id	sid	tid	token	lemma	pos
fbem-14595	1	1	frontiers	frontier	NOUN
fbem-14595	1	2	in	in	ADP
fbem-14595	1	3	business	business	NOUN
fbem-14595	1	4	,	,	PUNCT
fbem-14595	1	5	economics	economic	NOUN
fbem-14595	1	6	and	and	CCONJ
fbem-14595	1	7	management	management	NOUN
fbem-14595	1	8	issn	issn	PROPN
fbem-14595	1	9	:	:	PUNCT
fbem-14595	1	10	2766	2766	NUM
fbem-14595	1	11	-	-	PUNCT
fbem-14595	1	12	824x	824x	NUM
fbem-14595	1	13	|	|	ADJ
fbem-14595	1	14	vol	vol	NOUN
fbem-14595	1	15	.	.	PROPN
fbem-14595	2	1	12	12	NUM
fbem-14595	2	2	,	,	PUNCT
fbem-14595	2	3	no	no	INTJ
fbem-14595	2	4	.	.	NOUN
fbem-14595	2	5	2	2	NUM
fbem-14595	2	6	,	,	PUNCT
fbem-14595	2	7	2023	2023	NUM
fbem-14595	2	8	52	52	NUM
fbem-14595	2	9	optimization	optimization	NOUN
fbem-14595	2	10	of	of	ADP
fbem-14595	2	11	quantitative	quantitative	ADJ
fbem-14595	2	12	investment	investment	NOUN
fbem-14595	2	13	strategies	strategy	NOUN
fbem-14595	2	14	in	in	ADP
fbem-14595	2	15	the	the	DET
fbem-14595	2	16	financial	financial	ADJ
fbem-14595	2	17	big	big	ADJ
fbem-14595	2	18	data	datum	NOUN
fbem-14595	2	19	environment	environment	NOUN
fbem-14595	2	20	jinhong	jinhong	ADP
fbem-14595	2	21	wang	wang	PROPN
fbem-14595	2	22	xiamen	xiamen	PROPN
fbem-14595	2	23	university	university	PROPN
fbem-14595	2	24	,	,	PUNCT
fbem-14595	2	25	xiamen	xiamen	PROPN
fbem-14595	2	26	,	,	PUNCT
fbem-14595	2	27	china	china	PROPN
fbem-14595	2	28	abstract	abstract	PROPN
fbem-14595	2	29	:	:	PUNCT
fbem-14595	2	30	with	with	ADP
fbem-14595	2	31	the	the	DET
fbem-14595	2	32	rapid	rapid	ADJ
fbem-14595	2	33	progress	progress	NOUN
fbem-14595	2	34	of	of	ADP
fbem-14595	2	35	technology	technology	NOUN
fbem-14595	2	36	,	,	PUNCT
fbem-14595	2	37	the	the	DET
fbem-14595	2	38	financial	financial	ADJ
fbem-14595	2	39	field	field	NOUN
fbem-14595	2	40	is	be	AUX
fbem-14595	2	41	rapidly	rapidly	ADV
fbem-14595	2	42	shifting	shift	VERB
fbem-14595	2	43	towards	towards	ADP
fbem-14595	2	44	a	a	DET
fbem-14595	2	45	data	data	NOUN
fbem-14595	2	46	-	-	PUNCT
fbem-14595	2	47	driven	drive	VERB
fbem-14595	2	48	environment	environment	NOUN
fbem-14595	2	49	,	,	PUNCT
fbem-14595	2	50	with	with	ADP
fbem-14595	2	51	"	"	PUNCT
fbem-14595	2	52	financial	financial	ADJ
fbem-14595	2	53	big	big	ADJ
fbem-14595	2	54	data	datum	NOUN
fbem-14595	2	55	"	"	PUNCT
fbem-14595	2	56	becoming	become	VERB
fbem-14595	2	57	its	its	PRON
fbem-14595	2	58	core	core	NOUN
fbem-14595	2	59	component	component	NOUN
fbem-14595	2	60	.	.	PUNCT
fbem-14595	3	1	this	this	DET
fbem-14595	3	2	transformation	transformation	NOUN
fbem-14595	3	3	has	have	AUX
fbem-14595	3	4	brought	bring	VERB
fbem-14595	3	5	about	about	ADP
fbem-14595	3	6	profound	profound	ADJ
fbem-14595	3	7	changes	change	NOUN
fbem-14595	3	8	in	in	ADP
fbem-14595	3	9	the	the	DET
fbem-14595	3	10	financial	financial	ADJ
fbem-14595	3	11	market	market	NOUN
fbem-14595	3	12	,	,	PUNCT
fbem-14595	3	13	especially	especially	ADV
fbem-14595	3	14	with	with	ADP
fbem-14595	3	15	a	a	DET
fbem-14595	3	16	significant	significant	ADJ
fbem-14595	3	17	impact	impact	NOUN
fbem-14595	3	18	on	on	ADP
fbem-14595	3	19	algorithmic	algorithmic	ADJ
fbem-14595	3	20	quantitative	quantitative	ADJ
fbem-14595	3	21	investment	investment	NOUN
fbem-14595	3	22	strategies	strategy	NOUN
fbem-14595	3	23	.	.	PUNCT
fbem-14595	4	1	this	this	DET
fbem-14595	4	2	article	article	NOUN
fbem-14595	4	3	delves	delve	VERB
fbem-14595	4	4	into	into	ADP
fbem-14595	4	5	the	the	DET
fbem-14595	4	6	optimization	optimization	NOUN
fbem-14595	4	7	of	of	ADP
fbem-14595	4	8	quantitative	quantitative	ADJ
fbem-14595	4	9	investment	investment	NOUN
fbem-14595	4	10	strategies	strategy	NOUN
fbem-14595	4	11	in	in	ADP
fbem-14595	4	12	the	the	DET
fbem-14595	4	13	financial	financial	ADJ
fbem-14595	4	14	big	big	ADJ
fbem-14595	4	15	data	datum	NOUN
fbem-14595	4	16	environment	environment	NOUN
fbem-14595	4	17	,	,	PUNCT
fbem-14595	4	18	analyzes	analyze	VERB
fbem-14595	4	19	how	how	SCONJ
fbem-14595	4	20	the	the	DET
fbem-14595	4	21	characteristics	characteristic	NOUN
fbem-14595	4	22	of	of	ADP
fbem-14595	4	23	big	big	ADJ
fbem-14595	4	24	data	datum	NOUN
fbem-14595	4	25	affect	affect	VERB
fbem-14595	4	26	quantitative	quantitative	ADJ
fbem-14595	4	27	investment	investment	NOUN
fbem-14595	4	28	,	,	PUNCT
fbem-14595	4	29	and	and	CCONJ
fbem-14595	4	30	how	how	SCONJ
fbem-14595	4	31	to	to	PART
fbem-14595	4	32	utilize	utilize	VERB
fbem-14595	4	33	these	these	DET
fbem-14595	4	34	characteristics	characteristic	NOUN
fbem-14595	4	35	to	to	PART
fbem-14595	4	36	optimize	optimize	VERB
fbem-14595	4	37	investment	investment	NOUN
fbem-14595	4	38	strategies	strategy	NOUN
fbem-14595	4	39	.	.	PUNCT
fbem-14595	5	1	the	the	DET
fbem-14595	5	2	article	article	NOUN
fbem-14595	5	3	first	first	ADV
fbem-14595	5	4	outlines	outline	VERB
fbem-14595	5	5	the	the	DET
fbem-14595	5	6	definition	definition	NOUN
fbem-14595	5	7	,	,	PUNCT
fbem-14595	5	8	characteristics	characteristic	NOUN
fbem-14595	5	9	,	,	PUNCT
fbem-14595	5	10	and	and	CCONJ
fbem-14595	5	11	sources	source	NOUN
fbem-14595	5	12	of	of	ADP
fbem-14595	5	13	financial	financial	ADJ
fbem-14595	5	14	big	big	ADJ
fbem-14595	5	15	data	datum	NOUN
fbem-14595	5	16	,	,	PUNCT
fbem-14595	5	17	with	with	ADP
fbem-14595	5	18	a	a	DET
fbem-14595	5	19	focus	focus	NOUN
fbem-14595	5	20	on	on	ADP
fbem-14595	5	21	describing	describe	VERB
fbem-14595	5	22	its	its	PRON
fbem-14595	5	23	core	core	NOUN
fbem-14595	5	24	characteristics	characteristic	NOUN
fbem-14595	5	25	such	such	ADJ
fbem-14595	5	26	as	as	ADP
fbem-14595	5	27	capacity	capacity	NOUN
fbem-14595	5	28	,	,	PUNCT
fbem-14595	5	29	speed	speed	NOUN
fbem-14595	5	30	,	,	PUNCT
fbem-14595	5	31	diversity	diversity	NOUN
fbem-14595	5	32	,	,	PUNCT
fbem-14595	5	33	and	and	CCONJ
fbem-14595	5	34	authenticity	authenticity	NOUN
fbem-14595	5	35	.	.	PUNCT
fbem-14595	6	1	this	this	DET
fbem-14595	6	2	article	article	NOUN
fbem-14595	6	3	highlights	highlight	VERB
fbem-14595	6	4	the	the	DET
fbem-14595	6	5	application	application	NOUN
fbem-14595	6	6	of	of	ADP
fbem-14595	6	7	machine	machine	NOUN
fbem-14595	6	8	learning	learning	NOUN
fbem-14595	6	9	and	and	CCONJ
fbem-14595	6	10	deep	deep	ADJ
fbem-14595	6	11	learning	learning	NOUN
fbem-14595	6	12	in	in	ADP
fbem-14595	6	13	financial	financial	ADJ
fbem-14595	6	14	analysis	analysis	NOUN
fbem-14595	6	15	,	,	PUNCT
fbem-14595	6	16	as	as	ADV
fbem-14595	6	17	well	well	ADV
fbem-14595	6	18	as	as	ADP
fbem-14595	6	19	the	the	DET
fbem-14595	6	20	new	new	ADJ
fbem-14595	6	21	perspective	perspective	NOUN
fbem-14595	6	22	provided	provide	VERB
fbem-14595	6	23	by	by	ADP
fbem-14595	6	24	unstructured	unstructured	ADJ
fbem-14595	6	25	data	datum	NOUN
fbem-14595	6	26	for	for	ADP
fbem-14595	6	27	quantitative	quantitative	ADJ
fbem-14595	6	28	strategies	strategy	NOUN
fbem-14595	6	29	.	.	PUNCT
fbem-14595	7	1	finally	finally	ADV
fbem-14595	7	2	,	,	PUNCT
fbem-14595	7	3	the	the	DET
fbem-14595	7	4	conclusion	conclusion	NOUN
fbem-14595	7	5	section	section	NOUN
fbem-14595	7	6	of	of	ADP
fbem-14595	7	7	the	the	DET
fbem-14595	7	8	article	article	NOUN
fbem-14595	7	9	summarizes	summarize	VERB
fbem-14595	7	10	the	the	DET
fbem-14595	7	11	opportunities	opportunity	NOUN
fbem-14595	7	12	and	and	CCONJ
fbem-14595	7	13	challenges	challenge	NOUN
fbem-14595	7	14	brought	bring	VERB
fbem-14595	7	15	by	by	ADP
fbem-14595	7	16	the	the	DET
fbem-14595	7	17	integration	integration	NOUN
fbem-14595	7	18	of	of	ADP
fbem-14595	7	19	financial	financial	ADJ
fbem-14595	7	20	big	big	ADJ
fbem-14595	7	21	data	datum	NOUN
fbem-14595	7	22	and	and	CCONJ
fbem-14595	7	23	quantitative	quantitative	ADJ
fbem-14595	7	24	strategies	strategy	NOUN
fbem-14595	7	25	,	,	PUNCT
fbem-14595	7	26	calling	call	VERB
fbem-14595	7	27	on	on	ADP
fbem-14595	7	28	financial	financial	ADJ
fbem-14595	7	29	institutions	institution	NOUN
fbem-14595	7	30	and	and	CCONJ
fbem-14595	7	31	investors	investor	NOUN
fbem-14595	7	32	to	to	PART
fbem-14595	7	33	have	have	VERB
fbem-14595	7	34	a	a	DET
fbem-14595	7	35	deeper	deep	ADJ
fbem-14595	7	36	understanding	understanding	NOUN
fbem-14595	7	37	and	and	CCONJ
fbem-14595	7	38	utilization	utilization	NOUN
fbem-14595	7	39	of	of	ADP
fbem-14595	7	40	these	these	DET
fbem-14595	7	41	two	two	NUM
fbem-14595	7	42	major	major	ADJ
fbem-14595	7	43	trends	trend	NOUN
fbem-14595	7	44	.	.	PUNCT
fbem-14595	8	1	keywords	keyword	NOUN
fbem-14595	8	2	:	:	PUNCT
fbem-14595	8	3	financial	financial	ADJ
fbem-14595	8	4	big	big	ADJ
fbem-14595	8	5	data	datum	NOUN
fbem-14595	8	6	,	,	PUNCT
fbem-14595	8	7	quantitative	quantitative	ADJ
fbem-14595	8	8	investment	investment	NOUN
fbem-14595	8	9	strategies	strategy	NOUN
fbem-14595	8	10	,	,	PUNCT
fbem-14595	8	11	strategy	strategy	NOUN
fbem-14595	8	12	optimization	optimization	NOUN
fbem-14595	8	13	,	,	PUNCT
fbem-14595	8	14	data	datum	NOUN
fbem-14595	8	15	-	-	PUNCT
fbem-14595	8	16	driven	drive	VERB
fbem-14595	8	17	.	.	PUNCT
fbem-14595	9	1	1	1	X
fbem-14595	9	2	.	.	X
fbem-14595	9	3	introduction	introduction	NOUN
fbem-14595	9	4	in	in	ADP
fbem-14595	9	5	the	the	DET
fbem-14595	9	6	information	information	NOUN
fbem-14595	9	7	age	age	NOUN
fbem-14595	9	8	of	of	ADP
fbem-14595	9	9	the	the	DET
fbem-14595	9	10	21st	21st	ADJ
fbem-14595	9	11	century	century	NOUN
fbem-14595	9	12	,	,	PUNCT
fbem-14595	9	13	data	datum	NOUN
fbem-14595	9	14	has	have	AUX
fbem-14595	9	15	become	become	VERB
fbem-14595	9	16	a	a	DET
fbem-14595	9	17	new	new	ADJ
fbem-14595	9	18	"	"	PUNCT
fbem-14595	9	19	currency	currency	NOUN
fbem-14595	9	20	"	"	PUNCT
fbem-14595	9	21	.	.	PUNCT
fbem-14595	10	1	especially	especially	ADV
fbem-14595	10	2	in	in	ADP
fbem-14595	10	3	the	the	DET
fbem-14595	10	4	financial	financial	ADJ
fbem-14595	10	5	field	field	NOUN
fbem-14595	10	6	,	,	PUNCT
fbem-14595	10	7	with	with	ADP
fbem-14595	10	8	the	the	DET
fbem-14595	10	9	rapid	rapid	ADJ
fbem-14595	10	10	progress	progress	NOUN
fbem-14595	10	11	of	of	ADP
fbem-14595	10	12	computer	computer	NOUN
fbem-14595	10	13	technology	technology	NOUN
fbem-14595	10	14	,	,	PUNCT
fbem-14595	10	15	network	network	NOUN
fbem-14595	10	16	technology	technology	NOUN
fbem-14595	10	17	and	and	CCONJ
fbem-14595	10	18	storage	storage	NOUN
fbem-14595	10	19	technology	technology	NOUN
fbem-14595	10	20	,	,	PUNCT
fbem-14595	10	21	financial	financial	ADJ
fbem-14595	10	22	data	datum	NOUN
fbem-14595	10	23	has	have	AUX
fbem-14595	10	24	shown	show	VERB
fbem-14595	10	25	explosive	explosive	ADJ
fbem-14595	10	26	growth	growth	NOUN
fbem-14595	10	27	.	.	PUNCT
fbem-14595	11	1	this	this	DET
fbem-14595	11	2	large	large	ADJ
fbem-14595	11	3	-	-	PUNCT
fbem-14595	11	4	scale	scale	NOUN
fbem-14595	11	5	,	,	PUNCT
fbem-14595	11	6	diversified	diversified	ADJ
fbem-14595	11	7	and	and	CCONJ
fbem-14595	11	8	high	high	ADJ
fbem-14595	11	9	-	-	PUNCT
fbem-14595	11	10	speed	speed	NOUN
fbem-14595	11	11	data	datum	NOUN
fbem-14595	11	12	environment	environment	NOUN
fbem-14595	11	13	is	be	AUX
fbem-14595	11	14	called	call	VERB
fbem-14595	11	15	"	"	PUNCT
fbem-14595	11	16	financial	financial	ADJ
fbem-14595	11	17	big	big	ADJ
fbem-14595	11	18	data	datum	NOUN
fbem-14595	11	19	"	"	PUNCT
fbem-14595	11	20	.	.	PUNCT
fbem-14595	12	1	in	in	ADP
fbem-14595	12	2	this	this	DET
fbem-14595	12	3	data	data	NOUN
fbem-14595	12	4	background	background	NOUN
fbem-14595	12	5	,	,	PUNCT
fbem-14595	12	6	traditional	traditional	ADJ
fbem-14595	12	7	financial	financial	ADJ
fbem-14595	12	8	investment	investment	NOUN
fbem-14595	12	9	strategies	strategy	NOUN
fbem-14595	12	10	are	be	AUX
fbem-14595	12	11	facing	face	VERB
fbem-14595	12	12	unprecedented	unprecedented	ADJ
fbem-14595	12	13	challenges	challenge	NOUN
fbem-14595	12	14	and	and	CCONJ
fbem-14595	12	15	opportunities	opportunity	NOUN
fbem-14595	12	16	,	,	PUNCT
fbem-14595	12	17	especially	especially	ADV
fbem-14595	12	18	those	those	PRON
fbem-14595	12	19	based	base	VERB
fbem-14595	12	20	on	on	ADP
fbem-14595	12	21	mathematical	mathematical	ADJ
fbem-14595	12	22	models	model	NOUN
fbem-14595	12	23	and	and	CCONJ
fbem-14595	12	24	computer	computer	NOUN
fbem-14595	12	25	algorithms	algorithm	NOUN
fbem-14595	12	26	.	.	PUNCT
fbem-14595	13	1	financial	financial	ADJ
fbem-14595	13	2	market	market	NOUN
fbem-14595	13	3	has	have	AUX
fbem-14595	13	4	always	always	ADV
fbem-14595	13	5	been	be	AUX
fbem-14595	13	6	an	an	DET
fbem-14595	13	7	informationintensive	informationintensive	ADJ
fbem-14595	13	8	market	market	NOUN
fbem-14595	13	9	[	[	X
fbem-14595	13	10	1	1	NUM
fbem-14595	13	11	]	]	PUNCT
fbem-14595	13	12	.	.	PUNCT
fbem-14595	14	1	however	however	ADV
fbem-14595	14	2	,	,	PUNCT
fbem-14595	14	3	in	in	ADP
fbem-14595	14	4	the	the	DET
fbem-14595	14	5	past	past	NOUN
fbem-14595	14	6	,	,	PUNCT
fbem-14595	14	7	due	due	ADP
fbem-14595	14	8	to	to	ADP
fbem-14595	14	9	the	the	DET
fbem-14595	14	10	limitation	limitation	NOUN
fbem-14595	14	11	of	of	ADP
fbem-14595	14	12	technology	technology	NOUN
fbem-14595	14	13	and	and	CCONJ
fbem-14595	14	14	equipment	equipment	NOUN
fbem-14595	14	15	,	,	PUNCT
fbem-14595	14	16	a	a	DET
fbem-14595	14	17	large	large	ADJ
fbem-14595	14	18	number	number	NOUN
fbem-14595	14	19	of	of	ADP
fbem-14595	14	20	financial	financial	ADJ
fbem-14595	14	21	data	datum	NOUN
fbem-14595	14	22	were	be	AUX
fbem-14595	14	23	omitted	omit	VERB
fbem-14595	14	24	or	or	CCONJ
fbem-14595	14	25	underutilized	underutilize	VERB
fbem-14595	14	26	.	.	PUNCT
fbem-14595	15	1	today	today	NOUN
fbem-14595	15	2	,	,	PUNCT
fbem-14595	15	3	every	every	DET
fbem-14595	15	4	stock	stock	NOUN
fbem-14595	15	5	transaction	transaction	NOUN
fbem-14595	15	6	and	and	CCONJ
fbem-14595	15	7	every	every	DET
fbem-14595	15	8	economic	economic	ADJ
fbem-14595	15	9	comment	comment	NOUN
fbem-14595	15	10	on	on	ADP
fbem-14595	15	11	social	social	ADJ
fbem-14595	15	12	media	medium	NOUN
fbem-14595	15	13	are	be	AUX
fbem-14595	15	14	captured	capture	VERB
fbem-14595	15	15	,	,	PUNCT
fbem-14595	15	16	stored	store	VERB
fbem-14595	15	17	and	and	CCONJ
fbem-14595	15	18	analyzed	analyze	VERB
fbem-14595	15	19	,	,	PUNCT
fbem-14595	15	20	which	which	PRON
fbem-14595	15	21	not	not	PART
fbem-14595	15	22	only	only	ADV
fbem-14595	15	23	comes	come	VERB
fbem-14595	15	24	from	from	ADP
fbem-14595	15	25	the	the	DET
fbem-14595	15	26	traditional	traditional	ADJ
fbem-14595	15	27	financial	financial	ADJ
fbem-14595	15	28	trading	trading	NOUN
fbem-14595	15	29	system	system	NOUN
fbem-14595	15	30	,	,	PUNCT
fbem-14595	15	31	but	but	CCONJ
fbem-14595	15	32	also	also	ADV
fbem-14595	15	33	includes	include	VERB
fbem-14595	15	34	emerging	emerge	VERB
fbem-14595	15	35	technology	technology	NOUN
fbem-14595	15	36	platforms	platform	NOUN
fbem-14595	15	37	such	such	ADJ
fbem-14595	15	38	as	as	ADP
fbem-14595	15	39	the	the	DET
fbem-14595	15	40	internet	internet	NOUN
fbem-14595	15	41	,	,	PUNCT
fbem-14595	15	42	mobile	mobile	ADJ
fbem-14595	15	43	devices	device	NOUN
fbem-14595	15	44	and	and	CCONJ
fbem-14595	15	45	the	the	DET
fbem-14595	15	46	internet	internet	NOUN
fbem-14595	15	47	of	of	ADP
fbem-14595	15	48	things	thing	NOUN
fbem-14595	15	49	[	[	X
fbem-14595	15	50	2	2	NUM
fbem-14595	15	51	]	]	PUNCT
fbem-14595	15	52	.	.	PUNCT
fbem-14595	16	1	quantitative	quantitative	ADJ
fbem-14595	16	2	investment	investment	NOUN
fbem-14595	16	3	is	be	AUX
fbem-14595	16	4	not	not	PART
fbem-14595	16	5	a	a	DET
fbem-14595	16	6	new	new	ADJ
fbem-14595	16	7	concept	concept	NOUN
fbem-14595	16	8	,	,	PUNCT
fbem-14595	16	9	but	but	CCONJ
fbem-14595	16	10	in	in	ADP
fbem-14595	16	11	the	the	DET
fbem-14595	16	12	era	era	NOUN
fbem-14595	16	13	of	of	ADP
fbem-14595	16	14	big	big	ADJ
fbem-14595	16	15	data	datum	NOUN
fbem-14595	16	16	,	,	PUNCT
fbem-14595	16	17	it	it	PRON
fbem-14595	16	18	presents	present	VERB
fbem-14595	16	19	new	new	ADJ
fbem-14595	16	20	vitality	vitality	NOUN
fbem-14595	16	21	.	.	PUNCT
fbem-14595	17	1	quantitative	quantitative	ADJ
fbem-14595	17	2	investment	investment	NOUN
fbem-14595	17	3	strategy	strategy	NOUN
fbem-14595	17	4	refers	refer	VERB
fbem-14595	17	5	to	to	ADP
fbem-14595	17	6	the	the	DET
fbem-14595	17	7	strategy	strategy	NOUN
fbem-14595	17	8	of	of	ADP
fbem-14595	17	9	selecting	selecting	NOUN
fbem-14595	17	10	and	and	CCONJ
fbem-14595	17	11	trading	trade	VERB
fbem-14595	17	12	financial	financial	ADJ
fbem-14595	17	13	assets	asset	NOUN
fbem-14595	17	14	through	through	ADP
fbem-14595	17	15	mathematical	mathematical	ADJ
fbem-14595	17	16	models	model	NOUN
fbem-14595	17	17	,	,	PUNCT
fbem-14595	17	18	which	which	PRON
fbem-14595	17	19	attempts	attempt	VERB
fbem-14595	17	20	to	to	PART
fbem-14595	17	21	find	find	VERB
fbem-14595	17	22	the	the	DET
fbem-14595	17	23	laws	law	NOUN
fbem-14595	17	24	and	and	CCONJ
fbem-14595	17	25	trends	trend	NOUN
fbem-14595	17	26	of	of	ADP
fbem-14595	17	27	the	the	DET
fbem-14595	17	28	market	market	NOUN
fbem-14595	17	29	by	by	ADP
fbem-14595	17	30	analyzing	analyze	VERB
fbem-14595	17	31	a	a	DET
fbem-14595	17	32	large	large	ADJ
fbem-14595	17	33	number	number	NOUN
fbem-14595	17	34	of	of	ADP
fbem-14595	17	35	data	datum	NOUN
fbem-14595	17	36	,	,	PUNCT
fbem-14595	17	37	so	so	SCONJ
fbem-14595	17	38	as	as	SCONJ
fbem-14595	17	39	to	to	PART
fbem-14595	17	40	obtain	obtain	VERB
fbem-14595	17	41	excess	excess	ADJ
fbem-14595	17	42	returns	return	NOUN
fbem-14595	17	43	[	[	X
fbem-14595	17	44	3	3	NUM
fbem-14595	17	45	]	]	PUNCT
fbem-14595	17	46	.	.	PUNCT
fbem-14595	18	1	in	in	ADP
fbem-14595	18	2	the	the	DET
fbem-14595	18	3	context	context	NOUN
fbem-14595	18	4	of	of	ADP
fbem-14595	18	5	big	big	ADJ
fbem-14595	18	6	data	datum	NOUN
fbem-14595	18	7	,	,	PUNCT
fbem-14595	18	8	quantitative	quantitative	ADJ
fbem-14595	18	9	investment	investment	NOUN
fbem-14595	18	10	has	have	VERB
fbem-14595	18	11	a	a	DET
fbem-14595	18	12	wider	wide	ADJ
fbem-14595	18	13	range	range	NOUN
fbem-14595	18	14	of	of	ADP
fbem-14595	18	15	data	datum	NOUN
fbem-14595	18	16	sources	source	NOUN
fbem-14595	18	17	,	,	PUNCT
fbem-14595	18	18	more	more	ADV
fbem-14595	18	19	complex	complex	ADJ
fbem-14595	18	20	analytical	analytical	ADJ
fbem-14595	18	21	tools	tool	NOUN
fbem-14595	18	22	and	and	CCONJ
fbem-14595	18	23	higher	high	ADJ
fbem-14595	18	24	computing	computing	NOUN
fbem-14595	18	25	power	power	NOUN
fbem-14595	18	26	.	.	PUNCT
fbem-14595	19	1	with	with	ADP
fbem-14595	19	2	the	the	DET
fbem-14595	19	3	in	in	ADP
fbem-14595	19	4	-	-	PUNCT
fbem-14595	19	5	depth	depth	NOUN
fbem-14595	19	6	application	application	NOUN
fbem-14595	19	7	of	of	ADP
fbem-14595	19	8	big	big	ADJ
fbem-14595	19	9	data	datum	NOUN
fbem-14595	19	10	technology	technology	NOUN
fbem-14595	19	11	in	in	ADP
fbem-14595	19	12	the	the	DET
fbem-14595	19	13	financial	financial	ADJ
fbem-14595	19	14	field	field	NOUN
fbem-14595	19	15	,	,	PUNCT
fbem-14595	19	16	quantitative	quantitative	ADJ
fbem-14595	19	17	investment	investment	NOUN
fbem-14595	19	18	strategy	strategy	NOUN
fbem-14595	19	19	is	be	AUX
fbem-14595	19	20	facing	face	VERB
fbem-14595	19	21	a	a	DET
fbem-14595	19	22	transformation	transformation	NOUN
fbem-14595	19	23	.	.	PUNCT
fbem-14595	20	1	traditional	traditional	ADJ
fbem-14595	20	2	models	model	NOUN
fbem-14595	20	3	and	and	CCONJ
fbem-14595	20	4	algorithms	algorithm	NOUN
fbem-14595	20	5	may	may	AUX
fbem-14595	20	6	no	no	ADV
fbem-14595	20	7	longer	long	ADV
fbem-14595	20	8	be	be	AUX
fbem-14595	20	9	applicable	applicable	ADJ
fbem-14595	20	10	,	,	PUNCT
fbem-14595	20	11	but	but	CCONJ
fbem-14595	20	12	new	new	ADJ
fbem-14595	20	13	data	data	NOUN
fbem-14595	20	14	-	-	PUNCT
fbem-14595	20	15	driven	drive	VERB
fbem-14595	20	16	methods	method	NOUN
fbem-14595	20	17	are	be	AUX
fbem-14595	20	18	emerging	emerge	VERB
fbem-14595	20	19	.	.	PUNCT
fbem-14595	21	1	for	for	ADP
fbem-14595	21	2	example	example	NOUN
fbem-14595	21	3	,	,	PUNCT
fbem-14595	21	4	advanced	advanced	ADJ
fbem-14595	21	5	data	datum	NOUN
fbem-14595	21	6	analysis	analysis	NOUN
fbem-14595	21	7	technologies	technology	NOUN
fbem-14595	21	8	such	such	ADJ
fbem-14595	21	9	as	as	ADP
fbem-14595	21	10	machine	machine	NOUN
fbem-14595	21	11	learning	learning	NOUN
fbem-14595	21	12	and	and	CCONJ
fbem-14595	21	13	deep	deep	ADJ
fbem-14595	21	14	learning	learning	NOUN
fbem-14595	21	15	are	be	AUX
fbem-14595	21	16	being	be	AUX
fbem-14595	21	17	applied	apply	VERB
fbem-14595	21	18	to	to	ADP
fbem-14595	21	19	stock	stock	NOUN
fbem-14595	21	20	selection	selection	NOUN
fbem-14595	21	21	,	,	PUNCT
fbem-14595	21	22	risk	risk	NOUN
fbem-14595	21	23	assessment	assessment	NOUN
fbem-14595	21	24	,	,	PUNCT
fbem-14595	21	25	market	market	NOUN
fbem-14595	21	26	prediction	prediction	NOUN
fbem-14595	21	27	and	and	CCONJ
fbem-14595	21	28	other	other	ADJ
fbem-14595	21	29	fields	field	NOUN
fbem-14595	21	30	.	.	PUNCT
fbem-14595	22	1	at	at	ADP
fbem-14595	22	2	the	the	DET
fbem-14595	22	3	same	same	ADJ
fbem-14595	22	4	time	time	NOUN
fbem-14595	22	5	,	,	PUNCT
fbem-14595	22	6	unstructured	unstructured	ADJ
fbem-14595	22	7	data	datum	NOUN
fbem-14595	22	8	,	,	PUNCT
fbem-14595	22	9	such	such	ADJ
fbem-14595	22	10	as	as	ADP
fbem-14595	22	11	text	text	NOUN
fbem-14595	22	12	,	,	PUNCT
fbem-14595	22	13	voice	voice	NOUN
fbem-14595	22	14	and	and	CCONJ
fbem-14595	22	15	images	image	NOUN
fbem-14595	22	16	,	,	PUNCT
fbem-14595	22	17	also	also	ADV
fbem-14595	22	18	provide	provide	VERB
fbem-14595	22	19	a	a	DET
fbem-14595	22	20	new	new	ADJ
fbem-14595	22	21	analytical	analytical	ADJ
fbem-14595	22	22	dimension	dimension	NOUN
fbem-14595	22	23	for	for	ADP
fbem-14595	22	24	quantitative	quantitative	ADJ
fbem-14595	22	25	investment	investment	NOUN
fbem-14595	23	1	[	[	X
fbem-14595	23	2	4	4	NUM
fbem-14595	23	3	-	-	SYM
fbem-14595	23	4	5	5	NUM
fbem-14595	23	5	]	]	PUNCT
fbem-14595	23	6	.	.	PUNCT
fbem-14595	24	1	in	in	ADP
fbem-14595	24	2	view	view	NOUN
fbem-14595	24	3	of	of	ADP
fbem-14595	24	4	the	the	DET
fbem-14595	24	5	above	above	ADJ
fbem-14595	24	6	background	background	NOUN
fbem-14595	24	7	,	,	PUNCT
fbem-14595	24	8	this	this	DET
fbem-14595	24	9	paper	paper	NOUN
fbem-14595	24	10	aims	aim	VERB
fbem-14595	24	11	to	to	PART
fbem-14595	24	12	explore	explore	VERB
fbem-14595	24	13	how	how	SCONJ
fbem-14595	24	14	to	to	PART
fbem-14595	24	15	optimize	optimize	VERB
fbem-14595	24	16	the	the	DET
fbem-14595	24	17	quantitative	quantitative	ADJ
fbem-14595	24	18	investment	investment	NOUN
fbem-14595	24	19	strategy	strategy	NOUN
fbem-14595	24	20	in	in	ADP
fbem-14595	24	21	the	the	DET
fbem-14595	24	22	financial	financial	ADJ
fbem-14595	24	23	big	big	ADJ
fbem-14595	24	24	data	datum	NOUN
fbem-14595	24	25	environment	environment	NOUN
fbem-14595	24	26	.	.	PUNCT
fbem-14595	25	1	we	we	PRON
fbem-14595	25	2	will	will	AUX
fbem-14595	25	3	first	first	ADV
fbem-14595	25	4	outline	outline	VERB
fbem-14595	25	5	the	the	DET
fbem-14595	25	6	characteristics	characteristic	NOUN
fbem-14595	25	7	and	and	CCONJ
fbem-14595	25	8	sources	source	NOUN
fbem-14595	25	9	of	of	ADP
fbem-14595	25	10	financial	financial	ADJ
fbem-14595	25	11	big	big	ADJ
fbem-14595	25	12	data	datum	NOUN
fbem-14595	25	13	,	,	PUNCT
fbem-14595	25	14	and	and	CCONJ
fbem-14595	25	15	then	then	ADV
fbem-14595	25	16	discuss	discuss	VERB
fbem-14595	25	17	in	in	ADP
fbem-14595	25	18	depth	depth	NOUN
fbem-14595	25	19	how	how	SCONJ
fbem-14595	25	20	big	big	ADJ
fbem-14595	25	21	data	data	NOUN
fbem-14595	25	22	technology	technology	NOUN
fbem-14595	25	23	affects	affect	VERB
fbem-14595	25	24	and	and	CCONJ
fbem-14595	25	25	promotes	promote	VERB
fbem-14595	25	26	the	the	DET
fbem-14595	25	27	development	development	NOUN
fbem-14595	25	28	of	of	ADP
fbem-14595	25	29	quantitative	quantitative	ADJ
fbem-14595	25	30	investment	investment	NOUN
fbem-14595	25	31	strategies	strategy	NOUN
fbem-14595	25	32	.	.	PUNCT
fbem-14595	26	1	we	we	PRON
fbem-14595	26	2	will	will	AUX
fbem-14595	26	3	also	also	ADV
fbem-14595	26	4	discuss	discuss	VERB
fbem-14595	26	5	the	the	DET
fbem-14595	26	6	significance	significance	NOUN
fbem-14595	26	7	and	and	CCONJ
fbem-14595	26	8	challenges	challenge	NOUN
fbem-14595	26	9	of	of	ADP
fbem-14595	26	10	this	this	DET
fbem-14595	26	11	transformation	transformation	NOUN
fbem-14595	26	12	to	to	ADP
fbem-14595	26	13	investors	investor	NOUN
fbem-14595	26	14	,	,	PUNCT
fbem-14595	26	15	financial	financial	ADJ
fbem-14595	26	16	institutions	institution	NOUN
fbem-14595	26	17	and	and	CCONJ
fbem-14595	26	18	regulators	regulator	NOUN
fbem-14595	27	1	[	[	X
fbem-14595	27	2	6	6	NUM
fbem-14595	27	3	]	]	PUNCT
fbem-14595	27	4	.	.	PUNCT
fbem-14595	28	1	in	in	ADP
fbem-14595	28	2	short	short	ADJ
fbem-14595	28	3	,	,	PUNCT
fbem-14595	28	4	financial	financial	ADJ
fbem-14595	28	5	big	big	ADJ
fbem-14595	28	6	data	datum	NOUN
fbem-14595	28	7	and	and	CCONJ
fbem-14595	28	8	quantitative	quantitative	ADJ
fbem-14595	28	9	investment	investment	NOUN
fbem-14595	28	10	strategy	strategy	NOUN
fbem-14595	28	11	are	be	AUX
fbem-14595	28	12	two	two	NUM
fbem-14595	28	13	important	important	ADJ
fbem-14595	28	14	development	development	NOUN
fbem-14595	28	15	trends	trend	NOUN
fbem-14595	28	16	in	in	ADP
fbem-14595	28	17	the	the	DET
fbem-14595	28	18	field	field	NOUN
fbem-14595	28	19	of	of	ADP
fbem-14595	28	20	financial	financial	ADJ
fbem-14595	28	21	technology	technology	NOUN
fbem-14595	28	22	.	.	PUNCT
fbem-14595	29	1	their	their	PRON
fbem-14595	29	2	integration	integration	NOUN
fbem-14595	29	3	will	will	AUX
fbem-14595	29	4	not	not	PART
fbem-14595	29	5	only	only	ADV
fbem-14595	29	6	reshape	reshape	VERB
fbem-14595	29	7	the	the	DET
fbem-14595	29	8	pattern	pattern	NOUN
fbem-14595	29	9	of	of	ADP
fbem-14595	29	10	financial	financial	ADJ
fbem-14595	29	11	markets	market	NOUN
fbem-14595	29	12	,	,	PUNCT
fbem-14595	29	13	but	but	CCONJ
fbem-14595	29	14	also	also	ADV
fbem-14595	29	15	provide	provide	VERB
fbem-14595	29	16	investors	investor	NOUN
fbem-14595	29	17	with	with	ADP
fbem-14595	29	18	more	more	ADV
fbem-14595	29	19	accurate	accurate	ADJ
fbem-14595	29	20	,	,	PUNCT
fbem-14595	29	21	efficient	efficient	ADJ
fbem-14595	29	22	and	and	CCONJ
fbem-14595	29	23	innovative	innovative	ADJ
fbem-14595	29	24	investment	investment	NOUN
fbem-14595	29	25	tools	tool	NOUN
fbem-14595	29	26	[	[	X
fbem-14595	29	27	7	7	NUM
fbem-14595	29	28	]	]	PUNCT
fbem-14595	29	29	.	.	PUNCT
fbem-14595	30	1	this	this	DET
fbem-14595	30	2	paper	paper	NOUN
fbem-14595	30	3	hopes	hope	VERB
fbem-14595	30	4	to	to	PART
fbem-14595	30	5	provide	provide	VERB
fbem-14595	30	6	readers	reader	NOUN
fbem-14595	30	7	with	with	ADP
fbem-14595	30	8	a	a	DET
fbem-14595	30	9	comprehensive	comprehensive	ADJ
fbem-14595	30	10	perspective	perspective	NOUN
fbem-14595	30	11	and	and	CCONJ
fbem-14595	30	12	understand	understand	VERB
fbem-14595	30	13	the	the	DET
fbem-14595	30	14	intersection	intersection	NOUN
fbem-14595	30	15	of	of	ADP
fbem-14595	30	16	these	these	DET
fbem-14595	30	17	two	two	NUM
fbem-14595	30	18	trends	trend	NOUN
fbem-14595	30	19	,	,	PUNCT
fbem-14595	30	20	as	as	ADV
fbem-14595	30	21	well	well	ADV
fbem-14595	30	22	as	as	ADP
fbem-14595	30	23	the	the	DET
fbem-14595	30	24	opportunities	opportunity	NOUN
fbem-14595	30	25	and	and	CCONJ
fbem-14595	30	26	challenges	challenge	NOUN
fbem-14595	30	27	they	they	PRON
fbem-14595	30	28	bring	bring	VERB
fbem-14595	30	29	to	to	ADP
fbem-14595	30	30	the	the	DET
fbem-14595	30	31	financial	financial	ADJ
fbem-14595	30	32	field	field	NOUN
fbem-14595	30	33	.	.	PUNCT
fbem-14595	31	1	2	2	X
fbem-14595	31	2	.	.	X
fbem-14595	31	3	the	the	DET
fbem-14595	31	4	impact	impact	NOUN
fbem-14595	31	5	of	of	ADP
fbem-14595	31	6	financial	financial	ADJ
fbem-14595	31	7	big	big	ADJ
fbem-14595	31	8	data	datum	NOUN
fbem-14595	31	9	on	on	ADP
fbem-14595	31	10	quantitative	quantitative	ADJ
fbem-14595	31	11	investment	investment	NOUN
fbem-14595	31	12	strategies	strategy	NOUN
fbem-14595	31	13	2.1	2.1	NUM
fbem-14595	31	14	.	.	PUNCT
fbem-14595	31	15	data	datum	NOUN
fbem-14595	31	16	volume	volume	NOUN
fbem-14595	31	17	and	and	CCONJ
fbem-14595	31	18	data	datum	NOUN
fbem-14595	31	19	quality	quality	NOUN
fbem-14595	31	20	with	with	ADP
fbem-14595	31	21	the	the	DET
fbem-14595	31	22	rapid	rapid	ADJ
fbem-14595	31	23	growth	growth	NOUN
fbem-14595	31	24	of	of	ADP
fbem-14595	31	25	data	datum	NOUN
fbem-14595	31	26	in	in	ADP
fbem-14595	31	27	the	the	DET
fbem-14595	31	28	financial	financial	ADJ
fbem-14595	31	29	field	field	NOUN
fbem-14595	31	30	,	,	PUNCT
fbem-14595	31	31	big	big	ADJ
fbem-14595	31	32	data	datum	NOUN
fbem-14595	31	33	has	have	AUX
fbem-14595	31	34	become	become	VERB
fbem-14595	31	35	a	a	DET
fbem-14595	31	36	reality	reality	NOUN
fbem-14595	31	37	that	that	SCONJ
fbem-14595	31	38	financial	financial	ADJ
fbem-14595	31	39	institutions	institution	NOUN
fbem-14595	31	40	and	and	CCONJ
fbem-14595	31	41	investors	investor	NOUN
fbem-14595	31	42	must	must	AUX
fbem-14595	31	43	face	face	VERB
fbem-14595	31	44	.	.	PUNCT
fbem-14595	32	1	in	in	ADP
fbem-14595	32	2	this	this	DET
fbem-14595	32	3	context	context	NOUN
fbem-14595	32	4	,	,	PUNCT
fbem-14595	32	5	understanding	understand	VERB
fbem-14595	32	6	how	how	SCONJ
fbem-14595	32	7	financial	financial	ADJ
fbem-14595	32	8	big	big	ADJ
fbem-14595	32	9	data	datum	NOUN
fbem-14595	32	10	affects	affect	VERB
fbem-14595	32	11	quantitative	quantitative	ADJ
fbem-14595	32	12	investment	investment	NOUN
fbem-14595	32	13	strategies	strategy	NOUN
fbem-14595	32	14	has	have	AUX
fbem-14595	32	15	become	become	VERB
fbem-14595	32	16	particularly	particularly	ADV
fbem-14595	32	17	important	important	ADJ
fbem-14595	32	18	.	.	PUNCT
fbem-14595	33	1	although	although	SCONJ
fbem-14595	33	2	financial	financial	ADJ
fbem-14595	33	3	big	big	ADJ
fbem-14595	33	4	data	datum	NOUN
fbem-14595	33	5	has	have	AUX
fbem-14595	33	6	brought	bring	VERB
fbem-14595	33	7	unprecedented	unprecedented	ADJ
fbem-14595	33	8	opportunities	opportunity	NOUN
fbem-14595	33	9	to	to	ADP
fbem-14595	33	10	the	the	DET
fbem-14595	33	11	financial	financial	ADJ
fbem-14595	33	12	field	field	NOUN
fbem-14595	33	13	,	,	PUNCT
fbem-14595	33	14	it	it	PRON
fbem-14595	33	15	has	have	AUX
fbem-14595	33	16	also	also	ADV
fbem-14595	33	17	brought	bring	VERB
fbem-14595	33	18	many	many	ADJ
fbem-14595	33	19	challenges	challenge	NOUN
fbem-14595	33	20	.	.	PUNCT
fbem-14595	34	1	the	the	DET
fbem-14595	34	2	capacity	capacity	NOUN
fbem-14595	34	3	and	and	CCONJ
fbem-14595	34	4	diversity	diversity	NOUN
fbem-14595	34	5	of	of	ADP
fbem-14595	34	6	big	big	ADJ
fbem-14595	34	7	data	datum	NOUN
fbem-14595	34	8	make	make	VERB
fbem-14595	34	9	data	datum	NOUN
fbem-14595	34	10	cleaning	cleaning	NOUN
fbem-14595	34	11	,	,	PUNCT
fbem-14595	34	12	validation	validation	NOUN
fbem-14595	34	13	,	,	PUNCT
fbem-14595	34	14	and	and	CCONJ
fbem-14595	34	15	integration	integration	NOUN
fbem-14595	34	16	more	more	ADV
fbem-14595	34	17	difficult	difficult	ADJ
fbem-14595	34	18	.	.	PUNCT
fbem-14595	35	1	errors	error	NOUN
fbem-14595	35	2	,	,	PUNCT
fbem-14595	35	3	omissions	omission	NOUN
fbem-14595	35	4	,	,	PUNCT
fbem-14595	35	5	and	and	CCONJ
fbem-14595	35	6	inconsistencies	inconsistency	NOUN
fbem-14595	35	7	in	in	ADP
fbem-14595	35	8	data	datum	NOUN
fbem-14595	35	9	may	may	AUX
fbem-14595	35	10	lead	lead	VERB
fbem-14595	35	11	to	to	ADP
fbem-14595	35	12	misleading	mislead	VERB
fbem-14595	35	13	analysis	analysis	NOUN
fbem-14595	35	14	results	result	NOUN
fbem-14595	35	15	.	.	PUNCT
fbem-14595	36	1	with	with	ADP
fbem-14595	36	2	the	the	DET
fbem-14595	36	3	growth	growth	NOUN
fbem-14595	36	4	of	of	ADP
fbem-14595	36	5	data	datum	NOUN
fbem-14595	36	6	volume	volume	NOUN
fbem-14595	36	7	,	,	PUNCT
fbem-14595	36	8	data	datum	NOUN
fbem-14595	36	9	security	security	NOUN
fbem-14595	36	10	and	and	CCONJ
fbem-14595	36	11	privacy	privacy	NOUN
fbem-14595	36	12	issues	issue	NOUN
fbem-14595	36	13	have	have	AUX
fbem-14595	36	14	become	become	VERB
fbem-14595	36	15	increasingly	increasingly	ADV
fbem-14595	36	16	important	important	ADJ
fbem-14595	36	17	.	.	PUNCT
fbem-14595	37	1	financial	financial	ADJ
fbem-14595	37	2	institutions	institution	NOUN
fbem-14595	37	3	need	need	VERB
fbem-14595	37	4	to	to	PART
fbem-14595	37	5	ensure	ensure	VERB
fbem-14595	37	6	the	the	DET
fbem-14595	37	7	integrity	integrity	NOUN
fbem-14595	37	8	,	,	PUNCT
fbem-14595	37	9	confidentiality	confidentiality	NOUN
fbem-14595	37	10	,	,	PUNCT
fbem-14595	37	11	and	and	CCONJ
fbem-14595	37	12	availability	availability	NOUN
fbem-14595	37	13	of	of	ADP
fbem-14595	37	14	data	datum	NOUN
fbem-14595	37	15	,	,	PUNCT
fbem-14595	37	16	while	while	SCONJ
fbem-14595	37	17	also	also	ADV
fbem-14595	37	18	complying	comply	VERB
fbem-14595	37	19	with	with	ADP
fbem-14595	37	20	relevant	relevant	ADJ
fbem-14595	37	21	privacy	privacy	NOUN
fbem-14595	37	22	laws	law	NOUN
fbem-14595	37	23	and	and	CCONJ
fbem-14595	37	24	regulations	regulation	NOUN
fbem-14595	37	25	.	.	PUNCT
fbem-14595	38	1	processing	processing	NOUN
fbem-14595	38	2	and	and	CCONJ
fbem-14595	38	3	analyzing	analyze	VERB
fbem-14595	38	4	big	big	ADJ
fbem-14595	38	5	data	datum	NOUN
fbem-14595	38	6	requires	require	VERB
fbem-14595	38	7	advanced	advanced	ADJ
fbem-14595	38	8	computer	computer	NOUN
fbem-14595	38	9	hardware	hardware	NOUN
fbem-14595	38	10	,	,	PUNCT
fbem-14595	38	11	software	software	NOUN
fbem-14595	38	12	,	,	PUNCT
fbem-14595	38	13	and	and	CCONJ
fbem-14595	38	14	algorithms	algorithm	NOUN
fbem-14595	38	15	,	,	PUNCT
fbem-14595	38	16	as	as	ADV
fbem-14595	38	17	well	well	ADV
fbem-14595	38	18	as	as	ADP
fbem-14595	38	19	professional	professional	ADJ
fbem-14595	38	20	talents	talent	NOUN
fbem-14595	38	21	capable	capable	ADJ
fbem-14595	38	22	of	of	ADP
fbem-14595	38	23	using	use	VERB
fbem-14595	38	24	these	these	PRON
fbem-14595	38	25	technologies[8	technologies[8	NOUN
fbem-14595	38	26	]	]	PUNCT
fbem-14595	38	27	.	.	PUNCT
fbem-14595	39	1	but	but	CCONJ
fbem-14595	39	2	at	at	ADP
fbem-14595	39	3	the	the	DET
fbem-14595	39	4	same	same	ADJ
fbem-14595	39	5	time	time	NOUN
fbem-14595	39	6	,	,	PUNCT
fbem-14595	39	7	financial	financial	ADJ
fbem-14595	39	8	big	big	ADJ
fbem-14595	39	9	data	datum	NOUN
fbem-14595	39	10	has	have	AUX
fbem-14595	39	11	also	also	ADV
fbem-14595	39	12	brought	bring	VERB
fbem-14595	39	13	53	53	NUM
fbem-14595	39	14	unprecedented	unprecedented	ADJ
fbem-14595	39	15	opportunities	opportunity	NOUN
fbem-14595	39	16	to	to	ADP
fbem-14595	39	17	the	the	DET
fbem-14595	39	18	financial	financial	ADJ
fbem-14595	39	19	sector	sector	NOUN
fbem-14595	39	20	.	.	PUNCT
fbem-14595	40	1	it	it	PRON
fbem-14595	40	2	enables	enable	VERB
fbem-14595	40	3	financial	financial	ADJ
fbem-14595	40	4	institutions	institution	NOUN
fbem-14595	40	5	to	to	PART
fbem-14595	40	6	better	well	ADV
fbem-14595	40	7	understand	understand	VERB
fbem-14595	40	8	market	market	NOUN
fbem-14595	40	9	dynamics	dynamic	NOUN
fbem-14595	40	10	,	,	PUNCT
fbem-14595	40	11	predict	predict	VERB
fbem-14595	40	12	market	market	NOUN
fbem-14595	40	13	trends	trend	NOUN
fbem-14595	40	14	,	,	PUNCT
fbem-14595	40	15	optimize	optimize	VERB
fbem-14595	40	16	investment	investment	NOUN
fbem-14595	40	17	strategies	strategy	NOUN
fbem-14595	40	18	,	,	PUNCT
fbem-14595	40	19	improve	improve	VERB
fbem-14595	40	20	risk	risk	NOUN
fbem-14595	40	21	management	management	NOUN
fbem-14595	40	22	capabilities	capability	NOUN
fbem-14595	40	23	,	,	PUNCT
fbem-14595	40	24	and	and	CCONJ
fbem-14595	40	25	provide	provide	VERB
fbem-14595	40	26	more	more	ADJ
fbem-14595	40	27	personalized	personalized	ADJ
fbem-14595	40	28	financial	financial	ADJ
fbem-14595	40	29	services	service	NOUN
fbem-14595	40	30	.	.	PUNCT
fbem-14595	41	1	new	new	ADJ
fbem-14595	41	2	market	market	NOUN
fbem-14595	41	3	participants	participant	NOUN
fbem-14595	41	4	,	,	PUNCT
fbem-14595	41	5	trading	trading	NOUN
fbem-14595	41	6	patterns	pattern	NOUN
fbem-14595	41	7	,	,	PUNCT
fbem-14595	41	8	and	and	CCONJ
fbem-14595	41	9	risk	risk	NOUN
fbem-14595	41	10	factors	factor	NOUN
fbem-14595	41	11	may	may	AUX
fbem-14595	41	12	emerge	emerge	VERB
fbem-14595	41	13	,	,	PUNCT
fbem-14595	41	14	which	which	PRON
fbem-14595	41	15	poses	pose	VERB
fbem-14595	41	16	new	new	ADJ
fbem-14595	41	17	challenges	challenge	NOUN
fbem-14595	41	18	for	for	ADP
fbem-14595	41	19	financial	financial	ADJ
fbem-14595	41	20	regulation	regulation	NOUN
fbem-14595	41	21	.	.	PUNCT
fbem-14595	42	1	with	with	ADP
fbem-14595	42	2	the	the	DET
fbem-14595	42	3	increasing	increase	VERB
fbem-14595	42	4	amount	amount	NOUN
fbem-14595	42	5	of	of	ADP
fbem-14595	42	6	data	datum	NOUN
fbem-14595	42	7	generated	generate	VERB
fbem-14595	42	8	by	by	ADP
fbem-14595	42	9	exchanges	exchange	NOUN
fbem-14595	42	10	,	,	PUNCT
fbem-14595	42	11	brokers	broker	NOUN
fbem-14595	42	12	,	,	PUNCT
fbem-14595	42	13	and	and	CCONJ
fbem-14595	42	14	other	other	ADJ
fbem-14595	42	15	financial	financial	ADJ
fbem-14595	42	16	institutions	institution	NOUN
fbem-14595	42	17	every	every	DET
fbem-14595	42	18	day	day	NOUN
fbem-14595	42	19	,	,	PUNCT
fbem-14595	42	20	ensuring	ensure	VERB
fbem-14595	42	21	data	datum	NOUN
fbem-14595	42	22	integrity	integrity	NOUN
fbem-14595	42	23	has	have	AUX
fbem-14595	42	24	become	become	VERB
fbem-14595	42	25	even	even	ADV
fbem-14595	42	26	more	more	ADV
fbem-14595	42	27	difficult[9	difficult[9	NOUN
fbem-14595	42	28	]	]	X
fbem-14595	42	29	.	.	PUNCT
fbem-14595	43	1	any	any	DET
fbem-14595	43	2	errors	error	NOUN
fbem-14595	43	3	or	or	CCONJ
fbem-14595	43	4	omissions	omission	NOUN
fbem-14595	43	5	in	in	ADP
fbem-14595	43	6	the	the	DET
fbem-14595	43	7	process	process	NOUN
fbem-14595	43	8	of	of	ADP
fbem-14595	43	9	data	datum	NOUN
fbem-14595	43	10	collection	collection	NOUN
fbem-14595	43	11	,	,	PUNCT
fbem-14595	43	12	storage	storage	NOUN
fbem-14595	43	13	,	,	PUNCT
fbem-14595	43	14	or	or	CCONJ
fbem-14595	43	15	transmission	transmission	NOUN
fbem-14595	43	16	may	may	AUX
fbem-14595	43	17	lead	lead	VERB
fbem-14595	43	18	to	to	ADP
fbem-14595	43	19	incomplete	incomplete	ADJ
fbem-14595	43	20	data	datum	NOUN
fbem-14595	43	21	and	and	CCONJ
fbem-14595	43	22	mislead	mislead	VERB
fbem-14595	43	23	quantitative	quantitative	ADJ
fbem-14595	43	24	strategies	strategy	NOUN
fbem-14595	43	25	.	.	PUNCT
fbem-14595	44	1	ensuring	ensure	VERB
fbem-14595	44	2	data	datum	NOUN
fbem-14595	44	3	accuracy	accuracy	NOUN
fbem-14595	44	4	is	be	AUX
fbem-14595	44	5	a	a	DET
fbem-14595	44	6	challenge	challenge	NOUN
fbem-14595	44	7	in	in	ADP
fbem-14595	44	8	the	the	DET
fbem-14595	44	9	big	big	ADJ
fbem-14595	44	10	data	datum	NOUN
fbem-14595	44	11	environment	environment	NOUN
fbem-14595	44	12	.	.	PUNCT
fbem-14595	45	1	financial	financial	ADJ
fbem-14595	45	2	big	big	ADJ
fbem-14595	45	3	data	datum	NOUN
fbem-14595	45	4	refers	refer	VERB
fbem-14595	45	5	to	to	ADP
fbem-14595	45	6	the	the	DET
fbem-14595	45	7	large	large	ADJ
fbem-14595	45	8	amount	amount	NOUN
fbem-14595	45	9	of	of	ADP
fbem-14595	45	10	data	datum	NOUN
fbem-14595	45	11	generated	generate	VERB
fbem-14595	45	12	and	and	CCONJ
fbem-14595	45	13	collected	collect	VERB
fbem-14595	45	14	in	in	ADP
fbem-14595	45	15	the	the	DET
fbem-14595	45	16	financial	financial	ADJ
fbem-14595	45	17	field	field	NOUN
fbem-14595	45	18	,	,	PUNCT
fbem-14595	45	19	which	which	PRON
fbem-14595	45	20	has	have	VERB
fbem-14595	45	21	a	a	DET
fbem-14595	45	22	high	high	ADJ
fbem-14595	45	23	degree	degree	NOUN
fbem-14595	45	24	of	of	ADP
fbem-14595	45	25	diversity	diversity	NOUN
fbem-14595	45	26	,	,	PUNCT
fbem-14595	45	27	speed	speed	NOUN
fbem-14595	45	28	,	,	PUNCT
fbem-14595	45	29	and	and	CCONJ
fbem-14595	45	30	accuracy	accuracy	NOUN
fbem-14595	45	31	,	,	PUNCT
fbem-14595	45	32	and	and	CCONJ
fbem-14595	45	33	its	its	PRON
fbem-14595	45	34	scale	scale	NOUN
fbem-14595	45	35	exceeds	exceed	VERB
fbem-14595	45	36	the	the	DET
fbem-14595	45	37	processing	processing	NOUN
fbem-14595	45	38	capabilities	capability	NOUN
fbem-14595	45	39	of	of	ADP
fbem-14595	45	40	traditional	traditional	ADJ
fbem-14595	45	41	database	database	NOUN
fbem-14595	45	42	applications	application	NOUN
fbem-14595	45	43	[	[	X
fbem-14595	45	44	10	10	NUM
fbem-14595	45	45	]	]	PUNCT
fbem-14595	45	46	.	.	PUNCT
fbem-14595	46	1	the	the	DET
fbem-14595	46	2	characteristics	characteristic	NOUN
fbem-14595	46	3	of	of	ADP
fbem-14595	46	4	financial	financial	ADJ
fbem-14595	46	5	big	big	ADJ
fbem-14595	46	6	data	datum	NOUN
fbem-14595	46	7	are	be	AUX
fbem-14595	46	8	shown	show	VERB
fbem-14595	46	9	in	in	ADP
fbem-14595	46	10	figure	figure	NOUN
fbem-14595	46	11	1	1	NUM
fbem-14595	46	12	.	.	PUNCT
fbem-14595	46	13	figure	figure	NOUN
fbem-14595	46	14	1	1	NUM
fbem-14595	46	15	.	.	PUNCT
fbem-14595	47	1	characteristics	characteristic	NOUN
fbem-14595	47	2	of	of	ADP
fbem-14595	47	3	financial	financial	ADJ
fbem-14595	47	4	big	big	ADJ
fbem-14595	47	5	data	datum	NOUN
fbem-14595	47	6	incorrect	incorrect	ADJ
fbem-14595	47	7	data	datum	NOUN
fbem-14595	47	8	input	input	NOUN
fbem-14595	47	9	,	,	PUNCT
fbem-14595	47	10	system	system	NOUN
fbem-14595	47	11	errors	error	NOUN
fbem-14595	47	12	,	,	PUNCT
fbem-14595	47	13	or	or	CCONJ
fbem-14595	47	14	external	external	ADJ
fbem-14595	47	15	factors	factor	NOUN
fbem-14595	47	16	such	such	ADJ
fbem-14595	47	17	as	as	ADP
fbem-14595	47	18	fraudulent	fraudulent	ADJ
fbem-14595	47	19	behavior	behavior	NOUN
fbem-14595	47	20	can	can	AUX
fbem-14595	47	21	all	all	PRON
fbem-14595	47	22	affect	affect	VERB
fbem-14595	47	23	data	datum	NOUN
fbem-14595	47	24	quality	quality	NOUN
fbem-14595	47	25	.	.	PUNCT
fbem-14595	48	1	investors	investor	NOUN
fbem-14595	48	2	must	must	AUX
fbem-14595	48	3	use	use	VERB
fbem-14595	48	4	various	various	ADJ
fbem-14595	48	5	data	datum	NOUN
fbem-14595	48	6	cleansing	cleansing	NOUN
fbem-14595	48	7	and	and	CCONJ
fbem-14595	48	8	validation	validation	NOUN
fbem-14595	48	9	techniques	technique	NOUN
fbem-14595	48	10	,	,	PUNCT
fbem-14595	48	11	such	such	ADJ
fbem-14595	48	12	as	as	ADP
fbem-14595	48	13	anomaly	anomaly	NOUN
fbem-14595	48	14	detection	detection	NOUN
fbem-14595	48	15	and	and	CCONJ
fbem-14595	48	16	data	datum	NOUN
fbem-14595	48	17	consistency	consistency	NOUN
fbem-14595	48	18	check	check	NOUN
fbem-14595	48	19	,	,	PUNCT
fbem-14595	48	20	to	to	PART
fbem-14595	48	21	ensure	ensure	VERB
fbem-14595	48	22	the	the	DET
fbem-14595	48	23	accuracy	accuracy	NOUN
fbem-14595	48	24	of	of	ADP
fbem-14595	48	25	the	the	DET
fbem-14595	48	26	data	datum	NOUN
fbem-14595	48	27	.	.	PUNCT
fbem-14595	49	1	in	in	ADP
fbem-14595	49	2	high	high	ADJ
fbem-14595	49	3	-	-	PUNCT
fbem-14595	49	4	frequency	frequency	NOUN
fbem-14595	49	5	trading	trading	NOUN
fbem-14595	49	6	and	and	CCONJ
fbem-14595	49	7	algorithmic	algorithmic	ADJ
fbem-14595	49	8	trading	trading	NOUN
fbem-14595	49	9	,	,	PUNCT
fbem-14595	49	10	data	datum	NOUN
fbem-14595	49	11	latency	latency	NOUN
fbem-14595	49	12	may	may	AUX
fbem-14595	49	13	lead	lead	VERB
fbem-14595	49	14	to	to	ADP
fbem-14595	49	15	significant	significant	ADJ
fbem-14595	49	16	economic	economic	ADJ
fbem-14595	49	17	losses	loss	NOUN
fbem-14595	49	18	.	.	PUNCT
fbem-14595	50	1	therefore	therefore	ADV
fbem-14595	50	2	,	,	PUNCT
fbem-14595	50	3	financial	financial	ADJ
fbem-14595	50	4	institutions	institution	NOUN
fbem-14595	50	5	are	be	AUX
fbem-14595	50	6	looking	look	VERB
fbem-14595	50	7	for	for	ADP
fbem-14595	50	8	faster	fast	ADJ
fbem-14595	50	9	data	datum	NOUN
fbem-14595	50	10	processing	processing	NOUN
fbem-14595	50	11	and	and	CCONJ
fbem-14595	50	12	transmission	transmission	NOUN
fbem-14595	50	13	technologies	technology	NOUN
fbem-14595	50	14	,	,	PUNCT
fbem-14595	50	15	such	such	ADJ
fbem-14595	50	16	as	as	ADP
fbem-14595	50	17	low	low	ADJ
fbem-14595	50	18	latency	latency	NOUN
fbem-14595	50	19	networks	network	NOUN
fbem-14595	50	20	and	and	CCONJ
fbem-14595	50	21	parallel	parallel	ADJ
fbem-14595	50	22	processing	processing	NOUN
fbem-14595	50	23	technologies	technology	NOUN
fbem-14595	50	24	.	.	PUNCT
fbem-14595	51	1	2.2	2.2	NUM
fbem-14595	51	2	.	.	PUNCT
fbem-14595	52	1	data	datum	NOUN
fbem-14595	52	2	diversity	diversity	NOUN
fbem-14595	52	3	financial	financial	ADJ
fbem-14595	52	4	big	big	ADJ
fbem-14595	52	5	data	datum	NOUN
fbem-14595	52	6	is	be	AUX
fbem-14595	52	7	not	not	PART
fbem-14595	52	8	only	only	ADV
fbem-14595	52	9	traditional	traditional	ADJ
fbem-14595	52	10	structured	structured	ADJ
fbem-14595	52	11	data	datum	NOUN
fbem-14595	52	12	,	,	PUNCT
fbem-14595	52	13	such	such	ADJ
fbem-14595	52	14	as	as	ADP
fbem-14595	52	15	stock	stock	NOUN
fbem-14595	52	16	price	price	NOUN
fbem-14595	52	17	and	and	CCONJ
fbem-14595	52	18	trading	trading	NOUN
fbem-14595	52	19	volume	volume	NOUN
fbem-14595	52	20	.	.	PUNCT
fbem-14595	53	1	it	it	PRON
fbem-14595	53	2	also	also	ADV
fbem-14595	53	3	includes	include	VERB
fbem-14595	53	4	unstructured	unstructured	ADJ
fbem-14595	53	5	data	datum	NOUN
fbem-14595	53	6	,	,	PUNCT
fbem-14595	53	7	such	such	ADJ
fbem-14595	53	8	as	as	ADP
fbem-14595	53	9	news	news	NOUN
fbem-14595	53	10	reports	report	NOUN
fbem-14595	53	11	,	,	PUNCT
fbem-14595	53	12	social	social	ADJ
fbem-14595	53	13	media	medium	NOUN
fbem-14595	53	14	posts	post	NOUN
fbem-14595	53	15	and	and	CCONJ
fbem-14595	53	16	online	online	ADJ
fbem-14595	53	17	search	search	NOUN
fbem-14595	53	18	queries	query	NOUN
fbem-14595	53	19	.	.	PUNCT
fbem-14595	54	1	with	with	ADP
fbem-14595	54	2	the	the	DET
fbem-14595	54	3	development	development	NOUN
fbem-14595	54	4	of	of	ADP
fbem-14595	54	5	financial	financial	ADJ
fbem-14595	54	6	big	big	ADJ
fbem-14595	54	7	data	datum	NOUN
fbem-14595	54	8	,	,	PUNCT
fbem-14595	54	9	quantitative	quantitative	ADJ
fbem-14595	54	10	strategies	strategy	NOUN
fbem-14595	54	11	are	be	AUX
fbem-14595	54	12	increasingly	increasingly	ADV
fbem-14595	54	13	diversified	diversify	VERB
fbem-14595	54	14	and	and	CCONJ
fbem-14595	54	15	personalized	personalized	ADJ
fbem-14595	54	16	.	.	PUNCT
fbem-14595	55	1	both	both	DET
fbem-14595	55	2	institutional	institutional	ADJ
fbem-14595	55	3	and	and	CCONJ
fbem-14595	55	4	individual	individual	ADJ
fbem-14595	55	5	investors	investor	NOUN
fbem-14595	55	6	can	can	AUX
fbem-14595	55	7	choose	choose	VERB
fbem-14595	55	8	or	or	CCONJ
fbem-14595	55	9	customize	customize	VERB
fbem-14595	55	10	the	the	DET
fbem-14595	55	11	most	most	ADV
fbem-14595	55	12	suitable	suitable	ADJ
fbem-14595	55	13	quantitative	quantitative	ADJ
fbem-14595	55	14	strategy	strategy	NOUN
fbem-14595	55	15	according	accord	VERB
fbem-14595	55	16	to	to	ADP
fbem-14595	55	17	their	their	PRON
fbem-14595	55	18	risk	risk	NOUN
fbem-14595	55	19	preferences	preference	NOUN
fbem-14595	55	20	,	,	PUNCT
fbem-14595	55	21	investment	investment	NOUN
fbem-14595	55	22	objectives	objective	NOUN
fbem-14595	55	23	and	and	CCONJ
fbem-14595	55	24	market	market	NOUN
fbem-14595	55	25	views	view	NOUN
fbem-14595	55	26	.	.	PUNCT
fbem-14595	56	1	by	by	ADP
fbem-14595	56	2	combining	combine	VERB
fbem-14595	56	3	multiple	multiple	ADJ
fbem-14595	56	4	forecasting	forecasting	NOUN
fbem-14595	56	5	factors	factor	NOUN
fbem-14595	56	6	,	,	PUNCT
fbem-14595	56	7	a	a	DET
fbem-14595	56	8	more	more	ADV
fbem-14595	56	9	robust	robust	ADJ
fbem-14595	56	10	and	and	CCONJ
fbem-14595	56	11	effective	effective	ADJ
fbem-14595	56	12	investment	investment	NOUN
fbem-14595	56	13	strategy	strategy	NOUN
fbem-14595	56	14	can	can	AUX
fbem-14595	56	15	be	be	AUX
fbem-14595	56	16	constructed	construct	VERB
fbem-14595	56	17	.	.	PUNCT
fbem-14595	57	1	according	accord	VERB
fbem-14595	57	2	to	to	ADP
fbem-14595	57	3	the	the	DET
fbem-14595	57	4	change	change	NOUN
fbem-14595	57	5	of	of	ADP
fbem-14595	57	6	market	market	NOUN
fbem-14595	57	7	environment	environment	NOUN
fbem-14595	57	8	,	,	PUNCT
fbem-14595	57	9	the	the	DET
fbem-14595	57	10	strategy	strategy	NOUN
fbem-14595	57	11	parameters	parameter	NOUN
fbem-14595	57	12	and	and	CCONJ
fbem-14595	57	13	weights	weight	NOUN
fbem-14595	57	14	are	be	AUX
fbem-14595	57	15	automatically	automatically	ADV
fbem-14595	57	16	adjusted	adjust	VERB
fbem-14595	57	17	.	.	PUNCT
fbem-14595	58	1	customized	customize	VERB
fbem-14595	58	2	strategies	strategy	NOUN
fbem-14595	58	3	for	for	ADP
fbem-14595	58	4	each	each	DET
fbem-14595	58	5	investor	investor	NOUN
fbem-14595	58	6	are	be	AUX
fbem-14595	58	7	optimized	optimize	VERB
fbem-14595	58	8	according	accord	VERB
fbem-14595	58	9	to	to	ADP
fbem-14595	58	10	their	their	PRON
fbem-14595	58	11	personal	personal	ADJ
fbem-14595	58	12	risk	risk	NOUN
fbem-14595	58	13	preferences	preference	NOUN
fbem-14595	58	14	,	,	PUNCT
fbem-14595	58	15	investment	investment	NOUN
fbem-14595	58	16	objectives	objective	NOUN
fbem-14595	58	17	and	and	CCONJ
fbem-14595	58	18	market	market	NOUN
fbem-14595	58	19	views	view	NOUN
fbem-14595	58	20	.	.	PUNCT
fbem-14595	59	1	natural	natural	ADJ
fbem-14595	59	2	language	language	NOUN
fbem-14595	59	3	processing	processing	NOUN
fbem-14595	59	4	technology	technology	NOUN
fbem-14595	59	5	is	be	AUX
fbem-14595	59	6	used	use	VERB
fbem-14595	59	7	to	to	PART
fbem-14595	59	8	analyze	analyze	VERB
fbem-14595	59	9	news	news	NOUN
fbem-14595	59	10	reports	report	NOUN
fbem-14595	59	11	and	and	CCONJ
fbem-14595	59	12	social	social	ADJ
fbem-14595	59	13	media	medium	NOUN
fbem-14595	59	14	posts	post	NOUN
fbem-14595	59	15	to	to	PART
fbem-14595	59	16	extract	extract	VERB
fbem-14595	59	17	emotions	emotion	NOUN
fbem-14595	59	18	and	and	CCONJ
fbem-14595	59	19	intelligence	intelligence	NOUN
fbem-14595	59	20	related	relate	VERB
fbem-14595	59	21	to	to	ADP
fbem-14595	59	22	financial	financial	ADJ
fbem-14595	59	23	markets	market	NOUN
fbem-14595	59	24	.	.	PUNCT
fbem-14595	60	1	investing	invest	VERB
fbem-14595	60	2	based	base	VERB
fbem-14595	60	3	on	on	ADP
fbem-14595	60	4	the	the	DET
fbem-14595	60	5	response	response	NOUN
fbem-14595	60	6	to	to	ADP
fbem-14595	60	7	a	a	DET
fbem-14595	60	8	specific	specific	ADJ
fbem-14595	60	9	event	event	NOUN
fbem-14595	60	10	.	.	PUNCT
fbem-14595	61	1	big	big	ADJ
fbem-14595	61	2	data	datum	NOUN
fbem-14595	61	3	technology	technology	NOUN
fbem-14595	61	4	allows	allow	VERB
fbem-14595	61	5	investors	investor	NOUN
fbem-14595	61	6	to	to	PART
fbem-14595	61	7	identify	identify	VERB
fbem-14595	61	8	and	and	CCONJ
fbem-14595	61	9	respond	respond	VERB
fbem-14595	61	10	to	to	ADP
fbem-14595	61	11	these	these	DET
fbem-14595	61	12	events	event	NOUN
fbem-14595	61	13	more	more	ADV
fbem-14595	61	14	quickly	quickly	ADV
fbem-14595	61	15	and	and	CCONJ
fbem-14595	61	16	accurately	accurately	ADV
fbem-14595	61	17	.	.	PUNCT
fbem-14595	62	1	2.3	2.3	NUM
fbem-14595	62	2	.	.	PUNCT
fbem-14595	63	1	the	the	DET
fbem-14595	63	2	challenge	challenge	NOUN
fbem-14595	63	3	of	of	ADP
fbem-14595	63	4	computing	compute	VERB
fbem-14595	63	5	power	power	NOUN
fbem-14595	63	6	with	with	ADP
fbem-14595	63	7	the	the	DET
fbem-14595	63	8	increase	increase	NOUN
fbem-14595	63	9	of	of	ADP
fbem-14595	63	10	data	datum	NOUN
fbem-14595	63	11	,	,	PUNCT
fbem-14595	63	12	the	the	DET
fbem-14595	63	13	traditional	traditional	ADJ
fbem-14595	63	14	data	datum	NOUN
fbem-14595	63	15	processing	processing	NOUN
fbem-14595	63	16	and	and	CCONJ
fbem-14595	63	17	analysis	analysis	NOUN
fbem-14595	63	18	methods	method	NOUN
fbem-14595	63	19	are	be	AUX
fbem-14595	63	20	no	no	ADV
fbem-14595	63	21	longer	long	ADV
fbem-14595	63	22	applicable	applicable	ADJ
fbem-14595	63	23	.	.	PUNCT
fbem-14595	64	1	investors	investor	NOUN
fbem-14595	64	2	need	need	VERB
fbem-14595	64	3	more	more	ADV
fbem-14595	64	4	powerful	powerful	ADJ
fbem-14595	64	5	computing	computing	NOUN
fbem-14595	64	6	power	power	NOUN
fbem-14595	64	7	and	and	CCONJ
fbem-14595	64	8	more	more	ADV
fbem-14595	64	9	efficient	efficient	ADJ
fbem-14595	64	10	algorithms	algorithm	NOUN
fbem-14595	64	11	to	to	PART
fbem-14595	64	12	process	process	NOUN
fbem-14595	64	13	,	,	PUNCT
fbem-14595	64	14	analyze	analyze	VERB
fbem-14595	64	15	and	and	CCONJ
fbem-14595	64	16	interpret	interpret	VERB
fbem-14595	64	17	these	these	DET
fbem-14595	64	18	data	datum	NOUN
fbem-14595	64	19	.	.	PUNCT
fbem-14595	65	1	use	use	VERB
fbem-14595	65	2	multiple	multiple	ADJ
fbem-14595	65	3	compute	compute	NOUN
fbem-14595	65	4	nodes	node	NOUN
fbem-14595	65	5	to	to	PART
fbem-14595	65	6	process	process	VERB
fbem-14595	65	7	a	a	DET
fbem-14595	65	8	large	large	ADJ
fbem-14595	65	9	amount	amount	NOUN
fbem-14595	65	10	of	of	ADP
fbem-14595	65	11	data	datum	NOUN
fbem-14595	65	12	in	in	ADP
fbem-14595	65	13	parallel	parallel	NOUN
fbem-14595	65	14	.	.	PUNCT
fbem-14595	66	1	for	for	ADP
fbem-14595	66	2	example	example	NOUN
fbem-14595	66	3	,	,	PUNCT
fbem-14595	66	4	frameworks	framework	NOUN
fbem-14595	66	5	such	such	ADJ
fbem-14595	66	6	as	as	ADP
fbem-14595	66	7	hadoop	hadoop	NOUN
fbem-14595	66	8	and	and	CCONJ
fbem-14595	66	9	spark	spark	NOUN
fbem-14595	66	10	allow	allow	VERB
fbem-14595	66	11	users	user	NOUN
fbem-14595	66	12	to	to	PART
fbem-14595	66	13	run	run	VERB
fbem-14595	66	14	complex	complex	ADJ
fbem-14595	66	15	analysis	analysis	NOUN
fbem-14595	66	16	tasks	task	NOUN
fbem-14595	66	17	on	on	ADP
fbem-14595	66	18	large	large	ADJ
fbem-14595	66	19	data	datum	NOUN
fbem-14595	66	20	sets	set	NOUN
fbem-14595	66	21	.	.	PUNCT
fbem-14595	67	1	analyze	analyze	VERB
fbem-14595	67	2	the	the	DET
fbem-14595	67	3	data	datum	NOUN
fbem-14595	67	4	as	as	SCONJ
fbem-14595	67	5	it	it	PRON
fbem-14595	67	6	enters	enter	VERB
fbem-14595	67	7	the	the	DET
fbem-14595	67	8	system	system	NOUN
fbem-14595	67	9	to	to	PART
fbem-14595	67	10	gain	gain	VERB
fbem-14595	67	11	real	real	ADJ
fbem-14595	67	12	-	-	PUNCT
fbem-14595	67	13	time	time	NOUN
fbem-14595	67	14	market	market	NOUN
fbem-14595	67	15	insight	insight	NOUN
fbem-14595	67	16	.	.	PUNCT
fbem-14595	68	1	for	for	ADP
fbem-14595	68	2	example	example	NOUN
fbem-14595	68	3	,	,	PUNCT
fbem-14595	68	4	stream	stream	NOUN
fbem-14595	68	5	processing	processing	NOUN
fbem-14595	68	6	technologies	technology	NOUN
fbem-14595	68	7	such	such	ADJ
fbem-14595	68	8	as	as	ADP
fbem-14595	68	9	kafka	kafka	PROPN
fbem-14595	68	10	and	and	CCONJ
fbem-14595	68	11	storm	storm	NOUN
fbem-14595	68	12	can	can	AUX
fbem-14595	68	13	process	process	VERB
fbem-14595	68	14	and	and	CCONJ
fbem-14595	68	15	analyze	analyze	VERB
fbem-14595	68	16	real	real	ADJ
fbem-14595	68	17	-	-	PUNCT
fbem-14595	68	18	time	time	NOUN
fbem-14595	68	19	data	datum	NOUN
fbem-14595	68	20	streams	stream	NOUN
fbem-14595	68	21	.	.	PUNCT
fbem-14595	69	1	using	use	VERB
fbem-14595	69	2	advanced	advanced	ADJ
fbem-14595	69	3	algorithmic	algorithmic	ADJ
fbem-14595	69	4	models	model	NOUN
fbem-14595	69	5	,	,	PUNCT
fbem-14595	69	6	such	such	ADJ
fbem-14595	69	7	as	as	ADP
fbem-14595	69	8	neural	neural	ADJ
fbem-14595	69	9	networks	network	NOUN
fbem-14595	69	10	and	and	CCONJ
fbem-14595	69	11	random	random	ADJ
fbem-14595	69	12	forests	forest	NOUN
fbem-14595	69	13	,	,	PUNCT
fbem-14595	69	14	patterns	pattern	NOUN
fbem-14595	69	15	and	and	CCONJ
fbem-14595	69	16	relationships	relationship	NOUN
fbem-14595	69	17	are	be	AUX
fbem-14595	69	18	extracted	extract	VERB
fbem-14595	69	19	from	from	ADP
fbem-14595	69	20	big	big	ADJ
fbem-14595	69	21	data	datum	NOUN
fbem-14595	69	22	,	,	PUNCT
fbem-14595	69	23	thus	thus	ADV
fbem-14595	69	24	improving	improve	VERB
fbem-14595	69	25	investment	investment	NOUN
fbem-14595	69	26	strategies	strategy	NOUN
fbem-14595	69	27	.	.	PUNCT
fbem-14595	70	1	financial	financial	ADJ
fbem-14595	70	2	big	big	ADJ
fbem-14595	70	3	data	datum	NOUN
fbem-14595	70	4	brings	bring	VERB
fbem-14595	70	5	opportunities	opportunity	NOUN
fbem-14595	70	6	and	and	CCONJ
fbem-14595	70	7	challenges	challenge	NOUN
fbem-14595	70	8	for	for	ADP
fbem-14595	70	9	quantitative	quantitative	ADJ
fbem-14595	70	10	investment	investment	NOUN
fbem-14595	70	11	strategies	strategy	NOUN
fbem-14595	70	12	.	.	PUNCT
fbem-14595	71	1	investors	investor	NOUN
fbem-14595	71	2	need	need	VERB
fbem-14595	71	3	to	to	PART
fbem-14595	71	4	understand	understand	VERB
fbem-14595	71	5	these	these	DET
fbem-14595	71	6	influences	influence	NOUN
fbem-14595	71	7	and	and	CCONJ
fbem-14595	71	8	choose	choose	VERB
fbem-14595	71	9	appropriate	appropriate	ADJ
fbem-14595	71	10	data	datum	NOUN
fbem-14595	71	11	processing	processing	NOUN
fbem-14595	71	12	and	and	CCONJ
fbem-14595	71	13	analysis	analysis	NOUN
fbem-14595	71	14	methods	method	NOUN
fbem-14595	71	15	according	accord	VERB
fbem-14595	71	16	to	to	ADP
fbem-14595	71	17	their	their	PRON
fbem-14595	71	18	own	own	ADJ
fbem-14595	71	19	needs	need	NOUN
fbem-14595	71	20	and	and	CCONJ
fbem-14595	71	21	abilities	ability	NOUN
fbem-14595	71	22	.	.	PUNCT
fbem-14595	72	1	3	3	X
fbem-14595	72	2	.	.	X
fbem-14595	72	3	application	application	NOUN
fbem-14595	72	4	of	of	ADP
fbem-14595	72	5	big	big	ADJ
fbem-14595	72	6	data	datum	NOUN
fbem-14595	72	7	technology	technology	NOUN
fbem-14595	72	8	in	in	ADP
fbem-14595	72	9	quantitative	quantitative	ADJ
fbem-14595	72	10	investment	investment	NOUN
fbem-14595	72	11	strategy	strategy	NOUN
fbem-14595	72	12	optimization	optimization	NOUN
fbem-14595	72	13	3.1	3.1	NUM
fbem-14595	72	14	.	.	PUNCT
fbem-14595	73	1	data	datum	NOUN
fbem-14595	73	2	cleaning	clean	VERB
fbem-14595	73	3	and	and	CCONJ
fbem-14595	73	4	preprocessing	preprocessing	NOUN
fbem-14595	73	5	in	in	ADP
fbem-14595	73	6	the	the	DET
fbem-14595	73	7	context	context	NOUN
fbem-14595	73	8	of	of	ADP
fbem-14595	73	9	financial	financial	ADJ
fbem-14595	73	10	big	big	ADJ
fbem-14595	73	11	data	datum	NOUN
fbem-14595	73	12	,	,	PUNCT
fbem-14595	73	13	the	the	DET
fbem-14595	73	14	traditional	traditional	ADJ
fbem-14595	73	15	quantitative	quantitative	ADJ
fbem-14595	73	16	investment	investment	NOUN
fbem-14595	73	17	strategy	strategy	NOUN
fbem-14595	73	18	may	may	AUX
fbem-14595	73	19	not	not	PART
fbem-14595	73	20	be	be	AUX
fbem-14595	73	21	able	able	ADJ
fbem-14595	73	22	to	to	PART
fbem-14595	73	23	fully	fully	ADV
fbem-14595	73	24	utilize	utilize	VERB
fbem-14595	73	25	the	the	DET
fbem-14595	73	26	existing	exist	VERB
fbem-14595	73	27	huge	huge	ADJ
fbem-14595	73	28	data	datum	NOUN
fbem-14595	73	29	resources	resource	NOUN
fbem-14595	73	30	.	.	PUNCT
fbem-14595	74	1	therefore	therefore	ADV
fbem-14595	74	2	,	,	PUNCT
fbem-14595	74	3	the	the	DET
fbem-14595	74	4	introduction	introduction	NOUN
fbem-14595	74	5	of	of	ADP
fbem-14595	74	6	big	big	ADJ
fbem-14595	74	7	data	datum	NOUN
fbem-14595	74	8	technology	technology	NOUN
fbem-14595	74	9	is	be	AUX
fbem-14595	74	10	of	of	ADP
fbem-14595	74	11	decisive	decisive	ADJ
fbem-14595	74	12	significance	significance	NOUN
fbem-14595	74	13	for	for	ADP
fbem-14595	74	14	policy	policy	NOUN
fbem-14595	74	15	optimization	optimization	NOUN
fbem-14595	74	16	.	.	PUNCT
fbem-14595	75	1	with	with	ADP
fbem-14595	75	2	the	the	DET
fbem-14595	75	3	wide	wide	ADJ
fbem-14595	75	4	application	application	NOUN
fbem-14595	75	5	of	of	ADP
fbem-14595	75	6	big	big	ADJ
fbem-14595	75	7	data	datum	NOUN
fbem-14595	75	8	,	,	PUNCT
fbem-14595	75	9	its	its	PRON
fbem-14595	75	10	threat	threat	NOUN
fbem-14595	75	11	to	to	ADP
fbem-14595	75	12	personal	personal	ADJ
fbem-14595	75	13	privacy	privacy	NOUN
fbem-14595	75	14	has	have	AUX
fbem-14595	75	15	also	also	ADV
fbem-14595	75	16	increased	increase	VERB
fbem-14595	75	17	.	.	PUNCT
fbem-14595	76	1	when	when	SCONJ
fbem-14595	76	2	financial	financial	ADJ
fbem-14595	76	3	institutions	institution	NOUN
fbem-14595	76	4	use	use	VERB
fbem-14595	76	5	these	these	DET
fbem-14595	76	6	data	datum	NOUN
fbem-14595	76	7	to	to	PART
fbem-14595	76	8	optimize	optimize	VERB
fbem-14595	76	9	their	their	PRON
fbem-14595	76	10	strategies	strategy	NOUN
fbem-14595	76	11	,	,	PUNCT
fbem-14595	76	12	they	they	PRON
fbem-14595	76	13	must	must	AUX
fbem-14595	76	14	ensure	ensure	VERB
fbem-14595	76	15	that	that	SCONJ
fbem-14595	76	16	their	their	PRON
fbem-14595	76	17	behaviors	behavior	NOUN
fbem-14595	76	18	conform	conform	VERB
fbem-14595	76	19	to	to	ADP
fbem-14595	76	20	ethical	ethical	ADJ
fbem-14595	76	21	standards	standard	NOUN
fbem-14595	76	22	and	and	CCONJ
fbem-14595	76	23	respect	respect	VERB
fbem-14595	76	24	consumers	consumer	NOUN
fbem-14595	76	25	'	'	PART
fbem-14595	76	26	privacy	privacy	NOUN
fbem-14595	76	27	rights	right	NOUN
fbem-14595	76	28	.	.	PUNCT
fbem-14595	77	1	transparency	transparency	NOUN
fbem-14595	77	2	,	,	PUNCT
fbem-14595	77	3	fairness	fairness	NOUN
fbem-14595	77	4	and	and	CCONJ
fbem-14595	77	5	non	non	NOUN
fbem-14595	77	6	-	-	NOUN
fbem-14595	77	7	discrimination	discrimination	NOUN
fbem-14595	77	8	of	of	ADP
fbem-14595	77	9	data	datum	NOUN
fbem-14595	77	10	become	become	VERB
fbem-14595	77	11	key	key	ADJ
fbem-14595	77	12	considerations	consideration	NOUN
fbem-14595	77	13	.	.	PUNCT
fbem-14595	78	1	financial	financial	ADJ
fbem-14595	78	2	institutions	institution	NOUN
fbem-14595	78	3	should	should	AUX
fbem-14595	78	4	disclose	disclose	VERB
fbem-14595	78	5	their	their	PRON
fbem-14595	78	6	data	datum	NOUN
fbem-14595	78	7	sources	source	NOUN
fbem-14595	78	8	,	,	PUNCT
fbem-14595	78	9	data	datum	NOUN
fbem-14595	78	10	processing	processing	NOUN
fbem-14595	78	11	methods	method	NOUN
fbem-14595	78	12	and	and	CCONJ
fbem-14595	78	13	how	how	SCONJ
fbem-14595	78	14	to	to	PART
fbem-14595	78	15	use	use	VERB
fbem-14595	78	16	these	these	DET
fbem-14595	78	17	data	datum	NOUN
fbem-14595	78	18	.	.	PUNCT
fbem-14595	79	1	it	it	PRON
fbem-14595	79	2	should	should	AUX
fbem-14595	79	3	be	be	AUX
fbem-14595	79	4	ensured	ensure	VERB
fbem-14595	79	5	that	that	SCONJ
fbem-14595	79	6	the	the	DET
fbem-14595	79	7	collection	collection	NOUN
fbem-14595	79	8	,	,	PUNCT
fbem-14595	79	9	processing	processing	NOUN
fbem-14595	79	10	and	and	CCONJ
fbem-14595	79	11	use	use	NOUN
fbem-14595	79	12	of	of	ADP
fbem-14595	79	13	data	datum	NOUN
fbem-14595	79	14	will	will	AUX
fbem-14595	79	15	not	not	PART
fbem-14595	79	16	lead	lead	VERB
fbem-14595	79	17	to	to	ADP
fbem-14595	79	18	any	any	DET
fbem-14595	79	19	form	form	NOUN
fbem-14595	79	20	of	of	ADP
fbem-14595	79	21	discrimination	discrimination	NOUN
fbem-14595	79	22	or	or	CCONJ
fbem-14595	79	23	prejudice	prejudice	NOUN
fbem-14595	79	24	.	.	PUNCT
fbem-14595	80	1	financial	financial	ADJ
fbem-14595	80	2	institutions	institution	NOUN
fbem-14595	80	3	should	should	AUX
fbem-14595	80	4	take	take	VERB
fbem-14595	80	5	measures	measure	NOUN
fbem-14595	80	6	to	to	PART
fbem-14595	80	7	protect	protect	VERB
fbem-14595	80	8	consumers	consumer	NOUN
fbem-14595	80	9	'	'	PART
fbem-14595	80	10	privacy	privacy	NOUN
fbem-14595	80	11	,	,	PUNCT
fbem-14595	80	12	such	such	ADJ
fbem-14595	80	13	as	as	ADP
fbem-14595	80	14	using	use	VERB
fbem-14595	80	15	data	datum	NOUN
fbem-14595	80	16	desensitization	desensitization	NOUN
fbem-14595	80	17	,	,	PUNCT
fbem-14595	80	18	encryption	encryption	NOUN
fbem-14595	80	19	and	and	CCONJ
fbem-14595	80	20	anonymization	anonymization	NOUN
fbem-14595	80	21	technologies	technology	NOUN
fbem-14595	80	22	.	.	PUNCT
fbem-14595	81	1	for	for	ADP
fbem-14595	81	2	example	example	NOUN
fbem-14595	81	3	,	,	PUNCT
fbem-14595	81	4	there	there	PRON
fbem-14595	81	5	are	be	VERB
fbem-14595	81	6	often	often	ADV
fbem-14595	81	7	abnormal	abnormal	ADJ
fbem-14595	81	8	values	value	NOUN
fbem-14595	81	9	in	in	ADP
fbem-14595	81	10	financial	financial	ADJ
fbem-14595	81	11	data	datum	NOUN
fbem-14595	81	12	,	,	PUNCT
fbem-14595	81	13	such	such	ADJ
fbem-14595	81	14	as	as	ADP
fbem-14595	81	15	"	"	PUNCT
fbem-14595	81	16	unconventional	unconventional	ADJ
fbem-14595	81	17	"	"	PUNCT
fbem-14595	81	18	trading	trading	NOUN
fbem-14595	81	19	behavior	behavior	NOUN
fbem-14595	81	20	.	.	PUNCT
fbem-14595	82	1	these	these	DET
fbem-14595	82	2	outliers	outlier	NOUN
fbem-14595	82	3	are	be	AUX
fbem-14595	82	4	detected	detect	VERB
fbem-14595	82	5	and	and	CCONJ
fbem-14595	82	6	processed	process	VERB
fbem-14595	82	7	by	by	ADP
fbem-14595	82	8	statistical	statistical	ADJ
fbem-14595	82	9	methods	method	NOUN
fbem-14595	82	10	and	and	CCONJ
fbem-14595	82	11	machine	machine	NOUN
fbem-14595	82	12	learning	learning	NOUN
fbem-14595	82	13	methods	method	NOUN
fbem-14595	82	14	.	.	PUNCT
fbem-14595	83	1	the	the	DET
fbem-14595	83	2	missing	miss	VERB
fbem-14595	83	3	data	datum	NOUN
fbem-14595	83	4	may	may	AUX
fbem-14595	83	5	be	be	AUX
fbem-14595	83	6	due	due	ADJ
fbem-14595	83	7	to	to	ADP
fbem-14595	83	8	various	various	ADJ
fbem-14595	83	9	reasons	reason	NOUN
fbem-14595	83	10	.	.	PUNCT
fbem-14595	84	1	methods	method	NOUN
fbem-14595	84	2	such	such	ADJ
fbem-14595	84	3	as	as	ADP
fbem-14595	84	4	linear	linear	PROPN
fbem-14595	84	5	interpolation	interpolation	NOUN
fbem-14595	84	6	,	,	PUNCT
fbem-14595	84	7	nearest	near	ADJ
fbem-14595	84	8	neighbor	neighbor	NOUN
fbem-14595	84	9	filling	filling	NOUN
fbem-14595	84	10	,	,	PUNCT
fbem-14595	84	11	using	use	VERB
fbem-14595	84	12	regression	regression	NOUN
fbem-14595	84	13	model	model	NOUN
fbem-14595	84	14	or	or	CCONJ
fbem-14595	84	15	filling	fill	VERB
fbem-14595	84	16	method	method	NOUN
fbem-14595	84	17	based	base	VERB
fbem-14595	84	18	on	on	ADP
fbem-14595	84	19	deep	deep	ADJ
fbem-14595	84	20	learning	learning	NOUN
fbem-14595	84	21	such	such	ADJ
fbem-14595	84	22	as	as	ADP
fbem-14595	84	23	self	self	NOUN
fbem-14595	84	24	-	-	PUNCT
fbem-14595	84	25	encoder	encoder	NOUN
fbem-14595	84	26	.	.	PUNCT
fbem-14595	85	1	in	in	ADP
fbem-14595	85	2	order	order	NOUN
fbem-14595	85	3	to	to	PART
fbem-14595	85	4	ensure	ensure	VERB
fbem-14595	85	5	the	the	DET
fbem-14595	85	6	effective	effective	ADJ
fbem-14595	85	7	comparison	comparison	NOUN
fbem-14595	85	8	and	and	CCONJ
fbem-14595	85	9	integration	integration	NOUN
fbem-14595	85	10	between	between	ADP
fbem-14595	85	11	different	different	ADJ
fbem-14595	85	12	data	datum	NOUN
fbem-14595	85	13	sources	source	NOUN
fbem-14595	85	14	,	,	PUNCT
fbem-14595	85	15	the	the	DET
fbem-14595	85	16	commonly	commonly	ADV
fbem-14595	85	17	used	use	VERB
fbem-14595	85	18	methods	method	NOUN
fbem-14595	85	19	are	be	AUX
fbem-14595	85	20	minmax	minmax	ADJ
fbem-14595	85	21	standardization	standardization	NOUN
fbem-14595	85	22	,	,	PUNCT
fbem-14595	85	23	z	z	NOUN
fbem-14595	85	24	-	-	PUNCT
fbem-14595	85	25	score	score	NOUN
fbem-14595	85	26	standardization	standardization	NOUN
fbem-14595	85	27	and	and	CCONJ
fbem-14595	85	28	decimal	decimal	ADJ
fbem-14595	85	29	scaling	scaling	NOUN
fbem-14595	85	30	.	.	PUNCT
fbem-14595	86	1	3.2	3.2	NUM
fbem-14595	86	2	.	.	PUNCT
fbem-14595	86	3	characteristic	characteristic	ADJ
fbem-14595	86	4	engineering	engineering	NOUN
fbem-14595	86	5	use	use	VERB
fbem-14595	86	6	statistical	statistical	ADJ
fbem-14595	86	7	method	method	NOUN
fbem-14595	86	8	or	or	CCONJ
fbem-14595	86	9	machine	machine	NOUN
fbem-14595	86	10	learning	learning	NOUN
fbem-14595	86	11	method	method	NOUN
fbem-14595	86	12	to	to	PART
fbem-14595	86	13	select	select	VERB
fbem-14595	86	14	the	the	DET
fbem-14595	86	15	features	feature	NOUN
fbem-14595	86	16	that	that	PRON
fbem-14595	86	17	are	be	AUX
fbem-14595	86	18	most	most	ADV
fbem-14595	86	19	relevant	relevant	ADJ
fbem-14595	86	20	to	to	ADP
fbem-14595	86	21	the	the	DET
fbem-14595	86	22	predicted	predict	VERB
fbem-14595	86	23	target	target	NOUN
fbem-14595	86	24	.	.	PUNCT
fbem-14595	87	1	carry	carry	VERB
fbem-14595	87	2	out	out	ADP
fbem-14595	87	3	feature	feature	NOUN
fbem-14595	87	4	transformation	transformation	NOUN
fbem-14595	87	5	:	:	PUNCT
fbem-14595	87	6	such	such	ADJ
fbem-14595	87	7	as	as	ADP
fbem-14595	87	8	principal	principal	ADJ
fbem-14595	87	9	component	component	NOUN
fbem-14595	87	10	analysis	analysis	NOUN
fbem-14595	87	11	or	or	CCONJ
fbem-14595	87	12	linear	linear	ADJ
fbem-14595	87	13	discriminant	discriminant	ADJ
fbem-14595	87	14	analysis	analysis	NOUN
fbem-14595	87	15	,	,	PUNCT
fbem-14595	87	16	to	to	PART
fbem-14595	87	17	transform	transform	VERB
fbem-14595	87	18	the	the	DET
fbem-14595	87	19	original	original	ADJ
fbem-14595	87	20	features	feature	NOUN
fbem-14595	87	21	into	into	ADP
fbem-14595	87	22	more	more	ADV
fbem-14595	87	23	informative	informative	ADJ
fbem-14595	87	24	forms	form	NOUN
fbem-14595	87	25	.	.	PUNCT
fbem-14595	88	1	54	54	NUM
fbem-14595	88	2	extracting	extract	VERB
fbem-14595	88	3	information	information	NOUN
fbem-14595	88	4	from	from	ADP
fbem-14595	88	5	unstructured	unstructured	ADJ
fbem-14595	88	6	data	datum	NOUN
fbem-14595	88	7	,	,	PUNCT
fbem-14595	88	8	for	for	ADP
fbem-14595	88	9	example	example	NOUN
fbem-14595	88	10	,	,	PUNCT
fbem-14595	88	11	using	use	VERB
fbem-14595	88	12	tf	tf	PROPN
fbem-14595	88	13	-	-	PUNCT
fbem-14595	88	14	idf	idf	PROPN
fbem-14595	88	15	,	,	PUNCT
fbem-14595	88	16	word2vec	word2vec	X
fbem-14595	88	17	and	and	CCONJ
fbem-14595	88	18	other	other	ADJ
fbem-14595	88	19	technologies	technology	NOUN
fbem-14595	88	20	to	to	PART
fbem-14595	88	21	extract	extract	VERB
fbem-14595	88	22	keywords	keyword	NOUN
fbem-14595	88	23	or	or	CCONJ
fbem-14595	88	24	semantic	semantic	ADJ
fbem-14595	88	25	information	information	NOUN
fbem-14595	88	26	from	from	ADP
fbem-14595	88	27	news	news	NOUN
fbem-14595	88	28	texts	text	NOUN
fbem-14595	88	29	.	.	PUNCT
fbem-14595	89	1	3.3	3.3	NUM
fbem-14595	89	2	.	.	PUNCT
fbem-14595	89	3	machine	machine	NOUN
fbem-14595	89	4	learning	learning	NOUN
fbem-14595	89	5	and	and	CCONJ
fbem-14595	89	6	deep	deep	ADJ
fbem-14595	89	7	learning	learning	NOUN
fbem-14595	89	8	using	use	VERB
fbem-14595	89	9	historical	historical	ADJ
fbem-14595	89	10	data	datum	NOUN
fbem-14595	89	11	to	to	PART
fbem-14595	89	12	train	train	VERB
fbem-14595	89	13	models	model	NOUN
fbem-14595	89	14	to	to	PART
fbem-14595	89	15	predict	predict	VERB
fbem-14595	89	16	future	future	ADJ
fbem-14595	89	17	financial	financial	ADJ
fbem-14595	89	18	market	market	NOUN
fbem-14595	89	19	changes	change	NOUN
fbem-14595	89	20	,	,	PUNCT
fbem-14595	89	21	such	such	ADJ
fbem-14595	89	22	as	as	ADP
fbem-14595	89	23	linear	linear	PROPN
fbem-14595	89	24	regression	regression	NOUN
fbem-14595	89	25	,	,	PUNCT
fbem-14595	89	26	decision	decision	NOUN
fbem-14595	89	27	trees	tree	NOUN
fbem-14595	89	28	,	,	PUNCT
fbem-14595	89	29	support	support	NOUN
fbem-14595	89	30	vector	vector	NOUN
fbem-14595	89	31	machines	machine	NOUN
fbem-14595	89	32	,	,	PUNCT
fbem-14595	89	33	random	random	ADJ
fbem-14595	89	34	forests	forest	NOUN
fbem-14595	89	35	,	,	PUNCT
fbem-14595	89	36	neural	neural	ADJ
fbem-14595	89	37	networks	network	NOUN
fbem-14595	89	38	,	,	PUNCT
fbem-14595	89	39	etc	etc	X
fbem-14595	89	40	.	.	X
fbem-14595	89	41	utilize	utilize	VERB
fbem-14595	89	42	potential	potential	ADJ
fbem-14595	89	43	structures	structure	NOUN
fbem-14595	89	44	in	in	ADP
fbem-14595	89	45	the	the	DET
fbem-14595	89	46	data	datum	NOUN
fbem-14595	89	47	for	for	ADP
fbem-14595	89	48	investment	investment	NOUN
fbem-14595	89	49	decisions	decision	NOUN
fbem-14595	89	50	,	,	PUNCT
fbem-14595	89	51	such	such	ADJ
fbem-14595	89	52	as	as	ADP
fbem-14595	89	53	k	k	NOUN
fbem-14595	89	54	-	-	PUNCT
fbem-14595	89	55	means	means	ADJ
fbem-14595	89	56	,	,	PUNCT
fbem-14595	89	57	hierarchical	hierarchical	ADJ
fbem-14595	89	58	clustering	clustering	NOUN
fbem-14595	89	59	,	,	PUNCT
fbem-14595	89	60	dbscan	dbscan	NOUN
fbem-14595	89	61	,	,	PUNCT
fbem-14595	89	62	or	or	CCONJ
fbem-14595	89	63	self	self	NOUN
fbem-14595	89	64	-	-	PUNCT
fbem-14595	89	65	organizing	organize	VERB
fbem-14595	89	66	maps	map	NOUN
fbem-14595	89	67	.	.	PUNCT
fbem-14595	90	1	the	the	DET
fbem-14595	90	2	application	application	NOUN
fbem-14595	90	3	of	of	ADP
fbem-14595	90	4	deep	deep	ADJ
fbem-14595	90	5	reinforcement	reinforcement	NOUN
fbem-14595	90	6	learning	learning	NOUN
fbem-14595	90	7	in	in	ADP
fbem-14595	90	8	investment	investment	NOUN
fbem-14595	90	9	,	,	PUNCT
fbem-14595	90	10	such	such	ADJ
fbem-14595	90	11	as	as	ADP
fbem-14595	90	12	deep	deep	ADJ
fbem-14595	90	13	q	q	NOUN
fbem-14595	90	14	-	-	PUNCT
fbem-14595	90	15	learning	learning	NOUN
fbem-14595	90	16	or	or	CCONJ
fbem-14595	90	17	actor	actor	NOUN
fbem-14595	90	18	-	-	PUNCT
fbem-14595	90	19	critic	critic	NOUN
fbem-14595	90	20	methods	method	NOUN
fbem-14595	90	21	,	,	PUNCT
fbem-14595	90	22	learns	learn	VERB
fbem-14595	90	23	the	the	DET
fbem-14595	90	24	optimal	optimal	ADJ
fbem-14595	90	25	strategy	strategy	NOUN
fbem-14595	90	26	through	through	ADP
fbem-14595	90	27	continuous	continuous	ADJ
fbem-14595	90	28	interaction	interaction	NOUN
fbem-14595	90	29	with	with	ADP
fbem-14595	90	30	the	the	DET
fbem-14595	90	31	environment	environment	NOUN
fbem-14595	90	32	.	.	PUNCT
fbem-14595	91	1	3.4	3.4	NUM
fbem-14595	91	2	.	.	PUNCT
fbem-14595	91	3	backtesting	backtesting	NOUN
fbem-14595	91	4	and	and	CCONJ
fbem-14595	91	5	simulation	simulation	NOUN
fbem-14595	91	6	conduct	conduct	NOUN
fbem-14595	91	7	policy	policy	NOUN
fbem-14595	91	8	backtesting	backtesting	NOUN
fbem-14595	91	9	on	on	ADP
fbem-14595	91	10	consecutive	consecutive	ADJ
fbem-14595	91	11	time	time	NOUN
fbem-14595	91	12	windows	window	NOUN
fbem-14595	91	13	to	to	PART
fbem-14595	91	14	evaluate	evaluate	VERB
fbem-14595	91	15	the	the	DET
fbem-14595	91	16	performance	performance	NOUN
fbem-14595	91	17	of	of	ADP
fbem-14595	91	18	the	the	DET
fbem-14595	91	19	policy	policy	NOUN
fbem-14595	91	20	at	at	ADP
fbem-14595	91	21	different	different	ADJ
fbem-14595	91	22	time	time	NOUN
fbem-14595	91	23	periods	period	NOUN
fbem-14595	91	24	.	.	PUNCT
fbem-14595	92	1	evaluate	evaluate	VERB
fbem-14595	92	2	the	the	DET
fbem-14595	92	3	performance	performance	NOUN
fbem-14595	92	4	of	of	ADP
fbem-14595	92	5	strategies	strategy	NOUN
fbem-14595	92	6	across	across	ADP
fbem-14595	92	7	multiple	multiple	ADJ
fbem-14595	92	8	asset	asset	NOUN
fbem-14595	92	9	classes	class	NOUN
fbem-14595	92	10	,	,	PUNCT
fbem-14595	92	11	such	such	ADJ
fbem-14595	92	12	as	as	ADP
fbem-14595	92	13	stocks	stock	NOUN
fbem-14595	92	14	,	,	PUNCT
fbem-14595	92	15	bonds	bond	NOUN
fbem-14595	92	16	,	,	PUNCT
fbem-14595	92	17	foreign	foreign	ADJ
fbem-14595	92	18	exchange	exchange	NOUN
fbem-14595	92	19	,	,	PUNCT
fbem-14595	92	20	etc	etc	X
fbem-14595	92	21	.	.	X
fbem-14595	92	22	evaluate	evaluate	VERB
fbem-14595	92	23	the	the	DET
fbem-14595	92	24	performance	performance	NOUN
fbem-14595	92	25	of	of	ADP
fbem-14595	92	26	strategies	strategy	NOUN
fbem-14595	92	27	under	under	ADP
fbem-14595	92	28	different	different	ADJ
fbem-14595	92	29	market	market	NOUN
fbem-14595	92	30	conditions	condition	NOUN
fbem-14595	92	31	by	by	ADP
fbem-14595	92	32	simulating	simulate	VERB
fbem-14595	92	33	random	random	ADJ
fbem-14595	92	34	processes	process	NOUN
fbem-14595	92	35	.	.	PUNCT
fbem-14595	93	1	evaluate	evaluate	VERB
fbem-14595	93	2	the	the	DET
fbem-14595	93	3	risk	risk	NOUN
fbem-14595	93	4	of	of	ADP
fbem-14595	93	5	a	a	DET
fbem-14595	93	6	strategy	strategy	NOUN
fbem-14595	93	7	using	use	VERB
fbem-14595	93	8	indicators	indicator	NOUN
fbem-14595	93	9	such	such	ADJ
fbem-14595	93	10	as	as	ADP
fbem-14595	93	11	sharpe	sharpe	PROPN
fbem-14595	93	12	ratio	ratio	NOUN
fbem-14595	93	13	,	,	PUNCT
fbem-14595	93	14	maximum	maximum	ADJ
fbem-14595	93	15	fallback	fallback	NOUN
fbem-14595	93	16	,	,	PUNCT
fbem-14595	93	17	value	value	NOUN
fbem-14595	93	18	at	at	ADP
fbem-14595	93	19	risk	risk	NOUN
fbem-14595	93	20	,	,	PUNCT
fbem-14595	93	21	and	and	CCONJ
fbem-14595	93	22	conditional	conditional	ADJ
fbem-14595	93	23	value	value	NOUN
fbem-14595	93	24	at	at	ADP
fbem-14595	93	25	risk	risk	NOUN
fbem-14595	93	26	.	.	PUNCT
fbem-14595	94	1	overall	overall	ADJ
fbem-14595	94	2	,	,	PUNCT
fbem-14595	94	3	big	big	ADJ
fbem-14595	94	4	data	datum	NOUN
fbem-14595	94	5	technology	technology	NOUN
fbem-14595	94	6	provides	provide	VERB
fbem-14595	94	7	new	new	ADJ
fbem-14595	94	8	optimization	optimization	NOUN
fbem-14595	94	9	tools	tool	NOUN
fbem-14595	94	10	and	and	CCONJ
fbem-14595	94	11	methods	method	NOUN
fbem-14595	94	12	for	for	ADP
fbem-14595	94	13	quantitative	quantitative	ADJ
fbem-14595	94	14	investment	investment	NOUN
fbem-14595	94	15	strategies	strategy	NOUN
fbem-14595	94	16	.	.	PUNCT
fbem-14595	95	1	financial	financial	ADJ
fbem-14595	95	2	institutions	institution	NOUN
fbem-14595	95	3	and	and	CCONJ
fbem-14595	95	4	investors	investor	NOUN
fbem-14595	95	5	need	need	VERB
fbem-14595	95	6	to	to	PART
fbem-14595	95	7	keep	keep	VERB
fbem-14595	95	8	up	up	ADP
fbem-14595	95	9	with	with	ADP
fbem-14595	95	10	the	the	DET
fbem-14595	95	11	pace	pace	NOUN
fbem-14595	95	12	of	of	ADP
fbem-14595	95	13	technological	technological	ADJ
fbem-14595	95	14	development	development	NOUN
fbem-14595	95	15	,	,	PUNCT
fbem-14595	95	16	constantly	constantly	ADV
fbem-14595	95	17	adjust	adjust	VERB
fbem-14595	95	18	and	and	CCONJ
fbem-14595	95	19	improve	improve	VERB
fbem-14595	95	20	their	their	PRON
fbem-14595	95	21	strategies	strategy	NOUN
fbem-14595	95	22	to	to	PART
fbem-14595	95	23	fully	fully	ADV
fbem-14595	95	24	utilize	utilize	VERB
fbem-14595	95	25	the	the	DET
fbem-14595	95	26	value	value	NOUN
fbem-14595	95	27	of	of	ADP
fbem-14595	95	28	big	big	ADJ
fbem-14595	95	29	data	datum	NOUN
fbem-14595	95	30	.	.	PUNCT
fbem-14595	96	1	4	4	X
fbem-14595	96	2	.	.	X
fbem-14595	96	3	conclusions	conclusion	NOUN
fbem-14595	96	4	the	the	DET
fbem-14595	96	5	rise	rise	NOUN
fbem-14595	96	6	of	of	ADP
fbem-14595	96	7	financial	financial	ADJ
fbem-14595	96	8	big	big	ADJ
fbem-14595	96	9	data	datum	NOUN
fbem-14595	96	10	indicates	indicate	VERB
fbem-14595	96	11	that	that	SCONJ
fbem-14595	96	12	the	the	DET
fbem-14595	96	13	field	field	NOUN
fbem-14595	96	14	of	of	ADP
fbem-14595	96	15	financial	financial	ADJ
fbem-14595	96	16	technology	technology	NOUN
fbem-14595	96	17	has	have	AUX
fbem-14595	96	18	entered	enter	VERB
fbem-14595	96	19	a	a	DET
fbem-14595	96	20	new	new	ADJ
fbem-14595	96	21	stage	stage	NOUN
fbem-14595	96	22	of	of	ADP
fbem-14595	96	23	development	development	NOUN
fbem-14595	96	24	.	.	PUNCT
fbem-14595	97	1	big	big	ADJ
fbem-14595	97	2	data	datum	NOUN
fbem-14595	97	3	not	not	PART
fbem-14595	97	4	only	only	ADV
fbem-14595	97	5	provides	provide	VERB
fbem-14595	97	6	participants	participant	NOUN
fbem-14595	97	7	in	in	ADP
fbem-14595	97	8	financial	financial	ADJ
fbem-14595	97	9	markets	market	NOUN
fbem-14595	97	10	with	with	ADP
fbem-14595	97	11	richer	rich	ADJ
fbem-14595	97	12	and	and	CCONJ
fbem-14595	97	13	deeper	deep	ADJ
fbem-14595	97	14	market	market	NOUN
fbem-14595	97	15	information	information	NOUN
fbem-14595	97	16	,	,	PUNCT
fbem-14595	97	17	but	but	CCONJ
fbem-14595	97	18	also	also	ADV
fbem-14595	97	19	opens	open	VERB
fbem-14595	97	20	up	up	ADP
fbem-14595	97	21	new	new	ADJ
fbem-14595	97	22	opportunities	opportunity	NOUN
fbem-14595	97	23	for	for	ADP
fbem-14595	97	24	the	the	DET
fbem-14595	97	25	development	development	NOUN
fbem-14595	97	26	of	of	ADP
fbem-14595	97	27	quantitative	quantitative	ADJ
fbem-14595	97	28	investment	investment	NOUN
fbem-14595	97	29	strategies	strategy	NOUN
fbem-14595	97	30	.	.	PUNCT
fbem-14595	98	1	first	first	ADV
fbem-14595	98	2	of	of	ADP
fbem-14595	98	3	all	all	PRON
fbem-14595	98	4	,	,	PUNCT
fbem-14595	98	5	the	the	DET
fbem-14595	98	6	data	data	NOUN
fbem-14595	98	7	-	-	PUNCT
fbem-14595	98	8	driven	drive	VERB
fbem-14595	98	9	decisionmaking	decisionmaking	NOUN
fbem-14595	98	10	model	model	NOUN
fbem-14595	98	11	will	will	AUX
fbem-14595	98	12	continue	continue	VERB
fbem-14595	98	13	to	to	PART
fbem-14595	98	14	be	be	AUX
fbem-14595	98	15	favored	favor	VERB
fbem-14595	98	16	.	.	PUNCT
fbem-14595	99	1	the	the	DET
fbem-14595	99	2	traditional	traditional	ADJ
fbem-14595	99	3	decision	decision	NOUN
fbem-14595	99	4	-	-	PUNCT
fbem-14595	99	5	making	make	VERB
fbem-14595	99	6	model	model	NOUN
fbem-14595	99	7	based	base	VERB
fbem-14595	99	8	on	on	ADP
fbem-14595	99	9	experience	experience	NOUN
fbem-14595	99	10	and	and	CCONJ
fbem-14595	99	11	intuition	intuition	NOUN
fbem-14595	99	12	is	be	AUX
fbem-14595	99	13	inadequate	inadequate	ADJ
fbem-14595	99	14	in	in	ADP
fbem-14595	99	15	the	the	DET
fbem-14595	99	16	face	face	NOUN
fbem-14595	99	17	of	of	ADP
fbem-14595	99	18	complex	complex	ADJ
fbem-14595	99	19	and	and	CCONJ
fbem-14595	99	20	changeable	changeable	ADJ
fbem-14595	99	21	financial	financial	ADJ
fbem-14595	99	22	markets	market	NOUN
fbem-14595	99	23	.	.	PUNCT
fbem-14595	100	1	on	on	ADP
fbem-14595	100	2	the	the	DET
fbem-14595	100	3	contrary	contrary	NOUN
fbem-14595	100	4	,	,	PUNCT
fbem-14595	100	5	the	the	DET
fbem-14595	100	6	model	model	NOUN
fbem-14595	100	7	based	base	VERB
fbem-14595	100	8	on	on	ADP
fbem-14595	100	9	big	big	ADJ
fbem-14595	100	10	data	datum	NOUN
fbem-14595	100	11	can	can	AUX
fbem-14595	100	12	better	well	ADV
fbem-14595	100	13	capture	capture	VERB
fbem-14595	100	14	the	the	DET
fbem-14595	100	15	subtle	subtle	ADJ
fbem-14595	100	16	changes	change	NOUN
fbem-14595	100	17	in	in	ADP
fbem-14595	100	18	the	the	DET
fbem-14595	100	19	market	market	NOUN
fbem-14595	100	20	and	and	CCONJ
fbem-14595	100	21	provide	provide	VERB
fbem-14595	100	22	strong	strong	ADJ
fbem-14595	100	23	decision	decision	NOUN
fbem-14595	100	24	support	support	NOUN
fbem-14595	100	25	for	for	ADP
fbem-14595	100	26	investors	investor	NOUN
fbem-14595	100	27	.	.	PUNCT
fbem-14595	101	1	secondly	secondly	ADV
fbem-14595	101	2	,	,	PUNCT
fbem-14595	101	3	machine	machine	NOUN
fbem-14595	101	4	learning	learning	NOUN
fbem-14595	101	5	and	and	CCONJ
fbem-14595	101	6	deep	deep	ADJ
fbem-14595	101	7	learning	learning	NOUN
fbem-14595	101	8	technology	technology	NOUN
fbem-14595	101	9	will	will	AUX
fbem-14595	101	10	play	play	VERB
fbem-14595	101	11	an	an	DET
fbem-14595	101	12	increasingly	increasingly	ADV
fbem-14595	101	13	important	important	ADJ
fbem-14595	101	14	role	role	NOUN
fbem-14595	101	15	in	in	ADP
fbem-14595	101	16	quantitative	quantitative	ADJ
fbem-14595	101	17	investment	investment	NOUN
fbem-14595	101	18	.	.	PUNCT
fbem-14595	102	1	these	these	DET
fbem-14595	102	2	advanced	advanced	ADJ
fbem-14595	102	3	algorithms	algorithm	NOUN
fbem-14595	102	4	can	can	AUX
fbem-14595	102	5	automatically	automatically	ADV
fbem-14595	102	6	learn	learn	VERB
fbem-14595	102	7	and	and	CCONJ
fbem-14595	102	8	extract	extract	VERB
fbem-14595	102	9	valuable	valuable	ADJ
fbem-14595	102	10	information	information	NOUN
fbem-14595	102	11	from	from	ADP
fbem-14595	102	12	a	a	DET
fbem-14595	102	13	large	large	ADJ
fbem-14595	102	14	number	number	NOUN
fbem-14595	102	15	of	of	ADP
fbem-14595	102	16	data	datum	NOUN
fbem-14595	102	17	,	,	PUNCT
fbem-14595	102	18	which	which	PRON
fbem-14595	102	19	greatly	greatly	ADV
fbem-14595	102	20	improves	improve	VERB
fbem-14595	102	21	the	the	DET
fbem-14595	102	22	adaptability	adaptability	NOUN
fbem-14595	102	23	and	and	CCONJ
fbem-14595	102	24	accuracy	accuracy	NOUN
fbem-14595	102	25	of	of	ADP
fbem-14595	102	26	investment	investment	NOUN
fbem-14595	102	27	strategies	strategy	NOUN
fbem-14595	102	28	.	.	PUNCT
fbem-14595	103	1	the	the	DET
fbem-14595	103	2	quality	quality	NOUN
fbem-14595	103	3	,	,	PUNCT
fbem-14595	103	4	security	security	NOUN
fbem-14595	103	5	and	and	CCONJ
fbem-14595	103	6	privacy	privacy	NOUN
fbem-14595	103	7	protection	protection	NOUN
fbem-14595	103	8	of	of	ADP
fbem-14595	103	9	data	datum	NOUN
fbem-14595	103	10	have	have	AUX
fbem-14595	103	11	become	become	VERB
fbem-14595	103	12	the	the	DET
fbem-14595	103	13	focus	focus	NOUN
fbem-14595	103	14	of	of	ADP
fbem-14595	103	15	financial	financial	ADJ
fbem-14595	103	16	institutions	institution	NOUN
fbem-14595	103	17	and	and	CCONJ
fbem-14595	103	18	regulators	regulator	NOUN
fbem-14595	103	19	.	.	PUNCT
fbem-14595	104	1	ensuring	ensure	VERB
fbem-14595	104	2	the	the	DET
fbem-14595	104	3	authenticity	authenticity	NOUN
fbem-14595	104	4	and	and	CCONJ
fbem-14595	104	5	integrity	integrity	NOUN
fbem-14595	104	6	of	of	ADP
fbem-14595	104	7	data	datum	NOUN
fbem-14595	104	8	is	be	AUX
fbem-14595	104	9	the	the	DET
fbem-14595	104	10	key	key	NOUN
fbem-14595	104	11	to	to	PART
fbem-14595	104	12	realize	realize	VERB
fbem-14595	104	13	the	the	DET
fbem-14595	104	14	sustained	sustained	ADJ
fbem-14595	104	15	and	and	CCONJ
fbem-14595	104	16	healthy	healthy	ADJ
fbem-14595	104	17	development	development	NOUN
fbem-14595	104	18	of	of	ADP
fbem-14595	104	19	big	big	ADJ
fbem-14595	104	20	data	datum	NOUN
fbem-14595	104	21	in	in	ADP
fbem-14595	104	22	the	the	DET
fbem-14595	104	23	financial	financial	ADJ
fbem-14595	104	24	field	field	NOUN
fbem-14595	104	25	.	.	PUNCT
fbem-14595	105	1	in	in	ADP
fbem-14595	105	2	short	short	ADJ
fbem-14595	105	3	,	,	PUNCT
fbem-14595	105	4	financial	financial	ADJ
fbem-14595	105	5	big	big	ADJ
fbem-14595	105	6	data	datum	NOUN
fbem-14595	105	7	provides	provide	VERB
fbem-14595	105	8	a	a	DET
fbem-14595	105	9	new	new	ADJ
fbem-14595	105	10	path	path	NOUN
fbem-14595	105	11	and	and	CCONJ
fbem-14595	105	12	tool	tool	NOUN
fbem-14595	105	13	for	for	ADP
fbem-14595	105	14	the	the	DET
fbem-14595	105	15	optimization	optimization	NOUN
fbem-14595	105	16	of	of	ADP
fbem-14595	105	17	quantitative	quantitative	ADJ
fbem-14595	105	18	investment	investment	NOUN
fbem-14595	105	19	strategies	strategy	NOUN
fbem-14595	105	20	.	.	PUNCT
fbem-14595	106	1	but	but	CCONJ
fbem-14595	106	2	while	while	SCONJ
fbem-14595	106	3	giving	give	VERB
fbem-14595	106	4	full	full	ADJ
fbem-14595	106	5	play	play	NOUN
fbem-14595	106	6	to	to	ADP
fbem-14595	106	7	its	its	PRON
fbem-14595	106	8	potential	potential	NOUN
fbem-14595	106	9	,	,	PUNCT
fbem-14595	106	10	we	we	PRON
fbem-14595	106	11	must	must	AUX
fbem-14595	106	12	also	also	ADV
fbem-14595	106	13	pay	pay	VERB
fbem-14595	106	14	attention	attention	NOUN
fbem-14595	106	15	to	to	ADP
fbem-14595	106	16	and	and	CCONJ
fbem-14595	106	17	deal	deal	VERB
fbem-14595	106	18	with	with	ADP
fbem-14595	106	19	the	the	DET
fbem-14595	106	20	risks	risk	NOUN
fbem-14595	106	21	and	and	CCONJ
fbem-14595	106	22	challenges	challenge	NOUN
fbem-14595	106	23	it	it	PRON
fbem-14595	106	24	brings	bring	VERB
fbem-14595	106	25	.	.	PUNCT
fbem-14595	107	1	looking	look	VERB
fbem-14595	107	2	forward	forward	ADV
fbem-14595	107	3	to	to	ADP
fbem-14595	107	4	the	the	DET
fbem-14595	107	5	future	future	NOUN
fbem-14595	107	6	,	,	PUNCT
fbem-14595	107	7	the	the	DET
fbem-14595	107	8	integration	integration	NOUN
fbem-14595	107	9	of	of	ADP
fbem-14595	107	10	financial	financial	ADJ
fbem-14595	107	11	big	big	ADJ
fbem-14595	107	12	data	datum	NOUN
fbem-14595	107	13	and	and	CCONJ
fbem-14595	107	14	quantitative	quantitative	ADJ
fbem-14595	107	15	investment	investment	NOUN
fbem-14595	107	16	strategy	strategy	NOUN
fbem-14595	107	17	will	will	AUX
fbem-14595	107	18	be	be	AUX
fbem-14595	107	19	an	an	DET
fbem-14595	107	20	important	important	ADJ
fbem-14595	107	21	development	development	NOUN
fbem-14595	107	22	direction	direction	NOUN
fbem-14595	107	23	in	in	ADP
fbem-14595	107	24	the	the	DET
fbem-14595	107	25	field	field	NOUN
fbem-14595	107	26	of	of	ADP
fbem-14595	107	27	financial	financial	ADJ
fbem-14595	107	28	technology	technology	NOUN
fbem-14595	107	29	,	,	PUNCT
fbem-14595	107	30	which	which	PRON
fbem-14595	107	31	deserves	deserve	VERB
fbem-14595	107	32	our	our	PRON
fbem-14595	107	33	continuous	continuous	ADJ
fbem-14595	107	34	attention	attention	NOUN
fbem-14595	107	35	and	and	CCONJ
fbem-14595	107	36	indepth	indepth	ADJ
fbem-14595	107	37	study	study	NOUN
fbem-14595	107	38	.	.	PUNCT
fbem-14595	108	1	references	reference	NOUN
fbem-14595	108	2	[	[	X
fbem-14595	108	3	1	1	NUM
fbem-14595	108	4	]	]	X
fbem-14595	108	5	sun	sun	PROPN
fbem-14595	108	6	y	y	PROPN
fbem-14595	108	7	,	,	PUNCT
fbem-14595	108	8	lu	lu	PROPN
fbem-14595	108	9	z.financial	z.financial	PROPN
fbem-14595	108	10	quantitative	quantitative	ADJ
fbem-14595	108	11	big	big	ADJ
fbem-14595	108	12	data	datum	NOUN
fbem-14595	108	13	platform	platform	NOUN
fbem-14595	108	14	based	base	VERB
fbem-14595	108	15	on	on	ADP
fbem-14595	108	16	high	high	ADJ
fbem-14595	108	17	performance	performance	NOUN
fbem-14595	108	18	computing[j].ieee	computing[j].ieee	NOUN
fbem-14595	108	19	,	,	PUNCT
fbem-14595	108	20	2019	2019	NUM
fbem-14595	108	21	,	,	PUNCT
fbem-14595	108	22	42(15):29	42(15):29	NUM
fbem-14595	108	23	-	-	SYM
fbem-14595	108	24	35	35	NUM
fbem-14595	108	25	.	.	PUNCT
fbem-14595	109	1	[	[	X
fbem-14595	109	2	2	2	X
fbem-14595	109	3	]	]	PUNCT
fbem-14595	109	4	jin	jin	PROPN
fbem-14595	109	5	y	y	PROPN
fbem-14595	109	6	,	,	PUNCT
fbem-14595	109	7	wang	wang	PROPN
fbem-14595	109	8	h	h	PROPN
fbem-14595	109	9	,	,	PUNCT
fbem-14595	109	10	sun	sun	PROPN
fbem-14595	109	11	c.offline	c.offline	PROPN
fbem-14595	109	12	big	big	ADJ
fbem-14595	109	13	or	or	CCONJ
fbem-14595	109	14	small	small	ADJ
fbem-14595	109	15	data	data	NOUN
fbem-14595	109	16	-	-	PUNCT
fbem-14595	109	17	driven	drive	VERB
fbem-14595	109	18	optimization	optimization	NOUN
fbem-14595	109	19	and	and	CCONJ
fbem-14595	109	20	applications[j	applications[j	NOUN
fbem-14595	109	21	]	]	PUNCT
fbem-14595	109	22	.	.	PUNCT
fbem-14595	110	1	post	post	ADJ
fbem-14595	110	2	-	-	ADJ
fbem-14595	110	3	print	print	ADJ
fbem-14595	110	4	,	,	PUNCT
fbem-14595	110	5	2021	2021	NUM
fbem-14595	110	6	,	,	PUNCT
fbem-14595	110	7	8(3):36	8(3):36	NUM
fbem-14595	110	8	-	-	SYM
fbem-14595	110	9	41	41	NUM
fbem-14595	110	10	.	.	PUNCT
fbem-14595	111	1	[	[	X
fbem-14595	111	2	3	3	X
fbem-14595	111	3	]	]	X
fbem-14595	111	4	kannan	kannan	PROPN
fbem-14595	111	5	v.ijarcce	v.ijarcce	PROPN
fbem-14595	111	6	financial	financial	ADJ
fbem-14595	111	7	markets	market	NOUN
fbem-14595	111	8	-	-	PUNCT
fbem-14595	111	9	investment	investment	NOUN
fbem-14595	111	10	strategy	strategy	NOUN
fbem-14595	111	11	through	through	ADP
fbem-14595	111	12	predictive	predictive	ADJ
fbem-14595	111	13	and	and	CCONJ
fbem-14595	111	14	statistical	statistical	ADJ
fbem-14595	111	15	analysis	analysis	NOUN
fbem-14595	111	16	using	use	VERB
fbem-14595	111	17	big	big	ADJ
fbem-14595	111	18	data	datum	NOUN
fbem-14595	111	19	and	and	CCONJ
fbem-14595	111	20	matlab[j	matlab[j	NOUN
fbem-14595	111	21	]	]	PUNCT
fbem-14595	111	22	.	.	PUNCT
fbem-14595	112	1	journal	journal	PROPN
fbem-14595	112	2	of	of	ADP
fbem-14595	112	3	financial	financial	ADJ
fbem-14595	112	4	compliance	compliance	NOUN
fbem-14595	112	5	,	,	PUNCT
fbem-14595	112	6	2021	2021	NUM
fbem-14595	112	7	,	,	PUNCT
fbem-14595	112	8	16(5):12	16(5):12	NUM
fbem-14595	112	9	-	-	SYM
fbem-14595	112	10	18	18	NUM
fbem-14595	112	11	.	.	PUNCT
fbem-14595	113	1	[	[	X
fbem-14595	113	2	4	4	NUM
fbem-14595	113	3	]	]	X
fbem-14595	113	4	abur	abur	NOUN
fbem-14595	113	5	m	m	PROPN
fbem-14595	113	6	,	,	PUNCT
fbem-14595	113	7	murphy	murphy	PROPN
fbem-14595	113	8	s.why	s.why	PROPN
fbem-14595	113	9	financial	financial	ADJ
fbem-14595	113	10	institutions	institution	NOUN
fbem-14595	113	11	need	need	VERB
fbem-14595	113	12	a	a	DET
fbem-14595	113	13	master	master	NOUN
fbem-14595	113	14	data	datum	NOUN
fbem-14595	113	15	strategy	strategy	NOUN
fbem-14595	113	16	as	as	ADP
fbem-14595	113	17	a	a	DET
fbem-14595	113	18	starting	starting	NOUN
fbem-14595	113	19	point	point	NOUN
fbem-14595	113	20	for	for	ADP
fbem-14595	113	21	a	a	DET
fbem-14595	113	22	regtech	regtech	ADJ
fbem-14595	113	23	strategy[j].journal	strategy[j].journal	NOUN
fbem-14595	113	24	of	of	ADP
fbem-14595	113	25	financial	financial	ADJ
fbem-14595	113	26	compliance	compliance	NOUN
fbem-14595	113	27	,	,	PUNCT
fbem-14595	113	28	2019	2019	NUM
fbem-14595	113	29	,	,	PUNCT
fbem-14595	113	30	3(2):31	3(2):31	NUM
fbem-14595	113	31	-	-	SYM
fbem-14595	113	32	37	37	NUM
fbem-14595	113	33	.	.	PUNCT
fbem-14595	114	1	[	[	X
fbem-14595	114	2	5	5	X
fbem-14595	114	3	]	]	PUNCT
fbem-14595	114	4	wang	wang	PROPN
fbem-14595	114	5	s	s	PROPN
fbem-14595	114	6	,	,	PUNCT
fbem-14595	114	7	zang	zang	PROPN
fbem-14595	114	8	y	y	PROPN
fbem-14595	114	9	,	,	PUNCT
fbem-14595	114	10	ge	ge	PROPN
fbem-14595	114	11	w	w	PROPN
fbem-14595	114	12	,	,	PUNCT
fbem-14595	114	13	et	et	PROPN
fbem-14595	114	14	al.data	al.data	NOUN
fbem-14595	114	15	-	-	PUNCT
fbem-14595	114	16	driven	drive	VERB
fbem-14595	114	17	real	real	ADJ
fbem-14595	114	18	-	-	PUNCT
fbem-14595	114	19	time	time	NOUN
fbem-14595	114	20	pricing	pricing	NOUN
fbem-14595	114	21	strategy	strategy	NOUN
fbem-14595	114	22	and	and	CCONJ
fbem-14595	114	23	coordinated	coordinated	ADJ
fbem-14595	114	24	optimization	optimization	NOUN
fbem-14595	114	25	of	of	ADP
fbem-14595	114	26	economic	economic	ADJ
fbem-14595	114	27	load	load	NOUN
fbem-14595	114	28	dispatch	dispatch	NOUN
fbem-14595	114	29	in	in	ADP
fbem-14595	114	30	electricity	electricity	NOUN
fbem-14595	114	31	market[j	market[j	NOUN
fbem-14595	114	32	]	]	PUNCT
fbem-14595	114	33	.	.	PUNCT
fbem-14595	115	1	journal	journal	PROPN
fbem-14595	115	2	of	of	ADP
fbem-14595	115	3	physics	physics	PROPN
fbem-14595	115	4	:	:	PUNCT
fbem-14595	115	5	conference	conference	NOUN
fbem-14595	115	6	series	series	NOUN
fbem-14595	115	7	,	,	PUNCT
fbem-14595	115	8	2021	2021	NUM
fbem-14595	115	9	,	,	PUNCT
fbem-14595	115	10	25(14):13	25(14):13	NUM
fbem-14595	115	11	-	-	SYM
fbem-14595	115	12	19	19	NUM
fbem-14595	115	13	.	.	PUNCT
fbem-14595	116	1	[	[	X
fbem-14595	116	2	6	6	NUM
fbem-14595	116	3	]	]	X
fbem-14595	116	4	miao	miao	PROPN
fbem-14595	116	5	b	b	PROPN
fbem-14595	116	6	,	,	PUNCT
fbem-14595	116	7	liu	liu	PROPN
fbem-14595	116	8	c	c	PROPN
fbem-14595	116	9	,	,	PUNCT
fbem-14595	116	10	li	li	PROPN
fbem-14595	116	11	h	h	PROPN
fbem-14595	116	12	,	,	PUNCT
fbem-14595	116	13	et	et	PROPN
fbem-14595	116	14	al.big	al.big	ADJ
fbem-14595	116	15	data	datum	NOUN
fbem-14595	116	16	configuration	configuration	NOUN
fbem-14595	116	17	optimization	optimization	NOUN
fbem-14595	116	18	strategy	strategy	NOUN
fbem-14595	116	19	analysis	analysis	NOUN
fbem-14595	116	20	of	of	ADP
fbem-14595	116	21	thermal	thermal	ADJ
fbem-14595	116	22	-	-	PUNCT
fbem-14595	116	23	electric	electric	ADJ
fbem-14595	116	24	hybrid	hybrid	ADJ
fbem-14595	116	25	energy	energy	NOUN
fbem-14595	116	26	system	system	NOUN
fbem-14595	116	27	based	base	VERB
fbem-14595	116	28	on	on	ADP
fbem-14595	116	29	energy	energy	NOUN
fbem-14595	116	30	cascade	cascade	NOUN
fbem-14595	116	31	utilization[j].journal	utilization[j].journal	ADJ
fbem-14595	116	32	of	of	ADP
fbem-14595	116	33	physics	physics	PROPN
fbem-14595	116	34	:	:	PUNCT
fbem-14595	116	35	conference	conference	NOUN
fbem-14595	116	36	series	series	NOUN
fbem-14595	116	37	,	,	PUNCT
fbem-14595	116	38	2021	2021	NUM
fbem-14595	116	39	,	,	PUNCT
fbem-14595	116	40	1852(4):042042	1852(4):042042	NUM
fbem-14595	116	41	-	-	PUNCT
fbem-14595	116	42	042049	042049	NUM
fbem-14595	116	43	.	.	PUNCT
fbem-14595	117	1	[	[	X
fbem-14595	117	2	7	7	NUM
fbem-14595	117	3	]	]	SYM
fbem-14595	117	4	yang	yang	PROPN
fbem-14595	117	5	,	,	PUNCT
fbem-14595	117	6	jidong	jidong	PROPN
fbem-14595	117	7	,	,	PUNCT
fbem-14595	117	8	zhu	zhu	PROPN
fbem-14595	117	9	,	,	PUNCT
fbem-14595	117	10	et	et	NOUN
fbem-14595	117	11	al.a	al.a	ADJ
fbem-14595	117	12	practical	practical	ADJ
fbem-14595	117	13	data	data	NOUN
fbem-14595	117	14	-	-	PUNCT
fbem-14595	117	15	driven	drive	VERB
fbem-14595	117	16	optimization	optimization	NOUN
fbem-14595	117	17	strategy	strategy	NOUN
fbem-14595	117	18	for	for	ADP
fbem-14595	117	19	gaussian	gaussian	ADJ
fbem-14595	117	20	beam	beam	NOUN
fbem-14595	117	21	migration[j].geophysics	migration[j].geophysics	PROPN
fbem-14595	117	22	journal	journal	PROPN
fbem-14595	117	23	of	of	ADP
fbem-14595	117	24	the	the	DET
fbem-14595	117	25	society	society	NOUN
fbem-14595	117	26	of	of	ADP
fbem-14595	117	27	exploration	exploration	NOUN
fbem-14595	117	28	geophysicists	geophysicist	NOUN
fbem-14595	117	29	,	,	PUNCT
fbem-14595	117	30	2022	2022	NUM
fbem-14595	117	31	,	,	PUNCT
fbem-14595	117	32	36(14):17	36(14):17	NUM
fbem-14595	117	33	-	-	SYM
fbem-14595	117	34	21	21	NUM
fbem-14595	117	35	.	.	PUNCT
fbem-14595	118	1	[	[	X
fbem-14595	118	2	8	8	NUM
fbem-14595	118	3	]	]	PUNCT
fbem-14595	118	4	guida	guida	PROPN
fbem-14595	118	5	t.big	t.big	PROPN
fbem-14595	118	6	data	datum	NOUN
fbem-14595	118	7	and	and	CCONJ
fbem-14595	118	8	machine	machine	NOUN
fbem-14595	118	9	learning	learning	NOUN
fbem-14595	118	10	in	in	ADP
fbem-14595	118	11	quantitative	quantitative	ADJ
fbem-14595	118	12	investment[j].post	investment[j].post	ADJ
fbem-14595	118	13	-	-	PUNCT
fbem-14595	118	14	print	print	NOUN
fbem-14595	118	15	,	,	PUNCT
fbem-14595	118	16	2019	2019	NUM
fbem-14595	118	17	,	,	PUNCT
fbem-14595	118	18	25(12):19	25(12):19	NUM
fbem-14595	118	19	-	-	SYM
fbem-14595	118	20	24	24	NUM
fbem-14595	118	21	.	.	PUNCT
fbem-14595	119	1	[	[	X
fbem-14595	119	2	9	9	NUM
fbem-14595	119	3	]	]	SYM
fbem-14595	119	4	li	li	PROPN
fbem-14595	119	5	j	j	PROPN
fbem-14595	119	6	,	,	PUNCT
fbem-14595	119	7	yuan	yuan	PROPN
fbem-14595	119	8	z	z	PROPN
fbem-14595	119	9	y.research	y.research	NOUN
fbem-14595	119	10	on	on	ADP
fbem-14595	119	11	the	the	DET
fbem-14595	119	12	application	application	NOUN
fbem-14595	119	13	strategy	strategy	NOUN
fbem-14595	119	14	of	of	ADP
fbem-14595	119	15	big	big	ADJ
fbem-14595	119	16	data	datum	NOUN
fbem-14595	119	17	in	in	ADP
fbem-14595	119	18	university	university	NOUN
fbem-14595	119	19	financial	financial	ADJ
fbem-14595	119	20	management[j	management[j	NOUN
fbem-14595	119	21	]	]	PUNCT
fbem-14595	119	22	.	.	PUNCT
fbem-14595	120	1	journal	journal	PROPN
fbem-14595	120	2	of	of	ADP
fbem-14595	120	3	computational	computational	ADJ
fbem-14595	120	4	methods	method	NOUN
fbem-14595	120	5	in	in	ADP
fbem-14595	120	6	sciences	science	NOUN
fbem-14595	120	7	and	and	CCONJ
fbem-14595	120	8	engineering	engineering	NOUN
fbem-14595	120	9	,	,	PUNCT
fbem-14595	120	10	2020	2020	NUM
fbem-14595	120	11	,	,	PUNCT
fbem-14595	120	12	15(5):10	15(5):10	NUM
fbem-14595	120	13	-	-	SYM
fbem-14595	120	14	16	16	NUM
fbem-14595	120	15	.	.	PUNCT
fbem-14595	121	1	[	[	X
fbem-14595	121	2	10	10	NUM
fbem-14595	121	3	]	]	X
fbem-14595	121	4	sun	sun	NOUN
fbem-14595	121	5	g.quantitative	g.quantitative	ADJ
fbem-14595	121	6	investment	investment	NOUN
fbem-14595	121	7	prediction	prediction	NOUN
fbem-14595	121	8	analysis	analysis	NOUN
fbem-14595	121	9	for	for	ADP
fbem-14595	121	10	enterprise	enterprise	NOUN
fbem-14595	121	11	asset	asset	NOUN
fbem-14595	121	12	management	management	NOUN
fbem-14595	121	13	using	use	VERB
fbem-14595	121	14	machine	machine	NOUN
fbem-14595	121	15	learning	learn	VERB
fbem-14595	121	16	algorithms[j].journal	algorithms[j].journal	NOUN
fbem-14595	121	17	of	of	ADP
fbem-14595	121	18	computational	computational	ADJ
fbem-14595	121	19	methods	method	NOUN
fbem-14595	121	20	in	in	ADP
fbem-14595	121	21	sciences	science	NOUN
fbem-14595	121	22	and	and	CCONJ
fbem-14595	121	23	engineering	engineering	NOUN
fbem-14595	121	24	,	,	PUNCT
fbem-14595	121	25	2022	2022	NUM
fbem-14595	121	26	,	,	PUNCT
fbem-14595	121	27	12(5):11	12(5):11	NUM
fbem-14595	121	28	-	-	SYM
fbem-14595	121	29	15	15	NUM
fbem-14595	121	30	.	.	PUNCT