id	sid	tid	token	lemma	pos
fbem-18161	1	1	frontiers	frontier	NOUN
fbem-18161	1	2	in	in	ADP
fbem-18161	1	3	business	business	NOUN
fbem-18161	1	4	,	,	PUNCT
fbem-18161	1	5	economics	economic	NOUN
fbem-18161	1	6	and	and	CCONJ
fbem-18161	1	7	management	management	NOUN
fbem-18161	1	8	issn	issn	PROPN
fbem-18161	1	9	:	:	PUNCT
fbem-18161	1	10	2766	2766	NUM
fbem-18161	1	11	-	-	PUNCT
fbem-18161	1	12	824x	824x	NUM
fbem-18161	1	13	|	|	ADJ
fbem-18161	1	14	vol	vol	NOUN
fbem-18161	1	15	.	.	PROPN
fbem-18161	1	16	13	13	NUM
fbem-18161	1	17	,	,	PUNCT
fbem-18161	1	18	no	no	INTJ
fbem-18161	1	19	.	.	NOUN
fbem-18161	1	20	3	3	NUM
fbem-18161	1	21	,	,	PUNCT
fbem-18161	1	22	2024	2024	NUM
fbem-18161	1	23	82	82	NUM
fbem-18161	1	24	optimization	optimization	NOUN
fbem-18161	1	25	and	and	CCONJ
fbem-18161	1	26	improvement	improvement	NOUN
fbem-18161	1	27	of	of	ADP
fbem-18161	1	28	recurrent	recurrent	ADJ
fbem-18161	1	29	neural	neural	ADJ
fbem-18161	1	30	networks	network	NOUN
fbem-18161	1	31	in	in	ADP
fbem-18161	1	32	stock	stock	NOUN
fbem-18161	1	33	price	price	NOUN
fbem-18161	1	34	prediction	prediction	NOUN
fbem-18161	1	35	tianyou	tianyou	PROPN
fbem-18161	1	36	xu	xu	PROPN
fbem-18161	2	1	shandong	shandong	PROPN
fbem-18161	2	2	experimental	experimental	PROPN
fbem-18161	2	3	high	high	PROPN
fbem-18161	2	4	school	school	PROPN
fbem-18161	2	5	,	,	PUNCT
fbem-18161	2	6	jinan	jinan	PROPN
fbem-18161	2	7	,	,	PUNCT
fbem-18161	2	8	china	china	PROPN
fbem-18161	2	9	abstract	abstract	PROPN
fbem-18161	2	10	:	:	PUNCT
fbem-18161	2	11	recurrent	recurrent	ADJ
fbem-18161	2	12	neural	neural	ADJ
fbem-18161	2	13	networks	network	NOUN
fbem-18161	2	14	(	(	PUNCT
fbem-18161	2	15	rnns	rnns	PROPN
fbem-18161	2	16	)	)	PUNCT
fbem-18161	2	17	are	be	AUX
fbem-18161	2	18	a	a	DET
fbem-18161	2	19	significant	significant	ADJ
fbem-18161	2	20	branch	branch	NOUN
fbem-18161	2	21	of	of	ADP
fbem-18161	2	22	deep	deep	ADJ
fbem-18161	2	23	learning	learning	NOUN
fbem-18161	2	24	,	,	PUNCT
fbem-18161	2	25	particularly	particularly	ADV
fbem-18161	2	26	suitable	suitable	ADJ
fbem-18161	2	27	for	for	ADP
fbem-18161	2	28	handling	handle	VERB
fbem-18161	2	29	data	datum	NOUN
fbem-18161	2	30	with	with	ADP
fbem-18161	2	31	temporal	temporal	ADJ
fbem-18161	2	32	dependencies	dependency	NOUN
fbem-18161	2	33	.	.	PUNCT
fbem-18161	3	1	in	in	ADP
fbem-18161	3	2	the	the	DET
fbem-18161	3	3	financial	financial	ADJ
fbem-18161	3	4	domain	domain	NOUN
fbem-18161	3	5	,	,	PUNCT
fbem-18161	3	6	stock	stock	NOUN
fbem-18161	3	7	price	price	NOUN
fbem-18161	3	8	prediction	prediction	NOUN
fbem-18161	3	9	is	be	AUX
fbem-18161	3	10	a	a	DET
fbem-18161	3	11	highly	highly	ADV
fbem-18161	3	12	focused	focused	ADJ
fbem-18161	3	13	problem	problem	NOUN
fbem-18161	3	14	.	.	PUNCT
fbem-18161	4	1	traditional	traditional	ADJ
fbem-18161	4	2	stock	stock	NOUN
fbem-18161	4	3	price	price	NOUN
fbem-18161	4	4	prediction	prediction	NOUN
fbem-18161	4	5	methods	method	NOUN
fbem-18161	4	6	,	,	PUNCT
fbem-18161	4	7	often	often	ADV
fbem-18161	4	8	based	base	VERB
fbem-18161	4	9	on	on	ADP
fbem-18161	4	10	linear	linear	PROPN
fbem-18161	4	11	models	model	NOUN
fbem-18161	4	12	,	,	PUNCT
fbem-18161	4	13	fail	fail	VERB
fbem-18161	4	14	to	to	PART
fbem-18161	4	15	fully	fully	ADV
fbem-18161	4	16	capture	capture	VERB
fbem-18161	4	17	the	the	DET
fbem-18161	4	18	nonlinear	nonlinear	ADJ
fbem-18161	4	19	dynamics	dynamic	NOUN
fbem-18161	4	20	of	of	ADP
fbem-18161	4	21	stock	stock	NOUN
fbem-18161	4	22	prices	price	NOUN
fbem-18161	4	23	.	.	PUNCT
fbem-18161	5	1	rnns	rnns	PROPN
fbem-18161	5	2	,	,	PUNCT
fbem-18161	5	3	with	with	ADP
fbem-18161	5	4	their	their	PRON
fbem-18161	5	5	memory	memory	NOUN
fbem-18161	5	6	capabilities	capability	NOUN
fbem-18161	5	7	,	,	PUNCT
fbem-18161	5	8	can	can	AUX
fbem-18161	5	9	capture	capture	VERB
fbem-18161	5	10	the	the	DET
fbem-18161	5	11	long	long	ADJ
fbem-18161	5	12	-	-	PUNCT
fbem-18161	5	13	term	term	NOUN
fbem-18161	5	14	dependencies	dependency	NOUN
fbem-18161	5	15	of	of	ADP
fbem-18161	5	16	stock	stock	NOUN
fbem-18161	5	17	prices	price	NOUN
fbem-18161	5	18	,	,	PUNCT
fbem-18161	5	19	hence	hence	ADV
fbem-18161	5	20	offering	offer	VERB
fbem-18161	5	21	great	great	ADJ
fbem-18161	5	22	application	application	NOUN
fbem-18161	5	23	potential	potential	NOUN
fbem-18161	5	24	in	in	ADP
fbem-18161	5	25	stock	stock	NOUN
fbem-18161	5	26	price	price	NOUN
fbem-18161	5	27	prediction	prediction	NOUN
fbem-18161	5	28	.	.	PUNCT
fbem-18161	6	1	however	however	ADV
fbem-18161	6	2	,	,	PUNCT
fbem-18161	6	3	rnns	rnn	NOUN
fbem-18161	6	4	also	also	ADV
fbem-18161	6	5	face	face	VERB
fbem-18161	6	6	challenges	challenge	NOUN
fbem-18161	6	7	when	when	SCONJ
fbem-18161	6	8	processing	process	VERB
fbem-18161	6	9	stock	stock	NOUN
fbem-18161	6	10	price	price	NOUN
fbem-18161	6	11	data	datum	NOUN
fbem-18161	6	12	,	,	PUNCT
fbem-18161	6	13	as	as	SCONJ
fbem-18161	6	14	stock	stock	NOUN
fbem-18161	6	15	prices	price	NOUN
fbem-18161	6	16	are	be	AUX
fbem-18161	6	17	influenced	influence	VERB
fbem-18161	6	18	by	by	ADP
fbem-18161	6	19	numerous	numerous	ADJ
fbem-18161	6	20	factors	factor	NOUN
fbem-18161	6	21	and	and	CCONJ
fbem-18161	6	22	are	be	AUX
fbem-18161	6	23	highly	highly	ADV
fbem-18161	6	24	complex	complex	ADJ
fbem-18161	6	25	and	and	CCONJ
fbem-18161	6	26	uncertain	uncertain	ADJ
fbem-18161	6	27	.	.	PUNCT
fbem-18161	7	1	additionally	additionally	ADV
fbem-18161	7	2	,	,	PUNCT
fbem-18161	7	3	stock	stock	NOUN
fbem-18161	7	4	price	price	NOUN
fbem-18161	7	5	data	datum	NOUN
fbem-18161	7	6	often	often	ADV
fbem-18161	7	7	contains	contain	VERB
fbem-18161	7	8	noise	noise	NOUN
fbem-18161	7	9	and	and	CCONJ
fbem-18161	7	10	outliers	outlier	NOUN
fbem-18161	7	11	,	,	PUNCT
fbem-18161	7	12	impacting	impact	VERB
fbem-18161	7	13	the	the	DET
fbem-18161	7	14	model	model	NOUN
fbem-18161	7	15	’s	’s	PART
fbem-18161	7	16	predictive	predictive	ADJ
fbem-18161	7	17	performance	performance	NOUN
fbem-18161	7	18	.	.	PUNCT
fbem-18161	8	1	to	to	PART
fbem-18161	8	2	address	address	VERB
fbem-18161	8	3	these	these	DET
fbem-18161	8	4	issues	issue	NOUN
fbem-18161	8	5	,	,	PUNCT
fbem-18161	8	6	incremental	incremental	ADJ
fbem-18161	8	7	improvements	improvement	NOUN
fbem-18161	8	8	in	in	ADP
fbem-18161	8	9	prediction	prediction	NOUN
fbem-18161	8	10	accuracy	accuracy	NOUN
fbem-18161	8	11	and	and	CCONJ
fbem-18161	8	12	model	model	NOUN
fbem-18161	8	13	generalization	generalization	NOUN
fbem-18161	8	14	capabilities	capability	NOUN
fbem-18161	8	15	are	be	AUX
fbem-18161	8	16	achieved	achieve	VERB
fbem-18161	8	17	through	through	ADP
fbem-18161	8	18	optimizing	optimize	VERB
fbem-18161	8	19	the	the	DET
fbem-18161	8	20	model	model	NOUN
fbem-18161	8	21	structure	structure	NOUN
fbem-18161	8	22	and	and	CCONJ
fbem-18161	8	23	improving	improve	VERB
fbem-18161	8	24	data	datum	NOUN
fbem-18161	8	25	preprocessing	preprocessing	NOUN
fbem-18161	8	26	methods	method	NOUN
fbem-18161	8	27	.	.	PUNCT
fbem-18161	9	1	as	as	SCONJ
fbem-18161	9	2	technology	technology	NOUN
fbem-18161	9	3	advances	advance	NOUN
fbem-18161	9	4	and	and	CCONJ
fbem-18161	9	5	algorithms	algorithm	NOUN
fbem-18161	9	6	continue	continue	VERB
fbem-18161	9	7	to	to	PART
fbem-18161	9	8	innovate	innovate	VERB
fbem-18161	9	9	,	,	PUNCT
fbem-18161	9	10	the	the	DET
fbem-18161	9	11	application	application	NOUN
fbem-18161	9	12	of	of	ADP
fbem-18161	9	13	rnns	rnns	PROPN
fbem-18161	9	14	in	in	ADP
fbem-18161	9	15	stock	stock	NOUN
fbem-18161	9	16	price	price	NOUN
fbem-18161	9	17	prediction	prediction	NOUN
fbem-18161	9	18	will	will	AUX
fbem-18161	9	19	become	become	VERB
fbem-18161	9	20	more	more	ADV
fbem-18161	9	21	widespread	widespread	ADJ
fbem-18161	9	22	and	and	CCONJ
fbem-18161	9	23	in	in	ADP
fbem-18161	9	24	-	-	PUNCT
fbem-18161	9	25	depth	depth	NOUN
fbem-18161	9	26	.	.	PUNCT
fbem-18161	10	1	keywords	keyword	NOUN
fbem-18161	10	2	:	:	PUNCT
fbem-18161	10	3	deep	deep	ADJ
fbem-18161	10	4	learning	learning	NOUN
fbem-18161	10	5	;	;	PUNCT
fbem-18161	10	6	recurrent	recurrent	ADJ
fbem-18161	10	7	neural	neural	ADJ
fbem-18161	10	8	networks	network	NOUN
fbem-18161	10	9	;	;	PUNCT
fbem-18161	10	10	stock	stock	NOUN
fbem-18161	10	11	price	price	NOUN
fbem-18161	10	12	prediction	prediction	NOUN
fbem-18161	10	13	.	.	PUNCT
fbem-18161	11	1	1	1	X
fbem-18161	11	2	.	.	X
fbem-18161	11	3	basic	basic	ADJ
fbem-18161	11	4	concepts	concept	NOUN
fbem-18161	11	5	of	of	ADP
fbem-18161	11	6	recurrent	recurrent	ADJ
fbem-18161	11	7	neural	neural	ADJ
fbem-18161	11	8	networks	network	NOUN
fbem-18161	11	9	recurrent	recurrent	VERB
fbem-18161	11	10	neural	neural	ADJ
fbem-18161	11	11	networks	network	NOUN
fbem-18161	11	12	(	(	PUNCT
fbem-18161	11	13	rnns	rnns	PROPN
fbem-18161	11	14	)	)	PUNCT
fbem-18161	11	15	are	be	AUX
fbem-18161	11	16	a	a	DET
fbem-18161	11	17	special	special	ADJ
fbem-18161	11	18	type	type	NOUN
fbem-18161	11	19	of	of	ADP
fbem-18161	11	20	neural	neural	ADJ
fbem-18161	11	21	network	network	NOUN
fbem-18161	11	22	architecture	architecture	NOUN
fbem-18161	11	23	primarily	primarily	ADV
fbem-18161	11	24	used	use	VERB
fbem-18161	11	25	for	for	ADP
fbem-18161	11	26	processing	process	VERB
fbem-18161	11	27	sequential	sequential	ADJ
fbem-18161	11	28	data	datum	NOUN
fbem-18161	11	29	.	.	PUNCT
fbem-18161	12	1	the	the	DET
fbem-18161	12	2	basic	basic	ADJ
fbem-18161	12	3	concept	concept	NOUN
fbem-18161	12	4	of	of	ADP
fbem-18161	12	5	rnns	rnns	NOUN
fbem-18161	12	6	includes	include	VERB
fbem-18161	12	7	input	input	NOUN
fbem-18161	12	8	,	,	PUNCT
fbem-18161	12	9	hidden	hide	VERB
fbem-18161	12	10	,	,	PUNCT
fbem-18161	12	11	and	and	CCONJ
fbem-18161	12	12	output	output	NOUN
fbem-18161	12	13	layers	layer	NOUN
fbem-18161	12	14	,	,	PUNCT
fbem-18161	12	15	where	where	SCONJ
fbem-18161	12	16	the	the	DET
fbem-18161	12	17	hidden	hide	VERB
fbem-18161	12	18	layer	layer	NOUN
fbem-18161	12	19	has	have	VERB
fbem-18161	12	20	recurrent	recurrent	ADJ
fbem-18161	12	21	connections	connection	NOUN
fbem-18161	12	22	,	,	PUNCT
fbem-18161	12	23	allowing	allow	VERB
fbem-18161	12	24	information	information	NOUN
fbem-18161	12	25	to	to	PART
fbem-18161	12	26	circulate	circulate	VERB
fbem-18161	12	27	within	within	ADP
fbem-18161	12	28	the	the	DET
fbem-18161	12	29	network	network	NOUN
fbem-18161	12	30	,	,	PUNCT
fbem-18161	12	31	realizing	realize	VERB
fbem-18161	12	32	storage	storage	NOUN
fbem-18161	12	33	and	and	CCONJ
fbem-18161	12	34	processing	processing	NOUN
fbem-18161	12	35	of	of	ADP
fbem-18161	12	36	sequential	sequential	ADJ
fbem-18161	12	37	information	information	NOUN
fbem-18161	12	38	.	.	PUNCT
fbem-18161	13	1	the	the	DET
fbem-18161	13	2	most	most	ADV
fbem-18161	13	3	distinctive	distinctive	ADJ
fbem-18161	13	4	feature	feature	NOUN
fbem-18161	13	5	of	of	ADP
fbem-18161	13	6	rnns	rnns	NOUN
fbem-18161	13	7	is	be	AUX
fbem-18161	13	8	the	the	DET
fbem-18161	13	9	existence	existence	NOUN
fbem-18161	13	10	of	of	ADP
fbem-18161	13	11	loops	loop	NOUN
fbem-18161	13	12	in	in	ADP
fbem-18161	13	13	the	the	DET
fbem-18161	13	14	network	network	NOUN
fbem-18161	13	15	,	,	PUNCT
fbem-18161	13	16	allowing	allow	VERB
fbem-18161	13	17	information	information	NOUN
fbem-18161	13	18	to	to	PART
fbem-18161	13	19	circulate	circulate	VERB
fbem-18161	13	20	and	and	CCONJ
fbem-18161	13	21	thereby	thereby	ADV
fbem-18161	13	22	process	process	VERB
fbem-18161	13	23	sequential	sequential	ADJ
fbem-18161	13	24	information	information	NOUN
fbem-18161	13	25	effectively[1	effectively[1	PROPN
fbem-18161	13	26	-	-	SYM
fbem-18161	13	27	2	2	NUM
fbem-18161	13	28	]	]	PUNCT
fbem-18161	13	29	.	.	PUNCT
fbem-18161	14	1	compared	compare	VERB
fbem-18161	14	2	to	to	ADP
fbem-18161	14	3	other	other	ADJ
fbem-18161	14	4	models	model	NOUN
fbem-18161	14	5	,	,	PUNCT
fbem-18161	14	6	rnns	rnn	NOUN
fbem-18161	14	7	possess	possess	VERB
fbem-18161	14	8	strong	strong	ADJ
fbem-18161	14	9	capabilities	capability	NOUN
fbem-18161	14	10	in	in	ADP
fbem-18161	14	11	modeling	model	VERB
fbem-18161	14	12	sequential	sequential	ADJ
fbem-18161	14	13	data	datum	NOUN
fbem-18161	14	14	,	,	PUNCT
fbem-18161	14	15	capturing	capture	VERB
fbem-18161	14	16	temporal	temporal	ADJ
fbem-18161	14	17	dependencies	dependency	NOUN
fbem-18161	14	18	within	within	ADP
fbem-18161	14	19	sequences	sequence	NOUN
fbem-18161	14	20	,	,	PUNCT
fbem-18161	14	21	and	and	CCONJ
fbem-18161	14	22	handling	handle	VERB
fbem-18161	14	23	sequences	sequence	NOUN
fbem-18161	14	24	of	of	ADP
fbem-18161	14	25	any	any	DET
fbem-18161	14	26	length	length	NOUN
fbem-18161	14	27	.	.	PUNCT
fbem-18161	15	1	rnns	rnn	NOUN
fbem-18161	15	2	are	be	AUX
fbem-18161	15	3	not	not	PART
fbem-18161	15	4	only	only	ADV
fbem-18161	15	5	applicable	applicable	ADJ
fbem-18161	15	6	in	in	ADP
fbem-18161	15	7	natural	natural	ADJ
fbem-18161	15	8	language	language	NOUN
fbem-18161	15	9	processing	processing	NOUN
fbem-18161	15	10	domains	domain	NOUN
fbem-18161	15	11	,	,	PUNCT
fbem-18161	15	12	such	such	ADJ
fbem-18161	15	13	as	as	ADP
fbem-18161	15	14	speech	speech	NOUN
fbem-18161	15	15	recognition	recognition	NOUN
fbem-18161	15	16	,	,	PUNCT
fbem-18161	15	17	language	language	NOUN
fbem-18161	15	18	modeling	modeling	NOUN
fbem-18161	15	19	,	,	PUNCT
fbem-18161	15	20	machine	machine	NOUN
fbem-18161	15	21	translation	translation	NOUN
fbem-18161	15	22	,	,	PUNCT
fbem-18161	15	23	etc	etc	X
fbem-18161	15	24	.	.	X
fbem-18161	15	25	,	,	PUNCT
fbem-18161	15	26	but	but	CCONJ
fbem-18161	15	27	are	be	AUX
fbem-18161	15	28	also	also	ADV
fbem-18161	15	29	used	use	VERB
fbem-18161	15	30	in	in	ADP
fbem-18161	15	31	various	various	ADJ
fbem-18161	15	32	time	time	NOUN
fbem-18161	15	33	series	series	PROPN
fbem-18161	15	34	prediction	prediction	NOUN
fbem-18161	15	35	problems	problem	NOUN
fbem-18161	15	36	.	.	PUNCT
fbem-18161	16	1	moreover	moreover	ADV
fbem-18161	16	2	,	,	PUNCT
fbem-18161	16	3	rnns	rnn	NOUN
fbem-18161	16	4	have	have	VERB
fbem-18161	16	5	several	several	ADJ
fbem-18161	16	6	variants	variant	NOUN
fbem-18161	16	7	,	,	PUNCT
fbem-18161	16	8	like	like	ADP
fbem-18161	16	9	bidirectional	bidirectional	ADJ
fbem-18161	16	10	rnns	rnn	NOUN
fbem-18161	16	11	and	and	CCONJ
fbem-18161	16	12	long	long	ADJ
fbem-18161	16	13	short	short	ADJ
fbem-18161	16	14	-	-	PUNCT
fbem-18161	16	15	term	term	NOUN
fbem-18161	16	16	memory	memory	NOUN
fbem-18161	16	17	networks	network	NOUN
fbem-18161	16	18	,	,	PUNCT
fbem-18161	16	19	that	that	PRON
fbem-18161	16	20	improve	improve	VERB
fbem-18161	16	21	rnn	rnn	NOUN
fbem-18161	16	22	performance	performance	NOUN
fbem-18161	16	23	by	by	ADP
fbem-18161	16	24	enhancing	enhance	VERB
fbem-18161	16	25	its	its	PRON
fbem-18161	16	26	basic	basic	ADJ
fbem-18161	16	27	structure	structure	NOUN
fbem-18161	16	28	.	.	PUNCT
fbem-18161	17	1	rnns	rnns	PROPN
fbem-18161	17	2	are	be	AUX
fbem-18161	17	3	specialized	specialized	ADJ
fbem-18161	17	4	neural	neural	ADJ
fbem-18161	17	5	network	network	NOUN
fbem-18161	17	6	structures	structure	NOUN
fbem-18161	17	7	for	for	ADP
fbem-18161	17	8	processing	process	VERB
fbem-18161	17	9	sequential	sequential	ADJ
fbem-18161	17	10	data	datum	NOUN
fbem-18161	17	11	,	,	PUNCT
fbem-18161	17	12	achieving	achieve	VERB
fbem-18161	17	13	effective	effective	ADJ
fbem-18161	17	14	handling	handling	NOUN
fbem-18161	17	15	and	and	CCONJ
fbem-18161	17	16	prediction	prediction	NOUN
fbem-18161	17	17	of	of	ADP
fbem-18161	17	18	sequential	sequential	ADJ
fbem-18161	17	19	information	information	NOUN
fbem-18161	17	20	through	through	ADP
fbem-18161	17	21	enhanced	enhance	VERB
fbem-18161	17	22	modeling	modeling	NOUN
fbem-18161	17	23	and	and	CCONJ
fbem-18161	17	24	memory	memory	NOUN
fbem-18161	17	25	capabilities	capability	NOUN
fbem-18161	17	26	.	.	PUNCT
fbem-18161	18	1	2	2	X
fbem-18161	18	2	.	.	X
fbem-18161	18	3	application	application	NOUN
fbem-18161	18	4	of	of	ADP
fbem-18161	18	5	recurrent	recurrent	ADJ
fbem-18161	18	6	neural	neural	ADJ
fbem-18161	18	7	networks	network	NOUN
fbem-18161	18	8	in	in	ADP
fbem-18161	18	9	stock	stock	NOUN
fbem-18161	18	10	price	price	NOUN
fbem-18161	18	11	prediction	prediction	NOUN
fbem-18161	18	12	2.1	2.1	NUM
fbem-18161	18	13	.	.	PUNCT
fbem-18161	18	14	predicting	predict	VERB
fbem-18161	18	15	stock	stock	NOUN
fbem-18161	18	16	price	price	NOUN
fbem-18161	18	17	trends	trend	NOUN
fbem-18161	18	18	the	the	DET
fbem-18161	18	19	stock	stock	NOUN
fbem-18161	18	20	market	market	NOUN
fbem-18161	18	21	is	be	AUX
fbem-18161	18	22	a	a	DET
fbem-18161	18	23	domain	domain	NOUN
fbem-18161	18	24	filled	fill	VERB
fbem-18161	18	25	with	with	ADP
fbem-18161	18	26	volatility	volatility	NOUN
fbem-18161	18	27	and	and	CCONJ
fbem-18161	18	28	uncertainty	uncertainty	NOUN
fbem-18161	18	29	,	,	PUNCT
fbem-18161	18	30	where	where	SCONJ
fbem-18161	18	31	investors	investor	NOUN
fbem-18161	18	32	are	be	AUX
fbem-18161	18	33	always	always	ADV
fbem-18161	18	34	seeking	seek	VERB
fbem-18161	18	35	more	more	ADV
fbem-18161	18	36	accurate	accurate	ADJ
fbem-18161	18	37	and	and	CCONJ
fbem-18161	18	38	reliable	reliable	ADJ
fbem-18161	18	39	methods	method	NOUN
fbem-18161	18	40	to	to	PART
fbem-18161	18	41	predict	predict	VERB
fbem-18161	18	42	stock	stock	NOUN
fbem-18161	18	43	price	price	NOUN
fbem-18161	18	44	trends	trend	NOUN
fbem-18161	18	45	.	.	PUNCT
fbem-18161	19	1	with	with	ADP
fbem-18161	19	2	the	the	DET
fbem-18161	19	3	continuous	continuous	ADJ
fbem-18161	19	4	development	development	NOUN
fbem-18161	19	5	of	of	ADP
fbem-18161	19	6	deep	deep	ADJ
fbem-18161	19	7	learning	learning	NOUN
fbem-18161	19	8	technology	technology	NOUN
fbem-18161	19	9	,	,	PUNCT
fbem-18161	19	10	rnns	rnn	NOUN
fbem-18161	19	11	provide	provide	VERB
fbem-18161	19	12	a	a	DET
fbem-18161	19	13	new	new	ADJ
fbem-18161	19	14	perspective	perspective	NOUN
fbem-18161	19	15	for	for	ADP
fbem-18161	19	16	stock	stock	NOUN
fbem-18161	19	17	price	price	NOUN
fbem-18161	19	18	prediction	prediction	NOUN
fbem-18161	19	19	.	.	PUNCT
fbem-18161	20	1	by	by	ADP
fbem-18161	20	2	training	train	VERB
fbem-18161	20	3	an	an	DET
fbem-18161	20	4	rnn	rnn	NOUN
fbem-18161	20	5	model	model	NOUN
fbem-18161	20	6	to	to	PART
fbem-18161	20	7	learn	learn	VERB
fbem-18161	20	8	historical	historical	ADJ
fbem-18161	20	9	stock	stock	NOUN
fbem-18161	20	10	price	price	NOUN
fbem-18161	20	11	trends	trend	NOUN
fbem-18161	20	12	,	,	PUNCT
fbem-18161	20	13	we	we	PRON
fbem-18161	20	14	can	can	AUX
fbem-18161	20	15	predict	predict	VERB
fbem-18161	20	16	future	future	ADJ
fbem-18161	20	17	stock	stock	NOUN
fbem-18161	20	18	prices	price	NOUN
fbem-18161	20	19	.	.	PUNCT
fbem-18161	21	1	however	however	ADV
fbem-18161	21	2	,	,	PUNCT
fbem-18161	21	3	training	train	VERB
fbem-18161	21	4	an	an	DET
fbem-18161	21	5	rnn	rnn	NOUN
fbem-18161	21	6	model	model	NOUN
fbem-18161	21	7	requires	require	VERB
fbem-18161	21	8	a	a	DET
fbem-18161	21	9	large	large	ADJ
fbem-18161	21	10	amount	amount	NOUN
fbem-18161	21	11	of	of	ADP
fbem-18161	21	12	historical	historical	ADJ
fbem-18161	21	13	stock	stock	NOUN
fbem-18161	21	14	price	price	NOUN
fbem-18161	21	15	data	datum	NOUN
fbem-18161	21	16	,	,	PUNCT
fbem-18161	21	17	including	include	VERB
fbem-18161	21	18	information	information	NOUN
fbem-18161	21	19	on	on	ADP
fbem-18161	21	20	stock	stock	NOUN
fbem-18161	21	21	price	price	NOUN
fbem-18161	21	22	fluctuations	fluctuation	NOUN
fbem-18161	21	23	and	and	CCONJ
fbem-18161	21	24	related	related	ADJ
fbem-18161	21	25	market	market	NOUN
fbem-18161	21	26	,	,	PUNCT
fbem-18161	21	27	industry	industry	NOUN
fbem-18161	21	28	,	,	PUNCT
fbem-18161	21	29	and	and	CCONJ
fbem-18161	21	30	macroeconomic	macroeconomic	ADJ
fbem-18161	21	31	factors	factor	NOUN
fbem-18161	21	32	.	.	PUNCT
fbem-18161	22	1	training	train	VERB
fbem-18161	22	2	an	an	DET
fbem-18161	22	3	rnn	rnn	NOUN
fbem-18161	22	4	model	model	NOUN
fbem-18161	22	5	allows	allow	VERB
fbem-18161	22	6	it	it	PRON
fbem-18161	22	7	to	to	PART
fbem-18161	22	8	learn	learn	VERB
fbem-18161	22	9	the	the	DET
fbem-18161	22	10	patterns	pattern	NOUN
fbem-18161	22	11	and	and	CCONJ
fbem-18161	22	12	trends	trend	NOUN
fbem-18161	22	13	of	of	ADP
fbem-18161	22	14	stock	stock	NOUN
fbem-18161	22	15	price	price	NOUN
fbem-18161	22	16	changes	change	NOUN
fbem-18161	22	17	from	from	ADP
fbem-18161	22	18	these	these	DET
fbem-18161	22	19	data	datum	NOUN
fbem-18161	22	20	.	.	PUNCT
fbem-18161	23	1	rnn	rnn	NOUN
fbem-18161	23	2	models	model	NOUN
fbem-18161	23	3	can	can	AUX
fbem-18161	23	4	handle	handle	VERB
fbem-18161	23	5	data	datum	NOUN
fbem-18161	23	6	with	with	ADP
fbem-18161	23	7	temporal	temporal	ADJ
fbem-18161	23	8	dependencies	dependency	NOUN
fbem-18161	23	9	,	,	PUNCT
fbem-18161	23	10	capturing	capture	VERB
fbem-18161	23	11	and	and	CCONJ
fbem-18161	23	12	remembering	remember	VERB
fbem-18161	23	13	patterns	pattern	NOUN
fbem-18161	23	14	from	from	ADP
fbem-18161	23	15	historical	historical	ADJ
fbem-18161	23	16	data	datum	NOUN
fbem-18161	23	17	.	.	PUNCT
fbem-18161	24	1	through	through	ADP
fbem-18161	24	2	continuous	continuous	ADJ
fbem-18161	24	3	training	training	NOUN
fbem-18161	24	4	and	and	CCONJ
fbem-18161	24	5	parameter	parameter	NOUN
fbem-18161	24	6	adjustment	adjustment	NOUN
fbem-18161	24	7	,	,	PUNCT
fbem-18161	24	8	rnn	rnn	NOUN
fbem-18161	24	9	models	model	NOUN
fbem-18161	24	10	can	can	AUX
fbem-18161	24	11	gradually	gradually	ADV
fbem-18161	24	12	improve	improve	VERB
fbem-18161	24	13	their	their	PRON
fbem-18161	24	14	predictive	predictive	ADJ
fbem-18161	24	15	accuracy	accuracy	NOUN
fbem-18161	24	16	for	for	ADP
fbem-18161	24	17	stock	stock	NOUN
fbem-18161	24	18	price	price	NOUN
fbem-18161	24	19	trends	trend	NOUN
fbem-18161	24	20	.	.	PUNCT
fbem-18161	25	1	when	when	SCONJ
fbem-18161	25	2	properly	properly	ADV
fbem-18161	25	3	trained	train	VERB
fbem-18161	25	4	,	,	PUNCT
fbem-18161	25	5	the	the	DET
fbem-18161	25	6	model	model	NOUN
fbem-18161	25	7	can	can	AUX
fbem-18161	25	8	predict	predict	VERB
fbem-18161	25	9	future	future	ADJ
fbem-18161	25	10	stock	stock	NOUN
fbem-18161	25	11	price	price	NOUN
fbem-18161	25	12	trends	trend	NOUN
fbem-18161	25	13	based	base	VERB
fbem-18161	25	14	on	on	ADP
fbem-18161	25	15	historical	historical	ADJ
fbem-18161	25	16	data	datum	NOUN
fbem-18161	25	17	.	.	PUNCT
fbem-18161	26	1	therefore	therefore	ADV
fbem-18161	26	2	,	,	PUNCT
fbem-18161	26	3	training	train	VERB
fbem-18161	26	4	an	an	DET
fbem-18161	26	5	rnn	rnn	NOUN
fbem-18161	26	6	model	model	NOUN
fbem-18161	26	7	to	to	PART
fbem-18161	26	8	predict	predict	VERB
fbem-18161	26	9	stock	stock	NOUN
fbem-18161	26	10	price	price	NOUN
fbem-18161	26	11	trends	trend	NOUN
fbem-18161	26	12	is	be	AUX
fbem-18161	26	13	a	a	DET
fbem-18161	26	14	promising	promising	ADJ
fbem-18161	26	15	method	method	NOUN
fbem-18161	26	16	,	,	PUNCT
fbem-18161	26	17	helping	help	VERB
fbem-18161	26	18	investors	investor	NOUN
fbem-18161	26	19	better	well	ADV
fbem-18161	26	20	understand	understand	VERB
fbem-18161	26	21	market	market	NOUN
fbem-18161	26	22	dynamics	dynamic	NOUN
fbem-18161	26	23	and	and	CCONJ
fbem-18161	26	24	make	make	VERB
fbem-18161	26	25	more	more	ADV
fbem-18161	26	26	informed	informed	ADJ
fbem-18161	26	27	investment	investment	NOUN
fbem-18161	26	28	decisions	decision	NOUN
fbem-18161	26	29	.	.	PUNCT
fbem-18161	27	1	however	however	ADV
fbem-18161	27	2	,	,	PUNCT
fbem-18161	27	3	it	it	PRON
fbem-18161	27	4	’s	’	VERB
fbem-18161	27	5	also	also	ADV
fbem-18161	27	6	important	important	ADJ
fbem-18161	27	7	to	to	PART
fbem-18161	27	8	recognize	recognize	VERB
fbem-18161	27	9	the	the	DET
fbem-18161	27	10	complexity	complexity	NOUN
fbem-18161	27	11	and	and	CCONJ
fbem-18161	27	12	uncertainty	uncertainty	NOUN
fbem-18161	27	13	of	of	ADP
fbem-18161	27	14	the	the	DET
fbem-18161	27	15	market	market	NOUN
fbem-18161	27	16	and	and	CCONJ
fbem-18161	27	17	approach	approach	VERB
fbem-18161	27	18	the	the	DET
fbem-18161	27	19	model	model	NOUN
fbem-18161	27	20	’s	’s	PART
fbem-18161	27	21	predictions	prediction	NOUN
fbem-18161	27	22	cautiously	cautiously	ADV
fbem-18161	27	23	.	.	PUNCT
fbem-18161	28	1	2.2	2.2	NUM
fbem-18161	28	2	.	.	PUNCT
fbem-18161	29	1	generating	generate	VERB
fbem-18161	29	2	trading	trading	NOUN
fbem-18161	29	3	signals	signal	NOUN
fbem-18161	29	4	in	in	ADP
fbem-18161	29	5	financial	financial	ADJ
fbem-18161	29	6	markets	market	NOUN
fbem-18161	29	7	,	,	PUNCT
fbem-18161	29	8	the	the	DET
fbem-18161	29	9	accuracy	accuracy	NOUN
fbem-18161	29	10	and	and	CCONJ
fbem-18161	29	11	timeliness	timeliness	NOUN
fbem-18161	29	12	of	of	ADP
fbem-18161	29	13	trading	trading	NOUN
fbem-18161	29	14	signals	signal	NOUN
fbem-18161	29	15	are	be	AUX
fbem-18161	29	16	crucial	crucial	ADJ
fbem-18161	29	17	for	for	ADP
fbem-18161	29	18	investors	investor	NOUN
fbem-18161	29	19	’	’	PART
fbem-18161	29	20	decisions	decision	NOUN
fbem-18161	29	21	.	.	PUNCT
fbem-18161	30	1	traditional	traditional	ADJ
fbem-18161	30	2	trading	trading	NOUN
fbem-18161	30	3	strategies	strategy	NOUN
fbem-18161	30	4	are	be	AUX
fbem-18161	30	5	often	often	ADV
fbem-18161	30	6	based	base	VERB
fbem-18161	30	7	on	on	ADP
fbem-18161	30	8	certain	certain	ADJ
fbem-18161	30	9	indicators	indicator	NOUN
fbem-18161	30	10	and	and	CCONJ
fbem-18161	30	11	experience	experience	NOUN
fbem-18161	30	12	,	,	PUNCT
fbem-18161	30	13	but	but	CCONJ
fbem-18161	30	14	their	their	PRON
fbem-18161	30	15	reliability	reliability	NOUN
fbem-18161	30	16	may	may	AUX
fbem-18161	30	17	not	not	PART
fbem-18161	30	18	always	always	ADV
fbem-18161	30	19	be	be	AUX
fbem-18161	30	20	guaranteed	guarantee	VERB
fbem-18161	30	21	in	in	ADP
fbem-18161	30	22	complex	complex	ADJ
fbem-18161	30	23	stock	stock	NOUN
fbem-18161	30	24	markets	market	NOUN
fbem-18161	30	25	.	.	PUNCT
fbem-18161	31	1	with	with	ADP
fbem-18161	31	2	the	the	DET
fbem-18161	31	3	development	development	NOUN
fbem-18161	31	4	of	of	ADP
fbem-18161	31	5	deep	deep	ADJ
fbem-18161	31	6	learning	learning	NOUN
fbem-18161	31	7	technology	technology	NOUN
fbem-18161	31	8	,	,	PUNCT
fbem-18161	31	9	using	use	VERB
fbem-18161	31	10	rnns	rnn	NOUN
fbem-18161	31	11	to	to	PART
fbem-18161	31	12	predict	predict	VERB
fbem-18161	31	13	stock	stock	NOUN
fbem-18161	31	14	price	price	NOUN
fbem-18161	31	15	trends	trend	NOUN
fbem-18161	31	16	and	and	CCONJ
fbem-18161	31	17	generate	generate	VERB
fbem-18161	31	18	trading	trading	NOUN
fbem-18161	31	19	signals	signal	NOUN
fbem-18161	31	20	for	for	ADP
fbem-18161	31	21	investors	investor	NOUN
fbem-18161	31	22	has	have	AUX
fbem-18161	31	23	become	become	VERB
fbem-18161	31	24	a	a	DET
fbem-18161	31	25	new	new	ADJ
fbem-18161	31	26	possibility	possibility	NOUN
fbem-18161	31	27	.	.	PUNCT
fbem-18161	32	1	by	by	ADP
fbem-18161	32	2	training	train	VERB
fbem-18161	32	3	an	an	DET
fbem-18161	32	4	rnn	rnn	NOUN
fbem-18161	32	5	model	model	NOUN
fbem-18161	32	6	,	,	PUNCT
fbem-18161	32	7	it	it	PRON
fbem-18161	32	8	’s	’	VERB
fbem-18161	32	9	possible	possible	ADJ
fbem-18161	32	10	to	to	PART
fbem-18161	32	11	use	use	VERB
fbem-18161	32	12	historical	historical	ADJ
fbem-18161	32	13	stock	stock	NOUN
fbem-18161	32	14	price	price	NOUN
fbem-18161	32	15	data	datum	NOUN
fbem-18161	32	16	to	to	PART
fbem-18161	32	17	predict	predict	VERB
fbem-18161	32	18	future	future	ADJ
fbem-18161	32	19	trends	trend	NOUN
fbem-18161	32	20	.	.	PUNCT
fbem-18161	33	1	based	base	VERB
fbem-18161	33	2	on	on	ADP
fbem-18161	33	3	this	this	DET
fbem-18161	33	4	predictive	predictive	ADJ
fbem-18161	33	5	capability	capability	NOUN
fbem-18161	33	6	,	,	PUNCT
fbem-18161	33	7	a	a	DET
fbem-18161	33	8	trading	trading	NOUN
fbem-18161	33	9	strategy	strategy	NOUN
fbem-18161	33	10	can	can	AUX
fbem-18161	33	11	be	be	AUX
fbem-18161	33	12	constructed	construct	VERB
fbem-18161	33	13	:	:	PUNCT
fbem-18161	33	14	generate	generate	VERB
fbem-18161	33	15	a	a	DET
fbem-18161	33	16	buy	buy	NOUN
fbem-18161	33	17	signal	signal	NOUN
fbem-18161	33	18	when	when	SCONJ
fbem-18161	33	19	the	the	DET
fbem-18161	33	20	model	model	NOUN
fbem-18161	33	21	predicts	predict	VERB
fbem-18161	33	22	the	the	DET
fbem-18161	33	23	stock	stock	NOUN
fbem-18161	33	24	price	price	NOUN
fbem-18161	33	25	will	will	AUX
fbem-18161	33	26	rise	rise	VERB
fbem-18161	33	27	,	,	PUNCT
fbem-18161	33	28	and	and	CCONJ
fbem-18161	33	29	a	a	DET
fbem-18161	33	30	sell	sell	NOUN
fbem-18161	33	31	signal	signal	NOUN
fbem-18161	33	32	when	when	SCONJ
fbem-18161	33	33	it	it	PRON
fbem-18161	33	34	predicts	predict	VERB
fbem-18161	33	35	a	a	DET
fbem-18161	33	36	decline[3	decline[3	NOUN
fbem-18161	33	37	]	]	PUNCT
fbem-18161	33	38	.	.	PUNCT
fbem-18161	34	1	the	the	DET
fbem-18161	34	2	core	core	NOUN
fbem-18161	34	3	concept	concept	NOUN
fbem-18161	34	4	of	of	ADP
fbem-18161	34	5	this	this	DET
fbem-18161	34	6	trading	trading	NOUN
fbem-18161	34	7	strategy	strategy	NOUN
fbem-18161	34	8	is	be	AUX
fbem-18161	34	9	to	to	PART
fbem-18161	34	10	leverage	leverage	VERB
fbem-18161	34	11	the	the	DET
fbem-18161	34	12	learning	learning	NOUN
fbem-18161	34	13	and	and	CCONJ
fbem-18161	34	14	predictive	predictive	ADJ
fbem-18161	34	15	capabilities	capability	NOUN
fbem-18161	34	16	of	of	ADP
fbem-18161	34	17	rnns	rnn	NOUN
fbem-18161	34	18	to	to	PART
fbem-18161	34	19	capture	capture	VERB
fbem-18161	34	20	the	the	DET
fbem-18161	34	21	dynamics	dynamic	NOUN
fbem-18161	34	22	of	of	ADP
fbem-18161	34	23	the	the	DET
fbem-18161	34	24	stock	stock	NOUN
fbem-18161	34	25	market	market	NOUN
fbem-18161	34	26	,	,	PUNCT
fbem-18161	34	27	continuously	continuously	ADV
fbem-18161	34	28	train	train	VERB
fbem-18161	34	29	and	and	CCONJ
fbem-18161	34	30	adjust	adjust	VERB
fbem-18161	34	31	model	model	NOUN
fbem-18161	34	32	parameters	parameter	NOUN
fbem-18161	34	33	,	,	PUNCT
fbem-18161	34	34	improve	improve	VERB
fbem-18161	34	35	prediction	prediction	NOUN
fbem-18161	34	36	accuracy	accuracy	NOUN
fbem-18161	34	37	,	,	PUNCT
fbem-18161	34	38	and	and	CCONJ
fbem-18161	34	39	ensure	ensure	VERB
fbem-18161	34	40	the	the	DET
fbem-18161	34	41	effectiveness	effectiveness	NOUN
fbem-18161	34	42	of	of	ADP
fbem-18161	34	43	trading	trading	NOUN
fbem-18161	34	44	signals	signal	NOUN
fbem-18161	34	45	.	.	PUNCT
fbem-18161	35	1	however	however	ADV
fbem-18161	35	2	,	,	PUNCT
fbem-18161	35	3	any	any	DET
fbem-18161	35	4	model	model	NOUN
fbem-18161	35	5	-	-	PUNCT
fbem-18161	35	6	based	base	VERB
fbem-18161	35	7	trading	trading	NOUN
fbem-18161	35	8	strategy	strategy	NOUN
fbem-18161	35	9	carries	carry	VERB
fbem-18161	35	10	certain	certain	ADJ
fbem-18161	35	11	risks	risk	NOUN
fbem-18161	35	12	.	.	PUNCT
fbem-18161	36	1	the	the	DET
fbem-18161	36	2	volatility	volatility	NOUN
fbem-18161	36	3	and	and	CCONJ
fbem-18161	36	4	uncertainty	uncertainty	NOUN
fbem-18161	36	5	of	of	ADP
fbem-18161	36	6	the	the	DET
fbem-18161	36	7	stock	stock	NOUN
fbem-18161	36	8	market	market	NOUN
fbem-18161	36	9	mean	mean	VERB
fbem-18161	36	10	that	that	SCONJ
fbem-18161	36	11	no	no	DET
fbem-18161	36	12	prediction	prediction	NOUN
fbem-18161	36	13	can	can	AUX
fbem-18161	36	14	be	be	AUX
fbem-18161	36	15	entirely	entirely	ADV
fbem-18161	36	16	accurate	accurate	ADJ
fbem-18161	36	17	,	,	PUNCT
fbem-18161	36	18	and	and	CCONJ
fbem-18161	36	19	factors	factor	NOUN
fbem-18161	36	20	such	such	ADJ
fbem-18161	36	21	as	as	ADP
fbem-18161	36	22	trading	trading	NOUN
fbem-18161	36	23	costs	cost	NOUN
fbem-18161	36	24	,	,	PUNCT
fbem-18161	36	25	market	market	NOUN
fbem-18161	36	26	impact	impact	NOUN
fbem-18161	36	27	,	,	PUNCT
fbem-18161	36	28	and	and	CCONJ
fbem-18161	36	29	liquidity	liquidity	NOUN
fbem-18161	36	30	issues	issue	NOUN
fbem-18161	36	31	may	may	AUX
fbem-18161	36	32	affect	affect	VERB
fbem-18161	36	33	the	the	DET
fbem-18161	36	34	83	83	NUM
fbem-18161	36	35	actual	actual	ADJ
fbem-18161	36	36	trading	trading	NOUN
fbem-18161	36	37	results	result	NOUN
fbem-18161	36	38	.	.	PUNCT
fbem-18161	37	1	therefore	therefore	ADV
fbem-18161	37	2	,	,	PUNCT
fbem-18161	37	3	when	when	SCONJ
fbem-18161	37	4	using	use	VERB
fbem-18161	37	5	rnn	rnn	NOUN
fbem-18161	37	6	-	-	PUNCT
fbem-18161	37	7	based	base	VERB
fbem-18161	37	8	trading	trading	NOUN
fbem-18161	37	9	strategies	strategy	NOUN
fbem-18161	37	10	,	,	PUNCT
fbem-18161	37	11	investors	investor	NOUN
fbem-18161	37	12	should	should	AUX
fbem-18161	37	13	remain	remain	VERB
fbem-18161	37	14	cautious	cautious	ADJ
fbem-18161	37	15	,	,	PUNCT
fbem-18161	37	16	fully	fully	ADV
fbem-18161	37	17	understand	understand	VERB
fbem-18161	37	18	their	their	PRON
fbem-18161	37	19	potential	potential	ADJ
fbem-18161	37	20	risks	risk	NOUN
fbem-18161	37	21	,	,	PUNCT
fbem-18161	37	22	combine	combine	VERB
fbem-18161	37	23	them	they	PRON
fbem-18161	37	24	with	with	ADP
fbem-18161	37	25	established	establish	VERB
fbem-18161	37	26	market	market	NOUN
fbem-18161	37	27	analysis	analysis	NOUN
fbem-18161	37	28	methods	method	NOUN
fbem-18161	37	29	and	and	CCONJ
fbem-18161	37	30	risk	risk	NOUN
fbem-18161	37	31	management	management	NOUN
fbem-18161	37	32	tools	tool	NOUN
fbem-18161	37	33	,	,	PUNCT
fbem-18161	37	34	and	and	CCONJ
fbem-18161	37	35	formulate	formulate	ADJ
fbem-18161	37	36	investment	investment	NOUN
fbem-18161	37	37	strategies	strategy	NOUN
fbem-18161	37	38	suited	suit	VERB
fbem-18161	37	39	to	to	ADP
fbem-18161	37	40	their	their	PRON
fbem-18161	37	41	circumstances	circumstance	NOUN
fbem-18161	37	42	.	.	PUNCT
fbem-18161	38	1	2.3	2.3	NUM
fbem-18161	38	2	.	.	PUNCT
fbem-18161	38	3	risk	risk	NOUN
fbem-18161	38	4	control	control	NOUN
fbem-18161	38	5	risk	risk	NOUN
fbem-18161	38	6	control	control	NOUN
fbem-18161	38	7	is	be	AUX
fbem-18161	38	8	an	an	DET
fbem-18161	38	9	indispensable	indispensable	ADJ
fbem-18161	38	10	part	part	NOUN
fbem-18161	38	11	of	of	ADP
fbem-18161	38	12	the	the	DET
fbem-18161	38	13	investment	investment	NOUN
fbem-18161	38	14	process	process	NOUN
fbem-18161	38	15	,	,	PUNCT
fbem-18161	38	16	especially	especially	ADV
fbem-18161	38	17	in	in	ADP
fbem-18161	38	18	the	the	DET
fbem-18161	38	19	unpredictable	unpredictable	ADJ
fbem-18161	38	20	stock	stock	NOUN
fbem-18161	38	21	market	market	NOUN
fbem-18161	38	22	.	.	PUNCT
fbem-18161	39	1	traditional	traditional	ADJ
fbem-18161	39	2	risk	risk	NOUN
fbem-18161	39	3	control	control	NOUN
fbem-18161	39	4	methods	method	NOUN
fbem-18161	39	5	are	be	AUX
fbem-18161	39	6	often	often	ADV
fbem-18161	39	7	based	base	VERB
fbem-18161	39	8	on	on	ADP
fbem-18161	39	9	fixed	fix	VERB
fbem-18161	39	10	indicators	indicator	NOUN
fbem-18161	39	11	,	,	PUNCT
fbem-18161	39	12	but	but	CCONJ
fbem-18161	39	13	with	with	ADP
fbem-18161	39	14	the	the	DET
fbem-18161	39	15	increasing	increase	VERB
fbem-18161	39	16	complexity	complexity	NOUN
fbem-18161	39	17	and	and	CCONJ
fbem-18161	39	18	volatility	volatility	NOUN
fbem-18161	39	19	of	of	ADP
fbem-18161	39	20	the	the	DET
fbem-18161	39	21	market	market	NOUN
fbem-18161	39	22	,	,	PUNCT
fbem-18161	39	23	these	these	DET
fbem-18161	39	24	traditional	traditional	ADJ
fbem-18161	39	25	methods	method	NOUN
fbem-18161	39	26	may	may	AUX
fbem-18161	39	27	not	not	PART
fbem-18161	39	28	accurately	accurately	ADV
fbem-18161	39	29	reflect	reflect	VERB
fbem-18161	39	30	the	the	DET
fbem-18161	39	31	market	market	NOUN
fbem-18161	39	32	’s	’s	PART
fbem-18161	39	33	real	real	ADJ
fbem-18161	39	34	risks	risk	NOUN
fbem-18161	39	35	in	in	ADP
fbem-18161	39	36	a	a	DET
fbem-18161	39	37	timely	timely	ADJ
fbem-18161	39	38	manner	manner	NOUN
fbem-18161	39	39	.	.	PUNCT
fbem-18161	40	1	by	by	ADP
fbem-18161	40	2	predicting	predict	VERB
fbem-18161	40	3	stock	stock	NOUN
fbem-18161	40	4	price	price	NOUN
fbem-18161	40	5	fluctuations	fluctuation	NOUN
fbem-18161	40	6	through	through	ADP
fbem-18161	40	7	an	an	DET
fbem-18161	40	8	rnn	rnn	NOUN
fbem-18161	40	9	model	model	NOUN
fbem-18161	40	10	,	,	PUNCT
fbem-18161	40	11	investors	investor	NOUN
fbem-18161	40	12	can	can	AUX
fbem-18161	40	13	obtain	obtain	VERB
fbem-18161	40	14	a	a	DET
fbem-18161	40	15	more	more	ADV
fbem-18161	40	16	precise	precise	ADJ
fbem-18161	40	17	and	and	CCONJ
fbem-18161	40	18	timely	timely	ADJ
fbem-18161	40	19	risk	risk	NOUN
fbem-18161	40	20	assessment	assessment	NOUN
fbem-18161	40	21	tool	tool	NOUN
fbem-18161	40	22	.	.	PUNCT
fbem-18161	41	1	rnn	rnn	NOUN
fbem-18161	41	2	models	model	NOUN
fbem-18161	41	3	can	can	AUX
fbem-18161	41	4	learn	learn	VERB
fbem-18161	41	5	and	and	CCONJ
fbem-18161	41	6	remember	remember	VERB
fbem-18161	41	7	patterns	pattern	NOUN
fbem-18161	41	8	from	from	ADP
fbem-18161	41	9	historical	historical	ADJ
fbem-18161	41	10	data	datum	NOUN
fbem-18161	41	11	,	,	PUNCT
fbem-18161	41	12	thereby	thereby	ADV
fbem-18161	41	13	predicting	predict	VERB
fbem-18161	41	14	future	future	ADJ
fbem-18161	41	15	stock	stock	NOUN
fbem-18161	41	16	price	price	NOUN
fbem-18161	41	17	trends	trend	NOUN
fbem-18161	41	18	.	.	PUNCT
fbem-18161	42	1	through	through	ADP
fbem-18161	42	2	this	this	DET
fbem-18161	42	3	prediction	prediction	NOUN
fbem-18161	42	4	,	,	PUNCT
fbem-18161	42	5	investors	investor	NOUN
fbem-18161	42	6	can	can	AUX
fbem-18161	42	7	detect	detect	VERB
fbem-18161	42	8	market	market	NOUN
fbem-18161	42	9	trends	trend	NOUN
fbem-18161	42	10	in	in	ADP
fbem-18161	42	11	advance	advance	NOUN
fbem-18161	42	12	,	,	PUNCT
fbem-18161	42	13	which	which	PRON
fbem-18161	42	14	is	be	AUX
fbem-18161	42	15	crucial	crucial	ADJ
fbem-18161	42	16	for	for	ADP
fbem-18161	42	17	risk	risk	NOUN
fbem-18161	42	18	control	control	NOUN
fbem-18161	42	19	.	.	PUNCT
fbem-18161	43	1	when	when	SCONJ
fbem-18161	43	2	the	the	DET
fbem-18161	43	3	rnn	rnn	PROPN
fbem-18161	43	4	model	model	NOUN
fbem-18161	43	5	predicts	predict	VERB
fbem-18161	43	6	significant	significant	ADJ
fbem-18161	43	7	stock	stock	NOUN
fbem-18161	43	8	price	price	NOUN
fbem-18161	43	9	fluctuations	fluctuation	NOUN
fbem-18161	43	10	,	,	PUNCT
fbem-18161	43	11	investors	investor	NOUN
fbem-18161	43	12	have	have	VERB
fbem-18161	43	13	more	more	ADJ
fbem-18161	43	14	time	time	NOUN
fbem-18161	43	15	to	to	PART
fbem-18161	43	16	take	take	VERB
fbem-18161	43	17	appropriate	appropriate	ADJ
fbem-18161	43	18	risk	risk	NOUN
fbem-18161	43	19	control	control	NOUN
fbem-18161	43	20	measures	measure	NOUN
fbem-18161	43	21	,	,	PUNCT
fbem-18161	43	22	including	include	VERB
fbem-18161	43	23	adjusting	adjust	VERB
fbem-18161	43	24	investment	investment	NOUN
fbem-18161	43	25	portfolios	portfolio	NOUN
fbem-18161	43	26	,	,	PUNCT
fbem-18161	43	27	increasing	increase	VERB
fbem-18161	43	28	cash	cash	NOUN
fbem-18161	43	29	holdings	holding	NOUN
fbem-18161	43	30	,	,	PUNCT
fbem-18161	43	31	conducting	conduct	VERB
fbem-18161	43	32	hedging	hedging	NOUN
fbem-18161	43	33	transactions	transaction	NOUN
fbem-18161	43	34	,	,	PUNCT
fbem-18161	43	35	etc	etc	X
fbem-18161	43	36	.	.	X
fbem-18161	43	37	,	,	PUNCT
fbem-18161	43	38	as	as	SCONJ
fbem-18161	43	39	shown	show	VERB
fbem-18161	43	40	in	in	ADP
fbem-18161	43	41	table	table	NOUN
fbem-18161	43	42	1	1	NUM
fbem-18161	43	43	.	.	PUNCT
fbem-18161	43	44	by	by	ADP
fbem-18161	43	45	providing	provide	VERB
fbem-18161	43	46	early	early	ADJ
fbem-18161	43	47	warnings	warning	NOUN
fbem-18161	43	48	and	and	CCONJ
fbem-18161	43	49	timely	timely	ADJ
fbem-18161	43	50	response	response	NOUN
fbem-18161	43	51	measures	measure	NOUN
fbem-18161	43	52	,	,	PUNCT
fbem-18161	43	53	investors	investor	NOUN
fbem-18161	43	54	can	can	AUX
fbem-18161	43	55	reduce	reduce	VERB
fbem-18161	43	56	investment	investment	NOUN
fbem-18161	43	57	losses	loss	NOUN
fbem-18161	43	58	and	and	CCONJ
fbem-18161	43	59	manage	manage	VERB
fbem-18161	43	60	their	their	PRON
fbem-18161	43	61	investment	investment	NOUN
fbem-18161	43	62	risks	risk	NOUN
fbem-18161	43	63	effectively	effectively	ADV
fbem-18161	43	64	.	.	PUNCT
fbem-18161	44	1	however	however	ADV
fbem-18161	44	2	,	,	PUNCT
fbem-18161	44	3	a	a	DET
fbem-18161	44	4	high	high	ADJ
fbem-18161	44	5	level	level	NOUN
fbem-18161	44	6	of	of	ADP
fbem-18161	44	7	vigilance	vigilance	NOUN
fbem-18161	44	8	should	should	AUX
fbem-18161	44	9	be	be	AUX
fbem-18161	44	10	maintained	maintain	VERB
fbem-18161	44	11	.	.	PUNCT
fbem-18161	45	1	although	although	SCONJ
fbem-18161	45	2	rnn	rnn	NOUN
fbem-18161	45	3	models	model	NOUN
fbem-18161	45	4	can	can	AUX
fbem-18161	45	5	provide	provide	VERB
fbem-18161	45	6	useful	useful	ADJ
fbem-18161	45	7	risk	risk	NOUN
fbem-18161	45	8	warnings	warning	NOUN
fbem-18161	45	9	,	,	PUNCT
fbem-18161	45	10	they	they	PRON
fbem-18161	45	11	can	can	AUX
fbem-18161	45	12	not	not	PART
fbem-18161	45	13	completely	completely	ADV
fbem-18161	45	14	eliminate	eliminate	VERB
fbem-18161	45	15	investment	investment	NOUN
fbem-18161	45	16	risks[4	risks[4	NOUN
fbem-18161	45	17	]	]	PUNCT
fbem-18161	45	18	.	.	PUNCT
fbem-18161	46	1	the	the	DET
fbem-18161	46	2	volatility	volatility	NOUN
fbem-18161	46	3	and	and	CCONJ
fbem-18161	46	4	uncertainty	uncertainty	NOUN
fbem-18161	46	5	of	of	ADP
fbem-18161	46	6	the	the	DET
fbem-18161	46	7	stock	stock	NOUN
fbem-18161	46	8	market	market	NOUN
fbem-18161	46	9	mean	mean	VERB
fbem-18161	46	10	that	that	SCONJ
fbem-18161	46	11	any	any	DET
fbem-18161	46	12	prediction	prediction	NOUN
fbem-18161	46	13	will	will	AUX
fbem-18161	46	14	have	have	VERB
fbem-18161	46	15	a	a	DET
fbem-18161	46	16	certain	certain	ADJ
fbem-18161	46	17	margin	margin	NOUN
fbem-18161	46	18	of	of	ADP
fbem-18161	46	19	error	error	NOUN
fbem-18161	46	20	.	.	PUNCT
fbem-18161	47	1	therefore	therefore	ADV
fbem-18161	47	2	,	,	PUNCT
fbem-18161	47	3	when	when	SCONJ
fbem-18161	47	4	using	use	VERB
fbem-18161	47	5	rnn	rnn	NOUN
fbem-18161	47	6	models	model	NOUN
fbem-18161	47	7	for	for	ADP
fbem-18161	47	8	risk	risk	NOUN
fbem-18161	47	9	control	control	NOUN
fbem-18161	47	10	,	,	PUNCT
fbem-18161	47	11	investors	investor	NOUN
fbem-18161	47	12	also	also	ADV
fbem-18161	47	13	need	need	VERB
fbem-18161	47	14	to	to	PART
fbem-18161	47	15	consider	consider	VERB
fbem-18161	47	16	other	other	ADJ
fbem-18161	47	17	factors	factor	NOUN
fbem-18161	47	18	and	and	CCONJ
fbem-18161	47	19	implement	implement	VERB
fbem-18161	47	20	comprehensive	comprehensive	ADJ
fbem-18161	47	21	risk	risk	NOUN
fbem-18161	47	22	management	management	NOUN
fbem-18161	47	23	.	.	PUNCT
fbem-18161	48	1	table	table	NOUN
fbem-18161	48	2	1	1	NUM
fbem-18161	48	3	.	.	PUNCT
fbem-18161	48	4	risk	risk	NOUN
fbem-18161	48	5	control	control	NOUN
fbem-18161	48	6	measures	measure	NOUN
fbem-18161	48	7	no	no	DET
fbem-18161	48	8	.	.	PUNCT
fbem-18161	48	9	risk	risk	NOUN
fbem-18161	48	10	control	control	NOUN
fbem-18161	48	11	measures	measure	NOUN
fbem-18161	48	12	rnn	rnn	VERB
fbem-18161	48	13	prediction	prediction	NOUN
fbem-18161	48	14	results	result	NOUN
fbem-18161	48	15	1	1	NUM
fbem-18161	48	16	adjusting	adjust	VERB
fbem-18161	48	17	investment	investment	NOUN
fbem-18161	48	18	portfolio	portfolio	NOUN
fbem-18161	48	19	stock	stock	NOUN
fbem-18161	48	20	price	price	NOUN
fbem-18161	48	21	predicted	predict	VERB
fbem-18161	48	22	to	to	PART
fbem-18161	48	23	decline	decline	VERB
fbem-18161	48	24	2	2	NUM
fbem-18161	48	25	increasing	increase	VERB
fbem-18161	48	26	cash	cash	NOUN
fbem-18161	48	27	holdings	holding	NOUN
fbem-18161	48	28	stock	stock	NOUN
fbem-18161	48	29	price	price	NOUN
fbem-18161	48	30	predicted	predict	VERB
fbem-18161	48	31	to	to	PART
fbem-18161	48	32	have	have	VERB
fbem-18161	48	33	high	high	ADJ
fbem-18161	48	34	volatility	volatility	NOUN
fbem-18161	48	35	3	3	NUM
fbem-18161	48	36	hedging	hedging	NOUN
fbem-18161	48	37	transactions	transaction	NOUN
fbem-18161	48	38	stock	stock	NOUN
fbem-18161	48	39	price	price	NOUN
fbem-18161	48	40	predicted	predict	VERB
fbem-18161	48	41	to	to	PART
fbem-18161	48	42	have	have	VERB
fbem-18161	48	43	significant	significant	ADJ
fbem-18161	48	44	fluctuations	fluctuation	NOUN
fbem-18161	48	45	4	4	NUM
fbem-18161	48	46	risk	risk	NOUN
fbem-18161	48	47	assessment	assessment	NOUN
fbem-18161	48	48	and	and	CCONJ
fbem-18161	48	49	monitoring	monitor	VERB
fbem-18161	48	50	all	all	DET
fbem-18161	48	51	prediction	prediction	NOUN
fbem-18161	48	52	results	result	NOUN
fbem-18161	48	53	3	3	NUM
fbem-18161	48	54	.	.	X
fbem-18161	48	55	optimization	optimization	NOUN
fbem-18161	48	56	of	of	ADP
fbem-18161	48	57	recurrent	recurrent	ADJ
fbem-18161	48	58	neural	neural	ADJ
fbem-18161	48	59	networks	network	NOUN
fbem-18161	48	60	in	in	ADP
fbem-18161	48	61	stock	stock	NOUN
fbem-18161	48	62	price	price	NOUN
fbem-18161	48	63	prediction	prediction	NOUN
fbem-18161	48	64	3.1	3.1	NUM
fbem-18161	48	65	.	.	PUNCT
fbem-18161	49	1	optimizing	optimize	VERB
fbem-18161	49	2	data	datum	NOUN
fbem-18161	49	3	input	input	NOUN
fbem-18161	49	4	in	in	ADP
fbem-18161	49	5	rnn	rnn	PROPN
fbem-18161	49	6	-	-	PUNCT
fbem-18161	49	7	based	base	VERB
fbem-18161	49	8	stock	stock	NOUN
fbem-18161	49	9	price	price	NOUN
fbem-18161	49	10	prediction	prediction	NOUN
fbem-18161	49	11	models	model	NOUN
fbem-18161	49	12	,	,	PUNCT
fbem-18161	49	13	processing	processing	NOUN
fbem-18161	49	14	input	input	NOUN
fbem-18161	49	15	data	datum	NOUN
fbem-18161	49	16	is	be	AUX
fbem-18161	49	17	crucial	crucial	ADJ
fbem-18161	49	18	for	for	ADP
fbem-18161	49	19	improving	improve	VERB
fbem-18161	49	20	the	the	DET
fbem-18161	49	21	model	model	NOUN
fbem-18161	49	22	’s	’s	PART
fbem-18161	49	23	predictive	predictive	ADJ
fbem-18161	49	24	accuracy	accuracy	NOUN
fbem-18161	49	25	.	.	PUNCT
fbem-18161	50	1	data	datum	NOUN
fbem-18161	50	2	such	such	ADJ
fbem-18161	50	3	as	as	ADP
fbem-18161	50	4	historical	historical	ADJ
fbem-18161	50	5	stock	stock	NOUN
fbem-18161	50	6	prices	price	NOUN
fbem-18161	50	7	,	,	PUNCT
fbem-18161	50	8	trading	trading	NOUN
fbem-18161	50	9	volumes	volume	NOUN
fbem-18161	50	10	,	,	PUNCT
fbem-18161	50	11	and	and	CCONJ
fbem-18161	50	12	company	company	NOUN
fbem-18161	50	13	financial	financial	ADJ
fbem-18161	50	14	indicators	indicator	NOUN
fbem-18161	50	15	are	be	AUX
fbem-18161	50	16	input	input	VERB
fbem-18161	50	17	into	into	ADP
fbem-18161	50	18	the	the	DET
fbem-18161	50	19	model	model	NOUN
fbem-18161	50	20	as	as	ADP
fbem-18161	50	21	sequential	sequential	ADJ
fbem-18161	50	22	data	datum	NOUN
fbem-18161	50	23	.	.	PUNCT
fbem-18161	51	1	however	however	ADV
fbem-18161	51	2	,	,	PUNCT
fbem-18161	51	3	basic	basic	ADJ
fbem-18161	51	4	data	datum	NOUN
fbem-18161	51	5	might	might	AUX
fbem-18161	51	6	not	not	PART
fbem-18161	51	7	be	be	AUX
fbem-18161	51	8	sufficient	sufficient	ADJ
fbem-18161	51	9	to	to	PART
fbem-18161	51	10	capture	capture	VERB
fbem-18161	51	11	the	the	DET
fbem-18161	51	12	complex	complex	ADJ
fbem-18161	51	13	dynamics	dynamic	NOUN
fbem-18161	51	14	of	of	ADP
fbem-18161	51	15	the	the	DET
fbem-18161	51	16	stock	stock	NOUN
fbem-18161	51	17	market	market	NOUN
fbem-18161	51	18	.	.	PUNCT
fbem-18161	52	1	to	to	PART
fbem-18161	52	2	enhance	enhance	VERB
fbem-18161	52	3	the	the	DET
fbem-18161	52	4	model	model	NOUN
fbem-18161	52	5	’s	’s	PART
fbem-18161	52	6	predictive	predictive	ADJ
fbem-18161	52	7	capability	capability	NOUN
fbem-18161	52	8	,	,	PUNCT
fbem-18161	52	9	the	the	DET
fbem-18161	52	10	following	follow	VERB
fbem-18161	52	11	measures	measure	NOUN
fbem-18161	52	12	can	can	AUX
fbem-18161	52	13	be	be	AUX
fbem-18161	52	14	adopted	adopt	VERB
fbem-18161	52	15	,	,	PUNCT
fbem-18161	52	16	as	as	SCONJ
fbem-18161	52	17	detailed	detailed	ADJ
fbem-18161	52	18	in	in	ADP
fbem-18161	52	19	table	table	NOUN
fbem-18161	52	20	2	2	NUM
fbem-18161	52	21	.	.	PUNCT
fbem-18161	53	1	firstly	firstly	ADV
fbem-18161	53	2	,	,	PUNCT
fbem-18161	53	3	perform	perform	VERB
fbem-18161	53	4	deeper	deep	ADJ
fbem-18161	53	5	feature	feature	NOUN
fbem-18161	53	6	extraction	extraction	NOUN
fbem-18161	53	7	on	on	ADP
fbem-18161	53	8	input	input	NOUN
fbem-18161	53	9	data	datum	NOUN
fbem-18161	53	10	.	.	PUNCT
fbem-18161	54	1	for	for	ADP
fbem-18161	54	2	example	example	NOUN
fbem-18161	54	3	,	,	PUNCT
fbem-18161	54	4	in	in	ADP
fbem-18161	54	5	addition	addition	NOUN
fbem-18161	54	6	to	to	ADP
fbem-18161	54	7	basic	basic	ADJ
fbem-18161	54	8	price	price	NOUN
fbem-18161	54	9	and	and	CCONJ
fbem-18161	54	10	volume	volume	NOUN
fbem-18161	54	11	data	datum	NOUN
fbem-18161	54	12	,	,	PUNCT
fbem-18161	54	13	consider	consider	VERB
fbem-18161	54	14	extracting	extract	VERB
fbem-18161	54	15	advanced	advanced	ADJ
fbem-18161	54	16	features	feature	NOUN
fbem-18161	54	17	such	such	ADJ
fbem-18161	54	18	as	as	ADP
fbem-18161	54	19	moving	move	VERB
fbem-18161	54	20	averages	average	NOUN
fbem-18161	54	21	or	or	CCONJ
fbem-18161	54	22	relative	relative	ADJ
fbem-18161	54	23	strength	strength	NOUN
fbem-18161	54	24	indices	index	NOUN
fbem-18161	54	25	.	.	PUNCT
fbem-18161	55	1	these	these	DET
fbem-18161	55	2	features	feature	NOUN
fbem-18161	55	3	can	can	AUX
fbem-18161	55	4	better	well	ADV
fbem-18161	55	5	capture	capture	VERB
fbem-18161	55	6	market	market	NOUN
fbem-18161	55	7	trends	trend	NOUN
fbem-18161	55	8	and	and	CCONJ
fbem-18161	55	9	volatility	volatility	NOUN
fbem-18161	55	10	,	,	PUNCT
fbem-18161	55	11	providing	provide	VERB
fbem-18161	55	12	the	the	DET
fbem-18161	55	13	model	model	NOUN
fbem-18161	55	14	with	with	ADP
fbem-18161	55	15	more	more	ADV
fbem-18161	55	16	valuable	valuable	ADJ
fbem-18161	55	17	information	information	NOUN
fbem-18161	55	18	.	.	PUNCT
fbem-18161	56	1	secondly	secondly	ADV
fbem-18161	56	2	,	,	PUNCT
fbem-18161	56	3	feature	feature	NOUN
fbem-18161	56	4	selection	selection	NOUN
fbem-18161	56	5	is	be	AUX
fbem-18161	56	6	a	a	DET
fbem-18161	56	7	key	key	ADJ
fbem-18161	56	8	step	step	NOUN
fbem-18161	56	9	in	in	ADP
fbem-18161	56	10	optimizing	optimize	VERB
fbem-18161	56	11	input	input	NOUN
fbem-18161	56	12	data[5	data[5	NOUN
fbem-18161	56	13	]	]	PUNCT
fbem-18161	56	14	.	.	PUNCT
fbem-18161	57	1	not	not	PART
fbem-18161	57	2	all	all	DET
fbem-18161	57	3	features	feature	NOUN
fbem-18161	57	4	are	be	AUX
fbem-18161	57	5	helpful	helpful	ADJ
fbem-18161	57	6	for	for	ADP
fbem-18161	57	7	the	the	DET
fbem-18161	57	8	model	model	NOUN
fbem-18161	57	9	’s	’s	PART
fbem-18161	57	10	prediction	prediction	NOUN
fbem-18161	57	11	,	,	PUNCT
fbem-18161	57	12	and	and	CCONJ
fbem-18161	57	13	some	some	PRON
fbem-18161	57	14	may	may	AUX
fbem-18161	57	15	even	even	ADV
fbem-18161	57	16	introduce	introduce	VERB
fbem-18161	57	17	noise	noise	NOUN
fbem-18161	57	18	.	.	PUNCT
fbem-18161	58	1	by	by	ADP
fbem-18161	58	2	using	use	VERB
fbem-18161	58	3	methods	method	NOUN
fbem-18161	58	4	such	such	ADJ
fbem-18161	58	5	as	as	ADP
fbem-18161	58	6	correlation	correlation	NOUN
fbem-18161	58	7	analysis	analysis	NOUN
fbem-18161	58	8	or	or	CCONJ
fbem-18161	58	9	feature	feature	NOUN
fbem-18161	58	10	selection	selection	NOUN
fbem-18161	58	11	algorithms	algorithm	NOUN
fbem-18161	58	12	,	,	PUNCT
fbem-18161	58	13	filter	filter	VERB
fbem-18161	58	14	out	out	ADP
fbem-18161	58	15	the	the	DET
fbem-18161	58	16	features	feature	NOUN
fbem-18161	58	17	most	most	ADV
fbem-18161	58	18	relevant	relevant	ADJ
fbem-18161	58	19	to	to	ADP
fbem-18161	58	20	stock	stock	NOUN
fbem-18161	58	21	prices	price	NOUN
fbem-18161	58	22	to	to	PART
fbem-18161	58	23	improve	improve	VERB
fbem-18161	58	24	the	the	DET
fbem-18161	58	25	model	model	NOUN
fbem-18161	58	26	’s	’s	PART
fbem-18161	58	27	predictive	predictive	ADJ
fbem-18161	58	28	accuracy	accuracy	NOUN
fbem-18161	58	29	.	.	PUNCT
fbem-18161	59	1	thirdly	thirdly	ADV
fbem-18161	59	2	,	,	PUNCT
fbem-18161	59	3	feature	feature	NOUN
fbem-18161	59	4	encoding	encoding	NOUN
fbem-18161	59	5	is	be	AUX
fbem-18161	59	6	another	another	DET
fbem-18161	59	7	optimization	optimization	NOUN
fbem-18161	59	8	method	method	NOUN
fbem-18161	59	9	to	to	PART
fbem-18161	59	10	consider	consider	VERB
fbem-18161	59	11	.	.	PUNCT
fbem-18161	60	1	for	for	ADP
fbem-18161	60	2	non	non	ADJ
fbem-18161	60	3	-	-	ADJ
fbem-18161	60	4	numeric	numeric	ADJ
fbem-18161	60	5	features	feature	NOUN
fbem-18161	60	6	like	like	ADP
fbem-18161	60	7	company	company	NOUN
fbem-18161	60	8	financial	financial	ADJ
fbem-18161	60	9	indicators	indicator	NOUN
fbem-18161	60	10	,	,	PUNCT
fbem-18161	60	11	encoding	encoding	NOUN
fbem-18161	60	12	is	be	AUX
fbem-18161	60	13	usually	usually	ADV
fbem-18161	60	14	necessary	necessary	ADJ
fbem-18161	60	15	.	.	PUNCT
fbem-18161	61	1	common	common	ADJ
fbem-18161	61	2	encoding	encoding	NOUN
fbem-18161	61	3	methods	method	NOUN
fbem-18161	61	4	include	include	VERB
fbem-18161	61	5	one	one	NUM
fbem-18161	61	6	-	-	PUNCT
fbem-18161	61	7	hot	hot	ADJ
fbem-18161	61	8	encoding	encoding	NOUN
fbem-18161	61	9	and	and	CCONJ
fbem-18161	61	10	label	label	NOUN
fbem-18161	61	11	encoding	encoding	NOUN
fbem-18161	61	12	,	,	PUNCT
fbem-18161	61	13	which	which	PRON
fbem-18161	61	14	can	can	AUX
fbem-18161	61	15	transform	transform	VERB
fbem-18161	61	16	non	non	ADJ
fbem-18161	61	17	-	-	ADJ
fbem-18161	61	18	numeric	numeric	ADJ
fbem-18161	61	19	features	feature	NOUN
fbem-18161	61	20	into	into	ADP
fbem-18161	61	21	formats	format	NOUN
fbem-18161	61	22	understandable	understandable	ADJ
fbem-18161	61	23	by	by	ADP
fbem-18161	61	24	the	the	DET
fbem-18161	61	25	model	model	NOUN
fbem-18161	61	26	.	.	PUNCT
fbem-18161	62	1	fourthly	fourthly	ADV
fbem-18161	62	2	,	,	PUNCT
fbem-18161	62	3	discretizing	discretize	VERB
fbem-18161	62	4	continuous	continuous	ADJ
fbem-18161	62	5	features	feature	NOUN
fbem-18161	62	6	,	,	PUNCT
fbem-18161	62	7	such	such	ADJ
fbem-18161	62	8	as	as	ADP
fbem-18161	62	9	dividing	divide	VERB
fbem-18161	62	10	continuous	continuous	ADJ
fbem-18161	62	11	financial	financial	ADJ
fbem-18161	62	12	indicators	indicator	NOUN
fbem-18161	62	13	into	into	ADP
fbem-18161	62	14	different	different	ADJ
fbem-18161	62	15	intervals	interval	NOUN
fbem-18161	62	16	,	,	PUNCT
fbem-18161	62	17	can	can	AUX
fbem-18161	62	18	better	well	ADV
fbem-18161	62	19	reflect	reflect	VERB
fbem-18161	62	20	their	their	PRON
fbem-18161	62	21	correlation	correlation	NOUN
fbem-18161	62	22	with	with	ADP
fbem-18161	62	23	stock	stock	NOUN
fbem-18161	62	24	prices	price	NOUN
fbem-18161	62	25	.	.	PUNCT
fbem-18161	63	1	therefore	therefore	ADV
fbem-18161	63	2	,	,	PUNCT
fbem-18161	63	3	through	through	ADP
fbem-18161	63	4	in	in	ADP
fbem-18161	63	5	-	-	PUNCT
fbem-18161	63	6	depth	depth	NOUN
fbem-18161	63	7	feature	feature	NOUN
fbem-18161	63	8	extraction	extraction	NOUN
fbem-18161	63	9	,	,	PUNCT
fbem-18161	63	10	effective	effective	ADJ
fbem-18161	63	11	feature	feature	NOUN
fbem-18161	63	12	selection	selection	NOUN
fbem-18161	63	13	,	,	PUNCT
fbem-18161	63	14	and	and	CCONJ
fbem-18161	63	15	proper	proper	ADJ
fbem-18161	63	16	feature	feature	NOUN
fbem-18161	63	17	encoding	encoding	NOUN
fbem-18161	63	18	,	,	PUNCT
fbem-18161	63	19	provide	provide	VERB
fbem-18161	63	20	the	the	DET
fbem-18161	63	21	model	model	NOUN
fbem-18161	63	22	with	with	ADP
fbem-18161	63	23	more	more	ADV
fbem-18161	63	24	accurate	accurate	ADJ
fbem-18161	63	25	and	and	CCONJ
fbem-18161	63	26	valuable	valuable	ADJ
fbem-18161	63	27	data	datum	NOUN
fbem-18161	63	28	inputs	input	NOUN
fbem-18161	63	29	,	,	PUNCT
fbem-18161	63	30	thereby	thereby	ADV
fbem-18161	63	31	improving	improve	VERB
fbem-18161	63	32	the	the	DET
fbem-18161	63	33	model	model	NOUN
fbem-18161	63	34	’s	’s	PART
fbem-18161	63	35	predictive	predictive	ADJ
fbem-18161	63	36	performance	performance	NOUN
fbem-18161	63	37	.	.	PUNCT
fbem-18161	64	1	table	table	NOUN
fbem-18161	64	2	2	2	NUM
fbem-18161	64	3	.	.	PUNCT
fbem-18161	64	4	measures	measure	NOUN
fbem-18161	64	5	to	to	PART
fbem-18161	64	6	enhance	enhance	VERB
fbem-18161	64	7	model	model	NOUN
fbem-18161	64	8	predictive	predictive	ADJ
fbem-18161	64	9	capability	capability	NOUN
fbem-18161	64	10	no	no	NOUN
fbem-18161	64	11	.	.	PUNCT
fbem-18161	65	1	optimization	optimization	NOUN
fbem-18161	65	2	method	method	NOUN
fbem-18161	65	3	description	description	NOUN
fbem-18161	65	4	1	1	NUM
fbem-18161	65	5	feature	feature	NOUN
fbem-18161	65	6	extraction	extraction	NOUN
fbem-18161	65	7	extract	extract	NOUN
fbem-18161	65	8	advanced	advanced	ADJ
fbem-18161	65	9	features	feature	NOUN
fbem-18161	65	10	from	from	ADP
fbem-18161	65	11	raw	raw	ADJ
fbem-18161	65	12	data	datum	NOUN
fbem-18161	65	13	,	,	PUNCT
fbem-18161	65	14	such	such	ADJ
fbem-18161	65	15	as	as	ADP
fbem-18161	65	16	moving	move	VERB
fbem-18161	65	17	averages	average	NOUN
fbem-18161	65	18	,	,	PUNCT
fbem-18161	65	19	relative	relative	ADJ
fbem-18161	65	20	strength	strength	NOUN
fbem-18161	65	21	indices	index	NOUN
fbem-18161	65	22	,	,	PUNCT
fbem-18161	65	23	etc	etc	X
fbem-18161	65	24	.	.	X
fbem-18161	65	25	2	2	NUM
fbem-18161	65	26	feature	feature	NOUN
fbem-18161	65	27	selection	selection	NOUN
fbem-18161	65	28	use	use	NOUN
fbem-18161	65	29	correlation	correlation	NOUN
fbem-18161	65	30	analysis	analysis	NOUN
fbem-18161	65	31	,	,	PUNCT
fbem-18161	65	32	feature	feature	NOUN
fbem-18161	65	33	selection	selection	NOUN
fbem-18161	65	34	algorithms	algorithm	NOUN
fbem-18161	65	35	,	,	PUNCT
fbem-18161	65	36	etc	etc	X
fbem-18161	65	37	.	.	X
fbem-18161	65	38	,	,	PUNCT
fbem-18161	65	39	to	to	PART
fbem-18161	65	40	filter	filter	VERB
fbem-18161	65	41	out	out	ADP
fbem-18161	65	42	features	feature	NOUN
fbem-18161	65	43	most	most	ADV
fbem-18161	65	44	relevant	relevant	ADJ
fbem-18161	65	45	to	to	ADP
fbem-18161	65	46	stock	stock	NOUN
fbem-18161	65	47	prices	price	NOUN
fbem-18161	65	48	.	.	PUNCT
fbem-18161	66	1	3	3	NUM
fbem-18161	66	2	feature	feature	NOUN
fbem-18161	66	3	encoding	encode	VERB
fbem-18161	66	4	encode	encode	ADJ
fbem-18161	66	5	non	non	ADJ
fbem-18161	66	6	-	-	ADJ
fbem-18161	66	7	numeric	numeric	ADJ
fbem-18161	66	8	features	feature	NOUN
fbem-18161	66	9	,	,	PUNCT
fbem-18161	66	10	such	such	ADJ
fbem-18161	66	11	as	as	ADP
fbem-18161	66	12	one	one	NUM
fbem-18161	66	13	-	-	PUNCT
fbem-18161	66	14	hot	hot	ADJ
fbem-18161	66	15	encoding	encoding	NOUN
fbem-18161	66	16	,	,	PUNCT
fbem-18161	66	17	label	label	NOUN
fbem-18161	66	18	encoding	encoding	NOUN
fbem-18161	66	19	,	,	PUNCT
fbem-18161	66	20	etc	etc	X
fbem-18161	66	21	.	.	X
fbem-18161	66	22	4	4	NUM
fbem-18161	66	23	discretization	discretization	NOUN
fbem-18161	66	24	discretize	discretize	VERB
fbem-18161	66	25	continuous	continuous	ADJ
fbem-18161	66	26	features	feature	NOUN
fbem-18161	66	27	,	,	PUNCT
fbem-18161	66	28	such	such	ADJ
fbem-18161	66	29	as	as	ADP
fbem-18161	66	30	dividing	divide	VERB
fbem-18161	66	31	financial	financial	ADJ
fbem-18161	66	32	indicators	indicator	NOUN
fbem-18161	66	33	into	into	ADP
fbem-18161	66	34	different	different	ADJ
fbem-18161	66	35	intervals	interval	NOUN
fbem-18161	66	36	.	.	PUNCT
fbem-18161	67	1	3.2	3.2	NUM
fbem-18161	67	2	.	.	X
fbem-18161	67	3	improving	improve	VERB
fbem-18161	67	4	network	network	NOUN
fbem-18161	67	5	structure	structure	NOUN
fbem-18161	67	6	in	in	ADP
fbem-18161	67	7	stock	stock	NOUN
fbem-18161	67	8	price	price	NOUN
fbem-18161	67	9	prediction	prediction	NOUN
fbem-18161	67	10	,	,	PUNCT
fbem-18161	67	11	the	the	DET
fbem-18161	67	12	structure	structure	NOUN
fbem-18161	67	13	of	of	ADP
fbem-18161	67	14	the	the	DET
fbem-18161	67	15	rnn	rnn	NOUN
fbem-18161	67	16	plays	play	VERB
fbem-18161	67	17	a	a	DET
fbem-18161	67	18	crucial	crucial	ADJ
fbem-18161	67	19	role	role	NOUN
fbem-18161	67	20	in	in	ADP
fbem-18161	67	21	the	the	DET
fbem-18161	67	22	model	model	NOUN
fbem-18161	67	23	’s	’s	PART
fbem-18161	67	24	performance	performance	NOUN
fbem-18161	67	25	.	.	PUNCT
fbem-18161	68	1	traditional	traditional	ADJ
fbem-18161	68	2	rnns	rnn	NOUN
fbem-18161	68	3	may	may	AUX
fbem-18161	68	4	encounter	encounter	VERB
fbem-18161	68	5	problems	problem	NOUN
fbem-18161	68	6	like	like	ADP
fbem-18161	68	7	vanishing	vanish	VERB
fbem-18161	68	8	or	or	CCONJ
fbem-18161	68	9	exploding	explode	VERB
fbem-18161	68	10	gradients	gradient	NOUN
fbem-18161	68	11	when	when	SCONJ
fbem-18161	68	12	dealing	deal	VERB
fbem-18161	68	13	with	with	ADP
fbem-18161	68	14	sequences	sequence	NOUN
fbem-18161	68	15	with	with	ADP
fbem-18161	68	16	long	long	ADJ
fbem-18161	68	17	-	-	PUNCT
fbem-18161	68	18	term	term	NOUN
fbem-18161	68	19	dependencies	dependency	NOUN
fbem-18161	68	20	.	.	PUNCT
fbem-18161	69	1	to	to	PART
fbem-18161	69	2	address	address	VERB
fbem-18161	69	3	these	these	DET
fbem-18161	69	4	issues	issue	NOUN
fbem-18161	69	5	,	,	PUNCT
fbem-18161	69	6	consider	consider	VERB
fbem-18161	69	7	using	use	VERB
fbem-18161	69	8	more	more	ADJ
fbem-18161	69	9	complex	complex	ADJ
fbem-18161	69	10	rnn	rnn	NOUN
fbem-18161	69	11	variants	variant	NOUN
fbem-18161	69	12	,	,	PUNCT
fbem-18161	69	13	such	such	ADJ
fbem-18161	69	14	as	as	ADP
fbem-18161	69	15	long	long	ADJ
fbem-18161	69	16	short	short	ADJ
fbem-18161	69	17	-	-	PUNCT
fbem-18161	69	18	term	term	NOUN
fbem-18161	69	19	memory	memory	NOUN
fbem-18161	69	20	networks	network	NOUN
fbem-18161	69	21	or	or	CCONJ
fbem-18161	69	22	gated	gate	VERB
fbem-18161	69	23	recurrent	recurrent	ADJ
fbem-18161	69	24	units	unit	NOUN
fbem-18161	69	25	.	.	PUNCT
fbem-18161	70	1	these	these	PRON
fbem-18161	70	2	are	be	AUX
fbem-18161	70	3	improved	improve	VERB
fbem-18161	70	4	versions	version	NOUN
fbem-18161	70	5	of	of	ADP
fbem-18161	70	6	rnns	rnn	NOUN
fbem-18161	70	7	that	that	PRON
fbem-18161	70	8	introduce	introduce	VERB
fbem-18161	70	9	memory	memory	NOUN
fbem-18161	70	10	cells	cell	NOUN
fbem-18161	70	11	and	and	CCONJ
fbem-18161	70	12	gating	gate	VERB
fbem-18161	70	13	mechanisms	mechanism	NOUN
fbem-18161	70	14	,	,	PUNCT
fbem-18161	70	15	allowing	allow	VERB
fbem-18161	70	16	better	well	ADJ
fbem-18161	70	17	handling	handling	NOUN
fbem-18161	70	18	of	of	ADP
fbem-18161	70	19	long	long	ADJ
fbem-18161	70	20	-	-	PUNCT
fbem-18161	70	21	term	term	NOUN
fbem-18161	70	22	dependencies	dependency	NOUN
fbem-18161	70	23	in	in	ADP
fbem-18161	70	24	sequence	sequence	NOUN
fbem-18161	70	25	data	datum	NOUN
fbem-18161	70	26	.	.	PUNCT
fbem-18161	71	1	these	these	DET
fbem-18161	71	2	network	network	NOUN
fbem-18161	71	3	structures	structure	NOUN
fbem-18161	71	4	can	can	AUX
fbem-18161	71	5	more	more	ADV
fbem-18161	71	6	effectively	effectively	ADV
fbem-18161	71	7	learn	learn	VERB
fbem-18161	71	8	and	and	CCONJ
fbem-18161	71	9	remember	remember	VERB
fbem-18161	71	10	important	important	ADJ
fbem-18161	71	11	information	information	NOUN
fbem-18161	71	12	from	from	ADP
fbem-18161	71	13	historical	historical	ADJ
fbem-18161	71	14	data	datum	NOUN
fbem-18161	71	15	,	,	PUNCT
fbem-18161	71	16	providing	provide	VERB
fbem-18161	71	17	more	more	ADV
fbem-18161	71	18	accurate	accurate	ADJ
fbem-18161	71	19	predictions	prediction	NOUN
fbem-18161	71	20	for	for	ADP
fbem-18161	71	21	future	future	ADJ
fbem-18161	71	22	stock	stock	NOUN
fbem-18161	71	23	prices	price	NOUN
fbem-18161	71	24	.	.	PUNCT
fbem-18161	72	1	additionally	additionally	ADV
fbem-18161	72	2	,	,	PUNCT
fbem-18161	72	3	try	try	VERB
fbem-18161	72	4	using	use	VERB
fbem-18161	72	5	deep	deep	ADJ
fbem-18161	72	6	rnns	rnn	NOUN
fbem-18161	72	7	.	.	PUNCT
fbem-18161	73	1	deep	deep	ADJ
fbem-18161	73	2	rnns	rnns	PROPN
fbem-18161	73	3	capture	capture	VERB
fbem-18161	73	4	more	more	ADJ
fbem-18161	73	5	data	datum	NOUN
fbem-18161	73	6	features	feature	NOUN
fbem-18161	73	7	and	and	CCONJ
fbem-18161	73	8	patterns	pattern	NOUN
fbem-18161	73	9	by	by	ADP
fbem-18161	73	10	increasing	increase	VERB
fbem-18161	73	11	the	the	DET
fbem-18161	73	12	network	network	NOUN
fbem-18161	73	13	’s	’s	PART
fbem-18161	73	14	depth	depth	NOUN
fbem-18161	73	15	.	.	PUNCT
fbem-18161	74	1	by	by	ADP
fbem-18161	74	2	deepening	deepen	VERB
fbem-18161	74	3	the	the	DET
fbem-18161	74	4	network	network	NOUN
fbem-18161	74	5	layers	layer	NOUN
fbem-18161	74	6	,	,	PUNCT
fbem-18161	74	7	the	the	DET
fbem-18161	74	8	model	model	NOUN
fbem-18161	74	9	can	can	AUX
fbem-18161	74	10	better	well	ADV
fbem-18161	74	11	understand	understand	VERB
fbem-18161	74	12	the	the	DET
fbem-18161	74	13	complex	complex	ADJ
fbem-18161	74	14	patterns	pattern	NOUN
fbem-18161	74	15	and	and	CCONJ
fbem-18161	74	16	trends	trend	NOUN
fbem-18161	74	17	in	in	ADP
fbem-18161	74	18	historical	historical	ADJ
fbem-18161	74	19	stock	stock	NOUN
fbem-18161	74	20	price	price	NOUN
fbem-18161	74	21	data	datum	NOUN
fbem-18161	74	22	,	,	PUNCT
fbem-18161	74	23	thereby	thereby	ADV
fbem-18161	74	24	providing	provide	VERB
fbem-18161	74	25	more	more	ADV
fbem-18161	74	26	accurate	accurate	ADJ
fbem-18161	74	27	predictions	prediction	NOUN
fbem-18161	74	28	.	.	PUNCT
fbem-18161	75	1	therefore	therefore	ADV
fbem-18161	75	2	,	,	PUNCT
fbem-18161	75	3	improving	improve	VERB
fbem-18161	75	4	the	the	DET
fbem-18161	75	5	network	network	NOUN
fbem-18161	75	6	structure	structure	NOUN
fbem-18161	75	7	is	be	AUX
fbem-18161	75	8	an	an	DET
fbem-18161	75	9	important	important	ADJ
fbem-18161	75	10	direction	direction	NOUN
fbem-18161	75	11	for	for	ADP
fbem-18161	75	12	enhancing	enhance	VERB
fbem-18161	75	13	the	the	DET
fbem-18161	75	14	performance	performance	NOUN
fbem-18161	75	15	of	of	ADP
fbem-18161	75	16	rnnbased	rnnbase	VERB
fbem-18161	75	17	stock	stock	NOUN
fbem-18161	75	18	price	price	NOUN
fbem-18161	75	19	prediction	prediction	NOUN
fbem-18161	75	20	models	model	NOUN
fbem-18161	75	21	.	.	PUNCT
fbem-18161	76	1	use	use	VERB
fbem-18161	76	2	more	more	ADJ
fbem-18161	76	3	complex	complex	ADJ
fbem-18161	76	4	rnn	rnn	NOUN
fbem-18161	76	5	variants	variant	NOUN
fbem-18161	76	6	,	,	PUNCT
fbem-18161	76	7	deep	deep	ADJ
fbem-18161	76	8	rnns	rnn	NOUN
fbem-18161	76	9	,	,	PUNCT
fbem-18161	76	10	or	or	CCONJ
fbem-18161	76	11	other	other	ADJ
fbem-18161	76	12	advanced	advanced	ADJ
fbem-18161	76	13	network	network	NOUN
fbem-18161	76	14	structures	structure	NOUN
fbem-18161	76	15	to	to	PART
fbem-18161	76	16	properly	properly	ADV
fbem-18161	76	17	handle	handle	VERB
fbem-18161	76	18	long	long	ADJ
fbem-18161	76	19	-	-	PUNCT
fbem-18161	76	20	term	term	NOUN
fbem-18161	76	21	dependencies	dependency	NOUN
fbem-18161	76	22	in	in	ADP
fbem-18161	76	23	sequence	sequence	NOUN
fbem-18161	76	24	data	datum	NOUN
fbem-18161	76	25	,	,	PUNCT
fbem-18161	76	26	capture	capture	VERB
fbem-18161	76	27	more	more	ADJ
fbem-18161	76	28	data	datum	NOUN
fbem-18161	76	29	features	feature	NOUN
fbem-18161	76	30	and	and	CCONJ
fbem-18161	76	31	patterns	pattern	NOUN
fbem-18161	76	32	,	,	PUNCT
fbem-18161	76	33	and	and	CCONJ
fbem-18161	76	34	thereby	thereby	ADV
fbem-18161	76	35	improve	improve	VERB
fbem-18161	76	36	84	84	NUM
fbem-18161	76	37	the	the	DET
fbem-18161	76	38	model	model	NOUN
fbem-18161	76	39	’s	’s	PART
fbem-18161	76	40	predictive	predictive	ADJ
fbem-18161	76	41	accuracy	accuracy	NOUN
fbem-18161	76	42	.	.	PUNCT
fbem-18161	77	1	3.3	3.3	NUM
fbem-18161	77	2	.	.	PUNCT
fbem-18161	78	1	ensemble	ensemble	ADJ
fbem-18161	78	2	learning	learning	NOUN
fbem-18161	78	3	ensemble	ensemble	ADJ
fbem-18161	78	4	learning	learning	NOUN
fbem-18161	78	5	is	be	AUX
fbem-18161	78	6	a	a	DET
fbem-18161	78	7	technique	technique	NOUN
fbem-18161	78	8	that	that	PRON
fbem-18161	78	9	improves	improve	VERB
fbem-18161	78	10	predictive	predictive	ADJ
fbem-18161	78	11	accuracy	accuracy	NOUN
fbem-18161	78	12	by	by	ADP
fbem-18161	78	13	combining	combine	VERB
fbem-18161	78	14	the	the	DET
fbem-18161	78	15	prediction	prediction	NOUN
fbem-18161	78	16	results	result	NOUN
fbem-18161	78	17	of	of	ADP
fbem-18161	78	18	multiple	multiple	ADJ
fbem-18161	78	19	models	model	NOUN
fbem-18161	78	20	,	,	PUNCT
fbem-18161	78	21	leveraging	leverage	VERB
fbem-18161	78	22	the	the	DET
fbem-18161	78	23	complementarity	complementarity	NOUN
fbem-18161	78	24	of	of	ADP
fbem-18161	78	25	multiple	multiple	ADJ
fbem-18161	78	26	models	model	NOUN
fbem-18161	78	27	.	.	PUNCT
fbem-18161	79	1	by	by	ADP
fbem-18161	79	2	assembling	assemble	VERB
fbem-18161	79	3	the	the	DET
fbem-18161	79	4	prediction	prediction	NOUN
fbem-18161	79	5	results	result	NOUN
fbem-18161	79	6	of	of	ADP
fbem-18161	79	7	multiple	multiple	ADJ
fbem-18161	79	8	models	model	NOUN
fbem-18161	79	9	,	,	PUNCT
fbem-18161	79	10	it	it	PRON
fbem-18161	79	11	reduces	reduce	VERB
fbem-18161	79	12	the	the	DET
fbem-18161	79	13	error	error	NOUN
fbem-18161	79	14	of	of	ADP
fbem-18161	79	15	individual	individual	ADJ
fbem-18161	79	16	models	model	NOUN
fbem-18161	79	17	and	and	CCONJ
fbem-18161	79	18	improves	improve	VERB
fbem-18161	79	19	the	the	DET
fbem-18161	79	20	overall	overall	ADJ
fbem-18161	79	21	predictive	predictive	ADJ
fbem-18161	79	22	accuracy	accuracy	NOUN
fbem-18161	79	23	.	.	PUNCT
fbem-18161	80	1	in	in	ADP
fbem-18161	80	2	stock	stock	NOUN
fbem-18161	80	3	price	price	NOUN
fbem-18161	80	4	prediction	prediction	NOUN
fbem-18161	80	5	,	,	PUNCT
fbem-18161	80	6	ensemble	ensemble	ADJ
fbem-18161	80	7	learning	learning	NOUN
fbem-18161	80	8	can	can	AUX
fbem-18161	80	9	play	play	VERB
fbem-18161	80	10	a	a	DET
fbem-18161	80	11	significant	significant	ADJ
fbem-18161	80	12	role	role	NOUN
fbem-18161	80	13	.	.	PUNCT
fbem-18161	81	1	the	the	DET
fbem-18161	81	2	stock	stock	NOUN
fbem-18161	81	3	market	market	NOUN
fbem-18161	81	4	is	be	AUX
fbem-18161	81	5	a	a	DET
fbem-18161	81	6	complex	complex	ADJ
fbem-18161	81	7	and	and	CCONJ
fbem-18161	81	8	dynamic	dynamic	ADJ
fbem-18161	81	9	system	system	NOUN
fbem-18161	81	10	influenced	influence	VERB
fbem-18161	81	11	by	by	ADP
fbem-18161	81	12	various	various	ADJ
fbem-18161	81	13	factors	factor	NOUN
fbem-18161	81	14	,	,	PUNCT
fbem-18161	81	15	making	make	VERB
fbem-18161	81	16	stock	stock	NOUN
fbem-18161	81	17	price	price	NOUN
fbem-18161	81	18	prediction	prediction	NOUN
fbem-18161	81	19	a	a	DET
fbem-18161	81	20	challenging	challenging	ADJ
fbem-18161	81	21	task	task	NOUN
fbem-18161	81	22	.	.	PUNCT
fbem-18161	82	1	by	by	ADP
fbem-18161	82	2	integrating	integrate	VERB
fbem-18161	82	3	the	the	DET
fbem-18161	82	4	prediction	prediction	NOUN
fbem-18161	82	5	results	result	NOUN
fbem-18161	82	6	of	of	ADP
fbem-18161	82	7	multiple	multiple	ADJ
fbem-18161	82	8	rnn	rnn	NOUN
fbem-18161	82	9	models	model	NOUN
fbem-18161	82	10	,	,	PUNCT
fbem-18161	82	11	more	more	ADV
fbem-18161	82	12	accurate	accurate	ADJ
fbem-18161	82	13	and	and	CCONJ
fbem-18161	82	14	reliable	reliable	ADJ
fbem-18161	82	15	predictions	prediction	NOUN
fbem-18161	82	16	can	can	AUX
fbem-18161	82	17	be	be	AUX
fbem-18161	82	18	obtained	obtain	VERB
fbem-18161	82	19	.	.	PUNCT
fbem-18161	83	1	bagging	bagging	NOUN
fbem-18161	83	2	is	be	AUX
fbem-18161	83	3	a	a	DET
fbem-18161	83	4	common	common	ADJ
fbem-18161	83	5	ensemble	ensemble	ADJ
fbem-18161	83	6	method	method	NOUN
fbem-18161	83	7	where	where	SCONJ
fbem-18161	83	8	multiple	multiple	ADJ
fbem-18161	83	9	sub	sub	NOUN
fbem-18161	83	10	-	-	NOUN
fbem-18161	83	11	datasets	dataset	NOUN
fbem-18161	83	12	are	be	AUX
fbem-18161	83	13	created	create	VERB
fbem-18161	83	14	by	by	ADP
fbem-18161	83	15	randomly	randomly	ADV
fbem-18161	83	16	extracting	extract	VERB
fbem-18161	83	17	samples	sample	NOUN
fbem-18161	83	18	from	from	ADP
fbem-18161	83	19	the	the	DET
fbem-18161	83	20	original	original	ADJ
fbem-18161	83	21	dataset	dataset	NOUN
fbem-18161	83	22	,	,	PUNCT
fbem-18161	83	23	and	and	CCONJ
fbem-18161	83	24	multiple	multiple	ADJ
fbem-18161	83	25	rnn	rnn	NOUN
fbem-18161	83	26	models	model	NOUN
fbem-18161	83	27	are	be	AUX
fbem-18161	83	28	trained	train	VERB
fbem-18161	83	29	on	on	ADP
fbem-18161	83	30	these	these	DET
fbem-18161	83	31	sub	sub	NOUN
fbem-18161	83	32	-	-	NOUN
fbem-18161	83	33	datasets	dataset	NOUN
fbem-18161	83	34	.	.	PUNCT
fbem-18161	84	1	each	each	PRON
fbem-18161	84	2	sub	sub	ADJ
fbem-18161	84	3	-	-	ADJ
fbem-18161	84	4	dataset	dataset	ADJ
fbem-18161	84	5	may	may	AUX
fbem-18161	84	6	contain	contain	VERB
fbem-18161	84	7	repeated	repeat	VERB
fbem-18161	84	8	samples	sample	NOUN
fbem-18161	84	9	,	,	PUNCT
fbem-18161	84	10	providing	provide	VERB
fbem-18161	84	11	each	each	DET
fbem-18161	84	12	model	model	NOUN
fbem-18161	84	13	with	with	ADP
fbem-18161	84	14	different	different	ADJ
fbem-18161	84	15	perspectives	perspective	NOUN
fbem-18161	84	16	and	and	CCONJ
fbem-18161	84	17	information	information	NOUN
fbem-18161	84	18	.	.	PUNCT
fbem-18161	85	1	combine	combine	VERB
fbem-18161	85	2	these	these	DET
fbem-18161	85	3	models	model	NOUN
fbem-18161	85	4	’	'	PUNCT
fbem-18161	85	5	prediction	prediction	NOUN
fbem-18161	85	6	results	result	NOUN
fbem-18161	85	7	using	use	VERB
fbem-18161	85	8	simple	simple	ADJ
fbem-18161	85	9	voting	voting	NOUN
fbem-18161	85	10	or	or	CCONJ
fbem-18161	85	11	weighted	weight	VERB
fbem-18161	85	12	averaging	average	VERB
fbem-18161	85	13	to	to	PART
fbem-18161	85	14	produce	produce	VERB
fbem-18161	85	15	the	the	DET
fbem-18161	85	16	final	final	ADJ
fbem-18161	85	17	prediction	prediction	NOUN
fbem-18161	85	18	.	.	PUNCT
fbem-18161	86	1	boosting	boost	VERB
fbem-18161	86	2	is	be	AUX
fbem-18161	86	3	another	another	DET
fbem-18161	86	4	common	common	ADJ
fbem-18161	86	5	ensemble	ensemble	ADJ
fbem-18161	86	6	method	method	NOUN
fbem-18161	86	7	that	that	PRON
fbem-18161	86	8	trains	train	VERB
fbem-18161	86	9	models	model	NOUN
fbem-18161	86	10	by	by	ADP
fbem-18161	86	11	adjusting	adjust	VERB
fbem-18161	86	12	the	the	DET
fbem-18161	86	13	weight	weight	NOUN
fbem-18161	86	14	of	of	ADP
fbem-18161	86	15	samples	sample	NOUN
fbem-18161	86	16	,	,	PUNCT
fbem-18161	86	17	focusing	focus	VERB
fbem-18161	86	18	each	each	DET
fbem-18161	86	19	model	model	NOUN
fbem-18161	86	20	on	on	ADP
fbem-18161	86	21	the	the	DET
fbem-18161	86	22	data	data	NOUN
fbem-18161	86	23	samples	sample	NOUN
fbem-18161	86	24	that	that	PRON
fbem-18161	86	25	previous	previous	ADJ
fbem-18161	86	26	models	model	NOUN
fbem-18161	86	27	predicted	predict	VERB
fbem-18161	86	28	incorrectly	incorrectly	ADV
fbem-18161	86	29	.	.	PUNCT
fbem-18161	87	1	by	by	ADP
fbem-18161	87	2	gradually	gradually	ADV
fbem-18161	87	3	increasing	increase	VERB
fbem-18161	87	4	the	the	DET
fbem-18161	87	5	complexity	complexity	NOUN
fbem-18161	87	6	and	and	CCONJ
fbem-18161	87	7	accuracy	accuracy	NOUN
fbem-18161	87	8	of	of	ADP
fbem-18161	87	9	the	the	DET
fbem-18161	87	10	models	model	NOUN
fbem-18161	87	11	,	,	PUNCT
fbem-18161	87	12	the	the	DET
fbem-18161	87	13	boosting	boost	VERB
fbem-18161	87	14	method	method	NOUN
fbem-18161	87	15	can	can	AUX
fbem-18161	87	16	improve	improve	VERB
fbem-18161	87	17	overall	overall	ADJ
fbem-18161	87	18	predictive	predictive	ADJ
fbem-18161	87	19	accuracy	accuracy	NOUN
fbem-18161	87	20	.	.	PUNCT
fbem-18161	88	1	using	use	VERB
fbem-18161	88	2	ensemble	ensemble	ADJ
fbem-18161	88	3	methods	method	NOUN
fbem-18161	88	4	can	can	AUX
fbem-18161	88	5	better	well	ADV
fbem-18161	88	6	understand	understand	VERB
fbem-18161	88	7	the	the	DET
fbem-18161	88	8	dynamics	dynamic	NOUN
fbem-18161	88	9	and	and	CCONJ
fbem-18161	88	10	trends	trend	NOUN
fbem-18161	88	11	of	of	ADP
fbem-18161	88	12	the	the	DET
fbem-18161	88	13	stock	stock	NOUN
fbem-18161	88	14	market	market	NOUN
fbem-18161	88	15	,	,	PUNCT
fbem-18161	88	16	providing	provide	VERB
fbem-18161	88	17	investors	investor	NOUN
fbem-18161	88	18	with	with	ADP
fbem-18161	88	19	more	more	ADV
fbem-18161	88	20	accurate	accurate	ADJ
fbem-18161	88	21	predictions	prediction	NOUN
fbem-18161	88	22	and	and	CCONJ
fbem-18161	88	23	investment	investment	NOUN
fbem-18161	88	24	advice	advice	NOUN
fbem-18161	88	25	.	.	PUNCT
fbem-18161	89	1	4	4	X
fbem-18161	89	2	.	.	X
fbem-18161	89	3	conclusion	conclusion	NOUN
fbem-18161	89	4	in	in	ADP
fbem-18161	89	5	summary	summary	NOUN
fbem-18161	89	6	,	,	PUNCT
fbem-18161	89	7	the	the	DET
fbem-18161	89	8	optimization	optimization	NOUN
fbem-18161	89	9	and	and	CCONJ
fbem-18161	89	10	improvement	improvement	NOUN
fbem-18161	89	11	of	of	ADP
fbem-18161	89	12	recurrent	recurrent	ADJ
fbem-18161	89	13	neural	neural	ADJ
fbem-18161	89	14	networks	network	NOUN
fbem-18161	89	15	(	(	PUNCT
fbem-18161	89	16	rnns	rnns	PROPN
fbem-18161	89	17	)	)	PUNCT
fbem-18161	89	18	in	in	ADP
fbem-18161	89	19	stock	stock	NOUN
fbem-18161	89	20	price	price	NOUN
fbem-18161	89	21	prediction	prediction	NOUN
fbem-18161	89	22	is	be	AUX
fbem-18161	89	23	a	a	DET
fbem-18161	89	24	research	research	NOUN
fbem-18161	89	25	field	field	NOUN
fbem-18161	89	26	filled	fill	VERB
fbem-18161	89	27	with	with	ADP
fbem-18161	89	28	challenges	challenge	NOUN
fbem-18161	89	29	and	and	CCONJ
fbem-18161	89	30	opportunities	opportunity	NOUN
fbem-18161	89	31	.	.	PUNCT
fbem-18161	90	1	stock	stock	NOUN
fbem-18161	90	2	price	price	NOUN
fbem-18161	90	3	prediction	prediction	NOUN
fbem-18161	90	4	is	be	AUX
fbem-18161	90	5	complex	complex	ADJ
fbem-18161	90	6	because	because	SCONJ
fbem-18161	90	7	stock	stock	NOUN
fbem-18161	90	8	prices	price	NOUN
fbem-18161	90	9	are	be	AUX
fbem-18161	90	10	influenced	influence	VERB
fbem-18161	90	11	by	by	ADP
fbem-18161	90	12	many	many	ADJ
fbem-18161	90	13	factors	factor	NOUN
fbem-18161	90	14	,	,	PUNCT
fbem-18161	90	15	and	and	CCONJ
fbem-18161	90	16	the	the	DET
fbem-18161	90	17	relationships	relationship	NOUN
fbem-18161	90	18	between	between	ADP
fbem-18161	90	19	these	these	DET
fbem-18161	90	20	factors	factor	NOUN
fbem-18161	90	21	change	change	VERB
fbem-18161	90	22	over	over	ADP
fbem-18161	90	23	time	time	NOUN
fbem-18161	90	24	.	.	PUNCT
fbem-18161	91	1	therefore	therefore	ADV
fbem-18161	91	2	,	,	PUNCT
fbem-18161	91	3	predicting	predict	VERB
fbem-18161	91	4	stock	stock	NOUN
fbem-18161	91	5	prices	price	NOUN
fbem-18161	91	6	requires	require	VERB
fbem-18161	91	7	a	a	DET
fbem-18161	91	8	model	model	NOUN
fbem-18161	91	9	that	that	PRON
fbem-18161	91	10	can	can	AUX
fbem-18161	91	11	handle	handle	VERB
fbem-18161	91	12	sequential	sequential	ADJ
fbem-18161	91	13	data	datum	NOUN
fbem-18161	91	14	and	and	CCONJ
fbem-18161	91	15	understand	understand	VERB
fbem-18161	91	16	temporal	temporal	ADJ
fbem-18161	91	17	dependencies	dependency	NOUN
fbem-18161	91	18	.	.	PUNCT
fbem-18161	92	1	rnn	rnn	NOUN
fbem-18161	92	2	is	be	AUX
fbem-18161	92	3	a	a	DET
fbem-18161	92	4	neural	neural	ADJ
fbem-18161	92	5	network	network	NOUN
fbem-18161	92	6	specialized	specialize	VERB
fbem-18161	92	7	for	for	ADP
fbem-18161	92	8	processing	process	VERB
fbem-18161	92	9	sequential	sequential	ADJ
fbem-18161	92	10	data	datum	NOUN
fbem-18161	92	11	,	,	PUNCT
fbem-18161	92	12	with	with	ADP
fbem-18161	92	13	memory	memory	NOUN
fbem-18161	92	14	capabilities	capability	NOUN
fbem-18161	92	15	that	that	PRON
fbem-18161	92	16	can	can	AUX
fbem-18161	92	17	capture	capture	VERB
fbem-18161	92	18	patterns	pattern	NOUN
fbem-18161	92	19	in	in	ADP
fbem-18161	92	20	historical	historical	ADJ
fbem-18161	92	21	data	datum	NOUN
fbem-18161	92	22	.	.	PUNCT
fbem-18161	93	1	in	in	ADP
fbem-18161	93	2	stock	stock	NOUN
fbem-18161	93	3	price	price	NOUN
fbem-18161	93	4	prediction	prediction	NOUN
fbem-18161	93	5	,	,	PUNCT
fbem-18161	93	6	rnns	rnns	PROPN
fbem-18161	93	7	can	can	AUX
fbem-18161	93	8	learn	learn	VERB
fbem-18161	93	9	patterns	pattern	NOUN
fbem-18161	93	10	in	in	ADP
fbem-18161	93	11	historical	historical	ADJ
fbem-18161	93	12	price	price	NOUN
fbem-18161	93	13	data	datum	NOUN
fbem-18161	93	14	and	and	CCONJ
fbem-18161	93	15	predict	predict	VERB
fbem-18161	93	16	future	future	ADJ
fbem-18161	93	17	price	price	NOUN
fbem-18161	93	18	trends	trend	NOUN
fbem-18161	93	19	based	base	VERB
fbem-18161	93	20	on	on	ADP
fbem-18161	93	21	these	these	DET
fbem-18161	93	22	patterns	pattern	NOUN
fbem-18161	93	23	.	.	PUNCT
fbem-18161	94	1	by	by	ADP
fbem-18161	94	2	optimizing	optimize	VERB
fbem-18161	94	3	the	the	DET
fbem-18161	94	4	structure	structure	NOUN
fbem-18161	94	5	and	and	CCONJ
fbem-18161	94	6	parameters	parameter	NOUN
fbem-18161	94	7	of	of	ADP
fbem-18161	94	8	the	the	DET
fbem-18161	94	9	rnn	rnn	NOUN
fbem-18161	94	10	,	,	PUNCT
fbem-18161	94	11	gradually	gradually	ADV
fbem-18161	94	12	improve	improve	VERB
fbem-18161	94	13	its	its	PRON
fbem-18161	94	14	predictive	predictive	ADJ
fbem-18161	94	15	accuracy	accuracy	NOUN
fbem-18161	94	16	and	and	CCONJ
fbem-18161	94	17	stability	stability	NOUN
fbem-18161	94	18	.	.	PUNCT
fbem-18161	95	1	recurrent	recurrent	ADJ
fbem-18161	95	2	neural	neural	ADJ
fbem-18161	95	3	networks	network	NOUN
fbem-18161	95	4	have	have	VERB
fbem-18161	95	5	vast	vast	ADJ
fbem-18161	95	6	application	application	NOUN
fbem-18161	95	7	prospects	prospect	NOUN
fbem-18161	95	8	in	in	ADP
fbem-18161	95	9	stock	stock	NOUN
fbem-18161	95	10	price	price	NOUN
fbem-18161	95	11	prediction	prediction	NOUN
fbem-18161	95	12	,	,	PUNCT
fbem-18161	95	13	continuously	continuously	ADV
fbem-18161	95	14	optimizing	optimize	VERB
fbem-18161	95	15	the	the	DET
fbem-18161	95	16	model	model	NOUN
fbem-18161	95	17	structure	structure	NOUN
fbem-18161	95	18	and	and	CCONJ
fbem-18161	95	19	parameters	parameter	NOUN
fbem-18161	95	20	,	,	PUNCT
fbem-18161	95	21	improving	improve	VERB
fbem-18161	95	22	data	datum	NOUN
fbem-18161	95	23	preprocessing	preprocessing	NOUN
fbem-18161	95	24	methods	method	NOUN
fbem-18161	95	25	,	,	PUNCT
fbem-18161	95	26	further	far	ADV
fbem-18161	95	27	enhancing	enhance	VERB
fbem-18161	95	28	the	the	DET
fbem-18161	95	29	accuracy	accuracy	NOUN
fbem-18161	95	30	and	and	CCONJ
fbem-18161	95	31	stability	stability	NOUN
fbem-18161	95	32	of	of	ADP
fbem-18161	95	33	stock	stock	NOUN
fbem-18161	95	34	price	price	NOUN
fbem-18161	95	35	prediction	prediction	NOUN
fbem-18161	95	36	.	.	PUNCT
fbem-18161	96	1	therefore	therefore	ADV
fbem-18161	96	2	,	,	PUNCT
fbem-18161	96	3	in	in	ADP
fbem-18161	96	4	practical	practical	ADJ
fbem-18161	96	5	applications	application	NOUN
fbem-18161	96	6	,	,	PUNCT
fbem-18161	96	7	it	it	PRON
fbem-18161	96	8	’s	’	VERB
fbem-18161	96	9	essential	essential	ADJ
fbem-18161	96	10	to	to	PART
fbem-18161	96	11	combine	combine	VERB
fbem-18161	96	12	other	other	ADJ
fbem-18161	96	13	financial	financial	ADJ
fbem-18161	96	14	analysis	analysis	NOUN
fbem-18161	96	15	methods	method	NOUN
fbem-18161	96	16	and	and	CCONJ
fbem-18161	96	17	market	market	NOUN
fbem-18161	96	18	information	information	NOUN
fbem-18161	96	19	for	for	ADP
fbem-18161	96	20	multi	multi	ADJ
fbem-18161	96	21	-	-	ADJ
fbem-18161	96	22	angle	angle	ADJ
fbem-18161	96	23	and	and	CCONJ
fbem-18161	96	24	comprehensive	comprehensive	ADJ
fbem-18161	96	25	analysis	analysis	NOUN
fbem-18161	96	26	and	and	CCONJ
fbem-18161	96	27	prediction	prediction	NOUN
fbem-18161	96	28	.	.	PUNCT
fbem-18161	97	1	references	reference	NOUN
fbem-18161	97	2	[	[	X
fbem-18161	97	3	1	1	NUM
fbem-18161	97	4	]	]	PUNCT
fbem-18161	97	5	ananthi	ananthi	PROPN
fbem-18161	97	6	,	,	PUNCT
fbem-18161	97	7	m.	m.	NOUN
fbem-18161	97	8	,	,	PUNCT
fbem-18161	97	9	&	&	CCONJ
fbem-18161	97	10	vijayakumar	vijayakumar	PROPN
fbem-18161	97	11	,	,	PUNCT
fbem-18161	97	12	k.	k.	PROPN
fbem-18161	97	13	stock	stock	PROPN
fbem-18161	97	14	market	market	NOUN
fbem-18161	97	15	analysis	analysis	NOUN
fbem-18161	97	16	using	use	VERB
fbem-18161	97	17	candlestick	candlestick	NOUN
fbem-18161	97	18	regression	regression	NOUN
fbem-18161	97	19	and	and	CCONJ
fbem-18161	97	20	market	market	NOUN
fbem-18161	97	21	trend	trend	NOUN
fbem-18161	97	22	prediction	prediction	NOUN
fbem-18161	97	23	(	(	PUNCT
fbem-18161	97	24	ckrm	ckrm	NOUN
fbem-18161	97	25	)	)	PUNCT
fbem-18161	97	26	.	.	PUNCT
fbem-18161	98	1	journal	journal	PROPN
fbem-18161	98	2	of	of	ADP
fbem-18161	98	3	ambient	ambient	ADJ
fbem-18161	98	4	intelligence	intelligence	NOUN
fbem-18161	98	5	and	and	CCONJ
fbem-18161	98	6	humanized	humanize	VERB
fbem-18161	98	7	computing	computing	NOUN
fbem-18161	98	8	,	,	PUNCT
fbem-18161	98	9	2021	2021	NUM
fbem-18161	98	10	,	,	PUNCT
fbem-18161	98	11	12(5	12(5	NUM
fbem-18161	98	12	):	):	PUNCT
fbem-18161	98	13	4819–4826	4819–4826	NUM
fbem-18161	98	14	.	.	PUNCT
fbem-18161	99	1	[	[	X
fbem-18161	99	2	2	2	NUM
fbem-18161	99	3	]	]	SYM
fbem-18161	99	4	basak	basak	PROPN
fbem-18161	99	5	,	,	PUNCT
fbem-18161	99	6	s.	s.	PROPN
fbem-18161	99	7	,	,	PUNCT
fbem-18161	99	8	kar	kar	PROPN
fbem-18161	99	9	,	,	PUNCT
fbem-18161	99	10	s.	s.	PROPN
fbem-18161	99	11	,	,	PUNCT
fbem-18161	99	12	saha	saha	PROPN
fbem-18161	99	13	,	,	PUNCT
fbem-18161	99	14	s.	s.	PROPN
fbem-18161	99	15	,	,	PUNCT
fbem-18161	99	16	khaidem	khaidem	PROPN
fbem-18161	99	17	,	,	PUNCT
fbem-18161	99	18	l.	l.	PROPN
fbem-18161	99	19	,	,	PUNCT
fbem-18161	99	20	&	&	CCONJ
fbem-18161	99	21	dey	dey	PROPN
fbem-18161	99	22	,	,	PUNCT
fbem-18161	99	23	s.	s.	PROPN
fbem-18161	99	24	r.	r.	PROPN
fbem-18161	99	25	predicting	predict	VERB
fbem-18161	99	26	the	the	DET
fbem-18161	99	27	direction	direction	NOUN
fbem-18161	99	28	of	of	ADP
fbem-18161	99	29	stock	stock	NOUN
fbem-18161	99	30	market	market	NOUN
fbem-18161	99	31	prices	price	NOUN
fbem-18161	99	32	using	use	VERB
fbem-18161	99	33	tree	tree	NOUN
fbem-18161	99	34	-	-	PUNCT
fbem-18161	99	35	based	base	VERB
fbem-18161	99	36	classifiers[j	classifiers[j	PROPN
fbem-18161	99	37	]	]	X
fbem-18161	99	38	.	.	PUNCT
fbem-18161	100	1	the	the	DET
fbem-18161	100	2	north	north	ADJ
fbem-18161	100	3	american	american	PROPN
fbem-18161	100	4	journal	journal	PROPN
fbem-18161	100	5	of	of	ADP
fbem-18161	100	6	economics	economic	NOUN
fbem-18161	100	7	and	and	CCONJ
fbem-18161	100	8	finance	finance	NOUN
fbem-18161	100	9	,	,	PUNCT
fbem-18161	100	10	2019	2019	NUM
fbem-18161	100	11	,	,	PUNCT
fbem-18161	100	12	47	47	NUM
fbem-18161	100	13	:	:	PUNCT
fbem-18161	100	14	552–567	552–567	NUM
fbem-18161	100	15	.	.	PUNCT
fbem-18161	101	1	[	[	X
fbem-18161	101	2	3	3	NUM
fbem-18161	101	3	]	]	X
fbem-18161	101	4	deng	deng	PROPN
fbem-18161	101	5	,	,	PUNCT
fbem-18161	101	6	w.	w.	PROPN
fbem-18161	101	7	,	,	PUNCT
fbem-18161	101	8	shang	shang	PROPN
fbem-18161	101	9	,	,	PUNCT
fbem-18161	101	10	s.	s.	PROPN
fbem-18161	101	11	,	,	PUNCT
fbem-18161	101	12	cai	cai	PROPN
fbem-18161	101	13	,	,	PUNCT
fbem-18161	101	14	x.	x.	PROPN
fbem-18161	101	15	,	,	PUNCT
fbem-18161	101	16	zhao	zhao	PROPN
fbem-18161	101	17	,	,	PUNCT
fbem-18161	101	18	h.	h.	PROPN
fbem-18161	101	19	,	,	PUNCT
fbem-18161	101	20	song	song	NOUN
fbem-18161	101	21	,	,	PUNCT
fbem-18161	101	22	y.	y.	PROPN
fbem-18161	101	23	,	,	PUNCT
fbem-18161	101	24	&	&	CCONJ
fbem-18161	101	25	xu	xu	PROPN
fbem-18161	101	26	,	,	PUNCT
fbem-18161	101	27	j.	j.	PROPN
fbem-18161	101	28	an	an	DET
fbem-18161	101	29	improved	improve	VERB
fbem-18161	101	30	differential	differential	NOUN
fbem-18161	101	31	evolution	evolution	NOUN
fbem-18161	101	32	algorithm	algorithm	NOUN
fbem-18161	101	33	and	and	CCONJ
fbem-18161	101	34	its	its	PRON
fbem-18161	101	35	application	application	NOUN
fbem-18161	101	36	in	in	ADP
fbem-18161	101	37	optimization	optimization	NOUN
fbem-18161	101	38	problem[j	problem[j	NOUN
fbem-18161	101	39	]	]	PUNCT
fbem-18161	101	40	.	.	PUNCT
fbem-18161	101	41	soft	soft	ADJ
fbem-18161	101	42	computing	computing	NOUN
fbem-18161	101	43	,	,	PUNCT
fbem-18161	101	44	2021	2021	NUM
fbem-18161	101	45	,	,	PUNCT
fbem-18161	101	46	25(7	25(7	NUM
fbem-18161	101	47	):	):	PUNCT
fbem-18161	101	48	5277	5277	NUM
fbem-18161	101	49	–	–	PUNCT
fbem-18161	101	50	5298	5298	NUM
fbem-18161	101	51	.	.	PUNCT
fbem-18161	102	1	[	[	X
fbem-18161	102	2	4	4	NUM
fbem-18161	102	3	]	]	X
fbem-18161	102	4	freij	freij	PROPN
fbem-18161	102	5	,	,	PUNCT
fbem-18161	102	6	a.	a.	PROPN
fbem-18161	102	7	,	,	PUNCT
fbem-18161	102	8	walid	walid	PROPN
fbem-18161	102	9	,	,	PUNCT
fbem-18161	102	10	k.	k.	PROPN
fbem-18161	102	11	,	,	PUNCT
fbem-18161	102	12	&	&	CCONJ
fbem-18161	102	13	mustafa	mustafa	PROPN
fbem-18161	102	14	,	,	PUNCT
fbem-18161	102	15	m.	m.	NOUN
fbem-18161	102	16	deep	deep	ADJ
fbem-18161	102	17	learning	learning	NOUN
fbem-18161	102	18	model	model	NOUN
fbem-18161	102	19	for	for	ADP
fbem-18161	102	20	digital	digital	ADJ
fbem-18161	102	21	sales	sale	NOUN
fbem-18161	102	22	increasing	increase	VERB
fbem-18161	102	23	and	and	CCONJ
fbem-18161	102	24	forecasting	forecasting	NOUN
fbem-18161	102	25	:	:	PUNCT
fbem-18161	102	26	towards	towards	ADP
fbem-18161	102	27	smart	smart	ADJ
fbem-18161	102	28	ecommerce[j	ecommerce[j	PROPN
fbem-18161	102	29	]	]	PUNCT
fbem-18161	102	30	.	.	PUNCT
fbem-18161	103	1	journal	journal	PROPN
fbem-18161	103	2	of	of	ADP
fbem-18161	103	3	cybersecurity	cybersecurity	NOUN
fbem-18161	103	4	and	and	CCONJ
fbem-18161	103	5	information	information	NOUN
fbem-18161	103	6	management	management	NOUN
fbem-18161	103	7	,	,	PUNCT
fbem-18161	103	8	2021	2021	NUM
fbem-18161	103	9	,	,	PUNCT
fbem-18161	103	10	8(1	8(1	NOUN
fbem-18161	103	11	):	):	PUNCT
fbem-18161	103	12	26–34	26–34	NUM
fbem-18161	103	13	.	.	PUNCT
fbem-18161	104	1	[	[	X
fbem-18161	104	2	5	5	NUM
fbem-18161	104	3	]	]	X
fbem-18161	104	4	hiransha	hiransha	PROPN
fbem-18161	104	5	,	,	PUNCT
fbem-18161	104	6	m.	m.	NOUN
fbem-18161	104	7	,	,	PUNCT
fbem-18161	104	8	gopalakrishnan	gopalakrishnan	NOUN
fbem-18161	104	9	,	,	PUNCT
fbem-18161	104	10	e.	e.	PROPN
fbem-18161	104	11	a.	a.	PROPN
fbem-18161	104	12	,	,	PUNCT
fbem-18161	104	13	menon	menon	PROPN
fbem-18161	104	14	,	,	PUNCT
fbem-18161	104	15	v.	v.	PROPN
fbem-18161	104	16	k.	k.	PROPN
fbem-18161	104	17	,	,	PUNCT
fbem-18161	104	18	&	&	CCONJ
fbem-18161	104	19	soman	soman	NOUN
fbem-18161	104	20	,	,	PUNCT
fbem-18161	104	21	k.	k.	PROPN
fbem-18161	105	1	p.	p.	PROPN
fbem-18161	105	2	nse	nse	NOUN
fbem-18161	105	3	stock	stock	NOUN
fbem-18161	105	4	market	market	NOUN
fbem-18161	105	5	prediction	prediction	NOUN
fbem-18161	105	6	using	use	VERB
fbem-18161	105	7	deep	deep	ADJ
fbem-18161	105	8	-	-	PUNCT
fbem-18161	105	9	learning	learn	VERB
fbem-18161	105	10	models[j	models[j	PROPN
fbem-18161	105	11	]	]	PUNCT
fbem-18161	105	12	.	.	PUNCT
fbem-18161	106	1	procedia	procedia	PROPN
fbem-18161	106	2	computer	computer	NOUN
fbem-18161	106	3	science	science	NOUN
fbem-18161	106	4	,	,	PUNCT
fbem-18161	106	5	2018	2018	NUM
fbem-18161	106	6	,	,	PUNCT
fbem-18161	106	7	132	132	NUM
fbem-18161	106	8	:	:	SYM
fbem-18161	106	9	1351–1362	1351–1362	NUM
fbem-18161	106	10	.	.	PUNCT