id	sid	tid	token	lemma	pos
ejpam-3333	1	1	novel	novel	ADJ
ejpam-3333	1	2	approaches	approach	NOUN
ejpam-3333	1	3	on	on	ADP
ejpam-3333	1	4	sovereign	sovereign	ADJ
ejpam-3333	1	5	credit	credit	NOUN
ejpam-3333	1	6	ratings	rating	NOUN
ejpam-3333	1	7	european	european	PROPN
ejpam-3333	1	8	journal	journal	PROPN
ejpam-3333	1	9	of	of	ADP
ejpam-3333	1	10	pure	pure	ADJ
ejpam-3333	1	11	and	and	CCONJ
ejpam-3333	1	12	applied	apply	VERB
ejpam-3333	1	13	mathematics	mathematic	NOUN
ejpam-3333	1	14	vol	vol	NOUN
ejpam-3333	1	15	.	.	PUNCT
ejpam-3333	2	1	11	11	NUM
ejpam-3333	2	2	,	,	PUNCT
ejpam-3333	2	3	no	no	INTJ
ejpam-3333	2	4	.	.	NOUN
ejpam-3333	2	5	4	4	NUM
ejpam-3333	2	6	,	,	PUNCT
ejpam-3333	2	7	2018	2018	NUM
ejpam-3333	2	8	,	,	PUNCT
ejpam-3333	2	9	1014	1014	NUM
ejpam-3333	2	10	-	-	SYM
ejpam-3333	2	11	1026	1026	NUM
ejpam-3333	2	12	issn	issn	PROPN
ejpam-3333	2	13	1307	1307	NUM
ejpam-3333	2	14	-	-	SYM
ejpam-3333	2	15	5543	5543	NUM
ejpam-3333	2	16	–	–	PUNCT
ejpam-3333	2	17	www.ejpam.com	www.ejpam.com	X
ejpam-3333	2	18	published	publish	VERB
ejpam-3333	2	19	by	by	ADP
ejpam-3333	2	20	new	new	PROPN
ejpam-3333	2	21	york	york	PROPN
ejpam-3333	2	22	business	business	PROPN
ejpam-3333	2	23	global	global	ADJ
ejpam-3333	2	24	novel	novel	NOUN
ejpam-3333	2	25	approaches	approach	NOUN
ejpam-3333	2	26	on	on	ADP
ejpam-3333	2	27	sovereign	sovereign	ADJ
ejpam-3333	2	28	credit	credit	NOUN
ejpam-3333	2	29	ratings	rating	NOUN
ejpam-3333	2	30	nisa	nisa	PROPN
ejpam-3333	2	31	ozge	ozge	PROPN
ejpam-3333	2	32	onal1,∗	onal1,∗	PROPN
ejpam-3333	2	33	,	,	PUNCT
ejpam-3333	2	34	ertugrul	ertugrul	NOUN
ejpam-3333	2	35	karacuha1	karacuha1	NOUN
ejpam-3333	2	36	1	1	NUM
ejpam-3333	2	37	department	department	NOUN
ejpam-3333	2	38	of	of	ADP
ejpam-3333	2	39	applied	apply	VERB
ejpam-3333	2	40	informatics	informatic	NOUN
ejpam-3333	2	41	,	,	PUNCT
ejpam-3333	2	42	istanbul	istanbul	PROPN
ejpam-3333	2	43	technical	technical	PROPN
ejpam-3333	2	44	university	university	PROPN
ejpam-3333	2	45	,	,	PUNCT
ejpam-3333	2	46	istanbul	istanbul	PROPN
ejpam-3333	2	47	,	,	PUNCT
ejpam-3333	2	48	turkey	turkey	PROPN
ejpam-3333	2	49	abstract	abstract	NOUN
ejpam-3333	2	50	.	.	PUNCT
ejpam-3333	3	1	in	in	ADP
ejpam-3333	3	2	this	this	DET
ejpam-3333	3	3	study	study	NOUN
ejpam-3333	3	4	,	,	PUNCT
ejpam-3333	3	5	sovereign	sovereign	ADJ
ejpam-3333	3	6	credit	credit	NOUN
ejpam-3333	3	7	rating	rating	NOUN
ejpam-3333	3	8	methodologies	methodology	NOUN
ejpam-3333	3	9	of	of	ADP
ejpam-3333	3	10	cras	cras	PROPN
ejpam-3333	3	11	and	and	CCONJ
ejpam-3333	3	12	studies	study	NOUN
ejpam-3333	3	13	in	in	ADP
ejpam-3333	3	14	the	the	DET
ejpam-3333	3	15	relevant	relevant	ADJ
ejpam-3333	3	16	literature	literature	NOUN
ejpam-3333	3	17	are	be	AUX
ejpam-3333	3	18	examined	examine	VERB
ejpam-3333	3	19	in	in	ADP
ejpam-3333	3	20	detail	detail	NOUN
ejpam-3333	3	21	,	,	PUNCT
ejpam-3333	3	22	and	and	CCONJ
ejpam-3333	3	23	two	two	NUM
ejpam-3333	3	24	dynamic	dynamic	ADJ
ejpam-3333	3	25	methods	method	NOUN
ejpam-3333	3	26	are	be	AUX
ejpam-3333	3	27	proposed	propose	VERB
ejpam-3333	3	28	.	.	PUNCT
ejpam-3333	4	1	these	these	DET
ejpam-3333	4	2	models	model	NOUN
ejpam-3333	4	3	classify	classify	VERB
ejpam-3333	4	4	countries	country	NOUN
ejpam-3333	4	5	as	as	ADP
ejpam-3333	4	6	investable	investable	ADJ
ejpam-3333	4	7	or	or	CCONJ
ejpam-3333	4	8	speculative	speculative	ADJ
ejpam-3333	4	9	in	in	ADP
ejpam-3333	4	10	the	the	DET
ejpam-3333	4	11	short	short	ADJ
ejpam-3333	4	12	term	term	NOUN
ejpam-3333	4	13	.	.	PUNCT
ejpam-3333	5	1	in	in	ADP
ejpam-3333	5	2	the	the	DET
ejpam-3333	5	3	first	first	ADJ
ejpam-3333	5	4	model	model	NOUN
ejpam-3333	5	5	,	,	PUNCT
ejpam-3333	5	6	we	we	PRON
ejpam-3333	5	7	used	use	VERB
ejpam-3333	5	8	stock	stock	NOUN
ejpam-3333	5	9	market	market	NOUN
ejpam-3333	5	10	values	value	NOUN
ejpam-3333	5	11	and	and	CCONJ
ejpam-3333	5	12	macroeconomic	macroeconomic	ADJ
ejpam-3333	5	13	variables	variable	NOUN
ejpam-3333	5	14	with	with	ADP
ejpam-3333	5	15	the	the	DET
ejpam-3333	5	16	normalized	normalize	VERB
ejpam-3333	5	17	least	least	ADV
ejpam-3333	5	18	mean	mean	VERB
ejpam-3333	5	19	square	square	ADJ
ejpam-3333	5	20	(	(	PUNCT
ejpam-3333	5	21	nlms	nlm	NOUN
ejpam-3333	5	22	)	)	PUNCT
ejpam-3333	5	23	algorithm	algorithm	NOUN
ejpam-3333	5	24	.	.	PUNCT
ejpam-3333	6	1	ratings	rating	NOUN
ejpam-3333	6	2	for	for	ADP
ejpam-3333	6	3	15	15	NUM
ejpam-3333	6	4	countries	country	NOUN
ejpam-3333	6	5	are	be	AUX
ejpam-3333	6	6	determined	determine	VERB
ejpam-3333	6	7	according	accord	VERB
ejpam-3333	6	8	to	to	ADP
ejpam-3333	6	9	the	the	DET
ejpam-3333	6	10	short	short	ADJ
ejpam-3333	6	11	-	-	PUNCT
ejpam-3333	6	12	term	term	NOUN
ejpam-3333	6	13	domestic	domestic	ADJ
ejpam-3333	6	14	currency	currency	NOUN
ejpam-3333	6	15	.	.	PUNCT
ejpam-3333	7	1	the	the	DET
ejpam-3333	7	2	results	result	NOUN
ejpam-3333	7	3	that	that	PRON
ejpam-3333	7	4	we	we	PRON
ejpam-3333	7	5	obtained	obtain	VERB
ejpam-3333	7	6	from	from	ADP
ejpam-3333	7	7	this	this	DET
ejpam-3333	7	8	model	model	NOUN
ejpam-3333	7	9	are	be	AUX
ejpam-3333	7	10	fully	fully	ADV
ejpam-3333	7	11	consistent	consistent	ADJ
ejpam-3333	7	12	with	with	ADP
ejpam-3333	7	13	those	those	PRON
ejpam-3333	7	14	of	of	ADP
ejpam-3333	7	15	fitch	fitch	NOUN
ejpam-3333	7	16	.	.	PUNCT
ejpam-3333	8	1	when	when	SCONJ
ejpam-3333	8	2	we	we	PRON
ejpam-3333	8	3	compared	compare	VERB
ejpam-3333	8	4	the	the	DET
ejpam-3333	8	5	results	result	NOUN
ejpam-3333	8	6	with	with	ADP
ejpam-3333	8	7	standard	standard	ADJ
ejpam-3333	8	8	and	and	CCONJ
ejpam-3333	8	9	poor	poor	ADJ
ejpam-3333	8	10	’s	’s	ADV
ejpam-3333	8	11	,	,	PUNCT
ejpam-3333	8	12	we	we	PRON
ejpam-3333	8	13	obtained	obtain	VERB
ejpam-3333	8	14	different	different	ADJ
ejpam-3333	8	15	results	result	NOUN
ejpam-3333	8	16	for	for	ADP
ejpam-3333	8	17	turkey	turkey	NOUN
ejpam-3333	8	18	and	and	CCONJ
ejpam-3333	8	19	portugal	portugal	PROPN
ejpam-3333	8	20	.	.	PUNCT
ejpam-3333	9	1	in	in	ADP
ejpam-3333	9	2	the	the	DET
ejpam-3333	9	3	second	second	ADJ
ejpam-3333	9	4	model	model	NOUN
ejpam-3333	9	5	,	,	PUNCT
ejpam-3333	9	6	we	we	PRON
ejpam-3333	9	7	used	use	VERB
ejpam-3333	9	8	only	only	ADV
ejpam-3333	9	9	stock	stock	NOUN
ejpam-3333	9	10	market	market	NOUN
ejpam-3333	9	11	closing	closing	NOUN
ejpam-3333	9	12	data	datum	NOUN
ejpam-3333	9	13	from	from	ADP
ejpam-3333	9	14	40	40	NUM
ejpam-3333	9	15	composite	composite	ADJ
ejpam-3333	9	16	indexes	index	NOUN
ejpam-3333	9	17	with	with	ADP
ejpam-3333	9	18	the	the	DET
ejpam-3333	9	19	artificial	artificial	ADJ
ejpam-3333	9	20	neural	neural	ADJ
ejpam-3333	9	21	networks	network	NOUN
ejpam-3333	9	22	(	(	PUNCT
ejpam-3333	9	23	anns	anns	PROPN
ejpam-3333	9	24	)	)	PUNCT
ejpam-3333	9	25	.	.	PUNCT
ejpam-3333	10	1	ratings	rating	NOUN
ejpam-3333	10	2	are	be	AUX
ejpam-3333	10	3	determined	determine	VERB
ejpam-3333	10	4	according	accord	VERB
ejpam-3333	10	5	to	to	ADP
ejpam-3333	10	6	short	short	ADJ
ejpam-3333	10	7	-	-	PUNCT
ejpam-3333	10	8	term	term	NOUN
ejpam-3333	10	9	foreign	foreign	ADJ
ejpam-3333	10	10	currency	currency	NOUN
ejpam-3333	10	11	.	.	PUNCT
ejpam-3333	11	1	the	the	DET
ejpam-3333	11	2	results	result	NOUN
ejpam-3333	11	3	that	that	PRON
ejpam-3333	11	4	we	we	PRON
ejpam-3333	11	5	acquired	acquire	VERB
ejpam-3333	11	6	from	from	ADP
ejpam-3333	11	7	this	this	DET
ejpam-3333	11	8	model	model	NOUN
ejpam-3333	11	9	are	be	AUX
ejpam-3333	11	10	fully	fully	ADV
ejpam-3333	11	11	compliant	compliant	ADJ
ejpam-3333	11	12	with	with	ADP
ejpam-3333	11	13	standard	standard	ADJ
ejpam-3333	11	14	and	and	CCONJ
ejpam-3333	11	15	poor	poor	ADJ
ejpam-3333	11	16	’s	’s	NOUN
ejpam-3333	11	17	.	.	PUNCT
ejpam-3333	12	1	however	however	ADV
ejpam-3333	12	2	,	,	PUNCT
ejpam-3333	12	3	when	when	SCONJ
ejpam-3333	12	4	compared	compare	VERB
ejpam-3333	12	5	to	to	ADP
ejpam-3333	12	6	the	the	DET
ejpam-3333	12	7	ratings	rating	NOUN
ejpam-3333	12	8	of	of	ADP
ejpam-3333	12	9	fitch	fitch	NOUN
ejpam-3333	12	10	,	,	PUNCT
ejpam-3333	12	11	the	the	DET
ejpam-3333	12	12	results	result	NOUN
ejpam-3333	12	13	differed	differ	VERB
ejpam-3333	12	14	in	in	ADP
ejpam-3333	12	15	the	the	DET
ejpam-3333	12	16	case	case	NOUN
ejpam-3333	12	17	of	of	ADP
ejpam-3333	12	18	russia	russia	PROPN
ejpam-3333	12	19	.	.	PUNCT
ejpam-3333	13	1	it	it	PRON
ejpam-3333	13	2	has	have	AUX
ejpam-3333	13	3	been	be	AUX
ejpam-3333	13	4	shown	show	VERB
ejpam-3333	13	5	that	that	SCONJ
ejpam-3333	13	6	contrary	contrary	ADV
ejpam-3333	13	7	to	to	ADP
ejpam-3333	13	8	standard	standard	ADJ
ejpam-3333	13	9	approaches	approach	NOUN
ejpam-3333	13	10	,	,	PUNCT
ejpam-3333	13	11	high	high	ADJ
ejpam-3333	13	12	predictability	predictability	NOUN
ejpam-3333	13	13	is	be	AUX
ejpam-3333	13	14	achievable	achievable	ADJ
ejpam-3333	13	15	for	for	ADP
ejpam-3333	13	16	countries	country	NOUN
ejpam-3333	13	17	using	use	VERB
ejpam-3333	13	18	short	short	ADJ
ejpam-3333	13	19	-	-	PUNCT
ejpam-3333	13	20	term	term	NOUN
ejpam-3333	13	21	data	datum	NOUN
ejpam-3333	13	22	.	.	PUNCT
ejpam-3333	14	1	the	the	DET
ejpam-3333	14	2	suggested	suggest	VERB
ejpam-3333	14	3	models	model	NOUN
ejpam-3333	14	4	are	be	AUX
ejpam-3333	14	5	more	more	ADV
ejpam-3333	14	6	objective	objective	ADJ
ejpam-3333	14	7	and	and	CCONJ
ejpam-3333	14	8	dynamic	dynamic	ADJ
ejpam-3333	14	9	due	due	ADP
ejpam-3333	14	10	to	to	ADP
ejpam-3333	14	11	only	only	ADV
ejpam-3333	14	12	short	short	ADJ
ejpam-3333	14	13	-	-	PUNCT
ejpam-3333	14	14	term	term	NOUN
ejpam-3333	14	15	data	datum	NOUN
ejpam-3333	14	16	being	be	AUX
ejpam-3333	14	17	required	require	VERB
ejpam-3333	14	18	.	.	PUNCT
ejpam-3333	15	1	2010	2010	NUM
ejpam-3333	15	2	mathematics	mathematic	NOUN
ejpam-3333	15	3	subject	subject	NOUN
ejpam-3333	15	4	classifications	classification	NOUN
ejpam-3333	15	5	:	:	PUNCT
ejpam-3333	15	6	92b20	92b20	NUM
ejpam-3333	15	7	,	,	PUNCT
ejpam-3333	15	8	62	62	NUM
ejpam-3333	15	9	-	-	SYM
ejpam-3333	15	10	07	07	NUM
ejpam-3333	15	11	,	,	PUNCT
ejpam-3333	15	12	62f10	62f10	NUM
ejpam-3333	15	13	key	key	ADJ
ejpam-3333	15	14	words	word	NOUN
ejpam-3333	15	15	and	and	CCONJ
ejpam-3333	15	16	phrases	phrase	NOUN
ejpam-3333	15	17	:	:	PUNCT
ejpam-3333	15	18	artificial	artificial	ADJ
ejpam-3333	15	19	neural	neural	ADJ
ejpam-3333	15	20	networks	network	NOUN
ejpam-3333	15	21	,	,	PUNCT
ejpam-3333	15	22	adaptive	adaptive	ADJ
ejpam-3333	15	23	filters	filter	NOUN
ejpam-3333	15	24	,	,	PUNCT
ejpam-3333	15	25	normalized	normalize	VERB
ejpam-3333	15	26	least	least	ADV
ejpam-3333	15	27	mean	mean	VERB
ejpam-3333	15	28	square	square	ADJ
ejpam-3333	15	29	algorithm	algorithm	NOUN
ejpam-3333	15	30	,	,	PUNCT
ejpam-3333	15	31	sovereign	sovereign	ADJ
ejpam-3333	15	32	credit	credit	NOUN
ejpam-3333	15	33	ratings	rating	NOUN
ejpam-3333	15	34	,	,	PUNCT
ejpam-3333	15	35	stock	stock	NOUN
ejpam-3333	15	36	market	market	NOUN
ejpam-3333	15	37	prediction	prediction	NOUN
ejpam-3333	15	38	1	1	NUM
ejpam-3333	15	39	.	.	PUNCT
ejpam-3333	15	40	introduction	introduction	NOUN
ejpam-3333	15	41	sovereign	sovereign	ADJ
ejpam-3333	15	42	credit	credit	NOUN
ejpam-3333	15	43	rating	rating	NOUN
ejpam-3333	15	44	is	be	AUX
ejpam-3333	15	45	determined	determine	VERB
ejpam-3333	15	46	using	use	VERB
ejpam-3333	15	47	quantitative	quantitative	ADJ
ejpam-3333	15	48	and	and	CCONJ
ejpam-3333	15	49	qualitative	qualitative	ADJ
ejpam-3333	15	50	features	feature	NOUN
ejpam-3333	15	51	developed	develop	VERB
ejpam-3333	15	52	by	by	ADP
ejpam-3333	15	53	the	the	DET
ejpam-3333	15	54	cras	cras	PROPN
ejpam-3333	15	55	,	,	PUNCT
ejpam-3333	15	56	taking	take	VERB
ejpam-3333	15	57	into	into	ADP
ejpam-3333	15	58	account	account	NOUN
ejpam-3333	15	59	the	the	DET
ejpam-3333	15	60	economic	economic	ADJ
ejpam-3333	15	61	and	and	CCONJ
ejpam-3333	15	62	political	political	ADJ
ejpam-3333	15	63	risks	risk	NOUN
ejpam-3333	15	64	of	of	ADP
ejpam-3333	15	65	the	the	DET
ejpam-3333	15	66	countries	country	NOUN
ejpam-3333	15	67	.	.	PUNCT
ejpam-3333	16	1	with	with	ADP
ejpam-3333	16	2	the	the	DET
ejpam-3333	16	3	complexity	complexity	NOUN
ejpam-3333	16	4	of	of	ADP
ejpam-3333	16	5	financial	financial	ADJ
ejpam-3333	16	6	markets	market	NOUN
ejpam-3333	16	7	and	and	CCONJ
ejpam-3333	16	8	the	the	DET
ejpam-3333	16	9	increase	increase	NOUN
ejpam-3333	16	10	in	in	ADP
ejpam-3333	16	11	asymmetric	asymmetric	ADJ
ejpam-3333	16	12	information	information	NOUN
ejpam-3333	16	13	,	,	PUNCT
ejpam-3333	16	14	the	the	DET
ejpam-3333	16	15	importance	importance	NOUN
ejpam-3333	16	16	of	of	ADP
ejpam-3333	16	17	credit	credit	NOUN
ejpam-3333	16	18	ratings	rating	NOUN
ejpam-3333	16	19	has	have	AUX
ejpam-3333	16	20	increased	increase	VERB
ejpam-3333	16	21	over	over	ADP
ejpam-3333	16	22	time	time	NOUN
ejpam-3333	16	23	.	.	PUNCT
ejpam-3333	17	1	the	the	DET
ejpam-3333	17	2	impact	impact	NOUN
ejpam-3333	17	3	of	of	ADP
ejpam-3333	17	4	internationalization	internationalization	NOUN
ejpam-3333	17	5	and	and	CCONJ
ejpam-3333	17	6	the	the	DET
ejpam-3333	17	7	widespread	widespread	ADJ
ejpam-3333	17	8	free	free	ADJ
ejpam-3333	17	9	market	market	NOUN
ejpam-3333	17	10	economy	economy	NOUN
ejpam-3333	17	11	have	have	AUX
ejpam-3333	17	12	removed	remove	VERB
ejpam-3333	17	13	obstacles	obstacle	NOUN
ejpam-3333	17	14	for	for	ADP
ejpam-3333	17	15	investors	investor	NOUN
ejpam-3333	17	16	.	.	PUNCT
ejpam-3333	18	1	with	with	ADP
ejpam-3333	18	2	the	the	DET
ejpam-3333	18	3	increase	increase	NOUN
ejpam-3333	18	4	of	of	ADP
ejpam-3333	18	5	international	international	ADJ
ejpam-3333	18	6	financial	financial	ADJ
ejpam-3333	18	7	and	and	CCONJ
ejpam-3333	18	8	economic	economic	ADJ
ejpam-3333	18	9	integration	integration	NOUN
ejpam-3333	18	10	,	,	PUNCT
ejpam-3333	18	11	country	country	NOUN
ejpam-3333	18	12	credit	credit	NOUN
ejpam-3333	18	13	ratings	rating	NOUN
ejpam-3333	18	14	have	have	AUX
ejpam-3333	18	15	become	become	VERB
ejpam-3333	18	16	one	one	NUM
ejpam-3333	18	17	of	of	ADP
ejpam-3333	18	18	the	the	DET
ejpam-3333	18	19	most	most	ADV
ejpam-3333	18	20	important	important	ADJ
ejpam-3333	18	21	elements	element	NOUN
ejpam-3333	18	22	that	that	PRON
ejpam-3333	18	23	direct	direct	VERB
ejpam-3333	18	24	the	the	DET
ejpam-3333	18	25	global	global	ADJ
ejpam-3333	18	26	capital	capital	NOUN
ejpam-3333	18	27	flow	flow	NOUN
ejpam-3333	18	28	.	.	PUNCT
ejpam-3333	19	1	the	the	DET
ejpam-3333	19	2	impact	impact	NOUN
ejpam-3333	19	3	of	of	ADP
ejpam-3333	19	4	cras	cras	PROPN
ejpam-3333	19	5	on	on	ADP
ejpam-3333	19	6	global	global	ADJ
ejpam-3333	19	7	and	and	CCONJ
ejpam-3333	19	8	national	national	ADJ
ejpam-3333	19	9	economies	economy	NOUN
ejpam-3333	19	10	has	have	AUX
ejpam-3333	19	11	increased	increase	VERB
ejpam-3333	19	12	.	.	PUNCT
ejpam-3333	20	1	over	over	ADP
ejpam-3333	20	2	time	time	NOUN
ejpam-3333	20	3	,	,	PUNCT
ejpam-3333	20	4	increased	increase	VERB
ejpam-3333	20	5	financial	financial	ADJ
ejpam-3333	20	6	market	market	NOUN
ejpam-3333	20	7	complexity	complexity	NOUN
ejpam-3333	20	8	and	and	CCONJ
ejpam-3333	20	9	borrowing	borrowing	NOUN
ejpam-3333	20	10	diversity	diversity	NOUN
ejpam-3333	20	11	have	have	AUX
ejpam-3333	20	12	gained	gain	VERB
ejpam-3333	20	13	confidence	confidence	NOUN
ejpam-3333	20	14	investors	investor	NOUN
ejpam-3333	20	15	and	and	CCONJ
ejpam-3333	20	16	regulators	regulator	NOUN
ejpam-3333	20	17	in	in	ADP
ejpam-3333	20	18	the	the	DET
ejpam-3333	20	19	views	view	NOUN
ejpam-3333	20	20	of	of	ADP
ejpam-3333	20	21	cras	cras	X
ejpam-3333	21	1	[	[	X
ejpam-3333	21	2	12	12	NUM
ejpam-3333	21	3	]	]	PUNCT
ejpam-3333	21	4	.	.	PUNCT
ejpam-3333	22	1	credit	credit	NOUN
ejpam-3333	22	2	ratings	rating	NOUN
ejpam-3333	22	3	affect	affect	VERB
ejpam-3333	22	4	investor	investor	NOUN
ejpam-3333	22	5	decisions	decision	NOUN
ejpam-3333	22	6	,	,	PUNCT
ejpam-3333	22	7	thus	thus	ADV
ejpam-3333	22	8	influencing	influence	VERB
ejpam-3333	22	9	∗corresponding	∗corresponde	VERB
ejpam-3333	22	10	author	author	NOUN
ejpam-3333	22	11	.	.	PUNCT
ejpam-3333	23	1	doi	doi	NOUN
ejpam-3333	23	2	:	:	PUNCT
ejpam-3333	23	3	https://doi.org/10.29020/nybg.ejpam.v11i4.3333	https://doi.org/10.29020/nybg.ejpam.v11i4.3333	NOUN
ejpam-3333	23	4	email	email	NOUN
ejpam-3333	23	5	addresses	address	NOUN
ejpam-3333	23	6	:	:	PUNCT
ejpam-3333	23	7	onal16@itu.edu.tr	onal16@itu.edu.tr	PROPN
ejpam-3333	23	8	(	(	PUNCT
ejpam-3333	23	9	n.	n.	NOUN
ejpam-3333	23	10	o	o	X
ejpam-3333	23	11	.	.	PUNCT
ejpam-3333	24	1	onal	onal	ADJ
ejpam-3333	24	2	)	)	PUNCT
ejpam-3333	24	3	,	,	PUNCT
ejpam-3333	24	4	karacuhae@itu.edu.tr	karacuhae@itu.edu.tr	PROPN
ejpam-3333	24	5	(	(	PUNCT
ejpam-3333	24	6	e.	e.	PROPN
ejpam-3333	24	7	karacuha	karacuha	PROPN
ejpam-3333	24	8	)	)	PUNCT
ejpam-3333	24	9	http://www.ejpam.com	http://www.ejpam.com	X
ejpam-3333	24	10	1014	1014	NUM
ejpam-3333	25	1	c	c	X
ejpam-3333	25	2	©	©	PROPN
ejpam-3333	25	3	2018	2018	NUM
ejpam-3333	25	4	ejpam	ejpam	VERB
ejpam-3333	25	5	all	all	DET
ejpam-3333	25	6	rights	right	NOUN
ejpam-3333	25	7	reserved	reserve	VERB
ejpam-3333	25	8	.	.	PUNCT
ejpam-3333	26	1	n.	n.	NOUN
ejpam-3333	26	2	o	o	INTJ
ejpam-3333	26	3	.	.	PUNCT
ejpam-3333	27	1	onal	onal	ADJ
ejpam-3333	27	2	,	,	PUNCT
ejpam-3333	27	3	e.karacuha	e.karacuha	ADJ
ejpam-3333	27	4	/	/	SYM
ejpam-3333	27	5	eur	eur	NOUN
ejpam-3333	27	6	.	.	PUNCT
ejpam-3333	28	1	j.	j.	PROPN
ejpam-3333	28	2	pure	pure	PROPN
ejpam-3333	28	3	appl	appl	PROPN
ejpam-3333	28	4	.	.	PROPN
ejpam-3333	28	5	math	math	PROPN
ejpam-3333	28	6	,	,	PUNCT
ejpam-3333	28	7	11	11	NUM
ejpam-3333	28	8	(	(	PUNCT
ejpam-3333	28	9	4	4	NUM
ejpam-3333	28	10	)	)	PUNCT
ejpam-3333	28	11	(	(	PUNCT
ejpam-3333	28	12	2018	2018	NUM
ejpam-3333	28	13	)	)	PUNCT
ejpam-3333	28	14	,	,	PUNCT
ejpam-3333	28	15	1014	1014	NUM
ejpam-3333	28	16	-	-	SYM
ejpam-3333	28	17	1026	1026	NUM
ejpam-3333	28	18	1015	1015	NUM
ejpam-3333	28	19	fund	fund	NOUN
ejpam-3333	28	20	inflow	inflow	NOUN
ejpam-3333	28	21	and	and	CCONJ
ejpam-3333	28	22	borrowing	borrowing	NOUN
ejpam-3333	28	23	costs	cost	NOUN
ejpam-3333	28	24	.	.	PUNCT
ejpam-3333	29	1	due	due	ADP
ejpam-3333	29	2	to	to	ADP
ejpam-3333	29	3	these	these	DET
ejpam-3333	29	4	factors	factor	NOUN
ejpam-3333	29	5	,	,	PUNCT
ejpam-3333	29	6	credit	credit	NOUN
ejpam-3333	29	7	ratings	rating	NOUN
ejpam-3333	29	8	play	play	VERB
ejpam-3333	29	9	a	a	DET
ejpam-3333	29	10	major	major	ADJ
ejpam-3333	29	11	role	role	NOUN
ejpam-3333	29	12	in	in	ADP
ejpam-3333	29	13	the	the	DET
ejpam-3333	29	14	economic	economic	ADJ
ejpam-3333	29	15	development	development	NOUN
ejpam-3333	29	16	and	and	CCONJ
ejpam-3333	29	17	progress	progress	NOUN
ejpam-3333	29	18	of	of	ADP
ejpam-3333	29	19	countries	country	NOUN
ejpam-3333	29	20	.	.	PUNCT
ejpam-3333	30	1	factors	factor	NOUN
ejpam-3333	30	2	of	of	ADP
ejpam-3333	30	3	the	the	DET
ejpam-3333	30	4	cras	cras	X
ejpam-3333	30	5	affecting	affect	VERB
ejpam-3333	30	6	the	the	DET
ejpam-3333	30	7	economies	economy	NOUN
ejpam-3333	30	8	of	of	ADP
ejpam-3333	30	9	the	the	DET
ejpam-3333	30	10	countries	country	NOUN
ejpam-3333	30	11	and	and	CCONJ
ejpam-3333	30	12	the	the	DET
ejpam-3333	30	13	methodologies	methodology	NOUN
ejpam-3333	30	14	of	of	ADP
ejpam-3333	30	15	cras	cras	PROPN
ejpam-3333	30	16	have	have	AUX
ejpam-3333	30	17	begun	begin	VERB
ejpam-3333	30	18	to	to	PART
ejpam-3333	30	19	be	be	AUX
ejpam-3333	30	20	examined	examine	VERB
ejpam-3333	30	21	from	from	ADP
ejpam-3333	30	22	the	the	DET
ejpam-3333	30	23	20th	20th	ADJ
ejpam-3333	30	24	century	century	NOUN
ejpam-3333	31	1	[	[	X
ejpam-3333	31	2	1	1	NUM
ejpam-3333	31	3	,	,	PUNCT
ejpam-3333	31	4	7	7	NUM
ejpam-3333	31	5	,	,	PUNCT
ejpam-3333	31	6	8	8	NUM
ejpam-3333	31	7	,	,	PUNCT
ejpam-3333	31	8	11	11	NUM
ejpam-3333	31	9	,	,	PUNCT
ejpam-3333	31	10	27	27	NUM
ejpam-3333	31	11	,	,	PUNCT
ejpam-3333	31	12	34	34	NUM
ejpam-3333	31	13	]	]	PUNCT
ejpam-3333	31	14	.	.	PUNCT
ejpam-3333	32	1	the	the	DET
ejpam-3333	32	2	implications	implication	NOUN
ejpam-3333	32	3	of	of	ADP
ejpam-3333	32	4	credit	credit	NOUN
ejpam-3333	32	5	ratings	rating	NOUN
ejpam-3333	32	6	and	and	CCONJ
ejpam-3333	32	7	their	their	PRON
ejpam-3333	32	8	role	role	NOUN
ejpam-3333	32	9	in	in	ADP
ejpam-3333	32	10	financial	financial	ADJ
ejpam-3333	32	11	markets	market	NOUN
ejpam-3333	32	12	have	have	AUX
ejpam-3333	32	13	been	be	AUX
ejpam-3333	32	14	examined	examine	VERB
ejpam-3333	32	15	[	[	X
ejpam-3333	32	16	3	3	NUM
ejpam-3333	32	17	,	,	PUNCT
ejpam-3333	32	18	4	4	NUM
ejpam-3333	32	19	,	,	PUNCT
ejpam-3333	32	20	9	9	NUM
ejpam-3333	32	21	,	,	PUNCT
ejpam-3333	32	22	12	12	NUM
ejpam-3333	32	23	,	,	PUNCT
ejpam-3333	32	24	22	22	NUM
ejpam-3333	32	25	,	,	PUNCT
ejpam-3333	32	26	28	28	NUM
ejpam-3333	32	27	,	,	PUNCT
ejpam-3333	32	28	36	36	NUM
ejpam-3333	32	29	]	]	PUNCT
ejpam-3333	32	30	.	.	PUNCT
ejpam-3333	33	1	however	however	ADV
ejpam-3333	33	2	,	,	PUNCT
ejpam-3333	33	3	cras	cras	PROPN
ejpam-3333	33	4	had	have	VERB
ejpam-3333	33	5	negative	negative	ADJ
ejpam-3333	33	6	impacts	impact	NOUN
ejpam-3333	33	7	on	on	ADP
ejpam-3333	33	8	the	the	DET
ejpam-3333	33	9	1997	1997	NUM
ejpam-3333	33	10	asia	asia	PROPN
ejpam-3333	33	11	financial	financial	ADJ
ejpam-3333	33	12	crises	crisis	NOUN
ejpam-3333	33	13	.	.	PUNCT
ejpam-3333	34	1	also	also	ADV
ejpam-3333	34	2	,	,	PUNCT
ejpam-3333	34	3	in	in	ADP
ejpam-3333	34	4	2008	2008	NUM
ejpam-3333	34	5	,	,	PUNCT
ejpam-3333	34	6	cras	cras	PROPN
ejpam-3333	34	7	were	be	AUX
ejpam-3333	34	8	not	not	PART
ejpam-3333	34	9	able	able	ADJ
ejpam-3333	34	10	to	to	PART
ejpam-3333	34	11	predict	predict	VERB
ejpam-3333	34	12	the	the	DET
ejpam-3333	34	13	crisis	crisis	NOUN
ejpam-3333	34	14	which	which	PRON
ejpam-3333	34	15	befell	befall	VERB
ejpam-3333	34	16	many	many	ADJ
ejpam-3333	34	17	countries	country	NOUN
ejpam-3333	34	18	and	and	CCONJ
ejpam-3333	34	19	companies	company	NOUN
ejpam-3333	34	20	.	.	PUNCT
ejpam-3333	35	1	furthermore	furthermore	ADV
ejpam-3333	35	2	,	,	PUNCT
ejpam-3333	35	3	the	the	DET
ejpam-3333	35	4	2008	2008	NUM
ejpam-3333	35	5	financial	financial	ADJ
ejpam-3333	35	6	crisis	crisis	NOUN
ejpam-3333	35	7	occurred	occur	VERB
ejpam-3333	35	8	in	in	ADP
ejpam-3333	35	9	many	many	ADJ
ejpam-3333	35	10	countries	country	NOUN
ejpam-3333	35	11	that	that	PRON
ejpam-3333	35	12	had	have	AUX
ejpam-3333	35	13	been	be	AUX
ejpam-3333	35	14	highly	highly	ADV
ejpam-3333	35	15	rated	rate	VERB
ejpam-3333	35	16	by	by	ADP
ejpam-3333	35	17	cras	cra	NOUN
ejpam-3333	35	18	,	,	PUNCT
ejpam-3333	35	19	and	and	CCONJ
ejpam-3333	35	20	many	many	ADJ
ejpam-3333	35	21	of	of	ADP
ejpam-3333	35	22	the	the	DET
ejpam-3333	35	23	high	high	ADJ
ejpam-3333	35	24	rated	rate	VERB
ejpam-3333	35	25	companies	company	NOUN
ejpam-3333	35	26	went	go	VERB
ejpam-3333	35	27	bankrupt	bankrupt	ADJ
ejpam-3333	35	28	at	at	ADP
ejpam-3333	35	29	that	that	DET
ejpam-3333	35	30	time	time	NOUN
ejpam-3333	35	31	.	.	PUNCT
ejpam-3333	36	1	the	the	DET
ejpam-3333	36	2	realization	realization	NOUN
ejpam-3333	36	3	that	that	SCONJ
ejpam-3333	36	4	the	the	DET
ejpam-3333	36	5	illusion	illusion	NOUN
ejpam-3333	36	6	of	of	ADP
ejpam-3333	36	7	high	high	ADJ
ejpam-3333	36	8	credit	credit	NOUN
ejpam-3333	36	9	ratings	rating	NOUN
ejpam-3333	36	10	led	lead	VERB
ejpam-3333	36	11	to	to	ADP
ejpam-3333	36	12	crises	crisis	NOUN
ejpam-3333	36	13	made	make	VERB
ejpam-3333	36	14	people	people	NOUN
ejpam-3333	36	15	lose	lose	VERB
ejpam-3333	36	16	trust	trust	NOUN
ejpam-3333	36	17	in	in	ADP
ejpam-3333	36	18	cras	cras	PROPN
ejpam-3333	36	19	.	.	PUNCT
ejpam-3333	37	1	studies	study	NOUN
ejpam-3333	37	2	on	on	ADP
ejpam-3333	37	3	the	the	DET
ejpam-3333	37	4	effects	effect	NOUN
ejpam-3333	37	5	that	that	PRON
ejpam-3333	37	6	cras	cras	PROPN
ejpam-3333	37	7	have	have	VERB
ejpam-3333	37	8	on	on	ADP
ejpam-3333	37	9	crises	crisis	NOUN
ejpam-3333	37	10	,	,	PUNCT
ejpam-3333	37	11	the	the	DET
ejpam-3333	37	12	duration	duration	NOUN
ejpam-3333	37	13	of	of	ADP
ejpam-3333	37	14	crisis	crisis	NOUN
ejpam-3333	37	15	and	and	CCONJ
ejpam-3333	37	16	the	the	DET
ejpam-3333	37	17	later	later	ADJ
ejpam-3333	37	18	period	period	NOUN
ejpam-3333	37	19	have	have	AUX
ejpam-3333	37	20	been	be	AUX
ejpam-3333	37	21	carried	carry	VERB
ejpam-3333	37	22	out	out	ADP
ejpam-3333	37	23	[	[	X
ejpam-3333	37	24	2	2	NUM
ejpam-3333	37	25	,	,	PUNCT
ejpam-3333	37	26	5	5	NUM
ejpam-3333	37	27	,	,	PUNCT
ejpam-3333	37	28	10	10	NUM
ejpam-3333	37	29	,	,	PUNCT
ejpam-3333	37	30	16	16	NUM
ejpam-3333	37	31	,	,	PUNCT
ejpam-3333	37	32	32	32	NUM
ejpam-3333	37	33	,	,	PUNCT
ejpam-3333	37	34	35	35	NUM
ejpam-3333	37	35	]	]	PUNCT
ejpam-3333	37	36	.	.	PUNCT
ejpam-3333	38	1	the	the	DET
ejpam-3333	38	2	impact	impact	NOUN
ejpam-3333	38	3	of	of	ADP
ejpam-3333	38	4	sovereign	sovereign	ADJ
ejpam-3333	38	5	credit	credit	NOUN
ejpam-3333	38	6	ratings	rating	NOUN
ejpam-3333	38	7	on	on	ADP
ejpam-3333	38	8	developing	develop	VERB
ejpam-3333	38	9	countries	country	NOUN
ejpam-3333	38	10	,	,	PUNCT
ejpam-3333	38	11	in	in	ADP
ejpam-3333	38	12	particular	particular	ADJ
ejpam-3333	38	13	,	,	PUNCT
ejpam-3333	38	14	has	have	AUX
ejpam-3333	38	15	been	be	AUX
ejpam-3333	38	16	examined	examine	VERB
ejpam-3333	38	17	and	and	CCONJ
ejpam-3333	38	18	discussed	discuss	VERB
ejpam-3333	38	19	by	by	ADP
ejpam-3333	38	20	analyzing	analyze	VERB
ejpam-3333	38	21	the	the	DET
ejpam-3333	38	22	credit	credit	NOUN
ejpam-3333	38	23	ratings	rating	NOUN
ejpam-3333	38	24	of	of	ADP
ejpam-3333	38	25	developed	developed	ADJ
ejpam-3333	38	26	and	and	CCONJ
ejpam-3333	38	27	developing	develop	VERB
ejpam-3333	38	28	countries	country	NOUN
ejpam-3333	38	29	after	after	ADP
ejpam-3333	38	30	the	the	DET
ejpam-3333	38	31	crisis	crisis	NOUN
ejpam-3333	38	32	period	period	NOUN
ejpam-3333	38	33	[	[	X
ejpam-3333	38	34	14	14	NUM
ejpam-3333	38	35	,	,	PUNCT
ejpam-3333	38	36	23	23	NUM
ejpam-3333	38	37	,	,	PUNCT
ejpam-3333	38	38	25	25	NUM
ejpam-3333	38	39	,	,	PUNCT
ejpam-3333	38	40	26	26	NUM
ejpam-3333	38	41	]	]	PUNCT
ejpam-3333	38	42	.	.	PUNCT
ejpam-3333	39	1	these	these	DET
ejpam-3333	39	2	studies	study	NOUN
ejpam-3333	39	3	were	be	AUX
ejpam-3333	39	4	criticized	criticize	VERB
ejpam-3333	39	5	for	for	ADP
ejpam-3333	39	6	the	the	DET
ejpam-3333	39	7	fact	fact	NOUN
ejpam-3333	39	8	that	that	SCONJ
ejpam-3333	39	9	cras	cras	PROPN
ejpam-3333	39	10	used	use	VERB
ejpam-3333	39	11	non	non	ADJ
ejpam-3333	39	12	-	-	ADJ
ejpam-3333	39	13	public	public	ADJ
ejpam-3333	39	14	data	datum	NOUN
ejpam-3333	39	15	and	and	CCONJ
ejpam-3333	39	16	rated	rate	VERB
ejpam-3333	39	17	subjective	subjective	ADJ
ejpam-3333	39	18	evaluations	evaluation	NOUN
ejpam-3333	39	19	in	in	ADP
ejpam-3333	39	20	their	their	PRON
ejpam-3333	39	21	methodologies	methodology	NOUN
ejpam-3333	39	22	.	.	PUNCT
ejpam-3333	40	1	the	the	DET
ejpam-3333	40	2	statistical	statistical	ADJ
ejpam-3333	40	3	models	model	NOUN
ejpam-3333	40	4	used	use	VERB
ejpam-3333	40	5	by	by	ADP
ejpam-3333	40	6	the	the	DET
ejpam-3333	40	7	cras	cras	PROPN
ejpam-3333	40	8	for	for	ADP
ejpam-3333	40	9	credit	credit	NOUN
ejpam-3333	40	10	rating	rating	NOUN
ejpam-3333	40	11	have	have	AUX
ejpam-3333	40	12	been	be	AUX
ejpam-3333	40	13	examined	examine	VERB
ejpam-3333	40	14	and	and	CCONJ
ejpam-3333	40	15	alternative	alternative	ADJ
ejpam-3333	40	16	models	model	NOUN
ejpam-3333	40	17	have	have	AUX
ejpam-3333	40	18	been	be	AUX
ejpam-3333	40	19	proposed	propose	VERB
ejpam-3333	40	20	[	[	X
ejpam-3333	40	21	6	6	NUM
ejpam-3333	40	22	,	,	PUNCT
ejpam-3333	40	23	15	15	NUM
ejpam-3333	40	24	,	,	PUNCT
ejpam-3333	40	25	17	17	NUM
ejpam-3333	40	26	,	,	PUNCT
ejpam-3333	40	27	29–31	29–31	NUM
ejpam-3333	40	28	,	,	PUNCT
ejpam-3333	40	29	33	33	NUM
ejpam-3333	40	30	]	]	PUNCT
ejpam-3333	40	31	.	.	PUNCT
ejpam-3333	41	1	in	in	ADP
ejpam-3333	41	2	this	this	DET
ejpam-3333	41	3	study	study	NOUN
ejpam-3333	41	4	,	,	PUNCT
ejpam-3333	41	5	we	we	PRON
ejpam-3333	41	6	propose	propose	VERB
ejpam-3333	41	7	alternative	alternative	ADJ
ejpam-3333	41	8	models	model	NOUN
ejpam-3333	41	9	to	to	PART
ejpam-3333	41	10	sovereign	sovereign	ADJ
ejpam-3333	41	11	credit	credit	NOUN
ejpam-3333	41	12	rating	rating	NOUN
ejpam-3333	41	13	methods	method	NOUN
ejpam-3333	41	14	that	that	PRON
ejpam-3333	41	15	classify	classify	VERB
ejpam-3333	41	16	countries	country	NOUN
ejpam-3333	41	17	as	as	ADP
ejpam-3333	41	18	investable	investable	ADJ
ejpam-3333	41	19	or	or	CCONJ
ejpam-3333	41	20	speculative	speculative	ADJ
ejpam-3333	41	21	.	.	PUNCT
ejpam-3333	42	1	the	the	DET
ejpam-3333	42	2	first	first	ADJ
ejpam-3333	42	3	model	model	NOUN
ejpam-3333	42	4	assesses	assesse	NOUN
ejpam-3333	42	5	countries	country	NOUN
ejpam-3333	42	6	using	use	VERB
ejpam-3333	42	7	macroeconomic	macroeconomic	ADJ
ejpam-3333	42	8	variables	variable	NOUN
ejpam-3333	42	9	and	and	CCONJ
ejpam-3333	42	10	the	the	DET
ejpam-3333	42	11	stock	stock	NOUN
ejpam-3333	42	12	market	market	NOUN
ejpam-3333	42	13	index	index	NOUN
ejpam-3333	42	14	monthly	monthly	ADJ
ejpam-3333	42	15	values	value	NOUN
ejpam-3333	42	16	with	with	ADP
ejpam-3333	42	17	the	the	DET
ejpam-3333	42	18	nlms	nlm	NOUN
ejpam-3333	42	19	algorithm	algorithm	PROPN
ejpam-3333	42	20	.	.	PUNCT
ejpam-3333	43	1	the	the	DET
ejpam-3333	43	2	stock	stock	NOUN
ejpam-3333	43	3	market	market	NOUN
ejpam-3333	43	4	composite	composite	ADJ
ejpam-3333	43	5	index	index	NOUN
ejpam-3333	43	6	values	value	NOUN
ejpam-3333	43	7	are	be	AUX
ejpam-3333	43	8	estimated	estimate	VERB
ejpam-3333	43	9	with	with	ADP
ejpam-3333	43	10	six	six	NUM
ejpam-3333	43	11	macroeconomic	macroeconomic	ADJ
ejpam-3333	43	12	variables	variable	NOUN
ejpam-3333	43	13	and	and	CCONJ
ejpam-3333	43	14	historical	historical	ADJ
ejpam-3333	43	15	stock	stock	NOUN
ejpam-3333	43	16	market	market	NOUN
ejpam-3333	43	17	composite	composite	ADJ
ejpam-3333	43	18	index	index	NOUN
ejpam-3333	43	19	values	value	NOUN
ejpam-3333	43	20	.	.	PUNCT
ejpam-3333	44	1	then	then	ADV
ejpam-3333	44	2	,	,	PUNCT
ejpam-3333	44	3	according	accord	VERB
ejpam-3333	44	4	to	to	ADP
ejpam-3333	44	5	the	the	DET
ejpam-3333	44	6	estimation	estimation	NOUN
ejpam-3333	44	7	results	result	NOUN
ejpam-3333	44	8	,	,	PUNCT
ejpam-3333	44	9	a	a	DET
ejpam-3333	44	10	model	model	NOUN
ejpam-3333	44	11	was	be	AUX
ejpam-3333	44	12	developed	develop	VERB
ejpam-3333	44	13	that	that	PRON
ejpam-3333	44	14	classifies	classify	VERB
ejpam-3333	44	15	countries	country	NOUN
ejpam-3333	44	16	according	accord	VERB
ejpam-3333	44	17	to	to	ADP
ejpam-3333	44	18	their	their	PRON
ejpam-3333	44	19	predictability	predictability	NOUN
ejpam-3333	44	20	.	.	PUNCT
ejpam-3333	45	1	the	the	DET
ejpam-3333	45	2	results	result	NOUN
ejpam-3333	45	3	are	be	AUX
ejpam-3333	45	4	compared	compare	VERB
ejpam-3333	45	5	with	with	ADP
ejpam-3333	45	6	the	the	DET
ejpam-3333	45	7	short	short	ADJ
ejpam-3333	45	8	-	-	PUNCT
ejpam-3333	45	9	term	term	NOUN
ejpam-3333	45	10	domestic	domestic	ADJ
ejpam-3333	45	11	currency	currency	NOUN
ejpam-3333	45	12	credit	credit	NOUN
ejpam-3333	45	13	ratings	rating	NOUN
ejpam-3333	45	14	for	for	ADP
ejpam-3333	45	15	the	the	DET
ejpam-3333	45	16	period	period	NOUN
ejpam-3333	45	17	.	.	PUNCT
ejpam-3333	46	1	in	in	ADP
ejpam-3333	46	2	the	the	DET
ejpam-3333	46	3	other	other	ADJ
ejpam-3333	46	4	model	model	NOUN
ejpam-3333	46	5	,	,	PUNCT
ejpam-3333	46	6	we	we	PRON
ejpam-3333	46	7	classified	classify	VERB
ejpam-3333	46	8	the	the	DET
ejpam-3333	46	9	countries	country	NOUN
ejpam-3333	46	10	using	use	VERB
ejpam-3333	46	11	the	the	DET
ejpam-3333	46	12	values	value	NOUN
ejpam-3333	46	13	of	of	ADP
ejpam-3333	46	14	daily	daily	ADJ
ejpam-3333	46	15	closing	closing	NOUN
ejpam-3333	46	16	stock	stock	NOUN
ejpam-3333	46	17	market	market	NOUN
ejpam-3333	46	18	indices	index	NOUN
ejpam-3333	46	19	with	with	ADP
ejpam-3333	46	20	anns	ann	NOUN
ejpam-3333	46	21	.	.	PUNCT
ejpam-3333	47	1	in	in	ADP
ejpam-3333	47	2	the	the	DET
ejpam-3333	47	3	training	training	NOUN
ejpam-3333	47	4	process	process	NOUN
ejpam-3333	47	5	based	base	VERB
ejpam-3333	47	6	on	on	ADP
ejpam-3333	47	7	the	the	DET
ejpam-3333	47	8	sovereign	sovereign	ADJ
ejpam-3333	47	9	credit	credit	NOUN
ejpam-3333	47	10	ratings	rating	NOUN
ejpam-3333	47	11	of	of	ADP
ejpam-3333	47	12	the	the	DET
ejpam-3333	47	13	cras	cras	X
ejpam-3333	47	14	in	in	ADP
ejpam-3333	47	15	terms	term	NOUN
ejpam-3333	47	16	of	of	ADP
ejpam-3333	47	17	short	short	ADJ
ejpam-3333	47	18	-	-	PUNCT
ejpam-3333	47	19	term	term	NOUN
ejpam-3333	47	20	foreign	foreign	ADJ
ejpam-3333	47	21	currency	currency	NOUN
ejpam-3333	47	22	.	.	PUNCT
ejpam-3333	48	1	2	2	X
ejpam-3333	48	2	.	.	X
ejpam-3333	48	3	nlms	nlm	NOUN
ejpam-3333	48	4	algorithm	algorithm	PROPN
ejpam-3333	48	5	normalized	normalize	VERB
ejpam-3333	48	6	least	least	ADV
ejpam-3333	48	7	mean	mean	VERB
ejpam-3333	48	8	square	square	ADJ
ejpam-3333	48	9	(	(	PUNCT
ejpam-3333	48	10	nlms	nlm	NOUN
ejpam-3333	48	11	)	)	PUNCT
ejpam-3333	48	12	algorithm	algorithm	NOUN
ejpam-3333	48	13	is	be	AUX
ejpam-3333	48	14	a	a	DET
ejpam-3333	48	15	type	type	NOUN
ejpam-3333	48	16	of	of	ADP
ejpam-3333	48	17	the	the	DET
ejpam-3333	48	18	lms	lm	NOUN
ejpam-3333	48	19	algorithm	algorithm	NOUN
ejpam-3333	48	20	.	.	PUNCT
ejpam-3333	49	1	the	the	DET
ejpam-3333	49	2	difference	difference	NOUN
ejpam-3333	49	3	between	between	ADP
ejpam-3333	49	4	the	the	DET
ejpam-3333	49	5	lms	lm	NOUN
ejpam-3333	49	6	and	and	CCONJ
ejpam-3333	49	7	nlms	nlm	NOUN
ejpam-3333	49	8	algorithms	algorithm	NOUN
ejpam-3333	49	9	is	be	AUX
ejpam-3333	49	10	the	the	DET
ejpam-3333	49	11	speed	speed	NOUN
ejpam-3333	49	12	of	of	ADP
ejpam-3333	49	13	convergence	convergence	NOUN
ejpam-3333	49	14	.	.	PUNCT
ejpam-3333	50	1	the	the	DET
ejpam-3333	50	2	convergence	convergence	NOUN
ejpam-3333	50	3	rate	rate	NOUN
ejpam-3333	50	4	of	of	ADP
ejpam-3333	50	5	the	the	DET
ejpam-3333	50	6	nlms	nlm	NOUN
ejpam-3333	50	7	algorithm	algorithm	NOUN
ejpam-3333	50	8	is	be	AUX
ejpam-3333	50	9	faster	fast	ADJ
ejpam-3333	50	10	than	than	ADP
ejpam-3333	50	11	the	the	DET
ejpam-3333	50	12	lms	lm	NOUN
ejpam-3333	50	13	algorithm	algorithm	NOUN
ejpam-3333	50	14	.	.	PUNCT
ejpam-3333	51	1	in	in	ADP
ejpam-3333	51	2	the	the	DET
ejpam-3333	51	3	nlms	nlm	NOUN
ejpam-3333	51	4	algorithm	algorithm	PROPN
ejpam-3333	51	5	,	,	PUNCT
ejpam-3333	51	6	weight	weight	NOUN
ejpam-3333	51	7	updating	updating	NOUN
ejpam-3333	51	8	in	in	ADP
ejpam-3333	51	9	time	time	NOUN
ejpam-3333	51	10	n+1	n+1	PROPN
ejpam-3333	51	11	compute	compute	NOUN
ejpam-3333	51	12	differently	differently	ADV
ejpam-3333	51	13	according	accord	VERB
ejpam-3333	51	14	to	to	ADP
ejpam-3333	51	15	the	the	DET
ejpam-3333	51	16	lms	lm	NOUN
ejpam-3333	51	17	algorithm	algorithm	NOUN
ejpam-3333	51	18	[	[	X
ejpam-3333	51	19	19	19	NUM
ejpam-3333	51	20	,	,	PUNCT
ejpam-3333	51	21	20	20	NUM
ejpam-3333	51	22	]	]	PUNCT
ejpam-3333	51	23	.	.	PUNCT
ejpam-3333	52	1	the	the	DET
ejpam-3333	52	2	nlms	nlms	PROPN
ejpam-3333	52	3	formulation	formulation	NOUN
ejpam-3333	52	4	is	be	AUX
ejpam-3333	52	5	illustrated	illustrate	VERB
ejpam-3333	52	6	in	in	ADP
ejpam-3333	52	7	the	the	DET
ejpam-3333	52	8	following	following	NOUN
ejpam-3333	52	9	:	:	PUNCT
ejpam-3333	53	1	[	[	X
ejpam-3333	53	2	19	19	NUM
ejpam-3333	53	3	]	]	SYM
ejpam-3333	53	4	•	•	NUM
ejpam-3333	53	5	the	the	DET
ejpam-3333	53	6	output	output	NOUN
ejpam-3333	53	7	value	value	NOUN
ejpam-3333	53	8	yn	yn	PROPN
ejpam-3333	53	9	is	be	AUX
ejpam-3333	53	10	obtained	obtain	VERB
ejpam-3333	53	11	by	by	ADP
ejpam-3333	53	12	multiplying	multiply	VERB
ejpam-3333	53	13	the	the	DET
ejpam-3333	53	14	input	input	NOUN
ejpam-3333	53	15	data	datum	NOUN
ejpam-3333	53	16	by	by	ADP
ejpam-3333	53	17	weights	weight	NOUN
ejpam-3333	53	18	,	,	PUNCT
ejpam-3333	53	19	as	as	SCONJ
ejpam-3333	53	20	can	can	AUX
ejpam-3333	53	21	be	be	AUX
ejpam-3333	53	22	seen	see	VERB
ejpam-3333	53	23	in	in	ADP
ejpam-3333	53	24	(	(	PUNCT
ejpam-3333	53	25	1	1	NUM
ejpam-3333	53	26	)	)	PUNCT
ejpam-3333	53	27	.	.	PUNCT
ejpam-3333	54	1	yn	yn	PROPN
ejpam-3333	54	2	=	=	PUNCT
ejpam-3333	54	3	k∑	k∑	PROPN
ejpam-3333	55	1	k=1	k=1	X
ejpam-3333	56	1	inkw	inkw	PROPN
ejpam-3333	56	2	n	n	PROPN
ejpam-3333	56	3	k	k	X
ejpam-3333	56	4	(	(	PUNCT
ejpam-3333	56	5	1	1	NUM
ejpam-3333	56	6	)	)	PUNCT
ejpam-3333	56	7	•	•	NOUN
ejpam-3333	56	8	the	the	DET
ejpam-3333	56	9	error	error	NOUN
ejpam-3333	56	10	signal	signal	NOUN
ejpam-3333	56	11	is	be	AUX
ejpam-3333	56	12	calculated	calculate	VERB
ejpam-3333	56	13	in	in	ADP
ejpam-3333	56	14	(	(	PUNCT
ejpam-3333	56	15	2	2	NUM
ejpam-3333	56	16	)	)	PUNCT
ejpam-3333	56	17	by	by	ADP
ejpam-3333	56	18	the	the	DET
ejpam-3333	56	19	difference	difference	NOUN
ejpam-3333	56	20	between	between	ADP
ejpam-3333	56	21	the	the	DET
ejpam-3333	56	22	desired	desire	VERB
ejpam-3333	56	23	value	value	NOUN
ejpam-3333	56	24	and	and	CCONJ
ejpam-3333	56	25	the	the	DET
ejpam-3333	56	26	output	output	NOUN
ejpam-3333	56	27	value	value	NOUN
ejpam-3333	56	28	.	.	PUNCT
ejpam-3333	57	1	n.	n.	NOUN
ejpam-3333	57	2	o	o	INTJ
ejpam-3333	57	3	.	.	PUNCT
ejpam-3333	58	1	onal	onal	ADJ
ejpam-3333	58	2	,	,	PUNCT
ejpam-3333	58	3	e.karacuha	e.karacuha	ADJ
ejpam-3333	58	4	/	/	SYM
ejpam-3333	58	5	eur	eur	NOUN
ejpam-3333	58	6	.	.	PUNCT
ejpam-3333	59	1	j.	j.	PROPN
ejpam-3333	59	2	pure	pure	PROPN
ejpam-3333	59	3	appl	appl	PROPN
ejpam-3333	59	4	.	.	PROPN
ejpam-3333	59	5	math	math	PROPN
ejpam-3333	59	6	,	,	PUNCT
ejpam-3333	59	7	11	11	NUM
ejpam-3333	59	8	(	(	PUNCT
ejpam-3333	59	9	4	4	NUM
ejpam-3333	59	10	)	)	PUNCT
ejpam-3333	59	11	(	(	PUNCT
ejpam-3333	59	12	2018	2018	NUM
ejpam-3333	59	13	)	)	PUNCT
ejpam-3333	59	14	,	,	PUNCT
ejpam-3333	59	15	1014	1014	NUM
ejpam-3333	59	16	-	-	SYM
ejpam-3333	59	17	1026	1026	NUM
ejpam-3333	59	18	1016	1016	NUM
ejpam-3333	59	19	en	en	X
ejpam-3333	59	20	=	=	SYM
ejpam-3333	59	21	dn	dn	PROPN
ejpam-3333	59	22	−	−	PROPN
ejpam-3333	59	23	yn	yn	PROPN
ejpam-3333	59	24	(	(	PUNCT
ejpam-3333	59	25	2	2	NUM
ejpam-3333	59	26	)	)	PUNCT
ejpam-3333	59	27	•	•	NUM
ejpam-3333	60	1	minimization	minimization	NOUN
ejpam-3333	60	2	of	of	ADP
ejpam-3333	60	3	error	error	NOUN
ejpam-3333	60	4	signal	signal	NOUN
ejpam-3333	60	5	is	be	AUX
ejpam-3333	60	6	made	make	VERB
ejpam-3333	60	7	according	accord	VERB
ejpam-3333	60	8	to	to	ADP
ejpam-3333	60	9	the	the	DET
ejpam-3333	60	10	mean	mean	ADJ
ejpam-3333	60	11	square	square	NOUN
ejpam-3333	60	12	error	error	NOUN
ejpam-3333	60	13	,	,	PUNCT
ejpam-3333	60	14	as	as	SCONJ
ejpam-3333	60	15	can	can	AUX
ejpam-3333	60	16	be	be	AUX
ejpam-3333	60	17	seen	see	VERB
ejpam-3333	60	18	in	in	ADP
ejpam-3333	60	19	(	(	PUNCT
ejpam-3333	60	20	3	3	NUM
ejpam-3333	60	21	)	)	PUNCT
ejpam-3333	60	22	.	.	PUNCT
ejpam-3333	61	1	j	j	NOUN
ejpam-3333	61	2	=	=	SYM
ejpam-3333	61	3	1	1	NUM
ejpam-3333	61	4	2	2	NUM
ejpam-3333	61	5	e[e2	e[e2	NOUN
ejpam-3333	61	6	]	]	PUNCT
ejpam-3333	61	7	=	=	SYM
ejpam-3333	61	8	1	1	NUM
ejpam-3333	61	9	2	2	NUM
ejpam-3333	61	10	e[(dn	e[(dn	PROPN
ejpam-3333	61	11	−	−	NOUN
ejpam-3333	61	12	inkwn	inkwn	PROPN
ejpam-3333	61	13	k	k	PROPN
ejpam-3333	61	14	)	)	PUNCT
ejpam-3333	61	15	2	2	X
ejpam-3333	61	16	]	]	PUNCT
ejpam-3333	61	17	(	(	PUNCT
ejpam-3333	61	18	3	3	NUM
ejpam-3333	61	19	)	)	PUNCT
ejpam-3333	61	20	•	•	NOUN
ejpam-3333	61	21	initial	initial	ADJ
ejpam-3333	61	22	weights	weight	NOUN
ejpam-3333	61	23	are	be	AUX
ejpam-3333	61	24	zero	zero	NUM
ejpam-3333	61	25	.	.	PUNCT
ejpam-3333	62	1	weight	weight	NOUN
ejpam-3333	62	2	updating	updating	NOUN
ejpam-3333	62	3	is	be	AUX
ejpam-3333	62	4	calculated	calculate	VERB
ejpam-3333	62	5	in	in	ADP
ejpam-3333	62	6	(	(	PUNCT
ejpam-3333	62	7	4	4	NUM
ejpam-3333	62	8	)	)	PUNCT
ejpam-3333	62	9	by	by	ADP
ejpam-3333	62	10	minimizing	minimize	VERB
ejpam-3333	62	11	the	the	DET
ejpam-3333	62	12	error	error	NOUN
ejpam-3333	62	13	signal	signal	NOUN
ejpam-3333	62	14	for	for	ADP
ejpam-3333	62	15	each	each	DET
ejpam-3333	62	16	variable	variable	NOUN
ejpam-3333	62	17	according	accord	VERB
ejpam-3333	62	18	to	to	ADP
ejpam-3333	62	19	the	the	DET
ejpam-3333	62	20	following	follow	VERB
ejpam-3333	62	21	formula	formula	NOUN
ejpam-3333	62	22	[	[	X
ejpam-3333	62	23	13	13	NUM
ejpam-3333	62	24	]	]	PUNCT
ejpam-3333	62	25	.	.	PUNCT
ejpam-3333	63	1	wk	wk	X
ejpam-3333	63	2	(	(	PUNCT
ejpam-3333	63	3	n+	n+	NOUN
ejpam-3333	63	4	1	1	NUM
ejpam-3333	64	1	)	)	PUNCT
ejpam-3333	64	2	=	=	SYM
ejpam-3333	64	3	wn	wn	PROPN
ejpam-3333	65	1	+	+	PROPN
ejpam-3333	65	2	µen	µen	ADJ
ejpam-3333	65	3	‖ink	‖ink	NOUN
ejpam-3333	65	4	ink‖2	ink‖2	NOUN
ejpam-3333	65	5	ink	ink	NOUN
ejpam-3333	65	6	(	(	PUNCT
ejpam-3333	65	7	4	4	NUM
ejpam-3333	65	8	)	)	PUNCT
ejpam-3333	65	9	the	the	DET
ejpam-3333	65	10	norm	norm	NOUN
ejpam-3333	65	11	process	process	NOUN
ejpam-3333	65	12	is	be	AUX
ejpam-3333	65	13	calculated	calculate	VERB
ejpam-3333	65	14	according	accord	VERB
ejpam-3333	65	15	to	to	ADP
ejpam-3333	65	16	the	the	DET
ejpam-3333	65	17	following	follow	VERB
ejpam-3333	65	18	equation	equation	NOUN
ejpam-3333	65	19	(	(	PUNCT
ejpam-3333	65	20	5	5	NUM
ejpam-3333	65	21	)	)	PUNCT
ejpam-3333	65	22	.	.	PUNCT
ejpam-3333	66	1	‖ink‖	‖ink‖	PUNCT
ejpam-3333	67	1	=	=	PUNCT
ejpam-3333	67	2	√√√√	√√√√	PRON
ejpam-3333	67	3	n∑	n∑	NOUN
ejpam-3333	67	4	n=1	n=1	PROPN
ejpam-3333	67	5	(	(	PUNCT
ejpam-3333	67	6	ink)2	ink)2	PROPN
ejpam-3333	67	7	(	(	PUNCT
ejpam-3333	67	8	5	5	NUM
ejpam-3333	67	9	)	)	PUNCT
ejpam-3333	67	10	where	where	SCONJ
ejpam-3333	67	11	k	k	PROPN
ejpam-3333	67	12	is	be	AUX
ejpam-3333	67	13	the	the	DET
ejpam-3333	67	14	number	number	NOUN
ejpam-3333	67	15	of	of	ADP
ejpam-3333	67	16	variables	variable	NOUN
ejpam-3333	67	17	,	,	PUNCT
ejpam-3333	67	18	n	n	PRON
ejpam-3333	67	19	is	be	AUX
ejpam-3333	67	20	the	the	DET
ejpam-3333	67	21	time	time	NOUN
ejpam-3333	67	22	series	series	PROPN
ejpam-3333	67	23	vector	vector	NOUN
ejpam-3333	67	24	dimension	dimension	NOUN
ejpam-3333	67	25	of	of	ADP
ejpam-3333	67	26	variables	variable	NOUN
ejpam-3333	67	27	,	,	PUNCT
ejpam-3333	67	28	ink	ink	NOUN
ejpam-3333	67	29	is	be	AUX
ejpam-3333	67	30	the	the	DET
ejpam-3333	67	31	input	input	ADJ
ejpam-3333	67	32	variable	variable	NOUN
ejpam-3333	67	33	of	of	ADP
ejpam-3333	67	34	k	k	PROPN
ejpam-3333	67	35	in	in	ADP
ejpam-3333	67	36	time	time	NOUN
ejpam-3333	67	37	n	n	CCONJ
ejpam-3333	67	38	,	,	PUNCT
ejpam-3333	67	39	weight	weight	NOUN
ejpam-3333	67	40	coefficient	coefficient	NOUN
ejpam-3333	67	41	is	be	AUX
ejpam-3333	67	42	wn	wn	PROPN
ejpam-3333	67	43	k	k	PROPN
ejpam-3333	67	44	,	,	PUNCT
ejpam-3333	67	45	the	the	DET
ejpam-3333	67	46	output	output	NOUN
ejpam-3333	67	47	of	of	ADP
ejpam-3333	67	48	the	the	DET
ejpam-3333	67	49	system	system	NOUN
ejpam-3333	67	50	yn	yn	PROPN
ejpam-3333	67	51	is	be	AUX
ejpam-3333	67	52	the	the	DET
ejpam-3333	67	53	estimation	estimation	NOUN
ejpam-3333	67	54	value	value	NOUN
ejpam-3333	67	55	for	for	ADP
ejpam-3333	67	56	time	time	NOUN
ejpam-3333	67	57	n	n	CCONJ
ejpam-3333	67	58	,	,	PUNCT
ejpam-3333	67	59	the	the	DET
ejpam-3333	67	60	desired	desire	VERB
ejpam-3333	67	61	value	value	NOUN
ejpam-3333	67	62	is	be	AUX
ejpam-3333	67	63	dn	dn	NOUN
ejpam-3333	67	64	,	,	PUNCT
ejpam-3333	67	65	error	error	NOUN
ejpam-3333	67	66	value	value	NOUN
ejpam-3333	67	67	is	be	AUX
ejpam-3333	67	68	en	en	ADV
ejpam-3333	67	69	,	,	PUNCT
ejpam-3333	67	70	and	and	CCONJ
ejpam-3333	67	71	µ	µ	NOUN
ejpam-3333	67	72	is	be	AUX
ejpam-3333	67	73	the	the	DET
ejpam-3333	67	74	learning	learning	NOUN
ejpam-3333	67	75	rate	rate	NOUN
ejpam-3333	67	76	.	.	PUNCT
ejpam-3333	68	1	figure	figure	NOUN
ejpam-3333	68	2	1	1	NUM
ejpam-3333	68	3	shows	show	VERB
ejpam-3333	68	4	the	the	DET
ejpam-3333	68	5	nlms	nlms	PROPN
ejpam-3333	68	6	adaptive	adaptive	ADJ
ejpam-3333	68	7	system	system	NOUN
ejpam-3333	68	8	.	.	PUNCT
ejpam-3333	69	1	figure	figure	VERB
ejpam-3333	69	2	1	1	NUM
ejpam-3333	69	3	:	:	PUNCT
ejpam-3333	69	4	nlms	nlm	NOUN
ejpam-3333	69	5	adaptive	adaptive	ADJ
ejpam-3333	69	6	system	system	NOUN
ejpam-3333	69	7	.	.	PUNCT
ejpam-3333	70	1	n.	n.	NOUN
ejpam-3333	70	2	o	o	INTJ
ejpam-3333	70	3	.	.	PUNCT
ejpam-3333	71	1	onal	onal	ADJ
ejpam-3333	71	2	,	,	PUNCT
ejpam-3333	71	3	e.karacuha	e.karacuha	ADJ
ejpam-3333	71	4	/	/	SYM
ejpam-3333	71	5	eur	eur	NOUN
ejpam-3333	71	6	.	.	PUNCT
ejpam-3333	72	1	j.	j.	PROPN
ejpam-3333	72	2	pure	pure	PROPN
ejpam-3333	72	3	appl	appl	PROPN
ejpam-3333	72	4	.	.	PROPN
ejpam-3333	72	5	math	math	PROPN
ejpam-3333	72	6	,	,	PUNCT
ejpam-3333	72	7	11	11	NUM
ejpam-3333	72	8	(	(	PUNCT
ejpam-3333	72	9	4	4	NUM
ejpam-3333	72	10	)	)	PUNCT
ejpam-3333	72	11	(	(	PUNCT
ejpam-3333	72	12	2018	2018	NUM
ejpam-3333	72	13	)	)	PUNCT
ejpam-3333	72	14	,	,	PUNCT
ejpam-3333	72	15	1014	1014	NUM
ejpam-3333	72	16	-	-	SYM
ejpam-3333	72	17	1026	1026	NUM
ejpam-3333	72	18	1017	1017	NUM
ejpam-3333	72	19	2.1	2.1	NUM
ejpam-3333	72	20	.	.	PUNCT
ejpam-3333	72	21	proposed	propose	VERB
ejpam-3333	72	22	model	model	NOUN
ejpam-3333	72	23	for	for	ADP
ejpam-3333	72	24	nlms	nlm	NOUN
ejpam-3333	72	25	the	the	DET
ejpam-3333	72	26	proposed	propose	VERB
ejpam-3333	72	27	model	model	NOUN
ejpam-3333	72	28	consists	consist	VERB
ejpam-3333	72	29	of	of	ADP
ejpam-3333	72	30	two	two	NUM
ejpam-3333	72	31	phases	phase	NOUN
ejpam-3333	72	32	.	.	PUNCT
ejpam-3333	73	1	in	in	ADP
ejpam-3333	73	2	the	the	DET
ejpam-3333	73	3	first	first	ADJ
ejpam-3333	73	4	step	step	NOUN
ejpam-3333	73	5	,	,	PUNCT
ejpam-3333	73	6	stock	stock	NOUN
ejpam-3333	73	7	market	market	NOUN
ejpam-3333	73	8	value	value	NOUN
ejpam-3333	73	9	is	be	AUX
ejpam-3333	73	10	estimated	estimate	VERB
ejpam-3333	73	11	by	by	ADP
ejpam-3333	73	12	macroeconomic	macroeconomic	ADJ
ejpam-3333	73	13	variables	variable	NOUN
ejpam-3333	73	14	and	and	CCONJ
ejpam-3333	73	15	stock	stock	NOUN
ejpam-3333	73	16	market	market	NOUN
ejpam-3333	73	17	historical	historical	ADJ
ejpam-3333	73	18	values	value	NOUN
ejpam-3333	73	19	using	use	VERB
ejpam-3333	73	20	the	the	DET
ejpam-3333	73	21	nlms	nlm	NOUN
ejpam-3333	73	22	algorithm	algorithm	NOUN
ejpam-3333	73	23	.	.	PUNCT
ejpam-3333	74	1	macroeconomic	macroeconomic	ADJ
ejpam-3333	74	2	variables	variable	NOUN
ejpam-3333	74	3	were	be	AUX
ejpam-3333	74	4	determined	determine	VERB
ejpam-3333	74	5	by	by	ADP
ejpam-3333	74	6	considering	consider	VERB
ejpam-3333	74	7	the	the	DET
ejpam-3333	74	8	parameters	parameter	NOUN
ejpam-3333	74	9	used	use	VERB
ejpam-3333	74	10	by	by	ADP
ejpam-3333	74	11	the	the	DET
ejpam-3333	74	12	cras	cras	PROPN
ejpam-3333	74	13	and	and	CCONJ
ejpam-3333	74	14	the	the	DET
ejpam-3333	74	15	studies	study	NOUN
ejpam-3333	74	16	about	about	ADP
ejpam-3333	74	17	cras	cras	X
ejpam-3333	74	18	.	.	PUNCT
ejpam-3333	75	1	in	in	ADP
ejpam-3333	75	2	the	the	DET
ejpam-3333	75	3	second	second	ADJ
ejpam-3333	75	4	stage	stage	NOUN
ejpam-3333	75	5	,	,	PUNCT
ejpam-3333	75	6	classification	classification	NOUN
ejpam-3333	75	7	of	of	ADP
ejpam-3333	75	8	countries	country	NOUN
ejpam-3333	75	9	is	be	AUX
ejpam-3333	75	10	carried	carry	VERB
ejpam-3333	75	11	out	out	ADP
ejpam-3333	75	12	according	accord	VERB
ejpam-3333	75	13	to	to	ADP
ejpam-3333	75	14	the	the	DET
ejpam-3333	75	15	estimation	estimation	NOUN
ejpam-3333	75	16	results	result	NOUN
ejpam-3333	75	17	.	.	PUNCT
ejpam-3333	76	1	in	in	ADP
ejpam-3333	76	2	the	the	DET
ejpam-3333	76	3	nlms	nlms	PROPN
ejpam-3333	76	4	model	model	NOUN
ejpam-3333	76	5	,	,	PUNCT
ejpam-3333	76	6	the	the	DET
ejpam-3333	76	7	µ	µ	ADJ
ejpam-3333	76	8	value	value	NOUN
ejpam-3333	76	9	is	be	AUX
ejpam-3333	76	10	used	use	VERB
ejpam-3333	76	11	as	as	ADP
ejpam-3333	76	12	0.12	0.12	NUM
ejpam-3333	76	13	.	.	PUNCT
ejpam-3333	77	1	although	although	SCONJ
ejpam-3333	77	2	convergence	convergence	NOUN
ejpam-3333	77	3	is	be	AUX
ejpam-3333	77	4	faster	fast	ADJ
ejpam-3333	77	5	when	when	SCONJ
ejpam-3333	77	6	the	the	DET
ejpam-3333	77	7	selected	select	VERB
ejpam-3333	77	8	µ	µ	NOUN
ejpam-3333	77	9	value	value	NOUN
ejpam-3333	77	10	is	be	AUX
ejpam-3333	77	11	big	big	ADJ
ejpam-3333	77	12	,	,	PUNCT
ejpam-3333	77	13	convergence	convergence	NOUN
ejpam-3333	77	14	is	be	AUX
ejpam-3333	77	15	slower	slow	ADJ
ejpam-3333	77	16	but	but	CCONJ
ejpam-3333	77	17	better	well	ADJ
ejpam-3333	77	18	if	if	SCONJ
ejpam-3333	77	19	the	the	DET
ejpam-3333	77	20	µ	µ	PRON
ejpam-3333	77	21	value	value	NOUN
ejpam-3333	77	22	is	be	AUX
ejpam-3333	77	23	smaller	small	ADJ
ejpam-3333	77	24	.	.	PUNCT
ejpam-3333	78	1	for	for	ADP
ejpam-3333	78	2	this	this	DET
ejpam-3333	78	3	reason	reason	NOUN
ejpam-3333	78	4	,	,	PUNCT
ejpam-3333	78	5	the	the	DET
ejpam-3333	78	6	µ	µ	ADJ
ejpam-3333	78	7	value	value	NOUN
ejpam-3333	78	8	is	be	AUX
ejpam-3333	78	9	determined	determine	VERB
ejpam-3333	78	10	by	by	ADP
ejpam-3333	78	11	trial	trial	NOUN
ejpam-3333	78	12	.	.	PUNCT
ejpam-3333	79	1	the	the	DET
ejpam-3333	79	2	initial	initial	ADJ
ejpam-3333	79	3	weights	weight	NOUN
ejpam-3333	79	4	were	be	AUX
ejpam-3333	79	5	determined	determine	VERB
ejpam-3333	79	6	as	as	ADP
ejpam-3333	79	7	0.1	0.1	NUM
ejpam-3333	79	8	,	,	PUNCT
ejpam-3333	79	9	which	which	PRON
ejpam-3333	79	10	is	be	AUX
ejpam-3333	79	11	the	the	DET
ejpam-3333	79	12	end	end	NOUN
ejpam-3333	79	13	result	result	NOUN
ejpam-3333	79	14	of	of	ADP
ejpam-3333	79	15	the	the	DET
ejpam-3333	79	16	experiments	experiment	NOUN
ejpam-3333	79	17	.	.	PUNCT
ejpam-3333	80	1	after	after	ADP
ejpam-3333	80	2	the	the	DET
ejpam-3333	80	3	estimation	estimation	NOUN
ejpam-3333	80	4	,	,	PUNCT
ejpam-3333	80	5	mean	mean	VERB
ejpam-3333	80	6	absolute	absolute	ADJ
ejpam-3333	80	7	percentage	percentage	NOUN
ejpam-3333	80	8	error	error	NOUN
ejpam-3333	80	9	(	(	PUNCT
ejpam-3333	80	10	mape	mape	NOUN
ejpam-3333	80	11	)	)	PUNCT
ejpam-3333	80	12	values	value	NOUN
ejpam-3333	80	13	for	for	ADP
ejpam-3333	80	14	the	the	DET
ejpam-3333	80	15	last	last	ADJ
ejpam-3333	80	16	12	12	NUM
ejpam-3333	80	17	months	month	NOUN
ejpam-3333	80	18	of	of	ADP
ejpam-3333	80	19	each	each	DET
ejpam-3333	80	20	country	country	NOUN
ejpam-3333	80	21	are	be	AUX
ejpam-3333	80	22	calculated	calculate	VERB
ejpam-3333	80	23	.	.	PUNCT
ejpam-3333	81	1	the	the	DET
ejpam-3333	81	2	average	average	NOUN
ejpam-3333	81	3	of	of	ADP
ejpam-3333	81	4	differentiation	differentiation	NOUN
ejpam-3333	81	5	of	of	ADP
ejpam-3333	81	6	the	the	DET
ejpam-3333	81	7	mape	mape	NOUN
ejpam-3333	81	8	function	function	NOUN
ejpam-3333	81	9	is	be	AUX
ejpam-3333	81	10	1.18	1.18	NUM
ejpam-3333	81	11	.	.	PUNCT
ejpam-3333	82	1	therefore	therefore	ADV
ejpam-3333	82	2	,	,	PUNCT
ejpam-3333	82	3	the	the	DET
ejpam-3333	82	4	threshold	threshold	NOUN
ejpam-3333	82	5	value	value	NOUN
ejpam-3333	82	6	was	be	AUX
ejpam-3333	82	7	set	set	VERB
ejpam-3333	82	8	at	at	ADP
ejpam-3333	82	9	11.8	11.8	NUM
ejpam-3333	82	10	%	%	NOUN
ejpam-3333	82	11	.	.	PUNCT
ejpam-3333	83	1	countries	country	NOUN
ejpam-3333	83	2	with	with	ADP
ejpam-3333	83	3	a	a	DET
ejpam-3333	83	4	value	value	NOUN
ejpam-3333	83	5	below	below	ADP
ejpam-3333	83	6	the	the	DET
ejpam-3333	83	7	threshold	threshold	NOUN
ejpam-3333	83	8	value	value	NOUN
ejpam-3333	83	9	of	of	ADP
ejpam-3333	83	10	mape	mape	NOUN
ejpam-3333	83	11	can	can	AUX
ejpam-3333	83	12	be	be	AUX
ejpam-3333	83	13	invested	invest	VERB
ejpam-3333	83	14	,	,	PUNCT
ejpam-3333	83	15	while	while	SCONJ
ejpam-3333	83	16	those	those	PRON
ejpam-3333	83	17	above	above	ADV
ejpam-3333	83	18	are	be	AUX
ejpam-3333	83	19	classified	classify	VERB
ejpam-3333	83	20	as	as	ADP
ejpam-3333	83	21	speculative	speculative	ADJ
ejpam-3333	83	22	.	.	PUNCT
ejpam-3333	84	1	mape	mape	NOUN
ejpam-3333	84	2	is	be	AUX
ejpam-3333	84	3	calculated	calculate	VERB
ejpam-3333	84	4	by	by	ADP
ejpam-3333	84	5	the	the	DET
ejpam-3333	84	6	equation	equation	NOUN
ejpam-3333	84	7	(	(	PUNCT
ejpam-3333	84	8	6	6	NUM
ejpam-3333	84	9	)	)	PUNCT
ejpam-3333	84	10	below	below	ADV
ejpam-3333	84	11	.	.	PUNCT
ejpam-3333	85	1	mape	mape	NOUN
ejpam-3333	85	2	=	=	SYM
ejpam-3333	85	3	1	1	NUM
ejpam-3333	85	4	/	/	SYM
ejpam-3333	85	5	n	n	PROPN
ejpam-3333	85	6	n∑	n∑	NOUN
ejpam-3333	85	7	i=1	i=1	PROPN
ejpam-3333	85	8	∣∣∣∣(v(n)−	∣∣∣∣(v(n)−	PROPN
ejpam-3333	85	9	ṽ(n	ṽ(n	PROPN
ejpam-3333	85	10	)	)	PUNCT
ejpam-3333	85	11	)	)	PUNCT
ejpam-3333	85	12	v(n	v(n	NOUN
ejpam-3333	85	13	)	)	PUNCT
ejpam-3333	85	14	∣∣∣∣×	∣∣∣∣×	PROPN
ejpam-3333	85	15	100	100	NUM
ejpam-3333	85	16	(	(	PUNCT
ejpam-3333	85	17	6	6	NUM
ejpam-3333	85	18	)	)	PUNCT
ejpam-3333	85	19	2.2	2.2	NUM
ejpam-3333	85	20	.	.	PUNCT
ejpam-3333	86	1	dataset	dataset	VERB
ejpam-3333	86	2	for	for	ADP
ejpam-3333	86	3	nlms	nlm	NOUN
ejpam-3333	86	4	in	in	ADP
ejpam-3333	86	5	this	this	DET
ejpam-3333	86	6	study	study	NOUN
ejpam-3333	86	7	stock	stock	NOUN
ejpam-3333	86	8	composite	composite	ADJ
ejpam-3333	86	9	indices	index	NOUN
ejpam-3333	86	10	,	,	PUNCT
ejpam-3333	86	11	gdp	gdp	NOUN
ejpam-3333	86	12	per	per	ADP
ejpam-3333	86	13	capita	capita	NOUN
ejpam-3333	86	14	,	,	PUNCT
ejpam-3333	86	15	u.s	u.s	PROPN
ejpam-3333	86	16	.	.	PROPN
ejpam-3333	86	17	foreign	foreign	ADJ
ejpam-3333	86	18	exchange	exchange	NOUN
ejpam-3333	86	19	rate	rate	NOUN
ejpam-3333	86	20	,	,	PUNCT
ejpam-3333	86	21	foreign	foreign	ADJ
ejpam-3333	86	22	trade	trade	NOUN
ejpam-3333	86	23	,	,	PUNCT
ejpam-3333	86	24	overnight	overnight	ADJ
ejpam-3333	86	25	interest	interest	NOUN
ejpam-3333	86	26	rate	rate	NOUN
ejpam-3333	86	27	,	,	PUNCT
ejpam-3333	86	28	and	and	CCONJ
ejpam-3333	86	29	consumer	consumer	NOUN
ejpam-3333	86	30	price	price	NOUN
ejpam-3333	86	31	index	index	NOUN
ejpam-3333	86	32	values	value	NOUN
ejpam-3333	86	33	are	be	AUX
ejpam-3333	86	34	used	use	VERB
ejpam-3333	86	35	.	.	PUNCT
ejpam-3333	87	1	the	the	DET
ejpam-3333	87	2	dataset	dataset	NOUN
ejpam-3333	87	3	includes	include	VERB
ejpam-3333	87	4	15	15	NUM
ejpam-3333	87	5	countries	country	NOUN
ejpam-3333	87	6	monthly	monthly	ADJ
ejpam-3333	87	7	values	value	NOUN
ejpam-3333	87	8	between	between	ADP
ejpam-3333	87	9	january	january	PROPN
ejpam-3333	87	10	,	,	PUNCT
ejpam-3333	87	11	2007	2007	NUM
ejpam-3333	87	12	-	-	SYM
ejpam-3333	87	13	august	august	NOUN
ejpam-3333	87	14	,	,	PUNCT
ejpam-3333	87	15	2017	2017	NUM
ejpam-3333	87	16	.	.	PUNCT
ejpam-3333	88	1	the	the	DET
ejpam-3333	88	2	countries	country	NOUN
ejpam-3333	88	3	in	in	ADP
ejpam-3333	88	4	the	the	DET
ejpam-3333	88	5	dataset	dataset	NOUN
ejpam-3333	88	6	are	be	AUX
ejpam-3333	88	7	germany	germany	PROPN
ejpam-3333	88	8	,	,	PUNCT
ejpam-3333	88	9	usa	usa	PROPN
ejpam-3333	88	10	,	,	PUNCT
ejpam-3333	88	11	brazil	brazil	PROPN
ejpam-3333	88	12	,	,	PUNCT
ejpam-3333	88	13	france	france	PROPN
ejpam-3333	88	14	,	,	PUNCT
ejpam-3333	88	15	netherlands	netherlands	PROPN
ejpam-3333	88	16	,	,	PUNCT
ejpam-3333	88	17	uk	uk	PROPN
ejpam-3333	88	18	,	,	PUNCT
ejpam-3333	88	19	spain	spain	PROPN
ejpam-3333	88	20	,	,	PUNCT
ejpam-3333	88	21	italy	italy	PROPN
ejpam-3333	88	22	,	,	PUNCT
ejpam-3333	88	23	canada	canada	PROPN
ejpam-3333	88	24	,	,	PUNCT
ejpam-3333	88	25	mexico	mexico	PROPN
ejpam-3333	88	26	,	,	PUNCT
ejpam-3333	88	27	norway	norway	PROPN
ejpam-3333	88	28	,	,	PUNCT
ejpam-3333	88	29	portugal	portugal	PROPN
ejpam-3333	88	30	,	,	PUNCT
ejpam-3333	88	31	russia	russia	PROPN
ejpam-3333	88	32	,	,	PUNCT
ejpam-3333	88	33	turkey	turkey	PROPN
ejpam-3333	88	34	,	,	PUNCT
ejpam-3333	88	35	and	and	CCONJ
ejpam-3333	88	36	greece	greece	PROPN
ejpam-3333	88	37	.	.	PUNCT
ejpam-3333	89	1	the	the	DET
ejpam-3333	89	2	value	value	NOUN
ejpam-3333	89	3	of	of	ADP
ejpam-3333	89	4	the	the	DET
ejpam-3333	89	5	stock	stock	NOUN
ejpam-3333	89	6	composite	composite	ADJ
ejpam-3333	89	7	index	index	NOUN
ejpam-3333	89	8	for	for	ADP
ejpam-3333	89	9	the	the	DET
ejpam-3333	89	10	end	end	NOUN
ejpam-3333	89	11	of	of	ADP
ejpam-3333	89	12	the	the	DET
ejpam-3333	89	13	next	next	ADJ
ejpam-3333	89	14	month	month	NOUN
ejpam-3333	89	15	is	be	AUX
ejpam-3333	89	16	estimated	estimate	VERB
ejpam-3333	89	17	with	with	ADP
ejpam-3333	89	18	this	this	DET
ejpam-3333	89	19	dataset	dataset	NOUN
ejpam-3333	89	20	.	.	PUNCT
ejpam-3333	90	1	therefore	therefore	ADV
ejpam-3333	90	2	,	,	PUNCT
ejpam-3333	90	3	the	the	DET
ejpam-3333	90	4	results	result	NOUN
ejpam-3333	90	5	are	be	AUX
ejpam-3333	90	6	compared	compare	VERB
ejpam-3333	90	7	with	with	ADP
ejpam-3333	90	8	stock	stock	NOUN
ejpam-3333	90	9	composite	composite	ADJ
ejpam-3333	90	10	index	index	NOUN
ejpam-3333	90	11	values	value	NOUN
ejpam-3333	90	12	between	between	ADP
ejpam-3333	90	13	02.2007	02.2007	NUM
ejpam-3333	90	14	-	-	PUNCT
ejpam-3333	90	15	09.2017	09.2017	NUM
ejpam-3333	90	16	.	.	PUNCT
ejpam-3333	91	1	initially	initially	ADV
ejpam-3333	91	2	,	,	PUNCT
ejpam-3333	91	3	the	the	DET
ejpam-3333	91	4	data	datum	NOUN
ejpam-3333	91	5	are	be	AUX
ejpam-3333	91	6	adjusted	adjust	VERB
ejpam-3333	91	7	with	with	ADP
ejpam-3333	91	8	the	the	DET
ejpam-3333	91	9	normalization	normalization	NOUN
ejpam-3333	91	10	equation	equation	NOUN
ejpam-3333	91	11	(	(	PUNCT
ejpam-3333	91	12	7	7	NUM
ejpam-3333	91	13	)	)	PUNCT
ejpam-3333	91	14	.	.	PUNCT
ejpam-3333	92	1	in	in	ADP
ejpam-3333	92	2	normalization	normalization	NOUN
ejpam-3333	92	3	techniques	technique	NOUN
ejpam-3333	92	4	,	,	PUNCT
ejpam-3333	92	5	min	min	PROPN
ejpam-3333	92	6	-	-	ADJ
ejpam-3333	92	7	max	max	PROPN
ejpam-3333	92	8	normalization	normalization	NOUN
ejpam-3333	92	9	is	be	AUX
ejpam-3333	92	10	used	use	VERB
ejpam-3333	92	11	for	for	ADP
ejpam-3333	92	12	normalization	normalization	NOUN
ejpam-3333	92	13	of	of	ADP
ejpam-3333	92	14	the	the	DET
ejpam-3333	92	15	data	datum	NOUN
ejpam-3333	92	16	.	.	PUNCT
ejpam-3333	93	1	thus	thus	ADV
ejpam-3333	93	2	,	,	PUNCT
ejpam-3333	93	3	the	the	DET
ejpam-3333	93	4	data	datum	NOUN
ejpam-3333	93	5	are	be	AUX
ejpam-3333	93	6	limited	limit	VERB
ejpam-3333	93	7	between	between	ADP
ejpam-3333	93	8	0.1	0.1	NUM
ejpam-3333	93	9	and	and	CCONJ
ejpam-3333	93	10	0.9	0.9	NUM
ejpam-3333	93	11	.	.	PUNCT
ejpam-3333	94	1	all	all	DET
ejpam-3333	94	2	data	datum	NOUN
ejpam-3333	94	3	normalize	normalize	VERB
ejpam-3333	94	4	in	in	ADP
ejpam-3333	94	5	itself	itself	PRON
ejpam-3333	94	6	for	for	ADP
ejpam-3333	94	7	it	it	PRON
ejpam-3333	94	8	can	can	AUX
ejpam-3333	94	9	be	be	AUX
ejpam-3333	94	10	comparable	comparable	ADJ
ejpam-3333	94	11	.	.	PUNCT
ejpam-3333	95	1	x̃	x̃	PROPN
ejpam-3333	95	2	=	=	PUNCT
ejpam-3333	96	1	0.8×	0.8×	NUM
ejpam-3333	96	2	xi	xi	X
ejpam-3333	96	3	−	−	PROPN
ejpam-3333	96	4	xmin	xmin	PROPN
ejpam-3333	96	5	xmax	xmax	PROPN
ejpam-3333	97	1	−	−	PROPN
ejpam-3333	97	2	xmin	xmin	NOUN
ejpam-3333	97	3	+	+	CCONJ
ejpam-3333	97	4	0.1	0.1	NUM
ejpam-3333	97	5	(	(	PUNCT
ejpam-3333	97	6	7	7	NUM
ejpam-3333	97	7	)	)	PUNCT
ejpam-3333	97	8	where	where	SCONJ
ejpam-3333	97	9	xi	xi	PROPN
ejpam-3333	97	10	are	be	AUX
ejpam-3333	97	11	the	the	DET
ejpam-3333	97	12	actual	actual	ADJ
ejpam-3333	97	13	values	value	NOUN
ejpam-3333	97	14	of	of	ADP
ejpam-3333	97	15	the	the	DET
ejpam-3333	97	16	series	series	NOUN
ejpam-3333	97	17	,	,	PUNCT
ejpam-3333	97	18	the	the	DET
ejpam-3333	97	19	maximum	maximum	ADJ
ejpam-3333	97	20	value	value	NOUN
ejpam-3333	97	21	of	of	ADP
ejpam-3333	97	22	the	the	DET
ejpam-3333	97	23	series	series	NOUN
ejpam-3333	97	24	is	be	AUX
ejpam-3333	97	25	xmax	xmax	PROPN
ejpam-3333	97	26	,	,	PUNCT
ejpam-3333	97	27	the	the	DET
ejpam-3333	97	28	minimum	minimum	ADJ
ejpam-3333	97	29	value	value	NOUN
ejpam-3333	97	30	of	of	ADP
ejpam-3333	97	31	the	the	DET
ejpam-3333	97	32	series	series	NOUN
ejpam-3333	97	33	is	be	AUX
ejpam-3333	97	34	xmin	xmin	NOUN
ejpam-3333	97	35	,	,	PUNCT
ejpam-3333	97	36	and	and	CCONJ
ejpam-3333	97	37	normalized	normalize	VERB
ejpam-3333	97	38	values	value	NOUN
ejpam-3333	97	39	are	be	AUX
ejpam-3333	97	40	x̃	x̃	PROPN
ejpam-3333	97	41	in	in	ADP
ejpam-3333	97	42	the	the	DET
ejpam-3333	97	43	series	series	NOUN
ejpam-3333	97	44	.	.	PUNCT
ejpam-3333	98	1	2.3	2.3	NUM
ejpam-3333	98	2	.	.	PUNCT
ejpam-3333	98	3	results	result	NOUN
ejpam-3333	98	4	for	for	ADP
ejpam-3333	98	5	nlms	nlm	NOUN
ejpam-3333	98	6	this	this	DET
ejpam-3333	98	7	study	study	NOUN
ejpam-3333	98	8	proposes	propose	VERB
ejpam-3333	98	9	a	a	DET
ejpam-3333	98	10	new	new	ADJ
ejpam-3333	98	11	model	model	NOUN
ejpam-3333	98	12	for	for	ADP
ejpam-3333	98	13	sovereign	sovereign	ADJ
ejpam-3333	98	14	credit	credit	NOUN
ejpam-3333	98	15	ratings	rating	NOUN
ejpam-3333	98	16	with	with	ADP
ejpam-3333	98	17	the	the	DET
ejpam-3333	98	18	nlms	nlm	NOUN
ejpam-3333	98	19	algorithm	algorithm	PROPN
ejpam-3333	98	20	.	.	PUNCT
ejpam-3333	99	1	stock	stock	NOUN
ejpam-3333	99	2	composite	composite	ADJ
ejpam-3333	99	3	indices	index	NOUN
ejpam-3333	99	4	are	be	AUX
ejpam-3333	99	5	estimated	estimate	VERB
ejpam-3333	99	6	in	in	ADP
ejpam-3333	99	7	the	the	DET
ejpam-3333	99	8	first	first	ADJ
ejpam-3333	99	9	stage	stage	NOUN
ejpam-3333	99	10	.	.	PUNCT
ejpam-3333	100	1	after	after	ADP
ejpam-3333	100	2	the	the	DET
ejpam-3333	100	3	forecasting	forecasting	NOUN
ejpam-3333	100	4	,	,	PUNCT
ejpam-3333	100	5	mape	mape	NOUN
ejpam-3333	100	6	values	value	NOUN
ejpam-3333	100	7	for	for	ADP
ejpam-3333	100	8	the	the	DET
ejpam-3333	100	9	last	last	ADJ
ejpam-3333	100	10	12	12	NUM
ejpam-3333	100	11	months	month	NOUN
ejpam-3333	100	12	are	be	AUX
ejpam-3333	100	13	calculated	calculate	VERB
ejpam-3333	100	14	for	for	ADP
ejpam-3333	100	15	all	all	DET
ejpam-3333	100	16	countries	country	NOUN
ejpam-3333	100	17	.	.	PUNCT
ejpam-3333	101	1	figure	figure	NOUN
ejpam-3333	101	2	2	2	NUM
ejpam-3333	101	3	shows	show	VERB
ejpam-3333	101	4	the	the	DET
ejpam-3333	101	5	calculated	calculate	VERB
ejpam-3333	101	6	mape	mape	NOUN
ejpam-3333	101	7	values	value	NOUN
ejpam-3333	101	8	of	of	ADP
ejpam-3333	101	9	the	the	DET
ejpam-3333	101	10	countries	country	NOUN
ejpam-3333	101	11	.	.	PUNCT
ejpam-3333	102	1	in	in	ADP
ejpam-3333	102	2	figure	figure	NOUN
ejpam-3333	102	3	2	2	NUM
ejpam-3333	102	4	,	,	PUNCT
ejpam-3333	102	5	mape	mape	NOUN
ejpam-3333	102	6	values	value	NOUN
ejpam-3333	102	7	of	of	ADP
ejpam-3333	102	8	countries	country	NOUN
ejpam-3333	102	9	are	be	AUX
ejpam-3333	102	10	sorted	sort	VERB
ejpam-3333	102	11	from	from	ADP
ejpam-3333	102	12	small	small	ADJ
ejpam-3333	102	13	to	to	PART
ejpam-3333	102	14	large	large	ADJ
ejpam-3333	102	15	.	.	PUNCT
ejpam-3333	103	1	as	as	SCONJ
ejpam-3333	103	2	seen	see	VERB
ejpam-3333	103	3	in	in	ADP
ejpam-3333	103	4	figure	figure	NOUN
ejpam-3333	103	5	2	2	NUM
ejpam-3333	103	6	,	,	PUNCT
ejpam-3333	103	7	there	there	PRON
ejpam-3333	103	8	is	be	VERB
ejpam-3333	103	9	a	a	DET
ejpam-3333	103	10	first	first	ADV
ejpam-3333	103	11	biggest	big	ADJ
ejpam-3333	103	12	break	break	NOUN
ejpam-3333	103	13	in	in	ADP
ejpam-3333	103	14	values	value	NOUN
ejpam-3333	103	15	after	after	ADP
ejpam-3333	103	16	spain	spain	PROPN
ejpam-3333	103	17	’s	’s	PART
ejpam-3333	103	18	n.	n.	PROPN
ejpam-3333	103	19	o	o	PROPN
ejpam-3333	103	20	.	.	PUNCT
ejpam-3333	104	1	onal	onal	ADJ
ejpam-3333	104	2	,	,	PUNCT
ejpam-3333	104	3	e.karacuha	e.karacuha	ADJ
ejpam-3333	104	4	/	/	SYM
ejpam-3333	104	5	eur	eur	NOUN
ejpam-3333	104	6	.	.	PUNCT
ejpam-3333	105	1	j.	j.	PROPN
ejpam-3333	105	2	pure	pure	PROPN
ejpam-3333	105	3	appl	appl	PROPN
ejpam-3333	105	4	.	.	PROPN
ejpam-3333	105	5	math	math	PROPN
ejpam-3333	105	6	,	,	PUNCT
ejpam-3333	105	7	11	11	NUM
ejpam-3333	105	8	(	(	PUNCT
ejpam-3333	105	9	4	4	NUM
ejpam-3333	105	10	)	)	PUNCT
ejpam-3333	105	11	(	(	PUNCT
ejpam-3333	105	12	2018	2018	NUM
ejpam-3333	105	13	)	)	PUNCT
ejpam-3333	105	14	,	,	PUNCT
ejpam-3333	105	15	1014	1014	NUM
ejpam-3333	105	16	-	-	SYM
ejpam-3333	105	17	1026	1026	NUM
ejpam-3333	105	18	1018	1018	NUM
ejpam-3333	105	19	figure	figure	NOUN
ejpam-3333	105	20	2	2	NUM
ejpam-3333	105	21	:	:	PUNCT
ejpam-3333	105	22	mape	mape	NOUN
ejpam-3333	105	23	values	value	NOUN
ejpam-3333	105	24	of	of	ADP
ejpam-3333	105	25	countries	country	NOUN
ejpam-3333	105	26	.	.	PUNCT
ejpam-3333	106	1	mape	mape	NOUN
ejpam-3333	106	2	value	value	NOUN
ejpam-3333	106	3	.	.	PUNCT
ejpam-3333	107	1	on	on	ADP
ejpam-3333	107	2	the	the	DET
ejpam-3333	107	3	other	other	ADJ
ejpam-3333	107	4	hand	hand	NOUN
ejpam-3333	107	5	,	,	PUNCT
ejpam-3333	107	6	when	when	SCONJ
ejpam-3333	107	7	we	we	PRON
ejpam-3333	107	8	look	look	VERB
ejpam-3333	107	9	at	at	ADP
ejpam-3333	107	10	the	the	DET
ejpam-3333	107	11	derivation	derivation	NOUN
ejpam-3333	107	12	of	of	ADP
ejpam-3333	107	13	mape	mape	NOUN
ejpam-3333	107	14	function	function	NOUN
ejpam-3333	107	15	in	in	ADP
ejpam-3333	107	16	figure	figure	NOUN
ejpam-3333	107	17	3	3	NUM
ejpam-3333	107	18	,	,	PUNCT
ejpam-3333	107	19	in	in	ADP
ejpam-3333	107	20	the	the	DET
ejpam-3333	107	21	first	first	ADJ
ejpam-3333	107	22	increase	increase	NOUN
ejpam-3333	107	23	of	of	ADP
ejpam-3333	107	24	the	the	DET
ejpam-3333	107	25	series	series	NOUN
ejpam-3333	107	26	,	,	PUNCT
ejpam-3333	107	27	we	we	PRON
ejpam-3333	107	28	see	see	VERB
ejpam-3333	107	29	that	that	SCONJ
ejpam-3333	107	30	there	there	PRON
ejpam-3333	107	31	is	be	VERB
ejpam-3333	107	32	a	a	DET
ejpam-3333	107	33	deviation	deviation	NOUN
ejpam-3333	107	34	after	after	ADP
ejpam-3333	107	35	the	the	DET
ejpam-3333	107	36	eleventh	eleventh	ADJ
ejpam-3333	107	37	point	point	NOUN
ejpam-3333	107	38	.	.	PUNCT
ejpam-3333	108	1	because	because	SCONJ
ejpam-3333	108	2	the	the	DET
ejpam-3333	108	3	average	average	NOUN
ejpam-3333	108	4	of	of	ADP
ejpam-3333	108	5	differentiation	differentiation	NOUN
ejpam-3333	108	6	of	of	ADP
ejpam-3333	108	7	mape	mape	NOUN
ejpam-3333	108	8	function	function	NOUN
ejpam-3333	108	9	(	(	PUNCT
ejpam-3333	108	10	t	t	NOUN
ejpam-3333	108	11	)	)	PUNCT
ejpam-3333	108	12	is	be	AUX
ejpam-3333	108	13	1.18	1.18	NUM
ejpam-3333	108	14	to	to	ADP
ejpam-3333	108	15	the	the	DET
ejpam-3333	108	16	equation	equation	NOUN
ejpam-3333	108	17	(	(	PUNCT
ejpam-3333	108	18	8)	8)	NUM
ejpam-3333	108	19	,	,	PUNCT
ejpam-3333	108	20	the	the	DET
ejpam-3333	108	21	threshold	threshold	NOUN
ejpam-3333	108	22	value	value	NOUN
ejpam-3333	108	23	is	be	AUX
ejpam-3333	108	24	set	set	VERB
ejpam-3333	108	25	at	at	ADP
ejpam-3333	108	26	11.8	11.8	NUM
ejpam-3333	108	27	%	%	NOUN
ejpam-3333	108	28	.	.	PUNCT
ejpam-3333	109	1	figure	figure	VERB
ejpam-3333	109	2	3	3	NUM
ejpam-3333	109	3	:	:	PUNCT
ejpam-3333	109	4	derivation	derivation	NOUN
ejpam-3333	109	5	of	of	ADP
ejpam-3333	109	6	mape	mape	NOUN
ejpam-3333	109	7	function	function	NOUN
ejpam-3333	109	8	.	.	PUNCT
ejpam-3333	110	1	t	t	NOUN
ejpam-3333	110	2	=	=	SYM
ejpam-3333	110	3	1	1	NUM
ejpam-3333	110	4	14	14	NUM
ejpam-3333	110	5	14∑	14∑	NUM
ejpam-3333	110	6	n=1	n=1	PROPN
ejpam-3333	110	7	∂mape(n	∂mape(n	PROPN
ejpam-3333	110	8	)	)	PUNCT
ejpam-3333	111	1	∂n	∂n	PROPN
ejpam-3333	111	2	(	(	PUNCT
ejpam-3333	111	3	8)	8)	NUM
ejpam-3333	111	4	therefore	therefore	ADV
ejpam-3333	111	5	,	,	PUNCT
ejpam-3333	111	6	if	if	SCONJ
ejpam-3333	111	7	the	the	DET
ejpam-3333	111	8	mape	mape	NOUN
ejpam-3333	111	9	value	value	NOUN
ejpam-3333	111	10	of	of	ADP
ejpam-3333	111	11	a	a	DET
ejpam-3333	111	12	country	country	NOUN
ejpam-3333	111	13	is	be	AUX
ejpam-3333	111	14	less	less	ADJ
ejpam-3333	111	15	than	than	ADP
ejpam-3333	111	16	11.8	11.8	NUM
ejpam-3333	111	17	%	%	NOUN
ejpam-3333	111	18	,	,	PUNCT
ejpam-3333	111	19	it	it	PRON
ejpam-3333	111	20	can	can	AUX
ejpam-3333	111	21	be	be	AUX
ejpam-3333	111	22	an	an	DET
ejpam-3333	111	23	investable	investable	ADJ
ejpam-3333	111	24	country	country	NOUN
ejpam-3333	111	25	.	.	PUNCT
ejpam-3333	112	1	if	if	SCONJ
ejpam-3333	112	2	the	the	DET
ejpam-3333	112	3	mape	mape	NOUN
ejpam-3333	112	4	value	value	NOUN
ejpam-3333	112	5	is	be	AUX
ejpam-3333	112	6	greater	great	ADJ
ejpam-3333	112	7	than	than	ADP
ejpam-3333	112	8	11.8	11.8	NUM
ejpam-3333	112	9	%	%	NOUN
ejpam-3333	112	10	,	,	PUNCT
ejpam-3333	112	11	the	the	DET
ejpam-3333	112	12	country	country	NOUN
ejpam-3333	112	13	is	be	AUX
ejpam-3333	112	14	classified	classify	VERB
ejpam-3333	112	15	as	as	ADP
ejpam-3333	112	16	speculative	speculative	ADJ
ejpam-3333	112	17	.	.	PUNCT
ejpam-3333	113	1	table	table	NOUN
ejpam-3333	113	2	1	1	NUM
ejpam-3333	113	3	lists	list	VERB
ejpam-3333	113	4	the	the	DET
ejpam-3333	113	5	stock	stock	NOUN
ejpam-3333	113	6	code	code	PROPN
ejpam-3333	113	7	,	,	PUNCT
ejpam-3333	113	8	mape	mape	NOUN
ejpam-3333	113	9	values	value	NOUN
ejpam-3333	113	10	and	and	CCONJ
ejpam-3333	113	11	investable	investable	ADJ
ejpam-3333	113	12	and	and	CCONJ
ejpam-3333	113	13	speculative	speculative	ADJ
ejpam-3333	113	14	classes	class	NOUN
ejpam-3333	113	15	of	of	ADP
ejpam-3333	113	16	the	the	DET
ejpam-3333	113	17	countries	country	NOUN
ejpam-3333	113	18	as	as	ADP
ejpam-3333	113	19	of	of	ADP
ejpam-3333	113	20	october	october	PROPN
ejpam-3333	113	21	2017	2017	NUM
ejpam-3333	113	22	.	.	PUNCT
ejpam-3333	114	1	the	the	DET
ejpam-3333	114	2	classification	classification	NOUN
ejpam-3333	114	3	for	for	ADP
ejpam-3333	114	4	the	the	DET
ejpam-3333	114	5	nlms	nlm	NOUN
ejpam-3333	114	6	method	method	VERB
ejpam-3333	114	7	completely	completely	ADV
ejpam-3333	114	8	corresponds	correspond	VERB
ejpam-3333	114	9	to	to	ADP
ejpam-3333	114	10	the	the	DET
ejpam-3333	114	11	classification	classification	NOUN
ejpam-3333	114	12	of	of	ADP
ejpam-3333	114	13	fitch	fitch	NOUN
ejpam-3333	114	14	.	.	PUNCT
ejpam-3333	115	1	additionally	additionally	ADV
ejpam-3333	115	2	,	,	PUNCT
ejpam-3333	115	3	compared	compare	VERB
ejpam-3333	115	4	with	with	ADP
ejpam-3333	115	5	the	the	DET
ejpam-3333	115	6	standard	standard	ADJ
ejpam-3333	115	7	and	and	CCONJ
ejpam-3333	115	8	poor	poor	ADJ
ejpam-3333	115	9	’s	’s	PART
ejpam-3333	115	10	n.	n.	PROPN
ejpam-3333	115	11	o	o	X
ejpam-3333	115	12	.	.	PUNCT
ejpam-3333	116	1	onal	onal	ADJ
ejpam-3333	116	2	,	,	PUNCT
ejpam-3333	116	3	e.karacuha	e.karacuha	ADJ
ejpam-3333	116	4	/	/	SYM
ejpam-3333	116	5	eur	eur	NOUN
ejpam-3333	116	6	.	.	PUNCT
ejpam-3333	117	1	j.	j.	PROPN
ejpam-3333	117	2	pure	pure	PROPN
ejpam-3333	117	3	appl	appl	PROPN
ejpam-3333	117	4	.	.	PROPN
ejpam-3333	117	5	math	math	PROPN
ejpam-3333	117	6	,	,	PUNCT
ejpam-3333	117	7	11	11	NUM
ejpam-3333	117	8	(	(	PUNCT
ejpam-3333	117	9	4	4	NUM
ejpam-3333	117	10	)	)	PUNCT
ejpam-3333	117	11	(	(	PUNCT
ejpam-3333	117	12	2018	2018	NUM
ejpam-3333	117	13	)	)	PUNCT
ejpam-3333	117	14	,	,	PUNCT
ejpam-3333	117	15	1014	1014	NUM
ejpam-3333	117	16	-	-	SYM
ejpam-3333	117	17	1026	1026	NUM
ejpam-3333	117	18	1019	1019	NUM
ejpam-3333	117	19	table	table	NOUN
ejpam-3333	117	20	1	1	NUM
ejpam-3333	117	21	:	:	PUNCT
ejpam-3333	117	22	stock	stock	NOUN
ejpam-3333	117	23	codes	code	NOUN
ejpam-3333	117	24	,	,	PUNCT
ejpam-3333	117	25	mape	mape	NOUN
ejpam-3333	117	26	values	value	NOUN
ejpam-3333	117	27	and	and	CCONJ
ejpam-3333	117	28	investable	investable	ADJ
ejpam-3333	117	29	classes	class	NOUN
ejpam-3333	117	30	of	of	ADP
ejpam-3333	117	31	countries	country	NOUN
ejpam-3333	117	32	for	for	ADP
ejpam-3333	117	33	nlms	nlm	NOUN
ejpam-3333	117	34	.	.	PUNCT
ejpam-3333	118	1	country	country	NOUN
ejpam-3333	118	2	stock	stock	PROPN
ejpam-3333	118	3	code	code	PROPN
ejpam-3333	118	4	mape	mape	PROPN
ejpam-3333	118	5	usa	usa	PROPN
ejpam-3333	118	6	dji	dji	PROPN
ejpam-3333	118	7	2.261589	2.261589	NUM
ejpam-3333	118	8	norway	norway	PROPN
ejpam-3333	118	9	obx	obx	PROPN
ejpam-3333	118	10	2.873660	2.873660	NUM
ejpam-3333	118	11	uk	uk	PROPN
ejpam-3333	118	12	ftse	ftse	PROPN
ejpam-3333	118	13	3.972231	3.972231	NUM
ejpam-3333	118	14	germany	germany	PROPN
ejpam-3333	118	15	gdaxi	gdaxi	PROPN
ejpam-3333	118	16	4.149399	4.149399	NUM
ejpam-3333	118	17	mexico	mexico	PROPN
ejpam-3333	118	18	mxx	mxx	PROPN
ejpam-3333	118	19	4.853806	4.853806	NUM
ejpam-3333	118	20	canada	canada	PROPN
ejpam-3333	118	21	gtpse	gtpse	VERB
ejpam-3333	118	22	4.997015	4.997015	NUM
ejpam-3333	118	23	investable	investable	ADJ
ejpam-3333	118	24	countries	country	NOUN
ejpam-3333	118	25	holland	holland	PROPN
ejpam-3333	118	26	aex	aex	PROPN
ejpam-3333	118	27	5.684330	5.684330	NUM
ejpam-3333	118	28	turkey	turkey	NOUN
ejpam-3333	118	29	xu030	xu030	PROPN
ejpam-3333	119	1	6.308618	6.308618	NUM
ejpam-3333	119	2	italy	italy	PROPN
ejpam-3333	119	3	ftmib	ftmib	PROPN
ejpam-3333	119	4	6.901017	6.901017	NUM
ejpam-3333	119	5	france	france	PROPN
ejpam-3333	119	6	fchi	fchi	PROPN
ejpam-3333	119	7	7.892553	7.892553	NUM
ejpam-3333	119	8	russia	russia	PROPN
ejpam-3333	119	9	mcx	mcx	PROPN
ejpam-3333	119	10	8.280763	8.280763	NUM
ejpam-3333	119	11	spain	spain	PROPN
ejpam-3333	119	12	ibex	ibex	PROPN
ejpam-3333	119	13	8.875445	8.875445	NUM
ejpam-3333	119	14	greece	greece	PROPN
ejpam-3333	119	15	atg	atg	PROPN
ejpam-3333	119	16	12.24368	12.24368	NUM
ejpam-3333	119	17	speculative	speculative	ADJ
ejpam-3333	119	18	countries	country	NOUN
ejpam-3333	119	19	brazil	brazil	PROPN
ejpam-3333	119	20	bvsp	bvsp	VERB
ejpam-3333	119	21	13.91732	13.91732	NUM
ejpam-3333	119	22	portugal	portugal	PROPN
ejpam-3333	119	23	psi20	psi20	NOUN
ejpam-3333	119	24	18.8586	18.8586	NUM
ejpam-3333	119	25	classification	classification	NOUN
ejpam-3333	119	26	,	,	PUNCT
ejpam-3333	119	27	it	it	PRON
ejpam-3333	119	28	was	be	AUX
ejpam-3333	119	29	identical	identical	ADJ
ejpam-3333	119	30	except	except	SCONJ
ejpam-3333	119	31	for	for	ADP
ejpam-3333	119	32	turkey	turkey	NOUN
ejpam-3333	119	33	and	and	CCONJ
ejpam-3333	119	34	portugal	portugal	PROPN
ejpam-3333	119	35	.	.	PUNCT
ejpam-3333	120	1	the	the	DET
ejpam-3333	120	2	application	application	NOUN
ejpam-3333	120	3	was	be	AUX
ejpam-3333	120	4	made	make	VERB
ejpam-3333	120	5	with	with	ADP
ejpam-3333	120	6	the	the	DET
ejpam-3333	120	7	matlab	matlab	PROPN
ejpam-3333	120	8	2016	2016	NUM
ejpam-3333	120	9	(	(	PUNCT
ejpam-3333	120	10	b	b	NOUN
ejpam-3333	120	11	)	)	PUNCT
ejpam-3333	120	12	program	program	NOUN
ejpam-3333	120	13	.	.	PUNCT
ejpam-3333	121	1	macroeconomic	macroeconomic	ADJ
ejpam-3333	121	2	data	datum	NOUN
ejpam-3333	121	3	in	in	ADP
ejpam-3333	121	4	the	the	DET
ejpam-3333	121	5	dataset	dataset	NOUN
ejpam-3333	121	6	was	be	AUX
ejpam-3333	121	7	obtained	obtain	VERB
ejpam-3333	121	8	from	from	ADP
ejpam-3333	121	9	the	the	DET
ejpam-3333	121	10	oecd	oecd	PROPN
ejpam-3333	121	11	database	database	NOUN
ejpam-3333	121	12	,	,	PUNCT
ejpam-3333	121	13	stock	stock	NOUN
ejpam-3333	121	14	index	index	NOUN
ejpam-3333	121	15	values	value	NOUN
ejpam-3333	121	16	and	and	CCONJ
ejpam-3333	121	17	sovereign	sovereign	ADJ
ejpam-3333	121	18	credit	credit	NOUN
ejpam-3333	121	19	ratings	rating	NOUN
ejpam-3333	121	20	from	from	ADP
ejpam-3333	121	21	the	the	DET
ejpam-3333	121	22	thomson	thomson	PROPN
ejpam-3333	121	23	reuters	reuters	PROPN
ejpam-3333	121	24	eikon	eikon	PROPN
ejpam-3333	121	25	program	program	PROPN
ejpam-3333	121	26	in	in	ADP
ejpam-3333	121	27	istanbul	istanbul	PROPN
ejpam-3333	121	28	technical	technical	PROPN
ejpam-3333	121	29	university	university	PROPN
ejpam-3333	121	30	finance	finance	NOUN
ejpam-3333	121	31	laboratory	laboratory	NOUN
ejpam-3333	121	32	.	.	PUNCT
ejpam-3333	122	1	3	3	X
ejpam-3333	122	2	.	.	X
ejpam-3333	122	3	artificial	artificial	ADJ
ejpam-3333	122	4	neural	neural	ADJ
ejpam-3333	122	5	networks	network	NOUN
ejpam-3333	122	6	anns	ann	NOUN
ejpam-3333	122	7	are	be	AUX
ejpam-3333	122	8	a	a	DET
ejpam-3333	122	9	system	system	NOUN
ejpam-3333	122	10	that	that	PRON
ejpam-3333	122	11	has	have	VERB
ejpam-3333	122	12	layers	layer	NOUN
ejpam-3333	122	13	in	in	ADP
ejpam-3333	122	14	parallel	parallel	NOUN
ejpam-3333	122	15	with	with	ADP
ejpam-3333	122	16	each	each	DET
ejpam-3333	122	17	other	other	ADJ
ejpam-3333	122	18	and	and	CCONJ
ejpam-3333	122	19	has	have	VERB
ejpam-3333	122	20	enough	enough	ADJ
ejpam-3333	122	21	neurons	neuron	NOUN
ejpam-3333	122	22	in	in	ADP
ejpam-3333	122	23	each	each	DET
ejpam-3333	122	24	layer	layer	NOUN
ejpam-3333	122	25	.	.	PUNCT
ejpam-3333	123	1	3.1	3.1	NUM
ejpam-3333	123	2	.	.	PUNCT
ejpam-3333	124	1	a	a	DET
ejpam-3333	124	2	neuron	neuron	NOUN
ejpam-3333	124	3	model	model	NOUN
ejpam-3333	124	4	a	a	DET
ejpam-3333	124	5	neuron	neuron	NOUN
ejpam-3333	124	6	is	be	AUX
ejpam-3333	124	7	called	call	VERB
ejpam-3333	124	8	by	by	ADP
ejpam-3333	124	9	haykin	haykin	PROPN
ejpam-3333	124	10	(	(	PUNCT
ejpam-3333	124	11	1994	1994	NUM
ejpam-3333	124	12	)	)	PUNCT
ejpam-3333	124	13	,	,	PUNCT
ejpam-3333	124	14	an	an	DET
ejpam-3333	124	15	information	information	NOUN
ejpam-3333	124	16	processing	processing	NOUN
ejpam-3333	124	17	unit	unit	NOUN
ejpam-3333	124	18	that	that	PRON
ejpam-3333	124	19	is	be	AUX
ejpam-3333	124	20	fundamental	fundamental	ADJ
ejpam-3333	124	21	to	to	ADP
ejpam-3333	124	22	the	the	DET
ejpam-3333	124	23	operation	operation	NOUN
ejpam-3333	124	24	of	of	ADP
ejpam-3333	124	25	a	a	DET
ejpam-3333	124	26	neural	neural	ADJ
ejpam-3333	124	27	network	network	NOUN
ejpam-3333	124	28	.	.	PUNCT
ejpam-3333	125	1	the	the	DET
ejpam-3333	125	2	basic	basic	ADJ
ejpam-3333	125	3	structure	structure	NOUN
ejpam-3333	125	4	of	of	ADP
ejpam-3333	125	5	a	a	DET
ejpam-3333	125	6	neuron	neuron	NOUN
ejpam-3333	125	7	as	as	SCONJ
ejpam-3333	125	8	shown	show	VERB
ejpam-3333	125	9	in	in	ADP
ejpam-3333	125	10	figure	figure	NOUN
ejpam-3333	125	11	4	4	NUM
ejpam-3333	125	12	is	be	AUX
ejpam-3333	125	13	mathematically	mathematically	ADV
ejpam-3333	125	14	as	as	SCONJ
ejpam-3333	125	15	follows	follow	VERB
ejpam-3333	125	16	;	;	PUNCT
ejpam-3333	125	17	•	•	NUM
ejpam-3333	125	18	a	a	DET
ejpam-3333	125	19	signal	signal	ADJ
ejpam-3333	125	20	ij	ij	NOUN
ejpam-3333	125	21	at	at	ADP
ejpam-3333	125	22	the	the	DET
ejpam-3333	125	23	input	input	NOUN
ejpam-3333	125	24	of	of	ADP
ejpam-3333	125	25	synapse	synapse	NOUN
ejpam-3333	125	26	j	j	PROPN
ejpam-3333	125	27	connected	connect	VERB
ejpam-3333	125	28	to	to	PART
ejpam-3333	125	29	neuron	neuron	VERB
ejpam-3333	125	30	k	k	PROPN
ejpam-3333	125	31	is	be	AUX
ejpam-3333	125	32	multiplied	multiply	VERB
ejpam-3333	125	33	by	by	ADP
ejpam-3333	125	34	synaptic	synaptic	ADJ
ejpam-3333	125	35	weight	weight	NOUN
ejpam-3333	125	36	wkj	wkj	NOUN
ejpam-3333	125	37	in	in	ADP
ejpam-3333	125	38	(	(	PUNCT
ejpam-3333	125	39	9	9	NUM
ejpam-3333	125	40	)	)	PUNCT
ejpam-3333	125	41	.	.	PUNCT
ejpam-3333	126	1	the	the	DET
ejpam-3333	126	2	associated	associated	ADJ
ejpam-3333	126	3	synapse	synapse	NOUN
ejpam-3333	126	4	is	be	AUX
ejpam-3333	126	5	excitatory	excitatory	ADJ
ejpam-3333	126	6	if	if	SCONJ
ejpam-3333	126	7	the	the	DET
ejpam-3333	126	8	weight	weight	NOUN
ejpam-3333	126	9	wkj	wkj	NOUN
ejpam-3333	126	10	is	be	AUX
ejpam-3333	126	11	positive	positive	ADJ
ejpam-3333	126	12	,	,	PUNCT
ejpam-3333	126	13	the	the	DET
ejpam-3333	126	14	synapse	synapse	NOUN
ejpam-3333	126	15	is	be	AUX
ejpam-3333	126	16	inhibitory	inhibitory	ADJ
ejpam-3333	126	17	if	if	SCONJ
ejpam-3333	126	18	it	it	PRON
ejpam-3333	126	19	is	be	AUX
ejpam-3333	126	20	negative	negative	ADJ
ejpam-3333	126	21	.	.	PUNCT
ejpam-3333	127	1	uk	uk	PROPN
ejpam-3333	127	2	=	=	SYM
ejpam-3333	127	3	n∑	n∑	PROPN
ejpam-3333	127	4	j=1	j=1	PROPN
ejpam-3333	127	5	wkjij	wkjij	NOUN
ejpam-3333	127	6	(	(	PUNCT
ejpam-3333	127	7	9	9	NUM
ejpam-3333	127	8	)	)	PUNCT
ejpam-3333	127	9	•	•	NOUN
ejpam-3333	127	10	bias	bias	NOUN
ejpam-3333	127	11	bk	bk	PRON
ejpam-3333	127	12	is	be	AUX
ejpam-3333	127	13	the	the	DET
ejpam-3333	127	14	positive	positive	ADJ
ejpam-3333	127	15	or	or	CCONJ
ejpam-3333	127	16	negative	negative	ADJ
ejpam-3333	127	17	external	external	ADJ
ejpam-3333	127	18	parameter	parameter	NOUN
ejpam-3333	127	19	of	of	ADP
ejpam-3333	127	20	a	a	DET
ejpam-3333	127	21	neuron	neuron	NOUN
ejpam-3333	127	22	k.	k.	PROPN
ejpam-3333	128	1	it	it	PRON
ejpam-3333	128	2	is	be	AUX
ejpam-3333	128	3	added	add	VERB
ejpam-3333	128	4	to	to	ADP
ejpam-3333	128	5	the	the	DET
ejpam-3333	128	6	output	output	NOUN
ejpam-3333	128	7	of	of	ADP
ejpam-3333	128	8	linear	linear	PROPN
ejpam-3333	128	9	combiner	combiner	NOUN
ejpam-3333	128	10	uk	uk	PROPN
ejpam-3333	128	11	in	in	ADP
ejpam-3333	128	12	(	(	PUNCT
ejpam-3333	128	13	10	10	NUM
ejpam-3333	128	14	)	)	PUNCT
ejpam-3333	128	15	.	.	PUNCT
ejpam-3333	129	1	n.	n.	NOUN
ejpam-3333	129	2	o	o	INTJ
ejpam-3333	129	3	.	.	PUNCT
ejpam-3333	130	1	onal	onal	ADJ
ejpam-3333	130	2	,	,	PUNCT
ejpam-3333	130	3	e.karacuha	e.karacuha	ADJ
ejpam-3333	130	4	/	/	SYM
ejpam-3333	130	5	eur	eur	NOUN
ejpam-3333	130	6	.	.	PUNCT
ejpam-3333	131	1	j.	j.	PROPN
ejpam-3333	131	2	pure	pure	PROPN
ejpam-3333	131	3	appl	appl	PROPN
ejpam-3333	131	4	.	.	PROPN
ejpam-3333	131	5	math	math	PROPN
ejpam-3333	131	6	,	,	PUNCT
ejpam-3333	131	7	11	11	NUM
ejpam-3333	131	8	(	(	PUNCT
ejpam-3333	131	9	4	4	NUM
ejpam-3333	131	10	)	)	PUNCT
ejpam-3333	131	11	(	(	PUNCT
ejpam-3333	131	12	2018	2018	NUM
ejpam-3333	131	13	)	)	PUNCT
ejpam-3333	131	14	,	,	PUNCT
ejpam-3333	131	15	1014	1014	NUM
ejpam-3333	131	16	-	-	SYM
ejpam-3333	131	17	1026	1026	NUM
ejpam-3333	131	18	1020	1020	NUM
ejpam-3333	131	19	vk	vk	ADP
ejpam-3333	131	20	=	=	SYM
ejpam-3333	131	21	uk	uk	PROPN
ejpam-3333	131	22	+	+	CCONJ
ejpam-3333	131	23	bk	bk	PROPN
ejpam-3333	131	24	(	(	PUNCT
ejpam-3333	131	25	10	10	NUM
ejpam-3333	131	26	)	)	PUNCT
ejpam-3333	131	27	•	•	NOUN
ejpam-3333	131	28	an	an	DET
ejpam-3333	131	29	activation	activation	NOUN
ejpam-3333	131	30	function	function	NOUN
ejpam-3333	131	31	is	be	AUX
ejpam-3333	131	32	called	call	VERB
ejpam-3333	131	33	as	as	ADP
ejpam-3333	131	34	a	a	DET
ejpam-3333	131	35	squashing	squash	VERB
ejpam-3333	131	36	function	function	NOUN
ejpam-3333	131	37	in	in	ADP
ejpam-3333	131	38	the	the	DET
ejpam-3333	131	39	literature	literature	NOUN
ejpam-3333	131	40	.	.	PUNCT
ejpam-3333	132	1	the	the	DET
ejpam-3333	132	2	activation	activation	NOUN
ejpam-3333	132	3	function	function	VERB
ejpam-3333	132	4	determines	determine	VERB
ejpam-3333	132	5	limiting	limit	VERB
ejpam-3333	132	6	amplitude	amplitude	NOUN
ejpam-3333	132	7	of	of	ADP
ejpam-3333	132	8	the	the	DET
ejpam-3333	132	9	output	output	NOUN
ejpam-3333	132	10	of	of	ADP
ejpam-3333	132	11	the	the	DET
ejpam-3333	132	12	neuron	neuron	PROPN
ejpam-3333	132	13	.	.	PUNCT
ejpam-3333	133	1	output	output	NOUN
ejpam-3333	133	2	shown	show	VERB
ejpam-3333	133	3	by	by	ADP
ejpam-3333	133	4	in	in	ADP
ejpam-3333	133	5	equation	equation	NOUN
ejpam-3333	133	6	(	(	PUNCT
ejpam-3333	133	7	11	11	NUM
ejpam-3333	133	8	)	)	PUNCT
ejpam-3333	133	9	;	;	PUNCT
ejpam-3333	133	10	yk	yk	PROPN
ejpam-3333	133	11	=	=	PUNCT
ejpam-3333	134	1	ϕ(uk	ϕ(uk	PROPN
ejpam-3333	134	2	+	+	CCONJ
ejpam-3333	134	3	bk	bk	VERB
ejpam-3333	134	4	)	)	PUNCT
ejpam-3333	134	5	=	=	SYM
ejpam-3333	134	6	ϕ(vk	ϕ(vk	X
ejpam-3333	134	7	)	)	PUNCT
ejpam-3333	134	8	(	(	PUNCT
ejpam-3333	134	9	11	11	NUM
ejpam-3333	134	10	)	)	PUNCT
ejpam-3333	134	11	where	where	SCONJ
ejpam-3333	134	12	j=1,2	j=1,2	ADJ
ejpam-3333	134	13	,	,	PUNCT
ejpam-3333	134	14	n	n	CCONJ
ejpam-3333	134	15	,	,	PUNCT
ejpam-3333	134	16	uk	uk	PROPN
ejpam-3333	134	17	is	be	AUX
ejpam-3333	134	18	the	the	DET
ejpam-3333	134	19	output	output	NOUN
ejpam-3333	134	20	of	of	ADP
ejpam-3333	134	21	linear	linear	PROPN
ejpam-3333	134	22	combiner	combiner	NOUN
ejpam-3333	134	23	,	,	PUNCT
ejpam-3333	134	24	vk	vk	PROPN
ejpam-3333	134	25	is	be	AUX
ejpam-3333	134	26	the	the	DET
ejpam-3333	134	27	summing	sum	VERB
ejpam-3333	134	28	output	output	NOUN
ejpam-3333	134	29	,	,	PUNCT
ejpam-3333	134	30	ϕ	ϕ	NOUN
ejpam-3333	134	31	(	(	PUNCT
ejpam-3333	134	32	.	.	PUNCT
ejpam-3333	134	33	)	)	PUNCT
ejpam-3333	135	1	is	be	AUX
ejpam-3333	135	2	the	the	DET
ejpam-3333	135	3	activation	activation	NOUN
ejpam-3333	135	4	function	function	NOUN
ejpam-3333	135	5	,	,	PUNCT
ejpam-3333	135	6	and	and	CCONJ
ejpam-3333	135	7	yk	yk	VERB
ejpam-3333	135	8	the	the	DET
ejpam-3333	135	9	output	output	NOUN
ejpam-3333	135	10	signal	signal	NOUN
ejpam-3333	135	11	of	of	ADP
ejpam-3333	135	12	the	the	DET
ejpam-3333	135	13	neuron	neuron	NOUN
ejpam-3333	136	1	[	[	X
ejpam-3333	136	2	18	18	NUM
ejpam-3333	136	3	,	,	PUNCT
ejpam-3333	136	4	21	21	NUM
ejpam-3333	136	5	]	]	PUNCT
ejpam-3333	136	6	.	.	PUNCT
ejpam-3333	137	1	3.2	3.2	NUM
ejpam-3333	137	2	.	.	PUNCT
ejpam-3333	138	1	multilayer	multilayer	PROPN
ejpam-3333	138	2	perceptron	perceptron	PROPN
ejpam-3333	138	3	multilayer	multilayer	PROPN
ejpam-3333	138	4	neural	neural	ADJ
ejpam-3333	138	5	network	network	NOUN
ejpam-3333	138	6	is	be	AUX
ejpam-3333	138	7	a	a	DET
ejpam-3333	138	8	feed	feed	NOUN
ejpam-3333	138	9	forward	forward	ADV
ejpam-3333	138	10	network	network	NOUN
ejpam-3333	138	11	having	have	VERB
ejpam-3333	138	12	at	at	ADV
ejpam-3333	138	13	least	least	ADV
ejpam-3333	138	14	one	one	NUM
ejpam-3333	138	15	hidden	hide	VERB
ejpam-3333	138	16	layer	layer	NOUN
ejpam-3333	138	17	between	between	ADP
ejpam-3333	138	18	the	the	DET
ejpam-3333	138	19	input	input	NOUN
ejpam-3333	138	20	and	and	CCONJ
ejpam-3333	138	21	output	output	NOUN
ejpam-3333	138	22	layers	layer	NOUN
ejpam-3333	138	23	.	.	PUNCT
ejpam-3333	139	1	the	the	DET
ejpam-3333	139	2	hidden	hide	VERB
ejpam-3333	139	3	layer	layer	NOUN
ejpam-3333	139	4	is	be	AUX
ejpam-3333	139	5	composed	compose	VERB
ejpam-3333	139	6	of	of	ADP
ejpam-3333	139	7	hidden	hide	VERB
ejpam-3333	139	8	neurons	neuron	NOUN
ejpam-3333	139	9	directly	directly	ADV
ejpam-3333	139	10	related	relate	VERB
ejpam-3333	139	11	to	to	ADP
ejpam-3333	139	12	the	the	DET
ejpam-3333	139	13	neurons	neuron	NOUN
ejpam-3333	139	14	of	of	ADP
ejpam-3333	139	15	the	the	DET
ejpam-3333	139	16	input	input	NOUN
ejpam-3333	139	17	and	and	CCONJ
ejpam-3333	139	18	output	output	NOUN
ejpam-3333	139	19	layers	layer	NOUN
ejpam-3333	139	20	and	and	CCONJ
ejpam-3333	139	21	it	it	PRON
ejpam-3333	139	22	includes	include	VERB
ejpam-3333	139	23	a	a	DET
ejpam-3333	139	24	non	non	ADJ
ejpam-3333	139	25	-	-	ADJ
ejpam-3333	139	26	linear	linear	ADJ
ejpam-3333	139	27	activation	activation	NOUN
ejpam-3333	139	28	function	function	NOUN
ejpam-3333	140	1	[	[	X
ejpam-3333	140	2	21	21	NUM
ejpam-3333	140	3	]	]	PUNCT
ejpam-3333	140	4	.	.	PUNCT
ejpam-3333	141	1	3.3	3.3	NUM
ejpam-3333	141	2	.	.	PUNCT
ejpam-3333	142	1	application	application	NOUN
ejpam-3333	142	2	model	model	NOUN
ejpam-3333	142	3	for	for	ADP
ejpam-3333	142	4	ann	ann	PROPN
ejpam-3333	142	5	in	in	ADP
ejpam-3333	142	6	this	this	DET
ejpam-3333	142	7	study	study	NOUN
ejpam-3333	142	8	,	,	PUNCT
ejpam-3333	142	9	multilayer	multilayer	ADJ
ejpam-3333	142	10	feed	feed	NOUN
ejpam-3333	142	11	-	-	PUNCT
ejpam-3333	142	12	forward	forward	NOUN
ejpam-3333	142	13	networks	network	NOUN
ejpam-3333	142	14	consisting	consist	VERB
ejpam-3333	142	15	of	of	ADP
ejpam-3333	142	16	one	one	NUM
ejpam-3333	142	17	hidden	hide	VERB
ejpam-3333	142	18	layer	layer	NOUN
ejpam-3333	142	19	were	be	AUX
ejpam-3333	142	20	used	use	VERB
ejpam-3333	142	21	.	.	PUNCT
ejpam-3333	143	1	in	in	ADP
ejpam-3333	143	2	the	the	DET
ejpam-3333	143	3	hidden	hide	VERB
ejpam-3333	143	4	layer	layer	NOUN
ejpam-3333	143	5	,	,	PUNCT
ejpam-3333	143	6	the	the	DET
ejpam-3333	143	7	hyperbolic	hyperbolic	ADJ
ejpam-3333	143	8	tangent	tangent	NOUN
ejpam-3333	143	9	function	function	NOUN
ejpam-3333	143	10	was	be	AUX
ejpam-3333	143	11	used	use	VERB
ejpam-3333	143	12	as	as	ADP
ejpam-3333	143	13	a	a	DET
ejpam-3333	143	14	transfer	transfer	NOUN
ejpam-3333	143	15	function	function	NOUN
ejpam-3333	143	16	.	.	PUNCT
ejpam-3333	144	1	a	a	DET
ejpam-3333	144	2	linear	linear	ADJ
ejpam-3333	144	3	function	function	NOUN
ejpam-3333	144	4	was	be	AUX
ejpam-3333	144	5	used	use	VERB
ejpam-3333	144	6	in	in	ADP
ejpam-3333	144	7	the	the	DET
ejpam-3333	144	8	output	output	NOUN
ejpam-3333	144	9	layer	layer	NOUN
ejpam-3333	144	10	.	.	PUNCT
ejpam-3333	145	1	the	the	DET
ejpam-3333	145	2	hidden	hide	VERB
ejpam-3333	145	3	layer	layer	NOUN
ejpam-3333	145	4	contains	contain	VERB
ejpam-3333	145	5	three	three	NUM
ejpam-3333	145	6	cells	cell	NOUN
ejpam-3333	145	7	,	,	PUNCT
ejpam-3333	145	8	and	and	CCONJ
ejpam-3333	145	9	the	the	DET
ejpam-3333	145	10	output	output	NOUN
ejpam-3333	145	11	layer	layer	NOUN
ejpam-3333	145	12	contains	contain	VERB
ejpam-3333	145	13	one	one	NUM
ejpam-3333	145	14	cell.in	cell.in	NUM
ejpam-3333	145	15	figure	figure	NOUN
ejpam-3333	145	16	4	4	NUM
ejpam-3333	145	17	represents	represent	VERB
ejpam-3333	145	18	that	that	SCONJ
ejpam-3333	145	19	the	the	DET
ejpam-3333	145	20	application	application	NOUN
ejpam-3333	145	21	neural	neural	ADJ
ejpam-3333	145	22	network	network	NOUN
ejpam-3333	145	23	architecture	architecture	NOUN
ejpam-3333	145	24	.	.	PUNCT
ejpam-3333	146	1	figure	figure	NOUN
ejpam-3333	146	2	4	4	NUM
ejpam-3333	146	3	:	:	PUNCT
ejpam-3333	146	4	the	the	DET
ejpam-3333	146	5	application	application	NOUN
ejpam-3333	146	6	neural	neural	ADJ
ejpam-3333	146	7	network	network	NOUN
ejpam-3333	146	8	architecture	architecture	NOUN
ejpam-3333	146	9	.	.	PUNCT
ejpam-3333	147	1	in	in	ADP
ejpam-3333	147	2	the	the	DET
ejpam-3333	147	3	network	network	NOUN
ejpam-3333	147	4	training	training	NOUN
ejpam-3333	147	5	process	process	NOUN
ejpam-3333	147	6	,	,	PUNCT
ejpam-3333	147	7	mean	mean	ADJ
ejpam-3333	147	8	square	square	ADJ
ejpam-3333	147	9	error	error	NOUN
ejpam-3333	147	10	was	be	AUX
ejpam-3333	147	11	used	use	VERB
ejpam-3333	147	12	as	as	ADP
ejpam-3333	147	13	a	a	DET
ejpam-3333	147	14	cost	cost	NOUN
ejpam-3333	147	15	function	function	NOUN
ejpam-3333	147	16	.	.	PUNCT
ejpam-3333	148	1	gradient	gradient	ADJ
ejpam-3333	148	2	descent	descent	NOUN
ejpam-3333	148	3	with	with	ADP
ejpam-3333	148	4	momentum	momentum	NOUN
ejpam-3333	148	5	and	and	CCONJ
ejpam-3333	148	6	adaptive	adaptive	ADJ
ejpam-3333	148	7	learning	learning	NOUN
ejpam-3333	148	8	rate	rate	NOUN
ejpam-3333	148	9	were	be	AUX
ejpam-3333	148	10	used	use	VERB
ejpam-3333	148	11	to	to	PART
ejpam-3333	148	12	update	update	VERB
ejpam-3333	148	13	the	the	DET
ejpam-3333	148	14	weight	weight	NOUN
ejpam-3333	148	15	values	value	NOUN
ejpam-3333	148	16	to	to	ADP
ejpam-3333	148	17	equation	equation	NOUN
ejpam-3333	148	18	(	(	PUNCT
ejpam-3333	148	19	12	12	NUM
ejpam-3333	148	20	)	)	PUNCT
ejpam-3333	148	21	.	.	PUNCT
ejpam-3333	149	1	∆wkj(n	∆wkj(n	ADV
ejpam-3333	149	2	)	)	PUNCT
ejpam-3333	149	3	=	=	SYM
ejpam-3333	149	4	−µ∂e(n	−µ∂e(n	NUM
ejpam-3333	149	5	)	)	PUNCT
ejpam-3333	149	6	∂wkj	∂wkj	PUNCT
ejpam-3333	149	7	+	+	CCONJ
ejpam-3333	149	8	α∆wkj(n−	α∆wkj(n−	NUM
ejpam-3333	149	9	1	1	NUM
ejpam-3333	149	10	)	)	PUNCT
ejpam-3333	149	11	(	(	PUNCT
ejpam-3333	149	12	12	12	NUM
ejpam-3333	149	13	)	)	PUNCT
ejpam-3333	149	14	where	where	SCONJ
ejpam-3333	149	15	α	α	NOUN
ejpam-3333	149	16	is	be	AUX
ejpam-3333	149	17	a	a	DET
ejpam-3333	149	18	momentum	momentum	NOUN
ejpam-3333	149	19	constant	constant	ADJ
ejpam-3333	149	20	,	,	PUNCT
ejpam-3333	149	21	wkj	wkj	PROPN
ejpam-3333	149	22	is	be	AUX
ejpam-3333	149	23	weight	weight	NOUN
ejpam-3333	149	24	,	,	PUNCT
ejpam-3333	149	25	and	and	CCONJ
ejpam-3333	149	26	e	e	NOUN
ejpam-3333	149	27	is	be	AUX
ejpam-3333	149	28	the	the	DET
ejpam-3333	149	29	mean	mean	ADJ
ejpam-3333	149	30	square	square	ADJ
ejpam-3333	149	31	sum	sum	NOUN
ejpam-3333	149	32	of	of	ADP
ejpam-3333	149	33	differences	difference	NOUN
ejpam-3333	149	34	between	between	ADP
ejpam-3333	149	35	the	the	DET
ejpam-3333	149	36	values	value	NOUN
ejpam-3333	149	37	of	of	ADP
ejpam-3333	149	38	target	target	NOUN
ejpam-3333	149	39	and	and	CCONJ
ejpam-3333	149	40	output	output	NOUN
ejpam-3333	149	41	of	of	ADP
ejpam-3333	149	42	the	the	DET
ejpam-3333	149	43	network	network	NOUN
ejpam-3333	149	44	[	[	X
ejpam-3333	149	45	18	18	NUM
ejpam-3333	149	46	]	]	PUNCT
ejpam-3333	149	47	.	.	PUNCT
ejpam-3333	150	1	in	in	ADP
ejpam-3333	150	2	the	the	DET
ejpam-3333	150	3	model	model	NOUN
ejpam-3333	150	4	,	,	PUNCT
ejpam-3333	150	5	credit	credit	NOUN
ejpam-3333	150	6	ratings	rating	NOUN
ejpam-3333	150	7	are	be	AUX
ejpam-3333	150	8	set	set	VERB
ejpam-3333	150	9	as	as	ADP
ejpam-3333	150	10	1	1	NUM
ejpam-3333	150	11	for	for	ADP
ejpam-3333	150	12	the	the	DET
ejpam-3333	150	13	investable	investable	ADJ
ejpam-3333	150	14	grade	grade	NOUN
ejpam-3333	150	15	and	and	CCONJ
ejpam-3333	150	16	0	0	NUM
ejpam-3333	150	17	for	for	ADP
ejpam-3333	150	18	the	the	DET
ejpam-3333	150	19	speculative	speculative	ADJ
ejpam-3333	150	20	n.	n.	NOUN
ejpam-3333	150	21	o	o	NOUN
ejpam-3333	150	22	.	.	PUNCT
ejpam-3333	151	1	onal	onal	ADJ
ejpam-3333	151	2	,	,	PUNCT
ejpam-3333	151	3	e.karacuha	e.karacuha	ADJ
ejpam-3333	151	4	/	/	SYM
ejpam-3333	151	5	eur	eur	NOUN
ejpam-3333	151	6	.	.	PUNCT
ejpam-3333	152	1	j.	j.	PROPN
ejpam-3333	152	2	pure	pure	PROPN
ejpam-3333	152	3	appl	appl	PROPN
ejpam-3333	152	4	.	.	PROPN
ejpam-3333	152	5	math	math	PROPN
ejpam-3333	152	6	,	,	PUNCT
ejpam-3333	152	7	11	11	NUM
ejpam-3333	152	8	(	(	PUNCT
ejpam-3333	152	9	4	4	NUM
ejpam-3333	152	10	)	)	PUNCT
ejpam-3333	152	11	(	(	PUNCT
ejpam-3333	152	12	2018	2018	NUM
ejpam-3333	152	13	)	)	PUNCT
ejpam-3333	152	14	,	,	PUNCT
ejpam-3333	152	15	1014	1014	NUM
ejpam-3333	152	16	-	-	SYM
ejpam-3333	152	17	1026	1026	NUM
ejpam-3333	152	18	1021	1021	NUM
ejpam-3333	152	19	grade	grade	NOUN
ejpam-3333	152	20	.	.	PUNCT
ejpam-3333	153	1	the	the	DET
ejpam-3333	153	2	stock	stock	NOUN
ejpam-3333	153	3	price	price	NOUN
ejpam-3333	153	4	of	of	ADP
ejpam-3333	153	5	the	the	DET
ejpam-3333	153	6	countries	country	NOUN
ejpam-3333	153	7	included	include	VERB
ejpam-3333	153	8	in	in	ADP
ejpam-3333	153	9	the	the	DET
ejpam-3333	153	10	training	training	NOUN
ejpam-3333	153	11	set	set	NOUN
ejpam-3333	153	12	have	have	AUX
ejpam-3333	153	13	been	be	AUX
ejpam-3333	153	14	trained	train	VERB
ejpam-3333	153	15	according	accord	VERB
ejpam-3333	153	16	to	to	ADP
ejpam-3333	153	17	the	the	DET
ejpam-3333	153	18	determined	determined	ADJ
ejpam-3333	153	19	credit	credit	NOUN
ejpam-3333	153	20	ratings	rating	NOUN
ejpam-3333	153	21	(	(	PUNCT
ejpam-3333	153	22	1	1	NUM
ejpam-3333	153	23	or	or	CCONJ
ejpam-3333	153	24	0	0	NUM
ejpam-3333	153	25	)	)	PUNCT
ejpam-3333	153	26	.	.	PUNCT
ejpam-3333	154	1	after	after	ADP
ejpam-3333	154	2	the	the	DET
ejpam-3333	154	3	training	training	NOUN
ejpam-3333	154	4	,	,	PUNCT
ejpam-3333	154	5	the	the	DET
ejpam-3333	154	6	rating	rating	NOUN
ejpam-3333	154	7	classes	class	NOUN
ejpam-3333	154	8	of	of	ADP
ejpam-3333	154	9	the	the	DET
ejpam-3333	154	10	countries	country	NOUN
ejpam-3333	154	11	in	in	ADP
ejpam-3333	154	12	the	the	DET
ejpam-3333	154	13	test	test	NOUN
ejpam-3333	154	14	set	set	NOUN
ejpam-3333	154	15	were	be	AUX
ejpam-3333	154	16	estimated	estimate	VERB
ejpam-3333	154	17	.	.	PUNCT
ejpam-3333	155	1	in	in	ADP
ejpam-3333	155	2	the	the	DET
ejpam-3333	155	3	training	training	NOUN
ejpam-3333	155	4	and	and	CCONJ
ejpam-3333	155	5	test	test	NOUN
ejpam-3333	155	6	results	result	NOUN
ejpam-3333	155	7	,	,	PUNCT
ejpam-3333	155	8	’	'	PUNCT
ejpam-3333	155	9	1	1	NUM
ejpam-3333	155	10	’	'	PUNCT
ejpam-3333	155	11	is	be	AUX
ejpam-3333	155	12	assigned	assign	VERB
ejpam-3333	155	13	to	to	ADP
ejpam-3333	155	14	the	the	DET
ejpam-3333	155	15	values	value	NOUN
ejpam-3333	155	16	that	that	PRON
ejpam-3333	155	17	are	be	AUX
ejpam-3333	155	18	greater	great	ADJ
ejpam-3333	155	19	than	than	ADP
ejpam-3333	155	20	0.6	0.6	NUM
ejpam-3333	155	21	for	for	ADP
ejpam-3333	155	22	investable	investable	ADJ
ejpam-3333	155	23	class	class	NOUN
ejpam-3333	155	24	.	.	PUNCT
ejpam-3333	156	1	values	value	NOUN
ejpam-3333	156	2	smaller	small	ADJ
ejpam-3333	156	3	than	than	ADP
ejpam-3333	156	4	0.4	0.4	NUM
ejpam-3333	156	5	are	be	AUX
ejpam-3333	156	6	assigned	assign	VERB
ejpam-3333	156	7	to	to	ADP
ejpam-3333	156	8	the	the	DET
ejpam-3333	156	9	speculative	speculative	ADJ
ejpam-3333	156	10	class	class	NOUN
ejpam-3333	156	11	by	by	ADP
ejpam-3333	156	12	assigning	assign	VERB
ejpam-3333	156	13	a	a	DET
ejpam-3333	156	14	value	value	NOUN
ejpam-3333	156	15	of	of	ADP
ejpam-3333	156	16	’	'	PUNCT
ejpam-3333	156	17	0	0	NUM
ejpam-3333	156	18	’	'	PUNCT
ejpam-3333	156	19	.	.	PUNCT
ejpam-3333	157	1	for	for	ADP
ejpam-3333	157	2	the	the	DET
ejpam-3333	157	3	remaining	remain	VERB
ejpam-3333	157	4	values	value	NOUN
ejpam-3333	157	5	,	,	PUNCT
ejpam-3333	157	6	it	it	PRON
ejpam-3333	157	7	is	be	AUX
ejpam-3333	157	8	planned	plan	VERB
ejpam-3333	157	9	to	to	PART
ejpam-3333	157	10	assign	assign	VERB
ejpam-3333	157	11	a	a	DET
ejpam-3333	157	12	value	value	NOUN
ejpam-3333	157	13	of	of	ADP
ejpam-3333	157	14	’	'	PUNCT
ejpam-3333	157	15	0.5	0.5	NUM
ejpam-3333	157	16	’	'	PUNCT
ejpam-3333	157	17	.	.	PUNCT
ejpam-3333	158	1	however	however	ADV
ejpam-3333	158	2	,	,	PUNCT
ejpam-3333	158	3	when	when	SCONJ
ejpam-3333	158	4	we	we	PRON
ejpam-3333	158	5	look	look	VERB
ejpam-3333	158	6	at	at	ADP
ejpam-3333	158	7	training	training	NOUN
ejpam-3333	158	8	and	and	CCONJ
ejpam-3333	158	9	test	test	NOUN
ejpam-3333	158	10	results	result	NOUN
ejpam-3333	158	11	as	as	SCONJ
ejpam-3333	158	12	shown	show	VERB
ejpam-3333	158	13	in	in	ADP
ejpam-3333	158	14	table	table	NOUN
ejpam-3333	158	15	2	2	NUM
ejpam-3333	158	16	,	,	PUNCT
ejpam-3333	158	17	there	there	PRON
ejpam-3333	158	18	is	be	VERB
ejpam-3333	158	19	no	no	DET
ejpam-3333	158	20	class	class	NOUN
ejpam-3333	158	21	of	of	ADP
ejpam-3333	158	22	’	'	PUNCT
ejpam-3333	158	23	0.5	0.5	NUM
ejpam-3333	158	24	’	'	PUNCT
ejpam-3333	158	25	because	because	SCONJ
ejpam-3333	158	26	none	none	NOUN
ejpam-3333	158	27	of	of	ADP
ejpam-3333	158	28	the	the	DET
ejpam-3333	158	29	countries	country	NOUN
ejpam-3333	158	30	are	be	AUX
ejpam-3333	158	31	between	between	ADP
ejpam-3333	158	32	0.4	0.4	NUM
ejpam-3333	158	33	and	and	CCONJ
ejpam-3333	158	34	0.6	0.6	NUM
ejpam-3333	158	35	.	.	PUNCT
ejpam-3333	159	1	if	if	SCONJ
ejpam-3333	159	2	we	we	PRON
ejpam-3333	159	3	had	have	VERB
ejpam-3333	159	4	value	value	NOUN
ejpam-3333	159	5	in	in	ADP
ejpam-3333	159	6	this	this	DET
ejpam-3333	159	7	range	range	NOUN
ejpam-3333	159	8	,	,	PUNCT
ejpam-3333	159	9	we	we	PRON
ejpam-3333	159	10	would	would	AUX
ejpam-3333	159	11	use	use	VERB
ejpam-3333	159	12	fuzzy	fuzzy	ADJ
ejpam-3333	159	13	logic	logic	NOUN
ejpam-3333	159	14	methods	method	NOUN
ejpam-3333	159	15	to	to	PART
ejpam-3333	159	16	decide	decide	VERB
ejpam-3333	159	17	which	which	DET
ejpam-3333	159	18	one	one	NOUN
ejpam-3333	159	19	is	be	AUX
ejpam-3333	159	20	investable	investable	ADJ
ejpam-3333	159	21	or	or	CCONJ
ejpam-3333	159	22	not	not	PART
ejpam-3333	159	23	[	[	X
ejpam-3333	159	24	24	24	NUM
ejpam-3333	159	25	]	]	PUNCT
ejpam-3333	159	26	.	.	PUNCT
ejpam-3333	160	1	3.4	3.4	NUM
ejpam-3333	160	2	.	.	PUNCT
ejpam-3333	160	3	dataset	dataset	VERB
ejpam-3333	160	4	for	for	ADP
ejpam-3333	160	5	ann	ann	PROPN
ejpam-3333	160	6	the	the	DET
ejpam-3333	160	7	model	model	NOUN
ejpam-3333	160	8	aims	aim	VERB
ejpam-3333	160	9	to	to	PART
ejpam-3333	160	10	classify	classify	VERB
ejpam-3333	160	11	the	the	DET
ejpam-3333	160	12	countries	country	NOUN
ejpam-3333	160	13	as	as	ADP
ejpam-3333	160	14	investable	investable	ADJ
ejpam-3333	160	15	or	or	CCONJ
ejpam-3333	160	16	speculative	speculative	ADJ
ejpam-3333	160	17	with	with	ADP
ejpam-3333	160	18	the	the	DET
ejpam-3333	160	19	artificial	artificial	ADJ
ejpam-3333	160	20	neural	neural	ADJ
ejpam-3333	160	21	networks	network	NOUN
ejpam-3333	160	22	method	method	NOUN
ejpam-3333	160	23	based	base	VERB
ejpam-3333	160	24	on	on	ADP
ejpam-3333	160	25	the	the	DET
ejpam-3333	160	26	sovereign	sovereign	ADJ
ejpam-3333	160	27	credit	credit	NOUN
ejpam-3333	160	28	ratings	rating	NOUN
ejpam-3333	160	29	of	of	ADP
ejpam-3333	160	30	the	the	DET
ejpam-3333	160	31	cras	cras	X
ejpam-3333	160	32	in	in	ADP
ejpam-3333	160	33	terms	term	NOUN
ejpam-3333	160	34	of	of	ADP
ejpam-3333	160	35	short	short	ADJ
ejpam-3333	160	36	term	term	NOUN
ejpam-3333	160	37	foreign	foreign	ADJ
ejpam-3333	160	38	currency	currency	NOUN
ejpam-3333	160	39	.	.	PUNCT
ejpam-3333	161	1	changes	change	NOUN
ejpam-3333	161	2	in	in	ADP
ejpam-3333	161	3	macroeconomic	macroeconomic	ADJ
ejpam-3333	161	4	variables	variable	NOUN
ejpam-3333	161	5	also	also	ADV
ejpam-3333	161	6	affect	affect	VERB
ejpam-3333	161	7	and	and	CCONJ
ejpam-3333	161	8	reflect	reflect	VERB
ejpam-3333	161	9	the	the	DET
ejpam-3333	161	10	stock	stock	NOUN
ejpam-3333	161	11	exchange	exchange	NOUN
ejpam-3333	161	12	market	market	NOUN
ejpam-3333	161	13	.	.	PUNCT
ejpam-3333	162	1	therefore	therefore	ADV
ejpam-3333	162	2	,	,	PUNCT
ejpam-3333	162	3	in	in	ADP
ejpam-3333	162	4	this	this	DET
ejpam-3333	162	5	study	study	NOUN
ejpam-3333	162	6	,	,	PUNCT
ejpam-3333	162	7	we	we	PRON
ejpam-3333	162	8	only	only	ADV
ejpam-3333	162	9	used	use	VERB
ejpam-3333	162	10	stock	stock	NOUN
ejpam-3333	162	11	exchange	exchange	NOUN
ejpam-3333	162	12	variables	variable	NOUN
ejpam-3333	162	13	.	.	PUNCT
ejpam-3333	163	1	a	a	DET
ejpam-3333	163	2	feed	feed	NOUN
ejpam-3333	163	3	-	-	PUNCT
ejpam-3333	163	4	forward	forward	NOUN
ejpam-3333	163	5	network	network	NOUN
ejpam-3333	163	6	consisting	consist	VERB
ejpam-3333	163	7	of	of	ADP
ejpam-3333	163	8	a	a	DET
ejpam-3333	163	9	single	single	ADJ
ejpam-3333	163	10	layer	layer	NOUN
ejpam-3333	163	11	of	of	ADP
ejpam-3333	163	12	three	three	NUM
ejpam-3333	163	13	hidden	hide	VERB
ejpam-3333	163	14	neurons	neuron	NOUN
ejpam-3333	163	15	was	be	AUX
ejpam-3333	163	16	used	use	VERB
ejpam-3333	163	17	.	.	PUNCT
ejpam-3333	164	1	for	for	ADP
ejpam-3333	164	2	this	this	DET
ejpam-3333	164	3	model	model	NOUN
ejpam-3333	164	4	,	,	PUNCT
ejpam-3333	164	5	239	239	NUM
ejpam-3333	164	6	trading	trading	NOUN
ejpam-3333	164	7	days	day	NOUN
ejpam-3333	164	8	daily	daily	ADJ
ejpam-3333	164	9	closing	closing	NOUN
ejpam-3333	164	10	data	datum	NOUN
ejpam-3333	164	11	until	until	ADP
ejpam-3333	164	12	29.08.2017	29.08.2017	NUM
ejpam-3333	164	13	from	from	ADP
ejpam-3333	164	14	40	40	NUM
ejpam-3333	164	15	stock	stock	NOUN
ejpam-3333	164	16	exchange	exchange	NOUN
ejpam-3333	164	17	indices	index	NOUN
ejpam-3333	164	18	of	of	ADP
ejpam-3333	164	19	38	38	NUM
ejpam-3333	164	20	countries	country	NOUN
ejpam-3333	164	21	were	be	AUX
ejpam-3333	164	22	used	use	VERB
ejpam-3333	164	23	.	.	PUNCT
ejpam-3333	165	1	countries	country	NOUN
ejpam-3333	165	2	from	from	ADP
ejpam-3333	165	3	various	various	ADJ
ejpam-3333	165	4	regions	region	NOUN
ejpam-3333	165	5	of	of	ADP
ejpam-3333	165	6	the	the	DET
ejpam-3333	165	7	world	world	NOUN
ejpam-3333	165	8	were	be	AUX
ejpam-3333	165	9	included	include	VERB
ejpam-3333	165	10	.	.	PUNCT
ejpam-3333	166	1	the	the	DET
ejpam-3333	166	2	dataset	dataset	NOUN
ejpam-3333	166	3	is	be	AUX
ejpam-3333	166	4	divided	divide	VERB
ejpam-3333	166	5	into	into	ADP
ejpam-3333	166	6	70	70	NUM
ejpam-3333	166	7	%	%	NOUN
ejpam-3333	166	8	training	training	NOUN
ejpam-3333	166	9	data	datum	NOUN
ejpam-3333	166	10	and	and	CCONJ
ejpam-3333	166	11	30	30	NUM
ejpam-3333	166	12	%	%	NOUN
ejpam-3333	166	13	test	test	NOUN
ejpam-3333	166	14	data	datum	NOUN
ejpam-3333	166	15	because	because	SCONJ
ejpam-3333	166	16	the	the	DET
ejpam-3333	166	17	best	good	ADJ
ejpam-3333	166	18	results	result	NOUN
ejpam-3333	166	19	obtained	obtain	VERB
ejpam-3333	166	20	in	in	ADP
ejpam-3333	166	21	that	that	DET
ejpam-3333	166	22	rates	rate	NOUN
ejpam-3333	166	23	.	.	PUNCT
ejpam-3333	167	1	various	various	ADJ
ejpam-3333	167	2	rates	rate	NOUN
ejpam-3333	167	3	of	of	ADP
ejpam-3333	167	4	train	train	NOUN
ejpam-3333	167	5	,	,	PUNCT
ejpam-3333	167	6	validation	validation	NOUN
ejpam-3333	167	7	,	,	PUNCT
ejpam-3333	167	8	and	and	CCONJ
ejpam-3333	167	9	test	test	NOUN
ejpam-3333	167	10	have	have	AUX
ejpam-3333	167	11	tried	try	VERB
ejpam-3333	167	12	and	and	CCONJ
ejpam-3333	167	13	see	see	VERB
ejpam-3333	167	14	the	the	DET
ejpam-3333	167	15	results	result	NOUN
ejpam-3333	167	16	in	in	ADP
ejpam-3333	167	17	the	the	DET
ejpam-3333	167	18	table	table	NOUN
ejpam-3333	167	19	2	2	NUM
ejpam-3333	167	20	below	below	ADV
ejpam-3333	167	21	.	.	PUNCT
ejpam-3333	168	1	test	test	NOUN
ejpam-3333	168	2	data	datum	NOUN
ejpam-3333	168	3	consist	consist	NOUN
ejpam-3333	168	4	of	of	ADP
ejpam-3333	168	5	the	the	DET
ejpam-3333	168	6	stock	stock	NOUN
ejpam-3333	168	7	composite	composite	ADJ
ejpam-3333	168	8	index	index	NOUN
ejpam-3333	168	9	of	of	ADP
ejpam-3333	168	10	12	12	NUM
ejpam-3333	168	11	countries	country	NOUN
ejpam-3333	168	12	in	in	ADP
ejpam-3333	168	13	the	the	DET
ejpam-3333	168	14	america	america	PROPN
ejpam-3333	168	15	-	-	PUNCT
ejpam-3333	168	16	dow	dow	PROPN
ejpam-3333	168	17	jones	jones	PROPN
ejpam-3333	168	18	index	index	PROPN
ejpam-3333	168	19	,	,	PUNCT
ejpam-3333	168	20	argentina	argentina	PROPN
ejpam-3333	168	21	,	,	PUNCT
ejpam-3333	168	22	indonesia	indonesia	PROPN
ejpam-3333	168	23	,	,	PUNCT
ejpam-3333	168	24	ghana	ghana	PROPN
ejpam-3333	168	25	,	,	PUNCT
ejpam-3333	168	26	india	india	PROPN
ejpam-3333	168	27	,	,	PUNCT
ejpam-3333	168	28	hong	hong	PROPN
ejpam-3333	168	29	kong	kong	PROPN
ejpam-3333	168	30	,	,	PUNCT
ejpam-3333	168	31	sweden	sweden	PROPN
ejpam-3333	168	32	,	,	PUNCT
ejpam-3333	168	33	malaysia	malaysia	PROPN
ejpam-3333	168	34	,	,	PUNCT
ejpam-3333	168	35	mexico	mexico	PROPN
ejpam-3333	168	36	,	,	PUNCT
ejpam-3333	168	37	russia	russia	PROPN
ejpam-3333	168	38	,	,	PUNCT
ejpam-3333	168	39	turkey	turkey	PROPN
ejpam-3333	168	40	,	,	PUNCT
ejpam-3333	168	41	and	and	CCONJ
ejpam-3333	168	42	greece	greece	PROPN
ejpam-3333	168	43	.	.	PUNCT
ejpam-3333	168	44	table	table	NOUN
ejpam-3333	168	45	2	2	NUM
ejpam-3333	168	46	:	:	PUNCT
ejpam-3333	168	47	the	the	DET
ejpam-3333	168	48	rate	rate	NOUN
ejpam-3333	168	49	of	of	ADP
ejpam-3333	168	50	train	train	NOUN
ejpam-3333	168	51	,	,	PUNCT
ejpam-3333	168	52	validation	validation	NOUN
ejpam-3333	168	53	,	,	PUNCT
ejpam-3333	168	54	and	and	CCONJ
ejpam-3333	168	55	test	test	NOUN
ejpam-3333	168	56	data	datum	NOUN
ejpam-3333	168	57	and	and	CCONJ
ejpam-3333	168	58	its	its	PRON
ejpam-3333	168	59	error	error	NOUN
ejpam-3333	168	60	.	.	PUNCT
ejpam-3333	169	1	train	train	NOUN
ejpam-3333	169	2	rate	rate	NOUN
ejpam-3333	169	3	validation	validation	NOUN
ejpam-3333	169	4	rate	rate	NOUN
ejpam-3333	169	5	test	test	NOUN
ejpam-3333	169	6	rate	rate	NOUN
ejpam-3333	169	7	number	number	NOUN
ejpam-3333	169	8	of	of	ADP
ejpam-3333	169	9	error	error	NOUN
ejpam-3333	169	10	1/3	1/3	NUM
ejpam-3333	169	11	1/3	1/3	NUM
ejpam-3333	169	12	1/3	1/3	NUM
ejpam-3333	169	13	3	3	NUM
ejpam-3333	169	14	4/10	4/10	NUM
ejpam-3333	169	15	6/10	6/10	NUM
ejpam-3333	169	16	2	2	NUM
ejpam-3333	169	17	5/10	5/10	NUM
ejpam-3333	169	18	5/10	5/10	NUM
ejpam-3333	169	19	2	2	NUM
ejpam-3333	169	20	6/10	6/10	NUM
ejpam-3333	169	21	4/10	4/10	NUM
ejpam-3333	169	22	2	2	NUM
ejpam-3333	169	23	7/10	7/10	NUM
ejpam-3333	169	24	3/10	3/10	NUM
ejpam-3333	169	25	0(s&p	0(s&p	NUM
ejpam-3333	169	26	)	)	PUNCT
ejpam-3333	169	27	and	and	CCONJ
ejpam-3333	169	28	1(fitch	1(fitch	NUM
ejpam-3333	169	29	)	)	PUNCT
ejpam-3333	169	30	3.5	3.5	NUM
ejpam-3333	169	31	.	.	PUNCT
ejpam-3333	170	1	results	result	NOUN
ejpam-3333	170	2	for	for	ADP
ejpam-3333	170	3	ann	ann	PROPN
ejpam-3333	170	4	the	the	DET
ejpam-3333	170	5	results	result	NOUN
ejpam-3333	170	6	were	be	AUX
ejpam-3333	170	7	compared	compare	VERB
ejpam-3333	170	8	with	with	ADP
ejpam-3333	170	9	the	the	DET
ejpam-3333	170	10	sovereign	sovereign	ADJ
ejpam-3333	170	11	credit	credit	NOUN
ejpam-3333	170	12	ratings	rating	NOUN
ejpam-3333	170	13	of	of	ADP
ejpam-3333	170	14	the	the	DET
ejpam-3333	170	15	cras	cras	X
ejpam-3333	170	16	in	in	ADP
ejpam-3333	170	17	terms	term	NOUN
ejpam-3333	170	18	of	of	ADP
ejpam-3333	170	19	short	short	ADJ
ejpam-3333	170	20	-	-	PUNCT
ejpam-3333	170	21	term	term	NOUN
ejpam-3333	170	22	foreign	foreign	ADJ
ejpam-3333	170	23	currency	currency	NOUN
ejpam-3333	170	24	.	.	PUNCT
ejpam-3333	171	1	table	table	NOUN
ejpam-3333	171	2	3	3	NUM
ejpam-3333	171	3	indicates	indicate	VERB
ejpam-3333	171	4	ann	ann	PROPN
ejpam-3333	171	5	results	result	NOUN
ejpam-3333	171	6	and	and	CCONJ
ejpam-3333	171	7	class	class	NOUN
ejpam-3333	171	8	of	of	ADP
ejpam-3333	171	9	the	the	DET
ejpam-3333	171	10	countries	country	NOUN
ejpam-3333	171	11	in	in	ADP
ejpam-3333	171	12	the	the	DET
ejpam-3333	171	13	train	train	NOUN
ejpam-3333	171	14	and	and	CCONJ
ejpam-3333	171	15	test	test	NOUN
ejpam-3333	171	16	set	set	VERB
ejpam-3333	171	17	.	.	PUNCT
ejpam-3333	172	1	the	the	DET
ejpam-3333	172	2	results	result	NOUN
ejpam-3333	172	3	that	that	PRON
ejpam-3333	172	4	we	we	PRON
ejpam-3333	172	5	acquired	acquire	VERB
ejpam-3333	172	6	from	from	ADP
ejpam-3333	172	7	this	this	DET
ejpam-3333	172	8	model	model	NOUN
ejpam-3333	172	9	are	be	AUX
ejpam-3333	172	10	fully	fully	ADV
ejpam-3333	172	11	compliant	compliant	ADJ
ejpam-3333	172	12	with	with	ADP
ejpam-3333	172	13	standard	standard	ADJ
ejpam-3333	172	14	and	and	CCONJ
ejpam-3333	172	15	poor	poor	ADJ
ejpam-3333	172	16	’s	’s	NOUN
ejpam-3333	172	17	.	.	PUNCT
ejpam-3333	173	1	however	however	ADV
ejpam-3333	173	2	,	,	PUNCT
ejpam-3333	173	3	when	when	SCONJ
ejpam-3333	173	4	compared	compare	VERB
ejpam-3333	173	5	to	to	ADP
ejpam-3333	173	6	the	the	DET
ejpam-3333	173	7	ratings	rating	NOUN
ejpam-3333	173	8	of	of	ADP
ejpam-3333	173	9	fitch	fitch	NOUN
ejpam-3333	173	10	,	,	PUNCT
ejpam-3333	173	11	the	the	DET
ejpam-3333	173	12	results	result	NOUN
ejpam-3333	173	13	differed	differ	VERB
ejpam-3333	173	14	in	in	ADP
ejpam-3333	173	15	the	the	DET
ejpam-3333	173	16	case	case	NOUN
ejpam-3333	173	17	of	of	ADP
ejpam-3333	173	18	russia	russia	PROPN
ejpam-3333	173	19	.	.	PUNCT
ejpam-3333	174	1	in	in	ADP
ejpam-3333	174	2	the	the	DET
ejpam-3333	174	3	table	table	NOUN
ejpam-3333	174	4	4	4	NUM
ejpam-3333	174	5	represent	represent	VERB
ejpam-3333	174	6	the	the	DET
ejpam-3333	174	7	accuracy	accuracy	NOUN
ejpam-3333	174	8	rate	rate	NOUN
ejpam-3333	174	9	of	of	ADP
ejpam-3333	174	10	test	test	NOUN
ejpam-3333	174	11	result	result	NOUN
ejpam-3333	174	12	.	.	PUNCT
ejpam-3333	175	1	thus	thus	ADV
ejpam-3333	175	2	,	,	PUNCT
ejpam-3333	175	3	this	this	DET
ejpam-3333	175	4	method	method	NOUN
ejpam-3333	175	5	can	can	AUX
ejpam-3333	175	6	be	be	AUX
ejpam-3333	175	7	used	use	VERB
ejpam-3333	175	8	for	for	ADP
ejpam-3333	175	9	determining	determine	VERB
ejpam-3333	175	10	the	the	DET
ejpam-3333	175	11	changes	change	NOUN
ejpam-3333	175	12	in	in	ADP
ejpam-3333	175	13	the	the	DET
ejpam-3333	175	14	credit	credit	NOUN
ejpam-3333	175	15	ratings	rating	NOUN
ejpam-3333	175	16	of	of	ADP
ejpam-3333	175	17	countries	country	NOUN
ejpam-3333	175	18	and	and	CCONJ
ejpam-3333	175	19	predicting	predict	VERB
ejpam-3333	175	20	the	the	DET
ejpam-3333	175	21	credit	credit	NOUN
ejpam-3333	175	22	ratings	rating	NOUN
ejpam-3333	175	23	of	of	ADP
ejpam-3333	175	24	countries	country	NOUN
ejpam-3333	175	25	.	.	PUNCT
ejpam-3333	176	1	the	the	DET
ejpam-3333	176	2	application	application	NOUN
ejpam-3333	176	3	was	be	AUX
ejpam-3333	176	4	made	make	VERB
ejpam-3333	176	5	with	with	ADP
ejpam-3333	176	6	the	the	DET
ejpam-3333	176	7	matlab	matlab	PROPN
ejpam-3333	176	8	2016	2016	NUM
ejpam-3333	176	9	(	(	PUNCT
ejpam-3333	176	10	b	b	NOUN
ejpam-3333	176	11	)	)	PUNCT
ejpam-3333	176	12	program	program	NOUN
ejpam-3333	176	13	.	.	PUNCT
ejpam-3333	177	1	n.	n.	NOUN
ejpam-3333	177	2	o	o	INTJ
ejpam-3333	177	3	.	.	PUNCT
ejpam-3333	178	1	onal	onal	ADJ
ejpam-3333	178	2	,	,	PUNCT
ejpam-3333	178	3	e.karacuha	e.karacuha	ADJ
ejpam-3333	178	4	/	/	SYM
ejpam-3333	178	5	eur	eur	NOUN
ejpam-3333	178	6	.	.	PUNCT
ejpam-3333	179	1	j.	j.	PROPN
ejpam-3333	179	2	pure	pure	PROPN
ejpam-3333	179	3	appl	appl	PROPN
ejpam-3333	179	4	.	.	PROPN
ejpam-3333	179	5	math	math	PROPN
ejpam-3333	179	6	,	,	PUNCT
ejpam-3333	179	7	11	11	NUM
ejpam-3333	179	8	(	(	PUNCT
ejpam-3333	179	9	4	4	NUM
ejpam-3333	179	10	)	)	PUNCT
ejpam-3333	179	11	(	(	PUNCT
ejpam-3333	179	12	2018	2018	NUM
ejpam-3333	179	13	)	)	PUNCT
ejpam-3333	179	14	,	,	PUNCT
ejpam-3333	179	15	1014	1014	NUM
ejpam-3333	179	16	-	-	SYM
ejpam-3333	179	17	1026	1026	NUM
ejpam-3333	179	18	1022	1022	NUM
ejpam-3333	179	19	table	table	NOUN
ejpam-3333	179	20	3	3	NUM
ejpam-3333	179	21	:	:	PUNCT
ejpam-3333	179	22	stock	stock	NOUN
ejpam-3333	179	23	codes	code	NOUN
ejpam-3333	179	24	,	,	PUNCT
ejpam-3333	179	25	mape	mape	NOUN
ejpam-3333	179	26	values	value	NOUN
ejpam-3333	179	27	and	and	CCONJ
ejpam-3333	179	28	investable	investable	ADJ
ejpam-3333	179	29	classes	class	NOUN
ejpam-3333	179	30	of	of	ADP
ejpam-3333	179	31	countries	country	NOUN
ejpam-3333	179	32	for	for	ADP
ejpam-3333	179	33	ann	ann	PROPN
ejpam-3333	179	34	.	.	PUNCT
ejpam-3333	180	1	country	country	PROPN
ejpam-3333	180	2	stock	stock	PROPN
ejpam-3333	180	3	index	index	PROPN
ejpam-3333	180	4	spot	spot	PROPN
ejpam-3333	180	5	code	code	PROPN
ejpam-3333	180	6	results	result	NOUN
ejpam-3333	180	7	class	class	PROPN
ejpam-3333	180	8	america	america	PROPN
ejpam-3333	180	9	nasdaq	nasdaq	PROPN
ejpam-3333	180	10	ndx	ndx	PROPN
ejpam-3333	180	11	1.002	1.002	NUM
ejpam-3333	180	12	1	1	NUM
ejpam-3333	180	13	america	america	NOUN
ejpam-3333	180	14	sp	sp	ADP
ejpam-3333	180	15	500	500	NUM
ejpam-3333	180	16	spx	spx	NUM
ejpam-3333	180	17	0.98	0.98	NUM
ejpam-3333	180	18	1	1	NUM
ejpam-3333	180	19	australia	australia	PROPN
ejpam-3333	180	20	axs	ax	NOUN
ejpam-3333	180	21	200	200	NUM
ejpam-3333	180	22	axjo	axjo	NOUN
ejpam-3333	180	23	0.99	0.99	NUM
ejpam-3333	180	24	1	1	NUM
ejpam-3333	180	25	belgium	belgium	NOUN
ejpam-3333	180	26	bel	bel	NOUN
ejpam-3333	180	27	20	20	NUM
ejpam-3333	180	28	bdx	bdx	VERB
ejpam-3333	180	29	1.00	1.00	NUM
ejpam-3333	180	30	1	1	NUM
ejpam-3333	180	31	britain	britain	PROPN
ejpam-3333	180	32	ftse	ftse	PROPN
ejpam-3333	180	33	100	100	NUM
ejpam-3333	180	34	ftse	ftse	NOUN
ejpam-3333	180	35	0.98	0.98	NUM
ejpam-3333	180	36	1	1	NUM
ejpam-3333	180	37	brazil	brazil	PROPN
ejpam-3333	180	38	bovespa	bovespa	PROPN
ejpam-3333	180	39	bvsp	bvsp	PROPN
ejpam-3333	180	40	0.006	0.006	NUM
ejpam-3333	180	41	0	0	NUM
ejpam-3333	180	42	canada	canada	PROPN
ejpam-3333	180	43	sp	sp	PROPN
ejpam-3333	180	44	/	/	SYM
ejpam-3333	180	45	tsx	tsx	PROPN
ejpam-3333	180	46	gsptse	gsptse	NOUN
ejpam-3333	180	47	1.006	1.006	NUM
ejpam-3333	180	48	1	1	NUM
ejpam-3333	180	49	chile	chile	NOUN
ejpam-3333	180	50	ipsa	ipsa	NOUN
ejpam-3333	180	51	ipsa	ipsa	NOUN
ejpam-3333	180	52	0.99	0.99	NUM
ejpam-3333	180	53	1	1	NUM
ejpam-3333	180	54	china	china	PROPN
ejpam-3333	180	55	csi	csi	PROPN
ejpam-3333	180	56	300	300	NUM
ejpam-3333	180	57	csi300	csi300	PROPN
ejpam-3333	180	58	1.009	1.009	NUM
ejpam-3333	180	59	1	1	NUM
ejpam-3333	180	60	egypt	egypt	PROPN
ejpam-3333	180	61	egx	egx	PROPN
ejpam-3333	180	62	30	30	NUM
ejpam-3333	180	63	egx	egx	NOUN
ejpam-3333	180	64	30	30	NUM
ejpam-3333	180	65	-0.0002	-0.0002	NOUN
ejpam-3333	180	66	0	0	NUM
ejpam-3333	181	1	france	france	PROPN
ejpam-3333	181	2	cac	cac	PROPN
ejpam-3333	181	3	40	40	NUM
ejpam-3333	181	4	fchi	fchi	NOUN
ejpam-3333	181	5	0.97	0.97	NUM
ejpam-3333	181	6	1	1	NUM
ejpam-3333	181	7	germany	germany	PROPN
ejpam-3333	181	8	xetra	xetra	PROPN
ejpam-3333	181	9	dax	dax	PROPN
ejpam-3333	181	10	gdaxi	gdaxi	PROPN
ejpam-3333	181	11	1.01	1.01	NUM
ejpam-3333	181	12	1	1	NUM
ejpam-3333	181	13	israel	israel	PROPN
ejpam-3333	181	14	tel	tel	PROPN
ejpam-3333	181	15	aviv	aviv	PROPN
ejpam-3333	181	16	ta125	ta125	PROPN
ejpam-3333	181	17	0.99	0.99	NUM
ejpam-3333	181	18	1	1	NUM
ejpam-3333	181	19	italy	italy	PROPN
ejpam-3333	181	20	ftmib	ftmib	PROPN
ejpam-3333	181	21	ftmib	ftmib	PROPN
ejpam-3333	181	22	1.002	1.002	NUM
ejpam-3333	181	23	1	1	NUM
ejpam-3333	181	24	netherlands	netherlands	PROPN
ejpam-3333	181	25	aex	aex	PROPN
ejpam-3333	181	26	aex	aex	PROPN
ejpam-3333	181	27	1.01	1.01	NUM
ejpam-3333	181	28	1	1	NUM
ejpam-3333	181	29	new	new	PROPN
ejpam-3333	181	30	zealand	zealand	PROPN
ejpam-3333	181	31	nzx	nzx	PROPN
ejpam-3333	181	32	50	50	NUM
ejpam-3333	181	33	nz50	nz50	PROPN
ejpam-3333	181	34	1.00	1.00	NUM
ejpam-3333	181	35	1	1	NUM
ejpam-3333	181	36	nigeria	nigeria	PROPN
ejpam-3333	181	37	nse	nse	NOUN
ejpam-3333	181	38	30	30	NUM
ejpam-3333	181	39	ngse30	ngse30	NOUN
ejpam-3333	181	40	-0.002	-0.002	PUNCT
ejpam-3333	181	41	0	0	NUM
ejpam-3333	181	42	training	training	NOUN
ejpam-3333	181	43	set	set	VERB
ejpam-3333	181	44	norway	norway	PROPN
ejpam-3333	181	45	obx	obx	PROPN
ejpam-3333	181	46	obx	obx	PROPN
ejpam-3333	181	47	0.99	0.99	NUM
ejpam-3333	181	48	1	1	NUM
ejpam-3333	181	49	pakistan	pakistan	PROPN
ejpam-3333	181	50	kse	kse	PROPN
ejpam-3333	181	51	30	30	NUM
ejpam-3333	181	52	kse	kse	NOUN
ejpam-3333	181	53	0.001	0.001	NUM
ejpam-3333	181	54	0	0	NUM
ejpam-3333	181	55	philippines	philippine	NOUN
ejpam-3333	181	56	psei	psei	VERB
ejpam-3333	181	57	psi	psi	PROPN
ejpam-3333	181	58	0.99	0.99	NUM
ejpam-3333	181	59	1	1	NUM
ejpam-3333	181	60	portugal	portugal	PROPN
ejpam-3333	181	61	psi	psi	NOUN
ejpam-3333	181	62	20	20	NUM
ejpam-3333	181	63	psi20	psi20	NOUN
ejpam-3333	181	64	0.003	0.003	NUM
ejpam-3333	181	65	0	0	NUM
ejpam-3333	181	66	qatar	qatar	PROPN
ejpam-3333	181	67	doha	doha	PROPN
ejpam-3333	181	68	qeas	qea	NOUN
ejpam-3333	181	69	0.99	0.99	NUM
ejpam-3333	181	70	1	1	NUM
ejpam-3333	181	71	south	south	PROPN
ejpam-3333	181	72	korea	korea	PROPN
ejpam-3333	181	73	kospi	kospi	PROPN
ejpam-3333	181	74	200	200	NUM
ejpam-3333	181	75	ks200	ks200	NOUN
ejpam-3333	181	76	1.00	1.00	NUM
ejpam-3333	181	77	1	1	NUM
ejpam-3333	181	78	spain	spain	PROPN
ejpam-3333	181	79	ibex35	ibex35	NOUN
ejpam-3333	181	80	ibex	ibex	PROPN
ejpam-3333	181	81	1.00	1.00	NUM
ejpam-3333	181	82	1	1	NUM
ejpam-3333	181	83	switzerland	switzerland	NOUN
ejpam-3333	181	84	omxs30	omxs30	NOUN
ejpam-3333	182	1	omxs030	omxs030	NOUN
ejpam-3333	182	2	0.99	0.99	NUM
ejpam-3333	182	3	1	1	NUM
ejpam-3333	182	4	taiwan	taiwan	PROPN
ejpam-3333	182	5	tsec	tsec	PROPN
ejpam-3333	182	6	tse50	tse50	NOUN
ejpam-3333	182	7	1.00	1.00	NUM
ejpam-3333	182	8	1	1	NUM
ejpam-3333	182	9	ukraine	ukraine	NOUN
ejpam-3333	182	10	ux	ux	PROPN
ejpam-3333	183	1	uax	uax	PROPN
ejpam-3333	183	2	-0.005	-0.005	SYM
ejpam-3333	183	3	0	0	NUM
ejpam-3333	183	4	vietnamese	vietnamese	ADJ
ejpam-3333	183	5	hnx	hnx	NOUN
ejpam-3333	183	6	hnxi	hnxi	NOUN
ejpam-3333	183	7	0.0002	0.0002	NUM
ejpam-3333	183	8	0	0	NUM
ejpam-3333	183	9	america	america	PROPN
ejpam-3333	183	10	dji	dji	PROPN
ejpam-3333	183	11	dow	dow	PROPN
ejpam-3333	183	12	-	-	PUNCT
ejpam-3333	183	13	jones	jones	PROPN
ejpam-3333	183	14	30	30	NUM
ejpam-3333	183	15	dji	dji	NOUN
ejpam-3333	183	16	1.05	1.05	NUM
ejpam-3333	183	17	1	1	NUM
ejpam-3333	183	18	argentina	argentina	PROPN
ejpam-3333	183	19	merval	merval	PROPN
ejpam-3333	183	20	merv	merv	PROPN
ejpam-3333	183	21	-0.15	-0.15	PROPN
ejpam-3333	183	22	0	0	PROPN
ejpam-3333	183	23	ghana	ghana	PROPN
ejpam-3333	183	24	gse	gse	PROPN
ejpam-3333	183	25	gseci	gseci	NOUN
ejpam-3333	183	26	0.04	0.04	NUM
ejpam-3333	183	27	0	0	NUM
ejpam-3333	184	1	greece	greece	PROPN
ejpam-3333	184	2	atg	atg	PROPN
ejpam-3333	184	3	atg	atg	PROPN
ejpam-3333	184	4	0.34	0.34	NUM
ejpam-3333	184	5	0	0	NUM
ejpam-3333	184	6	hong	hong	PROPN
ejpam-3333	184	7	kong	kong	PROPN
ejpam-3333	184	8	hang	hang	PROPN
ejpam-3333	184	9	seng	seng	PROPN
ejpam-3333	184	10	hsi	hsi	PROPN
ejpam-3333	184	11	0.61	0.61	NUM
ejpam-3333	184	12	1	1	NUM
ejpam-3333	184	13	india	india	PROPN
ejpam-3333	184	14	cnx	cnx	PROPN
ejpam-3333	184	15	nifty	nifty	PROPN
ejpam-3333	184	16	nsei	nsei	VERB
ejpam-3333	184	17	1.02	1.02	NUM
ejpam-3333	184	18	1	1	NUM
ejpam-3333	184	19	test	test	NOUN
ejpam-3333	184	20	set	set	VERB
ejpam-3333	184	21	indonesia	indonesia	PROPN
ejpam-3333	184	22	jakarta	jakarta	PROPN
ejpam-3333	184	23	jkse	jkse	PROPN
ejpam-3333	184	24	0.85	0.85	NUM
ejpam-3333	184	25	1	1	NUM
ejpam-3333	184	26	malaysia	malaysia	NOUN
ejpam-3333	184	27	klci	klci	NOUN
ejpam-3333	184	28	klse	klse	PROPN
ejpam-3333	184	29	1.00	1.00	NUM
ejpam-3333	184	30	1	1	NUM
ejpam-3333	184	31	mexican	mexican	PROPN
ejpam-3333	184	32	ipc	ipc	PROPN
ejpam-3333	184	33	mxx	mxx	PROPN
ejpam-3333	184	34	0.94	0.94	NUM
ejpam-3333	184	35	1	1	NUM
ejpam-3333	184	36	russia	russia	PROPN
ejpam-3333	184	37	micexfnl	micexfnl	PROPN
ejpam-3333	184	38	micex	micex	PROPN
ejpam-3333	184	39	-0.02	-0.02	PROPN
ejpam-3333	184	40	0	0	NUM
ejpam-3333	184	41	sweden	sweden	PROPN
ejpam-3333	184	42	smi	smi	PROPN
ejpam-3333	184	43	ssmi	ssmi	NOUN
ejpam-3333	184	44	1.06	1.06	NUM
ejpam-3333	184	45	1	1	NUM
ejpam-3333	184	46	turkey	turkey	NOUN
ejpam-3333	184	47	xu30	xu30	PROPN
ejpam-3333	184	48	xu030	xu030	PROPN
ejpam-3333	185	1	-0.05	-0.05	NOUN
ejpam-3333	185	2	0	0	NUM
ejpam-3333	185	3	references	reference	NOUN
ejpam-3333	185	4	1023	1023	NUM
ejpam-3333	185	5	table	table	NOUN
ejpam-3333	185	6	4	4	NUM
ejpam-3333	185	7	:	:	PUNCT
ejpam-3333	185	8	accuracy	accuracy	NOUN
ejpam-3333	185	9	rate	rate	NOUN
ejpam-3333	185	10	of	of	ADP
ejpam-3333	185	11	test	test	NOUN
ejpam-3333	185	12	result	result	NOUN
ejpam-3333	185	13	in	in	ADP
ejpam-3333	185	14	ann	ann	PROPN
ejpam-3333	185	15	model	model	PROPN
ejpam-3333	185	16	.	.	PUNCT
ejpam-3333	186	1	standard	standard	ADJ
ejpam-3333	186	2	and	and	CCONJ
ejpam-3333	186	3	poor	poor	ADJ
ejpam-3333	186	4	’s	’s	PART
ejpam-3333	186	5	fitch	fitch	PROPN
ejpam-3333	186	6	results	result	VERB
ejpam-3333	186	7	investable	investable	ADJ
ejpam-3333	186	8	speculative	speculative	ADJ
ejpam-3333	186	9	investable	investable	ADJ
ejpam-3333	186	10	speculative	speculative	ADJ
ejpam-3333	186	11	investable	investable	ADJ
ejpam-3333	186	12	7	7	NUM
ejpam-3333	186	13	0	0	NUM
ejpam-3333	186	14	7	7	NUM
ejpam-3333	186	15	1	1	NUM
ejpam-3333	186	16	ann	ann	NOUN
ejpam-3333	186	17	speculative	speculative	ADJ
ejpam-3333	186	18	0	0	NUM
ejpam-3333	186	19	5	5	NUM
ejpam-3333	186	20	0	0	NUM
ejpam-3333	186	21	4	4	NUM
ejpam-3333	186	22	accuracy	accuracy	NOUN
ejpam-3333	186	23	rate	rate	NOUN
ejpam-3333	186	24	100	100	NUM
ejpam-3333	186	25	%	%	NOUN
ejpam-3333	186	26	91.67	91.67	NUM
ejpam-3333	186	27	%	%	NOUN
ejpam-3333	186	28	4	4	NUM
ejpam-3333	186	29	.	.	NOUN
ejpam-3333	187	1	conclusion	conclusion	NOUN
ejpam-3333	187	2	in	in	ADP
ejpam-3333	187	3	this	this	DET
ejpam-3333	187	4	study	study	NOUN
ejpam-3333	187	5	,	,	PUNCT
ejpam-3333	187	6	proposed	propose	VERB
ejpam-3333	187	7	two	two	NUM
ejpam-3333	187	8	novel	novel	ADJ
ejpam-3333	187	9	approaches	approach	NOUN
ejpam-3333	187	10	about	about	ADP
ejpam-3333	187	11	sovereign	sovereign	ADJ
ejpam-3333	187	12	credit	credit	NOUN
ejpam-3333	187	13	rating	rating	NOUN
ejpam-3333	187	14	.	.	PUNCT
ejpam-3333	188	1	the	the	DET
ejpam-3333	188	2	application	application	NOUN
ejpam-3333	188	3	results	result	NOUN
ejpam-3333	188	4	have	have	AUX
ejpam-3333	188	5	been	be	AUX
ejpam-3333	188	6	shown	show	VERB
ejpam-3333	188	7	that	that	SCONJ
ejpam-3333	188	8	contrary	contrary	ADV
ejpam-3333	188	9	to	to	ADP
ejpam-3333	188	10	standard	standard	ADJ
ejpam-3333	188	11	approaches	approach	NOUN
ejpam-3333	188	12	,	,	PUNCT
ejpam-3333	188	13	high	high	ADJ
ejpam-3333	188	14	predictability	predictability	NOUN
ejpam-3333	188	15	can	can	AUX
ejpam-3333	188	16	be	be	AUX
ejpam-3333	188	17	made	make	VERB
ejpam-3333	188	18	for	for	ADP
ejpam-3333	188	19	countries	country	NOUN
ejpam-3333	188	20	using	use	VERB
ejpam-3333	188	21	short	short	ADJ
ejpam-3333	188	22	-	-	PUNCT
ejpam-3333	188	23	term	term	NOUN
ejpam-3333	188	24	data	datum	NOUN
ejpam-3333	188	25	.	.	PUNCT
ejpam-3333	189	1	in	in	ADP
ejpam-3333	189	2	nlms	nlm	NOUN
ejpam-3333	189	3	method	method	VERB
ejpam-3333	189	4	,	,	PUNCT
ejpam-3333	189	5	we	we	PRON
ejpam-3333	189	6	have	have	AUX
ejpam-3333	189	7	differentiated	differentiate	VERB
ejpam-3333	189	8	the	the	DET
ejpam-3333	189	9	data	datum	NOUN
ejpam-3333	189	10	set	set	VERB
ejpam-3333	189	11	of	of	ADP
ejpam-3333	189	12	15	15	NUM
ejpam-3333	189	13	countries	country	NOUN
ejpam-3333	189	14	using	use	VERB
ejpam-3333	189	15	macroeconomic	macroeconomic	ADJ
ejpam-3333	189	16	data	datum	NOUN
ejpam-3333	189	17	.	.	PUNCT
ejpam-3333	190	1	however	however	ADV
ejpam-3333	190	2	,	,	PUNCT
ejpam-3333	190	3	it	it	PRON
ejpam-3333	190	4	is	be	AUX
ejpam-3333	190	5	not	not	PART
ejpam-3333	190	6	possible	possible	ADJ
ejpam-3333	190	7	to	to	PART
ejpam-3333	190	8	reach	reach	VERB
ejpam-3333	190	9	the	the	DET
ejpam-3333	190	10	data	datum	NOUN
ejpam-3333	190	11	of	of	ADP
ejpam-3333	190	12	every	every	DET
ejpam-3333	190	13	country	country	NOUN
ejpam-3333	190	14	,	,	PUNCT
ejpam-3333	190	15	especially	especially	ADV
ejpam-3333	190	16	underdeveloped	underdeveloped	ADJ
ejpam-3333	190	17	and	and	CCONJ
ejpam-3333	190	18	developing	develop	VERB
ejpam-3333	190	19	countries	country	NOUN
ejpam-3333	190	20	.	.	PUNCT
ejpam-3333	191	1	due	due	ADP
ejpam-3333	191	2	to	to	ADP
ejpam-3333	191	3	this	this	DET
ejpam-3333	191	4	problem	problem	NOUN
ejpam-3333	191	5	,	,	PUNCT
ejpam-3333	191	6	we	we	PRON
ejpam-3333	191	7	wanted	want	VERB
ejpam-3333	191	8	to	to	PART
ejpam-3333	191	9	develop	develop	VERB
ejpam-3333	191	10	a	a	DET
ejpam-3333	191	11	more	more	ADV
ejpam-3333	191	12	general	general	ADJ
ejpam-3333	191	13	model	model	NOUN
ejpam-3333	191	14	using	use	VERB
ejpam-3333	191	15	anns	ann	NOUN
ejpam-3333	191	16	that	that	PRON
ejpam-3333	191	17	predicts	predict	VERB
ejpam-3333	191	18	sovereign	sovereign	ADJ
ejpam-3333	191	19	credit	credit	NOUN
ejpam-3333	191	20	ratings	rating	NOUN
ejpam-3333	191	21	.	.	PUNCT
ejpam-3333	192	1	it	it	PRON
ejpam-3333	192	2	is	be	AUX
ejpam-3333	192	3	important	important	ADJ
ejpam-3333	192	4	that	that	SCONJ
ejpam-3333	192	5	the	the	DET
ejpam-3333	192	6	data	datum	NOUN
ejpam-3333	192	7	set	set	VERB
ejpam-3333	192	8	is	be	AUX
ejpam-3333	192	9	sufficient	sufficient	ADJ
ejpam-3333	192	10	for	for	ADP
ejpam-3333	192	11	learning	learn	VERB
ejpam-3333	192	12	in	in	ADP
ejpam-3333	192	13	anns	ann	NOUN
ejpam-3333	192	14	.	.	PUNCT
ejpam-3333	193	1	for	for	ADP
ejpam-3333	193	2	this	this	DET
ejpam-3333	193	3	reason	reason	NOUN
ejpam-3333	193	4	,	,	PUNCT
ejpam-3333	193	5	we	we	PRON
ejpam-3333	193	6	have	have	AUX
ejpam-3333	193	7	included	include	VERB
ejpam-3333	193	8	40	40	NUM
ejpam-3333	193	9	countries	country	NOUN
ejpam-3333	193	10	from	from	ADP
ejpam-3333	193	11	various	various	ADJ
ejpam-3333	193	12	regions	region	NOUN
ejpam-3333	193	13	of	of	ADP
ejpam-3333	193	14	the	the	DET
ejpam-3333	193	15	world	world	NOUN
ejpam-3333	193	16	in	in	ADP
ejpam-3333	193	17	our	our	PRON
ejpam-3333	193	18	ann	ann	PROPN
ejpam-3333	193	19	data	datum	NOUN
ejpam-3333	193	20	set	set	VERB
ejpam-3333	193	21	.	.	PUNCT
ejpam-3333	194	1	because	because	SCONJ
ejpam-3333	194	2	of	of	ADP
ejpam-3333	194	3	the	the	DET
ejpam-3333	194	4	changes	change	NOUN
ejpam-3333	194	5	in	in	ADP
ejpam-3333	194	6	macroeconomic	macroeconomic	ADJ
ejpam-3333	194	7	variables	variable	NOUN
ejpam-3333	194	8	also	also	ADV
ejpam-3333	194	9	affect	affect	VERB
ejpam-3333	194	10	and	and	CCONJ
ejpam-3333	194	11	reflect	reflect	VERB
ejpam-3333	194	12	the	the	DET
ejpam-3333	194	13	stock	stock	NOUN
ejpam-3333	194	14	exchange	exchange	NOUN
ejpam-3333	194	15	market	market	NOUN
ejpam-3333	194	16	,	,	PUNCT
ejpam-3333	194	17	we	we	PRON
ejpam-3333	194	18	only	only	ADV
ejpam-3333	194	19	used	use	VERB
ejpam-3333	194	20	stock	stock	NOUN
ejpam-3333	194	21	exchange	exchange	NOUN
ejpam-3333	194	22	variables	variable	NOUN
ejpam-3333	194	23	in	in	ADP
ejpam-3333	194	24	the	the	DET
ejpam-3333	194	25	ann	ann	PROPN
ejpam-3333	194	26	data	data	PROPN
ejpam-3333	194	27	set	set	VERB
ejpam-3333	194	28	.	.	PUNCT
ejpam-3333	195	1	therefore	therefore	ADV
ejpam-3333	195	2	,	,	PUNCT
ejpam-3333	195	3	two	two	NUM
ejpam-3333	195	4	novel	novel	ADJ
ejpam-3333	195	5	approaches	approach	NOUN
ejpam-3333	195	6	were	be	AUX
ejpam-3333	195	7	obtained	obtain	VERB
ejpam-3333	195	8	with	with	ADP
ejpam-3333	195	9	two	two	NUM
ejpam-3333	195	10	different	different	ADJ
ejpam-3333	195	11	data	data	NOUN
ejpam-3333	195	12	sets	set	NOUN
ejpam-3333	195	13	.	.	PUNCT
ejpam-3333	196	1	the	the	DET
ejpam-3333	196	2	suggested	suggest	VERB
ejpam-3333	196	3	models	model	NOUN
ejpam-3333	196	4	are	be	AUX
ejpam-3333	196	5	more	more	ADV
ejpam-3333	196	6	objective	objective	ADJ
ejpam-3333	196	7	than	than	ADP
ejpam-3333	196	8	cras	cras	X
ejpam-3333	196	9	ratings	rating	NOUN
ejpam-3333	196	10	and	and	CCONJ
ejpam-3333	196	11	offer	offer	VERB
ejpam-3333	196	12	more	more	ADJ
ejpam-3333	196	13	dynamic	dynamic	ADJ
ejpam-3333	196	14	results	result	NOUN
ejpam-3333	196	15	because	because	SCONJ
ejpam-3333	196	16	only	only	ADV
ejpam-3333	196	17	short	short	ADJ
ejpam-3333	196	18	-	-	PUNCT
ejpam-3333	196	19	term	term	NOUN
ejpam-3333	196	20	and	and	CCONJ
ejpam-3333	196	21	public	public	ADJ
ejpam-3333	196	22	-	-	PUNCT
ejpam-3333	196	23	data	datum	NOUN
ejpam-3333	196	24	are	be	AUX
ejpam-3333	196	25	required	require	VERB
ejpam-3333	196	26	.	.	PUNCT
ejpam-3333	197	1	consequently	consequently	ADV
ejpam-3333	197	2	,	,	PUNCT
ejpam-3333	197	3	investors	investor	NOUN
ejpam-3333	197	4	will	will	AUX
ejpam-3333	197	5	be	be	AUX
ejpam-3333	197	6	able	able	ADJ
ejpam-3333	197	7	to	to	PART
ejpam-3333	197	8	produce	produce	VERB
ejpam-3333	197	9	their	their	PRON
ejpam-3333	197	10	own	own	ADJ
ejpam-3333	197	11	estimates	estimate	NOUN
ejpam-3333	197	12	with	with	ADP
ejpam-3333	197	13	current	current	ADJ
ejpam-3333	197	14	values	value	NOUN
ejpam-3333	197	15	using	use	VERB
ejpam-3333	197	16	the	the	DET
ejpam-3333	197	17	models	model	NOUN
ejpam-3333	197	18	recommended	recommend	VERB
ejpam-3333	197	19	at	at	ADP
ejpam-3333	197	20	intervals	interval	NOUN
ejpam-3333	197	21	when	when	SCONJ
ejpam-3333	197	22	the	the	DET
ejpam-3333	197	23	cras	cra	NOUN
ejpam-3333	197	24	do	do	AUX
ejpam-3333	197	25	not	not	PART
ejpam-3333	197	26	update	update	VERB
ejpam-3333	197	27	.	.	PUNCT
ejpam-3333	198	1	references	reference	NOUN
ejpam-3333	198	2	[	[	X
ejpam-3333	198	3	1	1	NUM
ejpam-3333	198	4	]	]	X
ejpam-3333	198	5	antonio	antonio	PROPN
ejpam-3333	198	6	afonso	afonso	PROPN
ejpam-3333	198	7	.	.	PUNCT
ejpam-3333	199	1	understanding	understand	VERB
ejpam-3333	199	2	the	the	DET
ejpam-3333	199	3	determinants	determinant	NOUN
ejpam-3333	199	4	of	of	ADP
ejpam-3333	199	5	sovereign	sovereign	ADJ
ejpam-3333	199	6	debt	debt	NOUN
ejpam-3333	199	7	ratings	rating	NOUN
ejpam-3333	199	8	:	:	PUNCT
ejpam-3333	199	9	evidence	evidence	NOUN
ejpam-3333	199	10	for	for	ADP
ejpam-3333	199	11	the	the	DET
ejpam-3333	199	12	two	two	NUM
ejpam-3333	199	13	leading	lead	VERB
ejpam-3333	199	14	agencies	agency	NOUN
ejpam-3333	199	15	.	.	PUNCT
ejpam-3333	200	1	journal	journal	PROPN
ejpam-3333	200	2	of	of	ADP
ejpam-3333	200	3	economics	economic	NOUN
ejpam-3333	200	4	and	and	CCONJ
ejpam-3333	200	5	finance	finance	NOUN
ejpam-3333	200	6	,	,	PUNCT
ejpam-3333	200	7	27(1):56–74	27(1):56–74	NUM
ejpam-3333	200	8	,	,	PUNCT
ejpam-3333	200	9	2003	2003	NUM
ejpam-3333	200	10	.	.	PUNCT
ejpam-3333	201	1	[	[	X
ejpam-3333	201	2	2	2	X
ejpam-3333	201	3	]	]	PUNCT
ejpam-3333	201	4	rasha	rasha	NOUN
ejpam-3333	201	5	alsakka	alsakka	PROPN
ejpam-3333	201	6	and	and	CCONJ
ejpam-3333	201	7	owain	owain	PROPN
ejpam-3333	201	8	ap	ap	PROPN
ejpam-3333	201	9	gwilym	gwilym	PROPN
ejpam-3333	201	10	.	.	PUNCT
ejpam-3333	202	1	rating	rating	NOUN
ejpam-3333	202	2	agencies	agency	NOUN
ejpam-3333	202	3	signals	signal	NOUN
ejpam-3333	202	4	during	during	ADP
ejpam-3333	202	5	the	the	DET
ejpam-3333	202	6	european	european	ADJ
ejpam-3333	202	7	sovereign	sovereign	ADJ
ejpam-3333	202	8	debt	debt	NOUN
ejpam-3333	202	9	crisis	crisis	NOUN
ejpam-3333	202	10	:	:	PUNCT
ejpam-3333	202	11	market	market	NOUN
ejpam-3333	202	12	impact	impact	NOUN
ejpam-3333	202	13	and	and	CCONJ
ejpam-3333	202	14	spillovers	spillover	NOUN
ejpam-3333	202	15	.	.	PUNCT
ejpam-3333	203	1	journal	journal	NOUN
ejpam-3333	203	2	of	of	ADP
ejpam-3333	203	3	economic	economic	ADJ
ejpam-3333	203	4	behavior	behavior	NOUN
ejpam-3333	203	5	&	&	CCONJ
ejpam-3333	203	6	organization	organization	PROPN
ejpam-3333	203	7	,	,	PUNCT
ejpam-3333	203	8	85:144–162	85:144–162	PROPN
ejpam-3333	203	9	,	,	PUNCT
ejpam-3333	203	10	2013	2013	NUM
ejpam-3333	203	11	.	.	PUNCT
ejpam-3333	204	1	[	[	X
ejpam-3333	204	2	3	3	X
ejpam-3333	204	3	]	]	PUNCT
ejpam-3333	204	4	edward	edward	NOUN
ejpam-3333	204	5	i	i	PROPN
ejpam-3333	204	6	altman	altman	PROPN
ejpam-3333	204	7	and	and	CCONJ
ejpam-3333	204	8	herbert	herbert	PROPN
ejpam-3333	204	9	a	a	DET
ejpam-3333	204	10	rijken	rijken	VERB
ejpam-3333	204	11	.	.	PUNCT
ejpam-3333	205	1	how	how	SCONJ
ejpam-3333	205	2	rating	rating	NOUN
ejpam-3333	205	3	agencies	agency	NOUN
ejpam-3333	205	4	achieve	achieve	VERB
ejpam-3333	205	5	rating	rating	NOUN
ejpam-3333	205	6	stability	stability	NOUN
ejpam-3333	205	7	.	.	PUNCT
ejpam-3333	206	1	journal	journal	NOUN
ejpam-3333	206	2	of	of	ADP
ejpam-3333	206	3	banking	banking	NOUN
ejpam-3333	206	4	&	&	CCONJ
ejpam-3333	206	5	finance	finance	PROPN
ejpam-3333	206	6	,	,	PUNCT
ejpam-3333	206	7	28(11):2679–2714	28(11):2679–2714	NUM
ejpam-3333	206	8	,	,	PUNCT
ejpam-3333	206	9	2004	2004	NUM
ejpam-3333	206	10	.	.	PUNCT
ejpam-3333	207	1	[	[	X
ejpam-3333	207	2	4	4	X
ejpam-3333	207	3	]	]	X
ejpam-3333	207	4	jeffery	jeffery	PROPN
ejpam-3333	207	5	d	d	PROPN
ejpam-3333	207	6	amato	amato	PROPN
ejpam-3333	207	7	and	and	CCONJ
ejpam-3333	207	8	craig	craig	PROPN
ejpam-3333	207	9	h	h	PROPN
ejpam-3333	207	10	furfine	furfine	PROPN
ejpam-3333	207	11	.	.	PUNCT
ejpam-3333	207	12	are	be	AUX
ejpam-3333	207	13	credit	credit	NOUN
ejpam-3333	207	14	ratings	rating	NOUN
ejpam-3333	207	15	procyclical	procyclical	ADJ
ejpam-3333	207	16	?	?	PUNCT
ejpam-3333	208	1	journal	journal	NOUN
ejpam-3333	208	2	of	of	ADP
ejpam-3333	208	3	banking	banking	NOUN
ejpam-3333	208	4	&	&	CCONJ
ejpam-3333	208	5	finance	finance	PROPN
ejpam-3333	208	6	,	,	PUNCT
ejpam-3333	208	7	28(11):2641–2677	28(11):2641–2677	PROPN
ejpam-3333	208	8	,	,	PUNCT
ejpam-3333	208	9	2004	2004	NUM
ejpam-3333	208	10	.	.	PUNCT
ejpam-3333	209	1	[	[	X
ejpam-3333	209	2	5	5	NUM
ejpam-3333	209	3	]	]	PUNCT
ejpam-3333	209	4	bo	bo	PROPN
ejpam-3333	209	5	becker	becker	PROPN
ejpam-3333	209	6	and	and	CCONJ
ejpam-3333	209	7	victoria	victoria	PROPN
ejpam-3333	209	8	ivashina	ivashina	PROPN
ejpam-3333	209	9	.	.	PUNCT
ejpam-3333	210	1	financial	financial	ADJ
ejpam-3333	210	2	repression	repression	NOUN
ejpam-3333	210	3	in	in	ADP
ejpam-3333	210	4	the	the	DET
ejpam-3333	210	5	european	european	ADJ
ejpam-3333	210	6	sovereign	sovereign	ADJ
ejpam-3333	210	7	debt	debt	NOUN
ejpam-3333	210	8	crisis	crisis	NOUN
ejpam-3333	210	9	.	.	PUNCT
ejpam-3333	211	1	review	review	NOUN
ejpam-3333	211	2	of	of	ADP
ejpam-3333	211	3	finance	finance	NOUN
ejpam-3333	211	4	,	,	PUNCT
ejpam-3333	211	5	22(1):83–115	22(1):83–115	PROPN
ejpam-3333	211	6	,	,	PUNCT
ejpam-3333	211	7	2017	2017	NUM
ejpam-3333	211	8	.	.	PUNCT
ejpam-3333	212	1	references	reference	NOUN
ejpam-3333	212	2	1024	1024	NUM
ejpam-3333	212	3	[	[	X
ejpam-3333	212	4	6	6	NUM
ejpam-3333	212	5	]	]	PUNCT
ejpam-3333	212	6	julia	julia	PROPN
ejpam-3333	212	7	a	a	DET
ejpam-3333	212	8	bennell	bennell	NOUN
ejpam-3333	212	9	,	,	PUNCT
ejpam-3333	212	10	david	david	PROPN
ejpam-3333	212	11	crabbe	crabbe	PROPN
ejpam-3333	212	12	,	,	PUNCT
ejpam-3333	212	13	stephen	stephen	PROPN
ejpam-3333	212	14	thomas	thomas	PROPN
ejpam-3333	212	15	,	,	PUNCT
ejpam-3333	212	16	and	and	CCONJ
ejpam-3333	212	17	owain	owain	PROPN
ejpam-3333	212	18	ap	ap	PROPN
ejpam-3333	212	19	gwilym	gwilym	PROPN
ejpam-3333	212	20	.	.	PUNCT
ejpam-3333	213	1	modelling	model	VERB
ejpam-3333	213	2	sovereign	sovereign	ADJ
ejpam-3333	213	3	credit	credit	NOUN
ejpam-3333	213	4	ratings	rating	NOUN
ejpam-3333	213	5	:	:	PUNCT
ejpam-3333	213	6	neural	neural	ADJ
ejpam-3333	213	7	networks	network	NOUN
ejpam-3333	213	8	versus	versus	ADP
ejpam-3333	213	9	ordered	order	VERB
ejpam-3333	213	10	probit	probit	NOUN
ejpam-3333	213	11	.	.	PUNCT
ejpam-3333	214	1	expert	expert	NOUN
ejpam-3333	214	2	systems	system	NOUN
ejpam-3333	214	3	with	with	ADP
ejpam-3333	214	4	applications	application	NOUN
ejpam-3333	214	5	,	,	PUNCT
ejpam-3333	214	6	30(3):415–425	30(3):415–425	NUM
ejpam-3333	214	7	,	,	PUNCT
ejpam-3333	214	8	2006	2006	NUM
ejpam-3333	214	9	.	.	PUNCT
ejpam-3333	215	1	[	[	X
ejpam-3333	215	2	7	7	X
ejpam-3333	215	3	]	]	X
ejpam-3333	215	4	mr	mr	PROPN
ejpam-3333	215	5	ashok	ashok	PROPN
ejpam-3333	215	6	vir	vir	PROPN
ejpam-3333	215	7	bhatia	bhatia	PROPN
ejpam-3333	215	8	.	.	PUNCT
ejpam-3333	216	1	sovereign	sovereign	ADJ
ejpam-3333	216	2	credit	credit	NOUN
ejpam-3333	216	3	ratings	rating	NOUN
ejpam-3333	216	4	methodology	methodology	NOUN
ejpam-3333	216	5	:	:	PUNCT
ejpam-3333	216	6	an	an	DET
ejpam-3333	216	7	evaluation	evaluation	NOUN
ejpam-3333	216	8	.	.	PUNCT
ejpam-3333	217	1	number	number	NOUN
ejpam-3333	217	2	2	2	NUM
ejpam-3333	217	3	-	-	SYM
ejpam-3333	217	4	170	170	NUM
ejpam-3333	217	5	.	.	PUNCT
ejpam-3333	218	1	international	international	ADJ
ejpam-3333	218	2	monetary	monetary	ADJ
ejpam-3333	218	3	fund	fund	PROPN
ejpam-3333	218	4	,	,	PUNCT
ejpam-3333	218	5	2002	2002	NUM
ejpam-3333	218	6	.	.	PUNCT
ejpam-3333	219	1	[	[	X
ejpam-3333	219	2	8	8	NUM
ejpam-3333	219	3	]	]	X
ejpam-3333	219	4	emawtee	emawtee	NOUN
ejpam-3333	219	5	bissoondoyal	bissoondoyal	NOUN
ejpam-3333	219	6	-	-	PUNCT
ejpam-3333	219	7	bheenick	bheenick	NOUN
ejpam-3333	219	8	.	.	PUNCT
ejpam-3333	220	1	an	an	DET
ejpam-3333	220	2	analysis	analysis	NOUN
ejpam-3333	220	3	of	of	ADP
ejpam-3333	220	4	the	the	DET
ejpam-3333	220	5	determinants	determinant	NOUN
ejpam-3333	220	6	of	of	ADP
ejpam-3333	220	7	sovereign	sovereign	ADJ
ejpam-3333	220	8	ratings	rating	NOUN
ejpam-3333	220	9	.	.	PUNCT
ejpam-3333	221	1	global	global	ADJ
ejpam-3333	221	2	finance	finance	PROPN
ejpam-3333	221	3	journal	journal	NOUN
ejpam-3333	221	4	,	,	PUNCT
ejpam-3333	221	5	15(3):251–280	15(3):251–280	NUM
ejpam-3333	221	6	,	,	PUNCT
ejpam-3333	221	7	2005	2005	NUM
ejpam-3333	221	8	.	.	PUNCT
ejpam-3333	222	1	[	[	X
ejpam-3333	222	2	9	9	X
ejpam-3333	222	3	]	]	X
ejpam-3333	222	4	patrick	patrick	PROPN
ejpam-3333	222	5	bolton	bolton	PROPN
ejpam-3333	222	6	,	,	PUNCT
ejpam-3333	222	7	xavier	xavier	PROPN
ejpam-3333	222	8	freixas	freixas	PROPN
ejpam-3333	222	9	,	,	PUNCT
ejpam-3333	222	10	and	and	CCONJ
ejpam-3333	222	11	joel	joel	PROPN
ejpam-3333	222	12	shapiro	shapiro	PROPN
ejpam-3333	222	13	.	.	PUNCT
ejpam-3333	223	1	the	the	DET
ejpam-3333	223	2	credit	credit	NOUN
ejpam-3333	223	3	ratings	rating	NOUN
ejpam-3333	223	4	game	game	NOUN
ejpam-3333	223	5	.	.	PUNCT
ejpam-3333	224	1	the	the	DET
ejpam-3333	224	2	journal	journal	PROPN
ejpam-3333	224	3	of	of	ADP
ejpam-3333	224	4	finance	finance	NOUN
ejpam-3333	224	5	,	,	PUNCT
ejpam-3333	224	6	67(1):85–111	67(1):85–111	PROPN
ejpam-3333	224	7	,	,	PUNCT
ejpam-3333	224	8	2012	2012	NUM
ejpam-3333	224	9	.	.	PUNCT
ejpam-3333	225	1	[	[	X
ejpam-3333	225	2	10	10	NUM
ejpam-3333	225	3	]	]	X
ejpam-3333	225	4	bertrand	bertrand	PROPN
ejpam-3333	225	5	candelon	candelon	PROPN
ejpam-3333	225	6	,	,	PUNCT
ejpam-3333	225	7	mr	mr	PROPN
ejpam-3333	225	8	amadou	amadou	PROPN
ejpam-3333	225	9	nr	nr	PROPN
ejpam-3333	225	10	sy	sy	PROPN
ejpam-3333	225	11	,	,	PUNCT
ejpam-3333	225	12	and	and	CCONJ
ejpam-3333	225	13	mr	mr	PROPN
ejpam-3333	225	14	rabah	rabah	PROPN
ejpam-3333	225	15	arezki	arezki	PROPN
ejpam-3333	225	16	.	.	PUNCT
ejpam-3333	226	1	sovereign	sovereign	ADJ
ejpam-3333	226	2	rating	rating	NOUN
ejpam-3333	226	3	news	news	NOUN
ejpam-3333	226	4	and	and	CCONJ
ejpam-3333	226	5	financial	financial	ADJ
ejpam-3333	226	6	markets	market	NOUN
ejpam-3333	226	7	spillovers	spillover	NOUN
ejpam-3333	226	8	:	:	PUNCT
ejpam-3333	226	9	evidence	evidence	NOUN
ejpam-3333	226	10	from	from	ADP
ejpam-3333	226	11	the	the	DET
ejpam-3333	226	12	european	european	ADJ
ejpam-3333	226	13	debt	debt	NOUN
ejpam-3333	226	14	crisis	crisis	NOUN
ejpam-3333	226	15	.	.	PUNCT
ejpam-3333	227	1	number	number	NOUN
ejpam-3333	227	2	11	11	NUM
ejpam-3333	227	3	-	-	SYM
ejpam-3333	227	4	68	68	NUM
ejpam-3333	227	5	.	.	PUNCT
ejpam-3333	228	1	international	international	ADJ
ejpam-3333	228	2	monetary	monetary	ADJ
ejpam-3333	228	3	fund	fund	NOUN
ejpam-3333	228	4	,	,	PUNCT
ejpam-3333	228	5	2011	2011	NUM
ejpam-3333	228	6	.	.	PUNCT
ejpam-3333	229	1	[	[	X
ejpam-3333	229	2	11	11	NUM
ejpam-3333	229	3	]	]	X
ejpam-3333	229	4	richard	richard	PROPN
ejpam-3333	229	5	cantor	cantor	PROPN
ejpam-3333	229	6	and	and	CCONJ
ejpam-3333	229	7	frank	frank	PROPN
ejpam-3333	229	8	packer	packer	PROPN
ejpam-3333	229	9	.	.	PUNCT
ejpam-3333	230	1	determinants	determinant	NOUN
ejpam-3333	230	2	and	and	CCONJ
ejpam-3333	230	3	impact	impact	NOUN
ejpam-3333	230	4	of	of	ADP
ejpam-3333	230	5	sovereign	sovereign	ADJ
ejpam-3333	230	6	credit	credit	NOUN
ejpam-3333	230	7	ratings	rating	NOUN
ejpam-3333	230	8	.	.	PUNCT
ejpam-3333	231	1	1996	1996	NUM
ejpam-3333	231	2	.	.	PUNCT
ejpam-3333	232	1	[	[	X
ejpam-3333	232	2	12	12	NUM
ejpam-3333	232	3	]	]	X
ejpam-3333	232	4	richard	richard	PROPN
ejpam-3333	232	5	cantor	cantor	PROPN
ejpam-3333	232	6	,	,	PUNCT
ejpam-3333	232	7	frank	frank	PROPN
ejpam-3333	232	8	packer	packer	PROPN
ejpam-3333	232	9	,	,	PUNCT
ejpam-3333	232	10	et	et	PROPN
ejpam-3333	232	11	al	al	PROPN
ejpam-3333	232	12	.	.	PUNCT
ejpam-3333	233	1	the	the	DET
ejpam-3333	233	2	credit	credit	NOUN
ejpam-3333	233	3	rating	rating	NOUN
ejpam-3333	233	4	industry	industry	NOUN
ejpam-3333	233	5	.	.	PUNCT
ejpam-3333	234	1	quarterly	quarterly	ADJ
ejpam-3333	234	2	review	review	NOUN
ejpam-3333	234	3	,	,	PUNCT
ejpam-3333	234	4	(	(	PUNCT
ejpam-3333	234	5	sum):1–26	sum):1–26	NOUN
ejpam-3333	234	6	,	,	PUNCT
ejpam-3333	234	7	1994	1994	NUM
ejpam-3333	234	8	.	.	PUNCT
ejpam-3333	235	1	[	[	X
ejpam-3333	235	2	13	13	NUM
ejpam-3333	235	3	]	]	PUNCT
ejpam-3333	235	4	a	a	DET
ejpam-3333	235	5	balanis	balani	NOUN
ejpam-3333	235	6	constantine	constantine	PROPN
ejpam-3333	235	7	et	et	PROPN
ejpam-3333	235	8	al	al	PROPN
ejpam-3333	235	9	.	.	PROPN
ejpam-3333	235	10	antenna	antenna	PROPN
ejpam-3333	235	11	theory	theory	NOUN
ejpam-3333	235	12	:	:	PUNCT
ejpam-3333	235	13	analysis	analysis	NOUN
ejpam-3333	235	14	and	and	CCONJ
ejpam-3333	235	15	design	design	NOUN
ejpam-3333	235	16	.	.	PUNCT
ejpam-3333	236	1	microstrip	microstrip	NOUN
ejpam-3333	236	2	antennas	antennas	PROPN
ejpam-3333	236	3	,	,	PUNCT
ejpam-3333	236	4	third	third	ADJ
ejpam-3333	236	5	edition	edition	NOUN
ejpam-3333	236	6	,	,	PUNCT
ejpam-3333	236	7	john	john	PROPN
ejpam-3333	236	8	wiley	wiley	PROPN
ejpam-3333	236	9	&	&	CCONJ
ejpam-3333	236	10	sons	son	NOUN
ejpam-3333	236	11	,	,	PUNCT
ejpam-3333	236	12	2005	2005	NUM
ejpam-3333	236	13	.	.	PUNCT
ejpam-3333	237	1	[	[	X
ejpam-3333	237	2	14	14	NUM
ejpam-3333	237	3	]	]	SYM
ejpam-3333	237	4	marwan	marwan	PROPN
ejpam-3333	237	5	elkhoury	elkhoury	NOUN
ejpam-3333	237	6	.	.	PUNCT
ejpam-3333	238	1	credit	credit	NOUN
ejpam-3333	238	2	rating	rating	NOUN
ejpam-3333	238	3	agencies	agency	NOUN
ejpam-3333	238	4	and	and	CCONJ
ejpam-3333	238	5	their	their	PRON
ejpam-3333	238	6	potential	potential	ADJ
ejpam-3333	238	7	impact	impact	NOUN
ejpam-3333	238	8	on	on	ADP
ejpam-3333	238	9	developing	develop	VERB
ejpam-3333	238	10	countries	country	NOUN
ejpam-3333	238	11	.	.	PUNCT
ejpam-3333	239	1	unctd	unctd	VERB
ejpam-3333	239	2	compendium	compendium	NOUN
ejpam-3333	239	3	on	on	ADP
ejpam-3333	239	4	debt	debt	NOUN
ejpam-3333	239	5	sustainability	sustainability	NOUN
ejpam-3333	239	6	,	,	PUNCT
ejpam-3333	239	7	pages	page	NOUN
ejpam-3333	239	8	165–180	165–180	NUM
ejpam-3333	239	9	,	,	PUNCT
ejpam-3333	239	10	2009	2009	NUM
ejpam-3333	239	11	.	.	PUNCT
ejpam-3333	240	1	[	[	X
ejpam-3333	240	2	15	15	NUM
ejpam-3333	240	3	]	]	X
ejpam-3333	240	4	francisco	francisco	PROPN
ejpam-3333	240	5	fernandez	fernandez	PROPN
ejpam-3333	240	6	-	-	PUNCT
ejpam-3333	240	7	navarro	navarro	PROPN
ejpam-3333	240	8	,	,	PUNCT
ejpam-3333	240	9	pilar	pilar	PROPN
ejpam-3333	240	10	campoy	campoy	PROPN
ejpam-3333	240	11	-	-	PUNCT
ejpam-3333	240	12	munoz	munoz	PROPN
ejpam-3333	240	13	,	,	PUNCT
ejpam-3333	240	14	cesar	cesar	PROPN
ejpam-3333	240	15	hervas	hervas	PROPN
ejpam-3333	240	16	-	-	PUNCT
ejpam-3333	240	17	martinez	martinez	PROPN
ejpam-3333	240	18	,	,	PUNCT
ejpam-3333	240	19	xin	xin	PROPN
ejpam-3333	240	20	yao	yao	PROPN
ejpam-3333	240	21	,	,	PUNCT
ejpam-3333	240	22	et	et	PROPN
ejpam-3333	240	23	al	al	PROPN
ejpam-3333	240	24	.	.	PUNCT
ejpam-3333	240	25	addressing	address	VERB
ejpam-3333	240	26	the	the	DET
ejpam-3333	240	27	eu	eu	PROPN
ejpam-3333	240	28	sovereign	sovereign	ADJ
ejpam-3333	240	29	ratings	rating	NOUN
ejpam-3333	240	30	using	use	VERB
ejpam-3333	240	31	an	an	DET
ejpam-3333	240	32	ordinal	ordinal	ADJ
ejpam-3333	240	33	regression	regression	NOUN
ejpam-3333	240	34	approach	approach	NOUN
ejpam-3333	240	35	.	.	PUNCT
ejpam-3333	241	1	ieee	ieee	NOUN
ejpam-3333	241	2	transactions	transaction	NOUN
ejpam-3333	241	3	on	on	ADP
ejpam-3333	241	4	cybernetics	cybernetic	NOUN
ejpam-3333	241	5	,	,	PUNCT
ejpam-3333	241	6	43(6):2228–2240	43(6):2228–2240	NUM
ejpam-3333	241	7	,	,	PUNCT
ejpam-3333	241	8	2013	2013	NUM
ejpam-3333	241	9	.	.	PUNCT
ejpam-3333	242	1	[	[	X
ejpam-3333	242	2	16	16	NUM
ejpam-3333	242	3	]	]	X
ejpam-3333	242	4	giovanni	giovanni	PROPN
ejpam-3333	242	5	ferri	ferri	PROPN
ejpam-3333	242	6	,	,	PUNCT
ejpam-3333	242	7	l	l	PROPN
ejpam-3333	242	8	-	-	NOUN
ejpam-3333	242	9	g	g	PROPN
ejpam-3333	242	10	liu	liu	PROPN
ejpam-3333	242	11	,	,	PUNCT
ejpam-3333	242	12	and	and	CCONJ
ejpam-3333	242	13	joseph	joseph	PROPN
ejpam-3333	242	14	e	e	PROPN
ejpam-3333	242	15	stiglitz	stiglitz	PROPN
ejpam-3333	242	16	.	.	PUNCT
ejpam-3333	243	1	the	the	DET
ejpam-3333	243	2	procyclical	procyclical	ADJ
ejpam-3333	243	3	role	role	NOUN
ejpam-3333	243	4	of	of	ADP
ejpam-3333	243	5	rating	rating	NOUN
ejpam-3333	243	6	agencies	agency	NOUN
ejpam-3333	243	7	:	:	PUNCT
ejpam-3333	243	8	evidence	evidence	NOUN
ejpam-3333	243	9	from	from	ADP
ejpam-3333	243	10	the	the	DET
ejpam-3333	243	11	east	east	ADJ
ejpam-3333	243	12	asian	asian	ADJ
ejpam-3333	243	13	crisis	crisis	NOUN
ejpam-3333	243	14	.	.	PUNCT
ejpam-3333	244	1	economic	economic	ADJ
ejpam-3333	244	2	notes	note	NOUN
ejpam-3333	244	3	,	,	PUNCT
ejpam-3333	244	4	28(3):335–355	28(3):335–355	NUM
ejpam-3333	244	5	,	,	PUNCT
ejpam-3333	244	6	1999	1999	NUM
ejpam-3333	244	7	.	.	PUNCT
ejpam-3333	245	1	[	[	X
ejpam-3333	245	2	17	17	NUM
ejpam-3333	245	3	]	]	PUNCT
ejpam-3333	245	4	claude	claude	PROPN
ejpam-3333	245	5	gangolf	gangolf	PROPN
ejpam-3333	245	6	,	,	PUNCT
ejpam-3333	245	7	robert	robert	PROPN
ejpam-3333	245	8	dochow	dochow	PROPN
ejpam-3333	245	9	,	,	PUNCT
ejpam-3333	245	10	günter	günter	NOUN
ejpam-3333	245	11	schmidt	schmidt	NOUN
ejpam-3333	245	12	,	,	PUNCT
ejpam-3333	245	13	and	and	CCONJ
ejpam-3333	245	14	thomas	thomas	PROPN
ejpam-3333	245	15	tamisier	tamisier	PROPN
ejpam-3333	245	16	.	.	PUNCT
ejpam-3333	246	1	svdd	svdd	PROPN
ejpam-3333	246	2	:	:	PUNCT
ejpam-3333	246	3	a	a	DET
ejpam-3333	246	4	proposal	proposal	NOUN
ejpam-3333	246	5	for	for	ADP
ejpam-3333	246	6	automated	automate	VERB
ejpam-3333	246	7	credit	credit	NOUN
ejpam-3333	246	8	rating	rating	NOUN
ejpam-3333	246	9	prediction	prediction	NOUN
ejpam-3333	246	10	.	.	PUNCT
ejpam-3333	247	1	in	in	ADP
ejpam-3333	247	2	control	control	NOUN
ejpam-3333	247	3	,	,	PUNCT
ejpam-3333	247	4	decision	decision	NOUN
ejpam-3333	247	5	and	and	CCONJ
ejpam-3333	247	6	information	information	NOUN
ejpam-3333	247	7	technologies	technology	NOUN
ejpam-3333	247	8	(	(	PUNCT
ejpam-3333	247	9	codit	codit	NOUN
ejpam-3333	247	10	)	)	PUNCT
ejpam-3333	247	11	,	,	PUNCT
ejpam-3333	247	12	2014	2014	NUM
ejpam-3333	247	13	international	international	ADJ
ejpam-3333	247	14	conference	conference	NOUN
ejpam-3333	247	15	on	on	ADP
ejpam-3333	247	16	,	,	PUNCT
ejpam-3333	247	17	pages	page	NOUN
ejpam-3333	247	18	048–053	048–053	NUM
ejpam-3333	247	19	.	.	PUNCT
ejpam-3333	247	20	ieee	ieee	PROPN
ejpam-3333	247	21	,	,	PUNCT
ejpam-3333	247	22	2014	2014	NUM
ejpam-3333	247	23	.	.	PUNCT
ejpam-3333	248	1	[	[	X
ejpam-3333	248	2	18	18	NUM
ejpam-3333	248	3	]	]	X
ejpam-3333	248	4	simon	simon	PROPN
ejpam-3333	248	5	haykin	haykin	PROPN
ejpam-3333	248	6	.	.	PUNCT
ejpam-3333	249	1	neural	neural	ADJ
ejpam-3333	249	2	networks	network	NOUN
ejpam-3333	249	3	:	:	PUNCT
ejpam-3333	249	4	a	a	DET
ejpam-3333	249	5	comprehensive	comprehensive	ADJ
ejpam-3333	249	6	foundation	foundation	NOUN
ejpam-3333	249	7	.	.	PUNCT
ejpam-3333	250	1	prentice	prentice	PROPN
ejpam-3333	250	2	hall	hall	PROPN
ejpam-3333	250	3	ptr	ptr	PROPN
ejpam-3333	250	4	,	,	PUNCT
ejpam-3333	250	5	1994	1994	NUM
ejpam-3333	250	6	.	.	PUNCT
ejpam-3333	251	1	[	[	X
ejpam-3333	251	2	19	19	NUM
ejpam-3333	251	3	]	]	X
ejpam-3333	251	4	simon	simon	PROPN
ejpam-3333	251	5	haykin	haykin	PROPN
ejpam-3333	251	6	.	.	PUNCT
ejpam-3333	252	1	adaptive	adaptive	ADJ
ejpam-3333	252	2	filter	filter	NOUN
ejpam-3333	252	3	theory	theory	NOUN
ejpam-3333	252	4	,	,	PUNCT
ejpam-3333	252	5	3rd	3rd	ADJ
ejpam-3333	252	6	-	-	PUNCT
ejpam-3333	252	7	ed	ed	NOUN
ejpam-3333	252	8	.	.	PUNCT
ejpam-3333	253	1	printice	printice	PROPN
ejpam-3333	253	2	hall	hall	PROPN
ejpam-3333	253	3	,	,	PUNCT
ejpam-3333	253	4	1996	1996	NUM
ejpam-3333	253	5	.	.	PUNCT
ejpam-3333	254	1	[	[	X
ejpam-3333	254	2	20	20	NUM
ejpam-3333	254	3	]	]	PUNCT
ejpam-3333	254	4	simon	simon	PROPN
ejpam-3333	254	5	haykin	haykin	PROPN
ejpam-3333	254	6	and	and	CCONJ
ejpam-3333	254	7	bernard	bernard	PROPN
ejpam-3333	254	8	widrow	widrow	PROPN
ejpam-3333	254	9	.	.	PUNCT
ejpam-3333	255	1	least	least	ADJ
ejpam-3333	255	2	-	-	PUNCT
ejpam-3333	255	3	mean	mean	ADJ
ejpam-3333	255	4	-	-	PUNCT
ejpam-3333	255	5	square	square	ADJ
ejpam-3333	255	6	adaptive	adaptive	ADJ
ejpam-3333	255	7	filters	filter	NOUN
ejpam-3333	255	8	,	,	PUNCT
ejpam-3333	255	9	volume	volume	NOUN
ejpam-3333	255	10	31	31	NUM
ejpam-3333	255	11	.	.	PUNCT
ejpam-3333	256	1	john	john	PROPN
ejpam-3333	256	2	wiley	wiley	PROPN
ejpam-3333	256	3	&	&	CCONJ
ejpam-3333	256	4	sons	son	NOUN
ejpam-3333	256	5	,	,	PUNCT
ejpam-3333	256	6	2003	2003	NUM
ejpam-3333	256	7	.	.	PUNCT
ejpam-3333	257	1	references	reference	NOUN
ejpam-3333	257	2	1025	1025	NUM
ejpam-3333	257	3	[	[	X
ejpam-3333	257	4	21	21	NUM
ejpam-3333	257	5	]	]	X
ejpam-3333	257	6	simon	simon	PROPN
ejpam-3333	257	7	s	s	PROPN
ejpam-3333	257	8	haykin	haykin	PROPN
ejpam-3333	257	9	,	,	PUNCT
ejpam-3333	257	10	simon	simon	PROPN
ejpam-3333	257	11	s	s	PROPN
ejpam-3333	257	12	haykin	haykin	PROPN
ejpam-3333	257	13	,	,	PUNCT
ejpam-3333	257	14	simon	simon	PROPN
ejpam-3333	257	15	s	s	PROPN
ejpam-3333	257	16	haykin	haykin	PROPN
ejpam-3333	257	17	,	,	PUNCT
ejpam-3333	257	18	and	and	CCONJ
ejpam-3333	257	19	simon	simon	PROPN
ejpam-3333	257	20	s	s	PROPN
ejpam-3333	257	21	haykin	haykin	PROPN
ejpam-3333	257	22	.	.	PUNCT
ejpam-3333	258	1	neural	neural	ADJ
ejpam-3333	258	2	networks	network	NOUN
ejpam-3333	258	3	and	and	CCONJ
ejpam-3333	258	4	learning	learn	VERB
ejpam-3333	258	5	machines	machine	NOUN
ejpam-3333	258	6	,	,	PUNCT
ejpam-3333	258	7	volume	volume	NOUN
ejpam-3333	258	8	3	3	NUM
ejpam-3333	258	9	.	.	PUNCT
ejpam-3333	259	1	pearson	pearson	PROPN
ejpam-3333	259	2	upper	upper	PROPN
ejpam-3333	259	3	saddle	saddle	PROPN
ejpam-3333	259	4	river	river	PROPN
ejpam-3333	259	5	,	,	PUNCT
ejpam-3333	259	6	nj	nj	PROPN
ejpam-3333	259	7	,	,	PUNCT
ejpam-3333	259	8	usa	usa	PROPN
ejpam-3333	259	9	:	:	PUNCT
ejpam-3333	259	10	,	,	PUNCT
ejpam-3333	259	11	2009	2009	NUM
ejpam-3333	259	12	.	.	PUNCT
ejpam-3333	260	1	[	[	X
ejpam-3333	260	2	22	22	NUM
ejpam-3333	260	3	]	]	X
ejpam-3333	260	4	paula	paula	PROPN
ejpam-3333	260	5	hill	hill	PROPN
ejpam-3333	260	6	,	,	PUNCT
ejpam-3333	260	7	robert	robert	PROPN
ejpam-3333	260	8	brooks	brooks	PROPN
ejpam-3333	260	9	,	,	PUNCT
ejpam-3333	260	10	and	and	CCONJ
ejpam-3333	260	11	robert	robert	PROPN
ejpam-3333	260	12	faff	faff	PROPN
ejpam-3333	260	13	.	.	PUNCT
ejpam-3333	261	1	variations	variation	NOUN
ejpam-3333	261	2	in	in	ADP
ejpam-3333	261	3	sovereign	sovereign	ADJ
ejpam-3333	261	4	credit	credit	NOUN
ejpam-3333	261	5	quality	quality	NOUN
ejpam-3333	261	6	assessments	assessment	NOUN
ejpam-3333	261	7	across	across	ADP
ejpam-3333	261	8	rating	rating	NOUN
ejpam-3333	261	9	agencies	agency	NOUN
ejpam-3333	261	10	.	.	PUNCT
ejpam-3333	262	1	journal	journal	PROPN
ejpam-3333	262	2	of	of	ADP
ejpam-3333	262	3	banking	banking	NOUN
ejpam-3333	262	4	&	&	CCONJ
ejpam-3333	262	5	finance	finance	PROPN
ejpam-3333	262	6	,	,	PUNCT
ejpam-3333	262	7	34(6):1327–1343	34(6):1327–1343	NUM
ejpam-3333	262	8	,	,	PUNCT
ejpam-3333	262	9	2010	2010	NUM
ejpam-3333	262	10	.	.	PUNCT
ejpam-3333	263	1	[	[	X
ejpam-3333	263	2	23	23	NUM
ejpam-3333	263	3	]	]	X
ejpam-3333	263	4	iuliana	iuliana	ADJ
ejpam-3333	263	5	ismailescu	ismailescu	NOUN
ejpam-3333	263	6	and	and	CCONJ
ejpam-3333	263	7	hossein	hossein	PROPN
ejpam-3333	263	8	kazemi	kazemi	PROPN
ejpam-3333	263	9	.	.	PUNCT
ejpam-3333	264	1	the	the	DET
ejpam-3333	264	2	reaction	reaction	NOUN
ejpam-3333	264	3	of	of	ADP
ejpam-3333	264	4	emerging	emerge	VERB
ejpam-3333	264	5	market	market	NOUN
ejpam-3333	264	6	credit	credit	NOUN
ejpam-3333	264	7	default	default	NOUN
ejpam-3333	264	8	swap	swap	NOUN
ejpam-3333	264	9	spreads	spread	NOUN
ejpam-3333	264	10	to	to	ADP
ejpam-3333	264	11	sovereign	sovereign	ADJ
ejpam-3333	264	12	credit	credit	NOUN
ejpam-3333	264	13	rating	rating	NOUN
ejpam-3333	264	14	changes	change	NOUN
ejpam-3333	264	15	.	.	PUNCT
ejpam-3333	265	1	journal	journal	NOUN
ejpam-3333	265	2	of	of	ADP
ejpam-3333	265	3	banking	banking	NOUN
ejpam-3333	265	4	&	&	CCONJ
ejpam-3333	265	5	finance	finance	PROPN
ejpam-3333	265	6	,	,	PUNCT
ejpam-3333	265	7	34(12):2861–2873	34(12):2861–2873	NUM
ejpam-3333	265	8	,	,	PUNCT
ejpam-3333	265	9	2010	2010	NUM
ejpam-3333	265	10	.	.	PUNCT
ejpam-3333	266	1	[	[	X
ejpam-3333	266	2	24	24	NUM
ejpam-3333	266	3	]	]	PUNCT
ejpam-3333	266	4	ertuğrul	ertuğrul	PROPN
ejpam-3333	266	5	karaçuha	karaçuha	PROPN
ejpam-3333	266	6	and	and	CCONJ
ejpam-3333	266	7	nisa	nisa	PROPN
ejpam-3333	266	8	özge	özge	X
ejpam-3333	266	9	önal	önal	ADJ
ejpam-3333	266	10	.	.	PUNCT
ejpam-3333	267	1	ülke	ülke	PROPN
ejpam-3333	267	2	kredi	kredi	PROPN
ejpam-3333	267	3	dereceleri	dereceleri	PROPN
ejpam-3333	267	4	baz	baz	PROPN
ejpam-3333	267	5	alınarak	alınarak	PROPN
ejpam-3333	267	6	ülkelerin	ülkelerin	PROPN
ejpam-3333	267	7	yapay	yapay	NOUN
ejpam-3333	267	8	sinir	sinir	ADV
ejpam-3333	267	9	ağları	ağları	PROPN
ejpam-3333	267	10	ile	ile	PROPN
ejpam-3333	267	11	sınıflandırılması	sınıflandırılması	NOUN
ejpam-3333	267	12	.	.	PUNCT
ejpam-3333	268	1	in	in	ADP
ejpam-3333	268	2	icpess	icpess	NOUN
ejpam-3333	268	3	(	(	PUNCT
ejpam-3333	268	4	international	international	ADJ
ejpam-3333	268	5	congress	congress	PROPN
ejpam-3333	268	6	on	on	ADP
ejpam-3333	268	7	politic	politic	ADJ
ejpam-3333	268	8	,	,	PUNCT
ejpam-3333	268	9	economic	economic	ADJ
ejpam-3333	268	10	and	and	CCONJ
ejpam-3333	268	11	social	social	ADJ
ejpam-3333	268	12	studies	study	NOUN
ejpam-3333	268	13	)	)	PUNCT
ejpam-3333	268	14	,	,	PUNCT
ejpam-3333	268	15	number	number	NOUN
ejpam-3333	268	16	3	3	NUM
ejpam-3333	268	17	,	,	PUNCT
ejpam-3333	268	18	2017	2017	NUM
ejpam-3333	268	19	.	.	PUNCT
ejpam-3333	269	1	[	[	X
ejpam-3333	269	2	25	25	NUM
ejpam-3333	269	3	]	]	X
ejpam-3333	269	4	suk	suk	PROPN
ejpam-3333	269	5	-	-	PUNCT
ejpam-3333	269	6	joong	joong	PROPN
ejpam-3333	269	7	kim	kim	PROPN
ejpam-3333	269	8	and	and	CCONJ
ejpam-3333	269	9	eliza	eliza	PROPN
ejpam-3333	269	10	wu	wu	PROPN
ejpam-3333	269	11	.	.	PUNCT
ejpam-3333	270	1	sovereign	sovereign	ADJ
ejpam-3333	270	2	credit	credit	NOUN
ejpam-3333	270	3	ratings	rating	NOUN
ejpam-3333	270	4	,	,	PUNCT
ejpam-3333	270	5	capital	capital	NOUN
ejpam-3333	270	6	flows	flow	NOUN
ejpam-3333	270	7	and	and	CCONJ
ejpam-3333	270	8	financial	financial	ADJ
ejpam-3333	270	9	sector	sector	NOUN
ejpam-3333	270	10	development	development	NOUN
ejpam-3333	270	11	in	in	ADP
ejpam-3333	270	12	emerging	emerge	VERB
ejpam-3333	270	13	markets	market	NOUN
ejpam-3333	270	14	.	.	PUNCT
ejpam-3333	271	1	emerging	emerge	VERB
ejpam-3333	271	2	markets	market	NOUN
ejpam-3333	271	3	review	review	VERB
ejpam-3333	271	4	,	,	PUNCT
ejpam-3333	271	5	9(1):17–39	9(1):17–39	NUM
ejpam-3333	271	6	,	,	PUNCT
ejpam-3333	271	7	2008	2008	NUM
ejpam-3333	271	8	.	.	PUNCT
ejpam-3333	272	1	[	[	X
ejpam-3333	272	2	26	26	NUM
ejpam-3333	272	3	]	]	X
ejpam-3333	272	4	guillermo	guillermo	PROPN
ejpam-3333	272	5	larráın	larráın	PROPN
ejpam-3333	272	6	,	,	PUNCT
ejpam-3333	272	7	helmut	helmut	PROPN
ejpam-3333	272	8	reisen	reisen	PROPN
ejpam-3333	272	9	,	,	PUNCT
ejpam-3333	272	10	and	and	CCONJ
ejpam-3333	272	11	julia	julia	PROPN
ejpam-3333	272	12	von	von	PROPN
ejpam-3333	272	13	maltzan	maltzan	PROPN
ejpam-3333	272	14	.	.	PUNCT
ejpam-3333	273	1	emerging	emerge	VERB
ejpam-3333	273	2	market	market	NOUN
ejpam-3333	273	3	risk	risk	NOUN
ejpam-3333	273	4	and	and	CCONJ
ejpam-3333	273	5	sovereign	sovereign	ADJ
ejpam-3333	273	6	credit	credit	NOUN
ejpam-3333	273	7	ratings	rating	NOUN
ejpam-3333	273	8	.	.	PUNCT
ejpam-3333	274	1	1997	1997	NUM
ejpam-3333	274	2	.	.	PUNCT
ejpam-3333	275	1	[	[	X
ejpam-3333	275	2	27	27	NUM
ejpam-3333	275	3	]	]	PUNCT
ejpam-3333	275	4	constantin	constantin	NOUN
ejpam-3333	275	5	mellios	mellio	NOUN
ejpam-3333	275	6	and	and	CCONJ
ejpam-3333	275	7	eric	eric	PROPN
ejpam-3333	275	8	paget	paget	PROPN
ejpam-3333	275	9	-	-	PUNCT
ejpam-3333	275	10	blanc	blanc	NOUN
ejpam-3333	275	11	.	.	PUNCT
ejpam-3333	276	1	which	which	DET
ejpam-3333	276	2	factors	factor	NOUN
ejpam-3333	276	3	determine	determine	VERB
ejpam-3333	276	4	sovereign	sovereign	ADJ
ejpam-3333	276	5	credit	credit	NOUN
ejpam-3333	276	6	ratings	rating	NOUN
ejpam-3333	276	7	?	?	PUNCT
ejpam-3333	277	1	the	the	DET
ejpam-3333	277	2	european	european	PROPN
ejpam-3333	277	3	journal	journal	PROPN
ejpam-3333	277	4	of	of	ADP
ejpam-3333	277	5	finance	finance	NOUN
ejpam-3333	277	6	,	,	PUNCT
ejpam-3333	277	7	12(4):361–377	12(4):361–377	PROPN
ejpam-3333	277	8	,	,	PUNCT
ejpam-3333	277	9	2006	2006	NUM
ejpam-3333	277	10	.	.	PUNCT
ejpam-3333	278	1	[	[	X
ejpam-3333	278	2	28	28	NUM
ejpam-3333	278	3	]	]	X
ejpam-3333	278	4	nada	nada	PROPN
ejpam-3333	278	5	mora	mora	PROPN
ejpam-3333	278	6	.	.	PUNCT
ejpam-3333	279	1	sovereign	sovereign	ADJ
ejpam-3333	279	2	credit	credit	NOUN
ejpam-3333	279	3	ratings	rating	NOUN
ejpam-3333	279	4	:	:	PUNCT
ejpam-3333	279	5	guilty	guilty	ADJ
ejpam-3333	279	6	beyond	beyond	ADP
ejpam-3333	279	7	reasonable	reasonable	ADJ
ejpam-3333	279	8	doubt	doubt	NOUN
ejpam-3333	279	9	?	?	PUNCT
ejpam-3333	280	1	journal	journal	NOUN
ejpam-3333	280	2	of	of	ADP
ejpam-3333	280	3	banking	banking	NOUN
ejpam-3333	280	4	&	&	CCONJ
ejpam-3333	280	5	finance	finance	PROPN
ejpam-3333	280	6	,	,	PUNCT
ejpam-3333	280	7	30(7):2041–2062	30(7):2041–2062	NUM
ejpam-3333	280	8	,	,	PUNCT
ejpam-3333	280	9	2006	2006	NUM
ejpam-3333	280	10	.	.	PUNCT
ejpam-3333	281	1	[	[	X
ejpam-3333	281	2	29	29	NUM
ejpam-3333	281	3	]	]	X
ejpam-3333	281	4	huseyin	huseyin	PROPN
ejpam-3333	281	5	ozturk	ozturk	PROPN
ejpam-3333	281	6	,	,	PUNCT
ejpam-3333	281	7	ersin	ersin	VERB
ejpam-3333	281	8	namli	namli	ADV
ejpam-3333	281	9	,	,	PUNCT
ejpam-3333	281	10	and	and	CCONJ
ejpam-3333	281	11	halil	halil	PROPN
ejpam-3333	281	12	ibrahim	ibrahim	PROPN
ejpam-3333	281	13	erdal	erdal	PROPN
ejpam-3333	281	14	.	.	PUNCT
ejpam-3333	282	1	modelling	model	VERB
ejpam-3333	282	2	sovereign	sovereign	ADJ
ejpam-3333	282	3	credit	credit	NOUN
ejpam-3333	282	4	ratings	rating	NOUN
ejpam-3333	282	5	:	:	PUNCT
ejpam-3333	282	6	the	the	DET
ejpam-3333	282	7	accuracy	accuracy	NOUN
ejpam-3333	282	8	of	of	ADP
ejpam-3333	282	9	models	model	NOUN
ejpam-3333	282	10	in	in	ADP
ejpam-3333	282	11	a	a	DET
ejpam-3333	282	12	heterogeneous	heterogeneous	ADJ
ejpam-3333	282	13	sample	sample	NOUN
ejpam-3333	282	14	.	.	PUNCT
ejpam-3333	283	1	economic	economic	ADJ
ejpam-3333	283	2	modelling	modelling	NOUN
ejpam-3333	283	3	,	,	PUNCT
ejpam-3333	283	4	54:469–478	54:469–478	NUM
ejpam-3333	283	5	,	,	PUNCT
ejpam-3333	283	6	2016	2016	NUM
ejpam-3333	283	7	.	.	PUNCT
ejpam-3333	284	1	[	[	X
ejpam-3333	284	2	30	30	NUM
ejpam-3333	284	3	]	]	X
ejpam-3333	284	4	hakan	hakan	PROPN
ejpam-3333	284	5	pabuçcu	pabuçcu	PROPN
ejpam-3333	284	6	and	and	CCONJ
ejpam-3333	284	7	tuba	tuba	PROPN
ejpam-3333	284	8	yakıcı	yakıcı	NOUN
ejpam-3333	284	9	ayan	ayan	PROPN
ejpam-3333	284	10	.	.	PUNCT
ejpam-3333	285	1	the	the	DET
ejpam-3333	285	2	development	development	NOUN
ejpam-3333	285	3	of	of	ADP
ejpam-3333	285	4	an	an	DET
ejpam-3333	285	5	alternative	alternative	ADJ
ejpam-3333	285	6	method	method	NOUN
ejpam-3333	285	7	for	for	ADP
ejpam-3333	285	8	the	the	DET
ejpam-3333	285	9	sovereign	sovereign	ADJ
ejpam-3333	285	10	credit	credit	NOUN
ejpam-3333	285	11	rating	rating	NOUN
ejpam-3333	285	12	system	system	NOUN
ejpam-3333	285	13	based	base	VERB
ejpam-3333	285	14	on	on	ADP
ejpam-3333	285	15	adaptive	adaptive	ADJ
ejpam-3333	285	16	neuro	neuro	NOUN
ejpam-3333	285	17	-	-	PUNCT
ejpam-3333	285	18	fuzzy	fuzzy	ADJ
ejpam-3333	285	19	inference	inference	NOUN
ejpam-3333	285	20	system	system	NOUN
ejpam-3333	285	21	.	.	PUNCT
ejpam-3333	286	1	american	american	PROPN
ejpam-3333	286	2	journal	journal	PROPN
ejpam-3333	286	3	of	of	ADP
ejpam-3333	286	4	operations	operation	NOUN
ejpam-3333	286	5	research	research	NOUN
ejpam-3333	286	6	,	,	PUNCT
ejpam-3333	286	7	7(01):41	7(01):41	NUM
ejpam-3333	286	8	,	,	PUNCT
ejpam-3333	286	9	2016	2016	NUM
ejpam-3333	286	10	.	.	PUNCT
ejpam-3333	287	1	[	[	X
ejpam-3333	287	2	31	31	NUM
ejpam-3333	287	3	]	]	PUNCT
ejpam-3333	287	4	vito	vito	PROPN
ejpam-3333	287	5	polito	polito	PROPN
ejpam-3333	287	6	and	and	CCONJ
ejpam-3333	287	7	michael	michael	PROPN
ejpam-3333	287	8	wickens	wickens	PROPN
ejpam-3333	287	9	.	.	PUNCT
ejpam-3333	288	1	sovereign	sovereign	ADJ
ejpam-3333	288	2	credit	credit	NOUN
ejpam-3333	288	3	ratings	rating	NOUN
ejpam-3333	288	4	in	in	ADP
ejpam-3333	288	5	the	the	DET
ejpam-3333	288	6	european	european	PROPN
ejpam-3333	288	7	union	union	PROPN
ejpam-3333	288	8	:	:	PUNCT
ejpam-3333	288	9	a	a	DET
ejpam-3333	288	10	model	model	NOUN
ejpam-3333	288	11	-	-	PUNCT
ejpam-3333	288	12	based	base	VERB
ejpam-3333	288	13	fiscal	fiscal	ADJ
ejpam-3333	288	14	analysis	analysis	NOUN
ejpam-3333	288	15	.	.	PUNCT
ejpam-3333	289	1	european	european	ADJ
ejpam-3333	289	2	economic	economic	PROPN
ejpam-3333	289	3	review	review	PROPN
ejpam-3333	289	4	,	,	PUNCT
ejpam-3333	289	5	78:220–247	78:220–247	PROPN
ejpam-3333	289	6	,	,	PUNCT
ejpam-3333	289	7	2015	2015	NUM
ejpam-3333	289	8	.	.	PUNCT
ejpam-3333	290	1	[	[	X
ejpam-3333	290	2	32	32	NUM
ejpam-3333	290	3	]	]	X
ejpam-3333	290	4	peter	peter	PROPN
ejpam-3333	290	5	reusens	reusen	NOUN
ejpam-3333	290	6	and	and	CCONJ
ejpam-3333	290	7	christophe	christophe	PROPN
ejpam-3333	290	8	croux	croux	VERB
ejpam-3333	290	9	.	.	PUNCT
ejpam-3333	291	1	sovereign	sovereign	ADJ
ejpam-3333	291	2	credit	credit	NOUN
ejpam-3333	291	3	rating	rating	NOUN
ejpam-3333	291	4	determinants	determinant	NOUN
ejpam-3333	291	5	:	:	PUNCT
ejpam-3333	291	6	a	a	DET
ejpam-3333	291	7	comparison	comparison	NOUN
ejpam-3333	291	8	before	before	ADV
ejpam-3333	291	9	and	and	CCONJ
ejpam-3333	291	10	after	after	ADP
ejpam-3333	291	11	the	the	DET
ejpam-3333	291	12	european	european	ADJ
ejpam-3333	291	13	debt	debt	NOUN
ejpam-3333	291	14	crisis	crisis	NOUN
ejpam-3333	291	15	.	.	PUNCT
ejpam-3333	292	1	journal	journal	NOUN
ejpam-3333	292	2	of	of	ADP
ejpam-3333	292	3	banking	banking	NOUN
ejpam-3333	292	4	&	&	CCONJ
ejpam-3333	292	5	finance	finance	PROPN
ejpam-3333	292	6	,	,	PUNCT
ejpam-3333	292	7	77:108–121	77:108–121	NUM
ejpam-3333	292	8	,	,	PUNCT
ejpam-3333	292	9	2017	2017	NUM
ejpam-3333	292	10	.	.	PUNCT
ejpam-3333	293	1	[	[	X
ejpam-3333	293	2	33	33	NUM
ejpam-3333	293	3	]	]	PUNCT
ejpam-3333	293	4	javier	javier	PROPN
ejpam-3333	293	5	sánchez	sánchez	PROPN
ejpam-3333	293	6	-	-	PUNCT
ejpam-3333	293	7	monedero	monedero	PROPN
ejpam-3333	293	8	,	,	PUNCT
ejpam-3333	293	9	pilar	pilar	PROPN
ejpam-3333	293	10	campoy	campoy	NOUN
ejpam-3333	293	11	-	-	PUNCT
ejpam-3333	293	12	muñoz	muñoz	VERB
ejpam-3333	293	13	,	,	PUNCT
ejpam-3333	293	14	pedro	pedro	PROPN
ejpam-3333	293	15	antonio	antonio	PROPN
ejpam-3333	293	16	gutiérrez	gutiérrez	PROPN
ejpam-3333	293	17	,	,	PUNCT
ejpam-3333	293	18	and	and	CCONJ
ejpam-3333	293	19	césar	césar	PROPN
ejpam-3333	293	20	hervás	hervás	PROPN
ejpam-3333	293	21	-	-	PUNCT
ejpam-3333	293	22	mart́ınez	mart́ınez	PROPN
ejpam-3333	293	23	.	.	PUNCT
ejpam-3333	294	1	a	a	DET
ejpam-3333	294	2	guided	guide	VERB
ejpam-3333	294	3	data	data	NOUN
ejpam-3333	294	4	projection	projection	NOUN
ejpam-3333	294	5	technique	technique	NOUN
ejpam-3333	294	6	for	for	ADP
ejpam-3333	294	7	classification	classification	NOUN
ejpam-3333	294	8	of	of	ADP
ejpam-3333	294	9	sovereign	sovereign	ADJ
ejpam-3333	294	10	ratings	rating	NOUN
ejpam-3333	294	11	:	:	PUNCT
ejpam-3333	294	12	the	the	DET
ejpam-3333	294	13	case	case	NOUN
ejpam-3333	294	14	of	of	ADP
ejpam-3333	294	15	european	european	PROPN
ejpam-3333	294	16	union	union	PROPN
ejpam-3333	294	17	27	27	NUM
ejpam-3333	294	18	.	.	PUNCT
ejpam-3333	294	19	applied	apply	VERB
ejpam-3333	294	20	soft	soft	ADJ
ejpam-3333	294	21	computing	computing	NOUN
ejpam-3333	294	22	,	,	PUNCT
ejpam-3333	294	23	22:339–350	22:339–350	NUM
ejpam-3333	294	24	,	,	PUNCT
ejpam-3333	294	25	2014	2014	NUM
ejpam-3333	294	26	.	.	PUNCT
ejpam-3333	295	1	references	reference	NOUN
ejpam-3333	295	2	1026	1026	NUM
ejpam-3333	295	3	[	[	X
ejpam-3333	295	4	34	34	NUM
ejpam-3333	295	5	]	]	X
ejpam-3333	295	6	richard	richard	PROPN
ejpam-3333	295	7	sylla	sylla	PROPN
ejpam-3333	295	8	.	.	PUNCT
ejpam-3333	296	1	an	an	DET
ejpam-3333	296	2	historical	historical	ADJ
ejpam-3333	296	3	primer	primer	NOUN
ejpam-3333	296	4	on	on	ADP
ejpam-3333	296	5	the	the	DET
ejpam-3333	296	6	business	business	NOUN
ejpam-3333	296	7	of	of	ADP
ejpam-3333	296	8	credit	credit	NOUN
ejpam-3333	296	9	rating	rating	NOUN
ejpam-3333	296	10	.	.	PUNCT
ejpam-3333	297	1	in	in	ADP
ejpam-3333	297	2	ratings	rating	NOUN
ejpam-3333	297	3	,	,	PUNCT
ejpam-3333	297	4	rating	rating	NOUN
ejpam-3333	297	5	agencies	agency	NOUN
ejpam-3333	297	6	and	and	CCONJ
ejpam-3333	297	7	the	the	DET
ejpam-3333	297	8	global	global	ADJ
ejpam-3333	297	9	financial	financial	ADJ
ejpam-3333	297	10	system	system	NOUN
ejpam-3333	297	11	,	,	PUNCT
ejpam-3333	297	12	pages	page	NOUN
ejpam-3333	297	13	19–40	19–40	NUM
ejpam-3333	297	14	.	.	PUNCT
ejpam-3333	297	15	springer	springer	NOUN
ejpam-3333	297	16	,	,	PUNCT
ejpam-3333	297	17	2002	2002	NUM
ejpam-3333	297	18	.	.	PUNCT
ejpam-3333	298	1	[	[	X
ejpam-3333	298	2	35	35	NUM
ejpam-3333	298	3	]	]	X
ejpam-3333	298	4	siegfried	siegfried	PROPN
ejpam-3333	298	5	utzig	utzig	PROPN
ejpam-3333	298	6	.	.	PUNCT
ejpam-3333	299	1	the	the	DET
ejpam-3333	299	2	financial	financial	ADJ
ejpam-3333	299	3	crisis	crisis	NOUN
ejpam-3333	299	4	and	and	CCONJ
ejpam-3333	299	5	the	the	DET
ejpam-3333	299	6	regulation	regulation	NOUN
ejpam-3333	299	7	of	of	ADP
ejpam-3333	299	8	credit	credit	NOUN
ejpam-3333	299	9	rating	rating	NOUN
ejpam-3333	299	10	agencies	agency	NOUN
ejpam-3333	299	11	:	:	PUNCT
ejpam-3333	299	12	a	a	DET
ejpam-3333	299	13	european	european	ADJ
ejpam-3333	299	14	banking	banking	NOUN
ejpam-3333	299	15	perspective	perspective	NOUN
ejpam-3333	299	16	.	.	PUNCT
ejpam-3333	300	1	2010	2010	NUM
ejpam-3333	300	2	.	.	PUNCT
ejpam-3333	301	1	[	[	X
ejpam-3333	301	2	36	36	NUM
ejpam-3333	301	3	]	]	X
ejpam-3333	301	4	lawrence	lawrence	PROPN
ejpam-3333	301	5	j	j	PROPN
ejpam-3333	301	6	white	white	PROPN
ejpam-3333	301	7	.	.	PUNCT
ejpam-3333	302	1	markets	market	NOUN
ejpam-3333	302	2	:	:	PUNCT
ejpam-3333	302	3	the	the	DET
ejpam-3333	302	4	credit	credit	NOUN
ejpam-3333	302	5	rating	rating	NOUN
ejpam-3333	302	6	agencies	agency	NOUN
ejpam-3333	302	7	.	.	PUNCT
ejpam-3333	303	1	journal	journal	NOUN
ejpam-3333	303	2	of	of	ADP
ejpam-3333	303	3	economic	economic	ADJ
ejpam-3333	303	4	perspectives	perspective	NOUN
ejpam-3333	303	5	,	,	PUNCT
ejpam-3333	303	6	24(2):211–26	24(2):211–26	NUM
ejpam-3333	303	7	,	,	PUNCT
ejpam-3333	303	8	2010	2010	NUM
ejpam-3333	303	9	.	.	PUNCT