id	sid	tid	token	lemma	pos
ajfa-13674	1	1	microsoft	microsoft	PROPN
ajfa-13674	1	2	word	word	NOUN
ajfa-13674	1	3	13674	13674	NUM
ajfa-13674	1	4	-	-	SYM
ajfa-13674	1	5	49903	49903	NUM
ajfa-13674	1	6	-	-	PUNCT
ajfa-13674	1	7	1	1	NUM
ajfa-13674	1	8	-	-	PUNCT
ajfa-13674	1	9	sm	sm	NOUN
ajfa-13674	1	10	-	-	PUNCT
ajfa-13674	1	11	writer2	writer2	VERB
ajfa-13674	1	12	-	-	ADJ
ajfa-13674	1	13	new	new	ADJ
ajfa-13674	1	14	asian	asian	ADJ
ajfa-13674	1	15	journal	journal	NOUN
ajfa-13674	1	16	of	of	ADP
ajfa-13674	1	17	finance	finance	PROPN
ajfa-13674	1	18	&	&	CCONJ
ajfa-13674	1	19	accounting	accounting	PROPN
ajfa-13674	1	20	issn	issn	PROPN
ajfa-13674	1	21	1946	1946	NUM
ajfa-13674	1	22	-	-	PUNCT
ajfa-13674	1	23	052x	052x	NOUN
ajfa-13674	1	24	2018	2018	NUM
ajfa-13674	1	25	,	,	PUNCT
ajfa-13674	1	26	vol	vol	NOUN
ajfa-13674	1	27	.	.	PROPN
ajfa-13674	1	28	10	10	NUM
ajfa-13674	1	29	,	,	PUNCT
ajfa-13674	1	30	no	no	INTJ
ajfa-13674	1	31	.	.	NOUN
ajfa-13674	1	32	2	2	NUM
ajfa-13674	1	33	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	1	34	30	30	NUM
ajfa-13674	1	35	models	model	NOUN
ajfa-13674	1	36	for	for	ADP
ajfa-13674	1	37	prediction	prediction	NOUN
ajfa-13674	1	38	of	of	ADP
ajfa-13674	1	39	industrial	industrial	ADJ
ajfa-13674	1	40	insolvency	insolvency	NOUN
ajfa-13674	1	41	of	of	ADP
ajfa-13674	1	42	manufacturing	manufacture	VERB
ajfa-13674	1	43	companies	company	NOUN
ajfa-13674	1	44	in	in	ADP
ajfa-13674	1	45	india	india	PROPN
ajfa-13674	1	46	nisarg	nisarg	PROPN
ajfa-13674	1	47	a	a	DET
ajfa-13674	1	48	joshi	joshi	PROPN
ajfa-13674	1	49	(	(	PUNCT
ajfa-13674	1	50	corresponding	corresponding	ADJ
ajfa-13674	1	51	author	author	NOUN
ajfa-13674	1	52	)	)	PUNCT
ajfa-13674	1	53	economics	economics	PROPN
ajfa-13674	1	54	&	&	CCONJ
ajfa-13674	1	55	finance	finance	PROPN
ajfa-13674	1	56	area	area	PROPN
ajfa-13674	1	57	institute	institute	PROPN
ajfa-13674	1	58	of	of	ADP
ajfa-13674	1	59	management	management	PROPN
ajfa-13674	1	60	,	,	PUNCT
ajfa-13674	1	61	nirma	nirma	VERB
ajfa-13674	1	62	university	university	PROPN
ajfa-13674	1	63	,	,	PUNCT
ajfa-13674	1	64	ahmedabad	ahmedabad	PROPN
ajfa-13674	1	65	,	,	PUNCT
ajfa-13674	1	66	india	india	PROPN
ajfa-13674	1	67	e	e	PROPN
ajfa-13674	1	68	-	-	NOUN
ajfa-13674	1	69	mail	mail	NOUN
ajfa-13674	1	70	:	:	PUNCT
ajfa-13674	1	71	nisarg@nirmauni.ac.in	nisarg@nirmauni.ac.in	PUNCT
ajfa-13674	2	1	jay	jay	PROPN
ajfa-13674	2	2	m	m	PROPN
ajfa-13674	2	3	desai	desai	PROPN
ajfa-13674	2	4	b.	b.	PROPN
ajfa-13674	2	5	k.	k.	PROPN
ajfa-13674	2	6	school	school	PROPN
ajfa-13674	2	7	of	of	ADP
ajfa-13674	2	8	business	business	NOUN
ajfa-13674	2	9	management	management	PROPN
ajfa-13674	2	10	gujarat	gujarat	PROPN
ajfa-13674	2	11	university	university	PROPN
ajfa-13674	2	12	,	,	PUNCT
ajfa-13674	2	13	ahmedabad	ahmedabad	PROPN
ajfa-13674	2	14	,	,	PUNCT
ajfa-13674	2	15	india	india	PROPN
ajfa-13674	2	16	e	e	PROPN
ajfa-13674	2	17	-	-	NOUN
ajfa-13674	2	18	mail	mail	NOUN
ajfa-13674	2	19	:	:	PUNCT
ajfa-13674	2	20	jay@jaydesai.net	jay@jaydesai.net	PROPN
ajfa-13674	2	21	received	receive	VERB
ajfa-13674	2	22	:	:	PUNCT
ajfa-13674	3	1	sep	sep	PROPN
ajfa-13674	3	2	.	.	PROPN
ajfa-13674	3	3	19	19	NUM
ajfa-13674	3	4	,	,	PUNCT
ajfa-13674	3	5	2018	2018	NUM
ajfa-13674	3	6	accepted	accept	VERB
ajfa-13674	3	7	:	:	PUNCT
ajfa-13674	3	8	oct	oct	PROPN
ajfa-13674	3	9	.	.	PROPN
ajfa-13674	3	10	15	15	NUM
ajfa-13674	3	11	,	,	PUNCT
ajfa-13674	3	12	2018	2018	NUM
ajfa-13674	3	13	published	publish	VERB
ajfa-13674	3	14	:	:	PUNCT
ajfa-13674	3	15	december	december	PROPN
ajfa-13674	3	16	1	1	NUM
ajfa-13674	3	17	,	,	PUNCT
ajfa-13674	3	18	2018	2018	NUM
ajfa-13674	3	19	doi:10.5296	doi:10.5296	NOUN
ajfa-13674	3	20	/	/	SYM
ajfa-13674	3	21	ajfa.v10i2.13674	ajfa.v10i2.13674	NOUN
ajfa-13674	3	22	url	url	PROPN
ajfa-13674	3	23	:	:	PUNCT
ajfa-13674	3	24	https://doi.org/10.5296/ajfa.v10i2.13674	https://doi.org/10.5296/ajfa.v10i2.13674	NUM
ajfa-13674	3	25	abstract	abstract	ADJ
ajfa-13674	3	26	investors	investor	NOUN
ajfa-13674	3	27	,	,	PUNCT
ajfa-13674	3	28	activists	activist	NOUN
ajfa-13674	3	29	and	and	CCONJ
ajfa-13674	3	30	corporations	corporation	NOUN
ajfa-13674	3	31	across	across	ADP
ajfa-13674	3	32	the	the	DET
ajfa-13674	3	33	world	world	NOUN
ajfa-13674	3	34	are	be	AUX
ajfa-13674	3	35	emphasizing	emphasize	VERB
ajfa-13674	3	36	on	on	ADP
ajfa-13674	3	37	prediction	prediction	NOUN
ajfa-13674	3	38	of	of	ADP
ajfa-13674	3	39	insolvency	insolvency	NOUN
ajfa-13674	3	40	well	well	ADV
ajfa-13674	3	41	in	in	ADP
ajfa-13674	3	42	advance	advance	NOUN
ajfa-13674	3	43	so	so	SCONJ
ajfa-13674	3	44	that	that	SCONJ
ajfa-13674	3	45	corrective	corrective	ADJ
ajfa-13674	3	46	actions	action	NOUN
ajfa-13674	3	47	can	can	AUX
ajfa-13674	3	48	be	be	AUX
ajfa-13674	3	49	taken	take	VERB
ajfa-13674	3	50	and	and	CCONJ
ajfa-13674	3	51	erosion	erosion	NOUN
ajfa-13674	3	52	of	of	ADP
ajfa-13674	3	53	funds	fund	NOUN
ajfa-13674	3	54	can	can	AUX
ajfa-13674	3	55	be	be	AUX
ajfa-13674	3	56	prevented	prevent	VERB
ajfa-13674	3	57	.	.	PUNCT
ajfa-13674	4	1	for	for	ADP
ajfa-13674	4	2	this	this	DET
ajfa-13674	4	3	purpose	purpose	NOUN
ajfa-13674	4	4	,	,	PUNCT
ajfa-13674	4	5	this	this	DET
ajfa-13674	4	6	study	study	NOUN
ajfa-13674	4	7	attempts	attempt	VERB
ajfa-13674	4	8	to	to	PART
ajfa-13674	4	9	construct	construct	VERB
ajfa-13674	4	10	models	model	NOUN
ajfa-13674	4	11	for	for	ADP
ajfa-13674	4	12	forecasting	forecast	VERB
ajfa-13674	4	13	industrial	industrial	ADJ
ajfa-13674	4	14	sickness	sickness	NOUN
ajfa-13674	4	15	and	and	CCONJ
ajfa-13674	4	16	to	to	PART
ajfa-13674	4	17	validate	validate	VERB
ajfa-13674	4	18	the	the	DET
ajfa-13674	4	19	performance	performance	NOUN
ajfa-13674	4	20	of	of	ADP
ajfa-13674	4	21	these	these	DET
ajfa-13674	4	22	models	model	NOUN
ajfa-13674	4	23	.	.	PUNCT
ajfa-13674	5	1	this	this	DET
ajfa-13674	5	2	paper	paper	NOUN
ajfa-13674	5	3	proposes	propose	VERB
ajfa-13674	5	4	new	new	ADJ
ajfa-13674	5	5	models	model	NOUN
ajfa-13674	5	6	for	for	ADP
ajfa-13674	5	7	prediction	prediction	NOUN
ajfa-13674	5	8	of	of	ADP
ajfa-13674	5	9	industrial	industrial	ADJ
ajfa-13674	5	10	sickness	sickness	NOUN
ajfa-13674	5	11	or	or	CCONJ
ajfa-13674	5	12	leading	lead	VERB
ajfa-13674	5	13	bankruptcy	bankruptcy	NOUN
ajfa-13674	5	14	using	use	VERB
ajfa-13674	5	15	three	three	NUM
ajfa-13674	5	16	different	different	ADJ
ajfa-13674	5	17	techniques	technique	NOUN
ajfa-13674	5	18	i.e.	i.e.	X
ajfa-13674	5	19	a	a	DET
ajfa-13674	5	20	model	model	NOUN
ajfa-13674	5	21	using	use	VERB
ajfa-13674	5	22	multi	multi	ADJ
ajfa-13674	5	23	discriminant	discriminant	ADJ
ajfa-13674	5	24	analysis	analysis	NOUN
ajfa-13674	5	25	(	(	PUNCT
ajfa-13674	5	26	mda	mda	PROPN
ajfa-13674	5	27	)	)	PUNCT
ajfa-13674	5	28	,	,	PUNCT
ajfa-13674	5	29	a	a	DET
ajfa-13674	5	30	model	model	NOUN
ajfa-13674	5	31	using	use	VERB
ajfa-13674	5	32	mda	mda	PROPN
ajfa-13674	5	33	+	+	CCONJ
ajfa-13674	5	34	pca	pca	PROPN
ajfa-13674	5	35	(	(	PUNCT
ajfa-13674	5	36	principle	principle	NOUN
ajfa-13674	5	37	component	component	NOUN
ajfa-13674	5	38	analysis	analysis	NOUN
ajfa-13674	5	39	)	)	PUNCT
ajfa-13674	5	40	,	,	PUNCT
ajfa-13674	5	41	and	and	CCONJ
ajfa-13674	5	42	a	a	DET
ajfa-13674	5	43	model	model	NOUN
ajfa-13674	5	44	using	use	VERB
ajfa-13674	5	45	ann	ann	PROPN
ajfa-13674	5	46	(	(	PUNCT
ajfa-13674	5	47	artificial	artificial	ADJ
ajfa-13674	5	48	neural	neural	ADJ
ajfa-13674	5	49	network).this	network).this	PROPN
ajfa-13674	5	50	paper	paper	NOUN
ajfa-13674	5	51	focuses	focus	VERB
ajfa-13674	5	52	to	to	PART
ajfa-13674	5	53	propose	propose	VERB
ajfa-13674	5	54	prediction	prediction	NOUN
ajfa-13674	5	55	models	model	NOUN
ajfa-13674	5	56	for	for	ADP
ajfa-13674	5	57	bankruptcy	bankruptcy	NOUN
ajfa-13674	5	58	which	which	PRON
ajfa-13674	5	59	contribute	contribute	VERB
ajfa-13674	5	60	more	more	ADJ
ajfa-13674	5	61	to	to	ADP
ajfa-13674	5	62	this	this	DET
ajfa-13674	5	63	impact	impact	NOUN
ajfa-13674	5	64	in	in	ADP
ajfa-13674	5	65	emerging	emerge	VERB
ajfa-13674	5	66	economies	economy	NOUN
ajfa-13674	5	67	like	like	ADP
ajfa-13674	5	68	india	india	PROPN
ajfa-13674	5	69	.	.	PUNCT
ajfa-13674	6	1	the	the	DET
ajfa-13674	6	2	results	result	NOUN
ajfa-13674	6	3	show	show	VERB
ajfa-13674	6	4	that	that	SCONJ
ajfa-13674	6	5	the	the	DET
ajfa-13674	6	6	forecasting	forecasting	NOUN
ajfa-13674	6	7	ability	ability	NOUN
ajfa-13674	6	8	of	of	ADP
ajfa-13674	6	9	the	the	DET
ajfa-13674	6	10	models	model	NOUN
ajfa-13674	6	11	is	be	AUX
ajfa-13674	6	12	higher	high	ADJ
ajfa-13674	6	13	than	than	ADP
ajfa-13674	6	14	the	the	DET
ajfa-13674	6	15	empirical	empirical	ADJ
ajfa-13674	6	16	models	model	NOUN
ajfa-13674	6	17	already	already	ADV
ajfa-13674	6	18	available	available	ADJ
ajfa-13674	6	19	such	such	ADJ
ajfa-13674	6	20	altman	altman	PROPN
ajfa-13674	6	21	’s	’s	PART
ajfa-13674	6	22	z	z	PROPN
ajfa-13674	6	23	score	score	NOUN
ajfa-13674	6	24	model	model	NOUN
ajfa-13674	6	25	,	,	PUNCT
ajfa-13674	6	26	ohlson	ohlson	PROPN
ajfa-13674	6	27	’s	’s	PART
ajfa-13674	6	28	model	model	NOUN
ajfa-13674	6	29	and	and	CCONJ
ajfa-13674	6	30	model	model	NOUN
ajfa-13674	6	31	developed	develop	VERB
ajfa-13674	6	32	by	by	ADP
ajfa-13674	6	33	odom	odom	NOUN
ajfa-13674	6	34	and	and	CCONJ
ajfa-13674	6	35	sharda	sharda	PROPN
ajfa-13674	6	36	to	to	PART
ajfa-13674	6	37	name	name	VERB
ajfa-13674	6	38	a	a	DET
ajfa-13674	6	39	few	few	ADJ
ajfa-13674	6	40	.	.	PUNCT
ajfa-13674	7	1	the	the	DET
ajfa-13674	7	2	prediction	prediction	NOUN
ajfa-13674	7	3	accuracy	accuracy	NOUN
ajfa-13674	7	4	of	of	ADP
ajfa-13674	7	5	mda	mda	PROPN
ajfa-13674	7	6	model	model	NOUN
ajfa-13674	7	7	is	be	AUX
ajfa-13674	7	8	highest	high	ADJ
ajfa-13674	7	9	among	among	ADP
ajfa-13674	7	10	proposed	propose	VERB
ajfa-13674	7	11	models	model	NOUN
ajfa-13674	7	12	for	for	ADP
ajfa-13674	7	13	prediction	prediction	NOUN
ajfa-13674	7	14	of	of	ADP
ajfa-13674	7	15	industrial	industrial	ADJ
ajfa-13674	7	16	sickness	sickness	NOUN
ajfa-13674	7	17	.	.	PUNCT
ajfa-13674	8	1	these	these	DET
ajfa-13674	8	2	results	result	NOUN
ajfa-13674	8	3	are	be	AUX
ajfa-13674	8	4	recommended	recommend	VERB
ajfa-13674	8	5	to	to	ADP
ajfa-13674	8	6	financial	financial	ADJ
ajfa-13674	8	7	institutions	institution	NOUN
ajfa-13674	8	8	,	,	PUNCT
ajfa-13674	8	9	banks	bank	NOUN
ajfa-13674	8	10	and	and	CCONJ
ajfa-13674	8	11	executives	executive	NOUN
ajfa-13674	8	12	.	.	PUNCT
ajfa-13674	9	1	this	this	DET
ajfa-13674	9	2	study	study	NOUN
ajfa-13674	9	3	may	may	AUX
ajfa-13674	9	4	also	also	ADV
ajfa-13674	9	5	be	be	AUX
ajfa-13674	9	6	used	use	VERB
ajfa-13674	9	7	for	for	ADP
ajfa-13674	9	8	evaluating	evaluate	VERB
ajfa-13674	9	9	the	the	DET
ajfa-13674	9	10	repayment	repayment	NOUN
ajfa-13674	9	11	behavior	behavior	NOUN
ajfa-13674	9	12	of	of	ADP
ajfa-13674	9	13	a	a	DET
ajfa-13674	9	14	borrower	borrower	NOUN
ajfa-13674	9	15	.	.	PUNCT
ajfa-13674	10	1	these	these	DET
ajfa-13674	10	2	models	model	NOUN
ajfa-13674	10	3	may	may	AUX
ajfa-13674	10	4	be	be	AUX
ajfa-13674	10	5	used	use	VERB
ajfa-13674	10	6	by	by	ADP
ajfa-13674	10	7	the	the	DET
ajfa-13674	10	8	potential	potential	ADJ
ajfa-13674	10	9	investors	investor	NOUN
ajfa-13674	10	10	for	for	ADP
ajfa-13674	10	11	screening	screen	VERB
ajfa-13674	10	12	out	out	ADP
ajfa-13674	10	13	undesirable	undesirable	ADJ
ajfa-13674	10	14	investments	investment	NOUN
ajfa-13674	10	15	.	.	PUNCT
ajfa-13674	11	1	since	since	SCONJ
ajfa-13674	11	2	the	the	DET
ajfa-13674	11	3	models	model	NOUN
ajfa-13674	11	4	are	be	AUX
ajfa-13674	11	5	of	of	ADP
ajfa-13674	11	6	predictive	predictive	ADJ
ajfa-13674	11	7	nature	nature	NOUN
ajfa-13674	11	8	,	,	PUNCT
ajfa-13674	11	9	the	the	DET
ajfa-13674	11	10	asian	asian	ADJ
ajfa-13674	11	11	journal	journal	NOUN
ajfa-13674	11	12	of	of	ADP
ajfa-13674	11	13	finance	finance	PROPN
ajfa-13674	11	14	&	&	CCONJ
ajfa-13674	11	15	accounting	accounting	PROPN
ajfa-13674	11	16	issn	issn	PROPN
ajfa-13674	11	17	1946	1946	NUM
ajfa-13674	11	18	-	-	PUNCT
ajfa-13674	11	19	052x	052x	NOUN
ajfa-13674	11	20	2018	2018	NUM
ajfa-13674	11	21	,	,	PUNCT
ajfa-13674	11	22	vol	vol	NOUN
ajfa-13674	11	23	.	.	PROPN
ajfa-13674	11	24	10	10	NUM
ajfa-13674	11	25	,	,	PUNCT
ajfa-13674	11	26	no	no	INTJ
ajfa-13674	11	27	.	.	NOUN
ajfa-13674	11	28	2	2	NUM
ajfa-13674	11	29	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	11	30	31	31	NUM
ajfa-13674	11	31	investors	investor	NOUN
ajfa-13674	11	32	may	may	AUX
ajfa-13674	11	33	use	use	VERB
ajfa-13674	11	34	it	it	PRON
ajfa-13674	11	35	for	for	ADP
ajfa-13674	11	36	portfolio	portfolio	NOUN
ajfa-13674	11	37	selection	selection	NOUN
ajfa-13674	11	38	.	.	PUNCT
ajfa-13674	12	1	keywords	keyword	NOUN
ajfa-13674	12	2	:	:	PUNCT
ajfa-13674	12	3	bankruptcy	bankruptcy	NOUN
ajfa-13674	12	4	prediction	prediction	NOUN
ajfa-13674	12	5	,	,	PUNCT
ajfa-13674	12	6	insolvency	insolvency	NOUN
ajfa-13674	12	7	,	,	PUNCT
ajfa-13674	12	8	accounting	accounting	NOUN
ajfa-13674	12	9	ratios	ratio	NOUN
ajfa-13674	12	10	,	,	PUNCT
ajfa-13674	12	11	neural	neural	ADJ
ajfa-13674	12	12	network	network	NOUN
ajfa-13674	12	13	,	,	PUNCT
ajfa-13674	12	14	multi	multi	ADJ
ajfa-13674	12	15	-	-	ADJ
ajfa-13674	12	16	discriminant	discriminant	ADJ
ajfa-13674	12	17	,	,	PUNCT
ajfa-13674	12	18	pca	pca	PROPN
ajfa-13674	12	19	.	.	PUNCT
ajfa-13674	12	20	jel	jel	PROPN
ajfa-13674	12	21	classification	classification	PROPN
ajfa-13674	12	22	:	:	PUNCT
ajfa-13674	12	23	g33	g33	PROPN
ajfa-13674	12	24	,	,	PUNCT
ajfa-13674	12	25	c02	c02	NOUN
ajfa-13674	12	26	,	,	PUNCT
ajfa-13674	12	27	c38	c38	NOUN
ajfa-13674	12	28	,	,	PUNCT
ajfa-13674	12	29	c45	c45	PROPN
ajfa-13674	12	30	,	,	PUNCT
ajfa-13674	12	31	c52	c52	PROPN
ajfa-13674	12	32	,	,	PUNCT
ajfa-13674	12	33	c53	c53	NOUN
ajfa-13674	12	34	asian	asian	ADJ
ajfa-13674	12	35	journal	journal	PROPN
ajfa-13674	12	36	of	of	ADP
ajfa-13674	12	37	finance	finance	PROPN
ajfa-13674	12	38	&	&	CCONJ
ajfa-13674	12	39	accounting	accounting	PROPN
ajfa-13674	12	40	issn	issn	PROPN
ajfa-13674	12	41	1946	1946	NUM
ajfa-13674	12	42	-	-	PUNCT
ajfa-13674	12	43	052x	052x	NOUN
ajfa-13674	12	44	2018	2018	NUM
ajfa-13674	12	45	,	,	PUNCT
ajfa-13674	12	46	vol	vol	NOUN
ajfa-13674	12	47	.	.	PROPN
ajfa-13674	12	48	10	10	NUM
ajfa-13674	12	49	,	,	PUNCT
ajfa-13674	12	50	no	no	INTJ
ajfa-13674	12	51	.	.	NOUN
ajfa-13674	12	52	2	2	NUM
ajfa-13674	12	53	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	12	54	32	32	NUM
ajfa-13674	12	55	1	1	NUM
ajfa-13674	12	56	.	.	PUNCT
ajfa-13674	13	1	introduction	introduction	NOUN
ajfa-13674	13	2	the	the	DET
ajfa-13674	13	3	achievement	achievement	NOUN
ajfa-13674	13	4	of	of	ADP
ajfa-13674	13	5	success	success	NOUN
ajfa-13674	13	6	had	have	AUX
ajfa-13674	13	7	been	be	AUX
ajfa-13674	13	8	the	the	DET
ajfa-13674	13	9	enunciation	enunciation	NOUN
ajfa-13674	13	10	in	in	ADP
ajfa-13674	13	11	management	management	NOUN
ajfa-13674	13	12	research	research	NOUN
ajfa-13674	13	13	for	for	ADP
ajfa-13674	13	14	last	last	ADJ
ajfa-13674	13	15	few	few	ADJ
ajfa-13674	13	16	decades	decade	NOUN
ajfa-13674	13	17	.	.	PUNCT
ajfa-13674	14	1	the	the	DET
ajfa-13674	14	2	companies	company	NOUN
ajfa-13674	14	3	had	have	AUX
ajfa-13674	14	4	been	be	AUX
ajfa-13674	14	5	judged	judge	VERB
ajfa-13674	14	6	on	on	ADP
ajfa-13674	14	7	the	the	DET
ajfa-13674	14	8	basis	basis	NOUN
ajfa-13674	14	9	of	of	ADP
ajfa-13674	14	10	how	how	SCONJ
ajfa-13674	14	11	rapidly	rapidly	ADV
ajfa-13674	14	12	they	they	PRON
ajfa-13674	14	13	had	have	AUX
ajfa-13674	14	14	grown	grow	VERB
ajfa-13674	14	15	and	and	CCONJ
ajfa-13674	14	16	how	how	SCONJ
ajfa-13674	14	17	fast	fast	ADV
ajfa-13674	14	18	they	they	PRON
ajfa-13674	14	19	increased	increase	VERB
ajfa-13674	14	20	their	their	PRON
ajfa-13674	14	21	market	market	NOUN
ajfa-13674	14	22	share	share	NOUN
ajfa-13674	14	23	.	.	PUNCT
ajfa-13674	15	1	the	the	DET
ajfa-13674	15	2	bankruptcy	bankruptcy	NOUN
ajfa-13674	15	3	or	or	CCONJ
ajfa-13674	15	4	insolvency	insolvency	NOUN
ajfa-13674	15	5	of	of	ADP
ajfa-13674	15	6	a	a	DET
ajfa-13674	15	7	company	company	NOUN
ajfa-13674	15	8	has	have	AUX
ajfa-13674	15	9	been	be	AUX
ajfa-13674	15	10	a	a	DET
ajfa-13674	15	11	very	very	ADV
ajfa-13674	15	12	important	important	ADJ
ajfa-13674	15	13	part	part	NOUN
ajfa-13674	15	14	of	of	ADP
ajfa-13674	15	15	a	a	DET
ajfa-13674	15	16	manager	manager	NOUN
ajfa-13674	15	17	’s	’s	PART
ajfa-13674	15	18	job	job	NOUN
ajfa-13674	15	19	as	as	ADP
ajfa-13674	15	20	the	the	DET
ajfa-13674	15	21	accomplishment	accomplishment	NOUN
ajfa-13674	15	22	of	of	ADP
ajfa-13674	15	23	its	its	PRON
ajfa-13674	15	24	success	success	NOUN
ajfa-13674	15	25	.	.	PUNCT
ajfa-13674	16	1	this	this	DET
ajfa-13674	16	2	role	role	NOUN
ajfa-13674	16	3	is	be	AUX
ajfa-13674	16	4	becoming	become	VERB
ajfa-13674	16	5	more	more	ADV
ajfa-13674	16	6	significant	significant	ADJ
ajfa-13674	16	7	and	and	CCONJ
ajfa-13674	16	8	crucial	crucial	ADJ
ajfa-13674	16	9	as	as	SCONJ
ajfa-13674	16	10	the	the	DET
ajfa-13674	16	11	penalties	penalty	NOUN
ajfa-13674	16	12	of	of	ADP
ajfa-13674	16	13	failure	failure	NOUN
ajfa-13674	16	14	are	be	AUX
ajfa-13674	16	15	becoming	become	VERB
ajfa-13674	16	16	more	more	ADV
ajfa-13674	16	17	modest	modest	ADJ
ajfa-13674	16	18	.	.	PUNCT
ajfa-13674	17	1	a	a	DET
ajfa-13674	17	2	number	number	NOUN
ajfa-13674	17	3	of	of	ADP
ajfa-13674	17	4	activities	activity	NOUN
ajfa-13674	17	5	are	be	AUX
ajfa-13674	17	6	performed	perform	VERB
ajfa-13674	17	7	in	in	ADP
ajfa-13674	17	8	the	the	DET
ajfa-13674	17	9	business	business	NOUN
ajfa-13674	17	10	by	by	ADP
ajfa-13674	17	11	each	each	DET
ajfa-13674	17	12	company	company	NOUN
ajfa-13674	17	13	.	.	PUNCT
ajfa-13674	18	1	but	but	CCONJ
ajfa-13674	18	2	the	the	DET
ajfa-13674	18	3	outcomes	outcome	NOUN
ajfa-13674	18	4	of	of	ADP
ajfa-13674	18	5	certain	certain	ADJ
ajfa-13674	18	6	activities	activity	NOUN
ajfa-13674	18	7	are	be	AUX
ajfa-13674	18	8	uncertain	uncertain	ADJ
ajfa-13674	18	9	and	and	CCONJ
ajfa-13674	18	10	risky	risky	ADJ
ajfa-13674	18	11	.	.	PUNCT
ajfa-13674	19	1	this	this	PRON
ajfa-13674	19	2	involves	involve	VERB
ajfa-13674	19	3	risk	risk	NOUN
ajfa-13674	19	4	for	for	ADP
ajfa-13674	19	5	every	every	DET
ajfa-13674	19	6	business	business	NOUN
ajfa-13674	19	7	.	.	PUNCT
ajfa-13674	20	1	“	"	PUNCT
ajfa-13674	20	2	among	among	ADP
ajfa-13674	20	3	the	the	DET
ajfa-13674	20	4	different	different	ADJ
ajfa-13674	20	5	risks	risk	NOUN
ajfa-13674	20	6	that	that	PRON
ajfa-13674	20	7	an	an	DET
ajfa-13674	20	8	organization	organization	NOUN
ajfa-13674	20	9	is	be	AUX
ajfa-13674	20	10	faced	face	VERB
ajfa-13674	20	11	with	with	ADP
ajfa-13674	20	12	,	,	PUNCT
ajfa-13674	20	13	default	default	NOUN
ajfa-13674	20	14	risk	risk	NOUN
ajfa-13674	20	15	is	be	AUX
ajfa-13674	20	16	possibly	possibly	ADV
ajfa-13674	20	17	one	one	NUM
ajfa-13674	20	18	of	of	ADP
ajfa-13674	20	19	the	the	DET
ajfa-13674	20	20	ancient	ancient	ADJ
ajfa-13674	20	21	financial	financial	ADJ
ajfa-13674	20	22	risks	risk	NOUN
ajfa-13674	20	23	,	,	PUNCT
ajfa-13674	20	24	though	though	SCONJ
ajfa-13674	20	25	there	there	PRON
ajfa-13674	20	26	have	have	AUX
ajfa-13674	20	27	not	not	PART
ajfa-13674	20	28	been	be	AUX
ajfa-13674	20	29	many	many	ADJ
ajfa-13674	20	30	instruments	instrument	NOUN
ajfa-13674	20	31	to	to	PART
ajfa-13674	20	32	manage	manage	VERB
ajfa-13674	20	33	and	and	CCONJ
ajfa-13674	20	34	hedge	hedge	VERB
ajfa-13674	20	35	this	this	DET
ajfa-13674	20	36	type	type	NOUN
ajfa-13674	20	37	of	of	ADP
ajfa-13674	20	38	risk	risk	NOUN
ajfa-13674	20	39	till	till	SCONJ
ajfa-13674	20	40	recently	recently	ADV
ajfa-13674	20	41	”	"	PUNCT
ajfa-13674	20	42	(	(	PUNCT
ajfa-13674	20	43	gupta	gupta	PROPN
ajfa-13674	20	44	,	,	PUNCT
ajfa-13674	20	45	2014	2014	NUM
ajfa-13674	20	46	)	)	PUNCT
ajfa-13674	20	47	.	.	PUNCT
ajfa-13674	21	1	the	the	DET
ajfa-13674	21	2	majority	majority	NOUN
ajfa-13674	21	3	business	business	NOUN
ajfa-13674	21	4	transactions	transaction	NOUN
ajfa-13674	21	5	are	be	AUX
ajfa-13674	21	6	of	of	ADP
ajfa-13674	21	7	financial	financial	ADJ
ajfa-13674	21	8	nature	nature	NOUN
ajfa-13674	21	9	(	(	PUNCT
ajfa-13674	21	10	yadav	yadav	PROPN
ajfa-13674	21	11	,	,	PUNCT
ajfa-13674	21	12	1986	1986	NUM
ajfa-13674	21	13	)	)	PUNCT
ajfa-13674	21	14	which	which	PRON
ajfa-13674	21	15	leads	lead	VERB
ajfa-13674	21	16	to	to	AUX
ajfa-13674	21	17	default	default	VERB
ajfa-13674	21	18	risk	risk	NOUN
ajfa-13674	21	19	and	and	CCONJ
ajfa-13674	21	20	finally	finally	ADV
ajfa-13674	21	21	results	result	VERB
ajfa-13674	21	22	into	into	ADP
ajfa-13674	21	23	non	non	NOUN
ajfa-13674	21	24	-	-	NOUN
ajfa-13674	21	25	repayment	repayment	NOUN
ajfa-13674	21	26	of	of	ADP
ajfa-13674	21	27	debt	debt	NOUN
ajfa-13674	21	28	.	.	PUNCT
ajfa-13674	22	1	default	default	NOUN
ajfa-13674	22	2	risk	risk	NOUN
ajfa-13674	22	3	has	have	AUX
ajfa-13674	22	4	gained	gain	VERB
ajfa-13674	22	5	utter	utter	ADJ
ajfa-13674	22	6	importance	importance	NOUN
ajfa-13674	22	7	because	because	SCONJ
ajfa-13674	22	8	of	of	ADP
ajfa-13674	22	9	innovative	innovative	ADJ
ajfa-13674	22	10	financial	financial	ADJ
ajfa-13674	22	11	instruments	instrument	NOUN
ajfa-13674	22	12	,	,	PUNCT
ajfa-13674	22	13	different	different	ADJ
ajfa-13674	22	14	tools	tool	NOUN
ajfa-13674	22	15	of	of	ADP
ajfa-13674	22	16	risk	risk	NOUN
ajfa-13674	22	17	management	management	NOUN
ajfa-13674	22	18	and	and	CCONJ
ajfa-13674	22	19	change	change	NOUN
ajfa-13674	22	20	in	in	ADP
ajfa-13674	22	21	economic	economic	ADJ
ajfa-13674	22	22	conditions	condition	NOUN
ajfa-13674	22	23	.	.	PUNCT
ajfa-13674	23	1	the	the	DET
ajfa-13674	23	2	risk	risk	NOUN
ajfa-13674	23	3	of	of	ADP
ajfa-13674	23	4	default	default	NOUN
ajfa-13674	23	5	is	be	AUX
ajfa-13674	23	6	at	at	ADP
ajfa-13674	23	7	the	the	DET
ajfa-13674	23	8	center	center	NOUN
ajfa-13674	23	9	of	of	ADP
ajfa-13674	23	10	credit	credit	NOUN
ajfa-13674	23	11	risk	risk	NOUN
ajfa-13674	23	12	:	:	PUNCT
ajfa-13674	23	13	credit	credit	NOUN
ajfa-13674	23	14	rating	rating	NOUN
ajfa-13674	23	15	agencies	agency	NOUN
ajfa-13674	23	16	(	(	PUNCT
ajfa-13674	23	17	cras	cras	X
ajfa-13674	23	18	)	)	PUNCT
ajfa-13674	23	19	are	be	AUX
ajfa-13674	23	20	the	the	DET
ajfa-13674	23	21	most	most	ADV
ajfa-13674	23	22	important	important	ADJ
ajfa-13674	23	23	supply	supply	NOUN
ajfa-13674	23	24	for	for	ADP
ajfa-13674	23	25	measuring	measure	VERB
ajfa-13674	23	26	the	the	DET
ajfa-13674	23	27	credit	credit	NOUN
ajfa-13674	23	28	superiority	superiority	NOUN
ajfa-13674	23	29	of	of	ADP
ajfa-13674	23	30	businesses	business	NOUN
ajfa-13674	23	31	/	/	SYM
ajfa-13674	23	32	borrowers	borrower	NOUN
ajfa-13674	23	33	in	in	ADP
ajfa-13674	23	34	developing	develop	VERB
ajfa-13674	23	35	economies	economy	NOUN
ajfa-13674	23	36	like	like	ADP
ajfa-13674	23	37	asian	asian	ADJ
ajfa-13674	23	38	countries	country	NOUN
ajfa-13674	23	39	.	.	PUNCT
ajfa-13674	24	1	since	since	SCONJ
ajfa-13674	24	2	improvement	improvement	NOUN
ajfa-13674	24	3	and	and	CCONJ
ajfa-13674	24	4	deterioration	deterioration	NOUN
ajfa-13674	24	5	of	of	ADP
ajfa-13674	24	6	ratings	rating	NOUN
ajfa-13674	24	7	will	will	AUX
ajfa-13674	24	8	influence	influence	VERB
ajfa-13674	24	9	the	the	DET
ajfa-13674	24	10	worth	worth	NOUN
ajfa-13674	24	11	of	of	ADP
ajfa-13674	24	12	equity	equity	NOUN
ajfa-13674	24	13	and	and	CCONJ
ajfa-13674	24	14	debt	debt	NOUN
ajfa-13674	24	15	that	that	PRON
ajfa-13674	24	16	is	be	AUX
ajfa-13674	24	17	being	be	AUX
ajfa-13674	24	18	listed	list	VERB
ajfa-13674	24	19	within	within	ADP
ajfa-13674	24	20	the	the	DET
ajfa-13674	24	21	market	market	NOUN
ajfa-13674	24	22	,	,	PUNCT
ajfa-13674	24	23	participants	participant	NOUN
ajfa-13674	24	24	of	of	ADP
ajfa-13674	24	25	area	area	NOUN
ajfa-13674	24	26	unit	unit	NOUN
ajfa-13674	24	27	are	be	AUX
ajfa-13674	24	28	fascinated	fascinated	ADJ
ajfa-13674	24	29	in	in	ADP
ajfa-13674	24	30	developing	develop	VERB
ajfa-13674	24	31	sensible	sensible	ADJ
ajfa-13674	24	32	models	model	NOUN
ajfa-13674	24	33	for	for	ADP
ajfa-13674	24	34	prediction	prediction	NOUN
ajfa-13674	24	35	.	.	PUNCT
ajfa-13674	25	1	the	the	DET
ajfa-13674	25	2	failure	failure	NOUN
ajfa-13674	25	3	of	of	ADP
ajfa-13674	25	4	a	a	DET
ajfa-13674	25	5	firm	firm	NOUN
ajfa-13674	25	6	brings	bring	VERB
ajfa-13674	25	7	stress	stress	NOUN
ajfa-13674	25	8	to	to	ADP
ajfa-13674	25	9	entrepreneurs	entrepreneur	NOUN
ajfa-13674	25	10	,	,	PUNCT
ajfa-13674	25	11	managers	manager	NOUN
ajfa-13674	25	12	and	and	CCONJ
ajfa-13674	25	13	the	the	DET
ajfa-13674	25	14	society	society	NOUN
ajfa-13674	25	15	at	at	ADP
ajfa-13674	25	16	large	large	ADJ
ajfa-13674	25	17	.	.	PUNCT
ajfa-13674	26	1	the	the	DET
ajfa-13674	26	2	unemployment	unemployment	NOUN
ajfa-13674	26	3	goes	go	VERB
ajfa-13674	26	4	up	up	ADP
ajfa-13674	26	5	,	,	PUNCT
ajfa-13674	26	6	availability	availability	NOUN
ajfa-13674	26	7	of	of	ADP
ajfa-13674	26	8	goods	good	NOUN
ajfa-13674	26	9	and	and	CCONJ
ajfa-13674	26	10	services	service	NOUN
ajfa-13674	26	11	goes	go	VERB
ajfa-13674	26	12	down	down	ADP
ajfa-13674	26	13	,	,	PUNCT
ajfa-13674	26	14	the	the	DET
ajfa-13674	26	15	cost	cost	NOUN
ajfa-13674	26	16	goes	go	VERB
ajfa-13674	26	17	up	up	ADP
ajfa-13674	26	18	and	and	CCONJ
ajfa-13674	26	19	a	a	DET
ajfa-13674	26	20	large	large	ADJ
ajfa-13674	26	21	sum	sum	NOUN
ajfa-13674	26	22	of	of	ADP
ajfa-13674	26	23	funds	fund	NOUN
ajfa-13674	26	24	is	be	AUX
ajfa-13674	26	25	blocked	block	VERB
ajfa-13674	26	26	up	up	ADP
ajfa-13674	26	27	.	.	PUNCT
ajfa-13674	27	1	the	the	DET
ajfa-13674	27	2	shareholders	shareholder	NOUN
ajfa-13674	27	3	lose	lose	VERB
ajfa-13674	27	4	their	their	PRON
ajfa-13674	27	5	investments	investment	NOUN
ajfa-13674	27	6	,	,	PUNCT
ajfa-13674	27	7	creditors	creditor	NOUN
ajfa-13674	27	8	lose	lose	VERB
ajfa-13674	27	9	their	their	PRON
ajfa-13674	27	10	funds	fund	NOUN
ajfa-13674	27	11	the	the	DET
ajfa-13674	27	12	customer	customer	NOUN
ajfa-13674	27	13	is	be	AUX
ajfa-13674	27	14	deprived	deprive	VERB
ajfa-13674	27	15	of	of	ADP
ajfa-13674	27	16	the	the	DET
ajfa-13674	27	17	product	product	NOUN
ajfa-13674	27	18	.	.	PUNCT
ajfa-13674	28	1	therefore	therefore	ADV
ajfa-13674	28	2	,	,	PUNCT
ajfa-13674	28	3	a	a	DET
ajfa-13674	28	4	model	model	NOUN
ajfa-13674	28	5	is	be	AUX
ajfa-13674	28	6	required	require	VERB
ajfa-13674	28	7	which	which	PRON
ajfa-13674	28	8	predicts	predict	VERB
ajfa-13674	28	9	the	the	DET
ajfa-13674	28	10	insolvency	insolvency	NOUN
ajfa-13674	28	11	at	at	ADP
ajfa-13674	28	12	the	the	DET
ajfa-13674	28	13	earliest	early	ADJ
ajfa-13674	28	14	and	and	CCONJ
ajfa-13674	28	15	would	would	AUX
ajfa-13674	28	16	serve	serve	VERB
ajfa-13674	28	17	to	to	PART
ajfa-13674	28	18	minimize	minimize	VERB
ajfa-13674	28	19	such	such	ADJ
ajfa-13674	28	20	losses	loss	NOUN
ajfa-13674	28	21	by	by	ADP
ajfa-13674	28	22	providing	provide	VERB
ajfa-13674	28	23	alarm	alarm	NOUN
ajfa-13674	28	24	and	and	CCONJ
ajfa-13674	28	25	a	a	DET
ajfa-13674	28	26	warning	warning	NOUN
ajfa-13674	28	27	in	in	ADP
ajfa-13674	28	28	advance	advance	NOUN
ajfa-13674	28	29	to	to	ADP
ajfa-13674	28	30	all	all	DET
ajfa-13674	28	31	the	the	DET
ajfa-13674	28	32	concerned	concerned	ADJ
ajfa-13674	28	33	parties	party	NOUN
ajfa-13674	28	34	.	.	PUNCT
ajfa-13674	29	1	this	this	DET
ajfa-13674	29	2	requirement	requirement	NOUN
ajfa-13674	29	3	has	have	AUX
ajfa-13674	29	4	been	be	AUX
ajfa-13674	29	5	the	the	DET
ajfa-13674	29	6	primary	primary	ADJ
ajfa-13674	29	7	motivation	motivation	NOUN
ajfa-13674	29	8	for	for	SCONJ
ajfa-13674	29	9	us	we	PRON
ajfa-13674	29	10	to	to	PART
ajfa-13674	29	11	investigate	investigate	VERB
ajfa-13674	29	12	the	the	DET
ajfa-13674	29	13	prediction	prediction	NOUN
ajfa-13674	29	14	of	of	ADP
ajfa-13674	29	15	industrial	industrial	ADJ
ajfa-13674	29	16	insolvency	insolvency	NOUN
ajfa-13674	29	17	as	as	ADP
ajfa-13674	29	18	an	an	DET
ajfa-13674	29	19	interesting	interesting	ADJ
ajfa-13674	29	20	area	area	NOUN
ajfa-13674	29	21	.	.	PUNCT
ajfa-13674	30	1	with	with	ADP
ajfa-13674	30	2	a	a	DET
ajfa-13674	30	3	small	small	ADJ
ajfa-13674	30	4	improvement	improvement	NOUN
ajfa-13674	30	5	in	in	ADP
ajfa-13674	30	6	assessing	assess	VERB
ajfa-13674	30	7	the	the	DET
ajfa-13674	30	8	credit	credit	NOUN
ajfa-13674	30	9	risk	risk	NOUN
ajfa-13674	30	10	,	,	PUNCT
ajfa-13674	30	11	reduction	reduction	NOUN
ajfa-13674	30	12	in	in	ADP
ajfa-13674	30	13	a	a	DET
ajfa-13674	30	14	considerable	considerable	ADJ
ajfa-13674	30	15	amount	amount	NOUN
ajfa-13674	30	16	of	of	ADP
ajfa-13674	30	17	savings	saving	NOUN
ajfa-13674	30	18	for	for	ADP
ajfa-13674	30	19	an	an	DET
ajfa-13674	30	20	economy	economy	NOUN
ajfa-13674	30	21	can	can	AUX
ajfa-13674	30	22	be	be	AUX
ajfa-13674	30	23	achieved	achieve	VERB
ajfa-13674	30	24	.	.	PUNCT
ajfa-13674	31	1	(	(	PUNCT
ajfa-13674	31	2	lee	lee	PROPN
ajfa-13674	31	3	and	and	CCONJ
ajfa-13674	31	4	choi	choi	NOUN
ajfa-13674	31	5	,	,	PUNCT
ajfa-13674	31	6	2013	2013	NUM
ajfa-13674	31	7	)	)	PUNCT
ajfa-13674	31	8	.	.	PUNCT
ajfa-13674	32	1	an	an	DET
ajfa-13674	32	2	improvement	improvement	NOUN
ajfa-13674	32	3	in	in	ADP
ajfa-13674	32	4	the	the	DET
ajfa-13674	32	5	accuracy	accuracy	NOUN
ajfa-13674	32	6	of	of	ADP
ajfa-13674	32	7	even	even	ADV
ajfa-13674	32	8	a	a	DET
ajfa-13674	32	9	fraction	fraction	NOUN
ajfa-13674	32	10	of	of	ADP
ajfa-13674	32	11	percent	percent	NOUN
ajfa-13674	32	12	in	in	ADP
ajfa-13674	32	13	scoring	scoring	NOUN
ajfa-13674	32	14	of	of	ADP
ajfa-13674	32	15	models	model	NOUN
ajfa-13674	32	16	,	,	PUNCT
ajfa-13674	32	17	to	to	PART
ajfa-13674	32	18	estimate	estimate	VERB
ajfa-13674	32	19	the	the	DET
ajfa-13674	32	20	probability	probability	NOUN
ajfa-13674	32	21	of	of	ADP
ajfa-13674	32	22	default	default	NOUN
ajfa-13674	32	23	leads	lead	VERB
ajfa-13674	32	24	to	to	ADP
ajfa-13674	32	25	enormous	enormous	ADJ
ajfa-13674	32	26	future	future	ADJ
ajfa-13674	32	27	savings	saving	NOUN
ajfa-13674	32	28	for	for	ADP
ajfa-13674	32	29	the	the	DET
ajfa-13674	32	30	credit	credit	NOUN
ajfa-13674	32	31	industry	industry	NOUN
ajfa-13674	32	32	.	.	PUNCT
ajfa-13674	33	1	(	(	PUNCT
ajfa-13674	33	2	west	west	NOUN
ajfa-13674	33	3	,	,	PUNCT
ajfa-13674	33	4	dellana	dellana	PROPN
ajfa-13674	33	5	and	and	CCONJ
ajfa-13674	33	6	qian	qian	PROPN
ajfa-13674	33	7	,	,	PUNCT
ajfa-13674	33	8	2005	2005	NUM
ajfa-13674	33	9	)	)	PUNCT
ajfa-13674	33	10	.	.	PUNCT
ajfa-13674	34	1	though	though	SCONJ
ajfa-13674	34	2	a	a	DET
ajfa-13674	34	3	wide	wide	ADJ
ajfa-13674	34	4	number	number	NOUN
ajfa-13674	34	5	of	of	ADP
ajfa-13674	34	6	analytical	analytical	ADJ
ajfa-13674	34	7	/	/	SYM
ajfa-13674	34	8	mathematical	mathematical	ADJ
ajfa-13674	34	9	/	/	SYM
ajfa-13674	34	10	statistical	statistical	ADJ
ajfa-13674	34	11	models	model	NOUN
ajfa-13674	34	12	are	be	AUX
ajfa-13674	34	13	present	present	ADJ
ajfa-13674	34	14	,	,	PUNCT
ajfa-13674	34	15	there	there	PRON
ajfa-13674	34	16	was	be	VERB
ajfa-13674	34	17	a	a	DET
ajfa-13674	34	18	great	great	ADJ
ajfa-13674	34	19	emphasis	emphasis	NOUN
ajfa-13674	34	20	to	to	PART
ajfa-13674	34	21	be	be	AUX
ajfa-13674	34	22	given	give	VERB
ajfa-13674	34	23	to	to	ADP
ajfa-13674	34	24	an	an	DET
ajfa-13674	34	25	emerging	emerge	VERB
ajfa-13674	34	26	economy	economy	NOUN
ajfa-13674	34	27	like	like	SCONJ
ajfa-13674	34	28	india	india	PROPN
ajfa-13674	34	29	to	to	PART
ajfa-13674	34	30	develop	develop	VERB
ajfa-13674	34	31	bankruptcy	bankruptcy	NOUN
ajfa-13674	34	32	forecasting	forecasting	NOUN
ajfa-13674	34	33	model	model	NOUN
ajfa-13674	34	34	.	.	PUNCT
ajfa-13674	35	1	there	there	PRON
ajfa-13674	35	2	are	be	VERB
ajfa-13674	35	3	numerous	numerous	ADJ
ajfa-13674	35	4	models	model	NOUN
ajfa-13674	35	5	developed	develop	VERB
ajfa-13674	35	6	over	over	ADP
ajfa-13674	35	7	the	the	DET
ajfa-13674	35	8	years	year	NOUN
ajfa-13674	35	9	due	due	ADJ
ajfa-13674	35	10	to	to	ADP
ajfa-13674	35	11	growing	grow	VERB
ajfa-13674	35	12	data	data	NOUN
ajfa-13674	35	13	availability	availability	NOUN
ajfa-13674	35	14	and	and	CCONJ
ajfa-13674	35	15	development	development	NOUN
ajfa-13674	35	16	of	of	ADP
ajfa-13674	35	17	econometrical	econometrical	ADJ
ajfa-13674	35	18	techniques	technique	NOUN
ajfa-13674	35	19	during	during	ADP
ajfa-13674	35	20	the	the	DET
ajfa-13674	35	21	decades	decade	NOUN
ajfa-13674	35	22	of	of	ADP
ajfa-13674	35	23	80s	80	NOUN
ajfa-13674	35	24	and	and	CCONJ
ajfa-13674	35	25	90s	90	NOUN
ajfa-13674	35	26	.	.	PUNCT
ajfa-13674	36	1	there	there	PRON
ajfa-13674	36	2	are	be	VERB
ajfa-13674	36	3	two	two	NUM
ajfa-13674	36	4	groups	group	NOUN
ajfa-13674	36	5	in	in	ADP
ajfa-13674	36	6	which	which	PRON
ajfa-13674	36	7	methods	method	NOUN
ajfa-13674	36	8	of	of	ADP
ajfa-13674	36	9	bankruptcy	bankruptcy	NOUN
ajfa-13674	36	10	prediction	prediction	NOUN
ajfa-13674	36	11	can	can	AUX
ajfa-13674	36	12	be	be	AUX
ajfa-13674	36	13	categorized	categorize	VERB
ajfa-13674	36	14	:	:	PUNCT
ajfa-13674	36	15	statistical	statistical	ADJ
ajfa-13674	36	16	models	model	NOUN
ajfa-13674	36	17	and	and	CCONJ
ajfa-13674	36	18	intelligent	intelligent	ADJ
ajfa-13674	36	19	models	model	NOUN
ajfa-13674	36	20	.	.	PUNCT
ajfa-13674	37	1	the	the	DET
ajfa-13674	37	2	statistical	statistical	ADJ
ajfa-13674	37	3	models	model	NOUN
ajfa-13674	37	4	include	include	VERB
ajfa-13674	37	5	the	the	DET
ajfa-13674	37	6	formalization	formalization	NOUN
ajfa-13674	37	7	of	of	ADP
ajfa-13674	37	8	relationships	relationship	NOUN
ajfa-13674	37	9	between	between	ADP
ajfa-13674	37	10	variables	variable	NOUN
ajfa-13674	37	11	in	in	ADP
ajfa-13674	37	12	the	the	DET
ajfa-13674	37	13	form	form	NOUN
ajfa-13674	37	14	of	of	ADP
ajfa-13674	37	15	mathematical	mathematical	ADJ
ajfa-13674	37	16	equations	equation	NOUN
ajfa-13674	37	17	whereas	whereas	SCONJ
ajfa-13674	37	18	intelligent	intelligent	ADJ
ajfa-13674	37	19	asian	asian	ADJ
ajfa-13674	37	20	journal	journal	NOUN
ajfa-13674	37	21	of	of	ADP
ajfa-13674	37	22	finance	finance	PROPN
ajfa-13674	37	23	&	&	CCONJ
ajfa-13674	37	24	accounting	accounting	PROPN
ajfa-13674	37	25	issn	issn	PROPN
ajfa-13674	37	26	1946	1946	NUM
ajfa-13674	37	27	-	-	PUNCT
ajfa-13674	37	28	052x	052x	NOUN
ajfa-13674	37	29	2018	2018	NUM
ajfa-13674	37	30	,	,	PUNCT
ajfa-13674	37	31	vol	vol	NOUN
ajfa-13674	37	32	.	.	PROPN
ajfa-13674	37	33	10	10	NUM
ajfa-13674	37	34	,	,	PUNCT
ajfa-13674	37	35	no	no	INTJ
ajfa-13674	37	36	.	.	NOUN
ajfa-13674	37	37	2	2	NUM
ajfa-13674	37	38	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	37	39	33	33	NUM
ajfa-13674	37	40	models	model	NOUN
ajfa-13674	37	41	include	include	VERB
ajfa-13674	37	42	machine	machine	NOUN
ajfa-13674	37	43	learning	learning	NOUN
ajfa-13674	37	44	which	which	PRON
ajfa-13674	37	45	includes	include	VERB
ajfa-13674	37	46	an	an	DET
ajfa-13674	37	47	algorithm	algorithm	NOUN
ajfa-13674	37	48	that	that	PRON
ajfa-13674	37	49	can	can	AUX
ajfa-13674	37	50	learn	learn	VERB
ajfa-13674	37	51	from	from	ADP
ajfa-13674	37	52	data	datum	NOUN
ajfa-13674	37	53	without	without	ADP
ajfa-13674	37	54	rules	rule	NOUN
ajfa-13674	37	55	-	-	PUNCT
ajfa-13674	37	56	based	base	VERB
ajfa-13674	37	57	programming	programming	NOUN
ajfa-13674	37	58	.	.	PUNCT
ajfa-13674	38	1	the	the	DET
ajfa-13674	38	2	statistical	statistical	ADJ
ajfa-13674	38	3	models	model	NOUN
ajfa-13674	38	4	include	include	VERB
ajfa-13674	38	5	mda	mda	PROPN
ajfa-13674	38	6	,	,	PUNCT
ajfa-13674	38	7	logit	logit	PROPN
ajfa-13674	38	8	regression	regression	NOUN
ajfa-13674	38	9	etc	etc	X
ajfa-13674	38	10	.	.	PUNCT
ajfa-13674	39	1	the	the	DET
ajfa-13674	39	2	first	first	ADJ
ajfa-13674	39	3	techniques	technique	NOUN
ajfa-13674	39	4	applied	apply	VERB
ajfa-13674	39	5	to	to	ADP
ajfa-13674	39	6	insolvency	insolvency	NOUN
ajfa-13674	39	7	forecasting	forecasting	NOUN
ajfa-13674	39	8	was	be	AUX
ajfa-13674	39	9	the	the	DET
ajfa-13674	39	10	univariate	univariate	ADJ
ajfa-13674	39	11	data	datum	NOUN
ajfa-13674	39	12	analysis	analysis	NOUN
ajfa-13674	39	13	(	(	PUNCT
ajfa-13674	39	14	beaver	beaver	NOUN
ajfa-13674	39	15	,	,	PUNCT
ajfa-13674	39	16	1966	1966	NUM
ajfa-13674	39	17	)	)	PUNCT
ajfa-13674	39	18	followed	follow	VERB
ajfa-13674	39	19	by	by	ADP
ajfa-13674	39	20	the	the	DET
ajfa-13674	39	21	multi	multi	ADJ
ajfa-13674	39	22	discriminant	discriminant	NOUN
ajfa-13674	39	23	analysis	analysis	NOUN
ajfa-13674	39	24	(	(	PUNCT
ajfa-13674	39	25	altman	altman	NOUN
ajfa-13674	39	26	,	,	PUNCT
ajfa-13674	39	27	1968	1968	NUM
ajfa-13674	39	28	)	)	PUNCT
ajfa-13674	39	29	and	and	CCONJ
ajfa-13674	39	30	logit	logit	PROPN
ajfa-13674	39	31	regression	regression	NOUN
ajfa-13674	39	32	(	(	PUNCT
ajfa-13674	39	33	ohlson	ohlson	NOUN
ajfa-13674	39	34	,	,	PUNCT
ajfa-13674	39	35	1980	1980	NUM
ajfa-13674	39	36	)	)	PUNCT
ajfa-13674	39	37	.	.	PUNCT
ajfa-13674	40	1	the	the	DET
ajfa-13674	40	2	second	second	ADJ
ajfa-13674	40	3	group	group	NOUN
ajfa-13674	40	4	consists	consist	VERB
ajfa-13674	40	5	of	of	ADP
ajfa-13674	40	6	principal	principal	ADJ
ajfa-13674	40	7	component	component	NOUN
ajfa-13674	40	8	analysis	analysis	NOUN
ajfa-13674	40	9	(	(	PUNCT
ajfa-13674	40	10	pca	pca	NOUN
ajfa-13674	40	11	)	)	PUNCT
ajfa-13674	40	12	,	,	PUNCT
ajfa-13674	40	13	artificial	artificial	ADJ
ajfa-13674	40	14	neural	neural	ADJ
ajfa-13674	40	15	networks	network	NOUN
ajfa-13674	40	16	(	(	PUNCT
ajfa-13674	40	17	chauhan	chauhan	PROPN
ajfa-13674	40	18	,	,	PUNCT
ajfa-13674	40	19	ravi	ravi	PROPN
ajfa-13674	40	20	&	&	CCONJ
ajfa-13674	40	21	chandra	chandra	PROPN
ajfa-13674	40	22	,	,	PUNCT
ajfa-13674	40	23	2009	2009	NUM
ajfa-13674	40	24	;	;	PUNCT
ajfa-13674	40	25	cho	cho	PROPN
ajfa-13674	40	26	,	,	PUNCT
ajfa-13674	40	27	kim	kim	PROPN
ajfa-13674	40	28	&	&	CCONJ
ajfa-13674	40	29	bae	bae	PROPN
ajfa-13674	40	30	,	,	PUNCT
ajfa-13674	40	31	2009	2009	NUM
ajfa-13674	40	32	;	;	PUNCT
ajfa-13674	40	33	pendharkar	pendharkar	NOUN
ajfa-13674	40	34	,	,	PUNCT
ajfa-13674	40	35	2005	2005	NUM
ajfa-13674	40	36	;	;	PUNCT
ajfa-13674	40	37	ravishankar	ravishankar	NOUN
ajfa-13674	40	38	&	&	CCONJ
ajfa-13674	40	39	ravi	ravi	PROPN
ajfa-13674	40	40	;	;	PUNCT
ajfa-13674	40	41	2010	2010	NUM
ajfa-13674	40	42	;	;	PUNCT
ajfa-13674	40	43	kim	kim	PROPN
ajfa-13674	40	44	&	&	CCONJ
ajfa-13674	40	45	kang	kang	PROPN
ajfa-13674	40	46	,	,	PUNCT
ajfa-13674	40	47	2010	2010	NUM
ajfa-13674	40	48	;	;	PUNCT
ajfa-13674	40	49	tseng	tseng	PROPN
ajfa-13674	40	50	&	&	CCONJ
ajfa-13674	40	51	hu	hu	PROPN
ajfa-13674	40	52	,	,	PUNCT
ajfa-13674	40	53	2010	2010	NUM
ajfa-13674	40	54	;	;	PUNCT
ajfa-13674	40	55	lee	lee	PROPN
ajfa-13674	40	56	&	&	CCONJ
ajfa-13674	40	57	choi	choi	PROPN
ajfa-13674	40	58	,	,	PUNCT
ajfa-13674	40	59	2013	2013	NUM
ajfa-13674	40	60	)	)	PUNCT
ajfa-13674	40	61	,	,	PUNCT
ajfa-13674	40	62	genetic	genetic	ADJ
ajfa-13674	40	63	algorithms	algorithm	NOUN
ajfa-13674	40	64	(	(	PUNCT
ajfa-13674	40	65	lensberg	lensberg	PROPN
ajfa-13674	40	66	,	,	PUNCT
ajfa-13674	40	67	eilifsen	eilifsen	PROPN
ajfa-13674	40	68	&	&	CCONJ
ajfa-13674	40	69	mckee	mckee	PROPN
ajfa-13674	40	70	,	,	PUNCT
ajfa-13674	40	71	2006	2006	NUM
ajfa-13674	40	72	;	;	PUNCT
ajfa-13674	40	73	etemadi	etemadi	NOUN
ajfa-13674	40	74	,	,	PUNCT
ajfa-13674	40	75	rostamy	rostamy	NOUN
ajfa-13674	40	76	&	&	CCONJ
ajfa-13674	40	77	dehkordi	dehkordi	PROPN
ajfa-13674	40	78	,	,	PUNCT
ajfa-13674	40	79	2009	2009	NUM
ajfa-13674	40	80	;	;	PUNCT
ajfa-13674	40	81	ahn	ahn	PROPN
ajfa-13674	40	82	&	&	CCONJ
ajfa-13674	40	83	kim	kim	PROPN
ajfa-13674	40	84	,	,	PUNCT
ajfa-13674	40	85	2009	2009	NUM
ajfa-13674	40	86	)	)	PUNCT
ajfa-13674	40	87	,	,	PUNCT
ajfa-13674	40	88	support	support	VERB
ajfa-13674	40	89	vector	vector	NOUN
ajfa-13674	40	90	machines	machine	NOUN
ajfa-13674	40	91	(	(	PUNCT
ajfa-13674	40	92	svm	svm	PROPN
ajfa-13674	40	93	)	)	PUNCT
ajfa-13674	40	94	(	(	PUNCT
ajfa-13674	40	95	min	min	PROPN
ajfa-13674	40	96	&	&	CCONJ
ajfa-13674	40	97	lee	lee	PROPN
ajfa-13674	40	98	,	,	PUNCT
ajfa-13674	40	99	2005	2005	NUM
ajfa-13674	40	100	;	;	PUNCT
ajfa-13674	40	101	hardle	hardle	VERB
ajfa-13674	40	102	,	,	PUNCT
ajfa-13674	40	103	lee	lee	PROPN
ajfa-13674	40	104	,	,	PUNCT
ajfa-13674	40	105	schafer	schafer	PROPN
ajfa-13674	40	106	,	,	PUNCT
ajfa-13674	40	107	&	&	CCONJ
ajfa-13674	40	108	yeh	yeh	PROPN
ajfa-13674	40	109	,	,	PUNCT
ajfa-13674	40	110	2009	2009	NUM
ajfa-13674	40	111	;	;	PUNCT
ajfa-13674	40	112	yang	yang	PROPN
ajfa-13674	40	113	,	,	PUNCT
ajfa-13674	40	114	you	you	PRON
ajfa-13674	40	115	&	&	CCONJ
ajfa-13674	40	116	guoli	guoli	PROPN
ajfa-13674	40	117	ji	ji	PROPN
ajfa-13674	40	118	,	,	PUNCT
ajfa-13674	40	119	2011	2011	NUM
ajfa-13674	40	120	)	)	PUNCT
ajfa-13674	40	121	and	and	CCONJ
ajfa-13674	40	122	case	case	NOUN
ajfa-13674	40	123	based	base	VERB
ajfa-13674	40	124	reasoning	reasoning	NOUN
ajfa-13674	40	125	(	(	PUNCT
ajfa-13674	40	126	ahn	ahn	PROPN
ajfa-13674	40	127	&	&	CCONJ
ajfa-13674	40	128	kim	kim	PROPN
ajfa-13674	40	129	,	,	PUNCT
ajfa-13674	40	130	2009	2009	NUM
ajfa-13674	40	131	;	;	PUNCT
ajfa-13674	40	132	cho	cho	PROPN
ajfa-13674	40	133	hong	hong	PROPN
ajfa-13674	40	134	&	&	CCONJ
ajfa-13674	40	135	ha	ha	INTJ
ajfa-13674	40	136	,	,	PUNCT
ajfa-13674	40	137	2010	2010	NUM
ajfa-13674	40	138	;	;	PUNCT
ajfa-13674	40	139	li	li	PROPN
ajfa-13674	40	140	&	&	CCONJ
ajfa-13674	40	141	sun	sun	PROPN
ajfa-13674	40	142	,	,	PUNCT
ajfa-13674	40	143	2010	2010	NUM
ajfa-13674	40	144	,	,	PUNCT
ajfa-13674	40	145	2011	2011	NUM
ajfa-13674	40	146	;	;	PUNCT
ajfa-13674	40	147	li	li	PROPN
ajfa-13674	40	148	,	,	PUNCT
ajfa-13674	40	149	adeli	adeli	NOUN
ajfa-13674	40	150	,	,	PUNCT
ajfa-13674	40	151	sun	sun	NOUN
ajfa-13674	40	152	,	,	PUNCT
ajfa-13674	40	153	&	&	CCONJ
ajfa-13674	40	154	han	han	PROPN
ajfa-13674	40	155	,	,	PUNCT
ajfa-13674	40	156	2011	2011	NUM
ajfa-13674	40	157	)	)	PUNCT
ajfa-13674	40	158	this	this	DET
ajfa-13674	40	159	paper	paper	NOUN
ajfa-13674	40	160	exhibits	exhibit	VERB
ajfa-13674	40	161	the	the	DET
ajfa-13674	40	162	detailed	detailed	ADJ
ajfa-13674	40	163	analysis	analysis	NOUN
ajfa-13674	40	164	of	of	ADP
ajfa-13674	40	165	the	the	DET
ajfa-13674	40	166	construction	construction	NOUN
ajfa-13674	40	167	and	and	CCONJ
ajfa-13674	40	168	validation	validation	NOUN
ajfa-13674	40	169	of	of	ADP
ajfa-13674	40	170	the	the	DET
ajfa-13674	40	171	models	model	NOUN
ajfa-13674	40	172	for	for	ADP
ajfa-13674	40	173	prediction	prediction	NOUN
ajfa-13674	40	174	of	of	ADP
ajfa-13674	40	175	industrial	industrial	ADJ
ajfa-13674	40	176	sickness	sickness	NOUN
ajfa-13674	40	177	.	.	PUNCT
ajfa-13674	41	1	the	the	DET
ajfa-13674	41	2	analysis	analysis	NOUN
ajfa-13674	41	3	is	be	AUX
ajfa-13674	41	4	organized	organize	VERB
ajfa-13674	41	5	into	into	ADP
ajfa-13674	41	6	five	five	NUM
ajfa-13674	41	7	sections	section	NOUN
ajfa-13674	41	8	.	.	PUNCT
ajfa-13674	42	1	the	the	DET
ajfa-13674	42	2	first	first	ADJ
ajfa-13674	42	3	section	section	NOUN
ajfa-13674	42	4	shows	show	VERB
ajfa-13674	42	5	the	the	DET
ajfa-13674	42	6	detailed	detailed	ADJ
ajfa-13674	42	7	description	description	NOUN
ajfa-13674	42	8	of	of	ADP
ajfa-13674	42	9	the	the	DET
ajfa-13674	42	10	financial	financial	ADJ
ajfa-13674	42	11	ratios	ratio	NOUN
ajfa-13674	42	12	for	for	ADP
ajfa-13674	42	13	non	non	ADJ
ajfa-13674	42	14	-	-	ADJ
ajfa-13674	42	15	sick	sick	ADJ
ajfa-13674	42	16	and	and	CCONJ
ajfa-13674	42	17	sick	sick	ADJ
ajfa-13674	42	18	companies	company	NOUN
ajfa-13674	42	19	.	.	PUNCT
ajfa-13674	43	1	the	the	DET
ajfa-13674	43	2	second	second	ADJ
ajfa-13674	43	3	section	section	NOUN
ajfa-13674	43	4	deals	deal	NOUN
ajfa-13674	43	5	with	with	ADP
ajfa-13674	43	6	various	various	ADJ
ajfa-13674	43	7	statistical	statistical	ADJ
ajfa-13674	43	8	tests	test	NOUN
ajfa-13674	43	9	which	which	PRON
ajfa-13674	43	10	show	show	VERB
ajfa-13674	43	11	the	the	DET
ajfa-13674	43	12	financial	financial	ADJ
ajfa-13674	43	13	ratios	ratio	NOUN
ajfa-13674	43	14	as	as	ADP
ajfa-13674	43	15	discriminators	discriminator	NOUN
ajfa-13674	43	16	.	.	PUNCT
ajfa-13674	44	1	the	the	DET
ajfa-13674	44	2	third	third	ADJ
ajfa-13674	44	3	section	section	NOUN
ajfa-13674	44	4	involves	involve	VERB
ajfa-13674	44	5	the	the	DET
ajfa-13674	44	6	analysis	analysis	NOUN
ajfa-13674	44	7	of	of	ADP
ajfa-13674	44	8	the	the	DET
ajfa-13674	44	9	predictor	predictor	NOUN
ajfa-13674	44	10	ratios	ratio	NOUN
ajfa-13674	44	11	.	.	PUNCT
ajfa-13674	45	1	the	the	DET
ajfa-13674	45	2	fourth	fourth	ADJ
ajfa-13674	45	3	section	section	NOUN
ajfa-13674	45	4	presents	present	VERB
ajfa-13674	45	5	a	a	DET
ajfa-13674	45	6	comprehensive	comprehensive	ADJ
ajfa-13674	45	7	discussion	discussion	NOUN
ajfa-13674	45	8	of	of	ADP
ajfa-13674	45	9	the	the	DET
ajfa-13674	45	10	model	model	NOUN
ajfa-13674	45	11	construction	construction	NOUN
ajfa-13674	45	12	for	for	ADP
ajfa-13674	45	13	prediction	prediction	NOUN
ajfa-13674	45	14	of	of	ADP
ajfa-13674	45	15	industrial	industrial	ADJ
ajfa-13674	45	16	sickness	sickness	NOUN
ajfa-13674	45	17	using	use	VERB
ajfa-13674	45	18	different	different	ADJ
ajfa-13674	45	19	methodologies	methodology	NOUN
ajfa-13674	45	20	.	.	PUNCT
ajfa-13674	46	1	finally	finally	ADV
ajfa-13674	46	2	,	,	PUNCT
ajfa-13674	46	3	the	the	DET
ajfa-13674	46	4	last	last	ADJ
ajfa-13674	46	5	section	section	NOUN
ajfa-13674	46	6	shows	show	VERB
ajfa-13674	46	7	the	the	DET
ajfa-13674	46	8	validation	validation	NOUN
ajfa-13674	46	9	of	of	ADP
ajfa-13674	46	10	the	the	DET
ajfa-13674	46	11	models	model	NOUN
ajfa-13674	46	12	and	and	CCONJ
ajfa-13674	46	13	their	their	PRON
ajfa-13674	46	14	accuracy	accuracy	NOUN
ajfa-13674	46	15	results	result	NOUN
ajfa-13674	46	16	.	.	PUNCT
ajfa-13674	47	1	the	the	DET
ajfa-13674	47	2	purpose	purpose	NOUN
ajfa-13674	47	3	of	of	ADP
ajfa-13674	47	4	the	the	DET
ajfa-13674	47	5	study	study	NOUN
ajfa-13674	47	6	is	be	AUX
ajfa-13674	47	7	to	to	PART
ajfa-13674	47	8	assess	assess	VERB
ajfa-13674	47	9	the	the	DET
ajfa-13674	47	10	projecting	projecting	NOUN
ajfa-13674	47	11	capability	capability	NOUN
ajfa-13674	47	12	of	of	ADP
ajfa-13674	47	13	four	four	NUM
ajfa-13674	47	14	insolvency	insolvency	NOUN
ajfa-13674	47	15	forecasting	forecasting	NOUN
ajfa-13674	47	16	models	model	NOUN
ajfa-13674	47	17	for	for	ADP
ajfa-13674	47	18	manufacturing	manufacturing	NOUN
ajfa-13674	47	19	firms	firm	NOUN
ajfa-13674	47	20	which	which	PRON
ajfa-13674	47	21	are	be	AUX
ajfa-13674	47	22	listed	list	VERB
ajfa-13674	47	23	on	on	ADP
ajfa-13674	47	24	stock	stock	NOUN
ajfa-13674	47	25	exchanges	exchange	NOUN
ajfa-13674	47	26	:	:	PUNCT
ajfa-13674	47	27	a	a	DET
ajfa-13674	47	28	discriminant	discriminant	ADJ
ajfa-13674	47	29	analysis	analysis	NOUN
ajfa-13674	47	30	using	use	VERB
ajfa-13674	47	31	j	j	PROPN
ajfa-13674	47	32	-	-	PUNCT
ajfa-13674	47	33	score	score	NOUN
ajfa-13674	47	34	,	,	PUNCT
ajfa-13674	47	35	a	a	DET
ajfa-13674	47	36	proposed	propose	VERB
ajfa-13674	47	37	model	model	NOUN
ajfa-13674	47	38	using	use	VERB
ajfa-13674	47	39	mda+pca	mda+pca	PROPN
ajfa-13674	47	40	and	and	CCONJ
ajfa-13674	47	41	a	a	DET
ajfa-13674	47	42	proposed	propose	VERB
ajfa-13674	47	43	model	model	NOUN
ajfa-13674	47	44	using	use	VERB
ajfa-13674	47	45	artificial	artificial	ADJ
ajfa-13674	47	46	intelligence	intelligence	NOUN
ajfa-13674	47	47	.	.	PUNCT
ajfa-13674	48	1	2	2	X
ajfa-13674	48	2	.	.	X
ajfa-13674	48	3	literature	literature	NOUN
ajfa-13674	48	4	review	review	VERB
ajfa-13674	48	5	previous	previous	ADJ
ajfa-13674	48	6	research	research	NOUN
ajfa-13674	48	7	studies	study	NOUN
ajfa-13674	48	8	have	have	AUX
ajfa-13674	48	9	used	use	VERB
ajfa-13674	48	10	several	several	ADJ
ajfa-13674	48	11	financial	financial	ADJ
ajfa-13674	48	12	ratios	ratio	NOUN
ajfa-13674	48	13	to	to	ADP
ajfa-13674	48	14	different	different	ADJ
ajfa-13674	48	15	sample	sample	NOUN
ajfa-13674	48	16	sets	set	NOUN
ajfa-13674	48	17	in	in	ADP
ajfa-13674	48	18	various	various	ADJ
ajfa-13674	48	19	countries	country	NOUN
ajfa-13674	48	20	to	to	PART
ajfa-13674	48	21	study	study	VERB
ajfa-13674	48	22	prediction	prediction	NOUN
ajfa-13674	48	23	of	of	ADP
ajfa-13674	48	24	corporate	corporate	ADJ
ajfa-13674	48	25	sickness	sickness	NOUN
ajfa-13674	48	26	.	.	PUNCT
ajfa-13674	49	1	beaver	beaver	NOUN
ajfa-13674	49	2	(	(	PUNCT
ajfa-13674	49	3	1966	1966	NUM
ajfa-13674	49	4	)	)	PUNCT
ajfa-13674	49	5	found	find	VERB
ajfa-13674	49	6	out	out	ADP
ajfa-13674	49	7	that	that	SCONJ
ajfa-13674	49	8	cash	cash	NOUN
ajfa-13674	49	9	flow	flow	NOUN
ajfa-13674	49	10	to	to	AUX
ajfa-13674	49	11	total	total	ADJ
ajfa-13674	49	12	debt	debt	NOUN
ajfa-13674	49	13	ratio	ratio	NOUN
ajfa-13674	49	14	exhibited	exhibit	VERB
ajfa-13674	49	15	statistically	statistically	ADV
ajfa-13674	49	16	significant	significant	ADJ
ajfa-13674	49	17	warnings	warning	NOUN
ajfa-13674	49	18	prior	prior	ADV
ajfa-13674	49	19	to	to	ADP
ajfa-13674	49	20	business	business	NOUN
ajfa-13674	49	21	failure	failure	NOUN
ajfa-13674	49	22	and	and	CCONJ
ajfa-13674	49	23	concluded	conclude	VERB
ajfa-13674	49	24	that	that	SCONJ
ajfa-13674	49	25	the	the	DET
ajfa-13674	49	26	firms	firm	NOUN
ajfa-13674	49	27	with	with	ADP
ajfa-13674	49	28	lower	low	ADJ
ajfa-13674	49	29	liquid	liquid	ADJ
ajfa-13674	49	30	assets	asset	NOUN
ajfa-13674	49	31	were	be	AUX
ajfa-13674	49	32	more	more	ADV
ajfa-13674	49	33	prone	prone	ADJ
ajfa-13674	49	34	to	to	ADP
ajfa-13674	49	35	bankruptcy	bankruptcy	NOUN
ajfa-13674	49	36	and	and	CCONJ
ajfa-13674	49	37	vice	vice	NOUN
ajfa-13674	49	38	versa	versa	ADV
ajfa-13674	49	39	.	.	PUNCT
ajfa-13674	50	1	the	the	DET
ajfa-13674	50	2	study	study	NOUN
ajfa-13674	50	3	also	also	ADV
ajfa-13674	50	4	suggested	suggest	VERB
ajfa-13674	50	5	the	the	DET
ajfa-13674	50	6	possibility	possibility	NOUN
ajfa-13674	50	7	of	of	ADP
ajfa-13674	50	8	using	use	VERB
ajfa-13674	50	9	multiple	multiple	ADJ
ajfa-13674	50	10	ratios	ratio	NOUN
ajfa-13674	50	11	simultaneously	simultaneously	ADV
ajfa-13674	50	12	in	in	ADP
ajfa-13674	50	13	order	order	NOUN
ajfa-13674	50	14	to	to	PART
ajfa-13674	50	15	have	have	AUX
ajfa-13674	50	16	the	the	DET
ajfa-13674	50	17	higher	high	ADJ
ajfa-13674	50	18	predictive	predictive	ADJ
ajfa-13674	50	19	ability	ability	NOUN
ajfa-13674	50	20	.	.	PUNCT
ajfa-13674	51	1	altman	altman	PROPN
ajfa-13674	51	2	(	(	PUNCT
ajfa-13674	51	3	1968	1968	NUM
ajfa-13674	51	4	)	)	PUNCT
ajfa-13674	51	5	proved	prove	VERB
ajfa-13674	51	6	that	that	SCONJ
ajfa-13674	51	7	a	a	DET
ajfa-13674	51	8	prediction	prediction	NOUN
ajfa-13674	51	9	model	model	NOUN
ajfa-13674	51	10	based	base	VERB
ajfa-13674	51	11	on	on	ADP
ajfa-13674	51	12	multiple	multiple	ADJ
ajfa-13674	51	13	discriminant	discriminant	ADJ
ajfa-13674	51	14	analysis	analysis	NOUN
ajfa-13674	51	15	had	have	AUX
ajfa-13674	51	16	been	be	AUX
ajfa-13674	51	17	extremely	extremely	ADV
ajfa-13674	51	18	accurate	accurate	ADJ
ajfa-13674	51	19	in	in	ADP
ajfa-13674	51	20	predicting	predict	VERB
ajfa-13674	51	21	bankruptcy	bankruptcy	NOUN
ajfa-13674	51	22	.	.	PUNCT
ajfa-13674	52	1	the	the	DET
ajfa-13674	52	2	majority	majority	NOUN
ajfa-13674	52	3	of	of	ADP
ajfa-13674	52	4	the	the	DET
ajfa-13674	52	5	studies	study	NOUN
ajfa-13674	52	6	found	find	VERB
ajfa-13674	52	7	that	that	SCONJ
ajfa-13674	52	8	debt	debt	NOUN
ajfa-13674	52	9	and	and	CCONJ
ajfa-13674	52	10	profitability	profitability	NOUN
ajfa-13674	52	11	related	relate	VERB
ajfa-13674	52	12	ratios	ratio	NOUN
ajfa-13674	52	13	significantly	significantly	ADV
ajfa-13674	52	14	determine	determine	VERB
ajfa-13674	52	15	the	the	DET
ajfa-13674	52	16	corporate	corporate	ADJ
ajfa-13674	52	17	failure	failure	NOUN
ajfa-13674	52	18	.	.	PUNCT
ajfa-13674	53	1	gupta	gupta	PROPN
ajfa-13674	53	2	(	(	PUNCT
ajfa-13674	53	3	1983	1983	NUM
ajfa-13674	53	4	)	)	PUNCT
ajfa-13674	53	5	concluded	conclude	VERB
ajfa-13674	53	6	that	that	SCONJ
ajfa-13674	53	7	net	net	ADJ
ajfa-13674	53	8	worth	worth	NOUN
ajfa-13674	53	9	to	to	ADP
ajfa-13674	53	10	short	short	ADJ
ajfa-13674	53	11	and	and	CCONJ
ajfa-13674	53	12	long	long	ADJ
ajfa-13674	53	13	term	term	NOUN
ajfa-13674	53	14	debt	debt	NOUN
ajfa-13674	53	15	and	and	CCONJ
ajfa-13674	53	16	outside	outside	ADJ
ajfa-13674	53	17	liabilities	liability	NOUN
ajfa-13674	53	18	to	to	ADP
ajfa-13674	53	19	tangible	tangible	ADJ
ajfa-13674	53	20	assets	asset	NOUN
ajfa-13674	53	21	ratios	ratio	NOUN
ajfa-13674	53	22	were	be	AUX
ajfa-13674	53	23	useful	useful	ADJ
ajfa-13674	53	24	in	in	ADP
ajfa-13674	53	25	predicting	predict	VERB
ajfa-13674	53	26	corporate	corporate	ADJ
ajfa-13674	53	27	failure	failure	NOUN
ajfa-13674	53	28	.	.	PUNCT
ajfa-13674	54	1	kumar	kumar	PROPN
ajfa-13674	54	2	and	and	CCONJ
ajfa-13674	54	3	kumar	kumar	PROPN
ajfa-13674	54	4	(	(	PUNCT
ajfa-13674	54	5	2012	2012	NUM
ajfa-13674	54	6	)	)	PUNCT
ajfa-13674	54	7	found	find	VERB
ajfa-13674	54	8	that	that	SCONJ
ajfa-13674	54	9	ohlson	ohlson	NOUN
ajfa-13674	54	10	’s	’s	PART
ajfa-13674	54	11	o	o	ADJ
ajfa-13674	54	12	-	-	ADJ
ajfa-13674	54	13	score	score	NOUN
ajfa-13674	54	14	model	model	NOUN
ajfa-13674	54	15	using	use	VERB
ajfa-13674	54	16	binary	binary	ADJ
ajfa-13674	54	17	logistic	logistic	ADJ
ajfa-13674	54	18	regression	regression	NOUN
ajfa-13674	54	19	technique	technique	NOUN
ajfa-13674	54	20	performed	perform	VERB
ajfa-13674	54	21	better	well	ADV
ajfa-13674	54	22	than	than	ADP
ajfa-13674	54	23	altman	altman	PROPN
ajfa-13674	54	24	’s	’s	PART
ajfa-13674	54	25	model	model	NOUN
ajfa-13674	54	26	and	and	CCONJ
ajfa-13674	54	27	suggested	suggest	VERB
ajfa-13674	54	28	the	the	DET
ajfa-13674	54	29	possibility	possibility	NOUN
ajfa-13674	54	30	of	of	ADP
ajfa-13674	54	31	using	use	VERB
ajfa-13674	54	32	domestic	domestic	ADJ
ajfa-13674	54	33	data	datum	NOUN
ajfa-13674	54	34	through	through	ADP
ajfa-13674	54	35	new	new	ADJ
ajfa-13674	54	36	models	model	NOUN
ajfa-13674	54	37	based	base	VERB
ajfa-13674	54	38	on	on	ADP
ajfa-13674	54	39	different	different	ADJ
ajfa-13674	54	40	combinations	combination	NOUN
ajfa-13674	54	41	of	of	ADP
ajfa-13674	54	42	financial	financial	ADJ
ajfa-13674	54	43	ratios	ratio	NOUN
ajfa-13674	54	44	.	.	PUNCT
ajfa-13674	55	1	many	many	ADJ
ajfa-13674	55	2	researchers	researcher	NOUN
ajfa-13674	55	3	have	have	AUX
ajfa-13674	55	4	employed	employ	VERB
ajfa-13674	55	5	multiple	multiple	ADJ
ajfa-13674	55	6	discriminant	discriminant	ADJ
ajfa-13674	55	7	analysis	analysis	NOUN
ajfa-13674	55	8	(	(	PUNCT
ajfa-13674	55	9	gupta	gupta	PROPN
ajfa-13674	55	10	,	,	PUNCT
ajfa-13674	55	11	1983	1983	NUM
ajfa-13674	55	12	;	;	PUNCT
ajfa-13674	55	13	lincoln	lincoln	PROPN
ajfa-13674	55	14	,	,	PUNCT
ajfa-13674	55	15	asian	asian	ADJ
ajfa-13674	55	16	journal	journal	NOUN
ajfa-13674	55	17	of	of	ADP
ajfa-13674	55	18	finance	finance	PROPN
ajfa-13674	55	19	&	&	CCONJ
ajfa-13674	55	20	accounting	accounting	PROPN
ajfa-13674	55	21	issn	issn	PROPN
ajfa-13674	55	22	1946	1946	NUM
ajfa-13674	55	23	-	-	PUNCT
ajfa-13674	55	24	052x	052x	NOUN
ajfa-13674	55	25	2018	2018	NUM
ajfa-13674	55	26	,	,	PUNCT
ajfa-13674	55	27	vol	vol	NOUN
ajfa-13674	55	28	.	.	PROPN
ajfa-13674	55	29	10	10	NUM
ajfa-13674	55	30	,	,	PUNCT
ajfa-13674	55	31	no	no	INTJ
ajfa-13674	55	32	.	.	NOUN
ajfa-13674	55	33	2	2	NUM
ajfa-13674	55	34	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	55	35	34	34	NUM
ajfa-13674	55	36	1984	1984	NUM
ajfa-13674	55	37	;	;	PUNCT
ajfa-13674	55	38	izan	izan	PROPN
ajfa-13674	55	39	,	,	PUNCT
ajfa-13674	55	40	1984	1984	NUM
ajfa-13674	55	41	)	)	PUNCT
ajfa-13674	55	42	and	and	CCONJ
ajfa-13674	55	43	logit	logit	VERB
ajfa-13674	55	44	analysis	analysis	NOUN
ajfa-13674	55	45	(	(	PUNCT
ajfa-13674	55	46	mohamed	mohamed	PROPN
ajfa-13674	55	47	,	,	PUNCT
ajfa-13674	55	48	li	li	PROPN
ajfa-13674	55	49	,	,	PUNCT
ajfa-13674	55	50	and	and	CCONJ
ajfa-13674	55	51	sanda	sanda	NOUN
ajfa-13674	55	52	,	,	PUNCT
ajfa-13674	55	53	2001	2001	NUM
ajfa-13674	55	54	;	;	PUNCT
ajfa-13674	55	55	abdullah	abdullah	PROPN
ajfa-13674	55	56	,	,	PUNCT
ajfa-13674	55	57	hallim	hallim	PROPN
ajfa-13674	55	58	,	,	PUNCT
ajfa-13674	55	59	ahmad	ahmad	PROPN
ajfa-13674	55	60	and	and	CCONJ
ajfa-13674	55	61	rus	rus	NOUN
ajfa-13674	55	62	,	,	PUNCT
ajfa-13674	55	63	2008	2008	NUM
ajfa-13674	55	64	)	)	PUNCT
ajfa-13674	55	65	in	in	ADP
ajfa-13674	55	66	determining	determine	VERB
ajfa-13674	55	67	the	the	DET
ajfa-13674	55	68	predictors	predictor	NOUN
ajfa-13674	55	69	of	of	ADP
ajfa-13674	55	70	corporate	corporate	ADJ
ajfa-13674	55	71	failure	failure	NOUN
ajfa-13674	55	72	.	.	PUNCT
ajfa-13674	56	1	some	some	PRON
ajfa-13674	56	2	of	of	ADP
ajfa-13674	56	3	these	these	DET
ajfa-13674	56	4	studies	study	NOUN
ajfa-13674	56	5	have	have	AUX
ajfa-13674	56	6	compared	compare	VERB
ajfa-13674	56	7	the	the	DET
ajfa-13674	56	8	results	result	NOUN
ajfa-13674	56	9	of	of	ADP
ajfa-13674	56	10	multiple	multiple	ADJ
ajfa-13674	56	11	discriminant	discriminant	ADJ
ajfa-13674	56	12	analysis	analysis	NOUN
ajfa-13674	56	13	and	and	CCONJ
ajfa-13674	56	14	logit	logit	VERB
ajfa-13674	56	15	analysis	analysis	NOUN
ajfa-13674	56	16	.	.	PUNCT
ajfa-13674	57	1	early	early	ADJ
ajfa-13674	57	2	warning	warning	NOUN
ajfa-13674	57	3	models	model	NOUN
ajfa-13674	57	4	for	for	ADP
ajfa-13674	57	5	predicting	predict	VERB
ajfa-13674	57	6	corporate	corporate	ADJ
ajfa-13674	57	7	bankruptcy	bankruptcy	NOUN
ajfa-13674	57	8	have	have	AUX
ajfa-13674	57	9	been	be	AUX
ajfa-13674	57	10	developed	develop	VERB
ajfa-13674	57	11	by	by	ADP
ajfa-13674	57	12	some	some	PRON
ajfa-13674	57	13	of	of	ADP
ajfa-13674	57	14	these	these	DET
ajfa-13674	57	15	researchers	researcher	NOUN
ajfa-13674	57	16	.	.	PUNCT
ajfa-13674	58	1	in	in	ADP
ajfa-13674	58	2	the	the	DET
ajfa-13674	58	3	past	past	NOUN
ajfa-13674	58	4	,	,	PUNCT
ajfa-13674	58	5	several	several	ADJ
ajfa-13674	58	6	studies	study	NOUN
ajfa-13674	58	7	indicated	indicate	VERB
ajfa-13674	58	8	various	various	ADJ
ajfa-13674	58	9	financial	financial	ADJ
ajfa-13674	58	10	ratios	ratio	NOUN
ajfa-13674	58	11	as	as	ADP
ajfa-13674	58	12	predictors	predictor	NOUN
ajfa-13674	58	13	of	of	ADP
ajfa-13674	58	14	corporate	corporate	ADJ
ajfa-13674	58	15	sickness	sickness	NOUN
ajfa-13674	58	16	.	.	PUNCT
ajfa-13674	59	1	patrick	patrick	PROPN
ajfa-13674	59	2	(	(	PUNCT
ajfa-13674	59	3	1932	1932	NUM
ajfa-13674	59	4	)	)	PUNCT
ajfa-13674	59	5	showed	show	VERB
ajfa-13674	59	6	that	that	SCONJ
ajfa-13674	59	7	the	the	DET
ajfa-13674	59	8	net	net	ADJ
ajfa-13674	59	9	worth	worth	NOUN
ajfa-13674	59	10	to	to	ADP
ajfa-13674	59	11	debt	debt	NOUN
ajfa-13674	59	12	and	and	CCONJ
ajfa-13674	59	13	net	net	ADJ
ajfa-13674	59	14	profits	profit	NOUN
ajfa-13674	59	15	to	to	ADP
ajfa-13674	59	16	net	net	ADJ
ajfa-13674	59	17	worth	worth	NOUN
ajfa-13674	59	18	were	be	AUX
ajfa-13674	59	19	the	the	DET
ajfa-13674	59	20	best	good	ADJ
ajfa-13674	59	21	indicators	indicator	NOUN
ajfa-13674	59	22	of	of	ADP
ajfa-13674	59	23	failure	failure	NOUN
ajfa-13674	59	24	among	among	ADP
ajfa-13674	59	25	the	the	DET
ajfa-13674	59	26	ratios	ratio	NOUN
ajfa-13674	59	27	used	use	VERB
ajfa-13674	59	28	.	.	PUNCT
ajfa-13674	60	1	the	the	DET
ajfa-13674	60	2	financial	financial	ADJ
ajfa-13674	60	3	ratios	ratio	NOUN
ajfa-13674	60	4	commonly	commonly	ADV
ajfa-13674	60	5	used	use	VERB
ajfa-13674	60	6	by	by	ADP
ajfa-13674	60	7	researchers	researcher	NOUN
ajfa-13674	60	8	were	be	AUX
ajfa-13674	60	9	net	net	ADJ
ajfa-13674	60	10	income	income	NOUN
ajfa-13674	60	11	to	to	ADP
ajfa-13674	60	12	total	total	ADJ
ajfa-13674	60	13	assets	asset	NOUN
ajfa-13674	60	14	(	(	PUNCT
ajfa-13674	60	15	beaver	beaver	NOUN
ajfa-13674	60	16	,	,	PUNCT
ajfa-13674	60	17	1966	1966	NUM
ajfa-13674	60	18	;	;	PUNCT
ajfa-13674	60	19	deakin	deakin	PROPN
ajfa-13674	60	20	,	,	PUNCT
ajfa-13674	60	21	1976	1976	NUM
ajfa-13674	60	22	;	;	PUNCT
ajfa-13674	60	23	libby	libby	PROPN
ajfa-13674	60	24	,	,	PUNCT
ajfa-13674	60	25	1975	1975	NUM
ajfa-13674	60	26	;	;	PUNCT
ajfa-13674	60	27	ohlson	ohlson	NOUN
ajfa-13674	60	28	,	,	PUNCT
ajfa-13674	60	29	1980	1980	NUM
ajfa-13674	60	30	;	;	PUNCT
ajfa-13674	60	31	lennox	lennox	NOUN
ajfa-13674	60	32	,	,	PUNCT
ajfa-13674	60	33	1999	1999	NUM
ajfa-13674	60	34	)	)	PUNCT
ajfa-13674	60	35	,	,	PUNCT
ajfa-13674	60	36	total	total	ADJ
ajfa-13674	60	37	liabilities	liability	NOUN
ajfa-13674	60	38	to	to	PART
ajfa-13674	60	39	total	total	VERB
ajfa-13674	60	40	assets	asset	NOUN
ajfa-13674	60	41	(	(	PUNCT
ajfa-13674	60	42	beaver	beaver	NOUN
ajfa-13674	60	43	,	,	PUNCT
ajfa-13674	60	44	1966	1966	NUM
ajfa-13674	60	45	;	;	PUNCT
ajfa-13674	60	46	deakin	deakin	PROPN
ajfa-13674	60	47	,	,	PUNCT
ajfa-13674	60	48	1976	1976	NUM
ajfa-13674	60	49	;	;	PUNCT
ajfa-13674	60	50	ohlson	ohlson	NOUN
ajfa-13674	60	51	,	,	PUNCT
ajfa-13674	60	52	1980	1980	NUM
ajfa-13674	60	53	;	;	PUNCT
ajfa-13674	60	54	zmijewski	zmijewski	PROPN
ajfa-13674	60	55	,	,	PUNCT
ajfa-13674	60	56	1984	1984	NUM
ajfa-13674	60	57	)	)	PUNCT
ajfa-13674	60	58	.	.	PUNCT
ajfa-13674	61	1	net	net	ADJ
ajfa-13674	61	2	income	income	NOUN
ajfa-13674	61	3	ratio	ratio	NOUN
ajfa-13674	61	4	was	be	AUX
ajfa-13674	61	5	used	use	VERB
ajfa-13674	61	6	to	to	PART
ajfa-13674	61	7	represent	represent	VERB
ajfa-13674	61	8	growth	growth	NOUN
ajfa-13674	61	9	.	.	PUNCT
ajfa-13674	62	1	in	in	ADP
ajfa-13674	62	2	uk	uk	PROPN
ajfa-13674	62	3	context	context	NOUN
ajfa-13674	62	4	,	,	PUNCT
ajfa-13674	62	5	lennox	lennox	PROPN
ajfa-13674	62	6	(	(	PUNCT
ajfa-13674	62	7	1999	1999	NUM
ajfa-13674	62	8	)	)	PUNCT
ajfa-13674	62	9	used	use	VERB
ajfa-13674	62	10	cash	cash	NOUN
ajfa-13674	62	11	to	to	ADP
ajfa-13674	62	12	current	current	ADJ
ajfa-13674	62	13	liabilities	liability	NOUN
ajfa-13674	62	14	,	,	PUNCT
ajfa-13674	62	15	debtor	debtor	NOUN
ajfa-13674	62	16	turnover	turnover	NOUN
ajfa-13674	62	17	ratio	ratio	NOUN
ajfa-13674	62	18	and	and	CCONJ
ajfa-13674	62	19	gross	gross	ADJ
ajfa-13674	62	20	cash	cash	NOUN
ajfa-13674	62	21	flow	flow	NOUN
ajfa-13674	62	22	ratio	ratio	NOUN
ajfa-13674	62	23	as	as	ADP
ajfa-13674	62	24	the	the	DET
ajfa-13674	62	25	predictors	predictor	NOUN
ajfa-13674	62	26	.	.	PUNCT
ajfa-13674	63	1	the	the	DET
ajfa-13674	63	2	bankruptcy	bankruptcy	NOUN
ajfa-13674	63	3	in	in	ADP
ajfa-13674	63	4	korea	korea	PROPN
ajfa-13674	63	5	studied	study	VERB
ajfa-13674	63	6	by	by	ADP
ajfa-13674	63	7	nam	nam	NOUN
ajfa-13674	63	8	and	and	CCONJ
ajfa-13674	63	9	jinn	jinn	PROPN
ajfa-13674	63	10	(	(	PUNCT
ajfa-13674	63	11	2000	2000	NUM
ajfa-13674	63	12	)	)	PUNCT
ajfa-13674	63	13	revealed	reveal	VERB
ajfa-13674	63	14	that	that	SCONJ
ajfa-13674	63	15	it	it	PRON
ajfa-13674	63	16	was	be	AUX
ajfa-13674	63	17	due	due	ADJ
ajfa-13674	63	18	to	to	ADP
ajfa-13674	63	19	financial	financial	ADJ
ajfa-13674	63	20	expenses	expense	NOUN
ajfa-13674	63	21	to	to	ADP
ajfa-13674	63	22	sales	sale	NOUN
ajfa-13674	63	23	,	,	PUNCT
ajfa-13674	63	24	debt	debt	NOUN
ajfa-13674	63	25	coverage	coverage	NOUN
ajfa-13674	63	26	and	and	CCONJ
ajfa-13674	63	27	receivables	receivables	NOUN
ajfa-13674	63	28	turnover	turnover	NOUN
ajfa-13674	63	29	ratio	ratio	NOUN
ajfa-13674	63	30	.	.	PUNCT
ajfa-13674	64	1	we	we	PRON
ajfa-13674	64	2	have	have	AUX
ajfa-13674	64	3	reviewed	review	VERB
ajfa-13674	64	4	different	different	ADJ
ajfa-13674	64	5	research	research	NOUN
ajfa-13674	64	6	studies	study	NOUN
ajfa-13674	64	7	which	which	PRON
ajfa-13674	64	8	were	be	AUX
ajfa-13674	64	9	relevant	relevant	ADJ
ajfa-13674	64	10	to	to	ADP
ajfa-13674	64	11	the	the	DET
ajfa-13674	64	12	current	current	ADJ
ajfa-13674	64	13	work	work	NOUN
ajfa-13674	64	14	under	under	ADP
ajfa-13674	64	15	wide	wide	ADJ
ajfa-13674	64	16	areas	area	NOUN
ajfa-13674	64	17	.	.	PUNCT
ajfa-13674	65	1	beaver	beaver	NOUN
ajfa-13674	65	2	(	(	PUNCT
ajfa-13674	65	3	1966	1966	NUM
ajfa-13674	65	4	,	,	PUNCT
ajfa-13674	65	5	1968	1968	NUM
ajfa-13674	65	6	)	)	PUNCT
ajfa-13674	65	7	and	and	CCONJ
ajfa-13674	65	8	altman	altman	PROPN
ajfa-13674	65	9	(	(	PUNCT
ajfa-13674	65	10	1968	1968	NUM
ajfa-13674	65	11	)	)	PUNCT
ajfa-13674	65	12	had	have	AUX
ajfa-13674	65	13	developed	develop	VERB
ajfa-13674	65	14	the	the	DET
ajfa-13674	65	15	first	first	ADJ
ajfa-13674	65	16	set	set	NOUN
ajfa-13674	65	17	of	of	ADP
ajfa-13674	65	18	accounting	accounting	NOUN
ajfa-13674	65	19	models	model	NOUN
ajfa-13674	65	20	to	to	PART
ajfa-13674	65	21	measure	measure	VERB
ajfa-13674	65	22	the	the	DET
ajfa-13674	65	23	bankruptcy	bankruptcy	NOUN
ajfa-13674	65	24	threat	threat	NOUN
ajfa-13674	65	25	for	for	ADP
ajfa-13674	65	26	a	a	DET
ajfa-13674	65	27	firm	firm	NOUN
ajfa-13674	65	28	.	.	PUNCT
ajfa-13674	66	1	beaver	beaver	PROPN
ajfa-13674	66	2	(	(	PUNCT
ajfa-13674	66	3	1966	1966	NUM
ajfa-13674	66	4	)	)	PUNCT
ajfa-13674	66	5	had	have	AUX
ajfa-13674	66	6	developed	develop	VERB
ajfa-13674	66	7	a	a	DET
ajfa-13674	66	8	univariate	univariate	ADJ
ajfa-13674	66	9	model	model	NOUN
ajfa-13674	66	10	for	for	ADP
ajfa-13674	66	11	forecasting	forecast	VERB
ajfa-13674	66	12	indebtedness	indebtedness	NOUN
ajfa-13674	66	13	of	of	ADP
ajfa-13674	66	14	a	a	DET
ajfa-13674	66	15	firm	firm	NOUN
ajfa-13674	66	16	.	.	PUNCT
ajfa-13674	67	1	altman	altman	PROPN
ajfa-13674	67	2	(	(	PUNCT
ajfa-13674	67	3	1968	1968	NUM
ajfa-13674	67	4	)	)	PUNCT
ajfa-13674	67	5	had	have	AUX
ajfa-13674	67	6	developed	develop	VERB
ajfa-13674	67	7	a	a	DET
ajfa-13674	67	8	model	model	NOUN
ajfa-13674	67	9	by	by	ADP
ajfa-13674	67	10	adopting	adopt	VERB
ajfa-13674	67	11	discriminant	discriminant	ADJ
ajfa-13674	67	12	analysis	analysis	NOUN
ajfa-13674	67	13	with	with	ADP
ajfa-13674	67	14	the	the	DET
ajfa-13674	67	15	use	use	NOUN
ajfa-13674	67	16	of	of	ADP
ajfa-13674	67	17	financial	financial	ADJ
ajfa-13674	67	18	ratios	ratio	NOUN
ajfa-13674	67	19	for	for	ADP
ajfa-13674	67	20	discretion	discretion	NOUN
ajfa-13674	67	21	between	between	ADP
ajfa-13674	67	22	insolvent	insolvent	ADJ
ajfa-13674	67	23	and	and	CCONJ
ajfa-13674	67	24	solvent	solvent	ADJ
ajfa-13674	67	25	firms	firm	NOUN
ajfa-13674	67	26	.	.	PUNCT
ajfa-13674	68	1	later	later	ADV
ajfa-13674	68	2	altman	altman	PROPN
ajfa-13674	68	3	et	et	PROPN
ajfa-13674	68	4	al	al	PROPN
ajfa-13674	68	5	.	.	PROPN
ajfa-13674	69	1	(	(	PUNCT
ajfa-13674	69	2	1977	1977	NUM
ajfa-13674	69	3	)	)	PUNCT
ajfa-13674	69	4	developed	develop	VERB
ajfa-13674	69	5	z	z	NOUN
ajfa-13674	69	6	-	-	PUNCT
ajfa-13674	69	7	score	score	NOUN
ajfa-13674	69	8	models	model	NOUN
ajfa-13674	69	9	called	call	VERB
ajfa-13674	69	10	zeta	zeta	PROPN
ajfa-13674	69	11	and	and	CCONJ
ajfa-13674	69	12	another	another	DET
ajfa-13674	69	13	model	model	NOUN
ajfa-13674	69	14	was	be	AUX
ajfa-13674	69	15	developed	develop	VERB
ajfa-13674	69	16	by	by	ADP
ajfa-13674	69	17	altman	altman	PROPN
ajfa-13674	69	18	et	et	PROPN
ajfa-13674	69	19	al	al	PROPN
ajfa-13674	69	20	.	.	PROPN
ajfa-13674	70	1	(	(	PUNCT
ajfa-13674	70	2	1995	1995	NUM
ajfa-13674	70	3	)	)	PUNCT
ajfa-13674	71	1	for	for	ADP
ajfa-13674	71	2	the	the	DET
ajfa-13674	71	3	companies	company	NOUN
ajfa-13674	71	4	/	/	SYM
ajfa-13674	71	5	firms	firm	NOUN
ajfa-13674	71	6	in	in	ADP
ajfa-13674	71	7	emerging	emerge	VERB
ajfa-13674	71	8	markets	market	NOUN
ajfa-13674	71	9	.	.	PUNCT
ajfa-13674	72	1	a	a	DET
ajfa-13674	72	2	study	study	NOUN
ajfa-13674	72	3	was	be	AUX
ajfa-13674	72	4	conducted	conduct	VERB
ajfa-13674	72	5	in	in	ADP
ajfa-13674	72	6	22	22	NUM
ajfa-13674	72	7	countries	country	NOUN
ajfa-13674	72	8	by	by	ADP
ajfa-13674	72	9	altman	altman	PROPN
ajfa-13674	72	10	and	and	CCONJ
ajfa-13674	72	11	narayanan	narayanan	PROPN
ajfa-13674	72	12	(	(	PUNCT
ajfa-13674	72	13	1997	1997	NUM
ajfa-13674	72	14	)	)	PUNCT
ajfa-13674	72	15	where	where	SCONJ
ajfa-13674	72	16	they	they	PRON
ajfa-13674	72	17	concluded	conclude	VERB
ajfa-13674	72	18	that	that	SCONJ
ajfa-13674	72	19	the	the	DET
ajfa-13674	72	20	default	default	NOUN
ajfa-13674	72	21	risk	risk	NOUN
ajfa-13674	72	22	can	can	AUX
ajfa-13674	72	23	be	be	AUX
ajfa-13674	72	24	predicted	predict	VERB
ajfa-13674	72	25	effectively	effectively	ADV
ajfa-13674	72	26	with	with	ADP
ajfa-13674	72	27	the	the	DET
ajfa-13674	72	28	ratios	ratio	NOUN
ajfa-13674	72	29	based	base	VERB
ajfa-13674	72	30	models	model	NOUN
ajfa-13674	72	31	.	.	PUNCT
ajfa-13674	73	1	recently	recently	ADV
ajfa-13674	73	2	,	,	PUNCT
ajfa-13674	73	3	gupta	gupta	PROPN
ajfa-13674	73	4	(	(	PUNCT
ajfa-13674	73	5	2014	2014	NUM
ajfa-13674	73	6	)	)	PUNCT
ajfa-13674	73	7	had	have	AUX
ajfa-13674	73	8	developed	develop	VERB
ajfa-13674	73	9	an	an	DET
ajfa-13674	73	10	accounting	accounting	NOUN
ajfa-13674	73	11	based	base	VERB
ajfa-13674	73	12	prediction	prediction	NOUN
ajfa-13674	73	13	model	model	NOUN
ajfa-13674	73	14	using	use	VERB
ajfa-13674	73	15	discriminant	discriminant	ADJ
ajfa-13674	73	16	analysis	analysis	NOUN
ajfa-13674	73	17	and	and	CCONJ
ajfa-13674	73	18	logit	logit	NOUN
ajfa-13674	73	19	regression	regression	NOUN
ajfa-13674	73	20	and	and	CCONJ
ajfa-13674	73	21	compared	compare	VERB
ajfa-13674	73	22	the	the	DET
ajfa-13674	73	23	predictive	predictive	ADJ
ajfa-13674	73	24	ability	ability	NOUN
ajfa-13674	73	25	of	of	ADP
ajfa-13674	73	26	these	these	DET
ajfa-13674	73	27	models	model	NOUN
ajfa-13674	73	28	.	.	PUNCT
ajfa-13674	74	1	“	"	PUNCT
ajfa-13674	74	2	for	for	ADP
ajfa-13674	74	3	logistic	logistic	ADJ
ajfa-13674	74	4	regressions	regression	NOUN
ajfa-13674	74	5	,	,	PUNCT
ajfa-13674	74	6	an	an	DET
ajfa-13674	74	7	attempt	attempt	NOUN
ajfa-13674	74	8	was	be	AUX
ajfa-13674	74	9	made	make	VERB
ajfa-13674	74	10	to	to	PART
ajfa-13674	74	11	combine	combine	VERB
ajfa-13674	74	12	macro	macro	ADJ
ajfa-13674	74	13	variables	variable	NOUN
ajfa-13674	74	14	and	and	CCONJ
ajfa-13674	74	15	dummy	dummy	ADJ
ajfa-13674	74	16	industry	industry	NOUN
ajfa-13674	74	17	variables	variable	NOUN
ajfa-13674	74	18	along	along	ADV
ajfa-13674	74	19	with	with	ADP
ajfa-13674	74	20	accounting	accounting	NOUN
ajfa-13674	74	21	ratios	ratio	NOUN
ajfa-13674	74	22	.	.	PUNCT
ajfa-13674	75	1	the	the	DET
ajfa-13674	75	2	paper	paper	NOUN
ajfa-13674	75	3	had	have	AUX
ajfa-13674	75	4	analyzed	analyze	VERB
ajfa-13674	75	5	that	that	SCONJ
ajfa-13674	75	6	the	the	DET
ajfa-13674	75	7	predictive	predictive	ADJ
ajfa-13674	75	8	ability	ability	NOUN
ajfa-13674	75	9	of	of	ADP
ajfa-13674	75	10	the	the	DET
ajfa-13674	75	11	proposed	proposed	ADJ
ajfa-13674	75	12	z	z	NOUN
ajfa-13674	75	13	-	-	PUNCT
ajfa-13674	75	14	score	score	NOUN
ajfa-13674	75	15	model	model	NOUN
ajfa-13674	75	16	was	be	AUX
ajfa-13674	75	17	higher	high	ADJ
ajfa-13674	75	18	when	when	SCONJ
ajfa-13674	75	19	compared	compare	VERB
ajfa-13674	75	20	to	to	ADP
ajfa-13674	75	21	both	both	PRON
ajfa-13674	75	22	the	the	DET
ajfa-13674	75	23	altman	altman	PROPN
ajfa-13674	75	24	original	original	ADJ
ajfa-13674	75	25	z	z	PROPN
ajfa-13674	75	26	-	-	PUNCT
ajfa-13674	75	27	score	score	NOUN
ajfa-13674	75	28	model	model	NOUN
ajfa-13674	75	29	and	and	CCONJ
ajfa-13674	75	30	the	the	DET
ajfa-13674	75	31	altman	altman	PROPN
ajfa-13674	75	32	model	model	NOUN
ajfa-13674	75	33	for	for	ADP
ajfa-13674	75	34	emerging	emerge	VERB
ajfa-13674	75	35	markets	market	NOUN
ajfa-13674	75	36	.	.	PUNCT
ajfa-13674	76	1	the	the	DET
ajfa-13674	76	2	research	research	NOUN
ajfa-13674	76	3	findings	finding	NOUN
ajfa-13674	76	4	establish	establish	VERB
ajfa-13674	76	5	the	the	DET
ajfa-13674	76	6	superiority	superiority	NOUN
ajfa-13674	76	7	of	of	ADP
ajfa-13674	76	8	logit	logit	NOUN
ajfa-13674	76	9	model	model	NOUN
ajfa-13674	76	10	over	over	ADP
ajfa-13674	76	11	discriminant	discriminant	ADJ
ajfa-13674	76	12	analysis	analysis	NOUN
ajfa-13674	76	13	and	and	CCONJ
ajfa-13674	76	14	demonstrate	demonstrate	VERB
ajfa-13674	76	15	the	the	DET
ajfa-13674	76	16	significance	significance	NOUN
ajfa-13674	76	17	of	of	ADP
ajfa-13674	76	18	accounting	accounting	NOUN
ajfa-13674	76	19	ratios	ratio	NOUN
ajfa-13674	76	20	in	in	ADP
ajfa-13674	76	21	predicting	predict	VERB
ajfa-13674	76	22	default	default	NOUN
ajfa-13674	76	23	.	.	PUNCT
ajfa-13674	76	24	”	"	PUNCT
ajfa-13674	77	1	(	(	PUNCT
ajfa-13674	77	2	gupta	gupta	PROPN
ajfa-13674	77	3	,	,	PUNCT
ajfa-13674	77	4	2014	2014	NUM
ajfa-13674	77	5	)	)	PUNCT
ajfa-13674	77	6	the	the	DET
ajfa-13674	77	7	first	first	ADJ
ajfa-13674	77	8	attempt	attempt	NOUN
ajfa-13674	77	9	to	to	PART
ajfa-13674	77	10	use	use	VERB
ajfa-13674	77	11	anns	anns	NOUN
ajfa-13674	77	12	to	to	PART
ajfa-13674	77	13	predict	predict	VERB
ajfa-13674	77	14	bankruptcy	bankruptcy	NOUN
ajfa-13674	77	15	was	be	AUX
ajfa-13674	77	16	made	make	VERB
ajfa-13674	77	17	by	by	ADP
ajfa-13674	77	18	odom	odom	NOUN
ajfa-13674	77	19	and	and	CCONJ
ajfa-13674	77	20	sharda	sharda	PROPN
ajfa-13674	77	21	(	(	PUNCT
ajfa-13674	77	22	1990	1990	NUM
ajfa-13674	77	23	)	)	PUNCT
ajfa-13674	77	24	.	.	PUNCT
ajfa-13674	78	1	in	in	ADP
ajfa-13674	78	2	their	their	PRON
ajfa-13674	78	3	study	study	NOUN
ajfa-13674	78	4	,	,	PUNCT
ajfa-13674	78	5	three	three	NUM
ajfa-13674	78	6	-	-	PUNCT
ajfa-13674	78	7	layer	layer	NOUN
ajfa-13674	78	8	feed	feed	NOUN
ajfa-13674	78	9	forward	forward	ADV
ajfa-13674	78	10	networks	network	NOUN
ajfa-13674	78	11	were	be	AUX
ajfa-13674	78	12	used	use	VERB
ajfa-13674	78	13	and	and	CCONJ
ajfa-13674	78	14	the	the	DET
ajfa-13674	78	15	results	result	NOUN
ajfa-13674	78	16	were	be	AUX
ajfa-13674	78	17	compared	compare	VERB
ajfa-13674	78	18	to	to	ADP
ajfa-13674	78	19	those	those	PRON
ajfa-13674	78	20	of	of	ADP
ajfa-13674	78	21	multivariate	multivariate	NOUN
ajfa-13674	78	22	discriminant	discriminant	ADJ
ajfa-13674	78	23	analysis	analysis	NOUN
ajfa-13674	78	24	.	.	PUNCT
ajfa-13674	79	1	using	use	VERB
ajfa-13674	79	2	different	different	ADJ
ajfa-13674	79	3	ratios	ratio	NOUN
ajfa-13674	79	4	of	of	ADP
ajfa-13674	79	5	bankrupt	bankrupt	ADJ
ajfa-13674	79	6	firms	firm	NOUN
ajfa-13674	79	7	to	to	ADP
ajfa-13674	79	8	non	non	ADJ
ajfa-13674	79	9	-	-	ADJ
ajfa-13674	79	10	bankrupt	bankrupt	ADJ
ajfa-13674	79	11	firms	firm	NOUN
ajfa-13674	79	12	in	in	ADP
ajfa-13674	79	13	training	training	NOUN
ajfa-13674	79	14	samples	sample	NOUN
ajfa-13674	79	15	,	,	PUNCT
ajfa-13674	79	16	they	they	PRON
ajfa-13674	79	17	test	test	VERB
ajfa-13674	79	18	the	the	DET
ajfa-13674	79	19	effects	effect	NOUN
ajfa-13674	79	20	of	of	ADP
ajfa-13674	79	21	different	different	ADJ
ajfa-13674	79	22	mixture	mixture	NOUN
ajfa-13674	79	23	level	level	NOUN
ajfa-13674	79	24	on	on	ADP
ajfa-13674	79	25	the	the	DET
ajfa-13674	79	26	predictive	predictive	ADJ
ajfa-13674	79	27	capability	capability	NOUN
ajfa-13674	79	28	of	of	ADP
ajfa-13674	79	29	neural	neural	ADJ
ajfa-13674	79	30	networks	network	NOUN
ajfa-13674	79	31	and	and	CCONJ
ajfa-13674	79	32	discriminant	discriminant	ADJ
ajfa-13674	79	33	analysis	analysis	NOUN
ajfa-13674	79	34	.	.	PUNCT
ajfa-13674	80	1	neural	neural	ADJ
ajfa-13674	80	2	networks	network	NOUN
ajfa-13674	80	3	are	be	AUX
ajfa-13674	80	4	found	find	VERB
ajfa-13674	80	5	to	to	PART
ajfa-13674	80	6	be	be	AUX
ajfa-13674	80	7	more	more	ADV
ajfa-13674	80	8	accurate	accurate	ADJ
ajfa-13674	80	9	and	and	CCONJ
ajfa-13674	80	10	robust	robust	ADJ
ajfa-13674	80	11	in	in	ADP
ajfa-13674	80	12	both	both	PRON
ajfa-13674	80	13	training	training	NOUN
ajfa-13674	80	14	and	and	CCONJ
ajfa-13674	80	15	test	test	NOUN
ajfa-13674	80	16	results	result	NOUN
ajfa-13674	80	17	.	.	PUNCT
ajfa-13674	81	1	a	a	DET
ajfa-13674	81	2	number	number	NOUN
ajfa-13674	81	3	of	of	ADP
ajfa-13674	81	4	network	network	NOUN
ajfa-13674	81	5	training	training	NOUN
ajfa-13674	81	6	parameters	parameter	NOUN
ajfa-13674	81	7	are	be	AUX
ajfa-13674	81	8	varied	varied	ADJ
ajfa-13674	81	9	to	to	PART
ajfa-13674	81	10	identify	identify	VERB
ajfa-13674	81	11	the	the	DET
ajfa-13674	81	12	most	most	ADV
ajfa-13674	81	13	efficient	efficient	ADJ
ajfa-13674	81	14	training	training	NOUN
ajfa-13674	81	15	paradigm	paradigm	NOUN
ajfa-13674	81	16	.	.	PUNCT
ajfa-13674	82	1	the	the	DET
ajfa-13674	82	2	focus	focus	NOUN
ajfa-13674	82	3	of	of	ADP
ajfa-13674	82	4	this	this	DET
ajfa-13674	82	5	study	study	NOUN
ajfa-13674	82	6	is	be	AUX
ajfa-13674	82	7	mainly	mainly	ADV
ajfa-13674	82	8	on	on	ADP
ajfa-13674	82	9	the	the	DET
ajfa-13674	82	10	improvement	improvement	NOUN
ajfa-13674	82	11	in	in	ADP
ajfa-13674	82	12	efficiency	efficiency	NOUN
ajfa-13674	82	13	of	of	ADP
ajfa-13674	82	14	the	the	DET
ajfa-13674	82	15	back	back	ADJ
ajfa-13674	82	16	propagation	propagation	NOUN
ajfa-13674	82	17	algorithm	algorithm	NOUN
ajfa-13674	82	18	.	.	PUNCT
ajfa-13674	83	1	coleman	coleman	PROPN
ajfa-13674	83	2	et	et	PROPN
ajfa-13674	83	3	al	al	PROPN
ajfa-13674	83	4	.	.	PROPN
ajfa-13674	83	5	also	also	ADV
ajfa-13674	83	6	report	report	VERB
ajfa-13674	83	7	improved	improved	ADJ
ajfa-13674	83	8	accuracy	accuracy	NOUN
ajfa-13674	83	9	over	over	ADP
ajfa-13674	83	10	that	that	PRON
ajfa-13674	83	11	of	of	ADP
ajfa-13674	83	12	odom	odom	NOUN
ajfa-13674	83	13	and	and	CCONJ
ajfa-13674	83	14	asian	asian	ADJ
ajfa-13674	83	15	journal	journal	NOUN
ajfa-13674	83	16	of	of	ADP
ajfa-13674	83	17	finance	finance	PROPN
ajfa-13674	83	18	&	&	CCONJ
ajfa-13674	83	19	accounting	accounting	PROPN
ajfa-13674	83	20	issn	issn	PROPN
ajfa-13674	83	21	1946	1946	NUM
ajfa-13674	83	22	-	-	PUNCT
ajfa-13674	83	23	052x	052x	NOUN
ajfa-13674	83	24	2018	2018	NUM
ajfa-13674	83	25	,	,	PUNCT
ajfa-13674	83	26	vol	vol	NOUN
ajfa-13674	83	27	.	.	PROPN
ajfa-13674	84	1	10	10	NUM
ajfa-13674	84	2	,	,	PUNCT
ajfa-13674	84	3	no	no	INTJ
ajfa-13674	84	4	.	.	NOUN
ajfa-13674	84	5	2	2	NUM
ajfa-13674	84	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	84	7	35	35	NUM
ajfa-13674	84	8	sharda	sharda	NOUN
ajfa-13674	84	9	(	(	PUNCT
ajfa-13674	84	10	1990	1990	NUM
ajfa-13674	84	11	)	)	PUNCT
ajfa-13674	84	12	by	by	ADP
ajfa-13674	84	13	using	use	VERB
ajfa-13674	84	14	their	their	PRON
ajfa-13674	84	15	neural	neural	ADJ
ajfa-13674	84	16	ware	ware	NOUN
ajfa-13674	84	17	adss	adss	PROPN
ajfa-13674	84	18	system	system	PROPN
ajfa-13674	84	19	.	.	PUNCT
ajfa-13674	85	1	boritz	boritz	PROPN
ajfa-13674	85	2	et	et	PROPN
ajfa-13674	85	3	al	al	PROPN
ajfa-13674	85	4	.	.	PROPN
ajfa-13674	86	1	(	(	PUNCT
ajfa-13674	86	2	1995	1995	NUM
ajfa-13674	86	3	)	)	PUNCT
ajfa-13674	86	4	use	use	VERB
ajfa-13674	86	5	the	the	DET
ajfa-13674	86	6	algorithms	algorithm	NOUN
ajfa-13674	86	7	of	of	ADP
ajfa-13674	86	8	back	back	ADJ
ajfa-13674	86	9	propagation	propagation	NOUN
ajfa-13674	86	10	and	and	CCONJ
ajfa-13674	86	11	optimal	optimal	ADJ
ajfa-13674	86	12	estimation	estimation	NOUN
ajfa-13674	86	13	theory	theory	NOUN
ajfa-13674	86	14	in	in	ADP
ajfa-13674	86	15	training	train	VERB
ajfa-13674	86	16	neural	neural	ADJ
ajfa-13674	86	17	networks	network	NOUN
ajfa-13674	86	18	.	.	PUNCT
ajfa-13674	87	1	the	the	DET
ajfa-13674	87	2	benchmark	benchmark	NOUN
ajfa-13674	87	3	models	model	NOUN
ajfa-13674	87	4	by	by	ADP
ajfa-13674	87	5	altman	altman	PROPN
ajfa-13674	87	6	(	(	PUNCT
ajfa-13674	87	7	1968	1968	NUM
ajfa-13674	87	8	)	)	PUNCT
ajfa-13674	87	9	and	and	CCONJ
ajfa-13674	87	10	ohlson	ohlson	NOUN
ajfa-13674	87	11	(	(	PUNCT
ajfa-13674	87	12	1980	1980	NUM
ajfa-13674	87	13	)	)	PUNCT
ajfa-13674	87	14	are	be	AUX
ajfa-13674	87	15	employed	employ	VERB
ajfa-13674	87	16	.	.	PUNCT
ajfa-13674	88	1	results	result	NOUN
ajfa-13674	88	2	show	show	VERB
ajfa-13674	88	3	that	that	SCONJ
ajfa-13674	88	4	the	the	DET
ajfa-13674	88	5	performance	performance	NOUN
ajfa-13674	88	6	of	of	ADP
ajfa-13674	88	7	different	different	ADJ
ajfa-13674	88	8	classifiers	classifier	NOUN
ajfa-13674	88	9	depends	depend	VERB
ajfa-13674	88	10	on	on	ADP
ajfa-13674	88	11	the	the	DET
ajfa-13674	88	12	proportions	proportion	NOUN
ajfa-13674	88	13	of	of	ADP
ajfa-13674	88	14	bankrupt	bankrupt	ADJ
ajfa-13674	88	15	firms	firm	NOUN
ajfa-13674	88	16	in	in	ADP
ajfa-13674	88	17	the	the	DET
ajfa-13674	88	18	training	training	NOUN
ajfa-13674	88	19	and	and	CCONJ
ajfa-13674	88	20	testing	testing	NOUN
ajfa-13674	88	21	data	datum	NOUN
ajfa-13674	88	22	sets	set	NOUN
ajfa-13674	88	23	,	,	PUNCT
ajfa-13674	88	24	the	the	DET
ajfa-13674	88	25	variables	variable	NOUN
ajfa-13674	88	26	used	use	VERB
ajfa-13674	88	27	in	in	ADP
ajfa-13674	88	28	the	the	DET
ajfa-13674	88	29	models	model	NOUN
ajfa-13674	88	30	,	,	PUNCT
ajfa-13674	88	31	and	and	CCONJ
ajfa-13674	88	32	the	the	DET
ajfa-13674	88	33	relative	relative	ADJ
ajfa-13674	88	34	cost	cost	NOUN
ajfa-13674	88	35	of	of	ADP
ajfa-13674	88	36	type	type	NOUN
ajfa-13674	88	37	i	i	PRON
ajfa-13674	88	38	and	and	CCONJ
ajfa-13674	88	39	type	type	NOUN
ajfa-13674	88	40	ii	ii	NOUN
ajfa-13674	88	41	errors	error	NOUN
ajfa-13674	88	42	.	.	PUNCT
ajfa-13674	89	1	boritz	boritz	PROPN
ajfa-13674	89	2	and	and	CCONJ
ajfa-13674	89	3	kennedy	kennedy	PROPN
ajfa-13674	89	4	(	(	PUNCT
ajfa-13674	89	5	1995	1995	NUM
ajfa-13674	89	6	)	)	PUNCT
ajfa-13674	89	7	also	also	ADV
ajfa-13674	89	8	investigate	investigate	VERB
ajfa-13674	89	9	the	the	DET
ajfa-13674	89	10	effectiveness	effectiveness	NOUN
ajfa-13674	89	11	of	of	ADP
ajfa-13674	89	12	several	several	ADJ
ajfa-13674	89	13	types	type	NOUN
ajfa-13674	89	14	of	of	ADP
ajfa-13674	89	15	neural	neural	ADJ
ajfa-13674	89	16	networks	network	NOUN
ajfa-13674	89	17	for	for	ADP
ajfa-13674	89	18	bankruptcy	bankruptcy	NOUN
ajfa-13674	89	19	prediction	prediction	NOUN
ajfa-13674	89	20	problems	problem	NOUN
ajfa-13674	89	21	.	.	PUNCT
ajfa-13674	90	1	cheng	cheng	PROPN
ajfa-13674	90	2	,	,	PUNCT
ajfa-13674	90	3	chen	chen	PROPN
ajfa-13674	90	4	,	,	PUNCT
ajfa-13674	90	5	and	and	CCONJ
ajfa-13674	90	6	fu	fu	NOUN
ajfa-13674	90	7	(	(	PUNCT
ajfa-13674	90	8	2006	2006	NUM
ajfa-13674	90	9	)	)	PUNCT
ajfa-13674	90	10	predicted	predict	VERB
ajfa-13674	90	11	corporate	corporate	ADJ
ajfa-13674	90	12	bankruptcy	bankruptcy	NOUN
ajfa-13674	90	13	by	by	ADP
ajfa-13674	90	14	combining	combine	VERB
ajfa-13674	90	15	logit	logit	NOUN
ajfa-13674	90	16	model	model	NOUN
ajfa-13674	90	17	with	with	ADP
ajfa-13674	90	18	neural	neural	ADJ
ajfa-13674	90	19	network	network	NOUN
ajfa-13674	90	20	,	,	PUNCT
ajfa-13674	90	21	which	which	PRON
ajfa-13674	90	22	avoids	avoid	VERB
ajfa-13674	90	23	drawbacks	drawback	NOUN
ajfa-13674	90	24	of	of	ADP
ajfa-13674	90	25	both	both	DET
ajfa-13674	90	26	methods	method	NOUN
ajfa-13674	90	27	and	and	CCONJ
ajfa-13674	90	28	incorporate	incorporate	VERB
ajfa-13674	90	29	advantages	advantage	NOUN
ajfa-13674	90	30	of	of	ADP
ajfa-13674	90	31	both	both	DET
ajfa-13674	90	32	methods	method	NOUN
ajfa-13674	90	33	.	.	PUNCT
ajfa-13674	91	1	hua	hua	PROPN
ajfa-13674	91	2	,	,	PUNCT
ajfa-13674	91	3	wang	wang	PROPN
ajfa-13674	91	4	,	,	PUNCT
ajfa-13674	91	5	xu	xu	PROPN
ajfa-13674	91	6	,	,	PUNCT
ajfa-13674	91	7	zhang	zhang	PROPN
ajfa-13674	91	8	,	,	PUNCT
ajfa-13674	91	9	and	and	CCONJ
ajfa-13674	91	10	liang	liang	PROPN
ajfa-13674	91	11	(	(	PUNCT
ajfa-13674	91	12	2007	2007	NUM
ajfa-13674	91	13	)	)	PUNCT
ajfa-13674	91	14	adopted	adopt	VERB
ajfa-13674	91	15	logistic	logistic	ADJ
ajfa-13674	91	16	regression	regression	NOUN
ajfa-13674	91	17	to	to	PART
ajfa-13674	91	18	minimize	minimize	VERB
ajfa-13674	91	19	the	the	DET
ajfa-13674	91	20	risk	risk	NOUN
ajfa-13674	91	21	of	of	ADP
ajfa-13674	91	22	support	support	NOUN
ajfa-13674	91	23	vector	vector	NOUN
ajfa-13674	91	24	machine	machine	NOUN
ajfa-13674	91	25	in	in	ADP
ajfa-13674	91	26	prediction	prediction	NOUN
ajfa-13674	91	27	of	of	ADP
ajfa-13674	91	28	business	business	NOUN
ajfa-13674	91	29	failure	failure	NOUN
ajfa-13674	91	30	.	.	PUNCT
ajfa-13674	92	1	sun	sun	NOUN
ajfa-13674	92	2	and	and	CCONJ
ajfa-13674	92	3	li	li	PROPN
ajfa-13674	92	4	(	(	PUNCT
ajfa-13674	92	5	2008b	2008b	NUM
ajfa-13674	92	6	)	)	PUNCT
ajfa-13674	92	7	constructed	construct	VERB
ajfa-13674	92	8	multi	multi	ADJ
ajfa-13674	92	9	-	-	ADJ
ajfa-13674	92	10	classifiers	classifier	NOUN
ajfa-13674	92	11	system	system	NOUN
ajfa-13674	92	12	for	for	ADP
ajfa-13674	92	13	bankruptcy	bankruptcy	NOUN
ajfa-13674	92	14	prediction	prediction	NOUN
ajfa-13674	92	15	using	use	VERB
ajfa-13674	92	16	mda	mda	PROPN
ajfa-13674	92	17	and	and	CCONJ
ajfa-13674	92	18	logit	logit	PROPN
ajfa-13674	92	19	as	as	ADP
ajfa-13674	92	20	components	component	NOUN
ajfa-13674	92	21	.	.	PUNCT
ajfa-13674	93	1	lee	lee	PROPN
ajfa-13674	93	2	and	and	CCONJ
ajfa-13674	93	3	choi	choi	PROPN
ajfa-13674	93	4	(	(	PUNCT
ajfa-13674	93	5	2013	2013	NUM
ajfa-13674	93	6	)	)	PUNCT
ajfa-13674	93	7	used	use	VERB
ajfa-13674	93	8	back	back	ADJ
ajfa-13674	93	9	-	-	PUNCT
ajfa-13674	93	10	propagation	propagation	NOUN
ajfa-13674	93	11	neural	neural	ADJ
ajfa-13674	93	12	network	network	NOUN
ajfa-13674	93	13	(	(	PUNCT
ajfa-13674	93	14	bnn	bnn	PROPN
ajfa-13674	93	15	)	)	PUNCT
ajfa-13674	93	16	for	for	ADP
ajfa-13674	93	17	investigating	investigate	VERB
ajfa-13674	93	18	multi	multi	ADJ
ajfa-13674	93	19	-	-	ADJ
ajfa-13674	93	20	industry	industry	ADJ
ajfa-13674	93	21	bankruptcy	bankruptcy	NOUN
ajfa-13674	93	22	of	of	ADP
ajfa-13674	93	23	korean	korean	ADJ
ajfa-13674	93	24	companies	company	NOUN
ajfa-13674	93	25	.	.	PUNCT
ajfa-13674	94	1	the	the	DET
ajfa-13674	94	2	study	study	NOUN
ajfa-13674	94	3	intended	intend	VERB
ajfa-13674	94	4	on	on	ADP
ajfa-13674	94	5	suggesting	suggest	VERB
ajfa-13674	94	6	the	the	DET
ajfa-13674	94	7	industry	industry	NOUN
ajfa-13674	94	8	specific	specific	ADJ
ajfa-13674	94	9	model	model	NOUN
ajfa-13674	94	10	to	to	PART
ajfa-13674	94	11	predict	predict	VERB
ajfa-13674	94	12	bankruptcy	bankruptcy	NOUN
ajfa-13674	94	13	by	by	ADP
ajfa-13674	94	14	selecting	select	VERB
ajfa-13674	94	15	appropriate	appropriate	ADJ
ajfa-13674	94	16	independent	independent	ADJ
ajfa-13674	94	17	variables	variable	NOUN
ajfa-13674	94	18	.	.	PUNCT
ajfa-13674	95	1	they	they	PRON
ajfa-13674	95	2	compared	compare	VERB
ajfa-13674	95	3	the	the	DET
ajfa-13674	95	4	prediction	prediction	NOUN
ajfa-13674	95	5	accuracy	accuracy	NOUN
ajfa-13674	95	6	of	of	ADP
ajfa-13674	95	7	bnn	bnn	PROPN
ajfa-13674	95	8	to	to	PART
ajfa-13674	95	9	multivariate	multivariate	VERB
ajfa-13674	95	10	discriminant	discriminant	ADJ
ajfa-13674	95	11	analysis	analysis	NOUN
ajfa-13674	95	12	.	.	PUNCT
ajfa-13674	96	1	according	accord	VERB
ajfa-13674	96	2	to	to	ADP
ajfa-13674	96	3	their	their	PRON
ajfa-13674	96	4	study	study	NOUN
ajfa-13674	96	5	,	,	PUNCT
ajfa-13674	96	6	the	the	DET
ajfa-13674	96	7	industry	industry	NOUN
ajfa-13674	96	8	sample	sample	NOUN
ajfa-13674	96	9	has	have	VERB
ajfa-13674	96	10	better	well	ADJ
ajfa-13674	96	11	performance	performance	NOUN
ajfa-13674	96	12	of	of	ADP
ajfa-13674	96	13	prediction	prediction	NOUN
ajfa-13674	96	14	than	than	ADP
ajfa-13674	96	15	the	the	DET
ajfa-13674	96	16	non	non	ADJ
ajfa-13674	96	17	-	-	ADJ
ajfa-13674	96	18	classified	classified	ADJ
ajfa-13674	96	19	sample	sample	NOUN
ajfa-13674	96	20	by	by	ADP
ajfa-13674	96	21	the	the	DET
ajfa-13674	96	22	variation	variation	NOUN
ajfa-13674	96	23	of	of	ADP
ajfa-13674	96	24	6	6	NUM
ajfa-13674	96	25	12	12	NUM
ajfa-13674	96	26	%	%	NOUN
ajfa-13674	96	27	.	.	PUNCT
ajfa-13674	97	1	the	the	DET
ajfa-13674	97	2	prediction	prediction	NOUN
ajfa-13674	97	3	accuracy	accuracy	NOUN
ajfa-13674	97	4	of	of	ADP
ajfa-13674	97	5	bankruptcy	bankruptcy	NOUN
ajfa-13674	97	6	using	use	VERB
ajfa-13674	97	7	bnn	bnn	PROPN
ajfa-13674	97	8	was	be	AUX
ajfa-13674	97	9	found	find	VERB
ajfa-13674	97	10	better	well	ADJ
ajfa-13674	97	11	than	than	ADP
ajfa-13674	97	12	that	that	PRON
ajfa-13674	97	13	of	of	ADP
ajfa-13674	97	14	mda	mda	PROPN
ajfa-13674	97	15	.	.	PUNCT
ajfa-13674	98	1	principal	principal	ADJ
ajfa-13674	98	2	component	component	NOUN
ajfa-13674	98	3	analysis	analysis	NOUN
ajfa-13674	98	4	(	(	PUNCT
ajfa-13674	98	5	pca	pca	NOUN
ajfa-13674	98	6	)	)	PUNCT
ajfa-13674	98	7	is	be	AUX
ajfa-13674	98	8	an	an	DET
ajfa-13674	98	9	expedient	expedient	ADJ
ajfa-13674	98	10	statistical	statistical	ADJ
ajfa-13674	98	11	technique	technique	NOUN
ajfa-13674	98	12	for	for	ADP
ajfa-13674	98	13	feature	feature	NOUN
ajfa-13674	98	14	extraction	extraction	NOUN
ajfa-13674	98	15	.	.	PUNCT
ajfa-13674	99	1	pca	pca	PROPN
ajfa-13674	99	2	can	can	AUX
ajfa-13674	99	3	help	help	VERB
ajfa-13674	99	4	a	a	DET
ajfa-13674	99	5	classifier	classifier	NOUN
ajfa-13674	99	6	produce	produce	VERB
ajfa-13674	99	7	more	more	ADV
ajfa-13674	99	8	accurate	accurate	ADJ
ajfa-13674	99	9	predictive	predictive	ADJ
ajfa-13674	99	10	performance	performance	NOUN
ajfa-13674	99	11	(	(	PUNCT
ajfa-13674	99	12	avci	avci	PROPN
ajfa-13674	99	13	&	&	CCONJ
ajfa-13674	99	14	turkoglu	turkoglu	PROPN
ajfa-13674	99	15	,	,	PUNCT
ajfa-13674	99	16	2009	2009	NUM
ajfa-13674	99	17	)	)	PUNCT
ajfa-13674	99	18	.	.	PUNCT
ajfa-13674	100	1	it	it	PRON
ajfa-13674	100	2	is	be	AUX
ajfa-13674	100	3	assuming	assume	VERB
ajfa-13674	100	4	that	that	SCONJ
ajfa-13674	100	5	most	most	ADJ
ajfa-13674	100	6	of	of	ADP
ajfa-13674	100	7	information	information	NOUN
ajfa-13674	100	8	about	about	ADP
ajfa-13674	100	9	classification	classification	NOUN
ajfa-13674	100	10	is	be	AUX
ajfa-13674	100	11	contained	contain	VERB
ajfa-13674	100	12	in	in	ADP
ajfa-13674	100	13	the	the	DET
ajfa-13674	100	14	directions	direction	NOUN
ajfa-13674	100	15	along	along	ADP
ajfa-13674	100	16	which	which	PRON
ajfa-13674	100	17	the	the	DET
ajfa-13674	100	18	feature	feature	NOUN
ajfa-13674	100	19	values	value	NOUN
ajfa-13674	100	20	are	be	AUX
ajfa-13674	100	21	the	the	DET
ajfa-13674	100	22	largest	large	ADJ
ajfa-13674	100	23	(	(	PUNCT
ajfa-13674	100	24	polat	polat	NOUN
ajfa-13674	100	25	&	&	CCONJ
ajfa-13674	100	26	günes	güne	NOUN
ajfa-13674	100	27	,	,	PUNCT
ajfa-13674	100	28	2008	2008	NUM
ajfa-13674	100	29	)	)	PUNCT
ajfa-13674	100	30	.	.	PUNCT
ajfa-13674	101	1	the	the	DET
ajfa-13674	101	2	component	component	NOUN
ajfa-13674	101	3	scores	score	NOUN
ajfa-13674	101	4	and	and	CCONJ
ajfa-13674	101	5	loadings	loading	NOUN
ajfa-13674	101	6	can	can	AUX
ajfa-13674	101	7	be	be	AUX
ajfa-13674	101	8	used	use	VERB
ajfa-13674	101	9	to	to	PART
ajfa-13674	101	10	interpret	interpret	VERB
ajfa-13674	101	11	the	the	DET
ajfa-13674	101	12	results	result	NOUN
ajfa-13674	101	13	of	of	ADP
ajfa-13674	101	14	a	a	DET
ajfa-13674	101	15	pca	pca	PROPN
ajfa-13674	101	16	(	(	PUNCT
ajfa-13674	101	17	shaw	shaw	PROPN
ajfa-13674	101	18	,	,	PUNCT
ajfa-13674	101	19	2003	2003	NUM
ajfa-13674	101	20	)	)	PUNCT
ajfa-13674	101	21	.	.	PUNCT
ajfa-13674	102	1	li	li	PROPN
ajfa-13674	102	2	and	and	CCONJ
ajfa-13674	102	3	sun	sun	PROPN
ajfa-13674	102	4	(	(	PUNCT
ajfa-13674	102	5	2011	2011	NUM
ajfa-13674	102	6	)	)	PUNCT
ajfa-13674	102	7	constructed	construct	VERB
ajfa-13674	102	8	a	a	DET
ajfa-13674	102	9	new	new	ADJ
ajfa-13674	102	10	hybrid	hybrid	NOUN
ajfa-13674	102	11	model	model	NOUN
ajfa-13674	102	12	for	for	ADP
ajfa-13674	102	13	bankruptcy	bankruptcy	NOUN
ajfa-13674	102	14	prediction	prediction	NOUN
ajfa-13674	102	15	by	by	ADP
ajfa-13674	102	16	integrating	integrate	VERB
ajfa-13674	102	17	principal	principal	ADJ
ajfa-13674	102	18	component	component	NOUN
ajfa-13674	102	19	analysis	analysis	NOUN
ajfa-13674	102	20	(	(	PUNCT
ajfa-13674	102	21	pca	pca	NOUN
ajfa-13674	102	22	)	)	PUNCT
ajfa-13674	102	23	with	with	ADP
ajfa-13674	102	24	mda	mda	PROPN
ajfa-13674	102	25	and	and	CCONJ
ajfa-13674	102	26	logit	logit	PROPN
ajfa-13674	102	27	to	to	PART
ajfa-13674	102	28	have	have	AUX
ajfa-13674	102	29	better	well	ADJ
ajfa-13674	102	30	predictive	predictive	ADJ
ajfa-13674	102	31	performance	performance	NOUN
ajfa-13674	102	32	.	.	PUNCT
ajfa-13674	103	1	this	this	DET
ajfa-13674	103	2	study	study	NOUN
ajfa-13674	103	3	has	have	AUX
ajfa-13674	103	4	followed	follow	VERB
ajfa-13674	103	5	data	data	NOUN
ajfa-13674	103	6	mining	mining	NOUN
ajfa-13674	103	7	approach	approach	NOUN
ajfa-13674	103	8	,	,	PUNCT
ajfa-13674	103	9	case	case	NOUN
ajfa-13674	103	10	based	base	VERB
ajfa-13674	103	11	reasoning	reasoning	NOUN
ajfa-13674	103	12	,	,	PUNCT
ajfa-13674	103	13	neural	neural	ADJ
ajfa-13674	103	14	network	network	NOUN
ajfa-13674	103	15	,	,	PUNCT
ajfa-13674	103	16	support	support	NOUN
ajfa-13674	103	17	vector	vector	NOUN
ajfa-13674	103	18	machine	machine	NOUN
ajfa-13674	103	19	technique	technique	NOUN
ajfa-13674	103	20	and	and	CCONJ
ajfa-13674	103	21	discriminant	discriminant	ADJ
ajfa-13674	103	22	analysis	analysis	NOUN
ajfa-13674	103	23	based	base	VERB
ajfa-13674	103	24	on	on	ADP
ajfa-13674	103	25	previous	previous	ADJ
ajfa-13674	103	26	studies	study	NOUN
ajfa-13674	103	27	(	(	PUNCT
ajfa-13674	103	28	for	for	ADP
ajfa-13674	103	29	example	example	NOUN
ajfa-13674	103	30	,	,	PUNCT
ajfa-13674	103	31	jo	jo	PROPN
ajfa-13674	103	32	,	,	PUNCT
ajfa-13674	103	33	han	han	PROPN
ajfa-13674	103	34	,	,	PUNCT
ajfa-13674	103	35	&	&	CCONJ
ajfa-13674	103	36	lee	lee	PROPN
ajfa-13674	103	37	,	,	PUNCT
ajfa-13674	103	38	1997	1997	NUM
ajfa-13674	103	39	;	;	PUNCT
ajfa-13674	103	40	li	li	PROPN
ajfa-13674	103	41	,	,	PUNCT
ajfa-13674	103	42	sun	sun	PROPN
ajfa-13674	103	43	,	,	PUNCT
ajfa-13674	103	44	&	&	CCONJ
ajfa-13674	103	45	sun	sun	PROPN
ajfa-13674	103	46	,	,	PUNCT
ajfa-13674	103	47	2009	2009	NUM
ajfa-13674	103	48	;	;	PUNCT
ajfa-13674	103	49	lin	lin	PROPN
ajfa-13674	103	50	&	&	CCONJ
ajfa-13674	103	51	mcclean	mcclean	PROPN
ajfa-13674	103	52	,	,	PUNCT
ajfa-13674	103	53	2001	2001	NUM
ajfa-13674	103	54	;	;	PUNCT
ajfa-13674	103	55	min	min	PROPN
ajfa-13674	103	56	&	&	CCONJ
ajfa-13674	103	57	lee	lee	PROPN
ajfa-13674	103	58	,	,	PUNCT
ajfa-13674	103	59	2005	2005	NUM
ajfa-13674	103	60	;	;	PUNCT
ajfa-13674	103	61	min	min	PROPN
ajfa-13674	103	62	,	,	PUNCT
ajfa-13674	103	63	lee	lee	PROPN
ajfa-13674	103	64	,	,	PUNCT
ajfa-13674	103	65	&	&	CCONJ
ajfa-13674	103	66	han	han	PROPN
ajfa-13674	103	67	,	,	PUNCT
ajfa-13674	103	68	2006	2006	NUM
ajfa-13674	103	69	;	;	PUNCT
ajfa-13674	103	70	sun	sun	PROPN
ajfa-13674	103	71	&	&	CCONJ
ajfa-13674	103	72	li	li	PROPN
ajfa-13674	103	73	,	,	PUNCT
ajfa-13674	103	74	2008a	2008a	NUM
ajfa-13674	103	75	)	)	PUNCT
ajfa-13674	103	76	without	without	ADP
ajfa-13674	103	77	differentiating	differentiate	VERB
ajfa-13674	103	78	type	type	NOUN
ajfa-13674	103	79	i	i	PRON
ajfa-13674	103	80	and	and	CCONJ
ajfa-13674	103	81	type	type	NOUN
ajfa-13674	103	82	ii	ii	NOUN
ajfa-13674	103	83	errors	error	NOUN
ajfa-13674	103	84	.	.	PUNCT
ajfa-13674	104	1	they	they	PRON
ajfa-13674	104	2	have	have	AUX
ajfa-13674	104	3	done	do	VERB
ajfa-13674	104	4	a	a	DET
ajfa-13674	104	5	pilot	pilot	NOUN
ajfa-13674	104	6	study	study	NOUN
ajfa-13674	104	7	which	which	PRON
ajfa-13674	104	8	demonstrated	demonstrate	VERB
ajfa-13674	104	9	the	the	DET
ajfa-13674	104	10	use	use	NOUN
ajfa-13674	104	11	of	of	ADP
ajfa-13674	104	12	pca	pca	NOUN
ajfa-13674	104	13	with	with	ADP
ajfa-13674	104	14	mda	mda	PROPN
ajfa-13674	104	15	and	and	CCONJ
ajfa-13674	104	16	logit	logit	PROPN
ajfa-13674	104	17	in	in	ADP
ajfa-13674	104	18	bankruptcy	bankruptcy	NOUN
ajfa-13674	104	19	prediction	prediction	NOUN
ajfa-13674	104	20	.	.	PUNCT
ajfa-13674	105	1	the	the	DET
ajfa-13674	105	2	model	model	NOUN
ajfa-13674	105	3	was	be	AUX
ajfa-13674	105	4	developed	develop	VERB
ajfa-13674	105	5	by	by	ADP
ajfa-13674	105	6	using	use	VERB
ajfa-13674	105	7	stepwise	stepwise	ADJ
ajfa-13674	105	8	method	method	NOUN
ajfa-13674	105	9	of	of	ADP
ajfa-13674	105	10	mda	mda	PROPN
ajfa-13674	105	11	,	,	PUNCT
ajfa-13674	105	12	stepwise	stepwise	ADJ
ajfa-13674	105	13	method	method	NOUN
ajfa-13674	105	14	of	of	ADP
ajfa-13674	105	15	logit	logit	PROPN
ajfa-13674	105	16	,	,	PUNCT
ajfa-13674	105	17	and	and	CCONJ
ajfa-13674	105	18	independent	independent	ADJ
ajfa-13674	105	19	sample	sample	NOUN
ajfa-13674	105	20	t	t	PROPN
ajfa-13674	105	21	test	test	NOUN
ajfa-13674	105	22	as	as	ADP
ajfa-13674	105	23	the	the	DET
ajfa-13674	105	24	preprocessing	preprocessing	NOUN
ajfa-13674	105	25	procedure	procedure	NOUN
ajfa-13674	105	26	,	,	PUNCT
ajfa-13674	105	27	on	on	ADP
ajfa-13674	105	28	the	the	DET
ajfa-13674	105	29	basis	basis	NOUN
ajfa-13674	105	30	of	of	ADP
ajfa-13674	105	31	which	which	PRON
ajfa-13674	105	32	pca	pca	NOUN
ajfa-13674	105	33	is	be	AUX
ajfa-13674	105	34	further	far	ADV
ajfa-13674	105	35	used	use	VERB
ajfa-13674	105	36	to	to	PART
ajfa-13674	105	37	extract	extract	VERB
ajfa-13674	105	38	features	feature	NOUN
ajfa-13674	105	39	for	for	ADP
ajfa-13674	105	40	mda	mda	PROPN
ajfa-13674	105	41	and	and	CCONJ
ajfa-13674	105	42	logit	logit	PROPN
ajfa-13674	105	43	.	.	PUNCT
ajfa-13674	106	1	they	they	PRON
ajfa-13674	106	2	have	have	AUX
ajfa-13674	106	3	obtained	obtain	VERB
ajfa-13674	106	4	the	the	DET
ajfa-13674	106	5	optimal	optimal	ADJ
ajfa-13674	106	6	preprocessing	preprocessing	NOUN
ajfa-13674	106	7	procedure	procedure	NOUN
ajfa-13674	106	8	by	by	ADP
ajfa-13674	106	9	splitting	split	VERB
ajfa-13674	106	10	the	the	DET
ajfa-13674	106	11	available	available	ADJ
ajfa-13674	106	12	data	datum	NOUN
ajfa-13674	106	13	for	for	ADP
ajfa-13674	106	14	30	30	NUM
ajfa-13674	106	15	times	time	NOUN
ajfa-13674	106	16	for	for	ADP
ajfa-13674	106	17	pca	pca	PROPN
ajfa-13674	106	18	.	.	PUNCT
ajfa-13674	107	1	this	this	DET
ajfa-13674	107	2	model	model	NOUN
ajfa-13674	107	3	was	be	AUX
ajfa-13674	107	4	used	use	VERB
ajfa-13674	107	5	to	to	PART
ajfa-13674	107	6	investigate	investigate	VERB
ajfa-13674	107	7	the	the	DET
ajfa-13674	107	8	bankruptcy	bankruptcy	NOUN
ajfa-13674	107	9	prediction	prediction	NOUN
ajfa-13674	107	10	of	of	ADP
ajfa-13674	107	11	listed	list	VERB
ajfa-13674	107	12	companies	company	NOUN
ajfa-13674	107	13	of	of	ADP
ajfa-13674	107	14	china	china	PROPN
ajfa-13674	107	15	.	.	PUNCT
ajfa-13674	108	1	the	the	DET
ajfa-13674	108	2	results	result	NOUN
ajfa-13674	108	3	show	show	VERB
ajfa-13674	108	4	that	that	SCONJ
ajfa-13674	108	5	the	the	DET
ajfa-13674	108	6	hybrid	hybrid	ADJ
ajfa-13674	108	7	model	model	NOUN
ajfa-13674	108	8	of	of	ADP
ajfa-13674	108	9	pca	pca	PROPN
ajfa-13674	108	10	with	with	ADP
ajfa-13674	108	11	mda	mda	PROPN
ajfa-13674	108	12	and	and	CCONJ
ajfa-13674	108	13	logit	logit	PROPN
ajfa-13674	108	14	has	have	VERB
ajfa-13674	108	15	better	well	ADJ
ajfa-13674	108	16	prediction	prediction	NOUN
ajfa-13674	108	17	power	power	NOUN
ajfa-13674	108	18	and	and	CCONJ
ajfa-13674	108	19	it	it	PRON
ajfa-13674	108	20	has	have	AUX
ajfa-13674	108	21	outperformed	outperform	VERB
ajfa-13674	108	22	all	all	DET
ajfa-13674	108	23	other	other	ADJ
ajfa-13674	108	24	models	model	NOUN
ajfa-13674	108	25	.	.	PUNCT
ajfa-13674	109	1	asian	asian	ADJ
ajfa-13674	109	2	journal	journal	PROPN
ajfa-13674	109	3	of	of	ADP
ajfa-13674	109	4	finance	finance	PROPN
ajfa-13674	109	5	&	&	CCONJ
ajfa-13674	109	6	accounting	accounting	PROPN
ajfa-13674	109	7	issn	issn	PROPN
ajfa-13674	109	8	1946	1946	NUM
ajfa-13674	109	9	-	-	PUNCT
ajfa-13674	109	10	052x	052x	NOUN
ajfa-13674	109	11	2018	2018	NUM
ajfa-13674	109	12	,	,	PUNCT
ajfa-13674	109	13	vol	vol	NOUN
ajfa-13674	109	14	.	.	PROPN
ajfa-13674	110	1	10	10	NUM
ajfa-13674	110	2	,	,	PUNCT
ajfa-13674	110	3	no	no	INTJ
ajfa-13674	110	4	.	.	NOUN
ajfa-13674	110	5	2	2	NUM
ajfa-13674	110	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	110	7	36	36	NUM
ajfa-13674	110	8	after	after	ADP
ajfa-13674	110	9	a	a	DET
ajfa-13674	110	10	comprehensive	comprehensive	ADJ
ajfa-13674	110	11	literature	literature	NOUN
ajfa-13674	110	12	review	review	NOUN
ajfa-13674	110	13	on	on	ADP
ajfa-13674	110	14	bankruptcy	bankruptcy	NOUN
ajfa-13674	110	15	prediction	prediction	NOUN
ajfa-13674	110	16	,	,	PUNCT
ajfa-13674	110	17	it	it	PRON
ajfa-13674	110	18	was	be	AUX
ajfa-13674	110	19	found	find	VERB
ajfa-13674	110	20	that	that	SCONJ
ajfa-13674	110	21	a	a	DET
ajfa-13674	110	22	plenty	plenty	NOUN
ajfa-13674	110	23	of	of	ADP
ajfa-13674	110	24	work	work	NOUN
ajfa-13674	110	25	had	have	AUX
ajfa-13674	110	26	been	be	AUX
ajfa-13674	110	27	done	do	VERB
ajfa-13674	110	28	in	in	ADP
ajfa-13674	110	29	this	this	DET
ajfa-13674	110	30	area	area	NOUN
ajfa-13674	110	31	but	but	CCONJ
ajfa-13674	110	32	we	we	PRON
ajfa-13674	110	33	can	can	AUX
ajfa-13674	110	34	see	see	VERB
ajfa-13674	110	35	a	a	DET
ajfa-13674	110	36	gap	gap	NOUN
ajfa-13674	110	37	in	in	ADP
ajfa-13674	110	38	development	development	NOUN
ajfa-13674	110	39	of	of	ADP
ajfa-13674	110	40	prediction	prediction	NOUN
ajfa-13674	110	41	models	model	NOUN
ajfa-13674	110	42	for	for	ADP
ajfa-13674	110	43	manufacturing	manufacture	VERB
ajfa-13674	110	44	sector	sector	NOUN
ajfa-13674	110	45	in	in	ADP
ajfa-13674	110	46	emerging	emerge	VERB
ajfa-13674	110	47	economies	economy	NOUN
ajfa-13674	110	48	like	like	ADP
ajfa-13674	110	49	india	india	PROPN
ajfa-13674	110	50	.	.	PUNCT
ajfa-13674	111	1	though	though	SCONJ
ajfa-13674	111	2	there	there	PRON
ajfa-13674	111	3	are	be	VERB
ajfa-13674	111	4	models	model	NOUN
ajfa-13674	111	5	available	available	ADJ
ajfa-13674	111	6	in	in	ADP
ajfa-13674	111	7	the	the	DET
ajfa-13674	111	8	indian	indian	ADJ
ajfa-13674	111	9	context	context	NOUN
ajfa-13674	111	10	,	,	PUNCT
ajfa-13674	111	11	but	but	CCONJ
ajfa-13674	111	12	these	these	DET
ajfa-13674	111	13	models	model	NOUN
ajfa-13674	111	14	are	be	AUX
ajfa-13674	111	15	quite	quite	ADV
ajfa-13674	111	16	old	old	ADJ
ajfa-13674	111	17	and	and	CCONJ
ajfa-13674	111	18	are	be	AUX
ajfa-13674	111	19	constructed	construct	VERB
ajfa-13674	111	20	adopting	adopt	VERB
ajfa-13674	111	21	the	the	DET
ajfa-13674	111	22	financial	financial	ADJ
ajfa-13674	111	23	ratios	ratio	NOUN
ajfa-13674	111	24	which	which	PRON
ajfa-13674	111	25	had	have	AUX
ajfa-13674	111	26	been	be	AUX
ajfa-13674	111	27	used	use	VERB
ajfa-13674	111	28	in	in	ADP
ajfa-13674	111	29	the	the	DET
ajfa-13674	111	30	previous	previous	ADJ
ajfa-13674	111	31	studies	study	NOUN
ajfa-13674	111	32	decades	decade	NOUN
ajfa-13674	111	33	back	back	ADV
ajfa-13674	111	34	.	.	PUNCT
ajfa-13674	112	1	as	as	SCONJ
ajfa-13674	112	2	the	the	DET
ajfa-13674	112	3	businesses	business	NOUN
ajfa-13674	112	4	have	have	AUX
ajfa-13674	112	5	changed	change	VERB
ajfa-13674	112	6	,	,	PUNCT
ajfa-13674	112	7	there	there	PRON
ajfa-13674	112	8	has	have	AUX
ajfa-13674	112	9	been	be	AUX
ajfa-13674	112	10	a	a	DET
ajfa-13674	112	11	change	change	NOUN
ajfa-13674	112	12	in	in	ADP
ajfa-13674	112	13	the	the	DET
ajfa-13674	112	14	financial	financial	ADJ
ajfa-13674	112	15	ratios	ratio	NOUN
ajfa-13674	112	16	affecting	affect	VERB
ajfa-13674	112	17	the	the	DET
ajfa-13674	112	18	solvency	solvency	NOUN
ajfa-13674	112	19	of	of	ADP
ajfa-13674	112	20	the	the	DET
ajfa-13674	112	21	companies	company	NOUN
ajfa-13674	112	22	.	.	PUNCT
ajfa-13674	113	1	the	the	DET
ajfa-13674	113	2	research	research	NOUN
ajfa-13674	113	3	gap	gap	NOUN
ajfa-13674	113	4	for	for	ADP
ajfa-13674	113	5	this	this	DET
ajfa-13674	113	6	study	study	NOUN
ajfa-13674	113	7	is	be	AUX
ajfa-13674	113	8	to	to	PART
ajfa-13674	113	9	identify	identify	VERB
ajfa-13674	113	10	the	the	DET
ajfa-13674	113	11	financial	financial	ADJ
ajfa-13674	113	12	ratios	ratio	NOUN
ajfa-13674	113	13	which	which	PRON
ajfa-13674	113	14	are	be	AUX
ajfa-13674	113	15	discriminating	discriminate	VERB
ajfa-13674	113	16	between	between	ADP
ajfa-13674	113	17	sick	sick	ADJ
ajfa-13674	113	18	and	and	CCONJ
ajfa-13674	113	19	non	non	ADJ
ajfa-13674	113	20	-	-	ADJ
ajfa-13674	113	21	sick	sick	ADJ
ajfa-13674	113	22	companies	company	NOUN
ajfa-13674	113	23	and	and	CCONJ
ajfa-13674	113	24	use	use	VERB
ajfa-13674	113	25	those	those	DET
ajfa-13674	113	26	financial	financial	ADJ
ajfa-13674	113	27	ratios	ratio	NOUN
ajfa-13674	113	28	as	as	ADP
ajfa-13674	113	29	predictive	predictive	ADJ
ajfa-13674	113	30	variables	variable	NOUN
ajfa-13674	113	31	of	of	ADP
ajfa-13674	113	32	industrial	industrial	ADJ
ajfa-13674	113	33	sickness	sickness	NOUN
ajfa-13674	113	34	.	.	PUNCT
ajfa-13674	114	1	it	it	PRON
ajfa-13674	114	2	had	have	AUX
ajfa-13674	114	3	been	be	AUX
ajfa-13674	114	4	found	find	VERB
ajfa-13674	114	5	from	from	ADP
ajfa-13674	114	6	the	the	DET
ajfa-13674	114	7	literature	literature	NOUN
ajfa-13674	114	8	that	that	PRON
ajfa-13674	114	9	the	the	DET
ajfa-13674	114	10	discriminating	discriminate	VERB
ajfa-13674	114	11	financial	financial	ADJ
ajfa-13674	114	12	ratios	ratio	NOUN
ajfa-13674	114	13	between	between	ADP
ajfa-13674	114	14	sick	sick	ADJ
ajfa-13674	114	15	and	and	CCONJ
ajfa-13674	114	16	non	non	ADJ
ajfa-13674	114	17	-	-	ADJ
ajfa-13674	114	18	sick	sick	ADJ
ajfa-13674	114	19	companies	company	NOUN
ajfa-13674	114	20	have	have	AUX
ajfa-13674	114	21	changed	change	VERB
ajfa-13674	114	22	over	over	ADP
ajfa-13674	114	23	the	the	DET
ajfa-13674	114	24	year	year	NOUN
ajfa-13674	114	25	in	in	ADP
ajfa-13674	114	26	different	different	ADJ
ajfa-13674	114	27	studies	study	NOUN
ajfa-13674	114	28	.	.	PUNCT
ajfa-13674	115	1	we	we	PRON
ajfa-13674	115	2	are	be	AUX
ajfa-13674	115	3	focusing	focus	VERB
ajfa-13674	115	4	on	on	ADP
ajfa-13674	115	5	constructing	construct	VERB
ajfa-13674	115	6	and	and	CCONJ
ajfa-13674	115	7	validating	validate	VERB
ajfa-13674	115	8	the	the	DET
ajfa-13674	115	9	prediction	prediction	NOUN
ajfa-13674	115	10	models	model	NOUN
ajfa-13674	115	11	using	use	VERB
ajfa-13674	115	12	such	such	ADJ
ajfa-13674	115	13	discriminating	discriminate	VERB
ajfa-13674	115	14	variables	variable	NOUN
ajfa-13674	115	15	.	.	PUNCT
ajfa-13674	116	1	given	give	VERB
ajfa-13674	116	2	the	the	DET
ajfa-13674	116	3	research	research	NOUN
ajfa-13674	116	4	gap	gap	NOUN
ajfa-13674	116	5	,	,	PUNCT
ajfa-13674	116	6	this	this	DET
ajfa-13674	116	7	study	study	NOUN
ajfa-13674	116	8	emphasizes	emphasize	VERB
ajfa-13674	116	9	to	to	PART
ajfa-13674	116	10	construct	construct	VERB
ajfa-13674	116	11	and	and	CCONJ
ajfa-13674	116	12	validate	validate	VERB
ajfa-13674	116	13	bankruptcy	bankruptcy	NOUN
ajfa-13674	116	14	prediction	prediction	NOUN
ajfa-13674	116	15	models	model	NOUN
ajfa-13674	116	16	using	use	VERB
ajfa-13674	116	17	different	different	ADJ
ajfa-13674	116	18	financial	financial	ADJ
ajfa-13674	116	19	ratios	ratio	NOUN
ajfa-13674	116	20	with	with	ADP
ajfa-13674	116	21	a	a	DET
ajfa-13674	116	22	high	high	ADJ
ajfa-13674	116	23	predictive	predictive	ADJ
ajfa-13674	116	24	power	power	NOUN
ajfa-13674	116	25	and	and	CCONJ
ajfa-13674	116	26	generalized	generalized	ADJ
ajfa-13674	116	27	applicability	applicability	NOUN
ajfa-13674	116	28	.	.	PUNCT
ajfa-13674	117	1	for	for	ADP
ajfa-13674	117	2	this	this	DET
ajfa-13674	117	3	purpose	purpose	NOUN
ajfa-13674	117	4	,	,	PUNCT
ajfa-13674	117	5	we	we	PRON
ajfa-13674	117	6	have	have	AUX
ajfa-13674	117	7	formulated	formulate	VERB
ajfa-13674	117	8	following	follow	VERB
ajfa-13674	117	9	hypotheses	hypothesis	NOUN
ajfa-13674	117	10	:	:	PUNCT
ajfa-13674	117	11	hypothesis	hypothesis	NOUN
ajfa-13674	117	12	1	1	NUM
ajfa-13674	117	13	:	:	PUNCT
ajfa-13674	117	14	there	there	PRON
ajfa-13674	117	15	is	be	VERB
ajfa-13674	117	16	no	no	DET
ajfa-13674	117	17	significant	significant	ADJ
ajfa-13674	117	18	difference	difference	NOUN
ajfa-13674	117	19	between	between	ADP
ajfa-13674	117	20	mean	mean	ADJ
ajfa-13674	117	21	values	value	NOUN
ajfa-13674	117	22	of	of	ADP
ajfa-13674	117	23	financial	financial	ADJ
ajfa-13674	117	24	ratios	ratio	NOUN
ajfa-13674	117	25	of	of	ADP
ajfa-13674	117	26	non	non	ADJ
ajfa-13674	117	27	-	-	ADJ
ajfa-13674	117	28	sick	sick	ADJ
ajfa-13674	117	29	and	and	CCONJ
ajfa-13674	117	30	sick	sick	ADJ
ajfa-13674	117	31	companies	company	NOUN
ajfa-13674	117	32	.	.	PUNCT
ajfa-13674	118	1	(	(	PUNCT
ajfa-13674	118	2	for	for	ADP
ajfa-13674	118	3	determination	determination	NOUN
ajfa-13674	118	4	of	of	ADP
ajfa-13674	118	5	discriminators	discriminator	NOUN
ajfa-13674	118	6	)	)	PUNCT
ajfa-13674	118	7	hypothesis	hypothesis	NOUN
ajfa-13674	118	8	2	2	NUM
ajfa-13674	118	9	:	:	PUNCT
ajfa-13674	118	10	the	the	DET
ajfa-13674	118	11	financial	financial	ADJ
ajfa-13674	118	12	ratios	ratio	NOUN
ajfa-13674	118	13	do	do	AUX
ajfa-13674	118	14	not	not	PART
ajfa-13674	118	15	predict	predict	VERB
ajfa-13674	118	16	industrial	industrial	ADJ
ajfa-13674	118	17	sickness	sickness	NOUN
ajfa-13674	118	18	.	.	PUNCT
ajfa-13674	119	1	the	the	DET
ajfa-13674	119	2	predictors	predictor	NOUN
ajfa-13674	119	3	have	have	VERB
ajfa-13674	119	4	no	no	DET
ajfa-13674	119	5	significant	significant	ADJ
ajfa-13674	119	6	effect	effect	NOUN
ajfa-13674	119	7	on	on	ADP
ajfa-13674	119	8	either	either	PRON
ajfa-13674	119	9	of	of	ADP
ajfa-13674	119	10	the	the	DET
ajfa-13674	119	11	outcomes	outcome	NOUN
ajfa-13674	119	12	,	,	PUNCT
ajfa-13674	119	13	namely	namely	ADV
ajfa-13674	119	14	sick	sick	ADJ
ajfa-13674	119	15	and	and	CCONJ
ajfa-13674	119	16	non	non	ADJ
ajfa-13674	119	17	-	-	ADJ
ajfa-13674	119	18	sick	sick	ADJ
ajfa-13674	119	19	.	.	PUNCT
ajfa-13674	120	1	(	(	PUNCT
ajfa-13674	120	2	for	for	ADP
ajfa-13674	120	3	determination	determination	NOUN
ajfa-13674	120	4	of	of	ADP
ajfa-13674	120	5	predictors	predictor	NOUN
ajfa-13674	120	6	)	)	PUNCT
ajfa-13674	120	7	hypothesis	hypothesis	NOUN
ajfa-13674	120	8	3	3	NUM
ajfa-13674	120	9	:	:	PUNCT
ajfa-13674	120	10	the	the	DET
ajfa-13674	120	11	prediction	prediction	NOUN
ajfa-13674	120	12	models	model	NOUN
ajfa-13674	120	13	are	be	AUX
ajfa-13674	120	14	not	not	PART
ajfa-13674	120	15	capable	capable	ADJ
ajfa-13674	120	16	of	of	ADP
ajfa-13674	120	17	making	make	VERB
ajfa-13674	120	18	correct	correct	ADJ
ajfa-13674	120	19	predictions	prediction	NOUN
ajfa-13674	120	20	of	of	ADP
ajfa-13674	120	21	industrial	industrial	ADJ
ajfa-13674	120	22	sickness	sickness	NOUN
ajfa-13674	120	23	.	.	PUNCT
ajfa-13674	121	1	3	3	X
ajfa-13674	121	2	.	.	X
ajfa-13674	121	3	methodology	methodology	NOUN
ajfa-13674	121	4	this	this	DET
ajfa-13674	121	5	study	study	NOUN
ajfa-13674	121	6	emphasizes	emphasize	VERB
ajfa-13674	121	7	on	on	ADP
ajfa-13674	121	8	development	development	NOUN
ajfa-13674	121	9	of	of	ADP
ajfa-13674	121	10	a	a	DET
ajfa-13674	121	11	forecasting	forecasting	NOUN
ajfa-13674	121	12	model	model	NOUN
ajfa-13674	121	13	using	use	VERB
ajfa-13674	121	14	various	various	ADJ
ajfa-13674	121	15	techniques	technique	NOUN
ajfa-13674	121	16	.	.	PUNCT
ajfa-13674	122	1	for	for	ADP
ajfa-13674	122	2	this	this	DET
ajfa-13674	122	3	purpose	purpose	NOUN
ajfa-13674	122	4	,	,	PUNCT
ajfa-13674	122	5	secondary	secondary	ADJ
ajfa-13674	122	6	data	datum	NOUN
ajfa-13674	122	7	was	be	AUX
ajfa-13674	122	8	collected	collect	VERB
ajfa-13674	122	9	from	from	ADP
ajfa-13674	122	10	the	the	DET
ajfa-13674	122	11	financial	financial	ADJ
ajfa-13674	122	12	statements	statement	NOUN
ajfa-13674	122	13	of	of	ADP
ajfa-13674	122	14	the	the	DET
ajfa-13674	122	15	companies	company	NOUN
ajfa-13674	122	16	from	from	ADP
ajfa-13674	122	17	ace	ace	PROPN
ajfa-13674	122	18	equity	equity	NOUN
ajfa-13674	122	19	database	database	NOUN
ajfa-13674	122	20	.	.	PUNCT
ajfa-13674	123	1	a	a	DET
ajfa-13674	123	2	sample	sample	NOUN
ajfa-13674	123	3	was	be	AUX
ajfa-13674	123	4	obtained	obtain	VERB
ajfa-13674	123	5	on	on	ADP
ajfa-13674	123	6	the	the	DET
ajfa-13674	123	7	basis	basis	NOUN
ajfa-13674	123	8	of	of	ADP
ajfa-13674	123	9	the	the	DET
ajfa-13674	123	10	credit	credit	NOUN
ajfa-13674	123	11	ratings	rating	NOUN
ajfa-13674	123	12	given	give	VERB
ajfa-13674	123	13	by	by	ADP
ajfa-13674	123	14	the	the	DET
ajfa-13674	123	15	credit	credit	NOUN
ajfa-13674	123	16	rating	rating	NOUN
ajfa-13674	123	17	agencies	agency	NOUN
ajfa-13674	123	18	.	.	PUNCT
ajfa-13674	124	1	a	a	DET
ajfa-13674	124	2	sample	sample	NOUN
ajfa-13674	124	3	of	of	ADP
ajfa-13674	124	4	80	80	NUM
ajfa-13674	124	5	companies	company	NOUN
ajfa-13674	124	6	was	be	AUX
ajfa-13674	124	7	obtained	obtain	VERB
ajfa-13674	124	8	in	in	ADP
ajfa-13674	124	9	which	which	PRON
ajfa-13674	124	10	the	the	DET
ajfa-13674	124	11	companies	company	NOUN
ajfa-13674	124	12	were	be	AUX
ajfa-13674	124	13	stratified	stratify	VERB
ajfa-13674	124	14	as	as	ADP
ajfa-13674	124	15	far	far	ADV
ajfa-13674	124	16	different	different	ADJ
ajfa-13674	124	17	industries	industry	NOUN
ajfa-13674	124	18	pertaining	pertain	VERB
ajfa-13674	124	19	to	to	ADP
ajfa-13674	124	20	manufacturing	manufacturing	NOUN
ajfa-13674	124	21	sector	sector	NOUN
ajfa-13674	124	22	.	.	PUNCT
ajfa-13674	125	1	entire	entire	ADJ
ajfa-13674	125	2	sample	sample	NOUN
ajfa-13674	125	3	was	be	AUX
ajfa-13674	125	4	divided	divide	VERB
ajfa-13674	125	5	on	on	ADP
ajfa-13674	125	6	the	the	DET
ajfa-13674	125	7	basis	basis	NOUN
ajfa-13674	125	8	of	of	ADP
ajfa-13674	125	9	their	their	PRON
ajfa-13674	125	10	credit	credit	NOUN
ajfa-13674	125	11	ratings	rating	NOUN
ajfa-13674	125	12	of	of	ADP
ajfa-13674	125	13	the	the	DET
ajfa-13674	125	14	financial	financial	ADJ
ajfa-13674	125	15	year	year	NOUN
ajfa-13674	125	16	ending	end	VERB
ajfa-13674	125	17	on	on	ADP
ajfa-13674	125	18	march	march	PROPN
ajfa-13674	125	19	31	31	NUM
ajfa-13674	125	20	,	,	PUNCT
ajfa-13674	125	21	2014	2014	NUM
ajfa-13674	125	22	,	,	PUNCT
ajfa-13674	125	23	signifying	signify	VERB
ajfa-13674	125	24	their	their	PRON
ajfa-13674	125	25	solvency	solvency	NOUN
ajfa-13674	125	26	position	position	NOUN
ajfa-13674	125	27	.	.	PUNCT
ajfa-13674	126	1	out	out	ADP
ajfa-13674	126	2	of	of	ADP
ajfa-13674	126	3	the	the	DET
ajfa-13674	126	4	entire	entire	ADJ
ajfa-13674	126	5	sample	sample	NOUN
ajfa-13674	126	6	,	,	PUNCT
ajfa-13674	126	7	there	there	PRON
ajfa-13674	126	8	were	be	VERB
ajfa-13674	126	9	40	40	NUM
ajfa-13674	126	10	companies	company	NOUN
ajfa-13674	126	11	which	which	PRON
ajfa-13674	126	12	were	be	AUX
ajfa-13674	126	13	given	give	VERB
ajfa-13674	126	14	lowest	low	ADJ
ajfa-13674	126	15	ratings	rating	NOUN
ajfa-13674	126	16	(	(	PUNCT
ajfa-13674	126	17	credit	credit	NOUN
ajfa-13674	126	18	rating	rating	NOUN
ajfa-13674	126	19	:	:	PUNCT
ajfa-13674	126	20	d	d	X
ajfa-13674	126	21	)	)	PUNCT
ajfa-13674	126	22	by	by	ADP
ajfa-13674	126	23	the	the	DET
ajfa-13674	126	24	agencies	agency	NOUN
ajfa-13674	126	25	(	(	PUNCT
ajfa-13674	126	26	failed	fail	VERB
ajfa-13674	126	27	/	/	SYM
ajfa-13674	126	28	defaulted	default	VERB
ajfa-13674	126	29	companies	company	NOUN
ajfa-13674	126	30	)	)	PUNCT
ajfa-13674	126	31	and	and	CCONJ
ajfa-13674	126	32	other	other	ADJ
ajfa-13674	126	33	40	40	NUM
ajfa-13674	126	34	companies	company	NOUN
ajfa-13674	126	35	which	which	PRON
ajfa-13674	126	36	belonged	belong	VERB
ajfa-13674	126	37	to	to	ADP
ajfa-13674	126	38	the	the	DET
ajfa-13674	126	39	same	same	ADJ
ajfa-13674	126	40	industries	industry	NOUN
ajfa-13674	126	41	and	and	CCONJ
ajfa-13674	126	42	of	of	ADP
ajfa-13674	126	43	same	same	ADJ
ajfa-13674	126	44	size	size	NOUN
ajfa-13674	126	45	and	and	CCONJ
ajfa-13674	126	46	were	be	AUX
ajfa-13674	126	47	given	give	VERB
ajfa-13674	126	48	highest	high	ADJ
ajfa-13674	126	49	ratings	rating	NOUN
ajfa-13674	126	50	by	by	ADP
ajfa-13674	126	51	the	the	DET
ajfa-13674	126	52	agencies	agency	NOUN
ajfa-13674	126	53	(	(	PUNCT
ajfa-13674	126	54	credit	credit	NOUN
ajfa-13674	126	55	rating	rating	NOUN
ajfa-13674	126	56	:	:	PUNCT
ajfa-13674	126	57	aaa	aaa	NOUN
ajfa-13674	126	58	)	)	PUNCT
ajfa-13674	126	59	(	(	PUNCT
ajfa-13674	126	60	non	non	ADJ
ajfa-13674	126	61	-	-	ADJ
ajfa-13674	126	62	failed	failed	ADJ
ajfa-13674	126	63	/	/	SYM
ajfa-13674	126	64	solvent	solvent	NOUN
ajfa-13674	126	65	companies	company	NOUN
ajfa-13674	126	66	)	)	PUNCT
ajfa-13674	126	67	.	.	PUNCT
ajfa-13674	127	1	out	out	ADP
ajfa-13674	127	2	of	of	ADP
ajfa-13674	127	3	the	the	DET
ajfa-13674	127	4	total	total	ADJ
ajfa-13674	127	5	sample	sample	NOUN
ajfa-13674	127	6	size	size	NOUN
ajfa-13674	127	7	,	,	PUNCT
ajfa-13674	127	8	we	we	PRON
ajfa-13674	127	9	have	have	AUX
ajfa-13674	127	10	used	use	VERB
ajfa-13674	127	11	a	a	DET
ajfa-13674	127	12	sample	sample	NOUN
ajfa-13674	127	13	of	of	ADP
ajfa-13674	127	14	50	50	NUM
ajfa-13674	127	15	firms	firm	NOUN
ajfa-13674	127	16	(	(	PUNCT
ajfa-13674	127	17	25	25	NUM
ajfa-13674	127	18	firms	firm	NOUN
ajfa-13674	127	19	of	of	ADP
ajfa-13674	127	20	each	each	DET
ajfa-13674	127	21	category	category	NOUN
ajfa-13674	127	22	of	of	ADP
ajfa-13674	127	23	solvent	solvent	ADJ
ajfa-13674	127	24	and	and	CCONJ
ajfa-13674	127	25	insolvent	insolvent	ADJ
ajfa-13674	127	26	companies	company	NOUN
ajfa-13674	127	27	)	)	PUNCT
ajfa-13674	127	28	as	as	ADP
ajfa-13674	127	29	the	the	DET
ajfa-13674	127	30	training	training	NOUN
ajfa-13674	127	31	sample	sample	NOUN
ajfa-13674	127	32	.	.	PUNCT
ajfa-13674	128	1	whereas	whereas	SCONJ
ajfa-13674	128	2	the	the	DET
ajfa-13674	128	3	remaining	remain	VERB
ajfa-13674	128	4	30	30	NUM
ajfa-13674	128	5	companies	company	NOUN
ajfa-13674	128	6	were	be	AUX
ajfa-13674	128	7	used	use	VERB
ajfa-13674	128	8	as	as	ADP
ajfa-13674	128	9	the	the	DET
ajfa-13674	128	10	holdout	holdout	NOUN
ajfa-13674	128	11	or	or	CCONJ
ajfa-13674	128	12	validation	validation	NOUN
ajfa-13674	128	13	sample	sample	NOUN
ajfa-13674	128	14	.	.	PUNCT
ajfa-13674	129	1	following	follow	VERB
ajfa-13674	129	2	table	table	NOUN
ajfa-13674	129	3	1	1	NUM
ajfa-13674	129	4	provides	provide	VERB
ajfa-13674	129	5	the	the	DET
ajfa-13674	129	6	number	number	NOUN
ajfa-13674	129	7	of	of	ADP
ajfa-13674	129	8	companies	company	NOUN
ajfa-13674	129	9	selected	select	VERB
ajfa-13674	129	10	as	as	ADP
ajfa-13674	129	11	a	a	DET
ajfa-13674	129	12	sample	sample	NOUN
ajfa-13674	129	13	from	from	ADP
ajfa-13674	129	14	different	different	ADJ
ajfa-13674	129	15	industries	industry	NOUN
ajfa-13674	129	16	for	for	ADP
ajfa-13674	129	17	the	the	DET
ajfa-13674	129	18	purpose	purpose	NOUN
ajfa-13674	129	19	of	of	ADP
ajfa-13674	129	20	this	this	DET
ajfa-13674	129	21	study	study	NOUN
ajfa-13674	129	22	.	.	PUNCT
ajfa-13674	130	1	this	this	DET
ajfa-13674	130	2	study	study	NOUN
ajfa-13674	130	3	covers	cover	VERB
ajfa-13674	130	4	manufacturing	manufacturing	NOUN
ajfa-13674	130	5	companies	company	NOUN
ajfa-13674	130	6	of	of	ADP
ajfa-13674	130	7	india	india	PROPN
ajfa-13674	130	8	which	which	PRON
ajfa-13674	130	9	are	be	AUX
ajfa-13674	130	10	listed	list	VERB
ajfa-13674	130	11	on	on	ADP
ajfa-13674	130	12	stock	stock	NOUN
ajfa-13674	130	13	exchanges	exchange	NOUN
ajfa-13674	130	14	.	.	PUNCT
ajfa-13674	131	1	service	service	NOUN
ajfa-13674	131	2	sector	sector	NOUN
ajfa-13674	131	3	companies	company	NOUN
ajfa-13674	131	4	have	have	AUX
ajfa-13674	131	5	been	be	AUX
ajfa-13674	131	6	excluded	exclude	VERB
ajfa-13674	131	7	from	from	ADP
ajfa-13674	131	8	the	the	DET
ajfa-13674	131	9	sample	sample	NOUN
ajfa-13674	131	10	.	.	PUNCT
ajfa-13674	132	1	asian	asian	ADJ
ajfa-13674	132	2	journal	journal	PROPN
ajfa-13674	132	3	of	of	ADP
ajfa-13674	132	4	finance	finance	PROPN
ajfa-13674	132	5	&	&	CCONJ
ajfa-13674	132	6	accounting	accounting	PROPN
ajfa-13674	132	7	issn	issn	PROPN
ajfa-13674	132	8	1946	1946	NUM
ajfa-13674	132	9	-	-	PUNCT
ajfa-13674	132	10	052x	052x	NOUN
ajfa-13674	132	11	2018	2018	NUM
ajfa-13674	132	12	,	,	PUNCT
ajfa-13674	132	13	vol	vol	NOUN
ajfa-13674	132	14	.	.	PROPN
ajfa-13674	133	1	10	10	NUM
ajfa-13674	133	2	,	,	PUNCT
ajfa-13674	133	3	no	no	INTJ
ajfa-13674	133	4	.	.	NOUN
ajfa-13674	133	5	2	2	NUM
ajfa-13674	133	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	133	7	37	37	NUM
ajfa-13674	133	8	table	table	NOUN
ajfa-13674	133	9	1	1	NUM
ajfa-13674	133	10	.	.	PUNCT
ajfa-13674	133	11	list	list	NOUN
ajfa-13674	133	12	of	of	ADP
ajfa-13674	133	13	companies	company	NOUN
ajfa-13674	133	14	in	in	ADP
ajfa-13674	133	15	dataset	dataset	NOUN
ajfa-13674	133	16	/	/	SYM
ajfa-13674	133	17	sample	sample	NOUN
ajfa-13674	133	18	industry	industry	NOUN
ajfa-13674	133	19	no	no	NOUN
ajfa-13674	133	20	.	.	PUNCT
ajfa-13674	133	21	of	of	ADP
ajfa-13674	133	22	companies	company	NOUN
ajfa-13674	133	23	electricals	electrical	VERB
ajfa-13674	133	24	4	4	NUM
ajfa-13674	133	25	chemicals	chemical	NOUN
ajfa-13674	133	26	6	6	NUM
ajfa-13674	133	27	pharmaceuticals	pharmaceutical	NOUN
ajfa-13674	133	28	20	20	NUM
ajfa-13674	133	29	textile	textile	NOUN
ajfa-13674	133	30	18	18	NUM
ajfa-13674	133	31	machinery	machinery	NOUN
ajfa-13674	133	32	12	12	NUM
ajfa-13674	133	33	consumer	consumer	NOUN
ajfa-13674	133	34	food	food	NOUN
ajfa-13674	133	35	&	&	CCONJ
ajfa-13674	133	36	sugar	sugar	PROPN
ajfa-13674	133	37	12	12	NUM
ajfa-13674	133	38	cement	cement	NOUN
ajfa-13674	133	39	&	&	CCONJ
ajfa-13674	133	40	metals	metal	NOUN
ajfa-13674	133	41	6	6	NUM
ajfa-13674	133	42	others	other	NOUN
ajfa-13674	133	43	2	2	NUM
ajfa-13674	133	44	total	total	NOUN
ajfa-13674	133	45	80	80	NUM
ajfa-13674	133	46	3.1	3.1	NUM
ajfa-13674	133	47	methodology	methodology	NOUN
ajfa-13674	133	48	for	for	ADP
ajfa-13674	133	49	selection	selection	NOUN
ajfa-13674	133	50	of	of	ADP
ajfa-13674	133	51	variables	variable	NOUN
ajfa-13674	133	52	a	a	DET
ajfa-13674	133	53	set	set	NOUN
ajfa-13674	133	54	of	of	ADP
ajfa-13674	133	55	56	56	NUM
ajfa-13674	133	56	ratios	ratio	NOUN
ajfa-13674	133	57	were	be	AUX
ajfa-13674	133	58	taken	take	VERB
ajfa-13674	133	59	on	on	ADP
ajfa-13674	133	60	the	the	DET
ajfa-13674	133	61	basis	basis	NOUN
ajfa-13674	133	62	of	of	ADP
ajfa-13674	133	63	previous	previous	ADJ
ajfa-13674	133	64	literature	literature	NOUN
ajfa-13674	133	65	such	such	ADJ
ajfa-13674	133	66	as	as	ADP
ajfa-13674	133	67	(	(	PUNCT
ajfa-13674	133	68	altman	altman	NOUN
ajfa-13674	133	69	,	,	PUNCT
ajfa-13674	133	70	1968	1968	NUM
ajfa-13674	133	71	;	;	PUNCT
ajfa-13674	133	72	ohlson	ohlson	NOUN
ajfa-13674	133	73	,	,	PUNCT
ajfa-13674	133	74	1980	1980	NUM
ajfa-13674	133	75	;	;	PUNCT
ajfa-13674	133	76	gupta	gupta	PROPN
ajfa-13674	133	77	,	,	PUNCT
ajfa-13674	133	78	1983	1983	NUM
ajfa-13674	133	79	)	)	PUNCT
ajfa-13674	133	80	for	for	ADP
ajfa-13674	133	81	the	the	DET
ajfa-13674	133	82	years	year	NOUN
ajfa-13674	133	83	2009	2009	NUM
ajfa-13674	133	84	2013	2013	NUM
ajfa-13674	133	85	from	from	ADP
ajfa-13674	133	86	financial	financial	ADJ
ajfa-13674	133	87	statements	statement	NOUN
ajfa-13674	133	88	of	of	ADP
ajfa-13674	133	89	the	the	DET
ajfa-13674	133	90	companies	company	NOUN
ajfa-13674	133	91	for	for	ADP
ajfa-13674	133	92	identifying	identify	VERB
ajfa-13674	133	93	the	the	DET
ajfa-13674	133	94	ratios	ratio	NOUN
ajfa-13674	133	95	which	which	PRON
ajfa-13674	133	96	discriminate	discriminate	VERB
ajfa-13674	133	97	between	between	ADP
ajfa-13674	133	98	sick	sick	ADJ
ajfa-13674	133	99	and	and	CCONJ
ajfa-13674	133	100	non	non	ADJ
ajfa-13674	133	101	-	-	ADJ
ajfa-13674	133	102	sick	sick	ADJ
ajfa-13674	133	103	companies	company	NOUN
ajfa-13674	133	104	.	.	PUNCT
ajfa-13674	134	1	these	these	DET
ajfa-13674	134	2	ratios	ratio	NOUN
ajfa-13674	134	3	involve	involve	VERB
ajfa-13674	134	4	various	various	ADJ
ajfa-13674	134	5	categories	category	NOUN
ajfa-13674	134	6	such	such	ADJ
ajfa-13674	134	7	as	as	ADP
ajfa-13674	134	8	liquidity	liquidity	NOUN
ajfa-13674	134	9	ratios	ratio	NOUN
ajfa-13674	134	10	,	,	PUNCT
ajfa-13674	134	11	solvency	solvency	NOUN
ajfa-13674	134	12	ratios	ratio	NOUN
ajfa-13674	134	13	,	,	PUNCT
ajfa-13674	134	14	and	and	CCONJ
ajfa-13674	134	15	profitability	profitability	NOUN
ajfa-13674	134	16	ratios	ratio	NOUN
ajfa-13674	134	17	,	,	PUNCT
ajfa-13674	134	18	productivity	productivity	NOUN
ajfa-13674	134	19	ratios	ratio	NOUN
ajfa-13674	134	20	,	,	PUNCT
ajfa-13674	134	21	operating	operate	VERB
ajfa-13674	134	22	efficiency	efficiency	NOUN
ajfa-13674	134	23	ratios	ratio	NOUN
ajfa-13674	134	24	,	,	PUNCT
ajfa-13674	134	25	leverage	leverage	NOUN
ajfa-13674	134	26	ratios	ratio	NOUN
ajfa-13674	134	27	,	,	PUNCT
ajfa-13674	134	28	growth	growth	NOUN
ajfa-13674	134	29	ratios	ratio	NOUN
ajfa-13674	134	30	,	,	PUNCT
ajfa-13674	134	31	and	and	CCONJ
ajfa-13674	134	32	net	net	ADJ
ajfa-13674	134	33	worth	worth	ADJ
ajfa-13674	134	34	ratios	ratio	NOUN
ajfa-13674	134	35	,	,	PUNCT
ajfa-13674	134	36	turnover	turnover	NOUN
ajfa-13674	134	37	ratios	ratio	NOUN
ajfa-13674	134	38	and	and	CCONJ
ajfa-13674	134	39	cash	cash	NOUN
ajfa-13674	134	40	flows	flow	VERB
ajfa-13674	134	41	ratios	ratio	NOUN
ajfa-13674	134	42	.	.	PUNCT
ajfa-13674	135	1	3.2	3.2	NUM
ajfa-13674	135	2	determination	determination	NOUN
ajfa-13674	135	3	of	of	ADP
ajfa-13674	135	4	discriminators	discriminator	NOUN
ajfa-13674	135	5	for	for	ADP
ajfa-13674	135	6	industrial	industrial	ADJ
ajfa-13674	135	7	sickness	sickness	NOUN
ajfa-13674	135	8	to	to	PART
ajfa-13674	135	9	construct	construct	VERB
ajfa-13674	135	10	a	a	DET
ajfa-13674	135	11	model	model	NOUN
ajfa-13674	135	12	for	for	ADP
ajfa-13674	135	13	prediction	prediction	NOUN
ajfa-13674	135	14	of	of	ADP
ajfa-13674	135	15	industrial	industrial	ADJ
ajfa-13674	135	16	sickness	sickness	NOUN
ajfa-13674	135	17	,	,	PUNCT
ajfa-13674	135	18	the	the	DET
ajfa-13674	135	19	initial	initial	ADJ
ajfa-13674	135	20	step	step	NOUN
ajfa-13674	135	21	is	be	AUX
ajfa-13674	135	22	to	to	PART
ajfa-13674	135	23	identify	identify	VERB
ajfa-13674	135	24	and	and	CCONJ
ajfa-13674	135	25	determine	determine	VERB
ajfa-13674	135	26	the	the	DET
ajfa-13674	135	27	financial	financial	ADJ
ajfa-13674	135	28	ratios	ratio	NOUN
ajfa-13674	135	29	which	which	PRON
ajfa-13674	135	30	discriminate	discriminate	VERB
ajfa-13674	135	31	significantly	significantly	ADV
ajfa-13674	135	32	between	between	ADP
ajfa-13674	135	33	non	non	ADJ
ajfa-13674	135	34	-	-	ADJ
ajfa-13674	135	35	sick	sick	ADJ
ajfa-13674	135	36	and	and	CCONJ
ajfa-13674	135	37	sick	sick	ADJ
ajfa-13674	135	38	companies	company	NOUN
ajfa-13674	135	39	.	.	PUNCT
ajfa-13674	136	1	the	the	DET
ajfa-13674	136	2	financial	financial	ADJ
ajfa-13674	136	3	ratios	ratio	NOUN
ajfa-13674	136	4	should	should	AUX
ajfa-13674	136	5	fulfill	fulfill	VERB
ajfa-13674	136	6	following	follow	VERB
ajfa-13674	136	7	conditions	condition	NOUN
ajfa-13674	136	8	for	for	ADP
ajfa-13674	136	9	determination	determination	NOUN
ajfa-13674	136	10	of	of	ADP
ajfa-13674	136	11	discriminators	discriminator	NOUN
ajfa-13674	136	12	.	.	PUNCT
ajfa-13674	137	1	1	1	X
ajfa-13674	137	2	.	.	X
ajfa-13674	137	3	the	the	DET
ajfa-13674	137	4	sample	sample	NOUN
ajfa-13674	137	5	must	must	AUX
ajfa-13674	137	6	be	be	AUX
ajfa-13674	137	7	normally	normally	ADV
ajfa-13674	137	8	distributed	distribute	VERB
ajfa-13674	137	9	2	2	NUM
ajfa-13674	137	10	.	.	PUNCT
ajfa-13674	138	1	the	the	DET
ajfa-13674	138	2	samples	sample	NOUN
ajfa-13674	138	3	must	must	AUX
ajfa-13674	138	4	have	have	VERB
ajfa-13674	138	5	equal	equal	ADJ
ajfa-13674	138	6	variances	variance	NOUN
ajfa-13674	138	7	3	3	NUM
ajfa-13674	138	8	.	.	PUNCT
ajfa-13674	139	1	the	the	DET
ajfa-13674	139	2	observations	observation	NOUN
ajfa-13674	139	3	of	of	ADP
ajfa-13674	139	4	samples	sample	NOUN
ajfa-13674	139	5	should	should	AUX
ajfa-13674	139	6	be	be	AUX
ajfa-13674	139	7	independent	independent	ADJ
ajfa-13674	139	8	of	of	ADP
ajfa-13674	139	9	each	each	DET
ajfa-13674	139	10	other	other	ADJ
ajfa-13674	139	11	,	,	PUNCT
ajfa-13674	139	12	within	within	ADP
ajfa-13674	139	13	the	the	DET
ajfa-13674	139	14	groups	group	NOUN
ajfa-13674	139	15	and	and	CCONJ
ajfa-13674	139	16	between	between	ADP
ajfa-13674	139	17	the	the	DET
ajfa-13674	139	18	groups	group	NOUN
ajfa-13674	139	19	.	.	PUNCT
ajfa-13674	140	1	asian	asian	ADJ
ajfa-13674	140	2	journal	journal	PROPN
ajfa-13674	140	3	of	of	ADP
ajfa-13674	140	4	finance	finance	PROPN
ajfa-13674	140	5	&	&	CCONJ
ajfa-13674	140	6	accounting	accounting	PROPN
ajfa-13674	140	7	issn	issn	PROPN
ajfa-13674	140	8	1946	1946	NUM
ajfa-13674	140	9	-	-	PUNCT
ajfa-13674	140	10	052x	052x	NOUN
ajfa-13674	140	11	2018	2018	NUM
ajfa-13674	140	12	,	,	PUNCT
ajfa-13674	140	13	vol	vol	NOUN
ajfa-13674	140	14	.	.	PROPN
ajfa-13674	140	15	10	10	NUM
ajfa-13674	140	16	,	,	PUNCT
ajfa-13674	140	17	no	no	INTJ
ajfa-13674	140	18	.	.	NOUN
ajfa-13674	140	19	2	2	NUM
ajfa-13674	140	20	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	140	21	38	38	NUM
ajfa-13674	140	22	test	test	NOUN
ajfa-13674	140	23	of	of	ADP
ajfa-13674	140	24	normality	normality	NOUN
ajfa-13674	140	25	has	have	AUX
ajfa-13674	140	26	been	be	AUX
ajfa-13674	140	27	used	use	VERB
ajfa-13674	140	28	to	to	PART
ajfa-13674	140	29	find	find	VERB
ajfa-13674	140	30	out	out	ADP
ajfa-13674	140	31	if	if	SCONJ
ajfa-13674	140	32	financial	financial	ADJ
ajfa-13674	140	33	ratios	ratio	NOUN
ajfa-13674	140	34	of	of	ADP
ajfa-13674	140	35	both	both	CCONJ
ajfa-13674	140	36	sick	sick	ADJ
ajfa-13674	140	37	and	and	CCONJ
ajfa-13674	140	38	non	non	ADJ
ajfa-13674	140	39	-	-	ADJ
ajfa-13674	140	40	sick	sick	ADJ
ajfa-13674	140	41	companies	company	NOUN
ajfa-13674	140	42	were	be	AUX
ajfa-13674	140	43	normally	normally	ADV
ajfa-13674	140	44	distributed	distribute	VERB
ajfa-13674	140	45	.	.	PUNCT
ajfa-13674	141	1	spearman	spearman	NOUN
ajfa-13674	141	2	’s	’s	PART
ajfa-13674	141	3	correlation	correlation	NOUN
ajfa-13674	141	4	coefficient	coefficient	NOUN
ajfa-13674	141	5	was	be	AUX
ajfa-13674	141	6	used	use	VERB
ajfa-13674	141	7	to	to	PART
ajfa-13674	141	8	find	find	VERB
ajfa-13674	141	9	out	out	ADP
ajfa-13674	141	10	if	if	SCONJ
ajfa-13674	141	11	the	the	DET
ajfa-13674	141	12	ratios	ratio	NOUN
ajfa-13674	141	13	were	be	AUX
ajfa-13674	141	14	independent	independent	ADJ
ajfa-13674	141	15	ones	one	NOUN
ajfa-13674	141	16	.	.	PUNCT
ajfa-13674	142	1	test	test	NOUN
ajfa-13674	142	2	of	of	ADP
ajfa-13674	142	3	equality	equality	NOUN
ajfa-13674	142	4	of	of	ADP
ajfa-13674	142	5	variance	variance	NOUN
ajfa-13674	142	6	was	be	AUX
ajfa-13674	142	7	carried	carry	VERB
ajfa-13674	142	8	out	out	ADP
ajfa-13674	142	9	to	to	PART
ajfa-13674	142	10	observe	observe	VERB
ajfa-13674	142	11	if	if	SCONJ
ajfa-13674	142	12	financial	financial	ADJ
ajfa-13674	142	13	ratios	ratio	NOUN
ajfa-13674	142	14	have	have	VERB
ajfa-13674	142	15	equal	equal	ADJ
ajfa-13674	142	16	variances	variance	NOUN
ajfa-13674	142	17	between	between	ADP
ajfa-13674	142	18	sick	sick	ADJ
ajfa-13674	142	19	and	and	CCONJ
ajfa-13674	142	20	non	non	ADJ
ajfa-13674	142	21	-	-	ADJ
ajfa-13674	142	22	sick	sick	ADJ
ajfa-13674	142	23	companies	company	NOUN
ajfa-13674	142	24	.	.	PUNCT
ajfa-13674	143	1	the	the	DET
ajfa-13674	143	2	parametric	parametric	ADJ
ajfa-13674	143	3	tests	test	NOUN
ajfa-13674	143	4	which	which	PRON
ajfa-13674	143	5	we	we	PRON
ajfa-13674	143	6	apply	apply	VERB
ajfa-13674	143	7	in	in	ADP
ajfa-13674	143	8	this	this	DET
ajfa-13674	143	9	study	study	NOUN
ajfa-13674	143	10	examine	examine	VERB
ajfa-13674	143	11	the	the	DET
ajfa-13674	143	12	difference	difference	NOUN
ajfa-13674	143	13	between	between	ADP
ajfa-13674	143	14	the	the	DET
ajfa-13674	143	15	two	two	NUM
ajfa-13674	143	16	group	group	NOUN
ajfa-13674	143	17	means	mean	VERB
ajfa-13674	143	18	and	and	CCONJ
ajfa-13674	143	19	conclude	conclude	VERB
ajfa-13674	143	20	whether	whether	SCONJ
ajfa-13674	143	21	there	there	PRON
ajfa-13674	143	22	exists	exist	VERB
ajfa-13674	143	23	a	a	DET
ajfa-13674	143	24	significant	significant	ADJ
ajfa-13674	143	25	difference	difference	NOUN
ajfa-13674	143	26	between	between	ADP
ajfa-13674	143	27	the	the	DET
ajfa-13674	143	28	two	two	NUM
ajfa-13674	143	29	distributions	distribution	NOUN
ajfa-13674	143	30	.	.	PUNCT
ajfa-13674	144	1	as	as	SCONJ
ajfa-13674	144	2	seen	see	VERB
ajfa-13674	144	3	in	in	ADP
ajfa-13674	144	4	the	the	DET
ajfa-13674	144	5	previous	previous	ADJ
ajfa-13674	144	6	studies	study	NOUN
ajfa-13674	144	7	(	(	PUNCT
ajfa-13674	144	8	e.g.	e.g.	ADV
ajfa-13674	144	9	gnanadesikan	gnanadesikan	PROPN
ajfa-13674	144	10	and	and	CCONJ
ajfa-13674	144	11	kettenring	kettenre	VERB
ajfa-13674	144	12	1972	1972	NUM
ajfa-13674	144	13	,	,	PUNCT
ajfa-13674	144	14	belsley	belsley	PROPN
ajfa-13674	144	15	et	et	PROPN
ajfa-13674	144	16	al	al	PROPN
ajfa-13674	144	17	.	.	PROPN
ajfa-13674	144	18	1980	1980	NUM
ajfa-13674	144	19	,	,	PUNCT
ajfa-13674	144	20	laitinen	laitinen	NOUN
ajfa-13674	144	21	,	,	PUNCT
ajfa-13674	144	22	1991	1991	NUM
ajfa-13674	144	23	)	)	PUNCT
ajfa-13674	144	24	,	,	PUNCT
ajfa-13674	144	25	the	the	DET
ajfa-13674	144	26	requirement	requirement	NOUN
ajfa-13674	144	27	of	of	ADP
ajfa-13674	144	28	normality	normality	NOUN
ajfa-13674	144	29	has	have	AUX
ajfa-13674	144	30	been	be	AUX
ajfa-13674	144	31	frequently	frequently	ADV
ajfa-13674	144	32	violated	violate	VERB
ajfa-13674	144	33	in	in	ADP
ajfa-13674	144	34	the	the	DET
ajfa-13674	144	35	case	case	NOUN
ajfa-13674	144	36	of	of	ADP
ajfa-13674	144	37	distributions	distribution	NOUN
ajfa-13674	144	38	of	of	ADP
ajfa-13674	144	39	financial	financial	ADJ
ajfa-13674	144	40	ratios	ratio	NOUN
ajfa-13674	144	41	in	in	ADP
ajfa-13674	144	42	several	several	ADJ
ajfa-13674	144	43	previous	previous	ADJ
ajfa-13674	144	44	studies	study	NOUN
ajfa-13674	144	45	and	and	CCONJ
ajfa-13674	144	46	even	even	ADV
ajfa-13674	144	47	transformation	transformation	NOUN
ajfa-13674	144	48	of	of	ADP
ajfa-13674	144	49	the	the	DET
ajfa-13674	144	50	data	datum	NOUN
ajfa-13674	144	51	to	to	PART
ajfa-13674	144	52	approximate	approximate	ADJ
ajfa-13674	144	53	normality	normality	NOUN
ajfa-13674	144	54	did	do	AUX
ajfa-13674	144	55	not	not	PART
ajfa-13674	144	56	improve	improve	VERB
ajfa-13674	144	57	normality	normality	NOUN
ajfa-13674	144	58	in	in	ADP
ajfa-13674	144	59	all	all	DET
ajfa-13674	144	60	cases	case	NOUN
ajfa-13674	144	61	.	.	PUNCT
ajfa-13674	145	1	if	if	SCONJ
ajfa-13674	145	2	the	the	DET
ajfa-13674	145	3	above	above	ADJ
ajfa-13674	145	4	mentioned	mention	VERB
ajfa-13674	145	5	conditions	condition	NOUN
ajfa-13674	145	6	are	be	AUX
ajfa-13674	145	7	not	not	PART
ajfa-13674	145	8	met	meet	VERB
ajfa-13674	145	9	and	and	CCONJ
ajfa-13674	145	10	when	when	SCONJ
ajfa-13674	145	11	majority	majority	NOUN
ajfa-13674	145	12	of	of	ADP
ajfa-13674	145	13	the	the	DET
ajfa-13674	145	14	ratios	ratio	NOUN
ajfa-13674	145	15	are	be	AUX
ajfa-13674	145	16	found	find	VERB
ajfa-13674	145	17	to	to	PART
ajfa-13674	145	18	be	be	AUX
ajfa-13674	145	19	of	of	ADP
ajfa-13674	145	20	non	non	ADJ
ajfa-13674	145	21	-	-	ADJ
ajfa-13674	145	22	normal	normal	ADJ
ajfa-13674	145	23	distribution	distribution	NOUN
ajfa-13674	145	24	,	,	PUNCT
ajfa-13674	145	25	non	non	ADJ
ajfa-13674	145	26	-	-	ADJ
ajfa-13674	145	27	parametric	parametric	ADJ
ajfa-13674	145	28	tests	test	NOUN
ajfa-13674	145	29	can	can	AUX
ajfa-13674	145	30	be	be	AUX
ajfa-13674	145	31	applied	apply	VERB
ajfa-13674	145	32	.	.	PUNCT
ajfa-13674	146	1	the	the	DET
ajfa-13674	146	2	distribution	distribution	NOUN
ajfa-13674	146	3	of	of	ADP
ajfa-13674	146	4	the	the	DET
ajfa-13674	146	5	non	non	ADJ
ajfa-13674	146	6	-	-	ADJ
ajfa-13674	146	7	parametric	parametric	ADJ
ajfa-13674	146	8	test	test	NOUN
ajfa-13674	146	9	statistics	statistic	NOUN
ajfa-13674	146	10	may	may	AUX
ajfa-13674	146	11	give	give	VERB
ajfa-13674	146	12	a	a	DET
ajfa-13674	146	13	more	more	ADV
ajfa-13674	146	14	reliable	reliable	ADJ
ajfa-13674	146	15	result	result	NOUN
ajfa-13674	146	16	(	(	PUNCT
ajfa-13674	146	17	laitinen	laitinen	PROPN
ajfa-13674	146	18	e.	e.	PROPN
ajfa-13674	146	19	,	,	PUNCT
ajfa-13674	146	20	1991	1991	NUM
ajfa-13674	146	21	)	)	PUNCT
ajfa-13674	146	22	.	.	PUNCT
ajfa-13674	147	1	non	non	ADJ
ajfa-13674	147	2	-	-	ADJ
ajfa-13674	147	3	parametric	parametric	ADJ
ajfa-13674	147	4	tests	test	NOUN
ajfa-13674	147	5	use	use	VERB
ajfa-13674	147	6	ranks	rank	NOUN
ajfa-13674	147	7	of	of	ADP
ajfa-13674	147	8	the	the	DET
ajfa-13674	147	9	variables	variable	NOUN
ajfa-13674	147	10	to	to	PART
ajfa-13674	147	11	compare	compare	VERB
ajfa-13674	147	12	medians	median	NOUN
ajfa-13674	147	13	rather	rather	ADV
ajfa-13674	147	14	than	than	ADP
ajfa-13674	147	15	means	mean	NOUN
ajfa-13674	147	16	.	.	PUNCT
ajfa-13674	148	1	this	this	DET
ajfa-13674	148	2	consideration	consideration	NOUN
ajfa-13674	148	3	facilitated	facilitate	VERB
ajfa-13674	148	4	the	the	DET
ajfa-13674	148	5	use	use	NOUN
ajfa-13674	148	6	of	of	ADP
ajfa-13674	148	7	parametric	parametric	ADJ
ajfa-13674	148	8	statistical	statistical	ADJ
ajfa-13674	148	9	tests	test	NOUN
ajfa-13674	148	10	in	in	ADP
ajfa-13674	148	11	the	the	DET
ajfa-13674	148	12	present	present	ADJ
ajfa-13674	148	13	study	study	NOUN
ajfa-13674	148	14	.	.	PUNCT
ajfa-13674	149	1	for	for	ADP
ajfa-13674	149	2	selection	selection	NOUN
ajfa-13674	149	3	of	of	ADP
ajfa-13674	149	4	variables	variable	NOUN
ajfa-13674	149	5	,	,	PUNCT
ajfa-13674	149	6	first	first	ADV
ajfa-13674	149	7	,	,	PUNCT
ajfa-13674	149	8	the	the	DET
ajfa-13674	149	9	normality	normality	NOUN
ajfa-13674	149	10	of	of	ADP
ajfa-13674	149	11	data	datum	NOUN
ajfa-13674	149	12	was	be	AUX
ajfa-13674	149	13	checked	check	VERB
ajfa-13674	149	14	using	use	VERB
ajfa-13674	149	15	anderson	anderson	PROPN
ajfa-13674	149	16	-	-	PUNCT
ajfa-13674	149	17	darling	darling	ADJ
ajfa-13674	149	18	normality	normality	NOUN
ajfa-13674	149	19	test	test	NOUN
ajfa-13674	149	20	.	.	PUNCT
ajfa-13674	150	1	the	the	DET
ajfa-13674	150	2	results	result	NOUN
ajfa-13674	150	3	showed	show	VERB
ajfa-13674	150	4	that	that	SCONJ
ajfa-13674	150	5	majority	majority	NOUN
ajfa-13674	150	6	of	of	ADP
ajfa-13674	150	7	the	the	DET
ajfa-13674	150	8	ratios	ratio	NOUN
ajfa-13674	150	9	were	be	AUX
ajfa-13674	150	10	normally	normally	ADV
ajfa-13674	150	11	distributed	distribute	VERB
ajfa-13674	150	12	.	.	PUNCT
ajfa-13674	151	1	for	for	ADP
ajfa-13674	151	2	the	the	DET
ajfa-13674	151	3	purpose	purpose	NOUN
ajfa-13674	151	4	of	of	ADP
ajfa-13674	151	5	analyzing	analyze	VERB
ajfa-13674	151	6	the	the	DET
ajfa-13674	151	7	equality	equality	NOUN
ajfa-13674	151	8	of	of	ADP
ajfa-13674	151	9	variances	variance	NOUN
ajfa-13674	151	10	between	between	ADP
ajfa-13674	151	11	two	two	NUM
ajfa-13674	151	12	samples	sample	NOUN
ajfa-13674	151	13	of	of	ADP
ajfa-13674	151	14	sick	sick	ADJ
ajfa-13674	151	15	and	and	CCONJ
ajfa-13674	151	16	non	non	ADJ
ajfa-13674	151	17	-	-	ADJ
ajfa-13674	151	18	sick	sick	ADJ
ajfa-13674	151	19	companies	company	NOUN
ajfa-13674	151	20	,	,	PUNCT
ajfa-13674	151	21	levene	levene	NOUN
ajfa-13674	151	22	’s	’s	PART
ajfa-13674	151	23	test	test	NOUN
ajfa-13674	151	24	of	of	ADP
ajfa-13674	151	25	equality	equality	NOUN
ajfa-13674	151	26	of	of	ADP
ajfa-13674	151	27	variance	variance	NOUN
ajfa-13674	151	28	was	be	AUX
ajfa-13674	151	29	performed	perform	VERB
ajfa-13674	151	30	.	.	PUNCT
ajfa-13674	152	1	the	the	DET
ajfa-13674	152	2	correlation	correlation	NOUN
ajfa-13674	152	3	coefficient	coefficient	NOUN
ajfa-13674	152	4	was	be	AUX
ajfa-13674	152	5	calculated	calculate	VERB
ajfa-13674	152	6	between	between	ADP
ajfa-13674	152	7	two	two	NUM
ajfa-13674	152	8	samples	sample	NOUN
ajfa-13674	152	9	to	to	PART
ajfa-13674	152	10	avoid	avoid	VERB
ajfa-13674	152	11	multi	multi	ADJ
ajfa-13674	152	12	-	-	NOUN
ajfa-13674	152	13	collinearity	collinearity	NOUN
ajfa-13674	152	14	and	and	CCONJ
ajfa-13674	152	15	it	it	PRON
ajfa-13674	152	16	was	be	AUX
ajfa-13674	152	17	found	find	VERB
ajfa-13674	152	18	that	that	SCONJ
ajfa-13674	152	19	most	most	ADJ
ajfa-13674	152	20	of	of	ADP
ajfa-13674	152	21	the	the	DET
ajfa-13674	152	22	variables	variable	NOUN
ajfa-13674	152	23	have	have	VERB
ajfa-13674	152	24	low	low	ADJ
ajfa-13674	152	25	correlations	correlation	NOUN
ajfa-13674	152	26	with	with	ADP
ajfa-13674	152	27	each	each	DET
ajfa-13674	152	28	other	other	ADJ
ajfa-13674	152	29	.	.	PUNCT
ajfa-13674	153	1	using	use	VERB
ajfa-13674	153	2	the	the	DET
ajfa-13674	153	3	results	result	NOUN
ajfa-13674	153	4	of	of	ADP
ajfa-13674	153	5	the	the	PRON
ajfa-13674	153	6	of	of	ADP
ajfa-13674	153	7	independent	independent	ADJ
ajfa-13674	153	8	two	two	NUM
ajfa-13674	153	9	sample	sample	NOUN
ajfa-13674	153	10	t	t	PROPN
ajfa-13674	153	11	test	test	NOUN
ajfa-13674	153	12	and	and	CCONJ
ajfa-13674	153	13	manova	manova	PROPN
ajfa-13674	153	14	,	,	PUNCT
ajfa-13674	153	15	emerging	emerge	VERB
ajfa-13674	153	16	discriminators	discriminator	NOUN
ajfa-13674	153	17	were	be	AUX
ajfa-13674	153	18	identified	identify	VERB
ajfa-13674	153	19	.	.	PUNCT
ajfa-13674	154	1	it	it	PRON
ajfa-13674	154	2	is	be	AUX
ajfa-13674	154	3	including	include	VERB
ajfa-13674	154	4	the	the	DET
ajfa-13674	154	5	financial	financial	ADJ
ajfa-13674	154	6	ratios	ratio	NOUN
ajfa-13674	154	7	which	which	PRON
ajfa-13674	154	8	were	be	AUX
ajfa-13674	154	9	discriminators	discriminator	NOUN
ajfa-13674	154	10	between	between	ADP
ajfa-13674	154	11	non	non	ADJ
ajfa-13674	154	12	-	-	ADJ
ajfa-13674	154	13	sick	sick	ADJ
ajfa-13674	154	14	and	and	CCONJ
ajfa-13674	154	15	sick	sick	ADJ
ajfa-13674	154	16	companies	company	NOUN
ajfa-13674	154	17	in	in	ADP
ajfa-13674	154	18	the	the	DET
ajfa-13674	154	19	years	year	NOUN
ajfa-13674	154	20	i.e.	i.e.	X
ajfa-13674	154	21	2009	2009	NUM
ajfa-13674	154	22	2013	2013	NUM
ajfa-13674	154	23	prior	prior	ADV
ajfa-13674	154	24	to	to	ADP
ajfa-13674	154	25	the	the	DET
ajfa-13674	154	26	year	year	NOUN
ajfa-13674	154	27	2014	2014	NUM
ajfa-13674	154	28	in	in	ADP
ajfa-13674	154	29	which	which	PRON
ajfa-13674	154	30	their	their	PRON
ajfa-13674	154	31	credit	credit	NOUN
ajfa-13674	154	32	rating	rating	NOUN
ajfa-13674	154	33	was	be	AUX
ajfa-13674	154	34	showing	show	VERB
ajfa-13674	154	35	them	they	PRON
ajfa-13674	154	36	industrially	industrially	ADV
ajfa-13674	154	37	sick	sick	ADJ
ajfa-13674	154	38	.	.	PUNCT
ajfa-13674	155	1	financial	financial	ADJ
ajfa-13674	155	2	ratios	ratio	NOUN
ajfa-13674	155	3	were	be	AUX
ajfa-13674	155	4	identified	identify	VERB
ajfa-13674	155	5	as	as	ADP
ajfa-13674	155	6	discriminators	discriminator	NOUN
ajfa-13674	155	7	on	on	ADP
ajfa-13674	155	8	the	the	DET
ajfa-13674	155	9	basis	basis	NOUN
ajfa-13674	155	10	of	of	ADP
ajfa-13674	155	11	the	the	DET
ajfa-13674	155	12	analysis	analysis	NOUN
ajfa-13674	155	13	of	of	ADP
ajfa-13674	155	14	independent	independent	ADJ
ajfa-13674	155	15	two	two	NUM
ajfa-13674	155	16	sample	sample	NOUN
ajfa-13674	155	17	test	test	NOUN
ajfa-13674	155	18	and	and	CCONJ
ajfa-13674	155	19	the	the	DET
ajfa-13674	155	20	results	result	NOUN
ajfa-13674	155	21	of	of	ADP
ajfa-13674	155	22	manova	manova	PROPN
ajfa-13674	155	23	.	.	PROPN
ajfa-13674	156	1	out	out	ADP
ajfa-13674	156	2	of	of	ADP
ajfa-13674	156	3	the	the	DET
ajfa-13674	156	4	analysis	analysis	NOUN
ajfa-13674	156	5	,	,	PUNCT
ajfa-13674	156	6	there	there	PRON
ajfa-13674	156	7	are	be	VERB
ajfa-13674	156	8	total	total	ADJ
ajfa-13674	156	9	32	32	NUM
ajfa-13674	156	10	ratios	ratio	NOUN
ajfa-13674	156	11	who	who	PRON
ajfa-13674	156	12	have	have	AUX
ajfa-13674	156	13	come	come	VERB
ajfa-13674	156	14	out	out	ADP
ajfa-13674	156	15	as	as	ADP
ajfa-13674	156	16	emerging	emerge	VERB
ajfa-13674	156	17	discriminators	discriminator	NOUN
ajfa-13674	156	18	from	from	ADP
ajfa-13674	156	19	the	the	DET
ajfa-13674	156	20	results	result	NOUN
ajfa-13674	156	21	of	of	ADP
ajfa-13674	156	22	independent	independent	ADJ
ajfa-13674	156	23	two	two	NUM
ajfa-13674	156	24	sample	sample	NOUN
ajfa-13674	156	25	t	t	PROPN
ajfa-13674	156	26	test	test	NOUN
ajfa-13674	156	27	.	.	PUNCT
ajfa-13674	157	1	we	we	PRON
ajfa-13674	157	2	have	have	AUX
ajfa-13674	157	3	also	also	ADV
ajfa-13674	157	4	taken	take	VERB
ajfa-13674	157	5	9	9	NUM
ajfa-13674	157	6	other	other	ADJ
ajfa-13674	157	7	financial	financial	ADJ
ajfa-13674	157	8	ratios	ratio	NOUN
ajfa-13674	157	9	which	which	PRON
ajfa-13674	157	10	were	be	AUX
ajfa-13674	157	11	not	not	PART
ajfa-13674	157	12	emerging	emerge	VERB
ajfa-13674	157	13	as	as	ADP
ajfa-13674	157	14	discriminators	discriminator	NOUN
ajfa-13674	157	15	as	as	ADP
ajfa-13674	157	16	a	a	DET
ajfa-13674	157	17	result	result	NOUN
ajfa-13674	157	18	of	of	ADP
ajfa-13674	157	19	independent	independent	ADJ
ajfa-13674	157	20	t	t	PROPN
ajfa-13674	157	21	test	test	NOUN
ajfa-13674	157	22	but	but	CCONJ
ajfa-13674	157	23	found	find	VERB
ajfa-13674	157	24	to	to	PART
ajfa-13674	157	25	be	be	AUX
ajfa-13674	157	26	significant	significant	ADJ
ajfa-13674	157	27	according	accord	VERB
ajfa-13674	157	28	to	to	ADP
ajfa-13674	157	29	manova	manova	PROPN
ajfa-13674	157	30	analysis	analysis	NOUN
ajfa-13674	157	31	whose	whose	DET
ajfa-13674	157	32	p	p	NOUN
ajfa-13674	157	33	value	value	NOUN
ajfa-13674	157	34	is	be	AUX
ajfa-13674	157	35	less	less	ADJ
ajfa-13674	157	36	than	than	ADP
ajfa-13674	157	37	0.05	0.05	NUM
ajfa-13674	157	38	.	.	PUNCT
ajfa-13674	158	1	there	there	PRON
ajfa-13674	158	2	are	be	VERB
ajfa-13674	158	3	total	total	ADJ
ajfa-13674	158	4	41	41	NUM
ajfa-13674	158	5	financial	financial	ADJ
ajfa-13674	158	6	ratios	ratio	NOUN
ajfa-13674	158	7	who	who	PRON
ajfa-13674	158	8	have	have	AUX
ajfa-13674	158	9	been	be	AUX
ajfa-13674	158	10	identified	identify	VERB
ajfa-13674	158	11	as	as	ADP
ajfa-13674	158	12	discriminators	discriminator	NOUN
ajfa-13674	158	13	shown	show	VERB
ajfa-13674	158	14	in	in	ADP
ajfa-13674	158	15	the	the	DET
ajfa-13674	158	16	table	table	NOUN
ajfa-13674	158	17	below	below	ADV
ajfa-13674	158	18	.	.	PUNCT
ajfa-13674	159	1	asian	asian	ADJ
ajfa-13674	159	2	journal	journal	PROPN
ajfa-13674	159	3	of	of	ADP
ajfa-13674	159	4	finance	finance	PROPN
ajfa-13674	159	5	&	&	CCONJ
ajfa-13674	159	6	accounting	accounting	PROPN
ajfa-13674	159	7	issn	issn	PROPN
ajfa-13674	159	8	1946	1946	NUM
ajfa-13674	159	9	-	-	PUNCT
ajfa-13674	159	10	052x	052x	NOUN
ajfa-13674	159	11	2018	2018	NUM
ajfa-13674	159	12	,	,	PUNCT
ajfa-13674	159	13	vol	vol	NOUN
ajfa-13674	159	14	.	.	PROPN
ajfa-13674	160	1	10	10	NUM
ajfa-13674	160	2	,	,	PUNCT
ajfa-13674	160	3	no	no	INTJ
ajfa-13674	160	4	.	.	NOUN
ajfa-13674	160	5	2	2	NUM
ajfa-13674	160	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	160	7	39	39	NUM
ajfa-13674	160	8	table	table	NOUN
ajfa-13674	160	9	2	2	NUM
ajfa-13674	160	10	.	.	PUNCT
ajfa-13674	161	1	summary	summary	NOUN
ajfa-13674	161	2	of	of	ADP
ajfa-13674	161	3	financial	financial	ADJ
ajfa-13674	161	4	ratios	ratio	NOUN
ajfa-13674	161	5	identified	identify	VERB
ajfa-13674	161	6	as	as	ADP
ajfa-13674	161	7	discriminators	discriminator	NOUN
ajfa-13674	161	8	variable	variable	ADJ
ajfa-13674	161	9	description	description	NOUN
ajfa-13674	161	10	of	of	ADP
ajfa-13674	161	11	ratios	ratio	NOUN
ajfa-13674	161	12	variable	variable	ADJ
ajfa-13674	161	13	description	description	NOUN
ajfa-13674	161	14	of	of	ADP
ajfa-13674	161	15	ratios	ratio	NOUN
ajfa-13674	161	16	r1	r1	PROPN
ajfa-13674	161	17	retained	retain	VERB
ajfa-13674	161	18	earnings	earning	NOUN
ajfa-13674	161	19	/	/	SYM
ajfa-13674	161	20	total	total	ADJ
ajfa-13674	161	21	assets	asset	NOUN
ajfa-13674	161	22	(	(	PUNCT
ajfa-13674	161	23	re	re	NOUN
ajfa-13674	161	24	/	/	SYM
ajfa-13674	161	25	ta	ta	NOUN
ajfa-13674	161	26	)	)	PUNCT
ajfa-13674	161	27	r21	r21	NOUN
ajfa-13674	161	28	total	total	ADJ
ajfa-13674	161	29	tangible	tangible	ADJ
ajfa-13674	161	30	assets	asset	NOUN
ajfa-13674	161	31	/	/	SYM
ajfa-13674	161	32	total	total	NOUN
ajfa-13674	161	33	debt	debt	NOUN
ajfa-13674	161	34	(	(	PUNCT
ajfa-13674	161	35	tta	tta	PROPN
ajfa-13674	161	36	/	/	SYM
ajfa-13674	161	37	td	td	NOUN
ajfa-13674	161	38	)	)	PUNCT
ajfa-13674	161	39	r2	r2	PROPN
ajfa-13674	161	40	interest	interest	NOUN
ajfa-13674	161	41	coverage	coverage	NOUN
ajfa-13674	161	42	ratio	ratio	NOUN
ajfa-13674	161	43	(	(	PUNCT
ajfa-13674	161	44	icr	icr	PROPN
ajfa-13674	161	45	based	base	VERB
ajfa-13674	161	46	on	on	ADP
ajfa-13674	161	47	earnings	earning	NOUN
ajfa-13674	161	48	before	before	ADP
ajfa-13674	161	49	interest	interest	NOUN
ajfa-13674	161	50	,	,	PUNCT
ajfa-13674	161	51	taxes	taxis	NOUN
ajfa-13674	161	52	,	,	PUNCT
ajfa-13674	161	53	depreciation	depreciation	NOUN
ajfa-13674	161	54	and	and	CCONJ
ajfa-13674	161	55	amortization	amortization	NOUN
ajfa-13674	161	56	)	)	PUNCT
ajfa-13674	161	57	r22	r22	NOUN
ajfa-13674	161	58	total	total	ADJ
ajfa-13674	161	59	tangible	tangible	ADJ
ajfa-13674	161	60	assets	asset	NOUN
ajfa-13674	161	61	/	/	SYM
ajfa-13674	161	62	long	long	ADJ
ajfa-13674	161	63	-	-	PUNCT
ajfa-13674	161	64	term	term	NOUN
ajfa-13674	161	65	debt	debt	NOUN
ajfa-13674	161	66	(	(	PUNCT
ajfa-13674	161	67	tta	tta	PROPN
ajfa-13674	161	68	/	/	SYM
ajfa-13674	161	69	ltd	ltd	NOUN
ajfa-13674	161	70	)	)	PUNCT
ajfa-13674	161	71	r3	r3	PROPN
ajfa-13674	161	72	debt	debt	NOUN
ajfa-13674	161	73	equity	equity	NOUN
ajfa-13674	161	74	ratio	ratio	NOUN
ajfa-13674	161	75	(	(	PUNCT
ajfa-13674	161	76	d	d	NOUN
ajfa-13674	161	77	/	/	SYM
ajfa-13674	161	78	e	e	NOUN
ajfa-13674	161	79	)	)	PUNCT
ajfa-13674	161	80	r23	r23	NOUN
ajfa-13674	161	81	net	net	ADJ
ajfa-13674	161	82	worth	worth	ADJ
ajfa-13674	161	83	/	/	SYM
ajfa-13674	161	84	total	total	ADJ
ajfa-13674	161	85	debt	debt	NOUN
ajfa-13674	161	86	(	(	PUNCT
ajfa-13674	161	87	nw	nw	NOUN
ajfa-13674	161	88	/	/	SYM
ajfa-13674	161	89	td	td	NOUN
ajfa-13674	161	90	)	)	PUNCT
ajfa-13674	161	91	r4	r4	VERB
ajfa-13674	161	92	net	net	ADJ
ajfa-13674	161	93	sales	sale	NOUN
ajfa-13674	161	94	/	/	SYM
ajfa-13674	161	95	total	total	ADJ
ajfa-13674	161	96	assets	asset	NOUN
ajfa-13674	161	97	(	(	PUNCT
ajfa-13674	161	98	ns	ns	PROPN
ajfa-13674	161	99	/	/	SYM
ajfa-13674	161	100	ta	ta	NOUN
ajfa-13674	161	101	)	)	PUNCT
ajfa-13674	161	102	r24	r24	NOUN
ajfa-13674	161	103	cash	cash	NOUN
ajfa-13674	161	104	/	/	SYM
ajfa-13674	161	105	total	total	ADJ
ajfa-13674	161	106	tangible	tangible	ADJ
ajfa-13674	161	107	assets	asset	NOUN
ajfa-13674	161	108	(	(	PUNCT
ajfa-13674	161	109	cash	cash	NOUN
ajfa-13674	161	110	/	/	SYM
ajfa-13674	161	111	tta	tta	PROPN
ajfa-13674	161	112	)	)	PUNCT
ajfa-13674	161	113	r5	r5	PROPN
ajfa-13674	161	114	earnings	earning	NOUN
ajfa-13674	161	115	before	before	ADP
ajfa-13674	161	116	interest	interest	NOUN
ajfa-13674	161	117	and	and	CCONJ
ajfa-13674	161	118	taxes	taxis	NOUN
ajfa-13674	161	119	/	/	SYM
ajfa-13674	161	120	total	total	ADJ
ajfa-13674	161	121	assets	asset	NOUN
ajfa-13674	161	122	(	(	PUNCT
ajfa-13674	161	123	ebit	ebit	PROPN
ajfa-13674	161	124	/	/	SYM
ajfa-13674	161	125	ta	ta	PROPN
ajfa-13674	161	126	)	)	PUNCT
ajfa-13674	161	127	r25	r25	NOUN
ajfa-13674	161	128	quick	quick	ADJ
ajfa-13674	161	129	assets	asset	NOUN
ajfa-13674	161	130	/	/	SYM
ajfa-13674	161	131	total	total	ADJ
ajfa-13674	161	132	tangible	tangible	ADJ
ajfa-13674	161	133	assets	asset	NOUN
ajfa-13674	161	134	(	(	PUNCT
ajfa-13674	161	135	qa	qa	PROPN
ajfa-13674	161	136	/	/	SYM
ajfa-13674	161	137	tta	tta	PROPN
ajfa-13674	161	138	)	)	PUNCT
ajfa-13674	161	139	r6	r6	NOUN
ajfa-13674	161	140	profit	profit	NOUN
ajfa-13674	161	141	after	after	ADP
ajfa-13674	161	142	taxes	taxis	NOUN
ajfa-13674	161	143	/	/	SYM
ajfa-13674	161	144	total	total	ADJ
ajfa-13674	161	145	assets	asset	NOUN
ajfa-13674	161	146	(	(	PUNCT
ajfa-13674	161	147	pat	pat	PROPN
ajfa-13674	161	148	/	/	SYM
ajfa-13674	161	149	ta	ta	PROPN
ajfa-13674	161	150	)	)	PUNCT
ajfa-13674	161	151	r26	r26	NOUN
ajfa-13674	161	152	current	current	ADJ
ajfa-13674	161	153	assets	asset	NOUN
ajfa-13674	161	154	/	/	SYM
ajfa-13674	161	155	total	total	ADJ
ajfa-13674	161	156	tangible	tangible	ADJ
ajfa-13674	161	157	assets	asset	NOUN
ajfa-13674	161	158	(	(	PUNCT
ajfa-13674	161	159	ca	ca	NOUN
ajfa-13674	161	160	/	/	SYM
ajfa-13674	161	161	tta	tta	NOUN
ajfa-13674	161	162	)	)	PUNCT
ajfa-13674	161	163	r7	r7	PROPN
ajfa-13674	161	164	profit	profit	NOUN
ajfa-13674	161	165	after	after	ADP
ajfa-13674	161	166	taxes	taxis	NOUN
ajfa-13674	161	167	/	/	SYM
ajfa-13674	161	168	net	net	NOUN
ajfa-13674	161	169	sales	sale	NOUN
ajfa-13674	161	170	(	(	PUNCT
ajfa-13674	161	171	pat	pat	NOUN
ajfa-13674	161	172	/	/	SYM
ajfa-13674	161	173	ns	ns	PROPN
ajfa-13674	161	174	)	)	PUNCT
ajfa-13674	161	175	r27	r27	NOUN
ajfa-13674	161	176	cash	cash	NOUN
ajfa-13674	161	177	/	/	SYM
ajfa-13674	161	178	current	current	ADJ
ajfa-13674	161	179	liabilities	liability	NOUN
ajfa-13674	161	180	(	(	PUNCT
ajfa-13674	161	181	cash	cash	NOUN
ajfa-13674	161	182	/	/	SYM
ajfa-13674	161	183	cl	cl	NOUN
ajfa-13674	161	184	)	)	PUNCT
ajfa-13674	161	185	r8	r8	ADJ
ajfa-13674	161	186	profit	profit	NOUN
ajfa-13674	161	187	before	before	ADP
ajfa-13674	161	188	depreciation	depreciation	NOUN
ajfa-13674	161	189	and	and	CCONJ
ajfa-13674	161	190	interest	interest	NOUN
ajfa-13674	161	191	after	after	ADP
ajfa-13674	161	192	taxes	taxis	NOUN
ajfa-13674	161	193	/	/	SYM
ajfa-13674	161	194	net	net	ADJ
ajfa-13674	161	195	sales	sale	NOUN
ajfa-13674	161	196	(	(	PUNCT
ajfa-13674	161	197	pbdita	pbdita	PROPN
ajfa-13674	161	198	/	/	SYM
ajfa-13674	161	199	ns	ns	PROPN
ajfa-13674	161	200	)	)	PUNCT
ajfa-13674	161	201	r28	r28	NOUN
ajfa-13674	161	202	net	net	ADJ
ajfa-13674	161	203	sales	sale	NOUN
ajfa-13674	161	204	/	/	SYM
ajfa-13674	161	205	debtors	debtor	NOUN
ajfa-13674	161	206	(	(	PUNCT
ajfa-13674	161	207	ns	ns	ADJ
ajfa-13674	161	208	/	/	SYM
ajfa-13674	161	209	debtors	debtor	NOUN
ajfa-13674	161	210	)	)	PUNCT
ajfa-13674	161	211	r9	r9	VERB
ajfa-13674	161	212	market	market	NOUN
ajfa-13674	161	213	value	value	NOUN
ajfa-13674	161	214	of	of	ADP
ajfa-13674	161	215	equity	equity	NOUN
ajfa-13674	161	216	/	/	SYM
ajfa-13674	161	217	book	book	NOUN
ajfa-13674	161	218	value	value	NOUN
ajfa-13674	161	219	of	of	ADP
ajfa-13674	161	220	liabilities	liability	NOUN
ajfa-13674	161	221	(	(	PUNCT
ajfa-13674	161	222	mve	mve	NOUN
ajfa-13674	161	223	/	/	SYM
ajfa-13674	161	224	bvl	bvl	NOUN
ajfa-13674	161	225	)	)	PUNCT
ajfa-13674	161	226	r29	r29	PROPN
ajfa-13674	161	227	net	net	ADJ
ajfa-13674	161	228	sales	sale	NOUN
ajfa-13674	161	229	/	/	SYM
ajfa-13674	161	230	inventories	inventory	NOUN
ajfa-13674	161	231	(	(	PUNCT
ajfa-13674	161	232	ns	ns	ADJ
ajfa-13674	161	233	/	/	SYM
ajfa-13674	161	234	inv	inv	NOUN
ajfa-13674	161	235	.	.	PUNCT
ajfa-13674	161	236	)	)	PUNCT
ajfa-13674	162	1	r10	r10	NOUN
ajfa-13674	162	2	book	book	NOUN
ajfa-13674	162	3	value	value	NOUN
ajfa-13674	162	4	of	of	ADP
ajfa-13674	162	5	equity	equity	NOUN
ajfa-13674	162	6	/	/	SYM
ajfa-13674	162	7	book	book	NOUN
ajfa-13674	162	8	value	value	NOUN
ajfa-13674	162	9	of	of	ADP
ajfa-13674	162	10	liabilities	liability	NOUN
ajfa-13674	162	11	(	(	PUNCT
ajfa-13674	162	12	bve	bve	PROPN
ajfa-13674	162	13	/	/	SYM
ajfa-13674	162	14	bvl	bvl	ADJ
ajfa-13674	162	15	)	)	PUNCT
ajfa-13674	162	16	r30	r30	PROPN
ajfa-13674	162	17	net	net	ADJ
ajfa-13674	162	18	sales	sale	NOUN
ajfa-13674	162	19	/	/	SYM
ajfa-13674	162	20	fixed	fix	VERB
ajfa-13674	162	21	assets	asset	NOUN
ajfa-13674	162	22	(	(	PUNCT
ajfa-13674	162	23	ns	ns	PROPN
ajfa-13674	162	24	/	/	SYM
ajfa-13674	162	25	fa	fa	NOUN
ajfa-13674	162	26	)	)	PUNCT
ajfa-13674	162	27	r11	r11	NOUN
ajfa-13674	162	28	total	total	ADJ
ajfa-13674	162	29	debt	debt	NOUN
ajfa-13674	162	30	/	/	SYM
ajfa-13674	162	31	total	total	ADJ
ajfa-13674	162	32	assets	asset	NOUN
ajfa-13674	162	33	(	(	PUNCT
ajfa-13674	162	34	td	td	NOUN
ajfa-13674	162	35	/	/	SYM
ajfa-13674	162	36	ta	ta	NOUN
ajfa-13674	162	37	)	)	PUNCT
ajfa-13674	162	38	r31	r31	NOUN
ajfa-13674	162	39	cash	cash	NOUN
ajfa-13674	162	40	/	/	SYM
ajfa-13674	162	41	total	total	ADJ
ajfa-13674	162	42	operating	operating	NOUN
ajfa-13674	162	43	expenditure	expenditure	NOUN
ajfa-13674	162	44	(	(	PUNCT
ajfa-13674	162	45	cash	cash	NOUN
ajfa-13674	162	46	/	/	SYM
ajfa-13674	162	47	toe	toe	NOUN
ajfa-13674	162	48	)	)	PUNCT
ajfa-13674	162	49	r12	r12	ADJ
ajfa-13674	162	50	fixed	fix	VERB
ajfa-13674	162	51	cost	cost	NOUN
ajfa-13674	162	52	/	/	SYM
ajfa-13674	162	53	total	total	ADJ
ajfa-13674	162	54	assets	asset	NOUN
ajfa-13674	162	55	r32	r32	VERB
ajfa-13674	162	56	earnings	earning	NOUN
ajfa-13674	162	57	before	before	ADP
ajfa-13674	162	58	interest	interest	NOUN
ajfa-13674	162	59	depreciation	depreciation	NOUN
ajfa-13674	162	60	and	and	CCONJ
ajfa-13674	162	61	asian	asian	ADJ
ajfa-13674	162	62	journal	journal	NOUN
ajfa-13674	162	63	of	of	ADP
ajfa-13674	162	64	finance	finance	PROPN
ajfa-13674	162	65	&	&	CCONJ
ajfa-13674	162	66	accounting	accounting	PROPN
ajfa-13674	162	67	issn	issn	PROPN
ajfa-13674	162	68	1946	1946	NUM
ajfa-13674	162	69	-	-	PUNCT
ajfa-13674	162	70	052x	052x	NOUN
ajfa-13674	162	71	2018	2018	NUM
ajfa-13674	162	72	,	,	PUNCT
ajfa-13674	162	73	vol	vol	NOUN
ajfa-13674	162	74	.	.	PROPN
ajfa-13674	163	1	10	10	NUM
ajfa-13674	163	2	,	,	PUNCT
ajfa-13674	163	3	no	no	INTJ
ajfa-13674	163	4	.	.	NOUN
ajfa-13674	163	5	2	2	NUM
ajfa-13674	163	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	163	7	40	40	NUM
ajfa-13674	163	8	(	(	PUNCT
ajfa-13674	163	9	fc	fc	PROPN
ajfa-13674	163	10	/	/	SYM
ajfa-13674	163	11	ta	ta	NOUN
ajfa-13674	163	12	)	)	PUNCT
ajfa-13674	163	13	taxes/(total	taxes/(total	ADJ
ajfa-13674	163	14	assets	asset	NOUN
ajfa-13674	163	15	+	+	CCONJ
ajfa-13674	163	16	depreciation	depreciation	NOUN
ajfa-13674	163	17	)	)	PUNCT
ajfa-13674	164	1	[	[	X
ajfa-13674	164	2	ebidt/(ta+dep	ebidt/(ta+dep	X
ajfa-13674	164	3	)	)	PUNCT
ajfa-13674	164	4	]	]	PUNCT
ajfa-13674	165	1	r13	r13	NOUN
ajfa-13674	165	2	earnings	earning	NOUN
ajfa-13674	165	3	before	before	ADP
ajfa-13674	165	4	interest	interest	NOUN
ajfa-13674	165	5	and	and	CCONJ
ajfa-13674	165	6	taxes	taxis	NOUN
ajfa-13674	165	7	/	/	SYM
ajfa-13674	165	8	total	total	ADJ
ajfa-13674	165	9	tangible	tangible	ADJ
ajfa-13674	165	10	assets	asset	NOUN
ajfa-13674	165	11	(	(	PUNCT
ajfa-13674	165	12	ebit	ebit	PROPN
ajfa-13674	165	13	/	/	SYM
ajfa-13674	165	14	tta	tta	PROPN
ajfa-13674	165	15	)	)	PUNCT
ajfa-13674	165	16	r33	r33	NOUN
ajfa-13674	165	17	operating	operate	VERB
ajfa-13674	165	18	cash	cash	NOUN
ajfa-13674	165	19	flow/(total	flow/(total	ADJ
ajfa-13674	165	20	assets	asset	NOUN
ajfa-13674	165	21	+	+	CCONJ
ajfa-13674	165	22	depreciation	depreciation	NOUN
ajfa-13674	165	23	)	)	PUNCT
ajfa-13674	166	1	[	[	X
ajfa-13674	166	2	ocf/(ta+dep	ocf/(ta+dep	X
ajfa-13674	166	3	)	)	PUNCT
ajfa-13674	166	4	]	]	PUNCT
ajfa-13674	166	5	r14	r14	VERB
ajfa-13674	166	6	net	net	ADJ
ajfa-13674	166	7	sales	sale	NOUN
ajfa-13674	166	8	/	/	SYM
ajfa-13674	166	9	total	total	ADJ
ajfa-13674	166	10	tangible	tangible	ADJ
ajfa-13674	166	11	assets	asset	NOUN
ajfa-13674	166	12	(	(	PUNCT
ajfa-13674	166	13	ns	ns	PROPN
ajfa-13674	166	14	/	/	SYM
ajfa-13674	166	15	tta	tta	NOUN
ajfa-13674	166	16	)	)	PUNCT
ajfa-13674	166	17	r34	r34	NOUN
ajfa-13674	166	18	net	net	ADJ
ajfa-13674	166	19	worth	worth	ADJ
ajfa-13674	166	20	/	/	SYM
ajfa-13674	166	21	total	total	ADJ
ajfa-13674	166	22	tangible	tangible	ADJ
ajfa-13674	166	23	assets	asset	NOUN
ajfa-13674	166	24	(	(	PUNCT
ajfa-13674	166	25	nw	nw	NOUN
ajfa-13674	166	26	/	/	SYM
ajfa-13674	166	27	tta	tta	PROPN
ajfa-13674	166	28	)	)	PUNCT
ajfa-13674	166	29	r15	r15	NOUN
ajfa-13674	166	30	operating	operate	VERB
ajfa-13674	166	31	cash	cash	NOUN
ajfa-13674	166	32	flow	flow	NOUN
ajfa-13674	166	33	/	/	SYM
ajfa-13674	166	34	total	total	ADJ
ajfa-13674	166	35	tangible	tangible	ADJ
ajfa-13674	166	36	assets	asset	NOUN
ajfa-13674	166	37	(	(	PUNCT
ajfa-13674	166	38	ocf	ocf	PROPN
ajfa-13674	166	39	/	/	SYM
ajfa-13674	166	40	tta	tta	PROPN
ajfa-13674	166	41	)	)	PUNCT
ajfa-13674	166	42	r35	r35	PROPN
ajfa-13674	166	43	current	current	ADJ
ajfa-13674	166	44	ratio	ratio	NOUN
ajfa-13674	166	45	(	(	PUNCT
ajfa-13674	166	46	cr	cr	NOUN
ajfa-13674	166	47	)	)	PUNCT
ajfa-13674	166	48	r16	r16	NOUN
ajfa-13674	166	49	operating	operating	NOUN
ajfa-13674	166	50	cash	cash	NOUN
ajfa-13674	166	51	flow	flow	NOUN
ajfa-13674	166	52	/	/	SYM
ajfa-13674	166	53	total	total	NOUN
ajfa-13674	166	54	debt	debt	NOUN
ajfa-13674	166	55	(	(	PUNCT
ajfa-13674	166	56	ocf	ocf	PROPN
ajfa-13674	166	57	/	/	SYM
ajfa-13674	166	58	td	td	NOUN
ajfa-13674	166	59	)	)	PUNCT
ajfa-13674	166	60	r36	r36	VERB
ajfa-13674	166	61	quick	quick	ADJ
ajfa-13674	166	62	ratio	ratio	NOUN
ajfa-13674	166	63	(	(	PUNCT
ajfa-13674	166	64	qr	qr	NOUN
ajfa-13674	166	65	)	)	PUNCT
ajfa-13674	166	66	r17	r17	NOUN
ajfa-13674	166	67	profit	profit	NOUN
ajfa-13674	166	68	after	after	ADP
ajfa-13674	166	69	taxes	taxis	NOUN
ajfa-13674	166	70	/	/	SYM
ajfa-13674	166	71	total	total	ADJ
ajfa-13674	166	72	tangible	tangible	ADJ
ajfa-13674	166	73	assets	asset	NOUN
ajfa-13674	166	74	(	(	PUNCT
ajfa-13674	166	75	pat	pat	PROPN
ajfa-13674	166	76	/	/	SYM
ajfa-13674	166	77	tta	tta	PROPN
ajfa-13674	166	78	)	)	PUNCT
ajfa-13674	166	79	r37	r37	NOUN
ajfa-13674	166	80	profit	profit	NOUN
ajfa-13674	166	81	after	after	ADP
ajfa-13674	166	82	taxes	taxis	NOUN
ajfa-13674	166	83	/	/	SYM
ajfa-13674	166	84	capital	capital	NOUN
ajfa-13674	166	85	employed	employ	VERB
ajfa-13674	166	86	(	(	PUNCT
ajfa-13674	166	87	pat	pat	PROPN
ajfa-13674	166	88	/	/	SYM
ajfa-13674	166	89	ce	ce	PROPN
ajfa-13674	166	90	)	)	PUNCT
ajfa-13674	166	91	r18	r18	PROPN
ajfa-13674	166	92	profit	profit	NOUN
ajfa-13674	166	93	after	after	ADP
ajfa-13674	166	94	taxes	taxis	NOUN
ajfa-13674	166	95	/	/	SYM
ajfa-13674	166	96	total	total	NOUN
ajfa-13674	166	97	debt	debt	NOUN
ajfa-13674	166	98	(	(	PUNCT
ajfa-13674	166	99	pat	pat	NOUN
ajfa-13674	166	100	/	/	SYM
ajfa-13674	166	101	td	td	NOUN
ajfa-13674	166	102	)	)	PUNCT
ajfa-13674	166	103	r38	r38	VERB
ajfa-13674	166	104	current	current	ADJ
ajfa-13674	166	105	liabilities	liability	NOUN
ajfa-13674	166	106	/	/	SYM
ajfa-13674	166	107	total	total	ADJ
ajfa-13674	166	108	assets	asset	NOUN
ajfa-13674	166	109	(	(	PUNCT
ajfa-13674	166	110	cl	cl	NOUN
ajfa-13674	166	111	/	/	SYM
ajfa-13674	166	112	ta	ta	NOUN
ajfa-13674	166	113	)	)	PUNCT
ajfa-13674	166	114	r19	r19	NOUN
ajfa-13674	166	115	earnings	earning	NOUN
ajfa-13674	166	116	before	before	ADP
ajfa-13674	166	117	interest	interest	NOUN
ajfa-13674	166	118	and	and	CCONJ
ajfa-13674	166	119	taxes	taxis	NOUN
ajfa-13674	166	120	/	/	SYM
ajfa-13674	166	121	interest	interest	NOUN
ajfa-13674	166	122	(	(	PUNCT
ajfa-13674	166	123	ebit	ebit	NOUN
ajfa-13674	166	124	/	/	SYM
ajfa-13674	166	125	int	int	NOUN
ajfa-13674	166	126	.	.	PUNCT
ajfa-13674	166	127	)	)	PUNCT
ajfa-13674	167	1	r39	r39	NOUN
ajfa-13674	167	2	profit	profit	NOUN
ajfa-13674	167	3	after	after	ADP
ajfa-13674	167	4	taxes	taxis	NOUN
ajfa-13674	167	5	/	/	SYM
ajfa-13674	167	6	net	net	NOUN
ajfa-13674	167	7	worth	worth	NOUN
ajfa-13674	167	8	(	(	PUNCT
ajfa-13674	167	9	pat	pat	PROPN
ajfa-13674	167	10	/	/	SYM
ajfa-13674	167	11	nw	nw	NOUN
ajfa-13674	167	12	)	)	PUNCT
ajfa-13674	167	13	r20	r20	NOUN
ajfa-13674	167	14	total	total	ADJ
ajfa-13674	167	15	tangible	tangible	ADJ
ajfa-13674	167	16	assets	asset	NOUN
ajfa-13674	167	17	/	/	SYM
ajfa-13674	167	18	current	current	ADJ
ajfa-13674	167	19	debt	debt	NOUN
ajfa-13674	167	20	(	(	PUNCT
ajfa-13674	167	21	tta	tta	PROPN
ajfa-13674	167	22	/	/	SYM
ajfa-13674	167	23	cd	cd	PROPN
ajfa-13674	167	24	)	)	PUNCT
ajfa-13674	167	25	r40	r40	NOUN
ajfa-13674	167	26	net	net	ADJ
ajfa-13674	167	27	assets	asset	NOUN
ajfa-13674	167	28	/	/	SYM
ajfa-13674	167	29	quick	quick	ADJ
ajfa-13674	167	30	assets	asset	NOUN
ajfa-13674	167	31	(	(	PUNCT
ajfa-13674	167	32	na	na	NOUN
ajfa-13674	167	33	/	/	SYM
ajfa-13674	167	34	qa	qa	NOUN
ajfa-13674	167	35	)	)	PUNCT
ajfa-13674	167	36	r41	r41	NOUN
ajfa-13674	167	37	operating	operate	VERB
ajfa-13674	167	38	cash	cash	NOUN
ajfa-13674	167	39	flows	flow	VERB
ajfa-13674	167	40	/	/	SYM
ajfa-13674	167	41	net	net	ADJ
ajfa-13674	167	42	sales	sale	NOUN
ajfa-13674	167	43	(	(	PUNCT
ajfa-13674	167	44	ocf	ocf	PROPN
ajfa-13674	167	45	/	/	SYM
ajfa-13674	167	46	ns	ns	PROPN
ajfa-13674	167	47	)	)	PUNCT
ajfa-13674	167	48	the	the	DET
ajfa-13674	167	49	discriminators	discriminator	NOUN
ajfa-13674	167	50	identified	identify	VERB
ajfa-13674	167	51	in	in	ADP
ajfa-13674	167	52	the	the	DET
ajfa-13674	167	53	present	present	ADJ
ajfa-13674	167	54	study	study	NOUN
ajfa-13674	167	55	align	align	VERB
ajfa-13674	167	56	with	with	ADP
ajfa-13674	167	57	the	the	DET
ajfa-13674	167	58	findings	finding	NOUN
ajfa-13674	167	59	of	of	ADP
ajfa-13674	167	60	beaver	beaver	NOUN
ajfa-13674	167	61	(	(	PUNCT
ajfa-13674	167	62	1966	1966	NUM
ajfa-13674	167	63	)	)	PUNCT
ajfa-13674	167	64	that	that	SCONJ
ajfa-13674	167	65	non	non	ADJ
ajfa-13674	167	66	-	-	ADJ
ajfa-13674	167	67	parametric	parametric	ADJ
ajfa-13674	167	68	analysis	analysis	NOUN
ajfa-13674	167	69	resulted	result	VERB
ajfa-13674	167	70	in	in	ADP
ajfa-13674	167	71	five	five	NUM
ajfa-13674	167	72	ratios	ratio	NOUN
ajfa-13674	167	73	namely	namely	ADV
ajfa-13674	167	74	cash	cash	NOUN
ajfa-13674	167	75	flow	flow	NOUN
ajfa-13674	167	76	to	to	ADP
ajfa-13674	167	77	total	total	ADJ
ajfa-13674	167	78	debt	debt	NOUN
ajfa-13674	167	79	,	,	PUNCT
ajfa-13674	167	80	net	net	ADJ
ajfa-13674	167	81	income	income	NOUN
ajfa-13674	167	82	to	to	ADP
ajfa-13674	167	83	total	total	ADJ
ajfa-13674	167	84	assets	asset	NOUN
ajfa-13674	167	85	ratio	ratio	NOUN
ajfa-13674	167	86	along	along	ADP
ajfa-13674	167	87	with	with	ADP
ajfa-13674	167	88	two	two	NUM
ajfa-13674	167	89	other	other	ADJ
ajfa-13674	167	90	ratios	ratio	NOUN
ajfa-13674	167	91	discriminating	discriminate	VERB
ajfa-13674	167	92	between	between	ADP
ajfa-13674	167	93	non	non	ADJ
ajfa-13674	167	94	-	-	ADJ
ajfa-13674	167	95	sick	sick	ADJ
ajfa-13674	167	96	and	and	CCONJ
ajfa-13674	167	97	sick	sick	ADJ
ajfa-13674	167	98	companies	company	NOUN
ajfa-13674	167	99	;	;	PUNCT
ajfa-13674	167	100	gupta	gupta	NOUN
ajfa-13674	167	101	(	(	PUNCT
ajfa-13674	167	102	1983	1983	NUM
ajfa-13674	167	103	)	)	PUNCT
ajfa-13674	167	104	on	on	ADP
ajfa-13674	167	105	the	the	DET
ajfa-13674	167	106	basis	basis	NOUN
ajfa-13674	167	107	of	of	ADP
ajfa-13674	167	108	a	a	DET
ajfa-13674	167	109	simple	simple	ADJ
ajfa-13674	167	110	non	non	ADJ
ajfa-13674	167	111	-	-	ADJ
ajfa-13674	167	112	parametric	parametric	ADJ
ajfa-13674	167	113	test	test	NOUN
ajfa-13674	167	114	found	find	VERB
ajfa-13674	167	115	that	that	SCONJ
ajfa-13674	167	116	operating	operate	VERB
ajfa-13674	167	117	cash	cash	NOUN
ajfa-13674	167	118	flow	flow	NOUN
ajfa-13674	167	119	to	to	ADP
ajfa-13674	167	120	(	(	PUNCT
ajfa-13674	167	121	total	total	ADJ
ajfa-13674	167	122	assets	asset	NOUN
ajfa-13674	167	123	+	+	CCONJ
ajfa-13674	167	124	depreciation	depreciation	NOUN
ajfa-13674	167	125	)	)	PUNCT
ajfa-13674	167	126	,	,	PUNCT
ajfa-13674	167	127	net	net	ADJ
ajfa-13674	167	128	worth	worth	NOUN
ajfa-13674	167	129	to	to	PART
ajfa-13674	167	130	total	total	VERB
ajfa-13674	167	131	tangible	tangible	ADJ
ajfa-13674	167	132	assets	asset	NOUN
ajfa-13674	167	133	and	and	CCONJ
ajfa-13674	167	134	ebdit	ebdit	NOUN
ajfa-13674	167	135	to	to	ADP
ajfa-13674	167	136	(	(	PUNCT
ajfa-13674	167	137	total	total	ADJ
ajfa-13674	167	138	assets	asset	NOUN
ajfa-13674	167	139	+	+	CCONJ
ajfa-13674	167	140	depreciation	depreciation	NOUN
ajfa-13674	167	141	)	)	PUNCT
ajfa-13674	167	142	as	as	ADP
ajfa-13674	167	143	few	few	ADJ
ajfa-13674	167	144	of	of	ADP
ajfa-13674	167	145	the	the	DET
ajfa-13674	167	146	seven	seven	NUM
ajfa-13674	167	147	ratios	ratio	NOUN
ajfa-13674	167	148	having	have	VERB
ajfa-13674	167	149	differentiating	differentiate	VERB
ajfa-13674	167	150	power	power	NOUN
ajfa-13674	167	151	.	.	PUNCT
ajfa-13674	168	1	the	the	DET
ajfa-13674	168	2	results	result	NOUN
ajfa-13674	168	3	of	of	ADP
ajfa-13674	168	4	the	the	DET
ajfa-13674	168	5	discriminators	discriminator	NOUN
ajfa-13674	168	6	of	of	ADP
ajfa-13674	168	7	the	the	DET
ajfa-13674	168	8	present	present	ADJ
ajfa-13674	168	9	study	study	NOUN
ajfa-13674	168	10	support	support	VERB
ajfa-13674	168	11	the	the	DET
ajfa-13674	168	12	findings	finding	NOUN
ajfa-13674	168	13	of	of	ADP
ajfa-13674	168	14	altman	altman	PROPN
ajfa-13674	168	15	(	(	PUNCT
ajfa-13674	168	16	1968	1968	NUM
ajfa-13674	168	17	)	)	PUNCT
ajfa-13674	168	18	where	where	SCONJ
ajfa-13674	168	19	four	four	NUM
ajfa-13674	168	20	out	out	ADP
ajfa-13674	168	21	of	of	ADP
ajfa-13674	168	22	five	five	NUM
ajfa-13674	168	23	ratios	ratio	NOUN
ajfa-13674	168	24	of	of	ADP
ajfa-13674	168	25	altman	altman	PROPN
ajfa-13674	168	26	’s	’s	PART
ajfa-13674	168	27	z	z	PROPN
ajfa-13674	168	28	score	score	NOUN
ajfa-13674	168	29	model	model	NOUN
ajfa-13674	168	30	are	be	AUX
ajfa-13674	168	31	found	find	VERB
ajfa-13674	168	32	to	to	PART
ajfa-13674	168	33	be	be	AUX
ajfa-13674	168	34	discriminating	discriminate	VERB
ajfa-13674	168	35	between	between	ADP
ajfa-13674	168	36	non	non	ADJ
ajfa-13674	168	37	-	-	ADJ
ajfa-13674	168	38	sick	sick	ADJ
ajfa-13674	168	39	and	and	CCONJ
ajfa-13674	168	40	sick	sick	ADJ
ajfa-13674	168	41	companies	company	NOUN
ajfa-13674	168	42	.	.	PUNCT
ajfa-13674	169	1	asian	asian	ADJ
ajfa-13674	169	2	journal	journal	PROPN
ajfa-13674	169	3	of	of	ADP
ajfa-13674	169	4	finance	finance	PROPN
ajfa-13674	169	5	&	&	CCONJ
ajfa-13674	169	6	accounting	accounting	PROPN
ajfa-13674	169	7	issn	issn	PROPN
ajfa-13674	169	8	1946	1946	NUM
ajfa-13674	169	9	-	-	PUNCT
ajfa-13674	169	10	052x	052x	NOUN
ajfa-13674	169	11	2018	2018	NUM
ajfa-13674	169	12	,	,	PUNCT
ajfa-13674	169	13	vol	vol	NOUN
ajfa-13674	169	14	.	.	PROPN
ajfa-13674	169	15	10	10	NUM
ajfa-13674	170	1	,	,	PUNCT
ajfa-13674	170	2	no	no	INTJ
ajfa-13674	170	3	.	.	NOUN
ajfa-13674	170	4	2	2	NUM
ajfa-13674	170	5	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	170	6	41	41	NUM
ajfa-13674	170	7	3.3	3.3	NUM
ajfa-13674	170	8	determination	determination	NOUN
ajfa-13674	170	9	of	of	ADP
ajfa-13674	170	10	predictors	predictor	NOUN
ajfa-13674	170	11	for	for	ADP
ajfa-13674	170	12	industrial	industrial	ADJ
ajfa-13674	170	13	sickness	sickness	NOUN
ajfa-13674	170	14	after	after	ADP
ajfa-13674	170	15	identifying	identify	VERB
ajfa-13674	170	16	the	the	DET
ajfa-13674	170	17	discriminating	discriminate	VERB
ajfa-13674	170	18	financial	financial	ADJ
ajfa-13674	170	19	ratios	ratio	NOUN
ajfa-13674	170	20	,	,	PUNCT
ajfa-13674	170	21	the	the	DET
ajfa-13674	170	22	procedure	procedure	NOUN
ajfa-13674	170	23	was	be	AUX
ajfa-13674	170	24	conducted	conduct	VERB
ajfa-13674	170	25	to	to	PART
ajfa-13674	170	26	identify	identify	VERB
ajfa-13674	170	27	the	the	DET
ajfa-13674	170	28	financial	financial	ADJ
ajfa-13674	170	29	ratios	ratio	NOUN
ajfa-13674	170	30	that	that	PRON
ajfa-13674	170	31	are	be	AUX
ajfa-13674	170	32	significant	significant	ADJ
ajfa-13674	170	33	in	in	ADP
ajfa-13674	170	34	the	the	DET
ajfa-13674	170	35	prediction	prediction	NOUN
ajfa-13674	170	36	of	of	ADP
ajfa-13674	170	37	industrial	industrial	ADJ
ajfa-13674	170	38	sickness	sickness	NOUN
ajfa-13674	170	39	.	.	PUNCT
ajfa-13674	171	1	this	this	DET
ajfa-13674	171	2	section	section	NOUN
ajfa-13674	171	3	is	be	AUX
ajfa-13674	171	4	emphasizing	emphasize	VERB
ajfa-13674	171	5	on	on	ADP
ajfa-13674	171	6	the	the	DET
ajfa-13674	171	7	other	other	ADJ
ajfa-13674	171	8	objective	objective	NOUN
ajfa-13674	171	9	of	of	ADP
ajfa-13674	171	10	determination	determination	NOUN
ajfa-13674	171	11	of	of	ADP
ajfa-13674	171	12	financial	financial	ADJ
ajfa-13674	171	13	ratios	ratio	NOUN
ajfa-13674	171	14	that	that	PRON
ajfa-13674	171	15	are	be	AUX
ajfa-13674	171	16	important	important	ADJ
ajfa-13674	171	17	in	in	ADP
ajfa-13674	171	18	prediction	prediction	NOUN
ajfa-13674	171	19	of	of	ADP
ajfa-13674	171	20	bankruptcy	bankruptcy	NOUN
ajfa-13674	171	21	.	.	PUNCT
ajfa-13674	172	1	we	we	PRON
ajfa-13674	172	2	have	have	AUX
ajfa-13674	172	3	used	use	VERB
ajfa-13674	172	4	canonical	canonical	ADJ
ajfa-13674	172	5	correlation	correlation	NOUN
ajfa-13674	172	6	analysis	analysis	NOUN
ajfa-13674	172	7	,	,	PUNCT
ajfa-13674	172	8	wilk	wilk	PROPN
ajfa-13674	172	9	’s	’s	PART
ajfa-13674	172	10	lambda	lambda	NOUN
ajfa-13674	172	11	and	and	CCONJ
ajfa-13674	172	12	mean	mean	ADJ
ajfa-13674	172	13	difference	difference	NOUN
ajfa-13674	172	14	of	of	ADP
ajfa-13674	172	15	41	41	NUM
ajfa-13674	172	16	financial	financial	ADJ
ajfa-13674	172	17	ratios	ratio	NOUN
ajfa-13674	172	18	to	to	PART
ajfa-13674	172	19	identify	identify	VERB
ajfa-13674	172	20	significant	significant	ADJ
ajfa-13674	172	21	predictors	predictor	NOUN
ajfa-13674	172	22	.	.	PUNCT
ajfa-13674	173	1	from	from	ADP
ajfa-13674	173	2	this	this	DET
ajfa-13674	173	3	analysis	analysis	NOUN
ajfa-13674	173	4	,	,	PUNCT
ajfa-13674	173	5	we	we	PRON
ajfa-13674	173	6	found	find	VERB
ajfa-13674	173	7	two	two	NUM
ajfa-13674	173	8	sets	set	NOUN
ajfa-13674	173	9	of	of	ADP
ajfa-13674	173	10	ratios	ratio	NOUN
ajfa-13674	173	11	which	which	PRON
ajfa-13674	173	12	have	have	AUX
ajfa-13674	173	13	emerged	emerge	VERB
ajfa-13674	173	14	as	as	ADP
ajfa-13674	173	15	the	the	DET
ajfa-13674	173	16	predictors	predictor	NOUN
ajfa-13674	173	17	.	.	PUNCT
ajfa-13674	174	1	out	out	ADP
ajfa-13674	174	2	of	of	ADP
ajfa-13674	174	3	these	these	DET
ajfa-13674	174	4	two	two	NUM
ajfa-13674	174	5	sets	set	NOUN
ajfa-13674	174	6	,	,	PUNCT
ajfa-13674	174	7	one	one	NUM
ajfa-13674	174	8	set	set	NOUN
ajfa-13674	174	9	is	be	AUX
ajfa-13674	174	10	having	have	VERB
ajfa-13674	174	11	16	16	NUM
ajfa-13674	174	12	ratios	ratio	NOUN
ajfa-13674	174	13	and	and	CCONJ
ajfa-13674	174	14	another	another	DET
ajfa-13674	174	15	set	set	NOUN
ajfa-13674	174	16	is	be	AUX
ajfa-13674	174	17	having	have	VERB
ajfa-13674	174	18	22	22	NUM
ajfa-13674	174	19	ratios	ratio	NOUN
ajfa-13674	174	20	.	.	PUNCT
ajfa-13674	175	1	following	follow	VERB
ajfa-13674	175	2	discussion	discussion	NOUN
ajfa-13674	175	3	focuses	focus	VERB
ajfa-13674	175	4	on	on	ADP
ajfa-13674	175	5	identification	identification	NOUN
ajfa-13674	175	6	of	of	ADP
ajfa-13674	175	7	the	the	DET
ajfa-13674	175	8	financial	financial	ADJ
ajfa-13674	175	9	ratios	ratio	NOUN
ajfa-13674	175	10	which	which	PRON
ajfa-13674	175	11	are	be	AUX
ajfa-13674	175	12	significant	significant	ADJ
ajfa-13674	175	13	predictors	predictor	NOUN
ajfa-13674	175	14	of	of	ADP
ajfa-13674	175	15	industrial	industrial	ADJ
ajfa-13674	175	16	sickness	sickness	NOUN
ajfa-13674	175	17	.	.	PUNCT
ajfa-13674	176	1	3.3.1	3.3.1	NUM
ajfa-13674	176	2	canonical	canonical	ADJ
ajfa-13674	176	3	correlation	correlation	NOUN
ajfa-13674	176	4	is	be	AUX
ajfa-13674	176	5	used	use	VERB
ajfa-13674	176	6	for	for	ADP
ajfa-13674	176	7	ratio	ratio	NOUN
ajfa-13674	176	8	selection	selection	NOUN
ajfa-13674	176	9	in	in	ADP
ajfa-13674	176	10	present	present	ADJ
ajfa-13674	176	11	study	study	NOUN
ajfa-13674	176	12	the	the	DET
ajfa-13674	176	13	canonical	canonical	ADJ
ajfa-13674	176	14	correlation	correlation	NOUN
ajfa-13674	176	15	for	for	ADP
ajfa-13674	176	16	each	each	DET
ajfa-13674	176	17	ratio	ratio	NOUN
ajfa-13674	176	18	of	of	ADP
ajfa-13674	176	19	solvent	solvent	ADJ
ajfa-13674	176	20	and	and	CCONJ
ajfa-13674	176	21	insolvent	insolvent	ADJ
ajfa-13674	176	22	company	company	NOUN
ajfa-13674	176	23	is	be	AUX
ajfa-13674	176	24	calculated	calculate	VERB
ajfa-13674	176	25	.	.	PUNCT
ajfa-13674	177	1	initially	initially	ADV
ajfa-13674	177	2	,	,	PUNCT
ajfa-13674	177	3	we	we	PRON
ajfa-13674	177	4	found	find	VERB
ajfa-13674	177	5	22	22	NUM
ajfa-13674	177	6	linear	linear	ADJ
ajfa-13674	177	7	combinations	combination	NOUN
ajfa-13674	177	8	(	(	PUNCT
ajfa-13674	177	9	22	22	NUM
ajfa-13674	177	10	ratios	ratio	NOUN
ajfa-13674	177	11	for	for	ADP
ajfa-13674	177	12	solvent	solvent	ADJ
ajfa-13674	177	13	and	and	CCONJ
ajfa-13674	177	14	insolvent	insolvent	ADJ
ajfa-13674	177	15	companies	company	NOUN
ajfa-13674	177	16	)	)	PUNCT
ajfa-13674	177	17	out	out	ADP
ajfa-13674	177	18	of	of	ADP
ajfa-13674	177	19	41	41	NUM
ajfa-13674	177	20	ratios	ratio	NOUN
ajfa-13674	177	21	that	that	PRON
ajfa-13674	177	22	maximize	maximize	VERB
ajfa-13674	177	23	the	the	DET
ajfa-13674	177	24	correlations	correlation	NOUN
ajfa-13674	177	25	between	between	ADP
ajfa-13674	177	26	the	the	DET
ajfa-13674	177	27	members	member	NOUN
ajfa-13674	177	28	of	of	ADP
ajfa-13674	177	29	each	each	DET
ajfa-13674	177	30	canonical	canonical	ADJ
ajfa-13674	177	31	variate	variate	NOUN
ajfa-13674	177	32	pair	pair	NOUN
ajfa-13674	177	33	.	.	PUNCT
ajfa-13674	178	1	then	then	ADV
ajfa-13674	178	2	we	we	PRON
ajfa-13674	178	3	adopted	adopt	VERB
ajfa-13674	178	4	a	a	DET
ajfa-13674	178	5	method	method	NOUN
ajfa-13674	178	6	of	of	ADP
ajfa-13674	178	7	substituting	substitute	VERB
ajfa-13674	178	8	or	or	CCONJ
ajfa-13674	178	9	removing	remove	VERB
ajfa-13674	178	10	a	a	DET
ajfa-13674	178	11	ratio	ratio	NOUN
ajfa-13674	178	12	out	out	ADP
ajfa-13674	178	13	of	of	ADP
ajfa-13674	178	14	these	these	DET
ajfa-13674	178	15	22	22	NUM
ajfa-13674	178	16	pairs	pair	NOUN
ajfa-13674	178	17	to	to	PART
ajfa-13674	178	18	find	find	VERB
ajfa-13674	178	19	out	out	ADP
ajfa-13674	178	20	how	how	SCONJ
ajfa-13674	178	21	the	the	DET
ajfa-13674	178	22	canonical	canonical	ADJ
ajfa-13674	178	23	correlation	correlation	NOUN
ajfa-13674	178	24	changes	change	NOUN
ajfa-13674	178	25	.	.	PUNCT
ajfa-13674	179	1	after	after	ADP
ajfa-13674	179	2	substituting	substitute	VERB
ajfa-13674	179	3	the	the	DET
ajfa-13674	179	4	pairs	pair	NOUN
ajfa-13674	179	5	of	of	ADP
ajfa-13674	179	6	ratios	ratio	NOUN
ajfa-13674	179	7	,	,	PUNCT
ajfa-13674	179	8	we	we	PRON
ajfa-13674	179	9	found	find	VERB
ajfa-13674	179	10	that	that	SCONJ
ajfa-13674	179	11	there	there	PRON
ajfa-13674	179	12	are	be	VERB
ajfa-13674	179	13	other	other	ADJ
ajfa-13674	179	14	16	16	NUM
ajfa-13674	179	15	linear	linear	ADJ
ajfa-13674	179	16	combinations	combination	NOUN
ajfa-13674	179	17	for	for	ADP
ajfa-13674	179	18	which	which	PRON
ajfa-13674	179	19	the	the	DET
ajfa-13674	179	20	correlation	correlation	NOUN
ajfa-13674	179	21	is	be	AUX
ajfa-13674	179	22	very	very	ADV
ajfa-13674	179	23	high	high	ADJ
ajfa-13674	179	24	.	.	PUNCT
ajfa-13674	180	1	if	if	SCONJ
ajfa-13674	180	2	the	the	DET
ajfa-13674	180	3	ratios	ratio	NOUN
ajfa-13674	180	4	were	be	AUX
ajfa-13674	180	5	reduced	reduce	VERB
ajfa-13674	180	6	more	more	ADJ
ajfa-13674	180	7	than	than	ADP
ajfa-13674	180	8	16	16	NUM
ajfa-13674	180	9	,	,	PUNCT
ajfa-13674	180	10	the	the	DET
ajfa-13674	180	11	correlation	correlation	NOUN
ajfa-13674	180	12	was	be	AUX
ajfa-13674	180	13	affected	affect	VERB
ajfa-13674	180	14	.	.	PUNCT
ajfa-13674	181	1	therefore	therefore	ADV
ajfa-13674	181	2	,	,	PUNCT
ajfa-13674	181	3	we	we	PRON
ajfa-13674	181	4	identified	identify	VERB
ajfa-13674	181	5	the	the	DET
ajfa-13674	181	6	values	value	NOUN
ajfa-13674	181	7	of	of	ADP
ajfa-13674	181	8	two	two	NUM
ajfa-13674	181	9	sets	set	NOUN
ajfa-13674	181	10	of	of	ADP
ajfa-13674	181	11	linear	linear	ADJ
ajfa-13674	181	12	combinations	combination	NOUN
ajfa-13674	181	13	where	where	SCONJ
ajfa-13674	181	14	canonical	canonical	ADJ
ajfa-13674	181	15	correlation	correlation	NOUN
ajfa-13674	181	16	for	for	ADP
ajfa-13674	181	17	16	16	NUM
ajfa-13674	181	18	and	and	CCONJ
ajfa-13674	181	19	22	22	NUM
ajfa-13674	181	20	ratios	ratio	NOUN
ajfa-13674	181	21	clearly	clearly	ADV
ajfa-13674	181	22	show	show	VERB
ajfa-13674	181	23	that	that	SCONJ
ajfa-13674	181	24	they	they	PRON
ajfa-13674	181	25	are	be	AUX
ajfa-13674	181	26	highly	highly	ADV
ajfa-13674	181	27	correlated	correlate	VERB
ajfa-13674	181	28	.	.	PUNCT
ajfa-13674	182	1	these	these	DET
ajfa-13674	182	2	two	two	NUM
ajfa-13674	182	3	groups	group	NOUN
ajfa-13674	182	4	of	of	ADP
ajfa-13674	182	5	ratios	ratio	NOUN
ajfa-13674	182	6	which	which	PRON
ajfa-13674	182	7	were	be	AUX
ajfa-13674	182	8	identified	identify	VERB
ajfa-13674	182	9	as	as	SCONJ
ajfa-13674	182	10	predictors	predictor	NOUN
ajfa-13674	182	11	contain	contain	VERB
ajfa-13674	182	12	partly	partly	ADV
ajfa-13674	182	13	the	the	DET
ajfa-13674	182	14	same	same	ADJ
ajfa-13674	182	15	variables	variable	NOUN
ajfa-13674	182	16	.	.	PUNCT
ajfa-13674	183	1	there	there	PRON
ajfa-13674	183	2	are	be	VERB
ajfa-13674	183	3	16	16	NUM
ajfa-13674	183	4	financial	financial	ADJ
ajfa-13674	183	5	ratios	ratio	NOUN
ajfa-13674	183	6	which	which	PRON
ajfa-13674	183	7	are	be	AUX
ajfa-13674	183	8	same	same	ADJ
ajfa-13674	183	9	in	in	ADP
ajfa-13674	183	10	both	both	CCONJ
ajfa-13674	183	11	the	the	DET
ajfa-13674	183	12	groups	group	NOUN
ajfa-13674	183	13	and	and	CCONJ
ajfa-13674	183	14	6	6	NUM
ajfa-13674	183	15	other	other	ADJ
ajfa-13674	183	16	ratios	ratio	NOUN
ajfa-13674	183	17	were	be	AUX
ajfa-13674	183	18	identified	identify	VERB
ajfa-13674	183	19	on	on	ADP
ajfa-13674	183	20	the	the	DET
ajfa-13674	183	21	basis	basis	NOUN
ajfa-13674	183	22	of	of	ADP
ajfa-13674	183	23	significant	significant	ADJ
ajfa-13674	183	24	canonical	canonical	ADJ
ajfa-13674	183	25	correlation	correlation	NOUN
ajfa-13674	183	26	and	and	CCONJ
ajfa-13674	183	27	added	add	VERB
ajfa-13674	183	28	in	in	ADP
ajfa-13674	183	29	the	the	DET
ajfa-13674	183	30	group	group	NOUN
ajfa-13674	183	31	of	of	ADP
ajfa-13674	183	32	16	16	NUM
ajfa-13674	183	33	ratios	ratio	NOUN
ajfa-13674	183	34	to	to	PART
ajfa-13674	183	35	make	make	VERB
ajfa-13674	183	36	22	22	NUM
ajfa-13674	183	37	ratios	ratio	NOUN
ajfa-13674	183	38	.	.	PUNCT
ajfa-13674	184	1	furthermore	furthermore	ADV
ajfa-13674	184	2	,	,	PUNCT
ajfa-13674	184	3	these	these	DET
ajfa-13674	184	4	16	16	NUM
ajfa-13674	184	5	ratios	ratio	NOUN
ajfa-13674	184	6	and	and	CCONJ
ajfa-13674	184	7	22	22	NUM
ajfa-13674	184	8	ratios	ratio	NOUN
ajfa-13674	184	9	of	of	ADP
ajfa-13674	184	10	the	the	DET
ajfa-13674	184	11	firms	firm	NOUN
ajfa-13674	184	12	were	be	AUX
ajfa-13674	184	13	used	use	VERB
ajfa-13674	184	14	as	as	ADP
ajfa-13674	184	15	predictors	predictor	NOUN
ajfa-13674	184	16	to	to	PART
ajfa-13674	184	17	develop	develop	VERB
ajfa-13674	184	18	different	different	ADJ
ajfa-13674	184	19	models	model	NOUN
ajfa-13674	184	20	i.e.	i.e.	X
ajfa-13674	184	21	a	a	DET
ajfa-13674	184	22	model	model	NOUN
ajfa-13674	184	23	using	use	VERB
ajfa-13674	184	24	16	16	NUM
ajfa-13674	184	25	ratios	ratio	NOUN
ajfa-13674	184	26	and	and	CCONJ
ajfa-13674	184	27	a	a	DET
ajfa-13674	184	28	model	model	NOUN
ajfa-13674	184	29	using	use	VERB
ajfa-13674	184	30	22	22	NUM
ajfa-13674	184	31	ratios	ratio	NOUN
ajfa-13674	184	32	to	to	PART
ajfa-13674	184	33	check	check	VERB
ajfa-13674	184	34	which	which	DET
ajfa-13674	184	35	model	model	NOUN
ajfa-13674	184	36	has	have	VERB
ajfa-13674	184	37	a	a	DET
ajfa-13674	184	38	better	well	ADJ
ajfa-13674	184	39	predictive	predictive	ADJ
ajfa-13674	184	40	ability	ability	NOUN
ajfa-13674	184	41	.	.	PUNCT
ajfa-13674	185	1	3.3.2	3.3.2	NUM
ajfa-13674	185	2	wilk	wilk	NOUN
ajfa-13674	185	3	’s	’s	PART
ajfa-13674	185	4	lambda	lambda	NOUN
ajfa-13674	185	5	is	be	AUX
ajfa-13674	185	6	used	use	VERB
ajfa-13674	185	7	in	in	ADP
ajfa-13674	185	8	the	the	DET
ajfa-13674	185	9	study	study	NOUN
ajfa-13674	185	10	wilk	wilk	PROPN
ajfa-13674	185	11	’s	’s	PART
ajfa-13674	185	12	lambda	lambda	NOUN
ajfa-13674	185	13	was	be	AUX
ajfa-13674	185	14	calculated	calculate	VERB
ajfa-13674	185	15	for	for	ADP
ajfa-13674	185	16	16	16	NUM
ajfa-13674	185	17	and	and	CCONJ
ajfa-13674	185	18	22	22	NUM
ajfa-13674	185	19	ratios	ratio	NOUN
ajfa-13674	185	20	both	both	ADV
ajfa-13674	185	21	.	.	PUNCT
ajfa-13674	186	1	the	the	DET
ajfa-13674	186	2	value	value	NOUN
ajfa-13674	186	3	for	for	ADP
ajfa-13674	186	4	16	16	NUM
ajfa-13674	186	5	ratio	ratio	NOUN
ajfa-13674	186	6	is	be	AUX
ajfa-13674	186	7	0.47593	0.47593	NUM
ajfa-13674	186	8	and	and	CCONJ
ajfa-13674	186	9	22	22	NUM
ajfa-13674	186	10	ratio	ratio	NOUN
ajfa-13674	186	11	is	be	AUX
ajfa-13674	186	12	0.38993	0.38993	NUM
ajfa-13674	186	13	.	.	PUNCT
ajfa-13674	187	1	the	the	DET
ajfa-13674	187	2	inputs	input	NOUN
ajfa-13674	187	3	are	be	AUX
ajfa-13674	187	4	the	the	DET
ajfa-13674	187	5	16	16	NUM
ajfa-13674	187	6	dimensional	dimensional	ADJ
ajfa-13674	187	7	or	or	CCONJ
ajfa-13674	187	8	22	22	NUM
ajfa-13674	187	9	dimensional	dimensional	ADJ
ajfa-13674	187	10	vectors	vector	NOUN
ajfa-13674	187	11	of	of	ADP
ajfa-13674	187	12	average	average	ADJ
ajfa-13674	187	13	data	datum	NOUN
ajfa-13674	187	14	of	of	ADP
ajfa-13674	187	15	solvent	solvent	NOUN
ajfa-13674	187	16	and	and	CCONJ
ajfa-13674	187	17	insolvent	insolvent	ADJ
ajfa-13674	187	18	companies	company	NOUN
ajfa-13674	187	19	for	for	ADP
ajfa-13674	187	20	last	last	ADJ
ajfa-13674	187	21	5	5	NUM
ajfa-13674	187	22	years	year	NOUN
ajfa-13674	187	23	.	.	PUNCT
ajfa-13674	188	1	3.3.3	3.3.3	NUM
ajfa-13674	188	2	mean	mean	VERB
ajfa-13674	188	3	difference	difference	NOUN
ajfa-13674	188	4	is	be	AUX
ajfa-13674	188	5	used	use	VERB
ajfa-13674	188	6	in	in	ADP
ajfa-13674	188	7	the	the	DET
ajfa-13674	188	8	study	study	NOUN
ajfa-13674	188	9	average	average	NOUN
ajfa-13674	188	10	of	of	ADP
ajfa-13674	188	11	each	each	DET
ajfa-13674	188	12	ratio	ratio	NOUN
ajfa-13674	188	13	is	be	AUX
ajfa-13674	188	14	taken	take	VERB
ajfa-13674	188	15	for	for	ADP
ajfa-13674	188	16	last	last	ADJ
ajfa-13674	188	17	five	five	NUM
ajfa-13674	188	18	years	year	NOUN
ajfa-13674	188	19	for	for	ADP
ajfa-13674	188	20	solvent	solvent	ADJ
ajfa-13674	188	21	and	and	CCONJ
ajfa-13674	188	22	insolvent	insolvent	ADJ
ajfa-13674	188	23	companies	company	NOUN
ajfa-13674	188	24	.	.	PUNCT
ajfa-13674	189	1	the	the	DET
ajfa-13674	189	2	ratios	ratio	NOUN
ajfa-13674	189	3	which	which	PRON
ajfa-13674	189	4	showed	show	VERB
ajfa-13674	189	5	the	the	DET
ajfa-13674	189	6	highest	high	ADJ
ajfa-13674	189	7	difference	difference	NOUN
ajfa-13674	189	8	between	between	ADP
ajfa-13674	189	9	two	two	NUM
ajfa-13674	189	10	classes	class	NOUN
ajfa-13674	189	11	were	be	AUX
ajfa-13674	189	12	selected	select	VERB
ajfa-13674	189	13	as	as	ADP
ajfa-13674	189	14	predictors	predictor	NOUN
ajfa-13674	189	15	.	.	PUNCT
ajfa-13674	190	1	out	out	ADP
ajfa-13674	190	2	of	of	ADP
ajfa-13674	190	3	the	the	DET
ajfa-13674	190	4	41	41	NUM
ajfa-13674	190	5	ratios	ratio	NOUN
ajfa-13674	190	6	which	which	PRON
ajfa-13674	190	7	were	be	AUX
ajfa-13674	190	8	identified	identify	VERB
ajfa-13674	190	9	as	as	ADP
ajfa-13674	190	10	discriminators	discriminator	NOUN
ajfa-13674	190	11	,	,	PUNCT
ajfa-13674	190	12	there	there	PRON
ajfa-13674	190	13	are	be	VERB
ajfa-13674	190	14	22	22	NUM
ajfa-13674	190	15	ratios	ratio	NOUN
ajfa-13674	190	16	which	which	PRON
ajfa-13674	190	17	have	have	AUX
ajfa-13674	190	18	emerged	emerge	VERB
ajfa-13674	190	19	as	as	ADP
ajfa-13674	190	20	significant	significant	ADJ
ajfa-13674	190	21	predictors	predictor	NOUN
ajfa-13674	190	22	based	base	VERB
ajfa-13674	190	23	on	on	ADP
ajfa-13674	190	24	canonical	canonical	ADJ
ajfa-13674	190	25	correlation	correlation	NOUN
ajfa-13674	190	26	,	,	PUNCT
ajfa-13674	190	27	wilk	wilk	PROPN
ajfa-13674	190	28	’s	’s	PART
ajfa-13674	190	29	lambda	lambda	NOUN
ajfa-13674	190	30	and	and	CCONJ
ajfa-13674	190	31	mean	mean	ADJ
ajfa-13674	190	32	difference	difference	NOUN
ajfa-13674	190	33	.	.	PUNCT
ajfa-13674	191	1	the	the	DET
ajfa-13674	191	2	findings	finding	NOUN
ajfa-13674	191	3	of	of	ADP
ajfa-13674	191	4	the	the	DET
ajfa-13674	191	5	study	study	NOUN
ajfa-13674	191	6	are	be	AUX
ajfa-13674	191	7	supporting	support	VERB
ajfa-13674	191	8	the	the	DET
ajfa-13674	191	9	results	result	NOUN
ajfa-13674	191	10	of	of	ADP
ajfa-13674	191	11	datta	datta	NOUN
ajfa-13674	191	12	(	(	PUNCT
ajfa-13674	191	13	2013	2013	NUM
ajfa-13674	191	14	)	)	PUNCT
ajfa-13674	191	15	who	who	PRON
ajfa-13674	191	16	had	have	AUX
ajfa-13674	191	17	used	use	VERB
ajfa-13674	191	18	canonical	canonical	ADJ
ajfa-13674	191	19	correlation	correlation	NOUN
ajfa-13674	191	20	to	to	PART
ajfa-13674	191	21	identify	identify	VERB
ajfa-13674	191	22	the	the	DET
ajfa-13674	191	23	financial	financial	ADJ
ajfa-13674	191	24	ratios	ratio	NOUN
ajfa-13674	191	25	which	which	PRON
ajfa-13674	191	26	are	be	AUX
ajfa-13674	191	27	emerging	emerge	VERB
ajfa-13674	191	28	as	as	ADP
ajfa-13674	191	29	discriminators	discriminator	NOUN
ajfa-13674	191	30	and	and	CCONJ
ajfa-13674	191	31	predictors	predictor	NOUN
ajfa-13674	191	32	.	.	PUNCT
ajfa-13674	192	1	in	in	ADP
ajfa-13674	192	2	the	the	DET
ajfa-13674	192	3	same	same	ADJ
ajfa-13674	192	4	study	study	NOUN
ajfa-13674	192	5	,	,	PUNCT
ajfa-13674	192	6	wilk	wilk	PROPN
ajfa-13674	192	7	’s	’s	PART
ajfa-13674	192	8	lambda	lambda	NOUN
ajfa-13674	192	9	was	be	AUX
ajfa-13674	192	10	used	use	VERB
ajfa-13674	192	11	to	to	PART
ajfa-13674	192	12	determine	determine	VERB
ajfa-13674	192	13	predictors	predictor	NOUN
ajfa-13674	192	14	.	.	PUNCT
ajfa-13674	193	1	the	the	DET
ajfa-13674	193	2	findings	finding	NOUN
ajfa-13674	193	3	asian	asian	PROPN
ajfa-13674	193	4	journal	journal	PROPN
ajfa-13674	193	5	of	of	ADP
ajfa-13674	193	6	finance	finance	PROPN
ajfa-13674	193	7	&	&	CCONJ
ajfa-13674	193	8	accounting	accounting	PROPN
ajfa-13674	193	9	issn	issn	PROPN
ajfa-13674	193	10	1946	1946	NUM
ajfa-13674	193	11	-	-	PUNCT
ajfa-13674	193	12	052x	052x	NOUN
ajfa-13674	193	13	2018	2018	NUM
ajfa-13674	193	14	,	,	PUNCT
ajfa-13674	193	15	vol	vol	NOUN
ajfa-13674	193	16	.	.	PROPN
ajfa-13674	193	17	10	10	NUM
ajfa-13674	193	18	,	,	PUNCT
ajfa-13674	193	19	no	no	INTJ
ajfa-13674	193	20	.	.	NOUN
ajfa-13674	193	21	2	2	NUM
ajfa-13674	193	22	ajfa.macrothink.org	ajfa.macrothink.org	NOUN
ajfa-13674	193	23	42	42	NUM
ajfa-13674	193	24	of	of	ADP
ajfa-13674	193	25	the	the	DET
ajfa-13674	193	26	study	study	NOUN
ajfa-13674	193	27	are	be	AUX
ajfa-13674	193	28	also	also	ADV
ajfa-13674	193	29	in	in	ADP
ajfa-13674	193	30	line	line	NOUN
ajfa-13674	193	31	with	with	ADP
ajfa-13674	193	32	the	the	DET
ajfa-13674	193	33	findings	finding	NOUN
ajfa-13674	193	34	of	of	ADP
ajfa-13674	193	35	the	the	DET
ajfa-13674	193	36	study	study	NOUN
ajfa-13674	193	37	done	do	VERB
ajfa-13674	193	38	by	by	ADP
ajfa-13674	193	39	mahalkshmi	mahalkshmi	ADJ
ajfa-13674	193	40	a.	a.	NOUN
ajfa-13674	193	41	(	(	PUNCT
ajfa-13674	193	42	2013	2013	NUM
ajfa-13674	193	43	)	)	PUNCT
ajfa-13674	193	44	who	who	PRON
ajfa-13674	193	45	had	have	AUX
ajfa-13674	193	46	used	use	VERB
ajfa-13674	193	47	wilk	wilk	PROPN
ajfa-13674	193	48	’s	’s	PART
ajfa-13674	193	49	lambda	lambda	NOUN
ajfa-13674	193	50	,	,	PUNCT
ajfa-13674	193	51	pillai	pillai	PROPN
ajfa-13674	193	52	’s	’s	PART
ajfa-13674	193	53	trace	trace	NOUN
ajfa-13674	193	54	and	and	CCONJ
ajfa-13674	193	55	manova	manova	PROPN
ajfa-13674	193	56	for	for	ADP
ajfa-13674	193	57	identifying	identify	VERB
ajfa-13674	193	58	predictors	predictor	NOUN
ajfa-13674	193	59	.	.	PUNCT
ajfa-13674	194	1	the	the	DET
ajfa-13674	194	2	22	22	NUM
ajfa-13674	194	3	ratios	ratio	NOUN
ajfa-13674	194	4	which	which	PRON
ajfa-13674	194	5	have	have	AUX
ajfa-13674	194	6	emerged	emerge	VERB
ajfa-13674	194	7	as	as	ADP
ajfa-13674	194	8	predictor	predictor	NOUN
ajfa-13674	194	9	ratios	ratio	NOUN
ajfa-13674	194	10	are	be	AUX
ajfa-13674	194	11	shown	show	VERB
ajfa-13674	194	12	in	in	ADP
ajfa-13674	194	13	the	the	DET
ajfa-13674	194	14	table	table	NOUN
ajfa-13674	194	15	below	below	ADV
ajfa-13674	194	16	.	.	PUNCT
ajfa-13674	195	1	table	table	NOUN
ajfa-13674	195	2	3	3	NUM
ajfa-13674	195	3	:	:	PUNCT
ajfa-13674	195	4	summary	summary	NOUN
ajfa-13674	195	5	of	of	ADP
ajfa-13674	195	6	financial	financial	ADJ
ajfa-13674	195	7	ratios	ratio	NOUN
ajfa-13674	195	8	identified	identify	VERB
ajfa-13674	195	9	as	as	ADP
ajfa-13674	195	10	predictors	predictor	NOUN
ajfa-13674	195	11	variable	variable	ADJ
ajfa-13674	195	12	description	description	NOUN
ajfa-13674	195	13	of	of	ADP
ajfa-13674	195	14	ratios	ratio	NOUN
ajfa-13674	195	15	variable	variable	ADJ
ajfa-13674	195	16	description	description	NOUN
ajfa-13674	195	17	of	of	ADP
ajfa-13674	195	18	ratios	ratio	NOUN
ajfa-13674	195	19	r1	r1	PROPN
ajfa-13674	195	20	cr	cr	PROPN
ajfa-13674	195	21	r12	r12	PROPN
ajfa-13674	195	22	ns	ns	NUM
ajfa-13674	195	23	/	/	SYM
ajfa-13674	195	24	debtors	debtor	NOUN
ajfa-13674	196	1	r2	r2	PROPN
ajfa-13674	196	2	qr	qr	PROPN
ajfa-13674	196	3	r13	r13	PROPN
ajfa-13674	196	4	ns	n	VERB
ajfa-13674	196	5	/	/	SYM
ajfa-13674	196	6	inv	inv	NOUN
ajfa-13674	196	7	.	.	PUNCT
ajfa-13674	197	1	r3	r3	PROPN
ajfa-13674	197	2	fc	fc	PROPN
ajfa-13674	197	3	/	/	SYM
ajfa-13674	197	4	ta	ta	PROPN
ajfa-13674	197	5	r14	r14	VERB
ajfa-13674	197	6	na	na	NOUN
ajfa-13674	197	7	/	/	SYM
ajfa-13674	197	8	qa	qa	PROPN
ajfa-13674	197	9	r4	r4	PROPN
ajfa-13674	197	10	cl	cl	PROPN
ajfa-13674	197	11	/	/	SYM
ajfa-13674	197	12	ta	ta	PROPN
ajfa-13674	197	13	r15	r15	NOUN
ajfa-13674	197	14	ns	ns	PROPN
ajfa-13674	197	15	/	/	SYM
ajfa-13674	197	16	fa	fa	PROPN
ajfa-13674	197	17	r5	r5	PROPN
ajfa-13674	197	18	pat	pat	PROPN
ajfa-13674	197	19	/	/	SYM
ajfa-13674	197	20	ce	ce	PROPN
ajfa-13674	197	21	r16	r16	PROPN
ajfa-13674	197	22	cash	cash	NOUN
ajfa-13674	197	23	/	/	SYM
ajfa-13674	197	24	toe	toe	NOUN
ajfa-13674	197	25	r6	r6	NOUN
ajfa-13674	197	26	pat	pat	PROPN
ajfa-13674	197	27	/	/	SYM
ajfa-13674	197	28	nw	nw	PROPN
ajfa-13674	197	29	r17	r17	PROPN
ajfa-13674	197	30	pbdit	pbdit	PROPN
ajfa-13674	197	31	/	/	SYM
ajfa-13674	197	32	ns	ns	NUM
ajfa-13674	197	33	r7	r7	PROPN
ajfa-13674	197	34	tta	tta	PROPN
ajfa-13674	197	35	/	/	SYM
ajfa-13674	197	36	cd	cd	PROPN
ajfa-13674	197	37	r18	r18	PROPN
ajfa-13674	197	38	ocf	ocf	PROPN
ajfa-13674	197	39	/	/	SYM
ajfa-13674	197	40	ns	n	VERB
ajfa-13674	197	41	r8	r8	PROPN
ajfa-13674	197	42	tta	tta	PROPN
ajfa-13674	197	43	/	/	SYM
ajfa-13674	197	44	ltd	ltd	PROPN
ajfa-13674	197	45	r19	r19	PROPN
ajfa-13674	197	46	nw	nw	PROPN
ajfa-13674	197	47	/	/	SYM
ajfa-13674	197	48	td	td	NOUN
ajfa-13674	197	49	r9	r9	VERB
ajfa-13674	197	50	cash	cash	NOUN
ajfa-13674	197	51	/	/	SYM
ajfa-13674	197	52	tta	tta	PROPN
ajfa-13674	197	53	r20	r20	PROPN
ajfa-13674	197	54	ebidt/(ta+dep	ebidt/(ta+dep	PROPN
ajfa-13674	197	55	)	)	PUNCT
ajfa-13674	197	56	r10	r10	NOUN
ajfa-13674	197	57	qa	qa	PROPN
ajfa-13674	197	58	/	/	SYM
ajfa-13674	197	59	tta	tta	PROPN
ajfa-13674	197	60	r21	r21	NOUN
ajfa-13674	197	61	ocf/(ta+dep	ocf/(ta+dep	NOUN
ajfa-13674	197	62	)	)	PUNCT
ajfa-13674	197	63	r11	r11	NOUN
ajfa-13674	197	64	ca	ca	PROPN
ajfa-13674	197	65	/	/	SYM
ajfa-13674	197	66	tta	tta	PROPN
ajfa-13674	197	67	r22	r22	PROPN
ajfa-13674	197	68	nw	nw	PROPN
ajfa-13674	197	69	/	/	SYM
ajfa-13674	197	70	tta	tta	PROPN
ajfa-13674	197	71	these	these	DET
ajfa-13674	197	72	22	22	NUM
ajfa-13674	197	73	ratios	ratio	NOUN
ajfa-13674	197	74	are	be	AUX
ajfa-13674	197	75	used	use	VERB
ajfa-13674	197	76	to	to	PART
ajfa-13674	197	77	construct	construct	VERB
ajfa-13674	197	78	models	model	NOUN
ajfa-13674	197	79	using	use	VERB
ajfa-13674	197	80	mda	mda	PROPN
ajfa-13674	197	81	technique	technique	NOUN
ajfa-13674	197	82	where	where	SCONJ
ajfa-13674	197	83	one	one	NUM
ajfa-13674	197	84	model	model	NOUN
ajfa-13674	197	85	was	be	AUX
ajfa-13674	197	86	created	create	VERB
ajfa-13674	197	87	using	use	VERB
ajfa-13674	197	88	the	the	DET
ajfa-13674	197	89	first	first	ADJ
ajfa-13674	197	90	16	16	NUM
ajfa-13674	197	91	ratios	ratio	NOUN
ajfa-13674	197	92	in	in	ADP
ajfa-13674	197	93	the	the	DET
ajfa-13674	197	94	above	above	ADJ
ajfa-13674	197	95	list	list	NOUN
ajfa-13674	197	96	and	and	CCONJ
ajfa-13674	197	97	another	another	DET
ajfa-13674	197	98	model	model	NOUN
ajfa-13674	197	99	was	be	AUX
ajfa-13674	197	100	constructed	construct	VERB
ajfa-13674	197	101	using	use	VERB
ajfa-13674	197	102	all	all	DET
ajfa-13674	197	103	22	22	NUM
ajfa-13674	197	104	ratios	ratio	NOUN
ajfa-13674	197	105	by	by	ADP
ajfa-13674	197	106	including	include	VERB
ajfa-13674	197	107	the	the	DET
ajfa-13674	197	108	remaining	remain	VERB
ajfa-13674	197	109	6	6	NUM
ajfa-13674	197	110	ratios	ratio	NOUN
ajfa-13674	197	111	.	.	PUNCT
ajfa-13674	198	1	for	for	ADP
ajfa-13674	198	2	models	model	NOUN
ajfa-13674	198	3	using	use	VERB
ajfa-13674	198	4	mda	mda	PROPN
ajfa-13674	198	5	+	+	CCONJ
ajfa-13674	198	6	pca	pca	PROPN
ajfa-13674	198	7	and	and	CCONJ
ajfa-13674	198	8	neural	neural	ADJ
ajfa-13674	198	9	networks	network	NOUN
ajfa-13674	198	10	,	,	PUNCT
ajfa-13674	198	11	we	we	PRON
ajfa-13674	198	12	have	have	AUX
ajfa-13674	198	13	used	use	VERB
ajfa-13674	198	14	22	22	NUM
ajfa-13674	198	15	ratios	ratio	NOUN
ajfa-13674	198	16	.	.	PUNCT
ajfa-13674	199	1	4	4	X
ajfa-13674	199	2	.	.	X
ajfa-13674	199	3	development	development	NOUN
ajfa-13674	199	4	of	of	ADP
ajfa-13674	199	5	models	model	NOUN
ajfa-13674	199	6	4.1	4.1	NUM
ajfa-13674	199	7	multi	multi	ADJ
ajfa-13674	199	8	discriminant	discriminant	PROPN
ajfa-13674	199	9	analysis	analysis	NOUN
ajfa-13674	199	10	mda	mda	PROPN
ajfa-13674	199	11	based	base	VERB
ajfa-13674	199	12	model	model	NOUN
ajfa-13674	199	13	was	be	AUX
ajfa-13674	199	14	first	first	ADV
ajfa-13674	199	15	propounded	propound	VERB
ajfa-13674	199	16	by	by	ADP
ajfa-13674	199	17	altman	altman	PROPN
ajfa-13674	199	18	(	(	PUNCT
ajfa-13674	199	19	1968	1968	NUM
ajfa-13674	199	20	)	)	PUNCT
ajfa-13674	199	21	as	as	ADP
ajfa-13674	199	22	multivariate	multivariate	NOUN
ajfa-13674	199	23	model	model	NOUN
ajfa-13674	199	24	on	on	ADP
ajfa-13674	199	25	the	the	DET
ajfa-13674	199	26	basis	basis	NOUN
ajfa-13674	199	27	of	of	ADP
ajfa-13674	199	28	5	5	NUM
ajfa-13674	199	29	financial	financial	ADJ
ajfa-13674	199	30	ratios	ratio	NOUN
ajfa-13674	199	31	which	which	PRON
ajfa-13674	199	32	had	have	AUX
ajfa-13674	199	33	become	become	VERB
ajfa-13674	199	34	a	a	DET
ajfa-13674	199	35	widely	widely	ADV
ajfa-13674	199	36	accepted	accept	VERB
ajfa-13674	199	37	tool	tool	NOUN
ajfa-13674	199	38	for	for	ADP
ajfa-13674	199	39	prediction	prediction	NOUN
ajfa-13674	199	40	of	of	ADP
ajfa-13674	199	41	industrial	industrial	ADJ
ajfa-13674	199	42	sickness	sickness	NOUN
ajfa-13674	199	43	.	.	PUNCT
ajfa-13674	200	1	the	the	DET
ajfa-13674	200	2	model	model	NOUN
ajfa-13674	200	3	construction	construction	NOUN
ajfa-13674	200	4	on	on	ADP
ajfa-13674	200	5	the	the	DET
ajfa-13674	200	6	basis	basis	NOUN
ajfa-13674	200	7	of	of	ADP
ajfa-13674	200	8	mda	mda	PROPN
ajfa-13674	200	9	is	be	AUX
ajfa-13674	200	10	based	base	VERB
ajfa-13674	200	11	on	on	ADP
ajfa-13674	200	12	the	the	DET
ajfa-13674	200	13	empirical	empirical	ADJ
ajfa-13674	200	14	studies	study	NOUN
ajfa-13674	200	15	done	do	VERB
ajfa-13674	200	16	by	by	ADP
ajfa-13674	200	17	altman	altman	PROPN
ajfa-13674	200	18	(	(	PUNCT
ajfa-13674	200	19	1968	1968	NUM
ajfa-13674	200	20	)	)	PUNCT
ajfa-13674	200	21	,	,	PUNCT
ajfa-13674	200	22	srivastava	srivastava	PROPN
ajfa-13674	200	23	and	and	CCONJ
ajfa-13674	200	24	yadav	yadav	PROPN
ajfa-13674	200	25	(	(	PUNCT
ajfa-13674	200	26	1986	1986	NUM
ajfa-13674	200	27	)	)	PUNCT
ajfa-13674	200	28	,	,	PUNCT
ajfa-13674	200	29	altman	altman	NOUN
ajfa-13674	200	30	(	(	PUNCT
ajfa-13674	200	31	1977	1977	NUM
ajfa-13674	200	32	)	)	PUNCT
ajfa-13674	200	33	etc	etc	X
ajfa-13674	200	34	.	.	X
ajfa-13674	201	1	mda	mda	PROPN
ajfa-13674	201	2	is	be	AUX
ajfa-13674	201	3	used	use	VERB
ajfa-13674	201	4	when	when	SCONJ
ajfa-13674	201	5	dependent	dependent	ADJ
ajfa-13674	201	6	variable	variable	NOUN
ajfa-13674	201	7	is	be	AUX
ajfa-13674	201	8	categorical	categorical	ADJ
ajfa-13674	201	9	and	and	CCONJ
ajfa-13674	201	10	independent	independent	ADJ
ajfa-13674	201	11	variables	variable	NOUN
ajfa-13674	201	12	are	be	AUX
ajfa-13674	201	13	metric	metric	ADJ
ajfa-13674	201	14	.	.	PUNCT
ajfa-13674	202	1	asian	asian	ADJ
ajfa-13674	202	2	journal	journal	PROPN
ajfa-13674	202	3	of	of	ADP
ajfa-13674	202	4	finance	finance	PROPN
ajfa-13674	202	5	&	&	CCONJ
ajfa-13674	202	6	accounting	accounting	PROPN
ajfa-13674	202	7	issn	issn	PROPN
ajfa-13674	202	8	1946	1946	NUM
ajfa-13674	202	9	-	-	PUNCT
ajfa-13674	202	10	052x	052x	NOUN
ajfa-13674	202	11	2018	2018	NUM
ajfa-13674	202	12	,	,	PUNCT
ajfa-13674	202	13	vol	vol	NOUN
ajfa-13674	202	14	.	.	PROPN
ajfa-13674	203	1	10	10	NUM
ajfa-13674	203	2	,	,	PUNCT
ajfa-13674	203	3	no	no	INTJ
ajfa-13674	203	4	.	.	NOUN
ajfa-13674	203	5	2	2	NUM
ajfa-13674	203	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	203	7	43	43	NUM
ajfa-13674	203	8	in	in	ADP
ajfa-13674	203	9	our	our	PRON
ajfa-13674	203	10	case	case	NOUN
ajfa-13674	203	11	,	,	PUNCT
ajfa-13674	203	12	dependent	dependent	ADJ
ajfa-13674	203	13	variable	variable	NOUN
ajfa-13674	203	14	is	be	AUX
ajfa-13674	203	15	the	the	DET
ajfa-13674	203	16	solvency	solvency	NOUN
ajfa-13674	203	17	of	of	ADP
ajfa-13674	203	18	a	a	DET
ajfa-13674	203	19	company	company	NOUN
ajfa-13674	203	20	which	which	PRON
ajfa-13674	203	21	is	be	AUX
ajfa-13674	203	22	categorical	categorical	ADJ
ajfa-13674	203	23	and	and	CCONJ
ajfa-13674	203	24	independent	independent	ADJ
ajfa-13674	203	25	variables	variable	NOUN
ajfa-13674	203	26	are	be	AUX
ajfa-13674	203	27	company	company	NOUN
ajfa-13674	203	28	’s	’s	PART
ajfa-13674	203	29	different	different	ADJ
ajfa-13674	203	30	financial	financial	ADJ
ajfa-13674	203	31	ratios	ratio	NOUN
ajfa-13674	203	32	.	.	PUNCT
ajfa-13674	204	1	mda	mda	PROPN
ajfa-13674	204	2	drives	drive	VERB
ajfa-13674	204	3	variate	variate	VERB
ajfa-13674	204	4	that	that	SCONJ
ajfa-13674	204	5	best	good	ADJ
ajfa-13674	204	6	distinguishes	distinguish	VERB
ajfa-13674	204	7	between	between	ADP
ajfa-13674	204	8	priori	priori	ADJ
ajfa-13674	204	9	groups	group	NOUN
ajfa-13674	204	10	.	.	PUNCT
ajfa-13674	205	1	mda	mda	PROPN
ajfa-13674	205	2	sets	set	VERB
ajfa-13674	205	3	variate	variate	NOUN
ajfa-13674	205	4	’s	’s	PART
ajfa-13674	205	5	weights	weight	NOUN
ajfa-13674	205	6	to	to	PART
ajfa-13674	205	7	maximise	maximise	VERB
ajfa-13674	205	8	between	between	ADP
ajfa-13674	205	9	group	group	NOUN
ajfa-13674	205	10	variance	variance	NOUN
ajfa-13674	205	11	rather	rather	ADV
ajfa-13674	205	12	than	than	ADP
ajfa-13674	205	13	within	within	ADP
ajfa-13674	205	14	group	group	NOUN
ajfa-13674	205	15	variance	variance	NOUN
ajfa-13674	205	16	.	.	PUNCT
ajfa-13674	206	1	thus	thus	ADV
ajfa-13674	206	2	it	it	PRON
ajfa-13674	206	3	creates	create	VERB
ajfa-13674	206	4	the	the	DET
ajfa-13674	206	5	large	large	ADJ
ajfa-13674	206	6	distance	distance	NOUN
ajfa-13674	206	7	between	between	ADP
ajfa-13674	206	8	the	the	DET
ajfa-13674	206	9	groups	group	NOUN
ajfa-13674	206	10	.	.	PUNCT
ajfa-13674	207	1	in	in	ADP
ajfa-13674	207	2	mda	mda	PROPN
ajfa-13674	207	3	,	,	PUNCT
ajfa-13674	207	4	with	with	ADP
ajfa-13674	207	5	the	the	DET
ajfa-13674	207	6	help	help	NOUN
ajfa-13674	207	7	of	of	ADP
ajfa-13674	207	8	derived	derived	ADJ
ajfa-13674	207	9	coefficients	coefficient	NOUN
ajfa-13674	207	10	of	of	ADP
ajfa-13674	207	11	each	each	PRON
ajfa-13674	207	12	of	of	ADP
ajfa-13674	207	13	the	the	DET
ajfa-13674	207	14	independent	independent	ADJ
ajfa-13674	207	15	variables	variable	NOUN
ajfa-13674	207	16	,	,	PUNCT
ajfa-13674	207	17	a	a	DET
ajfa-13674	207	18	j	j	NOUN
ajfa-13674	207	19	score	score	NOUN
ajfa-13674	207	20	is	be	AUX
ajfa-13674	207	21	calculated	calculate	VERB
ajfa-13674	207	22	.	.	PUNCT
ajfa-13674	208	1	average	average	ADJ
ajfa-13674	208	2	j	j	PROPN
ajfa-13674	208	3	score	score	NOUN
ajfa-13674	208	4	of	of	ADP
ajfa-13674	208	5	a	a	DET
ajfa-13674	208	6	group	group	NOUN
ajfa-13674	208	7	gives	give	VERB
ajfa-13674	208	8	the	the	DET
ajfa-13674	208	9	centroid	centroid	NOUN
ajfa-13674	208	10	.	.	PUNCT
ajfa-13674	209	1	thus	thus	ADV
ajfa-13674	209	2	the	the	DET
ajfa-13674	209	3	classification	classification	NOUN
ajfa-13674	209	4	j	j	PROPN
ajfa-13674	209	5	score	score	NOUN
ajfa-13674	209	6	is	be	AUX
ajfa-13674	209	7	determined	determine	VERB
ajfa-13674	209	8	by	by	ADP
ajfa-13674	209	9	cutting	cut	VERB
ajfa-13674	209	10	scores	score	NOUN
ajfa-13674	209	11	which	which	PRON
ajfa-13674	209	12	are	be	AUX
ajfa-13674	209	13	derived	derive	VERB
ajfa-13674	209	14	from	from	ADP
ajfa-13674	209	15	group	group	NOUN
ajfa-13674	209	16	centroids	centroid	NOUN
ajfa-13674	209	17	.	.	PUNCT
ajfa-13674	210	1	mda	mda	PROPN
ajfa-13674	210	2	is	be	AUX
ajfa-13674	210	3	a	a	DET
ajfa-13674	210	4	technique	technique	NOUN
ajfa-13674	210	5	for	for	ADP
ajfa-13674	210	6	measuring	measure	VERB
ajfa-13674	210	7	the	the	DET
ajfa-13674	210	8	probability	probability	NOUN
ajfa-13674	210	9	of	of	ADP
ajfa-13674	210	10	insolvency	insolvency	NOUN
ajfa-13674	210	11	.	.	PUNCT
ajfa-13674	211	1	this	this	DET
ajfa-13674	211	2	method	method	NOUN
ajfa-13674	211	3	assigns	assign	VERB
ajfa-13674	211	4	independent	independent	ADJ
ajfa-13674	211	5	observations	observation	NOUN
ajfa-13674	211	6	to	to	ADP
ajfa-13674	211	7	groups	group	NOUN
ajfa-13674	211	8	defined	define	VERB
ajfa-13674	211	9	by	by	ADP
ajfa-13674	211	10	a	a	DET
ajfa-13674	211	11	qualitative	qualitative	ADJ
ajfa-13674	211	12	feature	feature	NOUN
ajfa-13674	211	13	as	as	ADP
ajfa-13674	211	14	sick	sick	ADJ
ajfa-13674	211	15	or	or	CCONJ
ajfa-13674	211	16	non	non	ADJ
ajfa-13674	211	17	-	-	ADJ
ajfa-13674	211	18	sick	sick	ADJ
ajfa-13674	211	19	.	.	PUNCT
ajfa-13674	212	1	for	for	ADP
ajfa-13674	212	2	this	this	DET
ajfa-13674	212	3	purpose	purpose	NOUN
ajfa-13674	212	4	,	,	PUNCT
ajfa-13674	212	5	mda	mda	PROPN
ajfa-13674	212	6	develops	develop	VERB
ajfa-13674	212	7	a	a	DET
ajfa-13674	212	8	linear	linear	ADJ
ajfa-13674	212	9	combination	combination	NOUN
ajfa-13674	212	10	of	of	ADP
ajfa-13674	212	11	inputs	input	NOUN
ajfa-13674	212	12	which	which	PRON
ajfa-13674	212	13	can	can	AUX
ajfa-13674	212	14	be	be	AUX
ajfa-13674	212	15	called	call	VERB
ajfa-13674	212	16	discriminating	discriminating	ADJ
ajfa-13674	212	17	variables	variable	NOUN
ajfa-13674	212	18	between	between	ADP
ajfa-13674	212	19	the	the	DET
ajfa-13674	212	20	groups	group	NOUN
ajfa-13674	212	21	.	.	PUNCT
ajfa-13674	213	1	mda	mda	PROPN
ajfa-13674	213	2	works	work	VERB
ajfa-13674	213	3	as	as	ADP
ajfa-13674	213	4	a	a	DET
ajfa-13674	213	5	classification	classification	NOUN
ajfa-13674	213	6	technique	technique	NOUN
ajfa-13674	213	7	with	with	ADP
ajfa-13674	213	8	a	a	DET
ajfa-13674	213	9	capacity	capacity	NOUN
ajfa-13674	213	10	to	to	PART
ajfa-13674	213	11	analyse	analyse	VERB
ajfa-13674	213	12	the	the	DET
ajfa-13674	213	13	descriptive	descriptive	ADJ
ajfa-13674	213	14	importance	importance	NOUN
ajfa-13674	213	15	of	of	ADP
ajfa-13674	213	16	financial	financial	ADJ
ajfa-13674	213	17	ratios	ratio	NOUN
ajfa-13674	213	18	.	.	PUNCT
ajfa-13674	214	1	the	the	DET
ajfa-13674	214	2	percentage	percentage	NOUN
ajfa-13674	214	3	of	of	ADP
ajfa-13674	214	4	firms	firm	NOUN
ajfa-13674	214	5	which	which	PRON
ajfa-13674	214	6	are	be	AUX
ajfa-13674	214	7	correctly	correctly	ADV
ajfa-13674	214	8	classified	classified	ADJ
ajfa-13674	214	9	on	on	ADP
ajfa-13674	214	10	the	the	DET
ajfa-13674	214	11	basis	basis	NOUN
ajfa-13674	214	12	of	of	ADP
ajfa-13674	214	13	such	such	ADJ
ajfa-13674	214	14	discriminant	discriminant	ADJ
ajfa-13674	214	15	function	function	NOUN
ajfa-13674	214	16	shows	show	VERB
ajfa-13674	214	17	the	the	DET
ajfa-13674	214	18	explanatory	explanatory	ADJ
ajfa-13674	214	19	power	power	NOUN
ajfa-13674	214	20	of	of	ADP
ajfa-13674	214	21	the	the	DET
ajfa-13674	214	22	model	model	NOUN
ajfa-13674	214	23	which	which	PRON
ajfa-13674	214	24	is	be	AUX
ajfa-13674	214	25	equivalent	equivalent	ADJ
ajfa-13674	214	26	to	to	ADP
ajfa-13674	214	27	r2	r2	PROPN
ajfa-13674	214	28	in	in	ADP
ajfa-13674	214	29	the	the	DET
ajfa-13674	214	30	regression	regression	NOUN
ajfa-13674	214	31	equation	equation	NOUN
ajfa-13674	214	32	.	.	PUNCT
ajfa-13674	215	1	in	in	ADP
ajfa-13674	215	2	the	the	DET
ajfa-13674	215	3	mda	mda	PROPN
ajfa-13674	215	4	based	base	VERB
ajfa-13674	215	5	model	model	NOUN
ajfa-13674	215	6	,	,	PUNCT
ajfa-13674	215	7	multivariate	multivariate	NOUN
ajfa-13674	215	8	gaussian	gaussian	ADJ
ajfa-13674	215	9	distribution	distribution	NOUN
ajfa-13674	215	10	is	be	AUX
ajfa-13674	215	11	used	use	VERB
ajfa-13674	215	12	to	to	PART
ajfa-13674	215	13	generate	generate	VERB
ajfa-13674	215	14	data	datum	NOUN
ajfa-13674	215	15	using	use	VERB
ajfa-13674	215	16	each	each	DET
ajfa-13674	215	17	class	class	NOUN
ajfa-13674	215	18	.	.	PUNCT
ajfa-13674	216	1	the	the	DET
ajfa-13674	216	2	data	datum	NOUN
ajfa-13674	216	3	(	(	PUNCT
ajfa-13674	216	4	x	x	X
ajfa-13674	216	5	)	)	PUNCT
ajfa-13674	216	6	is	be	AUX
ajfa-13674	216	7	assumed	assume	VERB
ajfa-13674	216	8	to	to	PART
ajfa-13674	216	9	have	have	VERB
ajfa-13674	216	10	a	a	DET
ajfa-13674	216	11	normal	normal	ADJ
ajfa-13674	216	12	distribution	distribution	NOUN
ajfa-13674	216	13	.	.	PUNCT
ajfa-13674	217	1	in	in	ADP
ajfa-13674	217	2	case	case	NOUN
ajfa-13674	217	3	of	of	ADP
ajfa-13674	217	4	a	a	DET
ajfa-13674	217	5	linear	linear	ADJ
ajfa-13674	217	6	mda	mda	PROPN
ajfa-13674	217	7	,	,	PUNCT
ajfa-13674	217	8	each	each	DET
ajfa-13674	217	9	class	class	NOUN
ajfa-13674	217	10	will	will	AUX
ajfa-13674	217	11	have	have	VERB
ajfa-13674	217	12	equal	equal	ADJ
ajfa-13674	217	13	covariance	covariance	NOUN
ajfa-13674	217	14	matrix	matrix	NOUN
ajfa-13674	217	15	in	in	ADP
ajfa-13674	217	16	the	the	DET
ajfa-13674	217	17	model	model	NOUN
ajfa-13674	217	18	but	but	CCONJ
ajfa-13674	217	19	the	the	DET
ajfa-13674	217	20	mean	mean	ADJ
ajfa-13674	217	21	values	value	NOUN
ajfa-13674	217	22	will	will	AUX
ajfa-13674	217	23	differ	differ	VERB
ajfa-13674	217	24	.	.	PUNCT
ajfa-13674	218	1	whereas	whereas	SCONJ
ajfa-13674	218	2	in	in	ADP
ajfa-13674	218	3	case	case	NOUN
ajfa-13674	218	4	of	of	ADP
ajfa-13674	218	5	quadratic	quadratic	ADJ
ajfa-13674	218	6	mda	mda	PROPN
ajfa-13674	218	7	,	,	PUNCT
ajfa-13674	218	8	each	each	DET
ajfa-13674	218	9	class	class	NOUN
ajfa-13674	218	10	will	will	AUX
ajfa-13674	218	11	have	have	VERB
ajfa-13674	218	12	different	different	ADJ
ajfa-13674	218	13	covariance	covariance	NOUN
ajfa-13674	218	14	and	and	CCONJ
ajfa-13674	218	15	mean	mean	ADJ
ajfa-13674	218	16	values	value	NOUN
ajfa-13674	218	17	.	.	PUNCT
ajfa-13674	219	1	4.1.1	4.1.1	NUM
ajfa-13674	219	2	model	model	NOUN
ajfa-13674	219	3	preparation	preparation	NOUN
ajfa-13674	219	4	in	in	ADP
ajfa-13674	219	5	the	the	DET
ajfa-13674	219	6	mda	mda	PROPN
ajfa-13674	219	7	based	base	VERB
ajfa-13674	219	8	model	model	NOUN
ajfa-13674	219	9	,	,	PUNCT
ajfa-13674	219	10	multivariate	multivariate	NOUN
ajfa-13674	219	11	gaussian	gaussian	ADJ
ajfa-13674	219	12	distribution	distribution	NOUN
ajfa-13674	219	13	is	be	AUX
ajfa-13674	219	14	used	use	VERB
ajfa-13674	219	15	to	to	PART
ajfa-13674	219	16	generate	generate	VERB
ajfa-13674	219	17	data	datum	NOUN
ajfa-13674	219	18	using	use	VERB
ajfa-13674	219	19	each	each	DET
ajfa-13674	219	20	class	class	NOUN
ajfa-13674	219	21	.	.	PUNCT
ajfa-13674	220	1	the	the	DET
ajfa-13674	220	2	data	datum	NOUN
ajfa-13674	220	3	(	(	PUNCT
ajfa-13674	220	4	x	x	X
ajfa-13674	220	5	)	)	PUNCT
ajfa-13674	220	6	is	be	AUX
ajfa-13674	220	7	assumed	assume	VERB
ajfa-13674	220	8	to	to	PART
ajfa-13674	220	9	have	have	VERB
ajfa-13674	220	10	a	a	DET
ajfa-13674	220	11	normal	normal	ADJ
ajfa-13674	220	12	distribution	distribution	NOUN
ajfa-13674	220	13	.	.	PUNCT
ajfa-13674	221	1	in	in	ADP
ajfa-13674	221	2	case	case	NOUN
ajfa-13674	221	3	of	of	ADP
ajfa-13674	221	4	a	a	DET
ajfa-13674	221	5	linear	linear	ADJ
ajfa-13674	221	6	mda	mda	PROPN
ajfa-13674	221	7	,	,	PUNCT
ajfa-13674	221	8	each	each	DET
ajfa-13674	221	9	class	class	NOUN
ajfa-13674	221	10	will	will	AUX
ajfa-13674	221	11	have	have	VERB
ajfa-13674	221	12	equal	equal	ADJ
ajfa-13674	221	13	covariance	covariance	NOUN
ajfa-13674	221	14	matrix	matrix	NOUN
ajfa-13674	221	15	in	in	ADP
ajfa-13674	221	16	the	the	DET
ajfa-13674	221	17	model	model	NOUN
ajfa-13674	221	18	but	but	CCONJ
ajfa-13674	221	19	the	the	DET
ajfa-13674	221	20	mean	mean	ADJ
ajfa-13674	221	21	values	value	NOUN
ajfa-13674	221	22	will	will	AUX
ajfa-13674	221	23	differ	differ	VERB
ajfa-13674	221	24	.	.	PUNCT
ajfa-13674	222	1	whereas	whereas	SCONJ
ajfa-13674	222	2	in	in	ADP
ajfa-13674	222	3	case	case	NOUN
ajfa-13674	222	4	of	of	ADP
ajfa-13674	222	5	quadratic	quadratic	ADJ
ajfa-13674	222	6	mda	mda	PROPN
ajfa-13674	222	7	,	,	PUNCT
ajfa-13674	222	8	each	each	DET
ajfa-13674	222	9	class	class	NOUN
ajfa-13674	222	10	will	will	AUX
ajfa-13674	222	11	have	have	VERB
ajfa-13674	222	12	different	different	ADJ
ajfa-13674	222	13	covariance	covariance	NOUN
ajfa-13674	222	14	and	and	CCONJ
ajfa-13674	222	15	mean	mean	ADJ
ajfa-13674	222	16	values	value	NOUN
ajfa-13674	222	17	.	.	PUNCT
ajfa-13674	223	1	in	in	ADP
ajfa-13674	223	2	the	the	DET
ajfa-13674	223	3	first	first	ADJ
ajfa-13674	223	4	step	step	NOUN
ajfa-13674	223	5	,	,	PUNCT
ajfa-13674	223	6	sample	sample	NOUN
ajfa-13674	223	7	mean	mean	NOUN
ajfa-13674	223	8	will	will	AUX
ajfa-13674	223	9	be	be	AUX
ajfa-13674	223	10	calculated	calculate	VERB
ajfa-13674	223	11	for	for	ADP
ajfa-13674	223	12	each	each	DET
ajfa-13674	223	13	class	class	NOUN
ajfa-13674	223	14	for	for	ADP
ajfa-13674	223	15	linear	linear	PROPN
ajfa-13674	223	16	mda	mda	PROPN
ajfa-13674	223	17	.	.	PUNCT
ajfa-13674	224	1	after	after	ADP
ajfa-13674	224	2	that	that	PRON
ajfa-13674	224	3	,	,	PUNCT
ajfa-13674	224	4	sample	sample	NOUN
ajfa-13674	224	5	covariance	covariance	NOUN
ajfa-13674	224	6	will	will	AUX
ajfa-13674	224	7	be	be	AUX
ajfa-13674	224	8	calculated	calculate	VERB
ajfa-13674	224	9	by	by	ADP
ajfa-13674	224	10	subtracting	subtract	VERB
ajfa-13674	224	11	the	the	DET
ajfa-13674	224	12	mean	mean	NOUN
ajfa-13674	224	13	of	of	ADP
ajfa-13674	224	14	each	each	DET
ajfa-13674	224	15	class	class	NOUN
ajfa-13674	224	16	from	from	ADP
ajfa-13674	224	17	the	the	DET
ajfa-13674	224	18	observations	observation	NOUN
ajfa-13674	224	19	of	of	ADP
ajfa-13674	224	20	that	that	DET
ajfa-13674	224	21	class	class	NOUN
ajfa-13674	224	22	and	and	CCONJ
ajfa-13674	224	23	considering	consider	VERB
ajfa-13674	224	24	the	the	DET
ajfa-13674	224	25	experimental	experimental	ADJ
ajfa-13674	224	26	covariance	covariance	NOUN
ajfa-13674	224	27	matrix	matrix	NOUN
ajfa-13674	224	28	.	.	PUNCT
ajfa-13674	225	1	it	it	PRON
ajfa-13674	225	2	does	do	AUX
ajfa-13674	225	3	not	not	PART
ajfa-13674	225	4	use	use	VERB
ajfa-13674	225	5	prior	prior	ADJ
ajfa-13674	225	6	probabilities	probability	NOUN
ajfa-13674	225	7	or	or	CCONJ
ajfa-13674	225	8	costs	cost	NOUN
ajfa-13674	225	9	for	for	ADP
ajfa-13674	225	10	fitting	fitting	ADJ
ajfa-13674	225	11	.	.	PUNCT
ajfa-13674	226	1	the	the	DET
ajfa-13674	226	2	weighted	weight	VERB
ajfa-13674	226	3	classifiers	classifier	NOUN
ajfa-13674	226	4	will	will	AUX
ajfa-13674	226	5	be	be	AUX
ajfa-13674	226	6	constructed	construct	VERB
ajfa-13674	226	7	in	in	ADP
ajfa-13674	226	8	the	the	DET
ajfa-13674	226	9	model	model	NOUN
ajfa-13674	226	10	by	by	ADP
ajfa-13674	226	11	adopting	adopt	VERB
ajfa-13674	226	12	the	the	DET
ajfa-13674	226	13	following	follow	VERB
ajfa-13674	226	14	procedure	procedure	NOUN
ajfa-13674	226	15	.	.	PUNCT
ajfa-13674	227	1	suppose	suppose	VERB
ajfa-13674	227	2	m	m	PRON
ajfa-13674	227	3	is	be	AUX
ajfa-13674	227	4	an	an	DET
ajfa-13674	227	5	n	n	ADV
ajfa-13674	227	6	-	-	PUNCT
ajfa-13674	227	7	by	by	ADP
ajfa-13674	227	8	-	-	PUNCT
ajfa-13674	227	9	k	k	NOUN
ajfa-13674	227	10	class	class	NOUN
ajfa-13674	227	11	membership	membership	NOUN
ajfa-13674	227	12	matrix	matrix	NOUN
ajfa-13674	227	13	:	:	PUNCT
ajfa-13674	227	14	mnk	mnk	PROPN
ajfa-13674	227	15	=	=	PUNCT
ajfa-13674	227	16	1	1	NUM
ajfa-13674	227	17	if	if	SCONJ
ajfa-13674	227	18	observation	observation	NOUN
ajfa-13674	227	19	n	n	VERB
ajfa-13674	227	20	is	be	AUX
ajfa-13674	227	21	from	from	ADP
ajfa-13674	227	22	class	class	PROPN
ajfa-13674	227	23	k	k	PROPN
ajfa-13674	227	24	mnk	mnk	PROPN
ajfa-13674	228	1	=	=	SYM
ajfa-13674	228	2	0	0	PUNCT
ajfa-13674	228	3	otherwise	otherwise	ADV
ajfa-13674	228	4	.	.	PUNCT
ajfa-13674	229	1	the	the	DET
ajfa-13674	229	2	estimated	estimate	VERB
ajfa-13674	229	3	mean	mean	ADJ
ajfa-13674	229	4	value	value	NOUN
ajfa-13674	229	5	of	of	ADP
ajfa-13674	229	6	the	the	DET
ajfa-13674	229	7	class	class	NOUN
ajfa-13674	229	8	for	for	ADP
ajfa-13674	229	9	un	un	ADJ
ajfa-13674	229	10	-	-	ADJ
ajfa-13674	229	11	weighted	weight	VERB
ajfa-13674	229	12	data	datum	NOUN
ajfa-13674	229	13	asian	asian	PROPN
ajfa-13674	229	14	journal	journal	PROPN
ajfa-13674	229	15	of	of	ADP
ajfa-13674	229	16	finance	finance	PROPN
ajfa-13674	229	17	&	&	CCONJ
ajfa-13674	229	18	accounting	accounting	PROPN
ajfa-13674	229	19	issn	issn	PROPN
ajfa-13674	229	20	1946	1946	NUM
ajfa-13674	229	21	-	-	PUNCT
ajfa-13674	229	22	052x	052x	NOUN
ajfa-13674	229	23	2018	2018	NUM
ajfa-13674	229	24	,	,	PUNCT
ajfa-13674	229	25	vol	vol	NOUN
ajfa-13674	229	26	.	.	PROPN
ajfa-13674	229	27	10	10	NUM
ajfa-13674	229	28	,	,	PUNCT
ajfa-13674	229	29	no	no	INTJ
ajfa-13674	229	30	.	.	NOUN
ajfa-13674	229	31	2	2	NUM
ajfa-13674	229	32	ajfa.macrothink.org	ajfa.macrothink.org	NOUN
ajfa-13674	229	33	44	44	NUM
ajfa-13674	229	34	^	^	SYM
ajfa-13674	229	35	1	1	NUM
ajfa-13674	229	36	1	1	NUM
ajfa-13674	229	37	n	n	NOUN
ajfa-13674	229	38	nk	nk	PROPN
ajfa-13674	229	39	n	n	PROPN
ajfa-13674	229	40	n	n	PROPN
ajfa-13674	229	41	k	k	PROPN
ajfa-13674	229	42	n	n	VERB
ajfa-13674	229	43	nk	nk	PROPN
ajfa-13674	229	44	n	n	ADV
ajfa-13674	229	45	m	m	NOUN
ajfa-13674	229	46	x	x	X
ajfa-13674	229	47	m	m	NOUN
ajfa-13674	229	48	μ	μ	NOUN
ajfa-13674	229	49	=	=	PUNCT
ajfa-13674	229	50	=	=	SYM
ajfa-13674	229	51	=	=	SYM
ajfa-13674	229	52			X
ajfa-13674	229	53			X
ajfa-13674	229	54	(	(	PUNCT
ajfa-13674	229	55	1	1	X
ajfa-13674	229	56	)	)	PUNCT
ajfa-13674	229	57	calculation	calculation	NOUN
ajfa-13674	229	58	of	of	ADP
ajfa-13674	229	59	natural	natural	ADJ
ajfa-13674	229	60	generalization	generalization	NOUN
ajfa-13674	229	61	for	for	ADP
ajfa-13674	229	62	weighted	weighted	ADJ
ajfa-13674	229	63	data	datum	NOUN
ajfa-13674	229	64	having	have	VERB
ajfa-13674	229	65	positive	positive	ADJ
ajfa-13674	229	66	weights	weight	NOUN
ajfa-13674	229	67	wn	wn	NOUN
ajfa-13674	229	68	^	^	SYM
ajfa-13674	229	69	1	1	NUM
ajfa-13674	229	70	1	1	NUM
ajfa-13674	229	71	n	n	NOUN
ajfa-13674	229	72	nk	nk	PROPN
ajfa-13674	229	73	n	n	CCONJ
ajfa-13674	229	74	n	n	CCONJ
ajfa-13674	229	75	n	n	CCONJ
ajfa-13674	229	76	k	k	PROPN
ajfa-13674	229	77	n	n	CCONJ
ajfa-13674	229	78	nk	nk	PROPN
ajfa-13674	229	79	n	n	PROPN
ajfa-13674	229	80	n	n	NOUN
ajfa-13674	229	81	m	m	VERB
ajfa-13674	229	82	w	w	NOUN
ajfa-13674	229	83	x	x	PROPN
ajfa-13674	229	84	m	m	VERB
ajfa-13674	229	85	w	w	PROPN
ajfa-13674	229	86	μ	μ	NOUN
ajfa-13674	229	87	=	=	PUNCT
ajfa-13674	230	1	=	=	SYM
ajfa-13674	230	2	=	=	SYM
ajfa-13674	230	3			X
ajfa-13674	230	4			X
ajfa-13674	230	5	(	(	PUNCT
ajfa-13674	230	6	2	2	X
ajfa-13674	230	7	)	)	PUNCT
ajfa-13674	230	8	the	the	DET
ajfa-13674	230	9	unbiased	unbiased	ADJ
ajfa-13674	230	10	estimate	estimate	NOUN
ajfa-13674	230	11	of	of	ADP
ajfa-13674	230	12	the	the	DET
ajfa-13674	230	13	pooled	pool	VERB
ajfa-13674	230	14	-	-	PUNCT
ajfa-13674	230	15	in	in	ADP
ajfa-13674	230	16	covariance	covariance	NOUN
ajfa-13674	230	17	matrix	matrix	NOUN
ajfa-13674	230	18	for	for	ADP
ajfa-13674	230	19	un	un	ADJ
ajfa-13674	230	20	-	-	ADJ
ajfa-13674	230	21	weighted	weighted	ADJ
ajfa-13674	230	22	data	data	NOUN
ajfa-13674	230	23	is	be	AUX
ajfa-13674	230	24	1	1	NUM
ajfa-13674	230	25	1	1	NUM
ajfa-13674	230	26	^	^	PUNCT
ajfa-13674	230	27	^	^	PUNCT
ajfa-13674	230	28	^	^	PUNCT
ajfa-13674	230	29	(	(	PUNCT
ajfa-13674	230	30	)	)	PUNCT
ajfa-13674	230	31	(	(	PUNCT
ajfa-13674	230	32	)	)	PUNCT
ajfa-13674	230	33	n	n	CCONJ
ajfa-13674	230	34	n	n	NOUN
ajfa-13674	230	35	t	t	NOUN
ajfa-13674	231	1	k	k	PROPN
ajfa-13674	231	2	kn	kn	PROPN
ajfa-13674	231	3	k	k	PROPN
ajfa-13674	231	4	n	n	CCONJ
ajfa-13674	231	5	n	n	CCONJ
ajfa-13674	231	6	n	n	CCONJ
ajfa-13674	231	7	n	n	NOUN
ajfa-13674	231	8	m	m	VERB
ajfa-13674	231	9	x	x	PUNCT
ajfa-13674	231	10	x	x	SYM
ajfa-13674	231	11	n	n	PROPN
ajfa-13674	231	12	k	k	PROPN
ajfa-13674	231	13	μ	μ	PROPN
ajfa-13674	231	14	μ	μ	NOUN
ajfa-13674	231	15	=	=	PUNCT
ajfa-13674	232	1	=	=	PUNCT
ajfa-13674	232	2	−	−	NOUN
ajfa-13674	232	3	−	−	PROPN
ajfa-13674	233	1	=	=	SYM
ajfa-13674	233	2	−	−	PROPN
ajfa-13674	233	3			X
ajfa-13674	233	4			X
ajfa-13674	233	5			X
ajfa-13674	233	6	(	(	PUNCT
ajfa-13674	233	7	3	3	X
ajfa-13674	233	8	)	)	PUNCT
ajfa-13674	233	9	for	for	ADP
ajfa-13674	233	10	quadratic	quadratic	ADJ
ajfa-13674	233	11	discriminant	discriminant	ADJ
ajfa-13674	233	12	analysis	analysis	NOUN
ajfa-13674	233	13	,	,	PUNCT
ajfa-13674	233	14	model	model	NOUN
ajfa-13674	233	15	uses	use	VERB
ajfa-13674	233	16	k	k	PROPN
ajfa-13674	233	17	=	=	PUNCT
ajfa-13674	233	18	1	1	X
ajfa-13674	233	19	.	.	X
ajfa-13674	233	20	for	for	ADP
ajfa-13674	233	21	weighted	weighted	ADJ
ajfa-13674	233	22	data	datum	NOUN
ajfa-13674	233	23	,	,	PUNCT
ajfa-13674	233	24	assuming	assume	VERB
ajfa-13674	233	25	the	the	DET
ajfa-13674	233	26	weights	weight	NOUN
ajfa-13674	233	27	sum	sum	NOUN
ajfa-13674	233	28	to	to	ADP
ajfa-13674	233	29	1	1	NUM
ajfa-13674	233	30	,	,	PUNCT
ajfa-13674	233	31	the	the	DET
ajfa-13674	233	32	unbiased	unbiased	ADJ
ajfa-13674	233	33	estimate	estimate	NOUN
ajfa-13674	233	34	of	of	ADP
ajfa-13674	233	35	the	the	DET
ajfa-13674	233	36	pooled	pool	VERB
ajfa-13674	233	37	-	-	PUNCT
ajfa-13674	233	38	in	in	ADP
ajfa-13674	233	39	covariance	covariance	NOUN
ajfa-13674	233	40	matrix	matrix	NOUN
ajfa-13674	233	41	is	be	AUX
ajfa-13674	233	42	^	^	PUNCT
ajfa-13674	233	43	1	1	NUM
ajfa-13674	233	44	1	1	NUM
ajfa-13674	233	45	2	2	NUM
ajfa-13674	233	46	^	^	PUNCT
ajfa-13674	233	47	^	^	SYM
ajfa-13674	233	48	1	1	NUM
ajfa-13674	233	49	(	(	PUNCT
ajfa-13674	233	50	)	)	PUNCT
ajfa-13674	233	51	(	(	PUNCT
ajfa-13674	233	52	)	)	PUNCT
ajfa-13674	233	53	1	1	NUM
ajfa-13674	233	54	n	n	NUM
ajfa-13674	233	55	n	n	NOUN
ajfa-13674	233	56	t	t	NOUN
ajfa-13674	233	57	k	k	PROPN
ajfa-13674	233	58	knk	knk	PROPN
ajfa-13674	233	59	n	n	CCONJ
ajfa-13674	233	60	n	n	CCONJ
ajfa-13674	233	61	n	n	CCONJ
ajfa-13674	233	62	n	n	CCONJ
ajfa-13674	233	63	n	n	NOUN
ajfa-13674	234	1	k	k	NOUN
ajfa-13674	234	2	k	k	PROPN
ajfa-13674	235	1	k	k	PROPN
ajfa-13674	236	1	k	k	PROPN
ajfa-13674	236	2	m	m	VERB
ajfa-13674	236	3	w	w	NOUN
ajfa-13674	236	4	x	x	X
ajfa-13674	236	5	x	x	X
ajfa-13674	236	6	w	w	PROPN
ajfa-13674	236	7	w	w	PROPN
ajfa-13674	236	8	μ	μ	PROPN
ajfa-13674	236	9	μ	μ	NOUN
ajfa-13674	236	10	=	=	PUNCT
ajfa-13674	236	11	=	=	PUNCT
ajfa-13674	236	12	=	=	PUNCT
ajfa-13674	237	1	−	−	NOUN
ajfa-13674	237	2	−	−	PROPN
ajfa-13674	237	3	=	=	SYM
ajfa-13674	237	4	−	−	PROPN
ajfa-13674	237	5			ADV
ajfa-13674	237	6			X
ajfa-13674	237	7			X
ajfa-13674	237	8	(	(	PUNCT
ajfa-13674	237	9	4	4	X
ajfa-13674	237	10	)	)	PUNCT
ajfa-13674	237	11	predictor	predictor	NOUN
ajfa-13674	237	12	uses	use	VERB
ajfa-13674	237	13	three	three	NUM
ajfa-13674	237	14	quantities	quantity	NOUN
ajfa-13674	237	15	to	to	PART
ajfa-13674	237	16	classify	classify	VERB
ajfa-13674	237	17	observations	observation	NOUN
ajfa-13674	237	18	:	:	PUNCT
ajfa-13674	237	19	posterior	posterior	ADJ
ajfa-13674	237	20	probability	probability	NOUN
ajfa-13674	237	21	,	,	PUNCT
ajfa-13674	237	22	prior	prior	ADJ
ajfa-13674	237	23	probability	probability	NOUN
ajfa-13674	237	24	,	,	PUNCT
ajfa-13674	237	25	and	and	CCONJ
ajfa-13674	237	26	cost	cost	NOUN
ajfa-13674	237	27	.	.	PUNCT
ajfa-13674	238	1	predict	predict	VERB
ajfa-13674	238	2	classifies	classify	VERB
ajfa-13674	238	3	so	so	SCONJ
ajfa-13674	238	4	as	as	SCONJ
ajfa-13674	238	5	to	to	PART
ajfa-13674	238	6	minimize	minimize	VERB
ajfa-13674	238	7	the	the	DET
ajfa-13674	238	8	expected	expect	VERB
ajfa-13674	238	9	classification	classification	NOUN
ajfa-13674	238	10	cost	cost	NOUN
ajfa-13674	238	11	:	:	PUNCT
ajfa-13674	238	12	^	^	SYM
ajfa-13674	238	13	^	^	SYM
ajfa-13674	238	14	1	1	NUM
ajfa-13674	238	15	arg	arg	NOUN
ajfa-13674	238	16	min	min	NOUN
ajfa-13674	238	17	(	(	PUNCT
ajfa-13674	238	18	)	)	PUNCT
ajfa-13674	238	19	(	(	PUNCT
ajfa-13674	238	20	)	)	PUNCT
ajfa-13674	239	1	k	k	PROPN
ajfa-13674	239	2	k	k	PROPN
ajfa-13674	240	1	y	y	PROPN
ajfa-13674	240	2	p	p	X
ajfa-13674	241	1	k	k	PROPN
ajfa-13674	241	2	x	x	X
ajfa-13674	242	1	c	c	NOUN
ajfa-13674	242	2	y	y	PROPN
ajfa-13674	242	3	k	k	PROPN
ajfa-13674	243	1	=	=	PUNCT
ajfa-13674	244	1	=	=	X
ajfa-13674	245	1			X
ajfa-13674	245	2	(	(	PUNCT
ajfa-13674	245	3	5	5	NUM
ajfa-13674	245	4	)	)	PUNCT
ajfa-13674	245	5	where	where	SCONJ
ajfa-13674	245	6	•	•	NOUN
ajfa-13674	245	7	^	^	PUNCT
ajfa-13674	245	8	y	y	PROPN
ajfa-13674	245	9	is	be	AUX
ajfa-13674	245	10	the	the	DET
ajfa-13674	245	11	predicted	predict	VERB
ajfa-13674	245	12	classification	classification	NOUN
ajfa-13674	245	13	.	.	PUNCT
ajfa-13674	246	1	•	•	NUM
ajfa-13674	247	1	k	k	X
ajfa-13674	247	2	is	be	AUX
ajfa-13674	247	3	the	the	DET
ajfa-13674	247	4	number	number	NOUN
ajfa-13674	247	5	of	of	ADP
ajfa-13674	247	6	classes	class	NOUN
ajfa-13674	247	7	.	.	PUNCT
ajfa-13674	248	1	asian	asian	ADJ
ajfa-13674	248	2	journal	journal	PROPN
ajfa-13674	248	3	of	of	ADP
ajfa-13674	248	4	finance	finance	PROPN
ajfa-13674	248	5	&	&	CCONJ
ajfa-13674	248	6	accounting	accounting	PROPN
ajfa-13674	248	7	issn	issn	PROPN
ajfa-13674	248	8	1946	1946	NUM
ajfa-13674	248	9	-	-	PUNCT
ajfa-13674	248	10	052x	052x	NOUN
ajfa-13674	248	11	2018	2018	NUM
ajfa-13674	248	12	,	,	PUNCT
ajfa-13674	248	13	vol	vol	NOUN
ajfa-13674	248	14	.	.	PROPN
ajfa-13674	248	15	10	10	NUM
ajfa-13674	248	16	,	,	PUNCT
ajfa-13674	248	17	no	no	INTJ
ajfa-13674	248	18	.	.	NOUN
ajfa-13674	248	19	2	2	NUM
ajfa-13674	248	20	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	248	21	45	45	NUM
ajfa-13674	248	22	•	•	NOUN
ajfa-13674	248	23	p	p	X
ajfa-13674	248	24	(	(	PUNCT
ajfa-13674	248	25	k	k	NOUN
ajfa-13674	248	26	/	/	SYM
ajfa-13674	248	27	x	x	NOUN
ajfa-13674	248	28	)	)	PUNCT
ajfa-13674	248	29	is	be	AUX
ajfa-13674	248	30	the	the	DET
ajfa-13674	248	31	posterior	posterior	ADJ
ajfa-13674	248	32	probability	probability	NOUN
ajfa-13674	248	33	of	of	ADP
ajfa-13674	248	34	class	class	NOUN
ajfa-13674	248	35	k	k	PROPN
ajfa-13674	248	36	for	for	ADP
ajfa-13674	248	37	observation	observation	NOUN
ajfa-13674	248	38	x	x	PUNCT
ajfa-13674	248	39	and	and	CCONJ
ajfa-13674	248	40	•	•	NUM
ajfa-13674	248	41	c	c	NOUN
ajfa-13674	248	42	(	(	PUNCT
ajfa-13674	248	43	y	y	PROPN
ajfa-13674	248	44	/	/	SYM
ajfa-13674	248	45	k	k	NOUN
ajfa-13674	248	46	)	)	PUNCT
ajfa-13674	248	47	is	be	AUX
ajfa-13674	248	48	the	the	DET
ajfa-13674	248	49	cost	cost	NOUN
ajfa-13674	248	50	of	of	ADP
ajfa-13674	248	51	classifying	classify	VERB
ajfa-13674	248	52	an	an	DET
ajfa-13674	248	53	observation	observation	NOUN
ajfa-13674	248	54	as	as	ADP
ajfa-13674	248	55	y	y	PROPN
ajfa-13674	248	56	when	when	SCONJ
ajfa-13674	248	57	its	its	PRON
ajfa-13674	248	58	true	true	ADJ
ajfa-13674	248	59	class	class	NOUN
ajfa-13674	248	60	is	be	AUX
ajfa-13674	248	61	k.	k.	NOUN
ajfa-13674	248	62	the	the	DET
ajfa-13674	248	63	space	space	NOUN
ajfa-13674	248	64	of	of	ADP
ajfa-13674	248	65	x	x	NOUN
ajfa-13674	248	66	values	value	NOUN
ajfa-13674	248	67	divides	divide	VERB
ajfa-13674	248	68	into	into	ADP
ajfa-13674	248	69	regions	region	NOUN
ajfa-13674	248	70	where	where	SCONJ
ajfa-13674	248	71	a	a	DET
ajfa-13674	248	72	classification	classification	NOUN
ajfa-13674	248	73	y	y	NOUN
ajfa-13674	248	74	is	be	AUX
ajfa-13674	248	75	a	a	DET
ajfa-13674	248	76	particular	particular	ADJ
ajfa-13674	248	77	value	value	NOUN
ajfa-13674	248	78	.	.	PUNCT
ajfa-13674	249	1	the	the	DET
ajfa-13674	249	2	regions	region	NOUN
ajfa-13674	249	3	are	be	AUX
ajfa-13674	249	4	separated	separate	VERB
ajfa-13674	249	5	by	by	ADP
ajfa-13674	249	6	straight	straight	ADJ
ajfa-13674	249	7	lines	line	NOUN
ajfa-13674	249	8	for	for	ADP
ajfa-13674	249	9	linear	linear	ADJ
ajfa-13674	249	10	discriminant	discriminant	ADJ
ajfa-13674	249	11	analysis	analysis	NOUN
ajfa-13674	249	12	.	.	PUNCT
ajfa-13674	250	1	posterior	posterior	ADJ
ajfa-13674	250	2	probability	probability	NOUN
ajfa-13674	250	3	the	the	DET
ajfa-13674	250	4	posterior	posterior	ADJ
ajfa-13674	250	5	probability	probability	NOUN
ajfa-13674	250	6	that	that	SCONJ
ajfa-13674	250	7	a	a	DET
ajfa-13674	250	8	point	point	NOUN
ajfa-13674	250	9	x	x	PUNCT
ajfa-13674	250	10	belongs	belong	VERB
ajfa-13674	250	11	to	to	ADP
ajfa-13674	250	12	class	class	PROPN
ajfa-13674	250	13	k	k	PROPN
ajfa-13674	250	14	is	be	AUX
ajfa-13674	250	15	the	the	DET
ajfa-13674	250	16	product	product	NOUN
ajfa-13674	250	17	of	of	ADP
ajfa-13674	250	18	the	the	DET
ajfa-13674	250	19	prior	prior	ADJ
ajfa-13674	250	20	probability	probability	NOUN
ajfa-13674	250	21	and	and	CCONJ
ajfa-13674	250	22	the	the	DET
ajfa-13674	250	23	multivariate	multivariate	NOUN
ajfa-13674	250	24	normal	normal	ADJ
ajfa-13674	250	25	density	density	NOUN
ajfa-13674	250	26	.	.	PUNCT
ajfa-13674	251	1	the	the	DET
ajfa-13674	251	2	density	density	NOUN
ajfa-13674	251	3	function	function	NOUN
ajfa-13674	251	4	of	of	ADP
ajfa-13674	251	5	the	the	DET
ajfa-13674	251	6	multivariate	multivariate	NOUN
ajfa-13674	251	7	normal	normal	ADJ
ajfa-13674	251	8	with	with	ADP
ajfa-13674	251	9	mean	mean	ADJ
ajfa-13674	251	10	μk	μk	NOUN
ajfa-13674	251	11	and	and	CCONJ
ajfa-13674	251	12	covariance	covariance	VERB
ajfa-13674	251	13	σk	σk	ADV
ajfa-13674	251	14	at	at	ADP
ajfa-13674	251	15	a	a	DET
ajfa-13674	251	16	point	point	NOUN
ajfa-13674	251	17	x	x	PUNCT
ajfa-13674	251	18	is	be	AUX
ajfa-13674	251	19	1	1	NUM
ajfa-13674	251	20	1/2	1/2	NUM
ajfa-13674	251	21	1	1	NUM
ajfa-13674	251	22	1	1	NUM
ajfa-13674	251	23	(	(	PUNCT
ajfa-13674	251	24	)	)	PUNCT
ajfa-13674	251	25	exp	exp	NOUN
ajfa-13674	251	26	(	(	PUNCT
ajfa-13674	251	27	(	(	PUNCT
ajfa-13674	251	28	)	)	PUNCT
ajfa-13674	251	29	(	(	PUNCT
ajfa-13674	251	30	)	)	PUNCT
ajfa-13674	251	31	)	)	PUNCT
ajfa-13674	251	32	2(2	2(2	NUM
ajfa-13674	251	33	)	)	PUNCT
ajfa-13674	252	1	t	t	PROPN
ajfa-13674	253	1	k	k	PROPN
ajfa-13674	253	2	kk	kk	PROPN
ajfa-13674	254	1	k	k	PROPN
ajfa-13674	254	2	p	p	X
ajfa-13674	254	3	x	x	X
ajfa-13674	254	4	k	k	NOUN
ajfa-13674	254	5	x	x	SYM
ajfa-13674	254	6	xμ	xμ	PROPN
ajfa-13674	254	7	μ	μ	PROPN
ajfa-13674	254	8	π	π	PROPN
ajfa-13674	254	9	−=	−=	VERB
ajfa-13674	254	10	−	−	PROPN
ajfa-13674	254	11	−	−	NOUN
ajfa-13674	254	12	−	−	PROPN
ajfa-13674	254	13	(	(	PUNCT
ajfa-13674	254	14	6	6	X
ajfa-13674	254	15	)	)	PUNCT
ajfa-13674	254	16	let	let	VERB
ajfa-13674	254	17	p	p	NOUN
ajfa-13674	254	18	(	(	PUNCT
ajfa-13674	254	19	k	k	NOUN
ajfa-13674	254	20	)	)	PUNCT
ajfa-13674	254	21	represent	represent	VERB
ajfa-13674	254	22	the	the	DET
ajfa-13674	254	23	prior	prior	ADJ
ajfa-13674	254	24	probability	probability	NOUN
ajfa-13674	254	25	of	of	ADP
ajfa-13674	254	26	class	class	NOUN
ajfa-13674	254	27	k.	k.	PROPN
ajfa-13674	254	28	then	then	ADV
ajfa-13674	254	29	the	the	DET
ajfa-13674	254	30	posterior	posterior	ADJ
ajfa-13674	254	31	probability	probability	NOUN
ajfa-13674	254	32	that	that	SCONJ
ajfa-13674	254	33	an	an	DET
ajfa-13674	254	34	observation	observation	NOUN
ajfa-13674	254	35	x	x	NOUN
ajfa-13674	254	36	is	be	AUX
ajfa-13674	254	37	of	of	ADP
ajfa-13674	254	38	class	class	NOUN
ajfa-13674	254	39	k	k	PROPN
ajfa-13674	254	40	is	be	AUX
ajfa-13674	254	41	^	^	PUNCT
ajfa-13674	254	42	(	(	PUNCT
ajfa-13674	254	43	)	)	PUNCT
ajfa-13674	254	44	(	(	PUNCT
ajfa-13674	254	45	)	)	PUNCT
ajfa-13674	254	46	(	(	PUNCT
ajfa-13674	254	47	)	)	PUNCT
ajfa-13674	254	48	(	(	PUNCT
ajfa-13674	254	49	)	)	PUNCT
ajfa-13674	255	1	p	p	X
ajfa-13674	255	2	x	x	X
ajfa-13674	255	3	k	k	X
ajfa-13674	255	4	p	p	X
ajfa-13674	255	5	kp	kp	PROPN
ajfa-13674	255	6	k	k	NOUN
ajfa-13674	255	7	x	x	PUNCT
ajfa-13674	255	8	p	p	X
ajfa-13674	255	9	x	x	X
ajfa-13674	255	10	=	=	SYM
ajfa-13674	255	11	(	(	PUNCT
ajfa-13674	255	12	7	7	NUM
ajfa-13674	255	13	)	)	PUNCT
ajfa-13674	255	14	where	where	SCONJ
ajfa-13674	255	15	p(x	p(x	NOUN
ajfa-13674	255	16	)	)	PUNCT
ajfa-13674	255	17	is	be	AUX
ajfa-13674	255	18	a	a	DET
ajfa-13674	255	19	normalization	normalization	NOUN
ajfa-13674	255	20	constant	constant	ADJ
ajfa-13674	255	21	,	,	PUNCT
ajfa-13674	255	22	namely	namely	ADV
ajfa-13674	255	23	,	,	PUNCT
ajfa-13674	255	24	the	the	DET
ajfa-13674	255	25	sum	sum	NOUN
ajfa-13674	255	26	over	over	ADP
ajfa-13674	255	27	k	k	PROPN
ajfa-13674	255	28	of	of	ADP
ajfa-13674	255	29	p(x|k	p(x|k	NOUN
ajfa-13674	255	30	)	)	PUNCT
ajfa-13674	255	31	p(k	p(k	NOUN
ajfa-13674	255	32	)	)	PUNCT
ajfa-13674	255	33	.	.	PUNCT
ajfa-13674	256	1	with	with	ADP
ajfa-13674	256	2	da	da	NOUN
ajfa-13674	256	3	grouping	grouping	NOUN
ajfa-13674	256	4	and	and	CCONJ
ajfa-13674	256	5	classification	classification	NOUN
ajfa-13674	256	6	,	,	PUNCT
ajfa-13674	256	7	two	two	NUM
ajfa-13674	256	8	costs	cost	NOUN
ajfa-13674	256	9	are	be	AUX
ajfa-13674	256	10	associated	associate	VERB
ajfa-13674	256	11	,	,	PUNCT
ajfa-13674	256	12	i.e.	i.e.	X
ajfa-13674	256	13	the	the	DET
ajfa-13674	256	14	true	true	ADJ
ajfa-13674	256	15	misclassification	misclassification	NOUN
ajfa-13674	256	16	cost	cost	NOUN
ajfa-13674	256	17	per	per	ADP
ajfa-13674	256	18	class	class	NOUN
ajfa-13674	256	19	and	and	CCONJ
ajfa-13674	256	20	the	the	DET
ajfa-13674	256	21	anticipated	anticipated	ADJ
ajfa-13674	256	22	misclassification	misclassification	NOUN
ajfa-13674	256	23	cost	cost	NOUN
ajfa-13674	256	24	per	per	ADP
ajfa-13674	256	25	observation	observation	NOUN
ajfa-13674	256	26	.	.	PUNCT
ajfa-13674	257	1	the	the	DET
ajfa-13674	257	2	cost	cost	NOUN
ajfa-13674	257	3	of	of	ADP
ajfa-13674	257	4	classifying	classify	VERB
ajfa-13674	257	5	an	an	DET
ajfa-13674	257	6	observation	observation	NOUN
ajfa-13674	257	7	into	into	ADP
ajfa-13674	257	8	class	class	NOUN
ajfa-13674	257	9	is	be	AUX
ajfa-13674	257	10	b	b	NOUN
ajfa-13674	257	11	if	if	SCONJ
ajfa-13674	257	12	its	its	PRON
ajfa-13674	257	13	true	true	ADJ
ajfa-13674	257	14	class	class	NOUN
ajfa-13674	257	15	is	be	AUX
ajfa-13674	257	16	a	a	PRON
ajfa-13674	257	17	where	where	SCONJ
ajfa-13674	257	18	it	it	PRON
ajfa-13674	257	19	is	be	AUX
ajfa-13674	257	20	cost	cost	NOUN
ajfa-13674	257	21	(	(	PUNCT
ajfa-13674	257	22	a	a	DET
ajfa-13674	257	23	,	,	PUNCT
ajfa-13674	257	24	b	b	NOUN
ajfa-13674	257	25	)	)	PUNCT
ajfa-13674	257	26	.	.	PUNCT
ajfa-13674	258	1	in	in	ADP
ajfa-13674	258	2	other	other	ADJ
ajfa-13674	258	3	words	word	NOUN
ajfa-13674	258	4	,	,	PUNCT
ajfa-13674	258	5	the	the	DET
ajfa-13674	258	6	cost	cost	NOUN
ajfa-13674	258	7	is	be	AUX
ajfa-13674	258	8	0	0	NUM
ajfa-13674	258	9	for	for	ADP
ajfa-13674	258	10	correct	correct	ADJ
ajfa-13674	258	11	classification	classification	NOUN
ajfa-13674	258	12	,	,	PUNCT
ajfa-13674	258	13	and	and	CCONJ
ajfa-13674	258	14	1	1	NUM
ajfa-13674	258	15	for	for	ADP
ajfa-13674	258	16	incorrect	incorrect	ADJ
ajfa-13674	258	17	classification	classification	NOUN
ajfa-13674	258	18	.	.	PUNCT
ajfa-13674	259	1	after	after	SCONJ
ajfa-13674	259	2	you	you	PRON
ajfa-13674	259	3	create	create	VERB
ajfa-13674	259	4	a	a	DET
ajfa-13674	259	5	classifier	classifier	NOUN
ajfa-13674	259	6	objective	objective	NOUN
ajfa-13674	259	7	you	you	PRON
ajfa-13674	259	8	can	can	AUX
ajfa-13674	259	9	set	set	VERB
ajfa-13674	259	10	a	a	DET
ajfa-13674	259	11	custom	custom	NOUN
ajfa-13674	259	12	cost	cost	NOUN
ajfa-13674	259	13	using	use	VERB
ajfa-13674	259	14	dot	dot	NOUN
ajfa-13674	259	15	notation	notation	NOUN
ajfa-13674	259	16	:	:	PUNCT
ajfa-13674	259	17	objective	objective	ADJ
ajfa-13674	259	18	cost	cost	NOUN
ajfa-13674	259	19	=	=	SYM
ajfa-13674	259	20	l	l	NOUN
ajfa-13674	259	21	;	;	PUNCT
ajfa-13674	259	22	l	l	NOUN
ajfa-13674	259	23	is	be	AUX
ajfa-13674	259	24	a	a	DET
ajfa-13674	259	25	square	square	ADJ
ajfa-13674	259	26	matrix	matrix	NOUN
ajfa-13674	259	27	of	of	ADP
ajfa-13674	259	28	size	size	NOUN
ajfa-13674	259	29	k	k	X
ajfa-13674	259	30	-	-	PUNCT
ajfa-13674	259	31	by	by	ADP
ajfa-13674	259	32	-	-	PUNCT
ajfa-13674	259	33	k	k	NOUN
ajfa-13674	259	34	when	when	SCONJ
ajfa-13674	259	35	there	there	PRON
ajfa-13674	259	36	are	be	VERB
ajfa-13674	259	37	k	k	PROPN
ajfa-13674	259	38	classes	class	NOUN
ajfa-13674	259	39	.	.	PUNCT
ajfa-13674	260	1	you	you	PRON
ajfa-13674	260	2	do	do	AUX
ajfa-13674	260	3	not	not	PART
ajfa-13674	260	4	need	need	VERB
ajfa-13674	260	5	to	to	PART
ajfa-13674	260	6	retrain	retrain	VERB
ajfa-13674	260	7	the	the	DET
ajfa-13674	260	8	classifier	classifier	NOUN
ajfa-13674	260	9	when	when	SCONJ
ajfa-13674	260	10	you	you	PRON
ajfa-13674	260	11	set	set	VERB
ajfa-13674	260	12	a	a	DET
ajfa-13674	260	13	new	new	ADJ
ajfa-13674	260	14	cost	cost	NOUN
ajfa-13674	260	15	.	.	PUNCT
ajfa-13674	261	1	anticipated	anticipate	VERB
ajfa-13674	261	2	misclassification	misclassification	NOUN
ajfa-13674	261	3	cost	cost	NOUN
ajfa-13674	261	4	per	per	ADP
ajfa-13674	261	5	observation	observation	NOUN
ajfa-13674	261	6	.	.	PUNCT
ajfa-13674	262	1	each	each	DET
ajfa-13674	262	2	row	row	NOUN
ajfa-13674	262	3	of	of	ADP
ajfa-13674	262	4	the	the	DET
ajfa-13674	262	5	cost	cost	NOUN
ajfa-13674	262	6	matrix	matrix	NOUN
ajfa-13674	262	7	contains	contain	VERB
ajfa-13674	262	8	the	the	DET
ajfa-13674	262	9	expected	expect	VERB
ajfa-13674	262	10	(	(	PUNCT
ajfa-13674	262	11	average	average	ADJ
ajfa-13674	262	12	)	)	PUNCT
ajfa-13674	262	13	cost	cost	NOUN
ajfa-13674	262	14	of	of	ADP
ajfa-13674	262	15	classifying	classify	VERB
ajfa-13674	262	16	the	the	DET
ajfa-13674	262	17	observation	observation	NOUN
ajfa-13674	262	18	into	into	ADP
ajfa-13674	262	19	each	each	PRON
ajfa-13674	262	20	of	of	ADP
ajfa-13674	262	21	the	the	DET
ajfa-13674	262	22	k	k	PROPN
ajfa-13674	262	23	classes	class	NOUN
ajfa-13674	262	24	.	.	PUNCT
ajfa-13674	263	1	cost	cost	NOUN
ajfa-13674	263	2	(	(	PUNCT
ajfa-13674	263	3	n	n	X
ajfa-13674	263	4	,	,	PUNCT
ajfa-13674	263	5	k	k	NOUN
ajfa-13674	263	6	)	)	PUNCT
ajfa-13674	263	7	is	be	AUX
ajfa-13674	263	8	^	^	SYM
ajfa-13674	263	9	1	1	NUM
ajfa-13674	263	10	(	(	PUNCT
ajfa-13674	263	11	(	(	PUNCT
ajfa-13674	263	12	)	)	PUNCT
ajfa-13674	263	13	)	)	PUNCT
ajfa-13674	263	14	(	(	PUNCT
ajfa-13674	263	15	/	/	SYM
ajfa-13674	263	16	)	)	PUNCT
ajfa-13674	264	1	k	k	PROPN
ajfa-13674	265	1	i	i	PRON
ajfa-13674	265	2	p	p	NOUN
ajfa-13674	266	1	i	i	PRON
ajfa-13674	266	2	xnew	xnew	VERB
ajfa-13674	267	1	n	n	VERB
ajfa-13674	268	1	c	c	NOUN
ajfa-13674	268	2	k	k	NOUN
ajfa-13674	268	3	i	i	PRON
ajfa-13674	268	4	=	=	X
ajfa-13674	268	5			X
ajfa-13674	268	6	(	(	PUNCT
ajfa-13674	268	7	8)	8)	NUM
ajfa-13674	268	8	where	where	SCONJ
ajfa-13674	268	9	•	•	NOUN
ajfa-13674	268	10	k	k	PROPN
ajfa-13674	268	11	is	be	AUX
ajfa-13674	268	12	the	the	DET
ajfa-13674	268	13	number	number	NOUN
ajfa-13674	268	14	of	of	ADP
ajfa-13674	268	15	classes	class	NOUN
ajfa-13674	268	16	.	.	PUNCT
ajfa-13674	269	1	•	•	NUM
ajfa-13674	269	2	is	be	AUX
ajfa-13674	269	3	the	the	DET
ajfa-13674	269	4	posterior	posterior	ADJ
ajfa-13674	269	5	probability	probability	NOUN
ajfa-13674	269	6	of	of	ADP
ajfa-13674	269	7	class	class	NOUN
ajfa-13674	269	8	i	i	PRON
ajfa-13674	269	9	for	for	ADP
ajfa-13674	269	10	observation	observation	NOUN
ajfa-13674	269	11	xnew(n	xnew(n	PROPN
ajfa-13674	269	12	)	)	PUNCT
ajfa-13674	269	13	.	.	PUNCT
ajfa-13674	270	1	•	•	NUM
ajfa-13674	270	2	is	be	AUX
ajfa-13674	270	3	the	the	DET
ajfa-13674	270	4	cost	cost	NOUN
ajfa-13674	270	5	of	of	ADP
ajfa-13674	270	6	classifying	classify	VERB
ajfa-13674	270	7	an	an	DET
ajfa-13674	270	8	observation	observation	NOUN
ajfa-13674	270	9	as	as	ADP
ajfa-13674	270	10	k	k	PROPN
ajfa-13674	270	11	when	when	SCONJ
ajfa-13674	270	12	its	its	PRON
ajfa-13674	270	13	true	true	ADJ
ajfa-13674	270	14	class	class	NOUN
ajfa-13674	270	15	is	be	AUX
ajfa-13674	270	16	i.	i.	PROPN
ajfa-13674	270	17	asian	asian	PROPN
ajfa-13674	270	18	journal	journal	PROPN
ajfa-13674	270	19	of	of	ADP
ajfa-13674	270	20	finance	finance	PROPN
ajfa-13674	270	21	&	&	CCONJ
ajfa-13674	270	22	accounting	accounting	PROPN
ajfa-13674	270	23	issn	issn	PROPN
ajfa-13674	270	24	1946	1946	NUM
ajfa-13674	270	25	-	-	PUNCT
ajfa-13674	270	26	052x	052x	NOUN
ajfa-13674	270	27	2018	2018	NUM
ajfa-13674	270	28	,	,	PUNCT
ajfa-13674	270	29	vol	vol	NOUN
ajfa-13674	270	30	.	.	PROPN
ajfa-13674	271	1	10	10	NUM
ajfa-13674	271	2	,	,	PUNCT
ajfa-13674	271	3	no	no	INTJ
ajfa-13674	271	4	.	.	NOUN
ajfa-13674	271	5	2	2	NUM
ajfa-13674	271	6	ajfa.macrothink.org	ajfa.macrothink.org	NOUN
ajfa-13674	271	7	46	46	NUM
ajfa-13674	271	8	back	back	ADV
ajfa-13674	271	9	et	et	PROPN
ajfa-13674	271	10	al	al	PROPN
ajfa-13674	271	11	.	.	PROPN
ajfa-13674	272	1	(	(	PUNCT
ajfa-13674	272	2	1996	1996	NUM
ajfa-13674	272	3	)	)	PUNCT
ajfa-13674	272	4	stated	state	VERB
ajfa-13674	272	5	that	that	SCONJ
ajfa-13674	272	6	mda	mda	PROPN
ajfa-13674	272	7	focuses	focus	VERB
ajfa-13674	272	8	to	to	PART
ajfa-13674	272	9	construct	construct	VERB
ajfa-13674	272	10	a	a	DET
ajfa-13674	272	11	linear	linear	ADJ
ajfa-13674	272	12	combination	combination	NOUN
ajfa-13674	272	13	of	of	ADP
ajfa-13674	272	14	predictors	predictor	NOUN
ajfa-13674	272	15	which	which	PRON
ajfa-13674	272	16	are	be	AUX
ajfa-13674	272	17	able	able	ADJ
ajfa-13674	272	18	to	to	PART
ajfa-13674	272	19	discriminate	discriminate	VERB
ajfa-13674	272	20	between	between	ADP
ajfa-13674	272	21	groups	group	NOUN
ajfa-13674	272	22	of	of	ADP
ajfa-13674	272	23	sick	sick	ADJ
ajfa-13674	272	24	and	and	CCONJ
ajfa-13674	272	25	non	non	ADJ
ajfa-13674	272	26	-	-	ADJ
ajfa-13674	272	27	sick	sick	ADJ
ajfa-13674	272	28	companies	company	NOUN
ajfa-13674	272	29	.	.	PUNCT
ajfa-13674	273	1	it	it	PRON
ajfa-13674	273	2	may	may	AUX
ajfa-13674	273	3	be	be	AUX
ajfa-13674	273	4	achieved	achieve	VERB
ajfa-13674	273	5	through	through	ADP
ajfa-13674	273	6	maximization	maximization	NOUN
ajfa-13674	273	7	of	of	ADP
ajfa-13674	273	8	between	between	ADP
ajfa-13674	273	9	the	the	DET
ajfa-13674	273	10	group	group	NOUN
ajfa-13674	273	11	variance	variance	NOUN
ajfa-13674	273	12	as	as	ADP
ajfa-13674	273	13	compared	compare	VERB
ajfa-13674	273	14	to	to	ADP
ajfa-13674	273	15	within	within	ADP
ajfa-13674	273	16	the	the	DET
ajfa-13674	273	17	group	group	NOUN
ajfa-13674	273	18	variance	variance	NOUN
ajfa-13674	273	19	.	.	PUNCT
ajfa-13674	274	1	this	this	DET
ajfa-13674	274	2	association	association	NOUN
ajfa-13674	274	3	can	can	AUX
ajfa-13674	274	4	be	be	AUX
ajfa-13674	274	5	explained	explain	VERB
ajfa-13674	274	6	by	by	ADP
ajfa-13674	274	7	the	the	DET
ajfa-13674	274	8	fisher	fisher	PROPN
ajfa-13674	274	9	’s	’s	PART
ajfa-13674	274	10	discriminant	discriminant	ADJ
ajfa-13674	274	11	function	function	NOUN
ajfa-13674	274	12	in	in	ADP
ajfa-13674	274	13	the	the	DET
ajfa-13674	274	14	following	follow	VERB
ajfa-13674	274	15	form	form	NOUN
ajfa-13674	274	16	:	:	PUNCT
ajfa-13674	274	17	(	(	PUNCT
ajfa-13674	274	18	(	(	PUNCT
ajfa-13674	274	19	)	)	PUNCT
ajfa-13674	274	20	(	(	PUNCT
ajfa-13674	274	21	)	)	PUNCT
ajfa-13674	274	22	)	)	PUNCT
ajfa-13674	275	1	(	(	PUNCT
ajfa-13674	275	2	)	)	PUNCT
ajfa-13674	275	3	(	(	PUNCT
ajfa-13674	275	4	(	(	PUNCT
ajfa-13674	275	5	)	)	PUNCT
ajfa-13674	275	6	(	(	PUNCT
ajfa-13674	275	7	)	)	PUNCT
ajfa-13674	275	8	)	)	PUNCT
ajfa-13674	276	1	t	t	NOUN
ajfa-13674	276	2	t	t	NOUN
ajfa-13674	277	1	i	i	PRON
ajfa-13674	277	2	ii	ii	PROPN
ajfa-13674	278	1	t	t	NOUN
ajfa-13674	278	2	t	t	X
ajfa-13674	279	1	i	i	PRON
ajfa-13674	279	2	c	c	VERB
ajfa-13674	280	1	i	i	PRON
ajfa-13674	280	2	cc	cc	VERB
ajfa-13674	281	1	i	i	INTJ
ajfa-13674	282	1	c	c	PROPN
ajfa-13674	282	2	w	w	NOUN
ajfa-13674	282	3	x	x	X
ajfa-13674	282	4	x	x	X
ajfa-13674	283	1	w	w	PROPN
ajfa-13674	283	2	j	j	PROPN
ajfa-13674	283	3	w	w	PROPN
ajfa-13674	283	4	w	w	PROPN
ajfa-13674	283	5	x	x	X
ajfa-13674	283	6	x	x	X
ajfa-13674	283	7	w	w	PROPN
ajfa-13674	283	8	ε	ε	PROPN
ajfa-13674	283	9	μ	μ	PROPN
ajfa-13674	283	10	μ	μ	PROPN
ajfa-13674	283	11	μ	μ	PROPN
ajfa-13674	283	12	μ	μ	NOUN
ajfa-13674	283	13	−	−	NOUN
ajfa-13674	283	14	−	−	PROPN
ajfa-13674	283	15	=	=	SYM
ajfa-13674	283	16	−	−	PROPN
ajfa-13674	283	17	−	−	NOUN
ajfa-13674	283	18			X
ajfa-13674	283	19			X
ajfa-13674	283	20			X
ajfa-13674	283	21	(	(	PUNCT
ajfa-13674	283	22	9	9	NUM
ajfa-13674	283	23	)	)	PUNCT
ajfa-13674	283	24	in	in	ADP
ajfa-13674	283	25	the	the	DET
ajfa-13674	283	26	process	process	NOUN
ajfa-13674	283	27	,	,	PUNCT
ajfa-13674	283	28	sample	sample	NOUN
ajfa-13674	283	29	mean	mean	NOUN
ajfa-13674	283	30	will	will	AUX
ajfa-13674	283	31	be	be	AUX
ajfa-13674	283	32	calculated	calculate	VERB
ajfa-13674	283	33	for	for	ADP
ajfa-13674	283	34	each	each	DET
ajfa-13674	283	35	class	class	NOUN
ajfa-13674	283	36	for	for	ADP
ajfa-13674	283	37	linear	linear	PROPN
ajfa-13674	283	38	mda	mda	PROPN
ajfa-13674	283	39	.	.	PUNCT
ajfa-13674	284	1	after	after	ADP
ajfa-13674	284	2	that	that	PRON
ajfa-13674	284	3	,	,	PUNCT
ajfa-13674	284	4	sample	sample	NOUN
ajfa-13674	284	5	covariance	covariance	NOUN
ajfa-13674	284	6	will	will	AUX
ajfa-13674	284	7	be	be	AUX
ajfa-13674	284	8	calculated	calculate	VERB
ajfa-13674	284	9	by	by	ADP
ajfa-13674	284	10	subtracting	subtract	VERB
ajfa-13674	284	11	the	the	DET
ajfa-13674	284	12	mean	mean	NOUN
ajfa-13674	284	13	of	of	ADP
ajfa-13674	284	14	each	each	DET
ajfa-13674	284	15	class	class	NOUN
ajfa-13674	284	16	from	from	ADP
ajfa-13674	284	17	the	the	DET
ajfa-13674	284	18	observations	observation	NOUN
ajfa-13674	284	19	of	of	ADP
ajfa-13674	284	20	that	that	DET
ajfa-13674	284	21	class	class	NOUN
ajfa-13674	284	22	and	and	CCONJ
ajfa-13674	284	23	considering	consider	VERB
ajfa-13674	284	24	the	the	DET
ajfa-13674	284	25	experimental	experimental	ADJ
ajfa-13674	284	26	covariance	covariance	NOUN
ajfa-13674	284	27	matrix	matrix	NOUN
ajfa-13674	284	28	.	.	PUNCT
ajfa-13674	285	1	it	it	PRON
ajfa-13674	285	2	does	do	AUX
ajfa-13674	285	3	not	not	PART
ajfa-13674	285	4	use	use	VERB
ajfa-13674	285	5	prior	prior	ADJ
ajfa-13674	285	6	probabilities	probability	NOUN
ajfa-13674	285	7	or	or	CCONJ
ajfa-13674	285	8	costs	cost	NOUN
ajfa-13674	285	9	for	for	ADP
ajfa-13674	285	10	fitting	fitting	ADJ
ajfa-13674	285	11	.	.	PUNCT
ajfa-13674	286	1	three	three	NUM
ajfa-13674	286	2	mda	mda	PROPN
ajfa-13674	286	3	functions	function	NOUN
ajfa-13674	286	4	are	be	AUX
ajfa-13674	286	5	constructed	construct	VERB
ajfa-13674	286	6	using	use	VERB
ajfa-13674	286	7	the	the	DET
ajfa-13674	286	8	methodology	methodology	NOUN
ajfa-13674	286	9	described	describe	VERB
ajfa-13674	286	10	above	above	ADV
ajfa-13674	286	11	.	.	PUNCT
ajfa-13674	287	1	these	these	DET
ajfa-13674	287	2	models	model	NOUN
ajfa-13674	287	3	are	be	AUX
ajfa-13674	287	4	constructed	construct	VERB
ajfa-13674	287	5	using	use	VERB
ajfa-13674	287	6	a	a	DET
ajfa-13674	287	7	set	set	NOUN
ajfa-13674	287	8	of	of	ADP
ajfa-13674	287	9	16	16	NUM
ajfa-13674	287	10	ratios	ratio	NOUN
ajfa-13674	287	11	,	,	PUNCT
ajfa-13674	287	12	a	a	DET
ajfa-13674	287	13	set	set	NOUN
ajfa-13674	287	14	of	of	ADP
ajfa-13674	287	15	22	22	NUM
ajfa-13674	287	16	ratios	ratio	NOUN
ajfa-13674	287	17	and	and	CCONJ
ajfa-13674	287	18	a	a	DET
ajfa-13674	287	19	set	set	NOUN
ajfa-13674	287	20	of	of	ADP
ajfa-13674	287	21	22	22	NUM
ajfa-13674	287	22	ratios	ratio	NOUN
ajfa-13674	287	23	along	along	ADP
ajfa-13674	287	24	with	with	ADP
ajfa-13674	287	25	pca	pca	PROPN
ajfa-13674	287	26	.	.	PUNCT
ajfa-13674	288	1	these	these	DET
ajfa-13674	288	2	models	model	NOUN
ajfa-13674	288	3	are	be	AUX
ajfa-13674	288	4	named	name	VERB
ajfa-13674	288	5	as	as	ADP
ajfa-13674	288	6	j	j	PROPN
ajfa-13674	288	7	score	score	NOUN
ajfa-13674	288	8	models	model	NOUN
ajfa-13674	288	9	and	and	CCONJ
ajfa-13674	288	10	the	the	DET
ajfa-13674	288	11	threshold	threshold	NOUN
ajfa-13674	288	12	limits	limit	NOUN
ajfa-13674	288	13	/	/	SYM
ajfa-13674	288	14	cut	cut	NOUN
ajfa-13674	288	15	-	-	PUNCT
ajfa-13674	288	16	off	off	ADP
ajfa-13674	288	17	points	point	NOUN
ajfa-13674	288	18	for	for	ADP
ajfa-13674	288	19	all	all	DET
ajfa-13674	288	20	the	the	DET
ajfa-13674	288	21	models	model	NOUN
ajfa-13674	288	22	are	be	AUX
ajfa-13674	288	23	identified	identify	VERB
ajfa-13674	288	24	which	which	PRON
ajfa-13674	288	25	results	result	VERB
ajfa-13674	288	26	in	in	ADP
ajfa-13674	288	27	minimum	minimum	ADJ
ajfa-13674	288	28	number	number	NOUN
ajfa-13674	288	29	of	of	ADP
ajfa-13674	288	30	misclassifications	misclassification	NOUN
ajfa-13674	288	31	.	.	PUNCT
ajfa-13674	289	1	the	the	DET
ajfa-13674	289	2	discriminant	discriminant	NOUN
ajfa-13674	289	3	function	function	NOUN
ajfa-13674	289	4	used	use	VERB
ajfa-13674	289	5	in	in	ADP
ajfa-13674	289	6	this	this	DET
ajfa-13674	289	7	study	study	NOUN
ajfa-13674	289	8	indicating	indicate	VERB
ajfa-13674	289	9	the	the	DET
ajfa-13674	289	10	linear	linear	ADJ
ajfa-13674	289	11	combination	combination	NOUN
ajfa-13674	289	12	of	of	ADP
ajfa-13674	289	13	independent	independent	ADJ
ajfa-13674	289	14	variables	variable	NOUN
ajfa-13674	289	15	as	as	SCONJ
ajfa-13674	289	16	follows	follow	VERB
ajfa-13674	289	17	:	:	PUNCT
ajfa-13674	289	18	0	0	NUM
ajfa-13674	289	19	1	1	NUM
ajfa-13674	289	20	1	1	NUM
ajfa-13674	289	21	2	2	NUM
ajfa-13674	289	22	2	2	NUM
ajfa-13674	289	23	......	......	PUNCT
ajfa-13674	289	24	n	n	PRON
ajfa-13674	289	25	nj	nj	PROPN
ajfa-13674	289	26	a	a	DET
ajfa-13674	289	27	a	a	DET
ajfa-13674	289	28	x	x	SYM
ajfa-13674	289	29	a	a	DET
ajfa-13674	289	30	x	x	NOUN
ajfa-13674	289	31	a	a	PRON
ajfa-13674	289	32	x=	x=	PUNCT
ajfa-13674	290	1	+	+	PUNCT
ajfa-13674	291	1	+	+	PUNCT
ajfa-13674	291	2	+	+	PUNCT
ajfa-13674	291	3	+	+	CCONJ
ajfa-13674	291	4	(	(	PUNCT
ajfa-13674	291	5	10	10	NUM
ajfa-13674	291	6	)	)	PUNCT
ajfa-13674	291	7	hair	hair	NOUN
ajfa-13674	291	8	et	et	PROPN
ajfa-13674	291	9	al	al	PROPN
ajfa-13674	291	10	.	.	PROPN
ajfa-13674	292	1	(	(	PUNCT
ajfa-13674	292	2	2006	2006	NUM
ajfa-13674	292	3	)	)	PUNCT
ajfa-13674	292	4	defined	define	VERB
ajfa-13674	292	5	the	the	DET
ajfa-13674	292	6	threshold	threshold	NOUN
ajfa-13674	292	7	limits	limit	NOUN
ajfa-13674	292	8	as	as	ADP
ajfa-13674	292	9	the	the	DET
ajfa-13674	292	10	dividing	dividing	NOUN
ajfa-13674	292	11	point	point	NOUN
ajfa-13674	292	12	which	which	PRON
ajfa-13674	292	13	will	will	AUX
ajfa-13674	292	14	be	be	AUX
ajfa-13674	292	15	used	use	VERB
ajfa-13674	292	16	to	to	PART
ajfa-13674	292	17	categorize	categorize	VERB
ajfa-13674	292	18	observations	observation	NOUN
ajfa-13674	292	19	into	into	ADP
ajfa-13674	292	20	groups	group	NOUN
ajfa-13674	292	21	based	base	VERB
ajfa-13674	292	22	on	on	ADP
ajfa-13674	292	23	the	the	DET
ajfa-13674	292	24	function	function	NOUN
ajfa-13674	292	25	scores	score	NOUN
ajfa-13674	292	26	.	.	PUNCT
ajfa-13674	293	1	the	the	DET
ajfa-13674	293	2	threshold	threshold	NOUN
ajfa-13674	293	3	point	point	NOUN
ajfa-13674	293	4	between	between	ADP
ajfa-13674	293	5	two	two	NUM
ajfa-13674	293	6	groups	group	NOUN
ajfa-13674	293	7	is	be	AUX
ajfa-13674	293	8	calculated	calculate	VERB
ajfa-13674	293	9	on	on	ADP
ajfa-13674	293	10	the	the	DET
ajfa-13674	293	11	basis	basis	NOUN
ajfa-13674	293	12	of	of	ADP
ajfa-13674	293	13	the	the	DET
ajfa-13674	293	14	group	group	NOUN
ajfa-13674	293	15	centroids	centroid	NOUN
ajfa-13674	293	16	and	and	CCONJ
ajfa-13674	293	17	size	size	NOUN
ajfa-13674	293	18	of	of	ADP
ajfa-13674	293	19	the	the	DET
ajfa-13674	293	20	groups	group	NOUN
ajfa-13674	293	21	.	.	PUNCT
ajfa-13674	294	1	the	the	DET
ajfa-13674	294	2	optimum	optimum	ADJ
ajfa-13674	294	3	threshold	threshold	NOUN
ajfa-13674	294	4	limit	limit	NOUN
ajfa-13674	294	5	assuming	assume	VERB
ajfa-13674	294	6	equal	equal	ADJ
ajfa-13674	294	7	size	size	NOUN
ajfa-13674	294	8	of	of	ADP
ajfa-13674	294	9	two	two	NUM
ajfa-13674	294	10	groups	group	NOUN
ajfa-13674	294	11	with	with	ADP
ajfa-13674	294	12	prior	prior	ADJ
ajfa-13674	294	13	probabilities	probability	NOUN
ajfa-13674	294	14	of	of	ADP
ajfa-13674	294	15	0.5	0.5	NUM
ajfa-13674	294	16	can	can	AUX
ajfa-13674	294	17	be	be	AUX
ajfa-13674	294	18	calculated	calculate	VERB
ajfa-13674	294	19	as	as	SCONJ
ajfa-13674	294	20	follows	follow	VERB
ajfa-13674	294	21	:	:	PUNCT
ajfa-13674	294	22	a	a	DET
ajfa-13674	294	23	b	b	X
ajfa-13674	294	24	b	b	PROPN
ajfa-13674	294	25	a	a	DET
ajfa-13674	294	26	a	a	DET
ajfa-13674	294	27	b	b	NOUN
ajfa-13674	294	28	n	n	ADP
ajfa-13674	294	29	z	z	NOUN
ajfa-13674	294	30	n	n	NUM
ajfa-13674	294	31	zcut	zcut	VERB
ajfa-13674	294	32	off	off	ADP
ajfa-13674	294	33	n	n	CCONJ
ajfa-13674	294	34	n	n	NOUN
ajfa-13674	294	35	+	+	NOUN
ajfa-13674	294	36	−	−	PROPN
ajfa-13674	294	37	=	=	SYM
ajfa-13674	295	1	+	+	CCONJ
ajfa-13674	295	2	(	(	PUNCT
ajfa-13674	295	3	11	11	NUM
ajfa-13674	295	4	)	)	PUNCT
ajfa-13674	295	5	the	the	DET
ajfa-13674	295	6	above	above	ADJ
ajfa-13674	295	7	formula	formula	NOUN
ajfa-13674	295	8	shows	show	VERB
ajfa-13674	295	9	the	the	DET
ajfa-13674	295	10	optimal	optimal	ADJ
ajfa-13674	295	11	cut	cut	NOUN
ajfa-13674	295	12	off	off	ADP
ajfa-13674	295	13	score	score	NOUN
ajfa-13674	295	14	between	between	ADP
ajfa-13674	295	15	groups	group	NOUN
ajfa-13674	295	16	a	a	PRON
ajfa-13674	295	17	and	and	CCONJ
ajfa-13674	295	18	b	b	NOUN
ajfa-13674	295	19	,	,	PUNCT
ajfa-13674	295	20	where	where	SCONJ
ajfa-13674	295	21	na	na	VERB
ajfa-13674	295	22	,	,	PUNCT
ajfa-13674	295	23	nb	nb	INTJ
ajfa-13674	295	24	are	be	AUX
ajfa-13674	295	25	sizes	size	NOUN
ajfa-13674	295	26	of	of	ADP
ajfa-13674	295	27	group	group	NOUN
ajfa-13674	295	28	a	a	PROPN
ajfa-13674	295	29	and	and	CCONJ
ajfa-13674	295	30	b	b	NOUN
ajfa-13674	295	31	,	,	PUNCT
ajfa-13674	295	32	za	za	PROPN
ajfa-13674	295	33	,	,	PUNCT
ajfa-13674	295	34	zb	zb	PROPN
ajfa-13674	295	35	are	be	AUX
ajfa-13674	295	36	centroids	centroid	NOUN
ajfa-13674	295	37	for	for	ADP
ajfa-13674	295	38	both	both	DET
ajfa-13674	295	39	groups	group	NOUN
ajfa-13674	295	40	a	a	PRON
ajfa-13674	295	41	and	and	CCONJ
ajfa-13674	295	42	b	b	NOUN
ajfa-13674	295	43	,	,	PUNCT
ajfa-13674	295	44	respectively	respectively	ADV
ajfa-13674	295	45	.	.	PUNCT
ajfa-13674	296	1	the	the	DET
ajfa-13674	296	2	j	j	PROPN
ajfa-13674	296	3	score	score	NOUN
ajfa-13674	296	4	thresholds	thresholds	PROPN
ajfa-13674	296	5	/	/	SYM
ajfa-13674	296	6	cut	cut	VERB
ajfa-13674	296	7	-	-	PUNCT
ajfa-13674	296	8	off	off	ADP
ajfa-13674	296	9	points	point	NOUN
ajfa-13674	296	10	for	for	ADP
ajfa-13674	296	11	three	three	NUM
ajfa-13674	296	12	models	model	NOUN
ajfa-13674	296	13	are	be	AUX
ajfa-13674	296	14	given	give	VERB
ajfa-13674	296	15	below	below	ADV
ajfa-13674	296	16	.	.	PUNCT
ajfa-13674	297	1			NUM
ajfa-13674	297	2	16	16	NUM
ajfa-13674	297	3	ratio	ratio	NOUN
ajfa-13674	297	4	model	model	NOUN
ajfa-13674	297	5	using	use	VERB
ajfa-13674	297	6	mda	mda	PROPN
ajfa-13674	297	7	:	:	PUNCT
ajfa-13674	297	8	threshold=0	threshold=0	PROPN
ajfa-13674	298	1			NUM
ajfa-13674	298	2	22	22	NUM
ajfa-13674	298	3	ratio	ratio	NOUN
ajfa-13674	298	4	model	model	NOUN
ajfa-13674	298	5	using	use	VERB
ajfa-13674	298	6	mda	mda	PROPN
ajfa-13674	298	7	:	:	PUNCT
ajfa-13674	298	8	threshold=0.33	threshold=0.33	ADJ
ajfa-13674	298	9			PROPN
ajfa-13674	298	10	mda+pca	mda+pca	PROPN
ajfa-13674	298	11	model	model	NOUN
ajfa-13674	298	12	using	use	VERB
ajfa-13674	298	13	22	22	NUM
ajfa-13674	298	14	ratios	ratio	NOUN
ajfa-13674	298	15	:	:	PUNCT
ajfa-13674	298	16	threshold=0.3	threshold=0.3	ADP
ajfa-13674	298	17	the	the	DET
ajfa-13674	298	18	major	major	ADJ
ajfa-13674	298	19	disadvantages	disadvantage	NOUN
ajfa-13674	298	20	of	of	ADP
ajfa-13674	298	21	mda	mda	PROPN
ajfa-13674	298	22	over	over	ADP
ajfa-13674	298	23	other	other	ADJ
ajfa-13674	298	24	methods	method	NOUN
ajfa-13674	298	25	include	include	VERB
ajfa-13674	298	26	statistical	statistical	ADJ
ajfa-13674	298	27	or	or	CCONJ
ajfa-13674	298	28	methodological	methodological	ADJ
ajfa-13674	298	29	issues	issue	NOUN
ajfa-13674	298	30	which	which	PRON
ajfa-13674	298	31	hinders	hinder	VERB
ajfa-13674	298	32	the	the	DET
ajfa-13674	298	33	practical	practical	ADJ
ajfa-13674	298	34	applicability	applicability	NOUN
ajfa-13674	298	35	of	of	ADP
ajfa-13674	298	36	the	the	DET
ajfa-13674	298	37	models	model	NOUN
ajfa-13674	298	38	.	.	PUNCT
ajfa-13674	299	1	such	such	ADJ
ajfa-13674	299	2	issues	issue	NOUN
ajfa-13674	299	3	include	include	VERB
ajfa-13674	299	4	(	(	PUNCT
ajfa-13674	299	5	i	i	NOUN
ajfa-13674	299	6	)	)	PUNCT
ajfa-13674	299	7	asian	asian	ADJ
ajfa-13674	299	8	journal	journal	NOUN
ajfa-13674	299	9	of	of	ADP
ajfa-13674	299	10	finance	finance	PROPN
ajfa-13674	299	11	&	&	CCONJ
ajfa-13674	299	12	accounting	accounting	PROPN
ajfa-13674	299	13	issn	issn	PROPN
ajfa-13674	299	14	1946	1946	NUM
ajfa-13674	299	15	-	-	PUNCT
ajfa-13674	299	16	052x	052x	NOUN
ajfa-13674	299	17	2018	2018	NUM
ajfa-13674	299	18	,	,	PUNCT
ajfa-13674	299	19	vol	vol	NOUN
ajfa-13674	299	20	.	.	PROPN
ajfa-13674	300	1	10	10	NUM
ajfa-13674	300	2	,	,	PUNCT
ajfa-13674	300	3	no	no	INTJ
ajfa-13674	300	4	.	.	NOUN
ajfa-13674	300	5	2	2	NUM
ajfa-13674	300	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	300	7	47	47	NUM
ajfa-13674	300	8	dispersions	dispersion	NOUN
ajfa-13674	300	9	of	of	ADP
ajfa-13674	300	10	the	the	DET
ajfa-13674	300	11	group	group	NOUN
ajfa-13674	300	12	,	,	PUNCT
ajfa-13674	300	13	(	(	PUNCT
ajfa-13674	300	14	ii	ii	NOUN
ajfa-13674	300	15	)	)	PUNCT
ajfa-13674	300	16	the	the	DET
ajfa-13674	300	17	classification	classification	NOUN
ajfa-13674	300	18	error	error	NOUN
ajfa-13674	300	19	estimations	estimation	NOUN
ajfa-13674	300	20	,	,	PUNCT
ajfa-13674	300	21	(	(	PUNCT
ajfa-13674	300	22	iii	iii	X
ajfa-13674	300	23	)	)	PUNCT
ajfa-13674	300	24	the	the	DET
ajfa-13674	300	25	costs	cost	NOUN
ajfa-13674	300	26	of	of	ADP
ajfa-13674	300	27	misclassifications	misclassification	NOUN
ajfa-13674	300	28	and	and	CCONJ
ajfa-13674	300	29	appropriate	appropriate	VERB
ajfa-13674	300	30	a	a	DET
ajfa-13674	300	31	priori	priori	ADJ
ajfa-13674	300	32	probabilities	probability	NOUN
ajfa-13674	300	33	,	,	PUNCT
ajfa-13674	300	34	(	(	PUNCT
ajfa-13674	300	35	iv	iv	X
ajfa-13674	300	36	)	)	PUNCT
ajfa-13674	300	37	dimension	dimension	NOUN
ajfa-13674	300	38	reduction	reduction	NOUN
ajfa-13674	300	39	,	,	PUNCT
ajfa-13674	300	40	(	(	PUNCT
ajfa-13674	300	41	v	v	NOUN
ajfa-13674	300	42	)	)	PUNCT
ajfa-13674	300	43	the	the	DET
ajfa-13674	300	44	distribution	distribution	NOUN
ajfa-13674	300	45	of	of	ADP
ajfa-13674	300	46	variables	variable	NOUN
ajfa-13674	300	47	,	,	PUNCT
ajfa-13674	300	48	(	(	PUNCT
ajfa-13674	300	49	vi	vi	NOUN
ajfa-13674	300	50	)	)	PUNCT
ajfa-13674	300	51	the	the	DET
ajfa-13674	300	52	groups	group	NOUN
ajfa-13674	300	53	’	’	PART
ajfa-13674	300	54	definitions	definition	NOUN
ajfa-13674	300	55	,	,	PUNCT
ajfa-13674	300	56	and	and	CCONJ
ajfa-13674	300	57	(	(	PUNCT
ajfa-13674	300	58	vii	vii	PROPN
ajfa-13674	300	59	)	)	PUNCT
ajfa-13674	300	60	the	the	DET
ajfa-13674	300	61	inference	inference	NOUN
ajfa-13674	300	62	of	of	ADP
ajfa-13674	300	63	variable	variable	NOUN
ajfa-13674	300	64	’s	’s	PART
ajfa-13674	300	65	significance	significance	NOUN
ajfa-13674	300	66	.	.	PUNCT
ajfa-13674	301	1	4.2	4.2	NUM
ajfa-13674	301	2	principal	principal	ADJ
ajfa-13674	301	3	component	component	NOUN
ajfa-13674	301	4	analysis	analysis	NOUN
ajfa-13674	301	5	(	(	PUNCT
ajfa-13674	301	6	pca	pca	NOUN
ajfa-13674	301	7	)	)	PUNCT
ajfa-13674	301	8	principal	principal	NOUN
ajfa-13674	301	9	component	component	NOUN
ajfa-13674	301	10	analysis	analysis	NOUN
ajfa-13674	301	11	is	be	AUX
ajfa-13674	301	12	a	a	DET
ajfa-13674	301	13	technique	technique	NOUN
ajfa-13674	301	14	used	use	VERB
ajfa-13674	301	15	to	to	PART
ajfa-13674	301	16	express	express	VERB
ajfa-13674	301	17	a	a	DET
ajfa-13674	301	18	relationship	relationship	NOUN
ajfa-13674	301	19	in	in	ADP
ajfa-13674	301	20	the	the	DET
ajfa-13674	301	21	data	datum	NOUN
ajfa-13674	301	22	when	when	SCONJ
ajfa-13674	301	23	there	there	PRON
ajfa-13674	301	24	are	be	VERB
ajfa-13674	301	25	many	many	ADJ
ajfa-13674	301	26	variables	variable	NOUN
ajfa-13674	301	27	and	and	CCONJ
ajfa-13674	301	28	a	a	DET
ajfa-13674	301	29	significant	significant	ADJ
ajfa-13674	301	30	relationship	relationship	NOUN
ajfa-13674	301	31	can	can	AUX
ajfa-13674	301	32	be	be	AUX
ajfa-13674	301	33	developed	develop	VERB
ajfa-13674	301	34	.	.	PUNCT
ajfa-13674	302	1	pca	pca	PROPN
ajfa-13674	302	2	as	as	ADP
ajfa-13674	302	3	a	a	DET
ajfa-13674	302	4	technique	technique	NOUN
ajfa-13674	302	5	helps	help	VERB
ajfa-13674	302	6	us	we	PRON
ajfa-13674	302	7	to	to	PART
ajfa-13674	302	8	reduce	reduce	VERB
ajfa-13674	302	9	the	the	DET
ajfa-13674	302	10	large	large	ADJ
ajfa-13674	302	11	number	number	NOUN
ajfa-13674	302	12	of	of	ADP
ajfa-13674	302	13	variables	variable	NOUN
ajfa-13674	302	14	with	with	ADP
ajfa-13674	302	15	much	much	ADV
ajfa-13674	302	16	lesser	less	ADJ
ajfa-13674	302	17	number	number	NOUN
ajfa-13674	302	18	of	of	ADP
ajfa-13674	302	19	variables	variable	NOUN
ajfa-13674	302	20	that	that	PRON
ajfa-13674	302	21	represents	represent	VERB
ajfa-13674	302	22	the	the	DET
ajfa-13674	302	23	same	same	ADJ
ajfa-13674	302	24	data	datum	NOUN
ajfa-13674	302	25	more	more	ADV
ajfa-13674	302	26	effectively	effectively	ADV
ajfa-13674	302	27	.	.	PUNCT
ajfa-13674	303	1	in	in	ADP
ajfa-13674	303	2	this	this	DET
ajfa-13674	303	3	study	study	NOUN
ajfa-13674	303	4	,	,	PUNCT
ajfa-13674	303	5	we	we	PRON
ajfa-13674	303	6	have	have	AUX
ajfa-13674	303	7	used	use	VERB
ajfa-13674	303	8	pca	pca	PROPN
ajfa-13674	303	9	as	as	ADP
ajfa-13674	303	10	a	a	DET
ajfa-13674	303	11	dimension	dimension	NOUN
ajfa-13674	303	12	reduction	reduction	NOUN
ajfa-13674	303	13	technique	technique	NOUN
ajfa-13674	303	14	.	.	PUNCT
ajfa-13674	304	1	such	such	ADJ
ajfa-13674	304	2	lesser	less	ADJ
ajfa-13674	304	3	number	number	NOUN
ajfa-13674	304	4	of	of	ADP
ajfa-13674	304	5	simulated	simulated	ADJ
ajfa-13674	304	6	/	/	SYM
ajfa-13674	304	7	synthetic	synthetic	ADJ
ajfa-13674	304	8	variables	variable	NOUN
ajfa-13674	304	9	are	be	AUX
ajfa-13674	304	10	called	call	VERB
ajfa-13674	304	11	principal	principal	ADJ
ajfa-13674	304	12	components	component	NOUN
ajfa-13674	304	13	.	.	PUNCT
ajfa-13674	305	1	pca	pca	PROPN
ajfa-13674	305	2	is	be	AUX
ajfa-13674	305	3	a	a	DET
ajfa-13674	305	4	way	way	NOUN
ajfa-13674	305	5	of	of	ADP
ajfa-13674	305	6	identifying	identify	VERB
ajfa-13674	305	7	patterns	pattern	NOUN
ajfa-13674	305	8	in	in	ADP
ajfa-13674	305	9	data	datum	NOUN
ajfa-13674	305	10	,	,	PUNCT
ajfa-13674	305	11	and	and	CCONJ
ajfa-13674	305	12	expressing	express	VERB
ajfa-13674	305	13	the	the	DET
ajfa-13674	305	14	data	datum	NOUN
ajfa-13674	305	15	in	in	ADP
ajfa-13674	305	16	such	such	DET
ajfa-13674	305	17	a	a	DET
ajfa-13674	305	18	way	way	NOUN
ajfa-13674	305	19	as	as	SCONJ
ajfa-13674	305	20	to	to	PART
ajfa-13674	305	21	highlight	highlight	VERB
ajfa-13674	305	22	their	their	PRON
ajfa-13674	305	23	similarities	similarity	NOUN
ajfa-13674	305	24	and	and	CCONJ
ajfa-13674	305	25	differences	difference	NOUN
ajfa-13674	305	26	.	.	PUNCT
ajfa-13674	306	1	since	since	SCONJ
ajfa-13674	306	2	patterns	pattern	NOUN
ajfa-13674	306	3	in	in	ADP
ajfa-13674	306	4	data	datum	NOUN
ajfa-13674	306	5	can	can	AUX
ajfa-13674	306	6	be	be	AUX
ajfa-13674	306	7	hard	hard	ADJ
ajfa-13674	306	8	to	to	PART
ajfa-13674	306	9	find	find	VERB
ajfa-13674	306	10	in	in	ADP
ajfa-13674	306	11	data	datum	NOUN
ajfa-13674	306	12	of	of	ADP
ajfa-13674	306	13	high	high	ADJ
ajfa-13674	306	14	dimension	dimension	NOUN
ajfa-13674	306	15	,	,	PUNCT
ajfa-13674	306	16	where	where	SCONJ
ajfa-13674	306	17	the	the	DET
ajfa-13674	306	18	luxury	luxury	NOUN
ajfa-13674	306	19	of	of	ADP
ajfa-13674	306	20	graphical	graphical	ADJ
ajfa-13674	306	21	representation	representation	NOUN
ajfa-13674	306	22	is	be	AUX
ajfa-13674	306	23	not	not	PART
ajfa-13674	306	24	available	available	ADJ
ajfa-13674	306	25	,	,	PUNCT
ajfa-13674	306	26	pca	pca	PROPN
ajfa-13674	306	27	is	be	AUX
ajfa-13674	306	28	a	a	DET
ajfa-13674	306	29	powerful	powerful	ADJ
ajfa-13674	306	30	tool	tool	NOUN
ajfa-13674	306	31	for	for	ADP
ajfa-13674	306	32	analysing	analyse	VERB
ajfa-13674	306	33	data	datum	NOUN
ajfa-13674	306	34	.	.	PUNCT
ajfa-13674	307	1	the	the	DET
ajfa-13674	307	2	other	other	ADJ
ajfa-13674	307	3	main	main	ADJ
ajfa-13674	307	4	advantage	advantage	NOUN
ajfa-13674	307	5	of	of	ADP
ajfa-13674	307	6	pca	pca	NOUN
ajfa-13674	307	7	is	be	AUX
ajfa-13674	307	8	that	that	SCONJ
ajfa-13674	307	9	once	once	SCONJ
ajfa-13674	307	10	you	you	PRON
ajfa-13674	307	11	have	have	AUX
ajfa-13674	307	12	found	find	VERB
ajfa-13674	307	13	these	these	DET
ajfa-13674	307	14	patterns	pattern	NOUN
ajfa-13674	307	15	in	in	ADP
ajfa-13674	307	16	the	the	DET
ajfa-13674	307	17	data	datum	NOUN
ajfa-13674	307	18	,	,	PUNCT
ajfa-13674	307	19	and	and	CCONJ
ajfa-13674	307	20	you	you	PRON
ajfa-13674	307	21	compress	compress	VERB
ajfa-13674	307	22	the	the	DET
ajfa-13674	307	23	data	datum	NOUN
ajfa-13674	307	24	,	,	PUNCT
ajfa-13674	307	25	i.e.	i.e.	X
ajfa-13674	307	26	by	by	ADP
ajfa-13674	307	27	reducing	reduce	VERB
ajfa-13674	307	28	the	the	DET
ajfa-13674	307	29	number	number	NOUN
ajfa-13674	307	30	of	of	ADP
ajfa-13674	307	31	dimensions	dimension	NOUN
ajfa-13674	307	32	,	,	PUNCT
ajfa-13674	307	33	without	without	ADP
ajfa-13674	307	34	much	much	ADJ
ajfa-13674	307	35	loss	loss	NOUN
ajfa-13674	307	36	of	of	ADP
ajfa-13674	307	37	information	information	NOUN
ajfa-13674	307	38	.	.	PUNCT
ajfa-13674	308	1	the	the	DET
ajfa-13674	308	2	previous	previous	ADJ
ajfa-13674	308	3	studies	study	NOUN
ajfa-13674	308	4	by	by	ADP
ajfa-13674	308	5	alici	alici	NOUN
ajfa-13674	308	6	(	(	PUNCT
ajfa-13674	308	7	1996	1996	NUM
ajfa-13674	308	8	)	)	PUNCT
ajfa-13674	308	9	and	and	CCONJ
ajfa-13674	308	10	rekha	rekha	PROPN
ajfa-13674	308	11	pai	pai	PROPN
ajfa-13674	308	12	,	,	PUNCT
ajfa-13674	308	13	vijayalakshmi	vijayalakshmi	VERB
ajfa-13674	308	14	pai	pai	NOUN
ajfa-13674	308	15	and	and	CCONJ
ajfa-13674	308	16	annapoorani	annapoorani	PROPN
ajfa-13674	308	17	(	(	PUNCT
ajfa-13674	308	18	2006	2006	NUM
ajfa-13674	308	19	)	)	PUNCT
ajfa-13674	308	20	on	on	ADP
ajfa-13674	308	21	the	the	DET
ajfa-13674	308	22	application	application	NOUN
ajfa-13674	308	23	of	of	ADP
ajfa-13674	308	24	principal	principal	ADJ
ajfa-13674	308	25	component	component	NOUN
ajfa-13674	308	26	analysis	analysis	NOUN
ajfa-13674	308	27	(	(	PUNCT
ajfa-13674	308	28	pca	pca	NOUN
ajfa-13674	308	29	)	)	PUNCT
ajfa-13674	308	30	for	for	ADP
ajfa-13674	308	31	the	the	DET
ajfa-13674	308	32	prediction	prediction	NOUN
ajfa-13674	308	33	of	of	ADP
ajfa-13674	308	34	industrial	industrial	ADJ
ajfa-13674	308	35	bankruptcy	bankruptcy	NOUN
ajfa-13674	308	36	has	have	AUX
ajfa-13674	308	37	shown	show	VERB
ajfa-13674	308	38	potential	potential	NOUN
ajfa-13674	308	39	of	of	ADP
ajfa-13674	308	40	pca	pca	NOUN
ajfa-13674	308	41	in	in	ADP
ajfa-13674	308	42	prediction	prediction	NOUN
ajfa-13674	308	43	of	of	ADP
ajfa-13674	308	44	industrial	industrial	ADJ
ajfa-13674	308	45	sickness	sickness	NOUN
ajfa-13674	308	46	.	.	PUNCT
ajfa-13674	309	1	as	as	ADP
ajfa-13674	309	2	per	per	ADP
ajfa-13674	309	3	their	their	PRON
ajfa-13674	309	4	study	study	NOUN
ajfa-13674	309	5	,	,	PUNCT
ajfa-13674	309	6	pca	pca	NOUN
ajfa-13674	309	7	not	not	PART
ajfa-13674	309	8	only	only	ADV
ajfa-13674	309	9	works	work	VERB
ajfa-13674	309	10	as	as	ADP
ajfa-13674	309	11	a	a	DET
ajfa-13674	309	12	method	method	NOUN
ajfa-13674	309	13	for	for	ADP
ajfa-13674	309	14	dimension	dimension	NOUN
ajfa-13674	309	15	reduction	reduction	NOUN
ajfa-13674	309	16	but	but	CCONJ
ajfa-13674	309	17	also	also	ADV
ajfa-13674	309	18	shows	show	VERB
ajfa-13674	309	19	better	well	ADJ
ajfa-13674	309	20	predictive	predictive	ADJ
ajfa-13674	309	21	ability	ability	NOUN
ajfa-13674	309	22	.	.	PUNCT
ajfa-13674	310	1	in	in	ADP
ajfa-13674	310	2	the	the	DET
ajfa-13674	310	3	present	present	ADJ
ajfa-13674	310	4	study	study	NOUN
ajfa-13674	310	5	,	,	PUNCT
ajfa-13674	310	6	pca	pca	PROPN
ajfa-13674	310	7	had	have	AUX
ajfa-13674	310	8	been	be	AUX
ajfa-13674	310	9	adopted	adopt	VERB
ajfa-13674	310	10	for	for	ADP
ajfa-13674	310	11	the	the	DET
ajfa-13674	310	12	pattern	pattern	NOUN
ajfa-13674	310	13	recognition	recognition	NOUN
ajfa-13674	310	14	,	,	PUNCT
ajfa-13674	310	15	dimension	dimension	NOUN
ajfa-13674	310	16	reduction	reduction	NOUN
ajfa-13674	310	17	and	and	CCONJ
ajfa-13674	310	18	prediction	prediction	NOUN
ajfa-13674	310	19	of	of	ADP
ajfa-13674	310	20	industrial	industrial	ADJ
ajfa-13674	310	21	sickness	sickness	NOUN
ajfa-13674	310	22	.	.	PUNCT
ajfa-13674	311	1	pca	pca	PROPN
ajfa-13674	311	2	is	be	AUX
ajfa-13674	311	3	a	a	DET
ajfa-13674	311	4	useful	useful	ADJ
ajfa-13674	311	5	statistical	statistical	ADJ
ajfa-13674	311	6	technique	technique	NOUN
ajfa-13674	311	7	for	for	ADP
ajfa-13674	311	8	pattern	pattern	NOUN
ajfa-13674	311	9	recognition	recognition	NOUN
ajfa-13674	311	10	and	and	CCONJ
ajfa-13674	311	11	data	datum	NOUN
ajfa-13674	311	12	compression	compression	NOUN
ajfa-13674	311	13	.	.	PUNCT
ajfa-13674	312	1	pca	pca	PROPN
ajfa-13674	312	2	makes	make	VERB
ajfa-13674	312	3	use	use	NOUN
ajfa-13674	312	4	of	of	ADP
ajfa-13674	312	5	multiple	multiple	ADJ
ajfa-13674	312	6	statistical	statistical	ADJ
ajfa-13674	312	7	concepts	concept	NOUN
ajfa-13674	312	8	like	like	ADP
ajfa-13674	312	9	a.	a.	NOUN
ajfa-13674	312	10	standard	standard	PROPN
ajfa-13674	312	11	deviation	deviation	PROPN
ajfa-13674	312	12	b.	b.	PROPN
ajfa-13674	312	13	variance	variance	NOUN
ajfa-13674	312	14	and	and	CCONJ
ajfa-13674	312	15	covariance	covariance	PROPN
ajfa-13674	312	16	c.	c.	PROPN
ajfa-13674	312	17	eigen	eigen	PROPN
ajfa-13674	312	18	vectors	vectors	PROPN
ajfa-13674	312	19	and	and	CCONJ
ajfa-13674	312	20	eigen	eigen	PROPN
ajfa-13674	312	21	values	value	NOUN
ajfa-13674	312	22	pca	pca	PROPN
ajfa-13674	312	23	is	be	AUX
ajfa-13674	312	24	a	a	DET
ajfa-13674	312	25	way	way	NOUN
ajfa-13674	312	26	of	of	ADP
ajfa-13674	312	27	identifying	identify	VERB
ajfa-13674	312	28	patterns	pattern	NOUN
ajfa-13674	312	29	in	in	ADP
ajfa-13674	312	30	data	datum	NOUN
ajfa-13674	312	31	,	,	PUNCT
ajfa-13674	312	32	and	and	CCONJ
ajfa-13674	312	33	expressing	express	VERB
ajfa-13674	312	34	the	the	DET
ajfa-13674	312	35	data	datum	NOUN
ajfa-13674	312	36	in	in	ADP
ajfa-13674	312	37	such	such	DET
ajfa-13674	312	38	a	a	DET
ajfa-13674	312	39	way	way	NOUN
ajfa-13674	312	40	as	as	SCONJ
ajfa-13674	312	41	to	to	PART
ajfa-13674	312	42	highlight	highlight	VERB
ajfa-13674	312	43	their	their	PRON
ajfa-13674	312	44	similarities	similarity	NOUN
ajfa-13674	312	45	and	and	CCONJ
ajfa-13674	312	46	differences	difference	NOUN
ajfa-13674	312	47	.	.	PUNCT
ajfa-13674	313	1	since	since	SCONJ
ajfa-13674	313	2	patterns	pattern	NOUN
ajfa-13674	313	3	in	in	ADP
ajfa-13674	313	4	data	datum	NOUN
ajfa-13674	313	5	can	can	AUX
ajfa-13674	313	6	be	be	AUX
ajfa-13674	313	7	hard	hard	ADJ
ajfa-13674	313	8	to	to	PART
ajfa-13674	313	9	find	find	VERB
ajfa-13674	313	10	in	in	ADP
ajfa-13674	313	11	data	datum	NOUN
ajfa-13674	313	12	of	of	ADP
ajfa-13674	313	13	high	high	ADJ
ajfa-13674	313	14	dimension	dimension	NOUN
ajfa-13674	313	15	,	,	PUNCT
ajfa-13674	313	16	where	where	SCONJ
ajfa-13674	313	17	the	the	DET
ajfa-13674	313	18	luxury	luxury	NOUN
ajfa-13674	313	19	of	of	ADP
ajfa-13674	313	20	graphical	graphical	ADJ
ajfa-13674	313	21	representation	representation	NOUN
ajfa-13674	313	22	is	be	AUX
ajfa-13674	313	23	not	not	PART
ajfa-13674	313	24	available	available	ADJ
ajfa-13674	313	25	,	,	PUNCT
ajfa-13674	313	26	pca	pca	PROPN
ajfa-13674	313	27	is	be	AUX
ajfa-13674	313	28	a	a	DET
ajfa-13674	313	29	powerful	powerful	ADJ
ajfa-13674	313	30	tool	tool	NOUN
ajfa-13674	313	31	for	for	ADP
ajfa-13674	313	32	analysing	analyse	VERB
ajfa-13674	313	33	data	datum	NOUN
ajfa-13674	313	34	.	.	PUNCT
ajfa-13674	314	1	the	the	DET
ajfa-13674	314	2	other	other	ADJ
ajfa-13674	314	3	main	main	ADJ
ajfa-13674	314	4	advantage	advantage	NOUN
ajfa-13674	314	5	of	of	ADP
ajfa-13674	314	6	pca	pca	NOUN
ajfa-13674	314	7	is	be	AUX
ajfa-13674	314	8	that	that	SCONJ
ajfa-13674	314	9	once	once	SCONJ
ajfa-13674	314	10	you	you	PRON
ajfa-13674	314	11	have	have	AUX
ajfa-13674	314	12	found	find	VERB
ajfa-13674	314	13	these	these	DET
ajfa-13674	314	14	patterns	pattern	NOUN
ajfa-13674	314	15	in	in	ADP
ajfa-13674	314	16	the	the	DET
ajfa-13674	314	17	data	datum	NOUN
ajfa-13674	314	18	,	,	PUNCT
ajfa-13674	314	19	and	and	CCONJ
ajfa-13674	314	20	you	you	PRON
ajfa-13674	314	21	compress	compress	VERB
ajfa-13674	314	22	the	the	DET
ajfa-13674	314	23	data	datum	NOUN
ajfa-13674	314	24	,	,	PUNCT
ajfa-13674	314	25	i.e.	i.e.	X
ajfa-13674	314	26	by	by	ADP
ajfa-13674	314	27	reducing	reduce	VERB
ajfa-13674	314	28	the	the	DET
ajfa-13674	314	29	number	number	NOUN
ajfa-13674	314	30	of	of	ADP
ajfa-13674	314	31	dimensions	dimension	NOUN
ajfa-13674	314	32	,	,	PUNCT
ajfa-13674	314	33	without	without	ADP
ajfa-13674	314	34	much	much	ADJ
ajfa-13674	314	35	loss	loss	NOUN
ajfa-13674	314	36	of	of	ADP
ajfa-13674	314	37	information	information	NOUN
ajfa-13674	314	38	.	.	PUNCT
ajfa-13674	315	1	asian	asian	ADJ
ajfa-13674	315	2	journal	journal	PROPN
ajfa-13674	315	3	of	of	ADP
ajfa-13674	315	4	finance	finance	PROPN
ajfa-13674	315	5	&	&	CCONJ
ajfa-13674	315	6	accounting	accounting	PROPN
ajfa-13674	315	7	issn	issn	PROPN
ajfa-13674	315	8	1946	1946	NUM
ajfa-13674	315	9	-	-	PUNCT
ajfa-13674	315	10	052x	052x	NOUN
ajfa-13674	315	11	2018	2018	NUM
ajfa-13674	315	12	,	,	PUNCT
ajfa-13674	315	13	vol	vol	NOUN
ajfa-13674	315	14	.	.	PROPN
ajfa-13674	316	1	10	10	NUM
ajfa-13674	316	2	,	,	PUNCT
ajfa-13674	316	3	no	no	INTJ
ajfa-13674	316	4	.	.	NOUN
ajfa-13674	316	5	2	2	NUM
ajfa-13674	316	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	316	7	48	48	NUM
ajfa-13674	316	8	4.2.1	4.2.1	NUM
ajfa-13674	316	9	pca	pca	NOUN
ajfa-13674	316	10	procedure	procedure	NOUN
ajfa-13674	316	11	a.	a.	NOUN
ajfa-13674	317	1	we	we	PRON
ajfa-13674	317	2	have	have	AUX
ajfa-13674	317	3	collected	collect	VERB
ajfa-13674	317	4	the	the	DET
ajfa-13674	317	5	data	datum	NOUN
ajfa-13674	317	6	of	of	ADP
ajfa-13674	317	7	the	the	DET
ajfa-13674	317	8	sample	sample	NOUN
ajfa-13674	317	9	and	and	CCONJ
ajfa-13674	317	10	stored	store	VERB
ajfa-13674	317	11	it	it	PRON
ajfa-13674	317	12	in	in	ADP
ajfa-13674	317	13	a	a	DET
ajfa-13674	317	14	matrix	matrix	NOUN
ajfa-13674	317	15	form	form	NOUN
ajfa-13674	317	16	.	.	PUNCT
ajfa-13674	318	1	for	for	ADP
ajfa-13674	318	2	the	the	DET
ajfa-13674	318	3	purpose	purpose	NOUN
ajfa-13674	318	4	of	of	ADP
ajfa-13674	318	5	pca	pca	NOUN
ajfa-13674	318	6	,	,	PUNCT
ajfa-13674	318	7	mean	mean	VERB
ajfa-13674	318	8	was	be	AUX
ajfa-13674	318	9	subtracted	subtract	VERB
ajfa-13674	318	10	from	from	ADP
ajfa-13674	318	11	the	the	DET
ajfa-13674	318	12	data	datum	NOUN
ajfa-13674	318	13	.	.	PUNCT
ajfa-13674	319	1	mean	mean	VERB
ajfa-13674	319	2	values	value	NOUN
ajfa-13674	319	3	for	for	ADP
ajfa-13674	319	4	each	each	DET
ajfa-13674	319	5	dimension	dimension	NOUN
ajfa-13674	319	6	were	be	AUX
ajfa-13674	319	7	calculated	calculate	VERB
ajfa-13674	319	8	and	and	CCONJ
ajfa-13674	319	9	subtracted	subtract	VERB
ajfa-13674	319	10	from	from	ADP
ajfa-13674	319	11	corresponding	correspond	VERB
ajfa-13674	319	12	dimension	dimension	NOUN
ajfa-13674	319	13	.	.	PUNCT
ajfa-13674	320	1	this	this	DET
ajfa-13674	320	2	way	way	NOUN
ajfa-13674	320	3	a	a	DET
ajfa-13674	320	4	data	datum	NOUN
ajfa-13674	320	5	set	set	VERB
ajfa-13674	320	6	of	of	ADP
ajfa-13674	320	7	zero	zero	NUM
ajfa-13674	320	8	mean	mean	NOUN
ajfa-13674	320	9	value	value	NOUN
ajfa-13674	320	10	is	be	AUX
ajfa-13674	320	11	created	create	VERB
ajfa-13674	320	12	.	.	PUNCT
ajfa-13674	321	1	then	then	ADV
ajfa-13674	321	2	we	we	PRON
ajfa-13674	321	3	created	create	VERB
ajfa-13674	321	4	covariance	covariance	NOUN
ajfa-13674	321	5	matrix	matrix	NOUN
ajfa-13674	321	6	of	of	ADP
ajfa-13674	321	7	the	the	DET
ajfa-13674	321	8	prepared	prepare	VERB
ajfa-13674	321	9	data	datum	NOUN
ajfa-13674	321	10	set	set	VERB
ajfa-13674	321	11	was	be	AUX
ajfa-13674	321	12	calculated	calculate	VERB
ajfa-13674	321	13	.	.	PUNCT
ajfa-13674	322	1	thus	thus	ADV
ajfa-13674	322	2	if	if	SCONJ
ajfa-13674	322	3	data	datum	NOUN
ajfa-13674	322	4	set	set	NOUN
ajfa-13674	322	5	has	have	VERB
ajfa-13674	322	6	n	n	NUM
ajfa-13674	322	7	direction	direction	NOUN
ajfa-13674	322	8	then	then	ADV
ajfa-13674	322	9	covariance	covariance	NOUN
ajfa-13674	322	10	matrix	matrix	NOUN
ajfa-13674	322	11	will	will	AUX
ajfa-13674	322	12	be	be	AUX
ajfa-13674	322	13	a	a	DET
ajfa-13674	322	14	square	square	ADJ
ajfa-13674	322	15	matrix	matrix	NOUN
ajfa-13674	322	16	of	of	ADP
ajfa-13674	322	17	size	size	NOUN
ajfa-13674	322	18	n.	n.	PROPN
ajfa-13674	322	19	b.	b.	PROPN
ajfa-13674	322	20	as	as	SCONJ
ajfa-13674	322	21	covariance	covariance	NOUN
ajfa-13674	322	22	matrix	matrix	NOUN
ajfa-13674	322	23	is	be	AUX
ajfa-13674	322	24	a	a	DET
ajfa-13674	322	25	square	square	ADJ
ajfa-13674	322	26	matrix	matrix	NOUN
ajfa-13674	322	27	,	,	PUNCT
ajfa-13674	322	28	its	its	PRON
ajfa-13674	322	29	eigen	eigen	PROPN
ajfa-13674	322	30	vector	vector	PROPN
ajfa-13674	322	31	and	and	CCONJ
ajfa-13674	322	32	eigen	eigen	PROPN
ajfa-13674	322	33	value	value	NOUN
ajfa-13674	322	34	can	can	AUX
ajfa-13674	322	35	be	be	AUX
ajfa-13674	322	36	calculated	calculate	VERB
ajfa-13674	322	37	.	.	PUNCT
ajfa-13674	323	1	eigen	eigen	PROPN
ajfa-13674	323	2	vector	vector	PROPN
ajfa-13674	323	3	is	be	AUX
ajfa-13674	323	4	a	a	DET
ajfa-13674	323	5	square	square	ADJ
ajfa-13674	323	6	matrix	matrix	NOUN
ajfa-13674	323	7	of	of	ADP
ajfa-13674	323	8	size	size	NOUN
ajfa-13674	323	9	n.	n.	PROPN
ajfa-13674	323	10	eigen	eigen	PROPN
ajfa-13674	323	11	values	value	NOUN
ajfa-13674	323	12	is	be	AUX
ajfa-13674	323	13	a	a	DET
ajfa-13674	323	14	vertical	vertical	ADJ
ajfa-13674	323	15	vector	vector	NOUN
ajfa-13674	323	16	of	of	ADP
ajfa-13674	323	17	size	size	NOUN
ajfa-13674	323	18	1xn	1xn	NOUN
ajfa-13674	323	19	.	.	PUNCT
ajfa-13674	324	1	c.	c.	NOUN
ajfa-13674	325	1	every	every	DET
ajfa-13674	325	2	eigenvector	eigenvector	NOUN
ajfa-13674	325	3	would	would	AUX
ajfa-13674	325	4	be	be	AUX
ajfa-13674	325	5	a	a	DET
ajfa-13674	325	6	column	column	NOUN
ajfa-13674	325	7	vector	vector	NOUN
ajfa-13674	325	8	with	with	ADP
ajfa-13674	325	9	as	as	ADV
ajfa-13674	325	10	many	many	ADJ
ajfa-13674	325	11	elements	element	NOUN
ajfa-13674	325	12	as	as	ADP
ajfa-13674	325	13	the	the	DET
ajfa-13674	325	14	number	number	NOUN
ajfa-13674	325	15	of	of	ADP
ajfa-13674	325	16	variables	variable	NOUN
ajfa-13674	325	17	in	in	ADP
ajfa-13674	325	18	the	the	DET
ajfa-13674	325	19	original	original	ADJ
ajfa-13674	325	20	dataset	dataset	NOUN
ajfa-13674	325	21	.	.	PUNCT
ajfa-13674	326	1	thus	thus	ADV
ajfa-13674	326	2	if	if	SCONJ
ajfa-13674	326	3	we	we	PRON
ajfa-13674	326	4	had	have	VERB
ajfa-13674	326	5	an	an	DET
ajfa-13674	326	6	initial	initial	ADJ
ajfa-13674	326	7	dataset	dataset	NOUN
ajfa-13674	326	8	of	of	ADP
ajfa-13674	326	9	the	the	DET
ajfa-13674	326	10	size	size	NOUN
ajfa-13674	326	11	t	t	PROPN
ajfa-13674	326	12	x	x	SYM
ajfa-13674	326	13	n	n	PROPN
ajfa-13674	326	14	(	(	PUNCT
ajfa-13674	326	15	recall	recall	PROPN
ajfa-13674	326	16	:	:	PUNCT
ajfa-13674	326	17	rows	row	NOUN
ajfa-13674	326	18	are	be	AUX
ajfa-13674	326	19	the	the	DET
ajfa-13674	326	20	observations	observation	NOUN
ajfa-13674	326	21	,	,	PUNCT
ajfa-13674	326	22	columns	column	NOUN
ajfa-13674	326	23	represent	represent	VERB
ajfa-13674	326	24	variables	variable	NOUN
ajfa-13674	326	25	,	,	PUNCT
ajfa-13674	326	26	and	and	CCONJ
ajfa-13674	326	27	therefore	therefore	ADV
ajfa-13674	326	28	we	we	PRON
ajfa-13674	326	29	have	have	VERB
ajfa-13674	326	30	t	t	NOUN
ajfa-13674	326	31	observations	observation	NOUN
ajfa-13674	326	32	of	of	ADP
ajfa-13674	326	33	n	n	DET
ajfa-13674	326	34	variables	variable	NOUN
ajfa-13674	326	35	)	)	PUNCT
ajfa-13674	326	36	,	,	PUNCT
ajfa-13674	326	37	the	the	DET
ajfa-13674	326	38	covariance	covariance	NOUN
ajfa-13674	326	39	matrix	matrix	NOUN
ajfa-13674	326	40	would	would	AUX
ajfa-13674	326	41	be	be	AUX
ajfa-13674	326	42	of	of	ADP
ajfa-13674	326	43	the	the	DET
ajfa-13674	326	44	size	size	NOUN
ajfa-13674	326	45	n	n	X
ajfa-13674	326	46	x	x	NOUN
ajfa-13674	326	47	n	n	CCONJ
ajfa-13674	326	48	,	,	PUNCT
ajfa-13674	326	49	and	and	CCONJ
ajfa-13674	326	50	each	each	PRON
ajfa-13674	326	51	of	of	ADP
ajfa-13674	326	52	the	the	DET
ajfa-13674	326	53	eigenvectors	eigenvector	NOUN
ajfa-13674	326	54	will	will	AUX
ajfa-13674	326	55	be	be	AUX
ajfa-13674	326	56	n	n	ADV
ajfa-13674	326	57	x	x	SYM
ajfa-13674	326	58	1	1	X
ajfa-13674	326	59	.	.	PUNCT
ajfa-13674	327	1	eigen	eigen	PROPN
ajfa-13674	327	2	value	value	PROPN
ajfa-13674	327	3	clearly	clearly	ADV
ajfa-13674	327	4	indicates	indicate	VERB
ajfa-13674	327	5	that	that	SCONJ
ajfa-13674	327	6	not	not	PART
ajfa-13674	327	7	all	all	PRON
ajfa-13674	327	8	of	of	ADP
ajfa-13674	327	9	the	the	DET
ajfa-13674	327	10	eigen	eigen	PROPN
ajfa-13674	327	11	vectors	vector	NOUN
ajfa-13674	327	12	were	be	AUX
ajfa-13674	327	13	contributing	contribute	VERB
ajfa-13674	327	14	significantly	significantly	ADV
ajfa-13674	327	15	.	.	PUNCT
ajfa-13674	328	1	d.	d.	PROPN
ajfa-13674	328	2	the	the	DET
ajfa-13674	328	3	eigenvalues	eigenvalue	NOUN
ajfa-13674	328	4	for	for	ADP
ajfa-13674	328	5	each	each	PRON
ajfa-13674	328	6	of	of	ADP
ajfa-13674	328	7	the	the	DET
ajfa-13674	328	8	eigenvectors	eigenvector	NOUN
ajfa-13674	328	9	represent	represent	VERB
ajfa-13674	328	10	the	the	DET
ajfa-13674	328	11	amount	amount	NOUN
ajfa-13674	328	12	of	of	ADP
ajfa-13674	328	13	variance	variance	NOUN
ajfa-13674	328	14	that	that	SCONJ
ajfa-13674	328	15	the	the	DET
ajfa-13674	328	16	given	give	VERB
ajfa-13674	328	17	eigenvector	eigenvector	NOUN
ajfa-13674	328	18	accounts	account	NOUN
ajfa-13674	328	19	for	for	ADP
ajfa-13674	328	20	.	.	PUNCT
ajfa-13674	329	1	we	we	PRON
ajfa-13674	329	2	arrange	arrange	VERB
ajfa-13674	329	3	the	the	DET
ajfa-13674	329	4	eigenvectors	eigenvector	NOUN
ajfa-13674	329	5	in	in	ADP
ajfa-13674	329	6	decreasing	decrease	VERB
ajfa-13674	329	7	order	order	NOUN
ajfa-13674	329	8	of	of	ADP
ajfa-13674	329	9	the	the	DET
ajfa-13674	329	10	eigenvalues	eigenvalue	NOUN
ajfa-13674	329	11	,	,	PUNCT
ajfa-13674	329	12	and	and	CCONJ
ajfa-13674	329	13	pick	pick	VERB
ajfa-13674	329	14	the	the	DET
ajfa-13674	329	15	top	top	ADJ
ajfa-13674	329	16	2	2	NUM
ajfa-13674	329	17	,	,	PUNCT
ajfa-13674	329	18	3	3	NUM
ajfa-13674	329	19	or	or	CCONJ
ajfa-13674	329	20	as	as	ADV
ajfa-13674	329	21	many	many	ADJ
ajfa-13674	329	22	eigenvalues	eigenvalue	VERB
ajfa-13674	329	23	that	that	SCONJ
ajfa-13674	329	24	we	we	PRON
ajfa-13674	329	25	are	be	AUX
ajfa-13674	329	26	interested	interested	ADJ
ajfa-13674	329	27	in	in	ADP
ajfa-13674	329	28	depending	depend	VERB
ajfa-13674	329	29	upon	upon	SCONJ
ajfa-13674	329	30	how	how	SCONJ
ajfa-13674	329	31	much	much	ADJ
ajfa-13674	329	32	variance	variance	NOUN
ajfa-13674	329	33	we	we	PRON
ajfa-13674	329	34	want	want	VERB
ajfa-13674	329	35	to	to	PART
ajfa-13674	329	36	capture	capture	VERB
ajfa-13674	329	37	in	in	ADP
ajfa-13674	329	38	our	our	PRON
ajfa-13674	329	39	model	model	NOUN
ajfa-13674	329	40	.	.	PUNCT
ajfa-13674	330	1	if	if	SCONJ
ajfa-13674	330	2	we	we	PRON
ajfa-13674	330	3	include	include	VERB
ajfa-13674	330	4	all	all	DET
ajfa-13674	330	5	the	the	DET
ajfa-13674	330	6	eigenvectors	eigenvector	NOUN
ajfa-13674	330	7	,	,	PUNCT
ajfa-13674	330	8	then	then	ADV
ajfa-13674	330	9	we	we	PRON
ajfa-13674	330	10	would	would	AUX
ajfa-13674	330	11	have	have	AUX
ajfa-13674	330	12	captured	capture	VERB
ajfa-13674	330	13	all	all	DET
ajfa-13674	330	14	the	the	DET
ajfa-13674	330	15	variance	variance	NOUN
ajfa-13674	330	16	but	but	CCONJ
ajfa-13674	330	17	this	this	PRON
ajfa-13674	330	18	would	would	AUX
ajfa-13674	330	19	not	not	PART
ajfa-13674	330	20	give	give	VERB
ajfa-13674	330	21	us	we	PRON
ajfa-13674	330	22	any	any	DET
ajfa-13674	330	23	advantage	advantage	NOUN
ajfa-13674	330	24	over	over	ADP
ajfa-13674	330	25	our	our	PRON
ajfa-13674	330	26	initial	initial	ADJ
ajfa-13674	330	27	data	datum	NOUN
ajfa-13674	330	28	.	.	PUNCT
ajfa-13674	331	1	e.	e.	PROPN
ajfa-13674	331	2	thus	thus	ADV
ajfa-13674	331	3	eigen	eigen	PROPN
ajfa-13674	331	4	vectors	vector	NOUN
ajfa-13674	331	5	having	have	VERB
ajfa-13674	331	6	higher	high	ADJ
ajfa-13674	331	7	eigen	eigen	PROPN
ajfa-13674	331	8	values	value	NOUN
ajfa-13674	331	9	were	be	AUX
ajfa-13674	331	10	selected	select	VERB
ajfa-13674	331	11	as	as	ADP
ajfa-13674	331	12	feature	feature	NOUN
ajfa-13674	331	13	vector	vector	NOUN
ajfa-13674	331	14	.	.	PUNCT
ajfa-13674	332	1	now	now	ADV
ajfa-13674	332	2	as	as	SCONJ
ajfa-13674	332	3	few	few	ADJ
ajfa-13674	332	4	eigen	eigen	PROPN
ajfa-13674	332	5	vectors	vector	NOUN
ajfa-13674	332	6	were	be	AUX
ajfa-13674	332	7	selected	select	VERB
ajfa-13674	332	8	,	,	PUNCT
ajfa-13674	332	9	the	the	DET
ajfa-13674	332	10	data	datum	NOUN
ajfa-13674	332	11	can	can	AUX
ajfa-13674	332	12	be	be	AUX
ajfa-13674	332	13	transformed	transform	VERB
ajfa-13674	332	14	to	to	ADP
ajfa-13674	332	15	lower	low	ADJ
ajfa-13674	332	16	dimensional	dimensional	ADJ
ajfa-13674	332	17	data	datum	NOUN
ajfa-13674	332	18	.	.	PUNCT
ajfa-13674	333	1	below	below	ADV
ajfa-13674	333	2	is	be	AUX
ajfa-13674	333	3	the	the	DET
ajfa-13674	333	4	formula	formula	NOUN
ajfa-13674	333	5	to	to	PART
ajfa-13674	333	6	calculate	calculate	VERB
ajfa-13674	333	7	final	final	ADJ
ajfa-13674	333	8	data	datum	NOUN
ajfa-13674	333	9	.	.	PUNCT
ajfa-13674	334	1	final	final	ADJ
ajfa-13674	334	2	data	datum	NOUN
ajfa-13674	334	3	=	=	SYM
ajfa-13674	334	4	transpose	transpose	NOUN
ajfa-13674	334	5	of	of	ADP
ajfa-13674	334	6	feature	feature	NOUN
ajfa-13674	334	7	vector	vector	NOUN
ajfa-13674	334	8	matrix	matrix	NOUN
ajfa-13674	334	9	*	*	PUNCT
ajfa-13674	334	10	transpose	transpose	NOUN
ajfa-13674	334	11	of	of	ADP
ajfa-13674	334	12	mean	mean	ADJ
ajfa-13674	334	13	adjusted	adjust	VERB
ajfa-13674	334	14	data	datum	NOUN
ajfa-13674	334	15	4.2.2	4.2.2	NUM
ajfa-13674	334	16	how	how	SCONJ
ajfa-13674	334	17	pca	pca	NOUN
ajfa-13674	334	18	is	be	AUX
ajfa-13674	334	19	useful	useful	ADJ
ajfa-13674	334	20	for	for	ADP
ajfa-13674	334	21	ratio	ratio	NOUN
ajfa-13674	334	22	selection	selection	NOUN
ajfa-13674	334	23	:	:	PUNCT
ajfa-13674	334	24	eigen	eigen	PROPN
ajfa-13674	334	25	values	value	NOUN
ajfa-13674	334	26	shows	show	VERB
ajfa-13674	334	27	the	the	DET
ajfa-13674	334	28	contribution	contribution	NOUN
ajfa-13674	334	29	of	of	ADP
ajfa-13674	334	30	each	each	DET
ajfa-13674	334	31	eigen	eigen	PROPN
ajfa-13674	334	32	vector	vector	NOUN
ajfa-13674	334	33	in	in	ADP
ajfa-13674	334	34	the	the	DET
ajfa-13674	334	35	data	datum	NOUN
ajfa-13674	334	36	set	set	VERB
ajfa-13674	334	37	.	.	PUNCT
ajfa-13674	335	1	as	as	SCONJ
ajfa-13674	335	2	we	we	PRON
ajfa-13674	335	3	have	have	AUX
ajfa-13674	335	4	seen	see	VERB
ajfa-13674	335	5	that	that	SCONJ
ajfa-13674	335	6	with	with	ADP
ajfa-13674	335	7	the	the	DET
ajfa-13674	335	8	help	help	NOUN
ajfa-13674	335	9	of	of	ADP
ajfa-13674	335	10	eigen	eigen	PROPN
ajfa-13674	335	11	values	value	NOUN
ajfa-13674	335	12	,	,	PUNCT
ajfa-13674	335	13	we	we	PRON
ajfa-13674	335	14	can	can	AUX
ajfa-13674	335	15	determine	determine	VERB
ajfa-13674	335	16	most	most	ADV
ajfa-13674	335	17	contributing	contribute	VERB
ajfa-13674	335	18	eigen	eigen	PROPN
ajfa-13674	335	19	vectors	vector	NOUN
ajfa-13674	335	20	i.e.	i.e.	X
ajfa-13674	335	21	feature	feature	NOUN
ajfa-13674	335	22	vector	vector	NOUN
ajfa-13674	335	23	.	.	PUNCT
ajfa-13674	336	1	the	the	DET
ajfa-13674	336	2	dimension	dimension	NOUN
ajfa-13674	336	3	of	of	ADP
ajfa-13674	336	4	vector	vector	NOUN
ajfa-13674	336	5	can	can	AUX
ajfa-13674	336	6	vary	vary	VERB
ajfa-13674	336	7	from	from	ADP
ajfa-13674	336	8	1	1	NUM
ajfa-13674	336	9	to	to	ADP
ajfa-13674	336	10	n	n	PROPN
ajfa-13674	336	11	(	(	PUNCT
ajfa-13674	336	12	dimension	dimension	NOUN
ajfa-13674	336	13	of	of	ADP
ajfa-13674	336	14	original	original	ADJ
ajfa-13674	336	15	data	datum	NOUN
ajfa-13674	336	16	set	set	NOUN
ajfa-13674	336	17	)	)	PUNCT
ajfa-13674	336	18	.	.	PUNCT
ajfa-13674	337	1	thus	thus	ADV
ajfa-13674	337	2	when	when	SCONJ
ajfa-13674	337	3	data	datum	NOUN
ajfa-13674	337	4	set	set	VERB
ajfa-13674	337	5	is	be	AUX
ajfa-13674	337	6	multiplied	multiply	VERB
ajfa-13674	337	7	with	with	ADP
ajfa-13674	337	8	feature	feature	NOUN
ajfa-13674	337	9	vector	vector	NOUN
ajfa-13674	337	10	then	then	ADV
ajfa-13674	337	11	the	the	DET
ajfa-13674	337	12	resulting	result	VERB
ajfa-13674	337	13	matrix	matrix	NOUN
ajfa-13674	337	14	is	be	AUX
ajfa-13674	337	15	of	of	ADP
ajfa-13674	337	16	same	same	ADJ
ajfa-13674	337	17	dimension	dimension	NOUN
ajfa-13674	337	18	as	as	ADP
ajfa-13674	337	19	feature	feature	NOUN
ajfa-13674	337	20	vector	vector	NOUN
ajfa-13674	337	21	.	.	PUNCT
ajfa-13674	338	1	the	the	DET
ajfa-13674	338	2	original	original	ADJ
ajfa-13674	338	3	data	datum	NOUN
ajfa-13674	338	4	of	of	ADP
ajfa-13674	338	5	n	n	PRON
ajfa-13674	338	6	dimension	dimension	NOUN
ajfa-13674	338	7	is	be	AUX
ajfa-13674	338	8	now	now	ADV
ajfa-13674	338	9	transformed	transform	VERB
ajfa-13674	338	10	over	over	ADP
ajfa-13674	338	11	a	a	DET
ajfa-13674	338	12	new	new	ADJ
ajfa-13674	338	13	m	m	NOUN
ajfa-13674	338	14	(	(	PUNCT
ajfa-13674	338	15	n	n	CCONJ
ajfa-13674	338	16	>	>	NOUN
ajfa-13674	338	17	m	m	NOUN
ajfa-13674	338	18	)	)	PUNCT
ajfa-13674	338	19	dimension	dimension	NOUN
ajfa-13674	338	20	space	space	NOUN
ajfa-13674	338	21	.	.	PUNCT
ajfa-13674	339	1	this	this	PRON
ajfa-13674	339	2	is	be	AUX
ajfa-13674	339	3	how	how	SCONJ
ajfa-13674	339	4	pca	pca	PROPN
ajfa-13674	339	5	is	be	AUX
ajfa-13674	339	6	useful	useful	ADJ
ajfa-13674	339	7	for	for	ADP
ajfa-13674	339	8	ratio	ratio	NOUN
ajfa-13674	339	9	reduction	reduction	NOUN
ajfa-13674	339	10	.	.	PUNCT
ajfa-13674	340	1	we	we	PRON
ajfa-13674	340	2	have	have	AUX
ajfa-13674	340	3	used	use	VERB
ajfa-13674	340	4	pca	pca	NOUN
ajfa-13674	340	5	in	in	ADP
ajfa-13674	340	6	combination	combination	NOUN
ajfa-13674	340	7	with	with	ADP
ajfa-13674	340	8	mda	mda	PROPN
ajfa-13674	340	9	with	with	ADP
ajfa-13674	340	10	22	22	NUM
ajfa-13674	340	11	ratios	ratio	NOUN
ajfa-13674	340	12	.	.	PUNCT
ajfa-13674	341	1	pca	pca	NOUN
ajfa-13674	341	2	matrix	matrix	NOUN
ajfa-13674	341	3	for	for	ADP
ajfa-13674	341	4	all	all	DET
ajfa-13674	341	5	the	the	DET
ajfa-13674	341	6	companies	company	NOUN
ajfa-13674	341	7	for	for	ADP
ajfa-13674	341	8	the	the	DET
ajfa-13674	341	9	selected	select	VERB
ajfa-13674	341	10	22	22	NUM
ajfa-13674	341	11	ratios	ratio	NOUN
ajfa-13674	341	12	is	be	AUX
ajfa-13674	341	13	calculated	calculate	VERB
ajfa-13674	341	14	with	with	ADP
ajfa-13674	341	15	the	the	DET
ajfa-13674	341	16	help	help	NOUN
ajfa-13674	341	17	of	of	ADP
ajfa-13674	341	18	methodology	methodology	NOUN
ajfa-13674	341	19	discussed	discuss	VERB
ajfa-13674	341	20	.	.	PUNCT
ajfa-13674	342	1	4.3	4.3	NUM
ajfa-13674	342	2	artificial	artificial	ADJ
ajfa-13674	342	3	neural	neural	ADJ
ajfa-13674	342	4	network	network	NOUN
ajfa-13674	342	5	(	(	PUNCT
ajfa-13674	342	6	ann	ann	PROPN
ajfa-13674	342	7	)	)	PUNCT
ajfa-13674	342	8	artificial	artificial	ADJ
ajfa-13674	342	9	neural	neural	ADJ
ajfa-13674	342	10	networks	network	NOUN
ajfa-13674	342	11	are	be	AUX
ajfa-13674	342	12	non	non	ADJ
ajfa-13674	342	13	-	-	ADJ
ajfa-13674	342	14	parametric	parametric	ADJ
ajfa-13674	342	15	and	and	CCONJ
ajfa-13674	342	16	flexible	flexible	ADJ
ajfa-13674	342	17	tools	tool	NOUN
ajfa-13674	342	18	for	for	ADP
ajfa-13674	342	19	estimation	estimation	NOUN
ajfa-13674	342	20	and	and	CCONJ
ajfa-13674	342	21	asian	asian	ADJ
ajfa-13674	342	22	journal	journal	NOUN
ajfa-13674	342	23	of	of	ADP
ajfa-13674	342	24	finance	finance	PROPN
ajfa-13674	342	25	&	&	CCONJ
ajfa-13674	342	26	accounting	accounting	PROPN
ajfa-13674	342	27	issn	issn	PROPN
ajfa-13674	342	28	1946	1946	NUM
ajfa-13674	342	29	-	-	PUNCT
ajfa-13674	342	30	052x	052x	NOUN
ajfa-13674	342	31	2018	2018	NUM
ajfa-13674	342	32	,	,	PUNCT
ajfa-13674	342	33	vol	vol	NOUN
ajfa-13674	342	34	.	.	PROPN
ajfa-13674	343	1	10	10	NUM
ajfa-13674	343	2	,	,	PUNCT
ajfa-13674	343	3	no	no	INTJ
ajfa-13674	343	4	.	.	NOUN
ajfa-13674	343	5	2	2	NUM
ajfa-13674	343	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	343	7	49	49	NUM
ajfa-13674	343	8	classification	classification	NOUN
ajfa-13674	343	9	.	.	PUNCT
ajfa-13674	344	1	anns	ann	NOUN
ajfa-13674	344	2	are	be	AUX
ajfa-13674	344	3	capable	capable	ADJ
ajfa-13674	344	4	of	of	ADP
ajfa-13674	344	5	performing	perform	VERB
ajfa-13674	344	6	complex	complex	ADJ
ajfa-13674	344	7	function	function	NOUN
ajfa-13674	344	8	mapping	mapping	NOUN
ajfa-13674	344	9	with	with	ADP
ajfa-13674	344	10	desired	desire	VERB
ajfa-13674	344	11	accuracy	accuracy	NOUN
ajfa-13674	344	12	.	.	PUNCT
ajfa-13674	345	1	neural	neural	ADJ
ajfa-13674	345	2	networks	network	NOUN
ajfa-13674	345	3	(	(	PUNCT
ajfa-13674	345	4	anns	anns	PROPN
ajfa-13674	345	5	)	)	PUNCT
ajfa-13674	345	6	are	be	AUX
ajfa-13674	345	7	composed	compose	VERB
ajfa-13674	345	8	of	of	ADP
ajfa-13674	345	9	layers	layer	NOUN
ajfa-13674	345	10	of	of	ADP
ajfa-13674	345	11	several	several	ADJ
ajfa-13674	345	12	computing	compute	VERB
ajfa-13674	345	13	elements	element	NOUN
ajfa-13674	345	14	called	call	VERB
ajfa-13674	345	15	nodes	node	NOUN
ajfa-13674	345	16	or	or	CCONJ
ajfa-13674	345	17	neurons	neuron	NOUN
ajfa-13674	345	18	.	.	PUNCT
ajfa-13674	346	1	every	every	DET
ajfa-13674	346	2	node	node	NOUN
ajfa-13674	346	3	receives	receive	VERB
ajfa-13674	346	4	a	a	DET
ajfa-13674	346	5	signal	signal	NOUN
ajfa-13674	346	6	called	call	VERB
ajfa-13674	346	7	inputs	input	NOUN
ajfa-13674	346	8	from	from	ADP
ajfa-13674	346	9	other	other	ADJ
ajfa-13674	346	10	nodes	node	NOUN
ajfa-13674	346	11	and	and	CCONJ
ajfa-13674	346	12	after	after	ADP
ajfa-13674	346	13	processing	processing	NOUN
ajfa-13674	346	14	inputs	input	NOUN
ajfa-13674	346	15	through	through	ADP
ajfa-13674	346	16	a	a	DET
ajfa-13674	346	17	transfer	transfer	NOUN
ajfa-13674	346	18	function	function	NOUN
ajfa-13674	346	19	,	,	PUNCT
ajfa-13674	346	20	a	a	DET
ajfa-13674	346	21	transformed	transform	VERB
ajfa-13674	346	22	signal	signal	NOUN
ajfa-13674	346	23	is	be	AUX
ajfa-13674	346	24	sent	send	VERB
ajfa-13674	346	25	to	to	ADP
ajfa-13674	346	26	other	other	ADJ
ajfa-13674	346	27	nodes	node	NOUN
ajfa-13674	346	28	for	for	ADP
ajfa-13674	346	29	final	final	ADJ
ajfa-13674	346	30	result	result	NOUN
ajfa-13674	346	31	.	.	PUNCT
ajfa-13674	347	1	anns	ann	NOUN
ajfa-13674	347	2	are	be	AUX
ajfa-13674	347	3	different	different	ADJ
ajfa-13674	347	4	by	by	ADP
ajfa-13674	347	5	network	network	NOUN
ajfa-13674	347	6	architecture	architecture	NOUN
ajfa-13674	347	7	.	.	PUNCT
ajfa-13674	348	1	there	there	PRON
ajfa-13674	348	2	is	be	VERB
ajfa-13674	348	3	input	input	NOUN
ajfa-13674	348	4	layer	layer	NOUN
ajfa-13674	348	5	,	,	PUNCT
ajfa-13674	348	6	hidden	hide	VERB
ajfa-13674	348	7	layers	layer	NOUN
ajfa-13674	348	8	and	and	CCONJ
ajfa-13674	348	9	output	output	NOUN
ajfa-13674	348	10	layer	layer	NOUN
ajfa-13674	348	11	in	in	ADP
ajfa-13674	348	12	a	a	DET
ajfa-13674	348	13	neural	neural	ADJ
ajfa-13674	348	14	net	net	NOUN
ajfa-13674	348	15	.	.	PUNCT
ajfa-13674	349	1	every	every	DET
ajfa-13674	349	2	layer	layer	NOUN
ajfa-13674	349	3	can	can	AUX
ajfa-13674	349	4	have	have	VERB
ajfa-13674	349	5	different	different	ADJ
ajfa-13674	349	6	number	number	NOUN
ajfa-13674	349	7	of	of	ADP
ajfa-13674	349	8	neurons	neuron	NOUN
ajfa-13674	349	9	/	/	SYM
ajfa-13674	349	10	nodes	node	NOUN
ajfa-13674	349	11	.	.	PUNCT
ajfa-13674	350	1	the	the	DET
ajfa-13674	350	2	nodes	node	NOUN
ajfa-13674	350	3	and	and	CCONJ
ajfa-13674	350	4	layers	layer	NOUN
ajfa-13674	350	5	are	be	AUX
ajfa-13674	350	6	built	build	VERB
ajfa-13674	350	7	in	in	ADP
ajfa-13674	350	8	a	a	DET
ajfa-13674	350	9	feed	feed	NOUN
ajfa-13674	350	10	forward	forward	ADV
ajfa-13674	350	11	method	method	NOUN
ajfa-13674	350	12	.	.	PUNCT
ajfa-13674	351	1	a	a	DET
ajfa-13674	351	2	multi	multi	ADJ
ajfa-13674	351	3	-	-	ADJ
ajfa-13674	351	4	layer	layer	NOUN
ajfa-13674	351	5	feed	feed	NOUN
ajfa-13674	351	6	forward	forward	ADV
ajfa-13674	351	7	network	network	NOUN
ajfa-13674	351	8	with	with	ADP
ajfa-13674	351	9	an	an	DET
ajfa-13674	351	10	input	input	NOUN
ajfa-13674	351	11	layer	layer	NOUN
ajfa-13674	351	12	,	,	PUNCT
ajfa-13674	351	13	one	one	NUM
ajfa-13674	351	14	hidden	hide	VERB
ajfa-13674	351	15	layer	layer	NOUN
ajfa-13674	351	16	and	and	CCONJ
ajfa-13674	351	17	output	output	NOUN
ajfa-13674	351	18	node	node	NOUN
ajfa-13674	351	19	is	be	AUX
ajfa-13674	351	20	shown	show	VERB
ajfa-13674	351	21	in	in	ADP
ajfa-13674	351	22	the	the	DET
ajfa-13674	351	23	figure	figure	NOUN
ajfa-13674	351	24	below	below	ADV
ajfa-13674	351	25	.	.	PUNCT
ajfa-13674	352	1	the	the	DET
ajfa-13674	352	2	three	three	NUM
ajfa-13674	352	3	layer	layer	NOUN
ajfa-13674	352	4	feed	feed	NOUN
ajfa-13674	352	5	-	-	PUNCT
ajfa-13674	352	6	forward	forward	NOUN
ajfa-13674	352	7	neural	neural	ADJ
ajfa-13674	352	8	network	network	NOUN
ajfa-13674	352	9	is	be	AUX
ajfa-13674	352	10	commonly	commonly	ADV
ajfa-13674	352	11	used	use	VERB
ajfa-13674	352	12	for	for	ADP
ajfa-13674	352	13	bankruptcy	bankruptcy	NOUN
ajfa-13674	352	14	prediction	prediction	NOUN
ajfa-13674	352	15	in	in	ADP
ajfa-13674	352	16	previous	previous	ADJ
ajfa-13674	352	17	studies	study	NOUN
ajfa-13674	352	18	such	such	ADJ
ajfa-13674	352	19	as	as	ADP
ajfa-13674	352	20	wilson	wilson	PROPN
ajfa-13674	352	21	and	and	CCONJ
ajfa-13674	352	22	sharda	sharda	PROPN
ajfa-13674	352	23	(	(	PUNCT
ajfa-13674	352	24	1994	1994	NUM
ajfa-13674	352	25	)	)	PUNCT
ajfa-13674	352	26	,	,	PUNCT
ajfa-13674	352	27	tam	tam	PROPN
ajfa-13674	352	28	and	and	CCONJ
ajfa-13674	352	29	kiang	kiang	PROPN
ajfa-13674	352	30	(	(	PUNCT
ajfa-13674	352	31	1992	1992	NUM
ajfa-13674	352	32	)	)	PUNCT
ajfa-13674	352	33	,	,	PUNCT
ajfa-13674	352	34	and	and	CCONJ
ajfa-13674	352	35	wilson	wilson	PROPN
ajfa-13674	352	36	and	and	CCONJ
ajfa-13674	352	37	sharda	sharda	PROPN
ajfa-13674	352	38	(	(	PUNCT
ajfa-13674	352	39	1994	1994	NUM
ajfa-13674	352	40	)	)	PUNCT
ajfa-13674	352	41	.	.	PUNCT
ajfa-13674	353	1	in	in	ADP
ajfa-13674	353	2	a	a	DET
ajfa-13674	353	3	statistical	statistical	ADJ
ajfa-13674	353	4	model	model	NOUN
ajfa-13674	353	5	,	,	PUNCT
ajfa-13674	353	6	parameters	parameter	NOUN
ajfa-13674	353	7	or	or	CCONJ
ajfa-13674	353	8	weights	weight	NOUN
ajfa-13674	353	9	of	of	ADP
ajfa-13674	353	10	an	an	DET
ajfa-13674	353	11	ann	ann	PROPN
ajfa-13674	353	12	is	be	AUX
ajfa-13674	353	13	required	require	VERB
ajfa-13674	353	14	to	to	PART
ajfa-13674	353	15	be	be	AUX
ajfa-13674	353	16	estimated	estimate	VERB
ajfa-13674	353	17	.	.	PUNCT
ajfa-13674	354	1	the	the	DET
ajfa-13674	354	2	process	process	NOUN
ajfa-13674	354	3	of	of	ADP
ajfa-13674	354	4	discovering	discover	VERB
ajfa-13674	354	5	these	these	DET
ajfa-13674	354	6	weights	weight	NOUN
ajfa-13674	354	7	is	be	AUX
ajfa-13674	354	8	referred	refer	VERB
ajfa-13674	354	9	as	as	ADP
ajfa-13674	354	10	training	training	NOUN
ajfa-13674	354	11	.	.	PUNCT
ajfa-13674	355	1	the	the	DET
ajfa-13674	355	2	training	training	NOUN
ajfa-13674	355	3	of	of	ADP
ajfa-13674	355	4	neural	neural	ADJ
ajfa-13674	355	5	network	network	NOUN
ajfa-13674	355	6	is	be	AUX
ajfa-13674	355	7	critical	critical	ADJ
ajfa-13674	355	8	for	for	ADP
ajfa-13674	355	9	estimation	estimation	NOUN
ajfa-13674	355	10	problem	problem	NOUN
ajfa-13674	355	11	.	.	PUNCT
ajfa-13674	356	1	in	in	ADP
ajfa-13674	356	2	the	the	DET
ajfa-13674	356	3	training	training	NOUN
ajfa-13674	356	4	of	of	ADP
ajfa-13674	356	5	neural	neural	ADJ
ajfa-13674	356	6	networks	network	NOUN
ajfa-13674	356	7	,	,	PUNCT
ajfa-13674	356	8	patterns	pattern	NOUN
ajfa-13674	356	9	and	and	CCONJ
ajfa-13674	356	10	examples	example	NOUN
ajfa-13674	356	11	are	be	AUX
ajfa-13674	356	12	introduced	introduce	VERB
ajfa-13674	356	13	to	to	ADP
ajfa-13674	356	14	the	the	DET
ajfa-13674	356	15	first	first	ADJ
ajfa-13674	356	16	or	or	CCONJ
ajfa-13674	356	17	input	input	NOUN
ajfa-13674	356	18	layer	layer	NOUN
ajfa-13674	356	19	of	of	ADP
ajfa-13674	356	20	ann	ann	PROPN
ajfa-13674	356	21	.	.	PUNCT
ajfa-13674	357	1	the	the	DET
ajfa-13674	357	2	activated	activate	VERB
ajfa-13674	357	3	values	value	NOUN
ajfa-13674	357	4	of	of	ADP
ajfa-13674	357	5	the	the	DET
ajfa-13674	357	6	input	input	NOUN
ajfa-13674	357	7	layer	layer	NOUN
ajfa-13674	357	8	nodes	node	NOUN
ajfa-13674	357	9	are	be	AUX
ajfa-13674	357	10	weighted	weight	VERB
ajfa-13674	357	11	and	and	CCONJ
ajfa-13674	357	12	subsequently	subsequently	ADV
ajfa-13674	357	13	accumulated	accumulate	VERB
ajfa-13674	357	14	in	in	ADP
ajfa-13674	357	15	the	the	DET
ajfa-13674	357	16	hidden	hide	VERB
ajfa-13674	357	17	layer	layer	NOUN
ajfa-13674	357	18	node	node	NOUN
ajfa-13674	357	19	.	.	PUNCT
ajfa-13674	358	1	the	the	DET
ajfa-13674	358	2	weighted	weight	VERB
ajfa-13674	358	3	sum	sum	NOUN
ajfa-13674	358	4	is	be	AUX
ajfa-13674	358	5	then	then	ADV
ajfa-13674	358	6	transferred	transfer	VERB
ajfa-13674	358	7	by	by	ADP
ajfa-13674	358	8	a	a	DET
ajfa-13674	358	9	suitable	suitable	ADJ
ajfa-13674	358	10	transfer	transfer	NOUN
ajfa-13674	358	11	function	function	NOUN
ajfa-13674	358	12	in	in	ADP
ajfa-13674	358	13	the	the	DET
ajfa-13674	358	14	nodes	node	NOUN
ajfa-13674	358	15	activation	activation	NOUN
ajfa-13674	358	16	value	value	NOUN
ajfa-13674	358	17	.	.	PUNCT
ajfa-13674	359	1	subsequently	subsequently	ADV
ajfa-13674	359	2	,	,	PUNCT
ajfa-13674	359	3	it	it	PRON
ajfa-13674	359	4	is	be	AUX
ajfa-13674	359	5	then	then	ADV
ajfa-13674	359	6	treated	treat	VERB
ajfa-13674	359	7	as	as	ADP
ajfa-13674	359	8	an	an	DET
ajfa-13674	359	9	input	input	NOUN
ajfa-13674	359	10	into	into	ADP
ajfa-13674	359	11	the	the	DET
ajfa-13674	359	12	nodes	node	NOUN
ajfa-13674	359	13	in	in	ADP
ajfa-13674	359	14	the	the	DET
ajfa-13674	359	15	final	final	ADJ
ajfa-13674	359	16	or	or	CCONJ
ajfa-13674	359	17	output	output	NOUN
ajfa-13674	359	18	layer	layer	NOUN
ajfa-13674	359	19	.	.	PUNCT
ajfa-13674	360	1	afterwards	afterwards	ADV
ajfa-13674	360	2	,	,	PUNCT
ajfa-13674	360	3	an	an	DET
ajfa-13674	360	4	output	output	NOUN
ajfa-13674	360	5	value	value	NOUN
ajfa-13674	360	6	gets	get	AUX
ajfa-13674	360	7	achieved	achieve	VERB
ajfa-13674	360	8	to	to	PART
ajfa-13674	360	9	match	match	VERB
ajfa-13674	360	10	the	the	DET
ajfa-13674	360	11	value	value	NOUN
ajfa-13674	360	12	desired	desire	VERB
ajfa-13674	360	13	.	.	PUNCT
ajfa-13674	361	1	the	the	DET
ajfa-13674	361	2	training	training	NOUN
ajfa-13674	361	3	process	process	NOUN
ajfa-13674	361	4	of	of	ADP
ajfa-13674	361	5	an	an	DET
ajfa-13674	361	6	ann	ann	PROPN
ajfa-13674	361	7	minimizes	minimize	VERB
ajfa-13674	361	8	the	the	DET
ajfa-13674	361	9	deviation	deviation	NOUN
ajfa-13674	361	10	between	between	ADP
ajfa-13674	361	11	the	the	DET
ajfa-13674	361	12	neural	neural	ADJ
ajfa-13674	361	13	net	net	ADJ
ajfa-13674	361	14	output	output	NOUN
ajfa-13674	361	15	and	and	CCONJ
ajfa-13674	361	16	known	known	ADJ
ajfa-13674	361	17	targets	target	NOUN
ajfa-13674	361	18	.	.	PUNCT
ajfa-13674	362	1	4.3.1	4.3.1	NUM
ajfa-13674	362	2	application	application	NOUN
ajfa-13674	362	3	of	of	ADP
ajfa-13674	362	4	neural	neural	ADJ
ajfa-13674	362	5	networks	network	NOUN
ajfa-13674	362	6	for	for	ADP
ajfa-13674	362	7	bankruptcy	bankruptcy	NOUN
ajfa-13674	362	8	prediction	prediction	NOUN
ajfa-13674	362	9	neural	neural	ADJ
ajfa-13674	362	10	networks	network	NOUN
ajfa-13674	362	11	have	have	AUX
ajfa-13674	362	12	been	be	AUX
ajfa-13674	362	13	a	a	DET
ajfa-13674	362	14	tool	tool	NOUN
ajfa-13674	362	15	of	of	ADP
ajfa-13674	362	16	interest	interest	NOUN
ajfa-13674	362	17	for	for	ADP
ajfa-13674	362	18	many	many	ADJ
ajfa-13674	362	19	business	business	NOUN
ajfa-13674	362	20	applications	application	NOUN
ajfa-13674	362	21	including	include	VERB
ajfa-13674	362	22	insolvency	insolvency	NOUN
ajfa-13674	362	23	forecasting	forecasting	NOUN
ajfa-13674	362	24	/	/	SYM
ajfa-13674	362	25	industrial	industrial	ADJ
ajfa-13674	362	26	sickness	sickness	NOUN
ajfa-13674	362	27	in	in	ADP
ajfa-13674	362	28	few	few	ADJ
ajfa-13674	362	29	decades	decade	NOUN
ajfa-13674	362	30	.	.	PUNCT
ajfa-13674	363	1	ann	ann	PROPN
ajfa-13674	363	2	models	model	NOUN
ajfa-13674	363	3	have	have	AUX
ajfa-13674	363	4	already	already	ADV
ajfa-13674	363	5	been	be	AUX
ajfa-13674	363	6	used	use	VERB
ajfa-13674	363	7	successfully	successfully	ADV
ajfa-13674	363	8	for	for	ADP
ajfa-13674	363	9	many	many	ADJ
ajfa-13674	363	10	financial	financial	ADJ
ajfa-13674	363	11	problems	problem	NOUN
ajfa-13674	363	12	including	include	VERB
ajfa-13674	363	13	bankruptcy	bankruptcy	NOUN
ajfa-13674	363	14	prediction	prediction	NOUN
ajfa-13674	363	15	trippi	trippi	PROPN
ajfa-13674	363	16	(	(	PUNCT
ajfa-13674	363	17	1993	1993	NUM
ajfa-13674	363	18	)	)	PUNCT
ajfa-13674	363	19	,	,	PUNCT
ajfa-13674	363	20	zahedi	zahedi	PROPN
ajfa-13674	363	21	(	(	PUNCT
ajfa-13674	363	22	1996	1996	NUM
ajfa-13674	363	23	)	)	PUNCT
ajfa-13674	363	24	.	.	PUNCT
ajfa-13674	364	1	many	many	ADJ
ajfa-13674	364	2	researchers	researcher	NOUN
ajfa-13674	364	3	in	in	ADP
ajfa-13674	364	4	bankruptcy	bankruptcy	NOUN
ajfa-13674	364	5	forecasting	forecasting	NOUN
ajfa-13674	364	6	including	include	VERB
ajfa-13674	364	7	lacher	lacher	PROPN
ajfa-13674	364	8	et	et	PROPN
ajfa-13674	364	9	al	al	PROPN
ajfa-13674	364	10	.	.	PROPN
ajfa-13674	364	11	(	(	PUNCT
ajfa-13674	364	12	1995	1995	NUM
ajfa-13674	364	13	)	)	PUNCT
ajfa-13674	364	14	,	,	PUNCT
ajfa-13674	364	15	wilson	wilson	PROPN
ajfa-13674	364	16	and	and	CCONJ
ajfa-13674	364	17	sharda	sharda	PROPN
ajfa-13674	364	18	(	(	PUNCT
ajfa-13674	364	19	1994	1994	NUM
ajfa-13674	364	20	)	)	PUNCT
ajfa-13674	364	21	,	,	PUNCT
ajfa-13674	364	22	tam	tam	PROPN
ajfa-13674	364	23	and	and	CCONJ
ajfa-13674	364	24	kiang	kiang	PROPN
ajfa-13674	364	25	(	(	PUNCT
ajfa-13674	364	26	1992	1992	NUM
ajfa-13674	364	27	)	)	PUNCT
ajfa-13674	364	28	,	,	PUNCT
ajfa-13674	364	29	and	and	CCONJ
ajfa-13674	364	30	wilson	wilson	PROPN
ajfa-13674	364	31	and	and	CCONJ
ajfa-13674	364	32	sharda	sharda	PROPN
ajfa-13674	364	33	(	(	PUNCT
ajfa-13674	364	34	1994	1994	NUM
ajfa-13674	364	35	)	)	PUNCT
ajfa-13674	364	36	report	report	NOUN
ajfa-13674	364	37	that	that	SCONJ
ajfa-13674	364	38	neural	neural	ADJ
ajfa-13674	364	39	networks	network	NOUN
ajfa-13674	364	40	produce	produce	VERB
ajfa-13674	364	41	significantly	significantly	ADV
ajfa-13674	364	42	better	well	ADJ
ajfa-13674	364	43	prediction	prediction	NOUN
ajfa-13674	364	44	accuracy	accuracy	NOUN
ajfa-13674	364	45	than	than	ADP
ajfa-13674	364	46	classical	classical	ADJ
ajfa-13674	364	47	statistical	statistical	ADJ
ajfa-13674	364	48	techniques	technique	NOUN
ajfa-13674	364	49	.	.	PUNCT
ajfa-13674	365	1	the	the	DET
ajfa-13674	365	2	model	model	NOUN
ajfa-13674	365	3	based	base	VERB
ajfa-13674	365	4	on	on	ADP
ajfa-13674	365	5	ann	ann	PROPN
ajfa-13674	365	6	constructed	construct	VERB
ajfa-13674	365	7	for	for	ADP
ajfa-13674	365	8	prediction	prediction	NOUN
ajfa-13674	365	9	of	of	ADP
ajfa-13674	365	10	industrial	industrial	ADJ
ajfa-13674	365	11	sickness	sickness	NOUN
ajfa-13674	365	12	in	in	ADP
ajfa-13674	365	13	this	this	DET
ajfa-13674	365	14	study	study	NOUN
ajfa-13674	365	15	is	be	AUX
ajfa-13674	365	16	feed	feed	NOUN
ajfa-13674	365	17	-	-	PUNCT
ajfa-13674	365	18	forward	forward	NOUN
ajfa-13674	365	19	multi	multi	NOUN
ajfa-13674	365	20	layered	layer	VERB
ajfa-13674	365	21	back	back	ADP
ajfa-13674	365	22	propagation	propagation	NOUN
ajfa-13674	365	23	neural	neural	ADJ
ajfa-13674	365	24	network	network	NOUN
ajfa-13674	365	25	.	.	PUNCT
ajfa-13674	366	1	for	for	ADP
ajfa-13674	366	2	construction	construction	NOUN
ajfa-13674	366	3	of	of	ADP
ajfa-13674	366	4	ann	ann	PROPN
ajfa-13674	366	5	,	,	PUNCT
ajfa-13674	366	6	the	the	DET
ajfa-13674	366	7	data	data	NOUN
ajfa-13674	366	8	is	be	AUX
ajfa-13674	366	9	randomly	randomly	ADV
ajfa-13674	366	10	divided	divide	VERB
ajfa-13674	366	11	into	into	ADP
ajfa-13674	366	12	a	a	DET
ajfa-13674	366	13	training	training	NOUN
ajfa-13674	366	14	set	set	NOUN
ajfa-13674	366	15	and	and	CCONJ
ajfa-13674	366	16	a	a	DET
ajfa-13674	366	17	test	test	NOUN
ajfa-13674	366	18	set	set	NOUN
ajfa-13674	366	19	which	which	PRON
ajfa-13674	366	20	is	be	AUX
ajfa-13674	366	21	generally	generally	ADV
ajfa-13674	366	22	known	know	VERB
ajfa-13674	366	23	as	as	ADP
ajfa-13674	366	24	in	in	ADP
ajfa-13674	366	25	-	-	PUNCT
ajfa-13674	366	26	sample	sample	NOUN
ajfa-13674	366	27	and	and	CCONJ
ajfa-13674	366	28	out	out	ADP
ajfa-13674	366	29	-	-	PUNCT
ajfa-13674	366	30	of	of	ADP
ajfa-13674	366	31	-	-	PUNCT
ajfa-13674	366	32	sample	sample	NOUN
ajfa-13674	366	33	set	set	NOUN
ajfa-13674	366	34	.	.	PUNCT
ajfa-13674	367	1	the	the	DET
ajfa-13674	367	2	training	training	NOUN
ajfa-13674	367	3	set	set	NOUN
ajfa-13674	367	4	is	be	AUX
ajfa-13674	367	5	generally	generally	ADV
ajfa-13674	367	6	used	use	VERB
ajfa-13674	367	7	for	for	ADP
ajfa-13674	367	8	training	training	NOUN
ajfa-13674	367	9	of	of	ADP
ajfa-13674	367	10	the	the	DET
ajfa-13674	367	11	neural	neural	ADJ
ajfa-13674	367	12	network	network	NOUN
ajfa-13674	367	13	whereas	whereas	SCONJ
ajfa-13674	367	14	the	the	DET
ajfa-13674	367	15	test	test	NOUN
ajfa-13674	367	16	set	set	NOUN
ajfa-13674	367	17	is	be	AUX
ajfa-13674	367	18	used	use	VERB
ajfa-13674	367	19	to	to	PART
ajfa-13674	367	20	evaluate	evaluate	VERB
ajfa-13674	367	21	the	the	DET
ajfa-13674	367	22	predictive	predictive	ADJ
ajfa-13674	367	23	capability	capability	NOUN
ajfa-13674	367	24	of	of	ADP
ajfa-13674	367	25	the	the	DET
ajfa-13674	367	26	model	model	NOUN
ajfa-13674	367	27	.	.	PUNCT
ajfa-13674	368	1	neural	neural	ADJ
ajfa-13674	368	2	networks	network	NOUN
ajfa-13674	368	3	contend	contend	VERB
ajfa-13674	368	4	with	with	ADP
ajfa-13674	368	5	the	the	DET
ajfa-13674	368	6	genetic	genetic	ADJ
ajfa-13674	368	7	structures	structure	NOUN
ajfa-13674	368	8	in	in	ADP
ajfa-13674	368	9	a	a	DET
ajfa-13674	368	10	streamlined	streamlined	ADJ
ajfa-13674	368	11	way	way	NOUN
ajfa-13674	368	12	(	(	PUNCT
ajfa-13674	368	13	bischof	bischof	NOUN
ajfa-13674	368	14	et	et	PROPN
ajfa-13674	368	15	al	al	PROPN
ajfa-13674	368	16	.	.	PROPN
ajfa-13674	368	17	,	,	PUNCT
ajfa-13674	368	18	1992	1992	NUM
ajfa-13674	368	19	)	)	PUNCT
ajfa-13674	368	20	.	.	PUNCT
ajfa-13674	369	1	in	in	ADP
ajfa-13674	369	2	reality	reality	NOUN
ajfa-13674	369	3	,	,	PUNCT
ajfa-13674	369	4	the	the	DET
ajfa-13674	369	5	ann	ann	PROPN
ajfa-13674	369	6	are	be	AUX
ajfa-13674	369	7	internally	internally	ADV
ajfa-13674	369	8	multivariate	multivariate	ADJ
ajfa-13674	369	9	mathematical	mathematical	ADJ
ajfa-13674	369	10	models	model	NOUN
ajfa-13674	369	11	that	that	PRON
ajfa-13674	369	12	use	use	VERB
ajfa-13674	369	13	iterative	iterative	NOUN
ajfa-13674	369	14	procedures	procedure	NOUN
ajfa-13674	369	15	processes	process	NOUN
ajfa-13674	369	16	to	to	PART
ajfa-13674	369	17	minimize	minimize	VERB
ajfa-13674	369	18	error	error	NOUN
ajfa-13674	369	19	functions	function	NOUN
ajfa-13674	369	20	.	.	PUNCT
ajfa-13674	370	1	artificial	artificial	ADJ
ajfa-13674	370	2	neurons	neuron	NOUN
ajfa-13674	370	3	,	,	PUNCT
ajfa-13674	370	4	as	as	ADV
ajfa-13674	370	5	well	well	ADV
ajfa-13674	370	6	as	as	ADP
ajfa-13674	370	7	biological	biological	ADJ
ajfa-13674	370	8	ones	one	NOUN
ajfa-13674	370	9	,	,	PUNCT
ajfa-13674	370	10	are	be	AUX
ajfa-13674	370	11	defined	define	VERB
ajfa-13674	370	12	to	to	PART
ajfa-13674	370	13	be	be	AUX
ajfa-13674	370	14	in	in	ADP
ajfa-13674	370	15	state	state	NOUN
ajfa-13674	370	16	of	of	ADP
ajfa-13674	370	17	activation	activation	NOUN
ajfa-13674	370	18	at	at	ADP
ajfa-13674	370	19	all	all	DET
ajfa-13674	370	20	times	time	NOUN
ajfa-13674	370	21	,	,	PUNCT
ajfa-13674	370	22	which	which	PRON
ajfa-13674	370	23	can	can	AUX
ajfa-13674	370	24	be	be	AUX
ajfa-13674	370	25	expressed	express	VERB
ajfa-13674	370	26	by	by	ADP
ajfa-13674	370	27	a	a	DET
ajfa-13674	370	28	numeric	numeric	ADJ
ajfa-13674	370	29	value	value	NOUN
ajfa-13674	370	30	corresponding	correspond	VERB
ajfa-13674	370	31	to	to	ADP
ajfa-13674	370	32	the	the	DET
ajfa-13674	370	33	formula	formula	NOUN
ajfa-13674	370	34	:	:	PUNCT
ajfa-13674	370	35	asian	asian	ADJ
ajfa-13674	370	36	journal	journal	NOUN
ajfa-13674	370	37	of	of	ADP
ajfa-13674	370	38	finance	finance	PROPN
ajfa-13674	370	39	&	&	CCONJ
ajfa-13674	370	40	accounting	accounting	PROPN
ajfa-13674	370	41	issn	issn	PROPN
ajfa-13674	370	42	1946	1946	NUM
ajfa-13674	370	43	-	-	PUNCT
ajfa-13674	370	44	052x	052x	NOUN
ajfa-13674	370	45	2018	2018	NUM
ajfa-13674	370	46	,	,	PUNCT
ajfa-13674	370	47	vol	vol	NOUN
ajfa-13674	370	48	.	.	PROPN
ajfa-13674	371	1	10	10	NUM
ajfa-13674	371	2	,	,	PUNCT
ajfa-13674	371	3	no	no	INTJ
ajfa-13674	371	4	.	.	NOUN
ajfa-13674	371	5	2	2	NUM
ajfa-13674	371	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	371	7	50	50	NUM
ajfa-13674	371	8	1	1	NUM
ajfa-13674	372	1	n	n	NOUN
ajfa-13674	373	1	i	i	PRON
ajfa-13674	374	1	i	i	PRON
ajfa-13674	375	1	i	i	PRON
ajfa-13674	375	2	a	a	DET
ajfa-13674	375	3	w	w	NOUN
ajfa-13674	375	4	x	x	SYM
ajfa-13674	375	5	=	=	SYM
ajfa-13674	375	6	=	=	NOUN
ajfa-13674	375	7			X
ajfa-13674	376	1	(	(	PUNCT
ajfa-13674	376	2	12	12	NUM
ajfa-13674	376	3	)	)	PUNCT
ajfa-13674	376	4	being	be	AUX
ajfa-13674	376	5	xi	xi	ADP
ajfa-13674	376	6	the	the	DET
ajfa-13674	376	7	value	value	NOUN
ajfa-13674	376	8	of	of	ADP
ajfa-13674	376	9	from	from	ADP
ajfa-13674	376	10	each	each	DET
ajfa-13674	376	11	previous	previous	ADJ
ajfa-13674	376	12	neuron	neuron	NOUN
ajfa-13674	376	13	activation	activation	NOUN
ajfa-13674	376	14	layer	layer	NOUN
ajfa-13674	376	15	,	,	PUNCT
ajfa-13674	376	16	and	and	CCONJ
ajfa-13674	376	17	wi	wi	PROPN
ajfa-13674	376	18	the	the	DET
ajfa-13674	376	19	weight	weight	NOUN
ajfa-13674	376	20	assigned	assign	VERB
ajfa-13674	376	21	to	to	ADP
ajfa-13674	376	22	that	that	DET
ajfa-13674	376	23	value	value	NOUN
ajfa-13674	376	24	.	.	PUNCT
ajfa-13674	377	1	a	a	DET
ajfa-13674	377	2	transfer	transfer	NOUN
ajfa-13674	377	3	or	or	CCONJ
ajfa-13674	377	4	output	output	NOUN
ajfa-13674	377	5	function	function	NOUN
ajfa-13674	377	6	transforms	transform	VERB
ajfa-13674	377	7	this	this	DET
ajfa-13674	377	8	value	value	NOUN
ajfa-13674	377	9	into	into	ADP
ajfa-13674	377	10	an	an	DET
ajfa-13674	377	11	output	output	NOUN
ajfa-13674	377	12	signal	signal	NOUN
ajfa-13674	377	13	that	that	PRON
ajfa-13674	377	14	travels	travel	VERB
ajfa-13674	377	15	through	through	ADP
ajfa-13674	377	16	the	the	DET
ajfa-13674	377	17	connections	connection	NOUN
ajfa-13674	377	18	to	to	ADP
ajfa-13674	377	19	other	other	ADJ
ajfa-13674	377	20	neurons	neuron	NOUN
ajfa-13674	377	21	of	of	ADP
ajfa-13674	377	22	the	the	DET
ajfa-13674	377	23	subsequent	subsequent	ADJ
ajfa-13674	377	24	levels	level	NOUN
ajfa-13674	377	25	,	,	PUNCT
ajfa-13674	377	26	eliminating	eliminate	VERB
ajfa-13674	377	27	the	the	DET
ajfa-13674	377	28	linearity	linearity	NOUN
ajfa-13674	377	29	of	of	ADP
ajfa-13674	377	30	the	the	DET
ajfa-13674	377	31	network	network	NOUN
ajfa-13674	377	32	and	and	CCONJ
ajfa-13674	377	33	limiting	limit	VERB
ajfa-13674	377	34	values	value	NOUN
ajfa-13674	377	35	within	within	ADP
ajfa-13674	377	36	a	a	DET
ajfa-13674	377	37	certain	certain	ADJ
ajfa-13674	377	38	range	range	NOUN
ajfa-13674	377	39	.	.	PUNCT
ajfa-13674	378	1	in	in	ADP
ajfa-13674	378	2	this	this	DET
ajfa-13674	378	3	study	study	NOUN
ajfa-13674	378	4	,	,	PUNCT
ajfa-13674	378	5	a	a	DET
ajfa-13674	378	6	three	three	NUM
ajfa-13674	378	7	-	-	PUNCT
ajfa-13674	378	8	layer	layer	NOUN
ajfa-13674	378	9	feed	feed	NOUN
ajfa-13674	378	10	-	-	PUNCT
ajfa-13674	378	11	forward	forward	NOUN
ajfa-13674	378	12	back	back	NOUN
ajfa-13674	378	13	propagation	propagation	NOUN
ajfa-13674	378	14	neural	neural	ADJ
ajfa-13674	378	15	network	network	NOUN
ajfa-13674	378	16	was	be	AUX
ajfa-13674	378	17	used	use	VERB
ajfa-13674	378	18	.	.	PUNCT
ajfa-13674	379	1	the	the	DET
ajfa-13674	379	2	structure	structure	NOUN
ajfa-13674	379	3	of	of	ADP
ajfa-13674	379	4	the	the	DET
ajfa-13674	379	5	ann	ann	PROPN
ajfa-13674	379	6	was	be	AUX
ajfa-13674	379	7	including	include	VERB
ajfa-13674	379	8	3	3	NUM
ajfa-13674	379	9	layer	layer	NOUN
ajfa-13674	379	10	i.e.	i.e.	X
ajfa-13674	379	11	input	input	NOUN
ajfa-13674	379	12	layer	layer	NOUN
ajfa-13674	379	13	,	,	PUNCT
ajfa-13674	379	14	hidden	hide	VERB
ajfa-13674	379	15	layer	layer	NOUN
ajfa-13674	379	16	and	and	CCONJ
ajfa-13674	379	17	output	output	NOUN
ajfa-13674	379	18	layer	layer	NOUN
ajfa-13674	379	19	.	.	PUNCT
ajfa-13674	380	1	in	in	ADP
ajfa-13674	380	2	this	this	DET
ajfa-13674	380	3	study	study	NOUN
ajfa-13674	380	4	,	,	PUNCT
ajfa-13674	380	5	based	base	VERB
ajfa-13674	380	6	upon	upon	SCONJ
ajfa-13674	380	7	the	the	DET
ajfa-13674	380	8	selection	selection	NOUN
ajfa-13674	380	9	of	of	ADP
ajfa-13674	380	10	inputs	input	NOUN
ajfa-13674	380	11	,	,	PUNCT
ajfa-13674	380	12	22	22	NUM
ajfa-13674	380	13	ratios	ratio	NOUN
ajfa-13674	380	14	were	be	AUX
ajfa-13674	380	15	selected	select	VERB
ajfa-13674	380	16	as	as	ADP
ajfa-13674	380	17	input	input	NOUN
ajfa-13674	380	18	variables	variable	NOUN
ajfa-13674	380	19	.	.	PUNCT
ajfa-13674	381	1	the	the	DET
ajfa-13674	381	2	neural	neural	ADJ
ajfa-13674	381	3	net	net	NOUN
ajfa-13674	381	4	had	have	VERB
ajfa-13674	381	5	one	one	NUM
ajfa-13674	381	6	hidden	hide	VERB
ajfa-13674	381	7	layer	layer	NOUN
ajfa-13674	381	8	with	with	ADP
ajfa-13674	381	9	22	22	NUM
ajfa-13674	381	10	nodes	node	NOUN
ajfa-13674	381	11	and	and	CCONJ
ajfa-13674	381	12	output	output	NOUN
ajfa-13674	381	13	node	node	NOUN
ajfa-13674	381	14	.	.	PUNCT
ajfa-13674	382	1	there	there	PRON
ajfa-13674	382	2	was	be	VERB
ajfa-13674	382	3	one	one	NUM
ajfa-13674	382	4	output	output	NOUN
ajfa-13674	382	5	node	node	NOUN
ajfa-13674	382	6	which	which	PRON
ajfa-13674	382	7	will	will	AUX
ajfa-13674	382	8	be	be	AUX
ajfa-13674	382	9	indicating	indicate	VERB
ajfa-13674	382	10	the	the	DET
ajfa-13674	382	11	j	j	PROPN
ajfa-13674	382	12	score	score	NOUN
ajfa-13674	382	13	.	.	PUNCT
ajfa-13674	383	1	the	the	DET
ajfa-13674	383	2	network	network	NOUN
ajfa-13674	383	3	was	be	AUX
ajfa-13674	383	4	run	run	VERB
ajfa-13674	383	5	for	for	ADP
ajfa-13674	383	6	10,000	10,000	NUM
ajfa-13674	383	7	iterations	iteration	NOUN
ajfa-13674	383	8	for	for	ADP
ajfa-13674	383	9	making	make	VERB
ajfa-13674	383	10	predictions	prediction	NOUN
ajfa-13674	383	11	.	.	PUNCT
ajfa-13674	384	1	desai	desai	PROPN
ajfa-13674	384	2	and	and	CCONJ
ajfa-13674	384	3	joshi	joshi	PROPN
ajfa-13674	384	4	(	(	PUNCT
ajfa-13674	384	5	2015	2015	NUM
ajfa-13674	384	6	)	)	PUNCT
ajfa-13674	384	7	.	.	PUNCT
ajfa-13674	385	1	there	there	PRON
ajfa-13674	385	2	are	be	VERB
ajfa-13674	385	3	no	no	DET
ajfa-13674	385	4	rules	rule	NOUN
ajfa-13674	385	5	to	to	PART
ajfa-13674	385	6	follow	follow	VERB
ajfa-13674	385	7	as	as	ADV
ajfa-13674	385	8	far	far	ADV
ajfa-13674	385	9	as	as	SCONJ
ajfa-13674	385	10	the	the	DET
ajfa-13674	385	11	architecture	architecture	NOUN
ajfa-13674	385	12	of	of	ADP
ajfa-13674	385	13	the	the	DET
ajfa-13674	385	14	neural	neural	ADJ
ajfa-13674	385	15	net	net	NOUN
ajfa-13674	385	16	is	be	AUX
ajfa-13674	385	17	concerned	concern	VERB
ajfa-13674	385	18	.	.	PUNCT
ajfa-13674	386	1	the	the	DET
ajfa-13674	386	2	architecture	architecture	NOUN
ajfa-13674	386	3	of	of	ADP
ajfa-13674	386	4	the	the	DET
ajfa-13674	386	5	neural	neural	ADJ
ajfa-13674	386	6	net	net	NOUN
ajfa-13674	386	7	would	would	AUX
ajfa-13674	386	8	depend	depend	VERB
ajfa-13674	386	9	upon	upon	SCONJ
ajfa-13674	386	10	the	the	DET
ajfa-13674	386	11	forecasting	forecasting	NOUN
ajfa-13674	386	12	objective	objective	NOUN
ajfa-13674	386	13	.	.	PUNCT
ajfa-13674	387	1	in	in	ADP
ajfa-13674	387	2	a	a	DET
ajfa-13674	387	3	neural	neural	ADJ
ajfa-13674	387	4	network	network	NOUN
ajfa-13674	387	5	,	,	PUNCT
ajfa-13674	387	6	if	if	SCONJ
ajfa-13674	387	7	too	too	ADV
ajfa-13674	387	8	complex	complex	ADJ
ajfa-13674	387	9	architecture	architecture	NOUN
ajfa-13674	387	10	is	be	AUX
ajfa-13674	387	11	used	use	VERB
ajfa-13674	387	12	,	,	PUNCT
ajfa-13674	387	13	then	then	ADV
ajfa-13674	387	14	the	the	DET
ajfa-13674	387	15	problem	problem	NOUN
ajfa-13674	387	16	of	of	ADP
ajfa-13674	387	17	over	over	ADP
ajfa-13674	387	18	fitting	fitting	ADJ
ajfa-13674	387	19	would	would	AUX
ajfa-13674	387	20	harm	harm	VERB
ajfa-13674	387	21	the	the	DET
ajfa-13674	387	22	forecasting	forecasting	NOUN
ajfa-13674	387	23	ability	ability	NOUN
ajfa-13674	387	24	.	.	PUNCT
ajfa-13674	388	1	too	too	ADV
ajfa-13674	388	2	simple	simple	ADJ
ajfa-13674	388	3	a	a	DET
ajfa-13674	388	4	network	network	NOUN
ajfa-13674	388	5	would	would	AUX
ajfa-13674	388	6	result	result	VERB
ajfa-13674	388	7	in	in	ADP
ajfa-13674	388	8	loose	loose	ADJ
ajfa-13674	388	9	estimation	estimation	NOUN
ajfa-13674	388	10	and	and	CCONJ
ajfa-13674	388	11	thus	thus	ADV
ajfa-13674	388	12	would	would	AUX
ajfa-13674	388	13	deteriorate	deteriorate	VERB
ajfa-13674	388	14	the	the	DET
ajfa-13674	388	15	predicting	predict	VERB
ajfa-13674	388	16	capabilities	capability	NOUN
ajfa-13674	388	17	.	.	PUNCT
ajfa-13674	389	1	the	the	DET
ajfa-13674	389	2	architecture	architecture	NOUN
ajfa-13674	389	3	of	of	ADP
ajfa-13674	389	4	the	the	DET
ajfa-13674	389	5	neural	neural	ADJ
ajfa-13674	389	6	network	network	NOUN
ajfa-13674	389	7	for	for	ADP
ajfa-13674	389	8	effective	effective	ADJ
ajfa-13674	389	9	forecasting	forecasting	NOUN
ajfa-13674	389	10	is	be	AUX
ajfa-13674	389	11	a	a	DET
ajfa-13674	389	12	process	process	NOUN
ajfa-13674	389	13	of	of	ADP
ajfa-13674	389	14	trial	trial	NOUN
ajfa-13674	389	15	and	and	CCONJ
ajfa-13674	389	16	error	error	NOUN
ajfa-13674	389	17	.	.	PUNCT
ajfa-13674	390	1	based	base	VERB
ajfa-13674	390	2	upon	upon	SCONJ
ajfa-13674	390	3	the	the	DET
ajfa-13674	390	4	complexities	complexity	NOUN
ajfa-13674	390	5	of	of	ADP
ajfa-13674	390	6	data	datum	NOUN
ajfa-13674	390	7	,	,	PUNCT
ajfa-13674	390	8	the	the	DET
ajfa-13674	390	9	neural	neural	ADJ
ajfa-13674	390	10	network	network	NOUN
ajfa-13674	390	11	used	use	VERB
ajfa-13674	390	12	in	in	ADP
ajfa-13674	390	13	the	the	DET
ajfa-13674	390	14	study	study	NOUN
ajfa-13674	390	15	has	have	VERB
ajfa-13674	390	16	three	three	NUM
ajfa-13674	390	17	layers	layer	NOUN
ajfa-13674	390	18	as	as	SCONJ
ajfa-13674	390	19	mentioned	mention	VERB
ajfa-13674	390	20	above	above	ADV
ajfa-13674	390	21	.	.	PUNCT
ajfa-13674	391	1	if	if	SCONJ
ajfa-13674	391	2	the	the	DET
ajfa-13674	391	3	results	result	NOUN
ajfa-13674	391	4	of	of	ADP
ajfa-13674	391	5	the	the	DET
ajfa-13674	391	6	training	training	NOUN
ajfa-13674	391	7	on	on	ADP
ajfa-13674	391	8	out	out	ADP
ajfa-13674	391	9	of	of	ADP
ajfa-13674	391	10	sample	sample	NOUN
ajfa-13674	391	11	data	datum	NOUN
ajfa-13674	391	12	is	be	AUX
ajfa-13674	391	13	not	not	PART
ajfa-13674	391	14	effective	effective	ADJ
ajfa-13674	391	15	,	,	PUNCT
ajfa-13674	391	16	there	there	PRON
ajfa-13674	391	17	would	would	AUX
ajfa-13674	391	18	be	be	AUX
ajfa-13674	391	19	a	a	DET
ajfa-13674	391	20	need	need	NOUN
ajfa-13674	391	21	to	to	PART
ajfa-13674	391	22	increase	increase	VERB
ajfa-13674	391	23	or	or	CCONJ
ajfa-13674	391	24	decrease	decrease	VERB
ajfa-13674	391	25	the	the	DET
ajfa-13674	391	26	complexity	complexity	NOUN
ajfa-13674	391	27	of	of	ADP
ajfa-13674	391	28	the	the	DET
ajfa-13674	391	29	neural	neural	ADJ
ajfa-13674	391	30	net	net	NOUN
ajfa-13674	391	31	but	but	CCONJ
ajfa-13674	391	32	the	the	DET
ajfa-13674	391	33	basics	basic	NOUN
ajfa-13674	391	34	of	of	ADP
ajfa-13674	391	35	the	the	DET
ajfa-13674	391	36	feed	feed	NOUN
ajfa-13674	391	37	-	-	PUNCT
ajfa-13674	391	38	forward	forward	NOUN
ajfa-13674	391	39	network	network	NOUN
ajfa-13674	391	40	with	with	ADP
ajfa-13674	391	41	back	back	ADJ
ajfa-13674	391	42	propagation	propagation	NOUN
ajfa-13674	391	43	algorithm	algorithm	NOUN
ajfa-13674	391	44	would	would	AUX
ajfa-13674	391	45	remain	remain	VERB
ajfa-13674	391	46	the	the	DET
ajfa-13674	391	47	same	same	ADJ
ajfa-13674	391	48	.	.	PUNCT
ajfa-13674	392	1	in	in	ADP
ajfa-13674	392	2	this	this	DET
ajfa-13674	392	3	study	study	NOUN
ajfa-13674	392	4	,	,	PUNCT
ajfa-13674	392	5	the	the	DET
ajfa-13674	392	6	functional	functional	ADJ
ajfa-13674	392	7	form	form	NOUN
ajfa-13674	392	8	is	be	AUX
ajfa-13674	392	9	generated	generate	VERB
ajfa-13674	392	10	by	by	ADP
ajfa-13674	392	11	using	use	VERB
ajfa-13674	392	12	a	a	DET
ajfa-13674	392	13	multi	multi	ADJ
ajfa-13674	392	14	-	-	ADJ
ajfa-13674	392	15	layered	layered	ADJ
ajfa-13674	392	16	feed	feed	NOUN
ajfa-13674	392	17	forward	forward	ADV
ajfa-13674	392	18	artificial	artificial	ADJ
ajfa-13674	392	19	neural	neural	ADJ
ajfa-13674	392	20	network	network	NOUN
ajfa-13674	392	21	.	.	PUNCT
ajfa-13674	393	1	artificial	artificial	ADJ
ajfa-13674	393	2	neural	neural	ADJ
ajfa-13674	393	3	networks	network	NOUN
ajfa-13674	393	4	(	(	PUNCT
ajfa-13674	393	5	anns	anns	PROPN
ajfa-13674	393	6	)	)	PUNCT
ajfa-13674	393	7	are	be	AUX
ajfa-13674	393	8	simplified	simplify	VERB
ajfa-13674	393	9	models	model	NOUN
ajfa-13674	393	10	of	of	ADP
ajfa-13674	393	11	the	the	DET
ajfa-13674	393	12	interconnections	interconnection	NOUN
ajfa-13674	393	13	between	between	ADP
ajfa-13674	393	14	cells	cell	NOUN
ajfa-13674	393	15	of	of	ADP
ajfa-13674	393	16	the	the	DET
ajfa-13674	393	17	brain	brain	NOUN
ajfa-13674	393	18	.	.	PUNCT
ajfa-13674	394	1	in	in	ADP
ajfa-13674	394	2	fact	fact	NOUN
ajfa-13674	394	3	they	they	PRON
ajfa-13674	394	4	are	be	AUX
ajfa-13674	394	5	defined	define	VERB
ajfa-13674	394	6	by	by	ADP
ajfa-13674	394	7	wasserman	wasserman	NOUN
ajfa-13674	394	8	and	and	CCONJ
ajfa-13674	394	9	schwartz	schwartz	PROPN
ajfa-13674	394	10	(	(	PUNCT
ajfa-13674	394	11	1988	1988	NUM
ajfa-13674	394	12	)	)	PUNCT
ajfa-13674	394	13	as	as	ADP
ajfa-13674	394	14	"	"	PUNCT
ajfa-13674	394	15	highly	highly	ADV
ajfa-13674	394	16	simplified	simplified	ADJ
ajfa-13674	394	17	models	model	NOUN
ajfa-13674	394	18	of	of	ADP
ajfa-13674	394	19	the	the	DET
ajfa-13674	394	20	human	human	ADJ
ajfa-13674	394	21	nervous	nervous	ADJ
ajfa-13674	394	22	system	system	NOUN
ajfa-13674	394	23	,	,	PUNCT
ajfa-13674	394	24	exhibiting	exhibit	VERB
ajfa-13674	394	25	abilities	ability	NOUN
ajfa-13674	394	26	such	such	ADJ
ajfa-13674	394	27	as	as	ADP
ajfa-13674	394	28	learning	learning	NOUN
ajfa-13674	394	29	,	,	PUNCT
ajfa-13674	394	30	generalization	generalization	NOUN
ajfa-13674	394	31	and	and	CCONJ
ajfa-13674	394	32	abstraction	abstraction	NOUN
ajfa-13674	394	33	.	.	PUNCT
ajfa-13674	394	34	”	"	PUNCT
ajfa-13674	395	1	hawley	hawley	PROPN
ajfa-13674	395	2	,	,	PUNCT
ajfa-13674	395	3	johnson	johnson	PROPN
ajfa-13674	395	4	and	and	CCONJ
ajfa-13674	395	5	raina	raina	PROPN
ajfa-13674	395	6	(	(	PUNCT
ajfa-13674	395	7	1990	1990	NUM
ajfa-13674	395	8	)	)	PUNCT
ajfa-13674	395	9	studied	study	VERB
ajfa-13674	395	10	that	that	SCONJ
ajfa-13674	395	11	“	"	PUNCT
ajfa-13674	395	12	such	such	ADJ
ajfa-13674	395	13	models	model	NOUN
ajfa-13674	395	14	were	be	AUX
ajfa-13674	395	15	developed	develop	VERB
ajfa-13674	395	16	in	in	ADP
ajfa-13674	395	17	an	an	DET
ajfa-13674	395	18	attempt	attempt	NOUN
ajfa-13674	395	19	to	to	PART
ajfa-13674	395	20	examine	examine	VERB
ajfa-13674	395	21	the	the	DET
ajfa-13674	395	22	manner	manner	NOUN
ajfa-13674	395	23	in	in	ADP
ajfa-13674	395	24	which	which	PRON
ajfa-13674	395	25	information	information	NOUN
ajfa-13674	395	26	is	be	AUX
ajfa-13674	395	27	processed	process	VERB
ajfa-13674	395	28	by	by	ADP
ajfa-13674	395	29	the	the	DET
ajfa-13674	395	30	brain	brain	NOUN
ajfa-13674	395	31	.	.	PUNCT
ajfa-13674	396	1	these	these	DET
ajfa-13674	396	2	models	model	NOUN
ajfa-13674	396	3	have	have	AUX
ajfa-13674	396	4	,	,	PUNCT
ajfa-13674	396	5	in	in	ADP
ajfa-13674	396	6	concept	concept	NOUN
ajfa-13674	396	7	,	,	PUNCT
ajfa-13674	396	8	been	be	AUX
ajfa-13674	396	9	in	in	ADP
ajfa-13674	396	10	existence	existence	NOUN
ajfa-13674	396	11	for	for	ADP
ajfa-13674	396	12	many	many	ADJ
ajfa-13674	396	13	years	year	NOUN
ajfa-13674	396	14	but	but	CCONJ
ajfa-13674	396	15	the	the	DET
ajfa-13674	396	16	computer	computer	NOUN
ajfa-13674	396	17	hardware	hardware	NOUN
ajfa-13674	396	18	requirements	requirement	NOUN
ajfa-13674	396	19	of	of	ADP
ajfa-13674	396	20	even	even	ADV
ajfa-13674	396	21	the	the	DET
ajfa-13674	396	22	most	most	ADV
ajfa-13674	396	23	rudimentary	rudimentary	ADJ
ajfa-13674	396	24	systems	system	NOUN
ajfa-13674	396	25	exceeded	exceed	VERB
ajfa-13674	396	26	existing	exist	VERB
ajfa-13674	396	27	technology	technology	NOUN
ajfa-13674	396	28	.	.	PUNCT
ajfa-13674	396	29	”	"	PUNCT
ajfa-13674	397	1	the	the	DET
ajfa-13674	397	2	quality	quality	NOUN
ajfa-13674	397	3	of	of	ADP
ajfa-13674	397	4	the	the	DET
ajfa-13674	397	5	data	data	NOUN
ajfa-13674	397	6	has	have	VERB
ajfa-13674	397	7	a	a	DET
ajfa-13674	397	8	high	high	ADJ
ajfa-13674	397	9	impact	impact	NOUN
ajfa-13674	397	10	on	on	ADP
ajfa-13674	397	11	the	the	DET
ajfa-13674	397	12	performance	performance	NOUN
ajfa-13674	397	13	and	and	CCONJ
ajfa-13674	397	14	the	the	DET
ajfa-13674	397	15	reliability	reliability	NOUN
ajfa-13674	397	16	of	of	ADP
ajfa-13674	397	17	the	the	DET
ajfa-13674	397	18	ann	ann	PROPN
ajfa-13674	397	19	.	.	PUNCT
ajfa-13674	398	1	the	the	DET
ajfa-13674	398	2	neural	neural	ADJ
ajfa-13674	398	3	networks	network	NOUN
ajfa-13674	398	4	recognize	recognize	VERB
ajfa-13674	398	5	the	the	DET
ajfa-13674	398	6	patterns	pattern	NOUN
ajfa-13674	398	7	of	of	ADP
ajfa-13674	398	8	the	the	DET
ajfa-13674	398	9	data	datum	NOUN
ajfa-13674	398	10	to	to	ADP
ajfa-13674	398	11	a	a	DET
ajfa-13674	398	12	great	great	ADJ
ajfa-13674	398	13	extent	extent	NOUN
ajfa-13674	398	14	which	which	PRON
ajfa-13674	398	15	influence	influence	VERB
ajfa-13674	398	16	the	the	DET
ajfa-13674	398	17	accurateness	accurateness	NOUN
ajfa-13674	398	18	of	of	ADP
ajfa-13674	398	19	the	the	DET
ajfa-13674	398	20	outcome	outcome	NOUN
ajfa-13674	398	21	.	.	PUNCT
ajfa-13674	399	1	the	the	DET
ajfa-13674	399	2	pre	pre	NOUN
ajfa-13674	399	3	-	-	NOUN
ajfa-13674	399	4	processing	processing	NOUN
ajfa-13674	399	5	of	of	ADP
ajfa-13674	399	6	the	the	DET
ajfa-13674	399	7	input	input	NOUN
ajfa-13674	399	8	variable	variable	NOUN
ajfa-13674	399	9	of	of	ADP
ajfa-13674	399	10	the	the	DET
ajfa-13674	399	11	nn	nn	PROPN
ajfa-13674	399	12	enables	enable	VERB
ajfa-13674	399	13	de	de	X
ajfa-13674	399	14	-	-	ADJ
ajfa-13674	399	15	trending	trending	NOUN
ajfa-13674	399	16	of	of	ADP
ajfa-13674	399	17	the	the	DET
ajfa-13674	399	18	figures	figure	NOUN
ajfa-13674	399	19	and	and	CCONJ
ajfa-13674	399	20	explain	explain	VERB
ajfa-13674	399	21	the	the	DET
ajfa-13674	399	22	important	important	ADJ
ajfa-13674	399	23	relationship	relationship	NOUN
ajfa-13674	399	24	to	to	PART
ajfa-13674	399	25	provide	provide	VERB
ajfa-13674	399	26	appropriate	appropriate	ADJ
ajfa-13674	399	27	process	process	NOUN
ajfa-13674	399	28	of	of	ADP
ajfa-13674	399	29	learning	learning	NOUN
ajfa-13674	399	30	.	.	PUNCT
ajfa-13674	400	1	during	during	ADP
ajfa-13674	400	2	the	the	DET
ajfa-13674	400	3	learning	learning	NOUN
ajfa-13674	400	4	process	process	NOUN
ajfa-13674	400	5	,	,	PUNCT
ajfa-13674	400	6	the	the	DET
ajfa-13674	400	7	ann	ann	PROPN
ajfa-13674	400	8	identifies	identify	VERB
ajfa-13674	400	9	weights	weight	NOUN
ajfa-13674	400	10	for	for	ADP
ajfa-13674	400	11	the	the	DET
ajfa-13674	400	12	input	input	NOUN
ajfa-13674	400	13	variables	variable	NOUN
ajfa-13674	400	14	.	.	PUNCT
ajfa-13674	401	1	a	a	DET
ajfa-13674	401	2	non	non	ADJ
ajfa-13674	401	3	-	-	ADJ
ajfa-13674	401	4	linear	linear	ADJ
ajfa-13674	401	5	scaling	scaling	NOUN
ajfa-13674	401	6	method	method	NOUN
ajfa-13674	401	7	is	be	AUX
ajfa-13674	401	8	adopted	adopt	VERB
ajfa-13674	401	9	for	for	ADP
ajfa-13674	401	10	the	the	DET
ajfa-13674	401	11	improvement	improvement	NOUN
ajfa-13674	401	12	of	of	ADP
ajfa-13674	401	13	the	the	DET
ajfa-13674	401	14	network	network	NOUN
ajfa-13674	401	15	’s	’s	PART
ajfa-13674	401	16	performance	performance	NOUN
ajfa-13674	401	17	.	.	PUNCT
ajfa-13674	402	1	asian	asian	ADJ
ajfa-13674	402	2	journal	journal	PROPN
ajfa-13674	402	3	of	of	ADP
ajfa-13674	402	4	finance	finance	PROPN
ajfa-13674	402	5	&	&	CCONJ
ajfa-13674	402	6	accounting	accounting	PROPN
ajfa-13674	402	7	issn	issn	PROPN
ajfa-13674	402	8	1946	1946	NUM
ajfa-13674	402	9	-	-	PUNCT
ajfa-13674	402	10	052x	052x	NOUN
ajfa-13674	402	11	2018	2018	NUM
ajfa-13674	402	12	,	,	PUNCT
ajfa-13674	402	13	vol	vol	NOUN
ajfa-13674	402	14	.	.	PROPN
ajfa-13674	403	1	10	10	NUM
ajfa-13674	403	2	,	,	PUNCT
ajfa-13674	403	3	no	no	INTJ
ajfa-13674	403	4	.	.	NOUN
ajfa-13674	403	5	2	2	NUM
ajfa-13674	403	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	403	7	51	51	NUM
ajfa-13674	403	8	figure	figure	NOUN
ajfa-13674	403	9	1	1	NUM
ajfa-13674	403	10	.	.	PUNCT
ajfa-13674	403	11	neural	neural	ADJ
ajfa-13674	403	12	network	network	NOUN
ajfa-13674	403	13	architecture	architecture	NOUN
ajfa-13674	403	14	the	the	DET
ajfa-13674	403	15	figure	figure	NOUN
ajfa-13674	403	16	1	1	NUM
ajfa-13674	403	17	above	above	ADV
ajfa-13674	403	18	represents	represent	VERB
ajfa-13674	403	19	a	a	DET
ajfa-13674	403	20	feed	feed	NOUN
ajfa-13674	403	21	forward	forward	ADV
ajfa-13674	403	22	artificial	artificial	ADJ
ajfa-13674	403	23	neural	neural	ADJ
ajfa-13674	403	24	network	network	NOUN
ajfa-13674	403	25	with	with	ADP
ajfa-13674	403	26	five	five	NUM
ajfa-13674	403	27	input	input	NOUN
ajfa-13674	403	28	nodes	node	NOUN
ajfa-13674	403	29	in	in	ADP
ajfa-13674	403	30	the	the	DET
ajfa-13674	403	31	input	input	NOUN
ajfa-13674	403	32	layer	layer	NOUN
ajfa-13674	403	33	,	,	PUNCT
ajfa-13674	403	34	five	five	NUM
ajfa-13674	403	35	nodes	node	NOUN
ajfa-13674	403	36	in	in	ADP
ajfa-13674	403	37	the	the	DET
ajfa-13674	403	38	hidden	hide	VERB
ajfa-13674	403	39	layer	layer	NOUN
ajfa-13674	403	40	and	and	CCONJ
ajfa-13674	403	41	one	one	NUM
ajfa-13674	403	42	node	node	NOUN
ajfa-13674	403	43	in	in	ADP
ajfa-13674	403	44	the	the	DET
ajfa-13674	403	45	output	output	NOUN
ajfa-13674	403	46	layer	layer	NOUN
ajfa-13674	403	47	.	.	PUNCT
ajfa-13674	404	1	there	there	PRON
ajfa-13674	404	2	are	be	VERB
ajfa-13674	404	3	no	no	DET
ajfa-13674	404	4	rules	rule	NOUN
ajfa-13674	404	5	available	available	ADJ
ajfa-13674	404	6	on	on	ADP
ajfa-13674	404	7	the	the	DET
ajfa-13674	404	8	architecture	architecture	NOUN
ajfa-13674	404	9	of	of	ADP
ajfa-13674	404	10	an	an	DET
ajfa-13674	404	11	ann	ann	NOUN
ajfa-13674	404	12	for	for	ADP
ajfa-13674	404	13	forecasting	forecasting	NOUN
ajfa-13674	404	14	of	of	ADP
ajfa-13674	404	15	insolvency	insolvency	NOUN
ajfa-13674	404	16	.	.	PUNCT
ajfa-13674	405	1	the	the	DET
ajfa-13674	405	2	structure	structure	NOUN
ajfa-13674	405	3	of	of	ADP
ajfa-13674	405	4	an	an	DET
ajfa-13674	405	5	ann	ann	PROPN
ajfa-13674	405	6	is	be	AUX
ajfa-13674	405	7	developed	develop	VERB
ajfa-13674	405	8	based	base	VERB
ajfa-13674	405	9	on	on	ADP
ajfa-13674	405	10	experimentation	experimentation	NOUN
ajfa-13674	405	11	.	.	PUNCT
ajfa-13674	406	1	high	high	ADJ
ajfa-13674	406	2	complexity	complexity	NOUN
ajfa-13674	406	3	in	in	ADP
ajfa-13674	406	4	the	the	DET
ajfa-13674	406	5	architecture	architecture	NOUN
ajfa-13674	406	6	can	can	AUX
ajfa-13674	406	7	result	result	VERB
ajfa-13674	406	8	in	in	ADP
ajfa-13674	406	9	over	over	ADP
ajfa-13674	406	10	fitting	fitting	ADJ
ajfa-13674	406	11	and	and	CCONJ
ajfa-13674	406	12	low	low	ADJ
ajfa-13674	406	13	complexity	complexity	NOUN
ajfa-13674	406	14	can	can	AUX
ajfa-13674	406	15	result	result	VERB
ajfa-13674	406	16	in	in	ADP
ajfa-13674	406	17	loss	loss	NOUN
ajfa-13674	406	18	of	of	ADP
ajfa-13674	406	19	learning	learning	NOUN
ajfa-13674	406	20	.	.	PUNCT
ajfa-13674	407	1	for	for	ADP
ajfa-13674	407	2	this	this	DET
ajfa-13674	407	3	study	study	NOUN
ajfa-13674	407	4	a	a	DET
ajfa-13674	407	5	similar	similar	ADJ
ajfa-13674	407	6	three	three	NUM
ajfa-13674	407	7	layer	layer	NOUN
ajfa-13674	407	8	ann	ann	PROPN
ajfa-13674	407	9	with	with	ADP
ajfa-13674	407	10	one	one	NUM
ajfa-13674	407	11	input	input	NOUN
ajfa-13674	407	12	layer	layer	NOUN
ajfa-13674	407	13	,	,	PUNCT
ajfa-13674	407	14	one	one	NUM
ajfa-13674	407	15	hidden	hide	VERB
ajfa-13674	407	16	layer	layer	NOUN
ajfa-13674	407	17	and	and	CCONJ
ajfa-13674	407	18	one	one	NUM
ajfa-13674	407	19	output	output	NOUN
ajfa-13674	407	20	layer	layer	NOUN
ajfa-13674	407	21	has	have	AUX
ajfa-13674	407	22	been	be	AUX
ajfa-13674	407	23	used	use	VERB
ajfa-13674	407	24	.	.	PUNCT
ajfa-13674	408	1	the	the	DET
ajfa-13674	408	2	input	input	NOUN
ajfa-13674	408	3	layer	layer	NOUN
ajfa-13674	408	4	has	have	VERB
ajfa-13674	408	5	22	22	NUM
ajfa-13674	408	6	nodes	node	NOUN
ajfa-13674	408	7	,	,	PUNCT
ajfa-13674	408	8	hidden	hidden	ADJ
ajfa-13674	408	9	layer	layer	NOUN
ajfa-13674	408	10	has	have	VERB
ajfa-13674	408	11	22	22	NUM
ajfa-13674	408	12	nodes	node	NOUN
ajfa-13674	408	13	and	and	CCONJ
ajfa-13674	408	14	output	output	NOUN
ajfa-13674	408	15	layer	layer	NOUN
ajfa-13674	408	16	has	have	VERB
ajfa-13674	408	17	one	one	NUM
ajfa-13674	408	18	output	output	NOUN
ajfa-13674	408	19	node	node	NOUN
ajfa-13674	408	20	.	.	PUNCT
ajfa-13674	409	1	this	this	DET
ajfa-13674	409	2	three	three	NUM
ajfa-13674	409	3	layer	layer	NOUN
ajfa-13674	409	4	feed	feed	NOUN
ajfa-13674	409	5	forward	forward	ADV
ajfa-13674	409	6	is	be	AUX
ajfa-13674	409	7	commonly	commonly	ADV
ajfa-13674	409	8	used	use	VERB
ajfa-13674	409	9	ann	ann	PROPN
ajfa-13674	409	10	for	for	ADP
ajfa-13674	409	11	insolvency	insolvency	NOUN
ajfa-13674	409	12	prediction	prediction	NOUN
ajfa-13674	409	13	and	and	CCONJ
ajfa-13674	409	14	estimation	estimation	NOUN
ajfa-13674	409	15	.	.	PUNCT
ajfa-13674	410	1	during	during	ADP
ajfa-13674	410	2	the	the	DET
ajfa-13674	410	3	study	study	NOUN
ajfa-13674	410	4	the	the	DET
ajfa-13674	410	5	neural	neural	ADJ
ajfa-13674	410	6	network	network	NOUN
ajfa-13674	410	7	was	be	AUX
ajfa-13674	410	8	tested	test	VERB
ajfa-13674	410	9	with	with	ADP
ajfa-13674	410	10	0	0	NUM
ajfa-13674	410	11	,	,	PUNCT
ajfa-13674	410	12	5	5	NUM
ajfa-13674	410	13	,	,	PUNCT
ajfa-13674	410	14	10	10	NUM
ajfa-13674	410	15	,	,	PUNCT
ajfa-13674	410	16	15	15	NUM
ajfa-13674	410	17	and	and	CCONJ
ajfa-13674	410	18	22	22	NUM
ajfa-13674	410	19	nodes	node	NOUN
ajfa-13674	410	20	in	in	ADP
ajfa-13674	410	21	the	the	DET
ajfa-13674	410	22	hidden	hide	VERB
ajfa-13674	410	23	layer	layer	NOUN
ajfa-13674	410	24	,	,	PUNCT
ajfa-13674	410	25	the	the	DET
ajfa-13674	410	26	ann	ann	PROPN
ajfa-13674	410	27	with	with	ADP
ajfa-13674	410	28	22	22	NUM
ajfa-13674	410	29	nodes	node	NOUN
ajfa-13674	410	30	in	in	ADP
ajfa-13674	410	31	the	the	DET
ajfa-13674	410	32	hidden	hide	VERB
ajfa-13674	410	33	layer	layer	NOUN
ajfa-13674	410	34	was	be	AUX
ajfa-13674	410	35	found	find	VERB
ajfa-13674	410	36	to	to	PART
ajfa-13674	410	37	be	be	AUX
ajfa-13674	410	38	more	more	ADV
ajfa-13674	410	39	suitable	suitable	ADJ
ajfa-13674	410	40	in	in	ADP
ajfa-13674	410	41	the	the	DET
ajfa-13674	410	42	study	study	NOUN
ajfa-13674	410	43	.	.	PUNCT
ajfa-13674	411	1	5	5	X
ajfa-13674	411	2	.	.	X
ajfa-13674	411	3	analysis	analysis	NOUN
ajfa-13674	411	4	and	and	CCONJ
ajfa-13674	411	5	validation	validation	NOUN
ajfa-13674	411	6	of	of	ADP
ajfa-13674	411	7	models	model	NOUN
ajfa-13674	411	8	the	the	DET
ajfa-13674	411	9	models	model	NOUN
ajfa-13674	411	10	are	be	AUX
ajfa-13674	411	11	developed	develop	VERB
ajfa-13674	411	12	on	on	ADP
ajfa-13674	411	13	80	80	NUM
ajfa-13674	411	14	firms	firm	NOUN
ajfa-13674	411	15	split	split	VERB
ajfa-13674	411	16	into	into	ADP
ajfa-13674	411	17	two	two	NUM
ajfa-13674	411	18	categories	category	NOUN
ajfa-13674	411	19	(	(	PUNCT
ajfa-13674	411	20	solvent	solvent	NOUN
ajfa-13674	411	21	/	/	SYM
ajfa-13674	411	22	insolvent	insolvent	NOUN
ajfa-13674	411	23	)	)	PUNCT
ajfa-13674	411	24	of	of	ADP
ajfa-13674	411	25	40	40	NUM
ajfa-13674	411	26	each	each	PRON
ajfa-13674	411	27	.	.	PUNCT
ajfa-13674	412	1	out	out	ADP
ajfa-13674	412	2	of	of	ADP
ajfa-13674	412	3	the	the	DET
ajfa-13674	412	4	total	total	ADJ
ajfa-13674	412	5	sample	sample	NOUN
ajfa-13674	412	6	size	size	NOUN
ajfa-13674	412	7	,	,	PUNCT
ajfa-13674	412	8	we	we	PRON
ajfa-13674	412	9	have	have	AUX
ajfa-13674	412	10	used	use	VERB
ajfa-13674	412	11	a	a	DET
ajfa-13674	412	12	sample	sample	NOUN
ajfa-13674	412	13	of	of	ADP
ajfa-13674	412	14	50	50	NUM
ajfa-13674	412	15	firms	firm	NOUN
ajfa-13674	412	16	(	(	PUNCT
ajfa-13674	412	17	25	25	NUM
ajfa-13674	412	18	firms	firm	NOUN
ajfa-13674	412	19	of	of	ADP
ajfa-13674	412	20	each	each	DET
ajfa-13674	412	21	category	category	NOUN
ajfa-13674	412	22	)	)	PUNCT
ajfa-13674	412	23	as	as	ADP
ajfa-13674	412	24	the	the	DET
ajfa-13674	412	25	training	training	NOUN
ajfa-13674	412	26	sample	sample	NOUN
ajfa-13674	412	27	.	.	PUNCT
ajfa-13674	413	1	whereas	whereas	SCONJ
ajfa-13674	413	2	the	the	DET
ajfa-13674	413	3	remaining	remain	VERB
ajfa-13674	413	4	30	30	NUM
ajfa-13674	413	5	companies	company	NOUN
ajfa-13674	413	6	were	be	AUX
ajfa-13674	413	7	used	use	VERB
ajfa-13674	413	8	as	as	ADP
ajfa-13674	413	9	the	the	DET
ajfa-13674	413	10	holdout	holdout	NOUN
ajfa-13674	413	11	or	or	CCONJ
ajfa-13674	413	12	validation	validation	NOUN
ajfa-13674	413	13	sample	sample	NOUN
ajfa-13674	413	14	.	.	PUNCT
ajfa-13674	414	1	the	the	DET
ajfa-13674	414	2	firms	firm	NOUN
ajfa-13674	414	3	selected	select	VERB
ajfa-13674	414	4	for	for	ADP
ajfa-13674	414	5	the	the	DET
ajfa-13674	414	6	training	training	NOUN
ajfa-13674	414	7	set	set	NOUN
ajfa-13674	414	8	were	be	AUX
ajfa-13674	414	9	based	base	VERB
ajfa-13674	414	10	on	on	ADP
ajfa-13674	414	11	the	the	DET
ajfa-13674	414	12	weightage	weightage	NOUN
ajfa-13674	414	13	of	of	ADP
ajfa-13674	414	14	a	a	DET
ajfa-13674	414	15	particular	particular	ADJ
ajfa-13674	414	16	industry	industry	NOUN
ajfa-13674	414	17	in	in	ADP
ajfa-13674	414	18	the	the	DET
ajfa-13674	414	19	entire	entire	ADJ
ajfa-13674	414	20	sample	sample	NOUN
ajfa-13674	414	21	.	.	PUNCT
ajfa-13674	415	1	the	the	DET
ajfa-13674	415	2	predictive	predictive	ADJ
ajfa-13674	415	3	ability	ability	NOUN
ajfa-13674	415	4	of	of	ADP
ajfa-13674	415	5	the	the	DET
ajfa-13674	415	6	models	model	NOUN
ajfa-13674	415	7	was	be	AUX
ajfa-13674	415	8	found	find	VERB
ajfa-13674	415	9	to	to	PART
ajfa-13674	415	10	be	be	AUX
ajfa-13674	415	11	very	very	ADV
ajfa-13674	415	12	high	high	ADJ
ajfa-13674	415	13	on	on	ADP
ajfa-13674	415	14	the	the	DET
ajfa-13674	415	15	validation	validation	NOUN
ajfa-13674	415	16	sample	sample	NOUN
ajfa-13674	415	17	.	.	PUNCT
ajfa-13674	416	1	the	the	DET
ajfa-13674	416	2	following	follow	VERB
ajfa-13674	416	3	table	table	NOUN
ajfa-13674	416	4	shows	show	VERB
ajfa-13674	416	5	the	the	DET
ajfa-13674	416	6	predictive	predictive	ADJ
ajfa-13674	416	7	ability	ability	NOUN
ajfa-13674	416	8	of	of	ADP
ajfa-13674	416	9	the	the	DET
ajfa-13674	416	10	models	model	NOUN
ajfa-13674	416	11	on	on	ADP
ajfa-13674	416	12	the	the	DET
ajfa-13674	416	13	entire	entire	ADJ
ajfa-13674	416	14	sample	sample	NOUN
ajfa-13674	416	15	including	include	VERB
ajfa-13674	416	16	the	the	DET
ajfa-13674	416	17	training	training	NOUN
ajfa-13674	416	18	sample	sample	NOUN
ajfa-13674	416	19	as	as	ADV
ajfa-13674	416	20	well	well	ADV
ajfa-13674	416	21	as	as	ADP
ajfa-13674	416	22	validation	validation	NOUN
ajfa-13674	416	23	sample	sample	NOUN
ajfa-13674	416	24	.	.	PUNCT
ajfa-13674	417	1	the	the	DET
ajfa-13674	417	2	models	model	NOUN
ajfa-13674	417	3	show	show	VERB
ajfa-13674	417	4	that	that	SCONJ
ajfa-13674	417	5	there	there	PRON
ajfa-13674	417	6	are	be	VERB
ajfa-13674	417	7	22	22	NUM
ajfa-13674	417	8	financial	financial	ADJ
ajfa-13674	417	9	ratios	ratio	NOUN
ajfa-13674	417	10	which	which	PRON
ajfa-13674	417	11	have	have	AUX
ajfa-13674	417	12	emerged	emerge	VERB
ajfa-13674	417	13	as	as	ADP
ajfa-13674	417	14	predictors	predictor	NOUN
ajfa-13674	417	15	of	of	ADP
ajfa-13674	417	16	industrial	industrial	ADJ
ajfa-13674	417	17	sickness	sickness	NOUN
ajfa-13674	417	18	out	out	ADP
ajfa-13674	417	19	of	of	ADP
ajfa-13674	417	20	which	which	PRON
ajfa-13674	417	21	two	two	NUM
ajfa-13674	417	22	models	model	NOUN
ajfa-13674	417	23	were	be	AUX
ajfa-13674	417	24	developed	develop	VERB
ajfa-13674	417	25	using	use	VERB
ajfa-13674	417	26	mda	mda	PROPN
ajfa-13674	417	27	i.e.	i.e.	X
ajfa-13674	417	28	model	model	NOUN
ajfa-13674	417	29	using	use	VERB
ajfa-13674	417	30	16	16	NUM
ajfa-13674	417	31	ratios	ratio	NOUN
ajfa-13674	417	32	and	and	CCONJ
ajfa-13674	417	33	model	model	NOUN
ajfa-13674	417	34	using	use	VERB
ajfa-13674	417	35	22	22	NUM
ajfa-13674	417	36	ratios	ratio	NOUN
ajfa-13674	417	37	.	.	PUNCT
ajfa-13674	418	1	then	then	ADV
ajfa-13674	418	2	using	use	VERB
ajfa-13674	418	3	these	these	DET
ajfa-13674	418	4	22	22	NUM
ajfa-13674	418	5	ratios	ratio	NOUN
ajfa-13674	418	6	models	model	NOUN
ajfa-13674	418	7	were	be	AUX
ajfa-13674	418	8	developed	develop	VERB
ajfa-13674	418	9	using	use	VERB
ajfa-13674	418	10	mda	mda	PROPN
ajfa-13674	418	11	+	+	CCONJ
ajfa-13674	418	12	pca	pca	PROPN
ajfa-13674	418	13	and	and	CCONJ
ajfa-13674	418	14	ann	ann	PROPN
ajfa-13674	418	15	.	.	PUNCT
ajfa-13674	419	1	all	all	DET
ajfa-13674	419	2	the	the	DET
ajfa-13674	419	3	models	model	NOUN
ajfa-13674	419	4	used	use	VERB
ajfa-13674	419	5	the	the	DET
ajfa-13674	419	6	training	training	NOUN
ajfa-13674	419	7	and	and	CCONJ
ajfa-13674	419	8	out	out	ADP
ajfa-13674	419	9	-	-	PUNCT
ajfa-13674	419	10	of	of	ADP
ajfa-13674	419	11	-	-	PUNCT
ajfa-13674	419	12	sample	sample	NOUN
ajfa-13674	419	13	test	test	NOUN
ajfa-13674	419	14	for	for	ADP
ajfa-13674	419	15	validating	validate	VERB
ajfa-13674	419	16	the	the	DET
ajfa-13674	419	17	model	model	NOUN
ajfa-13674	419	18	results	result	NOUN
ajfa-13674	419	19	.	.	PUNCT
ajfa-13674	420	1	input	input	NOUN
ajfa-13674	420	2	layer	layer	NOUN
ajfa-13674	420	3	hidden	hide	VERB
ajfa-13674	420	4	layer	layer	NOUN
ajfa-13674	420	5	output	output	NOUN
ajfa-13674	420	6	layer	layer	NOUN
ajfa-13674	420	7	asian	asian	ADJ
ajfa-13674	420	8	journal	journal	NOUN
ajfa-13674	420	9	of	of	ADP
ajfa-13674	420	10	finance	finance	PROPN
ajfa-13674	420	11	&	&	CCONJ
ajfa-13674	420	12	accounting	accounting	PROPN
ajfa-13674	420	13	issn	issn	PROPN
ajfa-13674	420	14	1946	1946	NUM
ajfa-13674	420	15	-	-	PUNCT
ajfa-13674	420	16	052x	052x	NOUN
ajfa-13674	420	17	2018	2018	NUM
ajfa-13674	420	18	,	,	PUNCT
ajfa-13674	420	19	vol	vol	NOUN
ajfa-13674	420	20	.	.	PROPN
ajfa-13674	420	21	10	10	NUM
ajfa-13674	420	22	,	,	PUNCT
ajfa-13674	420	23	no	no	INTJ
ajfa-13674	420	24	.	.	NOUN
ajfa-13674	420	25	2	2	NUM
ajfa-13674	420	26	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	420	27	52	52	NUM
ajfa-13674	420	28	table	table	NOUN
ajfa-13674	420	29	4	4	NUM
ajfa-13674	420	30	.	.	PUNCT
ajfa-13674	420	31	models	model	NOUN
ajfa-13674	420	32	for	for	ADP
ajfa-13674	420	33	prediction	prediction	NOUN
ajfa-13674	420	34	of	of	ADP
ajfa-13674	420	35	industrial	industrial	ADJ
ajfa-13674	420	36	sickness	sickness	NOUN
ajfa-13674	420	37	models	model	NOUN
ajfa-13674	420	38	correct	correct	VERB
ajfa-13674	420	39	classificati	classificati	PROPN
ajfa-13674	420	40	ons	ons	PROPN
ajfa-13674	420	41	solvent	solvent	NOUN
ajfa-13674	420	42	firms	firm	NOUN
ajfa-13674	420	43	correct	correct	VERB
ajfa-13674	420	44	classific	classific	NOUN
ajfa-13674	420	45	ations	ation	NOUN
ajfa-13674	420	46	insolven	insolven	VERB
ajfa-13674	420	47	t	t	PROPN
ajfa-13674	420	48	firms	firm	NOUN
ajfa-13674	420	49	overall	overall	ADJ
ajfa-13674	420	50	correct	correct	ADJ
ajfa-13674	420	51	classification	classification	NOUN
ajfa-13674	420	52	mda	mda	PROPN
ajfa-13674	420	53	based	base	VERB
ajfa-13674	420	54	model	model	NOUN
ajfa-13674	420	55	using	use	VERB
ajfa-13674	420	56	16	16	NUM
ajfa-13674	420	57	ratios	ratio	NOUN
ajfa-13674	420	58	j	j	NOUN
ajfa-13674	420	59	=	=	SYM
ajfa-13674	420	60	2.6068	2.6068	NUM
ajfa-13674	420	61	3.9099	3.9099	NUM
ajfa-13674	420	62	r1	r1	NOUN
ajfa-13674	420	63	+	+	CCONJ
ajfa-13674	420	64	4.5035	4.5035	NUM
ajfa-13674	420	65	r2	r2	NOUN
ajfa-13674	420	66	+	+	CCONJ
ajfa-13674	420	67	0.1997	0.1997	NUM
ajfa-13674	420	68	r3	r3	PROPN
ajfa-13674	420	69	12.9819	12.9819	NUM
ajfa-13674	420	70	r4	r4	NOUN
ajfa-13674	420	71	+	+	CCONJ
ajfa-13674	420	72	0.0289	0.0289	NUM
ajfa-13674	420	73	r5	r5	NOUN
ajfa-13674	420	74	+	+	CCONJ
ajfa-13674	420	75	0.1985	0.1985	NUM
ajfa-13674	420	76	r6	r6	NOUN
ajfa-13674	420	77	+	+	CCONJ
ajfa-13674	420	78	0.0033	0.0033	NUM
ajfa-13674	420	79	r7	r7	PROPN
ajfa-13674	420	80	0.0018	0.0018	NUM
ajfa-13674	420	81	r8	r8	NOUN
ajfa-13674	420	82	+	+	CCONJ
ajfa-13674	420	83	20.6122	20.6122	NUM
ajfa-13674	420	84	r9	r9	NOUN
ajfa-13674	420	85	3.8964	3.8964	NUM
ajfa-13674	420	86	r10	r10	NOUN
ajfa-13674	420	87	+	+	CCONJ
ajfa-13674	420	88	7.9591	7.9591	NUM
ajfa-13674	420	89	r11	r11	NOUN
ajfa-13674	420	90	+	+	CCONJ
ajfa-13674	420	91	0.0305	0.0305	NUM
ajfa-13674	420	92	r13	r13	NOUN
ajfa-13674	420	93	+	+	NOUN
ajfa-13674	420	94	0.1488	0.1488	NUM
ajfa-13674	420	95	r12	r12	NOUN
ajfa-13674	420	96	+	+	CCONJ
ajfa-13674	420	97	0.494	0.494	NUM
ajfa-13674	420	98	r14	r14	NOUN
ajfa-13674	420	99	+	+	CCONJ
ajfa-13674	420	100	0.0795	0.0795	NUM
ajfa-13674	420	101	r15	r15	NOUN
ajfa-13674	420	102	12.6974	12.6974	NUM
ajfa-13674	420	103	r16	r16	NOUN
ajfa-13674	420	104	95	95	NUM
ajfa-13674	420	105	%	%	NOUN
ajfa-13674	420	106	80	80	NUM
ajfa-13674	420	107	%	%	NOUN
ajfa-13674	420	108	87.5	87.5	NUM
ajfa-13674	420	109	%	%	NOUN
ajfa-13674	420	110	mda	mda	PROPN
ajfa-13674	420	111	based	base	VERB
ajfa-13674	420	112	model	model	NOUN
ajfa-13674	420	113	using	use	VERB
ajfa-13674	420	114	22	22	NUM
ajfa-13674	420	115	ratios	ratio	NOUN
ajfa-13674	420	116	j	j	NOUN
ajfa-13674	420	117	=	=	PUNCT
ajfa-13674	420	118	-0.6039	-0.6039	NOUN
ajfa-13674	420	119	5.4072	5.4072	NUM
ajfa-13674	420	120	r1	r1	NOUN
ajfa-13674	420	121	+	+	CCONJ
ajfa-13674	420	122	5.1417	5.1417	NUM
ajfa-13674	420	123	r2	r2	NOUN
ajfa-13674	420	124	2.692	2.692	NUM
ajfa-13674	420	125	r3	r3	PROPN
ajfa-13674	420	126	12.6854	12.6854	NUM
ajfa-13674	420	127	r4	r4	NOUN
ajfa-13674	420	128	+	+	CCONJ
ajfa-13674	420	129	0.4379	0.4379	NUM
ajfa-13674	420	130	r5	r5	PROPN
ajfa-13674	420	131	+	+	CCONJ
ajfa-13674	420	132	0.2299	0.2299	NUM
ajfa-13674	420	133	r6	r6	NOUN
ajfa-13674	420	134	+	+	CCONJ
ajfa-13674	420	135	0.1946	0.1946	NUM
ajfa-13674	420	136	r7	r7	NOUN
ajfa-13674	420	137	0.0024	0.0024	NUM
ajfa-13674	420	138	r8	r8	NOUN
ajfa-13674	420	139	+	+	CCONJ
ajfa-13674	420	140	19.8018	19.8018	NUM
ajfa-13674	420	141	r9	r9	NOUN
ajfa-13674	420	142	12.2403	12.2403	NUM
ajfa-13674	420	143	r10	r10	NOUN
ajfa-13674	420	144	+	+	NUM
ajfa-13674	420	145	11.4643	11.4643	NUM
ajfa-13674	420	146	r11	r11	NOUN
ajfa-13674	420	147	+	+	CCONJ
ajfa-13674	420	148	0.0038	0.0038	NUM
ajfa-13674	420	149	r12	r12	NOUN
ajfa-13674	420	150	0.1788	0.1788	NUM
ajfa-13674	420	151	r13	r13	NOUN
ajfa-13674	420	152	+	+	NOUN
ajfa-13674	420	153	0.5525	0.5525	NUM
ajfa-13674	420	154	r14	r14	NOUN
ajfa-13674	420	155	+	+	CCONJ
ajfa-13674	420	156	0.5273	0.5273	NUM
ajfa-13674	420	157	r15	r15	NOUN
ajfa-13674	420	158	10.1682	10.1682	NUM
ajfa-13674	420	159	r16	r16	NOUN
ajfa-13674	420	160	+	+	CCONJ
ajfa-13674	420	161	1.7545	1.7545	NUM
ajfa-13674	420	162	r17	r17	NOUN
ajfa-13674	420	163	+	+	CCONJ
ajfa-13674	420	164	1.5981	1.5981	NUM
ajfa-13674	420	165	r18	r18	NOUN
ajfa-13674	420	166	0.0039	0.0039	NUM
ajfa-13674	420	167	r19	r19	NOUN
ajfa-13674	420	168	+	+	CCONJ
ajfa-13674	420	169	12.3612	12.3612	NUM
ajfa-13674	420	170	r20	r20	NOUN
ajfa-13674	420	171	+	+	CCONJ
ajfa-13674	420	172	5.8985	5.8985	NUM
ajfa-13674	420	173	r21	r21	NOUN
ajfa-13674	420	174	+	+	SYM
ajfa-13674	420	175	8.2321	8.2321	NUM
ajfa-13674	420	176	r22	r22	NOUN
ajfa-13674	420	177	87.5	87.5	NUM
ajfa-13674	420	178	%	%	NOUN
ajfa-13674	420	179	95	95	NUM
ajfa-13674	420	180	%	%	NOUN
ajfa-13674	420	181	91.25	91.25	NUM
ajfa-13674	420	182	%	%	NOUN
ajfa-13674	420	183	mda+	mda+	PROPN
ajfa-13674	420	184	pca	pca	PROPN
ajfa-13674	420	185	based	base	VERB
ajfa-13674	420	186	model	model	NOUN
ajfa-13674	420	187	using	use	VERB
ajfa-13674	420	188	22	22	NUM
ajfa-13674	420	189	ratios	ratio	NOUN
ajfa-13674	420	190	22x22	22x22	NUM
ajfa-13674	420	191	matrix	matrix	NOUN
ajfa-13674	420	192	85	85	NUM
ajfa-13674	420	193	%	%	NOUN
ajfa-13674	420	194	95	95	NUM
ajfa-13674	420	195	%	%	NOUN
ajfa-13674	420	196	90	90	NUM
ajfa-13674	420	197	%	%	NOUN
ajfa-13674	420	198	ann	ann	PROPN
ajfa-13674	420	199	based	base	VERB
ajfa-13674	420	200	model	model	NOUN
ajfa-13674	420	201	using	use	VERB
ajfa-13674	420	202	22	22	NUM
ajfa-13674	420	203	ratios	ratio	NOUN
ajfa-13674	420	204	artificial	artificial	ADJ
ajfa-13674	420	205	neural	neural	ADJ
ajfa-13674	420	206	network	network	NOUN
ajfa-13674	420	207	model	model	NOUN
ajfa-13674	420	208	ann	ann	PROPN
ajfa-13674	420	209	algorithm	algorithm	PROPN
ajfa-13674	420	210	:	:	PUNCT
ajfa-13674	420	211	back	back	ADJ
ajfa-13674	420	212	propagation	propagation	NOUN
ajfa-13674	420	213	structure	structure	NOUN
ajfa-13674	420	214	:	:	PUNCT
ajfa-13674	420	215	3	3	NUM
ajfa-13674	420	216	layers	layer	NOUN
ajfa-13674	420	217	(	(	PUNCT
ajfa-13674	420	218	input	input	NOUN
ajfa-13674	420	219	,	,	PUNCT
ajfa-13674	420	220	hidden	hide	VERB
ajfa-13674	420	221	,	,	PUNCT
ajfa-13674	420	222	output	output	NOUN
ajfa-13674	420	223	)	)	PUNCT
ajfa-13674	420	224	84	84	NUM
ajfa-13674	420	225	%	%	NOUN
ajfa-13674	420	226	96	96	NUM
ajfa-13674	420	227	%	%	NOUN
ajfa-13674	420	228	86	86	NUM
ajfa-13674	420	229	%	%	NOUN
ajfa-13674	420	230	asian	asian	ADJ
ajfa-13674	420	231	journal	journal	NOUN
ajfa-13674	420	232	of	of	ADP
ajfa-13674	420	233	finance	finance	PROPN
ajfa-13674	420	234	&	&	CCONJ
ajfa-13674	420	235	accounting	accounting	PROPN
ajfa-13674	420	236	issn	issn	PROPN
ajfa-13674	420	237	1946	1946	NUM
ajfa-13674	420	238	-	-	PUNCT
ajfa-13674	420	239	052x	052x	NOUN
ajfa-13674	420	240	2018	2018	NUM
ajfa-13674	420	241	,	,	PUNCT
ajfa-13674	420	242	vol	vol	NOUN
ajfa-13674	420	243	.	.	PROPN
ajfa-13674	420	244	10	10	NUM
ajfa-13674	420	245	,	,	PUNCT
ajfa-13674	420	246	no	no	INTJ
ajfa-13674	420	247	.	.	NOUN
ajfa-13674	420	248	2	2	NUM
ajfa-13674	420	249	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	420	250	53	53	NUM
ajfa-13674	420	251	22	22	NUM
ajfa-13674	420	252	neurons	neuron	NOUN
ajfa-13674	420	253	in	in	ADP
ajfa-13674	420	254	input	input	NOUN
ajfa-13674	420	255	layer	layer	NOUN
ajfa-13674	420	256	22	22	NUM
ajfa-13674	420	257	neurons	neuron	NOUN
ajfa-13674	420	258	in	in	ADP
ajfa-13674	420	259	hidden	hide	VERB
ajfa-13674	420	260	layer	layer	NOUN
ajfa-13674	420	261	1	1	NUM
ajfa-13674	420	262	neuron	neuron	NOUN
ajfa-13674	420	263	in	in	ADP
ajfa-13674	420	264	output	output	NOUN
ajfa-13674	420	265	layer	layer	NOUN
ajfa-13674	420	266	(	(	PUNCT
ajfa-13674	420	267	j	j	PROPN
ajfa-13674	420	268	score	score	NOUN
ajfa-13674	420	269	)	)	PUNCT
ajfa-13674	420	270	the	the	DET
ajfa-13674	420	271	network	network	NOUN
ajfa-13674	420	272	was	be	AUX
ajfa-13674	420	273	run	run	VERB
ajfa-13674	420	274	for	for	ADP
ajfa-13674	420	275	10,000	10,000	NUM
ajfa-13674	420	276	iterations	iteration	NOUN
ajfa-13674	420	277	for	for	ADP
ajfa-13674	420	278	making	make	VERB
ajfa-13674	420	279	predictions	prediction	NOUN
ajfa-13674	420	280	.	.	PUNCT
ajfa-13674	421	1	observations	observation	NOUN
ajfa-13674	421	2	used	use	VERB
ajfa-13674	421	3	for	for	ADP
ajfa-13674	421	4	training	training	NOUN
ajfa-13674	421	5	:	:	PUNCT
ajfa-13674	421	6	302	302	NUM
ajfa-13674	421	7	out	out	ADP
ajfa-13674	421	8	of	of	ADP
ajfa-13674	421	9	sample	sample	NOUN
ajfa-13674	421	10	prediction	prediction	NOUN
ajfa-13674	421	11	was	be	AUX
ajfa-13674	421	12	tasted	taste	VERB
ajfa-13674	421	13	on	on	ADP
ajfa-13674	421	14	:	:	PUNCT
ajfa-13674	421	15	100	100	NUM
ajfa-13674	421	16	observations	observation	NOUN
ajfa-13674	421	17	the	the	DET
ajfa-13674	421	18	present	present	ADJ
ajfa-13674	421	19	study	study	NOUN
ajfa-13674	421	20	shows	show	VERB
ajfa-13674	421	21	that	that	SCONJ
ajfa-13674	421	22	different	different	ADJ
ajfa-13674	421	23	models	model	NOUN
ajfa-13674	421	24	developed	develop	VERB
ajfa-13674	421	25	using	use	VERB
ajfa-13674	421	26	different	different	ADJ
ajfa-13674	421	27	methodologies	methodology	NOUN
ajfa-13674	421	28	deliver	deliver	VERB
ajfa-13674	421	29	different	different	ADJ
ajfa-13674	421	30	prediction	prediction	NOUN
ajfa-13674	421	31	accuracy	accuracy	NOUN
ajfa-13674	421	32	results	result	NOUN
ajfa-13674	421	33	and	and	CCONJ
ajfa-13674	421	34	misclassification	misclassification	NOUN
ajfa-13674	421	35	errors	error	NOUN
ajfa-13674	421	36	respectively	respectively	ADV
ajfa-13674	421	37	.	.	PUNCT
ajfa-13674	422	1	the	the	DET
ajfa-13674	422	2	previous	previous	ADJ
ajfa-13674	422	3	research	research	NOUN
ajfa-13674	422	4	works	work	NOUN
ajfa-13674	422	5	also	also	ADV
ajfa-13674	422	6	exhibited	exhibit	VERB
ajfa-13674	422	7	different	different	ADJ
ajfa-13674	422	8	results	result	NOUN
ajfa-13674	422	9	of	of	ADP
ajfa-13674	422	10	prediction	prediction	NOUN
ajfa-13674	422	11	accuracy	accuracy	NOUN
ajfa-13674	422	12	and	and	CCONJ
ajfa-13674	422	13	misclassification	misclassification	NOUN
ajfa-13674	422	14	errors	error	NOUN
ajfa-13674	422	15	when	when	SCONJ
ajfa-13674	422	16	different	different	ADJ
ajfa-13674	422	17	sets	set	NOUN
ajfa-13674	422	18	of	of	ADP
ajfa-13674	422	19	financial	financial	ADJ
ajfa-13674	422	20	ratios	ratio	NOUN
ajfa-13674	422	21	were	be	AUX
ajfa-13674	422	22	employed	employ	VERB
ajfa-13674	422	23	.	.	PUNCT
ajfa-13674	423	1	this	this	DET
ajfa-13674	423	2	study	study	NOUN
ajfa-13674	423	3	concludes	conclude	VERB
ajfa-13674	423	4	that	that	SCONJ
ajfa-13674	423	5	out	out	ADP
ajfa-13674	423	6	of	of	ADP
ajfa-13674	423	7	the	the	DET
ajfa-13674	423	8	four	four	NUM
ajfa-13674	423	9	proposed	propose	VERB
ajfa-13674	423	10	models	model	NOUN
ajfa-13674	423	11	,	,	PUNCT
ajfa-13674	423	12	predictive	predictive	ADJ
ajfa-13674	423	13	ability	ability	NOUN
ajfa-13674	423	14	of	of	ADP
ajfa-13674	423	15	mda	mda	PROPN
ajfa-13674	423	16	based	base	VERB
ajfa-13674	423	17	model	model	NOUN
ajfa-13674	423	18	using	use	VERB
ajfa-13674	423	19	22	22	NUM
ajfa-13674	423	20	ratios	ratio	NOUN
ajfa-13674	423	21	is	be	AUX
ajfa-13674	423	22	found	find	VERB
ajfa-13674	423	23	to	to	PART
ajfa-13674	423	24	be	be	AUX
ajfa-13674	423	25	highest	high	ADJ
ajfa-13674	423	26	.	.	PUNCT
ajfa-13674	424	1	mda	mda	PROPN
ajfa-13674	424	2	based	base	VERB
ajfa-13674	424	3	model	model	NOUN
ajfa-13674	424	4	using	use	VERB
ajfa-13674	424	5	22	22	NUM
ajfa-13674	424	6	ratios	ratio	NOUN
ajfa-13674	424	7	shown	show	VERB
ajfa-13674	424	8	the	the	DET
ajfa-13674	424	9	predictive	predictive	ADJ
ajfa-13674	424	10	accuracy	accuracy	NOUN
ajfa-13674	424	11	of	of	ADP
ajfa-13674	424	12	91.25	91.25	NUM
ajfa-13674	424	13	%	%	NOUN
ajfa-13674	424	14	followed	follow	VERB
ajfa-13674	424	15	by	by	ADP
ajfa-13674	424	16	the	the	DET
ajfa-13674	424	17	pca+mda	pca+mda	NOUN
ajfa-13674	424	18	model	model	NOUN
ajfa-13674	424	19	with	with	ADP
ajfa-13674	424	20	an	an	DET
ajfa-13674	424	21	accuracy	accuracy	NOUN
ajfa-13674	424	22	of	of	ADP
ajfa-13674	424	23	90	90	NUM
ajfa-13674	424	24	%	%	NOUN
ajfa-13674	424	25	.	.	PUNCT
ajfa-13674	425	1	the	the	DET
ajfa-13674	425	2	ann	ann	PROPN
ajfa-13674	425	3	based	base	VERB
ajfa-13674	425	4	model	model	NOUN
ajfa-13674	425	5	is	be	AUX
ajfa-13674	425	6	able	able	ADJ
ajfa-13674	425	7	to	to	PART
ajfa-13674	425	8	predict	predict	VERB
ajfa-13674	425	9	the	the	DET
ajfa-13674	425	10	industrial	industrial	ADJ
ajfa-13674	425	11	sickness	sickness	NOUN
ajfa-13674	425	12	in	in	ADP
ajfa-13674	425	13	two	two	NUM
ajfa-13674	425	14	years	year	NOUN
ajfa-13674	425	15	advance	advance	NOUN
ajfa-13674	425	16	with	with	ADP
ajfa-13674	425	17	the	the	DET
ajfa-13674	425	18	predictive	predictive	ADJ
ajfa-13674	425	19	accuracy	accuracy	NOUN
ajfa-13674	425	20	of	of	ADP
ajfa-13674	425	21	86	86	NUM
ajfa-13674	425	22	%	%	NOUN
ajfa-13674	425	23	.	.	PUNCT
ajfa-13674	426	1	these	these	DET
ajfa-13674	426	2	models	model	NOUN
ajfa-13674	426	3	constructed	construct	VERB
ajfa-13674	426	4	and	and	CCONJ
ajfa-13674	426	5	validated	validate	VERB
ajfa-13674	426	6	are	be	AUX
ajfa-13674	426	7	preferred	prefer	VERB
ajfa-13674	426	8	over	over	ADP
ajfa-13674	426	9	the	the	DET
ajfa-13674	426	10	existing	exist	VERB
ajfa-13674	426	11	empirical	empirical	ADJ
ajfa-13674	426	12	models	model	NOUN
ajfa-13674	426	13	like	like	ADP
ajfa-13674	426	14	altman	altman	PROPN
ajfa-13674	426	15	(	(	PUNCT
ajfa-13674	426	16	1968	1968	NUM
ajfa-13674	426	17	)	)	PUNCT
ajfa-13674	426	18	and	and	CCONJ
ajfa-13674	426	19	ohlson	ohlson	NOUN
ajfa-13674	426	20	(	(	PUNCT
ajfa-13674	426	21	1980	1980	NUM
ajfa-13674	426	22	)	)	PUNCT
ajfa-13674	426	23	.	.	PUNCT
ajfa-13674	427	1	altman	altman	PROPN
ajfa-13674	427	2	’s	’s	PART
ajfa-13674	427	3	z	z	PROPN
ajfa-13674	427	4	score	score	NOUN
ajfa-13674	427	5	model	model	NOUN
ajfa-13674	427	6	and	and	CCONJ
ajfa-13674	427	7	the	the	DET
ajfa-13674	427	8	logit	logit	PROPN
ajfa-13674	427	9	model	model	NOUN
ajfa-13674	427	10	of	of	ADP
ajfa-13674	427	11	ohlson	ohlson	NOUN
ajfa-13674	427	12	were	be	AUX
ajfa-13674	427	13	estimated	estimate	VERB
ajfa-13674	427	14	on	on	ADP
ajfa-13674	427	15	the	the	DET
ajfa-13674	427	16	same	same	ADJ
ajfa-13674	427	17	sample	sample	NOUN
ajfa-13674	427	18	used	use	VERB
ajfa-13674	427	19	in	in	ADP
ajfa-13674	427	20	the	the	DET
ajfa-13674	427	21	study	study	NOUN
ajfa-13674	427	22	and	and	CCONJ
ajfa-13674	427	23	they	they	PRON
ajfa-13674	427	24	gave	give	VERB
ajfa-13674	427	25	the	the	DET
ajfa-13674	427	26	predictive	predictive	ADJ
ajfa-13674	427	27	accuracy	accuracy	NOUN
ajfa-13674	427	28	of	of	ADP
ajfa-13674	427	29	78	78	NUM
ajfa-13674	427	30	%	%	NOUN
ajfa-13674	427	31	and	and	CCONJ
ajfa-13674	427	32	81	81	NUM
ajfa-13674	427	33	%	%	NOUN
ajfa-13674	427	34	respectively	respectively	ADV
ajfa-13674	427	35	.	.	PUNCT
ajfa-13674	428	1	therefore	therefore	ADV
ajfa-13674	428	2	,	,	PUNCT
ajfa-13674	428	3	the	the	DET
ajfa-13674	428	4	comparison	comparison	NOUN
ajfa-13674	428	5	of	of	ADP
ajfa-13674	428	6	empirical	empirical	ADJ
ajfa-13674	428	7	analyses	analysis	NOUN
ajfa-13674	428	8	is	be	AUX
ajfa-13674	428	9	done	do	VERB
ajfa-13674	428	10	on	on	ADP
ajfa-13674	428	11	the	the	DET
ajfa-13674	428	12	basis	basis	NOUN
ajfa-13674	428	13	of	of	ADP
ajfa-13674	428	14	rejection	rejection	NOUN
ajfa-13674	428	15	rates	rate	NOUN
ajfa-13674	428	16	of	of	ADP
ajfa-13674	428	17	the	the	DET
ajfa-13674	428	18	same	same	ADJ
ajfa-13674	428	19	sample	sample	NOUN
ajfa-13674	428	20	and	and	CCONJ
ajfa-13674	428	21	not	not	PART
ajfa-13674	428	22	on	on	ADP
ajfa-13674	428	23	the	the	DET
ajfa-13674	428	24	basis	basis	NOUN
ajfa-13674	428	25	of	of	ADP
ajfa-13674	428	26	the	the	DET
ajfa-13674	428	27	rejection	rejection	NOUN
ajfa-13674	428	28	rates	rate	NOUN
ajfa-13674	428	29	from	from	ADP
ajfa-13674	428	30	the	the	DET
ajfa-13674	428	31	literature	literature	NOUN
ajfa-13674	428	32	on	on	ADP
ajfa-13674	428	33	different	different	ADJ
ajfa-13674	428	34	samples	sample	NOUN
ajfa-13674	428	35	.	.	PUNCT
ajfa-13674	429	1	the	the	DET
ajfa-13674	429	2	results	result	NOUN
ajfa-13674	429	3	of	of	ADP
ajfa-13674	429	4	these	these	DET
ajfa-13674	429	5	models	model	NOUN
ajfa-13674	429	6	are	be	AUX
ajfa-13674	429	7	in	in	ADP
ajfa-13674	429	8	line	line	NOUN
ajfa-13674	429	9	with	with	ADP
ajfa-13674	429	10	the	the	DET
ajfa-13674	429	11	previous	previous	ADJ
ajfa-13674	429	12	studies	study	NOUN
ajfa-13674	429	13	though	though	SCONJ
ajfa-13674	429	14	other	other	ADJ
ajfa-13674	429	15	studies	study	NOUN
ajfa-13674	429	16	have	have	AUX
ajfa-13674	429	17	considered	consider	VERB
ajfa-13674	429	18	different	different	ADJ
ajfa-13674	429	19	sets	set	NOUN
ajfa-13674	429	20	of	of	ADP
ajfa-13674	429	21	financial	financial	ADJ
ajfa-13674	429	22	ratios	ratio	NOUN
ajfa-13674	429	23	;	;	PUNCT
ajfa-13674	429	24	mohamed	mohamed	PROPN
ajfa-13674	429	25	,	,	PUNCT
ajfa-13674	429	26	li	li	PROPN
ajfa-13674	429	27	and	and	CCONJ
ajfa-13674	429	28	sanda	sanda	PROPN
ajfa-13674	429	29	(	(	PUNCT
ajfa-13674	429	30	2001	2001	NUM
ajfa-13674	429	31	)	)	PUNCT
ajfa-13674	429	32	found	find	VERB
ajfa-13674	429	33	leverage	leverage	NOUN
ajfa-13674	429	34	ratio	ratio	NOUN
ajfa-13674	429	35	and	and	CCONJ
ajfa-13674	429	36	efficiency	efficiency	NOUN
ajfa-13674	429	37	ratio	ratio	NOUN
ajfa-13674	429	38	(	(	PUNCT
ajfa-13674	429	39	total	total	ADJ
ajfa-13674	429	40	asset	asset	NOUN
ajfa-13674	429	41	turnover	turnover	NOUN
ajfa-13674	429	42	)	)	PUNCT
ajfa-13674	429	43	to	to	PART
ajfa-13674	429	44	be	be	AUX
ajfa-13674	429	45	significant	significant	ADJ
ajfa-13674	429	46	in	in	ADP
ajfa-13674	429	47	explaining	explain	VERB
ajfa-13674	429	48	bankruptcy	bankruptcy	NOUN
ajfa-13674	429	49	during	during	ADP
ajfa-13674	429	50	the	the	DET
ajfa-13674	429	51	period	period	NOUN
ajfa-13674	429	52	1987	1987	NUM
ajfa-13674	429	53	to	to	ADP
ajfa-13674	429	54	1997	1997	NUM
ajfa-13674	429	55	(	(	PUNCT
ajfa-13674	429	56	abdullah	abdullah	PROPN
ajfa-13674	429	57	,	,	PUNCT
ajfa-13674	429	58	halim	halim	PROPN
ajfa-13674	429	59	,	,	PUNCT
ajfa-13674	429	60	ahmad	ahmad	PROPN
ajfa-13674	429	61	and	and	CCONJ
ajfa-13674	429	62	rus	rus	NOUN
ajfa-13674	429	63	.	.	PROPN
ajfa-13674	429	64	,	,	PUNCT
ajfa-13674	429	65	2008	2008	NUM
ajfa-13674	429	66	)	)	PUNCT
ajfa-13674	429	67	mine	mine	NOUN
ajfa-13674	429	68	and	and	CCONJ
ajfa-13674	429	69	hakan	hakan	PROPN
ajfa-13674	429	70	(	(	PUNCT
ajfa-13674	429	71	2006	2006	NUM
ajfa-13674	429	72	)	)	PUNCT
ajfa-13674	429	73	identified	identify	VERB
ajfa-13674	429	74	ebitda	ebitda	NOUN
ajfa-13674	429	75	/	/	SYM
ajfa-13674	429	76	total	total	ADJ
ajfa-13674	429	77	assets	asset	NOUN
ajfa-13674	429	78	as	as	ADP
ajfa-13674	429	79	the	the	DET
ajfa-13674	429	80	most	most	ADV
ajfa-13674	429	81	important	important	ADJ
ajfa-13674	429	82	predictor	predictor	NOUN
ajfa-13674	429	83	of	of	ADP
ajfa-13674	429	84	financial	financial	ADJ
ajfa-13674	429	85	distress	distress	NOUN
ajfa-13674	429	86	in	in	ADP
ajfa-13674	429	87	both	both	CCONJ
ajfa-13674	429	88	mda	mda	PROPN
ajfa-13674	429	89	and	and	CCONJ
ajfa-13674	429	90	logit	logit	PROPN
ajfa-13674	429	91	models	model	NOUN
ajfa-13674	429	92	;	;	PUNCT
ajfa-13674	429	93	sharma	sharma	PROPN
ajfa-13674	429	94	and	and	CCONJ
ajfa-13674	429	95	rao	rao	PROPN
ajfa-13674	429	96	(	(	PUNCT
ajfa-13674	429	97	1976	1976	NUM
ajfa-13674	429	98	)	)	PUNCT
ajfa-13674	429	99	arrived	arrive	VERB
ajfa-13674	429	100	at	at	ADP
ajfa-13674	429	101	a	a	DET
ajfa-13674	429	102	discriminant	discriminant	NOUN
ajfa-13674	429	103	function	function	NOUN
ajfa-13674	429	104	using	use	VERB
ajfa-13674	429	105	mda	mda	PROPN
ajfa-13674	429	106	,	,	PUNCT
ajfa-13674	429	107	that	that	PRON
ajfa-13674	429	108	comprised	comprise	VERB
ajfa-13674	429	109	of	of	ADP
ajfa-13674	429	110	five	five	NUM
ajfa-13674	429	111	financial	financial	ADJ
ajfa-13674	429	112	ratios	ratio	NOUN
ajfa-13674	429	113	namely	namely	ADV
ajfa-13674	429	114	,	,	PUNCT
ajfa-13674	429	115	net	net	ADJ
ajfa-13674	429	116	worth	worth	NOUN
ajfa-13674	429	117	to	to	ADP
ajfa-13674	429	118	total	total	ADJ
ajfa-13674	429	119	assets	asset	NOUN
ajfa-13674	429	120	,	,	PUNCT
ajfa-13674	429	121	debtors	debtor	NOUN
ajfa-13674	429	122	turnover	turnover	NOUN
ajfa-13674	429	123	,	,	PUNCT
ajfa-13674	429	124	working	work	VERB
ajfa-13674	429	125	capital	capital	NOUN
ajfa-13674	429	126	to	to	ADP
ajfa-13674	429	127	total	total	ADJ
ajfa-13674	429	128	assets	asset	NOUN
ajfa-13674	429	129	,	,	PUNCT
ajfa-13674	429	130	retained	retain	VERB
ajfa-13674	429	131	earnings	earning	NOUN
ajfa-13674	429	132	to	to	ADP
ajfa-13674	429	133	total	total	ADJ
ajfa-13674	429	134	assets	asset	NOUN
ajfa-13674	429	135	and	and	CCONJ
ajfa-13674	429	136	ebit	ebit	NOUN
ajfa-13674	429	137	to	to	ADP
ajfa-13674	429	138	total	total	ADJ
ajfa-13674	429	139	assets	asset	NOUN
ajfa-13674	429	140	.	.	PUNCT
ajfa-13674	430	1	gupta	gupta	PROPN
ajfa-13674	430	2	(	(	PUNCT
ajfa-13674	430	3	1983	1983	NUM
ajfa-13674	430	4	)	)	PUNCT
ajfa-13674	430	5	by	by	ADP
ajfa-13674	430	6	employing	employ	VERB
ajfa-13674	430	7	discriminant	discriminant	ADJ
ajfa-13674	430	8	analysis	analysis	NOUN
ajfa-13674	430	9	,	,	PUNCT
ajfa-13674	430	10	found	find	VERB
ajfa-13674	430	11	that	that	SCONJ
ajfa-13674	430	12	net	net	ADJ
ajfa-13674	430	13	worth	worth	NOUN
ajfa-13674	430	14	to	to	ADP
ajfa-13674	430	15	short	short	ADJ
ajfa-13674	430	16	and	and	CCONJ
ajfa-13674	430	17	long	long	ADJ
ajfa-13674	430	18	term	term	NOUN
ajfa-13674	430	19	debt	debt	NOUN
ajfa-13674	430	20	and	and	CCONJ
ajfa-13674	430	21	all	all	DET
ajfa-13674	430	22	outside	outside	ADJ
ajfa-13674	430	23	liabilities	liability	NOUN
ajfa-13674	430	24	to	to	ADP
ajfa-13674	430	25	tangible	tangible	ADJ
ajfa-13674	430	26	assets	asset	NOUN
ajfa-13674	430	27	were	be	AUX
ajfa-13674	430	28	useful	useful	ADJ
ajfa-13674	430	29	.	.	PUNCT
ajfa-13674	431	1	patrick	patrick	PROPN
ajfa-13674	431	2	(	(	PUNCT
ajfa-13674	431	3	1932	1932	NUM
ajfa-13674	431	4	)	)	PUNCT
ajfa-13674	431	5	reported	report	VERB
ajfa-13674	431	6	that	that	SCONJ
ajfa-13674	431	7	two	two	NUM
ajfa-13674	431	8	significant	significant	ADJ
ajfa-13674	431	9	ratios	ratio	NOUN
ajfa-13674	431	10	were	be	AUX
ajfa-13674	431	11	net	net	ADJ
ajfa-13674	431	12	worth	worth	ADJ
ajfa-13674	431	13	to	to	ADP
ajfa-13674	431	14	debt	debt	NOUN
ajfa-13674	431	15	and	and	CCONJ
ajfa-13674	431	16	net	net	ADJ
ajfa-13674	431	17	profits	profit	NOUN
ajfa-13674	431	18	to	to	ADP
ajfa-13674	431	19	net	net	ADJ
ajfa-13674	431	20	worth	worth	NOUN
ajfa-13674	431	21	.	.	PUNCT
ajfa-13674	432	1	the	the	DET
ajfa-13674	432	2	present	present	ADJ
ajfa-13674	432	3	study	study	NOUN
ajfa-13674	432	4	shows	show	VERB
ajfa-13674	432	5	that	that	SCONJ
ajfa-13674	432	6	different	different	ADJ
ajfa-13674	432	7	models	model	NOUN
ajfa-13674	432	8	developed	develop	VERB
ajfa-13674	432	9	using	use	VERB
ajfa-13674	432	10	different	different	ADJ
ajfa-13674	432	11	methodologies	methodology	NOUN
ajfa-13674	432	12	deliver	deliver	VERB
ajfa-13674	432	13	different	different	ADJ
ajfa-13674	432	14	prediction	prediction	NOUN
ajfa-13674	432	15	accuracy	accuracy	NOUN
ajfa-13674	432	16	results	result	NOUN
ajfa-13674	432	17	and	and	CCONJ
ajfa-13674	432	18	misclassification	misclassification	NOUN
ajfa-13674	432	19	errors	error	NOUN
ajfa-13674	432	20	respectively	respectively	ADV
ajfa-13674	432	21	.	.	PUNCT
ajfa-13674	433	1	the	the	DET
ajfa-13674	433	2	previous	previous	ADJ
ajfa-13674	433	3	research	research	NOUN
ajfa-13674	433	4	works	work	NOUN
ajfa-13674	433	5	also	also	ADV
ajfa-13674	433	6	exhibited	exhibit	VERB
ajfa-13674	433	7	different	different	ADJ
ajfa-13674	433	8	results	result	NOUN
ajfa-13674	433	9	of	of	ADP
ajfa-13674	433	10	prediction	prediction	NOUN
ajfa-13674	433	11	accuracy	accuracy	NOUN
ajfa-13674	433	12	and	and	CCONJ
ajfa-13674	433	13	misclassification	misclassification	NOUN
ajfa-13674	433	14	errors	error	NOUN
ajfa-13674	433	15	when	when	SCONJ
ajfa-13674	433	16	different	different	ADJ
ajfa-13674	433	17	sets	set	NOUN
ajfa-13674	433	18	of	of	ADP
ajfa-13674	433	19	financial	financial	ADJ
ajfa-13674	433	20	ratios	ratio	NOUN
ajfa-13674	433	21	were	be	AUX
ajfa-13674	433	22	employed	employ	VERB
ajfa-13674	433	23	;	;	PUNCT
ajfa-13674	433	24	deakin	deakin	PROPN
ajfa-13674	433	25	(	(	PUNCT
ajfa-13674	433	26	1976	1976	NUM
ajfa-13674	433	27	)	)	PUNCT
ajfa-13674	433	28	asian	asian	ADJ
ajfa-13674	433	29	journal	journal	NOUN
ajfa-13674	433	30	of	of	ADP
ajfa-13674	433	31	finance	finance	PROPN
ajfa-13674	433	32	&	&	CCONJ
ajfa-13674	433	33	accounting	accounting	PROPN
ajfa-13674	433	34	issn	issn	PROPN
ajfa-13674	433	35	1946	1946	NUM
ajfa-13674	433	36	-	-	PUNCT
ajfa-13674	433	37	052x	052x	NOUN
ajfa-13674	433	38	2018	2018	NUM
ajfa-13674	433	39	,	,	PUNCT
ajfa-13674	433	40	vol	vol	NOUN
ajfa-13674	433	41	.	.	PROPN
ajfa-13674	433	42	10	10	NUM
ajfa-13674	433	43	,	,	PUNCT
ajfa-13674	433	44	no	no	INTJ
ajfa-13674	433	45	.	.	NOUN
ajfa-13674	433	46	2	2	NUM
ajfa-13674	433	47	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	433	48	54	54	NUM
ajfa-13674	433	49	employed	employ	VERB
ajfa-13674	433	50	mda	mda	NOUN
ajfa-13674	433	51	with	with	ADP
ajfa-13674	433	52	14	14	NUM
ajfa-13674	433	53	factors	factor	NOUN
ajfa-13674	433	54	and	and	CCONJ
ajfa-13674	433	55	found	find	VERB
ajfa-13674	433	56	that	that	SCONJ
ajfa-13674	433	57	the	the	DET
ajfa-13674	433	58	failed	fail	VERB
ajfa-13674	433	59	firms	firm	NOUN
ajfa-13674	433	60	had	have	VERB
ajfa-13674	433	61	77	77	NUM
ajfa-13674	433	62	%	%	NOUN
ajfa-13674	433	63	,	,	PUNCT
ajfa-13674	433	64	96	96	NUM
ajfa-13674	433	65	%	%	NOUN
ajfa-13674	433	66	,	,	PUNCT
ajfa-13674	433	67	94	94	NUM
ajfa-13674	433	68	%	%	NOUN
ajfa-13674	433	69	,	,	PUNCT
ajfa-13674	433	70	91	91	NUM
ajfa-13674	433	71	%	%	NOUN
ajfa-13674	433	72	and	and	CCONJ
ajfa-13674	433	73	87	87	NUM
ajfa-13674	433	74	%	%	NOUN
ajfa-13674	433	75	prediction	prediction	NOUN
ajfa-13674	433	76	accuracy	accuracy	NOUN
ajfa-13674	433	77	in	in	ADP
ajfa-13674	433	78	the	the	DET
ajfa-13674	433	79	years	year	NOUN
ajfa-13674	433	80	before	before	ADP
ajfa-13674	433	81	failure	failure	NOUN
ajfa-13674	433	82	and	and	CCONJ
ajfa-13674	433	83	non	non	ADJ
ajfa-13674	433	84	-	-	ADJ
ajfa-13674	433	85	failed	failed	ADJ
ajfa-13674	433	86	firms	firm	NOUN
ajfa-13674	433	87	showing	show	VERB
ajfa-13674	433	88	82	82	NUM
ajfa-13674	433	89	%	%	NOUN
ajfa-13674	433	90	,	,	PUNCT
ajfa-13674	433	91	92	92	NUM
ajfa-13674	433	92	%	%	NOUN
ajfa-13674	433	93	,	,	PUNCT
ajfa-13674	433	94	82	82	NUM
ajfa-13674	433	95	%	%	NOUN
ajfa-13674	433	96	,	,	PUNCT
ajfa-13674	433	97	67	67	NUM
ajfa-13674	433	98	%	%	NOUN
ajfa-13674	433	99	and	and	CCONJ
ajfa-13674	433	100	78	78	NUM
ajfa-13674	433	101	%	%	NOUN
ajfa-13674	433	102	in	in	ADP
ajfa-13674	433	103	respective	respective	ADJ
ajfa-13674	433	104	years	year	NOUN
ajfa-13674	433	105	.	.	PUNCT
ajfa-13674	434	1	ohlson	ohlson	NOUN
ajfa-13674	434	2	(	(	PUNCT
ajfa-13674	434	3	1980	1980	NUM
ajfa-13674	434	4	)	)	PUNCT
ajfa-13674	434	5	logit	logit	PROPN
ajfa-13674	434	6	model	model	NOUN
ajfa-13674	434	7	was	be	AUX
ajfa-13674	434	8	employed	employ	VERB
ajfa-13674	434	9	with	with	ADP
ajfa-13674	434	10	9	9	NUM
ajfa-13674	434	11	factors	factor	NOUN
ajfa-13674	434	12	,	,	PUNCT
ajfa-13674	434	13	96	96	NUM
ajfa-13674	434	14	%	%	NOUN
ajfa-13674	434	15	accuracy	accuracy	NOUN
ajfa-13674	434	16	in	in	ADP
ajfa-13674	434	17	both	both	PRON
ajfa-13674	434	18	found	find	VERB
ajfa-13674	434	19	that	that	SCONJ
ajfa-13674	434	20	when	when	SCONJ
ajfa-13674	434	21	was	be	AUX
ajfa-13674	434	22	observed	observe	VERB
ajfa-13674	434	23	.	.	PUNCT
ajfa-13674	435	1	aziz	aziz	PROPN
ajfa-13674	435	2	,	,	PUNCT
ajfa-13674	435	3	emanuel	emanuel	PROPN
ajfa-13674	435	4	and	and	CCONJ
ajfa-13674	435	5	lawson	lawson	PROPN
ajfa-13674	435	6	(	(	PUNCT
ajfa-13674	435	7	1988	1988	NUM
ajfa-13674	435	8	)	)	PUNCT
ajfa-13674	435	9	found	find	VERB
ajfa-13674	435	10	bankrupt	bankrupt	ADJ
ajfa-13674	435	11	firms	firm	NOUN
ajfa-13674	435	12	showing	show	VERB
ajfa-13674	435	13	prediction	prediction	NOUN
ajfa-13674	435	14	accuracy	accuracy	NOUN
ajfa-13674	435	15	of	of	ADP
ajfa-13674	435	16	85.7	85.7	NUM
ajfa-13674	435	17	%	%	NOUN
ajfa-13674	435	18	in	in	ADP
ajfa-13674	435	19	1	1	NUM
ajfa-13674	435	20	79.6	79.6	NUM
ajfa-13674	435	21	%	%	NOUN
ajfa-13674	435	22	in	in	ADP
ajfa-13674	435	23	3rd	3rd	ADJ
ajfa-13674	435	24	year	year	NOUN
ajfa-13674	435	25	,	,	PUNCT
ajfa-13674	435	26	81.3	81.3	NUM
ajfa-13674	435	27	%	%	NOUN
ajfa-13674	435	28	in	in	ADP
ajfa-13674	435	29	4th	4th	ADJ
ajfa-13674	435	30	and	and	CCONJ
ajfa-13674	435	31	84.8	84.8	NUM
ajfa-13674	435	32	%	%	NOUN
ajfa-13674	435	33	in	in	ADP
ajfa-13674	435	34	5th	5th	ADJ
ajfa-13674	435	35	used	use	VERB
ajfa-13674	435	36	logit	logit	NOUN
ajfa-13674	435	37	analysis	analysis	NOUN
ajfa-13674	435	38	and	and	CCONJ
ajfa-13674	435	39	ear	ear	NOUN
ajfa-13674	435	40	,	,	PUNCT
ajfa-13674	435	41	year	year	NOUN
ajfa-13674	435	42	prior	prior	ADV
ajfa-13674	435	43	to	to	ADP
ajfa-13674	435	44	sickness	sickness	NOUN
ajfa-13674	435	45	whereas	whereas	SCONJ
ajfa-13674	435	46	non	non	ADJ
ajfa-13674	435	47	-	-	ADJ
ajfa-13674	435	48	bankrupt	bankrupt	ADJ
ajfa-13674	435	49	firms	firm	NOUN
ajfa-13674	435	50	showing	show	VERB
ajfa-13674	435	51	98.0	98.0	NUM
ajfa-13674	435	52	%	%	NOUN
ajfa-13674	435	53	,	,	PUNCT
ajfa-13674	435	54	83.7	83.7	NUM
ajfa-13674	435	55	%	%	NOUN
ajfa-13674	435	56	,	,	PUNCT
ajfa-13674	435	57	77.6	77.6	NUM
ajfa-13674	435	58	%	%	NOUN
ajfa-13674	435	59	,	,	PUNCT
ajfa-13674	435	60	79.2	79.2	NUM
ajfa-13674	435	61	%	%	NOUN
ajfa-13674	435	62	and	and	CCONJ
ajfa-13674	435	63	76.7	76.7	NUM
ajfa-13674	435	64	%	%	NOUN
ajfa-13674	435	65	in	in	ADP
ajfa-13674	435	66	respective	respective	ADJ
ajfa-13674	435	67	years	year	NOUN
ajfa-13674	435	68	.	.	PUNCT
ajfa-13674	436	1	dimitras	dimitras	PROPN
ajfa-13674	436	2	,	,	PUNCT
ajfa-13674	436	3	slowinksi	slowinksi	PROPN
ajfa-13674	436	4	,	,	PUNCT
ajfa-13674	436	5	susmaga	susmaga	NOUN
ajfa-13674	436	6	and	and	CCONJ
ajfa-13674	436	7	zopounidis	zopounidis	PROPN
ajfa-13674	436	8	(	(	PUNCT
ajfa-13674	436	9	1999	1999	NUM
ajfa-13674	436	10	)	)	PUNCT
ajfa-13674	436	11	mda	mda	PROPN
ajfa-13674	436	12	resulting	result	VERB
ajfa-13674	436	13	in	in	ADP
ajfa-13674	436	14	bankrupt	bankrupt	ADJ
ajfa-13674	436	15	firms	firm	NOUN
ajfa-13674	436	16	with	with	ADP
ajfa-13674	436	17	accuracy	accuracy	NOUN
ajfa-13674	436	18	at	at	ADP
ajfa-13674	436	19	63.2	63.2	NUM
ajfa-13674	436	20	%	%	NOUN
ajfa-13674	436	21	,	,	PUNCT
ajfa-13674	436	22	42.1	42.1	NUM
ajfa-13674	436	23	%	%	NOUN
ajfa-13674	436	24	and	and	CCONJ
ajfa-13674	436	25	36.8	36.8	NUM
ajfa-13674	436	26	%	%	NOUN
ajfa-13674	436	27	in	in	ADP
ajfa-13674	436	28	the	the	DET
ajfa-13674	436	29	1st	1st	NOUN
ajfa-13674	436	30	,	,	PUNCT
ajfa-13674	436	31	2nd	2nd	ADJ
ajfa-13674	436	32	and	and	CCONJ
ajfa-13674	436	33	3rd	3rd	ADJ
ajfa-13674	436	34	years	year	NOUN
ajfa-13674	436	35	prior	prior	ADV
ajfa-13674	436	36	to	to	ADP
ajfa-13674	436	37	sickness	sickness	NOUN
ajfa-13674	436	38	and	and	CCONJ
ajfa-13674	436	39	non	non	ADJ
ajfa-13674	436	40	-	-	ADJ
ajfa-13674	436	41	bankrupt	bankrupt	ADJ
ajfa-13674	436	42	firms	firm	NOUN
ajfa-13674	436	43	at	at	ADP
ajfa-13674	436	44	68.4	68.4	NUM
ajfa-13674	436	45	%	%	NOUN
ajfa-13674	436	46	,	,	PUNCT
ajfa-13674	436	47	63.7	63.7	NUM
ajfa-13674	436	48	%	%	NOUN
ajfa-13674	436	49	and	and	CCONJ
ajfa-13674	436	50	73.7	73.7	NUM
ajfa-13674	436	51	%	%	NOUN
ajfa-13674	436	52	in	in	ADP
ajfa-13674	436	53	respective	respective	ADJ
ajfa-13674	436	54	years	year	NOUN
ajfa-13674	436	55	and	and	CCONJ
ajfa-13674	436	56	logit	logit	PROPN
ajfa-13674	436	57	model	model	NOUN
ajfa-13674	436	58	resulting	result	VERB
ajfa-13674	436	59	in	in	ADP
ajfa-13674	436	60	bankrupt	bankrupt	ADJ
ajfa-13674	436	61	firms	firm	NOUN
ajfa-13674	436	62	with	with	ADP
ajfa-13674	436	63	prediction	prediction	NOUN
ajfa-13674	436	64	accuracy	accuracy	NOUN
ajfa-13674	436	65	of	of	ADP
ajfa-13674	436	66	63.2	63.2	NUM
ajfa-13674	436	67	%	%	NOUN
ajfa-13674	436	68	,	,	PUNCT
ajfa-13674	436	69	31.6	31.6	NUM
ajfa-13674	436	70	%	%	NOUN
ajfa-13674	436	71	and	and	CCONJ
ajfa-13674	436	72	36.8	36.8	NUM
ajfa-13674	436	73	%	%	NOUN
ajfa-13674	436	74	and	and	CCONJ
ajfa-13674	436	75	non	non	ADJ
ajfa-13674	436	76	-	-	ADJ
ajfa-13674	436	77	bankrupt	bankrupt	ADJ
ajfa-13674	436	78	firms	firm	NOUN
ajfa-13674	436	79	at	at	ADP
ajfa-13674	436	80	57.9	57.9	NUM
ajfa-13674	436	81	%	%	NOUN
ajfa-13674	436	82	,	,	PUNCT
ajfa-13674	436	83	84.2	84.2	NUM
ajfa-13674	436	84	%	%	NOUN
ajfa-13674	436	85	and	and	CCONJ
ajfa-13674	436	86	84.2	84.2	NUM
ajfa-13674	436	87	%	%	NOUN
ajfa-13674	436	88	in	in	ADP
ajfa-13674	436	89	respective	respective	ADJ
ajfa-13674	436	90	years	year	NOUN
ajfa-13674	436	91	.	.	PUNCT
ajfa-13674	437	1	6	6	X
ajfa-13674	437	2	.	.	X
ajfa-13674	437	3	implications	implication	NOUN
ajfa-13674	437	4	bankruptcy	bankruptcy	NOUN
ajfa-13674	437	5	prediction	prediction	NOUN
ajfa-13674	437	6	is	be	AUX
ajfa-13674	437	7	an	an	DET
ajfa-13674	437	8	interesting	interesting	ADJ
ajfa-13674	437	9	and	and	CCONJ
ajfa-13674	437	10	important	important	ADJ
ajfa-13674	437	11	problem	problem	NOUN
ajfa-13674	437	12	.	.	PUNCT
ajfa-13674	438	1	a	a	DET
ajfa-13674	438	2	better	well	ADJ
ajfa-13674	438	3	understanding	understanding	NOUN
ajfa-13674	438	4	of	of	ADP
ajfa-13674	438	5	the	the	DET
ajfa-13674	438	6	causes	cause	NOUN
ajfa-13674	438	7	and	and	CCONJ
ajfa-13674	438	8	prediction	prediction	NOUN
ajfa-13674	438	9	accuracy	accuracy	NOUN
ajfa-13674	438	10	will	will	AUX
ajfa-13674	438	11	have	have	VERB
ajfa-13674	438	12	tremendous	tremendous	ADJ
ajfa-13674	438	13	financial	financial	ADJ
ajfa-13674	438	14	and	and	CCONJ
ajfa-13674	438	15	managerial	managerial	ADJ
ajfa-13674	438	16	consequences	consequence	NOUN
ajfa-13674	438	17	.	.	PUNCT
ajfa-13674	439	1	this	this	DET
ajfa-13674	439	2	study	study	NOUN
ajfa-13674	439	3	provide	provide	VERB
ajfa-13674	439	4	bankruptcy	bankruptcy	NOUN
ajfa-13674	439	5	prediction	prediction	NOUN
ajfa-13674	439	6	models	model	NOUN
ajfa-13674	439	7	for	for	ADP
ajfa-13674	439	8	multiple	multiple	ADJ
ajfa-13674	439	9	industries	industry	NOUN
ajfa-13674	439	10	.	.	PUNCT
ajfa-13674	440	1	this	this	DET
ajfa-13674	440	2	study	study	NOUN
ajfa-13674	440	3	focuses	focus	VERB
ajfa-13674	440	4	on	on	ADP
ajfa-13674	440	5	independent	independent	ADJ
ajfa-13674	440	6	variables	variable	NOUN
ajfa-13674	440	7	which	which	PRON
ajfa-13674	440	8	can	can	AUX
ajfa-13674	440	9	be	be	AUX
ajfa-13674	440	10	used	use	VERB
ajfa-13674	440	11	to	to	PART
ajfa-13674	440	12	predict	predict	VERB
ajfa-13674	440	13	bankruptcy	bankruptcy	NOUN
ajfa-13674	440	14	for	for	ADP
ajfa-13674	440	15	firms	firm	NOUN
ajfa-13674	440	16	in	in	ADP
ajfa-13674	440	17	various	various	ADJ
ajfa-13674	440	18	industries	industry	NOUN
ajfa-13674	440	19	such	such	ADJ
ajfa-13674	440	20	as	as	ADP
ajfa-13674	440	21	textile	textile	NOUN
ajfa-13674	440	22	,	,	PUNCT
ajfa-13674	440	23	cement	cement	NOUN
ajfa-13674	440	24	,	,	PUNCT
ajfa-13674	440	25	electricals	electrical	NOUN
ajfa-13674	440	26	,	,	PUNCT
ajfa-13674	440	27	pharmaceuticals	pharmaceutical	NOUN
ajfa-13674	440	28	,	,	PUNCT
ajfa-13674	440	29	consumer	consumer	NOUN
ajfa-13674	440	30	food	food	NOUN
ajfa-13674	440	31	etc	etc	X
ajfa-13674	440	32	.	.	PUNCT
ajfa-13674	441	1	the	the	DET
ajfa-13674	441	2	use	use	NOUN
ajfa-13674	441	3	of	of	ADP
ajfa-13674	441	4	these	these	DET
ajfa-13674	441	5	models	model	NOUN
ajfa-13674	441	6	for	for	ADP
ajfa-13674	441	7	bankruptcy	bankruptcy	NOUN
ajfa-13674	441	8	prediction	prediction	NOUN
ajfa-13674	441	9	had	have	AUX
ajfa-13674	441	10	shown	show	VERB
ajfa-13674	441	11	several	several	ADJ
ajfa-13674	441	12	advantages	advantage	NOUN
ajfa-13674	441	13	and	and	CCONJ
ajfa-13674	441	14	bankers	banker	NOUN
ajfa-13674	441	15	,	,	PUNCT
ajfa-13674	441	16	credit	credit	NOUN
ajfa-13674	441	17	managers	manager	NOUN
ajfa-13674	441	18	,	,	PUNCT
ajfa-13674	441	19	executives	executive	NOUN
ajfa-13674	441	20	,	,	PUNCT
ajfa-13674	441	21	and	and	CCONJ
ajfa-13674	441	22	investors	investor	NOUN
ajfa-13674	441	23	.	.	PUNCT
ajfa-13674	442	1	industrial	industrial	ADJ
ajfa-13674	442	2	sickness	sickness	NOUN
ajfa-13674	442	3	has	have	AUX
ajfa-13674	442	4	become	become	VERB
ajfa-13674	442	5	a	a	DET
ajfa-13674	442	6	severe	severe	ADJ
ajfa-13674	442	7	problem	problem	NOUN
ajfa-13674	442	8	requiring	require	VERB
ajfa-13674	442	9	a	a	DET
ajfa-13674	442	10	comprehensive	comprehensive	ADJ
ajfa-13674	442	11	redressal	redressal	NOUN
ajfa-13674	442	12	rather	rather	ADV
ajfa-13674	442	13	than	than	ADP
ajfa-13674	442	14	inventing	invent	VERB
ajfa-13674	442	15	quick	quick	ADJ
ajfa-13674	442	16	fixes	fix	NOUN
ajfa-13674	442	17	to	to	PART
ajfa-13674	442	18	revive	revive	VERB
ajfa-13674	442	19	sick	sick	ADJ
ajfa-13674	442	20	/	/	SYM
ajfa-13674	442	21	insolvent	insolvent	ADJ
ajfa-13674	442	22	firms	firm	NOUN
ajfa-13674	442	23	.	.	PUNCT
ajfa-13674	443	1	the	the	DET
ajfa-13674	443	2	progressive	progressive	ADJ
ajfa-13674	443	3	increase	increase	NOUN
ajfa-13674	443	4	in	in	ADP
ajfa-13674	443	5	industrial	industrial	ADJ
ajfa-13674	443	6	sickness	sickness	NOUN
ajfa-13674	443	7	has	have	AUX
ajfa-13674	443	8	been	be	AUX
ajfa-13674	443	9	causing	cause	VERB
ajfa-13674	443	10	considerable	considerable	ADJ
ajfa-13674	443	11	concern	concern	NOUN
ajfa-13674	443	12	to	to	ADP
ajfa-13674	443	13	the	the	DET
ajfa-13674	443	14	government	government	NOUN
ajfa-13674	443	15	,	,	PUNCT
ajfa-13674	443	16	financial	financial	ADJ
ajfa-13674	443	17	institutions	institution	NOUN
ajfa-13674	443	18	and	and	CCONJ
ajfa-13674	443	19	banks	bank	NOUN
ajfa-13674	443	20	.	.	PUNCT
ajfa-13674	444	1	this	this	DET
ajfa-13674	444	2	study	study	NOUN
ajfa-13674	444	3	has	have	VERB
ajfa-13674	444	4	a	a	DET
ajfa-13674	444	5	huge	huge	ADJ
ajfa-13674	444	6	commercial	commercial	ADJ
ajfa-13674	444	7	impact	impact	NOUN
ajfa-13674	444	8	as	as	SCONJ
ajfa-13674	444	9	these	these	DET
ajfa-13674	444	10	models	model	NOUN
ajfa-13674	444	11	can	can	AUX
ajfa-13674	444	12	be	be	AUX
ajfa-13674	444	13	used	use	VERB
ajfa-13674	444	14	by	by	ADP
ajfa-13674	444	15	the	the	DET
ajfa-13674	444	16	financial	financial	ADJ
ajfa-13674	444	17	institutions	institution	NOUN
ajfa-13674	444	18	and	and	CCONJ
ajfa-13674	444	19	banks	bank	NOUN
ajfa-13674	444	20	in	in	ADP
ajfa-13674	444	21	their	their	PRON
ajfa-13674	444	22	credit	credit	NOUN
ajfa-13674	444	23	appraisal	appraisal	NOUN
ajfa-13674	444	24	procedure	procedure	NOUN
ajfa-13674	444	25	.	.	PUNCT
ajfa-13674	445	1	the	the	DET
ajfa-13674	445	2	banks	bank	NOUN
ajfa-13674	445	3	and	and	CCONJ
ajfa-13674	445	4	financial	financial	ADJ
ajfa-13674	445	5	institutions	institution	NOUN
ajfa-13674	445	6	can	can	AUX
ajfa-13674	445	7	improve	improve	VERB
ajfa-13674	445	8	the	the	DET
ajfa-13674	445	9	quality	quality	NOUN
ajfa-13674	445	10	of	of	ADP
ajfa-13674	445	11	their	their	PRON
ajfa-13674	445	12	lending	lending	NOUN
ajfa-13674	445	13	which	which	PRON
ajfa-13674	445	14	can	can	AUX
ajfa-13674	445	15	help	help	VERB
ajfa-13674	445	16	them	they	PRON
ajfa-13674	445	17	reduce	reduce	VERB
ajfa-13674	445	18	their	their	PRON
ajfa-13674	445	19	non	non	ADJ
ajfa-13674	445	20	-	-	ADJ
ajfa-13674	445	21	performing	perform	VERB
ajfa-13674	445	22	assets	asset	NOUN
ajfa-13674	445	23	.	.	PUNCT
ajfa-13674	446	1	these	these	DET
ajfa-13674	446	2	models	model	NOUN
ajfa-13674	446	3	will	will	AUX
ajfa-13674	446	4	assist	assist	VERB
ajfa-13674	446	5	the	the	DET
ajfa-13674	446	6	lenders	lender	NOUN
ajfa-13674	446	7	to	to	PART
ajfa-13674	446	8	classify	classify	VERB
ajfa-13674	446	9	the	the	DET
ajfa-13674	446	10	borrowing	borrowing	NOUN
ajfa-13674	446	11	units	unit	NOUN
ajfa-13674	446	12	into	into	ADP
ajfa-13674	446	13	a	a	DET
ajfa-13674	446	14	potentially	potentially	ADV
ajfa-13674	446	15	solvent	solvent	ADJ
ajfa-13674	446	16	or	or	CCONJ
ajfa-13674	446	17	insolvent	insolvent	ADJ
ajfa-13674	446	18	category	category	NOUN
ajfa-13674	446	19	.	.	PUNCT
ajfa-13674	447	1	however	however	ADV
ajfa-13674	447	2	,	,	PUNCT
ajfa-13674	447	3	it	it	PRON
ajfa-13674	447	4	should	should	AUX
ajfa-13674	447	5	not	not	PART
ajfa-13674	447	6	be	be	AUX
ajfa-13674	447	7	the	the	DET
ajfa-13674	447	8	only	only	ADJ
ajfa-13674	447	9	means	mean	NOUN
ajfa-13674	447	10	of	of	ADP
ajfa-13674	447	11	credit	credit	NOUN
ajfa-13674	447	12	evaluation	evaluation	NOUN
ajfa-13674	447	13	.	.	PUNCT
ajfa-13674	448	1	other	other	ADJ
ajfa-13674	448	2	important	important	ADJ
ajfa-13674	448	3	non	non	ADJ
ajfa-13674	448	4	-	-	ADJ
ajfa-13674	448	5	accounting	accounting	ADJ
ajfa-13674	448	6	variables	variable	NOUN
ajfa-13674	448	7	such	such	ADJ
ajfa-13674	448	8	as	as	ADP
ajfa-13674	448	9	the	the	DET
ajfa-13674	448	10	purpose	purpose	NOUN
ajfa-13674	448	11	of	of	ADP
ajfa-13674	448	12	the	the	DET
ajfa-13674	448	13	loan	loan	NOUN
ajfa-13674	448	14	,	,	PUNCT
ajfa-13674	448	15	maturity	maturity	NOUN
ajfa-13674	448	16	of	of	ADP
ajfa-13674	448	17	the	the	DET
ajfa-13674	448	18	loan	loan	NOUN
ajfa-13674	448	19	,	,	PUNCT
ajfa-13674	448	20	security	security	NOUN
ajfa-13674	448	21	involved	involve	VERB
ajfa-13674	448	22	and	and	CCONJ
ajfa-13674	448	23	deposit	deposit	NOUN
ajfa-13674	448	24	status	status	NOUN
ajfa-13674	448	25	of	of	ADP
ajfa-13674	448	26	the	the	DET
ajfa-13674	448	27	applicant	applicant	NOUN
ajfa-13674	448	28	should	should	AUX
ajfa-13674	448	29	also	also	ADV
ajfa-13674	448	30	be	be	AUX
ajfa-13674	448	31	considered	consider	VERB
ajfa-13674	448	32	along	along	ADP
ajfa-13674	448	33	with	with	ADP
ajfa-13674	448	34	the	the	DET
ajfa-13674	448	35	model	model	NOUN
ajfa-13674	448	36	score	score	NOUN
ajfa-13674	448	37	.	.	PUNCT
ajfa-13674	449	1	this	this	DET
ajfa-13674	449	2	study	study	NOUN
ajfa-13674	449	3	may	may	AUX
ajfa-13674	449	4	also	also	ADV
ajfa-13674	449	5	be	be	AUX
ajfa-13674	449	6	used	use	VERB
ajfa-13674	449	7	for	for	ADP
ajfa-13674	449	8	evaluating	evaluate	VERB
ajfa-13674	449	9	the	the	DET
ajfa-13674	449	10	repayment	repayment	NOUN
ajfa-13674	449	11	behavior	behavior	NOUN
ajfa-13674	449	12	of	of	ADP
ajfa-13674	449	13	a	a	DET
ajfa-13674	449	14	borrower	borrower	NOUN
ajfa-13674	449	15	.	.	PUNCT
ajfa-13674	450	1	this	this	PRON
ajfa-13674	450	2	will	will	AUX
ajfa-13674	450	3	assist	assist	VERB
ajfa-13674	450	4	the	the	DET
ajfa-13674	450	5	lenders	lender	NOUN
ajfa-13674	450	6	and	and	CCONJ
ajfa-13674	450	7	enable	enable	VERB
ajfa-13674	450	8	them	they	PRON
ajfa-13674	450	9	to	to	PART
ajfa-13674	450	10	tighten	tighten	VERB
ajfa-13674	450	11	their	their	PRON
ajfa-13674	450	12	grip	grip	NOUN
ajfa-13674	450	13	of	of	ADP
ajfa-13674	450	14	inspections	inspection	NOUN
ajfa-13674	450	15	to	to	PART
ajfa-13674	450	16	force	force	VERB
ajfa-13674	450	17	the	the	DET
ajfa-13674	450	18	units	unit	NOUN
ajfa-13674	450	19	to	to	PART
ajfa-13674	450	20	improve	improve	VERB
ajfa-13674	450	21	their	their	PRON
ajfa-13674	450	22	performance	performance	NOUN
ajfa-13674	450	23	.	.	PUNCT
ajfa-13674	451	1	these	these	DET
ajfa-13674	451	2	models	model	NOUN
ajfa-13674	451	3	will	will	AUX
ajfa-13674	451	4	be	be	AUX
ajfa-13674	451	5	able	able	ADJ
ajfa-13674	451	6	to	to	PART
ajfa-13674	451	7	reduce	reduce	VERB
ajfa-13674	451	8	the	the	DET
ajfa-13674	451	9	locking	locking	NOUN
ajfa-13674	451	10	up	up	ADP
ajfa-13674	451	11	of	of	ADP
ajfa-13674	451	12	financial	financial	ADJ
ajfa-13674	451	13	resources	resource	NOUN
ajfa-13674	451	14	,	,	PUNCT
ajfa-13674	451	15	wastage	wastage	NOUN
ajfa-13674	451	16	of	of	ADP
ajfa-13674	451	17	capital	capital	NOUN
ajfa-13674	451	18	assets	asset	NOUN
ajfa-13674	451	19	,	,	PUNCT
ajfa-13674	451	20	loss	loss	NOUN
ajfa-13674	451	21	of	of	ADP
ajfa-13674	451	22	production	production	NOUN
ajfa-13674	451	23	and	and	CCONJ
ajfa-13674	451	24	decrease	decrease	NOUN
ajfa-13674	451	25	in	in	ADP
ajfa-13674	451	26	employment	employment	NOUN
ajfa-13674	451	27	.	.	PUNCT
ajfa-13674	452	1	this	this	DET
ajfa-13674	452	2	study	study	NOUN
ajfa-13674	452	3	tries	try	VERB
ajfa-13674	452	4	to	to	PART
ajfa-13674	452	5	bridge	bridge	VERB
ajfa-13674	452	6	the	the	DET
ajfa-13674	452	7	gap	gap	NOUN
ajfa-13674	452	8	between	between	ADP
ajfa-13674	452	9	theory	theory	NOUN
ajfa-13674	452	10	and	and	CCONJ
ajfa-13674	452	11	practice	practice	NOUN
ajfa-13674	452	12	.	.	PUNCT
ajfa-13674	453	1	these	these	DET
ajfa-13674	453	2	models	model	NOUN
ajfa-13674	453	3	can	can	AUX
ajfa-13674	453	4	be	be	AUX
ajfa-13674	453	5	used	use	VERB
ajfa-13674	453	6	to	to	PART
ajfa-13674	453	7	check	check	VERB
ajfa-13674	453	8	the	the	DET
ajfa-13674	453	9	firm	firm	NOUN
ajfa-13674	453	10	’s	’s	PART
ajfa-13674	453	11	future	future	ADJ
ajfa-13674	453	12	health	health	NOUN
ajfa-13674	453	13	and	and	CCONJ
ajfa-13674	453	14	survival	survival	NOUN
ajfa-13674	453	15	.	.	PUNCT
ajfa-13674	454	1	this	this	DET
ajfa-13674	454	2	study	study	NOUN
ajfa-13674	454	3	shows	show	VERB
ajfa-13674	454	4	a	a	DET
ajfa-13674	454	5	coherent	coherent	ADJ
ajfa-13674	454	6	framework	framework	NOUN
ajfa-13674	454	7	consisting	consist	VERB
ajfa-13674	454	8	of	of	ADP
ajfa-13674	454	9	the	the	DET
ajfa-13674	454	10	dynamics	dynamic	NOUN
ajfa-13674	454	11	of	of	ADP
ajfa-13674	454	12	sickness	sickness	NOUN
ajfa-13674	454	13	and	and	CCONJ
ajfa-13674	454	14	a	a	DET
ajfa-13674	454	15	forewarning	forewarn	VERB
ajfa-13674	454	16	system	system	NOUN
ajfa-13674	454	17	which	which	PRON
ajfa-13674	454	18	can	can	AUX
ajfa-13674	454	19	identify	identify	VERB
ajfa-13674	454	20	the	the	DET
ajfa-13674	454	21	incidence	incidence	NOUN
ajfa-13674	454	22	of	of	ADP
ajfa-13674	454	23	sickness	sickness	NOUN
ajfa-13674	454	24	in	in	ADP
ajfa-13674	454	25	different	different	ADJ
ajfa-13674	454	26	industries	industry	NOUN
ajfa-13674	454	27	so	so	SCONJ
ajfa-13674	454	28	that	that	SCONJ
ajfa-13674	454	29	timely	timely	ADJ
ajfa-13674	454	30	action	action	NOUN
ajfa-13674	454	31	can	can	AUX
ajfa-13674	454	32	be	be	AUX
ajfa-13674	454	33	taken	take	VERB
ajfa-13674	454	34	.	.	PUNCT
ajfa-13674	455	1	it	it	PRON
ajfa-13674	455	2	can	can	AUX
ajfa-13674	455	3	also	also	ADV
ajfa-13674	455	4	be	be	AUX
ajfa-13674	455	5	used	use	VERB
ajfa-13674	455	6	for	for	ADP
ajfa-13674	455	7	the	the	DET
ajfa-13674	455	8	purpose	purpose	NOUN
ajfa-13674	455	9	of	of	ADP
ajfa-13674	455	10	teaching	teach	VERB
ajfa-13674	455	11	various	various	ADJ
ajfa-13674	455	12	parameters	parameter	NOUN
ajfa-13674	455	13	which	which	PRON
ajfa-13674	455	14	can	can	AUX
ajfa-13674	455	15	lead	lead	VERB
ajfa-13674	455	16	to	to	ADP
ajfa-13674	455	17	industrial	industrial	ADJ
ajfa-13674	455	18	sickness	sickness	NOUN
ajfa-13674	455	19	or	or	CCONJ
ajfa-13674	455	20	corporate	corporate	ADJ
ajfa-13674	455	21	insolvency	insolvency	NOUN
ajfa-13674	455	22	,	,	PUNCT
ajfa-13674	455	23	how	how	SCONJ
ajfa-13674	455	24	the	the	DET
ajfa-13674	455	25	asian	asian	ADJ
ajfa-13674	455	26	journal	journal	NOUN
ajfa-13674	455	27	of	of	ADP
ajfa-13674	455	28	finance	finance	PROPN
ajfa-13674	455	29	&	&	CCONJ
ajfa-13674	455	30	accounting	accounting	PROPN
ajfa-13674	455	31	issn	issn	PROPN
ajfa-13674	455	32	1946	1946	NUM
ajfa-13674	455	33	-	-	PUNCT
ajfa-13674	455	34	052x	052x	NOUN
ajfa-13674	455	35	2018	2018	NUM
ajfa-13674	455	36	,	,	PUNCT
ajfa-13674	455	37	vol	vol	NOUN
ajfa-13674	455	38	.	.	PROPN
ajfa-13674	455	39	10	10	NUM
ajfa-13674	455	40	,	,	PUNCT
ajfa-13674	455	41	no	no	INTJ
ajfa-13674	455	42	.	.	NOUN
ajfa-13674	455	43	2	2	NUM
ajfa-13674	455	44	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	455	45	55	55	NUM
ajfa-13674	455	46	intervention	intervention	NOUN
ajfa-13674	455	47	can	can	AUX
ajfa-13674	455	48	be	be	AUX
ajfa-13674	455	49	made	make	VERB
ajfa-13674	455	50	which	which	PRON
ajfa-13674	455	51	may	may	AUX
ajfa-13674	455	52	involve	involve	VERB
ajfa-13674	455	53	change	change	NOUN
ajfa-13674	455	54	in	in	ADP
ajfa-13674	455	55	management	management	NOUN
ajfa-13674	455	56	of	of	ADP
ajfa-13674	455	57	the	the	DET
ajfa-13674	455	58	firms	firm	NOUN
ajfa-13674	455	59	or	or	CCONJ
ajfa-13674	455	60	funding	funding	NOUN
ajfa-13674	455	61	by	by	ADP
ajfa-13674	455	62	other	other	ADJ
ajfa-13674	455	63	organisations	organisation	NOUN
ajfa-13674	455	64	to	to	PART
ajfa-13674	455	65	prevent	prevent	VERB
ajfa-13674	455	66	further	further	ADJ
ajfa-13674	455	67	sickness	sickness	NOUN
ajfa-13674	455	68	.	.	PUNCT
ajfa-13674	456	1	these	these	DET
ajfa-13674	456	2	models	model	NOUN
ajfa-13674	456	3	can	can	AUX
ajfa-13674	456	4	be	be	AUX
ajfa-13674	456	5	used	use	VERB
ajfa-13674	456	6	to	to	PART
ajfa-13674	456	7	stem	stem	VERB
ajfa-13674	456	8	further	further	ADJ
ajfa-13674	456	9	growth	growth	NOUN
ajfa-13674	456	10	of	of	ADP
ajfa-13674	456	11	industrial	industrial	ADJ
ajfa-13674	456	12	sickness	sickness	NOUN
ajfa-13674	456	13	in	in	ADP
ajfa-13674	456	14	the	the	DET
ajfa-13674	456	15	country	country	NOUN
ajfa-13674	456	16	which	which	PRON
ajfa-13674	456	17	may	may	AUX
ajfa-13674	456	18	influence	influence	VERB
ajfa-13674	456	19	the	the	DET
ajfa-13674	456	20	quality	quality	NOUN
ajfa-13674	456	21	of	of	ADP
ajfa-13674	456	22	life	life	NOUN
ajfa-13674	456	23	.	.	PUNCT
ajfa-13674	457	1	the	the	DET
ajfa-13674	457	2	models	model	NOUN
ajfa-13674	457	3	may	may	AUX
ajfa-13674	457	4	be	be	AUX
ajfa-13674	457	5	used	use	VERB
ajfa-13674	457	6	by	by	ADP
ajfa-13674	457	7	the	the	DET
ajfa-13674	457	8	potential	potential	ADJ
ajfa-13674	457	9	investors	investor	NOUN
ajfa-13674	457	10	for	for	ADP
ajfa-13674	457	11	screening	screen	VERB
ajfa-13674	457	12	out	out	ADP
ajfa-13674	457	13	undesirable	undesirable	ADJ
ajfa-13674	457	14	investments	investment	NOUN
ajfa-13674	457	15	.	.	PUNCT
ajfa-13674	458	1	since	since	SCONJ
ajfa-13674	458	2	the	the	DET
ajfa-13674	458	3	models	model	NOUN
ajfa-13674	458	4	are	be	AUX
ajfa-13674	458	5	of	of	ADP
ajfa-13674	458	6	predictive	predictive	ADJ
ajfa-13674	458	7	nature	nature	NOUN
ajfa-13674	458	8	,	,	PUNCT
ajfa-13674	458	9	the	the	DET
ajfa-13674	458	10	investors	investor	NOUN
ajfa-13674	458	11	may	may	AUX
ajfa-13674	458	12	use	use	VERB
ajfa-13674	458	13	it	it	PRON
ajfa-13674	458	14	for	for	ADP
ajfa-13674	458	15	portfolio	portfolio	NOUN
ajfa-13674	458	16	selection	selection	NOUN
ajfa-13674	458	17	.	.	PUNCT
ajfa-13674	459	1	7	7	X
ajfa-13674	459	2	.	.	X
ajfa-13674	459	3	limitations	limitation	NOUN
ajfa-13674	459	4	of	of	ADP
ajfa-13674	459	5	the	the	DET
ajfa-13674	459	6	study	study	NOUN
ajfa-13674	459	7	a	a	DET
ajfa-13674	459	8	number	number	NOUN
ajfa-13674	459	9	of	of	ADP
ajfa-13674	459	10	limitations	limitation	NOUN
ajfa-13674	459	11	of	of	ADP
ajfa-13674	459	12	the	the	DET
ajfa-13674	459	13	study	study	NOUN
ajfa-13674	459	14	and	and	CCONJ
ajfa-13674	459	15	needs	need	NOUN
ajfa-13674	459	16	for	for	ADP
ajfa-13674	459	17	the	the	DET
ajfa-13674	459	18	future	future	ADJ
ajfa-13674	459	19	research	research	NOUN
ajfa-13674	459	20	must	must	AUX
ajfa-13674	459	21	be	be	AUX
ajfa-13674	459	22	noted	note	VERB
ajfa-13674	459	23	.	.	PUNCT
ajfa-13674	460	1	the	the	DET
ajfa-13674	460	2	results	result	NOUN
ajfa-13674	460	3	of	of	ADP
ajfa-13674	460	4	the	the	DET
ajfa-13674	460	5	models	model	NOUN
ajfa-13674	460	6	should	should	AUX
ajfa-13674	460	7	be	be	AUX
ajfa-13674	460	8	read	read	VERB
ajfa-13674	460	9	with	with	ADP
ajfa-13674	460	10	caution	caution	NOUN
ajfa-13674	460	11	as	as	SCONJ
ajfa-13674	460	12	only	only	ADV
ajfa-13674	460	13	financial	financial	ADJ
ajfa-13674	460	14	ratios	ratio	NOUN
ajfa-13674	460	15	were	be	AUX
ajfa-13674	460	16	used	use	VERB
ajfa-13674	460	17	as	as	ADP
ajfa-13674	460	18	quantitative	quantitative	ADJ
ajfa-13674	460	19	variables	variable	NOUN
ajfa-13674	460	20	.	.	PUNCT
ajfa-13674	461	1	there	there	PRON
ajfa-13674	461	2	may	may	AUX
ajfa-13674	461	3	be	be	AUX
ajfa-13674	461	4	other	other	ADJ
ajfa-13674	461	5	qualitative	qualitative	ADJ
ajfa-13674	461	6	and	and	CCONJ
ajfa-13674	461	7	quantitative	quantitative	ADJ
ajfa-13674	461	8	variables	variable	NOUN
ajfa-13674	461	9	which	which	PRON
ajfa-13674	461	10	can	can	AUX
ajfa-13674	461	11	be	be	AUX
ajfa-13674	461	12	included	include	VERB
ajfa-13674	461	13	.	.	PUNCT
ajfa-13674	462	1	another	another	DET
ajfa-13674	462	2	limitation	limitation	NOUN
ajfa-13674	462	3	of	of	ADP
ajfa-13674	462	4	this	this	DET
ajfa-13674	462	5	study	study	NOUN
ajfa-13674	462	6	is	be	AUX
ajfa-13674	462	7	that	that	SCONJ
ajfa-13674	462	8	there	there	PRON
ajfa-13674	462	9	are	be	VERB
ajfa-13674	462	10	four	four	NUM
ajfa-13674	462	11	different	different	ADJ
ajfa-13674	462	12	models	model	NOUN
ajfa-13674	462	13	using	use	VERB
ajfa-13674	462	14	different	different	ADJ
ajfa-13674	462	15	techniques	technique	NOUN
ajfa-13674	462	16	which	which	PRON
ajfa-13674	462	17	have	have	VERB
ajfa-13674	462	18	their	their	PRON
ajfa-13674	462	19	advantages	advantage	NOUN
ajfa-13674	462	20	and	and	CCONJ
ajfa-13674	462	21	disadvantages	disadvantage	NOUN
ajfa-13674	462	22	.	.	PUNCT
ajfa-13674	463	1	a	a	DET
ajfa-13674	463	2	major	major	ADJ
ajfa-13674	463	3	limitation	limitation	NOUN
ajfa-13674	463	4	of	of	ADP
ajfa-13674	463	5	this	this	DET
ajfa-13674	463	6	study	study	NOUN
ajfa-13674	463	7	is	be	AUX
ajfa-13674	463	8	that	that	SCONJ
ajfa-13674	463	9	the	the	DET
ajfa-13674	463	10	prediction	prediction	NOUN
ajfa-13674	463	11	models	model	NOUN
ajfa-13674	463	12	constructed	construct	VERB
ajfa-13674	463	13	include	include	VERB
ajfa-13674	463	14	the	the	DET
ajfa-13674	463	15	use	use	NOUN
ajfa-13674	463	16	of	of	ADP
ajfa-13674	463	17	22	22	NUM
ajfa-13674	463	18	ratios	ratio	NOUN
ajfa-13674	463	19	.	.	PUNCT
ajfa-13674	464	1	models	model	NOUN
ajfa-13674	464	2	with	with	ADP
ajfa-13674	464	3	such	such	ADJ
ajfa-13674	464	4	huge	huge	ADJ
ajfa-13674	464	5	number	number	NOUN
ajfa-13674	464	6	of	of	ADP
ajfa-13674	464	7	ratios	ratio	NOUN
ajfa-13674	464	8	as	as	ADP
ajfa-13674	464	9	inputs	input	NOUN
ajfa-13674	464	10	make	make	VERB
ajfa-13674	464	11	them	they	PRON
ajfa-13674	464	12	more	more	ADV
ajfa-13674	464	13	complicated	complicated	ADJ
ajfa-13674	464	14	.	.	PUNCT
ajfa-13674	465	1	this	this	DET
ajfa-13674	465	2	study	study	NOUN
ajfa-13674	465	3	includes	include	VERB
ajfa-13674	465	4	the	the	DET
ajfa-13674	465	5	sample	sample	NOUN
ajfa-13674	465	6	of	of	ADP
ajfa-13674	465	7	listed	list	VERB
ajfa-13674	465	8	manufacturing	manufacturing	NOUN
ajfa-13674	465	9	companies	company	NOUN
ajfa-13674	465	10	in	in	ADP
ajfa-13674	465	11	india	india	PROPN
ajfa-13674	465	12	and	and	CCONJ
ajfa-13674	465	13	the	the	DET
ajfa-13674	465	14	service	service	NOUN
ajfa-13674	465	15	sector	sector	NOUN
ajfa-13674	465	16	companies	company	NOUN
ajfa-13674	465	17	,	,	PUNCT
ajfa-13674	465	18	small	small	ADJ
ajfa-13674	465	19	and	and	CCONJ
ajfa-13674	465	20	medium	medium	ADJ
ajfa-13674	465	21	enterprises	enterprise	NOUN
ajfa-13674	465	22	are	be	AUX
ajfa-13674	465	23	out	out	ADP
ajfa-13674	465	24	of	of	ADP
ajfa-13674	465	25	the	the	DET
ajfa-13674	465	26	scope	scope	NOUN
ajfa-13674	465	27	of	of	ADP
ajfa-13674	465	28	the	the	DET
ajfa-13674	465	29	study	study	NOUN
ajfa-13674	465	30	which	which	PRON
ajfa-13674	465	31	can	can	AUX
ajfa-13674	465	32	be	be	AUX
ajfa-13674	465	33	considered	consider	VERB
ajfa-13674	465	34	as	as	ADP
ajfa-13674	465	35	the	the	DET
ajfa-13674	465	36	limitation	limitation	NOUN
ajfa-13674	465	37	of	of	ADP
ajfa-13674	465	38	the	the	DET
ajfa-13674	465	39	study	study	NOUN
ajfa-13674	465	40	.	.	PUNCT
ajfa-13674	466	1	another	another	DET
ajfa-13674	466	2	limitation	limitation	NOUN
ajfa-13674	466	3	of	of	ADP
ajfa-13674	466	4	this	this	DET
ajfa-13674	466	5	study	study	NOUN
ajfa-13674	466	6	is	be	AUX
ajfa-13674	466	7	the	the	DET
ajfa-13674	466	8	possibility	possibility	NOUN
ajfa-13674	466	9	of	of	ADP
ajfa-13674	466	10	the	the	DET
ajfa-13674	466	11	model	model	NOUN
ajfa-13674	466	12	to	to	PART
ajfa-13674	466	13	be	be	AUX
ajfa-13674	466	14	extended	extend	VERB
ajfa-13674	466	15	for	for	ADP
ajfa-13674	466	16	general	general	ADJ
ajfa-13674	466	17	application	application	NOUN
ajfa-13674	466	18	.	.	PUNCT
ajfa-13674	467	1	we	we	PRON
ajfa-13674	467	2	are	be	AUX
ajfa-13674	467	3	of	of	ADP
ajfa-13674	467	4	the	the	DET
ajfa-13674	467	5	opinion	opinion	NOUN
ajfa-13674	467	6	that	that	SCONJ
ajfa-13674	467	7	these	these	DET
ajfa-13674	467	8	models	model	NOUN
ajfa-13674	467	9	can	can	AUX
ajfa-13674	467	10	be	be	AUX
ajfa-13674	467	11	generalized	generalize	VERB
ajfa-13674	467	12	to	to	ADP
ajfa-13674	467	13	other	other	ADJ
ajfa-13674	467	14	industries	industry	NOUN
ajfa-13674	467	15	in	in	ADP
ajfa-13674	467	16	india	india	PROPN
ajfa-13674	467	17	but	but	CCONJ
ajfa-13674	467	18	these	these	DET
ajfa-13674	467	19	models	model	NOUN
ajfa-13674	467	20	may	may	AUX
ajfa-13674	467	21	not	not	PART
ajfa-13674	467	22	be	be	AUX
ajfa-13674	467	23	generalized	generalize	VERB
ajfa-13674	467	24	for	for	ADP
ajfa-13674	467	25	other	other	ADJ
ajfa-13674	467	26	time	time	NOUN
ajfa-13674	467	27	periods	period	NOUN
ajfa-13674	467	28	or	or	CCONJ
ajfa-13674	467	29	other	other	ADJ
ajfa-13674	467	30	countries	country	NOUN
ajfa-13674	467	31	.	.	PUNCT
ajfa-13674	468	1	this	this	PRON
ajfa-13674	468	2	is	be	AUX
ajfa-13674	468	3	a	a	DET
ajfa-13674	468	4	major	major	ADJ
ajfa-13674	468	5	limitation	limitation	NOUN
ajfa-13674	468	6	of	of	ADP
ajfa-13674	468	7	this	this	DET
ajfa-13674	468	8	study	study	NOUN
ajfa-13674	468	9	as	as	SCONJ
ajfa-13674	468	10	we	we	PRON
ajfa-13674	468	11	have	have	AUX
ajfa-13674	468	12	used	use	VERB
ajfa-13674	468	13	a	a	DET
ajfa-13674	468	14	relatively	relatively	ADV
ajfa-13674	468	15	smaller	small	ADJ
ajfa-13674	468	16	sample	sample	NOUN
ajfa-13674	468	17	and	and	CCONJ
ajfa-13674	468	18	a	a	DET
ajfa-13674	468	19	particular	particular	ADJ
ajfa-13674	468	20	year	year	NOUN
ajfa-13674	468	21	of	of	ADP
ajfa-13674	468	22	defaults	default	NOUN
ajfa-13674	468	23	.	.	PUNCT
ajfa-13674	469	1	8	8	X
ajfa-13674	469	2	.	.	X
ajfa-13674	469	3	conclusion	conclusion	VERB
ajfa-13674	469	4	the	the	DET
ajfa-13674	469	5	models	model	NOUN
ajfa-13674	469	6	which	which	PRON
ajfa-13674	469	7	are	be	AUX
ajfa-13674	469	8	constructed	construct	VERB
ajfa-13674	469	9	and	and	CCONJ
ajfa-13674	469	10	validated	validate	VERB
ajfa-13674	469	11	in	in	ADP
ajfa-13674	469	12	the	the	DET
ajfa-13674	469	13	study	study	NOUN
ajfa-13674	469	14	show	show	VERB
ajfa-13674	469	15	that	that	SCONJ
ajfa-13674	469	16	there	there	PRON
ajfa-13674	469	17	are	be	VERB
ajfa-13674	469	18	22	22	NUM
ajfa-13674	469	19	financial	financial	ADJ
ajfa-13674	469	20	ratios	ratio	NOUN
ajfa-13674	469	21	which	which	PRON
ajfa-13674	469	22	have	have	AUX
ajfa-13674	469	23	emerged	emerge	VERB
ajfa-13674	469	24	as	as	ADP
ajfa-13674	469	25	predictors	predictor	NOUN
ajfa-13674	469	26	of	of	ADP
ajfa-13674	469	27	industrial	industrial	ADJ
ajfa-13674	469	28	sickness	sickness	NOUN
ajfa-13674	469	29	out	out	ADP
ajfa-13674	469	30	of	of	ADP
ajfa-13674	469	31	which	which	PRON
ajfa-13674	469	32	two	two	NUM
ajfa-13674	469	33	models	model	NOUN
ajfa-13674	469	34	were	be	AUX
ajfa-13674	469	35	developed	develop	VERB
ajfa-13674	469	36	using	use	VERB
ajfa-13674	469	37	mda	mda	PROPN
ajfa-13674	469	38	i.e.	i.e.	X
ajfa-13674	469	39	model	model	NOUN
ajfa-13674	469	40	using	use	VERB
ajfa-13674	469	41	16	16	NUM
ajfa-13674	469	42	ratios	ratio	NOUN
ajfa-13674	469	43	and	and	CCONJ
ajfa-13674	469	44	model	model	NOUN
ajfa-13674	469	45	using	use	VERB
ajfa-13674	469	46	22	22	NUM
ajfa-13674	469	47	ratios	ratio	NOUN
ajfa-13674	469	48	.	.	PUNCT
ajfa-13674	470	1	then	then	ADV
ajfa-13674	470	2	using	use	VERB
ajfa-13674	470	3	these	these	DET
ajfa-13674	470	4	22	22	NUM
ajfa-13674	470	5	ratios	ratio	NOUN
ajfa-13674	470	6	models	model	NOUN
ajfa-13674	470	7	were	be	AUX
ajfa-13674	470	8	developed	develop	VERB
ajfa-13674	470	9	using	use	VERB
ajfa-13674	470	10	mda	mda	PROPN
ajfa-13674	470	11	+	+	CCONJ
ajfa-13674	470	12	pca	pca	PROPN
ajfa-13674	470	13	and	and	CCONJ
ajfa-13674	470	14	ann	ann	PROPN
ajfa-13674	470	15	.	.	PUNCT
ajfa-13674	471	1	beyond	beyond	ADP
ajfa-13674	471	2	all	all	DET
ajfa-13674	471	3	this	this	PRON
ajfa-13674	471	4	,	,	PUNCT
ajfa-13674	471	5	ann	ann	PROPN
ajfa-13674	471	6	based	base	VERB
ajfa-13674	471	7	model	model	NOUN
ajfa-13674	471	8	has	have	AUX
ajfa-13674	471	9	shown	show	VERB
ajfa-13674	471	10	better	well	ADJ
ajfa-13674	471	11	results	result	NOUN
ajfa-13674	471	12	than	than	ADP
ajfa-13674	471	13	other	other	ADJ
ajfa-13674	471	14	models	model	NOUN
ajfa-13674	471	15	in	in	ADP
ajfa-13674	471	16	another	another	DET
ajfa-13674	471	17	sense	sense	NOUN
ajfa-13674	471	18	.	.	PUNCT
ajfa-13674	472	1	where	where	SCONJ
ajfa-13674	472	2	mda	mda	PROPN
ajfa-13674	472	3	based	base	VERB
ajfa-13674	472	4	models	model	NOUN
ajfa-13674	472	5	give	give	VERB
ajfa-13674	472	6	the	the	DET
ajfa-13674	472	7	score	score	NOUN
ajfa-13674	472	8	of	of	ADP
ajfa-13674	472	9	the	the	DET
ajfa-13674	472	10	year	year	NOUN
ajfa-13674	472	11	on	on	ADP
ajfa-13674	472	12	the	the	DET
ajfa-13674	472	13	basis	basis	NOUN
ajfa-13674	472	14	of	of	ADP
ajfa-13674	472	15	which	which	DET
ajfa-13674	472	16	prediction	prediction	NOUN
ajfa-13674	472	17	regarding	regard	VERB
ajfa-13674	472	18	industrial	industrial	ADJ
ajfa-13674	472	19	sickness	sickness	NOUN
ajfa-13674	472	20	can	can	AUX
ajfa-13674	472	21	be	be	AUX
ajfa-13674	472	22	made	make	VERB
ajfa-13674	472	23	for	for	ADP
ajfa-13674	472	24	the	the	DET
ajfa-13674	472	25	next	next	ADJ
ajfa-13674	472	26	year	year	NOUN
ajfa-13674	472	27	.	.	PUNCT
ajfa-13674	473	1	whereas	whereas	SCONJ
ajfa-13674	473	2	ann	ann	PROPN
ajfa-13674	473	3	based	base	VERB
ajfa-13674	473	4	model	model	NOUN
ajfa-13674	473	5	gives	give	VERB
ajfa-13674	473	6	you	you	PRON
ajfa-13674	473	7	the	the	DET
ajfa-13674	473	8	predicted	predict	VERB
ajfa-13674	473	9	results	result	NOUN
ajfa-13674	473	10	(	(	PUNCT
ajfa-13674	473	11	score	score	NOUN
ajfa-13674	473	12	)	)	PUNCT
ajfa-13674	473	13	of	of	ADP
ajfa-13674	473	14	the	the	DET
ajfa-13674	473	15	next	next	ADJ
ajfa-13674	473	16	year	year	NOUN
ajfa-13674	473	17	on	on	ADP
ajfa-13674	473	18	the	the	DET
ajfa-13674	473	19	basis	basis	NOUN
ajfa-13674	473	20	of	of	ADP
ajfa-13674	473	21	which	which	PRON
ajfa-13674	473	22	the	the	DET
ajfa-13674	473	23	industrial	industrial	ADJ
ajfa-13674	473	24	sickness	sickness	NOUN
ajfa-13674	473	25	can	can	AUX
ajfa-13674	473	26	be	be	AUX
ajfa-13674	473	27	predicted	predict	VERB
ajfa-13674	473	28	for	for	ADP
ajfa-13674	473	29	the	the	DET
ajfa-13674	473	30	next	next	ADJ
ajfa-13674	473	31	2	2	NUM
ajfa-13674	473	32	years	year	NOUN
ajfa-13674	473	33	.	.	PUNCT
ajfa-13674	474	1	for	for	ADP
ajfa-13674	474	2	example	example	NOUN
ajfa-13674	474	3	,	,	PUNCT
ajfa-13674	474	4	mda	mda	PROPN
ajfa-13674	474	5	based	base	VERB
ajfa-13674	474	6	model	model	NOUN
ajfa-13674	474	7	in	in	ADP
ajfa-13674	474	8	the	the	DET
ajfa-13674	474	9	present	present	ADJ
ajfa-13674	474	10	study	study	NOUN
ajfa-13674	474	11	gives	give	VERB
ajfa-13674	474	12	the	the	DET
ajfa-13674	474	13	j	j	PROPN
ajfa-13674	474	14	score	score	NOUN
ajfa-13674	474	15	of	of	ADP
ajfa-13674	474	16	the	the	DET
ajfa-13674	474	17	year	year	NOUN
ajfa-13674	474	18	2014	2014	NUM
ajfa-13674	474	19	on	on	ADP
ajfa-13674	474	20	the	the	DET
ajfa-13674	474	21	basis	basis	NOUN
ajfa-13674	474	22	of	of	ADP
ajfa-13674	474	23	which	which	PRON
ajfa-13674	474	24	the	the	DET
ajfa-13674	474	25	sickness	sickness	NOUN
ajfa-13674	474	26	can	can	AUX
ajfa-13674	474	27	be	be	AUX
ajfa-13674	474	28	predicted	predict	VERB
ajfa-13674	474	29	for	for	ADP
ajfa-13674	474	30	the	the	DET
ajfa-13674	474	31	year	year	NOUN
ajfa-13674	474	32	2015	2015	NUM
ajfa-13674	474	33	.	.	PUNCT
ajfa-13674	475	1	on	on	ADP
ajfa-13674	475	2	the	the	DET
ajfa-13674	475	3	other	other	ADJ
ajfa-13674	475	4	side	side	NOUN
ajfa-13674	475	5	,	,	PUNCT
ajfa-13674	475	6	ann	ann	PROPN
ajfa-13674	475	7	based	base	VERB
ajfa-13674	475	8	model	model	NOUN
ajfa-13674	475	9	gives	give	VERB
ajfa-13674	475	10	you	you	PRON
ajfa-13674	475	11	the	the	DET
ajfa-13674	475	12	results	result	NOUN
ajfa-13674	475	13	/	/	SYM
ajfa-13674	475	14	score	score	NOUN
ajfa-13674	475	15	of	of	ADP
ajfa-13674	475	16	the	the	DET
ajfa-13674	475	17	year	year	NOUN
ajfa-13674	475	18	2015	2015	NUM
ajfa-13674	475	19	on	on	ADP
ajfa-13674	475	20	the	the	DET
ajfa-13674	475	21	basis	basis	NOUN
ajfa-13674	475	22	of	of	ADP
ajfa-13674	475	23	which	which	PRON
ajfa-13674	475	24	the	the	DET
ajfa-13674	475	25	sickness	sickness	NOUN
ajfa-13674	475	26	can	can	AUX
ajfa-13674	475	27	be	be	AUX
ajfa-13674	475	28	predicted	predict	VERB
ajfa-13674	475	29	for	for	ADP
ajfa-13674	475	30	the	the	DET
ajfa-13674	475	31	year	year	NOUN
ajfa-13674	475	32	2016	2016	NUM
ajfa-13674	475	33	.	.	PUNCT
ajfa-13674	476	1	in	in	ADP
ajfa-13674	476	2	other	other	ADJ
ajfa-13674	476	3	words	word	NOUN
ajfa-13674	476	4	,	,	PUNCT
ajfa-13674	476	5	ann	ann	PROPN
ajfa-13674	476	6	based	base	VERB
ajfa-13674	476	7	model	model	NOUN
ajfa-13674	476	8	was	be	AUX
ajfa-13674	476	9	able	able	ADJ
ajfa-13674	476	10	to	to	PART
ajfa-13674	476	11	predict	predict	VERB
ajfa-13674	476	12	the	the	DET
ajfa-13674	476	13	sickness	sickness	NOUN
ajfa-13674	476	14	two	two	NUM
ajfa-13674	476	15	years	year	NOUN
ajfa-13674	476	16	in	in	ADP
ajfa-13674	476	17	advance	advance	NOUN
ajfa-13674	476	18	as	as	SCONJ
ajfa-13674	476	19	compared	compare	VERB
ajfa-13674	476	20	to	to	ADP
ajfa-13674	476	21	other	other	ADJ
ajfa-13674	476	22	models	model	NOUN
ajfa-13674	476	23	which	which	PRON
ajfa-13674	476	24	were	be	AUX
ajfa-13674	476	25	predicting	predict	VERB
ajfa-13674	476	26	sickness	sickness	NOUN
ajfa-13674	476	27	in	in	ADP
ajfa-13674	476	28	one	one	NUM
ajfa-13674	476	29	year	year	NOUN
ajfa-13674	476	30	advance	advance	NOUN
ajfa-13674	476	31	.	.	PUNCT
ajfa-13674	477	1	thus	thus	ADV
ajfa-13674	477	2	,	,	PUNCT
ajfa-13674	477	3	ann	ann	PROPN
ajfa-13674	477	4	model	model	NOUN
ajfa-13674	477	5	is	be	AUX
ajfa-13674	477	6	having	have	VERB
ajfa-13674	477	7	more	more	ADJ
ajfa-13674	477	8	accuracy	accuracy	NOUN
ajfa-13674	477	9	than	than	ADP
ajfa-13674	477	10	other	other	ADJ
ajfa-13674	477	11	models	model	NOUN
ajfa-13674	477	12	.	.	PUNCT
ajfa-13674	478	1	out	out	ADP
ajfa-13674	478	2	of	of	ADP
ajfa-13674	478	3	the	the	DET
ajfa-13674	478	4	four	four	NUM
ajfa-13674	478	5	proposed	propose	VERB
ajfa-13674	478	6	models	model	NOUN
ajfa-13674	478	7	,	,	PUNCT
ajfa-13674	478	8	predictive	predictive	ADJ
ajfa-13674	478	9	ability	ability	NOUN
ajfa-13674	478	10	of	of	ADP
ajfa-13674	478	11	mda	mda	PROPN
ajfa-13674	478	12	based	base	VERB
ajfa-13674	478	13	model	model	NOUN
ajfa-13674	478	14	using	use	VERB
ajfa-13674	478	15	22	22	NUM
ajfa-13674	478	16	ratios	ratio	NOUN
ajfa-13674	478	17	is	be	AUX
ajfa-13674	478	18	found	find	VERB
ajfa-13674	478	19	to	to	PART
ajfa-13674	478	20	be	be	AUX
ajfa-13674	478	21	highest	high	ADJ
ajfa-13674	478	22	.	.	PUNCT
ajfa-13674	479	1	the	the	DET
ajfa-13674	479	2	research	research	NOUN
ajfa-13674	479	3	findings	finding	NOUN
ajfa-13674	479	4	establish	establish	VERB
ajfa-13674	479	5	the	the	DET
ajfa-13674	479	6	superiority	superiority	NOUN
ajfa-13674	479	7	of	of	ADP
ajfa-13674	479	8	artificial	artificial	ADJ
ajfa-13674	479	9	intelligence	intelligence	NOUN
ajfa-13674	479	10	asian	asian	ADJ
ajfa-13674	479	11	journal	journal	NOUN
ajfa-13674	479	12	of	of	ADP
ajfa-13674	479	13	finance	finance	PROPN
ajfa-13674	479	14	&	&	CCONJ
ajfa-13674	479	15	accounting	accounting	PROPN
ajfa-13674	479	16	issn	issn	PROPN
ajfa-13674	479	17	1946	1946	NUM
ajfa-13674	479	18	-	-	PUNCT
ajfa-13674	479	19	052x	052x	NOUN
ajfa-13674	479	20	2018	2018	NUM
ajfa-13674	479	21	,	,	PUNCT
ajfa-13674	479	22	vol	vol	NOUN
ajfa-13674	479	23	.	.	PROPN
ajfa-13674	479	24	10	10	NUM
ajfa-13674	479	25	,	,	PUNCT
ajfa-13674	479	26	no	no	INTJ
ajfa-13674	480	1	.	.	NOUN
ajfa-13674	480	2	2	2	NUM
ajfa-13674	480	3	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	480	4	56	56	NUM
ajfa-13674	480	5	model	model	NOUN
ajfa-13674	480	6	over	over	ADP
ajfa-13674	480	7	discriminant	discriminant	ADJ
ajfa-13674	480	8	analysis	analysis	NOUN
ajfa-13674	480	9	if	if	SCONJ
ajfa-13674	480	10	certain	certain	ADJ
ajfa-13674	480	11	functions	function	NOUN
ajfa-13674	480	12	and	and	CCONJ
ajfa-13674	480	13	weights	weight	NOUN
ajfa-13674	480	14	are	be	AUX
ajfa-13674	480	15	changed	change	VERB
ajfa-13674	480	16	and	and	CCONJ
ajfa-13674	480	17	demonstrate	demonstrate	VERB
ajfa-13674	480	18	the	the	DET
ajfa-13674	480	19	significance	significance	NOUN
ajfa-13674	480	20	of	of	ADP
ajfa-13674	480	21	accounting	accounting	NOUN
ajfa-13674	480	22	ratios	ratio	NOUN
ajfa-13674	480	23	in	in	ADP
ajfa-13674	480	24	predicting	predict	VERB
ajfa-13674	480	25	default	default	NOUN
ajfa-13674	480	26	.	.	PUNCT
ajfa-13674	481	1	9	9	X
ajfa-13674	481	2	.	.	X
ajfa-13674	481	3	scope	scope	NOUN
ajfa-13674	481	4	for	for	ADP
ajfa-13674	481	5	further	further	ADJ
ajfa-13674	481	6	research	research	NOUN
ajfa-13674	481	7	the	the	DET
ajfa-13674	481	8	most	most	ADV
ajfa-13674	481	9	imperative	imperative	ADJ
ajfa-13674	481	10	area	area	NOUN
ajfa-13674	481	11	for	for	ADP
ajfa-13674	481	12	further	further	ADJ
ajfa-13674	481	13	research	research	NOUN
ajfa-13674	481	14	is	be	AUX
ajfa-13674	481	15	to	to	PART
ajfa-13674	481	16	extend	extend	VERB
ajfa-13674	481	17	these	these	DET
ajfa-13674	481	18	models	model	NOUN
ajfa-13674	481	19	to	to	ADP
ajfa-13674	481	20	service	service	NOUN
ajfa-13674	481	21	sector	sector	NOUN
ajfa-13674	481	22	firms	firm	NOUN
ajfa-13674	481	23	.	.	PUNCT
ajfa-13674	482	1	an	an	DET
ajfa-13674	482	2	attempt	attempt	NOUN
ajfa-13674	482	3	can	can	AUX
ajfa-13674	482	4	be	be	AUX
ajfa-13674	482	5	made	make	VERB
ajfa-13674	482	6	to	to	PART
ajfa-13674	482	7	extend	extend	VERB
ajfa-13674	482	8	the	the	DET
ajfa-13674	482	9	analysis	analysis	NOUN
ajfa-13674	482	10	to	to	ADP
ajfa-13674	482	11	private	private	ADJ
ajfa-13674	482	12	limited	limited	ADJ
ajfa-13674	482	13	companies	company	NOUN
ajfa-13674	482	14	and	and	CCONJ
ajfa-13674	482	15	unincorporated	unincorporated	ADJ
ajfa-13674	482	16	entities	entity	NOUN
ajfa-13674	482	17	where	where	SCONJ
ajfa-13674	482	18	the	the	DET
ajfa-13674	482	19	incidence	incidence	NOUN
ajfa-13674	482	20	of	of	ADP
ajfa-13674	482	21	failure	failure	NOUN
ajfa-13674	482	22	is	be	AUX
ajfa-13674	482	23	more	more	ADJ
ajfa-13674	482	24	than	than	ADP
ajfa-13674	482	25	big	big	ADJ
ajfa-13674	482	26	corporations	corporation	NOUN
ajfa-13674	482	27	.	.	PUNCT
ajfa-13674	483	1	another	another	DET
ajfa-13674	483	2	valuable	valuable	ADJ
ajfa-13674	483	3	development	development	NOUN
ajfa-13674	483	4	can	can	AUX
ajfa-13674	483	5	be	be	AUX
ajfa-13674	483	6	made	make	VERB
ajfa-13674	483	7	by	by	ADP
ajfa-13674	483	8	including	include	VERB
ajfa-13674	483	9	non	non	ADJ
ajfa-13674	483	10	-	-	ADJ
ajfa-13674	483	11	financial	financial	ADJ
ajfa-13674	483	12	measures	measure	NOUN
ajfa-13674	483	13	such	such	ADJ
ajfa-13674	483	14	as	as	ADP
ajfa-13674	483	15	operational	operational	ADJ
ajfa-13674	483	16	and	and	CCONJ
ajfa-13674	483	17	technical	technical	ADJ
ajfa-13674	483	18	parameters	parameter	NOUN
ajfa-13674	483	19	which	which	PRON
ajfa-13674	483	20	may	may	AUX
ajfa-13674	483	21	improve	improve	VERB
ajfa-13674	483	22	the	the	DET
ajfa-13674	483	23	results	result	NOUN
ajfa-13674	483	24	.	.	PUNCT
ajfa-13674	484	1	a	a	DET
ajfa-13674	484	2	combination	combination	NOUN
ajfa-13674	484	3	of	of	ADP
ajfa-13674	484	4	these	these	DET
ajfa-13674	484	5	parameters	parameter	NOUN
ajfa-13674	484	6	can	can	AUX
ajfa-13674	484	7	be	be	AUX
ajfa-13674	484	8	used	use	VERB
ajfa-13674	484	9	for	for	ADP
ajfa-13674	484	10	early	early	ADJ
ajfa-13674	484	11	detection	detection	NOUN
ajfa-13674	484	12	of	of	ADP
ajfa-13674	484	13	sickness	sickness	NOUN
ajfa-13674	484	14	.	.	PUNCT
ajfa-13674	485	1	statistical	statistical	ADJ
ajfa-13674	485	2	methods	method	NOUN
ajfa-13674	485	3	have	have	AUX
ajfa-13674	485	4	been	be	AUX
ajfa-13674	485	5	applied	apply	VERB
ajfa-13674	485	6	to	to	ADP
ajfa-13674	485	7	many	many	ADJ
ajfa-13674	485	8	areas	area	NOUN
ajfa-13674	485	9	,	,	PUNCT
ajfa-13674	485	10	but	but	CCONJ
ajfa-13674	485	11	the	the	DET
ajfa-13674	485	12	development	development	NOUN
ajfa-13674	485	13	of	of	ADP
ajfa-13674	485	14	a	a	DET
ajfa-13674	485	15	new	new	ADJ
ajfa-13674	485	16	algorithm	algorithm	NOUN
ajfa-13674	485	17	is	be	AUX
ajfa-13674	485	18	difficult	difficult	ADJ
ajfa-13674	485	19	.	.	PUNCT
ajfa-13674	486	1	svms	svms	NOUN
ajfa-13674	486	2	(	(	PUNCT
ajfa-13674	486	3	support	support	VERB
ajfa-13674	486	4	vector	vector	NOUN
ajfa-13674	486	5	machines	machine	NOUN
ajfa-13674	486	6	)	)	PUNCT
ajfa-13674	486	7	have	have	VERB
ajfa-13674	486	8	powerful	powerful	ADJ
ajfa-13674	486	9	generations	generation	NOUN
ajfa-13674	486	10	,	,	PUNCT
ajfa-13674	486	11	but	but	CCONJ
ajfa-13674	486	12	have	have	VERB
ajfa-13674	486	13	little	little	ADJ
ajfa-13674	486	14	explanation	explanation	NOUN
ajfa-13674	486	15	ability	ability	NOUN
ajfa-13674	486	16	.	.	PUNCT
ajfa-13674	487	1	future	future	ADJ
ajfa-13674	487	2	research	research	NOUN
ajfa-13674	487	3	is	be	AUX
ajfa-13674	487	4	needed	need	VERB
ajfa-13674	487	5	to	to	PART
ajfa-13674	487	6	develop	develop	VERB
ajfa-13674	487	7	a	a	DET
ajfa-13674	487	8	hybrid	hybrid	ADJ
ajfa-13674	487	9	system	system	NOUN
ajfa-13674	487	10	integrating	integrate	VERB
ajfa-13674	487	11	various	various	ADJ
ajfa-13674	487	12	forecasting	forecasting	NOUN
ajfa-13674	487	13	tools	tool	NOUN
ajfa-13674	487	14	such	such	ADJ
ajfa-13674	487	15	as	as	ADP
ajfa-13674	487	16	the	the	DET
ajfa-13674	487	17	statistical	statistical	ADJ
ajfa-13674	487	18	methods	method	NOUN
ajfa-13674	487	19	and	and	CCONJ
ajfa-13674	487	20	ais	ais	PROPN
ajfa-13674	487	21	.	.	PUNCT
ajfa-13674	488	1	more	more	ADJ
ajfa-13674	488	2	works	work	NOUN
ajfa-13674	488	3	need	need	VERB
ajfa-13674	488	4	to	to	PART
ajfa-13674	488	5	be	be	AUX
ajfa-13674	488	6	done	do	VERB
ajfa-13674	488	7	in	in	ADP
ajfa-13674	488	8	prototype	prototype	NOUN
ajfa-13674	488	9	development	development	NOUN
ajfa-13674	488	10	and	and	CCONJ
ajfa-13674	488	11	actual	actual	ADJ
ajfa-13674	488	12	applications	application	NOUN
ajfa-13674	488	13	need	need	VERB
ajfa-13674	488	14	to	to	PART
ajfa-13674	488	15	be	be	AUX
ajfa-13674	488	16	empirically	empirically	ADV
ajfa-13674	488	17	tested	test	VERB
ajfa-13674	488	18	before	before	SCONJ
ajfa-13674	488	19	the	the	DET
ajfa-13674	488	20	full	full	ADJ
ajfa-13674	488	21	potential	potential	NOUN
ajfa-13674	488	22	of	of	ADP
ajfa-13674	488	23	ann	ann	PROPN
ajfa-13674	488	24	can	can	AUX
ajfa-13674	488	25	be	be	AUX
ajfa-13674	488	26	asserted	assert	VERB
ajfa-13674	488	27	.	.	PUNCT
ajfa-13674	489	1	further	further	ADJ
ajfa-13674	489	2	research	research	NOUN
ajfa-13674	489	3	can	can	AUX
ajfa-13674	489	4	be	be	AUX
ajfa-13674	489	5	done	do	VERB
ajfa-13674	489	6	to	to	PART
ajfa-13674	489	7	check	check	VERB
ajfa-13674	489	8	whether	whether	SCONJ
ajfa-13674	489	9	employment	employment	NOUN
ajfa-13674	489	10	of	of	ADP
ajfa-13674	489	11	pca	pca	PROPN
ajfa-13674	489	12	with	with	ADP
ajfa-13674	489	13	logit	logit	PROPN
ajfa-13674	489	14	can	can	AUX
ajfa-13674	489	15	produce	produce	VERB
ajfa-13674	489	16	better	well	ADJ
ajfa-13674	489	17	predictive	predictive	ADJ
ajfa-13674	489	18	performance	performance	NOUN
ajfa-13674	489	19	.	.	PUNCT
ajfa-13674	490	1	investigation	investigation	NOUN
ajfa-13674	490	2	on	on	ADP
ajfa-13674	490	3	bankruptcy	bankruptcy	NOUN
ajfa-13674	490	4	prediction	prediction	NOUN
ajfa-13674	490	5	models	model	NOUN
ajfa-13674	490	6	for	for	ADP
ajfa-13674	490	7	service	service	NOUN
ajfa-13674	490	8	industry	industry	NOUN
ajfa-13674	490	9	firms	firm	NOUN
ajfa-13674	490	10	can	can	AUX
ajfa-13674	490	11	also	also	ADV
ajfa-13674	490	12	be	be	AUX
ajfa-13674	490	13	valuable	valuable	ADJ
ajfa-13674	490	14	.	.	PUNCT
ajfa-13674	491	1	references	reference	NOUN
ajfa-13674	491	2	abdullah	abdullah	PROPN
ajfa-13674	491	3	,	,	PUNCT
ajfa-13674	491	4	n.	n.	PROPN
ajfa-13674	491	5	a.	a.	PROPN
ajfa-13674	491	6	,	,	PUNCT
ajfa-13674	491	7	hallim	hallim	PROPN
ajfa-13674	491	8	,	,	PUNCT
ajfa-13674	491	9	a.	a.	NOUN
ajfa-13674	491	10	,	,	PUNCT
ajfa-13674	491	11	ahmad	ahmad	PROPN
ajfa-13674	491	12	,	,	PUNCT
ajfa-13674	491	13	h.	h.	PROPN
ajfa-13674	491	14	,	,	PUNCT
ajfa-13674	491	15	&	&	CCONJ
ajfa-13674	491	16	rus	rus	PROPN
ajfa-13674	491	17	,	,	PUNCT
ajfa-13674	491	18	r.	r.	PROPN
ajfa-13674	491	19	m.	m.	PROPN
ajfa-13674	491	20	(	(	PUNCT
ajfa-13674	491	21	2008	2008	NUM
ajfa-13674	491	22	)	)	PUNCT
ajfa-13674	491	23	.	.	PUNCT
ajfa-13674	492	1	predicting	predict	VERB
ajfa-13674	492	2	corporate	corporate	ADJ
ajfa-13674	492	3	failure	failure	NOUN
ajfa-13674	492	4	of	of	ADP
ajfa-13674	492	5	malaysia	malaysia	PROPN
ajfa-13674	492	6	's	's	PART
ajfa-13674	492	7	listed	list	VERB
ajfa-13674	492	8	companies	company	NOUN
ajfa-13674	492	9	:	:	PUNCT
ajfa-13674	492	10	comparing	compare	VERB
ajfa-13674	492	11	multiple	multiple	ADJ
ajfa-13674	492	12	discriminant	discriminant	ADJ
ajfa-13674	492	13	analysis	analysis	NOUN
ajfa-13674	492	14	,	,	PUNCT
ajfa-13674	492	15	logistic	logistic	ADJ
ajfa-13674	492	16	and	and	CCONJ
ajfa-13674	492	17	hazard	hazard	NOUN
ajfa-13674	492	18	model	model	NOUN
ajfa-13674	492	19	.	.	PUNCT
ajfa-13674	493	1	international	international	ADJ
ajfa-13674	493	2	journal	journal	PROPN
ajfa-13674	493	3	of	of	ADP
ajfa-13674	493	4	finance	finance	NOUN
ajfa-13674	493	5	and	and	CCONJ
ajfa-13674	493	6	economics	economic	NOUN
ajfa-13674	493	7	,	,	PUNCT
ajfa-13674	493	8	15	15	NUM
ajfa-13674	493	9	,	,	PUNCT
ajfa-13674	493	10	201	201	NUM
ajfa-13674	493	11	-	-	SYM
ajfa-13674	493	12	217	217	NUM
ajfa-13674	493	13	.	.	PUNCT
ajfa-13674	494	1	agarwal	agarwal	PROPN
ajfa-13674	494	2	,	,	PUNCT
ajfa-13674	494	3	v.	v.	PROPN
ajfa-13674	494	4	,	,	PUNCT
ajfa-13674	494	5	&	&	CCONJ
ajfa-13674	494	6	taffler	taffler	PROPN
ajfa-13674	494	7	,	,	PUNCT
ajfa-13674	494	8	r.	r.	PROPN
ajfa-13674	494	9	j.	j.	PROPN
ajfa-13674	494	10	(	(	PUNCT
ajfa-13674	494	11	2007	2007	NUM
ajfa-13674	494	12	)	)	PUNCT
ajfa-13674	494	13	.	.	PUNCT
ajfa-13674	495	1	twenty	twenty	NUM
ajfa-13674	495	2	-	-	PUNCT
ajfa-13674	495	3	five	five	NUM
ajfa-13674	495	4	years	year	NOUN
ajfa-13674	495	5	of	of	ADP
ajfa-13674	495	6	the	the	DET
ajfa-13674	495	7	taffler	taffler	PROPN
ajfa-13674	495	8	z	z	PROPN
ajfa-13674	495	9	-	-	PUNCT
ajfa-13674	495	10	score	score	NOUN
ajfa-13674	495	11	model	model	NOUN
ajfa-13674	495	12	:	:	PUNCT
ajfa-13674	495	13	does	do	AUX
ajfa-13674	495	14	it	it	PRON
ajfa-13674	495	15	really	really	ADV
ajfa-13674	495	16	have	have	VERB
ajfa-13674	495	17	predictive	predictive	ADJ
ajfa-13674	495	18	ability	ability	NOUN
ajfa-13674	495	19	?	?	PUNCT
ajfa-13674	496	1	accounting	accounting	NOUN
ajfa-13674	496	2	and	and	CCONJ
ajfa-13674	496	3	business	business	NOUN
ajfa-13674	496	4	research	research	NOUN
ajfa-13674	496	5	,	,	PUNCT
ajfa-13674	496	6	37(4	37(4	PROPN
ajfa-13674	496	7	)	)	PUNCT
ajfa-13674	496	8	,	,	PUNCT
ajfa-13674	496	9	285	285	NUM
ajfa-13674	496	10	-	-	SYM
ajfa-13674	496	11	300	300	NUM
ajfa-13674	496	12	.	.	PUNCT
ajfa-13674	497	1	https://doi.org/10.1080/00014788.2007.9663313	https://doi.org/10.1080/00014788.2007.9663313	PROPN
ajfa-13674	497	2	ahn	ahn	PROPN
ajfa-13674	497	3	,	,	PUNCT
ajfa-13674	497	4	h.	h.	PROPN
ajfa-13674	497	5	,	,	PUNCT
ajfa-13674	497	6	&	&	CCONJ
ajfa-13674	497	7	kim	kim	PROPN
ajfa-13674	497	8	,	,	PUNCT
ajfa-13674	497	9	k.	k.	PROPN
ajfa-13674	497	10	(	(	PUNCT
ajfa-13674	497	11	2009	2009	NUM
ajfa-13674	497	12	)	)	PUNCT
ajfa-13674	497	13	.	.	PUNCT
ajfa-13674	498	1	bankruptcy	bankruptcy	NOUN
ajfa-13674	498	2	prediction	prediction	NOUN
ajfa-13674	498	3	modeling	modeling	NOUN
ajfa-13674	498	4	with	with	ADP
ajfa-13674	498	5	hybrid	hybrid	ADJ
ajfa-13674	498	6	case	case	NOUN
ajfa-13674	498	7	-	-	PUNCT
ajfa-13674	498	8	based	base	VERB
ajfa-13674	498	9	reasoning	reasoning	NOUN
ajfa-13674	498	10	and	and	CCONJ
ajfa-13674	498	11	genetic	genetic	ADJ
ajfa-13674	498	12	algorithms	algorithm	NOUN
ajfa-13674	498	13	approach	approach	NOUN
ajfa-13674	498	14	.	.	PUNCT
ajfa-13674	499	1	applied	apply	VERB
ajfa-13674	499	2	soft	soft	ADJ
ajfa-13674	499	3	computing	computing	NOUN
ajfa-13674	499	4	,	,	PUNCT
ajfa-13674	499	5	9(2	9(2	NUM
ajfa-13674	499	6	)	)	PUNCT
ajfa-13674	499	7	,	,	PUNCT
ajfa-13674	499	8	599	599	NUM
ajfa-13674	499	9	-	-	SYM
ajfa-13674	499	10	607	607	NUM
ajfa-13674	499	11	.	.	PUNCT
ajfa-13674	500	1	https://doi.org/10.1016/j.asoc.2008.08.002	https://doi.org/10.1016/j.asoc.2008.08.002	NOUN
ajfa-13674	500	2	alici	alici	NOUN
ajfa-13674	500	3	,	,	PUNCT
ajfa-13674	500	4	y.	y.	PROPN
ajfa-13674	500	5	(	(	PUNCT
ajfa-13674	500	6	1996	1996	NUM
ajfa-13674	500	7	)	)	PUNCT
ajfa-13674	500	8	.	.	PUNCT
ajfa-13674	501	1	neural	neural	ADJ
ajfa-13674	501	2	networks	network	NOUN
ajfa-13674	501	3	in	in	ADP
ajfa-13674	501	4	corporate	corporate	ADJ
ajfa-13674	501	5	failure	failure	NOUN
ajfa-13674	501	6	prediction	prediction	NOUN
ajfa-13674	501	7	:	:	PUNCT
ajfa-13674	501	8	the	the	DET
ajfa-13674	501	9	uk	uk	PROPN
ajfa-13674	501	10	experience	experience	NOUN
ajfa-13674	501	11	,	,	PUNCT
ajfa-13674	501	12	in	in	ADP
ajfa-13674	501	13	:	:	PUNCT
ajfa-13674	501	14	a.p.n	a.p.n	ADJ
ajfa-13674	501	15	.	.	PUNCT
ajfa-13674	502	1	refenes	refene	NOUN
ajfa-13674	502	2	,	,	PUNCT
ajfa-13674	502	3	y.	y.	PROPN
ajfa-13674	502	4	abu	abu	PROPN
ajfa-13674	502	5	-	-	PUNCT
ajfa-13674	502	6	mostafa	mostafa	PROPN
ajfa-13674	502	7	,	,	PUNCT
ajfa-13674	502	8	j.	j.	PROPN
ajfa-13674	502	9	moody	moody	PROPN
ajfa-13674	502	10	,	,	PUNCT
ajfa-13674	502	11	a.	a.	NOUN
ajfa-13674	502	12	weigend	weigend	NOUN
ajfa-13674	502	13	(	(	PUNCT
ajfa-13674	502	14	eds	ed	NOUN
ajfa-13674	502	15	.	.	PUNCT
ajfa-13674	502	16	)	)	PUNCT
ajfa-13674	502	17	(	(	PUNCT
ajfa-13674	502	18	1996	1996	NUM
ajfa-13674	502	19	)	)	PUNCT
ajfa-13674	502	20	,	,	PUNCT
ajfa-13674	502	21	neural	neural	ADJ
ajfa-13674	502	22	networks	network	NOUN
ajfa-13674	502	23	in	in	ADP
ajfa-13674	502	24	financial	financial	ADJ
ajfa-13674	502	25	engineering	engineering	NOUN
ajfa-13674	502	26	,	,	PUNCT
ajfa-13674	502	27	world	world	NOUN
ajfa-13674	502	28	scientific	scientific	PROPN
ajfa-13674	502	29	,	,	PUNCT
ajfa-13674	502	30	singapore	singapore	PROPN
ajfa-13674	502	31	,	,	PUNCT
ajfa-13674	502	32	pp	pp	ADJ
ajfa-13674	502	33	.	.	PUNCT
ajfa-13674	503	1	393	393	NUM
ajfa-13674	503	2	-	-	SYM
ajfa-13674	503	3	406	406	NUM
ajfa-13674	503	4	.	.	PUNCT
ajfa-13674	504	1	altman	altman	PROPN
ajfa-13674	504	2	,	,	PUNCT
ajfa-13674	504	3	e.	e.	PROPN
ajfa-13674	504	4	(	(	PUNCT
ajfa-13674	504	5	1968	1968	NUM
ajfa-13674	504	6	)	)	PUNCT
ajfa-13674	504	7	.	.	PUNCT
ajfa-13674	505	1	financial	financial	ADJ
ajfa-13674	505	2	ratios	ratio	NOUN
ajfa-13674	505	3	,	,	PUNCT
ajfa-13674	505	4	discriminant	discriminant	ADJ
ajfa-13674	505	5	analysis	analysis	NOUN
ajfa-13674	505	6	and	and	CCONJ
ajfa-13674	505	7	the	the	DET
ajfa-13674	505	8	prediction	prediction	NOUN
ajfa-13674	505	9	of	of	ADP
ajfa-13674	505	10	corporate	corporate	ADJ
ajfa-13674	505	11	bankruptcy	bankruptcy	NOUN
ajfa-13674	505	12	.	.	PUNCT
ajfa-13674	506	1	journal	journal	PROPN
ajfa-13674	506	2	of	of	ADP
ajfa-13674	506	3	finance	finance	NOUN
ajfa-13674	506	4	,	,	PUNCT
ajfa-13674	506	5	23(3	23(3	NUM
ajfa-13674	506	6	)	)	PUNCT
ajfa-13674	506	7	,	,	PUNCT
ajfa-13674	506	8	589	589	NUM
ajfa-13674	506	9	-	-	SYM
ajfa-13674	506	10	609	609	NUM
ajfa-13674	506	11	.	.	PUNCT
ajfa-13674	507	1	https://doi.org/10.1111/j.1540-6261.1968.tb00843.x	https://doi.org/10.1111/j.1540-6261.1968.tb00843.x	PROPN
ajfa-13674	507	2	altman	altman	PROPN
ajfa-13674	507	3	,	,	PUNCT
ajfa-13674	507	4	e.	e.	PROPN
ajfa-13674	507	5	(	(	PUNCT
ajfa-13674	507	6	2002	2002	NUM
ajfa-13674	507	7	a	a	NOUN
ajfa-13674	507	8	)	)	PUNCT
ajfa-13674	507	9	.	.	PUNCT
ajfa-13674	508	1	bankruptcy	bankruptcy	NOUN
ajfa-13674	508	2	,	,	PUNCT
ajfa-13674	508	3	credit	credit	NOUN
ajfa-13674	508	4	risk	risk	NOUN
ajfa-13674	508	5	,	,	PUNCT
ajfa-13674	508	6	and	and	CCONJ
ajfa-13674	508	7	high	high	ADJ
ajfa-13674	508	8	yield	yield	NOUN
ajfa-13674	508	9	junk	junk	NOUN
ajfa-13674	508	10	bonds	bond	NOUN
ajfa-13674	508	11	,	,	PUNCT
ajfa-13674	508	12	massachusetts	massachusetts	PROPN
ajfa-13674	508	13	:	:	PUNCT
ajfa-13674	508	14	blackwell	blackwell	NOUN
ajfa-13674	508	15	publishers	publisher	NOUN
ajfa-13674	508	16	.	.	PUNCT
ajfa-13674	509	1	altman	altman	PROPN
ajfa-13674	509	2	,	,	PUNCT
ajfa-13674	509	3	e.	e.	PROPN
ajfa-13674	509	4	(	(	PUNCT
ajfa-13674	509	5	2002	2002	NUM
ajfa-13674	509	6	b	b	NOUN
ajfa-13674	509	7	)	)	PUNCT
ajfa-13674	509	8	.	.	PUNCT
ajfa-13674	510	1	corporate	corporate	ADJ
ajfa-13674	510	2	distress	distress	NOUN
ajfa-13674	510	3	prediction	prediction	NOUN
ajfa-13674	510	4	models	model	NOUN
ajfa-13674	510	5	in	in	ADP
ajfa-13674	510	6	a	a	DET
ajfa-13674	510	7	turbulent	turbulent	ADJ
ajfa-13674	510	8	economic	economic	ADJ
ajfa-13674	510	9	and	and	CCONJ
ajfa-13674	510	10	basel	basel	PROPN
ajfa-13674	510	11	ii	ii	PROPN
ajfa-13674	510	12	environment	environment	PROPN
ajfa-13674	510	13	,	,	PUNCT
ajfa-13674	510	14	risk	risk	NOUN
ajfa-13674	510	15	books	book	NOUN
ajfa-13674	510	16	,	,	PUNCT
ajfa-13674	510	17	london	london	PROPN
ajfa-13674	510	18	.	.	PUNCT
ajfa-13674	511	1	retrieved	retrieve	VERB
ajfa-13674	511	2	from	from	ADP
ajfa-13674	511	3	asian	asian	ADJ
ajfa-13674	511	4	journal	journal	NOUN
ajfa-13674	511	5	of	of	ADP
ajfa-13674	511	6	finance	finance	PROPN
ajfa-13674	511	7	&	&	CCONJ
ajfa-13674	511	8	accounting	accounting	PROPN
ajfa-13674	511	9	issn	issn	PROPN
ajfa-13674	511	10	1946	1946	NUM
ajfa-13674	511	11	-	-	PUNCT
ajfa-13674	511	12	052x	052x	NOUN
ajfa-13674	511	13	2018	2018	NUM
ajfa-13674	511	14	,	,	PUNCT
ajfa-13674	511	15	vol	vol	NOUN
ajfa-13674	511	16	.	.	PROPN
ajfa-13674	512	1	10	10	NUM
ajfa-13674	512	2	,	,	PUNCT
ajfa-13674	512	3	no	no	INTJ
ajfa-13674	512	4	.	.	NOUN
ajfa-13674	512	5	2	2	NUM
ajfa-13674	512	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	512	7	57	57	NUM
ajfa-13674	512	8	http://pages.stern.nyu.edu//~ealtman/corp-distress.pdf	http://pages.stern.nyu.edu//~ealtman/corp-distress.pdf	NOUN
ajfa-13674	512	9	as	as	ADP
ajfa-13674	512	10	on	on	ADP
ajfa-13674	512	11	21	21	NUM
ajfa-13674	512	12	october	october	PROPN
ajfa-13674	512	13	1994	1994	NUM
ajfa-13674	512	14	altman	altman	PROPN
ajfa-13674	512	15	,	,	PUNCT
ajfa-13674	512	16	e.	e.	PROPN
ajfa-13674	512	17	,	,	PUNCT
ajfa-13674	512	18	hartzell	hartzell	PROPN
ajfa-13674	512	19	j.	j.	PROPN
ajfa-13674	512	20	,	,	PUNCT
ajfa-13674	512	21	&	&	CCONJ
ajfa-13674	512	22	peck	peck	PROPN
ajfa-13674	512	23	m.	m.	NOUN
ajfa-13674	512	24	(	(	PUNCT
ajfa-13674	512	25	1995	1995	NUM
ajfa-13674	512	26	)	)	PUNCT
ajfa-13674	512	27	.	.	PUNCT
ajfa-13674	513	1	emerging	emerge	VERB
ajfa-13674	513	2	markets	market	NOUN
ajfa-13674	513	3	corporate	corporate	ADJ
ajfa-13674	513	4	bonds	bond	NOUN
ajfa-13674	513	5	:	:	PUNCT
ajfa-13674	513	6	a	a	DET
ajfa-13674	513	7	scoring	scoring	NOUN
ajfa-13674	513	8	system	system	NOUN
ajfa-13674	513	9	.	.	PUNCT
ajfa-13674	514	1	salomon	salomon	PROPN
ajfa-13674	514	2	brothers	brothers	PROPN
ajfa-13674	514	3	inc	inc	PROPN
ajfa-13674	514	4	.	.	PROPN
ajfa-13674	514	5	,	,	PUNCT
ajfa-13674	514	6	new	new	PROPN
ajfa-13674	514	7	york	york	PROPN
ajfa-13674	514	8	,	,	PUNCT
ajfa-13674	514	9	1995	1995	NUM
ajfa-13674	514	10	.	.	PUNCT
ajfa-13674	515	1	altman	altman	PROPN
ajfa-13674	515	2	,	,	PUNCT
ajfa-13674	515	3	e.	e.	PROPN
ajfa-13674	515	4	,	,	PUNCT
ajfa-13674	515	5	haldeman	haldeman	PROPN
ajfa-13674	515	6	r.	r.	PROPN
ajfa-13674	515	7	,	,	PUNCT
ajfa-13674	515	8	&	&	CCONJ
ajfa-13674	515	9	narayanan	narayanan	PROPN
ajfa-13674	515	10	p.	p.	PROPN
ajfa-13674	515	11	(	(	PUNCT
ajfa-13674	515	12	1977	1977	NUM
ajfa-13674	515	13	)	)	PUNCT
ajfa-13674	515	14	.	.	PUNCT
ajfa-13674	516	1	zeta	zeta	PROPN
ajfa-13674	516	2	analysis	analysis	NOUN
ajfa-13674	516	3	:	:	PUNCT
ajfa-13674	516	4	a	a	DET
ajfa-13674	516	5	new	new	ADJ
ajfa-13674	516	6	model	model	NOUN
ajfa-13674	516	7	to	to	PART
ajfa-13674	516	8	identify	identify	VERB
ajfa-13674	516	9	bankruptcy	bankruptcy	NOUN
ajfa-13674	516	10	risk	risk	NOUN
ajfa-13674	516	11	of	of	ADP
ajfa-13674	516	12	corporations	corporation	NOUN
ajfa-13674	516	13	.	.	PUNCT
ajfa-13674	517	1	journal	journal	NOUN
ajfa-13674	517	2	of	of	ADP
ajfa-13674	517	3	banking	banking	NOUN
ajfa-13674	517	4	and	and	CCONJ
ajfa-13674	517	5	finance	finance	NOUN
ajfa-13674	517	6	,	,	PUNCT
ajfa-13674	517	7	june	june	PROPN
ajfa-13674	517	8	.	.	PUNCT
ajfa-13674	518	1	altman	altman	PROPN
ajfa-13674	518	2	,	,	PUNCT
ajfa-13674	518	3	e.i	e.i	PROPN
ajfa-13674	518	4	.	.	PROPN
ajfa-13674	518	5	,	,	PUNCT
ajfa-13674	518	6	&	&	CCONJ
ajfa-13674	518	7	narayanan	narayanan	PROPN
ajfa-13674	518	8	,	,	PUNCT
ajfa-13674	518	9	p.	p.	NOUN
ajfa-13674	518	10	(	(	PUNCT
ajfa-13674	518	11	1997	1997	NUM
ajfa-13674	518	12	)	)	PUNCT
ajfa-13674	518	13	.	.	PUNCT
ajfa-13674	519	1	an	an	DET
ajfa-13674	519	2	international	international	ADJ
ajfa-13674	519	3	survey	survey	NOUN
ajfa-13674	519	4	of	of	ADP
ajfa-13674	519	5	business	business	NOUN
ajfa-13674	519	6	failure	failure	NOUN
ajfa-13674	519	7	classification	classification	NOUN
ajfa-13674	519	8	models	model	NOUN
ajfa-13674	519	9	.	.	PUNCT
ajfa-13674	520	1	financial	financial	ADJ
ajfa-13674	520	2	markets	market	NOUN
ajfa-13674	520	3	,	,	PUNCT
ajfa-13674	520	4	institutions	institution	NOUN
ajfa-13674	520	5	and	and	CCONJ
ajfa-13674	520	6	instruments	instrument	NOUN
ajfa-13674	520	7	,	,	PUNCT
ajfa-13674	520	8	6(2	6(2	NUM
ajfa-13674	520	9	)	)	PUNCT
ajfa-13674	520	10	,	,	PUNCT
ajfa-13674	520	11	1	1	NUM
ajfa-13674	520	12	-	-	SYM
ajfa-13674	520	13	57	57	NUM
ajfa-13674	520	14	.	.	PUNCT
ajfa-13674	521	1	https://doi.org/10.1111/1468-0416.00010	https://doi.org/10.1111/1468-0416.00010	PROPN
ajfa-13674	521	2	asquith	asquith	PROPN
ajfa-13674	521	3	,	,	PUNCT
ajfa-13674	521	4	p.	p.	PROPN
ajfa-13674	521	5	,	,	PUNCT
ajfa-13674	521	6	gertner	gertner	NOUN
ajfa-13674	521	7	,	,	PUNCT
ajfa-13674	521	8	r.	r.	PROPN
ajfa-13674	521	9	,	,	PUNCT
ajfa-13674	521	10	&	&	CCONJ
ajfa-13674	521	11	scharfstein	scharfstein	PROPN
ajfa-13674	521	12	,	,	PUNCT
ajfa-13674	521	13	d.	d.	PROPN
ajfa-13674	521	14	(	(	PUNCT
ajfa-13674	521	15	1994	1994	NUM
ajfa-13674	521	16	)	)	PUNCT
ajfa-13674	521	17	.	.	PUNCT
ajfa-13674	522	1	anatomy	anatomy	NOUN
ajfa-13674	522	2	of	of	ADP
ajfa-13674	522	3	financial	financial	ADJ
ajfa-13674	522	4	distress	distress	NOUN
ajfa-13674	522	5	:	:	PUNCT
ajfa-13674	522	6	an	an	DET
ajfa-13674	522	7	examination	examination	NOUN
ajfa-13674	522	8	of	of	ADP
ajfa-13674	522	9	junk	junk	NOUN
ajfa-13674	522	10	bond	bond	NOUN
ajfa-13674	522	11	issuers	issuer	NOUN
ajfa-13674	522	12	.	.	PUNCT
ajfa-13674	523	1	quarterly	quarterly	ADJ
ajfa-13674	523	2	journal	journal	NOUN
ajfa-13674	523	3	of	of	ADP
ajfa-13674	523	4	economics	economic	NOUN
ajfa-13674	523	5	,	,	PUNCT
ajfa-13674	523	6	625	625	NUM
ajfa-13674	523	7	-	-	SYM
ajfa-13674	523	8	658	658	NUM
ajfa-13674	523	9	.	.	PUNCT
ajfa-13674	524	1	https://doi.org/10.2307/2118416	https://doi.org/10.2307/2118416	NUM
ajfa-13674	524	2	avci	avci	PROPN
ajfa-13674	524	3	,	,	PUNCT
ajfa-13674	524	4	e.	e.	PROPN
ajfa-13674	524	5	,	,	PUNCT
ajfa-13674	524	6	&	&	CCONJ
ajfa-13674	524	7	turkoglu	turkoglu	PROPN
ajfa-13674	524	8	,	,	PUNCT
ajfa-13674	524	9	i.	i.	PROPN
ajfa-13674	524	10	(	(	PUNCT
ajfa-13674	524	11	2009	2009	NUM
ajfa-13674	524	12	)	)	PUNCT
ajfa-13674	524	13	.	.	PUNCT
ajfa-13674	525	1	an	an	DET
ajfa-13674	525	2	intelligent	intelligent	ADJ
ajfa-13674	525	3	diagnosis	diagnosis	NOUN
ajfa-13674	525	4	system	system	NOUN
ajfa-13674	525	5	based	base	VERB
ajfa-13674	525	6	on	on	ADP
ajfa-13674	525	7	principle	principle	ADJ
ajfa-13674	525	8	component	component	NOUN
ajfa-13674	525	9	analysis	analysis	NOUN
ajfa-13674	525	10	and	and	CCONJ
ajfa-13674	525	11	anfis	anfi	VERB
ajfa-13674	525	12	for	for	ADP
ajfa-13674	525	13	the	the	DET
ajfa-13674	525	14	heart	heart	NOUN
ajfa-13674	525	15	valve	valve	NOUN
ajfa-13674	525	16	diseases	disease	NOUN
ajfa-13674	525	17	.	.	PUNCT
ajfa-13674	526	1	expert	expert	NOUN
ajfa-13674	526	2	systems	system	NOUN
ajfa-13674	526	3	with	with	ADP
ajfa-13674	526	4	applications	application	NOUN
ajfa-13674	526	5	,	,	PUNCT
ajfa-13674	526	6	36(2	36(2	NUM
ajfa-13674	526	7	)	)	PUNCT
ajfa-13674	526	8	,	,	PUNCT
ajfa-13674	526	9	2873	2873	NUM
ajfa-13674	526	10	-	-	SYM
ajfa-13674	526	11	2878	2878	NUM
ajfa-13674	526	12	.	.	PUNCT
ajfa-13674	527	1	https://doi.org/10.1016/j.eswa.2008.01.030	https://doi.org/10.1016/j.eswa.2008.01.030	PROPN
ajfa-13674	527	2	aziz	aziz	PROPN
ajfa-13674	527	3	,	,	PUNCT
ajfa-13674	527	4	a.	a.	PROPN
ajfa-13674	527	5	,	,	PUNCT
ajfa-13674	527	6	emanuel	emanuel	PROPN
ajfa-13674	527	7	,	,	PUNCT
ajfa-13674	527	8	d.c	d.c	PROPN
ajfa-13674	527	9	.	.	PROPN
ajfa-13674	527	10	,	,	PUNCT
ajfa-13674	527	11	&	&	CCONJ
ajfa-13674	527	12	lawson	lawson	PROPN
ajfa-13674	527	13	,	,	PUNCT
ajfa-13674	527	14	g.h	g.h	PROPN
ajfa-13674	527	15	.	.	PROPN
ajfa-13674	527	16	(	(	PUNCT
ajfa-13674	527	17	1988	1988	NUM
ajfa-13674	527	18	)	)	PUNCT
ajfa-13674	527	19	.	.	PUNCT
ajfa-13674	528	1	bankruptcy	bankruptcy	NOUN
ajfa-13674	528	2	prediction	prediction	NOUN
ajfa-13674	528	3	an	an	DET
ajfa-13674	528	4	investigation	investigation	NOUN
ajfa-13674	528	5	of	of	ADP
ajfa-13674	528	6	cash	cash	NOUN
ajfa-13674	528	7	flow	flow	NOUN
ajfa-13674	528	8	based	base	VERB
ajfa-13674	528	9	models	model	NOUN
ajfa-13674	528	10	.	.	PUNCT
ajfa-13674	529	1	journal	journal	NOUN
ajfa-13674	529	2	of	of	ADP
ajfa-13674	529	3	management	management	NOUN
ajfa-13674	529	4	studies	study	NOUN
ajfa-13674	529	5	,	,	PUNCT
ajfa-13674	529	6	25(5	25(5	NUM
ajfa-13674	529	7	)	)	PUNCT
ajfa-13674	529	8	,	,	PUNCT
ajfa-13674	529	9	419	419	NUM
ajfa-13674	529	10	-	-	SYM
ajfa-13674	529	11	435	435	NUM
ajfa-13674	529	12	.	.	PUNCT
ajfa-13674	530	1	https://doi.org/10.1111/j.1467-6486.1988.tb00708.x	https://doi.org/10.1111/j.1467-6486.1988.tb00708.x	PROPN
ajfa-13674	530	2	back	back	ADV
ajfa-13674	530	3	,	,	PUNCT
ajfa-13674	530	4	b.	b.	PROPN
ajfa-13674	530	5	,	,	PUNCT
ajfa-13674	530	6	laitinen	laitinen	PROPN
ajfa-13674	530	7	,	,	PUNCT
ajfa-13674	530	8	t.	t.	PROPN
ajfa-13674	530	9	,	,	PUNCT
ajfa-13674	530	10	&	&	CCONJ
ajfa-13674	530	11	sere	sere	PROPN
ajfa-13674	530	12	,	,	PUNCT
ajfa-13674	530	13	k.	k.	PROPN
ajfa-13674	530	14	(	(	PUNCT
ajfa-13674	530	15	1996	1996	NUM
ajfa-13674	530	16	)	)	PUNCT
ajfa-13674	530	17	,	,	PUNCT
ajfa-13674	530	18	neural	neural	ADJ
ajfa-13674	530	19	networks	network	NOUN
ajfa-13674	530	20	and	and	CCONJ
ajfa-13674	530	21	genetic	genetic	ADJ
ajfa-13674	530	22	algorithms	algorithm	NOUN
ajfa-13674	530	23	for	for	ADP
ajfa-13674	530	24	bankruptcy	bankruptcy	NOUN
ajfa-13674	530	25	predictions	prediction	NOUN
ajfa-13674	530	26	.	.	PUNCT
ajfa-13674	531	1	expert	expert	NOUN
ajfa-13674	531	2	systems	system	NOUN
ajfa-13674	531	3	with	with	ADP
ajfa-13674	531	4	applications	application	NOUN
ajfa-13674	531	5	,	,	PUNCT
ajfa-13674	531	6	11(4	11(4	NUM
ajfa-13674	531	7	)	)	PUNCT
ajfa-13674	531	8	,	,	PUNCT
ajfa-13674	531	9	407	407	NUM
ajfa-13674	531	10	-	-	SYM
ajfa-13674	531	11	413	413	NUM
ajfa-13674	531	12	.	.	PUNCT
ajfa-13674	531	13	https://doi.org/10.1016/s0957-4174(96)00055-3	https://doi.org/10.1016/s0957-4174(96)00055-3	PROPN
ajfa-13674	531	14	beaver	beaver	PROPN
ajfa-13674	531	15	,	,	PUNCT
ajfa-13674	531	16	w.	w.	PROPN
ajfa-13674	531	17	(	(	PUNCT
ajfa-13674	531	18	1966	1966	NUM
ajfa-13674	531	19	)	)	PUNCT
ajfa-13674	531	20	.	.	PUNCT
ajfa-13674	532	1	financial	financial	ADJ
ajfa-13674	532	2	ratios	ratio	NOUN
ajfa-13674	532	3	as	as	ADP
ajfa-13674	532	4	predictors	predictor	NOUN
ajfa-13674	532	5	of	of	ADP
ajfa-13674	532	6	failure	failure	NOUN
ajfa-13674	532	7	.	.	PUNCT
ajfa-13674	533	1	journal	journal	NOUN
ajfa-13674	533	2	of	of	ADP
ajfa-13674	533	3	accounting	accounting	NOUN
ajfa-13674	533	4	research	research	NOUN
ajfa-13674	533	5	,	,	PUNCT
ajfa-13674	533	6	4	4	NUM
ajfa-13674	533	7	,	,	PUNCT
ajfa-13674	533	8	71	71	NUM
ajfa-13674	533	9	-	-	SYM
ajfa-13674	533	10	111	111	NUM
ajfa-13674	533	11	.	.	PUNCT
ajfa-13674	534	1	https://doi.org/10.2307/2490171	https://doi.org/10.2307/2490171	NOUN
ajfa-13674	534	2	beaver	beaver	PROPN
ajfa-13674	534	3	,	,	PUNCT
ajfa-13674	534	4	w.	w.	PROPN
ajfa-13674	534	5	(	(	PUNCT
ajfa-13674	534	6	1968	1968	NUM
ajfa-13674	534	7	)	)	PUNCT
ajfa-13674	534	8	.	.	PUNCT
ajfa-13674	535	1	alternative	alternative	ADJ
ajfa-13674	535	2	accounting	accounting	NOUN
ajfa-13674	535	3	measures	measure	NOUN
ajfa-13674	535	4	as	as	ADP
ajfa-13674	535	5	predictor	predictor	NOUN
ajfa-13674	535	6	of	of	ADP
ajfa-13674	535	7	failure	failure	NOUN
ajfa-13674	535	8	.	.	PUNCT
ajfa-13674	536	1	the	the	DET
ajfa-13674	536	2	accounting	accounting	NOUN
ajfa-13674	536	3	review	review	NOUN
ajfa-13674	536	4	,	,	PUNCT
ajfa-13674	536	5	43	43	NUM
ajfa-13674	536	6	,	,	PUNCT
ajfa-13674	536	7	january	january	PROPN
ajfa-13674	536	8	,	,	PUNCT
ajfa-13674	536	9	113	113	NUM
ajfa-13674	536	10	-	-	SYM
ajfa-13674	536	11	122	122	NUM
ajfa-13674	536	12	.	.	PUNCT
ajfa-13674	536	13	belsley	belsley	PROPN
ajfa-13674	536	14	,	,	PUNCT
ajfa-13674	536	15	d.	d.	PROPN
ajfa-13674	536	16	a.	a.	PROPN
ajfa-13674	536	17	,	,	PUNCT
ajfa-13674	536	18	e.	e.	PROPN
ajfa-13674	536	19	kuh	kuh	PROPN
ajfa-13674	536	20	,	,	PUNCT
ajfa-13674	536	21	&	&	CCONJ
ajfa-13674	536	22	r.	r.	PROPN
ajfa-13674	536	23	e.	e.	PROPN
ajfa-13674	536	24	welsch	welsch	PROPN
ajfa-13674	536	25	.	.	PUNCT
ajfa-13674	537	1	(	(	PUNCT
ajfa-13674	537	2	1980	1980	NUM
ajfa-13674	537	3	)	)	PUNCT
ajfa-13674	537	4	.	.	PUNCT
ajfa-13674	538	1	regression	regression	NOUN
ajfa-13674	538	2	diagnostics	diagnostic	NOUN
ajfa-13674	538	3	:	:	PUNCT
ajfa-13674	538	4	identifying	identify	VERB
ajfa-13674	538	5	influential	influential	ADJ
ajfa-13674	538	6	data	datum	NOUN
ajfa-13674	538	7	and	and	CCONJ
ajfa-13674	538	8	sources	source	NOUN
ajfa-13674	538	9	of	of	ADP
ajfa-13674	538	10	collinearity	collinearity	NOUN
ajfa-13674	538	11	.	.	PUNCT
ajfa-13674	539	1	new	new	PROPN
ajfa-13674	539	2	york	york	PROPN
ajfa-13674	539	3	:	:	PUNCT
ajfa-13674	539	4	wiley	wiley	PROPN
ajfa-13674	539	5	https://doi.org/10.1002/0471725153	https://doi.org/10.1002/0471725153	PROPN
ajfa-13674	539	6	bischof	bischof	NOUN
ajfa-13674	539	7	,	,	PUNCT
ajfa-13674	539	8	h.	h.	PROPN
ajfa-13674	539	9	,	,	PUNCT
ajfa-13674	539	10	schneider	schneider	PROPN
ajfa-13674	539	11	,	,	PUNCT
ajfa-13674	539	12	w.	w.	PROPN
ajfa-13674	539	13	,	,	PUNCT
ajfa-13674	539	14	&	&	CCONJ
ajfa-13674	539	15	pinz	pinz	PROPN
ajfa-13674	539	16	,	,	PUNCT
ajfa-13674	539	17	a.j	a.j	PROPN
ajfa-13674	539	18	.	.	PROPN
ajfa-13674	539	19	(	(	PUNCT
ajfa-13674	539	20	1992	1992	NUM
ajfa-13674	539	21	)	)	PUNCT
ajfa-13674	539	22	.	.	PUNCT
ajfa-13674	540	1	multispectral	multispectral	ADJ
ajfa-13674	540	2	classification	classification	NOUN
ajfa-13674	540	3	of	of	ADP
ajfa-13674	540	4	landsat	landsat	PROPN
ajfa-13674	540	5	images	image	NOUN
ajfa-13674	540	6	using	use	VERB
ajfa-13674	540	7	neural	neural	ADJ
ajfa-13674	540	8	networks	network	NOUN
ajfa-13674	540	9	.	.	PUNCT
ajfa-13674	541	1	ieee	ieee	NOUN
ajfa-13674	541	2	transactions	transaction	NOUN
ajfa-13674	541	3	on	on	ADP
ajfa-13674	541	4	geoscience	geoscience	NOUN
ajfa-13674	541	5	and	and	CCONJ
ajfa-13674	541	6	remote	remote	ADJ
ajfa-13674	541	7	sensing	sensing	NOUN
ajfa-13674	541	8	,	,	PUNCT
ajfa-13674	541	9	30(3	30(3	NUM
ajfa-13674	541	10	)	)	PUNCT
ajfa-13674	541	11	,	,	PUNCT
ajfa-13674	541	12	482	482	NUM
ajfa-13674	541	13	-	-	SYM
ajfa-13674	541	14	490	490	NUM
ajfa-13674	541	15	.	.	PUNCT
ajfa-13674	542	1	https://doi.org/10.1109/36.142926	https://doi.org/10.1109/36.142926	PROPN
ajfa-13674	542	2	boritz	boritz	PROPN
ajfa-13674	542	3	,	,	PUNCT
ajfa-13674	542	4	e.	e.	PROPN
ajfa-13674	542	5	,	,	PUNCT
ajfa-13674	542	6	kennedy	kennedy	PROPN
ajfa-13674	542	7	,	,	PUNCT
ajfa-13674	542	8	d.	d.	PROPN
ajfa-13674	542	9	,	,	PUNCT
ajfa-13674	542	10	&	&	CCONJ
ajfa-13674	542	11	albuquerque	albuquerque	PROPN
ajfa-13674	542	12	,	,	PUNCT
ajfa-13674	542	13	a.	a.	NOUN
ajfa-13674	542	14	(	(	PUNCT
ajfa-13674	542	15	1995	1995	NUM
ajfa-13674	542	16	)	)	PUNCT
ajfa-13674	542	17	.	.	PUNCT
ajfa-13674	543	1	predicting	predict	VERB
ajfa-13674	543	2	corporate	corporate	ADJ
ajfa-13674	543	3	failure	failure	NOUN
ajfa-13674	543	4	using	use	VERB
ajfa-13674	543	5	a	a	DET
ajfa-13674	543	6	neural	neural	ADJ
ajfa-13674	543	7	network	network	NOUN
ajfa-13674	543	8	approach	approach	NOUN
ajfa-13674	543	9	.	.	PUNCT
ajfa-13674	544	1	international	international	ADJ
ajfa-13674	544	2	journal	journal	NOUN
ajfa-13674	544	3	of	of	ADP
ajfa-13674	544	4	intelligent	intelligent	ADJ
ajfa-13674	544	5	systems	system	NOUN
ajfa-13674	544	6	in	in	ADP
ajfa-13674	544	7	accounting	accounting	NOUN
ajfa-13674	544	8	,	,	PUNCT
ajfa-13674	544	9	finance	finance	NOUN
ajfa-13674	544	10	and	and	CCONJ
ajfa-13674	544	11	management	management	NOUN
ajfa-13674	544	12	,	,	PUNCT
ajfa-13674	544	13	4(2	4(2	NUM
ajfa-13674	544	14	)	)	PUNCT
ajfa-13674	544	15	,	,	PUNCT
ajfa-13674	544	16	95	95	NUM
ajfa-13674	544	17	-	-	SYM
ajfa-13674	544	18	112	112	NUM
ajfa-13674	544	19	.	.	PUNCT
ajfa-13674	545	1	chauhan	chauhan	PROPN
ajfa-13674	545	2	,	,	PUNCT
ajfa-13674	545	3	n.	n.	NOUN
ajfa-13674	545	4	,	,	PUNCT
ajfa-13674	545	5	ravi	ravi	NOUN
ajfa-13674	545	6	,	,	PUNCT
ajfa-13674	545	7	v.	v.	PROPN
ajfa-13674	545	8	,	,	PUNCT
ajfa-13674	545	9	&	&	CCONJ
ajfa-13674	545	10	chandra	chandra	PROPN
ajfa-13674	545	11	,	,	PUNCT
ajfa-13674	545	12	d.	d.	PROPN
ajfa-13674	545	13	k.	k.	PROPN
ajfa-13674	545	14	(	(	PUNCT
ajfa-13674	545	15	2009	2009	NUM
ajfa-13674	545	16	)	)	PUNCT
ajfa-13674	545	17	.	.	PUNCT
ajfa-13674	546	1	differential	differential	ADJ
ajfa-13674	546	2	evolution	evolution	NOUN
ajfa-13674	546	3	trained	train	VERB
ajfa-13674	546	4	wavelet	wavelet	NOUN
ajfa-13674	546	5	neural	neural	ADJ
ajfa-13674	546	6	networks	network	NOUN
ajfa-13674	546	7	:	:	PUNCT
ajfa-13674	546	8	application	application	NOUN
ajfa-13674	546	9	to	to	ADP
ajfa-13674	546	10	bankruptcy	bankruptcy	NOUN
ajfa-13674	546	11	prediction	prediction	NOUN
ajfa-13674	546	12	in	in	ADP
ajfa-13674	546	13	banks	bank	NOUN
ajfa-13674	546	14	.	.	PUNCT
ajfa-13674	547	1	expert	expert	NOUN
ajfa-13674	547	2	systems	system	NOUN
ajfa-13674	547	3	with	with	ADP
ajfa-13674	547	4	applications	application	NOUN
ajfa-13674	547	5	,	,	PUNCT
ajfa-13674	547	6	36(4	36(4	NUM
ajfa-13674	547	7	)	)	PUNCT
ajfa-13674	547	8	,	,	PUNCT
ajfa-13674	547	9	7659	7659	NUM
ajfa-13674	547	10	-	-	SYM
ajfa-13674	547	11	7665	7665	NUM
ajfa-13674	547	12	.	.	PUNCT
ajfa-13674	548	1	https://doi.org/10.1016/j.eswa.2008.09.019	https://doi.org/10.1016/j.eswa.2008.09.019	VERB
ajfa-13674	548	2	asian	asian	ADJ
ajfa-13674	548	3	journal	journal	NOUN
ajfa-13674	548	4	of	of	ADP
ajfa-13674	548	5	finance	finance	PROPN
ajfa-13674	548	6	&	&	CCONJ
ajfa-13674	548	7	accounting	accounting	PROPN
ajfa-13674	548	8	issn	issn	PROPN
ajfa-13674	548	9	1946	1946	NUM
ajfa-13674	548	10	-	-	PUNCT
ajfa-13674	548	11	052x	052x	NOUN
ajfa-13674	548	12	2018	2018	NUM
ajfa-13674	548	13	,	,	PUNCT
ajfa-13674	548	14	vol	vol	NOUN
ajfa-13674	548	15	.	.	PROPN
ajfa-13674	549	1	10	10	NUM
ajfa-13674	549	2	,	,	PUNCT
ajfa-13674	549	3	no	no	INTJ
ajfa-13674	549	4	.	.	NOUN
ajfa-13674	549	5	2	2	NUM
ajfa-13674	549	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	549	7	58	58	NUM
ajfa-13674	549	8	cheng	cheng	PROPN
ajfa-13674	549	9	,	,	PUNCT
ajfa-13674	549	10	c.	c.	PROPN
ajfa-13674	549	11	b.	b.	PROPN
ajfa-13674	549	12	,	,	PUNCT
ajfa-13674	549	13	chen	chen	PROPN
ajfa-13674	549	14	,	,	PUNCT
ajfa-13674	549	15	c.	c.	PROPN
ajfa-13674	549	16	l.	l.	PROPN
ajfa-13674	549	17	,	,	PUNCT
ajfa-13674	549	18	&	&	CCONJ
ajfa-13674	549	19	fu	fu	PROPN
ajfa-13674	549	20	,	,	PUNCT
ajfa-13674	549	21	c.	c.	PROPN
ajfa-13674	549	22	j.	j.	PROPN
ajfa-13674	549	23	(	(	PUNCT
ajfa-13674	549	24	2006	2006	NUM
ajfa-13674	549	25	)	)	PUNCT
ajfa-13674	549	26	.	.	PUNCT
ajfa-13674	550	1	financial	financial	ADJ
ajfa-13674	550	2	distress	distress	NOUN
ajfa-13674	550	3	prediction	prediction	NOUN
ajfa-13674	550	4	by	by	ADP
ajfa-13674	550	5	a	a	DET
ajfa-13674	550	6	radial	radial	ADJ
ajfa-13674	550	7	basis	basis	NOUN
ajfa-13674	550	8	function	function	NOUN
ajfa-13674	550	9	network	network	NOUN
ajfa-13674	550	10	with	with	ADP
ajfa-13674	550	11	logit	logit	NOUN
ajfa-13674	550	12	analysis	analysis	NOUN
ajfa-13674	550	13	learning	learn	VERB
ajfa-13674	550	14	.	.	PUNCT
ajfa-13674	551	1	computers	computer	NOUN
ajfa-13674	551	2	&	&	CCONJ
ajfa-13674	551	3	mathematics	mathematics	PROPN
ajfa-13674	551	4	with	with	ADP
ajfa-13674	551	5	applications	application	NOUN
ajfa-13674	551	6	,	,	PUNCT
ajfa-13674	551	7	51(3	51(3	NUM
ajfa-13674	551	8	-	-	SYM
ajfa-13674	551	9	4	4	NUM
ajfa-13674	551	10	)	)	PUNCT
ajfa-13674	551	11	,	,	PUNCT
ajfa-13674	551	12	579	579	NUM
ajfa-13674	551	13	-	-	SYM
ajfa-13674	551	14	588	588	NUM
ajfa-13674	551	15	.	.	PUNCT
ajfa-13674	552	1	https://doi.org/10.1016/j.camwa.2005.07.016	https://doi.org/10.1016/j.camwa.2005.07.016	PROPN
ajfa-13674	552	2	cho	cho	PROPN
ajfa-13674	552	3	,	,	PUNCT
ajfa-13674	552	4	s.	s.	PROPN
ajfa-13674	552	5	,	,	PUNCT
ajfa-13674	552	6	hong	hong	PROPN
ajfa-13674	552	7	,	,	PUNCT
ajfa-13674	552	8	h.	h.	PROPN
ajfa-13674	552	9	,	,	PUNCT
ajfa-13674	552	10	&	&	CCONJ
ajfa-13674	552	11	ha	ha	INTJ
ajfa-13674	552	12	,	,	PUNCT
ajfa-13674	552	13	b.-c	b.-c	NOUN
ajfa-13674	552	14	.	.	PUNCT
ajfa-13674	553	1	(	(	PUNCT
ajfa-13674	553	2	2010	2010	NUM
ajfa-13674	553	3	)	)	PUNCT
ajfa-13674	553	4	.	.	PUNCT
ajfa-13674	554	1	a	a	DET
ajfa-13674	554	2	hybrid	hybrid	ADJ
ajfa-13674	554	3	approach	approach	NOUN
ajfa-13674	554	4	based	base	VERB
ajfa-13674	554	5	on	on	ADP
ajfa-13674	554	6	the	the	DET
ajfa-13674	554	7	combination	combination	NOUN
ajfa-13674	554	8	of	of	ADP
ajfa-13674	554	9	variable	variable	ADJ
ajfa-13674	554	10	selection	selection	NOUN
ajfa-13674	554	11	using	use	VERB
ajfa-13674	554	12	decision	decision	NOUN
ajfa-13674	554	13	trees	tree	NOUN
ajfa-13674	554	14	and	and	CCONJ
ajfa-13674	554	15	case	case	NOUN
ajfa-13674	554	16	-	-	PUNCT
ajfa-13674	554	17	based	base	VERB
ajfa-13674	554	18	reasoning	reasoning	NOUN
ajfa-13674	554	19	using	use	VERB
ajfa-13674	554	20	the	the	DET
ajfa-13674	554	21	mahalanobis	mahalanobis	ADJ
ajfa-13674	554	22	distance	distance	NOUN
ajfa-13674	554	23	;	;	PUNCT
ajfa-13674	554	24	for	for	ADP
ajfa-13674	554	25	bankruptcy	bankruptcy	NOUN
ajfa-13674	554	26	prediction	prediction	NOUN
ajfa-13674	554	27	.	.	PUNCT
ajfa-13674	555	1	expert	expert	NOUN
ajfa-13674	555	2	systems	system	NOUN
ajfa-13674	555	3	with	with	ADP
ajfa-13674	555	4	applications	application	NOUN
ajfa-13674	555	5	,	,	PUNCT
ajfa-13674	555	6	37(4	37(4	NUM
ajfa-13674	555	7	)	)	PUNCT
ajfa-13674	555	8	,	,	PUNCT
ajfa-13674	555	9	3482	3482	NUM
ajfa-13674	555	10	-	-	SYM
ajfa-13674	555	11	3488	3488	NUM
ajfa-13674	555	12	.	.	PUNCT
ajfa-13674	556	1	https://doi.org/10.1016/j.eswa.2009.10.040	https://doi.org/10.1016/j.eswa.2009.10.040	VERB
ajfa-13674	556	2	cho	cho	PROPN
ajfa-13674	556	3	,	,	PUNCT
ajfa-13674	556	4	s.	s.	PROPN
ajfa-13674	556	5	,	,	PUNCT
ajfa-13674	556	6	kim	kim	PROPN
ajfa-13674	556	7	,	,	PUNCT
ajfa-13674	556	8	j.	j.	PROPN
ajfa-13674	556	9	,	,	PUNCT
ajfa-13674	556	10	&	&	CCONJ
ajfa-13674	556	11	bae	bae	PROPN
ajfa-13674	556	12	,	,	PUNCT
ajfa-13674	556	13	j.	j.	PROPN
ajfa-13674	556	14	k.	k.	PROPN
ajfa-13674	556	15	(	(	PUNCT
ajfa-13674	556	16	2009	2009	NUM
ajfa-13674	556	17	)	)	PUNCT
ajfa-13674	556	18	.	.	PUNCT
ajfa-13674	557	1	an	an	DET
ajfa-13674	557	2	integrative	integrative	ADJ
ajfa-13674	557	3	model	model	NOUN
ajfa-13674	557	4	with	with	ADP
ajfa-13674	557	5	subject	subject	ADJ
ajfa-13674	557	6	weight	weight	NOUN
ajfa-13674	557	7	based	base	VERB
ajfa-13674	557	8	on	on	ADP
ajfa-13674	557	9	neural	neural	ADJ
ajfa-13674	557	10	network	network	NOUN
ajfa-13674	557	11	learning	learn	VERB
ajfa-13674	557	12	for	for	ADP
ajfa-13674	557	13	bankruptcy	bankruptcy	NOUN
ajfa-13674	557	14	prediction	prediction	NOUN
ajfa-13674	557	15	.	.	PUNCT
ajfa-13674	558	1	expert	expert	NOUN
ajfa-13674	558	2	systems	system	NOUN
ajfa-13674	558	3	with	with	ADP
ajfa-13674	558	4	applications	application	NOUN
ajfa-13674	558	5	,	,	PUNCT
ajfa-13674	558	6	36(1	36(1	NUM
ajfa-13674	558	7	)	)	PUNCT
ajfa-13674	558	8	,	,	PUNCT
ajfa-13674	558	9	403	403	NUM
ajfa-13674	558	10	-	-	SYM
ajfa-13674	558	11	410	410	NUM
ajfa-13674	558	12	.	.	PUNCT
ajfa-13674	559	1	https://doi.org/10.1016/j.eswa.2007.09.060	https://doi.org/10.1016/j.eswa.2007.09.060	PROPN
ajfa-13674	559	2	cybenko	cybenko	PROPN
ajfa-13674	559	3	g.	g.	PROPN
ajfa-13674	559	4	(	(	PUNCT
ajfa-13674	559	5	1989	1989	NUM
ajfa-13674	559	6	)	)	PUNCT
ajfa-13674	559	7	.	.	PUNCT
ajfa-13674	560	1	approximation	approximation	NOUN
ajfa-13674	560	2	by	by	ADP
ajfa-13674	560	3	super	super	ADJ
ajfa-13674	560	4	positions	position	NOUN
ajfa-13674	560	5	of	of	ADP
ajfa-13674	560	6	a	a	DET
ajfa-13674	560	7	sigmoid	sigmoid	NOUN
ajfa-13674	560	8	function	function	NOUN
ajfa-13674	560	9	.	.	PUNCT
ajfa-13674	561	1	mathematical	mathematical	ADJ
ajfa-13674	561	2	control	control	NOUN
ajfa-13674	561	3	signals	signal	NOUN
ajfa-13674	561	4	systems	system	NOUN
ajfa-13674	561	5	,	,	PUNCT
ajfa-13674	561	6	2	2	NUM
ajfa-13674	561	7	,	,	PUNCT
ajfa-13674	561	8	303	303	NUM
ajfa-13674	561	9	-	-	SYM
ajfa-13674	561	10	314	314	NUM
ajfa-13674	561	11	.	.	PUNCT
ajfa-13674	562	1	https://doi.org/10.1007/bf02551274	https://doi.org/10.1007/bf02551274	X
ajfa-13674	562	2	datta	datta	PROPN
ajfa-13674	562	3	d.	d.	PROPN
ajfa-13674	562	4	k.	k.	PROPN
ajfa-13674	563	1	(	(	PUNCT
ajfa-13674	563	2	2013	2013	NUM
ajfa-13674	563	3	)	)	PUNCT
ajfa-13674	563	4	.	.	PUNCT
ajfa-13674	564	1	industrial	industrial	ADJ
ajfa-13674	564	2	sickness	sickness	NOUN
ajfa-13674	564	3	in	in	ADP
ajfa-13674	564	4	india	india	PROPN
ajfa-13674	564	5	an	an	DET
ajfa-13674	564	6	empirical	empirical	ADJ
ajfa-13674	564	7	analysis	analysis	NOUN
ajfa-13674	564	8	.	.	PUNCT
ajfa-13674	565	1	iimb	iimb	PROPN
ajfa-13674	565	2	management	management	PROPN
ajfa-13674	565	3	review	review	PROPN
ajfa-13674	565	4	,	,	PUNCT
ajfa-13674	565	5	25(2	25(2	NUM
ajfa-13674	565	6	)	)	PUNCT
ajfa-13674	565	7	,	,	PUNCT
ajfa-13674	565	8	104	104	NUM
ajfa-13674	565	9	-	-	SYM
ajfa-13674	565	10	114	114	NUM
ajfa-13674	565	11	.	.	PUNCT
ajfa-13674	566	1	https://doi.org/10.1016/j.iimb.2013.02.003	https://doi.org/10.1016/j.iimb.2013.02.003	PROPN
ajfa-13674	566	2	deakin	deakin	PROPN
ajfa-13674	566	3	,	,	PUNCT
ajfa-13674	566	4	e.	e.	PROPN
ajfa-13674	566	5	b.	b.	PROPN
ajfa-13674	566	6	(	(	PUNCT
ajfa-13674	566	7	1976	1976	NUM
ajfa-13674	566	8	)	)	PUNCT
ajfa-13674	566	9	.	.	PUNCT
ajfa-13674	567	1	distribution	distribution	NOUN
ajfa-13674	567	2	of	of	ADP
ajfa-13674	567	3	financial	financial	ADJ
ajfa-13674	567	4	accounting	accounting	NOUN
ajfa-13674	567	5	ratios	ratio	NOUN
ajfa-13674	567	6	:	:	PUNCT
ajfa-13674	567	7	some	some	DET
ajfa-13674	567	8	empirical	empirical	ADJ
ajfa-13674	567	9	evidence	evidence	NOUN
ajfa-13674	567	10	.	.	PUNCT
ajfa-13674	568	1	the	the	DET
ajfa-13674	568	2	accounting	accounting	NOUN
ajfa-13674	568	3	review	review	PROPN
ajfa-13674	568	4	,	,	PUNCT
ajfa-13674	568	5	april	april	PROPN
ajfa-13674	568	6	,	,	PUNCT
ajfa-13674	568	7	pp	pp	PROPN
ajfa-13674	568	8	.	.	PUNCT
ajfa-13674	569	1	18	18	NUM
ajfa-13674	569	2	-	-	SYM
ajfa-13674	569	3	28	28	NUM
ajfa-13674	569	4	.	.	PUNCT
ajfa-13674	570	1	desai	desai	PROPN
ajfa-13674	570	2	j.	j.	PROPN
ajfa-13674	570	3	,	,	PUNCT
ajfa-13674	570	4	&	&	CCONJ
ajfa-13674	570	5	joshi	joshi	PROPN
ajfa-13674	570	6	n.	n.	PROPN
ajfa-13674	570	7	(	(	PUNCT
ajfa-13674	570	8	2015	2015	NUM
ajfa-13674	570	9	)	)	PUNCT
ajfa-13674	570	10	.	.	PUNCT
ajfa-13674	571	1	application	application	NOUN
ajfa-13674	571	2	of	of	ADP
ajfa-13674	571	3	artificial	artificial	ADJ
ajfa-13674	571	4	intelligence	intelligence	NOUN
ajfa-13674	571	5	for	for	ADP
ajfa-13674	571	6	forecasting	forecast	VERB
ajfa-13674	571	7	industrial	industrial	ADJ
ajfa-13674	571	8	sickness	sickness	NOUN
ajfa-13674	571	9	.	.	PUNCT
ajfa-13674	572	1	international	international	ADJ
ajfa-13674	572	2	journal	journal	PROPN
ajfa-13674	572	3	of	of	ADP
ajfa-13674	572	4	engineering	engineering	NOUN
ajfa-13674	572	5	and	and	CCONJ
ajfa-13674	572	6	technical	technical	ADJ
ajfa-13674	572	7	research	research	NOUN
ajfa-13674	572	8	(	(	PUNCT
ajfa-13674	572	9	ijetr	ijetr	NOUN
ajfa-13674	572	10	)	)	PUNCT
ajfa-13674	572	11	,	,	PUNCT
ajfa-13674	572	12	3(12	3(12	NUM
ajfa-13674	572	13	)	)	PUNCT
ajfa-13674	572	14	.	.	PUNCT
ajfa-13674	573	1	issn	issn	PROPN
ajfa-13674	573	2	:	:	PUNCT
ajfa-13674	573	3	2321	2321	NUM
ajfa-13674	573	4	-	-	SYM
ajfa-13674	573	5	0869	0869	NUM
ajfa-13674	573	6	(	(	PUNCT
ajfa-13674	573	7	o	o	NOUN
ajfa-13674	573	8	)	)	PUNCT
ajfa-13674	573	9	2454	2454	NUM
ajfa-13674	573	10	-	-	SYM
ajfa-13674	573	11	4698	4698	NUM
ajfa-13674	573	12	(	(	PUNCT
ajfa-13674	573	13	p	p	NOUN
ajfa-13674	573	14	)	)	PUNCT
ajfa-13674	573	15	,	,	PUNCT
ajfa-13674	573	16	december	december	PROPN
ajfa-13674	573	17	.	.	PUNCT
ajfa-13674	574	1	dimitras	dimitras	PROPN
ajfa-13674	574	2	,	,	PUNCT
ajfa-13674	574	3	a.	a.	NOUN
ajfa-13674	574	4	,	,	PUNCT
ajfa-13674	574	5	slowinksi	slowinksi	PROPN
ajfa-13674	574	6	,	,	PUNCT
ajfa-13674	574	7	r.	r.	PROPN
ajfa-13674	574	8	,	,	PUNCT
ajfa-13674	574	9	susmaga	susmaga	PROPN
ajfa-13674	574	10	,	,	PUNCT
ajfa-13674	574	11	r.	r.	PROPN
ajfa-13674	574	12	,	,	PUNCT
ajfa-13674	574	13	&	&	CCONJ
ajfa-13674	574	14	zopounidis	zopounidis	PROPN
ajfa-13674	574	15	,	,	PUNCT
ajfa-13674	574	16	c.	c.	PROPN
ajfa-13674	574	17	(	(	PUNCT
ajfa-13674	574	18	1999	1999	NUM
ajfa-13674	574	19	)	)	PUNCT
ajfa-13674	574	20	.	.	PUNCT
ajfa-13674	575	1	business	business	NOUN
ajfa-13674	575	2	failure	failure	NOUN
ajfa-13674	575	3	prediction	prediction	NOUN
ajfa-13674	575	4	using	use	VERB
ajfa-13674	575	5	rough	rough	ADJ
ajfa-13674	575	6	sets	set	NOUN
ajfa-13674	575	7	.	.	PUNCT
ajfa-13674	576	1	european	european	ADJ
ajfa-13674	576	2	journal	journal	PROPN
ajfa-13674	576	3	of	of	ADP
ajfa-13674	576	4	operational	operational	ADJ
ajfa-13674	576	5	research	research	NOUN
ajfa-13674	576	6	,	,	PUNCT
ajfa-13674	576	7	263	263	NUM
ajfa-13674	576	8	-	-	SYM
ajfa-13674	576	9	280	280	NUM
ajfa-13674	576	10	.	.	PUNCT
ajfa-13674	577	1	https://doi.org/10.1016/s0377-2217(98)00255-0	https://doi.org/10.1016/s0377-2217(98)00255-0	PROPN
ajfa-13674	577	2	etemadi	etemadi	PROPN
ajfa-13674	577	3	,	,	PUNCT
ajfa-13674	577	4	h.	h.	PROPN
ajfa-13674	577	5	,	,	PUNCT
ajfa-13674	577	6	rostamy	rostamy	NOUN
ajfa-13674	577	7	,	,	PUNCT
ajfa-13674	577	8	a.	a.	NOUN
ajfa-13674	577	9	a.	a.	NOUN
ajfa-13674	577	10	a.	a.	PROPN
ajfa-13674	577	11	,	,	PUNCT
ajfa-13674	577	12	&	&	CCONJ
ajfa-13674	577	13	dehkordi	dehkordi	PROPN
ajfa-13674	577	14	,	,	PUNCT
ajfa-13674	577	15	h.	h.	PROPN
ajfa-13674	577	16	f.	f.	PROPN
ajfa-13674	577	17	(	(	PUNCT
ajfa-13674	577	18	2009	2009	NUM
ajfa-13674	577	19	)	)	PUNCT
ajfa-13674	577	20	.	.	PUNCT
ajfa-13674	578	1	a	a	DET
ajfa-13674	578	2	genetic	genetic	ADJ
ajfa-13674	578	3	programming	programming	NOUN
ajfa-13674	578	4	model	model	NOUN
ajfa-13674	578	5	for	for	ADP
ajfa-13674	578	6	bankruptcy	bankruptcy	NOUN
ajfa-13674	578	7	prediction	prediction	NOUN
ajfa-13674	578	8	:	:	PUNCT
ajfa-13674	578	9	empirical	empirical	ADJ
ajfa-13674	578	10	evidence	evidence	NOUN
ajfa-13674	578	11	from	from	ADP
ajfa-13674	578	12	iran	iran	PROPN
ajfa-13674	578	13	.	.	PUNCT
ajfa-13674	579	1	expert	expert	NOUN
ajfa-13674	579	2	systems	system	NOUN
ajfa-13674	579	3	with	with	ADP
ajfa-13674	579	4	applications	application	NOUN
ajfa-13674	579	5	,	,	PUNCT
ajfa-13674	579	6	36(2	36(2	NUM
ajfa-13674	579	7	)	)	PUNCT
ajfa-13674	579	8	,	,	PUNCT
ajfa-13674	579	9	3199	3199	NUM
ajfa-13674	579	10	-	-	SYM
ajfa-13674	579	11	3207	3207	NUM
ajfa-13674	579	12	.	.	PUNCT
ajfa-13674	580	1	part	part	NOUN
ajfa-13674	580	2	2	2	NUM
ajfa-13674	580	3	.	.	PROPN
ajfa-13674	580	4	https://doi.org/10.1016/j.eswa.2008.01.012	https://doi.org/10.1016/j.eswa.2008.01.012	NOUN
ajfa-13674	580	5	gentry	gentry	NOUN
ajfa-13674	580	6	,	,	PUNCT
ajfa-13674	580	7	j.	j.	PROPN
ajfa-13674	580	8	a.	a.	PROPN
ajfa-13674	580	9	,	,	PUNCT
ajfa-13674	580	10	newbold	newbold	PROPN
ajfa-13674	580	11	,	,	PUNCT
ajfa-13674	580	12	p.	p.	PROPN
ajfa-13674	580	13	,	,	PUNCT
ajfa-13674	580	14	&	&	CCONJ
ajfa-13674	580	15	whitford	whitford	PROPN
ajfa-13674	580	16	,	,	PUNCT
ajfa-13674	580	17	d.	d.	PROPN
ajfa-13674	580	18	t.	t.	PROPN
ajfa-13674	580	19	(	(	PUNCT
ajfa-13674	580	20	1987	1987	NUM
ajfa-13674	580	21	)	)	PUNCT
ajfa-13674	580	22	funds	fund	NOUN
ajfa-13674	580	23	flow	flow	NOUN
ajfa-13674	580	24	components	component	NOUN
ajfa-13674	580	25	,	,	PUNCT
ajfa-13674	580	26	financial	financial	ADJ
ajfa-13674	580	27	ratios	ratio	NOUN
ajfa-13674	580	28	and	and	CCONJ
ajfa-13674	580	29	bankruptcy	bankruptcy	NOUN
ajfa-13674	580	30	.	.	PUNCT
ajfa-13674	581	1	journal	journal	PROPN
ajfa-13674	581	2	of	of	ADP
ajfa-13674	581	3	business	business	NOUN
ajfa-13674	581	4	finance	finance	NOUN
ajfa-13674	581	5	and	and	CCONJ
ajfa-13674	581	6	accounting	accounting	NOUN
ajfa-13674	581	7	,	,	PUNCT
ajfa-13674	581	8	14(4	14(4	NUM
ajfa-13674	581	9	)	)	PUNCT
ajfa-13674	581	10	,	,	PUNCT
ajfa-13674	581	11	595	595	NUM
ajfa-13674	581	12	-	-	SYM
ajfa-13674	581	13	606	606	NUM
ajfa-13674	581	14	.	.	PUNCT
ajfa-13674	582	1	https://doi.org/10.1111/j.1468-5957.1987.tb00114.x	https://doi.org/10.1111/j.1468-5957.1987.tb00114.x	PROPN
ajfa-13674	582	2	gnanadesikan	gnanadesikan	PROPN
ajfa-13674	582	3	,	,	PUNCT
ajfa-13674	582	4	r	r	NOUN
ajfa-13674	582	5	,	,	PUNCT
ajfa-13674	582	6	&	&	CCONJ
ajfa-13674	582	7	j.	j.	PROPN
ajfa-13674	582	8	r.	r.	PROPN
ajfa-13674	582	9	kettenring	kettenring	PROPN
ajfa-13674	582	10	.	.	PROPN
ajfa-13674	583	1	1972	1972	NUM
ajfa-13674	583	2	.	.	PUNCT
ajfa-13674	584	1	robust	robust	ADJ
ajfa-13674	584	2	estimates	estimate	NOUN
ajfa-13674	584	3	,	,	PUNCT
ajfa-13674	584	4	residuals	residual	NOUN
ajfa-13674	584	5	,	,	PUNCT
ajfa-13674	584	6	and	and	CCONJ
ajfa-13674	584	7	outlier	outlier	NOUN
ajfa-13674	584	8	detection	detection	NOUN
ajfa-13674	584	9	with	with	ADP
ajfa-13674	584	10	multiresponse	multiresponse	ADJ
ajfa-13674	584	11	data	datum	NOUN
ajfa-13674	584	12	.	.	PUNCT
ajfa-13674	585	1	biometrics	biometric	NOUN
ajfa-13674	585	2	,	,	PUNCT
ajfa-13674	585	3	28(march	28(march	NUM
ajfa-13674	585	4	)	)	PUNCT
ajfa-13674	585	5	,	,	PUNCT
ajfa-13674	585	6	81	81	NUM
ajfa-13674	585	7	-	-	SYM
ajfa-13674	585	8	124	124	NUM
ajfa-13674	585	9	.	.	PUNCT
ajfa-13674	586	1	https://doi.org/10.2307/2528963	https://doi.org/10.2307/2528963	ADJ
ajfa-13674	586	2	grunert	grunert	NOUN
ajfa-13674	586	3	,	,	PUNCT
ajfa-13674	586	4	j.	j.	PROPN
ajfa-13674	586	5	,	,	PUNCT
ajfa-13674	586	6	norden	norden	PROPN
ajfa-13674	586	7	,	,	PUNCT
ajfa-13674	586	8	l.	l.	PROPN
ajfa-13674	586	9	,	,	PUNCT
ajfa-13674	586	10	&	&	CCONJ
ajfa-13674	586	11	weber	weber	PROPN
ajfa-13674	586	12	,	,	PUNCT
ajfa-13674	586	13	m.	m.	NOUN
ajfa-13674	586	14	(	(	PUNCT
ajfa-13674	586	15	2005	2005	NUM
ajfa-13674	586	16	)	)	PUNCT
ajfa-13674	586	17	.	.	PUNCT
ajfa-13674	587	1	the	the	DET
ajfa-13674	587	2	role	role	NOUN
ajfa-13674	587	3	of	of	ADP
ajfa-13674	587	4	non	non	ADJ
ajfa-13674	587	5	-	-	ADJ
ajfa-13674	587	6	financial	financial	ADJ
ajfa-13674	587	7	factors	factor	NOUN
ajfa-13674	587	8	in	in	ADP
ajfa-13674	587	9	internal	internal	ADJ
ajfa-13674	587	10	credit	credit	NOUN
ajfa-13674	587	11	ratings	rating	NOUN
ajfa-13674	587	12	.	.	PUNCT
ajfa-13674	588	1	journal	journal	NOUN
ajfa-13674	588	2	of	of	ADP
ajfa-13674	588	3	banking	banking	NOUN
ajfa-13674	588	4	and	and	CCONJ
ajfa-13674	588	5	finance	finance	NOUN
ajfa-13674	588	6	,	,	PUNCT
ajfa-13674	588	7	29	29	NUM
ajfa-13674	588	8	,	,	PUNCT
ajfa-13674	588	9	509	509	NUM
ajfa-13674	588	10	-	-	SYM
ajfa-13674	588	11	531	531	NUM
ajfa-13674	588	12	.	.	PUNCT
ajfa-13674	588	13	https://doi.org/10.1016/j.jbankfin.2004.05.017	https://doi.org/10.1016/j.jbankfin.2004.05.017	PROPN
ajfa-13674	588	14	gupta	gupta	PROPN
ajfa-13674	588	15	l.	l.	PROPN
ajfa-13674	588	16	c.	c.	PROPN
ajfa-13674	588	17	,	,	PUNCT
ajfa-13674	588	18	(	(	PUNCT
ajfa-13674	588	19	1983	1983	NUM
ajfa-13674	588	20	)	)	PUNCT
ajfa-13674	588	21	.	.	PUNCT
ajfa-13674	589	1	financial	financial	ADJ
ajfa-13674	589	2	ratios	ratio	NOUN
ajfa-13674	589	3	for	for	ADP
ajfa-13674	589	4	monitoring	monitor	VERB
ajfa-13674	589	5	corporate	corporate	ADJ
ajfa-13674	589	6	sickness	sickness	NOUN
ajfa-13674	589	7	,	,	PUNCT
ajfa-13674	589	8	oxford	oxford	PROPN
ajfa-13674	589	9	university	university	PROPN
ajfa-13674	589	10	press	press	NOUN
ajfa-13674	589	11	.	.	PUNCT
ajfa-13674	590	1	new	new	ADJ
ajfa-13674	590	2	delhi	delhi	PROPN
ajfa-13674	590	3	.	.	PUNCT
ajfa-13674	591	1	gupta	gupta	PROPN
ajfa-13674	591	2	v.	v.	PROPN
ajfa-13674	591	3	(	(	PUNCT
ajfa-13674	591	4	2014	2014	NUM
ajfa-13674	591	5	)	)	PUNCT
ajfa-13674	591	6	.	.	PUNCT
ajfa-13674	592	1	an	an	DET
ajfa-13674	592	2	empirical	empirical	ADJ
ajfa-13674	592	3	analysis	analysis	NOUN
ajfa-13674	592	4	of	of	ADP
ajfa-13674	592	5	default	default	NOUN
ajfa-13674	592	6	risk	risk	NOUN
ajfa-13674	592	7	for	for	ADP
ajfa-13674	592	8	listed	list	VERB
ajfa-13674	592	9	companies	company	NOUN
ajfa-13674	592	10	in	in	ADP
ajfa-13674	592	11	india	india	PROPN
ajfa-13674	592	12	:	:	PUNCT
ajfa-13674	592	13	a	a	DET
ajfa-13674	592	14	comparison	comparison	NOUN
ajfa-13674	592	15	of	of	ADP
ajfa-13674	592	16	two	two	NUM
ajfa-13674	592	17	prediction	prediction	NOUN
ajfa-13674	592	18	models	model	NOUN
ajfa-13674	592	19	.	.	PUNCT
ajfa-13674	593	1	international	international	ADJ
ajfa-13674	593	2	journal	journal	PROPN
ajfa-13674	593	3	of	of	ADP
ajfa-13674	593	4	business	business	NOUN
ajfa-13674	593	5	and	and	CCONJ
ajfa-13674	593	6	management	management	NOUN
ajfa-13674	593	7	,	,	PUNCT
ajfa-13674	593	8	asian	asian	ADJ
ajfa-13674	593	9	journal	journal	NOUN
ajfa-13674	593	10	of	of	ADP
ajfa-13674	593	11	finance	finance	PROPN
ajfa-13674	593	12	&	&	CCONJ
ajfa-13674	593	13	accounting	accounting	PROPN
ajfa-13674	593	14	issn	issn	PROPN
ajfa-13674	593	15	1946	1946	NUM
ajfa-13674	593	16	-	-	PUNCT
ajfa-13674	593	17	052x	052x	NOUN
ajfa-13674	593	18	2018	2018	NUM
ajfa-13674	593	19	,	,	PUNCT
ajfa-13674	593	20	vol	vol	NOUN
ajfa-13674	593	21	.	.	PROPN
ajfa-13674	593	22	10	10	NUM
ajfa-13674	593	23	,	,	PUNCT
ajfa-13674	593	24	no	no	INTJ
ajfa-13674	593	25	.	.	NOUN
ajfa-13674	593	26	2	2	NUM
ajfa-13674	593	27	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	593	28	59	59	NUM
ajfa-13674	593	29	9(9	9(9	NOUN
ajfa-13674	593	30	)	)	PUNCT
ajfa-13674	593	31	.	.	PUNCT
ajfa-13674	594	1	issn	issn	PROPN
ajfa-13674	594	2	1833	1833	NUM
ajfa-13674	594	3	-	-	SYM
ajfa-13674	594	4	3850	3850	NUM
ajfa-13674	594	5	e	e	NOUN
ajfa-13674	594	6	-	-	NOUN
ajfa-13674	594	7	issn	issn	PROPN
ajfa-13674	594	8	1833	1833	NUM
ajfa-13674	594	9	-	-	SYM
ajfa-13674	594	10	8119	8119	NUM
ajfa-13674	594	11	,	,	PUNCT
ajfa-13674	594	12	published	publish	VERB
ajfa-13674	594	13	by	by	ADP
ajfa-13674	594	14	canadian	canadian	ADJ
ajfa-13674	594	15	center	center	NOUN
ajfa-13674	594	16	of	of	ADP
ajfa-13674	594	17	science	science	NOUN
ajfa-13674	594	18	and	and	CCONJ
ajfa-13674	594	19	education	education	NOUN
ajfa-13674	594	20	.	.	PUNCT
ajfa-13674	595	1	hair	hair	NOUN
ajfa-13674	595	2	,	,	PUNCT
ajfa-13674	595	3	j.	j.	PROPN
ajfa-13674	595	4	f.	f.	PROPN
ajfa-13674	595	5	,	,	PUNCT
ajfa-13674	595	6	et	et	PROPN
ajfa-13674	595	7	al	al	PROPN
ajfa-13674	595	8	.	.	PUNCT
ajfa-13674	595	9	(	(	PUNCT
ajfa-13674	595	10	2006	2006	NUM
ajfa-13674	595	11	)	)	PUNCT
ajfa-13674	595	12	.	.	PUNCT
ajfa-13674	596	1	multivariate	multivariate	NOUN
ajfa-13674	596	2	data	datum	NOUN
ajfa-13674	596	3	analysis	analysis	NOUN
ajfa-13674	596	4	,	,	PUNCT
ajfa-13674	596	5	upper	upper	ADJ
ajfa-13674	596	6	saddle	saddle	NOUN
ajfa-13674	596	7	river	river	NOUN
ajfa-13674	596	8	,	,	PUNCT
ajfa-13674	596	9	nj	nj	PROPN
ajfa-13674	596	10	:	:	PUNCT
ajfa-13674	596	11	pearson	pearson	PROPN
ajfa-13674	596	12	prentice	prentice	PROPN
ajfa-13674	596	13	hall	hall	PROPN
ajfa-13674	596	14	.	.	PUNCT
ajfa-13674	597	1	hardle	hardle	PROPN
ajfa-13674	597	2	,	,	PUNCT
ajfa-13674	597	3	w.	w.	PROPN
ajfa-13674	597	4	,	,	PUNCT
ajfa-13674	597	5	lee	lee	PROPN
ajfa-13674	597	6	,	,	PUNCT
ajfa-13674	597	7	y.	y.	PROPN
ajfa-13674	597	8	,	,	PUNCT
ajfa-13674	597	9	schafer	schafer	PROPN
ajfa-13674	597	10	,	,	PUNCT
ajfa-13674	597	11	d.	d.	PROPN
ajfa-13674	597	12	,	,	PUNCT
ajfa-13674	597	13	&	&	CCONJ
ajfa-13674	597	14	yeh	yeh	PROPN
ajfa-13674	597	15	,	,	PUNCT
ajfa-13674	597	16	y.	y.	PROPN
ajfa-13674	597	17	(	(	PUNCT
ajfa-13674	597	18	2009	2009	NUM
ajfa-13674	597	19	)	)	PUNCT
ajfa-13674	597	20	.	.	PUNCT
ajfa-13674	598	1	variable	variable	ADJ
ajfa-13674	598	2	selection	selection	NOUN
ajfa-13674	598	3	and	and	CCONJ
ajfa-13674	598	4	oversampling	oversample	VERB
ajfa-13674	598	5	in	in	ADP
ajfa-13674	598	6	the	the	DET
ajfa-13674	598	7	use	use	NOUN
ajfa-13674	598	8	of	of	ADP
ajfa-13674	598	9	smooth	smooth	ADJ
ajfa-13674	598	10	support	support	NOUN
ajfa-13674	598	11	vector	vector	NOUN
ajfa-13674	598	12	machines	machine	NOUN
ajfa-13674	598	13	for	for	ADP
ajfa-13674	598	14	predicting	predict	VERB
ajfa-13674	598	15	the	the	DET
ajfa-13674	598	16	default	default	NOUN
ajfa-13674	598	17	risk	risk	NOUN
ajfa-13674	598	18	of	of	ADP
ajfa-13674	598	19	companies	company	NOUN
ajfa-13674	598	20	.	.	PUNCT
ajfa-13674	599	1	journal	journal	NOUN
ajfa-13674	599	2	of	of	ADP
ajfa-13674	599	3	forecasting	forecasting	NOUN
ajfa-13674	599	4	,	,	PUNCT
ajfa-13674	599	5	28(6	28(6	NOUN
ajfa-13674	599	6	)	)	PUNCT
ajfa-13674	599	7	,	,	PUNCT
ajfa-13674	599	8	512-534.https://doi.org/10.1002/for.1109	512-534.https://doi.org/10.1002/for.1109	NUM
ajfa-13674	599	9	hawley	hawley	PROPN
ajfa-13674	599	10	,	,	PUNCT
ajfa-13674	599	11	d.d	d.d	PROPN
ajfa-13674	599	12	.	.	PROPN
ajfa-13674	599	13	,	,	PUNCT
ajfa-13674	599	14	johnson	johnson	PROPN
ajfa-13674	599	15	j.	j.	PROPN
ajfa-13674	599	16	d.	d.	PROPN
ajfa-13674	599	17	,	,	PUNCT
ajfa-13674	599	18	&	&	CCONJ
ajfa-13674	599	19	raina	raina	PROPN
ajfa-13674	599	20	d.	d.	PROPN
ajfa-13674	599	21	(	(	PUNCT
ajfa-13674	599	22	1990	1990	NUM
ajfa-13674	599	23	)	)	PUNCT
ajfa-13674	599	24	.	.	PUNCT
ajfa-13674	600	1	artificial	artificial	ADJ
ajfa-13674	600	2	neural	neural	ADJ
ajfa-13674	600	3	systems	system	NOUN
ajfa-13674	600	4	:	:	PUNCT
ajfa-13674	600	5	a	a	DET
ajfa-13674	600	6	new	new	ADJ
ajfa-13674	600	7	tool	tool	NOUN
ajfa-13674	600	8	for	for	ADP
ajfa-13674	600	9	financial	financial	ADJ
ajfa-13674	600	10	decision	decision	NOUN
ajfa-13674	600	11	-	-	PUNCT
ajfa-13674	600	12	making	making	NOUN
ajfa-13674	600	13	.	.	PUNCT
ajfa-13674	601	1	financial	financial	ADJ
ajfa-13674	601	2	analysis	analysis	NOUN
ajfa-13674	601	3	journal	journal	NOUN
ajfa-13674	601	4	,	,	PUNCT
ajfa-13674	601	5	nov	nov	PROPN
ajfa-13674	601	6	/	/	SYM
ajfa-13674	601	7	dec	dec	PROPN
ajfa-13674	601	8	,	,	PUNCT
ajfa-13674	601	9	63	63	NUM
ajfa-13674	601	10	-	-	SYM
ajfa-13674	601	11	72	72	NUM
ajfa-13674	601	12	.	.	PUNCT
ajfa-13674	602	1	https://doi.org/10.2469/faj.v46.n6.63	https://doi.org/10.2469/faj.v46.n6.63	PROPN
ajfa-13674	602	2	haykin	haykin	PROPN
ajfa-13674	602	3	s.	s.	PROPN
ajfa-13674	602	4	(	(	PUNCT
ajfa-13674	602	5	1999	1999	NUM
ajfa-13674	602	6	)	)	PUNCT
ajfa-13674	602	7	.	.	PUNCT
ajfa-13674	603	1	neural	neural	ADJ
ajfa-13674	603	2	networks	network	NOUN
ajfa-13674	603	3	:	:	PUNCT
ajfa-13674	603	4	a	a	DET
ajfa-13674	603	5	comprehensive	comprehensive	ADJ
ajfa-13674	603	6	foundation	foundation	NOUN
ajfa-13674	603	7	,	,	PUNCT
ajfa-13674	603	8	2nd	2nd	PROPN
ajfa-13674	603	9	edition	edition	NOUN
ajfa-13674	603	10	,	,	PUNCT
ajfa-13674	603	11	prentice	prentice	PROPN
ajfa-13674	603	12	hall	hall	PROPN
ajfa-13674	603	13	international	international	PROPN
ajfa-13674	603	14	.	.	PUNCT
ajfa-13674	604	1	hornik	hornik	PROPN
ajfa-13674	604	2	k.	k.	PROPN
ajfa-13674	604	3	(	(	PUNCT
ajfa-13674	604	4	1991	1991	NUM
ajfa-13674	604	5	)	)	PUNCT
ajfa-13674	604	6	,	,	PUNCT
ajfa-13674	604	7	approximation	approximation	NOUN
ajfa-13674	604	8	capabilities	capability	NOUN
ajfa-13674	604	9	of	of	ADP
ajfa-13674	604	10	multi	multi	ADJ
ajfa-13674	604	11	-	-	ADJ
ajfa-13674	604	12	layer	layer	NOUN
ajfa-13674	604	13	feed	feed	NOUN
ajfa-13674	604	14	forward	forward	ADV
ajfa-13674	604	15	network	network	NOUN
ajfa-13674	604	16	.	.	PUNCT
ajfa-13674	605	1	neural	neural	ADJ
ajfa-13674	605	2	networks	network	NOUN
ajfa-13674	605	3	,	,	PUNCT
ajfa-13674	605	4	4	4	NUM
ajfa-13674	605	5	,	,	PUNCT
ajfa-13674	605	6	251	251	NUM
ajfa-13674	605	7	-	-	SYM
ajfa-13674	605	8	257	257	NUM
ajfa-13674	605	9	.	.	PUNCT
ajfa-13674	606	1	https://doi.org/10.1016/0893-6080(91)90009-t	https://doi.org/10.1016/0893-6080(91)90009-t	PROPN
ajfa-13674	606	2	hua	hua	PROPN
ajfa-13674	606	3	,	,	PUNCT
ajfa-13674	606	4	z.-s	z.-s	PROPN
ajfa-13674	606	5	.	.	PUNCT
ajfa-13674	606	6	,	,	PUNCT
ajfa-13674	606	7	wang	wang	PROPN
ajfa-13674	606	8	,	,	PUNCT
ajfa-13674	606	9	y.	y.	PROPN
ajfa-13674	606	10	,	,	PUNCT
ajfa-13674	606	11	xu	xu	PROPN
ajfa-13674	606	12	,	,	PUNCT
ajfa-13674	606	13	x.-y	x.-y	PROPN
ajfa-13674	606	14	.	.	PROPN
ajfa-13674	606	15	,	,	PUNCT
ajfa-13674	606	16	zhang	zhang	PROPN
ajfa-13674	606	17	,	,	PUNCT
ajfa-13674	606	18	b.	b.	PROPN
ajfa-13674	606	19	,	,	PUNCT
ajfa-13674	606	20	&	&	CCONJ
ajfa-13674	606	21	liang	liang	PROPN
ajfa-13674	606	22	,	,	PUNCT
ajfa-13674	606	23	l.	l.	PROPN
ajfa-13674	606	24	(	(	PUNCT
ajfa-13674	606	25	2007	2007	NUM
ajfa-13674	606	26	)	)	PUNCT
ajfa-13674	606	27	.	.	PUNCT
ajfa-13674	607	1	predicting	predict	VERB
ajfa-13674	607	2	corporate	corporate	ADJ
ajfa-13674	607	3	financial	financial	ADJ
ajfa-13674	607	4	distress	distress	NOUN
ajfa-13674	607	5	based	base	VERB
ajfa-13674	607	6	on	on	ADP
ajfa-13674	607	7	integration	integration	NOUN
ajfa-13674	607	8	of	of	ADP
ajfa-13674	607	9	support	support	NOUN
ajfa-13674	607	10	vector	vector	NOUN
ajfa-13674	607	11	machine	machine	NOUN
ajfa-13674	607	12	and	and	CCONJ
ajfa-13674	607	13	logistic	logistic	ADJ
ajfa-13674	607	14	regression	regression	NOUN
ajfa-13674	607	15	.	.	PUNCT
ajfa-13674	608	1	expert	expert	NOUN
ajfa-13674	608	2	systems	system	NOUN
ajfa-13674	608	3	with	with	ADP
ajfa-13674	608	4	applications	application	NOUN
ajfa-13674	608	5	,	,	PUNCT
ajfa-13674	608	6	33	33	NUM
ajfa-13674	608	7	,	,	PUNCT
ajfa-13674	608	8	434	434	NUM
ajfa-13674	608	9	-	-	SYM
ajfa-13674	608	10	440	440	NUM
ajfa-13674	608	11	.	.	PUNCT
ajfa-13674	609	1	https://doi.org/10.1016/j.eswa.2006.05.006	https://doi.org/10.1016/j.eswa.2006.05.006	PROPN
ajfa-13674	609	2	izan	izan	PROPN
ajfa-13674	609	3	,	,	PUNCT
ajfa-13674	609	4	h.	h.	PROPN
ajfa-13674	609	5	(	(	PUNCT
ajfa-13674	609	6	1984	1984	NUM
ajfa-13674	609	7	)	)	PUNCT
ajfa-13674	609	8	.	.	PUNCT
ajfa-13674	610	1	corporate	corporate	ADJ
ajfa-13674	610	2	distress	distress	NOUN
ajfa-13674	610	3	in	in	ADP
ajfa-13674	610	4	australia	australia	PROPN
ajfa-13674	610	5	.	.	PUNCT
ajfa-13674	611	1	journal	journal	PROPN
ajfa-13674	611	2	of	of	ADP
ajfa-13674	611	3	banking	banking	NOUN
ajfa-13674	611	4	and	and	CCONJ
ajfa-13674	611	5	finance	finance	NOUN
ajfa-13674	611	6	,	,	PUNCT
ajfa-13674	611	7	8	8	NUM
ajfa-13674	611	8	,	,	PUNCT
ajfa-13674	611	9	303	303	NUM
ajfa-13674	611	10	.	.	PUNCT
ajfa-13674	612	1	https://doi.org/10.1016/0378-4266(84)90010-4	https://doi.org/10.1016/0378-4266(84)90010-4	PRON
ajfa-13674	612	2	jo	jo	PROPN
ajfa-13674	612	3	,	,	PUNCT
ajfa-13674	612	4	h.	h.	PROPN
ajfa-13674	612	5	,	,	PUNCT
ajfa-13674	612	6	han	han	PROPN
ajfa-13674	612	7	,	,	PUNCT
ajfa-13674	612	8	i.	i.	PROPN
ajfa-13674	612	9	,	,	PUNCT
ajfa-13674	612	10	&	&	CCONJ
ajfa-13674	612	11	lee	lee	PROPN
ajfa-13674	612	12	,	,	PUNCT
ajfa-13674	612	13	h.	h.	PROPN
ajfa-13674	612	14	(	(	PUNCT
ajfa-13674	612	15	1997	1997	NUM
ajfa-13674	612	16	)	)	PUNCT
ajfa-13674	612	17	.	.	PUNCT
ajfa-13674	613	1	bankruptcy	bankruptcy	NOUN
ajfa-13674	613	2	prediction	prediction	NOUN
ajfa-13674	613	3	using	use	VERB
ajfa-13674	613	4	case	case	NOUN
ajfa-13674	613	5	-	-	PUNCT
ajfa-13674	613	6	based	base	VERB
ajfa-13674	613	7	reasoning	reasoning	NOUN
ajfa-13674	613	8	,	,	PUNCT
ajfa-13674	613	9	neural	neural	ADJ
ajfa-13674	613	10	network	network	NOUN
ajfa-13674	613	11	and	and	CCONJ
ajfa-13674	613	12	discriminant	discriminant	ADJ
ajfa-13674	613	13	analysis	analysis	NOUN
ajfa-13674	613	14	for	for	ADP
ajfa-13674	613	15	bankruptcy	bankruptcy	NOUN
ajfa-13674	613	16	prediction	prediction	NOUN
ajfa-13674	613	17	.	.	PUNCT
ajfa-13674	614	1	expert	expert	NOUN
ajfa-13674	614	2	systems	system	NOUN
ajfa-13674	614	3	with	with	ADP
ajfa-13674	614	4	applications	application	NOUN
ajfa-13674	614	5	,	,	PUNCT
ajfa-13674	614	6	13(2	13(2	NOUN
ajfa-13674	614	7	)	)	PUNCT
ajfa-13674	614	8	,	,	PUNCT
ajfa-13674	614	9	97	97	NUM
ajfa-13674	614	10	-	-	SYM
ajfa-13674	614	11	108	108	NUM
ajfa-13674	614	12	.	.	PUNCT
ajfa-13674	615	1	https://doi.org/10.1016/s0957-4174(97)00011-0	https://doi.org/10.1016/s0957-4174(97)00011-0	PROPN
ajfa-13674	615	2	kim	kim	PROPN
ajfa-13674	615	3	,	,	PUNCT
ajfa-13674	615	4	m.	m.	NOUN
ajfa-13674	615	5	,	,	PUNCT
ajfa-13674	615	6	&	&	CCONJ
ajfa-13674	615	7	kang	kang	PROPN
ajfa-13674	615	8	,	,	PUNCT
ajfa-13674	615	9	d.	d.	PROPN
ajfa-13674	615	10	(	(	PUNCT
ajfa-13674	615	11	2010	2010	NUM
ajfa-13674	615	12	)	)	PUNCT
ajfa-13674	615	13	.	.	PUNCT
ajfa-13674	616	1	ensemble	ensemble	ADJ
ajfa-13674	616	2	with	with	ADP
ajfa-13674	616	3	neural	neural	ADJ
ajfa-13674	616	4	networks	network	NOUN
ajfa-13674	616	5	for	for	ADP
ajfa-13674	616	6	bankruptcy	bankruptcy	NOUN
ajfa-13674	616	7	prediction	prediction	NOUN
ajfa-13674	616	8	.	.	PUNCT
ajfa-13674	617	1	expert	expert	NOUN
ajfa-13674	617	2	systems	system	NOUN
ajfa-13674	617	3	with	with	ADP
ajfa-13674	617	4	applications	application	NOUN
ajfa-13674	617	5	,	,	PUNCT
ajfa-13674	617	6	37(4	37(4	NUM
ajfa-13674	617	7	)	)	PUNCT
ajfa-13674	617	8	,	,	PUNCT
ajfa-13674	617	9	3373	3373	NUM
ajfa-13674	617	10	-	-	SYM
ajfa-13674	617	11	3379	3379	NUM
ajfa-13674	617	12	.	.	PUNCT
ajfa-13674	618	1	https://doi.org/10.1016/j.eswa.2009.10.012	https://doi.org/10.1016/j.eswa.2009.10.012	PROPN
ajfa-13674	618	2	kumar	kumar	PROPN
ajfa-13674	618	3	,	,	PUNCT
ajfa-13674	618	4	r.	r.	PROPN
ajfa-13674	618	5	g.	g.	PROPN
ajfa-13674	618	6	,	,	PUNCT
ajfa-13674	618	7	&	&	CCONJ
ajfa-13674	618	8	kumar	kumar	PROPN
ajfa-13674	618	9	,	,	PUNCT
ajfa-13674	618	10	k.	k.	PROPN
ajfa-13674	618	11	(	(	PUNCT
ajfa-13674	618	12	2012	2012	NUM
ajfa-13674	618	13	)	)	PUNCT
ajfa-13674	618	14	.	.	PUNCT
ajfa-13674	619	1	a	a	DET
ajfa-13674	619	2	comparison	comparison	NOUN
ajfa-13674	619	3	of	of	ADP
ajfa-13674	619	4	bankruptcy	bankruptcy	NOUN
ajfa-13674	619	5	models	model	NOUN
ajfa-13674	619	6	.	.	PUNCT
ajfa-13674	620	1	international	international	ADJ
ajfa-13674	620	2	journal	journal	NOUN
ajfa-13674	620	3	of	of	ADP
ajfa-13674	620	4	marketing	marketing	NOUN
ajfa-13674	620	5	,	,	PUNCT
ajfa-13674	620	6	financial	financial	ADJ
ajfa-13674	620	7	services	service	NOUN
ajfa-13674	620	8	and	and	CCONJ
ajfa-13674	620	9	management	management	NOUN
ajfa-13674	620	10	research	research	NOUN
ajfa-13674	620	11	,	,	PUNCT
ajfa-13674	620	12	1(4	1(4	NUM
ajfa-13674	620	13	)	)	PUNCT
ajfa-13674	620	14	.	.	PUNCT
ajfa-13674	621	1	lacher	lacher	PROPN
ajfa-13674	621	2	r.	r.	PROPN
ajfa-13674	621	3	,	,	PUNCT
ajfa-13674	621	4	coats	coat	VERB
ajfa-13674	621	5	p.	p.	PROPN
ajfa-13674	621	6	,	,	PUNCT
ajfa-13674	621	7	sharma	sharma	PROPN
ajfa-13674	621	8	s.	s.	PROPN
ajfa-13674	621	9	,	,	PUNCT
ajfa-13674	621	10	&	&	CCONJ
ajfa-13674	621	11	fant	fant	PROPN
ajfa-13674	621	12	l.	l.	PROPN
ajfa-13674	621	13	(	(	PUNCT
ajfa-13674	621	14	1995	1995	NUM
ajfa-13674	621	15	)	)	PUNCT
ajfa-13674	621	16	.	.	PUNCT
ajfa-13674	622	1	a	a	DET
ajfa-13674	622	2	neural	neural	ADJ
ajfa-13674	622	3	network	network	NOUN
ajfa-13674	622	4	for	for	ADP
ajfa-13674	622	5	classifying	classify	VERB
ajfa-13674	622	6	the	the	DET
ajfa-13674	622	7	financial	financial	ADJ
ajfa-13674	622	8	health	health	NOUN
ajfa-13674	622	9	of	of	ADP
ajfa-13674	622	10	a	a	DET
ajfa-13674	622	11	firm	firm	NOUN
ajfa-13674	622	12	.	.	PUNCT
ajfa-13674	623	1	european	european	PROPN
ajfa-13674	623	2	journal	journal	PROPN
ajfa-13674	623	3	of	of	ADP
ajfa-13674	623	4	operations	operation	NOUN
ajfa-13674	623	5	research	research	NOUN
ajfa-13674	623	6	,	,	PUNCT
ajfa-13674	623	7	85	85	NUM
ajfa-13674	623	8	,	,	PUNCT
ajfa-13674	623	9	53	53	NUM
ajfa-13674	623	10	-	-	SYM
ajfa-13674	623	11	65	65	NUM
ajfa-13674	623	12	.	.	PUNCT
ajfa-13674	624	1	https://doi.org/10.1016/0377-2217(93)e0274-2	https://doi.org/10.1016/0377-2217(93)e0274-2	PROPN
ajfa-13674	624	2	laitinen	laitinen	PROPN
ajfa-13674	624	3	,	,	PUNCT
ajfa-13674	624	4	e.	e.	PROPN
ajfa-13674	624	5	(	(	PUNCT
ajfa-13674	624	6	1991	1991	NUM
ajfa-13674	624	7	)	)	PUNCT
ajfa-13674	624	8	.	.	PUNCT
ajfa-13674	625	1	financial	financial	ADJ
ajfa-13674	625	2	ratios	ratio	NOUN
ajfa-13674	625	3	and	and	CCONJ
ajfa-13674	625	4	different	different	ADJ
ajfa-13674	625	5	failure	failure	NOUN
ajfa-13674	625	6	processes	process	NOUN
ajfa-13674	625	7	.	.	PUNCT
ajfa-13674	626	1	journal	journal	PROPN
ajfa-13674	626	2	of	of	ADP
ajfa-13674	626	3	business	business	NOUN
ajfa-13674	626	4	finance	finance	PROPN
ajfa-13674	626	5	&	&	CCONJ
ajfa-13674	626	6	accounting	accounting	NOUN
ajfa-13674	626	7	,	,	PUNCT
ajfa-13674	626	8	18(5	18(5	NUM
ajfa-13674	626	9	)	)	PUNCT
ajfa-13674	626	10	,	,	PUNCT
ajfa-13674	626	11	649-657.https://doi.org/10.1111/j.1468-5957.1991.tb00231.x	649-657.https://doi.org/10.1111/j.1468-5957.1991.tb00231.x	PROPN
ajfa-13674	626	12	lee	lee	PROPN
ajfa-13674	626	13	,	,	PUNCT
ajfa-13674	626	14	s.	s.	PROPN
ajfa-13674	626	15	,	,	PUNCT
ajfa-13674	626	16	&	&	CCONJ
ajfa-13674	626	17	choi	choi	PROPN
ajfa-13674	626	18	,	,	PUNCT
ajfa-13674	626	19	w.	w.	PROPN
ajfa-13674	626	20	s.	s.	PROPN
ajfa-13674	626	21	(	(	PUNCT
ajfa-13674	626	22	2013	2013	NUM
ajfa-13674	626	23	)	)	PUNCT
ajfa-13674	626	24	.	.	PUNCT
ajfa-13674	627	1	a	a	DET
ajfa-13674	627	2	multi	multi	ADJ
ajfa-13674	627	3	-	-	ADJ
ajfa-13674	627	4	industry	industry	ADJ
ajfa-13674	627	5	bankruptcy	bankruptcy	NOUN
ajfa-13674	627	6	prediction	prediction	NOUN
ajfa-13674	627	7	model	model	NOUN
ajfa-13674	627	8	using	use	VERB
ajfa-13674	627	9	back	back	ADJ
ajfa-13674	627	10	-	-	PUNCT
ajfa-13674	627	11	propagation	propagation	NOUN
ajfa-13674	627	12	neural	neural	ADJ
ajfa-13674	627	13	network	network	NOUN
ajfa-13674	627	14	and	and	CCONJ
ajfa-13674	627	15	multivariate	multivariate	VERB
ajfa-13674	627	16	discriminant	discriminant	ADJ
ajfa-13674	627	17	analysis	analysis	NOUN
ajfa-13674	627	18	.	.	PUNCT
ajfa-13674	628	1	expert	expert	NOUN
ajfa-13674	628	2	systems	system	NOUN
ajfa-13674	628	3	with	with	ADP
ajfa-13674	628	4	applications	application	NOUN
ajfa-13674	628	5	,	,	PUNCT
ajfa-13674	628	6	40(8	40(8	NUM
ajfa-13674	628	7	)	)	PUNCT
ajfa-13674	628	8	,	,	PUNCT
ajfa-13674	628	9	2941	2941	NUM
ajfa-13674	628	10	-	-	SYM
ajfa-13674	628	11	2946	2946	NUM
ajfa-13674	628	12	.	.	PUNCT
ajfa-13674	629	1	https://doi.org/10.1016/j.eswa.2012.12.009	https://doi.org/10.1016/j.eswa.2012.12.009	PROPN
ajfa-13674	629	2	lennox	lennox	PROPN
ajfa-13674	629	3	,	,	PUNCT
ajfa-13674	629	4	c.	c.	PROPN
ajfa-13674	629	5	(	(	PUNCT
ajfa-13674	629	6	1999	1999	NUM
ajfa-13674	629	7	)	)	PUNCT
ajfa-13674	629	8	.	.	PUNCT
ajfa-13674	630	1	identifying	identify	VERB
ajfa-13674	630	2	failing	fail	VERB
ajfa-13674	630	3	companies	company	NOUN
ajfa-13674	630	4	:	:	PUNCT
ajfa-13674	630	5	a	a	DET
ajfa-13674	630	6	re	re	NOUN
ajfa-13674	630	7	-	-	NOUN
ajfa-13674	630	8	evaluation	evaluation	NOUN
ajfa-13674	630	9	of	of	ADP
ajfa-13674	630	10	the	the	DET
ajfa-13674	630	11	logit	logit	NOUN
ajfa-13674	630	12	,	,	PUNCT
ajfa-13674	630	13	probit	probit	NOUN
ajfa-13674	630	14	and	and	CCONJ
ajfa-13674	630	15	asian	asian	ADJ
ajfa-13674	630	16	journal	journal	NOUN
ajfa-13674	630	17	of	of	ADP
ajfa-13674	630	18	finance	finance	PROPN
ajfa-13674	630	19	&	&	CCONJ
ajfa-13674	630	20	accounting	accounting	PROPN
ajfa-13674	630	21	issn	issn	PROPN
ajfa-13674	630	22	1946	1946	NUM
ajfa-13674	630	23	-	-	PUNCT
ajfa-13674	630	24	052x	052x	NOUN
ajfa-13674	630	25	2018	2018	NUM
ajfa-13674	630	26	,	,	PUNCT
ajfa-13674	630	27	vol	vol	NOUN
ajfa-13674	630	28	.	.	PROPN
ajfa-13674	630	29	10	10	NUM
ajfa-13674	630	30	,	,	PUNCT
ajfa-13674	630	31	no	no	INTJ
ajfa-13674	630	32	.	.	NOUN
ajfa-13674	630	33	2	2	NUM
ajfa-13674	630	34	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	630	35	60	60	NUM
ajfa-13674	630	36	mda	mda	PROPN
ajfa-13674	630	37	approaches	approach	NOUN
ajfa-13674	630	38	.	.	PUNCT
ajfa-13674	631	1	journal	journal	PROPN
ajfa-13674	631	2	of	of	ADP
ajfa-13674	631	3	economics	economic	NOUN
ajfa-13674	631	4	and	and	CCONJ
ajfa-13674	631	5	business	business	NOUN
ajfa-13674	631	6	,	,	PUNCT
ajfa-13674	631	7	51(4	51(4	NUM
ajfa-13674	631	8	)	)	PUNCT
ajfa-13674	631	9	,	,	PUNCT
ajfa-13674	631	10	347	347	NUM
ajfa-13674	631	11	-	-	SYM
ajfa-13674	631	12	364	364	NUM
ajfa-13674	631	13	.	.	NOUN
ajfa-13674	631	14	203	203	NUM
ajfa-13674	631	15	.	.	PUNCT
ajfa-13674	632	1	https://doi.org/10.1016/s0148-6195(99)00009-0	https://doi.org/10.1016/s0148-6195(99)00009-0	PROPN
ajfa-13674	632	2	lensberg	lensberg	PROPN
ajfa-13674	632	3	,	,	PUNCT
ajfa-13674	632	4	t.	t.	PROPN
ajfa-13674	632	5	,	,	PUNCT
ajfa-13674	632	6	eilifsen	eilifsen	PROPN
ajfa-13674	632	7	,	,	PUNCT
ajfa-13674	632	8	a.	a.	NOUN
ajfa-13674	632	9	,	,	PUNCT
ajfa-13674	632	10	&	&	CCONJ
ajfa-13674	632	11	mckee	mckee	PROPN
ajfa-13674	632	12	,	,	PUNCT
ajfa-13674	632	13	t.	t.	PROPN
ajfa-13674	632	14	e.	e.	PROPN
ajfa-13674	632	15	(	(	PUNCT
ajfa-13674	632	16	2006	2006	NUM
ajfa-13674	632	17	)	)	PUNCT
ajfa-13674	632	18	.	.	PUNCT
ajfa-13674	633	1	bankruptcy	bankruptcy	NOUN
ajfa-13674	633	2	theory	theory	NOUN
ajfa-13674	633	3	development	development	NOUN
ajfa-13674	633	4	and	and	CCONJ
ajfa-13674	633	5	classification	classification	NOUN
ajfa-13674	633	6	via	via	ADP
ajfa-13674	633	7	genetic	genetic	ADJ
ajfa-13674	633	8	programming	programming	NOUN
ajfa-13674	633	9	.	.	PUNCT
ajfa-13674	634	1	european	european	PROPN
ajfa-13674	634	2	journal	journal	PROPN
ajfa-13674	634	3	of	of	ADP
ajfa-13674	634	4	operational	operational	ADJ
ajfa-13674	634	5	research	research	NOUN
ajfa-13674	634	6	,	,	PUNCT
ajfa-13674	634	7	169	169	NUM
ajfa-13674	634	8	,	,	PUNCT
ajfa-13674	634	9	677	677	NUM
ajfa-13674	634	10	-	-	SYM
ajfa-13674	634	11	697	697	NUM
ajfa-13674	634	12	.	.	PUNCT
ajfa-13674	635	1	https://doi.org/10.1016/j.ejor.2004.06.013	https://doi.org/10.1016/j.ejor.2004.06.013	PROPN
ajfa-13674	635	2	li	li	PROPN
ajfa-13674	635	3	,	,	PUNCT
ajfa-13674	635	4	h.	h.	PROPN
ajfa-13674	635	5	,	,	PUNCT
ajfa-13674	635	6	&	&	CCONJ
ajfa-13674	635	7	sun	sun	PROPN
ajfa-13674	635	8	,	,	PUNCT
ajfa-13674	635	9	j.	j.	PROPN
ajfa-13674	635	10	(	(	PUNCT
ajfa-13674	635	11	2010	2010	NUM
ajfa-13674	635	12	)	)	PUNCT
ajfa-13674	635	13	.	.	PUNCT
ajfa-13674	636	1	forecasting	forecasting	NOUN
ajfa-13674	636	2	business	business	NOUN
ajfa-13674	636	3	failure	failure	NOUN
ajfa-13674	636	4	in	in	ADP
ajfa-13674	636	5	china	china	PROPN
ajfa-13674	636	6	using	use	VERB
ajfa-13674	636	7	case	case	NOUN
ajfa-13674	636	8	-	-	PUNCT
ajfa-13674	636	9	based	base	VERB
ajfa-13674	636	10	reasoning	reasoning	NOUN
ajfa-13674	636	11	with	with	ADP
ajfa-13674	636	12	hybrid	hybrid	NOUN
ajfa-13674	636	13	case	case	NOUN
ajfa-13674	636	14	representation	representation	NOUN
ajfa-13674	636	15	.	.	PUNCT
ajfa-13674	637	1	journal	journal	NOUN
ajfa-13674	637	2	of	of	ADP
ajfa-13674	637	3	forecasting	forecasting	NOUN
ajfa-13674	637	4	,	,	PUNCT
ajfa-13674	637	5	29(5	29(5	NUM
ajfa-13674	637	6	)	)	PUNCT
ajfa-13674	637	7	,	,	PUNCT
ajfa-13674	637	8	486	486	NUM
ajfa-13674	637	9	-	-	SYM
ajfa-13674	637	10	501	501	NUM
ajfa-13674	637	11	.	.	PUNCT
ajfa-13674	638	1	li	li	PROPN
ajfa-13674	638	2	,	,	PUNCT
ajfa-13674	638	3	h.	h.	PROPN
ajfa-13674	638	4	,	,	PUNCT
ajfa-13674	638	5	&	&	CCONJ
ajfa-13674	638	6	sun	sun	PROPN
ajfa-13674	638	7	,	,	PUNCT
ajfa-13674	638	8	j.	j.	PROPN
ajfa-13674	638	9	(	(	PUNCT
ajfa-13674	638	10	2011	2011	NUM
ajfa-13674	638	11	)	)	PUNCT
ajfa-13674	638	12	.	.	PUNCT
ajfa-13674	639	1	empirical	empirical	ADJ
ajfa-13674	639	2	research	research	NOUN
ajfa-13674	639	3	of	of	ADP
ajfa-13674	639	4	hybridizing	hybridize	VERB
ajfa-13674	639	5	principal	principal	ADJ
ajfa-13674	639	6	component	component	NOUN
ajfa-13674	639	7	analysis	analysis	NOUN
ajfa-13674	639	8	with	with	ADP
ajfa-13674	639	9	multivariate	multivariate	NOUN
ajfa-13674	639	10	discriminant	discriminant	ADJ
ajfa-13674	639	11	analysis	analysis	NOUN
ajfa-13674	639	12	and	and	CCONJ
ajfa-13674	639	13	logistic	logistic	ADJ
ajfa-13674	639	14	regression	regression	NOUN
ajfa-13674	639	15	for	for	ADP
ajfa-13674	639	16	business	business	NOUN
ajfa-13674	639	17	failure	failure	NOUN
ajfa-13674	639	18	prediction	prediction	NOUN
ajfa-13674	639	19	.	.	PUNCT
ajfa-13674	640	1	expert	expert	NOUN
ajfa-13674	640	2	systems	system	NOUN
ajfa-13674	640	3	with	with	ADP
ajfa-13674	640	4	applications	application	NOUN
ajfa-13674	640	5	,	,	PUNCT
ajfa-13674	640	6	38(5	38(5	NUM
ajfa-13674	640	7	)	)	PUNCT
ajfa-13674	640	8	,	,	PUNCT
ajfa-13674	640	9	6244	6244	NUM
ajfa-13674	640	10	-	-	SYM
ajfa-13674	640	11	6253	6253	NUM
ajfa-13674	640	12	.	.	PUNCT
ajfa-13674	641	1	https://doi.org/10.1016/j.eswa.2010.11.043	https://doi.org/10.1016/j.eswa.2010.11.043	PROPN
ajfa-13674	641	2	li	li	PROPN
ajfa-13674	641	3	,	,	PUNCT
ajfa-13674	641	4	h.	h.	PROPN
ajfa-13674	641	5	,	,	PUNCT
ajfa-13674	641	6	&	&	CCONJ
ajfa-13674	641	7	sun	sun	PROPN
ajfa-13674	641	8	,	,	PUNCT
ajfa-13674	641	9	j.	j.	PROPN
ajfa-13674	641	10	(	(	PUNCT
ajfa-13674	641	11	2011	2011	NUM
ajfa-13674	641	12	)	)	PUNCT
ajfa-13674	641	13	.	.	PUNCT
ajfa-13674	642	1	on	on	ADP
ajfa-13674	642	2	performance	performance	NOUN
ajfa-13674	642	3	of	of	ADP
ajfa-13674	642	4	case	case	NOUN
ajfa-13674	642	5	-	-	PUNCT
ajfa-13674	642	6	based	base	VERB
ajfa-13674	642	7	reasoning	reasoning	NOUN
ajfa-13674	642	8	in	in	ADP
ajfa-13674	642	9	chinese	chinese	ADJ
ajfa-13674	642	10	business	business	NOUN
ajfa-13674	642	11	failure	failure	NOUN
ajfa-13674	642	12	prediction	prediction	NOUN
ajfa-13674	642	13	from	from	ADP
ajfa-13674	642	14	sensitivity	sensitivity	NOUN
ajfa-13674	642	15	,	,	PUNCT
ajfa-13674	642	16	specificity	specificity	NOUN
ajfa-13674	642	17	,	,	PUNCT
ajfa-13674	642	18	positive	positive	ADJ
ajfa-13674	642	19	and	and	CCONJ
ajfa-13674	642	20	negative	negative	ADJ
ajfa-13674	642	21	values	value	NOUN
ajfa-13674	642	22	.	.	PUNCT
ajfa-13674	643	1	applied	apply	VERB
ajfa-13674	643	2	soft	soft	ADJ
ajfa-13674	643	3	computing	computing	NOUN
ajfa-13674	643	4	,	,	PUNCT
ajfa-13674	643	5	11(1	11(1	NUM
ajfa-13674	643	6	)	)	PUNCT
ajfa-13674	643	7	,	,	PUNCT
ajfa-13674	643	8	460	460	NUM
ajfa-13674	643	9	-	-	SYM
ajfa-13674	643	10	467	467	NUM
ajfa-13674	643	11	.	.	PUNCT
ajfa-13674	644	1	https://doi.org/10.1016/j.asoc.2009.12.005	https://doi.org/10.1016/j.asoc.2009.12.005	PROPN
ajfa-13674	644	2	li	li	PROPN
ajfa-13674	644	3	,	,	PUNCT
ajfa-13674	644	4	h.	h.	PROPN
ajfa-13674	644	5	,	,	PUNCT
ajfa-13674	644	6	adeli	adeli	PROPN
ajfa-13674	644	7	,	,	PUNCT
ajfa-13674	644	8	h.	h.	PROPN
ajfa-13674	644	9	,	,	PUNCT
ajfa-13674	644	10	sun	sun	PROPN
ajfa-13674	644	11	,	,	PUNCT
ajfa-13674	644	12	j.	j.	PROPN
ajfa-13674	644	13	,	,	PUNCT
ajfa-13674	644	14	&	&	CCONJ
ajfa-13674	644	15	han	han	PROPN
ajfa-13674	644	16	,	,	PUNCT
ajfa-13674	644	17	j.	j.	PROPN
ajfa-13674	644	18	(	(	PUNCT
ajfa-13674	644	19	2011	2011	NUM
ajfa-13674	644	20	)	)	PUNCT
ajfa-13674	644	21	.	.	PUNCT
ajfa-13674	645	1	hybridizing	hybridize	VERB
ajfa-13674	645	2	principles	principle	NOUN
ajfa-13674	645	3	of	of	ADP
ajfa-13674	645	4	topsis	topsis	NOUN
ajfa-13674	645	5	with	with	ADP
ajfa-13674	645	6	case	case	NOUN
ajfa-13674	645	7	based	base	VERB
ajfa-13674	645	8	reasoning	reasoning	NOUN
ajfa-13674	645	9	for	for	ADP
ajfa-13674	645	10	business	business	NOUN
ajfa-13674	645	11	failure	failure	NOUN
ajfa-13674	645	12	prediction	prediction	NOUN
ajfa-13674	645	13	.	.	PUNCT
ajfa-13674	646	1	computers	computer	NOUN
ajfa-13674	646	2	&	&	CCONJ
ajfa-13674	646	3	operations	operation	NOUN
ajfa-13674	646	4	research	research	NOUN
ajfa-13674	646	5	,	,	PUNCT
ajfa-13674	646	6	38(2	38(2	NOUN
ajfa-13674	646	7	)	)	PUNCT
ajfa-13674	646	8	,	,	PUNCT
ajfa-13674	646	9	409	409	NUM
ajfa-13674	646	10	-	-	SYM
ajfa-13674	646	11	419	419	NUM
ajfa-13674	646	12	.	.	PUNCT
ajfa-13674	647	1	https://doi.org/10.1016/j.cor.2010.06.008	https://doi.org/10.1016/j.cor.2010.06.008	PROPN
ajfa-13674	647	2	li	li	PROPN
ajfa-13674	647	3	,	,	PUNCT
ajfa-13674	647	4	h.	h.	PROPN
ajfa-13674	647	5	,	,	PUNCT
ajfa-13674	647	6	sun	sun	PROPN
ajfa-13674	647	7	,	,	PUNCT
ajfa-13674	647	8	j.	j.	PROPN
ajfa-13674	647	9	,	,	PUNCT
ajfa-13674	647	10	&	&	CCONJ
ajfa-13674	647	11	sun	sun	PROPN
ajfa-13674	647	12	,	,	PUNCT
ajfa-13674	647	13	b.-l	b.-l	PROPN
ajfa-13674	647	14	.	.	PUNCT
ajfa-13674	648	1	(	(	PUNCT
ajfa-13674	648	2	2009	2009	NUM
ajfa-13674	648	3	)	)	PUNCT
ajfa-13674	648	4	.	.	PUNCT
ajfa-13674	649	1	financial	financial	ADJ
ajfa-13674	649	2	distress	distress	NOUN
ajfa-13674	649	3	prediction	prediction	NOUN
ajfa-13674	649	4	based	base	VERB
ajfa-13674	649	5	on	on	ADP
ajfa-13674	649	6	or	or	CCONJ
ajfa-13674	649	7	-	-	PUNCT
ajfa-13674	649	8	cbr	cbr	NOUN
ajfa-13674	649	9	in	in	ADP
ajfa-13674	649	10	the	the	DET
ajfa-13674	649	11	principle	principle	NOUN
ajfa-13674	649	12	of	of	ADP
ajfa-13674	649	13	k	k	X
ajfa-13674	649	14	-	-	PUNCT
ajfa-13674	649	15	nearest	near	ADJ
ajfa-13674	649	16	neighbors	neighbor	NOUN
ajfa-13674	649	17	.	.	PUNCT
ajfa-13674	650	1	expert	expert	NOUN
ajfa-13674	650	2	systems	system	NOUN
ajfa-13674	650	3	with	with	ADP
ajfa-13674	650	4	applications	application	NOUN
ajfa-13674	650	5	,	,	PUNCT
ajfa-13674	650	6	39(1	39(1	NUM
ajfa-13674	650	7	)	)	PUNCT
ajfa-13674	650	8	,	,	PUNCT
ajfa-13674	650	9	643	643	NUM
ajfa-13674	650	10	-	-	SYM
ajfa-13674	650	11	659	659	NUM
ajfa-13674	650	12	.	.	PUNCT
ajfa-13674	651	1	https://doi.org/10.1016/j.eswa.2007.09.038	https://doi.org/10.1016/j.eswa.2007.09.038	PROPN
ajfa-13674	651	2	libby	libby	PROPN
ajfa-13674	651	3	,	,	PUNCT
ajfa-13674	651	4	r.	r.	PROPN
ajfa-13674	651	5	(	(	PUNCT
ajfa-13674	651	6	1975	1975	NUM
ajfa-13674	651	7	)	)	PUNCT
ajfa-13674	651	8	.	.	PUNCT
ajfa-13674	652	1	accounting	accounting	NOUN
ajfa-13674	652	2	ratios	ratio	NOUN
ajfa-13674	652	3	and	and	CCONJ
ajfa-13674	652	4	the	the	DET
ajfa-13674	652	5	prediction	prediction	NOUN
ajfa-13674	652	6	of	of	ADP
ajfa-13674	652	7	failure	failure	NOUN
ajfa-13674	652	8	;	;	PUNCT
ajfa-13674	652	9	some	some	DET
ajfa-13674	652	10	behavioral	behavioral	ADJ
ajfa-13674	652	11	evidence	evidence	NOUN
ajfa-13674	652	12	.	.	PUNCT
ajfa-13674	653	1	journal	journal	NOUN
ajfa-13674	653	2	of	of	ADP
ajfa-13674	653	3	accounting	accounting	NOUN
ajfa-13674	653	4	research	research	NOUN
ajfa-13674	653	5	,	,	PUNCT
ajfa-13674	653	6	13(1	13(1	NUM
ajfa-13674	653	7	)	)	PUNCT
ajfa-13674	653	8	,	,	PUNCT
ajfa-13674	653	9	150	150	NUM
ajfa-13674	653	10	-	-	SYM
ajfa-13674	653	11	161	161	NUM
ajfa-13674	653	12	.	.	PUNCT
ajfa-13674	654	1	https://doi.org/10.2307/2490653	https://doi.org/10.2307/2490653	PROPN
ajfa-13674	654	2	lin	lin	PROPN
ajfa-13674	654	3	,	,	PUNCT
ajfa-13674	654	4	f.-y	f.-y	PROPN
ajfa-13674	654	5	.	.	PUNCT
ajfa-13674	654	6	,	,	PUNCT
ajfa-13674	654	7	&	&	CCONJ
ajfa-13674	654	8	mcclean	mcclean	PROPN
ajfa-13674	654	9	,	,	PUNCT
ajfa-13674	654	10	s.	s.	PROPN
ajfa-13674	654	11	(	(	PUNCT
ajfa-13674	654	12	2001	2001	NUM
ajfa-13674	654	13	)	)	PUNCT
ajfa-13674	654	14	.	.	PUNCT
ajfa-13674	655	1	a	a	DET
ajfa-13674	655	2	data	data	NOUN
ajfa-13674	655	3	mining	mining	NOUN
ajfa-13674	655	4	approach	approach	NOUN
ajfa-13674	655	5	to	to	ADP
ajfa-13674	655	6	the	the	DET
ajfa-13674	655	7	prediction	prediction	NOUN
ajfa-13674	655	8	of	of	ADP
ajfa-13674	655	9	corporate	corporate	ADJ
ajfa-13674	655	10	failure	failure	NOUN
ajfa-13674	655	11	.	.	PUNCT
ajfa-13674	656	1	knowledge	knowledge	NOUN
ajfa-13674	656	2	-	-	PUNCT
ajfa-13674	656	3	based	base	VERB
ajfa-13674	656	4	systems	system	NOUN
ajfa-13674	656	5	,	,	PUNCT
ajfa-13674	656	6	14	14	NUM
ajfa-13674	656	7	,	,	PUNCT
ajfa-13674	656	8	189	189	NUM
ajfa-13674	656	9	-	-	SYM
ajfa-13674	656	10	195	195	NUM
ajfa-13674	656	11	.	.	PUNCT
ajfa-13674	657	1	https://doi.org/10.1016/s0950-7051(01)00096-x	https://doi.org/10.1016/s0950-7051(01)00096-x	PROPN
ajfa-13674	657	2	lincoln	lincoln	NOUN
ajfa-13674	657	3	,	,	PUNCT
ajfa-13674	657	4	m.	m.	NOUN
ajfa-13674	657	5	(	(	PUNCT
ajfa-13674	657	6	1984	1984	NUM
ajfa-13674	657	7	)	)	PUNCT
ajfa-13674	657	8	.	.	PUNCT
ajfa-13674	658	1	an	an	DET
ajfa-13674	658	2	empirical	empirical	ADJ
ajfa-13674	658	3	study	study	NOUN
ajfa-13674	658	4	of	of	ADP
ajfa-13674	658	5	the	the	DET
ajfa-13674	658	6	usefulness	usefulness	NOUN
ajfa-13674	658	7	of	of	ADP
ajfa-13674	658	8	accounting	accounting	NOUN
ajfa-13674	658	9	ratios	ratio	NOUN
ajfa-13674	658	10	to	to	PART
ajfa-13674	658	11	describe	describe	VERB
ajfa-13674	658	12	levels	level	NOUN
ajfa-13674	658	13	of	of	ADP
ajfa-13674	658	14	insolvency	insolvency	NOUN
ajfa-13674	658	15	risk	risk	NOUN
ajfa-13674	658	16	.	.	PUNCT
ajfa-13674	659	1	journal	journal	NOUN
ajfa-13674	659	2	of	of	ADP
ajfa-13674	659	3	banking	banking	NOUN
ajfa-13674	659	4	and	and	CCONJ
ajfa-13674	659	5	finance	finance	NOUN
ajfa-13674	659	6	,	,	PUNCT
ajfa-13674	659	7	7	7	NUM
ajfa-13674	659	8	,	,	PUNCT
ajfa-13674	659	9	321	321	NUM
ajfa-13674	659	10	.	.	PUNCT
ajfa-13674	660	1	https://doi.org/10.1016/0378-4266(84)90011-6	https://doi.org/10.1016/0378-4266(84)90011-6	PROPN
ajfa-13674	660	2	mahalakshmi	mahalakshmi	PROPN
ajfa-13674	660	3	a.	a.	NOUN
ajfa-13674	660	4	(	(	PUNCT
ajfa-13674	660	5	2013	2013	NUM
ajfa-13674	660	6	)	)	PUNCT
ajfa-13674	660	7	.	.	PUNCT
ajfa-13674	661	1	industrial	industrial	ADJ
ajfa-13674	661	2	sickness	sickness	NOUN
ajfa-13674	661	3	in	in	ADP
ajfa-13674	661	4	indian	indian	ADJ
ajfa-13674	661	5	corporate	corporate	ADJ
ajfa-13674	661	6	sector	sector	NOUN
ajfa-13674	661	7	:	:	PUNCT
ajfa-13674	661	8	discriminators	discriminator	NOUN
ajfa-13674	661	9	,	,	PUNCT
ajfa-13674	661	10	predictors	predictor	NOUN
ajfa-13674	661	11	and	and	CCONJ
ajfa-13674	661	12	development	development	NOUN
ajfa-13674	661	13	of	of	ADP
ajfa-13674	661	14	prediction	prediction	NOUN
ajfa-13674	661	15	models	model	NOUN
ajfa-13674	661	16	,	,	PUNCT
ajfa-13674	661	17	ph	ph	PROPN
ajfa-13674	661	18	.	.	PROPN
ajfa-13674	661	19	d.	d.	PROPN
ajfa-13674	661	20	thesis	thesis	PROPN
ajfa-13674	661	21	submitted	submit	VERB
ajfa-13674	661	22	to	to	ADP
ajfa-13674	661	23	bharathiar	bharathiar	PROPN
ajfa-13674	661	24	university	university	PROPN
ajfa-13674	661	25	,	,	PUNCT
ajfa-13674	661	26	may	may	AUX
ajfa-13674	661	27	2013	2013	NUM
ajfa-13674	661	28	.	.	PUNCT
ajfa-13674	662	1	min	min	PROPN
ajfa-13674	662	2	,	,	PUNCT
ajfa-13674	662	3	j.-h	j.-h	PROPN
ajfa-13674	662	4	.	.	PUNCT
ajfa-13674	662	5	,	,	PUNCT
ajfa-13674	662	6	&	&	CCONJ
ajfa-13674	662	7	lee	lee	PROPN
ajfa-13674	662	8	,	,	PUNCT
ajfa-13674	662	9	y.-c	y.-c	PROPN
ajfa-13674	662	10	.	.	PUNCT
ajfa-13674	663	1	(	(	PUNCT
ajfa-13674	663	2	2005	2005	NUM
ajfa-13674	663	3	)	)	PUNCT
ajfa-13674	663	4	.	.	PUNCT
ajfa-13674	664	1	bankruptcy	bankruptcy	NOUN
ajfa-13674	664	2	prediction	prediction	NOUN
ajfa-13674	664	3	using	use	VERB
ajfa-13674	664	4	support	support	NOUN
ajfa-13674	664	5	vector	vector	NOUN
ajfa-13674	664	6	machine	machine	NOUN
ajfa-13674	664	7	with	with	ADP
ajfa-13674	664	8	optimal	optimal	ADJ
ajfa-13674	664	9	choice	choice	NOUN
ajfa-13674	664	10	of	of	ADP
ajfa-13674	664	11	kernel	kernel	PROPN
ajfa-13674	664	12	function	function	PROPN
ajfa-13674	664	13	parameters	parameter	NOUN
ajfa-13674	664	14	.	.	PUNCT
ajfa-13674	665	1	expert	expert	NOUN
ajfa-13674	665	2	systems	system	NOUN
ajfa-13674	665	3	with	with	ADP
ajfa-13674	665	4	applications	application	NOUN
ajfa-13674	665	5	,	,	PUNCT
ajfa-13674	665	6	28	28	NUM
ajfa-13674	665	7	,	,	PUNCT
ajfa-13674	665	8	603	603	NUM
ajfa-13674	665	9	-	-	SYM
ajfa-13674	665	10	614	614	NUM
ajfa-13674	665	11	.	.	PUNCT
ajfa-13674	666	1	https://doi.org/10.1016/j.eswa.2004.12.008	https://doi.org/10.1016/j.eswa.2004.12.008	PROPN
ajfa-13674	666	2	min	min	PROPN
ajfa-13674	666	3	,	,	PUNCT
ajfa-13674	666	4	s.-h	s.-h	NOUN
ajfa-13674	666	5	.	.	PROPN
ajfa-13674	666	6	,	,	PUNCT
ajfa-13674	666	7	lee	lee	PROPN
ajfa-13674	666	8	,	,	PUNCT
ajfa-13674	666	9	j.	j.	PROPN
ajfa-13674	666	10	,	,	PUNCT
ajfa-13674	666	11	&	&	CCONJ
ajfa-13674	666	12	han	han	PROPN
ajfa-13674	666	13	,	,	PUNCT
ajfa-13674	666	14	i.	i.	PROPN
ajfa-13674	666	15	(	(	PUNCT
ajfa-13674	666	16	2006	2006	NUM
ajfa-13674	666	17	)	)	PUNCT
ajfa-13674	666	18	.	.	PUNCT
ajfa-13674	667	1	hybrid	hybrid	ADJ
ajfa-13674	667	2	genetic	genetic	ADJ
ajfa-13674	667	3	algorithms	algorithm	NOUN
ajfa-13674	667	4	and	and	CCONJ
ajfa-13674	667	5	support	support	VERB
ajfa-13674	667	6	vector	vector	NOUN
ajfa-13674	667	7	machines	machine	NOUN
ajfa-13674	667	8	for	for	ADP
ajfa-13674	667	9	bankruptcy	bankruptcy	NOUN
ajfa-13674	667	10	prediction	prediction	NOUN
ajfa-13674	667	11	.	.	PUNCT
ajfa-13674	668	1	expert	expert	NOUN
ajfa-13674	668	2	systems	system	NOUN
ajfa-13674	668	3	with	with	ADP
ajfa-13674	668	4	applications	application	NOUN
ajfa-13674	668	5	,	,	PUNCT
ajfa-13674	668	6	31(3	31(3	NUM
ajfa-13674	668	7	)	)	PUNCT
ajfa-13674	668	8	,	,	PUNCT
ajfa-13674	668	9	652	652	NUM
ajfa-13674	668	10	-	-	SYM
ajfa-13674	668	11	660	660	NUM
ajfa-13674	668	12	.	.	PUNCT
ajfa-13674	669	1	https://doi.org/10.1016/j.eswa.2005.09.070	https://doi.org/10.1016/j.eswa.2005.09.070	PROPN
ajfa-13674	669	2	asian	asian	ADJ
ajfa-13674	669	3	journal	journal	PROPN
ajfa-13674	669	4	of	of	ADP
ajfa-13674	669	5	finance	finance	PROPN
ajfa-13674	669	6	&	&	CCONJ
ajfa-13674	669	7	accounting	accounting	PROPN
ajfa-13674	669	8	issn	issn	PROPN
ajfa-13674	669	9	1946	1946	NUM
ajfa-13674	669	10	-	-	PUNCT
ajfa-13674	669	11	052x	052x	NOUN
ajfa-13674	669	12	2018	2018	NUM
ajfa-13674	669	13	,	,	PUNCT
ajfa-13674	669	14	vol	vol	NOUN
ajfa-13674	669	15	.	.	PROPN
ajfa-13674	670	1	10	10	NUM
ajfa-13674	670	2	,	,	PUNCT
ajfa-13674	670	3	no	no	INTJ
ajfa-13674	670	4	.	.	NOUN
ajfa-13674	670	5	2	2	NUM
ajfa-13674	670	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	670	7	61	61	NUM
ajfa-13674	670	8	mine	mine	NOUN
ajfa-13674	670	9	u.	u.	NOUN
ajfa-13674	670	10	,	,	PUNCT
ajfa-13674	670	11	&	&	CCONJ
ajfa-13674	670	12	hakan	hakan	PROPN
ajfa-13674	670	13	a.	a.	PROPN
ajfa-13674	670	14	,	,	PUNCT
ajfa-13674	670	15	(	(	PUNCT
ajfa-13674	670	16	2006	2006	NUM
ajfa-13674	670	17	)	)	PUNCT
ajfa-13674	670	18	.	.	PUNCT
ajfa-13674	671	1	prediction	prediction	NOUN
ajfa-13674	671	2	of	of	ADP
ajfa-13674	671	3	corporate	corporate	ADJ
ajfa-13674	671	4	financial	financial	ADJ
ajfa-13674	671	5	distress	distress	NOUN
ajfa-13674	671	6	in	in	ADP
ajfa-13674	671	7	an	an	DET
ajfa-13674	671	8	emerging	emerge	VERB
ajfa-13674	671	9	market	market	NOUN
ajfa-13674	671	10	:	:	PUNCT
ajfa-13674	671	11	the	the	DET
ajfa-13674	671	12	case	case	NOUN
ajfa-13674	671	13	of	of	ADP
ajfa-13674	671	14	turkey	turkey	PROPN
ajfa-13674	671	15	.	.	PUNCT
ajfa-13674	672	1	cross	cross	PROPN
ajfa-13674	672	2	cultural	cultural	ADJ
ajfa-13674	672	3	management	management	NOUN
ajfa-13674	672	4	:	:	PUNCT
ajfa-13674	672	5	an	an	DET
ajfa-13674	672	6	international	international	ADJ
ajfa-13674	672	7	journal	journal	NOUN
ajfa-13674	672	8	,	,	PUNCT
ajfa-13674	672	9	13(4	13(4	NUM
ajfa-13674	672	10	)	)	PUNCT
ajfa-13674	672	11	,	,	PUNCT
ajfa-13674	672	12	page	page	NOUN
ajfa-13674	672	13	277	277	NUM
ajfa-13674	672	14	-	-	SYM
ajfa-13674	672	15	295	295	NUM
ajfa-13674	672	16	.	.	PUNCT
ajfa-13674	673	1	https://doi.org/10.1108/13527600610713396	https://doi.org/10.1108/13527600610713396	PROPN
ajfa-13674	673	2	mohamed	mohamed	PROPN
ajfa-13674	673	3	s	s	PROPN
ajfa-13674	673	4	,	,	PUNCT
ajfa-13674	673	5	li	li	PROPN
ajfa-13674	673	6	aj	aj	PROPN
ajfa-13674	673	7	,	,	PUNCT
ajfa-13674	673	8	&	&	CCONJ
ajfa-13674	673	9	sanda	sanda	PROPN
ajfa-13674	673	10	a.	a.	PROPN
ajfa-13674	673	11	u.	u.	PROPN
ajfa-13674	673	12	(	(	PUNCT
ajfa-13674	673	13	2001	2001	NUM
ajfa-13674	673	14	)	)	PUNCT
ajfa-13674	673	15	.	.	PUNCT
ajfa-13674	674	1	predicting	predict	VERB
ajfa-13674	674	2	corporate	corporate	ADJ
ajfa-13674	674	3	failure	failure	NOUN
ajfa-13674	674	4	in	in	ADP
ajfa-13674	674	5	malaysia	malaysia	PROPN
ajfa-13674	674	6	:	:	PUNCT
ajfa-13674	674	7	an	an	DET
ajfa-13674	674	8	application	application	NOUN
ajfa-13674	674	9	of	of	ADP
ajfa-13674	674	10	the	the	DET
ajfa-13674	674	11	logit	logit	NOUN
ajfa-13674	674	12	model	model	NOUN
ajfa-13674	674	13	to	to	ADP
ajfa-13674	674	14	financial	financial	ADJ
ajfa-13674	674	15	ratio	ratio	NOUN
ajfa-13674	674	16	analysis	analysis	NOUN
ajfa-13674	674	17	.	.	PUNCT
ajfa-13674	675	1	asian	asian	PROPN
ajfa-13674	675	2	academy	academy	PROPN
ajfa-13674	675	3	of	of	ADP
ajfa-13674	675	4	management	management	PROPN
ajfa-13674	675	5	journal	journal	NOUN
ajfa-13674	675	6	,	,	PUNCT
ajfa-13674	675	7	6(1	6(1	NUM
ajfa-13674	675	8	)	)	PUNCT
ajfa-13674	675	9	,	,	PUNCT
ajfa-13674	675	10	99	99	NUM
ajfa-13674	675	11	-	-	SYM
ajfa-13674	675	12	118	118	NUM
ajfa-13674	675	13	.	.	PUNCT
ajfa-13674	676	1	nam	nam	PROPN
ajfa-13674	676	2	,	,	PUNCT
ajfa-13674	676	3	j.	j.	PROPN
ajfa-13674	676	4	,	,	PUNCT
ajfa-13674	676	5	&	&	CCONJ
ajfa-13674	676	6	jinn	jinn	PROPN
ajfa-13674	676	7	t.	t.	PROPN
ajfa-13674	676	8	(	(	PUNCT
ajfa-13674	676	9	2000	2000	NUM
ajfa-13674	676	10	)	)	PUNCT
ajfa-13674	676	11	.	.	PUNCT
ajfa-13674	677	1	bankruptcy	bankruptcy	NOUN
ajfa-13674	677	2	prediction	prediction	NOUN
ajfa-13674	677	3	:	:	PUNCT
ajfa-13674	677	4	evidence	evidence	NOUN
ajfa-13674	677	5	from	from	ADP
ajfa-13674	677	6	korean	korean	ADJ
ajfa-13674	677	7	listed	list	VERB
ajfa-13674	677	8	companies	company	NOUN
ajfa-13674	677	9	during	during	ADP
ajfa-13674	677	10	the	the	DET
ajfa-13674	677	11	imf	imf	PROPN
ajfa-13674	677	12	crisis	crisis	NOUN
ajfa-13674	677	13	.	.	PUNCT
ajfa-13674	678	1	journal	journal	PROPN
ajfa-13674	678	2	of	of	ADP
ajfa-13674	678	3	international	international	ADJ
ajfa-13674	678	4	financial	financial	ADJ
ajfa-13674	678	5	management	management	NOUN
ajfa-13674	678	6	and	and	CCONJ
ajfa-13674	678	7	accounting	accounting	NOUN
ajfa-13674	678	8	,	,	PUNCT
ajfa-13674	678	9	11(3	11(3	NUM
ajfa-13674	678	10	)	)	PUNCT
ajfa-13674	678	11	,	,	PUNCT
ajfa-13674	678	12	178	178	NUM
ajfa-13674	678	13	-	-	SYM
ajfa-13674	678	14	197	197	NUM
ajfa-13674	678	15	.	.	PUNCT
ajfa-13674	679	1	https://doi.org/10.1111/1467-646x.00061	https://doi.org/10.1111/1467-646x.00061	NOUN
ajfa-13674	679	2	odom	odom	NOUN
ajfa-13674	679	3	,	,	PUNCT
ajfa-13674	679	4	m.	m.	NOUN
ajfa-13674	679	5	,	,	PUNCT
ajfa-13674	679	6	&	&	CCONJ
ajfa-13674	679	7	sharda	sharda	PROPN
ajfa-13674	679	8	,	,	PUNCT
ajfa-13674	679	9	r.	r.	PROPN
ajfa-13674	679	10	(	(	PUNCT
ajfa-13674	679	11	1990	1990	NUM
ajfa-13674	679	12	)	)	PUNCT
ajfa-13674	679	13	.	.	PUNCT
ajfa-13674	680	1	a	a	DET
ajfa-13674	680	2	neural	neural	ADJ
ajfa-13674	680	3	networks	network	NOUN
ajfa-13674	680	4	model	model	NOUN
ajfa-13674	680	5	for	for	ADP
ajfa-13674	680	6	bankruptcy	bankruptcy	NOUN
ajfa-13674	680	7	prediction	prediction	NOUN
ajfa-13674	680	8	.	.	PUNCT
ajfa-13674	681	1	proceedings	proceeding	NOUN
ajfa-13674	681	2	of	of	ADP
ajfa-13674	681	3	the	the	DET
ajfa-13674	681	4	ieee	ieee	NOUN
ajfa-13674	681	5	international	international	PROPN
ajfa-13674	681	6	conference	conference	NOUN
ajfa-13674	681	7	on	on	ADP
ajfa-13674	681	8	neural	neural	ADJ
ajfa-13674	681	9	network	network	NOUN
ajfa-13674	681	10	,	,	PUNCT
ajfa-13674	681	11	2	2	NUM
ajfa-13674	681	12	,	,	PUNCT
ajfa-13674	681	13	163	163	NUM
ajfa-13674	681	14	-	-	SYM
ajfa-13674	681	15	168	168	NUM
ajfa-13674	681	16	.	.	PUNCT
ajfa-13674	682	1	ohlson	ohlson	NOUN
ajfa-13674	682	2	,	,	PUNCT
ajfa-13674	682	3	j.	j.	PROPN
ajfa-13674	682	4	a.	a.	PROPN
ajfa-13674	682	5	(	(	PUNCT
ajfa-13674	682	6	1980	1980	NUM
ajfa-13674	682	7	)	)	PUNCT
ajfa-13674	682	8	.	.	PUNCT
ajfa-13674	683	1	financial	financial	ADJ
ajfa-13674	683	2	ratios	ratio	NOUN
ajfa-13674	683	3	and	and	CCONJ
ajfa-13674	683	4	the	the	DET
ajfa-13674	683	5	probabilistic	probabilistic	ADJ
ajfa-13674	683	6	prediction	prediction	NOUN
ajfa-13674	683	7	of	of	ADP
ajfa-13674	683	8	bankruptcy	bankruptcy	NOUN
ajfa-13674	683	9	.	.	PUNCT
ajfa-13674	684	1	journal	journal	PROPN
ajfa-13674	684	2	of	of	ADP
ajfa-13674	684	3	accounting	accounting	NOUN
ajfa-13674	684	4	research	research	NOUN
ajfa-13674	684	5	,	,	PUNCT
ajfa-13674	684	6	18(1	18(1	NUM
ajfa-13674	684	7	)	)	PUNCT
ajfa-13674	684	8	,	,	PUNCT
ajfa-13674	684	9	109	109	NUM
ajfa-13674	684	10	-	-	SYM
ajfa-13674	684	11	131	131	NUM
ajfa-13674	684	12	.	.	PUNCT
ajfa-13674	685	1	https://doi.org/10.2307/2490395	https://doi.org/10.2307/2490395	PROPN
ajfa-13674	685	2	patrick	patrick	PROPN
ajfa-13674	685	3	,	,	PUNCT
ajfa-13674	685	4	p.	p.	PROPN
ajfa-13674	685	5	f.	f.	PROPN
ajfa-13674	685	6	(	(	PUNCT
ajfa-13674	685	7	1932	1932	NUM
ajfa-13674	685	8	)	)	PUNCT
ajfa-13674	685	9	.	.	PUNCT
ajfa-13674	686	1	a	a	DET
ajfa-13674	686	2	comparison	comparison	NOUN
ajfa-13674	686	3	of	of	ADP
ajfa-13674	686	4	the	the	DET
ajfa-13674	686	5	ratios	ratio	NOUN
ajfa-13674	686	6	of	of	ADP
ajfa-13674	686	7	successful	successful	ADJ
ajfa-13674	686	8	industrial	industrial	ADJ
ajfa-13674	686	9	enterprises	enterprise	NOUN
ajfa-13674	686	10	with	with	ADP
ajfa-13674	686	11	that	that	PRON
ajfa-13674	686	12	of	of	ADP
ajfa-13674	686	13	distressed	distressed	ADJ
ajfa-13674	686	14	companies	company	NOUN
ajfa-13674	686	15	.	.	PUNCT
ajfa-13674	687	1	journal	journal	NOUN
ajfa-13674	687	2	of	of	ADP
ajfa-13674	687	3	accounting	accounting	NOUN
ajfa-13674	687	4	research	research	NOUN
ajfa-13674	687	5	,	,	PUNCT
ajfa-13674	687	6	727	727	NUM
ajfa-13674	687	7	-	-	SYM
ajfa-13674	687	8	731	731	NUM
ajfa-13674	687	9	.	.	PUNCT
ajfa-13674	688	1	pendharkar	pendharkar	NOUN
ajfa-13674	688	2	,	,	PUNCT
ajfa-13674	688	3	p.	p.	PROPN
ajfa-13674	688	4	c.	c.	PROPN
ajfa-13674	688	5	(	(	PUNCT
ajfa-13674	688	6	2005	2005	NUM
ajfa-13674	688	7	)	)	PUNCT
ajfa-13674	688	8	.	.	PUNCT
ajfa-13674	689	1	a	a	DET
ajfa-13674	689	2	threshold	threshold	NOUN
ajfa-13674	689	3	-	-	PUNCT
ajfa-13674	689	4	varying	vary	VERB
ajfa-13674	689	5	artificial	artificial	ADJ
ajfa-13674	689	6	neural	neural	ADJ
ajfa-13674	689	7	network	network	NOUN
ajfa-13674	689	8	approach	approach	NOUN
ajfa-13674	689	9	for	for	ADP
ajfa-13674	689	10	classification	classification	NOUN
ajfa-13674	689	11	and	and	CCONJ
ajfa-13674	689	12	its	its	PRON
ajfa-13674	689	13	application	application	NOUN
ajfa-13674	689	14	to	to	ADP
ajfa-13674	689	15	bankruptcy	bankruptcy	NOUN
ajfa-13674	689	16	prediction	prediction	NOUN
ajfa-13674	689	17	problem	problem	NOUN
ajfa-13674	689	18	.	.	PUNCT
ajfa-13674	690	1	computers	computer	NOUN
ajfa-13674	690	2	&	&	CCONJ
ajfa-13674	690	3	operations	operation	NOUN
ajfa-13674	690	4	research	research	NOUN
ajfa-13674	690	5	,	,	PUNCT
ajfa-13674	690	6	32	32	NUM
ajfa-13674	690	7	,	,	PUNCT
ajfa-13674	690	8	2561	2561	NUM
ajfa-13674	690	9	-	-	SYM
ajfa-13674	690	10	2582	2582	NUM
ajfa-13674	690	11	.	.	PUNCT
ajfa-13674	691	1	https://doi.org/10.1016/j.cor.2004.06.023	https://doi.org/10.1016/j.cor.2004.06.023	NOUN
ajfa-13674	691	2	polat	polat	NOUN
ajfa-13674	691	3	,	,	PUNCT
ajfa-13674	691	4	k.	k.	PROPN
ajfa-13674	691	5	,	,	PUNCT
ajfa-13674	691	6	&	&	CCONJ
ajfa-13674	691	7	günes	güne	NOUN
ajfa-13674	691	8	,	,	PUNCT
ajfa-13674	691	9	s.	s.	PROPN
ajfa-13674	691	10	(	(	PUNCT
ajfa-13674	691	11	2008	2008	NUM
ajfa-13674	691	12	)	)	PUNCT
ajfa-13674	691	13	.	.	PUNCT
ajfa-13674	692	1	principles	principle	NOUN
ajfa-13674	692	2	component	component	NOUN
ajfa-13674	692	3	analysis	analysis	NOUN
ajfa-13674	692	4	,	,	PUNCT
ajfa-13674	692	5	fuzzy	fuzzy	ADJ
ajfa-13674	692	6	weighting	weighting	NOUN
ajfa-13674	692	7	preprocessing	preprocessing	NOUN
ajfa-13674	692	8	and	and	CCONJ
ajfa-13674	692	9	artificial	artificial	ADJ
ajfa-13674	692	10	immune	immune	ADJ
ajfa-13674	692	11	recognition	recognition	NOUN
ajfa-13674	692	12	system	system	NOUN
ajfa-13674	692	13	based	base	VERB
ajfa-13674	692	14	diagnostic	diagnostic	ADJ
ajfa-13674	692	15	system	system	NOUN
ajfa-13674	692	16	for	for	ADP
ajfa-13674	692	17	diagnosis	diagnosis	NOUN
ajfa-13674	692	18	of	of	ADP
ajfa-13674	692	19	lung	lung	NOUN
ajfa-13674	692	20	cancer	cancer	NOUN
ajfa-13674	692	21	.	.	PUNCT
ajfa-13674	693	1	expert	expert	NOUN
ajfa-13674	693	2	systems	system	NOUN
ajfa-13674	693	3	with	with	ADP
ajfa-13674	693	4	applications	application	NOUN
ajfa-13674	693	5	,	,	PUNCT
ajfa-13674	693	6	34(1	34(1	NUM
ajfa-13674	693	7	)	)	PUNCT
ajfa-13674	693	8	,	,	PUNCT
ajfa-13674	693	9	214	214	NUM
ajfa-13674	693	10	-	-	SYM
ajfa-13674	693	11	221	221	NUM
ajfa-13674	693	12	.	.	PUNCT
ajfa-13674	694	1	https://doi.org/10.1016/j.eswa.2006.10.011	https://doi.org/10.1016/j.eswa.2006.10.011	NOUN
ajfa-13674	694	2	https://doi.org/10.1016/j.eswa.2006.09.001	https://doi.org/10.1016/j.eswa.2006.09.001	VERB
ajfa-13674	694	3	ravisankar	ravisankar	NOUN
ajfa-13674	694	4	,	,	PUNCT
ajfa-13674	694	5	p.	p.	PROPN
ajfa-13674	694	6	,	,	PUNCT
ajfa-13674	694	7	&	&	CCONJ
ajfa-13674	694	8	ravi	ravi	PROPN
ajfa-13674	694	9	,	,	PUNCT
ajfa-13674	694	10	v.	v.	PROPN
ajfa-13674	694	11	(	(	PUNCT
ajfa-13674	694	12	2010	2010	NUM
ajfa-13674	694	13	)	)	PUNCT
ajfa-13674	694	14	.	.	PUNCT
ajfa-13674	695	1	financial	financial	ADJ
ajfa-13674	695	2	distress	distress	NOUN
ajfa-13674	695	3	prediction	prediction	NOUN
ajfa-13674	695	4	in	in	ADP
ajfa-13674	695	5	banks	bank	NOUN
ajfa-13674	695	6	using	use	VERB
ajfa-13674	695	7	group	group	NOUN
ajfa-13674	695	8	method	method	NOUN
ajfa-13674	695	9	of	of	ADP
ajfa-13674	695	10	data	datum	NOUN
ajfa-13674	695	11	handling	handle	VERB
ajfa-13674	695	12	neural	neural	ADJ
ajfa-13674	695	13	network	network	NOUN
ajfa-13674	695	14	,	,	PUNCT
ajfa-13674	695	15	counter	counter	NOUN
ajfa-13674	695	16	propagation	propagation	NOUN
ajfa-13674	695	17	neural	neural	ADJ
ajfa-13674	695	18	network	network	NOUN
ajfa-13674	695	19	and	and	CCONJ
ajfa-13674	695	20	fuzzy	fuzzy	ADJ
ajfa-13674	695	21	artmap	artmap	NOUN
ajfa-13674	695	22	.	.	PUNCT
ajfa-13674	696	1	knowledge	knowledge	NOUN
ajfa-13674	696	2	-	-	PUNCT
ajfa-13674	696	3	based	base	VERB
ajfa-13674	696	4	systems	system	NOUN
ajfa-13674	696	5	,	,	PUNCT
ajfa-13674	696	6	23(8	23(8	NOUN
ajfa-13674	696	7	)	)	PUNCT
ajfa-13674	696	8	,	,	PUNCT
ajfa-13674	696	9	823	823	NUM
ajfa-13674	696	10	-	-	SYM
ajfa-13674	696	11	831	831	NUM
ajfa-13674	696	12	.	.	PUNCT
ajfa-13674	697	1	https://doi.org/10.1016/j.knosys.2010.05.007	https://doi.org/10.1016/j.knosys.2010.05.007	VERB
ajfa-13674	697	2	rekha	rekha	PROPN
ajfa-13674	697	3	pai	pai	PROPN
ajfa-13674	697	4	g	g	PROPN
ajfa-13674	697	5	a	a	DET
ajfa-13674	697	6	,	,	PUNCT
ajfa-13674	697	7	r	r	NOUN
ajfa-13674	697	8	annapoorani	annapoorani	NOUN
ajfa-13674	697	9	,	,	PUNCT
ajfa-13674	697	10	&	&	CCONJ
ajfa-13674	697	11	g	g	ADP
ajfa-13674	697	12	a	a	DET
ajfa-13674	697	13	vijayalakshmi	vijayalakshmi	NOUN
ajfa-13674	697	14	pai	pai	NOUN
ajfa-13674	697	15	,	,	PUNCT
ajfa-13674	697	16	(	(	PUNCT
ajfa-13674	697	17	2006	2006	NUM
ajfa-13674	697	18	)	)	PUNCT
ajfa-13674	697	19	a	a	DET
ajfa-13674	697	20	principal	principal	ADJ
ajfa-13674	697	21	component	component	NOUN
ajfa-13674	697	22	analysis	analysis	NOUN
ajfa-13674	697	23	-	-	PUNCT
ajfa-13674	697	24	multiple	multiple	ADJ
ajfa-13674	697	25	discriminant	discriminant	ADJ
ajfa-13674	697	26	analysis	analysis	NOUN
ajfa-13674	697	27	model	model	NOUN
ajfa-13674	697	28	for	for	ADP
ajfa-13674	697	29	prediction	prediction	NOUN
ajfa-13674	697	30	of	of	ADP
ajfa-13674	697	31	corporate	corporate	ADJ
ajfa-13674	697	32	failure	failure	NOUN
ajfa-13674	697	33	in	in	ADP
ajfa-13674	697	34	india	india	PROPN
ajfa-13674	697	35	.	.	PUNCT
ajfa-13674	698	1	finance	finance	PROPN
ajfa-13674	698	2	india	india	PROPN
ajfa-13674	698	3	,	,	PUNCT
ajfa-13674	698	4	xx(4	xx(4	PROPN
ajfa-13674	698	5	)	)	PUNCT
ajfa-13674	698	6	,	,	PUNCT
ajfa-13674	698	7	1413	1413	NUM
ajfa-13674	698	8	-	-	SYM
ajfa-13674	698	9	1428	1428	NUM
ajfa-13674	698	10	,	,	PUNCT
ajfa-13674	698	11	dec	dec	PROPN
ajfa-13674	698	12	.	.	PROPN
ajfa-13674	698	13	sahoo	sahoo	PROPN
ajfa-13674	698	14	,	,	PUNCT
ajfa-13674	698	15	p.	p.	PROPN
ajfa-13674	698	16	k.	k.	PROPN
ajfa-13674	698	17	,	,	PUNCT
ajfa-13674	698	18	mishra	mishra	PROPN
ajfa-13674	698	19	,	,	PUNCT
ajfa-13674	698	20	k.	k.	PROPN
ajfa-13674	698	21	c.	c.	PROPN
ajfa-13674	698	22	,	,	PUNCT
ajfa-13674	698	23	&	&	CCONJ
ajfa-13674	698	24	soothpathy	soothpathy	ADJ
ajfa-13674	698	25	,	,	PUNCT
ajfa-13674	698	26	m.	m.	NOUN
ajfa-13674	698	27	(	(	PUNCT
ajfa-13674	698	28	1996	1996	NUM
ajfa-13674	698	29	)	)	PUNCT
ajfa-13674	698	30	.	.	PUNCT
ajfa-13674	699	1	financial	financial	ADJ
ajfa-13674	699	2	ratios	ratio	NOUN
ajfa-13674	699	3	as	as	ADP
ajfa-13674	699	4	the	the	DET
ajfa-13674	699	5	forewarning	forewarn	VERB
ajfa-13674	699	6	indicators	indicator	NOUN
ajfa-13674	699	7	of	of	ADP
ajfa-13674	699	8	corporate	corporate	ADJ
ajfa-13674	699	9	health	health	NOUN
ajfa-13674	699	10	.	.	PUNCT
ajfa-13674	700	1	finance	finance	PROPN
ajfa-13674	700	2	india	india	PROPN
ajfa-13674	700	3	,	,	PUNCT
ajfa-13674	700	4	10(4	10(4	NUM
ajfa-13674	700	5	)	)	PUNCT
ajfa-13674	700	6	,	,	PUNCT
ajfa-13674	700	7	955	955	NUM
ajfa-13674	700	8	-	-	SYM
ajfa-13674	700	9	965	965	NUM
ajfa-13674	700	10	.	.	PUNCT
ajfa-13674	700	11	serrano	serrano	NOUN
ajfa-13674	700	12	-	-	PUNCT
ajfa-13674	700	13	cinca	cinca	ADJ
ajfa-13674	700	14	,	,	PUNCT
ajfa-13674	700	15	c.	c.	NOUN
ajfa-13674	700	16	(	(	PUNCT
ajfa-13674	700	17	1997	1997	NUM
ajfa-13674	700	18	)	)	PUNCT
ajfa-13674	700	19	.	.	PUNCT
ajfa-13674	701	1	feed	feed	VERB
ajfa-13674	701	2	forward	forward	ADV
ajfa-13674	701	3	neural	neural	ADJ
ajfa-13674	701	4	networks	network	NOUN
ajfa-13674	701	5	in	in	ADP
ajfa-13674	701	6	the	the	DET
ajfa-13674	701	7	classification	classification	NOUN
ajfa-13674	701	8	of	of	ADP
ajfa-13674	701	9	financial	financial	ADJ
ajfa-13674	701	10	information	information	NOUN
ajfa-13674	701	11	.	.	PUNCT
ajfa-13674	702	1	european	european	ADJ
ajfa-13674	702	2	journal	journal	PROPN
ajfa-13674	702	3	of	of	ADP
ajfa-13674	702	4	finance	finance	NOUN
ajfa-13674	702	5	,	,	PUNCT
ajfa-13674	702	6	3(3	3(3	NUM
ajfa-13674	702	7	)	)	PUNCT
ajfa-13674	702	8	,	,	PUNCT
ajfa-13674	702	9	183	183	NUM
ajfa-13674	702	10	-	-	SYM
ajfa-13674	702	11	202	202	NUM
ajfa-13674	702	12	.	.	PUNCT
ajfa-13674	703	1	https://doi.org/10.1080/135184797337426	https://doi.org/10.1080/135184797337426	PROPN
ajfa-13674	703	2	sharma	sharma	PROPN
ajfa-13674	703	3	l.v.l.n	l.v.l.n	PROPN
ajfa-13674	703	4	.	.	PROPN
ajfa-13674	703	5	,	,	PUNCT
ajfa-13674	703	6	&	&	CCONJ
ajfa-13674	703	7	rao	rao	PROPN
ajfa-13674	703	8	g.b	g.b	PROPN
ajfa-13674	703	9	.	.	PUNCT
ajfa-13674	703	10	(	(	PUNCT
ajfa-13674	703	11	1976	1976	NUM
ajfa-13674	703	12	)	)	PUNCT
ajfa-13674	703	13	,	,	PUNCT
ajfa-13674	703	14	'	'	PUNCT
ajfa-13674	703	15	financial	financial	ADJ
ajfa-13674	703	16	ratios	ratio	NOUN
ajfa-13674	703	17	as	as	ADP
ajfa-13674	703	18	predictors	predictor	NOUN
ajfa-13674	703	19	of	of	ADP
ajfa-13674	703	20	failure	failure	NOUN
ajfa-13674	703	21	:	:	PUNCT
ajfa-13674	703	22	a	a	DET
ajfa-13674	703	23	multivariate	multivariate	NOUN
ajfa-13674	703	24	approach	approach	NOUN
ajfa-13674	703	25	.	.	PUNCT
ajfa-13674	704	1	indian	indian	ADJ
ajfa-13674	704	2	manager	manager	NOUN
ajfa-13674	704	3	,	,	PUNCT
ajfa-13674	704	4	7(2	7(2	NUM
ajfa-13674	704	5	)	)	PUNCT
ajfa-13674	704	6	,	,	PUNCT
ajfa-13674	704	7	april	april	PROPN
ajfa-13674	704	8	june	june	PROPN
ajfa-13674	704	9	,	,	PUNCT
ajfa-13674	704	10	1976	1976	NUM
ajfa-13674	704	11	175	175	NUM
ajfa-13674	704	12	-	-	SYM
ajfa-13674	704	13	189	189	NUM
ajfa-13674	704	14	.	.	PUNCT
ajfa-13674	704	15	shaw	shaw	PROPN
ajfa-13674	704	16	,	,	PUNCT
ajfa-13674	704	17	p.	p.	NOUN
ajfa-13674	704	18	(	(	PUNCT
ajfa-13674	704	19	2003	2003	NUM
ajfa-13674	704	20	)	)	PUNCT
ajfa-13674	704	21	.	.	PUNCT
ajfa-13674	705	1	multivariate	multivariate	NOUN
ajfa-13674	705	2	statistics	statistic	NOUN
ajfa-13674	705	3	for	for	ADP
ajfa-13674	705	4	the	the	DET
ajfa-13674	705	5	environmental	environmental	ADJ
ajfa-13674	705	6	sciences	science	NOUN
ajfa-13674	705	7	.	.	PUNCT
ajfa-13674	706	1	hodder	hodder	NOUN
ajfa-13674	706	2	-	-	PUNCT
ajfa-13674	706	3	arnold	arnold	PROPN
ajfa-13674	706	4	.	.	PUNCT
ajfa-13674	707	1	asian	asian	ADJ
ajfa-13674	707	2	journal	journal	PROPN
ajfa-13674	707	3	of	of	ADP
ajfa-13674	707	4	finance	finance	PROPN
ajfa-13674	707	5	&	&	CCONJ
ajfa-13674	707	6	accounting	accounting	PROPN
ajfa-13674	707	7	issn	issn	PROPN
ajfa-13674	707	8	1946	1946	NUM
ajfa-13674	707	9	-	-	PUNCT
ajfa-13674	707	10	052x	052x	NOUN
ajfa-13674	707	11	2018	2018	NUM
ajfa-13674	707	12	,	,	PUNCT
ajfa-13674	707	13	vol	vol	NOUN
ajfa-13674	707	14	.	.	PROPN
ajfa-13674	708	1	10	10	NUM
ajfa-13674	708	2	,	,	PUNCT
ajfa-13674	708	3	no	no	INTJ
ajfa-13674	708	4	.	.	NOUN
ajfa-13674	708	5	2	2	NUM
ajfa-13674	708	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	708	7	62	62	NUM
ajfa-13674	708	8	shumway	shumway	NOUN
ajfa-13674	708	9	,	,	PUNCT
ajfa-13674	708	10	t.	t.	PROPN
ajfa-13674	708	11	(	(	PUNCT
ajfa-13674	708	12	2001	2001	NUM
ajfa-13674	708	13	)	)	PUNCT
ajfa-13674	708	14	.	.	PUNCT
ajfa-13674	709	1	forecasting	forecasting	NOUN
ajfa-13674	709	2	bankruptcy	bankruptcy	NOUN
ajfa-13674	709	3	more	more	ADV
ajfa-13674	709	4	accurately	accurately	ADV
ajfa-13674	709	5	:	:	PUNCT
ajfa-13674	709	6	a	a	DET
ajfa-13674	709	7	simple	simple	ADJ
ajfa-13674	709	8	hazard	hazard	NOUN
ajfa-13674	709	9	model	model	NOUN
ajfa-13674	709	10	.	.	PUNCT
ajfa-13674	710	1	journal	journal	PROPN
ajfa-13674	710	2	of	of	ADP
ajfa-13674	710	3	business	business	NOUN
ajfa-13674	710	4	,	,	PUNCT
ajfa-13674	710	5	74(1	74(1	NOUN
ajfa-13674	710	6	)	)	PUNCT
ajfa-13674	710	7	,	,	PUNCT
ajfa-13674	710	8	101	101	NUM
ajfa-13674	710	9	-	-	SYM
ajfa-13674	710	10	24	24	NUM
ajfa-13674	710	11	.	.	PUNCT
ajfa-13674	710	12	https://doi.org/10.1086/209665	https://doi.org/10.1086/209665	PUNCT
ajfa-13674	711	1	srivastava	srivastava	PROPN
ajfa-13674	711	2	,	,	PUNCT
ajfa-13674	711	3	s	s	PART
ajfa-13674	711	4	s.	s.	PROPN
ajfa-13674	711	5	,	,	PUNCT
ajfa-13674	711	6	&	&	CCONJ
ajfa-13674	711	7	yadav	yadav	PROPN
ajfa-13674	711	8	,	,	PUNCT
ajfa-13674	711	9	r	r	NOUN
ajfa-13674	711	10	a	a	PRON
ajfa-13674	711	11	(	(	PUNCT
ajfa-13674	711	12	1986	1986	NUM
ajfa-13674	711	13	)	)	PUNCT
ajfa-13674	711	14	.	.	PUNCT
ajfa-13674	712	1	management	management	NOUN
ajfa-13674	712	2	and	and	CCONJ
ajfa-13674	712	3	monitoring	monitoring	NOUN
ajfa-13674	712	4	of	of	ADP
ajfa-13674	712	5	industrial	industrial	ADJ
ajfa-13674	712	6	sickness	sickness	NOUN
ajfa-13674	712	7	,	,	PUNCT
ajfa-13674	712	8	concept	concept	NOUN
ajfa-13674	712	9	publishing	publishing	NOUN
ajfa-13674	712	10	house	house	NOUN
ajfa-13674	712	11	,	,	PUNCT
ajfa-13674	712	12	new	new	PROPN
ajfa-13674	712	13	delhi	delhi	PROPN
ajfa-13674	712	14	.	.	PUNCT
ajfa-13674	713	1	sun	sun	PROPN
ajfa-13674	713	2	,	,	PUNCT
ajfa-13674	713	3	j.	j.	PROPN
ajfa-13674	713	4	,	,	PUNCT
ajfa-13674	713	5	&	&	CCONJ
ajfa-13674	713	6	li	li	PROPN
ajfa-13674	713	7	,	,	PUNCT
ajfa-13674	713	8	h.	h.	PROPN
ajfa-13674	713	9	(	(	PUNCT
ajfa-13674	713	10	2008a	2008a	NUM
ajfa-13674	713	11	)	)	PUNCT
ajfa-13674	713	12	.	.	PUNCT
ajfa-13674	714	1	data	datum	NOUN
ajfa-13674	714	2	mining	mining	NOUN
ajfa-13674	714	3	method	method	NOUN
ajfa-13674	714	4	for	for	ADP
ajfa-13674	714	5	listed	list	VERB
ajfa-13674	714	6	companies	company	NOUN
ajfa-13674	714	7	'	'	PART
ajfa-13674	714	8	financial	financial	ADJ
ajfa-13674	714	9	distress	distress	NOUN
ajfa-13674	714	10	prediction	prediction	NOUN
ajfa-13674	714	11	.	.	PUNCT
ajfa-13674	715	1	knowledge	knowledge	NOUN
ajfa-13674	715	2	-	-	PUNCT
ajfa-13674	715	3	based	base	VERB
ajfa-13674	715	4	systems	system	NOUN
ajfa-13674	715	5	,	,	PUNCT
ajfa-13674	715	6	21(1	21(1	NUM
ajfa-13674	715	7	)	)	PUNCT
ajfa-13674	715	8	,	,	PUNCT
ajfa-13674	715	9	1	1	NUM
ajfa-13674	715	10	-	-	SYM
ajfa-13674	715	11	5	5	NUM
ajfa-13674	715	12	.	.	X
ajfa-13674	716	1	https://doi.org/10.1016/j.knosys.2006.11.003	https://doi.org/10.1016/j.knosys.2006.11.003	PROPN
ajfa-13674	716	2	sun	sun	PROPN
ajfa-13674	716	3	,	,	PUNCT
ajfa-13674	716	4	j.	j.	PROPN
ajfa-13674	716	5	,	,	PUNCT
ajfa-13674	716	6	&	&	CCONJ
ajfa-13674	716	7	li	li	PROPN
ajfa-13674	716	8	,	,	PUNCT
ajfa-13674	716	9	h.	h.	PROPN
ajfa-13674	716	10	(	(	PUNCT
ajfa-13674	716	11	2008b	2008b	NUM
ajfa-13674	716	12	)	)	PUNCT
ajfa-13674	716	13	.	.	PUNCT
ajfa-13674	717	1	listed	list	VERB
ajfa-13674	717	2	companies	company	NOUN
ajfa-13674	717	3	'	'	PART
ajfa-13674	717	4	financial	financial	ADJ
ajfa-13674	717	5	distress	distress	NOUN
ajfa-13674	717	6	prediction	prediction	NOUN
ajfa-13674	717	7	based	base	VERB
ajfa-13674	717	8	on	on	ADP
ajfa-13674	717	9	weighted	weight	VERB
ajfa-13674	717	10	majority	majority	NOUN
ajfa-13674	717	11	voting	voting	NOUN
ajfa-13674	717	12	combination	combination	NOUN
ajfa-13674	717	13	of	of	ADP
ajfa-13674	717	14	multiple	multiple	ADJ
ajfa-13674	717	15	classifiers	classifier	NOUN
ajfa-13674	717	16	.	.	PUNCT
ajfa-13674	718	1	expert	expert	NOUN
ajfa-13674	718	2	systems	system	NOUN
ajfa-13674	718	3	with	with	ADP
ajfa-13674	718	4	applications	application	NOUN
ajfa-13674	718	5	,	,	PUNCT
ajfa-13674	718	6	35(3	35(3	NUM
ajfa-13674	718	7	)	)	PUNCT
ajfa-13674	718	8	,	,	PUNCT
ajfa-13674	718	9	818	818	NUM
ajfa-13674	718	10	-	-	SYM
ajfa-13674	718	11	827	827	NUM
ajfa-13674	718	12	.	.	PUNCT
ajfa-13674	719	1	https://doi.org/10.1016/j.eswa.2007.07.045	https://doi.org/10.1016/j.eswa.2007.07.045	PROPN
ajfa-13674	719	2	taffler	taffler	NOUN
ajfa-13674	719	3	,	,	PUNCT
ajfa-13674	719	4	r.	r.	PROPN
ajfa-13674	719	5	j.	j.	PROPN
ajfa-13674	719	6	(	(	PUNCT
ajfa-13674	719	7	1984	1984	NUM
ajfa-13674	719	8	)	)	PUNCT
ajfa-13674	719	9	.	.	PUNCT
ajfa-13674	720	1	empirical	empirical	ADJ
ajfa-13674	720	2	models	model	NOUN
ajfa-13674	720	3	for	for	ADP
ajfa-13674	720	4	the	the	DET
ajfa-13674	720	5	monitoring	monitoring	NOUN
ajfa-13674	720	6	of	of	ADP
ajfa-13674	720	7	uk	uk	PROPN
ajfa-13674	720	8	corporations	corporation	NOUN
ajfa-13674	720	9	.	.	PUNCT
ajfa-13674	721	1	journal	journal	PROPN
ajfa-13674	721	2	of	of	ADP
ajfa-13674	721	3	banking	banking	NOUN
ajfa-13674	721	4	and	and	CCONJ
ajfa-13674	721	5	finance	finance	NOUN
ajfa-13674	721	6	,	,	PUNCT
ajfa-13674	721	7	8(2	8(2	NUM
ajfa-13674	721	8	)	)	PUNCT
ajfa-13674	721	9	,	,	PUNCT
ajfa-13674	721	10	199	199	NUM
ajfa-13674	721	11	-	-	SYM
ajfa-13674	721	12	227	227	NUM
ajfa-13674	721	13	.	.	PUNCT
ajfa-13674	722	1	https://doi.org/10.1016/0378-4266(84)90004-9	https://doi.org/10.1016/0378-4266(84)90004-9	ADJ
ajfa-13674	722	2	tam	tam	X
ajfa-13674	722	3	k.	k.	PROPN
ajfa-13674	722	4	y.	y.	PROPN
ajfa-13674	722	5	,	,	PUNCT
ajfa-13674	722	6	&	&	CCONJ
ajfa-13674	722	7	kiang	kiang	PROPN
ajfa-13674	722	8	m.	m.	PROPN
ajfa-13674	722	9	y.	y.	PROPN
ajfa-13674	722	10	(	(	PUNCT
ajfa-13674	722	11	1992	1992	NUM
ajfa-13674	722	12	)	)	PUNCT
ajfa-13674	722	13	,	,	PUNCT
ajfa-13674	722	14	managerial	managerial	ADJ
ajfa-13674	722	15	applications	application	NOUN
ajfa-13674	722	16	of	of	ADP
ajfa-13674	722	17	neural	neural	ADJ
ajfa-13674	722	18	networks	network	NOUN
ajfa-13674	722	19	:	:	PUNCT
ajfa-13674	722	20	the	the	DET
ajfa-13674	722	21	case	case	NOUN
ajfa-13674	722	22	of	of	ADP
ajfa-13674	722	23	bank	bank	NOUN
ajfa-13674	722	24	failure	failure	NOUN
ajfa-13674	722	25	predictions	prediction	NOUN
ajfa-13674	722	26	.	.	PUNCT
ajfa-13674	723	1	management	management	NOUN
ajfa-13674	723	2	science	science	NOUN
ajfa-13674	723	3	,	,	PUNCT
ajfa-13674	723	4	38(7	38(7	NUM
ajfa-13674	723	5	)	)	PUNCT
ajfa-13674	723	6	,	,	PUNCT
ajfa-13674	723	7	926	926	NUM
ajfa-13674	723	8	-	-	SYM
ajfa-13674	723	9	947	947	NUM
ajfa-13674	723	10	.	.	PUNCT
ajfa-13674	724	1	https://doi.org/10.1287/mnsc.38.7.926	https://doi.org/10.1287/mnsc.38.7.926	PROPN
ajfa-13674	724	2	trippi	trippi	PROPN
ajfa-13674	724	3	r.	r.	PROPN
ajfa-13674	724	4	,	,	PUNCT
ajfa-13674	724	5	&	&	CCONJ
ajfa-13674	724	6	turban	turban	PROPN
ajfa-13674	724	7	e.	e.	PROPN
ajfa-13674	724	8	(	(	PUNCT
ajfa-13674	724	9	1993	1993	NUM
ajfa-13674	724	10	)	)	PUNCT
ajfa-13674	724	11	.	.	PUNCT
ajfa-13674	725	1	neural	neural	ADJ
ajfa-13674	725	2	networks	network	NOUN
ajfa-13674	725	3	in	in	ADP
ajfa-13674	725	4	finance	finance	NOUN
ajfa-13674	725	5	and	and	CCONJ
ajfa-13674	725	6	investing	investing	NOUN
ajfa-13674	725	7	:	:	PUNCT
ajfa-13674	725	8	using	use	VERB
ajfa-13674	725	9	artificial	artificial	ADJ
ajfa-13674	725	10	intelligence	intelligence	NOUN
ajfa-13674	725	11	to	to	PART
ajfa-13674	725	12	improve	improve	VERB
ajfa-13674	725	13	real	real	ADJ
ajfa-13674	725	14	-	-	PUNCT
ajfa-13674	725	15	world	world	NOUN
ajfa-13674	725	16	performance	performance	NOUN
ajfa-13674	725	17	,	,	PUNCT
ajfa-13674	725	18	probus	probus	PROPN
ajfa-13674	725	19	,	,	PUNCT
ajfa-13674	725	20	chicago	chicago	PROPN
ajfa-13674	725	21	,	,	PUNCT
ajfa-13674	725	22	il	il	PROPN
ajfa-13674	725	23	,	,	PUNCT
ajfa-13674	725	24	159	159	NUM
ajfa-13674	725	25	-	-	SYM
ajfa-13674	725	26	176	176	NUM
ajfa-13674	725	27	.	.	PUNCT
ajfa-13674	726	1	tseng	tseng	PROPN
ajfa-13674	726	2	,	,	PUNCT
ajfa-13674	726	3	f.	f.	PROPN
ajfa-13674	726	4	,	,	PUNCT
ajfa-13674	726	5	&	&	CCONJ
ajfa-13674	726	6	hu	hu	PROPN
ajfa-13674	726	7	,	,	PUNCT
ajfa-13674	726	8	y.	y.	PROPN
ajfa-13674	726	9	(	(	PUNCT
ajfa-13674	726	10	2010	2010	NUM
ajfa-13674	726	11	)	)	PUNCT
ajfa-13674	726	12	.	.	PUNCT
ajfa-13674	727	1	comparing	compare	VERB
ajfa-13674	727	2	four	four	NUM
ajfa-13674	727	3	bankruptcy	bankruptcy	NOUN
ajfa-13674	727	4	prediction	prediction	NOUN
ajfa-13674	727	5	models	model	NOUN
ajfa-13674	727	6	:	:	PUNCT
ajfa-13674	727	7	logit	logit	NOUN
ajfa-13674	727	8	,	,	PUNCT
ajfa-13674	727	9	quadratic	quadratic	ADJ
ajfa-13674	727	10	interval	interval	NOUN
ajfa-13674	727	11	logit	logit	NOUN
ajfa-13674	727	12	,	,	PUNCT
ajfa-13674	727	13	neural	neural	ADJ
ajfa-13674	727	14	and	and	CCONJ
ajfa-13674	727	15	fuzzy	fuzzy	ADJ
ajfa-13674	727	16	neural	neural	ADJ
ajfa-13674	727	17	networks	network	NOUN
ajfa-13674	727	18	.	.	PUNCT
ajfa-13674	728	1	expert	expert	NOUN
ajfa-13674	728	2	systems	system	NOUN
ajfa-13674	728	3	with	with	ADP
ajfa-13674	728	4	applications	application	NOUN
ajfa-13674	728	5	,	,	PUNCT
ajfa-13674	728	6	37(3	37(3	NUM
ajfa-13674	728	7	)	)	PUNCT
ajfa-13674	728	8	,	,	PUNCT
ajfa-13674	728	9	1846	1846	NUM
ajfa-13674	728	10	-	-	SYM
ajfa-13674	728	11	1853	1853	NUM
ajfa-13674	728	12	.	.	PUNCT
ajfa-13674	729	1	https://doi.org/10.1016/j.eswa.2009.07.081	https://doi.org/10.1016/j.eswa.2009.07.081	PROPN
ajfa-13674	729	2	wang	wang	PROPN
ajfa-13674	729	3	,	,	PUNCT
ajfa-13674	729	4	z.	z.	PROPN
ajfa-13674	729	5	(	(	PUNCT
ajfa-13674	729	6	2004	2004	NUM
ajfa-13674	729	7	)	)	PUNCT
ajfa-13674	729	8	.	.	PUNCT
ajfa-13674	730	1	financial	financial	ADJ
ajfa-13674	730	2	ratio	ratio	NOUN
ajfa-13674	730	3	selection	selection	NOUN
ajfa-13674	730	4	for	for	ADP
ajfa-13674	730	5	default	default	NOUN
ajfa-13674	730	6	-	-	PUNCT
ajfa-13674	730	7	rating	rating	NOUN
ajfa-13674	730	8	modelling	modelling	NOUN
ajfa-13674	730	9	:	:	PUNCT
ajfa-13674	730	10	a	a	DET
ajfa-13674	730	11	model	model	ADJ
ajfa-13674	730	12	-	-	PUNCT
ajfa-13674	730	13	free	free	ADJ
ajfa-13674	730	14	approach	approach	NOUN
ajfa-13674	730	15	and	and	CCONJ
ajfa-13674	730	16	its	its	PRON
ajfa-13674	730	17	empirical	empirical	ADJ
ajfa-13674	730	18	performance	performance	NOUN
ajfa-13674	730	19	.	.	PUNCT
ajfa-13674	731	1	journal	journal	NOUN
ajfa-13674	731	2	of	of	ADP
ajfa-13674	731	3	applied	apply	VERB
ajfa-13674	731	4	finance	finance	NOUN
ajfa-13674	731	5	.	.	PUNCT
ajfa-13674	732	1	wasserman	wasserman	PROPN
ajfa-13674	732	2	,	,	PUNCT
ajfa-13674	732	3	p.	p.	PROPN
ajfa-13674	732	4	o.	o.	PROPN
ajfa-13674	732	5	and	and	CCONJ
ajfa-13674	732	6	schwartz	schwartz	PROPN
ajfa-13674	732	7	,	,	PUNCT
ajfa-13674	732	8	t.	t.	PROPN
ajfa-13674	732	9	(	(	PUNCT
ajfa-13674	732	10	1988	1988	NUM
ajfa-13674	732	11	)	)	PUNCT
ajfa-13674	732	12	"	"	PUNCT
ajfa-13674	732	13	neural	neural	ADJ
ajfa-13674	732	14	networks	network	NOUN
ajfa-13674	732	15	part	part	NOUN
ajfa-13674	732	16	ii	ii	PROPN
ajfa-13674	732	17	"	"	PUNCT
ajfa-13674	732	18	.	.	PUNCT
ajfa-13674	733	1	ieee	ieee	PROPN
ajfa-13674	733	2	expert	expert	NOUN
ajfa-13674	733	3	,	,	PUNCT
ajfa-13674	733	4	3(1	3(1	NUM
ajfa-13674	733	5	)	)	PUNCT
ajfa-13674	733	6	,	,	PUNCT
ajfa-13674	733	7	10	10	NUM
ajfa-13674	733	8	-	-	SYM
ajfa-13674	733	9	15	15	NUM
ajfa-13674	733	10	.	.	PUNCT
ajfa-13674	734	1	https://doi.org/10.1109/64.2091	https://doi.org/10.1109/64.2091	PROPN
ajfa-13674	734	2	west	west	PROPN
ajfa-13674	734	3	,	,	PUNCT
ajfa-13674	734	4	d.	d.	PROPN
ajfa-13674	734	5	,	,	PUNCT
ajfa-13674	734	6	dellana	dellana	PROPN
ajfa-13674	734	7	,	,	PUNCT
ajfa-13674	734	8	s.	s.	PROPN
ajfa-13674	734	9	,	,	PUNCT
ajfa-13674	734	10	&	&	CCONJ
ajfa-13674	734	11	qian	qian	PROPN
ajfa-13674	734	12	,	,	PUNCT
ajfa-13674	734	13	j.	j.	PROPN
ajfa-13674	734	14	(	(	PUNCT
ajfa-13674	734	15	2005	2005	NUM
ajfa-13674	734	16	)	)	PUNCT
ajfa-13674	734	17	.	.	PUNCT
ajfa-13674	735	1	neural	neural	ADJ
ajfa-13674	735	2	network	network	NOUN
ajfa-13674	735	3	ensemble	ensemble	ADJ
ajfa-13674	735	4	strategies	strategy	NOUN
ajfa-13674	735	5	for	for	ADP
ajfa-13674	735	6	financial	financial	ADJ
ajfa-13674	735	7	decision	decision	NOUN
ajfa-13674	735	8	applications	application	NOUN
ajfa-13674	735	9	.	.	PUNCT
ajfa-13674	736	1	computers	computer	NOUN
ajfa-13674	736	2	&	&	CCONJ
ajfa-13674	736	3	operations	operation	NOUN
ajfa-13674	736	4	research	research	NOUN
ajfa-13674	736	5	,	,	PUNCT
ajfa-13674	736	6	32	32	NUM
ajfa-13674	736	7	,	,	PUNCT
ajfa-13674	736	8	2543	2543	NUM
ajfa-13674	736	9	-	-	SYM
ajfa-13674	736	10	2559	2559	NUM
ajfa-13674	736	11	.	.	PUNCT
ajfa-13674	737	1	https://doi.org/10.1016/j.cor.2004.03.017	https://doi.org/10.1016/j.cor.2004.03.017	PROPN
ajfa-13674	737	2	wilson	wilson	PROPN
ajfa-13674	737	3	,	,	PUNCT
ajfa-13674	737	4	r.	r.	PROPN
ajfa-13674	737	5	,	,	PUNCT
ajfa-13674	737	6	&	&	CCONJ
ajfa-13674	737	7	sharda	sharda	PROPN
ajfa-13674	737	8	,	,	PUNCT
ajfa-13674	737	9	r.	r.	PROPN
ajfa-13674	737	10	(	(	PUNCT
ajfa-13674	737	11	1994	1994	NUM
ajfa-13674	737	12	)	)	PUNCT
ajfa-13674	737	13	.	.	PUNCT
ajfa-13674	738	1	bankruptcy	bankruptcy	NOUN
ajfa-13674	738	2	prediction	prediction	NOUN
ajfa-13674	738	3	using	use	VERB
ajfa-13674	738	4	neural	neural	ADJ
ajfa-13674	738	5	networks	network	NOUN
ajfa-13674	738	6	.	.	PUNCT
ajfa-13674	739	1	decision	decision	NOUN
ajfa-13674	739	2	support	support	NOUN
ajfa-13674	739	3	systems	system	NOUN
ajfa-13674	739	4	,	,	PUNCT
ajfa-13674	739	5	11(5	11(5	NUM
ajfa-13674	739	6	)	)	PUNCT
ajfa-13674	739	7	,	,	PUNCT
ajfa-13674	739	8	545	545	NUM
ajfa-13674	739	9	-	-	SYM
ajfa-13674	739	10	557	557	NUM
ajfa-13674	739	11	https://doi.org/10.1016/0167-9236(94)90024-8	https://doi.org/10.1016/0167-9236(94)90024-8	PROPN
ajfa-13674	739	12	yadav	yadav	PROPN
ajfa-13674	739	13	r.	r.	PROPN
ajfa-13674	739	14	a.	a.	PROPN
ajfa-13674	739	15	(	(	PUNCT
ajfa-13674	739	16	1986	1986	NUM
ajfa-13674	739	17	)	)	PUNCT
ajfa-13674	739	18	.	.	PUNCT
ajfa-13674	740	1	financial	financial	ADJ
ajfa-13674	740	2	ratios	ratio	NOUN
ajfa-13674	740	3	and	and	CCONJ
ajfa-13674	740	4	the	the	DET
ajfa-13674	740	5	prediction	prediction	NOUN
ajfa-13674	740	6	of	of	ADP
ajfa-13674	740	7	corporate	corporate	ADJ
ajfa-13674	740	8	failure	failure	NOUN
ajfa-13674	740	9	,	,	PUNCT
ajfa-13674	740	10	concept	concept	NOUN
ajfa-13674	740	11	publishing	publishing	NOUN
ajfa-13674	740	12	company	company	NOUN
ajfa-13674	740	13	,	,	PUNCT
ajfa-13674	740	14	new	new	ADJ
ajfa-13674	740	15	delhi	delhi	PROPN
ajfa-13674	740	16	.	.	PUNCT
ajfa-13674	741	1	yang	yang	PROPN
ajfa-13674	741	2	,	,	PUNCT
ajfa-13674	741	3	z.	z.	PROPN
ajfa-13674	741	4	,	,	PUNCT
ajfa-13674	741	5	you	you	PRON
ajfa-13674	741	6	,	,	PUNCT
ajfa-13674	741	7	w.	w.	PROPN
ajfa-13674	741	8	,	,	PUNCT
ajfa-13674	741	9	&	&	CCONJ
ajfa-13674	741	10	guoli	guoli	PROPN
ajfa-13674	741	11	ji	ji	PROPN
ajfa-13674	741	12	,	,	PUNCT
ajfa-13674	741	13	g.	g.	PROPN
ajfa-13674	741	14	(	(	PUNCT
ajfa-13674	741	15	2011	2011	NUM
ajfa-13674	741	16	)	)	PUNCT
ajfa-13674	741	17	.	.	PUNCT
ajfa-13674	742	1	using	use	VERB
ajfa-13674	742	2	partial	partial	ADJ
ajfa-13674	742	3	least	least	ADJ
ajfa-13674	742	4	squares	square	NOUN
ajfa-13674	742	5	and	and	CCONJ
ajfa-13674	742	6	support	support	VERB
ajfa-13674	742	7	vector	vector	NOUN
ajfa-13674	742	8	machines	machine	NOUN
ajfa-13674	742	9	for	for	ADP
ajfa-13674	742	10	bankruptcy	bankruptcy	NOUN
ajfa-13674	742	11	prediction	prediction	NOUN
ajfa-13674	742	12	.	.	PUNCT
ajfa-13674	743	1	expert	expert	NOUN
ajfa-13674	743	2	systems	system	NOUN
ajfa-13674	743	3	with	with	ADP
ajfa-13674	743	4	applications	application	NOUN
ajfa-13674	743	5	,	,	PUNCT
ajfa-13674	743	6	38(7	38(7	NUM
ajfa-13674	743	7	)	)	PUNCT
ajfa-13674	743	8	,	,	PUNCT
ajfa-13674	743	9	8336	8336	NUM
ajfa-13674	743	10	-	-	SYM
ajfa-13674	743	11	8342	8342	NUM
ajfa-13674	743	12	.	.	PUNCT
ajfa-13674	744	1	https://doi.org/10.1016/j.eswa.2011.01.021	https://doi.org/10.1016/j.eswa.2011.01.021	NUM
ajfa-13674	744	2	zahedi	zahedi	PROPN
ajfa-13674	744	3	,	,	PUNCT
ajfa-13674	744	4	f.	f.	PROPN
ajfa-13674	744	5	(	(	PUNCT
ajfa-13674	744	6	1996	1996	NUM
ajfa-13674	744	7	)	)	PUNCT
ajfa-13674	744	8	a	a	DET
ajfa-13674	744	9	meta	meta	ADJ
ajfa-13674	744	10	-	-	PUNCT
ajfa-13674	744	11	analysis	analysis	NOUN
ajfa-13674	744	12	of	of	ADP
ajfa-13674	744	13	financial	financial	ADJ
ajfa-13674	744	14	application	application	NOUN
ajfa-13674	744	15	of	of	ADP
ajfa-13674	744	16	neural	neural	ADJ
ajfa-13674	744	17	networks	network	NOUN
ajfa-13674	744	18	.	.	PUNCT
ajfa-13674	745	1	international	international	ADJ
ajfa-13674	745	2	journal	journal	NOUN
ajfa-13674	745	3	of	of	ADP
ajfa-13674	745	4	computational	computational	ADJ
ajfa-13674	745	5	intelligence	intelligence	NOUN
ajfa-13674	745	6	and	and	CCONJ
ajfa-13674	745	7	organizations	organization	NOUN
ajfa-13674	745	8	,	,	PUNCT
ajfa-13674	745	9	1(3	1(3	NUM
ajfa-13674	745	10	)	)	PUNCT
ajfa-13674	745	11	,	,	PUNCT
ajfa-13674	745	12	164	164	NUM
ajfa-13674	745	13	-	-	SYM
ajfa-13674	745	14	178	178	NUM
ajfa-13674	745	15	.	.	PUNCT
ajfa-13674	746	1	asian	asian	ADJ
ajfa-13674	746	2	journal	journal	PROPN
ajfa-13674	746	3	of	of	ADP
ajfa-13674	746	4	finance	finance	PROPN
ajfa-13674	746	5	&	&	CCONJ
ajfa-13674	746	6	accounting	accounting	PROPN
ajfa-13674	746	7	issn	issn	PROPN
ajfa-13674	746	8	1946	1946	NUM
ajfa-13674	746	9	-	-	PUNCT
ajfa-13674	746	10	052x	052x	NOUN
ajfa-13674	746	11	2018	2018	NUM
ajfa-13674	746	12	,	,	PUNCT
ajfa-13674	746	13	vol	vol	NOUN
ajfa-13674	746	14	.	.	PROPN
ajfa-13674	747	1	10	10	NUM
ajfa-13674	747	2	,	,	PUNCT
ajfa-13674	747	3	no	no	INTJ
ajfa-13674	747	4	.	.	NOUN
ajfa-13674	747	5	2	2	NUM
ajfa-13674	747	6	ajfa.macrothink.org	ajfa.macrothink.org	ADJ
ajfa-13674	747	7	63	63	NUM
ajfa-13674	747	8	zmijewski	zmijewski	NOUN
ajfa-13674	747	9	,	,	PUNCT
ajfa-13674	747	10	m.	m.	PROPN
ajfa-13674	747	11	e.	e.	PROPN
ajfa-13674	747	12	(	(	PUNCT
ajfa-13674	747	13	1984	1984	NUM
ajfa-13674	747	14	)	)	PUNCT
ajfa-13674	747	15	.	.	PUNCT
ajfa-13674	748	1	methodological	methodological	ADJ
ajfa-13674	748	2	issues	issue	NOUN
ajfa-13674	748	3	related	relate	VERB
ajfa-13674	748	4	to	to	ADP
ajfa-13674	748	5	estimation	estimation	NOUN
ajfa-13674	748	6	of	of	ADP
ajfa-13674	748	7	financial	financial	ADJ
ajfa-13674	748	8	distress	distress	NOUN
ajfa-13674	748	9	prediction	prediction	NOUN
ajfa-13674	748	10	models	model	NOUN
ajfa-13674	748	11	.	.	PUNCT
ajfa-13674	749	1	journal	journal	NOUN
ajfa-13674	749	2	of	of	ADP
ajfa-13674	749	3	accounting	accounting	NOUN
ajfa-13674	749	4	research	research	NOUN
ajfa-13674	749	5	,	,	PUNCT
ajfa-13674	749	6	22	22	NUM
ajfa-13674	749	7	,	,	PUNCT
ajfa-13674	749	8	59	59	NUM
ajfa-13674	749	9	-	-	SYM
ajfa-13674	749	10	82	82	NUM
ajfa-13674	749	11	.	.	PUNCT
ajfa-13674	750	1	https://doi.org/10.2307/2490859	https://doi.org/10.2307/2490859	PRON