id	sid	tid	token	lemma	pos
fbem-15370	1	1	frontiers	frontier	NOUN
fbem-15370	1	2	in	in	ADP
fbem-15370	1	3	business	business	NOUN
fbem-15370	1	4	,	,	PUNCT
fbem-15370	1	5	economics	economic	NOUN
fbem-15370	1	6	and	and	CCONJ
fbem-15370	1	7	management	management	NOUN
fbem-15370	1	8	issn	issn	PROPN
fbem-15370	1	9	:	:	PUNCT
fbem-15370	1	10	2766	2766	NUM
fbem-15370	1	11	-	-	PUNCT
fbem-15370	1	12	824x	824x	NUM
fbem-15370	1	13	|	|	ADJ
fbem-15370	1	14	vol	vol	NOUN
fbem-15370	1	15	.	.	PROPN
fbem-15370	1	16	12	12	NUM
fbem-15370	1	17	,	,	PUNCT
fbem-15370	1	18	no	no	INTJ
fbem-15370	1	19	.	.	NOUN
fbem-15370	1	20	3	3	NUM
fbem-15370	1	21	,	,	PUNCT
fbem-15370	1	22	2023	2023	NUM
fbem-15370	1	23	51	51	NUM
fbem-15370	1	24	a	a	DET
fbem-15370	1	25	stock	stock	NOUN
fbem-15370	1	26	index	index	NOUN
fbem-15370	1	27	prediction	prediction	NOUN
fbem-15370	1	28	model	model	NOUN
fbem-15370	1	29	based	base	VERB
fbem-15370	1	30	on	on	ADP
fbem-15370	1	31	lstm	lstm	PROPN
fbem-15370	1	32	:	:	PUNCT
fbem-15370	1	33	taking	take	VERB
fbem-15370	1	34	new	new	ADJ
fbem-15370	1	35	energy	energy	NOUN
fbem-15370	1	36	vehicles	vehicle	NOUN
fbem-15370	1	37	as	as	ADP
fbem-15370	1	38	an	an	DET
fbem-15370	1	39	example	example	NOUN
fbem-15370	1	40	xinyi	xinyi	PROPN
fbem-15370	2	1	he1	he1	PROPN
fbem-15370	2	2	,	,	PUNCT
fbem-15370	2	3	a	a	DET
fbem-15370	2	4	1school	1school	NUM
fbem-15370	2	5	of	of	ADP
fbem-15370	2	6	management	management	NOUN
fbem-15370	2	7	science	science	NOUN
fbem-15370	2	8	and	and	CCONJ
fbem-15370	2	9	engineering	engineering	NOUN
fbem-15370	2	10	,	,	PUNCT
fbem-15370	2	11	tianjin	tianjin	PROPN
fbem-15370	2	12	university	university	PROPN
fbem-15370	2	13	of	of	ADP
fbem-15370	2	14	finance	finance	NOUN
fbem-15370	2	15	and	and	CCONJ
fbem-15370	2	16	economics	economic	NOUN
fbem-15370	2	17	,	,	PUNCT
fbem-15370	2	18	tianjin	tianjin	NOUN
fbem-15370	2	19	,	,	PUNCT
fbem-15370	2	20	300222	300222	NUM
fbem-15370	2	21	,	,	PUNCT
fbem-15370	2	22	china	china	PROPN
fbem-15370	2	23	alctangy@163.com	alctangy@163.com	PROPN
fbem-15370	2	24	abstract	abstract	NOUN
fbem-15370	2	25	:	:	PUNCT
fbem-15370	2	26	stock	stock	NOUN
fbem-15370	2	27	indices	index	NOUN
fbem-15370	2	28	can	can	AUX
fbem-15370	2	29	partially	partially	ADV
fbem-15370	2	30	reflect	reflect	VERB
fbem-15370	2	31	the	the	DET
fbem-15370	2	32	overall	overall	ADJ
fbem-15370	2	33	price	price	NOUN
fbem-15370	2	34	level	level	NOUN
fbem-15370	2	35	and	and	CCONJ
fbem-15370	2	36	variations	variation	NOUN
fbem-15370	2	37	of	of	ADP
fbem-15370	2	38	various	various	ADJ
fbem-15370	2	39	stocks	stock	NOUN
fbem-15370	2	40	in	in	ADP
fbem-15370	2	41	the	the	DET
fbem-15370	2	42	market	market	NOUN
fbem-15370	2	43	.	.	PUNCT
fbem-15370	3	1	therefore	therefore	ADV
fbem-15370	3	2	,	,	PUNCT
fbem-15370	3	3	analyzing	analyze	VERB
fbem-15370	3	4	the	the	DET
fbem-15370	3	5	stock	stock	NOUN
fbem-15370	3	6	index	index	NOUN
fbem-15370	3	7	of	of	ADP
fbem-15370	3	8	new	new	ADJ
fbem-15370	3	9	energy	energy	NOUN
fbem-15370	3	10	vehicles	vehicle	NOUN
fbem-15370	3	11	aids	aid	VERB
fbem-15370	3	12	in	in	ADP
fbem-15370	3	13	predicting	predict	VERB
fbem-15370	3	14	future	future	ADJ
fbem-15370	3	15	market	market	NOUN
fbem-15370	3	16	trends	trend	NOUN
fbem-15370	3	17	.	.	PUNCT
fbem-15370	4	1	however	however	ADV
fbem-15370	4	2	,	,	PUNCT
fbem-15370	4	3	stock	stock	NOUN
fbem-15370	4	4	prices	price	NOUN
fbem-15370	4	5	,	,	PUNCT
fbem-15370	4	6	as	as	ADP
fbem-15370	4	7	time	time	PROPN
fbem-15370	4	8	series	series	PROPN
fbem-15370	4	9	data	data	PROPN
fbem-15370	4	10	,	,	PUNCT
fbem-15370	4	11	display	display	NOUN
fbem-15370	4	12	traits	trait	NOUN
fbem-15370	4	13	of	of	ADP
fbem-15370	4	14	nonlinearity	nonlinearity	NOUN
fbem-15370	4	15	and	and	CCONJ
fbem-15370	4	16	high	high	ADJ
fbem-15370	4	17	noise	noise	NOUN
fbem-15370	4	18	.	.	PUNCT
fbem-15370	5	1	this	this	DET
fbem-15370	5	2	study	study	NOUN
fbem-15370	5	3	proposes	propose	VERB
fbem-15370	5	4	employing	employ	VERB
fbem-15370	5	5	the	the	DET
fbem-15370	5	6	denoising	denoising	NOUN
fbem-15370	5	7	method	method	NOUN
fbem-15370	5	8	of	of	ADP
fbem-15370	5	9	singular	singular	PROPN
fbem-15370	5	10	spectrum	spectrum	NOUN
fbem-15370	5	11	analysis	analysis	NOUN
fbem-15370	5	12	(	(	PUNCT
fbem-15370	5	13	ssa	ssa	NOUN
fbem-15370	5	14	)	)	PUNCT
fbem-15370	5	15	on	on	ADP
fbem-15370	5	16	the	the	DET
fbem-15370	5	17	cni	cni	PROPN
fbem-15370	5	18	new	new	ADJ
fbem-15370	5	19	energy	energy	NOUN
fbem-15370	5	20	vehicles	vehicle	NOUN
fbem-15370	5	21	index	index	NOUN
fbem-15370	5	22	(	(	PUNCT
fbem-15370	5	23	399417	399417	NUM
fbem-15370	5	24	)	)	PUNCT
fbem-15370	5	25	and	and	CCONJ
fbem-15370	5	26	constructing	construct	VERB
fbem-15370	5	27	an	an	DET
fbem-15370	5	28	ssa	ssa	NOUN
fbem-15370	5	29	-	-	PUNCT
fbem-15370	5	30	lstm	lstm	PROPN
fbem-15370	5	31	model	model	NOUN
fbem-15370	5	32	.	.	PUNCT
fbem-15370	6	1	comparative	comparative	ADJ
fbem-15370	6	2	results	result	NOUN
fbem-15370	6	3	with	with	ADP
fbem-15370	6	4	a	a	DET
fbem-15370	6	5	single	single	ADJ
fbem-15370	6	6	lstm	lstm	NOUN
fbem-15370	6	7	model	model	NOUN
fbem-15370	6	8	demonstrate	demonstrate	VERB
fbem-15370	6	9	that	that	SCONJ
fbem-15370	6	10	the	the	DET
fbem-15370	6	11	evaluation	evaluation	NOUN
fbem-15370	6	12	indicators	indicator	NOUN
fbem-15370	6	13	r2	r2	PROPN
fbem-15370	6	14	of	of	ADP
fbem-15370	6	15	the	the	DET
fbem-15370	6	16	ssa	ssa	NOUN
fbem-15370	6	17	-	-	PUNCT
fbem-15370	6	18	lstm	lstm	NOUN
fbem-15370	6	19	model	model	NOUN
fbem-15370	6	20	increase	increase	NOUN
fbem-15370	6	21	by	by	ADP
fbem-15370	6	22	0.06	0.06	NUM
fbem-15370	6	23	,	,	PUNCT
fbem-15370	6	24	rmse	rmse	NOUN
fbem-15370	6	25	decreases	decrease	NOUN
fbem-15370	6	26	by	by	ADP
fbem-15370	6	27	54.37	54.37	NUM
fbem-15370	6	28	,	,	PUNCT
fbem-15370	6	29	and	and	CCONJ
fbem-15370	6	30	mae	mae	PROPN
fbem-15370	6	31	decreases	decrease	NOUN
fbem-15370	6	32	by	by	ADP
fbem-15370	6	33	49.49	49.49	NUM
fbem-15370	6	34	.	.	PUNCT
fbem-15370	7	1	these	these	DET
fbem-15370	7	2	findings	finding	NOUN
fbem-15370	7	3	suggest	suggest	VERB
fbem-15370	7	4	that	that	SCONJ
fbem-15370	7	5	ssa	ssa	PROPN
fbem-15370	7	6	can	can	AUX
fbem-15370	7	7	enhance	enhance	VERB
fbem-15370	7	8	the	the	DET
fbem-15370	7	9	predictive	predictive	ADJ
fbem-15370	7	10	accuracy	accuracy	NOUN
fbem-15370	7	11	of	of	ADP
fbem-15370	7	12	the	the	DET
fbem-15370	7	13	model	model	NOUN
fbem-15370	7	14	.	.	PUNCT
fbem-15370	8	1	keywords	keyword	NOUN
fbem-15370	8	2	:	:	PUNCT
fbem-15370	8	3	singular	singular	PROPN
fbem-15370	8	4	spectrum	spectrum	NOUN
fbem-15370	8	5	analysis	analysis	NOUN
fbem-15370	8	6	;	;	PUNCT
fbem-15370	8	7	long	long	ADJ
fbem-15370	8	8	short	short	ADJ
fbem-15370	8	9	-	-	PUNCT
fbem-15370	8	10	term	term	NOUN
fbem-15370	8	11	memory	memory	NOUN
fbem-15370	8	12	;	;	PUNCT
fbem-15370	8	13	stock	stock	NOUN
fbem-15370	8	14	index	index	NOUN
fbem-15370	8	15	prediction	prediction	NOUN
fbem-15370	8	16	.	.	PUNCT
fbem-15370	9	1	1	1	X
fbem-15370	9	2	.	.	X
fbem-15370	9	3	introduction	introduction	NOUN
fbem-15370	9	4	driven	drive	VERB
fbem-15370	9	5	by	by	ADP
fbem-15370	9	6	the	the	DET
fbem-15370	9	7	green	green	PROPN
fbem-15370	9	8	development	development	NOUN
fbem-15370	9	9	strategy	strategy	NOUN
fbem-15370	9	10	and	and	CCONJ
fbem-15370	9	11	the	the	DET
fbem-15370	9	12	promotion	promotion	NOUN
fbem-15370	9	13	of	of	ADP
fbem-15370	9	14	low	low	ADJ
fbem-15370	9	15	-	-	PUNCT
fbem-15370	9	16	carbon	carbon	NOUN
fbem-15370	9	17	economy	economy	NOUN
fbem-15370	9	18	,	,	PUNCT
fbem-15370	9	19	new	new	ADJ
fbem-15370	9	20	energy	energy	NOUN
fbem-15370	9	21	vehicles	vehicle	NOUN
fbem-15370	9	22	have	have	AUX
fbem-15370	9	23	represented	represent	VERB
fbem-15370	9	24	the	the	DET
fbem-15370	9	25	general	general	ADJ
fbem-15370	9	26	trend	trend	NOUN
fbem-15370	9	27	in	in	ADP
fbem-15370	9	28	industrial	industrial	ADJ
fbem-15370	9	29	development	development	NOUN
fbem-15370	9	30	and	and	CCONJ
fbem-15370	9	31	a	a	DET
fbem-15370	9	32	pivotal	pivotal	ADJ
fbem-15370	9	33	aspect	aspect	NOUN
fbem-15370	9	34	of	of	ADP
fbem-15370	9	35	automotive	automotive	ADJ
fbem-15370	9	36	industry	industry	NOUN
fbem-15370	9	37	transformation	transformation	NOUN
fbem-15370	9	38	.	.	PUNCT
fbem-15370	10	1	simultaneously	simultaneously	ADV
fbem-15370	10	2	,	,	PUNCT
fbem-15370	10	3	the	the	DET
fbem-15370	10	4	stock	stock	NOUN
fbem-15370	10	5	market	market	NOUN
fbem-15370	10	6	,	,	PUNCT
fbem-15370	10	7	as	as	ADP
fbem-15370	10	8	an	an	DET
fbem-15370	10	9	integral	integral	ADJ
fbem-15370	10	10	part	part	NOUN
fbem-15370	10	11	of	of	ADP
fbem-15370	10	12	the	the	DET
fbem-15370	10	13	market	market	NOUN
fbem-15370	10	14	economy	economy	NOUN
fbem-15370	10	15	,	,	PUNCT
fbem-15370	10	16	has	have	AUX
fbem-15370	10	17	long	long	ADV
fbem-15370	10	18	been	be	AUX
fbem-15370	10	19	a	a	DET
fbem-15370	10	20	primary	primary	ADJ
fbem-15370	10	21	focus	focus	NOUN
fbem-15370	10	22	for	for	ADP
fbem-15370	10	23	scholars	scholar	NOUN
fbem-15370	10	24	around	around	ADP
fbem-15370	10	25	the	the	DET
fbem-15370	10	26	world	world	NOUN
fbem-15370	10	27	in	in	ADP
fbem-15370	10	28	terms	term	NOUN
fbem-15370	10	29	of	of	ADP
fbem-15370	10	30	predicting	predict	VERB
fbem-15370	10	31	stock	stock	NOUN
fbem-15370	10	32	index	index	NOUN
fbem-15370	10	33	prices	price	NOUN
fbem-15370	10	34	.	.	PUNCT
fbem-15370	11	1	this	this	PRON
fbem-15370	11	2	not	not	PART
fbem-15370	11	3	only	only	ADV
fbem-15370	11	4	aids	aid	VERB
fbem-15370	11	5	investors	investor	NOUN
fbem-15370	11	6	in	in	ADP
fbem-15370	11	7	comprehending	comprehend	VERB
fbem-15370	11	8	the	the	DET
fbem-15370	11	9	performance	performance	NOUN
fbem-15370	11	10	of	of	ADP
fbem-15370	11	11	stock	stock	NOUN
fbem-15370	11	12	prices	price	NOUN
fbem-15370	11	13	in	in	ADP
fbem-15370	11	14	relevant	relevant	ADJ
fbem-15370	11	15	sectors	sector	NOUN
fbem-15370	11	16	but	but	CCONJ
fbem-15370	11	17	also	also	ADV
fbem-15370	11	18	offers	offer	VERB
fbem-15370	11	19	insights	insight	NOUN
fbem-15370	11	20	into	into	ADP
fbem-15370	11	21	national	national	ADJ
fbem-15370	11	22	policies	policy	NOUN
fbem-15370	11	23	.	.	PUNCT
fbem-15370	12	1	despite	despite	SCONJ
fbem-15370	12	2	the	the	DET
fbem-15370	12	3	growing	grow	VERB
fbem-15370	12	4	significance	significance	NOUN
fbem-15370	12	5	of	of	ADP
fbem-15370	12	6	the	the	DET
fbem-15370	12	7	new	new	ADJ
fbem-15370	12	8	energy	energy	NOUN
fbem-15370	12	9	vehicle	vehicle	NOUN
fbem-15370	12	10	industry	industry	NOUN
fbem-15370	12	11	,	,	PUNCT
fbem-15370	12	12	research	research	NOUN
fbem-15370	12	13	has	have	AUX
fbem-15370	12	14	focused	focus	VERB
fbem-15370	12	15	primarily	primarily	ADV
fbem-15370	12	16	on	on	ADP
fbem-15370	12	17	vehicle	vehicle	NOUN
fbem-15370	12	18	performance	performance	NOUN
fbem-15370	12	19	and	and	CCONJ
fbem-15370	12	20	policy	policy	NOUN
fbem-15370	12	21	initiatives	initiative	NOUN
fbem-15370	12	22	,	,	PUNCT
fbem-15370	12	23	with	with	ADP
fbem-15370	12	24	limited	limited	ADJ
fbem-15370	12	25	attention	attention	NOUN
fbem-15370	12	26	paid	pay	VERB
fbem-15370	12	27	to	to	ADP
fbem-15370	12	28	the	the	DET
fbem-15370	12	29	prediction	prediction	NOUN
fbem-15370	12	30	of	of	ADP
fbem-15370	12	31	stock	stock	NOUN
fbem-15370	12	32	indices	index	NOUN
fbem-15370	12	33	.	.	PUNCT
fbem-15370	13	1	long	long	ADJ
fbem-15370	13	2	short	short	ADJ
fbem-15370	13	3	-	-	PUNCT
fbem-15370	13	4	term	term	NOUN
fbem-15370	13	5	memory	memory	NOUN
fbem-15370	13	6	(	(	PUNCT
fbem-15370	13	7	lstm	lstm	NOUN
fbem-15370	13	8	)	)	PUNCT
fbem-15370	13	9	represents	represent	VERB
fbem-15370	13	10	a	a	DET
fbem-15370	13	11	distinct	distinct	ADJ
fbem-15370	13	12	form	form	NOUN
fbem-15370	13	13	of	of	ADP
fbem-15370	13	14	recurrent	recurrent	ADJ
fbem-15370	13	15	neural	neural	ADJ
fbem-15370	13	16	networks	network	NOUN
fbem-15370	13	17	(	(	PUNCT
fbem-15370	13	18	rnn	rnn	PROPN
fbem-15370	13	19	)	)	PUNCT
fbem-15370	13	20	which	which	PRON
fbem-15370	13	21	efficiently	efficiently	ADV
fbem-15370	13	22	address	address	VERB
fbem-15370	13	23	the	the	DET
fbem-15370	13	24	challenges	challenge	NOUN
fbem-15370	13	25	of	of	ADP
fbem-15370	13	26	gradient	gradient	ADJ
fbem-15370	13	27	vanishing	vanishing	NOUN
fbem-15370	13	28	and	and	CCONJ
fbem-15370	13	29	exploding	explode	VERB
fbem-15370	13	30	.	.	PUNCT
fbem-15370	14	1	moreover	moreover	ADV
fbem-15370	14	2	,	,	PUNCT
fbem-15370	14	3	lstm	lstm	ADJ
fbem-15370	14	4	resolves	resolve	VERB
fbem-15370	14	5	the	the	DET
fbem-15370	14	6	prevalent	prevalent	ADJ
fbem-15370	14	7	problem	problem	NOUN
fbem-15370	14	8	of	of	ADP
fbem-15370	14	9	longterm	longterm	ADJ
fbem-15370	14	10	dependency	dependency	NOUN
fbem-15370	14	11	in	in	ADP
fbem-15370	14	12	conventional	conventional	ADJ
fbem-15370	14	13	neural	neural	ADJ
fbem-15370	14	14	networks	network	NOUN
fbem-15370	14	15	,	,	PUNCT
fbem-15370	14	16	making	make	VERB
fbem-15370	14	17	it	it	PRON
fbem-15370	14	18	well	well	ADV
fbem-15370	14	19	-	-	PUNCT
fbem-15370	14	20	suited	suited	ADJ
fbem-15370	14	21	for	for	ADP
fbem-15370	14	22	managing	manage	VERB
fbem-15370	14	23	non	non	ADJ
fbem-15370	14	24	-	-	ADJ
fbem-15370	14	25	linear	linear	ADJ
fbem-15370	14	26	and	and	CCONJ
fbem-15370	14	27	highly	highly	ADV
fbem-15370	14	28	noisy	noisy	ADJ
fbem-15370	14	29	time	time	NOUN
fbem-15370	14	30	series	series	PROPN
fbem-15370	14	31	data	data	PROPN
fbem-15370	14	32	.	.	PUNCT
fbem-15370	15	1	singular	singular	PROPN
fbem-15370	15	2	spectrum	spectrum	VERB
fbem-15370	15	3	analysis	analysis	NOUN
fbem-15370	15	4	(	(	PUNCT
fbem-15370	15	5	ssa	ssa	NOUN
fbem-15370	15	6	)	)	PUNCT
fbem-15370	15	7	is	be	AUX
fbem-15370	15	8	a	a	DET
fbem-15370	15	9	methodology	methodology	NOUN
fbem-15370	15	10	employed	employ	VERB
fbem-15370	15	11	for	for	ADP
fbem-15370	15	12	examining	examine	VERB
fbem-15370	15	13	non	non	ADJ
fbem-15370	15	14	-	-	ADJ
fbem-15370	15	15	linear	linear	ADJ
fbem-15370	15	16	time	time	NOUN
fbem-15370	15	17	series	series	PROPN
fbem-15370	15	18	data	data	PROPN
fbem-15370	15	19	.	.	PUNCT
fbem-15370	16	1	it	it	PRON
fbem-15370	16	2	involves	involve	VERB
fbem-15370	16	3	decomposing	decompose	VERB
fbem-15370	16	4	and	and	CCONJ
fbem-15370	16	5	reconstructing	reconstruct	VERB
fbem-15370	16	6	the	the	DET
fbem-15370	16	7	trajectory	trajectory	NOUN
fbem-15370	16	8	matrix	matrix	NOUN
fbem-15370	16	9	of	of	ADP
fbem-15370	16	10	the	the	DET
fbem-15370	16	11	time	time	NOUN
fbem-15370	16	12	series	series	NOUN
fbem-15370	16	13	to	to	PART
fbem-15370	16	14	extract	extract	VERB
fbem-15370	16	15	various	various	ADJ
fbem-15370	16	16	component	component	NOUN
fbem-15370	16	17	sequences	sequence	NOUN
fbem-15370	16	18	,	,	PUNCT
fbem-15370	16	19	such	such	ADJ
fbem-15370	16	20	as	as	ADP
fbem-15370	16	21	noise	noise	NOUN
fbem-15370	16	22	,	,	PUNCT
fbem-15370	16	23	long	long	ADJ
fbem-15370	16	24	-	-	PUNCT
fbem-15370	16	25	term	term	NOUN
fbem-15370	16	26	trends	trend	NOUN
fbem-15370	16	27	,	,	PUNCT
fbem-15370	16	28	and	and	CCONJ
fbem-15370	16	29	seasonal	seasonal	ADJ
fbem-15370	16	30	trends	trend	NOUN
fbem-15370	16	31	.	.	PUNCT
fbem-15370	17	1	nevertheless	nevertheless	ADV
fbem-15370	17	2	,	,	PUNCT
fbem-15370	17	3	ssa	ssa	PROPN
fbem-15370	17	4	is	be	AUX
fbem-15370	17	5	currently	currently	ADV
fbem-15370	17	6	underutilized	underutilize	VERB
fbem-15370	17	7	in	in	ADP
fbem-15370	17	8	financial	financial	ADJ
fbem-15370	17	9	research	research	NOUN
fbem-15370	17	10	.	.	PUNCT
fbem-15370	18	1	this	this	DET
fbem-15370	18	2	paper	paper	NOUN
fbem-15370	18	3	aims	aim	VERB
fbem-15370	18	4	to	to	PART
fbem-15370	18	5	employ	employ	VERB
fbem-15370	18	6	singular	singular	PROPN
fbem-15370	18	7	spectrum	spectrum	VERB
fbem-15370	18	8	analysis	analysis	NOUN
fbem-15370	18	9	to	to	PART
fbem-15370	18	10	denoise	denoise	VERB
fbem-15370	18	11	the	the	DET
fbem-15370	18	12	original	original	ADJ
fbem-15370	18	13	time	time	NOUN
fbem-15370	18	14	data	datum	NOUN
fbem-15370	18	15	and	and	CCONJ
fbem-15370	18	16	integrate	integrate	VERB
fbem-15370	18	17	it	it	PRON
fbem-15370	18	18	with	with	ADP
fbem-15370	18	19	an	an	DET
fbem-15370	18	20	lstm	lstm	NOUN
fbem-15370	18	21	model	model	NOUN
fbem-15370	18	22	for	for	ADP
fbem-15370	18	23	data	datum	NOUN
fbem-15370	18	24	prediction	prediction	NOUN
fbem-15370	18	25	.	.	PUNCT
fbem-15370	19	1	ultimately	ultimately	ADV
fbem-15370	19	2	,	,	PUNCT
fbem-15370	19	3	an	an	DET
fbem-15370	19	4	evaluation	evaluation	NOUN
fbem-15370	19	5	of	of	ADP
fbem-15370	19	6	the	the	DET
fbem-15370	19	7	prediction	prediction	NOUN
fbem-15370	19	8	outcomes	outcome	NOUN
fbem-15370	19	9	will	will	AUX
fbem-15370	19	10	be	be	AUX
fbem-15370	19	11	conducted	conduct	VERB
fbem-15370	19	12	.	.	PUNCT
fbem-15370	20	1	2	2	X
fbem-15370	20	2	.	.	X
fbem-15370	20	3	literature	literature	NOUN
fbem-15370	20	4	review	review	NOUN
fbem-15370	20	5	in	in	ADP
fbem-15370	20	6	recent	recent	ADJ
fbem-15370	20	7	years	year	NOUN
fbem-15370	20	8	,	,	PUNCT
fbem-15370	20	9	there	there	PRON
fbem-15370	20	10	has	have	AUX
fbem-15370	20	11	been	be	AUX
fbem-15370	20	12	a	a	DET
fbem-15370	20	13	significant	significant	ADJ
fbem-15370	20	14	attention	attention	NOUN
fbem-15370	20	15	towards	towards	ADP
fbem-15370	20	16	energy	energy	NOUN
fbem-15370	20	17	-	-	PUNCT
fbem-15370	20	18	related	relate	VERB
fbem-15370	20	19	issues	issue	NOUN
fbem-15370	20	20	and	and	CCONJ
fbem-15370	20	21	the	the	DET
fbem-15370	20	22	concept	concept	NOUN
fbem-15370	20	23	of	of	ADP
fbem-15370	20	24	a	a	DET
fbem-15370	20	25	low	low	ADJ
fbem-15370	20	26	-	-	PUNCT
fbem-15370	20	27	carbon	carbon	NOUN
fbem-15370	20	28	economy	economy	NOUN
fbem-15370	20	29	.	.	PUNCT
fbem-15370	21	1	the	the	DET
fbem-15370	21	2	transportation	transportation	NOUN
fbem-15370	21	3	sector	sector	NOUN
fbem-15370	21	4	,	,	PUNCT
fbem-15370	21	5	ranking	rank	VERB
fbem-15370	21	6	as	as	ADP
fbem-15370	21	7	the	the	DET
fbem-15370	21	8	world	world	NOUN
fbem-15370	21	9	's	's	PART
fbem-15370	21	10	second	second	ADV
fbem-15370	21	11	-	-	PUNCT
fbem-15370	21	12	largest	large	ADJ
fbem-15370	21	13	emitter	emitter	NOUN
fbem-15370	21	14	of	of	ADP
fbem-15370	21	15	carbon	carbon	NOUN
fbem-15370	21	16	,	,	PUNCT
fbem-15370	21	17	has	have	AUX
fbem-15370	21	18	contributed	contribute	VERB
fbem-15370	21	19	to	to	ADP
fbem-15370	21	20	substantial	substantial	ADJ
fbem-15370	21	21	depletion	depletion	NOUN
fbem-15370	21	22	of	of	ADP
fbem-15370	21	23	resources	resource	NOUN
fbem-15370	21	24	and	and	CCONJ
fbem-15370	21	25	environmental	environmental	ADJ
fbem-15370	21	26	contamination	contamination	NOUN
fbem-15370	21	27	challenges	challenge	NOUN
fbem-15370	21	28	.	.	PUNCT
fbem-15370	22	1	the	the	DET
fbem-15370	22	2	automotive	automotive	ADJ
fbem-15370	22	3	industry	industry	NOUN
fbem-15370	22	4	faces	face	VERB
fbem-15370	22	5	a	a	DET
fbem-15370	22	6	dilemma	dilemma	NOUN
fbem-15370	22	7	as	as	SCONJ
fbem-15370	22	8	it	it	PRON
fbem-15370	22	9	heavily	heavily	ADV
fbem-15370	22	10	relies	rely	VERB
fbem-15370	22	11	on	on	ADP
fbem-15370	22	12	petroleum	petroleum	NOUN
fbem-15370	22	13	and	and	CCONJ
fbem-15370	22	14	simultaneously	simultaneously	ADV
fbem-15370	22	15	expands	expand	VERB
fbem-15370	22	16	.	.	PUNCT
fbem-15370	23	1	to	to	PART
fbem-15370	23	2	effectively	effectively	ADV
fbem-15370	23	3	tackle	tackle	VERB
fbem-15370	23	4	escalating	escalate	VERB
fbem-15370	23	5	global	global	ADJ
fbem-15370	23	6	climate	climate	NOUN
fbem-15370	23	7	issues	issue	NOUN
fbem-15370	23	8	and	and	CCONJ
fbem-15370	23	9	expedite	expedite	VERB
fbem-15370	23	10	the	the	DET
fbem-15370	23	11	shift	shift	NOUN
fbem-15370	23	12	towards	towards	ADP
fbem-15370	23	13	a	a	DET
fbem-15370	23	14	green	green	ADJ
fbem-15370	23	15	and	and	CCONJ
fbem-15370	23	16	low	low	ADJ
fbem-15370	23	17	-	-	PUNCT
fbem-15370	23	18	carbon	carbon	NOUN
fbem-15370	23	19	society	society	NOUN
fbem-15370	23	20	,	,	PUNCT
fbem-15370	23	21	countries	country	NOUN
fbem-15370	23	22	worldwide	worldwide	ADV
fbem-15370	23	23	are	be	AUX
fbem-15370	23	24	endorsing	endorse	VERB
fbem-15370	23	25	new	new	ADJ
fbem-15370	23	26	energy	energy	NOUN
fbem-15370	23	27	vehicles	vehicle	NOUN
fbem-15370	23	28	as	as	ADP
fbem-15370	23	29	a	a	DET
fbem-15370	23	30	national	national	ADJ
fbem-15370	23	31	strategy	strategy	NOUN
fbem-15370	23	32	for	for	ADP
fbem-15370	23	33	cultivating	cultivate	VERB
fbem-15370	23	34	low	low	ADJ
fbem-15370	23	35	-	-	PUNCT
fbem-15370	23	36	carbon	carbon	NOUN
fbem-15370	23	37	transportation	transportation	NOUN
fbem-15370	23	38	.	.	PUNCT
fbem-15370	24	1	new	new	ADJ
fbem-15370	24	2	energy	energy	NOUN
fbem-15370	24	3	vehicles	vehicle	NOUN
fbem-15370	24	4	play	play	VERB
fbem-15370	24	5	a	a	DET
fbem-15370	24	6	crucial	crucial	ADJ
fbem-15370	24	7	role	role	NOUN
fbem-15370	24	8	in	in	ADP
fbem-15370	24	9	the	the	DET
fbem-15370	24	10	global	global	ADJ
fbem-15370	24	11	energy	energy	NOUN
fbem-15370	24	12	governance	governance	NOUN
fbem-15370	24	13	by	by	ADP
fbem-15370	24	14	reducing	reduce	VERB
fbem-15370	24	15	energy	energy	NOUN
fbem-15370	24	16	costs	cost	NOUN
fbem-15370	24	17	and	and	CCONJ
fbem-15370	24	18	mitigating	mitigate	VERB
fbem-15370	24	19	greenhouse	greenhouse	NOUN
fbem-15370	24	20	gas	gas	NOUN
fbem-15370	24	21	emissions	emission	NOUN
fbem-15370	24	22	.	.	PUNCT
fbem-15370	25	1	thus	thus	ADV
fbem-15370	25	2	offering	offer	VERB
fbem-15370	25	3	countries	country	NOUN
fbem-15370	25	4	a	a	DET
fbem-15370	25	5	significant	significant	ADJ
fbem-15370	25	6	pathway	pathway	NOUN
fbem-15370	25	7	to	to	PART
fbem-15370	25	8	achieve	achieve	VERB
fbem-15370	25	9	development	development	NOUN
fbem-15370	25	10	of	of	ADP
fbem-15370	25	11	clean	clean	ADJ
fbem-15370	25	12	energy	energy	NOUN
fbem-15370	25	13	and	and	CCONJ
fbem-15370	25	14	renewable	renewable	ADJ
fbem-15370	25	15	energy	energy	NOUN
fbem-15370	25	16	[	[	X
fbem-15370	25	17	1,2	1,2	NUM
fbem-15370	25	18	]	]	PUNCT
fbem-15370	25	19	.	.	PUNCT
fbem-15370	26	1	these	these	DET
fbem-15370	26	2	vehicles	vehicle	NOUN
fbem-15370	26	3	are	be	AUX
fbem-15370	26	4	now	now	ADV
fbem-15370	26	5	the	the	DET
fbem-15370	26	6	primary	primary	ADJ
fbem-15370	26	7	focus	focus	NOUN
fbem-15370	26	8	of	of	ADP
fbem-15370	26	9	the	the	DET
fbem-15370	26	10	automotive	automotive	ADJ
fbem-15370	26	11	industry	industry	NOUN
fbem-15370	26	12	's	's	PART
fbem-15370	26	13	transformation	transformation	NOUN
fbem-15370	26	14	worldwide	worldwide	ADV
fbem-15370	26	15	,	,	PUNCT
fbem-15370	26	16	acting	act	VERB
fbem-15370	26	17	as	as	ADP
fbem-15370	26	18	a	a	DET
fbem-15370	26	19	key	key	ADJ
fbem-15370	26	20	driver	driver	NOUN
fbem-15370	26	21	for	for	ADP
fbem-15370	26	22	sustained	sustained	ADJ
fbem-15370	26	23	global	global	ADJ
fbem-15370	26	24	economic	economic	ADJ
fbem-15370	26	25	growth	growth	NOUN
fbem-15370	26	26	.	.	PUNCT
fbem-15370	27	1	the	the	DET
fbem-15370	27	2	development	development	NOUN
fbem-15370	27	3	of	of	ADP
fbem-15370	27	4	new	new	ADJ
fbem-15370	27	5	energy	energy	NOUN
fbem-15370	27	6	vehicles	vehicle	NOUN
fbem-15370	27	7	represents	represent	VERB
fbem-15370	27	8	a	a	DET
fbem-15370	27	9	strategic	strategic	ADJ
fbem-15370	27	10	response	response	NOUN
fbem-15370	27	11	to	to	ADP
fbem-15370	27	12	climate	climate	NOUN
fbem-15370	27	13	change	change	NOUN
fbem-15370	27	14	and	and	CCONJ
fbem-15370	27	15	the	the	DET
fbem-15370	27	16	promotion	promotion	NOUN
fbem-15370	27	17	of	of	ADP
fbem-15370	27	18	sustainable	sustainable	ADJ
fbem-15370	27	19	green	green	ADJ
fbem-15370	27	20	practices	practice	NOUN
fbem-15370	27	21	.	.	PUNCT
fbem-15370	28	1	in	in	ADP
fbem-15370	28	2	recent	recent	ADJ
fbem-15370	28	3	years	year	NOUN
fbem-15370	28	4	,	,	PUNCT
fbem-15370	28	5	extensive	extensive	ADJ
fbem-15370	28	6	research	research	NOUN
fbem-15370	28	7	has	have	AUX
fbem-15370	28	8	been	be	AUX
fbem-15370	28	9	conducted	conduct	VERB
fbem-15370	28	10	domestically	domestically	ADV
fbem-15370	28	11	and	and	CCONJ
fbem-15370	28	12	internationally	internationally	ADV
fbem-15370	28	13	in	in	ADP
fbem-15370	28	14	this	this	DET
fbem-15370	28	15	field	field	NOUN
fbem-15370	28	16	,	,	PUNCT
fbem-15370	28	17	with	with	ADP
fbem-15370	28	18	a	a	DET
fbem-15370	28	19	predominant	predominant	ADJ
fbem-15370	28	20	focus	focus	NOUN
fbem-15370	28	21	on	on	ADP
fbem-15370	28	22	power	power	NOUN
fbem-15370	28	23	batteries	battery	NOUN
fbem-15370	28	24	[	[	X
fbem-15370	28	25	3,4	3,4	NUM
fbem-15370	28	26	]	]	PUNCT
fbem-15370	28	27	,	,	PUNCT
fbem-15370	28	28	government	government	NOUN
fbem-15370	28	29	subsidies	subsidy	NOUN
fbem-15370	28	30	[	[	X
fbem-15370	28	31	5	5	NUM
fbem-15370	28	32	]	]	PUNCT
fbem-15370	28	33	,	,	PUNCT
fbem-15370	28	34	strategic	strategic	ADJ
fbem-15370	28	35	studies	study	NOUN
fbem-15370	28	36	[	[	X
fbem-15370	28	37	6,7	6,7	NUM
fbem-15370	28	38	]	]	PUNCT
fbem-15370	28	39	,	,	PUNCT
fbem-15370	28	40	and	and	CCONJ
fbem-15370	28	41	optimization	optimization	NOUN
fbem-15370	28	42	of	of	ADP
fbem-15370	28	43	charging	charge	VERB
fbem-15370	28	44	infrastructure	infrastructure	NOUN
fbem-15370	28	45	[	[	X
fbem-15370	28	46	8	8	NUM
fbem-15370	28	47	]	]	PUNCT
fbem-15370	28	48	.	.	PUNCT
fbem-15370	29	1	notably	notably	ADV
fbem-15370	29	2	,	,	PUNCT
fbem-15370	29	3	there	there	PRON
fbem-15370	29	4	remains	remain	VERB
fbem-15370	29	5	a	a	DET
fbem-15370	29	6	research	research	NOUN
fbem-15370	29	7	gap	gap	NOUN
fbem-15370	29	8	in	in	ADP
fbem-15370	29	9	the	the	DET
fbem-15370	29	10	prediction	prediction	NOUN
fbem-15370	29	11	of	of	ADP
fbem-15370	29	12	stock	stock	NOUN
fbem-15370	29	13	prices	price	NOUN
fbem-15370	29	14	for	for	ADP
fbem-15370	29	15	new	new	ADJ
fbem-15370	29	16	energy	energy	NOUN
fbem-15370	29	17	vehicle	vehicle	NOUN
fbem-15370	29	18	companies	company	NOUN
fbem-15370	29	19	.	.	PUNCT
fbem-15370	30	1	despite	despite	SCONJ
fbem-15370	30	2	the	the	DET
fbem-15370	30	3	significance	significance	NOUN
fbem-15370	30	4	of	of	ADP
fbem-15370	30	5	stocks	stock	NOUN
fbem-15370	30	6	in	in	ADP
fbem-15370	30	7	facilitating	facilitate	VERB
fbem-15370	30	8	financing	financing	NOUN
fbem-15370	30	9	,	,	PUNCT
fbem-15370	30	10	risk	risk	NOUN
fbem-15370	30	11	management	management	NOUN
fbem-15370	30	12	,	,	PUNCT
fbem-15370	30	13	and	and	CCONJ
fbem-15370	30	14	policy	policy	NOUN
fbem-15370	30	15	development	development	NOUN
fbem-15370	30	16	for	for	ADP
fbem-15370	30	17	such	such	ADJ
fbem-15370	30	18	enterprises	enterprise	NOUN
fbem-15370	30	19	,	,	PUNCT
fbem-15370	30	20	investors	investor	NOUN
fbem-15370	30	21	consider	consider	VERB
fbem-15370	30	22	stock	stock	NOUN
fbem-15370	30	23	price	price	NOUN
fbem-15370	30	24	prediction	prediction	NOUN
fbem-15370	30	25	as	as	ADP
fbem-15370	30	26	a	a	DET
fbem-15370	30	27	crucial	crucial	ADJ
fbem-15370	30	28	factor	factor	NOUN
fbem-15370	30	29	for	for	ADP
fbem-15370	30	30	generating	generate	VERB
fbem-15370	30	31	profits	profit	NOUN
fbem-15370	30	32	and	and	CCONJ
fbem-15370	30	33	avoiding	avoid	VERB
fbem-15370	30	34	risks	risk	NOUN
fbem-15370	30	35	.	.	PUNCT
fbem-15370	31	1	hence	hence	ADV
fbem-15370	31	2	,	,	PUNCT
fbem-15370	31	3	conducting	conduct	VERB
fbem-15370	31	4	research	research	NOUN
fbem-15370	31	5	on	on	ADP
fbem-15370	31	6	the	the	DET
fbem-15370	31	7	stock	stock	NOUN
fbem-15370	31	8	price	price	NOUN
fbem-15370	31	9	predictions	prediction	NOUN
fbem-15370	31	10	in	in	ADP
fbem-15370	31	11	the	the	DET
fbem-15370	31	12	context	context	NOUN
fbem-15370	31	13	of	of	ADP
fbem-15370	31	14	new	new	ADJ
fbem-15370	31	15	energy	energy	NOUN
fbem-15370	31	16	vehicle	vehicle	NOUN
fbem-15370	31	17	industry	industry	NOUN
fbem-15370	31	18	holds	hold	VERB
fbem-15370	31	19	immense	immense	ADJ
fbem-15370	31	20	importance	importance	NOUN
fbem-15370	31	21	.	.	PUNCT
fbem-15370	32	1	the	the	DET
fbem-15370	32	2	stock	stock	NOUN
fbem-15370	32	3	market	market	NOUN
fbem-15370	32	4	,	,	PUNCT
fbem-15370	32	5	as	as	ADP
fbem-15370	32	6	a	a	DET
fbem-15370	32	7	crucial	crucial	ADJ
fbem-15370	32	8	component	component	NOUN
fbem-15370	32	9	of	of	ADP
fbem-15370	32	10	the	the	DET
fbem-15370	32	11	market	market	NOUN
fbem-15370	32	12	economy	economy	NOUN
fbem-15370	32	13	,	,	PUNCT
fbem-15370	32	14	consistently	consistently	ADV
fbem-15370	32	15	garners	garner	VERB
fbem-15370	32	16	considerable	considerable	ADJ
fbem-15370	32	17	attention	attention	NOUN
fbem-15370	32	18	due	due	ADP
fbem-15370	32	19	to	to	ADP
fbem-15370	32	20	its	its	PRON
fbem-15370	32	21	trends	trend	NOUN
fbem-15370	32	22	.	.	PUNCT
fbem-15370	33	1	as	as	ADP
fbem-15370	33	2	artificial	artificial	ADJ
fbem-15370	33	3	intelligence	intelligence	NOUN
fbem-15370	33	4	and	and	CCONJ
fbem-15370	33	5	big	big	ADJ
fbem-15370	33	6	data	datum	NOUN
fbem-15370	33	7	technologies	technology	NOUN
fbem-15370	33	8	continue	continue	VERB
fbem-15370	33	9	to	to	PART
fbem-15370	33	10	advance	advance	VERB
fbem-15370	33	11	rapidly	rapidly	ADV
fbem-15370	33	12	,	,	PUNCT
fbem-15370	33	13	the	the	DET
fbem-15370	33	14	field	field	NOUN
fbem-15370	33	15	of	of	ADP
fbem-15370	33	16	stock	stock	NOUN
fbem-15370	33	17	market	market	NOUN
fbem-15370	33	18	prediction	prediction	NOUN
fbem-15370	33	19	has	have	AUX
fbem-15370	33	20	gained	gain	VERB
fbem-15370	33	21	widespread	widespread	ADJ
fbem-15370	33	22	recognition	recognition	NOUN
fbem-15370	33	23	and	and	CCONJ
fbem-15370	33	24	interest	interest	NOUN
fbem-15370	33	25	.	.	PUNCT
fbem-15370	34	1	traditional	traditional	ADJ
fbem-15370	34	2	stock	stock	NOUN
fbem-15370	34	3	forecasting	forecasting	NOUN
fbem-15370	34	4	models	model	NOUN
fbem-15370	34	5	rely	rely	VERB
fbem-15370	34	6	significantly	significantly	ADV
fbem-15370	34	7	on	on	ADP
fbem-15370	34	8	mathematical	mathematical	ADJ
fbem-15370	34	9	statistics	statistic	NOUN
fbem-15370	34	10	for	for	ADP
fbem-15370	34	11	researching	research	VERB
fbem-15370	34	12	and	and	CCONJ
fbem-15370	34	13	forecasting	forecasting	NOUN
fbem-15370	34	14	.	.	PUNCT
fbem-15370	35	1	in	in	ADP
fbem-15370	35	2	their	their	PRON
fbem-15370	35	3	study	study	NOUN
fbem-15370	35	4	,	,	PUNCT
fbem-15370	35	5	yuxia	yuxia	PROPN
fbem-15370	35	6	wu	wu	PROPN
fbem-15370	35	7	and	and	CCONJ
fbem-15370	35	8	xin	xin	PROPN
fbem-15370	35	9	wen	wen	PROPN
fbem-15370	35	10	analyzed	analyze	VERB
fbem-15370	35	11	and	and	CCONJ
fbem-15370	35	12	forecasted	forecast	VERB
fbem-15370	35	13	price	price	NOUN
fbem-15370	35	14	fluctuations	fluctuation	NOUN
fbem-15370	35	15	of	of	ADP
fbem-15370	35	16	huatai	huatai	NOUN
fbem-15370	35	17	securities	security	NOUN
fbem-15370	35	18	,	,	PUNCT
fbem-15370	35	19	a	a	DET
fbem-15370	35	20	listed	list	VERB
fbem-15370	35	21	stock	stock	NOUN
fbem-15370	35	22	on	on	ADP
fbem-15370	35	23	the	the	DET
fbem-15370	35	24	chinext	chinext	PROPN
fbem-15370	35	25	board	board	NOUN
fbem-15370	35	26	,	,	PUNCT
fbem-15370	35	27	by	by	ADP
fbem-15370	35	28	using	use	VERB
fbem-15370	35	29	the	the	DET
fbem-15370	35	30	arima	arima	PROPN
fbem-15370	35	31	model	model	NOUN
fbem-15370	35	32	.	.	PUNCT
fbem-15370	36	1	remarkably	remarkably	ADV
fbem-15370	36	2	,	,	PUNCT
fbem-15370	36	3	they	they	PRON
fbem-15370	36	4	achieved	achieve	VERB
fbem-15370	36	5	favorable	favorable	ADJ
fbem-15370	36	6	outcomes	outcome	NOUN
fbem-15370	36	7	in	in	ADP
fbem-15370	36	8	short	short	ADJ
fbem-15370	36	9	-	-	PUNCT
fbem-15370	36	10	term	term	NOUN
fbem-15370	36	11	price	price	NOUN
fbem-15370	36	12	prediction	prediction	NOUN
fbem-15370	36	13	[	[	X
fbem-15370	36	14	9	9	NUM
fbem-15370	36	15	]	]	PUNCT
fbem-15370	36	16	.	.	PUNCT
fbem-15370	37	1	similarly	similarly	ADV
fbem-15370	37	2	,	,	PUNCT
fbem-15370	37	3	in	in	ADP
fbem-15370	37	4	the	the	DET
fbem-15370	37	5	analysis	analysis	NOUN
fbem-15370	37	6	of	of	ADP
fbem-15370	37	7	the	the	DET
fbem-15370	37	8	stock	stock	NOUN
fbem-15370	37	9	price	price	NOUN
fbem-15370	37	10	of	of	ADP
fbem-15370	37	11	52	52	NUM
fbem-15370	37	12	shanghai	shanghai	PROPN
fbem-15370	37	13	dazhong	dazhong	PROPN
fbem-15370	37	14	public	public	ADJ
fbem-15370	37	15	utilities	utility	NOUN
fbem-15370	37	16	(	(	PUNCT
fbem-15370	37	17	600635	600635	NUM
fbem-15370	37	18	)	)	PUNCT
fbem-15370	37	19	,	,	PUNCT
fbem-15370	37	20	qi	qi	PROPN
fbem-15370	37	21	yang	yang	PROPN
fbem-15370	37	22	and	and	CCONJ
fbem-15370	37	23	xianbing	xianbing	PROPN
fbem-15370	37	24	cao	cao	PROPN
fbem-15370	37	25	found	find	VERB
fbem-15370	37	26	that	that	SCONJ
fbem-15370	37	27	arma	arma	ADJ
fbem-15370	37	28	-	-	PUNCT
fbem-15370	37	29	garch	garch	NOUN
fbem-15370	37	30	model	model	NOUN
fbem-15370	37	31	has	have	VERB
fbem-15370	37	32	a	a	DET
fbem-15370	37	33	high	high	ADJ
fbem-15370	37	34	accuracy	accuracy	NOUN
fbem-15370	37	35	in	in	ADP
fbem-15370	37	36	its	its	PRON
fbem-15370	37	37	prediction	prediction	NOUN
fbem-15370	37	38	[	[	X
fbem-15370	37	39	10	10	NUM
fbem-15370	37	40	]	]	PUNCT
fbem-15370	37	41	.	.	PUNCT
fbem-15370	38	1	despite	despite	SCONJ
fbem-15370	38	2	the	the	DET
fbem-15370	38	3	fact	fact	NOUN
fbem-15370	38	4	that	that	SCONJ
fbem-15370	38	5	conventional	conventional	ADJ
fbem-15370	38	6	stock	stock	NOUN
fbem-15370	38	7	prediction	prediction	NOUN
fbem-15370	38	8	models	model	NOUN
fbem-15370	38	9	exhibit	exhibit	VERB
fbem-15370	38	10	relatively	relatively	ADV
fbem-15370	38	11	dependable	dependable	ADJ
fbem-15370	38	12	forecasting	forecasting	NOUN
fbem-15370	38	13	capabilities	capability	NOUN
fbem-15370	38	14	for	for	ADP
fbem-15370	38	15	short	short	ADJ
fbem-15370	38	16	-	-	PUNCT
fbem-15370	38	17	term	term	NOUN
fbem-15370	38	18	fluctuations	fluctuation	NOUN
fbem-15370	38	19	in	in	ADP
fbem-15370	38	20	stock	stock	NOUN
fbem-15370	38	21	prices	price	NOUN
fbem-15370	38	22	,	,	PUNCT
fbem-15370	38	23	it	it	PRON
fbem-15370	38	24	is	be	AUX
fbem-15370	38	25	important	important	ADJ
fbem-15370	38	26	to	to	PART
fbem-15370	38	27	acknowledge	acknowledge	VERB
fbem-15370	38	28	that	that	SCONJ
fbem-15370	38	29	they	they	PRON
fbem-15370	38	30	face	face	VERB
fbem-15370	38	31	significant	significant	ADJ
fbem-15370	38	32	limitations	limitation	NOUN
fbem-15370	38	33	.	.	PUNCT
fbem-15370	39	1	the	the	DET
fbem-15370	39	2	stock	stock	NOUN
fbem-15370	39	3	price	price	NOUN
fbem-15370	39	4	data	datum	NOUN
fbem-15370	39	5	has	have	VERB
fbem-15370	39	6	the	the	DET
fbem-15370	39	7	characteristics	characteristic	NOUN
fbem-15370	39	8	of	of	ADP
fbem-15370	39	9	nonlinearity	nonlinearity	NOUN
fbem-15370	39	10	,	,	PUNCT
fbem-15370	39	11	high	high	ADJ
fbem-15370	39	12	noise	noise	NOUN
fbem-15370	39	13	,	,	PUNCT
fbem-15370	39	14	complexity	complexity	NOUN
fbem-15370	39	15	,	,	PUNCT
fbem-15370	39	16	and	and	CCONJ
fbem-15370	39	17	vulnerability	vulnerability	NOUN
fbem-15370	39	18	to	to	ADP
fbem-15370	39	19	the	the	DET
fbem-15370	39	20	impact	impact	NOUN
fbem-15370	39	21	of	of	ADP
fbem-15370	39	22	national	national	ADJ
fbem-15370	39	23	policies	policy	NOUN
fbem-15370	39	24	.	.	PUNCT
fbem-15370	40	1	with	with	ADP
fbem-15370	40	2	the	the	DET
fbem-15370	40	3	emergence	emergence	NOUN
fbem-15370	40	4	of	of	ADP
fbem-15370	40	5	the	the	DET
fbem-15370	40	6	big	big	ADJ
fbem-15370	40	7	data	data	PROPN
fbem-15370	40	8	era	era	NOUN
fbem-15370	40	9	,	,	PUNCT
fbem-15370	40	10	machine	machine	NOUN
fbem-15370	40	11	learning	learning	NOUN
fbem-15370	40	12	methods	method	NOUN
fbem-15370	40	13	have	have	AUX
fbem-15370	40	14	been	be	AUX
fbem-15370	40	15	employed	employ	VERB
fbem-15370	40	16	in	in	ADP
fbem-15370	40	17	forecasting	forecast	VERB
fbem-15370	40	18	stock	stock	NOUN
fbem-15370	40	19	prices	price	NOUN
fbem-15370	40	20	.	.	PUNCT
fbem-15370	41	1	specifically	specifically	ADV
fbem-15370	41	2	,	,	PUNCT
fbem-15370	41	3	the	the	DET
fbem-15370	41	4	backpropagation	backpropagation	NOUN
fbem-15370	41	5	[	[	X
fbem-15370	41	6	11	11	NUM
fbem-15370	41	7	]	]	PUNCT
fbem-15370	41	8	,	,	PUNCT
fbem-15370	41	9	support	support	NOUN
fbem-15370	41	10	vector	vector	NOUN
fbem-15370	41	11	machine	machine	NOUN
fbem-15370	41	12	[	[	X
fbem-15370	41	13	12,13	12,13	NUM
fbem-15370	41	14	]	]	PUNCT
fbem-15370	41	15	,	,	PUNCT
fbem-15370	41	16	and	and	CCONJ
fbem-15370	41	17	random	random	ADJ
fbem-15370	41	18	forest	forest	NOUN
fbem-15370	42	1	[	[	X
fbem-15370	42	2	14	14	NUM
fbem-15370	42	3	]	]	PUNCT
fbem-15370	42	4	have	have	AUX
fbem-15370	42	5	been	be	AUX
fbem-15370	42	6	utilized	utilize	VERB
fbem-15370	42	7	in	in	ADP
fbem-15370	42	8	this	this	DET
fbem-15370	42	9	field	field	NOUN
fbem-15370	42	10	.	.	PUNCT
fbem-15370	43	1	for	for	ADP
fbem-15370	43	2	error	error	NOUN
fbem-15370	43	3	reduction	reduction	NOUN
fbem-15370	43	4	and	and	CCONJ
fbem-15370	43	5	improvement	improvement	NOUN
fbem-15370	43	6	of	of	ADP
fbem-15370	43	7	accuracy	accuracy	NOUN
fbem-15370	43	8	,	,	PUNCT
fbem-15370	43	9	guisheng	guisheng	PROPN
fbem-15370	43	10	zhang	zhang	PROPN
fbem-15370	43	11	and	and	CCONJ
fbem-15370	43	12	xindong	xindong	PROPN
fbem-15370	43	13	zhang	zhang	PROPN
fbem-15370	43	14	introduced	introduce	VERB
fbem-15370	43	15	the	the	DET
fbem-15370	43	16	svmgarch	svmgarch	NOUN
fbem-15370	43	17	model	model	NOUN
fbem-15370	43	18	for	for	ADP
fbem-15370	43	19	forecasting	forecast	VERB
fbem-15370	43	20	the	the	DET
fbem-15370	43	21	nikkei	nikkei	PROPN
fbem-15370	43	22	225	225	NUM
fbem-15370	43	23	stock	stock	NOUN
fbem-15370	43	24	index	index	NOUN
fbem-15370	43	25	and	and	CCONJ
fbem-15370	43	26	proved	prove	VERB
fbem-15370	43	27	that	that	SCONJ
fbem-15370	43	28	the	the	DET
fbem-15370	43	29	superiority	superiority	NOUN
fbem-15370	43	30	of	of	ADP
fbem-15370	43	31	this	this	DET
fbem-15370	43	32	model	model	NOUN
fbem-15370	43	33	over	over	ADP
fbem-15370	43	34	the	the	DET
fbem-15370	43	35	conventional	conventional	ADJ
fbem-15370	43	36	arma	arma	ADJ
fbem-15370	43	37	-	-	PUNCT
fbem-15370	43	38	garch	garch	NOUN
fbem-15370	43	39	model	model	NOUN
fbem-15370	43	40	[	[	X
fbem-15370	43	41	15	15	NUM
fbem-15370	43	42	]	]	PUNCT
fbem-15370	43	43	.	.	PUNCT
fbem-15370	44	1	moreover	moreover	ADV
fbem-15370	44	2	,	,	PUNCT
fbem-15370	44	3	jihong	jihong	PROPN
fbem-15370	44	4	xiao	xiao	PROPN
fbem-15370	44	5	,	,	PUNCT
fbem-15370	44	6	xuehong	xuehong	PROPN
fbem-15370	44	7	zhu	zhu	PROPN
fbem-15370	44	8	,	,	PUNCT
fbem-15370	44	9	chuangxia	chuangxia	PROPN
fbem-15370	44	10	huang	huang	PROPN
fbem-15370	44	11	et	et	PROPN
fbem-15370	44	12	al	al	PROPN
fbem-15370	44	13	.	.	PROPN
fbem-15370	44	14	developed	develop	VERB
fbem-15370	44	15	a	a	DET
fbem-15370	44	16	new	new	ADJ
fbem-15370	44	17	method	method	NOUN
fbem-15370	44	18	that	that	PRON
fbem-15370	44	19	integrates	integrate	VERB
fbem-15370	44	20	ssa	ssa	NOUN
fbem-15370	44	21	with	with	ADP
fbem-15370	44	22	svm	svm	PROPN
fbem-15370	44	23	for	for	ADP
fbem-15370	44	24	stock	stock	NOUN
fbem-15370	44	25	prediction	prediction	NOUN
fbem-15370	45	1	[	[	X
fbem-15370	45	2	16	16	NUM
fbem-15370	45	3	]	]	PUNCT
fbem-15370	45	4	.	.	PUNCT
fbem-15370	46	1	additionally	additionally	ADV
fbem-15370	46	2	,	,	PUNCT
fbem-15370	46	3	fangzhong	fangzhong	ADP
fbem-15370	46	4	qi	qi	PROPN
fbem-15370	46	5	,	,	PUNCT
fbem-15370	46	6	shaoqian	shaoqian	NOUN
fbem-15370	46	7	lin	lin	PROPN
fbem-15370	46	8	and	and	CCONJ
fbem-15370	46	9	tingting	tingte	VERB
fbem-15370	46	10	yu	yu	PROPN
fbem-15370	46	11	devised	devise	VERB
fbem-15370	46	12	the	the	DET
fbem-15370	46	13	pca	pca	NOUN
fbem-15370	46	14	-	-	PUNCT
fbem-15370	46	15	ifoa	ifoa	PROPN
fbem-15370	46	16	-	-	PUNCT
fbem-15370	46	17	bp	bp	NOUN
fbem-15370	46	18	stock	stock	NOUN
fbem-15370	46	19	price	price	NOUN
fbem-15370	46	20	prediction	prediction	NOUN
fbem-15370	46	21	model	model	NOUN
fbem-15370	46	22	,	,	PUNCT
fbem-15370	46	23	which	which	PRON
fbem-15370	46	24	exhibits	exhibit	VERB
fbem-15370	46	25	superior	superior	ADJ
fbem-15370	46	26	accuracy	accuracy	NOUN
fbem-15370	46	27	compared	compare	VERB
fbem-15370	46	28	to	to	ADP
fbem-15370	46	29	the	the	DET
fbem-15370	46	30	backpropagation	backpropagation	NOUN
fbem-15370	46	31	,	,	PUNCT
fbem-15370	46	32	pca	pca	PROPN
fbem-15370	46	33	-	-	PUNCT
fbem-15370	46	34	bp	bp	PROPN
fbem-15370	46	35	,	,	PUNCT
fbem-15370	46	36	and	and	CCONJ
fbem-15370	46	37	pca	pca	PROPN
fbem-15370	46	38	-	-	PUNCT
fbem-15370	46	39	foa	foa	PROPN
fbem-15370	46	40	-	-	PROPN
fbem-15370	46	41	bp	bp	PROPN
fbem-15370	47	1	[	[	X
fbem-15370	47	2	17	17	NUM
fbem-15370	47	3	]	]	PUNCT
fbem-15370	47	4	.	.	PUNCT
fbem-15370	48	1	the	the	DET
fbem-15370	48	2	progress	progress	NOUN
fbem-15370	48	3	of	of	ADP
fbem-15370	48	4	computer	computer	NOUN
fbem-15370	48	5	capabilities	capability	NOUN
fbem-15370	48	6	has	have	AUX
fbem-15370	48	7	resulted	result	VERB
fbem-15370	48	8	in	in	ADP
fbem-15370	48	9	a	a	DET
fbem-15370	48	10	widespread	widespread	ADJ
fbem-15370	48	11	application	application	NOUN
fbem-15370	48	12	of	of	ADP
fbem-15370	48	13	deep	deep	ADJ
fbem-15370	48	14	learning	learning	NOUN
fbem-15370	48	15	algorithms	algorithm	NOUN
fbem-15370	48	16	possessing	possess	VERB
fbem-15370	48	17	highly	highly	ADV
fbem-15370	48	18	improved	improve	VERB
fbem-15370	48	19	predictive	predictive	ADJ
fbem-15370	48	20	abilities	ability	NOUN
fbem-15370	48	21	in	in	ADP
fbem-15370	48	22	predicting	predict	VERB
fbem-15370	48	23	financial	financial	ADJ
fbem-15370	48	24	sequence	sequence	NOUN
fbem-15370	48	25	data	datum	NOUN
fbem-15370	48	26	.	.	PUNCT
fbem-15370	49	1	convolutional	convolutional	ADJ
fbem-15370	49	2	neural	neural	ADJ
fbem-15370	49	3	networks	network	NOUN
fbem-15370	49	4	(	(	PUNCT
fbem-15370	49	5	cnn	cnn	PROPN
fbem-15370	49	6	)	)	PUNCT
fbem-15370	49	7	and	and	CCONJ
fbem-15370	49	8	long	long	ADJ
fbem-15370	49	9	short	short	ADJ
fbem-15370	49	10	-	-	PUNCT
fbem-15370	49	11	term	term	NOUN
fbem-15370	49	12	memory	memory	NOUN
fbem-15370	49	13	(	(	PUNCT
fbem-15370	49	14	lstm	lstm	NOUN
fbem-15370	49	15	)	)	PUNCT
fbem-15370	49	16	are	be	AUX
fbem-15370	49	17	some	some	PRON
fbem-15370	49	18	of	of	ADP
fbem-15370	49	19	the	the	DET
fbem-15370	49	20	algorithms	algorithm	NOUN
fbem-15370	49	21	used	use	VERB
fbem-15370	49	22	in	in	ADP
fbem-15370	49	23	various	various	ADJ
fbem-15370	49	24	studies	study	NOUN
fbem-15370	49	25	.	.	PUNCT
fbem-15370	50	1	currently	currently	ADV
fbem-15370	50	2	,	,	PUNCT
fbem-15370	50	3	an	an	DET
fbem-15370	50	4	increasing	increase	VERB
fbem-15370	50	5	number	number	NOUN
fbem-15370	50	6	of	of	ADP
fbem-15370	50	7	researchers	researcher	NOUN
fbem-15370	50	8	aspire	aspire	VERB
fbem-15370	50	9	to	to	PART
fbem-15370	50	10	achieve	achieve	VERB
fbem-15370	50	11	breakthroughs	breakthrough	NOUN
fbem-15370	50	12	in	in	ADP
fbem-15370	50	13	the	the	DET
fbem-15370	50	14	area	area	NOUN
fbem-15370	50	15	of	of	ADP
fbem-15370	50	16	stock	stock	NOUN
fbem-15370	50	17	prediction	prediction	NOUN
fbem-15370	50	18	through	through	ADP
fbem-15370	50	19	the	the	DET
fbem-15370	50	20	utilization	utilization	NOUN
fbem-15370	50	21	of	of	ADP
fbem-15370	50	22	deep	deep	ADJ
fbem-15370	50	23	learning	learning	NOUN
fbem-15370	50	24	techniques	technique	NOUN
fbem-15370	50	25	.	.	PUNCT
fbem-15370	51	1	yan	yan	PROPN
fbem-15370	51	2	peng	peng	PROPN
fbem-15370	51	3	,	,	PUNCT
fbem-15370	51	4	yuhong	yuhong	PROPN
fbem-15370	51	5	liu	liu	PROPN
fbem-15370	51	6	and	and	CCONJ
fbem-15370	51	7	rongfen	rongfen	VERB
fbem-15370	51	8	zhang	zhang	PROPN
fbem-15370	51	9	conducted	conduct	VERB
fbem-15370	51	10	experiments	experiment	NOUN
fbem-15370	51	11	involving	involve	VERB
fbem-15370	51	12	lstm	lstm	ADJ
fbem-15370	51	13	models	model	NOUN
fbem-15370	51	14	with	with	ADP
fbem-15370	51	15	varying	vary	VERB
fbem-15370	51	16	layers	layer	NOUN
fbem-15370	51	17	and	and	CCONJ
fbem-15370	51	18	hidden	hidden	ADJ
fbem-15370	51	19	neurons	neuron	NOUN
fbem-15370	51	20	.	.	PUNCT
fbem-15370	52	1	they	they	PRON
fbem-15370	52	2	determined	determine	VERB
fbem-15370	52	3	that	that	SCONJ
fbem-15370	52	4	the	the	DET
fbem-15370	52	5	optimal	optimal	ADJ
fbem-15370	52	6	configuration	configuration	NOUN
fbem-15370	52	7	was	be	AUX
fbem-15370	52	8	comprised	comprise	VERB
fbem-15370	52	9	of	of	ADP
fbem-15370	52	10	2	2	NUM
fbem-15370	52	11	layers	layer	NOUN
fbem-15370	52	12	and	and	CCONJ
fbem-15370	52	13	10	10	NUM
fbem-15370	52	14	neurons	neuron	NOUN
fbem-15370	52	15	[	[	X
fbem-15370	52	16	18	18	NUM
fbem-15370	52	17	]	]	PUNCT
fbem-15370	52	18	.	.	PUNCT
fbem-15370	53	1	xiaojian	xiaojian	PROPN
fbem-15370	53	2	yu	yu	PROPN
fbem-15370	53	3	,	,	PUNCT
fbem-15370	53	4	guopeng	guopeng	PROPN
fbem-15370	53	5	liu	liu	PROPN
fbem-15370	53	6	,	,	PUNCT
fbem-15370	53	7	jianlin	jianlin	PROPN
fbem-15370	53	8	liu	liu	PROPN
fbem-15370	53	9	et	et	PROPN
fbem-15370	53	10	al	al	PROPN
fbem-15370	53	11	.	.	PROPN
fbem-15370	53	12	conducted	conduct	VERB
fbem-15370	53	13	an	an	DET
fbem-15370	53	14	analysis	analysis	NOUN
fbem-15370	53	15	of	of	ADP
fbem-15370	53	16	text	text	NOUN
fbem-15370	53	17	data	datum	NOUN
fbem-15370	53	18	from	from	ADP
fbem-15370	53	19	individual	individual	ADJ
fbem-15370	53	20	stock	stock	NOUN
fbem-15370	53	21	comments	comment	NOUN
fbem-15370	53	22	,	,	PUNCT
fbem-15370	53	23	extracted	extract	VERB
fbem-15370	53	24	market	market	NOUN
fbem-15370	53	25	sentiment	sentiment	NOUN
fbem-15370	53	26	features	feature	VERB
fbem-15370	53	27	,	,	PUNCT
fbem-15370	53	28	and	and	CCONJ
fbem-15370	53	29	incorporated	incorporate	VERB
fbem-15370	53	30	them	they	PRON
fbem-15370	53	31	with	with	ADP
fbem-15370	53	32	lstm	lstm	NOUN
fbem-15370	53	33	to	to	PART
fbem-15370	53	34	predict	predict	VERB
fbem-15370	53	35	stock	stock	NOUN
fbem-15370	53	36	prices	price	NOUN
fbem-15370	53	37	[	[	X
fbem-15370	53	38	19	19	NUM
fbem-15370	53	39	]	]	PUNCT
fbem-15370	53	40	.	.	PUNCT
fbem-15370	54	1	furthermore	furthermore	ADV
fbem-15370	54	2	,	,	PUNCT
fbem-15370	54	3	there	there	PRON
fbem-15370	54	4	has	have	AUX
fbem-15370	54	5	been	be	AUX
fbem-15370	54	6	a	a	DET
fbem-15370	54	7	recent	recent	ADJ
fbem-15370	54	8	application	application	NOUN
fbem-15370	54	9	of	of	ADP
fbem-15370	54	10	mixed	mixed	ADJ
fbem-15370	54	11	deep	deep	ADJ
fbem-15370	54	12	learning	learning	NOUN
fbem-15370	54	13	models	model	NOUN
fbem-15370	54	14	in	in	ADP
fbem-15370	54	15	the	the	DET
fbem-15370	54	16	domain	domain	NOUN
fbem-15370	54	17	of	of	ADP
fbem-15370	54	18	stock	stock	NOUN
fbem-15370	54	19	forecasting	forecasting	NOUN
fbem-15370	54	20	.	.	PUNCT
fbem-15370	55	1	several	several	ADJ
fbem-15370	55	2	scholars	scholar	NOUN
fbem-15370	55	3	integrated	integrate	VERB
fbem-15370	55	4	lstm	lstm	NOUN
fbem-15370	55	5	and	and	CCONJ
fbem-15370	55	6	cnn	cnn	PROPN
fbem-15370	55	7	models	model	NOUN
fbem-15370	55	8	for	for	ADP
fbem-15370	55	9	the	the	DET
fbem-15370	55	10	purpose	purpose	NOUN
fbem-15370	55	11	of	of	ADP
fbem-15370	55	12	predicting	predict	VERB
fbem-15370	55	13	stock	stock	NOUN
fbem-15370	55	14	prices	price	NOUN
fbem-15370	55	15	by	by	ADP
fbem-15370	55	16	employing	employ	VERB
fbem-15370	55	17	time	time	NOUN
fbem-15370	55	18	series	series	PROPN
fbem-15370	55	19	data	datum	NOUN
fbem-15370	55	20	and	and	CCONJ
fbem-15370	55	21	stock	stock	NOUN
fbem-15370	55	22	images	image	NOUN
fbem-15370	55	23	[	[	X
fbem-15370	55	24	20,21	20,21	NUM
fbem-15370	55	25	]	]	PUNCT
fbem-15370	55	26	.	.	PUNCT
fbem-15370	56	1	bowen	bowen	PROPN
fbem-15370	56	2	cai	cai	PROPN
fbem-15370	56	3	conducted	conduct	VERB
fbem-15370	56	4	a	a	DET
fbem-15370	56	5	comparative	comparative	ADJ
fbem-15370	56	6	analysis	analysis	NOUN
fbem-15370	56	7	of	of	ADP
fbem-15370	56	8	economic	economic	ADJ
fbem-15370	56	9	predictions	prediction	NOUN
fbem-15370	56	10	in	in	ADP
fbem-15370	56	11	the	the	DET
fbem-15370	56	12	new	new	ADJ
fbem-15370	56	13	energy	energy	NOUN
fbem-15370	56	14	vehicle	vehicle	NOUN
fbem-15370	56	15	industry	industry	NOUN
fbem-15370	56	16	by	by	ADP
fbem-15370	56	17	utilizing	utilize	VERB
fbem-15370	56	18	financial	financial	ADJ
fbem-15370	56	19	information	information	NOUN
fbem-15370	56	20	derived	derive	VERB
fbem-15370	56	21	from	from	ADP
fbem-15370	56	22	annual	annual	ADJ
fbem-15370	56	23	reports	report	NOUN
fbem-15370	56	24	.	.	PUNCT
fbem-15370	57	1	the	the	DET
fbem-15370	57	2	findings	finding	NOUN
fbem-15370	57	3	revealed	reveal	VERB
fbem-15370	57	4	that	that	SCONJ
fbem-15370	57	5	the	the	DET
fbem-15370	57	6	fusion	fusion	NOUN
fbem-15370	57	7	model	model	NOUN
fbem-15370	57	8	of	of	ADP
fbem-15370	57	9	cnn	cnn	PROPN
fbem-15370	57	10	and	and	CCONJ
fbem-15370	57	11	gru	gru	PROPN
fbem-15370	57	12	demonstrated	demonstrate	VERB
fbem-15370	57	13	the	the	DET
fbem-15370	57	14	most	most	ADV
fbem-15370	57	15	superior	superior	ADJ
fbem-15370	57	16	combination	combination	NOUN
fbem-15370	57	17	property	property	NOUN
fbem-15370	57	18	[	[	X
fbem-15370	57	19	22	22	NUM
fbem-15370	57	20	]	]	PUNCT
fbem-15370	57	21	.	.	PUNCT
fbem-15370	58	1	zexin	zexin	PROPN
fbem-15370	58	2	hu	hu	PROPN
fbem-15370	58	3	,	,	PUNCT
fbem-15370	58	4	yiqi	yiqi	NOUN
fbem-15370	58	5	zhao	zhao	PROPN
fbem-15370	58	6	and	and	CCONJ
fbem-15370	58	7	matloob	matloob	PROPN
fbem-15370	58	8	khushi	khushi	PROPN
fbem-15370	58	9	conducted	conduct	VERB
fbem-15370	58	10	a	a	DET
fbem-15370	58	11	comprehensive	comprehensive	ADJ
fbem-15370	58	12	research	research	NOUN
fbem-15370	58	13	analysis	analysis	NOUN
fbem-15370	58	14	on	on	ADP
fbem-15370	58	15	the	the	DET
fbem-15370	58	16	utilization	utilization	NOUN
fbem-15370	58	17	of	of	ADP
fbem-15370	58	18	diverse	diverse	ADJ
fbem-15370	58	19	deep	deep	ADJ
fbem-15370	58	20	learning	learning	NOUN
fbem-15370	58	21	methods	method	NOUN
fbem-15370	58	22	on	on	ADP
fbem-15370	58	23	the	the	DET
fbem-15370	58	24	part	part	NOUN
fbem-15370	58	25	of	of	ADP
fbem-15370	58	26	financial	financial	ADJ
fbem-15370	58	27	prediction	prediction	NOUN
fbem-15370	58	28	.	.	PUNCT
fbem-15370	59	1	the	the	DET
fbem-15370	59	2	findings	finding	NOUN
fbem-15370	59	3	revealed	reveal	VERB
fbem-15370	59	4	that	that	SCONJ
fbem-15370	59	5	models	model	NOUN
fbem-15370	59	6	combining	combine	VERB
fbem-15370	59	7	lstm	lstm	NOUN
fbem-15370	59	8	with	with	ADP
fbem-15370	59	9	other	other	ADJ
fbem-15370	59	10	methods	method	NOUN
fbem-15370	59	11	exhibited	exhibit	VERB
fbem-15370	59	12	superior	superior	ADJ
fbem-15370	59	13	performance	performance	NOUN
fbem-15370	59	14	[	[	X
fbem-15370	59	15	23	23	NUM
fbem-15370	59	16	]	]	PUNCT
fbem-15370	59	17	.	.	PUNCT
fbem-15370	60	1	zaheer	zaheer	PROPN
fbem-15370	60	2	shahzad	shahzad	PROPN
fbem-15370	60	3	,	,	PUNCT
fbem-15370	60	4	nadeem	nadeem	PROPN
fbem-15370	60	5	anjum	anjum	PROPN
fbem-15370	60	6	,	,	PUNCT
fbem-15370	60	7	saddam	saddam	PROPN
fbem-15370	60	8	hussain	hussain	PROPN
fbem-15370	60	9	et	et	PROPN
fbem-15370	60	10	al	al	PROPN
fbem-15370	60	11	.	.	PROPN
fbem-15370	60	12	conducted	conduct	VERB
fbem-15370	60	13	a	a	DET
fbem-15370	60	14	comparative	comparative	ADJ
fbem-15370	60	15	analysis	analysis	NOUN
fbem-15370	60	16	of	of	ADP
fbem-15370	60	17	prediction	prediction	NOUN
fbem-15370	60	18	results	result	NOUN
fbem-15370	60	19	from	from	ADP
fbem-15370	60	20	multiple	multiple	ADJ
fbem-15370	60	21	hybrid	hybrid	ADJ
fbem-15370	60	22	deep	deep	ADJ
fbem-15370	60	23	learning	learning	NOUN
fbem-15370	60	24	models	model	NOUN
fbem-15370	60	25	on	on	ADP
fbem-15370	60	26	stock	stock	NOUN
fbem-15370	60	27	parameters	parameter	NOUN
fbem-15370	60	28	,	,	PUNCT
fbem-15370	60	29	specifically	specifically	ADV
fbem-15370	60	30	close	close	VERB
fbem-15370	60	31	price	price	NOUN
fbem-15370	60	32	and	and	CCONJ
fbem-15370	60	33	high	high	ADJ
fbem-15370	60	34	price	price	NOUN
fbem-15370	60	35	[	[	X
fbem-15370	60	36	24	24	NUM
fbem-15370	60	37	]	]	PUNCT
fbem-15370	60	38	.	.	PUNCT
fbem-15370	61	1	simultaneously	simultaneously	ADV
fbem-15370	61	2	,	,	PUNCT
fbem-15370	61	3	singular	singular	PROPN
fbem-15370	61	4	spectrum	spectrum	NOUN
fbem-15370	61	5	analysis	analysis	NOUN
fbem-15370	61	6	(	(	PUNCT
fbem-15370	61	7	ssa	ssa	NOUN
fbem-15370	61	8	)	)	PUNCT
fbem-15370	61	9	,	,	PUNCT
fbem-15370	61	10	which	which	PRON
fbem-15370	61	11	is	be	AUX
fbem-15370	61	12	a	a	DET
fbem-15370	61	13	robust	robust	ADJ
fbem-15370	61	14	technique	technique	NOUN
fbem-15370	61	15	used	use	VERB
fbem-15370	61	16	for	for	ADP
fbem-15370	61	17	time	time	NOUN
fbem-15370	61	18	series	series	PROPN
fbem-15370	61	19	analysis	analysis	NOUN
fbem-15370	61	20	,	,	PUNCT
fbem-15370	61	21	has	have	AUX
fbem-15370	61	22	been	be	AUX
fbem-15370	61	23	widely	widely	ADV
fbem-15370	61	24	employed	employ	VERB
fbem-15370	61	25	to	to	PART
fbem-15370	61	26	address	address	VERB
fbem-15370	61	27	a	a	DET
fbem-15370	61	28	multitude	multitude	NOUN
fbem-15370	61	29	of	of	ADP
fbem-15370	61	30	practical	practical	ADJ
fbem-15370	61	31	problems	problem	NOUN
fbem-15370	61	32	.	.	PUNCT
fbem-15370	62	1	hossein	hossein	PROPN
fbem-15370	62	2	hassani	hassani	PROPN
fbem-15370	62	3	utilized	utilize	VERB
fbem-15370	62	4	ssa	ssa	NOUN
fbem-15370	62	5	on	on	ADP
fbem-15370	62	6	a	a	DET
fbem-15370	62	7	renowned	renowned	ADJ
fbem-15370	62	8	dataset	dataset	NOUN
fbem-15370	62	9	containing	contain	VERB
fbem-15370	62	10	monthly	monthly	ADJ
fbem-15370	62	11	accidental	accidental	ADJ
fbem-15370	62	12	deaths	death	NOUN
fbem-15370	62	13	rates	rate	NOUN
fbem-15370	62	14	in	in	ADP
fbem-15370	62	15	the	the	DET
fbem-15370	62	16	united	united	PROPN
fbem-15370	62	17	states	states	PROPN
fbem-15370	62	18	,	,	PUNCT
fbem-15370	62	19	and	and	CCONJ
fbem-15370	62	20	observed	observe	VERB
fbem-15370	62	21	a	a	DET
fbem-15370	62	22	significantly	significantly	ADV
fbem-15370	62	23	higher	high	ADJ
fbem-15370	62	24	level	level	NOUN
fbem-15370	62	25	of	of	ADP
fbem-15370	62	26	accuracy	accuracy	NOUN
fbem-15370	62	27	in	in	ADP
fbem-15370	62	28	forecasting	forecasting	NOUN
fbem-15370	62	29	compared	compare	VERB
fbem-15370	62	30	to	to	ADP
fbem-15370	62	31	other	other	ADJ
fbem-15370	62	32	methods	method	NOUN
fbem-15370	62	33	[	[	X
fbem-15370	62	34	25	25	NUM
fbem-15370	62	35	]	]	PUNCT
fbem-15370	62	36	.	.	PUNCT
fbem-15370	63	1	cong	cong	PROPN
fbem-15370	63	2	wang	wang	PROPN
fbem-15370	63	3	,	,	PUNCT
fbem-15370	63	4	hongli	hongli	PROPN
fbem-15370	63	5	zhang	zhang	PROPN
fbem-15370	63	6	and	and	CCONJ
fbem-15370	63	7	ping	ping	PROPN
fbem-15370	63	8	ma	ma	PROPN
fbem-15370	63	9	combine	combine	VERB
fbem-15370	63	10	singular	singular	PROPN
fbem-15370	63	11	spectrum	spectrum	VERB
fbem-15370	63	12	analysis	analysis	NOUN
fbem-15370	63	13	with	with	ADP
fbem-15370	63	14	a	a	DET
fbem-15370	63	15	hybrid	hybrid	ADJ
fbem-15370	63	16	laguerre	laguerre	NOUN
fbem-15370	63	17	neural	neural	ADJ
fbem-15370	63	18	network	network	NOUN
fbem-15370	63	19	to	to	PART
fbem-15370	63	20	forecast	forecast	VERB
fbem-15370	63	21	future	future	ADJ
fbem-15370	63	22	wind	wind	NOUN
fbem-15370	63	23	power	power	NOUN
fbem-15370	63	24	values	value	NOUN
fbem-15370	63	25	[	[	X
fbem-15370	63	26	26	26	NUM
fbem-15370	63	27	]	]	PUNCT
fbem-15370	63	28	.	.	PUNCT
fbem-15370	64	1	kutubuddin	kutubuddin	VERB
fbem-15370	64	2	ansari	ansari	PROPN
fbem-15370	64	3	,	,	PUNCT
fbem-15370	64	4	sampad	sampad	PROPN
fbem-15370	64	5	kumar	kumar	PROPN
fbem-15370	64	6	panda	panda	NOUN
fbem-15370	64	7	and	and	CCONJ
fbem-15370	64	8	punyawi	punyawi	VERB
fbem-15370	64	9	jamjareegulgarn	jamjareegulgarn	NOUN
fbem-15370	64	10	found	find	VERB
fbem-15370	64	11	that	that	SCONJ
fbem-15370	64	12	the	the	DET
fbem-15370	64	13	ssa	ssa	NOUN
fbem-15370	64	14	method	method	NOUN
fbem-15370	64	15	can	can	AUX
fbem-15370	64	16	be	be	AUX
fbem-15370	64	17	a	a	DET
fbem-15370	64	18	predictive	predictive	ADJ
fbem-15370	64	19	tool	tool	NOUN
fbem-15370	64	20	for	for	ADP
fbem-15370	64	21	total	total	ADJ
fbem-15370	64	22	electron	electron	NOUN
fbem-15370	64	23	content	content	NOUN
fbem-15370	64	24	(	(	PUNCT
fbem-15370	64	25	tec	tec	ADJ
fbem-15370	64	26	)	)	PUNCT
fbem-15370	64	27	sequences	sequence	NOUN
fbem-15370	64	28	in	in	ADP
fbem-15370	64	29	the	the	DET
fbem-15370	64	30	region	region	NOUN
fbem-15370	64	31	of	of	ADP
fbem-15370	64	32	nepal	nepal	NOUN
fbem-15370	64	33	[	[	X
fbem-15370	64	34	27	27	NUM
fbem-15370	64	35	]	]	PUNCT
fbem-15370	64	36	.	.	PUNCT
fbem-15370	65	1	3	3	X
fbem-15370	65	2	.	.	X
fbem-15370	65	3	methodology	methodology	NOUN
fbem-15370	65	4	3.1	3.1	NUM
fbem-15370	65	5	.	.	PUNCT
fbem-15370	66	1	singular	singular	PROPN
fbem-15370	66	2	spectrum	spectrum	VERB
fbem-15370	66	3	analysis	analysis	NOUN
fbem-15370	66	4	(	(	PUNCT
fbem-15370	66	5	ssa	ssa	NOUN
fbem-15370	66	6	)	)	PUNCT
fbem-15370	66	7	singular	singular	NOUN
fbem-15370	66	8	spectrum	spectrum	NOUN
fbem-15370	66	9	analysis	analysis	NOUN
fbem-15370	66	10	(	(	PUNCT
fbem-15370	66	11	ssa	ssa	NOUN
fbem-15370	66	12	)	)	PUNCT
fbem-15370	66	13	is	be	AUX
fbem-15370	66	14	a	a	DET
fbem-15370	66	15	robust	robust	ADJ
fbem-15370	66	16	method	method	NOUN
fbem-15370	66	17	utilized	utilize	VERB
fbem-15370	66	18	for	for	ADP
fbem-15370	66	19	time	time	NOUN
fbem-15370	66	20	series	series	PROPN
fbem-15370	66	21	analysis	analysis	NOUN
fbem-15370	66	22	,	,	PUNCT
fbem-15370	66	23	initially	initially	ADV
fbem-15370	66	24	proposed	propose	VERB
fbem-15370	66	25	by	by	ADP
fbem-15370	66	26	colebrook	colebrook	PROPN
fbem-15370	66	27	in	in	ADP
fbem-15370	66	28	1978	1978	NUM
fbem-15370	66	29	.	.	PUNCT
fbem-15370	67	1	the	the	DET
fbem-15370	67	2	aim	aim	NOUN
fbem-15370	67	3	of	of	ADP
fbem-15370	67	4	this	this	DET
fbem-15370	67	5	method	method	NOUN
fbem-15370	67	6	is	be	AUX
fbem-15370	67	7	the	the	DET
fbem-15370	67	8	decomposition	decomposition	NOUN
fbem-15370	67	9	of	of	ADP
fbem-15370	67	10	the	the	DET
fbem-15370	67	11	original	original	ADJ
fbem-15370	67	12	sequence	sequence	NOUN
fbem-15370	67	13	into	into	ADP
fbem-15370	67	14	components	component	NOUN
fbem-15370	67	15	that	that	PRON
fbem-15370	67	16	contain	contain	VERB
fbem-15370	67	17	information	information	NOUN
fbem-15370	67	18	which	which	PRON
fbem-15370	67	19	is	be	AUX
fbem-15370	67	20	independent	independent	ADJ
fbem-15370	67	21	of	of	ADP
fbem-15370	67	22	each	each	DET
fbem-15370	67	23	other	other	ADJ
fbem-15370	67	24	.	.	PUNCT
fbem-15370	68	1	the	the	DET
fbem-15370	68	2	key	key	ADJ
fbem-15370	68	3	steps	step	NOUN
fbem-15370	68	4	of	of	ADP
fbem-15370	68	5	ssa	ssa	NOUN
fbem-15370	68	6	include	include	VERB
fbem-15370	68	7	the	the	DET
fbem-15370	68	8	following	follow	VERB
fbem-15370	68	9	four	four	NUM
fbem-15370	68	10	:	:	PUNCT
fbem-15370	68	11	3.1.1	3.1.1	NUM
fbem-15370	68	12	.	.	PUNCT
fbem-15370	69	1	embedding	embed	VERB
fbem-15370	69	2	consider	consider	VERB
fbem-15370	69	3	a	a	DET
fbem-15370	69	4	one	one	NUM
fbem-15370	69	5	-	-	PUNCT
fbem-15370	69	6	dimensional	dimensional	ADJ
fbem-15370	69	7	time	time	NOUN
fbem-15370	69	8	series	series	NOUN
fbem-15370	69	9	𝑌	𝑌	PROPN
fbem-15370	69	10	,	,	PUNCT
fbem-15370	69	11	represented	represent	VERB
fbem-15370	69	12	by	by	ADP
fbem-15370	69	13	𝑦	𝑦	PRON
fbem-15370	69	14	,	,	PUNCT
fbem-15370	69	15	𝑦	𝑦	PRON
fbem-15370	69	16	,	,	PUNCT
fbem-15370	69	17	⋯	⋯	PROPN
fbem-15370	69	18	,	,	PUNCT
fbem-15370	69	19	𝑦	𝑦	NOUN
fbem-15370	69	20	,	,	PUNCT
fbem-15370	69	21	with	with	ADP
fbem-15370	69	22	a	a	DET
fbem-15370	69	23	length	length	NOUN
fbem-15370	69	24	of	of	ADP
fbem-15370	69	25	𝑁.	𝑁.	PROPN
fbem-15370	69	26	to	to	PART
fbem-15370	69	27	obtain	obtain	VERB
fbem-15370	69	28	the	the	DET
fbem-15370	69	29	trajectory	trajectory	NOUN
fbem-15370	69	30	matrix	matrix	NOUN
fbem-15370	69	31	𝑋	𝑋	PROPN
fbem-15370	69	32	,	,	PUNCT
fbem-15370	69	33	the	the	DET
fbem-15370	69	34	one	one	NUM
fbem-15370	69	35	-	-	PUNCT
fbem-15370	69	36	dimensional	dimensional	ADJ
fbem-15370	69	37	time	time	NOUN
fbem-15370	69	38	series	series	NOUN
fbem-15370	69	39	is	be	AUX
fbem-15370	69	40	transformed	transform	VERB
fbem-15370	69	41	into	into	ADP
fbem-15370	69	42	a	a	DET
fbem-15370	69	43	multi	multi	ADJ
fbem-15370	69	44	-	-	ADJ
fbem-15370	69	45	dimensional	dimensional	ADJ
fbem-15370	69	46	sequence	sequence	NOUN
fbem-15370	69	47	by	by	ADP
fbem-15370	69	48	selecting	select	VERB
fbem-15370	69	49	a	a	DET
fbem-15370	69	50	suitable	suitable	ADJ
fbem-15370	69	51	window	window	NOUN
fbem-15370	69	52	length	length	NOUN
fbem-15370	69	53	𝐿.	𝐿.	VERB
fbem-15370	69	54	the	the	DET
fbem-15370	69	55	resulting	result	VERB
fbem-15370	69	56	trajectory	trajectory	NOUN
fbem-15370	69	57	matrix	matrix	NOUN
fbem-15370	69	58	is	be	AUX
fbem-15370	69	59	as	as	SCONJ
fbem-15370	69	60	follows	follow	VERB
fbem-15370	69	61	:	:	PUNCT
fbem-15370	69	62	𝑋	𝑋	PROPN
fbem-15370	69	63	⎣	⎣	ADJ
fbem-15370	69	64	⎢	⎢	NOUN
fbem-15370	69	65	⎢	⎢	NOUN
fbem-15370	69	66	⎢	⎢	NOUN
fbem-15370	69	67	⎡	⎡	VERB
fbem-15370	69	68	𝑦	𝑦	PRON
fbem-15370	69	69	𝑦	𝑦	PRON
fbem-15370	69	70	𝑦	𝑦	PRON
fbem-15370	69	71	⋯	⋯	PROPN
fbem-15370	69	72	𝑦	𝑦	PRON
fbem-15370	69	73	𝑦	𝑦	X
fbem-15370	69	74	𝑦	𝑦	PRON
fbem-15370	69	75	𝑦	𝑦	PRON
fbem-15370	69	76	⋯	⋯	PROPN
fbem-15370	69	77	𝑦	𝑦	PRON
fbem-15370	69	78	𝑦	𝑦	X
fbem-15370	69	79	𝑦	𝑦	PRON
fbem-15370	69	80	𝑦	𝑦	DET
fbem-15370	69	81	⋯	⋯	PROPN
fbem-15370	69	82	𝑦	𝑦	PROPN
fbem-15370	69	83	⋮	⋮	ADJ
fbem-15370	69	84	⋮	⋮	ADJ
fbem-15370	69	85	⋮	⋮	NOUN
fbem-15370	69	86	⋱	⋱	PUNCT
fbem-15370	69	87	⋮	⋮	NOUN
fbem-15370	69	88	𝑦	𝑦	VERB
fbem-15370	69	89	𝑦	𝑦	ADP
fbem-15370	69	90	𝑦	𝑦	PRON
fbem-15370	69	91	⋯	⋯	PROPN
fbem-15370	69	92	𝑦	𝑦	PROPN
fbem-15370	69	93	⎦	⎦	NOUN
fbem-15370	69	94	⎥	⎥	PROPN
fbem-15370	69	95	⎥	⎥	PROPN
fbem-15370	69	96	⎥	⎥	PROPN
fbem-15370	69	97	⎤	⎤	ADJ
fbem-15370	69	98	1	1	NUM
fbem-15370	69	99	among	among	ADP
fbem-15370	69	100	these	these	DET
fbem-15370	69	101	parameters	parameter	NOUN
fbem-15370	69	102	,	,	PUNCT
fbem-15370	69	103	it	it	PRON
fbem-15370	69	104	is	be	AUX
fbem-15370	69	105	standard	standard	ADJ
fbem-15370	69	106	to	to	PART
fbem-15370	69	107	select	select	VERB
fbem-15370	69	108	a	a	DET
fbem-15370	69	109	window	window	NOUN
fbem-15370	69	110	length	length	NOUN
fbem-15370	69	111	𝐿	𝐿	PROPN
fbem-15370	69	112	that	that	PRON
fbem-15370	69	113	typically	typically	ADV
fbem-15370	69	114	falls	fall	VERB
fbem-15370	69	115	in	in	ADP
fbem-15370	69	116	the	the	DET
fbem-15370	69	117	range	range	NOUN
fbem-15370	69	118	of	of	ADP
fbem-15370	69	119	2	2	NUM
fbem-15370	69	120	𝐿	𝐿	PROPN
fbem-15370	69	121	𝑁/2	𝑁/2	NOUN
fbem-15370	69	122	,	,	PUNCT
fbem-15370	69	123	where	where	SCONJ
fbem-15370	69	124	𝐾	𝐾	PROPN
fbem-15370	69	125	𝑁	𝑁	PROPN
fbem-15370	69	126	𝐿	𝐿	PROPN
fbem-15370	69	127	1	1	NUM
fbem-15370	69	128	.	.	PUNCT
fbem-15370	70	1	3.1.2	3.1.2	NUM
fbem-15370	70	2	.	.	PUNCT
fbem-15370	70	3	singular	singular	PROPN
fbem-15370	70	4	value	value	NOUN
fbem-15370	70	5	decomposition	decomposition	NOUN
fbem-15370	70	6	(	(	PUNCT
fbem-15370	70	7	svd	svd	PROPN
fbem-15370	70	8	)	)	PUNCT
fbem-15370	70	9	the	the	DET
fbem-15370	70	10	next	next	ADJ
fbem-15370	70	11	step	step	NOUN
fbem-15370	70	12	is	be	AUX
fbem-15370	70	13	use	use	VERB
fbem-15370	70	14	svd	svd	NOUN
fbem-15370	70	15	to	to	PART
fbem-15370	70	16	process	process	VERB
fbem-15370	70	17	the	the	DET
fbem-15370	70	18	trajectory	trajectory	NOUN
fbem-15370	70	19	matrix	matrix	NOUN
fbem-15370	70	20	,	,	PUNCT
fbem-15370	70	21	decomposing	decompose	VERB
fbem-15370	70	22	it	it	PRON
fbem-15370	70	23	into	into	ADP
fbem-15370	70	24	the	the	DET
fbem-15370	70	25	following	follow	VERB
fbem-15370	70	26	format	format	NOUN
fbem-15370	70	27	:	:	PUNCT
fbem-15370	70	28	𝑋	𝑋	PROPN
fbem-15370	70	29	𝑈σ𝑉	𝑈σ𝑉	PROPN
fbem-15370	70	30	2	2	NUM
fbem-15370	70	31	in	in	ADP
fbem-15370	70	32	the	the	DET
fbem-15370	70	33	above	above	ADJ
fbem-15370	70	34	equation	equation	NOUN
fbem-15370	70	35	,	,	PUNCT
fbem-15370	70	36	u	u	PRON
fbem-15370	70	37	represents	represent	VERB
fbem-15370	70	38	the	the	DET
fbem-15370	70	39	left	left	ADJ
fbem-15370	70	40	singular	singular	ADJ
fbem-15370	70	41	matrix	matrix	NOUN
fbem-15370	70	42	of	of	ADP
fbem-15370	70	43	𝐿	𝐿	PROPN
fbem-15370	70	44	𝐿	𝐿	PROPN
fbem-15370	70	45	,	,	PUNCT
fbem-15370	70	46	and	and	CCONJ
fbem-15370	70	47	its	its	PRON
fbem-15370	70	48	orthogonal	orthogonal	ADJ
fbem-15370	70	49	vectors	vector	NOUN
fbem-15370	70	50	are	be	AUX
fbem-15370	70	51	known	know	VERB
fbem-15370	70	52	as	as	ADP
fbem-15370	70	53	the	the	DET
fbem-15370	70	54	left	left	ADJ
fbem-15370	70	55	singular	singular	ADJ
fbem-15370	70	56	vectors	vector	NOUN
fbem-15370	70	57	.	.	PUNCT
fbem-15370	71	1	σ	σ	NOUN
fbem-15370	71	2	is	be	AUX
fbem-15370	71	3	the	the	DET
fbem-15370	71	4	singular	singular	ADJ
fbem-15370	71	5	value	value	NOUN
fbem-15370	71	6	diagonal	diagonal	ADJ
fbem-15370	71	7	matrix	matrix	NOUN
fbem-15370	71	8	of	of	ADP
fbem-15370	71	9	𝐿	𝐿	PROPN
fbem-15370	71	10	𝐾	𝐾	PROPN
fbem-15370	71	11	,	,	PUNCT
fbem-15370	71	12	where	where	SCONJ
fbem-15370	71	13	all	all	DET
fbem-15370	71	14	non	non	ADJ
fbem-15370	71	15	-	-	ADJ
fbem-15370	71	16	diagonal	diagonal	ADJ
fbem-15370	71	17	elements	element	NOUN
fbem-15370	71	18	are	be	AUX
fbem-15370	71	19	0	0	NUM
fbem-15370	71	20	.	.	PUNCT
fbem-15370	72	1	the	the	DET
fbem-15370	72	2	singular	singular	ADJ
fbem-15370	72	3	values	value	NOUN
fbem-15370	72	4	,	,	PUNCT
fbem-15370	72	5	denoted	denote	VERB
fbem-15370	72	6	as	as	ADP
fbem-15370	72	7	σ	σ	PROPN
fbem-15370	72	8	𝜆	𝜆	PROPN
fbem-15370	72	9	,	,	PUNCT
fbem-15370	72	10	𝜆	𝜆	PRON
fbem-15370	72	11	,	,	PUNCT
fbem-15370	72	12	⋯	⋯	PROPN
fbem-15370	72	13	,	,	PUNCT
fbem-15370	72	14	𝜆	𝜆	PRON
fbem-15370	72	15	,	,	PUNCT
fbem-15370	72	16	are	be	AUX
fbem-15370	72	17	the	the	DET
fbem-15370	72	18	elements	element	NOUN
fbem-15370	72	19	on	on	ADP
fbem-15370	72	20	the	the	DET
fbem-15370	72	21	diagonal	diagonal	NOUN
fbem-15370	72	22	that	that	PRON
fbem-15370	72	23	satisfy	satisfy	VERB
fbem-15370	72	24	𝜆	𝜆	ADP
fbem-15370	72	25	𝜆	𝜆	DET
fbem-15370	72	26	⋯	⋯	ADP
fbem-15370	72	27	𝜆	𝜆	ADP
fbem-15370	72	28	0	0	NUM
fbem-15370	72	29	.	.	PUNCT
fbem-15370	73	1	𝑉	𝑉	PROPN
fbem-15370	73	2	represents	represent	VERB
fbem-15370	73	3	the	the	DET
fbem-15370	73	4	𝐾	𝐾	PROPN
fbem-15370	73	5	𝐾	𝐾	PROPN
fbem-15370	73	6	right	right	ADJ
fbem-15370	73	7	singular	singular	ADJ
fbem-15370	73	8	matrix	matrix	NOUN
fbem-15370	73	9	,	,	PUNCT
fbem-15370	73	10	and	and	CCONJ
fbem-15370	73	11	its	its	PRON
fbem-15370	73	12	orthogonal	orthogonal	ADJ
fbem-15370	73	13	vectors	vector	NOUN
fbem-15370	73	14	are	be	AUX
fbem-15370	73	15	called	call	VERB
fbem-15370	73	16	the	the	DET
fbem-15370	73	17	right	right	ADJ
fbem-15370	73	18	singular	singular	ADJ
fbem-15370	73	19	vectors	vector	NOUN
fbem-15370	73	20	.	.	PUNCT
fbem-15370	74	1	subsequently	subsequently	ADV
fbem-15370	74	2	,	,	PUNCT
fbem-15370	74	3	the	the	DET
fbem-15370	74	4	singular	singular	PROPN
fbem-15370	74	5	entropy	entropy	PROPN
fbem-15370	74	6	theory	theory	NOUN
fbem-15370	74	7	is	be	AUX
fbem-15370	74	8	employed	employ	VERB
fbem-15370	74	9	for	for	ADP
fbem-15370	74	10	noise	noise	NOUN
fbem-15370	74	11	extraction	extraction	NOUN
fbem-15370	74	12	.	.	PUNCT
fbem-15370	75	1	entropy	entropy	PROPN
fbem-15370	75	2	is	be	AUX
fbem-15370	75	3	a	a	DET
fbem-15370	75	4	fundamental	fundamental	ADJ
fbem-15370	75	5	concept	concept	NOUN
fbem-15370	75	6	in	in	ADP
fbem-15370	75	7	information	information	NOUN
fbem-15370	75	8	theory	theory	NOUN
fbem-15370	75	9	,	,	PUNCT
fbem-15370	75	10	essential	essential	ADJ
fbem-15370	75	11	for	for	ADP
fbem-15370	75	12	quantifying	quantify	VERB
fbem-15370	75	13	the	the	DET
fbem-15370	75	14	amount	amount	NOUN
fbem-15370	75	15	of	of	ADP
fbem-15370	75	16	information	information	NOUN
fbem-15370	75	17	in	in	ADP
fbem-15370	75	18	a	a	DET
fbem-15370	75	19	message	message	NOUN
fbem-15370	75	20	.	.	PUNCT
fbem-15370	76	1	in	in	ADP
fbem-15370	76	2	order	order	NOUN
fbem-15370	76	3	to	to	PART
fbem-15370	76	4	separate	separate	VERB
fbem-15370	76	5	the	the	DET
fbem-15370	76	6	noise	noise	NOUN
fbem-15370	76	7	information	information	NOUN
fbem-15370	76	8	from	from	ADP
fbem-15370	76	9	stock	stock	NOUN
fbem-15370	76	10	price	price	NOUN
fbem-15370	76	11	time	time	NOUN
fbem-15370	76	12	series	series	NOUN
fbem-15370	76	13	,	,	PUNCT
fbem-15370	76	14	the	the	DET
fbem-15370	76	15	concept	concept	NOUN
fbem-15370	76	16	of	of	ADP
fbem-15370	76	17	singular	singular	PROPN
fbem-15370	76	18	entropy	entropy	NOUN
fbem-15370	76	19	has	have	AUX
fbem-15370	76	20	been	be	AUX
fbem-15370	76	21	introduced	introduce	VERB
fbem-15370	76	22	to	to	PART
fbem-15370	76	23	determine	determine	VERB
fbem-15370	76	24	the	the	DET
fbem-15370	76	25	order	order	NOUN
fbem-15370	76	26	of	of	ADP
fbem-15370	76	27	the	the	DET
fbem-15370	76	28	reconstructed	reconstructed	ADJ
fbem-15370	76	29	sequence	sequence	NOUN
fbem-15370	76	30	obtained	obtain	VERB
fbem-15370	76	31	through	through	ADP
fbem-15370	76	32	singular	singular	ADJ
fbem-15370	76	33	value	value	NOUN
fbem-15370	76	34	decomposition	decomposition	NOUN
fbem-15370	76	35	(	(	PUNCT
fbem-15370	76	36	svd	svd	PROPN
fbem-15370	76	37	)	)	PUNCT
fbem-15370	76	38	.	.	PUNCT
fbem-15370	77	1	the	the	DET
fbem-15370	77	2	calculation	calculation	NOUN
fbem-15370	77	3	formula	formula	NOUN
fbem-15370	77	4	for	for	ADP
fbem-15370	77	5	singular	singular	ADJ
fbem-15370	77	6	entropy	entropy	NOUN
fbem-15370	77	7	and	and	CCONJ
fbem-15370	77	8	its	its	PRON
fbem-15370	77	9	increment	increment	NOUN
fbem-15370	77	10	is	be	AUX
fbem-15370	77	11	presented	present	VERB
fbem-15370	77	12	below	below	ADV
fbem-15370	77	13	.	.	PUNCT
fbem-15370	78	1	𝐸	𝐸	PROPN
fbem-15370	78	2	σ	σ	PROPN
fbem-15370	78	3	δ𝐸	δ𝐸	NOUN
fbem-15370	78	4	,	,	PUNCT
fbem-15370	78	5	𝑘	𝑘	DET
fbem-15370	78	6	𝑚	𝑚	ADP
fbem-15370	78	7	3	3	NUM
fbem-15370	78	8	δ𝐸	δ𝐸	NOUN
fbem-15370	78	9	𝜆	𝜆	ADP
fbem-15370	78	10	σ	σ	NOUN
fbem-15370	78	11	𝜆	𝜆	ADV
fbem-15370	78	12	𝑙𝑜𝑔	𝑙𝑜𝑔	PROPN
fbem-15370	78	13	𝜆	𝜆	PROPN
fbem-15370	78	14	σ	σ	NOUN
fbem-15370	78	15	𝜆	𝜆	ADP
fbem-15370	78	16	4	4	NUM
fbem-15370	78	17	53	53	NUM
fbem-15370	78	18	according	accord	VERB
fbem-15370	78	19	to	to	ADP
fbem-15370	78	20	the	the	DET
fbem-15370	78	21	theory	theory	NOUN
fbem-15370	78	22	of	of	ADP
fbem-15370	78	23	singular	singular	PROPN
fbem-15370	78	24	entropy	entropy	PROPN
fbem-15370	78	25	,	,	PUNCT
fbem-15370	78	26	if	if	SCONJ
fbem-15370	78	27	the	the	DET
fbem-15370	78	28	decrement	decrement	NOUN
fbem-15370	78	29	of	of	ADP
fbem-15370	78	30	the	the	DET
fbem-15370	78	31	singular	singular	ADJ
fbem-15370	78	32	value	value	NOUN
fbem-15370	78	33	increment	increment	NOUN
fbem-15370	78	34	δ𝐸	δ𝐸	ADV
fbem-15370	78	35	tends	tend	VERB
fbem-15370	78	36	to	to	PART
fbem-15370	78	37	stabilize	stabilize	VERB
fbem-15370	78	38	when	when	SCONJ
fbem-15370	78	39	the	the	DET
fbem-15370	78	40	singular	singular	ADJ
fbem-15370	78	41	values	value	NOUN
fbem-15370	78	42	reach	reach	VERB
fbem-15370	78	43	the	the	DET
fbem-15370	78	44	𝑘	𝑘	PRON
fbem-15370	78	45	th	th	X
fbem-15370	78	46	order	order	NOUN
fbem-15370	78	47	,	,	PUNCT
fbem-15370	78	48	it	it	PRON
fbem-15370	78	49	suggests	suggest	VERB
fbem-15370	78	50	that	that	SCONJ
fbem-15370	78	51	the	the	DET
fbem-15370	78	52	meaningful	meaningful	ADJ
fbem-15370	78	53	information	information	NOUN
fbem-15370	78	54	is	be	AUX
fbem-15370	78	55	widely	widely	ADV
fbem-15370	78	56	enclosed	enclose	VERB
fbem-15370	78	57	within	within	ADP
fbem-15370	78	58	the	the	DET
fbem-15370	78	59	singular	singular	ADJ
fbem-15370	78	60	values	value	NOUN
fbem-15370	78	61	from	from	ADP
fbem-15370	78	62	order	order	NOUN
fbem-15370	78	63	one	one	NUM
fbem-15370	78	64	to	to	PART
fbem-15370	78	65	𝑘.	𝑘.	VERB
fbem-15370	78	66	3.1.3	3.1.3	NUM
fbem-15370	78	67	.	.	PUNCT
fbem-15370	78	68	grouping	group	VERB
fbem-15370	78	69	group	group	NOUN
fbem-15370	78	70	the	the	DET
fbem-15370	78	71	singular	singular	PROPN
fbem-15370	78	72	values	value	NOUN
fbem-15370	78	73	in	in	ADP
fbem-15370	78	74	σ	σ	PROPN
fbem-15370	78	75	based	base	VERB
fbem-15370	78	76	on	on	ADP
fbem-15370	78	77	their	their	PRON
fbem-15370	78	78	magnitude	magnitude	NOUN
fbem-15370	78	79	.	.	PUNCT
fbem-15370	79	1	larger	large	ADJ
fbem-15370	79	2	singular	singular	ADJ
fbem-15370	79	3	values	value	NOUN
fbem-15370	79	4	correspond	correspond	VERB
fbem-15370	79	5	to	to	PART
fbem-15370	79	6	signal	signal	VERB
fbem-15370	79	7	components	component	NOUN
fbem-15370	79	8	,	,	PUNCT
fbem-15370	79	9	while	while	SCONJ
fbem-15370	79	10	smaller	small	ADJ
fbem-15370	79	11	ones	one	NOUN
fbem-15370	79	12	are	be	AUX
fbem-15370	79	13	associated	associate	VERB
fbem-15370	79	14	with	with	ADP
fbem-15370	79	15	noise	noise	NOUN
fbem-15370	79	16	.	.	PUNCT
fbem-15370	80	1	if	if	SCONJ
fbem-15370	80	2	the	the	DET
fbem-15370	80	3	singular	singular	ADJ
fbem-15370	80	4	values	value	NOUN
fbem-15370	80	5	'	'	PART
fbem-15370	80	6	extraction	extraction	NOUN
fbem-15370	80	7	is	be	AUX
fbem-15370	80	8	predetermined	predetermine	VERB
fbem-15370	80	9	with	with	ADP
fbem-15370	80	10	𝑘	𝑘	PRON
fbem-15370	80	11	,	,	PUNCT
fbem-15370	80	12	the	the	DET
fbem-15370	80	13	resulting	result	VERB
fbem-15370	80	14	grouping	grouping	NOUN
fbem-15370	80	15	is	be	AUX
fbem-15370	80	16	denoted	denote	VERB
fbem-15370	80	17	as	as	ADP
fbem-15370	80	18	,	,	PUNCT
fbem-15370	80	19	where	where	SCONJ
fbem-15370	80	20	𝑋	𝑋	PROPN
fbem-15370	80	21	𝑋	𝑋	PROPN
fbem-15370	80	22	𝑋	𝑋	PROPN
fbem-15370	80	23	⋯	⋯	PROPN
fbem-15370	80	24	𝑋	𝑋	PROPN
fbem-15370	80	25	,	,	PUNCT
fbem-15370	80	26	where	where	SCONJ
fbem-15370	80	27	𝑋	𝑋	PROPN
fbem-15370	80	28	𝜆	𝜆	PROPN
fbem-15370	80	29	𝑈	𝑈	PROPN
fbem-15370	80	30	𝑉	𝑉	PROPN
fbem-15370	80	31	.	.	PUNCT
fbem-15370	81	1	3.1.4	3.1.4	NUM
fbem-15370	81	2	.	.	PUNCT
fbem-15370	82	1	reconstruction	reconstruction	NOUN
fbem-15370	82	2	the	the	DET
fbem-15370	82	3	previous	previous	ADJ
fbem-15370	82	4	matrix	matrix	NOUN
fbem-15370	82	5	is	be	AUX
fbem-15370	82	6	converted	convert	VERB
fbem-15370	82	7	into	into	ADP
fbem-15370	82	8	a	a	DET
fbem-15370	82	9	one	one	NUM
fbem-15370	82	10	-	-	PUNCT
fbem-15370	82	11	dimensional	dimensional	ADJ
fbem-15370	82	12	sequence	sequence	NOUN
fbem-15370	82	13	with	with	ADP
fbem-15370	82	14	a	a	DET
fbem-15370	82	15	length	length	NOUN
fbem-15370	82	16	of	of	ADP
fbem-15370	82	17	𝑁	𝑁	PROPN
fbem-15370	82	18	through	through	ADP
fbem-15370	82	19	diagonal	diagonal	ADJ
fbem-15370	82	20	averaging	averaging	NOUN
fbem-15370	82	21	.	.	PUNCT
fbem-15370	83	1	let	let	VERB
fbem-15370	83	2	𝑇	𝑇	PROPN
fbem-15370	83	3	∈	∈	PROPN
fbem-15370	83	4	𝑅	𝑅	PROPN
fbem-15370	83	5	represents	represent	VERB
fbem-15370	83	6	the	the	DET
fbem-15370	83	7	matrix	matrix	NOUN
fbem-15370	83	8	,	,	PUNCT
fbem-15370	83	9	where	where	SCONJ
fbem-15370	83	10	𝑇	𝑇	PROPN
fbem-15370	83	11	,	,	PUNCT
fbem-15370	83	12	indicates	indicate	VERB
fbem-15370	83	13	the	the	DET
fbem-15370	83	14	element	element	NOUN
fbem-15370	83	15	at	at	ADP
fbem-15370	83	16	position	position	NOUN
fbem-15370	83	17	𝑖	𝑖	ADP
fbem-15370	83	18	,	,	PUNCT
fbem-15370	83	19	𝑗	𝑗	INTJ
fbem-15370	83	20	in	in	ADP
fbem-15370	83	21	the	the	DET
fbem-15370	83	22	matrix	matrix	NOUN
fbem-15370	83	23	,	,	PUNCT
fbem-15370	83	24	corresponding	correspond	VERB
fbem-15370	83	25	to	to	ADP
fbem-15370	83	26	the	the	DET
fbem-15370	83	27	element	element	NOUN
fbem-15370	83	28	located	locate	VERB
fbem-15370	83	29	in	in	ADP
fbem-15370	83	30	the	the	DET
fbem-15370	83	31	𝑖th	𝑖th	NOUN
fbem-15370	83	32	row	row	NOUN
fbem-15370	83	33	and	and	CCONJ
fbem-15370	83	34	𝑗th	𝑗th	ADP
fbem-15370	83	35	column	column	NOUN
fbem-15370	83	36	.	.	PUNCT
fbem-15370	84	1	the	the	DET
fbem-15370	84	2	indices	index	NOUN
fbem-15370	84	3	are	be	AUX
fbem-15370	84	4	subject	subject	ADJ
fbem-15370	84	5	to	to	ADP
fbem-15370	84	6	the	the	DET
fbem-15370	84	7	conditions	condition	NOUN
fbem-15370	84	8	1	1	NUM
fbem-15370	84	9	𝑖	𝑖	SYM
fbem-15370	84	10	𝐿	𝐿	PROPN
fbem-15370	84	11	and	and	CCONJ
fbem-15370	84	12	1	1	NUM
fbem-15370	84	13	𝑗	𝑗	NOUN
fbem-15370	84	14	𝐾.	𝐾.	NOUN
fbem-15370	84	15	the	the	DET
fbem-15370	84	16	matrix	matrix	NOUN
fbem-15370	84	17	𝑇	𝑇	PROPN
fbem-15370	84	18	undergoes	undergo	VERB
fbem-15370	84	19	a	a	DET
fbem-15370	84	20	transformation	transformation	NOUN
fbem-15370	84	21	into	into	ADP
fbem-15370	84	22	a	a	DET
fbem-15370	84	23	one	one	NUM
fbem-15370	84	24	-	-	PUNCT
fbem-15370	84	25	dimensional	dimensional	ADJ
fbem-15370	84	26	time	time	NOUN
fbem-15370	84	27	series	series	NOUN
fbem-15370	84	28	of	of	ADP
fbem-15370	84	29	length	length	NOUN
fbem-15370	84	30	𝑁	𝑁	PROPN
fbem-15370	84	31	through	through	ADP
fbem-15370	84	32	diagonal	diagonal	ADJ
fbem-15370	84	33	averaging	averaging	NOUN
fbem-15370	84	34	by	by	ADP
fbem-15370	84	35	defining	define	VERB
fbem-15370	84	36	𝐾	𝐾	PROPN
fbem-15370	84	37	∗	∗	PROPN
fbem-15370	84	38	max	max	PROPN
fbem-15370	84	39	𝐿	𝐿	PROPN
fbem-15370	84	40	,	,	PUNCT
fbem-15370	84	41	𝐾	𝐾	PROPN
fbem-15370	84	42	and	and	CCONJ
fbem-15370	84	43	𝐿∗	𝐿∗	PROPN
fbem-15370	84	44	min	min	PROPN
fbem-15370	84	45	𝐿	𝐿	PROPN
fbem-15370	84	46	,	,	PUNCT
fbem-15370	84	47	𝐾	𝐾	PROPN
fbem-15370	84	48	,	,	PUNCT
fbem-15370	84	49	denotes	denote	NOUN
fbem-15370	84	50	as	as	ADP
fbem-15370	84	51	𝑡	𝑡	PROPN
fbem-15370	84	52	,	,	PUNCT
fbem-15370	84	53	𝑡	𝑡	PROPN
fbem-15370	84	54	,	,	PUNCT
fbem-15370	84	55	⋯	⋯	PROPN
fbem-15370	84	56	,	,	PUNCT
fbem-15370	84	57	𝑡	𝑡	PROPN
fbem-15370	84	58	.	.	PUNCT
fbem-15370	85	1	the	the	DET
fbem-15370	85	2	reconstructed	reconstructed	ADJ
fbem-15370	85	3	sequence	sequence	NOUN
fbem-15370	85	4	can	can	AUX
fbem-15370	85	5	be	be	AUX
fbem-15370	85	6	calculated	calculate	VERB
fbem-15370	85	7	using	use	VERB
fbem-15370	85	8	the	the	DET
fbem-15370	85	9	following	follow	VERB
fbem-15370	85	10	formula	formula	NOUN
fbem-15370	85	11	:	:	PUNCT
fbem-15370	85	12	𝑡	𝑡	PROPN
fbem-15370	85	13	⎩	⎩	PROPN
fbem-15370	85	14	⎪⎪	⎪⎪	PROPN
fbem-15370	85	15	⎨	⎨	PROPN
fbem-15370	86	1	⎪⎪	⎪⎪	PROPN
fbem-15370	86	2	⎧	⎧	PROPN
fbem-15370	86	3	1	1	NUM
fbem-15370	86	4	𝑘	𝑘	PROPN
fbem-15370	86	5	𝑇	𝑇	PROPN
fbem-15370	86	6	,	,	PUNCT
fbem-15370	86	7	,	,	PUNCT
fbem-15370	86	8	1	1	NUM
fbem-15370	86	9	𝑘	𝑘	PRON
fbem-15370	86	10	𝐿	𝐿	PROPN
fbem-15370	86	11	∗	∗	NOUN
fbem-15370	86	12	1	1	NUM
fbem-15370	86	13	𝐿∗	𝐿∗	PROPN
fbem-15370	86	14	𝑇	𝑇	PROPN
fbem-15370	86	15	,	,	PUNCT
fbem-15370	86	16	∗	∗	NOUN
fbem-15370	86	17	,	,	PUNCT
fbem-15370	86	18	𝐿∗	𝐿∗	PROPN
fbem-15370	86	19	𝑘	𝑘	PROPN
fbem-15370	86	20	𝐾	𝐾	PROPN
fbem-15370	86	21	∗	∗	VERB
fbem-15370	86	22	1	1	NUM
fbem-15370	86	23	𝑁	𝑁	PROPN
fbem-15370	86	24	𝑘	𝑘	DET
fbem-15370	86	25	1	1	NUM
fbem-15370	86	26	𝑇	𝑇	NOUN
fbem-15370	86	27	,	,	PUNCT
fbem-15370	86	28	∗	∗	NOUN
fbem-15370	86	29	∗	∗	NOUN
fbem-15370	86	30	,	,	PUNCT
fbem-15370	86	31	𝐾	𝐾	PROPN
fbem-15370	86	32	∗	∗	VERB
fbem-15370	86	33	𝑘	𝑘	PRON
fbem-15370	86	34	𝑁	𝑁	PROPN
fbem-15370	86	35	5	5	NUM
fbem-15370	86	36	3.2	3.2	NUM
fbem-15370	86	37	.	.	PUNCT
fbem-15370	87	1	long	long	ADJ
fbem-15370	87	2	short	short	ADJ
fbem-15370	87	3	-	-	PUNCT
fbem-15370	87	4	term	term	NOUN
fbem-15370	87	5	memory(lstm	memory(lstm	PROPN
fbem-15370	87	6	)	)	PUNCT
fbem-15370	87	7	lstm	lstm	NOUN
fbem-15370	87	8	(	(	PUNCT
fbem-15370	87	9	long	long	ADJ
fbem-15370	87	10	short	short	ADJ
fbem-15370	87	11	-	-	PUNCT
fbem-15370	87	12	term	term	NOUN
fbem-15370	87	13	memory	memory	NOUN
fbem-15370	87	14	)	)	PUNCT
fbem-15370	87	15	is	be	AUX
fbem-15370	87	16	a	a	DET
fbem-15370	87	17	type	type	NOUN
fbem-15370	87	18	of	of	ADP
fbem-15370	87	19	recurrent	recurrent	ADJ
fbem-15370	87	20	neural	neural	ADJ
fbem-15370	87	21	network	network	NOUN
fbem-15370	87	22	specifically	specifically	ADV
fbem-15370	87	23	designed	design	VERB
fbem-15370	87	24	for	for	ADP
fbem-15370	87	25	processing	process	VERB
fbem-15370	87	26	sequential	sequential	ADJ
fbem-15370	87	27	data	datum	NOUN
fbem-15370	87	28	and	and	CCONJ
fbem-15370	87	29	capturing	capture	VERB
fbem-15370	87	30	past	past	ADJ
fbem-15370	87	31	information	information	NOUN
fbem-15370	87	32	.	.	PUNCT
fbem-15370	88	1	a	a	DET
fbem-15370	88	2	basic	basic	ADJ
fbem-15370	88	3	lstm	lstm	NOUN
fbem-15370	88	4	unit	unit	NOUN
fbem-15370	88	5	consists	consist	VERB
fbem-15370	88	6	of	of	ADP
fbem-15370	88	7	a	a	DET
fbem-15370	88	8	cell	cell	NOUN
fbem-15370	88	9	and	and	CCONJ
fbem-15370	88	10	three	three	NUM
fbem-15370	88	11	gates	gate	NOUN
fbem-15370	88	12	:	:	PUNCT
fbem-15370	88	13	an	an	DET
fbem-15370	88	14	input	input	NOUN
fbem-15370	88	15	,	,	PUNCT
fbem-15370	88	16	output	output	NOUN
fbem-15370	88	17	and	and	CCONJ
fbem-15370	88	18	forget	forget	VERB
fbem-15370	88	19	gate	gate	NOUN
fbem-15370	88	20	.	.	PUNCT
fbem-15370	89	1	the	the	DET
fbem-15370	89	2	flow	flow	NOUN
fbem-15370	89	3	of	of	ADP
fbem-15370	89	4	information	information	NOUN
fbem-15370	89	5	through	through	ADP
fbem-15370	89	6	lstm	lstm	NOUN
fbem-15370	89	7	is	be	AUX
fbem-15370	89	8	regulated	regulate	VERB
fbem-15370	89	9	by	by	ADP
fbem-15370	89	10	the	the	DET
fbem-15370	89	11	three	three	NUM
fbem-15370	89	12	gates	gate	NOUN
fbem-15370	89	13	,	,	PUNCT
fbem-15370	89	14	or	or	CCONJ
fbem-15370	89	15	gate	gate	NOUN
fbem-15370	89	16	mechanisms	mechanism	NOUN
fbem-15370	89	17	,	,	PUNCT
fbem-15370	89	18	which	which	PRON
fbem-15370	89	19	enables	enable	VERB
fbem-15370	89	20	lstm	lstm	NOUN
fbem-15370	89	21	to	to	PART
fbem-15370	89	22	handle	handle	VERB
fbem-15370	89	23	lengthy	lengthy	ADJ
fbem-15370	89	24	sequential	sequential	ADJ
fbem-15370	89	25	data	datum	NOUN
fbem-15370	89	26	efficiently	efficiently	ADV
fbem-15370	89	27	.	.	PUNCT
fbem-15370	90	1	figure	figure	NOUN
fbem-15370	90	2	1	1	NUM
fbem-15370	90	3	provides	provide	VERB
fbem-15370	90	4	a	a	DET
fbem-15370	90	5	detailed	detailed	ADJ
fbem-15370	90	6	depiction	depiction	NOUN
fbem-15370	90	7	of	of	ADP
fbem-15370	90	8	the	the	DET
fbem-15370	90	9	structure	structure	NOUN
fbem-15370	90	10	.	.	PUNCT
fbem-15370	91	1	figure	figure	NOUN
fbem-15370	91	2	1	1	NUM
fbem-15370	91	3	.	.	PUNCT
fbem-15370	92	1	lstm	lstm	ADJ
fbem-15370	92	2	network	network	NOUN
fbem-15370	92	3	structure	structure	NOUN
fbem-15370	92	4	the	the	DET
fbem-15370	92	5	forget	forget	NOUN
fbem-15370	92	6	gate	gate	NOUN
fbem-15370	92	7	in	in	ADP
fbem-15370	92	8	lstm	lstm	NOUN
fbem-15370	92	9	regulates	regulate	VERB
fbem-15370	92	10	the	the	DET
fbem-15370	92	11	selective	selective	ADJ
fbem-15370	92	12	forgetting	forgetting	NOUN
fbem-15370	92	13	of	of	ADP
fbem-15370	92	14	information	information	NOUN
fbem-15370	92	15	within	within	ADP
fbem-15370	92	16	the	the	DET
fbem-15370	92	17	cell	cell	NOUN
fbem-15370	92	18	state	state	NOUN
fbem-15370	92	19	.	.	PUNCT
fbem-15370	93	1	at	at	ADP
fbem-15370	93	2	time	time	NOUN
fbem-15370	93	3	𝑡	𝑡	PROPN
fbem-15370	93	4	,	,	PUNCT
fbem-15370	93	5	by	by	ADP
fbem-15370	93	6	using	use	VERB
fbem-15370	93	7	the	the	DET
fbem-15370	93	8	sigmoid	sigmoid	NOUN
fbem-15370	93	9	function	function	NOUN
fbem-15370	93	10	to	to	PART
fbem-15370	93	11	assess	assess	VERB
fbem-15370	93	12	the	the	DET
fbem-15370	93	13	input	input	NOUN
fbem-15370	93	14	signal	signal	NOUN
fbem-15370	93	15	𝑥	𝑥	PROPN
fbem-15370	93	16	and	and	CCONJ
fbem-15370	93	17	the	the	DET
fbem-15370	93	18	output	output	NOUN
fbem-15370	93	19	signal	signal	NOUN
fbem-15370	93	20	ℎ	ℎ	PROPN
fbem-15370	93	21	from	from	ADP
fbem-15370	93	22	time	time	NOUN
fbem-15370	93	23	𝑡	𝑡	PROPN
fbem-15370	93	24	1	1	NUM
fbem-15370	93	25	,	,	PUNCT
fbem-15370	93	26	the	the	DET
fbem-15370	93	27	evaluation	evaluation	NOUN
fbem-15370	93	28	leads	lead	VERB
fbem-15370	93	29	to	to	ADP
fbem-15370	93	30	the	the	DET
fbem-15370	93	31	attainment	attainment	NOUN
fbem-15370	93	32	of	of	ADP
fbem-15370	93	33	a	a	DET
fbem-15370	93	34	value	value	NOUN
fbem-15370	93	35	ranging	range	VERB
fbem-15370	93	36	from	from	ADP
fbem-15370	93	37	0	0	NUM
fbem-15370	93	38	to	to	ADP
fbem-15370	93	39	1	1	NUM
fbem-15370	93	40	.	.	PUNCT
fbem-15370	94	1	in	in	ADP
fbem-15370	94	2	this	this	DET
fbem-15370	94	3	context	context	NOUN
fbem-15370	94	4	,	,	PUNCT
fbem-15370	94	5	0	0	NUM
fbem-15370	94	6	signifies	signifie	NOUN
fbem-15370	94	7	complete	complete	ADJ
fbem-15370	94	8	forgetting	forgetting	NOUN
fbem-15370	94	9	,	,	PUNCT
fbem-15370	94	10	while	while	SCONJ
fbem-15370	94	11	1	1	NUM
fbem-15370	94	12	indicates	indicate	VERB
fbem-15370	94	13	complete	complete	ADJ
fbem-15370	94	14	retention	retention	NOUN
fbem-15370	94	15	.	.	PUNCT
fbem-15370	95	1	the	the	DET
fbem-15370	95	2	below	below	ADJ
fbem-15370	95	3	formula	formula	NOUN
fbem-15370	95	4	provides	provide	VERB
fbem-15370	95	5	the	the	DET
fbem-15370	95	6	specific	specific	ADJ
fbem-15370	95	7	calculation	calculation	NOUN
fbem-15370	95	8	.	.	PUNCT
fbem-15370	96	1	𝑓	𝑓	DET
fbem-15370	96	2	𝜎	𝜎	NOUN
fbem-15370	96	3	𝑊	𝑊	NOUN
fbem-15370	96	4	ℎ	ℎ	NOUN
fbem-15370	96	5	,	,	PUNCT
fbem-15370	96	6	𝑥	𝑥	PROPN
fbem-15370	96	7	𝑏	𝑏	SYM
fbem-15370	96	8	6	6	NUM
fbem-15370	96	9	the	the	DET
fbem-15370	96	10	input	input	NOUN
fbem-15370	96	11	gate	gate	NOUN
fbem-15370	96	12	of	of	ADP
fbem-15370	96	13	the	the	DET
fbem-15370	96	14	lstm	lstm	NOUN
fbem-15370	96	15	is	be	AUX
fbem-15370	96	16	of	of	ADP
fbem-15370	96	17	paramount	paramount	ADJ
fbem-15370	96	18	importance	importance	NOUN
fbem-15370	96	19	in	in	ADP
fbem-15370	96	20	determining	determine	VERB
fbem-15370	96	21	what	what	PRON
fbem-15370	96	22	proportion	proportion	NOUN
fbem-15370	96	23	of	of	ADP
fbem-15370	96	24	input	input	NOUN
fbem-15370	96	25	information	information	NOUN
fbem-15370	96	26	to	to	PART
fbem-15370	96	27	store	store	VERB
fbem-15370	96	28	in	in	ADP
fbem-15370	96	29	the	the	DET
fbem-15370	96	30	current	current	ADJ
fbem-15370	96	31	state	state	NOUN
fbem-15370	96	32	.	.	PUNCT
fbem-15370	97	1	by	by	ADP
fbem-15370	97	2	taking	take	VERB
fbem-15370	97	3	𝑥	𝑥	PROPN
fbem-15370	97	4	and	and	CCONJ
fbem-15370	97	5	ℎ	ℎ	PROPN
fbem-15370	97	6	as	as	ADP
fbem-15370	97	7	inputs	input	NOUN
fbem-15370	97	8	,	,	PUNCT
fbem-15370	97	9	the	the	DET
fbem-15370	97	10	sigmoid	sigmoid	NOUN
fbem-15370	97	11	function	function	NOUN
fbem-15370	97	12	generates	generate	VERB
fbem-15370	97	13	𝑖	𝑖	NOUN
fbem-15370	97	14	as	as	ADP
fbem-15370	97	15	an	an	DET
fbem-15370	97	16	output	output	NOUN
fbem-15370	97	17	.	.	PUNCT
fbem-15370	98	1	in	in	ADP
fbem-15370	98	2	addition	addition	NOUN
fbem-15370	98	3	,	,	PUNCT
fbem-15370	98	4	the	the	DET
fbem-15370	98	5	tanh	tanh	PROPN
fbem-15370	98	6	function	function	NOUN
fbem-15370	98	7	integrates	integrate	VERB
fbem-15370	98	8	the	the	DET
fbem-15370	98	9	inputs	input	NOUN
fbem-15370	98	10	𝑥	𝑥	PROPN
fbem-15370	98	11	and	and	CCONJ
fbem-15370	98	12	ℎ	ℎ	NOUN
fbem-15370	98	13	to	to	PART
fbem-15370	98	14	form	form	VERB
fbem-15370	98	15	a	a	DET
fbem-15370	98	16	candidate	candidate	NOUN
fbem-15370	98	17	cell	cell	NOUN
fbem-15370	98	18	state	state	NOUN
fbem-15370	98	19	𝐶	𝐶	PROPN
fbem-15370	98	20	.	.	PUNCT
fbem-15370	99	1	the	the	DET
fbem-15370	99	2	cell	cell	NOUN
fbem-15370	99	3	state	state	NOUN
fbem-15370	99	4	𝐶	𝐶	PROPN
fbem-15370	99	5	is	be	AUX
fbem-15370	99	6	updated	update	VERB
fbem-15370	99	7	based	base	VERB
fbem-15370	99	8	on	on	ADP
fbem-15370	99	9	𝑖	𝑖	PRON
fbem-15370	99	10	and	and	CCONJ
fbem-15370	99	11	𝐶	𝐶	PROPN
fbem-15370	99	12	.	.	PUNCT
fbem-15370	100	1	the	the	DET
fbem-15370	100	2	following	follow	VERB
fbem-15370	100	3	specific	specific	ADJ
fbem-15370	100	4	formulas	formula	NOUN
fbem-15370	100	5	show	show	VERB
fbem-15370	100	6	the	the	DET
fbem-15370	100	7	update	update	NOUN
fbem-15370	100	8	of	of	ADP
fbem-15370	100	9	𝐶	𝐶	PROPN
fbem-15370	100	10	at	at	ADP
fbem-15370	100	11	time	time	NOUN
fbem-15370	100	12	step	step	NOUN
fbem-15370	100	13	𝑡	𝑡	PROPN
fbem-15370	100	14	:	:	PUNCT
fbem-15370	100	15	𝑖	𝑖	SYM
fbem-15370	100	16	𝜎	𝜎	NOUN
fbem-15370	100	17	𝑊	𝑊	NOUN
fbem-15370	100	18	ℎ	ℎ	NOUN
fbem-15370	100	19	,	,	PUNCT
fbem-15370	100	20	𝑥	𝑥	PROPN
fbem-15370	100	21	𝑏	𝑏	PROPN
fbem-15370	100	22	7	7	NUM
fbem-15370	100	23	𝐶	𝐶	PROPN
fbem-15370	100	24	𝑡𝑎𝑛ℎ	𝑡𝑎𝑛ℎ	NOUN
fbem-15370	100	25	𝑊	𝑊	PROPN
fbem-15370	100	26	ℎ	ℎ	NOUN
fbem-15370	100	27	,	,	PUNCT
fbem-15370	100	28	𝑥	𝑥	PROPN
fbem-15370	100	29	𝑏	𝑏	SYM
fbem-15370	100	30	8	8	NUM
fbem-15370	100	31	𝐶	𝐶	PROPN
fbem-15370	100	32	𝑓	𝑓	PRON
fbem-15370	100	33	∗	∗	NOUN
fbem-15370	100	34	𝐶	𝐶	PROPN
fbem-15370	100	35	𝑖	𝑖	PROPN
fbem-15370	100	36	∗	∗	NOUN
fbem-15370	100	37	𝐶	𝐶	PROPN
fbem-15370	100	38	9	9	NUM
fbem-15370	100	39	the	the	DET
fbem-15370	100	40	output	output	NOUN
fbem-15370	100	41	gate	gate	NOUN
fbem-15370	100	42	determines	determine	VERB
fbem-15370	100	43	the	the	DET
fbem-15370	100	44	output	output	NOUN
fbem-15370	100	45	value	value	NOUN
fbem-15370	100	46	ℎ	ℎ	NOUN
fbem-15370	100	47	by	by	ADP
fbem-15370	100	48	taking	take	VERB
fbem-15370	100	49	into	into	ADP
fbem-15370	100	50	account	account	NOUN
fbem-15370	100	51	𝐶	𝐶	PROPN
fbem-15370	100	52	.	.	PUNCT
fbem-15370	101	1	the	the	DET
fbem-15370	101	2	output	output	NOUN
fbem-15370	101	3	gate	gate	NOUN
fbem-15370	101	4	combines	combine	VERB
fbem-15370	101	5	the	the	DET
fbem-15370	101	6	current	current	ADJ
fbem-15370	101	7	input	input	NOUN
fbem-15370	101	8	signal	signal	NOUN
fbem-15370	101	9	𝑥	𝑥	NOUN
fbem-15370	101	10	with	with	ADP
fbem-15370	101	11	the	the	DET
fbem-15370	101	12	cell	cell	NOUN
fbem-15370	101	13	state	state	NOUN
fbem-15370	101	14	𝐶	𝐶	PROPN
fbem-15370	101	15	and	and	CCONJ
fbem-15370	101	16	the	the	DET
fbem-15370	101	17	previous	previous	ADJ
fbem-15370	101	18	output	output	NOUN
fbem-15370	101	19	signal	signal	NOUN
fbem-15370	101	20	ℎ	ℎ	PROPN
fbem-15370	101	21	from	from	ADP
fbem-15370	101	22	time	time	NOUN
fbem-15370	101	23	step	step	NOUN
fbem-15370	101	24	𝑡	𝑡	NOUN
fbem-15370	101	25	1	1	NUM
fbem-15370	101	26	to	to	PART
fbem-15370	101	27	generate	generate	VERB
fbem-15370	101	28	the	the	DET
fbem-15370	101	29	present	present	ADJ
fbem-15370	101	30	output	output	NOUN
fbem-15370	101	31	signal	signal	NOUN
fbem-15370	101	32	.	.	PUNCT
fbem-15370	102	1	the	the	DET
fbem-15370	102	2	input	input	NOUN
fbem-15370	102	3	signal	signal	NOUN
fbem-15370	102	4	𝑥	𝑥	NOUN
fbem-15370	102	5	and	and	CCONJ
fbem-15370	102	6	previous	previous	ADJ
fbem-15370	102	7	output	output	NOUN
fbem-15370	102	8	ℎ	ℎ	NOUN
fbem-15370	102	9	are	be	AUX
fbem-15370	102	10	passed	pass	VERB
fbem-15370	102	11	through	through	ADP
fbem-15370	102	12	the	the	DET
fbem-15370	102	13	sigmoid	sigmoid	NOUN
fbem-15370	102	14	function	function	NOUN
fbem-15370	102	15	,	,	PUNCT
fbem-15370	102	16	resulting	result	VERB
fbem-15370	102	17	in	in	ADP
fbem-15370	102	18	a	a	DET
fbem-15370	102	19	value	value	NOUN
fbem-15370	102	20	𝑜	𝑜	NOUN
fbem-15370	102	21	,	,	PUNCT
fbem-15370	102	22	which	which	PRON
fbem-15370	102	23	falls	fall	VERB
fbem-15370	102	24	within	within	ADP
fbem-15370	102	25	the	the	DET
fbem-15370	102	26	range	range	NOUN
fbem-15370	102	27	of	of	ADP
fbem-15370	102	28	0	0	NUM
fbem-15370	102	29	to	to	PART
fbem-15370	102	30	1	1	NUM
fbem-15370	102	31	.	.	PUNCT
fbem-15370	102	32	to	to	PART
fbem-15370	102	33	obtain	obtain	VERB
fbem-15370	102	34	an	an	DET
fbem-15370	102	35	output	output	NOUN
fbem-15370	102	36	signal	signal	NOUN
fbem-15370	102	37	ℎ	ℎ	PROPN
fbem-15370	102	38	,	,	PUNCT
fbem-15370	102	39	the	the	DET
fbem-15370	102	40	cell	cell	NOUN
fbem-15370	102	41	state	state	NOUN
fbem-15370	102	42	𝐶	𝐶	PROPN
fbem-15370	102	43	is	be	AUX
fbem-15370	102	44	processed	process	VERB
fbem-15370	102	45	by	by	ADP
fbem-15370	102	46	the	the	DET
fbem-15370	102	47	tanh	tanh	PROPN
fbem-15370	102	48	function	function	NOUN
fbem-15370	102	49	,	,	PUNCT
fbem-15370	102	50	yielding	yield	VERB
fbem-15370	102	51	a	a	DET
fbem-15370	102	52	value	value	NOUN
fbem-15370	102	53	within	within	ADP
fbem-15370	102	54	the	the	DET
fbem-15370	102	55	interval	interval	NOUN
fbem-15370	102	56	of	of	ADP
fbem-15370	102	57	1,1	1,1	NUM
fbem-15370	102	58	,	,	PUNCT
fbem-15370	102	59	and	and	CCONJ
fbem-15370	102	60	then	then	ADV
fbem-15370	102	61	multiplied	multiply	VERB
fbem-15370	102	62	by	by	ADP
fbem-15370	102	63	𝑜	𝑜	PRON
fbem-15370	102	64	.	.	PUNCT
fbem-15370	103	1	furthermore	furthermore	ADV
fbem-15370	103	2	,	,	PUNCT
fbem-15370	103	3	ℎ	ℎ	PROPN
fbem-15370	103	4	is	be	AUX
fbem-15370	103	5	propagated	propagate	VERB
fbem-15370	103	6	as	as	ADP
fbem-15370	103	7	the	the	DET
fbem-15370	103	8	input	input	NOUN
fbem-15370	103	9	signal	signal	NOUN
fbem-15370	103	10	for	for	ADP
fbem-15370	103	11	the	the	DET
fbem-15370	103	12	subsequent	subsequent	ADJ
fbem-15370	103	13	time	time	NOUN
fbem-15370	103	14	step	step	NOUN
fbem-15370	103	15	,	,	PUNCT
fbem-15370	103	16	initiating	initiate	VERB
fbem-15370	103	17	further	further	ADJ
fbem-15370	103	18	processing	processing	NOUN
fbem-15370	103	19	.	.	PUNCT
fbem-15370	104	1	the	the	DET
fbem-15370	104	2	calculation	calculation	NOUN
fbem-15370	104	3	formulas	formula	VERB
fbem-15370	104	4	for	for	ADP
fbem-15370	104	5	ℎ	ℎ	NOUN
fbem-15370	104	6	are	be	AUX
fbem-15370	104	7	as	as	SCONJ
fbem-15370	104	8	follows	follow	VERB
fbem-15370	104	9	.	.	PUNCT
fbem-15370	105	1	𝑜	𝑜	PRON
fbem-15370	105	2	𝜎	𝜎	NOUN
fbem-15370	105	3	𝑊	𝑊	NOUN
fbem-15370	105	4	ℎ	ℎ	NOUN
fbem-15370	105	5	,	,	PUNCT
fbem-15370	105	6	𝑥	𝑥	PROPN
fbem-15370	105	7	𝑏	𝑏	PROPN
fbem-15370	105	8	10	10	NUM
fbem-15370	105	9	ℎ	ℎ	PART
fbem-15370	106	1	𝑜	𝑜	PROPN
fbem-15370	106	2	∗	∗	NOUN
fbem-15370	106	3	tanh	tanh	PROPN
fbem-15370	106	4	𝐶	𝐶	PROPN
fbem-15370	106	5	11	11	NUM
fbem-15370	106	6	4	4	NUM
fbem-15370	106	7	.	.	PUNCT
fbem-15370	106	8	empirical	empirical	ADJ
fbem-15370	106	9	analysis	analysis	NOUN
fbem-15370	106	10	4.1	4.1	NUM
fbem-15370	106	11	.	.	PUNCT
fbem-15370	107	1	experimental	experimental	ADJ
fbem-15370	107	2	data	datum	NOUN
fbem-15370	107	3	4.1.1	4.1.1	NUM
fbem-15370	107	4	.	.	PUNCT
fbem-15370	108	1	data	datum	NOUN
fbem-15370	108	2	sources	source	NOUN
fbem-15370	108	3	this	this	DET
fbem-15370	108	4	paper	paper	NOUN
fbem-15370	108	5	employed	employ	VERB
fbem-15370	108	6	information	information	NOUN
fbem-15370	108	7	on	on	ADP
fbem-15370	108	8	cni	cni	PROPN
fbem-15370	108	9	new	new	ADJ
fbem-15370	108	10	energy	energy	NOUN
fbem-15370	108	11	vehicles	vehicle	NOUN
fbem-15370	108	12	index	index	NOUN
fbem-15370	108	13	(	(	PUNCT
fbem-15370	108	14	399417	399417	NUM
fbem-15370	108	15	)	)	PUNCT
fbem-15370	108	16	spanning	span	VERB
fbem-15370	108	17	from	from	ADP
fbem-15370	108	18	1	1	NUM
fbem-15370	108	19	july	july	PROPN
fbem-15370	108	20	2013	2013	NUM
fbem-15370	108	21	to	to	ADP
fbem-15370	108	22	30	30	NUM
fbem-15370	108	23	june	june	PROPN
fbem-15370	108	24	2023	2023	NUM
fbem-15370	108	25	.	.	PUNCT
fbem-15370	109	1	the	the	DET
fbem-15370	109	2	dataset	dataset	NOUN
fbem-15370	109	3	comprises	comprise	VERB
fbem-15370	109	4	information	information	NOUN
fbem-15370	109	5	on	on	ADP
fbem-15370	109	6	opening	opening	NOUN
fbem-15370	109	7	,	,	PUNCT
fbem-15370	109	8	closing	closing	NOUN
fbem-15370	109	9	,	,	PUNCT
fbem-15370	109	10	lowest	low	ADJ
fbem-15370	109	11	and	and	CCONJ
fbem-15370	109	12	highest	high	ADJ
fbem-15370	109	13	prices	price	NOUN
fbem-15370	109	14	,	,	PUNCT
fbem-15370	109	15	as	as	ADV
fbem-15370	109	16	well	well	ADV
fbem-15370	109	17	as	as	ADP
fbem-15370	109	18	trading	trading	NOUN
fbem-15370	109	19	volumes	volume	NOUN
fbem-15370	109	20	and	and	CCONJ
fbem-15370	109	21	price	price	NOUN
fbem-15370	109	22	variations	variation	NOUN
fbem-15370	109	23	,	,	PUNCT
fbem-15370	109	24	totaling	total	VERB
fbem-15370	109	25	2425	2425	NUM
fbem-15370	109	26	data	datum	NOUN
fbem-15370	109	27	points	point	NOUN
fbem-15370	109	28	.	.	PUNCT
fbem-15370	110	1	4.1.2	4.1.2	NUM
fbem-15370	110	2	.	.	PUNCT
fbem-15370	110	3	data	datum	NOUN
fbem-15370	110	4	preprocessing	preprocesse	VERB
fbem-15370	110	5	the	the	DET
fbem-15370	110	6	raw	raw	ADJ
fbem-15370	110	7	data	datum	NOUN
fbem-15370	110	8	obtained	obtain	VERB
fbem-15370	110	9	may	may	AUX
fbem-15370	110	10	contain	contain	VERB
fbem-15370	110	11	issues	issue	NOUN
fbem-15370	110	12	such	such	ADJ
fbem-15370	110	13	as	as	ADP
fbem-15370	110	14	missing	miss	VERB
fbem-15370	110	15	values	value	NOUN
fbem-15370	110	16	,	,	PUNCT
fbem-15370	110	17	disorder	disorder	NOUN
fbem-15370	110	18	,	,	PUNCT
fbem-15370	110	19	and	and	CCONJ
fbem-15370	110	20	inconsistent	inconsistent	ADJ
fbem-15370	110	21	formatting	formatting	NOUN
fbem-15370	110	22	.	.	PUNCT
fbem-15370	111	1	consequently	consequently	ADV
fbem-15370	111	2	,	,	PUNCT
fbem-15370	111	3	preprocessing	preprocesse	VERB
fbem-15370	111	4	the	the	DET
fbem-15370	111	5	raw	raw	ADJ
fbem-15370	111	6	data	datum	NOUN
fbem-15370	111	7	becomes	become	VERB
fbem-15370	111	8	imperative	imperative	ADJ
fbem-15370	111	9	,	,	PUNCT
fbem-15370	111	10	entailing	entail	VERB
fbem-15370	111	11	tasks	task	NOUN
fbem-15370	111	12	such	such	ADJ
fbem-15370	111	13	as	as	ADP
fbem-15370	111	14	handling	handle	VERB
fbem-15370	111	15	missing	miss	VERB
fbem-15370	111	16	values	value	NOUN
fbem-15370	111	17	,	,	PUNCT
fbem-15370	111	18	sorting	sorting	NOUN
fbem-15370	111	19	,	,	PUNCT
fbem-15370	111	20	and	and	CCONJ
fbem-15370	111	21	adjusting	adjust	VERB
fbem-15370	111	22	data	datum	NOUN
fbem-15370	111	23	formats	format	NOUN
fbem-15370	111	24	.	.	PUNCT
fbem-15370	112	1	these	these	DET
fbem-15370	112	2	operations	operation	NOUN
fbem-15370	112	3	are	be	AUX
fbem-15370	112	4	undertaken	undertake	VERB
fbem-15370	112	5	to	to	PART
fbem-15370	112	6	acquire	acquire	VERB
fbem-15370	112	7	a	a	DET
fbem-15370	112	8	standardized	standardized	ADJ
fbem-15370	112	9	dataset	dataset	NOUN
fbem-15370	112	10	.	.	PUNCT
fbem-15370	113	1	4.2	4.2	NUM
fbem-15370	113	2	.	.	PUNCT
fbem-15370	114	1	data	datum	NOUN
fbem-15370	114	2	denoising	denoising	NOUN
fbem-15370	114	3	and	and	CCONJ
fbem-15370	114	4	normalization	normalization	NOUN
fbem-15370	114	5	raw	raw	ADJ
fbem-15370	114	6	time	time	NOUN
fbem-15370	114	7	series	series	PROPN
fbem-15370	114	8	data	datum	NOUN
fbem-15370	114	9	of	of	ADP
fbem-15370	114	10	stocks	stock	NOUN
fbem-15370	114	11	frequently	frequently	ADV
fbem-15370	114	12	includes	include	VERB
fbem-15370	114	13	data	datum	NOUN
fbem-15370	114	14	noise	noise	NOUN
fbem-15370	114	15	,	,	PUNCT
fbem-15370	114	16	which	which	PRON
fbem-15370	114	17	may	may	AUX
fbem-15370	114	18	impact	impact	VERB
fbem-15370	114	19	the	the	DET
fbem-15370	114	20	convergence	convergence	NOUN
fbem-15370	114	21	speed	speed	NOUN
fbem-15370	114	22	of	of	ADP
fbem-15370	114	23	data	datum	NOUN
fbem-15370	114	24	,	,	PUNCT
fbem-15370	114	25	model	model	NOUN
fbem-15370	114	26	accuracy	accuracy	NOUN
fbem-15370	114	27	,	,	PUNCT
fbem-15370	114	28	and	and	CCONJ
fbem-15370	114	29	prediction	prediction	NOUN
fbem-15370	114	30	effectiveness	effectiveness	NOUN
fbem-15370	114	31	.	.	PUNCT
fbem-15370	115	1	in	in	ADP
fbem-15370	115	2	order	order	NOUN
fbem-15370	115	3	to	to	PART
fbem-15370	115	4	tackle	tackle	VERB
fbem-15370	115	5	this	this	DET
fbem-15370	115	6	matter	matter	NOUN
fbem-15370	115	7	,	,	PUNCT
fbem-15370	115	8	this	this	DET
fbem-15370	115	9	study	study	NOUN
fbem-15370	115	10	utilizes	utilize	VERB
fbem-15370	115	11	the	the	DET
fbem-15370	115	12	singular	singular	NOUN
fbem-15370	115	13	spectrum	spectrum	NOUN
fbem-15370	115	14	analysis	analysis	NOUN
fbem-15370	115	15	(	(	PUNCT
fbem-15370	115	16	ssa	ssa	NOUN
fbem-15370	115	17	)	)	PUNCT
fbem-15370	115	18	for	for	ADP
fbem-15370	115	19	data	datum	NOUN
fbem-15370	115	20	denoising	denoise	VERB
fbem-15370	115	21	.	.	PUNCT
fbem-15370	116	1	4.2.1	4.2.1	NOUN
fbem-15370	116	2	.	.	PUNCT
fbem-15370	117	1	selection	selection	NOUN
fbem-15370	117	2	of	of	ADP
fbem-15370	117	3	window	window	NOUN
fbem-15370	117	4	length	length	NOUN
fbem-15370	117	5	𝑳	𝑳	NOUN
fbem-15370	117	6	the	the	DET
fbem-15370	117	7	selection	selection	NOUN
fbem-15370	117	8	of	of	ADP
fbem-15370	117	9	an	an	DET
fbem-15370	117	10	appropriate	appropriate	ADJ
fbem-15370	117	11	window	window	NOUN
fbem-15370	117	12	length	length	NOUN
fbem-15370	117	13	is	be	AUX
fbem-15370	117	14	important	important	ADJ
fbem-15370	117	15	54	54	NUM
fbem-15370	117	16	in	in	ADP
fbem-15370	117	17	ssa	ssa	NOUN
fbem-15370	117	18	as	as	SCONJ
fbem-15370	117	19	it	it	PRON
fbem-15370	117	20	directly	directly	ADV
fbem-15370	117	21	impacts	impact	VERB
fbem-15370	117	22	the	the	DET
fbem-15370	117	23	effectiveness	effectiveness	NOUN
fbem-15370	117	24	of	of	ADP
fbem-15370	117	25	the	the	DET
fbem-15370	117	26	analysis	analysis	NOUN
fbem-15370	117	27	and	and	CCONJ
fbem-15370	117	28	the	the	DET
fbem-15370	117	29	resulting	result	VERB
fbem-15370	117	30	decomposition	decomposition	NOUN
fbem-15370	117	31	.	.	PUNCT
fbem-15370	118	1	in	in	ADP
fbem-15370	118	2	a	a	DET
fbem-15370	118	3	time	time	NOUN
fbem-15370	118	4	series	series	NOUN
fbem-15370	118	5	of	of	ADP
fbem-15370	118	6	length	length	NOUN
fbem-15370	118	7	𝑁	𝑁	PROPN
fbem-15370	118	8	,	,	PUNCT
fbem-15370	118	9	the	the	DET
fbem-15370	118	10	window	window	NOUN
fbem-15370	118	11	length	length	NOUN
fbem-15370	118	12	need	need	AUX
fbem-15370	118	13	not	not	PART
fbem-15370	118	14	surpass	surpass	VERB
fbem-15370	118	15	𝑁/2	𝑁/2	NOUN
fbem-15370	118	16	.	.	PUNCT
fbem-15370	119	1	moreover	moreover	ADV
fbem-15370	119	2	,	,	PUNCT
fbem-15370	119	3	a	a	DET
fbem-15370	119	4	lengthier	lengthy	ADJ
fbem-15370	119	5	window	window	NOUN
fbem-15370	119	6	length	length	NOUN
fbem-15370	119	7	𝐿	𝐿	PROPN
fbem-15370	119	8	leads	lead	VERB
fbem-15370	119	9	to	to	ADP
fbem-15370	119	10	a	a	DET
fbem-15370	119	11	more	more	ADV
fbem-15370	119	12	detailed	detailed	ADJ
fbem-15370	119	13	decomposition	decomposition	NOUN
fbem-15370	119	14	of	of	ADP
fbem-15370	119	15	the	the	DET
fbem-15370	119	16	sequence	sequence	NOUN
fbem-15370	119	17	.	.	PUNCT
fbem-15370	120	1	conversely	conversely	ADV
fbem-15370	120	2	,	,	PUNCT
fbem-15370	120	3	if	if	SCONJ
fbem-15370	120	4	𝐿	𝐿	PROPN
fbem-15370	120	5	is	be	AUX
fbem-15370	120	6	too	too	ADV
fbem-15370	120	7	small	small	ADJ
fbem-15370	120	8	,	,	PUNCT
fbem-15370	120	9	it	it	PRON
fbem-15370	120	10	impedes	impede	VERB
fbem-15370	120	11	the	the	DET
fbem-15370	120	12	extraction	extraction	NOUN
fbem-15370	120	13	of	of	ADP
fbem-15370	120	14	components	component	NOUN
fbem-15370	120	15	[	[	X
fbem-15370	120	16	28	28	NUM
fbem-15370	120	17	]	]	PUNCT
fbem-15370	120	18	.	.	PUNCT
fbem-15370	121	1	to	to	PART
fbem-15370	121	2	determine	determine	VERB
fbem-15370	121	3	the	the	DET
fbem-15370	121	4	appropriate	appropriate	ADJ
fbem-15370	121	5	window	window	NOUN
fbem-15370	121	6	length	length	NOUN
fbem-15370	121	7	,	,	PUNCT
fbem-15370	121	8	this	this	DET
fbem-15370	121	9	study	study	NOUN
fbem-15370	121	10	empirically	empirically	ADV
fbem-15370	121	11	selects	select	VERB
fbem-15370	121	12	a	a	DET
fbem-15370	121	13	value	value	NOUN
fbem-15370	121	14	of	of	ADP
fbem-15370	121	15	1200	1200	NUM
fbem-15370	121	16	.	.	PUNCT
fbem-15370	122	1	additionally	additionally	ADV
fbem-15370	122	2	,	,	PUNCT
fbem-15370	122	3	the	the	DET
fbem-15370	122	4	incremental	incremental	ADJ
fbem-15370	122	5	values	value	NOUN
fbem-15370	122	6	of	of	ADP
fbem-15370	122	7	each	each	DET
fbem-15370	122	8	singular	singular	ADJ
fbem-15370	122	9	value	value	NOUN
fbem-15370	122	10	are	be	AUX
fbem-15370	122	11	computed	compute	VERB
fbem-15370	122	12	using	use	VERB
fbem-15370	122	13	singular	singular	PROPN
fbem-15370	122	14	entropy	entropy	NOUN
fbem-15370	122	15	.	.	PUNCT
fbem-15370	123	1	the	the	DET
fbem-15370	123	2	change	change	NOUN
fbem-15370	123	3	in	in	ADP
fbem-15370	123	4	the	the	DET
fbem-15370	123	5	increment	increment	NOUN
fbem-15370	123	6	of	of	ADP
fbem-15370	123	7	the	the	DET
fbem-15370	123	8	singular	singular	PROPN
fbem-15370	123	9	entropy	entropy	NOUN
fbem-15370	123	10	is	be	AUX
fbem-15370	123	11	shown	show	VERB
fbem-15370	123	12	in	in	ADP
fbem-15370	123	13	figure	figure	NOUN
fbem-15370	123	14	2	2	NUM
fbem-15370	123	15	.	.	PUNCT
fbem-15370	123	16	figure	figure	NOUN
fbem-15370	123	17	2	2	NUM
fbem-15370	123	18	.	.	PUNCT
fbem-15370	124	1	the	the	DET
fbem-15370	124	2	variation	variation	NOUN
fbem-15370	124	3	of	of	ADP
fbem-15370	124	4	the	the	DET
fbem-15370	124	5	singular	singular	PROPN
fbem-15370	124	6	entropy	entropy	NOUN
fbem-15370	124	7	increment	increment	VERB
fbem-15370	124	8	4.2.2	4.2.2	NUM
fbem-15370	124	9	.	.	PUNCT
fbem-15370	125	1	order	order	NOUN
fbem-15370	125	2	selection	selection	NOUN
fbem-15370	125	3	for	for	ADP
fbem-15370	125	4	singular	singular	ADJ
fbem-15370	125	5	value	value	NOUN
fbem-15370	125	6	reconstruction	reconstruction	NOUN
fbem-15370	125	7	sequences	sequence	NOUN
fbem-15370	125	8	from	from	ADP
fbem-15370	125	9	the	the	DET
fbem-15370	125	10	data	datum	NOUN
fbem-15370	125	11	presented	present	VERB
fbem-15370	125	12	in	in	ADP
fbem-15370	125	13	figure	figure	NOUN
fbem-15370	125	14	2	2	NUM
fbem-15370	125	15	,	,	PUNCT
fbem-15370	125	16	it	it	PRON
fbem-15370	125	17	is	be	AUX
fbem-15370	125	18	evident	evident	ADJ
fbem-15370	125	19	that	that	SCONJ
fbem-15370	125	20	the	the	DET
fbem-15370	125	21	increment	increment	NOUN
fbem-15370	125	22	of	of	ADP
fbem-15370	125	23	the	the	DET
fbem-15370	125	24	singular	singular	ADJ
fbem-15370	125	25	values	value	NOUN
fbem-15370	125	26	stabilizes	stabilize	VERB
fbem-15370	125	27	when	when	SCONJ
fbem-15370	125	28	the	the	DET
fbem-15370	125	29	order	order	NOUN
fbem-15370	125	30	reaches	reach	VERB
fbem-15370	125	31	300	300	NUM
fbem-15370	125	32	.	.	PUNCT
fbem-15370	126	1	therefore	therefore	ADV
fbem-15370	126	2	,	,	PUNCT
fbem-15370	126	3	this	this	DET
fbem-15370	126	4	paper	paper	NOUN
fbem-15370	126	5	proposes	propose	VERB
fbem-15370	126	6	selecting	select	VERB
fbem-15370	126	7	the	the	DET
fbem-15370	126	8	singular	singular	ADJ
fbem-15370	126	9	value	value	NOUN
fbem-15370	126	10	reconstruction	reconstruction	NOUN
fbem-15370	126	11	sequence	sequence	NOUN
fbem-15370	126	12	up	up	ADP
fbem-15370	126	13	to	to	ADP
fbem-15370	126	14	the	the	DET
fbem-15370	126	15	300th	300th	ADJ
fbem-15370	126	16	order	order	NOUN
fbem-15370	126	17	.	.	PUNCT
fbem-15370	127	1	4.2.3	4.2.3	X
fbem-15370	127	2	.	.	PUNCT
fbem-15370	128	1	normalization	normalization	NOUN
fbem-15370	128	2	to	to	PART
fbem-15370	128	3	remove	remove	VERB
fbem-15370	128	4	the	the	DET
fbem-15370	128	5	influence	influence	NOUN
fbem-15370	128	6	of	of	ADP
fbem-15370	128	7	dimensionality	dimensionality	NOUN
fbem-15370	128	8	among	among	ADP
fbem-15370	128	9	indicators	indicator	NOUN
fbem-15370	128	10	,	,	PUNCT
fbem-15370	128	11	normalization	normalization	NOUN
fbem-15370	128	12	of	of	ADP
fbem-15370	128	13	the	the	DET
fbem-15370	128	14	feature	feature	NOUN
fbem-15370	128	15	sequence	sequence	NOUN
fbem-15370	128	16	is	be	AUX
fbem-15370	128	17	required	require	VERB
fbem-15370	128	18	,	,	PUNCT
fbem-15370	128	19	which	which	PRON
fbem-15370	128	20	involves	involve	VERB
fbem-15370	128	21	mapping	map	VERB
fbem-15370	128	22	it	it	PRON
fbem-15370	128	23	onto	onto	ADP
fbem-15370	128	24	the	the	DET
fbem-15370	128	25	interval	interval	NOUN
fbem-15370	128	26	0,1	0,1	NUM
fbem-15370	128	27	.	.	PUNCT
fbem-15370	129	1	4.3	4.3	NUM
fbem-15370	129	2	.	.	PUNCT
fbem-15370	129	3	experimental	experimental	ADJ
fbem-15370	129	4	results	result	NOUN
fbem-15370	129	5	and	and	CCONJ
fbem-15370	129	6	analysis	analysis	NOUN
fbem-15370	129	7	this	this	DET
fbem-15370	129	8	article	article	NOUN
fbem-15370	129	9	compares	compare	VERB
fbem-15370	129	10	experimental	experimental	ADJ
fbem-15370	129	11	results	result	NOUN
fbem-15370	129	12	for	for	ADP
fbem-15370	129	13	assessing	assess	VERB
fbem-15370	129	14	model	model	NOUN
fbem-15370	129	15	accuracy	accuracy	NOUN
fbem-15370	129	16	and	and	CCONJ
fbem-15370	129	17	prediction	prediction	NOUN
fbem-15370	129	18	precision	precision	NOUN
fbem-15370	129	19	by	by	ADP
fbem-15370	129	20	using	use	VERB
fbem-15370	129	21	the	the	DET
fbem-15370	129	22	evaluation	evaluation	NOUN
fbem-15370	129	23	metrics	metric	NOUN
fbem-15370	129	24	of	of	ADP
fbem-15370	129	25	coefficient	coefficient	NOUN
fbem-15370	129	26	of	of	ADP
fbem-15370	129	27	determination	determination	NOUN
fbem-15370	129	28	(	(	PUNCT
fbem-15370	129	29	r2	r2	PROPN
fbem-15370	129	30	)	)	PUNCT
fbem-15370	129	31	,	,	PUNCT
fbem-15370	129	32	root	root	NOUN
fbem-15370	129	33	mean	mean	VERB
fbem-15370	129	34	square	square	ADJ
fbem-15370	129	35	error	error	NOUN
fbem-15370	129	36	(	(	PUNCT
fbem-15370	129	37	rmse	rmse	NOUN
fbem-15370	129	38	)	)	PUNCT
fbem-15370	129	39	and	and	CCONJ
fbem-15370	129	40	mean	mean	VERB
fbem-15370	129	41	absolute	absolute	ADJ
fbem-15370	129	42	error	error	NOUN
fbem-15370	129	43	(	(	PUNCT
fbem-15370	129	44	mae	mae	PROPN
fbem-15370	129	45	)	)	PUNCT
fbem-15370	129	46	.	.	PUNCT
fbem-15370	130	1	a	a	DET
fbem-15370	130	2	smaller	small	ADJ
fbem-15370	130	3	rmse	rmse	NOUN
fbem-15370	130	4	and	and	CCONJ
fbem-15370	130	5	mae	mae	PROPN
fbem-15370	130	6	value	value	NOUN
fbem-15370	130	7	signifies	signify	VERB
fbem-15370	130	8	a	a	DET
fbem-15370	130	9	smaller	small	ADJ
fbem-15370	130	10	error	error	NOUN
fbem-15370	130	11	and	and	CCONJ
fbem-15370	130	12	improved	improved	ADJ
fbem-15370	130	13	prediction	prediction	NOUN
fbem-15370	130	14	performance	performance	NOUN
fbem-15370	130	15	.	.	PUNCT
fbem-15370	131	1	the	the	DET
fbem-15370	131	2	calculation	calculation	NOUN
fbem-15370	131	3	formulas	formula	NOUN
fbem-15370	131	4	are	be	AUX
fbem-15370	131	5	as	as	SCONJ
fbem-15370	131	6	given	give	VERB
fbem-15370	131	7	below	below	ADV
fbem-15370	131	8	.	.	PUNCT
fbem-15370	132	1	𝑅𝑀𝑆𝐸	𝑅𝑀𝑆𝐸	NOUN
fbem-15370	132	2	1	1	NUM
fbem-15370	132	3	𝑛	𝑛	PRON
fbem-15370	132	4	𝑦	𝑦	NUM
fbem-15370	132	5	𝑦	𝑦	NOUN
fbem-15370	132	6	/	/	SYM
fbem-15370	132	7	12	12	NUM
fbem-15370	132	8	𝑀𝐴𝐸	𝑀𝐴𝐸	PROPN
fbem-15370	132	9	1	1	NUM
fbem-15370	132	10	𝑛	𝑛	PRON
fbem-15370	132	11	|	|	ADV
fbem-15370	132	12	𝑦	𝑦	NOUN
fbem-15370	132	13	𝑦	𝑦	NOUN
fbem-15370	132	14	|	|	ADV
fbem-15370	132	15	13	13	NUM
fbem-15370	132	16	the	the	DET
fbem-15370	132	17	values	value	NOUN
fbem-15370	132	18	of	of	ADP
fbem-15370	132	19	r2	r2	PROPN
fbem-15370	132	20	vary	vary	VERB
fbem-15370	132	21	between	between	ADP
fbem-15370	132	22	0	0	NUM
fbem-15370	132	23	and	and	CCONJ
fbem-15370	132	24	1	1	NUM
fbem-15370	132	25	.	.	PUNCT
fbem-15370	133	1	the	the	DET
fbem-15370	133	2	model	model	NOUN
fbem-15370	133	3	’s	’s	PART
fbem-15370	133	4	fit	fit	ADJ
fbem-15370	133	5	and	and	CCONJ
fbem-15370	133	6	prediction	prediction	NOUN
fbem-15370	133	7	performance	performance	NOUN
fbem-15370	133	8	improve	improve	VERB
fbem-15370	133	9	as	as	SCONJ
fbem-15370	133	10	the	the	DET
fbem-15370	133	11	r2	r2	PROPN
fbem-15370	133	12	value	value	NOUN
fbem-15370	133	13	approaches	approach	VERB
fbem-15370	133	14	1	1	NUM
fbem-15370	133	15	.	.	PUNCT
fbem-15370	134	1	the	the	DET
fbem-15370	134	2	calculation	calculation	NOUN
fbem-15370	134	3	formula	formula	NOUN
fbem-15370	134	4	is	be	AUX
fbem-15370	134	5	presented	present	VERB
fbem-15370	134	6	below	below	ADV
fbem-15370	134	7	.	.	PUNCT
fbem-15370	135	1	𝑅	𝑅	NOUN
fbem-15370	135	2	1	1	NUM
fbem-15370	135	3	∑	∑	PROPN
fbem-15370	135	4	𝑦	𝑦	NUM
fbem-15370	135	5	𝑦	𝑦	NOUN
fbem-15370	135	6	∑	∑	PUNCT
fbem-15370	135	7	𝑦	𝑦	X
fbem-15370	135	8	𝑦	𝑦	NOUN
fbem-15370	135	9	14	14	NUM
fbem-15370	135	10	this	this	DET
fbem-15370	135	11	experiment	experiment	NOUN
fbem-15370	135	12	employs	employ	VERB
fbem-15370	135	13	the	the	DET
fbem-15370	135	14	lstm	lstm	NOUN
fbem-15370	135	15	,	,	PUNCT
fbem-15370	135	16	comprising	comprise	VERB
fbem-15370	135	17	two	two	NUM
fbem-15370	135	18	lstm	lstm	ADJ
fbem-15370	135	19	layers	layer	NOUN
fbem-15370	135	20	and	and	CCONJ
fbem-15370	135	21	one	one	NUM
fbem-15370	135	22	dense	dense	ADJ
fbem-15370	135	23	layer	layer	NOUN
fbem-15370	135	24	,	,	PUNCT
fbem-15370	135	25	with	with	ADP
fbem-15370	135	26	a	a	DET
fbem-15370	135	27	configuration	configuration	NOUN
fbem-15370	135	28	of	of	ADP
fbem-15370	135	29	10	10	NUM
fbem-15370	135	30	hidden	hide	VERB
fbem-15370	135	31	neurons	neuron	NOUN
fbem-15370	135	32	.	.	PUNCT
fbem-15370	136	1	the	the	DET
fbem-15370	136	2	model	model	NOUN
fbem-15370	136	3	is	be	AUX
fbem-15370	136	4	set	set	VERB
fbem-15370	136	5	with	with	ADP
fbem-15370	136	6	specific	specific	ADJ
fbem-15370	136	7	parameters	parameter	NOUN
fbem-15370	136	8	:	:	PUNCT
fbem-15370	136	9	batch_size	batch_size	NOUN
fbem-15370	136	10	of	of	ADP
fbem-15370	136	11	32	32	NUM
fbem-15370	136	12	,	,	PUNCT
fbem-15370	136	13	50	50	NUM
fbem-15370	136	14	epochs	epoch	NOUN
fbem-15370	136	15	,	,	PUNCT
fbem-15370	136	16	and	and	CCONJ
fbem-15370	136	17	a	a	DET
fbem-15370	136	18	division	division	NOUN
fbem-15370	136	19	of	of	ADP
fbem-15370	136	20	the	the	DET
fbem-15370	136	21	data	datum	NOUN
fbem-15370	136	22	into	into	ADP
fbem-15370	136	23	training	training	NOUN
fbem-15370	136	24	and	and	CCONJ
fbem-15370	136	25	testing	testing	NOUN
fbem-15370	136	26	sets	set	NOUN
fbem-15370	136	27	at	at	ADP
fbem-15370	136	28	an	an	DET
fbem-15370	136	29	8:2	8:2	NUM
fbem-15370	136	30	ratio	ratio	NOUN
fbem-15370	136	31	.	.	PUNCT
fbem-15370	137	1	the	the	DET
fbem-15370	137	2	predictions	prediction	NOUN
fbem-15370	137	3	are	be	AUX
fbem-15370	137	4	performed	perform	VERB
fbem-15370	137	5	separately	separately	ADV
fbem-15370	137	6	on	on	ADP
fbem-15370	137	7	the	the	DET
fbem-15370	137	8	data	datum	NOUN
fbem-15370	137	9	subjected	subject	VERB
fbem-15370	137	10	to	to	ADP
fbem-15370	137	11	ssa	ssa	NOUN
fbem-15370	137	12	and	and	CCONJ
fbem-15370	137	13	the	the	DET
fbem-15370	137	14	original	original	ADJ
fbem-15370	137	15	non	non	ADJ
fbem-15370	137	16	-	-	ADJ
fbem-15370	137	17	processed	processed	ADJ
fbem-15370	137	18	data	datum	NOUN
fbem-15370	137	19	.	.	PUNCT
fbem-15370	138	1	figure	figure	NOUN
fbem-15370	138	2	3	3	NUM
fbem-15370	138	3	and	and	CCONJ
fbem-15370	138	4	figure	figure	VERB
fbem-15370	138	5	4	4	NUM
fbem-15370	138	6	respectively	respectively	ADV
fbem-15370	138	7	show	show	VERB
fbem-15370	138	8	the	the	DET
fbem-15370	138	9	experimental	experimental	ADJ
fbem-15370	138	10	outcomes	outcome	NOUN
fbem-15370	138	11	of	of	ADP
fbem-15370	138	12	the	the	DET
fbem-15370	138	13	ssalstm	ssalstm	NOUN
fbem-15370	138	14	model	model	NOUN
fbem-15370	138	15	and	and	CCONJ
fbem-15370	138	16	the	the	DET
fbem-15370	138	17	lstm	lstm	PROPN
fbem-15370	138	18	model	model	PROPN
fbem-15370	138	19	.	.	PUNCT
fbem-15370	139	1	figure	figure	VERB
fbem-15370	139	2	3	3	NUM
fbem-15370	139	3	.	.	NOUN
fbem-15370	139	4	results	result	NOUN
fbem-15370	139	5	of	of	ADP
fbem-15370	139	6	ssa	ssa	NOUN
fbem-15370	139	7	-	-	PUNCT
fbem-15370	139	8	lstm	lstm	NOUN
fbem-15370	139	9	model	model	NOUN
fbem-15370	139	10	predictions	prediction	NOUN
fbem-15370	139	11	figure	figure	VERB
fbem-15370	139	12	4	4	NUM
fbem-15370	139	13	.	.	PUNCT
fbem-15370	140	1	results	result	NOUN
fbem-15370	140	2	of	of	ADP
fbem-15370	140	3	lstm	lstm	NOUN
fbem-15370	140	4	model	model	NOUN
fbem-15370	140	5	predictions	prediction	NOUN
fbem-15370	140	6	the	the	DET
fbem-15370	140	7	evaluation	evaluation	NOUN
fbem-15370	140	8	metrics	metric	NOUN
fbem-15370	140	9	for	for	ADP
fbem-15370	140	10	the	the	DET
fbem-15370	140	11	two	two	NUM
fbem-15370	140	12	models	model	NOUN
fbem-15370	140	13	were	be	AUX
fbem-15370	140	14	calculated	calculate	VERB
fbem-15370	140	15	individually	individually	ADV
fbem-15370	140	16	,	,	PUNCT
fbem-15370	140	17	and	and	CCONJ
fbem-15370	140	18	table	table	NOUN
fbem-15370	140	19	1	1	NUM
fbem-15370	140	20	presents	present	VERB
fbem-15370	140	21	the	the	DET
fbem-15370	140	22	corresponding	corresponding	ADJ
fbem-15370	140	23	results	result	NOUN
fbem-15370	140	24	below	below	ADV
fbem-15370	140	25	.	.	PUNCT
fbem-15370	141	1	table	table	NOUN
fbem-15370	141	2	1	1	NUM
fbem-15370	141	3	.	.	PUNCT
fbem-15370	141	4	comparison	comparison	NOUN
fbem-15370	141	5	of	of	ADP
fbem-15370	141	6	evaluation	evaluation	NOUN
fbem-15370	141	7	metrics	metric	NOUN
fbem-15370	141	8	for	for	ADP
fbem-15370	141	9	ssalstm	ssalstm	NOUN
fbem-15370	141	10	model	model	NOUN
fbem-15370	141	11	and	and	CCONJ
fbem-15370	141	12	lstm	lstm	NOUN
fbem-15370	141	13	model	model	NOUN
fbem-15370	141	14	r2	r2	PROPN
fbem-15370	141	15	rmse	rmse	PROPN
fbem-15370	141	16	mae	mae	PROPN
fbem-15370	141	17	lstm	lstm	PROPN
fbem-15370	141	18	0.82	0.82	NUM
fbem-15370	141	19	281.62	281.62	NUM
fbem-15370	141	20	241.75	241.75	NUM
fbem-15370	141	21	ssa	ssa	NOUN
fbem-15370	141	22	-	-	PUNCT
fbem-15370	141	23	lstm	lstm	NOUN
fbem-15370	141	24	0.88	0.88	NUM
fbem-15370	141	25	227.25	227.25	NUM
fbem-15370	141	26	192.26	192.26	NUM
fbem-15370	141	27	table	table	NOUN
fbem-15370	141	28	1	1	NUM
fbem-15370	141	29	displays	display	VERB
fbem-15370	141	30	the	the	DET
fbem-15370	141	31	findings	finding	NOUN
fbem-15370	141	32	which	which	PRON
fbem-15370	141	33	indicate	indicate	VERB
fbem-15370	141	34	that	that	SCONJ
fbem-15370	141	35	the	the	DET
fbem-15370	141	36	ssalstm	ssalstm	NOUN
fbem-15370	141	37	model	model	NOUN
fbem-15370	141	38	reduces	reduce	VERB
fbem-15370	141	39	the	the	DET
fbem-15370	141	40	rmse	rmse	NOUN
fbem-15370	141	41	and	and	CCONJ
fbem-15370	141	42	mae	mae	PROPN
fbem-15370	141	43	by	by	ADP
fbem-15370	141	44	54.37	54.37	NUM
fbem-15370	141	45	and	and	CCONJ
fbem-15370	141	46	49.49	49.49	NUM
fbem-15370	141	47	,	,	PUNCT
fbem-15370	141	48	respectively	respectively	ADV
fbem-15370	141	49	,	,	PUNCT
fbem-15370	141	50	in	in	ADP
fbem-15370	141	51	comparison	comparison	NOUN
fbem-15370	141	52	to	to	ADP
fbem-15370	141	53	the	the	DET
fbem-15370	141	54	lstm	lstm	PROPN
fbem-15370	141	55	model	model	NOUN
fbem-15370	141	56	.	.	PUNCT
fbem-15370	142	1	additionally	additionally	ADV
fbem-15370	142	2	,	,	PUNCT
fbem-15370	142	3	the	the	DET
fbem-15370	142	4	r2	r2	NOUN
fbem-15370	142	5	increases	increase	VERB
fbem-15370	142	6	by	by	ADP
fbem-15370	142	7	0.06	0.06	NUM
fbem-15370	142	8	.	.	PUNCT
fbem-15370	143	1	these	these	DET
fbem-15370	143	2	results	result	NOUN
fbem-15370	143	3	demonstrate	demonstrate	VERB
fbem-15370	143	4	the	the	DET
fbem-15370	143	5	superior	superior	ADJ
fbem-15370	143	6	capability	capability	NOUN
fbem-15370	143	7	of	of	ADP
fbem-15370	143	8	the	the	DET
fbem-15370	143	9	lstm	lstm	PROPN
fbem-15370	143	10	model	model	NOUN
fbem-15370	143	11	for	for	ADP
fbem-15370	143	12	forecasting	forecast	VERB
fbem-15370	143	13	financial	financial	ADJ
fbem-15370	143	14	time	time	NOUN
fbem-15370	143	15	series	series	PROPN
fbem-15370	143	16	data	data	PROPN
fbem-15370	143	17	,	,	PUNCT
fbem-15370	143	18	particularly	particularly	ADV
fbem-15370	143	19	in	in	ADP
fbem-15370	143	20	predicting	predict	VERB
fbem-15370	143	21	stock	stock	NOUN
fbem-15370	143	22	prices	price	NOUN
fbem-15370	143	23	.	.	PUNCT
fbem-15370	144	1	moreover	moreover	ADV
fbem-15370	144	2	,	,	PUNCT
fbem-15370	144	3	the	the	DET
fbem-15370	144	4	results	result	NOUN
fbem-15370	144	5	suggest	suggest	VERB
fbem-15370	144	6	that	that	SCONJ
fbem-15370	144	7	ssa	ssa	NOUN
fbem-15370	144	8	enhances	enhance	VERB
fbem-15370	144	9	the	the	DET
fbem-15370	144	10	extraction	extraction	NOUN
fbem-15370	144	11	of	of	ADP
fbem-15370	144	12	more	more	ADV
fbem-15370	144	13	relevant	relevant	ADJ
fbem-15370	144	14	data	datum	NOUN
fbem-15370	144	15	,	,	PUNCT
fbem-15370	144	16	leading	lead	VERB
fbem-15370	144	17	to	to	ADP
fbem-15370	144	18	an	an	DET
fbem-15370	144	19	improved	improved	ADJ
fbem-15370	144	20	accuracy	accuracy	NOUN
fbem-15370	144	21	of	of	ADP
fbem-15370	144	22	the	the	DET
fbem-15370	144	23	predictions	prediction	NOUN
fbem-15370	144	24	.	.	PUNCT
fbem-15370	145	1	5	5	X
fbem-15370	145	2	.	.	X
fbem-15370	145	3	conclusion	conclusion	NOUN
fbem-15370	145	4	given	give	VERB
fbem-15370	145	5	the	the	DET
fbem-15370	145	6	intricacy	intricacy	NOUN
fbem-15370	145	7	and	and	CCONJ
fbem-15370	145	8	unpredictability	unpredictability	NOUN
fbem-15370	145	9	of	of	ADP
fbem-15370	145	10	the	the	DET
fbem-15370	145	11	stock	stock	NOUN
fbem-15370	145	12	market	market	NOUN
fbem-15370	145	13	,	,	PUNCT
fbem-15370	145	14	this	this	DET
fbem-15370	145	15	study	study	NOUN
fbem-15370	145	16	suggests	suggest	VERB
fbem-15370	145	17	a	a	DET
fbem-15370	145	18	blended	blended	ADJ
fbem-15370	145	19	approach	approach	NOUN
fbem-15370	145	20	that	that	PRON
fbem-15370	145	21	combines	combine	VERB
fbem-15370	145	22	ssa	ssa	NOUN
fbem-15370	145	23	with	with	ADP
fbem-15370	145	24	lstm	lstm	NOUN
fbem-15370	145	25	to	to	PART
fbem-15370	145	26	enhance	enhance	VERB
fbem-15370	145	27	the	the	DET
fbem-15370	145	28	analysis	analysis	NOUN
fbem-15370	145	29	and	and	CCONJ
fbem-15370	145	30	prediction	prediction	NOUN
fbem-15370	145	31	of	of	ADP
fbem-15370	145	32	stock	stock	NOUN
fbem-15370	145	33	prices	price	NOUN
fbem-15370	145	34	.	.	PUNCT
fbem-15370	146	1	the	the	DET
fbem-15370	146	2	chosen	choose	VERB
fbem-15370	146	3	dataset	dataset	NOUN
fbem-15370	146	4	for	for	ADP
fbem-15370	146	5	this	this	DET
fbem-15370	146	6	research	research	NOUN
fbem-15370	146	7	comprises	comprise	VERB
fbem-15370	146	8	the	the	DET
fbem-15370	146	9	cni	cni	PROPN
fbem-15370	146	10	55	55	NUM
fbem-15370	146	11	new	new	ADJ
fbem-15370	146	12	energy	energy	NOUN
fbem-15370	146	13	vehicles	vehicle	NOUN
fbem-15370	146	14	index	index	NOUN
fbem-15370	146	15	(	(	PUNCT
fbem-15370	146	16	399417	399417	NUM
fbem-15370	146	17	)	)	PUNCT
fbem-15370	146	18	,	,	PUNCT
fbem-15370	146	19	which	which	PRON
fbem-15370	146	20	reasonably	reasonably	ADV
fbem-15370	146	21	reflects	reflect	VERB
fbem-15370	146	22	the	the	DET
fbem-15370	146	23	general	general	ADJ
fbem-15370	146	24	level	level	NOUN
fbem-15370	146	25	and	and	CCONJ
fbem-15370	146	26	fluctuations	fluctuation	NOUN
fbem-15370	146	27	of	of	ADP
fbem-15370	146	28	stock	stock	NOUN
fbem-15370	146	29	market	market	NOUN
fbem-15370	146	30	prices	price	NOUN
fbem-15370	146	31	in	in	ADP
fbem-15370	146	32	the	the	DET
fbem-15370	146	33	broader	broad	ADJ
fbem-15370	146	34	new	new	ADJ
fbem-15370	146	35	energy	energy	NOUN
fbem-15370	146	36	vehicle	vehicle	NOUN
fbem-15370	146	37	stock	stock	NOUN
fbem-15370	146	38	market	market	NOUN
fbem-15370	146	39	.	.	PUNCT
fbem-15370	147	1	following	follow	VERB
fbem-15370	147	2	preprocessing	preprocesse	VERB
fbem-15370	147	3	steps	step	NOUN
fbem-15370	147	4	involving	involve	VERB
fbem-15370	147	5	ssa	ssa	NOUN
fbem-15370	147	6	denoising	denoising	NOUN
fbem-15370	147	7	and	and	CCONJ
fbem-15370	147	8	normalization	normalization	NOUN
fbem-15370	147	9	techniques	technique	NOUN
fbem-15370	147	10	,	,	PUNCT
fbem-15370	147	11	the	the	DET
fbem-15370	147	12	ssa	ssa	NOUN
fbem-15370	147	13	-	-	PUNCT
fbem-15370	147	14	lstm	lstm	NOUN
fbem-15370	147	15	model	model	NOUN
fbem-15370	147	16	is	be	AUX
fbem-15370	147	17	developed	develop	VERB
fbem-15370	147	18	for	for	ADP
fbem-15370	147	19	the	the	DET
fbem-15370	147	20	analysis	analysis	NOUN
fbem-15370	147	21	and	and	CCONJ
fbem-15370	147	22	prediction	prediction	NOUN
fbem-15370	147	23	of	of	ADP
fbem-15370	147	24	the	the	DET
fbem-15370	147	25	price	price	NOUN
fbem-15370	147	26	of	of	ADP
fbem-15370	147	27	the	the	DET
fbem-15370	147	28	cni	cni	ADJ
fbem-15370	147	29	new	new	ADJ
fbem-15370	147	30	energy	energy	NOUN
fbem-15370	147	31	vehicles	vehicle	NOUN
fbem-15370	147	32	index	index	NOUN
fbem-15370	147	33	(	(	PUNCT
fbem-15370	147	34	399417	399417	NUM
fbem-15370	147	35	)	)	PUNCT
fbem-15370	147	36	,	,	PUNCT
fbem-15370	147	37	subsequently	subsequently	ADV
fbem-15370	147	38	comparing	compare	VERB
fbem-15370	147	39	it	it	PRON
fbem-15370	147	40	against	against	ADP
fbem-15370	147	41	the	the	DET
fbem-15370	147	42	lstm	lstm	PROPN
fbem-15370	147	43	model	model	NOUN
fbem-15370	147	44	.	.	PUNCT
fbem-15370	148	1	the	the	DET
fbem-15370	148	2	findings	finding	NOUN
fbem-15370	148	3	demonstrate	demonstrate	VERB
fbem-15370	148	4	that	that	SCONJ
fbem-15370	148	5	incorporating	incorporate	VERB
fbem-15370	148	6	ssa	ssa	NOUN
fbem-15370	148	7	effectively	effectively	ADV
fbem-15370	148	8	enhances	enhance	VERB
fbem-15370	148	9	the	the	DET
fbem-15370	148	10	prediction	prediction	NOUN
fbem-15370	148	11	accuracy	accuracy	NOUN
fbem-15370	148	12	of	of	ADP
fbem-15370	148	13	the	the	DET
fbem-15370	148	14	lstm	lstm	PROPN
fbem-15370	148	15	model	model	PROPN
fbem-15370	148	16	.	.	PUNCT
fbem-15370	149	1	references	reference	NOUN
fbem-15370	149	2	[	[	X
fbem-15370	149	3	1	1	NUM
fbem-15370	149	4	]	]	X
fbem-15370	149	5	fan	fan	PROPN
fbem-15370	149	6	,	,	PUNCT
fbem-15370	149	7	z.p	z.p	PROPN
fbem-15370	149	8	.	.	PROPN
fbem-15370	149	9	,	,	PUNCT
fbem-15370	149	10	huang	huang	PROPN
fbem-15370	149	11	,	,	PUNCT
fbem-15370	149	12	s.	s.	PROPN
fbem-15370	149	13	,	,	PUNCT
fbem-15370	149	14	wang	wang	PROPN
fbem-15370	149	15	,	,	PUNCT
fbem-15370	149	16	x.	x.	NOUN
fbem-15370	149	17	(	(	PUNCT
fbem-15370	149	18	2021	2021	NUM
fbem-15370	149	19	)	)	PUNCT
fbem-15370	149	20	the	the	DET
fbem-15370	149	21	vertical	vertical	ADJ
fbem-15370	149	22	cooperation	cooperation	NOUN
fbem-15370	149	23	and	and	CCONJ
fbem-15370	149	24	pricing	pricing	NOUN
fbem-15370	149	25	strategies	strategy	NOUN
fbem-15370	149	26	of	of	ADP
fbem-15370	149	27	electric	electric	ADJ
fbem-15370	149	28	vehicle	vehicle	NOUN
fbem-15370	149	29	supply	supply	NOUN
fbem-15370	149	30	chain	chain	NOUN
fbem-15370	149	31	under	under	ADP
fbem-15370	149	32	brand	brand	NOUN
fbem-15370	149	33	competition	competition	NOUN
fbem-15370	149	34	.	.	PUNCT
fbem-15370	150	1	j.	j.	PROPN
fbem-15370	150	2	computers	computers	PROPN
fbem-15370	150	3	&	&	CCONJ
fbem-15370	150	4	industrial	industrial	ADJ
fbem-15370	150	5	engineering	engineering	NOUN
fbem-15370	150	6	,	,	PUNCT
fbem-15370	150	7	152	152	NUM
fbem-15370	150	8	,	,	PUNCT
fbem-15370	150	9	106968	106968	NUM
fbem-15370	150	10	.	.	PUNCT
fbem-15370	151	1	[	[	X
fbem-15370	151	2	2	2	NUM
fbem-15370	151	3	]	]	SYM
fbem-15370	151	4	yang	yang	PROPN
fbem-15370	151	5	,	,	PUNCT
fbem-15370	151	6	s.y	s.y	PROPN
fbem-15370	151	7	.	.	PROPN
fbem-15370	151	8	,	,	PUNCT
fbem-15370	151	9	ning	ning	PROPN
fbem-15370	151	10	,	,	PUNCT
fbem-15370	151	11	l.j	l.j	PROPN
fbem-15370	151	12	.	.	PROPN
fbem-15370	151	13	,	,	PUNCT
fbem-15370	151	14	tong	tong	PROPN
fbem-15370	151	15	,	,	PUNCT
fbem-15370	151	16	l.c	l.c	PROPN
fbem-15370	151	17	.	.	PROPN
fbem-15370	151	18	,	,	PUNCT
fbem-15370	151	19	shang	shang	PROPN
fbem-15370	151	20	,	,	PUNCT
fbem-15370	151	21	p.	p.	NOUN
fbem-15370	151	22	(	(	PUNCT
fbem-15370	151	23	2021	2021	NUM
fbem-15370	151	24	)	)	PUNCT
fbem-15370	151	25	optimizing	optimize	VERB
fbem-15370	151	26	electric	electric	ADJ
fbem-15370	151	27	vehicle	vehicle	NOUN
fbem-15370	151	28	routing	routing	NOUN
fbem-15370	151	29	problems	problem	NOUN
fbem-15370	151	30	with	with	ADP
fbem-15370	151	31	mixed	mixed	ADJ
fbem-15370	151	32	backhauls	backhaul	NOUN
fbem-15370	151	33	and	and	CCONJ
fbem-15370	151	34	recharging	recharge	VERB
fbem-15370	151	35	strategies	strategy	NOUN
fbem-15370	151	36	in	in	ADP
fbem-15370	151	37	multi	multi	ADJ
fbem-15370	151	38	-	-	ADJ
fbem-15370	151	39	dimensional	dimensional	ADJ
fbem-15370	151	40	representation	representation	NOUN
fbem-15370	151	41	network	network	NOUN
fbem-15370	151	42	.	.	PUNCT
fbem-15370	152	1	j.	j.	PROPN
fbem-15370	152	2	expert	expert	PROPN
fbem-15370	152	3	systems	system	NOUN
fbem-15370	152	4	with	with	ADP
fbem-15370	152	5	applications	application	NOUN
fbem-15370	152	6	,	,	PUNCT
fbem-15370	152	7	176	176	NUM
fbem-15370	152	8	,	,	PUNCT
fbem-15370	152	9	114804	114804	NUM
fbem-15370	152	10	.	.	PUNCT
fbem-15370	153	1	[	[	X
fbem-15370	153	2	3	3	NUM
fbem-15370	153	3	]	]	X
fbem-15370	153	4	wang	wang	PROPN
fbem-15370	153	5	,	,	PUNCT
fbem-15370	153	6	z.p	z.p	PROPN
fbem-15370	153	7	.	.	PROPN
fbem-15370	153	8	,	,	PUNCT
fbem-15370	153	9	yuan	yuan	PROPN
fbem-15370	153	10	,	,	PUNCT
fbem-15370	153	11	c.g	c.g	PROPN
fbem-15370	153	12	.	.	PROPN
fbem-15370	153	13	,	,	PUNCT
fbem-15370	153	14	li	li	PROPN
fbem-15370	153	15	,	,	PUNCT
fbem-15370	153	16	x.y	x.y	PROPN
fbem-15370	153	17	.	.	PROPN
fbem-15370	153	18	(	(	PUNCT
fbem-15370	153	19	2020	2020	NUM
fbem-15370	153	20	)	)	PUNCT
fbem-15370	153	21	an	an	DET
fbem-15370	153	22	analysis	analysis	NOUN
fbem-15370	153	23	on	on	ADP
fbem-15370	153	24	challenge	challenge	NOUN
fbem-15370	153	25	and	and	CCONJ
fbem-15370	153	26	development	development	NOUN
fbem-15370	153	27	trend	trend	NOUN
fbem-15370	153	28	of	of	ADP
fbem-15370	153	29	safety	safety	NOUN
fbem-15370	153	30	management	management	NOUN
fbem-15370	153	31	technologies	technology	NOUN
fbem-15370	153	32	for	for	ADP
fbem-15370	153	33	traction	traction	NOUN
fbem-15370	153	34	battery	battery	NOUN
fbem-15370	153	35	in	in	ADP
fbem-15370	153	36	new	new	ADJ
fbem-15370	153	37	energy	energy	NOUN
fbem-15370	153	38	vehicles	vehicle	NOUN
fbem-15370	153	39	.	.	PUNCT
fbem-15370	154	1	j.	j.	PROPN
fbem-15370	154	2	automotive	automotive	PROPN
fbem-15370	154	3	engineering	engineering	PROPN
fbem-15370	154	4	,	,	PUNCT
fbem-15370	154	5	42(12):1606	42(12):1606	PROPN
fbem-15370	154	6	-	-	SYM
fbem-15370	154	7	1620	1620	NUM
fbem-15370	154	8	.	.	PUNCT
fbem-15370	155	1	[	[	X
fbem-15370	155	2	4	4	NUM
fbem-15370	155	3	]	]	X
fbem-15370	155	4	liu	liu	PROPN
fbem-15370	155	5	,	,	PUNCT
fbem-15370	155	6	x.m	x.m	PROPN
fbem-15370	155	7	,	,	PUNCT
fbem-15370	155	8	wen	wen	PROPN
fbem-15370	155	9	,	,	PUNCT
fbem-15370	155	10	l.z	l.z	PROPN
fbem-15370	155	11	.	.	PROPN
fbem-15370	155	12	(	(	PUNCT
fbem-15370	155	13	2023	2023	NUM
fbem-15370	155	14	)	)	PUNCT
fbem-15370	155	15	accurate	accurate	ADJ
fbem-15370	155	16	monitoring	monitoring	NOUN
fbem-15370	155	17	and	and	CCONJ
fbem-15370	155	18	simulation	simulation	NOUN
fbem-15370	155	19	of	of	ADP
fbem-15370	155	20	the	the	DET
fbem-15370	155	21	power	power	NOUN
fbem-15370	155	22	battery	battery	NOUN
fbem-15370	155	23	charge	charge	NOUN
fbem-15370	155	24	state	state	NOUN
fbem-15370	155	25	of	of	ADP
fbem-15370	155	26	new	new	ADJ
fbem-15370	155	27	energy	energy	NOUN
fbem-15370	155	28	vehicles	vehicle	NOUN
fbem-15370	155	29	.	.	PUNCT
fbem-15370	156	1	j	j	PROPN
fbem-15370	156	2	/	/	SYM
fbem-15370	156	3	ol	ol	PROPN
fbem-15370	156	4	.	.	PUNCT
fbem-15370	156	5	computer	computer	PROPN
fbem-15370	156	6	simulation:1	simulation:1	NOUN
fbem-15370	156	7	-	-	PUNCT
fbem-15370	156	8	6	6	NUM
fbem-15370	156	9	.	.	PUNCT
fbem-15370	157	1	[	[	X
fbem-15370	157	2	5	5	NUM
fbem-15370	157	3	]	]	X
fbem-15370	157	4	zhou	zhou	X
fbem-15370	157	5	,	,	PUNCT
fbem-15370	157	6	y.	y.	PROPN
fbem-15370	157	7	,	,	PUNCT
fbem-15370	157	8	pan	pan	PROPN
fbem-15370	157	9	y.	y.	PROPN
fbem-15370	157	10	(	(	PUNCT
fbem-15370	157	11	2019	2019	NUM
fbem-15370	157	12	)	)	PUNCT
fbem-15370	157	13	subsidization	subsidization	NOUN
fbem-15370	157	14	versus	versus	ADP
fbem-15370	157	15	tax	tax	NOUN
fbem-15370	157	16	reduction	reduction	NOUN
fbem-15370	157	17	:	:	PUNCT
fbem-15370	157	18	the	the	DET
fbem-15370	157	19	policy	policy	NOUN
fbem-15370	157	20	choice	choice	NOUN
fbem-15370	157	21	for	for	ADP
fbem-15370	157	22	new	new	ADJ
fbem-15370	157	23	energy	energy	NOUN
fbem-15370	157	24	vehicles	vehicle	NOUN
fbem-15370	157	25	under	under	ADP
fbem-15370	157	26	the	the	DET
fbem-15370	157	27	constraints	constraint	NOUN
fbem-15370	157	28	of	of	ADP
fbem-15370	157	29	transaction	transaction	NOUN
fbem-15370	157	30	costs	cost	NOUN
fbem-15370	157	31	.	.	PUNCT
fbem-15370	158	1	j.	j.	PROPN
fbem-15370	158	2	journal	journal	PROPN
fbem-15370	158	3	of	of	ADP
fbem-15370	158	4	management	management	NOUN
fbem-15370	158	5	world,35(10):133149	world,35(10):133149	NOUN
fbem-15370	158	6	.	.	PUNCT
fbem-15370	159	1	[	[	X
fbem-15370	159	2	6	6	NUM
fbem-15370	159	3	]	]	X
fbem-15370	159	4	wan	wan	PROPN
fbem-15370	159	5	,	,	PUNCT
fbem-15370	159	6	m.y	m.y	PROPN
fbem-15370	159	7	.	.	PROPN
fbem-15370	159	8	,	,	PUNCT
fbem-15370	159	9	liu	liu	PROPN
fbem-15370	159	10	,	,	PUNCT
fbem-15370	159	11	j.	j.	PROPN
fbem-15370	159	12	,	,	PUNCT
fbem-15370	159	13	zhang	zhang	PROPN
fbem-15370	159	14	,	,	PUNCT
fbem-15370	159	15	z.j	z.j	PROPN
fbem-15370	159	16	.	.	PROPN
fbem-15370	159	17	,	,	PUNCT
fbem-15370	159	18	luo	luo	PROPN
fbem-15370	159	19	,	,	PUNCT
fbem-15370	159	20	c.l	c.l	PROPN
fbem-15370	159	21	.	.	PROPN
fbem-15370	159	22	(	(	PUNCT
fbem-15370	159	23	2023	2023	NUM
fbem-15370	159	24	)	)	PUNCT
fbem-15370	159	25	ev	ev	PRON
fbem-15370	159	26	manufacturer	manufacturer	NOUN
fbem-15370	159	27	’s	’s	PART
fbem-15370	159	28	per	per	ADP
fbem-15370	159	29	-	-	PUNCT
fbem-15370	159	30	use	use	NOUN
fbem-15370	159	31	rental	rental	ADJ
fbem-15370	159	32	adoption	adoption	NOUN
fbem-15370	159	33	strategy	strategy	NOUN
fbem-15370	159	34	——	——	PUNCT
fbem-15370	159	35	an	an	DET
fbem-15370	159	36	evolutionary	evolutionary	ADJ
fbem-15370	159	37	analysis	analysis	NOUN
fbem-15370	159	38	framework	framework	NOUN
fbem-15370	159	39	based	base	VERB
fbem-15370	159	40	on	on	ADP
fbem-15370	159	41	comparison	comparison	NOUN
fbem-15370	159	42	of	of	ADP
fbem-15370	159	43	business	business	NOUN
fbem-15370	159	44	models	model	NOUN
fbem-15370	159	45	.	.	PUNCT
fbem-15370	160	1	j.	j.	PROPN
fbem-15370	160	2	chinese	chinese	PROPN
fbem-15370	160	3	journal	journal	PROPN
fbem-15370	160	4	of	of	ADP
fbem-15370	160	5	management	management	NOUN
fbem-15370	160	6	science	science	NOUN
fbem-15370	160	7	,	,	PUNCT
fbem-15370	160	8	31(02):30	31(02):30	NUM
fbem-15370	160	9	-	-	SYM
fbem-15370	160	10	39	39	NUM
fbem-15370	160	11	.	.	PUNCT
fbem-15370	161	1	[	[	X
fbem-15370	161	2	7	7	NUM
fbem-15370	161	3	]	]	X
fbem-15370	161	4	wang	wang	PROPN
fbem-15370	161	5	,	,	PUNCT
fbem-15370	161	6	w.b	w.b	PROPN
fbem-15370	161	7	.	.	PROPN
fbem-15370	161	8	,	,	PUNCT
fbem-15370	161	9	lv	lv	PROPN
fbem-15370	161	10	,	,	PUNCT
fbem-15370	161	11	j.	j.	PROPN
fbem-15370	161	12	,	,	PUNCT
fbem-15370	161	13	zhang	zhang	PROPN
fbem-15370	161	14	,	,	PUNCT
fbem-15370	161	15	m.y	m.y	PROPN
fbem-15370	161	16	.	.	PROPN
fbem-15370	161	17	,	,	PUNCT
fbem-15370	161	18	lv	lv	PROPN
fbem-15370	161	19	,	,	PUNCT
fbem-15370	161	20	t.	t.	PROPN
fbem-15370	161	21	,	,	PUNCT
fbem-15370	161	22	bian	bian	PROPN
fbem-15370	161	23	,	,	PUNCT
fbem-15370	161	24	w.l	w.l	PROPN
fbem-15370	161	25	.	.	PROPN
fbem-15370	161	26	(	(	PUNCT
fbem-15370	161	27	2021	2021	NUM
fbem-15370	161	28	)	)	PUNCT
fbem-15370	161	29	researh	researh	VERB
fbem-15370	161	30	on	on	ADP
fbem-15370	161	31	resource	resource	NOUN
fbem-15370	161	32	input	input	NOUN
fbem-15370	161	33	strategy	strategy	NOUN
fbem-15370	161	34	in	in	ADP
fbem-15370	161	35	supply	supply	NOUN
fbem-15370	161	36	chain	chain	NOUN
fbem-15370	161	37	of	of	ADP
fbem-15370	161	38	new	new	ADJ
fbem-15370	161	39	energy	energy	NOUN
fbem-15370	161	40	automobile	automobile	NOUN
fbem-15370	161	41	under	under	ADP
fbem-15370	161	42	cooperative	cooperative	ADJ
fbem-15370	161	43	mode	mode	NOUN
fbem-15370	161	44	.	.	PUNCT
fbem-15370	162	1	j.	j.	PROPN
fbem-15370	162	2	journal	journal	PROPN
fbem-15370	162	3	of	of	ADP
fbem-15370	162	4	industrial	industrial	ADJ
fbem-15370	162	5	technological	technological	ADJ
fbem-15370	162	6	economics	economic	NOUN
fbem-15370	162	7	,	,	PUNCT
fbem-15370	162	8	40(10):33	40(10):33	NOUN
fbem-15370	162	9	-	-	SYM
fbem-15370	162	10	41	41	NUM
fbem-15370	162	11	.	.	PUNCT
fbem-15370	163	1	[	[	X
fbem-15370	163	2	8	8	NUM
fbem-15370	163	3	]	]	X
fbem-15370	163	4	zhou	zhou	PROPN
fbem-15370	163	5	,	,	PUNCT
fbem-15370	163	6	z.	z.	PROPN
fbem-15370	163	7	,	,	PUNCT
fbem-15370	163	8	lu	lu	PROPN
fbem-15370	163	9	,	,	PUNCT
fbem-15370	163	10	x.	x.	PROPN
fbem-15370	163	11	,	,	PUNCT
fbem-15370	163	12	liu	liu	PROPN
fbem-15370	163	13	,	,	PUNCT
fbem-15370	163	14	h.t	h.t	PROPN
fbem-15370	163	15	.	.	PROPN
fbem-15370	163	16	,	,	PUNCT
fbem-15370	163	17	qi	qi	PROPN
fbem-15370	163	18	,	,	PUNCT
fbem-15370	163	19	s.l	s.l	PROPN
fbem-15370	163	20	.	.	PROPN
fbem-15370	163	21	,	,	PUNCT
fbem-15370	163	22	han	han	PROPN
fbem-15370	163	23	,	,	PUNCT
fbem-15370	163	24	t.	t.	PROPN
fbem-15370	163	25	,	,	PUNCT
fbem-15370	163	26	wang	wang	PROPN
fbem-15370	163	27	,	,	PUNCT
fbem-15370	163	28	q.	q.	PROPN
fbem-15370	163	29	(	(	PUNCT
fbem-15370	163	30	2023	2023	NUM
fbem-15370	163	31	)	)	PUNCT
fbem-15370	163	32	research	research	NOUN
fbem-15370	163	33	on	on	ADP
fbem-15370	163	34	on	on	ADP
fbem-15370	163	35	-	-	PUNCT
fbem-15370	163	36	line	line	NOUN
fbem-15370	163	37	charging	charge	VERB
fbem-15370	163	38	power	power	NOUN
fbem-15370	163	39	optimization	optimization	NOUN
fbem-15370	163	40	strategy	strategy	NOUN
fbem-15370	163	41	for	for	ADP
fbem-15370	163	42	ev	ev	INTJ
fbem-15370	163	43	charging	charge	VERB
fbem-15370	163	44	station	station	NOUN
fbem-15370	163	45	with	with	ADP
fbem-15370	163	46	renewable	renewable	ADJ
fbem-15370	163	47	energy	energy	NOUN
fbem-15370	163	48	generation	generation	NOUN
fbem-15370	163	49	.	.	PUNCT
fbem-15370	164	1	j	j	PROPN
fbem-15370	164	2	/	/	SYM
fbem-15370	164	3	ol	ol	PROPN
fbem-15370	164	4	.	.	PUNCT
fbem-15370	165	1	electrical	electrical	ADJ
fbem-15370	165	2	measurement	measurement	NOUN
fbem-15370	165	3	&	&	CCONJ
fbem-15370	165	4	instrumentation:1	instrumentation:1	PROPN
fbem-15370	165	5	-	-	PROPN
fbem-15370	165	6	8	8	NUM
fbem-15370	165	7	.	.	PUNCT
fbem-15370	166	1	[	[	X
fbem-15370	166	2	9	9	NUM
fbem-15370	166	3	]	]	SYM
fbem-15370	166	4	wu	wu	PROPN
fbem-15370	166	5	,	,	PUNCT
fbem-15370	166	6	y.x	y.x	PROPN
fbem-15370	166	7	.	.	PROPN
fbem-15370	166	8	,	,	PUNCT
fbem-15370	166	9	wen	wen	PROPN
fbem-15370	166	10	,	,	PUNCT
fbem-15370	166	11	x.	x.	PROPN
fbem-15370	166	12	(	(	PUNCT
fbem-15370	166	13	2016	2016	NUM
fbem-15370	166	14	)	)	PUNCT
fbem-15370	166	15	short	short	ADJ
fbem-15370	166	16	-	-	PUNCT
fbem-15370	166	17	term	term	NOUN
fbem-15370	166	18	stock	stock	NOUN
fbem-15370	166	19	price	price	NOUN
fbem-15370	166	20	prediction	prediction	NOUN
fbem-15370	166	21	based	base	VERB
fbem-15370	166	22	on	on	ADP
fbem-15370	166	23	arima	arima	PROPN
fbem-15370	166	24	model	model	NOUN
fbem-15370	166	25	.	.	PUNCT
fbem-15370	167	1	j.	j.	PROPN
fbem-15370	167	2	statistics	statistics	PROPN
fbem-15370	167	3	&	&	CCONJ
fbem-15370	167	4	decision,2016(23):8386	decision,2016(23):8386	PROPN
fbem-15370	167	5	.	.	PUNCT
fbem-15370	168	1	[	[	X
fbem-15370	168	2	10	10	NUM
fbem-15370	168	3	]	]	SYM
fbem-15370	168	4	yang	yang	PROPN
fbem-15370	168	5	,	,	PUNCT
fbem-15370	168	6	q.	q.	PROPN
fbem-15370	168	7	,	,	PUNCT
fbem-15370	168	8	cao	cao	PROPN
fbem-15370	168	9	,	,	PUNCT
fbem-15370	168	10	x.b	x.b	PROPN
fbem-15370	168	11	.	.	PROPN
fbem-15370	168	12	(	(	PUNCT
fbem-15370	168	13	2016	2016	NUM
fbem-15370	168	14	)	)	PUNCT
fbem-15370	168	15	analysis	analysis	NOUN
fbem-15370	168	16	and	and	CCONJ
fbem-15370	168	17	prediction	prediction	NOUN
fbem-15370	168	18	of	of	ADP
fbem-15370	168	19	stock	stock	NOUN
fbem-15370	168	20	price	price	NOUN
fbem-15370	168	21	based	base	VERB
fbem-15370	168	22	on	on	ADP
fbem-15370	168	23	arma	arma	ADJ
fbem-15370	168	24	-	-	PUNCT
fbem-15370	168	25	garch	garch	NOUN
fbem-15370	168	26	model	model	NOUN
fbem-15370	168	27	.	.	PUNCT
fbem-15370	169	1	j.	j.	PROPN
fbem-15370	169	2	mathematics	mathematics	PROPN
fbem-15370	169	3	in	in	ADP
fbem-15370	169	4	practice	practice	NOUN
fbem-15370	169	5	and	and	CCONJ
fbem-15370	169	6	theory,46(06):80	theory,46(06):80	PROPN
fbem-15370	169	7	-	-	PUNCT
fbem-15370	169	8	86	86	NUM
fbem-15370	169	9	.	.	PUNCT
fbem-15370	170	1	[	[	X
fbem-15370	170	2	11	11	NUM
fbem-15370	170	3	]	]	X
fbem-15370	170	4	chou	chou	NOUN
fbem-15370	170	5	,	,	PUNCT
fbem-15370	170	6	s.h	s.h	PROPN
fbem-15370	170	7	.	.	PROPN
fbem-15370	170	8	,	,	PUNCT
fbem-15370	170	9	lin	lin	PROPN
fbem-15370	170	10	,	,	PUNCT
fbem-15370	170	11	w.t	w.t	PROPN
fbem-15370	170	12	.	.	PROPN
fbem-15370	170	13	,	,	PUNCT
fbem-15370	170	14	ni	ni	PROPN
fbem-15370	170	15	,	,	PUNCT
fbem-15370	170	16	y.s	y.s	PROPN
fbem-15370	170	17	.	.	PROPN
fbem-15370	170	18	(	(	PUNCT
fbem-15370	170	19	2007	2007	NUM
fbem-15370	170	20	)	)	PUNCT
fbem-15370	170	21	price	price	NOUN
fbem-15370	170	22	forecasting	forecasting	NOUN
fbem-15370	170	23	approach	approach	NOUN
fbem-15370	170	24	initial	initial	ADJ
fbem-15370	170	25	public	public	ADJ
fbem-15370	170	26	offerings	offering	NOUN
fbem-15370	170	27	using	use	VERB
fbem-15370	170	28	genetic	genetic	ADJ
fbem-15370	170	29	algorithm	algorithm	NOUN
fbem-15370	170	30	and	and	CCONJ
fbem-15370	170	31	neural	neural	ADJ
fbem-15370	170	32	network	network	NOUN
fbem-15370	170	33	.	.	PUNCT
fbem-15370	171	1	j.	j.	PROPN
fbem-15370	171	2	computer	computer	PROPN
fbem-15370	171	3	engineering,2007(22):9	engineering,2007(22):9	PROPN
fbem-15370	171	4	-	-	PROPN
fbem-15370	171	5	11	11	NUM
fbem-15370	171	6	.	.	PUNCT
fbem-15370	172	1	[	[	X
fbem-15370	172	2	12	12	NUM
fbem-15370	172	3	]	]	X
fbem-15370	172	4	zhang	zhang	PROPN
fbem-15370	172	5	,	,	PUNCT
fbem-15370	172	6	y.c	y.c	PROPN
fbem-15370	172	7	.	.	PROPN
fbem-15370	172	8	,	,	PUNCT
fbem-15370	172	9	zhang	zhang	PROPN
fbem-15370	172	10	,	,	PUNCT
fbem-15370	172	11	z.q	z.q	PROPN
fbem-15370	172	12	.	.	PROPN
fbem-15370	172	13	(	(	PUNCT
fbem-15370	172	14	2007	2007	NUM
fbem-15370	172	15	)	)	PUNCT
fbem-15370	172	16	application	application	NOUN
fbem-15370	172	17	of	of	ADP
fbem-15370	172	18	support	support	NOUN
fbem-15370	172	19	vector	vector	NOUN
fbem-15370	172	20	machines	machine	NOUN
fbem-15370	172	21	in	in	ADP
fbem-15370	172	22	stock	stock	NOUN
fbem-15370	172	23	price	price	NOUN
fbem-15370	172	24	predicting	predicting	NOUN
fbem-15370	172	25	.	.	PUNCT
fbem-15370	173	1	j.	j.	PROPN
fbem-15370	173	2	journal	journal	PROPN
fbem-15370	173	3	of	of	ADP
fbem-15370	173	4	beijing	beijing	PROPN
fbem-15370	173	5	jiaotong	jiaotong	PROPN
fbem-15370	173	6	university,2007(06):73	university,2007(06):73	PROPN
fbem-15370	173	7	-	-	PUNCT
fbem-15370	173	8	76	76	NUM
fbem-15370	173	9	.	.	PUNCT
fbem-15370	174	1	[	[	X
fbem-15370	174	2	13	13	NUM
fbem-15370	174	3	]	]	SYM
fbem-15370	174	4	yang	yang	PROPN
fbem-15370	174	5	,	,	PUNCT
fbem-15370	174	6	x.b	x.b	PROPN
fbem-15370	174	7	.	.	PROPN
fbem-15370	174	8	,	,	PUNCT
fbem-15370	174	9	huang	huang	PROPN
fbem-15370	174	10	,	,	PUNCT
fbem-15370	174	11	x.j	x.j	PROPN
fbem-15370	174	12	.	.	PROPN
fbem-15370	174	13	(	(	PUNCT
fbem-15370	174	14	2010	2010	NUM
fbem-15370	174	15	)	)	PUNCT
fbem-15370	174	16	study	study	NOUN
fbem-15370	174	17	about	about	ADP
fbem-15370	174	18	application	application	NOUN
fbem-15370	174	19	of	of	ADP
fbem-15370	174	20	stock	stock	NOUN
fbem-15370	174	21	price	price	NOUN
fbem-15370	174	22	forecasting	forecasting	NOUN
fbem-15370	174	23	based	base	VERB
fbem-15370	174	24	on	on	ADP
fbem-15370	174	25	support	support	NOUN
fbem-15370	174	26	vector	vector	NOUN
fbem-15370	174	27	machine	machine	NOUN
fbem-15370	174	28	.	.	PUNCT
fbem-15370	175	1	j.	j.	PROPN
fbem-15370	175	2	computer	computer	PROPN
fbem-15370	175	3	simulation	simulation	PROPN
fbem-15370	175	4	,	,	PUNCT
fbem-15370	175	5	27(09):302	27(09):302	NUM
fbem-15370	175	6	-	-	SYM
fbem-15370	175	7	305	305	NUM
fbem-15370	175	8	.	.	PUNCT
fbem-15370	176	1	[	[	X
fbem-15370	176	2	14	14	NUM
fbem-15370	176	3	]	]	X
fbem-15370	176	4	yan	yan	PROPN
fbem-15370	176	5	,	,	PUNCT
fbem-15370	176	6	z.x	z.x	PROPN
fbem-15370	176	7	.	.	PROPN
fbem-15370	176	8	,	,	PUNCT
fbem-15370	176	9	qin	qin	PROPN
fbem-15370	176	10	,	,	PUNCT
fbem-15370	176	11	c.	c.	PROPN
fbem-15370	176	12	,	,	PUNCT
fbem-15370	176	13	song	song	NOUN
fbem-15370	176	14	,	,	PUNCT
fbem-15370	176	15	g.	g.	PROPN
fbem-15370	176	16	(	(	PUNCT
fbem-15370	176	17	2021	2021	NUM
fbem-15370	176	18	)	)	PUNCT
fbem-15370	176	19	random	random	ADJ
fbem-15370	176	20	forest	forest	NOUN
fbem-15370	176	21	model	model	NOUN
fbem-15370	176	22	stock	stock	NOUN
fbem-15370	176	23	price	price	NOUN
fbem-15370	176	24	prediction	prediction	NOUN
fbem-15370	176	25	based	base	VERB
fbem-15370	176	26	on	on	ADP
fbem-15370	176	27	pearson	pearson	PROPN
fbem-15370	176	28	feature	feature	NOUN
fbem-15370	176	29	selection	selection	NOUN
fbem-15370	176	30	.	.	PUNCT
fbem-15370	177	1	j.	j.	PROPN
fbem-15370	177	2	computer	computer	PROPN
fbem-15370	177	3	engineering	engineering	PROPN
fbem-15370	177	4	and	and	CCONJ
fbem-15370	177	5	applications	application	NOUN
fbem-15370	177	6	,	,	PUNCT
fbem-15370	177	7	57(15):286	57(15):286	NUM
fbem-15370	177	8	-	-	SYM
fbem-15370	177	9	296	296	NUM
fbem-15370	177	10	.	.	PUNCT
fbem-15370	178	1	[	[	X
fbem-15370	178	2	15	15	NUM
fbem-15370	178	3	]	]	X
fbem-15370	178	4	zhang	zhang	PROPN
fbem-15370	178	5	,	,	PUNCT
fbem-15370	178	6	g.s	g.s	PROPN
fbem-15370	178	7	.	.	PROPN
fbem-15370	178	8	,	,	PUNCT
fbem-15370	178	9	zhang	zhang	PROPN
fbem-15370	178	10	,	,	PUNCT
fbem-15370	178	11	x.d	x.d	PROPN
fbem-15370	178	12	.	.	PROPN
fbem-15370	178	13	(	(	PUNCT
fbem-15370	178	14	2016	2016	NUM
fbem-15370	178	15	)	)	PUNCT
fbem-15370	178	16	a	a	DET
fbem-15370	178	17	svm	svm	ADJ
fbem-15370	178	18	-	-	ADJ
fbem-15370	178	19	garch	garch	ADJ
fbem-15370	178	20	model	model	NOUN
fbem-15370	178	21	for	for	ADP
fbem-15370	178	22	stock	stock	NOUN
fbem-15370	178	23	price	price	NOUN
fbem-15370	178	24	forecasting	forecasting	NOUN
fbem-15370	178	25	based	base	VERB
fbem-15370	178	26	on	on	ADP
fbem-15370	178	27	neighborhood	neighborhood	NOUN
fbem-15370	178	28	mutual	mutual	ADJ
fbem-15370	178	29	information	information	NOUN
fbem-15370	178	30	.	.	PUNCT
fbem-15370	179	1	j.	j.	PROPN
fbem-15370	179	2	chinese	chinese	PROPN
fbem-15370	179	3	journal	journal	PROPN
fbem-15370	179	4	of	of	ADP
fbem-15370	179	5	management	management	NOUN
fbem-15370	179	6	science	science	NOUN
fbem-15370	179	7	,	,	PUNCT
fbem-15370	179	8	24(09	24(09	NUM
fbem-15370	179	9	):	):	PUNCT
fbem-15370	179	10	11	11	NUM
fbem-15370	179	11	-	-	SYM
fbem-15370	179	12	20	20	NUM
fbem-15370	179	13	.	.	PUNCT
fbem-15370	180	1	[	[	X
fbem-15370	180	2	16	16	NUM
fbem-15370	180	3	]	]	X
fbem-15370	180	4	xiao	xiao	PROPN
fbem-15370	180	5	,	,	PUNCT
fbem-15370	180	6	j.h	j.h	PROPN
fbem-15370	180	7	.	.	PROPN
fbem-15370	180	8	,	,	PUNCT
fbem-15370	180	9	zhu	zhu	PROPN
fbem-15370	180	10	,	,	PUNCT
fbem-15370	180	11	x.h	x.h	PROPN
fbem-15370	180	12	,	,	PUNCT
fbem-15370	180	13	huang	huang	PROPN
fbem-15370	180	14	,	,	PUNCT
fbem-15370	180	15	c.x	c.x	PROPN
fbem-15370	180	16	.	.	PROPN
fbem-15370	180	17	,	,	PUNCT
fbem-15370	180	18	yang	yang	PROPN
fbem-15370	180	19	,	,	PUNCT
fbem-15370	180	20	x.g	x.g	PROPN
fbem-15370	180	21	.	.	PROPN
fbem-15370	180	22	,	,	PUNCT
fbem-15370	180	23	wen	wen	PROPN
fbem-15370	180	24	,	,	PUNCT
fbem-15370	180	25	f.h	f.h	PROPN
fbem-15370	180	26	.	.	PROPN
fbem-15370	180	27	,	,	PUNCT
fbem-15370	180	28	zhong	zhong	PROPN
fbem-15370	180	29	,	,	PUNCT
fbem-15370	180	30	m.r	m.r	PROPN
fbem-15370	180	31	.	.	PROPN
fbem-15370	180	32	(	(	PUNCT
fbem-15370	180	33	2019	2019	NUM
fbem-15370	180	34	)	)	PUNCT
fbem-15370	180	35	a	a	DET
fbem-15370	180	36	new	new	ADJ
fbem-15370	180	37	approach	approach	NOUN
fbem-15370	180	38	for	for	ADP
fbem-15370	180	39	stock	stock	NOUN
fbem-15370	180	40	price	price	NOUN
fbem-15370	180	41	analysis	analysis	NOUN
fbem-15370	180	42	and	and	CCONJ
fbem-15370	180	43	prediction	prediction	NOUN
fbem-15370	180	44	based	base	VERB
fbem-15370	180	45	on	on	ADP
fbem-15370	180	46	ssa	ssa	PROPN
fbem-15370	180	47	and	and	CCONJ
fbem-15370	180	48	svm	svm	PROPN
fbem-15370	180	49	.	.	PROPN
fbem-15370	181	1	j	j	PROPN
fbem-15370	181	2	/	/	SYM
fbem-15370	181	3	ol	ol	PROPN
fbem-15370	181	4	.	.	PUNCT
fbem-15370	182	1	international	international	PROPN
fbem-15370	182	2	journal	journal	PROPN
fbem-15370	182	3	of	of	ADP
fbem-15370	182	4	information	information	NOUN
fbem-15370	182	5	technology	technology	NOUN
fbem-15370	182	6	&	&	CCONJ
fbem-15370	182	7	decision	decision	NOUN
fbem-15370	182	8	making	making	NOUN
fbem-15370	182	9	,	,	PUNCT
fbem-15370	182	10	18(01	18(01	NUM
fbem-15370	182	11	):	):	PUNCT
fbem-15370	182	12	287	287	NUM
fbem-15370	182	13	-	-	SYM
fbem-15370	182	14	310	310	NUM
fbem-15370	182	15	.	.	PUNCT
fbem-15370	183	1	[	[	X
fbem-15370	183	2	17	17	NUM
fbem-15370	183	3	]	]	X
fbem-15370	183	4	qi	qi	PROPN
fbem-15370	183	5	,	,	PUNCT
fbem-15370	183	6	f.z	f.z	PROPN
fbem-15370	183	7	.	.	PROPN
fbem-15370	183	8	,	,	PUNCT
fbem-15370	183	9	lin	lin	PROPN
fbem-15370	183	10	,	,	PUNCT
fbem-15370	183	11	s.q	s.q	PROPN
fbem-15370	183	12	.	.	PROPN
fbem-15370	183	13	,	,	PUNCT
fbem-15370	183	14	yu	yu	PROPN
fbem-15370	183	15	,	,	PUNCT
fbem-15370	183	16	t.t	t.t	PROPN
fbem-15370	183	17	.	.	PROPN
fbem-15370	183	18	(	(	PUNCT
fbem-15370	183	19	2020	2020	NUM
fbem-15370	183	20	)	)	PUNCT
fbem-15370	183	21	a	a	DET
fbem-15370	183	22	prediction	prediction	NOUN
fbem-15370	183	23	model	model	NOUN
fbem-15370	183	24	of	of	ADP
fbem-15370	183	25	stock	stock	NOUN
fbem-15370	183	26	price	price	NOUN
fbem-15370	183	27	based	base	VERB
fbem-15370	183	28	on	on	ADP
fbem-15370	183	29	pca	pca	PROPN
fbem-15370	183	30	and	and	CCONJ
fbem-15370	183	31	ifoa	ifoa	NOUN
fbem-15370	183	32	-	-	PUNCT
fbem-15370	183	33	bp	bp	NOUN
fbem-15370	183	34	neural	neural	ADJ
fbem-15370	183	35	network	network	NOUN
fbem-15370	183	36	.	.	PUNCT
fbem-15370	184	1	j.	j.	PROPN
fbem-15370	184	2	computer	computer	PROPN
fbem-15370	184	3	applications	application	NOUN
fbem-15370	184	4	and	and	CCONJ
fbem-15370	184	5	software	software	NOUN
fbem-15370	184	6	,	,	PUNCT
fbem-15370	184	7	37(01):116	37(01):116	NUM
fbem-15370	184	8	-	-	SYM
fbem-15370	184	9	121	121	NUM
fbem-15370	184	10	+	+	NOUN
fbem-15370	184	11	156	156	NUM
fbem-15370	184	12	.	.	PUNCT
fbem-15370	185	1	[	[	X
fbem-15370	185	2	18	18	NUM
fbem-15370	185	3	]	]	X
fbem-15370	185	4	peng	peng	PROPN
fbem-15370	185	5	,	,	PUNCT
fbem-15370	185	6	y.	y.	PROPN
fbem-15370	185	7	,	,	PUNCT
fbem-15370	185	8	liu	liu	PROPN
fbem-15370	185	9	,	,	PUNCT
fbem-15370	185	10	y.h	y.h	PROPN
fbem-15370	185	11	.	.	PROPN
fbem-15370	185	12	,	,	PUNCT
fbem-15370	185	13	zhang	zhang	PROPN
fbem-15370	185	14	,	,	PUNCT
fbem-15370	185	15	r.f	r.f	PROPN
fbem-15370	185	16	.	.	PROPN
fbem-15370	185	17	(	(	PUNCT
fbem-15370	185	18	2019	2019	NUM
fbem-15370	185	19	)	)	PUNCT
fbem-15370	185	20	modeling	modeling	NOUN
fbem-15370	185	21	and	and	CCONJ
fbem-15370	185	22	analysis	analysis	NOUN
fbem-15370	185	23	of	of	ADP
fbem-15370	185	24	stock	stock	NOUN
fbem-15370	185	25	price	price	NOUN
fbem-15370	185	26	forecast	forecast	NOUN
fbem-15370	185	27	based	base	VERB
fbem-15370	185	28	on	on	ADP
fbem-15370	185	29	lstm	lstm	PROPN
fbem-15370	185	30	.	.	PUNCT
fbem-15370	186	1	j.	j.	PROPN
fbem-15370	186	2	computer	computer	PROPN
fbem-15370	186	3	engineering	engineering	PROPN
fbem-15370	186	4	and	and	CCONJ
fbem-15370	186	5	applications	application	NOUN
fbem-15370	186	6	,	,	PUNCT
fbem-15370	186	7	55(11):209	55(11):209	NUM
fbem-15370	186	8	-	-	SYM
fbem-15370	186	9	212	212	NUM
fbem-15370	186	10	.	.	PUNCT
fbem-15370	187	1	[	[	X
fbem-15370	187	2	19	19	NUM
fbem-15370	187	3	]	]	SYM
fbem-15370	187	4	yu	yu	PROPN
fbem-15370	187	5	,	,	PUNCT
fbem-15370	187	6	x.j	x.j	PROPN
fbem-15370	187	7	.	.	PROPN
fbem-15370	187	8	,	,	PUNCT
fbem-15370	187	9	liu	liu	PROPN
fbem-15370	187	10	,	,	PUNCT
fbem-15370	187	11	g.p	g.p	PROPN
fbem-15370	187	12	.	.	PROPN
fbem-15370	187	13	,	,	PUNCT
fbem-15370	187	14	liu	liu	PROPN
fbem-15370	187	15	,	,	PUNCT
fbem-15370	187	16	j.l	j.l	PROPN
fbem-15370	187	17	.	.	PROPN
fbem-15370	187	18	,	,	PUNCT
fbem-15370	187	19	xiao	xiao	PROPN
fbem-15370	187	20	,	,	PUNCT
fbem-15370	187	21	w.l	w.l	PROPN
fbem-15370	187	22	.	.	PROPN
fbem-15370	187	23	(	(	PUNCT
fbem-15370	187	24	2023	2023	NUM
fbem-15370	187	25	)	)	PUNCT
fbem-15370	187	26	stock	stock	NOUN
fbem-15370	187	27	index	index	NOUN
fbem-15370	187	28	prediction	prediction	NOUN
fbem-15370	187	29	based	base	VERB
fbem-15370	187	30	on	on	ADP
fbem-15370	187	31	lstm	lstm	NOUN
fbem-15370	187	32	network	network	NOUN
fbem-15370	187	33	and	and	CCONJ
fbem-15370	187	34	text	text	NOUN
fbem-15370	187	35	sentiment	sentiment	NOUN
fbem-15370	187	36	analysis	analysis	NOUN
fbem-15370	187	37	.	.	PUNCT
fbem-15370	188	1	j	j	PROPN
fbem-15370	188	2	/	/	SYM
fbem-15370	188	3	ol	ol	PROPN
fbem-15370	188	4	.	.	PUNCT
fbem-15370	189	1	chinese	chinese	ADJ
fbem-15370	189	2	journal	journal	PROPN
fbem-15370	189	3	of	of	ADP
fbem-15370	189	4	management	management	PROPN
fbem-15370	189	5	science:1	science:1	PROPN
fbem-15370	189	6	-	-	PUNCT
fbem-15370	189	7	12	12	NUM
fbem-15370	189	8	.	.	PUNCT
fbem-15370	190	1	[	[	X
fbem-15370	190	2	20	20	NUM
fbem-15370	190	3	]	]	X
fbem-15370	190	4	kim	kim	PROPN
fbem-15370	190	5	,	,	PUNCT
fbem-15370	190	6	t.	t.	PROPN
fbem-15370	190	7	,	,	PUNCT
fbem-15370	190	8	kim	kim	PROPN
fbem-15370	190	9	,	,	PUNCT
fbem-15370	190	10	h.y	h.y	PROPN
fbem-15370	190	11	.	.	PROPN
fbem-15370	190	12	(	(	PUNCT
fbem-15370	190	13	2019	2019	NUM
fbem-15370	190	14	)	)	PUNCT
fbem-15370	190	15	forecasting	forecast	VERB
fbem-15370	190	16	stock	stock	NOUN
fbem-15370	190	17	prices	price	NOUN
fbem-15370	190	18	with	with	ADP
fbem-15370	190	19	a	a	DET
fbem-15370	190	20	feature	feature	NOUN
fbem-15370	190	21	fusion	fusion	NOUN
fbem-15370	190	22	lstm	lstm	PROPN
fbem-15370	190	23	-	-	PUNCT
fbem-15370	190	24	cnn	cnn	PROPN
fbem-15370	190	25	model	model	NOUN
fbem-15370	190	26	using	use	VERB
fbem-15370	190	27	different	different	ADJ
fbem-15370	190	28	representations	representation	NOUN
fbem-15370	190	29	of	of	ADP
fbem-15370	190	30	the	the	DET
fbem-15370	190	31	same	same	ADJ
fbem-15370	190	32	data	datum	NOUN
fbem-15370	190	33	.	.	PUNCT
fbem-15370	191	1	j.	j.	PROPN
fbem-15370	191	2	plos	plos	PROPN
fbem-15370	191	3	one	one	NUM
fbem-15370	191	4	,	,	PUNCT
fbem-15370	191	5	14(2	14(2	NUM
fbem-15370	191	6	)	)	PUNCT
fbem-15370	191	7	,	,	PUNCT
fbem-15370	191	8	e0212320	e0212320	NOUN
fbem-15370	191	9	.	.	PUNCT
fbem-15370	192	1	[	[	X
fbem-15370	192	2	21	21	NUM
fbem-15370	192	3	]	]	X
fbem-15370	192	4	lu	lu	PROPN
fbem-15370	192	5	,	,	PUNCT
fbem-15370	192	6	w.j	w.j	PROPN
fbem-15370	192	7	.	.	PROPN
fbem-15370	192	8	,	,	PUNCT
fbem-15370	192	9	li	li	PROPN
fbem-15370	192	10	,	,	PUNCT
fbem-15370	192	11	j.z	j.z	PROPN
fbem-15370	192	12	.	.	PROPN
fbem-15370	192	13	,	,	PUNCT
fbem-15370	192	14	li	li	PROPN
fbem-15370	192	15	,	,	PUNCT
fbem-15370	192	16	y.f	y.f	PROPN
fbem-15370	192	17	.	.	PROPN
fbem-15370	192	18	,	,	PUNCT
fbem-15370	192	19	sun	sun	PROPN
fbem-15370	192	20	,	,	PUNCT
fbem-15370	192	21	a.	a.	PROPN
fbem-15370	192	22	,	,	PUNCT
fbem-15370	192	23	wang	wang	PROPN
fbem-15370	192	24	,	,	PUNCT
fbem-15370	192	25	j.y	j.y	PROPN
fbem-15370	192	26	.	.	PROPN
fbem-15370	192	27	(	(	PUNCT
fbem-15370	192	28	2020	2020	NUM
fbem-15370	192	29	)	)	PUNCT
fbem-15370	192	30	a	a	DET
fbem-15370	192	31	cnnlstm	cnnlstm	NOUN
fbem-15370	192	32	-	-	PUNCT
fbem-15370	192	33	based	base	VERB
fbem-15370	192	34	model	model	NOUN
fbem-15370	192	35	to	to	PART
fbem-15370	192	36	forecast	forecast	VERB
fbem-15370	192	37	stock	stock	NOUN
fbem-15370	192	38	prices	price	NOUN
fbem-15370	192	39	.	.	PUNCT
fbem-15370	193	1	j	j	PROPN
fbem-15370	193	2	/	/	SYM
fbem-15370	193	3	ol	ol	PROPN
fbem-15370	193	4	.	.	PUNCT
fbem-15370	193	5	complexity	complexity	NOUN
fbem-15370	193	6	,	,	PUNCT
fbem-15370	193	7	2020	2020	NUM
fbem-15370	193	8	:	:	PUNCT
fbem-15370	193	9	1–10	1–10	NOUN
fbem-15370	193	10	.	.	PUNCT
fbem-15370	194	1	[	[	X
fbem-15370	194	2	22	22	NUM
fbem-15370	194	3	]	]	X
fbem-15370	194	4	cai	cai	X
fbem-15370	194	5	,	,	PUNCT
fbem-15370	194	6	b.w	b.w	PROPN
fbem-15370	194	7	.	.	PROPN
fbem-15370	194	8	(	(	PUNCT
fbem-15370	194	9	2021	2021	NUM
fbem-15370	194	10	)	)	PUNCT
fbem-15370	194	11	deep	deep	ADJ
fbem-15370	194	12	learning	learning	NOUN
fbem-15370	194	13	-	-	PUNCT
fbem-15370	194	14	based	base	VERB
fbem-15370	194	15	economic	economic	ADJ
fbem-15370	194	16	forecasting	forecasting	NOUN
fbem-15370	194	17	for	for	ADP
fbem-15370	194	18	the	the	DET
fbem-15370	194	19	new	new	ADJ
fbem-15370	194	20	energy	energy	NOUN
fbem-15370	194	21	vehicle	vehicle	NOUN
fbem-15370	194	22	industry	industry	NOUN
fbem-15370	194	23	.	.	PUNCT
fbem-15370	195	1	j.	j.	PROPN
fbem-15370	195	2	journal	journal	PROPN
fbem-15370	195	3	of	of	ADP
fbem-15370	195	4	mathematics	mathematic	NOUN
fbem-15370	195	5	,	,	PUNCT
fbem-15370	195	6	2021	2021	NUM
fbem-15370	195	7	:	:	PUNCT
fbem-15370	195	8	1	1	NUM
fbem-15370	195	9	-	-	SYM
fbem-15370	195	10	10	10	NUM
fbem-15370	195	11	.	.	PUNCT
fbem-15370	196	1	[	[	X
fbem-15370	196	2	23	23	NUM
fbem-15370	196	3	]	]	SYM
fbem-15370	196	4	hu	hu	PROPN
fbem-15370	196	5	,	,	PUNCT
fbem-15370	196	6	z.	z.	PROPN
fbem-15370	196	7	,	,	PUNCT
fbem-15370	196	8	zhao	zhao	PROPN
fbem-15370	196	9	,	,	PUNCT
fbem-15370	196	10	y.	y.	PROPN
fbem-15370	196	11	,	,	PUNCT
fbem-15370	196	12	khushi	khushi	PROPN
fbem-15370	196	13	,	,	PUNCT
fbem-15370	196	14	m.	m.	NOUN
fbem-15370	196	15	(	(	PUNCT
fbem-15370	196	16	2021	2021	NUM
fbem-15370	196	17	)	)	PUNCT
fbem-15370	196	18	a	a	DET
fbem-15370	196	19	survey	survey	NOUN
fbem-15370	196	20	of	of	ADP
fbem-15370	196	21	forex	forex	ADJ
fbem-15370	196	22	and	and	CCONJ
fbem-15370	196	23	stock	stock	NOUN
fbem-15370	196	24	price	price	NOUN
fbem-15370	196	25	prediction	prediction	NOUN
fbem-15370	196	26	using	use	VERB
fbem-15370	196	27	deep	deep	ADJ
fbem-15370	196	28	learning	learning	NOUN
fbem-15370	196	29	.	.	PUNCT
fbem-15370	197	1	j.	j.	PROPN
fbem-15370	197	2	applied	apply	VERB
fbem-15370	197	3	system	system	NOUN
fbem-15370	197	4	innovation	innovation	NOUN
fbem-15370	197	5	,	,	PUNCT
fbem-15370	197	6	4(1	4(1	NOUN
fbem-15370	197	7	)	)	PUNCT
fbem-15370	197	8	,	,	PUNCT
fbem-15370	197	9	9	9	X
fbem-15370	197	10	.	.	PUNCT
fbem-15370	198	1	[	[	X
fbem-15370	198	2	24	24	NUM
fbem-15370	198	3	]	]	X
fbem-15370	198	4	zaheer	zaheer	PROPN
fbem-15370	198	5	,	,	PUNCT
fbem-15370	198	6	s.	s.	PROPN
fbem-15370	198	7	,	,	PUNCT
fbem-15370	198	8	anjum	anjum	PROPN
fbem-15370	198	9	,	,	PUNCT
fbem-15370	198	10	n.	n.	PROPN
fbem-15370	198	11	,	,	PUNCT
fbem-15370	198	12	hussain	hussain	PROPN
fbem-15370	198	13	,	,	PUNCT
fbem-15370	198	14	s.	s.	PROPN
fbem-15370	198	15	,	,	PUNCT
fbem-15370	198	16	algarni	algarni	PROPN
fbem-15370	198	17	,	,	PUNCT
fbem-15370	198	18	a.d	a.d	PROPN
fbem-15370	198	19	.	.	PROPN
fbem-15370	198	20	,	,	PUNCT
fbem-15370	198	21	iqbal	iqbal	PROPN
fbem-15370	198	22	,	,	PUNCT
fbem-15370	198	23	j.	j.	PROPN
fbem-15370	198	24	,	,	PUNCT
fbem-15370	198	25	bourouis	bourouis	PROPN
fbem-15370	198	26	,	,	PUNCT
fbem-15370	198	27	s.	s.	PROPN
fbem-15370	198	28	,	,	PUNCT
fbem-15370	198	29	ullah	ullah	PROPN
fbem-15370	198	30	,	,	PUNCT
fbem-15370	198	31	s.	s.	PROPN
fbem-15370	198	32	s.	s.	PROPN
fbem-15370	198	33	(	(	PUNCT
fbem-15370	198	34	2023	2023	NUM
fbem-15370	198	35	)	)	PUNCT
fbem-15370	198	36	a	a	DET
fbem-15370	198	37	multi	multi	ADJ
fbem-15370	198	38	parameter	parameter	NOUN
fbem-15370	198	39	forecasting	forecasting	NOUN
fbem-15370	198	40	for	for	ADP
fbem-15370	198	41	stock	stock	NOUN
fbem-15370	198	42	time	time	NOUN
fbem-15370	198	43	series	series	PROPN
fbem-15370	198	44	data	datum	NOUN
fbem-15370	198	45	using	use	VERB
fbem-15370	198	46	lstm	lstm	NOUN
fbem-15370	198	47	and	and	CCONJ
fbem-15370	198	48	deep	deep	ADJ
fbem-15370	198	49	learning	learning	NOUN
fbem-15370	198	50	model	model	NOUN
fbem-15370	198	51	.	.	PUNCT
fbem-15370	199	1	j	j	PROPN
fbem-15370	199	2	/	/	SYM
fbem-15370	199	3	ol	ol	PROPN
fbem-15370	199	4	.	.	PUNCT
fbem-15370	200	1	mathematics	mathematic	NOUN
fbem-15370	200	2	,	,	PUNCT
fbem-15370	200	3	11(3	11(3	NUM
fbem-15370	200	4	):	):	PUNCT
fbem-15370	200	5	590	590	NUM
fbem-15370	200	6	.	.	PUNCT
fbem-15370	201	1	[	[	X
fbem-15370	201	2	25	25	NUM
fbem-15370	201	3	]	]	X
fbem-15370	201	4	hassani	hassani	PROPN
fbem-15370	201	5	,	,	PUNCT
fbem-15370	201	6	h.	h.	PROPN
fbem-15370	201	7	(	(	PUNCT
fbem-15370	201	8	2007	2007	NUM
fbem-15370	201	9	)	)	PUNCT
fbem-15370	201	10	singular	singular	PROPN
fbem-15370	201	11	spectrum	spectrum	NOUN
fbem-15370	201	12	analysis	analysis	NOUN
fbem-15370	201	13	:	:	PUNCT
fbem-15370	201	14	methodology	methodology	NOUN
fbem-15370	201	15	and	and	CCONJ
fbem-15370	201	16	comparison	comparison	NOUN
fbem-15370	201	17	.	.	PUNCT
fbem-15370	202	1	j.	j.	PROPN
fbem-15370	202	2	journal	journal	PROPN
fbem-15370	202	3	of	of	ADP
fbem-15370	202	4	data	data	PROPN
fbem-15370	202	5	science	science	NOUN
fbem-15370	202	6	,	,	PUNCT
fbem-15370	202	7	5	5	NUM
fbem-15370	202	8	:	:	SYM
fbem-15370	202	9	239	239	NUM
fbem-15370	202	10	-	-	SYM
fbem-15370	202	11	257	257	NUM
fbem-15370	202	12	[	[	SYM
fbem-15370	202	13	26	26	NUM
fbem-15370	202	14	]	]	X
fbem-15370	202	15	wang	wang	PROPN
fbem-15370	202	16	,	,	PUNCT
fbem-15370	202	17	c.	c.	PROPN
fbem-15370	202	18	,	,	PUNCT
fbem-15370	202	19	zhang	zhang	PROPN
fbem-15370	202	20	,	,	PUNCT
fbem-15370	202	21	h.	h.	PROPN
fbem-15370	202	22	,	,	PUNCT
fbem-15370	202	23	ma	ma	PROPN
fbem-15370	202	24	,	,	PUNCT
fbem-15370	202	25	p.	p.	NOUN
fbem-15370	202	26	(	(	PUNCT
fbem-15370	202	27	2020	2020	NUM
fbem-15370	202	28	)	)	PUNCT
fbem-15370	202	29	wind	wind	NOUN
fbem-15370	202	30	power	power	NOUN
fbem-15370	202	31	forecasting	forecasting	NOUN
fbem-15370	202	32	based	base	VERB
fbem-15370	202	33	on	on	ADP
fbem-15370	202	34	singular	singular	PROPN
fbem-15370	202	35	spectrum	spectrum	NOUN
fbem-15370	202	36	analysis	analysis	NOUN
fbem-15370	202	37	and	and	CCONJ
fbem-15370	202	38	a	a	DET
fbem-15370	202	39	new	new	ADJ
fbem-15370	202	40	hybrid	hybrid	NOUN
fbem-15370	202	41	laguerre	laguerre	NOUN
fbem-15370	202	42	neural	neural	ADJ
fbem-15370	202	43	network	network	NOUN
fbem-15370	202	44	.	.	PUNCT
fbem-15370	203	1	j	j	PROPN
fbem-15370	203	2	/	/	SYM
fbem-15370	203	3	ol	ol	PROPN
fbem-15370	203	4	.	.	PROPN
fbem-15370	203	5	applied	apply	VERB
fbem-15370	203	6	energy	energy	NOUN
fbem-15370	203	7	,	,	PUNCT
fbem-15370	203	8	259	259	NUM
fbem-15370	203	9	,	,	PUNCT
fbem-15370	203	10	114139	114139	NUM
fbem-15370	203	11	.	.	PUNCT
fbem-15370	204	1	[	[	X
fbem-15370	204	2	27	27	NUM
fbem-15370	204	3	]	]	X
fbem-15370	204	4	ansari	ansari	X
fbem-15370	204	5	,	,	PUNCT
fbem-15370	204	6	k.	k.	PROPN
fbem-15370	204	7	,	,	PUNCT
fbem-15370	204	8	panda	panda	NOUN
fbem-15370	204	9	,	,	PUNCT
fbem-15370	204	10	s.	s.	PROPN
fbem-15370	204	11	k.	k.	PROPN
fbem-15370	204	12	,	,	PUNCT
fbem-15370	204	13	jamjareegulgarn	jamjareegulgarn	PROPN
fbem-15370	204	14	,	,	PUNCT
fbem-15370	204	15	p.	p.	NOUN
fbem-15370	204	16	(	(	PUNCT
fbem-15370	204	17	2020	2020	NUM
fbem-15370	204	18	)	)	PUNCT
fbem-15370	204	19	.	.	PUNCT
fbem-15370	205	1	singular	singular	PROPN
fbem-15370	205	2	spectrum	spectrum	VERB
fbem-15370	205	3	analysis	analysis	NOUN
fbem-15370	205	4	of	of	ADP
fbem-15370	205	5	gps	gps	NOUN
fbem-15370	205	6	derived	derive	VERB
fbem-15370	205	7	ionospheric	ionospheric	ADJ
fbem-15370	205	8	tec	tec	ADJ
fbem-15370	205	9	variations	variation	NOUN
fbem-15370	205	10	over	over	ADP
fbem-15370	205	11	nepal	nepal	NOUN
fbem-15370	205	12	during	during	ADP
fbem-15370	205	13	the	the	DET
fbem-15370	205	14	low	low	ADJ
fbem-15370	205	15	solar	solar	ADJ
fbem-15370	205	16	activity	activity	NOUN
fbem-15370	205	17	period	period	NOUN
fbem-15370	205	18	.	.	PUNCT
fbem-15370	206	1	j	j	PROPN
fbem-15370	206	2	/	/	SYM
fbem-15370	206	3	ol	ol	PROPN
fbem-15370	206	4	.	.	PUNCT
fbem-15370	206	5	acta	acta	PROPN
fbem-15370	206	6	astronautica	astronautica	PROPN
fbem-15370	206	7	,	,	PUNCT
fbem-15370	206	8	169	169	NUM
fbem-15370	206	9	,	,	PUNCT
fbem-15370	206	10	216–223	216–223	NUM
fbem-15370	206	11	.	.	PUNCT
fbem-15370	207	1	[	[	X
fbem-15370	207	2	28	28	NUM
fbem-15370	207	3	]	]	X
fbem-15370	207	4	dai	dai	PROPN
fbem-15370	207	5	,	,	PUNCT
fbem-15370	207	6	h.m	h.m	PROPN
fbem-15370	207	7	.	.	PROPN
fbem-15370	207	8	,	,	PUNCT
fbem-15370	207	9	xu	xu	PROPN
fbem-15370	207	10	,	,	PUNCT
fbem-15370	207	11	a.q	a.q	PROPN
fbem-15370	207	12	.	.	PROPN
fbem-15370	207	13	,	,	PUNCT
fbem-15370	207	14	sun	sun	PROPN
fbem-15370	207	15	,	,	PUNCT
fbem-15370	207	16	w.c	w.c	PROPN
fbem-15370	207	17	.	.	PROPN
fbem-15370	207	18	(	(	PUNCT
fbem-15370	207	19	2016	2016	NUM
fbem-15370	207	20	)	)	PUNCT
fbem-15370	207	21	signal	signal	NOUN
fbem-15370	207	22	denoising	denoising	NOUN
fbem-15370	207	23	method	method	NOUN
fbem-15370	207	24	based	base	VERB
fbem-15370	207	25	on	on	ADP
fbem-15370	207	26	improve	improve	VERB
fbem-15370	207	27	singular	singular	PROPN
fbem-15370	207	28	spectrum	spectrum	NOUN
fbem-15370	207	29	analysis	analysis	NOUN
fbem-15370	207	30	.	.	PUNCT
fbem-15370	208	1	j.	j.	PROPN
fbem-15370	208	2	journal	journal	PROPN
fbem-15370	208	3	of	of	ADP
fbem-15370	208	4	beijing	beijing	PROPN
fbem-15370	208	5	institute	institute	PROPN
fbem-15370	208	6	of	of	ADP
fbem-15370	208	7	technology	technology	PROPN
fbem-15370	208	8	,	,	PUNCT
fbem-15370	208	9	36(7	36(7	NUM
fbem-15370	208	10	):	):	PUNCT
fbem-15370	208	11	727	727	NUM
fbem-15370	208	12	-	-	SYM
fbem-15370	208	13	732	732	NUM
fbem-15370	208	14	.	.	PUNCT