id	sid	tid	token	lemma	pos
fbem-1739	1	1	frontiers	frontier	NOUN
fbem-1739	1	2	in	in	ADP
fbem-1739	1	3	business	business	NOUN
fbem-1739	1	4	,	,	PUNCT
fbem-1739	1	5	economics	economic	NOUN
fbem-1739	1	6	and	and	CCONJ
fbem-1739	1	7	management	management	NOUN
fbem-1739	1	8	issn	issn	PROPN
fbem-1739	1	9	:	:	PUNCT
fbem-1739	1	10	2766	2766	NUM
fbem-1739	1	11	-	-	PUNCT
fbem-1739	1	12	824x	824x	NUM
fbem-1739	1	13	|	|	ADJ
fbem-1739	1	14	vol	vol	NOUN
fbem-1739	1	15	.	.	PROPN
fbem-1739	2	1	5	5	NUM
fbem-1739	2	2	,	,	PUNCT
fbem-1739	2	3	no	no	INTJ
fbem-1739	2	4	.	.	NOUN
fbem-1739	2	5	2	2	NUM
fbem-1739	2	6	,	,	PUNCT
fbem-1739	2	7	2022	2022	NUM
fbem-1739	2	8	98	98	NUM
fbem-1739	2	9	stock	stock	NOUN
fbem-1739	2	10	prediction	prediction	NOUN
fbem-1739	2	11	and	and	CCONJ
fbem-1739	2	12	analysis	analysis	NOUN
fbem-1739	2	13	based	base	VERB
fbem-1739	2	14	on	on	ADP
fbem-1739	2	15	support	support	NOUN
fbem-1739	2	16	vector	vector	NOUN
fbem-1739	2	17	machine	machine	NOUN
fbem-1739	2	18	menglei	menglei	PROPN
fbem-1739	2	19	hu	hu	PROPN
fbem-1739	2	20	,	,	PUNCT
fbem-1739	2	21	zili	zili	NOUN
fbem-1739	2	22	tang	tang	PROPN
fbem-1739	2	23	,	,	PUNCT
fbem-1739	2	24	xiaoxian	xiaoxian	PROPN
fbem-1739	2	25	xie	xie	PROPN
fbem-1739	2	26	and	and	CCONJ
fbem-1739	2	27	min	min	PROPN
fbem-1739	2	28	jiang	jiang	PROPN
fbem-1739	2	29	anhui	anhui	PROPN
fbem-1739	2	30	university	university	PROPN
fbem-1739	2	31	of	of	ADP
fbem-1739	2	32	finance	finance	NOUN
fbem-1739	2	33	and	and	CCONJ
fbem-1739	2	34	economics	economic	NOUN
fbem-1739	2	35	,	,	PUNCT
fbem-1739	2	36	bengbu	bengbu	NOUN
fbem-1739	2	37	,	,	PUNCT
fbem-1739	2	38	233030	233030	NUM
fbem-1739	2	39	,	,	PUNCT
fbem-1739	2	40	china	china	PROPN
fbem-1739	2	41	abstract	abstract	PROPN
fbem-1739	2	42	:	:	PUNCT
fbem-1739	2	43	the	the	DET
fbem-1739	2	44	changes	change	NOUN
fbem-1739	2	45	of	of	ADP
fbem-1739	2	46	the	the	DET
fbem-1739	2	47	stock	stock	NOUN
fbem-1739	2	48	market	market	NOUN
fbem-1739	2	49	are	be	AUX
fbem-1739	2	50	closely	closely	ADV
fbem-1739	2	51	related	relate	VERB
fbem-1739	2	52	to	to	ADP
fbem-1739	2	53	the	the	DET
fbem-1739	2	54	market	market	NOUN
fbem-1739	2	55	development	development	NOUN
fbem-1739	2	56	and	and	CCONJ
fbem-1739	2	57	economic	economic	ADJ
fbem-1739	2	58	research	research	NOUN
fbem-1739	2	59	trends	trend	NOUN
fbem-1739	2	60	of	of	ADP
fbem-1739	2	61	the	the	DET
fbem-1739	2	62	whole	whole	ADJ
fbem-1739	2	63	country	country	NOUN
fbem-1739	2	64	.	.	PUNCT
fbem-1739	3	1	correctly	correctly	ADV
fbem-1739	3	2	predicting	predict	VERB
fbem-1739	3	3	the	the	DET
fbem-1739	3	4	stock	stock	NOUN
fbem-1739	3	5	price	price	NOUN
fbem-1739	3	6	trend	trend	NOUN
fbem-1739	3	7	is	be	AUX
fbem-1739	3	8	not	not	PART
fbem-1739	3	9	only	only	ADV
fbem-1739	3	10	beneficial	beneficial	ADJ
fbem-1739	3	11	for	for	SCONJ
fbem-1739	3	12	investors	investor	NOUN
fbem-1739	3	13	to	to	PART
fbem-1739	3	14	make	make	VERB
fbem-1739	3	15	correct	correct	ADJ
fbem-1739	3	16	investment	investment	NOUN
fbem-1739	3	17	management	management	NOUN
fbem-1739	3	18	decisions	decision	NOUN
fbem-1739	3	19	,	,	PUNCT
fbem-1739	3	20	but	but	CCONJ
fbem-1739	3	21	also	also	ADV
fbem-1739	3	22	plays	play	VERB
fbem-1739	3	23	an	an	DET
fbem-1739	3	24	important	important	ADJ
fbem-1739	3	25	role	role	NOUN
fbem-1739	3	26	in	in	ADP
fbem-1739	3	27	promoting	promote	VERB
fbem-1739	3	28	the	the	DET
fbem-1739	3	29	effective	effective	ADJ
fbem-1739	3	30	allocation	allocation	NOUN
fbem-1739	3	31	of	of	ADP
fbem-1739	3	32	resources	resource	NOUN
fbem-1739	3	33	and	and	CCONJ
fbem-1739	3	34	improving	improve	VERB
fbem-1739	3	35	market	market	NOUN
fbem-1739	3	36	effectiveness	effectiveness	NOUN
fbem-1739	3	37	.	.	PUNCT
fbem-1739	3	38	significance	significance	NOUN
fbem-1739	3	39	.	.	PUNCT
fbem-1739	4	1	to	to	ADP
fbem-1739	4	2	this	this	DET
fbem-1739	4	3	end	end	NOUN
fbem-1739	4	4	,	,	PUNCT
fbem-1739	4	5	the	the	DET
fbem-1739	4	6	daily	daily	ADJ
fbem-1739	4	7	closing	closing	NOUN
fbem-1739	4	8	prices	price	NOUN
fbem-1739	4	9	of	of	ADP
fbem-1739	4	10	shanghai	shanghai	PROPN
fbem-1739	4	11	hengrui	hengrui	PROPN
fbem-1739	4	12	medicine	medicine	PROPN
fbem-1739	4	13	and	and	CCONJ
fbem-1739	4	14	baosteel	baosteel	PROPN
fbem-1739	4	15	co.	co.	PROPN
fbem-1739	4	16	,	,	PUNCT
fbem-1739	4	17	ltd	ltd	PROPN
fbem-1739	4	18	.	.	PROPN
fbem-1739	4	19	are	be	AUX
fbem-1739	4	20	used	use	VERB
fbem-1739	4	21	as	as	ADP
fbem-1739	4	22	the	the	DET
fbem-1739	4	23	basic	basic	ADJ
fbem-1739	4	24	data	datum	NOUN
fbem-1739	4	25	,	,	PUNCT
fbem-1739	4	26	and	and	CCONJ
fbem-1739	4	27	the	the	DET
fbem-1739	4	28	support	support	NOUN
fbem-1739	4	29	vector	vector	NOUN
fbem-1739	4	30	machine	machine	NOUN
fbem-1739	4	31	of	of	ADP
fbem-1739	4	32	python	python	NOUN
fbem-1739	4	33	software	software	NOUN
fbem-1739	4	34	is	be	AUX
fbem-1739	4	35	used	use	VERB
fbem-1739	4	36	to	to	PART
fbem-1739	4	37	empirically	empirically	ADV
fbem-1739	4	38	predict	predict	VERB
fbem-1739	4	39	and	and	CCONJ
fbem-1739	4	40	analyze	analyze	VERB
fbem-1739	4	41	the	the	DET
fbem-1739	4	42	development	development	NOUN
fbem-1739	4	43	of	of	ADP
fbem-1739	4	44	my	my	PRON
fbem-1739	4	45	country	country	NOUN
fbem-1739	4	46	's	's	PART
fbem-1739	4	47	stock	stock	NOUN
fbem-1739	4	48	market	market	NOUN
fbem-1739	4	49	.	.	PUNCT
fbem-1739	5	1	the	the	DET
fbem-1739	5	2	accuracy	accuracy	NOUN
fbem-1739	5	3	rate	rate	NOUN
fbem-1739	5	4	is	be	AUX
fbem-1739	5	5	as	as	ADV
fbem-1739	5	6	high	high	ADJ
fbem-1739	5	7	as	as	ADP
fbem-1739	5	8	about	about	ADP
fbem-1739	5	9	90	90	NUM
fbem-1739	5	10	%	%	NOUN
fbem-1739	5	11	;	;	PUNCT
fbem-1739	5	12	then	then	ADV
fbem-1739	5	13	the	the	DET
fbem-1739	5	14	parameter	parameter	NOUN
fbem-1739	5	15	optimization	optimization	NOUN
fbem-1739	5	16	is	be	AUX
fbem-1739	5	17	carried	carry	VERB
fbem-1739	5	18	out	out	ADP
fbem-1739	5	19	on	on	ADP
fbem-1739	5	20	the	the	DET
fbem-1739	5	21	basis	basis	NOUN
fbem-1739	5	22	of	of	ADP
fbem-1739	5	23	the	the	DET
fbem-1739	5	24	model	model	NOUN
fbem-1739	5	25	again	again	ADV
fbem-1739	5	26	,	,	PUNCT
fbem-1739	5	27	and	and	CCONJ
fbem-1739	5	28	it	it	PRON
fbem-1739	5	29	is	be	AUX
fbem-1739	5	30	also	also	ADV
fbem-1739	5	31	concluded	conclude	VERB
fbem-1739	5	32	that	that	SCONJ
fbem-1739	5	33	the	the	DET
fbem-1739	5	34	accuracy	accuracy	NOUN
fbem-1739	5	35	of	of	ADP
fbem-1739	5	36	stock	stock	NOUN
fbem-1739	5	37	prediction	prediction	NOUN
fbem-1739	5	38	is	be	AUX
fbem-1739	5	39	as	as	ADV
fbem-1739	5	40	high	high	ADJ
fbem-1739	5	41	as	as	ADP
fbem-1739	5	42	about	about	ADP
fbem-1739	5	43	90	90	NUM
fbem-1739	5	44	%	%	NOUN
fbem-1739	5	45	,	,	PUNCT
fbem-1739	5	46	indicating	indicate	VERB
fbem-1739	5	47	that	that	SCONJ
fbem-1739	5	48	the	the	DET
fbem-1739	5	49	stock	stock	NOUN
fbem-1739	5	50	prediction	prediction	NOUN
fbem-1739	5	51	accuracy	accuracy	NOUN
fbem-1739	5	52	rate	rate	NOUN
fbem-1739	5	53	based	base	VERB
fbem-1739	5	54	on	on	ADP
fbem-1739	5	55	support	support	NOUN
fbem-1739	5	56	vector	vector	NOUN
fbem-1739	5	57	machine	machine	NOUN
fbem-1739	5	58	is	be	AUX
fbem-1739	5	59	ideal	ideal	ADJ
fbem-1739	5	60	and	and	CCONJ
fbem-1739	5	61	has	have	VERB
fbem-1739	5	62	meaningful	meaningful	ADJ
fbem-1739	5	63	.	.	PUNCT
fbem-1739	6	1	keywords	keyword	NOUN
fbem-1739	6	2	:	:	PUNCT
fbem-1739	6	3	support	support	NOUN
fbem-1739	6	4	vector	vector	NOUN
fbem-1739	6	5	machine	machine	NOUN
fbem-1739	6	6	,	,	PUNCT
fbem-1739	6	7	stock	stock	NOUN
fbem-1739	6	8	forecast	forecast	NOUN
fbem-1739	6	9	,	,	PUNCT
fbem-1739	6	10	parameter	parameter	NOUN
fbem-1739	6	11	optimization	optimization	NOUN
fbem-1739	6	12	.	.	PUNCT
fbem-1739	7	1	1	1	X
fbem-1739	7	2	.	.	X
fbem-1739	7	3	research	research	NOUN
fbem-1739	7	4	background	background	NOUN
fbem-1739	7	5	and	and	CCONJ
fbem-1739	7	6	purpose	purpose	VERB
fbem-1739	7	7	the	the	DET
fbem-1739	7	8	changes	change	NOUN
fbem-1739	7	9	of	of	ADP
fbem-1739	7	10	the	the	DET
fbem-1739	7	11	stock	stock	NOUN
fbem-1739	7	12	market	market	NOUN
fbem-1739	7	13	are	be	AUX
fbem-1739	7	14	inextricably	inextricably	ADV
fbem-1739	7	15	linked	link	VERB
fbem-1739	7	16	with	with	ADP
fbem-1739	7	17	the	the	DET
fbem-1739	7	18	development	development	NOUN
fbem-1739	7	19	of	of	ADP
fbem-1739	7	20	the	the	DET
fbem-1739	7	21	national	national	ADJ
fbem-1739	7	22	market	market	NOUN
fbem-1739	7	23	,	,	PUNCT
fbem-1739	7	24	and	and	CCONJ
fbem-1739	7	25	the	the	DET
fbem-1739	7	26	stock	stock	NOUN
fbem-1739	7	27	market	market	NOUN
fbem-1739	7	28	has	have	VERB
fbem-1739	7	29	a	a	DET
fbem-1739	7	30	very	very	ADV
fbem-1739	7	31	important	important	ADJ
fbem-1739	7	32	impact	impact	NOUN
fbem-1739	7	33	on	on	ADP
fbem-1739	7	34	the	the	DET
fbem-1739	7	35	continuous	continuous	ADJ
fbem-1739	7	36	growth	growth	NOUN
fbem-1739	7	37	of	of	ADP
fbem-1739	7	38	the	the	DET
fbem-1739	7	39	national	national	ADJ
fbem-1739	7	40	economy	economy	NOUN
fbem-1739	7	41	.	.	PUNCT
fbem-1739	8	1	the	the	DET
fbem-1739	8	2	future	future	ADJ
fbem-1739	8	3	stock	stock	NOUN
fbem-1739	8	4	price	price	NOUN
fbem-1739	8	5	trend	trend	NOUN
fbem-1739	8	6	has	have	AUX
fbem-1739	8	7	always	always	ADV
fbem-1739	8	8	been	be	AUX
fbem-1739	8	9	the	the	DET
fbem-1739	8	10	core	core	NOUN
fbem-1739	8	11	issue	issue	NOUN
fbem-1739	8	12	for	for	ADP
fbem-1739	8	13	investors	investor	NOUN
fbem-1739	8	14	.	.	PUNCT
fbem-1739	9	1	correct	correct	ADJ
fbem-1739	9	2	stock	stock	NOUN
fbem-1739	9	3	price	price	NOUN
fbem-1739	9	4	trend	trend	NOUN
fbem-1739	9	5	judgment	judgment	NOUN
fbem-1739	9	6	is	be	AUX
fbem-1739	9	7	not	not	PART
fbem-1739	9	8	only	only	ADV
fbem-1739	9	9	beneficial	beneficial	ADJ
fbem-1739	9	10	for	for	SCONJ
fbem-1739	9	11	investors	investor	NOUN
fbem-1739	9	12	to	to	PART
fbem-1739	9	13	make	make	VERB
fbem-1739	9	14	correct	correct	ADJ
fbem-1739	9	15	investment	investment	NOUN
fbem-1739	9	16	decisions	decision	NOUN
fbem-1739	9	17	,	,	PUNCT
fbem-1739	9	18	but	but	CCONJ
fbem-1739	9	19	also	also	ADV
fbem-1739	9	20	is	be	AUX
fbem-1739	9	21	of	of	ADP
fbem-1739	9	22	great	great	ADJ
fbem-1739	9	23	significance	significance	NOUN
fbem-1739	9	24	for	for	ADP
fbem-1739	9	25	promoting	promote	VERB
fbem-1739	9	26	the	the	DET
fbem-1739	9	27	effective	effective	ADJ
fbem-1739	9	28	allocation	allocation	NOUN
fbem-1739	9	29	of	of	ADP
fbem-1739	9	30	resources	resource	NOUN
fbem-1739	9	31	and	and	CCONJ
fbem-1739	9	32	enhancing	enhance	VERB
fbem-1739	9	33	the	the	DET
fbem-1739	9	34	effectiveness	effectiveness	NOUN
fbem-1739	9	35	of	of	ADP
fbem-1739	9	36	the	the	DET
fbem-1739	9	37	market	market	NOUN
fbem-1739	9	38	.	.	PUNCT
fbem-1739	10	1	this	this	DET
fbem-1739	10	2	article	article	NOUN
fbem-1739	10	3	predicts	predict	VERB
fbem-1739	10	4	and	and	CCONJ
fbem-1739	10	5	analyzes	analyze	VERB
fbem-1739	10	6	my	my	PRON
fbem-1739	10	7	country	country	NOUN
fbem-1739	10	8	's	's	PART
fbem-1739	10	9	stock	stock	NOUN
fbem-1739	10	10	market	market	NOUN
fbem-1739	10	11	by	by	ADP
fbem-1739	10	12	drawing	draw	VERB
fbem-1739	10	13	on	on	ADP
fbem-1739	10	14	the	the	DET
fbem-1739	10	15	research	research	NOUN
fbem-1739	10	16	experience	experience	NOUN
fbem-1739	10	17	of	of	ADP
fbem-1739	10	18	domestic	domestic	ADJ
fbem-1739	10	19	and	and	CCONJ
fbem-1739	10	20	foreign	foreign	ADJ
fbem-1739	10	21	scholars	scholar	NOUN
fbem-1739	10	22	on	on	ADP
fbem-1739	10	23	the	the	DET
fbem-1739	10	24	development	development	NOUN
fbem-1739	10	25	of	of	ADP
fbem-1739	10	26	securities	security	NOUN
fbem-1739	10	27	investment	investment	NOUN
fbem-1739	10	28	at	at	ADP
fbem-1739	10	29	the	the	DET
fbem-1739	10	30	national	national	ADJ
fbem-1739	10	31	level	level	NOUN
fbem-1739	10	32	and	and	CCONJ
fbem-1739	10	33	combining	combine	VERB
fbem-1739	10	34	some	some	DET
fbem-1739	10	35	basic	basic	ADJ
fbem-1739	10	36	stock	stock	NOUN
fbem-1739	10	37	indicators	indicator	NOUN
fbem-1739	10	38	.	.	PUNCT
fbem-1739	11	1	the	the	DET
fbem-1739	11	2	daily	daily	ADJ
fbem-1739	11	3	closing	closing	NOUN
fbem-1739	11	4	price	price	NOUN
fbem-1739	11	5	is	be	AUX
fbem-1739	11	6	selected	select	VERB
fbem-1739	11	7	as	as	ADP
fbem-1739	11	8	the	the	DET
fbem-1739	11	9	indicator	indicator	NOUN
fbem-1739	11	10	of	of	ADP
fbem-1739	11	11	stock	stock	NOUN
fbem-1739	11	12	market	market	NOUN
fbem-1739	11	13	forecast	forecast	NOUN
fbem-1739	11	14	to	to	PART
fbem-1739	11	15	measure	measure	VERB
fbem-1739	11	16	the	the	DET
fbem-1739	11	17	development	development	NOUN
fbem-1739	11	18	trend	trend	NOUN
fbem-1739	11	19	of	of	ADP
fbem-1739	11	20	my	my	PRON
fbem-1739	11	21	country	country	NOUN
fbem-1739	11	22	's	's	PART
fbem-1739	11	23	stocks	stock	NOUN
fbem-1739	11	24	,	,	PUNCT
fbem-1739	11	25	and	and	CCONJ
fbem-1739	11	26	through	through	ADP
fbem-1739	11	27	the	the	DET
fbem-1739	11	28	analysis	analysis	NOUN
fbem-1739	11	29	of	of	ADP
fbem-1739	11	30	the	the	DET
fbem-1739	11	31	status	status	NOUN
fbem-1739	11	32	quo	quo	NOUN
fbem-1739	11	33	and	and	CCONJ
fbem-1739	11	34	the	the	DET
fbem-1739	11	35	results	result	NOUN
fbem-1739	11	36	of	of	ADP
fbem-1739	11	37	market	market	NOUN
fbem-1739	11	38	measurement	measurement	NOUN
fbem-1739	11	39	,	,	PUNCT
fbem-1739	11	40	solutions	solution	NOUN
fbem-1739	11	41	to	to	ADP
fbem-1739	11	42	the	the	DET
fbem-1739	11	43	development	development	NOUN
fbem-1739	11	44	trend	trend	NOUN
fbem-1739	11	45	of	of	ADP
fbem-1739	11	46	my	my	PRON
fbem-1739	11	47	country	country	NOUN
fbem-1739	11	48	's	's	PART
fbem-1739	11	49	stocks	stock	NOUN
fbem-1739	11	50	are	be	AUX
fbem-1739	11	51	put	put	VERB
fbem-1739	11	52	forward	forward	ADV
fbem-1739	11	53	(	(	PUNCT
fbem-1739	11	54	chen	chen	PROPN
fbem-1739	11	55	fangfang	fangfang	PROPN
fbem-1739	12	1	[	[	X
fbem-1739	12	2	1	1	NUM
fbem-1739	12	3	]	]	PUNCT
fbem-1739	12	4	,	,	PUNCT
fbem-1739	12	5	2017	2017	NUM
fbem-1739	12	6	)	)	PUNCT
fbem-1739	12	7	.	.	PUNCT
fbem-1739	13	1	2	2	X
fbem-1739	13	2	.	.	X
fbem-1739	13	3	review	review	NOUN
fbem-1739	13	4	of	of	ADP
fbem-1739	13	5	domestic	domestic	ADJ
fbem-1739	13	6	and	and	CCONJ
fbem-1739	13	7	foreign	foreign	ADJ
fbem-1739	13	8	stock	stock	NOUN
fbem-1739	13	9	forecast	forecast	PROPN
fbem-1739	13	10	literature	literature	PROPN
fbem-1739	13	11	liu	liu	PROPN
fbem-1739	13	12	qingxia	qingxia	PROPN
fbem-1739	14	1	[	[	X
fbem-1739	14	2	2	2	NUM
fbem-1739	14	3	]	]	PUNCT
fbem-1739	14	4	(	(	PUNCT
fbem-1739	14	5	2017	2017	NUM
fbem-1739	14	6	)	)	PUNCT
fbem-1739	14	7	verified	verify	VERB
fbem-1739	14	8	that	that	SCONJ
fbem-1739	14	9	the	the	DET
fbem-1739	14	10	improved	improved	ADJ
fbem-1739	14	11	bp	bp	PROPN
fbem-1739	14	12	network	network	NOUN
fbem-1739	14	13	based	base	VERB
fbem-1739	14	14	on	on	ADP
fbem-1739	14	15	principal	principal	ADJ
fbem-1739	14	16	component	component	NOUN
fbem-1739	14	17	analysis	analysis	NOUN
fbem-1739	14	18	can	can	AUX
fbem-1739	14	19	be	be	AUX
fbem-1739	14	20	well	well	ADV
fbem-1739	14	21	adapted	adapt	VERB
fbem-1739	14	22	to	to	ADP
fbem-1739	14	23	stock	stock	NOUN
fbem-1739	14	24	data	datum	NOUN
fbem-1739	14	25	technology	technology	NOUN
fbem-1739	14	26	through	through	ADP
fbem-1739	14	27	learning	learning	NOUN
fbem-1739	14	28	and	and	CCONJ
fbem-1739	14	29	training	training	NOUN
fbem-1739	14	30	,	,	PUNCT
fbem-1739	14	31	and	and	CCONJ
fbem-1739	14	32	has	have	VERB
fbem-1739	14	33	a	a	DET
fbem-1739	14	34	better	well	ADJ
fbem-1739	14	35	prediction	prediction	NOUN
fbem-1739	14	36	effect	effect	NOUN
fbem-1739	14	37	.	.	PUNCT
fbem-1739	15	1	shen	shen	PROPN
fbem-1739	15	2	jinrong	jinrong	PROPN
fbem-1739	16	1	[	[	X
fbem-1739	16	2	3	3	NUM
fbem-1739	16	3	]	]	PUNCT
fbem-1739	16	4	(	(	PUNCT
fbem-1739	16	5	2017	2017	NUM
fbem-1739	16	6	)	)	PUNCT
fbem-1739	16	7	took	take	VERB
fbem-1739	16	8	financial	financial	ADJ
fbem-1739	16	9	indicators	indicator	NOUN
fbem-1739	16	10	as	as	ADP
fbem-1739	16	11	the	the	DET
fbem-1739	16	12	analysis	analysis	NOUN
fbem-1739	16	13	object	object	NOUN
fbem-1739	16	14	,	,	PUNCT
fbem-1739	16	15	and	and	CCONJ
fbem-1739	16	16	used	use	VERB
fbem-1739	16	17	the	the	DET
fbem-1739	16	18	improved	improved	ADJ
fbem-1739	16	19	cart	cart	NOUN
fbem-1739	16	20	decision	decision	NOUN
fbem-1739	16	21	tree	tree	NOUN
fbem-1739	16	22	and	and	CCONJ
fbem-1739	16	23	stepwise	stepwise	ADJ
fbem-1739	16	24	regression	regression	NOUN
fbem-1739	16	25	to	to	PART
fbem-1739	16	26	measure	measure	VERB
fbem-1739	16	27	,	,	PUNCT
fbem-1739	16	28	and	and	CCONJ
fbem-1739	16	29	concluded	conclude	VERB
fbem-1739	16	30	that	that	SCONJ
fbem-1739	16	31	the	the	DET
fbem-1739	16	32	stepwise	stepwise	PROPN
fbem-1739	16	33	regression	regression	NOUN
fbem-1739	16	34	model	model	NOUN
fbem-1739	16	35	based	base	VERB
fbem-1739	16	36	on	on	ADP
fbem-1739	16	37	the	the	DET
fbem-1739	16	38	decision	decision	NOUN
fbem-1739	16	39	tree	tree	NOUN
fbem-1739	16	40	can	can	AUX
fbem-1739	16	41	reduce	reduce	VERB
fbem-1739	16	42	the	the	DET
fbem-1739	16	43	financial	financial	ADJ
fbem-1739	16	44	indicators	indicator	NOUN
fbem-1739	16	45	that	that	PRON
fbem-1739	16	46	affect	affect	VERB
fbem-1739	16	47	the	the	DET
fbem-1739	16	48	target	target	NOUN
fbem-1739	16	49	variable	variable	NOUN
fbem-1739	16	50	and	and	CCONJ
fbem-1739	16	51	improve	improve	VERB
fbem-1739	16	52	the	the	DET
fbem-1739	16	53	model	model	NOUN
fbem-1739	16	54	prediction	prediction	NOUN
fbem-1739	16	55	accuracy	accuracy	NOUN
fbem-1739	16	56	.	.	PUNCT
fbem-1739	16	57	.	.	PUNCT
fbem-1739	17	1	li	li	PROPN
fbem-1739	17	2	dan	dan	PROPN
fbem-1739	18	1	[	[	X
fbem-1739	18	2	4	4	NUM
fbem-1739	18	3	]	]	SYM
fbem-1739	18	4	(	(	PUNCT
fbem-1739	18	5	2018	2018	NUM
fbem-1739	18	6	)	)	PUNCT
fbem-1739	18	7	studied	study	VERB
fbem-1739	18	8	the	the	DET
fbem-1739	18	9	stock	stock	NOUN
fbem-1739	18	10	forecasting	forecasting	NOUN
fbem-1739	18	11	problem	problem	NOUN
fbem-1739	18	12	from	from	ADP
fbem-1739	18	13	the	the	DET
fbem-1739	18	14	perspective	perspective	NOUN
fbem-1739	18	15	and	and	CCONJ
fbem-1739	18	16	conducted	conduct	VERB
fbem-1739	18	17	empirical	empirical	ADJ
fbem-1739	18	18	analysis	analysis	NOUN
fbem-1739	18	19	,	,	PUNCT
fbem-1739	18	20	and	and	CCONJ
fbem-1739	18	21	analyzed	analyze	VERB
fbem-1739	18	22	the	the	DET
fbem-1739	18	23	stock	stock	NOUN
fbem-1739	18	24	forecasting	forecast	VERB
fbem-1739	18	25	optimal	optimal	ADJ
fbem-1739	18	26	network	network	NOUN
fbem-1739	18	27	structure	structure	NOUN
fbem-1739	18	28	,	,	PUNCT
fbem-1739	18	29	forecasting	forecasting	NOUN
fbem-1739	18	30	results	result	NOUN
fbem-1739	18	31	and	and	CCONJ
fbem-1739	18	32	experimental	experimental	ADJ
fbem-1739	18	33	results	result	NOUN
fbem-1739	18	34	of	of	ADP
fbem-1739	18	35	svfd	svfd	NOUN
fbem-1739	18	36	-	-	PUNCT
fbem-1739	18	37	bpnn	bpnn	NOUN
fbem-1739	18	38	,	,	PUNCT
fbem-1739	18	39	mvfdif	mvfdif	NOUN
fbem-1739	18	40	-	-	PUNCT
fbem-1739	18	41	bpnn	bpnn	NOUN
fbem-1739	18	42	and	and	CCONJ
fbem-1739	18	43	mvfdil	mvfdil	NOUN
fbem-1739	18	44	-	-	PUNCT
fbem-1739	18	45	bpnn	bpnn	NOUN
fbem-1739	18	46	.	.	PUNCT
fbem-1739	19	1	hu	hu	PROPN
fbem-1739	19	2	di	di	PROPN
fbem-1739	19	3	and	and	CCONJ
fbem-1739	19	4	huang	huang	PROPN
fbem-1739	19	5	wei	wei	PROPN
fbem-1739	20	1	[	[	X
fbem-1739	20	2	5	5	NUM
fbem-1739	20	3	]	]	PUNCT
fbem-1739	20	4	(	(	PUNCT
fbem-1739	20	5	2019	2019	NUM
fbem-1739	20	6	)	)	PUNCT
fbem-1739	20	7	based	base	VERB
fbem-1739	20	8	on	on	ADP
fbem-1739	20	9	svm	svm	ADJ
fbem-1739	20	10	combination	combination	NOUN
fbem-1739	20	11	algorithm	algorithm	NOUN
fbem-1739	20	12	and	and	CCONJ
fbem-1739	20	13	clustering	cluster	VERB
fbem-1739	20	14	stock	stock	NOUN
fbem-1739	20	15	prediction	prediction	NOUN
fbem-1739	20	16	algorithm	algorithm	NOUN
fbem-1739	20	17	neighbor	neighbor	NOUN
fbem-1739	20	18	propagation	propagation	NOUN
fbem-1739	20	19	clustering	cluster	VERB
fbem-1739	20	20	to	to	PART
fbem-1739	20	21	empirically	empirically	ADV
fbem-1739	20	22	analyze	analyze	VERB
fbem-1739	20	23	stock	stock	NOUN
fbem-1739	20	24	correlation	correlation	NOUN
fbem-1739	20	25	,	,	PUNCT
fbem-1739	20	26	and	and	CCONJ
fbem-1739	20	27	verify	verify	VERB
fbem-1739	20	28	that	that	SCONJ
fbem-1739	20	29	the	the	DET
fbem-1739	20	30	combination	combination	NOUN
fbem-1739	20	31	of	of	ADP
fbem-1739	20	32	ap	ap	PROPN
fbem-1739	20	33	algorithm	algorithm	PROPN
fbem-1739	20	34	and	and	CCONJ
fbem-1739	20	35	other	other	ADJ
fbem-1739	20	36	algorithms	algorithm	NOUN
fbem-1739	20	37	improves	improve	VERB
fbem-1739	20	38	the	the	DET
fbem-1739	20	39	accuracy	accuracy	NOUN
fbem-1739	20	40	of	of	ADP
fbem-1739	20	41	stock	stock	NOUN
fbem-1739	20	42	prediction	prediction	NOUN
fbem-1739	20	43	.	.	PUNCT
fbem-1739	21	1	zhang	zhang	PROPN
fbem-1739	21	2	jinghua	jinghua	PROPN
fbem-1739	21	3	and	and	CCONJ
fbem-1739	21	4	gan	gan	PROPN
fbem-1739	21	5	yujian	yujian	NOUN
fbem-1739	22	1	[	[	X
fbem-1739	22	2	6	6	NUM
fbem-1739	22	3	]	]	PUNCT
fbem-1739	22	4	(	(	PUNCT
fbem-1739	22	5	2019	2019	NUM
fbem-1739	22	6	)	)	PUNCT
fbem-1739	22	7	proposed	propose	VERB
fbem-1739	22	8	that	that	SCONJ
fbem-1739	22	9	the	the	DET
fbem-1739	22	10	deep	deep	ADJ
fbem-1739	22	11	learning	learning	NOUN
fbem-1739	22	12	support	support	NOUN
fbem-1739	22	13	vector	vector	NOUN
fbem-1739	22	14	machine	machine	NOUN
fbem-1739	22	15	optimizes	optimize	VERB
fbem-1739	22	16	the	the	DET
fbem-1739	22	17	configuration	configuration	NOUN
fbem-1739	22	18	of	of	ADP
fbem-1739	22	19	the	the	DET
fbem-1739	22	20	model	model	NOUN
fbem-1739	22	21	parameters	parameter	NOUN
fbem-1739	22	22	,	,	PUNCT
fbem-1739	22	23	and	and	CCONJ
fbem-1739	22	24	uses	use	VERB
fbem-1739	22	25	the	the	DET
fbem-1739	22	26	model	model	NOUN
fbem-1739	22	27	to	to	PART
fbem-1739	22	28	conduct	conduct	VERB
fbem-1739	22	29	simulation	simulation	NOUN
fbem-1739	22	30	experiments	experiment	NOUN
fbem-1739	22	31	.	.	PUNCT
fbem-1739	23	1	the	the	DET
fbem-1739	23	2	results	result	NOUN
fbem-1739	23	3	show	show	VERB
fbem-1739	23	4	that	that	SCONJ
fbem-1739	23	5	the	the	DET
fbem-1739	23	6	deep	deep	ADJ
fbem-1739	23	7	learning	learning	NOUN
fbem-1739	23	8	svm	svm	NOUN
fbem-1739	23	9	has	have	AUX
fbem-1739	23	10	significantly	significantly	ADV
fbem-1739	23	11	improved	improve	VERB
fbem-1739	23	12	prediction	prediction	NOUN
fbem-1739	23	13	accuracy	accuracy	NOUN
fbem-1739	23	14	compared	compare	VERB
fbem-1739	23	15	with	with	ADP
fbem-1739	23	16	the	the	DET
fbem-1739	23	17	existing	exist	VERB
fbem-1739	23	18	svm	svm	NOUN
fbem-1739	23	19	.	.	PUNCT
fbem-1739	24	1	there	there	PRON
fbem-1739	24	2	are	be	VERB
fbem-1739	24	3	more	more	ADJ
fbem-1739	24	4	foreign	foreign	ADJ
fbem-1739	24	5	studies	study	NOUN
fbem-1739	24	6	on	on	ADP
fbem-1739	24	7	stock	stock	NOUN
fbem-1739	24	8	forecasting	forecasting	NOUN
fbem-1739	24	9	than	than	ADP
fbem-1739	24	10	domestic	domestic	ADJ
fbem-1739	24	11	ones	one	NOUN
fbem-1739	24	12	.	.	PUNCT
fbem-1739	25	1	charles	charles	PROPN
fbem-1739	25	2	dow	dow	PROPN
fbem-1739	26	1	[	[	X
fbem-1739	26	2	7	7	NUM
fbem-1739	26	3	]	]	X
fbem-1739	26	4	(	(	PUNCT
fbem-1739	26	5	1902	1902	NUM
fbem-1739	26	6	)	)	PUNCT
fbem-1739	26	7	wrote	write	VERB
fbem-1739	26	8	a	a	DET
fbem-1739	26	9	review	review	NOUN
fbem-1739	26	10	of	of	ADP
fbem-1739	26	11	the	the	DET
fbem-1739	26	12	market	market	NOUN
fbem-1739	26	13	view	view	NOUN
fbem-1739	26	14	.	.	PUNCT
fbem-1739	27	1	sam	sam	PROPN
fbem-1739	27	2	nelson	nelson	PROPN
fbem-1739	27	3	developed	develop	VERB
fbem-1739	27	4	his	his	PRON
fbem-1739	27	5	views	view	NOUN
fbem-1739	27	6	on	on	ADP
fbem-1739	27	7	the	the	DET
fbem-1739	27	8	basis	basis	NOUN
fbem-1739	27	9	of	of	ADP
fbem-1739	27	10	his	his	PRON
fbem-1739	27	11	comments	comment	NOUN
fbem-1739	27	12	on	on	ADP
fbem-1739	27	13	the	the	DET
fbem-1739	27	14	view	view	NOUN
fbem-1739	27	15	of	of	ADP
fbem-1739	27	16	the	the	DET
fbem-1739	27	17	market	market	NOUN
fbem-1739	27	18	,	,	PUNCT
fbem-1739	27	19	eventually	eventually	ADV
fbem-1739	27	20	forming	form	VERB
fbem-1739	27	21	the	the	DET
fbem-1739	27	22	dow	dow	PROPN
fbem-1739	27	23	theory	theory	NOUN
fbem-1739	27	24	.	.	PUNCT
fbem-1739	28	1	w.d	w.d	PROPN
fbem-1739	28	2	.	.	PUNCT
fbem-1739	28	3	gann[8	gann[8	PROPN
fbem-1739	28	4	]	]	PUNCT
fbem-1739	28	5	studied	study	VERB
fbem-1739	28	6	the	the	DET
fbem-1739	28	7	importance	importance	NOUN
fbem-1739	28	8	of	of	ADP
fbem-1739	28	9	time	time	NOUN
fbem-1739	28	10	and	and	CCONJ
fbem-1739	28	11	put	put	VERB
fbem-1739	28	12	forward	forward	ADV
fbem-1739	28	13	the	the	DET
fbem-1739	28	14	concept	concept	NOUN
fbem-1739	28	15	of	of	ADP
fbem-1739	28	16	"	"	PUNCT
fbem-1739	28	17	price	price	NOUN
fbem-1739	28	18	-	-	PUNCT
fbem-1739	28	19	time	time	NOUN
fbem-1739	28	20	equivalence	equivalence	NOUN
fbem-1739	28	21	"	"	PUNCT
fbem-1739	28	22	.	.	PUNCT
fbem-1739	29	1	frank	frank	PROPN
fbem-1739	29	2	rosenblatt	rosenblatt	PROPN
fbem-1739	29	3	(	(	PUNCT
fbem-1739	29	4	1957	1957	NUM
fbem-1739	29	5	)	)	PUNCT
fbem-1739	29	6	invented	invent	VERB
fbem-1739	29	7	linear	linear	PROPN
fbem-1739	29	8	classifiers	classifier	NOUN
fbem-1739	29	9	called	call	VERB
fbem-1739	29	10	perceptrons	perceptron	NOUN
fbem-1739	29	11	.	.	PUNCT
fbem-1739	30	1	in	in	ADP
fbem-1739	30	2	the	the	DET
fbem-1739	30	3	mid-1990s	mid-1990	NOUN
fbem-1739	30	4	,	,	PUNCT
fbem-1739	30	5	corinna	corinna	PROPN
fbem-1739	30	6	cortes	corte	VERB
fbem-1739	30	7	and	and	CCONJ
fbem-1739	30	8	vapnik	vapnik	NOUN
fbem-1739	30	9	proposed	propose	VERB
fbem-1739	30	10	a	a	DET
fbem-1739	30	11	statistical	statistical	ADJ
fbem-1739	30	12	learning	learning	NOUN
fbem-1739	30	13	-	-	PUNCT
fbem-1739	30	14	based	base	VERB
fbem-1739	30	15	svm	svm	NOUN
fbem-1739	30	16	with	with	ADP
fbem-1739	30	17	many	many	ADJ
fbem-1739	30	18	unique	unique	ADJ
fbem-1739	30	19	advantages	advantage	NOUN
fbem-1739	30	20	in	in	ADP
fbem-1739	30	21	the	the	DET
fbem-1739	30	22	face	face	NOUN
fbem-1739	30	23	of	of	ADP
fbem-1739	30	24	nonlinear	nonlinear	ADJ
fbem-1739	30	25	,	,	PUNCT
fbem-1739	30	26	small	small	ADJ
fbem-1739	30	27	-	-	PUNCT
fbem-1739	30	28	sample	sample	NOUN
fbem-1739	30	29	,	,	PUNCT
fbem-1739	30	30	highdimensional	highdimensional	ADJ
fbem-1739	30	31	pattern	pattern	NOUN
fbem-1739	30	32	recognition	recognition	NOUN
fbem-1739	30	33	problems	problem	NOUN
fbem-1739	30	34	.	.	PUNCT
fbem-1739	31	1	lerner	lerner	PROPN
fbem-1739	31	2	and	and	CCONJ
fbem-1739	31	3	vapnik	vapnik	X
fbem-1739	31	4	[	[	X
fbem-1739	31	5	9	9	NUM
fbem-1739	31	6	]	]	PUNCT
fbem-1739	31	7	(	(	PUNCT
fbem-1739	31	8	1963	1963	NUM
fbem-1739	31	9	)	)	PUNCT
fbem-1739	31	10	introduced	introduce	VERB
fbem-1739	31	11	the	the	DET
fbem-1739	31	12	maximum	maximum	ADJ
fbem-1739	31	13	interval	interval	NOUN
fbem-1739	31	14	classification	classification	NOUN
fbem-1739	31	15	algorithm	algorithm	NOUN
fbem-1739	31	16	.	.	PUNCT
fbem-1739	32	1	soft	soft	ADJ
fbem-1739	32	2	margin	margin	NOUN
fbem-1739	32	3	classifiers	classifier	NOUN
fbem-1739	32	4	were	be	AUX
fbem-1739	32	5	introduced	introduce	VERB
fbem-1739	32	6	by	by	ADP
fbem-1739	32	7	cortes	corte	NOUN
fbem-1739	32	8	and	and	CCONJ
fbem-1739	32	9	vapnik	vapnik	X
fbem-1739	32	10	(	(	PUNCT
fbem-1739	32	11	1995	1995	NUM
fbem-1739	32	12	)	)	PUNCT
fbem-1739	32	13	,	,	PUNCT
fbem-1739	32	14	the	the	DET
fbem-1739	32	15	same	same	ADJ
fbem-1739	32	16	year	year	NOUN
fbem-1739	32	17	svm	svm	NOUN
fbem-1739	32	18	was	be	AUX
fbem-1739	32	19	extended	extend	VERB
fbem-1739	32	20	to	to	ADP
fbem-1739	32	21	regression	regression	NOUN
fbem-1739	32	22	models	model	NOUN
fbem-1739	32	23	.	.	PUNCT
fbem-1739	33	1	gavrishchaka	gavrishchaka	PROPN
fbem-1739	34	1	[	[	X
fbem-1739	34	2	10	10	NUM
fbem-1739	34	3	]	]	PUNCT
fbem-1739	34	4	et	et	PROPN
fbem-1739	34	5	al	al	PROPN
fbem-1739	34	6	.	.	PROPN
fbem-1739	35	1	(	(	PUNCT
fbem-1739	35	2	2006	2006	NUM
fbem-1739	35	3	)	)	PUNCT
fbem-1739	35	4	studied	study	VERB
fbem-1739	35	5	the	the	DET
fbem-1739	35	6	volatility	volatility	NOUN
fbem-1739	35	7	and	and	CCONJ
fbem-1739	35	8	risk	risk	NOUN
fbem-1739	35	9	of	of	ADP
fbem-1739	35	10	the	the	DET
fbem-1739	35	11	stock	stock	NOUN
fbem-1739	35	12	market	market	NOUN
fbem-1739	35	13	.	.	PUNCT
fbem-1739	36	1	compared	compare	VERB
fbem-1739	36	2	with	with	ADP
fbem-1739	36	3	the	the	DET
fbem-1739	36	4	existing	exist	VERB
fbem-1739	36	5	mainstream	mainstream	NOUN
fbem-1739	36	6	models	model	NOUN
fbem-1739	36	7	,	,	PUNCT
fbem-1739	36	8	the	the	DET
fbem-1739	36	9	use	use	NOUN
fbem-1739	36	10	of	of	ADP
fbem-1739	36	11	svm	svm	NOUN
fbem-1739	36	12	to	to	PART
fbem-1739	36	13	build	build	VERB
fbem-1739	36	14	a	a	DET
fbem-1739	36	15	volatility	volatility	NOUN
fbem-1739	36	16	evaluation	evaluation	NOUN
fbem-1739	36	17	framework	framework	NOUN
fbem-1739	36	18	can	can	AUX
fbem-1739	36	19	effectively	effectively	ADV
fbem-1739	36	20	deal	deal	VERB
fbem-1739	36	21	with	with	ADP
fbem-1739	36	22	high	high	ADJ
fbem-1739	36	23	-	-	PUNCT
fbem-1739	36	24	dimensional	dimensional	ADJ
fbem-1739	36	25	data	datum	NOUN
fbem-1739	36	26	,	,	PUNCT
fbem-1739	36	27	and	and	CCONJ
fbem-1739	36	28	can	can	AUX
fbem-1739	36	29	conduct	conduct	VERB
fbem-1739	36	30	longer	long	ADJ
fbem-1739	36	31	-	-	PUNCT
fbem-1739	36	32	term	term	NOUN
fbem-1739	36	33	and	and	CCONJ
fbem-1739	36	34	larger	large	ADJ
fbem-1739	36	35	volatility	volatility	NOUN
fbem-1739	36	36	analysis	analysis	NOUN
fbem-1739	36	37	.	.	PUNCT
fbem-1739	37	1	scale	scale	NOUN
fbem-1739	37	2	evaluation	evaluation	NOUN
fbem-1739	37	3	,	,	PUNCT
fbem-1739	37	4	the	the	DET
fbem-1739	37	5	effect	effect	NOUN
fbem-1739	37	6	is	be	AUX
fbem-1739	37	7	better	well	ADJ
fbem-1739	37	8	than	than	ADP
fbem-1739	37	9	other	other	ADJ
fbem-1739	37	10	mainstream	mainstream	NOUN
fbem-1739	37	11	evaluation	evaluation	NOUN
fbem-1739	37	12	models	model	NOUN
fbem-1739	37	13	.	.	PUNCT
fbem-1739	38	1	funatsu	funatsu	NOUN
fbem-1739	38	2	and	and	CCONJ
fbem-1739	38	3	kaneko	kaneko	X
fbem-1739	39	1	[	[	X
fbem-1739	39	2	11	11	NUM
fbem-1739	39	3	]	]	X
fbem-1739	39	4	(	(	PUNCT
fbem-1739	39	5	2013	2013	NUM
fbem-1739	39	6	)	)	PUNCT
fbem-1739	39	7	proposed	propose	VERB
fbem-1739	39	8	an	an	DET
fbem-1739	39	9	online	online	ADJ
fbem-1739	39	10	support	support	NOUN
fbem-1739	39	11	vector	vector	NOUN
fbem-1739	39	12	machine	machine	NOUN
fbem-1739	39	13	based	base	VERB
fbem-1739	39	14	on	on	ADP
fbem-1739	39	15	time	time	NOUN
fbem-1739	39	16	series	series	NOUN
fbem-1739	39	17	to	to	PART
fbem-1739	39	18	study	study	VERB
fbem-1739	39	19	adaptive	adaptive	ADJ
fbem-1739	39	20	softwareaware	softwareaware	NOUN
fbem-1739	39	21	prediction	prediction	NOUN
fbem-1739	39	22	models	model	NOUN
fbem-1739	39	23	.	.	PUNCT
fbem-1739	40	1	in	in	ADP
fbem-1739	40	2	addition	addition	NOUN
fbem-1739	40	3	,	,	PUNCT
fbem-1739	40	4	the	the	DET
fbem-1739	40	5	window	window	NOUN
fbem-1739	40	6	size	size	NOUN
fbem-1739	40	7	and	and	CCONJ
fbem-1739	40	8	appropriate	appropriate	ADJ
fbem-1739	40	9	hyperparameter	hyperparameter	NOUN
fbem-1739	40	10	settings	setting	NOUN
fbem-1739	40	11	are	be	AUX
fbem-1739	40	12	investigated	investigate	VERB
fbem-1739	40	13	,	,	PUNCT
fbem-1739	40	14	resulting	result	VERB
fbem-1739	40	15	in	in	ADP
fbem-1739	40	16	regression	regression	NOUN
fbem-1739	40	17	reliability	reliability	NOUN
fbem-1739	40	18	predictions	prediction	NOUN
fbem-1739	40	19	.	.	PUNCT
fbem-1739	41	1	to	to	PART
fbem-1739	41	2	sum	sum	VERB
fbem-1739	41	3	up	up	ADP
fbem-1739	41	4	,	,	PUNCT
fbem-1739	41	5	although	although	SCONJ
fbem-1739	41	6	great	great	ADJ
fbem-1739	41	7	progress	progress	NOUN
fbem-1739	41	8	has	have	AUX
fbem-1739	41	9	been	be	AUX
fbem-1739	41	10	made	make	VERB
fbem-1739	41	11	in	in	ADP
fbem-1739	41	12	stock	stock	NOUN
fbem-1739	41	13	market	market	NOUN
fbem-1739	41	14	forecasting	forecasting	NOUN
fbem-1739	41	15	,	,	PUNCT
fbem-1739	41	16	there	there	PRON
fbem-1739	41	17	are	be	VERB
fbem-1739	41	18	still	still	ADV
fbem-1739	41	19	many	many	ADJ
fbem-1739	41	20	places	place	NOUN
fbem-1739	41	21	to	to	PART
fbem-1739	41	22	explore	explore	VERB
fbem-1739	41	23	the	the	DET
fbem-1739	41	24	depth	depth	NOUN
fbem-1739	41	25	and	and	CCONJ
fbem-1739	41	26	scope	scope	NOUN
fbem-1739	41	27	of	of	ADP
fbem-1739	41	28	application	application	NOUN
fbem-1739	41	29	of	of	ADP
fbem-1739	41	30	the	the	DET
fbem-1739	41	31	theory	theory	NOUN
fbem-1739	41	32	.	.	PUNCT
fbem-1739	42	1	at	at	ADP
fbem-1739	42	2	present	present	ADJ
fbem-1739	42	3	,	,	PUNCT
fbem-1739	42	4	it	it	PRON
fbem-1739	42	5	is	be	AUX
fbem-1739	42	6	not	not	PART
fbem-1739	42	7	only	only	ADV
fbem-1739	42	8	an	an	DET
fbem-1739	42	9	important	important	ADJ
fbem-1739	42	10	period	period	NOUN
fbem-1739	42	11	for	for	ADP
fbem-1739	42	12	the	the	DET
fbem-1739	42	13	development	development	NOUN
fbem-1739	42	14	of	of	ADP
fbem-1739	42	15	the	the	DET
fbem-1739	42	16	national	national	ADJ
fbem-1739	42	17	economy	economy	NOUN
fbem-1739	42	18	,	,	PUNCT
fbem-1739	42	19	but	but	CCONJ
fbem-1739	42	20	also	also	ADV
fbem-1739	42	21	the	the	DET
fbem-1739	42	22	development	development	NOUN
fbem-1739	42	23	of	of	ADP
fbem-1739	42	24	changes	change	NOUN
fbem-1739	42	25	in	in	ADP
fbem-1739	42	26	china	china	PROPN
fbem-1739	42	27	's	's	PART
fbem-1739	42	28	securities	security	NOUN
fbem-1739	42	29	investment	investment	NOUN
fbem-1739	42	30	.	.	PUNCT
fbem-1739	43	1	important	important	ADJ
fbem-1739	43	2	period	period	NOUN
fbem-1739	43	3	.	.	PUNCT
fbem-1739	44	1	therefore	therefore	ADV
fbem-1739	44	2	,	,	PUNCT
fbem-1739	44	3	on	on	ADP
fbem-1739	44	4	99	99	NUM
fbem-1739	44	5	the	the	DET
fbem-1739	44	6	basis	basis	NOUN
fbem-1739	44	7	of	of	ADP
fbem-1739	44	8	the	the	DET
fbem-1739	44	9	advanced	advanced	ADJ
fbem-1739	44	10	theories	theory	NOUN
fbem-1739	44	11	put	put	VERB
fbem-1739	44	12	forward	forward	ADV
fbem-1739	44	13	by	by	ADP
fbem-1739	44	14	scholars	scholar	NOUN
fbem-1739	44	15	at	at	ADP
fbem-1739	44	16	home	home	NOUN
fbem-1739	44	17	and	and	CCONJ
fbem-1739	44	18	abroad	abroad	ADV
fbem-1739	44	19	,	,	PUNCT
fbem-1739	44	20	how	how	SCONJ
fbem-1739	44	21	to	to	PART
fbem-1739	44	22	find	find	VERB
fbem-1739	44	23	a	a	DET
fbem-1739	44	24	method	method	NOUN
fbem-1739	44	25	that	that	PRON
fbem-1739	44	26	can	can	AUX
fbem-1739	44	27	effectively	effectively	ADV
fbem-1739	44	28	improve	improve	VERB
fbem-1739	44	29	the	the	DET
fbem-1739	44	30	current	current	ADJ
fbem-1739	44	31	defect	defect	NOUN
fbem-1739	44	32	becomes	become	VERB
fbem-1739	44	33	the	the	DET
fbem-1739	44	34	key	key	NOUN
fbem-1739	44	35	.	.	PUNCT
fbem-1739	45	1	based	base	VERB
fbem-1739	45	2	on	on	ADP
fbem-1739	45	3	the	the	DET
fbem-1739	45	4	above	above	ADJ
fbem-1739	45	5	considerations	consideration	NOUN
fbem-1739	45	6	,	,	PUNCT
fbem-1739	45	7	this	this	DET
fbem-1739	45	8	paper	paper	NOUN
fbem-1739	45	9	chooses	choose	VERB
fbem-1739	45	10	svc	svc	PROPN
fbem-1739	45	11	in	in	ADP
fbem-1739	45	12	svm	svm	PROPN
fbem-1739	45	13	with	with	ADP
fbem-1739	45	14	strong	strong	ADJ
fbem-1739	45	15	generalization	generalization	NOUN
fbem-1739	45	16	ability	ability	NOUN
fbem-1739	45	17	as	as	ADP
fbem-1739	45	18	the	the	DET
fbem-1739	45	19	core	core	NOUN
fbem-1739	45	20	model	model	NOUN
fbem-1739	45	21	for	for	ADP
fbem-1739	45	22	predicting	predict	VERB
fbem-1739	45	23	stock	stock	NOUN
fbem-1739	45	24	prices	price	NOUN
fbem-1739	45	25	.	.	PUNCT
fbem-1739	46	1	3	3	X
fbem-1739	46	2	.	.	X
fbem-1739	46	3	theoretical	theoretical	ADJ
fbem-1739	46	4	basis	basis	NOUN
fbem-1739	46	5	3.1	3.1	NUM
fbem-1739	46	6	.	.	PUNCT
fbem-1739	47	1	the	the	DET
fbem-1739	47	2	concept	concept	NOUN
fbem-1739	47	3	of	of	ADP
fbem-1739	47	4	support	support	NOUN
fbem-1739	47	5	vector	vector	NOUN
fbem-1739	47	6	machine	machine	NOUN
fbem-1739	47	7	support	support	NOUN
fbem-1739	47	8	vector	vector	NOUN
fbem-1739	47	9	machine	machine	NOUN
fbem-1739	47	10	(	(	PUNCT
fbem-1739	47	11	svm	svm	PROPN
fbem-1739	47	12	)	)	PUNCT
fbem-1739	47	13	is	be	AUX
fbem-1739	47	14	a	a	DET
fbem-1739	47	15	machine	machine	NOUN
fbem-1739	47	16	learning	learning	NOUN
fbem-1739	47	17	method	method	NOUN
fbem-1739	47	18	based	base	VERB
fbem-1739	47	19	on	on	ADP
fbem-1739	47	20	vc	vc	PROPN
fbem-1739	47	21	dimension	dimension	NOUN
fbem-1739	47	22	theory	theory	NOUN
fbem-1739	47	23	and	and	CCONJ
fbem-1739	47	24	structural	structural	ADJ
fbem-1739	47	25	risk	risk	NOUN
fbem-1739	47	26	minimization	minimization	NOUN
fbem-1739	47	27	theory	theory	NOUN
fbem-1739	47	28	proposed	propose	VERB
fbem-1739	47	29	by	by	ADP
fbem-1739	47	30	vapnic	vapnic	PROPN
fbem-1739	47	31	et	et	PROPN
fbem-1739	47	32	al	al	PROPN
fbem-1739	47	33	.	.	PROPN
fbem-1739	48	1	at	at	ADP
fbem-1739	48	2	the	the	DET
fbem-1739	48	3	same	same	ADJ
fbem-1739	48	4	time	time	NOUN
fbem-1739	48	5	,	,	PUNCT
fbem-1739	48	6	it	it	PRON
fbem-1739	48	7	can	can	AUX
fbem-1739	48	8	also	also	ADV
fbem-1739	48	9	analyze	analyze	VERB
fbem-1739	48	10	nonlinear	nonlinear	ADJ
fbem-1739	48	11	classification	classification	NOUN
fbem-1739	48	12	through	through	ADP
fbem-1739	48	13	kernel	kernel	PROPN
fbem-1739	48	14	method	method	PROPN
fbem-1739	48	15	research	research	NOUN
fbem-1739	48	16	,	,	PUNCT
fbem-1739	48	17	which	which	PRON
fbem-1739	48	18	breaks	break	VERB
fbem-1739	48	19	through	through	ADP
fbem-1739	48	20	the	the	DET
fbem-1739	48	21	phenomenon	phenomenon	NOUN
fbem-1739	48	22	of	of	ADP
fbem-1739	48	23	small	small	ADJ
fbem-1739	48	24	-	-	PUNCT
fbem-1739	48	25	scale	scale	NOUN
fbem-1739	48	26	data	datum	NOUN
fbem-1739	48	27	overfitting	overfitting	NOUN
fbem-1739	48	28	that	that	PRON
fbem-1739	48	29	is	be	AUX
fbem-1739	48	30	easy	easy	ADJ
fbem-1739	48	31	to	to	PART
fbem-1739	48	32	occur	occur	VERB
fbem-1739	48	33	in	in	ADP
fbem-1739	48	34	traditional	traditional	ADJ
fbem-1739	48	35	machine	machine	NOUN
fbem-1739	48	36	learning	learning	NOUN
fbem-1739	48	37	based	base	VERB
fbem-1739	48	38	on	on	ADP
fbem-1739	48	39	empirical	empirical	ADJ
fbem-1739	48	40	risk	risk	NOUN
fbem-1739	48	41	minimization	minimization	NOUN
fbem-1739	48	42	theory	theory	NOUN
fbem-1739	48	43	.	.	PUNCT
fbem-1739	49	1	(	(	PUNCT
fbem-1739	49	2	1	1	X
fbem-1739	49	3	)	)	PUNCT
fbem-1739	49	4	introduction	introduction	NOUN
fbem-1739	49	5	to	to	ADP
fbem-1739	49	6	the	the	DET
fbem-1739	49	7	kernel	kernel	PROPN
fbem-1739	49	8	function	function	NOUN
fbem-1739	49	9	of	of	ADP
fbem-1739	49	10	the	the	DET
fbem-1739	49	11	support	support	NOUN
fbem-1739	49	12	vector	vector	NOUN
fbem-1739	49	13	machine	machine	NOUN
fbem-1739	49	14	in	in	ADP
fbem-1739	49	15	the	the	DET
fbem-1739	49	16	feature	feature	NOUN
fbem-1739	49	17	space	space	NOUN
fbem-1739	49	18	,	,	PUNCT
fbem-1739	49	19	we	we	PRON
fbem-1739	49	20	want	want	VERB
fbem-1739	49	21	the	the	DET
fbem-1739	49	22	samples	sample	NOUN
fbem-1739	49	23	to	to	PART
fbem-1739	49	24	be	be	AUX
fbem-1739	49	25	linearly	linearly	ADV
fbem-1739	49	26	separable	separable	ADJ
fbem-1739	49	27	.	.	PUNCT
fbem-1739	50	1	but	but	CCONJ
fbem-1739	50	2	without	without	ADP
fbem-1739	50	3	knowing	know	VERB
fbem-1739	50	4	these	these	DET
fbem-1739	50	5	feature	feature	NOUN
fbem-1739	50	6	maps	map	NOUN
fbem-1739	50	7	,	,	PUNCT
fbem-1739	50	8	we	we	PRON
fbem-1739	50	9	can	can	AUX
fbem-1739	50	10	not	not	PART
fbem-1739	50	11	know	know	VERB
fbem-1739	50	12	for	for	ADP
fbem-1739	50	13	ourselves	ourselves	PRON
fbem-1739	50	14	which	which	DET
fbem-1739	50	15	kernel	kernel	PROPN
fbem-1739	50	16	function	function	NOUN
fbem-1739	50	17	is	be	AUX
fbem-1739	50	18	appropriate	appropriate	ADJ
fbem-1739	50	19	.	.	PUNCT
fbem-1739	51	1	therefore	therefore	ADV
fbem-1739	51	2	,	,	PUNCT
fbem-1739	51	3	the	the	DET
fbem-1739	51	4	selection	selection	NOUN
fbem-1739	51	5	of	of	ADP
fbem-1739	51	6	the	the	DET
fbem-1739	51	7	kernel	kernel	PROPN
fbem-1739	51	8	function	function	NOUN
fbem-1739	51	9	is	be	AUX
fbem-1739	51	10	very	very	ADV
fbem-1739	51	11	important	important	ADJ
fbem-1739	51	12	for	for	ADP
fbem-1739	51	13	the	the	DET
fbem-1739	51	14	quality	quality	NOUN
fbem-1739	51	15	of	of	ADP
fbem-1739	51	16	the	the	DET
fbem-1739	51	17	support	support	NOUN
fbem-1739	51	18	vector	vector	NOUN
fbem-1739	51	19	machine	machine	NOUN
fbem-1739	51	20	model	model	NOUN
fbem-1739	51	21	.	.	PUNCT
fbem-1739	52	1	the	the	DET
fbem-1739	52	2	following	follow	VERB
fbem-1739	52	3	are	be	AUX
fbem-1739	52	4	several	several	ADJ
fbem-1739	52	5	common	common	ADJ
fbem-1739	52	6	kernel	kernel	NOUN
fbem-1739	52	7	functions	function	NOUN
fbem-1739	52	8	.	.	PUNCT
fbem-1739	53	1	linear	linear	ADJ
fbem-1739	53	2	kernel	kernel	PROPN
fbem-1739	53	3	function	function	PROPN
fbem-1739	53	4	(	(	PUNCT
fbem-1739	53	5	linear	linear	PROPN
fbem-1739	53	6	)	)	PUNCT
fbem-1739	53	7	is	be	AUX
fbem-1739	53	8	the	the	DET
fbem-1739	53	9	simplest	simple	ADJ
fbem-1739	53	10	kind	kind	NOUN
fbem-1739	53	11	of	of	ADP
fbem-1739	53	12	kernel	kernel	PROPN
fbem-1739	53	13	function	function	NOUN
fbem-1739	53	14	,	,	PUNCT
fbem-1739	53	15	and	and	CCONJ
fbem-1739	53	16	the	the	DET
fbem-1739	53	17	calculation	calculation	NOUN
fbem-1739	53	18	method	method	NOUN
fbem-1739	53	19	is	be	AUX
fbem-1739	53	20	:	:	PUNCT
fbem-1739	53	21	k(xi	k(xi	PROPN
fbem-1739	53	22	,	,	PUNCT
fbem-1739	53	23	xj	xj	PROPN
fbem-1739	53	24	)	)	PUNCT
fbem-1739	54	1	=	=	NOUN
fbem-1739	54	2	xitxj	xitxj	PROPN
fbem-1739	54	3	.	.	PUNCT
fbem-1739	55	1	the	the	DET
fbem-1739	55	2	polynomial	polynomial	ADJ
fbem-1739	55	3	kernel	kernel	PROPN
fbem-1739	55	4	function	function	NOUN
fbem-1739	55	5	(	(	PUNCT
fbem-1739	55	6	poly	poly	NOUN
fbem-1739	55	7	)	)	PUNCT
fbem-1739	55	8	is	be	AUX
fbem-1739	55	9	a	a	DET
fbem-1739	55	10	non	non	ADJ
fbem-1739	55	11	-	-	ADJ
fbem-1739	55	12	standard	standard	ADJ
fbem-1739	55	13	kernel	kernel	NOUN
fbem-1739	55	14	function	function	NOUN
fbem-1739	55	15	,	,	PUNCT
fbem-1739	55	16	which	which	PRON
fbem-1739	55	17	is	be	AUX
fbem-1739	55	18	very	very	ADV
fbem-1739	55	19	suitable	suitable	ADJ
fbem-1739	55	20	for	for	ADP
fbem-1739	55	21	orthonormalized	orthonormalize	VERB
fbem-1739	55	22	data	data	NOUN
fbem-1739	55	23	sets	set	NOUN
fbem-1739	55	24	.	.	PUNCT
fbem-1739	56	1	the	the	DET
fbem-1739	56	2	calculation	calculation	NOUN
fbem-1739	56	3	method	method	NOUN
fbem-1739	56	4	is	be	AUX
fbem-1739	56	5	:	:	PUNCT
fbem-1739	56	6	k(xi	k(xi	PROPN
fbem-1739	56	7	,	,	PUNCT
fbem-1739	56	8	xj	xj	ADJ
fbem-1739	56	9	)	)	PUNCT
fbem-1739	56	10	=(	=(	PROPN
fbem-1739	57	1	xitx	xitx	PROPN
fbem-1739	57	2	j	j	PROPN
fbem-1739	57	3	)	)	PUNCT
fbem-1739	57	4	d	d	X
fbem-1739	57	5	,	,	PUNCT
fbem-1739	57	6	d≥1	d≥1	PROPN
fbem-1739	57	7	.	.	PUNCT
fbem-1739	58	1	the	the	DET
fbem-1739	58	2	gaussian	gaussian	ADJ
fbem-1739	58	3	kernel	kernel	PROPN
fbem-1739	58	4	function	function	PROPN
fbem-1739	58	5	(	(	PUNCT
fbem-1739	58	6	rbf	rbf	PROPN
fbem-1739	58	7	)	)	PUNCT
fbem-1739	58	8	has	have	VERB
fbem-1739	58	9	better	well	ADJ
fbem-1739	58	10	anti	anti	ADJ
fbem-1739	58	11	-	-	ADJ
fbem-1739	58	12	interference	interference	ADJ
fbem-1739	58	13	ability	ability	NOUN
fbem-1739	58	14	in	in	ADP
fbem-1739	58	15	dealing	deal	VERB
fbem-1739	58	16	with	with	ADP
fbem-1739	58	17	the	the	DET
fbem-1739	58	18	noise	noise	NOUN
fbem-1739	58	19	of	of	ADP
fbem-1739	58	20	the	the	DET
fbem-1739	58	21	data	datum	NOUN
fbem-1739	58	22	.	.	PUNCT
fbem-1739	59	1	the	the	DET
fbem-1739	59	2	calculation	calculation	NOUN
fbem-1739	59	3	method	method	NOUN
fbem-1739	59	4	is	be	AUX
fbem-1739	59	5	:	:	PUNCT
fbem-1739	59	6	,	,	PUNCT
fbem-1739	59	7	δ>0	δ>0	PROPN
fbem-1739	59	8	.	.	PUNCT
fbem-1739	60	1	(	(	PUNCT
fbem-1739	60	2	2	2	X
fbem-1739	60	3	)	)	PUNCT
fbem-1739	60	4	introduction	introduction	NOUN
fbem-1739	60	5	to	to	ADP
fbem-1739	60	6	the	the	DET
fbem-1739	60	7	parameters	parameter	NOUN
fbem-1739	60	8	of	of	ADP
fbem-1739	60	9	the	the	DET
fbem-1739	60	10	support	support	NOUN
fbem-1739	60	11	vector	vector	NOUN
fbem-1739	60	12	machine	machine	NOUN
fbem-1739	60	13	the	the	DET
fbem-1739	60	14	correct	correct	ADJ
fbem-1739	60	15	choice	choice	NOUN
fbem-1739	60	16	of	of	ADP
fbem-1739	60	17	svm	svm	ADJ
fbem-1739	60	18	parameters	parameter	NOUN
fbem-1739	60	19	has	have	VERB
fbem-1739	60	20	a	a	DET
fbem-1739	60	21	great	great	ADJ
fbem-1739	60	22	influence	influence	NOUN
fbem-1739	60	23	on	on	ADP
fbem-1739	60	24	the	the	DET
fbem-1739	60	25	classification	classification	NOUN
fbem-1739	60	26	management	management	NOUN
fbem-1739	60	27	effect	effect	NOUN
fbem-1739	60	28	.	.	PUNCT
fbem-1739	61	1	in	in	ADP
fbem-1739	61	2	general	general	ADJ
fbem-1739	61	3	,	,	PUNCT
fbem-1739	61	4	the	the	DET
fbem-1739	61	5	parameters	parameter	NOUN
fbem-1739	61	6	that	that	PRON
fbem-1739	61	7	need	need	VERB
fbem-1739	61	8	to	to	PART
fbem-1739	61	9	be	be	AUX
fbem-1739	61	10	optimized	optimize	VERB
fbem-1739	61	11	are	be	AUX
fbem-1739	61	12	the	the	DET
fbem-1739	61	13	c	c	PROPN
fbem-1739	61	14	penalty	penalty	NOUN
fbem-1739	61	15	parameter	parameter	NOUN
fbem-1739	61	16	and	and	CCONJ
fbem-1739	61	17	the	the	DET
fbem-1739	61	18	σ	σ	PROPN
fbem-1739	61	19	kernel	kernel	PROPN
fbem-1739	61	20	parameter	parameter	PROPN
fbem-1739	61	21	,	,	PUNCT
fbem-1739	61	22	respectively	respectively	ADV
fbem-1739	61	23	.	.	PUNCT
fbem-1739	62	1	but	but	CCONJ
fbem-1739	62	2	at	at	ADP
fbem-1739	62	3	present	present	NOUN
fbem-1739	62	4	,	,	PUNCT
fbem-1739	62	5	there	there	PRON
fbem-1739	62	6	is	be	VERB
fbem-1739	62	7	no	no	DET
fbem-1739	62	8	good	good	ADJ
fbem-1739	62	9	theory	theory	NOUN
fbem-1739	62	10	to	to	PART
fbem-1739	62	11	optimize	optimize	VERB
fbem-1739	62	12	the	the	DET
fbem-1739	62	13	guiding	guide	VERB
fbem-1739	62	14	parameters	parameter	NOUN
fbem-1739	62	15	.	.	PUNCT
fbem-1739	63	1	the	the	DET
fbem-1739	63	2	commonly	commonly	ADV
fbem-1739	63	3	used	use	VERB
fbem-1739	63	4	methods	method	NOUN
fbem-1739	63	5	are	be	AUX
fbem-1739	63	6	experiment	experiment	NOUN
fbem-1739	63	7	,	,	PUNCT
fbem-1739	63	8	grid	grid	NOUN
fbem-1739	63	9	,	,	PUNCT
fbem-1739	63	10	gradient	gradient	ADJ
fbem-1739	63	11	descent	descent	NOUN
fbem-1739	63	12	method	method	NOUN
fbem-1739	63	13	,	,	PUNCT
fbem-1739	63	14	etc	etc	X
fbem-1739	63	15	.	.	X
fbem-1739	64	1	in	in	ADP
fbem-1739	64	2	this	this	DET
fbem-1739	64	3	paper	paper	NOUN
fbem-1739	64	4	,	,	PUNCT
fbem-1739	64	5	the	the	DET
fbem-1739	64	6	grid	grid	NOUN
fbem-1739	64	7	method	method	NOUN
fbem-1739	64	8	is	be	AUX
fbem-1739	64	9	used	use	VERB
fbem-1739	64	10	to	to	PART
fbem-1739	64	11	manage	manage	VERB
fbem-1739	64	12	and	and	CCONJ
fbem-1739	64	13	optimize	optimize	VERB
fbem-1739	64	14	c	c	NOUN
fbem-1739	64	15	,	,	PUNCT
fbem-1739	64	16	which	which	PRON
fbem-1739	64	17	simplifies	simplify	VERB
fbem-1739	64	18	the	the	DET
fbem-1739	64	19	operation	operation	NOUN
fbem-1739	64	20	process	process	NOUN
fbem-1739	64	21	of	of	ADP
fbem-1739	64	22	parameter	parameter	NOUN
fbem-1739	64	23	selection	selection	NOUN
fbem-1739	64	24	and	and	CCONJ
fbem-1739	64	25	improves	improve	VERB
fbem-1739	64	26	the	the	DET
fbem-1739	64	27	classification	classification	NOUN
fbem-1739	64	28	performance	performance	NOUN
fbem-1739	64	29	of	of	ADP
fbem-1739	64	30	svm	svm	PROPN
fbem-1739	64	31	based	base	VERB
fbem-1739	64	32	on	on	ADP
fbem-1739	64	33	the	the	DET
fbem-1739	64	34	selected	select	VERB
fbem-1739	64	35	parameters	parameter	NOUN
fbem-1739	64	36	.	.	PUNCT
fbem-1739	65	1	4	4	X
fbem-1739	65	2	.	.	X
fbem-1739	65	3	sample	sample	NOUN
fbem-1739	65	4	selection	selection	NOUN
fbem-1739	65	5	in	in	ADP
fbem-1739	65	6	the	the	DET
fbem-1739	65	7	empirical	empirical	ADJ
fbem-1739	65	8	analysis	analysis	NOUN
fbem-1739	65	9	of	of	ADP
fbem-1739	65	10	the	the	DET
fbem-1739	65	11	stock	stock	NOUN
fbem-1739	65	12	forecast	forecast	NOUN
fbem-1739	65	13	in	in	ADP
fbem-1739	65	14	this	this	DET
fbem-1739	65	15	paper	paper	NOUN
fbem-1739	65	16	,	,	PUNCT
fbem-1739	65	17	it	it	PRON
fbem-1739	65	18	is	be	AUX
fbem-1739	65	19	considered	consider	VERB
fbem-1739	65	20	that	that	SCONJ
fbem-1739	65	21	the	the	DET
fbem-1739	65	22	stock	stock	NOUN
fbem-1739	65	23	market	market	NOUN
fbem-1739	65	24	is	be	AUX
fbem-1739	65	25	a	a	DET
fbem-1739	65	26	very	very	ADV
fbem-1739	65	27	unstable	unstable	ADJ
fbem-1739	65	28	dynamic	dynamic	ADJ
fbem-1739	65	29	process	process	NOUN
fbem-1739	65	30	,	,	PUNCT
fbem-1739	65	31	and	and	CCONJ
fbem-1739	65	32	its	its	PRON
fbem-1739	65	33	future	future	ADJ
fbem-1739	65	34	development	development	NOUN
fbem-1739	65	35	trend	trend	NOUN
fbem-1739	65	36	is	be	AUX
fbem-1739	65	37	also	also	ADV
fbem-1739	65	38	affected	affect	VERB
fbem-1739	65	39	by	by	ADP
fbem-1739	65	40	the	the	DET
fbem-1739	65	41	government	government	NOUN
fbem-1739	65	42	's	's	PART
fbem-1739	65	43	macro	macro	NOUN
fbem-1739	65	44	-	-	NOUN
fbem-1739	65	45	control	control	NOUN
fbem-1739	65	46	,	,	PUNCT
fbem-1739	65	47	and	and	CCONJ
fbem-1739	65	48	the	the	DET
fbem-1739	65	49	impact	impact	NOUN
fbem-1739	65	50	of	of	ADP
fbem-1739	65	51	the	the	DET
fbem-1739	65	52	epidemic	epidemic	NOUN
fbem-1739	65	53	in	in	ADP
fbem-1739	65	54	2020	2020	NUM
fbem-1739	65	55	may	may	AUX
fbem-1739	65	56	have	have	VERB
fbem-1739	65	57	a	a	DET
fbem-1739	65	58	greater	great	ADJ
fbem-1739	65	59	impact	impact	NOUN
fbem-1739	65	60	on	on	ADP
fbem-1739	65	61	medicine	medicine	NOUN
fbem-1739	65	62	.	.	PUNCT
fbem-1739	66	1	therefore	therefore	ADV
fbem-1739	66	2	,	,	PUNCT
fbem-1739	66	3	in	in	ADP
fbem-1739	66	4	the	the	DET
fbem-1739	66	5	data	data	NOUN
fbem-1739	66	6	selection	selection	NOUN
fbem-1739	66	7	at	at	ADP
fbem-1739	66	8	this	this	DET
fbem-1739	66	9	time	time	NOUN
fbem-1739	66	10	,	,	PUNCT
fbem-1739	66	11	hengrui	hengrui	PROPN
fbem-1739	66	12	medicine	medicine	PROPN
fbem-1739	66	13	,	,	PUNCT
fbem-1739	66	14	which	which	PRON
fbem-1739	66	15	has	have	AUX
fbem-1739	66	16	been	be	AUX
fbem-1739	66	17	affected	affect	VERB
fbem-1739	66	18	more	more	ADJ
fbem-1739	66	19	,	,	PUNCT
fbem-1739	66	20	and	and	CCONJ
fbem-1739	66	21	baosteel	baosteel	PROPN
fbem-1739	66	22	co.	co.	PROPN
fbem-1739	66	23	,	,	PUNCT
fbem-1739	66	24	ltd	ltd	PROPN
fbem-1739	66	25	.	.	PROPN
fbem-1739	66	26	,	,	PUNCT
fbem-1739	66	27	whose	whose	DET
fbem-1739	66	28	price	price	NOUN
fbem-1739	66	29	is	be	AUX
fbem-1739	66	30	stable	stable	ADJ
fbem-1739	66	31	,	,	PUNCT
fbem-1739	66	32	are	be	AUX
fbem-1739	66	33	selected	select	VERB
fbem-1739	66	34	as	as	ADP
fbem-1739	66	35	the	the	DET
fbem-1739	66	36	research	research	NOUN
fbem-1739	66	37	objects	object	VERB
fbem-1739	66	38	,	,	PUNCT
fbem-1739	66	39	in	in	ADP
fbem-1739	66	40	order	order	NOUN
fbem-1739	66	41	to	to	PART
fbem-1739	66	42	compare	compare	VERB
fbem-1739	66	43	the	the	DET
fbem-1739	66	44	prediction	prediction	NOUN
fbem-1739	66	45	results	result	NOUN
fbem-1739	66	46	of	of	ADP
fbem-1739	66	47	the	the	DET
fbem-1739	66	48	two	two	NUM
fbem-1739	66	49	types	type	NOUN
fbem-1739	66	50	of	of	ADP
fbem-1739	66	51	stocks	stock	NOUN
fbem-1739	66	52	to	to	PART
fbem-1739	66	53	verify	verify	VERB
fbem-1739	66	54	the	the	DET
fbem-1739	66	55	credibility	credibility	NOUN
fbem-1739	66	56	of	of	ADP
fbem-1739	66	57	svm	svm	PROPN
fbem-1739	66	58	.	.	PROPN
fbem-1739	66	59	5	5	NUM
fbem-1739	66	60	.	.	PUNCT
fbem-1739	66	61	empirical	empirical	ADJ
fbem-1739	66	62	analysis	analysis	NOUN
fbem-1739	66	63	of	of	ADP
fbem-1739	66	64	stock	stock	NOUN
fbem-1739	66	65	prediction	prediction	NOUN
fbem-1739	66	66	based	base	VERB
fbem-1739	66	67	on	on	ADP
fbem-1739	66	68	support	support	NOUN
fbem-1739	66	69	vector	vector	NOUN
fbem-1739	66	70	classifier	classifier	NOUN
fbem-1739	66	71	5.1	5.1	NUM
fbem-1739	66	72	.	.	PUNCT
fbem-1739	67	1	data	datum	NOUN
fbem-1739	67	2	preprocessing	preprocesse	VERB
fbem-1739	67	3	this	this	DET
fbem-1739	67	4	paper	paper	NOUN
fbem-1739	67	5	selects	select	VERB
fbem-1739	67	6	the	the	DET
fbem-1739	67	7	data	datum	NOUN
fbem-1739	67	8	of	of	ADP
fbem-1739	67	9	baosteel	baosteel	PROPN
fbem-1739	67	10	co.	co.	PROPN
fbem-1739	67	11	,	,	PUNCT
fbem-1739	67	12	ltd	ltd	PROPN
fbem-1739	67	13	.	.	PROPN
fbem-1739	67	14	and	and	CCONJ
fbem-1739	67	15	hengrui	hengrui	PROPN
fbem-1739	67	16	medicine	medicine	PROPN
fbem-1739	67	17	from	from	ADP
fbem-1739	67	18	2018.01.01	2018.01.01	NUM
fbem-1739	67	19	to	to	ADP
fbem-1739	67	20	2020.03.01	2020.03.01	NUM
fbem-1739	67	21	,	,	PUNCT
fbem-1739	67	22	a	a	DET
fbem-1739	67	23	total	total	NOUN
fbem-1739	67	24	of	of	ADP
fbem-1739	67	25	523	523	NUM
fbem-1739	67	26	data	datum	NOUN
fbem-1739	67	27	.	.	PUNCT
fbem-1739	68	1	at	at	ADP
fbem-1739	68	2	the	the	DET
fbem-1739	68	3	same	same	ADJ
fbem-1739	68	4	time	time	NOUN
fbem-1739	68	5	,	,	PUNCT
fbem-1739	68	6	in	in	ADP
fbem-1739	68	7	order	order	NOUN
fbem-1739	68	8	to	to	PART
fbem-1739	68	9	test	test	VERB
fbem-1739	68	10	the	the	DET
fbem-1739	68	11	data	datum	NOUN
fbem-1739	68	12	training	training	NOUN
fbem-1739	68	13	of	of	ADP
fbem-1739	68	14	python	python	NOUN
fbem-1739	68	15	,	,	PUNCT
fbem-1739	68	16	this	this	DET
fbem-1739	68	17	paper	paper	NOUN
fbem-1739	68	18	established	establish	VERB
fbem-1739	68	19	a	a	DET
fbem-1739	68	20	large	large	ADJ
fbem-1739	68	21	sample	sample	NOUN
fbem-1739	68	22	and	and	CCONJ
fbem-1739	68	23	a	a	DET
fbem-1739	68	24	small	small	ADJ
fbem-1739	68	25	sample	sample	NOUN
fbem-1739	68	26	data	datum	NOUN
fbem-1739	68	27	training	training	NOUN
fbem-1739	68	28	set	set	NOUN
fbem-1739	68	29	for	for	ADP
fbem-1739	68	30	baosteel	baosteel	PROPN
fbem-1739	68	31	co.	co.	PROPN
fbem-1739	68	32	,	,	PUNCT
fbem-1739	68	33	ltd	ltd	PROPN
fbem-1739	68	34	.	.	PROPN
fbem-1739	68	35	and	and	CCONJ
fbem-1739	68	36	hengrui	hengrui	PROPN
fbem-1739	68	37	medicine	medicine	PROPN
fbem-1739	68	38	.	.	PUNCT
fbem-1739	69	1	the	the	DET
fbem-1739	69	2	large	large	ADJ
fbem-1739	69	3	sample	sample	NOUN
fbem-1739	69	4	data	datum	NOUN
fbem-1739	69	5	adopts	adopt	VERB
fbem-1739	69	6	the	the	DET
fbem-1739	69	7	full	full	ADJ
fbem-1739	69	8	sample	sample	NOUN
fbem-1739	69	9	data	datum	NOUN
fbem-1739	69	10	,	,	PUNCT
fbem-1739	69	11	and	and	CCONJ
fbem-1739	69	12	the	the	DET
fbem-1739	69	13	small	small	ADJ
fbem-1739	69	14	sample	sample	NOUN
fbem-1739	69	15	data	datum	NOUN
fbem-1739	69	16	adopts	adopt	VERB
fbem-1739	69	17	the	the	DET
fbem-1739	69	18	2019.06	2019.06	NUM
fbem-1739	69	19	.	.	PUNCT
fbem-1739	70	1	data	datum	NOUN
fbem-1739	70	2	,	,	PUNCT
fbem-1739	70	3	the	the	DET
fbem-1739	70	4	data	data	NOUN
fbem-1739	70	5	comes	come	VERB
fbem-1739	70	6	from	from	ADP
fbem-1739	70	7	the	the	DET
fbem-1739	70	8	online	online	ADJ
fbem-1739	70	9	crawling	crawling	NOUN
fbem-1739	70	10	of	of	ADP
fbem-1739	70	11	python	python	NOUN
fbem-1739	70	12	crawler	crawler	NOUN
fbem-1739	70	13	.	.	PUNCT
fbem-1739	71	1	5.2	5.2	NUM
fbem-1739	71	2	.	.	PUNCT
fbem-1739	71	3	operation	operation	NOUN
fbem-1739	71	4	process	process	NOUN
fbem-1739	71	5	use	use	VERB
fbem-1739	71	6	python	python	NOUN
fbem-1739	71	7	to	to	PART
fbem-1739	71	8	grab	grab	VERB
fbem-1739	71	9	the	the	DET
fbem-1739	71	10	historical	historical	ADJ
fbem-1739	71	11	data	datum	NOUN
fbem-1739	71	12	of	of	ADP
fbem-1739	71	13	two	two	NUM
fbem-1739	71	14	stocks	stock	NOUN
fbem-1739	71	15	online	online	ADV
fbem-1739	71	16	from	from	ADP
fbem-1739	71	17	2018.01.01	2018.01.01	NUM
fbem-1739	71	18	to	to	ADP
fbem-1739	71	19	2020.03.01	2020.03.01	NUM
fbem-1739	71	20	,	,	PUNCT
fbem-1739	71	21	and	and	CCONJ
fbem-1739	71	22	preliminarily	preliminarily	ADV
fbem-1739	71	23	organize	organize	VERB
fbem-1739	71	24	the	the	DET
fbem-1739	71	25	data	datum	NOUN
fbem-1739	71	26	of	of	ADP
fbem-1739	71	27	the	the	DET
fbem-1739	71	28	two	two	NUM
fbem-1739	71	29	stocks	stock	NOUN
fbem-1739	71	30	.	.	PUNCT
fbem-1739	72	1	specific	specific	ADJ
fbem-1739	72	2	implementation	implementation	NOUN
fbem-1739	72	3	:	:	PUNCT
fbem-1739	72	4	use	use	NOUN
fbem-1739	72	5	value	value	NOUN
fbem-1739	72	6	(	(	PUNCT
fbem-1739	72	7	today	today	NOUN
fbem-1739	72	8	's	's	PART
fbem-1739	72	9	closing	closing	NOUN
fbem-1739	72	10	price	price	NOUN
fbem-1739	72	11	minus	minus	CCONJ
fbem-1739	72	12	yesterday	yesterday	NOUN
fbem-1739	72	13	's	's	PART
fbem-1739	72	14	closing	closing	NOUN
fbem-1739	72	15	price	price	NOUN
fbem-1739	72	16	)	)	PUNCT
fbem-1739	72	17	to	to	PART
fbem-1739	72	18	indicate	indicate	VERB
fbem-1739	72	19	ups	up	NOUN
fbem-1739	72	20	and	and	CCONJ
fbem-1739	72	21	downs	down	NOUN
fbem-1739	72	22	.	.	PUNCT
fbem-1739	73	1	if	if	SCONJ
fbem-1739	73	2	the	the	DET
fbem-1739	73	3	difference	difference	NOUN
fbem-1739	73	4	is	be	AUX
fbem-1739	73	5	greater	great	ADJ
fbem-1739	73	6	than	than	ADP
fbem-1739	73	7	0	0	NUM
fbem-1739	73	8	,	,	PUNCT
fbem-1739	73	9	it	it	PRON
fbem-1739	73	10	will	will	AUX
fbem-1739	73	11	be	be	AUX
fbem-1739	73	12	assigned	assign	VERB
fbem-1739	73	13	a	a	DET
fbem-1739	73	14	value	value	NOUN
fbem-1739	73	15	of	of	ADP
fbem-1739	73	16	1	1	NUM
fbem-1739	73	17	for	for	ADP
fbem-1739	73	18	an	an	DET
fbem-1739	73	19	increase	increase	NOUN
fbem-1739	73	20	,	,	PUNCT
fbem-1739	73	21	and	and	CCONJ
fbem-1739	73	22	if	if	SCONJ
fbem-1739	73	23	the	the	DET
fbem-1739	73	24	difference	difference	NOUN
fbem-1739	73	25	is	be	AUX
fbem-1739	73	26	less	less	ADJ
fbem-1739	73	27	than	than	ADP
fbem-1739	73	28	0	0	NUM
fbem-1739	73	29	,	,	PUNCT
fbem-1739	73	30	it	it	PRON
fbem-1739	73	31	will	will	AUX
fbem-1739	73	32	be	be	AUX
fbem-1739	73	33	assigned	assign	VERB
fbem-1739	73	34	a	a	DET
fbem-1739	73	35	value	value	NOUN
fbem-1739	73	36	of	of	ADP
fbem-1739	73	37	0	0	NUM
fbem-1739	73	38	for	for	ADP
fbem-1739	73	39	a	a	DET
fbem-1739	73	40	decrease	decrease	NOUN
fbem-1739	73	41	.	.	PUNCT
fbem-1739	74	1	for	for	ADP
fbem-1739	74	2	further	further	ADJ
fbem-1739	74	3	label	label	NOUN
fbem-1739	74	4	classification	classification	NOUN
fbem-1739	74	5	,	,	PUNCT
fbem-1739	74	6	the	the	DET
fbem-1739	74	7	first	first	ADJ
fbem-1739	74	8	80	80	NUM
fbem-1739	74	9	%	%	NOUN
fbem-1739	74	10	of	of	ADP
fbem-1739	74	11	the	the	DET
fbem-1739	74	12	data	datum	NOUN
fbem-1739	74	13	is	be	AUX
fbem-1739	74	14	taken	take	VERB
fbem-1739	74	15	as	as	ADP
fbem-1739	74	16	the	the	DET
fbem-1739	74	17	training	training	NOUN
fbem-1739	74	18	set	set	NOUN
fbem-1739	74	19	,	,	PUNCT
fbem-1739	74	20	and	and	CCONJ
fbem-1739	74	21	the	the	DET
fbem-1739	74	22	last	last	ADJ
fbem-1739	74	23	20	20	NUM
fbem-1739	74	24	%	%	NOUN
fbem-1739	74	25	of	of	ADP
fbem-1739	74	26	the	the	DET
fbem-1739	74	27	data	datum	NOUN
fbem-1739	74	28	is	be	AUX
fbem-1739	74	29	used	use	VERB
fbem-1739	74	30	as	as	ADP
fbem-1739	74	31	the	the	DET
fbem-1739	74	32	test	test	NOUN
fbem-1739	74	33	set	set	NOUN
fbem-1739	74	34	,	,	PUNCT
fbem-1739	74	35	and	and	CCONJ
fbem-1739	74	36	then	then	ADV
fbem-1739	74	37	the	the	DET
fbem-1739	74	38	sample	sample	NOUN
fbem-1739	74	39	data	datum	NOUN
fbem-1739	74	40	is	be	AUX
fbem-1739	74	41	normalized	normalize	VERB
fbem-1739	74	42	.	.	PUNCT
fbem-1739	75	1	start	start	VERB
fbem-1739	75	2	to	to	PART
fbem-1739	75	3	use	use	VERB
fbem-1739	75	4	the	the	DET
fbem-1739	75	5	kernel	kernel	NOUN
fbem-1739	75	6	function	function	NOUN
fbem-1739	75	7	for	for	ADP
fbem-1739	75	8	periodic	periodic	ADJ
fbem-1739	75	9	prediction	prediction	NOUN
fbem-1739	75	10	,	,	PUNCT
fbem-1739	75	11	predict	predict	VERB
fbem-1739	75	12	a	a	DET
fbem-1739	75	13	value	value	NOUN
fbem-1739	75	14	forward	forward	ADV
fbem-1739	75	15	each	each	DET
fbem-1739	75	16	time	time	NOUN
fbem-1739	75	17	,	,	PUNCT
fbem-1739	75	18	select	select	ADJ
fbem-1739	75	19	'	'	PUNCT
fbem-1739	75	20	ploy	ploy	NOUN
fbem-1739	75	21	'	'	PUNCT
fbem-1739	75	22	,	,	PUNCT
fbem-1739	75	23	'	'	PUNCT
fbem-1739	75	24	linear	linear	ADJ
fbem-1739	75	25	'	'	PUNCT
fbem-1739	75	26	,	,	PUNCT
fbem-1739	75	27	and	and	CCONJ
fbem-1739	75	28	'	'	PUNCT
fbem-1739	75	29	rbf	rbf	PROPN
fbem-1739	75	30	'	'	PUNCT
fbem-1739	75	31	to	to	PART
fbem-1739	75	32	classify	classify	VERB
fbem-1739	75	33	the	the	DET
fbem-1739	75	34	predicted	predict	VERB
fbem-1739	75	35	values	value	NOUN
fbem-1739	75	36	,	,	PUNCT
fbem-1739	75	37	and	and	CCONJ
fbem-1739	75	38	finally	finally	ADV
fbem-1739	75	39	calculate	calculate	VERB
fbem-1739	75	40	the	the	DET
fbem-1739	75	41	correct	correct	ADJ
fbem-1739	75	42	rate	rate	NOUN
fbem-1739	75	43	in	in	ADP
fbem-1739	75	44	the	the	DET
fbem-1739	75	45	test	test	NOUN
fbem-1739	75	46	set	set	VERB
fbem-1739	75	47	to	to	PART
fbem-1739	75	48	obtain	obtain	VERB
fbem-1739	75	49	the	the	DET
fbem-1739	75	50	actual	actual	ADJ
fbem-1739	75	51	value	value	NOUN
fbem-1739	75	52	of	of	ADP
fbem-1739	75	53	the	the	DET
fbem-1739	75	54	output	output	NOUN
fbem-1739	75	55	value	value	NOUN
fbem-1739	75	56	and	and	CCONJ
fbem-1739	75	57	the	the	DET
fbem-1739	75	58	results	result	NOUN
fbem-1739	75	59	of	of	ADP
fbem-1739	75	60	the	the	DET
fbem-1739	75	61	predicted	predict	VERB
fbem-1739	75	62	values	value	NOUN
fbem-1739	75	63	are	be	AUX
fbem-1739	75	64	as	as	SCONJ
fbem-1739	75	65	follows	follow	VERB
fbem-1739	75	66	:	:	PUNCT
fbem-1739	75	67	large	large	ADJ
fbem-1739	75	68	sample	sample	NOUN
fbem-1739	75	69	:	:	PUNCT
fbem-1739	75	70	'	'	PUNCT
fbem-1739	75	71	ploy	ploy	VERB
fbem-1739	75	72	'	'	PUNCT
fbem-1739	75	73	:	:	PUNCT
fbem-1739	75	74	baosteel	baosteel	NOUN
fbem-1739	75	75	correct=91.43	correct=91.43	NUM
fbem-1739	75	76	%	%	NOUN
fbem-1739	75	77	,	,	PUNCT
fbem-1739	75	78	hengrui	hengrui	PROPN
fbem-1739	75	79	medicine	medicine	PROPN
fbem-1739	75	80	correct=93.33	correct=93.33	PROPN
fbem-1739	75	81	%	%	NOUN
fbem-1739	75	82	;	;	PUNCT
fbem-1739	75	83	'	'	PUNCT
fbem-1739	75	84	linear	linear	ADJ
fbem-1739	75	85	'	'	PUNCT
fbem-1739	75	86	:	:	PUNCT
fbem-1739	75	87	baosteel	baosteel	NOUN
fbem-1739	75	88	correct=96.19	correct=96.19	NUM
fbem-1739	75	89	%	%	NOUN
fbem-1739	75	90	,	,	PUNCT
fbem-1739	75	91	hengrui	hengrui	PROPN
fbem-1739	75	92	medicine	medicine	PROPN
fbem-1739	75	93	correct=96.19	correct=96.19	PROPN
fbem-1739	75	94	%	%	NOUN
fbem-1739	75	95	;	;	PUNCT
fbem-1739	75	96	'	'	PUNCT
fbem-1739	75	97	rbf	rbf	PROPN
fbem-1739	75	98	'	'	PUNCT
fbem-1739	75	99	:	:	PUNCT
fbem-1739	75	100	baosteel	baosteel	NOUN
fbem-1739	75	101	correct=90.48	correct=90.48	PROPN
fbem-1739	75	102	%	%	NOUN
fbem-1739	75	103	,	,	PUNCT
fbem-1739	75	104	hengrui	hengrui	PROPN
fbem-1739	75	105	medicine	medicine	PROPN
fbem-1739	75	106	correct=93.33	correct=93.33	PROPN
fbem-1739	75	107	%	%	NOUN
fbem-1739	75	108	.	.	PUNCT
fbem-1739	76	1	small	small	ADJ
fbem-1739	76	2	sample	sample	NOUN
fbem-1739	76	3	:	:	PUNCT
fbem-1739	76	4	'	'	PUNCT
fbem-1739	76	5	ploy	ploy	VERB
fbem-1739	76	6	'	'	PUNCT
fbem-1739	76	7	:	:	PUNCT
fbem-1739	76	8	baosteel	baosteel	NOUN
fbem-1739	76	9	correct=93.10	correct=93.10	NOUN
fbem-1739	76	10	%	%	NOUN
fbem-1739	76	11	,	,	PUNCT
fbem-1739	76	12	hengrui	hengrui	PROPN
fbem-1739	76	13	medicine	medicine	PROPN
fbem-1739	76	14	correct=96.55	correct=96.55	NOUN
fbem-1739	76	15	%	%	NOUN
fbem-1739	76	16	;	;	PUNCT
fbem-1739	76	17	'	'	PUNCT
fbem-1739	76	18	linear	linear	ADJ
fbem-1739	76	19	'	'	PUNCT
fbem-1739	76	20	:	:	PUNCT
fbem-1739	76	21	baosteel	baosteel	NOUN
fbem-1739	76	22	correct=93.10	correct=93.10	NOUN
fbem-1739	76	23	%	%	NOUN
fbem-1739	76	24	,	,	PUNCT
fbem-1739	76	25	hengrui	hengrui	PROPN
fbem-1739	76	26	medicine	medicine	PROPN
fbem-1739	76	27	correct=93.10	correct=93.10	VERB
fbem-1739	76	28	%	%	NOUN
fbem-1739	76	29	;	;	PUNCT
fbem-1739	76	30	'	'	PUNCT
fbem-1739	76	31	rbf	rbf	PROPN
fbem-1739	76	32	'	'	PUNCT
fbem-1739	76	33	:	:	PUNCT
fbem-1739	76	34	baosteel	baosteel	NOUN
fbem-1739	76	35	correct=89.66	correct=89.66	X
fbem-1739	76	36	%	%	NOUN
fbem-1739	76	37	,	,	PUNCT
fbem-1739	76	38	hengrui	hengrui	PROPN
fbem-1739	76	39	medicine	medicine	PROPN
fbem-1739	76	40	correct=96.55	correct=96.55	PROPN
fbem-1739	76	41	%	%	NOUN
fbem-1739	76	42	.	.	PUNCT
fbem-1739	77	1	the	the	DET
fbem-1739	77	2	above	above	ADJ
fbem-1739	77	3	is	be	AUX
fbem-1739	77	4	the	the	DET
fbem-1739	77	5	prediction	prediction	NOUN
fbem-1739	77	6	analysis	analysis	NOUN
fbem-1739	77	7	based	base	VERB
fbem-1739	77	8	on	on	ADP
fbem-1739	77	9	the	the	DET
fbem-1739	77	10	parameters	parameter	NOUN
fbem-1739	77	11	by	by	ADP
fbem-1739	77	12	default	default	NOUN
fbem-1739	77	13	.	.	PUNCT
fbem-1739	78	1	it	it	PRON
fbem-1739	78	2	can	can	AUX
fbem-1739	78	3	be	be	AUX
fbem-1739	78	4	seen	see	VERB
fbem-1739	78	5	that	that	SCONJ
fbem-1739	78	6	in	in	ADP
fbem-1739	78	7	the	the	DET
fbem-1739	78	8	three	three	NUM
fbem-1739	78	9	kernel	kernel	NOUN
fbem-1739	78	10	functions	function	NOUN
fbem-1739	78	11	,	,	PUNCT
fbem-1739	78	12	whether	whether	SCONJ
fbem-1739	78	13	it	it	PRON
fbem-1739	78	14	is	be	AUX
fbem-1739	78	15	a	a	DET
fbem-1739	78	16	large	large	ADJ
fbem-1739	78	17	sample	sample	NOUN
fbem-1739	78	18	or	or	CCONJ
fbem-1739	78	19	a	a	DET
fbem-1739	78	20	small	small	ADJ
fbem-1739	78	21	sample	sample	NOUN
fbem-1739	78	22	,	,	PUNCT
fbem-1739	78	23	the	the	DET
fbem-1739	78	24	accuracy	accuracy	NOUN
fbem-1739	78	25	rate	rate	NOUN
fbem-1739	78	26	is	be	AUX
fbem-1739	78	27	about	about	ADV
fbem-1739	78	28	90	90	NUM
fbem-1739	78	29	%	%	NOUN
fbem-1739	78	30	.	.	PUNCT
fbem-1739	79	1	it	it	PRON
fbem-1739	79	2	can	can	AUX
fbem-1739	79	3	be	be	AUX
fbem-1739	79	4	seen	see	VERB
fbem-1739	79	5	that	that	SCONJ
fbem-1739	79	6	the	the	DET
fbem-1739	79	7	svm	svm	ADJ
fbem-1739	79	8	prediction	prediction	NOUN
fbem-1739	79	9	effect	effect	NOUN
fbem-1739	79	10	is	be	AUX
fbem-1739	79	11	ideal	ideal	ADJ
fbem-1739	79	12	.	.	PUNCT
fbem-1739	80	1	however	however	ADV
fbem-1739	80	2	,	,	PUNCT
fbem-1739	80	3	since	since	SCONJ
fbem-1739	80	4	the	the	DET
fbem-1739	80	5	svm	svm	ADJ
fbem-1739	80	6	parameters	parameter	NOUN
fbem-1739	80	7	have	have	VERB
fbem-1739	80	8	an	an	DET
fbem-1739	80	9	important	important	ADJ
fbem-1739	80	10	influence	influence	NOUN
fbem-1739	80	11	on	on	ADP
fbem-1739	80	12	the	the	DET
fbem-1739	80	13	prediction	prediction	NOUN
fbem-1739	80	14	effect	effect	NOUN
fbem-1739	80	15	of	of	ADP
fbem-1739	80	16	the	the	DET
fbem-1739	80	17	model	model	NOUN
fbem-1739	80	18	,	,	PUNCT
fbem-1739	80	19	and	and	CCONJ
fbem-1739	80	20	the	the	DET
fbem-1739	80	21	accuracy	accuracy	NOUN
fbem-1739	80	22	of	of	ADP
fbem-1739	80	23	rbf	rbf	PROPN
fbem-1739	80	24	is	be	AUX
fbem-1739	80	25	relatively	relatively	ADV
fbem-1739	80	26	low	low	ADJ
fbem-1739	80	27	,	,	PUNCT
fbem-1739	80	28	this	this	DET
fbem-1739	80	29	paper	paper	NOUN
fbem-1739	80	30	selects	select	VERB
fbem-1739	80	31	a	a	DET
fbem-1739	80	32	large	large	ADJ
fbem-1739	80	33	sample	sample	NOUN
fbem-1739	80	34	of	of	ADP
fbem-1739	80	35	rbf	rbf	PROPN
fbem-1739	80	36	for	for	ADP
fbem-1739	80	37	parameter	parameter	NOUN
fbem-1739	80	38	optimization	optimization	NOUN
fbem-1739	80	39	:	:	PUNCT
fbem-1739	80	40	the	the	DET
fbem-1739	80	41	svm	svm	PROPN
fbem-1739	80	42	parameter	parameter	NOUN
fbem-1739	80	43	is	be	AUX
fbem-1739	80	44	selected	select	VERB
fbem-1739	80	45	to	to	PART
fbem-1739	80	46	be	be	AUX
fbem-1739	80	47	c=1000000.0	c=1000000.0	NOUN
fbem-1739	80	48	,	,	PUNCT
fbem-1739	80	49	so	so	SCONJ
fbem-1739	80	50	this	this	DET
fbem-1739	80	51	paper	paper	NOUN
fbem-1739	80	52	changes	change	VERB
fbem-1739	80	53	the	the	DET
fbem-1739	80	54	c	c	PROPN
fbem-1739	80	55	parameter	parameter	NOUN
fbem-1739	80	56	in	in	ADP
fbem-1739	80	57	rbf	rbf	PROPN
fbem-1739	80	58	from	from	ADP
fbem-1739	80	59	the	the	DET
fbem-1739	80	60	default	default	NOUN
fbem-1739	80	61	value	value	NOUN
fbem-1739	80	62	of	of	ADP
fbem-1739	80	63	1.0	1.0	NUM
fbem-1739	80	64	to	to	ADP
fbem-1739	80	65	the	the	DET
fbem-1739	80	66	optimal	optimal	ADJ
fbem-1739	80	67	parameter	parameter	NOUN
fbem-1739	80	68	of	of	ADP
fbem-1739	80	69	1000000.0	1000000.0	NUM
fbem-1739	80	70	,	,	PUNCT
fbem-1739	80	71	and	and	CCONJ
fbem-1739	80	72	the	the	DET
fbem-1739	80	73	accuracy	accuracy	NOUN
fbem-1739	80	74	rate	rate	NOUN
fbem-1739	80	75	is	be	AUX
fbem-1739	80	76	correct=98.10	correct=98.10	ADJ
fbem-1739	80	77	%	%	NOUN
fbem-1739	80	78	,	,	PUNCT
fbem-1739	80	79	which	which	PRON
fbem-1739	80	80	is	be	AUX
fbem-1739	80	81	much	much	ADV
fbem-1739	80	82	higher	high	ADJ
fbem-1739	80	83	than	than	ADP
fbem-1739	80	84	the	the	DET
fbem-1739	80	85	previous	previous	ADJ
fbem-1739	80	86	90.48	90.48	NUM
fbem-1739	80	87	%	%	NOUN
fbem-1739	80	88	.	.	PUNCT
fbem-1739	81	1	it	it	PRON
fbem-1739	81	2	can	can	AUX
fbem-1739	81	3	be	be	AUX
fbem-1739	81	4	seen	see	VERB
fbem-1739	81	5	that	that	SCONJ
fbem-1739	81	6	the	the	DET
fbem-1739	81	7	parameters	parameter	NOUN
fbem-1739	81	8	have	have	AUX
fbem-1739	81	9	been	be	AUX
fbem-1739	81	10	modified	modify	VERB
fbem-1739	81	11	afterwards	afterwards	ADV
fbem-1739	81	12	,	,	PUNCT
fbem-1739	81	13	it	it	PRON
fbem-1739	81	14	has	have	VERB
fbem-1739	81	15	a	a	DET
fbem-1739	81	16	positive	positive	ADJ
fbem-1739	81	17	effect	effect	NOUN
fbem-1739	81	18	on	on	ADP
fbem-1739	81	19	the	the	DET
fbem-1739	81	20	prediction	prediction	NOUN
fbem-1739	81	21	effect	effect	NOUN
fbem-1739	81	22	.	.	PUNCT
fbem-1739	82	1	printing	print	VERB
fbem-1739	82	2	the	the	DET
fbem-1739	82	3	predicted	predict	VERB
fbem-1739	82	4	grade	grade	NOUN
fbem-1739	82	5	confusion	confusion	NOUN
fbem-1739	82	6	matrix	matrix	NOUN
fbem-1739	82	7	yields	yield	NOUN
fbem-1739	82	8	:	:	PUNCT
fbem-1739	83	1	[	[	X
fbem-1739	83	2	[	[	X
fbem-1739	83	3	38	38	NUM
fbem-1739	83	4	16	16	NUM
fbem-1739	83	5	]	]	PUNCT
fbem-1739	84	1	[	[	X
fbem-1739	84	2	9	9	NUM
fbem-1739	84	3	42	42	NUM
fbem-1739	84	4	]	]	PUNCT
fbem-1739	84	5	]	]	X
fbem-1739	84	6	the	the	DET
fbem-1739	84	7	confusion	confusion	NOUN
fbem-1739	84	8	matrix	matrix	NOUN
fbem-1739	84	9	is	be	AUX
fbem-1739	84	10	the	the	DET
fbem-1739	84	11	error	error	NOUN
fbem-1739	84	12	matrix	matrix	NOUN
fbem-1739	84	13	that	that	PRON
fbem-1739	84	14	we	we	PRON
fbem-1739	84	15	can	can	AUX
fbem-1739	84	16	use	use	VERB
fbem-1739	84	17	to	to	PART
fbem-1739	84	18	evaluate	evaluate	VERB
fbem-1739	84	19	the	the	DET
fbem-1739	84	20	performance	performance	NOUN
fbem-1739	84	21	of	of	ADP
fbem-1739	84	22	supervised	supervised	ADJ
fbem-1739	84	23	learning	learning	NOUN
fbem-1739	84	24	algorithms	algorithm	NOUN
fbem-1739	84	25	.	.	PUNCT
fbem-1739	85	1	in	in	ADP
fbem-1739	85	2	the	the	DET
fbem-1739	85	3	confusion	confusion	NOUN
fbem-1739	85	4	matrix	matrix	NOUN
fbem-1739	85	5	,	,	PUNCT
fbem-1739	85	6	the	the	DET
fbem-1739	85	7	more	more	ADJ
fbem-1739	85	8	values	value	NOUN
fbem-1739	85	9	that	that	PRON
fbem-1739	85	10	appear	appear	VERB
fbem-1739	85	11	in	in	ADP
fbem-1739	85	12	the	the	DET
fbem-1739	85	13	second	second	ADJ
fbem-1739	85	14	and	and	CCONJ
fbem-1739	85	15	fourth	fourth	ADJ
fbem-1739	85	16	quadrants	quadrant	NOUN
fbem-1739	85	17	,	,	PUNCT
fbem-1739	85	18	the	the	DET
fbem-1739	85	19	better	well	ADJ
fbem-1739	85	20	;	;	PUNCT
fbem-1739	85	21	conversely	conversely	ADV
fbem-1739	85	22	,	,	PUNCT
fbem-1739	85	23	the	the	DET
fbem-1739	85	24	fewer	few	ADJ
fbem-1739	85	25	100	100	NUM
fbem-1739	85	26	values	value	NOUN
fbem-1739	85	27	that	that	PRON
fbem-1739	85	28	appear	appear	VERB
fbem-1739	85	29	in	in	ADP
fbem-1739	85	30	the	the	DET
fbem-1739	85	31	first	first	ADJ
fbem-1739	85	32	and	and	CCONJ
fbem-1739	85	33	third	third	ADJ
fbem-1739	85	34	quadrants	quadrant	NOUN
fbem-1739	85	35	,	,	PUNCT
fbem-1739	85	36	the	the	DET
fbem-1739	85	37	better	well	ADJ
fbem-1739	85	38	.	.	PUNCT
fbem-1739	86	1	it	it	PRON
fbem-1739	86	2	can	can	AUX
fbem-1739	86	3	be	be	AUX
fbem-1739	86	4	seen	see	VERB
fbem-1739	86	5	from	from	ADP
fbem-1739	86	6	the	the	DET
fbem-1739	86	7	above	above	ADJ
fbem-1739	86	8	output	output	NOUN
fbem-1739	86	9	results	result	NOUN
fbem-1739	86	10	that	that	SCONJ
fbem-1739	86	11	the	the	DET
fbem-1739	86	12	values	value	NOUN
fbem-1739	86	13	appearing	appear	VERB
fbem-1739	86	14	in	in	ADP
fbem-1739	86	15	the	the	DET
fbem-1739	86	16	second	second	ADJ
fbem-1739	86	17	and	and	CCONJ
fbem-1739	86	18	fourth	fourth	ADJ
fbem-1739	86	19	quadrants	quadrant	NOUN
fbem-1739	86	20	are	be	AUX
fbem-1739	86	21	38	38	NUM
fbem-1739	86	22	and	and	CCONJ
fbem-1739	86	23	42	42	NUM
fbem-1739	86	24	,	,	PUNCT
fbem-1739	86	25	respectively	respectively	ADV
fbem-1739	86	26	,	,	PUNCT
fbem-1739	86	27	which	which	PRON
fbem-1739	86	28	are	be	AUX
fbem-1739	86	29	much	much	ADV
fbem-1739	86	30	larger	large	ADJ
fbem-1739	86	31	than	than	ADP
fbem-1739	86	32	16	16	NUM
fbem-1739	86	33	and	and	CCONJ
fbem-1739	86	34	9	9	NUM
fbem-1739	86	35	.	.	PUNCT
fbem-1739	87	1	it	it	PRON
fbem-1739	87	2	can	can	AUX
fbem-1739	87	3	be	be	AUX
fbem-1739	87	4	seen	see	VERB
fbem-1739	87	5	that	that	SCONJ
fbem-1739	87	6	the	the	DET
fbem-1739	87	7	prediction	prediction	NOUN
fbem-1739	87	8	effect	effect	NOUN
fbem-1739	87	9	of	of	ADP
fbem-1739	87	10	the	the	DET
fbem-1739	87	11	model	model	NOUN
fbem-1739	87	12	is	be	AUX
fbem-1739	87	13	considerable	considerable	ADJ
fbem-1739	87	14	.	.	PUNCT
fbem-1739	88	1	since	since	SCONJ
fbem-1739	88	2	the	the	DET
fbem-1739	88	3	statistics	statistic	NOUN
fbem-1739	88	4	of	of	ADP
fbem-1739	88	5	the	the	DET
fbem-1739	88	6	confusion	confusion	NOUN
fbem-1739	88	7	matrix	matrix	NOUN
fbem-1739	88	8	are	be	AUX
fbem-1739	88	9	only	only	ADV
fbem-1739	88	10	numbers	number	NOUN
fbem-1739	88	11	,	,	PUNCT
fbem-1739	88	12	in	in	ADP
fbem-1739	88	13	the	the	DET
fbem-1739	88	14	face	face	NOUN
fbem-1739	88	15	of	of	ADP
fbem-1739	88	16	a	a	DET
fbem-1739	88	17	large	large	ADJ
fbem-1739	88	18	amount	amount	NOUN
fbem-1739	88	19	of	of	ADP
fbem-1739	88	20	data	datum	NOUN
fbem-1739	88	21	,	,	PUNCT
fbem-1739	88	22	it	it	PRON
fbem-1739	88	23	is	be	AUX
fbem-1739	88	24	difficult	difficult	ADJ
fbem-1739	88	25	to	to	PART
fbem-1739	88	26	measure	measure	VERB
fbem-1739	88	27	the	the	DET
fbem-1739	88	28	pros	pro	NOUN
fbem-1739	88	29	and	and	CCONJ
fbem-1739	88	30	cons	con	NOUN
fbem-1739	88	31	of	of	ADP
fbem-1739	88	32	the	the	DET
fbem-1739	88	33	model	model	NOUN
fbem-1739	88	34	only	only	ADV
fbem-1739	88	35	with	with	ADP
fbem-1739	88	36	numbers	number	NOUN
fbem-1739	88	37	.	.	PUNCT
fbem-1739	89	1	therefore	therefore	ADV
fbem-1739	89	2	,	,	PUNCT
fbem-1739	89	3	several	several	ADJ
fbem-1739	89	4	indicators	indicator	NOUN
fbem-1739	89	5	are	be	AUX
fbem-1739	89	6	extended	extend	VERB
fbem-1739	89	7	on	on	ADP
fbem-1739	89	8	the	the	DET
fbem-1739	89	9	basis	basis	NOUN
fbem-1739	89	10	of	of	ADP
fbem-1739	89	11	the	the	DET
fbem-1739	89	12	basic	basic	ADJ
fbem-1739	89	13	statistical	statistical	ADJ
fbem-1739	89	14	results	result	NOUN
fbem-1739	89	15	:	:	PUNCT
fbem-1739	89	16	accuracy	accuracy	NOUN
fbem-1739	89	17	,	,	PUNCT
fbem-1739	89	18	which	which	PRON
fbem-1739	89	19	refers	refer	VERB
fbem-1739	89	20	to	to	ADP
fbem-1739	89	21	all	all	DET
fbem-1739	89	22	the	the	DET
fbem-1739	89	23	results	result	NOUN
fbem-1739	89	24	that	that	PRON
fbem-1739	89	25	the	the	DET
fbem-1739	89	26	model	model	NOUN
fbem-1739	89	27	prediction	prediction	NOUN
fbem-1739	89	28	is	be	AUX
fbem-1739	89	29	more	more	ADV
fbem-1739	89	30	positive	positive	ADJ
fbem-1739	89	31	than	than	ADP
fbem-1739	89	32	the	the	DET
fbem-1739	89	33	model	model	NOUN
fbem-1739	89	34	prediction	prediction	NOUN
fbem-1739	89	35	category	category	NOUN
fbem-1739	89	36	;	;	PUNCT
fbem-1739	89	37	sensitivity	sensitivity	NOUN
fbem-1739	89	38	refers	refer	VERB
fbem-1739	89	39	to	to	ADP
fbem-1739	89	40	all	all	DET
fbem-1739	89	41	the	the	DET
fbem-1739	89	42	results	result	NOUN
fbem-1739	89	43	that	that	PRON
fbem-1739	89	44	the	the	DET
fbem-1739	89	45	model	model	NOUN
fbem-1739	89	46	prediction	prediction	NOUN
fbem-1739	89	47	is	be	AUX
fbem-1739	89	48	more	more	ADV
fbem-1739	89	49	positive	positive	ADJ
fbem-1739	89	50	than	than	ADP
fbem-1739	89	51	the	the	DET
fbem-1739	89	52	actual	actual	ADJ
fbem-1739	89	53	category	category	NOUN
fbem-1739	89	54	;	;	PUNCT
fbem-1739	89	55	f1	f1	ADJ
fbem-1739	89	56	score	score	NOUN
fbem-1739	89	57	is	be	AUX
fbem-1739	89	58	the	the	DET
fbem-1739	89	59	output	output	NOUN
fbem-1739	89	60	result	result	NOUN
fbem-1739	89	61	that	that	PRON
fbem-1739	89	62	combines	combine	VERB
fbem-1739	89	63	the	the	DET
fbem-1739	89	64	precision	precision	NOUN
fbem-1739	89	65	rate	rate	NOUN
fbem-1739	89	66	and	and	CCONJ
fbem-1739	89	67	the	the	DET
fbem-1739	89	68	recall	recall	NOUN
fbem-1739	89	69	rate	rate	NOUN
fbem-1739	89	70	.	.	PUNCT
fbem-1739	90	1	its	its	PRON
fbem-1739	90	2	value	value	NOUN
fbem-1739	90	3	ranges	range	VERB
fbem-1739	90	4	from	from	ADP
fbem-1739	90	5	0	0	NUM
fbem-1739	90	6	to	to	ADP
fbem-1739	90	7	1	1	NUM
fbem-1739	90	8	.	.	NOUN
fbem-1739	90	9	1	1	NUM
fbem-1739	90	10	represents	represent	VERB
fbem-1739	90	11	the	the	DET
fbem-1739	90	12	best	good	ADJ
fbem-1739	90	13	prediction	prediction	NOUN
fbem-1739	90	14	model	model	NOUN
fbem-1739	90	15	,	,	PUNCT
fbem-1739	90	16	0	0	NUM
fbem-1739	90	17	represents	represent	VERB
fbem-1739	90	18	the	the	DET
fbem-1739	90	19	worst	bad	ADJ
fbem-1739	90	20	prediction	prediction	NOUN
fbem-1739	90	21	model	model	NOUN
fbem-1739	90	22	;	;	PUNCT
fbem-1739	90	23	support	support	NOUN
fbem-1739	90	24	refers	refer	VERB
fbem-1739	90	25	to	to	ADP
fbem-1739	90	26	the	the	DET
fbem-1739	90	27	number	number	NOUN
fbem-1739	90	28	of	of	ADP
fbem-1739	90	29	original	original	ADJ
fbem-1739	90	30	data	datum	NOUN
fbem-1739	90	31	categories	category	NOUN
fbem-1739	90	32	.	.	PUNCT
fbem-1739	91	1	print	print	VERB
fbem-1739	91	2	the	the	DET
fbem-1739	91	3	predicted	predict	VERB
fbem-1739	91	4	grades	grade	NOUN
fbem-1739	91	5	report	report	VERB
fbem-1739	91	6	to	to	ADP
fbem-1739	91	7	:	:	PUNCT
fbem-1739	91	8	table	table	VERB
fbem-1739	91	9	1	1	NUM
fbem-1739	91	10	.	.	PUNCT
fbem-1739	92	1	print	print	NOUN
fbem-1739	92	2	predicted	predict	VERB
fbem-1739	92	3	score	score	NOUN
fbem-1739	92	4	report	report	NOUN
fbem-1739	92	5	it	it	PRON
fbem-1739	92	6	can	can	AUX
fbem-1739	92	7	be	be	AUX
fbem-1739	92	8	seen	see	VERB
fbem-1739	92	9	from	from	ADP
fbem-1739	92	10	table	table	NOUN
fbem-1739	92	11	1	1	NUM
fbem-1739	92	12	that	that	SCONJ
fbem-1739	92	13	the	the	DET
fbem-1739	92	14	data	datum	NOUN
fbem-1739	92	15	of	of	ADP
fbem-1739	92	16	each	each	DET
fbem-1739	92	17	indicator	indicator	NOUN
fbem-1739	92	18	are	be	AUX
fbem-1739	92	19	more	more	ADJ
fbem-1739	92	20	than	than	ADP
fbem-1739	92	21	70	70	NUM
fbem-1739	92	22	%	%	NOUN
fbem-1739	92	23	,	,	PUNCT
fbem-1739	92	24	and	and	CCONJ
fbem-1739	92	25	the	the	DET
fbem-1739	92	26	position	position	NOUN
fbem-1739	92	27	of	of	ADP
fbem-1739	92	28	the	the	DET
fbem-1739	92	29	distance	distance	NOUN
fbem-1739	92	30	1	1	NUM
fbem-1739	92	31	is	be	AUX
fbem-1739	92	32	relatively	relatively	ADV
fbem-1739	92	33	close	close	ADJ
fbem-1739	92	34	.	.	PUNCT
fbem-1739	93	1	it	it	PRON
fbem-1739	93	2	can	can	AUX
fbem-1739	93	3	be	be	AUX
fbem-1739	93	4	concluded	conclude	VERB
fbem-1739	93	5	that	that	SCONJ
fbem-1739	93	6	the	the	DET
fbem-1739	93	7	prediction	prediction	NOUN
fbem-1739	93	8	effect	effect	NOUN
fbem-1739	93	9	of	of	ADP
fbem-1739	93	10	the	the	DET
fbem-1739	93	11	model	model	NOUN
fbem-1739	93	12	is	be	AUX
fbem-1739	93	13	ideal	ideal	ADJ
fbem-1739	93	14	.	.	PUNCT
fbem-1739	94	1	it	it	PRON
fbem-1739	94	2	is	be	AUX
fbem-1739	94	3	also	also	ADV
fbem-1739	94	4	ideal	ideal	ADJ
fbem-1739	94	5	to	to	PART
fbem-1739	94	6	perform	perform	VERB
fbem-1739	94	7	the	the	DET
fbem-1739	94	8	same	same	ADJ
fbem-1739	94	9	operation	operation	NOUN
fbem-1739	94	10	on	on	ADP
fbem-1739	94	11	hengrui	hengrui	PROPN
fbem-1739	94	12	medicine	medicine	PROPN
fbem-1739	94	13	to	to	PART
fbem-1739	94	14	obtain	obtain	VERB
fbem-1739	94	15	its	its	PRON
fbem-1739	94	16	model	model	NOUN
fbem-1739	94	17	prediction	prediction	NOUN
fbem-1739	94	18	effect	effect	NOUN
fbem-1739	94	19	.	.	PUNCT
fbem-1739	95	1	6	6	X
fbem-1739	95	2	.	.	X
fbem-1739	95	3	main	main	ADJ
fbem-1739	95	4	conclusions	conclusion	NOUN
fbem-1739	95	5	and	and	CCONJ
fbem-1739	95	6	policy	policy	NOUN
fbem-1739	95	7	recommendations	recommendation	NOUN
fbem-1739	95	8	6.1	6.1	NUM
fbem-1739	95	9	.	.	PUNCT
fbem-1739	96	1	main	main	ADJ
fbem-1739	96	2	conclusions	conclusion	NOUN
fbem-1739	96	3	this	this	DET
fbem-1739	96	4	paper	paper	NOUN
fbem-1739	96	5	applies	apply	VERB
fbem-1739	96	6	svm	svm	VERB
fbem-1739	96	7	to	to	ADP
fbem-1739	96	8	the	the	DET
fbem-1739	96	9	prediction	prediction	NOUN
fbem-1739	96	10	of	of	ADP
fbem-1739	96	11	my	my	PRON
fbem-1739	96	12	country	country	NOUN
fbem-1739	96	13	's	's	PART
fbem-1739	96	14	stock	stock	NOUN
fbem-1739	96	15	market	market	NOUN
fbem-1739	96	16	.	.	PUNCT
fbem-1739	97	1	use	use	NOUN
fbem-1739	97	2	svm	svm	NOUN
fbem-1739	97	3	to	to	PART
fbem-1739	97	4	select	select	VERB
fbem-1739	97	5	the	the	DET
fbem-1739	97	6	kernel	kernel	PROPN
fbem-1739	97	7	function	function	NOUN
fbem-1739	97	8	and	and	CCONJ
fbem-1739	97	9	optimize	optimize	VERB
fbem-1739	97	10	the	the	DET
fbem-1739	97	11	parameters	parameter	NOUN
fbem-1739	97	12	,	,	PUNCT
fbem-1739	97	13	and	and	CCONJ
fbem-1739	97	14	then	then	ADV
fbem-1739	97	15	find	find	VERB
fbem-1739	97	16	the	the	DET
fbem-1739	97	17	optimal	optimal	ADJ
fbem-1739	97	18	model	model	NOUN
fbem-1739	97	19	to	to	PART
fbem-1739	97	20	measure	measure	VERB
fbem-1739	97	21	the	the	DET
fbem-1739	97	22	stock	stock	NOUN
fbem-1739	97	23	trend	trend	NOUN
fbem-1739	97	24	.	.	PUNCT
fbem-1739	98	1	the	the	DET
fbem-1739	98	2	main	main	ADJ
fbem-1739	98	3	conclusions	conclusion	NOUN
fbem-1739	98	4	are	be	AUX
fbem-1739	98	5	as	as	SCONJ
fbem-1739	98	6	follows	follow	VERB
fbem-1739	98	7	:	:	PUNCT
fbem-1739	98	8	(	(	PUNCT
fbem-1739	98	9	1	1	X
fbem-1739	98	10	)	)	PUNCT
fbem-1739	98	11	based	base	VERB
fbem-1739	98	12	on	on	ADP
fbem-1739	98	13	the	the	DET
fbem-1739	98	14	fast	fast	ADJ
fbem-1739	98	15	convergence	convergence	NOUN
fbem-1739	98	16	speed	speed	NOUN
fbem-1739	98	17	and	and	CCONJ
fbem-1739	98	18	high	high	ADJ
fbem-1739	98	19	precision	precision	NOUN
fbem-1739	98	20	of	of	ADP
fbem-1739	98	21	the	the	DET
fbem-1739	98	22	svm	svm	ADJ
fbem-1739	98	23	model	model	NOUN
fbem-1739	98	24	,	,	PUNCT
fbem-1739	98	25	the	the	DET
fbem-1739	98	26	svm	svm	ADJ
fbem-1739	98	27	model	model	NOUN
fbem-1739	98	28	can	can	AUX
fbem-1739	98	29	predict	predict	VERB
fbem-1739	98	30	the	the	DET
fbem-1739	98	31	stock	stock	NOUN
fbem-1739	98	32	data	datum	NOUN
fbem-1739	98	33	very	very	ADV
fbem-1739	98	34	well	well	ADV
fbem-1739	98	35	,	,	PUNCT
fbem-1739	98	36	so	so	SCONJ
fbem-1739	98	37	that	that	SCONJ
fbem-1739	98	38	the	the	DET
fbem-1739	98	39	prediction	prediction	NOUN
fbem-1739	98	40	results	result	NOUN
fbem-1739	98	41	are	be	AUX
fbem-1739	98	42	very	very	ADV
fbem-1739	98	43	close	close	ADJ
fbem-1739	98	44	to	to	ADP
fbem-1739	98	45	the	the	DET
fbem-1739	98	46	actual	actual	ADJ
fbem-1739	98	47	value	value	NOUN
fbem-1739	98	48	.	.	PUNCT
fbem-1739	99	1	(	(	PUNCT
fbem-1739	99	2	2	2	X
fbem-1739	99	3	)	)	PUNCT
fbem-1739	99	4	kernel	kernel	NOUN
fbem-1739	99	5	function	function	NOUN
fbem-1739	99	6	selection	selection	NOUN
fbem-1739	99	7	and	and	CCONJ
fbem-1739	99	8	kernel	kernel	PROPN
fbem-1739	99	9	parameter	parameter	PROPN
fbem-1739	99	10	selection	selection	NOUN
fbem-1739	99	11	have	have	VERB
fbem-1739	99	12	a	a	DET
fbem-1739	99	13	very	very	ADV
fbem-1739	99	14	important	important	ADJ
fbem-1739	99	15	impact	impact	NOUN
fbem-1739	99	16	on	on	ADP
fbem-1739	99	17	the	the	DET
fbem-1739	99	18	learning	learning	NOUN
fbem-1739	99	19	and	and	CCONJ
fbem-1739	99	20	prediction	prediction	NOUN
fbem-1739	99	21	performance	performance	NOUN
fbem-1739	99	22	of	of	ADP
fbem-1739	99	23	svm	svm	PROPN
fbem-1739	99	24	.	.	PROPN
fbem-1739	99	25	different	different	ADJ
fbem-1739	99	26	kernel	kernel	PROPN
fbem-1739	99	27	functions	function	NOUN
fbem-1739	99	28	and	and	CCONJ
fbem-1739	99	29	kernel	kernel	PROPN
fbem-1739	99	30	parameters	parameter	NOUN
fbem-1739	99	31	are	be	AUX
fbem-1739	99	32	directly	directly	ADV
fbem-1739	99	33	related	relate	VERB
fbem-1739	99	34	to	to	ADP
fbem-1739	99	35	the	the	DET
fbem-1739	99	36	accuracy	accuracy	NOUN
fbem-1739	99	37	of	of	ADP
fbem-1739	99	38	the	the	DET
fbem-1739	99	39	operation	operation	NOUN
fbem-1739	99	40	results	result	NOUN
fbem-1739	99	41	.	.	PUNCT
fbem-1739	100	1	(	(	PUNCT
fbem-1739	100	2	3	3	X
fbem-1739	100	3	)	)	PUNCT
fbem-1739	100	4	svm	svm	NOUN
fbem-1739	100	5	has	have	VERB
fbem-1739	100	6	good	good	ADJ
fbem-1739	100	7	accuracy	accuracy	NOUN
fbem-1739	100	8	in	in	ADP
fbem-1739	100	9	predicting	predict	VERB
fbem-1739	100	10	stock	stock	NOUN
fbem-1739	100	11	prices	price	NOUN
fbem-1739	100	12	,	,	PUNCT
fbem-1739	100	13	and	and	CCONJ
fbem-1739	100	14	provides	provide	VERB
fbem-1739	100	15	a	a	DET
fbem-1739	100	16	very	very	ADV
fbem-1739	100	17	meaningful	meaningful	ADJ
fbem-1739	100	18	analysis	analysis	NOUN
fbem-1739	100	19	tool	tool	NOUN
fbem-1739	100	20	for	for	ADP
fbem-1739	100	21	investors	investor	NOUN
fbem-1739	100	22	.	.	PUNCT
fbem-1739	101	1	6.2	6.2	NUM
fbem-1739	101	2	.	.	PUNCT
fbem-1739	102	1	policy	policy	NOUN
fbem-1739	102	2	recommendations	recommendation	NOUN
fbem-1739	102	3	stock	stock	NOUN
fbem-1739	102	4	prices	price	NOUN
fbem-1739	102	5	fluctuate	fluctuate	VERB
fbem-1739	102	6	frequently	frequently	ADV
fbem-1739	102	7	,	,	PUNCT
fbem-1739	102	8	and	and	CCONJ
fbem-1739	102	9	often	often	ADV
fbem-1739	102	10	quite	quite	ADV
fbem-1739	102	11	dramatically	dramatically	ADV
fbem-1739	102	12	.	.	PUNCT
fbem-1739	103	1	to	to	PART
fbem-1739	103	2	make	make	VERB
fbem-1739	103	3	the	the	DET
fbem-1739	103	4	stock	stock	NOUN
fbem-1739	103	5	market	market	NOUN
fbem-1739	103	6	develop	develop	VERB
fbem-1739	103	7	more	more	ADV
fbem-1739	103	8	stably	stably	ADV
fbem-1739	103	9	,	,	PUNCT
fbem-1739	103	10	it	it	PRON
fbem-1739	103	11	is	be	AUX
fbem-1739	103	12	necessary	necessary	ADJ
fbem-1739	103	13	to	to	PART
fbem-1739	103	14	reduce	reduce	VERB
fbem-1739	103	15	the	the	DET
fbem-1739	103	16	uncertainty	uncertainty	NOUN
fbem-1739	103	17	of	of	ADP
fbem-1739	103	18	investors	investor	NOUN
fbem-1739	103	19	and	and	CCONJ
fbem-1739	103	20	fundraisers	fundraiser	NOUN
fbem-1739	103	21	,	,	PUNCT
fbem-1739	103	22	so	so	SCONJ
fbem-1739	103	23	that	that	SCONJ
fbem-1739	103	24	stock	stock	NOUN
fbem-1739	103	25	forecasting	forecasting	NOUN
fbem-1739	103	26	can	can	AUX
fbem-1739	103	27	be	be	AUX
fbem-1739	103	28	used	use	VERB
fbem-1739	103	29	more	more	ADV
fbem-1739	103	30	flexibly	flexibly	ADV
fbem-1739	103	31	between	between	ADP
fbem-1739	103	32	investors	investor	NOUN
fbem-1739	103	33	and	and	CCONJ
fbem-1739	103	34	fund	fund	NOUN
fbem-1739	103	35	-	-	PUNCT
fbem-1739	103	36	raisers	raiser	NOUN
fbem-1739	103	37	,	,	PUNCT
fbem-1739	103	38	so	so	SCONJ
fbem-1739	103	39	as	as	SCONJ
fbem-1739	103	40	to	to	PART
fbem-1739	103	41	achieve	achieve	VERB
fbem-1739	103	42	the	the	DET
fbem-1739	103	43	optimal	optimal	ADJ
fbem-1739	103	44	resource	resource	NOUN
fbem-1739	103	45	allocation	allocation	NOUN
fbem-1739	103	46	market	market	NOUN
fbem-1739	103	47	.	.	PUNCT
fbem-1739	104	1	this	this	DET
fbem-1739	104	2	paper	paper	NOUN
fbem-1739	104	3	proposes	propose	VERB
fbem-1739	104	4	to	to	PART
fbem-1739	104	5	improve	improve	VERB
fbem-1739	104	6	my	my	PRON
fbem-1739	104	7	country	country	NOUN
fbem-1739	104	8	's	's	PART
fbem-1739	104	9	stock	stock	NOUN
fbem-1739	104	10	market	market	NOUN
fbem-1739	104	11	roughly	roughly	ADV
fbem-1739	104	12	from	from	ADP
fbem-1739	104	13	the	the	DET
fbem-1739	104	14	following	following	ADJ
fbem-1739	104	15	aspects	aspect	NOUN
fbem-1739	104	16	,	,	PUNCT
fbem-1739	104	17	in	in	ADP
fbem-1739	104	18	order	order	NOUN
fbem-1739	104	19	to	to	PART
fbem-1739	104	20	reduce	reduce	VERB
fbem-1739	104	21	the	the	DET
fbem-1739	104	22	uncertainty	uncertainty	NOUN
fbem-1739	104	23	of	of	ADP
fbem-1739	104	24	the	the	DET
fbem-1739	104	25	stock	stock	NOUN
fbem-1739	104	26	market	market	NOUN
fbem-1739	104	27	.	.	PUNCT
fbem-1739	105	1	first	first	ADV
fbem-1739	105	2	,	,	PUNCT
fbem-1739	105	3	through	through	ADP
fbem-1739	105	4	extensive	extensive	ADJ
fbem-1739	105	5	social	social	ADJ
fbem-1739	105	6	research	research	NOUN
fbem-1739	105	7	and	and	CCONJ
fbem-1739	105	8	discussion	discussion	NOUN
fbem-1739	105	9	,	,	PUNCT
fbem-1739	105	10	determine	determine	VERB
fbem-1739	105	11	the	the	DET
fbem-1739	105	12	stage	stage	NOUN
fbem-1739	105	13	target	target	NOUN
fbem-1739	105	14	of	of	ADP
fbem-1739	105	15	my	my	PRON
fbem-1739	105	16	country	country	NOUN
fbem-1739	105	17	's	's	PART
fbem-1739	105	18	stock	stock	NOUN
fbem-1739	105	19	market	market	NOUN
fbem-1739	105	20	economic	economic	ADJ
fbem-1739	105	21	development	development	NOUN
fbem-1739	105	22	.	.	PUNCT
fbem-1739	106	1	second	second	ADV
fbem-1739	106	2	,	,	PUNCT
fbem-1739	106	3	build	build	VERB
fbem-1739	106	4	a	a	DET
fbem-1739	106	5	dynamic	dynamic	ADJ
fbem-1739	106	6	monitoring	monitoring	NOUN
fbem-1739	106	7	system	system	NOUN
fbem-1739	106	8	for	for	ADP
fbem-1739	106	9	stock	stock	NOUN
fbem-1739	106	10	market	market	NOUN
fbem-1739	106	11	quality	quality	NOUN
fbem-1739	106	12	as	as	ADV
fbem-1739	106	13	soon	soon	ADV
fbem-1739	106	14	as	as	ADP
fbem-1739	106	15	possible	possible	ADJ
fbem-1739	106	16	,	,	PUNCT
fbem-1739	106	17	in	in	ADP
fbem-1739	106	18	order	order	NOUN
fbem-1739	106	19	to	to	PART
fbem-1739	106	20	achieve	achieve	VERB
fbem-1739	106	21	timely	timely	ADJ
fbem-1739	106	22	and	and	CCONJ
fbem-1739	106	23	accurate	accurate	ADJ
fbem-1739	106	24	assessment	assessment	NOUN
fbem-1739	106	25	and	and	CCONJ
fbem-1739	106	26	grasp	grasp	NOUN
fbem-1739	106	27	of	of	ADP
fbem-1739	106	28	stock	stock	NOUN
fbem-1739	106	29	market	market	NOUN
fbem-1739	106	30	quality	quality	NOUN
fbem-1739	106	31	.	.	PUNCT
fbem-1739	107	1	third	third	ADJ
fbem-1739	107	2	,	,	PUNCT
fbem-1739	107	3	on	on	ADP
fbem-1739	107	4	the	the	DET
fbem-1739	107	5	basis	basis	NOUN
fbem-1739	107	6	of	of	ADP
fbem-1739	107	7	the	the	DET
fbem-1739	107	8	above	above	ADJ
fbem-1739	107	9	,	,	PUNCT
fbem-1739	107	10	regulatory	regulatory	ADJ
fbem-1739	107	11	authorities	authority	NOUN
fbem-1739	107	12	should	should	AUX
fbem-1739	107	13	pay	pay	VERB
fbem-1739	107	14	attention	attention	NOUN
fbem-1739	107	15	to	to	ADP
fbem-1739	107	16	changes	change	NOUN
fbem-1739	107	17	in	in	ADP
fbem-1739	107	18	market	market	NOUN
fbem-1739	107	19	quality	quality	NOUN
fbem-1739	107	20	,	,	PUNCT
fbem-1739	107	21	in	in	ADP
fbem-1739	107	22	order	order	NOUN
fbem-1739	107	23	to	to	PART
fbem-1739	107	24	achieve	achieve	VERB
fbem-1739	107	25	the	the	DET
fbem-1739	107	26	stability	stability	NOUN
fbem-1739	107	27	of	of	ADP
fbem-1739	107	28	the	the	DET
fbem-1739	107	29	stock	stock	NOUN
fbem-1739	107	30	market	market	NOUN
fbem-1739	107	31	and	and	CCONJ
fbem-1739	107	32	reduce	reduce	VERB
fbem-1739	107	33	the	the	DET
fbem-1739	107	34	risk	risk	NOUN
fbem-1739	107	35	of	of	ADP
fbem-1739	107	36	investors	investor	NOUN
fbem-1739	107	37	and	and	CCONJ
fbem-1739	107	38	fundraisers	fundraiser	NOUN
fbem-1739	107	39	.	.	PUNCT
fbem-1739	108	1	7	7	X
fbem-1739	108	2	.	.	X
fbem-1739	108	3	conclusion	conclusion	NOUN
fbem-1739	108	4	the	the	DET
fbem-1739	108	5	chinese	chinese	ADJ
fbem-1739	108	6	stock	stock	NOUN
fbem-1739	108	7	market	market	NOUN
fbem-1739	108	8	is	be	AUX
fbem-1739	108	9	a	a	DET
fbem-1739	108	10	policy	policy	NOUN
fbem-1739	108	11	market	market	NOUN
fbem-1739	108	12	,	,	PUNCT
fbem-1739	108	13	and	and	CCONJ
fbem-1739	108	14	once	once	ADV
fbem-1739	108	15	bad	bad	ADJ
fbem-1739	108	16	news	news	NOUN
fbem-1739	108	17	or	or	CCONJ
fbem-1739	108	18	good	good	ADJ
fbem-1739	108	19	news	news	NOUN
fbem-1739	108	20	leaks	leak	NOUN
fbem-1739	108	21	out	out	ADP
fbem-1739	108	22	,	,	PUNCT
fbem-1739	108	23	it	it	PRON
fbem-1739	108	24	will	will	AUX
fbem-1739	108	25	have	have	VERB
fbem-1739	108	26	a	a	DET
fbem-1739	108	27	big	big	ADJ
fbem-1739	108	28	impact	impact	NOUN
fbem-1739	108	29	on	on	ADP
fbem-1739	108	30	the	the	DET
fbem-1739	108	31	stock	stock	NOUN
fbem-1739	108	32	market	market	NOUN
fbem-1739	108	33	.	.	PUNCT
fbem-1739	109	1	in	in	ADP
fbem-1739	109	2	addition	addition	NOUN
fbem-1739	109	3	,	,	PUNCT
fbem-1739	109	4	some	some	DET
fbem-1739	109	5	dealers	dealer	NOUN
fbem-1739	109	6	and	and	CCONJ
fbem-1739	109	7	institutions	institution	NOUN
fbem-1739	109	8	also	also	ADV
fbem-1739	109	9	operate	operate	VERB
fbem-1739	109	10	the	the	DET
fbem-1739	109	11	stock	stock	NOUN
fbem-1739	109	12	market	market	NOUN
fbem-1739	109	13	,	,	PUNCT
fbem-1739	109	14	making	make	VERB
fbem-1739	109	15	it	it	PRON
fbem-1739	109	16	difficult	difficult	ADJ
fbem-1739	109	17	to	to	PART
fbem-1739	109	18	accurately	accurately	ADV
fbem-1739	109	19	predict	predict	VERB
fbem-1739	109	20	stock	stock	NOUN
fbem-1739	109	21	prices	price	NOUN
fbem-1739	109	22	.	.	PUNCT
fbem-1739	110	1	therefore	therefore	ADV
fbem-1739	110	2	,	,	PUNCT
fbem-1739	110	3	we	we	PRON
fbem-1739	110	4	should	should	AUX
fbem-1739	110	5	refer	refer	VERB
fbem-1739	110	6	to	to	ADP
fbem-1739	110	7	some	some	DET
fbem-1739	110	8	policy	policy	NOUN
fbem-1739	110	9	indicators	indicator	NOUN
fbem-1739	110	10	or	or	CCONJ
fbem-1739	110	11	information	information	NOUN
fbem-1739	110	12	in	in	ADP
fbem-1739	110	13	the	the	DET
fbem-1739	110	14	actual	actual	ADJ
fbem-1739	110	15	operation	operation	NOUN
fbem-1739	110	16	process	process	NOUN
fbem-1739	110	17	,	,	PUNCT
fbem-1739	110	18	and	and	CCONJ
fbem-1739	110	19	then	then	ADV
fbem-1739	110	20	make	make	VERB
fbem-1739	110	21	relevant	relevant	ADJ
fbem-1739	110	22	investments	investment	NOUN
fbem-1739	110	23	according	accord	VERB
fbem-1739	110	24	to	to	ADP
fbem-1739	110	25	the	the	DET
fbem-1739	110	26	actual	actual	ADJ
fbem-1739	110	27	predicted	predict	VERB
fbem-1739	110	28	trend	trend	NOUN
fbem-1739	110	29	.	.	PUNCT
fbem-1739	111	1	it	it	PRON
fbem-1739	111	2	is	be	AUX
fbem-1739	111	3	only	only	ADV
fbem-1739	111	4	a	a	DET
fbem-1739	111	5	single	single	ADJ
fbem-1739	111	6	use	use	NOUN
fbem-1739	111	7	of	of	ADP
fbem-1739	111	8	svm	svm	NOUN
fbem-1739	111	9	to	to	PART
fbem-1739	111	10	predict	predict	VERB
fbem-1739	111	11	the	the	DET
fbem-1739	111	12	stock	stock	NOUN
fbem-1739	111	13	trend	trend	NOUN
fbem-1739	111	14	,	,	PUNCT
fbem-1739	111	15	and	and	CCONJ
fbem-1739	111	16	further	further	ADJ
fbem-1739	111	17	research	research	NOUN
fbem-1739	111	18	and	and	CCONJ
fbem-1739	111	19	improvement	improvement	NOUN
fbem-1739	111	20	are	be	AUX
fbem-1739	111	21	needed	need	VERB
fbem-1739	111	22	.	.	PUNCT
fbem-1739	112	1	in	in	ADP
fbem-1739	112	2	this	this	DET
fbem-1739	112	3	article	article	NOUN
fbem-1739	112	4	,	,	PUNCT
fbem-1739	112	5	baosteel	baosteel	NOUN
fbem-1739	112	6	and	and	CCONJ
fbem-1739	112	7	hengrui	hengrui	PROPN
fbem-1739	112	8	medicine	medicine	PROPN
fbem-1739	112	9	are	be	AUX
fbem-1739	112	10	selected	select	VERB
fbem-1739	112	11	for	for	ADP
fbem-1739	112	12	stock	stock	NOUN
fbem-1739	112	13	forecasting	forecasting	NOUN
fbem-1739	112	14	.	.	PUNCT
fbem-1739	113	1	but	but	CCONJ
fbem-1739	113	2	if	if	SCONJ
fbem-1739	113	3	you	you	PRON
fbem-1739	113	4	choose	choose	VERB
fbem-1739	113	5	more	more	ADV
fbem-1739	113	6	volatile	volatile	ADJ
fbem-1739	113	7	stocks	stock	NOUN
fbem-1739	113	8	,	,	PUNCT
fbem-1739	113	9	is	be	AUX
fbem-1739	113	10	there	there	PRON
fbem-1739	113	11	still	still	ADV
fbem-1739	113	12	an	an	DET
fbem-1739	113	13	advantage	advantage	NOUN
fbem-1739	113	14	in	in	ADP
fbem-1739	113	15	the	the	DET
fbem-1739	113	16	forecasting	forecasting	NOUN
fbem-1739	113	17	effect	effect	NOUN
fbem-1739	113	18	of	of	ADP
fbem-1739	113	19	svm	svm	PROPN
fbem-1739	113	20	?	?	PROPN
fbem-1739	113	21	can	can	AUX
fbem-1739	113	22	you	you	PRON
fbem-1739	113	23	further	further	ADJ
fbem-1739	113	24	research	research	VERB
fbem-1739	113	25	and	and	CCONJ
fbem-1739	113	26	explore	explore	VERB
fbem-1739	113	27	stock	stock	NOUN
fbem-1739	113	28	picking	picking	NOUN
fbem-1739	113	29	?	?	PUNCT
fbem-1739	114	1	does	do	AUX
fbem-1739	114	2	the	the	DET
fbem-1739	114	3	9	9	NUM
fbem-1739	114	4	-	-	PUNCT
fbem-1739	114	5	dimensional	dimensional	ADJ
fbem-1739	114	6	input	input	NOUN
fbem-1739	114	7	feature	feature	NOUN
fbem-1739	114	8	space	space	NOUN
fbem-1739	114	9	contain	contain	VERB
fbem-1739	114	10	all	all	DET
fbem-1739	114	11	the	the	DET
fbem-1739	114	12	information	information	NOUN
fbem-1739	114	13	needed	need	VERB
fbem-1739	114	14	for	for	ADP
fbem-1739	114	15	model	model	NOUN
fbem-1739	114	16	training	training	NOUN
fbem-1739	114	17	and	and	CCONJ
fbem-1739	114	18	prediction	prediction	NOUN
fbem-1739	114	19	?	?	PUNCT
fbem-1739	115	1	if	if	SCONJ
fbem-1739	115	2	all	all	DET
fbem-1739	115	3	the	the	DET
fbem-1739	115	4	information	information	NOUN
fbem-1739	115	5	is	be	AUX
fbem-1739	115	6	not	not	PART
fbem-1739	115	7	included	include	VERB
fbem-1739	115	8	,	,	PUNCT
fbem-1739	115	9	the	the	DET
fbem-1739	115	10	prediction	prediction	NOUN
fbem-1739	115	11	effect	effect	NOUN
fbem-1739	115	12	and	and	CCONJ
fbem-1739	115	13	accuracy	accuracy	NOUN
fbem-1739	115	14	will	will	AUX
fbem-1739	115	15	be	be	AUX
fbem-1739	115	16	greatly	greatly	ADV
fbem-1739	115	17	reduced	reduce	VERB
fbem-1739	115	18	,	,	PUNCT
fbem-1739	115	19	so	so	CCONJ
fbem-1739	115	20	how	how	SCONJ
fbem-1739	115	21	to	to	PART
fbem-1739	115	22	find	find	VERB
fbem-1739	115	23	the	the	DET
fbem-1739	115	24	most	most	ADV
fbem-1739	115	25	representative	representative	ADJ
fbem-1739	115	26	prediction	prediction	NOUN
fbem-1739	115	27	information	information	NOUN
fbem-1739	115	28	attributes	attribute	VERB
fbem-1739	115	29	needs	need	VERB
fbem-1739	115	30	further	further	ADJ
fbem-1739	115	31	research	research	NOUN
fbem-1739	115	32	.	.	PUNCT
fbem-1739	116	1	but	but	CCONJ
fbem-1739	116	2	in	in	ADP
fbem-1739	116	3	general	general	ADJ
fbem-1739	116	4	,	,	PUNCT
fbem-1739	116	5	stock	stock	NOUN
fbem-1739	116	6	market	market	NOUN
fbem-1739	116	7	forecasting	forecasting	NOUN
fbem-1739	116	8	is	be	AUX
fbem-1739	116	9	very	very	ADV
fbem-1739	116	10	challenging	challenging	ADJ
fbem-1739	116	11	,	,	PUNCT
fbem-1739	116	12	but	but	CCONJ
fbem-1739	116	13	its	its	PRON
fbem-1739	116	14	practical	practical	ADJ
fbem-1739	116	15	significance	significance	NOUN
fbem-1739	116	16	is	be	AUX
fbem-1739	116	17	obvious	obvious	ADJ
fbem-1739	116	18	.	.	PUNCT
fbem-1739	117	1	references	reference	NOUN
fbem-1739	117	2	[	[	X
fbem-1739	117	3	1	1	NUM
fbem-1739	117	4	]	]	X
fbem-1739	117	5	chen	chen	PROPN
fbem-1739	117	6	fangfang	fangfang	PROPN
fbem-1739	117	7	.	.	PUNCT
fbem-1739	118	1	research	research	NOUN
fbem-1739	118	2	on	on	ADP
fbem-1739	118	3	stock	stock	NOUN
fbem-1739	118	4	price	price	NOUN
fbem-1739	118	5	prediction	prediction	NOUN
fbem-1739	118	6	based	base	VERB
fbem-1739	118	7	on	on	ADP
fbem-1739	118	8	support	support	NOUN
fbem-1739	118	9	vector	vector	NOUN
fbem-1739	118	10	machine	machine	NOUN
fbem-1739	119	1	[	[	X
fbem-1739	119	2	d	d	X
fbem-1739	119	3	]	]	X
fbem-1739	119	4	.	.	PUNCT
fbem-1739	120	1	chongqing	chongqe	VERB
fbem-1739	120	2	:	:	PUNCT
fbem-1739	120	3	chongqing	chongqing	PROPN
fbem-1739	120	4	university	university	PROPN
fbem-1739	120	5	of	of	ADP
fbem-1739	120	6	technology	technology	NOUN
fbem-1739	120	7	,	,	PUNCT
fbem-1739	120	8	2016	2016	NUM
fbem-1739	120	9	.	.	PUNCT
fbem-1739	121	1	[	[	X
fbem-1739	121	2	2	2	NUM
fbem-1739	121	3	]	]	X
fbem-1739	121	4	liu	liu	PROPN
fbem-1739	121	5	qingxia	qingxia	PROPN
fbem-1739	121	6	.	.	PUNCT
fbem-1739	122	1	stock	stock	NOUN
fbem-1739	122	2	price	price	NOUN
fbem-1739	122	3	prediction	prediction	NOUN
fbem-1739	122	4	based	base	VERB
fbem-1739	122	5	on	on	ADP
fbem-1739	122	6	principal	principal	ADJ
fbem-1739	122	7	component	component	NOUN
fbem-1739	122	8	analysis	analysis	NOUN
fbem-1739	122	9	and	and	CCONJ
fbem-1739	122	10	bp	bp	PROPN
fbem-1739	122	11	neural	neural	ADJ
fbem-1739	122	12	network	network	NOUN
fbem-1739	123	1	[	[	X
fbem-1739	123	2	d	d	X
fbem-1739	123	3	]	]	X
fbem-1739	123	4	.	.	PUNCT
fbem-1739	124	1	suzhou	suzhou	PROPN
fbem-1739	124	2	:	:	PUNCT
fbem-1739	124	3	soochow	soochow	PROPN
fbem-1739	124	4	university	university	PROPN
fbem-1739	124	5	,	,	PUNCT
fbem-1739	124	6	2017	2017	NUM
fbem-1739	124	7	.	.	PUNCT
fbem-1739	125	1	[	[	X
fbem-1739	125	2	3	3	X
fbem-1739	125	3	]	]	PUNCT
fbem-1739	125	4	shen	shen	PROPN
fbem-1739	125	5	jinrong	jinrong	PROPN
fbem-1739	125	6	.	.	PUNCT
fbem-1739	126	1	stepwise	stepwise	PROPN
fbem-1739	126	2	regression	regression	PROPN
fbem-1739	126	3	algorithm	algorithm	NOUN
fbem-1739	126	4	based	base	VERB
fbem-1739	126	5	on	on	ADP
fbem-1739	126	6	decision	decision	NOUN
fbem-1739	126	7	tree	tree	NOUN
fbem-1739	126	8	and	and	CCONJ
fbem-1739	126	9	its	its	PRON
fbem-1739	126	10	application	application	NOUN
fbem-1739	126	11	in	in	ADP
fbem-1739	126	12	stock	stock	NOUN
fbem-1739	126	13	forecasting	forecasting	NOUN
fbem-1739	127	1	[	[	X
fbem-1739	127	2	d	d	X
fbem-1739	127	3	]	]	X
fbem-1739	127	4	.	.	PUNCT
fbem-1739	128	1	guangzhou	guangzhou	PROPN
fbem-1739	128	2	:	:	PUNCT
fbem-1739	128	3	guangdong	guangdong	PROPN
fbem-1739	128	4	university	university	PROPN
fbem-1739	128	5	of	of	ADP
fbem-1739	128	6	technology	technology	NOUN
fbem-1739	128	7	,	,	PUNCT
fbem-1739	128	8	2017	2017	NUM
fbem-1739	128	9	.	.	PUNCT
fbem-1739	129	1	[	[	X
fbem-1739	129	2	4	4	NUM
fbem-1739	129	3	]	]	X
fbem-1739	129	4	li	li	PROPN
fbem-1739	129	5	dan	dan	PROPN
fbem-1739	129	6	.	.	PROPN
fbem-1739	129	7	research	research	PROPN
fbem-1739	129	8	on	on	ADP
fbem-1739	129	9	stock	stock	NOUN
fbem-1739	129	10	prediction	prediction	NOUN
fbem-1739	129	11	based	base	VERB
fbem-1739	129	12	on	on	ADP
fbem-1739	129	13	multi	multi	ADJ
fbem-1739	129	14	-	-	ADJ
fbem-1739	129	15	view	view	ADJ
fbem-1739	129	16	feature	feature	NOUN
fbem-1739	129	17	data	datum	NOUN
fbem-1739	130	1	[	[	X
fbem-1739	130	2	d	d	X
fbem-1739	130	3	]	]	X
fbem-1739	130	4	.	.	PUNCT
fbem-1739	131	1	xi'an	xi'an	PROPN
fbem-1739	131	2	:	:	PUNCT
fbem-1739	131	3	northwest	northwest	PROPN
fbem-1739	131	4	university	university	PROPN
fbem-1739	131	5	,	,	PUNCT
fbem-1739	131	6	.2018	.2018	PROPN
fbem-1739	131	7	.	.	PUNCT
fbem-1739	132	1	101	101	NUM
fbem-1739	133	1	[	[	X
fbem-1739	133	2	5	5	NUM
fbem-1739	133	3	]	]	SYM
fbem-1739	133	4	hu	hu	PROPN
fbem-1739	133	5	di	di	PROPN
fbem-1739	133	6	,	,	PUNCT
fbem-1739	133	7	huang	huang	PROPN
fbem-1739	133	8	wei	wei	PROPN
fbem-1739	133	9	.	.	PUNCT
fbem-1739	134	1	stock	stock	NOUN
fbem-1739	134	2	price	price	NOUN
fbem-1739	134	3	prediction	prediction	NOUN
fbem-1739	134	4	based	base	VERB
fbem-1739	134	5	on	on	ADP
fbem-1739	134	6	ap_svm	ap_svm	PROPN
fbem-1739	134	7	portfolio	portfolio	NOUN
fbem-1739	134	8	model	model	NOUN
fbem-1739	135	1	[	[	X
fbem-1739	135	2	j	j	X
fbem-1739	135	3	]	]	X
fbem-1739	135	4	.	.	PUNCT
fbem-1739	136	1	journal	journal	PROPN
fbem-1739	136	2	of	of	ADP
fbem-1739	136	3	wuhan	wuhan	PROPN
fbem-1739	136	4	engineering	engineering	PROPN
fbem-1739	136	5	university	university	PROPN
fbem-1739	136	6	,	,	PUNCT
fbem-1739	136	7	2019	2019	NUM
fbem-1739	136	8	,	,	PUNCT
fbem-1739	136	9	(	(	PUNCT
fbem-1739	136	10	6	6	NUM
fbem-1739	136	11	):	):	PUNCT
fbem-1739	136	12	297	297	NUM
fbem-1739	136	13	-	-	SYM
fbem-1739	136	14	301	301	NUM
fbem-1739	136	15	.	.	PUNCT
fbem-1739	137	1	[	[	X
fbem-1739	137	2	6	6	NUM
fbem-1739	137	3	]	]	X
fbem-1739	137	4	zhang	zhang	PROPN
fbem-1739	137	5	jinghua	jinghua	PROPN
fbem-1739	137	6	,	,	PUNCT
fbem-1739	137	7	gan	gan	PROPN
fbem-1739	137	8	yujian	yujian	PROPN
fbem-1739	137	9	.	.	PUNCT
fbem-1739	137	10	prediction	prediction	NOUN
fbem-1739	137	11	of	of	ADP
fbem-1739	137	12	shanghai	shanghai	PROPN
fbem-1739	137	13	stock	stock	PROPN
fbem-1739	137	14	exchange	exchange	PROPN
fbem-1739	137	15	index	index	NOUN
fbem-1739	137	16	based	base	VERB
fbem-1739	137	17	on	on	ADP
fbem-1739	137	18	deep	deep	ADJ
fbem-1739	137	19	learning	learning	NOUN
fbem-1739	137	20	support	support	NOUN
fbem-1739	137	21	vector	vector	NOUN
fbem-1739	137	22	machine	machine	NOUN
fbem-1739	138	1	[	[	X
fbem-1739	138	2	j	j	X
fbem-1739	138	3	]	]	X
fbem-1739	138	4	.	.	PUNCT
fbem-1739	139	1	statistics	statistic	NOUN
fbem-1739	139	2	and	and	CCONJ
fbem-1739	139	3	decision	decision	NOUN
fbem-1739	139	4	,	,	PUNCT
fbem-1739	139	5	2019	2019	NUM
fbem-1739	139	6	,	,	PUNCT
fbem-1739	139	7	(	(	PUNCT
fbem-1739	139	8	2	2	NUM
fbem-1739	139	9	):	):	PUNCT
fbem-1739	139	10	178	178	NUM
fbem-1739	139	11	.	.	PUNCT
fbem-1739	140	1	[	[	X
fbem-1739	140	2	7	7	X
fbem-1739	140	3	]	]	X
fbem-1739	140	4	li	li	PROPN
fbem-1739	140	5	yue	yue	PROPN
fbem-1739	140	6	.	.	PUNCT
fbem-1739	140	7	stock	stock	NOUN
fbem-1739	140	8	market	market	NOUN
fbem-1739	140	9	forecast	forecast	NOUN
fbem-1739	140	10	based	base	VERB
fbem-1739	140	11	on	on	ADP
fbem-1739	140	12	support	support	NOUN
fbem-1739	140	13	vector	vector	NOUN
fbem-1739	140	14	machine	machine	NOUN
fbem-1739	141	1	[	[	X
fbem-1739	141	2	d	d	X
fbem-1739	141	3	]	]	X
fbem-1739	141	4	.	.	PUNCT
fbem-1739	142	1	shanghai	shanghai	PROPN
fbem-1739	142	2	:	:	PUNCT
fbem-1739	142	3	fudan	fudan	PROPN
fbem-1739	142	4	university	university	PROPN
fbem-1739	142	5	,	,	PUNCT
fbem-1739	142	6	2014	2014	NUM
fbem-1739	142	7	.	.	PUNCT
fbem-1739	143	1	[	[	X
fbem-1739	143	2	8	8	NUM
fbem-1739	143	3	]	]	X
fbem-1739	143	4	jiang	jiang	PROPN
fbem-1739	143	5	peng	peng	PROPN
fbem-1739	143	6	.	.	PUNCT
fbem-1739	144	1	research	research	NOUN
fbem-1739	144	2	on	on	ADP
fbem-1739	144	3	stock	stock	NOUN
fbem-1739	144	4	timing	timing	NOUN
fbem-1739	144	5	strategy	strategy	NOUN
fbem-1739	144	6	based	base	VERB
fbem-1739	144	7	on	on	ADP
fbem-1739	144	8	support	support	NOUN
fbem-1739	144	9	vector	vector	NOUN
fbem-1739	144	10	machine_svm_[d	machine_svm_[d	NOUN
fbem-1739	144	11	]	]	PUNCT
fbem-1739	144	12	.	.	PUNCT
fbem-1739	145	1	nanchang	nanchang	PROPN
fbem-1739	145	2	:	:	PUNCT
fbem-1739	145	3	jiangxi	jiangxi	PROPN
fbem-1739	145	4	university	university	PROPN
fbem-1739	145	5	of	of	ADP
fbem-1739	145	6	finance	finance	NOUN
fbem-1739	145	7	and	and	CCONJ
fbem-1739	145	8	economics	economic	NOUN
fbem-1739	145	9	,	,	PUNCT
fbem-1739	145	10	2019	2019	NUM
fbem-1739	145	11	.	.	PUNCT
fbem-1739	146	1	[	[	X
fbem-1739	146	2	9	9	NUM
fbem-1739	146	3	]	]	SYM
fbem-1739	146	4	c	c	NOUN
fbem-1739	146	5	cortes	corte	NOUN
fbem-1739	146	6	,	,	PUNCT
fbem-1739	146	7	v	v	NOUN
fbem-1739	146	8	vapnik	vapnik	NOUN
fbem-1739	146	9	.	.	PUNCT
fbem-1739	147	1	support	support	NOUN
fbem-1739	147	2	-	-	PUNCT
fbem-1739	147	3	vector	vector	NOUN
fbem-1739	147	4	networks	network	NOUN
fbem-1739	147	5	.	.	PUNCT
fbem-1739	148	1	[	[	X
fbem-1739	148	2	j	j	X
fbem-1739	148	3	]	]	X
fbem-1739	148	4	.	.	PUNCT
fbem-1739	148	5	machine	machine	NOUN
fbem-1739	148	6	learning	learning	NOUN
fbem-1739	148	7	,	,	PUNCT
fbem-1739	148	8	1995	1995	NUM
fbem-1739	148	9	,	,	PUNCT
fbem-1739	148	10	20(3	20(3	NUM
fbem-1739	148	11	):	):	PUNCT
fbem-1739	148	12	273	273	NUM
fbem-1739	148	13	-	-	SYM
fbem-1739	148	14	297	297	NUM
fbem-1739	148	15	.	.	PUNCT
fbem-1739	149	1	[	[	X
fbem-1739	149	2	10	10	NUM
fbem-1739	149	3	]	]	X
fbem-1739	149	4	sun	sun	NOUN
fbem-1739	149	5	ruoyu	ruoyu	NOUN
fbem-1739	149	6	.	.	PUNCT
fbem-1739	150	1	stock	stock	NOUN
fbem-1739	150	2	price	price	NOUN
fbem-1739	150	3	prediction	prediction	NOUN
fbem-1739	150	4	based	base	VERB
fbem-1739	150	5	on	on	ADP
fbem-1739	150	6	support	support	NOUN
fbem-1739	150	7	vector	vector	NOUN
fbem-1739	150	8	machines	machine	NOUN
fbem-1739	151	1	[	[	X
fbem-1739	151	2	d	d	X
fbem-1739	151	3	]	]	X
fbem-1739	151	4	.	.	PUNCT
fbem-1739	152	1	dalian	dalian	PROPN
fbem-1739	152	2	:	:	PUNCT
fbem-1739	152	3	dalian	dalian	PROPN
fbem-1739	152	4	university	university	PROPN
fbem-1739	152	5	of	of	ADP
fbem-1739	152	6	technology	technology	NOUN
fbem-1739	152	7	,	,	PUNCT
fbem-1739	152	8	2019	2019	NUM
fbem-1739	152	9	.	.	PUNCT
fbem-1739	153	1	[	[	X
fbem-1739	153	2	11	11	NUM
fbem-1739	153	3	]	]	PUNCT
fbem-1739	153	4	hiromasa	hiromasa	PROPN
fbem-1739	153	5	kaneko	kaneko	PROPN
fbem-1739	153	6	,	,	PUNCT
fbem-1739	153	7	kimito	kimito	PROPN
fbem-1739	153	8	funatsu	funatsu	PROPN
fbem-1739	153	9	.	.	PUNCT
fbem-1739	154	1	adaptive	adaptive	ADJ
fbem-1739	154	2	soft	soft	ADJ
fbem-1739	154	3	sensor	sensor	NOUN
fbem-1739	154	4	model	model	NOUN
fbem-1739	154	5	using	use	VERB
fbem-1739	154	6	online	online	ADJ
fbem-1739	154	7	upport	upport	ADJ
fbem-1739	154	8	vector	vector	NOUN
fbem-1739	154	9	regression	regression	NOUN
fbem-1739	154	10	with	with	ADP
fbem-1739	154	11	time	time	NOUN
fbem-1739	154	12	variable	variable	NOUN
fbem-1739	154	13	and	and	CCONJ
fbem-1739	154	14	discussion	discussion	NOUN
fbem-1739	154	15	of	of	ADP
fbem-1739	154	16	appropriate	appropriate	ADJ
fbem-1739	154	17	hyperparameter	hyperparameter	NOUN
fbem-1739	154	18	settings	setting	NOUN
fbem-1739	154	19	and	and	CCONJ
fbem-1739	154	20	window	window	NOUN
fbem-1739	154	21	size[j	size[j	PROPN
fbem-1739	154	22	]	]	PUNCT
fbem-1739	154	23	.	.	PUNCT
fbem-1739	155	1	computers	computer	NOUN
fbem-1739	155	2	and	and	CCONJ
fbem-1739	155	3	chemical	chemical	NOUN
fbem-1739	155	4	engineering	engineering	NOUN
fbem-1739	155	5	,	,	PUNCT
fbem-1739	155	6	2013	2013	NUM
fbem-1739	155	7	,	,	PUNCT
fbem-1739	155	8	58(11	58(11	NUM
fbem-1739	155	9	):	):	PUNCT
fbem-1739	155	10	288	288	NUM
fbem-1739	155	11	-	-	SYM
fbem-1739	155	12	297	297	NUM
fbem-1739	155	13	.	.	PUNCT