id	sid	tid	token	lemma	pos
fbem-29705	1	1	frontiers	frontier	NOUN
fbem-29705	1	2	in	in	ADP
fbem-29705	1	3	business	business	NOUN
fbem-29705	1	4	,	,	PUNCT
fbem-29705	1	5	economics	economic	NOUN
fbem-29705	1	6	and	and	CCONJ
fbem-29705	1	7	management	management	NOUN
fbem-29705	1	8	issn	issn	PROPN
fbem-29705	1	9	:	:	PUNCT
fbem-29705	1	10	2766	2766	NUM
fbem-29705	1	11	-	-	PUNCT
fbem-29705	1	12	824x	824x	NUM
fbem-29705	1	13	|	|	ADJ
fbem-29705	1	14	vol	vol	NOUN
fbem-29705	1	15	.	.	PROPN
fbem-29705	1	16	18	18	NUM
fbem-29705	1	17	,	,	PUNCT
fbem-29705	1	18	no	no	INTJ
fbem-29705	1	19	.	.	NOUN
fbem-29705	1	20	1	1	NUM
fbem-29705	1	21	,	,	PUNCT
fbem-29705	1	22	2025	2025	NUM
fbem-29705	1	23	181	181	NUM
fbem-29705	1	24	stock	stock	NOUN
fbem-29705	1	25	trend	trend	NOUN
fbem-29705	1	26	prediction	prediction	NOUN
fbem-29705	1	27	for	for	ADP
fbem-29705	1	28	energy	energy	NOUN
fbem-29705	1	29	sector	sector	NOUN
fbem-29705	1	30	stocks	stock	NOUN
fbem-29705	1	31	based	base	VERB
fbem-29705	1	32	on	on	ADP
fbem-29705	1	33	investor	investor	NOUN
fbem-29705	1	34	sentiment	sentiment	NOUN
fbem-29705	1	35	and	and	CCONJ
fbem-29705	1	36	deep	deep	ADJ
fbem-29705	1	37	learning	learning	NOUN
fbem-29705	1	38	keyu	keyu	NOUN
fbem-29705	1	39	long	long	ADJ
fbem-29705	1	40	*	*	VERB
fbem-29705	1	41	school	school	NOUN
fbem-29705	1	42	of	of	ADP
fbem-29705	1	43	business	business	NOUN
fbem-29705	1	44	,	,	PUNCT
fbem-29705	1	45	lehigh	lehigh	PROPN
fbem-29705	1	46	university	university	PROPN
fbem-29705	1	47	,	,	PUNCT
fbem-29705	1	48	bethlehem	bethlehem	PROPN
fbem-29705	1	49	,	,	PUNCT
fbem-29705	1	50	pennsylvania	pennsylvania	PROPN
fbem-29705	1	51	,	,	PUNCT
fbem-29705	1	52	18015	18015	NUM
fbem-29705	1	53	,	,	PUNCT
fbem-29705	1	54	usa	usa	PROPN
fbem-29705	1	55	*	*	PUNCT
fbem-29705	1	56	corresponding	correspond	VERB
fbem-29705	1	57	author	author	NOUN
fbem-29705	1	58	:	:	PUNCT
fbem-29705	1	59	keyu	keyu	NOUN
fbem-29705	1	60	long	long	ADV
fbem-29705	1	61	(	(	PUNCT
fbem-29705	1	62	email	email	NOUN
fbem-29705	1	63	:	:	PUNCT
fbem-29705	1	64	kel524@lehigh.edu	kel524@lehigh.edu	PROPN
fbem-29705	1	65	)	)	PUNCT
fbem-29705	1	66	abstract	abstract	NOUN
fbem-29705	1	67	:	:	PUNCT
fbem-29705	1	68	the	the	DET
fbem-29705	1	69	energy	energy	NOUN
fbem-29705	1	70	industry	industry	NOUN
fbem-29705	1	71	has	have	AUX
fbem-29705	1	72	always	always	ADV
fbem-29705	1	73	been	be	AUX
fbem-29705	1	74	one	one	NUM
fbem-29705	1	75	of	of	ADP
fbem-29705	1	76	the	the	DET
fbem-29705	1	77	focuses	focus	NOUN
fbem-29705	1	78	of	of	ADP
fbem-29705	1	79	attention	attention	NOUN
fbem-29705	1	80	for	for	ADP
fbem-29705	1	81	investors	investor	NOUN
fbem-29705	1	82	and	and	CCONJ
fbem-29705	1	83	the	the	DET
fbem-29705	1	84	media	medium	NOUN
fbem-29705	1	85	,	,	PUNCT
fbem-29705	1	86	among	among	ADP
fbem-29705	1	87	others	other	NOUN
fbem-29705	1	88	,	,	PUNCT
fbem-29705	1	89	due	due	ADP
fbem-29705	1	90	to	to	ADP
fbem-29705	1	91	its	its	PRON
fbem-29705	1	92	special	special	ADJ
fbem-29705	1	93	characteristics	characteristic	NOUN
fbem-29705	1	94	.	.	PUNCT
fbem-29705	2	1	energy	energy	NOUN
fbem-29705	2	2	companies	company	NOUN
fbem-29705	2	3	can	can	AUX
fbem-29705	2	4	be	be	AUX
fbem-29705	2	5	sensitively	sensitively	ADV
fbem-29705	2	6	driven	drive	VERB
fbem-29705	2	7	by	by	ADP
fbem-29705	2	8	a	a	DET
fbem-29705	2	9	variety	variety	NOUN
fbem-29705	2	10	of	of	ADP
fbem-29705	2	11	factors	factor	NOUN
fbem-29705	2	12	such	such	ADJ
fbem-29705	2	13	as	as	ADP
fbem-29705	2	14	policy	policy	NOUN
fbem-29705	2	15	changes	change	NOUN
fbem-29705	2	16	,	,	PUNCT
fbem-29705	2	17	international	international	ADJ
fbem-29705	2	18	situation	situation	NOUN
fbem-29705	2	19	and	and	CCONJ
fbem-29705	2	20	investor	investor	NOUN
fbem-29705	2	21	sentiment	sentiment	NOUN
fbem-29705	2	22	,	,	PUNCT
fbem-29705	2	23	etc	etc	X
fbem-29705	2	24	.	.	X
fbem-29705	2	25	traditional	traditional	ADJ
fbem-29705	2	26	forecasting	forecasting	NOUN
fbem-29705	2	27	models	model	NOUN
fbem-29705	2	28	are	be	AUX
fbem-29705	2	29	unable	unable	ADJ
fbem-29705	2	30	to	to	PART
fbem-29705	2	31	make	make	VERB
fbem-29705	2	32	accurate	accurate	ADJ
fbem-29705	2	33	predictions	prediction	NOUN
fbem-29705	2	34	based	base	VERB
fbem-29705	2	35	on	on	ADP
fbem-29705	2	36	factors	factor	NOUN
fbem-29705	2	37	such	such	ADJ
fbem-29705	2	38	as	as	ADP
fbem-29705	2	39	industry	industry	NOUN
fbem-29705	2	40	characteristics	characteristic	NOUN
fbem-29705	2	41	,	,	PUNCT
fbem-29705	2	42	and	and	CCONJ
fbem-29705	2	43	how	how	SCONJ
fbem-29705	2	44	to	to	PART
fbem-29705	2	45	effectively	effectively	ADV
fbem-29705	2	46	capture	capture	VERB
fbem-29705	2	47	these	these	DET
fbem-29705	2	48	complex	complex	ADJ
fbem-29705	2	49	factors	factor	NOUN
fbem-29705	2	50	as	as	ADV
fbem-29705	2	51	well	well	ADV
fbem-29705	2	52	as	as	ADP
fbem-29705	2	53	more	more	ADV
fbem-29705	2	54	accurately	accurately	ADV
fbem-29705	2	55	predict	predict	VERB
fbem-29705	2	56	stock	stock	NOUN
fbem-29705	2	57	prices	price	NOUN
fbem-29705	2	58	in	in	ADP
fbem-29705	2	59	this	this	DET
fbem-29705	2	60	industry	industry	NOUN
fbem-29705	2	61	based	base	VERB
fbem-29705	2	62	on	on	ADP
fbem-29705	2	63	these	these	DET
fbem-29705	2	64	factors	factor	NOUN
fbem-29705	2	65	has	have	AUX
fbem-29705	2	66	become	become	VERB
fbem-29705	2	67	one	one	NUM
fbem-29705	2	68	of	of	ADP
fbem-29705	2	69	the	the	DET
fbem-29705	2	70	important	important	ADJ
fbem-29705	2	71	topics	topic	NOUN
fbem-29705	2	72	in	in	ADP
fbem-29705	2	73	financial	financial	ADJ
fbem-29705	2	74	research	research	NOUN
fbem-29705	2	75	.	.	PUNCT
fbem-29705	3	1	in	in	ADP
fbem-29705	3	2	this	this	DET
fbem-29705	3	3	study	study	NOUN
fbem-29705	3	4	,	,	PUNCT
fbem-29705	3	5	we	we	PRON
fbem-29705	3	6	use	use	VERB
fbem-29705	3	7	historical	historical	ADJ
fbem-29705	3	8	trading	trading	NOUN
fbem-29705	3	9	data	datum	NOUN
fbem-29705	3	10	of	of	ADP
fbem-29705	3	11	energy	energy	NOUN
fbem-29705	3	12	stocks	stock	NOUN
fbem-29705	3	13	,	,	PUNCT
fbem-29705	3	14	take	take	VERB
fbem-29705	3	15	advantage	advantage	NOUN
fbem-29705	3	16	of	of	ADP
fbem-29705	3	17	deep	deep	ADJ
fbem-29705	3	18	learning	learning	NOUN
fbem-29705	3	19	to	to	PART
fbem-29705	3	20	process	process	VERB
fbem-29705	3	21	time	time	NOUN
fbem-29705	3	22	series	series	PROPN
fbem-29705	3	23	data	datum	NOUN
fbem-29705	3	24	and	and	CCONJ
fbem-29705	3	25	capture	capture	VERB
fbem-29705	3	26	the	the	DET
fbem-29705	3	27	dependencies	dependency	NOUN
fbem-29705	3	28	between	between	ADP
fbem-29705	3	29	features	feature	NOUN
fbem-29705	3	30	,	,	PUNCT
fbem-29705	3	31	construct	construct	VERB
fbem-29705	3	32	a	a	DET
fbem-29705	3	33	stock	stock	NOUN
fbem-29705	3	34	prediction	prediction	NOUN
fbem-29705	3	35	model	model	NOUN
fbem-29705	3	36	with	with	ADP
fbem-29705	3	37	energy	energy	NOUN
fbem-29705	3	38	industry	industry	NOUN
fbem-29705	3	39	characteristics	characteristic	NOUN
fbem-29705	3	40	,	,	PUNCT
fbem-29705	3	41	and	and	CCONJ
fbem-29705	3	42	experimentally	experimentally	ADV
fbem-29705	3	43	evaluate	evaluate	VERB
fbem-29705	3	44	the	the	DET
fbem-29705	3	45	model	model	NOUN
fbem-29705	3	46	.	.	PUNCT
fbem-29705	4	1	the	the	DET
fbem-29705	4	2	experimental	experimental	ADJ
fbem-29705	4	3	results	result	NOUN
fbem-29705	4	4	show	show	VERB
fbem-29705	4	5	that	that	SCONJ
fbem-29705	4	6	the	the	DET
fbem-29705	4	7	prediction	prediction	NOUN
fbem-29705	4	8	results	result	NOUN
fbem-29705	4	9	are	be	AUX
fbem-29705	4	10	superior	superior	ADJ
fbem-29705	4	11	with	with	ADP
fbem-29705	4	12	the	the	DET
fbem-29705	4	13	addition	addition	NOUN
fbem-29705	4	14	of	of	ADP
fbem-29705	4	15	industry	industry	NOUN
fbem-29705	4	16	characteristic	characteristic	ADJ
fbem-29705	4	17	indicators	indicator	NOUN
fbem-29705	4	18	as	as	ADV
fbem-29705	4	19	well	well	ADV
fbem-29705	4	20	as	as	ADP
fbem-29705	4	21	indicators	indicator	NOUN
fbem-29705	4	22	generated	generate	VERB
fbem-29705	4	23	from	from	ADP
fbem-29705	4	24	texts	text	NOUN
fbem-29705	4	25	related	relate	VERB
fbem-29705	4	26	to	to	ADP
fbem-29705	4	27	the	the	DET
fbem-29705	4	28	industry	industry	NOUN
fbem-29705	4	29	,	,	PUNCT
fbem-29705	4	30	which	which	PRON
fbem-29705	4	31	suggests	suggest	VERB
fbem-29705	4	32	that	that	SCONJ
fbem-29705	4	33	compared	compare	VERB
fbem-29705	4	34	to	to	ADP
fbem-29705	4	35	generalized	generalized	ADJ
fbem-29705	4	36	prediction	prediction	NOUN
fbem-29705	4	37	models	model	NOUN
fbem-29705	4	38	,	,	PUNCT
fbem-29705	4	39	models	model	NOUN
fbem-29705	4	40	based	base	VERB
fbem-29705	4	41	on	on	ADP
fbem-29705	4	42	sentiment	sentiment	NOUN
fbem-29705	4	43	text	text	NOUN
fbem-29705	4	44	analysis	analysis	NOUN
fbem-29705	4	45	and	and	CCONJ
fbem-29705	4	46	deep	deep	ADJ
fbem-29705	4	47	learning	learning	NOUN
fbem-29705	4	48	are	be	AUX
fbem-29705	4	49	able	able	ADJ
fbem-29705	4	50	to	to	PART
fbem-29705	4	51	effectively	effectively	ADV
fbem-29705	4	52	identify	identify	VERB
fbem-29705	4	53	and	and	CCONJ
fbem-29705	4	54	capture	capture	VERB
fbem-29705	4	55	industry	industry	NOUN
fbem-29705	4	56	characteristics	characteristic	NOUN
fbem-29705	4	57	and	and	CCONJ
fbem-29705	4	58	make	make	VERB
fbem-29705	4	59	more	more	ADV
fbem-29705	4	60	accurate	accurate	ADJ
fbem-29705	4	61	predictions	prediction	NOUN
fbem-29705	4	62	.	.	PUNCT
fbem-29705	5	1	keywords	keyword	NOUN
fbem-29705	5	2	:	:	PUNCT
fbem-29705	5	3	investor	investor	NOUN
fbem-29705	5	4	sentiment	sentiment	NOUN
fbem-29705	5	5	,	,	PUNCT
fbem-29705	5	6	cnn	cnn	PROPN
fbem-29705	5	7	,	,	PUNCT
fbem-29705	5	8	lstm	lstm	PROPN
fbem-29705	5	9	,	,	PUNCT
fbem-29705	5	10	energy	energy	NOUN
fbem-29705	5	11	stocks	stock	NOUN
fbem-29705	5	12	.	.	PUNCT
fbem-29705	6	1	1	1	X
fbem-29705	6	2	.	.	X
fbem-29705	6	3	introduction	introduction	NOUN
fbem-29705	6	4	as	as	ADP
fbem-29705	6	5	a	a	DET
fbem-29705	6	6	raw	raw	ADJ
fbem-29705	6	7	material	material	NOUN
fbem-29705	6	8	for	for	ADP
fbem-29705	6	9	human	human	ADJ
fbem-29705	6	10	economic	economic	ADJ
fbem-29705	6	11	development	development	NOUN
fbem-29705	6	12	,	,	PUNCT
fbem-29705	6	13	social	social	ADJ
fbem-29705	6	14	progress	progress	NOUN
fbem-29705	6	15	and	and	CCONJ
fbem-29705	6	16	personal	personal	ADJ
fbem-29705	6	17	life	life	NOUN
fbem-29705	6	18	,	,	PUNCT
fbem-29705	6	19	energy	energy	NOUN
fbem-29705	6	20	is	be	AUX
fbem-29705	6	21	an	an	DET
fbem-29705	6	22	indispensable	indispensable	ADJ
fbem-29705	6	23	part	part	NOUN
fbem-29705	6	24	of	of	ADP
fbem-29705	6	25	people	people	NOUN
fbem-29705	6	26	’s	’s	PART
fbem-29705	6	27	life	life	NOUN
fbem-29705	6	28	and	and	CCONJ
fbem-29705	6	29	production	production	NOUN
fbem-29705	6	30	.	.	PUNCT
fbem-29705	7	1	traditional	traditional	ADJ
fbem-29705	7	2	energy	energy	NOUN
fbem-29705	7	3	sources	source	NOUN
fbem-29705	7	4	include	include	VERB
fbem-29705	7	5	fossil	fossil	ADJ
fbem-29705	7	6	fuels	fuel	NOUN
fbem-29705	7	7	such	such	ADJ
fbem-29705	7	8	as	as	ADP
fbem-29705	7	9	coal	coal	NOUN
fbem-29705	7	10	,	,	PUNCT
fbem-29705	7	11	oil	oil	NOUN
fbem-29705	7	12	and	and	CCONJ
fbem-29705	7	13	natural	natural	ADJ
fbem-29705	7	14	gas	gas	NOUN
fbem-29705	7	15	,	,	PUNCT
fbem-29705	7	16	which	which	PRON
fbem-29705	7	17	have	have	AUX
fbem-29705	7	18	driven	drive	VERB
fbem-29705	7	19	economic	economic	ADJ
fbem-29705	7	20	and	and	CCONJ
fbem-29705	7	21	social	social	ADJ
fbem-29705	7	22	development	development	NOUN
fbem-29705	7	23	since	since	SCONJ
fbem-29705	7	24	the	the	DET
fbem-29705	7	25	industrial	industrial	ADJ
fbem-29705	7	26	revolution	revolution	NOUN
fbem-29705	7	27	and	and	CCONJ
fbem-29705	7	28	are	be	AUX
fbem-29705	7	29	still	still	ADV
fbem-29705	7	30	widely	widely	ADV
fbem-29705	7	31	used	use	VERB
fbem-29705	7	32	today	today	NOUN
fbem-29705	7	33	.	.	PUNCT
fbem-29705	8	1	renewable	renewable	ADJ
fbem-29705	8	2	energy	energy	NOUN
fbem-29705	8	3	,	,	PUNCT
fbem-29705	8	4	as	as	ADP
fbem-29705	8	5	an	an	DET
fbem-29705	8	6	emerging	emerge	VERB
fbem-29705	8	7	industry	industry	NOUN
fbem-29705	8	8	,	,	PUNCT
fbem-29705	8	9	is	be	AUX
fbem-29705	8	10	an	an	DET
fbem-29705	8	11	important	important	ADJ
fbem-29705	8	12	direction	direction	NOUN
fbem-29705	8	13	for	for	ADP
fbem-29705	8	14	future	future	ADJ
fbem-29705	8	15	energy	energy	NOUN
fbem-29705	8	16	development	development	NOUN
fbem-29705	8	17	.	.	PUNCT
fbem-29705	9	1	in	in	ADP
fbem-29705	9	2	the	the	DET
fbem-29705	9	3	financial	financial	ADJ
fbem-29705	9	4	market	market	NOUN
fbem-29705	9	5	,	,	PUNCT
fbem-29705	9	6	small	small	ADJ
fbem-29705	9	7	and	and	CCONJ
fbem-29705	9	8	medium	medium	ADJ
fbem-29705	9	9	-	-	PUNCT
fbem-29705	9	10	sized	sized	ADJ
fbem-29705	9	11	investors	investor	NOUN
fbem-29705	9	12	are	be	AUX
fbem-29705	9	13	one	one	NUM
fbem-29705	9	14	of	of	ADP
fbem-29705	9	15	the	the	DET
fbem-29705	9	16	main	main	ADJ
fbem-29705	9	17	forces	force	NOUN
fbem-29705	9	18	of	of	ADP
fbem-29705	9	19	investment	investment	NOUN
fbem-29705	9	20	,	,	PUNCT
fbem-29705	9	21	they	they	PRON
fbem-29705	9	22	lack	lack	VERB
fbem-29705	9	23	professional	professional	ADJ
fbem-29705	9	24	judgment	judgment	NOUN
fbem-29705	9	25	on	on	ADP
fbem-29705	9	26	the	the	DET
fbem-29705	9	27	market	market	NOUN
fbem-29705	9	28	,	,	PUNCT
fbem-29705	9	29	will	will	AUX
fbem-29705	9	30	be	be	AUX
fbem-29705	9	31	greatly	greatly	ADV
fbem-29705	9	32	affected	affect	VERB
fbem-29705	9	33	by	by	ADP
fbem-29705	9	34	public	public	ADJ
fbem-29705	9	35	opinion	opinion	NOUN
fbem-29705	9	36	and	and	CCONJ
fbem-29705	9	37	market	market	NOUN
fbem-29705	9	38	fluctuations	fluctuation	NOUN
fbem-29705	9	39	,	,	PUNCT
fbem-29705	9	40	most	most	ADJ
fbem-29705	9	41	of	of	ADP
fbem-29705	9	42	them	they	PRON
fbem-29705	9	43	are	be	AUX
fbem-29705	9	44	difficult	difficult	ADJ
fbem-29705	9	45	to	to	PART
fbem-29705	9	46	hold	hold	VERB
fbem-29705	9	47	the	the	DET
fbem-29705	9	48	same	same	ADJ
fbem-29705	9	49	financial	financial	ADJ
fbem-29705	9	50	product	product	NOUN
fbem-29705	9	51	for	for	ADP
fbem-29705	9	52	a	a	DET
fbem-29705	9	53	long	long	ADJ
fbem-29705	9	54	time	time	NOUN
fbem-29705	9	55	.	.	PUNCT
fbem-29705	10	1	as	as	ADP
fbem-29705	10	2	for	for	ADP
fbem-29705	10	3	enterprises	enterprise	NOUN
fbem-29705	10	4	,	,	PUNCT
fbem-29705	10	5	they	they	PRON
fbem-29705	10	6	need	need	VERB
fbem-29705	10	7	to	to	PART
fbem-29705	10	8	obtain	obtain	VERB
fbem-29705	10	9	long	long	ADJ
fbem-29705	10	10	-	-	PUNCT
fbem-29705	10	11	term	term	NOUN
fbem-29705	10	12	stable	stable	ADJ
fbem-29705	10	13	investment	investment	NOUN
fbem-29705	10	14	from	from	ADP
fbem-29705	10	15	stocks	stock	NOUN
fbem-29705	10	16	for	for	ADP
fbem-29705	10	17	expanding	expand	VERB
fbem-29705	10	18	production	production	NOUN
fbem-29705	10	19	,	,	PUNCT
fbem-29705	10	20	researching	research	VERB
fbem-29705	10	21	and	and	CCONJ
fbem-29705	10	22	developing	develop	VERB
fbem-29705	10	23	new	new	ADJ
fbem-29705	10	24	products	product	NOUN
fbem-29705	10	25	,	,	PUNCT
fbem-29705	10	26	etc	etc	X
fbem-29705	10	27	.	.	X
fbem-29705	11	1	stocks	stock	NOUN
fbem-29705	11	2	are	be	AUX
fbem-29705	11	3	an	an	DET
fbem-29705	11	4	important	important	ADJ
fbem-29705	11	5	financing	financing	NOUN
fbem-29705	11	6	channel	channel	NOUN
fbem-29705	11	7	for	for	ADP
fbem-29705	11	8	them	they	PRON
fbem-29705	11	9	.	.	PUNCT
fbem-29705	12	1	the	the	DET
fbem-29705	12	2	prediction	prediction	NOUN
fbem-29705	12	3	of	of	ADP
fbem-29705	12	4	stock	stock	NOUN
fbem-29705	12	5	trends	trend	NOUN
fbem-29705	12	6	is	be	AUX
fbem-29705	12	7	influenced	influence	VERB
fbem-29705	12	8	by	by	ADP
fbem-29705	12	9	a	a	DET
fbem-29705	12	10	variety	variety	NOUN
fbem-29705	12	11	of	of	ADP
fbem-29705	12	12	factors	factor	NOUN
fbem-29705	12	13	,	,	PUNCT
fbem-29705	12	14	among	among	ADP
fbem-29705	12	15	which	which	PRON
fbem-29705	12	16	investor	investor	NOUN
fbem-29705	12	17	sentiment	sentiment	NOUN
fbem-29705	12	18	plays	play	VERB
fbem-29705	12	19	an	an	DET
fbem-29705	12	20	important	important	ADJ
fbem-29705	12	21	role	role	NOUN
fbem-29705	12	22	.	.	PUNCT
fbem-29705	13	1	for	for	ADP
fbem-29705	13	2	energy	energy	NOUN
fbem-29705	13	3	stocks	stock	NOUN
fbem-29705	13	4	,	,	PUNCT
fbem-29705	13	5	some	some	DET
fbem-29705	13	6	keywords	keyword	NOUN
fbem-29705	13	7	in	in	ADP
fbem-29705	13	8	the	the	DET
fbem-29705	13	9	media	medium	NOUN
fbem-29705	13	10	related	relate	VERB
fbem-29705	13	11	to	to	ADP
fbem-29705	13	12	the	the	DET
fbem-29705	13	13	politics	politic	NOUN
fbem-29705	13	14	and	and	CCONJ
fbem-29705	13	15	economy	economy	NOUN
fbem-29705	13	16	of	of	ADP
fbem-29705	13	17	such	such	ADJ
fbem-29705	13	18	industries	industry	NOUN
fbem-29705	13	19	also	also	ADV
fbem-29705	13	20	affect	affect	VERB
fbem-29705	13	21	the	the	DET
fbem-29705	13	22	prediction	prediction	NOUN
fbem-29705	13	23	of	of	ADP
fbem-29705	13	24	trends	trend	NOUN
fbem-29705	13	25	.	.	PUNCT
fbem-29705	14	1	traditional	traditional	ADJ
fbem-29705	14	2	stock	stock	NOUN
fbem-29705	14	3	market	market	NOUN
fbem-29705	14	4	analysis	analysis	NOUN
fbem-29705	14	5	methods	method	NOUN
fbem-29705	14	6	,	,	PUNCT
fbem-29705	14	7	which	which	PRON
fbem-29705	14	8	often	often	ADV
fbem-29705	14	9	rely	rely	VERB
fbem-29705	14	10	on	on	ADP
fbem-29705	14	11	historical	historical	ADJ
fbem-29705	14	12	data	datum	NOUN
fbem-29705	14	13	and	and	CCONJ
fbem-29705	14	14	technical	technical	ADJ
fbem-29705	14	15	indicators	indicator	NOUN
fbem-29705	14	16	,	,	PUNCT
fbem-29705	14	17	are	be	AUX
fbem-29705	14	18	hardly	hardly	ADV
fbem-29705	14	19	applicable	applicable	ADJ
fbem-29705	14	20	anymore	anymore	ADV
fbem-29705	14	21	.	.	PUNCT
fbem-29705	15	1	based	base	VERB
fbem-29705	15	2	on	on	ADP
fbem-29705	15	3	this	this	PRON
fbem-29705	15	4	,	,	PUNCT
fbem-29705	15	5	this	this	DET
fbem-29705	15	6	paper	paper	NOUN
fbem-29705	15	7	introduces	introduce	VERB
fbem-29705	15	8	deep	deep	ADJ
fbem-29705	15	9	learning	learning	NOUN
fbem-29705	15	10	techniques	technique	NOUN
fbem-29705	15	11	to	to	PART
fbem-29705	15	12	enable	enable	VERB
fbem-29705	15	13	the	the	DET
fbem-29705	15	14	model	model	NOUN
fbem-29705	15	15	to	to	PART
fbem-29705	15	16	handle	handle	VERB
fbem-29705	15	17	huge	huge	ADJ
fbem-29705	15	18	data	datum	NOUN
fbem-29705	15	19	sets	set	VERB
fbem-29705	15	20	more	more	ADV
fbem-29705	15	21	rationally	rationally	ADV
fbem-29705	15	22	,	,	PUNCT
fbem-29705	15	23	capture	capture	VERB
fbem-29705	15	24	complex	complex	ADJ
fbem-29705	15	25	patterns	pattern	NOUN
fbem-29705	15	26	and	and	CCONJ
fbem-29705	15	27	potential	potential	ADJ
fbem-29705	15	28	relationships	relationship	NOUN
fbem-29705	15	29	in	in	ADP
fbem-29705	15	30	the	the	DET
fbem-29705	15	31	data	datum	NOUN
fbem-29705	15	32	more	more	ADV
fbem-29705	15	33	efficiently	efficiently	ADV
fbem-29705	15	34	,	,	PUNCT
fbem-29705	15	35	and	and	CCONJ
fbem-29705	15	36	improve	improve	VERB
fbem-29705	15	37	the	the	DET
fbem-29705	15	38	accuracy	accuracy	NOUN
fbem-29705	15	39	and	and	CCONJ
fbem-29705	15	40	reliability	reliability	NOUN
fbem-29705	15	41	of	of	ADP
fbem-29705	15	42	the	the	DET
fbem-29705	15	43	prediction	prediction	NOUN
fbem-29705	15	44	with	with	ADP
fbem-29705	15	45	a	a	DET
fbem-29705	15	46	richer	rich	ADJ
fbem-29705	15	47	number	number	NOUN
fbem-29705	15	48	of	of	ADP
fbem-29705	15	49	features	feature	NOUN
fbem-29705	15	50	.	.	PUNCT
fbem-29705	16	1	2	2	X
fbem-29705	16	2	.	.	X
fbem-29705	16	3	literature	literature	NOUN
fbem-29705	16	4	review	review	VERB
fbem-29705	16	5	the	the	DET
fbem-29705	16	6	study	study	NOUN
fbem-29705	16	7	of	of	ADP
fbem-29705	16	8	a	a	DET
fbem-29705	16	9	single	single	ADJ
fbem-29705	16	10	type	type	NOUN
fbem-29705	16	11	of	of	ADP
fbem-29705	16	12	stock	stock	NOUN
fbem-29705	16	13	often	often	ADV
fbem-29705	16	14	provides	provide	VERB
fbem-29705	16	15	insights	insight	NOUN
fbem-29705	16	16	into	into	ADP
fbem-29705	16	17	industry	industry	NOUN
fbem-29705	16	18	characteristics	characteristic	NOUN
fbem-29705	16	19	and	and	CCONJ
fbem-29705	16	20	allows	allow	VERB
fbem-29705	16	21	for	for	ADP
fbem-29705	16	22	more	more	ADV
fbem-29705	16	23	accurate	accurate	ADJ
fbem-29705	16	24	forecasting	forecasting	NOUN
fbem-29705	16	25	.	.	PUNCT
fbem-29705	17	1	the	the	DET
fbem-29705	17	2	use	use	NOUN
fbem-29705	17	3	of	of	ADP
fbem-29705	17	4	technical	technical	ADJ
fbem-29705	17	5	analysis	analysis	NOUN
fbem-29705	17	6	in	in	ADP
fbem-29705	17	7	energy	energy	NOUN
fbem-29705	17	8	stocks	stock	NOUN
fbem-29705	17	9	provides	provide	VERB
fbem-29705	17	10	better	well	ADJ
fbem-29705	17	11	guidance	guidance	NOUN
fbem-29705	17	12	to	to	ADP
fbem-29705	17	13	energy	energy	NOUN
fbem-29705	17	14	investors	investor	NOUN
fbem-29705	17	15	when	when	SCONJ
fbem-29705	17	16	making	make	VERB
fbem-29705	17	17	decisions	decision	NOUN
fbem-29705	17	18	[	[	X
fbem-29705	17	19	1	1	NUM
fbem-29705	17	20	]	]	PUNCT
fbem-29705	17	21	.	.	PUNCT
fbem-29705	18	1	with	with	ADP
fbem-29705	18	2	the	the	DET
fbem-29705	18	3	gradual	gradual	ADJ
fbem-29705	18	4	and	and	CCONJ
fbem-29705	18	5	wide	wide	ADJ
fbem-29705	18	6	application	application	NOUN
fbem-29705	18	7	of	of	ADP
fbem-29705	18	8	machine	machine	NOUN
fbem-29705	18	9	learning	learning	NOUN
fbem-29705	18	10	,	,	PUNCT
fbem-29705	18	11	more	more	ADJ
fbem-29705	18	12	algorithms	algorithm	NOUN
fbem-29705	18	13	are	be	AUX
fbem-29705	18	14	applied	apply	VERB
fbem-29705	18	15	in	in	ADP
fbem-29705	18	16	stock	stock	NOUN
fbem-29705	18	17	analysis	analysis	NOUN
fbem-29705	18	18	.	.	PUNCT
fbem-29705	19	1	bp	bp	PROPN
fbem-29705	19	2	neural	neural	PROPN
fbem-29705	19	3	networks	network	NOUN
fbem-29705	19	4	have	have	AUX
fbem-29705	19	5	been	be	AUX
fbem-29705	19	6	used	use	VERB
fbem-29705	19	7	,	,	PUNCT
fbem-29705	19	8	demonstrating	demonstrate	VERB
fbem-29705	19	9	the	the	DET
fbem-29705	19	10	superiority	superiority	NOUN
fbem-29705	19	11	of	of	ADP
fbem-29705	19	12	this	this	DET
fbem-29705	19	13	method	method	NOUN
fbem-29705	19	14	in	in	ADP
fbem-29705	19	15	dealing	deal	VERB
fbem-29705	19	16	with	with	ADP
fbem-29705	19	17	complex	complex	ADJ
fbem-29705	19	18	nonlinear	nonlinear	ADJ
fbem-29705	19	19	data	datum	NOUN
fbem-29705	19	20	[	[	X
fbem-29705	19	21	2	2	NUM
fbem-29705	19	22	]	]	PUNCT
fbem-29705	19	23	.	.	PUNCT
fbem-29705	20	1	a	a	DET
fbem-29705	20	2	stock	stock	NOUN
fbem-29705	20	3	trading	trading	NOUN
fbem-29705	20	4	model	model	NOUN
fbem-29705	20	5	based	base	VERB
fbem-29705	20	6	on	on	ADP
fbem-29705	20	7	the	the	DET
fbem-29705	20	8	cnn	cnn	PROPN
fbem-29705	20	9	algorithm	algorithm	NOUN
fbem-29705	20	10	has	have	AUX
fbem-29705	20	11	been	be	AUX
fbem-29705	20	12	designed	design	VERB
fbem-29705	20	13	,	,	PUNCT
fbem-29705	20	14	which	which	PRON
fbem-29705	20	15	performs	perform	VERB
fbem-29705	20	16	excellently	excellently	ADV
fbem-29705	20	17	and	and	CCONJ
fbem-29705	20	18	demonstrates	demonstrate	VERB
fbem-29705	20	19	the	the	DET
fbem-29705	20	20	potential	potential	NOUN
fbem-29705	20	21	of	of	ADP
fbem-29705	20	22	cnn	cnn	PROPN
fbem-29705	20	23	in	in	ADP
fbem-29705	20	24	capturing	capture	VERB
fbem-29705	20	25	complex	complex	ADJ
fbem-29705	20	26	market	market	NOUN
fbem-29705	20	27	trends	trend	NOUN
fbem-29705	20	28	and	and	CCONJ
fbem-29705	20	29	making	make	VERB
fbem-29705	20	30	accurate	accurate	ADJ
fbem-29705	20	31	predictions	prediction	NOUN
fbem-29705	20	32	[	[	X
fbem-29705	20	33	3	3	NUM
fbem-29705	20	34	]	]	PUNCT
fbem-29705	20	35	.	.	PUNCT
fbem-29705	21	1	due	due	ADP
fbem-29705	21	2	to	to	ADP
fbem-29705	21	3	the	the	DET
fbem-29705	21	4	high	high	ADJ
fbem-29705	21	5	degree	degree	NOUN
fbem-29705	21	6	of	of	ADP
fbem-29705	21	7	uncertainty	uncertainty	NOUN
fbem-29705	21	8	in	in	ADP
fbem-29705	21	9	stock	stock	NOUN
fbem-29705	21	10	market	market	NOUN
fbem-29705	21	11	data	datum	NOUN
fbem-29705	21	12	,	,	PUNCT
fbem-29705	21	13	many	many	ADJ
fbem-29705	21	14	researchers	researcher	NOUN
fbem-29705	21	15	have	have	AUX
fbem-29705	21	16	begun	begin	VERB
fbem-29705	21	17	to	to	PART
fbem-29705	21	18	utilize	utilize	VERB
fbem-29705	21	19	a	a	DET
fbem-29705	21	20	combination	combination	NOUN
fbem-29705	21	21	of	of	ADP
fbem-29705	21	22	algorithms	algorithm	NOUN
fbem-29705	21	23	to	to	PART
fbem-29705	21	24	construct	construct	VERB
fbem-29705	21	25	models	model	NOUN
fbem-29705	21	26	.	.	PUNCT
fbem-29705	22	1	a	a	DET
fbem-29705	22	2	hybrid	hybrid	ADJ
fbem-29705	22	3	model	model	NOUN
fbem-29705	22	4	that	that	PRON
fbem-29705	22	5	combines	combine	VERB
fbem-29705	22	6	cnn	cnn	PROPN
fbem-29705	22	7	and	and	CCONJ
fbem-29705	22	8	reinforcement	reinforcement	NOUN
fbem-29705	22	9	-	-	PUNCT
fbem-29705	22	10	lstm	lstm	NOUN
fbem-29705	22	11	has	have	AUX
fbem-29705	22	12	been	be	AUX
fbem-29705	22	13	designed	design	VERB
fbem-29705	22	14	,	,	PUNCT
fbem-29705	22	15	and	and	CCONJ
fbem-29705	22	16	this	this	DET
fbem-29705	22	17	hybrid	hybrid	ADJ
fbem-29705	22	18	model	model	NOUN
fbem-29705	22	19	in	in	ADP
fbem-29705	22	20	big	big	ADJ
fbem-29705	22	21	data	datum	NOUN
fbem-29705	22	22	performs	perform	VERB
fbem-29705	22	23	better	well	ADJ
fbem-29705	22	24	than	than	ADP
fbem-29705	22	25	many	many	ADJ
fbem-29705	22	26	traditional	traditional	ADJ
fbem-29705	22	27	prediction	prediction	NOUN
fbem-29705	22	28	methods	method	NOUN
fbem-29705	22	29	[	[	X
fbem-29705	22	30	4	4	NUM
fbem-29705	22	31	]	]	PUNCT
fbem-29705	22	32	.	.	PUNCT
fbem-29705	23	1	many	many	ADJ
fbem-29705	23	2	scholars	scholar	NOUN
fbem-29705	23	3	have	have	AUX
fbem-29705	23	4	studied	study	VERB
fbem-29705	23	5	investor	investor	NOUN
fbem-29705	23	6	sentiment	sentiment	NOUN
fbem-29705	23	7	since	since	SCONJ
fbem-29705	23	8	a	a	DET
fbem-29705	23	9	long	long	ADJ
fbem-29705	23	10	time	time	NOUN
fbem-29705	23	11	ago	ago	ADV
fbem-29705	23	12	.	.	PUNCT
fbem-29705	24	1	for	for	ADP
fbem-29705	24	2	example	example	NOUN
fbem-29705	24	3	,	,	PUNCT
fbem-29705	24	4	11	11	NUM
fbem-29705	24	5	significant	significant	ADJ
fbem-29705	24	6	pricing	pricing	NOUN
fbem-29705	24	7	anomalies	anomaly	NOUN
fbem-29705	24	8	of	of	ADP
fbem-29705	24	9	financial	financial	ADJ
fbem-29705	24	10	assets	asset	NOUN
fbem-29705	24	11	have	have	AUX
fbem-29705	24	12	been	be	AUX
fbem-29705	24	13	selected	select	VERB
fbem-29705	24	14	and	and	CCONJ
fbem-29705	24	15	the	the	DET
fbem-29705	24	16	impact	impact	NOUN
fbem-29705	24	17	of	of	ADP
fbem-29705	24	18	market	market	NOUN
fbem-29705	24	19	sentiment	sentiment	NOUN
fbem-29705	24	20	has	have	AUX
fbem-29705	24	21	been	be	AUX
fbem-29705	24	22	evaluated	evaluate	VERB
fbem-29705	24	23	through	through	ADP
fbem-29705	24	24	a	a	DET
fbem-29705	24	25	long	long	ADJ
fbem-29705	24	26	-	-	PUNCT
fbem-29705	24	27	short	short	ADJ
fbem-29705	24	28	strategy	strategy	NOUN
fbem-29705	25	1	[	[	X
fbem-29705	25	2	5	5	NUM
fbem-29705	25	3	]	]	PUNCT
fbem-29705	25	4	.	.	PUNCT
fbem-29705	26	1	with	with	ADP
fbem-29705	26	2	the	the	DET
fbem-29705	26	3	popularity	popularity	NOUN
fbem-29705	26	4	of	of	ADP
fbem-29705	26	5	social	social	ADJ
fbem-29705	26	6	media	medium	NOUN
fbem-29705	26	7	,	,	PUNCT
fbem-29705	26	8	a	a	DET
fbem-29705	26	9	large	large	ADJ
fbem-29705	26	10	amount	amount	NOUN
fbem-29705	26	11	of	of	ADP
fbem-29705	26	12	information	information	NOUN
fbem-29705	26	13	related	relate	VERB
fbem-29705	26	14	to	to	ADP
fbem-29705	26	15	the	the	DET
fbem-29705	26	16	market	market	NOUN
fbem-29705	26	17	continues	continue	VERB
fbem-29705	26	18	to	to	PART
fbem-29705	26	19	emerge	emerge	VERB
fbem-29705	26	20	.	.	PUNCT
fbem-29705	27	1	sentiment	sentiment	NOUN
fbem-29705	27	2	analysis	analysis	NOUN
fbem-29705	27	3	,	,	PUNCT
fbem-29705	27	4	combined	combine	VERB
fbem-29705	27	5	with	with	ADP
fbem-29705	27	6	a	a	DET
fbem-29705	27	7	variety	variety	NOUN
fbem-29705	27	8	of	of	ADP
fbem-29705	27	9	machine	machine	NOUN
fbem-29705	27	10	learning	learning	NOUN
fbem-29705	27	11	models	model	NOUN
fbem-29705	27	12	,	,	PUNCT
fbem-29705	27	13	has	have	AUX
fbem-29705	27	14	been	be	AUX
fbem-29705	27	15	conducted	conduct	VERB
fbem-29705	27	16	to	to	PART
fbem-29705	27	17	analyze	analyze	VERB
fbem-29705	27	18	the	the	DET
fbem-29705	27	19	impact	impact	NOUN
fbem-29705	27	20	of	of	ADP
fbem-29705	27	21	sentiment	sentiment	NOUN
fbem-29705	27	22	keywords	keyword	NOUN
fbem-29705	27	23	in	in	ADP
fbem-29705	27	24	social	social	ADJ
fbem-29705	27	25	media	medium	NOUN
fbem-29705	27	26	on	on	ADP
fbem-29705	27	27	stock	stock	NOUN
fbem-29705	27	28	prices	price	NOUN
fbem-29705	27	29	[	[	X
fbem-29705	27	30	6	6	NUM
fbem-29705	27	31	]	]	PUNCT
fbem-29705	27	32	.	.	PUNCT
fbem-29705	28	1	in	in	ADP
fbem-29705	28	2	summary	summary	NOUN
fbem-29705	28	3	,	,	PUNCT
fbem-29705	28	4	applying	apply	VERB
fbem-29705	28	5	sentiment	sentiment	NOUN
fbem-29705	28	6	analysis	analysis	NOUN
fbem-29705	28	7	and	and	CCONJ
fbem-29705	28	8	deep	deep	ADJ
fbem-29705	28	9	learning	learning	NOUN
fbem-29705	28	10	to	to	ADP
fbem-29705	28	11	stock	stock	NOUN
fbem-29705	28	12	trend	trend	NOUN
fbem-29705	28	13	prediction	prediction	NOUN
fbem-29705	28	14	is	be	AUX
fbem-29705	28	15	a	a	DET
fbem-29705	28	16	popular	popular	ADJ
fbem-29705	28	17	trend	trend	NOUN
fbem-29705	28	18	nowadays	nowadays	ADV
fbem-29705	28	19	.	.	PUNCT
fbem-29705	29	1	meanwhile	meanwhile	ADV
fbem-29705	29	2	,	,	PUNCT
fbem-29705	29	3	conducting	conduct	VERB
fbem-29705	29	4	detailed	detailed	ADJ
fbem-29705	29	5	research	research	NOUN
fbem-29705	29	6	on	on	ADP
fbem-29705	29	7	specific	specific	ADJ
fbem-29705	29	8	types	type	NOUN
fbem-29705	29	9	of	of	ADP
fbem-29705	29	10	stocks	stock	NOUN
fbem-29705	29	11	based	base	VERB
fbem-29705	29	12	on	on	ADP
fbem-29705	29	13	industry	industry	NOUN
fbem-29705	29	14	characteristics	characteristic	NOUN
fbem-29705	29	15	and	and	CCONJ
fbem-29705	29	16	building	building	NOUN
fbem-29705	29	17	models	model	NOUN
fbem-29705	29	18	specifically	specifically	ADV
fbem-29705	29	19	for	for	ADP
fbem-29705	29	20	predicting	predict	VERB
fbem-29705	29	21	single	single	ADJ
fbem-29705	29	22	stock	stock	NOUN
fbem-29705	29	23	categories	category	NOUN
fbem-29705	29	24	is	be	AUX
fbem-29705	29	25	also	also	ADV
fbem-29705	29	26	a	a	DET
fbem-29705	29	27	research	research	NOUN
fbem-29705	29	28	hotspot	hotspot	NOUN
fbem-29705	29	29	.	.	PUNCT
fbem-29705	30	1	3	3	X
fbem-29705	30	2	.	.	X
fbem-29705	30	3	relevant	relevant	ADJ
fbem-29705	30	4	theoretical	theoretical	ADJ
fbem-29705	30	5	foundations	foundation	NOUN
fbem-29705	30	6	3.1	3.1	NUM
fbem-29705	30	7	.	.	PUNCT
fbem-29705	31	1	deep	deep	ADJ
fbem-29705	31	2	learning	learning	NOUN
fbem-29705	31	3	model	model	NOUN
fbem-29705	31	4	theory	theory	NOUN
fbem-29705	31	5	3.1.1	3.1.1	NUM
fbem-29705	31	6	.	.	PUNCT
fbem-29705	32	1	long	long	ADJ
fbem-29705	32	2	and	and	CCONJ
fbem-29705	32	3	short	short	ADJ
fbem-29705	32	4	-	-	PUNCT
fbem-29705	32	5	term	term	NOUN
fbem-29705	32	6	memory	memory	NOUN
fbem-29705	32	7	network	network	NOUN
fbem-29705	32	8	theory	theory	NOUN
fbem-29705	32	9	in	in	ADP
fbem-29705	32	10	1997	1997	NUM
fbem-29705	32	11	,	,	PUNCT
fbem-29705	32	12	the	the	DET
fbem-29705	32	13	theory	theory	NOUN
fbem-29705	32	14	of	of	ADP
fbem-29705	32	15	long	long	ADJ
fbem-29705	32	16	short	short	ADJ
fbem-29705	32	17	-	-	PUNCT
fbem-29705	32	18	term	term	NOUN
fbem-29705	32	19	memory	memory	NOUN
fbem-29705	32	20	networks	network	NOUN
fbem-29705	32	21	(	(	PUNCT
fbem-29705	32	22	lstm	lstm	NOUN
fbem-29705	32	23	)	)	PUNCT
fbem-29705	32	24	was	be	AUX
fbem-29705	32	25	proposed	propose	VERB
fbem-29705	32	26	,	,	PUNCT
fbem-29705	32	27	introducing	introduce	VERB
fbem-29705	32	28	a	a	DET
fbem-29705	32	29	gating	gate	VERB
fbem-29705	32	30	mechanism	mechanism	NOUN
fbem-29705	32	31	that	that	PRON
fbem-29705	32	32	is	be	AUX
fbem-29705	32	33	able	able	ADJ
fbem-29705	32	34	to	to	PART
fbem-29705	32	35	establish	establish	VERB
fbem-29705	32	36	a	a	DET
fbem-29705	32	37	balance	balance	NOUN
fbem-29705	32	38	between	between	ADP
fbem-29705	32	39	long	long	ADJ
fbem-29705	32	40	-	-	PUNCT
fbem-29705	32	41	term	term	NOUN
fbem-29705	32	42	and	and	CCONJ
fbem-29705	32	43	shortterm	shortterm	VERB
fbem-29705	32	44	information	information	NOUN
fbem-29705	32	45	,	,	PUNCT
fbem-29705	32	46	effectively	effectively	ADV
fbem-29705	32	47	capturing	capture	VERB
fbem-29705	32	48	dependencies	dependency	NOUN
fbem-29705	32	49	over	over	ADP
fbem-29705	32	50	182	182	NUM
fbem-29705	32	51	longtime	longtime	NOUN
fbem-29705	32	52	spans	span	NOUN
fbem-29705	33	1	[	[	X
fbem-29705	33	2	7	7	NUM
fbem-29705	33	3	]	]	SYM
fbem-29705	33	4	.	.	PUNCT
fbem-29705	34	1	memory	memory	NOUN
fbem-29705	34	2	unit	unit	NOUN
fbem-29705	34	3	is	be	AUX
fbem-29705	34	4	the	the	DET
fbem-29705	34	5	core	core	NOUN
fbem-29705	34	6	of	of	ADP
fbem-29705	34	7	lstm	lstm	PROPN
fbem-29705	34	8	,	,	PUNCT
fbem-29705	34	9	which	which	PRON
fbem-29705	34	10	controls	control	VERB
fbem-29705	34	11	the	the	DET
fbem-29705	34	12	flow	flow	NOUN
fbem-29705	34	13	of	of	ADP
fbem-29705	34	14	information	information	NOUN
fbem-29705	34	15	through	through	ADP
fbem-29705	34	16	forgetting	forget	VERB
fbem-29705	34	17	gates	gate	NOUN
fbem-29705	34	18	,	,	PUNCT
fbem-29705	34	19	input	input	NOUN
fbem-29705	34	20	gates	gate	NOUN
fbem-29705	34	21	and	and	CCONJ
fbem-29705	34	22	output	output	NOUN
fbem-29705	34	23	gates	gate	NOUN
fbem-29705	34	24	,	,	PUNCT
fbem-29705	34	25	and	and	CCONJ
fbem-29705	34	26	the	the	DET
fbem-29705	34	27	update	update	NOUN
fbem-29705	34	28	formula	formula	NOUN
fbem-29705	34	29	is	be	AUX
fbem-29705	34	30	:	:	PUNCT
fbem-29705	34	31	𝐶	𝐶	PROPN
fbem-29705	34	32	𝑓	𝑓	DET
fbem-29705	34	33	∗	∗	X
fbem-29705	34	34	𝐶	𝐶	PROPN
fbem-29705	34	35	𝑖	𝑖	SYM
fbem-29705	34	36	(	(	PUNCT
fbem-29705	34	37	1	1	NUM
fbem-29705	34	38	)	)	PUNCT
fbem-29705	34	39	where	where	SCONJ
fbem-29705	34	40	𝐶	𝐶	PROPN
fbem-29705	34	41	is	be	AUX
fbem-29705	34	42	the	the	DET
fbem-29705	34	43	memory	memory	NOUN
fbem-29705	34	44	cell	cell	NOUN
fbem-29705	34	45	at	at	ADP
fbem-29705	34	46	the	the	DET
fbem-29705	34	47	current	current	ADJ
fbem-29705	34	48	moment	moment	NOUN
fbem-29705	34	49	t	t	PROPN
fbem-29705	34	50	,	,	PUNCT
fbem-29705	34	51	𝐶	𝐶	PROPN
fbem-29705	34	52	is	be	AUX
fbem-29705	34	53	the	the	DET
fbem-29705	34	54	memory	memory	NOUN
fbem-29705	34	55	cell	cell	NOUN
fbem-29705	34	56	at	at	ADP
fbem-29705	34	57	the	the	DET
fbem-29705	34	58	moment	moment	NOUN
fbem-29705	34	59	before	before	ADP
fbem-29705	34	60	t	t	PROPN
fbem-29705	34	61	,	,	PUNCT
fbem-29705	34	62	𝑓	𝑓	PROPN
fbem-29705	34	63	and	and	CCONJ
fbem-29705	34	64	𝑖	𝑖	PRON
fbem-29705	34	65	are	be	AUX
fbem-29705	34	66	the	the	DET
fbem-29705	34	67	outputs	output	NOUN
fbem-29705	34	68	of	of	ADP
fbem-29705	34	69	the	the	DET
fbem-29705	34	70	forgetting	forget	VERB
fbem-29705	34	71	gate	gate	NOUN
fbem-29705	34	72	and	and	CCONJ
fbem-29705	34	73	the	the	DET
fbem-29705	34	74	input	input	NOUN
fbem-29705	34	75	gate	gate	NOUN
fbem-29705	34	76	,	,	PUNCT
fbem-29705	34	77	respectively	respectively	ADV
fbem-29705	34	78	,	,	PUNCT
fbem-29705	34	79	and	and	CCONJ
fbem-29705	34	80	is	be	AUX
fbem-29705	34	81	the	the	DET
fbem-29705	34	82	candidate	candidate	NOUN
fbem-29705	34	83	memory	memory	NOUN
fbem-29705	34	84	cell	cell	NOUN
fbem-29705	34	85	,	,	PUNCT
fbem-29705	34	86	which	which	PRON
fbem-29705	34	87	is	be	AUX
fbem-29705	34	88	the	the	DET
fbem-29705	34	89	new	new	ADJ
fbem-29705	34	90	information	information	NOUN
fbem-29705	34	91	generated	generate	VERB
fbem-29705	34	92	based	base	VERB
fbem-29705	34	93	on	on	ADP
fbem-29705	34	94	the	the	DET
fbem-29705	34	95	𝑥	𝑥	PROPN
fbem-29705	34	96	of	of	ADP
fbem-29705	34	97	the	the	DET
fbem-29705	34	98	current	current	ADJ
fbem-29705	34	99	input	input	NOUN
fbem-29705	34	100	and	and	CCONJ
fbem-29705	34	101	the	the	DET
fbem-29705	34	102	hidden	hidden	ADJ
fbem-29705	34	103	state	state	NOUN
fbem-29705	34	104	ℎ	ℎ	PROPN
fbem-29705	34	105	of	of	ADP
fbem-29705	34	106	the	the	DET
fbem-29705	34	107	previous	previous	ADJ
fbem-29705	34	108	moment	moment	NOUN
fbem-29705	34	109	.	.	PUNCT
fbem-29705	35	1	the	the	DET
fbem-29705	35	2	forgetting	forget	VERB
fbem-29705	35	3	gate	gate	NOUN
fbem-29705	35	4	𝑓	𝑓	DET
fbem-29705	35	5	controls	control	NOUN
fbem-29705	35	6	the	the	DET
fbem-29705	35	7	extent	extent	NOUN
fbem-29705	35	8	to	to	PART
fbem-29705	35	9	which	which	PRON
fbem-29705	35	10	memories	memory	NOUN
fbem-29705	35	11	of	of	ADP
fbem-29705	35	12	the	the	DET
fbem-29705	35	13	previous	previous	ADJ
fbem-29705	35	14	moment	moment	NOUN
fbem-29705	35	15	are	be	AUX
fbem-29705	35	16	retained	retain	VERB
fbem-29705	35	17	or	or	CCONJ
fbem-29705	35	18	forgotten	forget	VERB
fbem-29705	35	19	,	,	PUNCT
fbem-29705	35	20	𝑓	𝑓	DET
fbem-29705	35	21	𝜎	𝜎	NOUN
fbem-29705	35	22	𝑊	𝑊	NOUN
fbem-29705	35	23	ℎ	ℎ	NOUN
fbem-29705	35	24	,	,	PUNCT
fbem-29705	35	25	𝑥	𝑥	PROPN
fbem-29705	35	26	𝑏	𝑏	NOUN
fbem-29705	35	27	)	)	PUNCT
fbem-29705	35	28	(	(	PUNCT
fbem-29705	35	29	2	2	X
fbem-29705	35	30	)	)	PUNCT
fbem-29705	35	31	where	where	SCONJ
fbem-29705	35	32	𝜎	𝜎	PROPN
fbem-29705	35	33	is	be	AUX
fbem-29705	35	34	the	the	DET
fbem-29705	35	35	sigmoid	sigmoid	NOUN
fbem-29705	35	36	activation	activation	NOUN
fbem-29705	35	37	function	function	NOUN
fbem-29705	35	38	,	,	PUNCT
fbem-29705	35	39	𝑊	𝑊	PROPN
fbem-29705	35	40	is	be	AUX
fbem-29705	35	41	the	the	DET
fbem-29705	35	42	weight	weight	NOUN
fbem-29705	35	43	matrix	matrix	NOUN
fbem-29705	35	44	of	of	ADP
fbem-29705	35	45	the	the	DET
fbem-29705	35	46	forgetting	forget	VERB
fbem-29705	35	47	gate	gate	NOUN
fbem-29705	35	48	,	,	PUNCT
fbem-29705	35	49	𝑏	𝑏	PROPN
fbem-29705	35	50	is	be	AUX
fbem-29705	35	51	the	the	DET
fbem-29705	35	52	bias	bias	NOUN
fbem-29705	35	53	vector	vector	NOUN
fbem-29705	35	54	of	of	ADP
fbem-29705	35	55	the	the	DET
fbem-29705	35	56	forgetting	forget	VERB
fbem-29705	35	57	gate	gate	NOUN
fbem-29705	35	58	,	,	PUNCT
fbem-29705	35	59	ℎ	ℎ	PROPN
fbem-29705	35	60	is	be	AUX
fbem-29705	35	61	the	the	DET
fbem-29705	35	62	hidden	hidden	ADJ
fbem-29705	35	63	state	state	NOUN
fbem-29705	35	64	of	of	ADP
fbem-29705	35	65	the	the	DET
fbem-29705	35	66	previous	previous	ADJ
fbem-29705	35	67	moment	moment	NOUN
fbem-29705	35	68	,	,	PUNCT
fbem-29705	35	69	and	and	CCONJ
fbem-29705	35	70	𝑥	𝑥	PRON
fbem-29705	35	71	is	be	AUX
fbem-29705	35	72	the	the	DET
fbem-29705	35	73	current	current	ADJ
fbem-29705	35	74	input	input	NOUN
fbem-29705	35	75	data	datum	NOUN
fbem-29705	35	76	.	.	PUNCT
fbem-29705	36	1	on	on	ADP
fbem-29705	36	2	the	the	DET
fbem-29705	36	3	basis	basis	NOUN
fbem-29705	36	4	of	of	ADP
fbem-29705	36	5	the	the	DET
fbem-29705	36	6	forgetting	forget	VERB
fbem-29705	36	7	gate	gate	NOUN
fbem-29705	36	8	,	,	PUNCT
fbem-29705	36	9	the	the	DET
fbem-29705	36	10	input	input	NOUN
fbem-29705	36	11	gate	gate	NOUN
fbem-29705	36	12	𝑖	𝑖	SYM
fbem-29705	36	13	determine	determine	NOUN
fbem-29705	36	14	show	show	NOUN
fbem-29705	36	15	much	much	ADJ
fbem-29705	36	16	of	of	ADP
fbem-29705	36	17	the	the	DET
fbem-29705	36	18	current	current	ADJ
fbem-29705	36	19	candidate	candidate	NOUN
fbem-29705	36	20	information	information	NOUN
fbem-29705	36	21	is	be	AUX
fbem-29705	36	22	updated	update	VERB
fbem-29705	36	23	into	into	ADP
fbem-29705	36	24	the	the	DET
fbem-29705	36	25	memory	memory	NOUN
fbem-29705	36	26	cell	cell	NOUN
fbem-29705	36	27	,	,	PUNCT
fbem-29705	36	28	and	and	CCONJ
fbem-29705	36	29	can	can	AUX
fbem-29705	36	30	adjust	adjust	VERB
fbem-29705	36	31	the	the	DET
fbem-29705	36	32	proportion	proportion	NOUN
fbem-29705	36	33	of	of	ADP
fbem-29705	36	34	information	information	NOUN
fbem-29705	36	35	in	in	ADP
fbem-29705	36	36	the	the	DET
fbem-29705	36	37	candidate	candidate	NOUN
fbem-29705	36	38	memory	memory	NOUN
fbem-29705	36	39	cell	cell	NOUN
fbem-29705	36	40	that	that	PRON
fbem-29705	36	41	is	be	AUX
fbem-29705	36	42	updated	update	VERB
fbem-29705	36	43	into	into	ADP
fbem-29705	36	44	the	the	DET
fbem-29705	36	45	memory	memory	NOUN
fbem-29705	36	46	cell	cell	NOUN
fbem-29705	36	47	,	,	PUNCT
fbem-29705	36	48	with	with	ADP
fbem-29705	36	49	a	a	DET
fbem-29705	36	50	formula	formula	NOUN
fbem-29705	36	51	similar	similar	ADJ
fbem-29705	36	52	to	to	ADP
fbem-29705	36	53	the	the	DET
fbem-29705	36	54	forgetting	forget	VERB
fbem-29705	36	55	gate	gate	NOUN
fbem-29705	36	56	,	,	PUNCT
fbem-29705	36	57	𝑖	𝑖	PUNCT
fbem-29705	36	58	𝜎	𝜎	NOUN
fbem-29705	36	59	𝑊	𝑊	NOUN
fbem-29705	36	60	ℎ	ℎ	NOUN
fbem-29705	36	61	,	,	PUNCT
fbem-29705	36	62	𝑥	𝑥	PROPN
fbem-29705	36	63	𝑏	𝑏	PROPN
fbem-29705	36	64	(	(	PUNCT
fbem-29705	36	65	3	3	NUM
fbem-29705	36	66	)	)	PUNCT
fbem-29705	36	67	where	where	SCONJ
fbem-29705	36	68	𝑊	𝑊	PROPN
fbem-29705	36	69	and	and	CCONJ
fbem-29705	36	70	𝑏	𝑏	NOUN
fbem-29705	36	71	are	be	AUX
fbem-29705	36	72	the	the	DET
fbem-29705	36	73	weight	weight	NOUN
fbem-29705	36	74	matrix	matrix	NOUN
fbem-29705	36	75	and	and	CCONJ
fbem-29705	36	76	bias	bias	NOUN
fbem-29705	36	77	vector	vector	NOUN
fbem-29705	36	78	of	of	ADP
fbem-29705	36	79	the	the	DET
fbem-29705	36	80	input	input	NOUN
fbem-29705	36	81	gate	gate	NOUN
fbem-29705	36	82	,	,	PUNCT
fbem-29705	36	83	respectively	respectively	ADV
fbem-29705	36	84	.	.	PUNCT
fbem-29705	37	1	similarly	similarly	ADV
fbem-29705	37	2	,	,	PUNCT
fbem-29705	37	3	ℎ	ℎ	PROPN
fbem-29705	37	4	is	be	AUX
fbem-29705	37	5	the	the	DET
fbem-29705	37	6	hidden	hidden	ADJ
fbem-29705	37	7	state	state	NOUN
fbem-29705	37	8	of	of	ADP
fbem-29705	37	9	the	the	DET
fbem-29705	37	10	previous	previous	ADJ
fbem-29705	37	11	moment	moment	NOUN
fbem-29705	37	12	and	and	CCONJ
fbem-29705	37	13	𝑥	𝑥	NOUN
fbem-29705	37	14	is	be	AUX
fbem-29705	37	15	the	the	DET
fbem-29705	37	16	current	current	ADJ
fbem-29705	37	17	input	input	NOUN
fbem-29705	37	18	data	datum	NOUN
fbem-29705	37	19	.	.	PUNCT
fbem-29705	38	1	however	however	ADV
fbem-29705	38	2	,	,	PUNCT
fbem-29705	38	3	the	the	DET
fbem-29705	38	4	input	input	NOUN
fbem-29705	38	5	gate	gate	NOUN
fbem-29705	38	6	does	do	AUX
fbem-29705	38	7	not	not	PART
fbem-29705	38	8	directly	directly	ADV
fbem-29705	38	9	introduce	introduce	VERB
fbem-29705	38	10	the	the	DET
fbem-29705	38	11	input	input	NOUN
fbem-29705	38	12	information	information	NOUN
fbem-29705	38	13	into	into	ADP
fbem-29705	38	14	the	the	DET
fbem-29705	38	15	memory	memory	NOUN
fbem-29705	38	16	unit	unit	NOUN
fbem-29705	38	17	,	,	PUNCT
fbem-29705	38	18	it	it	PRON
fbem-29705	38	19	will	will	AUX
fbem-29705	38	20	combine	combine	VERB
fbem-29705	38	21	with	with	ADP
fbem-29705	38	22	the	the	DET
fbem-29705	38	23	candidate	candidate	NOUN
fbem-29705	38	24	memory	memory	NOUN
fbem-29705	38	25	unit	unit	NOUN
fbem-29705	38	26	to	to	PART
fbem-29705	38	27	calculate	calculate	VERB
fbem-29705	38	28	the	the	DET
fbem-29705	38	29	result	result	NOUN
fbem-29705	38	30	,	,	PUNCT
fbem-29705	38	31	the	the	DET
fbem-29705	38	32	candidate	candidate	NOUN
fbem-29705	38	33	memory	memory	NOUN
fbem-29705	38	34	unit	unit	NOUN
fbem-29705	38	35	will	will	AUX
fbem-29705	38	36	generate	generate	VERB
fbem-29705	38	37	a	a	DET
fbem-29705	38	38	new	new	ADJ
fbem-29705	38	39	potential	potential	ADJ
fbem-29705	38	40	information	information	NOUN
fbem-29705	38	41	candidate	candidate	NOUN
fbem-29705	38	42	value	value	NOUN
fbem-29705	38	43	based	base	VERB
fbem-29705	38	44	on	on	ADP
fbem-29705	38	45	the	the	DET
fbem-29705	38	46	current	current	ADJ
fbem-29705	38	47	input	input	NOUN
fbem-29705	38	48	and	and	CCONJ
fbem-29705	38	49	the	the	DET
fbem-29705	38	50	hidden	hidden	ADJ
fbem-29705	38	51	state	state	NOUN
fbem-29705	38	52	of	of	ADP
fbem-29705	38	53	the	the	DET
fbem-29705	38	54	previous	previous	ADJ
fbem-29705	38	55	moment	moment	NOUN
fbem-29705	38	56	,	,	PUNCT
fbem-29705	38	57	and	and	CCONJ
fbem-29705	38	58	it	it	PRON
fbem-29705	38	59	will	will	AUX
fbem-29705	38	60	decide	decide	VERB
fbem-29705	38	61	whether	whether	SCONJ
fbem-29705	38	62	to	to	PART
fbem-29705	38	63	be	be	AUX
fbem-29705	38	64	updated	update	VERB
fbem-29705	38	65	into	into	ADP
fbem-29705	38	66	the	the	DET
fbem-29705	38	67	memory	memory	NOUN
fbem-29705	38	68	unit	unit	NOUN
fbem-29705	38	69	or	or	CCONJ
fbem-29705	38	70	not	not	PART
fbem-29705	38	71	under	under	ADP
fbem-29705	38	72	the	the	DET
fbem-29705	38	73	action	action	NOUN
fbem-29705	38	74	of	of	ADP
fbem-29705	38	75	the	the	DET
fbem-29705	38	76	input	input	NOUN
fbem-29705	38	77	gate	gate	NOUN
fbem-29705	38	78	,	,	PUNCT
fbem-29705	38	79	which	which	PRON
fbem-29705	38	80	is	be	AUX
fbem-29705	38	81	calculated	calculate	VERB
fbem-29705	38	82	by	by	ADP
fbem-29705	38	83	the	the	DET
fbem-29705	38	84	formula	formula	NOUN
fbem-29705	38	85	:	:	PUNCT
fbem-29705	38	86	𝐶	𝐶	PROPN
fbem-29705	38	87	tan	tan	NOUN
fbem-29705	38	88	ℎ	ℎ	X
fbem-29705	38	89	𝑊	𝑊	NOUN
fbem-29705	38	90	∙	∙	PROPN
fbem-29705	38	91	ℎ	ℎ	PROPN
fbem-29705	38	92	,	,	PUNCT
fbem-29705	38	93	𝑋	𝑋	PROPN
fbem-29705	38	94	𝑏	𝑏	PROPN
fbem-29705	38	95	(	(	PUNCT
fbem-29705	38	96	4	4	NUM
fbem-29705	38	97	)	)	PUNCT
fbem-29705	38	98	where	where	SCONJ
fbem-29705	38	99	is	be	AUX
fbem-29705	38	100	the	the	DET
fbem-29705	38	101	candidate	candidate	NOUN
fbem-29705	38	102	memory	memory	NOUN
fbem-29705	38	103	cell	cell	NOUN
fbem-29705	38	104	at	at	ADP
fbem-29705	38	105	the	the	DET
fbem-29705	38	106	current	current	ADJ
fbem-29705	38	107	moment	moment	NOUN
fbem-29705	38	108	t	t	NOUN
fbem-29705	38	109	,	,	PUNCT
fbem-29705	38	110	𝑊	𝑊	PROPN
fbem-29705	38	111	and	and	CCONJ
fbem-29705	38	112	𝑏	𝑏	NOUN
fbem-29705	38	113	are	be	AUX
fbem-29705	38	114	the	the	DET
fbem-29705	38	115	weight	weight	NOUN
fbem-29705	38	116	matrix	matrix	NOUN
fbem-29705	38	117	and	and	CCONJ
fbem-29705	38	118	bias	bias	NOUN
fbem-29705	38	119	vector	vector	NOUN
fbem-29705	38	120	associated	associate	VERB
fbem-29705	38	121	with	with	ADP
fbem-29705	38	122	the	the	DET
fbem-29705	38	123	candidate	candidate	NOUN
fbem-29705	38	124	memory	memory	NOUN
fbem-29705	38	125	cell	cell	NOUN
fbem-29705	38	126	,	,	PUNCT
fbem-29705	38	127	respectively	respectively	ADV
fbem-29705	38	128	,	,	PUNCT
fbem-29705	38	129	ℎ	ℎ	PROPN
fbem-29705	38	130	is	be	AUX
fbem-29705	38	131	the	the	DET
fbem-29705	38	132	hidden	hidden	ADJ
fbem-29705	38	133	state	state	NOUN
fbem-29705	38	134	at	at	ADP
fbem-29705	38	135	the	the	DET
fbem-29705	38	136	previous	previous	ADJ
fbem-29705	38	137	moment	moment	NOUN
fbem-29705	38	138	,	,	PUNCT
fbem-29705	38	139	𝑥	𝑥	PROPN
fbem-29705	38	140	is	be	AUX
fbem-29705	38	141	the	the	DET
fbem-29705	38	142	current	current	ADJ
fbem-29705	38	143	input	input	NOUN
fbem-29705	38	144	data	datum	NOUN
fbem-29705	38	145	,	,	PUNCT
fbem-29705	38	146	and	and	CCONJ
fbem-29705	38	147	tanh	tanh	PROPN
fbem-29705	38	148	restricts	restrict	VERB
fbem-29705	38	149	the	the	DET
fbem-29705	38	150	output	output	NOUN
fbem-29705	38	151	value	value	NOUN
fbem-29705	38	152	to	to	ADP
fbem-29705	38	153	between	between	ADP
fbem-29705	38	154	-1	-1	PUNCT
fbem-29705	38	155	and	and	CCONJ
fbem-29705	38	156	1	1	NUM
fbem-29705	38	157	by	by	ADP
fbem-29705	38	158	means	mean	NOUN
fbem-29705	38	159	of	of	ADP
fbem-29705	38	160	a	a	DET
fbem-29705	38	161	hyperbolic	hyperbolic	ADJ
fbem-29705	38	162	tangent	tangent	NOUN
fbem-29705	38	163	function	function	NOUN
fbem-29705	38	164	.	.	PUNCT
fbem-29705	39	1	the	the	DET
fbem-29705	39	2	hidden	hidden	ADJ
fbem-29705	39	3	state	state	NOUN
fbem-29705	39	4	ℎ	ℎ	PROPN
fbem-29705	39	5	of	of	ADP
fbem-29705	39	6	the	the	DET
fbem-29705	39	7	lstm	lstm	NOUN
fbem-29705	39	8	combines	combine	VERB
fbem-29705	39	9	the	the	DET
fbem-29705	39	10	current	current	ADJ
fbem-29705	39	11	memory	memory	NOUN
fbem-29705	39	12	cell	cell	NOUN
fbem-29705	39	13	information	information	NOUN
fbem-29705	39	14	and	and	CCONJ
fbem-29705	39	15	the	the	DET
fbem-29705	39	16	role	role	NOUN
fbem-29705	39	17	of	of	ADP
fbem-29705	39	18	the	the	DET
fbem-29705	39	19	output	output	NOUN
fbem-29705	39	20	gate	gate	NOUN
fbem-29705	39	21	,	,	PUNCT
fbem-29705	39	22	which	which	PRON
fbem-29705	39	23	is	be	AUX
fbem-29705	39	24	a	a	DET
fbem-29705	39	25	representation	representation	NOUN
fbem-29705	39	26	of	of	ADP
fbem-29705	39	27	the	the	DET
fbem-29705	39	28	output	output	NOUN
fbem-29705	39	29	at	at	ADP
fbem-29705	39	30	the	the	DET
fbem-29705	39	31	current	current	ADJ
fbem-29705	39	32	time	time	NOUN
fbem-29705	39	33	step	step	NOUN
fbem-29705	39	34	t.	t.	NOUN
fbem-29705	39	35	it	it	PRON
fbem-29705	39	36	can	can	AUX
fbem-29705	39	37	be	be	AUX
fbem-29705	39	38	viewed	view	VERB
fbem-29705	39	39	as	as	ADP
fbem-29705	39	40	an	an	DET
fbem-29705	39	41	intermediate	intermediate	ADJ
fbem-29705	39	42	result	result	NOUN
fbem-29705	39	43	of	of	ADP
fbem-29705	39	44	the	the	DET
fbem-29705	39	45	external	external	ADJ
fbem-29705	39	46	output	output	NOUN
fbem-29705	39	47	of	of	ADP
fbem-29705	39	48	the	the	DET
fbem-29705	39	49	lstm	lstm	NOUN
fbem-29705	39	50	at	at	ADP
fbem-29705	39	51	each	each	DET
fbem-29705	39	52	time	time	NOUN
fbem-29705	39	53	step	step	NOUN
fbem-29705	39	54	,	,	PUNCT
fbem-29705	39	55	which	which	PRON
fbem-29705	39	56	can	can	AUX
fbem-29705	39	57	be	be	AUX
fbem-29705	39	58	used	use	VERB
fbem-29705	39	59	as	as	ADP
fbem-29705	39	60	an	an	DET
fbem-29705	39	61	input	input	NOUN
fbem-29705	39	62	to	to	ADP
fbem-29705	39	63	the	the	DET
fbem-29705	39	64	next	next	ADJ
fbem-29705	39	65	layer	layer	NOUN
fbem-29705	39	66	of	of	ADP
fbem-29705	39	67	the	the	DET
fbem-29705	39	68	network	network	NOUN
fbem-29705	39	69	,	,	PUNCT
fbem-29705	39	70	ℎ	ℎ	ADP
fbem-29705	39	71	𝑜	𝑜	PROPN
fbem-29705	39	72	∙	∙	PROPN
fbem-29705	39	73	𝑡𝑎𝑛ℎ	𝑡𝑎𝑛ℎ	NOUN
fbem-29705	39	74	𝐶	𝐶	PROPN
fbem-29705	39	75	(	(	PUNCT
fbem-29705	39	76	5	5	NUM
fbem-29705	39	77	)	)	PUNCT
fbem-29705	39	78	where	where	SCONJ
fbem-29705	39	79	𝑜	𝑜	NOUN
fbem-29705	39	80	is	be	AUX
fbem-29705	39	81	the	the	DET
fbem-29705	39	82	output	output	NOUN
fbem-29705	39	83	of	of	ADP
fbem-29705	39	84	the	the	DET
fbem-29705	39	85	output	output	NOUN
fbem-29705	39	86	gate	gate	NOUN
fbem-29705	39	87	that	that	PRON
fbem-29705	39	88	determines	determine	VERB
fbem-29705	39	89	the	the	DET
fbem-29705	39	90	effect	effect	NOUN
fbem-29705	39	91	of	of	ADP
fbem-29705	39	92	the	the	DET
fbem-29705	39	93	memory	memory	NOUN
fbem-29705	39	94	cell	cell	NOUN
fbem-29705	39	95	𝐶	𝐶	PROPN
fbem-29705	39	96	on	on	ADP
fbem-29705	39	97	the	the	DET
fbem-29705	39	98	hidden	hidden	ADJ
fbem-29705	39	99	state	state	NOUN
fbem-29705	39	100	ℎ	ℎ	PROPN
fbem-29705	39	101	at	at	ADP
fbem-29705	39	102	the	the	DET
fbem-29705	39	103	current	current	ADJ
fbem-29705	39	104	moment	moment	NOUN
fbem-29705	39	105	t.	t.	PROPN
fbem-29705	39	106	𝐶	𝐶	PROPN
fbem-29705	39	107	is	be	AUX
fbem-29705	39	108	the	the	DET
fbem-29705	39	109	current	current	ADJ
fbem-29705	39	110	memory	memory	NOUN
fbem-29705	39	111	cell	cell	NOUN
fbem-29705	39	112	.	.	PUNCT
fbem-29705	40	1	the	the	DET
fbem-29705	40	2	output	output	NOUN
fbem-29705	40	3	gate	gate	PROPN
fbem-29705	40	4	determine	determine	NOUN
fbem-29705	40	5	show	show	VERB
fbem-29705	40	6	much	much	ADJ
fbem-29705	40	7	of	of	ADP
fbem-29705	40	8	the	the	DET
fbem-29705	40	9	information	information	NOUN
fbem-29705	40	10	in	in	ADP
fbem-29705	40	11	the	the	DET
fbem-29705	40	12	memory	memory	NOUN
fbem-29705	40	13	cell	cell	NOUN
fbem-29705	40	14	is	be	AUX
fbem-29705	40	15	output	output	NOUN
fbem-29705	40	16	to	to	ADP
fbem-29705	40	17	the	the	DET
fbem-29705	40	18	hidden	hidden	ADJ
fbem-29705	40	19	state	state	NOUN
fbem-29705	40	20	,	,	PUNCT
fbem-29705	40	21	𝑜	𝑜	NOUN
fbem-29705	40	22	𝜎	𝜎	NOUN
fbem-29705	40	23	𝑊	𝑊	NOUN
fbem-29705	40	24	ℎ	ℎ	NOUN
fbem-29705	40	25	,	,	PUNCT
fbem-29705	40	26	𝑥	𝑥	PROPN
fbem-29705	40	27	𝑏	𝑏	PROPN
fbem-29705	40	28	(	(	PUNCT
fbem-29705	40	29	6	6	NUM
fbem-29705	40	30	)	)	PUNCT
fbem-29705	40	31	where	where	SCONJ
fbem-29705	40	32	𝑊	𝑊	PROPN
fbem-29705	40	33	and	and	CCONJ
fbem-29705	40	34	𝑏	𝑏	NOUN
fbem-29705	40	35	are	be	AUX
fbem-29705	40	36	the	the	DET
fbem-29705	40	37	weight	weight	NOUN
fbem-29705	40	38	matrix	matrix	NOUN
fbem-29705	40	39	and	and	CCONJ
fbem-29705	40	40	bias	bias	NOUN
fbem-29705	40	41	vector	vector	NOUN
fbem-29705	40	42	of	of	ADP
fbem-29705	40	43	the	the	DET
fbem-29705	40	44	output	output	NOUN
fbem-29705	40	45	gate	gate	NOUN
fbem-29705	40	46	,	,	PUNCT
fbem-29705	40	47	respectively	respectively	ADV
fbem-29705	40	48	.	.	PUNCT
fbem-29705	41	1	in	in	ADP
fbem-29705	41	2	summary	summary	NOUN
fbem-29705	41	3	,	,	PUNCT
fbem-29705	41	4	lstm	lstm	PROPN
fbem-29705	41	5	captures	capture	VERB
fbem-29705	41	6	short	short	ADJ
fbem-29705	41	7	-	-	PUNCT
fbem-29705	41	8	term	term	NOUN
fbem-29705	41	9	and	and	CCONJ
fbem-29705	41	10	long	long	ADJ
fbem-29705	41	11	-	-	PUNCT
fbem-29705	41	12	term	term	NOUN
fbem-29705	41	13	dependencies	dependency	NOUN
fbem-29705	41	14	in	in	ADP
fbem-29705	41	15	time	time	NOUN
fbem-29705	41	16	series	series	NOUN
fbem-29705	41	17	through	through	ADP
fbem-29705	41	18	the	the	DET
fbem-29705	41	19	collaborative	collaborative	ADJ
fbem-29705	41	20	work	work	NOUN
fbem-29705	41	21	of	of	ADP
fbem-29705	41	22	memory	memory	NOUN
fbem-29705	41	23	cells	cell	NOUN
fbem-29705	41	24	and	and	CCONJ
fbem-29705	41	25	hidden	hidden	ADJ
fbem-29705	41	26	states	state	NOUN
fbem-29705	41	27	,	,	PUNCT
fbem-29705	41	28	overcoming	overcome	VERB
fbem-29705	41	29	the	the	DET
fbem-29705	41	30	limitations	limitation	NOUN
fbem-29705	41	31	of	of	ADP
fbem-29705	41	32	traditional	traditional	ADJ
fbem-29705	41	33	recurrent	recurrent	ADJ
fbem-29705	41	34	neural	neural	ADJ
fbem-29705	41	35	networks	network	NOUN
fbem-29705	41	36	in	in	ADP
fbem-29705	41	37	handling	handle	VERB
fbem-29705	41	38	long	long	ADJ
fbem-29705	41	39	-	-	PUNCT
fbem-29705	41	40	term	term	NOUN
fbem-29705	41	41	dependencies	dependency	NOUN
fbem-29705	41	42	.	.	PUNCT
fbem-29705	42	1	3.1.2	3.1.2	X
fbem-29705	42	2	.	.	PUNCT
fbem-29705	42	3	convolutional	convolutional	ADJ
fbem-29705	42	4	neural	neural	ADJ
fbem-29705	42	5	network	network	NOUN
fbem-29705	42	6	theory	theory	NOUN
fbem-29705	42	7	convolutional	convolutional	ADJ
fbem-29705	42	8	neural	neural	ADJ
fbem-29705	42	9	networks	network	NOUN
fbem-29705	42	10	were	be	AUX
fbem-29705	42	11	first	first	ADV
fbem-29705	42	12	proposed	propose	VERB
fbem-29705	42	13	by	by	ADP
fbem-29705	42	14	yann	yann	PROPN
fbem-29705	42	15	lecun	lecun	PROPN
fbem-29705	42	16	in	in	ADP
fbem-29705	42	17	the	the	DET
fbem-29705	42	18	1980s	1980	NOUN
fbem-29705	42	19	for	for	ADP
fbem-29705	42	20	image	image	NOUN
fbem-29705	42	21	processing	processing	NOUN
fbem-29705	42	22	tasks	task	NOUN
fbem-29705	42	23	.	.	PUNCT
fbem-29705	43	1	the	the	DET
fbem-29705	43	2	core	core	NOUN
fbem-29705	43	3	advantage	advantage	NOUN
fbem-29705	43	4	of	of	ADP
fbem-29705	43	5	cnn	cnn	PROPN
fbem-29705	43	6	is	be	AUX
fbem-29705	43	7	its	its	PRON
fbem-29705	43	8	local	local	ADJ
fbem-29705	43	9	connectivity	connectivity	NOUN
fbem-29705	43	10	and	and	CCONJ
fbem-29705	43	11	parameter	parameter	NOUN
fbem-29705	43	12	sharing	sharing	NOUN
fbem-29705	43	13	mechanism	mechanism	NOUN
fbem-29705	43	14	.	.	PUNCT
fbem-29705	44	1	the	the	DET
fbem-29705	44	2	local	local	ADJ
fbem-29705	44	3	connectivity	connectivity	NOUN
fbem-29705	44	4	and	and	CCONJ
fbem-29705	44	5	dynamic	dynamic	ADJ
fbem-29705	44	6	propagation	propagation	NOUN
fbem-29705	44	7	characteristics	characteristic	NOUN
fbem-29705	44	8	enable	enable	VERB
fbem-29705	44	9	it	it	PRON
fbem-29705	44	10	to	to	PART
fbem-29705	44	11	process	process	VERB
fbem-29705	44	12	multidimensional	multidimensional	ADJ
fbem-29705	44	13	signals	signal	NOUN
fbem-29705	44	14	quickly	quickly	ADV
fbem-29705	44	15	,	,	PUNCT
fbem-29705	44	16	as	as	SCONJ
fbem-29705	44	17	described	describe	VERB
fbem-29705	44	18	in	in	ADP
fbem-29705	44	19	[	[	X
fbem-29705	44	20	8	8	NUM
fbem-29705	44	21	]	]	PUNCT
fbem-29705	44	22	.	.	PUNCT
fbem-29705	45	1	in	in	ADP
fbem-29705	45	2	time	time	NOUN
fbem-29705	45	3	series	series	PROPN
fbem-29705	45	4	analysis	analysis	NOUN
fbem-29705	45	5	,	,	PUNCT
fbem-29705	45	6	convolutional	convolutional	ADJ
fbem-29705	45	7	neural	neural	ADJ
fbem-29705	45	8	networks	network	NOUN
fbem-29705	45	9	can	can	AUX
fbem-29705	45	10	efficiently	efficiently	ADV
fbem-29705	45	11	extract	extract	VERB
fbem-29705	45	12	local	local	ADJ
fbem-29705	45	13	temporal	temporal	ADJ
fbem-29705	45	14	features	feature	NOUN
fbem-29705	45	15	through	through	ADP
fbem-29705	45	16	convolutional	convolutional	ADJ
fbem-29705	45	17	operations	operation	NOUN
fbem-29705	45	18	,	,	PUNCT
fbem-29705	45	19	pooling	pool	VERB
fbem-29705	45	20	operations	operation	NOUN
fbem-29705	45	21	,	,	PUNCT
fbem-29705	45	22	etc	etc	X
fbem-29705	45	23	.	.	X
fbem-29705	45	24	,	,	PUNCT
fbem-29705	45	25	reducing	reduce	VERB
fbem-29705	45	26	the	the	DET
fbem-29705	45	27	number	number	NOUN
fbem-29705	45	28	of	of	ADP
fbem-29705	45	29	parameters	parameter	NOUN
fbem-29705	45	30	and	and	CCONJ
fbem-29705	45	31	computation	computation	NOUN
fbem-29705	45	32	.	.	PUNCT
fbem-29705	46	1	a	a	DET
fbem-29705	46	2	convolutional	convolutional	ADJ
fbem-29705	46	3	layer	layer	NOUN
fbem-29705	46	4	can	can	AUX
fbem-29705	46	5	locally	locally	ADV
fbem-29705	46	6	scan	scan	VERB
fbem-29705	46	7	the	the	DET
fbem-29705	46	8	input	input	NOUN
fbem-29705	46	9	data	datum	NOUN
fbem-29705	46	10	with	with	ADP
fbem-29705	46	11	a	a	DET
fbem-29705	46	12	small	small	ADJ
fbem-29705	46	13	convolutional	convolutional	ADJ
fbem-29705	46	14	kernel	kernel	NOUN
fbem-29705	46	15	to	to	PART
fbem-29705	46	16	generate	generate	VERB
fbem-29705	46	17	a	a	DET
fbem-29705	46	18	feature	feature	NOUN
fbem-29705	46	19	map	map	NOUN
fbem-29705	46	20	for	for	ADP
fbem-29705	46	21	extracting	extract	VERB
fbem-29705	46	22	local	local	ADJ
fbem-29705	46	23	features	feature	NOUN
fbem-29705	46	24	,	,	PUNCT
fbem-29705	46	25	the	the	DET
fbem-29705	46	26	mathematical	mathematical	ADJ
fbem-29705	46	27	expression	expression	NOUN
fbem-29705	46	28	of	of	ADP
fbem-29705	46	29	the	the	DET
fbem-29705	46	30	convolutional	convolutional	ADJ
fbem-29705	46	31	operation	operation	NOUN
fbem-29705	46	32	is	be	AUX
fbem-29705	46	33	as	as	SCONJ
fbem-29705	46	34	follows	follow	VERB
fbem-29705	46	35	:	:	PUNCT
fbem-29705	46	36	𝑠	𝑠	PROPN
fbem-29705	46	37	𝑖	𝑖	SYM
fbem-29705	46	38	,	,	PUNCT
fbem-29705	46	39	𝑗	𝑗	INTJ
fbem-29705	46	40	∑	∑	PUNCT
fbem-29705	46	41	∑	∑	PUNCT
fbem-29705	46	42	𝑥	𝑥	PROPN
fbem-29705	46	43	𝑖	𝑖	SYM
fbem-29705	46	44	𝑚	𝑚	PROPN
fbem-29705	46	45	,	,	PUNCT
fbem-29705	46	46	𝑗	𝑗	INTJ
fbem-29705	46	47	𝑛	𝑛	DET
fbem-29705	46	48	⋅	⋅	PROPN
fbem-29705	46	49	𝑤	𝑤	SYM
fbem-29705	46	50	𝑚	𝑚	NOUN
fbem-29705	46	51	,	,	PUNCT
fbem-29705	46	52	𝑛	𝑛	PRON
fbem-29705	46	53	𝑏	𝑏	PROPN
fbem-29705	46	54	(	(	PUNCT
fbem-29705	46	55	7	7	NUM
fbem-29705	46	56	)	)	PUNCT
fbem-29705	46	57	where	where	SCONJ
fbem-29705	46	58	𝑠	𝑠	PROPN
fbem-29705	46	59	𝑖	𝑖	SYM
fbem-29705	46	60	,	,	PUNCT
fbem-29705	46	61	𝑗	𝑗	X
fbem-29705	46	62	is	be	AUX
fbem-29705	46	63	the	the	DET
fbem-29705	46	64	value	value	NOUN
fbem-29705	46	65	of	of	ADP
fbem-29705	46	66	the	the	DET
fbem-29705	46	67	output	output	NOUN
fbem-29705	46	68	feature	feature	NOUN
fbem-29705	46	69	map	map	NOUN
fbem-29705	46	70	at	at	ADP
fbem-29705	46	71	position	position	NOUN
fbem-29705	46	72	𝑖	𝑖	ADP
fbem-29705	46	73	,	,	PUNCT
fbem-29705	46	74	𝑗	𝑗	INTJ
fbem-29705	46	75	,	,	PUNCT
fbem-29705	46	76	𝑥	𝑥	PROPN
fbem-29705	46	77	𝑖	𝑖	SYM
fbem-29705	46	78	𝑚	𝑚	NOUN
fbem-29705	46	79	,	,	PUNCT
fbem-29705	46	80	𝑗	𝑗	DET
fbem-29705	46	81	𝑛	𝑛	PROPN
fbem-29705	46	82	is	be	AUX
fbem-29705	46	83	the	the	DET
fbem-29705	46	84	value	value	NOUN
fbem-29705	46	85	of	of	ADP
fbem-29705	46	86	the	the	DET
fbem-29705	46	87	input	input	NOUN
fbem-29705	46	88	data	datum	NOUN
fbem-29705	46	89	at	at	ADP
fbem-29705	46	90	position	position	NOUN
fbem-29705	46	91	𝑖	𝑖	SYM
fbem-29705	46	92	𝑚	𝑚	NOUN
fbem-29705	46	93	,	,	PUNCT
fbem-29705	46	94	𝑗	𝑗	NOUN
fbem-29705	46	95	𝑛	𝑛	PROPN
fbem-29705	46	96	,	,	PUNCT
fbem-29705	46	97	𝑤	𝑤	ADP
fbem-29705	46	98	𝑚	𝑚	NOUN
fbem-29705	46	99	,	,	PUNCT
fbem-29705	46	100	𝑛	𝑛	PROPN
fbem-29705	46	101	is	be	AUX
fbem-29705	46	102	the	the	DET
fbem-29705	46	103	weight	weight	NOUN
fbem-29705	46	104	of	of	ADP
fbem-29705	46	105	the	the	DET
fbem-29705	46	106	convolution	convolution	NOUN
fbem-29705	46	107	kernel	kernel	NOUN
fbem-29705	46	108	at	at	ADP
fbem-29705	46	109	position	position	NOUN
fbem-29705	46	110	𝑚	𝑚	NOUN
fbem-29705	46	111	,	,	PUNCT
fbem-29705	46	112	𝑛	𝑛	PRON
fbem-29705	46	113	,	,	PUNCT
fbem-29705	46	114	and	and	CCONJ
fbem-29705	46	115	𝑏	𝑏	PROPN
fbem-29705	46	116	is	be	AUX
fbem-29705	46	117	the	the	DET
fbem-29705	46	118	bias	bias	NOUN
fbem-29705	46	119	term	term	NOUN
fbem-29705	46	120	.	.	PUNCT
fbem-29705	47	1	after	after	ADP
fbem-29705	47	2	the	the	DET
fbem-29705	47	3	convolution	convolution	NOUN
fbem-29705	47	4	operation	operation	NOUN
fbem-29705	47	5	,	,	PUNCT
fbem-29705	47	6	in	in	ADP
fbem-29705	47	7	order	order	NOUN
fbem-29705	47	8	to	to	PART
fbem-29705	47	9	enhance	enhance	VERB
fbem-29705	47	10	the	the	DET
fbem-29705	47	11	nonlinear	nonlinear	ADJ
fbem-29705	47	12	representation	representation	NOUN
fbem-29705	47	13	of	of	ADP
fbem-29705	47	14	the	the	DET
fbem-29705	47	15	model	model	NOUN
fbem-29705	47	16	,	,	PUNCT
fbem-29705	47	17	the	the	DET
fbem-29705	47	18	output	output	NOUN
fbem-29705	47	19	of	of	ADP
fbem-29705	47	20	the	the	DET
fbem-29705	47	21	convolutional	convolutional	ADJ
fbem-29705	47	22	layer	layer	NOUN
fbem-29705	47	23	is	be	AUX
fbem-29705	47	24	passed	pass	VERB
fbem-29705	47	25	through	through	ADP
fbem-29705	47	26	a	a	DET
fbem-29705	47	27	nonlinear	nonlinear	ADJ
fbem-29705	47	28	activation	activation	NOUN
fbem-29705	47	29	function	function	NOUN
fbem-29705	47	30	to	to	PART
fbem-29705	47	31	ensure	ensure	VERB
fbem-29705	47	32	that	that	SCONJ
fbem-29705	47	33	the	the	DET
fbem-29705	47	34	convolutional	convolutional	ADJ
fbem-29705	47	35	neural	neural	ADJ
fbem-29705	47	36	network	network	NOUN
fbem-29705	47	37	can	can	AUX
fbem-29705	47	38	learn	learn	VERB
fbem-29705	47	39	the	the	DET
fbem-29705	47	40	nonlinear	nonlinear	ADJ
fbem-29705	47	41	relationship	relationship	NOUN
fbem-29705	47	42	,	,	PUNCT
fbem-29705	47	43	the	the	DET
fbem-29705	47	44	most	most	ADV
fbem-29705	47	45	commonly	commonly	ADV
fbem-29705	47	46	used	use	VERB
fbem-29705	47	47	activation	activation	NOUN
fbem-29705	47	48	function	function	NOUN
fbem-29705	47	49	is	be	AUX
fbem-29705	47	50	relu	relu	NOUN
fbem-29705	47	51	,	,	PUNCT
fbem-29705	47	52	which	which	PRON
fbem-29705	47	53	is	be	AUX
fbem-29705	47	54	formulated	formulate	VERB
fbem-29705	47	55	as	as	ADP
fbem-29705	47	56	:	:	PUNCT
fbem-29705	47	57	𝑅𝑒𝐿𝑈	𝑅𝑒𝐿𝑈	VERB
fbem-29705	47	58	𝑥	𝑥	X
fbem-29705	47	59	𝑚𝑎𝑥	𝑚𝑎𝑥	ADJ
fbem-29705	47	60	0	0	NUM
fbem-29705	47	61	,	,	PUNCT
fbem-29705	47	62	𝑥	𝑥	X
fbem-29705	47	63	(	(	PUNCT
fbem-29705	47	64	8)	8)	NUM
fbem-29705	47	65	where	where	SCONJ
fbem-29705	47	66	𝑥	𝑥	PROPN
fbem-29705	47	67	is	be	AUX
fbem-29705	47	68	the	the	DET
fbem-29705	47	69	output	output	NOUN
fbem-29705	47	70	of	of	ADP
fbem-29705	47	71	the	the	DET
fbem-29705	47	72	convolutional	convolutional	ADJ
fbem-29705	47	73	layer	layer	NOUN
fbem-29705	47	74	,	,	PUNCT
fbem-29705	47	75	the	the	DET
fbem-29705	47	76	activation	activation	NOUN
fbem-29705	47	77	function	function	NOUN
fbem-29705	47	78	serves	serve	VERB
fbem-29705	47	79	to	to	PART
fbem-29705	47	80	set	set	VERB
fbem-29705	47	81	the	the	DET
fbem-29705	47	82	negative	negative	ADJ
fbem-29705	47	83	values	value	NOUN
fbem-29705	47	84	in	in	ADP
fbem-29705	47	85	the	the	DET
fbem-29705	47	86	output	output	NOUN
fbem-29705	47	87	of	of	ADP
fbem-29705	47	88	the	the	DET
fbem-29705	47	89	convolutional	convolutional	ADJ
fbem-29705	47	90	layer	layer	NOUN
fbem-29705	47	91	to	to	ADP
fbem-29705	47	92	zero	zero	NUM
fbem-29705	47	93	and	and	CCONJ
fbem-29705	47	94	retain	retain	VERB
fbem-29705	47	95	only	only	ADV
fbem-29705	47	96	the	the	DET
fbem-29705	47	97	positive	positive	ADJ
fbem-29705	47	98	values	value	NOUN
fbem-29705	47	99	,	,	PUNCT
fbem-29705	47	100	which	which	PRON
fbem-29705	47	101	effectively	effectively	ADV
fbem-29705	47	102	solves	solve	VERB
fbem-29705	47	103	the	the	DET
fbem-29705	47	104	problem	problem	NOUN
fbem-29705	47	105	of	of	ADP
fbem-29705	47	106	gradient	gradient	ADJ
fbem-29705	47	107	vanishing	vanishing	NOUN
fbem-29705	47	108	.	.	PUNCT
fbem-29705	48	1	after	after	SCONJ
fbem-29705	48	2	the	the	DET
fbem-29705	48	3	feature	feature	NOUN
fbem-29705	48	4	maps	map	NOUN
fbem-29705	48	5	extracted	extract	VERB
fbem-29705	48	6	by	by	ADP
fbem-29705	48	7	the	the	DET
fbem-29705	48	8	convolutional	convolutional	ADJ
fbem-29705	48	9	layer	layer	NOUN
fbem-29705	48	10	are	be	AUX
fbem-29705	48	11	activated	activate	VERB
fbem-29705	48	12	by	by	ADP
fbem-29705	48	13	the	the	DET
fbem-29705	48	14	activation	activation	NOUN
fbem-29705	48	15	function	function	NOUN
fbem-29705	48	16	,	,	PUNCT
fbem-29705	48	17	the	the	DET
fbem-29705	48	18	pooling	pool	VERB
fbem-29705	48	19	layer	layer	NOUN
fbem-29705	48	20	downsamples	downsample	VERB
fbem-29705	48	21	the	the	DET
fbem-29705	48	22	feature	feature	NOUN
fbem-29705	48	23	maps	map	NOUN
fbem-29705	48	24	to	to	PART
fbem-29705	48	25	reduce	reduce	VERB
fbem-29705	48	26	the	the	DET
fbem-29705	48	27	data	data	NOUN
fbem-29705	48	28	dimensions	dimension	NOUN
fbem-29705	48	29	and	and	CCONJ
fbem-29705	48	30	retain	retain	VERB
fbem-29705	48	31	the	the	DET
fbem-29705	48	32	important	important	ADJ
fbem-29705	48	33	features	feature	NOUN
fbem-29705	48	34	,	,	PUNCT
fbem-29705	48	35	which	which	PRON
fbem-29705	48	36	is	be	AUX
fbem-29705	48	37	used	use	VERB
fbem-29705	48	38	to	to	PART
fbem-29705	48	39	reduce	reduce	VERB
fbem-29705	48	40	the	the	DET
fbem-29705	48	41	information	information	NOUN
fbem-29705	48	42	redundancy	redundancy	NOUN
fbem-29705	48	43	.	.	PUNCT
fbem-29705	49	1	maximum	maximum	ADJ
fbem-29705	49	2	pooling	pooling	NOUN
fbem-29705	49	3	is	be	AUX
fbem-29705	49	4	done	do	VERB
fbem-29705	49	5	by	by	ADP
fbem-29705	49	6	selecting	select	VERB
fbem-29705	49	7	the	the	DET
fbem-29705	49	8	maximum	maximum	ADJ
fbem-29705	49	9	value	value	NOUN
fbem-29705	49	10	in	in	ADP
fbem-29705	49	11	the	the	DET
fbem-29705	49	12	pooling	pool	VERB
fbem-29705	49	13	window	window	NOUN
fbem-29705	49	14	with	with	ADP
fbem-29705	49	15	the	the	DET
fbem-29705	49	16	formula	formula	NOUN
fbem-29705	49	17	:	:	PUNCT
fbem-29705	49	18	𝑝	𝑝	NOUN
fbem-29705	49	19	𝑖	𝑖	SYM
fbem-29705	49	20	,	,	PUNCT
fbem-29705	49	21	𝑗	𝑗	INTJ
fbem-29705	49	22	𝑚𝑎𝑥	𝑚𝑎𝑥	ADJ
fbem-29705	49	23	𝑠	𝑠	NOUN
fbem-29705	49	24	𝑖	𝑖	SYM
fbem-29705	49	25	,	,	PUNCT
fbem-29705	49	26	𝑗	𝑗	INTJ
fbem-29705	49	27	,	,	PUNCT
fbem-29705	49	28	𝑠	𝑠	PROPN
fbem-29705	49	29	𝑖	𝑖	SYM
fbem-29705	49	30	1	1	NUM
fbem-29705	49	31	,	,	PUNCT
fbem-29705	49	32	𝑗	𝑗	PROPN
fbem-29705	49	33	1	1	NUM
fbem-29705	49	34	,	,	PUNCT
fbem-29705	49	35	.	.	PUNCT
fbem-29705	49	36	.	.	PUNCT
fbem-29705	50	1	.	.	PUNCT
fbem-29705	51	1	,	,	PUNCT
fbem-29705	51	2	𝑠	𝑠	PROPN
fbem-29705	51	3	𝑖	𝑖	SYM
fbem-29705	51	4	𝑘	𝑘	PROPN
fbem-29705	51	5	,	,	PUNCT
fbem-29705	51	6	𝑗	𝑗	INTJ
fbem-29705	51	7	𝑘	𝑘	X
fbem-29705	51	8	(	(	PUNCT
fbem-29705	51	9	9	9	NUM
fbem-29705	51	10	)	)	PUNCT
fbem-29705	51	11	183	183	NUM
fbem-29705	51	12	where	where	SCONJ
fbem-29705	51	13	,	,	PUNCT
fbem-29705	51	14	𝑝	𝑝	PROPN
fbem-29705	51	15	𝑖	𝑖	SYM
fbem-29705	51	16	,	,	PUNCT
fbem-29705	51	17	𝑗	𝑗	X
fbem-29705	51	18	is	be	AUX
fbem-29705	51	19	the	the	DET
fbem-29705	51	20	output	output	NOUN
fbem-29705	51	21	value	value	NOUN
fbem-29705	51	22	after	after	ADP
fbem-29705	51	23	pooling	pool	VERB
fbem-29705	51	24	,	,	PUNCT
fbem-29705	51	25	which	which	PRON
fbem-29705	51	26	is	be	AUX
fbem-29705	51	27	the	the	DET
fbem-29705	51	28	pooled	pool	VERB
fbem-29705	51	29	value	value	NOUN
fbem-29705	51	30	at	at	ADP
fbem-29705	51	31	position	position	NOUN
fbem-29705	51	32	𝑖	𝑖	ADP
fbem-29705	51	33	,	,	PUNCT
fbem-29705	51	34	𝑗	𝑗	INTJ
fbem-29705	51	35	.	.	PUNCT
fbem-29705	52	1	𝑠	𝑠	PROPN
fbem-29705	53	1	𝑖	𝑖	SYM
fbem-29705	53	2	,	,	PUNCT
fbem-29705	53	3	𝑗	𝑗	X
fbem-29705	53	4	is	be	AUX
fbem-29705	53	5	the	the	DET
fbem-29705	53	6	value	value	NOUN
fbem-29705	53	7	of	of	ADP
fbem-29705	53	8	the	the	DET
fbem-29705	53	9	input	input	NOUN
fbem-29705	53	10	feature	feature	NOUN
fbem-29705	53	11	map	map	NOUN
fbem-29705	53	12	at	at	ADP
fbem-29705	53	13	position	position	NOUN
fbem-29705	53	14	𝑖	𝑖	ADP
fbem-29705	53	15	,	,	PUNCT
fbem-29705	53	16	𝑗	𝑗	INTJ
fbem-29705	53	17	.	.	PUNCT
fbem-29705	54	1	𝑘	𝑘	PRON
fbem-29705	54	2	is	be	AUX
fbem-29705	54	3	the	the	DET
fbem-29705	54	4	size	size	NOUN
fbem-29705	54	5	of	of	ADP
fbem-29705	54	6	the	the	DET
fbem-29705	54	7	pooling	pooling	NOUN
fbem-29705	54	8	window	window	NOUN
fbem-29705	54	9	,	,	PUNCT
fbem-29705	54	10	which	which	PRON
fbem-29705	54	11	defines	define	VERB
fbem-29705	54	12	the	the	DET
fbem-29705	54	13	range	range	NOUN
fbem-29705	54	14	.	.	PUNCT
fbem-29705	55	1	after	after	ADP
fbem-29705	55	2	being	be	AUX
fbem-29705	55	3	processed	process	VERB
fbem-29705	55	4	by	by	ADP
fbem-29705	55	5	the	the	DET
fbem-29705	55	6	convolutional	convolutional	ADJ
fbem-29705	55	7	layer	layer	NOUN
fbem-29705	55	8	,	,	PUNCT
fbem-29705	55	9	activation	activation	NOUN
fbem-29705	55	10	function	function	NOUN
fbem-29705	55	11	and	and	CCONJ
fbem-29705	55	12	pooling	pool	VERB
fbem-29705	55	13	layer	layer	NOUN
fbem-29705	55	14	,	,	PUNCT
fbem-29705	55	15	the	the	DET
fbem-29705	55	16	high	high	ADJ
fbem-29705	55	17	-	-	PUNCT
fbem-29705	55	18	level	level	NOUN
fbem-29705	55	19	features	feature	NOUN
fbem-29705	55	20	of	of	ADP
fbem-29705	55	21	the	the	DET
fbem-29705	55	22	input	input	NOUN
fbem-29705	55	23	data	datum	NOUN
fbem-29705	55	24	that	that	PRON
fbem-29705	55	25	have	have	AUX
fbem-29705	55	26	been	be	AUX
fbem-29705	55	27	extracted	extract	VERB
fbem-29705	55	28	by	by	ADP
fbem-29705	55	29	the	the	DET
fbem-29705	55	30	convolutional	convolutional	ADJ
fbem-29705	55	31	neural	neural	ADJ
fbem-29705	55	32	network	network	NOUN
fbem-29705	55	33	are	be	AUX
fbem-29705	55	34	passed	pass	VERB
fbem-29705	55	35	to	to	ADP
fbem-29705	55	36	the	the	DET
fbem-29705	55	37	fully	fully	ADV
fbem-29705	55	38	connected	connect	VERB
fbem-29705	55	39	layer	layer	NOUN
fbem-29705	55	40	,	,	PUNCT
fbem-29705	55	41	which	which	PRON
fbem-29705	55	42	is	be	AUX
fbem-29705	55	43	responsible	responsible	ADJ
fbem-29705	55	44	for	for	ADP
fbem-29705	55	45	integrating	integrate	VERB
fbem-29705	55	46	these	these	DET
fbem-29705	55	47	features	feature	NOUN
fbem-29705	55	48	that	that	PRON
fbem-29705	55	49	have	have	AUX
fbem-29705	55	50	been	be	AUX
fbem-29705	55	51	compressed	compress	VERB
fbem-29705	55	52	and	and	CCONJ
fbem-29705	55	53	processed	process	VERB
fbem-29705	55	54	and	and	CCONJ
fbem-29705	55	55	mapping	map	VERB
fbem-29705	55	56	them	they	PRON
fbem-29705	55	57	to	to	ADP
fbem-29705	55	58	the	the	DET
fbem-29705	55	59	output	output	NOUN
fbem-29705	55	60	space	space	NOUN
fbem-29705	55	61	for	for	ADP
fbem-29705	55	62	outputting	output	VERB
fbem-29705	55	63	the	the	DET
fbem-29705	55	64	final	final	ADJ
fbem-29705	55	65	classification	classification	NOUN
fbem-29705	55	66	or	or	CCONJ
fbem-29705	55	67	regression	regression	NOUN
fbem-29705	55	68	results	result	NOUN
fbem-29705	55	69	.	.	PUNCT
fbem-29705	56	1	each	each	DET
fbem-29705	56	2	neuron	neuron	NOUN
fbem-29705	56	3	in	in	ADP
fbem-29705	56	4	the	the	DET
fbem-29705	56	5	fully	fully	ADV
fbem-29705	56	6	connected	connect	VERB
fbem-29705	56	7	layer	layer	NOUN
fbem-29705	56	8	is	be	AUX
fbem-29705	56	9	connected	connect	VERB
fbem-29705	56	10	to	to	ADP
fbem-29705	56	11	all	all	DET
fbem-29705	56	12	the	the	DET
fbem-29705	56	13	neurons	neuron	NOUN
fbem-29705	56	14	in	in	ADP
fbem-29705	56	15	the	the	DET
fbem-29705	56	16	previous	previous	ADJ
fbem-29705	56	17	layer	layer	NOUN
fbem-29705	56	18	with	with	ADP
fbem-29705	56	19	the	the	DET
fbem-29705	56	20	formula	formula	NOUN
fbem-29705	56	21	:	:	PUNCT
fbem-29705	56	22	𝑧	𝑧	PROPN
fbem-29705	56	23	𝑊	𝑊	VERB
fbem-29705	56	24	𝑥	𝑥	X
fbem-29705	56	25	𝑏	𝑏	PROPN
fbem-29705	56	26	(	(	PUNCT
fbem-29705	56	27	10	10	NUM
fbem-29705	56	28	)	)	PUNCT
fbem-29705	56	29	where	where	SCONJ
fbem-29705	56	30	𝑧	𝑧	PROPN
fbem-29705	56	31	is	be	AUX
fbem-29705	56	32	the	the	DET
fbem-29705	56	33	output	output	NOUN
fbem-29705	56	34	of	of	ADP
fbem-29705	56	35	the	the	DET
fbem-29705	56	36	fully	fully	ADV
fbem-29705	56	37	connected	connect	VERB
fbem-29705	56	38	layer	layer	NOUN
fbem-29705	56	39	,	,	PUNCT
fbem-29705	56	40	𝑊	𝑊	PROPN
fbem-29705	56	41	is	be	AUX
fbem-29705	56	42	the	the	DET
fbem-29705	56	43	weight	weight	NOUN
fbem-29705	56	44	matrix	matrix	NOUN
fbem-29705	56	45	,	,	PUNCT
fbem-29705	56	46	𝑥	𝑥	PROPN
fbem-29705	56	47	is	be	AUX
fbem-29705	56	48	the	the	DET
fbem-29705	56	49	feature	feature	NOUN
fbem-29705	56	50	vector	vector	NOUN
fbem-29705	56	51	of	of	ADP
fbem-29705	56	52	the	the	DET
fbem-29705	56	53	input	input	NOUN
fbem-29705	56	54	and	and	CCONJ
fbem-29705	56	55	𝑏	𝑏	NOUN
fbem-29705	56	56	is	be	AUX
fbem-29705	56	57	the	the	DET
fbem-29705	56	58	bias	bias	NOUN
fbem-29705	56	59	term	term	NOUN
fbem-29705	56	60	.	.	PUNCT
fbem-29705	57	1	this	this	DET
fbem-29705	57	2	hierarchical	hierarchical	ADJ
fbem-29705	57	3	structure	structure	NOUN
fbem-29705	57	4	of	of	ADP
fbem-29705	57	5	convolutional	convolutional	ADJ
fbem-29705	57	6	neural	neural	ADJ
fbem-29705	57	7	networks	network	NOUN
fbem-29705	57	8	is	be	AUX
fbem-29705	57	9	well	well	ADV
fbem-29705	57	10	suited	suited	ADJ
fbem-29705	57	11	for	for	ADP
fbem-29705	57	12	processing	process	VERB
fbem-29705	57	13	highdimensional	highdimensional	ADJ
fbem-29705	57	14	data	datum	NOUN
fbem-29705	57	15	,	,	PUNCT
fbem-29705	57	16	and	and	CCONJ
fbem-29705	57	17	can	can	AUX
fbem-29705	57	18	efficiently	efficiently	ADV
fbem-29705	57	19	learn	learn	VERB
fbem-29705	57	20	and	and	CCONJ
fbem-29705	57	21	classify	classify	VERB
fbem-29705	57	22	complex	complex	ADJ
fbem-29705	57	23	input	input	NOUN
fbem-29705	57	24	data	datum	NOUN
fbem-29705	57	25	by	by	ADP
fbem-29705	57	26	capturing	capture	VERB
fbem-29705	57	27	complex	complex	ADJ
fbem-29705	57	28	feature	feature	NOUN
fbem-29705	57	29	representations	representation	NOUN
fbem-29705	57	30	through	through	ADP
fbem-29705	57	31	a	a	DET
fbem-29705	57	32	multilayer	multilayer	ADJ
fbem-29705	57	33	structure	structure	NOUN
fbem-29705	57	34	.	.	PUNCT
fbem-29705	58	1	3.2	3.2	NUM
fbem-29705	58	2	.	.	PUNCT
fbem-29705	58	3	text	text	NOUN
fbem-29705	58	4	sentiment	sentiment	NOUN
fbem-29705	58	5	analysis	analysis	NOUN
fbem-29705	58	6	theory	theory	NOUN
fbem-29705	58	7	text	text	NOUN
fbem-29705	58	8	sentiment	sentiment	NOUN
fbem-29705	58	9	analysis	analysis	NOUN
fbem-29705	58	10	is	be	AUX
fbem-29705	58	11	a	a	DET
fbem-29705	58	12	technique	technique	NOUN
fbem-29705	58	13	for	for	ADP
fbem-29705	58	14	analysing	analyse	VERB
fbem-29705	58	15	sentiment	sentiment	NOUN
fbem-29705	58	16	tendencies	tendency	NOUN
fbem-29705	58	17	in	in	ADP
fbem-29705	58	18	text	text	NOUN
fbem-29705	58	19	through	through	ADP
fbem-29705	58	20	natural	natural	ADJ
fbem-29705	58	21	language	language	NOUN
fbem-29705	58	22	processing	processing	NOUN
fbem-29705	58	23	techniques	technique	NOUN
fbem-29705	58	24	for	for	ADP
fbem-29705	58	25	extracting	extract	VERB
fbem-29705	58	26	user	user	NOUN
fbem-29705	58	27	’s	’s	PART
fbem-29705	58	28	emotions	emotion	NOUN
fbem-29705	58	29	or	or	CCONJ
fbem-29705	58	30	opinions	opinion	NOUN
fbem-29705	58	31	,	,	PUNCT
fbem-29705	58	32	for	for	ADP
fbem-29705	58	33	example	example	NOUN
fbem-29705	58	34	,	,	PUNCT
fbem-29705	58	35	the	the	DET
fbem-29705	58	36	overall	overall	ADJ
fbem-29705	58	37	framework	framework	NOUN
fbem-29705	58	38	of	of	ADP
fbem-29705	58	39	sentiment	sentiment	NOUN
fbem-29705	58	40	analysis	analysis	NOUN
fbem-29705	58	41	was	be	AUX
fbem-29705	58	42	discussed	discuss	VERB
fbem-29705	58	43	,	,	PUNCT
fbem-29705	58	44	and	and	CCONJ
fbem-29705	58	45	a	a	DET
fbem-29705	58	46	sentiment	sentiment	NOUN
fbem-29705	58	47	lexicon	lexicon	NOUN
fbem-29705	58	48	was	be	AUX
fbem-29705	58	49	constructed	construct	VERB
fbem-29705	58	50	[	[	PUNCT
fbem-29705	58	51	9	9	NUM
fbem-29705	58	52	]	]	PUNCT
fbem-29705	58	53	.	.	PUNCT
fbem-29705	59	1	for	for	ADP
fbem-29705	59	2	text	text	NOUN
fbem-29705	59	3	sentiment	sentiment	NOUN
fbem-29705	59	4	analysis	analysis	NOUN
fbem-29705	59	5	,	,	PUNCT
fbem-29705	59	6	constructing	construct	VERB
fbem-29705	59	7	a	a	DET
fbem-29705	59	8	sentiment	sentiment	NOUN
fbem-29705	59	9	lexicon	lexicon	NOUN
fbem-29705	59	10	is	be	AUX
fbem-29705	59	11	an	an	DET
fbem-29705	59	12	early	early	ADJ
fbem-29705	59	13	and	and	CCONJ
fbem-29705	59	14	commonly	commonly	ADV
fbem-29705	59	15	used	use	VERB
fbem-29705	59	16	method	method	NOUN
fbem-29705	59	17	,	,	PUNCT
fbem-29705	59	18	it	it	PRON
fbem-29705	59	19	matches	match	VERB
fbem-29705	59	20	the	the	DET
fbem-29705	59	21	sentiment	sentiment	NOUN
fbem-29705	59	22	words	word	NOUN
fbem-29705	59	23	in	in	ADP
fbem-29705	59	24	the	the	DET
fbem-29705	59	25	text	text	NOUN
fbem-29705	59	26	to	to	PART
fbem-29705	59	27	be	be	AUX
fbem-29705	59	28	analyzed	analyze	VERB
fbem-29705	59	29	with	with	ADP
fbem-29705	59	30	the	the	DET
fbem-29705	59	31	emotional	emotional	ADJ
fbem-29705	59	32	vocabulary	vocabulary	NOUN
fbem-29705	59	33	in	in	ADP
fbem-29705	59	34	the	the	DET
fbem-29705	59	35	dictionary	dictionary	NOUN
fbem-29705	59	36	.	.	PUNCT
fbem-29705	60	1	six	six	NUM
fbem-29705	60	2	sentiment	sentiment	NOUN
fbem-29705	60	3	lexicons	lexicon	NOUN
fbem-29705	60	4	were	be	AUX
fbem-29705	60	5	compared	compare	VERB
fbem-29705	60	6	,	,	PUNCT
fbem-29705	60	7	and	and	CCONJ
fbem-29705	60	8	researchers	researcher	NOUN
fbem-29705	60	9	can	can	AUX
fbem-29705	60	10	choose	choose	VERB
fbem-29705	60	11	the	the	DET
fbem-29705	60	12	most	most	ADV
fbem-29705	60	13	appropriate	appropriate	ADJ
fbem-29705	60	14	lexicon	lexicon	NOUN
fbem-29705	60	15	based	base	VERB
fbem-29705	60	16	on	on	ADP
fbem-29705	60	17	the	the	DET
fbem-29705	60	18	type	type	NOUN
fbem-29705	60	19	of	of	ADP
fbem-29705	60	20	text	text	NOUN
fbem-29705	60	21	and	and	CCONJ
fbem-29705	60	22	the	the	DET
fbem-29705	60	23	specific	specific	ADJ
fbem-29705	60	24	analysis	analysis	NOUN
fbem-29705	60	25	task	task	NOUN
fbem-29705	60	26	[	[	X
fbem-29705	60	27	10	10	NUM
fbem-29705	60	28	]	]	PUNCT
fbem-29705	60	29	.	.	PUNCT
fbem-29705	61	1	machine	machine	NOUN
fbem-29705	61	2	learning	learning	NOUN
fbem-29705	61	3	-	-	PUNCT
fbem-29705	61	4	based	base	VERB
fbem-29705	61	5	approaches	approach	NOUN
fbem-29705	61	6	predict	predict	VERB
fbem-29705	61	7	the	the	DET
fbem-29705	61	8	sentiment	sentiment	NOUN
fbem-29705	61	9	tendencies	tendency	NOUN
fbem-29705	61	10	of	of	ADP
fbem-29705	61	11	text	text	NOUN
fbem-29705	61	12	by	by	ADP
fbem-29705	61	13	training	train	VERB
fbem-29705	61	14	classifiers	classifier	NOUN
fbem-29705	61	15	.	.	PUNCT
fbem-29705	62	1	an	an	DET
fbem-29705	62	2	apache	apache	NOUN
fbem-29705	62	3	spark	spark	NOUN
fbem-29705	62	4	-	-	PUNCT
fbem-29705	62	5	based	base	VERB
fbem-29705	62	6	sentiment	sentiment	NOUN
fbem-29705	62	7	analysis	analysis	NOUN
fbem-29705	62	8	framework	framework	NOUN
fbem-29705	62	9	was	be	AUX
fbem-29705	62	10	proposed	propose	VERB
fbem-29705	62	11	to	to	PART
fbem-29705	62	12	classify	classify	VERB
fbem-29705	62	13	the	the	DET
fbem-29705	62	14	sentiment	sentiment	NOUN
fbem-29705	62	15	of	of	ADP
fbem-29705	62	16	large	large	ADJ
fbem-29705	62	17	amounts	amount	NOUN
fbem-29705	62	18	of	of	ADP
fbem-29705	62	19	data	datum	NOUN
fbem-29705	62	20	generated	generate	VERB
fbem-29705	62	21	on	on	ADP
fbem-29705	62	22	social	social	ADJ
fbem-29705	62	23	media	medium	NOUN
fbem-29705	62	24	,	,	PUNCT
fbem-29705	62	25	using	use	VERB
fbem-29705	62	26	machine	machine	NOUN
fbem-29705	62	27	learning	learn	VERB
fbem-29705	62	28	algorithms	algorithm	NOUN
fbem-29705	62	29	to	to	PART
fbem-29705	62	30	handle	handle	VERB
fbem-29705	62	31	datasets	dataset	NOUN
fbem-29705	62	32	of	of	ADP
fbem-29705	62	33	different	different	ADJ
fbem-29705	62	34	sizes	size	NOUN
fbem-29705	63	1	[	[	X
fbem-29705	63	2	11	11	NUM
fbem-29705	63	3	]	]	PUNCT
fbem-29705	63	4	.	.	PUNCT
fbem-29705	64	1	methods	method	NOUN
fbem-29705	64	2	such	such	ADJ
fbem-29705	64	3	as	as	ADP
fbem-29705	64	4	naive	naive	ADJ
fbem-29705	64	5	bayes	bayes	NOUN
fbem-29705	64	6	and	and	CCONJ
fbem-29705	64	7	support	support	VERB
fbem-29705	64	8	vector	vector	NOUN
fbem-29705	64	9	machines	machine	NOUN
fbem-29705	64	10	were	be	AUX
fbem-29705	64	11	used	use	VERB
fbem-29705	64	12	for	for	ADP
fbem-29705	64	13	the	the	DET
fbem-29705	64	14	task	task	NOUN
fbem-29705	64	15	of	of	ADP
fbem-29705	64	16	sentiment	sentiment	NOUN
fbem-29705	64	17	classification	classification	NOUN
fbem-29705	64	18	on	on	ADP
fbem-29705	64	19	twitter	twitter	NOUN
fbem-29705	64	20	[	[	X
fbem-29705	64	21	12	12	NUM
fbem-29705	64	22	]	]	PUNCT
fbem-29705	64	23	.	.	PUNCT
fbem-29705	65	1	the	the	DET
fbem-29705	65	2	results	result	NOUN
fbem-29705	65	3	all	all	PRON
fbem-29705	65	4	show	show	VERB
fbem-29705	65	5	that	that	SCONJ
fbem-29705	65	6	machine	machine	NOUN
fbem-29705	65	7	learning	learning	NOUN
fbem-29705	65	8	methods	method	NOUN
fbem-29705	65	9	are	be	AUX
fbem-29705	65	10	better	well	ADJ
fbem-29705	65	11	in	in	ADP
fbem-29705	65	12	handling	handle	VERB
fbem-29705	65	13	the	the	DET
fbem-29705	65	14	task	task	NOUN
fbem-29705	65	15	of	of	ADP
fbem-29705	65	16	sentiment	sentiment	NOUN
fbem-29705	65	17	analysis	analysis	NOUN
fbem-29705	65	18	.	.	PUNCT
fbem-29705	66	1	deep	deep	ADJ
fbem-29705	66	2	learning	learning	NOUN
fbem-29705	66	3	-	-	PUNCT
fbem-29705	66	4	based	base	VERB
fbem-29705	66	5	approaches	approach	NOUN
fbem-29705	66	6	can	can	AUX
fbem-29705	66	7	handle	handle	VERB
fbem-29705	66	8	long	long	ADJ
fbem-29705	66	9	texts	text	NOUN
fbem-29705	66	10	and	and	CCONJ
fbem-29705	66	11	some	some	DET
fbem-29705	66	12	complex	complex	ADJ
fbem-29705	66	13	sentiment	sentiment	NOUN
fbem-29705	66	14	expressions	expression	NOUN
fbem-29705	66	15	with	with	ADP
fbem-29705	66	16	better	well	ADJ
fbem-29705	66	17	performance	performance	NOUN
fbem-29705	66	18	through	through	ADP
fbem-29705	66	19	convolutional	convolutional	ADJ
fbem-29705	66	20	neural	neural	ADJ
fbem-29705	66	21	networks	network	NOUN
fbem-29705	66	22	and	and	CCONJ
fbem-29705	66	23	long	long	ADJ
fbem-29705	66	24	and	and	CCONJ
fbem-29705	66	25	short	short	ADJ
fbem-29705	66	26	-	-	PUNCT
fbem-29705	66	27	term	term	NOUN
fbem-29705	66	28	memory	memory	NOUN
fbem-29705	66	29	networks	network	NOUN
fbem-29705	66	30	,	,	PUNCT
fbem-29705	66	31	etc	etc	X
fbem-29705	66	32	.	.	X
fbem-29705	67	1	the	the	DET
fbem-29705	67	2	application	application	NOUN
fbem-29705	67	3	of	of	ADP
fbem-29705	67	4	cnn	cnn	PROPN
fbem-29705	67	5	and	and	CCONJ
fbem-29705	67	6	lstm	lstm	NOUN
fbem-29705	67	7	in	in	ADP
fbem-29705	67	8	sentiment	sentiment	NOUN
fbem-29705	67	9	analysis	analysis	NOUN
fbem-29705	67	10	was	be	AUX
fbem-29705	67	11	studied	study	VERB
fbem-29705	67	12	,	,	PUNCT
fbem-29705	67	13	and	and	CCONJ
fbem-29705	67	14	the	the	DET
fbem-29705	67	15	results	result	NOUN
fbem-29705	67	16	indicated	indicate	VERB
fbem-29705	67	17	that	that	SCONJ
fbem-29705	67	18	the	the	DET
fbem-29705	67	19	cnn	cnn	PROPN
fbem-29705	67	20	-	-	PUNCT
fbem-29705	67	21	lstm	lstm	ADJ
fbem-29705	67	22	hybrid	hybrid	NOUN
fbem-29705	67	23	model	model	NOUN
fbem-29705	67	24	and	and	CCONJ
fbem-29705	67	25	the	the	DET
fbem-29705	67	26	bidirectional	bidirectional	ADJ
fbem-29705	67	27	lstm	lstm	PROPN
fbem-29705	67	28	model	model	NOUN
fbem-29705	67	29	performed	perform	VERB
fbem-29705	67	30	better	well	ADV
fbem-29705	67	31	in	in	ADP
fbem-29705	67	32	terms	term	NOUN
fbem-29705	67	33	of	of	ADP
fbem-29705	67	34	accuracy	accuracy	NOUN
fbem-29705	68	1	[	[	X
fbem-29705	68	2	13	13	NUM
fbem-29705	68	3	]	]	PUNCT
fbem-29705	68	4	.	.	PUNCT
fbem-29705	69	1	4	4	X
fbem-29705	69	2	.	.	X
fbem-29705	69	3	cnn	cnn	PROPN
fbem-29705	69	4	-	-	PUNCT
fbem-29705	69	5	lstm	lstm	PROPN
fbem-29705	69	6	based	base	VERB
fbem-29705	69	7	prediction	prediction	NOUN
fbem-29705	69	8	model	model	NOUN
fbem-29705	69	9	construction	construction	NOUN
fbem-29705	69	10	4.1	4.1	NUM
fbem-29705	69	11	.	.	PUNCT
fbem-29705	70	1	data	datum	NOUN
fbem-29705	70	2	pre	pre	ADJ
fbem-29705	70	3	-	-	ADJ
fbem-29705	70	4	processing	process	VERB
fbem-29705	70	5	4.1.1	4.1.1	NUM
fbem-29705	70	6	.	.	PUNCT
fbem-29705	71	1	data	datum	NOUN
fbem-29705	71	2	selection	selection	NOUN
fbem-29705	71	3	the	the	DET
fbem-29705	71	4	study	study	NOUN
fbem-29705	71	5	selected	select	VERB
fbem-29705	71	6	performance	performance	NOUN
fbem-29705	71	7	data	datum	NOUN
fbem-29705	71	8	from	from	ADP
fbem-29705	71	9	seven	seven	NUM
fbem-29705	71	10	listed	list	VERB
fbem-29705	71	11	companies	company	NOUN
fbem-29705	71	12	covering	cover	VERB
fbem-29705	71	13	both	both	CCONJ
fbem-29705	71	14	traditional	traditional	ADJ
fbem-29705	71	15	and	and	CCONJ
fbem-29705	71	16	renewable	renewable	ADJ
fbem-29705	71	17	energy	energy	NOUN
fbem-29705	71	18	fields	field	NOUN
fbem-29705	71	19	from	from	ADP
fbem-29705	71	20	2018	2018	NUM
fbem-29705	71	21	to	to	ADP
fbem-29705	71	22	2023	2023	NUM
fbem-29705	71	23	.	.	PUNCT
fbem-29705	72	1	these	these	DET
fbem-29705	72	2	seven	seven	NUM
fbem-29705	72	3	companies	company	NOUN
fbem-29705	72	4	include	include	VERB
fbem-29705	72	5	traditional	traditional	ADJ
fbem-29705	72	6	energy	energy	NOUN
fbem-29705	72	7	companies	company	NOUN
fbem-29705	72	8	primarily	primarily	ADV
fbem-29705	72	9	engaged	engage	VERB
fbem-29705	72	10	in	in	ADP
fbem-29705	72	11	oil	oil	NOUN
fbem-29705	72	12	,	,	PUNCT
fbem-29705	72	13	natural	natural	ADJ
fbem-29705	72	14	gas	gas	NOUN
fbem-29705	72	15	,	,	PUNCT
fbem-29705	72	16	and	and	CCONJ
fbem-29705	72	17	coal	coal	NOUN
fbem-29705	72	18	:	:	PUNCT
fbem-29705	72	19	petrochina	petrochina	NOUN
fbem-29705	72	20	,	,	PUNCT
fbem-29705	72	21	sinopec	sinopec	NOUN
fbem-29705	72	22	,	,	PUNCT
fbem-29705	72	23	and	and	CCONJ
fbem-29705	72	24	shenhua	shenhua	NOUN
fbem-29705	72	25	.	.	PUNCT
fbem-29705	73	1	additionally	additionally	ADV
fbem-29705	73	2	,	,	PUNCT
fbem-29705	73	3	it	it	PRON
fbem-29705	73	4	includes	include	VERB
fbem-29705	73	5	representative	representative	ADJ
fbem-29705	73	6	companies	company	NOUN
fbem-29705	73	7	in	in	ADP
fbem-29705	73	8	the	the	DET
fbem-29705	73	9	renewable	renewable	ADJ
fbem-29705	73	10	energy	energy	NOUN
fbem-29705	73	11	field	field	NOUN
fbem-29705	73	12	,	,	PUNCT
fbem-29705	73	13	covering	cover	VERB
fbem-29705	73	14	solar	solar	ADJ
fbem-29705	73	15	energy	energy	NOUN
fbem-29705	73	16	,	,	PUNCT
fbem-29705	73	17	wind	wind	NOUN
fbem-29705	73	18	energy	energy	NOUN
fbem-29705	73	19	,	,	PUNCT
fbem-29705	73	20	and	and	CCONJ
fbem-29705	73	21	battery	battery	NOUN
fbem-29705	73	22	storage	storage	NOUN
fbem-29705	73	23	:	:	PUNCT
fbem-29705	73	24	longi	longi	NOUN
fbem-29705	73	25	,	,	PUNCT
fbem-29705	73	26	trina	trina	PROPN
fbem-29705	73	27	solar	solar	NOUN
fbem-29705	73	28	,	,	PUNCT
fbem-29705	73	29	goldwind	goldwind	NOUN
fbem-29705	73	30	,	,	PUNCT
fbem-29705	73	31	and	and	CCONJ
fbem-29705	73	32	catl	catl	NOUN
fbem-29705	73	33	.	.	PUNCT
fbem-29705	74	1	in	in	ADP
fbem-29705	74	2	order	order	NOUN
fbem-29705	74	3	to	to	PART
fbem-29705	74	4	construct	construct	VERB
fbem-29705	74	5	a	a	DET
fbem-29705	74	6	more	more	ADV
fbem-29705	74	7	accurate	accurate	ADJ
fbem-29705	74	8	stock	stock	NOUN
fbem-29705	74	9	price	price	NOUN
fbem-29705	74	10	prediction	prediction	NOUN
fbem-29705	74	11	model	model	NOUN
fbem-29705	74	12	,	,	PUNCT
fbem-29705	74	13	this	this	DET
fbem-29705	74	14	study	study	NOUN
fbem-29705	74	15	extracts	extract	VERB
fbem-29705	74	16	a	a	DET
fbem-29705	74	17	number	number	NOUN
fbem-29705	74	18	of	of	ADP
fbem-29705	74	19	indicators	indicator	NOUN
fbem-29705	74	20	from	from	ADP
fbem-29705	74	21	multiple	multiple	ADJ
fbem-29705	74	22	dimensions	dimension	NOUN
fbem-29705	74	23	,	,	PUNCT
fbem-29705	74	24	including	include	VERB
fbem-29705	74	25	stock	stock	NOUN
fbem-29705	74	26	price	price	NOUN
fbem-29705	74	27	and	and	CCONJ
fbem-29705	74	28	trading	trading	NOUN
fbem-29705	74	29	volume	volume	NOUN
fbem-29705	74	30	.	.	PUNCT
fbem-29705	75	1	all	all	DET
fbem-29705	75	2	the	the	DET
fbem-29705	75	3	indicators	indicator	NOUN
fbem-29705	75	4	and	and	CCONJ
fbem-29705	75	5	their	their	PRON
fbem-29705	75	6	classification	classification	NOUN
fbem-29705	75	7	are	be	AUX
fbem-29705	75	8	shown	show	VERB
fbem-29705	75	9	below	below	ADP
fbem-29705	75	10	:	:	PUNCT
fbem-29705	75	11	table	table	NOUN
fbem-29705	75	12	1	1	NUM
fbem-29705	75	13	.	.	PUNCT
fbem-29705	75	14	indicator	indicator	NOUN
fbem-29705	75	15	categories	category	NOUN
fbem-29705	75	16	and	and	CCONJ
fbem-29705	75	17	names	name	NOUN
fbem-29705	75	18	indicator	indicator	NOUN
fbem-29705	75	19	category	category	PROPN
fbem-29705	75	20	indicator	indicator	PROPN
fbem-29705	75	21	name	name	NOUN
fbem-29705	75	22	price	price	NOUN
fbem-29705	75	23	indicator	indicator	NOUN
fbem-29705	75	24	open	open	VERB
fbem-29705	75	25	price	price	NOUN
fbem-29705	75	26	close	close	ADJ
fbem-29705	75	27	price	price	NOUN
fbem-29705	75	28	high	high	ADJ
fbem-29705	75	29	price	price	NOUN
fbem-29705	75	30	low	low	ADJ
fbem-29705	75	31	price	price	NOUN
fbem-29705	75	32	volume	volume	NOUN
fbem-29705	75	33	technical	technical	ADJ
fbem-29705	75	34	indicator	indicator	NOUN
fbem-29705	75	35	simple	simple	ADJ
fbem-29705	75	36	moving	move	VERB
fbem-29705	75	37	average	average	ADJ
fbem-29705	75	38	(	(	PUNCT
fbem-29705	75	39	sma	sma	NOUN
fbem-29705	75	40	)	)	PUNCT
fbem-29705	75	41	exponential	exponential	NOUN
fbem-29705	75	42	moving	move	VERB
fbem-29705	75	43	average	average	ADJ
fbem-29705	75	44	(	(	PUNCT
fbem-29705	75	45	ema	ema	PROPN
fbem-29705	75	46	)	)	PUNCT
fbem-29705	75	47	volume	volume	NOUN
fbem-29705	75	48	weighted	weight	VERB
fbem-29705	75	49	average	average	ADJ
fbem-29705	75	50	price	price	NOUN
fbem-29705	75	51	(	(	PUNCT
fbem-29705	75	52	vwap	vwap	NOUN
fbem-29705	75	53	)	)	PUNCT
fbem-29705	75	54	bollinger	bollinger	NOUN
fbem-29705	75	55	band	band	NOUN
fbem-29705	75	56	width	width	ADJ
fbem-29705	75	57	average	average	ADJ
fbem-29705	75	58	true	true	ADJ
fbem-29705	75	59	range	range	NOUN
fbem-29705	75	60	(	(	PUNCT
fbem-29705	75	61	atr	atr	NOUN
fbem-29705	75	62	)	)	PUNCT
fbem-29705	75	63	true	true	ADJ
fbem-29705	75	64	range	range	NOUN
fbem-29705	75	65	(	(	PUNCT
fbem-29705	75	66	tr	tr	VERB
fbem-29705	75	67	)	)	PUNCT
fbem-29705	75	68	on	on	ADP
fbem-29705	75	69	-	-	PUNCT
fbem-29705	75	70	balance	balance	NOUN
fbem-29705	75	71	volume	volume	NOUN
fbem-29705	75	72	(	(	PUNCT
fbem-29705	75	73	obv	obv	VERB
fbem-29705	75	74	)	)	PUNCT
fbem-29705	75	75	moving	move	VERB
fbem-29705	75	76	average	average	ADJ
fbem-29705	75	77	convergence	convergence	NOUN
fbem-29705	75	78	divergence	divergence	NOUN
fbem-29705	75	79	(	(	PUNCT
fbem-29705	75	80	macd	macd	NOUN
fbem-29705	75	81	)	)	PUNCT
fbem-29705	75	82	relative	relative	ADJ
fbem-29705	75	83	strength	strength	NOUN
fbem-29705	75	84	index	index	NOUN
fbem-29705	75	85	(	(	PUNCT
fbem-29705	75	86	rsi	rsi	NOUN
fbem-29705	75	87	)	)	PUNCT
fbem-29705	75	88	external	external	ADJ
fbem-29705	75	89	indicator	indicator	NOUN
fbem-29705	75	90	overnight	overnight	ADV
fbem-29705	75	91	interbank	interbank	NOUN
fbem-29705	75	92	lending	lending	NOUN
fbem-29705	75	93	rate	rate	NOUN
fbem-29705	75	94	brent	brent	PROPN
fbem-29705	75	95	crude	crude	PROPN
fbem-29705	75	96	oil	oil	NOUN
fbem-29705	75	97	price	price	NOUN
fbem-29705	75	98	usd	usd	NOUN
fbem-29705	75	99	to	to	ADP
fbem-29705	75	100	cny	cny	PROPN
fbem-29705	75	101	exchange	exchange	PROPN
fbem-29705	75	102	rate	rate	NOUN
fbem-29705	75	103	gold	gold	NOUN
fbem-29705	75	104	price	price	NOUN
fbem-29705	75	105	crb	crb	PROPN
fbem-29705	75	106	commodity	commodity	NOUN
fbem-29705	75	107	index	index	PROPN
fbem-29705	75	108	northbound	northbound	PROPN
fbem-29705	75	109	net	net	ADJ
fbem-29705	75	110	capital	capital	NOUN
fbem-29705	75	111	inflow	inflow	NOUN
fbem-29705	75	112	10	10	NUM
fbem-29705	75	113	-	-	PUNCT
fbem-29705	75	114	year	year	NOUN
fbem-29705	75	115	treasury	treasury	NOUN
fbem-29705	75	116	yield	yield	NOUN
fbem-29705	75	117	energy	energy	NOUN
fbem-29705	75	118	-	-	PUNCT
fbem-29705	75	119	specific	specific	ADJ
fbem-29705	75	120	indicator	indicator	NOUN
fbem-29705	75	121	energy	energy	NOUN
fbem-29705	75	122	price	price	NOUN
fbem-29705	75	123	correlation	correlation	NOUN
fbem-29705	75	124	policy	policy	NOUN
fbem-29705	75	125	sensitivity	sensitivity	NOUN
fbem-29705	75	126	index	index	NOUN
fbem-29705	75	127	to	to	PART
fbem-29705	75	128	further	far	ADV
fbem-29705	75	129	enhance	enhance	VERB
fbem-29705	75	130	the	the	DET
fbem-29705	75	131	model	model	NOUN
fbem-29705	75	132	’s	’s	PART
fbem-29705	75	133	ability	ability	NOUN
fbem-29705	75	134	to	to	PART
fbem-29705	75	135	capture	capture	VERB
fbem-29705	75	136	the	the	DET
fbem-29705	75	137	characteristics	characteristic	NOUN
fbem-29705	75	138	of	of	ADP
fbem-29705	75	139	energy	energy	NOUN
fbem-29705	75	140	stocks	stock	NOUN
fbem-29705	75	141	,	,	PUNCT
fbem-29705	75	142	this	this	DET
fbem-29705	75	143	study	study	NOUN
fbem-29705	75	144	designs	design	VERB
fbem-29705	75	145	two	two	NUM
fbem-29705	75	146	industry	industry	NOUN
fbem-29705	75	147	-	-	PUNCT
fbem-29705	75	148	specific	specific	ADJ
fbem-29705	75	149	indicators	indicator	NOUN
fbem-29705	75	150	.	.	PUNCT
fbem-29705	76	1	these	these	DET
fbem-29705	76	2	two	two	NUM
fbem-29705	76	3	indicators	indicator	NOUN
fbem-29705	76	4	are	be	AUX
fbem-29705	76	5	the	the	DET
fbem-29705	76	6	‘	'	PUNCT
fbem-29705	76	7	energy	energy	NOUN
fbem-29705	76	8	price	price	NOUN
fbem-29705	76	9	correlation	correlation	NOUN
fbem-29705	76	10	’	'	PUNCT
fbem-29705	76	11	and	and	CCONJ
fbem-29705	76	12	the	the	DET
fbem-29705	76	13	‘	'	PUNCT
fbem-29705	76	14	policy	policy	NOUN
fbem-29705	76	15	sensitivity	sensitivity	NOUN
fbem-29705	76	16	index	index	NOUN
fbem-29705	76	17	’	'	PUNCT
fbem-29705	76	18	.	.	PUNCT
fbem-29705	77	1	the	the	DET
fbem-29705	77	2	energy	energy	NOUN
fbem-29705	77	3	price	price	NOUN
fbem-29705	77	4	correlation	correlation	NOUN
fbem-29705	77	5	is	be	AUX
fbem-29705	77	6	used	use	VERB
fbem-29705	77	7	to	to	PART
fbem-29705	77	8	quantify	quantify	VERB
fbem-29705	77	9	the	the	DET
fbem-29705	77	10	correlation	correlation	NOUN
fbem-29705	77	11	between	between	ADP
fbem-29705	77	12	an	an	DET
fbem-29705	77	13	energy	energy	NOUN
fbem-29705	77	14	company	company	NOUN
fbem-29705	77	15	’s	’s	PART
fbem-29705	77	16	stock	stock	NOUN
fbem-29705	77	17	price	price	NOUN
fbem-29705	77	18	and	and	CCONJ
fbem-29705	77	19	international	international	ADJ
fbem-29705	77	20	energy	energy	NOUN
fbem-29705	77	21	prices	price	NOUN
fbem-29705	77	22	.	.	PUNCT
fbem-29705	78	1	this	this	DET
fbem-29705	78	2	study	study	NOUN
fbem-29705	78	3	first	first	ADV
fbem-29705	78	4	collects	collect	VERB
fbem-29705	78	5	the	the	DET
fbem-29705	78	6	daily	daily	ADJ
fbem-29705	78	7	closing	closing	NOUN
fbem-29705	78	8	prices	price	NOUN
fbem-29705	78	9	of	of	ADP
fbem-29705	78	10	energy	energy	NOUN
fbem-29705	78	11	company	company	NOUN
fbem-29705	78	12	stocks	stock	NOUN
fbem-29705	78	13	and	and	CCONJ
fbem-29705	78	14	international	international	ADJ
fbem-29705	78	15	energy	energy	NOUN
fbem-29705	78	16	prices	price	NOUN
fbem-29705	78	17	,	,	PUNCT
fbem-29705	78	18	then	then	ADV
fbem-29705	78	19	calculates	calculate	VERB
fbem-29705	78	20	the	the	DET
fbem-29705	78	21	daily	daily	ADJ
fbem-29705	78	22	rate	rate	NOUN
fbem-29705	78	23	of	of	ADP
fbem-29705	78	24	change	change	NOUN
fbem-29705	78	25	for	for	ADP
fbem-29705	78	26	both	both	PRON
fbem-29705	78	27	.	.	PUNCT
fbem-29705	79	1	subsequently	subsequently	ADV
fbem-29705	79	2	,	,	PUNCT
fbem-29705	79	3	a	a	DET
fbem-29705	79	4	sliding	slide	VERB
fbem-29705	79	5	window	window	NOUN
fbem-29705	79	6	method	method	NOUN
fbem-29705	79	7	is	be	AUX
fbem-29705	79	8	used	use	VERB
fbem-29705	79	9	,	,	PUNCT
fbem-29705	79	10	selecting	select	VERB
fbem-29705	79	11	10	10	NUM
fbem-29705	79	12	days	day	NOUN
fbem-29705	79	13	as	as	ADP
fbem-29705	79	14	a	a	DET
fbem-29705	79	15	fixed	fix	VERB
fbem-29705	79	16	-	-	PUNCT
fbem-29705	79	17	length	length	NOUN
fbem-29705	79	18	window	window	NOUN
fbem-29705	79	19	period	period	NOUN
fbem-29705	79	20	to	to	PART
fbem-29705	79	21	calculate	calculate	VERB
fbem-29705	79	22	the	the	DET
fbem-29705	79	23	correlation	correlation	NOUN
fbem-29705	79	24	between	between	ADP
fbem-29705	79	25	the	the	DET
fbem-29705	79	26	rate	rate	NOUN
fbem-29705	79	27	of	of	ADP
fbem-29705	79	28	change	change	NOUN
fbem-29705	79	29	in	in	ADP
fbem-29705	79	30	energy	energy	NOUN
fbem-29705	79	31	company	company	NOUN
fbem-29705	79	32	stock	stock	NOUN
fbem-29705	79	33	prices	price	NOUN
fbem-29705	79	34	and	and	CCONJ
fbem-29705	79	35	international	international	ADJ
fbem-29705	79	36	energy	energy	NOUN
fbem-29705	79	37	prices	price	NOUN
fbem-29705	79	38	within	within	ADP
fbem-29705	79	39	this	this	DET
fbem-29705	79	40	period	period	NOUN
fbem-29705	79	41	.	.	PUNCT
fbem-29705	80	1	the	the	DET
fbem-29705	80	2	calculation	calculation	NOUN
fbem-29705	80	3	formula	formula	NOUN
fbem-29705	80	4	is	be	AUX
fbem-29705	80	5	as	as	SCONJ
fbem-29705	80	6	follows	follow	VERB
fbem-29705	80	7	:	:	PUNCT
fbem-29705	80	8	𝐶𝑜𝑟𝑟𝑒𝑙𝑎𝑡𝑖𝑜𝑛	𝐶𝑜𝑟𝑟𝑒𝑙𝑎𝑡𝑖𝑜𝑛	PROPN
fbem-29705	80	9	∑	∑	PROPN
fbem-29705	80	10	company	company	NOUN
fbem-29705	80	11	energy	energy	NOUN
fbem-29705	80	12	(	(	PUNCT
fbem-29705	80	13	11	11	NUM
fbem-29705	80	14	)	)	PUNCT
fbem-29705	80	15	where	where	SCONJ
fbem-29705	80	16	𝑁	𝑁	PROPN
fbem-29705	80	17	is	be	AUX
fbem-29705	80	18	the	the	DET
fbem-29705	80	19	window	window	NOUN
fbem-29705	80	20	length	length	NOUN
fbem-29705	80	21	,	,	PUNCT
fbem-29705	80	22	which	which	PRON
fbem-29705	80	23	can	can	AUX
fbem-29705	80	24	be	be	AUX
fbem-29705	80	25	set	set	VERB
fbem-29705	80	26	to	to	ADP
fbem-29705	80	27	10	10	NUM
fbem-29705	80	28	,	,	PUNCT
fbem-29705	80	29	and	and	CCONJ
fbem-29705	80	30	∆𝑃𝑐𝑜𝑚𝑝𝑎𝑛𝑦	∆𝑃𝑐𝑜𝑚𝑝𝑎𝑛𝑦	VERB
fbem-29705	80	31	𝑡	𝑡	NOUN
fbem-29705	80	32	and	and	CCONJ
fbem-29705	80	33	∆𝑃𝑒𝑛𝑒𝑟𝑔𝑦	∆𝑃𝑒𝑛𝑒𝑟𝑔𝑦	NUM
fbem-29705	81	1	𝑡	𝑡	NOUN
fbem-29705	81	2	represent	represent	VERB
fbem-29705	81	3	the	the	DET
fbem-29705	81	4	daily	daily	ADJ
fbem-29705	81	5	rate	rate	NOUN
fbem-29705	81	6	184	184	NUM
fbem-29705	81	7	of	of	ADP
fbem-29705	81	8	change	change	NOUN
fbem-29705	81	9	in	in	ADP
fbem-29705	81	10	stock	stock	NOUN
fbem-29705	81	11	price	price	NOUN
fbem-29705	81	12	for	for	ADP
fbem-29705	81	13	the	the	DET
fbem-29705	81	14	energy	energy	NOUN
fbem-29705	81	15	company	company	NOUN
fbem-29705	81	16	and	and	CCONJ
fbem-29705	81	17	the	the	DET
fbem-29705	81	18	international	international	ADJ
fbem-29705	81	19	energy	energy	NOUN
fbem-29705	81	20	price	price	NOUN
fbem-29705	81	21	,	,	PUNCT
fbem-29705	81	22	respectively	respectively	ADV
fbem-29705	81	23	.	.	PUNCT
fbem-29705	82	1	the	the	DET
fbem-29705	82	2	policy	policy	NOUN
fbem-29705	82	3	sensitivity	sensitivity	NOUN
fbem-29705	82	4	index	index	NOUN
fbem-29705	82	5	is	be	AUX
fbem-29705	82	6	used	use	VERB
fbem-29705	82	7	to	to	PART
fbem-29705	82	8	measure	measure	VERB
fbem-29705	82	9	the	the	DET
fbem-29705	82	10	sensitivity	sensitivity	NOUN
fbem-29705	82	11	of	of	ADP
fbem-29705	82	12	a	a	DET
fbem-29705	82	13	company	company	NOUN
fbem-29705	82	14	’s	’s	PART
fbem-29705	82	15	stock	stock	NOUN
fbem-29705	82	16	price	price	NOUN
fbem-29705	82	17	to	to	ADP
fbem-29705	82	18	policies	policy	NOUN
fbem-29705	82	19	.	.	PUNCT
fbem-29705	83	1	to	to	PART
fbem-29705	83	2	calculate	calculate	VERB
fbem-29705	83	3	this	this	DET
fbem-29705	83	4	indicator	indicator	NOUN
fbem-29705	83	5	,	,	PUNCT
fbem-29705	83	6	this	this	DET
fbem-29705	83	7	study	study	NOUN
fbem-29705	83	8	firstly	firstly	ADV
fbem-29705	83	9	screens	screen	VERB
fbem-29705	83	10	important	important	ADJ
fbem-29705	83	11	policy	policy	NOUN
fbem-29705	83	12	release	release	NOUN
fbem-29705	83	13	events	event	NOUN
fbem-29705	83	14	related	relate	VERB
fbem-29705	83	15	to	to	ADP
fbem-29705	83	16	the	the	DET
fbem-29705	83	17	renewable	renewable	ADJ
fbem-29705	83	18	energy	energy	NOUN
fbem-29705	83	19	industry	industry	NOUN
fbem-29705	83	20	and	and	CCONJ
fbem-29705	83	21	selects	select	VERB
fbem-29705	83	22	five	five	NUM
fbem-29705	83	23	days	day	NOUN
fbem-29705	83	24	before	before	ADV
fbem-29705	83	25	and	and	CCONJ
fbem-29705	83	26	after	after	ADP
fbem-29705	83	27	as	as	SCONJ
fbem-29705	83	28	the	the	DET
fbem-29705	83	29	time	time	NOUN
fbem-29705	83	30	window	window	NOUN
fbem-29705	83	31	to	to	PART
fbem-29705	83	32	quantify	quantify	VERB
fbem-29705	83	33	the	the	DET
fbem-29705	83	34	company	company	NOUN
fbem-29705	83	35	’s	’s	PART
fbem-29705	83	36	sensitivity	sensitivity	NOUN
fbem-29705	83	37	to	to	ADP
fbem-29705	83	38	policy	policy	NOUN
fbem-29705	83	39	releases	release	NOUN
fbem-29705	83	40	by	by	ADP
fbem-29705	83	41	calculating	calculate	VERB
fbem-29705	83	42	the	the	DET
fbem-29705	83	43	relative	relative	ADJ
fbem-29705	83	44	rate	rate	NOUN
fbem-29705	83	45	of	of	ADP
fbem-29705	83	46	change	change	NOUN
fbem-29705	83	47	in	in	ADP
fbem-29705	83	48	share	share	NOUN
fbem-29705	83	49	prices	price	NOUN
fbem-29705	83	50	before	before	ADP
fbem-29705	83	51	and	and	CCONJ
fbem-29705	83	52	after	after	ADP
fbem-29705	83	53	the	the	DET
fbem-29705	83	54	policy	policy	NOUN
fbem-29705	83	55	releases	release	NOUN
fbem-29705	83	56	.	.	PUNCT
fbem-29705	84	1	4.1.2	4.1.2	NUM
fbem-29705	84	2	.	.	PUNCT
fbem-29705	84	3	text	text	NOUN
fbem-29705	84	4	selection	selection	NOUN
fbem-29705	84	5	this	this	DET
fbem-29705	84	6	study	study	NOUN
fbem-29705	84	7	collects	collect	VERB
fbem-29705	84	8	discussions	discussion	NOUN
fbem-29705	84	9	related	relate	VERB
fbem-29705	84	10	to	to	ADP
fbem-29705	84	11	the	the	DET
fbem-29705	84	12	energy	energy	NOUN
fbem-29705	84	13	industry	industry	NOUN
fbem-29705	84	14	from	from	ADP
fbem-29705	84	15	various	various	ADJ
fbem-29705	84	16	finance	finance	NOUN
fbem-29705	84	17	-	-	PUNCT
fbem-29705	84	18	related	relate	VERB
fbem-29705	84	19	social	social	ADJ
fbem-29705	84	20	media	medium	NOUN
fbem-29705	84	21	platforms	platform	NOUN
fbem-29705	84	22	and	and	CCONJ
fbem-29705	84	23	investor	investor	NOUN
fbem-29705	84	24	forums	forum	NOUN
fbem-29705	84	25	,	,	PUNCT
fbem-29705	84	26	such	such	ADJ
fbem-29705	84	27	as	as	ADP
fbem-29705	84	28	guba	guba	ADJ
fbem-29705	84	29	and	and	CCONJ
fbem-29705	84	30	xueqiu	xueqiu	PROPN
fbem-29705	84	31	,	,	PUNCT
fbem-29705	84	32	from	from	ADP
fbem-29705	84	33	2018	2018	NUM
fbem-29705	84	34	to	to	ADP
fbem-29705	84	35	2023	2023	NUM
fbem-29705	84	36	.	.	PUNCT
fbem-29705	85	1	keywords	keyword	NOUN
fbem-29705	85	2	such	such	ADJ
fbem-29705	85	3	as	as	ADP
fbem-29705	85	4	“	"	PUNCT
fbem-29705	85	5	oil	oil	NOUN
fbem-29705	85	6	”	"	PUNCT
fbem-29705	85	7	,	,	PUNCT
fbem-29705	85	8	“	"	PUNCT
fbem-29705	85	9	natural	natural	ADJ
fbem-29705	85	10	gas	gas	NOUN
fbem-29705	85	11	”	"	PUNCT
fbem-29705	85	12	,	,	PUNCT
fbem-29705	85	13	and	and	CCONJ
fbem-29705	85	14	“	"	PUNCT
fbem-29705	85	15	renewable	renewable	ADJ
fbem-29705	85	16	energy	energy	NOUN
fbem-29705	85	17	”	"	PUNCT
fbem-29705	85	18	are	be	AUX
fbem-29705	85	19	used	use	VERB
fbem-29705	85	20	to	to	PART
fbem-29705	85	21	filter	filter	VERB
fbem-29705	85	22	the	the	DET
fbem-29705	85	23	data	datum	NOUN
fbem-29705	85	24	,	,	PUNCT
fbem-29705	85	25	removing	remove	VERB
fbem-29705	85	26	irrelevant	irrelevant	ADJ
fbem-29705	85	27	information	information	NOUN
fbem-29705	85	28	.	.	PUNCT
fbem-29705	86	1	the	the	DET
fbem-29705	86	2	data	data	NOUN
fbem-29705	86	3	is	be	AUX
fbem-29705	86	4	periodically	periodically	ADV
fbem-29705	86	5	scraped	scrape	VERB
fbem-29705	86	6	at	at	ADP
fbem-29705	86	7	regular	regular	ADJ
fbem-29705	86	8	intervals	interval	NOUN
fbem-29705	86	9	to	to	PART
fbem-29705	86	10	ensure	ensure	VERB
fbem-29705	86	11	coverage	coverage	NOUN
fbem-29705	86	12	of	of	ADP
fbem-29705	86	13	major	major	ADJ
fbem-29705	86	14	hot	hot	ADJ
fbem-29705	86	15	events	event	NOUN
fbem-29705	86	16	and	and	CCONJ
fbem-29705	86	17	market	market	NOUN
fbem-29705	86	18	fluctuation	fluctuation	NOUN
fbem-29705	86	19	periods	period	NOUN
fbem-29705	86	20	.	.	PUNCT
fbem-29705	87	1	figure	figure	NOUN
fbem-29705	87	2	1	1	NUM
fbem-29705	87	3	.	.	PUNCT
fbem-29705	88	1	xueqiu	xueqiu	PROPN
fbem-29705	88	2	webpage	webpage	NOUN
fbem-29705	88	3	on	on	ADP
fbem-29705	88	4	investment	investment	NOUN
fbem-29705	88	5	in	in	ADP
fbem-29705	88	6	petrochina	petrochina	NOUN
fbem-29705	88	7	in	in	ADP
fbem-29705	88	8	figure	figure	NOUN
fbem-29705	88	9	1	1	NUM
fbem-29705	89	1	,	,	PUNCT
fbem-29705	89	2	we	we	PRON
fbem-29705	89	3	see	see	VERB
fbem-29705	89	4	a	a	DET
fbem-29705	89	5	webpage	webpage	NOUN
fbem-29705	89	6	from	from	ADP
fbem-29705	89	7	xueqiu	xueqiu	PROPN
fbem-29705	89	8	discussing	discuss	VERB
fbem-29705	89	9	investment	investment	NOUN
fbem-29705	89	10	in	in	ADP
fbem-29705	89	11	petrochina	petrochina	NOUN
fbem-29705	89	12	.	.	PUNCT
fbem-29705	90	1	on	on	ADP
fbem-29705	90	2	the	the	DET
fbem-29705	90	3	basis	basis	NOUN
fbem-29705	90	4	of	of	ADP
fbem-29705	90	5	keyword	keyword	NOUN
fbem-29705	90	6	screening	screening	NOUN
fbem-29705	90	7	,	,	PUNCT
fbem-29705	90	8	this	this	DET
fbem-29705	90	9	study	study	NOUN
fbem-29705	90	10	captures	capture	VERB
fbem-29705	90	11	a	a	DET
fbem-29705	90	12	large	large	ADJ
fbem-29705	90	13	number	number	NOUN
fbem-29705	90	14	of	of	ADP
fbem-29705	90	15	statements	statement	NOUN
fbem-29705	90	16	containing	contain	VERB
fbem-29705	90	17	emotional	emotional	ADJ
fbem-29705	90	18	words	word	NOUN
fbem-29705	90	19	.	.	PUNCT
fbem-29705	91	1	in	in	ADP
fbem-29705	91	2	addition	addition	NOUN
fbem-29705	91	3	,	,	PUNCT
fbem-29705	91	4	the	the	DET
fbem-29705	91	5	length	length	NOUN
fbem-29705	91	6	and	and	CCONJ
fbem-29705	91	7	interactivity	interactivity	NOUN
fbem-29705	91	8	of	of	ADP
fbem-29705	91	9	the	the	DET
fbem-29705	91	10	post	post	NOUN
fbem-29705	91	11	content	content	NOUN
fbem-29705	91	12	is	be	AUX
fbem-29705	91	13	also	also	ADV
fbem-29705	91	14	a	a	DET
fbem-29705	91	15	reflection	reflection	NOUN
fbem-29705	91	16	of	of	ADP
fbem-29705	91	17	investor	investor	NOUN
fbem-29705	91	18	sentiment	sentiment	NOUN
fbem-29705	91	19	.	.	PUNCT
fbem-29705	92	1	longer	long	ADJ
fbem-29705	92	2	posts	post	NOUN
fbem-29705	92	3	tend	tend	VERB
fbem-29705	92	4	to	to	PART
fbem-29705	92	5	contain	contain	VERB
fbem-29705	92	6	more	more	ADJ
fbem-29705	92	7	in	in	ADP
fbem-29705	92	8	-	-	PUNCT
fbem-29705	92	9	depth	depth	NOUN
fbem-29705	92	10	analyses	analysis	NOUN
fbem-29705	92	11	and	and	CCONJ
fbem-29705	92	12	discussions	discussion	NOUN
fbem-29705	92	13	,	,	PUNCT
fbem-29705	92	14	and	and	CCONJ
fbem-29705	92	15	generally	generally	ADV
fbem-29705	92	16	have	have	VERB
fbem-29705	92	17	more	more	ADJ
fbem-29705	92	18	comments	comment	NOUN
fbem-29705	92	19	and	and	CCONJ
fbem-29705	92	20	replies	reply	NOUN
fbem-29705	92	21	,	,	PUNCT
fbem-29705	92	22	with	with	ADP
fbem-29705	92	23	higher	high	ADJ
fbem-29705	92	24	heat	heat	NOUN
fbem-29705	92	25	,	,	PUNCT
fbem-29705	92	26	and	and	CCONJ
fbem-29705	92	27	the	the	DET
fbem-29705	92	28	heat	heat	NOUN
fbem-29705	92	29	and	and	CCONJ
fbem-29705	92	30	intensity	intensity	NOUN
fbem-29705	92	31	of	of	ADP
fbem-29705	92	32	the	the	DET
fbem-29705	92	33	discussion	discussion	NOUN
fbem-29705	92	34	is	be	AUX
fbem-29705	92	35	also	also	ADV
fbem-29705	92	36	a	a	DET
fbem-29705	92	37	reflection	reflection	NOUN
fbem-29705	92	38	of	of	ADP
fbem-29705	92	39	investor	investor	NOUN
fbem-29705	92	40	sentiment	sentiment	NOUN
fbem-29705	92	41	towards	towards	ADP
fbem-29705	92	42	the	the	DET
fbem-29705	92	43	stock	stock	NOUN
fbem-29705	92	44	.	.	PUNCT
fbem-29705	93	1	in	in	ADP
fbem-29705	93	2	addition	addition	NOUN
fbem-29705	93	3	,	,	PUNCT
fbem-29705	93	4	this	this	DET
fbem-29705	93	5	study	study	NOUN
fbem-29705	93	6	extracts	extract	VERB
fbem-29705	93	7	news	news	NOUN
fbem-29705	93	8	reports	report	NOUN
fbem-29705	93	9	about	about	ADP
fbem-29705	93	10	the	the	DET
fbem-29705	93	11	energy	energy	NOUN
fbem-29705	93	12	industry	industry	NOUN
fbem-29705	93	13	from	from	ADP
fbem-29705	93	14	financial	financial	ADJ
fbem-29705	93	15	news	news	NOUN
fbem-29705	93	16	websites	website	NOUN
fbem-29705	93	17	such	such	ADJ
fbem-29705	93	18	as	as	ADP
fbem-29705	93	19	oriental	oriental	ADJ
fbem-29705	93	20	wealth	wealth	NOUN
fbem-29705	93	21	,	,	PUNCT
fbem-29705	93	22	using	use	VERB
fbem-29705	93	23	industry	industry	NOUN
fbem-29705	93	24	-	-	PUNCT
fbem-29705	93	25	related	relate	VERB
fbem-29705	93	26	keywords	keyword	NOUN
fbem-29705	93	27	and	and	CCONJ
fbem-29705	93	28	selecting	select	VERB
fbem-29705	93	29	this	this	DET
fbem-29705	93	30	news	news	NOUN
fbem-29705	93	31	by	by	ADP
fbem-29705	93	32	timeframe	timeframe	NOUN
fbem-29705	93	33	.	.	PUNCT
fbem-29705	94	1	then	then	ADV
fbem-29705	94	2	,	,	PUNCT
fbem-29705	94	3	policy	policy	NOUN
fbem-29705	94	4	release	release	NOUN
fbem-29705	94	5	documents	document	NOUN
fbem-29705	94	6	are	be	AUX
fbem-29705	94	7	collected	collect	VERB
fbem-29705	94	8	from	from	ADP
fbem-29705	94	9	the	the	DET
fbem-29705	94	10	official	official	ADJ
fbem-29705	94	11	websites	website	NOUN
fbem-29705	94	12	of	of	ADP
fbem-29705	94	13	government	government	NOUN
fbem-29705	94	14	departments	department	NOUN
fbem-29705	94	15	,	,	PUNCT
fbem-29705	94	16	focusing	focus	VERB
fbem-29705	94	17	on	on	ADP
fbem-29705	94	18	policy	policy	NOUN
fbem-29705	94	19	releases	release	NOUN
fbem-29705	94	20	,	,	PUNCT
fbem-29705	94	21	adjustments	adjustment	NOUN
fbem-29705	94	22	,	,	PUNCT
fbem-29705	94	23	and	and	CCONJ
fbem-29705	94	24	industry	industry	NOUN
fbem-29705	94	25	reports	report	NOUN
fbem-29705	94	26	that	that	PRON
fbem-29705	94	27	affect	affect	VERB
fbem-29705	94	28	the	the	DET
fbem-29705	94	29	industry	industry	NOUN
fbem-29705	94	30	.	.	PUNCT
fbem-29705	95	1	4.1.3	4.1.3	X
fbem-29705	95	2	.	.	PUNCT
fbem-29705	95	3	data	datum	NOUN
fbem-29705	95	4	and	and	CCONJ
fbem-29705	95	5	text	text	NOUN
fbem-29705	95	6	processing	process	VERB
fbem-29705	95	7	the	the	DET
fbem-29705	95	8	data	datum	NOUN
fbem-29705	95	9	selected	select	VERB
fbem-29705	95	10	for	for	ADP
fbem-29705	95	11	this	this	DET
fbem-29705	95	12	study	study	NOUN
fbem-29705	95	13	is	be	AUX
fbem-29705	95	14	stock	stock	NOUN
fbem-29705	95	15	data	datum	NOUN
fbem-29705	95	16	for	for	ADP
fbem-29705	95	17	all	all	DET
fbem-29705	95	18	trading	trading	NOUN
fbem-29705	95	19	days	day	NOUN
fbem-29705	95	20	of	of	ADP
fbem-29705	95	21	selected	select	VERB
fbem-29705	95	22	energy	energy	NOUN
fbem-29705	95	23	sector	sector	NOUN
fbem-29705	95	24	companies	company	NOUN
fbem-29705	95	25	for	for	ADP
fbem-29705	95	26	the	the	DET
fbem-29705	95	27	period	period	NOUN
fbem-29705	95	28	from	from	ADP
fbem-29705	95	29	2018	2018	NUM
fbem-29705	95	30	to	to	ADP
fbem-29705	95	31	2023	2023	NUM
fbem-29705	95	32	,	,	PUNCT
fbem-29705	95	33	covering	cover	VERB
fbem-29705	95	34	a	a	DET
fbem-29705	95	35	number	number	NOUN
fbem-29705	95	36	of	of	ADP
fbem-29705	95	37	dimensions	dimension	NOUN
fbem-29705	95	38	such	such	ADJ
fbem-29705	95	39	as	as	ADP
fbem-29705	95	40	opening	opening	NOUN
fbem-29705	95	41	price	price	NOUN
fbem-29705	95	42	,	,	PUNCT
fbem-29705	95	43	closing	closing	NOUN
fbem-29705	95	44	price	price	NOUN
fbem-29705	95	45	,	,	PUNCT
fbem-29705	95	46	trading	trading	NOUN
fbem-29705	95	47	volume	volume	NOUN
fbem-29705	95	48	,	,	PUNCT
fbem-29705	95	49	etc	etc	X
fbem-29705	95	50	.	.	X
fbem-29705	96	1	the	the	DET
fbem-29705	96	2	data	data	NOUN
fbem-29705	96	3	is	be	AUX
fbem-29705	96	4	then	then	ADV
fbem-29705	96	5	cleaned	clean	VERB
fbem-29705	96	6	,	,	PUNCT
fbem-29705	96	7	de	de	ADJ
fbem-29705	96	8	-	-	ADJ
fbem-29705	96	9	weighted	weighted	ADJ
fbem-29705	96	10	,	,	PUNCT
fbem-29705	96	11	and	and	CCONJ
fbem-29705	96	12	normalised	normalise	VERB
fbem-29705	96	13	.	.	PUNCT
fbem-29705	97	1	for	for	ADP
fbem-29705	97	2	missing	miss	VERB
fbem-29705	97	3	values	value	NOUN
fbem-29705	97	4	,	,	PUNCT
fbem-29705	97	5	this	this	DET
fbem-29705	97	6	study	study	NOUN
fbem-29705	97	7	uses	use	VERB
fbem-29705	97	8	the	the	DET
fbem-29705	97	9	corresponding	corresponding	ADJ
fbem-29705	97	10	data	datum	NOUN
fbem-29705	97	11	of	of	ADP
fbem-29705	97	12	the	the	DET
fbem-29705	97	13	previous	previous	ADJ
fbem-29705	97	14	trading	trading	NOUN
fbem-29705	97	15	day	day	NOUN
fbem-29705	97	16	of	of	ADP
fbem-29705	97	17	that	that	DET
fbem-29705	97	18	missing	miss	VERB
fbem-29705	97	19	value	value	NOUN
fbem-29705	97	20	to	to	PART
fbem-29705	97	21	fill	fill	VERB
fbem-29705	97	22	in	in	ADP
fbem-29705	97	23	.	.	PUNCT
fbem-29705	98	1	for	for	ADP
fbem-29705	98	2	duplicate	duplicate	ADJ
fbem-29705	98	3	values	value	NOUN
fbem-29705	98	4	,	,	PUNCT
fbem-29705	98	5	these	these	DET
fbem-29705	98	6	values	value	NOUN
fbem-29705	98	7	are	be	AUX
fbem-29705	98	8	directly	directly	ADV
fbem-29705	98	9	deleted	delete	VERB
fbem-29705	98	10	considering	consider	VERB
fbem-29705	98	11	that	that	SCONJ
fbem-29705	98	12	they	they	PRON
fbem-29705	98	13	maybe	maybe	ADV
fbem-29705	98	14	redundant	redundant	VERB
fbem-29705	98	15	data	datum	NOUN
fbem-29705	98	16	that	that	PRON
fbem-29705	98	17	occurred	occur	VERB
fbem-29705	98	18	during	during	ADP
fbem-29705	98	19	the	the	DET
fbem-29705	98	20	process	process	NOUN
fbem-29705	98	21	of	of	ADP
fbem-29705	98	22	performing	perform	VERB
fbem-29705	98	23	data	datum	NOUN
fbem-29705	98	24	capture	capture	NOUN
fbem-29705	98	25	.	.	PUNCT
fbem-29705	99	1	for	for	ADP
fbem-29705	99	2	outliers	outlier	NOUN
fbem-29705	99	3	,	,	PUNCT
fbem-29705	99	4	this	this	DET
fbem-29705	99	5	study	study	NOUN
fbem-29705	99	6	uses	use	VERB
fbem-29705	99	7	statistical	statistical	ADJ
fbem-29705	99	8	methods	method	NOUN
fbem-29705	99	9	to	to	PART
fbem-29705	99	10	detect	detect	VERB
fbem-29705	99	11	them	they	PRON
fbem-29705	99	12	,	,	PUNCT
fbem-29705	99	13	such	such	ADJ
fbem-29705	99	14	as	as	ADP
fbem-29705	99	15	by	by	ADP
fbem-29705	99	16	setting	set	VERB
fbem-29705	99	17	upper	upper	ADJ
fbem-29705	99	18	and	and	CCONJ
fbem-29705	99	19	lower	low	ADJ
fbem-29705	99	20	limits	limit	NOUN
fbem-29705	99	21	on	on	ADP
fbem-29705	99	22	the	the	DET
fbem-29705	99	23	data	datum	NOUN
fbem-29705	99	24	to	to	PART
fbem-29705	99	25	eliminate	eliminate	VERB
fbem-29705	99	26	certain	certain	ADJ
fbem-29705	99	27	extreme	extreme	ADJ
fbem-29705	99	28	data	datum	NOUN
fbem-29705	99	29	that	that	PRON
fbem-29705	99	30	do	do	AUX
fbem-29705	99	31	not	not	PART
fbem-29705	99	32	conform	conform	VERB
fbem-29705	99	33	to	to	ADP
fbem-29705	99	34	market	market	NOUN
fbem-29705	99	35	patterns	pattern	NOUN
fbem-29705	99	36	.	.	PUNCT
fbem-29705	100	1	after	after	ADP
fbem-29705	100	2	completing	complete	VERB
fbem-29705	100	3	the	the	DET
fbem-29705	100	4	data	datum	NOUN
fbem-29705	100	5	cleaning	clean	VERB
fbem-29705	100	6	,	,	PUNCT
fbem-29705	100	7	z	z	NOUN
fbem-29705	100	8	-	-	PUNCT
fbem-29705	100	9	score	score	NOUN
fbem-29705	100	10	normalisation	normalisation	NOUN
fbem-29705	100	11	is	be	AUX
fbem-29705	100	12	used	use	VERB
fbem-29705	100	13	to	to	PART
fbem-29705	100	14	scale	scale	VERB
fbem-29705	100	15	all	all	DET
fbem-29705	100	16	the	the	DET
fbem-29705	100	17	data	datum	NOUN
fbem-29705	100	18	to	to	ADP
fbem-29705	100	19	similar	similar	ADJ
fbem-29705	100	20	ranges	range	NOUN
fbem-29705	100	21	to	to	PART
fbem-29705	100	22	ensure	ensure	VERB
fbem-29705	100	23	that	that	SCONJ
fbem-29705	100	24	there	there	PRON
fbem-29705	100	25	is	be	VERB
fbem-29705	100	26	no	no	DET
fbem-29705	100	27	excessive	excessive	ADJ
fbem-29705	100	28	difference	difference	NOUN
fbem-29705	100	29	in	in	ADP
fbem-29705	100	30	magnitude	magnitude	NOUN
fbem-29705	100	31	between	between	ADP
fbem-29705	100	32	the	the	DET
fbem-29705	100	33	data	data	PROPN
fbem-29705	100	34	.	.	PUNCT
fbem-29705	101	1	principal	principal	ADJ
fbem-29705	101	2	component	component	NOUN
fbem-29705	101	3	analysis	analysis	NOUN
fbem-29705	101	4	is	be	AUX
fbem-29705	101	5	then	then	ADV
fbem-29705	101	6	used	use	VERB
fbem-29705	101	7	to	to	PART
fbem-29705	101	8	compress	compress	VERB
fbem-29705	101	9	multiple	multiple	ADJ
fbem-29705	101	10	features	feature	NOUN
fbem-29705	101	11	into	into	ADP
fbem-29705	101	12	a	a	DET
fbem-29705	101	13	small	small	ADJ
fbem-29705	101	14	number	number	NOUN
fbem-29705	101	15	of	of	ADP
fbem-29705	101	16	principal	principal	ADJ
fbem-29705	101	17	components	component	NOUN
fbem-29705	101	18	to	to	PART
fbem-29705	101	19	reduce	reduce	VERB
fbem-29705	101	20	model	model	NOUN
fbem-29705	101	21	complexity	complexity	NOUN
fbem-29705	101	22	.	.	PUNCT
fbem-29705	102	1	in	in	ADP
fbem-29705	102	2	addition	addition	NOUN
fbem-29705	102	3	to	to	ADP
fbem-29705	102	4	the	the	DET
fbem-29705	102	5	processing	processing	NOUN
fbem-29705	102	6	of	of	ADP
fbem-29705	102	7	the	the	DET
fbem-29705	102	8	data	datum	NOUN
fbem-29705	102	9	,	,	PUNCT
fbem-29705	102	10	the	the	DET
fbem-29705	102	11	text	text	NOUN
fbem-29705	102	12	,	,	PUNCT
fbem-29705	102	13	which	which	PRON
fbem-29705	102	14	contains	contain	VERB
fbem-29705	102	15	information	information	NOUN
fbem-29705	102	16	relevant	relevant	ADJ
fbem-29705	102	17	to	to	ADP
fbem-29705	102	18	the	the	DET
fbem-29705	102	19	research	research	NOUN
fbem-29705	102	20	object	object	NOUN
fbem-29705	102	21	,	,	PUNCT
fbem-29705	102	22	needs	need	VERB
fbem-29705	102	23	to	to	PART
fbem-29705	102	24	be	be	AUX
fbem-29705	102	25	converted	convert	VERB
fbem-29705	102	26	into	into	ADP
fbem-29705	102	27	a	a	DET
fbem-29705	102	28	feature	feature	NOUN
fbem-29705	102	29	quantity	quantity	NOUN
fbem-29705	102	30	that	that	PRON
fbem-29705	102	31	can	can	AUX
fbem-29705	102	32	be	be	AUX
fbem-29705	102	33	used	use	VERB
fbem-29705	102	34	by	by	ADP
fbem-29705	102	35	the	the	DET
fbem-29705	102	36	model	model	NOUN
fbem-29705	102	37	.	.	PUNCT
fbem-29705	103	1	in	in	ADP
fbem-29705	103	2	the	the	DET
fbem-29705	103	3	pre	pre	ADJ
fbem-29705	103	4	-	-	ADJ
fbem-29705	103	5	processing	processing	ADJ
fbem-29705	103	6	stage	stage	NOUN
fbem-29705	103	7	,	,	PUNCT
fbem-29705	103	8	for	for	ADP
fbem-29705	103	9	english	english	ADJ
fbem-29705	103	10	text	text	NOUN
fbem-29705	103	11	,	,	PUNCT
fbem-29705	103	12	words	word	NOUN
fbem-29705	103	13	are	be	AUX
fbem-29705	103	14	separated	separate	VERB
fbem-29705	103	15	by	by	ADP
fbem-29705	103	16	natural	natural	ADJ
fbem-29705	103	17	spaces	space	NOUN
fbem-29705	103	18	,	,	PUNCT
fbem-29705	103	19	while	while	SCONJ
fbem-29705	103	20	for	for	ADP
fbem-29705	103	21	chinese	chinese	ADJ
fbem-29705	103	22	text	text	NOUN
fbem-29705	103	23	,	,	PUNCT
fbem-29705	103	24	sentences	sentence	NOUN
fbem-29705	103	25	are	be	AUX
fbem-29705	103	26	divided	divide	VERB
fbem-29705	103	27	into	into	ADP
fbem-29705	103	28	separate	separate	ADJ
fbem-29705	103	29	lexical	lexical	ADJ
fbem-29705	103	30	units	unit	NOUN
fbem-29705	103	31	using	use	VERB
fbem-29705	103	32	a	a	DET
fbem-29705	103	33	word	word	NOUN
fbem-29705	103	34	separation	separation	NOUN
fbem-29705	103	35	tool	tool	NOUN
fbem-29705	103	36	.	.	PUNCT
fbem-29705	104	1	next	next	ADJ
fbem-29705	104	2	,	,	PUNCT
fbem-29705	104	3	meaningless	meaningless	ADJ
fbem-29705	104	4	stop	stop	NOUN
fbem-29705	104	5	words	word	NOUN
fbem-29705	104	6	are	be	AUX
fbem-29705	104	7	removed	remove	VERB
fbem-29705	104	8	to	to	PART
fbem-29705	104	9	reduce	reduce	VERB
fbem-29705	104	10	the	the	DET
fbem-29705	104	11	noise	noise	NOUN
fbem-29705	104	12	and	and	CCONJ
fbem-29705	104	13	ensure	ensure	VERB
fbem-29705	104	14	that	that	SCONJ
fbem-29705	104	15	the	the	DET
fbem-29705	104	16	remaining	remain	VERB
fbem-29705	104	17	content	content	NOUN
fbem-29705	104	18	can	can	AUX
fbem-29705	104	19	express	express	VERB
fbem-29705	104	20	the	the	DET
fbem-29705	104	21	information	information	NOUN
fbem-29705	104	22	effectively	effectively	ADV
fbem-29705	104	23	.	.	PUNCT
fbem-29705	105	1	after	after	ADP
fbem-29705	105	2	the	the	DET
fbem-29705	105	3	basic	basic	ADJ
fbem-29705	105	4	processing	processing	NOUN
fbem-29705	105	5	of	of	ADP
fbem-29705	105	6	the	the	DET
fbem-29705	105	7	text	text	NOUN
fbem-29705	105	8	,	,	PUNCT
fbem-29705	105	9	the	the	DET
fbem-29705	105	10	sentiment	sentiment	NOUN
fbem-29705	105	11	analysis	analysis	NOUN
fbem-29705	105	12	model	model	NOUN
fbem-29705	105	13	based	base	VERB
fbem-29705	105	14	on	on	ADP
fbem-29705	105	15	machine	machine	NOUN
fbem-29705	105	16	learning	learning	NOUN
fbem-29705	105	17	is	be	AUX
fbem-29705	105	18	used	use	VERB
fbem-29705	105	19	to	to	PART
fbem-29705	105	20	input	input	VERB
fbem-29705	105	21	the	the	DET
fbem-29705	105	22	pre	pre	ADJ
fbem-29705	105	23	-	-	ADJ
fbem-29705	105	24	processed	processed	ADJ
fbem-29705	105	25	text	text	NOUN
fbem-29705	105	26	into	into	ADP
fbem-29705	105	27	the	the	DET
fbem-29705	105	28	pretraining	pretraine	VERB
fbem-29705	105	29	model	model	NOUN
fbem-29705	105	30	,	,	PUNCT
fbem-29705	105	31	and	and	CCONJ
fbem-29705	105	32	then	then	ADV
fbem-29705	105	33	the	the	DET
fbem-29705	105	34	text	text	NOUN
fbem-29705	105	35	data	datum	NOUN
fbem-29705	105	36	is	be	AUX
fbem-29705	105	37	subjected	subject	VERB
fbem-29705	105	38	to	to	ADP
fbem-29705	105	39	sentiment	sentiment	NOUN
fbem-29705	105	40	classification	classification	NOUN
fbem-29705	105	41	and	and	CCONJ
fbem-29705	105	42	sentiment	sentiment	NOUN
fbem-29705	105	43	score	score	NOUN
fbem-29705	105	44	calculation	calculation	NOUN
fbem-29705	105	45	.	.	PUNCT
fbem-29705	106	1	the	the	DET
fbem-29705	106	2	sentiment	sentiment	NOUN
fbem-29705	106	3	analysis	analysis	NOUN
fbem-29705	106	4	model	model	NOUN
fbem-29705	106	5	classifies	classify	VERB
fbem-29705	106	6	the	the	DET
fbem-29705	106	7	text	text	NOUN
fbem-29705	106	8	as	as	ADP
fbem-29705	106	9	positive	positive	ADJ
fbem-29705	106	10	,	,	PUNCT
fbem-29705	106	11	negative	negative	ADJ
fbem-29705	106	12	or	or	CCONJ
fbem-29705	106	13	neutral	neutral	ADJ
fbem-29705	106	14	sentiment	sentiment	NOUN
fbem-29705	106	15	by	by	ADP
fbem-29705	106	16	identifying	identify	VERB
fbem-29705	106	17	the	the	DET
fbem-29705	106	18	sentiment	sentiment	NOUN
fbem-29705	106	19	information	information	NOUN
fbem-29705	106	20	in	in	ADP
fbem-29705	106	21	the	the	DET
fbem-29705	106	22	text	text	NOUN
fbem-29705	106	23	and	and	CCONJ
fbem-29705	106	24	assigns	assign	NOUN
fbem-29705	106	25	each	each	DET
fbem-29705	106	26	text	text	NOUN
fbem-29705	106	27	a	a	DET
fbem-29705	106	28	sentiment	sentiment	NOUN
fbem-29705	106	29	score	score	NOUN
fbem-29705	106	30	.	.	PUNCT
fbem-29705	107	1	also	also	ADV
fbem-29705	107	2	,	,	PUNCT
fbem-29705	107	3	in	in	ADP
fbem-29705	107	4	order	order	NOUN
fbem-29705	107	5	to	to	PART
fbem-29705	107	6	combine	combine	VERB
fbem-29705	107	7	the	the	DET
fbem-29705	107	8	textual	textual	ADJ
fbem-29705	107	9	information	information	NOUN
fbem-29705	107	10	with	with	ADP
fbem-29705	107	11	stock	stock	NOUN
fbem-29705	107	12	market	market	NOUN
fbem-29705	107	13	data	datum	NOUN
fbem-29705	107	14	,	,	PUNCT
fbem-29705	107	15	it	it	PRON
fbem-29705	107	16	is	be	AUX
fbem-29705	107	17	necessary	necessary	ADJ
fbem-29705	107	18	to	to	PART
fbem-29705	107	19	ensure	ensure	VERB
fbem-29705	107	20	that	that	SCONJ
fbem-29705	107	21	the	the	DET
fbem-29705	107	22	sentiment	sentiment	NOUN
fbem-29705	107	23	score	score	NOUN
fbem-29705	107	24	is	be	AUX
fbem-29705	107	25	temporally	temporally	ADV
fbem-29705	107	26	aligned	align	VERB
fbem-29705	107	27	with	with	ADP
fbem-29705	107	28	data	datum	NOUN
fbem-29705	107	29	such	such	ADJ
fbem-29705	107	30	as	as	ADP
fbem-29705	107	31	stock	stock	NOUN
fbem-29705	107	32	prices	price	NOUN
fbem-29705	107	33	and	and	CCONJ
fbem-29705	107	34	trading	trading	NOUN
fbem-29705	107	35	volumes	volume	NOUN
fbem-29705	107	36	.	.	PUNCT
fbem-29705	108	1	the	the	DET
fbem-29705	108	2	following	follow	VERB
fbem-29705	108	3	metrics	metric	NOUN
fbem-29705	108	4	were	be	AUX
fbem-29705	108	5	quantified	quantify	VERB
fbem-29705	108	6	in	in	ADP
fbem-29705	108	7	this	this	DET
fbem-29705	108	8	study	study	NOUN
fbem-29705	108	9	:	:	PUNCT
fbem-29705	108	10	185	185	NUM
fbem-29705	108	11	figure	figure	NOUN
fbem-29705	108	12	2	2	NUM
fbem-29705	108	13	.	.	NOUN
fbem-29705	108	14	sentiment	sentiment	NOUN
fbem-29705	108	15	and	and	CCONJ
fbem-29705	108	16	attention	attention	NOUN
fbem-29705	108	17	indicators	indicator	NOUN
fbem-29705	108	18	figure	figure	VERB
fbem-29705	108	19	3	3	NUM
fbem-29705	108	20	.	.	PUNCT
fbem-29705	108	21	policy	policy	NOUN
fbem-29705	108	22	and	and	CCONJ
fbem-29705	108	23	professional	professional	ADJ
fbem-29705	108	24	analysis	analysis	NOUN
fbem-29705	108	25	indicators	indicator	NOUN
fbem-29705	108	26	in	in	ADP
fbem-29705	108	27	addition	addition	NOUN
fbem-29705	108	28	to	to	ADP
fbem-29705	108	29	this	this	PRON
fbem-29705	108	30	,	,	PUNCT
fbem-29705	108	31	this	this	DET
fbem-29705	108	32	study	study	NOUN
fbem-29705	108	33	counted	count	VERB
fbem-29705	108	34	the	the	DET
fbem-29705	108	35	daily	daily	ADJ
fbem-29705	108	36	search	search	NOUN
fbem-29705	108	37	volume	volume	NOUN
fbem-29705	108	38	of	of	ADP
fbem-29705	108	39	baidu	baidu	NOUN
fbem-29705	108	40	for	for	ADP
fbem-29705	108	41	keywords	keyword	NOUN
fbem-29705	108	42	related	relate	VERB
fbem-29705	108	43	to	to	ADP
fbem-29705	108	44	energy	energy	NOUN
fbem-29705	108	45	stocks	stock	NOUN
fbem-29705	108	46	,	,	PUNCT
fbem-29705	108	47	which	which	PRON
fbem-29705	108	48	also	also	ADV
fbem-29705	108	49	served	serve	VERB
fbem-29705	108	50	as	as	ADP
fbem-29705	108	51	indicators	indicator	NOUN
fbem-29705	108	52	for	for	ADP
fbem-29705	108	53	inputting	inputte	VERB
fbem-29705	108	54	into	into	ADP
fbem-29705	108	55	the	the	DET
fbem-29705	108	56	model	model	NOUN
fbem-29705	108	57	.	.	PUNCT
fbem-29705	109	1	these	these	DET
fbem-29705	109	2	metrics	metric	NOUN
fbem-29705	109	3	are	be	AUX
fbem-29705	109	4	all	all	PRON
fbem-29705	109	5	relevant	relevant	ADJ
fbem-29705	109	6	feature	feature	NOUN
fbem-29705	109	7	quantities	quantity	NOUN
fbem-29705	109	8	for	for	ADP
fbem-29705	109	9	the	the	DET
fbem-29705	109	10	characteristics	characteristic	NOUN
fbem-29705	109	11	of	of	ADP
fbem-29705	109	12	the	the	DET
fbem-29705	109	13	energy	energy	NOUN
fbem-29705	109	14	industry	industry	NOUN
fbem-29705	109	15	,	,	PUNCT
fbem-29705	109	16	as	as	SCONJ
fbem-29705	109	17	the	the	DET
fbem-29705	109	18	extracted	extract	VERB
fbem-29705	109	19	texts	text	NOUN
fbem-29705	109	20	were	be	AUX
fbem-29705	109	21	directionally	directionally	ADV
fbem-29705	109	22	selected	select	VERB
fbem-29705	109	23	to	to	PART
fbem-29705	109	24	be	be	AUX
fbem-29705	109	25	relevant	relevant	ADJ
fbem-29705	109	26	to	to	ADP
fbem-29705	109	27	the	the	DET
fbem-29705	109	28	industry	industry	NOUN
fbem-29705	109	29	.	.	PUNCT
fbem-29705	110	1	4.2	4.2	NUM
fbem-29705	110	2	.	.	PUNCT
fbem-29705	110	3	model	model	NOUN
fbem-29705	110	4	architecture	architecture	NOUN
fbem-29705	110	5	design	design	NOUN
fbem-29705	110	6	4.2.1	4.2.1	NUM
fbem-29705	110	7	.	.	PUNCT
fbem-29705	111	1	overview	overview	NOUN
fbem-29705	111	2	of	of	ADP
fbem-29705	111	3	the	the	DET
fbem-29705	111	4	cnn	cnn	PROPN
fbem-29705	111	5	-	-	PUNCT
fbem-29705	111	6	lstm	lstm	PROPN
fbem-29705	111	7	model	model	NOUN
fbem-29705	111	8	this	this	DET
fbem-29705	111	9	study	study	NOUN
fbem-29705	111	10	combines	combine	VERB
fbem-29705	111	11	two	two	NUM
fbem-29705	111	12	deep	deep	ADJ
fbem-29705	111	13	learning	learning	NOUN
fbem-29705	111	14	models	model	NOUN
fbem-29705	111	15	,	,	PUNCT
fbem-29705	111	16	cnn	cnn	PROPN
fbem-29705	111	17	and	and	CCONJ
fbem-29705	111	18	lstm	lstm	PROPN
fbem-29705	111	19	,	,	PUNCT
fbem-29705	111	20	to	to	PART
fbem-29705	111	21	construct	construct	VERB
fbem-29705	111	22	a	a	DET
fbem-29705	111	23	hybrid	hybrid	ADJ
fbem-29705	111	24	model	model	NOUN
fbem-29705	111	25	.	.	PUNCT
fbem-29705	112	1	the	the	DET
fbem-29705	112	2	following	follow	VERB
fbem-29705	112	3	flowchart	flowchart	PROPN
fbem-29705	112	4	shows	show	VERB
fbem-29705	112	5	the	the	DET
fbem-29705	112	6	specific	specific	ADJ
fbem-29705	112	7	operation	operation	NOUN
fbem-29705	112	8	process	process	NOUN
fbem-29705	112	9	of	of	ADP
fbem-29705	112	10	the	the	DET
fbem-29705	112	11	model	model	NOUN
fbem-29705	112	12	:	:	PUNCT
fbem-29705	112	13	figure	figure	NOUN
fbem-29705	112	14	4	4	NUM
fbem-29705	112	15	.	.	X
fbem-29705	112	16	cnn	cnn	PROPN
fbem-29705	112	17	-	-	PUNCT
fbem-29705	112	18	lstm	lstm	PROPN
fbem-29705	112	19	model	model	NOUN
fbem-29705	112	20	flowchart	flowchart	PROPN
fbem-29705	112	21	for	for	ADP
fbem-29705	112	22	stock	stock	NOUN
fbem-29705	112	23	trend	trend	NOUN
fbem-29705	112	24	prediction	prediction	NOUN
fbem-29705	112	25	the	the	DET
fbem-29705	112	26	input	input	NOUN
fbem-29705	112	27	data	datum	NOUN
fbem-29705	112	28	for	for	ADP
fbem-29705	112	29	the	the	DET
fbem-29705	112	30	model	model	NOUN
fbem-29705	112	31	consists	consist	VERB
fbem-29705	112	32	of	of	ADP
fbem-29705	112	33	two	two	NUM
fbem-29705	112	34	main	main	ADJ
fbem-29705	112	35	categories	category	NOUN
fbem-29705	112	36	,	,	PUNCT
fbem-29705	112	37	time	time	NOUN
fbem-29705	112	38	series	series	PROPN
fbem-29705	112	39	data	datum	NOUN
fbem-29705	112	40	such	such	ADJ
fbem-29705	112	41	as	as	ADP
fbem-29705	112	42	historical	historical	ADJ
fbem-29705	112	43	prices	price	NOUN
fbem-29705	112	44	and	and	CCONJ
fbem-29705	112	45	trading	trading	NOUN
fbem-29705	112	46	volumes	volume	NOUN
fbem-29705	112	47	of	of	ADP
fbem-29705	112	48	energy	energy	NOUN
fbem-29705	112	49	stocks	stock	NOUN
fbem-29705	112	50	,	,	PUNCT
fbem-29705	112	51	and	and	CCONJ
fbem-29705	112	52	text	text	NOUN
fbem-29705	112	53	data	datum	NOUN
fbem-29705	112	54	such	such	ADJ
fbem-29705	112	55	as	as	ADP
fbem-29705	112	56	investor	investor	NOUN
fbem-29705	112	57	sentiment	sentiment	NOUN
fbem-29705	112	58	,	,	PUNCT
fbem-29705	112	59	which	which	PRON
fbem-29705	112	60	will	will	AUX
fbem-29705	112	61	be	be	AUX
fbem-29705	112	62	quantified	quantify	VERB
fbem-29705	112	63	into	into	ADP
fbem-29705	112	64	numerical	numerical	ADJ
fbem-29705	112	65	features	feature	NOUN
fbem-29705	112	66	through	through	ADP
fbem-29705	112	67	sentiment	sentiment	NOUN
fbem-29705	112	68	analysis	analysis	NOUN
fbem-29705	112	69	.	.	PUNCT
fbem-29705	113	1	both	both	PRON
fbem-29705	113	2	will	will	AUX
fbem-29705	113	3	then	then	ADV
fbem-29705	113	4	first	first	ADV
fbem-29705	113	5	undergo	undergo	VERB
fbem-29705	113	6	pre	pre	ADJ
fbem-29705	113	7	-	-	ADJ
fbem-29705	113	8	processing	processing	ADJ
fbem-29705	113	9	,	,	PUNCT
fbem-29705	113	10	where	where	SCONJ
fbem-29705	113	11	the	the	DET
fbem-29705	113	12	text	text	NOUN
fbem-29705	113	13	data	data	NOUN
fbem-29705	113	14	is	be	AUX
fbem-29705	113	15	pre	pre	VERB
fbem-29705	113	16	-	-	VERB
fbem-29705	113	17	processed	process	VERB
fbem-29705	113	18	by	by	ADP
fbem-29705	113	19	natural	natural	ADJ
fbem-29705	113	20	language	language	NOUN
fbem-29705	113	21	processing	processing	NOUN
fbem-29705	113	22	techniques	technique	NOUN
fbem-29705	113	23	to	to	PART
fbem-29705	113	24	extract	extract	VERB
fbem-29705	113	25	core	core	NOUN
fbem-29705	113	26	features	feature	NOUN
fbem-29705	113	27	such	such	ADJ
fbem-29705	113	28	as	as	ADP
fbem-29705	113	29	market	market	NOUN
fbem-29705	113	30	sentiment	sentiment	NOUN
fbem-29705	113	31	and	and	CCONJ
fbem-29705	113	32	policy	policy	NOUN
fbem-29705	113	33	orientation	orientation	NOUN
fbem-29705	113	34	.	.	PUNCT
fbem-29705	114	1	both	both	DET
fbem-29705	114	2	types	type	NOUN
fbem-29705	114	3	of	of	ADP
fbem-29705	114	4	data	datum	NOUN
fbem-29705	114	5	enter	enter	VERB
fbem-29705	114	6	the	the	DET
fbem-29705	114	7	cnn	cnn	PROPN
fbem-29705	114	8	module	module	NOUN
fbem-29705	114	9	separately	separately	ADV
fbem-29705	114	10	after	after	ADP
fbem-29705	114	11	preprocessing	preprocesse	VERB
fbem-29705	114	12	.	.	PUNCT
fbem-29705	115	1	after	after	ADP
fbem-29705	115	2	feature	feature	NOUN
fbem-29705	115	3	extraction	extraction	NOUN
fbem-29705	115	4	,	,	PUNCT
fbem-29705	115	5	time	time	NOUN
fbem-29705	115	6	series	series	PROPN
fbem-29705	115	7	features	feature	VERB
fbem-29705	115	8	and	and	CCONJ
fbem-29705	115	9	text	text	NOUN
fbem-29705	115	10	features	feature	NOUN
fbem-29705	115	11	are	be	AUX
fbem-29705	115	12	merged	merge	VERB
fbem-29705	115	13	in	in	ADP
fbem-29705	115	14	the	the	DET
fbem-29705	115	15	feature	feature	NOUN
fbem-29705	115	16	fusion	fusion	NOUN
fbem-29705	115	17	layer	layer	NOUN
fbem-29705	115	18	to	to	PART
fbem-29705	115	19	form	form	VERB
fbem-29705	115	20	a	a	DET
fbem-29705	115	21	multi	multi	ADJ
fbem-29705	115	22	-	-	ADJ
fbem-29705	115	23	dimensional	dimensional	ADJ
fbem-29705	115	24	joint	joint	ADJ
fbem-29705	115	25	feature	feature	NOUN
fbem-29705	115	26	vector	vector	NOUN
fbem-29705	115	27	.	.	PUNCT
fbem-29705	116	1	the	the	DET
fbem-29705	116	2	model	model	NOUN
fbem-29705	116	3	combines	combine	VERB
fbem-29705	116	4	‘	'	PUNCT
fbem-29705	116	5	hard	hard	ADJ
fbem-29705	116	6	’	'	PUNCT
fbem-29705	116	7	data	datum	NOUN
fbem-29705	116	8	such	such	ADJ
fbem-29705	116	9	as	as	ADP
fbem-29705	116	10	stock	stock	NOUN
fbem-29705	116	11	price	price	NOUN
fbem-29705	116	12	and	and	CCONJ
fbem-29705	116	13	‘	'	PUNCT
fbem-29705	116	14	soft	soft	ADJ
fbem-29705	116	15	’	'	PUNCT
fbem-29705	116	16	data	datum	NOUN
fbem-29705	116	17	such	such	ADJ
fbem-29705	116	18	as	as	ADP
fbem-29705	116	19	investor	investor	NOUN
fbem-29705	116	20	sentiment	sentiment	NOUN
fbem-29705	116	21	through	through	ADP
fbem-29705	116	22	feature	feature	NOUN
fbem-29705	116	23	fusion	fusion	NOUN
fbem-29705	116	24	,	,	PUNCT
fbem-29705	116	25	and	and	CCONJ
fbem-29705	116	26	the	the	DET
fbem-29705	116	27	feature	feature	NOUN
fbem-29705	116	28	fused	fuse	VERB
fbem-29705	116	29	data	datum	NOUN
fbem-29705	116	30	is	be	AUX
fbem-29705	116	31	fed	feed	VERB
fbem-29705	116	32	into	into	ADP
fbem-29705	116	33	the	the	DET
fbem-29705	116	34	lstm	lstm	PROPN
fbem-29705	116	35	network	network	NOUN
fbem-29705	116	36	,	,	PUNCT
fbem-29705	116	37	and	and	CCONJ
fbem-29705	116	38	after	after	ADP
fbem-29705	116	39	processing	processing	NOUN
fbem-29705	116	40	,	,	PUNCT
fbem-29705	116	41	the	the	DET
fbem-29705	116	42	output	output	NOUN
fbem-29705	116	43	of	of	ADP
fbem-29705	116	44	the	the	DET
fbem-29705	116	45	lstm	lstm	NOUN
fbem-29705	116	46	passes	pass	VERB
fbem-29705	116	47	through	through	ADP
fbem-29705	116	48	the	the	DET
fbem-29705	116	49	fully	fully	ADV
fbem-29705	116	50	-	-	PUNCT
fbem-29705	116	51	connected	connect	VERB
fbem-29705	116	52	layer	layer	NOUN
fbem-29705	116	53	and	and	CCONJ
fbem-29705	116	54	generates	generate	VERB
fbem-29705	116	55	a	a	DET
fbem-29705	116	56	prediction	prediction	NOUN
fbem-29705	116	57	of	of	ADP
fbem-29705	116	58	stock	stock	NOUN
fbem-29705	116	59	price	price	NOUN
fbem-29705	116	60	.	.	PUNCT
fbem-29705	117	1	after	after	ADP
fbem-29705	117	2	processing	processing	NOUN
fbem-29705	117	3	,	,	PUNCT
fbem-29705	117	4	the	the	DET
fbem-29705	117	5	output	output	NOUN
fbem-29705	117	6	of	of	ADP
fbem-29705	117	7	lstm	lstm	NOUN
fbem-29705	117	8	goes	go	VERB
fbem-29705	117	9	through	through	ADP
fbem-29705	117	10	a	a	DET
fbem-29705	117	11	fully	fully	ADV
fbem-29705	117	12	connected	connect	VERB
fbem-29705	117	13	layer	layer	NOUN
fbem-29705	117	14	to	to	PART
fbem-29705	117	15	generate	generate	VERB
fbem-29705	117	16	a	a	DET
fbem-29705	117	17	prediction	prediction	NOUN
fbem-29705	117	18	of	of	ADP
fbem-29705	117	19	the	the	DET
fbem-29705	117	20	stock	stock	NOUN
fbem-29705	117	21	price	price	NOUN
fbem-29705	117	22	.	.	PUNCT
fbem-29705	118	1	4.2.2	4.2.2	X
fbem-29705	118	2	.	.	X
fbem-29705	118	3	cnn	cnn	PROPN
fbem-29705	118	4	layer	layer	NOUN
fbem-29705	118	5	design	design	VERB
fbem-29705	118	6	the	the	DET
fbem-29705	118	7	design	design	NOUN
fbem-29705	118	8	of	of	ADP
fbem-29705	118	9	the	the	DET
fbem-29705	118	10	cnn	cnn	NOUN
fbem-29705	118	11	layer	layer	NOUN
fbem-29705	118	12	includes	include	VERB
fbem-29705	118	13	the	the	DET
fbem-29705	118	14	selection	selection	NOUN
fbem-29705	118	15	of	of	ADP
fbem-29705	118	16	the	the	DET
fbem-29705	118	17	convolution	convolution	NOUN
fbem-29705	118	18	kernel	kernel	NOUN
fbem-29705	118	19	,	,	PUNCT
fbem-29705	118	20	the	the	DET
fbem-29705	118	21	activation	activation	NOUN
fbem-29705	118	22	function	function	NOUN
fbem-29705	118	23	,	,	PUNCT
fbem-29705	118	24	and	and	CCONJ
fbem-29705	118	25	the	the	DET
fbem-29705	118	26	setting	setting	NOUN
fbem-29705	118	27	of	of	ADP
fbem-29705	118	28	the	the	DET
fbem-29705	118	29	pooling	pool	VERB
fbem-29705	118	30	layer	layer	NOUN
fbem-29705	118	31	.	.	PUNCT
fbem-29705	119	1	in	in	ADP
fbem-29705	119	2	this	this	DET
fbem-29705	119	3	study	study	NOUN
fbem-29705	119	4	,	,	PUNCT
fbem-29705	119	5	one	one	NUM
fbem-29705	119	6	-	-	PUNCT
fbem-29705	119	7	dimensional	dimensional	ADJ
fbem-29705	119	8	convolution	convolution	NOUN
fbem-29705	119	9	is	be	AUX
fbem-29705	119	10	used	use	VERB
fbem-29705	119	11	in	in	ADP
fbem-29705	119	12	the	the	DET
fbem-29705	119	13	cnn	cnn	PROPN
fbem-29705	119	14	layer	layer	NOUN
fbem-29705	119	15	,	,	PUNCT
fbem-29705	119	16	and	and	CCONJ
fbem-29705	119	17	the	the	DET
fbem-29705	119	18	step	step	NOUN
fbem-29705	119	19	size	size	NOUN
fbem-29705	119	20	in	in	ADP
fbem-29705	119	21	the	the	DET
fbem-29705	119	22	convolution	convolution	NOUN
fbem-29705	119	23	operation	operation	NOUN
fbem-29705	119	24	is	be	AUX
fbem-29705	119	25	set	set	VERB
fbem-29705	119	26	to	to	ADP
fbem-29705	119	27	1	1	NUM
fbem-29705	119	28	,	,	PUNCT
fbem-29705	119	29	and	and	CCONJ
fbem-29705	119	30	for	for	ADP
fbem-29705	119	31	each	each	DET
fbem-29705	119	32	convolution	convolution	NOUN
fbem-29705	119	33	kernel	kernel	NOUN
fbem-29705	119	34	,	,	PUNCT
fbem-29705	119	35	the	the	DET
fbem-29705	119	36	output	output	NOUN
fbem-29705	119	37	feature	feature	NOUN
fbem-29705	119	38	maps	map	NOUN
fbem-29705	119	39	retain	retain	VERB
fbem-29705	119	40	the	the	DET
fbem-29705	119	41	same	same	ADJ
fbem-29705	119	42	temporal	temporal	ADJ
fbem-29705	119	43	dimension	dimension	NOUN
fbem-29705	119	44	.	.	PUNCT
fbem-29705	120	1	the	the	DET
fbem-29705	120	2	convolution	convolution	NOUN
fbem-29705	120	3	kernel	kernel	PROPN
fbem-29705	120	4	size	size	NOUN
fbem-29705	120	5	is	be	AUX
fbem-29705	120	6	set	set	VERB
fbem-29705	120	7	to	to	ADP
fbem-29705	120	8	3	3	NUM
fbem-29705	120	9	,	,	PUNCT
fbem-29705	120	10	then	then	ADV
fbem-29705	120	11	,	,	PUNCT
fbem-29705	120	12	the	the	DET
fbem-29705	120	13	output	output	NOUN
fbem-29705	120	14	of	of	ADP
fbem-29705	120	15	the	the	DET
fbem-29705	120	16	convolution	convolution	NOUN
fbem-29705	120	17	operation	operation	NOUN
fbem-29705	120	18	is	be	AUX
fbem-29705	120	19	nonlinearly	nonlinearly	ADV
fbem-29705	120	20	transformed	transform	VERB
fbem-29705	120	21	by	by	ADP
fbem-29705	120	22	the	the	DET
fbem-29705	120	23	186	186	NUM
fbem-29705	120	24	relu	relu	NOUN
fbem-29705	120	25	activation	activation	NOUN
fbem-29705	120	26	function	function	NOUN
fbem-29705	120	27	.	.	PUNCT
fbem-29705	121	1	the	the	DET
fbem-29705	121	2	output	output	NOUN
fbem-29705	121	3	of	of	ADP
fbem-29705	121	4	each	each	DET
fbem-29705	121	5	layer	layer	NOUN
fbem-29705	121	6	is	be	AUX
fbem-29705	121	7	normalised	normalise	VERB
fbem-29705	121	8	by	by	ADP
fbem-29705	121	9	batch	batch	NOUN
fbem-29705	121	10	normalisation	normalisation	NOUN
fbem-29705	121	11	to	to	PART
fbem-29705	121	12	ensure	ensure	VERB
fbem-29705	121	13	that	that	SCONJ
fbem-29705	121	14	the	the	DET
fbem-29705	121	15	variations	variation	NOUN
fbem-29705	121	16	of	of	ADP
fbem-29705	121	17	different	different	ADJ
fbem-29705	121	18	features	feature	NOUN
fbem-29705	121	19	during	during	ADP
fbem-29705	121	20	model	model	NOUN
fbem-29705	121	21	training	training	NOUN
fbem-29705	121	22	remain	remain	VERB
fbem-29705	121	23	consistent	consistent	ADJ
fbem-29705	121	24	.	.	PUNCT
fbem-29705	122	1	after	after	ADP
fbem-29705	122	2	the	the	DET
fbem-29705	122	3	convolution	convolution	NOUN
fbem-29705	122	4	operation	operation	NOUN
fbem-29705	122	5	,	,	PUNCT
fbem-29705	122	6	the	the	DET
fbem-29705	122	7	size	size	NOUN
fbem-29705	122	8	of	of	ADP
fbem-29705	122	9	the	the	DET
fbem-29705	122	10	feature	feature	NOUN
fbem-29705	122	11	map	map	NOUN
fbem-29705	122	12	is	be	AUX
fbem-29705	122	13	compressed	compress	VERB
fbem-29705	122	14	by	by	ADP
fbem-29705	122	15	a	a	DET
fbem-29705	122	16	pooling	pooling	NOUN
fbem-29705	122	17	operation	operation	NOUN
fbem-29705	122	18	.	.	PUNCT
fbem-29705	123	1	the	the	DET
fbem-29705	123	2	pooling	pool	VERB
fbem-29705	123	3	layer	layer	NOUN
fbem-29705	123	4	serves	serve	VERB
fbem-29705	123	5	to	to	PART
fbem-29705	123	6	reduce	reduce	VERB
fbem-29705	123	7	the	the	DET
fbem-29705	123	8	size	size	NOUN
fbem-29705	123	9	of	of	ADP
fbem-29705	123	10	the	the	DET
fbem-29705	123	11	feature	feature	NOUN
fbem-29705	123	12	map	map	NOUN
fbem-29705	123	13	while	while	SCONJ
fbem-29705	123	14	retaining	retain	VERB
fbem-29705	123	15	key	key	ADJ
fbem-29705	123	16	local	local	ADJ
fbem-29705	123	17	features	feature	NOUN
fbem-29705	123	18	,	,	PUNCT
fbem-29705	123	19	and	and	CCONJ
fbem-29705	123	20	two	two	NUM
fbem-29705	123	21	strategies	strategy	NOUN
fbem-29705	123	22	,	,	PUNCT
fbem-29705	123	23	maximum	maximum	ADJ
fbem-29705	123	24	pooling	pooling	NOUN
fbem-29705	123	25	and	and	CCONJ
fbem-29705	123	26	average	average	ADJ
fbem-29705	123	27	pooling	pooling	NOUN
fbem-29705	123	28	,	,	PUNCT
fbem-29705	123	29	can	can	AUX
fbem-29705	123	30	generally	generally	ADV
fbem-29705	123	31	be	be	AUX
fbem-29705	123	32	used	use	VERB
fbem-29705	123	33	in	in	ADP
fbem-29705	123	34	the	the	DET
fbem-29705	123	35	pooling	pooling	NOUN
fbem-29705	123	36	layer	layer	NOUN
fbem-29705	123	37	operation	operation	NOUN
fbem-29705	123	38	.	.	PUNCT
fbem-29705	124	1	however	however	ADV
fbem-29705	124	2	,	,	PUNCT
fbem-29705	124	3	in	in	ADP
fbem-29705	124	4	the	the	DET
fbem-29705	124	5	study	study	NOUN
fbem-29705	124	6	of	of	ADP
fbem-29705	124	7	trend	trend	NOUN
fbem-29705	124	8	forecasting	forecasting	NOUN
fbem-29705	124	9	for	for	ADP
fbem-29705	124	10	energy	energy	NOUN
fbem-29705	124	11	stocks	stock	NOUN
fbem-29705	124	12	,	,	PUNCT
fbem-29705	124	13	short	short	ADJ
fbem-29705	124	14	-	-	PUNCT
fbem-29705	124	15	term	term	NOUN
fbem-29705	124	16	market	market	NOUN
fbem-29705	124	17	reactions	reaction	NOUN
fbem-29705	124	18	tend	tend	VERB
fbem-29705	124	19	to	to	PART
fbem-29705	124	20	have	have	VERB
fbem-29705	124	21	a	a	DET
fbem-29705	124	22	greater	great	ADJ
fbem-29705	124	23	impact	impact	NOUN
fbem-29705	124	24	on	on	ADP
fbem-29705	124	25	the	the	DET
fbem-29705	124	26	forecasts	forecast	NOUN
fbem-29705	124	27	,	,	PUNCT
fbem-29705	124	28	such	such	ADJ
fbem-29705	124	29	as	as	ADP
fbem-29705	124	30	the	the	DET
fbem-29705	124	31	release	release	NOUN
fbem-29705	124	32	of	of	ADP
fbem-29705	124	33	a	a	DET
fbem-29705	124	34	relevant	relevant	ADJ
fbem-29705	124	35	policy	policy	NOUN
fbem-29705	124	36	,	,	PUNCT
fbem-29705	124	37	which	which	PRON
fbem-29705	124	38	tends	tend	VERB
fbem-29705	124	39	to	to	PART
fbem-29705	124	40	produce	produce	VERB
fbem-29705	124	41	an	an	DET
fbem-29705	124	42	immediate	immediate	ADJ
fbem-29705	124	43	reaction	reaction	NOUN
fbem-29705	124	44	in	in	ADP
fbem-29705	124	45	the	the	DET
fbem-29705	124	46	stock	stock	NOUN
fbem-29705	124	47	,	,	PUNCT
fbem-29705	124	48	which	which	PRON
fbem-29705	124	49	in	in	ADP
fbem-29705	124	50	turn	turn	NOUN
fbem-29705	124	51	has	have	VERB
fbem-29705	124	52	a	a	DET
fbem-29705	124	53	strong	strong	ADJ
fbem-29705	124	54	short	short	ADJ
fbem-29705	124	55	-	-	PUNCT
fbem-29705	124	56	term	term	NOUN
fbem-29705	124	57	impact	impact	NOUN
fbem-29705	124	58	on	on	ADP
fbem-29705	124	59	the	the	DET
fbem-29705	124	60	price	price	NOUN
fbem-29705	124	61	.	.	PUNCT
fbem-29705	125	1	in	in	ADP
fbem-29705	125	2	the	the	DET
fbem-29705	125	3	energy	energy	NOUN
fbem-29705	125	4	market	market	NOUN
fbem-29705	125	5	,	,	PUNCT
fbem-29705	125	6	dramatic	dramatic	ADJ
fbem-29705	125	7	price	price	NOUN
fbem-29705	125	8	fluctuations	fluctuation	NOUN
fbem-29705	125	9	are	be	AUX
fbem-29705	125	10	also	also	ADV
fbem-29705	125	11	often	often	ADV
fbem-29705	125	12	driven	drive	VERB
fbem-29705	125	13	by	by	ADP
fbem-29705	125	14	certain	certain	ADJ
fbem-29705	125	15	key	key	ADJ
fbem-29705	125	16	factors	factor	NOUN
fbem-29705	125	17	,	,	PUNCT
fbem-29705	125	18	so	so	ADV
fbem-29705	125	19	maximum	maximum	ADJ
fbem-29705	125	20	pooling	pooling	NOUN
fbem-29705	125	21	is	be	AUX
fbem-29705	125	22	used	use	VERB
fbem-29705	125	23	in	in	ADP
fbem-29705	125	24	this	this	DET
fbem-29705	125	25	study	study	NOUN
fbem-29705	125	26	by	by	ADP
fbem-29705	125	27	setting	set	VERB
fbem-29705	125	28	both	both	CCONJ
fbem-29705	125	29	the	the	DET
fbem-29705	125	30	window	window	NOUN
fbem-29705	125	31	size	size	NOUN
fbem-29705	125	32	and	and	CCONJ
fbem-29705	125	33	the	the	DET
fbem-29705	125	34	step	step	NOUN
fbem-29705	125	35	size	size	NOUN
fbem-29705	125	36	to	to	ADP
fbem-29705	125	37	2	2	NUM
fbem-29705	125	38	,	,	PUNCT
fbem-29705	125	39	which	which	PRON
fbem-29705	125	40	means	mean	VERB
fbem-29705	125	41	that	that	SCONJ
fbem-29705	125	42	each	each	DET
fbem-29705	125	43	pooling	pool	VERB
fbem-29705	125	44	operation	operation	NOUN
fbem-29705	125	45	reduces	reduce	VERB
fbem-29705	125	46	the	the	DET
fbem-29705	125	47	temporal	temporal	ADJ
fbem-29705	125	48	dimension	dimension	NOUN
fbem-29705	125	49	of	of	ADP
fbem-29705	125	50	the	the	DET
fbem-29705	125	51	feature	feature	NOUN
fbem-29705	125	52	map	map	NOUN
fbem-29705	125	53	by	by	ADP
fbem-29705	125	54	half	half	NOUN
fbem-29705	125	55	,	,	PUNCT
fbem-29705	125	56	reducing	reduce	VERB
fbem-29705	125	57	the	the	DET
fbem-29705	125	58	amount	amount	NOUN
fbem-29705	125	59	of	of	ADP
fbem-29705	125	60	computation	computation	NOUN
fbem-29705	125	61	while	while	SCONJ
fbem-29705	125	62	retaining	retain	VERB
fbem-29705	125	63	significant	significant	ADJ
fbem-29705	125	64	local	local	ADJ
fbem-29705	125	65	features	feature	NOUN
fbem-29705	125	66	.	.	PUNCT
fbem-29705	126	1	meanwhile	meanwhile	ADV
fbem-29705	126	2	,	,	PUNCT
fbem-29705	126	3	the	the	DET
fbem-29705	126	4	combination	combination	NOUN
fbem-29705	126	5	of	of	ADP
fbem-29705	126	6	convolutional	convolutional	ADJ
fbem-29705	126	7	and	and	CCONJ
fbem-29705	126	8	pooling	pool	VERB
fbem-29705	126	9	layers	layer	NOUN
fbem-29705	126	10	adopts	adopt	VERB
fbem-29705	126	11	a	a	DET
fbem-29705	126	12	multi	multi	ADJ
fbem-29705	126	13	-	-	ADJ
fbem-29705	126	14	layer	layer	ADJ
fbem-29705	126	15	design	design	NOUN
fbem-29705	126	16	,	,	PUNCT
fbem-29705	126	17	where	where	SCONJ
fbem-29705	126	18	the	the	DET
fbem-29705	126	19	number	number	NOUN
fbem-29705	126	20	and	and	CCONJ
fbem-29705	126	21	size	size	NOUN
fbem-29705	126	22	of	of	ADP
fbem-29705	126	23	convolutional	convolutional	ADJ
fbem-29705	126	24	kernels	kernel	NOUN
fbem-29705	126	25	will	will	AUX
fbem-29705	126	26	increase	increase	VERB
fbem-29705	126	27	layer	layer	NOUN
fbem-29705	126	28	by	by	ADP
fbem-29705	126	29	layer	layer	NOUN
fbem-29705	126	30	.	.	PUNCT
fbem-29705	127	1	since	since	SCONJ
fbem-29705	127	2	the	the	DET
fbem-29705	127	3	number	number	NOUN
fbem-29705	127	4	of	of	ADP
fbem-29705	127	5	convolution	convolution	NOUN
fbem-29705	127	6	kernels	kernel	NOUN
fbem-29705	127	7	in	in	ADP
fbem-29705	127	8	the	the	DET
fbem-29705	127	9	initial	initial	ADJ
fbem-29705	127	10	layer	layer	NOUN
fbem-29705	127	11	is	be	AUX
fbem-29705	127	12	small	small	ADJ
fbem-29705	127	13	,	,	PUNCT
fbem-29705	127	14	it	it	PRON
fbem-29705	127	15	mainly	mainly	ADV
fbem-29705	127	16	captures	capture	VERB
fbem-29705	127	17	some	some	DET
fbem-29705	127	18	low	low	ADJ
fbem-29705	127	19	-	-	PUNCT
fbem-29705	127	20	level	level	NOUN
fbem-29705	127	21	local	local	ADJ
fbem-29705	127	22	features	feature	NOUN
fbem-29705	127	23	,	,	PUNCT
fbem-29705	127	24	and	and	CCONJ
fbem-29705	127	25	then	then	ADV
fbem-29705	127	26	the	the	DET
fbem-29705	127	27	number	number	NOUN
fbem-29705	127	28	of	of	ADP
fbem-29705	127	29	convolution	convolution	NOUN
fbem-29705	127	30	kernels	kernel	NOUN
fbem-29705	127	31	will	will	AUX
fbem-29705	127	32	be	be	AUX
fbem-29705	127	33	increased	increase	VERB
fbem-29705	127	34	to	to	PART
fbem-29705	127	35	deal	deal	VERB
fbem-29705	127	36	with	with	ADP
fbem-29705	127	37	more	more	ADJ
fbem-29705	127	38	complex	complex	ADJ
fbem-29705	127	39	patterns	pattern	NOUN
fbem-29705	127	40	.	.	PUNCT
fbem-29705	128	1	after	after	ADP
fbem-29705	128	2	the	the	DET
fbem-29705	128	3	convolution	convolution	NOUN
fbem-29705	128	4	operation	operation	NOUN
fbem-29705	128	5	and	and	CCONJ
fbem-29705	128	6	pooling	pool	VERB
fbem-29705	128	7	operation	operation	NOUN
fbem-29705	128	8	,	,	PUNCT
fbem-29705	128	9	the	the	DET
fbem-29705	128	10	final	final	ADJ
fbem-29705	128	11	obtained	obtain	VERB
fbem-29705	128	12	feature	feature	NOUN
fbem-29705	128	13	maps	map	NOUN
fbem-29705	128	14	are	be	AUX
fbem-29705	128	15	flattened	flatten	VERB
fbem-29705	128	16	and	and	CCONJ
fbem-29705	128	17	transformed	transform	VERB
fbem-29705	128	18	into	into	ADP
fbem-29705	128	19	one	one	NUM
fbem-29705	128	20	-	-	PUNCT
fbem-29705	128	21	dimensional	dimensional	ADJ
fbem-29705	128	22	vectors	vector	NOUN
fbem-29705	128	23	while	while	SCONJ
fbem-29705	128	24	retaining	retain	VERB
fbem-29705	128	25	the	the	DET
fbem-29705	128	26	local	local	ADJ
fbem-29705	128	27	and	and	CCONJ
fbem-29705	128	28	high	high	ADJ
fbem-29705	128	29	-	-	PUNCT
fbem-29705	128	30	level	level	NOUN
fbem-29705	128	31	features	feature	NOUN
fbem-29705	128	32	extracted	extract	VERB
fbem-29705	128	33	in	in	ADP
fbem-29705	128	34	the	the	DET
fbem-29705	128	35	convolution	convolution	NOUN
fbem-29705	128	36	layer	layer	NOUN
fbem-29705	128	37	.	.	PUNCT
fbem-29705	129	1	these	these	DET
fbem-29705	129	2	flattened	flatten	VERB
fbem-29705	129	3	feature	feature	NOUN
fbem-29705	129	4	vectors	vector	NOUN
fbem-29705	129	5	contain	contain	VERB
fbem-29705	129	6	both	both	DET
fbem-29705	129	7	short	short	ADJ
fbem-29705	129	8	-	-	PUNCT
fbem-29705	129	9	term	term	NOUN
fbem-29705	129	10	fluctuations	fluctuation	NOUN
fbem-29705	129	11	,	,	PUNCT
fbem-29705	129	12	such	such	ADJ
fbem-29705	129	13	as	as	ADP
fbem-29705	129	14	stock	stock	NOUN
fbem-29705	129	15	prices	price	NOUN
fbem-29705	129	16	and	and	CCONJ
fbem-29705	129	17	trading	trading	NOUN
fbem-29705	129	18	volumes	volume	NOUN
fbem-29705	129	19	,	,	PUNCT
fbem-29705	129	20	as	as	ADV
fbem-29705	129	21	well	well	ADV
fbem-29705	129	22	as	as	ADP
fbem-29705	129	23	sentiment	sentiment	NOUN
fbem-29705	129	24	features	feature	NOUN
fbem-29705	129	25	extracted	extract	VERB
fbem-29705	129	26	from	from	ADP
fbem-29705	129	27	,	,	PUNCT
fbem-29705	129	28	e.g.	e.g.	ADV
fbem-29705	129	29	,	,	PUNCT
fbem-29705	129	30	the	the	DET
fbem-29705	129	31	media	medium	NOUN
fbem-29705	129	32	,	,	PUNCT
fbem-29705	129	33	which	which	PRON
fbem-29705	129	34	will	will	AUX
fbem-29705	129	35	be	be	AUX
fbem-29705	129	36	used	use	VERB
fbem-29705	129	37	as	as	ADP
fbem-29705	129	38	inputs	input	NOUN
fbem-29705	129	39	to	to	ADP
fbem-29705	129	40	the	the	DET
fbem-29705	129	41	lstm	lstm	ADJ
fbem-29705	129	42	layer	layer	NOUN
fbem-29705	129	43	.	.	PUNCT
fbem-29705	130	1	4.2.3	4.2.3	X
fbem-29705	130	2	.	.	PUNCT
fbem-29705	131	1	lstm	lstm	NOUN
fbem-29705	131	2	layer	layer	NOUN
fbem-29705	131	3	design	design	NOUN
fbem-29705	131	4	after	after	ADP
fbem-29705	131	5	being	be	AUX
fbem-29705	131	6	processed	process	VERB
fbem-29705	131	7	by	by	ADP
fbem-29705	131	8	the	the	DET
fbem-29705	131	9	cnn	cnn	PROPN
fbem-29705	131	10	layer	layer	NOUN
fbem-29705	132	1	,	,	PUNCT
fbem-29705	132	2	the	the	DET
fbem-29705	132	3	output	output	NOUN
fbem-29705	132	4	data	datum	NOUN
fbem-29705	132	5	serves	serve	VERB
fbem-29705	132	6	as	as	ADP
fbem-29705	132	7	input	input	NOUN
fbem-29705	132	8	for	for	ADP
fbem-29705	132	9	the	the	DET
fbem-29705	132	10	lstm	lstm	ADJ
fbem-29705	132	11	layer	layer	NOUN
fbem-29705	132	12	,	,	PUNCT
fbem-29705	132	13	the	the	DET
fbem-29705	132	14	time	time	NOUN
fbem-29705	132	15	step	step	NOUN
fbem-29705	132	16	is	be	AUX
fbem-29705	132	17	set	set	VERB
fbem-29705	132	18	to	to	ADP
fbem-29705	132	19	8	8	NUM
fbem-29705	132	20	days	day	NOUN
fbem-29705	132	21	,	,	PUNCT
fbem-29705	132	22	slightly	slightly	ADV
fbem-29705	132	23	longer	long	ADJ
fbem-29705	132	24	than	than	ADP
fbem-29705	132	25	a	a	DET
fbem-29705	132	26	week	week	NOUN
fbem-29705	132	27	,	,	PUNCT
fbem-29705	132	28	which	which	PRON
fbem-29705	132	29	means	mean	VERB
fbem-29705	132	30	the	the	DET
fbem-29705	132	31	model	model	NOUN
fbem-29705	132	32	uses	use	VERB
fbem-29705	132	33	data	datum	NOUN
fbem-29705	132	34	from	from	ADP
fbem-29705	132	35	the	the	DET
fbem-29705	132	36	past	past	ADJ
fbem-29705	132	37	eight	eight	NUM
fbem-29705	132	38	days	day	NOUN
fbem-29705	132	39	to	to	PART
fbem-29705	132	40	predict	predict	VERB
fbem-29705	132	41	the	the	DET
fbem-29705	132	42	trend	trend	NOUN
fbem-29705	132	43	on	on	ADP
fbem-29705	132	44	the	the	DET
fbem-29705	132	45	ninth	ninth	ADJ
fbem-29705	132	46	day	day	NOUN
fbem-29705	132	47	.	.	PUNCT
fbem-29705	133	1	this	this	DET
fbem-29705	133	2	study	study	NOUN
fbem-29705	133	3	selects	select	VERB
fbem-29705	133	4	128	128	NUM
fbem-29705	133	5	hidden	hide	VERB
fbem-29705	133	6	units	unit	NOUN
fbem-29705	133	7	,	,	PUNCT
fbem-29705	133	8	aiming	aim	VERB
fbem-29705	133	9	to	to	PART
fbem-29705	133	10	strike	strike	VERB
fbem-29705	133	11	a	a	DET
fbem-29705	133	12	balance	balance	NOUN
fbem-29705	133	13	between	between	ADP
fbem-29705	133	14	model	model	NOUN
fbem-29705	133	15	complexity	complexity	NOUN
fbem-29705	133	16	and	and	CCONJ
fbem-29705	133	17	performance	performance	NOUN
fbem-29705	133	18	.	.	PUNCT
fbem-29705	134	1	in	in	ADP
fbem-29705	134	2	the	the	DET
fbem-29705	134	3	specific	specific	ADJ
fbem-29705	134	4	operations	operation	NOUN
fbem-29705	134	5	of	of	ADP
fbem-29705	134	6	the	the	DET
fbem-29705	134	7	lstm	lstm	ADJ
fbem-29705	134	8	layer	layer	NOUN
fbem-29705	134	9	,	,	PUNCT
fbem-29705	134	10	the	the	DET
fbem-29705	134	11	model	model	NOUN
fbem-29705	134	12	adopts	adopt	VERB
fbem-29705	134	13	a	a	DET
fbem-29705	134	14	two	two	NUM
fbem-29705	134	15	-	-	PUNCT
fbem-29705	134	16	layer	layer	NOUN
fbem-29705	134	17	structure	structure	NOUN
fbem-29705	134	18	,	,	PUNCT
fbem-29705	134	19	setting	set	VERB
fbem-29705	134	20	return	return	NOUN
fbem-29705	134	21	sequences	sequence	NOUN
fbem-29705	134	22	=	=	NOUN
fbem-29705	134	23	true	true	ADJ
fbem-29705	134	24	in	in	ADP
fbem-29705	134	25	the	the	DET
fbem-29705	134	26	first	first	ADJ
fbem-29705	134	27	layer	layer	NOUN
fbem-29705	134	28	to	to	PART
fbem-29705	134	29	pass	pass	VERB
fbem-29705	134	30	the	the	DET
fbem-29705	134	31	output	output	NOUN
fbem-29705	134	32	of	of	ADP
fbem-29705	134	33	each	each	DET
fbem-29705	134	34	time	time	NOUN
fbem-29705	134	35	step	step	NOUN
fbem-29705	134	36	to	to	ADP
fbem-29705	134	37	the	the	DET
fbem-29705	134	38	next	next	ADJ
fbem-29705	134	39	layer	layer	NOUN
fbem-29705	134	40	.	.	PUNCT
fbem-29705	135	1	this	this	DET
fbem-29705	135	2	setup	setup	NOUN
fbem-29705	135	3	allows	allow	VERB
fbem-29705	135	4	the	the	DET
fbem-29705	135	5	second	second	ADJ
fbem-29705	135	6	lstm	lstm	NOUN
fbem-29705	135	7	layer	layer	NOUN
fbem-29705	135	8	to	to	PART
fbem-29705	135	9	further	far	ADV
fbem-29705	135	10	extract	extract	VERB
fbem-29705	135	11	dependencies	dependency	NOUN
fbem-29705	135	12	along	along	ADP
fbem-29705	135	13	the	the	DET
fbem-29705	135	14	time	time	NOUN
fbem-29705	135	15	dimension	dimension	NOUN
fbem-29705	135	16	and	and	CCONJ
fbem-29705	135	17	compress	compress	VERB
fbem-29705	135	18	this	this	DET
fbem-29705	135	19	part	part	NOUN
fbem-29705	135	20	of	of	ADP
fbem-29705	135	21	the	the	DET
fbem-29705	135	22	sequence	sequence	NOUN
fbem-29705	135	23	,	,	PUNCT
fbem-29705	135	24	integrating	integrate	VERB
fbem-29705	135	25	the	the	DET
fbem-29705	135	26	dependencies	dependency	NOUN
fbem-29705	135	27	in	in	ADP
fbem-29705	135	28	the	the	DET
fbem-29705	135	29	time	time	NOUN
fbem-29705	135	30	series	series	NOUN
fbem-29705	135	31	into	into	ADP
fbem-29705	135	32	the	the	DET
fbem-29705	135	33	hidden	hidden	ADJ
fbem-29705	135	34	state	state	NOUN
fbem-29705	135	35	as	as	ADP
fbem-29705	135	36	the	the	DET
fbem-29705	135	37	final	final	ADJ
fbem-29705	135	38	feature	feature	NOUN
fbem-29705	135	39	used	use	VERB
fbem-29705	135	40	for	for	ADP
fbem-29705	135	41	prediction	prediction	NOUN
fbem-29705	135	42	.	.	PUNCT
fbem-29705	136	1	additionally	additionally	ADV
fbem-29705	136	2	,	,	PUNCT
fbem-29705	136	3	to	to	PART
fbem-29705	136	4	prevent	prevent	VERB
fbem-29705	136	5	overfitting	overfitting	NOUN
fbem-29705	136	6	,	,	PUNCT
fbem-29705	136	7	a	a	DET
fbem-29705	136	8	dropout	dropout	NOUN
fbem-29705	136	9	rate	rate	NOUN
fbem-29705	136	10	of	of	ADP
fbem-29705	136	11	0.2	0.2	NUM
fbem-29705	136	12	is	be	AUX
fbem-29705	136	13	applied	apply	VERB
fbem-29705	136	14	,	,	PUNCT
fbem-29705	136	15	meaning	mean	VERB
fbem-29705	136	16	that	that	SCONJ
fbem-29705	136	17	20	20	NUM
fbem-29705	136	18	%	%	NOUN
fbem-29705	136	19	of	of	ADP
fbem-29705	136	20	the	the	DET
fbem-29705	136	21	input	input	NOUN
fbem-29705	136	22	data	datum	NOUN
fbem-29705	136	23	is	be	AUX
fbem-29705	136	24	randomly	randomly	ADV
fbem-29705	136	25	dropped	drop	VERB
fbem-29705	136	26	during	during	ADP
fbem-29705	136	27	training	training	NOUN
fbem-29705	136	28	.	.	PUNCT
fbem-29705	137	1	5	5	X
fbem-29705	137	2	.	.	X
fbem-29705	137	3	empirical	empirical	ADJ
fbem-29705	137	4	analysis	analysis	NOUN
fbem-29705	137	5	and	and	CCONJ
fbem-29705	137	6	model	model	NOUN
fbem-29705	137	7	evaluation	evaluation	NOUN
fbem-29705	137	8	5.1	5.1	NUM
fbem-29705	137	9	.	.	PUNCT
fbem-29705	138	1	design	design	NOUN
fbem-29705	138	2	of	of	ADP
fbem-29705	138	3	experiments	experiment	NOUN
fbem-29705	138	4	5.1.1	5.1.1	NUM
fbem-29705	138	5	.	.	PUNCT
fbem-29705	138	6	feature	feature	NOUN
fbem-29705	138	7	introduction	introduction	NOUN
fbem-29705	138	8	and	and	CCONJ
fbem-29705	138	9	dataset	dataset	NOUN
fbem-29705	138	10	partitioning	partition	VERB
fbem-29705	138	11	the	the	DET
fbem-29705	138	12	purpose	purpose	NOUN
fbem-29705	138	13	of	of	ADP
fbem-29705	138	14	constructing	construct	VERB
fbem-29705	138	15	a	a	DET
fbem-29705	138	16	stock	stock	NOUN
fbem-29705	138	17	prediction	prediction	NOUN
fbem-29705	138	18	model	model	NOUN
fbem-29705	138	19	is	be	AUX
fbem-29705	138	20	to	to	PART
fbem-29705	138	21	use	use	VERB
fbem-29705	138	22	historical	historical	ADJ
fbem-29705	138	23	data	datum	NOUN
fbem-29705	138	24	to	to	PART
fbem-29705	138	25	complete	complete	VERB
fbem-29705	138	26	the	the	DET
fbem-29705	138	27	prediction	prediction	NOUN
fbem-29705	138	28	of	of	ADP
fbem-29705	138	29	future	future	ADJ
fbem-29705	138	30	trends	trend	NOUN
fbem-29705	138	31	,	,	PUNCT
fbem-29705	138	32	and	and	CCONJ
fbem-29705	138	33	the	the	DET
fbem-29705	138	34	first	first	ADJ
fbem-29705	138	35	thing	thing	NOUN
fbem-29705	138	36	that	that	PRON
fbem-29705	138	37	needs	need	VERB
fbem-29705	138	38	to	to	PART
fbem-29705	138	39	be	be	AUX
fbem-29705	138	40	introduced	introduce	VERB
fbem-29705	138	41	is	be	AUX
fbem-29705	138	42	the	the	DET
fbem-29705	138	43	basic	basic	ADJ
fbem-29705	138	44	stock	stock	NOUN
fbem-29705	138	45	trading	trading	NOUN
fbem-29705	138	46	data	datum	NOUN
fbem-29705	138	47	.	.	PUNCT
fbem-29705	139	1	in	in	ADP
fbem-29705	139	2	this	this	DET
fbem-29705	139	3	study	study	NOUN
fbem-29705	139	4	,	,	PUNCT
fbem-29705	139	5	all	all	DET
fbem-29705	139	6	the	the	DET
fbem-29705	139	7	data	datum	NOUN
fbem-29705	139	8	between	between	ADP
fbem-29705	139	9	2018	2018	NUM
fbem-29705	139	10	and	and	CCONJ
fbem-29705	139	11	2023	2023	NUM
fbem-29705	139	12	are	be	AUX
fbem-29705	139	13	captured	capture	VERB
fbem-29705	139	14	,	,	PUNCT
fbem-29705	139	15	excluding	exclude	VERB
fbem-29705	139	16	legal	legal	ADJ
fbem-29705	139	17	holidays	holiday	NOUN
fbem-29705	139	18	,	,	PUNCT
fbem-29705	139	19	weekends	weekend	NOUN
fbem-29705	139	20	,	,	PUNCT
fbem-29705	139	21	and	and	CCONJ
fbem-29705	139	22	cases	case	NOUN
fbem-29705	139	23	where	where	SCONJ
fbem-29705	139	24	the	the	DET
fbem-29705	139	25	market	market	NOUN
fbem-29705	139	26	is	be	AUX
fbem-29705	139	27	closed	close	VERB
fbem-29705	139	28	due	due	ADJ
fbem-29705	139	29	to	to	ADP
fbem-29705	139	30	other	other	ADJ
fbem-29705	139	31	special	special	ADJ
fbem-29705	139	32	reasons	reason	NOUN
fbem-29705	139	33	,	,	PUNCT
fbem-29705	139	34	there	there	PRON
fbem-29705	139	35	are	be	VERB
fbem-29705	139	36	a	a	DET
fbem-29705	139	37	total	total	NOUN
fbem-29705	139	38	of	of	ADP
fbem-29705	139	39	1,455	1,455	NUM
fbem-29705	139	40	sets	set	NOUN
fbem-29705	139	41	of	of	ADP
fbem-29705	139	42	data	datum	NOUN
fbem-29705	139	43	,	,	PUNCT
fbem-29705	139	44	and	and	CCONJ
fbem-29705	139	45	the	the	DET
fbem-29705	139	46	latter	latter	ADJ
fbem-29705	139	47	10	10	NUM
fbem-29705	139	48	%	%	NOUN
fbem-29705	139	49	or	or	CCONJ
fbem-29705	139	50	so	so	ADV
fbem-29705	139	51	of	of	ADP
fbem-29705	139	52	this	this	DET
fbem-29705	139	53	data	data	NOUN
fbem-29705	139	54	is	be	AUX
fbem-29705	139	55	used	use	VERB
fbem-29705	139	56	as	as	ADP
fbem-29705	139	57	the	the	DET
fbem-29705	139	58	test	test	NOUN
fbem-29705	139	59	set	set	NOUN
fbem-29705	139	60	,	,	PUNCT
fbem-29705	139	61	and	and	CCONJ
fbem-29705	139	62	the	the	DET
fbem-29705	139	63	rest	rest	NOUN
fbem-29705	139	64	of	of	ADP
fbem-29705	139	65	the	the	DET
fbem-29705	139	66	data	datum	NOUN
fbem-29705	139	67	is	be	AUX
fbem-29705	139	68	used	use	VERB
fbem-29705	139	69	as	as	ADP
fbem-29705	139	70	the	the	DET
fbem-29705	139	71	training	training	NOUN
fbem-29705	139	72	set	set	NOUN
fbem-29705	139	73	.	.	PUNCT
fbem-29705	140	1	after	after	ADP
fbem-29705	140	2	this	this	PRON
fbem-29705	140	3	,	,	PUNCT
fbem-29705	140	4	feature	feature	NOUN
fbem-29705	140	5	quantities	quantity	NOUN
fbem-29705	140	6	with	with	ADP
fbem-29705	140	7	industry	industry	NOUN
fbem-29705	140	8	characteristics	characteristic	NOUN
fbem-29705	140	9	are	be	AUX
fbem-29705	140	10	introduced	introduce	VERB
fbem-29705	140	11	based	base	VERB
fbem-29705	140	12	on	on	ADP
fbem-29705	140	13	energy	energy	NOUN
fbem-29705	140	14	stocks	stock	NOUN
fbem-29705	140	15	,	,	PUNCT
fbem-29705	140	16	but	but	CCONJ
fbem-29705	140	17	these	these	DET
fbem-29705	140	18	feature	feature	NOUN
fbem-29705	140	19	quantities	quantity	NOUN
fbem-29705	140	20	do	do	AUX
fbem-29705	140	21	not	not	PART
fbem-29705	140	22	have	have	VERB
fbem-29705	140	23	specific	specific	ADJ
fbem-29705	140	24	values	value	NOUN
fbem-29705	140	25	on	on	ADP
fbem-29705	140	26	each	each	DET
fbem-29705	140	27	trading	trading	NOUN
fbem-29705	140	28	day	day	NOUN
fbem-29705	140	29	,	,	PUNCT
fbem-29705	140	30	so	so	ADV
fbem-29705	140	31	the	the	DET
fbem-29705	140	32	training	training	NOUN
fbem-29705	140	33	and	and	CCONJ
fbem-29705	140	34	test	test	NOUN
fbem-29705	140	35	sets	set	NOUN
fbem-29705	140	36	of	of	ADP
fbem-29705	140	37	these	these	DET
fbem-29705	140	38	feature	feature	NOUN
fbem-29705	140	39	quantities	quantity	NOUN
fbem-29705	140	40	follow	follow	VERB
fbem-29705	140	41	the	the	DET
fbem-29705	140	42	historical	historical	ADJ
fbem-29705	140	43	data	datum	NOUN
fbem-29705	140	44	feature	feature	NOUN
fbem-29705	140	45	quantities	quantity	NOUN
fbem-29705	140	46	of	of	ADP
fbem-29705	140	47	the	the	DET
fbem-29705	140	48	stocks	stock	NOUN
fbem-29705	140	49	.	.	PUNCT
fbem-29705	141	1	in	in	ADP
fbem-29705	141	2	addition	addition	NOUN
fbem-29705	141	3	,	,	PUNCT
fbem-29705	141	4	feature	feature	NOUN
fbem-29705	141	5	quantities	quantity	NOUN
fbem-29705	141	6	generated	generate	VERB
fbem-29705	141	7	from	from	ADP
fbem-29705	141	8	text	text	NOUN
fbem-29705	141	9	such	such	ADJ
fbem-29705	141	10	as	as	ADP
fbem-29705	141	11	investor	investor	NOUN
fbem-29705	141	12	sentiment	sentiment	NOUN
fbem-29705	141	13	are	be	AUX
fbem-29705	141	14	introduced	introduce	VERB
fbem-29705	141	15	to	to	PART
fbem-29705	141	16	try	try	VERB
fbem-29705	141	17	to	to	PART
fbem-29705	141	18	increase	increase	VERB
fbem-29705	141	19	the	the	DET
fbem-29705	141	20	accuracy	accuracy	NOUN
fbem-29705	141	21	of	of	ADP
fbem-29705	141	22	the	the	DET
fbem-29705	141	23	prediction	prediction	NOUN
fbem-29705	141	24	model	model	NOUN
fbem-29705	141	25	,	,	PUNCT
fbem-29705	141	26	and	and	CCONJ
fbem-29705	141	27	these	these	DET
fbem-29705	141	28	feature	feature	NOUN
fbem-29705	141	29	quantities	quantity	NOUN
fbem-29705	141	30	again	again	ADV
fbem-29705	141	31	follow	follow	VERB
fbem-29705	141	32	the	the	DET
fbem-29705	141	33	corresponding	correspond	VERB
fbem-29705	141	34	trading	trading	NOUN
fbem-29705	141	35	days	day	NOUN
fbem-29705	141	36	to	to	PART
fbem-29705	141	37	divide	divide	VERB
fbem-29705	141	38	the	the	DET
fbem-29705	141	39	training	training	NOUN
fbem-29705	141	40	and	and	CCONJ
fbem-29705	141	41	test	test	NOUN
fbem-29705	141	42	sets	set	NOUN
fbem-29705	141	43	.	.	PUNCT
fbem-29705	142	1	5.1.2	5.1.2	X
fbem-29705	142	2	.	.	NOUN
fbem-29705	142	3	feature	feature	NOUN
fbem-29705	142	4	combination	combination	NOUN
fbem-29705	142	5	experiments	experiment	NOUN
fbem-29705	142	6	gradually	gradually	ADV
fbem-29705	142	7	attempt	attempt	VERB
fbem-29705	142	8	to	to	PART
fbem-29705	142	9	identify	identify	VERB
fbem-29705	142	10	features	feature	NOUN
fbem-29705	142	11	that	that	PRON
fbem-29705	142	12	contribute	contribute	VERB
fbem-29705	142	13	to	to	ADP
fbem-29705	142	14	prediction	prediction	NOUN
fbem-29705	142	15	accuracy	accuracy	NOUN
fbem-29705	142	16	by	by	ADP
fbem-29705	142	17	introducing	introduce	VERB
fbem-29705	142	18	control	control	NOUN
fbem-29705	142	19	features	feature	NOUN
fbem-29705	142	20	.	.	PUNCT
fbem-29705	143	1	first	first	ADV
fbem-29705	143	2	,	,	PUNCT
fbem-29705	143	3	use	use	VERB
fbem-29705	143	4	only	only	ADV
fbem-29705	143	5	the	the	DET
fbem-29705	143	6	basic	basic	ADJ
fbem-29705	143	7	trading	trading	NOUN
fbem-29705	143	8	data	datum	NOUN
fbem-29705	143	9	of	of	ADP
fbem-29705	143	10	stocks	stock	NOUN
fbem-29705	143	11	,	,	PUNCT
fbem-29705	143	12	such	such	ADJ
fbem-29705	143	13	as	as	ADP
fbem-29705	143	14	closing	closing	NOUN
fbem-29705	143	15	prices	price	NOUN
fbem-29705	143	16	and	and	CCONJ
fbem-29705	143	17	daily	daily	ADJ
fbem-29705	143	18	trading	trading	NOUN
fbem-29705	143	19	volume	volume	NOUN
fbem-29705	143	20	.	.	PUNCT
fbem-29705	144	1	conduct	conduct	VERB
fbem-29705	144	2	principal	principal	ADJ
fbem-29705	144	3	component	component	NOUN
fbem-29705	144	4	analysis	analysis	NOUN
fbem-29705	144	5	on	on	ADP
fbem-29705	144	6	the	the	DET
fbem-29705	144	7	data	datum	NOUN
fbem-29705	144	8	,	,	PUNCT
fbem-29705	144	9	select	select	VERB
fbem-29705	144	10	the	the	DET
fbem-29705	144	11	principal	principal	ADJ
fbem-29705	144	12	components	component	NOUN
fbem-29705	144	13	with	with	ADP
fbem-29705	144	14	a	a	DET
fbem-29705	144	15	cumulative	cumulative	ADJ
fbem-29705	144	16	contribution	contribution	NOUN
fbem-29705	144	17	rate	rate	NOUN
fbem-29705	144	18	of	of	ADP
fbem-29705	144	19	98	98	NUM
fbem-29705	144	20	%	%	NOUN
fbem-29705	144	21	,	,	PUNCT
fbem-29705	144	22	and	and	CCONJ
fbem-29705	144	23	input	input	VERB
fbem-29705	144	24	them	they	PRON
fbem-29705	144	25	into	into	ADP
fbem-29705	144	26	the	the	DET
fbem-29705	144	27	model	model	NOUN
fbem-29705	144	28	.	.	PUNCT
fbem-29705	145	1	the	the	DET
fbem-29705	145	2	results	result	NOUN
fbem-29705	145	3	obtained	obtain	VERB
fbem-29705	145	4	from	from	ADP
fbem-29705	145	5	running	run	VERB
fbem-29705	145	6	the	the	DET
fbem-29705	145	7	model	model	NOUN
fbem-29705	145	8	will	will	AUX
fbem-29705	145	9	serve	serve	VERB
fbem-29705	145	10	as	as	ADP
fbem-29705	145	11	the	the	DET
fbem-29705	145	12	first	first	ADJ
fbem-29705	145	13	set	set	NOUN
fbem-29705	145	14	of	of	ADP
fbem-29705	145	15	baseline	baseline	ADJ
fbem-29705	145	16	data	datum	NOUN
fbem-29705	145	17	.	.	PUNCT
fbem-29705	146	1	after	after	ADP
fbem-29705	146	2	this	this	PRON
fbem-29705	146	3	,	,	PUNCT
fbem-29705	146	4	new	new	ADJ
fbem-29705	146	5	combinations	combination	NOUN
fbem-29705	146	6	of	of	ADP
fbem-29705	146	7	features	feature	NOUN
fbem-29705	146	8	will	will	AUX
fbem-29705	146	9	be	be	AUX
fbem-29705	146	10	added	add	VERB
fbem-29705	146	11	in	in	ADP
fbem-29705	146	12	sequence	sequence	NOUN
fbem-29705	146	13	.	.	PUNCT
fbem-29705	147	1	the	the	DET
fbem-29705	147	2	second	second	ADJ
fbem-29705	147	3	set	set	NOUN
fbem-29705	147	4	will	will	AUX
fbem-29705	147	5	only	only	ADV
fbem-29705	147	6	add	add	VERB
fbem-29705	147	7	the	the	DET
fbem-29705	147	8	energy	energy	NOUN
fbem-29705	147	9	price	price	NOUN
fbem-29705	147	10	correlation	correlation	NOUN
fbem-29705	147	11	index	index	NOUN
fbem-29705	147	12	and	and	CCONJ
fbem-29705	147	13	the	the	DET
fbem-29705	147	14	policy	policy	NOUN
fbem-29705	147	15	sensitivity	sensitivity	NOUN
fbem-29705	147	16	index	index	NOUN
fbem-29705	147	17	,	,	PUNCT
fbem-29705	147	18	while	while	SCONJ
fbem-29705	147	19	the	the	DET
fbem-29705	147	20	third	third	ADJ
fbem-29705	147	21	set	set	NOUN
fbem-29705	147	22	will	will	AUX
fbem-29705	147	23	add	add	VERB
fbem-29705	147	24	features	feature	NOUN
fbem-29705	147	25	generated	generate	VERB
fbem-29705	147	26	from	from	ADP
fbem-29705	147	27	text	text	NOUN
fbem-29705	147	28	data	datum	NOUN
fbem-29705	147	29	,	,	PUNCT
fbem-29705	147	30	such	such	ADJ
fbem-29705	147	31	as	as	ADP
fbem-29705	147	32	investor	investor	NOUN
fbem-29705	147	33	sentiment	sentiment	NOUN
fbem-29705	147	34	.	.	PUNCT
fbem-29705	148	1	the	the	DET
fbem-29705	148	2	results	result	NOUN
fbem-29705	148	3	obtained	obtain	VERB
fbem-29705	148	4	from	from	ADP
fbem-29705	148	5	each	each	DET
fbem-29705	148	6	set	set	NOUN
fbem-29705	148	7	will	will	AUX
fbem-29705	148	8	be	be	AUX
fbem-29705	148	9	compared	compare	VERB
fbem-29705	148	10	with	with	ADP
fbem-29705	148	11	the	the	DET
fbem-29705	148	12	baseline	baseline	NOUN
fbem-29705	148	13	data	datum	NOUN
fbem-29705	148	14	following	follow	VERB
fbem-29705	148	15	the	the	DET
fbem-29705	148	16	same	same	ADJ
fbem-29705	148	17	steps	step	NOUN
fbem-29705	148	18	.	.	PUNCT
fbem-29705	149	1	if	if	SCONJ
fbem-29705	149	2	the	the	DET
fbem-29705	149	3	results	result	NOUN
fbem-29705	149	4	are	be	AUX
fbem-29705	149	5	worse	bad	ADJ
fbem-29705	149	6	than	than	ADP
fbem-29705	149	7	the	the	DET
fbem-29705	149	8	baseline	baseline	PROPN
fbem-29705	149	9	data	datum	NOUN
fbem-29705	149	10	,	,	PUNCT
fbem-29705	149	11	these	these	DET
fbem-29705	149	12	features	feature	NOUN
fbem-29705	149	13	will	will	AUX
fbem-29705	149	14	be	be	AUX
fbem-29705	149	15	temporarily	temporarily	ADV
fbem-29705	149	16	excluded	exclude	VERB
fbem-29705	149	17	in	in	ADP
fbem-29705	149	18	the	the	DET
fbem-29705	149	19	next	next	ADJ
fbem-29705	149	20	set	set	NOUN
fbem-29705	149	21	.	.	PUNCT
fbem-29705	150	1	by	by	ADP
fbem-29705	150	2	comparing	compare	VERB
fbem-29705	150	3	the	the	DET
fbem-29705	150	4	results	result	NOUN
fbem-29705	150	5	of	of	ADP
fbem-29705	150	6	these	these	DET
fbem-29705	150	7	groups	group	NOUN
fbem-29705	150	8	,	,	PUNCT
fbem-29705	150	9	a	a	DET
fbem-29705	150	10	model	model	NOUN
fbem-29705	150	11	with	with	ADP
fbem-29705	150	12	better	well	ADJ
fbem-29705	150	13	predictive	predictive	ADJ
fbem-29705	150	14	performance	performance	NOUN
fbem-29705	150	15	will	will	AUX
fbem-29705	150	16	ultimately	ultimately	ADV
fbem-29705	150	17	be	be	AUX
fbem-29705	150	18	obtained	obtain	VERB
fbem-29705	150	19	.	.	PUNCT
fbem-29705	151	1	5.2	5.2	NUM
fbem-29705	151	2	.	.	PUNCT
fbem-29705	152	1	experimental	experimental	ADJ
fbem-29705	152	2	results	result	NOUN
fbem-29705	152	3	and	and	CCONJ
fbem-29705	152	4	evaluation	evaluation	NOUN
fbem-29705	152	5	5.2.1	5.2.1	NUM
fbem-29705	152	6	.	.	PUNCT
fbem-29705	152	7	evaluation	evaluation	NOUN
fbem-29705	152	8	criteria	criterion	NOUN
fbem-29705	152	9	in	in	ADP
fbem-29705	152	10	order	order	NOUN
fbem-29705	152	11	to	to	PART
fbem-29705	152	12	explore	explore	VERB
fbem-29705	152	13	the	the	DET
fbem-29705	152	14	effect	effect	NOUN
fbem-29705	152	15	of	of	ADP
fbem-29705	152	16	the	the	DET
fbem-29705	152	17	added	add	VERB
fbem-29705	152	18	feature	feature	NOUN
fbem-29705	152	19	quantities	quantity	NOUN
fbem-29705	152	20	on	on	ADP
fbem-29705	152	21	the	the	DET
fbem-29705	152	22	prediction	prediction	NOUN
fbem-29705	152	23	model	model	NOUN
fbem-29705	152	24	,	,	PUNCT
fbem-29705	152	25	this	this	DET
fbem-29705	152	26	study	study	NOUN
fbem-29705	152	27	will	will	AUX
fbem-29705	152	28	gradually	gradually	ADV
fbem-29705	152	29	add	add	VERB
fbem-29705	152	30	or	or	CCONJ
fbem-29705	152	31	replace	replace	VERB
fbem-29705	152	32	the	the	DET
fbem-29705	152	33	feature	feature	NOUN
fbem-29705	152	34	quantities	quantity	NOUN
fbem-29705	152	35	to	to	PART
fbem-29705	152	36	test	test	VERB
fbem-29705	152	37	the	the	DET
fbem-29705	152	38	prediction	prediction	NOUN
fbem-29705	152	39	situation	situation	NOUN
fbem-29705	152	40	,	,	PUNCT
fbem-29705	152	41	and	and	CCONJ
fbem-29705	152	42	ultimately	ultimately	ADV
fbem-29705	152	43	to	to	PART
fbem-29705	152	44	judge	judge	VERB
fbem-29705	152	45	the	the	DET
fbem-29705	152	46	prediction	prediction	NOUN
fbem-29705	152	47	of	of	ADP
fbem-29705	152	48	the	the	DET
fbem-29705	152	49	upward	upward	ADJ
fbem-29705	152	50	or	or	CCONJ
fbem-29705	152	51	downward	downward	ADJ
fbem-29705	152	52	situation	situation	NOUN
fbem-29705	152	53	,	,	PUNCT
fbem-29705	152	54	with	with	ADP
fbem-29705	152	55	the	the	DET
fbem-29705	152	56	confusion	confusion	NOUN
fbem-29705	152	57	matrix	matrix	NOUN
fbem-29705	152	58	to	to	PART
fbem-29705	152	59	reflect	reflect	VERB
fbem-29705	152	60	the	the	DET
fbem-29705	152	61	performance	performance	NOUN
fbem-29705	152	62	of	of	ADP
fbem-29705	152	63	each	each	DET
fbem-29705	152	64	group	group	NOUN
fbem-29705	152	65	of	of	ADP
fbem-29705	152	66	feature	feature	NOUN
fbem-29705	152	67	quantities	quantity	NOUN
fbem-29705	152	68	in	in	ADP
fbem-29705	152	69	the	the	DET
fbem-29705	152	70	model	model	NOUN
fbem-29705	152	71	.	.	PUNCT
fbem-29705	153	1	for	for	ADP
fbem-29705	153	2	the	the	DET
fbem-29705	153	3	binary	binary	ADJ
fbem-29705	153	4	classification	classification	NOUN
fbem-29705	153	5	problem	problem	NOUN
fbem-29705	153	6	,	,	PUNCT
fbem-29705	153	7	there	there	PRON
fbem-29705	153	8	are	be	VERB
fbem-29705	153	9	the	the	DET
fbem-29705	153	10	following	follow	VERB
fbem-29705	153	11	confusion	confusion	NOUN
fbem-29705	153	12	matrices	matrix	NOUN
fbem-29705	153	13	:	:	PUNCT
fbem-29705	153	14	table	table	NOUN
fbem-29705	153	15	2	2	NUM
fbem-29705	153	16	.	.	PUNCT
fbem-29705	153	17	confusion	confusion	NOUN
fbem-29705	153	18	matrix	matrix	NOUN
fbem-29705	153	19	for	for	ADP
fbem-29705	153	20	model	model	NOUN
fbem-29705	153	21	evaluation	evaluation	NOUN
fbem-29705	153	22	prediction	prediction	NOUN
fbem-29705	153	23	actual	actual	ADJ
fbem-29705	153	24	positive	positive	ADJ
fbem-29705	153	25	negative	negative	ADJ
fbem-29705	153	26	positive	positive	ADJ
fbem-29705	153	27	tp	tp	NOUN
fbem-29705	153	28	fn	fn	PROPN
fbem-29705	153	29	negative	negative	ADJ
fbem-29705	153	30	fp	fp	ADP
fbem-29705	153	31	tn	tn	PROPN
fbem-29705	153	32	for	for	ADP
fbem-29705	153	33	the	the	DET
fbem-29705	153	34	prediction	prediction	NOUN
fbem-29705	153	35	of	of	ADP
fbem-29705	153	36	the	the	DET
fbem-29705	153	37	future	future	ADJ
fbem-29705	153	38	rise	rise	NOUN
fbem-29705	153	39	and	and	CCONJ
fbem-29705	153	40	fall	fall	NOUN
fbem-29705	153	41	of	of	ADP
fbem-29705	153	42	the	the	DET
fbem-29705	153	43	stock	stock	NOUN
fbem-29705	153	44	,	,	PUNCT
fbem-29705	153	45	the	the	DET
fbem-29705	153	46	accuracy	accuracy	NOUN
fbem-29705	153	47	as	as	ADV
fbem-29705	153	48	well	well	ADV
fbem-29705	153	49	as	as	ADP
fbem-29705	153	50	the	the	DET
fbem-29705	153	51	f1	f1	NOUN
fbem-29705	153	52	-	-	PUNCT
fbem-29705	153	53	score	score	NOUN
fbem-29705	153	54	are	be	AUX
fbem-29705	153	55	chosen	choose	VERB
fbem-29705	153	56	to	to	PART
fbem-29705	153	57	evaluate	evaluate	VERB
fbem-29705	153	58	the	the	DET
fbem-29705	153	59	model	model	NOUN
fbem-29705	153	60	prediction	prediction	NOUN
fbem-29705	153	61	results	result	NOUN
fbem-29705	153	62	.	.	PUNCT
fbem-29705	154	1	5.2.2	5.2.2	X
fbem-29705	154	2	.	.	PUNCT
fbem-29705	154	3	experimental	experimental	ADJ
fbem-29705	154	4	results	result	NOUN
fbem-29705	154	5	firstly	firstly	ADV
fbem-29705	154	6	,	,	PUNCT
fbem-29705	154	7	only	only	ADV
fbem-29705	154	8	the	the	DET
fbem-29705	154	9	basic	basic	ADJ
fbem-29705	154	10	stock	stock	NOUN
fbem-29705	154	11	trading	trading	NOUN
fbem-29705	154	12	data	datum	NOUN
fbem-29705	154	13	is	be	AUX
fbem-29705	154	14	used	use	VERB
fbem-29705	154	15	as	as	ADP
fbem-29705	154	16	the	the	DET
fbem-29705	154	17	feature	feature	NOUN
fbem-29705	154	18	quantity	quantity	NOUN
fbem-29705	154	19	of	of	ADP
fbem-29705	154	20	the	the	DET
fbem-29705	154	21	model	model	NOUN
fbem-29705	154	22	,	,	PUNCT
fbem-29705	154	23	taking	take	VERB
fbem-29705	154	24	the	the	DET
fbem-29705	154	25	stock	stock	NOUN
fbem-29705	154	26	trading	trading	NOUN
fbem-29705	154	27	data	datum	NOUN
fbem-29705	154	28	of	of	ADP
fbem-29705	154	29	seven	seven	NUM
fbem-29705	154	30	representative	representative	ADJ
fbem-29705	154	31	companies	company	NOUN
fbem-29705	154	32	in	in	ADP
fbem-29705	154	33	the	the	DET
fbem-29705	154	34	energy	energy	NOUN
fbem-29705	154	35	category	category	NOUN
fbem-29705	154	36	as	as	ADP
fbem-29705	154	37	samples	sample	NOUN
fbem-29705	154	38	,	,	PUNCT
fbem-29705	154	39	and	and	CCONJ
fbem-29705	154	40	counting	count	VERB
fbem-29705	154	41	their	their	PRON
fbem-29705	154	42	stock	stock	NOUN
fbem-29705	154	43	trading	trading	NOUN
fbem-29705	154	44	data	datum	NOUN
fbem-29705	154	45	on	on	ADP
fbem-29705	154	46	all	all	DET
fbem-29705	154	47	trading	trading	NOUN
fbem-29705	154	48	days	day	NOUN
fbem-29705	154	49	from	from	ADP
fbem-29705	154	50	2018	2018	NUM
fbem-29705	154	51	to	to	ADP
fbem-29705	154	52	2023	2023	NUM
fbem-29705	154	53	.	.	PUNCT
fbem-29705	155	1	these	these	DET
fbem-29705	155	2	data	datum	NOUN
fbem-29705	155	3	are	be	AUX
fbem-29705	155	4	processed	process	VERB
fbem-29705	155	5	and	and	CCONJ
fbem-29705	155	6	calculated	calculate	VERB
fbem-29705	155	7	,	,	PUNCT
fbem-29705	155	8	and	and	CCONJ
fbem-29705	155	9	finally	finally	ADV
fbem-29705	155	10	more	more	ADJ
fbem-29705	155	11	than	than	ADP
fbem-29705	155	12	twenty	twenty	NUM
fbem-29705	155	13	relevant	relevant	ADJ
fbem-29705	155	14	feature	feature	NOUN
fbem-29705	155	15	quantities	quantity	NOUN
fbem-29705	155	16	such	such	ADJ
fbem-29705	155	17	as	as	ADP
fbem-29705	155	18	closing	closing	NOUN
fbem-29705	155	19	price	price	NOUN
fbem-29705	155	20	,	,	PUNCT
fbem-29705	155	21	volume	volume	NOUN
fbem-29705	155	22	weighted	weight	VERB
fbem-29705	155	23	average	average	ADJ
fbem-29705	155	24	price	price	NOUN
fbem-29705	155	25	,	,	PUNCT
fbem-29705	155	26	relative	relative	ADJ
fbem-29705	155	27	strength	strength	NOUN
fbem-29705	155	28	indicator	indicator	NOUN
fbem-29705	155	29	,	,	PUNCT
fbem-29705	155	30	etc	etc	X
fbem-29705	155	31	.	.	X
fbem-29705	155	32	are	be	AUX
fbem-29705	155	33	obtained	obtain	VERB
fbem-29705	155	34	and	and	CCONJ
fbem-29705	155	35	input	input	NOUN
fbem-29705	155	36	into	into	ADP
fbem-29705	155	37	the	the	DET
fbem-29705	155	38	model	model	NOUN
fbem-29705	155	39	,	,	PUNCT
fbem-29705	155	40	and	and	CCONJ
fbem-29705	155	41	the	the	DET
fbem-29705	155	42	prediction	prediction	NOUN
fbem-29705	155	43	results	result	NOUN
fbem-29705	155	44	obtained	obtain	VERB
fbem-29705	155	45	after	after	ADP
fbem-29705	155	46	running	run	VERB
fbem-29705	155	47	are	be	AUX
fbem-29705	155	48	as	as	SCONJ
fbem-29705	155	49	follows	follow	VERB
fbem-29705	155	50	:	:	PUNCT
fbem-29705	155	51	187	187	NUM
fbem-29705	155	52	table	table	NOUN
fbem-29705	155	53	3	3	NUM
fbem-29705	155	54	.	.	PUNCT
fbem-29705	155	55	model	model	NOUN
fbem-29705	155	56	performance	performance	NOUN
fbem-29705	155	57	metrics	metric	NOUN
fbem-29705	155	58	for	for	ADP
fbem-29705	155	59	traditional	traditional	ADJ
fbem-29705	155	60	energy	energy	NOUN
fbem-29705	155	61	companies	company	NOUN
fbem-29705	155	62	petrochina	petrochina	VERB
fbem-29705	155	63	sinopec	sinopec	PROPN
fbem-29705	155	64	shenhua	shenhua	PROPN
fbem-29705	155	65	energy	energy	NOUN
fbem-29705	155	66	accuracy	accuracy	NOUN
fbem-29705	155	67	52.41	52.41	NUM
fbem-29705	155	68	%	%	NOUN
fbem-29705	155	69	53.19	53.19	NUM
fbem-29705	155	70	%	%	NOUN
fbem-29705	155	71	52.58	52.58	NUM
fbem-29705	155	72	%	%	NOUN
fbem-29705	155	73	f1	f1	NOUN
fbem-29705	155	74	-	-	PUNCT
fbem-29705	155	75	score	score	NOUN
fbem-29705	155	76	58.34	58.34	NUM
fbem-29705	155	77	%	%	NOUN
fbem-29705	155	78	55.33	55.33	NUM
fbem-29705	155	79	%	%	NOUN
fbem-29705	155	80	56.06	56.06	NUM
fbem-29705	155	81	%	%	NOUN
fbem-29705	155	82	table	table	NOUN
fbem-29705	155	83	4	4	NUM
fbem-29705	155	84	.	.	PUNCT
fbem-29705	155	85	model	model	NOUN
fbem-29705	155	86	performance	performance	NOUN
fbem-29705	155	87	metrics	metric	NOUN
fbem-29705	155	88	for	for	ADP
fbem-29705	155	89	renewable	renewable	ADJ
fbem-29705	155	90	energy	energy	NOUN
fbem-29705	155	91	companies	company	NOUN
fbem-29705	155	92	longi	longi	VERB
fbem-29705	155	93	trina	trina	PROPN
fbem-29705	155	94	solar	solar	PROPN
fbem-29705	155	95	goldwind	goldwind	PROPN
fbem-29705	155	96	catl	catl	PROPN
fbem-29705	155	97	accuracy	accuracy	NOUN
fbem-29705	155	98	51.53	51.53	NUM
fbem-29705	155	99	%	%	NOUN
fbem-29705	155	100	50.86	50.86	NUM
fbem-29705	155	101	%	%	NOUN
fbem-29705	155	102	51.17	51.17	NUM
fbem-29705	155	103	%	%	NOUN
fbem-29705	155	104	51.63	51.63	NUM
fbem-29705	155	105	%	%	NOUN
fbem-29705	155	106	f1	f1	NOUN
fbem-29705	155	107	-	-	PUNCT
fbem-29705	155	108	score	score	NOUN
fbem-29705	155	109	58.11	58.11	NUM
fbem-29705	155	110	%	%	NOUN
fbem-29705	155	111	53.61	53.61	NUM
fbem-29705	155	112	%	%	NOUN
fbem-29705	155	113	54.47	54.47	NUM
fbem-29705	155	114	%	%	NOUN
fbem-29705	155	115	57.87	57.87	NUM
fbem-29705	155	116	%	%	NOUN
fbem-29705	155	117	using	use	VERB
fbem-29705	155	118	the	the	DET
fbem-29705	155	119	results	result	NOUN
fbem-29705	155	120	of	of	ADP
fbem-29705	155	121	the	the	DET
fbem-29705	155	122	above	above	ADJ
fbem-29705	155	123	input	input	NOUN
fbem-29705	155	124	of	of	ADP
fbem-29705	155	125	conventional	conventional	ADJ
fbem-29705	155	126	features	feature	NOUN
fbem-29705	155	127	as	as	ADP
fbem-29705	155	128	a	a	DET
fbem-29705	155	129	control	control	NOUN
fbem-29705	155	130	group	group	NOUN
fbem-29705	155	131	,	,	PUNCT
fbem-29705	155	132	and	and	CCONJ
fbem-29705	155	133	after	after	ADP
fbem-29705	155	134	adding	add	VERB
fbem-29705	155	135	the	the	DET
fbem-29705	155	136	energy	energy	NOUN
fbem-29705	155	137	price	price	NOUN
fbem-29705	155	138	correlation	correlation	NOUN
fbem-29705	155	139	indicator	indicator	NOUN
fbem-29705	155	140	and	and	CCONJ
fbem-29705	155	141	the	the	DET
fbem-29705	155	142	policy	policy	NOUN
fbem-29705	155	143	sensitivity	sensitivity	NOUN
fbem-29705	155	144	indicator	indicator	NOUN
fbem-29705	155	145	,	,	PUNCT
fbem-29705	155	146	the	the	DET
fbem-29705	155	147	data	datum	NOUN
fbem-29705	155	148	were	be	AUX
fbem-29705	155	149	input	input	VERB
fbem-29705	155	150	into	into	ADP
fbem-29705	155	151	the	the	DET
fbem-29705	155	152	model	model	NOUN
fbem-29705	155	153	to	to	PART
fbem-29705	155	154	obtain	obtain	VERB
fbem-29705	155	155	the	the	DET
fbem-29705	155	156	new	new	ADJ
fbem-29705	155	157	prediction	prediction	NOUN
fbem-29705	155	158	results	result	NOUN
fbem-29705	155	159	as	as	SCONJ
fbem-29705	155	160	follows	follow	VERB
fbem-29705	155	161	:	:	PUNCT
fbem-29705	155	162	table	table	NOUN
fbem-29705	155	163	5	5	NUM
fbem-29705	155	164	.	.	PUNCT
fbem-29705	156	1	updated	update	VERB
fbem-29705	156	2	model	model	NOUN
fbem-29705	156	3	performance	performance	NOUN
fbem-29705	156	4	metrics	metric	NOUN
fbem-29705	156	5	for	for	ADP
fbem-29705	156	6	traditional	traditional	ADJ
fbem-29705	156	7	energy	energy	NOUN
fbem-29705	156	8	companies	company	NOUN
fbem-29705	156	9	petrochina	petrochina	VERB
fbem-29705	156	10	sinopec	sinopec	PROPN
fbem-29705	156	11	shenhua	shenhua	PROPN
fbem-29705	156	12	energy	energy	PROPN
fbem-29705	156	13	accuracy	accuracy	NOUN
fbem-29705	156	14	55.39	55.39	NUM
fbem-29705	156	15	%	%	NOUN
fbem-29705	156	16	56.23	56.23	NUM
fbem-29705	156	17	%	%	NOUN
fbem-29705	156	18	55.62	55.62	NUM
fbem-29705	156	19	%	%	NOUN
fbem-29705	156	20	f1	f1	NOUN
fbem-29705	156	21	-	-	PUNCT
fbem-29705	156	22	score	score	NOUN
fbem-29705	156	23	58.77	58.77	NUM
fbem-29705	156	24	%	%	NOUN
fbem-29705	156	25	56.51	56.51	NUM
fbem-29705	156	26	%	%	NOUN
fbem-29705	156	27	56.78	56.78	NUM
fbem-29705	156	28	%	%	NOUN
fbem-29705	156	29	table	table	NOUN
fbem-29705	156	30	6	6	NUM
fbem-29705	156	31	.	.	PUNCT
fbem-29705	156	32	updated	update	VERB
fbem-29705	156	33	model	model	NOUN
fbem-29705	156	34	performance	performance	NOUN
fbem-29705	156	35	metrics	metric	NOUN
fbem-29705	156	36	for	for	ADP
fbem-29705	156	37	renewable	renewable	ADJ
fbem-29705	156	38	energy	energy	NOUN
fbem-29705	156	39	companies	company	NOUN
fbem-29705	156	40	longi	longi	VERB
fbem-29705	156	41	trina	trina	PROPN
fbem-29705	156	42	solar	solar	PROPN
fbem-29705	156	43	goldwind	goldwind	PROPN
fbem-29705	156	44	catl	catl	PROPN
fbem-29705	156	45	accuracy	accuracy	NOUN
fbem-29705	156	46	53.98	53.98	NUM
fbem-29705	156	47	%	%	NOUN
fbem-29705	156	48	52.48	52.48	NUM
fbem-29705	156	49	%	%	NOUN
fbem-29705	156	50	53.29	53.29	NUM
fbem-29705	156	51	%	%	NOUN
fbem-29705	156	52	54.69	54.69	NUM
fbem-29705	156	53	%	%	NOUN
fbem-29705	156	54	f1	f1	NOUN
fbem-29705	156	55	-	-	PUNCT
fbem-29705	156	56	score	score	NOUN
fbem-29705	156	57	58.32	58.32	NUM
fbem-29705	156	58	%	%	NOUN
fbem-29705	156	59	54.57	54.57	NUM
fbem-29705	156	60	%	%	NOUN
fbem-29705	156	61	55.92	55.92	NUM
fbem-29705	156	62	%	%	NOUN
fbem-29705	156	63	58.12	58.12	NUM
fbem-29705	156	64	%	%	NOUN
fbem-29705	156	65	according	accord	VERB
fbem-29705	156	66	to	to	ADP
fbem-29705	156	67	the	the	DET
fbem-29705	156	68	comparison	comparison	NOUN
fbem-29705	156	69	of	of	ADP
fbem-29705	156	70	the	the	DET
fbem-29705	156	71	two	two	NUM
fbem-29705	156	72	sets	set	NOUN
fbem-29705	156	73	of	of	ADP
fbem-29705	156	74	data	datum	NOUN
fbem-29705	156	75	,	,	PUNCT
fbem-29705	156	76	it	it	PRON
fbem-29705	156	77	can	can	AUX
fbem-29705	156	78	be	be	AUX
fbem-29705	156	79	seen	see	VERB
fbem-29705	156	80	that	that	SCONJ
fbem-29705	156	81	the	the	DET
fbem-29705	156	82	accuracy	accuracy	NOUN
fbem-29705	156	83	of	of	ADP
fbem-29705	156	84	the	the	DET
fbem-29705	156	85	model	model	NOUN
fbem-29705	156	86	prediction	prediction	NOUN
fbem-29705	156	87	after	after	ADP
fbem-29705	156	88	adding	add	VERB
fbem-29705	156	89	the	the	DET
fbem-29705	156	90	new	new	ADJ
fbem-29705	156	91	indicators	indicator	NOUN
fbem-29705	156	92	is	be	AUX
fbem-29705	156	93	better	well	ADJ
fbem-29705	156	94	than	than	ADP
fbem-29705	156	95	that	that	PRON
fbem-29705	156	96	of	of	ADP
fbem-29705	156	97	the	the	DET
fbem-29705	156	98	control	control	NOUN
fbem-29705	156	99	group	group	NOUN
fbem-29705	156	100	,	,	PUNCT
fbem-29705	156	101	and	and	CCONJ
fbem-29705	156	102	there	there	PRON
fbem-29705	156	103	is	be	VERB
fbem-29705	156	104	some	some	DET
fbem-29705	156	105	improvement	improvement	NOUN
fbem-29705	156	106	in	in	ADP
fbem-29705	156	107	the	the	DET
fbem-29705	156	108	f1	f1	NOUN
fbem-29705	156	109	-	-	PUNCT
fbem-29705	156	110	score	score	NOUN
fbem-29705	156	111	,	,	PUNCT
fbem-29705	156	112	so	so	SCONJ
fbem-29705	156	113	the	the	DET
fbem-29705	156	114	features	feature	NOUN
fbem-29705	156	115	are	be	AUX
fbem-29705	156	116	retained	retain	VERB
fbem-29705	156	117	and	and	CCONJ
fbem-29705	156	118	the	the	DET
fbem-29705	156	119	text	text	NOUN
fbem-29705	156	120	-	-	PUNCT
fbem-29705	156	121	generated	generate	VERB
fbem-29705	156	122	indicators	indicator	NOUN
fbem-29705	156	123	,	,	PUNCT
fbem-29705	156	124	such	such	ADJ
fbem-29705	156	125	as	as	ADP
fbem-29705	156	126	new	new	ADJ
fbem-29705	156	127	investor	investor	NOUN
fbem-29705	156	128	sentiment	sentiment	NOUN
fbem-29705	156	129	,	,	PUNCT
fbem-29705	156	130	continue	continue	VERB
fbem-29705	156	131	to	to	PART
fbem-29705	156	132	be	be	AUX
fbem-29705	156	133	added	add	VERB
fbem-29705	156	134	,	,	PUNCT
fbem-29705	156	135	and	and	CCONJ
fbem-29705	156	136	the	the	DET
fbem-29705	156	137	new	new	ADJ
fbem-29705	156	138	prediction	prediction	NOUN
fbem-29705	156	139	results	result	NOUN
fbem-29705	156	140	are	be	AUX
fbem-29705	156	141	obtained	obtain	VERB
fbem-29705	156	142	as	as	ADP
fbem-29705	156	143	follows	follow	VERB
fbem-29705	156	144	:	:	PUNCT
fbem-29705	156	145	table	table	NOUN
fbem-29705	156	146	7	7	NUM
fbem-29705	156	147	.	.	PUNCT
fbem-29705	156	148	updated	update	VERB
fbem-29705	156	149	model	model	NOUN
fbem-29705	156	150	performance	performance	NOUN
fbem-29705	156	151	metrics	metric	NOUN
fbem-29705	156	152	for	for	ADP
fbem-29705	156	153	traditional	traditional	ADJ
fbem-29705	156	154	energy	energy	NOUN
fbem-29705	156	155	companies	company	NOUN
fbem-29705	156	156	(	(	PUNCT
fbem-29705	156	157	final	final	ADJ
fbem-29705	156	158	)	)	PUNCT
fbem-29705	156	159	petrochina	petrochina	NOUN
fbem-29705	156	160	sinopec	sinopec	PROPN
fbem-29705	156	161	shenhua	shenhua	PROPN
fbem-29705	156	162	energy	energy	NOUN
fbem-29705	156	163	accuracy	accuracy	NOUN
fbem-29705	156	164	60.34	60.34	NUM
fbem-29705	156	165	%	%	NOUN
fbem-29705	156	166	58.67	58.67	NUM
fbem-29705	156	167	%	%	NOUN
fbem-29705	156	168	57.66	57.66	NUM
fbem-29705	156	169	%	%	NOUN
fbem-29705	156	170	f1	f1	NOUN
fbem-29705	156	171	-	-	PUNCT
fbem-29705	156	172	score	score	NOUN
fbem-29705	156	173	61.35	61.35	NUM
fbem-29705	156	174	%	%	NOUN
fbem-29705	156	175	61.59	61.59	NUM
fbem-29705	156	176	%	%	NOUN
fbem-29705	156	177	62.27	62.27	NUM
fbem-29705	156	178	%	%	NOUN
fbem-29705	156	179	table	table	NOUN
fbem-29705	156	180	8	8	NUM
fbem-29705	156	181	.	.	PUNCT
fbem-29705	156	182	updated	update	VERB
fbem-29705	156	183	model	model	NOUN
fbem-29705	156	184	performance	performance	NOUN
fbem-29705	156	185	metrics	metric	NOUN
fbem-29705	156	186	for	for	ADP
fbem-29705	156	187	renewable	renewable	ADJ
fbem-29705	156	188	energy	energy	NOUN
fbem-29705	156	189	companies	company	NOUN
fbem-29705	156	190	(	(	PUNCT
fbem-29705	156	191	final	final	ADJ
fbem-29705	156	192	)	)	PUNCT
fbem-29705	156	193	longi	longi	NOUN
fbem-29705	156	194	trina	trina	PROPN
fbem-29705	156	195	solar	solar	PROPN
fbem-29705	156	196	goldwind	goldwind	PROPN
fbem-29705	156	197	catl	catl	PROPN
fbem-29705	156	198	accuracy	accuracy	NOUN
fbem-29705	156	199	59.55	59.55	NUM
fbem-29705	156	200	%	%	NOUN
fbem-29705	156	201	56.49	56.49	NUM
fbem-29705	156	202	%	%	NOUN
fbem-29705	156	203	56.22	56.22	NUM
fbem-29705	156	204	%	%	NOUN
fbem-29705	156	205	59.48	59.48	NUM
fbem-29705	156	206	%	%	NOUN
fbem-29705	156	207	f1	f1	NOUN
fbem-29705	156	208	-	-	PUNCT
fbem-29705	156	209	score	score	NOUN
fbem-29705	156	210	62.02	62.02	NUM
fbem-29705	156	211	%	%	NOUN
fbem-29705	156	212	59.14	59.14	NUM
fbem-29705	156	213	%	%	NOUN
fbem-29705	156	214	58.88	58.88	NUM
fbem-29705	156	215	%	%	NOUN
fbem-29705	156	216	61.72	61.72	NUM
fbem-29705	156	217	%	%	NOUN
fbem-29705	156	218	with	with	ADP
fbem-29705	156	219	the	the	DET
fbem-29705	156	220	addition	addition	NOUN
fbem-29705	156	221	of	of	ADP
fbem-29705	156	222	new	new	ADJ
fbem-29705	156	223	features	feature	NOUN
fbem-29705	156	224	generated	generate	VERB
fbem-29705	156	225	from	from	ADP
fbem-29705	156	226	text	text	NOUN
fbem-29705	156	227	,	,	PUNCT
fbem-29705	156	228	the	the	DET
fbem-29705	156	229	accuracy	accuracy	NOUN
fbem-29705	156	230	and	and	CCONJ
fbem-29705	156	231	f1	f1	NOUN
fbem-29705	156	232	-	-	PUNCT
fbem-29705	156	233	score	score	NOUN
fbem-29705	156	234	of	of	ADP
fbem-29705	156	235	the	the	DET
fbem-29705	156	236	prediction	prediction	NOUN
fbem-29705	156	237	model	model	NOUN
fbem-29705	156	238	were	be	AUX
fbem-29705	156	239	further	far	ADV
fbem-29705	156	240	improved	improve	VERB
fbem-29705	156	241	.	.	PUNCT
fbem-29705	157	1	5.2.3	5.2.3	X
fbem-29705	157	2	.	.	PUNCT
fbem-29705	157	3	model	model	NOUN
fbem-29705	157	4	evaluation	evaluation	NOUN
fbem-29705	157	5	it	it	PRON
fbem-29705	157	6	can	can	AUX
fbem-29705	157	7	be	be	AUX
fbem-29705	157	8	learnt	learn	VERB
fbem-29705	157	9	from	from	ADP
fbem-29705	157	10	the	the	DET
fbem-29705	157	11	analysis	analysis	NOUN
fbem-29705	157	12	of	of	ADP
fbem-29705	157	13	the	the	DET
fbem-29705	157	14	results	result	NOUN
fbem-29705	157	15	that	that	SCONJ
fbem-29705	157	16	the	the	DET
fbem-29705	157	17	prediction	prediction	NOUN
fbem-29705	157	18	effect	effect	NOUN
fbem-29705	157	19	of	of	ADP
fbem-29705	157	20	the	the	DET
fbem-29705	157	21	control	control	NOUN
fbem-29705	157	22	group	group	NOUN
fbem-29705	157	23	is	be	AUX
fbem-29705	157	24	not	not	PART
fbem-29705	157	25	satisfactory	satisfactory	ADJ
fbem-29705	157	26	,	,	PUNCT
fbem-29705	157	27	especially	especially	ADV
fbem-29705	157	28	for	for	ADP
fbem-29705	157	29	renewable	renewable	ADJ
fbem-29705	157	30	energy	energy	NOUN
fbem-29705	157	31	stocks	stock	NOUN
fbem-29705	157	32	,	,	PUNCT
fbem-29705	157	33	the	the	DET
fbem-29705	157	34	basic	basic	ADJ
fbem-29705	157	35	stock	stock	NOUN
fbem-29705	157	36	trading	trading	NOUN
fbem-29705	157	37	data	datum	NOUN
fbem-29705	157	38	can	can	AUX
fbem-29705	157	39	only	only	ADV
fbem-29705	157	40	keep	keep	VERB
fbem-29705	157	41	the	the	DET
fbem-29705	157	42	prediction	prediction	NOUN
fbem-29705	157	43	accuracy	accuracy	NOUN
fbem-29705	157	44	of	of	ADP
fbem-29705	157	45	the	the	DET
fbem-29705	157	46	model	model	NOUN
fbem-29705	157	47	only	only	ADV
fbem-29705	157	48	at	at	ADP
fbem-29705	157	49	about	about	ADP
fbem-29705	157	50	51	51	NUM
fbem-29705	157	51	%	%	NOUN
fbem-29705	157	52	,	,	PUNCT
fbem-29705	157	53	while	while	SCONJ
fbem-29705	157	54	after	after	ADP
fbem-29705	157	55	adding	add	VERB
fbem-29705	157	56	the	the	DET
fbem-29705	157	57	feature	feature	NOUN
fbem-29705	157	58	quantity	quantity	NOUN
fbem-29705	157	59	related	relate	VERB
fbem-29705	157	60	to	to	ADP
fbem-29705	157	61	the	the	DET
fbem-29705	157	62	industry	industry	NOUN
fbem-29705	157	63	characteristics	characteristic	NOUN
fbem-29705	157	64	,	,	PUNCT
fbem-29705	157	65	the	the	DET
fbem-29705	157	66	accuracy	accuracy	NOUN
fbem-29705	157	67	is	be	AUX
fbem-29705	157	68	generally	generally	ADV
fbem-29705	157	69	improved	improve	VERB
fbem-29705	157	70	,	,	PUNCT
fbem-29705	157	71	and	and	CCONJ
fbem-29705	157	72	the	the	DET
fbem-29705	157	73	f1score	f1score	NOUN
fbem-29705	157	74	is	be	AUX
fbem-29705	157	75	also	also	ADV
fbem-29705	157	76	more	more	ADV
fbem-29705	157	77	or	or	CCONJ
fbem-29705	157	78	less	less	ADV
fbem-29705	157	79	improved	improve	VERB
fbem-29705	157	80	,	,	PUNCT
fbem-29705	157	81	and	and	CCONJ
fbem-29705	157	82	their	their	PRON
fbem-29705	157	83	trends	trend	NOUN
fbem-29705	157	84	are	be	AUX
fbem-29705	157	85	shown	show	VERB
fbem-29705	157	86	below	below	ADP
fbem-29705	157	87	:	:	PUNCT
fbem-29705	157	88	figure	figure	VERB
fbem-29705	157	89	5	5	NUM
fbem-29705	157	90	.	.	PUNCT
fbem-29705	157	91	accuracy	accuracy	NOUN
fbem-29705	157	92	and	and	CCONJ
fbem-29705	157	93	f1	f1	NOUN
fbem-29705	157	94	score	score	NOUN
fbem-29705	157	95	over	over	ADP
fbem-29705	157	96	three	three	NUM
fbem-29705	157	97	feature	feature	NOUN
fbem-29705	157	98	sets	set	NOUN
fbem-29705	157	99	for	for	ADP
fbem-29705	157	100	various	various	ADJ
fbem-29705	157	101	companies	company	NOUN
fbem-29705	157	102	188	188	NUM
fbem-29705	157	103	after	after	ADP
fbem-29705	157	104	the	the	DET
fbem-29705	157	105	addition	addition	NOUN
fbem-29705	157	106	of	of	ADP
fbem-29705	157	107	text	text	NOUN
fbem-29705	157	108	-	-	PUNCT
fbem-29705	157	109	generated	generate	VERB
fbem-29705	157	110	features	feature	NOUN
fbem-29705	157	111	such	such	ADJ
fbem-29705	157	112	as	as	ADP
fbem-29705	157	113	investor	investor	NOUN
fbem-29705	157	114	sentiment	sentiment	NOUN
fbem-29705	157	115	,	,	PUNCT
fbem-29705	157	116	the	the	DET
fbem-29705	157	117	accuracy	accuracy	NOUN
fbem-29705	157	118	is	be	AUX
fbem-29705	157	119	again	again	ADV
fbem-29705	157	120	significantly	significantly	ADV
fbem-29705	157	121	improved	improve	VERB
fbem-29705	157	122	,	,	PUNCT
fbem-29705	157	123	with	with	ADP
fbem-29705	157	124	an	an	DET
fbem-29705	157	125	average	average	ADJ
fbem-29705	157	126	accuracy	accuracy	NOUN
fbem-29705	157	127	of	of	ADP
fbem-29705	157	128	51.91	51.91	NUM
fbem-29705	157	129	%	%	NOUN
fbem-29705	157	130	in	in	ADP
fbem-29705	157	131	the	the	DET
fbem-29705	157	132	initial	initial	ADJ
fbem-29705	157	133	control	control	NOUN
fbem-29705	157	134	group	group	NOUN
fbem-29705	157	135	and	and	CCONJ
fbem-29705	157	136	58.34	58.34	NUM
fbem-29705	157	137	%	%	NOUN
fbem-29705	157	138	in	in	ADP
fbem-29705	157	139	the	the	DET
fbem-29705	157	140	final	final	ADJ
fbem-29705	157	141	group	group	NOUN
fbem-29705	157	142	.	.	PUNCT
fbem-29705	158	1	comparing	compare	VERB
fbem-29705	158	2	within	within	ADP
fbem-29705	158	3	the	the	DET
fbem-29705	158	4	same	same	ADJ
fbem-29705	158	5	group	group	NOUN
fbem-29705	158	6	again	again	ADV
fbem-29705	158	7	,	,	PUNCT
fbem-29705	158	8	in	in	ADP
fbem-29705	158	9	the	the	DET
fbem-29705	158	10	first	first	ADJ
fbem-29705	158	11	group	group	NOUN
fbem-29705	158	12	,	,	PUNCT
fbem-29705	158	13	the	the	DET
fbem-29705	158	14	prediction	prediction	NOUN
fbem-29705	158	15	accuracy	accuracy	NOUN
fbem-29705	158	16	of	of	ADP
fbem-29705	158	17	the	the	DET
fbem-29705	158	18	traditional	traditional	ADJ
fbem-29705	158	19	energy	energy	NOUN
fbem-29705	158	20	stocks	stock	NOUN
fbem-29705	158	21	is	be	AUX
fbem-29705	158	22	all	all	PRON
fbem-29705	158	23	above	above	ADP
fbem-29705	158	24	52	52	NUM
fbem-29705	158	25	%	%	NOUN
fbem-29705	158	26	and	and	CCONJ
fbem-29705	158	27	the	the	DET
fbem-29705	158	28	prediction	prediction	NOUN
fbem-29705	158	29	accuracy	accuracy	NOUN
fbem-29705	158	30	of	of	ADP
fbem-29705	158	31	the	the	DET
fbem-29705	158	32	new	new	ADJ
fbem-29705	158	33	energy	energy	NOUN
fbem-29705	158	34	stocks	stock	NOUN
fbem-29705	158	35	are	be	AUX
fbem-29705	158	36	all	all	ADV
fbem-29705	158	37	below	below	ADP
fbem-29705	158	38	52	52	NUM
fbem-29705	158	39	%	%	NOUN
fbem-29705	158	40	.	.	PUNCT
fbem-29705	159	1	in	in	ADP
fbem-29705	159	2	the	the	DET
fbem-29705	159	3	dataset	dataset	NOUN
fbem-29705	159	4	,	,	PUNCT
fbem-29705	159	5	it	it	PRON
fbem-29705	159	6	can	can	AUX
fbem-29705	159	7	be	be	AUX
fbem-29705	159	8	found	find	VERB
fbem-29705	159	9	that	that	SCONJ
fbem-29705	159	10	the	the	DET
fbem-29705	159	11	data	datum	NOUN
fbem-29705	159	12	of	of	ADP
fbem-29705	159	13	new	new	ADJ
fbem-29705	159	14	energy	energy	NOUN
fbem-29705	159	15	stocks	stock	NOUN
fbem-29705	159	16	is	be	AUX
fbem-29705	159	17	more	more	ADV
fbem-29705	159	18	volatile	volatile	ADJ
fbem-29705	159	19	,	,	PUNCT
fbem-29705	159	20	which	which	PRON
fbem-29705	159	21	may	may	AUX
fbem-29705	159	22	cause	cause	VERB
fbem-29705	159	23	the	the	DET
fbem-29705	159	24	model	model	NOUN
fbem-29705	159	25	to	to	PART
fbem-29705	159	26	be	be	AUX
fbem-29705	159	27	more	more	ADV
fbem-29705	159	28	difficult	difficult	ADJ
fbem-29705	159	29	to	to	PART
fbem-29705	159	30	capture	capture	VERB
fbem-29705	159	31	the	the	DET
fbem-29705	159	32	data	data	NOUN
fbem-29705	159	33	characteristics	characteristic	NOUN
fbem-29705	159	34	,	,	PUNCT
fbem-29705	159	35	while	while	SCONJ
fbem-29705	159	36	the	the	DET
fbem-29705	159	37	traditional	traditional	ADJ
fbem-29705	159	38	energy	energy	NOUN
fbem-29705	159	39	stock	stock	NOUN
fbem-29705	159	40	prices	price	NOUN
fbem-29705	159	41	are	be	AUX
fbem-29705	159	42	relatively	relatively	ADV
fbem-29705	159	43	stable	stable	ADJ
fbem-29705	159	44	,	,	PUNCT
fbem-29705	159	45	for	for	ADP
fbem-29705	159	46	example	example	NOUN
fbem-29705	159	47	,	,	PUNCT
fbem-29705	159	48	petrochina	petrochina	NOUN
fbem-29705	159	49	and	and	CCONJ
fbem-29705	159	50	goldwind	goldwind	VERB
fbem-29705	159	51	two	two	NUM
fbem-29705	159	52	companies	company	NOUN
fbem-29705	159	53	,	,	PUNCT
fbem-29705	159	54	their	their	PRON
fbem-29705	159	55	closing	closing	NOUN
fbem-29705	159	56	price	price	NOUN
fbem-29705	159	57	is	be	AUX
fbem-29705	159	58	compared	compare	VERB
fbem-29705	159	59	to	to	ADP
fbem-29705	159	60	the	the	DET
fbem-29705	159	61	chart	chart	NOUN
fbem-29705	159	62	below	below	ADV
fbem-29705	159	63	:	:	PUNCT
fbem-29705	159	64	figure	figure	VERB
fbem-29705	159	65	6	6	NUM
fbem-29705	159	66	.	.	PUNCT
fbem-29705	159	67	stock	stock	NOUN
fbem-29705	159	68	price	price	NOUN
fbem-29705	159	69	comparison	comparison	NOUN
fbem-29705	159	70	:	:	PUNCT
fbem-29705	159	71	goldwind	goldwind	NOUN
fbem-29705	159	72	vs.	vs.	ADP
fbem-29705	159	73	petrochina	petrochina	NOUN
fbem-29705	159	74	in	in	ADP
fbem-29705	159	75	the	the	DET
fbem-29705	159	76	second	second	ADJ
fbem-29705	159	77	set	set	NOUN
fbem-29705	159	78	of	of	ADP
fbem-29705	159	79	data	datum	NOUN
fbem-29705	159	80	,	,	PUNCT
fbem-29705	159	81	the	the	DET
fbem-29705	159	82	prediction	prediction	NOUN
fbem-29705	159	83	performance	performance	NOUN
fbem-29705	159	84	for	for	ADP
fbem-29705	159	85	traditional	traditional	ADJ
fbem-29705	159	86	energy	energy	NOUN
fbem-29705	159	87	stocks	stock	NOUN
fbem-29705	159	88	remains	remain	VERB
fbem-29705	159	89	better	well	ADJ
fbem-29705	159	90	.	.	PUNCT
fbem-29705	160	1	however	however	ADV
fbem-29705	160	2	,	,	PUNCT
fbem-29705	160	3	in	in	ADP
fbem-29705	160	4	the	the	DET
fbem-29705	160	5	third	third	ADJ
fbem-29705	160	6	set	set	NOUN
fbem-29705	160	7	of	of	ADP
fbem-29705	160	8	data	datum	NOUN
fbem-29705	160	9	,	,	PUNCT
fbem-29705	160	10	the	the	DET
fbem-29705	160	11	prediction	prediction	NOUN
fbem-29705	160	12	performance	performance	NOUN
fbem-29705	160	13	for	for	ADP
fbem-29705	160	14	certain	certain	ADJ
fbem-29705	160	15	new	new	ADJ
fbem-29705	160	16	energy	energy	NOUN
fbem-29705	160	17	stocks	stock	NOUN
fbem-29705	160	18	,	,	PUNCT
fbem-29705	160	19	such	such	ADJ
fbem-29705	160	20	as	as	ADP
fbem-29705	160	21	catl	catl	NOUN
fbem-29705	160	22	,	,	PUNCT
fbem-29705	160	23	is	be	AUX
fbem-29705	160	24	comparable	comparable	ADJ
fbem-29705	160	25	to	to	ADP
fbem-29705	160	26	that	that	PRON
fbem-29705	160	27	of	of	ADP
fbem-29705	160	28	traditional	traditional	ADJ
fbem-29705	160	29	energy	energy	NOUN
fbem-29705	160	30	stocks	stock	NOUN
fbem-29705	160	31	.	.	PUNCT
fbem-29705	161	1	as	as	ADP
fbem-29705	161	2	leading	lead	VERB
fbem-29705	161	3	enterprises	enterprise	NOUN
fbem-29705	161	4	,	,	PUNCT
fbem-29705	161	5	they	they	PRON
fbem-29705	161	6	attract	attract	VERB
fbem-29705	161	7	significant	significant	ADJ
fbem-29705	161	8	market	market	NOUN
fbem-29705	161	9	attention	attention	NOUN
fbem-29705	161	10	,	,	PUNCT
fbem-29705	161	11	and	and	CCONJ
fbem-29705	161	12	indicators	indicator	NOUN
fbem-29705	161	13	such	such	ADJ
fbem-29705	161	14	as	as	ADP
fbem-29705	161	15	media	medium	NOUN
fbem-29705	161	16	and	and	CCONJ
fbem-29705	161	17	investor	investor	NOUN
fbem-29705	161	18	sentiment	sentiment	NOUN
fbem-29705	161	19	have	have	VERB
fbem-29705	161	20	a	a	DET
fbem-29705	161	21	notable	notable	ADJ
fbem-29705	161	22	enhancing	enhance	VERB
fbem-29705	161	23	effect	effect	NOUN
fbem-29705	161	24	on	on	ADP
fbem-29705	161	25	their	their	PRON
fbem-29705	161	26	predictive	predictive	ADJ
fbem-29705	161	27	accuracy	accuracy	NOUN
fbem-29705	161	28	.	.	PUNCT
fbem-29705	162	1	6	6	X
fbem-29705	162	2	.	.	X
fbem-29705	162	3	conclusion	conclusion	NOUN
fbem-29705	162	4	prediction	prediction	NOUN
fbem-29705	162	5	for	for	ADP
fbem-29705	162	6	time	time	NOUN
fbem-29705	162	7	series	series	PROPN
fbem-29705	162	8	data	datum	NOUN
fbem-29705	162	9	such	such	ADJ
fbem-29705	162	10	as	as	ADP
fbem-29705	162	11	stocks	stock	NOUN
fbem-29705	162	12	has	have	AUX
fbem-29705	162	13	always	always	ADV
fbem-29705	162	14	been	be	AUX
fbem-29705	162	15	a	a	DET
fbem-29705	162	16	popular	popular	ADJ
fbem-29705	162	17	research	research	NOUN
fbem-29705	162	18	topic	topic	NOUN
fbem-29705	162	19	,	,	PUNCT
fbem-29705	162	20	and	and	CCONJ
fbem-29705	162	21	in	in	ADP
fbem-29705	162	22	this	this	DET
fbem-29705	162	23	study	study	NOUN
fbem-29705	162	24	,	,	PUNCT
fbem-29705	162	25	we	we	PRON
fbem-29705	162	26	chose	choose	VERB
fbem-29705	162	27	the	the	DET
fbem-29705	162	28	specific	specific	ADJ
fbem-29705	162	29	industry	industry	NOUN
fbem-29705	162	30	of	of	ADP
fbem-29705	162	31	energy	energy	NOUN
fbem-29705	162	32	stocks	stock	NOUN
fbem-29705	162	33	,	,	PUNCT
fbem-29705	162	34	and	and	CCONJ
fbem-29705	162	35	utilized	utilize	VERB
fbem-29705	162	36	the	the	DET
fbem-29705	162	37	characteristics	characteristic	NOUN
fbem-29705	162	38	of	of	ADP
fbem-29705	162	39	this	this	DET
fbem-29705	162	40	industry	industry	NOUN
fbem-29705	162	41	to	to	PART
fbem-29705	162	42	set	set	VERB
fbem-29705	162	43	up	up	ADP
fbem-29705	162	44	textual	textual	ADJ
fbem-29705	162	45	data	datum	NOUN
fbem-29705	162	46	such	such	ADJ
fbem-29705	162	47	as	as	ADP
fbem-29705	162	48	investor	investor	NOUN
fbem-29705	162	49	sentiments	sentiment	NOUN
fbem-29705	162	50	,	,	PUNCT
fbem-29705	162	51	news	news	NOUN
fbem-29705	162	52	media	medium	NOUN
fbem-29705	162	53	reports	report	NOUN
fbem-29705	162	54	,	,	PUNCT
fbem-29705	162	55	and	and	CCONJ
fbem-29705	162	56	policy	policy	NOUN
fbem-29705	162	57	releases	release	NOUN
fbem-29705	162	58	,	,	PUNCT
fbem-29705	162	59	and	and	CCONJ
fbem-29705	162	60	constructed	construct	VERB
fbem-29705	162	61	a	a	DET
fbem-29705	162	62	deep	deep	ADJ
fbem-29705	162	63	learning	learning	NOUN
fbem-29705	162	64	prediction	prediction	NOUN
fbem-29705	162	65	model	model	NOUN
fbem-29705	162	66	based	base	VERB
fbem-29705	162	67	on	on	ADP
fbem-29705	162	68	cnn	cnn	PROPN
fbem-29705	162	69	-	-	PUNCT
fbem-29705	162	70	lstm	lstm	PROPN
fbem-29705	162	71	.	.	PUNCT
fbem-29705	163	1	the	the	DET
fbem-29705	163	2	effectiveness	effectiveness	NOUN
fbem-29705	163	3	of	of	ADP
fbem-29705	163	4	the	the	DET
fbem-29705	163	5	model	model	NOUN
fbem-29705	163	6	is	be	AUX
fbem-29705	163	7	verified	verify	VERB
fbem-29705	163	8	by	by	ADP
fbem-29705	163	9	processing	processing	NOUN
fbem-29705	163	10	and	and	CCONJ
fbem-29705	163	11	analyzing	analyze	VERB
fbem-29705	163	12	the	the	DET
fbem-29705	163	13	stock	stock	NOUN
fbem-29705	163	14	trading	trading	NOUN
fbem-29705	163	15	data	datum	NOUN
fbem-29705	163	16	of	of	ADP
fbem-29705	163	17	several	several	ADJ
fbem-29705	163	18	more	more	ADV
fbem-29705	163	19	typical	typical	ADJ
fbem-29705	163	20	energy	energy	NOUN
fbem-29705	163	21	companies	company	NOUN
fbem-29705	163	22	between	between	ADP
fbem-29705	163	23	2018	2018	NUM
fbem-29705	163	24	and	and	CCONJ
fbem-29705	163	25	2023	2023	NUM
fbem-29705	163	26	.	.	PUNCT
fbem-29705	164	1	in	in	ADP
fbem-29705	164	2	the	the	DET
fbem-29705	164	3	experiments	experiment	NOUN
fbem-29705	164	4	,	,	PUNCT
fbem-29705	164	5	this	this	DET
fbem-29705	164	6	study	study	NOUN
fbem-29705	164	7	gradually	gradually	ADV
fbem-29705	164	8	added	add	VERB
fbem-29705	164	9	new	new	ADJ
fbem-29705	164	10	feature	feature	NOUN
fbem-29705	164	11	volumes	volume	NOUN
fbem-29705	164	12	to	to	ADP
fbem-29705	164	13	the	the	DET
fbem-29705	164	14	model	model	NOUN
fbem-29705	164	15	,	,	PUNCT
fbem-29705	164	16	from	from	ADP
fbem-29705	164	17	the	the	DET
fbem-29705	164	18	stock	stock	NOUN
fbem-29705	164	19	trading	trading	NOUN
fbem-29705	164	20	data	datum	NOUN
fbem-29705	164	21	at	at	ADP
fbem-29705	164	22	the	the	DET
fbem-29705	164	23	beginning	beginning	NOUN
fbem-29705	164	24	to	to	ADP
fbem-29705	164	25	the	the	DET
fbem-29705	164	26	gradually	gradually	ADV
fbem-29705	164	27	added	add	VERB
fbem-29705	164	28	feature	feature	NOUN
fbem-29705	164	29	volumes	volume	NOUN
fbem-29705	164	30	generated	generate	VERB
fbem-29705	164	31	from	from	ADP
fbem-29705	164	32	the	the	DET
fbem-29705	164	33	text	text	NOUN
fbem-29705	164	34	,	,	PUNCT
fbem-29705	164	35	and	and	CCONJ
fbem-29705	164	36	each	each	DET
fbem-29705	164	37	new	new	ADJ
fbem-29705	164	38	set	set	NOUN
fbem-29705	164	39	of	of	ADP
fbem-29705	164	40	feature	feature	NOUN
fbem-29705	164	41	volumes	volume	NOUN
fbem-29705	164	42	gave	give	VERB
fbem-29705	164	43	a	a	DET
fbem-29705	164	44	significant	significant	ADJ
fbem-29705	164	45	improvement	improvement	NOUN
fbem-29705	164	46	in	in	ADP
fbem-29705	164	47	the	the	DET
fbem-29705	164	48	model	model	NOUN
fbem-29705	164	49	’s	’s	PART
fbem-29705	164	50	prediction	prediction	NOUN
fbem-29705	164	51	effect	effect	NOUN
fbem-29705	164	52	,	,	PUNCT
fbem-29705	164	53	which	which	PRON
fbem-29705	164	54	indicates	indicate	VERB
fbem-29705	164	55	that	that	SCONJ
fbem-29705	164	56	using	use	VERB
fbem-29705	164	57	industry	industry	NOUN
fbem-29705	164	58	-	-	PUNCT
fbem-29705	164	59	related	relate	VERB
fbem-29705	164	60	text	text	NOUN
fbem-29705	164	61	is	be	AUX
fbem-29705	164	62	of	of	ADP
fbem-29705	164	63	significant	significant	ADJ
fbem-29705	164	64	help	help	NOUN
fbem-29705	164	65	in	in	ADP
fbem-29705	164	66	studying	study	VERB
fbem-29705	164	67	the	the	DET
fbem-29705	164	68	relevant	relevant	ADJ
fbem-29705	164	69	data	datum	NOUN
fbem-29705	164	70	of	of	ADP
fbem-29705	164	71	the	the	DET
fbem-29705	164	72	industry	industry	NOUN
fbem-29705	164	73	.	.	PUNCT
fbem-29705	165	1	the	the	DET
fbem-29705	165	2	experimental	experimental	ADJ
fbem-29705	165	3	results	result	NOUN
fbem-29705	165	4	of	of	ADP
fbem-29705	165	5	this	this	DET
fbem-29705	165	6	study	study	NOUN
fbem-29705	165	7	show	show	VERB
fbem-29705	165	8	that	that	SCONJ
fbem-29705	165	9	compared	compare	VERB
fbem-29705	165	10	to	to	ADP
fbem-29705	165	11	traditional	traditional	ADJ
fbem-29705	165	12	forecasting	forecasting	NOUN
fbem-29705	165	13	methods	method	NOUN
fbem-29705	165	14	,	,	PUNCT
fbem-29705	165	15	which	which	PRON
fbem-29705	165	16	rely	rely	VERB
fbem-29705	165	17	solely	solely	ADV
fbem-29705	165	18	on	on	ADP
fbem-29705	165	19	technical	technical	ADJ
fbem-29705	165	20	analysis	analysis	NOUN
fbem-29705	165	21	and	and	CCONJ
fbem-29705	165	22	historical	historical	ADJ
fbem-29705	165	23	data	datum	NOUN
fbem-29705	165	24	analysis	analysis	NOUN
fbem-29705	165	25	,	,	PUNCT
fbem-29705	165	26	forecasting	forecasting	NOUN
fbem-29705	165	27	methods	method	NOUN
fbem-29705	165	28	based	base	VERB
fbem-29705	165	29	on	on	ADP
fbem-29705	165	30	deep	deep	ADJ
fbem-29705	165	31	learning	learning	NOUN
fbem-29705	165	32	models	model	NOUN
fbem-29705	165	33	and	and	CCONJ
fbem-29705	165	34	textual	textual	ADJ
fbem-29705	165	35	sentiment	sentiment	NOUN
fbem-29705	165	36	analysis	analysis	NOUN
fbem-29705	165	37	are	be	AUX
fbem-29705	165	38	able	able	ADJ
fbem-29705	165	39	to	to	PART
fbem-29705	165	40	reflect	reflect	VERB
fbem-29705	165	41	investor	investor	NOUN
fbem-29705	165	42	behavior	behavior	NOUN
fbem-29705	165	43	,	,	PUNCT
fbem-29705	165	44	and	and	CCONJ
fbem-29705	165	45	thus	thus	ADV
fbem-29705	165	46	market	market	NOUN
fbem-29705	165	47	changes	change	NOUN
fbem-29705	165	48	,	,	PUNCT
fbem-29705	165	49	in	in	ADP
fbem-29705	165	50	a	a	DET
fbem-29705	165	51	more	more	ADV
fbem-29705	165	52	comprehensive	comprehensive	ADJ
fbem-29705	165	53	way	way	NOUN
fbem-29705	165	54	,	,	PUNCT
fbem-29705	165	55	and	and	CCONJ
fbem-29705	165	56	this	this	PRON
fbem-29705	165	57	improves	improve	VERB
fbem-29705	165	58	the	the	DET
fbem-29705	165	59	accuracy	accuracy	NOUN
fbem-29705	165	60	of	of	ADP
fbem-29705	165	61	stock	stock	NOUN
fbem-29705	165	62	trend	trend	NOUN
fbem-29705	165	63	forecasting	forecasting	NOUN
fbem-29705	165	64	for	for	ADP
fbem-29705	165	65	specific	specific	ADJ
fbem-29705	165	66	industries	industry	NOUN
fbem-29705	165	67	.	.	PUNCT
fbem-29705	166	1	references	reference	NOUN
fbem-29705	166	2	[	[	X
fbem-29705	166	3	1	1	NUM
fbem-29705	166	4	]	]	PUNCT
fbem-29705	166	5	chitra	chitra	PROPN
fbem-29705	166	6	,	,	PUNCT
fbem-29705	166	7	r.	r.	PROPN
fbem-29705	166	8	(	(	PUNCT
fbem-29705	166	9	2011	2011	NUM
fbem-29705	166	10	)	)	PUNCT
fbem-29705	166	11	technical	technical	ADJ
fbem-29705	166	12	analysis	analysis	NOUN
fbem-29705	166	13	on	on	ADP
fbem-29705	166	14	selected	select	VERB
fbem-29705	166	15	stocks	stock	NOUN
fbem-29705	166	16	of	of	ADP
fbem-29705	166	17	energy	energy	NOUN
fbem-29705	166	18	sector	sector	NOUN
fbem-29705	166	19	.	.	PUNCT
fbem-29705	167	1	international	international	ADJ
fbem-29705	167	2	journal	journal	PROPN
fbem-29705	167	3	of	of	ADP
fbem-29705	167	4	management	management	NOUN
fbem-29705	167	5	and	and	CCONJ
fbem-29705	167	6	business	business	NOUN
fbem-29705	167	7	studies	study	NOUN
fbem-29705	167	8	,	,	PUNCT
fbem-29705	167	9	1(1):42–46	1(1):42–46	NUM
fbem-29705	167	10	.	.	PUNCT
fbem-29705	168	1	[	[	X
fbem-29705	168	2	2	2	NUM
fbem-29705	168	3	]	]	SYM
fbem-29705	168	4	li	li	PROPN
fbem-29705	168	5	,	,	PUNCT
fbem-29705	168	6	f.	f.	PROPN
fbem-29705	168	7	,	,	PUNCT
fbem-29705	168	8	liu	liu	PROPN
fbem-29705	168	9	,	,	PUNCT
fbem-29705	168	10	c.	c.	PROPN
fbem-29705	168	11	(	(	PUNCT
fbem-29705	168	12	2009	2009	NUM
fbem-29705	168	13	)	)	PUNCT
fbem-29705	168	14	application	application	NOUN
fbem-29705	168	15	study	study	NOUN
fbem-29705	168	16	of	of	ADP
fbem-29705	168	17	bp	bp	PROPN
fbem-29705	168	18	neural	neural	ADJ
fbem-29705	168	19	network	network	NOUN
fbem-29705	168	20	on	on	ADP
fbem-29705	168	21	stock	stock	NOUN
fbem-29705	168	22	market	market	NOUN
fbem-29705	168	23	prediction	prediction	NOUN
fbem-29705	168	24	.	.	PUNCT
fbem-29705	169	1	in	in	ADP
fbem-29705	169	2	proceedings	proceeding	NOUN
fbem-29705	169	3	of	of	ADP
fbem-29705	169	4	the	the	DET
fbem-29705	169	5	ninth	ninth	ADJ
fbem-29705	169	6	international	international	ADJ
fbem-29705	169	7	conference	conference	NOUN
fbem-29705	169	8	on	on	ADP
fbem-29705	169	9	hybrid	hybrid	ADJ
fbem-29705	169	10	intelligent	intelligent	ADJ
fbem-29705	169	11	systems	system	NOUN
fbem-29705	169	12	,	,	PUNCT
fbem-29705	169	13	174	174	NUM
fbem-29705	169	14	–	–	PUNCT
fbem-29705	169	15	178	178	NUM
fbem-29705	169	16	.	.	PUNCT
fbem-29705	170	1	[	[	X
fbem-29705	170	2	3	3	NUM
fbem-29705	170	3	]	]	X
fbem-29705	170	4	gudelek	gudelek	NOUN
fbem-29705	170	5	,	,	PUNCT
fbem-29705	170	6	m.	m.	NOUN
fbem-29705	170	7	u.	u.	PROPN
fbem-29705	170	8	,	,	PUNCT
fbem-29705	170	9	boluk	boluk	PROPN
fbem-29705	170	10	,	,	PUNCT
fbem-29705	170	11	s.	s.	PROPN
fbem-29705	170	12	a.	a.	PROPN
fbem-29705	170	13	,	,	PUNCT
fbem-29705	170	14	ozbayoglu	ozbayoglu	NOUN
fbem-29705	170	15	,	,	PUNCT
fbem-29705	170	16	a.	a.	NOUN
fbem-29705	170	17	m.	m.	NOUN
fbem-29705	170	18	(	(	PUNCT
fbem-29705	170	19	2017	2017	NUM
fbem-29705	170	20	)	)	PUNCT
fbem-29705	170	21	a	a	DET
fbem-29705	170	22	deep	deep	ADJ
fbem-29705	170	23	learning	learning	NOUN
fbem-29705	170	24	based	base	VERB
fbem-29705	170	25	stock	stock	NOUN
fbem-29705	170	26	trading	trading	NOUN
fbem-29705	170	27	model	model	NOUN
fbem-29705	170	28	with	with	ADP
fbem-29705	170	29	2	2	NUM
fbem-29705	170	30	-	-	SYM
fbem-29705	170	31	d	d	ADJ
fbem-29705	170	32	cnn	cnn	NOUN
fbem-29705	170	33	trend	trend	NOUN
fbem-29705	170	34	detection	detection	NOUN
fbem-29705	170	35	.	.	PUNCT
fbem-29705	171	1	in	in	ADP
fbem-29705	171	2	proceedings	proceeding	NOUN
fbem-29705	171	3	of	of	ADP
fbem-29705	171	4	the	the	DET
fbem-29705	171	5	ieee	ieee	NOUN
fbem-29705	171	6	international	international	PROPN
fbem-29705	171	7	conference	conference	NOUN
fbem-29705	171	8	on	on	ADP
fbem-29705	171	9	big	big	ADJ
fbem-29705	171	10	data	datum	NOUN
fbem-29705	171	11	(	(	PUNCT
fbem-29705	171	12	big	big	ADJ
fbem-29705	171	13	data	datum	NOUN
fbem-29705	171	14	)	)	PUNCT
fbem-29705	171	15	,	,	PUNCT
fbem-29705	171	16	2565–2572	2565–2572	NUM
fbem-29705	171	17	.	.	PUNCT
fbem-29705	172	1	[	[	X
fbem-29705	172	2	4	4	NUM
fbem-29705	172	3	]	]	X
fbem-29705	172	4	ishwarappa	ishwarappa	PROPN
fbem-29705	172	5	,	,	PUNCT
fbem-29705	172	6	anuradha	anuradha	PROPN
fbem-29705	172	7	,	,	PUNCT
fbem-29705	172	8	j.	j.	PROPN
fbem-29705	172	9	(	(	PUNCT
fbem-29705	172	10	2021	2021	NUM
fbem-29705	172	11	)	)	PUNCT
fbem-29705	172	12	big	big	ADJ
fbem-29705	172	13	data	datum	NOUN
fbem-29705	172	14	based	base	VERB
fbem-29705	172	15	stock	stock	NOUN
fbem-29705	172	16	trend	trend	NOUN
fbem-29705	172	17	prediction	prediction	NOUN
fbem-29705	172	18	using	use	VERB
fbem-29705	172	19	deep	deep	ADJ
fbem-29705	172	20	cnn	cnn	NOUN
fbem-29705	172	21	with	with	ADP
fbem-29705	172	22	reinforcement	reinforcement	NOUN
fbem-29705	172	23	-	-	PUNCT
fbem-29705	172	24	lstm	lstm	NOUN
fbem-29705	172	25	model	model	NOUN
fbem-29705	172	26	.	.	PUNCT
fbem-29705	173	1	international	international	ADJ
fbem-29705	173	2	journal	journal	PROPN
fbem-29705	173	3	of	of	ADP
fbem-29705	173	4	system	system	NOUN
fbem-29705	173	5	assurance	assurance	NOUN
fbem-29705	173	6	engineering	engineering	NOUN
fbem-29705	173	7	and	and	CCONJ
fbem-29705	173	8	management	management	NOUN
fbem-29705	173	9	.	.	PUNCT
fbem-29705	174	1	[	[	X
fbem-29705	174	2	5	5	NUM
fbem-29705	174	3	]	]	X
fbem-29705	174	4	stambaugh	stambaugh	NOUN
fbem-29705	174	5	,	,	PUNCT
fbem-29705	174	6	r.	r.	PROPN
fbem-29705	174	7	f.	f.	PROPN
fbem-29705	174	8	,	,	PUNCT
fbem-29705	174	9	yu	yu	PROPN
fbem-29705	174	10	,	,	PUNCT
fbem-29705	174	11	j.	j.	PROPN
fbem-29705	174	12	,	,	PUNCT
fbem-29705	174	13	yuan	yuan	PROPN
fbem-29705	174	14	,	,	PUNCT
fbem-29705	174	15	y.	y.	PROPN
fbem-29705	174	16	(	(	PUNCT
fbem-29705	174	17	2012	2012	NUM
fbem-29705	174	18	)	)	PUNCT
fbem-29705	174	19	the	the	DET
fbem-29705	174	20	short	short	NOUN
fbem-29705	174	21	of	of	ADP
fbem-29705	174	22	it	it	PRON
fbem-29705	174	23	:	:	PUNCT
fbem-29705	174	24	investor	investor	NOUN
fbem-29705	174	25	sentiment	sentiment	NOUN
fbem-29705	174	26	and	and	CCONJ
fbem-29705	174	27	anomalies	anomaly	NOUN
fbem-29705	174	28	.	.	PUNCT
fbem-29705	175	1	journal	journal	NOUN
fbem-29705	175	2	of	of	ADP
fbem-29705	175	3	financial	financial	ADJ
fbem-29705	175	4	economics	economic	NOUN
fbem-29705	175	5	,	,	PUNCT
fbem-29705	175	6	104(2):288–302	104(2):288–302	NUM
fbem-29705	175	7	.	.	PUNCT
fbem-29705	176	1	[	[	X
fbem-29705	176	2	6	6	NUM
fbem-29705	176	3	]	]	X
fbem-29705	176	4	awan	awan	PROPN
fbem-29705	176	5	,	,	PUNCT
fbem-29705	176	6	m.	m.	NOUN
fbem-29705	176	7	j.	j.	PROPN
fbem-29705	176	8	,	,	PUNCT
fbem-29705	176	9	rahim	rahim	PROPN
fbem-29705	176	10	,	,	PUNCT
fbem-29705	176	11	m.	m.	PROPN
fbem-29705	176	12	s.	s.	PROPN
fbem-29705	176	13	m.	m.	PROPN
fbem-29705	176	14	,	,	PUNCT
fbem-29705	176	15	nobanee	nobanee	PROPN
fbem-29705	176	16	,	,	PUNCT
fbem-29705	176	17	h.	h.	PROPN
fbem-29705	176	18	,	,	PUNCT
fbem-29705	176	19	munawar	munawar	PROPN
fbem-29705	176	20	,	,	PUNCT
fbem-29705	176	21	a.	a.	PROPN
fbem-29705	176	22	,	,	PUNCT
fbem-29705	176	23	yasin	yasin	PROPN
fbem-29705	176	24	,	,	PUNCT
fbem-29705	176	25	a.	a.	PROPN
fbem-29705	176	26	,	,	PUNCT
fbem-29705	176	27	zain	zain	PROPN
fbem-29705	176	28	,	,	PUNCT
fbem-29705	176	29	a.	a.	NOUN
fbem-29705	176	30	m.	m.	NOUN
fbem-29705	176	31	(	(	PUNCT
fbem-29705	176	32	2021	2021	NUM
fbem-29705	176	33	)	)	PUNCT
fbem-29705	176	34	social	social	ADJ
fbem-29705	176	35	media	medium	NOUN
fbem-29705	176	36	and	and	CCONJ
fbem-29705	176	37	stock	stock	NOUN
fbem-29705	176	38	market	market	NOUN
fbem-29705	176	39	prediction	prediction	NOUN
fbem-29705	176	40	:	:	PUNCT
fbem-29705	176	41	a	a	DET
fbem-29705	176	42	big	big	ADJ
fbem-29705	176	43	data	data	NOUN
fbem-29705	176	44	approach	approach	NOUN
fbem-29705	176	45	.	.	PUNCT
fbem-29705	177	1	computers	computer	NOUN
fbem-29705	177	2	,	,	PUNCT
fbem-29705	177	3	materials	material	NOUN
fbem-29705	177	4	and	and	CCONJ
fbem-29705	177	5	continua	continuum	NOUN
fbem-29705	177	6	,	,	PUNCT
fbem-29705	177	7	67(2):2565–2582	67(2):2565–2582	NUM
fbem-29705	177	8	.	.	PUNCT
fbem-29705	178	1	[	[	X
fbem-29705	178	2	7	7	NUM
fbem-29705	178	3	]	]	X
fbem-29705	178	4	hochreiter	hochreiter	PROPN
fbem-29705	178	5	,	,	PUNCT
fbem-29705	178	6	s.	s.	PROPN
fbem-29705	178	7	,	,	PUNCT
fbem-29705	178	8	schmidhuber	schmidhuber	PROPN
fbem-29705	178	9	,	,	PUNCT
fbem-29705	178	10	j.	j.	PROPN
fbem-29705	178	11	(	(	PUNCT
fbem-29705	178	12	1997	1997	NUM
fbem-29705	178	13	)	)	PUNCT
fbem-29705	178	14	long	long	ADJ
fbem-29705	178	15	short	short	ADJ
fbem-29705	178	16	-	-	PUNCT
fbem-29705	178	17	term	term	NOUN
fbem-29705	178	18	memory	memory	NOUN
fbem-29705	178	19	.	.	PUNCT
fbem-29705	179	1	neural	neural	ADJ
fbem-29705	179	2	computation	computation	NOUN
fbem-29705	179	3	,	,	PUNCT
fbem-29705	179	4	9(8):1735–1780	9(8):1735–1780	NUM
fbem-29705	179	5	.	.	NOUN
fbem-29705	179	6	189	189	NUM
fbem-29705	180	1	[	[	SYM
fbem-29705	180	2	8	8	NUM
fbem-29705	180	3	]	]	X
fbem-29705	180	4	chua	chua	PROPN
fbem-29705	180	5	,	,	PUNCT
fbem-29705	180	6	l.	l.	PROPN
fbem-29705	180	7	o.	o.	PROPN
fbem-29705	180	8	,	,	PUNCT
fbem-29705	180	9	roska	roska	NOUN
fbem-29705	180	10	,	,	PUNCT
fbem-29705	180	11	t.	t.	PROPN
fbem-29705	180	12	(	(	PUNCT
fbem-29705	180	13	1993	1993	NUM
fbem-29705	180	14	)	)	PUNCT
fbem-29705	180	15	the	the	DET
fbem-29705	180	16	cnn	cnn	PROPN
fbem-29705	180	17	paradigm	paradigm	NOUN
fbem-29705	180	18	.	.	PUNCT
fbem-29705	181	1	ieee	ieee	NOUN
fbem-29705	181	2	transactions	transaction	NOUN
fbem-29705	181	3	on	on	ADP
fbem-29705	181	4	circuits	circuit	NOUN
fbem-29705	181	5	and	and	CCONJ
fbem-29705	181	6	systems	system	NOUN
fbem-29705	181	7	i	i	PRON
fbem-29705	181	8	:	:	PUNCT
fbem-29705	181	9	fundamental	fundamental	ADJ
fbem-29705	181	10	theory	theory	NOUN
fbem-29705	181	11	and	and	CCONJ
fbem-29705	181	12	applications	application	NOUN
fbem-29705	181	13	,	,	PUNCT
fbem-29705	181	14	40(3):147–156	40(3):147–156	PROPN
fbem-29705	181	15	,	,	PUNCT
fbem-29705	181	16	1993	1993	NUM
fbem-29705	181	17	.	.	PUNCT
fbem-29705	182	1	[	[	X
fbem-29705	182	2	9	9	NUM
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fbem-29705	182	6	n.	n.	NOUN
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fbem-29705	182	12	li	li	PROPN
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fbem-29705	182	14	w.	w.	PROPN
fbem-29705	182	15	,	,	PUNCT
fbem-29705	182	16	cheng	cheng	PROPN
fbem-29705	182	17	,	,	PUNCT
fbem-29705	182	18	m.	m.	NOUN
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fbem-29705	182	21	)	)	PUNCT
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fbem-29705	182	27	review	review	NOUN
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fbem-29705	183	2	proceedings	proceeding	NOUN
fbem-29705	183	3	of	of	ADP
fbem-29705	183	4	the	the	DET
fbem-29705	183	5	ieee	ieee	NOUN
fbem-29705	183	6	international	international	ADJ
fbem-29705	183	7	symposium	symposium	NOUN
fbem-29705	183	8	on	on	ADP
fbem-29705	183	9	management	management	NOUN
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fbem-29705	183	15	,	,	PUNCT
fbem-29705	183	16	571	571	NUM
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fbem-29705	183	18	576	576	NUM
fbem-29705	183	19	.	.	PUNCT
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fbem-29705	184	3	]	]	X
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fbem-29705	184	6	c.	c.	PROPN
fbem-29705	184	7	s.	s.	PROPN
fbem-29705	184	8	g.	g.	PROPN
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fbem-29705	184	10	johnkhan	johnkhan	PROPN
fbem-29705	184	11	,	,	PUNCT
fbem-29705	184	12	s.	s.	PROPN
fbem-29705	184	13	b.	b.	PROPN
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fbem-29705	184	16	)	)	PUNCT
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fbem-29705	184	28	lexicons	lexicon	NOUN
fbem-29705	184	29	.	.	PUNCT
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fbem-29705	186	3	]	]	PUNCT
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fbem-29705	186	14	)	)	PUNCT
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fbem-29705	186	22	analysis	analysis	NOUN
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fbem-29705	187	2	2nd	2nd	ADJ
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fbem-29705	187	4	conference	conference	NOUN
fbem-29705	187	5	on	on	ADP
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fbem-29705	187	8	theoretical	theoretical	ADJ
fbem-29705	187	9	computing	computing	NOUN
fbem-29705	187	10	and	and	CCONJ
fbem-29705	187	11	communication	communication	NOUN
fbem-29705	187	12	technology	technology	NOUN
fbem-29705	187	13	(	(	PUNCT
fbem-29705	187	14	icatcct	icatcct	NOUN
fbem-29705	187	15	)	)	PUNCT
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fbem-29705	187	17	628–632	628–632	NUM
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fbem-29705	188	2	12	12	NUM
fbem-29705	188	3	]	]	PUNCT
fbem-29705	188	4	neethu	neethu	NOUN
fbem-29705	188	5	,	,	PUNCT
fbem-29705	188	6	m.	m.	NOUN
fbem-29705	188	7	s.	s.	PROPN
fbem-29705	188	8	,	,	PUNCT
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fbem-29705	188	10	,	,	PUNCT
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fbem-29705	188	12	(	(	PUNCT
fbem-29705	188	13	2013	2013	NUM
fbem-29705	188	14	)	)	PUNCT
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fbem-29705	188	16	analysis	analysis	NOUN
fbem-29705	188	17	in	in	ADP
fbem-29705	188	18	twitter	twitter	NOUN
fbem-29705	188	19	using	use	VERB
fbem-29705	188	20	machine	machine	NOUN
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fbem-29705	188	22	techniques	technique	NOUN
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fbem-29705	190	5	,	,	PUNCT
fbem-29705	190	6	s.	s.	PROPN
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fbem-29705	190	8	tiwari	tiwari	PROPN
fbem-29705	190	9	,	,	PUNCT
fbem-29705	190	10	a.	a.	PROPN
fbem-29705	190	11	k.	k.	PROPN
fbem-29705	190	12	,	,	PUNCT
fbem-29705	190	13	srivastava	srivastava	PROPN
fbem-29705	190	14	,	,	PUNCT
fbem-29705	190	15	r.	r.	PROPN
fbem-29705	190	16	,	,	PUNCT
fbem-29705	190	17	tiwari	tiwari	PROPN
fbem-29705	190	18	,	,	PUNCT
fbem-29705	190	19	v.	v.	PROPN
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fbem-29705	190	29	:	:	PUNCT
fbem-29705	190	30	a	a	DET
fbem-29705	190	31	review	review	NOUN
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fbem-29705	191	2	:	:	PUNCT
fbem-29705	191	3	a	a	DET
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