id	sid	tid	token	lemma	pos
fbem-26938	1	1	frontiers	frontier	NOUN
fbem-26938	1	2	in	in	ADP
fbem-26938	1	3	business	business	NOUN
fbem-26938	1	4	,	,	PUNCT
fbem-26938	1	5	economics	economic	NOUN
fbem-26938	1	6	and	and	CCONJ
fbem-26938	1	7	management	management	NOUN
fbem-26938	1	8	issn	issn	PROPN
fbem-26938	1	9	:	:	PUNCT
fbem-26938	1	10	2766	2766	NUM
fbem-26938	1	11	-	-	PUNCT
fbem-26938	1	12	824x	824x	NUM
fbem-26938	1	13	|	|	ADJ
fbem-26938	1	14	vol	vol	NOUN
fbem-26938	1	15	.	.	PROPN
fbem-26938	1	16	17	17	NUM
fbem-26938	1	17	,	,	PUNCT
fbem-26938	1	18	no	no	INTJ
fbem-26938	1	19	.	.	NOUN
fbem-26938	1	20	1	1	NUM
fbem-26938	1	21	,	,	PUNCT
fbem-26938	1	22	2024	2024	NUM
fbem-26938	1	23	317	317	NUM
fbem-26938	1	24	application	application	NOUN
fbem-26938	1	25	of	of	ADP
fbem-26938	1	26	data	datum	NOUN
fbem-26938	1	27	science	science	NOUN
fbem-26938	1	28	in	in	ADP
fbem-26938	1	29	investment	investment	NOUN
fbem-26938	1	30	decision	decision	NOUN
fbem-26938	1	31	and	and	CCONJ
fbem-26938	1	32	its	its	PRON
fbem-26938	1	33	influence	influence	NOUN
fbem-26938	1	34	on	on	ADP
fbem-26938	1	35	market	market	NOUN
fbem-26938	1	36	forecast	forecast	NOUN
fbem-26938	1	37	yichen	yichen	PROPN
fbem-26938	1	38	fu	fu	PROPN
fbem-26938	1	39	hunan	hunan	PROPN
fbem-26938	1	40	normal	normal	PROPN
fbem-26938	1	41	university	university	PROPN
fbem-26938	1	42	,	,	PUNCT
fbem-26938	1	43	changsha	changsha	PROPN
fbem-26938	1	44	,	,	PUNCT
fbem-26938	1	45	china	china	PROPN
fbem-26938	1	46	1847431845@qq.com	1847431845@qq.com	NUM
fbem-26938	1	47	abstract	abstract	NOUN
fbem-26938	1	48	:	:	PUNCT
fbem-26938	1	49	under	under	ADP
fbem-26938	1	50	the	the	DET
fbem-26938	1	51	background	background	NOUN
fbem-26938	1	52	of	of	ADP
fbem-26938	1	53	rapid	rapid	ADJ
fbem-26938	1	54	development	development	NOUN
fbem-26938	1	55	of	of	ADP
fbem-26938	1	56	data	datum	NOUN
fbem-26938	1	57	and	and	CCONJ
fbem-26938	1	58	information	information	NOUN
fbem-26938	1	59	,	,	PUNCT
fbem-26938	1	60	financial	financial	ADJ
fbem-26938	1	61	investment	investment	NOUN
fbem-26938	1	62	decision	decision	NOUN
fbem-26938	1	63	-	-	PUNCT
fbem-26938	1	64	making	making	NOUN
fbem-26938	1	65	is	be	AUX
fbem-26938	1	66	facing	face	VERB
fbem-26938	1	67	unprecedented	unprecedented	ADJ
fbem-26938	1	68	challenges	challenge	NOUN
fbem-26938	1	69	and	and	CCONJ
fbem-26938	1	70	opportunities	opportunity	NOUN
fbem-26938	1	71	.	.	PUNCT
fbem-26938	2	1	traditional	traditional	ADJ
fbem-26938	2	2	investment	investment	NOUN
fbem-26938	2	3	decision	decision	NOUN
fbem-26938	2	4	-	-	PUNCT
fbem-26938	2	5	making	make	VERB
fbem-26938	2	6	methods	method	NOUN
fbem-26938	2	7	have	have	VERB
fbem-26938	2	8	obvious	obvious	ADJ
fbem-26938	2	9	limitations	limitation	NOUN
fbem-26938	2	10	in	in	ADP
fbem-26938	2	11	dealing	deal	VERB
fbem-26938	2	12	with	with	ADP
fbem-26938	2	13	massive	massive	ADJ
fbem-26938	2	14	data	datum	NOUN
fbem-26938	2	15	and	and	CCONJ
fbem-26938	2	16	capturing	capture	VERB
fbem-26938	2	17	market	market	NOUN
fbem-26938	2	18	changes	change	NOUN
fbem-26938	2	19	,	,	PUNCT
fbem-26938	2	20	while	while	SCONJ
fbem-26938	2	21	the	the	DET
fbem-26938	2	22	rise	rise	NOUN
fbem-26938	2	23	of	of	ADP
fbem-26938	2	24	data	datum	NOUN
fbem-26938	2	25	science	science	NOUN
fbem-26938	2	26	provides	provide	VERB
fbem-26938	2	27	a	a	DET
fbem-26938	2	28	new	new	ADJ
fbem-26938	2	29	perspective	perspective	NOUN
fbem-26938	2	30	and	and	CCONJ
fbem-26938	2	31	tool	tool	NOUN
fbem-26938	2	32	for	for	ADP
fbem-26938	2	33	investment	investment	NOUN
fbem-26938	2	34	decision	decision	NOUN
fbem-26938	2	35	-	-	PUNCT
fbem-26938	2	36	making	making	NOUN
fbem-26938	2	37	.	.	PUNCT
fbem-26938	3	1	the	the	DET
fbem-26938	3	2	purpose	purpose	NOUN
fbem-26938	3	3	of	of	ADP
fbem-26938	3	4	this	this	DET
fbem-26938	3	5	study	study	NOUN
fbem-26938	3	6	is	be	AUX
fbem-26938	3	7	to	to	PART
fbem-26938	3	8	explore	explore	VERB
fbem-26938	3	9	the	the	DET
fbem-26938	3	10	specific	specific	ADJ
fbem-26938	3	11	application	application	NOUN
fbem-26938	3	12	of	of	ADP
fbem-26938	3	13	data	datum	NOUN
fbem-26938	3	14	science	science	NOUN
fbem-26938	3	15	in	in	ADP
fbem-26938	3	16	investment	investment	NOUN
fbem-26938	3	17	decision	decision	NOUN
fbem-26938	3	18	-	-	PUNCT
fbem-26938	3	19	making	making	NOUN
fbem-26938	3	20	and	and	CCONJ
fbem-26938	3	21	analyze	analyze	VERB
fbem-26938	3	22	its	its	PRON
fbem-26938	3	23	improvement	improvement	NOUN
fbem-26938	3	24	and	and	CCONJ
fbem-26938	3	25	promotion	promotion	NOUN
fbem-26938	3	26	of	of	ADP
fbem-26938	3	27	market	market	NOUN
fbem-26938	3	28	forecasting	forecasting	NOUN
fbem-26938	3	29	ability	ability	NOUN
fbem-26938	3	30	.	.	PUNCT
fbem-26938	4	1	this	this	DET
fbem-26938	4	2	article	article	NOUN
fbem-26938	4	3	discusses	discuss	VERB
fbem-26938	4	4	the	the	DET
fbem-26938	4	5	performance	performance	NOUN
fbem-26938	4	6	of	of	ADP
fbem-26938	4	7	data	datum	NOUN
fbem-26938	4	8	science	science	NOUN
fbem-26938	4	9	forecasting	forecasting	NOUN
fbem-26938	4	10	model	model	NOUN
fbem-26938	4	11	in	in	ADP
fbem-26938	4	12	market	market	NOUN
fbem-26938	4	13	forecasting	forecasting	NOUN
fbem-26938	4	14	by	by	ADP
fbem-26938	4	15	combining	combine	VERB
fbem-26938	4	16	theoretical	theoretical	ADJ
fbem-26938	4	17	analysis	analysis	NOUN
fbem-26938	4	18	with	with	ADP
fbem-26938	4	19	empirical	empirical	ADJ
fbem-26938	4	20	research	research	NOUN
fbem-26938	4	21	.	.	PUNCT
fbem-26938	5	1	by	by	ADP
fbem-26938	5	2	selecting	select	VERB
fbem-26938	5	3	the	the	DET
fbem-26938	5	4	historical	historical	ADJ
fbem-26938	5	5	data	datum	NOUN
fbem-26938	5	6	of	of	ADP
fbem-26938	5	7	the	the	DET
fbem-26938	5	8	stock	stock	NOUN
fbem-26938	5	9	market	market	NOUN
fbem-26938	5	10	as	as	ADP
fbem-26938	5	11	a	a	DET
fbem-26938	5	12	sample	sample	NOUN
fbem-26938	5	13	,	,	PUNCT
fbem-26938	5	14	the	the	DET
fbem-26938	5	15	data	data	NOUN
fbem-26938	5	16	science	science	NOUN
fbem-26938	5	17	model	model	NOUN
fbem-26938	5	18	is	be	AUX
fbem-26938	5	19	applied	apply	VERB
fbem-26938	5	20	to	to	PART
fbem-26938	5	21	forecast	forecast	VERB
fbem-26938	5	22	,	,	PUNCT
fbem-26938	5	23	and	and	CCONJ
fbem-26938	5	24	the	the	DET
fbem-26938	5	25	forecasting	forecasting	NOUN
fbem-26938	5	26	accuracy	accuracy	NOUN
fbem-26938	5	27	,	,	PUNCT
fbem-26938	5	28	yield	yield	NOUN
fbem-26938	5	29	and	and	CCONJ
fbem-26938	5	30	risk	risk	NOUN
fbem-26938	5	31	index	index	NOUN
fbem-26938	5	32	are	be	AUX
fbem-26938	5	33	tested	test	VERB
fbem-26938	5	34	.	.	PUNCT
fbem-26938	6	1	the	the	DET
fbem-26938	6	2	research	research	NOUN
fbem-26938	6	3	results	result	NOUN
fbem-26938	6	4	show	show	VERB
fbem-26938	6	5	that	that	SCONJ
fbem-26938	6	6	data	datum	NOUN
fbem-26938	6	7	science	science	NOUN
fbem-26938	6	8	shows	show	VERB
fbem-26938	6	9	significant	significant	ADJ
fbem-26938	6	10	advantages	advantage	NOUN
fbem-26938	6	11	in	in	ADP
fbem-26938	6	12	investment	investment	NOUN
fbem-26938	6	13	decisionmaking	decisionmaking	NOUN
fbem-26938	6	14	.	.	PUNCT
fbem-26938	7	1	its	its	PRON
fbem-26938	7	2	powerful	powerful	ADJ
fbem-26938	7	3	data	datum	NOUN
fbem-26938	7	4	processing	processing	NOUN
fbem-26938	7	5	ability	ability	NOUN
fbem-26938	7	6	and	and	CCONJ
fbem-26938	7	7	forecasting	forecasting	NOUN
fbem-26938	7	8	accuracy	accuracy	NOUN
fbem-26938	7	9	not	not	PART
fbem-26938	7	10	only	only	ADV
fbem-26938	7	11	improve	improve	VERB
fbem-26938	7	12	the	the	DET
fbem-26938	7	13	accuracy	accuracy	NOUN
fbem-26938	7	14	and	and	CCONJ
fbem-26938	7	15	timeliness	timeliness	NOUN
fbem-26938	7	16	of	of	ADP
fbem-26938	7	17	market	market	NOUN
fbem-26938	7	18	forecasting	forecasting	NOUN
fbem-26938	7	19	,	,	PUNCT
fbem-26938	7	20	but	but	CCONJ
fbem-26938	7	21	also	also	ADV
fbem-26938	7	22	provide	provide	VERB
fbem-26938	7	23	investors	investor	NOUN
fbem-26938	7	24	with	with	ADP
fbem-26938	7	25	more	more	ADV
fbem-26938	7	26	scientific	scientific	ADJ
fbem-26938	7	27	and	and	CCONJ
fbem-26938	7	28	accurate	accurate	ADJ
fbem-26938	7	29	investment	investment	NOUN
fbem-26938	7	30	decision	decision	NOUN
fbem-26938	7	31	support	support	NOUN
fbem-26938	7	32	.	.	PUNCT
fbem-26938	8	1	keywords	keyword	NOUN
fbem-26938	8	2	:	:	PUNCT
fbem-26938	8	3	data	data	NOUN
fbem-26938	8	4	science	science	NOUN
fbem-26938	8	5	,	,	PUNCT
fbem-26938	8	6	investment	investment	NOUN
fbem-26938	8	7	decision	decision	NOUN
fbem-26938	8	8	,	,	PUNCT
fbem-26938	8	9	market	market	NOUN
fbem-26938	8	10	forecast	forecast	NOUN
fbem-26938	8	11	,	,	PUNCT
fbem-26938	8	12	machine	machine	NOUN
fbem-26938	8	13	learning	learning	NOUN
fbem-26938	8	14	,	,	PUNCT
fbem-26938	8	15	risk	risk	NOUN
fbem-26938	8	16	management	management	NOUN
fbem-26938	8	17	.	.	PUNCT
fbem-26938	9	1	1	1	X
fbem-26938	9	2	.	.	X
fbem-26938	9	3	introduction	introduction	NOUN
fbem-26938	9	4	in	in	ADP
fbem-26938	9	5	today	today	NOUN
fbem-26938	9	6	's	's	PART
fbem-26938	9	7	era	era	NOUN
fbem-26938	9	8	of	of	ADP
fbem-26938	9	9	rapid	rapid	ADJ
fbem-26938	9	10	development	development	NOUN
fbem-26938	9	11	of	of	ADP
fbem-26938	9	12	information	information	NOUN
fbem-26938	9	13	and	and	CCONJ
fbem-26938	9	14	data	datum	NOUN
fbem-26938	9	15	,	,	PUNCT
fbem-26938	9	16	data	datum	NOUN
fbem-26938	9	17	has	have	AUX
fbem-26938	9	18	become	become	VERB
fbem-26938	9	19	an	an	DET
fbem-26938	9	20	indispensable	indispensable	ADJ
fbem-26938	9	21	and	and	CCONJ
fbem-26938	9	22	valuable	valuable	ADJ
fbem-26938	9	23	resource	resource	NOUN
fbem-26938	9	24	for	for	ADP
fbem-26938	9	25	all	all	DET
fbem-26938	9	26	walks	walk	NOUN
fbem-26938	9	27	of	of	ADP
fbem-26938	9	28	life	life	NOUN
fbem-26938	9	29	[	[	X
fbem-26938	9	30	1	1	NUM
fbem-26938	9	31	]	]	PUNCT
fbem-26938	9	32	.	.	PUNCT
fbem-26938	10	1	in	in	ADP
fbem-26938	10	2	the	the	DET
fbem-26938	10	3	financial	financial	ADJ
fbem-26938	10	4	field	field	NOUN
fbem-26938	10	5	,	,	PUNCT
fbem-26938	10	6	with	with	ADP
fbem-26938	10	7	the	the	DET
fbem-26938	10	8	increasing	increase	VERB
fbem-26938	10	9	complexity	complexity	NOUN
fbem-26938	10	10	and	and	CCONJ
fbem-26938	10	11	globalization	globalization	NOUN
fbem-26938	10	12	of	of	ADP
fbem-26938	10	13	the	the	DET
fbem-26938	10	14	financial	financial	ADJ
fbem-26938	10	15	market	market	NOUN
fbem-26938	10	16	,	,	PUNCT
fbem-26938	10	17	investors	investor	NOUN
fbem-26938	10	18	are	be	AUX
fbem-26938	10	19	facing	face	VERB
fbem-26938	10	20	unprecedented	unprecedented	ADJ
fbem-26938	10	21	challenges	challenge	NOUN
fbem-26938	10	22	and	and	CCONJ
fbem-26938	10	23	opportunities	opportunity	NOUN
fbem-26938	10	24	[	[	X
fbem-26938	10	25	2	2	NUM
fbem-26938	10	26	]	]	PUNCT
fbem-26938	10	27	.	.	PUNCT
fbem-26938	11	1	traditional	traditional	ADJ
fbem-26938	11	2	investment	investment	NOUN
fbem-26938	11	3	decision	decision	NOUN
fbem-26938	11	4	-	-	PUNCT
fbem-26938	11	5	making	make	VERB
fbem-26938	11	6	methods	method	NOUN
fbem-26938	11	7	,	,	PUNCT
fbem-26938	11	8	such	such	ADJ
fbem-26938	11	9	as	as	ADP
fbem-26938	11	10	fundamental	fundamental	ADJ
fbem-26938	11	11	analysis	analysis	NOUN
fbem-26938	11	12	and	and	CCONJ
fbem-26938	11	13	technical	technical	ADJ
fbem-26938	11	14	analysis	analysis	NOUN
fbem-26938	11	15	,	,	PUNCT
fbem-26938	11	16	have	have	AUX
fbem-26938	11	17	played	play	VERB
fbem-26938	11	18	an	an	DET
fbem-26938	11	19	important	important	ADJ
fbem-26938	11	20	role	role	NOUN
fbem-26938	11	21	in	in	ADP
fbem-26938	11	22	a	a	DET
fbem-26938	11	23	certain	certain	ADJ
fbem-26938	11	24	period	period	NOUN
fbem-26938	11	25	of	of	ADP
fbem-26938	11	26	time	time	NOUN
fbem-26938	11	27	,	,	PUNCT
fbem-26938	11	28	but	but	CCONJ
fbem-26938	11	29	they	they	PRON
fbem-26938	11	30	are	be	AUX
fbem-26938	11	31	unable	unable	ADJ
fbem-26938	11	32	to	to	PART
fbem-26938	11	33	deal	deal	VERB
fbem-26938	11	34	with	with	ADP
fbem-26938	11	35	massive	massive	ADJ
fbem-26938	11	36	data	datum	NOUN
fbem-26938	11	37	and	and	CCONJ
fbem-26938	11	38	capture	capture	VERB
fbem-26938	11	39	subtle	subtle	ADJ
fbem-26938	11	40	changes	change	NOUN
fbem-26938	11	41	in	in	ADP
fbem-26938	11	42	the	the	DET
fbem-26938	11	43	market	market	NOUN
fbem-26938	12	1	[	[	X
fbem-26938	12	2	3	3	NUM
fbem-26938	12	3	]	]	PUNCT
fbem-26938	12	4	.	.	PUNCT
fbem-26938	13	1	the	the	DET
fbem-26938	13	2	rise	rise	NOUN
fbem-26938	13	3	of	of	ADP
fbem-26938	13	4	data	datum	NOUN
fbem-26938	13	5	science	science	NOUN
fbem-26938	13	6	,	,	PUNCT
fbem-26938	13	7	especially	especially	ADV
fbem-26938	13	8	the	the	DET
fbem-26938	13	9	rapid	rapid	ADJ
fbem-26938	13	10	development	development	NOUN
fbem-26938	13	11	of	of	ADP
fbem-26938	13	12	big	big	ADJ
fbem-26938	13	13	data	datum	NOUN
fbem-26938	13	14	analysis	analysis	NOUN
fbem-26938	13	15	,	,	PUNCT
fbem-26938	13	16	machine	machine	NOUN
fbem-26938	13	17	learning	learning	NOUN
fbem-26938	13	18	,	,	PUNCT
fbem-26938	13	19	artificial	artificial	ADJ
fbem-26938	13	20	intelligence	intelligence	NOUN
fbem-26938	13	21	and	and	CCONJ
fbem-26938	13	22	other	other	ADJ
fbem-26938	13	23	technologies	technology	NOUN
fbem-26938	13	24	,	,	PUNCT
fbem-26938	13	25	provides	provide	VERB
fbem-26938	13	26	a	a	DET
fbem-26938	13	27	new	new	ADJ
fbem-26938	13	28	perspective	perspective	NOUN
fbem-26938	13	29	and	and	CCONJ
fbem-26938	13	30	tool	tool	NOUN
fbem-26938	13	31	for	for	ADP
fbem-26938	13	32	investment	investment	NOUN
fbem-26938	13	33	decision	decision	NOUN
fbem-26938	13	34	[	[	X
fbem-26938	13	35	4	4	NUM
fbem-26938	13	36	]	]	PUNCT
fbem-26938	13	37	.	.	PUNCT
fbem-26938	14	1	these	these	DET
fbem-26938	14	2	technologies	technology	NOUN
fbem-26938	14	3	can	can	AUX
fbem-26938	14	4	efficiently	efficiently	ADV
fbem-26938	14	5	process	process	VERB
fbem-26938	14	6	and	and	CCONJ
fbem-26938	14	7	analyze	analyze	VERB
fbem-26938	14	8	large	large	ADJ
fbem-26938	14	9	-	-	PUNCT
fbem-26938	14	10	scale	scale	NOUN
fbem-26938	14	11	and	and	CCONJ
fbem-26938	14	12	multi	multi	ADJ
fbem-26938	14	13	-	-	ADJ
fbem-26938	14	14	dimensional	dimensional	ADJ
fbem-26938	14	15	financial	financial	ADJ
fbem-26938	14	16	data	datum	NOUN
fbem-26938	14	17	,	,	PUNCT
fbem-26938	14	18	discover	discover	VERB
fbem-26938	14	19	hidden	hidden	ADJ
fbem-26938	14	20	market	market	NOUN
fbem-26938	14	21	rules	rule	NOUN
fbem-26938	14	22	,	,	PUNCT
fbem-26938	14	23	and	and	CCONJ
fbem-26938	14	24	improve	improve	VERB
fbem-26938	14	25	the	the	DET
fbem-26938	14	26	accuracy	accuracy	NOUN
fbem-26938	14	27	and	and	CCONJ
fbem-26938	14	28	efficiency	efficiency	NOUN
fbem-26938	14	29	of	of	ADP
fbem-26938	14	30	investment	investment	NOUN
fbem-26938	14	31	decisions	decision	NOUN
fbem-26938	14	32	[	[	X
fbem-26938	14	33	5	5	NUM
fbem-26938	14	34	]	]	PUNCT
fbem-26938	14	35	.	.	PUNCT
fbem-26938	15	1	therefore	therefore	ADV
fbem-26938	15	2	,	,	PUNCT
fbem-26938	15	3	studying	study	VERB
fbem-26938	15	4	the	the	DET
fbem-26938	15	5	application	application	NOUN
fbem-26938	15	6	of	of	ADP
fbem-26938	15	7	data	datum	NOUN
fbem-26938	15	8	science	science	NOUN
fbem-26938	15	9	in	in	ADP
fbem-26938	15	10	investment	investment	NOUN
fbem-26938	15	11	decision	decision	NOUN
fbem-26938	15	12	-	-	PUNCT
fbem-26938	15	13	making	making	NOUN
fbem-26938	15	14	and	and	CCONJ
fbem-26938	15	15	its	its	PRON
fbem-26938	15	16	influence	influence	NOUN
fbem-26938	15	17	on	on	ADP
fbem-26938	15	18	market	market	NOUN
fbem-26938	15	19	prediction	prediction	NOUN
fbem-26938	15	20	is	be	AUX
fbem-26938	15	21	not	not	PART
fbem-26938	15	22	only	only	ADV
fbem-26938	15	23	of	of	ADP
fbem-26938	15	24	great	great	ADJ
fbem-26938	15	25	significance	significance	NOUN
fbem-26938	15	26	to	to	ADP
fbem-26938	15	27	improving	improve	VERB
fbem-26938	15	28	investors	investor	NOUN
fbem-26938	15	29	'	'	PART
fbem-26938	15	30	decision	decision	NOUN
fbem-26938	15	31	-	-	PUNCT
fbem-26938	15	32	making	make	VERB
fbem-26938	15	33	ability	ability	NOUN
fbem-26938	15	34	,	,	PUNCT
fbem-26938	15	35	but	but	CCONJ
fbem-26938	15	36	also	also	ADV
fbem-26938	15	37	has	have	AUX
fbem-26938	15	38	farreaching	farreache	VERB
fbem-26938	15	39	influence	influence	NOUN
fbem-26938	15	40	on	on	ADP
fbem-26938	15	41	promoting	promote	VERB
fbem-26938	15	42	the	the	DET
fbem-26938	15	43	stability	stability	NOUN
fbem-26938	15	44	and	and	CCONJ
fbem-26938	15	45	development	development	NOUN
fbem-26938	15	46	of	of	ADP
fbem-26938	15	47	financial	financial	ADJ
fbem-26938	15	48	markets	market	NOUN
fbem-26938	15	49	.	.	PUNCT
fbem-26938	16	1	the	the	DET
fbem-26938	16	2	purpose	purpose	NOUN
fbem-26938	16	3	of	of	ADP
fbem-26938	16	4	this	this	DET
fbem-26938	16	5	study	study	NOUN
fbem-26938	16	6	is	be	AUX
fbem-26938	16	7	to	to	PART
fbem-26938	16	8	explore	explore	VERB
fbem-26938	16	9	the	the	DET
fbem-26938	16	10	specific	specific	ADJ
fbem-26938	16	11	application	application	NOUN
fbem-26938	16	12	of	of	ADP
fbem-26938	16	13	data	datum	NOUN
fbem-26938	16	14	science	science	NOUN
fbem-26938	16	15	in	in	ADP
fbem-26938	16	16	investment	investment	NOUN
fbem-26938	16	17	decision	decision	NOUN
fbem-26938	16	18	-	-	PUNCT
fbem-26938	16	19	making	making	NOUN
fbem-26938	16	20	and	and	CCONJ
fbem-26938	16	21	analyze	analyze	VERB
fbem-26938	16	22	its	its	PRON
fbem-26938	16	23	improvement	improvement	NOUN
fbem-26938	16	24	and	and	CCONJ
fbem-26938	16	25	promotion	promotion	NOUN
fbem-26938	16	26	of	of	ADP
fbem-26938	16	27	market	market	NOUN
fbem-26938	16	28	forecasting	forecasting	NOUN
fbem-26938	16	29	ability	ability	NOUN
fbem-26938	16	30	.	.	PUNCT
fbem-26938	17	1	reviewing	review	VERB
fbem-26938	17	2	the	the	DET
fbem-26938	17	3	existing	exist	VERB
fbem-26938	17	4	literature	literature	NOUN
fbem-26938	17	5	,	,	PUNCT
fbem-26938	17	6	this	this	DET
fbem-26938	17	7	article	article	NOUN
fbem-26938	17	8	finds	find	VERB
fbem-26938	17	9	that	that	SCONJ
fbem-26938	17	10	the	the	DET
fbem-26938	17	11	application	application	NOUN
fbem-26938	17	12	of	of	ADP
fbem-26938	17	13	data	datum	NOUN
fbem-26938	17	14	science	science	NOUN
fbem-26938	17	15	in	in	ADP
fbem-26938	17	16	investment	investment	NOUN
fbem-26938	17	17	decision	decision	NOUN
fbem-26938	17	18	-	-	PUNCT
fbem-26938	17	19	making	making	NOUN
fbem-26938	17	20	has	have	AUX
fbem-26938	17	21	become	become	VERB
fbem-26938	17	22	a	a	DET
fbem-26938	17	23	hot	hot	ADJ
fbem-26938	17	24	spot	spot	NOUN
fbem-26938	17	25	of	of	ADP
fbem-26938	17	26	academic	academic	ADJ
fbem-26938	17	27	and	and	CCONJ
fbem-26938	17	28	industrial	industrial	ADJ
fbem-26938	17	29	concern	concern	NOUN
fbem-26938	17	30	.	.	PUNCT
fbem-26938	18	1	many	many	ADJ
fbem-26938	18	2	studies	study	NOUN
fbem-26938	18	3	have	have	AUX
fbem-26938	18	4	discussed	discuss	VERB
fbem-26938	18	5	the	the	DET
fbem-26938	18	6	application	application	NOUN
fbem-26938	18	7	of	of	ADP
fbem-26938	18	8	big	big	ADJ
fbem-26938	18	9	data	datum	NOUN
fbem-26938	18	10	analysis	analysis	NOUN
fbem-26938	18	11	,	,	PUNCT
fbem-26938	18	12	machine	machine	NOUN
fbem-26938	18	13	learning	learning	NOUN
fbem-26938	18	14	,	,	PUNCT
fbem-26938	18	15	artificial	artificial	ADJ
fbem-26938	18	16	intelligence	intelligence	NOUN
fbem-26938	18	17	and	and	CCONJ
fbem-26938	18	18	other	other	ADJ
fbem-26938	18	19	technologies	technology	NOUN
fbem-26938	18	20	in	in	ADP
fbem-26938	18	21	the	the	DET
fbem-26938	18	22	financial	financial	ADJ
fbem-26938	18	23	field	field	NOUN
fbem-26938	18	24	,	,	PUNCT
fbem-26938	18	25	and	and	CCONJ
fbem-26938	18	26	achieved	achieve	VERB
fbem-26938	18	27	certain	certain	ADJ
fbem-26938	18	28	results	result	NOUN
fbem-26938	18	29	.	.	PUNCT
fbem-26938	19	1	based	base	VERB
fbem-26938	19	2	on	on	ADP
fbem-26938	19	3	the	the	DET
fbem-26938	19	4	existing	exist	VERB
fbem-26938	19	5	literature	literature	NOUN
fbem-26938	19	6	,	,	PUNCT
fbem-26938	19	7	this	this	DET
fbem-26938	19	8	study	study	NOUN
fbem-26938	19	9	will	will	AUX
fbem-26938	19	10	further	far	ADV
fbem-26938	19	11	explore	explore	VERB
fbem-26938	19	12	the	the	DET
fbem-26938	19	13	application	application	NOUN
fbem-26938	19	14	of	of	ADP
fbem-26938	19	15	data	datum	NOUN
fbem-26938	19	16	science	science	NOUN
fbem-26938	19	17	in	in	ADP
fbem-26938	19	18	investment	investment	NOUN
fbem-26938	19	19	decision	decision	NOUN
fbem-26938	19	20	-	-	PUNCT
fbem-26938	19	21	making	making	NOUN
fbem-26938	19	22	and	and	CCONJ
fbem-26938	19	23	its	its	PRON
fbem-26938	19	24	influence	influence	NOUN
fbem-26938	19	25	on	on	ADP
fbem-26938	19	26	market	market	NOUN
fbem-26938	19	27	prediction	prediction	NOUN
fbem-26938	19	28	,	,	PUNCT
fbem-26938	19	29	with	with	ADP
fbem-26938	19	30	a	a	DET
fbem-26938	19	31	view	view	NOUN
fbem-26938	19	32	to	to	ADP
fbem-26938	19	33	providing	provide	VERB
fbem-26938	19	34	new	new	ADJ
fbem-26938	19	35	ideas	idea	NOUN
fbem-26938	19	36	and	and	CCONJ
fbem-26938	19	37	methods	method	NOUN
fbem-26938	19	38	for	for	ADP
fbem-26938	19	39	research	research	NOUN
fbem-26938	19	40	and	and	CCONJ
fbem-26938	19	41	practice	practice	NOUN
fbem-26938	19	42	in	in	ADP
fbem-26938	19	43	related	related	ADJ
fbem-26938	19	44	fields	field	NOUN
fbem-26938	19	45	.	.	PUNCT
fbem-26938	20	1	2	2	X
fbem-26938	20	2	.	.	X
fbem-26938	20	3	the	the	DET
fbem-26938	20	4	application	application	NOUN
fbem-26938	20	5	of	of	ADP
fbem-26938	20	6	data	datum	NOUN
fbem-26938	20	7	science	science	NOUN
fbem-26938	20	8	in	in	ADP
fbem-26938	20	9	investment	investment	NOUN
fbem-26938	20	10	decision	decision	NOUN
fbem-26938	20	11	2.1	2.1	NUM
fbem-26938	20	12	.	.	PUNCT
fbem-26938	20	13	basic	basic	ADJ
fbem-26938	20	14	theories	theory	NOUN
fbem-26938	20	15	and	and	CCONJ
fbem-26938	20	16	methods	method	NOUN
fbem-26938	20	17	of	of	ADP
fbem-26938	20	18	data	datum	NOUN
fbem-26938	20	19	science	science	NOUN
fbem-26938	20	20	data	datum	NOUN
fbem-26938	20	21	science	science	NOUN
fbem-26938	20	22	combines	combine	VERB
fbem-26938	20	23	mathematics	mathematic	NOUN
fbem-26938	20	24	,	,	PUNCT
fbem-26938	20	25	statistics	statistic	NOUN
fbem-26938	20	26	,	,	PUNCT
fbem-26938	20	27	computer	computer	NOUN
fbem-26938	20	28	science	science	NOUN
fbem-26938	20	29	and	and	CCONJ
fbem-26938	20	30	knowledge	knowledge	NOUN
fbem-26938	20	31	in	in	ADP
fbem-26938	20	32	specific	specific	ADJ
fbem-26938	20	33	fields	field	NOUN
fbem-26938	20	34	,	,	PUNCT
fbem-26938	20	35	aiming	aim	VERB
fbem-26938	20	36	at	at	ADP
fbem-26938	20	37	extracting	extract	VERB
fbem-26938	20	38	valuable	valuable	ADJ
fbem-26938	20	39	information	information	NOUN
fbem-26938	20	40	from	from	ADP
fbem-26938	20	41	massive	massive	ADJ
fbem-26938	20	42	data	datum	NOUN
fbem-26938	20	43	[	[	X
fbem-26938	20	44	6	6	NUM
fbem-26938	20	45	]	]	PUNCT
fbem-26938	20	46	.	.	PUNCT
fbem-26938	21	1	in	in	ADP
fbem-26938	21	2	the	the	DET
fbem-26938	21	3	context	context	NOUN
fbem-26938	21	4	of	of	ADP
fbem-26938	21	5	investment	investment	NOUN
fbem-26938	21	6	decision	decision	NOUN
fbem-26938	21	7	-	-	PUNCT
fbem-26938	21	8	making	making	NOUN
fbem-26938	21	9	,	,	PUNCT
fbem-26938	21	10	data	datum	NOUN
fbem-26938	21	11	science	science	NOUN
fbem-26938	21	12	especially	especially	ADV
fbem-26938	21	13	relies	rely	VERB
fbem-26938	21	14	on	on	ADP
fbem-26938	21	15	big	big	ADJ
fbem-26938	21	16	data	datum	NOUN
fbem-26938	21	17	analysis	analysis	NOUN
fbem-26938	21	18	,	,	PUNCT
fbem-26938	21	19	machine	machine	NOUN
fbem-26938	21	20	learning	learning	NOUN
fbem-26938	21	21	and	and	CCONJ
fbem-26938	21	22	artificial	artificial	ADJ
fbem-26938	21	23	intelligence	intelligence	NOUN
fbem-26938	21	24	technology	technology	NOUN
fbem-26938	21	25	.	.	PUNCT
fbem-26938	22	1	big	big	ADJ
fbem-26938	22	2	data	datum	NOUN
fbem-26938	22	3	analysis	analysis	NOUN
fbem-26938	22	4	allows	allow	VERB
fbem-26938	22	5	investors	investor	NOUN
fbem-26938	22	6	to	to	PART
fbem-26938	22	7	process	process	VERB
fbem-26938	22	8	and	and	CCONJ
fbem-26938	22	9	understand	understand	VERB
fbem-26938	22	10	the	the	DET
fbem-26938	22	11	huge	huge	ADJ
fbem-26938	22	12	amount	amount	NOUN
fbem-26938	22	13	of	of	ADP
fbem-26938	22	14	information	information	NOUN
fbem-26938	22	15	in	in	ADP
fbem-26938	22	16	the	the	DET
fbem-26938	22	17	market	market	NOUN
fbem-26938	22	18	and	and	CCONJ
fbem-26938	22	19	find	find	VERB
fbem-26938	22	20	subtle	subtle	ADJ
fbem-26938	22	21	changes	change	NOUN
fbem-26938	22	22	that	that	PRON
fbem-26938	22	23	are	be	AUX
fbem-26938	22	24	difficult	difficult	ADJ
fbem-26938	22	25	to	to	PART
fbem-26938	22	26	capture	capture	VERB
fbem-26938	22	27	by	by	ADP
fbem-26938	22	28	traditional	traditional	ADJ
fbem-26938	22	29	methods	method	NOUN
fbem-26938	22	30	[	[	X
fbem-26938	22	31	7	7	NUM
fbem-26938	22	32	]	]	PUNCT
fbem-26938	22	33	.	.	PUNCT
fbem-26938	23	1	machine	machine	NOUN
fbem-26938	23	2	learning	learn	VERB
fbem-26938	23	3	algorithms	algorithm	NOUN
fbem-26938	23	4	,	,	PUNCT
fbem-26938	23	5	such	such	ADJ
fbem-26938	23	6	as	as	ADP
fbem-26938	23	7	regression	regression	NOUN
fbem-26938	23	8	analysis	analysis	NOUN
fbem-26938	23	9	,	,	PUNCT
fbem-26938	23	10	classification	classification	NOUN
fbem-26938	23	11	algorithm	algorithm	NOUN
fbem-26938	23	12	and	and	CCONJ
fbem-26938	23	13	cluster	cluster	NOUN
fbem-26938	23	14	analysis	analysis	NOUN
fbem-26938	23	15	,	,	PUNCT
fbem-26938	23	16	provide	provide	VERB
fbem-26938	23	17	powerful	powerful	ADJ
fbem-26938	23	18	tools	tool	NOUN
fbem-26938	23	19	for	for	ADP
fbem-26938	23	20	forecasting	forecast	VERB
fbem-26938	23	21	market	market	NOUN
fbem-26938	23	22	trends	trend	NOUN
fbem-26938	23	23	and	and	CCONJ
fbem-26938	23	24	assessing	assess	VERB
fbem-26938	23	25	investment	investment	NOUN
fbem-26938	23	26	risks	risk	NOUN
fbem-26938	23	27	[	[	X
fbem-26938	23	28	8	8	NUM
fbem-26938	23	29	]	]	PUNCT
fbem-26938	23	30	.	.	PUNCT
fbem-26938	24	1	artificial	artificial	ADJ
fbem-26938	24	2	intelligence	intelligence	NOUN
fbem-26938	24	3	can	can	AUX
fbem-26938	24	4	deal	deal	VERB
fbem-26938	24	5	with	with	ADP
fbem-26938	24	6	nonlinear	nonlinear	ADJ
fbem-26938	24	7	and	and	CCONJ
fbem-26938	24	8	high	high	ADJ
fbem-26938	24	9	-	-	PUNCT
fbem-26938	24	10	dimensional	dimensional	ADJ
fbem-26938	24	11	data	datum	NOUN
fbem-26938	24	12	,	,	PUNCT
fbem-26938	24	13	and	and	CCONJ
fbem-26938	24	14	further	far	ADV
fbem-26938	24	15	improve	improve	VERB
fbem-26938	24	16	the	the	DET
fbem-26938	24	17	accuracy	accuracy	NOUN
fbem-26938	24	18	of	of	ADP
fbem-26938	24	19	prediction	prediction	NOUN
fbem-26938	24	20	.	.	PUNCT
fbem-26938	25	1	the	the	DET
fbem-26938	25	2	application	application	NOUN
fbem-26938	25	3	of	of	ADP
fbem-26938	25	4	these	these	DET
fbem-26938	25	5	methods	method	NOUN
fbem-26938	25	6	makes	make	VERB
fbem-26938	25	7	the	the	DET
fbem-26938	25	8	investment	investment	NOUN
fbem-26938	25	9	decision	decision	NOUN
fbem-26938	25	10	more	more	ADV
fbem-26938	25	11	scientific	scientific	ADJ
fbem-26938	25	12	,	,	PUNCT
fbem-26938	25	13	accurate	accurate	ADJ
fbem-26938	25	14	and	and	CCONJ
fbem-26938	25	15	efficient	efficient	ADJ
fbem-26938	25	16	.	.	PUNCT
fbem-26938	26	1	2.2	2.2	NUM
fbem-26938	26	2	.	.	PUNCT
fbem-26938	26	3	data	datum	NOUN
fbem-26938	26	4	sources	source	NOUN
fbem-26938	26	5	and	and	CCONJ
fbem-26938	26	6	processing	processing	NOUN
fbem-26938	26	7	in	in	ADP
fbem-26938	26	8	investment	investment	NOUN
fbem-26938	26	9	decision	decision	NOUN
fbem-26938	26	10	-	-	PUNCT
fbem-26938	26	11	making	making	NOUN
fbem-26938	26	12	in	in	ADP
fbem-26938	26	13	the	the	DET
fbem-26938	26	14	process	process	NOUN
fbem-26938	26	15	of	of	ADP
fbem-26938	26	16	investment	investment	NOUN
fbem-26938	26	17	decision	decision	NOUN
fbem-26938	26	18	-	-	PUNCT
fbem-26938	26	19	making	making	NOUN
fbem-26938	26	20	,	,	PUNCT
fbem-26938	26	21	the	the	DET
fbem-26938	26	22	sources	source	NOUN
fbem-26938	26	23	of	of	ADP
fbem-26938	26	24	data	datum	NOUN
fbem-26938	26	25	are	be	AUX
fbem-26938	26	26	extensive	extensive	ADJ
fbem-26938	26	27	and	and	CCONJ
fbem-26938	26	28	diverse	diverse	ADJ
fbem-26938	26	29	,	,	PUNCT
fbem-26938	26	30	including	include	VERB
fbem-26938	26	31	but	but	CCONJ
fbem-26938	26	32	not	not	PART
fbem-26938	26	33	limited	limit	VERB
fbem-26938	26	34	to	to	ADP
fbem-26938	26	35	the	the	DET
fbem-26938	26	36	company	company	NOUN
fbem-26938	26	37	's	's	PART
fbem-26938	26	38	financial	financial	ADJ
fbem-26938	26	39	statements	statement	NOUN
fbem-26938	26	40	,	,	PUNCT
fbem-26938	26	41	macroeconomic	macroeconomic	ADJ
fbem-26938	26	42	indicators	indicator	NOUN
fbem-26938	26	43	,	,	PUNCT
fbem-26938	26	44	market	market	NOUN
fbem-26938	26	45	transaction	transaction	NOUN
fbem-26938	26	46	data	datum	NOUN
fbem-26938	26	47	,	,	PUNCT
fbem-26938	26	48	investor	investor	NOUN
fbem-26938	26	49	sentiment	sentiment	NOUN
fbem-26938	26	50	analysis	analysis	NOUN
fbem-26938	26	51	on	on	ADP
fbem-26938	26	52	social	social	ADJ
fbem-26938	26	53	media	medium	NOUN
fbem-26938	26	54	,	,	PUNCT
fbem-26938	26	55	and	and	CCONJ
fbem-26938	26	56	even	even	ADV
fbem-26938	26	57	non	non	ADJ
fbem-26938	26	58	-	-	ADJ
fbem-26938	26	59	traditional	traditional	ADJ
fbem-26938	26	60	data	datum	NOUN
fbem-26938	26	61	sources	source	NOUN
fbem-26938	26	62	such	such	ADJ
fbem-26938	26	63	as	as	ADP
fbem-26938	26	64	satellite	satellite	NOUN
fbem-26938	26	65	images	image	NOUN
fbem-26938	26	66	.	.	PUNCT
fbem-26938	27	1	the	the	DET
fbem-26938	27	2	collection	collection	NOUN
fbem-26938	27	3	,	,	PUNCT
fbem-26938	27	4	cleaning	cleaning	NOUN
fbem-26938	27	5	and	and	CCONJ
fbem-26938	27	6	pretreatment	pretreatment	NOUN
fbem-26938	27	7	of	of	ADP
fbem-26938	27	8	these	these	DET
fbem-26938	27	9	data	datum	NOUN
fbem-26938	27	10	are	be	AUX
fbem-26938	27	11	the	the	DET
fbem-26938	27	12	basis	basis	NOUN
fbem-26938	27	13	of	of	ADP
fbem-26938	27	14	data	datum	NOUN
fbem-26938	27	15	science	science	NOUN
fbem-26938	27	16	application	application	NOUN
fbem-26938	27	17	[	[	X
fbem-26938	27	18	9	9	NUM
fbem-26938	27	19	]	]	PUNCT
fbem-26938	27	20	.	.	PUNCT
fbem-26938	28	1	data	datum	NOUN
fbem-26938	28	2	cleaning	cleaning	NOUN
fbem-26938	28	3	involves	involve	VERB
fbem-26938	28	4	steps	step	NOUN
fbem-26938	28	5	such	such	ADJ
fbem-26938	28	6	as	as	ADP
fbem-26938	28	7	removing	remove	VERB
fbem-26938	28	8	erroneous	erroneous	ADJ
fbem-26938	28	9	data	datum	NOUN
fbem-26938	28	10	,	,	PUNCT
fbem-26938	28	11	filling	fill	VERB
fbem-26938	28	12	missing	miss	VERB
fbem-26938	28	13	values	value	NOUN
fbem-26938	28	14	,	,	PUNCT
fbem-26938	28	15	and	and	CCONJ
fbem-26938	28	16	standardizing	standardize	VERB
fbem-26938	28	17	data	datum	NOUN
fbem-26938	28	18	formats	format	NOUN
fbem-26938	28	19	to	to	PART
fbem-26938	28	20	ensure	ensure	VERB
fbem-26938	28	21	data	datum	NOUN
fbem-26938	28	22	quality	quality	NOUN
fbem-26938	28	23	.	.	PUNCT
fbem-26938	29	1	the	the	DET
fbem-26938	29	2	318	318	NUM
fbem-26938	29	3	preprocessing	preprocessing	NOUN
fbem-26938	29	4	stage	stage	NOUN
fbem-26938	29	5	includes	include	VERB
fbem-26938	29	6	feature	feature	NOUN
fbem-26938	29	7	selection	selection	NOUN
fbem-26938	29	8	and	and	CCONJ
fbem-26938	29	9	dimension	dimension	NOUN
fbem-26938	29	10	reduction	reduction	NOUN
fbem-26938	29	11	to	to	PART
fbem-26938	29	12	extract	extract	VERB
fbem-26938	29	13	the	the	DET
fbem-26938	29	14	most	most	ADV
fbem-26938	29	15	critical	critical	ADJ
fbem-26938	29	16	information	information	NOUN
fbem-26938	29	17	for	for	ADP
fbem-26938	29	18	investment	investment	NOUN
fbem-26938	29	19	decision	decision	NOUN
fbem-26938	29	20	.	.	PUNCT
fbem-26938	30	1	with	with	ADP
fbem-26938	30	2	the	the	DET
fbem-26938	30	3	increasingly	increasingly	ADV
fbem-26938	30	4	prominent	prominent	ADJ
fbem-26938	30	5	problems	problem	NOUN
fbem-26938	30	6	of	of	ADP
fbem-26938	30	7	data	datum	NOUN
fbem-26938	30	8	privacy	privacy	NOUN
fbem-26938	30	9	and	and	CCONJ
fbem-26938	30	10	security	security	NOUN
fbem-26938	30	11	,	,	PUNCT
fbem-26938	30	12	compliant	compliant	ADJ
fbem-26938	30	13	data	datum	NOUN
fbem-26938	30	14	processing	processing	NOUN
fbem-26938	30	15	flow	flow	NOUN
fbem-26938	30	16	is	be	AUX
fbem-26938	30	17	also	also	ADV
fbem-26938	30	18	a	a	DET
fbem-26938	30	19	link	link	NOUN
fbem-26938	30	20	that	that	PRON
fbem-26938	30	21	can	can	AUX
fbem-26938	30	22	not	not	PART
fbem-26938	30	23	be	be	AUX
fbem-26938	30	24	ignored	ignore	VERB
fbem-26938	30	25	.	.	PUNCT
fbem-26938	31	1	data	datum	NOUN
fbem-26938	31	2	collection	collection	NOUN
fbem-26938	31	3	and	and	CCONJ
fbem-26938	31	4	analysis	analysis	NOUN
fbem-26938	31	5	must	must	AUX
fbem-26938	31	6	be	be	AUX
fbem-26938	31	7	carried	carry	VERB
fbem-26938	31	8	out	out	ADP
fbem-26938	31	9	on	on	ADP
fbem-26938	31	10	the	the	DET
fbem-26938	31	11	premise	premise	NOUN
fbem-26938	31	12	of	of	ADP
fbem-26938	31	13	protecting	protect	VERB
fbem-26938	31	14	personal	personal	ADJ
fbem-26938	31	15	privacy	privacy	NOUN
fbem-26938	31	16	and	and	CCONJ
fbem-26938	31	17	complying	comply	VERB
fbem-26938	31	18	with	with	ADP
fbem-26938	31	19	relevant	relevant	ADJ
fbem-26938	31	20	laws	law	NOUN
fbem-26938	31	21	and	and	CCONJ
fbem-26938	31	22	regulations	regulation	NOUN
fbem-26938	31	23	.	.	PUNCT
fbem-26938	32	1	2.3	2.3	NUM
fbem-26938	32	2	.	.	PUNCT
fbem-26938	33	1	the	the	DET
fbem-26938	33	2	concrete	concrete	ADJ
fbem-26938	33	3	application	application	NOUN
fbem-26938	33	4	of	of	ADP
fbem-26938	33	5	data	datum	NOUN
fbem-26938	33	6	science	science	NOUN
fbem-26938	33	7	in	in	ADP
fbem-26938	33	8	investment	investment	NOUN
fbem-26938	33	9	decision	decision	NOUN
fbem-26938	33	10	the	the	DET
fbem-26938	33	11	application	application	NOUN
fbem-26938	33	12	of	of	ADP
fbem-26938	33	13	data	datum	NOUN
fbem-26938	33	14	science	science	NOUN
fbem-26938	33	15	in	in	ADP
fbem-26938	33	16	investment	investment	NOUN
fbem-26938	33	17	decisionmaking	decisionmake	VERB
fbem-26938	33	18	is	be	AUX
fbem-26938	33	19	various	various	ADJ
fbem-26938	33	20	,	,	PUNCT
fbem-26938	33	21	the	the	DET
fbem-26938	33	22	most	most	ADV
fbem-26938	33	23	significant	significant	ADJ
fbem-26938	33	24	of	of	ADP
fbem-26938	33	25	which	which	PRON
fbem-26938	33	26	is	be	AUX
fbem-26938	33	27	the	the	DET
fbem-26938	33	28	formulation	formulation	NOUN
fbem-26938	33	29	of	of	ADP
fbem-26938	33	30	quantitative	quantitative	ADJ
fbem-26938	33	31	investment	investment	NOUN
fbem-26938	33	32	strategy	strategy	NOUN
fbem-26938	33	33	[	[	X
fbem-26938	33	34	10	10	NUM
fbem-26938	33	35	]	]	PUNCT
fbem-26938	33	36	.	.	PUNCT
fbem-26938	34	1	by	by	ADP
fbem-26938	34	2	constructing	construct	VERB
fbem-26938	34	3	a	a	DET
fbem-26938	34	4	complex	complex	ADJ
fbem-26938	34	5	mathematical	mathematical	ADJ
fbem-26938	34	6	model	model	NOUN
fbem-26938	34	7	,	,	PUNCT
fbem-26938	34	8	investors	investor	NOUN
fbem-26938	34	9	can	can	AUX
fbem-26938	34	10	automatically	automatically	ADV
fbem-26938	34	11	analyze	analyze	VERB
fbem-26938	34	12	market	market	NOUN
fbem-26938	34	13	trends	trend	NOUN
fbem-26938	34	14	and	and	CCONJ
fbem-26938	34	15	make	make	VERB
fbem-26938	34	16	buying	buying	NOUN
fbem-26938	34	17	and	and	CCONJ
fbem-26938	34	18	selling	selling	NOUN
fbem-26938	34	19	decisions	decision	NOUN
fbem-26938	34	20	,	,	PUNCT
fbem-26938	34	21	thus	thus	ADV
fbem-26938	34	22	improving	improve	VERB
fbem-26938	34	23	trading	trading	NOUN
fbem-26938	34	24	efficiency	efficiency	NOUN
fbem-26938	34	25	and	and	CCONJ
fbem-26938	34	26	profitability	profitability	NOUN
fbem-26938	34	27	.	.	PUNCT
fbem-26938	35	1	data	datum	NOUN
fbem-26938	35	2	science	science	PROPN
fbem-26938	35	3	also	also	ADV
fbem-26938	35	4	plays	play	VERB
fbem-26938	35	5	a	a	DET
fbem-26938	35	6	key	key	ADJ
fbem-26938	35	7	role	role	NOUN
fbem-26938	35	8	in	in	ADP
fbem-26938	35	9	risk	risk	NOUN
fbem-26938	35	10	management	management	NOUN
fbem-26938	35	11	.	.	PUNCT
fbem-26938	36	1	in	in	ADP
fbem-26938	36	2	this	this	DET
fbem-26938	36	3	section	section	NOUN
fbem-26938	36	4	,	,	PUNCT
fbem-26938	36	5	historical	historical	ADJ
fbem-26938	36	6	data	datum	NOUN
fbem-26938	36	7	and	and	CCONJ
fbem-26938	36	8	machine	machine	NOUN
fbem-26938	36	9	learning	learn	VERB
fbem-26938	36	10	algorithm	algorithm	NOUN
fbem-26938	36	11	are	be	AUX
fbem-26938	36	12	used	use	VERB
fbem-26938	36	13	to	to	PART
fbem-26938	36	14	establish	establish	VERB
fbem-26938	36	15	a	a	DET
fbem-26938	36	16	risk	risk	NOUN
fbem-26938	36	17	assessment	assessment	NOUN
fbem-26938	36	18	model	model	NOUN
fbem-26938	36	19	to	to	PART
fbem-26938	36	20	predict	predict	VERB
fbem-26938	36	21	the	the	DET
fbem-26938	36	22	potential	potential	ADJ
fbem-26938	36	23	risks	risk	NOUN
fbem-26938	36	24	of	of	ADP
fbem-26938	36	25	different	different	ADJ
fbem-26938	36	26	portfolios	portfolio	NOUN
fbem-26938	36	27	and	and	CCONJ
fbem-26938	36	28	help	help	VERB
fbem-26938	36	29	investors	investor	NOUN
fbem-26938	36	30	make	make	VERB
fbem-26938	36	31	more	more	ADV
fbem-26938	36	32	stable	stable	ADJ
fbem-26938	36	33	investment	investment	NOUN
fbem-26938	36	34	decisions	decision	NOUN
fbem-26938	36	35	.	.	PUNCT
fbem-26938	37	1	in	in	ADP
fbem-26938	37	2	the	the	DET
fbem-26938	37	3	key	key	ADJ
fbem-26938	37	4	link	link	NOUN
fbem-26938	37	5	of	of	ADP
fbem-26938	37	6	risk	risk	NOUN
fbem-26938	37	7	management	management	NOUN
fbem-26938	37	8	,	,	PUNCT
fbem-26938	37	9	the	the	DET
fbem-26938	37	10	application	application	NOUN
fbem-26938	37	11	of	of	ADP
fbem-26938	37	12	data	datum	NOUN
fbem-26938	37	13	science	science	NOUN
fbem-26938	37	14	also	also	ADV
fbem-26938	37	15	shows	show	VERB
fbem-26938	37	16	its	its	PRON
fbem-26938	37	17	irreplaceable	irreplaceable	ADJ
fbem-26938	37	18	value	value	NOUN
fbem-26938	37	19	.	.	PUNCT
fbem-26938	38	1	in	in	ADP
fbem-26938	38	2	order	order	NOUN
fbem-26938	38	3	to	to	PART
fbem-26938	38	4	evaluate	evaluate	VERB
fbem-26938	38	5	the	the	DET
fbem-26938	38	6	potential	potential	ADJ
fbem-26938	38	7	risks	risk	NOUN
fbem-26938	38	8	of	of	ADP
fbem-26938	38	9	different	different	ADJ
fbem-26938	38	10	portfolios	portfolio	NOUN
fbem-26938	38	11	more	more	ADV
fbem-26938	38	12	accurately	accurately	ADV
fbem-26938	38	13	,	,	PUNCT
fbem-26938	38	14	this	this	DET
fbem-26938	38	15	article	article	NOUN
fbem-26938	38	16	uses	use	VERB
fbem-26938	38	17	a	a	DET
fbem-26938	38	18	large	large	ADJ
fbem-26938	38	19	number	number	NOUN
fbem-26938	38	20	of	of	ADP
fbem-26938	38	21	historical	historical	ADJ
fbem-26938	38	22	data	datum	NOUN
fbem-26938	38	23	and	and	CCONJ
fbem-26938	38	24	combines	combine	VERB
fbem-26938	38	25	advanced	advanced	ADJ
fbem-26938	38	26	machine	machine	NOUN
fbem-26938	38	27	learning	learn	VERB
fbem-26938	38	28	algorithms	algorithm	NOUN
fbem-26938	38	29	to	to	PART
fbem-26938	38	30	construct	construct	VERB
fbem-26938	38	31	an	an	DET
fbem-26938	38	32	efficient	efficient	ADJ
fbem-26938	38	33	risk	risk	NOUN
fbem-26938	38	34	assessment	assessment	NOUN
fbem-26938	38	35	model	model	NOUN
fbem-26938	38	36	.	.	PUNCT
fbem-26938	39	1	in	in	ADP
fbem-26938	39	2	the	the	DET
fbem-26938	39	3	process	process	NOUN
fbem-26938	39	4	of	of	ADP
fbem-26938	39	5	building	build	VERB
fbem-26938	39	6	the	the	DET
fbem-26938	39	7	model	model	NOUN
fbem-26938	39	8	,	,	PUNCT
fbem-26938	39	9	this	this	DET
fbem-26938	39	10	article	article	NOUN
fbem-26938	39	11	first	first	ADV
fbem-26938	39	12	comprehensively	comprehensively	ADV
fbem-26938	39	13	cleans	clean	VERB
fbem-26938	39	14	and	and	CCONJ
fbem-26938	39	15	preprocesses	preprocesse	NOUN
fbem-26938	39	16	the	the	DET
fbem-26938	39	17	historical	historical	ADJ
fbem-26938	39	18	data	datum	NOUN
fbem-26938	39	19	to	to	PART
fbem-26938	39	20	ensure	ensure	VERB
fbem-26938	39	21	the	the	DET
fbem-26938	39	22	accuracy	accuracy	NOUN
fbem-26938	39	23	and	and	CCONJ
fbem-26938	39	24	consistency	consistency	NOUN
fbem-26938	39	25	of	of	ADP
fbem-26938	39	26	the	the	DET
fbem-26938	39	27	data	datum	NOUN
fbem-26938	39	28	.	.	PUNCT
fbem-26938	40	1	subsequently	subsequently	ADV
fbem-26938	40	2	,	,	PUNCT
fbem-26938	40	3	this	this	DET
fbem-26938	40	4	article	article	NOUN
fbem-26938	40	5	selects	select	VERB
fbem-26938	40	6	several	several	ADJ
fbem-26938	40	7	key	key	ADJ
fbem-26938	40	8	risk	risk	NOUN
fbem-26938	40	9	factors	factor	NOUN
fbem-26938	40	10	as	as	ADP
fbem-26938	40	11	characteristic	characteristic	ADJ
fbem-26938	40	12	variables	variable	NOUN
fbem-26938	40	13	,	,	PUNCT
fbem-26938	40	14	which	which	PRON
fbem-26938	40	15	cover	cover	VERB
fbem-26938	40	16	many	many	ADJ
fbem-26938	40	17	dimensions	dimension	NOUN
fbem-26938	40	18	such	such	ADJ
fbem-26938	40	19	as	as	ADP
fbem-26938	40	20	market	market	NOUN
fbem-26938	40	21	fluctuation	fluctuation	NOUN
fbem-26938	40	22	,	,	PUNCT
fbem-26938	40	23	industry	industry	NOUN
fbem-26938	40	24	trend	trend	NOUN
fbem-26938	40	25	,	,	PUNCT
fbem-26938	40	26	company	company	NOUN
fbem-26938	40	27	's	's	PART
fbem-26938	40	28	financial	financial	ADJ
fbem-26938	40	29	situation	situation	NOUN
fbem-26938	40	30	and	and	CCONJ
fbem-26938	40	31	so	so	ADV
fbem-26938	40	32	on	on	ADV
fbem-26938	40	33	,	,	PUNCT
fbem-26938	40	34	and	and	CCONJ
fbem-26938	40	35	can	can	AUX
fbem-26938	40	36	fully	fully	ADV
fbem-26938	40	37	reflect	reflect	VERB
fbem-26938	40	38	the	the	DET
fbem-26938	40	39	risk	risk	NOUN
fbem-26938	40	40	situation	situation	NOUN
fbem-26938	40	41	faced	face	VERB
fbem-26938	40	42	by	by	ADP
fbem-26938	40	43	the	the	DET
fbem-26938	40	44	portfolio	portfolio	NOUN
fbem-26938	40	45	.	.	PUNCT
fbem-26938	41	1	then	then	ADV
fbem-26938	41	2	,	,	PUNCT
fbem-26938	41	3	this	this	DET
fbem-26938	41	4	article	article	NOUN
fbem-26938	41	5	adopts	adopt	VERB
fbem-26938	41	6	advanced	advanced	ADJ
fbem-26938	41	7	machine	machine	NOUN
fbem-26938	41	8	learning	learn	VERB
fbem-26938	41	9	algorithm	algorithm	NOUN
fbem-26938	41	10	(	(	PUNCT
fbem-26938	41	11	neural	neural	ADJ
fbem-26938	41	12	network	network	NOUN
fbem-26938	41	13	)	)	PUNCT
fbem-26938	41	14	to	to	PART
fbem-26938	41	15	train	train	VERB
fbem-26938	41	16	and	and	CCONJ
fbem-26938	41	17	learn	learn	VERB
fbem-26938	41	18	the	the	DET
fbem-26938	41	19	processed	process	VERB
fbem-26938	41	20	data	datum	NOUN
fbem-26938	41	21	.	.	PUNCT
fbem-26938	42	1	the	the	DET
fbem-26938	42	2	training	training	NOUN
fbem-26938	42	3	process	process	NOUN
fbem-26938	42	4	is	be	AUX
fbem-26938	42	5	as	as	SCONJ
fbem-26938	42	6	follows	follow	VERB
fbem-26938	42	7	:	:	PUNCT
fbem-26938	42	8	(	(	PUNCT
fbem-26938	42	9	)	)	PUNCT
fbem-26938	43	1			NOUN
fbem-26938	43	2	model,,dtrain	model,,dtrain	PROPN
fbem-26938	43	3	t	t	NOUN
fbem-26938	43	4	rain	rain	NOUN
fbem-26938	43	5	=	=	SYM
fbem-26938	43	6			PROPN
fbem-26938	43	7	(	(	PUNCT
fbem-26938	43	8	1	1	NUM
fbem-26938	43	9	)	)	PUNCT
fbem-26938	43	10	where	where	SCONJ
fbem-26938	43	11	:	:	PUNCT
fbem-26938	43	12	−	−	PROPN
fbem-26938	43	13	is	be	AUX
fbem-26938	43	14	the	the	DET
fbem-26938	43	15	optimized	optimize	VERB
fbem-26938	43	16	network	network	NOUN
fbem-26938	43	17	parameter	parameter	NOUN
fbem-26938	43	18	obtained	obtain	VERB
fbem-26938	43	19	after	after	ADP
fbem-26938	43	20	training	training	NOUN
fbem-26938	43	21	;	;	PUNCT
fbem-26938	43	22			X
fbem-26938	43	23	is	be	AUX
fbem-26938	43	24	the	the	DET
fbem-26938	43	25	initial	initial	ADJ
fbem-26938	43	26	network	network	NOUN
fbem-26938	43	27	parameter	parameter	NOUN
fbem-26938	43	28	;	;	PUNCT
fbem-26938	43	29	train	train	NOUN
fbem-26938	43	30	is	be	AUX
fbem-26938	43	31	a	a	DET
fbem-26938	43	32	training	training	NOUN
fbem-26938	43	33	process	process	NOUN
fbem-26938	43	34	,	,	PUNCT
fbem-26938	43	35	and	and	CCONJ
fbem-26938	43	36	usually	usually	ADV
fbem-26938	43	37	uses	use	VERB
fbem-26938	43	38	back	back	ADP
fbem-26938	43	39	propagation	propagation	NOUN
fbem-26938	43	40	algorithm	algorithm	NOUN
fbem-26938	43	41	.	.	PUNCT
fbem-26938	44	1	through	through	ADP
fbem-26938	44	2	continuous	continuous	ADJ
fbem-26938	44	3	iteration	iteration	NOUN
fbem-26938	44	4	and	and	CCONJ
fbem-26938	44	5	optimization	optimization	NOUN
fbem-26938	44	6	,	,	PUNCT
fbem-26938	44	7	the	the	DET
fbem-26938	44	8	model	model	NOUN
fbem-26938	44	9	gradually	gradually	ADV
fbem-26938	44	10	learned	learn	VERB
fbem-26938	44	11	the	the	DET
fbem-26938	44	12	complex	complex	ADJ
fbem-26938	44	13	relationship	relationship	NOUN
fbem-26938	44	14	between	between	ADP
fbem-26938	44	15	risk	risk	NOUN
fbem-26938	44	16	factors	factor	NOUN
fbem-26938	44	17	and	and	CCONJ
fbem-26938	44	18	portfolio	portfolio	NOUN
fbem-26938	44	19	risk	risk	NOUN
fbem-26938	44	20	,	,	PUNCT
fbem-26938	44	21	and	and	CCONJ
fbem-26938	44	22	formed	form	VERB
fbem-26938	44	23	a	a	DET
fbem-26938	44	24	stable	stable	ADJ
fbem-26938	44	25	risk	risk	NOUN
fbem-26938	44	26	assessment	assessment	NOUN
fbem-26938	44	27	ability	ability	NOUN
fbem-26938	44	28	.	.	PUNCT
fbem-26938	45	1	in	in	ADP
fbem-26938	45	2	order	order	NOUN
fbem-26938	45	3	to	to	PART
fbem-26938	45	4	evaluate	evaluate	VERB
fbem-26938	45	5	the	the	DET
fbem-26938	45	6	accuracy	accuracy	NOUN
fbem-26938	45	7	of	of	ADP
fbem-26938	45	8	classification	classification	NOUN
fbem-26938	45	9	,	,	PUNCT
fbem-26938	45	10	the	the	DET
fbem-26938	45	11	model	model	NOUN
fbem-26938	45	12	adopts	adopt	VERB
fbem-26938	45	13	the	the	DET
fbem-26938	45	14	cross	cross	PROPN
fbem-26938	45	15	entropy	entropy	PROPN
fbem-26938	45	16	loss	loss	NOUN
fbem-26938	45	17	function	function	NOUN
fbem-26938	45	18	:	:	PUNCT
fbem-26938	45	19	(	(	PUNCT
fbem-26938	45	20	)	)	PUNCT
fbem-26938	45	21	i	i	PRON
fbem-26938	45	22	n	n	VERB
fbem-26938	46	1	i	i	PRON
fbem-26938	47	1	i	i	PRON
fbem-26938	47	2	cls	cls	VERB
fbem-26938	47	3	cls	cls	NOUN
fbem-26938	47	4	py	py	PROPN
fbem-26938	47	5	n	n	ADP
fbem-26938	47	6	l	l	NOUN
fbem-26938	47	7	c	c	NOUN
fbem-26938	48	1	ls	ls	PROPN
fbem-26938	48	2	log	log	NOUN
fbem-26938	48	3	1	1	NUM
fbem-26938	48	4	=	=	PROPN
fbem-26938	48	5	(	(	PUNCT
fbem-26938	48	6	2	2	NUM
fbem-26938	48	7	)	)	PUNCT
fbem-26938	48	8	among	among	ADP
fbem-26938	48	9	them	they	PRON
fbem-26938	48	10	:	:	PUNCT
fbem-26938	48	11	clsl	clsl	PROPN
fbem-26938	48	12	is	be	AUX
fbem-26938	48	13	classified	classified	ADJ
fbem-26938	48	14	loss	loss	NOUN
fbem-26938	48	15	;	;	PUNCT
fbem-26938	48	16	clsn	clsn	NOUN
fbem-26938	48	17	is	be	AUX
fbem-26938	48	18	the	the	DET
fbem-26938	48	19	number	number	NOUN
fbem-26938	48	20	of	of	ADP
fbem-26938	48	21	samples	sample	NOUN
fbem-26938	48	22	for	for	ADP
fbem-26938	48	23	the	the	DET
fbem-26938	48	24	classification	classification	NOUN
fbem-26938	48	25	task	task	NOUN
fbem-26938	48	26	;	;	PUNCT
fbem-26938	48	27	iy	iy	PROPN
fbem-26938	48	28	is	be	AUX
fbem-26938	48	29	the	the	DET
fbem-26938	48	30	real	real	ADJ
fbem-26938	48	31	label	label	NOUN
fbem-26938	48	32	of	of	ADP
fbem-26938	48	33	i	i	PRON
fbem-26938	48	34	sample	sample	NOUN
fbem-26938	48	35	(	(	PUNCT
fbem-26938	48	36	usually	usually	ADV
fbem-26938	48	37	one	one	NUM
fbem-26938	48	38	-	-	PUNCT
fbem-26938	48	39	hot	hot	ADJ
fbem-26938	48	40	code	code	NOUN
fbem-26938	48	41	)	)	PUNCT
fbem-26938	48	42	;	;	PUNCT
fbem-26938	48	43	ip	ip	NOUN
fbem-26938	48	44	is	be	AUX
fbem-26938	48	45	the	the	DET
fbem-26938	48	46	probability	probability	NOUN
fbem-26938	48	47	that	that	SCONJ
fbem-26938	48	48	the	the	DET
fbem-26938	48	49	model	model	NOUN
fbem-26938	48	50	predicts	predict	VERB
fbem-26938	48	51	that	that	SCONJ
fbem-26938	48	52	the	the	DET
fbem-26938	48	53	i	i	PRON
fbem-26938	48	54	sample	sample	NOUN
fbem-26938	48	55	is	be	AUX
fbem-26938	48	56	positive	positive	ADJ
fbem-26938	48	57	;	;	PUNCT
fbem-26938	48	58	log	log	NOUN
fbem-26938	48	59	is	be	AUX
fbem-26938	48	60	a	a	DET
fbem-26938	48	61	natural	natural	ADJ
fbem-26938	48	62	logarithm	logarithm	NOUN
fbem-26938	48	63	.	.	PUNCT
fbem-26938	49	1	finally	finally	ADV
fbem-26938	49	2	,	,	PUNCT
fbem-26938	49	3	this	this	DET
fbem-26938	49	4	article	article	NOUN
fbem-26938	49	5	uses	use	VERB
fbem-26938	49	6	this	this	DET
fbem-26938	49	7	risk	risk	NOUN
fbem-26938	49	8	assessment	assessment	NOUN
fbem-26938	49	9	model	model	NOUN
fbem-26938	49	10	to	to	PART
fbem-26938	49	11	predict	predict	VERB
fbem-26938	49	12	the	the	DET
fbem-26938	49	13	potential	potential	ADJ
fbem-26938	49	14	risks	risk	NOUN
fbem-26938	49	15	of	of	ADP
fbem-26938	49	16	different	different	ADJ
fbem-26938	49	17	investment	investment	NOUN
fbem-26938	49	18	portfolios	portfolio	NOUN
fbem-26938	49	19	.	.	PUNCT
fbem-26938	50	1	the	the	DET
fbem-26938	50	2	output	output	NOUN
fbem-26938	50	3	of	of	ADP
fbem-26938	50	4	the	the	DET
fbem-26938	50	5	model	model	NOUN
fbem-26938	50	6	not	not	PART
fbem-26938	50	7	only	only	ADV
fbem-26938	50	8	includes	include	VERB
fbem-26938	50	9	the	the	DET
fbem-26938	50	10	overall	overall	ADJ
fbem-26938	50	11	risk	risk	NOUN
fbem-26938	50	12	level	level	NOUN
fbem-26938	50	13	of	of	ADP
fbem-26938	50	14	the	the	DET
fbem-26938	50	15	portfolio	portfolio	NOUN
fbem-26938	50	16	,	,	PUNCT
fbem-26938	50	17	but	but	CCONJ
fbem-26938	50	18	also	also	ADV
fbem-26938	50	19	lists	list	VERB
fbem-26938	50	20	the	the	DET
fbem-26938	50	21	contribution	contribution	NOUN
fbem-26938	50	22	degree	degree	NOUN
fbem-26938	50	23	of	of	ADP
fbem-26938	50	24	each	each	DET
fbem-26938	50	25	risk	risk	NOUN
fbem-26938	50	26	factor	factor	NOUN
fbem-26938	50	27	in	in	ADP
fbem-26938	50	28	detail	detail	NOUN
fbem-26938	50	29	,	,	PUNCT
fbem-26938	50	30	which	which	PRON
fbem-26938	50	31	provides	provide	VERB
fbem-26938	50	32	investors	investor	NOUN
fbem-26938	50	33	with	with	ADP
fbem-26938	50	34	intuitive	intuitive	ADJ
fbem-26938	50	35	and	and	CCONJ
fbem-26938	50	36	comprehensive	comprehensive	ADJ
fbem-26938	50	37	risk	risk	NOUN
fbem-26938	50	38	information	information	NOUN
fbem-26938	50	39	.	.	PUNCT
fbem-26938	51	1	this	this	PRON
fbem-26938	51	2	helps	help	VERB
fbem-26938	51	3	investors	investor	NOUN
fbem-26938	51	4	to	to	PART
fbem-26938	51	5	understand	understand	VERB
fbem-26938	51	6	the	the	DET
fbem-26938	51	7	risk	risk	NOUN
fbem-26938	51	8	status	status	NOUN
fbem-26938	51	9	of	of	ADP
fbem-26938	51	10	the	the	DET
fbem-26938	51	11	portfolio	portfolio	NOUN
fbem-26938	51	12	more	more	ADV
fbem-26938	51	13	clearly	clearly	ADV
fbem-26938	51	14	,	,	PUNCT
fbem-26938	51	15	so	so	SCONJ
fbem-26938	51	16	as	as	SCONJ
fbem-26938	51	17	to	to	PART
fbem-26938	51	18	make	make	VERB
fbem-26938	51	19	more	more	ADV
fbem-26938	51	20	stable	stable	ADJ
fbem-26938	51	21	investment	investment	NOUN
fbem-26938	51	22	decisions	decision	NOUN
fbem-26938	51	23	.	.	PUNCT
fbem-26938	52	1	3	3	X
fbem-26938	52	2	.	.	X
fbem-26938	52	3	the	the	DET
fbem-26938	52	4	influence	influence	NOUN
fbem-26938	52	5	of	of	ADP
fbem-26938	52	6	data	datum	NOUN
fbem-26938	52	7	science	science	NOUN
fbem-26938	52	8	on	on	ADP
fbem-26938	52	9	market	market	NOUN
fbem-26938	52	10	forecast	forecast	NOUN
fbem-26938	52	11	3.1	3.1	NUM
fbem-26938	52	12	.	.	PUNCT
fbem-26938	52	13	traditional	traditional	ADJ
fbem-26938	52	14	methods	method	NOUN
fbem-26938	52	15	and	and	CCONJ
fbem-26938	52	16	limitations	limitation	NOUN
fbem-26938	52	17	of	of	ADP
fbem-26938	52	18	market	market	NOUN
fbem-26938	52	19	forecasting	forecasting	NOUN
fbem-26938	52	20	for	for	ADP
fbem-26938	52	21	a	a	DET
fbem-26938	52	22	long	long	ADJ
fbem-26938	52	23	time	time	NOUN
fbem-26938	52	24	,	,	PUNCT
fbem-26938	52	25	market	market	NOUN
fbem-26938	52	26	forecasting	forecasting	NOUN
fbem-26938	52	27	mainly	mainly	ADV
fbem-26938	52	28	relies	rely	VERB
fbem-26938	52	29	on	on	ADP
fbem-26938	52	30	two	two	NUM
fbem-26938	52	31	traditional	traditional	ADJ
fbem-26938	52	32	methods	method	NOUN
fbem-26938	52	33	:	:	PUNCT
fbem-26938	52	34	fundamental	fundamental	ADJ
fbem-26938	52	35	analysis	analysis	NOUN
fbem-26938	52	36	and	and	CCONJ
fbem-26938	52	37	technical	technical	ADJ
fbem-26938	52	38	analysis	analysis	NOUN
fbem-26938	52	39	.	.	PUNCT
fbem-26938	53	1	fundamental	fundamental	ADJ
fbem-26938	53	2	analysis	analysis	NOUN
fbem-26938	53	3	focuses	focus	VERB
fbem-26938	53	4	on	on	ADP
fbem-26938	53	5	assessing	assess	VERB
fbem-26938	53	6	the	the	DET
fbem-26938	53	7	company	company	NOUN
fbem-26938	53	8	's	's	PART
fbem-26938	53	9	financial	financial	ADJ
fbem-26938	53	10	situation	situation	NOUN
fbem-26938	53	11	,	,	PUNCT
fbem-26938	53	12	industry	industry	NOUN
fbem-26938	53	13	trends	trend	NOUN
fbem-26938	53	14	and	and	CCONJ
fbem-26938	53	15	macroeconomic	macroeconomic	ADJ
fbem-26938	53	16	indicators	indicator	NOUN
fbem-26938	53	17	to	to	PART
fbem-26938	53	18	judge	judge	VERB
fbem-26938	53	19	the	the	DET
fbem-26938	53	20	intrinsic	intrinsic	ADJ
fbem-26938	53	21	value	value	NOUN
fbem-26938	53	22	of	of	ADP
fbem-26938	53	23	stocks	stock	NOUN
fbem-26938	53	24	or	or	CCONJ
fbem-26938	53	25	other	other	ADJ
fbem-26938	53	26	financial	financial	ADJ
fbem-26938	53	27	assets	asset	NOUN
fbem-26938	53	28	.	.	PUNCT
fbem-26938	54	1	technical	technical	ADJ
fbem-26938	54	2	analysis	analysis	NOUN
fbem-26938	54	3	looks	look	VERB
fbem-26938	54	4	for	for	ADP
fbem-26938	54	5	patterns	pattern	NOUN
fbem-26938	54	6	on	on	ADP
fbem-26938	54	7	price	price	NOUN
fbem-26938	54	8	charts	chart	NOUN
fbem-26938	54	9	by	by	ADP
fbem-26938	54	10	studying	study	VERB
fbem-26938	54	11	historical	historical	ADJ
fbem-26938	54	12	price	price	NOUN
fbem-26938	54	13	and	and	CCONJ
fbem-26938	54	14	trading	trading	NOUN
fbem-26938	54	15	volume	volume	NOUN
fbem-26938	54	16	data	datum	NOUN
fbem-26938	54	17	to	to	PART
fbem-26938	54	18	predict	predict	VERB
fbem-26938	54	19	future	future	ADJ
fbem-26938	54	20	market	market	NOUN
fbem-26938	54	21	trends	trend	NOUN
fbem-26938	54	22	.	.	PUNCT
fbem-26938	55	1	although	although	SCONJ
fbem-26938	55	2	these	these	DET
fbem-26938	55	3	methods	method	NOUN
fbem-26938	55	4	are	be	AUX
fbem-26938	55	5	effective	effective	ADJ
fbem-26938	55	6	in	in	ADP
fbem-26938	55	7	certain	certain	ADJ
fbem-26938	55	8	situations	situation	NOUN
fbem-26938	55	9	,	,	PUNCT
fbem-26938	55	10	they	they	PRON
fbem-26938	55	11	also	also	ADV
fbem-26938	55	12	have	have	VERB
fbem-26938	55	13	obvious	obvious	ADJ
fbem-26938	55	14	limitations	limitation	NOUN
fbem-26938	55	15	.	.	PUNCT
fbem-26938	56	1	fundamental	fundamental	ADJ
fbem-26938	56	2	analysis	analysis	NOUN
fbem-26938	56	3	is	be	AUX
fbem-26938	56	4	influenced	influence	VERB
fbem-26938	56	5	by	by	ADP
fbem-26938	56	6	information	information	NOUN
fbem-26938	56	7	lag	lag	NOUN
fbem-26938	56	8	or	or	CCONJ
fbem-26938	56	9	incomplete	incomplete	ADJ
fbem-26938	56	10	information	information	NOUN
fbem-26938	56	11	,	,	PUNCT
fbem-26938	56	12	while	while	SCONJ
fbem-26938	56	13	technical	technical	ADJ
fbem-26938	56	14	analysis	analysis	NOUN
fbem-26938	56	15	relies	rely	VERB
fbem-26938	56	16	more	more	ADJ
fbem-26938	56	17	on	on	ADP
fbem-26938	56	18	subjective	subjective	ADJ
fbem-26938	56	19	judgment	judgment	NOUN
fbem-26938	56	20	and	and	CCONJ
fbem-26938	56	21	experience	experience	NOUN
fbem-26938	56	22	and	and	CCONJ
fbem-26938	56	23	lacks	lack	VERB
fbem-26938	56	24	scientific	scientific	ADJ
fbem-26938	56	25	verification	verification	NOUN
fbem-26938	56	26	.	.	PUNCT
fbem-26938	57	1	at	at	ADP
fbem-26938	57	2	the	the	DET
fbem-26938	57	3	same	same	ADJ
fbem-26938	57	4	time	time	NOUN
fbem-26938	57	5	,	,	PUNCT
fbem-26938	57	6	traditional	traditional	ADJ
fbem-26938	57	7	methods	method	NOUN
fbem-26938	57	8	are	be	AUX
fbem-26938	57	9	often	often	ADV
fbem-26938	57	10	difficult	difficult	ADJ
fbem-26938	57	11	to	to	PART
fbem-26938	57	12	deal	deal	VERB
fbem-26938	57	13	with	with	ADP
fbem-26938	57	14	massive	massive	ADJ
fbem-26938	57	15	data	datum	NOUN
fbem-26938	57	16	effectively	effectively	ADV
fbem-26938	57	17	,	,	PUNCT
fbem-26938	57	18	and	and	CCONJ
fbem-26938	57	19	ca	can	AUX
fbem-26938	57	20	n't	not	PART
fbem-26938	57	21	capture	capture	VERB
fbem-26938	57	22	subtle	subtle	ADJ
fbem-26938	57	23	changes	change	NOUN
fbem-26938	57	24	and	and	CCONJ
fbem-26938	57	25	complex	complex	ADJ
fbem-26938	57	26	relationships	relationship	NOUN
fbem-26938	57	27	in	in	ADP
fbem-26938	57	28	the	the	DET
fbem-26938	57	29	market	market	NOUN
fbem-26938	57	30	,	,	PUNCT
fbem-26938	57	31	thus	thus	ADV
fbem-26938	57	32	limiting	limit	VERB
fbem-26938	57	33	the	the	DET
fbem-26938	57	34	accuracy	accuracy	NOUN
fbem-26938	57	35	of	of	ADP
fbem-26938	57	36	forecasting	forecasting	NOUN
fbem-26938	57	37	.	.	PUNCT
fbem-26938	58	1	3.2	3.2	NUM
fbem-26938	58	2	.	.	PUNCT
fbem-26938	58	3	advantages	advantage	NOUN
fbem-26938	58	4	of	of	ADP
fbem-26938	58	5	data	datum	NOUN
fbem-26938	58	6	science	science	NOUN
fbem-26938	58	7	in	in	ADP
fbem-26938	58	8	market	market	NOUN
fbem-26938	58	9	forecasting	forecasting	NOUN
fbem-26938	58	10	the	the	DET
fbem-26938	58	11	emergence	emergence	NOUN
fbem-26938	58	12	of	of	ADP
fbem-26938	58	13	data	datum	NOUN
fbem-26938	58	14	science	science	NOUN
fbem-26938	58	15	has	have	AUX
fbem-26938	58	16	brought	bring	VERB
fbem-26938	58	17	revolutionary	revolutionary	ADJ
fbem-26938	58	18	changes	change	NOUN
fbem-26938	58	19	to	to	ADP
fbem-26938	58	20	market	market	NOUN
fbem-26938	58	21	forecasting	forecasting	NOUN
fbem-26938	58	22	.	.	PUNCT
fbem-26938	59	1	compared	compare	VERB
fbem-26938	59	2	with	with	ADP
fbem-26938	59	3	traditional	traditional	ADJ
fbem-26938	59	4	methods	method	NOUN
fbem-26938	59	5	,	,	PUNCT
fbem-26938	59	6	data	datum	NOUN
fbem-26938	59	7	science	science	NOUN
fbem-26938	59	8	has	have	VERB
fbem-26938	59	9	obvious	obvious	ADJ
fbem-26938	59	10	advantages	advantage	NOUN
fbem-26938	59	11	in	in	ADP
fbem-26938	59	12	dealing	deal	VERB
fbem-26938	59	13	with	with	ADP
fbem-26938	59	14	complex	complex	ADJ
fbem-26938	59	15	data	datum	NOUN
fbem-26938	59	16	,	,	PUNCT
fbem-26938	59	17	finding	find	VERB
fbem-26938	59	18	hidden	hide	VERB
fbem-26938	59	19	patterns	pattern	NOUN
fbem-26938	59	20	and	and	CCONJ
fbem-26938	59	21	making	make	VERB
fbem-26938	59	22	highprecision	highprecision	NOUN
fbem-26938	59	23	predictions	prediction	NOUN
fbem-26938	59	24	.	.	PUNCT
fbem-26938	60	1	through	through	ADP
fbem-26938	60	2	machine	machine	NOUN
fbem-26938	60	3	learning	learning	NOUN
fbem-26938	60	4	and	and	CCONJ
fbem-26938	60	5	deep	deep	ADJ
fbem-26938	60	6	learning	learning	NOUN
fbem-26938	60	7	algorithms	algorithm	NOUN
fbem-26938	60	8	,	,	PUNCT
fbem-26938	60	9	data	datum	NOUN
fbem-26938	60	10	science	science	NOUN
fbem-26938	60	11	can	can	AUX
fbem-26938	60	12	automatically	automatically	ADV
fbem-26938	60	13	learn	learn	VERB
fbem-26938	60	14	complex	complex	ADJ
fbem-26938	60	15	relationships	relationship	NOUN
fbem-26938	60	16	in	in	ADP
fbem-26938	60	17	the	the	DET
fbem-26938	60	18	market	market	NOUN
fbem-26938	60	19	and	and	CCONJ
fbem-26938	60	20	capture	capture	VERB
fbem-26938	60	21	nonlinear	nonlinear	ADJ
fbem-26938	60	22	relationships	relationship	NOUN
fbem-26938	60	23	and	and	CCONJ
fbem-26938	60	24	interaction	interaction	NOUN
fbem-26938	60	25	effects	effect	NOUN
fbem-26938	60	26	that	that	PRON
fbem-26938	60	27	are	be	AUX
fbem-26938	60	28	difficult	difficult	ADJ
fbem-26938	60	29	to	to	PART
fbem-26938	60	30	find	find	VERB
fbem-26938	60	31	by	by	ADP
fbem-26938	60	32	traditional	traditional	ADJ
fbem-26938	60	33	methods	method	NOUN
fbem-26938	60	34	.	.	PUNCT
fbem-26938	61	1	data	datum	NOUN
fbem-26938	61	2	science	science	NOUN
fbem-26938	61	3	can	can	AUX
fbem-26938	61	4	process	process	VERB
fbem-26938	61	5	and	and	CCONJ
fbem-26938	61	6	analyze	analyze	VERB
fbem-26938	61	7	a	a	DET
fbem-26938	61	8	large	large	ADJ
fbem-26938	61	9	amount	amount	NOUN
fbem-26938	61	10	of	of	ADP
fbem-26938	61	11	data	datum	NOUN
fbem-26938	61	12	in	in	ADP
fbem-26938	61	13	real	real	ADJ
fbem-26938	61	14	time	time	NOUN
fbem-26938	61	15	,	,	PUNCT
fbem-26938	61	16	including	include	VERB
fbem-26938	61	17	structured	structure	VERB
fbem-26938	61	18	and	and	CCONJ
fbem-26938	61	19	unstructured	unstructured	ADJ
fbem-26938	61	20	data	datum	NOUN
fbem-26938	61	21	,	,	PUNCT
fbem-26938	61	22	thus	thus	ADV
fbem-26938	61	23	improving	improve	VERB
fbem-26938	61	24	the	the	DET
fbem-26938	61	25	timeliness	timeliness	NOUN
fbem-26938	61	26	and	and	CCONJ
fbem-26938	61	27	accuracy	accuracy	NOUN
fbem-26938	61	28	of	of	ADP
fbem-26938	61	29	forecasting	forecasting	NOUN
fbem-26938	61	30	.	.	PUNCT
fbem-26938	62	1	at	at	ADP
fbem-26938	62	2	the	the	DET
fbem-26938	62	3	same	same	ADJ
fbem-26938	62	4	time	time	NOUN
fbem-26938	62	5	,	,	PUNCT
fbem-26938	62	6	the	the	DET
fbem-26938	62	7	data	data	NOUN
fbem-26938	62	8	science	science	NOUN
fbem-26938	62	9	prediction	prediction	NOUN
fbem-26938	62	10	model	model	NOUN
fbem-26938	62	11	is	be	AUX
fbem-26938	62	12	data	data	NOUN
fbem-26938	62	13	-	-	PUNCT
fbem-26938	62	14	driven	drive	VERB
fbem-26938	62	15	,	,	PUNCT
fbem-26938	62	16	which	which	PRON
fbem-26938	62	17	reduces	reduce	VERB
fbem-26938	62	18	the	the	DET
fbem-26938	62	19	interference	interference	NOUN
fbem-26938	62	20	of	of	ADP
fbem-26938	62	21	human	human	ADJ
fbem-26938	62	22	factors	factor	NOUN
fbem-26938	62	23	and	and	CCONJ
fbem-26938	62	24	subjective	subjective	ADJ
fbem-26938	62	25	judgments	judgment	NOUN
fbem-26938	62	26	and	and	CCONJ
fbem-26938	62	27	makes	make	VERB
fbem-26938	62	28	the	the	DET
fbem-26938	62	29	prediction	prediction	NOUN
fbem-26938	62	30	results	result	VERB
fbem-26938	62	31	more	more	ADV
fbem-26938	62	32	objective	objective	ADJ
fbem-26938	62	33	and	and	CCONJ
fbem-26938	62	34	reliable	reliable	ADJ
fbem-26938	62	35	.	.	PUNCT
fbem-26938	63	1	these	these	DET
fbem-26938	63	2	advantages	advantage	NOUN
fbem-26938	63	3	make	make	VERB
fbem-26938	63	4	data	datum	NOUN
fbem-26938	63	5	science	science	NOUN
fbem-26938	63	6	play	play	VERB
fbem-26938	63	7	an	an	DET
fbem-26938	63	8	increasingly	increasingly	ADV
fbem-26938	63	9	important	important	ADJ
fbem-26938	63	10	role	role	NOUN
fbem-26938	63	11	in	in	ADP
fbem-26938	63	12	market	market	NOUN
fbem-26938	63	13	forecasting	forecasting	NOUN
fbem-26938	63	14	,	,	PUNCT
fbem-26938	63	15	providing	provide	VERB
fbem-26938	63	16	investors	investor	NOUN
fbem-26938	63	17	with	with	ADP
fbem-26938	63	18	more	more	ADV
fbem-26938	63	19	accurate	accurate	ADJ
fbem-26938	63	20	market	market	NOUN
fbem-26938	63	21	insight	insight	NOUN
fbem-26938	63	22	and	and	CCONJ
fbem-26938	63	23	decision	decision	NOUN
fbem-26938	63	24	support	support	NOUN
fbem-26938	63	25	.	.	PUNCT
fbem-26938	64	1	3.3	3.3	NUM
fbem-26938	64	2	.	.	PUNCT
fbem-26938	65	1	empirical	empirical	ADJ
fbem-26938	65	2	research	research	NOUN
fbem-26938	65	3	and	and	CCONJ
fbem-26938	65	4	result	result	VERB
fbem-26938	65	5	analysis	analysis	NOUN
fbem-26938	65	6	in	in	ADP
fbem-26938	65	7	order	order	NOUN
fbem-26938	65	8	to	to	PART
fbem-26938	65	9	verify	verify	VERB
fbem-26938	65	10	the	the	DET
fbem-26938	65	11	effect	effect	NOUN
fbem-26938	65	12	of	of	ADP
fbem-26938	65	13	data	datum	NOUN
fbem-26938	65	14	science	science	NOUN
fbem-26938	65	15	in	in	ADP
fbem-26938	65	16	market	market	NOUN
fbem-26938	65	17	forecasting	forecasting	NOUN
fbem-26938	65	18	,	,	PUNCT
fbem-26938	65	19	this	this	DET
fbem-26938	65	20	section	section	NOUN
fbem-26938	65	21	has	have	AUX
fbem-26938	65	22	conducted	conduct	VERB
fbem-26938	65	23	a	a	DET
fbem-26938	65	24	series	series	NOUN
fbem-26938	65	25	of	of	ADP
fbem-26938	65	26	empirical	empirical	ADJ
fbem-26938	65	27	studies	study	NOUN
fbem-26938	65	28	.	.	PUNCT
fbem-26938	66	1	in	in	ADP
fbem-26938	66	2	this	this	DET
fbem-26938	66	3	section	section	NOUN
fbem-26938	66	4	,	,	PUNCT
fbem-26938	66	5	the	the	DET
fbem-26938	66	6	historical	historical	ADJ
fbem-26938	66	7	data	datum	NOUN
fbem-26938	66	8	of	of	ADP
fbem-26938	66	9	a	a	DET
fbem-26938	66	10	stock	stock	NOUN
fbem-26938	66	11	market	market	NOUN
fbem-26938	66	12	are	be	AUX
fbem-26938	66	13	selected	select	VERB
fbem-26938	66	14	as	as	ADP
fbem-26938	66	15	samples	sample	NOUN
fbem-26938	66	16	,	,	PUNCT
fbem-26938	66	17	and	and	CCONJ
fbem-26938	66	18	the	the	DET
fbem-26938	66	19	traditional	traditional	ADJ
fbem-26938	66	20	forecasting	forecasting	NOUN
fbem-26938	66	21	methods	method	NOUN
fbem-26938	66	22	(	(	PUNCT
fbem-26938	66	23	fundamental	fundamental	ADJ
fbem-26938	66	24	analysis	analysis	NOUN
fbem-26938	66	25	and	and	CCONJ
fbem-26938	66	26	technical	technical	ADJ
fbem-26938	66	27	analysis	analysis	NOUN
fbem-26938	66	28	)	)	PUNCT
fbem-26938	66	29	and	and	CCONJ
fbem-26938	66	30	data	datum	NOUN
fbem-26938	66	31	science	science	NOUN
fbem-26938	66	32	forecasting	forecasting	NOUN
fbem-26938	66	33	models	model	NOUN
fbem-26938	66	34	(	(	PUNCT
fbem-26938	66	35	such	such	ADJ
fbem-26938	66	36	as	as	ADP
fbem-26938	66	37	machine	machine	NOUN
fbem-26938	66	38	learning	learning	NOUN
fbem-26938	66	39	algorithm	algorithm	NOUN
fbem-26938	66	40	)	)	PUNCT
fbem-26938	66	41	are	be	AUX
fbem-26938	66	42	used	use	VERB
fbem-26938	66	43	to	to	PART
fbem-26938	66	44	forecast	forecast	VERB
fbem-26938	66	45	respectively	respectively	ADV
fbem-26938	66	46	.	.	PUNCT
fbem-26938	67	1	in	in	ADP
fbem-26938	67	2	the	the	DET
fbem-26938	67	3	same	same	ADJ
fbem-26938	67	4	forecasting	forecasting	NOUN
fbem-26938	67	5	period	period	NOUN
fbem-26938	67	6	,	,	PUNCT
fbem-26938	67	7	we	we	PRON
fbem-26938	67	8	compare	compare	VERB
fbem-26938	67	9	the	the	DET
fbem-26938	67	10	forecasting	forecasting	NOUN
fbem-26938	67	11	accuracy	accuracy	NOUN
fbem-26938	67	12	,	,	PUNCT
fbem-26938	67	13	yield	yield	NOUN
fbem-26938	67	14	and	and	CCONJ
fbem-26938	67	15	risk	risk	NOUN
fbem-26938	67	16	index	index	NOUN
fbem-26938	67	17	of	of	ADP
fbem-26938	67	18	the	the	DET
fbem-26938	67	19	two	two	NUM
fbem-26938	67	20	methods	method	NOUN
fbem-26938	67	21	.	.	PUNCT
fbem-26938	68	1	the	the	DET
fbem-26938	68	2	results	result	NOUN
fbem-26938	68	3	are	be	AUX
fbem-26938	68	4	shown	show	VERB
fbem-26938	68	5	in	in	ADP
fbem-26938	68	6	table	table	NOUN
fbem-26938	68	7	1	1	NUM
fbem-26938	68	8	and	and	CCONJ
fbem-26938	68	9	table	table	NOUN
fbem-26938	68	10	2	2	NUM
fbem-26938	68	11	:	:	SYM
fbem-26938	68	12	319	319	NUM
fbem-26938	68	13	table	table	NOUN
fbem-26938	68	14	1	1	NUM
fbem-26938	68	15	.	.	PUNCT
fbem-26938	68	16	comparison	comparison	NOUN
fbem-26938	68	17	of	of	ADP
fbem-26938	68	18	market	market	NOUN
fbem-26938	68	19	forecasting	forecasting	NOUN
fbem-26938	68	20	accuracy	accuracy	NOUN
fbem-26938	68	21	,	,	PUNCT
fbem-26938	68	22	yield	yield	NOUN
fbem-26938	68	23	and	and	CCONJ
fbem-26938	68	24	transaction	transaction	NOUN
fbem-26938	68	25	times	time	NOUN
fbem-26938	69	1	prediction	prediction	NOUN
fbem-26938	69	2	method	method	NOUN
fbem-26938	69	3	forecast	forecast	NOUN
fbem-26938	69	4	accurac	accurac	NOUN
fbem-26938	69	5	y	y	PROPN
fbem-26938	69	6	(	(	PUNCT
fbem-26938	69	7	%	%	INTJ
fbem-26938	69	8	)	)	PUNCT
fbem-26938	69	9	return	return	NOUN
fbem-26938	69	10	rate	rate	NOUN
fbem-26938	69	11	(	(	PUNCT
fbem-26938	69	12	%	%	INTJ
fbem-26938	69	13	)	)	PUNCT
fbem-26938	69	14	average	average	ADJ
fbem-26938	69	15	transaction	transaction	NOUN
fbem-26938	69	16	frequency	frequency	NOUN
fbem-26938	69	17	(	(	PUNCT
fbem-26938	69	18	times	time	NOUN
fbem-26938	69	19	)	)	PUNCT
fbem-26938	69	20	traditional	traditional	ADJ
fbem-26938	69	21	prediction	prediction	NOUN
fbem-26938	69	22	methods	method	NOUN
fbem-26938	69	23	78.5	78.5	NUM
fbem-26938	69	24	12.4	12.4	NUM
fbem-26938	69	25	25	25	NUM
fbem-26938	69	26	data	datum	NOUN
fbem-26938	69	27	science	science	NOUN
fbem-26938	69	28	prediction	prediction	NOUN
fbem-26938	69	29	model	model	NOUN
fbem-26938	69	30	100.0	100.0	NUM
fbem-26938	69	31	15.8	15.8	NUM
fbem-26938	69	32	18	18	NUM
fbem-26938	69	33	table	table	NOUN
fbem-26938	69	34	2	2	NUM
fbem-26938	69	35	.	.	PUNCT
fbem-26938	69	36	risk	risk	NOUN
fbem-26938	69	37	indicators	indicator	NOUN
fbem-26938	69	38	and	and	CCONJ
fbem-26938	69	39	maximum	maximum	ADJ
fbem-26938	69	40	retracement	retracement	PROPN
fbem-26938	69	41	comparison	comparison	NOUN
fbem-26938	69	42	prediction	prediction	NOUN
fbem-26938	69	43	method	method	NOUN
fbem-26938	69	44	risk	risk	NOUN
fbem-26938	69	45	indicator	indicator	NOUN
fbem-26938	69	46	(	(	PUNCT
fbem-26938	69	47	standard	standard	ADJ
fbem-26938	69	48	deviation	deviation	NOUN
fbem-26938	69	49	)	)	PUNCT
fbem-26938	69	50	maximum	maximum	ADJ
fbem-26938	69	51	drawdown	drawdown	NOUN
fbem-26938	69	52	(	(	PUNCT
fbem-26938	69	53	%	%	INTJ
fbem-26938	69	54	)	)	PUNCT
fbem-26938	69	55	traditional	traditional	ADJ
fbem-26938	69	56	prediction	prediction	NOUN
fbem-26938	69	57	methods	method	VERB
fbem-26938	69	58	0.052	0.052	NUM
fbem-26938	69	59	4.5	4.5	NUM
fbem-26938	69	60	data	datum	NOUN
fbem-26938	69	61	science	science	NOUN
fbem-26938	69	62	prediction	prediction	NOUN
fbem-26938	69	63	model	model	NOUN
fbem-26938	69	64	0.041	0.041	NUM
fbem-26938	69	65	3.2	3.2	NUM
fbem-26938	69	66	in	in	ADP
fbem-26938	69	67	table	table	NOUN
fbem-26938	69	68	1	1	NUM
fbem-26938	69	69	,	,	PUNCT
fbem-26938	69	70	in	in	ADP
fbem-26938	69	71	addition	addition	NOUN
fbem-26938	69	72	to	to	ADP
fbem-26938	69	73	the	the	DET
fbem-26938	69	74	prediction	prediction	NOUN
fbem-26938	69	75	accuracy	accuracy	NOUN
fbem-26938	69	76	and	and	CCONJ
fbem-26938	69	77	yield	yield	NOUN
fbem-26938	69	78	,	,	PUNCT
fbem-26938	69	79	this	this	DET
fbem-26938	69	80	article	article	NOUN
fbem-26938	69	81	also	also	ADV
fbem-26938	69	82	increases	increase	VERB
fbem-26938	69	83	the	the	DET
fbem-26938	69	84	comparison	comparison	NOUN
fbem-26938	69	85	of	of	ADP
fbem-26938	69	86	average	average	ADJ
fbem-26938	69	87	transaction	transaction	NOUN
fbem-26938	69	88	times	time	NOUN
fbem-26938	69	89	to	to	PART
fbem-26938	69	90	show	show	VERB
fbem-26938	69	91	the	the	DET
fbem-26938	69	92	advantages	advantage	NOUN
fbem-26938	69	93	of	of	ADP
fbem-26938	69	94	the	the	DET
fbem-26938	69	95	data	data	NOUN
fbem-26938	69	96	scientific	scientific	ADJ
fbem-26938	69	97	prediction	prediction	NOUN
fbem-26938	69	98	model	model	NOUN
fbem-26938	69	99	in	in	ADP
fbem-26938	69	100	reducing	reduce	VERB
fbem-26938	69	101	transaction	transaction	NOUN
fbem-26938	69	102	frequency	frequency	NOUN
fbem-26938	69	103	and	and	CCONJ
fbem-26938	69	104	improving	improve	VERB
fbem-26938	69	105	transaction	transaction	NOUN
fbem-26938	69	106	efficiency	efficiency	NOUN
fbem-26938	69	107	.	.	PUNCT
fbem-26938	70	1	in	in	ADP
fbem-26938	70	2	table	table	NOUN
fbem-26938	70	3	2	2	NUM
fbem-26938	70	4	,	,	PUNCT
fbem-26938	70	5	this	this	DET
fbem-26938	70	6	article	article	NOUN
fbem-26938	70	7	adds	add	VERB
fbem-26938	70	8	the	the	DET
fbem-26938	70	9	comparison	comparison	NOUN
fbem-26938	70	10	of	of	ADP
fbem-26938	70	11	maximum	maximum	ADJ
fbem-26938	70	12	retracement	retracement	NOUN
fbem-26938	70	13	,	,	PUNCT
fbem-26938	70	14	which	which	PRON
fbem-26938	70	15	reflects	reflect	VERB
fbem-26938	70	16	the	the	DET
fbem-26938	70	17	maximum	maximum	ADJ
fbem-26938	70	18	loss	loss	NOUN
fbem-26938	70	19	that	that	PRON
fbem-26938	70	20	the	the	DET
fbem-26938	70	21	portfolio	portfolio	NOUN
fbem-26938	70	22	may	may	AUX
fbem-26938	70	23	face	face	VERB
fbem-26938	70	24	in	in	ADP
fbem-26938	70	25	a	a	DET
fbem-26938	70	26	specific	specific	ADJ
fbem-26938	70	27	period	period	NOUN
fbem-26938	70	28	,	,	PUNCT
fbem-26938	70	29	and	and	CCONJ
fbem-26938	70	30	further	far	ADV
fbem-26938	70	31	proves	prove	VERB
fbem-26938	70	32	the	the	DET
fbem-26938	70	33	effectiveness	effectiveness	NOUN
fbem-26938	70	34	of	of	ADP
fbem-26938	70	35	the	the	DET
fbem-26938	70	36	data	data	NOUN
fbem-26938	70	37	scientific	scientific	ADJ
fbem-26938	70	38	forecasting	forecasting	NOUN
fbem-26938	70	39	model	model	NOUN
fbem-26938	70	40	in	in	ADP
fbem-26938	70	41	risk	risk	NOUN
fbem-26938	70	42	control	control	NOUN
fbem-26938	70	43	.	.	PUNCT
fbem-26938	71	1	the	the	DET
fbem-26938	71	2	results	result	NOUN
fbem-26938	71	3	show	show	VERB
fbem-26938	71	4	that	that	SCONJ
fbem-26938	71	5	the	the	DET
fbem-26938	71	6	data	data	NOUN
fbem-26938	71	7	scientific	scientific	ADJ
fbem-26938	71	8	forecasting	forecasting	NOUN
fbem-26938	71	9	model	model	NOUN
fbem-26938	71	10	is	be	AUX
fbem-26938	71	11	superior	superior	ADJ
fbem-26938	71	12	to	to	ADP
fbem-26938	71	13	the	the	DET
fbem-26938	71	14	traditional	traditional	ADJ
fbem-26938	71	15	method	method	NOUN
fbem-26938	71	16	in	in	ADP
fbem-26938	71	17	forecasting	forecast	VERB
fbem-26938	71	18	market	market	NOUN
fbem-26938	71	19	trends	trend	NOUN
fbem-26938	71	20	and	and	CCONJ
fbem-26938	71	21	individual	individual	ADJ
fbem-26938	71	22	stock	stock	NOUN
fbem-26938	71	23	performance	performance	NOUN
fbem-26938	71	24	.	.	PUNCT
fbem-26938	72	1	this	this	DET
fbem-26938	72	2	result	result	NOUN
fbem-26938	72	3	fully	fully	ADV
fbem-26938	72	4	proves	prove	VERB
fbem-26938	72	5	the	the	DET
fbem-26938	72	6	advantages	advantage	NOUN
fbem-26938	72	7	and	and	CCONJ
fbem-26938	72	8	potential	potential	NOUN
fbem-26938	72	9	of	of	ADP
fbem-26938	72	10	data	datum	NOUN
fbem-26938	72	11	science	science	NOUN
fbem-26938	72	12	in	in	ADP
fbem-26938	72	13	market	market	NOUN
fbem-26938	72	14	forecasting	forecasting	NOUN
fbem-26938	72	15	.	.	PUNCT
fbem-26938	73	1	through	through	ADP
fbem-26938	73	2	these	these	DET
fbem-26938	73	3	two	two	NUM
fbem-26938	73	4	tables	table	NOUN
fbem-26938	73	5	,	,	PUNCT
fbem-26938	73	6	we	we	PRON
fbem-26938	73	7	can	can	AUX
fbem-26938	73	8	have	have	VERB
fbem-26938	73	9	a	a	DET
fbem-26938	73	10	more	more	ADV
fbem-26938	73	11	comprehensive	comprehensive	ADJ
fbem-26938	73	12	understanding	understanding	NOUN
fbem-26938	73	13	of	of	ADP
fbem-26938	73	14	the	the	DET
fbem-26938	73	15	differences	difference	NOUN
fbem-26938	73	16	and	and	CCONJ
fbem-26938	73	17	advantages	advantage	NOUN
fbem-26938	73	18	between	between	ADP
fbem-26938	73	19	the	the	DET
fbem-26938	73	20	data	data	NOUN
fbem-26938	73	21	scientific	scientific	ADJ
fbem-26938	73	22	forecasting	forecasting	NOUN
fbem-26938	73	23	model	model	NOUN
fbem-26938	73	24	and	and	CCONJ
fbem-26938	73	25	the	the	DET
fbem-26938	73	26	traditional	traditional	ADJ
fbem-26938	73	27	forecasting	forecasting	NOUN
fbem-26938	73	28	method	method	NOUN
fbem-26938	73	29	in	in	ADP
fbem-26938	73	30	market	market	NOUN
fbem-26938	73	31	forecasting	forecasting	NOUN
fbem-26938	73	32	.	.	PUNCT
fbem-26938	74	1	4	4	X
fbem-26938	74	2	.	.	X
fbem-26938	74	3	conclusion	conclusion	NOUN
fbem-26938	74	4	this	this	DET
fbem-26938	74	5	study	study	NOUN
fbem-26938	74	6	deeply	deeply	ADV
fbem-26938	74	7	discusses	discuss	VERB
fbem-26938	74	8	the	the	DET
fbem-26938	74	9	application	application	NOUN
fbem-26938	74	10	of	of	ADP
fbem-26938	74	11	data	datum	NOUN
fbem-26938	74	12	science	science	NOUN
fbem-26938	74	13	in	in	ADP
fbem-26938	74	14	investment	investment	NOUN
fbem-26938	74	15	decision	decision	NOUN
fbem-26938	74	16	-	-	PUNCT
fbem-26938	74	17	making	making	NOUN
fbem-26938	74	18	and	and	CCONJ
fbem-26938	74	19	its	its	PRON
fbem-26938	74	20	influence	influence	NOUN
fbem-26938	74	21	on	on	ADP
fbem-26938	74	22	market	market	NOUN
fbem-26938	74	23	forecast	forecast	NOUN
fbem-26938	74	24	.	.	PUNCT
fbem-26938	75	1	through	through	ADP
fbem-26938	75	2	theoretical	theoretical	ADJ
fbem-26938	75	3	analysis	analysis	NOUN
fbem-26938	75	4	and	and	CCONJ
fbem-26938	75	5	empirical	empirical	ADJ
fbem-26938	75	6	research	research	NOUN
fbem-26938	75	7	,	,	PUNCT
fbem-26938	75	8	this	this	DET
fbem-26938	75	9	article	article	NOUN
fbem-26938	75	10	draws	draw	VERB
fbem-26938	75	11	a	a	DET
fbem-26938	75	12	series	series	NOUN
fbem-26938	75	13	of	of	ADP
fbem-26938	75	14	important	important	ADJ
fbem-26938	75	15	conclusions	conclusion	NOUN
fbem-26938	75	16	.	.	PUNCT
fbem-26938	76	1	with	with	ADP
fbem-26938	76	2	its	its	PRON
fbem-26938	76	3	powerful	powerful	ADJ
fbem-26938	76	4	data	datum	NOUN
fbem-26938	76	5	processing	processing	NOUN
fbem-26938	76	6	ability	ability	NOUN
fbem-26938	76	7	and	and	CCONJ
fbem-26938	76	8	forecasting	forecasting	NOUN
fbem-26938	76	9	accuracy	accuracy	NOUN
fbem-26938	76	10	,	,	PUNCT
fbem-26938	76	11	data	datum	NOUN
fbem-26938	76	12	science	science	NOUN
fbem-26938	76	13	has	have	AUX
fbem-26938	76	14	significantly	significantly	ADV
fbem-26938	76	15	improved	improve	VERB
fbem-26938	76	16	the	the	DET
fbem-26938	76	17	scientificity	scientificity	NOUN
fbem-26938	76	18	and	and	CCONJ
fbem-26938	76	19	efficiency	efficiency	NOUN
fbem-26938	76	20	of	of	ADP
fbem-26938	76	21	investment	investment	NOUN
fbem-26938	76	22	decision	decision	NOUN
fbem-26938	76	23	-	-	PUNCT
fbem-26938	76	24	making	making	NOUN
fbem-26938	76	25	.	.	PUNCT
fbem-26938	77	1	data	datum	NOUN
fbem-26938	77	2	science	science	NOUN
fbem-26938	77	3	plays	play	VERB
fbem-26938	77	4	an	an	DET
fbem-26938	77	5	irreplaceable	irreplaceable	ADJ
fbem-26938	77	6	role	role	NOUN
fbem-26938	77	7	in	in	ADP
fbem-26938	77	8	all	all	DET
fbem-26938	77	9	aspects	aspect	NOUN
fbem-26938	77	10	of	of	ADP
fbem-26938	77	11	investment	investment	NOUN
fbem-26938	77	12	decisionmaking	decisionmaking	NOUN
fbem-26938	77	13	,	,	PUNCT
fbem-26938	77	14	from	from	ADP
fbem-26938	77	15	data	data	NOUN
fbem-26938	77	16	collection	collection	NOUN
fbem-26938	77	17	and	and	CCONJ
fbem-26938	77	18	processing	processing	NOUN
fbem-26938	77	19	to	to	PART
fbem-26938	77	20	model	model	VERB
fbem-26938	77	21	construction	construction	NOUN
fbem-26938	77	22	and	and	CCONJ
fbem-26938	77	23	result	result	VERB
fbem-26938	77	24	analysis	analysis	NOUN
fbem-26938	77	25	.	.	PUNCT
fbem-26938	78	1	at	at	ADP
fbem-26938	78	2	the	the	DET
fbem-26938	78	3	same	same	ADJ
fbem-26938	78	4	time	time	NOUN
fbem-26938	78	5	,	,	PUNCT
fbem-26938	78	6	compared	compare	VERB
fbem-26938	78	7	with	with	ADP
fbem-26938	78	8	traditional	traditional	ADJ
fbem-26938	78	9	forecasting	forecasting	NOUN
fbem-26938	78	10	methods	method	NOUN
fbem-26938	78	11	,	,	PUNCT
fbem-26938	78	12	data	datum	NOUN
fbem-26938	78	13	science	science	NOUN
fbem-26938	78	14	shows	show	VERB
fbem-26938	78	15	obvious	obvious	ADJ
fbem-26938	78	16	advantages	advantage	NOUN
fbem-26938	78	17	in	in	ADP
fbem-26938	78	18	market	market	NOUN
fbem-26938	78	19	forecasting	forecasting	NOUN
fbem-26938	78	20	.	.	PUNCT
fbem-26938	79	1	it	it	PRON
fbem-26938	79	2	not	not	PART
fbem-26938	79	3	only	only	ADV
fbem-26938	79	4	improves	improve	VERB
fbem-26938	79	5	the	the	DET
fbem-26938	79	6	accuracy	accuracy	NOUN
fbem-26938	79	7	of	of	ADP
fbem-26938	79	8	forecasting	forecasting	NOUN
fbem-26938	79	9	,	,	PUNCT
fbem-26938	79	10	but	but	CCONJ
fbem-26938	79	11	also	also	ADV
fbem-26938	79	12	shortens	shorten	VERB
fbem-26938	79	13	the	the	DET
fbem-26938	79	14	forecasting	forecasting	NOUN
fbem-26938	79	15	period	period	NOUN
fbem-26938	79	16	,	,	PUNCT
fbem-26938	79	17	providing	provide	VERB
fbem-26938	79	18	investors	investor	NOUN
fbem-26938	79	19	with	with	ADP
fbem-26938	79	20	more	more	ADV
fbem-26938	79	21	timely	timely	ADJ
fbem-26938	79	22	and	and	CCONJ
fbem-26938	79	23	accurate	accurate	ADJ
fbem-26938	79	24	market	market	NOUN
fbem-26938	79	25	information	information	NOUN
fbem-26938	79	26	.	.	PUNCT
fbem-26938	80	1	based	base	VERB
fbem-26938	80	2	on	on	ADP
fbem-26938	80	3	the	the	DET
fbem-26938	80	4	results	result	NOUN
fbem-26938	80	5	of	of	ADP
fbem-26938	80	6	the	the	DET
fbem-26938	80	7	above	above	ADJ
fbem-26938	80	8	research	research	NOUN
fbem-26938	80	9	,	,	PUNCT
fbem-26938	80	10	this	this	DET
fbem-26938	80	11	article	article	NOUN
fbem-26938	80	12	puts	put	VERB
fbem-26938	80	13	forward	forward	ADV
fbem-26938	80	14	the	the	DET
fbem-26938	80	15	following	follow	VERB
fbem-26938	80	16	policy	policy	NOUN
fbem-26938	80	17	and	and	CCONJ
fbem-26938	80	18	practical	practical	ADJ
fbem-26938	80	19	suggestions	suggestion	NOUN
fbem-26938	80	20	.	.	PUNCT
fbem-26938	81	1	first	first	ADV
fbem-26938	81	2	of	of	ADP
fbem-26938	81	3	all	all	PRON
fbem-26938	81	4	,	,	PUNCT
fbem-26938	81	5	financial	financial	ADJ
fbem-26938	81	6	institutions	institution	NOUN
fbem-26938	81	7	and	and	CCONJ
fbem-26938	81	8	regulatory	regulatory	ADJ
fbem-26938	81	9	authorities	authority	NOUN
fbem-26938	81	10	should	should	AUX
fbem-26938	81	11	increase	increase	VERB
fbem-26938	81	12	investment	investment	NOUN
fbem-26938	81	13	in	in	ADP
fbem-26938	81	14	data	datum	NOUN
fbem-26938	81	15	science	science	NOUN
fbem-26938	81	16	and	and	CCONJ
fbem-26938	81	17	technology	technology	NOUN
fbem-26938	81	18	,	,	PUNCT
fbem-26938	81	19	improve	improve	VERB
fbem-26938	81	20	data	data	NOUN
fbem-26938	81	21	processing	processing	NOUN
fbem-26938	81	22	and	and	CCONJ
fbem-26938	81	23	analysis	analysis	NOUN
fbem-26938	81	24	capabilities	capability	NOUN
fbem-26938	81	25	,	,	PUNCT
fbem-26938	81	26	and	and	CCONJ
fbem-26938	81	27	better	well	ADV
fbem-26938	81	28	serve	serve	VERB
fbem-26938	81	29	investment	investment	NOUN
fbem-26938	81	30	decisions	decision	NOUN
fbem-26938	81	31	and	and	CCONJ
fbem-26938	81	32	market	market	NOUN
fbem-26938	81	33	forecasts	forecast	NOUN
fbem-26938	81	34	.	.	PUNCT
fbem-26938	82	1	at	at	ADP
fbem-26938	82	2	the	the	DET
fbem-26938	82	3	same	same	ADJ
fbem-26938	82	4	time	time	NOUN
fbem-26938	82	5	,	,	PUNCT
fbem-26938	82	6	financial	financial	ADJ
fbem-26938	82	7	institutions	institution	NOUN
fbem-26938	82	8	and	and	CCONJ
fbem-26938	82	9	regulatory	regulatory	ADJ
fbem-26938	82	10	authorities	authority	NOUN
fbem-26938	82	11	should	should	AUX
fbem-26938	82	12	establish	establish	VERB
fbem-26938	82	13	and	and	CCONJ
fbem-26938	82	14	improve	improve	VERB
fbem-26938	82	15	data	data	NOUN
fbem-26938	82	16	security	security	NOUN
fbem-26938	82	17	and	and	CCONJ
fbem-26938	82	18	privacy	privacy	NOUN
fbem-26938	82	19	protection	protection	NOUN
fbem-26938	82	20	mechanisms	mechanism	NOUN
fbem-26938	82	21	to	to	PART
fbem-26938	82	22	ensure	ensure	VERB
fbem-26938	82	23	the	the	DET
fbem-26938	82	24	legitimacy	legitimacy	NOUN
fbem-26938	82	25	and	and	CCONJ
fbem-26938	82	26	security	security	NOUN
fbem-26938	82	27	of	of	ADP
fbem-26938	82	28	data	datum	NOUN
fbem-26938	82	29	in	in	ADP
fbem-26938	82	30	the	the	DET
fbem-26938	82	31	process	process	NOUN
fbem-26938	82	32	of	of	ADP
fbem-26938	82	33	collection	collection	NOUN
fbem-26938	82	34	,	,	PUNCT
fbem-26938	82	35	processing	processing	NOUN
fbem-26938	82	36	and	and	CCONJ
fbem-26938	82	37	application	application	NOUN
fbem-26938	82	38	.	.	PUNCT
fbem-26938	83	1	in	in	ADP
fbem-26938	83	2	addition	addition	NOUN
fbem-26938	83	3	,	,	PUNCT
fbem-26938	83	4	investors	investor	NOUN
fbem-26938	83	5	should	should	AUX
fbem-26938	83	6	actively	actively	ADV
fbem-26938	83	7	learn	learn	VERB
fbem-26938	83	8	and	and	CCONJ
fbem-26938	83	9	master	master	VERB
fbem-26938	83	10	the	the	DET
fbem-26938	83	11	basic	basic	ADJ
fbem-26938	83	12	principles	principle	NOUN
fbem-26938	83	13	and	and	CCONJ
fbem-26938	83	14	methods	method	NOUN
fbem-26938	83	15	of	of	ADP
fbem-26938	83	16	data	datum	NOUN
fbem-26938	83	17	science	science	NOUN
fbem-26938	83	18	,	,	PUNCT
fbem-26938	83	19	and	and	CCONJ
fbem-26938	83	20	apply	apply	VERB
fbem-26938	83	21	them	they	PRON
fbem-26938	83	22	to	to	ADP
fbem-26938	83	23	actual	actual	ADJ
fbem-26938	83	24	investment	investment	NOUN
fbem-26938	83	25	decisions	decision	NOUN
fbem-26938	83	26	to	to	PART
fbem-26938	83	27	improve	improve	VERB
fbem-26938	83	28	investment	investment	NOUN
fbem-26938	83	29	returns	return	NOUN
fbem-26938	83	30	and	and	CCONJ
fbem-26938	83	31	reduce	reduce	VERB
fbem-26938	83	32	risks	risk	NOUN
fbem-26938	83	33	.	.	PUNCT
fbem-26938	84	1	references	reference	NOUN
fbem-26938	84	2	[	[	X
fbem-26938	84	3	1	1	X
fbem-26938	84	4	]	]	PUNCT
fbem-26938	84	5	sariyev	sariyev	NOUN
fbem-26938	84	6	o	o	NOUN
fbem-26938	84	7	,	,	PUNCT
fbem-26938	84	8	loos	loo	VERB
fbem-26938	84	9	t	t	PROPN
fbem-26938	84	10	k	k	PROPN
fbem-26938	84	11	,	,	PUNCT
fbem-26938	84	12	zeller	zeller	PROPN
fbem-26938	84	13	m.	m.	PROPN
fbem-26938	84	14	women	woman	NOUN
fbem-26938	84	15	’s	’s	PART
fbem-26938	84	16	participation	participation	NOUN
fbem-26938	84	17	in	in	ADP
fbem-26938	84	18	decision	decision	NOUN
fbem-26938	84	19	-	-	PUNCT
fbem-26938	84	20	making	making	NOUN
fbem-26938	84	21	and	and	CCONJ
fbem-26938	84	22	its	its	PRON
fbem-26938	84	23	implications	implication	NOUN
fbem-26938	84	24	for	for	ADP
fbem-26938	84	25	human	human	ADJ
fbem-26938	84	26	capital	capital	NOUN
fbem-26938	84	27	investment	investment	NOUN
fbem-26938	85	1	[	[	X
fbem-26938	85	2	j	j	X
fbem-26938	85	3	]	]	X
fbem-26938	85	4	.	.	PUNCT
fbem-26938	86	1	european	european	PROPN
fbem-26938	86	2	review	review	PROPN
fbem-26938	86	3	of	of	ADP
fbem-26938	86	4	agricultural	agricultural	ADJ
fbem-26938	86	5	economics	economic	NOUN
fbem-26938	86	6	,	,	PUNCT
fbem-26938	86	7	2020	2020	NUM
fbem-26938	86	8	,	,	PUNCT
fbem-26938	86	9	47(5	47(5	NOUN
fbem-26938	86	10	):	):	PUNCT
fbem-26938	86	11	1803	1803	NUM
fbem-26938	86	12	-	-	SYM
fbem-26938	86	13	1825	1825	NUM
fbem-26938	86	14	.	.	PUNCT
fbem-26938	87	1	[	[	X
fbem-26938	87	2	2	2	NUM
fbem-26938	87	3	]	]	X
fbem-26938	87	4	ben	ben	PROPN
fbem-26938	87	5	-	-	PROPN
fbem-26938	87	6	yashar	yashar	PROPN
fbem-26938	87	7	r	r	NOUN
fbem-26938	87	8	,	,	PUNCT
fbem-26938	87	9	krausz	krausz	PROPN
fbem-26938	87	10	m	m	PROPN
fbem-26938	87	11	,	,	PUNCT
fbem-26938	87	12	nitzan	nitzan	PROPN
fbem-26938	87	13	s.	s.	PROPN
fbem-26938	87	14	the	the	DET
fbem-26938	87	15	effect	effect	NOUN
fbem-26938	87	16	of	of	ADP
fbem-26938	87	17	democratic	democratic	ADJ
fbem-26938	87	18	decision	decision	NOUN
fbem-26938	87	19	making	make	VERB
fbem-26938	87	20	on	on	ADP
fbem-26938	87	21	investment	investment	NOUN
fbem-26938	87	22	in	in	ADP
fbem-26938	87	23	reputation	reputation	NOUN
fbem-26938	87	24	[	[	X
fbem-26938	87	25	j	j	X
fbem-26938	87	26	]	]	X
fbem-26938	87	27	.	.	PUNCT
fbem-26938	88	1	public	public	ADJ
fbem-26938	88	2	choice	choice	NOUN
fbem-26938	88	3	,	,	PUNCT
fbem-26938	88	4	2018	2018	NUM
fbem-26938	88	5	,	,	PUNCT
fbem-26938	88	6	177(1	177(1	NUM
fbem-26938	88	7	-	-	SYM
fbem-26938	88	8	2):1	2):1	NUM
fbem-26938	88	9	-	-	PUNCT
fbem-26938	88	10	10	10	NUM
fbem-26938	88	11	.	.	PUNCT
fbem-26938	89	1	[	[	X
fbem-26938	89	2	3	3	X
fbem-26938	89	3	]	]	X
fbem-26938	89	4	adner	adner	ADJ
fbem-26938	89	5	r	r	NOUN
fbem-26938	89	6	,	,	PUNCT
fbem-26938	89	7	feller	feller	NOUN
fbem-26938	89	8	d.	d.	PROPN
fbem-26938	89	9	interdependence	interdependence	PROPN
fbem-26938	89	10	,	,	PUNCT
fbem-26938	89	11	perception	perception	NOUN
fbem-26938	89	12	,	,	PUNCT
fbem-26938	89	13	and	and	CCONJ
fbem-26938	89	14	investment	investment	NOUN
fbem-26938	89	15	choices	choice	NOUN
fbem-26938	89	16	:	:	PUNCT
fbem-26938	89	17	an	an	DET
fbem-26938	89	18	experimental	experimental	ADJ
fbem-26938	89	19	approach	approach	NOUN
fbem-26938	89	20	to	to	ADP
fbem-26938	89	21	decision	decision	NOUN
fbem-26938	89	22	making	making	NOUN
fbem-26938	89	23	in	in	ADP
fbem-26938	89	24	innovation	innovation	NOUN
fbem-26938	89	25	ecosystems	ecosystem	NOUN
fbem-26938	89	26	[	[	X
fbem-26938	89	27	j	j	X
fbem-26938	89	28	]	]	X
fbem-26938	89	29	.	.	PUNCT
fbem-26938	90	1	organization	organization	NOUN
fbem-26938	90	2	science	science	NOUN
fbem-26938	90	3	,	,	PUNCT
fbem-26938	90	4	2019	2019	NUM
fbem-26938	90	5	,	,	PUNCT
fbem-26938	90	6	30(1):109	30(1):109	NUM
fbem-26938	90	7	-	-	SYM
fbem-26938	90	8	125	125	NUM
fbem-26938	90	9	.	.	PUNCT
fbem-26938	91	1	[	[	X
fbem-26938	91	2	4	4	NUM
fbem-26938	91	3	]	]	PUNCT
fbem-26938	91	4	petty	petty	ADJ
fbem-26938	91	5	j	j	PROPN
fbem-26938	91	6	s	s	PROPN
fbem-26938	91	7	,	,	PUNCT
fbem-26938	91	8	gruber	gruber	PROPN
fbem-26938	91	9	m	m	PROPN
fbem-26938	91	10	,	,	PUNCT
fbem-26938	91	11	harhoff	harhoff	PROPN
fbem-26938	91	12	d.	d.	PROPN
fbem-26938	91	13	maneuvering	maneuver	VERB
fbem-26938	91	14	the	the	DET
fbem-26938	91	15	odds	odd	NOUN
fbem-26938	91	16	:	:	PUNCT
fbem-26938	91	17	the	the	DET
fbem-26938	91	18	dynamics	dynamic	NOUN
fbem-26938	91	19	of	of	ADP
fbem-26938	91	20	venture	venture	NOUN
fbem-26938	91	21	capital	capital	NOUN
fbem-26938	91	22	decision‐making	decision‐make	VERB
fbem-26938	92	1	[	[	X
fbem-26938	92	2	j	j	X
fbem-26938	92	3	]	]	X
fbem-26938	92	4	.	.	PUNCT
fbem-26938	92	5	strategic	strategic	ADJ
fbem-26938	92	6	entrepreneurship	entrepreneurship	NOUN
fbem-26938	92	7	journal	journal	NOUN
fbem-26938	92	8	,	,	PUNCT
fbem-26938	92	9	2023	2023	NUM
fbem-26938	92	10	,	,	PUNCT
fbem-26938	92	11	17(2	17(2	NUM
fbem-26938	92	12	):	):	PUNCT
fbem-26938	92	13	239	239	NUM
fbem-26938	92	14	-	-	SYM
fbem-26938	92	15	265	265	NUM
fbem-26938	92	16	.	.	PUNCT
fbem-26938	93	1	[	[	X
fbem-26938	93	2	5	5	X
fbem-26938	93	3	]	]	X
fbem-26938	93	4	storti	storti	NOUN
fbem-26938	93	5	g	g	PROPN
fbem-26938	93	6	,	,	PUNCT
fbem-26938	93	7	wang	wang	PROPN
fbem-26938	93	8	c	c	PROPN
fbem-26938	93	9	,	,	PUNCT
fbem-26938	93	10	bunn	bunn	PROPN
fbem-26938	93	11	d	d	PROPN
fbem-26938	93	12	w.	w.	PROPN
fbem-26938	93	13	modeling	model	VERB
fbem-26938	93	14	uncertainty	uncertainty	NOUN
fbem-26938	93	15	in	in	ADP
fbem-26938	93	16	financial	financial	ADJ
fbem-26938	93	17	tail	tail	NOUN
fbem-26938	93	18	risk	risk	NOUN
fbem-26938	93	19	:	:	PUNCT
fbem-26938	93	20	a	a	DET
fbem-26938	93	21	forecast	forecast	NOUN
fbem-26938	93	22	combination	combination	NOUN
fbem-26938	93	23	and	and	CCONJ
fbem-26938	93	24	weighted	weight	VERB
fbem-26938	93	25	quantile	quantile	ADJ
fbem-26938	93	26	approach	approach	NOUN
fbem-26938	93	27	[	[	X
fbem-26938	93	28	j	j	X
fbem-26938	93	29	]	]	X
fbem-26938	93	30	.	.	PUNCT
fbem-26938	94	1	journal	journal	PROPN
fbem-26938	94	2	of	of	ADP
fbem-26938	94	3	forecasting	forecasting	NOUN
fbem-26938	94	4	,	,	PUNCT
fbem-26938	94	5	2023	2023	NUM
fbem-26938	94	6	,	,	PUNCT
fbem-26938	94	7	42(7):1648	42(7):1648	PROPN
fbem-26938	94	8	-	-	PUNCT
fbem-26938	94	9	1663	1663	NUM
fbem-26938	94	10	.	.	PUNCT
fbem-26938	95	1	[	[	X
fbem-26938	95	2	6	6	NUM
fbem-26938	95	3	]	]	PUNCT
fbem-26938	95	4	bouteska	bouteska	NOUN
fbem-26938	95	5	a	a	PROPN
fbem-26938	95	6	,	,	PUNCT
fbem-26938	95	7	mili	mili	PROPN
fbem-26938	95	8	m.	m.	NOUN
fbem-26938	95	9	does	do	AUX
fbem-26938	95	10	corporate	corporate	ADJ
fbem-26938	95	11	governance	governance	NOUN
fbem-26938	95	12	affect	affect	VERB
fbem-26938	95	13	financial	financial	ADJ
fbem-26938	95	14	analysts	analyst	NOUN
fbem-26938	95	15	'	'	PART
fbem-26938	95	16	stock	stock	NOUN
fbem-26938	95	17	recommendations	recommendation	NOUN
fbem-26938	95	18	,	,	PUNCT
fbem-26938	95	19	target	target	NOUN
fbem-26938	95	20	prices	price	NOUN
fbem-26938	95	21	accuracy	accuracy	NOUN
fbem-26938	95	22	and	and	CCONJ
fbem-26938	95	23	earnings	earning	NOUN
fbem-26938	95	24	forecast	forecast	NOUN
fbem-26938	95	25	characteristics	characteristic	NOUN
fbem-26938	95	26	?	?	PUNCT
fbem-26938	96	1	an	an	DET
fbem-26938	96	2	empirical	empirical	ADJ
fbem-26938	96	3	investigation	investigation	NOUN
fbem-26938	96	4	of	of	ADP
fbem-26938	96	5	us	us	PROPN
fbem-26938	96	6	companies	company	NOUN
fbem-26938	96	7	[	[	X
fbem-26938	96	8	j	j	X
fbem-26938	96	9	]	]	X
fbem-26938	96	10	.	.	PUNCT
fbem-26938	97	1	empirical	empirical	ADJ
fbem-26938	97	2	economics	economic	NOUN
fbem-26938	97	3	,	,	PUNCT
fbem-26938	97	4	2022	2022	NUM
fbem-26938	97	5	,	,	PUNCT
fbem-26938	97	6	63(4):2125	63(4):2125	NUM
fbem-26938	97	7	-	-	PUNCT
fbem-26938	97	8	2171	2171	NUM
fbem-26938	97	9	.	.	PUNCT
fbem-26938	98	1	[	[	X
fbem-26938	98	2	7	7	X
fbem-26938	98	3	]	]	X
fbem-26938	98	4	ma	ma	PROPN
fbem-26938	98	5	y	y	PROPN
fbem-26938	98	6	,	,	PUNCT
fbem-26938	98	7	ji	ji	PROPN
fbem-26938	98	8	q	q	PROPN
fbem-26938	98	9	,	,	PUNCT
fbem-26938	98	10	pan	pan	PROPN
fbem-26938	98	11	j.	j.	PROPN
fbem-26938	98	12	oil	oil	PROPN
fbem-26938	98	13	financialization	financialization	NOUN
fbem-26938	98	14	and	and	CCONJ
fbem-26938	98	15	volatility	volatility	NOUN
fbem-26938	98	16	forecast	forecast	NOUN
fbem-26938	98	17	:	:	PUNCT
fbem-26938	98	18	evidence	evidence	NOUN
fbem-26938	98	19	from	from	ADP
fbem-26938	98	20	multidimensional	multidimensional	ADJ
fbem-26938	98	21	predictors	predictor	NOUN
fbem-26938	98	22	[	[	X
fbem-26938	98	23	j	j	X
fbem-26938	98	24	]	]	X
fbem-26938	98	25	.	.	PUNCT
fbem-26938	99	1	journal	journal	PROPN
fbem-26938	99	2	of	of	ADP
fbem-26938	99	3	forecasting	forecasting	NOUN
fbem-26938	99	4	,	,	PUNCT
fbem-26938	99	5	2019	2019	NUM
fbem-26938	99	6	,	,	PUNCT
fbem-26938	99	7	38(6	38(6	NUM
fbem-26938	99	8	):	):	PUNCT
fbem-26938	99	9	564	564	NUM
fbem-26938	99	10	-	-	SYM
fbem-26938	99	11	581	581	NUM
fbem-26938	99	12	.	.	PUNCT
fbem-26938	100	1	[	[	X
fbem-26938	100	2	8	8	NUM
fbem-26938	100	3	]	]	X
fbem-26938	100	4	khan	khan	PROPN
fbem-26938	100	5	a	a	PROPN
fbem-26938	100	6	,	,	PUNCT
fbem-26938	100	7	mubarik	mubarik	PROPN
fbem-26938	100	8	m	m	AUX
fbem-26938	100	9	s.	s.	PROPN
fbem-26938	100	10	measuring	measure	VERB
fbem-26938	100	11	the	the	DET
fbem-26938	100	12	role	role	NOUN
fbem-26938	100	13	of	of	ADP
fbem-26938	100	14	neurotransmitters	neurotransmitter	NOUN
fbem-26938	100	15	in	in	ADP
fbem-26938	100	16	investment	investment	NOUN
fbem-26938	100	17	decision	decision	NOUN
fbem-26938	100	18	:	:	PUNCT
fbem-26938	100	19	a	a	DET
fbem-26938	100	20	proposed	propose	VERB
fbem-26938	100	21	constructs	construct	NOUN
fbem-26938	101	1	[	[	X
fbem-26938	101	2	j	j	X
fbem-26938	101	3	]	]	X
fbem-26938	101	4	.	.	PUNCT
fbem-26938	102	1	international	international	ADJ
fbem-26938	102	2	journal	journal	PROPN
fbem-26938	102	3	of	of	ADP
fbem-26938	102	4	finance	finance	PROPN
fbem-26938	102	5	&	&	CCONJ
fbem-26938	102	6	economics	economic	NOUN
fbem-26938	102	7	,	,	PUNCT
fbem-26938	102	8	2022	2022	NUM
fbem-26938	102	9	,	,	PUNCT
fbem-26938	102	10	27(1	27(1	NUM
fbem-26938	102	11	):	):	PUNCT
fbem-26938	102	12	258	258	NUM
fbem-26938	102	13	-	-	SYM
fbem-26938	102	14	274	274	NUM
fbem-26938	102	15	.	.	PUNCT
fbem-26938	103	1	[	[	X
fbem-26938	103	2	9	9	NUM
fbem-26938	103	3	]	]	X
fbem-26938	103	4	märz	märz	PROPN
fbem-26938	103	5	s.	s.	PROPN
fbem-26938	103	6	beyond	beyond	ADP
fbem-26938	103	7	economics	economic	NOUN
fbem-26938	103	8	—	—	PUNCT
fbem-26938	103	9	understanding	understand	VERB
fbem-26938	103	10	the	the	DET
fbem-26938	103	11	decisionmaking	decisionmaking	NOUN
fbem-26938	103	12	of	of	ADP
fbem-26938	103	13	german	german	ADJ
fbem-26938	103	14	small	small	ADJ
fbem-26938	103	15	private	private	ADJ
fbem-26938	103	16	landlords	landlord	NOUN
fbem-26938	103	17	in	in	ADP
fbem-26938	103	18	terms	term	NOUN
fbem-26938	103	19	of	of	ADP
fbem-26938	103	20	energy	energy	NOUN
fbem-26938	103	21	efficiency	efficiency	NOUN
fbem-26938	103	22	investment	investment	NOUN
fbem-26938	104	1	[	[	X
fbem-26938	104	2	j	j	X
fbem-26938	104	3	]	]	X
fbem-26938	104	4	.	.	PUNCT
fbem-26938	105	1	energy	energy	NOUN
fbem-26938	105	2	efficiency	efficiency	NOUN
fbem-26938	105	3	,	,	PUNCT
fbem-26938	105	4	2018	2018	NUM
fbem-26938	105	5	,	,	PUNCT
fbem-26938	105	6	11(7	11(7	NUM
fbem-26938	105	7	):	):	PUNCT
fbem-26938	105	8	1721	1721	NUM
fbem-26938	105	9	-	-	SYM
fbem-26938	105	10	1743	1743	NUM
fbem-26938	105	11	.	.	PUNCT
fbem-26938	106	1	[	[	X
fbem-26938	106	2	10	10	NUM
fbem-26938	106	3	]	]	X
fbem-26938	106	4	guo	guo	PROPN
fbem-26938	106	5	x.	x.	NOUN
fbem-26938	106	6	an	an	DET
fbem-26938	106	7	analysis	analysis	NOUN
fbem-26938	106	8	of	of	ADP
fbem-26938	106	9	a	a	DET
fbem-26938	106	10	rural	rural	ADJ
fbem-26938	106	11	hospital	hospital	NOUN
fbem-26938	106	12	's	's	PART
fbem-26938	106	13	investment	investment	NOUN
fbem-26938	106	14	decision	decision	NOUN
fbem-26938	106	15	under	under	ADP
fbem-26938	106	16	different	different	ADJ
fbem-26938	106	17	payment	payment	NOUN
fbem-26938	106	18	systems	system	NOUN
fbem-26938	107	1	[	[	X
fbem-26938	107	2	j	j	X
fbem-26938	107	3	]	]	X
fbem-26938	107	4	.	.	PUNCT
fbem-26938	108	1	health	health	NOUN
fbem-26938	108	2	economics	economic	NOUN
fbem-26938	108	3	,	,	PUNCT
fbem-26938	108	4	2024	2024	NUM
fbem-26938	108	5	,	,	PUNCT
fbem-26938	108	6	33(4):714	33(4):714	PROPN
fbem-26938	108	7	-	-	SYM
fbem-26938	108	8	747	747	NUM
fbem-26938	108	9	.	.	PUNCT