX
ajfti-4570	169	19	challenging	challenge	VERB
ajfti-4570	169	20	.	.	PUNCT
ajfti-4570	170	1	random	random	ADJ
ajfti-4570	170	2	forest	forest	NOUN
ajfti-4570	170	3	model	model	NOUN
ajfti-4570	170	4	is	be	AUX
ajfti-4570	170	5	introduced	introduce	VERB
ajfti-4570	170	6	by	by	ADP
ajfti-4570	170	7	breiman	breiman	NOUN
ajfti-4570	170	8	(	(	PUNCT
ajfti-4570	170	9	2001	2001	NUM
ajfti-4570	170	10	)	)	PUNCT
ajfti-4570	170	11	in	in	ADP
ajfti-4570	170	12	2001	2001	NUM
ajfti-4570	170	13	.	.	PUNCT
ajfti-4570	171	1	it	it	PRON
ajfti-4570	171	2	is	be	AUX
ajfti-4570	171	3	a	a	DET
ajfti-4570	171	4	widely	widely	ADV
ajfti-4570	171	5	used	use	VERB
ajfti-4570	171	6	ensemble	ensemble	ADJ
ajfti-4570	171	7	learning	learning	NOUN
ajfti-4570	171	8	algorithm	algorithm	NOUN
ajfti-4570	171	9	for	for	ADP
ajfti-4570	171	10	both	both	CCONJ
ajfti-4570	171	11	classification	classification	NOUN
ajfti-4570	171	12	and	and	CCONJ
ajfti-4570	171	13	regression	regression	NOUN
ajfti-4570	171	14	tasks	task	NOUN
ajfti-4570	171	15	,	,	PUNCT
ajfti-4570	171	16	as	as	SCONJ
ajfti-4570	171	17	it	it	PRON
ajfti-4570	171	18	can	can	AUX
ajfti-4570	171	19	handle	handle	VERB
ajfti-4570	171	20	both	both	CCONJ
ajfti-4570	171	21	continuous	continuous	ADJ
ajfti-4570	171	22	and	and	CCONJ
ajfti-4570	171	23	categorical	categorical	ADJ
ajfti-4570	171	24	datasets	dataset	NOUN
ajfti-4570	171	25	.	.	PUNCT
ajfti-4570	172	1	this	this	DET
ajfti-4570	172	2	study	study	NOUN
ajfti-4570	172	3	employs	employ	VERB
ajfti-4570	172	4	a	a	DET
ajfti-4570	172	5	random	random	ADJ
ajfti-4570	172	6	forest	forest	NOUN
ajfti-4570	172	7	classifier	classifier	NOUN
ajfti-4570	172	8	(	(	PUNCT
ajfti-4570	172	9	rfc	rfc	PROPN
ajfti-4570	172	10	)	)	PUNCT
ajfti-4570	172	11	,	,	PUNCT
ajfti-4570	172	12	which	which	PRON
ajfti-4570	172	13	consists	consist	VERB
ajfti-4570	172	14	of	of	ADP
ajfti-4570	172	15	multiple	multiple	ADJ
ajfti-4570	172	16	decision	decision	NOUN
ajfti-4570	172	17	trees	tree	NOUN
ajfti-4570	172	18	that	that	PRON
ajfti-4570	172	19	operate	operate	VERB
ajfti-4570	172	20	collectively	collectively	ADV
ajfti-4570	172	21	.	.	PUNCT
ajfti-4570	173	1	a	a	DET
ajfti-4570	173	2	bootstrap	bootstrap	NOUN
ajfti-4570	173	3	sample	sample	NOUN
ajfti-4570	173	4	of	of	ADP
ajfti-4570	173	5	the	the	DET
ajfti-4570	173	6	dataset	dataset	NOUN
ajfti-4570	173	7	is	be	AUX
ajfti-4570	173	8	used	use	VERB
ajfti-4570	173	9	to	to	PART
ajfti-4570	173	10	train	train	VERB
ajfti-4570	173	11	each	each	DET
ajfti-4570	173	12	tree	tree	NOUN
ajfti-4570	173	13	in	in	ADP
ajfti-4570	173	14	the	the	DET
ajfti-4570	173	15	forest	forest	NOUN
ajfti-4570	173	16	,	,	PUNCT
ajfti-4570	173	17	and	and	CCONJ
ajfti-4570	173	18	features	feature	NOUN
ajfti-4570	173	19	are	be	AUX
ajfti-4570	173	20	randomly	randomly	ADV
ajfti-4570	173	21	selected	select	VERB
ajfti-4570	173	22	at	at	ADP
ajfti-4570	173	23	each	each	DET
ajfti-4570	173	24	split	split	NOUN
ajfti-4570	173	25	to	to	PART
ajfti-4570	173	26	ensure	ensure	VERB
ajfti-4570	173	27	diversity	diversity	NOUN
ajfti-4570	173	28	among	among	ADP
ajfti-4570	173	29	trees	tree	NOUN
ajfti-4570	173	30	.	.	PUNCT
ajfti-4570	174	1	a	a	DET
ajfti-4570	174	2	classification	classification	NOUN
ajfti-4570	174	3	tree	tree	NOUN
ajfti-4570	174	4	serves	serve	VERB
ajfti-4570	174	5	the	the	DET
ajfti-4570	174	6	purpose	purpose	NOUN
ajfti-4570	174	7	of	of	ADP
ajfti-4570	174	8	forecasting	forecast	VERB
ajfti-4570	174	9	a	a	DET
ajfti-4570	174	10	decreases	decrease	NOUN
ajfti-4570	174	11	when	when	SCONJ
ajfti-4570	174	12	using	use	VERB
ajfti-4570	174	13	the	the	DET
ajfti-4570	174	14	ems	ems	PROPN
ajfti-4570	174	15	method	method	NOUN
ajfti-4570	174	16	and	and	CCONJ
ajfti-4570	174	17	further	further	ADJ
ajfti-4570	174	18	declines	decline	NOUN
ajfti-4570	174	19	under	under	ADP
ajfti-4570	174	20	the	the	DET
ajfti-4570	174	21	z	z	NOUN
ajfti-4570	174	22	-	-	PUNCT
ajfti-4570	174	23	score	score	NOUN
ajfti-4570	174	24	method	method	NOUN
ajfti-4570	174	25	.	.	PUNCT
ajfti-4570	175	1	this	this	DET
ajfti-4570	175	2	discrepancy	discrepancy	NOUN
ajfti-4570	175	3	highlights	highlight	VERB
ajfti-4570	175	4	the	the	DET
ajfti-4570	175	5	differing	differ	VERB
ajfti-4570	175	6	sensitivity	sensitivity	NOUN
ajfti-4570	175	7	of	of	ADP
ajfti-4570	175	8	each	each	DET
ajfti-4570	175	9	method	method	NOUN
ajfti-4570	175	10	in	in	ADP
ajfti-4570	175	11	assessing	assess	VERB
ajfti-4570	175	12	financial	financial	ADJ
ajfti-4570	175	13	distress	distress	NOUN
ajfti-4570	175	14	.	.	PUNCT
ajfti-4570	176	1	in	in	ADP
ajfti-4570	176	2	this	this	DET
ajfti-4570	176	3	study	study	NOUN
ajfti-4570	176	4	,	,	PUNCT
ajfti-4570	176	5	approximately	approximately	ADV
ajfti-4570	176	6	53	53	NUM
ajfti-4570	176	7	%	%	NOUN
ajfti-4570	176	8	of	of	ADP
ajfti-4570	176	9	the	the	DET
ajfti-4570	176	10	firms	firm	NOUN
ajfti-4570	176	11	investigated	investigate	VERB
ajfti-4570	176	12	are	be	AUX
ajfti-4570	176	13	non	non	ADJ
ajfti-4570	176	14	-	-	ADJ
ajfti-4570	176	15	manufacturing	manufacturing	ADJ
ajfti-4570	176	16	companies	company	NOUN
ajfti-4570	176	17	,	,	PUNCT
ajfti-4570	176	18	which	which	PRON
ajfti-4570	176	19	significantly	significantly	ADV
ajfti-4570	176	20	influences	influence	VERB
ajfti-4570	176	21	the	the	DET
ajfti-4570	176	22	results	result	NOUN
ajfti-4570	176	23	of	of	ADP
ajfti-4570	176	24	different	different	ADJ
ajfti-4570	176	25	financial	financial	ADJ
ajfti-4570	176	26	distress	distress	NOUN
ajfti-4570	176	27	measurement	measurement	NOUN
ajfti-4570	176	28	methods	method	NOUN
ajfti-4570	176	29	.	.	PUNCT
ajfti-4570	177	1	the	the	DET
ajfti-4570	177	2	dd	dd	PROPN
ajfti-4570	177	3	method	method	NOUN
ajfti-4570	177	4	relies	rely	VERB
ajfti-4570	177	5	on	on	ADP
ajfti-4570	177	6	stock	stock	NOUN
ajfti-4570	177	7	prices	price	NOUN
ajfti-4570	177	8	to	to	PART
ajfti-4570	177	9	estimate	estimate	VERB
ajfti-4570	177	10	distress	distress	NOUN
ajfti-4570	177	11	,	,	PUNCT
ajfti-4570	177	12	making	make	VERB
ajfti-4570	177	13	it	it	PRON
ajfti-4570	177	14	more	more	ADV
ajfti-4570	177	15	sensitive	sensitive	ADJ
ajfti-4570	177	16	to	to	ADP
ajfti-4570	177	17	market	market	NOUN
ajfti-4570	177	18	fluctuations	fluctuation	NOUN
ajfti-4570	177	19	and	and	CCONJ
ajfti-4570	177	20	investor	investor	NOUN
ajfti-4570	177	21	sentiment	sentiment	NOUN
ajfti-4570	177	22	.	.	PUNCT
ajfti-4570	178	1	non	non	ADJ
ajfti-4570	178	2	-	-	ADJ
ajfti-4570	178	3	manufacturing	manufacturing	ADJ
ajfti-4570	178	4	firms	firm	NOUN
ajfti-4570	178	5	often	often	ADV
ajfti-4570	178	6	have	have	VERB
ajfti-4570	178	7	more	more	ADV
ajfti-4570	178	8	stable	stable	ADJ
ajfti-4570	178	9	stock	stock	NOUN
ajfti-4570	178	10	prices	price	NOUN
ajfti-4570	178	11	because	because	SCONJ
ajfti-4570	178	12	they	they	PRON
ajfti-4570	178	13	are	be	AUX
ajfti-4570	178	14	less	less	ADV
ajfti-4570	178	15	exposed	expose	VERB
ajfti-4570	178	16	to	to	ADP
ajfti-4570	178	17	factors	factor	NOUN
ajfti-4570	178	18	like	like	ADP
ajfti-4570	178	19	raw	raw	ADJ
ajfti-4570	178	20	material	material	NOUN
ajfti-4570	178	21	costs	cost	NOUN
ajfti-4570	178	22	,	,	PUNCT
ajfti-4570	178	23	production	production	NOUN
ajfti-4570	178	24	delays	delay	NOUN
ajfti-4570	178	25	,	,	PUNCT
ajfti-4570	178	26	and	and	CCONJ
ajfti-4570	178	27	supply	supply	VERB
ajfti-4570	178	28	chain	chain	NOUN
ajfti-4570	178	29	disruptions	disruption	NOUN
ajfti-4570	178	30	.	.	PUNCT
ajfti-4570	179	1	since	since	SCONJ
ajfti-4570	179	2	dd	dd	NOUN
ajfti-4570	179	3	uses	use	VERB
ajfti-4570	179	4	stock	stock	NOUN
ajfti-4570	179	5	price	price	NOUN
ajfti-4570	179	6	volatility	volatility	NOUN
ajfti-4570	179	7	in	in	ADP
ajfti-4570	179	8	its	its	PRON
ajfti-4570	179	9	calculations	calculation	NOUN
ajfti-4570	179	10	,	,	PUNCT
ajfti-4570	179	11	lower	low	ADJ
ajfti-4570	179	12	volatility	volatility	NOUN
ajfti-4570	179	13	leads	lead	VERB
ajfti-4570	179	14	to	to	ADP
ajfti-4570	179	15	fewer	few	ADJ
ajfti-4570	179	16	distress	distress	NOUN
ajfti-4570	179	17	classifications	classification	NOUN
ajfti-4570	179	18	,	,	PUNCT
ajfti-4570	179	19	explaining	explain	VERB
ajfti-4570	179	20	why	why	SCONJ
ajfti-4570	179	21	the	the	DET
ajfti-4570	179	22	number	number	NOUN
ajfti-4570	179	23	of	of	ADP
ajfti-4570	179	24	distressed	distressed	ADJ
ajfti-4570	179	25	firms	firm	NOUN
ajfti-4570	179	26	is	be	AUX
ajfti-4570	179	27	significantly	significantly	ADV
ajfti-4570	179	28	lower	low	ADJ
ajfti-4570	179	29	under	under	ADP
ajfti-4570	179	30	the	the	DET
ajfti-4570	179	31	dd	dd	NOUN
ajfti-4570	179	32	method	method	NOUN
ajfti-4570	179	33	compared	compare	VERB
ajfti-4570	179	34	to	to	ADP
ajfti-4570	179	35	z	z	NOUN
ajfti-4570	179	36	-	-	PUNCT
ajfti-4570	179	37	score	score	NOUN
ajfti-4570	179	38	and	and	CCONJ
ajfti-4570	179	39	ems	ems	PROPN
ajfti-4570	179	40	.	.	PUNCT
ajfti-4570	180	1	the	the	DET
ajfti-4570	180	2	imbalances	imbalance	NOUN
ajfti-4570	180	3	indicate	indicate	VERB
ajfti-4570	180	4	that	that	SCONJ
ajfti-4570	180	5	the	the	DET
ajfti-4570	180	6	dataset	dataset	NOUN
ajfti-4570	180	7	is	be	AUX
ajfti-4570	180	8	skewed	skew	VERB
ajfti-4570	180	9	toward	toward	ADP
ajfti-4570	180	10	the	the	DET
ajfti-4570	180	11	majority	majority	NOUN
ajfti-4570	180	12	class	class	NOUN
ajfti-4570	180	13	,	,	PUNCT
ajfti-4570	180	14	which	which	PRON
ajfti-4570	180	15	can	can	AUX
ajfti-4570	180	16	lead	lead	VERB
ajfti-4570	180	17	to	to	ADP
ajfti-4570	180	18	biased	biased	ADJ
ajfti-4570	180	19	model	model	NOUN
ajfti-4570	180	20	predictions	prediction	NOUN
ajfti-4570	180	21	.	.	PUNCT
ajfti-4570	181	1	to	to	PART
ajfti-4570	181	2	address	address	VERB
ajfti-4570	181	3	this	this	DET
ajfti-4570	181	4	issue	issue	NOUN
ajfti-4570	181	5	,	,	PUNCT
ajfti-4570	181	6	the	the	DET
ajfti-4570	181	7	adaptive	adaptive	ADJ
ajfti-4570	181	8	synthetic	synthetic	NOUN
ajfti-4570	181	9	sampling	sampling	NOUN
ajfti-4570	181	10	(	(	PUNCT
ajfti-4570	181	11	adasyn	adasyn	PROPN
ajfti-4570	181	12	)	)	PUNCT
ajfti-4570	181	13	is	be	AUX
ajfti-4570	181	14	applied	apply	VERB
ajfti-4570	181	15	to	to	PART
ajfti-4570	181	16	balance	balance	VERB
ajfti-4570	181	17	the	the	DET
ajfti-4570	181	18	dataset	dataset	NOUN
ajfti-4570	181	19	,	,	PUNCT
ajfti-4570	181	20	which	which	PRON
ajfti-4570	181	21	guarantees	guarantee	VERB
ajfti-4570	181	22	a	a	DET
ajfti-4570	181	23	better	well	ADJ
ajfti-4570	181	24	representative	representative	ADJ
ajfti-4570	181	25	distribution	distribution	NOUN
ajfti-4570	181	26	of	of	ADP
ajfti-4570	181	27	all	all	DET
ajfti-4570	181	28	classes	class	NOUN
ajfti-4570	181	29	for	for	ADP
ajfti-4570	181	30	machine	machine	NOUN
ajfti-4570	181	31	learning	learning	NOUN
ajfti-4570	181	32	models	model	NOUN
ajfti-4570	181	33	.	.	PUNCT
ajfti-4570	182	1	this	this	DET
ajfti-4570	182	2	step	step	NOUN
ajfti-4570	182	3	is	be	AUX
ajfti-4570	182	4	crucial	crucial	ADJ
ajfti-4570	182	5	to	to	PART
ajfti-4570	182	6	improve	improve	VERB
ajfti-4570	182	7	model	model	NOUN
ajfti-4570	182	8	performance	performance	NOUN
ajfti-4570	182	9	and	and	CCONJ
ajfti-4570	182	10	ensuring	ensure	VERB
ajfti-4570	182	11	more	more	ADV
ajfti-4570	182	12	reliable	reliable	ADJ
ajfti-4570	182	13	financial	financial	ADJ
ajfti-4570	182	14	distress	distress	NOUN
ajfti-4570	182	15	predictions	prediction	NOUN
ajfti-4570	182	16	.	.	PUNCT
ajfti-4570	183	1	most	most	ADJ
ajfti-4570	183	2	machine	machine	NOUN
ajfti-4570	183	3	learning	learn	VERB
ajfti-4570	183	4	algorithms	algorithm	NOUN
ajfti-4570	183	5	perform	perform	VERB
ajfti-4570	183	6	optimally	optimally	ADV
ajfti-4570	183	7	when	when	SCONJ
ajfti-4570	183	8	class	class	NOUN
ajfti-4570	183	9	distributions	distribution	NOUN
ajfti-4570	183	10	are	be	AUX
ajfti-4570	183	11	relatively	relatively	ADV
ajfti-4570	183	12	balanced	balanced	ADJ
ajfti-4570	183	13	;	;	PUNCT
ajfti-4570	183	14	however	however	ADV
ajfti-4570	183	15	,	,	PUNCT
ajfti-4570	183	16	imbalanced	imbalanced	ADJ
ajfti-4570	183	17	data	datum	NOUN
ajfti-4570	183	18	often	often	ADV
ajfti-4570	183	19	lead	lead	VERB
ajfti-4570	183	20	to	to	ADP
ajfti-4570	183	21	the	the	DET
ajfti-4570	183	22	majority	majority	NOUN
ajfti-4570	183	23	class	class	NOUN
ajfti-4570	183	24	dominating	dominate	VERB
ajfti-4570	183	25	the	the	DET
ajfti-4570	183	26	learning	learning	NOUN
ajfti-4570	183	27	process	process	NOUN
ajfti-4570	183	28	,	,	PUNCT
ajfti-4570	183	29	resulting	result	VERB
ajfti-4570	183	30	in	in	ADP
ajfti-4570	183	31	biased	biased	ADJ
ajfti-4570	183	32	models	model	NOUN
ajfti-4570	183	33	and	and	CCONJ
ajfti-4570	183	34	unreliable	unreliable	ADJ
ajfti-4570	183	35	predictions	prediction	NOUN
ajfti-4570	183	36	.	.	PUNCT
ajfti-4570	184	1	adaptive	adaptive	ADJ
ajfti-4570	184	2	synthetic	synthetic	ADJ
ajfti-4570	184	3	sampling	sampling	NOUN
ajfti-4570	184	4	(	(	PUNCT
ajfti-4570	184	5	adasyn	adasyn	PROPN
ajfti-4570	184	6	)	)	PUNCT
ajfti-4570	184	7	is	be	AUX
ajfti-4570	184	8	an	an	DET
ajfti-4570	184	9	oversampling	oversampling	ADJ
ajfti-4570	184	10	technique	technique	NOUN
ajfti-4570	184	11	used	use	VERB
ajfti-4570	184	12	to	to	PART
ajfti-4570	184	13	handle	handle	VERB
ajfti-4570	184	14	imbalanced	imbalanced	ADJ
ajfti-4570	184	15	datasets	dataset	NOUN
ajfti-4570	184	16	especially	especially	ADV
ajfti-4570	184	17	in	in	ADP
ajfti-4570	184	18	classification	classification	NOUN
ajfti-4570	184	19	problems	problem	NOUN
ajfti-4570	184	20	where	where	SCONJ
ajfti-4570	184	21	certain	certain	ADJ
ajfti-4570	184	22	classes	class	NOUN
ajfti-4570	184	23	are	be	AUX
ajfti-4570	184	24	underrepresented	underrepresented	ADJ
ajfti-4570	184	25	.	.	PUNCT
ajfti-4570	185	1	it	it	PRON
ajfti-4570	185	2	improves	improve	VERB
ajfti-4570	185	3	upon	upon	SCONJ
ajfti-4570	185	4	the	the	DET
ajfti-4570	185	5	synthetic	synthetic	ADJ
ajfti-4570	185	6	minority	minority	NOUN
ajfti-4570	185	7	over	over	ADP
ajfti-4570	185	8	-	-	PUNCT
ajfti-4570	185	9	sampling	sample	VERB
ajfti-4570	185	10	technique	technique	NOUN
ajfti-4570	185	11	(	(	PUNCT
ajfti-4570	185	12	smote	smote	NOUN
ajfti-4570	185	13	)	)	PUNCT
ajfti-4570	185	14	by	by	ADP
ajfti-4570	185	15	focusing	focus	VERB
ajfti-4570	185	16	more	more	ADV
ajfti-4570	185	17	on	on	ADP
ajfti-4570	185	18	generating	generate	VERB
ajfti-4570	185	19	synthetic	synthetic	ADJ
ajfti-4570	185	20	samples	sample	NOUN
ajfti-4570	185	21	for	for	ADP
ajfti-4570	185	22	harder	hard	ADJ
ajfti-4570	185	23	-	-	PUNCT
ajfti-4570	185	24	to	to	PART
ajfti-4570	185	25	-	-	PUNCT
ajfti-4570	185	26	classify	classify	VERB
ajfti-4570	185	27	minority	minority	NOUN
ajfti-4570	185	28	class	class	NOUN
ajfti-4570	185	29	instances	instance	NOUN
ajfti-4570	185	30	.	.	PUNCT
ajfti-4570	186	1	smote	smote	NOUN
ajfti-4570	186	2	is	be	AUX
ajfti-4570	186	3	another	another	DET
ajfti-4570	186	4	oversampling	oversampling	ADJ
ajfti-4570	186	5	method	method	NOUN
ajfti-4570	186	6	that	that	PRON
ajfti-4570	186	7	generates	generate	VERB
ajfti-4570	186	8	synthetic	synthetic	ADJ
ajfti-4570	186	9	samples	sample	NOUN
ajfti-4570	186	10	for	for	ADP
ajfti-4570	186	11	the	the	DET
ajfti-4570	186	12	minority	minority	NOUN
ajfti-4570	186	13	class	class	NOUN
ajfti-4570	186	14	to	to	PART
ajfti-4570	186	15	address	address	VERB
ajfti-4570	186	16	class	class	NOUN
ajfti-4570	186	17	imbalance	imbalance	NOUN
ajfti-4570	186	18	in	in	ADP
ajfti-4570	186	19	classification	classification	NOUN
ajfti-4570	186	20	problems	problem	NOUN
ajfti-4570	186	21	.	.	PUNCT
ajfti-4570	187	1	it	it	PRON
ajfti-4570	187	2	achieves	achieve	VERB
ajfti-4570	187	3	this	this	PRON
ajfti-4570	187	4	by	by	ADP
ajfti-4570	187	5	selecting	select	VERB
ajfti-4570	187	6	samples	sample	NOUN
ajfti-4570	187	7	from	from	ADP
ajfti-4570	187	8	the	the	DET
ajfti-4570	187	9	minority	minority	NOUN
ajfti-4570	187	10	class	class	NOUN
ajfti-4570	187	11	,	,	PUNCT
ajfti-4570	187	12	identifying	identify	VERB
ajfti-4570	187	13	their	their	PRON
ajfti-4570	187	14	nearest	near	ADJ
ajfti-4570	187	15	neighbors	neighbor	NOUN
ajfti-4570	187	16	,	,	PUNCT
ajfti-4570	187	17	and	and	CCONJ
ajfti-4570	187	18	generating	generate	VERB
ajfti-4570	187	19	new	new	ADJ
ajfti-4570	187	20	samples	sample	NOUN
ajfti-4570	187	21	that	that	PRON
ajfti-4570	187	22	interpolate	interpolate	VERB
ajfti-4570	187	23	between	between	ADP
ajfti-4570	187	24	these	these	DET
ajfti-4570	187	25	points	point	NOUN
ajfti-4570	187	26	in	in	ADP
ajfti-4570	187	27	the	the	DET
ajfti-4570	187	28	feature	feature	NOUN
ajfti-4570	187	29	space	space	NOUN
ajfti-4570	187	30	(	(	PUNCT
ajfti-4570	187	31	hanafy	hanafy	NOUN
ajfti-4570	187	32	&	&	CCONJ
ajfti-4570	187	33	ming	ming	PROPN
ajfti-4570	187	34	,	,	PUNCT
ajfti-4570	187	35	2021	2021	NUM
ajfti-4570	187	36	)	)	PUNCT
ajfti-4570	187	37	.	.	PUNCT
ajfti-4570	188	1	smote	smote	ADJ
ajfti-4570	188	2	interpolates	interpolate	VERB
ajfti-4570	188	3	instances	instance	NOUN
ajfti-4570	188	4	of	of	ADP
ajfti-4570	188	5	the	the	DET
ajfti-4570	188	6	minority	minority	NOUN
ajfti-4570	188	7	class	class	NOUN
ajfti-4570	188	8	to	to	PART
ajfti-4570	188	9	create	create	VERB
ajfti-4570	188	10	synthetic	synthetic	ADJ
ajfti-4570	188	11	samples	sample	NOUN
ajfti-4570	188	12	rather	rather	ADV
ajfti-4570	188	13	than	than	ADP
ajfti-4570	188	14	duplicating	duplicate	VERB
ajfti-4570	188	15	them	they	PRON
ajfti-4570	188	16	;	;	PUNCT
ajfti-4570	188	17	therefore	therefore	ADV
ajfti-4570	188	18	,	,	PUNCT
ajfti-4570	188	19	it	it	PRON
ajfti-4570	188	20	does	do	AUX
ajfti-4570	188	21	not	not	PART
ajfti-4570	188	22	change	change	VERB
ajfti-4570	188	23	the	the	DET
ajfti-4570	188	24	expected	expect	VERB
ajfti-4570	188	25	value	value	NOUN
ajfti-4570	188	26	of	of	ADP
ajfti-4570	188	27	the	the	DET
ajfti-4570	188	28	minority	minority	NOUN
ajfti-4570	188	29	class	class	NOUN
ajfti-4570	188	30	but	but	CCONJ
ajfti-4570	188	31	decreases	decrease	VERB
ajfti-4570	188	32	its	its	PRON
ajfti-4570	188	33	variability	variability	NOUN
ajfti-4570	188	34	.	.	PUNCT
ajfti-4570	189	1	similarity	similarity	NOUN
ajfti-4570	189	2	to	to	ADP
ajfti-4570	189	3	strategy	strategy	NOUN
ajfti-4570	189	4	of	of	ADP
ajfti-4570	189	5	smote	smote	NOUN
ajfti-4570	189	6	,	,	PUNCT
ajfti-4570	189	7	adasyn	adasyn	PROPN
ajfti-4570	189	8	(	(	PUNCT
ajfti-4570	189	9	adaptive	adaptive	ADJ
ajfti-4570	189	10	synthetic	synthetic	ADJ
ajfti-4570	189	11	sampling	sampling	NOUN
ajfti-4570	189	12	)	)	PUNCT
ajfti-4570	189	13	addresses	address	NOUN
ajfti-4570	189	14	class	class	NOUN
ajfti-4570	189	15	imbalance	imbalance	NOUN
ajfti-4570	189	16	by	by	ADP
ajfti-4570	189	17	generating	generate	VERB
ajfti-4570	189	18	synthetic	synthetic	ADJ
ajfti-4570	189	19	samples	sample	NOUN
ajfti-4570	189	20	,	,	PUNCT
ajfti-4570	189	21	focusing	focus	VERB
ajfti-4570	189	22	more	more	ADV
ajfti-4570	189	23	on	on	ADP
ajfti-4570	189	24	difficult	difficult	ADJ
ajfti-4570	189	25	-	-	PUNCT
ajfti-4570	189	26	to	to	PART
ajfti-4570	189	27	-	-	PUNCT
ajfti-4570	189	28	classify	classify	VERB
ajfti-4570	189	29	minority	minority	NOUN
ajfti-4570	189	30	instances	instance	NOUN
ajfti-4570	189	31	.	.	PUNCT
ajfti-4570	190	1	it	it	PRON
ajfti-4570	190	2	first	first	ADV
ajfti-4570	190	3	identifies	identify	VERB
ajfti-4570	190	4	the	the	DET
ajfti-4570	190	5	imbalance	imbalance	NOUN
ajfti-4570	190	6	,	,	PUNCT
ajfti-4570	190	7	determines	determine	VERB
ajfti-4570	190	8	the	the	DET
ajfti-4570	190	9	number	number	NOUN
ajfti-4570	190	10	of	of	ADP
ajfti-4570	190	11	new	new	ADJ
ajfti-4570	190	12	samples	sample	NOUN
ajfti-4570	190	13	needed	need	VERB
ajfti-4570	190	14	,	,	PUNCT
ajfti-4570	190	15	and	and	CCONJ
ajfti-4570	190	16	assigns	assign	VERB
ajfti-4570	190	17	higher	high	ADJ
ajfti-4570	190	18	weights	weight	NOUN
ajfti-4570	190	19	to	to	ADP
ajfti-4570	190	20	minority	minority	NOUN
ajfti-4570	190	21	instances	instance	NOUN
ajfti-4570	190	22	that	that	PRON
ajfti-4570	190	23	are	be	AUX
ajfti-4570	190	24	harder	hard	ADJ
ajfti-4570	190	25	to	to	PART
ajfti-4570	190	26	classify	classify	VERB
ajfti-4570	190	27	.	.	PUNCT
ajfti-4570	191	1	using	use	VERB
ajfti-4570	191	2	nearest	near	ADJ
ajfti-4570	191	3	neighbors	neighbor	NOUN
ajfti-4570	191	4	,	,	PUNCT
ajfti-4570	191	5	adasyn	adasyn	NOUN
ajfti-4570	191	6	generates	generate	VERB
ajfti-4570	191	7	new	new	ADJ
ajfti-4570	191	8	data	datum	NOUN
ajfti-4570	191	9	points	point	NOUN
ajfti-4570	191	10	in	in	ADP
ajfti-4570	191	11	these	these	DET
ajfti-4570	191	12	challenging	challenging	ADJ
ajfti-4570	191	13	regions	region	NOUN
ajfti-4570	191	14	,	,	PUNCT
ajfti-4570	191	15	ensuring	ensure	VERB
ajfti-4570	191	16	a	a	DET
ajfti-4570	191	17	more	more	ADV
ajfti-4570	191	18	balanced	balanced	ADJ
ajfti-4570	191	19	and	and	CCONJ
ajfti-4570	191	20	representative	representative	ADJ
ajfti-4570	191	21	dataset	dataset	NOUN
ajfti-4570	191	22	that	that	PRON
ajfti-4570	191	23	improves	improve	VERB
ajfti-4570	191	24	model	model	NOUN
ajfti-4570	191	25	performance	performance	NOUN
ajfti-4570	191	26	while	while	SCONJ
ajfti-4570	191	27	reducing	reduce	VERB
ajfti-4570	191	28	bias	bias	NOUN
ajfti-4570	191	29	.	.	PUNCT
ajfti-4570	192	1	to	to	PART
ajfti-4570	192	2	adopt	adopt	VERB
ajfti-4570	192	3	adasyn	adasyn	PROPN
ajfti-4570	192	4	over	over	ADP
ajfti-4570	192	5	smote	smote	ADJ
ajfti-4570	192	6	,	,	PUNCT
ajfti-4570	192	7	we	we	PRON
ajfti-4570	192	8	consider	consider	VERB
ajfti-4570	192	9	the	the	DET
ajfti-4570	192	10	outstanding	outstanding	ADJ
ajfti-4570	192	11	attributes	attribute	NOUN
ajfti-4570	192	12	pa	pa	PROPN
ajfti-4570	192	13	ge	ge	PROPN
ajfti-4570	192	14	12	12	NUM
ajfti-4570	192	15	2	2	NUM
ajfti-4570	192	16	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-4570	192	17	am	be	AUX
ajfti-4570	192	18	.	.	PUNCT
ajfti-4570	193	1	j.	j.	PROPN
ajfti-4570	193	2	financ	financ	PROPN
ajfti-4570	193	3	.	.	PUNCT
ajfti-4570	194	1	technol	technol	PROPN
ajfti-4570	194	2	.	.	PUNCT
ajfti-4570	194	3	innov	innov	PROPN
ajfti-4570	194	4	.	.	PUNCT
ajfti-4570	195	1	3(1	3(1	NUM
ajfti-4570	195	2	)	)	PUNCT
ajfti-4570	195	3	115	115	NUM
ajfti-4570	195	4	-	-	SYM
ajfti-4570	195	5	127	127	NUM
ajfti-4570	195	6	,	,	PUNCT
ajfti-4570	195	7	2025	2025	NUM
ajfti-4570	195	8	categorical	categorical	ADJ
ajfti-4570	195	9	response	response	NOUN
ajfti-4570	195	10	as	as	SCONJ
ajfti-4570	195	11	opposed	oppose	VERB
ajfti-4570	195	12	to	to	ADP
ajfti-4570	195	13	a	a	DET
ajfti-4570	195	14	numerical	numerical	ADJ
ajfti-4570	195	15	one	one	NUM
ajfti-4570	195	16	.	.	PUNCT
ajfti-4570	196	1	a	a	DET
ajfti-4570	196	2	classification	classification	NOUN
ajfti-4570	196	3	tree	tree	NOUN
ajfti-4570	196	4	asserts	assert	VERB
ajfti-4570	196	5	that	that	SCONJ
ajfti-4570	196	6	each	each	DET
ajfti-4570	196	7	instance	instance	NOUN
ajfti-4570	196	8	is	be	AUX
ajfti-4570	196	9	allocated	allocate	VERB
ajfti-4570	196	10	to	to	ADP
ajfti-4570	196	11	the	the	DET
ajfti-4570	196	12	predominant	predominant	ADJ
ajfti-4570	196	13	category	category	NOUN
ajfti-4570	196	14	of	of	ADP
ajfti-4570	196	15	training	training	NOUN
ajfti-4570	196	16	instances	instance	NOUN
ajfti-4570	196	17	within	within	ADP
ajfti-4570	196	18	its	its	PRON
ajfti-4570	196	19	respective	respective	ADJ
ajfti-4570	196	20	domain	domain	NOUN
ajfti-4570	196	21	.	.	PUNCT
ajfti-4570	197	1	a	a	DET
ajfti-4570	197	2	majority	majority	NOUN
ajfti-4570	197	3	voting	voting	NOUN
ajfti-4570	197	4	mechanism	mechanism	NOUN
ajfti-4570	197	5	is	be	AUX
ajfti-4570	197	6	implemented	implement	VERB
ajfti-4570	197	7	for	for	ADP
ajfti-4570	197	8	the	the	DET
ajfti-4570	197	9	classification	classification	NOUN
ajfti-4570	197	10	process	process	NOUN
ajfti-4570	197	11	.	.	PUNCT
ajfti-4570	198	1	compared	compare	VERB
ajfti-4570	198	2	to	to	ADP
ajfti-4570	198	3	a	a	DET
ajfti-4570	198	4	single	single	ADJ
ajfti-4570	198	5	decision	decision	NOUN
ajfti-4570	198	6	tree	tree	NOUN
ajfti-4570	198	7	,	,	PUNCT
ajfti-4570	198	8	rfc	rfc	PRON
ajfti-4570	198	9	offers	offer	VERB
ajfti-4570	198	10	a	a	DET
ajfti-4570	198	11	significant	significant	ADJ
ajfti-4570	198	12	advantage	advantage	NOUN
ajfti-4570	198	13	:	:	PUNCT
ajfti-4570	198	14	rather	rather	ADV
ajfti-4570	198	15	of	of	ADP
ajfti-4570	198	16	depending	depend	VERB
ajfti-4570	198	17	on	on	ADP
ajfti-4570	198	18	a	a	DET
ajfti-4570	198	19	single	single	ADJ
ajfti-4570	198	20	model	model	NOUN
ajfti-4570	198	21	,	,	PUNCT
ajfti-4570	198	22	it	it	PRON
ajfti-4570	198	23	works	work	VERB
ajfti-4570	198	24	as	as	ADP
ajfti-4570	198	25	a	a	DET
ajfti-4570	198	26	group	group	NOUN
ajfti-4570	198	27	of	of	ADP
ajfti-4570	198	28	professionals	professional	NOUN
ajfti-4570	198	29	,	,	PUNCT
ajfti-4570	198	30	where	where	SCONJ
ajfti-4570	198	31	each	each	DET
ajfti-4570	198	32	tree	tree	NOUN
ajfti-4570	198	33	contributes	contribute	VERB
ajfti-4570	198	34	to	to	ADP
ajfti-4570	198	35	the	the	DET
ajfti-4570	198	36	final	final	ADJ
ajfti-4570	198	37	decision	decision	NOUN
ajfti-4570	198	38	.	.	PUNCT
ajfti-4570	199	1	this	this	DET
ajfti-4570	199	2	collective	collective	ADJ
ajfti-4570	199	3	approach	approach	NOUN
ajfti-4570	199	4	enhances	enhance	VERB
ajfti-4570	199	5	the	the	DET
ajfti-4570	199	6	model	model	NOUN
ajfti-4570	199	7	’s	’s	PART
ajfti-4570	199	8	accuracy	accuracy	NOUN
ajfti-4570	199	9	,	,	PUNCT
ajfti-4570	199	10	robustness	robustness	NOUN
ajfti-4570	199	11	,	,	PUNCT
ajfti-4570	199	12	and	and	CCONJ
ajfti-4570	199	13	generalization	generalization	NOUN
ajfti-4570	199	14	ability	ability	NOUN
ajfti-4570	199	15	.	.	PUNCT
ajfti-4570	200	1	extreme	extreme	ADJ
ajfti-4570	200	2	gradient	gradient	NOUN
ajfti-4570	200	3	boosting	boost	VERB
ajfti-4570	200	4	(	(	PUNCT
ajfti-4570	200	5	xgboost	xgboost	ADV
ajfti-4570	200	6	)	)	PUNCT
ajfti-4570	200	7	constitutes	constitute	VERB
ajfti-4570	200	8	a	a	DET
ajfti-4570	200	9	potent	potent	ADJ
ajfti-4570	200	10	machine	machine	NOUN
ajfti-4570	200	11	learning	learn	VERB
ajfti-4570	200	12	algorithm	algorithm	NOUN
ajfti-4570	200	13	that	that	PRON
ajfti-4570	200	14	builds	build	VERB
ajfti-4570	200	15	upon	upon	SCONJ
ajfti-4570	200	16	the	the	DET
ajfti-4570	200	17	foundational	foundational	ADJ
ajfti-4570	200	18	concepts	concept	NOUN
ajfti-4570	200	19	of	of	ADP
ajfti-4570	200	20	gradient	gradient	ADJ
ajfti-4570	200	21	boosting	boosting	NOUN
ajfti-4570	200	22	,	,	PUNCT
ajfti-4570	200	23	which	which	PRON
ajfti-4570	200	24	was	be	AUX
ajfti-4570	200	25	advanced	advance	VERB
ajfti-4570	200	26	in	in	ADP
ajfti-4570	200	27	2016	2016	NUM
ajfti-4570	200	28	by	by	ADP
ajfti-4570	200	29	chen	chen	PROPN
ajfti-4570	200	30	and	and	CCONJ
ajfti-4570	200	31	guestrin	guestrin	PROPN
ajfti-4570	200	32	(	(	PUNCT
ajfti-4570	200	33	chen	chen	PROPN
ajfti-4570	200	34	&	&	CCONJ
ajfti-4570	200	35	guestrin	guestrin	PROPN
ajfti-4570	200	36	,	,	PUNCT
ajfti-4570	200	37	2016	2016	NUM
ajfti-4570	200	38	)	)	PUNCT
ajfti-4570	200	39	.	.	PUNCT
ajfti-4570	201	1	analogous	analogous	ADJ
ajfti-4570	201	2	to	to	ADP
ajfti-4570	201	3	gradient	gradient	NOUN
ajfti-4570	201	4	boosting	boosting	NOUN
ajfti-4570	201	5	,	,	PUNCT
ajfti-4570	201	6	xgboost	xgboost	PRON
ajfti-4570	201	7	amalgamates	amalgamate	VERB
ajfti-4570	201	8	the	the	DET
ajfti-4570	201	9	predictive	predictive	ADJ
ajfti-4570	201	10	capabilities	capability	NOUN
ajfti-4570	201	11	of	of	ADP
ajfti-4570	201	12	multiple	multiple	ADJ
ajfti-4570	201	13	learners	learner	NOUN
ajfti-4570	201	14	into	into	ADP
ajfti-4570	201	15	a	a	DET
ajfti-4570	201	16	singular	singular	ADJ
ajfti-4570	201	17	model	model	NOUN
ajfti-4570	201	18	through	through	ADP
ajfti-4570	201	19	an	an	DET
ajfti-4570	201	20	iterative	iterative	NOUN
ajfti-4570	201	21	process	process	NOUN
ajfti-4570	201	22	.	.	PUNCT
ajfti-4570	202	1	xgboost	xgboost	X
ajfti-4570	202	2	adheres	adhere	VERB
ajfti-4570	202	3	to	to	ADP
ajfti-4570	202	4	the	the	DET
ajfti-4570	202	5	principle	principle	NOUN
ajfti-4570	202	6	of	of	ADP
ajfti-4570	202	7	boosting	boost	VERB
ajfti-4570	202	8	,	,	PUNCT
ajfti-4570	202	9	wherein	wherein	SCONJ
ajfti-4570	202	10	weak	weak	ADJ
ajfti-4570	202	11	learners	learner	NOUN
ajfti-4570	202	12	(	(	PUNCT
ajfti-4570	202	13	specifically	specifically	ADV
ajfti-4570	202	14	decision	decision	NOUN
ajfti-4570	202	15	trees	tree	NOUN
ajfti-4570	202	16	)	)	PUNCT
ajfti-4570	202	17	are	be	AUX
ajfti-4570	202	18	sequentially	sequentially	ADV
ajfti-4570	202	19	trained	train	VERB
ajfti-4570	202	20	to	to	PART
ajfti-4570	202	21	diminish	diminish	VERB
ajfti-4570	202	22	the	the	DET
ajfti-4570	202	23	residual	residual	ADJ
ajfti-4570	202	24	errors	error	NOUN
ajfti-4570	202	25	generated	generate	VERB
ajfti-4570	202	26	by	by	ADP
ajfti-4570	202	27	preceding	precede	VERB
ajfti-4570	202	28	trees	tree	NOUN
ajfti-4570	202	29	.	.	PUNCT
ajfti-4570	203	1	it	it	PRON
ajfti-4570	203	2	has	have	AUX
ajfti-4570	203	3	gained	gain	VERB
ajfti-4570	203	4	widespread	widespread	ADJ
ajfti-4570	203	5	popularity	popularity	NOUN
ajfti-4570	203	6	due	due	ADP
ajfti-4570	203	7	to	to	ADP
ajfti-4570	203	8	its	its	PRON
ajfti-4570	203	9	efficiency	efficiency	NOUN
ajfti-4570	203	10	,	,	PUNCT
ajfti-4570	203	11	scalability	scalability	NOUN
ajfti-4570	203	12	,	,	PUNCT
ajfti-4570	203	13	and	and	CCONJ
ajfti-4570	203	14	superior	superior	ADJ
ajfti-4570	203	15	performance	performance	NOUN
ajfti-4570	203	16	in	in	ADP
ajfti-4570	203	17	classification	classification	NOUN
ajfti-4570	203	18	and	and	CCONJ
ajfti-4570	203	19	regression	regression	NOUN
ajfti-4570	203	20	tasks	task	NOUN
ajfti-4570	203	21	.	.	PUNCT
ajfti-4570	204	1	xgboost	xgboost	PROPN
ajfti-4570	204	2	is	be	AUX
ajfti-4570	204	3	designed	design	VERB
ajfti-4570	204	4	to	to	PART
ajfti-4570	204	5	handle	handle	VERB
ajfti-4570	204	6	missing	miss	VERB
ajfti-4570	204	7	data	datum	NOUN
ajfti-4570	204	8	,	,	PUNCT
ajfti-4570	204	9	feature	feature	NOUN
ajfti-4570	204	10	sparsity	sparsity	NOUN
ajfti-4570	204	11	,	,	PUNCT
ajfti-4570	204	12	and	and	CCONJ
ajfti-4570	204	13	large	large	ADJ
ajfti-4570	204	14	datasets	dataset	NOUN
ajfti-4570	204	15	while	while	SCONJ
ajfti-4570	204	16	maintaining	maintain	VERB
ajfti-4570	204	17	high	high	ADJ
ajfti-4570	204	18	predictive	predictive	ADJ
ajfti-4570	204	19	accuracy	accuracy	NOUN
ajfti-4570	204	20	.	.	PUNCT
ajfti-4570	205	1	the	the	DET
ajfti-4570	205	2	primary	primary	ADJ
ajfti-4570	205	3	reasons	reason	NOUN
ajfti-4570	205	4	for	for	ADP
ajfti-4570	205	5	its	its	PRON
ajfti-4570	205	6	effectiveness	effectiveness	NOUN
ajfti-4570	205	7	include	include	VERB
ajfti-4570	205	8	advanced	advanced	ADJ
ajfti-4570	205	9	regularization	regularization	NOUN
ajfti-4570	205	10	techniques	technique	NOUN
ajfti-4570	205	11	,	,	PUNCT
ajfti-4570	205	12	parallelization	parallelization	NOUN
ajfti-4570	205	13	,	,	PUNCT
ajfti-4570	205	14	and	and	CCONJ
ajfti-4570	205	15	efficient	efficient	ADJ
ajfti-4570	205	16	handling	handling	NOUN
ajfti-4570	205	17	of	of	ADP
ajfti-4570	205	18	missing	miss	VERB
ajfti-4570	205	19	values	value	NOUN
ajfti-4570	205	20	.	.	PUNCT
ajfti-4570	206	1	xgboost	xgboost	PROPN
ajfti-4570	206	2	incorporates	incorporate	VERB
ajfti-4570	206	3	l1	l1	PROPN
ajfti-4570	206	4	(	(	PUNCT
ajfti-4570	206	5	lasso	lasso	PROPN
ajfti-4570	206	6	)	)	PUNCT
ajfti-4570	206	7	and	and	CCONJ
ajfti-4570	206	8	l2	l2	NOUN
ajfti-4570	206	9	(	(	PUNCT
ajfti-4570	206	10	ridge	ridge	NOUN
ajfti-4570	206	11	)	)	PUNCT
ajfti-4570	206	12	regularization	regularization	NOUN
ajfti-4570	206	13	to	to	PART
ajfti-4570	206	14	prevent	prevent	VERB
ajfti-4570	206	15	overfitting	overfitting	NOUN
ajfti-4570	206	16	,	,	PUNCT
ajfti-4570	206	17	making	make	VERB
ajfti-4570	206	18	it	it	PRON
ajfti-4570	206	19	more	more	ADV
ajfti-4570	206	20	robust	robust	ADJ
ajfti-4570	206	21	than	than	ADP
ajfti-4570	206	22	traditional	traditional	ADJ
ajfti-4570	206	23	gradient	gradient	ADJ
ajfti-4570	206	24	boosting	boost	VERB
ajfti-4570	206	25	models	model	NOUN
ajfti-4570	206	26	.	.	PUNCT
ajfti-4570	207	1	additionally	additionally	ADV
ajfti-4570	207	2	,	,	PUNCT
ajfti-4570	207	3	while	while	SCONJ
ajfti-4570	207	4	gradient	gradient	ADJ
ajfti-4570	207	5	boosting	boost	VERB
ajfti-4570	207	6	minimizes	minimize	VERB
ajfti-4570	207	7	overall	overall	ADJ
ajfti-4570	207	8	model	model	NOUN
ajfti-4570	207	9	error	error	NOUN
ajfti-4570	207	10	by	by	ADP
ajfti-4570	207	11	optimizing	optimize	VERB
ajfti-4570	207	12	the	the	DET
ajfti-4570	207	13	loss	loss	NOUN
ajfti-4570	207	14	function	function	NOUN
ajfti-4570	207	15	of	of	ADP
ajfti-4570	207	16	its	its	PRON
ajfti-4570	207	17	base	base	NOUN
ajfti-4570	207	18	models	model	NOUN
ajfti-4570	207	19	,	,	PUNCT
ajfti-4570	207	20	xgboost	xgboost	ADV
ajfti-4570	207	21	enhances	enhance	VERB
ajfti-4570	207	22	this	this	DET
ajfti-4570	207	23	process	process	NOUN
ajfti-4570	207	24	by	by	ADP
ajfti-4570	207	25	incorporating	incorporate	VERB
ajfti-4570	207	26	both	both	DET
ajfti-4570	207	27	firstand	firstand	NOUN
ajfti-4570	207	28	second	second	ADJ
ajfti-4570	207	29	-	-	PUNCT
ajfti-4570	207	30	order	order	NOUN
ajfti-4570	207	31	partial	partial	ADJ
ajfti-4570	207	32	derivative	derivative	ADJ
ajfti-4570	207	33	approximations	approximation	NOUN
ajfti-4570	207	34	,	,	PUNCT
ajfti-4570	207	35	known	know	VERB
ajfti-4570	207	36	as	as	ADP
ajfti-4570	207	37	the	the	DET
ajfti-4570	207	38	gradient	gradient	NOUN
ajfti-4570	207	39	and	and	CCONJ
ajfti-4570	207	40	hessian	hessian	NOUN
ajfti-4570	207	41	.	.	PUNCT
ajfti-4570	208	1	this	this	DET
ajfti-4570	208	2	approach	approach	NOUN
ajfti-4570	208	3	provides	provide	VERB
ajfti-4570	208	4	more	more	ADV
ajfti-4570	208	5	precise	precise	ADJ
ajfti-4570	208	6	information	information	NOUN
ajfti-4570	208	7	about	about	ADP
ajfti-4570	208	8	the	the	DET
ajfti-4570	208	9	gradient	gradient	ADJ
ajfti-4570	208	10	direction	direction	NOUN
ajfti-4570	208	11	,	,	PUNCT
ajfti-4570	208	12	leading	lead	VERB
ajfti-4570	208	13	to	to	ADP
ajfti-4570	208	14	faster	fast	ADJ
ajfti-4570	208	15	convergence	convergence	NOUN
ajfti-4570	208	16	and	and	CCONJ
ajfti-4570	208	17	more	more	ADV
ajfti-4570	208	18	efficient	efficient	ADJ
ajfti-4570	208	19	loss	loss	NOUN
ajfti-4570	208	20	minimization	minimization	NOUN
ajfti-4570	208	21	.	.	PUNCT
ajfti-4570	209	1	catboost	catboost	PROPN
ajfti-4570	209	2	(	(	PUNCT
ajfti-4570	209	3	categorical	categorical	ADJ
ajfti-4570	209	4	boosting	boosting	NOUN
ajfti-4570	209	5	)	)	PUNCT
ajfti-4570	209	6	is	be	AUX
ajfti-4570	209	7	a	a	DET
ajfti-4570	209	8	gradient	gradient	ADJ
ajfti-4570	209	9	boosting	boost	VERB
ajfti-4570	209	10	algorithm	algorithm	NOUN
ajfti-4570	209	11	developed	develop	VERB
ajfti-4570	209	12	in	in	ADP
ajfti-4570	209	13	2018	2018	NUM
ajfti-4570	209	14	by	by	ADP
ajfti-4570	209	15	yandex	yandex	NOUN
ajfti-4570	209	16	,	,	PUNCT
ajfti-4570	209	17	a	a	DET
ajfti-4570	209	18	russian	russian	ADJ
ajfti-4570	209	19	multinational	multinational	ADJ
ajfti-4570	209	20	technology	technology	NOUN
ajfti-4570	209	21	company	company	NOUN
ajfti-4570	209	22	,	,	PUNCT
ajfti-4570	209	23	that	that	PRON
ajfti-4570	209	24	is	be	AUX
ajfti-4570	209	25	optimized	optimize	VERB
ajfti-4570	209	26	for	for	ADP
ajfti-4570	209	27	both	both	CCONJ
ajfti-4570	209	28	categorical	categorical	ADJ
ajfti-4570	209	29	and	and	CCONJ
ajfti-4570	209	30	numerical	numerical	ADJ
ajfti-4570	209	31	datasets	dataset	NOUN
ajfti-4570	209	32	(	(	PUNCT
ajfti-4570	209	33	dorogush	dorogush	X
ajfti-4570	209	34	et	et	PROPN
ajfti-4570	209	35	al	al	PROPN
ajfti-4570	209	36	.	.	PROPN
ajfti-4570	209	37	,	,	PUNCT
ajfti-4570	209	38	2018	2018	NUM
ajfti-4570	209	39	;	;	PUNCT
ajfti-4570	209	40	dorogush	dorogush	ADV
ajfti-4570	209	41	et	et	PROPN
ajfti-4570	209	42	al	al	PROPN
ajfti-4570	209	43	.	.	PROPN
ajfti-4570	209	44	,	,	PUNCT
ajfti-4570	209	45	2017	2017	NUM
ajfti-4570	209	46	)	)	PUNCT
ajfti-4570	209	47	.	.	PUNCT
ajfti-4570	210	1	catboost	catboost	PROPN
ajfti-4570	210	2	enhances	enhance	VERB
ajfti-4570	210	3	gradient	gradient	ADJ
ajfti-4570	210	4	boosting	boost	VERB
ajfti-4570	210	5	through	through	ADP
ajfti-4570	210	6	ordered	order	VERB
ajfti-4570	210	7	boosting	boosting	NOUN
ajfti-4570	210	8	,	,	PUNCT
ajfti-4570	210	9	which	which	PRON
ajfti-4570	210	10	reduces	reduce	VERB
ajfti-4570	210	11	prediction	prediction	NOUN
ajfti-4570	210	12	shift	shift	NOUN
ajfti-4570	210	13	by	by	ADP
ajfti-4570	210	14	using	use	VERB
ajfti-4570	210	15	properly	properly	ADV
ajfti-4570	210	16	permuted	permute	VERB
ajfti-4570	210	17	datasets	dataset	NOUN
ajfti-4570	210	18	to	to	PART
ajfti-4570	210	19	prevent	prevent	VERB
ajfti-4570	210	20	target	target	NOUN
ajfti-4570	210	21	leakage	leakage	NOUN
ajfti-4570	210	22	,	,	PUNCT
ajfti-4570	210	23	leading	lead	VERB
ajfti-4570	210	24	to	to	ADP
ajfti-4570	210	25	more	more	ADV
ajfti-4570	210	26	stable	stable	ADJ
ajfti-4570	210	27	predictions	prediction	NOUN
ajfti-4570	210	28	.	.	PUNCT
ajfti-4570	211	1	it	it	PRON
ajfti-4570	211	2	also	also	ADV
ajfti-4570	211	3	employs	employ	VERB
ajfti-4570	211	4	symmetric	symmetric	ADJ
ajfti-4570	211	5	trees	tree	NOUN
ajfti-4570	211	6	,	,	PUNCT
ajfti-4570	211	7	ensuring	ensure	VERB
ajfti-4570	211	8	balanced	balanced	ADJ
ajfti-4570	211	9	splits	split	NOUN
ajfti-4570	211	10	at	at	ADP
ajfti-4570	211	11	each	each	DET
ajfti-4570	211	12	depth	depth	NOUN
ajfti-4570	211	13	,	,	PUNCT
ajfti-4570	211	14	which	which	PRON
ajfti-4570	211	15	improves	improve	VERB
ajfti-4570	211	16	training	training	NOUN
ajfti-4570	211	17	efficiency	efficiency	NOUN
ajfti-4570	211	18	and	and	CCONJ
ajfti-4570	211	19	reduces	reduce	VERB
ajfti-4570	211	20	overfitting	overfitting	NOUN
ajfti-4570	211	21	compared	compare	VERB
ajfti-4570	211	22	to	to	ADP
ajfti-4570	211	23	traditional	traditional	ADJ
ajfti-4570	211	24	asymmetric	asymmetric	ADJ
ajfti-4570	211	25	trees	tree	NOUN
ajfti-4570	211	26	.	.	PUNCT
ajfti-4570	212	1	additionally	additionally	ADV
ajfti-4570	212	2	,	,	PUNCT
ajfti-4570	212	3	catboost	catboost	ADJ
ajfti-4570	212	4	efficiently	efficiently	ADV
ajfti-4570	212	5	handles	handle	VERB
ajfti-4570	212	6	pure	pure	ADJ
ajfti-4570	212	7	numerical	numerical	ADJ
ajfti-4570	212	8	features	feature	NOUN
ajfti-4570	212	9	without	without	ADP
ajfti-4570	212	10	requiring	require	VERB
ajfti-4570	212	11	extensive	extensive	ADJ
ajfti-4570	212	12	normalization	normalization	NOUN
ajfti-4570	212	13	or	or	CCONJ
ajfti-4570	212	14	scaling	scaling	NOUN
ajfti-4570	212	15	,	,	PUNCT
ajfti-4570	212	16	allowing	allow	VERB
ajfti-4570	212	17	it	it	PRON
ajfti-4570	212	18	to	to	PART
ajfti-4570	212	19	learn	learn	VERB
ajfti-4570	212	20	directly	directly	ADV
ajfti-4570	212	21	from	from	ADP
ajfti-4570	212	22	raw	raw	ADJ
ajfti-4570	212	23	data	datum	NOUN
ajfti-4570	212	24	.	.	PUNCT
ajfti-4570	213	1	its	its	PRON
ajfti-4570	213	2	optimized	optimize	VERB
ajfti-4570	213	3	handling	handling	NOUN
ajfti-4570	213	4	of	of	ADP
ajfti-4570	213	5	categorical	categorical	ADJ
ajfti-4570	213	6	features	feature	NOUN
ajfti-4570	213	7	eliminates	eliminate	VERB
ajfti-4570	213	8	the	the	DET
ajfti-4570	213	9	need	need	NOUN
ajfti-4570	213	10	for	for	ADP
ajfti-4570	213	11	one	one	NUM
ajfti-4570	213	12	-	-	PUNCT
ajfti-4570	213	13	hot	hot	ADJ
ajfti-4570	213	14	encoding	encoding	NOUN
ajfti-4570	213	15	or	or	CCONJ
ajfti-4570	213	16	complex	complex	ADJ
ajfti-4570	213	17	preprocessing	preprocessing	NOUN
ajfti-4570	213	18	,	,	PUNCT
ajfti-4570	213	19	making	make	VERB
ajfti-4570	213	20	it	it	PRON
ajfti-4570	213	21	a	a	DET
ajfti-4570	213	22	powerful	powerful	ADJ
ajfti-4570	213	23	choice	choice	NOUN
ajfti-4570	213	24	for	for	ADP
ajfti-4570	213	25	datasets	dataset	NOUN
ajfti-4570	213	26	with	with	ADP
ajfti-4570	213	27	mixed	mixed	ADJ
ajfti-4570	213	28	data	data	NOUN
ajfti-4570	213	29	types	type	NOUN
ajfti-4570	213	30	.	.	PUNCT
ajfti-4570	214	1	according	accord	VERB
ajfti-4570	214	2	to	to	PART
ajfti-4570	214	3	kaggle	kaggle	VERB
ajfti-4570	214	4	’s	’s	PART
ajfti-4570	214	5	“	"	PUNCT
ajfti-4570	214	6	state	state	NOUN
ajfti-4570	214	7	of	of	ADP
ajfti-4570	214	8	data	datum	NOUN
ajfti-4570	214	9	science	science	NOUN
ajfti-4570	214	10	and	and	CCONJ
ajfti-4570	214	11	machine	machine	NOUN
ajfti-4570	214	12	learning	learning	NOUN
ajfti-4570	214	13	”	"	PUNCT
ajfti-4570	214	14	surveys	survey	NOUN
ajfti-4570	214	15	,	,	PUNCT
ajfti-4570	214	16	catboost	catboost	PROPN
ajfti-4570	214	17	has	have	AUX
ajfti-4570	214	18	been	be	AUX
ajfti-4570	214	19	recognized	recognize	VERB
ajfti-4570	214	20	among	among	ADP
ajfti-4570	214	21	the	the	DET
ajfti-4570	214	22	most	most	ADV
ajfti-4570	214	23	frequently	frequently	ADV
ajfti-4570	214	24	used	use	VERB
ajfti-4570	214	25	machine	machine	NOUN
ajfti-4570	214	26	learning	learn	VERB
ajfti-4570	214	27	frameworks	framework	NOUN
ajfti-4570	214	28	globally	globally	ADV
ajfti-4570	214	29	.	.	PUNCT
ajfti-4570	215	1	in	in	ADP
ajfti-4570	215	2	the	the	DET
ajfti-4570	215	3	2020	2020	NUM
ajfti-4570	215	4	survey	survey	NOUN
ajfti-4570	215	5	,	,	PUNCT
ajfti-4570	215	6	it	it	PRON
ajfti-4570	215	7	ranked	rank	VERB
ajfti-4570	215	8	within	within	ADP
ajfti-4570	215	9	the	the	DET
ajfti-4570	215	10	top	top	ADJ
ajfti-4570	215	11	8	8	NUM
ajfti-4570	215	12	,	,	PUNCT
ajfti-4570	215	13	and	and	CCONJ
ajfti-4570	215	14	in	in	ADP
ajfti-4570	215	15	the	the	DET
ajfti-4570	215	16	2021	2021	NUM
ajfti-4570	215	17	survey	survey	NOUN
ajfti-4570	215	18	,	,	PUNCT
ajfti-4570	215	19	it	it	PRON
ajfti-4570	215	20	moved	move	VERB
ajfti-4570	215	21	up	up	ADP
ajfti-4570	215	22	to	to	ADP
ajfti-4570	215	23	the	the	DET
ajfti-4570	215	24	top	top	ADJ
ajfti-4570	215	25	7	7	NUM
ajfti-4570	215	26	(	(	PUNCT
ajfti-4570	215	27	mooney	mooney	PROPN
ajfti-4570	215	28	,	,	PUNCT
ajfti-4570	215	29	2020	2020	NUM
ajfti-4570	215	30	)	)	PUNCT
ajfti-4570	215	31	.	.	PUNCT
ajfti-4570	216	1	while	while	SCONJ
ajfti-4570	216	2	catboost	catboost	NOUN
ajfti-4570	216	3	is	be	AUX
ajfti-4570	216	4	popular	popular	ADJ
ajfti-4570	216	5	,	,	PUNCT
ajfti-4570	216	6	other	other	ADJ
ajfti-4570	216	7	frameworks	framework	NOUN
ajfti-4570	216	8	like	like	ADP
ajfti-4570	216	9	scikitlearn	scikitlearn	NOUN
ajfti-4570	216	10	,	,	PUNCT
ajfti-4570	216	11	tensorflow	tensorflow	NOUN
ajfti-4570	216	12	,	,	PUNCT
ajfti-4570	216	13	and	and	CCONJ
ajfti-4570	216	14	keras	keras	PROPN
ajfti-4570	216	15	have	have	VERB
ajfti-4570	216	16	higher	high	ADJ
ajfti-4570	216	17	usage	usage	NOUN
ajfti-4570	216	18	rates	rate	NOUN
ajfti-4570	216	19	among	among	ADP
ajfti-4570	216	20	data	datum	NOUN
ajfti-4570	216	21	scientists	scientist	NOUN
ajfti-4570	216	22	.	.	PUNCT
ajfti-4570	217	1	for	for	ADP
ajfti-4570	217	2	instance	instance	NOUN
ajfti-4570	217	3	,	,	PUNCT
ajfti-4570	217	4	in	in	ADP
ajfti-4570	217	5	the	the	DET
ajfti-4570	217	6	2021	2021	NUM
ajfti-4570	217	7	survey	survey	NOUN
ajfti-4570	217	8	,	,	PUNCT
ajfti-4570	217	9	over	over	ADP
ajfti-4570	217	10	80	80	NUM
ajfti-4570	217	11	%	%	NOUN
ajfti-4570	217	12	of	of	ADP
ajfti-4570	217	13	respondents	respondent	NOUN
ajfti-4570	217	14	reported	report	VERB
ajfti-4570	217	15	using	use	VERB
ajfti-4570	217	16	scikit	scikit	NOUN
ajfti-4570	217	17	-	-	PUNCT
ajfti-4570	217	18	learn	learn	VERB
ajfti-4570	217	19	,	,	PUNCT
ajfti-4570	217	20	making	make	VERB
ajfti-4570	217	21	it	it	PRON
ajfti-4570	217	22	the	the	DET
ajfti-4570	217	23	most	most	ADV
ajfti-4570	217	24	widely	widely	ADV
ajfti-4570	217	25	adopted	adopt	VERB
ajfti-4570	217	26	framework	framework	NOUN
ajfti-4570	217	27	(	(	PUNCT
ajfti-4570	217	28	đạt	đạt	PROPN
ajfti-4570	217	29	,	,	PUNCT
ajfti-4570	217	30	2021	2021	NUM
ajfti-4570	217	31	)	)	PUNCT
ajfti-4570	217	32	.	.	PUNCT
ajfti-4570	218	1	this	this	DET
ajfti-4570	218	2	highlights	highlight	NOUN
ajfti-4570	218	3	catboost	catboost	PROPN
ajfti-4570	218	4	’s	’s	PART
ajfti-4570	218	5	significant	significant	ADJ
ajfti-4570	218	6	role	role	NOUN
ajfti-4570	218	7	in	in	ADP
ajfti-4570	218	8	the	the	DET
ajfti-4570	218	9	machine	machine	NOUN
ajfti-4570	218	10	learning	learn	VERB
ajfti-4570	218	11	community	community	NOUN
ajfti-4570	218	12	.	.	PUNCT
ajfti-4570	219	1	to	to	PART
ajfti-4570	219	2	tune	tune	VERB
ajfti-4570	219	3	the	the	DET
ajfti-4570	219	4	hyperparameter	hyperparameter	NOUN
ajfti-4570	219	5	for	for	ADP
ajfti-4570	219	6	these	these	DET
ajfti-4570	219	7	models	model	NOUN
ajfti-4570	219	8	,	,	PUNCT
ajfti-4570	219	9	randomized	randomize	VERB
ajfti-4570	219	10	search	search	NOUN
ajfti-4570	219	11	cross	cross	ADJ
ajfti-4570	219	12	-	-	ADJ
ajfti-4570	219	13	validation	validation	ADJ
ajfti-4570	219	14	technique	technique	NOUN
ajfti-4570	219	15	is	be	AUX
ajfti-4570	219	16	applied	apply	VERB
ajfti-4570	219	17	to	to	PART
ajfti-4570	219	18	find	find	VERB
ajfti-4570	219	19	the	the	DET
ajfti-4570	219	20	appropriate	appropriate	ADJ
ajfti-4570	219	21	hyperparameter	hyperparameter	NOUN
ajfti-4570	219	22	.	.	PUNCT
ajfti-4570	220	1	randomized	randomize	VERB
ajfti-4570	220	2	search	search	NOUN
ajfti-4570	220	3	cross	cross	NOUN
ajfti-4570	220	4	-	-	ADJ
ajfti-4570	220	5	validation	validation	NOUN
ajfti-4570	220	6	represents	represent	VERB
ajfti-4570	220	7	a	a	DET
ajfti-4570	220	8	sophisticated	sophisticated	ADJ
ajfti-4570	220	9	optimization	optimization	NOUN
ajfti-4570	220	10	methodology	methodology	NOUN
ajfti-4570	220	11	employed	employ	VERB
ajfti-4570	220	12	for	for	ADP
ajfti-4570	220	13	the	the	DET
ajfti-4570	220	14	fine	fine	ADV
ajfti-4570	220	15	-	-	PUNCT
ajfti-4570	220	16	tuning	tuning	NOUN
ajfti-4570	220	17	of	of	ADP
ajfti-4570	220	18	hyperparameters	hyperparameter	NOUN
ajfti-4570	220	19	within	within	ADP
ajfti-4570	220	20	machine	machine	NOUN
ajfti-4570	220	21	learning	learn	VERB
ajfti-4570	220	22	frameworks	framework	NOUN
ajfti-4570	220	23	.	.	PUNCT
ajfti-4570	221	1	this	this	DET
ajfti-4570	221	2	technique	technique	NOUN
ajfti-4570	221	3	involves	involve	VERB
ajfti-4570	221	4	the	the	DET
ajfti-4570	221	5	stochastic	stochastic	ADJ
ajfti-4570	221	6	selection	selection	NOUN
ajfti-4570	221	7	of	of	ADP
ajfti-4570	221	8	hyperparameter	hyperparameter	NOUN
ajfti-4570	221	9	configurations	configuration	NOUN
ajfti-4570	221	10	from	from	ADP
ajfti-4570	221	11	a	a	DET
ajfti-4570	221	12	specified	specified	ADJ
ajfti-4570	221	13	distribution	distribution	NOUN
ajfti-4570	221	14	and	and	CCONJ
ajfti-4570	221	15	subsequently	subsequently	ADV
ajfti-4570	221	16	assesses	assess	VERB
ajfti-4570	221	17	the	the	DET
ajfti-4570	221	18	efficacy	efficacy	NOUN
ajfti-4570	221	19	of	of	ADP
ajfti-4570	221	20	the	the	DET
ajfti-4570	221	21	model	model	NOUN
ajfti-4570	221	22	through	through	ADP
ajfti-4570	221	23	the	the	DET
ajfti-4570	221	24	application	application	NOUN
ajfti-4570	221	25	of	of	ADP
ajfti-4570	221	26	cross	cross	NOUN
ajfti-4570	221	27	-	-	NOUN
ajfti-4570	221	28	validation	validation	NOUN
ajfti-4570	221	29	.	.	PUNCT
ajfti-4570	222	1	unlike	unlike	ADP
ajfti-4570	222	2	grid	grid	NOUN
ajfti-4570	222	3	search	search	NOUN
ajfti-4570	222	4	,	,	PUNCT
ajfti-4570	222	5	which	which	PRON
ajfti-4570	222	6	exhaustively	exhaustively	ADV
ajfti-4570	222	7	searches	search	VERB
ajfti-4570	222	8	all	all	DET
ajfti-4570	222	9	possible	possible	ADJ
ajfti-4570	222	10	parameter	parameter	NOUN
ajfti-4570	222	11	combinations	combination	NOUN
ajfti-4570	222	12	,	,	PUNCT
ajfti-4570	222	13	random	random	ADJ
ajfti-4570	222	14	search	search	NOUN
ajfti-4570	222	15	selects	select	NOUN
ajfti-4570	222	16	a	a	DET
ajfti-4570	222	17	limited	limited	ADJ
ajfti-4570	222	18	number	number	NOUN
ajfti-4570	222	19	of	of	ADP
ajfti-4570	222	20	random	random	ADJ
ajfti-4570	222	21	combinations	combination	NOUN
ajfti-4570	222	22	,	,	PUNCT
ajfti-4570	222	23	making	make	VERB
ajfti-4570	222	24	it	it	PRON
ajfti-4570	222	25	more	more	ADV
ajfti-4570	222	26	computationally	computationally	ADV
ajfti-4570	222	27	efficient	efficient	ADJ
ajfti-4570	222	28	while	while	SCONJ
ajfti-4570	222	29	still	still	ADV
ajfti-4570	222	30	providing	provide	VERB
ajfti-4570	222	31	good	good	ADJ
ajfti-4570	222	32	results	result	NOUN
ajfti-4570	222	33	(	(	PUNCT
ajfti-4570	222	34	alibrahim	alibrahim	PROPN
ajfti-4570	222	35	&	&	CCONJ
ajfti-4570	222	36	ludwig	ludwig	PROPN
ajfti-4570	222	37	,	,	PUNCT
ajfti-4570	222	38	2021	2021	NUM
ajfti-4570	222	39	)	)	PUNCT
ajfti-4570	222	40	.	.	PUNCT
ajfti-4570	223	1	the	the	DET
ajfti-4570	223	2	search	search	NOUN
ajfti-4570	223	3	spaces	space	NOUN
ajfti-4570	223	4	for	for	ADP
ajfti-4570	223	5	predictive	predictive	ADJ
ajfti-4570	223	6	models	model	NOUN
ajfti-4570	223	7	are	be	AUX
ajfti-4570	223	8	presented	present	VERB
ajfti-4570	223	9	in	in	ADP
ajfti-4570	223	10	table	table	NOUN
ajfti-4570	223	11	3	3	NUM
ajfti-4570	223	12	.	.	PUNCT
ajfti-4570	223	13	table	table	NOUN
ajfti-4570	223	14	3	3	NUM
ajfti-4570	223	15	:	:	PUNCT
ajfti-4570	223	16	hyperparameter	hyperparameter	NOUN
ajfti-4570	223	17	search	search	NOUN
ajfti-4570	223	18	spaces	space	NOUN
ajfti-4570	223	19	for	for	ADP
ajfti-4570	223	20	predictive	predictive	ADJ
ajfti-4570	223	21	models	model	NOUN
ajfti-4570	223	22	hyperparameters	hyperparameter	VERB
ajfti-4570	223	23	search	search	NOUN
ajfti-4570	223	24	spaces	space	NOUN
ajfti-4570	223	25	hyperparameters	hyperparameter	VERB
ajfti-4570	223	26	search	search	NOUN
ajfti-4570	223	27	spaces	space	NOUN
ajfti-4570	223	28	xgboost	xgboost	X
ajfti-4570	223	29	random	random	ADJ
ajfti-4570	223	30	forest	forest	NOUN
ajfti-4570	223	31	learning	learning	NOUN
ajfti-4570	223	32	rate	rate	NOUN
ajfti-4570	223	33	(	(	PUNCT
ajfti-4570	223	34	0.01	0.01	NUM
ajfti-4570	223	35	,	,	PUNCT
ajfti-4570	223	36	0.3	0.3	NUM
ajfti-4570	223	37	)	)	PUNCT
ajfti-4570	223	38	n_estimators	n_estimator	NOUN
ajfti-4570	224	1	50	50	NUM
ajfti-4570	224	2	,	,	PUNCT
ajfti-4570	224	3	500	500	NUM
ajfti-4570	224	4	n_estimators	n_estimator	NOUN
ajfti-4570	224	5	(	(	PUNCT
ajfti-4570	224	6	100	100	NUM
ajfti-4570	224	7	,	,	PUNCT
ajfti-4570	224	8	500	500	NUM
ajfti-4570	224	9	)	)	PUNCT
ajfti-4570	224	10	max	max	NOUN
ajfti-4570	224	11	depth	depth	NOUN
ajfti-4570	224	12	(	(	PUNCT
ajfti-4570	224	13	3	3	NUM
ajfti-4570	224	14	,	,	PUNCT
ajfti-4570	224	15	20	20	NUM
ajfti-4570	224	16	)	)	PUNCT
ajfti-4570	224	17	max	max	NOUN
ajfti-4570	224	18	depth	depth	NOUN
ajfti-4570	224	19	(	(	PUNCT
ajfti-4570	224	20	3	3	NUM
ajfti-4570	224	21	,	,	PUNCT
ajfti-4570	224	22	15	15	NUM
ajfti-4570	224	23	)	)	PUNCT
ajfti-4570	224	24	min	min	NOUN
ajfti-4570	224	25	samples	sample	NOUN
ajfti-4570	224	26	split	split	VERB
ajfti-4570	224	27	(	(	PUNCT
ajfti-4570	224	28	2	2	NUM
ajfti-4570	224	29	,	,	PUNCT
ajfti-4570	224	30	10	10	NUM
ajfti-4570	224	31	)	)	PUNCT
ajfti-4570	224	32	min	min	NOUN
ajfti-4570	224	33	child	child	NOUN
ajfti-4570	224	34	weight	weight	NOUN
ajfti-4570	224	35	(	(	PUNCT
ajfti-4570	224	36	1	1	NUM
ajfti-4570	224	37	,	,	PUNCT
ajfti-4570	224	38	6	6	NUM
ajfti-4570	224	39	)	)	PUNCT
ajfti-4570	224	40	min	min	NOUN
ajfti-4570	224	41	samples	sample	NOUN
ajfti-4570	224	42	leaf	leaf	NOUN
ajfti-4570	224	43	(	(	PUNCT
ajfti-4570	224	44	1	1	NUM
ajfti-4570	224	45	,	,	PUNCT
ajfti-4570	224	46	5	5	NUM
ajfti-4570	224	47	)	)	PUNCT
ajfti-4570	224	48	gamma	gamma	NOUN
ajfti-4570	224	49	(	(	PUNCT
ajfti-4570	224	50	0	0	NUM
ajfti-4570	224	51	,	,	PUNCT
ajfti-4570	224	52	1	1	X
ajfti-4570	224	53	)	)	PUNCT
ajfti-4570	224	54	max	max	PROPN
ajfti-4570	224	55	features	feature	NOUN
ajfti-4570	224	56	sqrt	sqrt	NOUN
ajfti-4570	224	57	,	,	PUNCT
ajfti-4570	224	58	log2	log2	PROPN
ajfti-4570	224	59	subsample	subsample	NOUN
ajfti-4570	224	60	(	(	PUNCT
ajfti-4570	224	61	0.5	0.5	NUM
ajfti-4570	224	62	,	,	PUNCT
ajfti-4570	224	63	0.5	0.5	NUM
ajfti-4570	224	64	)	)	PUNCT
ajfti-4570	224	65	bootstrap	bootstrap	NOUN
ajfti-4570	224	66	true	true	ADJ
ajfti-4570	224	67	,	,	PUNCT
ajfti-4570	224	68	false	false	ADJ
ajfti-4570	224	69	colsample	colsample	ADJ
ajfti-4570	224	70	bytree	bytree	NOUN
ajfti-4570	224	71	(	(	PUNCT
ajfti-4570	224	72	0.5	0.5	NUM
ajfti-4570	224	73	,	,	PUNCT
ajfti-4570	224	74	0.5	0.5	NUM
ajfti-4570	224	75	)	)	PUNCT
ajfti-4570	224	76	reg	reg	NOUN
ajfti-4570	224	77	alpha	alpha	NOUN
ajfti-4570	224	78	(	(	PUNCT
ajfti-4570	224	79	0.0001	0.0001	NUM
ajfti-4570	224	80	,	,	PUNCT
ajfti-4570	224	81	10	10	NUM
ajfti-4570	224	82	)	)	PUNCT
ajfti-4570	224	83	(	(	PUNCT
ajfti-4570	224	84	logarithmic	logarithmic	ADJ
ajfti-4570	224	85	scale	scale	NOUN
ajfti-4570	224	86	)	)	PUNCT
ajfti-4570	224	87	reg	reg	NOUN
ajfti-4570	224	88	lambda	lambda	NOUN
ajfti-4570	224	89	(	(	PUNCT
ajfti-4570	224	90	0.0001	0.0001	NUM
ajfti-4570	224	91	,	,	PUNCT
ajfti-4570	224	92	10	10	NUM
ajfti-4570	224	93	)	)	PUNCT
ajfti-4570	224	94	(	(	PUNCT
ajfti-4570	224	95	logarithmic	logarithmic	ADJ
ajfti-4570	224	96	scale	scale	NOUN
ajfti-4570	224	97	)	)	PUNCT
ajfti-4570	224	98	pa	pa	PROPN
ajfti-4570	224	99	ge	ge	PROPN
ajfti-4570	224	100	12	12	NUM
ajfti-4570	224	101	3	3	NUM
ajfti-4570	224	102	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-4570	224	103	am	be	AUX
ajfti-4570	224	104	.	.	PUNCT
ajfti-4570	225	1	j.	j.	PROPN
ajfti-4570	225	2	financ	financ	PROPN
ajfti-4570	225	3	.	.	PUNCT
ajfti-4570	226	1	technol	technol	PROPN
ajfti-4570	226	2	.	.	PUNCT
ajfti-4570	226	3	innov	innov	PROPN
ajfti-4570	226	4	.	.	PUNCT
ajfti-4570	227	1	3(1	3(1	NUM
ajfti-4570	227	2	)	)	PUNCT
ajfti-4570	227	3	115	115	NUM
ajfti-4570	227	4	-	-	SYM
ajfti-4570	227	5	127	127	NUM
ajfti-4570	227	6	,	,	PUNCT
ajfti-4570	227	7	2025	2025	NUM
ajfti-4570	227	8	performance	performance	NOUN
ajfti-4570	227	9	evaluation	evaluation	NOUN
ajfti-4570	227	10	this	this	DET
ajfti-4570	227	11	segment	segment	NOUN
ajfti-4570	227	12	delineates	delineate	VERB
ajfti-4570	227	13	the	the	DET
ajfti-4570	227	14	evaluative	evaluative	ADJ
ajfti-4570	227	15	metrics	metric	NOUN
ajfti-4570	227	16	employed	employ	VERB
ajfti-4570	227	17	to	to	PART
ajfti-4570	227	18	gauge	gauge	VERB
ajfti-4570	227	19	the	the	DET
ajfti-4570	227	20	efficacy	efficacy	NOUN
ajfti-4570	227	21	of	of	ADP
ajfti-4570	227	22	each	each	DET
ajfti-4570	227	23	model	model	NOUN
ajfti-4570	227	24	,	,	PUNCT
ajfti-4570	227	25	specifically	specifically	ADV
ajfti-4570	227	26	precision	precision	NOUN
ajfti-4570	227	27	,	,	PUNCT
ajfti-4570	227	28	recall	recall	NOUN
ajfti-4570	227	29	,	,	PUNCT
ajfti-4570	227	30	balanced	balanced	ADJ
ajfti-4570	227	31	accuracy	accuracy	NOUN
ajfti-4570	227	32	,	,	PUNCT
ajfti-4570	227	33	f1	f1	NOUN
ajfti-4570	227	34	score	score	NOUN
ajfti-4570	227	35	,	,	PUNCT
ajfti-4570	227	36	and	and	CCONJ
ajfti-4570	227	37	specificity	specificity	NOUN
ajfti-4570	227	38	.	.	PUNCT
ajfti-4570	228	1	their	their	PRON
ajfti-4570	228	2	corresponding	correspond	VERB
ajfti-4570	228	3	formulations	formulation	NOUN
ajfti-4570	228	4	are	be	AUX
ajfti-4570	228	5	articulated	articulate	VERB
ajfti-4570	228	6	in	in	ADP
ajfti-4570	228	7	equations	equation	NOUN
ajfti-4570	228	8	(	(	PUNCT
ajfti-4570	228	9	5)-(9	5)-(9	NOUN
ajfti-4570	228	10	)	)	PUNCT
ajfti-4570	228	11	.	.	PUNCT
ajfti-4570	229	1	an	an	DET
ajfti-4570	229	2	elevation	elevation	NOUN
ajfti-4570	229	3	in	in	ADP
ajfti-4570	229	4	these	these	DET
ajfti-4570	229	5	metrics	metric	NOUN
ajfti-4570	229	6	signifies	signify	VERB
ajfti-4570	229	7	an	an	DET
ajfti-4570	229	8	enhancement	enhancement	NOUN
ajfti-4570	229	9	in	in	ADP
ajfti-4570	229	10	model	model	NOUN
ajfti-4570	229	11	performance	performance	NOUN
ajfti-4570	229	12	.	.	PUNCT
ajfti-4570	230	1	true	true	ADJ
ajfti-4570	230	2	positive	positive	ADJ
ajfti-4570	230	3	(	(	PUNCT
ajfti-4570	230	4	tp	tp	NOUN
ajfti-4570	230	5	)	)	PUNCT
ajfti-4570	230	6	denotes	denote	VERB
ajfti-4570	230	7	the	the	DET
ajfti-4570	230	8	scenario	scenario	NOUN
ajfti-4570	230	9	in	in	ADP
ajfti-4570	230	10	which	which	PRON
ajfti-4570	230	11	the	the	DET
ajfti-4570	230	12	model	model	NOUN
ajfti-4570	230	13	accurately	accurately	ADV
ajfti-4570	230	14	discerns	discern	VERB
ajfti-4570	230	15	a	a	DET
ajfti-4570	230	16	positive	positive	ADJ
ajfti-4570	230	17	class	class	NOUN
ajfti-4570	230	18	,	,	PUNCT
ajfti-4570	230	19	while	while	SCONJ
ajfti-4570	230	20	a	a	DET
ajfti-4570	230	21	false	false	ADJ
ajfti-4570	230	22	positive	positive	ADJ
ajfti-4570	230	23	(	(	PUNCT
ajfti-4570	230	24	fp	fp	NOUN
ajfti-4570	230	25	)	)	PUNCT
ajfti-4570	230	26	transpires	transpire	NOUN
ajfti-4570	230	27	when	when	SCONJ
ajfti-4570	230	28	the	the	DET
ajfti-4570	230	29	model	model	NOUN
ajfti-4570	230	30	mistakenly	mistakenly	ADV
ajfti-4570	230	31	classifies	classify	VERB
ajfti-4570	230	32	a	a	DET
ajfti-4570	230	33	negative	negative	ADJ
ajfti-4570	230	34	instance	instance	NOUN
ajfti-4570	230	35	as	as	ADP
ajfti-4570	230	36	positive	positive	ADJ
ajfti-4570	230	37	.	.	PUNCT
ajfti-4570	231	1	in	in	ADP
ajfti-4570	231	2	a	a	DET
ajfti-4570	231	3	similar	similar	ADJ
ajfti-4570	231	4	vein	vein	NOUN
ajfti-4570	231	5	,	,	PUNCT
ajfti-4570	231	6	true	true	ADJ
ajfti-4570	231	7	negative	negative	ADJ
ajfti-4570	231	8	(	(	PUNCT
ajfti-4570	231	9	tn	tn	NOUN
ajfti-4570	231	10	)	)	PUNCT
ajfti-4570	231	11	signifies	signify	VERB
ajfti-4570	231	12	that	that	SCONJ
ajfti-4570	231	13	the	the	DET
ajfti-4570	231	14	model	model	NOUN
ajfti-4570	231	15	correctly	correctly	ADV
ajfti-4570	231	16	identifies	identify	VERB
ajfti-4570	231	17	a	a	DET
ajfti-4570	231	18	negative	negative	ADJ
ajfti-4570	231	19	class	class	NOUN
ajfti-4570	231	20	,	,	PUNCT
ajfti-4570	231	21	whereas	whereas	SCONJ
ajfti-4570	231	22	false	false	ADJ
ajfti-4570	231	23	negative	negative	ADJ
ajfti-4570	231	24	(	(	PUNCT
ajfti-4570	231	25	fn	fn	NOUN
ajfti-4570	231	26	)	)	PUNCT
ajfti-4570	231	27	emerges	emerge	VERB
ajfti-4570	231	28	when	when	SCONJ
ajfti-4570	231	29	the	the	DET
ajfti-4570	231	30	model	model	NOUN
ajfti-4570	231	31	neglects	neglect	VERB
ajfti-4570	231	32	to	to	PART
ajfti-4570	231	33	acknowledge	acknowledge	VERB
ajfti-4570	231	34	a	a	DET
ajfti-4570	231	35	positive	positive	ADJ
ajfti-4570	231	36	instance	instance	NOUN
ajfti-4570	231	37	.	.	PUNCT
ajfti-4570	232	1	the	the	DET
ajfti-4570	232	2	term	term	NOUN
ajfti-4570	232	3	β2	β2	PROPN
ajfti-4570	232	4	denotes	denote	VERB
ajfti-4570	232	5	a	a	DET
ajfti-4570	232	6	variable	variable	NOUN
ajfti-4570	232	7	incorporated	incorporate	VERB
ajfti-4570	232	8	within	within	ADP
ajfti-4570	232	9	the	the	DET
ajfti-4570	232	10	f	f	NOUN
ajfti-4570	232	11	-	-	PUNCT
ajfti-4570	232	12	beta	beta	NOUN
ajfti-4570	232	13	score	score	NOUN
ajfti-4570	232	14	,	,	PUNCT
ajfti-4570	232	15	which	which	PRON
ajfti-4570	232	16	represents	represent	VERB
ajfti-4570	232	17	a	a	DET
ajfti-4570	232	18	weighted	weight	VERB
ajfti-4570	232	19	harmonic	harmonic	ADJ
ajfti-4570	232	20	mean	mean	NOUN
ajfti-4570	232	21	that	that	SCONJ
ajfti-4570	232	22	integrates	integrate	VERB
ajfti-4570	232	23	both	both	CCONJ
ajfti-4570	232	24	precision	precision	NOUN
ajfti-4570	232	25	and	and	CCONJ
ajfti-4570	232	26	recall	recall	NOUN
ajfti-4570	232	27	.	.	PUNCT
ajfti-4570	233	1	for	for	ADP
ajfti-4570	233	2	multiclass	multiclass	ADJ
ajfti-4570	233	3	classification	classification	NOUN
ajfti-4570	233	4	problems	problem	NOUN
ajfti-4570	233	5	,	,	PUNCT
ajfti-4570	233	6	the	the	DET
ajfti-4570	233	7	one	one	NUM
ajfti-4570	233	8	-	-	PUNCT
ajfti-4570	233	9	vs	vs	ADP
ajfti-4570	233	10	-	-	PUNCT
ajfti-4570	233	11	all	all	PRON
ajfti-4570	233	12	methodology	methodology	NOUN
ajfti-4570	233	13	is	be	AUX
ajfti-4570	233	14	applied	apply	VERB
ajfti-4570	233	15	to	to	PART
ajfti-4570	233	16	calculate	calculate	VERB
ajfti-4570	233	17	individual	individual	ADJ
ajfti-4570	233	18	roc	roc	NOUN
ajfti-4570	233	19	-	-	PUNCT
ajfti-4570	233	20	auc	auc	NOUN
ajfti-4570	233	21	scores	score	NOUN
ajfti-4570	233	22	for	for	ADP
ajfti-4570	233	23	each	each	DET
ajfti-4570	233	24	class	class	NOUN
ajfti-4570	233	25	,	,	PUNCT
ajfti-4570	233	26	treating	treat	VERB
ajfti-4570	233	27	each	each	DET
ajfti-4570	233	28	class	class	NOUN
ajfti-4570	233	29	as	as	ADP
ajfti-4570	233	30	the	the	DET
ajfti-4570	233	31	positive	positive	ADJ
ajfti-4570	233	32	class	class	NOUN
ajfti-4570	233	33	while	while	SCONJ
ajfti-4570	233	34	combining	combine	VERB
ajfti-4570	233	35	all	all	DET
ajfti-4570	233	36	other	other	ADJ
ajfti-4570	233	37	classes	class	NOUN
ajfti-4570	233	38	as	as	ADP
ajfti-4570	233	39	negative	negative	ADJ
ajfti-4570	233	40	.	.	PUNCT
ajfti-4570	234	1	the	the	DET
ajfti-4570	234	2	final	final	ADJ
ajfti-4570	234	3	weighted	weight	VERB
ajfti-4570	234	4	roc	roc	NOUN
ajfti-4570	234	5	-	-	PUNCT
ajfti-4570	234	6	auc	auc	NOUN
ajfti-4570	234	7	score	score	NOUN
ajfti-4570	234	8	is	be	AUX
ajfti-4570	234	9	then	then	ADV
ajfti-4570	234	10	computed	compute	VERB
ajfti-4570	234	11	,	,	PUNCT
ajfti-4570	234	12	which	which	PRON
ajfti-4570	234	13	provides	provide	VERB
ajfti-4570	234	14	a	a	DET
ajfti-4570	234	15	more	more	ADV
ajfti-4570	234	16	comprehensive	comprehensive	ADJ
ajfti-4570	234	17	evaluation	evaluation	NOUN
ajfti-4570	234	18	of	of	ADP
ajfti-4570	234	19	the	the	DET
ajfti-4570	234	20	model	model	NOUN
ajfti-4570	234	21	’s	’s	PART
ajfti-4570	234	22	overall	overall	ADJ
ajfti-4570	234	23	performance	performance	NOUN
ajfti-4570	234	24	across	across	ADP
ajfti-4570	234	25	all	all	DET
ajfti-4570	234	26	classes	class	NOUN
ajfti-4570	234	27	.	.	PUNCT
ajfti-4570	235	1	a	a	DET
ajfti-4570	235	2	model	model	NOUN
ajfti-4570	235	3	with	with	ADP
ajfti-4570	235	4	a	a	DET
ajfti-4570	235	5	roc	roc	NOUN
ajfti-4570	235	6	-	-	PUNCT
ajfti-4570	235	7	auc	auc	NOUN
ajfti-4570	235	8	scores	score	NOUN
ajfti-4570	235	9	close	close	ADJ
ajfti-4570	235	10	to	to	ADP
ajfti-4570	235	11	1	1	NUM
ajfti-4570	235	12	is	be	AUX
ajfti-4570	235	13	considered	consider	VERB
ajfti-4570	235	14	optimal	optimal	ADJ
ajfti-4570	235	15	,	,	PUNCT
ajfti-4570	235	16	demonstrating	demonstrate	VERB
ajfti-4570	235	17	strong	strong	ADJ
ajfti-4570	235	18	classification	classification	NOUN
ajfti-4570	235	19	power	power	NOUN
ajfti-4570	235	20	.	.	PUNCT
ajfti-4570	236	1	we	we	PRON
ajfti-4570	236	2	employed	employ	VERB
ajfti-4570	236	3	this	this	DET
ajfti-4570	236	4	one	one	NUM
ajfti-4570	236	5	-	-	PUNCT
ajfti-4570	236	6	vs	vs	ADP
ajfti-4570	236	7	-	-	PUNCT
ajfti-4570	236	8	all	all	PRON
ajfti-4570	236	9	approach	approach	NOUN
ajfti-4570	236	10	to	to	PART
ajfti-4570	236	11	obtain	obtain	VERB
ajfti-4570	236	12	the	the	DET
ajfti-4570	236	13	weighted	weight	VERB
ajfti-4570	236	14	roc	roc	NOUN
ajfti-4570	236	15	-	-	PUNCT
ajfti-4570	236	16	auc	auc	NOUN
ajfti-4570	236	17	score	score	NOUN
ajfti-4570	236	18	for	for	ADP
ajfti-4570	236	19	our	our	PRON
ajfti-4570	236	20	models	model	NOUN
ajfti-4570	236	21	,	,	PUNCT
ajfti-4570	236	22	ensuring	ensure	VERB
ajfti-4570	236	23	a	a	DET
ajfti-4570	236	24	robust	robust	ADJ
ajfti-4570	236	25	and	and	CCONJ
ajfti-4570	236	26	accurate	accurate	ADJ
ajfti-4570	236	27	assessment	assessment	NOUN
ajfti-4570	236	28	of	of	ADP
ajfti-4570	236	29	performance	performance	NOUN
ajfti-4570	236	30	.	.	PUNCT
ajfti-4570	237	1	the	the	DET
ajfti-4570	237	2	detailed	detailed	ADJ
ajfti-4570	237	3	performance	performance	NOUN
ajfti-4570	237	4	analysis	analysis	NOUN
ajfti-4570	237	5	of	of	ADP
ajfti-4570	237	6	each	each	DET
ajfti-4570	237	7	method	method	NOUN
ajfti-4570	237	8	will	will	AUX
ajfti-4570	237	9	be	be	AUX
ajfti-4570	237	10	presented	present	VERB
ajfti-4570	237	11	in	in	ADP
ajfti-4570	237	12	the	the	DET
ajfti-4570	237	13	following	follow	VERB
ajfti-4570	237	14	section	section	NOUN
ajfti-4570	237	15	.	.	PUNCT
ajfti-4570	238	1	results	result	NOUN
ajfti-4570	238	2	and	and	CCONJ
ajfti-4570	238	3	discussion	discussion	VERB
ajfti-4570	238	4	the	the	DET
ajfti-4570	238	5	performance	performance	NOUN
ajfti-4570	238	6	of	of	ADP
ajfti-4570	238	7	four	four	NUM
ajfti-4570	238	8	machine	machine	NOUN
ajfti-4570	238	9	learning	learning	NOUN
ajfti-4570	238	10	models	model	NOUN
ajfti-4570	238	11	—	—	PUNCT
ajfti-4570	238	12	xgboost	xgboost	ADV
ajfti-4570	238	13	,	,	PUNCT
ajfti-4570	238	14	catboost	catboost	ADJ
ajfti-4570	238	15	,	,	PUNCT
ajfti-4570	238	16	svm	svm	ADJ
ajfti-4570	238	17	,	,	PUNCT
ajfti-4570	238	18	and	and	CCONJ
ajfti-4570	238	19	random	random	ADJ
ajfti-4570	238	20	forest	forest	NOUN
ajfti-4570	238	21	using	use	VERB
ajfti-4570	238	22	different	different	ADJ
ajfti-4570	238	23	target	target	NOUN
ajfti-4570	238	24	variables	variable	NOUN
ajfti-4570	238	25	from	from	ADP
ajfti-4570	238	26	dd	dd	NOUN
ajfti-4570	238	27	score	score	NOUN
ajfti-4570	238	28	,	,	PUNCT
ajfti-4570	238	29	altman	altman	PROPN
ajfti-4570	238	30	z	z	PROPN
ajfti-4570	238	31	-	-	PUNCT
ajfti-4570	238	32	score	score	NOUN
ajfti-4570	238	33	,	,	PUNCT
ajfti-4570	238	34	and	and	CCONJ
ajfti-4570	238	35	ems	ems	PROPN
ajfti-4570	238	36	score	score	NOUN
ajfti-4570	238	37	is	be	AUX
ajfti-4570	238	38	presented	present	VERB
ajfti-4570	238	39	in	in	ADP
ajfti-4570	238	40	table	table	NOUN
ajfti-4570	238	41	4	4	NUM
ajfti-4570	238	42	,	,	PUNCT
ajfti-4570	238	43	table	table	NOUN
ajfti-4570	238	44	5	5	NUM
ajfti-4570	238	45	and	and	CCONJ
ajfti-4570	238	46	table	table	NOUN
ajfti-4570	238	47	6	6	NUM
ajfti-4570	238	48	,	,	PUNCT
ajfti-4570	238	49	respectively	respectively	ADV
ajfti-4570	238	50	.	.	PUNCT
ajfti-4570	239	1	the	the	DET
ajfti-4570	239	2	best	well	ADV
ajfti-4570	239	3	-	-	PUNCT
ajfti-4570	239	4	performing	perform	VERB
ajfti-4570	239	5	machine	machine	NOUN
ajfti-4570	239	6	learning	learning	NOUN
ajfti-4570	239	7	model	model	NOUN
ajfti-4570	239	8	in	in	ADP
ajfti-4570	239	9	this	this	DET
ajfti-4570	239	10	study	study	NOUN
ajfti-4570	239	11	was	be	AUX
ajfti-4570	239	12	random	random	ADJ
ajfti-4570	239	13	forest	forest	NOUN
ajfti-4570	239	14	,	,	PUNCT
ajfti-4570	239	15	followed	follow	VERB
ajfti-4570	239	16	by	by	ADP
ajfti-4570	239	17	xgboost	xgboost	PROPN
ajfti-4570	239	18	,	,	PUNCT
ajfti-4570	239	19	then	then	ADV
ajfti-4570	239	20	catboost	catboost	VERB
ajfti-4570	239	21	,	,	PUNCT
ajfti-4570	239	22	with	with	ADP
ajfti-4570	239	23	svm	svm	PROPN
ajfti-4570	239	24	ranking	rank	VERB
ajfti-4570	239	25	last	last	ADJ
ajfti-4570	239	26	.	.	PUNCT
ajfti-4570	240	1	the	the	DET
ajfti-4570	240	2	underperformance	underperformance	NOUN
ajfti-4570	240	3	of	of	ADP
ajfti-4570	240	4	svm	svm	PROPN
ajfti-4570	240	5	can	can	AUX
ajfti-4570	240	6	be	be	AUX
ajfti-4570	240	7	attributed	attribute	VERB
ajfti-4570	240	8	to	to	ADP
ajfti-4570	240	9	several	several	ADJ
ajfti-4570	240	10	factors	factor	NOUN
ajfti-4570	240	11	.	.	PUNCT
ajfti-4570	241	1	unlike	unlike	ADP
ajfti-4570	241	2	decision	decision	NOUN
ajfti-4570	241	3	tree	tree	NOUN
ajfti-4570	241	4	-	-	PUNCT
ajfti-4570	241	5	based	base	VERB
ajfti-4570	241	6	models	model	NOUN
ajfti-4570	241	7	,	,	PUNCT
ajfti-4570	241	8	which	which	PRON
ajfti-4570	241	9	inherently	inherently	ADV
ajfti-4570	241	10	perform	perform	VERB
ajfti-4570	241	11	feature	feature	NOUN
ajfti-4570	241	12	selection	selection	NOUN
ajfti-4570	241	13	by	by	ADP
ajfti-4570	241	14	identifying	identify	VERB
ajfti-4570	241	15	the	the	DET
ajfti-4570	241	16	most	most	ADV
ajfti-4570	241	17	relevant	relevant	ADJ
ajfti-4570	241	18	variables	variable	NOUN
ajfti-4570	241	19	during	during	ADP
ajfti-4570	241	20	training	training	NOUN
ajfti-4570	241	21	,	,	PUNCT
ajfti-4570	241	22	svm	svm	PROPN
ajfti-4570	241	23	lacks	lack	VERB
ajfti-4570	241	24	builtin	builtin	NOUN
ajfti-4570	241	25	feature	feature	NOUN
ajfti-4570	241	26	selection	selection	NOUN
ajfti-4570	241	27	.	.	PUNCT
ajfti-4570	242	1	furthermore	furthermore	ADV
ajfti-4570	242	2	,	,	PUNCT
ajfti-4570	242	3	financial	financial	ADJ
ajfti-4570	242	4	ratios	ratio	NOUN
ajfti-4570	242	5	often	often	ADV
ajfti-4570	242	6	exhibit	exhibit	VERB
ajfti-4570	242	7	complex	complex	ADJ
ajfti-4570	242	8	,	,	PUNCT
ajfti-4570	242	9	non	non	ADJ
ajfti-4570	242	10	-	-	ADJ
ajfti-4570	242	11	linear	linear	ADJ
ajfti-4570	242	12	relationships	relationship	NOUN
ajfti-4570	242	13	with	with	ADP
ajfti-4570	242	14	financial	financial	ADJ
ajfti-4570	242	15	distress	distress	NOUN
ajfti-4570	242	16	,	,	PUNCT
ajfti-4570	242	17	making	make	VERB
ajfti-4570	242	18	tree	tree	NOUN
ajfti-4570	242	19	-	-	PUNCT
ajfti-4570	242	20	based	base	VERB
ajfti-4570	242	21	models	model	NOUN
ajfti-4570	242	22	more	more	ADV
ajfti-4570	242	23	effective	effective	ADJ
ajfti-4570	242	24	at	at	ADP
ajfti-4570	242	25	capturing	capture	VERB
ajfti-4570	242	26	these	these	DET
ajfti-4570	242	27	interactions	interaction	NOUN
ajfti-4570	242	28	compared	compare	VERB
ajfti-4570	242	29	to	to	PART
ajfti-4570	242	30	svm	svm	PROPN
ajfti-4570	242	31	.	.	PUNCT
ajfti-4570	243	1	the	the	DET
ajfti-4570	243	2	best	good	ADJ
ajfti-4570	243	3	performance	performance	NOUN
ajfti-4570	243	4	in	in	ADP
ajfti-4570	243	5	predicting	predict	VERB
ajfti-4570	243	6	financial	financial	ADJ
ajfti-4570	243	7	distress	distress	NOUN
ajfti-4570	243	8	for	for	ADP
ajfti-4570	243	9	vietnamese	vietnamese	ADJ
ajfti-4570	243	10	companies	company	NOUN
ajfti-4570	243	11	is	be	AUX
ajfti-4570	243	12	achieved	achieve	VERB
ajfti-4570	243	13	when	when	SCONJ
ajfti-4570	243	14	using	use	VERB
ajfti-4570	243	15	the	the	DET
ajfti-4570	243	16	ems	ems	PROPN
ajfti-4570	243	17	score	score	NOUN
ajfti-4570	243	18	as	as	ADP
ajfti-4570	243	19	the	the	DET
ajfti-4570	243	20	target	target	NOUN
ajfti-4570	243	21	variable	variable	NOUN
ajfti-4570	243	22	,	,	PUNCT
ajfti-4570	243	23	with	with	ADP
ajfti-4570	243	24	a	a	DET
ajfti-4570	243	25	roc	roc	NOUN
ajfti-4570	243	26	-	-	PUNCT
ajfti-4570	243	27	auc	auc	NOUN
ajfti-4570	243	28	value	value	NOUN
ajfti-4570	243	29	of	of	ADP
ajfti-4570	243	30	99.26	99.26	NUM
ajfti-4570	243	31	%	%	NOUN
ajfti-4570	243	32	.	.	PUNCT
ajfti-4570	244	1	the	the	DET
ajfti-4570	244	2	z	z	NOUN
ajfti-4570	244	3	-	-	PUNCT
ajfti-4570	244	4	score	score	NOUN
ajfti-4570	244	5	follows	follow	VERB
ajfti-4570	244	6	in	in	ADP
ajfti-4570	244	7	ranking	ranking	NOUN
ajfti-4570	244	8	,	,	PUNCT
ajfti-4570	244	9	while	while	SCONJ
ajfti-4570	244	10	the	the	DET
ajfti-4570	244	11	dd	dd	NOUN
ajfti-4570	244	12	score	score	NOUN
ajfti-4570	244	13	performs	perform	VERB
ajfti-4570	244	14	the	the	DET
ajfti-4570	244	15	worst	bad	ADJ
ajfti-4570	244	16	in	in	ADP
ajfti-4570	244	17	predicting	predict	VERB
ajfti-4570	244	18	financial	financial	ADJ
ajfti-4570	244	19	distress	distress	NOUN
ajfti-4570	244	20	.	.	PUNCT
ajfti-4570	245	1	in	in	ADP
ajfti-4570	245	2	vietnam	vietnam	PROPN
ajfti-4570	245	3	,	,	PUNCT
ajfti-4570	245	4	stock	stock	NOUN
ajfti-4570	245	5	markets	market	NOUN
ajfti-4570	245	6	may	may	AUX
ajfti-4570	245	7	be	be	AUX
ajfti-4570	245	8	less	less	ADV
ajfti-4570	245	9	developed	develop	VERB
ajfti-4570	245	10	,	,	PUNCT
ajfti-4570	245	11	with	with	ADP
ajfti-4570	245	12	lower	low	ADJ
ajfti-4570	245	13	liquidity	liquidity	NOUN
ajfti-4570	245	14	,	,	PUNCT
ajfti-4570	245	15	information	information	NOUN
ajfti-4570	245	16	asymmetry	asymmetry	NOUN
ajfti-4570	245	17	,	,	PUNCT
ajfti-4570	245	18	and	and	CCONJ
ajfti-4570	245	19	possible	possible	ADJ
ajfti-4570	245	20	government	government	NOUN
ajfti-4570	245	21	influence	influence	NOUN
ajfti-4570	245	22	on	on	ADP
ajfti-4570	245	23	firms	firm	NOUN
ajfti-4570	245	24	,	,	PUNCT
ajfti-4570	245	25	leading	lead	VERB
ajfti-4570	245	26	to	to	ADP
ajfti-4570	245	27	less	less	ADV
ajfti-4570	245	28	reliable	reliable	ADJ
ajfti-4570	245	29	market	market	NOUN
ajfti-4570	245	30	-	-	PUNCT
ajfti-4570	245	31	based	base	VERB
ajfti-4570	245	32	distress	distress	NOUN
ajfti-4570	245	33	signals	signal	NOUN
ajfti-4570	245	34	,	,	PUNCT
ajfti-4570	245	35	reducing	reduce	VERB
ajfti-4570	245	36	the	the	DET
ajfti-4570	245	37	effectiveness	effectiveness	NOUN
ajfti-4570	245	38	of	of	ADP
ajfti-4570	245	39	the	the	DET
ajfti-4570	245	40	dd	dd	NOUN
ajfti-4570	245	41	score	score	NOUN
ajfti-4570	245	42	.	.	PUNCT
ajfti-4570	246	1	although	although	SCONJ
ajfti-4570	246	2	the	the	DET
ajfti-4570	246	3	results	result	NOUN
ajfti-4570	246	4	section	section	NOUN
ajfti-4570	246	5	does	do	AUX
ajfti-4570	246	6	not	not	PART
ajfti-4570	246	7	provide	provide	VERB
ajfti-4570	246	8	a	a	DET
ajfti-4570	246	9	detailed	detailed	ADJ
ajfti-4570	246	10	comparison	comparison	NOUN
ajfti-4570	246	11	between	between	ADP
ajfti-4570	246	12	the	the	DET
ajfti-4570	246	13	smote	smote	ADJ
ajfti-4570	246	14	and	and	CCONJ
ajfti-4570	246	15	adasyn	adasyn	NOUN
ajfti-4570	246	16	techniques	technique	NOUN
ajfti-4570	246	17	,	,	PUNCT
ajfti-4570	246	18	our	our	PRON
ajfti-4570	246	19	experiments	experiment	NOUN
ajfti-4570	246	20	during	during	ADP
ajfti-4570	246	21	the	the	DET
ajfti-4570	246	22	research	research	NOUN
ajfti-4570	246	23	showed	show	VERB
ajfti-4570	246	24	that	that	SCONJ
ajfti-4570	246	25	adasyn	adasyn	PROPN
ajfti-4570	246	26	outperforms	outperform	NOUN
ajfti-4570	246	27	smote	smote	ADJ
ajfti-4570	246	28	in	in	ADP
ajfti-4570	246	29	improving	improve	VERB
ajfti-4570	246	30	the	the	DET
ajfti-4570	246	31	accuracy	accuracy	NOUN
ajfti-4570	246	32	of	of	ADP
ajfti-4570	246	33	predictive	predictive	ADJ
ajfti-4570	246	34	models	model	NOUN
ajfti-4570	246	35	.	.	PUNCT
ajfti-4570	247	1	the	the	DET
ajfti-4570	247	2	specicific	specicific	ADJ
ajfti-4570	247	3	results	result	NOUN
ajfti-4570	247	4	of	of	ADP
ajfti-4570	247	5	the	the	DET
ajfti-4570	247	6	findings	finding	NOUN
ajfti-4570	247	7	are	be	AUX
ajfti-4570	247	8	described	describe	VERB
ajfti-4570	247	9	in	in	ADP
ajfti-4570	247	10	the	the	DET
ajfti-4570	247	11	following	follow	VERB
ajfti-4570	247	12	parts	part	NOUN
ajfti-4570	247	13	.	.	PUNCT
ajfti-4570	248	1	catboost	catboost	PROPN
ajfti-4570	248	2	svm	svm	PROPN
ajfti-4570	248	3	iterations	iteration	NOUN
ajfti-4570	248	4	(	(	PUNCT
ajfti-4570	248	5	100	100	NUM
ajfti-4570	248	6	,	,	PUNCT
ajfti-4570	248	7	1000	1000	NUM
ajfti-4570	248	8	)	)	PUNCT
ajfti-4570	248	9	c	c	NOUN
ajfti-4570	248	10	(	(	PUNCT
ajfti-4570	248	11	0.1	0.1	NUM
ajfti-4570	248	12	,	,	PUNCT
ajfti-4570	248	13	10	10	NUM
ajfti-4570	248	14	)	)	PUNCT
ajfti-4570	248	15	depth	depth	NOUN
ajfti-4570	248	16	(	(	PUNCT
ajfti-4570	248	17	3	3	NUM
ajfti-4570	248	18	,	,	PUNCT
ajfti-4570	248	19	12	12	NUM
ajfti-4570	248	20	)	)	PUNCT
ajfti-4570	248	21	kernel	kernel	NOUN
ajfti-4570	248	22	linear	linear	PROPN
ajfti-4570	248	23	,	,	PUNCT
ajfti-4570	248	24	poly	poly	NOUN
ajfti-4570	248	25	,	,	PUNCT
ajfti-4570	248	26	rbf	rbf	PROPN
ajfti-4570	248	27	,	,	PUNCT
ajfti-4570	248	28	sigmoid	sigmoid	NOUN
ajfti-4570	248	29	learning	learn	VERB
ajfti-4570	248	30	rate	rate	NOUN
ajfti-4570	248	31	(	(	PUNCT
ajfti-4570	248	32	0.01	0.01	NUM
ajfti-4570	248	33	,	,	PUNCT
ajfti-4570	248	34	0.3	0.3	NUM
ajfti-4570	248	35	)	)	PUNCT
ajfti-4570	248	36	gamma	gamma	NOUN
ajfti-4570	248	37	scale	scale	NOUN
ajfti-4570	248	38	,	,	PUNCT
ajfti-4570	248	39	auto	auto	NOUN
ajfti-4570	248	40	l2	l2	NOUN
ajfti-4570	248	41	leaf	leaf	NOUN
ajfti-4570	248	42	reg	reg	NOUN
ajfti-4570	248	43	(	(	PUNCT
ajfti-4570	248	44	1	1	NUM
ajfti-4570	248	45	,	,	PUNCT
ajfti-4570	248	46	10	10	NUM
ajfti-4570	248	47	)	)	PUNCT
ajfti-4570	248	48	border	border	NOUN
ajfti-4570	248	49	count	count	NOUN
ajfti-4570	248	50	(	(	PUNCT
ajfti-4570	248	51	32	32	NUM
ajfti-4570	248	52	,	,	PUNCT
ajfti-4570	248	53	255	255	NUM
ajfti-4570	248	54	)	)	PUNCT
ajfti-4570	248	55	random	random	ADJ
ajfti-4570	248	56	strength	strength	NOUN
ajfti-4570	248	57	(	(	PUNCT
ajfti-4570	248	58	1	1	NUM
ajfti-4570	248	59	,	,	PUNCT
ajfti-4570	248	60	10	10	NUM
ajfti-4570	248	61	)	)	PUNCT
ajfti-4570	248	62	bagging	bag	VERB
ajfti-4570	248	63	temperature	temperature	NOUN
ajfti-4570	248	64	(	(	PUNCT
ajfti-4570	248	65	0	0	NUM
ajfti-4570	248	66	,	,	PUNCT
ajfti-4570	248	67	1	1	NUM
ajfti-4570	248	68	)	)	PUNCT
ajfti-4570	248	69	besides	besides	SCONJ
ajfti-4570	248	70	,	,	PUNCT
ajfti-4570	248	71	we	we	PRON
ajfti-4570	248	72	utilized	utilize	VERB
ajfti-4570	248	73	confusion	confusion	NOUN
ajfti-4570	248	74	matrix	matrix	NOUN
ajfti-4570	248	75	to	to	PART
ajfti-4570	248	76	plot	plot	VERB
ajfti-4570	248	77	the	the	DET
ajfti-4570	248	78	detail	detail	NOUN
ajfti-4570	248	79	results	result	NOUN
ajfti-4570	248	80	for	for	ADP
ajfti-4570	248	81	the	the	DET
ajfti-4570	248	82	best	good	ADJ
ajfti-4570	248	83	methods	method	NOUN
ajfti-4570	248	84	to	to	PART
ajfti-4570	248	85	see	see	VERB
ajfti-4570	248	86	clearly	clearly	ADV
ajfti-4570	248	87	the	the	DET
ajfti-4570	248	88	values	value	NOUN
ajfti-4570	248	89	in	in	ADP
ajfti-4570	248	90	each	each	DET
ajfti-4570	248	91	part	part	NOUN
ajfti-4570	248	92	of	of	ADP
ajfti-4570	248	93	confusion	confusion	NOUN
ajfti-4570	248	94	matrix	matrix	NOUN
ajfti-4570	248	95	.	.	PUNCT
ajfti-4570	249	1	confusion	confusion	NOUN
ajfti-4570	249	2	matrix	matrix	NOUN
ajfti-4570	249	3	with	with	ADP
ajfti-4570	249	4	(	(	PUNCT
ajfti-4570	249	5	n*n	n*n	NOUN
ajfti-4570	249	6	)	)	PUNCT
ajfti-4570	249	7	table	table	NOUN
ajfti-4570	249	8	(	(	PUNCT
ajfti-4570	249	9	n	n	X
ajfti-4570	249	10	is	be	AUX
ajfti-4570	249	11	the	the	DET
ajfti-4570	249	12	number	number	NOUN
ajfti-4570	249	13	of	of	ADP
ajfti-4570	249	14	classes	class	NOUN
ajfti-4570	249	15	)	)	PUNCT
ajfti-4570	249	16	is	be	AUX
ajfti-4570	249	17	created	create	VERB
ajfti-4570	249	18	to	to	PART
ajfti-4570	249	19	measure	measure	VERB
ajfti-4570	249	20	the	the	DET
ajfti-4570	249	21	performance	performance	NOUN
ajfti-4570	249	22	of	of	ADP
ajfti-4570	249	23	our	our	PRON
ajfti-4570	249	24	classification	classification	NOUN
ajfti-4570	249	25	models	model	NOUN
ajfti-4570	249	26	.	.	PUNCT
ajfti-4570	250	1	in	in	ADP
ajfti-4570	250	2	multiclass	multiclass	ADJ
ajfti-4570	250	3	classification	classification	NOUN
ajfti-4570	250	4	,	,	PUNCT
ajfti-4570	250	5	the	the	DET
ajfti-4570	250	6	positive	positive	ADJ
ajfti-4570	250	7	class	class	NOUN
ajfti-4570	250	8	refers	refer	VERB
ajfti-4570	250	9	to	to	ADP
ajfti-4570	250	10	the	the	DET
ajfti-4570	250	11	specific	specific	ADJ
ajfti-4570	250	12	label	label	NOUN
ajfti-4570	250	13	being	be	AUX
ajfti-4570	250	14	evaluated	evaluate	VERB
ajfti-4570	250	15	,	,	PUNCT
ajfti-4570	250	16	while	while	SCONJ
ajfti-4570	250	17	the	the	DET
ajfti-4570	250	18	negative	negative	ADJ
ajfti-4570	250	19	class	class	NOUN
ajfti-4570	250	20	encompasses	encompass	VERB
ajfti-4570	250	21	all	all	DET
ajfti-4570	250	22	remaining	remain	VERB
ajfti-4570	250	23	labels	label	NOUN
ajfti-4570	250	24	.	.	PUNCT
ajfti-4570	251	1	the	the	DET
ajfti-4570	251	2	model	model	NOUN
ajfti-4570	251	3	’s	’s	PART
ajfti-4570	251	4	capacity	capacity	NOUN
ajfti-4570	251	5	to	to	PART
ajfti-4570	251	6	differentiate	differentiate	VERB
ajfti-4570	251	7	between	between	ADP
ajfti-4570	251	8	classes	class	NOUN
ajfti-4570	251	9	is	be	AUX
ajfti-4570	251	10	gauged	gauge	VERB
ajfti-4570	251	11	by	by	ADP
ajfti-4570	251	12	the	the	DET
ajfti-4570	251	13	receiver	receiver	NOUN
ajfti-4570	251	14	operating	operate	VERB
ajfti-4570	251	15	characteristic	characteristic	NOUN
ajfti-4570	251	16	-	-	PUNCT
ajfti-4570	251	17	area	area	NOUN
ajfti-4570	251	18	under	under	ADP
ajfti-4570	251	19	the	the	DET
ajfti-4570	251	20	curve	curve	NOUN
ajfti-4570	251	21	(	(	PUNCT
ajfti-4570	251	22	roc	roc	NOUN
ajfti-4570	251	23	-	-	PUNCT
ajfti-4570	251	24	auc	auc	NOUN
ajfti-4570	251	25	)	)	PUNCT
ajfti-4570	251	26	.	.	PUNCT
ajfti-4570	252	1	the	the	DET
ajfti-4570	252	2	roc	roc	NOUN
ajfti-4570	252	3	-	-	PUNCT
ajfti-4570	252	4	auc	auc	NOUN
ajfti-4570	252	5	score	score	NOUN
ajfti-4570	252	6	ranges	range	VERB
ajfti-4570	252	7	from	from	ADP
ajfti-4570	252	8	0	0	NUM
ajfti-4570	252	9	to	to	ADP
ajfti-4570	252	10	1	1	NUM
ajfti-4570	252	11	,	,	PUNCT
ajfti-4570	252	12	where	where	SCONJ
ajfti-4570	252	13	a	a	DET
ajfti-4570	252	14	score	score	NOUN
ajfti-4570	252	15	closer	close	ADV
ajfti-4570	252	16	to	to	ADP
ajfti-4570	252	17	1	1	NUM
ajfti-4570	252	18	indicates	indicate	VERB
ajfti-4570	252	19	a	a	DET
ajfti-4570	252	20	highly	highly	ADV
ajfti-4570	252	21	effective	effective	ADJ
ajfti-4570	252	22	model	model	NOUN
ajfti-4570	252	23	in	in	ADP
ajfti-4570	252	24	distinguishing	distinguish	VERB
ajfti-4570	252	25	between	between	ADP
ajfti-4570	252	26	classes	class	NOUN
ajfti-4570	252	27	.	.	PUNCT
ajfti-4570	253	1	pa	pa	PROPN
ajfti-4570	253	2	ge	ge	PROPN
ajfti-4570	253	3	12	12	NUM
ajfti-4570	253	4	4	4	NUM
ajfti-4570	253	5	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-4570	253	6	am	be	AUX
ajfti-4570	253	7	.	.	PUNCT
ajfti-4570	254	1	j.	j.	PROPN
ajfti-4570	254	2	financ	financ	PROPN
ajfti-4570	254	3	.	.	PUNCT
ajfti-4570	255	1	technol	technol	PROPN
ajfti-4570	255	2	.	.	PUNCT
ajfti-4570	255	3	innov	innov	PROPN
ajfti-4570	255	4	.	.	PUNCT
ajfti-4570	256	1	3(1	3(1	NUM
ajfti-4570	256	2	)	)	PUNCT
ajfti-4570	256	3	115	115	NUM
ajfti-4570	256	4	-	-	SYM
ajfti-4570	256	5	127	127	NUM
ajfti-4570	256	6	,	,	PUNCT
ajfti-4570	256	7	2025	2025	NUM
ajfti-4570	256	8	table	table	NOUN
ajfti-4570	256	9	4	4	NUM
ajfti-4570	256	10	presents	present	NOUN
ajfti-4570	256	11	xgboost	xgboost	ADV
ajfti-4570	256	12	and	and	CCONJ
ajfti-4570	256	13	random	random	ADJ
ajfti-4570	256	14	forest	forest	NOUN
ajfti-4570	256	15	are	be	AUX
ajfti-4570	256	16	the	the	DET
ajfti-4570	256	17	best	well	ADV
ajfti-4570	256	18	-	-	PUNCT
ajfti-4570	256	19	performing	perform	VERB
ajfti-4570	256	20	models	model	NOUN
ajfti-4570	256	21	,	,	PUNCT
ajfti-4570	256	22	with	with	ADP
ajfti-4570	256	23	the	the	DET
ajfti-4570	256	24	highest	high	ADJ
ajfti-4570	256	25	accuracy	accuracy	NOUN
ajfti-4570	256	26	(	(	PUNCT
ajfti-4570	256	27	76.04	76.04	NUM
ajfti-4570	256	28	%	%	NOUN
ajfti-4570	256	29	)	)	PUNCT
ajfti-4570	256	30	and	and	CCONJ
ajfti-4570	256	31	balanced	balanced	ADJ
ajfti-4570	256	32	precision	precision	NOUN
ajfti-4570	256	33	,	,	PUNCT
ajfti-4570	256	34	recall	recall	NOUN
ajfti-4570	256	35	,	,	PUNCT
ajfti-4570	256	36	and	and	CCONJ
ajfti-4570	256	37	f1	f1	NOUN
ajfti-4570	256	38	-	-	PUNCT
ajfti-4570	256	39	scores	score	NOUN
ajfti-4570	256	40	.	.	PUNCT
ajfti-4570	257	1	catboost	catboost	PROPN
ajfti-4570	257	2	is	be	AUX
ajfti-4570	257	3	slightly	slightly	ADV
ajfti-4570	257	4	worse	bad	ADJ
ajfti-4570	257	5	but	but	CCONJ
ajfti-4570	257	6	still	still	ADV
ajfti-4570	257	7	performs	perform	VERB
ajfti-4570	257	8	well	well	ADV
ajfti-4570	257	9	,	,	PUNCT
ajfti-4570	257	10	especially	especially	ADV
ajfti-4570	257	11	for	for	ADP
ajfti-4570	257	12	class	class	NOUN
ajfti-4570	257	13	2	2	NUM
ajfti-4570	257	14	.	.	PUNCT
ajfti-4570	258	1	svm	svm	PROPN
ajfti-4570	258	2	is	be	AUX
ajfti-4570	258	3	the	the	DET
ajfti-4570	258	4	weakest	weak	ADJ
ajfti-4570	258	5	model	model	NOUN
ajfti-4570	258	6	,	,	PUNCT
ajfti-4570	258	7	performing	perform	VERB
ajfti-4570	258	8	poorly	poorly	ADV
ajfti-4570	258	9	for	for	ADP
ajfti-4570	258	10	class	class	NOUN
ajfti-4570	258	11	1	1	NUM
ajfti-4570	258	12	and	and	CCONJ
ajfti-4570	258	13	class	class	NOUN
ajfti-4570	258	14	2	2	NUM
ajfti-4570	258	15	,	,	PUNCT
ajfti-4570	258	16	with	with	ADP
ajfti-4570	258	17	the	the	DET
ajfti-4570	258	18	lowest	low	ADJ
ajfti-4570	258	19	accuracy	accuracy	NOUN
ajfti-4570	258	20	(	(	PUNCT
ajfti-4570	258	21	57.29	57.29	NUM
ajfti-4570	258	22	%	%	NOUN
ajfti-4570	258	23	)	)	PUNCT
ajfti-4570	258	24	.	.	PUNCT
ajfti-4570	259	1	table	table	NOUN
ajfti-4570	259	2	4	4	NUM
ajfti-4570	259	3	:	:	PUNCT
ajfti-4570	259	4	prediction	prediction	NOUN
ajfti-4570	259	5	accuracy	accuracy	NOUN
ajfti-4570	259	6	of	of	ADP
ajfti-4570	259	7	each	each	DET
ajfti-4570	259	8	model	model	NOUN
ajfti-4570	259	9	when	when	SCONJ
ajfti-4570	259	10	utilizing	utilize	VERB
ajfti-4570	259	11	dd	dd	NOUN
ajfti-4570	259	12	score	score	NOUN
ajfti-4570	259	13	dd	dd	NOUN
ajfti-4570	259	14	score	score	NOUN
ajfti-4570	259	15	xgboost	xgboost	X
ajfti-4570	259	16	random	random	ADJ
ajfti-4570	259	17	forest	forest	NOUN
ajfti-4570	259	18	catboost	catboost	NOUN
ajfti-4570	259	19	svm	svm	PROPN
ajfti-4570	259	20	accuracy	accuracy	NOUN
ajfti-4570	259	21	0.7604	0.7604	NUM
ajfti-4570	259	22	0.7604	0.7604	NUM
ajfti-4570	259	23	0.7396	0.7396	NUM
ajfti-4570	259	24	0.5729	0.5729	NUM
ajfti-4570	259	25	precision	precision	NOUN
ajfti-4570	259	26	(	(	PUNCT
ajfti-4570	259	27	weighted	weight	VERB
ajfti-4570	259	28	)	)	PUNCT
ajfti-4570	259	29	0.7257	0.7257	NUM
ajfti-4570	259	30	0.7189	0.7189	NUM
ajfti-4570	259	31	0.6837	0.6837	NUM
ajfti-4570	259	32	0.6016	0.6016	NUM
ajfti-4570	259	33	f1	f1	NOUN
ajfti-4570	259	34	score	score	NOUN
ajfti-4570	259	35	(	(	PUNCT
ajfti-4570	259	36	weighted	weight	VERB
ajfti-4570	259	37	)	)	PUNCT
ajfti-4570	259	38	0.7279	0.7279	NOUN
ajfti-4570	259	39	0.7238	0.7238	NUM
ajfti-4570	259	40	0.6901	0.6901	NUM
ajfti-4570	259	41	0.5849	0.5849	NUM
ajfti-4570	259	42	recall	recall	NOUN
ajfti-4570	259	43	(	(	PUNCT
ajfti-4570	259	44	weighted	weight	VERB
ajfti-4570	259	45	)	)	PUNCT
ajfti-4570	260	1	0.7604	0.7604	NUM
ajfti-4570	260	2	0.7604	0.7604	NUM
ajfti-4570	260	3	0.7396	0.7396	NUM
ajfti-4570	260	4	0.5729	0.5729	NUM
ajfti-4570	260	5	specificity	specificity	NOUN
ajfti-4570	260	6	(	(	PUNCT
ajfti-4570	260	7	class	class	NOUN
ajfti-4570	260	8	0	0	NUM
ajfti-4570	260	9	,	,	PUNCT
ajfti-4570	260	10	1	1	NUM
ajfti-4570	260	11	,	,	PUNCT
ajfti-4570	260	12	2	2	NUM
ajfti-4570	260	13	)	)	PUNCT
ajfti-4570	261	1	[	[	X
ajfti-4570	261	2	0.9783	0.9783	NUM
ajfti-4570	261	3	,	,	PUNCT
ajfti-4570	261	4	0.9296	0.9296	NUM
ajfti-4570	261	5	,	,	PUNCT
ajfti-4570	261	6	0.4483	0.4483	NUM
ajfti-4570	261	7	]	]	PUNCT
ajfti-4570	261	8	[	[	X
ajfti-4570	261	9	0.9891	0.9891	NUM
ajfti-4570	261	10	,	,	PUNCT
ajfti-4570	261	11	0.9296	0.9296	NUM
ajfti-4570	261	12	,	,	PUNCT
ajfti-4570	261	13	0.4138	0.4138	NUM
ajfti-4570	261	14	]	]	PUNCT
ajfti-4570	262	1	[	[	X
ajfti-4570	262	2	0.9783	0.9783	NUM
ajfti-4570	262	3	,	,	PUNCT
ajfti-4570	262	4	0.9296	0.9296	NUM
ajfti-4570	262	5	,	,	PUNCT
ajfti-4570	262	6	0.4483	0.4483	NUM
ajfti-4570	262	7	]	]	PUNCT
ajfti-4570	263	1	[	[	X
ajfti-4570	263	2	0.8913	0.8913	NUM
ajfti-4570	263	3	,	,	PUNCT
ajfti-4570	263	4	0.7887	0.7887	NUM
ajfti-4570	263	5	,	,	PUNCT
ajfti-4570	263	6	0.4483	0.4483	NUM
ajfti-4570	263	7	]	]	PUNCT
ajfti-4570	263	8	roc	roc	NOUN
ajfti-4570	263	9	-	-	PUNCT
ajfti-4570	263	10	auc	auc	NOUN
ajfti-4570	263	11	score	score	NOUN
ajfti-4570	263	12	(	(	PUNCT
ajfti-4570	263	13	weighted	weight	VERB
ajfti-4570	263	14	)	)	PUNCT
ajfti-4570	263	15	0.8437	0.8437	NUM
ajfti-4570	263	16	0.8594	0.8594	NUM
ajfti-4570	263	17	0.8333	0.8333	NUM
ajfti-4570	263	18	0.7188	0.7188	NUM
ajfti-4570	263	19	table	table	NOUN
ajfti-4570	263	20	5	5	NUM
ajfti-4570	263	21	:	:	PUNCT
ajfti-4570	263	22	prediction	prediction	NOUN
ajfti-4570	263	23	accuracy	accuracy	NOUN
ajfti-4570	263	24	of	of	ADP
ajfti-4570	263	25	each	each	DET
ajfti-4570	263	26	model	model	NOUN
ajfti-4570	263	27	when	when	SCONJ
ajfti-4570	263	28	utilizing	utilize	VERB
ajfti-4570	263	29	zscore	zscore	NOUN
ajfti-4570	263	30	z	z	NOUN
ajfti-4570	263	31	-	-	PUNCT
ajfti-4570	263	32	score	score	NOUN
ajfti-4570	263	33	xgboost	xgboost	X
ajfti-4570	263	34	random	random	ADJ
ajfti-4570	263	35	forest	forest	NOUN
ajfti-4570	263	36	catboost	catboost	PROPN
ajfti-4570	263	37	svm	svm	PROPN
ajfti-4570	263	38	accuracy	accuracy	NOUN
ajfti-4570	263	39	0.7812	0.7812	NUM
ajfti-4570	263	40	0.7812	0.7812	NUM
ajfti-4570	263	41	0.7812	0.7812	NUM
ajfti-4570	263	42	0.6562	0.6562	NUM
ajfti-4570	263	43	precision	precision	NOUN
ajfti-4570	263	44	(	(	PUNCT
ajfti-4570	263	45	weighted	weight	VERB
ajfti-4570	263	46	)	)	PUNCT
ajfti-4570	263	47	0.7964	0.7964	NUM
ajfti-4570	264	1	0.7971	0.7971	NUM
ajfti-4570	264	2	0.7961	0.7961	NUM
ajfti-4570	264	3	0.7282	0.7282	NUM
ajfti-4570	264	4	f1	f1	NOUN
ajfti-4570	264	5	score	score	NOUN
ajfti-4570	264	6	(	(	PUNCT
ajfti-4570	264	7	weighted	weight	VERB
ajfti-4570	264	8	)	)	PUNCT
ajfti-4570	264	9	0.7821	0.7821	NUM
ajfti-4570	264	10	0.7633	0.7633	NUM
ajfti-4570	264	11	0.7739	0.7739	NUM
ajfti-4570	264	12	0.6704	0.6704	NUM
ajfti-4570	264	13	recall	recall	NOUN
ajfti-4570	264	14	(	(	PUNCT
ajfti-4570	264	15	weighted	weight	VERB
ajfti-4570	264	16	)	)	PUNCT
ajfti-4570	264	17	0.7812	0.7812	NUM
ajfti-4570	264	18	0.7812	0.7812	NUM
ajfti-4570	264	19	0.7812	0.7812	NUM
ajfti-4570	264	20	0.6562	0.6562	NUM
ajfti-4570	264	21	specificity	specificity	NOUN
ajfti-4570	264	22	(	(	PUNCT
ajfti-4570	264	23	class	class	NOUN
ajfti-4570	264	24	0	0	NUM
ajfti-4570	264	25	,	,	PUNCT
ajfti-4570	264	26	1	1	NUM
ajfti-4570	264	27	,	,	PUNCT
ajfti-4570	264	28	2	2	NUM
ajfti-4570	264	29	)	)	PUNCT
ajfti-4570	265	1	[	[	X
ajfti-4570	265	2	0.8590	0.8590	NUM
ajfti-4570	265	3	,	,	PUNCT
ajfti-4570	265	4	0.9014	0.9014	NUM
ajfti-4570	265	5	,	,	PUNCT
ajfti-4570	265	6	0.9302	0.9302	NUM
ajfti-4570	265	7	]	]	PUNCT
ajfti-4570	266	1	[	[	X
ajfti-4570	266	2	0.8462	0.8462	NUM
ajfti-4570	266	3	,	,	PUNCT
ajfti-4570	266	4	0.95772	0.95772	NUM
ajfti-4570	266	5	,	,	PUNCT
ajfti-4570	266	6	0.8605	0.8605	NUM
ajfti-4570	266	7	]	]	PUNCT
ajfti-4570	267	1	[	[	X
ajfti-4570	267	2	0.8590	0.8590	NUM
ajfti-4570	267	3	,	,	PUNCT
ajfti-4570	267	4	0.9014	0.9014	NUM
ajfti-4570	267	5	,	,	PUNCT
ajfti-4570	267	6	0.9302	0.9302	NUM
ajfti-4570	267	7	]	]	PUNCT
ajfti-4570	267	8	[	[	X
ajfti-4570	267	9	0.7564	0.7564	NUM
ajfti-4570	267	10	,	,	PUNCT
ajfti-4570	267	11	0.8451	0.8451	NUM
ajfti-4570	267	12	,	,	PUNCT
ajfti-4570	267	13	0.9302	0.9302	NUM
ajfti-4570	267	14	]	]	PUNCT
ajfti-4570	267	15	roc	roc	NOUN
ajfti-4570	267	16	-	-	PUNCT
ajfti-4570	267	17	auc	auc	NOUN
ajfti-4570	267	18	score	score	NOUN
ajfti-4570	267	19	(	(	PUNCT
ajfti-4570	267	20	weighted	weight	VERB
ajfti-4570	267	21	)	)	PUNCT
ajfti-4570	267	22	0.9028	0.9028	NUM
ajfti-4570	268	1	0.8989	0.8989	NUM
ajfti-4570	268	2	0.8912	0.8912	NUM
ajfti-4570	268	3	0.6737	0.6737	NUM
ajfti-4570	268	4	table	table	NOUN
ajfti-4570	268	5	5	5	NUM
ajfti-4570	268	6	describes	describe	VERB
ajfti-4570	268	7	xgboost	xgboost	ADV
ajfti-4570	268	8	performing	perform	VERB
ajfti-4570	268	9	the	the	DET
ajfti-4570	268	10	best	good	ADJ
ajfti-4570	268	11	,	,	PUNCT
ajfti-4570	268	12	achieving	achieve	VERB
ajfti-4570	268	13	the	the	DET
ajfti-4570	268	14	highest	high	ADJ
ajfti-4570	268	15	f1	f1	NOUN
ajfti-4570	268	16	-	-	PUNCT
ajfti-4570	268	17	score	score	NOUN
ajfti-4570	268	18	(	(	PUNCT
ajfti-4570	268	19	0.7821	0.7821	NUM
ajfti-4570	268	20	)	)	PUNCT
ajfti-4570	268	21	and	and	CCONJ
ajfti-4570	268	22	roc	roc	NOUN
ajfti-4570	268	23	-	-	PUNCT
ajfti-4570	268	24	auc	auc	NOUN
ajfti-4570	268	25	(	(	PUNCT
ajfti-4570	268	26	0.9028	0.9028	NUM
ajfti-4570	268	27	)	)	PUNCT
ajfti-4570	268	28	.	.	PUNCT
ajfti-4570	269	1	random	random	ADJ
ajfti-4570	269	2	forest	forest	NOUN
ajfti-4570	269	3	&	&	CCONJ
ajfti-4570	269	4	catboost	catboost	PROPN
ajfti-4570	269	5	are	be	AUX
ajfti-4570	269	6	close	close	ADJ
ajfti-4570	269	7	contenders	contender	NOUN
ajfti-4570	269	8	,	,	PUNCT
ajfti-4570	269	9	with	with	ADP
ajfti-4570	269	10	random	random	ADJ
ajfti-4570	269	11	forest	forest	NOUN
ajfti-4570	269	12	showing	show	VERB
ajfti-4570	269	13	the	the	DET
ajfti-4570	269	14	highest	high	ADJ
ajfti-4570	269	15	precision	precision	NOUN
ajfti-4570	269	16	(	(	PUNCT
ajfti-4570	269	17	0.7971	0.7971	NUM
ajfti-4570	269	18	)	)	PUNCT
ajfti-4570	269	19	and	and	CCONJ
ajfti-4570	269	20	specificity	specificity	NOUN
ajfti-4570	269	21	for	for	ADP
ajfti-4570	269	22	class	class	NOUN
ajfti-4570	269	23	1	1	NUM
ajfti-4570	269	24	(	(	PUNCT
ajfti-4570	269	25	0.9577	0.9577	NUM
ajfti-4570	269	26	)	)	PUNCT
ajfti-4570	269	27	.	.	PUNCT
ajfti-4570	270	1	svm	svm	PROPN
ajfti-4570	270	2	performs	perform	VERB
ajfti-4570	270	3	the	the	DET
ajfti-4570	270	4	worst	bad	ADJ
ajfti-4570	270	5	,	,	PUNCT
ajfti-4570	270	6	with	with	ADP
ajfti-4570	270	7	significantly	significantly	ADV
ajfti-4570	270	8	lower	low	ADJ
ajfti-4570	270	9	accuracy	accuracy	NOUN
ajfti-4570	270	10	(	(	PUNCT
ajfti-4570	270	11	65.62	65.62	NUM
ajfti-4570	270	12	%	%	NOUN
ajfti-4570	270	13	)	)	PUNCT
ajfti-4570	270	14	,	,	PUNCT
ajfti-4570	270	15	recall	recall	NOUN
ajfti-4570	270	16	,	,	PUNCT
ajfti-4570	270	17	and	and	CCONJ
ajfti-4570	270	18	roc	roc	NOUN
ajfti-4570	270	19	-	-	PUNCT
ajfti-4570	270	20	auc	auc	NOUN
ajfti-4570	270	21	(	(	PUNCT
ajfti-4570	270	22	0.6737	0.6737	NUM
ajfti-4570	270	23	)	)	PUNCT
ajfti-4570	270	24	,	,	PUNCT
ajfti-4570	270	25	indicating	indicate	VERB
ajfti-4570	270	26	poor	poor	ADJ
ajfti-4570	270	27	predictive	predictive	ADJ
ajfti-4570	270	28	power	power	NOUN
ajfti-4570	270	29	.	.	PUNCT
ajfti-4570	271	1	table	table	NOUN
ajfti-4570	271	2	6	6	NUM
ajfti-4570	271	3	:	:	PUNCT
ajfti-4570	271	4	prediction	prediction	NOUN
ajfti-4570	271	5	accuracy	accuracy	NOUN
ajfti-4570	271	6	of	of	ADP
ajfti-4570	271	7	each	each	DET
ajfti-4570	271	8	model	model	NOUN
ajfti-4570	271	9	when	when	SCONJ
ajfti-4570	271	10	utilizing	utilize	VERB
ajfti-4570	271	11	ems	ems	PROPN
ajfti-4570	271	12	score	score	VERB
ajfti-4570	271	13	ems	ems	PROPN
ajfti-4570	271	14	score	score	VERB
ajfti-4570	271	15	xgboost	xgboost	ADV
ajfti-4570	271	16	random	random	ADJ
ajfti-4570	271	17	forest	forest	NOUN
ajfti-4570	271	18	catboost	catboost	PROPN
ajfti-4570	271	19	svm	svm	PROPN
ajfti-4570	271	20	accuracy	accuracy	NOUN
ajfti-4570	271	21	0.9271	0.9271	NUM
ajfti-4570	271	22	0.9375	0.9375	NUM
ajfti-4570	271	23	0.9167	0.9167	NUM
ajfti-4570	271	24	0.8333	0.8333	NUM
ajfti-4570	271	25	precision	precision	NOUN
ajfti-4570	271	26	(	(	PUNCT
ajfti-4570	271	27	weighted	weight	VERB
ajfti-4570	271	28	)	)	PUNCT
ajfti-4570	272	1	0.9276	0.9276	NUM
ajfti-4570	272	2	0.9407	0.9407	NUM
ajfti-4570	272	3	0.9162	0.9162	NUM
ajfti-4570	272	4	0.8438	0.8438	NUM
ajfti-4570	272	5	f1	f1	NOUN
ajfti-4570	272	6	score	score	NOUN
ajfti-4570	272	7	(	(	PUNCT
ajfti-4570	272	8	weighted	weight	VERB
ajfti-4570	272	9	)	)	PUNCT
ajfti-4570	272	10	0.9270	0.9270	NUM
ajfti-4570	272	11	0.9376	0.9376	NUM
ajfti-4570	272	12	0.9158	0.9158	NUM
ajfti-4570	272	13	0.8354	0.8354	NUM
ajfti-4570	272	14	recall	recall	NOUN
ajfti-4570	272	15	(	(	PUNCT
ajfti-4570	272	16	weighted	weight	VERB
ajfti-4570	272	17	)	)	PUNCT
ajfti-4570	272	18	0.9271	0.9271	NUM
ajfti-4570	272	19	0.9375	0.9375	NUM
ajfti-4570	272	20	0.9167	0.9167	NUM
ajfti-4570	272	21	0.8333	0.8333	NUM
ajfti-4570	272	22	specificity	specificity	NOUN
ajfti-4570	272	23	(	(	PUNCT
ajfti-4570	272	24	class	class	NOUN
ajfti-4570	272	25	0	0	NUM
ajfti-4570	272	26	,	,	PUNCT
ajfti-4570	272	27	1	1	NUM
ajfti-4570	272	28	,	,	PUNCT
ajfti-4570	272	29	2	2	NUM
ajfti-4570	272	30	)	)	PUNCT
ajfti-4570	273	1	[	[	X
ajfti-4570	273	2	0.9884	0.9884	NUM
ajfti-4570	273	3	,	,	PUNCT
ajfti-4570	273	4	0.9444	0.9444	NUM
ajfti-4570	273	5	,	,	PUNCT
ajfti-4570	273	6	0.9412	0.9412	NUM
ajfti-4570	273	7	]	]	PUNCT
ajfti-4570	274	1	[	[	X
ajfti-4570	274	2	1.0	1.0	NUM
ajfti-4570	274	3	,	,	PUNCT
ajfti-4570	274	4	0.9444	0.9444	NUM
ajfti-4570	274	5	,	,	PUNCT
ajfti-4570	274	6	0.9412	0.9412	NUM
ajfti-4570	274	7	]	]	PUNCT
ajfti-4570	275	1	[	[	X
ajfti-4570	275	2	0.9884	0.9884	NUM
ajfti-4570	275	3	,	,	PUNCT
ajfti-4570	275	4	0.94444	0.94444	NUM
ajfti-4570	275	5	,	,	PUNCT
ajfti-4570	275	6	0.9412	0.9412	NUM
ajfti-4570	275	7	]	]	PUNCT
ajfti-4570	275	8	[	[	X
ajfti-4570	275	9	0.9186	0.9186	NUM
ajfti-4570	275	10	,	,	PUNCT
ajfti-4570	275	11	0.9306	0.9306	NUM
ajfti-4570	275	12	,	,	PUNCT
ajfti-4570	275	13	0.8824	0.8824	NUM
ajfti-4570	275	14	]	]	X
ajfti-4570	275	15	roc	roc	NOUN
ajfti-4570	275	16	-	-	PUNCT
ajfti-4570	275	17	auc	auc	NOUN
ajfti-4570	275	18	score	score	NOUN
ajfti-4570	275	19	(	(	PUNCT
ajfti-4570	275	20	weighted	weight	VERB
ajfti-4570	275	21	)	)	PUNCT
ajfti-4570	275	22	0.9881	0.9881	NUM
ajfti-4570	275	23	0.9926	0.9926	NUM
ajfti-4570	275	24	0.9908	0.9908	NUM
ajfti-4570	275	25	0.9055	0.9055	NUM
ajfti-4570	275	26	table	table	NOUN
ajfti-4570	275	27	6	6	NUM
ajfti-4570	275	28	points	point	NOUN
ajfti-4570	275	29	out	out	ADP
ajfti-4570	275	30	that	that	SCONJ
ajfti-4570	275	31	the	the	DET
ajfti-4570	275	32	highest	high	ADJ
ajfti-4570	275	33	accuracy	accuracy	NOUN
ajfti-4570	275	34	is	be	AUX
ajfti-4570	275	35	achieved	achieve	VERB
ajfti-4570	275	36	by	by	ADP
ajfti-4570	275	37	random	random	ADJ
ajfti-4570	275	38	forest	forest	NOUN
ajfti-4570	275	39	(	(	PUNCT
ajfti-4570	275	40	0.9375	0.9375	NUM
ajfti-4570	275	41	)	)	PUNCT
ajfti-4570	275	42	,	,	PUNCT
ajfti-4570	275	43	followed	follow	VERB
ajfti-4570	275	44	closely	closely	ADV
ajfti-4570	275	45	by	by	ADP
ajfti-4570	275	46	xgboost	xgboost	PROPN
ajfti-4570	275	47	(	(	PUNCT
ajfti-4570	275	48	0.9271	0.9271	NUM
ajfti-4570	275	49	)	)	PUNCT
ajfti-4570	275	50	and	and	CCONJ
ajfti-4570	275	51	catboost	catboost	X
ajfti-4570	275	52	(	(	PUNCT
ajfti-4570	275	53	0.9167	0.9167	NUM
ajfti-4570	275	54	)	)	PUNCT
ajfti-4570	275	55	when	when	SCONJ
ajfti-4570	275	56	using	use	VERB
ajfti-4570	275	57	altman	altman	PROPN
ajfti-4570	275	58	z	z	PROPN
ajfti-4570	275	59	-	-	PUNCT
ajfti-4570	275	60	score	score	NOUN
ajfti-4570	275	61	as	as	ADP
ajfti-4570	275	62	target	target	NOUN
ajfti-4570	275	63	classification	classification	NOUN
ajfti-4570	275	64	.	.	PUNCT
ajfti-4570	276	1	the	the	DET
ajfti-4570	276	2	svm	svm	ADJ
ajfti-4570	276	3	model	model	NOUN
ajfti-4570	276	4	performs	perform	VERB
ajfti-4570	276	5	the	the	DET
ajfti-4570	276	6	worst	bad	ADJ
ajfti-4570	276	7	(	(	PUNCT
ajfti-4570	276	8	0.8333	0.8333	NUM
ajfti-4570	276	9	)	)	PUNCT
ajfti-4570	276	10	.	.	PUNCT
ajfti-4570	277	1	svm	svm	PROPN
ajfti-4570	277	2	performs	perform	VERB
ajfti-4570	277	3	the	the	DET
ajfti-4570	277	4	worst	bad	ADJ
ajfti-4570	277	5	across	across	ADP
ajfti-4570	277	6	all	all	DET
ajfti-4570	277	7	metrics	metric	NOUN
ajfti-4570	277	8	,	,	PUNCT
ajfti-4570	277	9	making	make	VERB
ajfti-4570	277	10	more	more	ADV
ajfti-4570	277	11	false	false	ADJ
ajfti-4570	277	12	positives	positive	NOUN
ajfti-4570	277	13	and	and	CCONJ
ajfti-4570	277	14	false	false	ADJ
ajfti-4570	277	15	negatives	negative	NOUN
ajfti-4570	277	16	,	,	PUNCT
ajfti-4570	277	17	and	and	CCONJ
ajfti-4570	277	18	having	have	VERB
ajfti-4570	277	19	the	the	DET
ajfti-4570	277	20	lowest	low	ADJ
ajfti-4570	277	21	roc	roc	NOUN
ajfti-4570	277	22	-	-	PUNCT
ajfti-4570	277	23	auc	auc	NOUN
ajfti-4570	277	24	score	score	NOUN
ajfti-4570	277	25	.	.	PUNCT
ajfti-4570	278	1	since	since	SCONJ
ajfti-4570	278	2	random	random	ADJ
ajfti-4570	278	3	forest	forest	NOUN
ajfti-4570	278	4	(	(	PUNCT
ajfti-4570	278	5	0.9926	0.9926	NUM
ajfti-4570	278	6	)	)	PUNCT
ajfti-4570	278	7	,	,	PUNCT
ajfti-4570	278	8	catboost	catboost	X
ajfti-4570	278	9	(	(	PUNCT
ajfti-4570	278	10	0.9908	0.9908	NUM
ajfti-4570	278	11	)	)	PUNCT
ajfti-4570	278	12	,	,	PUNCT
ajfti-4570	278	13	and	and	CCONJ
ajfti-4570	278	14	xgboost	xgboost	ADV
ajfti-4570	278	15	(	(	PUNCT
ajfti-4570	278	16	0.9881	0.9881	NUM
ajfti-4570	278	17	)	)	PUNCT
ajfti-4570	278	18	are	be	AUX
ajfti-4570	278	19	close	close	ADJ
ajfti-4570	278	20	to	to	ADP
ajfti-4570	278	21	1	1	NUM
ajfti-4570	278	22	in	in	ADP
ajfti-4570	278	23	roc	roc	NOUN
ajfti-4570	278	24	-	-	PUNCT
ajfti-4570	278	25	auc	auc	NOUN
ajfti-4570	278	26	score	score	NOUN
ajfti-4570	278	27	,	,	PUNCT
ajfti-4570	278	28	all	all	DET
ajfti-4570	278	29	three	three	NUM
ajfti-4570	278	30	models	model	NOUN
ajfti-4570	278	31	are	be	AUX
ajfti-4570	278	32	highly	highly	ADV
ajfti-4570	278	33	effective	effective	ADJ
ajfti-4570	278	34	in	in	ADP
ajfti-4570	278	35	distinguishing	distinguish	VERB
ajfti-4570	278	36	different	different	ADJ
ajfti-4570	278	37	classes	class	NOUN
ajfti-4570	278	38	.	.	PUNCT
ajfti-4570	279	1	to	to	PART
ajfti-4570	279	2	illustrate	illustrate	VERB
ajfti-4570	279	3	the	the	DET
ajfti-4570	279	4	detailed	detailed	ADJ
ajfti-4570	279	5	performance	performance	NOUN
ajfti-4570	279	6	of	of	ADP
ajfti-4570	279	7	the	the	DET
ajfti-4570	279	8	best	good	ADJ
ajfti-4570	279	9	method	method	NOUN
ajfti-4570	279	10	,	,	PUNCT
ajfti-4570	279	11	we	we	PRON
ajfti-4570	279	12	plot	plot	VERB
ajfti-4570	279	13	confusion	confusion	NOUN
ajfti-4570	279	14	matrix	matrix	NOUN
ajfti-4570	279	15	as	as	ADP
ajfti-4570	279	16	figure	figure	NOUN
ajfti-4570	279	17	3	3	NUM
ajfti-4570	279	18	.	.	PUNCT
ajfti-4570	280	1	it	it	PRON
ajfti-4570	280	2	shows	show	VERB
ajfti-4570	280	3	that	that	SCONJ
ajfti-4570	280	4	all	all	DET
ajfti-4570	280	5	models	model	NOUN
ajfti-4570	280	6	performed	perform	VERB
ajfti-4570	280	7	well	well	ADV
ajfti-4570	280	8	in	in	ADP
ajfti-4570	280	9	class	class	NOUN
ajfti-4570	280	10	2	2	NUM
ajfti-4570	280	11	,	,	PUNCT
ajfti-4570	280	12	with	with	ADP
ajfti-4570	280	13	60	60	NUM
ajfti-4570	280	14	correctly	correctly	ADV
ajfti-4570	280	15	classified	classified	ADJ
ajfti-4570	280	16	instances	instance	NOUN
ajfti-4570	280	17	.	.	PUNCT
ajfti-4570	281	1	catboost	catboost	PROPN
ajfti-4570	281	2	performed	perform	VERB
ajfti-4570	281	3	slightly	slightly	ADV
ajfti-4570	281	4	better	well	ADV
ajfti-4570	281	5	in	in	ADP
ajfti-4570	281	6	class	class	NOUN
ajfti-4570	281	7	0	0	PUNCT
ajfti-4570	282	1	but	but	CCONJ
ajfti-4570	282	2	worse	bad	ADJ
ajfti-4570	282	3	in	in	ADP
ajfti-4570	282	4	class	class	NOUN
ajfti-4570	282	5	1	1	NUM
ajfti-4570	282	6	compared	compare	VERB
ajfti-4570	282	7	to	to	ADP
ajfti-4570	282	8	xgboost	xgboost	PROPN
ajfti-4570	282	9	and	and	CCONJ
ajfti-4570	282	10	rf	rf	NOUN
ajfti-4570	282	11	.	.	NOUN
ajfti-4570	282	12	random	random	ADJ
ajfti-4570	282	13	forest	forest	NOUN
ajfti-4570	282	14	had	have	VERB
ajfti-4570	282	15	the	the	DET
ajfti-4570	282	16	best	good	ADJ
ajfti-4570	282	17	balance	balance	NOUN
ajfti-4570	282	18	for	for	ADP
ajfti-4570	282	19	class	class	NOUN
ajfti-4570	282	20	1	1	NUM
ajfti-4570	282	21	,	,	PUNCT
ajfti-4570	282	22	with	with	ADP
ajfti-4570	282	23	the	the	DET
ajfti-4570	282	24	highest	high	ADJ
ajfti-4570	282	25	correct	correct	ADJ
ajfti-4570	282	26	classifications	classification	NOUN
ajfti-4570	282	27	(	(	PUNCT
ajfti-4570	282	28	22	22	NUM
ajfti-4570	282	29	)	)	PUNCT
ajfti-4570	282	30	.	.	PUNCT
ajfti-4570	283	1	xgboost	xgboost	PROPN
ajfti-4570	284	1	and	and	CCONJ
ajfti-4570	284	2	rf	rf	PRON
ajfti-4570	284	3	had	have	VERB
ajfti-4570	284	4	similar	similar	ADJ
ajfti-4570	284	5	performance	performance	NOUN
ajfti-4570	284	6	,	,	PUNCT
ajfti-4570	284	7	but	but	CCONJ
ajfti-4570	284	8	rf	rf	PRON
ajfti-4570	284	9	had	have	VERB
ajfti-4570	284	10	fewer	few	ADJ
ajfti-4570	284	11	misclassifications	misclassification	NOUN
ajfti-4570	284	12	in	in	ADP
ajfti-4570	284	13	class	class	NOUN
ajfti-4570	284	14	1	1	NUM
ajfti-4570	284	15	.	.	PUNCT
ajfti-4570	285	1	svm	svm	PROPN
ajfti-4570	285	2	has	have	VERB
ajfti-4570	285	3	the	the	DET
ajfti-4570	285	4	worst	bad	ADJ
ajfti-4570	285	5	performance	performance	NOUN
ajfti-4570	285	6	among	among	ADP
ajfti-4570	285	7	investigated	investigate	VERB
ajfti-4570	285	8	models	model	NOUN
ajfti-4570	285	9	.	.	PUNCT
ajfti-4570	286	1	pa	pa	PROPN
ajfti-4570	286	2	ge	ge	PROPN
ajfti-4570	286	3	12	12	NUM
ajfti-4570	286	4	5	5	NUM
ajfti-4570	286	5	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-4570	286	6	am	be	AUX
ajfti-4570	286	7	.	.	PUNCT
ajfti-4570	287	1	j.	j.	PROPN
ajfti-4570	287	2	financ	financ	PROPN
ajfti-4570	287	3	.	.	PUNCT
ajfti-4570	288	1	technol	technol	PROPN
ajfti-4570	288	2	.	.	PUNCT
ajfti-4570	288	3	innov	innov	PROPN
ajfti-4570	288	4	.	.	PUNCT
ajfti-4570	289	1	3(1	3(1	NUM
ajfti-4570	289	2	)	)	PUNCT
ajfti-4570	289	3	115	115	NUM
ajfti-4570	289	4	-	-	SYM
ajfti-4570	289	5	127	127	NUM
ajfti-4570	289	6	,	,	PUNCT
ajfti-4570	289	7	2025	2025	NUM
ajfti-4570	289	8	random	random	ADJ
ajfti-4570	289	9	forest	forest	NOUN
ajfti-4570	289	10	excels	excel	NOUN
ajfti-4570	289	11	in	in	ADP
ajfti-4570	289	12	handling	handle	VERB
ajfti-4570	289	13	multiple	multiple	ADJ
ajfti-4570	289	14	classes	class	NOUN
ajfti-4570	289	15	effectively	effectively	ADV
ajfti-4570	289	16	by	by	ADP
ajfti-4570	289	17	constructing	construct	VERB
ajfti-4570	289	18	multiple	multiple	ADJ
ajfti-4570	289	19	decision	decision	NOUN
ajfti-4570	289	20	trees	tree	NOUN
ajfti-4570	289	21	and	and	CCONJ
ajfti-4570	289	22	aggregating	aggregate	VERB
ajfti-4570	289	23	their	their	PRON
ajfti-4570	289	24	predictions	prediction	NOUN
ajfti-4570	289	25	.	.	PUNCT
ajfti-4570	290	1	this	this	DET
ajfti-4570	290	2	approach	approach	NOUN
ajfti-4570	290	3	makes	make	VERB
ajfti-4570	290	4	the	the	DET
ajfti-4570	290	5	multiclass	multiclass	ADJ
ajfti-4570	290	6	decision	decision	NOUN
ajfti-4570	290	7	-	-	PUNCT
ajfti-4570	290	8	making	make	VERB
ajfti-4570	290	9	process	process	NOUN
ajfti-4570	290	10	straightforward	straightforward	ADJ
ajfti-4570	290	11	and	and	CCONJ
ajfti-4570	290	12	efficient	efficient	ADJ
ajfti-4570	290	13	.	.	PUNCT
ajfti-4570	291	1	one	one	NUM
ajfti-4570	291	2	of	of	ADP
ajfti-4570	291	3	the	the	DET
ajfti-4570	291	4	key	key	ADJ
ajfti-4570	291	5	strengths	strength	NOUN
ajfti-4570	291	6	of	of	ADP
ajfti-4570	291	7	random	random	ADJ
ajfti-4570	291	8	forest	forest	NOUN
ajfti-4570	291	9	is	be	AUX
ajfti-4570	291	10	its	its	PRON
ajfti-4570	291	11	resilience	resilience	NOUN
ajfti-4570	291	12	to	to	ADP
ajfti-4570	291	13	noisy	noisy	ADJ
ajfti-4570	291	14	data	datum	NOUN
ajfti-4570	291	15	.	.	PUNCT
ajfti-4570	292	1	compared	compare	VERB
ajfti-4570	292	2	to	to	ADP
ajfti-4570	292	3	other	other	ADJ
ajfti-4570	292	4	models	model	NOUN
ajfti-4570	292	5	like	like	ADP
ajfti-4570	292	6	xgboost	xgboost	NOUN
ajfti-4570	292	7	,	,	PUNCT
ajfti-4570	292	8	catboost	catboost	ADJ
ajfti-4570	292	9	,	,	PUNCT
ajfti-4570	292	10	and	and	CCONJ
ajfti-4570	292	11	svm	svm	ADJ
ajfti-4570	292	12	,	,	PUNCT
ajfti-4570	292	13	random	random	ADJ
ajfti-4570	292	14	forest	forest	NOUN
ajfti-4570	292	15	is	be	AUX
ajfti-4570	292	16	better	well	ADV
ajfti-4570	292	17	equipped	equip	VERB
ajfti-4570	292	18	to	to	PART
ajfti-4570	292	19	manage	manage	VERB
ajfti-4570	292	20	noisy	noisy	ADJ
ajfti-4570	292	21	datasets	dataset	NOUN
ajfti-4570	292	22	.	.	PUNCT
ajfti-4570	293	1	by	by	ADP
ajfti-4570	293	2	combining	combine	VERB
ajfti-4570	293	3	the	the	DET
ajfti-4570	293	4	results	result	NOUN
ajfti-4570	293	5	of	of	ADP
ajfti-4570	293	6	several	several	ADJ
ajfti-4570	293	7	trees	tree	NOUN
ajfti-4570	293	8	,	,	PUNCT
ajfti-4570	293	9	it	it	PRON
ajfti-4570	293	10	minimizes	minimize	VERB
ajfti-4570	293	11	the	the	DET
ajfti-4570	293	12	impact	impact	NOUN
ajfti-4570	293	13	of	of	ADP
ajfti-4570	293	14	individual	individual	ADJ
ajfti-4570	293	15	errors	error	NOUN
ajfti-4570	293	16	or	or	CCONJ
ajfti-4570	293	17	outliers	outlier	NOUN
ajfti-4570	293	18	,	,	PUNCT
ajfti-4570	293	19	leading	lead	VERB
ajfti-4570	293	20	to	to	ADP
ajfti-4570	293	21	a	a	DET
ajfti-4570	293	22	more	more	ADV
ajfti-4570	293	23	stable	stable	ADJ
ajfti-4570	293	24	and	and	CCONJ
ajfti-4570	293	25	reliable	reliable	ADJ
ajfti-4570	293	26	model	model	NOUN
ajfti-4570	293	27	,	,	PUNCT
ajfti-4570	293	28	particularly	particularly	ADV
ajfti-4570	293	29	in	in	ADP
ajfti-4570	293	30	real	real	ADJ
ajfti-4570	293	31	-	-	PUNCT
ajfti-4570	293	32	world	world	NOUN
ajfti-4570	293	33	scenarios	scenario	NOUN
ajfti-4570	293	34	such	such	ADJ
ajfti-4570	293	35	as	as	ADP
ajfti-4570	293	36	financial	financial	ADJ
ajfti-4570	293	37	data	datum	NOUN
ajfti-4570	293	38	,	,	PUNCT
ajfti-4570	293	39	where	where	SCONJ
ajfti-4570	293	40	noise	noise	NOUN
ajfti-4570	293	41	and	and	CCONJ
ajfti-4570	293	42	outliers	outlier	NOUN
ajfti-4570	293	43	are	be	AUX
ajfti-4570	293	44	common	common	ADJ
ajfti-4570	293	45	.	.	PUNCT
ajfti-4570	294	1	the	the	DET
ajfti-4570	294	2	best	good	ADJ
ajfti-4570	294	3	performance	performance	NOUN
ajfti-4570	294	4	with	with	ADP
ajfti-4570	294	5	99.26	99.26	NUM
ajfti-4570	294	6	%	%	NOUN
ajfti-4570	294	7	at	at	ADP
ajfti-4570	294	8	roc	roc	NOUN
ajfti-4570	294	9	-	-	PUNCT
ajfti-4570	294	10	auc	auc	NOUN
ajfti-4570	294	11	value	value	NOUN
ajfti-4570	294	12	achieves	achieve	VERB
ajfti-4570	294	13	from	from	ADP
ajfti-4570	294	14	models	model	NOUN
ajfti-4570	294	15	using	use	VERB
ajfti-4570	294	16	ems	ems	PROPN
ajfti-4570	294	17	score	score	NOUN
ajfti-4570	294	18	as	as	SCONJ
ajfti-4570	294	19	the	the	DET
ajfti-4570	294	20	target	target	NOUN
ajfti-4570	294	21	variable	variable	NOUN
ajfti-4570	294	22	to	to	PART
ajfti-4570	294	23	predict	predict	VERB
ajfti-4570	294	24	.	.	PUNCT
ajfti-4570	295	1	this	this	PRON
ajfti-4570	295	2	implies	imply	VERB
ajfti-4570	295	3	that	that	SCONJ
ajfti-4570	295	4	the	the	DET
ajfti-4570	295	5	vietnamese	vietnamese	ADJ
ajfti-4570	295	6	stock	stock	NOUN
ajfti-4570	295	7	market	market	NOUN
ajfti-4570	295	8	can	can	AUX
ajfti-4570	295	9	be	be	AUX
ajfti-4570	295	10	explained	explain	VERB
ajfti-4570	295	11	by	by	ADP
ajfti-4570	295	12	ems	ems	PROPN
ajfti-4570	295	13	score	score	NOUN
ajfti-4570	295	14	.	.	PUNCT
ajfti-4570	296	1	the	the	DET
ajfti-4570	296	2	emerging	emerge	VERB
ajfti-4570	296	3	market	market	NOUN
ajfti-4570	296	4	score	score	NOUN
ajfti-4570	296	5	is	be	AUX
ajfti-4570	296	6	a	a	DET
ajfti-4570	296	7	composite	composite	ADJ
ajfti-4570	296	8	measure	measure	NOUN
ajfti-4570	296	9	that	that	PRON
ajfti-4570	296	10	accounts	account	VERB
ajfti-4570	296	11	for	for	ADP
ajfti-4570	296	12	various	various	ADJ
ajfti-4570	296	13	economic	economic	ADJ
ajfti-4570	296	14	and	and	CCONJ
ajfti-4570	296	15	financial	financial	ADJ
ajfti-4570	296	16	factors	factor	NOUN
ajfti-4570	296	17	specific	specific	ADJ
ajfti-4570	296	18	to	to	ADP
ajfti-4570	296	19	emerging	emerge	VERB
ajfti-4570	296	20	markets	market	NOUN
ajfti-4570	296	21	.	.	PUNCT
ajfti-4570	297	1	in	in	ADP
ajfti-4570	297	2	the	the	DET
ajfti-4570	297	3	case	case	NOUN
ajfti-4570	297	4	of	of	ADP
ajfti-4570	297	5	vietnam	vietnam	PROPN
ajfti-4570	297	6	,	,	PUNCT
ajfti-4570	297	7	which	which	PRON
ajfti-4570	297	8	is	be	AUX
ajfti-4570	297	9	considered	consider	VERB
ajfti-4570	297	10	an	an	DET
ajfti-4570	297	11	emerging	emerge	VERB
ajfti-4570	297	12	market	market	NOUN
ajfti-4570	297	13	,	,	PUNCT
ajfti-4570	297	14	the	the	DET
ajfti-4570	297	15	ems	ems	PROPN
ajfti-4570	297	16	score	score	NOUN
ajfti-4570	297	17	captures	capture	VERB
ajfti-4570	297	18	key	key	ADJ
ajfti-4570	297	19	macroeconomic	macroeconomic	ADJ
ajfti-4570	297	20	indicators	indicator	NOUN
ajfti-4570	297	21	,	,	PUNCT
ajfti-4570	297	22	financial	financial	ADJ
ajfti-4570	297	23	health	health	NOUN
ajfti-4570	297	24	,	,	PUNCT
ajfti-4570	297	25	and	and	CCONJ
ajfti-4570	297	26	market	market	NOUN
ajfti-4570	297	27	performance	performance	NOUN
ajfti-4570	297	28	indicators	indicator	NOUN
ajfti-4570	297	29	that	that	PRON
ajfti-4570	297	30	are	be	AUX
ajfti-4570	297	31	critical	critical	ADJ
ajfti-4570	297	32	in	in	ADP
ajfti-4570	297	33	understanding	understand	VERB
ajfti-4570	297	34	the	the	DET
ajfti-4570	297	35	stability	stability	NOUN
ajfti-4570	297	36	and	and	CCONJ
ajfti-4570	297	37	risk	risk	NOUN
ajfti-4570	297	38	of	of	ADP
ajfti-4570	297	39	companies	company	NOUN
ajfti-4570	297	40	within	within	ADP
ajfti-4570	297	41	that	that	DET
ajfti-4570	297	42	market	market	NOUN
ajfti-4570	297	43	.	.	PUNCT
ajfti-4570	298	1	given	give	VERB
ajfti-4570	298	2	the	the	DET
ajfti-4570	298	3	unique	unique	ADJ
ajfti-4570	298	4	economic	economic	ADJ
ajfti-4570	298	5	conditions	condition	NOUN
ajfti-4570	298	6	,	,	PUNCT
ajfti-4570	298	7	volatility	volatility	NOUN
ajfti-4570	298	8	,	,	PUNCT
ajfti-4570	298	9	and	and	CCONJ
ajfti-4570	298	10	risks	risk	NOUN
ajfti-4570	298	11	associated	associate	VERB
ajfti-4570	298	12	with	with	ADP
ajfti-4570	298	13	emerging	emerge	VERB
ajfti-4570	298	14	markets	market	NOUN
ajfti-4570	298	15	like	like	ADP
ajfti-4570	298	16	vietnam	vietnam	PROPN
ajfti-4570	298	17	,	,	PUNCT
ajfti-4570	298	18	the	the	DET
ajfti-4570	298	19	ems	ems	PROPN
ajfti-4570	298	20	score	score	NOUN
ajfti-4570	298	21	serves	serve	VERB
ajfti-4570	298	22	as	as	ADP
ajfti-4570	298	23	an	an	DET
ajfti-4570	298	24	effective	effective	ADJ
ajfti-4570	298	25	predictor	predictor	NOUN
ajfti-4570	298	26	of	of	ADP
ajfti-4570	298	27	financial	financial	ADJ
ajfti-4570	298	28	distress	distress	NOUN
ajfti-4570	298	29	and	and	CCONJ
ajfti-4570	298	30	stability	stability	NOUN
ajfti-4570	298	31	for	for	ADP
ajfti-4570	298	32	companies	company	NOUN
ajfti-4570	298	33	listed	list	VERB
ajfti-4570	298	34	in	in	ADP
ajfti-4570	298	35	such	such	ADJ
ajfti-4570	298	36	markets	market	NOUN
ajfti-4570	298	37	.	.	PUNCT
ajfti-4570	299	1	by	by	ADP
ajfti-4570	299	2	using	use	VERB
ajfti-4570	299	3	this	this	DET
ajfti-4570	299	4	score	score	NOUN
ajfti-4570	299	5	as	as	ADP
ajfti-4570	299	6	the	the	DET
ajfti-4570	299	7	target	target	NOUN
ajfti-4570	299	8	variable	variable	NOUN
ajfti-4570	299	9	in	in	ADP
ajfti-4570	299	10	the	the	DET
ajfti-4570	299	11	model	model	NOUN
ajfti-4570	299	12	,	,	PUNCT
ajfti-4570	299	13	the	the	DET
ajfti-4570	299	14	machine	machine	NOUN
ajfti-4570	299	15	learning	learn	VERB
ajfti-4570	299	16	algorithms	algorithm	NOUN
ajfti-4570	299	17	can	can	AUX
ajfti-4570	299	18	leverage	leverage	VERB
ajfti-4570	299	19	the	the	DET
ajfti-4570	299	20	specific	specific	ADJ
ajfti-4570	299	21	characteristics	characteristic	NOUN
ajfti-4570	299	22	and	and	CCONJ
ajfti-4570	299	23	risk	risk	NOUN
ajfti-4570	299	24	factors	factor	NOUN
ajfti-4570	299	25	of	of	ADP
ajfti-4570	299	26	the	the	DET
ajfti-4570	299	27	vietnamese	vietnamese	ADJ
ajfti-4570	299	28	market	market	NOUN
ajfti-4570	299	29	,	,	PUNCT
ajfti-4570	299	30	leading	lead	VERB
ajfti-4570	299	31	to	to	ADP
ajfti-4570	299	32	higher	high	ADJ
ajfti-4570	299	33	prediction	prediction	NOUN
ajfti-4570	299	34	accuracy	accuracy	NOUN
ajfti-4570	299	35	.	.	PUNCT
ajfti-4570	300	1	the	the	DET
ajfti-4570	300	2	roc	roc	NOUN
ajfti-4570	300	3	-	-	PUNCT
ajfti-4570	300	4	auc	auc	NOUN
ajfti-4570	300	5	score	score	NOUN
ajfti-4570	300	6	of	of	ADP
ajfti-4570	300	7	99.26	99.26	NUM
ajfti-4570	300	8	%	%	NOUN
ajfti-4570	300	9	indicates	indicate	VERB
ajfti-4570	300	10	that	that	SCONJ
ajfti-4570	300	11	the	the	DET
ajfti-4570	300	12	ems	ems	PROPN
ajfti-4570	300	13	score	score	NOUN
ajfti-4570	300	14	is	be	AUX
ajfti-4570	300	15	highly	highly	ADV
ajfti-4570	300	16	informative	informative	ADJ
ajfti-4570	300	17	and	and	CCONJ
ajfti-4570	300	18	predictive	predictive	ADJ
ajfti-4570	300	19	in	in	ADP
ajfti-4570	300	20	this	this	DET
ajfti-4570	300	21	context	context	NOUN
ajfti-4570	300	22	.	.	PUNCT
ajfti-4570	301	1	conclusion	conclusion	NOUN
ajfti-4570	301	2	in	in	ADP
ajfti-4570	301	3	this	this	DET
ajfti-4570	301	4	study	study	NOUN
ajfti-4570	301	5	,	,	PUNCT
ajfti-4570	301	6	we	we	PRON
ajfti-4570	301	7	aimed	aim	VERB
ajfti-4570	301	8	to	to	PART
ajfti-4570	301	9	predict	predict	VERB
ajfti-4570	301	10	the	the	DET
ajfti-4570	301	11	financial	financial	ADJ
ajfti-4570	301	12	health	health	NOUN
ajfti-4570	301	13	of	of	ADP
ajfti-4570	301	14	listed	list	VERB
ajfti-4570	301	15	companies	company	NOUN
ajfti-4570	301	16	in	in	ADP
ajfti-4570	301	17	vietnam	vietnam	PROPN
ajfti-4570	301	18	using	use	VERB
ajfti-4570	301	19	a	a	DET
ajfti-4570	301	20	combination	combination	NOUN
ajfti-4570	301	21	of	of	ADP
ajfti-4570	301	22	financial	financial	ADJ
ajfti-4570	301	23	ratios	ratio	NOUN
ajfti-4570	301	24	and	and	CCONJ
ajfti-4570	301	25	advanced	advanced	ADJ
ajfti-4570	301	26	machine	machine	NOUN
ajfti-4570	301	27	learning	learn	VERB
ajfti-4570	301	28	techniques	technique	NOUN
ajfti-4570	301	29	.	.	PUNCT
ajfti-4570	302	1	by	by	ADP
ajfti-4570	302	2	leveraging	leverage	VERB
ajfti-4570	302	3	methods	method	NOUN
ajfti-4570	302	4	such	such	ADJ
ajfti-4570	302	5	as	as	ADP
ajfti-4570	302	6	distance	distance	NOUN
ajfti-4570	302	7	to	to	AUX
ajfti-4570	302	8	default	default	NOUN
ajfti-4570	302	9	(	(	PUNCT
ajfti-4570	302	10	dd	dd	NOUN
ajfti-4570	302	11	)	)	PUNCT
ajfti-4570	302	12	,	,	PUNCT
ajfti-4570	302	13	emerging	emerge	VERB
ajfti-4570	302	14	market	market	NOUN
ajfti-4570	302	15	score	score	NOUN
ajfti-4570	302	16	(	(	PUNCT
ajfti-4570	302	17	ems	ems	PROPN
ajfti-4570	302	18	)	)	PUNCT
ajfti-4570	302	19	,	,	PUNCT
ajfti-4570	302	20	and	and	CCONJ
ajfti-4570	302	21	altman	altman	PROPN
ajfti-4570	302	22	z	z	PROPN
ajfti-4570	302	23	-	-	PUNCT
ajfti-4570	302	24	score	score	NOUN
ajfti-4570	302	25	,	,	PUNCT
ajfti-4570	302	26	we	we	PRON
ajfti-4570	302	27	developed	develop	VERB
ajfti-4570	302	28	models	model	NOUN
ajfti-4570	302	29	capable	capable	ADJ
ajfti-4570	302	30	of	of	ADP
ajfti-4570	302	31	assessing	assess	VERB
ajfti-4570	302	32	the	the	DET
ajfti-4570	302	33	financial	financial	ADJ
ajfti-4570	302	34	status	status	NOUN
ajfti-4570	302	35	of	of	ADP
ajfti-4570	302	36	companies	company	NOUN
ajfti-4570	302	37	.	.	PUNCT
ajfti-4570	303	1	among	among	ADP
ajfti-4570	303	2	the	the	DET
ajfti-4570	303	3	machine	machine	NOUN
ajfti-4570	303	4	learning	learning	NOUN
ajfti-4570	303	5	figure	figure	NOUN
ajfti-4570	303	6	3	3	NUM
ajfti-4570	303	7	:	:	PUNCT
ajfti-4570	303	8	confusion	confusion	NOUN
ajfti-4570	303	9	matrix	matrix	NOUN
ajfti-4570	303	10	of	of	ADP
ajfti-4570	303	11	predictive	predictive	ADJ
ajfti-4570	303	12	model	model	NOUN
ajfti-4570	303	13	performance	performance	NOUN
ajfti-4570	303	14	when	when	SCONJ
ajfti-4570	303	15	using	use	VERB
ajfti-4570	303	16	ems	ems	PROPN
ajfti-4570	303	17	scores	score	NOUN
ajfti-4570	303	18	pa	pa	PROPN
ajfti-4570	303	19	ge	ge	PROPN
ajfti-4570	303	20	12	12	NUM
ajfti-4570	303	21	6	6	NUM
ajfti-4570	303	22	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-4570	303	23	am	be	AUX
ajfti-4570	303	24	.	.	PUNCT
ajfti-4570	303	25	j.	j.	PROPN
ajfti-4570	303	26	financ	financ	PROPN
ajfti-4570	303	27	.	.	PUNCT
ajfti-4570	304	1	technol	technol	PROPN
ajfti-4570	304	2	.	.	PUNCT
ajfti-4570	304	3	innov	innov	PROPN
ajfti-4570	304	4	.	.	PUNCT
ajfti-4570	305	1	3(1	3(1	NUM
ajfti-4570	305	2	)	)	PUNCT
ajfti-4570	305	3	115	115	NUM
ajfti-4570	305	4	-	-	SYM
ajfti-4570	305	5	127	127	NUM
ajfti-4570	305	6	,	,	PUNCT
ajfti-4570	305	7	2025	2025	NUM
ajfti-4570	305	8	algorithms	algorithm	NOUN
ajfti-4570	305	9	tested	test	VERB
ajfti-4570	305	10	,	,	PUNCT
ajfti-4570	305	11	random	random	ADJ
ajfti-4570	305	12	forest	forest	NOUN
ajfti-4570	305	13	demonstrated	demonstrate	VERB
ajfti-4570	305	14	superior	superior	ADJ
ajfti-4570	305	15	performance	performance	NOUN
ajfti-4570	305	16	,	,	PUNCT
ajfti-4570	305	17	achieving	achieve	VERB
ajfti-4570	305	18	an	an	DET
ajfti-4570	305	19	impressive	impressive	ADJ
ajfti-4570	305	20	roc	roc	NOUN
ajfti-4570	305	21	-	-	PUNCT
ajfti-4570	305	22	auc	auc	NOUN
ajfti-4570	305	23	score	score	NOUN
ajfti-4570	305	24	of	of	ADP
ajfti-4570	305	25	99.26	99.26	NUM
ajfti-4570	305	26	%	%	NOUN
ajfti-4570	305	27	.	.	PUNCT
ajfti-4570	306	1	the	the	DET
ajfti-4570	306	2	ems	ems	PROPN
ajfti-4570	306	3	score	score	NOUN
ajfti-4570	306	4	,	,	PUNCT
ajfti-4570	306	5	when	when	SCONJ
ajfti-4570	306	6	combined	combine	VERB
ajfti-4570	306	7	with	with	ADP
ajfti-4570	306	8	machine	machine	NOUN
ajfti-4570	306	9	learning	learning	NOUN
ajfti-4570	306	10	models	model	NOUN
ajfti-4570	306	11	,	,	PUNCT
ajfti-4570	306	12	proved	prove	VERB
ajfti-4570	306	13	to	to	PART
ajfti-4570	306	14	be	be	AUX
ajfti-4570	306	15	an	an	DET
ajfti-4570	306	16	effective	effective	ADJ
ajfti-4570	306	17	predictor	predictor	NOUN
ajfti-4570	306	18	of	of	ADP
ajfti-4570	306	19	financial	financial	ADJ
ajfti-4570	306	20	distress	distress	NOUN
ajfti-4570	306	21	,	,	PUNCT
ajfti-4570	306	22	outperforming	outperform	VERB
ajfti-4570	306	23	traditional	traditional	ADJ
ajfti-4570	306	24	methods	method	NOUN
ajfti-4570	306	25	and	and	CCONJ
ajfti-4570	306	26	highlighting	highlight	VERB
ajfti-4570	306	27	the	the	DET
ajfti-4570	306	28	potential	potential	NOUN
ajfti-4570	306	29	for	for	ADP
ajfti-4570	306	30	applying	apply	VERB
ajfti-4570	306	31	machine	machine	NOUN
ajfti-4570	306	32	learning	learning	NOUN
ajfti-4570	306	33	in	in	ADP
ajfti-4570	306	34	the	the	DET
ajfti-4570	306	35	context	context	NOUN
ajfti-4570	306	36	of	of	ADP
ajfti-4570	306	37	financial	financial	ADJ
ajfti-4570	306	38	health	health	NOUN
ajfti-4570	306	39	prediction	prediction	NOUN
ajfti-4570	306	40	.	.	PUNCT
ajfti-4570	307	1	our	our	PRON
ajfti-4570	307	2	study	study	NOUN
ajfti-4570	307	3	also	also	ADV
ajfti-4570	307	4	emphasized	emphasize	VERB
ajfti-4570	307	5	the	the	DET
ajfti-4570	307	6	importance	importance	NOUN
ajfti-4570	307	7	of	of	ADP
ajfti-4570	307	8	data	datum	NOUN
ajfti-4570	307	9	balancing	balance	VERB
ajfti-4570	307	10	techniques	technique	NOUN
ajfti-4570	307	11	,	,	PUNCT
ajfti-4570	307	12	specifically	specifically	ADV
ajfti-4570	307	13	the	the	DET
ajfti-4570	307	14	adaptive	adaptive	ADJ
ajfti-4570	307	15	synthetic	synthetic	NOUN
ajfti-4570	307	16	sampling	sampling	NOUN
ajfti-4570	307	17	(	(	PUNCT
ajfti-4570	307	18	adasyn	adasyn	NOUN
ajfti-4570	307	19	)	)	PUNCT
ajfti-4570	307	20	method	method	NOUN
ajfti-4570	307	21	,	,	PUNCT
ajfti-4570	307	22	which	which	PRON
ajfti-4570	307	23	significantly	significantly	ADV
ajfti-4570	307	24	enhanced	enhance	VERB
ajfti-4570	307	25	the	the	DET
ajfti-4570	307	26	performance	performance	NOUN
ajfti-4570	307	27	of	of	ADP
ajfti-4570	307	28	the	the	DET
ajfti-4570	307	29	models	model	NOUN
ajfti-4570	307	30	in	in	ADP
ajfti-4570	307	31	predicting	predict	VERB
ajfti-4570	307	32	financial	financial	ADJ
ajfti-4570	307	33	distress	distress	NOUN
ajfti-4570	307	34	.	.	PUNCT
ajfti-4570	308	1	this	this	PRON
ajfti-4570	308	2	underscores	underscore	VERB
ajfti-4570	308	3	the	the	DET
ajfti-4570	308	4	critical	critical	ADJ
ajfti-4570	308	5	role	role	NOUN
ajfti-4570	308	6	of	of	ADP
ajfti-4570	308	7	data	datum	NOUN
ajfti-4570	308	8	preprocessing	preprocesse	VERB
ajfti-4570	308	9	in	in	ADP
ajfti-4570	308	10	improving	improve	VERB
ajfti-4570	308	11	model	model	NOUN
ajfti-4570	308	12	accuracy	accuracy	NOUN
ajfti-4570	308	13	,	,	PUNCT
ajfti-4570	308	14	especially	especially	ADV
ajfti-4570	308	15	in	in	ADP
ajfti-4570	308	16	cases	case	NOUN
ajfti-4570	308	17	involving	involve	VERB
ajfti-4570	308	18	imbalanced	imbalanced	ADJ
ajfti-4570	308	19	datasets	dataset	NOUN
ajfti-4570	308	20	common	common	ADJ
ajfti-4570	308	21	in	in	ADP
ajfti-4570	308	22	financial	financial	ADJ
ajfti-4570	308	23	markets	market	NOUN
ajfti-4570	308	24	.	.	PUNCT
ajfti-4570	309	1	while	while	SCONJ
ajfti-4570	309	2	random	random	ADJ
ajfti-4570	309	3	forest	forest	NOUN
ajfti-4570	309	4	excelled	excel	VERB
ajfti-4570	309	5	in	in	ADP
ajfti-4570	309	6	this	this	DET
ajfti-4570	309	7	study	study	NOUN
ajfti-4570	309	8	due	due	ADP
ajfti-4570	309	9	to	to	ADP
ajfti-4570	309	10	its	its	PRON
ajfti-4570	309	11	resistance	resistance	NOUN
ajfti-4570	309	12	to	to	ADP
ajfti-4570	309	13	noise	noise	NOUN
ajfti-4570	309	14	and	and	CCONJ
ajfti-4570	309	15	ability	ability	NOUN
ajfti-4570	309	16	to	to	PART
ajfti-4570	309	17	handle	handle	VERB
ajfti-4570	309	18	multiclass	multiclass	ADJ
ajfti-4570	309	19	classification	classification	NOUN
ajfti-4570	309	20	,	,	PUNCT
ajfti-4570	309	21	xgboost	xgboost	ADV
ajfti-4570	309	22	and	and	CCONJ
ajfti-4570	309	23	catboost	catboost	PROPN
ajfti-4570	309	24	remain	remain	VERB
ajfti-4570	309	25	powerful	powerful	ADJ
ajfti-4570	309	26	alternatives	alternative	NOUN
ajfti-4570	309	27	.	.	PUNCT
ajfti-4570	310	1	the	the	DET
ajfti-4570	310	2	integration	integration	NOUN
ajfti-4570	310	3	of	of	ADP
ajfti-4570	310	4	the	the	DET
ajfti-4570	310	5	ems	ems	PROPN
ajfti-4570	310	6	score	score	NOUN
ajfti-4570	310	7	demonstrated	demonstrate	VERB
ajfti-4570	310	8	its	its	PRON
ajfti-4570	310	9	value	value	NOUN
ajfti-4570	310	10	in	in	ADP
ajfti-4570	310	11	financial	financial	ADJ
ajfti-4570	310	12	distress	distress	NOUN
ajfti-4570	310	13	prediction	prediction	NOUN
ajfti-4570	310	14	,	,	PUNCT
ajfti-4570	310	15	especially	especially	ADV
ajfti-4570	310	16	in	in	ADP
ajfti-4570	310	17	emerging	emerge	VERB
ajfti-4570	310	18	markets	market	NOUN
ajfti-4570	310	19	like	like	ADP
ajfti-4570	310	20	vietnam	vietnam	PROPN
ajfti-4570	310	21	.	.	PUNCT
ajfti-4570	311	1	future	future	ADJ
ajfti-4570	311	2	research	research	NOUN
ajfti-4570	311	3	could	could	AUX
ajfti-4570	311	4	explore	explore	VERB
ajfti-4570	311	5	expanding	expand	VERB
ajfti-4570	311	6	these	these	DET
ajfti-4570	311	7	models	model	NOUN
ajfti-4570	311	8	to	to	ADP
ajfti-4570	311	9	other	other	ADJ
ajfti-4570	311	10	markets	market	NOUN
ajfti-4570	311	11	or	or	CCONJ
ajfti-4570	311	12	incorporating	incorporate	VERB
ajfti-4570	311	13	additional	additional	ADJ
ajfti-4570	311	14	economic	economic	ADJ
ajfti-4570	311	15	indicators	indicator	NOUN
ajfti-4570	311	16	to	to	PART
ajfti-4570	311	17	improve	improve	VERB
ajfti-4570	311	18	predictions	prediction	NOUN
ajfti-4570	311	19	.	.	PUNCT
ajfti-4570	312	1	this	this	DET
ajfti-4570	312	2	study	study	NOUN
ajfti-4570	312	3	provides	provide	VERB
ajfti-4570	312	4	valuable	valuable	ADJ
ajfti-4570	312	5	insights	insight	NOUN
ajfti-4570	312	6	for	for	ADP
ajfti-4570	312	7	financial	financial	ADJ
ajfti-4570	312	8	analysts	analyst	NOUN
ajfti-4570	312	9	and	and	CCONJ
ajfti-4570	312	10	policymakers	policymaker	NOUN
ajfti-4570	312	11	in	in	ADP
ajfti-4570	312	12	assessing	assess	VERB
ajfti-4570	312	13	corporate	corporate	ADJ
ajfti-4570	312	14	health	health	NOUN
ajfti-4570	312	15	with	with	ADP
ajfti-4570	312	16	higher	high	ADJ
ajfti-4570	312	17	accuracy	accuracy	NOUN
ajfti-4570	312	18	.	.	PUNCT
ajfti-4570	313	1	references	reference	NOUN
ajfti-4570	313	2	alibrahim	alibrahim	PROPN
ajfti-4570	313	3	,	,	PUNCT
ajfti-4570	313	4	h.	h.	PROPN
ajfti-4570	313	5	,	,	PUNCT
ajfti-4570	313	6	&	&	CCONJ
ajfti-4570	313	7	ludwig	ludwig	PROPN
ajfti-4570	313	8	,	,	PUNCT
ajfti-4570	313	9	s.	s.	PROPN
ajfti-4570	313	10	a.	a.	PROPN
ajfti-4570	313	11	(	(	PUNCT
ajfti-4570	313	12	2021	2021	NUM
ajfti-4570	313	13	,	,	PUNCT
ajfti-4570	313	14	28	28	NUM
ajfti-4570	313	15	june-1	june-1	NUM
ajfti-4570	313	16	july	july	NOUN
ajfti-4570	313	17	2021	2021	NUM
ajfti-4570	313	18	)	)	PUNCT
ajfti-4570	313	19	.	.	PUNCT
ajfti-4570	314	1	hyperparameter	hyperparameter	NOUN
ajfti-4570	314	2	optimization	optimization	NOUN
ajfti-4570	314	3	:	:	PUNCT
ajfti-4570	314	4	comparing	compare	VERB
ajfti-4570	314	5	genetic	genetic	ADJ
ajfti-4570	314	6	algorithm	algorithm	NOUN
ajfti-4570	314	7	against	against	ADP
ajfti-4570	314	8	grid	grid	NOUN
ajfti-4570	314	9	search	search	NOUN
ajfti-4570	314	10	and	and	CCONJ
ajfti-4570	314	11	bayesian	bayesian	NOUN
ajfti-4570	314	12	optimization	optimization	NOUN
ajfti-4570	314	13	.	.	PUNCT
ajfti-4570	315	1	2021	2021	NUM
ajfti-4570	315	2	ieee	ieee	PROPN
ajfti-4570	315	3	congress	congress	PROPN
ajfti-4570	315	4	on	on	ADP
ajfti-4570	315	5	evolutionary	evolutionary	ADJ
ajfti-4570	315	6	computation	computation	NOUN
ajfti-4570	315	7	(	(	PUNCT
ajfti-4570	315	8	cec	cec	PROPN
ajfti-4570	315	9	)	)	PUNCT
ajfti-4570	315	10	,	,	PUNCT
ajfti-4570	315	11	pp	pp	PROPN
ajfti-4570	315	12	.	.	PUNCT
ajfti-4570	315	13	1551	1551	NUM
ajfti-4570	315	14	-	-	SYM
ajfti-4570	315	15	1559	1559	NUM
ajfti-4570	315	16	.	.	PUNCT
ajfti-4570	316	1	ieee	ieee	PROPN
ajfti-4570	316	2	altman	altman	PROPN
ajfti-4570	316	3	,	,	PUNCT
ajfti-4570	316	4	e.	e.	PROPN
ajfti-4570	316	5	i.	i.	PROPN
ajfti-4570	316	6	(	(	PUNCT
ajfti-4570	316	7	1968	1968	NUM
ajfti-4570	316	8	)	)	PUNCT
ajfti-4570	316	9	.	.	PUNCT
ajfti-4570	317	1	financial	financial	ADJ
ajfti-4570	317	2	ratios	ratio	NOUN
ajfti-4570	317	3	,	,	PUNCT
ajfti-4570	317	4	discriminant	discriminant	ADJ
ajfti-4570	317	5	analysis	analysis	NOUN
ajfti-4570	317	6	and	and	CCONJ
ajfti-4570	317	7	the	the	DET
ajfti-4570	317	8	prediction	prediction	NOUN
ajfti-4570	317	9	of	of	ADP
ajfti-4570	317	10	corporate	corporate	ADJ
ajfti-4570	317	11	bankruptcy	bankruptcy	NOUN
ajfti-4570	317	12	.	.	PUNCT
ajfti-4570	318	1	the	the	DET
ajfti-4570	318	2	journal	journal	PROPN
ajfti-4570	318	3	of	of	ADP
ajfti-4570	318	4	finance	finance	NOUN
ajfti-4570	318	5	,	,	PUNCT
ajfti-4570	318	6	23(4	23(4	NOUN
ajfti-4570	318	7	)	)	PUNCT
ajfti-4570	318	8	,	,	PUNCT
ajfti-4570	318	9	589	589	NUM
ajfti-4570	318	10	-	-	SYM
ajfti-4570	318	11	609	609	NUM
ajfti-4570	318	12	.	.	PUNCT
ajfti-4570	319	1	https://doi	https://doi	X
ajfti-4570	319	2	.	.	PUNCT
ajfti-4570	319	3	org/10.1111	org/10.1111	PROPN
ajfti-4570	319	4	/	/	SYM
ajfti-4570	319	5	j.1540	j.1540	PROPN
ajfti-4570	319	6	-	-	PUNCT
ajfti-4570	319	7	6261.1968.tb00843.x	6261.1968.tb00843.x	NUM
ajfti-4570	319	8	altman	altman	PROPN
ajfti-4570	319	9	,	,	PUNCT
ajfti-4570	319	10	e.	e.	PROPN
ajfti-4570	319	11	i.	i.	PROPN
ajfti-4570	319	12	(	(	PUNCT
ajfti-4570	319	13	1983	1983	NUM
ajfti-4570	319	14	)	)	PUNCT
ajfti-4570	319	15	.	.	PUNCT
ajfti-4570	320	1	corporate	corporate	ADJ
ajfti-4570	320	2	financial	financial	ADJ
ajfti-4570	320	3	distress	distress	NOUN
ajfti-4570	320	4	:	:	PUNCT
ajfti-4570	320	5	a	a	DET
ajfti-4570	320	6	complete	complete	ADJ
ajfti-4570	320	7	guide	guide	NOUN
ajfti-4570	320	8	to	to	ADP
ajfti-4570	320	9	predicting	predict	VERB
ajfti-4570	320	10	,	,	PUNCT
ajfti-4570	320	11	avoiding	avoid	VERB
ajfti-4570	320	12	,	,	PUNCT
ajfti-4570	320	13	and	and	CCONJ
ajfti-4570	320	14	dealing	deal	VERB
ajfti-4570	320	15	with	with	ADP
ajfti-4570	320	16	bankruptcy	bankruptcy	NOUN
ajfti-4570	320	17	.	.	PUNCT
ajfti-4570	321	1	wiley	wiley	PROPN
ajfti-4570	321	2	.	.	PUNCT
ajfti-4570	322	1	altman	altman	PROPN
ajfti-4570	322	2	,	,	PUNCT
ajfti-4570	322	3	e.	e.	PROPN
ajfti-4570	322	4	i.	i.	PROPN
ajfti-4570	322	5	(	(	PUNCT
ajfti-4570	322	6	2005	2005	NUM
ajfti-4570	322	7	)	)	PUNCT
ajfti-4570	322	8	.	.	PUNCT
ajfti-4570	323	1	an	an	DET
ajfti-4570	323	2	emerging	emerge	VERB
ajfti-4570	323	3	market	market	NOUN
ajfti-4570	323	4	credit	credit	NOUN
ajfti-4570	323	5	scoring	scoring	NOUN
ajfti-4570	323	6	system	system	NOUN
ajfti-4570	323	7	for	for	ADP
ajfti-4570	323	8	corporate	corporate	ADJ
ajfti-4570	323	9	bonds	bond	NOUN
ajfti-4570	323	10	.	.	PUNCT
ajfti-4570	324	1	emerging	emerge	VERB
ajfti-4570	324	2	markets	market	NOUN
ajfti-4570	324	3	review	review	VERB
ajfti-4570	324	4	,	,	PUNCT
ajfti-4570	324	5	6(4	6(4	NUM
ajfti-4570	324	6	)	)	PUNCT
ajfti-4570	324	7	,	,	PUNCT
ajfti-4570	324	8	311	311	NUM
ajfti-4570	324	9	-	-	SYM
ajfti-4570	324	10	323	323	NUM
ajfti-4570	324	11	.	.	PUNCT
ajfti-4570	325	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
ajfti-4570	325	2	.	.	PUNCT
ajfti-4570	326	1	ememar.2005.09.007	ememar.2005.09.007	PROPN
ajfti-4570	327	1	altman	altman	PROPN
ajfti-4570	327	2	,	,	PUNCT
ajfti-4570	327	3	e.	e.	PROPN
ajfti-4570	327	4	i.	i.	PROPN
ajfti-4570	327	5	,	,	PUNCT
ajfti-4570	327	6	eom	eom	PROPN
ajfti-4570	327	7	,	,	PUNCT
ajfti-4570	327	8	y.	y.	PROPN
ajfti-4570	327	9	h.	h.	PROPN
ajfti-4570	327	10	,	,	PUNCT
ajfti-4570	327	11	&	&	CCONJ
ajfti-4570	327	12	kim	kim	PROPN
ajfti-4570	327	13	,	,	PUNCT
ajfti-4570	327	14	d.	d.	PROPN
ajfti-4570	327	15	w.	w.	PROPN
ajfti-4570	327	16	(	(	PUNCT
ajfti-4570	327	17	1995	1995	NUM
ajfti-4570	327	18	)	)	PUNCT
ajfti-4570	327	19	.	.	PUNCT
ajfti-4570	328	1	failure	failure	NOUN
ajfti-4570	328	2	prediction	prediction	NOUN
ajfti-4570	328	3	:	:	PUNCT
ajfti-4570	328	4	evidence	evidence	NOUN
ajfti-4570	328	5	from	from	ADP
ajfti-4570	328	6	korea	korea	PROPN
ajfti-4570	328	7	.	.	PUNCT
ajfti-4570	329	1	journal	journal	PROPN
ajfti-4570	329	2	of	of	ADP
ajfti-4570	329	3	international	international	ADJ
ajfti-4570	329	4	financial	financial	ADJ
ajfti-4570	329	5	management	management	NOUN
ajfti-4570	329	6	&	&	CCONJ
ajfti-4570	329	7	accounting	accounting	PROPN
ajfti-4570	329	8	,	,	PUNCT
ajfti-4570	329	9	6(3	6(3	NUM
ajfti-4570	329	10	)	)	PUNCT
ajfti-4570	329	11	,	,	PUNCT
ajfti-4570	329	12	230	230	NUM
ajfti-4570	329	13	-	-	SYM
ajfti-4570	329	14	249	249	NUM
ajfti-4570	329	15	.	.	PUNCT
ajfti-4570	330	1	https://doi.org/10.1111/j.1467-646x.1995	https://doi.org/10.1111/j.1467-646x.1995	PROPN
ajfti-4570	330	2	.	.	PROPN
ajfti-4570	330	3	tb00058.x	tb00058.x	PROPN
ajfti-4570	330	4	breiman	breiman	NOUN
ajfti-4570	330	5	,	,	PUNCT
ajfti-4570	330	6	l.	l.	PROPN
ajfti-4570	330	7	(	(	PUNCT
ajfti-4570	330	8	2001	2001	NUM
ajfti-4570	330	9	)	)	PUNCT
ajfti-4570	330	10	.	.	PUNCT
ajfti-4570	331	1	random	random	ADJ
ajfti-4570	331	2	forests	forest	NOUN
ajfti-4570	331	3	.	.	PUNCT
ajfti-4570	332	1	machine	machine	NOUN
ajfti-4570	332	2	learning	learning	PROPN
ajfti-4570	332	3	,	,	PUNCT
ajfti-4570	332	4	45(1	45(1	NOUN
ajfti-4570	332	5	)	)	PUNCT
ajfti-4570	332	6	,	,	PUNCT
ajfti-4570	332	7	5	5	NUM
ajfti-4570	332	8	-	-	SYM
ajfti-4570	332	9	32	32	NUM
ajfti-4570	332	10	.	.	PUNCT
ajfti-4570	333	1	https://doi.org/10.1023/a:1010933404324	https://doi.org/10.1023/a:1010933404324	ADJ
ajfti-4570	333	2	byström	byström	NOUN
ajfti-4570	333	3	,	,	PUNCT
ajfti-4570	333	4	h.	h.	PROPN
ajfti-4570	333	5	(	(	PUNCT
ajfti-4570	333	6	2006	2006	NUM
ajfti-4570	333	7	)	)	PUNCT
ajfti-4570	333	8	.	.	PUNCT
ajfti-4570	334	1	merton	merton	PROPN
ajfti-4570	334	2	unraveled	unraveled	ADV
ajfti-4570	334	3	:	:	PUNCT
ajfti-4570	334	4	a	a	DET
ajfti-4570	334	5	flexible	flexible	ADJ
ajfti-4570	334	6	way	way	NOUN
ajfti-4570	334	7	of	of	ADP
ajfti-4570	334	8	modeling	model	VERB
ajfti-4570	334	9	default	default	NOUN
ajfti-4570	334	10	risk	risk	NOUN
ajfti-4570	334	11	.	.	PUNCT
ajfti-4570	335	1	the	the	DET
ajfti-4570	335	2	journal	journal	NOUN
ajfti-4570	335	3	of	of	ADP
ajfti-4570	335	4	alternative	alternative	ADJ
ajfti-4570	335	5	investments	investment	NOUN
ajfti-4570	335	6	,	,	PUNCT
ajfti-4570	335	7	8	8	NUM
ajfti-4570	335	8	,	,	PUNCT
ajfti-4570	335	9	39	39	NUM
ajfti-4570	335	10	-	-	SYM
ajfti-4570	335	11	47	47	NUM
ajfti-4570	335	12	.	.	PUNCT
ajfti-4570	336	1	https://doi.org/10.3905/	https://doi.org/10.3905/	PROPN
ajfti-4570	336	2	jai.2006.627849	jai.2006.627849	PROPN
ajfti-4570	336	3	carmona	carmona	PROPN
ajfti-4570	336	4	,	,	PUNCT
ajfti-4570	336	5	p.	p.	PROPN
ajfti-4570	336	6	,	,	PUNCT
ajfti-4570	336	7	dwekat	dwekat	PROPN
ajfti-4570	336	8	,	,	PUNCT
ajfti-4570	336	9	a.	a.	PROPN
ajfti-4570	336	10	,	,	PUNCT
ajfti-4570	336	11	&	&	CCONJ
ajfti-4570	336	12	mardawi	mardawi	PROPN
ajfti-4570	336	13	,	,	PUNCT
ajfti-4570	336	14	z.	z.	PROPN
ajfti-4570	336	15	(	(	PUNCT
ajfti-4570	336	16	2022	2022	NUM
ajfti-4570	336	17	)	)	PUNCT
ajfti-4570	336	18	.	.	PUNCT
ajfti-4570	337	1	no	no	DET
ajfti-4570	337	2	more	more	ADV
ajfti-4570	337	3	black	black	ADJ
ajfti-4570	337	4	boxes	box	NOUN
ajfti-4570	337	5	!	!	PUNCT
ajfti-4570	338	1	explaining	explain	VERB
ajfti-4570	338	2	the	the	DET
ajfti-4570	338	3	predictions	prediction	NOUN
ajfti-4570	338	4	of	of	ADP
ajfti-4570	338	5	a	a	DET
ajfti-4570	338	6	machine	machine	NOUN
ajfti-4570	338	7	learning	learn	VERB
ajfti-4570	338	8	xgboost	xgboost	X
ajfti-4570	338	9	classifier	classifier	PROPN
ajfti-4570	338	10	algorithm	algorithm	NOUN
ajfti-4570	338	11	in	in	ADP
ajfti-4570	338	12	business	business	NOUN
ajfti-4570	338	13	failure	failure	NOUN
ajfti-4570	338	14	.	.	PUNCT
ajfti-4570	339	1	research	research	NOUN
ajfti-4570	339	2	in	in	ADP
ajfti-4570	339	3	international	international	ADJ
ajfti-4570	339	4	business	business	NOUN
ajfti-4570	339	5	and	and	CCONJ
ajfti-4570	339	6	finance	finance	NOUN
ajfti-4570	339	7	,	,	PUNCT
ajfti-4570	339	8	61	61	NUM
ajfti-4570	339	9	,	,	PUNCT
ajfti-4570	339	10	101649	101649	NUM
ajfti-4570	339	11	.	.	PUNCT
ajfti-4570	340	1	https://doi.org/10.1016/j.ribaf.2022.101649	https://doi.org/10.1016/j.ribaf.2022.101649	VERB
ajfti-4570	340	2	chen	chen	PROPN
ajfti-4570	340	3	,	,	PUNCT
ajfti-4570	340	4	t.	t.	PROPN
ajfti-4570	340	5	,	,	PUNCT
ajfti-4570	340	6	&	&	CCONJ
ajfti-4570	340	7	guestrin	guestrin	PROPN
ajfti-4570	340	8	,	,	PUNCT
ajfti-4570	340	9	c.	c.	PROPN
ajfti-4570	340	10	(	(	PUNCT
ajfti-4570	340	11	2016	2016	NUM
ajfti-4570	340	12	)	)	PUNCT
ajfti-4570	340	13	.	.	PUNCT
ajfti-4570	341	1	xgboost	xgboost	PROPN
ajfti-4570	341	2	:	:	PUNCT
ajfti-4570	342	1	a	a	DET
ajfti-4570	342	2	scalable	scalable	ADJ
ajfti-4570	342	3	tree	tree	NOUN
ajfti-4570	342	4	boosting	boost	VERB
ajfti-4570	342	5	system	system	NOUN
ajfti-4570	342	6	.	.	PUNCT
ajfti-4570	343	1	in	in	ADP
ajfti-4570	343	2	proceedings	proceeding	NOUN
ajfti-4570	343	3	of	of	ADP
ajfti-4570	343	4	the	the	DET
ajfti-4570	343	5	22nd	22nd	PROPN
ajfti-4570	343	6	acm	acm	PROPN
ajfti-4570	343	7	sigkdd	sigkdd	PROPN
ajfti-4570	343	8	international	international	ADJ
ajfti-4570	343	9	conference	conference	NOUN
ajfti-4570	343	10	on	on	ADP
ajfti-4570	343	11	knowledge	knowledge	NOUN
ajfti-4570	343	12	discovery	discovery	PROPN
ajfti-4570	343	13	and	and	CCONJ
ajfti-4570	343	14	data	datum	NOUN
ajfti-4570	343	15	mining	mining	NOUN
ajfti-4570	343	16	(	(	PUNCT
ajfti-4570	343	17	pp	pp	ADJ
ajfti-4570	343	18	.	.	PUNCT
ajfti-4570	344	1	785–794	785–794	NUM
ajfti-4570	344	2	)	)	PUNCT
ajfti-4570	344	3	.	.	PUNCT
ajfti-4570	345	1	association	association	NOUN
ajfti-4570	345	2	for	for	ADP
ajfti-4570	345	3	computing	compute	VERB
ajfti-4570	345	4	machinery	machinery	NOUN
ajfti-4570	345	5	.	.	PUNCT
ajfti-4570	346	1	cortes	corte	NOUN
ajfti-4570	346	2	,	,	PUNCT
ajfti-4570	346	3	c.	c.	PROPN
ajfti-4570	346	4	,	,	PUNCT
ajfti-4570	346	5	&	&	CCONJ
ajfti-4570	346	6	vapnik	vapnik	X
ajfti-4570	346	7	,	,	PUNCT
ajfti-4570	346	8	v.	v.	PROPN
ajfti-4570	346	9	(	(	PUNCT
ajfti-4570	346	10	1995	1995	NUM
ajfti-4570	346	11	)	)	PUNCT
ajfti-4570	346	12	.	.	PUNCT
ajfti-4570	347	1	support	support	NOUN
ajfti-4570	347	2	-	-	PUNCT
ajfti-4570	347	3	vector	vector	NOUN
ajfti-4570	347	4	networks	network	NOUN
ajfti-4570	347	5	.	.	PUNCT
ajfti-4570	348	1	machine	machine	NOUN
ajfti-4570	348	2	learning	learning	PROPN
ajfti-4570	348	3	,	,	PUNCT
ajfti-4570	348	4	20(3	20(3	NOUN
ajfti-4570	348	5	)	)	PUNCT
ajfti-4570	348	6	,	,	PUNCT
ajfti-4570	348	7	273	273	NUM
ajfti-4570	348	8	-	-	SYM
ajfti-4570	348	9	297	297	NUM
ajfti-4570	348	10	.	.	PUNCT
ajfti-4570	349	1	https://doi	https://doi	X
ajfti-4570	349	2	.	.	PUNCT
ajfti-4570	349	3	org/10.1007	org/10.1007	PROPN
ajfti-4570	349	4	/	/	SYM
ajfti-4570	349	5	bf00994018	bf00994018	PROPN
ajfti-4570	349	6	đạt	đạt	PROPN
ajfti-4570	349	7	,	,	PUNCT
ajfti-4570	349	8	t.	t.	NOUN
ajfti-4570	349	9	m.	m.	NOUN
ajfti-4570	349	10	t.	t.	PROPN
ajfti-4570	349	11	(	(	PUNCT
ajfti-4570	349	12	2021	2021	NUM
ajfti-4570	349	13	)	)	PUNCT
ajfti-4570	349	14	.	.	PUNCT
ajfti-4570	350	1	kaggle	kaggle	PROPN
ajfti-4570	350	2	’s	’s	PART
ajfti-4570	350	3	state	state	NOUN
ajfti-4570	350	4	of	of	ADP
ajfti-4570	350	5	machine	machine	NOUN
ajfti-4570	350	6	learning	learning	NOUN
ajfti-4570	350	7	and	and	CCONJ
ajfti-4570	350	8	data	datum	NOUN
ajfti-4570	350	9	science	science	NOUN
ajfti-4570	350	10	2021	2021	NUM
ajfti-4570	350	11	.	.	PUNCT
ajfti-4570	351	1	scribd	scribd	PROPN
ajfti-4570	351	2	.	.	PUNCT
ajfti-4570	351	3	https://www.scribd.com/	https://www.scribd.com/	PROPN
ajfti-4570	351	4	document/554216647	document/554216647	PROPN
ajfti-4570	351	5	/	/	SYM
ajfti-4570	351	6	kaggle	kaggle	PROPN
ajfti-4570	351	7	-	-	PUNCT
ajfti-4570	351	8	s	s	NOUN
ajfti-4570	351	9	-	-	PUNCT
ajfti-4570	351	10	state	state	NOUN
ajfti-4570	351	11	-	-	PUNCT
ajfti-4570	351	12	of	of	ADP
ajfti-4570	351	13	-	-	PUNCT
ajfti-4570	351	14	machinelearning	machinelearning	NOUN
ajfti-4570	351	15	-	-	PUNCT
ajfti-4570	351	16	and	and	CCONJ
ajfti-4570	351	17	-	-	PUNCT
ajfti-4570	351	18	data	data	NOUN
ajfti-4570	351	19	-	-	PUNCT
ajfti-4570	351	20	science-2021	science-2021	NOUN
ajfti-4570	351	21	dinh	dinh	NOUN
ajfti-4570	351	22	,	,	PUNCT
ajfti-4570	351	23	d.	d.	PROPN
ajfti-4570	351	24	v.	v.	PROPN
ajfti-4570	351	25	,	,	PUNCT
ajfti-4570	351	26	powell	powell	PROPN
ajfti-4570	351	27	,	,	PUNCT
ajfti-4570	351	28	r.	r.	PROPN
ajfti-4570	351	29	j.	j.	PROPN
ajfti-4570	351	30	,	,	PUNCT
ajfti-4570	351	31	&	&	CCONJ
ajfti-4570	351	32	vo	vo	PROPN
ajfti-4570	351	33	,	,	PUNCT
ajfti-4570	351	34	d.	d.	PROPN
ajfti-4570	351	35	h.	h.	PROPN
ajfti-4570	351	36	(	(	PUNCT
ajfti-4570	351	37	2021	2021	NUM
ajfti-4570	351	38	)	)	PUNCT
ajfti-4570	351	39	.	.	PUNCT
ajfti-4570	352	1	forecasting	forecast	VERB
ajfti-4570	352	2	corporate	corporate	ADJ
ajfti-4570	352	3	financial	financial	ADJ
ajfti-4570	352	4	distress	distress	NOUN
ajfti-4570	352	5	in	in	ADP
ajfti-4570	352	6	the	the	DET
ajfti-4570	352	7	southeast	southeast	ADJ
ajfti-4570	352	8	asian	asian	ADJ
ajfti-4570	352	9	countries	country	NOUN
ajfti-4570	352	10	:	:	PUNCT
ajfti-4570	352	11	a	a	DET
ajfti-4570	352	12	market	market	NOUN
ajfti-4570	352	13	-	-	PUNCT
ajfti-4570	352	14	based	base	VERB
ajfti-4570	352	15	approach	approach	NOUN
ajfti-4570	352	16	.	.	PUNCT
ajfti-4570	353	1	journal	journal	NOUN
ajfti-4570	353	2	of	of	ADP
ajfti-4570	353	3	asian	asian	ADJ
ajfti-4570	353	4	economics	economic	NOUN
ajfti-4570	353	5	,	,	PUNCT
ajfti-4570	353	6	74	74	NUM
ajfti-4570	353	7	,	,	PUNCT
ajfti-4570	353	8	101293	101293	NUM
ajfti-4570	353	9	.	.	PUNCT
ajfti-4570	354	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
ajfti-4570	354	2	.	.	PUNCT
ajfti-4570	355	1	asieco.2021.101293	asieco.2021.101293	X
ajfti-4570	355	2	doğan	doğan	NOUN
ajfti-4570	355	3	,	,	PUNCT
ajfti-4570	355	4	s.	s.	PROPN
ajfti-4570	355	5	,	,	PUNCT
ajfti-4570	355	6	koçak	koçak	PROPN
ajfti-4570	355	7	,	,	PUNCT
ajfti-4570	355	8	d.	d.	PROPN
ajfti-4570	355	9	,	,	PUNCT
ajfti-4570	355	10	&	&	CCONJ
ajfti-4570	355	11	atan	atan	PROPN
ajfti-4570	355	12	,	,	PUNCT
ajfti-4570	355	13	m.	m.	NOUN
ajfti-4570	355	14	(	(	PUNCT
ajfti-4570	355	15	2022	2022	NUM
ajfti-4570	355	16	)	)	PUNCT
ajfti-4570	355	17	.	.	PUNCT
ajfti-4570	356	1	financial	financial	ADJ
ajfti-4570	356	2	distress	distress	NOUN
ajfti-4570	356	3	prediction	prediction	NOUN
ajfti-4570	356	4	using	use	VERB
ajfti-4570	356	5	support	support	NOUN
ajfti-4570	356	6	vector	vector	NOUN
ajfti-4570	356	7	machines	machine	NOUN
ajfti-4570	356	8	and	and	CCONJ
ajfti-4570	356	9	logistic	logistic	ADJ
ajfti-4570	356	10	regression	regression	NOUN
ajfti-4570	356	11	.	.	PUNCT
ajfti-4570	357	1	in	in	ADP
ajfti-4570	357	2	m.	m.	PROPN
ajfti-4570	357	3	k.	k.	PROPN
ajfti-4570	357	4	terzioğlu	terzioğlu	PROPN
ajfti-4570	357	5	(	(	PUNCT
ajfti-4570	357	6	ed	ed	NOUN
ajfti-4570	357	7	.	.	PUNCT
ajfti-4570	357	8	)	)	PUNCT
ajfti-4570	357	9	,	,	PUNCT
ajfti-4570	357	10	advances	advance	NOUN
ajfti-4570	357	11	in	in	ADP
ajfti-4570	357	12	econometrics	econometric	NOUN
ajfti-4570	357	13	,	,	PUNCT
ajfti-4570	357	14	operational	operational	ADJ
ajfti-4570	357	15	research	research	NOUN
ajfti-4570	357	16	,	,	PUNCT
ajfti-4570	357	17	data	datum	NOUN
ajfti-4570	357	18	science	science	NOUN
ajfti-4570	357	19	and	and	CCONJ
ajfti-4570	357	20	actuarial	actuarial	ADJ
ajfti-4570	357	21	studies	study	NOUN
ajfti-4570	357	22	:	:	PUNCT
ajfti-4570	357	23	techniques	technique	NOUN
ajfti-4570	357	24	and	and	CCONJ
ajfti-4570	357	25	theories	theory	NOUN
ajfti-4570	357	26	(	(	PUNCT
ajfti-4570	357	27	pp	pp	ADJ
ajfti-4570	357	28	.	.	PUNCT
ajfti-4570	358	1	429	429	NUM
ajfti-4570	358	2	-	-	SYM
ajfti-4570	358	3	452	452	NUM
ajfti-4570	358	4	)	)	PUNCT
ajfti-4570	358	5	.	.	PUNCT
ajfti-4570	359	1	springer	springer	NOUN
ajfti-4570	359	2	international	international	ADJ
ajfti-4570	359	3	publishing	publishing	NOUN
ajfti-4570	359	4	.	.	PUNCT
ajfti-4570	360	1	https://	https://	PROPN
ajfti-4570	360	2	doi.org/10.1007/978-3-030-85254-2_26	doi.org/10.1007/978-3-030-85254-2_26	PROPN
ajfti-4570	360	3	dorogush	dorogush	ADJ
ajfti-4570	360	4	,	,	PUNCT
ajfti-4570	360	5	a.	a.	NOUN
ajfti-4570	360	6	v.	v.	PROPN
ajfti-4570	360	7	,	,	PUNCT
ajfti-4570	360	8	ershov	ershov	PROPN
ajfti-4570	360	9	,	,	PUNCT
ajfti-4570	360	10	v.	v.	PROPN
ajfti-4570	360	11	,	,	PUNCT
ajfti-4570	360	12	&	&	CCONJ
ajfti-4570	360	13	gulin	gulin	PROPN
ajfti-4570	360	14	,	,	PUNCT
ajfti-4570	360	15	a.	a.	NOUN
ajfti-4570	360	16	(	(	PUNCT
ajfti-4570	360	17	2018	2018	NUM
ajfti-4570	360	18	)	)	PUNCT
ajfti-4570	360	19	.	.	PUNCT
ajfti-4570	361	1	catboost	catboost	PROPN
ajfti-4570	361	2	:	:	PUNCT
ajfti-4570	362	1	gradient	gradient	NOUN
ajfti-4570	362	2	boosting	boost	VERB
ajfti-4570	362	3	with	with	ADP
ajfti-4570	362	4	categorical	categorical	ADJ
ajfti-4570	362	5	features	feature	NOUN
ajfti-4570	362	6	support	support	NOUN
ajfti-4570	362	7	.	.	PUNCT
ajfti-4570	363	1	arxiv	arxiv	NOUN
ajfti-4570	363	2	.	.	PUNCT
ajfti-4570	364	1	https://doi.org/10.48550/arxiv.1810.11363	https://doi.org/10.48550/arxiv.1810.11363	PRON
ajfti-4570	364	2	dorogush	dorogush	ADJ
ajfti-4570	364	3	,	,	PUNCT
ajfti-4570	364	4	a.	a.	NOUN
ajfti-4570	364	5	v.	v.	PROPN
ajfti-4570	364	6	,	,	PUNCT
ajfti-4570	364	7	gulin	gulin	PROPN
ajfti-4570	364	8	,	,	PUNCT
ajfti-4570	364	9	a.	a.	NOUN
ajfti-4570	364	10	,	,	PUNCT
ajfti-4570	364	11	gusev	gusev	NOUN
ajfti-4570	364	12	,	,	PUNCT
ajfti-4570	364	13	g.	g.	PROPN
ajfti-4570	364	14	,	,	PUNCT
ajfti-4570	364	15	kazeev	kazeev	PROPN
ajfti-4570	364	16	,	,	PUNCT
ajfti-4570	364	17	n.	n.	PROPN
ajfti-4570	364	18	,	,	PUNCT
ajfti-4570	364	19	ostroumova	ostroumova	PROPN
ajfti-4570	364	20	,	,	PUNCT
ajfti-4570	364	21	l.	l.	PROPN
ajfti-4570	364	22	,	,	PUNCT
ajfti-4570	364	23	&	&	CCONJ
ajfti-4570	364	24	vorobev	vorobev	ADJ
ajfti-4570	364	25	,	,	PUNCT
ajfti-4570	364	26	a.	a.	NOUN
ajfti-4570	364	27	(	(	PUNCT
ajfti-4570	364	28	2017	2017	NUM
ajfti-4570	364	29	)	)	PUNCT
ajfti-4570	364	30	.	.	PUNCT
ajfti-4570	365	1	fighting	fight	VERB
ajfti-4570	365	2	biases	bias	NOUN
ajfti-4570	365	3	with	with	ADP
ajfti-4570	365	4	dynamic	dynamic	ADJ
ajfti-4570	365	5	boosting	boosting	NOUN
ajfti-4570	365	6	.	.	PUNCT
ajfti-4570	366	1	arxiv	arxiv	NOUN
ajfti-4570	366	2	.	.	PUNCT
ajfti-4570	367	1	https://doi.org/10.48550/	https://doi.org/10.48550/	PROPN
ajfti-4570	367	2	arxiv.1706.09516	arxiv.1706.09516	PROPN
ajfti-4570	367	3	haibo	haibo	VERB
ajfti-4570	367	4	,	,	PUNCT
ajfti-4570	367	5	h.	h.	PROPN
ajfti-4570	367	6	,	,	PUNCT
ajfti-4570	367	7	yang	yang	PROPN
ajfti-4570	367	8	,	,	PUNCT
ajfti-4570	367	9	b.	b.	PROPN
ajfti-4570	367	10	,	,	PUNCT
ajfti-4570	367	11	garcia	garcia	PROPN
ajfti-4570	367	12	,	,	PUNCT
ajfti-4570	367	13	e.	e.	PROPN
ajfti-4570	367	14	a.	a.	PROPN
ajfti-4570	367	15	,	,	PUNCT
ajfti-4570	367	16	&	&	CCONJ
ajfti-4570	367	17	shutao	shutao	PROPN
ajfti-4570	367	18	,	,	PUNCT
ajfti-4570	367	19	l.	l.	PROPN
ajfti-4570	367	20	(	(	PUNCT
ajfti-4570	367	21	2008	2008	NUM
ajfti-4570	367	22	,	,	PUNCT
ajfti-4570	367	23	june	june	PROPN
ajfti-4570	367	24	1–8	1–8	NUM
ajfti-4570	367	25	)	)	PUNCT
ajfti-4570	367	26	.	.	PUNCT
ajfti-4570	368	1	adasyn	adasyn	PROPN
ajfti-4570	368	2	:	:	PUNCT
ajfti-4570	368	3	adaptive	adaptive	ADJ
ajfti-4570	368	4	synthetic	synthetic	ADJ
ajfti-4570	368	5	sampling	sample	VERB
ajfti-4570	368	6	approach	approach	NOUN
ajfti-4570	368	7	for	for	ADP
ajfti-4570	368	8	imbalanced	imbalanced	ADJ
ajfti-4570	368	9	learning	learning	NOUN
ajfti-4570	368	10	.	.	PUNCT
ajfti-4570	369	1	in	in	ADP
ajfti-4570	369	2	2008	2008	NUM
ajfti-4570	369	3	ieee	ieee	NOUN
ajfti-4570	369	4	international	international	ADJ
ajfti-4570	369	5	joint	joint	ADJ
ajfti-4570	369	6	conference	conference	NOUN
ajfti-4570	369	7	on	on	ADP
ajfti-4570	369	8	neural	neural	ADJ
ajfti-4570	369	9	networks	network	NOUN
ajfti-4570	369	10	(	(	PUNCT
ajfti-4570	369	11	ieee	ieee	PROPN
ajfti-4570	369	12	world	world	PROPN
ajfti-4570	369	13	congress	congress	PROPN
ajfti-4570	369	14	on	on	ADP
ajfti-4570	369	15	computational	computational	ADJ
ajfti-4570	369	16	intelligence	intelligence	NOUN
ajfti-4570	369	17	)	)	PUNCT
ajfti-4570	369	18	(	(	PUNCT
ajfti-4570	369	19	pp	pp	ADP
ajfti-4570	369	20	.	.	PUNCT
ajfti-4570	369	21	1322	1322	NUM
ajfti-4570	369	22	–	–	PUNCT
ajfti-4570	369	23	1328	1328	NUM
ajfti-4570	369	24	)	)	PUNCT
ajfti-4570	369	25	.	.	PUNCT
ajfti-4570	370	1	ieee	ieee	PROPN
ajfti-4570	370	2	.	.	PUNCT
ajfti-4570	370	3	hanafy	hanafy	PROPN
ajfti-4570	370	4	,	,	PUNCT
ajfti-4570	370	5	m.	m.	NOUN
ajfti-4570	370	6	,	,	PUNCT
ajfti-4570	370	7	&	&	CCONJ
ajfti-4570	370	8	ming	ming	PROPN
ajfti-4570	370	9	,	,	PUNCT
ajfti-4570	370	10	r.	r.	PROPN
ajfti-4570	370	11	(	(	PUNCT
ajfti-4570	370	12	2021	2021	NUM
ajfti-4570	370	13	)	)	PUNCT
ajfti-4570	370	14	.	.	PUNCT
ajfti-4570	371	1	comparing	compare	VERB
ajfti-4570	371	2	smote	smote	ADJ
ajfti-4570	371	3	family	family	NOUN
ajfti-4570	371	4	techniques	technique	NOUN
ajfti-4570	371	5	in	in	ADP
ajfti-4570	371	6	predicting	predict	VERB
ajfti-4570	371	7	insurance	insurance	NOUN
ajfti-4570	371	8	premium	premium	NOUN
ajfti-4570	371	9	defaulting	default	VERB
ajfti-4570	371	10	using	use	VERB
ajfti-4570	371	11	machine	machine	NOUN
ajfti-4570	371	12	learning	learning	NOUN
ajfti-4570	371	13	models	model	NOUN
ajfti-4570	371	14	.	.	PUNCT
ajfti-4570	372	1	international	international	ADJ
ajfti-4570	372	2	journal	journal	NOUN
ajfti-4570	372	3	of	of	ADP
ajfti-4570	372	4	advanced	advanced	ADJ
ajfti-4570	372	5	computer	computer	NOUN
ajfti-4570	372	6	science	science	NOUN
ajfti-4570	372	7	and	and	CCONJ
ajfti-4570	372	8	applications	application	NOUN
ajfti-4570	372	9	,	,	PUNCT
ajfti-4570	372	10	12	12	NUM
ajfti-4570	372	11	.	.	PUNCT
ajfti-4570	373	1	https://doi.org/10.14569/	https://doi.org/10.14569/	PROPN
ajfti-4570	373	2	ijacsa.2021.0120970	ijacsa.2021.0120970	PROPN
ajfti-4570	373	3	hou	hou	PROPN
ajfti-4570	373	4	,	,	PUNCT
ajfti-4570	373	5	g.	g.	PROPN
ajfti-4570	373	6	d.	d.	PROPN
ajfti-4570	373	7	,	,	PUNCT
ajfti-4570	373	8	tong	tong	PROPN
ajfti-4570	373	9	,	,	PUNCT
ajfti-4570	373	10	d.	d.	PROPN
ajfti-4570	373	11	l.	l.	PROPN
ajfti-4570	373	12	,	,	PUNCT
ajfti-4570	373	13	liew	liew	PROPN
ajfti-4570	373	14	,	,	PUNCT
ajfti-4570	373	15	s.	s.	PROPN
ajfti-4570	373	16	y.	y.	PROPN
ajfti-4570	373	17	,	,	PUNCT
ajfti-4570	373	18	&	&	CCONJ
ajfti-4570	373	19	choo	choo	PROPN
ajfti-4570	373	20	,	,	PUNCT
ajfti-4570	373	21	p.	p.	NOUN
ajfti-4570	373	22	y.	y.	PROPN
ajfti-4570	373	23	(	(	PUNCT
ajfti-4570	373	24	2024	2024	NUM
ajfti-4570	373	25	,	,	PUNCT
ajfti-4570	373	26	september	september	PROPN
ajfti-4570	373	27	3–4	3–4	NUM
ajfti-4570	373	28	)	)	PUNCT
ajfti-4570	373	29	.	.	PUNCT
ajfti-4570	374	1	exploring	explore	VERB
ajfti-4570	374	2	random	random	ADJ
ajfti-4570	374	3	forest	forest	NOUN
ajfti-4570	374	4	regression	regression	NOUN
ajfti-4570	374	5	for	for	ADP
ajfti-4570	374	6	financial	financial	ADJ
ajfti-4570	374	7	distress	distress	NOUN
ajfti-4570	374	8	detection	detection	NOUN
ajfti-4570	374	9	.	.	PUNCT
ajfti-4570	375	1	in	in	ADP
ajfti-4570	375	2	2024	2024	NUM
ajfti-4570	375	3	5th	5th	ADJ
ajfti-4570	375	4	international	international	ADJ
ajfti-4570	375	5	conference	conference	NOUN
ajfti-4570	375	6	on	on	ADP
ajfti-4570	375	7	artificial	artificial	ADJ
ajfti-4570	375	8	intelligence	intelligence	NOUN
ajfti-4570	375	9	and	and	CCONJ
ajfti-4570	375	10	data	datum	NOUN
ajfti-4570	375	11	sciences	science	NOUN
ajfti-4570	375	12	(	(	PUNCT
ajfti-4570	375	13	aidas	aida	NOUN
ajfti-4570	375	14	)	)	PUNCT
ajfti-4570	375	15	(	(	PUNCT
ajfti-4570	375	16	pp	pp	X
ajfti-4570	375	17	.	.	PUNCT
ajfti-4570	375	18	7–12	7–12	NUM
ajfti-4570	375	19	)	)	PUNCT
ajfti-4570	375	20	.	.	PUNCT
ajfti-4570	376	1	aconf	aconf	PROPN
ajfti-4570	376	2	.	.	PUNCT
ajfti-4570	377	1	lopez	lopez	PROPN
ajfti-4570	377	2	,	,	PUNCT
ajfti-4570	377	3	j.	j.	PROPN
ajfti-4570	377	4	a.	a.	PROPN
ajfti-4570	377	5	(	(	PUNCT
ajfti-4570	377	6	2004	2004	NUM
ajfti-4570	377	7	)	)	PUNCT
ajfti-4570	377	8	.	.	PUNCT
ajfti-4570	378	1	the	the	DET
ajfti-4570	378	2	empirical	empirical	ADJ
ajfti-4570	378	3	relationship	relationship	NOUN
ajfti-4570	378	4	between	between	ADP
ajfti-4570	378	5	average	average	ADJ
ajfti-4570	378	6	asset	asset	NOUN
ajfti-4570	378	7	correlation	correlation	NOUN
ajfti-4570	378	8	,	,	PUNCT
ajfti-4570	378	9	firm	firm	ADJ
ajfti-4570	378	10	probability	probability	NOUN
ajfti-4570	378	11	of	of	ADP
ajfti-4570	378	12	default	default	NOUN
ajfti-4570	378	13	,	,	PUNCT
ajfti-4570	378	14	and	and	CCONJ
ajfti-4570	378	15	asset	asset	NOUN
ajfti-4570	378	16	size	size	NOUN
ajfti-4570	378	17	.	.	PUNCT
ajfti-4570	379	1	journal	journal	NOUN
ajfti-4570	379	2	of	of	ADP
ajfti-4570	379	3	financial	financial	ADJ
ajfti-4570	379	4	intermediation	intermediation	NOUN
ajfti-4570	379	5	,	,	PUNCT
ajfti-4570	379	6	13(2	13(2	PROPN
ajfti-4570	379	7	)	)	PUNCT
ajfti-4570	379	8	,	,	PUNCT
ajfti-4570	379	9	265	265	NUM
ajfti-4570	379	10	-	-	SYM
ajfti-4570	379	11	283	283	NUM
ajfti-4570	379	12	.	.	PUNCT
ajfti-4570	380	1	https://doi.org/10.1016/s10429573(03)00045-7	https://doi.org/10.1016/s10429573(03)00045-7	PROPN
ajfti-4570	380	2	lu	lu	PROPN
ajfti-4570	380	3	,	,	PUNCT
ajfti-4570	380	4	h.	h.	PROPN
ajfti-4570	380	5	,	,	PUNCT
ajfti-4570	380	6	&	&	CCONJ
ajfti-4570	380	7	hu	hu	PROPN
ajfti-4570	380	8	,	,	PUNCT
ajfti-4570	380	9	x.	x.	PROPN
ajfti-4570	380	10	(	(	PUNCT
ajfti-4570	380	11	2024	2024	NUM
ajfti-4570	380	12	)	)	PUNCT
ajfti-4570	380	13	.	.	PUNCT
ajfti-4570	381	1	enhancing	enhance	VERB
ajfti-4570	381	2	financial	financial	ADJ
ajfti-4570	381	3	risk	risk	NOUN
ajfti-4570	381	4	prediction	prediction	NOUN
ajfti-4570	381	5	for	for	ADP
ajfti-4570	381	6	listed	list	VERB
ajfti-4570	381	7	companies	company	NOUN
ajfti-4570	381	8	:	:	PUNCT
ajfti-4570	381	9	a	a	DET
ajfti-4570	381	10	catboost	catboost	NOUN
ajfti-4570	381	11	-	-	PUNCT
ajfti-4570	381	12	based	base	VERB
ajfti-4570	381	13	ensemble	ensemble	ADJ
ajfti-4570	381	14	learning	learning	NOUN
ajfti-4570	381	15	approach	approach	NOUN
ajfti-4570	381	16	.	.	PUNCT
ajfti-4570	382	1	journal	journal	NOUN
ajfti-4570	382	2	of	of	ADP
ajfti-4570	382	3	the	the	DET
ajfti-4570	382	4	knowledge	knowledge	NOUN
ajfti-4570	382	5	pa	pa	PROPN
ajfti-4570	382	6	ge	ge	PROPN
ajfti-4570	382	7	12	12	NUM
ajfti-4570	382	8	7	7	NUM
ajfti-4570	382	9	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-4570	382	10	am	be	AUX
ajfti-4570	382	11	.	.	PUNCT
ajfti-4570	383	1	j.	j.	PROPN
ajfti-4570	383	2	financ	financ	PROPN
ajfti-4570	383	3	.	.	PUNCT
ajfti-4570	384	1	technol	technol	PROPN
ajfti-4570	384	2	.	.	PUNCT
ajfti-4570	384	3	innov	innov	PROPN
ajfti-4570	384	4	.	.	PUNCT
ajfti-4570	385	1	3(1	3(1	NUM
ajfti-4570	385	2	)	)	PUNCT
ajfti-4570	385	3	115	115	NUM
ajfti-4570	385	4	-	-	SYM
ajfti-4570	385	5	127	127	NUM
ajfti-4570	385	6	,	,	PUNCT
ajfti-4570	385	7	2025	2025	NUM
ajfti-4570	385	8	economy	economy	NOUN
ajfti-4570	385	9	,	,	PUNCT
ajfti-4570	385	10	15(2	15(2	NUM
ajfti-4570	385	11	)	)	PUNCT
ajfti-4570	385	12	,	,	PUNCT
ajfti-4570	385	13	9824	9824	NUM
ajfti-4570	385	14	-	-	SYM
ajfti-4570	385	15	9840	9840	NUM
ajfti-4570	385	16	.	.	PUNCT
ajfti-4570	386	1	https://doi.org/10.1007/	https://doi.org/10.1007/	PROPN
ajfti-4570	386	2	s13132	s13132	PROPN
ajfti-4570	386	3	-	-	PUNCT
ajfti-4570	386	4	023	023	NUM
ajfti-4570	386	5	-	-	PUNCT
ajfti-4570	386	6	01601	01601	NUM
ajfti-4570	386	7	-	-	SYM
ajfti-4570	386	8	5	5	NUM
ajfti-4570	386	9	merton	merton	NOUN
ajfti-4570	386	10	,	,	PUNCT
ajfti-4570	386	11	r.	r.	PROPN
ajfti-4570	386	12	c.	c.	PROPN
ajfti-4570	386	13	(	(	PUNCT
ajfti-4570	386	14	1974	1974	NUM
ajfti-4570	386	15	)	)	PUNCT
ajfti-4570	386	16	.	.	PUNCT
ajfti-4570	387	1	on	on	ADP
ajfti-4570	387	2	the	the	DET
ajfti-4570	387	3	pricing	pricing	NOUN
ajfti-4570	387	4	of	of	ADP
ajfti-4570	387	5	corporate	corporate	ADJ
ajfti-4570	387	6	debt	debt	NOUN
ajfti-4570	387	7	:	:	PUNCT
ajfti-4570	387	8	the	the	DET
ajfti-4570	387	9	risk	risk	NOUN
ajfti-4570	387	10	structure	structure	NOUN
ajfti-4570	387	11	of	of	ADP
ajfti-4570	387	12	interest	interest	NOUN
ajfti-4570	387	13	rates	rate	NOUN
ajfti-4570	387	14	.	.	PUNCT
ajfti-4570	388	1	the	the	DET
ajfti-4570	388	2	journal	journal	PROPN
ajfti-4570	388	3	of	of	ADP
ajfti-4570	388	4	finance	finance	NOUN
ajfti-4570	388	5	,	,	PUNCT
ajfti-4570	388	6	29(2	29(2	NUM
ajfti-4570	388	7	)	)	PUNCT
ajfti-4570	388	8	,	,	PUNCT
ajfti-4570	388	9	449	449	NUM
ajfti-4570	388	10	-	-	SYM
ajfti-4570	388	11	470	470	NUM
ajfti-4570	388	12	.	.	PUNCT
ajfti-4570	389	1	https://doi	https://doi	NOUN
ajfti-4570	389	2	.	.	PUNCT
ajfti-4570	389	3	org/10.1111	org/10.1111	PROPN
ajfti-4570	389	4	/	/	SYM
ajfti-4570	389	5	j.1540	j.1540	PROPN
ajfti-4570	389	6	-	-	PUNCT
ajfti-4570	389	7	6261.1974.tb03058.x	6261.1974.tb03058.x	NUM
ajfti-4570	389	8	mooney	mooney	NOUN
ajfti-4570	389	9	,	,	PUNCT
ajfti-4570	389	10	p.	p.	NOUN
ajfti-4570	389	11	(	(	PUNCT
ajfti-4570	389	12	2020	2020	NUM
ajfti-4570	389	13	)	)	PUNCT
ajfti-4570	389	14	.	.	PUNCT
ajfti-4570	390	1	2020	2020	NUM
ajfti-4570	390	2	kaggle	kaggle	NOUN
ajfti-4570	390	3	machine	machine	NOUN
ajfti-4570	390	4	learning	learning	PROPN
ajfti-4570	390	5	&	&	CCONJ
ajfti-4570	390	6	data	data	PROPN
ajfti-4570	390	7	science	science	NOUN
ajfti-4570	390	8	survey	survey	NOUN
ajfti-4570	390	9	.	.	PUNCT
ajfti-4570	391	1	kaggle	kaggle	PROPN
ajfti-4570	391	2	.	.	PUNCT
ajfti-4570	391	3	https://www.kaggle.com/	https://www.kaggle.com/	PROPN
ajfti-4570	391	4	competitions	competitions	PROPN
ajfti-4570	391	5	/	/	SYM
ajfti-4570	391	6	kaggle	kaggle	NOUN
ajfti-4570	391	7	-	-	PUNCT
ajfti-4570	391	8	survey-2020	survey-2020	NOUN
ajfti-4570	391	9	nguyen	nguyen	NOUN
ajfti-4570	391	10	,	,	PUNCT
ajfti-4570	391	11	m.	m.	NOUN
ajfti-4570	391	12	,	,	PUNCT
ajfti-4570	391	13	nguyen	nguyen	PROPN
ajfti-4570	391	14	,	,	PUNCT
ajfti-4570	391	15	b.	b.	PROPN
ajfti-4570	391	16	,	,	PUNCT
ajfti-4570	391	17	&	&	CCONJ
ajfti-4570	391	18	liêu	liêu	PROPN
ajfti-4570	391	19	,	,	PUNCT
ajfti-4570	391	20	m.-l	m.-l	NOUN
ajfti-4570	391	21	.	.	PUNCT
ajfti-4570	392	1	(	(	PUNCT
ajfti-4570	392	2	2024	2024	NUM
ajfti-4570	392	3	)	)	PUNCT
ajfti-4570	392	4	.	.	PUNCT
ajfti-4570	393	1	corporate	corporate	ADJ
ajfti-4570	393	2	financial	financial	ADJ
ajfti-4570	393	3	distress	distress	NOUN
ajfti-4570	393	4	prediction	prediction	NOUN
ajfti-4570	393	5	in	in	ADP
ajfti-4570	393	6	a	a	DET
ajfti-4570	393	7	transition	transition	NOUN
ajfti-4570	393	8	economy	economy	NOUN
ajfti-4570	393	9	.	.	PUNCT
ajfti-4570	394	1	journal	journal	PROPN
ajfti-4570	394	2	of	of	ADP
ajfti-4570	394	3	forecasting	forecasting	NOUN
ajfti-4570	394	4	,	,	PUNCT
ajfti-4570	394	5	43(8	43(8	NUM
ajfti-4570	394	6	)	)	PUNCT
ajfti-4570	394	7	,	,	PUNCT
ajfti-4570	394	8	3128	3128	NUM
ajfti-4570	394	9	-	-	SYM
ajfti-4570	394	10	3160	3160	NUM
ajfti-4570	394	11	.	.	PUNCT
ajfti-4570	395	1	https://doi	https://doi	PROPN
ajfti-4570	395	2	.	.	PUNCT
ajfti-4570	396	1	org/10.1002	org/10.1002	PROPN
ajfti-4570	396	2	/	/	SYM
ajfti-4570	396	3	for.3177	for.3177	PROPN
ajfti-4570	396	4	pham	pham	PROPN
ajfti-4570	396	5	vo	vo	PROPN
ajfti-4570	396	6	ninh	ninh	PROPN
ajfti-4570	396	7	,	,	PUNCT
ajfti-4570	396	8	b.	b.	PROPN
ajfti-4570	396	9	,	,	PUNCT
ajfti-4570	396	10	do	do	AUX
ajfti-4570	396	11	thanh	thanh	VERB
ajfti-4570	396	12	,	,	PUNCT
ajfti-4570	396	13	t.	t.	PROPN
ajfti-4570	396	14	,	,	PUNCT
ajfti-4570	396	15	&	&	CCONJ
ajfti-4570	396	16	vo	vo	PROPN
ajfti-4570	396	17	hong	hong	PROPN
ajfti-4570	396	18	,	,	PUNCT
ajfti-4570	396	19	d.	d.	PROPN
ajfti-4570	396	20	(	(	PUNCT
ajfti-4570	396	21	2018	2018	NUM
ajfti-4570	396	22	)	)	PUNCT
ajfti-4570	396	23	.	.	PUNCT
ajfti-4570	397	1	financial	financial	ADJ
ajfti-4570	397	2	distress	distress	NOUN
ajfti-4570	397	3	and	and	CCONJ
ajfti-4570	397	4	bankruptcy	bankruptcy	NOUN
ajfti-4570	397	5	prediction	prediction	NOUN
ajfti-4570	397	6	:	:	PUNCT
ajfti-4570	397	7	an	an	DET
ajfti-4570	397	8	appropriate	appropriate	ADJ
ajfti-4570	397	9	model	model	NOUN
ajfti-4570	397	10	for	for	ADP
ajfti-4570	397	11	listed	list	VERB
ajfti-4570	397	12	firms	firm	NOUN
ajfti-4570	397	13	in	in	ADP
ajfti-4570	397	14	vietnam	vietnam	PROPN
ajfti-4570	397	15	.	.	PUNCT
ajfti-4570	398	1	economic	economic	ADJ
ajfti-4570	398	2	systems	system	NOUN
ajfti-4570	398	3	,	,	PUNCT
ajfti-4570	398	4	42(4	42(4	PROPN
ajfti-4570	398	5	)	)	PUNCT
ajfti-4570	398	6	,	,	PUNCT
ajfti-4570	398	7	616	616	NUM
ajfti-4570	398	8	-	-	SYM
ajfti-4570	398	9	624	624	NUM
ajfti-4570	398	10	.	.	PUNCT
ajfti-4570	399	1	https://doi	https://doi	X
ajfti-4570	399	2	.	.	PUNCT
ajfti-4570	400	1	org/10.1016	org/10.1016	PROPN
ajfti-4570	400	2	/	/	SYM
ajfti-4570	400	3	j.ecosys.2018.05.002	j.ecosys.2018.05.002	PROPN
ajfti-4570	400	4	tran	tran	PROPN
ajfti-4570	400	5	,	,	PUNCT
ajfti-4570	400	6	k.	k.	PROPN
ajfti-4570	400	7	l.	l.	PROPN
ajfti-4570	400	8	,	,	PUNCT
ajfti-4570	400	9	le	le	PROPN
ajfti-4570	400	10	,	,	PUNCT
ajfti-4570	400	11	h.	h.	PROPN
ajfti-4570	400	12	a.	a.	PROPN
ajfti-4570	400	13	,	,	PUNCT
ajfti-4570	400	14	nguyen	nguyen	NOUN
ajfti-4570	400	15	,	,	PUNCT
ajfti-4570	400	16	t.	t.	PROPN
ajfti-4570	400	17	h.	h.	PROPN
ajfti-4570	400	18	,	,	PUNCT
ajfti-4570	400	19	&	&	CCONJ
ajfti-4570	400	20	nguyen	nguyen	PROPN
ajfti-4570	400	21	,	,	PUNCT
ajfti-4570	400	22	d.	d.	PROPN
ajfti-4570	400	23	t.	t.	PROPN
ajfti-4570	400	24	(	(	PUNCT
ajfti-4570	400	25	2022	2022	NUM
ajfti-4570	400	26	)	)	PUNCT
ajfti-4570	400	27	.	.	PUNCT
ajfti-4570	401	1	explainable	explainable	ADJ
ajfti-4570	401	2	machine	machine	NOUN
ajfti-4570	401	3	learning	learn	VERB
ajfti-4570	401	4	for	for	ADP
ajfti-4570	401	5	financial	financial	ADJ
ajfti-4570	401	6	distress	distress	NOUN
ajfti-4570	401	7	prediction	prediction	NOUN
ajfti-4570	401	8	:	:	PUNCT
ajfti-4570	401	9	evidence	evidence	NOUN
ajfti-4570	401	10	from	from	ADP
ajfti-4570	401	11	vietnam	vietnam	PROPN
ajfti-4570	401	12	.	.	PUNCT
ajfti-4570	402	1	data	data	PROPN
ajfti-4570	402	2	,	,	PUNCT
ajfti-4570	402	3	7(11	7(11	NUM
ajfti-4570	402	4	)	)	PUNCT
ajfti-4570	402	5	,	,	PUNCT
ajfti-4570	402	6	160	160	NUM
ajfti-4570	402	7	.	.	PUNCT
ajfti-4570	403	1	https://doi.org/10.3390/data7110160	https://doi.org/10.3390/data7110160	NOUN
ajfti-4570	403	2	tran	tran	PROPN
ajfti-4570	403	3	,	,	PUNCT
ajfti-4570	403	4	t.	t.	PROPN
ajfti-4570	403	5	,	,	PUNCT
ajfti-4570	403	6	nguyen	nguyen	PROPN
ajfti-4570	403	7	,	,	PUNCT
ajfti-4570	403	8	n.	n.	PROPN
ajfti-4570	403	9	h.	h.	PROPN
ajfti-4570	403	10	,	,	PUNCT
ajfti-4570	403	11	le	le	PROPN
ajfti-4570	403	12	,	,	PUNCT
ajfti-4570	403	13	b.	b.	PROPN
ajfti-4570	403	14	t.	t.	PROPN
ajfti-4570	403	15	,	,	PUNCT
ajfti-4570	403	16	thanh	thanh	PROPN
ajfti-4570	403	17	vu	vu	PROPN
ajfti-4570	403	18	,	,	PUNCT
ajfti-4570	403	19	n.	n.	NOUN
ajfti-4570	403	20	,	,	PUNCT
ajfti-4570	403	21	&	&	CCONJ
ajfti-4570	403	22	vo	vo	PROPN
ajfti-4570	403	23	,	,	PUNCT
ajfti-4570	403	24	d.	d.	PROPN
ajfti-4570	403	25	h.	h.	PROPN
ajfti-4570	403	26	(	(	PUNCT
ajfti-4570	403	27	2023	2023	NUM
ajfti-4570	403	28	)	)	PUNCT
ajfti-4570	403	29	.	.	PUNCT
ajfti-4570	404	1	examining	examine	VERB
ajfti-4570	404	2	financial	financial	ADJ
ajfti-4570	404	3	distress	distress	NOUN
ajfti-4570	404	4	of	of	ADP
ajfti-4570	404	5	the	the	DET
ajfti-4570	404	6	vietnamese	vietnamese	ADJ
ajfti-4570	404	7	listed	list	VERB
ajfti-4570	404	8	firms	firm	NOUN
ajfti-4570	404	9	using	use	VERB
ajfti-4570	404	10	accounting	accounting	NOUN
ajfti-4570	404	11	-	-	PUNCT
ajfti-4570	404	12	based	base	VERB
ajfti-4570	404	13	models	model	NOUN
ajfti-4570	404	14	.	.	PUNCT
ajfti-4570	405	1	plos	plos	PROPN
ajfti-4570	405	2	one	one	NUM
ajfti-4570	405	3	,	,	PUNCT
ajfti-4570	405	4	18(5	18(5	NUM
ajfti-4570	405	5	)	)	PUNCT
ajfti-4570	405	6	,	,	PUNCT
ajfti-4570	405	7	e0284451	e0284451	PROPN
ajfti-4570	405	8	.	.	PUNCT
ajfti-4570	406	1	https://doi	https://doi	PROPN
ajfti-4570	406	2	.	.	PUNCT
ajfti-4570	407	1	org/10.1371	org/10.1371	PROPN
ajfti-4570	407	2	/	/	SYM
ajfti-4570	407	3	journal.pone.0284451	journal.pone.0284451	PROPN
ajfti-4570	407	4	triều	triều	ADV
ajfti-4570	407	5	,	,	PUNCT
ajfti-4570	407	6	t.	t.	PROPN
ajfti-4570	407	7	(	(	PUNCT
ajfti-4570	407	8	2025	2025	NUM
ajfti-4570	407	9	)	)	PUNCT
ajfti-4570	407	10	.	.	PUNCT
ajfti-4570	408	1	there	there	PRON
ajfti-4570	408	2	are	be	VERB
ajfti-4570	408	3	still	still	ADV
ajfti-4570	408	4	many	many	ADJ
ajfti-4570	408	5	reasons	reason	NOUN
ajfti-4570	408	6	to	to	PART
ajfti-4570	408	7	be	be	AUX
ajfti-4570	408	8	optimistic	optimistic	ADJ
ajfti-4570	408	9	.	.	PUNCT
ajfti-4570	409	1	vietnam.vn	vietnam.vn	NUM
ajfti-4570	409	2	.	.	PUNCT
ajfti-4570	409	3	https://www.vietnam.vn/en/van-conhieu-ly-do-de-lac-quan	https://www.vietnam.vn/en/van-conhieu-ly-do-de-lac-quan	PUNCT