id	sid	tid	token	lemma	pos
ajfa-5485	1	1	microsoft	microsoft	PROPN
ajfa-5485	1	2	word	word	NOUN
ajfa-5485	1	3	5485-19759-2-sm-writer2-new.docx	5485-19759-2-sm-writer2-new.docx	NUM
ajfa-5485	1	4	asian	asian	ADJ
ajfa-5485	1	5	journal	journal	NOUN
ajfa-5485	1	6	of	of	ADP
ajfa-5485	1	7	finance	finance	PROPN
ajfa-5485	1	8	&	&	CCONJ
ajfa-5485	1	9	accounting	accounting	PROPN
ajfa-5485	1	10	issn	issn	PROPN
ajfa-5485	1	11	1946	1946	NUM
ajfa-5485	1	12	-	-	PUNCT
ajfa-5485	1	13	052x	052x	PROPN
ajfa-5485	1	14	2014	2014	NUM
ajfa-5485	1	15	,	,	PUNCT
ajfa-5485	1	16	vol	vol	NOUN
ajfa-5485	1	17	.	.	PROPN
ajfa-5485	1	18	6	6	NUM
ajfa-5485	1	19	,	,	PUNCT
ajfa-5485	1	20	no	no	INTJ
ajfa-5485	1	21	.	.	NOUN
ajfa-5485	1	22	1	1	NUM
ajfa-5485	1	23	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-5485	1	24	323	323	NUM
ajfa-5485	1	25	prediction	prediction	NOUN
ajfa-5485	1	26	of	of	ADP
ajfa-5485	1	27	the	the	DET
ajfa-5485	1	28	moving	move	VERB
ajfa-5485	1	29	direction	direction	NOUN
ajfa-5485	1	30	of	of	ADP
ajfa-5485	1	31	google	google	PROPN
ajfa-5485	1	32	inc	inc	PROPN
ajfa-5485	1	33	.	.	PROPN
ajfa-5485	1	34	stock	stock	NOUN
ajfa-5485	1	35	price	price	NOUN
ajfa-5485	1	36	using	use	VERB
ajfa-5485	1	37	support	support	NOUN
ajfa-5485	1	38	vector	vector	NOUN
ajfa-5485	1	39	classification	classification	NOUN
ajfa-5485	1	40	and	and	CCONJ
ajfa-5485	1	41	regression	regression	NOUN
ajfa-5485	1	42	liu	liu	PROPN
ajfa-5485	1	43	pan	pan	PROPN
ajfa-5485	1	44	department	department	PROPN
ajfa-5485	1	45	of	of	ADP
ajfa-5485	1	46	business	business	PROPN
ajfa-5485	1	47	english	english	PROPN
ajfa-5485	1	48	,	,	PUNCT
ajfa-5485	1	49	gannan	gannan	PROPN
ajfa-5485	1	50	normal	normal	ADJ
ajfa-5485	1	51	university	university	PROPN
ajfa-5485	1	52	economic	economic	PROPN
ajfa-5485	1	53	&	&	CCONJ
ajfa-5485	1	54	technological	technological	ADJ
ajfa-5485	1	55	development	development	NOUN
ajfa-5485	1	56	zone	zone	NOUN
ajfa-5485	1	57	,	,	PUNCT
ajfa-5485	1	58	ganzhou	ganzhou	NOUN
ajfa-5485	1	59	341000	341000	NUM
ajfa-5485	1	60	,	,	PUNCT
ajfa-5485	1	61	china	china	PROPN
ajfa-5485	1	62	e	e	PROPN
ajfa-5485	1	63	-	-	NOUN
ajfa-5485	1	64	mail	mail	NOUN
ajfa-5485	1	65	:	:	PUNCT
ajfa-5485	2	1	panliu18@gmail.com	panliu18@gmail.com	X
ajfa-5485	2	2	xuan	xuan	PROPN
ajfa-5485	2	3	liu	liu	PROPN
ajfa-5485	2	4	(	(	PUNCT
ajfa-5485	2	5	corresponding	correspond	VERB
ajfa-5485	2	6	author	author	NOUN
ajfa-5485	2	7	)	)	PUNCT
ajfa-5485	2	8	department	department	NOUN
ajfa-5485	2	9	of	of	ADP
ajfa-5485	2	10	electrical	electrical	ADJ
ajfa-5485	2	11	and	and	CCONJ
ajfa-5485	2	12	computer	computer	NOUN
ajfa-5485	2	13	engineering	engineering	NOUN
ajfa-5485	2	14	,	,	PUNCT
ajfa-5485	2	15	johns	johns	PROPN
ajfa-5485	2	16	hopkins	hopkins	PROPN
ajfa-5485	2	17	university	university	PROPN
ajfa-5485	2	18	3400	3400	NUM
ajfa-5485	2	19	n.	n.	PROPN
ajfa-5485	2	20	charles	charles	PROPN
ajfa-5485	2	21	st	st	PROPN
ajfa-5485	2	22	,	,	PUNCT
ajfa-5485	2	23	baltimore	baltimore	PROPN
ajfa-5485	2	24	,	,	PUNCT
ajfa-5485	2	25	md	md	PROPN
ajfa-5485	2	26	,	,	PUNCT
ajfa-5485	2	27	usa	usa	PROPN
ajfa-5485	2	28	.	.	PROPN
ajfa-5485	3	1	tel	tel	PROPN
ajfa-5485	3	2	:	:	PUNCT
ajfa-5485	3	3	1	1	NUM
ajfa-5485	3	4	-	-	SYM
ajfa-5485	3	5	90	90	NUM
ajfa-5485	3	6	-	-	PUNCT
ajfa-5485	3	7	6487	6487	NUM
ajfa-5485	3	8	-	-	SYM
ajfa-5485	3	9	1634	1634	NUM
ajfa-5485	3	10	e	e	NOUN
ajfa-5485	3	11	-	-	NOUN
ajfa-5485	3	12	mail	mail	NOUN
ajfa-5485	3	13	:	:	PUNCT
ajfa-5485	3	14	xuliu@mtu.edu	xuliu@mtu.edu	PROPN
ajfa-5485	3	15	received	receive	VERB
ajfa-5485	3	16	:	:	PUNCT
ajfa-5485	3	17	april	april	PROPN
ajfa-5485	3	18	16	16	NUM
ajfa-5485	3	19	,	,	PUNCT
ajfa-5485	3	20	2014	2014	NUM
ajfa-5485	3	21	accepted	accept	VERB
ajfa-5485	3	22	:	:	PUNCT
ajfa-5485	3	23	may	may	AUX
ajfa-5485	3	24	18	18	NUM
ajfa-5485	3	25	,	,	PUNCT
ajfa-5485	3	26	2014	2014	NUM
ajfa-5485	3	27	published	publish	VERB
ajfa-5485	3	28	:	:	PUNCT
ajfa-5485	3	29	june	june	PROPN
ajfa-5485	3	30	1	1	NUM
ajfa-5485	3	31	,	,	PUNCT
ajfa-5485	3	32	2014	2014	NUM
ajfa-5485	3	33	doi:10.5296	doi:10.5296	NOUN
ajfa-5485	3	34	/	/	SYM
ajfa-5485	3	35	ajfa.v6i1.5485	ajfa.v6i1.5485	NOUN
ajfa-5485	3	36	url	url	NOUN
ajfa-5485	3	37	:	:	PUNCT
ajfa-5485	3	38	http://dx.doi.org/10.5296/ajfa.v6i1.5485	http://dx.doi.org/10.5296/ajfa.v6i1.5485	NOUN
ajfa-5485	3	39	abstract	abstract	ADJ
ajfa-5485	3	40	forecasting	forecasting	NOUN
ajfa-5485	3	41	the	the	DET
ajfa-5485	3	42	short	short	ADJ
ajfa-5485	3	43	-	-	PUNCT
ajfa-5485	3	44	term	term	NOUN
ajfa-5485	3	45	trend	trend	NOUN
ajfa-5485	3	46	of	of	ADP
ajfa-5485	3	47	a	a	DET
ajfa-5485	3	48	stock	stock	NOUN
ajfa-5485	3	49	market	market	NOUN
ajfa-5485	3	50	has	have	AUX
ajfa-5485	3	51	long	long	ADV
ajfa-5485	3	52	been	be	AUX
ajfa-5485	3	53	a	a	DET
ajfa-5485	3	54	big	big	ADJ
ajfa-5485	3	55	challenging	challenging	ADJ
ajfa-5485	3	56	task	task	NOUN
ajfa-5485	3	57	.	.	PUNCT
ajfa-5485	4	1	parameters	parameter	NOUN
ajfa-5485	4	2	of	of	ADP
ajfa-5485	4	3	stock	stock	NOUN
ajfa-5485	4	4	markets	market	NOUN
ajfa-5485	4	5	,	,	PUNCT
ajfa-5485	4	6	including	include	VERB
ajfa-5485	4	7	open	open	ADJ
ajfa-5485	4	8	/	/	SYM
ajfa-5485	4	9	close	close	ADJ
ajfa-5485	4	10	prices	price	NOUN
ajfa-5485	4	11	,	,	PUNCT
ajfa-5485	4	12	daily	daily	ADJ
ajfa-5485	4	13	-	-	PUNCT
ajfa-5485	4	14	high	high	ADJ
ajfa-5485	4	15	/	/	SYM
ajfa-5485	4	16	low	low	ADJ
ajfa-5485	4	17	prices	price	NOUN
ajfa-5485	4	18	and	and	CCONJ
ajfa-5485	4	19	trading	trading	NOUN
ajfa-5485	4	20	volumes	volume	NOUN
ajfa-5485	4	21	,	,	PUNCT
ajfa-5485	4	22	were	be	AUX
ajfa-5485	4	23	frequently	frequently	ADV
ajfa-5485	4	24	used	use	VERB
ajfa-5485	4	25	in	in	ADP
ajfa-5485	4	26	previous	previous	ADJ
ajfa-5485	4	27	studies	study	NOUN
ajfa-5485	4	28	to	to	PART
ajfa-5485	4	29	forecast	forecast	VERB
ajfa-5485	4	30	the	the	DET
ajfa-5485	4	31	stock	stock	NOUN
ajfa-5485	4	32	market	market	NOUN
ajfa-5485	4	33	.	.	PUNCT
ajfa-5485	5	1	basing	base	VERB
ajfa-5485	5	2	on	on	ADP
ajfa-5485	5	3	the	the	DET
ajfa-5485	5	4	fact	fact	NOUN
ajfa-5485	5	5	that	that	SCONJ
ajfa-5485	5	6	the	the	DET
ajfa-5485	5	7	moving	move	VERB
ajfa-5485	5	8	direction	direction	NOUN
ajfa-5485	5	9	of	of	ADP
ajfa-5485	5	10	these	these	DET
ajfa-5485	5	11	parameters	parameter	NOUN
ajfa-5485	5	12	have	have	AUX
ajfa-5485	5	13	certain	certain	ADJ
ajfa-5485	5	14	inertia	inertia	NOUN
ajfa-5485	5	15	within	within	ADP
ajfa-5485	5	16	short	short	ADJ
ajfa-5485	5	17	-	-	PUNCT
ajfa-5485	5	18	term	term	NOUN
ajfa-5485	5	19	period	period	NOUN
ajfa-5485	5	20	,	,	PUNCT
ajfa-5485	5	21	we	we	PRON
ajfa-5485	5	22	here	here	ADV
ajfa-5485	5	23	explored	explore	VERB
ajfa-5485	5	24	the	the	DET
ajfa-5485	5	25	potential	potential	ADJ
ajfa-5485	5	26	application	application	NOUN
ajfa-5485	5	27	of	of	ADP
ajfa-5485	5	28	the	the	DET
ajfa-5485	5	29	moving	move	VERB
ajfa-5485	5	30	trends	trend	NOUN
ajfa-5485	5	31	of	of	ADP
ajfa-5485	5	32	these	these	DET
ajfa-5485	5	33	parameters	parameter	NOUN
ajfa-5485	5	34	within	within	ADP
ajfa-5485	5	35	4	4	NUM
ajfa-5485	5	36	different	different	ADJ
ajfa-5485	5	37	time	time	NOUN
ajfa-5485	5	38	periods	period	NOUN
ajfa-5485	5	39	(	(	PUNCT
ajfa-5485	5	40	5	5	NUM
ajfa-5485	5	41	,	,	PUNCT
ajfa-5485	5	42	15	15	NUM
ajfa-5485	5	43	,	,	PUNCT
ajfa-5485	5	44	30	30	NUM
ajfa-5485	5	45	and	and	CCONJ
ajfa-5485	5	46	45	45	NUM
ajfa-5485	5	47	trading	trading	NOUN
ajfa-5485	5	48	days	day	NOUN
ajfa-5485	5	49	respectively	respectively	ADV
ajfa-5485	5	50	)	)	PUNCT
ajfa-5485	5	51	for	for	ADP
ajfa-5485	5	52	forecasting	forecast	VERB
ajfa-5485	5	53	the	the	DET
ajfa-5485	5	54	movement	movement	NOUN
ajfa-5485	5	55	direction	direction	NOUN
ajfa-5485	5	56	of	of	ADP
ajfa-5485	5	57	stock	stock	NOUN
ajfa-5485	5	58	price	price	NOUN
ajfa-5485	5	59	of	of	ADP
ajfa-5485	5	60	google	google	PROPN
ajfa-5485	5	61	inc	inc	PROPN
ajfa-5485	5	62	.	.	PROPN
ajfa-5485	5	63	by	by	ADP
ajfa-5485	5	64	using	use	VERB
ajfa-5485	5	65	support	support	NOUN
ajfa-5485	5	66	vector	vector	NOUN
ajfa-5485	5	67	classification	classification	NOUN
ajfa-5485	5	68	(	(	PUNCT
ajfa-5485	5	69	svc	svc	PROPN
ajfa-5485	5	70	)	)	PUNCT
ajfa-5485	5	71	and	and	CCONJ
ajfa-5485	5	72	support	support	VERB
ajfa-5485	5	73	vector	vector	NOUN
ajfa-5485	5	74	regression	regression	NOUN
ajfa-5485	5	75	(	(	PUNCT
ajfa-5485	5	76	svr	svr	PROPN
ajfa-5485	5	77	)	)	PUNCT
ajfa-5485	5	78	.	.	PUNCT
ajfa-5485	6	1	we	we	PRON
ajfa-5485	6	2	found	find	VERB
ajfa-5485	6	3	that	that	SCONJ
ajfa-5485	6	4	among	among	ADP
ajfa-5485	6	5	the	the	DET
ajfa-5485	6	6	4	4	NUM
ajfa-5485	6	7	different	different	ADJ
ajfa-5485	6	8	time	time	NOUN
ajfa-5485	6	9	periods	period	NOUN
ajfa-5485	6	10	tested	test	VERB
ajfa-5485	6	11	,	,	PUNCT
ajfa-5485	6	12	the	the	DET
ajfa-5485	6	13	moving	move	VERB
ajfa-5485	6	14	trend	trend	NOUN
ajfa-5485	6	15	within	within	ADP
ajfa-5485	6	16	30	30	NUM
ajfa-5485	6	17	days	day	NOUN
ajfa-5485	6	18	has	have	VERB
ajfa-5485	6	19	the	the	DET
ajfa-5485	6	20	best	good	ADJ
ajfa-5485	6	21	accuracy	accuracy	NOUN
ajfa-5485	6	22	on	on	ADP
ajfa-5485	6	23	the	the	DET
ajfa-5485	6	24	prediction	prediction	NOUN
ajfa-5485	6	25	of	of	ADP
ajfa-5485	6	26	the	the	DET
ajfa-5485	6	27	stock	stock	NOUN
ajfa-5485	6	28	price	price	NOUN
ajfa-5485	6	29	of	of	ADP
ajfa-5485	6	30	google	google	PROPN
ajfa-5485	6	31	inc	inc	PROPN
ajfa-5485	6	32	.	.	PROPN
ajfa-5485	6	33	,	,	PUNCT
ajfa-5485	6	34	and	and	CCONJ
ajfa-5485	6	35	using	use	VERB
ajfa-5485	6	36	svc	svc	PROPN
ajfa-5485	6	37	and	and	CCONJ
ajfa-5485	6	38	svr	svr	PROPN
ajfa-5485	6	39	combination	combination	NOUN
ajfa-5485	6	40	improved	improve	VERB
ajfa-5485	6	41	the	the	DET
ajfa-5485	6	42	prediction	prediction	NOUN
ajfa-5485	6	43	performance	performance	NOUN
ajfa-5485	6	44	.	.	PUNCT
ajfa-5485	7	1	these	these	DET
ajfa-5485	7	2	results	result	NOUN
ajfa-5485	7	3	indicated	indicate	VERB
ajfa-5485	7	4	that	that	SCONJ
ajfa-5485	7	5	moving	move	VERB
ajfa-5485	7	6	trends	trend	NOUN
ajfa-5485	7	7	of	of	ADP
ajfa-5485	7	8	stock	stock	NOUN
ajfa-5485	7	9	transaction	transaction	NOUN
ajfa-5485	7	10	data	datum	NOUN
ajfa-5485	7	11	within	within	ADP
ajfa-5485	7	12	a	a	DET
ajfa-5485	7	13	certain	certain	ADJ
ajfa-5485	7	14	time	time	NOUN
ajfa-5485	7	15	period	period	NOUN
ajfa-5485	7	16	have	have	VERB
ajfa-5485	7	17	good	good	ADJ
ajfa-5485	7	18	inertia	inertia	NOUN
ajfa-5485	7	19	and	and	CCONJ
ajfa-5485	7	20	are	be	AUX
ajfa-5485	7	21	thus	thus	ADV
ajfa-5485	7	22	useful	useful	ADJ
ajfa-5485	7	23	for	for	ADP
ajfa-5485	7	24	forecasting	forecast	VERB
ajfa-5485	7	25	the	the	DET
ajfa-5485	7	26	moving	move	VERB
ajfa-5485	7	27	direction	direction	NOUN
ajfa-5485	7	28	of	of	ADP
ajfa-5485	7	29	stock	stock	NOUN
ajfa-5485	7	30	price	price	NOUN
ajfa-5485	7	31	.	.	PUNCT
ajfa-5485	8	1	asian	asian	ADJ
ajfa-5485	8	2	journal	journal	PROPN
ajfa-5485	8	3	of	of	ADP
ajfa-5485	8	4	finance	finance	PROPN
ajfa-5485	8	5	&	&	CCONJ
ajfa-5485	8	6	accounting	accounting	PROPN
ajfa-5485	8	7	issn	issn	PROPN
ajfa-5485	8	8	1946	1946	NUM
ajfa-5485	8	9	-	-	PUNCT
ajfa-5485	8	10	052x	052x	PROPN
ajfa-5485	8	11	2014	2014	NUM
ajfa-5485	8	12	,	,	PUNCT
ajfa-5485	8	13	vol	vol	NOUN
ajfa-5485	8	14	.	.	PROPN
ajfa-5485	9	1	6	6	NUM
ajfa-5485	9	2	,	,	PUNCT
ajfa-5485	9	3	no	no	INTJ
ajfa-5485	9	4	.	.	NOUN
ajfa-5485	9	5	1	1	NUM
ajfa-5485	9	6	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-5485	9	7	324	324	NUM
ajfa-5485	9	8	keywords	keyword	NOUN
ajfa-5485	9	9	:	:	PUNCT
ajfa-5485	9	10	financial	financial	ADJ
ajfa-5485	9	11	forecasting	forecasting	NOUN
ajfa-5485	9	12	,	,	PUNCT
ajfa-5485	9	13	stock	stock	NOUN
ajfa-5485	9	14	price	price	NOUN
ajfa-5485	9	15	prediction	prediction	NOUN
ajfa-5485	9	16	,	,	PUNCT
ajfa-5485	9	17	trend	trend	NOUN
ajfa-5485	9	18	prediction	prediction	NOUN
ajfa-5485	9	19	,	,	PUNCT
ajfa-5485	9	20	technical	technical	ADJ
ajfa-5485	9	21	analysis	analysis	NOUN
ajfa-5485	9	22	,	,	PUNCT
ajfa-5485	9	23	support	support	NOUN
ajfa-5485	9	24	vector	vector	NOUN
ajfa-5485	9	25	machine	machine	NOUN
ajfa-5485	9	26	,	,	PUNCT
ajfa-5485	9	27	support	support	VERB
ajfa-5485	9	28	vector	vector	NOUN
ajfa-5485	9	29	classification	classification	NOUN
ajfa-5485	9	30	,	,	PUNCT
ajfa-5485	9	31	support	support	NOUN
ajfa-5485	9	32	vector	vector	NOUN
ajfa-5485	9	33	regression	regression	NOUN
ajfa-5485	9	34	asian	asian	ADJ
ajfa-5485	9	35	journal	journal	NOUN
ajfa-5485	9	36	of	of	ADP
ajfa-5485	9	37	finance	finance	PROPN
ajfa-5485	9	38	&	&	CCONJ
ajfa-5485	9	39	accounting	accounting	PROPN
ajfa-5485	9	40	issn	issn	PROPN
ajfa-5485	9	41	1946	1946	NUM
ajfa-5485	9	42	-	-	PUNCT
ajfa-5485	9	43	052x	052x	PROPN
ajfa-5485	9	44	2014	2014	NUM
ajfa-5485	9	45	,	,	PUNCT
ajfa-5485	9	46	vol	vol	NOUN
ajfa-5485	9	47	.	.	PROPN
ajfa-5485	10	1	6	6	NUM
ajfa-5485	10	2	,	,	PUNCT
ajfa-5485	10	3	no	no	INTJ
ajfa-5485	10	4	.	.	NOUN
ajfa-5485	10	5	1	1	NUM
ajfa-5485	10	6	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-5485	10	7	325	325	NUM
ajfa-5485	10	8	1	1	NUM
ajfa-5485	10	9	.	.	PUNCT
ajfa-5485	11	1	introduction	introduction	NOUN
ajfa-5485	11	2	analysis	analysis	NOUN
ajfa-5485	11	3	of	of	ADP
ajfa-5485	11	4	stock	stock	NOUN
ajfa-5485	11	5	market	market	NOUN
ajfa-5485	11	6	,	,	PUNCT
ajfa-5485	11	7	including	include	VERB
ajfa-5485	11	8	the	the	DET
ajfa-5485	11	9	stock	stock	NOUN
ajfa-5485	11	10	price	price	NOUN
ajfa-5485	11	11	forecasting	forecasting	NOUN
ajfa-5485	11	12	,	,	PUNCT
ajfa-5485	11	13	has	have	AUX
ajfa-5485	11	14	long	long	ADV
ajfa-5485	11	15	been	be	AUX
ajfa-5485	11	16	an	an	DET
ajfa-5485	11	17	intriguing	intriguing	ADJ
ajfa-5485	11	18	topic	topic	NOUN
ajfa-5485	11	19	for	for	ADP
ajfa-5485	11	20	both	both	DET
ajfa-5485	11	21	investigators	investigator	NOUN
ajfa-5485	11	22	and	and	CCONJ
ajfa-5485	11	23	researchers	researcher	NOUN
ajfa-5485	11	24	.	.	PUNCT
ajfa-5485	12	1	fundamental	fundamental	ADJ
ajfa-5485	12	2	analysis	analysis	NOUN
ajfa-5485	12	3	and	and	CCONJ
ajfa-5485	12	4	technical	technical	ADJ
ajfa-5485	12	5	analysis	analysis	NOUN
ajfa-5485	12	6	are	be	AUX
ajfa-5485	12	7	the	the	DET
ajfa-5485	12	8	two	two	NUM
ajfa-5485	12	9	main	main	ADJ
ajfa-5485	12	10	stock	stock	NOUN
ajfa-5485	12	11	analysis	analysis	NOUN
ajfa-5485	12	12	strategies	strategy	NOUN
ajfa-5485	12	13	used	use	VERB
ajfa-5485	12	14	to	to	PART
ajfa-5485	12	15	forecast	forecast	VERB
ajfa-5485	12	16	the	the	DET
ajfa-5485	12	17	future	future	ADJ
ajfa-5485	12	18	stock	stock	NOUN
ajfa-5485	12	19	price	price	NOUN
ajfa-5485	12	20	movements	movement	NOUN
ajfa-5485	12	21	(	(	PUNCT
ajfa-5485	12	22	murphy	murphy	NOUN
ajfa-5485	12	23	,	,	PUNCT
ajfa-5485	12	24	1999	1999	NUM
ajfa-5485	12	25	;	;	PUNCT
ajfa-5485	12	26	turner	turner	NOUN
ajfa-5485	12	27	,	,	PUNCT
ajfa-5485	12	28	2007	2007	NUM
ajfa-5485	12	29	)	)	PUNCT
ajfa-5485	12	30	.	.	PUNCT
ajfa-5485	13	1	fundamental	fundamental	ADJ
ajfa-5485	13	2	analysis	analysis	NOUN
ajfa-5485	13	3	attempts	attempt	VERB
ajfa-5485	13	4	to	to	PART
ajfa-5485	13	5	predict	predict	VERB
ajfa-5485	13	6	the	the	DET
ajfa-5485	13	7	price	price	NOUN
ajfa-5485	13	8	of	of	ADP
ajfa-5485	13	9	a	a	DET
ajfa-5485	13	10	particular	particular	ADJ
ajfa-5485	13	11	stock	stock	NOUN
ajfa-5485	13	12	by	by	ADP
ajfa-5485	13	13	studying	study	VERB
ajfa-5485	13	14	the	the	DET
ajfa-5485	13	15	company	company	NOUN
ajfa-5485	13	16	fundamentals	fundamental	NOUN
ajfa-5485	13	17	such	such	ADJ
ajfa-5485	13	18	as	as	ADP
ajfa-5485	13	19	revenues	revenue	NOUN
ajfa-5485	13	20	,	,	PUNCT
ajfa-5485	13	21	annual	annual	ADJ
ajfa-5485	13	22	growth	growth	NOUN
ajfa-5485	13	23	rates	rate	NOUN
ajfa-5485	13	24	,	,	PUNCT
ajfa-5485	13	25	and	and	CCONJ
ajfa-5485	13	26	potential	potential	ADJ
ajfa-5485	13	27	competitors	competitor	NOUN
ajfa-5485	13	28	(	(	PUNCT
ajfa-5485	13	29	murphy	murphy	PROPN
ajfa-5485	13	30	,	,	PUNCT
ajfa-5485	13	31	1999	1999	NUM
ajfa-5485	13	32	)	)	PUNCT
ajfa-5485	13	33	.	.	PUNCT
ajfa-5485	14	1	technical	technical	ADJ
ajfa-5485	14	2	analysis	analysis	NOUN
ajfa-5485	14	3	,	,	PUNCT
ajfa-5485	14	4	on	on	ADP
ajfa-5485	14	5	the	the	DET
ajfa-5485	14	6	other	other	ADJ
ajfa-5485	14	7	hand	hand	NOUN
ajfa-5485	14	8	,	,	PUNCT
ajfa-5485	14	9	is	be	AUX
ajfa-5485	14	10	solely	solely	ADV
ajfa-5485	14	11	based	base	VERB
ajfa-5485	14	12	on	on	ADP
ajfa-5485	14	13	the	the	DET
ajfa-5485	14	14	study	study	NOUN
ajfa-5485	14	15	of	of	ADP
ajfa-5485	14	16	stock	stock	NOUN
ajfa-5485	14	17	market	market	NOUN
ajfa-5485	14	18	's	's	PART
ajfa-5485	14	19	historical	historical	ADJ
ajfa-5485	14	20	data	datum	NOUN
ajfa-5485	14	21	or	or	CCONJ
ajfa-5485	14	22	pattern	pattern	NOUN
ajfa-5485	14	23	,	,	PUNCT
ajfa-5485	14	24	including	include	VERB
ajfa-5485	14	25	price	price	NOUN
ajfa-5485	14	26	,	,	PUNCT
ajfa-5485	14	27	volume	volume	NOUN
ajfa-5485	14	28	action	action	NOUN
ajfa-5485	14	29	and	and	CCONJ
ajfa-5485	14	30	technical	technical	ADJ
ajfa-5485	14	31	indicators	indicator	NOUN
ajfa-5485	14	32	(	(	PUNCT
ajfa-5485	14	33	turner	turner	NOUN
ajfa-5485	14	34	,	,	PUNCT
ajfa-5485	14	35	2007	2007	NUM
ajfa-5485	14	36	)	)	PUNCT
ajfa-5485	14	37	.	.	PUNCT
ajfa-5485	15	1	both	both	DET
ajfa-5485	15	2	approaches	approach	NOUN
ajfa-5485	15	3	have	have	VERB
ajfa-5485	15	4	their	their	PRON
ajfa-5485	15	5	own	own	ADJ
ajfa-5485	15	6	pros	pro	NOUN
ajfa-5485	15	7	and	and	CCONJ
ajfa-5485	15	8	cons	con	NOUN
ajfa-5485	15	9	.	.	PUNCT
ajfa-5485	16	1	generally	generally	ADV
ajfa-5485	16	2	,	,	PUNCT
ajfa-5485	16	3	fundamental	fundamental	ADJ
ajfa-5485	16	4	analysis	analysis	NOUN
ajfa-5485	16	5	is	be	AUX
ajfa-5485	16	6	favored	favor	VERB
ajfa-5485	16	7	for	for	ADP
ajfa-5485	16	8	longer	long	ADJ
ajfa-5485	16	9	time	time	NOUN
ajfa-5485	16	10	frames	frame	NOUN
ajfa-5485	16	11	,	,	PUNCT
ajfa-5485	16	12	while	while	SCONJ
ajfa-5485	16	13	technical	technical	ADJ
ajfa-5485	16	14	analysis	analysis	NOUN
ajfa-5485	16	15	is	be	AUX
ajfa-5485	16	16	considered	consider	VERB
ajfa-5485	16	17	as	as	ADP
ajfa-5485	16	18	a	a	DET
ajfa-5485	16	19	better	well	ADJ
ajfa-5485	16	20	style	style	NOUN
ajfa-5485	16	21	for	for	ADP
ajfa-5485	16	22	short	short	ADJ
ajfa-5485	16	23	-	-	PUNCT
ajfa-5485	16	24	term	term	NOUN
ajfa-5485	16	25	trading	trading	NOUN
ajfa-5485	16	26	.	.	PUNCT
ajfa-5485	17	1	forecasting	forecast	VERB
ajfa-5485	17	2	the	the	DET
ajfa-5485	17	3	short	short	ADJ
ajfa-5485	17	4	-	-	PUNCT
ajfa-5485	17	5	term	term	NOUN
ajfa-5485	17	6	trend	trend	NOUN
ajfa-5485	17	7	of	of	ADP
ajfa-5485	17	8	a	a	DET
ajfa-5485	17	9	stock	stock	NOUN
ajfa-5485	17	10	market	market	NOUN
ajfa-5485	17	11	is	be	AUX
ajfa-5485	17	12	still	still	ADV
ajfa-5485	17	13	a	a	DET
ajfa-5485	17	14	big	big	ADJ
ajfa-5485	17	15	challenging	challenging	ADJ
ajfa-5485	17	16	task	task	NOUN
ajfa-5485	17	17	nowadays	nowadays	ADV
ajfa-5485	17	18	.	.	PUNCT
ajfa-5485	18	1	this	this	PRON
ajfa-5485	18	2	is	be	AUX
ajfa-5485	18	3	because	because	SCONJ
ajfa-5485	18	4	that	that	SCONJ
ajfa-5485	18	5	stock	stock	NOUN
ajfa-5485	18	6	market	market	NOUN
ajfa-5485	18	7	is	be	AUX
ajfa-5485	18	8	noisy	noisy	ADJ
ajfa-5485	18	9	,	,	PUNCT
ajfa-5485	18	10	chaotic	chaotic	ADJ
ajfa-5485	18	11	,	,	PUNCT
ajfa-5485	18	12	nonparametric	nonparametric	NOUN
ajfa-5485	18	13	and	and	CCONJ
ajfa-5485	18	14	non	non	ADJ
ajfa-5485	18	15	-	-	ADJ
ajfa-5485	18	16	linear	linear	ADJ
ajfa-5485	18	17	in	in	ADP
ajfa-5485	18	18	nature	nature	NOUN
ajfa-5485	18	19	,	,	PUNCT
ajfa-5485	18	20	and	and	CCONJ
ajfa-5485	18	21	many	many	ADJ
ajfa-5485	18	22	external	external	ADJ
ajfa-5485	18	23	entities	entity	NOUN
ajfa-5485	18	24	like	like	ADP
ajfa-5485	18	25	politics	politic	NOUN
ajfa-5485	18	26	,	,	PUNCT
ajfa-5485	18	27	human	human	ADJ
ajfa-5485	18	28	psychology	psychology	NOUN
ajfa-5485	18	29	/	/	SYM
ajfa-5485	18	30	behavior	behavior	NOUN
ajfa-5485	18	31	,	,	PUNCT
ajfa-5485	18	32	liquid	liquid	ADJ
ajfa-5485	18	33	money	money	NOUN
ajfa-5485	18	34	and	and	CCONJ
ajfa-5485	18	35	related	relate	VERB
ajfa-5485	18	36	news	news	NOUN
ajfa-5485	18	37	influence	influence	NOUN
ajfa-5485	18	38	the	the	DET
ajfa-5485	18	39	direction	direction	NOUN
ajfa-5485	18	40	of	of	ADP
ajfa-5485	18	41	the	the	DET
ajfa-5485	18	42	stock	stock	NOUN
ajfa-5485	18	43	market	market	NOUN
ajfa-5485	18	44	(	(	PUNCT
ajfa-5485	18	45	abu	abu	PROPN
ajfa-5485	18	46	-	-	PUNCT
ajfa-5485	18	47	mostafa	mostafa	PROPN
ajfa-5485	18	48	and	and	CCONJ
ajfa-5485	18	49	atiya	atiya	PROPN
ajfa-5485	18	50	,	,	PUNCT
ajfa-5485	18	51	1996	1996	NUM
ajfa-5485	18	52	)	)	PUNCT
ajfa-5485	18	53	.	.	PUNCT
ajfa-5485	19	1	recently	recently	ADV
ajfa-5485	19	2	,	,	PUNCT
ajfa-5485	19	3	a	a	DET
ajfa-5485	19	4	lot	lot	NOUN
ajfa-5485	19	5	of	of	ADP
ajfa-5485	19	6	interesting	interesting	ADJ
ajfa-5485	19	7	work	work	NOUN
ajfa-5485	19	8	has	have	AUX
ajfa-5485	19	9	been	be	AUX
ajfa-5485	19	10	carrying	carry	VERB
ajfa-5485	19	11	on	on	ADP
ajfa-5485	19	12	in	in	ADP
ajfa-5485	19	13	the	the	DET
ajfa-5485	19	14	area	area	NOUN
ajfa-5485	19	15	of	of	ADP
ajfa-5485	19	16	applying	apply	VERB
ajfa-5485	19	17	machine	machine	NOUN
ajfa-5485	19	18	learning	learning	NOUN
ajfa-5485	19	19	algorithms	algorithm	NOUN
ajfa-5485	19	20	,	,	PUNCT
ajfa-5485	19	21	including	include	VERB
ajfa-5485	19	22	support	support	NOUN
ajfa-5485	19	23	vector	vector	NOUN
ajfa-5485	19	24	machine	machine	NOUN
ajfa-5485	19	25	(	(	PUNCT
ajfa-5485	19	26	svm	svm	PROPN
ajfa-5485	19	27	)	)	PUNCT
ajfa-5485	19	28	,	,	PUNCT
ajfa-5485	19	29	for	for	ADP
ajfa-5485	19	30	analyzing	analyze	VERB
ajfa-5485	19	31	price	price	NOUN
ajfa-5485	19	32	patterns	pattern	NOUN
ajfa-5485	19	33	and	and	CCONJ
ajfa-5485	19	34	predicting	predict	VERB
ajfa-5485	19	35	stock	stock	NOUN
ajfa-5485	19	36	prices	price	NOUN
ajfa-5485	19	37	and	and	CCONJ
ajfa-5485	19	38	index	index	NOUN
ajfa-5485	19	39	changes	change	NOUN
ajfa-5485	19	40	(	(	PUNCT
ajfa-5485	19	41	yang	yang	PROPN
ajfa-5485	19	42	et	et	PROPN
ajfa-5485	19	43	al	al	PROPN
ajfa-5485	19	44	.	.	PROPN
ajfa-5485	19	45	,	,	PUNCT
ajfa-5485	19	46	2002	2002	NUM
ajfa-5485	19	47	;	;	PUNCT
ajfa-5485	19	48	grosan	grosan	ADJ
ajfa-5485	19	49	and	and	CCONJ
ajfa-5485	19	50	abraham	abraham	PROPN
ajfa-5485	19	51	,	,	PUNCT
ajfa-5485	19	52	2006	2006	NUM
ajfa-5485	19	53	;	;	PUNCT
ajfa-5485	19	54	chen	chen	PROPN
ajfa-5485	19	55	et	et	PROPN
ajfa-5485	19	56	al	al	PROPN
ajfa-5485	19	57	.	.	PROPN
ajfa-5485	19	58	,	,	PUNCT
ajfa-5485	19	59	2006	2006	NUM
ajfa-5485	19	60	;	;	PUNCT
ajfa-5485	19	61	sapankevych	sapankevych	NOUN
ajfa-5485	19	62	and	and	CCONJ
ajfa-5485	19	63	sankar	sankar	NOUN
ajfa-5485	19	64	,	,	PUNCT
ajfa-5485	19	65	2009	2009	NUM
ajfa-5485	19	66	;	;	PUNCT
ajfa-5485	19	67	kao	kao	PROPN
ajfa-5485	19	68	et	et	PROPN
ajfa-5485	19	69	al	al	PROPN
ajfa-5485	19	70	.	.	PROPN
ajfa-5485	19	71	,	,	PUNCT
ajfa-5485	19	72	2013	2013	NUM
ajfa-5485	19	73	;	;	PUNCT
ajfa-5485	19	74	kazem	kazem	PROPN
ajfa-5485	19	75	et	et	PROPN
ajfa-5485	19	76	al	al	PROPN
ajfa-5485	19	77	.	.	PROPN
ajfa-5485	19	78	,	,	PUNCT
ajfa-5485	19	79	2013	2013	NUM
ajfa-5485	19	80	;	;	PUNCT
ajfa-5485	19	81	zhi	zhi	PROPN
ajfa-5485	19	82	-	-	PUNCT
ajfa-5485	19	83	gang	gang	NOUN
ajfa-5485	19	84	et	et	NOUN
ajfa-5485	19	85	al	al	PROPN
ajfa-5485	19	86	.	.	PROPN
ajfa-5485	19	87	,	,	PUNCT
ajfa-5485	19	88	2013	2013	NUM
ajfa-5485	19	89	)	)	PUNCT
ajfa-5485	19	90	.	.	PUNCT
ajfa-5485	20	1	the	the	DET
ajfa-5485	20	2	advantage	advantage	NOUN
ajfa-5485	20	3	of	of	ADP
ajfa-5485	20	4	svm	svm	PROPN
ajfa-5485	20	5	is	be	AUX
ajfa-5485	20	6	that	that	SCONJ
ajfa-5485	20	7	it	it	PRON
ajfa-5485	20	8	is	be	AUX
ajfa-5485	20	9	able	able	ADJ
ajfa-5485	20	10	to	to	PART
ajfa-5485	20	11	reach	reach	VERB
ajfa-5485	20	12	the	the	DET
ajfa-5485	20	13	global	global	ADJ
ajfa-5485	20	14	optimum	optimum	NOUN
ajfa-5485	20	15	and	and	CCONJ
ajfa-5485	20	16	is	be	AUX
ajfa-5485	20	17	resistant	resistant	ADJ
ajfa-5485	20	18	to	to	ADP
ajfa-5485	20	19	the	the	DET
ajfa-5485	20	20	undertraining	undertraining	NOUN
ajfa-5485	20	21	or	or	CCONJ
ajfa-5485	20	22	overtraining	overtraining	NOUN
ajfa-5485	20	23	problems	problem	NOUN
ajfa-5485	20	24	(	(	PUNCT
ajfa-5485	20	25	yoo	yoo	PROPN
ajfa-5485	20	26	et	et	PROPN
ajfa-5485	20	27	al	al	PROPN
ajfa-5485	20	28	.	.	PROPN
ajfa-5485	20	29	,	,	PUNCT
ajfa-5485	20	30	2005	2005	NUM
ajfa-5485	20	31	;	;	PUNCT
ajfa-5485	20	32	chen	chen	PROPN
ajfa-5485	20	33	et	et	PROPN
ajfa-5485	20	34	al	al	PROPN
ajfa-5485	20	35	.	.	PROPN
ajfa-5485	20	36	,	,	PUNCT
ajfa-5485	20	37	2006	2006	NUM
ajfa-5485	20	38	;	;	PUNCT
ajfa-5485	20	39	sapankevych	sapankevych	NOUN
ajfa-5485	20	40	and	and	CCONJ
ajfa-5485	20	41	sankar	sankar	NOUN
ajfa-5485	20	42	,	,	PUNCT
ajfa-5485	20	43	2009	2009	NUM
ajfa-5485	20	44	)	)	PUNCT
ajfa-5485	20	45	.	.	PUNCT
ajfa-5485	21	1	this	this	DET
ajfa-5485	21	2	machine	machine	NOUN
ajfa-5485	21	3	learning	learning	NOUN
ajfa-5485	21	4	method	method	NOUN
ajfa-5485	21	5	has	have	AUX
ajfa-5485	21	6	been	be	AUX
ajfa-5485	21	7	successfully	successfully	ADV
ajfa-5485	21	8	used	use	VERB
ajfa-5485	21	9	for	for	ADP
ajfa-5485	21	10	stock	stock	NOUN
ajfa-5485	21	11	return	return	NOUN
ajfa-5485	21	12	predictions	prediction	NOUN
ajfa-5485	21	13	in	in	ADP
ajfa-5485	21	14	several	several	ADJ
ajfa-5485	21	15	financial	financial	ADJ
ajfa-5485	21	16	areas	area	NOUN
ajfa-5485	21	17	(	(	PUNCT
ajfa-5485	21	18	yang	yang	PROPN
ajfa-5485	21	19	et	et	PROPN
ajfa-5485	21	20	al	al	PROPN
ajfa-5485	21	21	.	.	PROPN
ajfa-5485	21	22	,	,	PUNCT
ajfa-5485	21	23	2002	2002	NUM
ajfa-5485	21	24	;	;	PUNCT
ajfa-5485	21	25	chen	chen	PROPN
ajfa-5485	21	26	et	et	PROPN
ajfa-5485	21	27	al	al	PROPN
ajfa-5485	21	28	.	.	PROPN
ajfa-5485	21	29	,	,	PUNCT
ajfa-5485	21	30	2006	2006	NUM
ajfa-5485	21	31	;	;	PUNCT
ajfa-5485	21	32	sapankevych	sapankevych	NOUN
ajfa-5485	21	33	and	and	CCONJ
ajfa-5485	21	34	sankar	sankar	NOUN
ajfa-5485	21	35	,	,	PUNCT
ajfa-5485	21	36	2009	2009	NUM
ajfa-5485	21	37	;	;	PUNCT
ajfa-5485	21	38	kao	kao	PROPN
ajfa-5485	21	39	et	et	PROPN
ajfa-5485	21	40	al	al	PROPN
ajfa-5485	21	41	.	.	PROPN
ajfa-5485	21	42	,	,	PUNCT
ajfa-5485	21	43	2013	2013	NUM
ajfa-5485	21	44	;	;	PUNCT
ajfa-5485	21	45	kazem	kazem	PROPN
ajfa-5485	21	46	et	et	PROPN
ajfa-5485	21	47	al	al	PROPN
ajfa-5485	21	48	.	.	PROPN
ajfa-5485	21	49	,	,	PUNCT
ajfa-5485	21	50	2013	2013	NUM
ajfa-5485	21	51	)	)	PUNCT
ajfa-5485	21	52	.	.	PUNCT
ajfa-5485	22	1	parameters	parameter	NOUN
ajfa-5485	22	2	of	of	ADP
ajfa-5485	22	3	stock	stock	NOUN
ajfa-5485	22	4	markets	market	NOUN
ajfa-5485	22	5	,	,	PUNCT
ajfa-5485	22	6	including	include	VERB
ajfa-5485	22	7	open	open	ADJ
ajfa-5485	22	8	/	/	SYM
ajfa-5485	22	9	close	close	ADJ
ajfa-5485	22	10	prices	price	NOUN
ajfa-5485	22	11	,	,	PUNCT
ajfa-5485	22	12	daily	daily	ADJ
ajfa-5485	22	13	-	-	PUNCT
ajfa-5485	22	14	high	high	ADJ
ajfa-5485	22	15	/	/	SYM
ajfa-5485	22	16	low	low	ADJ
ajfa-5485	22	17	prices	price	NOUN
ajfa-5485	22	18	and	and	CCONJ
ajfa-5485	22	19	trading	trading	NOUN
ajfa-5485	22	20	volumes	volume	NOUN
ajfa-5485	22	21	,	,	PUNCT
ajfa-5485	22	22	were	be	AUX
ajfa-5485	22	23	frequently	frequently	ADV
ajfa-5485	22	24	used	use	VERB
ajfa-5485	22	25	in	in	ADP
ajfa-5485	22	26	previous	previous	ADJ
ajfa-5485	22	27	studies	study	NOUN
ajfa-5485	22	28	to	to	PART
ajfa-5485	22	29	forecast	forecast	VERB
ajfa-5485	22	30	the	the	DET
ajfa-5485	22	31	stock	stock	NOUN
ajfa-5485	22	32	market	market	NOUN
ajfa-5485	22	33	(	(	PUNCT
ajfa-5485	22	34	lildholdt	lildholdt	PROPN
ajfa-5485	22	35	,	,	PUNCT
ajfa-5485	22	36	2002	2002	NUM
ajfa-5485	22	37	;	;	PUNCT
ajfa-5485	22	38	fiess	fiess	NOUN
ajfa-5485	22	39	and	and	CCONJ
ajfa-5485	22	40	macdonald	macdonald	PROPN
ajfa-5485	22	41	,	,	PUNCT
ajfa-5485	22	42	2002	2002	NUM
ajfa-5485	22	43	;	;	PUNCT
ajfa-5485	22	44	corwin	corwin	PROPN
ajfa-5485	22	45	and	and	CCONJ
ajfa-5485	22	46	schultz	schultz	PROPN
ajfa-5485	22	47	,	,	PUNCT
ajfa-5485	22	48	2012	2012	NUM
ajfa-5485	22	49	;	;	PUNCT
ajfa-5485	22	50	fuertes	fuerte	NOUN
ajfa-5485	22	51	and	and	CCONJ
ajfa-5485	22	52	olmo	olmo	PROPN
ajfa-5485	22	53	,	,	PUNCT
ajfa-5485	22	54	2013	2013	NUM
ajfa-5485	22	55	)	)	PUNCT
ajfa-5485	22	56	.	.	PUNCT
ajfa-5485	23	1	considering	consider	VERB
ajfa-5485	23	2	that	that	SCONJ
ajfa-5485	23	3	the	the	DET
ajfa-5485	23	4	moving	move	VERB
ajfa-5485	23	5	trends	trend	NOUN
ajfa-5485	23	6	of	of	ADP
ajfa-5485	23	7	these	these	DET
ajfa-5485	23	8	parameters	parameter	NOUN
ajfa-5485	23	9	may	may	AUX
ajfa-5485	23	10	have	have	VERB
ajfa-5485	23	11	certain	certain	ADJ
ajfa-5485	23	12	inertia	inertia	NOUN
ajfa-5485	23	13	within	within	ADP
ajfa-5485	23	14	short	short	ADJ
ajfa-5485	23	15	-	-	PUNCT
ajfa-5485	23	16	term	term	NOUN
ajfa-5485	23	17	period	period	NOUN
ajfa-5485	23	18	,	,	PUNCT
ajfa-5485	23	19	we	we	PRON
ajfa-5485	23	20	hypothesized	hypothesize	VERB
ajfa-5485	23	21	that	that	SCONJ
ajfa-5485	23	22	the	the	DET
ajfa-5485	23	23	moving	move	VERB
ajfa-5485	23	24	direction	direction	NOUN
ajfa-5485	23	25	of	of	ADP
ajfa-5485	23	26	these	these	DET
ajfa-5485	23	27	parameters	parameter	NOUN
ajfa-5485	23	28	would	would	AUX
ajfa-5485	23	29	be	be	AUX
ajfa-5485	23	30	better	well	ADJ
ajfa-5485	23	31	than	than	ADP
ajfa-5485	23	32	the	the	DET
ajfa-5485	23	33	original	original	ADJ
ajfa-5485	23	34	parameters	parameter	NOUN
ajfa-5485	23	35	themselves	themselves	PRON
ajfa-5485	23	36	for	for	ADP
ajfa-5485	23	37	predicting	predict	VERB
ajfa-5485	23	38	the	the	DET
ajfa-5485	23	39	short	short	ADJ
ajfa-5485	23	40	-	-	PUNCT
ajfa-5485	23	41	term	term	NOUN
ajfa-5485	23	42	stock	stock	NOUN
ajfa-5485	23	43	price	price	NOUN
ajfa-5485	23	44	.	.	PUNCT
ajfa-5485	24	1	to	to	PART
ajfa-5485	24	2	test	test	VERB
ajfa-5485	24	3	this	this	DET
ajfa-5485	24	4	hypothesis	hypothesis	NOUN
ajfa-5485	24	5	,	,	PUNCT
ajfa-5485	24	6	in	in	ADP
ajfa-5485	24	7	this	this	DET
ajfa-5485	24	8	study	study	NOUN
ajfa-5485	24	9	we	we	PRON
ajfa-5485	24	10	explored	explore	VERB
ajfa-5485	24	11	the	the	DET
ajfa-5485	24	12	potential	potential	ADJ
ajfa-5485	24	13	application	application	NOUN
ajfa-5485	24	14	of	of	ADP
ajfa-5485	24	15	the	the	DET
ajfa-5485	24	16	moving	move	VERB
ajfa-5485	24	17	trends	trend	NOUN
ajfa-5485	24	18	of	of	ADP
ajfa-5485	24	19	these	these	DET
ajfa-5485	24	20	stock	stock	NOUN
ajfa-5485	24	21	parameters	parameter	NOUN
ajfa-5485	24	22	to	to	PART
ajfa-5485	24	23	forecast	forecast	VERB
ajfa-5485	24	24	the	the	DET
ajfa-5485	24	25	movement	movement	NOUN
ajfa-5485	24	26	direction	direction	NOUN
ajfa-5485	24	27	of	of	ADP
ajfa-5485	24	28	stock	stock	NOUN
ajfa-5485	24	29	price	price	NOUN
ajfa-5485	24	30	of	of	ADP
ajfa-5485	24	31	google	google	PROPN
ajfa-5485	24	32	inc	inc	PROPN
ajfa-5485	24	33	.	.	PROPN
ajfa-5485	24	34	by	by	ADP
ajfa-5485	24	35	using	use	VERB
ajfa-5485	24	36	support	support	NOUN
ajfa-5485	24	37	vector	vector	NOUN
ajfa-5485	24	38	classification	classification	NOUN
ajfa-5485	24	39	(	(	PUNCT
ajfa-5485	24	40	svc	svc	PROPN
ajfa-5485	24	41	)	)	PUNCT
ajfa-5485	24	42	and	and	CCONJ
ajfa-5485	24	43	support	support	VERB
ajfa-5485	24	44	vector	vector	NOUN
ajfa-5485	24	45	regression	regression	NOUN
ajfa-5485	24	46	(	(	PUNCT
ajfa-5485	24	47	svr	svr	PROPN
ajfa-5485	24	48	)	)	PUNCT
ajfa-5485	24	49	,	,	PUNCT
ajfa-5485	24	50	two	two	NUM
ajfa-5485	24	51	main	main	ADJ
ajfa-5485	24	52	svm	svm	ADJ
ajfa-5485	24	53	application	application	NOUN
ajfa-5485	24	54	forms	form	NOUN
ajfa-5485	24	55	.	.	PUNCT
ajfa-5485	25	1	the	the	DET
ajfa-5485	25	2	remaining	remain	VERB
ajfa-5485	25	3	sections	section	NOUN
ajfa-5485	25	4	of	of	ADP
ajfa-5485	25	5	this	this	DET
ajfa-5485	25	6	report	report	NOUN
ajfa-5485	25	7	are	be	AUX
ajfa-5485	25	8	organized	organize	VERB
ajfa-5485	25	9	as	as	ADP
ajfa-5485	25	10	following	follow	VERB
ajfa-5485	25	11	:	:	PUNCT
ajfa-5485	25	12	section	section	NOUN
ajfa-5485	25	13	2	2	NUM
ajfa-5485	25	14	provides	provide	VERB
ajfa-5485	25	15	a	a	DET
ajfa-5485	25	16	brief	brief	ADJ
ajfa-5485	25	17	overview	overview	NOUN
ajfa-5485	25	18	of	of	ADP
ajfa-5485	25	19	the	the	DET
ajfa-5485	25	20	svm	svm	ADJ
ajfa-5485	25	21	algorithms	algorithm	NOUN
ajfa-5485	25	22	;	;	PUNCT
ajfa-5485	25	23	section	section	NOUN
ajfa-5485	25	24	3	3	NUM
ajfa-5485	25	25	describes	describe	VERB
ajfa-5485	25	26	the	the	DET
ajfa-5485	25	27	experiment	experiment	NOUN
ajfa-5485	25	28	design	design	NOUN
ajfa-5485	25	29	;	;	PUNCT
ajfa-5485	25	30	section	section	NOUN
ajfa-5485	25	31	4	4	NUM
ajfa-5485	25	32	reports	report	NOUN
ajfa-5485	25	33	and	and	CCONJ
ajfa-5485	25	34	discusses	discuss	VERB
ajfa-5485	25	35	the	the	DET
ajfa-5485	25	36	experiment	experiment	NOUN
ajfa-5485	25	37	results	result	NOUN
ajfa-5485	25	38	;	;	PUNCT
ajfa-5485	25	39	section	section	NOUN
ajfa-5485	25	40	5	5	NUM
ajfa-5485	25	41	summarizes	summarize	NOUN
ajfa-5485	25	42	the	the	DET
ajfa-5485	25	43	whole	whole	ADJ
ajfa-5485	25	44	report	report	NOUN
ajfa-5485	25	45	.	.	PUNCT
ajfa-5485	26	1	2	2	X
ajfa-5485	26	2	.	.	X
ajfa-5485	26	3	methodology	methodology	NOUN
ajfa-5485	26	4	2.1	2.1	NUM
ajfa-5485	26	5	the	the	DET
ajfa-5485	26	6	basic	basic	ADJ
ajfa-5485	26	7	ideas	idea	NOUN
ajfa-5485	26	8	of	of	ADP
ajfa-5485	26	9	svc	svc	PROPN
ajfa-5485	26	10	and	and	CCONJ
ajfa-5485	26	11	svr	svr	PROPN
ajfa-5485	26	12	svms	svms	PROPN
ajfa-5485	26	13	,	,	PUNCT
ajfa-5485	26	14	a	a	DET
ajfa-5485	26	15	set	set	NOUN
ajfa-5485	26	16	of	of	ADP
ajfa-5485	26	17	supervised	supervised	ADJ
ajfa-5485	26	18	learning	learning	NOUN
ajfa-5485	26	19	algorithms	algorithm	NOUN
ajfa-5485	26	20	developed	develop	VERB
ajfa-5485	26	21	by	by	ADP
ajfa-5485	26	22	vapnik	vapnik	NOUN
ajfa-5485	26	23	and	and	CCONJ
ajfa-5485	26	24	his	his	PRON
ajfa-5485	26	25	co	co	NOUN
ajfa-5485	26	26	-	-	NOUN
ajfa-5485	26	27	workers	worker	NOUN
ajfa-5485	26	28	,	,	PUNCT
ajfa-5485	26	29	are	be	AUX
ajfa-5485	26	30	characterized	characterize	VERB
ajfa-5485	26	31	by	by	ADP
ajfa-5485	26	32	usage	usage	NOUN
ajfa-5485	26	33	of	of	ADP
ajfa-5485	26	34	kernels	kernel	NOUN
ajfa-5485	26	35	,	,	PUNCT
ajfa-5485	26	36	absence	absence	NOUN
ajfa-5485	26	37	of	of	ADP
ajfa-5485	26	38	local	local	ADJ
ajfa-5485	26	39	minima	minima	NOUN
ajfa-5485	26	40	,	,	PUNCT
ajfa-5485	26	41	sparseness	sparseness	ADJ
ajfa-5485	26	42	of	of	ADP
ajfa-5485	26	43	the	the	DET
ajfa-5485	26	44	solution	solution	NOUN
ajfa-5485	26	45	and	and	CCONJ
ajfa-5485	26	46	asian	asian	ADJ
ajfa-5485	26	47	journal	journal	NOUN
ajfa-5485	26	48	of	of	ADP
ajfa-5485	26	49	finance	finance	PROPN
ajfa-5485	26	50	&	&	CCONJ
ajfa-5485	26	51	accounting	accounting	PROPN
ajfa-5485	26	52	issn	issn	PROPN
ajfa-5485	26	53	1946	1946	NUM
ajfa-5485	26	54	-	-	PUNCT
ajfa-5485	26	55	052x	052x	PROPN
ajfa-5485	26	56	2014	2014	NUM
ajfa-5485	26	57	,	,	PUNCT
ajfa-5485	26	58	vol	vol	NOUN
ajfa-5485	26	59	.	.	PROPN
ajfa-5485	26	60	6	6	NUM
ajfa-5485	26	61	,	,	PUNCT
ajfa-5485	26	62	no	no	INTJ
ajfa-5485	26	63	.	.	NOUN
ajfa-5485	26	64	1	1	NUM
ajfa-5485	26	65	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-5485	26	66	326	326	NUM
ajfa-5485	26	67	capacity	capacity	NOUN
ajfa-5485	26	68	control	control	NOUN
ajfa-5485	26	69	obtained	obtain	VERB
ajfa-5485	26	70	by	by	ADP
ajfa-5485	26	71	acting	act	VERB
ajfa-5485	26	72	on	on	ADP
ajfa-5485	26	73	the	the	DET
ajfa-5485	26	74	margin	margin	NOUN
ajfa-5485	26	75	or	or	CCONJ
ajfa-5485	26	76	on	on	ADP
ajfa-5485	26	77	number	number	NOUN
ajfa-5485	26	78	of	of	ADP
ajfa-5485	26	79	support	support	NOUN
ajfa-5485	26	80	vectors	vector	NOUN
ajfa-5485	26	81	(	(	PUNCT
ajfa-5485	26	82	vapnik	vapnik	X
ajfa-5485	26	83	,	,	PUNCT
ajfa-5485	26	84	1995	1995	NUM
ajfa-5485	26	85	)	)	PUNCT
ajfa-5485	26	86	.	.	PUNCT
ajfa-5485	27	1	according	accord	VERB
ajfa-5485	27	2	to	to	ADP
ajfa-5485	27	3	the	the	DET
ajfa-5485	27	4	purposes	purpose	NOUN
ajfa-5485	27	5	,	,	PUNCT
ajfa-5485	27	6	svms	svms	NOUN
ajfa-5485	27	7	can	can	AUX
ajfa-5485	27	8	be	be	AUX
ajfa-5485	27	9	divided	divide	VERB
ajfa-5485	27	10	into	into	ADP
ajfa-5485	27	11	svc	svc	PROPN
ajfa-5485	27	12	,	,	PUNCT
ajfa-5485	27	13	svr	svr	PROPN
ajfa-5485	27	14	,	,	PUNCT
ajfa-5485	27	15	and	and	CCONJ
ajfa-5485	27	16	ranking	ranking	ADJ
ajfa-5485	27	17	svm	svm	PROPN
ajfa-5485	27	18	.	.	PROPN
ajfa-5485	27	19	svc	svc	PROPN
ajfa-5485	27	20	performs	perform	VERB
ajfa-5485	27	21	classification	classification	NOUN
ajfa-5485	27	22	by	by	ADP
ajfa-5485	27	23	finding	find	VERB
ajfa-5485	27	24	the	the	DET
ajfa-5485	27	25	hyperplane	hyperplane	NOUN
ajfa-5485	27	26	that	that	PRON
ajfa-5485	27	27	maximizes	maximize	VERB
ajfa-5485	27	28	the	the	DET
ajfa-5485	27	29	margin	margin	NOUN
ajfa-5485	27	30	between	between	ADP
ajfa-5485	27	31	the	the	DET
ajfa-5485	27	32	two	two	NUM
ajfa-5485	27	33	classes	class	NOUN
ajfa-5485	27	34	in	in	ADP
ajfa-5485	27	35	highor	highor	NOUN
ajfa-5485	27	36	infinite	infinite	ADJ
ajfa-5485	27	37	-	-	PUNCT
ajfa-5485	27	38	dimensional	dimensional	ADJ
ajfa-5485	27	39	space	space	NOUN
ajfa-5485	27	40	.	.	PUNCT
ajfa-5485	28	1	svr	svr	PROPN
ajfa-5485	28	2	is	be	AUX
ajfa-5485	28	3	extended	extend	VERB
ajfa-5485	28	4	from	from	ADP
ajfa-5485	28	5	svm	svm	PROPN
ajfa-5485	28	6	and	and	CCONJ
ajfa-5485	28	7	performs	perform	VERB
ajfa-5485	28	8	regression	regression	NOUN
ajfa-5485	28	9	in	in	ADP
ajfa-5485	28	10	the	the	DET
ajfa-5485	28	11	high	high	ADJ
ajfa-5485	28	12	-	-	PUNCT
ajfa-5485	28	13	dimension	dimension	NOUN
ajfa-5485	28	14	feature	feature	NOUN
ajfa-5485	28	15	space	space	NOUN
ajfa-5485	28	16	using	use	VERB
ajfa-5485	28	17	insensitive	insensitive	ADJ
ajfa-5485	28	18	loss	loss	NOUN
ajfa-5485	28	19	.	.	PUNCT
ajfa-5485	29	1	both	both	DET
ajfa-5485	29	2	svc	svc	PROPN
ajfa-5485	29	3	and	and	CCONJ
ajfa-5485	29	4	svr	svr	PROPN
ajfa-5485	29	5	are	be	AUX
ajfa-5485	29	6	widely	widely	ADV
ajfa-5485	29	7	used	use	VERB
ajfa-5485	29	8	in	in	ADP
ajfa-5485	29	9	various	various	ADJ
ajfa-5485	29	10	areas	area	NOUN
ajfa-5485	29	11	and	and	CCONJ
ajfa-5485	29	12	continue	continue	VERB
ajfa-5485	29	13	to	to	PART
ajfa-5485	29	14	be	be	AUX
ajfa-5485	29	15	two	two	NUM
ajfa-5485	29	16	of	of	ADP
ajfa-5485	29	17	the	the	DET
ajfa-5485	29	18	most	most	ADV
ajfa-5485	29	19	successful	successful	ADJ
ajfa-5485	29	20	machine	machine	NOUN
ajfa-5485	29	21	learning	learn	VERB
ajfa-5485	29	22	algorithms	algorithm	NOUN
ajfa-5485	29	23	.	.	PUNCT
ajfa-5485	30	1	an	an	DET
ajfa-5485	30	2	overview	overview	NOUN
ajfa-5485	30	3	of	of	ADP
ajfa-5485	30	4	the	the	DET
ajfa-5485	30	5	basic	basic	ADJ
ajfa-5485	30	6	ideas	idea	NOUN
ajfa-5485	30	7	of	of	ADP
ajfa-5485	30	8	svc	svc	PROPN
ajfa-5485	30	9	and	and	CCONJ
ajfa-5485	30	10	svr	svr	PROPN
ajfa-5485	30	11	was	be	AUX
ajfa-5485	30	12	described	describe	VERB
ajfa-5485	30	13	in	in	ADP
ajfa-5485	30	14	detail	detail	NOUN
ajfa-5485	30	15	in	in	ADP
ajfa-5485	30	16	reference	reference	NOUN
ajfa-5485	30	17	(	(	PUNCT
ajfa-5485	30	18	yoo	yoo	PROPN
ajfa-5485	30	19	et	et	PROPN
ajfa-5485	30	20	al	al	PROPN
ajfa-5485	30	21	.	.	PROPN
ajfa-5485	30	22	,	,	PUNCT
ajfa-5485	30	23	2005	2005	NUM
ajfa-5485	30	24	)	)	PUNCT
ajfa-5485	30	25	.	.	PUNCT
ajfa-5485	31	1	briefly	briefly	ADV
ajfa-5485	31	2	,	,	PUNCT
ajfa-5485	31	3	for	for	ADP
ajfa-5485	31	4	a	a	DET
ajfa-5485	31	5	two	two	NUM
ajfa-5485	31	6	-	-	PUNCT
ajfa-5485	31	7	class	class	NOUN
ajfa-5485	31	8	classification	classification	NOUN
ajfa-5485	31	9	problem	problem	NOUN
ajfa-5485	31	10	,	,	PUNCT
ajfa-5485	31	11	we	we	PRON
ajfa-5485	31	12	can	can	AUX
ajfa-5485	31	13	assume	assume	VERB
ajfa-5485	31	14	that	that	SCONJ
ajfa-5485	31	15	we	we	PRON
ajfa-5485	31	16	have	have	VERB
ajfa-5485	31	17	a	a	DET
ajfa-5485	31	18	set	set	NOUN
ajfa-5485	31	19	of	of	ADP
ajfa-5485	31	20	input	input	NOUN
ajfa-5485	31	21	data	datum	NOUN
ajfa-5485	31	22	points	point	NOUN
ajfa-5485	31	23	xi	xi	X
ajfa-5485	31	24	∈	∈	PROPN
ajfa-5485	31	25	rd(i	rd(i	NOUN
ajfa-5485	31	26	=	=	SYM
ajfa-5485	31	27	1,2,	1,2,	NUM
ajfa-5485	31	28	...	...	PUNCT
ajfa-5485	31	29	,n	,n	NOUN
ajfa-5485	31	30	)	)	PUNCT
ajfa-5485	31	31	along	along	ADP
ajfa-5485	31	32	with	with	ADP
ajfa-5485	31	33	each	each	DET
ajfa-5485	31	34	point	point	NOUN
ajfa-5485	31	35	’s	’s	PART
ajfa-5485	31	36	classification	classification	NOUN
ajfa-5485	31	37	yi	yi	NOUN
ajfa-5485	31	38	,	,	PUNCT
ajfa-5485	31	39	where	where	SCONJ
ajfa-5485	31	40	yi	yi	PROPN
ajfa-5485	31	41	can	can	AUX
ajfa-5485	31	42	take	take	VERB
ajfa-5485	31	43	on	on	ADP
ajfa-5485	31	44	one	one	NUM
ajfa-5485	31	45	of	of	ADP
ajfa-5485	31	46	two	two	NUM
ajfa-5485	31	47	possible	possible	ADJ
ajfa-5485	31	48	values	value	NOUN
ajfa-5485	31	49	:	:	PUNCT
ajfa-5485	31	50	-1	-1	PUNCT
ajfa-5485	31	51	or	or	CCONJ
ajfa-5485	31	52	1	1	NUM
ajfa-5485	31	53	.	.	PUNCT
ajfa-5485	32	1	the	the	DET
ajfa-5485	32	2	linear	linear	ADJ
ajfa-5485	32	3	support	support	NOUN
ajfa-5485	32	4	vector	vector	NOUN
ajfa-5485	32	5	machine	machine	NOUN
ajfa-5485	32	6	is	be	AUX
ajfa-5485	32	7	defined	define	VERB
ajfa-5485	32	8	as	as	ADP
ajfa-5485	32	9	the	the	DET
ajfa-5485	32	10	following	follow	VERB
ajfa-5485	32	11	optimization	optimization	NOUN
ajfa-5485	32	12	problem	problem	NOUN
ajfa-5485	32	13	:	:	PUNCT
ajfa-5485	32	14	min	min	PROPN
ajfa-5485	32	15	w	w	PROPN
ajfa-5485	32	16	12	12	NUM
ajfa-5485	32	17	wt	wt	PROPN
ajfa-5485	32	18	·	·	PUNCT
ajfa-5485	32	19	w	w	NOUN
ajfa-5485	32	20	+	+	NOUN
ajfa-5485	32	21	c	c	NOUN
ajfa-5485	32	22	l	l	NOUN
ajfa-5485	32	23			X
ajfa-5485	33	1	i=1	i=1	PROPN
ajfa-5485	33	2	ξi	ξi	PROPN
ajfa-5485	34	1	s.t	s.t	PROPN
ajfa-5485	34	2	.	.	PROPN
ajfa-5485	34	3	yi(wt	yi(wt	PROPN
ajfa-5485	34	4	·	·	PUNCT
ajfa-5485	34	5	xi	xi	PROPN
ajfa-5485	35	1	+	+	NUM
ajfa-5485	35	2	b	b	X
ajfa-5485	35	3	)	)	PUNCT
ajfa-5485	35	4	≥	≥	NOUN
ajfa-5485	35	5	1	1	NUM
ajfa-5485	36	1	−	−	NOUN
ajfa-5485	36	2	ξ	ξ	PROPN
ajfa-5485	36	3	,	,	PUNCT
ajfa-5485	36	4	ξi	ξi	NUM
ajfa-5485	36	5	≥	≥	NOUN
ajfa-5485	36	6	0	0	PUNCT
ajfa-5485	37	1	i	i	NOUN
ajfa-5485	37	2	=	=	NOUN
ajfa-5485	37	3	1	1	NUM
ajfa-5485	37	4	...	...	SYM
ajfa-5485	37	5	l	l	NOUN
ajfa-5485	37	6	where	where	SCONJ
ajfa-5485	37	7	ξi	ξi	NOUN
ajfa-5485	37	8	is	be	AUX
ajfa-5485	37	9	the	the	DET
ajfa-5485	37	10	error	error	NOUN
ajfa-5485	37	11	for	for	ADP
ajfa-5485	37	12	a	a	DET
ajfa-5485	37	13	given	give	VERB
ajfa-5485	37	14	training	training	NOUN
ajfa-5485	37	15	point	point	NOUN
ajfa-5485	37	16	xi	xi	INTJ
ajfa-5485	37	17	,	,	PUNCT
ajfa-5485	37	18	w	w	PROPN
ajfa-5485	37	19	is	be	AUX
ajfa-5485	37	20	the	the	DET
ajfa-5485	37	21	margin	margin	NOUN
ajfa-5485	37	22	,	,	PUNCT
ajfa-5485	37	23	b	b	PROPN
ajfa-5485	37	24	is	be	AUX
ajfa-5485	37	25	the	the	DET
ajfa-5485	37	26	offset	offset	NOUN
ajfa-5485	37	27	for	for	ADP
ajfa-5485	37	28	the	the	DET
ajfa-5485	37	29	hyperplane	hyperplane	NOUN
ajfa-5485	37	30	,	,	PUNCT
ajfa-5485	37	31	and	and	CCONJ
ajfa-5485	37	32	c	c	NOUN
ajfa-5485	37	33	is	be	AUX
ajfa-5485	37	34	a	a	DET
ajfa-5485	37	35	constant	constant	ADJ
ajfa-5485	37	36	representing	represent	VERB
ajfa-5485	37	37	the	the	DET
ajfa-5485	37	38	emphasis	emphasis	NOUN
ajfa-5485	37	39	that	that	PRON
ajfa-5485	37	40	is	be	AUX
ajfa-5485	37	41	to	to	PART
ajfa-5485	37	42	be	be	AUX
ajfa-5485	37	43	placed	place	VERB
ajfa-5485	37	44	on	on	ADP
ajfa-5485	37	45	minimizing	minimize	VERB
ajfa-5485	37	46	the	the	DET
ajfa-5485	37	47	error	error	NOUN
ajfa-5485	37	48	.	.	PUNCT
ajfa-5485	38	1	the	the	DET
ajfa-5485	38	2	solution	solution	NOUN
ajfa-5485	38	3	to	to	ADP
ajfa-5485	38	4	this	this	DET
ajfa-5485	38	5	problem	problem	NOUN
ajfa-5485	38	6	results	result	VERB
ajfa-5485	38	7	in	in	ADP
ajfa-5485	38	8	the	the	DET
ajfa-5485	38	9	following	follow	VERB
ajfa-5485	38	10	classifier	classifier	NOUN
ajfa-5485	38	11	for	for	ADP
ajfa-5485	38	12	the	the	DET
ajfa-5485	38	13	prediction	prediction	NOUN
ajfa-5485	38	14	of	of	ADP
ajfa-5485	38	15	f(x	f(x	PROPN
ajfa-5485	38	16	)	)	PUNCT
ajfa-5485	38	17	in	in	ADP
ajfa-5485	38	18	the	the	DET
ajfa-5485	38	19	new	new	ADJ
ajfa-5485	38	20	sample	sample	NOUN
ajfa-5485	38	21	x	x	NOUN
ajfa-5485	38	22	:	:	PUNCT
ajfa-5485	38	23	f(x	f(x	PROPN
ajfa-5485	38	24	)	)	PUNCT
ajfa-5485	39	1	=	=	SYM
ajfa-5485	39	2	sign	sign	NOUN
ajfa-5485	39	3	(	(	PUNCT
ajfa-5485	39	4	l	l	X
ajfa-5485	39	5			X
ajfa-5485	39	6	i=1	i=1	PROPN
ajfa-5485	39	7	yiαi	yiαi	PROPN
ajfa-5485	39	8	·	·	PUNCT
ajfa-5485	39	9	k(x	k(x	PROPN
ajfa-5485	39	10	,	,	PUNCT
ajfa-5485	39	11	xi)+b	xi)+b	PROPN
ajfa-5485	39	12	)	)	PUNCT
ajfa-5485	39	13	where	where	SCONJ
ajfa-5485	39	14	αi	αi	PRON
ajfa-5485	39	15	is	be	AUX
ajfa-5485	39	16	the	the	DET
ajfa-5485	39	17	parameter	parameter	NOUN
ajfa-5485	39	18	coefficient	coefficient	NOUN
ajfa-5485	39	19	,	,	PUNCT
ajfa-5485	39	20	and	and	CCONJ
ajfa-5485	39	21	k(x	k(x	PROPN
ajfa-5485	39	22	,	,	PUNCT
ajfa-5485	39	23	xi	xi	NUM
ajfa-5485	39	24	)	)	PUNCT
ajfa-5485	39	25	is	be	AUX
ajfa-5485	39	26	kernel	kernel	PROPN
ajfa-5485	39	27	function	function	NOUN
ajfa-5485	39	28	.	.	PUNCT
ajfa-5485	40	1	for	for	ADP
ajfa-5485	40	2	svr	svr	PROPN
ajfa-5485	40	3	,	,	PUNCT
ajfa-5485	40	4	it	it	PRON
ajfa-5485	40	5	is	be	AUX
ajfa-5485	40	6	formulated	formulate	VERB
ajfa-5485	40	7	as	as	ADP
ajfa-5485	40	8	minimization	minimization	NOUN
ajfa-5485	40	9	of	of	ADP
ajfa-5485	40	10	the	the	DET
ajfa-5485	40	11	following	follow	VERB
ajfa-5485	40	12	functional	functional	NOUN
ajfa-5485	40	13	:	:	PUNCT
ajfa-5485	40	14	min	min	PROPN
ajfa-5485	40	15	w	w	PROPN
ajfa-5485	40	16	,	,	PUNCT
ajfa-5485	40	17	b	b	PROPN
ajfa-5485	40	18	12	12	NUM
ajfa-5485	40	19	wt	wt	PROPN
ajfa-5485	40	20	·	·	PUNCT
ajfa-5485	40	21	w	w	NOUN
ajfa-5485	41	1	+	+	NOUN
ajfa-5485	41	2	c	c	NOUN
ajfa-5485	41	3	l	l	NOUN
ajfa-5485	41	4			X
ajfa-5485	41	5	i=1	i=1	PROPN
ajfa-5485	42	1	(	(	PUNCT
ajfa-5485	42	2	ξi	ξi	NOUN
ajfa-5485	42	3	+	+	CCONJ
ajfa-5485	43	1	ξi	ξi	PROPN
ajfa-5485	43	2	*	*	ADJ
ajfa-5485	43	3	)	)	PUNCT
ajfa-5485	43	4	s.t	s.t	PROPN
ajfa-5485	43	5	.	.	PUNCT
ajfa-5485	43	6			NOUN
ajfa-5485	44	1			NUM
ajfa-5485	44	2			NUM
ajfa-5485	44	3			NUM
ajfa-5485	44	4			PROPN
ajfa-5485	44	5	yi	yi	PROPN
ajfa-5485	45	1	−	−	PROPN
ajfa-5485	45	2	(	(	PUNCT
ajfa-5485	45	3	wt	wt	NOUN
ajfa-5485	45	4	·	·	PUNCT
ajfa-5485	45	5	xi	xi	X
ajfa-5485	45	6	+	+	NUM
ajfa-5485	45	7	b	b	X
ajfa-5485	45	8	)	)	PUNCT
ajfa-5485	45	9	≤	≤	PUNCT
ajfa-5485	45	10	ε	ε	PROPN
ajfa-5485	46	1	+	+	CCONJ
ajfa-5485	46	2	ξi	ξi	PROPN
ajfa-5485	46	3	(	(	PUNCT
ajfa-5485	46	4	wt	wt	PROPN
ajfa-5485	46	5	·	·	PUNCT
ajfa-5485	46	6	xi	xi	NUM
ajfa-5485	47	1	+	+	NUM
ajfa-5485	47	2	b	b	NOUN
ajfa-5485	47	3	)	)	PUNCT
ajfa-5485	47	4	−	−	PROPN
ajfa-5485	47	5	yi	yi	NOUN
ajfa-5485	47	6	≤	≤	PUNCT
ajfa-5485	47	7	ε	ε	PROPN
ajfa-5485	47	8	+	+	CCONJ
ajfa-5485	47	9	ξi	ξi	PROPN
ajfa-5485	47	10	*	*	PUNCT
ajfa-5485	47	11	ξi	ξi	NOUN
ajfa-5485	47	12	,	,	PUNCT
ajfa-5485	47	13	ξi	ξi	PROPN
ajfa-5485	47	14	*	*	PUNCT
ajfa-5485	47	15	≥	≥	NUM
ajfa-5485	47	16	0	0	NUM
ajfa-5485	47	17	,	,	PUNCT
ajfa-5485	47	18	i=1	i=1	X
ajfa-5485	47	19	..	..	PUNCT
ajfa-5485	47	20	l	l	NOUN
ajfa-5485	47	21	where	where	SCONJ
ajfa-5485	47	22	ε	ε	PROPN
ajfa-5485	47	23	is	be	AUX
ajfa-5485	47	24	the	the	DET
ajfa-5485	47	25	parameter	parameter	NOUN
ajfa-5485	47	26	epsilon	epsilon	PROPN
ajfa-5485	47	27	and	and	CCONJ
ajfa-5485	47	28	the	the	DET
ajfa-5485	47	29	couple	couple	NOUN
ajfa-5485	47	30	(	(	PUNCT
ajfa-5485	47	31	xi	xi	PROPN
ajfa-5485	47	32	,	,	PUNCT
ajfa-5485	47	33	yi	yi	PROPN
ajfa-5485	47	34	)	)	PUNCT
ajfa-5485	47	35	the	the	DET
ajfa-5485	47	36	training	training	NOUN
ajfa-5485	47	37	set	set	NOUN
ajfa-5485	47	38	.	.	PUNCT
ajfa-5485	48	1	slack	slack	VERB
ajfa-5485	48	2	variables	variable	NOUN
ajfa-5485	48	3	ξ	ξ	PROPN
ajfa-5485	48	4	and	and	CCONJ
ajfa-5485	48	5	ξ	ξ	NOUN
ajfa-5485	48	6	*	*	PROPN
ajfa-5485	48	7	were	be	AUX
ajfa-5485	48	8	used	use	VERB
ajfa-5485	48	9	to	to	PART
ajfa-5485	48	10	allow	allow	VERB
ajfa-5485	48	11	some	some	DET
ajfa-5485	48	12	errors	error	NOUN
ajfa-5485	48	13	to	to	PART
ajfa-5485	48	14	deal	deal	VERB
ajfa-5485	48	15	with	with	ADP
ajfa-5485	48	16	noise	noise	NOUN
ajfa-5485	48	17	in	in	ADP
ajfa-5485	48	18	the	the	DET
ajfa-5485	48	19	training	training	NOUN
ajfa-5485	48	20	data	datum	NOUN
ajfa-5485	48	21	.	.	PUNCT
ajfa-5485	49	1	once	once	ADV
ajfa-5485	49	2	trained	train	VERB
ajfa-5485	49	3	,	,	PUNCT
ajfa-5485	49	4	the	the	DET
ajfa-5485	49	5	svr	svr	PROPN
ajfa-5485	49	6	will	will	AUX
ajfa-5485	49	7	generate	generate	VERB
ajfa-5485	49	8	predictions	prediction	NOUN
ajfa-5485	49	9	using	use	VERB
ajfa-5485	49	10	the	the	DET
ajfa-5485	49	11	following	follow	VERB
ajfa-5485	49	12	formula	formula	NOUN
ajfa-5485	49	13	:	:	PUNCT
ajfa-5485	49	14	asian	asian	ADJ
ajfa-5485	49	15	journal	journal	NOUN
ajfa-5485	49	16	of	of	ADP
ajfa-5485	49	17	finance	finance	PROPN
ajfa-5485	49	18	&	&	CCONJ
ajfa-5485	49	19	accounting	accounting	PROPN
ajfa-5485	49	20	issn	issn	PROPN
ajfa-5485	49	21	1946	1946	NUM
ajfa-5485	49	22	-	-	PUNCT
ajfa-5485	49	23	052x	052x	PROPN
ajfa-5485	49	24	2014	2014	NUM
ajfa-5485	49	25	,	,	PUNCT
ajfa-5485	49	26	vol	vol	NOUN
ajfa-5485	49	27	.	.	PROPN
ajfa-5485	50	1	6	6	NUM
ajfa-5485	50	2	,	,	PUNCT
ajfa-5485	50	3	no	no	INTJ
ajfa-5485	50	4	.	.	NOUN
ajfa-5485	50	5	1	1	NUM
ajfa-5485	50	6	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-5485	50	7	327	327	NUM
ajfa-5485	50	8	f(x	f(x	PROPN
ajfa-5485	50	9	)	)	PUNCT
ajfa-5485	50	10	≡	≡	PROPN
ajfa-5485	50	11	l	l	X
ajfa-5485	50	12			X
ajfa-5485	51	1	i=1	i=1	PROPN
ajfa-5485	51	2	(	(	PUNCT
ajfa-5485	51	3	αi	αi	INTJ
ajfa-5485	51	4	−	−	PROPN
ajfa-5485	51	5	αi	αi	PART
ajfa-5485	51	6	*	*	PUNCT
ajfa-5485	51	7	)	)	PUNCT
ajfa-5485	51	8	·	·	PUNCT
ajfa-5485	52	1	k(x	k(x	PROPN
ajfa-5485	52	2	,	,	PUNCT
ajfa-5485	52	3	xi	xi	ADJ
ajfa-5485	52	4	)	)	PUNCT
ajfa-5485	53	1	+	+	CCONJ
ajfa-5485	53	2	b	b	X
ajfa-5485	53	3	2.2	2.2	NUM
ajfa-5485	53	4	kernel	kernel	NOUN
ajfa-5485	53	5	and	and	CCONJ
ajfa-5485	53	6	optimization	optimization	NOUN
ajfa-5485	53	7	of	of	ADP
ajfa-5485	53	8	kernel	kernel	PROPN
ajfa-5485	53	9	parameters	parameter	NOUN
ajfa-5485	53	10	epsilon	epsilon	PROPN
ajfa-5485	53	11	-	-	PUNCT
ajfa-5485	53	12	svr	svr	PROPN
ajfa-5485	53	13	in	in	ADP
ajfa-5485	53	14	libsvm	libsvm	NOUN
ajfa-5485	53	15	package	package	NOUN
ajfa-5485	53	16	,	,	PUNCT
ajfa-5485	53	17	which	which	PRON
ajfa-5485	53	18	is	be	AUX
ajfa-5485	53	19	developed	develop	VERB
ajfa-5485	53	20	by	by	ADP
ajfa-5485	53	21	chang	chang	PROPN
ajfa-5485	53	22	et	et	PROPN
ajfa-5485	53	23	al	al	PROPN
ajfa-5485	53	24	(	(	PUNCT
ajfa-5485	53	25	2011	2011	NUM
ajfa-5485	53	26	)	)	PUNCT
ajfa-5485	53	27	and	and	CCONJ
ajfa-5485	53	28	is	be	AUX
ajfa-5485	53	29	currently	currently	ADV
ajfa-5485	53	30	one	one	NUM
ajfa-5485	53	31	of	of	ADP
ajfa-5485	53	32	the	the	DET
ajfa-5485	53	33	most	most	ADV
ajfa-5485	53	34	widely	widely	ADV
ajfa-5485	53	35	used	use	VERB
ajfa-5485	53	36	svm	svm	NOUN
ajfa-5485	53	37	,	,	PUNCT
ajfa-5485	53	38	was	be	AUX
ajfa-5485	53	39	employed	employ	VERB
ajfa-5485	53	40	for	for	ADP
ajfa-5485	53	41	stock	stock	NOUN
ajfa-5485	53	42	price	price	NOUN
ajfa-5485	53	43	prediction	prediction	NOUN
ajfa-5485	53	44	in	in	ADP
ajfa-5485	53	45	this	this	DET
ajfa-5485	53	46	study	study	NOUN
ajfa-5485	53	47	.	.	PUNCT
ajfa-5485	54	1	libsvm	libsvm	PROPN
ajfa-5485	54	2	supports	support	VERB
ajfa-5485	54	3	four	four	NUM
ajfa-5485	54	4	basic	basic	ADJ
ajfa-5485	54	5	kernel	kernel	NOUN
ajfa-5485	54	6	functions	function	NOUN
ajfa-5485	54	7	(	(	PUNCT
ajfa-5485	54	8	hsu	hsu	PROPN
ajfa-5485	54	9	et	et	PROPN
ajfa-5485	54	10	al	al	PROPN
ajfa-5485	54	11	.	.	PROPN
ajfa-5485	54	12	,	,	PUNCT
ajfa-5485	54	13	2005	2005	NUM
ajfa-5485	54	14	;	;	PUNCT
ajfa-5485	54	15	chang	chang	PROPN
ajfa-5485	54	16	and	and	CCONJ
ajfa-5485	54	17	lin	lin	PROPN
ajfa-5485	54	18	,	,	PUNCT
ajfa-5485	54	19	2011	2011	NUM
ajfa-5485	54	20	)	)	PUNCT
ajfa-5485	54	21	：	：	PUNCT
ajfa-5485	54	22	(	(	PUNCT
ajfa-5485	54	23	1	1	X
ajfa-5485	54	24	)	)	PUNCT
ajfa-5485	54	25	linear	linear	ADJ
ajfa-5485	54	26	kernel	kernel	NOUN
ajfa-5485	54	27	:	:	PUNCT
ajfa-5485	54	28	k(x	k(x	PROPN
ajfa-5485	54	29	,	,	PUNCT
ajfa-5485	54	30	y	y	NOUN
ajfa-5485	54	31	)	)	PUNCT
ajfa-5485	54	32	=	=	SYM
ajfa-5485	54	33	x·y	x·y	PROPN
ajfa-5485	54	34	(	(	PUNCT
ajfa-5485	54	35	2	2	NUM
ajfa-5485	54	36	)	)	PUNCT
ajfa-5485	54	37	polynomial	polynomial	ADJ
ajfa-5485	54	38	kernel	kernel	NOUN
ajfa-5485	54	39	:	:	PUNCT
ajfa-5485	54	40	k(x	k(x	PROPN
ajfa-5485	54	41	,	,	PUNCT
ajfa-5485	54	42	y	y	NOUN
ajfa-5485	54	43	)	)	PUNCT
ajfa-5485	54	44	=	=	SYM
ajfa-5485	54	45	(	(	PUNCT
ajfa-5485	54	46	γ·x·y	γ·x·y	PROPN
ajfa-5485	55	1	+	+	CCONJ
ajfa-5485	55	2	coef0)degree	coef0)degree	NUM
ajfa-5485	55	3	(	(	PUNCT
ajfa-5485	55	4	2	2	NUM
ajfa-5485	55	5	)	)	PUNCT
ajfa-5485	55	6	radial	radial	ADJ
ajfa-5485	55	7	basis	basis	NOUN
ajfa-5485	55	8	function	function	NOUN
ajfa-5485	55	9	(	(	PUNCT
ajfa-5485	55	10	rbf	rbf	PROPN
ajfa-5485	55	11	)	)	PUNCT
ajfa-5485	55	12	kernel	kernel	PROPN
ajfa-5485	55	13	:	:	PUNCT
ajfa-5485	55	14	k(x	k(x	PROPN
ajfa-5485	55	15	,	,	PUNCT
ajfa-5485	55	16	y	y	NOUN
ajfa-5485	55	17	)	)	PUNCT
ajfa-5485	55	18	=	=	NOUN
ajfa-5485	55	19	exp	exp	NOUN
ajfa-5485	55	20	(	(	PUNCT
ajfa-5485	55	21	-γ·||x	-γ·||x	NOUN
ajfa-5485	55	22	y||2	y||2	NOUN
ajfa-5485	55	23	)	)	PUNCT
ajfa-5485	55	24	(	(	PUNCT
ajfa-5485	55	25	3	3	X
ajfa-5485	55	26	)	)	PUNCT
ajfa-5485	55	27	sigmoid	sigmoid	NOUN
ajfa-5485	55	28	kernel	kernel	NOUN
ajfa-5485	55	29	:	:	PUNCT
ajfa-5485	55	30	k(x	k(x	PROPN
ajfa-5485	55	31	,	,	PUNCT
ajfa-5485	55	32	y	y	NOUN
ajfa-5485	55	33	)	)	PUNCT
ajfa-5485	55	34	=	=	SYM
ajfa-5485	55	35	tanh	tanh	PROPN
ajfa-5485	55	36	(	(	PUNCT
ajfa-5485	55	37	γ	γ	X
ajfa-5485	55	38	·	·	PUNCT
ajfa-5485	55	39	x·y	x·y	PROPN
ajfa-5485	55	40	+	+	PROPN
ajfa-5485	55	41	coef0	coef0	PROPN
ajfa-5485	55	42	)	)	PUNCT
ajfa-5485	55	43	we	we	PRON
ajfa-5485	55	44	chose	choose	VERB
ajfa-5485	55	45	rbf	rbf	PROPN
ajfa-5485	55	46	kernel	kernel	PROPN
ajfa-5485	55	47	in	in	ADP
ajfa-5485	55	48	our	our	PRON
ajfa-5485	55	49	study	study	NOUN
ajfa-5485	55	50	because	because	SCONJ
ajfa-5485	55	51	of	of	ADP
ajfa-5485	55	52	the	the	DET
ajfa-5485	55	53	following	follow	VERB
ajfa-5485	55	54	factors	factor	NOUN
ajfa-5485	55	55	:	:	PUNCT
ajfa-5485	55	56	1	1	X
ajfa-5485	55	57	)	)	PUNCT
ajfa-5485	55	58	rbf	rbf	PROPN
ajfa-5485	55	59	kernel	kernel	PROPN
ajfa-5485	55	60	has	have	VERB
ajfa-5485	55	61	fewer	few	ADJ
ajfa-5485	55	62	numerical	numerical	ADJ
ajfa-5485	55	63	difficulties	difficulty	NOUN
ajfa-5485	55	64	and	and	CCONJ
ajfa-5485	55	65	can	can	AUX
ajfa-5485	55	66	handle	handle	VERB
ajfa-5485	55	67	the	the	DET
ajfa-5485	55	68	nonlinear	nonlinear	ADJ
ajfa-5485	55	69	models	model	NOUN
ajfa-5485	55	70	(	(	PUNCT
ajfa-5485	55	71	hsu	hsu	PROPN
ajfa-5485	55	72	et	et	PROPN
ajfa-5485	55	73	al	al	PROPN
ajfa-5485	55	74	.	.	PROPN
ajfa-5485	55	75	,	,	PUNCT
ajfa-5485	55	76	2005	2005	NUM
ajfa-5485	55	77	)	)	PUNCT
ajfa-5485	55	78	;	;	PUNCT
ajfa-5485	55	79	2	2	X
ajfa-5485	55	80	)	)	PUNCT
ajfa-5485	55	81	the	the	DET
ajfa-5485	55	82	linear	linear	ADJ
ajfa-5485	55	83	kernel	kernel	NOUN
ajfa-5485	55	84	can	can	AUX
ajfa-5485	55	85	be	be	AUX
ajfa-5485	55	86	regard	regard	NOUN
ajfa-5485	55	87	as	as	ADP
ajfa-5485	55	88	a	a	DET
ajfa-5485	55	89	special	special	ADJ
ajfa-5485	55	90	case	case	NOUN
ajfa-5485	55	91	of	of	ADP
ajfa-5485	55	92	rbf	rbf	PROPN
ajfa-5485	55	93	kernel	kernel	PROPN
ajfa-5485	55	94	;	;	PUNCT
ajfa-5485	55	95	3	3	X
ajfa-5485	55	96	)	)	PUNCT
ajfa-5485	55	97	the	the	DET
ajfa-5485	55	98	polynomial	polynomial	ADJ
ajfa-5485	55	99	kernel	kernel	NOUN
ajfa-5485	55	100	has	have	VERB
ajfa-5485	55	101	more	more	ADJ
ajfa-5485	55	102	hyperparameters	hyperparameter	NOUN
ajfa-5485	55	103	than	than	ADP
ajfa-5485	55	104	the	the	DET
ajfa-5485	55	105	rbf	rbf	PROPN
ajfa-5485	55	106	kernel	kernel	PROPN
ajfa-5485	55	107	;	;	PUNCT
ajfa-5485	55	108	4	4	X
ajfa-5485	55	109	)	)	PUNCT
ajfa-5485	55	110	the	the	DET
ajfa-5485	55	111	sigmoid	sigmoid	NOUN
ajfa-5485	55	112	kernel	kernel	PROPN
ajfa-5485	55	113	behaves	behave	VERB
ajfa-5485	55	114	like	like	ADP
ajfa-5485	55	115	rbf	rbf	PROPN
ajfa-5485	55	116	for	for	ADP
ajfa-5485	55	117	certain	certain	ADJ
ajfa-5485	55	118	parameters	parameter	NOUN
ajfa-5485	55	119	(	(	PUNCT
ajfa-5485	55	120	hsu	hsu	PROPN
ajfa-5485	55	121	et	et	PROPN
ajfa-5485	55	122	al	al	PROPN
ajfa-5485	55	123	.	.	PROPN
ajfa-5485	55	124	,	,	PUNCT
ajfa-5485	55	125	2005	2005	NUM
ajfa-5485	55	126	)	)	PUNCT
ajfa-5485	55	127	.	.	PUNCT
ajfa-5485	56	1	the	the	DET
ajfa-5485	56	2	svm	svm	ADJ
ajfa-5485	56	3	performance	performance	NOUN
ajfa-5485	56	4	depends	depend	VERB
ajfa-5485	56	5	on	on	ADP
ajfa-5485	56	6	a	a	DET
ajfa-5485	56	7	good	good	ADJ
ajfa-5485	56	8	setting	setting	NOUN
ajfa-5485	56	9	of	of	ADP
ajfa-5485	56	10	two	two	NUM
ajfa-5485	56	11	parameters	parameter	NOUN
ajfa-5485	56	12	c	c	NOUN
ajfa-5485	56	13	and	and	CCONJ
ajfa-5485	56	14	γ	γ	PROPN
ajfa-5485	56	15	(	(	PUNCT
ajfa-5485	56	16	hsu	hsu	PROPN
ajfa-5485	56	17	et	et	PROPN
ajfa-5485	56	18	al	al	PROPN
ajfa-5485	56	19	.	.	PROPN
ajfa-5485	56	20	,	,	PUNCT
ajfa-5485	56	21	2005	2005	NUM
ajfa-5485	56	22	;	;	PUNCT
ajfa-5485	56	23	chang	chang	PROPN
ajfa-5485	56	24	and	and	CCONJ
ajfa-5485	56	25	lin	lin	PROPN
ajfa-5485	56	26	,	,	PUNCT
ajfa-5485	56	27	2011	2011	NUM
ajfa-5485	56	28	)	)	PUNCT
ajfa-5485	56	29	.	.	PUNCT
ajfa-5485	57	1	basing	base	VERB
ajfa-5485	57	2	on	on	ADP
ajfa-5485	57	3	3	3	NUM
ajfa-5485	57	4	-	-	ADJ
ajfa-5485	57	5	fold	fold	ADJ
ajfa-5485	57	6	cross	cross	ADJ
ajfa-5485	57	7	-	-	ADJ
ajfa-5485	57	8	validation	validation	ADJ
ajfa-5485	57	9	error	error	NOUN
ajfa-5485	57	10	,	,	PUNCT
ajfa-5485	57	11	we	we	PRON
ajfa-5485	57	12	obtained	obtain	VERB
ajfa-5485	57	13	the	the	DET
ajfa-5485	57	14	best	good	ADJ
ajfa-5485	57	15	values	value	NOUN
ajfa-5485	57	16	of	of	ADP
ajfa-5485	57	17	parameters	parameter	NOUN
ajfa-5485	57	18	c	c	PROPN
ajfa-5485	57	19	and	and	CCONJ
ajfa-5485	57	20	γ	γ	PROPN
ajfa-5485	57	21	for	for	ADP
ajfa-5485	57	22	svc	svc	PROPN
ajfa-5485	57	23	and	and	CCONJ
ajfa-5485	57	24	svr	svr	PROPN
ajfa-5485	57	25	using	use	VERB
ajfa-5485	57	26	grid	grid	NOUN
ajfa-5485	57	27	search	search	NOUN
ajfa-5485	57	28	method	method	NOUN
ajfa-5485	57	29	.	.	PUNCT
ajfa-5485	58	1	3	3	X
ajfa-5485	58	2	.	.	X
ajfa-5485	58	3	experiment	experiment	NOUN
ajfa-5485	58	4	design	design	NOUN
ajfa-5485	58	5	we	we	PRON
ajfa-5485	58	6	chose	choose	VERB
ajfa-5485	58	7	the	the	DET
ajfa-5485	58	8	internet	internet	NOUN
ajfa-5485	58	9	search	search	NOUN
ajfa-5485	58	10	giant	giant	ADJ
ajfa-5485	58	11	google	google	PROPN
ajfa-5485	58	12	inc	inc	PROPN
ajfa-5485	58	13	(	(	PUNCT
ajfa-5485	58	14	stock	stock	NOUN
ajfa-5485	58	15	symbol	symbol	NOUN
ajfa-5485	58	16	:	:	PUNCT
ajfa-5485	58	17	goog	goog	PROPN
ajfa-5485	58	18	)	)	PUNCT
ajfa-5485	58	19	for	for	ADP
ajfa-5485	58	20	this	this	DET
ajfa-5485	58	21	study	study	NOUN
ajfa-5485	58	22	basing	base	VERB
ajfa-5485	58	23	on	on	ADP
ajfa-5485	58	24	two	two	NUM
ajfa-5485	58	25	reasons	reason	NOUN
ajfa-5485	58	26	:	:	PUNCT
ajfa-5485	58	27	1	1	X
ajfa-5485	58	28	)	)	PUNCT
ajfa-5485	58	29	its	its	PRON
ajfa-5485	58	30	transaction	transaction	NOUN
ajfa-5485	58	31	data	datum	NOUN
ajfa-5485	58	32	is	be	AUX
ajfa-5485	58	33	simpler	simple	ADJ
ajfa-5485	58	34	than	than	ADP
ajfa-5485	58	35	other	other	ADJ
ajfa-5485	58	36	stocks	stock	NOUN
ajfa-5485	58	37	since	since	SCONJ
ajfa-5485	58	38	this	this	DET
ajfa-5485	58	39	company	company	NOUN
ajfa-5485	58	40	has	have	VERB
ajfa-5485	58	41	no	no	DET
ajfa-5485	58	42	divide	divide	NOUN
ajfa-5485	58	43	-	-	PUNCT
ajfa-5485	58	44	paying	pay	VERB
ajfa-5485	58	45	and	and	CCONJ
ajfa-5485	58	46	stock	stock	NOUN
ajfa-5485	58	47	-	-	PUNCT
ajfa-5485	58	48	splitting	splitting	NOUN
ajfa-5485	58	49	/	/	SYM
ajfa-5485	58	50	combining	combine	VERB
ajfa-5485	58	51	records	record	NOUN
ajfa-5485	58	52	;	;	PUNCT
ajfa-5485	58	53	2	2	X
ajfa-5485	58	54	)	)	PUNCT
ajfa-5485	58	55	the	the	DET
ajfa-5485	58	56	company	company	NOUN
ajfa-5485	58	57	has	have	VERB
ajfa-5485	58	58	very	very	ADV
ajfa-5485	58	59	high	high	ADJ
ajfa-5485	58	60	volume	volume	NOUN
ajfa-5485	58	61	of	of	ADP
ajfa-5485	58	62	outstanding	outstanding	ADJ
ajfa-5485	58	63	shares	share	NOUN
ajfa-5485	58	64	and	and	CCONJ
ajfa-5485	58	65	high	high	ADJ
ajfa-5485	58	66	stock	stock	NOUN
ajfa-5485	58	67	price	price	NOUN
ajfa-5485	58	68	,	,	PUNCT
ajfa-5485	58	69	making	make	VERB
ajfa-5485	58	70	it	it	PRON
ajfa-5485	58	71	difficult	difficult	ADJ
ajfa-5485	58	72	for	for	SCONJ
ajfa-5485	58	73	the	the	DET
ajfa-5485	58	74	stock	stock	NOUN
ajfa-5485	58	75	price	price	NOUN
ajfa-5485	58	76	being	be	AUX
ajfa-5485	58	77	manipulated	manipulate	VERB
ajfa-5485	58	78	.	.	PUNCT
ajfa-5485	59	1	we	we	PRON
ajfa-5485	59	2	obtained	obtain	VERB
ajfa-5485	59	3	the	the	DET
ajfa-5485	59	4	transaction	transaction	NOUN
ajfa-5485	59	5	data	datum	NOUN
ajfa-5485	59	6	and	and	CCONJ
ajfa-5485	59	7	historical	historical	ADJ
ajfa-5485	59	8	prices	price	NOUN
ajfa-5485	59	9	of	of	ADP
ajfa-5485	59	10	google	google	PROPN
ajfa-5485	59	11	inc	inc	PROPN
ajfa-5485	59	12	.	.	PROPN
ajfa-5485	59	13	from	from	ADP
ajfa-5485	59	14	the	the	DET
ajfa-5485	59	15	date	date	NOUN
ajfa-5485	59	16	of	of	ADP
ajfa-5485	59	17	its	its	PRON
ajfa-5485	59	18	initial	initial	ADJ
ajfa-5485	59	19	public	public	ADJ
ajfa-5485	59	20	offering	offering	NOUN
ajfa-5485	59	21	(	(	PUNCT
ajfa-5485	59	22	aug	aug	PROPN
ajfa-5485	59	23	19	19	NUM
ajfa-5485	59	24	,	,	PUNCT
ajfa-5485	59	25	2004	2004	NUM
ajfa-5485	59	26	)	)	PUNCT
ajfa-5485	59	27	to	to	ADP
ajfa-5485	59	28	dec	dec	PROPN
ajfa-5485	59	29	31	31	NUM
ajfa-5485	59	30	,	,	PUNCT
ajfa-5485	59	31	2013	2013	NUM
ajfa-5485	59	32	from	from	ADP
ajfa-5485	59	33	yahoo	yahoo	PROPN
ajfa-5485	59	34	finance	finance	NOUN
ajfa-5485	59	35	(	(	PUNCT
ajfa-5485	59	36	http://finance.yahoo.com	http://finance.yahoo.com	X
ajfa-5485	59	37	)	)	PUNCT
ajfa-5485	59	38	.	.	PUNCT
ajfa-5485	60	1	the	the	DET
ajfa-5485	60	2	original	original	ADJ
ajfa-5485	60	3	dataset	dataset	NOUN
ajfa-5485	60	4	contains	contain	VERB
ajfa-5485	60	5	6	6	NUM
ajfa-5485	60	6	attributes	attribute	NOUN
ajfa-5485	60	7	:	:	PUNCT
ajfa-5485	60	8	date	date	NOUN
ajfa-5485	60	9	,	,	PUNCT
ajfa-5485	60	10	open	open	ADJ
ajfa-5485	60	11	price	price	NOUN
ajfa-5485	60	12	,	,	PUNCT
ajfa-5485	60	13	high	high	ADJ
ajfa-5485	60	14	price	price	NOUN
ajfa-5485	60	15	,	,	PUNCT
ajfa-5485	60	16	low	low	ADJ
ajfa-5485	60	17	price	price	NOUN
ajfa-5485	60	18	,	,	PUNCT
ajfa-5485	60	19	close	close	ADJ
ajfa-5485	60	20	price	price	NOUN
ajfa-5485	60	21	,	,	PUNCT
ajfa-5485	60	22	volumes	volume	NOUN
ajfa-5485	60	23	and	and	CCONJ
ajfa-5485	60	24	adjusted	adjust	VERB
ajfa-5485	60	25	close	close	ADJ
ajfa-5485	60	26	price	price	NOUN
ajfa-5485	60	27	.	.	PUNCT
ajfa-5485	61	1	the	the	DET
ajfa-5485	61	2	adjusted	adjust	VERB
ajfa-5485	61	3	close	close	ADJ
ajfa-5485	61	4	prices	price	NOUN
ajfa-5485	61	5	are	be	AUX
ajfa-5485	61	6	the	the	DET
ajfa-5485	61	7	same	same	ADJ
ajfa-5485	61	8	as	as	ADP
ajfa-5485	61	9	the	the	DET
ajfa-5485	61	10	close	close	ADJ
ajfa-5485	61	11	price	price	NOUN
ajfa-5485	61	12	of	of	ADP
ajfa-5485	61	13	google	google	PROPN
ajfa-5485	61	14	inc	inc	PROPN
ajfa-5485	61	15	.	.	PROPN
ajfa-5485	61	16	as	as	SCONJ
ajfa-5485	61	17	the	the	DET
ajfa-5485	61	18	company	company	NOUN
ajfa-5485	61	19	has	have	AUX
ajfa-5485	61	20	never	never	ADV
ajfa-5485	61	21	paid	pay	VERB
ajfa-5485	61	22	divides	divide	NOUN
ajfa-5485	61	23	and	and	CCONJ
ajfa-5485	61	24	the	the	DET
ajfa-5485	61	25	its	its	PRON
ajfa-5485	61	26	stock	stock	NOUN
ajfa-5485	61	27	shares	share	NOUN
ajfa-5485	61	28	have	have	AUX
ajfa-5485	61	29	never	never	ADV
ajfa-5485	61	30	been	be	AUX
ajfa-5485	61	31	split	split	VERB
ajfa-5485	61	32	or	or	CCONJ
ajfa-5485	61	33	combined	combine	VERB
ajfa-5485	61	34	.	.	PUNCT
ajfa-5485	62	1	figure	figure	NOUN
ajfa-5485	62	2	1	1	NUM
ajfa-5485	62	3	shows	show	VERB
ajfa-5485	62	4	the	the	DET
ajfa-5485	62	5	overall	overall	ADJ
ajfa-5485	62	6	moving	move	VERB
ajfa-5485	62	7	trend	trend	NOUN
ajfa-5485	62	8	of	of	ADP
ajfa-5485	62	9	the	the	DET
ajfa-5485	62	10	close	close	ADJ
ajfa-5485	62	11	prices	price	NOUN
ajfa-5485	62	12	for	for	ADP
ajfa-5485	62	13	google	google	PROPN
ajfa-5485	62	14	inc	inc	PROPN
ajfa-5485	62	15	.	.	PROPN
ajfa-5485	62	16	traded	trade	VERB
ajfa-5485	62	17	on	on	ADP
ajfa-5485	62	18	the	the	DET
ajfa-5485	62	19	nasdaq	nasdaq	PROPN
ajfa-5485	62	20	exchange	exchange	NOUN
ajfa-5485	62	21	from	from	ADP
ajfa-5485	62	22	2004	2004	NUM
ajfa-5485	62	23	to	to	ADP
ajfa-5485	62	24	2013	2013	NUM
ajfa-5485	62	25	.	.	PUNCT
ajfa-5485	63	1	asian	asian	ADJ
ajfa-5485	63	2	journal	journal	PROPN
ajfa-5485	63	3	of	of	ADP
ajfa-5485	63	4	finance	finance	PROPN
ajfa-5485	63	5	&	&	CCONJ
ajfa-5485	63	6	accounting	accounting	PROPN
ajfa-5485	63	7	issn	issn	PROPN
ajfa-5485	63	8	1946	1946	NUM
ajfa-5485	63	9	-	-	PUNCT
ajfa-5485	63	10	052x	052x	PROPN
ajfa-5485	63	11	2014	2014	NUM
ajfa-5485	63	12	,	,	PUNCT
ajfa-5485	63	13	vol	vol	NOUN
ajfa-5485	63	14	.	.	PROPN
ajfa-5485	64	1	6	6	NUM
ajfa-5485	64	2	,	,	PUNCT
ajfa-5485	64	3	no	no	INTJ
ajfa-5485	64	4	.	.	NOUN
ajfa-5485	64	5	1	1	NUM
ajfa-5485	64	6	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-5485	64	7	328	328	NUM
ajfa-5485	64	8	figure	figure	NOUN
ajfa-5485	64	9	1	1	NUM
ajfa-5485	64	10	.	.	PUNCT
ajfa-5485	65	1	the	the	DET
ajfa-5485	65	2	overall	overall	ADJ
ajfa-5485	65	3	moving	move	VERB
ajfa-5485	65	4	trend	trend	NOUN
ajfa-5485	65	5	of	of	ADP
ajfa-5485	65	6	original	original	ADJ
ajfa-5485	65	7	(	(	PUNCT
ajfa-5485	65	8	left	leave	VERB
ajfa-5485	65	9	y	y	NOUN
ajfa-5485	65	10	-	-	PUNCT
ajfa-5485	65	11	axis	axis	NOUN
ajfa-5485	65	12	)	)	PUNCT
ajfa-5485	65	13	and	and	CCONJ
ajfa-5485	65	14	scaled	scale	VERB
ajfa-5485	65	15	(	(	PUNCT
ajfa-5485	65	16	right	right	ADJ
ajfa-5485	65	17	y	y	NOUN
ajfa-5485	65	18	-	-	PUNCT
ajfa-5485	65	19	axis	axis	NOUN
ajfa-5485	65	20	)	)	PUNCT
ajfa-5485	65	21	close	close	ADJ
ajfa-5485	65	22	price	price	NOUN
ajfa-5485	65	23	for	for	ADP
ajfa-5485	65	24	google	google	PROPN
ajfa-5485	65	25	inc	inc	PROPN
ajfa-5485	65	26	.	.	PROPN
ajfa-5485	65	27	for	for	ADP
ajfa-5485	65	28	the	the	DET
ajfa-5485	65	29	year	year	NOUN
ajfa-5485	65	30	of	of	ADP
ajfa-5485	65	31	2004	2004	NUM
ajfa-5485	65	32	to	to	ADP
ajfa-5485	65	33	2013	2013	NUM
ajfa-5485	65	34	to	to	PART
ajfa-5485	65	35	examine	examine	VERB
ajfa-5485	65	36	within	within	ADP
ajfa-5485	65	37	which	which	DET
ajfa-5485	65	38	time	time	NOUN
ajfa-5485	65	39	period	period	NOUN
ajfa-5485	65	40	the	the	DET
ajfa-5485	65	41	moving	move	VERB
ajfa-5485	65	42	trend	trend	NOUN
ajfa-5485	65	43	will	will	AUX
ajfa-5485	65	44	be	be	AUX
ajfa-5485	65	45	better	well	ADJ
ajfa-5485	65	46	for	for	ADP
ajfa-5485	65	47	prediction	prediction	NOUN
ajfa-5485	65	48	of	of	ADP
ajfa-5485	65	49	the	the	DET
ajfa-5485	65	50	stock	stock	NOUN
ajfa-5485	65	51	direction	direction	NOUN
ajfa-5485	65	52	,	,	PUNCT
ajfa-5485	65	53	in	in	ADP
ajfa-5485	65	54	this	this	DET
ajfa-5485	65	55	study	study	NOUN
ajfa-5485	65	56	we	we	PRON
ajfa-5485	65	57	analyzed	analyze	VERB
ajfa-5485	65	58	the	the	DET
ajfa-5485	65	59	prediction	prediction	NOUN
ajfa-5485	65	60	accuracy	accuracy	NOUN
ajfa-5485	65	61	of	of	ADP
ajfa-5485	65	62	the	the	DET
ajfa-5485	65	63	moving	move	VERB
ajfa-5485	65	64	trends	trend	NOUN
ajfa-5485	65	65	of	of	ADP
ajfa-5485	65	66	goog	goog	PROPN
ajfa-5485	65	67	transaction	transaction	NOUN
ajfa-5485	65	68	data	datum	NOUN
ajfa-5485	65	69	within	within	ADP
ajfa-5485	65	70	4	4	NUM
ajfa-5485	65	71	different	different	ADJ
ajfa-5485	65	72	time	time	NOUN
ajfa-5485	65	73	periods	period	NOUN
ajfa-5485	65	74	,	,	PUNCT
ajfa-5485	65	75	including	include	VERB
ajfa-5485	65	76	periods	period	NOUN
ajfa-5485	65	77	of	of	ADP
ajfa-5485	65	78	5	5	NUM
ajfa-5485	65	79	,	,	PUNCT
ajfa-5485	65	80	15	15	NUM
ajfa-5485	65	81	,	,	PUNCT
ajfa-5485	65	82	30	30	NUM
ajfa-5485	65	83	and	and	CCONJ
ajfa-5485	65	84	45	45	NUM
ajfa-5485	65	85	trading	trading	NOUN
ajfa-5485	65	86	days	day	NOUN
ajfa-5485	65	87	,	,	PUNCT
ajfa-5485	65	88	respectively	respectively	ADV
ajfa-5485	65	89	.	.	PUNCT
ajfa-5485	66	1	the	the	DET
ajfa-5485	66	2	svm	svm	PROPN
ajfa-5485	66	3	classifiers	classifier	NOUN
ajfa-5485	66	4	generated	generate	VERB
ajfa-5485	66	5	basing	base	VERB
ajfa-5485	66	6	on	on	ADP
ajfa-5485	66	7	the	the	DET
ajfa-5485	66	8	4	4	NUM
ajfa-5485	66	9	moving	move	VERB
ajfa-5485	66	10	trends	trend	NOUN
ajfa-5485	66	11	are	be	AUX
ajfa-5485	66	12	named	name	VERB
ajfa-5485	66	13	correspondingly	correspondingly	ADV
ajfa-5485	66	14	as	as	ADP
ajfa-5485	66	15	classifiers	classifier	NOUN
ajfa-5485	66	16	1	1	NUM
ajfa-5485	66	17	,	,	PUNCT
ajfa-5485	66	18	2	2	NUM
ajfa-5485	66	19	,	,	PUNCT
ajfa-5485	66	20	3	3	NUM
ajfa-5485	66	21	and	and	CCONJ
ajfa-5485	66	22	4	4	NUM
ajfa-5485	66	23	,	,	PUNCT
ajfa-5485	66	24	respectively	respectively	ADV
ajfa-5485	66	25	.	.	PUNCT
ajfa-5485	67	1	the	the	DET
ajfa-5485	67	2	moving	move	VERB
ajfa-5485	67	3	trend	trend	NOUN
ajfa-5485	67	4	of	of	ADP
ajfa-5485	67	5	the	the	DET
ajfa-5485	67	6	transaction	transaction	NOUN
ajfa-5485	67	7	data	datum	NOUN
ajfa-5485	67	8	within	within	ADP
ajfa-5485	67	9	a	a	DET
ajfa-5485	67	10	time	time	NOUN
ajfa-5485	67	11	period	period	NOUN
ajfa-5485	67	12	is	be	AUX
ajfa-5485	67	13	defined	define	VERB
ajfa-5485	67	14	as	as	ADP
ajfa-5485	67	15	the	the	DET
ajfa-5485	67	16	slope	slope	NOUN
ajfa-5485	67	17	(	(	PUNCT
ajfa-5485	67	18	value	value	NOUN
ajfa-5485	67	19	b	b	NOUN
ajfa-5485	67	20	)	)	PUNCT
ajfa-5485	67	21	in	in	ADP
ajfa-5485	67	22	the	the	DET
ajfa-5485	67	23	regression	regression	NOUN
ajfa-5485	67	24	formula	formula	NOUN
ajfa-5485	67	25	y=	y=	PRON
ajfa-5485	67	26	a	a	DET
ajfa-5485	67	27	+	+	X
ajfa-5485	67	28	bx	bx	NOUN
ajfa-5485	67	29	that	that	PRON
ajfa-5485	67	30	is	be	AUX
ajfa-5485	67	31	produced	produce	VERB
ajfa-5485	67	32	by	by	ADP
ajfa-5485	67	33	simple	simple	ADJ
ajfa-5485	67	34	linear	linear	ADJ
ajfa-5485	67	35	regression	regression	NOUN
ajfa-5485	67	36	analysis	analysis	NOUN
ajfa-5485	67	37	,	,	PUNCT
ajfa-5485	67	38	in	in	ADP
ajfa-5485	67	39	which	which	PRON
ajfa-5485	67	40	x	x	PRON
ajfa-5485	67	41	is	be	AUX
ajfa-5485	67	42	the	the	DET
ajfa-5485	67	43	number	number	NOUN
ajfa-5485	67	44	of	of	ADP
ajfa-5485	67	45	trading	trading	NOUN
ajfa-5485	67	46	day	day	NOUN
ajfa-5485	67	47	(	(	PUNCT
ajfa-5485	67	48	from	from	ADP
ajfa-5485	67	49	1	1	NUM
ajfa-5485	67	50	to	to	ADP
ajfa-5485	67	51	5	5	NUM
ajfa-5485	67	52	for	for	ADP
ajfa-5485	67	53	classifier	classifier	NOUN
ajfa-5485	67	54	1	1	NUM
ajfa-5485	67	55	,	,	PUNCT
ajfa-5485	67	56	1	1	NUM
ajfa-5485	67	57	to	to	PART
ajfa-5485	67	58	15	15	NUM
ajfa-5485	67	59	for	for	ADP
ajfa-5485	67	60	classifier	classifier	NOUN
ajfa-5485	67	61	2	2	NUM
ajfa-5485	67	62	,	,	PUNCT
ajfa-5485	67	63	1	1	NUM
ajfa-5485	67	64	to	to	PART
ajfa-5485	67	65	30	30	NUM
ajfa-5485	67	66	for	for	ADP
ajfa-5485	67	67	classifier	classifier	NOUN
ajfa-5485	67	68	3	3	NUM
ajfa-5485	67	69	and	and	CCONJ
ajfa-5485	67	70	1	1	NUM
ajfa-5485	67	71	to	to	ADP
ajfa-5485	67	72	45	45	NUM
ajfa-5485	67	73	for	for	ADP
ajfa-5485	67	74	classifier	classifier	NOUN
ajfa-5485	67	75	4	4	NUM
ajfa-5485	67	76	)	)	PUNCT
ajfa-5485	67	77	,	,	PUNCT
ajfa-5485	67	78	and	and	CCONJ
ajfa-5485	67	79	y	y	PROPN
ajfa-5485	67	80	is	be	AUX
ajfa-5485	67	81	the	the	DET
ajfa-5485	67	82	corresponding	corresponding	ADJ
ajfa-5485	67	83	data	datum	NOUN
ajfa-5485	67	84	(	(	PUNCT
ajfa-5485	67	85	open	open	ADJ
ajfa-5485	67	86	price	price	NOUN
ajfa-5485	67	87	,	,	PUNCT
ajfa-5485	67	88	high	high	ADJ
ajfa-5485	67	89	price	price	NOUN
ajfa-5485	67	90	,	,	PUNCT
ajfa-5485	67	91	low	low	ADJ
ajfa-5485	67	92	price	price	NOUN
ajfa-5485	67	93	,	,	PUNCT
ajfa-5485	67	94	close	close	ADJ
ajfa-5485	67	95	price	price	NOUN
ajfa-5485	67	96	or	or	CCONJ
ajfa-5485	67	97	volume	volume	NOUN
ajfa-5485	67	98	)	)	PUNCT
ajfa-5485	67	99	at	at	ADP
ajfa-5485	67	100	the	the	DET
ajfa-5485	67	101	corresponding	corresponding	ADJ
ajfa-5485	67	102	trading	trading	NOUN
ajfa-5485	67	103	date	date	NOUN
ajfa-5485	67	104	.	.	PUNCT
ajfa-5485	68	1	the	the	DET
ajfa-5485	68	2	obtained	obtain	VERB
ajfa-5485	68	3	slopes	slope	NOUN
ajfa-5485	68	4	of	of	ADP
ajfa-5485	68	5	the	the	DET
ajfa-5485	68	6	open	open	ADJ
ajfa-5485	68	7	prices	price	NOUN
ajfa-5485	68	8	,	,	PUNCT
ajfa-5485	68	9	high	high	ADJ
ajfa-5485	68	10	prices	price	NOUN
ajfa-5485	68	11	,	,	PUNCT
ajfa-5485	68	12	low	low	ADJ
ajfa-5485	68	13	prices	price	NOUN
ajfa-5485	68	14	,	,	PUNCT
ajfa-5485	68	15	close	close	ADJ
ajfa-5485	68	16	prices	price	NOUN
ajfa-5485	68	17	and	and	CCONJ
ajfa-5485	68	18	volumes	volume	NOUN
ajfa-5485	68	19	of	of	ADP
ajfa-5485	68	20	goog	goog	PROPN
ajfa-5485	68	21	within	within	ADP
ajfa-5485	68	22	5	5	NUM
ajfa-5485	68	23	(	(	PUNCT
ajfa-5485	68	24	classifier	classifier	NOUN
ajfa-5485	68	25	1	1	NUM
ajfa-5485	68	26	)	)	PUNCT
ajfa-5485	68	27	,	,	PUNCT
ajfa-5485	68	28	15	15	NUM
ajfa-5485	68	29	(	(	PUNCT
ajfa-5485	68	30	classifier	classifier	NOUN
ajfa-5485	68	31	2	2	NUM
ajfa-5485	68	32	)	)	PUNCT
ajfa-5485	68	33	,	,	PUNCT
ajfa-5485	68	34	30	30	NUM
ajfa-5485	68	35	(	(	PUNCT
ajfa-5485	68	36	classifier	classifier	NOUN
ajfa-5485	68	37	3	3	NUM
ajfa-5485	68	38	)	)	PUNCT
ajfa-5485	68	39	or	or	CCONJ
ajfa-5485	68	40	45	45	NUM
ajfa-5485	68	41	(	(	PUNCT
ajfa-5485	68	42	classifier	classifier	NOUN
ajfa-5485	68	43	4	4	NUM
ajfa-5485	68	44	)	)	PUNCT
ajfa-5485	68	45	training	training	NOUN
ajfa-5485	68	46	days	day	NOUN
ajfa-5485	68	47	were	be	AUX
ajfa-5485	68	48	then	then	ADV
ajfa-5485	68	49	used	use	VERB
ajfa-5485	68	50	as	as	ADP
ajfa-5485	68	51	five	five	NUM
ajfa-5485	68	52	input	input	NOUN
ajfa-5485	68	53	features	feature	NOUN
ajfa-5485	68	54	for	for	ADP
ajfa-5485	68	55	svm	svm	NOUN
ajfa-5485	68	56	to	to	PART
ajfa-5485	68	57	predict	predict	VERB
ajfa-5485	68	58	the	the	DET
ajfa-5485	68	59	slopes	slope	NOUN
ajfa-5485	68	60	of	of	ADP
ajfa-5485	68	61	close	close	ADJ
ajfa-5485	68	62	price	price	NOUN
ajfa-5485	68	63	of	of	ADP
ajfa-5485	68	64	goog	goog	PROPN
ajfa-5485	68	65	in	in	ADP
ajfa-5485	68	66	the	the	DET
ajfa-5485	68	67	next	next	ADJ
ajfa-5485	68	68	5th	5th	NOUN
ajfa-5485	68	69	,	,	PUNCT
ajfa-5485	68	70	15th	15th	ADJ
ajfa-5485	68	71	,	,	PUNCT
ajfa-5485	68	72	30th	30th	ADJ
ajfa-5485	68	73	or	or	CCONJ
ajfa-5485	68	74	45th	45th	ADJ
ajfa-5485	68	75	days	day	NOUN
ajfa-5485	68	76	,	,	PUNCT
ajfa-5485	68	77	respectively	respectively	ADV
ajfa-5485	68	78	.	.	PUNCT
ajfa-5485	69	1	the	the	DET
ajfa-5485	69	2	predicted	predict	VERB
ajfa-5485	69	3	slope	slope	NOUN
ajfa-5485	69	4	of	of	ADP
ajfa-5485	69	5	goog	goog	PROPN
ajfa-5485	69	6	close	close	ADJ
ajfa-5485	69	7	price	price	NOUN
ajfa-5485	69	8	>	>	X
ajfa-5485	69	9	0	0	PUNCT
ajfa-5485	69	10	represents	represent	VERB
ajfa-5485	69	11	the	the	DET
ajfa-5485	69	12	stock	stock	NOUN
ajfa-5485	69	13	price	price	NOUN
ajfa-5485	69	14	rose	rise	VERB
ajfa-5485	69	15	up	up	ADP
ajfa-5485	69	16	during	during	ADP
ajfa-5485	69	17	that	that	DET
ajfa-5485	69	18	period	period	NOUN
ajfa-5485	69	19	,	,	PUNCT
ajfa-5485	69	20	while	while	SCONJ
ajfa-5485	69	21	slope	slope	NOUN
ajfa-5485	69	22	<	<	PROPN
ajfa-5485	69	23	0	0	NUM
ajfa-5485	69	24	means	mean	VERB
ajfa-5485	69	25	price	price	NOUN
ajfa-5485	69	26	falling	fall	VERB
ajfa-5485	69	27	down	down	ADP
ajfa-5485	69	28	.	.	PUNCT
ajfa-5485	70	1	to	to	PART
ajfa-5485	70	2	check	check	VERB
ajfa-5485	70	3	the	the	DET
ajfa-5485	70	4	prediction	prediction	NOUN
ajfa-5485	70	5	accuracy	accuracy	NOUN
ajfa-5485	70	6	,	,	PUNCT
ajfa-5485	70	7	the	the	DET
ajfa-5485	70	8	predicted	predict	VERB
ajfa-5485	70	9	results	result	NOUN
ajfa-5485	70	10	were	be	AUX
ajfa-5485	70	11	compared	compare	VERB
ajfa-5485	70	12	with	with	ADP
ajfa-5485	70	13	the	the	DET
ajfa-5485	70	14	actual	actual	ADJ
ajfa-5485	70	15	data	datum	NOUN
ajfa-5485	70	16	(	(	PUNCT
ajfa-5485	70	17	called	call	VERB
ajfa-5485	70	18	indicator	indicator	NOUN
ajfa-5485	70	19	)	)	PUNCT
ajfa-5485	70	20	.	.	PUNCT
ajfa-5485	71	1	the	the	DET
ajfa-5485	71	2	slope	slope	NOUN
ajfa-5485	71	3	values	value	NOUN
ajfa-5485	71	4	of	of	ADP
ajfa-5485	71	5	the	the	DET
ajfa-5485	71	6	close	close	ADJ
ajfa-5485	71	7	price	price	NOUN
ajfa-5485	71	8	of	of	ADP
ajfa-5485	71	9	goog	goog	PROPN
ajfa-5485	71	10	were	be	AUX
ajfa-5485	71	11	directly	directly	ADV
ajfa-5485	71	12	used	use	VERB
ajfa-5485	71	13	as	as	ADP
ajfa-5485	71	14	indicators	indicator	NOUN
ajfa-5485	71	15	in	in	ADP
ajfa-5485	71	16	svr	svr	PROPN
ajfa-5485	71	17	analysis	analysis	NOUN
ajfa-5485	71	18	.	.	PUNCT
ajfa-5485	72	1	in	in	ADP
ajfa-5485	72	2	svc	svc	PROPN
ajfa-5485	72	3	analysis	analysis	NOUN
ajfa-5485	72	4	,	,	PUNCT
ajfa-5485	72	5	a	a	DET
ajfa-5485	72	6	boolean	boolean	ADJ
ajfa-5485	72	7	value	value	NOUN
ajfa-5485	72	8	(	(	PUNCT
ajfa-5485	72	9	1	1	NUM
ajfa-5485	72	10	or	or	CCONJ
ajfa-5485	72	11	-1	-1	ADP
ajfa-5485	72	12	)	)	PUNCT
ajfa-5485	72	13	that	that	PRON
ajfa-5485	72	14	was	be	AUX
ajfa-5485	72	15	transformed	transform	VERB
ajfa-5485	72	16	from	from	ADP
ajfa-5485	72	17	the	the	DET
ajfa-5485	72	18	slope	slope	NOUN
ajfa-5485	72	19	values	value	NOUN
ajfa-5485	72	20	of	of	ADP
ajfa-5485	72	21	the	the	DET
ajfa-5485	72	22	close	close	ADJ
ajfa-5485	72	23	price	price	NOUN
ajfa-5485	72	24	was	be	AUX
ajfa-5485	72	25	used	use	VERB
ajfa-5485	72	26	as	as	ADP
ajfa-5485	72	27	indicators	indicator	NOUN
ajfa-5485	72	28	.	.	PUNCT
ajfa-5485	73	1	boolean	boolean	ADJ
ajfa-5485	73	2	value	value	NOUN
ajfa-5485	73	3	‘	'	PUNCT
ajfa-5485	73	4	1	1	NUM
ajfa-5485	73	5	’	'	PUNCT
ajfa-5485	73	6	means	mean	VERB
ajfa-5485	73	7	the	the	DET
ajfa-5485	73	8	corresponding	corresponding	ADJ
ajfa-5485	73	9	slope	slope	NOUN
ajfa-5485	73	10	value	value	NOUN
ajfa-5485	73	11	>	>	X
ajfa-5485	73	12	0	0	NUM
ajfa-5485	73	13	,	,	PUNCT
ajfa-5485	73	14	while	while	SCONJ
ajfa-5485	73	15	‘	'	PUNCT
ajfa-5485	73	16	-1	-1	PUNCT
ajfa-5485	73	17	’	'	PUNCT
ajfa-5485	73	18	means	mean	VERB
ajfa-5485	73	19	the	the	DET
ajfa-5485	73	20	corresponding	corresponding	ADJ
ajfa-5485	73	21	slope	slope	NOUN
ajfa-5485	73	22	<	<	X
ajfa-5485	73	23	0	0	NUM
ajfa-5485	73	24	.	.	PUNCT
ajfa-5485	74	1	all	all	DET
ajfa-5485	74	2	the	the	DET
ajfa-5485	74	3	datasets	dataset	NOUN
ajfa-5485	74	4	were	be	AUX
ajfa-5485	74	5	split	split	VERB
ajfa-5485	74	6	into	into	ADP
ajfa-5485	74	7	two	two	NUM
ajfa-5485	74	8	parts	part	NOUN
ajfa-5485	74	9	for	for	ADP
ajfa-5485	74	10	both	both	DET
ajfa-5485	74	11	svc	svc	PROPN
ajfa-5485	74	12	and	and	CCONJ
ajfa-5485	74	13	svr	svr	PROPN
ajfa-5485	74	14	prediction	prediction	NOUN
ajfa-5485	74	15	in	in	ADP
ajfa-5485	74	16	this	this	DET
ajfa-5485	74	17	study	study	NOUN
ajfa-5485	74	18	:	:	PUNCT
ajfa-5485	74	19	training	training	NOUN
ajfa-5485	74	20	set	set	NOUN
ajfa-5485	74	21	(	(	PUNCT
ajfa-5485	74	22	accounting	account	VERB
ajfa-5485	74	23	for	for	ADP
ajfa-5485	74	24	about	about	ADV
ajfa-5485	74	25	2/3	2/3	NUM
ajfa-5485	74	26	of	of	ADP
ajfa-5485	74	27	the	the	DET
ajfa-5485	74	28	data	datum	NOUN
ajfa-5485	74	29	)	)	PUNCT
ajfa-5485	74	30	and	and	CCONJ
ajfa-5485	74	31	test	test	NOUN
ajfa-5485	74	32	set	set	VERB
ajfa-5485	74	33	(	(	PUNCT
ajfa-5485	74	34	the	the	DET
ajfa-5485	74	35	rest	rest	NOUN
ajfa-5485	74	36	1/3	1/3	NUM
ajfa-5485	74	37	of	of	ADP
ajfa-5485	74	38	the	the	DET
ajfa-5485	74	39	data	datum	NOUN
ajfa-5485	74	40	)	)	PUNCT
ajfa-5485	74	41	.	.	PUNCT
ajfa-5485	75	1	as	as	SCONJ
ajfa-5485	75	2	large	large	ADJ
ajfa-5485	75	3	attribute	attribute	NOUN
ajfa-5485	75	4	values	value	NOUN
ajfa-5485	75	5	might	might	AUX
ajfa-5485	75	6	cause	cause	VERB
ajfa-5485	75	7	numerical	numerical	ADJ
ajfa-5485	75	8	problems	problem	NOUN
ajfa-5485	75	9	and	and	CCONJ
ajfa-5485	75	10	greater	great	ADJ
ajfa-5485	75	11	numeric	numeric	ADJ
ajfa-5485	75	12	ranges	range	NOUN
ajfa-5485	75	13	dominating	dominate	VERB
ajfa-5485	75	14	those	those	PRON
ajfa-5485	75	15	in	in	ADP
ajfa-5485	75	16	smaller	small	ADJ
ajfa-5485	75	17	numeric	numeric	ADJ
ajfa-5485	75	18	ranges	range	NOUN
ajfa-5485	75	19	(	(	PUNCT
ajfa-5485	75	20	hsu	hsu	PROPN
ajfa-5485	75	21	et	et	PROPN
ajfa-5485	75	22	al	al	PROPN
ajfa-5485	75	23	.	.	PROPN
ajfa-5485	75	24	,	,	PUNCT
ajfa-5485	75	25	2005	2005	NUM
ajfa-5485	75	26	)	)	PUNCT
ajfa-5485	75	27	,	,	PUNCT
ajfa-5485	75	28	we	we	PRON
ajfa-5485	75	29	scaled	scale	VERB
ajfa-5485	75	30	all	all	DET
ajfa-5485	75	31	the	the	DET
ajfa-5485	75	32	data	datum	NOUN
ajfa-5485	75	33	to	to	ADP
ajfa-5485	75	34	the	the	DET
ajfa-5485	75	35	range	range	NOUN
ajfa-5485	75	36	from	from	ADP
ajfa-5485	75	37	1	1	NUM
ajfa-5485	75	38	asian	asian	ADJ
ajfa-5485	75	39	journal	journal	NOUN
ajfa-5485	75	40	of	of	ADP
ajfa-5485	75	41	finance	finance	PROPN
ajfa-5485	75	42	&	&	CCONJ
ajfa-5485	75	43	accounting	accounting	PROPN
ajfa-5485	75	44	issn	issn	PROPN
ajfa-5485	75	45	1946	1946	NUM
ajfa-5485	75	46	-	-	PUNCT
ajfa-5485	75	47	052x	052x	PROPN
ajfa-5485	75	48	2014	2014	NUM
ajfa-5485	75	49	,	,	PUNCT
ajfa-5485	75	50	vol	vol	NOUN
ajfa-5485	75	51	.	.	PROPN
ajfa-5485	75	52	6	6	NUM
ajfa-5485	75	53	,	,	PUNCT
ajfa-5485	75	54	no	no	INTJ
ajfa-5485	75	55	.	.	NOUN
ajfa-5485	75	56	1	1	NUM
ajfa-5485	75	57	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-5485	75	58	329	329	NUM
ajfa-5485	75	59	to	to	PART
ajfa-5485	75	60	2	2	NUM
ajfa-5485	75	61	using	use	VERB
ajfa-5485	75	62	mapminmax	mapminmax	ADJ
ajfa-5485	75	63	function	function	NOUN
ajfa-5485	75	64	of	of	ADP
ajfa-5485	75	65	matlab	matlab	PROPN
ajfa-5485	75	66	before	before	ADP
ajfa-5485	75	67	applying	apply	VERB
ajfa-5485	75	68	svm	svm	ADJ
ajfa-5485	75	69	analysis	analysis	NOUN
ajfa-5485	75	70	.	.	PUNCT
ajfa-5485	76	1	figure	figure	NOUN
ajfa-5485	76	2	1	1	NUM
ajfa-5485	76	3	shows	show	VERB
ajfa-5485	76	4	that	that	SCONJ
ajfa-5485	76	5	scaled	scale	VERB
ajfa-5485	76	6	close	close	ADJ
ajfa-5485	76	7	prices	price	NOUN
ajfa-5485	76	8	have	have	VERB
ajfa-5485	76	9	the	the	DET
ajfa-5485	76	10	exactly	exactly	ADV
ajfa-5485	76	11	same	same	ADJ
ajfa-5485	76	12	pattern	pattern	NOUN
ajfa-5485	76	13	as	as	ADP
ajfa-5485	76	14	that	that	PRON
ajfa-5485	76	15	of	of	ADP
ajfa-5485	76	16	the	the	DET
ajfa-5485	76	17	original	original	ADJ
ajfa-5485	76	18	close	close	ADJ
ajfa-5485	76	19	prices	price	NOUN
ajfa-5485	76	20	.	.	PUNCT
ajfa-5485	77	1	the	the	DET
ajfa-5485	77	2	best	good	ADJ
ajfa-5485	77	3	values	value	NOUN
ajfa-5485	77	4	for	for	ADP
ajfa-5485	77	5	parameter	parameter	NOUN
ajfa-5485	77	6	c	c	PROPN
ajfa-5485	77	7	and	and	CCONJ
ajfa-5485	77	8	γ	γ	NOUN
ajfa-5485	77	9	that	that	PRON
ajfa-5485	77	10	were	be	AUX
ajfa-5485	77	11	obtained	obtain	VERB
ajfa-5485	77	12	by	by	ADP
ajfa-5485	77	13	grid	grid	NOUN
ajfa-5485	77	14	search	search	NOUN
ajfa-5485	77	15	method	method	NOUN
ajfa-5485	77	16	for	for	ADP
ajfa-5485	77	17	each	each	PRON
ajfa-5485	77	18	of	of	ADP
ajfa-5485	77	19	the	the	DET
ajfa-5485	77	20	svr	svr	PROPN
ajfa-5485	77	21	perdition	perdition	NOUN
ajfa-5485	77	22	classifier	classifier	NOUN
ajfa-5485	77	23	are	be	AUX
ajfa-5485	77	24	shown	show	VERB
ajfa-5485	77	25	in	in	ADP
ajfa-5485	77	26	table	table	NOUN
ajfa-5485	77	27	1	1	NUM
ajfa-5485	77	28	.	.	NOUN
ajfa-5485	77	29	4	4	NUM
ajfa-5485	77	30	.	.	NOUN
ajfa-5485	77	31	results	result	NOUN
ajfa-5485	77	32	and	and	CCONJ
ajfa-5485	77	33	discussions	discussion	NOUN
ajfa-5485	77	34	4.1	4.1	NUM
ajfa-5485	77	35	prediction	prediction	NOUN
ajfa-5485	77	36	of	of	ADP
ajfa-5485	77	37	moving	move	VERB
ajfa-5485	77	38	direction	direction	NOUN
ajfa-5485	77	39	of	of	ADP
ajfa-5485	77	40	goog	goog	PROPN
ajfa-5485	77	41	price	price	NOUN
ajfa-5485	77	42	using	use	VERB
ajfa-5485	77	43	svc	svc	PROPN
ajfa-5485	77	44	svc	svc	NOUN
ajfa-5485	77	45	analysis	analysis	NOUN
ajfa-5485	77	46	gave	give	VERB
ajfa-5485	77	47	out	out	ADP
ajfa-5485	77	48	a	a	DET
ajfa-5485	77	49	probability	probability	NOUN
ajfa-5485	77	50	value	value	NOUN
ajfa-5485	77	51	ranging	range	VERB
ajfa-5485	77	52	from	from	ADP
ajfa-5485	77	53	0	0	NUM
ajfa-5485	77	54	to	to	ADP
ajfa-5485	77	55	1	1	NUM
ajfa-5485	77	56	for	for	ADP
ajfa-5485	77	57	each	each	DET
ajfa-5485	77	58	instance	instance	NOUN
ajfa-5485	77	59	(	(	PUNCT
ajfa-5485	77	60	e.g.	e.g.	ADV
ajfa-5485	77	61	moving	move	VERB
ajfa-5485	77	62	direction	direction	NOUN
ajfa-5485	77	63	in	in	ADP
ajfa-5485	77	64	one	one	NUM
ajfa-5485	77	65	trading	trading	NOUN
ajfa-5485	77	66	period	period	NOUN
ajfa-5485	77	67	)	)	PUNCT
ajfa-5485	77	68	.	.	PUNCT
ajfa-5485	78	1	the	the	DET
ajfa-5485	78	2	probability	probability	NOUN
ajfa-5485	78	3	value	value	NOUN
ajfa-5485	78	4	closing	close	VERB
ajfa-5485	78	5	to	to	ADP
ajfa-5485	78	6	1	1	NUM
ajfa-5485	78	7	means	mean	VERB
ajfa-5485	78	8	that	that	SCONJ
ajfa-5485	78	9	the	the	DET
ajfa-5485	78	10	chance	chance	NOUN
ajfa-5485	78	11	for	for	ADP
ajfa-5485	78	12	goog	goog	PROPN
ajfa-5485	78	13	stock	stock	NOUN
ajfa-5485	78	14	price	price	NOUN
ajfa-5485	78	15	rising	rise	VERB
ajfa-5485	78	16	up	up	ADP
ajfa-5485	78	17	is	be	AUX
ajfa-5485	78	18	very	very	ADV
ajfa-5485	78	19	high	high	ADJ
ajfa-5485	78	20	,	,	PUNCT
ajfa-5485	78	21	closing	close	VERB
ajfa-5485	78	22	to	to	ADP
ajfa-5485	78	23	0	0	NUM
ajfa-5485	78	24	means	mean	VERB
ajfa-5485	78	25	the	the	DET
ajfa-5485	78	26	great	great	ADJ
ajfa-5485	78	27	chance	chance	NOUN
ajfa-5485	78	28	of	of	ADP
ajfa-5485	78	29	price	price	NOUN
ajfa-5485	78	30	falling	fall	VERB
ajfa-5485	78	31	down	down	ADV
ajfa-5485	78	32	,	,	PUNCT
ajfa-5485	78	33	while	while	SCONJ
ajfa-5485	78	34	close	close	ADJ
ajfa-5485	78	35	to	to	PART
ajfa-5485	78	36	0.5	0.5	NUM
ajfa-5485	78	37	represents	represent	VERB
ajfa-5485	78	38	the	the	DET
ajfa-5485	78	39	chance	chance	NOUN
ajfa-5485	78	40	of	of	ADP
ajfa-5485	78	41	price	price	NOUN
ajfa-5485	78	42	rising	rise	VERB
ajfa-5485	78	43	-	-	PUNCT
ajfa-5485	78	44	up	up	NOUN
ajfa-5485	78	45	is	be	AUX
ajfa-5485	78	46	similar	similar	ADJ
ajfa-5485	78	47	to	to	ADP
ajfa-5485	78	48	that	that	PRON
ajfa-5485	78	49	of	of	ADP
ajfa-5485	78	50	falling	fall	VERB
ajfa-5485	78	51	down	down	ADV
ajfa-5485	78	52	.	.	PUNCT
ajfa-5485	79	1	figure	figure	NOUN
ajfa-5485	79	2	2	2	NUM
ajfa-5485	79	3	shows	show	VERB
ajfa-5485	79	4	the	the	DET
ajfa-5485	79	5	correlation	correlation	NOUN
ajfa-5485	79	6	between	between	ADP
ajfa-5485	79	7	the	the	DET
ajfa-5485	79	8	predicted	predict	VERB
ajfa-5485	79	9	probability	probability	NOUN
ajfa-5485	79	10	values	value	NOUN
ajfa-5485	79	11	and	and	CCONJ
ajfa-5485	79	12	actual	actual	ADJ
ajfa-5485	79	13	moving	move	VERB
ajfa-5485	79	14	trend	trend	NOUN
ajfa-5485	79	15	(	(	PUNCT
ajfa-5485	79	16	slope	slope	NOUN
ajfa-5485	79	17	)	)	PUNCT
ajfa-5485	79	18	across	across	ADP
ajfa-5485	79	19	all	all	DET
ajfa-5485	79	20	the	the	DET
ajfa-5485	79	21	instances	instance	NOUN
ajfa-5485	79	22	analyzed	analyze	VERB
ajfa-5485	79	23	.	.	PUNCT
ajfa-5485	80	1	among	among	ADP
ajfa-5485	80	2	the	the	DET
ajfa-5485	80	3	4	4	NUM
ajfa-5485	80	4	classifiers	classifier	NOUN
ajfa-5485	80	5	,	,	PUNCT
ajfa-5485	80	6	the	the	DET
ajfa-5485	80	7	predicted	predict	VERB
ajfa-5485	80	8	pattern	pattern	NOUN
ajfa-5485	80	9	in	in	ADP
ajfa-5485	80	10	classifier	classifier	NOUN
ajfa-5485	80	11	3	3	NUM
ajfa-5485	80	12	(	(	PUNCT
ajfa-5485	80	13	slopes	slope	NOUN
ajfa-5485	80	14	within	within	ADP
ajfa-5485	80	15	30	30	NUM
ajfa-5485	80	16	trading	trading	NOUN
ajfa-5485	80	17	days	day	NOUN
ajfa-5485	80	18	)	)	PUNCT
ajfa-5485	80	19	is	be	AUX
ajfa-5485	80	20	the	the	DET
ajfa-5485	80	21	most	most	ADV
ajfa-5485	80	22	closest	close	ADJ
ajfa-5485	80	23	to	to	ADP
ajfa-5485	80	24	the	the	DET
ajfa-5485	80	25	actual	actual	ADJ
ajfa-5485	80	26	moving	move	VERB
ajfa-5485	80	27	trend	trend	NOUN
ajfa-5485	80	28	and	and	CCONJ
ajfa-5485	80	29	has	have	VERB
ajfa-5485	80	30	the	the	DET
ajfa-5485	80	31	highest	high	ADJ
ajfa-5485	80	32	pearson	pearson	NOUN
ajfa-5485	80	33	’s	’s	PART
ajfa-5485	80	34	correlation	correlation	NOUN
ajfa-5485	80	35	coefficients	coefficient	NOUN
ajfa-5485	80	36	(	(	PUNCT
ajfa-5485	80	37	pearson	pearson	PROPN
ajfa-5485	80	38	’s	’s	PART
ajfa-5485	80	39	r	r	NOUN
ajfa-5485	80	40	)	)	PUNCT
ajfa-5485	80	41	in	in	ADP
ajfa-5485	80	42	both	both	PRON
ajfa-5485	80	43	training	training	NOUN
ajfa-5485	80	44	and	and	CCONJ
ajfa-5485	80	45	test	test	NOUN
ajfa-5485	80	46	datasets	dataset	NOUN
ajfa-5485	80	47	.	.	PUNCT
ajfa-5485	81	1	table	table	NOUN
ajfa-5485	81	2	1	1	NUM
ajfa-5485	81	3	.	.	PUNCT
ajfa-5485	82	1	svm	svm	ADJ
ajfa-5485	82	2	parameters	parameter	NOUN
ajfa-5485	82	3	and	and	CCONJ
ajfa-5485	82	4	prediction	prediction	NOUN
ajfa-5485	82	5	accuracies	accuracy	NOUN
ajfa-5485	82	6	for	for	ADP
ajfa-5485	82	7	different	different	ADJ
ajfa-5485	82	8	classifiers	classifier	NOUN
ajfa-5485	82	9	tested	test	VERB
ajfa-5485	82	10	classifier	classifier	NOUN
ajfa-5485	82	11	trading	trading	NOUN
ajfa-5485	82	12	days	day	NOUN
ajfa-5485	82	13	svm	svm	VERB
ajfa-5485	82	14	best	well	ADV
ajfa-5485	82	15	c	c	ADP
ajfa-5485	82	16	best	well	ADV
ajfa-5485	82	17	γ	γ	X
ajfa-5485	82	18	predicted	predict	VERB
ajfa-5485	82	19	accuracy	accuracy	NOUN
ajfa-5485	82	20	training	training	NOUN
ajfa-5485	82	21	set	set	NOUN
ajfa-5485	82	22	test	test	NOUN
ajfa-5485	82	23	set	set	VERB
ajfa-5485	82	24	1	1	NUM
ajfa-5485	82	25	5	5	NUM
ajfa-5485	82	26	svc	svc	NOUN
ajfa-5485	82	27	2	2	NUM
ajfa-5485	82	28	16	16	NUM
ajfa-5485	82	29	64.33	64.33	NUM
ajfa-5485	82	30	%	%	NOUN
ajfa-5485	82	31	(	(	PUNCT
ajfa-5485	82	32	193/300	193/300	NUM
ajfa-5485	82	33	)	)	PUNCT
ajfa-5485	82	34	50.59%(86/170	50.59%(86/170	NUM
ajfa-5485	82	35	)	)	PUNCT
ajfa-5485	82	36	svr	svr	NOUN
ajfa-5485	82	37	2	2	NUM
ajfa-5485	82	38	8	8	NUM
ajfa-5485	82	39	65.67	65.67	NUM
ajfa-5485	82	40	%	%	NOUN
ajfa-5485	82	41	(	(	PUNCT
ajfa-5485	82	42	197/300	197/300	NUM
ajfa-5485	82	43	)	)	PUNCT
ajfa-5485	82	44	50.59	50.59	NUM
ajfa-5485	82	45	%	%	NOUN
ajfa-5485	82	46	(	(	PUNCT
ajfa-5485	82	47	86/170	86/170	NOUN
ajfa-5485	82	48	)	)	PUNCT
ajfa-5485	82	49	2	2	NUM
ajfa-5485	82	50	15	15	NUM
ajfa-5485	82	51	svc	svc	NOUN
ajfa-5485	82	52	0.031	0.031	NUM
ajfa-5485	82	53	0.031	0.031	NUM
ajfa-5485	82	54	62.00	62.00	NUM
ajfa-5485	82	55	%	%	NOUN
ajfa-5485	82	56	(	(	PUNCT
ajfa-5485	82	57	62/100	62/100	NUM
ajfa-5485	82	58	)	)	PUNCT
ajfa-5485	82	59	53.57	53.57	NUM
ajfa-5485	82	60	%	%	NOUN
ajfa-5485	82	61	(	(	PUNCT
ajfa-5485	82	62	30/56	30/56	NUM
ajfa-5485	82	63	)	)	PUNCT
ajfa-5485	82	64	svr	svr	NOUN
ajfa-5485	82	65	0.313	0.313	NUM
ajfa-5485	82	66	1	1	NUM
ajfa-5485	82	67	61.00	61.00	NUM
ajfa-5485	82	68	%	%	NOUN
ajfa-5485	82	69	(	(	PUNCT
ajfa-5485	82	70	61/100	61/100	NUM
ajfa-5485	82	71	)	)	PUNCT
ajfa-5485	82	72	48.21	48.21	NUM
ajfa-5485	82	73	%	%	NOUN
ajfa-5485	82	74	(	(	PUNCT
ajfa-5485	82	75	27/56	27/56	NUM
ajfa-5485	82	76	)	)	PUNCT
ajfa-5485	82	77	3	3	NUM
ajfa-5485	82	78	30	30	NUM
ajfa-5485	82	79	svc	svc	NOUN
ajfa-5485	82	80	90.510	90.510	NUM
ajfa-5485	82	81	0.707	0.707	NUM
ajfa-5485	82	82	74.00	74.00	NUM
ajfa-5485	82	83	%	%	NOUN
ajfa-5485	82	84	(	(	PUNCT
ajfa-5485	82	85	37/50	37/50	NUM
ajfa-5485	82	86	)	)	PUNCT
ajfa-5485	82	87	62.96	62.96	NUM
ajfa-5485	82	88	%	%	NOUN
ajfa-5485	82	89	(	(	PUNCT
ajfa-5485	82	90	17/27	17/27	NUM
ajfa-5485	82	91	)	)	PUNCT
ajfa-5485	82	92	svr	svr	PROPN
ajfa-5485	82	93	12.126	12.126	NUM
ajfa-5485	82	94	0.218	0.218	NUM
ajfa-5485	82	95	68.00	68.00	NUM
ajfa-5485	82	96	%	%	NOUN
ajfa-5485	82	97	(	(	PUNCT
ajfa-5485	82	98	34/50	34/50	NUM
ajfa-5485	82	99	)	)	PUNCT
ajfa-5485	82	100	59.26	59.26	NUM
ajfa-5485	82	101	%	%	NOUN
ajfa-5485	82	102	(	(	PUNCT
ajfa-5485	82	103	16/27	16/27	NUM
ajfa-5485	82	104	)	)	PUNCT
ajfa-5485	82	105	4	4	NUM
ajfa-5485	82	106	45	45	NUM
ajfa-5485	82	107	svc	svc	NOUN
ajfa-5485	82	108	5.657	5.657	NUM
ajfa-5485	82	109	32	32	NUM
ajfa-5485	82	110	93.33	93.33	NUM
ajfa-5485	82	111	%	%	NOUN
ajfa-5485	82	112	(	(	PUNCT
ajfa-5485	82	113	28/30	28/30	NUM
ajfa-5485	82	114	)	)	PUNCT
ajfa-5485	82	115	42.86	42.86	NUM
ajfa-5485	82	116	%	%	NOUN
ajfa-5485	82	117	(	(	PUNCT
ajfa-5485	82	118	9/21	9/21	NUM
ajfa-5485	82	119	)	)	PUNCT
ajfa-5485	82	120	svr	svr	NOUN
ajfa-5485	82	121	1	1	NUM
ajfa-5485	82	122	5.278	5.278	NUM
ajfa-5485	82	123	70.00	70.00	NUM
ajfa-5485	82	124	%	%	NOUN
ajfa-5485	82	125	(	(	PUNCT
ajfa-5485	82	126	21/30	21/30	NUM
ajfa-5485	82	127	)	)	PUNCT
ajfa-5485	82	128	52.83	52.83	NUM
ajfa-5485	82	129	%	%	NOUN
ajfa-5485	82	130	(	(	PUNCT
ajfa-5485	82	131	11/21	11/21	NUM
ajfa-5485	82	132	)	)	PUNCT
ajfa-5485	82	133	asian	asian	ADJ
ajfa-5485	82	134	journal	journal	NOUN
ajfa-5485	82	135	of	of	ADP
ajfa-5485	82	136	finance	finance	PROPN
ajfa-5485	82	137	&	&	CCONJ
ajfa-5485	82	138	accounting	accounting	PROPN
ajfa-5485	82	139	issn	issn	PROPN
ajfa-5485	82	140	1946	1946	NUM
ajfa-5485	82	141	-	-	PUNCT
ajfa-5485	82	142	052x	052x	PROPN
ajfa-5485	82	143	2014	2014	NUM
ajfa-5485	82	144	,	,	PUNCT
ajfa-5485	82	145	vol	vol	NOUN
ajfa-5485	82	146	.	.	PROPN
ajfa-5485	82	147	6	6	NUM
ajfa-5485	82	148	,	,	PUNCT
ajfa-5485	82	149	no	no	INTJ
ajfa-5485	82	150	.	.	NOUN
ajfa-5485	82	151	1	1	NUM
ajfa-5485	82	152	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-5485	82	153	330	330	NUM
ajfa-5485	82	154	figure	figure	NOUN
ajfa-5485	82	155	2	2	NUM
ajfa-5485	82	156	.	.	PUNCT
ajfa-5485	83	1	the	the	DET
ajfa-5485	83	2	correlation	correlation	NOUN
ajfa-5485	83	3	between	between	ADP
ajfa-5485	83	4	the	the	DET
ajfa-5485	83	5	predicted	predict	VERB
ajfa-5485	83	6	possibility	possibility	NOUN
ajfa-5485	83	7	values	value	NOUN
ajfa-5485	83	8	and	and	CCONJ
ajfa-5485	83	9	actual	actual	ADJ
ajfa-5485	83	10	moving	move	VERB
ajfa-5485	83	11	trend	trend	NOUN
ajfa-5485	83	12	(	(	PUNCT
ajfa-5485	83	13	slope	slope	NOUN
ajfa-5485	83	14	)	)	PUNCT
ajfa-5485	83	15	across	across	ADP
ajfa-5485	83	16	all	all	DET
ajfa-5485	83	17	the	the	DET
ajfa-5485	83	18	instances	instance	NOUN
ajfa-5485	83	19	(	(	PUNCT
ajfa-5485	83	20	moving	move	VERB
ajfa-5485	83	21	direction	direction	NOUN
ajfa-5485	83	22	in	in	ADP
ajfa-5485	83	23	one	one	NUM
ajfa-5485	83	24	trading	trading	NOUN
ajfa-5485	83	25	period	period	NOUN
ajfa-5485	83	26	)	)	PUNCT
ajfa-5485	83	27	analyzed	analyze	VERB
ajfa-5485	83	28	by	by	ADP
ajfa-5485	83	29	svc	svc	PROPN
ajfa-5485	83	30	.	.	PUNCT
ajfa-5485	84	1	(	(	PUNCT
ajfa-5485	84	2	a	a	X
ajfa-5485	84	3	)	)	PUNCT
ajfa-5485	84	4	classifier	classifier	NOUN
ajfa-5485	84	5	1	1	NUM
ajfa-5485	84	6	(	(	PUNCT
ajfa-5485	84	7	5d	5d	NUM
ajfa-5485	84	8	)	)	PUNCT
ajfa-5485	84	9	.	.	PUNCT
ajfa-5485	85	1	(	(	PUNCT
ajfa-5485	85	2	b	b	X
ajfa-5485	85	3	)	)	PUNCT
ajfa-5485	85	4	classifier	classifier	NOUN
ajfa-5485	85	5	2	2	NUM
ajfa-5485	85	6	(	(	PUNCT
ajfa-5485	85	7	15d	15d	NUM
ajfa-5485	85	8	)	)	PUNCT
ajfa-5485	85	9	.	.	PUNCT
ajfa-5485	86	1	(	(	PUNCT
ajfa-5485	86	2	c	c	X
ajfa-5485	86	3	)	)	PUNCT
ajfa-5485	86	4	classifier	classifier	NOUN
ajfa-5485	86	5	3	3	NUM
ajfa-5485	86	6	(	(	PUNCT
ajfa-5485	86	7	30d	30d	NUM
ajfa-5485	86	8	)	)	PUNCT
ajfa-5485	86	9	.	.	PUNCT
ajfa-5485	87	1	(	(	PUNCT
ajfa-5485	87	2	d	d	X
ajfa-5485	87	3	)	)	PUNCT
ajfa-5485	87	4	classifier	classifier	NOUN
ajfa-5485	87	5	4	4	NUM
ajfa-5485	87	6	(	(	PUNCT
ajfa-5485	87	7	45d	45d	NOUN
ajfa-5485	87	8	)	)	PUNCT
ajfa-5485	87	9	.	.	PUNCT
ajfa-5485	88	1	the	the	DET
ajfa-5485	88	2	svc	svc	PROPN
ajfa-5485	88	3	classifier	classifier	PROPN
ajfa-5485	88	4	automatically	automatically	ADV
ajfa-5485	88	5	classified	classify	VERB
ajfa-5485	88	6	the	the	DET
ajfa-5485	88	7	instances	instance	NOUN
ajfa-5485	88	8	with	with	ADP
ajfa-5485	88	9	a	a	DET
ajfa-5485	88	10	probability	probability	NOUN
ajfa-5485	88	11	value	value	NOUN
ajfa-5485	88	12	>	>	X
ajfa-5485	88	13	0.5	0.5	NUM
ajfa-5485	88	14	into	into	ADP
ajfa-5485	88	15	the	the	DET
ajfa-5485	88	16	group	group	NOUN
ajfa-5485	88	17	with	with	ADP
ajfa-5485	88	18	price	price	NOUN
ajfa-5485	88	19	rising	rise	VERB
ajfa-5485	88	20	up	up	ADV
ajfa-5485	88	21	(	(	PUNCT
ajfa-5485	88	22	e.g.	e.g.	ADV
ajfa-5485	88	23	slope>0	slope>0	PRON
ajfa-5485	88	24	)	)	PUNCT
ajfa-5485	88	25	,	,	PUNCT
ajfa-5485	88	26	while	while	SCONJ
ajfa-5485	88	27	the	the	DET
ajfa-5485	88	28	rest	rest	NOUN
ajfa-5485	88	29	into	into	ADP
ajfa-5485	88	30	the	the	DET
ajfa-5485	88	31	group	group	NOUN
ajfa-5485	88	32	with	with	ADP
ajfa-5485	88	33	price	price	NOUN
ajfa-5485	88	34	falling	fall	VERB
ajfa-5485	88	35	down	down	ADV
ajfa-5485	88	36	(	(	PUNCT
ajfa-5485	88	37	slope<0	slope<0	NOUN
ajfa-5485	88	38	)	)	PUNCT
ajfa-5485	88	39	.	.	PUNCT
ajfa-5485	89	1	the	the	DET
ajfa-5485	89	2	prediction	prediction	NOUN
ajfa-5485	89	3	accuracies	accuracy	NOUN
ajfa-5485	89	4	of	of	ADP
ajfa-5485	89	5	svc	svc	NOUN
ajfa-5485	89	6	analysis	analysis	NOUN
ajfa-5485	89	7	for	for	ADP
ajfa-5485	89	8	different	different	ADJ
ajfa-5485	89	9	classifiers	classifier	NOUN
ajfa-5485	89	10	are	be	AUX
ajfa-5485	89	11	listed	list	VERB
ajfa-5485	89	12	in	in	ADP
ajfa-5485	89	13	table	table	NOUN
ajfa-5485	89	14	1	1	NUM
ajfa-5485	89	15	.	.	PUNCT
ajfa-5485	90	1	among	among	ADP
ajfa-5485	90	2	the	the	DET
ajfa-5485	90	3	4	4	NUM
ajfa-5485	90	4	classifiers	classifier	NOUN
ajfa-5485	90	5	tested	test	VERB
ajfa-5485	90	6	,	,	PUNCT
ajfa-5485	90	7	svc	svc	ADP
ajfa-5485	90	8	analysis	analysis	NOUN
ajfa-5485	90	9	using	use	VERB
ajfa-5485	90	10	classifier	classifier	NOUN
ajfa-5485	90	11	3	3	NUM
ajfa-5485	90	12	achieved	achieve	VERB
ajfa-5485	90	13	the	the	DET
ajfa-5485	90	14	highest	high	ADJ
ajfa-5485	90	15	accuracy	accuracy	NOUN
ajfa-5485	90	16	(	(	PUNCT
ajfa-5485	90	17	62.96	62.96	NUM
ajfa-5485	90	18	%	%	NOUN
ajfa-5485	90	19	)	)	PUNCT
ajfa-5485	90	20	for	for	ADP
ajfa-5485	90	21	the	the	DET
ajfa-5485	90	22	test	test	NOUN
ajfa-5485	90	23	dataset	dataset	NOUN
ajfa-5485	90	24	.	.	PUNCT
ajfa-5485	91	1	this	this	DET
ajfa-5485	91	2	number	number	NOUN
ajfa-5485	91	3	means	mean	VERB
ajfa-5485	91	4	that	that	SCONJ
ajfa-5485	91	5	if	if	SCONJ
ajfa-5485	91	6	we	we	PRON
ajfa-5485	91	7	use	use	VERB
ajfa-5485	91	8	this	this	DET
ajfa-5485	91	9	classifier	classifier	NOUN
ajfa-5485	91	10	to	to	PART
ajfa-5485	91	11	guide	guide	VERB
ajfa-5485	91	12	our	our	PRON
ajfa-5485	91	13	investment	investment	NOUN
ajfa-5485	91	14	in	in	ADP
ajfa-5485	91	15	goog	goog	PROPN
ajfa-5485	91	16	stock	stock	NOUN
ajfa-5485	91	17	,	,	PUNCT
ajfa-5485	91	18	we	we	PRON
ajfa-5485	91	19	will	will	AUX
ajfa-5485	91	20	get	get	VERB
ajfa-5485	91	21	gains	gain	NOUN
ajfa-5485	91	22	for	for	ADP
ajfa-5485	91	23	63	63	NUM
ajfa-5485	91	24	times	time	NOUN
ajfa-5485	91	25	while	while	SCONJ
ajfa-5485	91	26	get	get	VERB
ajfa-5485	91	27	losses	loss	NOUN
ajfa-5485	91	28	for	for	ADP
ajfa-5485	91	29	37	37	NUM
ajfa-5485	91	30	in	in	ADP
ajfa-5485	91	31	100	100	NUM
ajfa-5485	91	32	trading	trading	NOUN
ajfa-5485	91	33	times	time	NOUN
ajfa-5485	91	34	.	.	PUNCT
ajfa-5485	92	1	theoretically	theoretically	ADV
ajfa-5485	92	2	,	,	PUNCT
ajfa-5485	92	3	this	this	DET
ajfa-5485	92	4	gain	gain	NOUN
ajfa-5485	92	5	/	/	SYM
ajfa-5485	92	6	loss	loss	NOUN
ajfa-5485	92	7	ratio	ratio	NOUN
ajfa-5485	92	8	will	will	AUX
ajfa-5485	92	9	bring	bring	VERB
ajfa-5485	92	10	about	about	ADP
ajfa-5485	92	11	considerable	considerable	ADJ
ajfa-5485	92	12	returns	return	NOUN
ajfa-5485	92	13	in	in	ADP
ajfa-5485	92	14	short	short	ADJ
ajfa-5485	92	15	-	-	PUNCT
ajfa-5485	92	16	term	term	NOUN
ajfa-5485	92	17	stock	stock	NOUN
ajfa-5485	92	18	trading	trading	NOUN
ajfa-5485	92	19	.	.	PUNCT
ajfa-5485	93	1	the	the	DET
ajfa-5485	93	2	prediction	prediction	NOUN
ajfa-5485	93	3	accuracies	accuracy	NOUN
ajfa-5485	93	4	for	for	ADP
ajfa-5485	93	5	the	the	DET
ajfa-5485	93	6	other	other	ADJ
ajfa-5485	93	7	3	3	NUM
ajfa-5485	93	8	classifiers	classifier	NOUN
ajfa-5485	93	9	are	be	AUX
ajfa-5485	93	10	all	all	ADV
ajfa-5485	93	11	close	close	ADJ
ajfa-5485	93	12	to	to	PART
ajfa-5485	93	13	50	50	NUM
ajfa-5485	93	14	%	%	NOUN
ajfa-5485	93	15	for	for	ADP
ajfa-5485	93	16	test	test	NOUN
ajfa-5485	93	17	dataset	dataset	VERB
ajfa-5485	93	18	and	and	CCONJ
ajfa-5485	93	19	therefore	therefore	ADV
ajfa-5485	93	20	are	be	AUX
ajfa-5485	93	21	not	not	PART
ajfa-5485	93	22	practical	practical	ADJ
ajfa-5485	93	23	in	in	ADP
ajfa-5485	93	24	stock	stock	NOUN
ajfa-5485	93	25	trading	trading	NOUN
ajfa-5485	93	26	.	.	PUNCT
ajfa-5485	94	1	when	when	SCONJ
ajfa-5485	94	2	we	we	PRON
ajfa-5485	94	3	used	use	VERB
ajfa-5485	94	4	more	more	ADV
ajfa-5485	94	5	stringent	stringent	ADJ
ajfa-5485	94	6	cut	cut	NOUN
ajfa-5485	94	7	-	-	PUNCT
ajfa-5485	94	8	off	off	ADP
ajfa-5485	94	9	values	value	NOUN
ajfa-5485	94	10	for	for	ADP
ajfa-5485	94	11	the	the	DET
ajfa-5485	94	12	svc	svc	PROPN
ajfa-5485	94	13	classifiers	classifier	NOUN
ajfa-5485	94	14	to	to	PART
ajfa-5485	94	15	make	make	VERB
ajfa-5485	94	16	classification	classification	NOUN
ajfa-5485	94	17	,	,	PUNCT
ajfa-5485	94	18	we	we	PRON
ajfa-5485	94	19	obtained	obtain	VERB
ajfa-5485	94	20	higher	high	ADJ
ajfa-5485	94	21	prediction	prediction	NOUN
ajfa-5485	94	22	accuracies	accuracy	NOUN
ajfa-5485	94	23	for	for	ADP
ajfa-5485	94	24	the	the	DET
ajfa-5485	94	25	classifiers	classifier	NOUN
ajfa-5485	94	26	2	2	NUM
ajfa-5485	94	27	and	and	CCONJ
ajfa-5485	94	28	3	3	NUM
ajfa-5485	94	29	,	,	PUNCT
ajfa-5485	94	30	especially	especially	ADV
ajfa-5485	94	31	the	the	DET
ajfa-5485	94	32	latter	latter	ADJ
ajfa-5485	94	33	(	(	PUNCT
ajfa-5485	94	34	table	table	NOUN
ajfa-5485	94	35	2	2	NUM
ajfa-5485	94	36	)	)	PUNCT
ajfa-5485	94	37	.	.	PUNCT
ajfa-5485	95	1	for	for	ADP
ajfa-5485	95	2	example	example	NOUN
ajfa-5485	95	3	,	,	PUNCT
ajfa-5485	95	4	the	the	DET
ajfa-5485	95	5	accuracy	accuracy	NOUN
ajfa-5485	95	6	is	be	AUX
ajfa-5485	95	7	100	100	NUM
ajfa-5485	95	8	%	%	NOUN
ajfa-5485	95	9	for	for	ADP
ajfa-5485	95	10	the	the	DET
ajfa-5485	95	11	test	test	NOUN
ajfa-5485	95	12	dataset	dataset	VERB
ajfa-5485	95	13	if	if	SCONJ
ajfa-5485	95	14	instances	instance	NOUN
ajfa-5485	95	15	with	with	ADP
ajfa-5485	95	16	probability	probability	NOUN
ajfa-5485	95	17	values	value	NOUN
ajfa-5485	95	18	>	>	X
ajfa-5485	95	19	0.7	0.7	NUM
ajfa-5485	95	20	are	be	AUX
ajfa-5485	95	21	classified	classify	VERB
ajfa-5485	95	22	into	into	ADP
ajfa-5485	95	23	the	the	DET
ajfa-5485	95	24	price	price	NOUN
ajfa-5485	95	25	-	-	PUNCT
ajfa-5485	95	26	rising	rise	VERB
ajfa-5485	95	27	up	up	ADP
ajfa-5485	95	28	group	group	NOUN
ajfa-5485	95	29	and	and	CCONJ
ajfa-5485	95	30	instances	instance	NOUN
ajfa-5485	95	31	with	with	ADP
ajfa-5485	95	32	values	value	NOUN
ajfa-5485	95	33	<	<	X
ajfa-5485	95	34	0.4	0.4	NUM
ajfa-5485	95	35	into	into	ADP
ajfa-5485	95	36	the	the	DET
ajfa-5485	95	37	price	price	NOUN
ajfa-5485	95	38	-	-	PUNCT
ajfa-5485	95	39	falling	fall	VERB
ajfa-5485	95	40	down	down	ADP
ajfa-5485	95	41	group	group	NOUN
ajfa-5485	95	42	for	for	ADP
ajfa-5485	95	43	classifier	classifier	NOUN
ajfa-5485	95	44	3	3	NUM
ajfa-5485	95	45	(	(	PUNCT
ajfa-5485	95	46	figure	figure	NOUN
ajfa-5485	95	47	3	3	NUM
ajfa-5485	95	48	)	)	PUNCT
ajfa-5485	95	49	.	.	PUNCT
ajfa-5485	96	1	asian	asian	ADJ
ajfa-5485	96	2	journal	journal	PROPN
ajfa-5485	96	3	of	of	ADP
ajfa-5485	96	4	finance	finance	PROPN
ajfa-5485	96	5	&	&	CCONJ
ajfa-5485	96	6	accounting	accounting	PROPN
ajfa-5485	96	7	issn	issn	PROPN
ajfa-5485	96	8	1946	1946	NUM
ajfa-5485	96	9	-	-	PUNCT
ajfa-5485	96	10	052x	052x	PROPN
ajfa-5485	96	11	2014	2014	NUM
ajfa-5485	96	12	,	,	PUNCT
ajfa-5485	96	13	vol	vol	NOUN
ajfa-5485	96	14	.	.	PROPN
ajfa-5485	96	15	6	6	NUM
ajfa-5485	96	16	,	,	PUNCT
ajfa-5485	96	17	no	no	INTJ
ajfa-5485	96	18	.	.	NOUN
ajfa-5485	96	19	1	1	NUM
ajfa-5485	96	20	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-5485	96	21	331	331	NUM
ajfa-5485	96	22	figure	figure	VERB
ajfa-5485	96	23	3	3	NUM
ajfa-5485	96	24	.	.	PUNCT
ajfa-5485	97	1	the	the	DET
ajfa-5485	97	2	prediction	prediction	NOUN
ajfa-5485	97	3	accuracies	accuracy	NOUN
ajfa-5485	97	4	when	when	SCONJ
ajfa-5485	97	5	using	use	VERB
ajfa-5485	97	6	more	more	ADV
ajfa-5485	97	7	stringent	stringent	ADJ
ajfa-5485	97	8	cut	cut	NOUN
ajfa-5485	97	9	-	-	PUNCT
ajfa-5485	97	10	off	off	ADP
ajfa-5485	97	11	values	value	NOUN
ajfa-5485	97	12	for	for	ADP
ajfa-5485	97	13	the	the	DET
ajfa-5485	97	14	svc	svc	PROPN
ajfa-5485	97	15	classifier	classifier	NOUN
ajfa-5485	97	16	3	3	NUM
ajfa-5485	97	17	to	to	PART
ajfa-5485	97	18	make	make	VERB
ajfa-5485	97	19	classification	classification	NOUN
ajfa-5485	97	20	4.2	4.2	NUM
ajfa-5485	97	21	prediction	prediction	NOUN
ajfa-5485	97	22	of	of	ADP
ajfa-5485	97	23	moving	move	VERB
ajfa-5485	97	24	direction	direction	NOUN
ajfa-5485	97	25	of	of	ADP
ajfa-5485	97	26	goog	goog	PROPN
ajfa-5485	97	27	price	price	NOUN
ajfa-5485	97	28	using	use	VERB
ajfa-5485	97	29	svr	svr	PROPN
ajfa-5485	97	30	svr	svr	PROPN
ajfa-5485	97	31	analysis	analysis	NOUN
ajfa-5485	97	32	gave	give	VERB
ajfa-5485	97	33	out	out	ADP
ajfa-5485	97	34	a	a	DET
ajfa-5485	97	35	predicted	predict	VERB
ajfa-5485	97	36	slope	slope	NOUN
ajfa-5485	97	37	value	value	NOUN
ajfa-5485	97	38	for	for	ADP
ajfa-5485	97	39	each	each	DET
ajfa-5485	97	40	instance	instance	NOUN
ajfa-5485	97	41	.	.	PUNCT
ajfa-5485	98	1	figure	figure	VERB
ajfa-5485	98	2	4	4	NUM
ajfa-5485	98	3	shows	show	VERB
ajfa-5485	98	4	the	the	DET
ajfa-5485	98	5	correlation	correlation	NOUN
ajfa-5485	98	6	between	between	ADP
ajfa-5485	98	7	the	the	DET
ajfa-5485	98	8	predicted	predict	VERB
ajfa-5485	98	9	and	and	CCONJ
ajfa-5485	98	10	actual	actual	ADJ
ajfa-5485	98	11	slope	slope	NOUN
ajfa-5485	98	12	values	value	NOUN
ajfa-5485	98	13	across	across	ADP
ajfa-5485	98	14	all	all	DET
ajfa-5485	98	15	the	the	DET
ajfa-5485	98	16	instances	instance	NOUN
ajfa-5485	98	17	analyzed	analyze	VERB
ajfa-5485	98	18	.	.	PUNCT
ajfa-5485	99	1	like	like	ADP
ajfa-5485	99	2	the	the	DET
ajfa-5485	99	3	svc	svc	PROPN
ajfa-5485	99	4	results	result	VERB
ajfa-5485	99	5	,	,	PUNCT
ajfa-5485	99	6	the	the	DET
ajfa-5485	99	7	predicted	predict	VERB
ajfa-5485	99	8	slope	slope	NOUN
ajfa-5485	99	9	pattern	pattern	NOUN
ajfa-5485	99	10	in	in	ADP
ajfa-5485	99	11	classifier	classifier	NOUN
ajfa-5485	99	12	3	3	NUM
ajfa-5485	99	13	is	be	AUX
ajfa-5485	99	14	the	the	DET
ajfa-5485	99	15	most	most	ADV
ajfa-5485	99	16	closing	closing	NOUN
ajfa-5485	99	17	to	to	ADP
ajfa-5485	99	18	the	the	DET
ajfa-5485	99	19	actual	actual	ADJ
ajfa-5485	99	20	pattern	pattern	NOUN
ajfa-5485	99	21	and	and	CCONJ
ajfa-5485	99	22	has	have	VERB
ajfa-5485	99	23	the	the	DET
ajfa-5485	99	24	highest	high	ADJ
ajfa-5485	99	25	pearson	pearson	NOUN
ajfa-5485	99	26	’s	’s	PART
ajfa-5485	99	27	r	r	NOUN
ajfa-5485	99	28	in	in	ADP
ajfa-5485	99	29	both	both	CCONJ
ajfa-5485	99	30	the	the	DET
ajfa-5485	99	31	training	training	NOUN
ajfa-5485	99	32	and	and	CCONJ
ajfa-5485	99	33	test	test	NOUN
ajfa-5485	99	34	datasets	dataset	NOUN
ajfa-5485	99	35	.	.	PUNCT
ajfa-5485	100	1	while	while	SCONJ
ajfa-5485	100	2	for	for	ADP
ajfa-5485	100	3	the	the	DET
ajfa-5485	100	4	other	other	ADJ
ajfa-5485	100	5	3	3	NUM
ajfa-5485	100	6	classifiers	classifier	NOUN
ajfa-5485	100	7	,	,	PUNCT
ajfa-5485	100	8	the	the	DET
ajfa-5485	100	9	patterns	pattern	NOUN
ajfa-5485	100	10	between	between	ADP
ajfa-5485	100	11	predicted	predict	VERB
ajfa-5485	100	12	and	and	CCONJ
ajfa-5485	100	13	actual	actual	ADJ
ajfa-5485	100	14	slopes	slope	NOUN
ajfa-5485	100	15	are	be	AUX
ajfa-5485	100	16	similar	similar	ADJ
ajfa-5485	100	17	only	only	ADV
ajfa-5485	100	18	in	in	ADP
ajfa-5485	100	19	the	the	DET
ajfa-5485	100	20	training	training	NOUN
ajfa-5485	100	21	dataset	dataset	NOUN
ajfa-5485	100	22	.	.	PUNCT
ajfa-5485	101	1	if	if	SCONJ
ajfa-5485	101	2	we	we	PRON
ajfa-5485	101	3	only	only	ADV
ajfa-5485	101	4	consider	consider	VERB
ajfa-5485	101	5	whether	whether	SCONJ
ajfa-5485	101	6	the	the	DET
ajfa-5485	101	7	predicted	predict	VERB
ajfa-5485	101	8	moving	moving	NOUN
ajfa-5485	101	9	direction	direction	NOUN
ajfa-5485	101	10	by	by	ADP
ajfa-5485	101	11	svr	svr	PROPN
ajfa-5485	101	12	is	be	AUX
ajfa-5485	101	13	the	the	DET
ajfa-5485	101	14	same	same	ADJ
ajfa-5485	101	15	as	as	ADP
ajfa-5485	101	16	the	the	DET
ajfa-5485	101	17	actual	actual	ADJ
ajfa-5485	101	18	one	one	NOUN
ajfa-5485	101	19	(	(	PUNCT
ajfa-5485	101	20	e.g.	e.g.	ADV
ajfa-5485	101	21	,	,	PUNCT
ajfa-5485	101	22	the	the	DET
ajfa-5485	101	23	predicted	predict	VERB
ajfa-5485	101	24	and	and	CCONJ
ajfa-5485	101	25	actual	actual	ADJ
ajfa-5485	101	26	slopes	slope	NOUN
ajfa-5485	101	27	are	be	AUX
ajfa-5485	101	28	both	both	PRON
ajfa-5485	101	29	>	>	SYM
ajfa-5485	101	30	0	0	NUM
ajfa-5485	101	31	or	or	CCONJ
ajfa-5485	101	32	<	<	X
ajfa-5485	101	33	0	0	NUM
ajfa-5485	101	34	)	)	PUNCT
ajfa-5485	101	35	,	,	PUNCT
ajfa-5485	101	36	we	we	PRON
ajfa-5485	101	37	can	can	AUX
ajfa-5485	101	38	also	also	ADV
ajfa-5485	101	39	obtain	obtain	VERB
ajfa-5485	101	40	the	the	DET
ajfa-5485	101	41	prediction	prediction	NOUN
ajfa-5485	101	42	accuracy	accuracy	NOUN
ajfa-5485	101	43	data	datum	NOUN
ajfa-5485	101	44	through	through	ADP
ajfa-5485	101	45	the	the	DET
ajfa-5485	101	46	svr	svr	PROPN
ajfa-5485	101	47	analysis	analysis	NOUN
ajfa-5485	101	48	(	(	PUNCT
ajfa-5485	101	49	table	table	NOUN
ajfa-5485	101	50	1	1	NUM
ajfa-5485	101	51	)	)	PUNCT
ajfa-5485	101	52	.	.	PUNCT
ajfa-5485	102	1	similar	similar	ADJ
ajfa-5485	102	2	to	to	ADP
ajfa-5485	102	3	the	the	DET
ajfa-5485	102	4	svc	svc	PROPN
ajfa-5485	102	5	analysis	analysis	NOUN
ajfa-5485	102	6	,	,	PUNCT
ajfa-5485	102	7	classifier	classifier	NOUN
ajfa-5485	102	8	3	3	NUM
ajfa-5485	102	9	achieved	achieve	VERB
ajfa-5485	102	10	the	the	DET
ajfa-5485	102	11	highest	high	ADJ
ajfa-5485	102	12	accuracy	accuracy	NOUN
ajfa-5485	102	13	(	(	PUNCT
ajfa-5485	102	14	59.26	59.26	NUM
ajfa-5485	102	15	%	%	NOUN
ajfa-5485	102	16	)	)	PUNCT
ajfa-5485	102	17	while	while	SCONJ
ajfa-5485	102	18	the	the	DET
ajfa-5485	102	19	other	other	ADJ
ajfa-5485	102	20	3	3	NUM
ajfa-5485	102	21	classifiers	classifier	NOUN
ajfa-5485	102	22	showed	show	VERB
ajfa-5485	102	23	accuracies	accuracy	NOUN
ajfa-5485	102	24	around	around	ADP
ajfa-5485	102	25	50	50	NUM
ajfa-5485	102	26	%	%	NOUN
ajfa-5485	102	27	for	for	ADP
ajfa-5485	102	28	the	the	DET
ajfa-5485	102	29	test	test	NOUN
ajfa-5485	102	30	dataset	dataset	VERB
ajfa-5485	102	31	.	.	PUNCT
ajfa-5485	103	1	we	we	PRON
ajfa-5485	103	2	also	also	ADV
ajfa-5485	103	3	tried	try	VERB
ajfa-5485	103	4	to	to	PART
ajfa-5485	103	5	use	use	VERB
ajfa-5485	103	6	more	more	ADV
ajfa-5485	103	7	stringent	stringent	ADJ
ajfa-5485	103	8	cut	cut	NOUN
ajfa-5485	103	9	-	-	PUNCT
ajfa-5485	103	10	off	off	ADP
ajfa-5485	103	11	values	value	NOUN
ajfa-5485	103	12	for	for	ADP
ajfa-5485	103	13	the	the	DET
ajfa-5485	103	14	classification	classification	NOUN
ajfa-5485	103	15	basing	base	VERB
ajfa-5485	103	16	on	on	ADP
ajfa-5485	103	17	the	the	DET
ajfa-5485	103	18	svr	svr	PROPN
ajfa-5485	103	19	results	result	NOUN
ajfa-5485	103	20	.	.	PUNCT
ajfa-5485	104	1	again	again	ADV
ajfa-5485	104	2	,	,	PUNCT
ajfa-5485	104	3	higher	high	ADJ
ajfa-5485	104	4	prediction	prediction	NOUN
ajfa-5485	104	5	accuracies	accuracy	NOUN
ajfa-5485	104	6	were	be	AUX
ajfa-5485	104	7	achieved	achieve	VERB
ajfa-5485	104	8	for	for	ADP
ajfa-5485	104	9	the	the	DET
ajfa-5485	104	10	classifiers	classifier	NOUN
ajfa-5485	104	11	2	2	NUM
ajfa-5485	104	12	and	and	CCONJ
ajfa-5485	104	13	3	3	NUM
ajfa-5485	104	14	,	,	PUNCT
ajfa-5485	104	15	especially	especially	ADV
ajfa-5485	104	16	the	the	DET
ajfa-5485	104	17	latter	latter	ADJ
ajfa-5485	104	18	(	(	PUNCT
ajfa-5485	104	19	table	table	NOUN
ajfa-5485	104	20	3	3	NUM
ajfa-5485	104	21	)	)	PUNCT
ajfa-5485	104	22	.	.	PUNCT
ajfa-5485	105	1	for	for	ADP
ajfa-5485	105	2	example	example	NOUN
ajfa-5485	105	3	,	,	PUNCT
ajfa-5485	105	4	the	the	DET
ajfa-5485	105	5	accuracy	accuracy	NOUN
ajfa-5485	105	6	is	be	AUX
ajfa-5485	105	7	100	100	NUM
ajfa-5485	105	8	%	%	NOUN
ajfa-5485	105	9	for	for	ADP
ajfa-5485	105	10	the	the	DET
ajfa-5485	105	11	test	test	NOUN
ajfa-5485	105	12	dataset	dataset	VERB
ajfa-5485	105	13	if	if	SCONJ
ajfa-5485	105	14	instances	instance	NOUN
ajfa-5485	105	15	with	with	ADP
ajfa-5485	105	16	predicted	predict	VERB
ajfa-5485	105	17	slope	slope	NOUN
ajfa-5485	105	18	values	value	NOUN
ajfa-5485	105	19	>	>	X
ajfa-5485	105	20	1	1	NUM
ajfa-5485	105	21	are	be	AUX
ajfa-5485	105	22	classified	classify	VERB
ajfa-5485	105	23	into	into	ADP
ajfa-5485	105	24	the	the	DET
ajfa-5485	105	25	price	price	NOUN
ajfa-5485	105	26	-	-	PUNCT
ajfa-5485	105	27	rising	rise	VERB
ajfa-5485	105	28	up	up	ADP
ajfa-5485	105	29	group	group	NOUN
ajfa-5485	105	30	and	and	CCONJ
ajfa-5485	105	31	instances	instance	NOUN
ajfa-5485	105	32	with	with	ADP
ajfa-5485	105	33	values	value	NOUN
ajfa-5485	105	34	<	<	X
ajfa-5485	105	35	-0.2	-0.2	NOUN
ajfa-5485	105	36	into	into	ADP
ajfa-5485	105	37	the	the	DET
ajfa-5485	105	38	price	price	NOUN
ajfa-5485	105	39	-	-	PUNCT
ajfa-5485	105	40	falling	fall	VERB
ajfa-5485	105	41	down	down	ADP
ajfa-5485	105	42	group	group	NOUN
ajfa-5485	105	43	for	for	ADP
ajfa-5485	105	44	classifier	classifier	NOUN
ajfa-5485	105	45	3	3	NUM
ajfa-5485	105	46	(	(	PUNCT
ajfa-5485	105	47	figure	figure	NOUN
ajfa-5485	105	48	5	5	NUM
ajfa-5485	105	49	)	)	PUNCT
ajfa-5485	105	50	.	.	PUNCT
ajfa-5485	106	1	0	0	NUM
ajfa-5485	106	2	10	10	NUM
ajfa-5485	106	3	20	20	NUM
ajfa-5485	106	4	30	30	NUM
ajfa-5485	106	5	40	40	NUM
ajfa-5485	106	6	50	50	NUM
ajfa-5485	106	7	60	60	NUM
ajfa-5485	106	8	70	70	NUM
ajfa-5485	106	9	80	80	NUM
ajfa-5485	106	10	90	90	NUM
ajfa-5485	106	11	100	100	NUM
ajfa-5485	106	12	training	training	NOUN
ajfa-5485	106	13	set	set	NOUN
ajfa-5485	106	14	test	test	NOUN
ajfa-5485	106	15	set	set	VERB
ajfa-5485	106	16	no	no	DET
ajfa-5485	106	17	cut	cut	VERB
ajfa-5485	106	18	-	-	PUNCT
ajfa-5485	106	19	off	off	ADP
ajfa-5485	106	20	value	value	NOUN
ajfa-5485	106	21	>	>	X
ajfa-5485	106	22	0.6	0.6	NUM
ajfa-5485	106	23	or	or	CCONJ
ajfa-5485	106	24	<	<	X
ajfa-5485	106	25	0.4	0.4	NUM
ajfa-5485	106	26	>	>	SYM
ajfa-5485	106	27	0.63	0.63	NUM
ajfa-5485	106	28	or	or	CCONJ
ajfa-5485	106	29	<	<	X
ajfa-5485	106	30	0.4	0.4	NUM
ajfa-5485	106	31	>	>	SYM
ajfa-5485	106	32	0.65	0.65	NUM
ajfa-5485	106	33	or	or	CCONJ
ajfa-5485	106	34	<	<	X
ajfa-5485	106	35	0.4	0.4	NUM
ajfa-5485	106	36	>	>	SYM
ajfa-5485	106	37	0.67	0.67	NUM
ajfa-5485	106	38	or	or	CCONJ
ajfa-5485	106	39	<	<	X
ajfa-5485	106	40	0.4	0.4	NUM
ajfa-5485	106	41	>	>	SYM
ajfa-5485	106	42	0.7	0.7	NUM
ajfa-5485	106	43	or	or	CCONJ
ajfa-5485	106	44	<	<	X
ajfa-5485	106	45	0.4	0.4	NUM
ajfa-5485	106	46	asian	asian	ADJ
ajfa-5485	106	47	journal	journal	NOUN
ajfa-5485	106	48	of	of	ADP
ajfa-5485	106	49	finance	finance	PROPN
ajfa-5485	106	50	&	&	CCONJ
ajfa-5485	106	51	accounting	accounting	PROPN
ajfa-5485	106	52	issn	issn	PROPN
ajfa-5485	106	53	1946	1946	NUM
ajfa-5485	106	54	-	-	PUNCT
ajfa-5485	106	55	052x	052x	PROPN
ajfa-5485	106	56	2014	2014	NUM
ajfa-5485	106	57	,	,	PUNCT
ajfa-5485	106	58	vol	vol	NOUN
ajfa-5485	106	59	.	.	PROPN
ajfa-5485	106	60	6	6	NUM
ajfa-5485	106	61	,	,	PUNCT
ajfa-5485	106	62	no	no	INTJ
ajfa-5485	106	63	.	.	NOUN
ajfa-5485	106	64	1	1	NUM
ajfa-5485	106	65	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-5485	106	66	332	332	NUM
ajfa-5485	106	67	figure	figure	NOUN
ajfa-5485	106	68	4	4	NUM
ajfa-5485	106	69	.	.	PUNCT
ajfa-5485	107	1	the	the	DET
ajfa-5485	107	2	correlation	correlation	NOUN
ajfa-5485	107	3	between	between	ADP
ajfa-5485	107	4	the	the	DET
ajfa-5485	107	5	predicted	predict	VERB
ajfa-5485	107	6	and	and	CCONJ
ajfa-5485	107	7	actual	actual	ADJ
ajfa-5485	107	8	slope	slope	NOUN
ajfa-5485	107	9	values	value	NOUN
ajfa-5485	107	10	across	across	ADP
ajfa-5485	107	11	all	all	DET
ajfa-5485	107	12	the	the	DET
ajfa-5485	107	13	instances	instance	NOUN
ajfa-5485	107	14	analyzed	analyze	VERB
ajfa-5485	107	15	by	by	ADP
ajfa-5485	107	16	svr	svr	PROPN
ajfa-5485	107	17	.	.	PUNCT
ajfa-5485	108	1	(	(	PUNCT
ajfa-5485	108	2	a	a	X
ajfa-5485	108	3	)	)	PUNCT
ajfa-5485	108	4	classifier	classifier	NOUN
ajfa-5485	108	5	1	1	NUM
ajfa-5485	108	6	.	.	PUNCT
ajfa-5485	109	1	(	(	PUNCT
ajfa-5485	109	2	b	b	X
ajfa-5485	109	3	)	)	PUNCT
ajfa-5485	109	4	classifier	classifier	NOUN
ajfa-5485	109	5	2	2	NUM
ajfa-5485	109	6	.	.	PUNCT
ajfa-5485	110	1	(	(	PUNCT
ajfa-5485	110	2	c	c	X
ajfa-5485	110	3	)	)	PUNCT
ajfa-5485	110	4	classifier	classifier	NOUN
ajfa-5485	110	5	3	3	NUM
ajfa-5485	110	6	.	.	PUNCT
ajfa-5485	111	1	(	(	PUNCT
ajfa-5485	111	2	d	d	X
ajfa-5485	111	3	)	)	PUNCT
ajfa-5485	111	4	classifier	classifier	NOUN
ajfa-5485	111	5	4	4	NUM
ajfa-5485	111	6	figure	figure	NOUN
ajfa-5485	111	7	5	5	NUM
ajfa-5485	111	8	.	.	PUNCT
ajfa-5485	112	1	the	the	DET
ajfa-5485	112	2	prediction	prediction	NOUN
ajfa-5485	112	3	accuracies	accuracy	NOUN
ajfa-5485	112	4	when	when	SCONJ
ajfa-5485	112	5	using	use	VERB
ajfa-5485	112	6	more	more	ADV
ajfa-5485	112	7	stringent	stringent	ADJ
ajfa-5485	112	8	cut	cut	NOUN
ajfa-5485	112	9	-	-	PUNCT
ajfa-5485	112	10	off	off	ADP
ajfa-5485	112	11	values	value	NOUN
ajfa-5485	112	12	for	for	ADP
ajfa-5485	112	13	the	the	DET
ajfa-5485	112	14	classifier	classifier	NOUN
ajfa-5485	112	15	3	3	NUM
ajfa-5485	112	16	basing	base	VERB
ajfa-5485	112	17	on	on	ADP
ajfa-5485	112	18	the	the	DET
ajfa-5485	112	19	svr	svr	PROPN
ajfa-5485	112	20	results	result	VERB
ajfa-5485	112	21	0	0	NUM
ajfa-5485	112	22	10	10	NUM
ajfa-5485	112	23	20	20	NUM
ajfa-5485	112	24	30	30	NUM
ajfa-5485	112	25	40	40	NUM
ajfa-5485	112	26	50	50	NUM
ajfa-5485	112	27	60	60	NUM
ajfa-5485	112	28	70	70	NUM
ajfa-5485	112	29	80	80	NUM
ajfa-5485	112	30	90	90	NUM
ajfa-5485	112	31	100	100	NUM
ajfa-5485	112	32	training	training	NOUN
ajfa-5485	112	33	set	set	NOUN
ajfa-5485	112	34	test	test	NOUN
ajfa-5485	112	35	set	set	VERB
ajfa-5485	112	36	no	no	DET
ajfa-5485	112	37	cut	cut	VERB
ajfa-5485	112	38	-	-	PUNCT
ajfa-5485	112	39	off	off	ADP
ajfa-5485	112	40	value	value	NOUN
ajfa-5485	112	41	>	>	NOUN
ajfa-5485	112	42	0.2	0.2	NUM
ajfa-5485	112	43	or	or	CCONJ
ajfa-5485	112	44	<	<	X
ajfa-5485	112	45	-0.05	-0.05	X
ajfa-5485	112	46	>	>	X
ajfa-5485	112	47	0.4	0.4	NUM
ajfa-5485	112	48	or	or	CCONJ
ajfa-5485	112	49	<	<	X
ajfa-5485	112	50	-0.05	-0.05	X
ajfa-5485	112	51	>	>	SYM
ajfa-5485	112	52	0.5	0.5	NUM
ajfa-5485	112	53	or	or	CCONJ
ajfa-5485	112	54	<	<	X
ajfa-5485	112	55	-0.1	-0.1	X
ajfa-5485	112	56	>	>	PUNCT
ajfa-5485	112	57	0.7	0.7	NUM
ajfa-5485	112	58	or	or	CCONJ
ajfa-5485	112	59	<	<	X
ajfa-5485	112	60	-0.2	-0.2	X
ajfa-5485	112	61	>	>	PUNCT
ajfa-5485	112	62	1	1	NUM
ajfa-5485	112	63	or	or	CCONJ
ajfa-5485	112	64	<	<	X
ajfa-5485	112	65	-0.2	-0.2	PROPN
ajfa-5485	112	66	asian	asian	ADJ
ajfa-5485	112	67	journal	journal	NOUN
ajfa-5485	112	68	of	of	ADP
ajfa-5485	112	69	finance	finance	PROPN
ajfa-5485	112	70	&	&	CCONJ
ajfa-5485	112	71	accounting	accounting	PROPN
ajfa-5485	112	72	issn	issn	PROPN
ajfa-5485	112	73	1946	1946	NUM
ajfa-5485	112	74	-	-	PUNCT
ajfa-5485	112	75	052x	052x	PROPN
ajfa-5485	112	76	2014	2014	NUM
ajfa-5485	112	77	,	,	PUNCT
ajfa-5485	112	78	vol	vol	NOUN
ajfa-5485	112	79	.	.	PROPN
ajfa-5485	112	80	6	6	NUM
ajfa-5485	112	81	,	,	PUNCT
ajfa-5485	112	82	no	no	INTJ
ajfa-5485	112	83	.	.	NOUN
ajfa-5485	112	84	1	1	NUM
ajfa-5485	112	85	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-5485	112	86	333	333	NUM
ajfa-5485	112	87	asian	asian	ADJ
ajfa-5485	112	88	journal	journal	NOUN
ajfa-5485	112	89	of	of	ADP
ajfa-5485	112	90	finance	finance	PROPN
ajfa-5485	112	91	&	&	CCONJ
ajfa-5485	112	92	accounting	accounting	PROPN
ajfa-5485	112	93	issn	issn	PROPN
ajfa-5485	112	94	1946	1946	NUM
ajfa-5485	112	95	-	-	PUNCT
ajfa-5485	112	96	052x	052x	PROPN
ajfa-5485	112	97	2014	2014	NUM
ajfa-5485	112	98	,	,	PUNCT
ajfa-5485	112	99	vol	vol	NOUN
ajfa-5485	112	100	.	.	PROPN
ajfa-5485	112	101	6	6	NUM
ajfa-5485	112	102	,	,	PUNCT
ajfa-5485	112	103	no	no	INTJ
ajfa-5485	112	104	.	.	NOUN
ajfa-5485	112	105	1	1	NUM
ajfa-5485	112	106	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-5485	112	107	334	334	NUM
ajfa-5485	112	108	4.3	4.3	NUM
ajfa-5485	112	109	prediction	prediction	NOUN
ajfa-5485	112	110	of	of	ADP
ajfa-5485	112	111	moving	move	VERB
ajfa-5485	112	112	direction	direction	NOUN
ajfa-5485	112	113	of	of	ADP
ajfa-5485	112	114	goog	goog	PROPN
ajfa-5485	112	115	price	price	NOUN
ajfa-5485	112	116	using	use	VERB
ajfa-5485	112	117	svc	svc	PROPN
ajfa-5485	112	118	and	and	CCONJ
ajfa-5485	112	119	svr	svr	PROPN
ajfa-5485	112	120	combination	combination	NOUN
ajfa-5485	112	121	figure	figure	NOUN
ajfa-5485	112	122	6	6	NUM
ajfa-5485	112	123	shows	show	VERB
ajfa-5485	112	124	that	that	SCONJ
ajfa-5485	112	125	combined	combined	ADJ
ajfa-5485	112	126	use	use	NOUN
ajfa-5485	112	127	of	of	ADP
ajfa-5485	112	128	svc	svc	PROPN
ajfa-5485	112	129	and	and	CCONJ
ajfa-5485	112	130	svr	svr	PROPN
ajfa-5485	112	131	improves	improve	VERB
ajfa-5485	112	132	the	the	DET
ajfa-5485	112	133	prediction	prediction	NOUN
ajfa-5485	112	134	accuracy	accuracy	NOUN
ajfa-5485	112	135	of	of	ADP
ajfa-5485	112	136	the	the	DET
ajfa-5485	112	137	moving	move	VERB
ajfa-5485	112	138	trend	trend	NOUN
ajfa-5485	112	139	of	of	ADP
ajfa-5485	112	140	goog	goog	PROPN
ajfa-5485	112	141	stock	stock	NOUN
ajfa-5485	112	142	price	price	NOUN
ajfa-5485	112	143	for	for	ADP
ajfa-5485	112	144	classifier	classifier	NOUN
ajfa-5485	112	145	2	2	NUM
ajfa-5485	112	146	and	and	CCONJ
ajfa-5485	112	147	3	3	NUM
ajfa-5485	112	148	,	,	PUNCT
ajfa-5485	112	149	especially	especially	ADV
ajfa-5485	112	150	the	the	DET
ajfa-5485	112	151	latter	latter	ADJ
ajfa-5485	112	152	.	.	PUNCT
ajfa-5485	113	1	we	we	PRON
ajfa-5485	113	2	tested	test	VERB
ajfa-5485	113	3	combinations	combination	NOUN
ajfa-5485	113	4	at	at	ADP
ajfa-5485	113	5	two	two	NUM
ajfa-5485	113	6	levels	level	NOUN
ajfa-5485	113	7	.	.	PUNCT
ajfa-5485	114	1	one	one	NUM
ajfa-5485	114	2	is	be	AUX
ajfa-5485	114	3	the	the	DET
ajfa-5485	114	4	combination	combination	NOUN
ajfa-5485	114	5	of	of	ADP
ajfa-5485	114	6	the	the	DET
ajfa-5485	114	7	classification	classification	NOUN
ajfa-5485	114	8	results	result	NOUN
ajfa-5485	114	9	obtained	obtain	VERB
ajfa-5485	114	10	when	when	SCONJ
ajfa-5485	114	11	using	use	VERB
ajfa-5485	114	12	the	the	DET
ajfa-5485	114	13	second	second	ADJ
ajfa-5485	114	14	cut	cut	VERB
ajfa-5485	114	15	-	-	PUNCT
ajfa-5485	114	16	off	off	ADP
ajfa-5485	114	17	value	value	NOUN
ajfa-5485	114	18	for	for	ADP
ajfa-5485	114	19	svc	svc	PROPN
ajfa-5485	114	20	and	and	CCONJ
ajfa-5485	114	21	svr	svr	PROPN
ajfa-5485	114	22	.	.	PUNCT
ajfa-5485	115	1	the	the	DET
ajfa-5485	115	2	other	other	ADJ
ajfa-5485	115	3	one	one	NOUN
ajfa-5485	115	4	is	be	AUX
ajfa-5485	115	5	the	the	DET
ajfa-5485	115	6	combination	combination	NOUN
ajfa-5485	115	7	of	of	ADP
ajfa-5485	115	8	the	the	DET
ajfa-5485	115	9	results	result	NOUN
ajfa-5485	115	10	when	when	SCONJ
ajfa-5485	115	11	using	use	VERB
ajfa-5485	115	12	the	the	DET
ajfa-5485	115	13	third	third	ADJ
ajfa-5485	115	14	cut	cut	NOUN
ajfa-5485	115	15	-	-	PUNCT
ajfa-5485	115	16	off	off	ADP
ajfa-5485	115	17	vale	vale	NOUN
ajfa-5485	115	18	for	for	ADP
ajfa-5485	115	19	svc	svc	PROPN
ajfa-5485	115	20	and	and	CCONJ
ajfa-5485	115	21	svr	svr	PROPN
ajfa-5485	115	22	.	.	PUNCT
ajfa-5485	116	1	the	the	DET
ajfa-5485	116	2	principle	principle	NOUN
ajfa-5485	116	3	for	for	ADP
ajfa-5485	116	4	this	this	DET
ajfa-5485	116	5	combination	combination	NOUN
ajfa-5485	116	6	is	be	AUX
ajfa-5485	116	7	that	that	SCONJ
ajfa-5485	116	8	only	only	ADV
ajfa-5485	116	9	the	the	DET
ajfa-5485	116	10	instance	instance	NOUN
ajfa-5485	116	11	classified	classify	VERB
ajfa-5485	116	12	into	into	ADP
ajfa-5485	116	13	same	same	ADJ
ajfa-5485	116	14	group	group	NOUN
ajfa-5485	116	15	basing	base	VERB
ajfa-5485	116	16	on	on	ADP
ajfa-5485	116	17	svc	svc	PROPN
ajfa-5485	116	18	and	and	CCONJ
ajfa-5485	116	19	svr	svr	PROPN
ajfa-5485	116	20	results	result	NOUN
ajfa-5485	116	21	are	be	AUX
ajfa-5485	116	22	counted	count	VERB
ajfa-5485	116	23	,	,	PUNCT
ajfa-5485	116	24	and	and	CCONJ
ajfa-5485	116	25	then	then	ADV
ajfa-5485	116	26	the	the	DET
ajfa-5485	116	27	prediction	prediction	NOUN
ajfa-5485	116	28	accuracy	accuracy	NOUN
ajfa-5485	116	29	are	be	AUX
ajfa-5485	116	30	calculated	calculate	VERB
ajfa-5485	116	31	basing	base	VERB
ajfa-5485	116	32	on	on	ADP
ajfa-5485	116	33	the	the	DET
ajfa-5485	116	34	percentage	percentage	NOUN
ajfa-5485	116	35	of	of	ADP
ajfa-5485	116	36	instances	instance	NOUN
ajfa-5485	116	37	being	be	AUX
ajfa-5485	116	38	correctly	correctly	ADV
ajfa-5485	116	39	classified	classify	VERB
ajfa-5485	116	40	by	by	ADP
ajfa-5485	116	41	svc	svc	PROPN
ajfa-5485	116	42	and	and	CCONJ
ajfa-5485	116	43	svr	svr	PROPN
ajfa-5485	116	44	.	.	PROPN
ajfa-5485	116	45	figure	figure	NOUN
ajfa-5485	116	46	6	6	NUM
ajfa-5485	116	47	.	.	PUNCT
ajfa-5485	116	48	combined	combine	VERB
ajfa-5485	116	49	using	use	VERB
ajfa-5485	116	50	svc	svc	PROPN
ajfa-5485	116	51	and	and	CCONJ
ajfa-5485	116	52	svr	svr	PROPN
ajfa-5485	116	53	improves	improve	VERB
ajfa-5485	116	54	the	the	DET
ajfa-5485	116	55	prediction	prediction	NOUN
ajfa-5485	116	56	accuracy	accuracy	NOUN
ajfa-5485	116	57	for	for	ADP
ajfa-5485	116	58	the	the	DET
ajfa-5485	116	59	moving	move	VERB
ajfa-5485	116	60	trend	trend	NOUN
ajfa-5485	116	61	of	of	ADP
ajfa-5485	116	62	goog	goog	PROPN
ajfa-5485	116	63	stock	stock	NOUN
ajfa-5485	116	64	price	price	NOUN
ajfa-5485	116	65	.	.	PUNCT
ajfa-5485	117	1	columns	column	NOUN
ajfa-5485	117	2	represent	represent	VERB
ajfa-5485	117	3	the	the	DET
ajfa-5485	117	4	prediction	prediction	NOUN
ajfa-5485	117	5	accuracy	accuracy	NOUN
ajfa-5485	117	6	for	for	ADP
ajfa-5485	117	7	the	the	DET
ajfa-5485	117	8	test	test	NOUN
ajfa-5485	117	9	sets	set	NOUN
ajfa-5485	117	10	.	.	PUNCT
ajfa-5485	118	1	(	(	PUNCT
ajfa-5485	118	2	a	a	X
ajfa-5485	118	3	)	)	PUNCT
ajfa-5485	118	4	combined	combine	VERB
ajfa-5485	118	5	analysis	analysis	NOUN
ajfa-5485	118	6	of	of	ADP
ajfa-5485	118	7	the	the	DET
ajfa-5485	118	8	prediction	prediction	NOUN
ajfa-5485	118	9	results	result	NOUN
ajfa-5485	118	10	that	that	PRON
ajfa-5485	118	11	were	be	AUX
ajfa-5485	118	12	obtained	obtain	VERB
ajfa-5485	118	13	using	use	VERB
ajfa-5485	118	14	the	the	DET
ajfa-5485	118	15	second	second	ADJ
ajfa-5485	118	16	cut	cut	VERB
ajfa-5485	118	17	-	-	PUNCT
ajfa-5485	118	18	off	off	ADP
ajfa-5485	118	19	vale	vale	NOUN
ajfa-5485	118	20	for	for	ADP
ajfa-5485	118	21	svc	svc	PROPN
ajfa-5485	118	22	(	(	PUNCT
ajfa-5485	118	23	>	>	X
ajfa-5485	118	24	0.61	0.61	NUM
ajfa-5485	118	25	or	or	CCONJ
ajfa-5485	118	26	<	<	X
ajfa-5485	118	27	0.4	0.4	NUM
ajfa-5485	118	28	)	)	PUNCT
ajfa-5485	118	29	and	and	CCONJ
ajfa-5485	118	30	svr	svr	PROPN
ajfa-5485	118	31	(	(	PUNCT
ajfa-5485	118	32	>	>	X
ajfa-5485	118	33	0.4	0.4	NUM
ajfa-5485	118	34	or	or	CCONJ
ajfa-5485	118	35	<	<	X
ajfa-5485	118	36	-0.4	-0.4	NUM
ajfa-5485	118	37	)	)	PUNCT
ajfa-5485	118	38	.	.	PUNCT
ajfa-5485	119	1	(	(	PUNCT
ajfa-5485	119	2	b	b	X
ajfa-5485	119	3	)	)	PUNCT
ajfa-5485	119	4	combined	combine	VERB
ajfa-5485	119	5	results	result	NOUN
ajfa-5485	119	6	that	that	PRON
ajfa-5485	119	7	were	be	AUX
ajfa-5485	119	8	obtained	obtain	VERB
ajfa-5485	119	9	using	use	VERB
ajfa-5485	119	10	the	the	DET
ajfa-5485	119	11	third	third	ADJ
ajfa-5485	119	12	cut	cut	NOUN
ajfa-5485	119	13	-	-	PUNCT
ajfa-5485	119	14	off	off	ADP
ajfa-5485	119	15	vale	vale	NOUN
ajfa-5485	119	16	for	for	ADP
ajfa-5485	119	17	svc	svc	PROPN
ajfa-5485	119	18	(	(	PUNCT
ajfa-5485	119	19	>	>	X
ajfa-5485	119	20	0.62	0.62	NUM
ajfa-5485	119	21	or	or	CCONJ
ajfa-5485	119	22	<	<	X
ajfa-5485	119	23	0.4	0.4	NUM
ajfa-5485	119	24	)	)	PUNCT
ajfa-5485	119	25	and	and	CCONJ
ajfa-5485	119	26	svr	svr	PROPN
ajfa-5485	119	27	(	(	PUNCT
ajfa-5485	119	28	>	>	X
ajfa-5485	119	29	0.6	0.6	NUM
ajfa-5485	119	30	or	or	CCONJ
ajfa-5485	119	31	<	<	X
ajfa-5485	119	32	-0.6	-0.6	X
ajfa-5485	119	33	)	)	PUNCT
ajfa-5485	119	34	.	.	PUNCT
ajfa-5485	120	1	5	5	X
ajfa-5485	120	2	.	.	X
ajfa-5485	120	3	summary	summary	NOUN
ajfa-5485	120	4	using	use	VERB
ajfa-5485	120	5	the	the	DET
ajfa-5485	120	6	stock	stock	NOUN
ajfa-5485	120	7	of	of	ADP
ajfa-5485	120	8	google	google	PROPN
ajfa-5485	120	9	inc	inc	PROPN
ajfa-5485	120	10	.	.	PROPN
ajfa-5485	121	1	as	as	ADP
ajfa-5485	121	2	an	an	DET
ajfa-5485	121	3	example	example	NOUN
ajfa-5485	121	4	,	,	PUNCT
ajfa-5485	121	5	in	in	ADP
ajfa-5485	121	6	this	this	DET
ajfa-5485	121	7	study	study	NOUN
ajfa-5485	121	8	we	we	PRON
ajfa-5485	121	9	tested	test	VERB
ajfa-5485	121	10	the	the	DET
ajfa-5485	121	11	potential	potential	ADJ
ajfa-5485	121	12	application	application	NOUN
ajfa-5485	121	13	of	of	ADP
ajfa-5485	121	14	the	the	DET
ajfa-5485	121	15	moving	move	VERB
ajfa-5485	121	16	trends	trend	NOUN
ajfa-5485	121	17	of	of	ADP
ajfa-5485	121	18	the	the	DET
ajfa-5485	121	19	stock	stock	NOUN
ajfa-5485	121	20	transaction	transaction	NOUN
ajfa-5485	121	21	data	datum	NOUN
ajfa-5485	121	22	in	in	ADP
ajfa-5485	121	23	the	the	DET
ajfa-5485	121	24	forecasting	forecasting	NOUN
ajfa-5485	121	25	the	the	DET
ajfa-5485	121	26	movement	movement	NOUN
ajfa-5485	121	27	direction	direction	NOUN
ajfa-5485	121	28	of	of	ADP
ajfa-5485	121	29	stock	stock	NOUN
ajfa-5485	121	30	price	price	NOUN
ajfa-5485	121	31	with	with	ADP
ajfa-5485	121	32	svc	svc	PROPN
ajfa-5485	121	33	and	and	CCONJ
ajfa-5485	121	34	svr	svr	PROPN
ajfa-5485	121	35	methods	method	NOUN
ajfa-5485	121	36	.	.	PUNCT
ajfa-5485	122	1	our	our	PRON
ajfa-5485	122	2	results	result	NOUN
ajfa-5485	122	3	indicate	indicate	VERB
ajfa-5485	122	4	that	that	SCONJ
ajfa-5485	122	5	the	the	DET
ajfa-5485	122	6	moving	move	VERB
ajfa-5485	122	7	trends	trend	NOUN
ajfa-5485	122	8	of	of	ADP
ajfa-5485	122	9	transaction	transaction	NOUN
ajfa-5485	122	10	data	datum	NOUN
ajfa-5485	122	11	within	within	ADP
ajfa-5485	122	12	30	30	NUM
ajfa-5485	122	13	trading	trading	NOUN
ajfa-5485	122	14	days	day	NOUN
ajfa-5485	122	15	have	have	VERB
ajfa-5485	122	16	the	the	DET
ajfa-5485	122	17	best	good	ADJ
ajfa-5485	122	18	prediction	prediction	NOUN
ajfa-5485	122	19	accuracy	accuracy	NOUN
ajfa-5485	122	20	of	of	ADP
ajfa-5485	122	21	the	the	DET
ajfa-5485	122	22	stock	stock	NOUN
ajfa-5485	122	23	price	price	NOUN
ajfa-5485	122	24	in	in	ADP
ajfa-5485	122	25	both	both	DET
ajfa-5485	122	26	methods	method	NOUN
ajfa-5485	122	27	,	,	PUNCT
ajfa-5485	122	28	and	and	CCONJ
ajfa-5485	122	29	combination	combination	NOUN
ajfa-5485	122	30	of	of	ADP
ajfa-5485	122	31	these	these	DET
ajfa-5485	122	32	two	two	NUM
ajfa-5485	122	33	methods	method	NOUN
ajfa-5485	122	34	improves	improve	VERB
ajfa-5485	122	35	the	the	DET
ajfa-5485	122	36	prediction	prediction	NOUN
ajfa-5485	122	37	performance	performance	NOUN
ajfa-5485	122	38	.	.	PUNCT
ajfa-5485	123	1	the	the	DET
ajfa-5485	123	2	moving	move	VERB
ajfa-5485	123	3	trends	trend	NOUN
ajfa-5485	123	4	within	within	ADP
ajfa-5485	123	5	short	short	ADJ
ajfa-5485	123	6	period	period	NOUN
ajfa-5485	123	7	are	be	AUX
ajfa-5485	123	8	apt	apt	ADJ
ajfa-5485	123	9	to	to	PART
ajfa-5485	123	10	be	be	AUX
ajfa-5485	123	11	affected	affect	VERB
ajfa-5485	123	12	by	by	ADP
ajfa-5485	123	13	various	various	ADJ
ajfa-5485	123	14	random	random	ADJ
ajfa-5485	123	15	events	event	NOUN
ajfa-5485	123	16	,	,	PUNCT
ajfa-5485	123	17	which	which	PRON
ajfa-5485	123	18	may	may	AUX
ajfa-5485	123	19	explain	explain	VERB
ajfa-5485	123	20	our	our	PRON
ajfa-5485	123	21	findings	finding	NOUN
ajfa-5485	123	22	that	that	SCONJ
ajfa-5485	123	23	moving	move	VERB
ajfa-5485	123	24	trends	trend	NOUN
ajfa-5485	123	25	within	within	ADP
ajfa-5485	123	26	≤15	≤15	NOUN
ajfa-5485	123	27	trading	trading	NOUN
ajfa-5485	123	28	days	day	NOUN
ajfa-5485	123	29	failed	fail	VERB
ajfa-5485	123	30	to	to	PART
ajfa-5485	123	31	well	well	ADV
ajfa-5485	123	32	predict	predict	VERB
ajfa-5485	123	33	the	the	DET
ajfa-5485	123	34	moving	move	VERB
ajfa-5485	123	35	direction	direction	NOUN
ajfa-5485	123	36	of	of	ADP
ajfa-5485	123	37	the	the	DET
ajfa-5485	123	38	stock	stock	NOUN
ajfa-5485	123	39	price	price	NOUN
ajfa-5485	123	40	.	.	PUNCT
ajfa-5485	124	1	however	however	ADV
ajfa-5485	124	2	,	,	PUNCT
ajfa-5485	124	3	this	this	PRON
ajfa-5485	124	4	does	do	AUX
ajfa-5485	124	5	not	not	PART
ajfa-5485	124	6	mean	mean	VERB
ajfa-5485	124	7	that	that	SCONJ
ajfa-5485	124	8	moving	move	VERB
ajfa-5485	124	9	trends	trend	NOUN
ajfa-5485	124	10	>	>	PUNCT
ajfa-5485	124	11	15	15	NUM
ajfa-5485	124	12	trading	trading	NOUN
ajfa-5485	124	13	days	day	NOUN
ajfa-5485	124	14	will	will	AUX
ajfa-5485	124	15	always	always	ADV
ajfa-5485	124	16	be	be	AUX
ajfa-5485	124	17	good	good	ADJ
ajfa-5485	124	18	for	for	ADP
ajfa-5485	124	19	stock	stock	NOUN
ajfa-5485	124	20	price	price	NOUN
ajfa-5485	124	21	prediction	prediction	NOUN
ajfa-5485	124	22	,	,	PUNCT
ajfa-5485	124	23	as	as	SCONJ
ajfa-5485	124	24	we	we	PRON
ajfa-5485	124	25	also	also	ADV
ajfa-5485	124	26	found	find	VERB
ajfa-5485	124	27	that	that	SCONJ
ajfa-5485	124	28	the	the	DET
ajfa-5485	124	29	trends	trend	NOUN
ajfa-5485	124	30	within	within	ADP
ajfa-5485	124	31	45	45	NUM
ajfa-5485	124	32	trading	trading	NOUN
ajfa-5485	124	33	days	day	NOUN
ajfa-5485	124	34	had	have	VERB
ajfa-5485	124	35	the	the	DET
ajfa-5485	124	36	similar	similar	ADJ
ajfa-5485	124	37	prediction	prediction	NOUN
ajfa-5485	124	38	performance	performance	NOUN
ajfa-5485	124	39	as	as	ADP
ajfa-5485	124	40	that	that	PRON
ajfa-5485	124	41	within	within	ADP
ajfa-5485	124	42	15	15	NUM
ajfa-5485	124	43	trading	trading	NOUN
ajfa-5485	124	44	days	day	NOUN
ajfa-5485	124	45	.	.	PUNCT
ajfa-5485	125	1	prediction	prediction	NOUN
ajfa-5485	125	2	using	use	VERB
ajfa-5485	125	3	the	the	DET
ajfa-5485	125	4	trends	trend	NOUN
ajfa-5485	125	5	within	within	ADP
ajfa-5485	125	6	>	>	NUM
ajfa-5485	125	7	45	45	NUM
ajfa-5485	125	8	trading	trading	NOUN
ajfa-5485	125	9	days	day	NOUN
ajfa-5485	125	10	(	(	PUNCT
ajfa-5485	125	11	such	such	ADJ
ajfa-5485	125	12	as	as	ADP
ajfa-5485	125	13	60	60	NUM
ajfa-5485	125	14	and	and	CCONJ
ajfa-5485	125	15	75	75	NUM
ajfa-5485	125	16	trading	trading	NOUN
ajfa-5485	125	17	days	day	NOUN
ajfa-5485	125	18	)	)	PUNCT
ajfa-5485	125	19	failed	fail	VERB
ajfa-5485	125	20	to	to	PART
ajfa-5485	125	21	improve	improve	VERB
ajfa-5485	125	22	the	the	DET
ajfa-5485	125	23	performance	performance	NOUN
ajfa-5485	125	24	either	either	ADV
ajfa-5485	125	25	(	(	PUNCT
ajfa-5485	125	26	data	datum	NOUN
ajfa-5485	125	27	not	not	PART
ajfa-5485	125	28	shown	show	VERB
ajfa-5485	125	29	)	)	PUNCT
ajfa-5485	125	30	.	.	PUNCT
ajfa-5485	126	1	these	these	DET
ajfa-5485	126	2	results	result	NOUN
ajfa-5485	126	3	indicated	indicate	VERB
ajfa-5485	126	4	that	that	SCONJ
ajfa-5485	126	5	moving	move	VERB
ajfa-5485	126	6	trends	trend	NOUN
ajfa-5485	126	7	asian	asian	ADJ
ajfa-5485	126	8	journal	journal	NOUN
ajfa-5485	126	9	of	of	ADP
ajfa-5485	126	10	finance	finance	PROPN
ajfa-5485	126	11	&	&	CCONJ
ajfa-5485	126	12	accounting	accounting	PROPN
ajfa-5485	126	13	issn	issn	PROPN
ajfa-5485	126	14	1946	1946	NUM
ajfa-5485	126	15	-	-	PUNCT
ajfa-5485	126	16	052x	052x	PROPN
ajfa-5485	126	17	2014	2014	NUM
ajfa-5485	126	18	,	,	PUNCT
ajfa-5485	126	19	vol	vol	NOUN
ajfa-5485	126	20	.	.	PROPN
ajfa-5485	126	21	6	6	NUM
ajfa-5485	126	22	,	,	PUNCT
ajfa-5485	126	23	no	no	INTJ
ajfa-5485	126	24	.	.	NOUN
ajfa-5485	126	25	1	1	NUM
ajfa-5485	126	26	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-5485	126	27	335	335	NUM
ajfa-5485	126	28	of	of	ADP
ajfa-5485	126	29	stock	stock	NOUN
ajfa-5485	126	30	transaction	transaction	NOUN
ajfa-5485	126	31	data	datum	NOUN
ajfa-5485	126	32	within	within	ADP
ajfa-5485	126	33	a	a	DET
ajfa-5485	126	34	certain	certain	ADJ
ajfa-5485	126	35	time	time	NOUN
ajfa-5485	126	36	period	period	NOUN
ajfa-5485	126	37	have	have	VERB
ajfa-5485	126	38	good	good	ADJ
ajfa-5485	126	39	inertia	inertia	NOUN
ajfa-5485	126	40	and	and	CCONJ
ajfa-5485	126	41	are	be	AUX
ajfa-5485	126	42	thus	thus	ADV
ajfa-5485	126	43	useful	useful	ADJ
ajfa-5485	126	44	for	for	ADP
ajfa-5485	126	45	forecasting	forecast	VERB
ajfa-5485	126	46	the	the	DET
ajfa-5485	126	47	moving	move	VERB
ajfa-5485	126	48	direction	direction	NOUN
ajfa-5485	126	49	of	of	ADP
ajfa-5485	126	50	stock	stock	NOUN
ajfa-5485	126	51	price	price	NOUN
ajfa-5485	126	52	.	.	PUNCT
ajfa-5485	127	1	references	reference	NOUN
ajfa-5485	127	2	abu	abu	PROPN
ajfa-5485	127	3	-	-	PUNCT
ajfa-5485	127	4	mostafa	mostafa	PROPN
ajfa-5485	127	5	,	,	PUNCT
ajfa-5485	127	6	y.	y.	PROPN
ajfa-5485	127	7	s.	s.	PROPN
ajfa-5485	127	8	,	,	PUNCT
ajfa-5485	127	9	&	&	CCONJ
ajfa-5485	127	10	atiya	atiya	PROPN
ajfa-5485	127	11	,	,	PUNCT
ajfa-5485	127	12	a.	a.	PROPN
ajfa-5485	127	13	f.	f.	PROPN
ajfa-5485	127	14	(	(	PUNCT
ajfa-5485	127	15	1996	1996	NUM
ajfa-5485	127	16	)	)	PUNCT
ajfa-5485	127	17	.	.	PUNCT
ajfa-5485	128	1	introduction	introduction	NOUN
ajfa-5485	128	2	to	to	ADP
ajfa-5485	128	3	financial	financial	ADJ
ajfa-5485	128	4	forecasting	forecasting	NOUN
ajfa-5485	128	5	.	.	PUNCT
ajfa-5485	129	1	applied	apply	VERB
ajfa-5485	129	2	intelligence	intelligence	NOUN
ajfa-5485	129	3	,	,	PUNCT
ajfa-5485	129	4	6	6	NUM
ajfa-5485	129	5	,	,	PUNCT
ajfa-5485	129	6	205	205	NUM
ajfa-5485	129	7	-	-	SYM
ajfa-5485	129	8	213	213	NUM
ajfa-5485	129	9	.	.	PUNCT
ajfa-5485	130	1	http://dx.doi.org/10.1007/bf00126626	http://dx.doi.org/10.1007/bf00126626	PROPN
ajfa-5485	130	2	chang	chang	PROPN
ajfa-5485	130	3	,	,	PUNCT
ajfa-5485	130	4	c.	c.	PROPN
ajfa-5485	130	5	and	and	CCONJ
ajfa-5485	130	6	lin	lin	PROPN
ajfa-5485	130	7	c.	c.	PROPN
ajfa-5485	130	8	(	(	PUNCT
ajfa-5485	130	9	2011	2011	NUM
ajfa-5485	130	10	)	)	PUNCT
ajfa-5485	130	11	.	.	PUNCT
ajfa-5485	131	1	libsvm	libsvm	VERB
ajfa-5485	131	2	:	:	PUNCT
ajfa-5485	131	3	a	a	DET
ajfa-5485	131	4	library	library	NOUN
ajfa-5485	131	5	for	for	ADP
ajfa-5485	131	6	support	support	NOUN
ajfa-5485	131	7	vector	vector	NOUN
ajfa-5485	131	8	machines	machine	NOUN
ajfa-5485	131	9	.	.	PUNCT
ajfa-5485	132	1	acm	acm	PROPN
ajfa-5485	132	2	transactions	transaction	NOUN
ajfa-5485	132	3	on	on	ADP
ajfa-5485	132	4	intelligent	intelligent	ADJ
ajfa-5485	132	5	systems	system	NOUN
ajfa-5485	132	6	and	and	CCONJ
ajfa-5485	132	7	technology	technology	NOUN
ajfa-5485	132	8	,	,	PUNCT
ajfa-5485	132	9	2	2	NUM
ajfa-5485	132	10	,	,	PUNCT
ajfa-5485	132	11	1	1	NUM
ajfa-5485	132	12	-	-	SYM
ajfa-5485	132	13	27	27	NUM
ajfa-5485	132	14	.	.	PUNCT
ajfa-5485	133	1	http://dx.doi.org/10.1145/1961189.1961199	http://dx.doi.org/10.1145/1961189.1961199	PROPN
ajfa-5485	133	2	chen	chen	PROPN
ajfa-5485	133	3	,	,	PUNCT
ajfa-5485	133	4	wun	wun	PROPN
ajfa-5485	133	5	hua	hua	PROPN
ajfa-5485	133	6	,	,	PUNCT
ajfa-5485	133	7	shih	shih	PROPN
ajfa-5485	133	8	,	,	PUNCT
ajfa-5485	133	9	jen	jen	PROPN
ajfa-5485	133	10	ying	ying	PROPN
ajfa-5485	133	11	,	,	PUNCT
ajfa-5485	133	12	&	&	CCONJ
ajfa-5485	133	13	wu	wu	PROPN
ajfa-5485	133	14	,	,	PUNCT
ajfa-5485	133	15	soushan	soushan	ADV
ajfa-5485	133	16	.	.	PUNCT
ajfa-5485	133	17	(	(	PUNCT
ajfa-5485	133	18	2006	2006	NUM
ajfa-5485	133	19	)	)	PUNCT
ajfa-5485	133	20	.	.	PUNCT
ajfa-5485	134	1	comparison	comparison	NOUN
ajfa-5485	134	2	of	of	ADP
ajfa-5485	134	3	support	support	NOUN
ajfa-5485	134	4	-	-	PUNCT
ajfa-5485	134	5	vector	vector	NOUN
ajfa-5485	134	6	machines	machine	NOUN
ajfa-5485	134	7	and	and	CCONJ
ajfa-5485	134	8	back	back	ADJ
ajfa-5485	134	9	propagation	propagation	NOUN
ajfa-5485	134	10	neural	neural	ADJ
ajfa-5485	134	11	networks	network	NOUN
ajfa-5485	134	12	in	in	ADP
ajfa-5485	134	13	forecasting	forecast	VERB
ajfa-5485	134	14	the	the	DET
ajfa-5485	134	15	six	six	NUM
ajfa-5485	134	16	major	major	ADJ
ajfa-5485	134	17	asian	asian	ADJ
ajfa-5485	134	18	stock	stock	NOUN
ajfa-5485	134	19	markets	market	NOUN
ajfa-5485	134	20	.	.	PUNCT
ajfa-5485	135	1	international	international	ADJ
ajfa-5485	135	2	journal	journal	PROPN
ajfa-5485	135	3	of	of	ADP
ajfa-5485	135	4	electronic	electronic	ADJ
ajfa-5485	135	5	finance	finance	NOUN
ajfa-5485	135	6	,	,	PUNCT
ajfa-5485	135	7	1	1	NUM
ajfa-5485	135	8	,	,	PUNCT
ajfa-5485	135	9	49	49	NUM
ajfa-5485	135	10	-	-	SYM
ajfa-5485	135	11	67	67	NUM
ajfa-5485	135	12	.	.	PUNCT
ajfa-5485	136	1	http://dx.doi.org/10.1504/ijef.2006.008837	http://dx.doi.org/10.1504/ijef.2006.008837	NOUN
ajfa-5485	136	2	corwin	corwin	PROPN
ajfa-5485	136	3	,	,	PUNCT
ajfa-5485	136	4	shane	shane	PROPN
ajfa-5485	136	5	a.	a.	PROPN
ajfa-5485	136	6	and	and	CCONJ
ajfa-5485	136	7	schultz	schultz	PROPN
ajfa-5485	136	8	,	,	PUNCT
ajfa-5485	136	9	paul	paul	PROPN
ajfa-5485	136	10	.	.	PUNCT
ajfa-5485	136	11	(	(	PUNCT
ajfa-5485	136	12	2012	2012	NUM
ajfa-5485	136	13	)	)	PUNCT
ajfa-5485	136	14	.	.	PUNCT
ajfa-5485	137	1	a	a	DET
ajfa-5485	137	2	simple	simple	ADJ
ajfa-5485	137	3	way	way	NOUN
ajfa-5485	137	4	to	to	PART
ajfa-5485	137	5	estimate	estimate	VERB
ajfa-5485	137	6	bid	bid	NOUN
ajfa-5485	137	7	-	-	PUNCT
ajfa-5485	137	8	ask	ask	VERB
ajfa-5485	137	9	spreads	spread	NOUN
ajfa-5485	137	10	from	from	ADP
ajfa-5485	137	11	daily	daily	ADJ
ajfa-5485	137	12	high	high	ADJ
ajfa-5485	137	13	and	and	CCONJ
ajfa-5485	137	14	low	low	ADJ
ajfa-5485	137	15	prices	price	NOUN
ajfa-5485	137	16	.	.	PUNCT
ajfa-5485	138	1	the	the	DET
ajfa-5485	138	2	journal	journal	PROPN
ajfa-5485	138	3	of	of	ADP
ajfa-5485	138	4	finance	finance	NOUN
ajfa-5485	138	5	,	,	PUNCT
ajfa-5485	138	6	67	67	NUM
ajfa-5485	138	7	,	,	PUNCT
ajfa-5485	138	8	719	719	NUM
ajfa-5485	138	9	-	-	SYM
ajfa-5485	138	10	760	760	NUM
ajfa-5485	138	11	.	.	PUNCT
ajfa-5485	138	12	http://dx.doi.org/10.1111/j.1540-6261.2012.01729.x	http://dx.doi.org/10.1111/j.1540-6261.2012.01729.x	PROPN
ajfa-5485	138	13	fiess	fiess	PROPN
ajfa-5485	138	14	,	,	PUNCT
ajfa-5485	138	15	norbert	norbert	PROPN
ajfa-5485	138	16	m.	m.	PROPN
ajfa-5485	138	17	,	,	PUNCT
ajfa-5485	138	18	&	&	CCONJ
ajfa-5485	138	19	macdonald	macdonald	PROPN
ajfa-5485	138	20	,	,	PUNCT
ajfa-5485	138	21	ronald	ronald	PROPN
ajfa-5485	138	22	.	.	PUNCT
ajfa-5485	139	1	(	(	PUNCT
ajfa-5485	139	2	2002	2002	NUM
ajfa-5485	139	3	)	)	PUNCT
ajfa-5485	139	4	.	.	PUNCT
ajfa-5485	140	1	towards	towards	ADP
ajfa-5485	140	2	the	the	DET
ajfa-5485	140	3	fundamentals	fundamental	NOUN
ajfa-5485	140	4	of	of	ADP
ajfa-5485	140	5	technical	technical	ADJ
ajfa-5485	140	6	analysis	analysis	NOUN
ajfa-5485	140	7	:	:	PUNCT
ajfa-5485	140	8	analysing	analyse	VERB
ajfa-5485	140	9	the	the	DET
ajfa-5485	140	10	information	information	NOUN
ajfa-5485	140	11	content	content	NOUN
ajfa-5485	140	12	of	of	ADP
ajfa-5485	140	13	high	high	ADJ
ajfa-5485	140	14	,	,	PUNCT
ajfa-5485	140	15	low	low	ADJ
ajfa-5485	140	16	and	and	CCONJ
ajfa-5485	140	17	close	close	ADJ
ajfa-5485	140	18	prices	price	NOUN
ajfa-5485	140	19	.	.	PUNCT
ajfa-5485	141	1	economic	economic	ADJ
ajfa-5485	141	2	modelling	modelling	NOUN
ajfa-5485	141	3	,	,	PUNCT
ajfa-5485	141	4	19	19	NUM
ajfa-5485	141	5	,	,	PUNCT
ajfa-5485	141	6	353	353	NUM
ajfa-5485	141	7	-	-	SYM
ajfa-5485	141	8	374	374	NUM
ajfa-5485	141	9	.	.	PUNCT
ajfa-5485	142	1	http://www.sciencedirect.com/science/article/pii/s0264999301000670	http://www.sciencedirect.com/science/article/pii/s0264999301000670	PROPN
ajfa-5485	142	2	fuertes	fuertes	PROPN
ajfa-5485	142	3	,	,	PUNCT
ajfa-5485	142	4	ana	ana	PROPN
ajfa-5485	142	5	maria	maria	PROPN
ajfa-5485	142	6	,	,	PUNCT
ajfa-5485	142	7	&	&	CCONJ
ajfa-5485	142	8	olmo	olmo	PROPN
ajfa-5485	142	9	,	,	PUNCT
ajfa-5485	142	10	jose	jose	PROPN
ajfa-5485	142	11	.	.	PUNCT
ajfa-5485	143	1	(	(	PUNCT
ajfa-5485	143	2	2013	2013	NUM
ajfa-5485	143	3	)	)	PUNCT
ajfa-5485	143	4	.	.	PUNCT
ajfa-5485	144	1	optimally	optimally	ADV
ajfa-5485	144	2	harnessing	harness	VERB
ajfa-5485	144	3	inter	inter	ADJ
ajfa-5485	144	4	-	-	NOUN
ajfa-5485	144	5	day	day	NOUN
ajfa-5485	144	6	and	and	CCONJ
ajfa-5485	144	7	intra	intra	ADJ
ajfa-5485	144	8	-	-	ADJ
ajfa-5485	144	9	day	day	ADJ
ajfa-5485	144	10	information	information	NOUN
ajfa-5485	144	11	for	for	ADP
ajfa-5485	144	12	daily	daily	ADJ
ajfa-5485	144	13	value	value	NOUN
ajfa-5485	144	14	-	-	PUNCT
ajfa-5485	144	15	at	at	ADP
ajfa-5485	144	16	-	-	PUNCT
ajfa-5485	144	17	risk	risk	NOUN
ajfa-5485	144	18	prediction	prediction	NOUN
ajfa-5485	144	19	.	.	PUNCT
ajfa-5485	145	1	international	international	ADJ
ajfa-5485	145	2	journal	journal	PROPN
ajfa-5485	145	3	of	of	ADP
ajfa-5485	145	4	forecasting	forecasting	NOUN
ajfa-5485	145	5	,	,	PUNCT
ajfa-5485	145	6	29	29	NUM
ajfa-5485	145	7	,	,	PUNCT
ajfa-5485	145	8	28	28	NUM
ajfa-5485	145	9	-	-	SYM
ajfa-5485	145	10	42	42	NUM
ajfa-5485	145	11	.	.	PUNCT
ajfa-5485	146	1	http://dx.doi.org/10.2139/ssrn.1924237	http://dx.doi.org/10.2139/ssrn.1924237	PROPN
ajfa-5485	146	2	grosan	grosan	ADJ
ajfa-5485	146	3	c	c	PROPN
ajfa-5485	146	4	,	,	PUNCT
ajfa-5485	146	5	&	&	CCONJ
ajfa-5485	146	6	abraham	abraham	PROPN
ajfa-5485	146	7	a.	a.	PROPN
ajfa-5485	146	8	(	(	PUNCT
ajfa-5485	146	9	2006	2006	NUM
ajfa-5485	146	10	)	)	PUNCT
ajfa-5485	146	11	stock	stock	NOUN
ajfa-5485	146	12	market	market	NOUN
ajfa-5485	146	13	modeling	modeling	NOUN
ajfa-5485	146	14	using	use	VERB
ajfa-5485	146	15	genetic	genetic	ADJ
ajfa-5485	146	16	programming	programming	NOUN
ajfa-5485	146	17	ensembles	ensemble	NOUN
ajfa-5485	146	18	.	.	PUNCT
ajfa-5485	147	1	in	in	ADP
ajfa-5485	147	2	:	:	PUNCT
ajfa-5485	147	3	nedjah	nedjah	PROPN
ajfa-5485	147	4	n	n	PROPN
ajfa-5485	147	5	,	,	PUNCT
ajfa-5485	147	6	mourelle	mourelle	PROPN
ajfa-5485	147	7	l	l	PROPN
ajfa-5485	147	8	,	,	PUNCT
ajfa-5485	147	9	abraham	abraham	PROPN
ajfa-5485	147	10	a	a	PRON
ajfa-5485	147	11	,	,	PUNCT
ajfa-5485	147	12	editors	editor	NOUN
ajfa-5485	147	13	.	.	PUNCT
ajfa-5485	148	1	genetic	genetic	ADJ
ajfa-5485	148	2	systems	system	NOUN
ajfa-5485	148	3	programming	programming	NOUN
ajfa-5485	148	4	.	.	PUNCT
ajfa-5485	149	1	13	13	NUM
ajfa-5485	149	2	ed	ed	NOUN
ajfa-5485	149	3	.	.	PROPN
ajfa-5485	149	4	,	,	PUNCT
ajfa-5485	149	5	131	131	NUM
ajfa-5485	149	6	-	-	SYM
ajfa-5485	149	7	46	46	NUM
ajfa-5485	149	8	.	.	PUNCT
ajfa-5485	149	9	springer	springer	PROPN
ajfa-5485	149	10	berlin	berlin	PROPN
ajfa-5485	149	11	heidelberg	heidelberg	PROPN
ajfa-5485	149	12	.	.	PUNCT
ajfa-5485	150	1	http://dx.doi.org/10.1007/3-540-32498-4_6	http://dx.doi.org/10.1007/3-540-32498-4_6	PROPN
ajfa-5485	150	2	hsu	hsu	PROPN
ajfa-5485	150	3	c	c	PROPN
ajfa-5485	150	4	-	-	PUNCT
ajfa-5485	150	5	w	w	PROPN
ajfa-5485	150	6	,	,	PUNCT
ajfa-5485	150	7	chang	chang	PROPN
ajfa-5485	150	8	c	c	PROPN
ajfa-5485	150	9	-	-	PUNCT
ajfa-5485	150	10	c	c	PROPN
ajfa-5485	150	11	,	,	PUNCT
ajfa-5485	150	12	&	&	CCONJ
ajfa-5485	150	13	lin	lin	PROPN
ajfa-5485	150	14	c	c	PROPN
ajfa-5485	150	15	-	-	PUNCT
ajfa-5485	150	16	j.	j.	PROPN
ajfa-5485	150	17	(	(	PUNCT
ajfa-5485	150	18	2005	2005	NUM
ajfa-5485	150	19	)	)	PUNCT
ajfa-5485	150	20	a	a	DET
ajfa-5485	150	21	practical	practical	ADJ
ajfa-5485	150	22	guide	guide	NOUN
ajfa-5485	150	23	to	to	PART
ajfa-5485	150	24	support	support	VERB
ajfa-5485	150	25	vector	vector	NOUN
ajfa-5485	150	26	classication	classication	NOUN
ajfa-5485	150	27	.	.	PUNCT
ajfa-5485	151	1	http://www.csie.ntu.edu.tw/~cjlin	http://www.csie.ntu.edu.tw/~cjlin	PROPN
ajfa-5485	151	2	.	.	PUNCT
ajfa-5485	152	1	kao	kao	PROPN
ajfa-5485	152	2	,	,	PUNCT
ajfa-5485	152	3	ling	ling	PROPN
ajfa-5485	152	4	jing	jing	PROPN
ajfa-5485	152	5	,	,	PUNCT
ajfa-5485	152	6	chiu	chiu	PROPN
ajfa-5485	152	7	,	,	PUNCT
ajfa-5485	152	8	chih	chih	PROPN
ajfa-5485	152	9	chou	chou	PROPN
ajfa-5485	152	10	,	,	PUNCT
ajfa-5485	152	11	lu	lu	PROPN
ajfa-5485	152	12	,	,	PUNCT
ajfa-5485	152	13	chi	chi	PROPN
ajfa-5485	152	14	jie	jie	PROPN
ajfa-5485	152	15	,	,	PUNCT
ajfa-5485	152	16	&	&	CCONJ
ajfa-5485	152	17	yang	yang	PROPN
ajfa-5485	152	18	,	,	PUNCT
ajfa-5485	152	19	jung	jung	PROPN
ajfa-5485	152	20	li	li	PROPN
ajfa-5485	152	21	.	.	PROPN
ajfa-5485	152	22	(	(	PUNCT
ajfa-5485	152	23	2013	2013	NUM
ajfa-5485	152	24	)	)	PUNCT
ajfa-5485	152	25	.	.	PUNCT
ajfa-5485	153	1	integration	integration	NOUN
ajfa-5485	153	2	of	of	ADP
ajfa-5485	153	3	nonlinear	nonlinear	ADJ
ajfa-5485	153	4	independent	independent	ADJ
ajfa-5485	153	5	component	component	NOUN
ajfa-5485	153	6	analysis	analysis	NOUN
ajfa-5485	153	7	and	and	CCONJ
ajfa-5485	153	8	support	support	VERB
ajfa-5485	153	9	vector	vector	NOUN
ajfa-5485	153	10	regression	regression	NOUN
ajfa-5485	153	11	for	for	ADP
ajfa-5485	153	12	stock	stock	NOUN
ajfa-5485	153	13	price	price	NOUN
ajfa-5485	153	14	forecasting	forecasting	NOUN
ajfa-5485	153	15	.	.	PUNCT
ajfa-5485	154	1	neurocomputing	neurocomputing	NOUN
ajfa-5485	154	2	,	,	PUNCT
ajfa-5485	154	3	99	99	NUM
ajfa-5485	154	4	,	,	PUNCT
ajfa-5485	154	5	534	534	NUM
ajfa-5485	154	6	-	-	SYM
ajfa-5485	154	7	542	542	NUM
ajfa-5485	154	8	.	.	PUNCT
ajfa-5485	155	1	http://dx.doi.org/10.1016/j.neucom.2012.06.037	http://dx.doi.org/10.1016/j.neucom.2012.06.037	PROPN
ajfa-5485	155	2	kazem	kazem	PROPN
ajfa-5485	155	3	,	,	PUNCT
ajfa-5485	155	4	ahmad	ahmad	PROPN
ajfa-5485	155	5	,	,	PUNCT
ajfa-5485	155	6	sharifi	sharifi	PROPN
ajfa-5485	155	7	,	,	PUNCT
ajfa-5485	155	8	ebrahim	ebrahim	PROPN
ajfa-5485	155	9	,	,	PUNCT
ajfa-5485	155	10	hussain	hussain	PROPN
ajfa-5485	155	11	,	,	PUNCT
ajfa-5485	155	12	farookh	farookh	ADJ
ajfa-5485	155	13	khadeer	khadeer	NOUN
ajfa-5485	155	14	,	,	PUNCT
ajfa-5485	155	15	saberi	saberi	NOUN
ajfa-5485	155	16	,	,	PUNCT
ajfa-5485	155	17	morteza	morteza	NOUN
ajfa-5485	155	18	,	,	PUNCT
ajfa-5485	155	19	&	&	CCONJ
ajfa-5485	155	20	hussain	hussain	PROPN
ajfa-5485	155	21	,	,	PUNCT
ajfa-5485	155	22	omar	omar	PROPN
ajfa-5485	155	23	khadeer	khadeer	NOUN
ajfa-5485	155	24	.	.	PUNCT
ajfa-5485	156	1	(	(	PUNCT
ajfa-5485	156	2	2013	2013	NUM
ajfa-5485	156	3	)	)	PUNCT
ajfa-5485	156	4	.	.	PUNCT
ajfa-5485	157	1	support	support	NOUN
ajfa-5485	157	2	vector	vector	NOUN
ajfa-5485	157	3	regression	regression	NOUN
ajfa-5485	157	4	with	with	ADP
ajfa-5485	157	5	chaos	chaos	NOUN
ajfa-5485	157	6	-	-	PUNCT
ajfa-5485	157	7	based	base	VERB
ajfa-5485	157	8	firefly	firefly	NOUN
ajfa-5485	157	9	algorithm	algorithm	NOUN
ajfa-5485	157	10	for	for	ADP
ajfa-5485	157	11	stock	stock	NOUN
ajfa-5485	157	12	market	market	NOUN
ajfa-5485	157	13	price	price	NOUN
ajfa-5485	157	14	forecasting	forecasting	NOUN
ajfa-5485	157	15	.	.	PUNCT
ajfa-5485	158	1	applied	apply	VERB
ajfa-5485	158	2	soft	soft	ADJ
ajfa-5485	158	3	computing	computing	NOUN
ajfa-5485	158	4	,	,	PUNCT
ajfa-5485	158	5	13	13	NUM
ajfa-5485	158	6	,	,	PUNCT
ajfa-5485	158	7	947	947	NUM
ajfa-5485	158	8	-	-	SYM
ajfa-5485	158	9	958	958	NUM
ajfa-5485	158	10	.	.	PUNCT
ajfa-5485	159	1	http://dx.doi.org/10.1016/j.asoc.2012.09.024	http://dx.doi.org/10.1016/j.asoc.2012.09.024	ADJ
ajfa-5485	159	2	lildholdt	lildholdt	NOUN
ajfa-5485	159	3	p.	p.	NOUN
ajfa-5485	159	4	(	(	PUNCT
ajfa-5485	159	5	2002	2002	NUM
ajfa-5485	159	6	)	)	PUNCT
ajfa-5485	159	7	.	.	PUNCT
ajfa-5485	160	1	estimation	estimation	NOUN
ajfa-5485	160	2	of	of	ADP
ajfa-5485	160	3	garch	garch	NOUN
ajfa-5485	160	4	models	model	NOUN
ajfa-5485	160	5	based	base	VERB
ajfa-5485	160	6	on	on	ADP
ajfa-5485	160	7	open	open	ADJ
ajfa-5485	160	8	,	,	PUNCT
ajfa-5485	160	9	close	close	ADJ
ajfa-5485	160	10	,	,	PUNCT
ajfa-5485	160	11	high	high	ADJ
ajfa-5485	160	12	,	,	PUNCT
ajfa-5485	160	13	and	and	CCONJ
ajfa-5485	160	14	low	low	ADJ
ajfa-5485	160	15	prices	price	NOUN
ajfa-5485	160	16	.	.	PUNCT
ajfa-5485	161	1	caf	caf	NOUN
ajfa-5485	161	2	,	,	PUNCT
ajfa-5485	161	3	centre	centre	NOUN
ajfa-5485	161	4	for	for	ADP
ajfa-5485	161	5	analytical	analytical	ADJ
ajfa-5485	161	6	finance	finance	NOUN
ajfa-5485	161	7	.	.	PUNCT
ajfa-5485	162	1	murphy	murphy	PROPN
ajfa-5485	162	2	j.	j.	PROPN
ajfa-5485	162	3	j.	j.	PROPN
ajfa-5485	162	4	(	(	PUNCT
ajfa-5485	162	5	1999	1999	NUM
ajfa-5485	162	6	)	)	PUNCT
ajfa-5485	162	7	.	.	PUNCT
ajfa-5485	163	1	technical	technical	ADJ
ajfa-5485	163	2	analysis	analysis	NOUN
ajfa-5485	163	3	of	of	ADP
ajfa-5485	163	4	the	the	DET
ajfa-5485	163	5	financial	financial	ADJ
ajfa-5485	163	6	markets	market	NOUN
ajfa-5485	163	7	:	:	PUNCT
ajfa-5485	163	8	a	a	DET
ajfa-5485	163	9	comprehensive	comprehensive	ADJ
ajfa-5485	163	10	guide	guide	NOUN
ajfa-5485	163	11	to	to	ADP
ajfa-5485	163	12	trading	trading	NOUN
ajfa-5485	163	13	methods	method	NOUN
ajfa-5485	163	14	and	and	CCONJ
ajfa-5485	163	15	applications	application	NOUN
ajfa-5485	163	16	,	,	PUNCT
ajfa-5485	163	17	2	2	NUM
ajfa-5485	163	18	.	.	X
ajfa-5485	163	19	prentice	prentice	PROPN
ajfa-5485	163	20	hall	hall	PROPN
ajfa-5485	163	21	press	press	PROPN
ajfa-5485	163	22	.	.	PUNCT
ajfa-5485	164	1	sapankevych	sapankevych	NOUN
ajfa-5485	164	2	,	,	PUNCT
ajfa-5485	164	3	n.	n.	PROPN
ajfa-5485	164	4	i.	i.	PROPN
ajfa-5485	164	5	,	,	PUNCT
ajfa-5485	164	6	&	&	CCONJ
ajfa-5485	164	7	sankar	sankar	PROPN
ajfa-5485	164	8	,	,	PUNCT
ajfa-5485	164	9	ravi	ravi	PROPN
ajfa-5485	164	10	.	.	PUNCT
ajfa-5485	165	1	(	(	PUNCT
ajfa-5485	165	2	2009	2009	NUM
ajfa-5485	165	3	)	)	PUNCT
ajfa-5485	165	4	.	.	PUNCT
ajfa-5485	166	1	time	time	NOUN
ajfa-5485	166	2	series	series	PROPN
ajfa-5485	166	3	prediction	prediction	NOUN
ajfa-5485	166	4	using	use	VERB
ajfa-5485	166	5	support	support	NOUN
ajfa-5485	166	6	vector	vector	NOUN
ajfa-5485	166	7	machines	machine	NOUN
ajfa-5485	166	8	:	:	PUNCT
ajfa-5485	166	9	a	a	DET
ajfa-5485	166	10	survey	survey	NOUN
ajfa-5485	166	11	.	.	PUNCT
ajfa-5485	167	1	computational	computational	ADJ
ajfa-5485	167	2	intelligence	intelligence	NOUN
ajfa-5485	167	3	magazine	magazine	NOUN
ajfa-5485	167	4	,	,	PUNCT
ajfa-5485	167	5	ieee	ieee	NOUN
ajfa-5485	167	6	,	,	PUNCT
ajfa-5485	167	7	4	4	NUM
ajfa-5485	167	8	,	,	PUNCT
ajfa-5485	167	9	24	24	NUM
ajfa-5485	167	10	-	-	SYM
ajfa-5485	167	11	38	38	NUM
ajfa-5485	167	12	.	.	PUNCT
ajfa-5485	168	1	http://dx.doi.org/10.1109/mci.2009.932254	http://dx.doi.org/10.1109/mci.2009.932254	NUM
ajfa-5485	168	2	asian	asian	ADJ
ajfa-5485	168	3	journal	journal	NOUN
ajfa-5485	168	4	of	of	ADP
ajfa-5485	168	5	finance	finance	PROPN
ajfa-5485	168	6	&	&	CCONJ
ajfa-5485	168	7	accounting	accounting	PROPN
ajfa-5485	168	8	issn	issn	PROPN
ajfa-5485	168	9	1946	1946	NUM
ajfa-5485	168	10	-	-	PUNCT
ajfa-5485	168	11	052x	052x	PROPN
ajfa-5485	168	12	2014	2014	NUM
ajfa-5485	168	13	,	,	PUNCT
ajfa-5485	168	14	vol	vol	NOUN
ajfa-5485	168	15	.	.	PROPN
ajfa-5485	168	16	6	6	NUM
ajfa-5485	168	17	,	,	PUNCT
ajfa-5485	168	18	no	no	INTJ
ajfa-5485	168	19	.	.	NOUN
ajfa-5485	168	20	1	1	NUM
ajfa-5485	168	21	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-5485	168	22	336	336	NUM
ajfa-5485	168	23	turner	turner	NOUN
ajfa-5485	168	24	t.	t.	PROPN
ajfa-5485	168	25	(	(	PUNCT
ajfa-5485	168	26	2007	2007	NUM
ajfa-5485	168	27	)	)	PUNCT
ajfa-5485	168	28	.	.	PUNCT
ajfa-5485	169	1	a	a	DET
ajfa-5485	169	2	beginner	beginner	NOUN
ajfa-5485	169	3	's	's	PART
ajfa-5485	169	4	guide	guide	NOUN
ajfa-5485	169	5	to	to	ADP
ajfa-5485	169	6	day	day	NOUN
ajfa-5485	169	7	trading	trading	NOUN
ajfa-5485	169	8	online	online	NOUN
ajfa-5485	169	9	.	.	PUNCT
ajfa-5485	170	1	adams	adams	PROPN
ajfa-5485	170	2	media	media	PROPN
ajfa-5485	170	3	,	,	PUNCT
ajfa-5485	170	4	2nd	2nd	PROPN
ajfa-5485	170	5	edition	edition	NOUN
ajfa-5485	170	6	.	.	PUNCT
ajfa-5485	171	1	vapnik	vapnik	PROPN
ajfa-5485	171	2	v.	v.	PROPN
ajfa-5485	171	3	(	(	PUNCT
ajfa-5485	171	4	1995	1995	NUM
ajfa-5485	171	5	)	)	PUNCT
ajfa-5485	171	6	.	.	PUNCT
ajfa-5485	172	1	the	the	DET
ajfa-5485	172	2	nature	nature	NOUN
ajfa-5485	172	3	of	of	ADP
ajfa-5485	172	4	statistical	statistical	ADJ
ajfa-5485	172	5	learning	learning	NOUN
ajfa-5485	172	6	theory	theory	NOUN
ajfa-5485	172	7	.	.	PUNCT
ajfa-5485	173	1	springer	springer	PROPN
ajfa-5485	173	2	,	,	PUNCT
ajfa-5485	173	3	n.y	n.y	PROPN
ajfa-5485	173	4	.	.	PROPN
ajfa-5485	173	5	,	,	PUNCT
ajfa-5485	173	6	isbn	isbn	PROPN
ajfa-5485	173	7	0	0	NUM
ajfa-5485	173	8	-	-	SYM
ajfa-5485	173	9	387	387	NUM
ajfa-5485	173	10	-	-	PUNCT
ajfa-5485	173	11	94559	94559	NUM
ajfa-5485	173	12	-	-	SYM
ajfa-5485	173	13	8	8	NUM
ajfa-5485	173	14	.	.	PUNCT
ajfa-5485	174	1	yang	yang	PROPN
ajfa-5485	174	2	h	h	PROPN
ajfa-5485	174	3	,	,	PUNCT
ajfa-5485	174	4	chan	chan	PROPN
ajfa-5485	174	5	l	l	PROPN
ajfa-5485	174	6	,	,	PUNCT
ajfa-5485	174	7	&	&	CCONJ
ajfa-5485	174	8	king	king	PROPN
ajfa-5485	174	9	i.	i.	PROPN
ajfa-5485	174	10	(	(	PUNCT
ajfa-5485	174	11	2002	2002	NUM
ajfa-5485	174	12	)	)	PUNCT
ajfa-5485	174	13	.	.	PUNCT
ajfa-5485	175	1	support	support	NOUN
ajfa-5485	175	2	vector	vector	NOUN
ajfa-5485	175	3	machine	machine	NOUN
ajfa-5485	175	4	regression	regression	NOUN
ajfa-5485	175	5	for	for	ADP
ajfa-5485	175	6	volatile	volatile	ADJ
ajfa-5485	175	7	stock	stock	NOUN
ajfa-5485	175	8	market	market	NOUN
ajfa-5485	175	9	prediction	prediction	NOUN
ajfa-5485	175	10	.	.	PUNCT
ajfa-5485	176	1	in	in	ADP
ajfa-5485	176	2	:	:	PUNCT
ajfa-5485	176	3	yin	yin	PROPN
ajfa-5485	176	4	h	h	NOUN
ajfa-5485	176	5	,	,	PUNCT
ajfa-5485	176	6	allinson	allinson	NOUN
ajfa-5485	176	7	n	n	CCONJ
ajfa-5485	176	8	,	,	PUNCT
ajfa-5485	176	9	freeman	freeman	PROPN
ajfa-5485	176	10	r	r	PROPN
ajfa-5485	176	11	,	,	PUNCT
ajfa-5485	176	12	keane	keane	PROPN
ajfa-5485	176	13	j	j	PROPN
ajfa-5485	176	14	,	,	PUNCT
ajfa-5485	176	15	hubbard	hubbard	PROPN
ajfa-5485	176	16	s	s	NOUN
ajfa-5485	176	17	,	,	PUNCT
ajfa-5485	176	18	editors	editor	NOUN
ajfa-5485	176	19	.	.	PUNCT
ajfa-5485	177	1	intelligent	intelligent	ADJ
ajfa-5485	177	2	data	datum	NOUN
ajfa-5485	177	3	engineering	engineering	NOUN
ajfa-5485	177	4	and	and	CCONJ
ajfa-5485	177	5	automated	automated	ADJ
ajfa-5485	177	6	learning	learning	NOUN
ajfa-5485	177	7	-	-	PUNCT
ajfa-5485	177	8	ideal	ideal	NOUN
ajfa-5485	177	9	2002	2002	NUM
ajfa-5485	177	10	.	.	PUNCT
ajfa-5485	178	1	2412	2412	NUM
ajfa-5485	178	2	ed	ed	NOUN
ajfa-5485	178	3	.	.	PUNCT
ajfa-5485	179	1	springer	springer	PROPN
ajfa-5485	179	2	berlin	berlin	PROPN
ajfa-5485	179	3	heidelberg	heidelberg	PROPN
ajfa-5485	179	4	;	;	PUNCT
ajfa-5485	180	1	p.	p.	NOUN
ajfa-5485	180	2	391	391	NUM
ajfa-5485	180	3	-	-	SYM
ajfa-5485	180	4	6	6	NUM
ajfa-5485	180	5	.	.	PUNCT
ajfa-5485	180	6	yoo	yoo	PROPN
ajfa-5485	180	7	pd	pd	PROPN
ajfa-5485	180	8	,	,	PUNCT
ajfa-5485	180	9	kim	kim	PROPN
ajfa-5485	180	10	mh	mh	PROPN
ajfa-5485	180	11	,	,	PUNCT
ajfa-5485	180	12	&	&	CCONJ
ajfa-5485	180	13	jan	jan	PROPN
ajfa-5485	180	14	t.	t.	PROPN
ajfa-5485	180	15	(	(	PUNCT
ajfa-5485	180	16	2005	2005	NUM
ajfa-5485	180	17	)	)	PUNCT
ajfa-5485	180	18	.	.	PUNCT
ajfa-5485	181	1	proceedings	proceeding	NOUN
ajfa-5485	181	2	of	of	ADP
ajfa-5485	181	3	the	the	DET
ajfa-5485	181	4	2005	2005	NUM
ajfa-5485	181	5	international	international	ADJ
ajfa-5485	181	6	conference	conference	NOUN
ajfa-5485	181	7	on	on	ADP
ajfa-5485	181	8	computational	computational	ADJ
ajfa-5485	181	9	intelligence	intelligence	NOUN
ajfa-5485	181	10	for	for	ADP
ajfa-5485	181	11	modelling	modelling	NOUN
ajfa-5485	181	12	,	,	PUNCT
ajfa-5485	181	13	control	control	NOUN
ajfa-5485	181	14	and	and	CCONJ
ajfa-5485	181	15	automation	automation	NOUN
ajfa-5485	181	16	,	,	PUNCT
ajfa-5485	181	17	and	and	CCONJ
ajfa-5485	181	18	international	international	ADJ
ajfa-5485	181	19	conference	conference	NOUN
ajfa-5485	181	20	on	on	ADP
ajfa-5485	181	21	intelligent	intelligent	ADJ
ajfa-5485	181	22	agents	agent	NOUN
ajfa-5485	181	23	,	,	PUNCT
ajfa-5485	181	24	web	web	NOUN
ajfa-5485	181	25	technologies	technology	NOUN
ajfa-5485	181	26	and	and	CCONJ
ajfa-5485	181	27	internet	internet	NOUN
ajfa-5485	181	28	commerce	commerce	NOUN
ajfa-5485	181	29	(	(	PUNCT
ajfa-5485	181	30	cimca	cimca	PROPN
ajfa-5485	181	31	-	-	PUNCT
ajfa-5485	181	32	iawtic'05	iawtic'05	PROPN
ajfa-5485	181	33	)	)	PUNCT
ajfa-5485	181	34	.	.	PUNCT
ajfa-5485	182	1	zhi	zhi	PROPN
ajfa-5485	182	2	-	-	PUNCT
ajfa-5485	182	3	gang	gang	PROPN
ajfa-5485	182	4	,	,	PUNCT
ajfa-5485	182	5	wang	wang	PROPN
ajfa-5485	182	6	,	,	PUNCT
ajfa-5485	182	7	chi	chi	PROPN
ajfa-5485	182	8	-	-	PUNCT
ajfa-5485	182	9	she	she	PRON
ajfa-5485	182	10	,	,	PUNCT
ajfa-5485	182	11	wang	wang	PROPN
ajfa-5485	182	12	,	,	PUNCT
ajfa-5485	182	13	qing	qing	PROPN
ajfa-5485	182	14	-	-	PUNCT
ajfa-5485	182	15	xia	xia	PROPN
ajfa-5485	182	16	,	,	PUNCT
ajfa-5485	182	17	ma	ma	PROPN
ajfa-5485	182	18	,	,	PUNCT
ajfa-5485	182	19	&	&	CCONJ
ajfa-5485	182	20	yong	yong	PROPN
ajfa-5485	182	21	,	,	PUNCT
ajfa-5485	182	22	hu	hu	PROPN
ajfa-5485	182	23	.	.	PROPN
ajfa-5485	182	24	(	(	PUNCT
ajfa-5485	182	25	2013	2013	NUM
ajfa-5485	182	26	)	)	PUNCT
ajfa-5485	182	27	.	.	PUNCT
ajfa-5485	183	1	the	the	DET
ajfa-5485	183	2	securities	security	NOUN
ajfa-5485	183	3	market	market	NOUN
ajfa-5485	183	4	month	month	NOUN
ajfa-5485	183	5	k	k	PROPN
ajfa-5485	183	6	line	line	PROPN
ajfa-5485	183	7	forecast	forecast	NOUN
ajfa-5485	183	8	based	base	VERB
ajfa-5485	183	9	on	on	ADP
ajfa-5485	183	10	svc	svc	PROPN
ajfa-5485	183	11	.	.	PUNCT
ajfa-5485	184	1	information	information	NOUN
ajfa-5485	184	2	science	science	NOUN
ajfa-5485	184	3	and	and	CCONJ
ajfa-5485	184	4	management	management	NOUN
ajfa-5485	184	5	engineering	engineering	NOUN
ajfa-5485	184	6	(	(	PUNCT
ajfa-5485	184	7	set	set	PROPN
ajfa-5485	184	8	)	)	PUNCT
ajfa-5485	184	9	,	,	PUNCT
ajfa-5485	184	10	46	46	NUM
ajfa-5485	184	11	,	,	PUNCT
ajfa-5485	184	12	235	235	NUM
ajfa-5485	184	13	-	-	SYM
ajfa-5485	184	14	243	243	NUM
ajfa-5485	184	15	.	.	PUNCT
ajfa-5485	185	1	http://dx.doi.org/10.2495/isme20130311	http://dx.doi.org/10.2495/isme20130311	NOUN