id	sid	tid	token	lemma	pos
framr-1718	1	1	53	53	NUM
framr-1718	1	2	†	†	NOUN
framr-1718	1	3	corresponding	corresponding	ADJ
framr-1718	1	4	author	author	NOUN
framr-1718	1	5	©	©	PROPN
framr-1718	1	6	2015	2015	NUM
framr-1718	1	7	conscientia	conscientia	PROPN
framr-1718	1	8	beam	beam	PROPN
framr-1718	1	9	.	.	PUNCT
framr-1718	2	1	all	all	DET
framr-1718	2	2	rights	right	NOUN
framr-1718	2	3	reserved	reserve	VERB
framr-1718	2	4	.	.	PUNCT
framr-1718	3	1	stock	stock	NOUN
framr-1718	3	2	market	market	NOUN
framr-1718	3	3	index	index	NOUN
framr-1718	3	4	prediction	prediction	NOUN
framr-1718	3	5	with	with	ADP
framr-1718	3	6	neural	neural	ADJ
framr-1718	3	7	network	network	NOUN
framr-1718	3	8	during	during	ADP
framr-1718	3	9	financial	financial	ADJ
framr-1718	3	10	crises	crisis	NOUN
framr-1718	3	11	:	:	PUNCT
framr-1718	3	12	a	a	DET
framr-1718	3	13	review	review	NOUN
framr-1718	3	14	on	on	ADP
framr-1718	3	15	bist-100	bist-100	NOUN
framr-1718	3	16	şakir	şakir	PROPN
framr-1718	3	17	sakarya1	sakarya1	PROPN
framr-1718	3	18	--mehmet	--mehmet	PUNCT
framr-1718	3	19	yavuz2†	yavuz2†	PROPN
framr-1718	3	20	--aslan	--aslan	PROPN
framr-1718	3	21	deniz	deniz	PROPN
framr-1718	3	22	karaoğlan3	karaoğlan3	PROPN
framr-1718	3	23	--necati	--necati	PUNCT
framr-1718	4	1	özdemi̇r4	özdemi̇r4	PROPN
framr-1718	4	2	1balikesir	1balikesir	NUM
framr-1718	4	3	university	university	NOUN
framr-1718	4	4	,	,	PUNCT
framr-1718	4	5	department	department	NOUN
framr-1718	4	6	of	of	ADP
framr-1718	4	7	business	business	PROPN
framr-1718	4	8	administration	administration	PROPN
framr-1718	4	9	,	,	PUNCT
framr-1718	4	10	cağiş	cağiş	PROPN
framr-1718	4	11	campus	campus	NOUN
framr-1718	4	12	,	,	PUNCT
framr-1718	4	13	balıkesir	balıkesir	NOUN
framr-1718	4	14	,	,	PUNCT
framr-1718	4	15	turkey	turkey	PROPN
framr-1718	4	16	2necmettin	2necmettin	NUM
framr-1718	4	17	erbakan	erbakan	PROPN
framr-1718	4	18	university	university	NOUN
framr-1718	4	19	,	,	PUNCT
framr-1718	4	20	fakulty	fakulty	NOUN
framr-1718	4	21	of	of	ADP
framr-1718	4	22	science	science	NOUN
framr-1718	4	23	,	,	PUNCT
framr-1718	4	24	department	department	NOUN
framr-1718	4	25	of	of	ADP
framr-1718	4	26	mathematics	mathematics	NOUN
framr-1718	4	27	-	-	PUNCT
framr-1718	4	28	computer	computer	NOUN
framr-1718	4	29	sciences	science	NOUN
framr-1718	4	30	,	,	PUNCT
framr-1718	4	31	meram	meram	NOUN
framr-1718	4	32	,	,	PUNCT
framr-1718	4	33	konya	konya	PROPN
framr-1718	4	34	,	,	PUNCT
framr-1718	4	35	turkey	turkey	PROPN
framr-1718	4	36	3balikesir	3balikesir	PROPN
framr-1718	4	37	university	university	NOUN
framr-1718	4	38	,	,	PUNCT
framr-1718	4	39	department	department	NOUN
framr-1718	4	40	of	of	ADP
framr-1718	4	41	industrial	industrial	ADJ
framr-1718	4	42	engineering	engineering	NOUN
framr-1718	4	43	,	,	PUNCT
framr-1718	4	44	cağiş	cağiş	PROPN
framr-1718	4	45	campus	campus	NOUN
framr-1718	4	46	,	,	PUNCT
framr-1718	4	47	balıkesir	balıkesir	NOUN
framr-1718	4	48	,	,	PUNCT
framr-1718	4	49	turkey	turkey	PROPN
framr-1718	4	50	4balikesir	4balikesir	PROPN
framr-1718	4	51	university	university	NOUN
framr-1718	4	52	,	,	PUNCT
framr-1718	4	53	department	department	NOUN
framr-1718	4	54	of	of	ADP
framr-1718	4	55	mathematics	mathematic	NOUN
framr-1718	4	56	,	,	PUNCT
framr-1718	4	57	cağiş	cağiş	PROPN
framr-1718	4	58	campus	campus	NOUN
framr-1718	4	59	,	,	PUNCT
framr-1718	4	60	balıkesir	balıkesir	NOUN
framr-1718	4	61	,	,	PUNCT
framr-1718	4	62	turkey	turkey	NOUN
framr-1718	4	63	abstract	abstract	NOUN
framr-1718	4	64	predetermining	predetermine	VERB
framr-1718	4	65	the	the	DET
framr-1718	4	66	future	future	ADJ
framr-1718	4	67	value	value	NOUN
framr-1718	4	68	of	of	ADP
framr-1718	4	69	a	a	DET
framr-1718	4	70	variable	variable	NOUN
framr-1718	4	71	is	be	AUX
framr-1718	4	72	both	both	CCONJ
framr-1718	4	73	quite	quite	ADV
framr-1718	4	74	important	important	ADJ
framr-1718	4	75	and	and	CCONJ
framr-1718	4	76	rather	rather	ADV
framr-1718	4	77	difficult	difficult	ADJ
framr-1718	4	78	process	process	NOUN
framr-1718	4	79	in	in	ADP
framr-1718	4	80	financial	financial	ADJ
framr-1718	4	81	markets	market	NOUN
framr-1718	4	82	.	.	PUNCT
framr-1718	5	1	in	in	ADP
framr-1718	5	2	this	this	DET
framr-1718	5	3	context	context	NOUN
framr-1718	5	4	,	,	PUNCT
framr-1718	5	5	especially	especially	ADV
framr-1718	5	6	in	in	ADP
framr-1718	5	7	the	the	DET
framr-1718	5	8	last	last	ADJ
framr-1718	5	9	15	15	NUM
framr-1718	5	10	years	year	NOUN
framr-1718	5	11	,	,	PUNCT
framr-1718	5	12	artificial	artificial	ADJ
framr-1718	5	13	neural	neural	ADJ
framr-1718	5	14	networks	network	NOUN
framr-1718	5	15	(	(	PUNCT
framr-1718	5	16	anns	anns	PROPN
framr-1718	5	17	)	)	PUNCT
framr-1718	5	18	are	be	AUX
framr-1718	5	19	widely	widely	ADV
framr-1718	5	20	used	use	VERB
framr-1718	5	21	in	in	ADP
framr-1718	5	22	order	order	NOUN
framr-1718	5	23	to	to	PART
framr-1718	5	24	resolve	resolve	VERB
framr-1718	5	25	various	various	ADJ
framr-1718	5	26	kinds	kind	NOUN
framr-1718	5	27	of	of	ADP
framr-1718	5	28	financial	financial	ADJ
framr-1718	5	29	problems	problem	NOUN
framr-1718	5	30	such	such	ADJ
framr-1718	5	31	as	as	ADP
framr-1718	5	32	performing	perform	VERB
framr-1718	5	33	portfolio	portfolio	NOUN
framr-1718	5	34	construction	construction	NOUN
framr-1718	5	35	,	,	PUNCT
framr-1718	5	36	stock	stock	NOUN
framr-1718	5	37	index	index	NOUN
framr-1718	5	38	,	,	PUNCT
framr-1718	5	39	and	and	CCONJ
framr-1718	5	40	bankruptcy	bankruptcy	NOUN
framr-1718	5	41	prediction	prediction	NOUN
framr-1718	5	42	.	.	PUNCT
framr-1718	6	1	this	this	DET
framr-1718	6	2	study	study	NOUN
framr-1718	6	3	examines	examine	VERB
framr-1718	6	4	the	the	DET
framr-1718	6	5	predictability	predictability	NOUN
framr-1718	6	6	of	of	ADP
framr-1718	6	7	daily	daily	ADJ
framr-1718	6	8	and	and	CCONJ
framr-1718	6	9	weekly	weekly	ADJ
framr-1718	6	10	returns	return	NOUN
framr-1718	6	11	of	of	ADP
framr-1718	6	12	borsa	borsa	PROPN
framr-1718	6	13	i̇stanbul	i̇stanbul	PROPN
framr-1718	6	14	(	(	PUNCT
framr-1718	6	15	bist)-100	bist)-100	NOUN
framr-1718	6	16	index	index	NOUN
framr-1718	6	17	during	during	ADP
framr-1718	6	18	global	global	ADJ
framr-1718	6	19	crisis	crisis	NOUN
framr-1718	6	20	period	period	NOUN
framr-1718	6	21	(	(	PUNCT
framr-1718	6	22	july	july	PROPN
framr-1718	6	23	2007	2007	NUM
framr-1718	6	24	-	-	SYM
framr-1718	6	25	december	december	PROPN
framr-1718	6	26	2009	2009	NUM
framr-1718	6	27	)	)	PUNCT
framr-1718	6	28	by	by	ADP
framr-1718	6	29	using	use	VERB
framr-1718	6	30	ann	ann	PROPN
framr-1718	6	31	.	.	PUNCT
framr-1718	7	1	it	it	PRON
framr-1718	7	2	differs	differ	VERB
framr-1718	7	3	from	from	ADP
framr-1718	7	4	other	other	ADJ
framr-1718	7	5	similar	similar	ADJ
framr-1718	7	6	studies	study	NOUN
framr-1718	7	7	in	in	ADP
framr-1718	7	8	the	the	DET
framr-1718	7	9	literature	literature	NOUN
framr-1718	7	10	as	as	ADP
framr-1718	7	11	it	it	PRON
framr-1718	7	12	:	:	PUNCT
framr-1718	7	13	i	i	NOUN
framr-1718	7	14	)	)	PUNCT
framr-1718	7	15	covers	cover	VERB
framr-1718	7	16	global	global	ADJ
framr-1718	7	17	crisis	crisis	NOUN
framr-1718	7	18	period	period	NOUN
framr-1718	7	19	,	,	PUNCT
framr-1718	7	20	ii	ii	NOUN
framr-1718	7	21	)	)	PUNCT
framr-1718	7	22	predicts	predict	VERB
framr-1718	7	23	index	index	NOUN
framr-1718	7	24	value	value	NOUN
framr-1718	7	25	of	of	ADP
framr-1718	7	26	the	the	DET
framr-1718	7	27	next	next	ADJ
framr-1718	7	28	day	day	NOUN
framr-1718	7	29	and	and	CCONJ
framr-1718	7	30	next	next	ADJ
framr-1718	7	31	week	week	NOUN
framr-1718	7	32	and	and	CCONJ
framr-1718	7	33	finally	finally	ADV
framr-1718	7	34	iii	iii	X
framr-1718	7	35	)	)	PUNCT
framr-1718	7	36	uses	use	VERB
framr-1718	7	37	seven	seven	NUM
framr-1718	7	38	different	different	ADJ
framr-1718	7	39	economic	economic	ADJ
framr-1718	7	40	parameters	parameter	NOUN
framr-1718	7	41	(	(	PUNCT
framr-1718	7	42	variables	variable	NOUN
framr-1718	7	43	)	)	PUNCT
framr-1718	7	44	as	as	ADP
framr-1718	7	45	input	input	NOUN
framr-1718	7	46	.	.	PUNCT
framr-1718	8	1	the	the	DET
framr-1718	8	2	results	result	NOUN
framr-1718	8	3	obtained	obtain	VERB
framr-1718	8	4	suggest	suggest	VERB
framr-1718	8	5	that	that	SCONJ
framr-1718	8	6	ann	ann	PROPN
framr-1718	8	7	can	can	AUX
framr-1718	8	8	be	be	AUX
framr-1718	8	9	used	use	VERB
framr-1718	8	10	quite	quite	ADV
framr-1718	8	11	successfully	successfully	ADV
framr-1718	8	12	in	in	ADP
framr-1718	8	13	this	this	DET
framr-1718	8	14	area	area	NOUN
framr-1718	8	15	and	and	CCONJ
framr-1718	8	16	foresee	foresee	VERB
framr-1718	8	17	correctly	correctly	ADV
framr-1718	8	18	the	the	DET
framr-1718	8	19	value	value	NOUN
framr-1718	8	20	for	for	ADP
framr-1718	8	21	next	next	ADJ
framr-1718	8	22	day	day	NOUN
framr-1718	8	23	and	and	CCONJ
framr-1718	8	24	next	next	ADJ
framr-1718	8	25	week	week	NOUN
framr-1718	8	26	with	with	ADP
framr-1718	8	27	an	an	DET
framr-1718	8	28	accuracy	accuracy	NOUN
framr-1718	8	29	margin	margin	NOUN
framr-1718	8	30	error	error	NOUN
framr-1718	8	31	of	of	ADP
framr-1718	8	32	less	less	ADJ
framr-1718	8	33	than	than	ADP
framr-1718	8	34	5	5	NUM
framr-1718	8	35	%	%	NOUN
framr-1718	8	36	even	even	ADV
framr-1718	8	37	for	for	ADP
framr-1718	8	38	unknown	unknown	ADJ
framr-1718	8	39	samples	sample	NOUN
framr-1718	8	40	.	.	PUNCT
framr-1718	9	1	the	the	DET
framr-1718	9	2	ann	ann	PROPN
framr-1718	9	3	model	model	NOUN
framr-1718	9	4	in	in	ADP
framr-1718	9	5	this	this	DET
framr-1718	9	6	study	study	NOUN
framr-1718	9	7	is	be	AUX
framr-1718	9	8	developed	develop	VERB
framr-1718	9	9	using	use	VERB
framr-1718	9	10	matlab	matlab	PROPN
framr-1718	9	11	r2008b	r2008b	PROPN
framr-1718	9	12	.	.	PUNCT
framr-1718	10	1	keywords	keyword	NOUN
framr-1718	10	2	:	:	PUNCT
framr-1718	10	3	financial	financial	ADJ
framr-1718	10	4	crises	crisis	NOUN
framr-1718	10	5	,	,	PUNCT
framr-1718	10	6	artificial	artificial	ADJ
framr-1718	10	7	neural	neural	ADJ
framr-1718	10	8	networks	network	NOUN
framr-1718	10	9	,	,	PUNCT
framr-1718	10	10	index	index	NOUN
framr-1718	10	11	forecasting	forecasting	NOUN
framr-1718	10	12	,	,	PUNCT
framr-1718	10	13	bist-100	bist-100	NOUN
framr-1718	10	14	index	index	NOUN
framr-1718	10	15	.	.	PUNCT
framr-1718	11	1	1	1	X
framr-1718	11	2	.	.	X
framr-1718	11	3	introduction	introduction	NOUN
framr-1718	11	4	in	in	ADP
framr-1718	11	5	recent	recent	ADJ
framr-1718	11	6	years	year	NOUN
framr-1718	11	7	,	,	PUNCT
framr-1718	11	8	artificial	artificial	ADJ
framr-1718	11	9	neural	neural	ADJ
framr-1718	11	10	networks	network	NOUN
framr-1718	11	11	(	(	PUNCT
framr-1718	11	12	anns	anns	PROPN
framr-1718	11	13	)	)	PUNCT
framr-1718	11	14	are	be	AUX
framr-1718	11	15	widely	widely	ADV
framr-1718	11	16	used	use	VERB
framr-1718	11	17	in	in	ADP
framr-1718	11	18	the	the	DET
framr-1718	11	19	solution	solution	NOUN
framr-1718	11	20	of	of	ADP
framr-1718	11	21	financial	financial	ADJ
framr-1718	11	22	problems	problem	NOUN
framr-1718	11	23	.	.	PUNCT
framr-1718	12	1	for	for	ADP
framr-1718	12	2	instance	instance	NOUN
framr-1718	12	3	to	to	PART
framr-1718	12	4	measure	measure	VERB
framr-1718	12	5	the	the	DET
framr-1718	12	6	performance	performance	NOUN
framr-1718	12	7	of	of	ADP
framr-1718	12	8	stocks	stock	NOUN
framr-1718	12	9	,	,	PUNCT
framr-1718	12	10	to	to	PART
framr-1718	12	11	determine	determine	VERB
framr-1718	12	12	exchange	exchange	NOUN
framr-1718	12	13	rates	rate	NOUN
framr-1718	12	14	direction	direction	NOUN
framr-1718	12	15	,	,	PUNCT
framr-1718	12	16	to	to	PART
framr-1718	12	17	predict	predict	VERB
framr-1718	12	18	company	company	NOUN
framr-1718	12	19	bankruptcy	bankruptcy	NOUN
framr-1718	12	20	,	,	PUNCT
framr-1718	12	21	to	to	PART
framr-1718	12	22	forecast	forecast	VERB
framr-1718	12	23	financial	financial	ADJ
framr-1718	12	24	crisis	crisis	NOUN
framr-1718	12	25	,	,	PUNCT
framr-1718	12	26	to	to	PART
framr-1718	12	27	detect	detect	VERB
framr-1718	12	28	manipulative	manipulative	ADJ
framr-1718	12	29	operations	operation	NOUN
framr-1718	12	30	,	,	PUNCT
framr-1718	12	31	to	to	PART
framr-1718	12	32	estimate	estimate	VERB
framr-1718	12	33	stocks	stock	NOUN
framr-1718	12	34	and	and	CCONJ
framr-1718	12	35	indices	index	NOUN
framr-1718	12	36	,	,	PUNCT
framr-1718	12	37	and	and	CCONJ
framr-1718	12	38	to	to	PART
framr-1718	12	39	optimize	optimize	VERB
framr-1718	12	40	portfolio	portfolio	NOUN
framr-1718	12	41	,	,	PUNCT
framr-1718	12	42	etc	etc	X
framr-1718	12	43	.	.	X
framr-1718	13	1	there	there	PRON
framr-1718	13	2	are	be	VERB
framr-1718	13	3	two	two	NUM
framr-1718	13	4	approaches	approach	NOUN
framr-1718	13	5	that	that	PRON
framr-1718	13	6	are	be	AUX
framr-1718	13	7	widely	widely	ADV
framr-1718	13	8	used	use	VERB
framr-1718	13	9	in	in	ADP
framr-1718	13	10	prediction	prediction	NOUN
framr-1718	13	11	of	of	ADP
framr-1718	13	12	stock	stock	NOUN
framr-1718	13	13	market	market	NOUN
framr-1718	13	14	indices	index	NOUN
framr-1718	13	15	with	with	ADP
framr-1718	13	16	ann	ann	PROPN
framr-1718	13	17	.	.	PUNCT
framr-1718	14	1	the	the	DET
framr-1718	14	2	first	first	ADJ
framr-1718	14	3	one	one	NOUN
framr-1718	14	4	is	be	AUX
framr-1718	14	5	an	an	DET
framr-1718	14	6	analysis	analysis	NOUN
framr-1718	14	7	of	of	ADP
framr-1718	14	8	the	the	DET
framr-1718	14	9	relationship	relationship	NOUN
framr-1718	14	10	between	between	ADP
framr-1718	14	11	stock	stock	NOUN
framr-1718	14	12	prices	price	NOUN
framr-1718	14	13	,	,	PUNCT
framr-1718	14	14	dividends	dividend	NOUN
framr-1718	14	15	,	,	PUNCT
framr-1718	14	16	and	and	CCONJ
framr-1718	14	17	trading	trading	NOUN
framr-1718	14	18	volume	volume	NOUN
framr-1718	14	19	and	and	CCONJ
framr-1718	14	20	the	the	DET
framr-1718	14	21	other	other	ADJ
framr-1718	14	22	one	one	NOUN
framr-1718	14	23	is	be	AUX
framr-1718	14	24	testing	test	VERB
framr-1718	14	25	the	the	DET
framr-1718	14	26	relationship	relationship	NOUN
framr-1718	14	27	between	between	ADP
framr-1718	14	28	the	the	DET
framr-1718	14	29	stock	stock	NOUN
framr-1718	14	30	market	market	NOUN
framr-1718	14	31	index	index	NOUN
framr-1718	14	32	and	and	CCONJ
framr-1718	14	33	other	other	ADJ
framr-1718	14	34	financial	financial	ADJ
framr-1718	14	35	risk	risk	NOUN
framr-1718	14	36	and	and	CCONJ
framr-1718	14	37	management	management	NOUN
framr-1718	14	38	reviews	review	NOUN
framr-1718	14	39	2015	2015	NUM
framr-1718	14	40	vol	vol	NOUN
framr-1718	14	41	.	.	PROPN
framr-1718	15	1	1	1	NUM
framr-1718	15	2	,	,	PUNCT
framr-1718	15	3	no	no	INTJ
framr-1718	15	4	.	.	NOUN
framr-1718	15	5	2	2	NUM
framr-1718	15	6	,	,	PUNCT
framr-1718	15	7	pp	pp	ADJ
framr-1718	15	8	.	.	PUNCT
framr-1718	16	1	53	53	NUM
framr-1718	16	2	-	-	SYM
framr-1718	16	3	67	67	NUM
framr-1718	16	4	issn(e	issn(e	NOUN
framr-1718	16	5	):	):	PUNCT
framr-1718	16	6	2411	2411	NUM
framr-1718	16	7	-	-	SYM
framr-1718	16	8	6408	6408	NUM
framr-1718	16	9	issn(p	issn(p	NUM
framr-1718	16	10	):	):	PUNCT
framr-1718	16	11	2412	2412	NUM
framr-1718	16	12	-	-	SYM
framr-1718	16	13	3404	3404	NUM
framr-1718	16	14	doi	doi	NOUN
framr-1718	16	15	:	:	PUNCT
framr-1718	16	16	10.18488	10.18488	NUM
framr-1718	16	17	/	/	SYM
framr-1718	16	18	journal.89/2015.1.2/89.2.53.67	journal.89/2015.1.2/89.2.53.67	PROPN
framr-1718	16	19	©	©	PROPN
framr-1718	16	20	2015	2015	NUM
framr-1718	16	21	conscientia	conscientia	PROPN
framr-1718	16	22	beam	beam	PROPN
framr-1718	16	23	.	.	PUNCT
framr-1718	17	1	all	all	DET
framr-1718	17	2	rights	right	NOUN
framr-1718	17	3	reserved	reserve	VERB
framr-1718	17	4	.	.	PUNCT
framr-1718	18	1	http://crossmark.crossref.org/dialog/?doi=10.18488/journal.89/2015.1.2/89.2.53.67	http://crossmark.crossref.org/dialog/?doi=10.18488/journal.89/2015.1.2/89.2.53.67	PROPN
framr-1718	18	2	financial	financial	ADJ
framr-1718	18	3	risk	risk	NOUN
framr-1718	18	4	and	and	CCONJ
framr-1718	18	5	management	management	NOUN
framr-1718	18	6	reviews	review	NOUN
framr-1718	18	7	,	,	PUNCT
framr-1718	18	8	2015	2015	NUM
framr-1718	18	9	,	,	PUNCT
framr-1718	18	10	1(2):53	1(2):53	NUM
framr-1718	18	11	-	-	SYM
framr-1718	18	12	67	67	NUM
framr-1718	18	13	54	54	NUM
framr-1718	18	14	©	©	PROPN
framr-1718	18	15	2015	2015	NUM
framr-1718	18	16	conscientia	conscientia	PROPN
framr-1718	18	17	beam	beam	PROPN
framr-1718	18	18	.	.	PUNCT
framr-1718	19	1	all	all	DET
framr-1718	19	2	rights	right	NOUN
framr-1718	19	3	reserved	reserve	VERB
framr-1718	19	4	.	.	PUNCT
framr-1718	20	1	macro	macro	ADJ
framr-1718	20	2	-	-	ADJ
framr-1718	20	3	economic	economic	ADJ
framr-1718	20	4	variables	variable	NOUN
framr-1718	20	5	.	.	PUNCT
framr-1718	21	1	as	as	SCONJ
framr-1718	21	2	daily	daily	ADJ
framr-1718	21	3	price	price	NOUN
framr-1718	21	4	movements	movement	NOUN
framr-1718	21	5	in	in	ADP
framr-1718	21	6	the	the	DET
framr-1718	21	7	financial	financial	ADJ
framr-1718	21	8	markets	market	NOUN
framr-1718	21	9	are	be	AUX
framr-1718	21	10	dynamic	dynamic	ADJ
framr-1718	21	11	and	and	CCONJ
framr-1718	21	12	fluctuating	fluctuating	NOUN
framr-1718	21	13	,	,	PUNCT
framr-1718	21	14	computer	computer	NOUN
framr-1718	21	15	-	-	PUNCT
framr-1718	21	16	based	base	VERB
framr-1718	21	17	learning	learning	NOUN
framr-1718	21	18	algorithms	algorithm	NOUN
framr-1718	21	19	,	,	PUNCT
framr-1718	21	20	such	such	ADJ
framr-1718	21	21	as	as	ADP
framr-1718	21	22	neural	neural	ADJ
framr-1718	21	23	networks	network	NOUN
framr-1718	21	24	,	,	PUNCT
framr-1718	21	25	are	be	AUX
framr-1718	21	26	quite	quite	ADV
framr-1718	21	27	appropriate	appropriate	ADJ
framr-1718	21	28	in	in	ADP
framr-1718	21	29	predicting	predict	VERB
framr-1718	21	30	financial	financial	ADJ
framr-1718	21	31	markets	market	NOUN
framr-1718	21	32	’	'	PUNCT
framr-1718	21	33	direction	direction	NOUN
framr-1718	21	34	(	(	PUNCT
framr-1718	21	35	oh	oh	INTJ
framr-1718	21	36	et	et	PROPN
framr-1718	21	37	al	al	PROPN
framr-1718	21	38	.	.	PROPN
framr-1718	21	39	,	,	PUNCT
framr-1718	21	40	2006	2006	NUM
framr-1718	21	41	)	)	PUNCT
framr-1718	21	42	.	.	PUNCT
framr-1718	22	1	as	as	SCONJ
framr-1718	22	2	there	there	PRON
framr-1718	22	3	is	be	VERB
framr-1718	22	4	not	not	PART
framr-1718	22	5	yet	yet	ADV
framr-1718	22	6	a	a	DET
framr-1718	22	7	method	method	NOUN
framr-1718	22	8	that	that	PRON
framr-1718	22	9	determines	determine	VERB
framr-1718	22	10	exact	exact	ADJ
framr-1718	22	11	stock	stock	NOUN
framr-1718	22	12	prices	price	NOUN
framr-1718	22	13	,	,	PUNCT
framr-1718	22	14	working	work	VERB
framr-1718	22	15	on	on	ADP
framr-1718	22	16	algorithms	algorithm	NOUN
framr-1718	22	17	for	for	ADP
framr-1718	22	18	the	the	DET
framr-1718	22	19	prediction	prediction	NOUN
framr-1718	22	20	of	of	ADP
framr-1718	22	21	these	these	DET
framr-1718	22	22	stock	stock	NOUN
framr-1718	22	23	prices	price	NOUN
framr-1718	22	24	is	be	AUX
framr-1718	22	25	among	among	ADP
framr-1718	22	26	the	the	DET
framr-1718	22	27	prior	prior	ADJ
framr-1718	22	28	interest	interest	NOUN
framr-1718	22	29	areas	area	NOUN
framr-1718	22	30	of	of	ADP
framr-1718	22	31	financial	financial	ADJ
framr-1718	22	32	communities	community	NOUN
framr-1718	22	33	.	.	PUNCT
framr-1718	23	1	in	in	ADP
framr-1718	23	2	addition	addition	NOUN
framr-1718	23	3	,	,	PUNCT
framr-1718	23	4	high	high	ADJ
framr-1718	23	5	uncertainty	uncertainty	NOUN
framr-1718	23	6	and	and	CCONJ
framr-1718	23	7	volatility	volatility	NOUN
framr-1718	23	8	in	in	ADP
framr-1718	23	9	the	the	DET
framr-1718	23	10	stock	stock	NOUN
framr-1718	23	11	prices	price	NOUN
framr-1718	23	12	show	show	VERB
framr-1718	23	13	that	that	SCONJ
framr-1718	23	14	investing	invest	VERB
framr-1718	23	15	in	in	ADP
framr-1718	23	16	these	these	PRON
framr-1718	23	17	carries	carry	VERB
framr-1718	23	18	a	a	DET
framr-1718	23	19	great	great	ADJ
framr-1718	23	20	risk	risk	NOUN
framr-1718	23	21	.	.	PUNCT
framr-1718	24	1	besides	besides	SCONJ
framr-1718	24	2	,	,	PUNCT
framr-1718	24	3	high	high	ADJ
framr-1718	24	4	returns	return	NOUN
framr-1718	24	5	of	of	ADP
framr-1718	24	6	stocks	stock	NOUN
framr-1718	24	7	have	have	AUX
framr-1718	24	8	attracted	attract	VERB
framr-1718	24	9	the	the	DET
framr-1718	24	10	attention	attention	NOUN
framr-1718	24	11	of	of	ADP
framr-1718	24	12	many	many	ADJ
framr-1718	24	13	researchers	researcher	NOUN
framr-1718	24	14	,	,	PUNCT
framr-1718	24	15	investors	investor	NOUN
framr-1718	24	16	,	,	PUNCT
framr-1718	24	17	and	and	CCONJ
framr-1718	24	18	other	other	ADJ
framr-1718	24	19	relevant	relevant	ADJ
framr-1718	24	20	people	people	NOUN
framr-1718	24	21	.	.	PUNCT
framr-1718	25	1	moreover	moreover	ADV
framr-1718	25	2	,	,	PUNCT
framr-1718	25	3	the	the	DET
framr-1718	25	4	influence	influence	NOUN
framr-1718	25	5	of	of	ADP
framr-1718	25	6	many	many	ADJ
framr-1718	25	7	macro	macro	ADJ
framr-1718	25	8	-	-	ADJ
framr-1718	25	9	economic	economic	ADJ
framr-1718	25	10	factors	factor	NOUN
framr-1718	25	11	,	,	PUNCT
framr-1718	25	12	such	such	ADJ
framr-1718	25	13	as	as	ADP
framr-1718	25	14	political	political	ADJ
framr-1718	25	15	events	event	NOUN
framr-1718	25	16	,	,	PUNCT
framr-1718	25	17	firm	firm	ADJ
framr-1718	25	18	policies	policy	NOUN
framr-1718	25	19	,	,	PUNCT
framr-1718	25	20	general	general	ADJ
framr-1718	25	21	economic	economic	ADJ
framr-1718	25	22	conditions	condition	NOUN
framr-1718	25	23	,	,	PUNCT
framr-1718	25	24	investor	investor	NOUN
framr-1718	25	25	expectations	expectation	NOUN
framr-1718	25	26	,	,	PUNCT
framr-1718	25	27	institutional	institutional	ADJ
framr-1718	25	28	investor	investor	NOUN
framr-1718	25	29	preferences	preference	NOUN
framr-1718	25	30	,	,	PUNCT
framr-1718	25	31	other	other	ADJ
framr-1718	25	32	stock	stock	NOUN
framr-1718	25	33	market	market	NOUN
framr-1718	25	34	operations	operation	NOUN
framr-1718	25	35	,	,	PUNCT
framr-1718	25	36	and	and	CCONJ
framr-1718	25	37	the	the	DET
framr-1718	25	38	psychology	psychology	NOUN
framr-1718	25	39	of	of	ADP
framr-1718	25	40	investors	investor	NOUN
framr-1718	25	41	etc	etc	X
framr-1718	25	42	.	.	X
framr-1718	25	43	has	have	VERB
framr-1718	25	44	an	an	DET
framr-1718	25	45	impact	impact	NOUN
framr-1718	25	46	of	of	ADP
framr-1718	25	47	the	the	DET
framr-1718	25	48	stock	stock	NOUN
framr-1718	25	49	market	market	NOUN
framr-1718	25	50	prices	price	NOUN
framr-1718	25	51	(	(	PUNCT
framr-1718	25	52	wang	wang	PROPN
framr-1718	25	53	et	et	PROPN
framr-1718	25	54	al	al	PROPN
framr-1718	25	55	.	.	PROPN
framr-1718	25	56	,	,	PUNCT
framr-1718	25	57	2011	2011	NUM
framr-1718	25	58	)	)	PUNCT
framr-1718	25	59	.	.	PUNCT
framr-1718	26	1	financial	financial	ADJ
framr-1718	26	2	crises	crisis	NOUN
framr-1718	26	3	disturb	disturb	VERB
framr-1718	26	4	the	the	DET
framr-1718	26	5	macro	macro	ADJ
framr-1718	26	6	-	-	ADJ
framr-1718	26	7	economic	economic	ADJ
framr-1718	26	8	equilibrium	equilibrium	NOUN
framr-1718	26	9	and	and	CCONJ
framr-1718	26	10	affect	affect	VERB
framr-1718	26	11	capital	capital	NOUN
framr-1718	26	12	markets	market	NOUN
framr-1718	26	13	adversely	adversely	ADV
framr-1718	26	14	.	.	PUNCT
framr-1718	27	1	the	the	DET
framr-1718	27	2	financial	financial	ADJ
framr-1718	27	3	crises	crisis	NOUN
framr-1718	27	4	in	in	ADP
framr-1718	27	5	turkey	turkey	NOUN
framr-1718	27	6	also	also	ADV
framr-1718	27	7	have	have	AUX
framr-1718	27	8	left	leave	VERB
framr-1718	27	9	deep	deep	ADJ
framr-1718	27	10	scars	scar	NOUN
framr-1718	27	11	and	and	CCONJ
framr-1718	27	12	have	have	AUX
framr-1718	27	13	negatively	negatively	ADV
framr-1718	27	14	affected	affect	VERB
framr-1718	27	15	the	the	DET
framr-1718	27	16	macroeconomic	macroeconomic	ADJ
framr-1718	27	17	factors	factor	NOUN
framr-1718	27	18	.	.	PUNCT
framr-1718	28	1	one	one	NUM
framr-1718	28	2	of	of	ADP
framr-1718	28	3	these	these	DET
framr-1718	28	4	macro	macro	ADJ
framr-1718	28	5	-	-	ADJ
framr-1718	28	6	economic	economic	ADJ
framr-1718	28	7	factors	factor	NOUN
framr-1718	28	8	that	that	PRON
framr-1718	28	9	are	be	AUX
framr-1718	28	10	affected	affect	VERB
framr-1718	28	11	by	by	ADP
framr-1718	28	12	the	the	DET
framr-1718	28	13	financial	financial	ADJ
framr-1718	28	14	crisis	crisis	NOUN
framr-1718	28	15	is	be	AUX
framr-1718	28	16	istanbul	istanbul	PROPN
framr-1718	28	17	stock	stock	PROPN
framr-1718	28	18	exchange	exchange	PROPN
framr-1718	28	19	(	(	PUNCT
framr-1718	28	20	ise	ise	PROPN
framr-1718	28	21	)	)	PUNCT
framr-1718	28	22	(	(	PUNCT
framr-1718	28	23	gençtürk	gençtürk	NOUN
framr-1718	28	24	,	,	PUNCT
framr-1718	28	25	2009	2009	NUM
framr-1718	28	26	)	)	PUNCT
framr-1718	28	27	.	.	PUNCT
framr-1718	29	1	it	it	PRON
framr-1718	29	2	is	be	AUX
framr-1718	29	3	remarkable	remarkable	ADJ
framr-1718	29	4	that	that	SCONJ
framr-1718	29	5	studies	study	NOUN
framr-1718	29	6	on	on	ADP
framr-1718	29	7	stock	stock	NOUN
framr-1718	29	8	index	index	NOUN
framr-1718	29	9	prediction	prediction	NOUN
framr-1718	29	10	are	be	AUX
framr-1718	29	11	quite	quite	ADV
framr-1718	29	12	few	few	ADJ
framr-1718	29	13	in	in	ADP
framr-1718	29	14	turkey	turkey	NOUN
framr-1718	29	15	.	.	PUNCT
framr-1718	30	1	the	the	DET
framr-1718	30	2	purpose	purpose	NOUN
framr-1718	30	3	of	of	ADP
framr-1718	30	4	this	this	DET
framr-1718	30	5	study	study	NOUN
framr-1718	30	6	is	be	AUX
framr-1718	30	7	to	to	PART
framr-1718	30	8	show	show	VERB
framr-1718	30	9	bist-100	bist-100	NOUN
framr-1718	30	10	index	index	NOUN
framr-1718	30	11	predictability	predictability	NOUN
framr-1718	30	12	with	with	ADP
framr-1718	30	13	feed	feed	NOUN
framr-1718	30	14	forward	forward	ADV
framr-1718	30	15	neural	neural	ADJ
framr-1718	30	16	network	network	NOUN
framr-1718	30	17	during	during	ADP
framr-1718	30	18	the	the	DET
framr-1718	30	19	global	global	ADJ
framr-1718	30	20	financial	financial	ADJ
framr-1718	30	21	crisis	crisis	NOUN
framr-1718	30	22	.	.	PUNCT
framr-1718	31	1	2	2	X
framr-1718	31	2	.	.	X
framr-1718	31	3	literature	literature	PROPN
framr-1718	31	4	review	review	PROPN
framr-1718	31	5	studies	study	NOUN
framr-1718	31	6	about	about	ADP
framr-1718	31	7	stock	stock	NOUN
framr-1718	31	8	index	index	NOUN
framr-1718	31	9	prediction	prediction	NOUN
framr-1718	31	10	with	with	ADP
framr-1718	31	11	neural	neural	ADJ
framr-1718	31	12	networks	network	NOUN
framr-1718	31	13	have	have	AUX
framr-1718	31	14	been	be	AUX
framr-1718	31	15	performed	perform	VERB
framr-1718	31	16	about	about	ADP
framr-1718	31	17	for	for	ADP
framr-1718	31	18	25	25	NUM
framr-1718	31	19	years	year	NOUN
framr-1718	31	20	.	.	PUNCT
framr-1718	32	1	kimoto	kimoto	PROPN
framr-1718	32	2	et	et	PROPN
framr-1718	32	3	al	al	PROPN
framr-1718	32	4	.	.	PROPN
framr-1718	33	1	(	(	PUNCT
framr-1718	33	2	1990	1990	NUM
framr-1718	33	3	)	)	PUNCT
framr-1718	33	4	study	study	NOUN
framr-1718	33	5	on	on	ADP
framr-1718	33	6	topix	topix	PROPN
framr-1718	33	7	(	(	PUNCT
framr-1718	33	8	tokyo	tokyo	PROPN
framr-1718	33	9	stock	stock	NOUN
framr-1718	33	10	exchange	exchange	NOUN
framr-1718	33	11	prices	price	NOUN
framr-1718	33	12	indexes	index	NOUN
framr-1718	33	13	)	)	PUNCT
framr-1718	33	14	was	be	AUX
framr-1718	33	15	one	one	NUM
framr-1718	33	16	of	of	ADP
framr-1718	33	17	the	the	DET
framr-1718	33	18	first	first	ADJ
framr-1718	33	19	studies	study	NOUN
framr-1718	33	20	performed	perform	VERB
framr-1718	33	21	on	on	ADP
framr-1718	33	22	stock	stock	NOUN
framr-1718	33	23	index	index	NOUN
framr-1718	33	24	prediction	prediction	NOUN
framr-1718	33	25	.	.	PUNCT
framr-1718	34	1	they	they	PRON
framr-1718	34	2	developed	develop	VERB
framr-1718	34	3	a	a	DET
framr-1718	34	4	number	number	NOUN
framr-1718	34	5	of	of	ADP
framr-1718	34	6	learning	learn	VERB
framr-1718	34	7	algorithms	algorithm	NOUN
framr-1718	34	8	and	and	CCONJ
framr-1718	34	9	prediction	prediction	NOUN
framr-1718	34	10	methods	method	NOUN
framr-1718	34	11	for	for	ADP
framr-1718	34	12	the	the	DET
framr-1718	34	13	topix	topix	ADJ
framr-1718	34	14	prediction	prediction	NOUN
framr-1718	34	15	system	system	NOUN
framr-1718	34	16	.	.	PUNCT
framr-1718	35	1	they	they	PRON
framr-1718	35	2	compared	compare	VERB
framr-1718	35	3	the	the	DET
framr-1718	35	4	neural	neural	ADJ
framr-1718	35	5	network	network	NOUN
framr-1718	35	6	(	(	PUNCT
framr-1718	35	7	nn	nn	NOUN
framr-1718	35	8	)	)	PUNCT
framr-1718	35	9	and	and	CCONJ
framr-1718	35	10	multiple	multiple	ADJ
framr-1718	35	11	regression	regression	NOUN
framr-1718	35	12	analysis	analysis	NOUN
framr-1718	35	13	(	(	PUNCT
framr-1718	35	14	mra	mra	NOUN
framr-1718	35	15	)	)	PUNCT
framr-1718	35	16	and	and	CCONJ
framr-1718	35	17	as	as	ADP
framr-1718	35	18	the	the	DET
framr-1718	35	19	result	result	NOUN
framr-1718	35	20	of	of	ADP
framr-1718	35	21	their	their	PRON
framr-1718	35	22	study	study	NOUN
framr-1718	35	23	they	they	PRON
framr-1718	35	24	observed	observe	VERB
framr-1718	35	25	that	that	SCONJ
framr-1718	35	26	nn	nn	PROPN
framr-1718	35	27	learned	learn	VERB
framr-1718	35	28	the	the	DET
framr-1718	35	29	data	datum	NOUN
framr-1718	35	30	well	well	ADV
framr-1718	35	31	enough	enough	ADV
framr-1718	35	32	to	to	PART
framr-1718	35	33	show	show	VERB
framr-1718	35	34	a	a	DET
framr-1718	35	35	very	very	ADV
framr-1718	35	36	high	high	ADJ
framr-1718	35	37	correlation	correlation	NOUN
framr-1718	35	38	coefficient	coefficient	NOUN
framr-1718	35	39	(	(	PUNCT
framr-1718	35	40	0.991	0.991	NUM
framr-1718	35	41	)	)	PUNCT
framr-1718	35	42	and	and	CCONJ
framr-1718	35	43	mra	mra	VERB
framr-1718	35	44	even	even	ADV
framr-1718	35	45	a	a	DET
framr-1718	35	46	lower	low	ADJ
framr-1718	35	47	correlation	correlation	NOUN
framr-1718	35	48	coefficient	coefficient	NOUN
framr-1718	35	49	(	(	PUNCT
framr-1718	35	50	0.543	0.543	NUM
framr-1718	35	51	)	)	PUNCT
framr-1718	35	52	.	.	PUNCT
framr-1718	36	1	this	this	PRON
framr-1718	36	2	shows	show	VERB
framr-1718	36	3	nn	nn	PROPN
framr-1718	36	4	is	be	AUX
framr-1718	36	5	more	more	ADV
framr-1718	36	6	effective	effective	ADJ
framr-1718	36	7	than	than	ADP
framr-1718	36	8	mra	mra	PROPN
framr-1718	36	9	.	.	PUNCT
framr-1718	37	1	yoon	yoon	PROPN
framr-1718	37	2	and	and	CCONJ
framr-1718	37	3	george	george	PROPN
framr-1718	37	4	(	(	PUNCT
framr-1718	37	5	1991	1991	NUM
framr-1718	37	6	)	)	PUNCT
framr-1718	37	7	studied	study	VERB
framr-1718	37	8	stock	stock	NOUN
framr-1718	37	9	price	price	NOUN
framr-1718	37	10	forecasting	forecasting	NOUN
framr-1718	37	11	and	and	CCONJ
framr-1718	37	12	compared	compare	VERB
framr-1718	37	13	neural	neural	ADJ
framr-1718	37	14	networks	network	NOUN
framr-1718	37	15	to	to	ADP
framr-1718	37	16	multiple	multiple	ADJ
framr-1718	37	17	discriminant	discriminant	ADJ
framr-1718	37	18	analysis	analysis	NOUN
framr-1718	37	19	(	(	PUNCT
framr-1718	37	20	mda	mda	PROPN
framr-1718	37	21	)	)	PUNCT
framr-1718	37	22	.	.	PUNCT
framr-1718	38	1	they	they	PRON
framr-1718	38	2	obtained	obtain	VERB
framr-1718	38	3	that	that	SCONJ
framr-1718	38	4	the	the	DET
framr-1718	38	5	mean	mean	ADJ
framr-1718	38	6	success	success	NOUN
framr-1718	38	7	rate	rate	NOUN
framr-1718	38	8	during	during	ADP
framr-1718	38	9	the	the	DET
framr-1718	38	10	testing	testing	NOUN
framr-1718	38	11	phase	phase	NOUN
framr-1718	38	12	for	for	ADP
framr-1718	38	13	the	the	DET
framr-1718	38	14	four	four	NUM
framr-1718	38	15	-	-	PUNCT
framr-1718	38	16	layered	layered	ADJ
framr-1718	38	17	network	network	NOUN
framr-1718	38	18	was	be	AUX
framr-1718	38	19	77.5	77.5	NUM
framr-1718	38	20	%	%	NOUN
framr-1718	38	21	as	as	ADP
framr-1718	38	22	compared	compare	VERB
framr-1718	38	23	with	with	ADP
framr-1718	38	24	mda	mda	PROPN
framr-1718	38	25	technique	technique	NOUN
framr-1718	38	26	65	65	NUM
framr-1718	38	27	%	%	NOUN
framr-1718	38	28	.	.	PUNCT
framr-1718	39	1	this	this	DET
framr-1718	39	2	result	result	NOUN
framr-1718	39	3	shows	show	VERB
framr-1718	39	4	that	that	SCONJ
framr-1718	39	5	nn	nn	PROPN
framr-1718	39	6	method	method	NOUN
framr-1718	39	7	significantly	significantly	ADV
framr-1718	39	8	enhanced	enhance	VERB
framr-1718	39	9	the	the	DET
framr-1718	39	10	mda	mda	PROPN
framr-1718	39	11	model	model	PROPN
framr-1718	39	12	’s	’s	PART
framr-1718	39	13	stock	stock	NOUN
framr-1718	39	14	price	price	NOUN
framr-1718	39	15	predictive	predictive	ADJ
framr-1718	39	16	power	power	NOUN
framr-1718	39	17	yoon	yoon	PROPN
framr-1718	39	18	et	et	PROPN
framr-1718	39	19	al	al	PROPN
framr-1718	39	20	.	.	PROPN
framr-1718	40	1	(	(	PUNCT
framr-1718	40	2	1993	1993	NUM
framr-1718	40	3	)	)	PUNCT
framr-1718	40	4	compared	compare	VERB
framr-1718	40	5	neural	neural	ADJ
framr-1718	40	6	networks	network	NOUN
framr-1718	40	7	to	to	PART
framr-1718	40	8	discriminant	discriminant	VERB
framr-1718	40	9	analysis	analysis	NOUN
framr-1718	40	10	(	(	PUNCT
framr-1718	40	11	da	da	NOUN
framr-1718	40	12	)	)	PUNCT
framr-1718	40	13	and	and	CCONJ
framr-1718	40	14	they	they	PRON
framr-1718	40	15	found	find	VERB
framr-1718	40	16	that	that	SCONJ
framr-1718	40	17	the	the	DET
framr-1718	40	18	accuracy	accuracy	NOUN
framr-1718	40	19	of	of	ADP
framr-1718	40	20	ann	ann	PROPN
framr-1718	40	21	is	be	AUX
framr-1718	40	22	91	91	NUM
framr-1718	40	23	%	%	NOUN
framr-1718	40	24	,	,	PUNCT
framr-1718	40	25	whereas	whereas	SCONJ
framr-1718	40	26	the	the	DET
framr-1718	40	27	accuracy	accuracy	NOUN
framr-1718	40	28	of	of	ADP
framr-1718	40	29	da	da	PROPN
framr-1718	40	30	is	be	AUX
framr-1718	40	31	74	74	NUM
framr-1718	40	32	%	%	NOUN
framr-1718	40	33	.	.	PUNCT
framr-1718	41	1	mallaris	mallaris	NOUN
framr-1718	41	2	and	and	CCONJ
framr-1718	41	3	linda	linda	PROPN
framr-1718	41	4	(	(	PUNCT
framr-1718	41	5	1996	1996	NUM
framr-1718	41	6	)	)	PUNCT
framr-1718	41	7	studied	study	VERB
framr-1718	41	8	s&p	s&p	PROPN
framr-1718	41	9	500	500	NUM
framr-1718	41	10	index	index	NOUN
framr-1718	41	11	in	in	ADP
framr-1718	41	12	order	order	NOUN
framr-1718	41	13	to	to	PART
framr-1718	41	14	present	present	VERB
framr-1718	41	15	a	a	DET
framr-1718	41	16	neural	neural	ADJ
framr-1718	41	17	network	network	NOUN
framr-1718	41	18	which	which	PRON
framr-1718	41	19	accurately	accurately	ADV
framr-1718	41	20	forecasts	forecast	VERB
framr-1718	41	21	the	the	DET
framr-1718	41	22	volatility	volatility	NOUN
framr-1718	41	23	most	most	ADV
framr-1718	41	24	often	often	ADV
framr-1718	41	25	used	use	VERB
framr-1718	41	26	by	by	ADP
framr-1718	41	27	traders	trader	NOUN
framr-1718	41	28	using	use	VERB
framr-1718	41	29	black	black	ADJ
framr-1718	41	30	-	-	PUNCT
framr-1718	41	31	scholes	schole	NOUN
framr-1718	41	32	formula	formula	NOUN
framr-1718	41	33	to	to	PART
framr-1718	41	34	calculate	calculate	VERB
framr-1718	41	35	implied	implied	ADJ
framr-1718	41	36	volatility	volatility	NOUN
framr-1718	41	37	.	.	PUNCT
framr-1718	42	1	the	the	DET
framr-1718	42	2	overall	overall	ADJ
framr-1718	42	3	proportion	proportion	NOUN
framr-1718	42	4	of	of	ADP
framr-1718	42	5	correct	correct	ADJ
framr-1718	42	6	direction	direction	NOUN
framr-1718	42	7	predictions	prediction	NOUN
framr-1718	42	8	was	be	AUX
framr-1718	42	9	0.794	0.794	NUM
framr-1718	42	10	.	.	PUNCT
framr-1718	43	1	the	the	DET
framr-1718	43	2	correlation	correlation	NOUN
framr-1718	43	3	between	between	ADP
framr-1718	43	4	the	the	DET
framr-1718	43	5	neural	neural	ADJ
framr-1718	43	6	network	network	NOUN
framr-1718	43	7	forecast	forecast	PROPN
framr-1718	43	8	and	and	CCONJ
framr-1718	43	9	the	the	DET
framr-1718	43	10	future	future	ADJ
framr-1718	43	11	implied	imply	VERB
framr-1718	43	12	volatility	volatility	NOUN
framr-1718	43	13	was	be	AUX
framr-1718	43	14	0.8535	0.8535	NUM
framr-1718	43	15	with	with	ADP
framr-1718	43	16	a	a	DET
framr-1718	43	17	significance	significance	NOUN
framr-1718	43	18	level	level	NOUN
framr-1718	43	19	of	of	ADP
framr-1718	43	20	0.0001	0.0001	NUM
framr-1718	43	21	.	.	PUNCT
framr-1718	44	1	mizuno	mizuno	PROPN
framr-1718	44	2	et	et	PROPN
framr-1718	44	3	al	al	PROPN
framr-1718	44	4	.	.	PROPN
framr-1718	45	1	(	(	PUNCT
framr-1718	45	2	1998	1998	NUM
framr-1718	45	3	)	)	PUNCT
framr-1718	45	4	predicted	predict	VERB
framr-1718	45	5	buying	buying	NOUN
framr-1718	45	6	and	and	CCONJ
framr-1718	45	7	selling	sell	VERB
framr-1718	45	8	signals	signal	NOUN
framr-1718	45	9	of	of	ADP
framr-1718	45	10	tokyo	tokyo	PROPN
framr-1718	45	11	financial	financial	ADJ
framr-1718	45	12	risk	risk	NOUN
framr-1718	45	13	and	and	CCONJ
framr-1718	45	14	management	management	NOUN
framr-1718	45	15	reviews	review	NOUN
framr-1718	45	16	,	,	PUNCT
framr-1718	45	17	2015	2015	NUM
framr-1718	45	18	,	,	PUNCT
framr-1718	45	19	1(2):53	1(2):53	NUM
framr-1718	45	20	-	-	SYM
framr-1718	45	21	67	67	NUM
framr-1718	45	22	55	55	NUM
framr-1718	45	23	©	©	PROPN
framr-1718	45	24	2015	2015	NUM
framr-1718	45	25	conscientia	conscientia	PROPN
framr-1718	45	26	beam	beam	PROPN
framr-1718	45	27	.	.	PUNCT
framr-1718	46	1	all	all	DET
framr-1718	46	2	rights	right	NOUN
framr-1718	46	3	reserved	reserve	VERB
framr-1718	46	4	.	.	PUNCT
framr-1718	47	1	stock	stock	NOUN
framr-1718	47	2	exchange	exchange	PROPN
framr-1718	47	3	prices	price	NOUN
framr-1718	47	4	index	index	NOUN
framr-1718	47	5	(	(	PUNCT
framr-1718	47	6	topix	topix	PROPN
framr-1718	47	7	)	)	PUNCT
framr-1718	47	8	with	with	ADP
framr-1718	47	9	an	an	DET
framr-1718	47	10	accuracy	accuracy	NOUN
framr-1718	47	11	of	of	ADP
framr-1718	47	12	63	63	NUM
framr-1718	47	13	%	%	NOUN
framr-1718	47	14	using	use	VERB
framr-1718	47	15	the	the	DET
framr-1718	47	16	neural	neural	ADJ
framr-1718	47	17	network	network	NOUN
framr-1718	47	18	system	system	NOUN
framr-1718	47	19	that	that	PRON
framr-1718	47	20	they	they	PRON
framr-1718	47	21	had	have	AUX
framr-1718	47	22	developed	develop	VERB
framr-1718	47	23	.	.	PUNCT
framr-1718	48	1	phua	phua	PROPN
framr-1718	48	2	et	et	PROPN
framr-1718	48	3	al	al	PROPN
framr-1718	48	4	.	.	PROPN
framr-1718	49	1	(	(	PUNCT
framr-1718	49	2	2000	2000	NUM
framr-1718	49	3	)	)	PUNCT
framr-1718	49	4	used	use	VERB
framr-1718	49	5	the	the	DET
framr-1718	49	6	neural	neural	ADJ
framr-1718	49	7	networks	network	NOUN
framr-1718	49	8	and	and	CCONJ
framr-1718	49	9	genetic	genetic	ADJ
framr-1718	49	10	algorithm	algorithm	NOUN
framr-1718	49	11	(	(	PUNCT
framr-1718	49	12	ga	ga	NOUN
framr-1718	49	13	)	)	PUNCT
framr-1718	49	14	in	in	ADP
framr-1718	49	15	order	order	NOUN
framr-1718	49	16	to	to	PART
framr-1718	49	17	estimate	estimate	VERB
framr-1718	49	18	the	the	DET
framr-1718	49	19	singapore	singapore	PROPN
framr-1718	49	20	exchange	exchange	PROPN
framr-1718	49	21	(	(	PUNCT
framr-1718	49	22	sgx	sgx	PROPN
framr-1718	49	23	)	)	PUNCT
framr-1718	49	24	and	and	CCONJ
framr-1718	49	25	examined	examine	VERB
framr-1718	49	26	360	360	NUM
framr-1718	49	27	data	datum	NOUN
framr-1718	49	28	between	between	ADP
framr-1718	49	29	august	august	PROPN
framr-1718	49	30	1998	1998	NUM
framr-1718	49	31	and	and	CCONJ
framr-1718	49	32	january	january	PROPN
framr-1718	49	33	2000	2000	NUM
framr-1718	49	34	.	.	PUNCT
framr-1718	50	1	they	they	PRON
framr-1718	50	2	also	also	ADV
framr-1718	50	3	considered	consider	VERB
framr-1718	50	4	the	the	DET
framr-1718	50	5	trading	trading	NOUN
framr-1718	50	6	volume	volume	NOUN
framr-1718	50	7	,	,	PUNCT
framr-1718	50	8	opening	opening	NOUN
framr-1718	50	9	price	price	NOUN
framr-1718	50	10	,	,	PUNCT
framr-1718	50	11	closing	closing	NOUN
framr-1718	50	12	price	price	NOUN
framr-1718	50	13	,	,	PUNCT
framr-1718	50	14	the	the	DET
framr-1718	50	15	highest	high	ADJ
framr-1718	50	16	price	price	NOUN
framr-1718	50	17	and	and	CCONJ
framr-1718	50	18	the	the	DET
framr-1718	50	19	lowest	low	ADJ
framr-1718	50	20	price	price	NOUN
framr-1718	50	21	of	of	ADP
framr-1718	50	22	sgx	sgx	PROPN
framr-1718	50	23	and	and	CCONJ
framr-1718	50	24	thus	thus	ADV
framr-1718	50	25	predicted	predict	VERB
framr-1718	50	26	sgx	sgx	PROPN
framr-1718	50	27	trend	trend	NOUN
framr-1718	50	28	with	with	ADP
framr-1718	50	29	an	an	DET
framr-1718	50	30	accuracy	accuracy	NOUN
framr-1718	50	31	of	of	ADP
framr-1718	50	32	81	81	NUM
framr-1718	50	33	%	%	NOUN
framr-1718	50	34	.	.	PUNCT
framr-1718	51	1	o’connor	o’connor	ADV
framr-1718	51	2	and	and	CCONJ
framr-1718	51	3	michael	michael	PROPN
framr-1718	51	4	(	(	PUNCT
framr-1718	51	5	2005	2005	NUM
framr-1718	51	6	)	)	PUNCT
framr-1718	51	7	evaluated	evaluate	VERB
framr-1718	51	8	the	the	DET
framr-1718	51	9	effectiveness	effectiveness	NOUN
framr-1718	51	10	of	of	ADP
framr-1718	51	11	using	use	VERB
framr-1718	51	12	external	external	ADJ
framr-1718	51	13	indicators	indicator	NOUN
framr-1718	51	14	,	,	PUNCT
framr-1718	51	15	such	such	ADJ
framr-1718	51	16	as	as	ADP
framr-1718	51	17	commodity	commodity	NOUN
framr-1718	51	18	prices	price	NOUN
framr-1718	51	19	and	and	CCONJ
framr-1718	51	20	currency	currency	NOUN
framr-1718	51	21	exchange	exchange	NOUN
framr-1718	51	22	rates	rate	NOUN
framr-1718	51	23	,	,	PUNCT
framr-1718	51	24	in	in	ADP
framr-1718	51	25	predicting	predict	VERB
framr-1718	51	26	dow	dow	PROPN
framr-1718	51	27	jones	jones	PROPN
framr-1718	51	28	industrial	industrial	PROPN
framr-1718	51	29	average	average	PROPN
framr-1718	51	30	(	(	PUNCT
framr-1718	51	31	djia	djia	PROPN
framr-1718	51	32	)	)	PUNCT
framr-1718	51	33	index	index	NOUN
framr-1718	51	34	movements	movement	NOUN
framr-1718	51	35	.	.	PUNCT
framr-1718	52	1	basing	base	VERB
framr-1718	52	2	trading	trading	NOUN
framr-1718	52	3	decisions	decision	NOUN
framr-1718	52	4	on	on	ADP
framr-1718	52	5	a	a	DET
framr-1718	52	6	neural	neural	ADJ
framr-1718	52	7	network	network	NOUN
framr-1718	52	8	trained	train	VERB
framr-1718	52	9	on	on	ADP
framr-1718	52	10	a	a	DET
framr-1718	52	11	range	range	NOUN
framr-1718	52	12	of	of	ADP
framr-1718	52	13	external	external	ADJ
framr-1718	52	14	indicators	indicator	NOUN
framr-1718	52	15	resulted	result	VERB
framr-1718	52	16	with	with	ADP
framr-1718	52	17	a	a	DET
framr-1718	52	18	yearly	yearly	ADJ
framr-1718	52	19	23.5	23.5	NUM
framr-1718	52	20	%	%	NOUN
framr-1718	52	21	profit	profit	NOUN
framr-1718	52	22	while	while	SCONJ
framr-1718	52	23	the	the	DET
framr-1718	52	24	djia	djia	PROPN
framr-1718	52	25	index	index	NOUN
framr-1718	52	26	grew	grow	VERB
framr-1718	52	27	by	by	ADP
framr-1718	52	28	13.03	13.03	NUM
framr-1718	52	29	%	%	NOUN
framr-1718	52	30	per	per	ADP
framr-1718	52	31	annum	annum	NOUN
framr-1718	52	32	.	.	PUNCT
framr-1718	53	1	li	li	PROPN
framr-1718	53	2	and	and	CCONJ
framr-1718	53	3	liu	liu	PROPN
framr-1718	53	4	(	(	PUNCT
framr-1718	53	5	2009	2009	NUM
framr-1718	53	6	)	)	PUNCT
framr-1718	53	7	study	study	NOUN
framr-1718	53	8	on	on	ADP
framr-1718	53	9	shanghai	shanghai	PROPN
framr-1718	53	10	stock	stock	PROPN
framr-1718	53	11	exchange	exchange	PROPN
framr-1718	53	12	(	(	PUNCT
framr-1718	53	13	sse	sse	PROPN
framr-1718	53	14	)	)	PUNCT
framr-1718	53	15	proved	prove	VERB
framr-1718	53	16	that	that	SCONJ
framr-1718	53	17	the	the	DET
framr-1718	53	18	back	back	ADJ
framr-1718	53	19	propagation	propagation	NOUN
framr-1718	53	20	(	(	PUNCT
framr-1718	53	21	bp	bp	PROPN
framr-1718	53	22	)	)	PUNCT
framr-1718	53	23	network	network	NOUN
framr-1718	53	24	based	base	VERB
framr-1718	53	25	on	on	ADP
framr-1718	53	26	levenberg	levenberg	PROPN
framr-1718	53	27	-	-	PUNCT
framr-1718	53	28	marquardt	marquardt	PROPN
framr-1718	53	29	(	(	PUNCT
framr-1718	53	30	lm	lm	INTJ
framr-1718	53	31	)	)	PUNCT
framr-1718	53	32	algorithm	algorithm	NOUN
framr-1718	53	33	can	can	AUX
framr-1718	53	34	provide	provide	VERB
framr-1718	53	35	effective	effective	ADJ
framr-1718	53	36	short	short	ADJ
framr-1718	53	37	term	term	NOUN
framr-1718	53	38	predictions	prediction	NOUN
framr-1718	53	39	after	after	ADP
framr-1718	53	40	providing	provide	VERB
framr-1718	53	41	the	the	DET
framr-1718	53	42	network	network	NOUN
framr-1718	53	43	with	with	ADP
framr-1718	53	44	the	the	DET
framr-1718	53	45	necessary	necessary	ADJ
framr-1718	53	46	training	training	NOUN
framr-1718	53	47	.	.	PUNCT
framr-1718	54	1	guresen	guresen	NOUN
framr-1718	54	2	et	et	PROPN
framr-1718	54	3	al	al	PROPN
framr-1718	54	4	.	.	PROPN
framr-1718	55	1	(	(	PUNCT
framr-1718	55	2	2011	2011	NUM
framr-1718	55	3	)	)	PUNCT
framr-1718	55	4	evaluated	evaluate	VERB
framr-1718	55	5	the	the	DET
framr-1718	55	6	effectiveness	effectiveness	NOUN
framr-1718	55	7	of	of	ADP
framr-1718	55	8	nn	nn	PROPN
framr-1718	55	9	models	model	NOUN
framr-1718	55	10	known	know	VERB
framr-1718	55	11	to	to	PART
framr-1718	55	12	be	be	AUX
framr-1718	55	13	dynamic	dynamic	ADJ
framr-1718	55	14	and	and	CCONJ
framr-1718	55	15	effective	effective	ADJ
framr-1718	55	16	nasdaq	nasdaq	PROPN
framr-1718	55	17	stock	stock	NOUN
framr-1718	55	18	exchange	exchange	PROPN
framr-1718	55	19	index	index	NOUN
framr-1718	55	20	predicators	predicator	NOUN
framr-1718	55	21	.	.	PUNCT
framr-1718	56	1	the	the	DET
framr-1718	56	2	models	model	NOUN
framr-1718	56	3	analyzed	analyze	VERB
framr-1718	56	4	are	be	AUX
framr-1718	56	5	mlp	mlp	NOUN
framr-1718	56	6	,	,	PUNCT
framr-1718	56	7	dynamic	dynamic	ADJ
framr-1718	56	8	artificial	artificial	ADJ
framr-1718	56	9	neural	neural	ADJ
framr-1718	56	10	network	network	NOUN
framr-1718	56	11	(	(	PUNCT
framr-1718	56	12	dan2	dan2	PROPN
framr-1718	56	13	)	)	PUNCT
framr-1718	56	14	and	and	CCONJ
framr-1718	56	15	the	the	DET
framr-1718	56	16	hybrid	hybrid	ADJ
framr-1718	56	17	neural	neural	ADJ
framr-1718	56	18	networks	network	NOUN
framr-1718	56	19	using	use	VERB
framr-1718	56	20	generalized	generalized	ADJ
framr-1718	56	21	autoregressive	autoregressive	ADJ
framr-1718	56	22	conditional	conditional	ADJ
framr-1718	56	23	heteroscedasticity	heteroscedasticity	NOUN
framr-1718	56	24	(	(	PUNCT
framr-1718	56	25	garch	garch	NOUN
framr-1718	56	26	)	)	PUNCT
framr-1718	56	27	to	to	PART
framr-1718	56	28	extract	extract	VERB
framr-1718	56	29	new	new	ADJ
framr-1718	56	30	input	input	NOUN
framr-1718	56	31	variables	variable	NOUN
framr-1718	56	32	.	.	PUNCT
framr-1718	57	1	they	they	PRON
framr-1718	57	2	concluded	conclude	VERB
framr-1718	57	3	that	that	SCONJ
framr-1718	57	4	mlp	mlp	PROPN
framr-1718	57	5	is	be	AUX
framr-1718	57	6	a	a	DET
framr-1718	57	7	powerful	powerful	ADJ
framr-1718	57	8	and	and	CCONJ
framr-1718	57	9	practical	practical	ADJ
framr-1718	57	10	tool	tool	NOUN
framr-1718	57	11	for	for	ADP
framr-1718	57	12	forecasting	forecast	VERB
framr-1718	57	13	stock	stock	NOUN
framr-1718	57	14	movements	movement	NOUN
framr-1718	57	15	due	due	ADP
framr-1718	57	16	to	to	ADP
framr-1718	57	17	its	its	PRON
framr-1718	57	18	small	small	ADJ
framr-1718	57	19	error	error	NOUN
framr-1718	57	20	rate	rate	NOUN
framr-1718	57	21	(	(	PUNCT
framr-1718	57	22	0.54	0.54	NUM
framr-1718	57	23	%	%	NOUN
framr-1718	57	24	)	)	PUNCT
framr-1718	57	25	.	.	PUNCT
framr-1718	58	1	aghababaeyan	aghababaeyan	PROPN
framr-1718	58	2	et	et	PROPN
framr-1718	58	3	al	al	PROPN
framr-1718	58	4	.	.	PROPN
framr-1718	59	1	(	(	PUNCT
framr-1718	59	2	2011	2011	NUM
framr-1718	59	3	)	)	PUNCT
framr-1718	59	4	used	use	VERB
framr-1718	59	5	the	the	DET
framr-1718	59	6	neural	neural	ADJ
framr-1718	59	7	network	network	NOUN
framr-1718	59	8	standard	standard	PROPN
framr-1718	59	9	feedforward	feedforward	PROPN
framr-1718	59	10	back	back	ADV
framr-1718	59	11	propagation	propagation	NOUN
framr-1718	59	12	(	(	PUNCT
framr-1718	59	13	ffb	ffb	NOUN
framr-1718	59	14	)	)	PUNCT
framr-1718	59	15	in	in	ADP
framr-1718	59	16	order	order	NOUN
framr-1718	59	17	to	to	PART
framr-1718	59	18	predict	predict	VERB
framr-1718	59	19	the	the	DET
framr-1718	59	20	tehran	tehran	PROPN
framr-1718	59	21	stock	stock	PROPN
framr-1718	59	22	exchange	exchange	PROPN
framr-1718	59	23	(	(	PUNCT
framr-1718	59	24	tse	tse	PROPN
framr-1718	59	25	)	)	PUNCT
framr-1718	59	26	.	.	PUNCT
framr-1718	60	1	they	they	PRON
framr-1718	60	2	found	find	VERB
framr-1718	60	3	that	that	SCONJ
framr-1718	60	4	their	their	PRON
framr-1718	60	5	prediction	prediction	NOUN
framr-1718	60	6	model	model	NOUN
framr-1718	60	7	can	can	AUX
framr-1718	60	8	notify	notify	VERB
framr-1718	60	9	the	the	DET
framr-1718	60	10	direction	direction	NOUN
framr-1718	60	11	of	of	ADP
framr-1718	60	12	stock	stock	NOUN
framr-1718	60	13	price	price	NOUN
framr-1718	60	14	movements	movement	NOUN
framr-1718	60	15	with	with	ADP
framr-1718	60	16	an	an	DET
framr-1718	60	17	accuracy	accuracy	NOUN
framr-1718	60	18	of	of	ADP
framr-1718	60	19	83	83	NUM
framr-1718	60	20	%	%	NOUN
framr-1718	60	21	when	when	SCONJ
framr-1718	60	22	upcoming	upcoming	ADJ
framr-1718	60	23	news	news	NOUN
framr-1718	60	24	is	be	AUX
framr-1718	60	25	released	release	VERB
framr-1718	60	26	.	.	PUNCT
framr-1718	61	1	wang	wang	PROPN
framr-1718	61	2	et	et	PROPN
framr-1718	61	3	al	al	PROPN
framr-1718	61	4	.	.	PROPN
framr-1718	61	5	(	(	PUNCT
framr-1718	61	6	2011	2011	NUM
framr-1718	61	7	)	)	PUNCT
framr-1718	61	8	proposed	propose	VERB
framr-1718	61	9	a	a	DET
framr-1718	61	10	new	new	ADJ
framr-1718	61	11	approach	approach	NOUN
framr-1718	61	12	to	to	PART
framr-1718	61	13	forecast	forecast	VERB
framr-1718	61	14	shanghai	shanghai	PROPN
framr-1718	61	15	composite	composite	ADJ
framr-1718	61	16	index	index	NOUN
framr-1718	61	17	(	(	PUNCT
framr-1718	61	18	sci	sci	PROPN
framr-1718	61	19	)	)	PUNCT
framr-1718	61	20	stock	stock	NOUN
framr-1718	61	21	prices	price	NOUN
framr-1718	61	22	via	via	ADP
framr-1718	61	23	the	the	DET
framr-1718	61	24	wavelet	wavelet	NOUN
framr-1718	61	25	de	de	PROPN
framr-1718	61	26	-	-	ADJ
framr-1718	61	27	noising	noising	NOUN
framr-1718	61	28	-	-	PUNCT
framr-1718	61	29	based	base	VERB
framr-1718	61	30	back	back	NOUN
framr-1718	61	31	propagation	propagation	NOUN
framr-1718	61	32	(	(	PUNCT
framr-1718	61	33	wdbp	wdbp	NOUN
framr-1718	61	34	)	)	PUNCT
framr-1718	61	35	neural	neural	ADJ
framr-1718	61	36	network	network	NOUN
framr-1718	61	37	.	.	PUNCT
framr-1718	62	1	to	to	PART
framr-1718	62	2	show	show	VERB
framr-1718	62	3	the	the	DET
framr-1718	62	4	advantage	advantage	NOUN
framr-1718	62	5	of	of	ADP
framr-1718	62	6	this	this	DET
framr-1718	62	7	new	new	ADJ
framr-1718	62	8	approach	approach	NOUN
framr-1718	62	9	for	for	ADP
framr-1718	62	10	stock	stock	NOUN
framr-1718	62	11	index	index	NOUN
framr-1718	62	12	forecast	forecast	NOUN
framr-1718	62	13	,	,	PUNCT
framr-1718	62	14	the	the	DET
framr-1718	62	15	wdbp	wdbp	ADJ
framr-1718	62	16	neural	neural	ADJ
framr-1718	62	17	network	network	NOUN
framr-1718	62	18	was	be	AUX
framr-1718	62	19	compared	compare	VERB
framr-1718	62	20	with	with	ADP
framr-1718	62	21	the	the	DET
framr-1718	62	22	single	single	ADJ
framr-1718	62	23	back	back	NOUN
framr-1718	62	24	propagation	propagation	NOUN
framr-1718	62	25	(	(	PUNCT
framr-1718	62	26	bp	bp	PROPN
framr-1718	62	27	)	)	PUNCT
framr-1718	62	28	neural	neural	ADJ
framr-1718	62	29	network	network	NOUN
framr-1718	62	30	using	use	VERB
framr-1718	62	31	real	real	ADJ
framr-1718	62	32	data	datum	NOUN
framr-1718	62	33	set	set	VERB
framr-1718	62	34	and	and	CCONJ
framr-1718	62	35	concluded	conclude	VERB
framr-1718	62	36	that	that	SCONJ
framr-1718	62	37	their	their	PRON
framr-1718	62	38	wdbp	wdbp	NOUN
framr-1718	62	39	model	model	NOUN
framr-1718	62	40	was	be	AUX
framr-1718	62	41	more	more	ADV
framr-1718	62	42	effective	effective	ADJ
framr-1718	62	43	.	.	PUNCT
framr-1718	63	1	desai	desai	PROPN
framr-1718	63	2	et	et	PROPN
framr-1718	63	3	al	al	PROPN
framr-1718	63	4	.	.	PROPN
framr-1718	64	1	(	(	PUNCT
framr-1718	64	2	2012	2012	NUM
framr-1718	64	3	)	)	PUNCT
framr-1718	64	4	presented	present	VERB
framr-1718	64	5	a	a	DET
framr-1718	64	6	computational	computational	ADJ
framr-1718	64	7	approach	approach	NOUN
framr-1718	64	8	for	for	ADP
framr-1718	64	9	predicting	predict	VERB
framr-1718	64	10	the	the	DET
framr-1718	64	11	s&p	s&p	PROPN
framr-1718	64	12	cnx	cnx	PROPN
framr-1718	64	13	nifty	nifty	ADJ
framr-1718	64	14	50	50	NUM
framr-1718	64	15	index	index	NOUN
framr-1718	64	16	.	.	PUNCT
framr-1718	65	1	for	for	ADP
framr-1718	65	2	this	this	DET
framr-1718	65	3	approach	approach	NOUN
framr-1718	65	4	they	they	PRON
framr-1718	65	5	used	use	VERB
framr-1718	65	6	a	a	DET
framr-1718	65	7	neural	neural	ADJ
framr-1718	65	8	network	network	NOUN
framr-1718	65	9	based	base	VERB
framr-1718	65	10	model	model	NOUN
framr-1718	65	11	in	in	ADP
framr-1718	65	12	predicting	predict	VERB
framr-1718	65	13	the	the	DET
framr-1718	65	14	direction	direction	NOUN
framr-1718	65	15	of	of	ADP
framr-1718	65	16	the	the	DET
framr-1718	65	17	movement	movement	NOUN
framr-1718	65	18	of	of	ADP
framr-1718	65	19	the	the	DET
framr-1718	65	20	closing	closing	NOUN
framr-1718	65	21	value	value	NOUN
framr-1718	65	22	for	for	ADP
framr-1718	65	23	the	the	DET
framr-1718	65	24	next	next	ADJ
framr-1718	65	25	day	day	NOUN
framr-1718	65	26	with	with	ADP
framr-1718	65	27	an	an	DET
framr-1718	65	28	accuracy	accuracy	NOUN
framr-1718	65	29	of	of	ADP
framr-1718	65	30	82	82	NUM
framr-1718	65	31	%	%	NOUN
framr-1718	65	32	.	.	PUNCT
framr-1718	66	1	in	in	ADP
framr-1718	66	2	turkey	turkey	PROPN
framr-1718	66	3	,	,	PUNCT
framr-1718	66	4	anns	ann	NOUN
framr-1718	66	5	are	be	AUX
framr-1718	66	6	used	use	VERB
framr-1718	66	7	primarily	primarily	ADV
framr-1718	66	8	in	in	ADP
framr-1718	66	9	predicting	predict	VERB
framr-1718	66	10	the	the	DET
framr-1718	66	11	financial	financial	ADJ
framr-1718	66	12	failure	failure	NOUN
framr-1718	66	13	(	(	PUNCT
framr-1718	66	14	yıldız	yıldız	PROPN
framr-1718	66	15	,	,	PUNCT
framr-1718	66	16	2001	2001	NUM
framr-1718	66	17	)	)	PUNCT
framr-1718	66	18	.	.	PUNCT
framr-1718	67	1	diler	diler	PROPN
framr-1718	67	2	(	(	PUNCT
framr-1718	67	3	2003	2003	NUM
framr-1718	67	4	)	)	PUNCT
framr-1718	67	5	predicted	predict	VERB
framr-1718	67	6	bist100	bist100	NUM
framr-1718	67	7	index	index	NOUN
framr-1718	67	8	trend	trend	NOUN
framr-1718	67	9	for	for	ADP
framr-1718	67	10	the	the	DET
framr-1718	67	11	next	next	ADJ
framr-1718	67	12	day	day	NOUN
framr-1718	67	13	up	up	ADP
framr-1718	67	14	to	to	ADP
framr-1718	67	15	60.81	60.81	NUM
framr-1718	67	16	%	%	NOUN
framr-1718	67	17	using	use	VERB
framr-1718	67	18	ann	ann	PROPN
framr-1718	67	19	with	with	ADP
framr-1718	67	20	error	error	NOUN
framr-1718	67	21	back	back	NOUN
framr-1718	67	22	propagation	propagation	NOUN
framr-1718	67	23	(	(	PUNCT
framr-1718	67	24	bp	bp	PROPN
framr-1718	67	25	)	)	PUNCT
framr-1718	67	26	method	method	NOUN
framr-1718	67	27	.	.	PUNCT
framr-1718	68	1	in	in	ADP
framr-1718	68	2	a	a	DET
framr-1718	68	3	similar	similar	ADJ
framr-1718	68	4	study	study	NOUN
framr-1718	68	5	,	,	PUNCT
framr-1718	68	6	yildiz	yildiz	PROPN
framr-1718	68	7	et	et	PROPN
framr-1718	68	8	al	al	PROPN
framr-1718	68	9	.	.	PROPN
framr-1718	69	1	(	(	PUNCT
framr-1718	69	2	2008	2008	NUM
framr-1718	69	3	)	)	PUNCT
framr-1718	69	4	estimated	estimate	VERB
framr-1718	69	5	the	the	DET
framr-1718	69	6	trend	trend	NOUN
framr-1718	69	7	of	of	ADP
framr-1718	69	8	bist-100	bist-100	NOUN
framr-1718	69	9	index	index	NOUN
framr-1718	69	10	for	for	ADP
framr-1718	69	11	the	the	DET
framr-1718	69	12	next	next	ADJ
framr-1718	69	13	day	day	NOUN
framr-1718	69	14	with	with	ADP
framr-1718	69	15	a	a	DET
framr-1718	69	16	74.91	74.91	NUM
framr-1718	69	17	%	%	NOUN
framr-1718	69	18	accuracy	accuracy	NOUN
framr-1718	69	19	using	use	VERB
framr-1718	69	20	a	a	DET
framr-1718	69	21	nn	nn	PROPN
framr-1718	69	22	model	model	NOUN
framr-1718	69	23	.	.	PUNCT
framr-1718	70	1	vural	vural	ADJ
framr-1718	70	2	barış	barış	PROPN
framr-1718	70	3	(	(	PUNCT
framr-1718	70	4	2007	2007	NUM
framr-1718	70	5	)	)	PUNCT
framr-1718	70	6	estimated	estimate	VERB
framr-1718	70	7	the	the	DET
framr-1718	70	8	daily	daily	ADJ
framr-1718	70	9	closing	closing	NOUN
framr-1718	70	10	prices	price	NOUN
framr-1718	70	11	of	of	ADP
framr-1718	70	12	bist	bist	ADJ
framr-1718	70	13	index	index	NOUN
framr-1718	70	14	with	with	ADP
framr-1718	70	15	3	3	NUM
framr-1718	70	16	%	%	NOUN
framr-1718	70	17	error	error	NOUN
framr-1718	70	18	in	in	ADP
framr-1718	70	19	his	his	PRON
framr-1718	70	20	prediction	prediction	NOUN
framr-1718	70	21	study	study	NOUN
framr-1718	70	22	by	by	ADP
framr-1718	70	23	developing	develop	VERB
framr-1718	70	24	an	an	DET
framr-1718	70	25	ann	ann	PROPN
framr-1718	70	26	model	model	NOUN
framr-1718	70	27	.	.	PUNCT
framr-1718	71	1	akel	akel	PROPN
framr-1718	71	2	and	and	CCONJ
framr-1718	71	3	bayramoğlu	bayramoğlu	PROPN
framr-1718	71	4	(	(	PUNCT
framr-1718	71	5	2008	2008	NUM
framr-1718	71	6	)	)	PUNCT
framr-1718	71	7	,	,	PUNCT
framr-1718	71	8	using	use	VERB
framr-1718	71	9	a	a	DET
framr-1718	71	10	multi	multi	ADJ
framr-1718	71	11	-	-	ADJ
framr-1718	71	12	layer	layer	ADJ
framr-1718	71	13	perceptron	perceptron	NOUN
framr-1718	71	14	(	(	PUNCT
framr-1718	71	15	mlp	mlp	NOUN
framr-1718	71	16	)	)	PUNCT
framr-1718	71	17	network	network	NOUN
framr-1718	71	18	,	,	PUNCT
framr-1718	71	19	demonstrated	demonstrate	VERB
framr-1718	71	20	that	that	SCONJ
framr-1718	71	21	bist	bist	ADJ
framr-1718	71	22	index	index	NOUN
framr-1718	71	23	prediction	prediction	NOUN
framr-1718	71	24	after	after	ADP
framr-1718	71	25	and	and	CCONJ
framr-1718	71	26	before	before	ADP
framr-1718	71	27	period	period	NOUN
framr-1718	71	28	was	be	AUX
framr-1718	71	29	possible	possible	ADJ
framr-1718	71	30	during	during	ADP
framr-1718	71	31	2001	2001	NUM
framr-1718	71	32	february	february	NOUN
framr-1718	71	33	crisis	crisis	NOUN
framr-1718	71	34	.	.	PUNCT
framr-1718	72	1	their	their	PRON
framr-1718	72	2	model	model	NOUN
framr-1718	72	3	also	also	ADV
framr-1718	72	4	generated	generate	VERB
framr-1718	72	5	a	a	DET
framr-1718	72	6	73.68	73.68	NUM
framr-1718	72	7	%	%	NOUN
framr-1718	72	8	signal	signal	NOUN
framr-1718	72	9	about	about	ADP
framr-1718	72	10	index	index	NOUN
framr-1718	72	11	decrease	decrease	NOUN
framr-1718	72	12	and	and	CCONJ
framr-1718	72	13	increase	increase	VERB
framr-1718	72	14	.	.	PUNCT
framr-1718	73	1	financial	financial	ADJ
framr-1718	73	2	risk	risk	NOUN
framr-1718	73	3	and	and	CCONJ
framr-1718	73	4	management	management	NOUN
framr-1718	73	5	reviews	review	NOUN
framr-1718	73	6	,	,	PUNCT
framr-1718	73	7	2015	2015	NUM
framr-1718	73	8	,	,	PUNCT
framr-1718	73	9	1(2):53	1(2):53	NUM
framr-1718	73	10	-	-	SYM
framr-1718	73	11	67	67	NUM
framr-1718	73	12	56	56	NUM
framr-1718	73	13	©	©	PROPN
framr-1718	73	14	2015	2015	NUM
framr-1718	73	15	conscientia	conscientia	PROPN
framr-1718	73	16	beam	beam	PROPN
framr-1718	73	17	.	.	PUNCT
framr-1718	74	1	all	all	DET
framr-1718	74	2	rights	right	NOUN
framr-1718	74	3	reserved	reserve	VERB
framr-1718	74	4	.	.	PUNCT
framr-1718	75	1	kutlu	kutlu	PROPN
framr-1718	75	2	and	and	CCONJ
framr-1718	75	3	bertan	bertan	PROPN
framr-1718	75	4	(	(	PUNCT
framr-1718	75	5	2009	2009	NUM
framr-1718	75	6	)	)	PUNCT
framr-1718	75	7	developed	develop	VERB
framr-1718	75	8	a	a	DET
framr-1718	75	9	feed	feed	NOUN
framr-1718	75	10	forward	forward	ADV
framr-1718	75	11	neural	neural	ADJ
framr-1718	75	12	network	network	NOUN
framr-1718	75	13	to	to	PART
framr-1718	75	14	predict	predict	VERB
framr-1718	75	15	daily	daily	ADJ
framr-1718	75	16	bist-100	bist-100	NOUN
framr-1718	75	17	index	index	NOUN
framr-1718	75	18	direction	direction	NOUN
framr-1718	75	19	.	.	PUNCT
framr-1718	76	1	they	they	PRON
framr-1718	76	2	compared	compare	VERB
framr-1718	76	3	the	the	DET
framr-1718	76	4	results	result	NOUN
framr-1718	76	5	obtained	obtain	VERB
framr-1718	76	6	with	with	ADP
framr-1718	76	7	moving	move	VERB
framr-1718	76	8	average	average	ADJ
framr-1718	76	9	(	(	PUNCT
framr-1718	76	10	ma	ma	PROPN
framr-1718	76	11	)	)	PUNCT
framr-1718	76	12	and	and	CCONJ
framr-1718	76	13	nn	nn	PROPN
framr-1718	76	14	.	.	PROPN
framr-1718	76	15	ann	ann	PROPN
framr-1718	76	16	model	model	NOUN
framr-1718	76	17	(	(	PUNCT
framr-1718	76	18	55.1	55.1	NUM
framr-1718	76	19	%	%	NOUN
framr-1718	76	20	)	)	PUNCT
framr-1718	76	21	was	be	AUX
framr-1718	76	22	found	find	VERB
framr-1718	76	23	to	to	PART
framr-1718	76	24	be	be	AUX
framr-1718	76	25	significantly	significantly	ADV
framr-1718	76	26	better	well	ADJ
framr-1718	76	27	than	than	ADP
framr-1718	76	28	ma	ma	PROPN
framr-1718	76	29	model	model	NOUN
framr-1718	76	30	(	(	PUNCT
framr-1718	76	31	50.4	50.4	NUM
framr-1718	76	32	%	%	NOUN
framr-1718	76	33	)	)	PUNCT
framr-1718	76	34	.	.	PUNCT
framr-1718	77	1	kara	kara	PROPN
framr-1718	77	2	et	et	PROPN
framr-1718	77	3	al	al	PROPN
framr-1718	77	4	.	.	PROPN
framr-1718	77	5	(	(	PUNCT
framr-1718	77	6	2011	2011	NUM
framr-1718	77	7	)	)	PUNCT
framr-1718	77	8	developed	develop	VERB
framr-1718	77	9	two	two	NUM
framr-1718	77	10	efficient	efficient	ADJ
framr-1718	77	11	models	model	NOUN
framr-1718	77	12	and	and	CCONJ
framr-1718	77	13	compared	compare	VERB
framr-1718	77	14	the	the	DET
framr-1718	77	15	models	model	NOUN
framr-1718	77	16	’	'	PUNCT
framr-1718	77	17	performances	performance	NOUN
framr-1718	77	18	in	in	ADP
framr-1718	77	19	predicting	predict	VERB
framr-1718	77	20	daily	daily	ADJ
framr-1718	77	21	bist-100	bist-100	NOUN
framr-1718	77	22	index	index	NOUN
framr-1718	77	23	direction	direction	NOUN
framr-1718	77	24	.	.	PUNCT
framr-1718	78	1	their	their	PRON
framr-1718	78	2	models	model	NOUN
framr-1718	78	3	were	be	AUX
framr-1718	78	4	based	base	VERB
framr-1718	78	5	on	on	ADP
framr-1718	78	6	two	two	NUM
framr-1718	78	7	classification	classification	NOUN
framr-1718	78	8	techniques	technique	NOUN
framr-1718	78	9	,	,	PUNCT
framr-1718	78	10	ann	ann	PROPN
framr-1718	78	11	and	and	CCONJ
framr-1718	78	12	support	support	VERB
framr-1718	78	13	vector	vector	NOUN
framr-1718	78	14	machines	machine	NOUN
framr-1718	78	15	(	(	PUNCT
framr-1718	78	16	svm	svm	PROPN
framr-1718	78	17	)	)	PUNCT
framr-1718	78	18	.	.	PUNCT
framr-1718	79	1	ten	ten	NUM
framr-1718	79	2	technical	technical	ADJ
framr-1718	79	3	indicators	indicator	NOUN
framr-1718	79	4	were	be	AUX
framr-1718	79	5	selected	select	VERB
framr-1718	79	6	as	as	ADP
framr-1718	79	7	inputs	input	NOUN
framr-1718	79	8	of	of	ADP
framr-1718	79	9	the	the	DET
framr-1718	79	10	proposed	propose	VERB
framr-1718	79	11	models	model	NOUN
framr-1718	79	12	.	.	PUNCT
framr-1718	80	1	two	two	NUM
framr-1718	80	2	comprehensive	comprehensive	ADJ
framr-1718	80	3	parameter	parameter	NOUN
framr-1718	80	4	setting	set	VERB
framr-1718	80	5	experiments	experiment	NOUN
framr-1718	80	6	for	for	ADP
framr-1718	80	7	both	both	DET
framr-1718	80	8	models	model	NOUN
framr-1718	80	9	were	be	AUX
framr-1718	80	10	performed	perform	VERB
framr-1718	80	11	to	to	PART
framr-1718	80	12	improve	improve	VERB
framr-1718	80	13	their	their	PRON
framr-1718	80	14	prediction	prediction	NOUN
framr-1718	80	15	performances	performance	NOUN
framr-1718	80	16	.	.	PUNCT
framr-1718	81	1	experimental	experimental	ADJ
framr-1718	81	2	results	result	NOUN
framr-1718	81	3	showed	show	VERB
framr-1718	81	4	that	that	SCONJ
framr-1718	81	5	average	average	ADJ
framr-1718	81	6	performance	performance	NOUN
framr-1718	81	7	of	of	ADP
framr-1718	81	8	ann	ann	PROPN
framr-1718	81	9	model	model	NOUN
framr-1718	81	10	(	(	PUNCT
framr-1718	81	11	75.74	75.74	NUM
framr-1718	81	12	%	%	NOUN
framr-1718	81	13	)	)	PUNCT
framr-1718	81	14	was	be	AUX
framr-1718	81	15	significantly	significantly	ADV
framr-1718	81	16	better	well	ADJ
framr-1718	81	17	than	than	ADP
framr-1718	81	18	svm	svm	ADJ
framr-1718	81	19	model	model	NOUN
framr-1718	81	20	(	(	PUNCT
framr-1718	81	21	71.52	71.52	NUM
framr-1718	81	22	%	%	NOUN
framr-1718	81	23	)	)	PUNCT
framr-1718	81	24	.	.	PUNCT
framr-1718	82	1	3	3	X
framr-1718	82	2	.	.	X
framr-1718	82	3	constraints	constraint	NOUN
framr-1718	82	4	of	of	ADP
framr-1718	82	5	the	the	DET
framr-1718	82	6	study	study	NOUN
framr-1718	82	7	global	global	ADJ
framr-1718	82	8	economic	economic	ADJ
framr-1718	82	9	crises	crisis	NOUN
framr-1718	82	10	affect	affect	VERB
framr-1718	82	11	the	the	DET
framr-1718	82	12	real	real	ADJ
framr-1718	82	13	and	and	CCONJ
framr-1718	82	14	financial	financial	ADJ
framr-1718	82	15	markets	market	NOUN
framr-1718	82	16	of	of	ADP
framr-1718	82	17	all	all	DET
framr-1718	82	18	countries	country	NOUN
framr-1718	82	19	at	at	ADP
framr-1718	82	20	different	different	ADJ
framr-1718	82	21	rates	rate	NOUN
framr-1718	82	22	.	.	PUNCT
framr-1718	83	1	one	one	NUM
framr-1718	83	2	of	of	ADP
framr-1718	83	3	the	the	DET
framr-1718	83	4	basic	basic	ADJ
framr-1718	83	5	constraints	constraint	NOUN
framr-1718	83	6	of	of	ADP
framr-1718	83	7	the	the	DET
framr-1718	83	8	present	present	ADJ
framr-1718	83	9	study	study	NOUN
framr-1718	83	10	is	be	AUX
framr-1718	83	11	that	that	SCONJ
framr-1718	83	12	it	it	PRON
framr-1718	83	13	is	be	AUX
framr-1718	83	14	based	base	VERB
framr-1718	83	15	on	on	ADP
framr-1718	83	16	bist-100	bist-100	NOUN
framr-1718	83	17	index	index	NOUN
framr-1718	83	18	data	datum	NOUN
framr-1718	83	19	during	during	ADP
framr-1718	83	20	the	the	DET
framr-1718	83	21	2007	2007	NUM
framr-1718	83	22	-	-	SYM
framr-1718	83	23	2009	2009	NUM
framr-1718	83	24	crisis	crisis	NOUN
framr-1718	83	25	.	.	PUNCT
framr-1718	84	1	another	another	DET
framr-1718	84	2	constraint	constraint	NOUN
framr-1718	84	3	is	be	AUX
framr-1718	84	4	related	relate	VERB
framr-1718	84	5	with	with	ADP
framr-1718	84	6	the	the	DET
framr-1718	84	7	variables	variable	NOUN
framr-1718	84	8	used	use	VERB
framr-1718	84	9	in	in	ADP
framr-1718	84	10	the	the	DET
framr-1718	84	11	present	present	ADJ
framr-1718	84	12	predictive	predictive	ADJ
framr-1718	84	13	ann	ann	PROPN
framr-1718	84	14	model	model	NOUN
framr-1718	84	15	since	since	SCONJ
framr-1718	84	16	there	there	PRON
framr-1718	84	17	is	be	VERB
framr-1718	84	18	not	not	PART
framr-1718	84	19	a	a	DET
framr-1718	84	20	gold	gold	NOUN
framr-1718	84	21	standard	standard	NOUN
framr-1718	84	22	about	about	ADP
framr-1718	84	23	the	the	DET
framr-1718	84	24	variables	variable	NOUN
framr-1718	84	25	to	to	PART
framr-1718	84	26	be	be	AUX
framr-1718	84	27	employed	employ	VERB
framr-1718	84	28	.	.	PUNCT
framr-1718	85	1	4	4	X
framr-1718	85	2	.	.	X
framr-1718	85	3	materials	material	NOUN
framr-1718	85	4	and	and	CCONJ
framr-1718	85	5	methods	method	NOUN
framr-1718	85	6	in	in	ADP
framr-1718	85	7	this	this	DET
framr-1718	85	8	study	study	NOUN
framr-1718	85	9	it	it	PRON
framr-1718	85	10	is	be	AUX
framr-1718	85	11	aimed	aim	VERB
framr-1718	85	12	to	to	PART
framr-1718	85	13	predict	predict	VERB
framr-1718	85	14	the	the	DET
framr-1718	85	15	status	status	NOUN
framr-1718	85	16	of	of	ADP
framr-1718	85	17	bist-100	bist-100	NOUN
framr-1718	85	18	index	index	NOUN
framr-1718	85	19	both	both	CCONJ
framr-1718	85	20	for	for	ADP
framr-1718	85	21	the	the	DET
framr-1718	85	22	next	next	ADJ
framr-1718	85	23	day	day	NOUN
framr-1718	85	24	and	and	CCONJ
framr-1718	85	25	next	next	ADJ
framr-1718	85	26	week	week	NOUN
framr-1718	85	27	by	by	ADP
framr-1718	85	28	the	the	DET
framr-1718	85	29	aid	aid	NOUN
framr-1718	85	30	of	of	ADP
framr-1718	85	31	ann	ann	PROPN
framr-1718	85	32	in	in	ADP
framr-1718	85	33	the	the	DET
framr-1718	85	34	global	global	ADJ
framr-1718	85	35	economic	economic	ADJ
framr-1718	85	36	crises	crisis	NOUN
framr-1718	85	37	terms	term	NOUN
framr-1718	85	38	.	.	PUNCT
framr-1718	86	1	for	for	ADP
framr-1718	86	2	this	this	DET
framr-1718	86	3	purpose	purpose	NOUN
framr-1718	86	4	feed	feed	VERB
framr-1718	86	5	forward	forward	ADV
framr-1718	86	6	back	back	NOUN
framr-1718	86	7	propagation	propagation	NOUN
framr-1718	86	8	networks	network	NOUN
framr-1718	86	9	are	be	AUX
framr-1718	86	10	used	use	VERB
framr-1718	86	11	.	.	PUNCT
framr-1718	87	1	for	for	ADP
framr-1718	87	2	training	training	NOUN
framr-1718	87	3	,	,	PUNCT
framr-1718	87	4	a	a	DET
framr-1718	87	5	set	set	NOUN
framr-1718	87	6	of	of	ADP
framr-1718	87	7	data	datum	NOUN
framr-1718	87	8	that	that	PRON
framr-1718	87	9	is	be	AUX
framr-1718	87	10	obtained	obtain	VERB
framr-1718	87	11	from	from	ADP
framr-1718	87	12	30	30	NUM
framr-1718	87	13	months	month	NOUN
framr-1718	87	14	(	(	PUNCT
framr-1718	87	15	july	july	PROPN
framr-1718	87	16	2007	2007	NUM
framr-1718	87	17	–	–	PUNCT
framr-1718	87	18	december	december	PROPN
framr-1718	87	19	2009	2009	NUM
framr-1718	87	20	)	)	PUNCT
framr-1718	87	21	is	be	AUX
framr-1718	87	22	used	use	VERB
framr-1718	87	23	.	.	PUNCT
framr-1718	88	1	these	these	DET
framr-1718	88	2	data	datum	NOUN
framr-1718	88	3	is	be	AUX
framr-1718	88	4	obtained	obtain	VERB
framr-1718	88	5	from	from	ADP
framr-1718	88	6	turkish	turkish	ADJ
framr-1718	88	7	central	central	PROPN
framr-1718	88	8	bank	bank	NOUN
framr-1718	88	9	database	database	NOUN
framr-1718	88	10	composed	compose	VERB
framr-1718	88	11	of	of	ADP
framr-1718	88	12	the	the	DET
framr-1718	88	13	variables	variable	NOUN
framr-1718	88	14	namely	namely	ADV
framr-1718	88	15	gold	gold	NOUN
framr-1718	88	16	price	price	NOUN
framr-1718	88	17	,	,	PUNCT
framr-1718	88	18	oil	oil	NOUN
framr-1718	88	19	price	price	NOUN
framr-1718	88	20	,	,	PUNCT
framr-1718	88	21	interest	interest	NOUN
framr-1718	88	22	rate	rate	NOUN
framr-1718	88	23	,	,	PUNCT
framr-1718	88	24	consumer	consumer	NOUN
framr-1718	88	25	price	price	NOUN
framr-1718	88	26	index	index	NOUN
framr-1718	88	27	(	(	PUNCT
framr-1718	88	28	cpi	cpi	PROPN
framr-1718	88	29	)	)	PUNCT
framr-1718	88	30	,	,	PUNCT
framr-1718	88	31	exchange	exchange	NOUN
framr-1718	88	32	rate	rate	NOUN
framr-1718	88	33	,	,	PUNCT
framr-1718	88	34	money	money	NOUN
framr-1718	88	35	supply	supply	NOUN
framr-1718	88	36	and	and	CCONJ
framr-1718	88	37	bist	bist	ADJ
framr-1718	88	38	volume	volume	NOUN
framr-1718	88	39	.	.	PUNCT
framr-1718	89	1	the	the	DET
framr-1718	89	2	summarized	summarize	VERB
framr-1718	89	3	data	datum	NOUN
framr-1718	89	4	are	be	AUX
framr-1718	89	5	presented	present	VERB
framr-1718	89	6	in	in	ADP
framr-1718	89	7	table-8	table-8	NUM
framr-1718	89	8	.	.	PUNCT
framr-1718	90	1	the	the	DET
framr-1718	90	2	training	training	NOUN
framr-1718	90	3	data	datum	NOUN
framr-1718	90	4	set	set	VERB
framr-1718	90	5	is	be	AUX
framr-1718	90	6	composed	compose	VERB
framr-1718	90	7	of	of	ADP
framr-1718	90	8	12	12	NUM
framr-1718	90	9	months	month	NOUN
framr-1718	90	10	(	(	PUNCT
framr-1718	90	11	july	july	PROPN
framr-1718	90	12	2007	2007	NUM
framr-1718	90	13	–	–	PUNCT
framr-1718	90	14	june	june	PROPN
framr-1718	90	15	2008	2008	NUM
framr-1718	90	16	)	)	PUNCT
framr-1718	90	17	and	and	CCONJ
framr-1718	90	18	the	the	DET
framr-1718	90	19	test	test	NOUN
framr-1718	90	20	data	datum	NOUN
framr-1718	90	21	set	set	VERB
framr-1718	90	22	that	that	PRON
framr-1718	90	23	is	be	AUX
framr-1718	90	24	composed	compose	VERB
framr-1718	90	25	of	of	ADP
framr-1718	90	26	18	18	NUM
framr-1718	90	27	months	month	NOUN
framr-1718	90	28	(	(	PUNCT
framr-1718	90	29	july	july	PROPN
framr-1718	90	30	2008	2008	NUM
framr-1718	90	31	–	–	PUNCT
framr-1718	90	32	december	december	PROPN
framr-1718	90	33	2009	2009	NUM
framr-1718	90	34	)	)	PUNCT
framr-1718	90	35	.	.	PUNCT
framr-1718	91	1	the	the	DET
framr-1718	91	2	topology	topology	NOUN
framr-1718	91	3	of	of	ADP
framr-1718	91	4	the	the	DET
framr-1718	91	5	network	network	NOUN
framr-1718	91	6	is	be	AUX
framr-1718	91	7	composed	compose	VERB
framr-1718	91	8	of	of	ADP
framr-1718	91	9	1	1	NUM
framr-1718	91	10	input	input	NOUN
framr-1718	91	11	layer	layer	NOUN
framr-1718	91	12	,	,	PUNCT
framr-1718	91	13	2	2	NUM
framr-1718	91	14	hidden	hidden	ADJ
framr-1718	91	15	layers	layer	NOUN
framr-1718	91	16	and	and	CCONJ
framr-1718	91	17	1	1	NUM
framr-1718	91	18	output	output	NOUN
framr-1718	91	19	layer	layer	NOUN
framr-1718	91	20	.	.	PUNCT
framr-1718	92	1	the	the	DET
framr-1718	92	2	number	number	NOUN
framr-1718	92	3	of	of	ADP
framr-1718	92	4	neurons	neuron	NOUN
framr-1718	92	5	at	at	ADP
framr-1718	92	6	each	each	DET
framr-1718	92	7	layer	layer	NOUN
framr-1718	92	8	are	be	AUX
framr-1718	92	9	7	7	NUM
framr-1718	92	10	,	,	PUNCT
framr-1718	92	11	9	9	NUM
framr-1718	92	12	,	,	PUNCT
framr-1718	92	13	7	7	NUM
framr-1718	92	14	,	,	PUNCT
framr-1718	92	15	and	and	CCONJ
framr-1718	92	16	2	2	NUM
framr-1718	92	17	respectively	respectively	ADV
framr-1718	92	18	and	and	CCONJ
framr-1718	92	19	given	give	VERB
framr-1718	92	20	in	in	ADP
framr-1718	92	21	figure	figure	NOUN
framr-1718	92	22	1	1	NUM
framr-1718	92	23	(	(	PUNCT
framr-1718	92	24	öztemel	öztemel	NOUN
framr-1718	92	25	,	,	PUNCT
framr-1718	92	26	2003	2003	NUM
framr-1718	92	27	;	;	PUNCT
framr-1718	92	28	karaoglan	karaoglan	NOUN
framr-1718	92	29	,	,	PUNCT
framr-1718	92	30	2011	2011	NUM
framr-1718	92	31	)	)	PUNCT
framr-1718	92	32	.	.	PUNCT
framr-1718	93	1	figure-1	figure-1	PROPN
framr-1718	93	2	.	.	PUNCT
framr-1718	94	1	mlp	mlp	PROPN
framr-1718	94	2	network	network	NOUN
framr-1718	94	3	topology	topology	NOUN
framr-1718	94	4	for	for	ADP
framr-1718	94	5	the	the	DET
framr-1718	94	6	index	index	NOUN
framr-1718	94	7	prediction	prediction	NOUN
framr-1718	94	8	financial	financial	ADJ
framr-1718	94	9	risk	risk	NOUN
framr-1718	94	10	and	and	CCONJ
framr-1718	94	11	management	management	NOUN
framr-1718	94	12	reviews	review	NOUN
framr-1718	94	13	,	,	PUNCT
framr-1718	94	14	2015	2015	NUM
framr-1718	94	15	,	,	PUNCT
framr-1718	94	16	1(2):53	1(2):53	NUM
framr-1718	94	17	-	-	SYM
framr-1718	94	18	67	67	NUM
framr-1718	94	19	57	57	NUM
framr-1718	94	20	©	©	PROPN
framr-1718	94	21	2015	2015	NUM
framr-1718	94	22	conscientia	conscientia	PROPN
framr-1718	94	23	beam	beam	PROPN
framr-1718	94	24	.	.	PUNCT
framr-1718	95	1	all	all	DET
framr-1718	95	2	rights	right	NOUN
framr-1718	95	3	reserved	reserve	VERB
framr-1718	95	4	.	.	PUNCT
framr-1718	96	1	for	for	SCONJ
framr-1718	96	2	the	the	DET
framr-1718	96	3	neurons	neuron	NOUN
framr-1718	96	4	of	of	ADP
framr-1718	96	5	input	input	NOUN
framr-1718	96	6	layer	layer	NOUN
framr-1718	96	7	purelin	purelin	NOUN
framr-1718	96	8	function	function	PROPN
framr-1718	96	9	is	be	AUX
framr-1718	96	10	used	use	VERB
framr-1718	96	11	as	as	ADP
framr-1718	96	12	the	the	DET
framr-1718	96	13	activation	activation	NOUN
framr-1718	96	14	function	function	NOUN
framr-1718	96	15	while	while	SCONJ
framr-1718	96	16	tangent	tangent	NOUN
framr-1718	96	17	sigmoid	sigmoid	NOUN
framr-1718	96	18	function	function	NOUN
framr-1718	96	19	is	be	AUX
framr-1718	96	20	used	use	VERB
framr-1718	96	21	for	for	ADP
framr-1718	96	22	the	the	DET
framr-1718	96	23	other	other	ADJ
framr-1718	96	24	neurons	neuron	NOUN
framr-1718	96	25	at	at	ADP
framr-1718	96	26	each	each	DET
framr-1718	96	27	layer	layer	NOUN
framr-1718	96	28	.	.	PUNCT
framr-1718	97	1	the	the	DET
framr-1718	97	2	structures	structure	NOUN
framr-1718	97	3	of	of	ADP
framr-1718	97	4	these	these	DET
framr-1718	97	5	functions	function	NOUN
framr-1718	97	6	are	be	AUX
framr-1718	97	7	presented	present	VERB
framr-1718	97	8	in	in	ADP
framr-1718	97	9	figures-2(a	figures-2(a	NOUN
framr-1718	97	10	)	)	PUNCT
framr-1718	97	11	and	and	CCONJ
framr-1718	97	12	2(b	2(b	NUM
framr-1718	97	13	)	)	PUNCT
framr-1718	97	14	.	.	PUNCT
framr-1718	98	1	figure-2(a	figure-2(a	NOUN
framr-1718	98	2	)	)	PUNCT
framr-1718	98	3	.	.	PUNCT
framr-1718	99	1	purelin	purelin	PROPN
framr-1718	99	2	function	function	PROPN
framr-1718	99	3	figure-2(b	figure-2(b	PROPN
framr-1718	99	4	)	)	PUNCT
framr-1718	99	5	.	.	PUNCT
framr-1718	100	1	tangent	tangent	NOUN
framr-1718	100	2	sigmoid	sigmoid	NOUN
framr-1718	100	3	function	function	VERB
framr-1718	100	4	purelin	purelin	NOUN
framr-1718	100	5	fuction	fuction	NOUN
framr-1718	100	6	can	can	AUX
framr-1718	100	7	be	be	AUX
framr-1718	100	8	defined	define	VERB
framr-1718	100	9	in	in	ADP
framr-1718	100	10	two	two	NUM
framr-1718	100	11	different	different	ADJ
framr-1718	100	12	types	type	NOUN
framr-1718	100	13	such	such	ADJ
framr-1718	100	14	as	as	ADP
framr-1718	100	15	,	,	PUNCT
framr-1718	100	16	1	1	NUM
framr-1718	100	17	n	n	NOUN
framr-1718	101	1	i	i	PRON
framr-1718	102	1	i	i	PRON
framr-1718	103	1	i	i	PRON
framr-1718	103	2	u	u	VERB
framr-1718	103	3	x	x	X
framr-1718	103	4	w	w	ADJ
framr-1718	103	5			PROPN
framr-1718	103	6			PROPN
framr-1718	103	7			PROPN
framr-1718	103	8			NOUN
framr-1718	103	9	or	or	CCONJ
framr-1718	103	10	1	1	NUM
framr-1718	103	11	n	n	NOUN
framr-1718	104	1	i	i	PRON
framr-1718	104	2	i	i	PRON
framr-1718	104	3	i	i	PRON
framr-1718	104	4	u	u	VERB
framr-1718	104	5	x	x	X
framr-1718	104	6	w	w	ADJ
framr-1718	104	7			X
framr-1718	104	8			NUM
framr-1718	104	9			NUM
framr-1718	105	1			PROPN
framr-1718	105	2	and	and	CCONJ
framr-1718	105	3			PROPN
framr-1718	106	1	y	y	PUNCT
framr-1718	106	2	f	f	PUNCT
framr-1718	106	3	u	u	NOUN
framr-1718	106	4	au	au	ADV
framr-1718	106	5			PRON
framr-1718	106	6	,	,	PUNCT
framr-1718	106	7	where	where	SCONJ
framr-1718	106	8	a	a	PRON
framr-1718	106	9	is	be	AUX
framr-1718	106	10	constant	constant	ADJ
framr-1718	106	11	,	,	PUNCT
framr-1718	106	12			PROPN
framr-1718	106	13	is	be	AUX
framr-1718	106	14	the	the	DET
framr-1718	106	15	threshold	threshold	NOUN
framr-1718	106	16	value	value	NOUN
framr-1718	106	17	and	and	CCONJ
framr-1718	106	18	u	u	NOUN
framr-1718	106	19	is	be	AUX
framr-1718	106	20	the	the	DET
framr-1718	106	21	sum	sum	NOUN
framr-1718	106	22	of	of	ADP
framr-1718	106	23	the	the	DET
framr-1718	106	24	net	net	ADJ
framr-1718	106	25	input	input	NOUN
framr-1718	106	26	.	.	PUNCT
framr-1718	107	1	tangent	tangent	NOUN
framr-1718	107	2	sigmoid	sigmoid	NOUN
framr-1718	107	3	can	can	AUX
framr-1718	107	4	be	be	AUX
framr-1718	107	5	represented	represent	VERB
framr-1718	107	6	as	as	ADP
framr-1718	107	7			NOUN
framr-1718	107	8			PROPN
framr-1718	107	9	1	1	NUM
framr-1718	107	10	1	1	NUM
framr-1718	107	11	tanh	tanh	NOUN
framr-1718	107	12	1	1	NUM
framr-1718	107	13	1	1	NUM
framr-1718	107	14	2	2	NUM
framr-1718	108	1	2u	2u	NOUN
framr-1718	108	2	u	u	NOUN
framr-1718	108	3	y	y	PROPN
framr-1718	108	4	f	f	PROPN
framr-1718	108	5	u	u	PROPN
framr-1718	108	6	e	e	VERB
framr-1718	108	7			PROPN
framr-1718	109	1			PROPN
framr-1718	109	2			NOUN
framr-1718	109	3			PROPN
framr-1718	110	1			NUM
framr-1718	111	1			NUM
framr-1718	111	2			NOUN
framr-1718	111	3			ADJ
framr-1718	111	4			PROPN
framr-1718	111	5			PROPN
framr-1718	111	6			PROPN
framr-1718	111	7			PROPN
framr-1718	111	8			PROPN
framr-1718	111	9	.	.	PUNCT
framr-1718	112	1	all	all	DET
framr-1718	112	2	the	the	DET
framr-1718	112	3	columns	column	NOUN
framr-1718	112	4	are	be	AUX
framr-1718	112	5	divided	divide	VERB
framr-1718	112	6	to	to	ADP
framr-1718	112	7	their	their	PRON
framr-1718	112	8	max	max	PROPN
framr-1718	112	9	value	value	NOUN
framr-1718	112	10	and	and	CCONJ
framr-1718	112	11	by	by	ADP
framr-1718	112	12	this	this	DET
framr-1718	112	13	way	way	NOUN
framr-1718	112	14	the	the	DET
framr-1718	112	15	data	data	NOUN
framr-1718	112	16	is	be	AUX
framr-1718	112	17	coded	code	VERB
framr-1718	112	18	as	as	SCONJ
framr-1718	112	19	the	the	DET
framr-1718	112	20	biggest	big	ADJ
framr-1718	112	21	value	value	NOUN
framr-1718	112	22	of	of	ADP
framr-1718	112	23	each	each	DET
framr-1718	112	24	column	column	NOUN
framr-1718	112	25	is	be	AUX
framr-1718	112	26	1	1	NUM
framr-1718	112	27	.	.	PUNCT
framr-1718	112	28	gradient	gradient	ADJ
framr-1718	112	29	descent	descent	NOUN
framr-1718	112	30	is	be	AUX
framr-1718	112	31	used	use	VERB
framr-1718	112	32	as	as	ADP
framr-1718	112	33	the	the	DET
framr-1718	112	34	training	training	NOUN
framr-1718	112	35	algorithm	algorithm	NOUN
framr-1718	112	36	.	.	PUNCT
framr-1718	113	1	to	to	PART
framr-1718	113	2	find	find	VERB
framr-1718	113	3	the	the	DET
framr-1718	113	4	suitable	suitable	ADJ
framr-1718	113	5	network	network	NOUN
framr-1718	113	6	topology	topology	NOUN
framr-1718	113	7	,	,	PUNCT
framr-1718	113	8	response	response	NOUN
framr-1718	113	9	surface	surface	NOUN
framr-1718	113	10	methodology	methodology	NOUN
framr-1718	113	11	(	(	PUNCT
framr-1718	113	12	rsm	rsm	NOUN
framr-1718	113	13	)	)	PUNCT
framr-1718	113	14	is	be	AUX
framr-1718	113	15	used	use	VERB
framr-1718	113	16	.	.	PUNCT
framr-1718	114	1	rsm	rsm	PROPN
framr-1718	114	2	is	be	AUX
framr-1718	114	3	one	one	NUM
framr-1718	114	4	of	of	ADP
framr-1718	114	5	the	the	DET
framr-1718	114	6	wellknown	wellknown	ADJ
framr-1718	114	7	designs	design	NOUN
framr-1718	114	8	of	of	ADP
framr-1718	114	9	experiment	experiment	NOUN
framr-1718	114	10	technique	technique	NOUN
framr-1718	114	11	which	which	PRON
framr-1718	114	12	is	be	AUX
framr-1718	114	13	used	use	VERB
framr-1718	114	14	for	for	ADP
framr-1718	114	15	modeling	model	VERB
framr-1718	114	16	the	the	DET
framr-1718	114	17	relationship	relationship	NOUN
framr-1718	114	18	between	between	ADP
framr-1718	114	19	the	the	DET
framr-1718	114	20	input	input	NOUN
framr-1718	114	21	variables	variable	NOUN
framr-1718	114	22	(	(	PUNCT
framr-1718	114	23	factors	factor	NOUN
framr-1718	114	24	)	)	PUNCT
framr-1718	114	25	and	and	CCONJ
framr-1718	114	26	the	the	DET
framr-1718	114	27	output	output	NOUN
framr-1718	114	28	variable	variable	NOUN
framr-1718	114	29	(	(	PUNCT
framr-1718	114	30	response	response	NOUN
framr-1718	114	31	)	)	PUNCT
framr-1718	114	32	by	by	ADP
framr-1718	114	33	using	use	VERB
framr-1718	114	34	minimum	minimum	ADJ
framr-1718	114	35	number	number	NOUN
framr-1718	114	36	of	of	ADP
framr-1718	114	37	experimental	experimental	ADJ
framr-1718	114	38	results	result	NOUN
framr-1718	114	39	.	.	PUNCT
framr-1718	115	1	by	by	ADP
framr-1718	115	2	this	this	DET
framr-1718	115	3	way	way	NOUN
framr-1718	115	4	it	it	PRON
framr-1718	115	5	is	be	AUX
framr-1718	115	6	possible	possible	ADJ
framr-1718	115	7	to	to	PART
framr-1718	115	8	optimize	optimize	VERB
framr-1718	115	9	the	the	DET
framr-1718	115	10	system	system	NOUN
framr-1718	115	11	parameters	parameter	NOUN
framr-1718	115	12	or	or	CCONJ
framr-1718	115	13	to	to	PART
framr-1718	115	14	predict	predict	VERB
framr-1718	115	15	the	the	DET
framr-1718	115	16	response	response	NOUN
framr-1718	115	17	of	of	ADP
framr-1718	115	18	unpracticed	unpracticed	ADJ
framr-1718	115	19	combinations	combination	NOUN
framr-1718	115	20	of	of	ADP
framr-1718	115	21	different	different	ADJ
framr-1718	115	22	factor	factor	NOUN
framr-1718	115	23	levels	level	NOUN
framr-1718	115	24	(	(	PUNCT
framr-1718	115	25	demirtas	demirta	NOUN
framr-1718	115	26	and	and	CCONJ
framr-1718	115	27	aslan	aslan	PROPN
framr-1718	115	28	deniz	deniz	PROPN
framr-1718	115	29	,	,	PUNCT
framr-1718	115	30	2012	2012	NUM
framr-1718	115	31	)	)	PUNCT
framr-1718	115	32	.	.	PUNCT
framr-1718	116	1	by	by	ADP
framr-1718	116	2	using	use	VERB
framr-1718	116	3	rsm	rsm	PROPN
framr-1718	116	4	the	the	DET
framr-1718	116	5	optimum	optimum	ADJ
framr-1718	116	6	combination	combination	NOUN
framr-1718	116	7	of	of	ADP
framr-1718	116	8	learning	learn	VERB
framr-1718	116	9	coefficient	coefficient	NOUN
framr-1718	116	10	(	(	PUNCT
framr-1718	116	11	lr	lr	NOUN
framr-1718	116	12	)	)	PUNCT
framr-1718	116	13	and	and	CCONJ
framr-1718	116	14	the	the	DET
framr-1718	116	15	momentum	momentum	NOUN
framr-1718	116	16	coefficient	coefficient	NOUN
framr-1718	116	17	(	(	PUNCT
framr-1718	116	18	mc	mc	PROPN
framr-1718	116	19	)	)	PUNCT
framr-1718	116	20	that	that	PRON
framr-1718	116	21	has	have	VERB
framr-1718	116	22	the	the	DET
framr-1718	116	23	minimum	minimum	ADJ
framr-1718	116	24	square	square	ADJ
framr-1718	116	25	error	error	NOUN
framr-1718	116	26	(	(	PUNCT
framr-1718	116	27	mse	mse	NOUN
framr-1718	116	28	)	)	PUNCT
framr-1718	116	29	is	be	AUX
framr-1718	116	30	searched	search	VERB
framr-1718	116	31	.	.	PUNCT
framr-1718	117	1	the	the	DET
framr-1718	117	2	training	training	NOUN
framr-1718	117	3	of	of	ADP
framr-1718	117	4	the	the	DET
framr-1718	117	5	ann	ann	PROPN
framr-1718	117	6	is	be	AUX
framr-1718	117	7	performed	perform	VERB
framr-1718	117	8	by	by	ADP
framr-1718	117	9	using	use	VERB
framr-1718	117	10	matlab	matlab	PROPN
framr-1718	117	11	r2008b	r2008b	PROPN
framr-1718	117	12	.	.	PUNCT
framr-1718	118	1	the	the	DET
framr-1718	118	2	pseudocode	pseudocode	NOUN
framr-1718	118	3	for	for	ADP
framr-1718	118	4	the	the	DET
framr-1718	118	5	given	give	VERB
framr-1718	118	6	ann	ann	PROPN
framr-1718	118	7	is	be	AUX
framr-1718	118	8	coded	code	VERB
framr-1718	118	9	as	as	ADP
framr-1718	118	10	:	:	PUNCT
framr-1718	118	11	by	by	ADP
framr-1718	118	12	preliminary	preliminary	ADJ
framr-1718	118	13	experiments	experiment	NOUN
framr-1718	118	14	learning	learn	VERB
framr-1718	118	15	coefficient	coefficient	NOUN
framr-1718	118	16	(	(	PUNCT
framr-1718	118	17	lr	lr	NOUN
framr-1718	118	18	)	)	PUNCT
framr-1718	118	19	is	be	AUX
framr-1718	118	20	decided	decide	VERB
framr-1718	118	21	to	to	PART
framr-1718	118	22	be	be	AUX
framr-1718	118	23	between	between	ADP
framr-1718	118	24	0.01	0.01	NUM
framr-1718	118	25	–	–	PUNCT
framr-1718	118	26	0.009	0.009	NUM
framr-1718	118	27	and	and	CCONJ
framr-1718	118	28	momentum	momentum	NOUN
framr-1718	118	29	coefficient	coefficient	NOUN
framr-1718	118	30	(	(	PUNCT
framr-1718	118	31	mc	mc	NOUN
framr-1718	118	32	)	)	PUNCT
framr-1718	118	33	is	be	AUX
framr-1718	118	34	between	between	ADP
framr-1718	118	35	0.2	0.2	NUM
framr-1718	118	36	–	–	PUNCT
framr-1718	118	37	0.9	0.9	NUM
framr-1718	118	38	ranges	range	NOUN
framr-1718	118	39	.	.	PUNCT
framr-1718	119	1	by	by	ADP
framr-1718	119	2	using	use	VERB
framr-1718	119	3	these	these	DET
framr-1718	119	4	ranges	range	NOUN
framr-1718	119	5	the	the	DET
framr-1718	119	6	experimental	experimental	ADJ
framr-1718	119	7	design	design	NOUN
framr-1718	119	8	that	that	PRON
framr-1718	119	9	is	be	AUX
framr-1718	119	10	composed	compose	VERB
framr-1718	119	11	of	of	ADP
framr-1718	119	12	9	9	NUM
framr-1718	119	13	experimental	experimental	ADJ
framr-1718	119	14	runs	run	NOUN
framr-1718	119	15	is	be	AUX
framr-1718	119	16	designed	design	VERB
framr-1718	119	17	by	by	ADP
framr-1718	119	18	using	use	VERB
framr-1718	119	19	central	central	ADJ
framr-1718	119	20	composite	composite	ADJ
framr-1718	119	21	face	face	NOUN
framr-1718	119	22	centered	center	VERB
framr-1718	119	23	design	design	NOUN
framr-1718	119	24	with	with	ADP
framr-1718	119	25	1	1	NUM
framr-1718	119	26	center	center	NOUN
framr-1718	119	27	point	point	NOUN
framr-1718	119	28	by	by	ADP
framr-1718	119	29	the	the	DET
framr-1718	119	30	aid	aid	NOUN
framr-1718	119	31	of	of	ADP
framr-1718	119	32	minitab	minitab	PROPN
framr-1718	119	33	statistical	statistical	ADJ
framr-1718	119	34	package	package	NOUN
framr-1718	119	35	.	.	PUNCT
framr-1718	120	1	for	for	ADP
framr-1718	120	2	financial	financial	ADJ
framr-1718	120	3	risk	risk	NOUN
framr-1718	120	4	and	and	CCONJ
framr-1718	120	5	management	management	NOUN
framr-1718	120	6	reviews	review	NOUN
framr-1718	120	7	,	,	PUNCT
framr-1718	120	8	2015	2015	NUM
framr-1718	120	9	,	,	PUNCT
framr-1718	120	10	1(2):53	1(2):53	NUM
framr-1718	120	11	-	-	SYM
framr-1718	120	12	67	67	NUM
framr-1718	120	13	58	58	NUM
framr-1718	120	14	©	©	PROPN
framr-1718	120	15	2015	2015	NUM
framr-1718	120	16	conscientia	conscientia	PROPN
framr-1718	120	17	beam	beam	PROPN
framr-1718	120	18	.	.	PUNCT
framr-1718	121	1	all	all	DET
framr-1718	121	2	rights	right	NOUN
framr-1718	121	3	reserved	reserve	VERB
framr-1718	121	4	.	.	PUNCT
framr-1718	122	1	the	the	DET
framr-1718	122	2	each	each	DET
framr-1718	122	3	combination	combination	NOUN
framr-1718	122	4	of	of	ADP
framr-1718	122	5	lr	lr	NOUN
framr-1718	122	6	and	and	CCONJ
framr-1718	122	7	mc	mc	PROPN
framr-1718	122	8	,	,	PUNCT
framr-1718	122	9	the	the	DET
framr-1718	122	10	ann	ann	PROPN
framr-1718	122	11	is	be	AUX
framr-1718	122	12	trained	train	VERB
framr-1718	122	13	and	and	CCONJ
framr-1718	122	14	the	the	DET
framr-1718	122	15	mse	mse	NOUN
framr-1718	122	16	values	value	NOUN
framr-1718	122	17	of	of	ADP
framr-1718	122	18	each	each	DET
framr-1718	122	19	training	training	NOUN
framr-1718	122	20	run	run	NOUN
framr-1718	122	21	is	be	AUX
framr-1718	122	22	recorded	record	VERB
framr-1718	122	23	and	and	CCONJ
framr-1718	122	24	presented	present	VERB
framr-1718	122	25	in	in	ADP
framr-1718	122	26	table-1	table-1	NUM
framr-1718	122	27	.	.	PUNCT
framr-1718	123	1	the	the	DET
framr-1718	123	2	mse	mse	PROPN
framr-1718	123	3	column	column	NOUN
framr-1718	123	4	represents	represent	VERB
framr-1718	123	5	the	the	DET
framr-1718	123	6	mse	mse	NOUN
framr-1718	123	7	value	value	NOUN
framr-1718	123	8	observed	observe	VERB
framr-1718	123	9	after	after	ADP
framr-1718	123	10	the	the	DET
framr-1718	123	11	matlab	matlab	PROPN
framr-1718	123	12	training	training	NOUN
framr-1718	123	13	,	,	PUNCT
framr-1718	123	14	and	and	CCONJ
framr-1718	123	15	the	the	DET
framr-1718	123	16	fitted	fit	VERB
framr-1718	123	17	mse	mse	NOUN
framr-1718	123	18	represents	represent	VERB
framr-1718	123	19	the	the	DET
framr-1718	123	20	predicted	predict	VERB
framr-1718	123	21	mse	mse	NOUN
framr-1718	123	22	value	value	NOUN
framr-1718	123	23	by	by	ADP
framr-1718	123	24	using	use	VERB
framr-1718	123	25	the	the	DET
framr-1718	123	26	mathematical	mathematical	ADJ
framr-1718	123	27	equations	equation	NOUN
framr-1718	123	28	given	give	VERB
framr-1718	123	29	in	in	ADP
framr-1718	123	30	equation	equation	NOUN
framr-1718	123	31	(	(	PUNCT
framr-1718	123	32	1	1	NUM
framr-1718	123	33	)	)	PUNCT
framr-1718	123	34	.	.	PUNCT
framr-1718	124	1	table-1	table-1	NUM
framr-1718	124	2	.	.	PUNCT
framr-1718	125	1	design	design	NOUN
framr-1718	125	2	of	of	ADP
framr-1718	125	3	experiment	experiment	NOUN
framr-1718	125	4	for	for	ADP
framr-1718	125	5	lr	lr	PROPN
framr-1718	125	6	ve	ve	PROPN
framr-1718	125	7	mc	mc	PROPN
framr-1718	125	8	coefficients	coefficient	NOUN
framr-1718	125	9	number	number	NOUN
framr-1718	125	10	of	of	ADP
framr-1718	125	11	experimental	experimental	ADJ
framr-1718	125	12	run	run	NOUN
framr-1718	125	13	lr	lr	PROPN
framr-1718	125	14	mc	mc	PROPN
framr-1718	125	15	mse	mse	PROPN
framr-1718	125	16	fitted	fit	VERB
framr-1718	125	17	mse	mse	PROPN
framr-1718	125	18	1	1	NUM
framr-1718	125	19	0.0090	0.0090	NUM
framr-1718	125	20	0.200	0.200	NUM
framr-1718	125	21	0.00254	0.00254	NUM
framr-1718	125	22	0.002496	0.002496	NUM
framr-1718	125	23	2	2	NUM
framr-1718	125	24	0.0100	0.0100	NUM
framr-1718	125	25	0.200	0.200	NUM
framr-1718	125	26	0.00291	0.00291	NUM
framr-1718	125	27	0.002928	0.002928	NUM
framr-1718	125	28	3	3	NUM
framr-1718	125	29	0.0090	0.0090	NUM
framr-1718	125	30	0.900	0.900	NUM
framr-1718	125	31	0.00360	0.00360	NUM
framr-1718	125	32	0.003068	0.003068	NUM
framr-1718	125	33	4	4	NUM
framr-1718	125	34	0.0100	0.0100	NUM
framr-1718	125	35	0.900	0.900	NUM
framr-1718	125	36	0.00248	0.00248	NUM
framr-1718	125	37	0.002010	0.002010	NUM
framr-1718	125	38	5	5	NUM
framr-1718	125	39	0.0090	0.0090	NUM
framr-1718	125	40	0.550	0.550	NUM
framr-1718	125	41	0.00360	0.00360	NUM
framr-1718	125	42	0.004176	0.004176	NUM
framr-1718	125	43	6	6	NUM
framr-1718	125	44	0.0100	0.0100	NUM
framr-1718	125	45	0.550	0.550	NUM
framr-1718	126	1	0.00341	0.00341	NUM
framr-1718	126	2	0.003862	0.003862	NUM
framr-1718	126	3	7	7	NUM
framr-1718	126	4	0.0095	0.0095	NUM
framr-1718	126	5	0.200	0.200	NUM
framr-1718	126	6	0.00507	0.00507	NUM
framr-1718	126	7	0.005096	0.005096	NUM
framr-1718	126	8	8	8	NUM
framr-1718	126	9	0.0095	0.0095	NUM
framr-1718	126	10	0.900	0.900	NUM
framr-1718	126	11	0.00392	0.00392	NUM
framr-1718	126	12	0.004922	0.004922	NUM
framr-1718	126	13	9	9	NUM
framr-1718	126	14	0.0095	0.0095	NUM
framr-1718	126	15	0.550	0.550	NUM
framr-1718	126	16	0.00743	0.00743	NUM
framr-1718	126	17	0.006402	0.006402	NUM
framr-1718	126	18	equation	equation	NOUN
framr-1718	126	19	(	(	PUNCT
framr-1718	126	20	1	1	X
framr-1718	126	21	)	)	PUNCT
framr-1718	126	22	represents	represent	VERB
framr-1718	126	23	the	the	DET
framr-1718	126	24	mathematical	mathematical	ADJ
framr-1718	126	25	relationship	relationship	NOUN
framr-1718	126	26	between	between	ADP
framr-1718	126	27	the	the	DET
framr-1718	126	28	factors	factor	NOUN
framr-1718	126	29	(	(	PUNCT
framr-1718	126	30	lr	lr	INTJ
framr-1718	126	31	,	,	PUNCT
framr-1718	126	32	mc	mc	PROPN
framr-1718	126	33	)	)	PUNCT
framr-1718	126	34	and	and	CCONJ
framr-1718	126	35	the	the	DET
framr-1718	126	36	response	response	NOUN
framr-1718	126	37	(	(	PUNCT
framr-1718	126	38	mse	mse	NOUN
framr-1718	126	39	)	)	PUNCT
framr-1718	126	40	that	that	PRON
framr-1718	126	41	is	be	AUX
framr-1718	126	42	calculated	calculate	VERB
framr-1718	126	43	by	by	ADP
framr-1718	126	44	using	use	VERB
framr-1718	126	45	the	the	DET
framr-1718	126	46	values	value	NOUN
framr-1718	126	47	given	give	VERB
framr-1718	126	48	in	in	ADP
framr-1718	126	49	table-1	table-1	NUM
framr-1718	126	50	with	with	ADP
framr-1718	126	51	the	the	DET
framr-1718	126	52	aid	aid	NOUN
framr-1718	126	53	of	of	ADP
framr-1718	126	54	rsm	rsm	PROPN
framr-1718	126	55	.	.	PUNCT
framr-1718	127	1			NOUN
framr-1718	127	2			SYM
framr-1718	127	3			NOUN
framr-1718	127	4			SYM
framr-1718	127	5			NOUN
framr-1718	127	6			SYM
framr-1718	127	7			NOUN
framr-1718	127	8			PUNCT
framr-1718	127	9			NOUN
framr-1718	128	1			NOUN
framr-1718	129	1			PROPN
framr-1718	130	1	2	2	NUM
framr-1718	130	2	2	2	NUM
framr-1718	130	3	0.87	0.87	NUM
framr-1718	130	4	181.99	181.99	NUM
framr-1718	130	5	0.03	0.03	NUM
framr-1718	130	6	9533.33	9533.33	NUM
framr-1718	130	7	0.01	0.01	NUM
framr-1718	130	8	2.13	2.13	NUM
framr-1718	130	9	mse	mse	NOUN
framr-1718	130	10	lr	lr	X
framr-1718	130	11	mc	mc	PROPN
framr-1718	130	12	lr	lr	PROPN
framr-1718	130	13	mc	mc	PROPN
framr-1718	130	14	lr	lr	PROPN
framr-1718	130	15	mc	mc	PROPN
framr-1718	130	16			PROPN
framr-1718	130	17			PROPN
framr-1718	130	18			PUNCT
framr-1718	130	19			PUNCT
framr-1718	130	20			PROPN
framr-1718	130	21			PROPN
framr-1718	130	22			NOUN
framr-1718	130	23	(	(	PUNCT
framr-1718	130	24	1	1	NUM
framr-1718	130	25	)	)	PUNCT
framr-1718	130	26	define	define	VERB
framr-1718	130	27	the	the	DET
framr-1718	130	28	input	input	NOUN
framr-1718	130	29	matrix	matrix	NOUN
framr-1718	130	30	(	(	PUNCT
framr-1718	130	31	p0	p0	NOUN
framr-1718	130	32	)	)	PUNCT
framr-1718	130	33	and	and	CCONJ
framr-1718	130	34	calculate	calculate	VERB
framr-1718	130	35	its	its	PRON
framr-1718	130	36	transpose	transpose	NOUN
framr-1718	130	37	(	(	PUNCT
framr-1718	130	38	p	p	NOUN
framr-1718	130	39	)	)	PUNCT
framr-1718	130	40	define	define	VERB
framr-1718	130	41	the	the	DET
framr-1718	130	42	output	output	NOUN
framr-1718	130	43	matrix	matrix	NOUN
framr-1718	130	44	(	(	PUNCT
framr-1718	130	45	t0	t0	NOUN
framr-1718	130	46	)	)	PUNCT
framr-1718	130	47	and	and	CCONJ
framr-1718	130	48	calculate	calculate	VERB
framr-1718	130	49	its	its	PRON
framr-1718	130	50	transpose	transpose	NOUN
framr-1718	130	51	(	(	PUNCT
framr-1718	130	52	t	t	NOUN
framr-1718	130	53	)	)	PUNCT
framr-1718	130	54	define	define	VERB
framr-1718	130	55	the	the	DET
framr-1718	130	56	number	number	NOUN
framr-1718	130	57	of	of	ADP
framr-1718	130	58	neurons	neuron	NOUN
framr-1718	130	59	of	of	ADP
framr-1718	130	60	the	the	DET
framr-1718	130	61	input	input	NOUN
framr-1718	130	62	layer	layer	NOUN
framr-1718	130	63	(	(	PUNCT
framr-1718	130	64	s0	s0	PROPN
framr-1718	130	65	)	)	PUNCT
framr-1718	130	66	define	define	VERB
framr-1718	130	67	the	the	DET
framr-1718	130	68	number	number	NOUN
framr-1718	130	69	of	of	ADP
framr-1718	130	70	neurons	neuron	NOUN
framr-1718	130	71	of	of	ADP
framr-1718	130	72	the	the	DET
framr-1718	130	73	hidden	hidden	ADJ
framr-1718	130	74	layers	layer	NOUN
framr-1718	130	75	(	(	PUNCT
framr-1718	130	76	s1	s1	NOUN
framr-1718	130	77	,	,	PUNCT
framr-1718	130	78	s2	s2	PROPN
framr-1718	130	79	)	)	PUNCT
framr-1718	130	80	define	define	VERB
framr-1718	130	81	the	the	DET
framr-1718	130	82	number	number	NOUN
framr-1718	130	83	of	of	ADP
framr-1718	130	84	neurons	neuron	NOUN
framr-1718	130	85	of	of	ADP
framr-1718	130	86	the	the	DET
framr-1718	130	87	output	output	NOUN
framr-1718	130	88	layer	layer	NOUN
framr-1718	130	89	(	(	PUNCT
framr-1718	130	90	s3	s3	PROPN
framr-1718	130	91	)	)	PUNCT
framr-1718	130	92	construct	construct	VERB
framr-1718	130	93	the	the	DET
framr-1718	130	94	network	network	NOUN
framr-1718	130	95	topology	topology	NOUN
framr-1718	130	96	and	and	CCONJ
framr-1718	130	97	start	start	VERB
framr-1718	130	98	to	to	ADP
framr-1718	130	99	traing	trae	VERB
framr-1718	130	100	by	by	ADP
framr-1718	130	101	using	use	VERB
framr-1718	130	102	the	the	DET
framr-1718	130	103	given	give	VERB
framr-1718	130	104	code	code	NOUN
framr-1718	130	105	below	below	ADV
framr-1718	130	106	:	:	PUNCT
framr-1718	131	1	[	[	X
framr-1718	131	2	pn	pn	X
framr-1718	131	3	,	,	PUNCT
framr-1718	131	4	minp	minp	NOUN
framr-1718	131	5	,	,	PUNCT
framr-1718	131	6	maxp	maxp	NOUN
framr-1718	131	7	,	,	PUNCT
framr-1718	131	8	tn	tn	PROPN
framr-1718	131	9	,	,	PUNCT
framr-1718	131	10	mint	mint	NOUN
framr-1718	131	11	,	,	PUNCT
framr-1718	131	12	maxt	maxt	NOUN
framr-1718	131	13	]	]	PUNCT
framr-1718	131	14	=	=	SYM
framr-1718	131	15	premnmx(p	premnmx(p	PROPN
framr-1718	131	16	,	,	PUNCT
framr-1718	131	17	t	t	PROPN
framr-1718	131	18	)	)	PUNCT
framr-1718	131	19	;	;	PUNCT
framr-1718	132	1	[	[	X
framr-1718	132	2	net	net	NOUN
framr-1718	132	3	=	=	SYM
framr-1718	132	4	newff(minmax(p	newff(minmax(p	PROPN
framr-1718	132	5	)	)	PUNCT
framr-1718	132	6	,	,	PUNCT
framr-1718	133	1	[	[	X
framr-1718	133	2	s0,s1,s2,s3	s0,s1,s2,s3	NOUN
framr-1718	133	3	]	]	X
framr-1718	133	4	,	,	PUNCT
framr-1718	133	5	(	(	PUNCT
framr-1718	133	6	!	!	PUNCT
framr-1718	133	7	!	!	PUNCT
framr-1718	133	8	!	!	PUNCT
framr-1718	134	1	invalid	invalid	ADJ
framr-1718	134	2	citation	citation	NOUN
framr-1718	134	3	!	!	PUNCT
framr-1718	134	4	!	!	PUNCT
framr-1718	134	5	!	!	PUNCT
framr-1718	134	6	)	)	PUNCT
framr-1718	135	1	,	,	PUNCT
framr-1718	135	2	'	'	PUNCT
framr-1718	135	3	traingd	traingd	NOUN
framr-1718	135	4	'	'	PUNCT
framr-1718	135	5	)	)	PUNCT
framr-1718	135	6	;	;	PUNCT
framr-1718	136	1	net.trainparam.epochs	net.trainparam.epochs	SCONJ
framr-1718	136	2	=	=	SYM
framr-1718	136	3	80000	80000	NUM
framr-1718	136	4	;	;	PUNCT
framr-1718	136	5	net.trainparam.goal	net.trainparam.goal	PROPN
framr-1718	136	6	=	=	SYM
framr-1718	136	7	0.001	0.001	NUM
framr-1718	136	8	;	;	PUNCT
framr-1718	136	9	net.trainparam.show	net.trainparam.show	X
framr-1718	136	10	=	=	SYM
framr-1718	136	11	5000	5000	NUM
framr-1718	136	12	;	;	PUNCT
framr-1718	136	13	net.trainparam.mc	net.trainparam.mc	PROPN
framr-1718	136	14	=	=	PUNCT
framr-1718	136	15	;	;	PUNCT
framr-1718	136	16	%	%	INTJ
framr-1718	136	17	will	will	AUX
framr-1718	136	18	be	be	AUX
framr-1718	136	19	determined	determine	VERB
framr-1718	136	20	by	by	ADP
framr-1718	136	21	rsm	rsm	PROPN
framr-1718	136	22	net.trainparam.lr	net.trainparam.lr	PROPN
framr-1718	136	23	=	=	PUNCT
framr-1718	136	24	;	;	PUNCT
framr-1718	136	25	%	%	NOUN
framr-1718	136	26	will	will	AUX
framr-1718	136	27	be	be	AUX
framr-1718	136	28	determined	determine	VERB
framr-1718	136	29	by	by	ADP
framr-1718	136	30	rsm	rsm	PROPN
framr-1718	136	31	net.trainparam.lr_inc	net.trainparam.lr_inc	PROPN
framr-1718	136	32	=	=	PROPN
framr-1718	136	33	1.01	1.01	NUM
framr-1718	136	34	;	;	PUNCT
framr-1718	136	35	net	net	NOUN
framr-1718	136	36	=	=	PUNCT
framr-1718	136	37	train(net	train(net	NOUN
framr-1718	136	38	,	,	PUNCT
framr-1718	136	39	p	p	X
framr-1718	136	40	,	,	PUNCT
framr-1718	136	41	t	t	PROPN
framr-1718	136	42	)	)	PUNCT
framr-1718	136	43	;	;	PUNCT
framr-1718	136	44	eğitim	eğitim	PROPN
framr-1718	136	45	sonucunu	sonucunu	PROPN
framr-1718	136	46	kaydet	kaydet	PROPN
framr-1718	136	47	financial	financial	ADJ
framr-1718	136	48	risk	risk	NOUN
framr-1718	136	49	and	and	CCONJ
framr-1718	136	50	management	management	NOUN
framr-1718	136	51	reviews	review	NOUN
framr-1718	136	52	,	,	PUNCT
framr-1718	136	53	2015	2015	NUM
framr-1718	136	54	,	,	PUNCT
framr-1718	136	55	1(2):53	1(2):53	NUM
framr-1718	136	56	-	-	SYM
framr-1718	136	57	67	67	NUM
framr-1718	136	58	59	59	NUM
framr-1718	136	59	©	©	PROPN
framr-1718	136	60	2015	2015	NUM
framr-1718	136	61	conscientia	conscientia	PROPN
framr-1718	136	62	beam	beam	PROPN
framr-1718	136	63	.	.	PUNCT
framr-1718	137	1	all	all	DET
framr-1718	137	2	rights	right	NOUN
framr-1718	137	3	reserved	reserve	VERB
framr-1718	137	4	.	.	PUNCT
framr-1718	138	1	the	the	DET
framr-1718	138	2	r2	r2	PROPN
framr-1718	138	3	value	value	NOUN
framr-1718	138	4	(	(	PUNCT
framr-1718	138	5	coefficient	coefficient	NOUN
framr-1718	138	6	of	of	ADP
framr-1718	138	7	determination	determination	NOUN
framr-1718	138	8	)	)	PUNCT
framr-1718	138	9	is	be	AUX
framr-1718	138	10	calculated	calculate	VERB
framr-1718	138	11	as	as	ADP
framr-1718	138	12	83.75	83.75	NUM
framr-1718	138	13	%	%	NOUN
framr-1718	138	14	and	and	CCONJ
framr-1718	138	15	this	this	PRON
framr-1718	138	16	means	mean	VERB
framr-1718	138	17	that	that	SCONJ
framr-1718	138	18	the	the	DET
framr-1718	138	19	lr	lr	NOUN
framr-1718	138	20	and	and	CCONJ
framr-1718	138	21	mc	mc	PROPN
framr-1718	138	22	highly	highly	ADV
framr-1718	138	23	explains	explain	VERB
framr-1718	138	24	the	the	DET
framr-1718	138	25	variation	variation	NOUN
framr-1718	138	26	at	at	ADP
framr-1718	138	27	mse	mse	PROPN
framr-1718	138	28	.	.	PUNCT
framr-1718	139	1	the	the	DET
framr-1718	139	2	surface	surface	NOUN
framr-1718	139	3	plot	plot	NOUN
framr-1718	139	4	of	of	ADP
framr-1718	139	5	equation	equation	NOUN
framr-1718	139	6	(	(	PUNCT
framr-1718	139	7	1	1	X
framr-1718	139	8	)	)	PUNCT
framr-1718	139	9	is	be	AUX
framr-1718	139	10	given	give	VERB
framr-1718	139	11	in	in	ADP
framr-1718	139	12	figure3	figure3	PROPN
framr-1718	139	13	.	.	PUNCT
framr-1718	140	1	figure-3	figure-3	NUM
framr-1718	140	2	.	.	PUNCT
framr-1718	140	3	surface	surface	NOUN
framr-1718	140	4	plot	plot	NOUN
framr-1718	140	5	for	for	ADP
framr-1718	140	6	mse	mse	NOUN
framr-1718	140	7	when	when	SCONJ
framr-1718	140	8	the	the	DET
framr-1718	140	9	figure-3	figure-3	NUM
framr-1718	140	10	is	be	AUX
framr-1718	140	11	examined	examine	VERB
framr-1718	140	12	it	it	PRON
framr-1718	140	13	is	be	AUX
framr-1718	140	14	observed	observe	VERB
framr-1718	140	15	that	that	SCONJ
framr-1718	140	16	it	it	PRON
framr-1718	140	17	is	be	AUX
framr-1718	140	18	possible	possible	ADJ
framr-1718	140	19	to	to	PART
framr-1718	140	20	reduce	reduce	VERB
framr-1718	140	21	the	the	DET
framr-1718	140	22	mse	mse	NOUN
framr-1718	140	23	by	by	ADP
framr-1718	140	24	reorganizing	reorganize	VERB
framr-1718	140	25	the	the	DET
framr-1718	140	26	minimum	minimum	ADJ
framr-1718	140	27	and	and	CCONJ
framr-1718	140	28	maximum	maximum	ADJ
framr-1718	140	29	levels	level	NOUN
framr-1718	140	30	of	of	ADP
framr-1718	140	31	lr	lr	PROPN
framr-1718	140	32	and	and	CCONJ
framr-1718	140	33	mc	mc	PROPN
framr-1718	140	34	.	.	PROPN
framr-1718	141	1	for	for	ADP
framr-1718	141	2	this	this	DET
framr-1718	141	3	purpose	purpose	NOUN
framr-1718	141	4	factor	factor	NOUN
framr-1718	141	5	levels	level	NOUN
framr-1718	141	6	for	for	ADP
framr-1718	141	7	lr	lr	NOUN
framr-1718	141	8	and	and	CCONJ
framr-1718	141	9	mc	mc	PROPN
framr-1718	141	10	are	be	AUX
framr-1718	141	11	shifted	shift	VERB
framr-1718	141	12	to	to	ADP
framr-1718	141	13	[	[	X
framr-1718	141	14	0.05	0.05	NUM
framr-1718	141	15	-	-	SYM
framr-1718	141	16	0.09	0.09	NUM
framr-1718	141	17	]	]	PUNCT
framr-1718	141	18	and	and	CCONJ
framr-1718	141	19	[	[	X
framr-1718	141	20	0.2	0.2	NUM
framr-1718	141	21	-	-	PUNCT
framr-1718	141	22	0.05	0.05	NUM
framr-1718	141	23	]	]	PUNCT
framr-1718	141	24	respectively	respectively	ADV
framr-1718	141	25	.	.	PUNCT
framr-1718	142	1	the	the	DET
framr-1718	142	2	default	default	NOUN
framr-1718	142	3	of	of	ADP
framr-1718	142	4	central	central	ADJ
framr-1718	142	5	composite	composite	ADJ
framr-1718	142	6	design	design	NOUN
framr-1718	142	7	is	be	AUX
framr-1718	142	8	used	use	VERB
framr-1718	142	9	for	for	ADP
framr-1718	142	10	experimental	experimental	ADJ
framr-1718	142	11	design	design	NOUN
framr-1718	142	12	is	be	AUX
framr-1718	142	13	performed	perform	VERB
framr-1718	142	14	.	.	PUNCT
framr-1718	143	1	the	the	DET
framr-1718	143	2	results	result	NOUN
framr-1718	143	3	and	and	CCONJ
framr-1718	143	4	the	the	DET
framr-1718	143	5	mathematical	mathematical	ADJ
framr-1718	143	6	equation	equation	NOUN
framr-1718	143	7	derived	derive	VERB
framr-1718	143	8	from	from	ADP
framr-1718	143	9	these	these	DET
framr-1718	143	10	results	result	NOUN
framr-1718	143	11	are	be	AUX
framr-1718	143	12	given	give	VERB
framr-1718	143	13	in	in	ADP
framr-1718	143	14	table-2	table-2	NUM
framr-1718	143	15	and	and	CCONJ
framr-1718	143	16	equation	equation	NOUN
framr-1718	143	17	(	(	PUNCT
framr-1718	143	18	2	2	NUM
framr-1718	143	19	)	)	PUNCT
framr-1718	143	20	respectively	respectively	ADV
framr-1718	143	21	.	.	PUNCT
framr-1718	144	1	table-2	table-2	NUM
framr-1718	144	2	.	.	PUNCT
framr-1718	144	3	second	second	ADJ
framr-1718	144	4	design	design	NOUN
framr-1718	144	5	for	for	ADP
framr-1718	144	6	lr	lr	NOUN
framr-1718	144	7	and	and	CCONJ
framr-1718	144	8	mc	mc	PROPN
framr-1718	144	9	coefficients	coefficient	NOUN
framr-1718	144	10	number	number	NOUN
framr-1718	144	11	of	of	ADP
framr-1718	144	12	experimental	experimental	ADJ
framr-1718	144	13	run	run	NOUN
framr-1718	144	14	lr	lr	PROPN
framr-1718	144	15	mc	mc	PROPN
framr-1718	144	16	mse	mse	PROPN
framr-1718	144	17	fitted	fit	VERB
framr-1718	144	18	mse	mse	PROPN
framr-1718	144	19	1	1	NUM
framr-1718	144	20	0.0500	0.0500	NUM
framr-1718	144	21	0.050	0.050	NUM
framr-1718	144	22	0.00182	0.00182	NUM
framr-1718	144	23	0.001660	0.001660	NUM
framr-1718	144	24	2	2	NUM
framr-1718	144	25	0.0900	0.0900	NUM
framr-1718	144	26	0.050	0.050	NUM
framr-1718	144	27	0.00100	0.00100	NUM
framr-1718	144	28	0.000750	0.000750	NUM
framr-1718	144	29	3	3	NUM
framr-1718	144	30	0.0500	0.0500	NUM
framr-1718	144	31	0.200	0.200	NUM
framr-1718	144	32	0.00136	0.00136	NUM
framr-1718	144	33	0.000930	0.000930	NUM
framr-1718	144	34	4	4	NUM
framr-1718	144	35	0.0900	0.0900	NUM
framr-1718	144	36	0.200	0.200	NUM
framr-1718	144	37	0.00254	0.00254	NUM
framr-1718	144	38	0.002020	0.002020	NUM
framr-1718	144	39	5	5	NUM
framr-1718	144	40	0.0417	0.0417	NUM
framr-1718	144	41	0.125	0.125	NUM
framr-1718	144	42	0.00100	0.00100	NUM
framr-1718	144	43	0.001276	0.001276	NUM
framr-1718	144	44	6	6	NUM
framr-1718	144	45	0.0983	0.0983	NUM
framr-1718	144	46	0.125	0.125	NUM
framr-1718	144	47	0.00100	0.00100	NUM
framr-1718	144	48	0.001404	0.001404	NUM
framr-1718	144	49	7	7	NUM
framr-1718	144	50	0.0700	0.0700	NUM
framr-1718	144	51	0.019	0.019	NUM
framr-1718	144	52	0.00100	0.00100	NUM
framr-1718	144	53	0.001149	0.001149	NUM
framr-1718	144	54	8	8	NUM
framr-1718	144	55	0.0700	0.0700	NUM
framr-1718	144	56	0.231	0.231	NUM
framr-1718	144	57	0.00100	0.00100	NUM
framr-1718	144	58	0.001531	0.001531	NUM
framr-1718	144	59	9	9	NUM
framr-1718	144	60	0.0700	0.0700	NUM
framr-1718	144	61	0.125	0.125	NUM
framr-1718	144	62	0.00111	0.00111	NUM
framr-1718	144	63	0.001110	0.001110	NUM
framr-1718	144	64			NOUN
framr-1718	144	65			SYM
framr-1718	144	66			NOUN
framr-1718	144	67			SYM
framr-1718	144	68			NOUN
framr-1718	144	69			SYM
framr-1718	144	70			NOUN
framr-1718	144	71			PUNCT
framr-1718	144	72			NOUN
framr-1718	145	1			NOUN
framr-1718	146	1			PROPN
framr-1718	146	2	2	2	NUM
framr-1718	146	3	0.005372	0.005372	NUM
framr-1718	146	4	–	–	PUNCT
framr-1718	146	5	0.079667	0.079667	NUM
framr-1718	146	6	0.026644	0.026644	NUM
framr-1718	146	7	0.287500	0.287500	NUM
framr-1718	146	8	2	2	NUM
framr-1718	146	9	0.020444	0.020444	NUM
framr-1718	146	10	0.333333	0.333333	NUM
framr-1718	146	11	mse	mse	NOUN
framr-1718	146	12	lr	lr	X
framr-1718	146	13	mc	mc	PROPN
framr-1718	146	14	lr	lr	PROPN
framr-1718	146	15	mc	mc	PROPN
framr-1718	146	16	lr	lr	PROPN
framr-1718	146	17	mc	mc	PROPN
framr-1718	146	18			PROPN
framr-1718	146	19			PROPN
framr-1718	146	20			PUNCT
framr-1718	146	21			X
framr-1718	146	22	(	(	PUNCT
framr-1718	146	23	2	2	X
framr-1718	146	24	)	)	PUNCT
framr-1718	146	25	the	the	DET
framr-1718	146	26	surface	surface	NOUN
framr-1718	146	27	plot	plot	NOUN
framr-1718	146	28	for	for	ADP
framr-1718	146	29	equation	equation	NOUN
framr-1718	146	30	(	(	PUNCT
framr-1718	146	31	2	2	X
framr-1718	146	32	)	)	PUNCT
framr-1718	146	33	is	be	AUX
framr-1718	146	34	given	give	VERB
framr-1718	146	35	in	in	ADP
framr-1718	146	36	figure-4	figure-4	PROPN
framr-1718	146	37	.	.	PUNCT
framr-1718	147	1	in	in	ADP
framr-1718	147	2	this	this	DET
framr-1718	147	3	stage	stage	NOUN
framr-1718	147	4	it	it	PRON
framr-1718	147	5	is	be	AUX
framr-1718	147	6	required	require	VERB
framr-1718	147	7	to	to	PART
framr-1718	147	8	find	find	VERB
framr-1718	147	9	the	the	DET
framr-1718	147	10	optimum	optimum	ADJ
framr-1718	147	11	lr	lr	NOUN
framr-1718	147	12	and	and	CCONJ
framr-1718	147	13	mc	mc	PROPN
framr-1718	147	14	values	value	NOUN
framr-1718	147	15	those	those	PRON
framr-1718	147	16	gives	give	VERB
framr-1718	147	17	the	the	DET
framr-1718	147	18	minimum	minimum	ADJ
framr-1718	147	19	mse	mse	NOUN
framr-1718	147	20	value	value	NOUN
framr-1718	147	21	.	.	PUNCT
framr-1718	148	1	for	for	ADP
framr-1718	148	2	this	this	DET
framr-1718	148	3	purpose	purpose	NOUN
framr-1718	148	4	minitab	minitab	NOUN
framr-1718	148	5	response	response	NOUN
framr-1718	148	6	0,8	0,8	NUM
framr-1718	148	7	0,002	0,002	NUM
framr-1718	148	8	0,6	0,6	NUM
framr-1718	148	9	0,004	0,004	NUM
framr-1718	148	10	0,4	0,4	NUM
framr-1718	148	11	0,006	0,006	NUM
framr-1718	148	12	0,0090	0,0090	PROPN
framr-1718	148	13	0,0095	0,0095	NOUN
framr-1718	148	14	0,2	0,2	NUM
framr-1718	148	15	0,0100	0,0100	PROPN
framr-1718	148	16	mse	mse	PROPN
framr-1718	148	17	mc	mc	PROPN
framr-1718	148	18	lr	lr	PROPN
framr-1718	148	19	surface	surface	PROPN
framr-1718	148	20	plot	plot	NOUN
framr-1718	148	21	of	of	ADP
framr-1718	148	22	mse	mse	PROPN
framr-1718	148	23	vs	vs	ADP
framr-1718	148	24	mc	mc	PROPN
framr-1718	148	25	;	;	PUNCT
framr-1718	148	26	lr	lr	X
framr-1718	148	27	financial	financial	ADJ
framr-1718	148	28	risk	risk	NOUN
framr-1718	148	29	and	and	CCONJ
framr-1718	148	30	management	management	NOUN
framr-1718	148	31	reviews	review	NOUN
framr-1718	148	32	,	,	PUNCT
framr-1718	148	33	2015	2015	NUM
framr-1718	148	34	,	,	PUNCT
framr-1718	148	35	1(2):53	1(2):53	NUM
framr-1718	148	36	-	-	SYM
framr-1718	148	37	67	67	NUM
framr-1718	148	38	60	60	NUM
framr-1718	148	39	©	©	PROPN
framr-1718	148	40	2015	2015	NUM
framr-1718	148	41	conscientia	conscientia	PROPN
framr-1718	148	42	beam	beam	PROPN
framr-1718	148	43	.	.	PUNCT
framr-1718	149	1	all	all	DET
framr-1718	149	2	rights	right	NOUN
framr-1718	149	3	reserved	reserve	VERB
framr-1718	149	4	.	.	PUNCT
framr-1718	150	1	optimizer	optimizer	NOUN
framr-1718	150	2	module	module	NOUN
framr-1718	150	3	is	be	AUX
framr-1718	150	4	used	use	VERB
framr-1718	150	5	for	for	ADP
framr-1718	150	6	optimization	optimization	NOUN
framr-1718	150	7	.	.	PUNCT
framr-1718	151	1	this	this	DET
framr-1718	151	2	module	module	NOUN
framr-1718	151	3	uses	use	VERB
framr-1718	151	4	gradient	gradient	ADJ
framr-1718	151	5	descent	descent	NOUN
framr-1718	151	6	method	method	NOUN
framr-1718	151	7	for	for	ADP
framr-1718	151	8	searching	search	VERB
framr-1718	151	9	the	the	DET
framr-1718	151	10	target	target	NOUN
framr-1718	151	11	value	value	NOUN
framr-1718	151	12	.	.	PUNCT
framr-1718	152	1	0,20	0,20	NOUN
framr-1718	152	2	0,15	0,15	NUM
framr-1718	152	3	0,001	0,001	NUM
framr-1718	152	4	0,10	0,10	NOUN
framr-1718	153	1	0,002	0,002	NUM
framr-1718	153	2	0,04	0,04	NUM
framr-1718	153	3	0,003	0,003	NUM
framr-1718	153	4	0,05	0,05	NOUN
framr-1718	153	5	0,06	0,06	PROPN
framr-1718	153	6	0,08	0,08	PROPN
framr-1718	153	7	0,10	0,10	PROPN
framr-1718	153	8	mse	mse	PROPN
framr-1718	153	9	mc	mc	PROPN
framr-1718	153	10	lr	lr	PROPN
framr-1718	153	11	surface	surface	PROPN
framr-1718	153	12	plot	plot	NOUN
framr-1718	153	13	of	of	ADP
framr-1718	153	14	mse	mse	PROPN
framr-1718	153	15	vs	vs	ADP
framr-1718	153	16	mc	mc	PROPN
framr-1718	153	17	;	;	PUNCT
framr-1718	153	18	lr	lr	PROPN
framr-1718	153	19	figure-4	figure-4	PROPN
framr-1718	153	20	.	.	PUNCT
framr-1718	153	21	surface	surface	NOUN
framr-1718	153	22	plot	plot	NOUN
framr-1718	153	23	for	for	ADP
framr-1718	153	24	mse	mse	NOUN
framr-1718	153	25	by	by	ADP
framr-1718	153	26	using	use	VERB
framr-1718	153	27	equation	equation	NOUN
framr-1718	153	28	(	(	PUNCT
framr-1718	153	29	2	2	X
framr-1718	153	30	)	)	PUNCT
framr-1718	153	31	the	the	DET
framr-1718	153	32	optimum	optimum	ADJ
framr-1718	153	33	values	value	NOUN
framr-1718	153	34	for	for	ADP
framr-1718	153	35	lr	lr	NOUN
framr-1718	153	36	and	and	CCONJ
framr-1718	153	37	mc	mc	PROPN
framr-1718	153	38	are	be	AUX
framr-1718	153	39	calculated	calculate	VERB
framr-1718	153	40	as	as	ADP
framr-1718	153	41	0.0417	0.0417	NUM
framr-1718	153	42	and	and	CCONJ
framr-1718	153	43	0.2311	0.2311	NUM
framr-1718	153	44	and	and	CCONJ
framr-1718	153	45	given	give	VERB
framr-1718	153	46	in	in	ADP
framr-1718	153	47	figure-5	figure-5	PROPN
framr-1718	153	48	.	.	PUNCT
framr-1718	154	1	figure-5	figure-5	PROPN
framr-1718	154	2	.	.	PUNCT
framr-1718	154	3	result	result	NOUN
framr-1718	154	4	of	of	ADP
framr-1718	154	5	response	response	NOUN
framr-1718	154	6	optimizer	optimizer	NOUN
framr-1718	154	7	for	for	ADP
framr-1718	154	8	optimization	optimization	NOUN
framr-1718	154	9	according	accord	VERB
framr-1718	154	10	to	to	ADP
framr-1718	154	11	figure-5	figure-5	NUM
framr-1718	154	12	it	it	PRON
framr-1718	154	13	is	be	AUX
framr-1718	154	14	clearly	clearly	ADV
framr-1718	154	15	observed	observe	VERB
framr-1718	154	16	that	that	SCONJ
framr-1718	154	17	the	the	DET
framr-1718	154	18	mse	mse	NOUN
framr-1718	154	19	value	value	NOUN
framr-1718	154	20	is	be	AUX
framr-1718	154	21	minimized	minimize	VERB
framr-1718	154	22	and	and	CCONJ
framr-1718	154	23	predicted	predict	VERB
framr-1718	154	24	to	to	PART
framr-1718	154	25	be	be	AUX
framr-1718	154	26	0.0007	0.0007	NUM
framr-1718	154	27	for	for	ADP
framr-1718	154	28	the	the	DET
framr-1718	154	29	calculated	calculate	VERB
framr-1718	154	30	optimum	optimum	ADJ
framr-1718	154	31	factor	factor	NOUN
framr-1718	154	32	combination	combination	NOUN
framr-1718	154	33	.	.	PUNCT
framr-1718	155	1	this	this	DET
framr-1718	155	2	value	value	NOUN
framr-1718	155	3	is	be	AUX
framr-1718	155	4	lower	low	ADJ
framr-1718	155	5	than	than	ADP
framr-1718	155	6	the	the	DET
framr-1718	155	7	target	target	NOUN
framr-1718	155	8	mse	mse	NOUN
framr-1718	155	9	of	of	ADP
framr-1718	155	10	0.001	0.001	NUM
framr-1718	155	11	.	.	PUNCT
framr-1718	156	1	for	for	ADP
framr-1718	156	2	the	the	DET
framr-1718	156	3	optimum	optimum	ADJ
framr-1718	156	4	values	value	NOUN
framr-1718	156	5	of	of	ADP
framr-1718	156	6	mc	mc	PROPN
framr-1718	156	7	and	and	CCONJ
framr-1718	156	8	lr	lr	X
framr-1718	156	9	the	the	DET
framr-1718	156	10	training	training	NOUN
framr-1718	156	11	performance	performance	NOUN
framr-1718	156	12	of	of	ADP
framr-1718	156	13	the	the	DET
framr-1718	156	14	ann	ann	PROPN
framr-1718	156	15	is	be	AUX
framr-1718	156	16	given	give	VERB
framr-1718	156	17	in	in	ADP
framr-1718	156	18	figure-6	figure-6	PROPN
framr-1718	156	19	.	.	PUNCT
framr-1718	156	20	financial	financial	ADJ
framr-1718	156	21	risk	risk	NOUN
framr-1718	156	22	and	and	CCONJ
framr-1718	156	23	management	management	NOUN
framr-1718	156	24	reviews	review	NOUN
framr-1718	156	25	,	,	PUNCT
framr-1718	156	26	2015	2015	NUM
framr-1718	156	27	,	,	PUNCT
framr-1718	156	28	1(2):53	1(2):53	NUM
framr-1718	156	29	-	-	SYM
framr-1718	156	30	67	67	NUM
framr-1718	156	31	61	61	NUM
framr-1718	156	32	©	©	PROPN
framr-1718	156	33	2015	2015	NUM
framr-1718	156	34	conscientia	conscientia	PROPN
framr-1718	156	35	beam	beam	PROPN
framr-1718	156	36	.	.	PUNCT
framr-1718	157	1	all	all	DET
framr-1718	157	2	rights	right	NOUN
framr-1718	157	3	reserved	reserve	VERB
framr-1718	157	4	.	.	PUNCT
framr-1718	158	1	figure-6	figure-6	X
framr-1718	158	2	.	.	PUNCT
framr-1718	158	3	performance	performance	NOUN
framr-1718	158	4	of	of	ADP
framr-1718	158	5	the	the	DET
framr-1718	158	6	ann	ann	PROPN
framr-1718	158	7	for	for	ADP
framr-1718	158	8	the	the	DET
framr-1718	158	9	optimum	optimum	ADJ
framr-1718	158	10	lr	lr	NOUN
framr-1718	158	11	and	and	CCONJ
framr-1718	158	12	mc	mc	PROPN
framr-1718	158	13	values	value	NOUN
framr-1718	158	14	.	.	PUNCT
framr-1718	159	1	according	accord	VERB
framr-1718	159	2	to	to	ADP
framr-1718	159	3	the	the	DET
framr-1718	159	4	figure-6	figure-6	PROPN
framr-1718	159	5	,	,	PUNCT
framr-1718	159	6	it	it	PRON
framr-1718	159	7	is	be	AUX
framr-1718	159	8	observed	observe	VERB
framr-1718	159	9	that	that	SCONJ
framr-1718	159	10	the	the	DET
framr-1718	159	11	training	training	NOUN
framr-1718	159	12	is	be	AUX
framr-1718	159	13	completed	complete	VERB
framr-1718	159	14	successfully	successfully	ADV
framr-1718	159	15	at	at	ADP
framr-1718	159	16	18000	18000	NUM
framr-1718	159	17	iterations	iteration	NOUN
framr-1718	159	18	.	.	PUNCT
framr-1718	160	1	in	in	ADP
framr-1718	160	2	the	the	DET
framr-1718	160	3	next	next	ADJ
framr-1718	160	4	section	section	NOUN
framr-1718	160	5	,	,	PUNCT
framr-1718	160	6	the	the	DET
framr-1718	160	7	trained	train	VERB
framr-1718	160	8	ann	ann	PROPN
framr-1718	160	9	is	be	AUX
framr-1718	160	10	tested	test	VERB
framr-1718	160	11	for	for	ADP
framr-1718	160	12	the	the	DET
framr-1718	160	13	test	test	NOUN
framr-1718	160	14	data	datum	NOUN
framr-1718	160	15	set	set	VERB
framr-1718	160	16	.	.	PUNCT
framr-1718	161	1	5	5	X
framr-1718	161	2	.	.	X
framr-1718	161	3	test	test	NOUN
framr-1718	161	4	results	result	NOUN
framr-1718	161	5	and	and	CCONJ
framr-1718	161	6	the	the	DET
framr-1718	161	7	discussions	discussion	NOUN
framr-1718	161	8	in	in	ADP
framr-1718	161	9	this	this	DET
framr-1718	161	10	study	study	NOUN
framr-1718	161	11	the	the	DET
framr-1718	161	12	ındex	ındex	NOUN
framr-1718	161	13	values	value	NOUN
framr-1718	161	14	observed	observe	VERB
framr-1718	161	15	between	between	ADP
framr-1718	161	16	july	july	PROPN
framr-1718	161	17	2008	2008	NUM
framr-1718	161	18	–	–	PUNCT
framr-1718	161	19	december	december	PROPN
framr-1718	161	20	2009	2009	NUM
framr-1718	161	21	are	be	AUX
framr-1718	161	22	used	use	VERB
framr-1718	161	23	as	as	ADP
framr-1718	161	24	the	the	DET
framr-1718	161	25	test	test	NOUN
framr-1718	161	26	values	value	NOUN
framr-1718	161	27	.	.	PUNCT
framr-1718	162	1	the	the	DET
framr-1718	162	2	trained	train	VERB
framr-1718	162	3	network	network	NOUN
framr-1718	162	4	is	be	AUX
framr-1718	162	5	tested	test	VERB
framr-1718	162	6	for	for	ADP
framr-1718	162	7	the	the	DET
framr-1718	162	8	values	value	NOUN
framr-1718	162	9	given	give	VERB
framr-1718	162	10	in	in	ADP
framr-1718	162	11	table	table	NOUN
framr-1718	162	12	8	8	NUM
framr-1718	162	13	and	and	CCONJ
framr-1718	162	14	for	for	ADP
framr-1718	162	15	the	the	DET
framr-1718	162	16	values	value	NOUN
framr-1718	162	17	of	of	ADP
framr-1718	162	18	7	7	NUM
framr-1718	162	19	factors	factor	NOUN
framr-1718	162	20	(	(	PUNCT
framr-1718	162	21	gold	gold	NOUN
framr-1718	162	22	price	price	NOUN
framr-1718	162	23	,	,	PUNCT
framr-1718	162	24	oil	oil	NOUN
framr-1718	162	25	price	price	NOUN
framr-1718	162	26	,	,	PUNCT
framr-1718	162	27	interest	interest	NOUN
framr-1718	162	28	rate	rate	NOUN
framr-1718	162	29	,	,	PUNCT
framr-1718	162	30	cpi	cpi	PROPN
framr-1718	162	31	,	,	PUNCT
framr-1718	162	32	exchange	exchange	NOUN
framr-1718	162	33	rate	rate	NOUN
framr-1718	162	34	,	,	PUNCT
framr-1718	162	35	money	money	NOUN
framr-1718	162	36	supply	supply	NOUN
framr-1718	162	37	and	and	CCONJ
framr-1718	162	38	bist	bist	ADJ
framr-1718	162	39	volume	volume	NOUN
framr-1718	162	40	)	)	PUNCT
framr-1718	162	41	measured	measure	VERB
framr-1718	162	42	at	at	ADP
framr-1718	162	43	the	the	DET
framr-1718	162	44	end	end	NOUN
framr-1718	162	45	of	of	ADP
framr-1718	162	46	the	the	DET
framr-1718	162	47	month	month	NOUN
framr-1718	162	48	;	;	PUNCT
framr-1718	162	49	the	the	DET
framr-1718	162	50	index	index	NOUN
framr-1718	162	51	is	be	AUX
framr-1718	162	52	predicted	predict	VERB
framr-1718	162	53	for	for	ADP
framr-1718	162	54	the	the	DET
framr-1718	162	55	next	next	ADJ
framr-1718	162	56	day	day	NOUN
framr-1718	162	57	and	and	CCONJ
framr-1718	162	58	next	next	ADJ
framr-1718	162	59	month	month	NOUN
framr-1718	162	60	at	at	ADP
framr-1718	162	61	the	the	DET
framr-1718	162	62	crisis	crisis	NOUN
framr-1718	162	63	environment	environment	NOUN
framr-1718	162	64	.	.	PUNCT
framr-1718	163	1	the	the	DET
framr-1718	163	2	test	test	NOUN
framr-1718	163	3	results	result	NOUN
framr-1718	163	4	are	be	AUX
framr-1718	163	5	given	give	VERB
framr-1718	163	6	in	in	ADP
framr-1718	163	7	table-3	table-3	NUM
framr-1718	163	8	.	.	PUNCT
framr-1718	164	1	table-3	table-3	NUM
framr-1718	164	2	.	.	PUNCT
framr-1718	164	3	bist-100	bist-100	PROPN
framr-1718	164	4	index	index	NOUN
framr-1718	164	5	prediction	prediction	NOUN
framr-1718	164	6	at	at	ADP
framr-1718	164	7	the	the	DET
framr-1718	164	8	crisis	crisis	NOUN
framr-1718	164	9	environment	environment	NOUN
framr-1718	164	10	y	y	PROPN
framr-1718	164	11	e	e	PROPN
framr-1718	164	12	a	a	DET
framr-1718	164	13	rs	rs	NOUN
framr-1718	164	14	months	month	NOUN
framr-1718	164	15	(	(	PUNCT
framr-1718	164	16	a	a	X
framr-1718	164	17	)	)	PUNCT
framr-1718	164	18	ise–100	ise–100	PROPN
framr-1718	164	19	index	index	NOUN
framr-1718	164	20	(	(	PUNCT
framr-1718	164	21	value	value	NOUN
framr-1718	164	22	of	of	ADP
framr-1718	164	23	the	the	DET
framr-1718	164	24	next	next	ADJ
framr-1718	164	25	day	day	NOUN
framr-1718	164	26	)	)	PUNCT
framr-1718	164	27	(	(	PUNCT
framr-1718	164	28	b	b	X
framr-1718	164	29	)	)	PUNCT
framr-1718	164	30	predicted	predict	VERB
framr-1718	164	31	value	value	NOUN
framr-1718	164	32	of	of	ADP
framr-1718	164	33	ise–100	ise–100	PROPN
framr-1718	164	34	index	index	NOUN
framr-1718	164	35	with	with	ADP
framr-1718	164	36	ann	ann	PROPN
framr-1718	164	37	(	(	PUNCT
framr-1718	164	38	for	for	ADP
framr-1718	164	39	the	the	DET
framr-1718	164	40	next	next	ADJ
framr-1718	164	41	day	day	NOUN
framr-1718	164	42	)	)	PUNCT
framr-1718	165	1	(	(	PUNCT
framr-1718	165	2	c	c	X
framr-1718	165	3	)	)	PUNCT
framr-1718	165	4	=	=	NOUN
framr-1718	165	5	|ab|/a	|ab|/a	NOUN
framr-1718	165	6	error	error	NOUN
framr-1718	165	7	(	(	PUNCT
framr-1718	165	8	d	d	NOUN
framr-1718	165	9	)	)	PUNCT
framr-1718	165	10	ise–100	ise–100	PROPN
framr-1718	165	11	index	index	NOUN
framr-1718	165	12	(	(	PUNCT
framr-1718	165	13	value	value	NOUN
framr-1718	165	14	of	of	ADP
framr-1718	165	15	the	the	DET
framr-1718	165	16	next	next	ADJ
framr-1718	165	17	week	week	NOUN
framr-1718	165	18	)	)	PUNCT
framr-1718	165	19	(	(	PUNCT
framr-1718	165	20	e	e	NOUN
framr-1718	165	21	)	)	PUNCT
framr-1718	165	22	predicted	predict	VERB
framr-1718	165	23	value	value	NOUN
framr-1718	165	24	of	of	ADP
framr-1718	165	25	ise–100	ise–100	PROPN
framr-1718	165	26	index	index	NOUN
framr-1718	165	27	with	with	ADP
framr-1718	165	28	ann	ann	PROPN
framr-1718	165	29	(	(	PUNCT
framr-1718	165	30	for	for	ADP
framr-1718	165	31	the	the	DET
framr-1718	165	32	next	next	ADJ
framr-1718	165	33	week	week	NOUN
framr-1718	165	34	)	)	PUNCT
framr-1718	165	35	(	(	PUNCT
framr-1718	165	36	f	f	X
framr-1718	165	37	)	)	PUNCT
framr-1718	165	38	=	=	NOUN
framr-1718	165	39	|de|/d	|de|/d	NOUN
framr-1718	165	40	error	error	NOUN
framr-1718	165	41	2	2	NUM
framr-1718	165	42	0	0	NUM
framr-1718	165	43	0	0	NUM
framr-1718	165	44	8	8	NUM
framr-1718	165	45	july	july	PROPN
framr-1718	165	46	42984.66	42984.66	NUM
framr-1718	165	47	43145	43145	NUM
framr-1718	165	48	0.00373	0.00373	NUM
framr-1718	165	49	41627.66	41627.66	NUM
framr-1718	165	50	42254	42254	NUM
framr-1718	165	51	0.01505	0.01505	NUM
framr-1718	165	52	august	august	PROPN
framr-1718	165	53	39456.77	39456.77	NUM
framr-1718	165	54	38348	38348	NUM
framr-1718	165	55	0.02810	0.02810	NUM
framr-1718	165	56	39115.63	39115.63	NUM
framr-1718	165	57	37952	37952	NUM
framr-1718	165	58	0.02975	0.02975	NUM
framr-1718	165	59	september	september	PROPN
framr-1718	165	60	34553.00	34553.00	NUM
framr-1718	165	61	35643	35643	NUM
framr-1718	165	62	0.03155	0.03155	NUM
framr-1718	165	63	30772.63	30772.63	NUM
framr-1718	165	64	31926	31926	NUM
framr-1718	165	65	0.03748	0.03748	PRON
framr-1718	165	66	continue	continue	VERB
framr-1718	165	67	october	october	PROPN
framr-1718	165	68	27987.65	27987.65	NUM
framr-1718	165	69	27548	27548	NUM
framr-1718	165	70	0.01571	0.01571	NUM
framr-1718	165	71	26648.17	26648.17	NUM
framr-1718	165	72	26147	26147	NUM
framr-1718	165	73	0.01881	0.01881	NUM
framr-1718	165	74	november	november	PROPN
framr-1718	165	75	24331.78	24331.78	NUM
framr-1718	165	76	24326	24326	NUM
framr-1718	165	77	0.00024	0.00024	NUM
framr-1718	165	78	24034.70	24034.70	NUM
framr-1718	165	79	23845	23845	NUM
framr-1718	165	80	0.00789	0.00789	NUM
framr-1718	165	81	december	december	PROPN
framr-1718	165	82	27005.63	27005.63	NUM
framr-1718	165	83	26982	26982	NUM
framr-1718	165	84	0.00088	0.00088	NUM
framr-1718	165	85	27892.65	27892.65	NUM
framr-1718	165	86	26748	26748	NUM
framr-1718	165	87	0.04104	0.04104	NUM
framr-1718	165	88	2	2	NUM
framr-1718	165	89	0	0	NUM
framr-1718	165	90	0	0	NUM
framr-1718	165	91	9	9	NUM
framr-1718	165	92	january	january	NOUN
framr-1718	165	93	25270.81	25270.81	NUM
framr-1718	165	94	25168	25168	NUM
framr-1718	165	95	0.00407	0.00407	NUM
framr-1718	165	96	26735.21	26735.21	NUM
framr-1718	165	97	26145	26145	NUM
framr-1718	166	1	0.02208	0.02208	NUM
framr-1718	166	2	february	february	NOUN
framr-1718	166	3	23699.93	23699.93	NUM
framr-1718	166	4	22645	22645	NUM
framr-1718	166	5	0.04451	0.04451	NUM
framr-1718	166	6	23220.02	23220.02	NUM
framr-1718	166	7	22148	22148	NUM
framr-1718	166	8	0.04617	0.04617	NUM
framr-1718	166	9	march	march	PROPN
framr-1718	166	10	25943.57	25943.57	NUM
framr-1718	166	11	24982	24982	NUM
framr-1718	166	12	0.03706	0.03706	NUM
framr-1718	166	13	26377.63	26377.63	NUM
framr-1718	166	14	25124	25124	NUM
framr-1718	166	15	0.04753	0.04753	NUM
framr-1718	166	16	april	april	PROPN
framr-1718	166	17	32170.71	32170.71	NUM
framr-1718	166	18	31963	31963	NUM
framr-1718	166	19	0.00646	0.00646	NUM
framr-1718	166	20	32842.61	32842.61	NUM
framr-1718	166	21	32315	32315	NUM
framr-1718	166	22	0.01606	0.01606	NUM
framr-1718	166	23	may	may	PROPN
framr-1718	166	24	36001.65	36001.65	NUM
framr-1718	166	25	36521	36521	NUM
framr-1718	166	26	0.01443	0.01443	NUM
framr-1718	166	27	34750.19	34750.19	NUM
framr-1718	166	28	35345	35345	NUM
framr-1718	166	29	0.01712	0.01712	NUM
framr-1718	166	30	june	june	PROPN
framr-1718	166	31	37245.86	37245.86	NUM
framr-1718	166	32	38345	38345	NUM
framr-1718	166	33	0.02951	0.02951	NUM
framr-1718	166	34	36758.82	36758.82	NUM
framr-1718	166	35	38446	38446	NUM
framr-1718	166	36	0.04590	0.04590	NUM
framr-1718	166	37	july	july	PROPN
framr-1718	166	38	44613.74	44613.74	NUM
framr-1718	166	39	45458	45458	NUM
framr-1718	166	40	0.01892	0.01892	NUM
framr-1718	166	41	44767.58	44767.58	NUM
framr-1718	166	42	45645	45645	NUM
framr-1718	166	43	0.01960	0.01960	NUM
framr-1718	166	44	august	august	PROPN
framr-1718	166	45	46935.62	46935.62	NUM
framr-1718	166	46	47852	47852	NUM
framr-1718	166	47	0.01952	0.01952	NUM
framr-1718	166	48	45273.98	45273.98	NUM
framr-1718	166	49	46254	46254	NUM
framr-1718	166	50	0.02165	0.02165	NUM
framr-1718	166	51	september	september	PROPN
framr-1718	166	52	47804.39	47804.39	NUM
framr-1718	166	53	48956	48956	NUM
framr-1718	166	54	0.02409	0.02409	NUM
framr-1718	166	55	49466.05	49466.05	NUM
framr-1718	166	56	50732	50732	NUM
framr-1718	166	57	0.02559	0.02559	NUM
framr-1718	166	58	october	october	NOUN
framr-1718	166	59	47456.11	47456.11	NUM
framr-1718	166	60	45932	45932	NUM
framr-1718	166	61	0.03212	0.03212	NUM
framr-1718	166	62	46969.89	46969.89	NUM
framr-1718	166	63	45145	45145	NUM
framr-1718	166	64	0.03885	0.03885	NUM
framr-1718	166	65	november	november	NOUN
framr-1718	166	66	46083.95	46083.95	NUM
framr-1718	166	67	48052	48052	NUM
framr-1718	166	68	0.04271	0.04271	NUM
framr-1718	166	69	49915.76	49915.76	NUM
framr-1718	166	70	52148	52148	NUM
framr-1718	166	71	0.04472	0.04472	NUM
framr-1718	166	72	december	december	PROPN
framr-1718	166	73	53368.16	53368.16	NUM
framr-1718	166	74	52874	52874	NUM
framr-1718	166	75	0.00926	0.00926	NUM
framr-1718	166	76	54972.94	54972.94	NUM
framr-1718	166	77	54387	54387	NUM
framr-1718	166	78	0.01066	0.01066	NUM
framr-1718	166	79	mean	mean	NOUN
framr-1718	166	80	error	error	NOUN
framr-1718	166	81	0.02015	0.02015	NUM
framr-1718	166	82	mean	mean	VERB
framr-1718	166	83	error	error	NOUN
framr-1718	166	84	0.02811	0.02811	NUM
framr-1718	166	85	financial	financial	ADJ
framr-1718	166	86	risk	risk	NOUN
framr-1718	166	87	and	and	CCONJ
framr-1718	166	88	management	management	NOUN
framr-1718	166	89	reviews	review	NOUN
framr-1718	166	90	,	,	PUNCT
framr-1718	166	91	2015	2015	NUM
framr-1718	166	92	,	,	PUNCT
framr-1718	166	93	1(2):53	1(2):53	NUM
framr-1718	166	94	-	-	SYM
framr-1718	166	95	67	67	NUM
framr-1718	166	96	62	62	NUM
framr-1718	166	97	©	©	PROPN
framr-1718	166	98	2015	2015	NUM
framr-1718	166	99	conscientia	conscientia	PROPN
framr-1718	166	100	beam	beam	PROPN
framr-1718	166	101	.	.	PUNCT
framr-1718	167	1	all	all	DET
framr-1718	167	2	rights	right	NOUN
framr-1718	167	3	reserved	reserve	VERB
framr-1718	167	4	.	.	PUNCT
framr-1718	168	1	the	the	DET
framr-1718	168	2	predictions	prediction	NOUN
framr-1718	168	3	are	be	AUX
framr-1718	168	4	performed	perform	VERB
framr-1718	168	5	for	for	ADP
framr-1718	168	6	july	july	PROPN
framr-1718	168	7	2008	2008	NUM
framr-1718	168	8	and	and	CCONJ
framr-1718	168	9	december	december	PROPN
framr-1718	168	10	2009	2009	NUM
framr-1718	168	11	.	.	PUNCT
framr-1718	169	1	in	in	ADP
framr-1718	169	2	this	this	DET
framr-1718	169	3	time	time	NOUN
framr-1718	169	4	window	window	NOUN
framr-1718	169	5	the	the	DET
framr-1718	169	6	crisis	crisis	NOUN
framr-1718	169	7	was	be	AUX
framr-1718	169	8	hard	hard	ADJ
framr-1718	169	9	for	for	ADP
framr-1718	169	10	the	the	DET
framr-1718	169	11	second	second	ADJ
framr-1718	169	12	quarter	quarter	NOUN
framr-1718	169	13	of	of	ADP
framr-1718	169	14	2008	2008	NUM
framr-1718	169	15	and	and	CCONJ
framr-1718	169	16	the	the	DET
framr-1718	169	17	first	first	ADJ
framr-1718	169	18	quarter	quarter	NOUN
framr-1718	169	19	of	of	ADP
framr-1718	169	20	2009	2009	NUM
framr-1718	169	21	.	.	PUNCT
framr-1718	170	1	also	also	ADV
framr-1718	170	2	the	the	DET
framr-1718	170	3	crisis	crisis	NOUN
framr-1718	170	4	was	be	AUX
framr-1718	170	5	getting	get	VERB
framr-1718	170	6	ease	ease	NOUN
framr-1718	170	7	off	off	ADP
framr-1718	170	8	at	at	ADP
framr-1718	170	9	the	the	DET
framr-1718	170	10	last	last	ADJ
framr-1718	170	11	third	third	ADJ
framr-1718	170	12	quarter	quarter	NOUN
framr-1718	170	13	of	of	ADP
framr-1718	170	14	2009	2009	NUM
framr-1718	170	15	.	.	PUNCT
framr-1718	171	1	the	the	DET
framr-1718	171	2	prediction	prediction	NOUN
framr-1718	171	3	errors	error	NOUN
framr-1718	171	4	between	between	ADP
framr-1718	171	5	the	the	DET
framr-1718	171	6	observed	observed	ADJ
framr-1718	171	7	values	value	NOUN
framr-1718	171	8	are	be	AUX
framr-1718	171	9	given	give	VERB
framr-1718	171	10	in	in	ADP
framr-1718	171	11	(	(	PUNCT
framr-1718	171	12	c	c	NOUN
framr-1718	171	13	)	)	PUNCT
framr-1718	171	14	and	and	CCONJ
framr-1718	171	15	(	(	PUNCT
framr-1718	171	16	f	f	X
framr-1718	171	17	)	)	PUNCT
framr-1718	171	18	columns	column	NOUN
framr-1718	171	19	.	.	PUNCT
framr-1718	172	1	when	when	SCONJ
framr-1718	172	2	this	this	DET
framr-1718	172	3	error	error	NOUN
framr-1718	172	4	values	value	NOUN
framr-1718	172	5	are	be	AUX
framr-1718	172	6	examined	examine	VERB
framr-1718	172	7	the	the	DET
framr-1718	172	8	overall	overall	ADJ
framr-1718	172	9	error	error	NOUN
framr-1718	172	10	rate	rate	NOUN
framr-1718	172	11	for	for	ADP
framr-1718	172	12	the	the	DET
framr-1718	172	13	18	18	NUM
framr-1718	172	14	month	month	NOUN
framr-1718	172	15	period	period	NOUN
framr-1718	172	16	is	be	AUX
framr-1718	172	17	lower	low	ADJ
framr-1718	172	18	that	that	SCONJ
framr-1718	172	19	5	5	NUM
framr-1718	172	20	%	%	NOUN
framr-1718	172	21	.	.	PUNCT
framr-1718	173	1	this	this	DET
framr-1718	173	2	results	result	NOUN
framr-1718	173	3	shows	show	VERB
framr-1718	173	4	that	that	SCONJ
framr-1718	173	5	the	the	DET
framr-1718	173	6	trained	train	VERB
framr-1718	173	7	ann	ann	PROPN
framr-1718	173	8	has	have	VERB
framr-1718	173	9	the	the	DET
framr-1718	173	10	ability	ability	NOUN
framr-1718	173	11	of	of	ADP
framr-1718	173	12	accurate	accurate	ADJ
framr-1718	173	13	prediction	prediction	NOUN
framr-1718	173	14	for	for	ADP
framr-1718	173	15	the	the	DET
framr-1718	173	16	samples	sample	NOUN
framr-1718	173	17	that	that	PRON
framr-1718	173	18	is	be	AUX
framr-1718	173	19	not	not	PART
framr-1718	173	20	used	use	VERB
framr-1718	173	21	at	at	ADP
framr-1718	173	22	training	training	NOUN
framr-1718	173	23	phase	phase	NOUN
framr-1718	173	24	.	.	PUNCT
framr-1718	174	1	the	the	DET
framr-1718	174	2	prediction	prediction	NOUN
framr-1718	174	3	errors	error	NOUN
framr-1718	174	4	for	for	ADP
framr-1718	174	5	the	the	DET
framr-1718	174	6	index	index	NOUN
framr-1718	174	7	values	value	NOUN
framr-1718	174	8	of	of	ADP
framr-1718	174	9	next	next	ADJ
framr-1718	174	10	day	day	NOUN
framr-1718	174	11	is	be	AUX
framr-1718	174	12	ranged	range	VERB
framr-1718	174	13	between	between	ADP
framr-1718	174	14	0.00024	0.00024	NUM
framr-1718	174	15	0.04451	0.04451	NUM
framr-1718	174	16	;	;	PUNCT
framr-1718	174	17	and	and	CCONJ
framr-1718	174	18	the	the	DET
framr-1718	174	19	prediction	prediction	NOUN
framr-1718	174	20	errors	error	NOUN
framr-1718	174	21	for	for	ADP
framr-1718	174	22	the	the	DET
framr-1718	174	23	index	index	NOUN
framr-1718	174	24	values	value	NOUN
framr-1718	174	25	of	of	ADP
framr-1718	174	26	next	next	ADJ
framr-1718	174	27	month	month	NOUN
framr-1718	174	28	is	be	AUX
framr-1718	174	29	ranged	range	VERB
framr-1718	174	30	between	between	ADP
framr-1718	174	31	0.00789	0.00789	NUM
framr-1718	174	32	0.04753	0.04753	NUM
framr-1718	174	33	.	.	PUNCT
framr-1718	175	1	also	also	ADV
framr-1718	175	2	the	the	DET
framr-1718	175	3	overall	overall	ADJ
framr-1718	175	4	mean	mean	ADJ
framr-1718	175	5	prediction	prediction	NOUN
framr-1718	175	6	error	error	NOUN
framr-1718	175	7	for	for	ADP
framr-1718	175	8	the	the	DET
framr-1718	175	9	next	next	ADJ
framr-1718	175	10	day	day	NOUN
framr-1718	175	11	and	and	CCONJ
framr-1718	175	12	next	next	ADJ
framr-1718	175	13	month	month	NOUN
framr-1718	175	14	are	be	AUX
framr-1718	175	15	calculated	calculate	VERB
framr-1718	175	16	as	as	ADP
framr-1718	175	17	0.02015	0.02015	NUM
framr-1718	175	18	(	(	PUNCT
framr-1718	175	19	2.02	2.02	NUM
framr-1718	175	20	%	%	NOUN
framr-1718	175	21	)	)	PUNCT
framr-1718	175	22	and	and	CCONJ
framr-1718	175	23	0.02811	0.02811	NUM
framr-1718	175	24	(	(	PUNCT
framr-1718	175	25	2.81	2.81	NUM
framr-1718	175	26	%	%	NOUN
framr-1718	175	27	)	)	PUNCT
framr-1718	175	28	respectively	respectively	ADV
framr-1718	175	29	.	.	PUNCT
framr-1718	176	1	6	6	NUM
framr-1718	176	2	.	.	NUM
framr-1718	176	3	predicted	predict	VERB
framr-1718	176	4	values	value	NOUN
framr-1718	176	5	compatibility	compatibility	NOUN
framr-1718	176	6	test	test	NOUN
framr-1718	176	7	using	use	VERB
framr-1718	176	8	real	real	ADJ
framr-1718	176	9	data	datum	NOUN
framr-1718	176	10	sets	set	NOUN
framr-1718	176	11	.	.	PUNCT
framr-1718	177	1	in	in	ADP
framr-1718	177	2	order	order	NOUN
framr-1718	177	3	to	to	PART
framr-1718	177	4	test	test	VERB
framr-1718	177	5	the	the	DET
framr-1718	177	6	compatibility	compatibility	NOUN
framr-1718	177	7	with	with	ADP
framr-1718	177	8	real	real	ADJ
framr-1718	177	9	data	datum	NOUN
framr-1718	177	10	and	and	CCONJ
framr-1718	177	11	the	the	DET
framr-1718	177	12	predicted	predict	VERB
framr-1718	177	13	value	value	NOUN
framr-1718	177	14	with	with	ADP
framr-1718	177	15	ann	ann	PROPN
framr-1718	177	16	intended	intend	VERB
framr-1718	177	17	for	for	ADP
framr-1718	177	18	bist-100	bist-100	NOUN
framr-1718	177	19	index	index	PROPN
framr-1718	177	20	,	,	PUNCT
framr-1718	177	21	ibm	ibm	PROPN
framr-1718	177	22	spss	spss	PROPN
framr-1718	177	23	20	20	NUM
framr-1718	177	24	package	package	NOUN
framr-1718	177	25	program	program	NOUN
framr-1718	177	26	t	t	PROPN
framr-1718	177	27	-	-	PUNCT
framr-1718	177	28	test	test	NOUN
framr-1718	177	29	was	be	AUX
framr-1718	177	30	used	use	VERB
framr-1718	177	31	in	in	ADP
framr-1718	177	32	the	the	DET
framr-1718	177	33	present	present	ADJ
framr-1718	177	34	study	study	NOUN
framr-1718	177	35	.	.	PUNCT
framr-1718	178	1	kolmogorov	kolmogorov	PROPN
framr-1718	178	2	-	-	PUNCT
framr-1718	178	3	smirnov	smirnov	PROPN
framr-1718	178	4	(	(	PUNCT
framr-1718	178	5	k	k	NOUN
framr-1718	178	6	-	-	PUNCT
framr-1718	178	7	s	s	NOUN
framr-1718	178	8	)	)	PUNCT
framr-1718	178	9	test	test	NOUN
framr-1718	178	10	had	have	AUX
framr-1718	178	11	been	be	AUX
framr-1718	178	12	used	use	VERB
framr-1718	178	13	earlier	early	ADV
framr-1718	178	14	in	in	ADP
framr-1718	178	15	order	order	NOUN
framr-1718	178	16	to	to	PART
framr-1718	178	17	show	show	VERB
framr-1718	178	18	normal	normal	ADJ
framr-1718	178	19	distribution	distribution	NOUN
framr-1718	178	20	of	of	ADP
framr-1718	178	21	the	the	DET
framr-1718	178	22	data	data	NOUN
framr-1718	178	23	sets	set	NOUN
framr-1718	178	24	compared	compare	VERB
framr-1718	178	25	.	.	PUNCT
framr-1718	179	1	k	k	X
framr-1718	179	2	-	-	PUNCT
framr-1718	179	3	s	s	PART
framr-1718	179	4	test	test	NOUN
framr-1718	179	5	of	of	ADP
framr-1718	179	6	the	the	DET
framr-1718	179	7	next	next	ADJ
framr-1718	179	8	day	day	NOUN
framr-1718	179	9	index	index	NOUN
framr-1718	179	10	value	value	NOUN
framr-1718	179	11	for	for	ADP
framr-1718	179	12	the	the	DET
framr-1718	179	13	real	real	ADJ
framr-1718	179	14	data	data	NOUN
framr-1718	179	15	sets	set	NOUN
framr-1718	179	16	is	be	AUX
framr-1718	179	17	0.790	0.790	NUM
framr-1718	179	18	and	and	CCONJ
framr-1718	179	19	for	for	ADP
framr-1718	179	20	the	the	DET
framr-1718	179	21	estimated	estimate	VERB
framr-1718	179	22	values	value	NOUN
framr-1718	179	23	with	with	ADP
framr-1718	179	24	ann	ann	PROPN
framr-1718	179	25	0.749	0.749	NUM
framr-1718	179	26	.	.	PUNCT
framr-1718	180	1	as	as	SCONJ
framr-1718	180	2	these	these	DET
framr-1718	180	3	significance	significance	NOUN
framr-1718	180	4	values	value	NOUN
framr-1718	180	5	are	be	AUX
framr-1718	180	6	higher	high	ADJ
framr-1718	180	7	than	than	ADP
framr-1718	180	8	0.05	0.05	NUM
framr-1718	180	9	,	,	PUNCT
framr-1718	180	10	both	both	DET
framr-1718	180	11	data	datum	NOUN
framr-1718	180	12	sets	set	NOUN
framr-1718	180	13	compared	compare	VERB
framr-1718	180	14	have	have	VERB
framr-1718	180	15	a	a	DET
framr-1718	180	16	normal	normal	ADJ
framr-1718	180	17	distribution	distribution	NOUN
framr-1718	180	18	(	(	PUNCT
framr-1718	180	19	table-4	table-4	NOUN
framr-1718	180	20	)	)	PUNCT
framr-1718	180	21	.	.	PUNCT
framr-1718	181	1	according	accord	VERB
framr-1718	181	2	to	to	ADP
framr-1718	181	3	the	the	DET
framr-1718	181	4	t	t	NOUN
framr-1718	181	5	-	-	PUNCT
framr-1718	181	6	test	test	NOUN
framr-1718	181	7	results	result	NOUN
framr-1718	181	8	,	,	PUNCT
framr-1718	181	9	t	t	PROPN
framr-1718	181	10	-	-	PUNCT
framr-1718	181	11	statistic	statistic	NOUN
framr-1718	181	12	is	be	AUX
framr-1718	181	13	0.453	0.453	NUM
framr-1718	181	14	and	and	CCONJ
framr-1718	181	15	the	the	DET
framr-1718	181	16	significance	significance	NOUN
framr-1718	181	17	value	value	NOUN
framr-1718	181	18	corresponding	correspond	VERB
framr-1718	181	19	to	to	ADP
framr-1718	181	20	this	this	DET
framr-1718	181	21	value	value	NOUN
framr-1718	181	22	is	be	AUX
framr-1718	181	23	0.656	0.656	NUM
framr-1718	181	24	(	(	PUNCT
framr-1718	181	25	table-5	table-5	PROPN
framr-1718	181	26	)	)	PUNCT
framr-1718	181	27	.	.	PUNCT
framr-1718	182	1	these	these	DET
framr-1718	182	2	results	result	NOUN
framr-1718	182	3	indicate	indicate	VERB
framr-1718	182	4	that	that	SCONJ
framr-1718	182	5	there	there	PRON
framr-1718	182	6	is	be	VERB
framr-1718	182	7	no	no	DET
framr-1718	182	8	statistically	statistically	ADV
framr-1718	182	9	significant	significant	ADJ
framr-1718	182	10	difference	difference	NOUN
framr-1718	182	11	in	in	ADP
framr-1718	182	12	predicted	predict	VERB
framr-1718	182	13	values	value	NOUN
framr-1718	182	14	and	and	CCONJ
framr-1718	182	15	real	real	ADJ
framr-1718	182	16	values	value	NOUN
framr-1718	182	17	averages	average	NOUN
framr-1718	182	18	at	at	ADP
framr-1718	182	19	a	a	DET
framr-1718	182	20	significance	significance	NOUN
framr-1718	182	21	level	level	NOUN
framr-1718	182	22	of	of	ADP
framr-1718	182	23	5	5	NUM
framr-1718	182	24	%	%	NOUN
framr-1718	182	25	.	.	PUNCT
framr-1718	183	1	table–4	table–4	PROPN
framr-1718	183	2	.	.	PUNCT
framr-1718	183	3	kolmogorov	kolmogorov	PROPN
framr-1718	183	4	-	-	PUNCT
framr-1718	183	5	smirnov	smirnov	PROPN
framr-1718	183	6	normality	normality	NOUN
framr-1718	183	7	test	test	NOUN
framr-1718	183	8	for	for	ADP
framr-1718	183	9	the	the	DET
framr-1718	183	10	next	next	ADJ
framr-1718	183	11	day	day	NOUN
framr-1718	183	12	value	value	NOUN
framr-1718	183	13	of	of	ADP
framr-1718	183	14	the	the	DET
framr-1718	183	15	index	index	NOUN
framr-1718	183	16	hypothesis	hypothesis	NOUN
framr-1718	183	17	test	test	NOUN
framr-1718	183	18	summary	summary	NOUN
framr-1718	183	19	null	null	PROPN
framr-1718	183	20	hypothesis	hypothesis	NOUN
framr-1718	183	21	test	test	NOUN
framr-1718	183	22	sig	sig	PROPN
framr-1718	183	23	.	.	PUNCT
framr-1718	184	1	decision	decision	VERB
framr-1718	184	2	the	the	DET
framr-1718	184	3	distribution	distribution	NOUN
framr-1718	184	4	of	of	ADP
framr-1718	184	5	index	index	NOUN
framr-1718	184	6	value	value	NOUN
framr-1718	184	7	_	_	NOUN
framr-1718	184	8	for_the_next_day	for_the_next_day	PROPN
framr-1718	184	9	is	be	AUX
framr-1718	184	10	normal	normal	ADJ
framr-1718	184	11	with	with	ADP
framr-1718	184	12	mean	mean	PROPN
framr-1718	184	13	36.828,56	36.828,56	NUM
framr-1718	184	14	and	and	CCONJ
framr-1718	184	15	standard	standard	ADJ
framr-1718	184	16	deviation	deviation	NOUN
framr-1718	184	17	9.650,30	9.650,30	NUM
framr-1718	184	18	.	.	PUNCT
framr-1718	185	1	one	one	NUM
framr-1718	185	2	-	-	PUNCT
framr-1718	185	3	sample	sample	NOUN
framr-1718	185	4	kolmogorov	kolmogorov	ADJ
framr-1718	185	5	-	-	PUNCT
framr-1718	185	6	smirnov	smirnov	ADJ
framr-1718	185	7	test	test	NOUN
framr-1718	186	1	,	,	PUNCT
framr-1718	186	2	790	790	NUM
framr-1718	186	3	retain	retain	VERB
framr-1718	186	4	the	the	DET
framr-1718	186	5	null	null	ADJ
framr-1718	186	6	hypothesis	hypothesis	NOUN
framr-1718	186	7	continue	continue	VERB
framr-1718	186	8	the	the	DET
framr-1718	186	9	distribution	distribution	NOUN
framr-1718	186	10	of	of	ADP
framr-1718	186	11	obtained	obtain	VERB
framr-1718	186	12	value_with_ann_for_day	value_with_ann_for_day	PROPN
framr-1718	186	13	is	be	AUX
framr-1718	186	14	normal	normal	ADJ
framr-1718	186	15	with	with	ADP
framr-1718	186	16	mean	mean	PROPN
framr-1718	186	17	36.930,00	36.930,00	NUM
framr-1718	186	18	and	and	CCONJ
framr-1718	186	19	standard	standard	ADJ
framr-1718	186	20	deviation	deviation	NOUN
framr-1718	186	21	9.987,43	9.987,43	NUM
framr-1718	186	22	.	.	PUNCT
framr-1718	187	1	one	one	NUM
framr-1718	187	2	-	-	PUNCT
framr-1718	187	3	sample	sample	NOUN
framr-1718	187	4	kolmogorov	kolmogorov	ADJ
framr-1718	187	5	-	-	PUNCT
framr-1718	187	6	smirnov	smirnov	ADJ
framr-1718	187	7	test	test	NOUN
framr-1718	187	8	,	,	PUNCT
framr-1718	187	9	749	749	NUM
framr-1718	187	10	retain	retain	VERB
framr-1718	187	11	the	the	DET
framr-1718	187	12	null	null	ADJ
framr-1718	187	13	hypothesis	hypothesis	NOUN
framr-1718	187	14	asymptotic	asymptotic	ADJ
framr-1718	187	15	significances	significance	NOUN
framr-1718	187	16	are	be	AUX
framr-1718	187	17	displayed	display	VERB
framr-1718	187	18	.	.	PUNCT
framr-1718	188	1	the	the	DET
framr-1718	188	2	significances	significance	NOUN
framr-1718	188	3	level	level	NOUN
framr-1718	188	4	is	be	AUX
framr-1718	188	5	,	,	PUNCT
framr-1718	188	6	05	05	NUM
framr-1718	188	7	.	.	PUNCT
framr-1718	189	1	financial	financial	ADJ
framr-1718	189	2	risk	risk	NOUN
framr-1718	189	3	and	and	CCONJ
framr-1718	189	4	management	management	NOUN
framr-1718	189	5	reviews	review	NOUN
framr-1718	189	6	,	,	PUNCT
framr-1718	189	7	2015	2015	NUM
framr-1718	189	8	,	,	PUNCT
framr-1718	189	9	1(2):53	1(2):53	NUM
framr-1718	189	10	-	-	SYM
framr-1718	189	11	67	67	NUM
framr-1718	189	12	63	63	NUM
framr-1718	189	13	©	©	PROPN
framr-1718	189	14	2015	2015	NUM
framr-1718	189	15	conscientia	conscientia	PROPN
framr-1718	189	16	beam	beam	PROPN
framr-1718	189	17	.	.	PUNCT
framr-1718	190	1	all	all	DET
framr-1718	190	2	rights	right	NOUN
framr-1718	190	3	reserved	reserve	VERB
framr-1718	190	4	.	.	PUNCT
framr-1718	191	1	table–5	table–5	ADJ
framr-1718	191	2	.	.	PUNCT
framr-1718	192	1	comparison	comparison	NOUN
framr-1718	192	2	between	between	ADP
framr-1718	192	3	the	the	DET
framr-1718	192	4	estimated	estimate	VERB
framr-1718	192	5	value	value	NOUN
framr-1718	192	6	and	and	CCONJ
framr-1718	192	7	the	the	DET
framr-1718	192	8	next	next	ADJ
framr-1718	192	9	day	day	NOUN
framr-1718	192	10	value	value	NOUN
framr-1718	192	11	of	of	ADP
framr-1718	192	12	the	the	DET
framr-1718	192	13	index	index	NOUN
framr-1718	192	14	pair	pair	NOUN
framr-1718	192	15	1	1	NUM
framr-1718	192	16	paired	pair	VERB
framr-1718	192	17	differences	difference	NOUN
framr-1718	192	18	t	t	PROPN
framr-1718	192	19	df	df	PROPN
framr-1718	192	20	sig	sig	PROPN
framr-1718	192	21	.	.	PUNCT
framr-1718	193	1	(	(	PUNCT
framr-1718	193	2	2	2	NUM
framr-1718	193	3	-	-	PUNCT
framr-1718	193	4	tailed	tailed	ADJ
framr-1718	193	5	)	)	PUNCT
framr-1718	193	6	95	95	NUM
framr-1718	193	7	%	%	NOUN
framr-1718	193	8	confidence	confidence	NOUN
framr-1718	193	9	interval	interval	NOUN
framr-1718	193	10	of	of	ADP
framr-1718	193	11	the	the	DET
framr-1718	193	12	difference	difference	NOUN
framr-1718	193	13	lower	low	ADJ
framr-1718	193	14	upper	upper	ADJ
framr-1718	193	15	bist-100	bist-100	NOUN
framr-1718	193	16	value	value	NOUN
framr-1718	193	17	that	that	PRON
framr-1718	193	18	estimated	estimate	VERB
framr-1718	193	19	with	with	ADP
framr-1718	193	20	ann	ann	PROPN
framr-1718	193	21	for	for	ADP
framr-1718	193	22	the	the	DET
framr-1718	193	23	next	next	ADJ
framr-1718	193	24	day	day	NOUN
framr-1718	193	25	-573.82922	-573.82922	PUNCT
framr-1718	193	26	370.93922	370.93922	NUM
framr-1718	193	27	-.453	-.453	PUNCT
framr-1718	193	28	17	17	NUM
framr-1718	193	29	.656	.656	NUM
framr-1718	193	30	k	k	PROPN
framr-1718	193	31	-	-	PUNCT
framr-1718	193	32	s	s	X
framr-1718	193	33	test	test	NOUN
framr-1718	193	34	of	of	ADP
framr-1718	193	35	the	the	DET
framr-1718	193	36	next	next	ADJ
framr-1718	193	37	week	week	NOUN
framr-1718	193	38	index	index	NOUN
framr-1718	193	39	value	value	NOUN
framr-1718	193	40	for	for	ADP
framr-1718	193	41	the	the	DET
framr-1718	193	42	real	real	ADJ
framr-1718	193	43	data	data	NOUN
framr-1718	193	44	sets	set	NOUN
framr-1718	193	45	is	be	AUX
framr-1718	193	46	0.846	0.846	NUM
framr-1718	193	47	and	and	CCONJ
framr-1718	193	48	for	for	ADP
framr-1718	193	49	the	the	DET
framr-1718	193	50	estimated	estimate	VERB
framr-1718	193	51	values	value	NOUN
framr-1718	193	52	with	with	ADP
framr-1718	193	53	ann	ann	PROPN
framr-1718	193	54	0.727	0.727	NUM
framr-1718	193	55	.	.	PUNCT
framr-1718	194	1	as	as	SCONJ
framr-1718	194	2	these	these	DET
framr-1718	194	3	significance	significance	NOUN
framr-1718	194	4	values	value	NOUN
framr-1718	194	5	are	be	AUX
framr-1718	194	6	higher	high	ADJ
framr-1718	194	7	than	than	ADP
framr-1718	194	8	0.05	0.05	NUM
framr-1718	194	9	,	,	PUNCT
framr-1718	194	10	both	both	DET
framr-1718	194	11	data	datum	NOUN
framr-1718	194	12	sets	set	NOUN
framr-1718	194	13	compared	compare	VERB
framr-1718	194	14	have	have	VERB
framr-1718	194	15	a	a	DET
framr-1718	194	16	normal	normal	ADJ
framr-1718	194	17	distribution	distribution	NOUN
framr-1718	194	18	(	(	PUNCT
framr-1718	194	19	table-6	table-6	NUM
framr-1718	194	20	)	)	PUNCT
framr-1718	194	21	.	.	PUNCT
framr-1718	195	1	according	accord	VERB
framr-1718	195	2	to	to	ADP
framr-1718	195	3	the	the	DET
framr-1718	195	4	t	t	NOUN
framr-1718	195	5	-	-	PUNCT
framr-1718	195	6	test	test	NOUN
framr-1718	195	7	results	result	NOUN
framr-1718	195	8	,	,	PUNCT
framr-1718	195	9	t	t	PROPN
framr-1718	195	10	-	-	PUNCT
framr-1718	195	11	statistic	statistic	NOUN
framr-1718	195	12	is	be	AUX
framr-1718	195	13	0.114	0.114	NUM
framr-1718	195	14	and	and	CCONJ
framr-1718	195	15	the	the	DET
framr-1718	195	16	significance	significance	NOUN
framr-1718	195	17	value	value	NOUN
framr-1718	195	18	corresponding	correspond	VERB
framr-1718	195	19	to	to	ADP
framr-1718	195	20	this	this	DET
framr-1718	195	21	value	value	NOUN
framr-1718	195	22	is	be	AUX
framr-1718	195	23	0.911	0.911	NUM
framr-1718	195	24	(	(	PUNCT
framr-1718	195	25	table-7	table-7	NUM
framr-1718	195	26	)	)	PUNCT
framr-1718	195	27	.	.	PUNCT
framr-1718	196	1	these	these	DET
framr-1718	196	2	results	result	NOUN
framr-1718	196	3	indicate	indicate	VERB
framr-1718	196	4	that	that	SCONJ
framr-1718	196	5	there	there	PRON
framr-1718	196	6	is	be	VERB
framr-1718	196	7	no	no	DET
framr-1718	196	8	statistically	statistically	ADV
framr-1718	196	9	significant	significant	ADJ
framr-1718	196	10	difference	difference	NOUN
framr-1718	196	11	in	in	ADP
framr-1718	196	12	predicted	predict	VERB
framr-1718	196	13	values	value	NOUN
framr-1718	196	14	and	and	CCONJ
framr-1718	196	15	real	real	ADJ
framr-1718	196	16	values	value	NOUN
framr-1718	196	17	averages	average	NOUN
framr-1718	196	18	at	at	ADP
framr-1718	196	19	a	a	DET
framr-1718	196	20	significance	significance	NOUN
framr-1718	196	21	level	level	NOUN
framr-1718	196	22	of	of	ADP
framr-1718	196	23	5	5	NUM
framr-1718	196	24	%	%	NOUN
framr-1718	196	25	.	.	PUNCT
framr-1718	197	1	table-6	table-6	PROPN
framr-1718	197	2	.	.	PUNCT
framr-1718	197	3	kolmogorov	kolmogorov	PROPN
framr-1718	197	4	-	-	PUNCT
framr-1718	197	5	smirnov	smirnov	PROPN
framr-1718	197	6	normality	normality	NOUN
framr-1718	197	7	test	test	NOUN
framr-1718	197	8	for	for	ADP
framr-1718	197	9	the	the	DET
framr-1718	197	10	next	next	ADJ
framr-1718	197	11	week	week	NOUN
framr-1718	197	12	value	value	NOUN
framr-1718	197	13	of	of	ADP
framr-1718	197	14	the	the	DET
framr-1718	197	15	index	index	NOUN
framr-1718	197	16	hypothesis	hypothesis	NOUN
framr-1718	197	17	test	test	NOUN
framr-1718	197	18	summary	summary	NOUN
framr-1718	197	19	null	null	PROPN
framr-1718	197	20	hypothesis	hypothesis	NOUN
framr-1718	197	21	test	test	NOUN
framr-1718	197	22	sig	sig	PROPN
framr-1718	197	23	.	.	PUNCT
framr-1718	198	1	decision	decision	VERB
framr-1718	198	2	the	the	DET
framr-1718	198	3	distribution	distribution	NOUN
framr-1718	198	4	of	of	ADP
framr-1718	198	5	obtainedvalue_with_ann_for_week	obtainedvalue_with_ann_for_week	NOUN
framr-1718	198	6	is	be	AUX
framr-1718	198	7	normal	normal	ADJ
framr-1718	198	8	with	with	ADP
framr-1718	198	9	mean	mean	VERB
framr-1718	198	10	36.817,00	36.817,00	NUM
framr-1718	198	11	and	and	CCONJ
framr-1718	198	12	standard	standard	ADJ
framr-1718	198	13	deviation	deviation	NOUN
framr-1718	198	14	10.579,90	10.579,90	NUM
framr-1718	198	15	.	.	PUNCT
framr-1718	199	1	one	one	NUM
framr-1718	199	2	-	-	PUNCT
framr-1718	199	3	sample	sample	NOUN
framr-1718	199	4	kolmogorovsmirnov	kolmogorovsmirnov	NOUN
framr-1718	199	5	test	test	NOUN
framr-1718	200	1	,	,	PUNCT
framr-1718	200	2	727	727	PRON
framr-1718	200	3	retain	retain	VERB
framr-1718	200	4	the	the	DET
framr-1718	200	5	null	null	ADJ
framr-1718	200	6	hypothesis	hypothesis	NOUN
framr-1718	200	7	the	the	DET
framr-1718	200	8	distribution	distribution	NOUN
framr-1718	200	9	of	of	ADP
framr-1718	200	10	indexvalue	indexvalue	ADJ
framr-1718	200	11	_	_	NOUN
framr-1718	200	12	for_the_next_week	for_the_next_week	NOUN
framr-1718	200	13	is	be	AUX
framr-1718	200	14	normal	normal	ADJ
framr-1718	200	15	with	with	ADP
framr-1718	200	16	mean	mean	PROPN
framr-1718	200	17	36.785,67	36.785,67	NUM
framr-1718	200	18	and	and	CCONJ
framr-1718	200	19	standard	standard	ADJ
framr-1718	200	20	deviation	deviation	NOUN
framr-1718	200	21	10.076,12	10.076,12	PROPN
framr-1718	200	22	.	.	PUNCT
framr-1718	201	1	one	one	NUM
framr-1718	201	2	-	-	PUNCT
framr-1718	201	3	sample	sample	NOUN
framr-1718	201	4	kolmogorovsmirnov	kolmogorovsmirnov	NOUN
framr-1718	201	5	test	test	NOUN
framr-1718	201	6	,	,	PUNCT
framr-1718	201	7	846	846	NUM
framr-1718	201	8	retain	retain	VERB
framr-1718	201	9	the	the	DET
framr-1718	201	10	null	null	ADJ
framr-1718	201	11	hypothesis	hypothesis	NOUN
framr-1718	201	12	asymptotic	asymptotic	ADJ
framr-1718	201	13	significances	significance	NOUN
framr-1718	201	14	are	be	AUX
framr-1718	201	15	displayed	display	VERB
framr-1718	201	16	.	.	PUNCT
framr-1718	202	1	the	the	DET
framr-1718	202	2	significances	significance	NOUN
framr-1718	202	3	level	level	NOUN
framr-1718	202	4	is	be	AUX
framr-1718	202	5	,	,	PUNCT
framr-1718	202	6	05	05	NUM
framr-1718	202	7	.	.	PUNCT
framr-1718	203	1	table–7	table–7	PROPN
framr-1718	203	2	.	.	PUNCT
framr-1718	204	1	comparison	comparison	NOUN
framr-1718	204	2	between	between	ADP
framr-1718	204	3	the	the	DET
framr-1718	204	4	estimated	estimate	VERB
framr-1718	204	5	value	value	NOUN
framr-1718	204	6	and	and	CCONJ
framr-1718	204	7	the	the	DET
framr-1718	204	8	next	next	ADJ
framr-1718	204	9	week	week	NOUN
framr-1718	204	10	value	value	NOUN
framr-1718	204	11	of	of	ADP
framr-1718	204	12	the	the	DET
framr-1718	204	13	index	index	NOUN
framr-1718	204	14	pair	pair	NOUN
framr-1718	204	15	2	2	NUM
framr-1718	204	16	paired	pair	VERB
framr-1718	204	17	differences	difference	NOUN
framr-1718	204	18	t	t	PROPN
framr-1718	204	19	df	df	PROPN
framr-1718	204	20	sig	sig	PROPN
framr-1718	204	21	.	.	PUNCT
framr-1718	205	1	(	(	PUNCT
framr-1718	205	2	2	2	NUM
framr-1718	205	3	-	-	PUNCT
framr-1718	205	4	tailed	tailed	ADJ
framr-1718	205	5	)	)	PUNCT
framr-1718	205	6	95	95	NUM
framr-1718	205	7	%	%	NOUN
framr-1718	205	8	confidence	confidence	NOUN
framr-1718	205	9	interval	interval	NOUN
framr-1718	205	10	of	of	ADP
framr-1718	205	11	the	the	DET
framr-1718	205	12	difference	difference	NOUN
framr-1718	205	13	lower	low	ADJ
framr-1718	205	14	upper	upper	ADJ
framr-1718	205	15	bist-100	bist-100	NOUN
framr-1718	205	16	value	value	NOUN
framr-1718	205	17	that	that	PRON
framr-1718	205	18	estimated	estimate	VERB
framr-1718	205	19	with	with	ADP
framr-1718	205	20	ann	ann	PROPN
framr-1718	205	21	for	for	ADP
framr-1718	205	22	the	the	DET
framr-1718	205	23	next	next	ADJ
framr-1718	205	24	week	week	NOUN
framr-1718	205	25	-612.18191	-612.18191	PROPN
framr-1718	206	1	549.52857	549.52857	NUM
framr-1718	206	2	-.114	-.114	NOUN
framr-1718	206	3	17	17	NUM
framr-1718	206	4	.911	.911	NUM
framr-1718	206	5	financial	financial	ADJ
framr-1718	206	6	risk	risk	NOUN
framr-1718	206	7	and	and	CCONJ
framr-1718	206	8	management	management	NOUN
framr-1718	206	9	reviews	review	NOUN
framr-1718	206	10	,	,	PUNCT
framr-1718	206	11	2015	2015	NUM
framr-1718	206	12	,	,	PUNCT
framr-1718	206	13	1(2):53	1(2):53	NUM
framr-1718	206	14	-	-	SYM
framr-1718	206	15	67	67	NUM
framr-1718	206	16	64	64	NUM
framr-1718	206	17	©	©	PROPN
framr-1718	206	18	2015	2015	NUM
framr-1718	206	19	conscientia	conscientia	PROPN
framr-1718	206	20	beam	beam	PROPN
framr-1718	206	21	.	.	PUNCT
framr-1718	207	1	all	all	DET
framr-1718	207	2	rights	right	NOUN
framr-1718	207	3	reserved	reserve	VERB
framr-1718	207	4	.	.	PUNCT
framr-1718	208	1	in	in	ADP
framr-1718	208	2	figure-7(a	figure-7(a	PUNCT
framr-1718	208	3	)	)	PUNCT
framr-1718	208	4	,	,	PUNCT
framr-1718	208	5	it	it	PRON
framr-1718	208	6	is	be	AUX
framr-1718	208	7	obvious	obvious	ADJ
framr-1718	208	8	that	that	SCONJ
framr-1718	208	9	the	the	DET
framr-1718	208	10	averages	average	NOUN
framr-1718	208	11	of	of	ADP
framr-1718	208	12	predicted	predict	VERB
framr-1718	208	13	values	value	NOUN
framr-1718	208	14	and	and	CCONJ
framr-1718	208	15	real	real	ADJ
framr-1718	208	16	values	value	NOUN
framr-1718	208	17	for	for	ADP
framr-1718	208	18	the	the	DET
framr-1718	208	19	next	next	ADJ
framr-1718	208	20	day	day	NOUN
framr-1718	208	21	are	be	AUX
framr-1718	208	22	very	very	ADV
framr-1718	208	23	close	close	ADJ
framr-1718	208	24	to	to	ADP
framr-1718	208	25	each	each	DET
framr-1718	208	26	other	other	ADJ
framr-1718	208	27	.	.	PUNCT
framr-1718	209	1	this	this	PRON
framr-1718	209	2	implies	imply	VERB
framr-1718	209	3	that	that	SCONJ
framr-1718	209	4	anns	ann	NOUN
framr-1718	209	5	are	be	AUX
framr-1718	209	6	quite	quite	ADV
framr-1718	209	7	successful	successful	ADJ
framr-1718	209	8	in	in	ADP
framr-1718	209	9	estimating	estimate	VERB
framr-1718	209	10	the	the	DET
framr-1718	209	11	index	index	NOUN
framr-1718	209	12	value	value	NOUN
framr-1718	209	13	of	of	ADP
framr-1718	209	14	the	the	DET
framr-1718	209	15	next	next	ADJ
framr-1718	209	16	day	day	NOUN
framr-1718	209	17	.	.	PUNCT
framr-1718	210	1	similarly	similarly	ADV
framr-1718	210	2	,	,	PUNCT
framr-1718	210	3	in	in	ADP
framr-1718	210	4	figure-7(b	figure-7(b	NOUN
framr-1718	210	5	)	)	PUNCT
framr-1718	210	6	,	,	PUNCT
framr-1718	210	7	it	it	PRON
framr-1718	210	8	is	be	AUX
framr-1718	210	9	obvious	obvious	ADJ
framr-1718	210	10	that	that	SCONJ
framr-1718	210	11	the	the	DET
framr-1718	210	12	averages	average	NOUN
framr-1718	210	13	of	of	ADP
framr-1718	210	14	predicted	predict	VERB
framr-1718	210	15	values	value	NOUN
framr-1718	210	16	and	and	CCONJ
framr-1718	210	17	real	real	ADJ
framr-1718	210	18	values	value	NOUN
framr-1718	210	19	for	for	ADP
framr-1718	210	20	the	the	DET
framr-1718	210	21	next	next	ADJ
framr-1718	210	22	week	week	NOUN
framr-1718	210	23	are	be	AUX
framr-1718	210	24	very	very	ADV
framr-1718	210	25	close	close	ADJ
framr-1718	210	26	to	to	ADP
framr-1718	210	27	each	each	DET
framr-1718	210	28	other	other	ADJ
framr-1718	210	29	indicating	indicate	VERB
framr-1718	210	30	that	that	SCONJ
framr-1718	210	31	anns	ann	NOUN
framr-1718	210	32	are	be	AUX
framr-1718	210	33	quite	quite	ADV
framr-1718	210	34	successful	successful	ADJ
framr-1718	210	35	in	in	ADP
framr-1718	210	36	estimating	estimate	VERB
framr-1718	210	37	the	the	DET
framr-1718	210	38	index	index	NOUN
framr-1718	210	39	value	value	NOUN
framr-1718	210	40	of	of	ADP
framr-1718	210	41	the	the	DET
framr-1718	210	42	next	next	ADJ
framr-1718	210	43	week	week	NOUN
framr-1718	210	44	.	.	PUNCT
framr-1718	211	1	in	in	ADP
framr-1718	211	2	general	general	ADJ
framr-1718	211	3	,	,	PUNCT
framr-1718	211	4	anns	ann	NOUN
framr-1718	211	5	can	can	AUX
framr-1718	211	6	predict	predict	VERB
framr-1718	211	7	the	the	DET
framr-1718	211	8	direction	direction	NOUN
framr-1718	211	9	of	of	ADP
framr-1718	211	10	bist-100	bist-100	NOUN
framr-1718	211	11	index	index	NOUN
framr-1718	211	12	for	for	ADP
framr-1718	211	13	the	the	DET
framr-1718	211	14	next	next	ADJ
framr-1718	211	15	day	day	NOUN
framr-1718	211	16	and	and	CCONJ
framr-1718	211	17	the	the	DET
framr-1718	211	18	next	next	ADJ
framr-1718	211	19	week	week	NOUN
framr-1718	211	20	during	during	ADP
framr-1718	211	21	and	and	CCONJ
framr-1718	211	22	after	after	ADP
framr-1718	211	23	the	the	DET
framr-1718	211	24	economic	economic	ADJ
framr-1718	211	25	crisis	crisis	NOUN
framr-1718	211	26	.	.	PUNCT
framr-1718	212	1	7	7	X
framr-1718	212	2	.	.	X
framr-1718	212	3	conclusions	conclusion	NOUN
framr-1718	212	4	and	and	CCONJ
framr-1718	212	5	future	future	ADJ
framr-1718	212	6	works	work	NOUN
framr-1718	212	7	in	in	ADP
framr-1718	212	8	this	this	DET
framr-1718	212	9	study	study	NOUN
framr-1718	212	10	,	,	PUNCT
framr-1718	212	11	bist-100	bist-100	NOUN
framr-1718	212	12	index	index	NOUN
framr-1718	212	13	predictability	predictability	NOUN
framr-1718	212	14	during	during	ADP
framr-1718	212	15	july	july	PROPN
framr-1718	212	16	2007	2007	NUM
framr-1718	212	17	-	-	PUNCT
framr-1718	212	18	december	december	PROPN
framr-1718	212	19	2009	2009	NUM
framr-1718	212	20	crisis	crisis	NOUN
framr-1718	212	21	has	have	AUX
framr-1718	212	22	been	be	AUX
framr-1718	212	23	investigated	investigate	VERB
framr-1718	212	24	using	use	VERB
framr-1718	212	25	ann	ann	PROPN
framr-1718	212	26	.	.	PUNCT
framr-1718	213	1	according	accord	VERB
framr-1718	213	2	to	to	ADP
framr-1718	213	3	the	the	DET
framr-1718	213	4	results	result	NOUN
framr-1718	213	5	,	,	PUNCT
framr-1718	213	6	ann	ann	PROPN
framr-1718	213	7	is	be	AUX
framr-1718	213	8	quite	quite	ADV
framr-1718	213	9	successfully	successfully	ADV
framr-1718	213	10	in	in	ADP
framr-1718	213	11	predicting	predict	VERB
framr-1718	213	12	index	index	NOUN
framr-1718	213	13	direction	direction	NOUN
framr-1718	213	14	.	.	PUNCT
framr-1718	214	1	the	the	DET
framr-1718	214	2	results	result	NOUN
framr-1718	214	3	obtained	obtain	VERB
framr-1718	214	4	also	also	ADV
framr-1718	214	5	suggest	suggest	VERB
framr-1718	214	6	that	that	SCONJ
framr-1718	214	7	ann	ann	PROPN
framr-1718	214	8	can	can	AUX
framr-1718	214	9	foresee	foresee	VERB
framr-1718	214	10	next	next	ADJ
framr-1718	214	11	day	day	NOUN
framr-1718	214	12	and	and	CCONJ
framr-1718	214	13	next	next	ADJ
framr-1718	214	14	week	week	NOUN
framr-1718	214	15	values	value	NOUN
framr-1718	214	16	with	with	ADP
framr-1718	214	17	an	an	DET
framr-1718	214	18	accuracy	accuracy	NOUN
framr-1718	214	19	margin	margin	NOUN
framr-1718	214	20	error	error	NOUN
framr-1718	214	21	of	of	ADP
framr-1718	214	22	less	less	ADJ
framr-1718	214	23	than	than	ADP
framr-1718	214	24	5	5	NUM
framr-1718	214	25	%	%	NOUN
framr-1718	214	26	even	even	ADV
framr-1718	214	27	for	for	ADP
framr-1718	214	28	unknown	unknown	ADJ
framr-1718	214	29	samples	sample	NOUN
framr-1718	214	30	.	.	PUNCT
framr-1718	215	1	future	future	ADJ
framr-1718	215	2	studies	study	NOUN
framr-1718	215	3	may	may	AUX
framr-1718	215	4	focus	focus	VERB
framr-1718	215	5	on	on	ADP
framr-1718	215	6	next	next	ADJ
framr-1718	215	7	month	month	NOUN
framr-1718	215	8	predictability	predictability	NOUN
framr-1718	215	9	.	.	PUNCT
framr-1718	216	1	moreover	moreover	ADV
framr-1718	216	2	,	,	PUNCT
framr-1718	216	3	different	different	ADJ
framr-1718	216	4	studies	study	NOUN
framr-1718	216	5	can	can	AUX
framr-1718	216	6	be	be	AUX
framr-1718	216	7	considered	consider	VERB
framr-1718	216	8	by	by	ADP
framr-1718	216	9	increasing	increase	VERB
framr-1718	216	10	the	the	DET
framr-1718	216	11	number	number	NOUN
framr-1718	216	12	of	of	ADP
framr-1718	216	13	input	input	NOUN
framr-1718	216	14	variables	variable	NOUN
framr-1718	216	15	or	or	CCONJ
framr-1718	216	16	/	/	SYM
framr-1718	216	17	and	and	CCONJ
framr-1718	216	18	by	by	ADP
framr-1718	216	19	using	use	VERB
framr-1718	216	20	different	different	ADJ
framr-1718	216	21	input	input	NOUN
framr-1718	216	22	variables	variable	NOUN
framr-1718	216	23	.	.	PUNCT
framr-1718	217	1	if	if	SCONJ
framr-1718	217	2	the	the	DET
framr-1718	217	3	findings	finding	NOUN
framr-1718	217	4	of	of	ADP
framr-1718	217	5	the	the	DET
framr-1718	217	6	present	present	ADJ
framr-1718	217	7	study	study	NOUN
framr-1718	217	8	are	be	AUX
framr-1718	217	9	assessed	assess	VERB
framr-1718	217	10	with	with	ADP
framr-1718	217	11	other	other	ADJ
framr-1718	217	12	related	related	ADJ
framr-1718	217	13	studies	study	NOUN
framr-1718	217	14	;	;	PUNCT
framr-1718	217	15	ann	ann	PROPN
framr-1718	217	16	model	model	NOUN
framr-1718	217	17	in	in	ADP
framr-1718	217	18	predicting	predict	VERB
framr-1718	217	19	bist-100	bist-100	NOUN
framr-1718	217	20	index	index	NOUN
framr-1718	217	21	demonstrated	demonstrate	VERB
framr-1718	217	22	that	that	SCONJ
framr-1718	217	23	the	the	DET
framr-1718	217	24	results	result	NOUN
framr-1718	217	25	obtained	obtain	VERB
framr-1718	217	26	were	be	AUX
framr-1718	217	27	quite	quite	ADV
framr-1718	217	28	close	close	ADJ
framr-1718	217	29	to	to	ADP
framr-1718	217	30	the	the	DET
framr-1718	217	31	real	real	ADJ
framr-1718	217	32	market	market	NOUN
framr-1718	217	33	results	result	NOUN
framr-1718	217	34	.	.	PUNCT
framr-1718	218	1	this	this	DET
framr-1718	218	2	outcome	outcome	NOUN
framr-1718	218	3	is	be	AUX
framr-1718	218	4	very	very	ADV
framr-1718	218	5	important	important	ADJ
framr-1718	218	6	for	for	ADP
framr-1718	218	7	investors	investor	NOUN
framr-1718	218	8	,	,	PUNCT
framr-1718	218	9	especially	especially	ADV
framr-1718	218	10	in	in	ADP
framr-1718	218	11	periods	period	NOUN
framr-1718	218	12	huge	huge	ADJ
framr-1718	218	13	economic	economic	ADJ
framr-1718	218	14	fragility	fragility	NOUN
framr-1718	218	15	like	like	ADP
framr-1718	218	16	financial	financial	ADJ
framr-1718	218	17	crises	crisis	NOUN
framr-1718	218	18	.	.	PUNCT
framr-1718	219	1	hence	hence	ADV
framr-1718	219	2	,	,	PUNCT
framr-1718	219	3	especially	especially	ADV
framr-1718	219	4	institutional	institutional	ADJ
framr-1718	219	5	investors	investor	NOUN
framr-1718	219	6	and	and	CCONJ
framr-1718	219	7	portfolio	portfolio	NOUN
framr-1718	219	8	managers	manager	NOUN
framr-1718	219	9	can	can	AUX
framr-1718	219	10	use	use	VERB
framr-1718	219	11	neural	neural	ADJ
framr-1718	219	12	networks	network	NOUN
framr-1718	219	13	in	in	ADP
framr-1718	219	14	their	their	PRON
framr-1718	219	15	investment	investment	NOUN
framr-1718	219	16	in	in	ADP
framr-1718	219	17	their	their	PRON
framr-1718	219	18	portfolio	portfolio	NOUN
framr-1718	219	19	preferences	preference	NOUN
framr-1718	219	20	.	.	PUNCT
framr-1718	220	1	references	reference	NOUN
framr-1718	220	2	aghababaeyan	aghababaeyan	PROPN
framr-1718	220	3	,	,	PUNCT
framr-1718	220	4	r.	r.	PROPN
framr-1718	220	5	,	,	PUNCT
framr-1718	220	6	k.	k.	PROPN
framr-1718	220	7	najeeb	najeeb	PROPN
framr-1718	220	8	ahmad	ahmad	PROPN
framr-1718	220	9	and	and	CCONJ
framr-1718	220	10	s.	s.	PROPN
framr-1718	220	11	tamanna	tamanna	PROPN
framr-1718	220	12	,	,	PUNCT
framr-1718	220	13	2011	2011	NUM
framr-1718	220	14	.	.	PUNCT
framr-1718	221	1	forecasting	forecast	VERB
framr-1718	221	2	the	the	DET
framr-1718	221	3	tehran	tehran	PROPN
framr-1718	221	4	stock	stock	NOUN
framr-1718	221	5	market	market	NOUN
framr-1718	221	6	by	by	ADP
framr-1718	221	7	artificial	artificial	ADJ
framr-1718	221	8	neural	neural	ADJ
framr-1718	221	9	network	network	NOUN
framr-1718	221	10	.	.	PUNCT
framr-1718	222	1	international	international	ADJ
framr-1718	222	2	journal	journal	PROPN
framr-1718	222	3	of	of	ADP
framr-1718	222	4	advanced	advanced	ADJ
framr-1718	222	5	computer	computer	NOUN
framr-1718	222	6	science	science	NOUN
framr-1718	222	7	and	and	CCONJ
framr-1718	222	8	applications	application	NOUN
framr-1718	222	9	,	,	PUNCT
framr-1718	222	10	figure-7(a	figure-7(a	ADJ
framr-1718	222	11	)	)	PUNCT
framr-1718	222	12	.	.	PUNCT
framr-1718	223	1	distributions	distribution	NOUN
framr-1718	223	2	of	of	ADP
framr-1718	223	3	the	the	DET
framr-1718	223	4	estimated	estimate	VERB
framr-1718	223	5	value	value	NOUN
framr-1718	223	6	and	and	CCONJ
framr-1718	223	7	the	the	DET
framr-1718	223	8	next	next	ADJ
framr-1718	223	9	day	day	NOUN
framr-1718	223	10	value	value	NOUN
framr-1718	223	11	of	of	ADP
framr-1718	223	12	the	the	DET
framr-1718	223	13	index	index	NOUN
framr-1718	223	14	figure-7(b	figure-7(b	NOUN
framr-1718	223	15	)	)	PUNCT
framr-1718	223	16	.	.	PUNCT
framr-1718	224	1	distributions	distribution	NOUN
framr-1718	224	2	of	of	ADP
framr-1718	224	3	the	the	DET
framr-1718	224	4	estimated	estimate	VERB
framr-1718	224	5	value	value	NOUN
framr-1718	224	6	and	and	CCONJ
framr-1718	224	7	the	the	DET
framr-1718	224	8	next	next	ADJ
framr-1718	224	9	week	week	NOUN
framr-1718	224	10	value	value	NOUN
framr-1718	224	11	of	of	ADP
framr-1718	224	12	the	the	DET
framr-1718	224	13	index	index	NOUN
framr-1718	224	14	financial	financial	ADJ
framr-1718	224	15	risk	risk	NOUN
framr-1718	224	16	and	and	CCONJ
framr-1718	224	17	management	management	NOUN
framr-1718	224	18	reviews	review	NOUN
framr-1718	224	19	,	,	PUNCT
framr-1718	224	20	2015	2015	NUM
framr-1718	224	21	,	,	PUNCT
framr-1718	224	22	1(2):53	1(2):53	NUM
framr-1718	224	23	-	-	SYM
framr-1718	224	24	67	67	NUM
framr-1718	224	25	65	65	NUM
framr-1718	224	26	©	©	PROPN
framr-1718	224	27	2015	2015	NUM
framr-1718	224	28	conscientia	conscientia	PROPN
framr-1718	224	29	beam	beam	PROPN
framr-1718	224	30	.	.	PUNCT
framr-1718	225	1	all	all	DET
framr-1718	225	2	rights	right	NOUN
framr-1718	225	3	reserved	reserve	VERB
framr-1718	225	4	.	.	PUNCT
framr-1718	226	1	special	special	ADJ
framr-1718	226	2	issue	issue	NOUN
framr-1718	226	3	on	on	ADP
framr-1718	226	4	artificial	artificial	ADJ
framr-1718	226	5	intelligence	intelligence	NOUN
framr-1718	226	6	:	:	PUNCT
framr-1718	226	7	13	13	NUM
framr-1718	226	8	-	-	SYM
framr-1718	226	9	17	17	NUM
framr-1718	226	10	.	.	PUNCT
framr-1718	226	11	available	available	ADJ
framr-1718	226	12	from	from	ADP
framr-1718	226	13	http://dx.doi.org/10.14569/specialissue.2011.010303#sthash.ywribxw0.dpuf	http://dx.doi.org/10.14569/specialissue.2011.010303#sthash.ywribxw0.dpuf	PROPN
framr-1718	226	14	.	.	PROPN
framr-1718	226	15	akel	akel	PROPN
framr-1718	226	16	,	,	PUNCT
framr-1718	226	17	v.	v.	PROPN
framr-1718	226	18	and	and	CCONJ
framr-1718	226	19	m.f	m.f	PROPN
framr-1718	226	20	.	.	PROPN
framr-1718	226	21	bayramoğlu	bayramoğlu	PROPN
framr-1718	226	22	,	,	PUNCT
framr-1718	226	23	2008	2008	NUM
framr-1718	226	24	.	.	PUNCT
framr-1718	227	1	kriz	kriz	PROPN
framr-1718	227	2	dönemlerinde	dönemlerinde	VERB
framr-1718	227	3	yapay	yapay	PROPN
framr-1718	227	4	sinir	sinir	ADV
framr-1718	227	5	ağları	ağları	PROPN
framr-1718	227	6	ile	ile	PROPN
framr-1718	227	7	finansal	finansal	PROPN
framr-1718	227	8	ongörüde	ongörüde	PROPN
framr-1718	227	9	bulunma	bulunma	PROPN
framr-1718	227	10	:	:	PUNCT
framr-1718	227	11	i̇mkb-100	i̇mkb-100	PROPN
framr-1718	227	12	endeksi	endeksi	PROPN
framr-1718	227	13	örneği	örneği	PROPN
framr-1718	227	14	.	.	PUNCT
framr-1718	228	1	in	in	ADP
framr-1718	228	2	international	international	ADJ
framr-1718	228	3	symposium	symposium	NOUN
framr-1718	228	4	on	on	ADP
framr-1718	228	5	international	international	ADJ
framr-1718	228	6	capital	capital	NOUN
framr-1718	228	7	flows	flow	NOUN
framr-1718	228	8	and	and	CCONJ
framr-1718	228	9	emerging	emerge	VERB
framr-1718	228	10	markets	market	NOUN
framr-1718	228	11	,	,	PUNCT
framr-1718	228	12	turkey	turkey	NOUN
framr-1718	228	13	:	:	PUNCT
framr-1718	228	14	24	24	NUM
framr-1718	228	15	-	-	SYM
framr-1718	228	16	27	27	NUM
framr-1718	228	17	.	.	PUNCT
framr-1718	228	18	demirtas	demirta	NOUN
framr-1718	228	19	,	,	PUNCT
framr-1718	228	20	m.	m.	NOUN
framr-1718	228	21	and	and	CCONJ
framr-1718	228	22	k.	k.	PROPN
framr-1718	228	23	aslan	aslan	PROPN
framr-1718	228	24	deniz	deniz	PROPN
framr-1718	228	25	,	,	PUNCT
framr-1718	228	26	2012	2012	NUM
framr-1718	228	27	.	.	PUNCT
framr-1718	229	1	optimization	optimization	NOUN
framr-1718	229	2	of	of	ADP
framr-1718	229	3	pi	pi	PROPN
framr-1718	229	4	parameters	parameter	NOUN
framr-1718	229	5	for	for	ADP
framr-1718	229	6	dsp	dsp	NOUN
framr-1718	229	7	-	-	PUNCT
framr-1718	229	8	based	base	VERB
framr-1718	229	9	permanent	permanent	ADJ
framr-1718	229	10	magnet	magnet	NOUN
framr-1718	229	11	brushless	brushless	PROPN
framr-1718	229	12	motor	motor	NOUN
framr-1718	229	13	drive	drive	NOUN
framr-1718	229	14	using	use	VERB
framr-1718	229	15	response	response	NOUN
framr-1718	229	16	surface	surface	NOUN
framr-1718	229	17	methodology	methodology	NOUN
framr-1718	229	18	.	.	PUNCT
framr-1718	230	1	energy	energy	NOUN
framr-1718	230	2	conversion	conversion	NOUN
framr-1718	230	3	and	and	CCONJ
framr-1718	230	4	management	management	NOUN
framr-1718	230	5	,	,	PUNCT
framr-1718	230	6	56	56	NUM
framr-1718	230	7	:	:	SYM
framr-1718	230	8	104	104	NUM
framr-1718	230	9	-	-	SYM
framr-1718	230	10	111	111	NUM
framr-1718	230	11	.	.	PUNCT
framr-1718	231	1	desai	desai	PROPN
framr-1718	231	2	,	,	PUNCT
framr-1718	231	3	j.	j.	PROPN
framr-1718	231	4	,	,	PUNCT
framr-1718	231	5	a.	a.	NOUN
framr-1718	231	6	trivedi	trivedi	PROPN
framr-1718	231	7	and	and	CCONJ
framr-1718	231	8	n.a	n.a	PROPN
framr-1718	231	9	.	.	PROPN
framr-1718	231	10	joshi	joshi	PROPN
framr-1718	231	11	,	,	PUNCT
framr-1718	231	12	2012	2012	NUM
framr-1718	231	13	.	.	PUNCT
framr-1718	232	1	forecasting	forecasting	NOUN
framr-1718	232	2	of	of	ADP
framr-1718	232	3	stock	stock	NOUN
framr-1718	232	4	market	market	NOUN
framr-1718	232	5	indices	index	NOUN
framr-1718	232	6	using	use	VERB
framr-1718	232	7	artificial	artificial	ADJ
framr-1718	232	8	neural	neural	ADJ
framr-1718	232	9	network	network	NOUN
framr-1718	232	10	.	.	PUNCT
framr-1718	233	1	shri	shri	PROPN
framr-1718	233	2	chimanbhai	chimanbhai	PROPN
framr-1718	233	3	patel	patel	PROPN
framr-1718	233	4	institutes	institutes	PROPN
framr-1718	233	5	,	,	PUNCT
framr-1718	233	6	ahmedabad	ahmedabad	PROPN
framr-1718	233	7	working	working	PROPN
framr-1718	233	8	paper	paper	PROPN
framr-1718	234	1	no	no	INTJ
framr-1718	234	2	.	.	PUNCT
framr-1718	234	3	cpi	cpi	PROPN
framr-1718	234	4	/	/	SYM
framr-1718	234	5	mba/2013/0003	mba/2013/0003	PROPN
framr-1718	234	6	.	.	PROPN
framr-1718	235	1	diler	diler	PROPN
framr-1718	235	2	,	,	PUNCT
framr-1718	235	3	a.i̇.	a.i̇.	NOUN
framr-1718	235	4	,	,	PUNCT
framr-1718	235	5	2003	2003	NUM
framr-1718	235	6	.	.	PUNCT
framr-1718	236	1	i̇mkb	i̇mkb	PROPN
framr-1718	236	2	ulusal	ulusal	ADJ
framr-1718	236	3	100	100	NUM
framr-1718	236	4	endeksinin	endeksinin	PROPN
framr-1718	236	5	yönünün	yönünün	ADJ
framr-1718	236	6	yapay	yapay	PROPN
framr-1718	236	7	sinir	sinir	ADV
framr-1718	236	8	ağları	ağları	NOUN
framr-1718	236	9	:	:	PUNCT
framr-1718	236	10	hata	hata	PROPN
framr-1718	236	11	geriye	geriye	PROPN
framr-1718	236	12	yayma	yayma	PROPN
framr-1718	236	13	yöntemi	yöntemi	PROPN
framr-1718	236	14	ile	ile	PROPN
framr-1718	236	15	tahmin	tahmin	PROPN
framr-1718	236	16	edilmesi	edilmesi	PROPN
framr-1718	236	17	.	.	PUNCT
framr-1718	237	1	türkiye'de	türkiye'de	PROPN
framr-1718	237	2	banklar	banklar	PROPN
framr-1718	237	3	,	,	PUNCT
framr-1718	237	4	sermaye	sermaye	VERB
framr-1718	237	5	piyasası	piyasası	NOUN
framr-1718	237	6	ve	ve	AUX
framr-1718	237	7	ekonomik	ekonomik	VERB
framr-1718	237	8	büyüme	büyüme	ADJ
framr-1718	237	9	:	:	PUNCT
framr-1718	237	10	koentegrasyon	koentegrasyon	PROPN
framr-1718	237	11	ve	ve	PROPN
framr-1718	237	12	nedensellik	nedensellik	PROPN
framr-1718	237	13	analizi	analizi	PROPN
framr-1718	237	14	(	(	PUNCT
framr-1718	237	15	1989	1989	NUM
framr-1718	237	16	-	-	SYM
framr-1718	237	17	2000	2000	NUM
framr-1718	237	18	)	)	PUNCT
framr-1718	237	19	,	,	PUNCT
framr-1718	237	20	81	81	NUM
framr-1718	237	21	.	.	PUNCT
framr-1718	238	1	gençtürk	gençtürk	PROPN
framr-1718	238	2	,	,	PUNCT
framr-1718	238	3	m.	m.	NOUN
framr-1718	238	4	,	,	PUNCT
framr-1718	238	5	2009	2009	NUM
framr-1718	238	6	.	.	PUNCT
framr-1718	239	1	finansal	finansal	PROPN
framr-1718	239	2	kriz	kriz	PROPN
framr-1718	239	3	dönemlerinde	dönemlerinde	VERB
framr-1718	239	4	makroekonomik	makroekonomik	ADJ
framr-1718	239	5	faktörlerin	faktörlerin	NOUN
framr-1718	239	6	hisse	hisse	NOUN
framr-1718	239	7	senedi	senedi	PROPN
framr-1718	239	8	fiyatlarına	fiyatlarına	PROPN
framr-1718	239	9	etkisi	etkisi	VERB
framr-1718	239	10	.	.	PUNCT
framr-1718	240	1	suleyman	suleyman	NOUN
framr-1718	240	2	demirel	demirel	PROPN
framr-1718	240	3	university	university	PROPN
framr-1718	240	4	journal	journal	NOUN
framr-1718	240	5	of	of	ADP
framr-1718	240	6	faculty	faculty	NOUN
framr-1718	240	7	of	of	ADP
framr-1718	240	8	economics	economics	PROPN
framr-1718	240	9	&	&	CCONJ
framr-1718	240	10	administrative	administrative	PROPN
framr-1718	240	11	sciences	sciences	PROPN
framr-1718	240	12	,	,	PUNCT
framr-1718	240	13	14(1	14(1	NUM
framr-1718	240	14	):	):	PUNCT
framr-1718	240	15	127	127	NUM
framr-1718	240	16	-	-	SYM
framr-1718	240	17	136	136	NUM
framr-1718	240	18	.	.	PUNCT
framr-1718	241	1	guresen	guresen	PROPN
framr-1718	241	2	,	,	PUNCT
framr-1718	241	3	e.	e.	PROPN
framr-1718	241	4	,	,	PUNCT
framr-1718	241	5	g.	g.	PROPN
framr-1718	241	6	kayakutlu	kayakutlu	PROPN
framr-1718	241	7	and	and	CCONJ
framr-1718	241	8	t.u	t.u	PROPN
framr-1718	241	9	.	.	PROPN
framr-1718	241	10	daim	daim	PROPN
framr-1718	241	11	,	,	PUNCT
framr-1718	241	12	2011	2011	NUM
framr-1718	241	13	.	.	PUNCT
framr-1718	242	1	using	use	VERB
framr-1718	242	2	artificial	artificial	ADJ
framr-1718	242	3	neural	neural	ADJ
framr-1718	242	4	network	network	NOUN
framr-1718	242	5	models	model	NOUN
framr-1718	242	6	in	in	ADP
framr-1718	242	7	stock	stock	NOUN
framr-1718	242	8	market	market	NOUN
framr-1718	242	9	index	index	NOUN
framr-1718	242	10	prediction	prediction	NOUN
framr-1718	242	11	.	.	PUNCT
framr-1718	243	1	expert	expert	NOUN
framr-1718	243	2	systems	system	NOUN
framr-1718	243	3	with	with	ADP
framr-1718	243	4	applications	application	NOUN
framr-1718	243	5	,	,	PUNCT
framr-1718	243	6	38(8	38(8	NUM
framr-1718	243	7	):	):	PUNCT
framr-1718	243	8	10389	10389	NUM
framr-1718	243	9	-	-	SYM
framr-1718	243	10	10397	10397	NUM
framr-1718	243	11	.	.	PUNCT
framr-1718	244	1	kara	kara	NOUN
framr-1718	244	2	,	,	PUNCT
framr-1718	244	3	y.	y.	PROPN
framr-1718	244	4	,	,	PUNCT
framr-1718	244	5	m.a	m.a	PROPN
framr-1718	244	6	.	.	PROPN
framr-1718	244	7	boyacioglu	boyacioglu	PROPN
framr-1718	244	8	and	and	CCONJ
framr-1718	244	9	ö.k	ö.k	PROPN
framr-1718	244	10	.	.	PROPN
framr-1718	244	11	baykan	baykan	PROPN
framr-1718	244	12	,	,	PUNCT
framr-1718	244	13	2011	2011	NUM
framr-1718	244	14	.	.	PUNCT
framr-1718	245	1	predicting	predict	VERB
framr-1718	245	2	direction	direction	NOUN
framr-1718	245	3	of	of	ADP
framr-1718	245	4	stock	stock	NOUN
framr-1718	245	5	price	price	NOUN
framr-1718	245	6	index	index	NOUN
framr-1718	245	7	movement	movement	NOUN
framr-1718	245	8	using	use	VERB
framr-1718	245	9	artificial	artificial	ADJ
framr-1718	245	10	neural	neural	ADJ
framr-1718	245	11	networks	network	NOUN
framr-1718	245	12	and	and	CCONJ
framr-1718	245	13	support	support	VERB
framr-1718	245	14	vector	vector	NOUN
framr-1718	245	15	machines	machine	NOUN
framr-1718	245	16	:	:	PUNCT
framr-1718	245	17	the	the	DET
framr-1718	245	18	sample	sample	NOUN
framr-1718	245	19	of	of	ADP
framr-1718	245	20	the	the	DET
framr-1718	245	21	istanbul	istanbul	PROPN
framr-1718	245	22	stock	stock	PROPN
framr-1718	245	23	exchange	exchange	PROPN
framr-1718	245	24	.	.	PUNCT
framr-1718	246	1	expert	expert	NOUN
framr-1718	246	2	systems	system	NOUN
framr-1718	246	3	with	with	ADP
framr-1718	246	4	applications	application	NOUN
framr-1718	246	5	,	,	PUNCT
framr-1718	246	6	38(5	38(5	NUM
framr-1718	246	7	):	):	PUNCT
framr-1718	246	8	5311	5311	NUM
framr-1718	246	9	-	-	SYM
framr-1718	246	10	5319	5319	NUM
framr-1718	246	11	.	.	PUNCT
framr-1718	247	1	karaoglan	karaoglan	PROPN
framr-1718	247	2	,	,	PUNCT
framr-1718	247	3	a.d	a.d	PROPN
framr-1718	247	4	.	.	PROPN
framr-1718	247	5	,	,	PUNCT
framr-1718	247	6	2011	2011	NUM
framr-1718	247	7	.	.	PUNCT
framr-1718	248	1	an	an	DET
framr-1718	248	2	integrated	integrate	VERB
framr-1718	248	3	neural	neural	ADJ
framr-1718	248	4	network	network	NOUN
framr-1718	248	5	structure	structure	NOUN
framr-1718	248	6	for	for	ADP
framr-1718	248	7	recognizing	recognize	VERB
framr-1718	248	8	autocorrelated	autocorrelated	ADJ
framr-1718	248	9	and	and	CCONJ
framr-1718	248	10	trending	trending	NOUN
framr-1718	248	11	processes	process	NOUN
framr-1718	248	12	.	.	PUNCT
framr-1718	249	1	mathematical	mathematical	ADJ
framr-1718	249	2	&	&	CCONJ
framr-1718	249	3	computational	computational	ADJ
framr-1718	249	4	applications	application	NOUN
framr-1718	249	5	,	,	PUNCT
framr-1718	249	6	16(2	16(2	NUM
framr-1718	249	7	):	):	PUNCT
framr-1718	249	8	514	514	NUM
framr-1718	249	9	-	-	SYM
framr-1718	249	10	523	523	NUM
framr-1718	249	11	.	.	PUNCT
framr-1718	250	1	kimoto	kimoto	NOUN
framr-1718	250	2	,	,	PUNCT
framr-1718	250	3	t.	t.	PROPN
framr-1718	250	4	,	,	PUNCT
framr-1718	250	5	k.	k.	PROPN
framr-1718	250	6	asakawa	asakawa	PROPN
framr-1718	250	7	,	,	PUNCT
framr-1718	250	8	m.	m.	NOUN
framr-1718	250	9	yoda	yoda	PROPN
framr-1718	250	10	and	and	CCONJ
framr-1718	250	11	m.	m.	NOUN
framr-1718	250	12	takeoka	takeoka	NOUN
framr-1718	250	13	,	,	PUNCT
framr-1718	250	14	1990	1990	NUM
framr-1718	250	15	.	.	PUNCT
framr-1718	251	1	in	in	ADP
framr-1718	251	2	:	:	PUNCT
framr-1718	251	3	stock	stock	NOUN
framr-1718	251	4	market	market	NOUN
framr-1718	251	5	prediction	prediction	NOUN
framr-1718	251	6	system	system	NOUN
framr-1718	251	7	with	with	ADP
framr-1718	251	8	modular	modular	ADJ
framr-1718	251	9	neural	neural	ADJ
framr-1718	251	10	network	network	NOUN
framr-1718	251	11	.	.	PUNCT
framr-1718	252	1	proceedings	proceeding	NOUN
framr-1718	252	2	of	of	ADP
framr-1718	252	3	the	the	DET
framr-1718	252	4	international	international	ADJ
framr-1718	252	5	joint	joint	ADJ
framr-1718	252	6	conference	conference	NOUN
framr-1718	252	7	on	on	ADP
framr-1718	252	8	neural	neural	ADJ
framr-1718	252	9	networks	network	NOUN
framr-1718	252	10	.	.	PUNCT
framr-1718	253	1	pp	pp	ADV
framr-1718	253	2	:	:	PUNCT
framr-1718	253	3	1	1	NUM
framr-1718	253	4	-	-	SYM
framr-1718	253	5	6	6	NUM
framr-1718	253	6	.	.	PUNCT
framr-1718	253	7	kutlu	kutlu	PROPN
framr-1718	253	8	,	,	PUNCT
framr-1718	253	9	b.	b.	PROPN
framr-1718	253	10	and	and	CCONJ
framr-1718	253	11	b.	b.	PROPN
framr-1718	253	12	bertan	bertan	PROPN
framr-1718	253	13	,	,	PUNCT
framr-1718	253	14	2009	2009	NUM
framr-1718	253	15	.	.	PUNCT
framr-1718	254	1	yapay	yapay	NOUN
framr-1718	254	2	sinir	sinir	ADV
framr-1718	254	3	ağları	ağları	PROPN
framr-1718	254	4	ile	ile	PROPN
framr-1718	254	5	borsa	borsa	PROPN
framr-1718	254	6	endeksi	endeksi	PROPN
framr-1718	254	7	tahmini	tahmini	PROPN
framr-1718	254	8	.	.	PUNCT
framr-1718	255	1	yönetim	yönetim	ADJ
framr-1718	255	2	,	,	PUNCT
framr-1718	255	3	i̇stanbul	i̇stanbul	PUNCT
framr-1718	255	4	üniversitesi	üniversitesi	PROPN
framr-1718	255	5	i̇şletme	i̇şletme	VERB
framr-1718	255	6	fakültesi	fakültesi	PROPN
framr-1718	255	7	i̇şletme	i̇şletme	NOUN
framr-1718	255	8	i̇ktisadi	i̇ktisadi	PROPN
framr-1718	255	9	enstitüsü	enstitüsü	PROPN
framr-1718	255	10	dergisi	dergisi	PROPN
framr-1718	255	11	,	,	PUNCT
framr-1718	255	12	20(63	20(63	NUM
framr-1718	255	13	):	):	PUNCT
framr-1718	255	14	25	25	NUM
framr-1718	255	15	-	-	SYM
framr-1718	255	16	40	40	NUM
framr-1718	255	17	.	.	PUNCT
framr-1718	256	1	li	li	PROPN
framr-1718	256	2	,	,	PUNCT
framr-1718	256	3	f.	f.	PROPN
framr-1718	256	4	and	and	CCONJ
framr-1718	256	5	c.	c.	PROPN
framr-1718	256	6	liu	liu	PROPN
framr-1718	256	7	,	,	PUNCT
framr-1718	256	8	2009	2009	NUM
framr-1718	256	9	.	.	PUNCT
framr-1718	257	1	application	application	NOUN
framr-1718	257	2	study	study	NOUN
framr-1718	257	3	of	of	ADP
framr-1718	257	4	bp	bp	PROPN
framr-1718	257	5	neural	neural	ADJ
framr-1718	257	6	network	network	NOUN
framr-1718	257	7	on	on	ADP
framr-1718	257	8	stock	stock	NOUN
framr-1718	257	9	market	market	NOUN
framr-1718	257	10	prediction	prediction	NOUN
framr-1718	257	11	.	.	PUNCT
framr-1718	258	1	ninth	ninth	ADJ
framr-1718	258	2	international	international	ADJ
framr-1718	258	3	conference	conference	NOUN
framr-1718	258	4	on	on	ADP
framr-1718	258	5	hybrid	hybrid	ADJ
framr-1718	258	6	intelligent	intelligent	ADJ
framr-1718	258	7	systems	system	NOUN
framr-1718	258	8	.	.	PUNCT
framr-1718	259	1	ieee	ieee	NOUN
framr-1718	259	2	,	,	PUNCT
framr-1718	259	3	pp	pp	CCONJ
framr-1718	259	4	:	:	PUNCT
framr-1718	259	5	174	174	NUM
framr-1718	259	6	-	-	SYM
framr-1718	259	7	178	178	NUM
framr-1718	259	8	.	.	PUNCT
framr-1718	259	9	mallaris	mallaris	PROPN
framr-1718	259	10	,	,	PUNCT
framr-1718	259	11	m.	m.	NOUN
framr-1718	259	12	and	and	CCONJ
framr-1718	259	13	s.	s.	PROPN
framr-1718	259	14	linda	linda	PROPN
framr-1718	259	15	,	,	PUNCT
framr-1718	259	16	1996	1996	NUM
framr-1718	259	17	.	.	PUNCT
framr-1718	260	1	using	use	VERB
framr-1718	260	2	neural	neural	ADJ
framr-1718	260	3	networks	network	NOUN
framr-1718	260	4	to	to	PART
framr-1718	260	5	forecast	forecast	VERB
framr-1718	260	6	the	the	DET
framr-1718	260	7	s&p	s&p	PROPN
framr-1718	260	8	100	100	NUM
framr-1718	260	9	implied	imply	VERB
framr-1718	260	10	volatility	volatility	NOUN
framr-1718	260	11	.	.	PUNCT
framr-1718	261	1	neurocomputing	neurocomputing	NOUN
framr-1718	261	2	,	,	PUNCT
framr-1718	261	3	10(2	10(2	NUM
framr-1718	261	4	):	):	PUNCT
framr-1718	261	5	83	83	NUM
framr-1718	261	6	-	-	SYM
framr-1718	261	7	195	195	NUM
framr-1718	261	8	.	.	PUNCT
framr-1718	262	1	mizuno	mizuno	PROPN
framr-1718	262	2	,	,	PUNCT
framr-1718	262	3	h.	h.	PROPN
framr-1718	262	4	,	,	PUNCT
framr-1718	262	5	m.	m.	PROPN
framr-1718	262	6	kosaka	kosaka	PROPN
framr-1718	262	7	,	,	PUNCT
framr-1718	262	8	h.	h.	PROPN
framr-1718	262	9	yajima	yajima	PROPN
framr-1718	262	10	and	and	CCONJ
framr-1718	262	11	n.	n.	PROPN
framr-1718	262	12	komoda	komoda	PROPN
framr-1718	262	13	,	,	PUNCT
framr-1718	262	14	1998	1998	NUM
framr-1718	262	15	.	.	PUNCT
framr-1718	263	1	application	application	NOUN
framr-1718	263	2	of	of	ADP
framr-1718	263	3	neural	neural	ADJ
framr-1718	263	4	network	network	NOUN
framr-1718	263	5	to	to	ADP
framr-1718	263	6	technical	technical	ADJ
framr-1718	263	7	analysis	analysis	NOUN
framr-1718	263	8	of	of	ADP
framr-1718	263	9	stock	stock	NOUN
framr-1718	263	10	market	market	NOUN
framr-1718	263	11	prediction	prediction	NOUN
framr-1718	263	12	.	.	PUNCT
framr-1718	264	1	studies	study	NOUN
framr-1718	264	2	in	in	ADP
framr-1718	264	3	informatic	informatic	ADJ
framr-1718	264	4	and	and	CCONJ
framr-1718	264	5	control	control	NOUN
framr-1718	264	6	,	,	PUNCT
framr-1718	264	7	7(3	7(3	NUM
framr-1718	264	8	):	):	PUNCT
framr-1718	264	9	111	111	NUM
framr-1718	264	10	-	-	SYM
framr-1718	264	11	120	120	NUM
framr-1718	264	12	.	.	PUNCT
framr-1718	265	1	o’connor	o’connor	ADV
framr-1718	265	2	,	,	PUNCT
framr-1718	265	3	n.	n.	PROPN
framr-1718	265	4	and	and	CCONJ
framr-1718	265	5	g.m	g.m	PROPN
framr-1718	265	6	.	.	PROPN
framr-1718	265	7	michael	michael	PROPN
framr-1718	265	8	,	,	PUNCT
framr-1718	265	9	2005	2005	NUM
framr-1718	265	10	.	.	PUNCT
framr-1718	266	1	a	a	DET
framr-1718	266	2	neural	neural	ADJ
framr-1718	266	3	network	network	NOUN
framr-1718	266	4	approach	approach	NOUN
framr-1718	266	5	to	to	ADP
framr-1718	266	6	predicting	predict	VERB
framr-1718	266	7	stock	stock	NOUN
framr-1718	266	8	exchange	exchange	NOUN
framr-1718	266	9	movements	movement	NOUN
framr-1718	266	10	using	use	VERB
framr-1718	266	11	external	external	ADJ
framr-1718	266	12	factors	factor	NOUN
framr-1718	266	13	.	.	PUNCT
framr-1718	267	1	knowledge	knowledge	NOUN
framr-1718	267	2	-	-	PUNCT
framr-1718	267	3	based	base	VERB
framr-1718	267	4	systems	system	NOUN
framr-1718	267	5	,	,	PUNCT
framr-1718	267	6	19(5	19(5	NUM
framr-1718	267	7	):	):	PUNCT
framr-1718	267	8	371	371	NUM
framr-1718	267	9	-	-	SYM
framr-1718	267	10	378	378	NUM
framr-1718	267	11	.	.	PUNCT
framr-1718	268	1	oh	oh	INTJ
framr-1718	268	2	,	,	PUNCT
framr-1718	268	3	k.j	k.j	PROPN
framr-1718	268	4	.	.	PROPN
framr-1718	268	5	,	,	PUNCT
framr-1718	268	6	t.y	t.y	PROPN
framr-1718	268	7	.	.	PROPN
framr-1718	268	8	kim	kim	PROPN
framr-1718	268	9	and	and	CCONJ
framr-1718	268	10	c.	c.	PROPN
framr-1718	268	11	kim	kim	PROPN
framr-1718	268	12	,	,	PUNCT
framr-1718	268	13	2006	2006	NUM
framr-1718	268	14	.	.	PUNCT
framr-1718	269	1	an	an	DET
framr-1718	269	2	early	early	ADJ
framr-1718	269	3	warning	warning	NOUN
framr-1718	269	4	system	system	NOUN
framr-1718	269	5	for	for	ADP
framr-1718	269	6	detection	detection	NOUN
framr-1718	269	7	of	of	ADP
framr-1718	269	8	financial	financial	ADJ
framr-1718	269	9	crisis	crisis	NOUN
framr-1718	269	10	using	use	VERB
framr-1718	269	11	financial	financial	ADJ
framr-1718	269	12	market	market	NOUN
framr-1718	269	13	volatility	volatility	NOUN
framr-1718	269	14	.	.	PUNCT
framr-1718	270	1	expert	expert	NOUN
framr-1718	270	2	systems	system	NOUN
framr-1718	270	3	,	,	PUNCT
framr-1718	270	4	23(2	23(2	NUM
framr-1718	270	5	):	):	PUNCT
framr-1718	270	6	83	83	NUM
framr-1718	270	7	-	-	SYM
framr-1718	270	8	98	98	NUM
framr-1718	270	9	.	.	PUNCT
framr-1718	271	1	http://dx.doi.org/10.14569/specialissue.2011.010303#sthash.ywribxw0.dpuf	http://dx.doi.org/10.14569/specialissue.2011.010303#sthash.ywribxw0.dpuf	NUM
framr-1718	271	2	financial	financial	ADJ
framr-1718	271	3	risk	risk	NOUN
framr-1718	271	4	and	and	CCONJ
framr-1718	271	5	management	management	NOUN
framr-1718	271	6	reviews	review	NOUN
framr-1718	271	7	,	,	PUNCT
framr-1718	271	8	2015	2015	NUM
framr-1718	271	9	,	,	PUNCT
framr-1718	271	10	1(2):53	1(2):53	NUM
framr-1718	271	11	-	-	SYM
framr-1718	271	12	67	67	NUM
framr-1718	271	13	66	66	NUM
framr-1718	271	14	©	©	PROPN
framr-1718	271	15	2015	2015	NUM
framr-1718	271	16	conscientia	conscientia	PROPN
framr-1718	271	17	beam	beam	PROPN
framr-1718	271	18	.	.	PUNCT
framr-1718	272	1	all	all	DET
framr-1718	272	2	rights	right	NOUN
framr-1718	272	3	reserved	reserve	VERB
framr-1718	272	4	.	.	PUNCT
framr-1718	273	1	öztemel	öztemel	PROPN
framr-1718	273	2	,	,	PUNCT
framr-1718	273	3	e.	e.	PROPN
framr-1718	273	4	,	,	PUNCT
framr-1718	273	5	2003	2003	NUM
framr-1718	273	6	.	.	PUNCT
framr-1718	274	1	yapay	yapay	NOUN
framr-1718	274	2	sinir	sinir	ADV
framr-1718	274	3	ağları	ağları	NOUN
framr-1718	274	4	.	.	PUNCT
framr-1718	275	1	i̇stanbul	i̇stanbul	ADV
framr-1718	275	2	:	:	PUNCT
framr-1718	276	1	papatya	papatya	PROPN
framr-1718	276	2	yayıncılık	yayıncılık	NOUN
framr-1718	276	3	.	.	PUNCT
framr-1718	277	1	phua	phua	NOUN
framr-1718	277	2	,	,	PUNCT
framr-1718	277	3	p.k.h	p.k.h	NOUN
framr-1718	277	4	.	.	PUNCT
framr-1718	277	5	,	,	PUNCT
framr-1718	277	6	d.	d.	PROPN
framr-1718	277	7	ming	ming	PROPN
framr-1718	277	8	and	and	CCONJ
framr-1718	277	9	w.	w.	PROPN
framr-1718	277	10	lin	lin	PROPN
framr-1718	277	11	,	,	PUNCT
framr-1718	277	12	2000	2000	NUM
framr-1718	277	13	.	.	PUNCT
framr-1718	278	1	neural	neural	ADJ
framr-1718	278	2	network	network	NOUN
framr-1718	278	3	with	with	ADP
framr-1718	278	4	genetic	genetic	ADJ
framr-1718	278	5	algorithms	algorithm	NOUN
framr-1718	278	6	for	for	ADP
framr-1718	278	7	stocks	stock	NOUN
framr-1718	278	8	prediction	prediction	NOUN
framr-1718	278	9	.	.	PUNCT
framr-1718	279	1	fifth	fifth	ADJ
framr-1718	279	2	conference	conference	NOUN
framr-1718	279	3	of	of	ADP
framr-1718	279	4	the	the	DET
framr-1718	279	5	association	association	NOUN
framr-1718	279	6	of	of	ADP
framr-1718	279	7	asian	asian	ADJ
framr-1718	279	8	-	-	PUNCT
framr-1718	279	9	pacific	pacific	ADJ
framr-1718	279	10	operations	operation	NOUN
framr-1718	279	11	research	research	NOUN
framr-1718	279	12	societies	society	NOUN
framr-1718	279	13	proceedings	proceeding	NOUN
framr-1718	279	14	,	,	PUNCT
framr-1718	279	15	5th	5th	ADJ
framr-1718	279	16	7th	7th	ADJ
framr-1718	279	17	july	july	PROPN
framr-1718	279	18	,	,	PUNCT
framr-1718	279	19	singapore	singapore	PROPN
framr-1718	279	20	.	.	PUNCT
framr-1718	280	1	vural	vural	ADJ
framr-1718	280	2	barış	barış	PROPN
framr-1718	280	3	,	,	PUNCT
framr-1718	280	4	b.	b.	PROPN
framr-1718	280	5	,	,	PUNCT
framr-1718	280	6	2007	2007	NUM
framr-1718	280	7	.	.	PUNCT
framr-1718	281	1	yapay	yapay	NOUN
framr-1718	281	2	sinir	sinir	ADV
framr-1718	281	3	ağları	ağları	NOUN
framr-1718	281	4	i̇le	i̇le	PRON
framr-1718	281	5	finansal	finansal	PROPN
framr-1718	281	6	tahmin	tahmin	PROPN
framr-1718	281	7	.	.	PUNCT
framr-1718	282	1	yüksek	yüksek	PROPN
framr-1718	282	2	lisans	lisan	NOUN
framr-1718	282	3	tezi	tezi	PROPN
framr-1718	282	4	,	,	PUNCT
framr-1718	282	5	ankara	ankara	PROPN
framr-1718	282	6	üniversitesi	üniversitesi	PROPN
framr-1718	282	7	sosyal	sosyal	PROPN
framr-1718	282	8	bilimler	bilimler	PROPN
framr-1718	282	9	enstitüsü	enstitüsü	PROPN
framr-1718	282	10	,	,	PUNCT
framr-1718	282	11	i̇şletme	i̇şletme	VERB
framr-1718	282	12	anabilim	anabilim	PROPN
framr-1718	282	13	dalı	dalı	NOUN
framr-1718	282	14	,	,	PUNCT
framr-1718	282	15	ankara	ankara	PROPN
framr-1718	282	16	.	.	PUNCT
framr-1718	283	1	wang	wang	PROPN
framr-1718	283	2	,	,	PUNCT
framr-1718	283	3	j.z	j.z	PROPN
framr-1718	283	4	.	.	PROPN
framr-1718	283	5	,	,	PUNCT
framr-1718	283	6	j.j	j.j	PROPN
framr-1718	283	7	.	.	PROPN
framr-1718	283	8	wang	wang	PROPN
framr-1718	283	9	,	,	PUNCT
framr-1718	283	10	z.g	z.g	PROPN
framr-1718	283	11	.	.	PROPN
framr-1718	283	12	zhang	zhang	PROPN
framr-1718	283	13	and	and	CCONJ
framr-1718	283	14	s.p	s.p	PROPN
framr-1718	283	15	.	.	PUNCT
framr-1718	283	16	guo	guo	PROPN
framr-1718	283	17	,	,	PUNCT
framr-1718	283	18	2011	2011	NUM
framr-1718	283	19	.	.	PUNCT
framr-1718	284	1	forecasting	forecast	VERB
framr-1718	284	2	stock	stock	NOUN
framr-1718	284	3	indices	index	NOUN
framr-1718	284	4	with	with	ADP
framr-1718	284	5	back	back	ADJ
framr-1718	284	6	propagation	propagation	NOUN
framr-1718	284	7	neural	neural	ADJ
framr-1718	284	8	network	network	NOUN
framr-1718	284	9	.	.	PUNCT
framr-1718	285	1	expert	expert	NOUN
framr-1718	285	2	systems	system	NOUN
framr-1718	285	3	with	with	ADP
framr-1718	285	4	applications	application	NOUN
framr-1718	285	5	,	,	PUNCT
framr-1718	285	6	38(11	38(11	NUM
framr-1718	285	7	):	):	PUNCT
framr-1718	285	8	14346	14346	NUM
framr-1718	285	9	-	-	SYM
framr-1718	285	10	14355	14355	NUM
framr-1718	285	11	.	.	PUNCT
framr-1718	286	1	yıldız	yıldız	PROPN
framr-1718	286	2	,	,	PUNCT
framr-1718	286	3	b.	b.	PROPN
framr-1718	286	4	,	,	PUNCT
framr-1718	286	5	2001	2001	NUM
framr-1718	286	6	.	.	PUNCT
framr-1718	287	1	finansal	finansal	PROPN
framr-1718	287	2	başarısızlığın	başarısızlığın	PROPN
framr-1718	287	3	öngörülmesinde	öngörülmesinde	VERB
framr-1718	287	4	yapay	yapay	NOUN
framr-1718	287	5	sinir	sinir	ADV
framr-1718	287	6	ağı	ağı	PROPN
framr-1718	287	7	kullanımı	kullanımı	PROPN
framr-1718	287	8	ve	ve	AUX
framr-1718	287	9	halka	halka	PROPN
framr-1718	287	10	açık	açık	PROPN
framr-1718	287	11	şirketlerde	şirketlerde	VERB
framr-1718	287	12	ampirik	ampirik	NOUN
framr-1718	287	13	bir	bir	PROPN
framr-1718	287	14	uygulama	uygulama	NOUN
framr-1718	287	15	.	.	PUNCT
framr-1718	288	1	i̇mkb	i̇mkb	PROPN
framr-1718	288	2	dergisi	dergisi	PROPN
framr-1718	288	3	,	,	PUNCT
framr-1718	288	4	5(17	5(17	NUM
framr-1718	288	5	):	):	PUNCT
framr-1718	288	6	51	51	NUM
framr-1718	288	7	-	-	SYM
framr-1718	288	8	67	67	NUM
framr-1718	288	9	.	.	PUNCT
framr-1718	289	1	yildiz	yildiz	PROPN
framr-1718	289	2	,	,	PUNCT
framr-1718	289	3	b.	b.	PROPN
framr-1718	289	4	,	,	PUNCT
framr-1718	289	5	a.	a.	PROPN
framr-1718	289	6	yalama	yalama	PROPN
framr-1718	289	7	and	and	CCONJ
framr-1718	289	8	m.	m.	NOUN
framr-1718	289	9	coskun	coskun	PROPN
framr-1718	289	10	,	,	PUNCT
framr-1718	289	11	2008	2008	NUM
framr-1718	289	12	.	.	PUNCT
framr-1718	290	1	forecasting	forecast	VERB
framr-1718	290	2	the	the	DET
framr-1718	290	3	istanbul	istanbul	PROPN
framr-1718	290	4	stock	stock	PROPN
framr-1718	290	5	exchange	exchange	PROPN
framr-1718	290	6	national	national	ADJ
framr-1718	290	7	100	100	NUM
framr-1718	290	8	index	index	NOUN
framr-1718	290	9	using	use	VERB
framr-1718	290	10	an	an	DET
framr-1718	290	11	artificial	artificial	ADJ
framr-1718	290	12	neural	neural	ADJ
framr-1718	290	13	network	network	NOUN
framr-1718	290	14	.	.	PUNCT
framr-1718	291	1	world	world	PROPN
framr-1718	291	2	academy	academy	PROPN
framr-1718	291	3	of	of	ADP
framr-1718	291	4	science	science	PROPN
framr-1718	291	5	,	,	PUNCT
framr-1718	291	6	engineering	engineering	NOUN
framr-1718	291	7	and	and	CCONJ
framr-1718	291	8	technology	technology	NOUN
framr-1718	291	9	,	,	PUNCT
framr-1718	291	10	46	46	NUM
framr-1718	291	11	:	:	SYM
framr-1718	291	12	36	36	NUM
framr-1718	291	13	-	-	SYM
framr-1718	291	14	39	39	NUM
framr-1718	291	15	.	.	PUNCT
framr-1718	292	1	yoon	yoon	PROPN
framr-1718	292	2	,	,	PUNCT
framr-1718	292	3	y.	y.	PROPN
framr-1718	292	4	and	and	CCONJ
framr-1718	292	5	s.	s.	PROPN
framr-1718	292	6	george	george	PROPN
framr-1718	292	7	,	,	PUNCT
framr-1718	292	8	1991	1991	NUM
framr-1718	292	9	.	.	PUNCT
framr-1718	293	1	predicting	predict	VERB
framr-1718	293	2	stock	stock	NOUN
framr-1718	293	3	price	price	NOUN
framr-1718	293	4	performance	performance	NOUN
framr-1718	293	5	:	:	PUNCT
framr-1718	293	6	a	a	DET
framr-1718	293	7	neural	neural	ADJ
framr-1718	293	8	network	network	NOUN
framr-1718	293	9	approach	approach	NOUN
framr-1718	293	10	.	.	PUNCT
framr-1718	294	1	proceedings	proceeding	NOUN
framr-1718	294	2	of	of	ADP
framr-1718	294	3	the	the	DET
framr-1718	294	4	24th	24th	ADJ
framr-1718	294	5	annual	annual	ADJ
framr-1718	294	6	hawaii	hawaii	PROPN
framr-1718	294	7	international	international	PROPN
framr-1718	294	8	conference	conference	NOUN
framr-1718	294	9	on	on	ADP
framr-1718	294	10	system	system	NOUN
framr-1718	294	11	sciences	science	NOUN
framr-1718	294	12	,	,	PUNCT
framr-1718	294	13	4	4	NUM
framr-1718	294	14	:	:	SYM
framr-1718	294	15	156	156	NUM
framr-1718	294	16	-	-	SYM
framr-1718	294	17	162	162	NUM
framr-1718	294	18	.	.	PUNCT
framr-1718	295	1	yoon	yoon	PROPN
framr-1718	295	2	,	,	PUNCT
framr-1718	295	3	y.	y.	PROPN
framr-1718	295	4	,	,	PUNCT
framr-1718	295	5	g.	g.	PROPN
framr-1718	295	6	swales	swales	PROPN
framr-1718	295	7	and	and	CCONJ
framr-1718	295	8	t.m	t.m	PROPN
framr-1718	295	9	.	.	PROPN
framr-1718	295	10	margvio	margvio	NOUN
framr-1718	295	11	,	,	PUNCT
framr-1718	295	12	1993	1993	NUM
framr-1718	295	13	.	.	PUNCT
framr-1718	296	1	a	a	DET
framr-1718	296	2	comparison	comparison	NOUN
framr-1718	296	3	of	of	ADP
framr-1718	296	4	discriminant	discriminant	ADJ
framr-1718	296	5	analysis	analysis	NOUN
framr-1718	296	6	versus	versus	ADP
framr-1718	296	7	artificial	artificial	ADJ
framr-1718	296	8	neural	neural	ADJ
framr-1718	296	9	networks	network	NOUN
framr-1718	296	10	.	.	PUNCT
framr-1718	297	1	journal	journal	NOUN
framr-1718	297	2	of	of	ADP
framr-1718	297	3	the	the	DET
framr-1718	297	4	operational	operational	ADJ
framr-1718	297	5	research	research	NOUN
framr-1718	297	6	society	society	NOUN
framr-1718	297	7	,	,	PUNCT
framr-1718	297	8	44(1	44(1	PROPN
framr-1718	297	9	):	):	PUNCT
framr-1718	297	10	51	51	NUM
framr-1718	297	11	-	-	SYM
framr-1718	297	12	60	60	NUM
framr-1718	297	13	.	.	PUNCT
framr-1718	298	1	bibliography	bibliography	NOUN
framr-1718	298	2	choi	choi	NOUN
framr-1718	298	3	,	,	PUNCT
framr-1718	298	4	j.h	j.h	PROPN
framr-1718	298	5	.	.	PROPN
framr-1718	298	6	,	,	PUNCT
framr-1718	298	7	m.k	m.k	PROPN
framr-1718	298	8	.	.	PROPN
framr-1718	298	9	lee	lee	PROPN
framr-1718	298	10	and	and	CCONJ
framr-1718	298	11	m.w	m.w	PROPN
framr-1718	298	12	.	.	PROPN
framr-1718	298	13	rhee	rhee	PROPN
framr-1718	298	14	,	,	PUNCT
framr-1718	298	15	1995	1995	NUM
framr-1718	298	16	.	.	PUNCT
framr-1718	299	1	trading	trade	VERB
framr-1718	299	2	s&p	s&p	PROPN
framr-1718	299	3	500	500	NUM
framr-1718	299	4	stock	stock	NOUN
framr-1718	299	5	index	index	NOUN
framr-1718	299	6	futures	future	NOUN
framr-1718	299	7	using	use	VERB
framr-1718	299	8	a	a	DET
framr-1718	299	9	neural	neural	ADJ
framr-1718	299	10	network	network	NOUN
framr-1718	299	11	.	.	PUNCT
framr-1718	300	1	the	the	DET
framr-1718	300	2	proceedings	proceeding	NOUN
framr-1718	300	3	of	of	ADP
framr-1718	300	4	the	the	DET
framr-1718	300	5	third	third	ADJ
framr-1718	300	6	annual	annual	ADJ
framr-1718	300	7	international	international	ADJ
framr-1718	300	8	conference	conference	NOUN
framr-1718	300	9	on	on	ADP
framr-1718	300	10	artificial	artificial	ADJ
framr-1718	300	11	intelligence	intelligence	NOUN
framr-1718	300	12	applications	application	NOUN
framr-1718	300	13	on	on	ADP
framr-1718	300	14	wall	wall	PROPN
framr-1718	300	15	street	street	PROPN
framr-1718	300	16	:	:	PUNCT
framr-1718	300	17	pp	pp	ADP
framr-1718	300	18	:	:	PUNCT
framr-1718	300	19	63	63	NUM
framr-1718	300	20	-	-	SYM
framr-1718	300	21	72	72	NUM
framr-1718	300	22	.	.	PUNCT
framr-1718	300	23	şenol	şenol	NOUN
framr-1718	300	24	,	,	PUNCT
framr-1718	300	25	d.	d.	PROPN
framr-1718	300	26	and	and	CCONJ
framr-1718	300	27	ö.	ö.	PROPN
framr-1718	300	28	meltem	meltem	PROPN
framr-1718	300	29	,	,	PUNCT
framr-1718	300	30	2010	2010	NUM
framr-1718	300	31	.	.	PUNCT
framr-1718	301	1	stock	stock	NOUN
framr-1718	301	2	price	price	NOUN
framr-1718	301	3	direction	direction	NOUN
framr-1718	301	4	prediction	prediction	NOUN
framr-1718	301	5	using	use	VERB
framr-1718	301	6	artificial	artificial	ADJ
framr-1718	301	7	neural	neural	ADJ
framr-1718	301	8	network	network	NOUN
framr-1718	301	9	approach	approach	NOUN
framr-1718	301	10	:	:	PUNCT
framr-1718	301	11	the	the	DET
framr-1718	301	12	case	case	NOUN
framr-1718	301	13	of	of	ADP
framr-1718	301	14	turkey	turkey	PROPN
framr-1718	301	15	.	.	PUNCT
framr-1718	302	1	journal	journal	PROPN
framr-1718	302	2	of	of	ADP
framr-1718	302	3	artificial	artificial	ADJ
framr-1718	302	4	intelligence	intelligence	NOUN
framr-1718	302	5	,	,	PUNCT
framr-1718	302	6	1(2	1(2	NUM
framr-1718	302	7	):	):	PUNCT
framr-1718	302	8	70	70	NUM
framr-1718	302	9	-	-	SYM
framr-1718	302	10	77	77	NUM
framr-1718	302	11	.	.	PUNCT
framr-1718	303	1	appendix-1	appendix-1	X
framr-1718	303	2	.	.	PUNCT
framr-1718	304	1	table–8	table–8	ADJ
framr-1718	304	2	.	.	PUNCT
framr-1718	305	1	table	table	NOUN
framr-1718	305	2	of	of	ADP
framr-1718	305	3	data	datum	NOUN
framr-1718	305	4	y	y	PROPN
framr-1718	305	5	e	e	PROPN
framr-1718	305	6	a	a	DET
framr-1718	305	7	rs	rs	NOUN
framr-1718	305	8	months	month	NOUN
framr-1718	305	9	independent	independent	ADJ
framr-1718	305	10	variables	variable	NOUN
framr-1718	305	11	(	(	PUNCT
framr-1718	305	12	inputs	input	NOUN
framr-1718	305	13	)	)	PUNCT
framr-1718	305	14	dependent	dependent	ADJ
framr-1718	305	15	variables	variable	NOUN
framr-1718	305	16	(	(	PUNCT
framr-1718	305	17	outputs	output	NOUN
framr-1718	305	18	)	)	PUNCT
framr-1718	306	1	g	g	ADP
framr-1718	306	2	o	o	PROPN
framr-1718	306	3	ld	ld	PROPN
framr-1718	306	4	p	p	X
framr-1718	306	5	ri	ri	NOUN
framr-1718	307	1	c	c	NOUN
framr-1718	307	2	e	e	NOUN
framr-1718	307	3	s	s	PROPN
framr-1718	307	4	o	o	X
framr-1718	307	5	il	il	PROPN
framr-1718	307	6	p	p	PROPN
framr-1718	307	7	ri	ri	PROPN
framr-1718	307	8	ce	ce	PROPN
framr-1718	307	9	s	s	PROPN
framr-1718	307	10	in	in	ADP
framr-1718	307	11	te	te	PROPN
framr-1718	307	12	re	re	PROPN
framr-1718	307	13	st	st	PROPN
framr-1718	307	14	r	r	PROPN
framr-1718	307	15	a	a	PRON
framr-1718	307	16	te	te	NOUN
framr-1718	308	1	c	c	PROPN
framr-1718	308	2	p	p	X
framr-1718	308	3	i	i	NOUN
framr-1718	308	4	e	e	NOUN
framr-1718	308	5	x	x	SYM
framr-1718	308	6	c	c	NOUN
framr-1718	308	7	h	h	NOUN
framr-1718	308	8	a	a	PRON
framr-1718	308	9	n	n	NOUN
framr-1718	308	10	g	g	NOUN
framr-1718	308	11	e	e	NOUN
framr-1718	308	12	r	r	NOUN
framr-1718	308	13	a	a	PRON
framr-1718	308	14	te	te	ADP
framr-1718	308	15	m	m	NOUN
framr-1718	308	16	o	o	NOUN
framr-1718	308	17	n	n	ADP
framr-1718	308	18	e	e	X
framr-1718	308	19	y	y	PROPN
framr-1718	308	20	s	s	PROPN
framr-1718	308	21	u	u	NOUN
framr-1718	308	22	p	p	NOUN
framr-1718	308	23	p	p	X
framr-1718	308	24	ly	ly	ADP
framr-1718	308	25	t	t	NOUN
framr-1718	308	26	ra	ra	PROPN
framr-1718	309	1	d	d	NOUN
framr-1718	309	2	in	in	ADP
framr-1718	309	3	g	g	PROPN
framr-1718	309	4	v	v	NUM
framr-1718	309	5	o	o	X
framr-1718	310	1	lu	lu	NOUN
framr-1718	310	2	m	m	PROPN
framr-1718	310	3	e	e	NOUN
framr-1718	310	4	b	b	PROPN
framr-1718	310	5	is	be	AUX
framr-1718	310	6	t	t	PROPN
framr-1718	310	7	-1	-1	NOUN
framr-1718	310	8	0	0	NUM
framr-1718	310	9	0	0	PUNCT
framr-1718	311	1	i	i	PRON
framr-1718	311	2	n	n	VERB
framr-1718	311	3	d	d	X
framr-1718	311	4	e	e	X
framr-1718	311	5	x	x	X
framr-1718	311	6	(	(	PUNCT
framr-1718	311	7	a	a	DET
framr-1718	311	8	ft	ft	NOUN
framr-1718	311	9	e	e	NOUN
framr-1718	311	10	r	r	NOUN
framr-1718	311	11	a	a	PROPN
framr-1718	311	12	d	d	NOUN
framr-1718	311	13	a	a	DET
framr-1718	311	14	y	y	PROPN
framr-1718	311	15	)	)	PUNCT
framr-1718	311	16	b	b	PROPN
framr-1718	311	17	is	be	AUX
framr-1718	311	18	t	t	PROPN
framr-1718	311	19	-1	-1	NOUN
framr-1718	311	20	0	0	NUM
framr-1718	312	1	0	0	PUNCT
framr-1718	313	1	i	i	PRON
framr-1718	313	2	n	n	VERB
framr-1718	313	3	d	d	X
framr-1718	313	4	e	e	X
framr-1718	313	5	x	x	X
framr-1718	313	6	(	(	PUNCT
framr-1718	313	7	a	a	DET
framr-1718	313	8	ft	ft	NOUN
framr-1718	313	9	e	e	NOUN
framr-1718	313	10	r	r	NOUN
framr-1718	313	11	a	a	DET
framr-1718	313	12	w	w	NOUN
framr-1718	313	13	e	e	NOUN
framr-1718	313	14	e	e	X
framr-1718	313	15	k	k	X
framr-1718	313	16	)	)	PUNCT
framr-1718	313	17	2	2	NUM
framr-1718	313	18	0	0	NUM
framr-1718	313	19	0	0	NUM
framr-1718	313	20	7	7	NUM
framr-1718	313	21	july	july	PROPN
framr-1718	313	22	664.00	664.00	NUM
framr-1718	313	23	72.56	72.56	NUM
framr-1718	313	24	22.30	22.30	NUM
framr-1718	313	25	138.67	138.67	NUM
framr-1718	313	26	1.307	1.307	NUM
framr-1718	313	27	23735838	23735838	NUM
framr-1718	313	28	1961542.4	1961542.4	NUM
framr-1718	313	29	51299.3	51299.3	NUM
framr-1718	313	30	50708.2	50708.2	NUM
framr-1718	313	31	august	august	PROPN
framr-1718	313	32	665.87	665.87	NUM
framr-1718	313	33	69.70	69.70	NUM
framr-1718	313	34	22.08	22.08	NUM
framr-1718	313	35	138.70	138.70	NUM
framr-1718	313	36	1.331	1.331	NUM
framr-1718	313	37	23897573	23897573	NUM
framr-1718	313	38	1887848.2	1887848.2	NUM
framr-1718	313	39	49936.9	49936.9	NUM
framr-1718	313	40	49050.4	49050.4	NUM
framr-1718	313	41	september	september	PROPN
framr-1718	313	42	724.34	724.34	NUM
framr-1718	313	43	77.43	77.43	NUM
framr-1718	313	44	22.03	22.03	NUM
framr-1718	313	45	140.13	140.13	NUM
framr-1718	313	46	1.216	1.216	NUM
framr-1718	313	47	24476332	24476332	NUM
framr-1718	313	48	1661433.1	1661433.1	NUM
framr-1718	313	49	54198.0	54198.0	NUM
framr-1718	313	50	56792.9	56792.9	NUM
framr-1718	313	51	october	october	NOUN
framr-1718	313	52	759.72	759.72	NUM
framr-1718	313	53	84.76	84.76	NUM
framr-1718	313	54	21.66	21.66	NUM
framr-1718	313	55	142.67	142.67	NUM
framr-1718	313	56	1.192	1.192	NUM
framr-1718	313	57	25161002	25161002	NUM
framr-1718	313	58	2242536.5	2242536.5	NUM
framr-1718	313	59	57371.3	57371.3	NUM
framr-1718	313	60	56076.4	56076.4	NUM
framr-1718	313	61	november	november	NOUN
framr-1718	313	62	803.30	803.30	NUM
framr-1718	313	63	85.72	85.72	NUM
framr-1718	313	64	21.00	21.00	NUM
framr-1718	313	65	145.45	145.45	NUM
framr-1718	313	66	1.190	1.190	NUM
framr-1718	313	67	24655080	24655080	NUM
framr-1718	313	68	1898404.0	1898404.0	NUM
framr-1718	313	69	54320.0	54320.0	NUM
framr-1718	313	70	56490.5	56490.5	NUM
framr-1718	313	71	financial	financial	ADJ
framr-1718	313	72	risk	risk	NOUN
framr-1718	313	73	and	and	CCONJ
framr-1718	313	74	management	management	NOUN
framr-1718	313	75	reviews	review	NOUN
framr-1718	313	76	,	,	PUNCT
framr-1718	313	77	2015	2015	NUM
framr-1718	313	78	,	,	PUNCT
framr-1718	313	79	1(2):53	1(2):53	NUM
framr-1718	313	80	-	-	SYM
framr-1718	313	81	67	67	NUM
framr-1718	313	82	67	67	NUM
framr-1718	313	83	©	©	PROPN
framr-1718	313	84	2015	2015	NUM
framr-1718	313	85	conscientia	conscientia	PROPN
framr-1718	313	86	beam	beam	PROPN
framr-1718	313	87	.	.	PUNCT
framr-1718	314	1	all	all	DET
framr-1718	314	2	rights	right	NOUN
framr-1718	314	3	reserved	reserve	VERB
framr-1718	314	4	.	.	PUNCT
framr-1718	315	1	december	december	PROPN
framr-1718	315	2	805.25	805.25	NUM
framr-1718	315	3	90.70	90.70	NUM
framr-1718	315	4	21.03	21.03	NUM
framr-1718	315	5	145.77	145.77	NUM
framr-1718	315	6	1.170	1.170	NUM
framr-1718	315	7	26072505	26072505	NUM
framr-1718	315	8	575205.6	575205.6	NUM
framr-1718	315	9	54708.4	54708.4	NUM
framr-1718	315	10	52569.5	52569.5	NUM
framr-1718	315	11	2	2	NUM
framr-1718	315	12	0	0	NUM
framr-1718	315	13	0	0	NUM
framr-1718	315	14	8	8	NUM
framr-1718	315	15	january	january	PROPN
framr-1718	315	16	886.56	886.56	NUM
framr-1718	315	17	87.92	87.92	NUM
framr-1718	315	18	21.15	21.15	NUM
framr-1718	315	19	146.94	146.94	NUM
framr-1718	315	20	1.178	1.178	NUM
framr-1718	315	21	25154851	25154851	NUM
framr-1718	315	22	1404939.5	1404939.5	NUM
framr-1718	315	23	44452.0	44452.0	NUM
framr-1718	315	24	41866.4	41866.4	NUM
framr-1718	315	25	february	february	NOUN
framr-1718	315	26	931.60	931.60	NUM
framr-1718	315	27	96.35	96.35	NUM
framr-1718	315	28	21.22	21.22	NUM
framr-1718	315	29	148.84	148.84	NUM
framr-1718	315	30	1.182	1.182	NUM
framr-1718	315	31	24773441	24773441	NUM
framr-1718	315	32	1601604.2	1601604.2	NUM
framr-1718	315	33	43343.5	43343.5	NUM
framr-1718	315	34	42523.8	42523.8	NUM
framr-1718	315	35	march	march	NOUN
framr-1718	315	36	959.00	959.00	NUM
framr-1718	315	37	98.63	98.63	NUM
framr-1718	315	38	21.12	21.12	NUM
framr-1718	315	39	150.27	150.27	NUM
framr-1718	315	40	1.283	1.283	NUM
framr-1718	315	41	26581454	26581454	NUM
framr-1718	315	42	1253735.4	1253735.4	NUM
framr-1718	315	43	40674.1	40674.1	NUM
framr-1718	315	44	42277.1	42277.1	NUM
framr-1718	315	45	april	april	PROPN
framr-1718	315	46	908.38	908.38	NUM
framr-1718	315	47	107.33	107.33	NUM
framr-1718	315	48	21.12	21.12	NUM
framr-1718	315	49	152.79	152.79	NUM
framr-1718	315	50	1.284	1.284	NUM
framr-1718	315	51	27611879	27611879	NUM
framr-1718	315	52	1296326.7	1296326.7	NUM
framr-1718	315	53	42664.3	42664.3	NUM
framr-1718	315	54	43272.4	43272.4	NUM
framr-1718	315	55	may	may	PROPN
framr-1718	315	56	887.95	887.95	NUM
framr-1718	315	57	121.68	121.68	NUM
framr-1718	315	58	21.62	21.62	NUM
framr-1718	315	59	155.07	155.07	NUM
framr-1718	315	60	1.221	1.221	NUM
framr-1718	315	61	26991182	26991182	NUM
framr-1718	315	62	168143.0	168143.0	NUM
framr-1718	315	63	40121.1	40121.1	NUM
framr-1718	315	64	39645.5	39645.5	NUM
framr-1718	315	65	june	june	NOUN
framr-1718	315	66	895.88	895.88	NUM
framr-1718	315	67	136.03	136.03	NUM
framr-1718	315	68	22.66	22.66	NUM
framr-1718	315	69	154.51	154.51	NUM
framr-1718	315	70	1.230	1.230	NUM
framr-1718	315	71	27790336	27790336	NUM
framr-1718	315	72	926565.9	926565.9	NUM
framr-1718	315	73	33208.2	33208.2	NUM
framr-1718	315	74	35010.0	35010.0	NUM
framr-1718	315	75	july	july	NOUN
framr-1718	315	76	943.56	943.56	NUM
framr-1718	315	77	122.48	122.48	NUM
framr-1718	315	78	23.05	23.05	NUM
framr-1718	315	79	155.40	155.40	NUM
framr-1718	315	80	1.191	1.191	NUM
framr-1718	315	81	28236378	28236378	NUM
framr-1718	315	82	2717498.2	2717498.2	NUM
framr-1718	315	83	42984.6	42984.6	NUM
framr-1718	315	84	41627.6	41627.6	NUM
framr-1718	315	85	august	august	NOUN
framr-1718	315	86	841.70	841.70	NUM
framr-1718	315	87	111.23	111.23	NUM
framr-1718	315	88	22.97	22.97	NUM
framr-1718	315	89	155.02	155.02	NUM
framr-1718	315	90	1.188	1.188	NUM
framr-1718	315	91	27776260	27776260	NUM
framr-1718	315	92	815395.3	815395.3	NUM
framr-1718	315	93	39456.7	39456.7	NUM
framr-1718	315	94	39115.6	39115.6	NUM
framr-1718	315	95	september	september	PROPN
framr-1718	315	96	832.56	832.56	NUM
framr-1718	315	97	90.32	90.32	NUM
framr-1718	315	98	23.86	23.86	NUM
framr-1718	315	99	155.72	155.72	NUM
framr-1718	315	100	1.238	1.238	NUM
framr-1718	315	101	31974600	31974600	NUM
framr-1718	315	102	476729.3	476729.3	NUM
framr-1718	315	103	34553.0	34553.0	NUM
framr-1718	315	104	30772.6	30772.6	NUM
framr-1718	315	105	october	october	NOUN
framr-1718	315	106	791.26	791.26	NUM
framr-1718	315	107	57.43	57.43	NUM
framr-1718	315	108	24.98	24.98	NUM
framr-1718	315	109	159.77	159.77	NUM
framr-1718	315	110	1.504	1.504	NUM
framr-1718	315	111	30600476	30600476	NUM
framr-1718	315	112	1908962.7	1908962.7	NUM
framr-1718	315	113	27987.6	27987.6	NUM
framr-1718	315	114	26648.1	26648.1	NUM
framr-1718	315	115	november	november	NOUN
framr-1718	315	116	768.06	768.06	NUM
framr-1718	315	117	47.22	47.22	NUM
framr-1718	315	118	25.67	25.67	NUM
framr-1718	315	119	161.10	161.10	NUM
framr-1718	315	120	1.573	1.573	NUM
framr-1718	315	121	31196449	31196449	NUM
framr-1718	315	122	1336259.8	1336259.8	NUM
framr-1718	315	123	24331.7	24331.7	NUM
framr-1718	315	124	24034.7	24034.7	NUM
framr-1718	315	125	december	december	NOUN
framr-1718	315	126	803.75	803.75	NUM
framr-1718	315	127	35.58	35.58	NUM
framr-1718	315	128	25.68	25.68	NUM
framr-1718	315	129	160.44	160.44	NUM
framr-1718	315	130	1.520	1.520	NUM
framr-1718	315	131	30468001	30468001	NUM
framr-1718	315	132	972079.3	972079.3	NUM
framr-1718	315	133	27005.6	27005.6	NUM
framr-1718	315	134	27892.6	27892.6	NUM
framr-1718	315	135	2	2	NUM
framr-1718	315	136	0	0	NUM
framr-1718	315	137	0	0	NUM
framr-1718	315	138	9	9	NUM
framr-1718	315	139	january	january	PROPN
framr-1718	315	140	870.15	870.15	NUM
framr-1718	315	141	42.02	42.02	NUM
framr-1718	315	142	20.32	20.32	NUM
framr-1718	315	143	160,90	160,90	NUM
framr-1718	315	144	1.619	1.619	NUM
framr-1718	315	145	29049120	29049120	NUM
framr-1718	315	146	885158.1	885158.1	NUM
framr-1718	315	147	25270.8	25270.8	NUM
framr-1718	315	148	26735.2	26735.2	NUM
framr-1718	315	149	february	february	NOUN
framr-1718	315	150	947.38	947.38	NUM
framr-1718	315	151	43.23	43.23	NUM
framr-1718	315	152	18.29	18.29	NUM
framr-1718	315	153	160.35	160.35	NUM
framr-1718	315	154	1.689	1.689	NUM
framr-1718	315	155	30579954	30579954	NUM
framr-1718	315	156	927823.4	927823.4	NUM
framr-1718	315	157	23699.9	23699.9	NUM
framr-1718	315	158	23220.0	23220.0	NUM
framr-1718	315	159	march	march	NOUN
framr-1718	315	160	935.50	935.50	NUM
framr-1718	315	161	46.65	46.65	NUM
framr-1718	315	162	18.17	18.17	NUM
framr-1718	315	163	162.12	162.12	NUM
framr-1718	315	164	1.696	1.696	NUM
framr-1718	315	165	31909720	31909720	NUM
framr-1718	315	166	1107188.5	1107188.5	NUM
framr-1718	315	167	25943.5	25943.5	NUM
framr-1718	315	168	26377.6	26377.6	NUM
framr-1718	315	169	april	april	PROPN
framr-1718	315	170	894.33	894.33	NUM
framr-1718	315	171	50.36	50.36	NUM
framr-1718	315	172	17.49	17.49	NUM
framr-1718	315	173	162.15	162.15	NUM
framr-1718	315	174	1.605	1.605	NUM
framr-1718	315	175	31759158	31759158	NUM
framr-1718	315	176	2668675.4	2668675.4	NUM
framr-1718	315	177	32170.7	32170.7	NUM
framr-1718	315	178	32842.6	32842.6	NUM
framr-1718	315	179	may	may	PROPN
framr-1718	315	180	942.94	942.94	NUM
framr-1718	315	181	63.71	63.71	NUM
framr-1718	315	182	17.36	17.36	NUM
framr-1718	315	183	163.19	163.19	NUM
framr-1718	315	184	1.570	1.570	NUM
framr-1718	315	185	31302568	31302568	NUM
framr-1718	315	186	2543817.1	2543817.1	NUM
framr-1718	315	187	36001.6	36001.6	NUM
framr-1718	315	188	34750.1	34750.1	NUM
framr-1718	315	189	june	june	NOUN
framr-1718	315	190	944.19	944.19	NUM
framr-1718	315	191	69.56	69.56	NUM
framr-1718	315	192	17.42	17.42	NUM
framr-1718	315	193	163.37	163.37	NUM
framr-1718	315	194	1.538	1.538	NUM
framr-1718	315	195	32137996	32137996	NUM
framr-1718	315	196	2147340.2	2147340.2	NUM
framr-1718	315	197	37245.8	37245.8	NUM
framr-1718	315	198	36758.8	36758.8	NUM
framr-1718	315	199	july	july	PROPN
framr-1718	315	200	934.75	934.75	NUM
framr-1718	315	201	68.59	68.59	NUM
framr-1718	315	202	17.01	17.01	NUM
framr-1718	315	203	163.78	163.78	NUM
framr-1718	315	204	1.484	1.484	NUM
framr-1718	315	205	31248103	31248103	NUM
framr-1718	315	206	3277447.2	3277447.2	NUM
framr-1718	315	207	44613.7	44613.7	NUM
framr-1718	315	208	44767.5	44767.5	NUM
framr-1718	315	209	august	august	NOUN
framr-1718	315	210	954.38	954.38	NUM
framr-1718	315	211	70.37	70.37	NUM
framr-1718	315	212	16.84	16.84	NUM
framr-1718	315	213	163.29	163.29	NUM
framr-1718	315	214	1.497	1.497	NUM
framr-1718	315	215	31994514	31994514	NUM
framr-1718	315	216	1971392.2	1971392.2	NUM
framr-1718	315	217	46935.6	46935.6	NUM
framr-1718	315	218	45273.9	45273.9	NUM
framr-1718	315	219	september	september	NOUN
framr-1718	315	220	1000.19	1000.19	NUM
framr-1718	315	221	65.55	65.55	NUM
framr-1718	315	222	16.55	16.55	NUM
framr-1718	315	223	163.93	163.93	NUM
framr-1718	315	224	1.489	1.489	NUM
framr-1718	315	225	34843833	34843833	NUM
framr-1718	315	226	2667545.1	2667545.1	NUM
framr-1718	315	227	47804.3	47804.3	NUM
framr-1718	315	228	49466.0	49466.0	NUM
framr-1718	315	229	october	october	PROPN
framr-1718	315	230	1040.55	1040.55	NUM
framr-1718	315	231	75.56	75.56	NUM
framr-1718	315	232	15.67	15.67	NUM
framr-1718	315	233	167.88	167.88	NUM
framr-1718	315	234	1.489	1.489	NUM
framr-1718	315	235	33256841	33256841	NUM
framr-1718	315	236	3023312.2	3023312.2	NUM
framr-1718	315	237	47456.1	47456.1	NUM
framr-1718	315	238	46969.8	46969.8	NUM
framr-1718	315	239	november	november	NOUN
framr-1718	315	240	1113.67	1113.67	NUM
framr-1718	315	241	76.21	76.21	NUM
framr-1718	315	242	15.62	15.62	NUM
framr-1718	315	243	170.01	170.01	NUM
framr-1718	315	244	1.490	1.490	NUM
framr-1718	315	245	38915183	38915183	NUM
framr-1718	315	246	886238.1	886238.1	NUM
framr-1718	315	247	46083.9	46083.9	NUM
framr-1718	315	248	49915.7	49915.7	NUM
framr-1718	315	249	december	december	PROPN
framr-1718	315	250	1130.19	1130.19	NUM
framr-1718	315	251	77.16	77.16	NUM
framr-1718	315	252	15.67	15.67	NUM
framr-1718	315	253	170.91	170.91	NUM
framr-1718	315	254	1.513	1.513	NUM
framr-1718	315	255	35251149	35251149	NUM
framr-1718	315	256	2617335.5	2617335.5	NUM
framr-1718	315	257	53368.1	53368.1	NUM
framr-1718	315	258	54972.9	54972.9	NUM
framr-1718	315	259	views	view	NOUN
framr-1718	315	260	and	and	CCONJ
framr-1718	315	261	opinions	opinion	NOUN
framr-1718	315	262	expressed	express	VERB
framr-1718	315	263	in	in	ADP
framr-1718	315	264	this	this	DET
framr-1718	315	265	article	article	NOUN
framr-1718	315	266	are	be	AUX
framr-1718	315	267	the	the	DET
framr-1718	315	268	views	view	NOUN
framr-1718	315	269	and	and	CCONJ
framr-1718	315	270	opinions	opinion	NOUN
framr-1718	315	271	of	of	ADP
framr-1718	315	272	the	the	DET
framr-1718	315	273	author(s	author(s	NOUN
framr-1718	315	274	)	)	PUNCT
framr-1718	315	275	,	,	PUNCT
framr-1718	315	276	financial	financial	ADJ
framr-1718	315	277	risk	risk	NOUN
framr-1718	315	278	and	and	CCONJ
framr-1718	315	279	management	management	NOUN
framr-1718	315	280	reviews	review	NOUN
framr-1718	315	281	shall	shall	AUX
framr-1718	315	282	not	not	PART
framr-1718	315	283	be	be	AUX
framr-1718	315	284	responsible	responsible	ADJ
framr-1718	315	285	or	or	CCONJ
framr-1718	315	286	answerable	answerable	ADJ
framr-1718	315	287	for	for	ADP
framr-1718	315	288	any	any	DET
framr-1718	315	289	loss	loss	NOUN
framr-1718	315	290	,	,	PUNCT
framr-1718	315	291	damage	damage	NOUN
framr-1718	315	292	or	or	CCONJ
framr-1718	315	293	liability	liability	NOUN
framr-1718	315	294	etc	etc	X
framr-1718	315	295	.	.	X
framr-1718	315	296	caused	cause	VERB
framr-1718	315	297	in	in	ADP
framr-1718	315	298	relation	relation	NOUN
framr-1718	315	299	to	to	PART
framr-1718	315	300	/	/	PUNCT
framr-1718	315	301	arising	arise	VERB
framr-1718	315	302	out	out	ADP
framr-1718	315	303	of	of	ADP
framr-1718	315	304	the	the	DET
framr-1718	315	305	use	use	NOUN
framr-1718	315	306	of	of	ADP
framr-1718	315	307	the	the	DET
framr-1718	315	308	content	content	NOUN
framr-1718	315	309	.	.	PUNCT