id	sid	tid	token	lemma	pos
fbem-11599	1	1	frontiers	frontier	NOUN
fbem-11599	1	2	in	in	ADP
fbem-11599	1	3	business	business	NOUN
fbem-11599	1	4	,	,	PUNCT
fbem-11599	1	5	economics	economic	NOUN
fbem-11599	1	6	and	and	CCONJ
fbem-11599	1	7	management	management	NOUN
fbem-11599	1	8	issn	issn	PROPN
fbem-11599	1	9	:	:	PUNCT
fbem-11599	1	10	2766	2766	NUM
fbem-11599	1	11	-	-	PUNCT
fbem-11599	1	12	824x	824x	NUM
fbem-11599	1	13	|	|	ADJ
fbem-11599	1	14	vol	vol	NOUN
fbem-11599	1	15	.	.	PUNCT
fbem-11599	2	1	11	11	NUM
fbem-11599	2	2	,	,	PUNCT
fbem-11599	2	3	no	no	INTJ
fbem-11599	2	4	.	.	NOUN
fbem-11599	2	5	1	1	NUM
fbem-11599	2	6	,	,	PUNCT
fbem-11599	2	7	2023	2023	NUM
fbem-11599	2	8	27	27	NUM
fbem-11599	2	9	effectiveness	effectiveness	NOUN
fbem-11599	2	10	of	of	ADP
fbem-11599	2	11	and	and	CCONJ
fbem-11599	2	12	bp‐neural	bp‐neural	ADJ
fbem-11599	2	13	network	network	NOUN
fbem-11599	2	14	for	for	ADP
fbem-11599	2	15	overnight	overnight	ADJ
fbem-11599	2	16	stock	stock	NOUN
fbem-11599	2	17	price	price	NOUN
fbem-11599	2	18	forecasting	forecasting	NOUN
fbem-11599	2	19	-an	-an	ADP
fbem-11599	2	20	example	example	NOUN
fbem-11599	2	21	of	of	ADP
fbem-11599	2	22	csi	csi	PROPN
fbem-11599	2	23	300	300	NUM
fbem-11599	2	24	yaxin	yaxin	NOUN
fbem-11599	3	1	chen	chen	PROPN
fbem-11599	3	2	*	*	PROPN
fbem-11599	3	3	,	,	PUNCT
fbem-11599	3	4	yicheng	yicheng	PROPN
fbem-11599	3	5	diao	diao	PROPN
fbem-11599	3	6	school	school	PROPN
fbem-11599	3	7	of	of	ADP
fbem-11599	3	8	finance	finance	NOUN
fbem-11599	3	9	,	,	PUNCT
fbem-11599	3	10	southwestern	southwestern	ADJ
fbem-11599	3	11	university	university	NOUN
fbem-11599	3	12	of	of	ADP
fbem-11599	3	13	finance	finance	NOUN
fbem-11599	3	14	and	and	CCONJ
fbem-11599	3	15	economics	economic	NOUN
fbem-11599	3	16	,	,	PUNCT
fbem-11599	3	17	chengdu	chengdu	PROPN
fbem-11599	3	18	,	,	PUNCT
fbem-11599	3	19	611130	611130	NUM
fbem-11599	3	20	,	,	PUNCT
fbem-11599	3	21	china	china	PROPN
fbem-11599	3	22	*	*	PUNCT
fbem-11599	3	23	corresponding	correspond	VERB
fbem-11599	3	24	author	author	NOUN
fbem-11599	3	25	:	:	PUNCT
fbem-11599	3	26	crystal_c2002@outlook.com	crystal_c2002@outlook.com	PROPN
fbem-11599	3	27	abstract	abstract	NOUN
fbem-11599	3	28	:	:	PUNCT
fbem-11599	3	29	in	in	ADP
fbem-11599	3	30	view	view	NOUN
fbem-11599	3	31	of	of	ADP
fbem-11599	3	32	the	the	DET
fbem-11599	3	33	empirical	empirical	ADJ
fbem-11599	3	34	problem	problem	NOUN
fbem-11599	3	35	of	of	ADP
fbem-11599	3	36	introducing	introduce	VERB
fbem-11599	3	37	machine	machine	NOUN
fbem-11599	3	38	learning	learning	NOUN
fbem-11599	3	39	into	into	ADP
fbem-11599	3	40	stock	stock	NOUN
fbem-11599	3	41	price	price	NOUN
fbem-11599	3	42	prediction	prediction	NOUN
fbem-11599	3	43	and	and	CCONJ
fbem-11599	3	44	the	the	DET
fbem-11599	3	45	unique	unique	ADJ
fbem-11599	3	46	condition	condition	NOUN
fbem-11599	3	47	of	of	ADP
fbem-11599	3	48	chinese	chinese	ADJ
fbem-11599	3	49	stock	stock	NOUN
fbem-11599	3	50	market	market	NOUN
fbem-11599	3	51	represented	represent	VERB
fbem-11599	3	52	by	by	ADP
fbem-11599	3	53	the	the	DET
fbem-11599	3	54	limitation	limitation	NOUN
fbem-11599	3	55	of	of	ADP
fbem-11599	3	56	rise	rise	NOUN
fbem-11599	3	57	and	and	CCONJ
fbem-11599	3	58	fall	fall	VERB
fbem-11599	3	59	,	,	PUNCT
fbem-11599	3	60	in	in	ADP
fbem-11599	3	61	our	our	PRON
fbem-11599	3	62	research	research	NOUN
fbem-11599	3	63	,	,	PUNCT
fbem-11599	3	64	we	we	PRON
fbem-11599	3	65	take	take	VERB
fbem-11599	3	66	csi300	csi300	ADJ
fbem-11599	3	67	component	component	NOUN
fbem-11599	3	68	stock	stock	NOUN
fbem-11599	3	69	as	as	ADP
fbem-11599	3	70	samples	sample	NOUN
fbem-11599	3	71	,	,	PUNCT
fbem-11599	3	72	using	use	VERB
fbem-11599	3	73	bp	bp	PROPN
fbem-11599	3	74	neural	neural	ADJ
fbem-11599	3	75	network	network	NOUN
fbem-11599	3	76	to	to	PART
fbem-11599	3	77	predict	predict	VERB
fbem-11599	3	78	stock	stock	NOUN
fbem-11599	3	79	price	price	NOUN
fbem-11599	3	80	,	,	PUNCT
fbem-11599	3	81	introduce	introduce	VERB
fbem-11599	3	82	the	the	DET
fbem-11599	3	83	factor	factor	NOUN
fbem-11599	3	84	representing	represent	VERB
fbem-11599	3	85	the	the	DET
fbem-11599	3	86	piece	piece	NOUN
fbem-11599	3	87	limit	limit	NOUN
fbem-11599	3	88	system	system	NOUN
fbem-11599	3	89	into	into	ADP
fbem-11599	3	90	the	the	DET
fbem-11599	3	91	analysis	analysis	NOUN
fbem-11599	3	92	,	,	PUNCT
fbem-11599	3	93	and	and	CCONJ
fbem-11599	3	94	demonstrate	demonstrate	VERB
fbem-11599	3	95	the	the	DET
fbem-11599	3	96	effectiveness	effectiveness	NOUN
fbem-11599	3	97	of	of	ADP
fbem-11599	3	98	chinese	chinese	ADJ
fbem-11599	3	99	a	a	DET
fbem-11599	3	100	-	-	PUNCT
fbem-11599	3	101	share	share	NOUN
fbem-11599	3	102	market	market	NOUN
fbem-11599	3	103	and	and	CCONJ
fbem-11599	3	104	the	the	DET
fbem-11599	3	105	feasibility	feasibility	NOUN
fbem-11599	3	106	of	of	ADP
fbem-11599	3	107	neural	neural	ADJ
fbem-11599	3	108	network	network	NOUN
fbem-11599	3	109	to	to	PART
fbem-11599	3	110	forecast	forecast	VERB
fbem-11599	3	111	stock	stock	NOUN
fbem-11599	3	112	price	price	NOUN
fbem-11599	3	113	.	.	PUNCT
fbem-11599	4	1	the	the	DET
fbem-11599	4	2	study	study	NOUN
fbem-11599	4	3	find	find	VERB
fbem-11599	4	4	that	that	SCONJ
fbem-11599	4	5	the	the	DET
fbem-11599	4	6	bp	bp	PROPN
fbem-11599	4	7	neural	neural	PROPN
fbem-11599	4	8	network	network	NOUN
fbem-11599	4	9	further	far	ADV
fbem-11599	4	10	improves	improve	VERB
fbem-11599	4	11	the	the	DET
fbem-11599	4	12	accuracy	accuracy	NOUN
fbem-11599	4	13	of	of	ADP
fbem-11599	4	14	stock	stock	NOUN
fbem-11599	4	15	price	price	NOUN
fbem-11599	4	16	prediction	prediction	NOUN
fbem-11599	4	17	with	with	ADP
fbem-11599	4	18	the	the	DET
fbem-11599	4	19	function	function	NOUN
fbem-11599	4	20	of	of	ADP
fbem-11599	4	21	logistic	logistic	ADJ
fbem-11599	4	22	regression	regression	NOUN
fbem-11599	4	23	,	,	PUNCT
fbem-11599	4	24	and	and	CCONJ
fbem-11599	4	25	has	have	VERB
fbem-11599	4	26	a	a	DET
fbem-11599	4	27	better	well	ADJ
fbem-11599	4	28	auc	auc	NOUN
fbem-11599	4	29	performance	performance	NOUN
fbem-11599	4	30	in	in	ADP
fbem-11599	4	31	the	the	DET
fbem-11599	4	32	sample	sample	NOUN
fbem-11599	4	33	interval	interval	NOUN
fbem-11599	4	34	.	.	PUNCT
fbem-11599	5	1	our	our	PRON
fbem-11599	5	2	research	research	NOUN
fbem-11599	5	3	optimizes	optimize	VERB
fbem-11599	5	4	the	the	DET
fbem-11599	5	5	machine	machine	NOUN
fbem-11599	5	6	learning	learning	NOUN
fbem-11599	5	7	process	process	NOUN
fbem-11599	5	8	to	to	PART
fbem-11599	5	9	provide	provide	VERB
fbem-11599	5	10	more	more	ADV
fbem-11599	5	11	efficient	efficient	ADJ
fbem-11599	5	12	empirical	empirical	ADJ
fbem-11599	5	13	evidence	evidence	NOUN
fbem-11599	5	14	of	of	ADP
fbem-11599	5	15	machine	machine	NOUN
fbem-11599	5	16	learning	learning	NOUN
fbem-11599	5	17	in	in	ADP
fbem-11599	5	18	chinese	chinese	ADJ
fbem-11599	5	19	stock	stock	NOUN
fbem-11599	5	20	market	market	NOUN
fbem-11599	5	21	prediction	prediction	NOUN
fbem-11599	5	22	in	in	ADP
fbem-11599	5	23	recent	recent	ADJ
fbem-11599	5	24	years	year	NOUN
fbem-11599	5	25	.	.	PUNCT
fbem-11599	6	1	keywords	keyword	NOUN
fbem-11599	6	2	:	:	PUNCT
fbem-11599	6	3	neural	neural	ADJ
fbem-11599	6	4	network	network	NOUN
fbem-11599	6	5	,	,	PUNCT
fbem-11599	6	6	prediction	prediction	NOUN
fbem-11599	6	7	model	model	NOUN
fbem-11599	6	8	,	,	PUNCT
fbem-11599	6	9	big	big	ADJ
fbem-11599	6	10	data	datum	NOUN
fbem-11599	6	11	.	.	PUNCT
fbem-11599	7	1	1	1	X
fbem-11599	7	2	.	.	X
fbem-11599	7	3	introduction	introduction	NOUN
fbem-11599	7	4	nowadays	nowadays	ADV
fbem-11599	7	5	,	,	PUNCT
fbem-11599	7	6	with	with	ADP
fbem-11599	7	7	the	the	DET
fbem-11599	7	8	continuous	continuous	ADJ
fbem-11599	7	9	development	development	NOUN
fbem-11599	7	10	of	of	ADP
fbem-11599	7	11	chinese	chinese	ADJ
fbem-11599	7	12	capital	capital	NOUN
fbem-11599	7	13	market	market	NOUN
fbem-11599	7	14	,	,	PUNCT
fbem-11599	7	15	stock	stock	NOUN
fbem-11599	7	16	has	have	AUX
fbem-11599	7	17	become	become	VERB
fbem-11599	7	18	one	one	NUM
fbem-11599	7	19	of	of	ADP
fbem-11599	7	20	the	the	DET
fbem-11599	7	21	most	most	ADV
fbem-11599	7	22	vital	vital	ADJ
fbem-11599	7	23	financial	financial	ADJ
fbem-11599	7	24	instruments	instrument	NOUN
fbem-11599	7	25	for	for	ADP
fbem-11599	7	26	most	most	ADJ
fbem-11599	7	27	investors	investor	NOUN
fbem-11599	7	28	,	,	PUNCT
fbem-11599	7	29	an	an	DET
fbem-11599	7	30	important	important	ADJ
fbem-11599	7	31	financing	financing	NOUN
fbem-11599	7	32	method	method	NOUN
fbem-11599	7	33	for	for	ADP
fbem-11599	7	34	enterprises	enterprise	NOUN
fbem-11599	7	35	,	,	PUNCT
fbem-11599	7	36	and	and	CCONJ
fbem-11599	7	37	an	an	DET
fbem-11599	7	38	essential	essential	ADJ
fbem-11599	7	39	asset	asset	NOUN
fbem-11599	7	40	allocation	allocation	NOUN
fbem-11599	7	41	method	method	NOUN
fbem-11599	7	42	on	on	ADP
fbem-11599	7	43	the	the	DET
fbem-11599	7	44	macro	macro	ADJ
fbem-11599	7	45	level	level	NOUN
fbem-11599	7	46	.	.	PUNCT
fbem-11599	8	1	the	the	DET
fbem-11599	8	2	ability	ability	NOUN
fbem-11599	8	3	to	to	PART
fbem-11599	8	4	accurately	accurately	ADV
fbem-11599	8	5	predict	predict	VERB
fbem-11599	8	6	stock	stock	NOUN
fbem-11599	8	7	prices	price	NOUN
fbem-11599	8	8	has	have	AUX
fbem-11599	8	9	become	become	VERB
fbem-11599	8	10	a	a	DET
fbem-11599	8	11	hotly	hotly	ADV
fbem-11599	8	12	researched	research	VERB
fbem-11599	8	13	topic	topic	NOUN
fbem-11599	8	14	in	in	ADP
fbem-11599	8	15	the	the	DET
fbem-11599	8	16	stock	stock	NOUN
fbem-11599	8	17	market	market	NOUN
fbem-11599	8	18	.	.	PUNCT
fbem-11599	9	1	in	in	ADP
fbem-11599	9	2	empires	empire	NOUN
fbem-11599	9	3	,	,	PUNCT
fbem-11599	9	4	much	much	ADJ
fbem-11599	9	5	of	of	ADP
fbem-11599	9	6	the	the	DET
fbem-11599	9	7	discussion	discussion	NOUN
fbem-11599	9	8	on	on	ADP
fbem-11599	9	9	the	the	DET
fbem-11599	9	10	predictability	predictability	NOUN
fbem-11599	9	11	of	of	ADP
fbem-11599	9	12	stock	stock	NOUN
fbem-11599	9	13	prices	price	NOUN
fbem-11599	9	14	has	have	VERB
fbem-11599	9	15	to	to	PART
fbem-11599	9	16	do	do	VERB
fbem-11599	9	17	with	with	ADP
fbem-11599	9	18	whether	whether	SCONJ
fbem-11599	9	19	or	or	CCONJ
fbem-11599	9	20	not	not	PART
fbem-11599	9	21	the	the	DET
fbem-11599	9	22	theory	theory	NOUN
fbem-11599	9	23	of	of	ADP
fbem-11599	9	24	random	random	ADJ
fbem-11599	9	25	walk	walk	NOUN
fbem-11599	9	26	is	be	AUX
fbem-11599	9	27	achieved	achieve	VERB
fbem-11599	9	28	.	.	PUNCT
fbem-11599	10	1	in	in	ADP
fbem-11599	10	2	the	the	DET
fbem-11599	10	3	mid-20th	mid-20th	NUM
fbem-11599	10	4	century	century	NOUN
fbem-11599	10	5	,	,	PUNCT
fbem-11599	10	6	a	a	DET
fbem-11599	10	7	significant	significant	ADJ
fbem-11599	10	8	portion	portion	NOUN
fbem-11599	10	9	of	of	ADP
fbem-11599	10	10	scholars	scholar	NOUN
fbem-11599	10	11	believed	believe	VERB
fbem-11599	10	12	that	that	SCONJ
fbem-11599	10	13	stock	stock	NOUN
fbem-11599	10	14	prices	price	NOUN
fbem-11599	10	15	obeyed	obey	VERB
fbem-11599	10	16	the	the	DET
fbem-11599	10	17	random	random	ADJ
fbem-11599	10	18	walk	walk	NOUN
fbem-11599	10	19	assumption	assumption	NOUN
fbem-11599	10	20	and	and	CCONJ
fbem-11599	10	21	were	be	AUX
fbem-11599	10	22	therefore	therefore	ADV
fbem-11599	10	23	unpredictable	unpredictable	ADJ
fbem-11599	10	24	.	.	PUNCT
fbem-11599	11	1	however	however	ADV
fbem-11599	11	2	,	,	PUNCT
fbem-11599	11	3	the	the	DET
fbem-11599	11	4	modern	modern	ADJ
fbem-11599	11	5	theory	theory	NOUN
fbem-11599	11	6	is	be	AUX
fbem-11599	11	7	more	more	ADV
fbem-11599	11	8	inclined	inclined	ADJ
fbem-11599	11	9	to	to	PART
fbem-11599	11	10	hold	hold	VERB
fbem-11599	11	11	that	that	SCONJ
fbem-11599	11	12	stock	stock	NOUN
fbem-11599	11	13	prices	price	NOUN
fbem-11599	11	14	do	do	AUX
fbem-11599	11	15	not	not	PART
fbem-11599	11	16	obey	obey	VERB
fbem-11599	11	17	this	this	DET
fbem-11599	11	18	assumption	assumption	NOUN
fbem-11599	11	19	and	and	CCONJ
fbem-11599	11	20	market	market	NOUN
fbem-11599	11	21	efficiency	efficiency	NOUN
fbem-11599	11	22	is	be	AUX
fbem-11599	11	23	difficult	difficult	ADJ
fbem-11599	11	24	to	to	PART
fbem-11599	11	25	achieve	achieve	VERB
fbem-11599	11	26	from	from	ADP
fbem-11599	11	27	the	the	DET
fbem-11599	11	28	perspective	perspective	NOUN
fbem-11599	11	29	of	of	ADP
fbem-11599	11	30	behavioral	behavioral	ADJ
fbem-11599	11	31	finance	finance	NOUN
fbem-11599	11	32	.	.	PUNCT
fbem-11599	12	1	baker	baker	PROPN
fbem-11599	12	2	,	,	PUNCT
fbem-11599	12	3	wurgler	wurgler	NOUN
fbem-11599	12	4	,	,	PUNCT
fbem-11599	12	5	&	&	CCONJ
fbem-11599	12	6	yuan(2012	yuan(2012	PROPN
fbem-11599	12	7	)	)	PUNCT
fbem-11599	12	8	find	find	VERB
fbem-11599	12	9	that	that	SCONJ
fbem-11599	12	10	people	people	NOUN
fbem-11599	12	11	's	's	PART
fbem-11599	12	12	behavior	behavior	NOUN
fbem-11599	12	13	is	be	AUX
fbem-11599	12	14	often	often	ADV
fbem-11599	12	15	irrational	irrational	ADJ
fbem-11599	12	16	due	due	ADP
fbem-11599	12	17	to	to	ADP
fbem-11599	12	18	various	various	ADJ
fbem-11599	12	19	factors	factor	NOUN
fbem-11599	12	20	and	and	CCONJ
fbem-11599	12	21	market	market	NOUN
fbem-11599	12	22	noise[1	noise[1	NOUN
fbem-11599	12	23	]	]	PUNCT
fbem-11599	12	24	.	.	PUNCT
fbem-11599	13	1	before	before	ADP
fbem-11599	13	2	that	that	PRON
fbem-11599	13	3	,	,	PUNCT
fbem-11599	13	4	other	other	ADJ
fbem-11599	13	5	scholars	scholar	NOUN
fbem-11599	13	6	have	have	AUX
fbem-11599	13	7	explored	explore	VERB
fbem-11599	13	8	the	the	DET
fbem-11599	13	9	use	use	NOUN
fbem-11599	13	10	of	of	ADP
fbem-11599	13	11	neural	neural	ADJ
fbem-11599	13	12	network	network	NOUN
fbem-11599	13	13	models	model	NOUN
fbem-11599	13	14	to	to	PART
fbem-11599	13	15	discover	discover	VERB
fbem-11599	13	16	predictability	predictability	NOUN
fbem-11599	13	17	of	of	ADP
fbem-11599	13	18	stock	stock	NOUN
fbem-11599	13	19	prices	price	NOUN
fbem-11599	13	20	.	.	PUNCT
fbem-11599	14	1	kutsurelist	kutsurelist	NOUN
fbem-11599	14	2	(	(	PUNCT
fbem-11599	14	3	1998	1998	NUM
fbem-11599	14	4	)	)	PUNCT
fbem-11599	14	5	applied	apply	VERB
fbem-11599	14	6	a	a	DET
fbem-11599	14	7	neural	neural	ADJ
fbem-11599	14	8	network	network	NOUN
fbem-11599	14	9	algorithm	algorithm	NOUN
fbem-11599	14	10	to	to	PART
fbem-11599	14	11	predict	predict	VERB
fbem-11599	14	12	the	the	DET
fbem-11599	14	13	s&p	s&p	PROPN
fbem-11599	14	14	index	index	NOUN
fbem-11599	14	15	with	with	ADP
fbem-11599	14	16	a	a	DET
fbem-11599	14	17	10	10	NUM
fbem-11599	14	18	-	-	PUNCT
fbem-11599	14	19	day	day	NOUN
fbem-11599	14	20	period	period	NOUN
fbem-11599	14	21	and	and	CCONJ
fbem-11599	14	22	obtained	obtain	VERB
fbem-11599	14	23	good	good	ADJ
fbem-11599	14	24	prediction	prediction	NOUN
fbem-11599	14	25	results[2	results[2	PROPN
fbem-11599	14	26	]	]	PUNCT
fbem-11599	14	27	.	.	PUNCT
fbem-11599	15	1	mohamad	mohamad	PROPN
fbem-11599	15	2	,	,	PUNCT
fbem-11599	15	3	meysam&ako	meysam&ako	PRON
fbem-11599	15	4	uses	use	VERB
fbem-11599	15	5	neural	neural	ADJ
fbem-11599	15	6	network	network	NOUN
fbem-11599	15	7	algorithms	algorithm	NOUN
fbem-11599	15	8	to	to	PART
fbem-11599	15	9	predict	predict	VERB
fbem-11599	15	10	stock	stock	NOUN
fbem-11599	15	11	-	-	PUNCT
fbem-11599	15	12	related	relate	VERB
fbem-11599	15	13	variables	variable	NOUN
fbem-11599	15	14	such	such	ADJ
fbem-11599	15	15	as	as	ADP
fbem-11599	15	16	learning	learn	VERB
fbem-11599	15	17	per	per	ADP
fbem-11599	15	18	share	share	NOUN
fbem-11599	15	19	,	,	PUNCT
fbem-11599	15	20	expected	expect	VERB
fbem-11599	15	21	earnings	earning	NOUN
fbem-11599	15	22	per	per	ADP
fbem-11599	15	23	share	share	NOUN
fbem-11599	15	24	prediction	prediction	NOUN
fbem-11599	15	25	,	,	PUNCT
fbem-11599	15	26	dividend	dividend	NOUN
fbem-11599	15	27	per	per	ADP
fbem-11599	15	28	share[3	share[3	NOUN
fbem-11599	15	29	]	]	PUNCT
fbem-11599	15	30	.	.	PUNCT
fbem-11599	16	1	fagner	fagn	ADJ
fbem-11599	16	2	,	,	PUNCT
fbem-11599	16	3	oliveira&luis	oliveira&luis	NOUN
fbem-11599	16	4	build	build	VERB
fbem-11599	16	5	a	a	DET
fbem-11599	16	6	neural	neural	ADJ
fbem-11599	16	7	model	model	NOUN
fbem-11599	16	8	for	for	SCONJ
fbem-11599	16	9	the	the	DET
fbem-11599	16	10	financial	financial	ADJ
fbem-11599	16	11	market	market	NOUN
fbem-11599	16	12	to	to	PART
fbem-11599	16	13	predict	predict	VERB
fbem-11599	16	14	price	price	NOUN
fbem-11599	16	15	behavior	behavior	NOUN
fbem-11599	16	16	,	,	PUNCT
fbem-11599	16	17	addressing	address	VERB
fbem-11599	16	18	the	the	DET
fbem-11599	16	19	percentage	percentage	NOUN
fbem-11599	16	20	of	of	ADP
fbem-11599	16	21	correct	correct	ADJ
fbem-11599	16	22	predictions	prediction	NOUN
fbem-11599	16	23	of	of	ADP
fbem-11599	16	24	price	price	NOUN
fbem-11599	16	25	series	series	NOUN
fbem-11599	16	26	direction[4	direction[4	PROPN
fbem-11599	16	27	]	]	PUNCT
fbem-11599	16	28	.	.	PUNCT
fbem-11599	17	1	on	on	ADP
fbem-11599	17	2	the	the	DET
fbem-11599	17	3	one	one	NUM
fbem-11599	17	4	side	side	NOUN
fbem-11599	17	5	,	,	PUNCT
fbem-11599	17	6	since	since	SCONJ
fbem-11599	17	7	the	the	DET
fbem-11599	17	8	daily	daily	ADJ
fbem-11599	17	9	trading	trading	NOUN
fbem-11599	17	10	data	datum	NOUN
fbem-11599	17	11	contains	contain	VERB
fbem-11599	17	12	massive	massive	ADJ
fbem-11599	17	13	noise	noise	NOUN
fbem-11599	17	14	and	and	CCONJ
fbem-11599	17	15	nonlinear	nonlinear	ADJ
fbem-11599	17	16	property	property	NOUN
fbem-11599	17	17	,	,	PUNCT
fbem-11599	17	18	the	the	DET
fbem-11599	17	19	linear	linear	PROPN
fbem-11599	17	20	model	model	NOUN
fbem-11599	17	21	estimation	estimation	NOUN
fbem-11599	17	22	has	have	VERB
fbem-11599	17	23	deviations	deviation	NOUN
fbem-11599	17	24	can	can	AUX
fbem-11599	17	25	not	not	PART
fbem-11599	17	26	be	be	AUX
fbem-11599	17	27	ignored	ignore	VERB
fbem-11599	17	28	.	.	PUNCT
fbem-11599	18	1	in	in	ADP
fbem-11599	18	2	that	that	DET
fbem-11599	18	3	case	case	NOUN
fbem-11599	18	4	,	,	PUNCT
fbem-11599	18	5	scholars	scholar	NOUN
fbem-11599	18	6	use	use	VERB
fbem-11599	18	7	machine	machine	NOUN
fbem-11599	18	8	learning	learn	VERB
fbem-11599	18	9	algorithms	algorithm	NOUN
fbem-11599	18	10	to	to	PART
fbem-11599	18	11	predict	predict	VERB
fbem-11599	18	12	stock	stock	NOUN
fbem-11599	18	13	prices	price	NOUN
fbem-11599	18	14	as	as	ADP
fbem-11599	18	15	a	a	DET
fbem-11599	18	16	supplement	supplement	NOUN
fbem-11599	18	17	to	to	ADP
fbem-11599	18	18	traditional	traditional	ADJ
fbem-11599	18	19	methods	method	NOUN
fbem-11599	18	20	,	,	PUNCT
fbem-11599	18	21	among	among	ADP
fbem-11599	18	22	which	which	PRON
fbem-11599	18	23	,	,	PUNCT
fbem-11599	18	24	bp	bp	PROPN
fbem-11599	18	25	neural	neural	ADJ
fbem-11599	18	26	network	network	NOUN
fbem-11599	18	27	is	be	AUX
fbem-11599	18	28	widely	widely	ADV
fbem-11599	18	29	applied	apply	VERB
fbem-11599	18	30	in	in	ADP
fbem-11599	18	31	stock	stock	NOUN
fbem-11599	18	32	price	price	NOUN
fbem-11599	18	33	prediction	prediction	NOUN
fbem-11599	18	34	.	.	PUNCT
fbem-11599	19	1	on	on	ADP
fbem-11599	19	2	the	the	DET
fbem-11599	19	3	other	other	ADJ
fbem-11599	19	4	side	side	NOUN
fbem-11599	19	5	,	,	PUNCT
fbem-11599	19	6	chinese	chinese	ADJ
fbem-11599	19	7	capital	capital	NOUN
fbem-11599	19	8	market	market	NOUN
fbem-11599	19	9	is	be	AUX
fbem-11599	19	10	rife	rife	ADJ
fbem-11599	19	11	with	with	ADP
fbem-11599	19	12	speculation	speculation	NOUN
fbem-11599	19	13	,	,	PUNCT
fbem-11599	19	14	which	which	PRON
fbem-11599	19	15	leads	lead	VERB
fbem-11599	19	16	to	to	ADP
fbem-11599	19	17	a	a	DET
fbem-11599	19	18	lot	lot	NOUN
fbem-11599	19	19	of	of	ADP
fbem-11599	19	20	market	market	NOUN
fbem-11599	19	21	anomalies	anomaly	NOUN
fbem-11599	19	22	and	and	CCONJ
fbem-11599	19	23	drastic	drastic	ADJ
fbem-11599	19	24	fluctuations	fluctuation	NOUN
fbem-11599	19	25	of	of	ADP
fbem-11599	19	26	stock	stock	NOUN
fbem-11599	19	27	prices	price	NOUN
fbem-11599	19	28	.	.	PUNCT
fbem-11599	20	1	additionally	additionally	ADV
fbem-11599	20	2	,	,	PUNCT
fbem-11599	20	3	compared	compare	VERB
fbem-11599	20	4	with	with	ADP
fbem-11599	20	5	the	the	DET
fbem-11599	20	6	stock	stock	NOUN
fbem-11599	20	7	markets	market	NOUN
fbem-11599	20	8	in	in	ADP
fbem-11599	20	9	other	other	ADJ
fbem-11599	20	10	countries	country	NOUN
fbem-11599	20	11	,	,	PUNCT
fbem-11599	20	12	chinese	chinese	ADJ
fbem-11599	20	13	a	a	DET
fbem-11599	20	14	-	-	PUNCT
fbem-11599	20	15	share	share	NOUN
fbem-11599	20	16	market	market	NOUN
fbem-11599	20	17	has	have	VERB
fbem-11599	20	18	the	the	DET
fbem-11599	20	19	special	special	ADJ
fbem-11599	20	20	trading	trading	NOUN
fbem-11599	20	21	rule	rule	NOUN
fbem-11599	20	22	named	name	VERB
fbem-11599	20	23	price	price	NOUN
fbem-11599	20	24	limit	limit	NOUN
fbem-11599	20	25	,	,	PUNCT
fbem-11599	20	26	which	which	PRON
fbem-11599	20	27	sets	set	VERB
fbem-11599	20	28	clear	clear	ADJ
fbem-11599	20	29	limits	limit	NOUN
fbem-11599	20	30	on	on	ADP
fbem-11599	20	31	the	the	DET
fbem-11599	20	32	rise	rise	NOUN
fbem-11599	20	33	and	and	CCONJ
fbem-11599	20	34	fall	fall	NOUN
fbem-11599	20	35	of	of	ADP
fbem-11599	20	36	stocks	stock	NOUN
fbem-11599	20	37	in	in	ADP
fbem-11599	20	38	every	every	DET
fbem-11599	20	39	trading	trading	NOUN
fbem-11599	20	40	day	day	NOUN
fbem-11599	20	41	and	and	CCONJ
fbem-11599	20	42	may	may	AUX
fbem-11599	20	43	affect	affect	VERB
fbem-11599	20	44	price	price	NOUN
fbem-11599	20	45	prediction	prediction	NOUN
fbem-11599	20	46	.	.	PUNCT
fbem-11599	21	1	in	in	ADP
fbem-11599	21	2	view	view	NOUN
fbem-11599	21	3	of	of	ADP
fbem-11599	21	4	the	the	DET
fbem-11599	21	5	problems	problem	NOUN
fbem-11599	21	6	of	of	ADP
fbem-11599	21	7	current	current	ADJ
fbem-11599	21	8	machine	machine	NOUN
fbem-11599	21	9	learning	learning	NOUN
fbem-11599	21	10	methods	method	NOUN
fbem-11599	21	11	in	in	ADP
fbem-11599	21	12	stock	stock	NOUN
fbem-11599	21	13	prediction	prediction	NOUN
fbem-11599	21	14	,	,	PUNCT
fbem-11599	21	15	we	we	PRON
fbem-11599	21	16	optimize	optimize	VERB
fbem-11599	21	17	the	the	DET
fbem-11599	21	18	process	process	NOUN
fbem-11599	21	19	of	of	ADP
fbem-11599	21	20	machine	machine	NOUN
fbem-11599	21	21	learning	learning	NOUN
fbem-11599	21	22	as	as	SCONJ
fbem-11599	21	23	follows	follow	VERB
fbem-11599	21	24	:	:	PUNCT
fbem-11599	21	25	at	at	ADP
fbem-11599	21	26	first	first	ADV
fbem-11599	21	27	,	,	PUNCT
fbem-11599	21	28	factor	factor	NOUN
fbem-11599	21	29	screening	screening	NOUN
fbem-11599	21	30	is	be	AUX
fbem-11599	21	31	carried	carry	VERB
fbem-11599	21	32	out	out	ADP
fbem-11599	21	33	on	on	ADP
fbem-11599	21	34	factors	factor	NOUN
fbem-11599	21	35	to	to	PART
fbem-11599	21	36	reduce	reduce	VERB
fbem-11599	21	37	amount	amount	NOUN
fbem-11599	21	38	of	of	ADP
fbem-11599	21	39	input	input	NOUN
fbem-11599	21	40	variables	variable	NOUN
fbem-11599	21	41	,	,	PUNCT
fbem-11599	21	42	improving	improve	VERB
fbem-11599	21	43	the	the	DET
fbem-11599	21	44	running	run	VERB
fbem-11599	21	45	speed	speed	NOUN
fbem-11599	21	46	of	of	ADP
fbem-11599	21	47	bp	bp	PROPN
fbem-11599	21	48	neural	neural	ADJ
fbem-11599	21	49	network	network	NOUN
fbem-11599	21	50	,	,	PUNCT
fbem-11599	21	51	according	accord	VERB
fbem-11599	21	52	to	to	ADP
fbem-11599	21	53	study	study	NOUN
fbem-11599	21	54	of	of	ADP
fbem-11599	21	55	buscema	buscema	NOUN
fbem-11599	21	56	,	,	PUNCT
fbem-11599	21	57	m.	m.	NOUN
fbem-11599	21	58	(	(	PUNCT
fbem-11599	21	59	1998)[5	1998)[5	PROPN
fbem-11599	21	60	]	]	PUNCT
fbem-11599	21	61	and	and	CCONJ
fbem-11599	21	62	li	li	PROPN
fbem-11599	21	63	,	,	PUNCT
fbem-11599	21	64	j.	j.	PROPN
fbem-11599	21	65	,	,	PUNCT
fbem-11599	21	66	cheng	cheng	PROPN
fbem-11599	21	67	et	et	PROPN
fbem-11599	21	68	al(2012	al(2012	PROPN
fbem-11599	21	69	)	)	PUNCT
fbem-11599	21	70	.	.	PUNCT
fbem-11599	22	1	then	then	ADV
fbem-11599	22	2	,	,	PUNCT
fbem-11599	22	3	the	the	DET
fbem-11599	22	4	granger	granger	PROPN
fbem-11599	22	5	causality	causality	PROPN
fbem-11599	22	6	and	and	CCONJ
fbem-11599	22	7	pca	pca	NOUN
fbem-11599	22	8	is	be	AUX
fbem-11599	22	9	carried	carry	VERB
fbem-11599	22	10	out	out	ADP
fbem-11599	22	11	on	on	ADP
fbem-11599	22	12	the	the	DET
fbem-11599	22	13	selected	select	VERB
fbem-11599	22	14	influencing	influence	VERB
fbem-11599	22	15	factors	factor	NOUN
fbem-11599	22	16	[	[	X
fbem-11599	22	17	7	7	NUM
fbem-11599	22	18	-	-	SYM
fbem-11599	22	19	9	9	NUM
fbem-11599	22	20	]	]	PUNCT
fbem-11599	22	21	.	.	PUNCT
fbem-11599	23	1	in	in	ADP
fbem-11599	23	2	the	the	DET
fbem-11599	23	3	end	end	NOUN
fbem-11599	23	4	,	,	PUNCT
fbem-11599	23	5	the	the	DET
fbem-11599	23	6	nonlinear	nonlinear	ADJ
fbem-11599	23	7	relationship	relationship	NOUN
fbem-11599	23	8	between	between	ADP
fbem-11599	23	9	influencing	influence	VERB
fbem-11599	23	10	factors	factor	NOUN
fbem-11599	23	11	and	and	CCONJ
fbem-11599	23	12	stock	stock	NOUN
fbem-11599	23	13	price	price	NOUN
fbem-11599	23	14	was	be	AUX
fbem-11599	23	15	obtained	obtain	VERB
fbem-11599	23	16	by	by	ADP
fbem-11599	23	17	random	random	ADJ
fbem-11599	23	18	forest	forest	NOUN
fbem-11599	23	19	factor	factor	NOUN
fbem-11599	23	20	analyze	analyze	NOUN
fbem-11599	23	21	,	,	PUNCT
fbem-11599	23	22	which	which	PRON
fbem-11599	23	23	have	have	AUX
fbem-11599	23	24	been	be	AUX
fbem-11599	23	25	applied	apply	VERB
fbem-11599	23	26	to	to	ADP
fbem-11599	23	27	many	many	ADJ
fbem-11599	23	28	studies	study	NOUN
fbem-11599	23	29	and	and	CCONJ
fbem-11599	23	30	achieved	achieve	VERB
fbem-11599	23	31	better	well	ADJ
fbem-11599	23	32	model	model	NOUN
fbem-11599	23	33	performance	performance	NOUN
fbem-11599	23	34	,	,	PUNCT
fbem-11599	23	35	such	such	ADJ
fbem-11599	23	36	as	as	ADP
fbem-11599	23	37	tanaka	tanaka	PROPN
fbem-11599	23	38	et	et	PROPN
fbem-11599	23	39	al	al	PROPN
fbem-11599	23	40	.	.	PROPN
fbem-11599	24	1	(	(	PUNCT
fbem-11599	24	2	2019	2019	NUM
fbem-11599	24	3	)	)	PUNCT
fbem-11599	25	1	[	[	X
fbem-11599	25	2	10]and	10]and	NUM
fbem-11599	25	3	beutel	beutel	NOUN
fbem-11599	25	4	et	et	PROPN
fbem-11599	25	5	al	al	PROPN
fbem-11599	25	6	.	.	PUNCT
fbem-11599	26	1	(	(	PUNCT
fbem-11599	26	2	2019)[11	2019)[11	NUM
fbem-11599	26	3	]	]	X
fbem-11599	26	4	.	.	PUNCT
fbem-11599	27	1	additionally	additionally	ADV
fbem-11599	27	2	,	,	PUNCT
fbem-11599	27	3	random	random	ADJ
fbem-11599	27	4	forest	forest	NOUN
fbem-11599	27	5	also	also	ADV
fbem-11599	27	6	improve	improve	VERB
fbem-11599	27	7	the	the	DET
fbem-11599	27	8	learning	learning	NOUN
fbem-11599	27	9	speed	speed	NOUN
fbem-11599	27	10	and	and	CCONJ
fbem-11599	27	11	prediction	prediction	NOUN
fbem-11599	27	12	accuracy	accuracy	NOUN
fbem-11599	27	13	by	by	ADP
fbem-11599	27	14	removing	remove	VERB
fbem-11599	27	15	less	less	ADV
fbem-11599	27	16	important	important	ADJ
fbem-11599	27	17	factor	factor	NOUN
fbem-11599	27	18	.	.	PUNCT
fbem-11599	28	1	thus	thus	ADV
fbem-11599	28	2	,	,	PUNCT
fbem-11599	28	3	the	the	DET
fbem-11599	28	4	feasibility	feasibility	NOUN
fbem-11599	28	5	of	of	ADP
fbem-11599	28	6	using	use	VERB
fbem-11599	28	7	bp	bp	PROPN
fbem-11599	28	8	neural	neural	ADJ
fbem-11599	28	9	network	network	NOUN
fbem-11599	28	10	to	to	PART
fbem-11599	28	11	predict	predict	VERB
fbem-11599	28	12	the	the	DET
fbem-11599	28	13	stock	stock	NOUN
fbem-11599	28	14	price	price	NOUN
fbem-11599	28	15	of	of	ADP
fbem-11599	28	16	chinese	chinese	ADJ
fbem-11599	28	17	stock	stock	NOUN
fbem-11599	28	18	market	market	NOUN
fbem-11599	28	19	is	be	AUX
fbem-11599	28	20	realized	realize	VERB
fbem-11599	28	21	.	.	PUNCT
fbem-11599	29	1	in	in	ADP
fbem-11599	29	2	view	view	NOUN
fbem-11599	29	3	of	of	ADP
fbem-11599	29	4	the	the	DET
fbem-11599	29	5	influence	influence	NOUN
fbem-11599	29	6	of	of	ADP
fbem-11599	29	7	the	the	DET
fbem-11599	29	8	price	price	NOUN
fbem-11599	29	9	limit	limit	NOUN
fbem-11599	29	10	rule	rule	NOUN
fbem-11599	29	11	and	and	CCONJ
fbem-11599	29	12	other	other	ADJ
fbem-11599	29	13	unique	unique	ADJ
fbem-11599	29	14	rules	rule	NOUN
fbem-11599	29	15	on	on	ADP
fbem-11599	29	16	price	price	NOUN
fbem-11599	29	17	discovery	discovery	NOUN
fbem-11599	29	18	in	in	ADP
fbem-11599	29	19	the	the	DET
fbem-11599	29	20	chinese	chinese	ADJ
fbem-11599	29	21	a	a	DET
fbem-11599	29	22	-	-	PUNCT
fbem-11599	29	23	share	share	NOUN
fbem-11599	29	24	stock	stock	NOUN
fbem-11599	29	25	market	market	NOUN
fbem-11599	29	26	,	,	PUNCT
fbem-11599	29	27	in	in	ADP
fbem-11599	29	28	our	our	PRON
fbem-11599	29	29	research	research	NOUN
fbem-11599	29	30	we	we	PRON
fbem-11599	29	31	will	will	AUX
fbem-11599	29	32	subjectively	subjectively	ADV
fbem-11599	29	33	add	add	VERB
fbem-11599	29	34	factors	factor	NOUN
fbem-11599	29	35	representing	represent	VERB
fbem-11599	29	36	these	these	DET
fbem-11599	29	37	systems	system	NOUN
fbem-11599	29	38	as	as	ADP
fbem-11599	29	39	a	a	DET
fbem-11599	29	40	supplement	supplement	NOUN
fbem-11599	29	41	to	to	ADP
fbem-11599	29	42	factors	factor	NOUN
fbem-11599	29	43	that	that	PRON
fbem-11599	29	44	may	may	AUX
fbem-11599	29	45	affect	affect	VERB
fbem-11599	29	46	stock	stock	NOUN
fbem-11599	29	47	prices	price	NOUN
fbem-11599	29	48	.	.	PUNCT
fbem-11599	30	1	2	2	X
fbem-11599	30	2	.	.	X
fbem-11599	30	3	theory	theory	NOUN
fbem-11599	30	4	analysis	analysis	NOUN
fbem-11599	30	5	of	of	ADP
fbem-11599	30	6	bp	bp	PROPN
fbem-11599	30	7	neural	neural	PROPN
fbem-11599	30	8	network	network	PROPN
fbem-11599	30	9	bp	bp	PROPN
fbem-11599	30	10	neural	neural	PROPN
fbem-11599	30	11	network	network	NOUN
fbem-11599	30	12	is	be	AUX
fbem-11599	30	13	a	a	DET
fbem-11599	30	14	network	network	NOUN
fbem-11599	30	15	composed	compose	VERB
fbem-11599	30	16	of	of	ADP
fbem-11599	30	17	input	input	NOUN
fbem-11599	30	18	layer	layer	NOUN
fbem-11599	30	19	,	,	PUNCT
fbem-11599	30	20	hidden	hide	VERB
fbem-11599	30	21	layer	layer	NOUN
fbem-11599	30	22	,	,	PUNCT
fbem-11599	30	23	output	output	NOUN
fbem-11599	30	24	layer	layer	NOUN
fbem-11599	30	25	and	and	CCONJ
fbem-11599	30	26	weights	weight	NOUN
fbem-11599	30	27	between	between	ADP
fbem-11599	30	28	nodes	node	NOUN
fbem-11599	30	29	of	of	ADP
fbem-11599	30	30	each	each	DET
fbem-11599	30	31	layer	layer	NOUN
fbem-11599	30	32	on	on	ADP
fbem-11599	30	33	the	the	DET
fbem-11599	30	34	basis	basis	NOUN
fbem-11599	30	35	of	of	ADP
fbem-11599	30	36	logistic	logistic	ADJ
fbem-11599	30	37	regression	regression	NOUN
fbem-11599	30	38	.	.	PUNCT
fbem-11599	31	1	through	through	ADP
fbem-11599	31	2	forward	forward	ADV
fbem-11599	31	3	and	and	CCONJ
fbem-11599	31	4	back	back	ADJ
fbem-11599	31	5	propagation	propagation	NOUN
fbem-11599	31	6	for	for	ADP
fbem-11599	31	7	many	many	ADJ
fbem-11599	31	8	times	time	NOUN
fbem-11599	31	9	,	,	PUNCT
fbem-11599	31	10	the	the	DET
fbem-11599	31	11	relationship	relationship	NOUN
fbem-11599	31	12	between	between	ADP
fbem-11599	31	13	explanatory	explanatory	ADJ
fbem-11599	31	14	variables	variable	NOUN
fbem-11599	31	15	and	and	CCONJ
fbem-11599	31	16	explained	explain	VERB
fbem-11599	31	17	variables	variable	NOUN
fbem-11599	31	18	approximated	approximate	VERB
fbem-11599	31	19	to	to	ADP
fbem-11599	31	20	the	the	DET
fbem-11599	31	21	reality	reality	NOUN
fbem-11599	31	22	is	be	AUX
fbem-11599	31	23	predicted	predict	VERB
fbem-11599	31	24	.	.	PUNCT
fbem-11599	32	1	the	the	DET
fbem-11599	32	2	excitation	excitation	NOUN
fbem-11599	32	3	function	function	NOUN
fbem-11599	32	4	represented	represent	VERB
fbem-11599	32	5	by	by	ADP
fbem-11599	32	6	sigmoid	sigmoid	NOUN
fbem-11599	32	7	function	function	NOUN
fbem-11599	32	8	is	be	AUX
fbem-11599	32	9	nonlinear	nonlinear	ADJ
fbem-11599	32	10	.	.	PUNCT
fbem-11599	33	1	therefore	therefore	ADV
fbem-11599	33	2	,	,	PUNCT
fbem-11599	33	3	bp	bp	PROPN
fbem-11599	33	4	neural	neural	ADJ
fbem-11599	33	5	network	network	NOUN
fbem-11599	33	6	can	can	AUX
fbem-11599	33	7	predict	predict	VERB
fbem-11599	33	8	the	the	DET
fbem-11599	33	9	nonlinear	nonlinear	ADJ
fbem-11599	33	10	relationship	relationship	NOUN
fbem-11599	33	11	between	between	ADP
fbem-11599	33	12	the	the	DET
fbem-11599	33	13	28	28	NUM
fbem-11599	33	14	explanatory	explanatory	ADJ
fbem-11599	33	15	variable	variable	NOUN
fbem-11599	33	16	and	and	CCONJ
fbem-11599	33	17	the	the	DET
fbem-11599	33	18	explained	explain	VERB
fbem-11599	33	19	variable	variable	NOUN
fbem-11599	33	20	.	.	PUNCT
fbem-11599	34	1	in	in	ADP
fbem-11599	34	2	terms	term	NOUN
fbem-11599	34	3	of	of	ADP
fbem-11599	34	4	mathematical	mathematical	ADJ
fbem-11599	34	5	expression	expression	NOUN
fbem-11599	34	6	,	,	PUNCT
fbem-11599	34	7	the	the	DET
fbem-11599	34	8	values	value	NOUN
fbem-11599	34	9	of	of	ADP
fbem-11599	34	10	each	each	DET
fbem-11599	34	11	node	node	NOUN
fbem-11599	34	12	in	in	ADP
fbem-11599	34	13	the	the	DET
fbem-11599	34	14	forward	forward	ADJ
fbem-11599	34	15	propagation	propagation	NOUN
fbem-11599	34	16	process	process	NOUN
fbem-11599	34	17	and	and	CCONJ
fbem-11599	34	18	the	the	DET
fbem-11599	34	19	back	back	ADJ
fbem-11599	34	20	propagation	propagation	NOUN
fbem-11599	34	21	process	process	NOUN
fbem-11599	34	22	are	be	AUX
fbem-11599	34	23	as	as	SCONJ
fbem-11599	34	24	follows	follow	VERB
fbem-11599	34	25	:	:	PUNCT
fbem-11599	34	26	the	the	DET
fbem-11599	34	27	input	input	NOUN
fbem-11599	34	28	value	value	NOUN
fbem-11599	34	29	of	of	ADP
fbem-11599	34	30	the	the	DET
fbem-11599	34	31	i	i	PROPN
fbem-11599	34	32	-	-	PUNCT
fbem-11599	34	33	th	th	X
fbem-11599	34	34	node	node	NOUN
fbem-11599	34	35	of	of	ADP
fbem-11599	34	36	the	the	DET
fbem-11599	34	37	hidden	hide	VERB
fbem-11599	34	38	layer	layer	NOUN
fbem-11599	34	39	is	be	AUX
fbem-11599	34	40	expressed	express	VERB
fbem-11599	34	41	as	as	ADP
fbem-11599	34	42	:	:	PUNCT
fbem-11599	34	43	(	(	PUNCT
fbem-11599	34	44	1	1	X
fbem-11599	34	45	)	)	PUNCT
fbem-11599	34	46	the	the	DET
fbem-11599	34	47	output	output	NOUN
fbem-11599	34	48	value	value	NOUN
fbem-11599	34	49	of	of	ADP
fbem-11599	34	50	the	the	DET
fbem-11599	34	51	i	i	PROPN
fbem-11599	34	52	-	-	PUNCT
fbem-11599	34	53	th	th	X
fbem-11599	34	54	node	node	NOUN
fbem-11599	34	55	of	of	ADP
fbem-11599	34	56	the	the	DET
fbem-11599	34	57	hidden	hide	VERB
fbem-11599	34	58	layer	layer	NOUN
fbem-11599	34	59	is	be	AUX
fbem-11599	34	60	expressed	express	VERB
fbem-11599	34	61	as	as	ADP
fbem-11599	34	62	:	:	PUNCT
fbem-11599	34	63	(	(	PUNCT
fbem-11599	34	64	2	2	X
fbem-11599	34	65	)	)	PUNCT
fbem-11599	34	66	the	the	DET
fbem-11599	34	67	input	input	NOUN
fbem-11599	34	68	value	value	NOUN
fbem-11599	34	69	of	of	ADP
fbem-11599	34	70	the	the	DET
fbem-11599	34	71	i	i	PROPN
fbem-11599	34	72	-	-	PUNCT
fbem-11599	34	73	th	th	X
fbem-11599	34	74	node	node	NOUN
fbem-11599	34	75	of	of	ADP
fbem-11599	34	76	the	the	DET
fbem-11599	34	77	output	output	NOUN
fbem-11599	34	78	layer	layer	NOUN
fbem-11599	34	79	is	be	AUX
fbem-11599	34	80	expressed	express	VERB
fbem-11599	34	81	as	as	ADP
fbem-11599	34	82	:	:	PUNCT
fbem-11599	34	83	(	(	PUNCT
fbem-11599	34	84	3	3	X
fbem-11599	34	85	)	)	PUNCT
fbem-11599	34	86	the	the	DET
fbem-11599	34	87	output	output	NOUN
fbem-11599	34	88	value	value	NOUN
fbem-11599	34	89	of	of	ADP
fbem-11599	34	90	the	the	DET
fbem-11599	34	91	i	i	PROPN
fbem-11599	34	92	-	-	PUNCT
fbem-11599	34	93	th	th	X
fbem-11599	34	94	node	node	NOUN
fbem-11599	34	95	of	of	ADP
fbem-11599	34	96	the	the	DET
fbem-11599	34	97	output	output	NOUN
fbem-11599	34	98	layer	layer	NOUN
fbem-11599	34	99	is	be	AUX
fbem-11599	34	100	expressed	express	VERB
fbem-11599	34	101	as	as	ADP
fbem-11599	34	102	:	:	PUNCT
fbem-11599	34	103	(	(	PUNCT
fbem-11599	34	104	4	4	X
fbem-11599	34	105	)	)	PUNCT
fbem-11599	34	106	in	in	ADP
fbem-11599	34	107	these	these	DET
fbem-11599	34	108	formulas	formula	NOUN
fbem-11599	34	109	,	,	PUNCT
fbem-11599	34	110	𝑥	𝑥	PROPN
fbem-11599	34	111	is	be	AUX
fbem-11599	34	112	the	the	DET
fbem-11599	34	113	data	data	NOUN
fbem-11599	34	114	input	input	NOUN
fbem-11599	34	115	on	on	ADP
fbem-11599	34	116	the	the	DET
fbem-11599	34	117	j	j	PROPN
fbem-11599	34	118	-	-	PUNCT
fbem-11599	34	119	th	th	X
fbem-11599	34	120	node	node	NOUN
fbem-11599	34	121	of	of	ADP
fbem-11599	34	122	the	the	DET
fbem-11599	34	123	input	input	NOUN
fbem-11599	34	124	layer；𝜔	layer；𝜔	PROPN
fbem-11599	34	125	is	be	AUX
fbem-11599	34	126	the	the	DET
fbem-11599	34	127	weight	weight	NOUN
fbem-11599	34	128	between	between	ADP
fbem-11599	34	129	the	the	DET
fbem-11599	34	130	i	i	PROPN
fbem-11599	34	131	-	-	PUNCT
fbem-11599	34	132	th	th	X
fbem-11599	34	133	node	node	NOUN
fbem-11599	34	134	and	and	CCONJ
fbem-11599	34	135	the	the	DET
fbem-11599	34	136	j	j	PROPN
fbem-11599	34	137	-	-	PUNCT
fbem-11599	34	138	th	th	X
fbem-11599	34	139	node	node	NOUN
fbem-11599	34	140	of	of	ADP
fbem-11599	34	141	the	the	DET
fbem-11599	34	142	hidden	hide	VERB
fbem-11599	34	143	layer；𝜃	layer；𝜃	PROPN
fbem-11599	34	144	is	be	AUX
fbem-11599	34	145	the	the	DET
fbem-11599	34	146	threshold	threshold	NOUN
fbem-11599	34	147	of	of	ADP
fbem-11599	34	148	the	the	DET
fbem-11599	34	149	ith	ith	PROPN
fbem-11599	34	150	node	node	NOUN
fbem-11599	34	151	of	of	ADP
fbem-11599	34	152	the	the	DET
fbem-11599	34	153	hidden	hide	VERB
fbem-11599	34	154	layer；𝜙	layer；𝜙	PROPN
fbem-11599	34	155	𝑥	𝑥	PROPN
fbem-11599	34	156	is	be	AUX
fbem-11599	34	157	the	the	DET
fbem-11599	34	158	activation	activation	NOUN
fbem-11599	34	159	function	function	NOUN
fbem-11599	34	160	of	of	ADP
fbem-11599	34	161	each	each	DET
fbem-11599	34	162	hidden	hide	VERB
fbem-11599	34	163	layer；𝜔	layer；𝜔	PROPN
fbem-11599	34	164	is	be	AUX
fbem-11599	34	165	the	the	DET
fbem-11599	34	166	weight	weight	NOUN
fbem-11599	34	167	between	between	ADP
fbem-11599	34	168	the	the	DET
fbem-11599	34	169	k	k	PROPN
fbem-11599	34	170	-	-	PUNCT
fbem-11599	34	171	th	th	X
fbem-11599	34	172	node	node	NOUN
fbem-11599	34	173	of	of	ADP
fbem-11599	34	174	the	the	DET
fbem-11599	34	175	output	output	NOUN
fbem-11599	34	176	layer	layer	NOUN
fbem-11599	34	177	and	and	CCONJ
fbem-11599	34	178	the	the	DET
fbem-11599	34	179	i	i	NOUN
fbem-11599	34	180	-	-	PUNCT
fbem-11599	34	181	th	th	X
fbem-11599	34	182	node	node	NOUN
fbem-11599	34	183	of	of	ADP
fbem-11599	34	184	the	the	DET
fbem-11599	34	185	hidden	hide	VERB
fbem-11599	34	186	layer；𝑎	layer；𝑎	NOUN
fbem-11599	34	187	is	be	AUX
fbem-11599	34	188	the	the	DET
fbem-11599	34	189	threshold	threshold	NOUN
fbem-11599	34	190	of	of	ADP
fbem-11599	34	191	the	the	DET
fbem-11599	34	192	k	k	NOUN
fbem-11599	34	193	-	-	PUNCT
fbem-11599	34	194	th	th	X
fbem-11599	34	195	node	node	NOUN
fbem-11599	34	196	of	of	ADP
fbem-11599	34	197	the	the	DET
fbem-11599	34	198	output	output	NOUN
fbem-11599	34	199	layer；𝜓	layer；𝜓	VERB
fbem-11599	34	200	𝑥	𝑥	NOUN
fbem-11599	34	201	is	be	AUX
fbem-11599	34	202	the	the	DET
fbem-11599	34	203	activation	activation	NOUN
fbem-11599	34	204	function	function	NOUN
fbem-11599	34	205	of	of	ADP
fbem-11599	34	206	the	the	DET
fbem-11599	34	207	output	output	NOUN
fbem-11599	34	208	layer	layer	NOUN
fbem-11599	34	209	。	。	PUNCT
fbem-11599	34	210	in	in	ADP
fbem-11599	34	211	back	back	ADJ
fbem-11599	34	212	propagation	propagation	NOUN
fbem-11599	34	213	,	,	PUNCT
fbem-11599	34	214	correction	correction	NOUN
fbem-11599	34	215	formula	formula	NOUN
fbem-11599	34	216	of	of	ADP
fbem-11599	34	217	weight	weight	NOUN
fbem-11599	34	218	and	and	CCONJ
fbem-11599	34	219	threshold	threshold	NOUN
fbem-11599	34	220	value	value	NOUN
fbem-11599	34	221	is	be	AUX
fbem-11599	34	222	shown	show	VERB
fbem-11599	34	223	as	as	SCONJ
fbem-11599	34	224	follows	follow	VERB
fbem-11599	34	225	:	:	PUNCT
fbem-11599	34	226	the	the	DET
fbem-11599	34	227	weight	weight	NOUN
fbem-11599	34	228	difference	difference	NOUN
fbem-11599	34	229	between	between	ADP
fbem-11599	34	230	the	the	DET
fbem-11599	34	231	k	k	NOUN
fbem-11599	34	232	-	-	PUNCT
fbem-11599	34	233	th	th	X
fbem-11599	34	234	node	node	NOUN
fbem-11599	34	235	of	of	ADP
fbem-11599	34	236	the	the	DET
fbem-11599	34	237	output	output	NOUN
fbem-11599	34	238	layer	layer	NOUN
fbem-11599	34	239	and	and	CCONJ
fbem-11599	34	240	the	the	DET
fbem-11599	34	241	i	i	NOUN
fbem-11599	34	242	-	-	PUNCT
fbem-11599	34	243	th	th	X
fbem-11599	34	244	node	node	NOUN
fbem-11599	34	245	of	of	ADP
fbem-11599	34	246	the	the	DET
fbem-11599	34	247	hidden	hide	VERB
fbem-11599	34	248	layer	layer	NOUN
fbem-11599	34	249	is	be	AUX
fbem-11599	34	250	expressed	express	VERB
fbem-11599	34	251	as	as	ADP
fbem-11599	34	252	:	:	PUNCT
fbem-11599	34	253	(	(	PUNCT
fbem-11599	34	254	5	5	X
fbem-11599	34	255	)	)	PUNCT
fbem-11599	34	256	the	the	DET
fbem-11599	34	257	threshold	threshold	NOUN
fbem-11599	34	258	difference	difference	NOUN
fbem-11599	34	259	of	of	ADP
fbem-11599	34	260	k	k	NOUN
fbem-11599	34	261	-	-	PUNCT
fbem-11599	34	262	th	th	X
fbem-11599	34	263	node	node	NOUN
fbem-11599	34	264	of	of	ADP
fbem-11599	34	265	the	the	DET
fbem-11599	34	266	output	output	NOUN
fbem-11599	34	267	layer	layer	NOUN
fbem-11599	34	268	is	be	AUX
fbem-11599	34	269	expressed	express	VERB
fbem-11599	34	270	as	as	ADP
fbem-11599	34	271	:	:	PUNCT
fbem-11599	34	272	(	(	PUNCT
fbem-11599	34	273	6	6	X
fbem-11599	34	274	)	)	PUNCT
fbem-11599	34	275	the	the	DET
fbem-11599	34	276	threshold	threshold	NOUN
fbem-11599	34	277	difference	difference	NOUN
fbem-11599	34	278	of	of	ADP
fbem-11599	34	279	i	i	PROPN
fbem-11599	34	280	-	-	PUNCT
fbem-11599	34	281	th	th	X
fbem-11599	34	282	node	node	NOUN
fbem-11599	34	283	of	of	ADP
fbem-11599	34	284	the	the	DET
fbem-11599	34	285	hidden	hide	VERB
fbem-11599	34	286	layer	layer	NOUN
fbem-11599	34	287	is	be	AUX
fbem-11599	34	288	expressed	express	VERB
fbem-11599	34	289	as	as	ADP
fbem-11599	34	290	:	:	PUNCT
fbem-11599	34	291	(	(	PUNCT
fbem-11599	34	292	7	7	X
fbem-11599	34	293	)	)	PUNCT
fbem-11599	34	294	in	in	ADP
fbem-11599	34	295	these	these	DET
fbem-11599	34	296	formulas	formula	NOUN
fbem-11599	34	297	,	,	PUNCT
fbem-11599	34	298	η	η	PROPN
fbem-11599	34	299	is	be	AUX
fbem-11599	34	300	the	the	DET
fbem-11599	34	301	learning	learning	NOUN
fbem-11599	34	302	rate	rate	NOUN
fbem-11599	34	303	,	,	PUNCT
fbem-11599	34	304	which	which	PRON
fbem-11599	34	305	controls	control	VERB
fbem-11599	34	306	the	the	DET
fbem-11599	34	307	speed	speed	NOUN
fbem-11599	34	308	of	of	ADP
fbem-11599	34	309	neural	neural	ADJ
fbem-11599	34	310	network	network	NOUN
fbem-11599	34	311	fitting	fitting	ADJ
fbem-11599	34	312	.	.	PUNCT
fbem-11599	35	1	3	3	X
fbem-11599	35	2	.	.	X
fbem-11599	35	3	result	result	VERB
fbem-11599	35	4	3.1	3.1	NUM
fbem-11599	35	5	.	.	PUNCT
fbem-11599	35	6	data	datum	NOUN
fbem-11599	35	7	selection	selection	NOUN
fbem-11599	35	8	and	and	CCONJ
fbem-11599	35	9	pre	pre	ADJ
fbem-11599	35	10	-	-	ADJ
fbem-11599	35	11	processing	process	VERB
fbem-11599	35	12	3.1.1	3.1.1	NOUN
fbem-11599	35	13	.	.	PUNCT
fbem-11599	36	1	stock	stock	NOUN
fbem-11599	36	2	selection	selection	NOUN
fbem-11599	36	3	to	to	PART
fbem-11599	36	4	ensure	ensure	VERB
fbem-11599	36	5	that	that	SCONJ
fbem-11599	36	6	sample	sample	NOUN
fbem-11599	36	7	is	be	AUX
fbem-11599	36	8	representative	representative	ADJ
fbem-11599	36	9	to	to	ADP
fbem-11599	36	10	china	china	PROPN
fbem-11599	36	11	's	's	PART
fbem-11599	36	12	financial	financial	ADJ
fbem-11599	36	13	market	market	NOUN
fbem-11599	36	14	,	,	PUNCT
fbem-11599	36	15	the	the	DET
fbem-11599	36	16	csi	csi	ADJ
fbem-11599	36	17	300	300	NUM
fbem-11599	36	18	constituent	constituent	NOUN
fbem-11599	36	19	stocks(excluded	stocks(exclude	VERB
fbem-11599	36	20	gem	gem	NOUN
fbem-11599	36	21	and	and	CCONJ
fbem-11599	36	22	kci	kci	PROPN
fbem-11599	36	23	stocks	stock	NOUN
fbem-11599	36	24	)	)	PUNCT
fbem-11599	36	25	are	be	AUX
fbem-11599	36	26	selected	select	VERB
fbem-11599	36	27	as	as	SCONJ
fbem-11599	36	28	the	the	DET
fbem-11599	36	29	stock	stock	NOUN
fbem-11599	36	30	pool	pool	NOUN
fbem-11599	36	31	and	and	CCONJ
fbem-11599	36	32	time	time	NOUN
fbem-11599	36	33	range	range	NOUN
fbem-11599	36	34	is	be	AUX
fbem-11599	36	35	sat	sit	VERB
fbem-11599	36	36	from	from	ADP
fbem-11599	36	37	17	17	NUM
fbem-11599	36	38	march	march	NOUN
fbem-11599	36	39	2017	2017	NUM
fbem-11599	36	40	to	to	ADP
fbem-11599	36	41	31	31	NUM
fbem-11599	36	42	december	december	PROPN
fbem-11599	36	43	2021	2021	NUM
fbem-11599	36	44	.	.	PUNCT
fbem-11599	37	1	the	the	DET
fbem-11599	37	2	total	total	ADJ
fbem-11599	37	3	number	number	NOUN
fbem-11599	37	4	of	of	ADP
fbem-11599	37	5	explanatory	explanatory	ADJ
fbem-11599	37	6	variables	variable	NOUN
fbem-11599	37	7	for	for	ADP
fbem-11599	37	8	each	each	DET
fbem-11599	37	9	stock	stock	NOUN
fbem-11599	37	10	initially	initially	ADV
fbem-11599	37	11	is	be	AUX
fbem-11599	37	12	57	57	NUM
fbem-11599	37	13	.	.	PUNCT
fbem-11599	38	1	for	for	ADP
fbem-11599	38	2	the	the	DET
fbem-11599	38	3	remaining	remain	VERB
fbem-11599	38	4	trading	trading	NOUN
fbem-11599	38	5	day	day	NOUN
fbem-11599	38	6	data	datum	NOUN
fbem-11599	38	7	,	,	PUNCT
fbem-11599	38	8	the	the	DET
fbem-11599	38	9	last	last	ADJ
fbem-11599	38	10	252	252	NUM
fbem-11599	38	11	trading	trading	NOUN
fbem-11599	38	12	days	day	NOUN
fbem-11599	38	13	data	datum	NOUN
fbem-11599	38	14	constitutes	constitute	VERB
fbem-11599	38	15	test	test	NOUN
fbem-11599	38	16	set	set	VERB
fbem-11599	38	17	and	and	CCONJ
fbem-11599	38	18	the	the	DET
fbem-11599	38	19	rest	rest	NOUN
fbem-11599	38	20	constructs	construct	VERB
fbem-11599	38	21	the	the	DET
fbem-11599	38	22	training	training	NOUN
fbem-11599	38	23	set	set	NOUN
fbem-11599	38	24	.	.	PUNCT
fbem-11599	39	1	all	all	DET
fbem-11599	39	2	data	datum	NOUN
fbem-11599	39	3	come	come	VERB
fbem-11599	39	4	from	from	ADP
fbem-11599	39	5	wind	wind	NOUN
fbem-11599	39	6	database	database	NOUN
fbem-11599	39	7	.	.	PUNCT
fbem-11599	40	1	3.1.2	3.1.2	NUM
fbem-11599	40	2	.	.	PUNCT
fbem-11599	40	3	factor	factor	NOUN
fbem-11599	40	4	selection	selection	NOUN
fbem-11599	40	5	in	in	ADP
fbem-11599	40	6	order	order	NOUN
fbem-11599	40	7	to	to	PART
fbem-11599	40	8	comprehensively	comprehensively	ADV
fbem-11599	40	9	consider	consider	VERB
fbem-11599	40	10	the	the	DET
fbem-11599	40	11	comprehensiveness	comprehensiveness	NOUN
fbem-11599	40	12	of	of	ADP
fbem-11599	40	13	the	the	DET
fbem-11599	40	14	factors	factor	NOUN
fbem-11599	40	15	affecting	affect	VERB
fbem-11599	40	16	the	the	DET
fbem-11599	40	17	movement	movement	NOUN
fbem-11599	40	18	of	of	ADP
fbem-11599	40	19	stocks	stock	NOUN
fbem-11599	40	20	price	price	NOUN
fbem-11599	40	21	in	in	ADP
fbem-11599	40	22	next	next	ADJ
fbem-11599	40	23	trading	trading	NOUN
fbem-11599	40	24	day	day	NOUN
fbem-11599	40	25	,	,	PUNCT
fbem-11599	40	26	we	we	PRON
fbem-11599	40	27	have	have	AUX
fbem-11599	40	28	enriched	enrich	VERB
fbem-11599	40	29	the	the	DET
fbem-11599	40	30	framework	framework	NOUN
fbem-11599	40	31	of	of	ADP
fbem-11599	40	32	indicators	indicator	NOUN
fbem-11599	40	33	for	for	ADP
fbem-11599	40	34	predicting	predict	VERB
fbem-11599	40	35	the	the	DET
fbem-11599	40	36	rise(1	rise(1	PROPN
fbem-11599	40	37	)	)	PUNCT
fbem-11599	40	38	and	and	CCONJ
fbem-11599	40	39	fall(0	fall(0	NOUN
fbem-11599	40	40	)	)	PUNCT
fbem-11599	40	41	of	of	ADP
fbem-11599	40	42	stocks.the	stocks.the	DET
fbem-11599	40	43	initial	initial	ADJ
fbem-11599	40	44	selection	selection	NOUN
fbem-11599	40	45	of	of	ADP
fbem-11599	40	46	indicators	indicator	NOUN
fbem-11599	40	47	involves	involve	VERB
fbem-11599	40	48	57	57	NUM
fbem-11599	40	49	trading	trading	NOUN
fbem-11599	40	50	indicators	indicator	NOUN
fbem-11599	40	51	,	,	PUNCT
fbem-11599	40	52	table	table	NOUN
fbem-11599	40	53	1	1	NUM
fbem-11599	40	54	.	.	PUNCT
fbem-11599	41	1	p	p	X
fbem-11599	41	2	-	-	PUNCT
fbem-11599	41	3	value	value	NOUN
fbem-11599	41	4	of	of	ADP
fbem-11599	41	5	granger	granger	PROPN
fbem-11599	41	6	causality	causality	PROPN
fbem-11599	41	7	test	test	NOUN
fbem-11599	41	8	factor	factor	NOUN
fbem-11599	41	9	factors	factor	VERB
fbem-11599	41	10	p	p	NOUN
fbem-11599	41	11	factors	factor	NOUN
fbem-11599	41	12	p	p	NOUN
fbem-11599	41	13	factors	factor	NOUN
fbem-11599	41	14	p	p	NOUN
fbem-11599	41	15	factors	factor	NOUN
fbem-11599	41	16	p	p	NOUN
fbem-11599	41	17	pctchange	pctchange	NOUN
fbem-11599	41	18	0.00	0.00	NUM
fbem-11599	41	19	turnover	turnover	NOUN
fbem-11599	41	20	0.00	0.00	NUM
fbem-11599	41	21	hlimitedays	hlimiteday	NOUN
fbem-11599	41	22	0.11	0.11	NUM
fbem-11599	41	23	llimitedays	llimiteday	NOUN
fbem-11599	41	24	0.60	0.60	NUM
fbem-11599	41	25	pratio	pratio	NOUN
fbem-11599	41	26	0.00	0.00	NUM
fbem-11599	41	27	avgcost	avgcost	ADJ
fbem-11599	41	28	/	/	SYM
fbem-11599	41	29	close	close	ADJ
fbem-11599	41	30	0.00	0.00	NUM
fbem-11599	41	31	lposition	lposition	NOUN
fbem-11599	41	32	0.36	0.36	NUM
fbem-11599	41	33	sposition	sposition	NOUN
fbem-11599	41	34	0.07	0.07	NUM
fbem-11599	41	35	margin	margin	NOUN
fbem-11599	41	36	0.02	0.02	NUM
fbem-11599	41	37	tmrate	tmrate	NOUN
fbem-11599	41	38	0.00	0.00	NUM
fbem-11599	41	39	smrate	smrate	NOUN
fbem-11599	41	40	0.00	0.00	NUM
fbem-11599	41	41	margin_long	margin_long	NOUN
fbem-11599	41	42	0.30	0.30	NUM
fbem-11599	41	43	margin_short	margin_short	PROPN
fbem-11599	41	44	0.50	0.50	NUM
fbem-11599	41	45	net_inflow	net_inflow	NOUN
fbem-11599	41	46	0.00	0.00	NUM
fbem-11599	41	47	ddx	ddx	NOUN
fbem-11599	41	48	0.00	0.00	NUM
fbem-11599	41	49	ddxr	ddxr	NOUN
fbem-11599	41	50	0.00	0.00	NUM
fbem-11599	41	51	position	position	NOUN
fbem-11599	41	52	0.00	0.00	NUM
fbem-11599	41	53	inflow_rate	inflow_rate	NUM
fbem-11599	41	54	0.00	0.00	NUM
fbem-11599	41	55	flowinday	flowinday	NOUN
fbem-11599	41	56	0.00	0.00	NUM
fbem-11599	41	57	flowoutday	flowoutday	NOUN
fbem-11599	41	58	0.00	0.00	NUM
fbem-11599	41	59	trade_shares	trade_share	NOUN
fbem-11599	41	60	0.07	0.07	NUM
fbem-11599	41	61	pe	pe	NOUN
fbem-11599	41	62	0.81	0.81	NUM
fbem-11599	41	63	pb	pb	ADP
fbem-11599	41	64	0.01	0.01	NUM
fbem-11599	41	65	pe_dt	pe_dt	PROPN
fbem-11599	41	66	0.09	0.09	NUM
fbem-11599	41	67	ev	ev	NOUN
fbem-11599	41	68	0.30	0.30	NUM
fbem-11599	41	69	bbi	bbi	VERB
fbem-11599	41	70	0.43	0.43	NUM
fbem-11599	41	71	ddi	ddi	PROPN
fbem-11599	41	72	0.00	0.00	NUM
fbem-11599	41	73	dma	dma	NOUN
fbem-11599	41	74	0.93	0.93	NUM
fbem-11599	41	75	macd	macd	NOUN
fbem-11599	41	76	0.00	0.00	NUM
fbem-11599	41	77	dmi	dmi	PROPN
fbem-11599	41	78	0.00	0.00	NUM
fbem-11599	41	79	mtm	mtm	PROPN
fbem-11599	41	80	0.00	0.00	NUM
fbem-11599	41	81	bias	bias	NOUN
fbem-11599	41	82	0.00	0.00	NUM
fbem-11599	41	83	cci	cci	NOUN
fbem-11599	41	84	0.00	0.00	NUM
fbem-11599	41	85	kdj	kdj	NOUN
fbem-11599	41	86	0.00	0.00	NUM
fbem-11599	41	87	lwr	lwr	PROPN
fbem-11599	41	88	0.00	0.00	NUM
fbem-11599	41	89	roc	roc	PROPN
fbem-11599	41	90	0.00	0.00	NUM
fbem-11599	41	91	rsi	rsi	NOUN
fbem-11599	41	92	0.00	0.00	NUM
fbem-11599	41	93	vrsi	vrsi	ADJ
fbem-11599	41	94	0.04	0.04	NUM
fbem-11599	41	95	brar	brar	NOUN
fbem-11599	41	96	0.00	0.00	NUM
fbem-11599	41	97	cr	cr	PROPN
fbem-11599	41	98	0.03	0.03	NUM
fbem-11599	41	99	psy	psy	NOUN
fbem-11599	41	100	0.00	0.00	NUM
fbem-11599	41	101	wad	wad	NOUN
fbem-11599	41	102	0.90	0.90	NUM
fbem-11599	41	103	mfi	mfi	PROPN
fbem-11599	41	104	0.00	0.00	NUM
fbem-11599	41	105	mfi	mfi	PROPN
fbem-11599	41	106	0.00	0.00	NUM
fbem-11599	41	107	obv	obv	PROPN
fbem-11599	41	108	0.94	0.94	NUM
fbem-11599	41	109	pvt	pvt	PROPN
fbem-11599	41	110	0.58	0.58	NUM
fbem-11599	41	111	wvad	wvad	NOUN
fbem-11599	41	112	0.03	0.03	NUM
fbem-11599	41	113	boll	boll	NOUN
fbem-11599	41	114	0.51	0.51	NUM
fbem-11599	41	115	cdp	cdp	X
fbem-11599	41	116	0.64	0.64	NUM
fbem-11599	41	117	sar	sar	NOUN
fbem-11599	41	118	0.48	0.48	NUM
fbem-11599	41	119	env	env	PROPN
fbem-11599	41	120	0.53	0.53	NUM
fbem-11599	41	121	mike	mike	PROPN
fbem-11599	41	122	0.45	0.45	NUM
fbem-11599	41	123	adtm	adtm	VERB
fbem-11599	41	124	0.00	0.00	NUM
fbem-11599	41	125	dkx	dkx	VERB
fbem-11599	41	126	0.54	0.54	NUM
fbem-11599	41	127	skdj	skdj	NOUN
fbem-11599	41	128	0.00	0.00	NUM
fbem-11599	41	129	market	market	NOUN
fbem-11599	41	130	0.00	0.00	NUM
fbem-11599	41	131	industry	industry	NOUN
fbem-11599	41	132	0.00	0.00	NUM
fbem-11599	41	133	29	29	NUM
fbem-11599	41	134	3.2	3.2	NUM
fbem-11599	41	135	.	.	PUNCT
fbem-11599	42	1	factor	factor	NOUN
fbem-11599	42	2	influence	influence	NOUN
fbem-11599	42	3	assessment	assessment	NOUN
fbem-11599	42	4	and	and	CCONJ
fbem-11599	42	5	filtration	filtration	NOUN
fbem-11599	42	6	3.2.1	3.2.1	NUM
fbem-11599	42	7	.	.	PUNCT
fbem-11599	43	1	granger	granger	PROPN
fbem-11599	43	2	causality	causality	PROPN
fbem-11599	43	3	test	test	NOUN
fbem-11599	43	4	the	the	DET
fbem-11599	43	5	granger	granger	PROPN
fbem-11599	43	6	causality	causality	PROPN
fbem-11599	43	7	test	test	NOUN
fbem-11599	43	8	is	be	AUX
fbem-11599	43	9	a	a	DET
fbem-11599	43	10	hypothesis	hypothesis	NOUN
fbem-11599	43	11	-	-	PUNCT
fbem-11599	43	12	checking	check	VERB
fbem-11599	43	13	statistical	statistical	ADJ
fbem-11599	43	14	method	method	NOUN
fbem-11599	43	15	used	use	VERB
fbem-11599	43	16	to	to	PART
fbem-11599	43	17	test	test	VERB
fbem-11599	43	18	whether	whether	SCONJ
fbem-11599	43	19	one	one	NUM
fbem-11599	43	20	set	set	NOUN
fbem-11599	43	21	of	of	ADP
fbem-11599	43	22	economic	economic	ADJ
fbem-11599	43	23	variables	variable	NOUN
fbem-11599	43	24	x	x	PUNCT
fbem-11599	43	25	is	be	AUX
fbem-11599	43	26	an	an	DET
fbem-11599	43	27	influence	influence	NOUN
fbem-11599	43	28	on	on	ADP
fbem-11599	43	29	another	another	DET
fbem-11599	43	30	set	set	NOUN
fbem-11599	43	31	of	of	ADP
fbem-11599	43	32	economic	economic	ADJ
fbem-11599	43	33	variables	variable	NOUN
fbem-11599	43	34	y.	y.	PROPN
fbem-11599	43	35	in	in	ADP
fbem-11599	43	36	granger	granger	PROPN
fbem-11599	43	37	causality	causality	PROPN
fbem-11599	43	38	test	test	NOUN
fbem-11599	43	39	,	,	PUNCT
fbem-11599	43	40	at	at	ADP
fbem-11599	43	41	95	95	NUM
fbem-11599	43	42	%	%	NOUN
fbem-11599	43	43	confidence	confidence	NOUN
fbem-11599	43	44	interval	interval	NOUN
fbem-11599	43	45	,	,	PUNCT
fbem-11599	43	46	34	34	NUM
fbem-11599	43	47	explanatory	explanatory	ADJ
fbem-11599	43	48	variables	variable	NOUN
fbem-11599	43	49	out	out	ADP
fbem-11599	43	50	of	of	ADP
fbem-11599	43	51	the	the	DET
fbem-11599	43	52	original	original	ADJ
fbem-11599	43	53	57	57	NUM
fbem-11599	43	54	factors	factor	NOUN
fbem-11599	43	55	have	have	VERB
fbem-11599	43	56	granger	granger	NOUN
fbem-11599	43	57	causality	causality	NOUN
fbem-11599	43	58	with	with	ADP
fbem-11599	43	59	stock	stock	NOUN
fbem-11599	43	60	rise	rise	NOUN
fbem-11599	43	61	and	and	CCONJ
fbem-11599	43	62	fall	fall	NOUN
fbem-11599	43	63	(	(	PUNCT
fbem-11599	43	64	pvalue	pvalue	NOUN
fbem-11599	43	65	<	<	NOUN
fbem-11599	43	66	0.05	0.05	NUM
fbem-11599	43	67	)	)	PUNCT
fbem-11599	43	68	.	.	PUNCT
fbem-11599	44	1	3.2.2	3.2.2	X
fbem-11599	44	2	.	.	PUNCT
fbem-11599	44	3	principal	principal	ADJ
fbem-11599	44	4	component	component	NOUN
fbem-11599	44	5	analysis	analysis	NOUN
fbem-11599	44	6	(	(	PUNCT
fbem-11599	44	7	pca	pca	PROPN
fbem-11599	44	8	)	)	PUNCT
fbem-11599	44	9	the	the	DET
fbem-11599	44	10	cumulative	cumulative	ADJ
fbem-11599	44	11	contribution	contribution	NOUN
fbem-11599	44	12	of	of	ADP
fbem-11599	44	13	the	the	DET
fbem-11599	44	14	factors	factor	NOUN
fbem-11599	44	15	in	in	ADP
fbem-11599	44	16	the	the	DET
fbem-11599	44	17	pca	pca	NOUN
fbem-11599	44	18	test	test	NOUN
fbem-11599	44	19	can	can	AUX
fbem-11599	44	20	also	also	ADV
fbem-11599	44	21	be	be	AUX
fbem-11599	44	22	used	use	VERB
fbem-11599	44	23	as	as	ADP
fbem-11599	44	24	one	one	NUM
fbem-11599	44	25	of	of	ADP
fbem-11599	44	26	the	the	DET
fbem-11599	44	27	indicators	indicator	NOUN
fbem-11599	44	28	for	for	ADP
fbem-11599	44	29	selecting	select	VERB
fbem-11599	44	30	the	the	DET
fbem-11599	44	31	required	require	VERB
fbem-11599	44	32	factors	factor	NOUN
fbem-11599	44	33	,	,	PUNCT
fbem-11599	44	34	and	and	CCONJ
fbem-11599	44	35	we	we	PRON
fbem-11599	44	36	tend	tend	VERB
fbem-11599	44	37	to	to	PART
fbem-11599	44	38	select	select	VERB
fbem-11599	44	39	the	the	DET
fbem-11599	44	40	top	top	ADJ
fbem-11599	44	41	85%-95	85%-95	NUM
fbem-11599	44	42	%	%	NOUN
fbem-11599	44	43	of	of	ADP
fbem-11599	44	44	the	the	DET
fbem-11599	44	45	cumulative	cumulative	ADJ
fbem-11599	44	46	contribution	contribution	NOUN
fbem-11599	44	47	for	for	ADP
fbem-11599	44	48	use	use	NOUN
fbem-11599	44	49	in	in	ADP
fbem-11599	44	50	subsequent	subsequent	ADJ
fbem-11599	44	51	models	model	NOUN
fbem-11599	44	52	.	.	PUNCT
fbem-11599	45	1	table	table	NOUN
fbem-11599	45	2	2	2	NUM
fbem-11599	45	3	.	.	PUNCT
fbem-11599	45	4	factor	factor	NOUN
fbem-11599	45	5	contribution	contribution	NOUN
fbem-11599	45	6	calculated	calculate	VERB
fbem-11599	45	7	by	by	ADP
fbem-11599	45	8	principal	principal	ADJ
fbem-11599	45	9	component	component	NOUN
fbem-11599	45	10	analysis	analysis	NOUN
fbem-11599	45	11	factor	factor	NOUN
fbem-11599	45	12	factor	factor	NOUN
fbem-11599	45	13	contribution	contribution	NOUN
fbem-11599	45	14	cumulative	cumulative	ADJ
fbem-11599	45	15	contribution	contribution	NOUN
fbem-11599	45	16	factor	factor	NOUN
fbem-11599	45	17	factor	factor	NOUN
fbem-11599	45	18	contribution	contribution	NOUN
fbem-11599	45	19	cumulative	cumulative	ADJ
fbem-11599	45	20	contribution	contribution	NOUN
fbem-11599	45	21	pctchange	pctchange	NOUN
fbem-11599	45	22	0.2146	0.2146	NUM
fbem-11599	45	23	0.2146	0.2146	NUM
fbem-11599	45	24	dmi	dmi	PROPN
fbem-11599	45	25	0.0077	0.0077	PROPN
fbem-11599	45	26	0.9414	0.9414	NUM
fbem-11599	45	27	turnover	turnover	NOUN
fbem-11599	45	28	0.1692	0.1692	NUM
fbem-11599	45	29	0.3837	0.3837	NUM
fbem-11599	45	30	mtm	mtm	PROPN
fbem-11599	45	31	0.0076	0.0076	NUM
fbem-11599	45	32	0.9490	0.9490	NUM
fbem-11599	45	33	hlimitedays	hlimiteday	NOUN
fbem-11599	45	34	0.0652	0.0652	NUM
fbem-11599	45	35	0.4489	0.4489	NUM
fbem-11599	45	36	bias	bias	NOUN
fbem-11599	45	37	0.0074	0.0074	NUM
fbem-11599	45	38	0.9574	0.9574	NUM
fbem-11599	45	39	llimitedays	llimiteday	NOUN
fbem-11599	45	40	0.0421	0.0421	NUM
fbem-11599	45	41	0.4911	0.4911	NUM
fbem-11599	45	42	cci	cci	NOUN
fbem-11599	45	43	0.0064	0.0064	NUM
fbem-11599	45	44	0.9628	0.9628	NUM
fbem-11599	45	45	pratio	pratio	NOUN
fbem-11599	45	46	0.0384	0.0384	NUM
fbem-11599	45	47	0.5294	0.5294	NUM
fbem-11599	45	48	kdj	kdj	NOUN
fbem-11599	45	49	0.0058	0.0058	NUM
fbem-11599	45	50	0.9686	0.9686	NUM
fbem-11599	45	51	avgcost	avgcost	ADJ
fbem-11599	45	52	/	/	SYM
fbem-11599	45	53	clos	clo	NOUN
fbem-11599	45	54	e	e	NOUN
fbem-11599	45	55	0.0357	0.0357	NUM
fbem-11599	45	56	0.5751	0.5751	NUM
fbem-11599	45	57	lwr	lwr	PROPN
fbem-11599	45	58	0.0048	0.0048	NUM
fbem-11599	45	59	0.9733	0.9733	NUM
fbem-11599	45	60	lposition	lposition	NOUN
fbem-11599	45	61	0.0305	0.0305	NUM
fbem-11599	45	62	0.5957	0.5957	NUM
fbem-11599	45	63	roc	roc	PROPN
fbem-11599	45	64	0.0045	0.0045	NUM
fbem-11599	45	65	0.9779	0.9779	NUM
fbem-11599	45	66	sposition	sposition	NOUN
fbem-11599	45	67	0.0295	0.0295	NUM
fbem-11599	45	68	0.6252	0.6252	NUM
fbem-11599	45	69	rsi	rsi	NOUN
fbem-11599	45	70	0.0031	0.0031	NUM
fbem-11599	45	71	0.9809	0.9809	NUM
fbem-11599	45	72	margin	margin	NOUN
fbem-11599	45	73	0.0251	0.0251	NUM
fbem-11599	45	74	0.6503	0.6503	NUM
fbem-11599	45	75	vrsi	vrsi	ADJ
fbem-11599	45	76	0.0030	0.0030	NUM
fbem-11599	45	77	0.9839	0.9839	NUM
fbem-11599	45	78	tmrate	tmrate	NOUN
fbem-11599	45	79	0.0221	0.0221	NUM
fbem-11599	45	80	0.6724	0.6724	NUM
fbem-11599	45	81	brar	brar	NOUN
fbem-11599	45	82	0.0028	0.0028	NUM
fbem-11599	45	83	0.9868	0.9868	NUM
fbem-11599	45	84	smrate	smrate	VERB
fbem-11599	45	85	0.0193	0.0193	NUM
fbem-11599	45	86	0.6917	0.6917	NUM
fbem-11599	45	87	cr	cr	ADP
fbem-11599	45	88	0.0026	0.0026	NUM
fbem-11599	45	89	0.9893	0.9893	NUM
fbem-11599	45	90	margin_long	margin_long	NOUN
fbem-11599	45	91	0.0181	0.0181	NUM
fbem-11599	45	92	0.7099	0.7099	NUM
fbem-11599	45	93	psy	psy	PROPN
fbem-11599	45	94	0.0023	0.0023	NUM
fbem-11599	45	95	0.9917	0.9917	NUM
fbem-11599	45	96	margin_short	margin_short	PROPN
fbem-11599	45	97	0.0176	0.0176	NUM
fbem-11599	45	98	0.7274	0.7274	NUM
fbem-11599	45	99	wad	wad	NOUN
fbem-11599	45	100	0.0020	0.0020	NUM
fbem-11599	45	101	0.9937	0.9937	NUM
fbem-11599	45	102	net_inflow	net_inflow	NOUN
fbem-11599	45	103	0.0171	0.0171	NUM
fbem-11599	45	104	0.7446	0.7446	NUM
fbem-11599	45	105	vr	vr	NOUN
fbem-11599	45	106	0.0014	0.0014	NUM
fbem-11599	45	107	0.9951	0.9951	NUM
fbem-11599	45	108	ddx	ddx	NOUN
fbem-11599	45	109	0.0169	0.0169	NUM
fbem-11599	45	110	0.7615	0.7615	NUM
fbem-11599	45	111	mfi	mfi	PROPN
fbem-11599	45	112	0.0012	0.0012	NUM
fbem-11599	45	113	0.9963	0.9963	NUM
fbem-11599	45	114	ddxr	ddxr	NOUN
fbem-11599	45	115	0.0167	0.0167	NUM
fbem-11599	45	116	0.7782	0.7782	NUM
fbem-11599	45	117	obv	obv	PROPN
fbem-11599	45	118	0.0010	0.0010	NUM
fbem-11599	45	119	0.9973	0.9973	NUM
fbem-11599	45	120	position	position	NOUN
fbem-11599	45	121	0.0161	0.0161	NUM
fbem-11599	45	122	0.7943	0.7943	NUM
fbem-11599	45	123	pvt	pvt	PROPN
fbem-11599	45	124	0.0008	0.0008	NUM
fbem-11599	45	125	0.9981	0.9981	NUM
fbem-11599	45	126	trade_shares	trade_share	NOUN
fbem-11599	45	127	0.0158	0.0158	NUM
fbem-11599	45	128	0.8101	0.8101	NUM
fbem-11599	45	129	wvad	wvad	NOUN
fbem-11599	45	130	0.0007	0.0007	NUM
fbem-11599	45	131	0.9988	0.9988	NUM
fbem-11599	45	132	inflow_rate	inflow_rate	PROPN
fbem-11599	45	133	0.0155	0.0155	NUM
fbem-11599	45	134	0.8257	0.8257	NUM
fbem-11599	45	135	boll	boll	NOUN
fbem-11599	45	136	0.0005	0.0005	NUM
fbem-11599	45	137	0.9993	0.9993	NUM
fbem-11599	45	138	flowinday	flowinday	NOUN
fbem-11599	45	139	0.0144	0.0144	NUM
fbem-11599	45	140	0.8400	0.8400	NUM
fbem-11599	45	141	cdp	cdp	VERB
fbem-11599	45	142	0.0005	0.0005	NUM
fbem-11599	45	143	0.9997	0.9997	NUM
fbem-11599	45	144	flowoutday	flowoutday	NOUN
fbem-11599	45	145	0.0137	0.0137	NUM
fbem-11599	45	146	0.8536	0.8536	NUM
fbem-11599	45	147	sar	sar	NOUN
fbem-11599	45	148	0.0002	0.0002	NUM
fbem-11599	45	149	0.9999	0.9999	NUM
fbem-11599	45	150	pe	pe	DET
fbem-11599	45	151	0.0130	0.0130	NUM
fbem-11599	45	152	0.8666	0.8666	NUM
fbem-11599	45	153	env	env	NOUN
fbem-11599	45	154	0.0000	0.0000	NUM
fbem-11599	45	155	0.9999	0.9999	NUM
fbem-11599	45	156	pb	pb	ADP
fbem-11599	45	157	0.0116	0.0116	NUM
fbem-11599	45	158	0.8782	0.8782	NUM
fbem-11599	45	159	mike	mike	PROPN
fbem-11599	45	160	0.0000	0.0000	NUM
fbem-11599	45	161	1.0000	1.0000	NUM
fbem-11599	45	162	pe_dt	pe_dt	ADP
fbem-11599	45	163	0.0109	0.0109	NUM
fbem-11599	45	164	0.8891	0.8891	NUM
fbem-11599	45	165	adtm	adtm	VERB
fbem-11599	45	166	0.0000	0.0000	NUM
fbem-11599	45	167	1.0000	1.0000	NUM
fbem-11599	45	168	ev	ev	ADP
fbem-11599	45	169	0.0102	0.0102	NUM
fbem-11599	45	170	0.8993	0.8993	NUM
fbem-11599	45	171	dkx	dkx	VERB
fbem-11599	45	172	0.0000	0.0000	NUM
fbem-11599	45	173	1.0000	1.0000	NUM
fbem-11599	45	174	bbi	bbi	VERB
fbem-11599	45	175	0.0094	0.0094	NUM
fbem-11599	45	176	0.9088	0.9088	NUM
fbem-11599	45	177	skdj	skdj	NOUN
fbem-11599	45	178	0.0000	0.0000	NUM
fbem-11599	45	179	1.0000	1.0000	NUM
fbem-11599	45	180	ddi	ddi	PROPN
fbem-11599	45	181	0.0090	0.0090	NUM
fbem-11599	45	182	0.9177	0.9177	NUM
fbem-11599	45	183	market	market	NOUN
fbem-11599	45	184	0.0000	0.0000	NUM
fbem-11599	45	185	1.0000	1.0000	NUM
fbem-11599	45	186	dma	dma	PROPN
fbem-11599	45	187	0.0081	0.0081	NUM
fbem-11599	45	188	0.9258	0.9258	NUM
fbem-11599	45	189	industr	industr	NOUN
fbem-11599	45	190	y	y	PROPN
fbem-11599	45	191	0.0000	0.0000	NUM
fbem-11599	45	192	1.0000	1.0000	NUM
fbem-11599	45	193	macd	macd	NOUN
fbem-11599	45	194	0.0079	0.0079	NUM
fbem-11599	45	195	0.9337	0.9337	NUM
fbem-11599	45	196	according	accord	VERB
fbem-11599	45	197	to	to	ADP
fbem-11599	45	198	pca	pca	PROPN
fbem-11599	45	199	result	result	NOUN
fbem-11599	45	200	,	,	PUNCT
fbem-11599	45	201	we	we	PRON
fbem-11599	45	202	removed	remove	VERB
fbem-11599	45	203	redundant	redundant	ADJ
fbem-11599	45	204	factors	factor	NOUN
fbem-11599	45	205	with	with	ADP
fbem-11599	45	206	a	a	DET
fbem-11599	45	207	cumulative	cumulative	ADJ
fbem-11599	45	208	contribution	contribution	NOUN
fbem-11599	45	209	of	of	ADP
fbem-11599	45	210	90	90	NUM
fbem-11599	45	211	%	%	NOUN
fbem-11599	45	212	and	and	CCONJ
fbem-11599	45	213	retained	retain	VERB
fbem-11599	45	214	remained	remain	VERB
fbem-11599	45	215	24	24	NUM
fbem-11599	45	216	factors	factor	NOUN
fbem-11599	45	217	.	.	PUNCT
fbem-11599	46	1	the	the	DET
fbem-11599	46	2	graph	graph	NOUN
fbem-11599	46	3	below	below	ADV
fbem-11599	46	4	shows	show	VERB
fbem-11599	46	5	the	the	DET
fbem-11599	46	6	thermal	thermal	ADJ
fbem-11599	46	7	relationship	relationship	NOUN
fbem-11599	46	8	between	between	ADP
fbem-11599	46	9	the	the	DET
fbem-11599	46	10	24	24	NUM
fbem-11599	46	11	principal	principal	ADJ
fbem-11599	46	12	components	component	NOUN
fbem-11599	46	13	(	(	PUNCT
fbem-11599	46	14	from	from	ADP
fbem-11599	46	15	left	leave	VERB
fbem-11599	46	16	to	to	ADP
fbem-11599	46	17	right	right	NOUN
fbem-11599	46	18	,	,	PUNCT
fbem-11599	46	19	the	the	DET
fbem-11599	46	20	0th	0th	NOUN
fbem-11599	46	21	to	to	ADP
fbem-11599	46	22	9th	9th	ADJ
fbem-11599	46	23	principal	principal	ADJ
fbem-11599	46	24	component	component	NOUN
fbem-11599	46	25	respectively	respectively	ADV
fbem-11599	46	26	)	)	PUNCT
fbem-11599	46	27	and	and	CCONJ
fbem-11599	46	28	the	the	DET
fbem-11599	46	29	57	57	NUM
fbem-11599	46	30	factors	factor	NOUN
fbem-11599	46	31	(	(	PUNCT
fbem-11599	46	32	from	from	ADP
fbem-11599	46	33	top	top	NOUN
fbem-11599	46	34	to	to	ADP
fbem-11599	46	35	bottom	bottom	NOUN
fbem-11599	46	36	,	,	PUNCT
fbem-11599	46	37	the	the	DET
fbem-11599	46	38	0th	0th	NOUN
fbem-11599	46	39	to	to	ADP
fbem-11599	46	40	56th	56th	ADJ
fbem-11599	46	41	factors	factor	NOUN
fbem-11599	46	42	respectively	respectively	ADV
fbem-11599	46	43	)	)	PUNCT
fbem-11599	46	44	derived	derive	VERB
fbem-11599	46	45	from	from	ADP
fbem-11599	46	46	the	the	DET
fbem-11599	46	47	principal	principal	ADJ
fbem-11599	46	48	component	component	NOUN
fbem-11599	46	49	analysis	analysis	NOUN
fbem-11599	46	50	,	,	PUNCT
fbem-11599	46	51	where	where	SCONJ
fbem-11599	46	52	blue	blue	NOUN
fbem-11599	46	53	represents	represent	VERB
fbem-11599	46	54	negative	negative	ADJ
fbem-11599	46	55	correlation	correlation	NOUN
fbem-11599	46	56	(	(	PUNCT
fbem-11599	46	57	correlation	correlation	NOUN
fbem-11599	46	58	coefficient	coefficient	NOUN
fbem-11599	46	59	of	of	ADP
fbem-11599	46	60	0	0	NUM
fbem-11599	46	61	to	to	PART
fbem-11599	46	62	-1	-1	PUNCT
fbem-11599	46	63	)	)	PUNCT
fbem-11599	46	64	and	and	CCONJ
fbem-11599	46	65	purple	purple	NOUN
fbem-11599	46	66	represents	represent	VERB
fbem-11599	46	67	positive	positive	ADJ
fbem-11599	46	68	correlation	correlation	NOUN
fbem-11599	46	69	(	(	PUNCT
fbem-11599	46	70	correlation	correlation	NOUN
fbem-11599	46	71	coefficient	coefficient	NOUN
fbem-11599	46	72	of	of	ADP
fbem-11599	46	73	0	0	NUM
fbem-11599	46	74	to	to	PART
fbem-11599	46	75	1	1	NUM
fbem-11599	46	76	)	)	PUNCT
fbem-11599	46	77	;	;	PUNCT
fbem-11599	46	78	the	the	DET
fbem-11599	46	79	values	value	NOUN
fbem-11599	46	80	marked	mark	VERB
fbem-11599	46	81	on	on	ADP
fbem-11599	46	82	blocks	block	NOUN
fbem-11599	46	83	are	be	AUX
fbem-11599	46	84	the	the	DET
fbem-11599	46	85	contribution	contribution	NOUN
fbem-11599	46	86	of	of	ADP
fbem-11599	46	87	the	the	DET
fbem-11599	46	88	factors	factor	NOUN
fbem-11599	46	89	to	to	ADP
fbem-11599	46	90	the	the	DET
fbem-11599	46	91	principal	principal	ADJ
fbem-11599	46	92	components	component	NOUN
fbem-11599	46	93	.	.	PUNCT
fbem-11599	47	1	3.2.3	3.2.3	X
fbem-11599	47	2	.	.	X
fbem-11599	47	3	factor	factor	NOUN
fbem-11599	47	4	importance	importance	NOUN
fbem-11599	47	5	test	test	NOUN
fbem-11599	47	6	using	use	VERB
fbem-11599	47	7	random	random	ADJ
fbem-11599	47	8	forest	forest	NOUN
fbem-11599	47	9	model	model	NOUN
fbem-11599	47	10	random	random	ADJ
fbem-11599	47	11	forest	forest	NOUN
fbem-11599	47	12	is	be	AUX
fbem-11599	47	13	an	an	DET
fbem-11599	47	14	integrated	integrate	VERB
fbem-11599	47	15	learning	learning	NOUN
fbem-11599	47	16	algorithm	algorithm	NOUN
fbem-11599	47	17	using	use	VERB
fbem-11599	47	18	decision	decision	NOUN
fbem-11599	47	19	trees	tree	NOUN
fbem-11599	47	20	as	as	ADP
fbem-11599	47	21	the	the	DET
fbem-11599	47	22	base	base	NOUN
fbem-11599	47	23	learner	learner	NOUN
fbem-11599	47	24	.	.	PUNCT
fbem-11599	48	1	the	the	DET
fbem-11599	48	2	model	model	NOUN
fbem-11599	48	3	,	,	PUNCT
fbem-11599	48	4	after	after	ADP
fbem-11599	48	5	training	training	NOUN
fbem-11599	48	6	,	,	PUNCT
fbem-11599	48	7	gives	give	VERB
fbem-11599	48	8	a	a	DET
fbem-11599	48	9	measure	measure	NOUN
fbem-11599	48	10	of	of	ADP
fbem-11599	48	11	importance	importance	NOUN
fbem-11599	48	12	for	for	ADP
fbem-11599	48	13	each	each	DET
fbem-11599	48	14	feature	feature	NOUN
fbem-11599	48	15	and	and	CCONJ
fbem-11599	48	16	features	feature	VERB
fbem-11599	48	17	with	with	ADP
fbem-11599	48	18	larger	large	ADJ
fbem-11599	48	19	values	value	NOUN
fbem-11599	48	20	being	be	AUX
fbem-11599	48	21	more	more	ADV
fbem-11599	48	22	important	important	ADJ
fbem-11599	48	23	for	for	ADP
fbem-11599	48	24	prediction	prediction	NOUN
fbem-11599	48	25	accuracy	accuracy	NOUN
fbem-11599	48	26	.	.	PUNCT
fbem-11599	49	1	noting	note	VERB
fbem-11599	49	2	that	that	SCONJ
fbem-11599	49	3	the	the	DET
fbem-11599	49	4	decision	decision	NOUN
fbem-11599	49	5	tree	tree	NOUN
fbem-11599	49	6	algorithm	algorithm	NOUN
fbem-11599	49	7	is	be	AUX
fbem-11599	49	8	essentially	essentially	ADV
fbem-11599	49	9	a	a	DET
fbem-11599	49	10	nonlinear	nonlinear	ADJ
fbem-11599	49	11	operation	operation	NOUN
fbem-11599	49	12	,	,	PUNCT
fbem-11599	49	13	the	the	DET
fbem-11599	49	14	evaluation	evaluation	NOUN
fbem-11599	49	15	of	of	ADP
fbem-11599	49	16	factor	factor	NOUN
fbem-11599	49	17	contributions	contribution	NOUN
fbem-11599	49	18	using	use	VERB
fbem-11599	49	19	the	the	DET
fbem-11599	49	20	random	random	ADJ
fbem-11599	49	21	forest	forest	NOUN
fbem-11599	49	22	model	model	NOUN
fbem-11599	49	23	allows	allow	VERB
fbem-11599	49	24	to	to	PART
fbem-11599	49	25	filter	filter	VERB
fbem-11599	49	26	factors	factor	NOUN
fbem-11599	49	27	in	in	ADP
fbem-11599	49	28	nonlinearly	nonlinearly	ADV
fbem-11599	49	29	approach	approach	NOUN
fbem-11599	49	30	.	.	PUNCT
fbem-11599	50	1	in	in	ADP
fbem-11599	50	2	this	this	DET
fbem-11599	50	3	filtration	filtration	NOUN
fbem-11599	50	4	,	,	PUNCT
fbem-11599	50	5	we	we	PRON
fbem-11599	50	6	select	select	VERB
fbem-11599	50	7	the	the	DET
fbem-11599	50	8	top	top	ADJ
fbem-11599	50	9	90	90	NUM
fbem-11599	50	10	%	%	NOUN
fbem-11599	50	11	of	of	ADP
fbem-11599	50	12	the	the	DET
fbem-11599	50	13	cumulative	cumulative	ADJ
fbem-11599	50	14	importance	importance	NOUN
fbem-11599	50	15	of	of	ADP
fbem-11599	50	16	factors	factor	NOUN
fbem-11599	50	17	in	in	ADP
fbem-11599	50	18	reverse	reverse	ADJ
fbem-11599	50	19	order	order	NOUN
fbem-11599	50	20	of	of	ADP
fbem-11599	50	21	importance	importance	NOUN
fbem-11599	50	22	.	.	PUNCT
fbem-11599	51	1	3.3	3.3	NUM
fbem-11599	51	2	.	.	PUNCT
fbem-11599	52	1	bp	bp	PROPN
fbem-11599	52	2	neural	neural	PROPN
fbem-11599	52	3	network	network	PROPN
fbem-11599	52	4	model	model	NOUN
fbem-11599	52	5	3.3.1	3.3.1	PROPN
fbem-11599	52	6	.	.	PUNCT
fbem-11599	52	7	bp	bp	PROPN
fbem-11599	52	8	network	network	PROPN
fbem-11599	52	9	structure	structure	NOUN
fbem-11599	52	10	determination	determination	NOUN
fbem-11599	52	11	after	after	ADP
fbem-11599	52	12	the	the	DET
fbem-11599	52	13	grid	grid	NOUN
fbem-11599	52	14	search	search	NOUN
fbem-11599	52	15	method	method	NOUN
fbem-11599	52	16	to	to	PART
fbem-11599	52	17	optimize	optimize	VERB
fbem-11599	52	18	the	the	DET
fbem-11599	52	19	parameters	parameter	NOUN
fbem-11599	52	20	,	,	PUNCT
fbem-11599	52	21	our	our	PRON
fbem-11599	52	22	research	research	NOUN
fbem-11599	52	23	finally	finally	ADV
fbem-11599	52	24	set	set	VERB
fbem-11599	52	25	a	a	DET
fbem-11599	52	26	total	total	NOUN
fbem-11599	52	27	of	of	ADP
fbem-11599	52	28	5	5	NUM
fbem-11599	52	29	hidden	hidden	ADJ
fbem-11599	52	30	layers	layer	NOUN
fbem-11599	52	31	.	.	PUNCT
fbem-11599	53	1	considering	consider	VERB
fbem-11599	53	2	the	the	DET
fbem-11599	53	3	large	large	ADJ
fbem-11599	53	4	amount	amount	NOUN
fbem-11599	53	5	of	of	ADP
fbem-11599	53	6	data	datum	NOUN
fbem-11599	53	7	in	in	ADP
fbem-11599	53	8	the	the	DET
fbem-11599	53	9	training	training	NOUN
fbem-11599	53	10	set	set	NOUN
fbem-11599	53	11	,	,	PUNCT
fbem-11599	53	12	random	random	ADJ
fbem-11599	53	13	gradient	gradient	ADJ
fbem-11599	53	14	descent	descent	NOUN
fbem-11599	53	15	(	(	PUNCT
fbem-11599	53	16	rgd	rgd	PROPN
fbem-11599	53	17	)	)	PUNCT
fbem-11599	53	18	was	be	AUX
fbem-11599	53	19	chosen	choose	VERB
fbem-11599	53	20	as	as	ADP
fbem-11599	53	21	the	the	DET
fbem-11599	53	22	algorithm	algorithm	NOUN
fbem-11599	53	23	used	use	VERB
fbem-11599	53	24	in	in	ADP
fbem-11599	53	25	back	back	ADJ
fbem-11599	53	26	propagation	propagation	NOUN
fbem-11599	53	27	to	to	PART
fbem-11599	53	28	improve	improve	VERB
fbem-11599	53	29	the	the	DET
fbem-11599	53	30	training	training	NOUN
fbem-11599	53	31	efficiency	efficiency	NOUN
fbem-11599	53	32	of	of	ADP
fbem-11599	53	33	the	the	DET
fbem-11599	53	34	model	model	NOUN
fbem-11599	53	35	,	,	PUNCT
fbem-11599	53	36	and	and	CCONJ
fbem-11599	53	37	to	to	PART
fbem-11599	53	38	compare	compare	VERB
fbem-11599	53	39	the	the	DET
fbem-11599	53	40	advantages	advantage	NOUN
fbem-11599	53	41	of	of	ADP
fbem-11599	53	42	bp	bp	PROPN
fbem-11599	53	43	neural	neural	ADJ
fbem-11599	53	44	network	network	NOUN
fbem-11599	53	45	compared	compare	VERB
fbem-11599	53	46	to	to	ADP
fbem-11599	53	47	simple	simple	ADJ
fbem-11599	53	48	neural	neural	ADJ
fbem-11599	53	49	network	network	NOUN
fbem-11599	53	50	classification	classification	NOUN
fbem-11599	53	51	,	,	PUNCT
fbem-11599	53	52	a	a	DET
fbem-11599	53	53	logistic	logistic	ADJ
fbem-11599	53	54	regression	regression	NOUN
fbem-11599	53	55	function	function	NOUN
fbem-11599	53	56	was	be	AUX
fbem-11599	53	57	used	use	VERB
fbem-11599	53	58	as	as	ADP
fbem-11599	53	59	the	the	DET
fbem-11599	53	60	activation	activation	NOUN
fbem-11599	53	61	function	function	NOUN
fbem-11599	53	62	.	.	PUNCT
fbem-11599	54	1	the	the	DET
fbem-11599	54	2	learning	learning	NOUN
fbem-11599	54	3	rate	rate	NOUN
fbem-11599	54	4	was	be	AUX
fbem-11599	54	5	set	set	VERB
fbem-11599	54	6	to	to	ADP
fbem-11599	54	7	0.001	0.001	NUM
fbem-11599	54	8	.	.	PUNCT
fbem-11599	54	9	30	30	NUM
fbem-11599	54	10	3.3.2	3.3.2	NUM
fbem-11599	54	11	.	.	PUNCT
fbem-11599	55	1	implicit	implicit	ADJ
fbem-11599	55	2	layer	layer	NOUN
fbem-11599	55	3	node	node	ADJ
fbem-11599	55	4	determination	determination	NOUN
fbem-11599	55	5	there	there	PRON
fbem-11599	55	6	is	be	VERB
fbem-11599	55	7	a	a	DET
fbem-11599	55	8	strong	strong	ADJ
fbem-11599	55	9	correlation	correlation	NOUN
fbem-11599	55	10	between	between	ADP
fbem-11599	55	11	the	the	DET
fbem-11599	55	12	number	number	NOUN
fbem-11599	55	13	of	of	ADP
fbem-11599	55	14	nodes	node	NOUN
fbem-11599	55	15	in	in	ADP
fbem-11599	55	16	the	the	DET
fbem-11599	55	17	hidden	hide	VERB
fbem-11599	55	18	layer	layer	NOUN
fbem-11599	55	19	of	of	ADP
fbem-11599	55	20	a	a	DET
fbem-11599	55	21	bp	bp	PROPN
fbem-11599	55	22	network	network	NOUN
fbem-11599	55	23	and	and	CCONJ
fbem-11599	55	24	the	the	DET
fbem-11599	55	25	prediction	prediction	NOUN
fbem-11599	55	26	accuracy	accuracy	NOUN
fbem-11599	55	27	of	of	ADP
fbem-11599	55	28	the	the	DET
fbem-11599	55	29	bp	bp	PROPN
fbem-11599	55	30	network	network	NOUN
fbem-11599	55	31	.	.	PUNCT
fbem-11599	56	1	if	if	SCONJ
fbem-11599	56	2	the	the	DET
fbem-11599	56	3	number	number	NOUN
fbem-11599	56	4	of	of	ADP
fbem-11599	56	5	nodes	node	NOUN
fbem-11599	56	6	is	be	AUX
fbem-11599	56	7	small	small	ADJ
fbem-11599	56	8	,	,	PUNCT
fbem-11599	56	9	the	the	DET
fbem-11599	56	10	training	training	NOUN
fbem-11599	56	11	ability	ability	NOUN
fbem-11599	56	12	of	of	ADP
fbem-11599	56	13	the	the	DET
fbem-11599	56	14	neural	neural	ADJ
fbem-11599	56	15	network	network	NOUN
fbem-11599	56	16	is	be	AUX
fbem-11599	56	17	weak	weak	ADJ
fbem-11599	56	18	and	and	CCONJ
fbem-11599	56	19	it	it	PRON
fbem-11599	56	20	can	can	AUX
fbem-11599	56	21	not	not	PART
fbem-11599	56	22	make	make	VERB
fbem-11599	56	23	accurate	accurate	ADJ
fbem-11599	56	24	predictions	prediction	NOUN
fbem-11599	56	25	with	with	ADP
fbem-11599	56	26	the	the	DET
fbem-11599	56	27	required	require	VERB
fbem-11599	56	28	accuracy	accuracy	NOUN
fbem-11599	56	29	;	;	PUNCT
fbem-11599	56	30	conversely	conversely	ADV
fbem-11599	56	31	,	,	PUNCT
fbem-11599	56	32	if	if	SCONJ
fbem-11599	56	33	the	the	DET
fbem-11599	56	34	number	number	NOUN
fbem-11599	56	35	of	of	ADP
fbem-11599	56	36	nodes	node	NOUN
fbem-11599	56	37	is	be	AUX
fbem-11599	56	38	too	too	ADV
fbem-11599	56	39	large	large	ADJ
fbem-11599	56	40	,	,	PUNCT
fbem-11599	56	41	the	the	DET
fbem-11599	56	42	training	training	NOUN
fbem-11599	56	43	time	time	NOUN
fbem-11599	56	44	of	of	ADP
fbem-11599	56	45	the	the	DET
fbem-11599	56	46	neural	neural	ADJ
fbem-11599	56	47	network	network	NOUN
fbem-11599	56	48	is	be	AUX
fbem-11599	56	49	too	too	ADV
fbem-11599	56	50	long	long	ADJ
fbem-11599	56	51	and	and	CCONJ
fbem-11599	56	52	overfitting	overfitting	NOUN
fbem-11599	56	53	may	may	AUX
fbem-11599	56	54	occur	occur	VERB
fbem-11599	56	55	.	.	PUNCT
fbem-11599	57	1	after	after	ADP
fbem-11599	57	2	a	a	DET
fbem-11599	57	3	grid	grid	NOUN
fbem-11599	57	4	search	search	NOUN
fbem-11599	57	5	,	,	PUNCT
fbem-11599	57	6	the	the	DET
fbem-11599	57	7	final	final	ADJ
fbem-11599	57	8	number	number	NOUN
fbem-11599	57	9	of	of	ADP
fbem-11599	57	10	nodes	node	NOUN
fbem-11599	57	11	per	per	ADP
fbem-11599	57	12	layer	layer	NOUN
fbem-11599	57	13	of	of	ADP
fbem-11599	57	14	the	the	DET
fbem-11599	57	15	hidden	hide	VERB
fbem-11599	57	16	layer	layer	NOUN
fbem-11599	57	17	is	be	AUX
fbem-11599	57	18	determined	determine	VERB
fbem-11599	57	19	to	to	PART
fbem-11599	57	20	be	be	AUX
fbem-11599	57	21	5	5	NUM
fbem-11599	57	22	,	,	PUNCT
fbem-11599	57	23	15	15	NUM
fbem-11599	57	24	,	,	PUNCT
fbem-11599	57	25	10	10	NUM
fbem-11599	57	26	,	,	PUNCT
fbem-11599	57	27	5	5	NUM
fbem-11599	57	28	and	and	CCONJ
fbem-11599	57	29	10	10	NUM
fbem-11599	57	30	in	in	ADP
fbem-11599	57	31	order	order	NOUN
fbem-11599	57	32	.	.	PUNCT
fbem-11599	58	1	3.4	3.4	NUM
fbem-11599	58	2	.	.	PUNCT
fbem-11599	58	3	results	result	VERB
fbem-11599	58	4	analysis	analysis	NOUN
fbem-11599	58	5	then	then	ADV
fbem-11599	58	6	we	we	PRON
fbem-11599	58	7	use	use	VERB
fbem-11599	58	8	bp	bp	PROPN
fbem-11599	58	9	-	-	PUNCT
fbem-11599	58	10	neural	neural	ADJ
fbem-11599	58	11	network	network	NOUN
fbem-11599	58	12	algorithm	algorithm	NOUN
fbem-11599	58	13	to	to	PART
fbem-11599	58	14	predict	predict	VERB
fbem-11599	58	15	whether	whether	SCONJ
fbem-11599	58	16	rise	rise	VERB
fbem-11599	58	17	or	or	CCONJ
fbem-11599	58	18	fall	fall	VERB
fbem-11599	58	19	for	for	ADP
fbem-11599	58	20	overnight	overnight	ADJ
fbem-11599	58	21	stocks	stock	NOUN
fbem-11599	58	22	prices	price	NOUN
fbem-11599	58	23	,	,	PUNCT
fbem-11599	58	24	which	which	PRON
fbem-11599	58	25	we	we	PRON
fbem-11599	58	26	compare	compare	VERB
fbem-11599	58	27	with	with	ADP
fbem-11599	58	28	the	the	DET
fbem-11599	58	29	real	real	ADJ
fbem-11599	58	30	change	change	NOUN
fbem-11599	58	31	direction	direction	NOUN
fbem-11599	58	32	.	.	PUNCT
fbem-11599	59	1	by	by	ADP
fbem-11599	59	2	using	use	VERB
fbem-11599	59	3	the	the	DET
fbem-11599	59	4	logistic	logistic	ADJ
fbem-11599	59	5	regression	regression	NOUN
fbem-11599	59	6	function	function	NOUN
fbem-11599	59	7	as	as	ADP
fbem-11599	59	8	the	the	DET
fbem-11599	59	9	activation	activation	NOUN
fbem-11599	59	10	function	function	NOUN
fbem-11599	59	11	for	for	ADP
fbem-11599	59	12	the	the	DET
fbem-11599	59	13	bp	bp	PROPN
fbem-11599	59	14	neural	neural	PROPN
fbem-11599	59	15	network	network	PROPN
fbem-11599	59	16	model	model	PROPN
fbem-11599	59	17	,	,	PUNCT
fbem-11599	59	18	the	the	DET
fbem-11599	59	19	auc	auc	NOUN
fbem-11599	59	20	is	be	AUX
fbem-11599	59	21	increased	increase	VERB
fbem-11599	59	22	to	to	ADP
fbem-11599	59	23	0.6128	0.6128	NUM
fbem-11599	59	24	.	.	PUNCT
fbem-11599	60	1	4	4	NUM
fbem-11599	60	2	.	.	X
fbem-11599	60	3	conclusions	conclusion	NOUN
fbem-11599	60	4	our	our	PRON
fbem-11599	60	5	research	research	NOUN
fbem-11599	60	6	is	be	AUX
fbem-11599	60	7	dedicated	dedicate	VERB
fbem-11599	60	8	to	to	ADP
fbem-11599	60	9	the	the	DET
fbem-11599	60	10	study	study	NOUN
fbem-11599	60	11	of	of	ADP
fbem-11599	60	12	how	how	SCONJ
fbem-11599	60	13	various	various	ADJ
fbem-11599	60	14	indicators	indicator	NOUN
fbem-11599	60	15	of	of	ADP
fbem-11599	60	16	stocks	stock	NOUN
fbem-11599	60	17	can	can	AUX
fbem-11599	60	18	be	be	AUX
fbem-11599	60	19	effectively	effectively	ADV
fbem-11599	60	20	used	use	VERB
fbem-11599	60	21	to	to	PART
fbem-11599	60	22	make	make	VERB
fbem-11599	60	23	more	more	ADV
fbem-11599	60	24	accurate	accurate	ADJ
fbem-11599	60	25	forecasts	forecast	NOUN
fbem-11599	60	26	of	of	ADP
fbem-11599	60	27	stock	stock	NOUN
fbem-11599	60	28	gains	gain	NOUN
fbem-11599	60	29	and	and	CCONJ
fbem-11599	60	30	losses	loss	NOUN
fbem-11599	60	31	in	in	ADP
fbem-11599	60	32	order	order	NOUN
fbem-11599	60	33	to	to	PART
fbem-11599	60	34	achieve	achieve	VERB
fbem-11599	60	35	optimal	optimal	ADJ
fbem-11599	60	36	profitability	profitability	NOUN
fbem-11599	60	37	results	result	NOUN
fbem-11599	60	38	.	.	PUNCT
fbem-11599	61	1	we	we	PRON
fbem-11599	61	2	try	try	VERB
fbem-11599	61	3	to	to	PART
fbem-11599	61	4	apply	apply	VERB
fbem-11599	61	5	bp	bp	PROPN
fbem-11599	61	6	neural	neural	ADJ
fbem-11599	61	7	network	network	NOUN
fbem-11599	61	8	algorithm	algorithm	NOUN
fbem-11599	61	9	to	to	PART
fbem-11599	61	10	build	build	VERB
fbem-11599	61	11	a	a	DET
fbem-11599	61	12	model	model	NOUN
fbem-11599	61	13	to	to	PART
fbem-11599	61	14	reflect	reflect	VERB
fbem-11599	61	15	the	the	DET
fbem-11599	61	16	more	more	ADV
fbem-11599	61	17	comprehensive	comprehensive	ADJ
fbem-11599	61	18	characteristics	characteristic	NOUN
fbem-11599	61	19	of	of	ADP
fbem-11599	61	20	the	the	DET
fbem-11599	61	21	stock	stock	NOUN
fbem-11599	61	22	and	and	CCONJ
fbem-11599	61	23	to	to	PART
fbem-11599	61	24	better	well	ADV
fbem-11599	61	25	fit	fit	VERB
fbem-11599	61	26	its	its	PRON
fbem-11599	61	27	non	non	ADJ
fbem-11599	61	28	-	-	ADJ
fbem-11599	61	29	linear	linear	ADJ
fbem-11599	61	30	fluctuation	fluctuation	NOUN
fbem-11599	61	31	trend	trend	NOUN
fbem-11599	61	32	,	,	PUNCT
fbem-11599	61	33	.	.	PUNCT
fbem-11599	62	1	although	although	SCONJ
fbem-11599	62	2	our	our	PRON
fbem-11599	62	3	research	research	NOUN
fbem-11599	62	4	has	have	AUX
fbem-11599	62	5	achieved	achieve	VERB
fbem-11599	62	6	some	some	DET
fbem-11599	62	7	results	result	NOUN
fbem-11599	62	8	in	in	ADP
fbem-11599	62	9	using	use	VERB
fbem-11599	62	10	bp	bp	PROPN
fbem-11599	62	11	neural	neural	ADJ
fbem-11599	62	12	network	network	NOUN
fbem-11599	62	13	to	to	PART
fbem-11599	62	14	build	build	VERB
fbem-11599	62	15	a	a	DET
fbem-11599	62	16	model	model	NOUN
fbem-11599	62	17	to	to	PART
fbem-11599	62	18	predict	predict	VERB
fbem-11599	62	19	stock	stock	NOUN
fbem-11599	62	20	prices	price	NOUN
fbem-11599	62	21	,	,	PUNCT
fbem-11599	62	22	showing	show	VERB
fbem-11599	62	23	the	the	DET
fbem-11599	62	24	relative	relative	ADJ
fbem-11599	62	25	advantages	advantage	NOUN
fbem-11599	62	26	of	of	ADP
fbem-11599	62	27	the	the	DET
fbem-11599	62	28	bp	bp	PROPN
fbem-11599	62	29	neural	neural	PROPN
fbem-11599	62	30	network	network	NOUN
fbem-11599	62	31	classification	classification	NOUN
fbem-11599	62	32	model	model	NOUN
fbem-11599	62	33	over	over	ADP
fbem-11599	62	34	the	the	DET
fbem-11599	62	35	simple	simple	ADJ
fbem-11599	62	36	neural	neural	ADJ
fbem-11599	62	37	network	network	NOUN
fbem-11599	62	38	classification	classification	NOUN
fbem-11599	62	39	model	model	NOUN
fbem-11599	62	40	,	,	PUNCT
fbem-11599	62	41	the	the	DET
fbem-11599	62	42	model	model	NOUN
fbem-11599	62	43	still	still	ADV
fbem-11599	62	44	has	have	VERB
fbem-11599	62	45	shortcomings	shortcoming	NOUN
fbem-11599	62	46	and	and	CCONJ
fbem-11599	62	47	do	do	AUX
fbem-11599	62	48	not	not	PART
fbem-11599	62	49	perform	perform	VERB
fbem-11599	62	50	well	well	ADV
fbem-11599	62	51	.	.	PUNCT
fbem-11599	63	1	to	to	PART
fbem-11599	63	2	solve	solve	VERB
fbem-11599	63	3	the	the	DET
fbem-11599	63	4	above	above	ADJ
fbem-11599	63	5	problems	problem	NOUN
fbem-11599	63	6	,	,	PUNCT
fbem-11599	63	7	our	our	PRON
fbem-11599	63	8	research	research	NOUN
fbem-11599	63	9	suggests	suggest	VERB
fbem-11599	63	10	that	that	SCONJ
fbem-11599	63	11	(	(	PUNCT
fbem-11599	63	12	1	1	X
fbem-11599	63	13	)	)	PUNCT
fbem-11599	63	14	use	use	VERB
fbem-11599	63	15	less	less	ADV
fbem-11599	63	16	noisy	noisy	ADJ
fbem-11599	63	17	monthly	monthly	ADJ
fbem-11599	63	18	data	datum	NOUN
fbem-11599	63	19	and	and	CCONJ
fbem-11599	63	20	include	include	VERB
fbem-11599	63	21	macroeconomic	macroeconomic	ADJ
fbem-11599	63	22	indicators	indicator	NOUN
fbem-11599	63	23	such	such	ADJ
fbem-11599	63	24	as	as	ADP
fbem-11599	63	25	inflation	inflation	NOUN
fbem-11599	63	26	rate	rate	NOUN
fbem-11599	63	27	,	,	PUNCT
fbem-11599	63	28	gdp	gdp	NOUN
fbem-11599	63	29	growth	growth	NOUN
fbem-11599	63	30	.	.	PUNCT
fbem-11599	64	1	(	(	PUNCT
fbem-11599	64	2	2)for	2)for	ADP
fbem-11599	64	3	some	some	PRON
fbem-11599	64	4	of	of	ADP
fbem-11599	64	5	the	the	DET
fbem-11599	64	6	macroeconomic	macroeconomic	ADJ
fbem-11599	64	7	trends	trend	NOUN
fbem-11599	64	8	or	or	CCONJ
fbem-11599	64	9	policy	policy	NOUN
fbem-11599	64	10	influences	influence	NOUN
fbem-11599	64	11	,	,	PUNCT
fbem-11599	64	12	dummy	dummy	ADJ
fbem-11599	64	13	variables	variable	NOUN
fbem-11599	64	14	can	can	AUX
fbem-11599	64	15	be	be	AUX
fbem-11599	64	16	set	set	VERB
fbem-11599	64	17	up	up	ADP
fbem-11599	64	18	to	to	PART
fbem-11599	64	19	represent	represent	VERB
fbem-11599	64	20	them	they	PRON
fbem-11599	64	21	.	.	PUNCT
fbem-11599	65	1	references	reference	NOUN
fbem-11599	65	2	[	[	X
fbem-11599	65	3	1	1	NUM
fbem-11599	65	4	]	]	PUNCT
fbem-11599	65	5	baker	baker	PROPN
fbem-11599	65	6	,	,	PUNCT
fbem-11599	65	7	m.	m.	NOUN
fbem-11599	65	8	,	,	PUNCT
fbem-11599	65	9	wurgler	wurgler	NOUN
fbem-11599	65	10	,	,	PUNCT
fbem-11599	65	11	j.	j.	PROPN
fbem-11599	65	12	,	,	PUNCT
fbem-11599	65	13	&	&	CCONJ
fbem-11599	65	14	yuan	yuan	PROPN
fbem-11599	65	15	,	,	PUNCT
fbem-11599	65	16	y.	y.	PROPN
fbem-11599	65	17	(	(	PUNCT
fbem-11599	65	18	2012	2012	NUM
fbem-11599	65	19	)	)	PUNCT
fbem-11599	65	20	.	.	PUNCT
fbem-11599	66	1	global	global	ADJ
fbem-11599	66	2	,	,	PUNCT
fbem-11599	66	3	local	local	ADJ
fbem-11599	66	4	,	,	PUNCT
fbem-11599	66	5	and	and	CCONJ
fbem-11599	66	6	contagious	contagious	ADJ
fbem-11599	66	7	investor	investor	NOUN
fbem-11599	66	8	sentiment	sentiment	NOUN
fbem-11599	66	9	.	.	PUNCT
fbem-11599	67	1	journal	journal	NOUN
fbem-11599	67	2	of	of	ADP
fbem-11599	67	3	financial	financial	ADJ
fbem-11599	67	4	economics	economic	NOUN
fbem-11599	67	5	,	,	PUNCT
fbem-11599	67	6	104(2	104(2	NUM
fbem-11599	67	7	)	)	PUNCT
fbem-11599	67	8	,	,	PUNCT
fbem-11599	67	9	272	272	NUM
fbem-11599	67	10	-	-	SYM
fbem-11599	67	11	287	287	NUM
fbem-11599	67	12	.	.	PUNCT
fbem-11599	68	1	[	[	X
fbem-11599	68	2	2	2	NUM
fbem-11599	68	3	]	]	PUNCT
fbem-11599	68	4	kutsurelis	kutsurelis	PROPN
fbem-11599	68	5	,	,	PUNCT
fbem-11599	68	6	j.	j.	PROPN
fbem-11599	68	7	e.	e.	PROPN
fbem-11599	68	8	(	(	PUNCT
fbem-11599	68	9	2012	2012	NUM
fbem-11599	68	10	)	)	PUNCT
fbem-11599	68	11	.	.	PUNCT
fbem-11599	69	1	forecasting	forecast	VERB
fbem-11599	69	2	financial	financial	ADJ
fbem-11599	69	3	markets	market	NOUN
fbem-11599	69	4	using	use	VERB
fbem-11599	69	5	neural	neural	ADJ
fbem-11599	69	6	networks	network	NOUN
fbem-11599	69	7	:	:	PUNCT
fbem-11599	69	8	an	an	DET
fbem-11599	69	9	analysis	analysis	NOUN
fbem-11599	69	10	of	of	ADP
fbem-11599	69	11	methods	method	NOUN
fbem-11599	69	12	and	and	CCONJ
fbem-11599	69	13	accuracy	accuracy	NOUN
fbem-11599	69	14	.	.	PUNCT
fbem-11599	70	1	monterey	monterey	PROPN
fbem-11599	70	2	,	,	PUNCT
fbem-11599	70	3	california	california	PROPN
fbem-11599	70	4	:	:	PUNCT
fbem-11599	70	5	naval	naval	ADJ
fbem-11599	70	6	postgraduate	postgraduate	PROPN
fbem-11599	70	7	school	school	PROPN
fbem-11599	70	8	;	;	PUNCT
fbem-11599	70	9	springfield	springfield	PROPN
fbem-11599	70	10	,	,	PUNCT
fbem-11599	70	11	va	va	PROPN
fbem-11599	70	12	.	.	PUNCT
fbem-11599	70	13	:	:	PUNCT
fbem-11599	70	14	available	available	ADJ
fbem-11599	70	15	from	from	ADP
fbem-11599	70	16	national	national	PROPN
fbem-11599	70	17	technical	technical	PROPN
fbem-11599	70	18	information	information	PROPN
fbem-11599	70	19	service	service	NOUN
fbem-11599	70	20	.	.	PUNCT
fbem-11599	71	1	[	[	X
fbem-11599	71	2	3	3	NUM
fbem-11599	71	3	]	]	X
fbem-11599	71	4	ramezanian	ramezanian	ADJ
fbem-11599	71	5	,	,	PUNCT
fbem-11599	71	6	m.	m.	NOUN
fbem-11599	71	7	r.	r.	PROPN
fbem-11599	71	8	,	,	PUNCT
fbem-11599	71	9	shaverdi	shaverdi	NOUN
fbem-11599	71	10	,	,	PUNCT
fbem-11599	71	11	m.	m.	NOUN
fbem-11599	71	12	,	,	PUNCT
fbem-11599	71	13	&	&	CCONJ
fbem-11599	71	14	faridi	faridi	NOUN
fbem-11599	71	15	,	,	PUNCT
fbem-11599	71	16	a.	a.	NOUN
fbem-11599	71	17	(	(	PUNCT
fbem-11599	71	18	2011	2011	NUM
fbem-11599	71	19	)	)	PUNCT
fbem-11599	71	20	.	.	PUNCT
fbem-11599	72	1	combination	combination	NOUN
fbem-11599	72	2	neural	neural	ADJ
fbem-11599	72	3	network	network	NOUN
fbem-11599	72	4	and	and	CCONJ
fbem-11599	72	5	financial	financial	ADJ
fbem-11599	72	6	indices	index	NOUN
fbem-11599	72	7	for	for	ADP
fbem-11599	72	8	stock	stock	NOUN
fbem-11599	72	9	price	price	NOUN
fbem-11599	72	10	prediction	prediction	NOUN
fbem-11599	72	11	.	.	PUNCT
fbem-11599	73	1	journal	journal	NOUN
fbem-11599	73	2	of	of	ADP
fbem-11599	73	3	applied	apply	VERB
fbem-11599	73	4	sciences	science	NOUN
fbem-11599	73	5	,	,	PUNCT
fbem-11599	73	6	11(19	11(19	PROPN
fbem-11599	73	7	)	)	PUNCT
fbem-11599	73	8	,	,	PUNCT
fbem-11599	73	9	34293435	34293435	NUM
fbem-11599	73	10	.	.	PUNCT
fbem-11599	74	1	[	[	X
fbem-11599	74	2	4	4	NUM
fbem-11599	74	3	]	]	X
fbem-11599	74	4	de	de	PROPN
fbem-11599	74	5	oliveira	oliveira	PROPN
fbem-11599	74	6	,	,	PUNCT
fbem-11599	74	7	f.	f.	PROPN
fbem-11599	74	8	a.	a.	PROPN
fbem-11599	74	9	,	,	PUNCT
fbem-11599	74	10	nobre	nobre	PROPN
fbem-11599	74	11	,	,	PUNCT
fbem-11599	74	12	c.	c.	PROPN
fbem-11599	74	13	n.	n.	PROPN
fbem-11599	74	14	,	,	PUNCT
fbem-11599	74	15	&	&	CCONJ
fbem-11599	74	16	zárate	zárate	NOUN
fbem-11599	74	17	,	,	PUNCT
fbem-11599	74	18	l.	l.	PROPN
fbem-11599	74	19	e.	e.	PROPN
fbem-11599	74	20	(	(	PUNCT
fbem-11599	74	21	2013	2013	NUM
fbem-11599	74	22	)	)	PUNCT
fbem-11599	74	23	.	.	PUNCT
fbem-11599	75	1	applying	apply	VERB
fbem-11599	75	2	artificial	artificial	ADJ
fbem-11599	75	3	neural	neural	ADJ
fbem-11599	75	4	networks	network	NOUN
fbem-11599	75	5	to	to	ADP
fbem-11599	75	6	prediction	prediction	NOUN
fbem-11599	75	7	of	of	ADP
fbem-11599	75	8	stock	stock	NOUN
fbem-11599	75	9	price	price	NOUN
fbem-11599	75	10	and	and	CCONJ
fbem-11599	75	11	improvement	improvement	NOUN
fbem-11599	75	12	of	of	ADP
fbem-11599	75	13	the	the	DET
fbem-11599	75	14	directional	directional	ADJ
fbem-11599	75	15	prediction	prediction	NOUN
fbem-11599	75	16	index	index	NOUN
fbem-11599	75	17	–	–	PUNCT
fbem-11599	75	18	case	case	NOUN
fbem-11599	75	19	study	study	NOUN
fbem-11599	75	20	of	of	ADP
fbem-11599	75	21	petr4	petr4	PROPN
fbem-11599	75	22	,	,	PUNCT
fbem-11599	75	23	petrobras	petrobras	PROPN
fbem-11599	75	24	,	,	PUNCT
fbem-11599	75	25	brazil	brazil	PROPN
fbem-11599	75	26	.	.	PUNCT
fbem-11599	76	1	expert	expert	NOUN
fbem-11599	76	2	systems	system	NOUN
fbem-11599	76	3	with	with	ADP
fbem-11599	76	4	applications	application	NOUN
fbem-11599	76	5	,	,	PUNCT
fbem-11599	76	6	40(18	40(18	NOUN
fbem-11599	76	7	)	)	PUNCT
fbem-11599	76	8	,	,	PUNCT
fbem-11599	76	9	7596	7596	NUM
fbem-11599	76	10	-	-	SYM
fbem-11599	76	11	7606	7606	NUM
fbem-11599	76	12	.	.	PUNCT
fbem-11599	77	1	[	[	X
fbem-11599	77	2	5	5	NUM
fbem-11599	77	3	]	]	PUNCT
fbem-11599	77	4	buscema	buscema	NOUN
fbem-11599	77	5	,	,	PUNCT
fbem-11599	77	6	m.	m.	NOUN
fbem-11599	77	7	(	(	PUNCT
fbem-11599	77	8	1998	1998	NUM
fbem-11599	77	9	)	)	PUNCT
fbem-11599	77	10	.	.	PUNCT
fbem-11599	78	1	back	back	NOUN
fbem-11599	78	2	propagation	propagation	NOUN
fbem-11599	78	3	neural	neural	ADJ
fbem-11599	78	4	networks	network	NOUN
fbem-11599	78	5	.	.	PUNCT
fbem-11599	79	1	substance	substance	NOUN
fbem-11599	79	2	use	use	NOUN
fbem-11599	79	3	&	&	CCONJ
fbem-11599	79	4	misuse	misuse	NOUN
fbem-11599	79	5	,	,	PUNCT
fbem-11599	79	6	33(2	33(2	NUM
fbem-11599	79	7	)	)	PUNCT
fbem-11599	79	8	,	,	PUNCT
fbem-11599	79	9	233	233	NUM
fbem-11599	79	10	-	-	SYM
fbem-11599	79	11	270	270	NUM
fbem-11599	79	12	.	.	PUNCT
fbem-11599	80	1	[	[	X
fbem-11599	80	2	6	6	NUM
fbem-11599	80	3	]	]	SYM
fbem-11599	80	4	li	li	PROPN
fbem-11599	80	5	,	,	PUNCT
fbem-11599	80	6	j.	j.	PROPN
fbem-11599	80	7	,	,	PUNCT
fbem-11599	80	8	cheng	cheng	PROPN
fbem-11599	80	9	,	,	PUNCT
fbem-11599	80	10	j.	j.	PROPN
fbem-11599	80	11	h.	h.	PROPN
fbem-11599	80	12	,	,	PUNCT
fbem-11599	80	13	shi	shi	PROPN
fbem-11599	80	14	,	,	PUNCT
fbem-11599	80	15	j.	j.	PROPN
fbem-11599	80	16	y.	y.	PROPN
fbem-11599	80	17	,	,	PUNCT
fbem-11599	80	18	&	&	CCONJ
fbem-11599	80	19	huang	huang	PROPN
fbem-11599	80	20	,	,	PUNCT
fbem-11599	80	21	f.	f.	PROPN
fbem-11599	80	22	(	(	PUNCT
fbem-11599	80	23	2012	2012	NUM
fbem-11599	80	24	)	)	PUNCT
fbem-11599	80	25	.	.	PUNCT
fbem-11599	81	1	brief	brief	ADJ
fbem-11599	81	2	introduction	introduction	NOUN
fbem-11599	81	3	of	of	ADP
fbem-11599	81	4	back	back	ADJ
fbem-11599	81	5	propagation	propagation	NOUN
fbem-11599	81	6	(	(	PUNCT
fbem-11599	81	7	bp	bp	PROPN
fbem-11599	81	8	)	)	PUNCT
fbem-11599	81	9	neural	neural	ADJ
fbem-11599	81	10	network	network	NOUN
fbem-11599	81	11	algorithm	algorithm	NOUN
fbem-11599	81	12	and	and	CCONJ
fbem-11599	81	13	its	its	PRON
fbem-11599	81	14	improvement	improvement	NOUN
fbem-11599	81	15	.	.	PUNCT
fbem-11599	82	1	in	in	ADP
fbem-11599	82	2	advances	advance	NOUN
fbem-11599	82	3	in	in	ADP
fbem-11599	82	4	computer	computer	NOUN
fbem-11599	82	5	science	science	NOUN
fbem-11599	82	6	and	and	CCONJ
fbem-11599	82	7	information	information	NOUN
fbem-11599	82	8	engineering	engineering	NOUN
fbem-11599	82	9	:	:	PUNCT
fbem-11599	82	10	volume	volume	NOUN
fbem-11599	82	11	2	2	NUM
fbem-11599	82	12	(	(	PUNCT
fbem-11599	82	13	pp	pp	ADJ
fbem-11599	82	14	.	.	PUNCT
fbem-11599	83	1	553	553	NUM
fbem-11599	83	2	-	-	SYM
fbem-11599	83	3	558	558	NUM
fbem-11599	83	4	)	)	PUNCT
fbem-11599	83	5	.	.	PUNCT
fbem-11599	84	1	springer	springer	PROPN
fbem-11599	84	2	berlin	berlin	PROPN
fbem-11599	84	3	heidelberg	heidelberg	PROPN
fbem-11599	84	4	.	.	PUNCT
fbem-11599	85	1	[	[	X
fbem-11599	85	2	7	7	NUM
fbem-11599	85	3	]	]	X
fbem-11599	85	4	hiemstra	hiemstra	PROPN
fbem-11599	85	5	,	,	PUNCT
fbem-11599	85	6	c.	c.	PROPN
fbem-11599	85	7	,	,	PUNCT
fbem-11599	85	8	&	&	CCONJ
fbem-11599	85	9	jones	jones	PROPN
fbem-11599	85	10	,	,	PUNCT
fbem-11599	85	11	j.	j.	PROPN
fbem-11599	85	12	d.	d.	PROPN
fbem-11599	85	13	(	(	PUNCT
fbem-11599	85	14	1994	1994	NUM
fbem-11599	85	15	)	)	PUNCT
fbem-11599	85	16	.	.	PUNCT
fbem-11599	86	1	testing	test	VERB
fbem-11599	86	2	for	for	ADP
fbem-11599	86	3	linear	linear	PROPN
fbem-11599	86	4	and	and	CCONJ
fbem-11599	86	5	nonlinear	nonlinear	ADJ
fbem-11599	86	6	granger	granger	PROPN
fbem-11599	86	7	causality	causality	PROPN
fbem-11599	86	8	in	in	ADP
fbem-11599	86	9	the	the	DET
fbem-11599	86	10	stock	stock	NOUN
fbem-11599	86	11	price‐volume	price‐volume	PROPN
fbem-11599	86	12	relation	relation	PROPN
fbem-11599	86	13	.	.	PUNCT
fbem-11599	87	1	the	the	DET
fbem-11599	87	2	journal	journal	PROPN
fbem-11599	87	3	of	of	ADP
fbem-11599	87	4	finance	finance	NOUN
fbem-11599	87	5	,	,	PUNCT
fbem-11599	87	6	49(5	49(5	NUM
fbem-11599	87	7	)	)	PUNCT
fbem-11599	87	8	,	,	PUNCT
fbem-11599	87	9	1639	1639	NUM
fbem-11599	87	10	-	-	SYM
fbem-11599	87	11	1664	1664	NUM
fbem-11599	87	12	.	.	PUNCT
fbem-11599	88	1	[	[	X
fbem-11599	88	2	8	8	NUM
fbem-11599	88	3	]	]	X
fbem-11599	88	4	waqar	waqar	PROPN
fbem-11599	88	5	,	,	PUNCT
fbem-11599	88	6	m.	m.	NOUN
fbem-11599	88	7	,	,	PUNCT
fbem-11599	88	8	dawood	dawood	PROPN
fbem-11599	88	9	,	,	PUNCT
fbem-11599	88	10	h.	h.	PROPN
fbem-11599	88	11	,	,	PUNCT
fbem-11599	88	12	guo	guo	PROPN
fbem-11599	88	13	,	,	PUNCT
fbem-11599	88	14	p.	p.	PROPN
fbem-11599	88	15	,	,	PUNCT
fbem-11599	88	16	shahnawaz	shahnawaz	PROPN
fbem-11599	88	17	,	,	PUNCT
fbem-11599	88	18	m.	m.	PROPN
fbem-11599	88	19	b.	b.	PROPN
fbem-11599	88	20	,	,	PUNCT
fbem-11599	88	21	&	&	CCONJ
fbem-11599	88	22	ghazanfar	ghazanfar	ADJ
fbem-11599	88	23	,	,	PUNCT
fbem-11599	88	24	m.	m.	NOUN
fbem-11599	88	25	a.	a.	NOUN
fbem-11599	88	26	(	(	PUNCT
fbem-11599	88	27	2017	2017	NUM
fbem-11599	88	28	,	,	PUNCT
fbem-11599	88	29	december	december	PROPN
fbem-11599	88	30	)	)	PUNCT
fbem-11599	88	31	.	.	PUNCT
fbem-11599	89	1	prediction	prediction	NOUN
fbem-11599	89	2	of	of	ADP
fbem-11599	89	3	stock	stock	NOUN
fbem-11599	89	4	market	market	NOUN
fbem-11599	89	5	by	by	ADP
fbem-11599	89	6	principal	principal	ADJ
fbem-11599	89	7	component	component	NOUN
fbem-11599	89	8	analysis	analysis	NOUN
fbem-11599	89	9	.	.	PUNCT
fbem-11599	90	1	in	in	ADP
fbem-11599	90	2	2017	2017	NUM
fbem-11599	90	3	13th	13th	NOUN
fbem-11599	90	4	international	international	ADJ
fbem-11599	90	5	conference	conference	NOUN
fbem-11599	90	6	on	on	ADP
fbem-11599	90	7	computational	computational	ADJ
fbem-11599	90	8	intelligence	intelligence	NOUN
fbem-11599	90	9	and	and	CCONJ
fbem-11599	90	10	security	security	NOUN
fbem-11599	90	11	(	(	PUNCT
fbem-11599	90	12	cis	cis	NOUN
fbem-11599	90	13	)	)	PUNCT
fbem-11599	90	14	(	(	PUNCT
fbem-11599	90	15	pp	pp	X
fbem-11599	90	16	.	.	PUNCT
fbem-11599	91	1	599	599	NUM
fbem-11599	91	2	-	-	SYM
fbem-11599	91	3	602	602	NUM
fbem-11599	91	4	)	)	PUNCT
fbem-11599	91	5	.	.	PUNCT
fbem-11599	92	1	ieee	ieee	NOUN
fbem-11599	92	2	.	.	PUNCT
fbem-11599	93	1	[	[	X
fbem-11599	93	2	9	9	NUM
fbem-11599	93	3	]	]	X
fbem-11599	93	4	wen	wen	PROPN
fbem-11599	93	5	,	,	PUNCT
fbem-11599	93	6	y.	y.	PROPN
fbem-11599	93	7	,	,	PUNCT
fbem-11599	93	8	lin	lin	PROPN
fbem-11599	93	9	,	,	PUNCT
fbem-11599	93	10	p.	p.	PROPN
fbem-11599	93	11	,	,	PUNCT
fbem-11599	93	12	&	&	CCONJ
fbem-11599	93	13	nie	nie	PROPN
fbem-11599	93	14	,	,	PUNCT
fbem-11599	93	15	x.	x.	NOUN
fbem-11599	93	16	(	(	PUNCT
fbem-11599	93	17	2020	2020	NUM
fbem-11599	93	18	,	,	PUNCT
fbem-11599	93	19	march	march	PROPN
fbem-11599	93	20	)	)	PUNCT
fbem-11599	93	21	.	.	PUNCT
fbem-11599	94	1	research	research	NOUN
fbem-11599	94	2	of	of	ADP
fbem-11599	94	3	stock	stock	NOUN
fbem-11599	94	4	price	price	NOUN
fbem-11599	94	5	prediction	prediction	NOUN
fbem-11599	94	6	based	base	VERB
fbem-11599	94	7	on	on	ADP
fbem-11599	94	8	pca	pca	NOUN
fbem-11599	94	9	-	-	PUNCT
fbem-11599	94	10	lstm	lstm	PROPN
fbem-11599	94	11	model	model	NOUN
fbem-11599	94	12	.	.	PUNCT
fbem-11599	95	1	in	in	ADP
fbem-11599	95	2	iop	iop	PROPN
fbem-11599	95	3	conference	conference	NOUN
fbem-11599	95	4	series	series	NOUN
fbem-11599	95	5	:	:	PUNCT
fbem-11599	95	6	materials	material	NOUN
fbem-11599	95	7	science	science	NOUN
fbem-11599	95	8	and	and	CCONJ
fbem-11599	95	9	engineering	engineering	NOUN
fbem-11599	95	10	(	(	PUNCT
fbem-11599	95	11	vol	vol	NOUN
fbem-11599	95	12	.	.	PUNCT
fbem-11599	96	1	790	790	NUM
fbem-11599	96	2	,	,	PUNCT
fbem-11599	96	3	no	no	INTJ
fbem-11599	96	4	.	.	NOUN
fbem-11599	96	5	1	1	NUM
fbem-11599	96	6	,	,	PUNCT
fbem-11599	96	7	p.	p.	NOUN
fbem-11599	96	8	012109	012109	NUM
fbem-11599	96	9	)	)	PUNCT
fbem-11599	96	10	.	.	PUNCT
fbem-11599	97	1	iop	iop	NOUN
fbem-11599	97	2	publishing	publishing	NOUN
fbem-11599	97	3	.	.	PUNCT
fbem-11599	98	1	[	[	X
fbem-11599	98	2	10	10	NUM
fbem-11599	98	3	]	]	X
fbem-11599	98	4	tanaka	tanaka	PROPN
fbem-11599	98	5	,	,	PUNCT
fbem-11599	98	6	k.	k.	PROPN
fbem-11599	98	7	,	,	PUNCT
fbem-11599	98	8	higashide	higashide	NOUN
fbem-11599	98	9	,	,	PUNCT
fbem-11599	98	10	t.	t.	PROPN
fbem-11599	98	11	,	,	PUNCT
fbem-11599	98	12	kinkyo	kinkyo	PROPN
fbem-11599	98	13	,	,	PUNCT
fbem-11599	98	14	t.	t.	PROPN
fbem-11599	98	15	,	,	PUNCT
fbem-11599	98	16	&	&	CCONJ
fbem-11599	98	17	hamori	hamori	PROPN
fbem-11599	98	18	,	,	PUNCT
fbem-11599	98	19	s.	s.	PROPN
fbem-11599	98	20	(	(	PUNCT
fbem-11599	98	21	2019	2019	NUM
fbem-11599	98	22	)	)	PUNCT
fbem-11599	98	23	.	.	PUNCT
fbem-11599	99	1	analyzing	analyze	VERB
fbem-11599	99	2	industry‐level	industry‐level	ADJ
fbem-11599	99	3	vulnerability	vulnerability	NOUN
fbem-11599	99	4	by	by	ADP
fbem-11599	99	5	predicting	predict	VERB
fbem-11599	99	6	financial	financial	ADJ
fbem-11599	99	7	bankruptcy	bankruptcy	NOUN
fbem-11599	99	8	.	.	PUNCT
fbem-11599	100	1	economic	economic	ADJ
fbem-11599	100	2	inquiry	inquiry	NOUN
fbem-11599	100	3	,	,	PUNCT
fbem-11599	100	4	57(4	57(4	NUM
fbem-11599	100	5	)	)	PUNCT
fbem-11599	100	6	,	,	PUNCT
fbem-11599	100	7	2017	2017	NUM
fbem-11599	100	8	-	-	SYM
fbem-11599	100	9	2034	2034	NUM
fbem-11599	100	10	.	.	PUNCT
fbem-11599	101	1	[	[	X
fbem-11599	101	2	11	11	NUM
fbem-11599	101	3	]	]	X
fbem-11599	101	4	beutel	beutel	NOUN
fbem-11599	101	5	,	,	PUNCT
fbem-11599	101	6	j.	j.	PROPN
fbem-11599	101	7	,	,	PUNCT
fbem-11599	101	8	list	list	NOUN
fbem-11599	101	9	,	,	PUNCT
fbem-11599	101	10	s.	s.	PROPN
fbem-11599	101	11	,	,	PUNCT
fbem-11599	101	12	&	&	CCONJ
fbem-11599	101	13	von	von	PROPN
fbem-11599	101	14	schweinitz	schweinitz	PROPN
fbem-11599	101	15	,	,	PUNCT
fbem-11599	101	16	g.	g.	PROPN
fbem-11599	101	17	(	(	PUNCT
fbem-11599	101	18	2019	2019	NUM
fbem-11599	101	19	)	)	PUNCT
fbem-11599	101	20	.	.	PUNCT
fbem-11599	101	21	does	do	AUX
fbem-11599	101	22	machine	machine	NOUN
fbem-11599	101	23	learning	learning	NOUN
fbem-11599	101	24	help	help	VERB
fbem-11599	101	25	us	we	PRON
fbem-11599	101	26	predict	predict	VERB
fbem-11599	101	27	banking	banking	NOUN
fbem-11599	101	28	crises	crisis	NOUN
fbem-11599	101	29	?	?	PUNCT
fbem-11599	101	30	.	.	PUNCT
fbem-11599	102	1	journal	journal	PROPN
fbem-11599	102	2	of	of	ADP
fbem-11599	102	3	financial	financial	ADJ
fbem-11599	102	4	stability	stability	NOUN
fbem-11599	102	5	,	,	PUNCT
fbem-11599	102	6	45	45	NUM
fbem-11599	102	7	,	,	PUNCT
fbem-11599	102	8	100693	100693	NUM
fbem-11599	102	9	.	.	PUNCT