id	sid	tid	token	lemma	pos
fbem-29138	1	1	frontiers	frontier	NOUN
fbem-29138	1	2	in	in	ADP
fbem-29138	1	3	business	business	NOUN
fbem-29138	1	4	,	,	PUNCT
fbem-29138	1	5	economics	economic	NOUN
fbem-29138	1	6	and	and	CCONJ
fbem-29138	1	7	management	management	NOUN
fbem-29138	1	8	issn	issn	PROPN
fbem-29138	1	9	:	:	PUNCT
fbem-29138	1	10	2766	2766	NUM
fbem-29138	1	11	-	-	PUNCT
fbem-29138	1	12	824x	824x	NUM
fbem-29138	1	13	|	|	ADJ
fbem-29138	1	14	vol	vol	NOUN
fbem-29138	1	15	.	.	PROPN
fbem-29138	1	16	18	18	NUM
fbem-29138	1	17	,	,	PUNCT
fbem-29138	1	18	no	no	INTJ
fbem-29138	1	19	.	.	NOUN
fbem-29138	1	20	1	1	NUM
fbem-29138	1	21	,	,	PUNCT
fbem-29138	1	22	2025	2025	NUM
fbem-29138	1	23	55	55	NUM
fbem-29138	1	24	artificial	artificial	ADJ
fbem-29138	1	25	intelligence	intelligence	NOUN
fbem-29138	1	26	in	in	ADP
fbem-29138	1	27	economics	economic	NOUN
fbem-29138	1	28	and	and	CCONJ
fbem-29138	1	29	finance	finance	NOUN
fbem-29138	1	30	:	:	PUNCT
fbem-29138	1	31	applications	application	NOUN
fbem-29138	1	32	and	and	CCONJ
fbem-29138	1	33	prospects	prospect	NOUN
fbem-29138	1	34	of	of	ADP
fbem-29138	1	35	machine	machine	NOUN
fbem-29138	1	36	learning	learn	VERB
fbem-29138	1	37	methods	method	NOUN
fbem-29138	1	38	yingliang	yingliang	PROPN
fbem-29138	1	39	wan	wan	PROPN
fbem-29138	1	40	1	1	NUM
fbem-29138	1	41	,	,	PUNCT
fbem-29138	1	42	3	3	NUM
fbem-29138	1	43	,	,	PUNCT
fbem-29138	1	44	hong	hong	PROPN
fbem-29138	1	45	tao	tao	PROPN
fbem-29138	1	46	2	2	NUM
fbem-29138	1	47	,	,	PUNCT
fbem-29138	1	48	3	3	NUM
fbem-29138	1	49	and	and	CCONJ
fbem-29138	1	50	yiheng	yiheng	PRON
fbem-29138	1	51	zhao	zhao	NOUN
fbem-29138	1	52	1	1	NUM
fbem-29138	1	53	1	1	NUM
fbem-29138	1	54	school	school	NOUN
fbem-29138	1	55	of	of	ADP
fbem-29138	1	56	data	datum	NOUN
fbem-29138	1	57	science	science	NOUN
fbem-29138	1	58	,	,	PUNCT
fbem-29138	1	59	xianda	xianda	PROPN
fbem-29138	1	60	college	college	PROPN
fbem-29138	1	61	of	of	ADP
fbem-29138	1	62	economics	economic	NOUN
fbem-29138	1	63	and	and	CCONJ
fbem-29138	1	64	humanities	humanity	NOUN
fbem-29138	1	65	,	,	PUNCT
fbem-29138	1	66	shanghai	shanghai	PROPN
fbem-29138	1	67	international	international	PROPN
fbem-29138	1	68	studies	studies	PROPN
fbem-29138	1	69	university	university	PROPN
fbem-29138	1	70	,	,	PUNCT
fbem-29138	1	71	shanghai	shanghai	PROPN
fbem-29138	1	72	200083	200083	NUM
fbem-29138	1	73	,	,	PUNCT
fbem-29138	1	74	china	china	PROPN
fbem-29138	1	75	2	2	NUM
fbem-29138	1	76	school	school	NOUN
fbem-29138	1	77	of	of	ADP
fbem-29138	1	78	business	business	NOUN
fbem-29138	1	79	,	,	PUNCT
fbem-29138	1	80	xianda	xianda	PROPN
fbem-29138	1	81	college	college	PROPN
fbem-29138	1	82	of	of	ADP
fbem-29138	1	83	economics	economic	NOUN
fbem-29138	1	84	and	and	CCONJ
fbem-29138	1	85	humanities	humanity	NOUN
fbem-29138	1	86	,	,	PUNCT
fbem-29138	1	87	shanghai	shanghai	PROPN
fbem-29138	1	88	international	international	PROPN
fbem-29138	1	89	studies	studies	PROPN
fbem-29138	1	90	university	university	PROPN
fbem-29138	1	91	,	,	PUNCT
fbem-29138	1	92	shanghai	shanghai	PROPN
fbem-29138	1	93	200083	200083	NUM
fbem-29138	1	94	,	,	PUNCT
fbem-29138	1	95	china	china	PROPN
fbem-29138	1	96	3	3	NUM
fbem-29138	1	97	graduate	graduate	NOUN
fbem-29138	1	98	school	school	NOUN
fbem-29138	1	99	of	of	ADP
fbem-29138	1	100	business	business	NOUN
fbem-29138	1	101	,	,	PUNCT
fbem-29138	1	102	segi	segi	PROPN
fbem-29138	1	103	university	university	PROPN
fbem-29138	1	104	,	,	PUNCT
fbem-29138	1	105	petaling	petaling	PROPN
fbem-29138	1	106	jaya	jaya	PROPN
fbem-29138	1	107	47810	47810	NUM
fbem-29138	1	108	,	,	PUNCT
fbem-29138	1	109	malaysia	malaysia	PROPN
fbem-29138	1	110	abstract	abstract	NOUN
fbem-29138	1	111	:	:	PUNCT
fbem-29138	1	112	in	in	ADP
fbem-29138	1	113	recent	recent	ADJ
fbem-29138	1	114	years	year	NOUN
fbem-29138	1	115	,	,	PUNCT
fbem-29138	1	116	the	the	DET
fbem-29138	1	117	rapid	rapid	ADJ
fbem-29138	1	118	development	development	NOUN
fbem-29138	1	119	of	of	ADP
fbem-29138	1	120	artificial	artificial	ADJ
fbem-29138	1	121	intelligence	intelligence	NOUN
fbem-29138	1	122	technology	technology	NOUN
fbem-29138	1	123	has	have	VERB
fbem-29138	1	124	significantly	significantly	ADV
fbem-29138	1	125	advanced	advanced	ADJ
fbem-29138	1	126	research	research	NOUN
fbem-29138	1	127	innovations	innovation	NOUN
fbem-29138	1	128	in	in	ADP
fbem-29138	1	129	the	the	DET
fbem-29138	1	130	field	field	NOUN
fbem-29138	1	131	of	of	ADP
fbem-29138	1	132	economics	economic	NOUN
fbem-29138	1	133	and	and	CCONJ
fbem-29138	1	134	finance	finance	NOUN
fbem-29138	1	135	.	.	PUNCT
fbem-29138	2	1	particularly	particularly	ADV
fbem-29138	2	2	,	,	PUNCT
fbem-29138	2	3	machine	machine	NOUN
fbem-29138	2	4	learning	learning	NOUN
fbem-29138	2	5	methods	method	NOUN
fbem-29138	2	6	,	,	PUNCT
fbem-29138	2	7	with	with	ADP
fbem-29138	2	8	their	their	PRON
fbem-29138	2	9	exceptional	exceptional	ADJ
fbem-29138	2	10	data	datum	NOUN
fbem-29138	2	11	processing	processing	NOUN
fbem-29138	2	12	and	and	CCONJ
fbem-29138	2	13	analytical	analytical	ADJ
fbem-29138	2	14	capabilities	capability	NOUN
fbem-29138	2	15	,	,	PUNCT
fbem-29138	2	16	have	have	AUX
fbem-29138	2	17	been	be	AUX
fbem-29138	2	18	widely	widely	ADV
fbem-29138	2	19	applied	apply	VERB
fbem-29138	2	20	to	to	ADP
fbem-29138	2	21	areas	area	NOUN
fbem-29138	2	22	such	such	ADJ
fbem-29138	2	23	as	as	ADP
fbem-29138	2	24	predictive	predictive	ADJ
fbem-29138	2	25	modeling	modeling	NOUN
fbem-29138	2	26	,	,	PUNCT
fbem-29138	2	27	causal	causal	ADJ
fbem-29138	2	28	inference	inference	NOUN
fbem-29138	2	29	,	,	PUNCT
fbem-29138	2	30	and	and	CCONJ
fbem-29138	2	31	unstructured	unstructured	ADJ
fbem-29138	2	32	data	datum	NOUN
fbem-29138	2	33	analysis	analysis	NOUN
fbem-29138	2	34	.	.	PUNCT
fbem-29138	3	1	this	this	DET
fbem-29138	3	2	paper	paper	NOUN
fbem-29138	3	3	systematically	systematically	ADV
fbem-29138	3	4	examines	examine	VERB
fbem-29138	3	5	the	the	DET
fbem-29138	3	6	key	key	ADJ
fbem-29138	3	7	differences	difference	NOUN
fbem-29138	3	8	between	between	ADP
fbem-29138	3	9	machine	machine	NOUN
fbem-29138	3	10	learning	learning	NOUN
fbem-29138	3	11	and	and	CCONJ
fbem-29138	3	12	traditional	traditional	ADJ
fbem-29138	3	13	econometrics	econometric	NOUN
fbem-29138	3	14	in	in	ADP
fbem-29138	3	15	terms	term	NOUN
fbem-29138	3	16	of	of	ADP
fbem-29138	3	17	research	research	NOUN
fbem-29138	3	18	paradigms	paradigm	NOUN
fbem-29138	3	19	,	,	PUNCT
fbem-29138	3	20	objectives	objective	NOUN
fbem-29138	3	21	,	,	PUNCT
fbem-29138	3	22	and	and	CCONJ
fbem-29138	3	23	data	datum	NOUN
fbem-29138	3	24	processing	processing	NOUN
fbem-29138	3	25	approaches	approach	NOUN
fbem-29138	3	26	.	.	PUNCT
fbem-29138	4	1	it	it	PRON
fbem-29138	4	2	provides	provide	VERB
fbem-29138	4	3	an	an	DET
fbem-29138	4	4	in	in	ADP
fbem-29138	4	5	-	-	PUNCT
fbem-29138	4	6	depth	depth	NOUN
fbem-29138	4	7	exploration	exploration	NOUN
fbem-29138	4	8	of	of	ADP
fbem-29138	4	9	the	the	DET
fbem-29138	4	10	application	application	NOUN
fbem-29138	4	11	scenarios	scenario	NOUN
fbem-29138	4	12	of	of	ADP
fbem-29138	4	13	machine	machine	NOUN
fbem-29138	4	14	learning	learning	NOUN
fbem-29138	4	15	in	in	ADP
fbem-29138	4	16	economics	economic	NOUN
fbem-29138	4	17	and	and	CCONJ
fbem-29138	4	18	finance	finance	NOUN
fbem-29138	4	19	,	,	PUNCT
fbem-29138	4	20	focusing	focus	VERB
fbem-29138	4	21	on	on	ADP
fbem-29138	4	22	predictive	predictive	ADJ
fbem-29138	4	23	modeling	modeling	NOUN
fbem-29138	4	24	,	,	PUNCT
fbem-29138	4	25	alternative	alternative	ADJ
fbem-29138	4	26	data	datum	NOUN
fbem-29138	4	27	analysis	analysis	NOUN
fbem-29138	4	28	,	,	PUNCT
fbem-29138	4	29	and	and	CCONJ
fbem-29138	4	30	causal	causal	ADJ
fbem-29138	4	31	inference	inference	NOUN
fbem-29138	4	32	.	.	PUNCT
fbem-29138	5	1	furthermore	furthermore	ADV
fbem-29138	5	2	,	,	PUNCT
fbem-29138	5	3	it	it	PRON
fbem-29138	5	4	highlights	highlight	VERB
fbem-29138	5	5	the	the	DET
fbem-29138	5	6	potential	potential	NOUN
fbem-29138	5	7	and	and	CCONJ
fbem-29138	5	8	breakthroughs	breakthrough	NOUN
fbem-29138	5	9	of	of	ADP
fbem-29138	5	10	machine	machine	NOUN
fbem-29138	5	11	learning	learn	VERB
fbem-29138	5	12	in	in	ADP
fbem-29138	5	13	addressing	address	VERB
fbem-29138	5	14	complex	complex	ADJ
fbem-29138	5	15	economic	economic	ADJ
fbem-29138	5	16	problems	problem	NOUN
fbem-29138	5	17	through	through	ADP
fbem-29138	5	18	specific	specific	ADJ
fbem-29138	5	19	case	case	NOUN
fbem-29138	5	20	studies	study	NOUN
fbem-29138	5	21	,	,	PUNCT
fbem-29138	5	22	demonstrating	demonstrate	VERB
fbem-29138	5	23	its	its	PRON
fbem-29138	5	24	practical	practical	ADJ
fbem-29138	5	25	effectiveness	effectiveness	NOUN
fbem-29138	5	26	in	in	ADP
fbem-29138	5	27	macroeconomic	macroeconomic	ADJ
fbem-29138	5	28	forecasting	forecasting	NOUN
fbem-29138	5	29	,	,	PUNCT
fbem-29138	5	30	financial	financial	ADJ
fbem-29138	5	31	asset	asset	NOUN
fbem-29138	5	32	pricing	pricing	NOUN
fbem-29138	5	33	,	,	PUNCT
fbem-29138	5	34	risk	risk	NOUN
fbem-29138	5	35	management	management	NOUN
fbem-29138	5	36	,	,	PUNCT
fbem-29138	5	37	and	and	CCONJ
fbem-29138	5	38	policy	policy	NOUN
fbem-29138	5	39	analysis	analysis	NOUN
fbem-29138	5	40	.	.	PUNCT
fbem-29138	6	1	in	in	ADP
fbem-29138	6	2	addition	addition	NOUN
fbem-29138	6	3	,	,	PUNCT
fbem-29138	6	4	this	this	DET
fbem-29138	6	5	paper	paper	NOUN
fbem-29138	6	6	comprehensively	comprehensively	ADV
fbem-29138	6	7	analyzes	analyze	VERB
fbem-29138	6	8	the	the	DET
fbem-29138	6	9	current	current	ADJ
fbem-29138	6	10	challenges	challenge	NOUN
fbem-29138	6	11	facing	face	VERB
fbem-29138	6	12	machine	machine	NOUN
fbem-29138	6	13	learning	learn	VERB
fbem-29138	6	14	technology	technology	NOUN
fbem-29138	6	15	in	in	ADP
fbem-29138	6	16	economic	economic	ADJ
fbem-29138	6	17	and	and	CCONJ
fbem-29138	6	18	financial	financial	ADJ
fbem-29138	6	19	research	research	NOUN
fbem-29138	6	20	,	,	PUNCT
fbem-29138	6	21	including	include	VERB
fbem-29138	6	22	issues	issue	NOUN
fbem-29138	6	23	of	of	ADP
fbem-29138	6	24	model	model	NOUN
fbem-29138	6	25	transparency	transparency	NOUN
fbem-29138	6	26	,	,	PUNCT
fbem-29138	6	27	difficulties	difficulty	NOUN
fbem-29138	6	28	in	in	ADP
fbem-29138	6	29	handling	handle	VERB
fbem-29138	6	30	small	small	ADJ
fbem-29138	6	31	sample	sample	NOUN
fbem-29138	6	32	sizes	size	NOUN
fbem-29138	6	33	and	and	CCONJ
fbem-29138	6	34	noisy	noisy	ADJ
fbem-29138	6	35	data	datum	NOUN
fbem-29138	6	36	,	,	PUNCT
fbem-29138	6	37	as	as	ADV
fbem-29138	6	38	well	well	ADV
fbem-29138	6	39	as	as	ADP
fbem-29138	6	40	data	data	NOUN
fbem-29138	6	41	privacy	privacy	NOUN
fbem-29138	6	42	concerns	concern	NOUN
fbem-29138	6	43	.	.	PUNCT
fbem-29138	7	1	based	base	VERB
fbem-29138	7	2	on	on	ADP
fbem-29138	7	3	these	these	DET
fbem-29138	7	4	challenges	challenge	NOUN
fbem-29138	7	5	,	,	PUNCT
fbem-29138	7	6	several	several	ADJ
fbem-29138	7	7	potential	potential	ADJ
fbem-29138	7	8	solutions	solution	NOUN
fbem-29138	7	9	are	be	AUX
fbem-29138	7	10	proposed	propose	VERB
fbem-29138	7	11	,	,	PUNCT
fbem-29138	7	12	including	include	VERB
fbem-29138	7	13	the	the	DET
fbem-29138	7	14	adoption	adoption	NOUN
fbem-29138	7	15	of	of	ADP
fbem-29138	7	16	explainability	explainability	NOUN
fbem-29138	7	17	tools	tool	NOUN
fbem-29138	7	18	,	,	PUNCT
fbem-29138	7	19	transfer	transfer	NOUN
fbem-29138	7	20	learning	learning	NOUN
fbem-29138	7	21	,	,	PUNCT
fbem-29138	7	22	federated	federated	ADJ
fbem-29138	7	23	learning	learning	NOUN
fbem-29138	7	24	,	,	PUNCT
fbem-29138	7	25	and	and	CCONJ
fbem-29138	7	26	privacy	privacy	NOUN
fbem-29138	7	27	-preserving	-preserving	PROPN
fbem-29138	7	28	computation	computation	NOUN
fbem-29138	7	29	.	.	PUNCT
fbem-29138	8	1	future	future	ADJ
fbem-29138	8	2	research	research	NOUN
fbem-29138	8	3	directions	direction	NOUN
fbem-29138	8	4	are	be	AUX
fbem-29138	8	5	suggested	suggest	VERB
fbem-29138	8	6	,	,	PUNCT
fbem-29138	8	7	emphasizing	emphasize	VERB
fbem-29138	8	8	the	the	DET
fbem-29138	8	9	integration	integration	NOUN
fbem-29138	8	10	of	of	ADP
fbem-29138	8	11	multimodal	multimodal	ADJ
fbem-29138	8	12	data	datum	NOUN
fbem-29138	8	13	analysis	analysis	NOUN
fbem-29138	8	14	,	,	PUNCT
fbem-29138	8	15	the	the	DET
fbem-29138	8	16	exploration	exploration	NOUN
fbem-29138	8	17	of	of	ADP
fbem-29138	8	18	large	large	ADJ
fbem-29138	8	19	language	language	NOUN
fbem-29138	8	20	models	model	NOUN
fbem-29138	8	21	for	for	ADP
fbem-29138	8	22	policy	policy	NOUN
fbem-29138	8	23	and	and	CCONJ
fbem-29138	8	24	market	market	NOUN
fbem-29138	8	25	analysis	analysis	NOUN
fbem-29138	8	26	,	,	PUNCT
fbem-29138	8	27	and	and	CCONJ
fbem-29138	8	28	the	the	DET
fbem-29138	8	29	deeper	deep	ADJ
fbem-29138	8	30	alignment	alignment	NOUN
fbem-29138	8	31	of	of	ADP
fbem-29138	8	32	artificial	artificial	ADJ
fbem-29138	8	33	intelligence	intelligence	NOUN
fbem-29138	8	34	technologies	technology	NOUN
fbem-29138	8	35	with	with	ADP
fbem-29138	8	36	industry	industry	NOUN
fbem-29138	8	37	practices	practice	NOUN
fbem-29138	8	38	.	.	PUNCT
fbem-29138	9	1	this	this	DET
fbem-29138	9	2	study	study	NOUN
fbem-29138	9	3	aims	aim	VERB
fbem-29138	9	4	to	to	PART
fbem-29138	9	5	provide	provide	VERB
fbem-29138	9	6	theoretical	theoretical	ADJ
fbem-29138	9	7	guidance	guidance	NOUN
fbem-29138	9	8	and	and	CCONJ
fbem-29138	9	9	practical	practical	ADJ
fbem-29138	9	10	insights	insight	NOUN
fbem-29138	9	11	for	for	ADP
fbem-29138	9	12	academia	academia	NOUN
fbem-29138	9	13	and	and	CCONJ
fbem-29138	9	14	industry	industry	NOUN
fbem-29138	9	15	,	,	PUNCT
fbem-29138	9	16	contributing	contribute	VERB
fbem-29138	9	17	to	to	ADP
fbem-29138	9	18	the	the	DET
fbem-29138	9	19	advancement	advancement	NOUN
fbem-29138	9	20	of	of	ADP
fbem-29138	9	21	research	research	NOUN
fbem-29138	9	22	innovation	innovation	NOUN
fbem-29138	9	23	and	and	CCONJ
fbem-29138	9	24	application	application	NOUN
fbem-29138	9	25	expansion	expansion	NOUN
fbem-29138	9	26	in	in	ADP
fbem-29138	9	27	the	the	DET
fbem-29138	9	28	field	field	NOUN
fbem-29138	9	29	of	of	ADP
fbem-29138	9	30	economics	economic	NOUN
fbem-29138	9	31	and	and	CCONJ
fbem-29138	9	32	finance	finance	NOUN
fbem-29138	9	33	.	.	PUNCT
fbem-29138	10	1	keywords	keyword	NOUN
fbem-29138	10	2	:	:	PUNCT
fbem-29138	10	3	artificial	artificial	ADJ
fbem-29138	10	4	intelligence	intelligence	NOUN
fbem-29138	10	5	,	,	PUNCT
fbem-29138	10	6	machine	machine	NOUN
fbem-29138	10	7	learning	learning	NOUN
fbem-29138	10	8	,	,	PUNCT
fbem-29138	10	9	economics	economic	NOUN
fbem-29138	10	10	and	and	CCONJ
fbem-29138	10	11	finance	finance	NOUN
fbem-29138	10	12	,	,	PUNCT
fbem-29138	10	13	causal	causal	ADJ
fbem-29138	10	14	inference	inference	NOUN
fbem-29138	10	15	,	,	PUNCT
fbem-29138	10	16	predictive	predictive	ADJ
fbem-29138	10	17	modeling	modeling	NOUN
fbem-29138	10	18	,	,	PUNCT
fbem-29138	10	19	alternative	alternative	ADJ
fbem-29138	10	20	data	datum	NOUN
fbem-29138	10	21	analysis	analysis	NOUN
fbem-29138	10	22	,	,	PUNCT
fbem-29138	10	23	model	model	NOUN
fbem-29138	10	24	transparency	transparency	NOUN
fbem-29138	10	25	.	.	PUNCT
fbem-29138	11	1	1	1	X
fbem-29138	11	2	.	.	X
fbem-29138	11	3	introduction	introduction	NOUN
fbem-29138	11	4	in	in	ADP
fbem-29138	11	5	recent	recent	ADJ
fbem-29138	11	6	years	year	NOUN
fbem-29138	11	7	,	,	PUNCT
fbem-29138	11	8	financial	financial	ADJ
fbem-29138	11	9	market	market	NOUN
fbem-29138	11	10	analysis	analysis	NOUN
fbem-29138	11	11	has	have	AUX
fbem-29138	11	12	become	become	VERB
fbem-29138	11	13	an	an	DET
fbem-29138	11	14	increasingly	increasingly	ADV
fbem-29138	11	15	important	important	ADJ
fbem-29138	11	16	area	area	NOUN
fbem-29138	11	17	of	of	ADP
fbem-29138	11	18	macroeconomic	macroeconomic	ADJ
fbem-29138	11	19	research	research	NOUN
fbem-29138	11	20	,	,	PUNCT
fbem-29138	11	21	integrating	integrate	VERB
fbem-29138	11	22	ai	ai	INTJ
fbem-29138	11	23	and	and	CCONJ
fbem-29138	11	24	machine	machine	NOUN
fbem-29138	11	25	learning	learning	NOUN
fbem-29138	11	26	technologies	technology	NOUN
fbem-29138	11	27	.	.	PUNCT
fbem-29138	12	1	issues	issue	NOUN
fbem-29138	12	2	such	such	ADJ
fbem-29138	12	3	as	as	ADP
fbem-29138	12	4	volatility	volatility	NOUN
fbem-29138	12	5	forecasting	forecasting	NOUN
fbem-29138	12	6	,	,	PUNCT
fbem-29138	12	7	risk	risk	NOUN
fbem-29138	12	8	management	management	NOUN
fbem-29138	12	9	,	,	PUNCT
fbem-29138	12	10	and	and	CCONJ
fbem-29138	12	11	highfrequency	highfrequency	NOUN
fbem-29138	12	12	trading	trading	NOUN
fbem-29138	12	13	strategy	strategy	NOUN
fbem-29138	12	14	optimization	optimization	NOUN
fbem-29138	12	15	in	in	ADP
fbem-29138	12	16	financial	financial	ADJ
fbem-29138	12	17	markets	market	NOUN
fbem-29138	12	18	have	have	AUX
fbem-29138	12	19	greatly	greatly	ADV
fbem-29138	12	20	benefited	benefit	VERB
fbem-29138	12	21	from	from	ADP
fbem-29138	12	22	the	the	DET
fbem-29138	12	23	widespread	widespread	ADJ
fbem-29138	12	24	application	application	NOUN
fbem-29138	12	25	of	of	ADP
fbem-29138	12	26	ai	ai	NOUN
fbem-29138	12	27	and	and	CCONJ
fbem-29138	12	28	machine	machine	NOUN
fbem-29138	12	29	learning	learning	NOUN
fbem-29138	12	30	.	.	PUNCT
fbem-29138	13	1	through	through	ADP
fbem-29138	13	2	deep	deep	ADJ
fbem-29138	13	3	learning	learning	NOUN
fbem-29138	13	4	of	of	ADP
fbem-29138	13	5	large	large	ADJ
fbem-29138	13	6	-	-	PUNCT
fbem-29138	13	7	scale	scale	NOUN
fbem-29138	13	8	financial	financial	ADJ
fbem-29138	13	9	data	datum	NOUN
fbem-29138	13	10	,	,	PUNCT
fbem-29138	13	11	ai	ai	VERB
fbem-29138	13	12	technologies	technology	NOUN
fbem-29138	13	13	can	can	AUX
fbem-29138	13	14	identify	identify	VERB
fbem-29138	13	15	market	market	NOUN
fbem-29138	13	16	patterns	pattern	NOUN
fbem-29138	13	17	that	that	PRON
fbem-29138	13	18	traditional	traditional	ADJ
fbem-29138	13	19	analytical	analytical	ADJ
fbem-29138	13	20	methods	method	NOUN
fbem-29138	13	21	fail	fail	VERB
fbem-29138	13	22	to	to	PART
fbem-29138	13	23	capture	capture	VERB
fbem-29138	13	24	,	,	PUNCT
fbem-29138	13	25	providing	provide	VERB
fbem-29138	13	26	more	more	ADV
fbem-29138	13	27	accurate	accurate	ADJ
fbem-29138	13	28	market	market	NOUN
fbem-29138	13	29	predictions	prediction	NOUN
fbem-29138	13	30	.	.	PUNCT
fbem-29138	14	1	in	in	ADP
fbem-29138	14	2	high	high	ADJ
fbem-29138	14	3	-	-	PUNCT
fbem-29138	14	4	frequency	frequency	NOUN
fbem-29138	14	5	trading	trading	NOUN
fbem-29138	14	6	,	,	PUNCT
fbem-29138	14	7	reinforcement	reinforcement	NOUN
fbem-29138	14	8	learning	learning	NOUN
fbem-29138	14	9	models	model	NOUN
fbem-29138	14	10	have	have	AUX
fbem-29138	14	11	been	be	AUX
fbem-29138	14	12	employed	employ	VERB
fbem-29138	14	13	for	for	ADP
fbem-29138	14	14	strategy	strategy	NOUN
fbem-29138	14	15	optimization	optimization	NOUN
fbem-29138	14	16	,	,	PUNCT
fbem-29138	14	17	enabling	enable	VERB
fbem-29138	14	18	responses	response	NOUN
fbem-29138	14	19	to	to	ADP
fbem-29138	14	20	the	the	DET
fbem-29138	14	21	rapid	rapid	ADJ
fbem-29138	14	22	changes	change	NOUN
fbem-29138	14	23	and	and	CCONJ
fbem-29138	14	24	complexities	complexity	NOUN
fbem-29138	14	25	of	of	ADP
fbem-29138	14	26	financial	financial	ADJ
fbem-29138	14	27	markets	market	NOUN
fbem-29138	14	28	.	.	PUNCT
fbem-29138	15	1	ai	ai	VERB
fbem-29138	15	2	and	and	CCONJ
fbem-29138	15	3	machine	machine	NOUN
fbem-29138	15	4	learning	learning	NOUN
fbem-29138	15	5	also	also	ADV
fbem-29138	15	6	provide	provide	VERB
fbem-29138	15	7	more	more	ADV
fbem-29138	15	8	dynamic	dynamic	ADJ
fbem-29138	15	9	and	and	CCONJ
fbem-29138	15	10	refined	refined	ADJ
fbem-29138	15	11	perspectives	perspective	NOUN
fbem-29138	15	12	for	for	ADP
fbem-29138	15	13	financial	financial	ADJ
fbem-29138	15	14	risk	risk	NOUN
fbem-29138	15	15	analysis	analysis	NOUN
fbem-29138	15	16	,	,	PUNCT
fbem-29138	15	17	helping	help	VERB
fbem-29138	15	18	to	to	PART
fbem-29138	15	19	achieve	achieve	VERB
fbem-29138	15	20	early	early	ADJ
fbem-29138	15	21	warnings	warning	NOUN
fbem-29138	15	22	of	of	ADP
fbem-29138	15	23	market	market	NOUN
fbem-29138	15	24	fluctuations	fluctuation	NOUN
fbem-29138	15	25	and	and	CCONJ
fbem-29138	15	26	risks	risk	NOUN
fbem-29138	15	27	.	.	PUNCT
fbem-29138	16	1	in	in	ADP
fbem-29138	16	2	recent	recent	ADJ
fbem-29138	16	3	years	year	NOUN
fbem-29138	16	4	,	,	PUNCT
fbem-29138	16	5	artificial	artificial	ADJ
fbem-29138	16	6	intelligence	intelligence	NOUN
fbem-29138	16	7	(	(	PUNCT
fbem-29138	16	8	ai	ai	NOUN
fbem-29138	16	9	)	)	PUNCT
fbem-29138	16	10	has	have	AUX
fbem-29138	16	11	gradually	gradually	ADV
fbem-29138	16	12	become	become	VERB
fbem-29138	16	13	an	an	DET
fbem-29138	16	14	important	important	ADJ
fbem-29138	16	15	driving	driving	NOUN
fbem-29138	16	16	force	force	NOUN
fbem-29138	16	17	for	for	ADP
fbem-29138	16	18	research	research	NOUN
fbem-29138	16	19	in	in	ADP
fbem-29138	16	20	the	the	DET
fbem-29138	16	21	field	field	NOUN
fbem-29138	16	22	of	of	ADP
fbem-29138	16	23	economics	economic	NOUN
fbem-29138	16	24	and	and	CCONJ
fbem-29138	16	25	finance	finance	NOUN
fbem-29138	16	26	due	due	ADP
fbem-29138	16	27	to	to	ADP
fbem-29138	16	28	its	its	PRON
fbem-29138	16	29	excellent	excellent	ADJ
fbem-29138	16	30	capabilities	capability	NOUN
fbem-29138	16	31	in	in	ADP
fbem-29138	16	32	perception	perception	NOUN
fbem-29138	16	33	,	,	PUNCT
fbem-29138	16	34	learning	learn	VERB
fbem-29138	16	35	and	and	CCONJ
fbem-29138	16	36	reasoning	reasoning	NOUN
fbem-29138	16	37	.	.	PUNCT
fbem-29138	17	1	the	the	DET
fbem-29138	17	2	complexity	complexity	NOUN
fbem-29138	17	3	of	of	ADP
fbem-29138	17	4	the	the	DET
fbem-29138	17	5	economic	economic	ADJ
fbem-29138	17	6	and	and	CCONJ
fbem-29138	17	7	financial	financial	ADJ
fbem-29138	17	8	system	system	NOUN
fbem-29138	17	9	,	,	PUNCT
fbem-29138	17	10	the	the	DET
fbem-29138	17	11	diversity	diversity	NOUN
fbem-29138	17	12	of	of	ADP
fbem-29138	17	13	data	datum	NOUN
fbem-29138	17	14	,	,	PUNCT
fbem-29138	17	15	and	and	CCONJ
fbem-29138	17	16	the	the	DET
fbem-29138	17	17	dynamics	dynamic	NOUN
fbem-29138	17	18	of	of	ADP
fbem-29138	17	19	problems	problem	NOUN
fbem-29138	17	20	require	require	VERB
fbem-29138	17	21	innovative	innovative	ADJ
fbem-29138	17	22	technological	technological	ADJ
fbem-29138	17	23	means	mean	NOUN
fbem-29138	17	24	to	to	PART
fbem-29138	17	25	deal	deal	VERB
fbem-29138	17	26	with	with	ADP
fbem-29138	17	27	them	they	PRON
fbem-29138	17	28	.	.	PUNCT
fbem-29138	18	1	the	the	DET
fbem-29138	18	2	development	development	NOUN
fbem-29138	18	3	of	of	ADP
fbem-29138	18	4	big	big	ADJ
fbem-29138	18	5	data	datum	NOUN
fbem-29138	18	6	and	and	CCONJ
fbem-29138	18	7	high	high	ADJ
fbem-29138	18	8	-	-	PUNCT
fbem-29138	18	9	performance	performance	NOUN
fbem-29138	18	10	computing	computing	NOUN
fbem-29138	18	11	has	have	AUX
fbem-29138	18	12	provided	provide	VERB
fbem-29138	18	13	a	a	DET
fbem-29138	18	14	solid	solid	ADJ
fbem-29138	18	15	foundation	foundation	NOUN
fbem-29138	18	16	for	for	ADP
fbem-29138	18	17	the	the	DET
fbem-29138	18	18	application	application	NOUN
fbem-29138	18	19	of	of	ADP
fbem-29138	18	20	artificial	artificial	ADJ
fbem-29138	18	21	intelligence	intelligence	NOUN
fbem-29138	18	22	technology	technology	NOUN
fbem-29138	18	23	,	,	PUNCT
fbem-29138	18	24	which	which	PRON
fbem-29138	18	25	has	have	AUX
fbem-29138	18	26	greatly	greatly	ADV
fbem-29138	18	27	expanded	expand	VERB
fbem-29138	18	28	the	the	DET
fbem-29138	18	29	boundaries	boundary	NOUN
fbem-29138	18	30	of	of	ADP
fbem-29138	18	31	traditional	traditional	ADJ
fbem-29138	18	32	economics	economic	NOUN
fbem-29138	18	33	and	and	CCONJ
fbem-29138	18	34	financial	financial	ADJ
fbem-29138	18	35	research	research	NOUN
fbem-29138	18	36	.	.	PUNCT
fbem-29138	19	1	in	in	ADP
fbem-29138	19	2	contrast	contrast	NOUN
fbem-29138	19	3	,	,	PUNCT
fbem-29138	19	4	traditional	traditional	ADJ
fbem-29138	19	5	economic	economic	ADJ
fbem-29138	19	6	methods	method	NOUN
fbem-29138	19	7	(	(	PUNCT
fbem-29138	19	8	such	such	ADJ
fbem-29138	19	9	as	as	ADP
fbem-29138	19	10	econometrics	econometric	NOUN
fbem-29138	19	11	)	)	PUNCT
fbem-29138	19	12	often	often	ADV
fbem-29138	19	13	face	face	VERB
fbem-29138	19	14	limitations	limitation	NOUN
fbem-29138	19	15	such	such	ADJ
fbem-29138	19	16	as	as	ADP
fbem-29138	19	17	overly	overly	ADV
fbem-29138	19	18	strict	strict	ADJ
fbem-29138	19	19	theoretical	theoretical	ADJ
fbem-29138	19	20	assumptions	assumption	NOUN
fbem-29138	19	21	and	and	CCONJ
fbem-29138	19	22	strong	strong	ADJ
fbem-29138	19	23	data	datum	NOUN
fbem-29138	19	24	dependence	dependence	NOUN
fbem-29138	19	25	when	when	SCONJ
fbem-29138	19	26	analyzing	analyze	VERB
fbem-29138	19	27	high	high	ADV
fbem-29138	19	28	-	-	PUNCT
fbem-29138	19	29	dimensional	dimensional	ADJ
fbem-29138	19	30	,	,	PUNCT
fbem-29138	19	31	nonlinear	nonlinear	ADJ
fbem-29138	19	32	and	and	CCONJ
fbem-29138	19	33	unstructured	unstructured	ADJ
fbem-29138	19	34	data	datum	NOUN
fbem-29138	19	35	,	,	PUNCT
fbem-29138	19	36	which	which	PRON
fbem-29138	19	37	makes	make	VERB
fbem-29138	19	38	it	it	PRON
fbem-29138	19	39	difficult	difficult	ADJ
fbem-29138	19	40	to	to	PART
fbem-29138	19	41	fully	fully	ADV
fbem-29138	19	42	reveal	reveal	VERB
fbem-29138	19	43	the	the	DET
fbem-29138	19	44	internal	internal	ADJ
fbem-29138	19	45	laws	law	NOUN
fbem-29138	19	46	of	of	ADP
fbem-29138	19	47	complex	complex	ADJ
fbem-29138	19	48	economic	economic	ADJ
fbem-29138	19	49	phenomena	phenomenon	NOUN
fbem-29138	19	50	.	.	PUNCT
fbem-29138	20	1	in	in	ADP
fbem-29138	20	2	this	this	DET
fbem-29138	20	3	context	context	NOUN
fbem-29138	20	4	,	,	PUNCT
fbem-29138	20	5	artificial	artificial	ADJ
fbem-29138	20	6	intelligence	intelligence	NOUN
fbem-29138	20	7	methods	method	NOUN
fbem-29138	20	8	,	,	PUNCT
fbem-29138	20	9	especially	especially	ADV
fbem-29138	20	10	machine	machine	NOUN
fbem-29138	20	11	learning	learn	VERB
fbem-29138	20	12	technology	technology	NOUN
fbem-29138	20	13	,	,	PUNCT
fbem-29138	20	14	have	have	AUX
fbem-29138	20	15	become	become	VERB
fbem-29138	20	16	the	the	DET
fbem-29138	20	17	key	key	ADJ
fbem-29138	20	18	path	path	NOUN
fbem-29138	20	19	to	to	PART
fbem-29138	20	20	solve	solve	VERB
fbem-29138	20	21	these	these	DET
fbem-29138	20	22	problems	problem	NOUN
fbem-29138	20	23	due	due	ADP
fbem-29138	20	24	to	to	ADP
fbem-29138	20	25	their	their	PRON
fbem-29138	20	26	powerful	powerful	ADJ
fbem-29138	20	27	data	datum	NOUN
fbem-29138	20	28	processing	processing	NOUN
fbem-29138	20	29	capabilities	capability	NOUN
fbem-29138	20	30	and	and	CCONJ
fbem-29138	20	31	adaptive	adaptive	ADJ
fbem-29138	20	32	algorithm	algorithm	NOUN
fbem-29138	20	33	advantages	advantage	NOUN
fbem-29138	20	34	.	.	PUNCT
fbem-29138	21	1	the	the	DET
fbem-29138	21	2	application	application	NOUN
fbem-29138	21	3	of	of	ADP
fbem-29138	21	4	artificial	artificial	ADJ
fbem-29138	21	5	intelligence	intelligence	NOUN
fbem-29138	21	6	technology	technology	NOUN
fbem-29138	21	7	in	in	ADP
fbem-29138	21	8	the	the	DET
fbem-29138	21	9	field	field	NOUN
fbem-29138	21	10	of	of	ADP
fbem-29138	21	11	economics	economic	NOUN
fbem-29138	21	12	and	and	CCONJ
fbem-29138	21	13	finance	finance	NOUN
fbem-29138	21	14	is	be	AUX
fbem-29138	21	15	not	not	PART
fbem-29138	21	16	only	only	ADV
fbem-29138	21	17	of	of	ADP
fbem-29138	21	18	great	great	ADJ
fbem-29138	21	19	significance	significance	NOUN
fbem-29138	21	20	at	at	ADP
fbem-29138	21	21	the	the	DET
fbem-29138	21	22	level	level	NOUN
fbem-29138	21	23	of	of	ADP
fbem-29138	21	24	theoretical	theoretical	ADJ
fbem-29138	21	25	research	research	NOUN
fbem-29138	21	26	,	,	PUNCT
fbem-29138	21	27	but	but	CCONJ
fbem-29138	21	28	also	also	ADV
fbem-29138	21	29	brings	bring	VERB
fbem-29138	21	30	a	a	DET
fbem-29138	21	31	new	new	ADJ
fbem-29138	21	32	toolbox	toolbox	NOUN
fbem-29138	21	33	for	for	ADP
fbem-29138	21	34	solving	solve	VERB
fbem-29138	21	35	practical	practical	ADJ
fbem-29138	21	36	problems	problem	NOUN
fbem-29138	21	37	.	.	PUNCT
fbem-29138	22	1	traditional	traditional	ADJ
fbem-29138	22	2	econometrics	econometric	NOUN
fbem-29138	22	3	takes	take	VERB
fbem-29138	22	4	causal	causal	ADJ
fbem-29138	22	5	inference	inference	NOUN
fbem-29138	22	6	as	as	ADP
fbem-29138	22	7	the	the	DET
fbem-29138	22	8	core	core	NOUN
fbem-29138	22	9	,	,	PUNCT
fbem-29138	22	10	emphasizing	emphasize	VERB
fbem-29138	22	11	the	the	DET
fbem-29138	22	12	transparency	transparency	NOUN
fbem-29138	22	13	of	of	ADP
fbem-29138	22	14	the	the	DET
fbem-29138	22	15	model	model	NOUN
fbem-29138	22	16	and	and	CCONJ
fbem-29138	22	17	the	the	DET
fbem-29138	22	18	consistency	consistency	NOUN
fbem-29138	22	19	of	of	ADP
fbem-29138	22	20	the	the	DET
fbem-29138	22	21	theory	theory	NOUN
fbem-29138	22	22	,	,	PUNCT
fbem-29138	22	23	but	but	CCONJ
fbem-29138	22	24	it	it	PRON
fbem-29138	22	25	has	have	VERB
fbem-29138	22	26	high	high	ADJ
fbem-29138	22	27	requirements	requirement	NOUN
fbem-29138	22	28	for	for	ADP
fbem-29138	22	29	data	datum	NOUN
fbem-29138	22	30	characteristics	characteristic	NOUN
fbem-29138	22	31	and	and	CCONJ
fbem-29138	22	32	model	model	NOUN
fbem-29138	22	33	settings	setting	NOUN
fbem-29138	22	34	,	,	PUNCT
fbem-29138	22	35	and	and	CCONJ
fbem-29138	22	36	is	be	AUX
fbem-29138	22	37	often	often	ADV
fbem-29138	22	38	unable	unable	ADJ
fbem-29138	22	39	to	to	PART
fbem-29138	22	40	deal	deal	VERB
fbem-29138	22	41	with	with	ADP
fbem-29138	22	42	practical	practical	ADJ
fbem-29138	22	43	problems	problem	NOUN
fbem-29138	22	44	.	.	PUNCT
fbem-29138	23	1	the	the	DET
fbem-29138	23	2	machine	machine	NOUN
fbem-29138	23	3	learning	learning	NOUN
fbem-29138	23	4	method	method	NOUN
fbem-29138	23	5	is	be	AUX
fbem-29138	23	6	data	data	NOUN
fbem-29138	23	7	-	-	PUNCT
fbem-29138	23	8	driven	drive	VERB
fbem-29138	23	9	,	,	PUNCT
fbem-29138	23	10	and	and	CCONJ
fbem-29138	23	11	through	through	ADP
fbem-29138	23	12	pattern	pattern	NOUN
fbem-29138	23	13	recognition	recognition	NOUN
fbem-29138	23	14	and	and	CCONJ
fbem-29138	23	15	algorithm	algorithm	NOUN
fbem-29138	23	16	optimization	optimization	NOUN
fbem-29138	23	17	,	,	PUNCT
fbem-29138	23	18	it	it	PRON
fbem-29138	23	19	weakens	weaken	VERB
fbem-29138	23	20	the	the	DET
fbem-29138	23	21	dependence	dependence	NOUN
fbem-29138	23	22	on	on	ADP
fbem-29138	23	23	theoretical	theoretical	ADJ
fbem-29138	23	24	assumptions	assumption	NOUN
fbem-29138	23	25	and	and	CCONJ
fbem-29138	23	26	is	be	AUX
fbem-29138	23	27	more	more	ADV
fbem-29138	23	28	adaptable	adaptable	ADJ
fbem-29138	23	29	to	to	ADP
fbem-29138	23	30	high	high	ADV
fbem-29138	23	31	-	-	PUNCT
fbem-29138	23	32	dimensional	dimensional	ADJ
fbem-29138	23	33	and	and	CCONJ
fbem-29138	23	34	complex	complex	ADJ
fbem-29138	23	35	data	datum	NOUN
fbem-29138	23	36	environments	environment	NOUN
fbem-29138	23	37	.	.	PUNCT
fbem-29138	24	1	at	at	ADP
fbem-29138	24	2	the	the	DET
fbem-29138	24	3	same	same	ADJ
fbem-29138	24	4	time	time	NOUN
fbem-29138	24	5	,	,	PUNCT
fbem-29138	24	6	machine	machine	NOUN
fbem-29138	24	7	learning	learning	NOUN
fbem-29138	24	8	methods	method	NOUN
fbem-29138	24	9	are	be	AUX
fbem-29138	24	10	not	not	PART
fbem-29138	24	11	limited	limit	VERB
fbem-29138	24	12	to	to	ADP
fbem-29138	24	13	prediction	prediction	NOUN
fbem-29138	24	14	,	,	PUNCT
fbem-29138	24	15	and	and	CCONJ
fbem-29138	24	16	their	their	PRON
fbem-29138	24	17	potential	potential	NOUN
fbem-29138	24	18	in	in	ADP
fbem-29138	24	19	causal	causal	ADJ
fbem-29138	24	20	inference	inference	NOUN
fbem-29138	24	21	and	and	CCONJ
fbem-29138	24	22	unstructured	unstructured	ADJ
fbem-29138	24	23	data	datum	NOUN
fbem-29138	24	24	analysis	analysis	NOUN
fbem-29138	24	25	is	be	AUX
fbem-29138	24	26	gradually	gradually	ADV
fbem-29138	24	27	emerging	emerge	VERB
fbem-29138	24	28	,	,	PUNCT
fbem-29138	24	29	breaking	break	VERB
fbem-29138	24	30	through	through	ADP
fbem-29138	24	31	many	many	ADJ
fbem-29138	24	32	limitations	limitation	NOUN
fbem-29138	24	33	of	of	ADP
fbem-29138	24	34	traditional	traditional	ADJ
fbem-29138	24	35	research	research	NOUN
fbem-29138	24	36	paradigms	paradigm	NOUN
fbem-29138	24	37	.	.	PUNCT
fbem-29138	25	1	in	in	ADP
fbem-29138	25	2	the	the	DET
fbem-29138	25	3	field	field	NOUN
fbem-29138	25	4	of	of	ADP
fbem-29138	25	5	economics	economic	NOUN
fbem-29138	25	6	and	and	CCONJ
fbem-29138	25	7	finance	finance	NOUN
fbem-29138	25	8	,	,	PUNCT
fbem-29138	25	9	accurate	accurate	ADJ
fbem-29138	25	10	forecasting	forecast	VERB
fbem-29138	25	11	56	56	NUM
fbem-29138	25	12	and	and	CCONJ
fbem-29138	25	13	causal	causal	ADJ
fbem-29138	25	14	analysis	analysis	NOUN
fbem-29138	25	15	are	be	AUX
fbem-29138	25	16	at	at	ADP
fbem-29138	25	17	the	the	DET
fbem-29138	25	18	heart	heart	NOUN
fbem-29138	25	19	of	of	ADP
fbem-29138	25	20	decision	decision	NOUN
fbem-29138	25	21	-	-	PUNCT
fbem-29138	25	22	making	making	NOUN
fbem-29138	25	23	.	.	PUNCT
fbem-29138	26	1	the	the	DET
fbem-29138	26	2	development	development	NOUN
fbem-29138	26	3	of	of	ADP
fbem-29138	26	4	artificial	artificial	ADJ
fbem-29138	26	5	intelligence	intelligence	NOUN
fbem-29138	26	6	technology	technology	NOUN
fbem-29138	26	7	has	have	AUX
fbem-29138	26	8	enabled	enable	VERB
fbem-29138	26	9	researchers	researcher	NOUN
fbem-29138	26	10	to	to	PART
fbem-29138	26	11	interpret	interpret	VERB
fbem-29138	26	12	economic	economic	ADJ
fbem-29138	26	13	phenomena	phenomenon	NOUN
fbem-29138	26	14	from	from	ADP
fbem-29138	26	15	new	new	ADJ
fbem-29138	26	16	perspectives	perspective	NOUN
fbem-29138	26	17	using	use	VERB
fbem-29138	26	18	complex	complex	ADJ
fbem-29138	26	19	datasets	dataset	NOUN
fbem-29138	26	20	and	and	CCONJ
fbem-29138	26	21	advanced	advanced	ADJ
fbem-29138	26	22	algorithms	algorithm	NOUN
fbem-29138	26	23	.	.	PUNCT
fbem-29138	27	1	for	for	ADP
fbem-29138	27	2	example	example	NOUN
fbem-29138	27	3	,	,	PUNCT
fbem-29138	27	4	in	in	ADP
fbem-29138	27	5	macroeconomic	macroeconomic	ADJ
fbem-29138	27	6	forecasting	forecasting	NOUN
fbem-29138	27	7	,	,	PUNCT
fbem-29138	27	8	machine	machine	NOUN
fbem-29138	27	9	learning	learning	NOUN
fbem-29138	27	10	achieves	achieve	VERB
fbem-29138	27	11	more	more	ADV
fbem-29138	27	12	accurate	accurate	ADJ
fbem-29138	27	13	trend	trend	NOUN
fbem-29138	27	14	judgment	judgment	NOUN
fbem-29138	27	15	by	by	ADP
fbem-29138	27	16	integrating	integrate	VERB
fbem-29138	27	17	time	time	NOUN
fbem-29138	27	18	series	series	NOUN
fbem-29138	27	19	and	and	CCONJ
fbem-29138	27	20	high	high	ADJ
fbem-29138	27	21	-	-	PUNCT
fbem-29138	27	22	dimensional	dimensional	ADJ
fbem-29138	27	23	data	datum	NOUN
fbem-29138	27	24	.	.	PUNCT
fbem-29138	28	1	in	in	ADP
fbem-29138	28	2	financial	financial	ADJ
fbem-29138	28	3	asset	asset	NOUN
fbem-29138	28	4	pricing	pricing	NOUN
fbem-29138	28	5	and	and	CCONJ
fbem-29138	28	6	risk	risk	NOUN
fbem-29138	28	7	management	management	NOUN
fbem-29138	28	8	,	,	PUNCT
fbem-29138	28	9	deep	deep	ADJ
fbem-29138	28	10	learning	learning	NOUN
fbem-29138	28	11	models	model	NOUN
fbem-29138	28	12	provide	provide	VERB
fbem-29138	28	13	innovative	innovative	ADJ
fbem-29138	28	14	solutions	solution	NOUN
fbem-29138	28	15	for	for	ADP
fbem-29138	28	16	yield	yield	NOUN
fbem-29138	28	17	prediction	prediction	NOUN
fbem-29138	28	18	and	and	CCONJ
fbem-29138	28	19	risk	risk	NOUN
fbem-29138	28	20	control	control	NOUN
fbem-29138	28	21	.	.	PUNCT
fbem-29138	29	1	in	in	ADP
fbem-29138	29	2	addition	addition	NOUN
fbem-29138	29	3	,	,	PUNCT
fbem-29138	29	4	the	the	DET
fbem-29138	29	5	analysis	analysis	NOUN
fbem-29138	29	6	of	of	ADP
fbem-29138	29	7	non	non	ADJ
fbem-29138	29	8	-	-	ADJ
fbem-29138	29	9	traditional	traditional	ADJ
fbem-29138	29	10	data	datum	NOUN
fbem-29138	29	11	(	(	PUNCT
fbem-29138	29	12	such	such	ADJ
fbem-29138	29	13	as	as	ADP
fbem-29138	29	14	text	text	NOUN
fbem-29138	29	15	,	,	PUNCT
fbem-29138	29	16	images	image	NOUN
fbem-29138	29	17	,	,	PUNCT
fbem-29138	29	18	and	and	CCONJ
fbem-29138	29	19	speech	speech	NOUN
fbem-29138	29	20	)	)	PUNCT
fbem-29138	29	21	also	also	ADV
fbem-29138	29	22	shows	show	VERB
fbem-29138	29	23	great	great	ADJ
fbem-29138	29	24	potential	potential	NOUN
fbem-29138	29	25	,	,	PUNCT
fbem-29138	29	26	and	and	CCONJ
fbem-29138	29	27	through	through	ADP
fbem-29138	29	28	natural	natural	ADJ
fbem-29138	29	29	language	language	NOUN
fbem-29138	29	30	processing	processing	NOUN
fbem-29138	29	31	(	(	PUNCT
fbem-29138	29	32	nlp	nlp	NOUN
fbem-29138	29	33	)	)	PUNCT
fbem-29138	29	34	and	and	CCONJ
fbem-29138	29	35	computer	computer	NOUN
fbem-29138	29	36	vision	vision	NOUN
fbem-29138	29	37	(	(	PUNCT
fbem-29138	29	38	cv	cv	NOUN
fbem-29138	29	39	)	)	PUNCT
fbem-29138	29	40	technologies	technology	NOUN
fbem-29138	29	41	,	,	PUNCT
fbem-29138	29	42	researchers	researcher	NOUN
fbem-29138	29	43	can	can	AUX
fbem-29138	29	44	capture	capture	VERB
fbem-29138	29	45	market	market	NOUN
fbem-29138	29	46	sentiment	sentiment	NOUN
fbem-29138	29	47	and	and	CCONJ
fbem-29138	29	48	policy	policy	NOUN
fbem-29138	29	49	trends	trend	NOUN
fbem-29138	29	50	more	more	ADV
fbem-29138	29	51	comprehensively	comprehensively	ADV
fbem-29138	29	52	,	,	PUNCT
fbem-29138	29	53	providing	provide	VERB
fbem-29138	29	54	deeper	deep	ADJ
fbem-29138	29	55	insights	insight	NOUN
fbem-29138	29	56	into	into	ADP
fbem-29138	29	57	financial	financial	ADJ
fbem-29138	29	58	markets	market	NOUN
fbem-29138	29	59	.	.	PUNCT
fbem-29138	30	1	this	this	DET
fbem-29138	30	2	study	study	NOUN
fbem-29138	30	3	aims	aim	VERB
fbem-29138	30	4	to	to	PART
fbem-29138	30	5	systematically	systematically	ADV
fbem-29138	30	6	explore	explore	VERB
fbem-29138	30	7	the	the	DET
fbem-29138	30	8	application	application	NOUN
fbem-29138	30	9	potential	potential	NOUN
fbem-29138	30	10	of	of	ADP
fbem-29138	30	11	artificial	artificial	ADJ
fbem-29138	30	12	intelligence	intelligence	NOUN
fbem-29138	30	13	technology	technology	NOUN
fbem-29138	30	14	in	in	ADP
fbem-29138	30	15	the	the	DET
fbem-29138	30	16	field	field	NOUN
fbem-29138	30	17	of	of	ADP
fbem-29138	30	18	economics	economic	NOUN
fbem-29138	30	19	and	and	CCONJ
fbem-29138	30	20	finance	finance	NOUN
fbem-29138	30	21	,	,	PUNCT
fbem-29138	30	22	especially	especially	ADV
fbem-29138	30	23	how	how	SCONJ
fbem-29138	30	24	machine	machine	NOUN
fbem-29138	30	25	learning	learning	NOUN
fbem-29138	30	26	methods	method	NOUN
fbem-29138	30	27	can	can	AUX
fbem-29138	30	28	achieve	achieve	VERB
fbem-29138	30	29	breakthroughs	breakthrough	NOUN
fbem-29138	30	30	in	in	ADP
fbem-29138	30	31	high	high	ADJ
fbem-29138	30	32	-	-	PUNCT
fbem-29138	30	33	dimensional	dimensional	ADJ
fbem-29138	30	34	data	datum	NOUN
fbem-29138	30	35	processing	processing	NOUN
fbem-29138	30	36	,	,	PUNCT
fbem-29138	30	37	causal	causal	ADJ
fbem-29138	30	38	inference	inference	NOUN
fbem-29138	30	39	,	,	PUNCT
fbem-29138	30	40	and	and	CCONJ
fbem-29138	30	41	predictive	predictive	ADJ
fbem-29138	30	42	analysis	analysis	NOUN
fbem-29138	30	43	.	.	PUNCT
fbem-29138	31	1	by	by	ADP
fbem-29138	31	2	comparing	compare	VERB
fbem-29138	31	3	the	the	DET
fbem-29138	31	4	research	research	NOUN
fbem-29138	31	5	paradigms	paradigm	NOUN
fbem-29138	31	6	and	and	CCONJ
fbem-29138	31	7	methodologies	methodology	NOUN
fbem-29138	31	8	of	of	ADP
fbem-29138	31	9	machine	machine	NOUN
fbem-29138	31	10	learning	learning	NOUN
fbem-29138	31	11	and	and	CCONJ
fbem-29138	31	12	traditional	traditional	ADJ
fbem-29138	31	13	econometrics	econometric	NOUN
fbem-29138	31	14	,	,	PUNCT
fbem-29138	31	15	this	this	DET
fbem-29138	31	16	study	study	NOUN
fbem-29138	31	17	hopes	hope	VERB
fbem-29138	31	18	to	to	PART
fbem-29138	31	19	provide	provide	VERB
fbem-29138	31	20	a	a	DET
fbem-29138	31	21	theoretical	theoretical	ADJ
fbem-29138	31	22	deepening	deepening	NOUN
fbem-29138	31	23	understanding	understanding	NOUN
fbem-29138	31	24	for	for	ADP
fbem-29138	31	25	the	the	DET
fbem-29138	31	26	academic	academic	ADJ
fbem-29138	31	27	community	community	NOUN
fbem-29138	31	28	and	and	CCONJ
fbem-29138	31	29	practical	practical	ADJ
fbem-29138	31	30	tools	tool	NOUN
fbem-29138	31	31	and	and	CCONJ
fbem-29138	31	32	strategies	strategy	NOUN
fbem-29138	31	33	for	for	ADP
fbem-29138	31	34	practitioners	practitioner	NOUN
fbem-29138	31	35	.	.	PUNCT
fbem-29138	32	1	at	at	ADP
fbem-29138	32	2	the	the	DET
fbem-29138	32	3	same	same	ADJ
fbem-29138	32	4	time	time	NOUN
fbem-29138	32	5	,	,	PUNCT
fbem-29138	32	6	this	this	DET
fbem-29138	32	7	paper	paper	NOUN
fbem-29138	32	8	will	will	AUX
fbem-29138	32	9	analyze	analyze	VERB
fbem-29138	32	10	the	the	DET
fbem-29138	32	11	current	current	ADJ
fbem-29138	32	12	challenges	challenge	NOUN
fbem-29138	32	13	faced	face	VERB
fbem-29138	32	14	by	by	ADP
fbem-29138	32	15	the	the	DET
fbem-29138	32	16	application	application	NOUN
fbem-29138	32	17	of	of	ADP
fbem-29138	32	18	artificial	artificial	ADJ
fbem-29138	32	19	intelligence	intelligence	NOUN
fbem-29138	32	20	technology	technology	NOUN
fbem-29138	32	21	in	in	ADP
fbem-29138	32	22	the	the	DET
fbem-29138	32	23	field	field	NOUN
fbem-29138	32	24	of	of	ADP
fbem-29138	32	25	economics	economic	NOUN
fbem-29138	32	26	and	and	CCONJ
fbem-29138	32	27	finance	finance	NOUN
fbem-29138	32	28	,	,	PUNCT
fbem-29138	32	29	such	such	ADJ
fbem-29138	32	30	as	as	ADP
fbem-29138	32	31	the	the	DET
fbem-29138	32	32	lack	lack	NOUN
fbem-29138	32	33	of	of	ADP
fbem-29138	32	34	model	model	NOUN
fbem-29138	32	35	transparency	transparency	NOUN
fbem-29138	32	36	,	,	PUNCT
fbem-29138	32	37	the	the	DET
fbem-29138	32	38	difficulty	difficulty	NOUN
fbem-29138	32	39	of	of	ADP
fbem-29138	32	40	modeling	model	VERB
fbem-29138	32	41	small	small	ADJ
fbem-29138	32	42	sample	sample	NOUN
fbem-29138	32	43	data	datum	NOUN
fbem-29138	32	44	,	,	PUNCT
fbem-29138	32	45	and	and	CCONJ
fbem-29138	32	46	data	datum	NOUN
fbem-29138	32	47	privacy	privacy	NOUN
fbem-29138	32	48	protection	protection	NOUN
fbem-29138	32	49	,	,	PUNCT
fbem-29138	32	50	and	and	CCONJ
fbem-29138	32	51	put	put	VERB
fbem-29138	32	52	forward	forward	ADV
fbem-29138	32	53	potential	potential	ADJ
fbem-29138	32	54	solutions	solution	NOUN
fbem-29138	32	55	to	to	PART
fbem-29138	32	56	provide	provide	VERB
fbem-29138	32	57	enlightenment	enlightenment	NOUN
fbem-29138	32	58	for	for	ADP
fbem-29138	32	59	future	future	ADJ
fbem-29138	32	60	research	research	NOUN
fbem-29138	32	61	and	and	CCONJ
fbem-29138	32	62	practice	practice	NOUN
fbem-29138	32	63	.	.	PUNCT
fbem-29138	33	1	2	2	X
fbem-29138	33	2	.	.	X
fbem-29138	33	3	machine	machine	NOUN
fbem-29138	33	4	learning	learning	NOUN
fbem-29138	33	5	vs.	vs.	ADP
fbem-29138	33	6	traditional	traditional	ADJ
fbem-29138	33	7	econometrics	econometrics	NOUN
fbem-29138	33	8	machine	machine	NOUN
fbem-29138	33	9	learning	learning	NOUN
fbem-29138	33	10	and	and	CCONJ
fbem-29138	33	11	traditional	traditional	ADJ
fbem-29138	33	12	econometrics	econometric	NOUN
fbem-29138	33	13	,	,	PUNCT
fbem-29138	33	14	as	as	ADP
fbem-29138	33	15	two	two	NUM
fbem-29138	33	16	important	important	ADJ
fbem-29138	33	17	methods	method	NOUN
fbem-29138	33	18	in	in	ADP
fbem-29138	33	19	economic	economic	ADJ
fbem-29138	33	20	and	and	CCONJ
fbem-29138	33	21	financial	financial	ADJ
fbem-29138	33	22	research	research	NOUN
fbem-29138	33	23	,	,	PUNCT
fbem-29138	33	24	have	have	VERB
fbem-29138	33	25	their	their	PRON
fbem-29138	33	26	own	own	ADJ
fbem-29138	33	27	unique	unique	ADJ
fbem-29138	33	28	research	research	NOUN
fbem-29138	33	29	paradigms	paradigm	NOUN
fbem-29138	33	30	and	and	CCONJ
fbem-29138	33	31	methodological	methodological	ADJ
fbem-29138	33	32	logic	logic	NOUN
fbem-29138	33	33	,	,	PUNCT
fbem-29138	33	34	and	and	CCONJ
fbem-29138	33	35	there	there	PRON
fbem-29138	33	36	are	be	VERB
fbem-29138	33	37	significant	significant	ADJ
fbem-29138	33	38	differences	difference	NOUN
fbem-29138	33	39	between	between	ADP
fbem-29138	33	40	them	they	PRON
fbem-29138	33	41	in	in	ADP
fbem-29138	33	42	terms	term	NOUN
fbem-29138	33	43	of	of	ADP
fbem-29138	33	44	theoretical	theoretical	ADJ
fbem-29138	33	45	basis	basis	NOUN
fbem-29138	33	46	,	,	PUNCT
fbem-29138	33	47	goal	goal	NOUN
fbem-29138	33	48	orientation	orientation	NOUN
fbem-29138	33	49	,	,	PUNCT
fbem-29138	33	50	data	datum	NOUN
fbem-29138	33	51	processing	processing	NOUN
fbem-29138	33	52	methods	method	NOUN
fbem-29138	33	53	,	,	PUNCT
fbem-29138	33	54	and	and	CCONJ
fbem-29138	33	55	hypothesis	hypothesis	NOUN
fbem-29138	33	56	setting	set	VERB
fbem-29138	33	57	.	.	PUNCT
fbem-29138	34	1	these	these	DET
fbem-29138	34	2	differences	difference	NOUN
fbem-29138	34	3	not	not	PART
fbem-29138	34	4	only	only	ADV
fbem-29138	34	5	reflect	reflect	VERB
fbem-29138	34	6	the	the	DET
fbem-29138	34	7	diversity	diversity	NOUN
fbem-29138	34	8	of	of	ADP
fbem-29138	34	9	technological	technological	ADJ
fbem-29138	34	10	developments	development	NOUN
fbem-29138	34	11	,	,	PUNCT
fbem-29138	34	12	but	but	CCONJ
fbem-29138	34	13	also	also	ADV
fbem-29138	34	14	reveal	reveal	VERB
fbem-29138	34	15	their	their	PRON
fbem-29138	34	16	advantages	advantage	NOUN
fbem-29138	34	17	and	and	CCONJ
fbem-29138	34	18	limitations	limitation	NOUN
fbem-29138	34	19	in	in	ADP
fbem-29138	34	20	different	different	ADJ
fbem-29138	34	21	application	application	NOUN
fbem-29138	34	22	scenarios	scenario	NOUN
fbem-29138	34	23	.	.	PUNCT
fbem-29138	35	1	the	the	DET
fbem-29138	35	2	core	core	ADJ
fbem-29138	35	3	feature	feature	NOUN
fbem-29138	35	4	of	of	ADP
fbem-29138	35	5	machine	machine	NOUN
fbem-29138	35	6	learning	learning	NOUN
fbem-29138	35	7	lies	lie	VERB
fbem-29138	35	8	in	in	ADP
fbem-29138	35	9	its	its	PRON
fbem-29138	35	10	data	data	NOUN
fbem-29138	35	11	-	-	PUNCT
fbem-29138	35	12	driven	drive	VERB
fbem-29138	35	13	research	research	NOUN
fbem-29138	35	14	paradigm	paradigm	NOUN
fbem-29138	35	15	,	,	PUNCT
fbem-29138	35	16	which	which	PRON
fbem-29138	35	17	emphasizes	emphasize	VERB
fbem-29138	35	18	discovering	discover	VERB
fbem-29138	35	19	patterns	pattern	NOUN
fbem-29138	35	20	from	from	ADP
fbem-29138	35	21	data	datum	NOUN
fbem-29138	35	22	through	through	ADP
fbem-29138	35	23	inductive	inductive	ADJ
fbem-29138	35	24	reasoning	reasoning	NOUN
fbem-29138	35	25	[	[	X
fbem-29138	35	26	3	3	NUM
fbem-29138	35	27	]	]	PUNCT
fbem-29138	35	28	.	.	PUNCT
fbem-29138	36	1	this	this	DET
fbem-29138	36	2	method	method	NOUN
fbem-29138	36	3	weakens	weaken	VERB
fbem-29138	36	4	the	the	DET
fbem-29138	36	5	assumptions	assumption	NOUN
fbem-29138	36	6	of	of	ADP
fbem-29138	36	7	traditional	traditional	ADJ
fbem-29138	36	8	theoretical	theoretical	ADJ
fbem-29138	36	9	models	model	NOUN
fbem-29138	36	10	and	and	CCONJ
fbem-29138	36	11	relies	rely	VERB
fbem-29138	36	12	more	more	ADJ
fbem-29138	36	13	on	on	ADP
fbem-29138	36	14	the	the	DET
fbem-29138	36	15	optimization	optimization	NOUN
fbem-29138	36	16	and	and	CCONJ
fbem-29138	36	17	pattern	pattern	NOUN
fbem-29138	36	18	recognition	recognition	NOUN
fbem-29138	36	19	capabilities	capability	NOUN
fbem-29138	36	20	of	of	ADP
fbem-29138	36	21	algorithms	algorithm	NOUN
fbem-29138	36	22	,	,	PUNCT
fbem-29138	36	23	enabling	enable	VERB
fbem-29138	36	24	it	it	PRON
fbem-29138	36	25	to	to	PART
fbem-29138	36	26	efficiently	efficiently	ADV
fbem-29138	36	27	process	process	VERB
fbem-29138	36	28	high	high	ADV
fbem-29138	36	29	-	-	PUNCT
fbem-29138	36	30	dimensional	dimensional	ADJ
fbem-29138	36	31	,	,	PUNCT
fbem-29138	36	32	nonlinear	nonlinear	ADJ
fbem-29138	36	33	and	and	CCONJ
fbem-29138	36	34	unstructured	unstructured	ADJ
fbem-29138	36	35	data	datum	NOUN
fbem-29138	36	36	.	.	PUNCT
fbem-29138	37	1	in	in	ADP
fbem-29138	37	2	the	the	DET
fbem-29138	37	3	field	field	NOUN
fbem-29138	37	4	of	of	ADP
fbem-29138	37	5	economics	economic	NOUN
fbem-29138	37	6	and	and	CCONJ
fbem-29138	37	7	finance	finance	NOUN
fbem-29138	37	8	,	,	PUNCT
fbem-29138	37	9	the	the	DET
fbem-29138	37	10	goal	goal	NOUN
fbem-29138	37	11	of	of	ADP
fbem-29138	37	12	machine	machine	NOUN
fbem-29138	37	13	learning	learning	NOUN
fbem-29138	37	14	methods	method	NOUN
fbem-29138	37	15	is	be	AUX
fbem-29138	37	16	to	to	PART
fbem-29138	37	17	improve	improve	VERB
fbem-29138	37	18	the	the	DET
fbem-29138	37	19	prediction	prediction	NOUN
fbem-29138	37	20	accuracy	accuracy	NOUN
fbem-29138	37	21	and	and	CCONJ
fbem-29138	37	22	optimize	optimize	VERB
fbem-29138	37	23	the	the	DET
fbem-29138	37	24	generalization	generalization	NOUN
fbem-29138	37	25	ability	ability	NOUN
fbem-29138	37	26	of	of	ADP
fbem-29138	37	27	the	the	DET
fbem-29138	37	28	model	model	NOUN
fbem-29138	37	29	through	through	ADP
fbem-29138	37	30	regularization	regularization	NOUN
fbem-29138	37	31	,	,	PUNCT
fbem-29138	37	32	cross	cross	NOUN
fbem-29138	37	33	-	-	ADJ
fbem-29138	37	34	validation	validation	ADJ
fbem-29138	37	35	and	and	CCONJ
fbem-29138	37	36	other	other	ADJ
fbem-29138	37	37	technical	technical	ADJ
fbem-29138	37	38	means	mean	NOUN
fbem-29138	37	39	[	[	X
fbem-29138	37	40	4	4	NUM
fbem-29138	37	41	]	]	PUNCT
fbem-29138	37	42	.	.	PUNCT
fbem-29138	38	1	however	however	ADV
fbem-29138	38	2	,	,	PUNCT
fbem-29138	38	3	machine	machine	NOUN
fbem-29138	38	4	learning	learning	NOUN
fbem-29138	38	5	has	have	VERB
fbem-29138	38	6	relatively	relatively	ADV
fbem-29138	38	7	low	low	ADJ
fbem-29138	38	8	requirements	requirement	NOUN
fbem-29138	38	9	for	for	ADP
fbem-29138	38	10	model	model	NOUN
fbem-29138	38	11	interpretation	interpretation	NOUN
fbem-29138	38	12	,	,	PUNCT
fbem-29138	38	13	and	and	CCONJ
fbem-29138	38	14	its	its	PRON
fbem-29138	38	15	results	result	NOUN
fbem-29138	38	16	are	be	AUX
fbem-29138	38	17	usually	usually	ADV
fbem-29138	38	18	presented	present	VERB
fbem-29138	38	19	in	in	ADP
fbem-29138	38	20	the	the	DET
fbem-29138	38	21	form	form	NOUN
fbem-29138	38	22	of	of	ADP
fbem-29138	38	23	"	"	PUNCT
fbem-29138	38	24	black	black	ADJ
fbem-29138	38	25	boxes	box	NOUN
fbem-29138	38	26	"	"	PUNCT
fbem-29138	38	27	,	,	PUNCT
fbem-29138	38	28	which	which	PRON
fbem-29138	38	29	poses	pose	VERB
fbem-29138	38	30	a	a	DET
fbem-29138	38	31	challenge	challenge	NOUN
fbem-29138	38	32	to	to	ADP
fbem-29138	38	33	the	the	DET
fbem-29138	38	34	need	need	NOUN
fbem-29138	38	35	for	for	ADP
fbem-29138	38	36	theory	theory	NOUN
fbem-29138	38	37	verification	verification	NOUN
fbem-29138	38	38	and	and	CCONJ
fbem-29138	38	39	causal	causal	ADJ
fbem-29138	38	40	inference	inference	NOUN
fbem-29138	38	41	in	in	ADP
fbem-29138	38	42	economic	economic	ADJ
fbem-29138	38	43	and	and	CCONJ
fbem-29138	38	44	financial	financial	ADJ
fbem-29138	38	45	research	research	NOUN
fbem-29138	39	1	[	[	X
fbem-29138	39	2	5	5	NUM
fbem-29138	39	3	]	]	PUNCT
fbem-29138	39	4	.	.	PUNCT
fbem-29138	40	1	in	in	ADP
fbem-29138	40	2	contrast	contrast	NOUN
fbem-29138	40	3	,	,	PUNCT
fbem-29138	40	4	traditional	traditional	ADJ
fbem-29138	40	5	econometrics	econometric	NOUN
fbem-29138	40	6	is	be	AUX
fbem-29138	40	7	theory	theory	NOUN
fbem-29138	40	8	-	-	PUNCT
fbem-29138	40	9	driven	drive	VERB
fbem-29138	40	10	,	,	PUNCT
fbem-29138	40	11	and	and	CCONJ
fbem-29138	40	12	its	its	PRON
fbem-29138	40	13	core	core	NOUN
fbem-29138	40	14	is	be	AUX
fbem-29138	40	15	to	to	PART
fbem-29138	40	16	test	test	VERB
fbem-29138	40	17	economic	economic	ADJ
fbem-29138	40	18	hypotheses	hypothesis	NOUN
fbem-29138	40	19	through	through	ADP
fbem-29138	40	20	deductive	deductive	ADJ
fbem-29138	40	21	reasoning	reasoning	NOUN
fbem-29138	40	22	,	,	PUNCT
fbem-29138	40	23	emphasizing	emphasize	VERB
fbem-29138	40	24	model	model	NOUN
fbem-29138	40	25	transparency	transparency	NOUN
fbem-29138	40	26	and	and	CCONJ
fbem-29138	40	27	theoretical	theoretical	ADJ
fbem-29138	40	28	consistency	consistency	NOUN
fbem-29138	40	29	.	.	PUNCT
fbem-29138	41	1	this	this	DET
fbem-29138	41	2	approach	approach	NOUN
fbem-29138	41	3	focuses	focus	VERB
fbem-29138	41	4	on	on	ADP
fbem-29138	41	5	the	the	DET
fbem-29138	41	6	identification	identification	NOUN
fbem-29138	41	7	of	of	ADP
fbem-29138	41	8	causal	causal	ADJ
fbem-29138	41	9	relationships	relationship	NOUN
fbem-29138	41	10	between	between	ADP
fbem-29138	41	11	variables	variable	NOUN
fbem-29138	41	12	,	,	PUNCT
fbem-29138	41	13	and	and	CCONJ
fbem-29138	41	14	ensures	ensure	VERB
fbem-29138	41	15	the	the	DET
fbem-29138	41	16	interpretability	interpretability	NOUN
fbem-29138	41	17	and	and	CCONJ
fbem-29138	41	18	robustness	robustness	NOUN
fbem-29138	41	19	of	of	ADP
fbem-29138	41	20	the	the	DET
fbem-29138	41	21	model	model	NOUN
fbem-29138	41	22	through	through	ADP
fbem-29138	41	23	assumptions	assumption	NOUN
fbem-29138	41	24	(	(	PUNCT
fbem-29138	41	25	such	such	ADJ
fbem-29138	41	26	as	as	ADP
fbem-29138	41	27	variance	variance	NOUN
fbem-29138	41	28	,	,	PUNCT
fbem-29138	41	29	normality	normality	NOUN
fbem-29138	41	30	,	,	PUNCT
fbem-29138	41	31	etc	etc	X
fbem-29138	41	32	.	.	X
fbem-29138	41	33	)	)	PUNCT
fbem-29138	41	34	.	.	PUNCT
fbem-29138	42	1	however	however	ADV
fbem-29138	42	2	,	,	PUNCT
fbem-29138	42	3	traditional	traditional	ADJ
fbem-29138	42	4	econometrics	econometric	NOUN
fbem-29138	42	5	has	have	VERB
fbem-29138	42	6	certain	certain	ADJ
fbem-29138	42	7	limitations	limitation	NOUN
fbem-29138	42	8	when	when	SCONJ
fbem-29138	42	9	dealing	deal	VERB
fbem-29138	42	10	with	with	ADP
fbem-29138	42	11	high	high	ADV
fbem-29138	42	12	-	-	PUNCT
fbem-29138	42	13	dimensional	dimensional	ADJ
fbem-29138	42	14	,	,	PUNCT
fbem-29138	42	15	diverse	diverse	ADJ
fbem-29138	42	16	,	,	PUNCT
fbem-29138	42	17	and	and	CCONJ
fbem-29138	42	18	unstructured	unstructured	ADJ
fbem-29138	42	19	data	datum	NOUN
fbem-29138	42	20	due	due	ADP
fbem-29138	42	21	to	to	ADP
fbem-29138	42	22	its	its	PRON
fbem-29138	42	23	strong	strong	ADJ
fbem-29138	42	24	dependence	dependence	NOUN
fbem-29138	42	25	on	on	ADP
fbem-29138	42	26	data	datum	NOUN
fbem-29138	42	27	characteristics	characteristic	NOUN
fbem-29138	42	28	and	and	CCONJ
fbem-29138	42	29	model	model	NOUN
fbem-29138	42	30	settings	setting	NOUN
fbem-29138	42	31	.	.	PUNCT
fbem-29138	43	1	in	in	ADP
fbem-29138	43	2	addition	addition	NOUN
fbem-29138	43	3	,	,	PUNCT
fbem-29138	43	4	traditional	traditional	ADJ
fbem-29138	43	5	methods	method	NOUN
fbem-29138	43	6	often	often	ADV
fbem-29138	43	7	avoid	avoid	VERB
fbem-29138	43	8	the	the	DET
fbem-29138	43	9	highorder	highorder	NOUN
fbem-29138	43	10	complexity	complexity	NOUN
fbem-29138	43	11	of	of	ADP
fbem-29138	43	12	the	the	DET
fbem-29138	43	13	model	model	NOUN
fbem-29138	43	14	and	and	CCONJ
fbem-29138	43	15	the	the	DET
fbem-29138	43	16	challenge	challenge	NOUN
fbem-29138	43	17	of	of	ADP
fbem-29138	43	18	parameter	parameter	NOUN
fbem-29138	43	19	setting	set	VERB
fbem-29138	43	20	when	when	SCONJ
fbem-29138	43	21	dealing	deal	VERB
fbem-29138	43	22	with	with	ADP
fbem-29138	43	23	complex	complex	ADJ
fbem-29138	43	24	nonlinear	nonlinear	ADJ
fbem-29138	43	25	relationships	relationship	NOUN
fbem-29138	43	26	.	.	PUNCT
fbem-29138	44	1	at	at	ADP
fbem-29138	44	2	the	the	DET
fbem-29138	44	3	data	data	NOUN
fbem-29138	44	4	processing	processing	NOUN
fbem-29138	44	5	level	level	NOUN
fbem-29138	44	6	,	,	PUNCT
fbem-29138	44	7	the	the	DET
fbem-29138	44	8	differences	difference	NOUN
fbem-29138	44	9	between	between	ADP
fbem-29138	44	10	machine	machine	NOUN
fbem-29138	44	11	learning	learning	NOUN
fbem-29138	44	12	and	and	CCONJ
fbem-29138	44	13	econometrics	econometric	NOUN
fbem-29138	44	14	are	be	AUX
fbem-29138	44	15	particularly	particularly	ADV
fbem-29138	44	16	significant	significant	ADJ
fbem-29138	44	17	.	.	PUNCT
fbem-29138	45	1	machine	machine	NOUN
fbem-29138	45	2	learning	learning	NOUN
fbem-29138	45	3	enables	enable	VERB
fbem-29138	45	4	it	it	PRON
fbem-29138	45	5	to	to	PART
fbem-29138	45	6	run	run	VERB
fbem-29138	45	7	efficiently	efficiently	ADV
fbem-29138	45	8	in	in	ADP
fbem-29138	45	9	high	high	ADJ
fbem-29138	45	10	-	-	PUNCT
fbem-29138	45	11	dimensional	dimensional	ADJ
fbem-29138	45	12	data	datum	NOUN
fbem-29138	45	13	environments	environment	NOUN
fbem-29138	45	14	by	by	ADP
fbem-29138	45	15	automating	automate	VERB
fbem-29138	45	16	feature	feature	NOUN
fbem-29138	45	17	engineering	engineering	NOUN
fbem-29138	45	18	and	and	CCONJ
fbem-29138	45	19	adaptive	adaptive	ADJ
fbem-29138	45	20	tuning	tuning	NOUN
fbem-29138	45	21	of	of	ADP
fbem-29138	45	22	nonlinear	nonlinear	ADJ
fbem-29138	45	23	algorithms	algorithm	NOUN
fbem-29138	45	24	.	.	PUNCT
fbem-29138	46	1	for	for	ADP
fbem-29138	46	2	example	example	NOUN
fbem-29138	46	3	,	,	PUNCT
fbem-29138	46	4	deep	deep	ADJ
fbem-29138	46	5	learning	learning	NOUN
fbem-29138	46	6	models	model	NOUN
fbem-29138	46	7	can	can	AUX
fbem-29138	46	8	automatically	automatically	ADV
fbem-29138	46	9	extract	extract	VERB
fbem-29138	46	10	multi	multi	ADJ
fbem-29138	46	11	-	-	ADJ
fbem-29138	46	12	level	level	ADJ
fbem-29138	46	13	features	feature	NOUN
fbem-29138	46	14	to	to	PART
fbem-29138	46	15	provide	provide	VERB
fbem-29138	46	16	more	more	ADV
fbem-29138	46	17	detailed	detailed	ADJ
fbem-29138	46	18	explanations	explanation	NOUN
fbem-29138	46	19	for	for	ADP
fbem-29138	46	20	economic	economic	ADJ
fbem-29138	46	21	and	and	CCONJ
fbem-29138	46	22	financial	financial	ADJ
fbem-29138	46	23	problems	problem	NOUN
fbem-29138	46	24	.	.	PUNCT
fbem-29138	47	1	on	on	ADP
fbem-29138	47	2	the	the	DET
fbem-29138	47	3	other	other	ADJ
fbem-29138	47	4	hand	hand	NOUN
fbem-29138	47	5	,	,	PUNCT
fbem-29138	47	6	econometric	econometric	ADJ
fbem-29138	47	7	methods	method	NOUN
fbem-29138	47	8	rely	rely	VERB
fbem-29138	47	9	on	on	ADP
fbem-29138	47	10	the	the	DET
fbem-29138	47	11	manual	manual	ADJ
fbem-29138	47	12	selection	selection	NOUN
fbem-29138	47	13	and	and	CCONJ
fbem-29138	47	14	setting	setting	NOUN
fbem-29138	47	15	of	of	ADP
fbem-29138	47	16	variables	variable	NOUN
fbem-29138	47	17	,	,	PUNCT
fbem-29138	47	18	and	and	CCONJ
fbem-29138	47	19	the	the	DET
fbem-29138	47	20	model	model	NOUN
fbem-29138	47	21	has	have	VERB
fbem-29138	47	22	strong	strong	ADJ
fbem-29138	47	23	dependence	dependence	NOUN
fbem-29138	47	24	on	on	ADP
fbem-29138	47	25	data	datum	NOUN
fbem-29138	47	26	and	and	CCONJ
fbem-29138	47	27	assumptions	assumption	NOUN
fbem-29138	47	28	,	,	PUNCT
fbem-29138	47	29	especially	especially	ADV
fbem-29138	47	30	when	when	SCONJ
fbem-29138	47	31	dealing	deal	VERB
fbem-29138	47	32	with	with	ADP
fbem-29138	47	33	complex	complex	ADJ
fbem-29138	47	34	unstructured	unstructured	ADJ
fbem-29138	47	35	data	datum	NOUN
fbem-29138	47	36	(	(	PUNCT
fbem-29138	47	37	such	such	ADJ
fbem-29138	47	38	as	as	ADP
fbem-29138	47	39	text	text	NOUN
fbem-29138	47	40	,	,	PUNCT
fbem-29138	47	41	images	image	NOUN
fbem-29138	47	42	,	,	PUNCT
fbem-29138	47	43	etc	etc	X
fbem-29138	47	44	.	.	X
fbem-29138	47	45	)	)	PUNCT
fbem-29138	47	46	.	.	PUNCT
fbem-29138	48	1	although	although	SCONJ
fbem-29138	48	2	machine	machine	NOUN
fbem-29138	48	3	learning	learning	NOUN
fbem-29138	48	4	methods	method	NOUN
fbem-29138	48	5	have	have	VERB
fbem-29138	48	6	significant	significant	ADJ
fbem-29138	48	7	advantages	advantage	NOUN
fbem-29138	48	8	in	in	ADP
fbem-29138	48	9	data	data	NOUN
fbem-29138	48	10	processing	processing	NOUN
fbem-29138	48	11	and	and	CCONJ
fbem-29138	48	12	prediction	prediction	NOUN
fbem-29138	48	13	accuracy	accuracy	NOUN
fbem-29138	48	14	,	,	PUNCT
fbem-29138	48	15	their	their	PRON
fbem-29138	48	16	support	support	NOUN
fbem-29138	48	17	for	for	ADP
fbem-29138	48	18	causal	causal	ADJ
fbem-29138	48	19	inference	inference	NOUN
fbem-29138	48	20	is	be	AUX
fbem-29138	48	21	relatively	relatively	ADV
fbem-29138	48	22	weak	weak	ADJ
fbem-29138	48	23	.	.	PUNCT
fbem-29138	49	1	econometrics	econometric	NOUN
fbem-29138	49	2	has	have	AUX
fbem-29138	49	3	accumulated	accumulate	VERB
fbem-29138	49	4	a	a	DET
fbem-29138	49	5	wealth	wealth	NOUN
fbem-29138	49	6	of	of	ADP
fbem-29138	49	7	theoretical	theoretical	ADJ
fbem-29138	49	8	methods	method	NOUN
fbem-29138	49	9	in	in	ADP
fbem-29138	49	10	causal	causal	ADJ
fbem-29138	49	11	inference	inference	NOUN
fbem-29138	49	12	,	,	PUNCT
fbem-29138	49	13	such	such	ADJ
fbem-29138	49	14	as	as	ADP
fbem-29138	49	15	rigorous	rigorous	ADJ
fbem-29138	49	16	analysis	analysis	NOUN
fbem-29138	49	17	of	of	ADP
fbem-29138	49	18	causal	causal	ADJ
fbem-29138	49	19	relationships	relationship	NOUN
fbem-29138	49	20	through	through	ADP
fbem-29138	49	21	structured	structured	ADJ
fbem-29138	49	22	models	model	NOUN
fbem-29138	49	23	and	and	CCONJ
fbem-29138	49	24	instrumental	instrumental	ADJ
fbem-29138	49	25	variable	variable	ADJ
fbem-29138	49	26	techniques	technique	NOUN
fbem-29138	49	27	.	.	PUNCT
fbem-29138	50	1	however	however	ADV
fbem-29138	50	2	,	,	PUNCT
fbem-29138	50	3	in	in	ADP
fbem-29138	50	4	recent	recent	ADJ
fbem-29138	50	5	years	year	NOUN
fbem-29138	50	6	,	,	PUNCT
fbem-29138	50	7	machine	machine	NOUN
fbem-29138	50	8	learning	learning	NOUN
fbem-29138	50	9	methods	method	NOUN
fbem-29138	50	10	have	have	AUX
fbem-29138	50	11	also	also	ADV
fbem-29138	50	12	shown	show	VERB
fbem-29138	50	13	some	some	DET
fbem-29138	50	14	potential	potential	NOUN
fbem-29138	50	15	for	for	ADP
fbem-29138	50	16	innovation	innovation	NOUN
fbem-29138	50	17	in	in	ADP
fbem-29138	50	18	the	the	DET
fbem-29138	50	19	field	field	NOUN
fbem-29138	50	20	of	of	ADP
fbem-29138	50	21	causal	causal	ADJ
fbem-29138	50	22	inference	inference	NOUN
fbem-29138	50	23	,	,	PUNCT
fbem-29138	50	24	such	such	ADJ
fbem-29138	50	25	as	as	ADP
fbem-29138	50	26	the	the	DET
fbem-29138	50	27	use	use	NOUN
fbem-29138	50	28	of	of	ADP
fbem-29138	50	29	random	random	ADJ
fbem-29138	50	30	forest	forest	NOUN
fbem-29138	50	31	,	,	PUNCT
fbem-29138	50	32	deep	deep	ADJ
fbem-29138	50	33	learning	learning	NOUN
fbem-29138	50	34	and	and	CCONJ
fbem-29138	50	35	other	other	ADJ
fbem-29138	50	36	methods	method	NOUN
fbem-29138	50	37	to	to	PART
fbem-29138	50	38	optimize	optimize	VERB
fbem-29138	50	39	the	the	DET
fbem-29138	50	40	selection	selection	NOUN
fbem-29138	50	41	of	of	ADP
fbem-29138	50	42	control	control	NOUN
fbem-29138	50	43	variables	variable	NOUN
fbem-29138	50	44	and	and	CCONJ
fbem-29138	50	45	the	the	DET
fbem-29138	50	46	analysis	analysis	NOUN
fbem-29138	50	47	of	of	ADP
fbem-29138	50	48	nonlinear	nonlinear	ADJ
fbem-29138	50	49	causality	causality	NOUN
fbem-29138	50	50	.	.	PUNCT
fbem-29138	51	1	in	in	ADP
fbem-29138	51	2	addition	addition	NOUN
fbem-29138	51	3	,	,	PUNCT
fbem-29138	51	4	counterfactual	counterfactual	ADJ
fbem-29138	51	5	analysis	analysis	NOUN
fbem-29138	51	6	,	,	PUNCT
fbem-29138	51	7	as	as	ADP
fbem-29138	51	8	an	an	DET
fbem-29138	51	9	important	important	ADJ
fbem-29138	51	10	extension	extension	NOUN
fbem-29138	51	11	of	of	ADP
fbem-29138	51	12	machine	machine	NOUN
fbem-29138	51	13	learning	learning	NOUN
fbem-29138	51	14	,	,	PUNCT
fbem-29138	51	15	provides	provide	VERB
fbem-29138	51	16	a	a	DET
fbem-29138	51	17	flexible	flexible	ADJ
fbem-29138	51	18	and	and	CCONJ
fbem-29138	51	19	powerful	powerful	ADJ
fbem-29138	51	20	tool	tool	NOUN
fbem-29138	51	21	for	for	ADP
fbem-29138	51	22	policy	policy	NOUN
fbem-29138	51	23	evaluation	evaluation	NOUN
fbem-29138	51	24	and	and	CCONJ
fbem-29138	51	25	effect	effect	VERB
fbem-29138	51	26	analysis	analysis	NOUN
fbem-29138	51	27	of	of	ADP
fbem-29138	51	28	complex	complex	ADJ
fbem-29138	51	29	economic	economic	ADJ
fbem-29138	51	30	systems	system	NOUN
fbem-29138	51	31	.	.	PUNCT
fbem-29138	52	1	in	in	ADP
fbem-29138	52	2	summary	summary	NOUN
fbem-29138	52	3	,	,	PUNCT
fbem-29138	52	4	the	the	DET
fbem-29138	52	5	differences	difference	NOUN
fbem-29138	52	6	between	between	ADP
fbem-29138	52	7	machine	machine	NOUN
fbem-29138	52	8	learning	learning	NOUN
fbem-29138	52	9	and	and	CCONJ
fbem-29138	52	10	traditional	traditional	ADJ
fbem-29138	52	11	econometrics	econometric	NOUN
fbem-29138	52	12	in	in	ADP
fbem-29138	52	13	terms	term	NOUN
fbem-29138	52	14	of	of	ADP
fbem-29138	52	15	research	research	NOUN
fbem-29138	52	16	paradigms	paradigm	NOUN
fbem-29138	52	17	,	,	PUNCT
fbem-29138	52	18	goal	goal	NOUN
fbem-29138	52	19	orientation	orientation	NOUN
fbem-29138	52	20	,	,	PUNCT
fbem-29138	52	21	and	and	CCONJ
fbem-29138	52	22	data	datum	NOUN
fbem-29138	52	23	processing	processing	NOUN
fbem-29138	52	24	methods	method	NOUN
fbem-29138	52	25	make	make	VERB
fbem-29138	52	26	them	they	PRON
fbem-29138	52	27	have	have	VERB
fbem-29138	52	28	their	their	PRON
fbem-29138	52	29	own	own	ADJ
fbem-29138	52	30	unique	unique	ADJ
fbem-29138	52	31	application	application	NOUN
fbem-29138	52	32	scenarios	scenario	NOUN
fbem-29138	52	33	in	in	ADP
fbem-29138	52	34	economic	economic	ADJ
fbem-29138	52	35	and	and	CCONJ
fbem-29138	52	36	financial	financial	ADJ
fbem-29138	52	37	research	research	NOUN
fbem-29138	52	38	.	.	PUNCT
fbem-29138	53	1	econometrics	econometric	NOUN
fbem-29138	53	2	has	have	VERB
fbem-29138	53	3	irreplaceable	irreplaceable	ADJ
fbem-29138	53	4	value	value	NOUN
fbem-29138	53	5	in	in	ADP
fbem-29138	53	6	the	the	DET
fbem-29138	53	7	field	field	NOUN
fbem-29138	53	8	of	of	ADP
fbem-29138	53	9	theory	theory	NOUN
fbem-29138	53	10	verification	verification	NOUN
fbem-29138	53	11	and	and	CCONJ
fbem-29138	53	12	causal	causal	NOUN
fbem-29138	53	13	inference	inference	NOUN
fbem-29138	53	14	,	,	PUNCT
fbem-29138	53	15	while	while	SCONJ
fbem-29138	53	16	machine	machine	NOUN
fbem-29138	53	17	learning	learning	NOUN
fbem-29138	53	18	has	have	AUX
fbem-29138	53	19	shown	show	VERB
fbem-29138	53	20	unparalleled	unparalleled	ADJ
fbem-29138	53	21	advantages	advantage	NOUN
fbem-29138	53	22	in	in	ADP
fbem-29138	53	23	highdimensional	highdimensional	ADJ
fbem-29138	53	24	data	datum	NOUN
fbem-29138	53	25	processing	processing	NOUN
fbem-29138	53	26	and	and	CCONJ
fbem-29138	53	27	predictive	predictive	ADJ
fbem-29138	53	28	analysis	analysis	NOUN
fbem-29138	53	29	.	.	PUNCT
fbem-29138	54	1	the	the	DET
fbem-29138	54	2	combination	combination	NOUN
fbem-29138	54	3	of	of	ADP
fbem-29138	54	4	the	the	DET
fbem-29138	54	5	two	two	NUM
fbem-29138	54	6	will	will	AUX
fbem-29138	54	7	open	open	VERB
fbem-29138	54	8	up	up	ADP
fbem-29138	54	9	new	new	ADJ
fbem-29138	54	10	possibilities	possibility	NOUN
fbem-29138	54	11	for	for	ADP
fbem-29138	54	12	economic	economic	ADJ
fbem-29138	54	13	and	and	CCONJ
fbem-29138	54	14	financial	financial	ADJ
fbem-29138	54	15	research	research	NOUN
fbem-29138	54	16	,	,	PUNCT
fbem-29138	54	17	that	that	ADV
fbem-29138	54	18	is	is	ADV
fbem-29138	54	19	,	,	PUNCT
fbem-29138	54	20	to	to	PART
fbem-29138	54	21	optimize	optimize	VERB
fbem-29138	54	22	variable	variable	ADJ
fbem-29138	54	23	selection	selection	NOUN
fbem-29138	54	24	and	and	CCONJ
fbem-29138	54	25	model	model	NOUN
fbem-29138	54	26	prediction	prediction	NOUN
fbem-29138	54	27	through	through	ADP
fbem-29138	54	28	machine	machine	NOUN
fbem-29138	54	29	learning	learning	NOUN
fbem-29138	54	30	,	,	PUNCT
fbem-29138	54	31	and	and	CCONJ
fbem-29138	54	32	to	to	PART
fbem-29138	54	33	build	build	VERB
fbem-29138	54	34	a	a	DET
fbem-29138	54	35	more	more	ADV
fbem-29138	54	36	comprehensive	comprehensive	ADJ
fbem-29138	54	37	and	and	CCONJ
fbem-29138	54	38	efficient	efficient	ADJ
fbem-29138	54	39	research	research	NOUN
fbem-29138	54	40	system	system	NOUN
fbem-29138	54	41	by	by	ADP
fbem-29138	54	42	combining	combine	VERB
fbem-29138	54	43	the	the	DET
fbem-29138	54	44	theoretical	theoretical	ADJ
fbem-29138	54	45	framework	framework	NOUN
fbem-29138	54	46	of	of	ADP
fbem-29138	54	47	econometrics	econometric	NOUN
fbem-29138	54	48	and	and	CCONJ
fbem-29138	54	49	causal	causal	ADJ
fbem-29138	54	50	analysis	analysis	NOUN
fbem-29138	54	51	methods	method	NOUN
fbem-29138	54	52	.	.	PUNCT
fbem-29138	55	1	3	3	X
fbem-29138	55	2	.	.	X
fbem-29138	55	3	application	application	NOUN
fbem-29138	55	4	of	of	ADP
fbem-29138	55	5	machine	machine	NOUN
fbem-29138	55	6	learning	learning	NOUN
fbem-29138	55	7	in	in	ADP
fbem-29138	55	8	the	the	DET
fbem-29138	55	9	field	field	NOUN
fbem-29138	55	10	of	of	ADP
fbem-29138	55	11	economics	economic	NOUN
fbem-29138	55	12	and	and	CCONJ
fbem-29138	55	13	finance	finance	NOUN
fbem-29138	55	14	machine	machine	NOUN
fbem-29138	55	15	learning	learning	NOUN
fbem-29138	55	16	methods	method	NOUN
fbem-29138	55	17	are	be	AUX
fbem-29138	55	18	increasingly	increasingly	ADV
fbem-29138	55	19	widely	widely	ADV
fbem-29138	55	20	used	use	VERB
fbem-29138	55	21	in	in	ADP
fbem-29138	55	22	the	the	DET
fbem-29138	55	23	field	field	NOUN
fbem-29138	55	24	of	of	ADP
fbem-29138	55	25	economics	economic	NOUN
fbem-29138	55	26	and	and	CCONJ
fbem-29138	55	27	finance	finance	NOUN
fbem-29138	55	28	,	,	PUNCT
fbem-29138	55	29	and	and	CCONJ
fbem-29138	55	30	provide	provide	VERB
fbem-29138	55	31	new	new	ADJ
fbem-29138	55	32	research	research	NOUN
fbem-29138	55	33	tools	tool	NOUN
fbem-29138	55	34	and	and	CCONJ
fbem-29138	55	35	perspectives	perspective	NOUN
fbem-29138	55	36	for	for	ADP
fbem-29138	55	37	solving	solve	VERB
fbem-29138	55	38	complex	complex	ADJ
fbem-29138	55	39	economic	economic	ADJ
fbem-29138	55	40	and	and	CCONJ
fbem-29138	55	41	financial	financial	ADJ
fbem-29138	55	42	problems	problem	NOUN
fbem-29138	55	43	through	through	ADP
fbem-29138	55	44	its	its	PRON
fbem-29138	55	45	efficient	efficient	ADJ
fbem-29138	55	46	data	datum	NOUN
fbem-29138	55	47	processing	processing	NOUN
fbem-29138	55	48	capabilities	capability	NOUN
fbem-29138	55	49	and	and	CCONJ
fbem-29138	55	50	algorithm	algorithm	NOUN
fbem-29138	55	51	optimization	optimization	NOUN
fbem-29138	55	52	techniques	technique	NOUN
fbem-29138	55	53	.	.	PUNCT
fbem-29138	56	1	machine	machine	NOUN
fbem-29138	56	2	learning	learning	NOUN
fbem-29138	56	3	has	have	AUX
fbem-29138	56	4	shown	show	VERB
fbem-29138	56	5	unique	unique	ADJ
fbem-29138	56	6	advantages	advantage	NOUN
fbem-29138	56	7	and	and	CCONJ
fbem-29138	56	8	broad	broad	ADJ
fbem-29138	56	9	application	application	NOUN
fbem-29138	56	10	prospects	prospect	NOUN
fbem-29138	56	11	in	in	ADP
fbem-29138	56	12	many	many	ADJ
fbem-29138	56	13	fields	field	NOUN
fbem-29138	56	14	such	such	ADJ
fbem-29138	56	15	as	as	ADP
fbem-29138	56	16	macroeconomic	macroeconomic	ADJ
fbem-29138	56	17	forecasting	forecasting	NOUN
fbem-29138	56	18	,	,	PUNCT
fbem-29138	56	19	financial	financial	ADJ
fbem-29138	56	20	asset	asset	NOUN
fbem-29138	56	21	pricing	pricing	NOUN
fbem-29138	56	22	and	and	CCONJ
fbem-29138	56	23	risk	risk	NOUN
fbem-29138	56	24	management	management	NOUN
fbem-29138	56	25	,	,	PUNCT
fbem-29138	56	26	alternative	alternative	ADJ
fbem-29138	56	27	data	datum	NOUN
fbem-29138	56	28	analysis	analysis	NOUN
fbem-29138	56	29	,	,	PUNCT
fbem-29138	56	30	and	and	CCONJ
fbem-29138	56	31	causal	causal	ADJ
fbem-29138	56	32	inference	inference	NOUN
fbem-29138	56	33	.	.	PUNCT
fbem-29138	57	1	in	in	ADP
fbem-29138	57	2	terms	term	NOUN
fbem-29138	57	3	of	of	ADP
fbem-29138	57	4	predictive	predictive	ADJ
fbem-29138	57	5	modeling	modeling	NOUN
fbem-29138	57	6	,	,	PUNCT
fbem-29138	57	7	machine	machine	NOUN
fbem-29138	57	8	learning	learning	NOUN
fbem-29138	57	9	has	have	AUX
fbem-29138	57	10	57	57	NUM
fbem-29138	57	11	significantly	significantly	ADV
fbem-29138	57	12	improved	improve	VERB
fbem-29138	57	13	the	the	DET
fbem-29138	57	14	accuracy	accuracy	NOUN
fbem-29138	57	15	of	of	ADP
fbem-29138	57	16	complex	complex	ADJ
fbem-29138	57	17	data	datum	NOUN
fbem-29138	57	18	prediction	prediction	NOUN
fbem-29138	57	19	and	and	CCONJ
fbem-29138	57	20	the	the	DET
fbem-29138	57	21	generalization	generalization	NOUN
fbem-29138	57	22	ability	ability	NOUN
fbem-29138	57	23	of	of	ADP
fbem-29138	57	24	models	model	NOUN
fbem-29138	57	25	by	by	ADP
fbem-29138	57	26	introducing	introduce	VERB
fbem-29138	57	27	technologies	technology	NOUN
fbem-29138	57	28	such	such	ADJ
fbem-29138	57	29	as	as	ADP
fbem-29138	57	30	regularization	regularization	NOUN
fbem-29138	57	31	,	,	PUNCT
fbem-29138	57	32	crossvalidation	crossvalidation	NOUN
fbem-29138	57	33	,	,	PUNCT
fbem-29138	57	34	and	and	CCONJ
fbem-29138	57	35	automated	automate	VERB
fbem-29138	57	36	feature	feature	NOUN
fbem-29138	57	37	engineering	engineering	NOUN
fbem-29138	57	38	.	.	PUNCT
fbem-29138	58	1	taking	take	VERB
fbem-29138	58	2	macroeconomic	macroeconomic	ADJ
fbem-29138	58	3	indicator	indicator	NOUN
fbem-29138	58	4	forecasting	forecasting	NOUN
fbem-29138	58	5	as	as	ADP
fbem-29138	58	6	an	an	DET
fbem-29138	58	7	example	example	NOUN
fbem-29138	58	8	,	,	PUNCT
fbem-29138	58	9	traditional	traditional	ADJ
fbem-29138	58	10	time	time	NOUN
fbem-29138	58	11	series	series	NOUN
fbem-29138	58	12	analysis	analysis	NOUN
fbem-29138	58	13	methods	method	NOUN
fbem-29138	58	14	are	be	AUX
fbem-29138	58	15	often	often	ADV
fbem-29138	58	16	limited	limit	VERB
fbem-29138	58	17	in	in	ADP
fbem-29138	58	18	dealing	deal	VERB
fbem-29138	58	19	with	with	ADP
fbem-29138	58	20	high	high	ADV
fbem-29138	58	21	-	-	PUNCT
fbem-29138	58	22	dimensional	dimensional	ADJ
fbem-29138	58	23	,	,	PUNCT
fbem-29138	58	24	nonlinear	nonlinear	ADJ
fbem-29138	58	25	,	,	PUNCT
fbem-29138	58	26	or	or	CCONJ
fbem-29138	58	27	multimodal	multimodal	NOUN
fbem-29138	58	28	data	datum	NOUN
fbem-29138	58	29	,	,	PUNCT
fbem-29138	58	30	while	while	SCONJ
fbem-29138	58	31	machine	machine	NOUN
fbem-29138	58	32	learning	learning	NOUN
fbem-29138	58	33	methods	method	NOUN
fbem-29138	58	34	achieve	achieve	VERB
fbem-29138	58	35	more	more	ADJ
fbem-29138	58	36	refined	refined	ADJ
fbem-29138	58	37	trend	trend	NOUN
fbem-29138	58	38	forecasting	forecasting	NOUN
fbem-29138	58	39	by	by	ADP
fbem-29138	58	40	integrating	integrate	VERB
fbem-29138	58	41	data	datum	NOUN
fbem-29138	58	42	from	from	ADP
fbem-29138	58	43	different	different	ADJ
fbem-29138	58	44	sources	source	NOUN
fbem-29138	58	45	(	(	PUNCT
fbem-29138	58	46	such	such	ADJ
fbem-29138	58	47	as	as	ADP
fbem-29138	58	48	historical	historical	ADJ
fbem-29138	58	49	data	datum	NOUN
fbem-29138	58	50	,	,	PUNCT
fbem-29138	58	51	policy	policy	NOUN
fbem-29138	58	52	variables	variable	NOUN
fbem-29138	58	53	,	,	PUNCT
fbem-29138	58	54	market	market	NOUN
fbem-29138	58	55	sentiment	sentiment	NOUN
fbem-29138	58	56	indicators	indicator	NOUN
fbem-29138	58	57	,	,	PUNCT
fbem-29138	58	58	etc	etc	X
fbem-29138	58	59	.	.	X
fbem-29138	58	60	)	)	PUNCT
fbem-29138	59	1	[	[	X
fbem-29138	59	2	1	1	NUM
fbem-29138	59	3	]	]	PUNCT
fbem-29138	59	4	.	.	PUNCT
fbem-29138	60	1	in	in	ADP
fbem-29138	60	2	addition	addition	NOUN
fbem-29138	60	3	,	,	PUNCT
fbem-29138	60	4	in	in	ADP
fbem-29138	60	5	the	the	DET
fbem-29138	60	6	field	field	NOUN
fbem-29138	60	7	of	of	ADP
fbem-29138	60	8	financial	financial	ADJ
fbem-29138	60	9	asset	asset	NOUN
fbem-29138	60	10	pricing	pricing	NOUN
fbem-29138	60	11	and	and	CCONJ
fbem-29138	60	12	risk	risk	NOUN
fbem-29138	60	13	management	management	NOUN
fbem-29138	60	14	,	,	PUNCT
fbem-29138	60	15	machine	machine	NOUN
fbem-29138	60	16	learning	learning	NOUN
fbem-29138	60	17	models	model	NOUN
fbem-29138	60	18	(	(	PUNCT
fbem-29138	60	19	such	such	ADJ
fbem-29138	60	20	as	as	ADP
fbem-29138	60	21	deep	deep	ADJ
fbem-29138	60	22	neural	neural	ADJ
fbem-29138	60	23	networks	network	NOUN
fbem-29138	60	24	,	,	PUNCT
fbem-29138	60	25	random	random	ADJ
fbem-29138	60	26	forests	forest	NOUN
fbem-29138	60	27	,	,	PUNCT
fbem-29138	60	28	and	and	CCONJ
fbem-29138	60	29	support	support	VERB
fbem-29138	60	30	vector	vector	NOUN
fbem-29138	60	31	machines	machine	NOUN
fbem-29138	60	32	)	)	PUNCT
fbem-29138	60	33	provide	provide	VERB
fbem-29138	60	34	efficient	efficient	ADJ
fbem-29138	60	35	and	and	CCONJ
fbem-29138	60	36	reliable	reliable	ADJ
fbem-29138	60	37	solutions	solution	NOUN
fbem-29138	60	38	for	for	ADP
fbem-29138	60	39	yield	yield	NOUN
fbem-29138	60	40	forecasting	forecasting	NOUN
fbem-29138	60	41	,	,	PUNCT
fbem-29138	60	42	credit	credit	NOUN
fbem-29138	60	43	scoring	scoring	NOUN
fbem-29138	60	44	,	,	PUNCT
fbem-29138	60	45	and	and	CCONJ
fbem-29138	60	46	portfolio	portfolio	NOUN
fbem-29138	60	47	optimization	optimization	NOUN
fbem-29138	60	48	by	by	ADP
fbem-29138	60	49	identifying	identify	VERB
fbem-29138	60	50	implicit	implicit	ADJ
fbem-29138	60	51	patterns	pattern	NOUN
fbem-29138	60	52	in	in	ADP
fbem-29138	60	53	data	datum	NOUN
fbem-29138	60	54	[	[	X
fbem-29138	60	55	2	2	NUM
fbem-29138	60	56	]	]	PUNCT
fbem-29138	60	57	.	.	PUNCT
fbem-29138	61	1	the	the	DET
fbem-29138	61	2	analytical	analytical	ADJ
fbem-29138	61	3	capabilities	capability	NOUN
fbem-29138	61	4	of	of	ADP
fbem-29138	61	5	alternative	alternative	ADJ
fbem-29138	61	6	data	datum	NOUN
fbem-29138	61	7	are	be	AUX
fbem-29138	61	8	one	one	NUM
fbem-29138	61	9	of	of	ADP
fbem-29138	61	10	the	the	DET
fbem-29138	61	11	highlights	highlight	NOUN
fbem-29138	61	12	of	of	ADP
fbem-29138	61	13	machine	machine	NOUN
fbem-29138	61	14	learning	learning	NOUN
fbem-29138	61	15	methods	method	NOUN
fbem-29138	61	16	,	,	PUNCT
fbem-29138	61	17	which	which	PRON
fbem-29138	61	18	show	show	VERB
fbem-29138	61	19	unique	unique	ADJ
fbem-29138	61	20	advantages	advantage	NOUN
fbem-29138	61	21	in	in	ADP
fbem-29138	61	22	the	the	DET
fbem-29138	61	23	processing	processing	NOUN
fbem-29138	61	24	of	of	ADP
fbem-29138	61	25	unstructured	unstructured	ADJ
fbem-29138	61	26	data	datum	NOUN
fbem-29138	61	27	such	such	ADJ
fbem-29138	61	28	as	as	ADP
fbem-29138	61	29	text	text	NOUN
fbem-29138	61	30	,	,	PUNCT
fbem-29138	61	31	images	image	NOUN
fbem-29138	61	32	,	,	PUNCT
fbem-29138	61	33	and	and	CCONJ
fbem-29138	61	34	speech	speech	NOUN
fbem-29138	61	35	.	.	PUNCT
fbem-29138	62	1	in	in	ADP
fbem-29138	62	2	text	text	NOUN
fbem-29138	62	3	data	datum	NOUN
fbem-29138	62	4	analysis	analysis	NOUN
fbem-29138	62	5	,	,	PUNCT
fbem-29138	62	6	natural	natural	ADJ
fbem-29138	62	7	language	language	NOUN
fbem-29138	62	8	processing	processing	NOUN
fbem-29138	62	9	(	(	PUNCT
fbem-29138	62	10	nlp	nlp	NOUN
fbem-29138	62	11	)	)	PUNCT
fbem-29138	62	12	technology	technology	NOUN
fbem-29138	62	13	is	be	AUX
fbem-29138	62	14	widely	widely	ADV
fbem-29138	62	15	used	use	VERB
fbem-29138	62	16	to	to	PART
fbem-29138	62	17	extract	extract	VERB
fbem-29138	62	18	policy	policy	NOUN
fbem-29138	62	19	uncertainty	uncertainty	NOUN
fbem-29138	62	20	index	index	NOUN
fbem-29138	62	21	,	,	PUNCT
fbem-29138	62	22	monitor	monitor	VERB
fbem-29138	62	23	market	market	NOUN
fbem-29138	62	24	sentiment	sentiment	NOUN
fbem-29138	62	25	,	,	PUNCT
fbem-29138	62	26	and	and	CCONJ
fbem-29138	62	27	analyze	analyze	VERB
fbem-29138	62	28	non	non	ADJ
fbem-29138	62	29	-	-	ADJ
fbem-29138	62	30	traditional	traditional	ADJ
fbem-29138	62	31	information	information	NOUN
fbem-29138	62	32	sources	source	NOUN
fbem-29138	62	33	such	such	ADJ
fbem-29138	62	34	as	as	ADP
fbem-29138	62	35	corporate	corporate	ADJ
fbem-29138	62	36	annual	annual	ADJ
fbem-29138	62	37	reports	report	NOUN
fbem-29138	62	38	and	and	CCONJ
fbem-29138	62	39	news	news	NOUN
fbem-29138	62	40	,	,	PUNCT
fbem-29138	62	41	so	so	SCONJ
fbem-29138	62	42	as	as	SCONJ
fbem-29138	62	43	to	to	PART
fbem-29138	62	44	provide	provide	VERB
fbem-29138	62	45	supplementary	supplementary	ADJ
fbem-29138	62	46	basis	basis	NOUN
fbem-29138	62	47	for	for	ADP
fbem-29138	62	48	economic	economic	ADJ
fbem-29138	62	49	and	and	CCONJ
fbem-29138	62	50	financial	financial	ADJ
fbem-29138	62	51	decision	decision	NOUN
fbem-29138	62	52	-	-	PUNCT
fbem-29138	62	53	making	making	NOUN
fbem-29138	62	54	.	.	PUNCT
fbem-29138	63	1	for	for	ADP
fbem-29138	63	2	example	example	NOUN
fbem-29138	63	3	,	,	PUNCT
fbem-29138	63	4	through	through	ADP
fbem-29138	63	5	sentiment	sentiment	NOUN
fbem-29138	63	6	analysis	analysis	NOUN
fbem-29138	63	7	and	and	CCONJ
fbem-29138	63	8	topic	topic	NOUN
fbem-29138	63	9	modeling	modeling	NOUN
fbem-29138	63	10	,	,	PUNCT
fbem-29138	63	11	researchers	researcher	NOUN
fbem-29138	63	12	can	can	AUX
fbem-29138	63	13	better	well	ADV
fbem-29138	63	14	understand	understand	VERB
fbem-29138	63	15	the	the	DET
fbem-29138	63	16	potential	potential	ADJ
fbem-29138	63	17	impact	impact	NOUN
fbem-29138	63	18	of	of	ADP
fbem-29138	63	19	policy	policy	NOUN
fbem-29138	63	20	announcements	announcement	NOUN
fbem-29138	63	21	on	on	ADP
fbem-29138	63	22	the	the	DET
fbem-29138	63	23	market	market	NOUN
fbem-29138	63	24	.	.	PUNCT
fbem-29138	64	1	in	in	ADP
fbem-29138	64	2	the	the	DET
fbem-29138	64	3	field	field	NOUN
fbem-29138	64	4	of	of	ADP
fbem-29138	64	5	image	image	NOUN
fbem-29138	64	6	and	and	CCONJ
fbem-29138	64	7	speech	speech	NOUN
fbem-29138	64	8	data	datum	NOUN
fbem-29138	64	9	analysis	analysis	NOUN
fbem-29138	64	10	,	,	PUNCT
fbem-29138	64	11	combined	combine	VERB
fbem-29138	64	12	with	with	ADP
fbem-29138	64	13	computer	computer	NOUN
fbem-29138	64	14	vision	vision	NOUN
fbem-29138	64	15	technology	technology	NOUN
fbem-29138	64	16	(	(	PUNCT
fbem-29138	64	17	cv	cv	NOUN
fbem-29138	64	18	)	)	PUNCT
fbem-29138	64	19	and	and	CCONJ
fbem-29138	64	20	speech	speech	NOUN
fbem-29138	64	21	recognition	recognition	NOUN
fbem-29138	64	22	technology	technology	NOUN
fbem-29138	64	23	,	,	PUNCT
fbem-29138	64	24	machine	machine	NOUN
fbem-29138	64	25	learning	learning	NOUN
fbem-29138	64	26	models	model	NOUN
fbem-29138	64	27	have	have	AUX
fbem-29138	64	28	been	be	AUX
fbem-29138	64	29	used	use	VERB
fbem-29138	64	30	for	for	ADP
fbem-29138	64	31	in	in	ADP
fbem-29138	64	32	-	-	PUNCT
fbem-29138	64	33	depth	depth	NOUN
fbem-29138	64	34	analysis	analysis	NOUN
fbem-29138	64	35	of	of	ADP
fbem-29138	64	36	consumer	consumer	NOUN
fbem-29138	64	37	behavior	behavior	NOUN
fbem-29138	64	38	,	,	PUNCT
fbem-29138	64	39	monitoring	monitoring	NOUN
fbem-29138	64	40	of	of	ADP
fbem-29138	64	41	market	market	NOUN
fbem-29138	64	42	dynamics	dynamic	NOUN
fbem-29138	64	43	,	,	PUNCT
fbem-29138	64	44	and	and	CCONJ
fbem-29138	64	45	realtime	realtime	NOUN
fbem-29138	64	46	detection	detection	NOUN
fbem-29138	64	47	of	of	ADP
fbem-29138	64	48	financial	financial	ADJ
fbem-29138	64	49	fraud	fraud	NOUN
fbem-29138	64	50	and	and	CCONJ
fbem-29138	64	51	abnormal	abnormal	ADJ
fbem-29138	64	52	behavior	behavior	NOUN
fbem-29138	64	53	.	.	PUNCT
fbem-29138	65	1	causal	causal	ADJ
fbem-29138	65	2	inference	inference	PROPN
fbem-29138	65	3	,	,	PUNCT
fbem-29138	65	4	as	as	ADP
fbem-29138	65	5	one	one	NUM
fbem-29138	65	6	of	of	ADP
fbem-29138	65	7	the	the	DET
fbem-29138	65	8	core	core	NOUN
fbem-29138	65	9	tasks	task	NOUN
fbem-29138	65	10	of	of	ADP
fbem-29138	65	11	economic	economic	ADJ
fbem-29138	65	12	and	and	CCONJ
fbem-29138	65	13	financial	financial	ADJ
fbem-29138	65	14	research	research	NOUN
fbem-29138	65	15	,	,	PUNCT
fbem-29138	65	16	also	also	ADV
fbem-29138	65	17	benefits	benefit	VERB
fbem-29138	65	18	from	from	ADP
fbem-29138	65	19	the	the	DET
fbem-29138	65	20	innovative	innovative	ADJ
fbem-29138	65	21	development	development	NOUN
fbem-29138	65	22	of	of	ADP
fbem-29138	65	23	machine	machine	NOUN
fbem-29138	65	24	learning	learning	NOUN
fbem-29138	65	25	methods	method	NOUN
fbem-29138	65	26	.	.	PUNCT
fbem-29138	66	1	although	although	SCONJ
fbem-29138	66	2	traditional	traditional	ADJ
fbem-29138	66	3	econometrics	econometric	NOUN
fbem-29138	66	4	has	have	VERB
fbem-29138	66	5	a	a	DET
fbem-29138	66	6	deep	deep	ADJ
fbem-29138	66	7	theoretical	theoretical	ADJ
fbem-29138	66	8	foundation	foundation	NOUN
fbem-29138	66	9	in	in	ADP
fbem-29138	66	10	the	the	DET
fbem-29138	66	11	field	field	NOUN
fbem-29138	66	12	of	of	ADP
fbem-29138	66	13	causal	causal	ADJ
fbem-29138	66	14	inference	inference	NOUN
fbem-29138	66	15	,	,	PUNCT
fbem-29138	66	16	it	it	PRON
fbem-29138	66	17	often	often	ADV
fbem-29138	66	18	faces	face	VERB
fbem-29138	66	19	bottlenecks	bottleneck	NOUN
fbem-29138	66	20	in	in	ADP
fbem-29138	66	21	dealing	deal	VERB
fbem-29138	66	22	with	with	ADP
fbem-29138	66	23	nonlinear	nonlinear	ADJ
fbem-29138	66	24	relationships	relationship	NOUN
fbem-29138	66	25	,	,	PUNCT
fbem-29138	66	26	complex	complex	ADJ
fbem-29138	66	27	environments	environment	NOUN
fbem-29138	66	28	,	,	PUNCT
fbem-29138	66	29	and	and	CCONJ
fbem-29138	66	30	high	high	ADJ
fbem-29138	66	31	-	-	PUNCT
fbem-29138	66	32	dimensional	dimensional	ADJ
fbem-29138	66	33	data	datum	NOUN
fbem-29138	66	34	.	.	PUNCT
fbem-29138	67	1	machine	machine	NOUN
fbem-29138	67	2	learning	learning	NOUN
fbem-29138	67	3	provides	provide	VERB
fbem-29138	67	4	a	a	DET
fbem-29138	67	5	new	new	ADJ
fbem-29138	67	6	approach	approach	NOUN
fbem-29138	67	7	to	to	ADP
fbem-29138	67	8	causal	causal	ADJ
fbem-29138	67	9	inference	inference	NOUN
fbem-29138	67	10	through	through	ADP
fbem-29138	67	11	feature	feature	NOUN
fbem-29138	67	12	selection	selection	NOUN
fbem-29138	67	13	algorithms	algorithm	NOUN
fbem-29138	67	14	,	,	PUNCT
fbem-29138	67	15	nonlinear	nonlinear	NOUN
fbem-29138	67	16	models	model	NOUN
fbem-29138	67	17	,	,	PUNCT
fbem-29138	67	18	and	and	CCONJ
fbem-29138	67	19	counterfactual	counterfactual	ADJ
fbem-29138	67	20	analysis	analysis	NOUN
fbem-29138	67	21	techniques	technique	NOUN
fbem-29138	67	22	.	.	PUNCT
fbem-29138	68	1	for	for	ADP
fbem-29138	68	2	example	example	NOUN
fbem-29138	68	3	,	,	PUNCT
fbem-29138	68	4	models	model	NOUN
fbem-29138	68	5	such	such	ADJ
fbem-29138	68	6	as	as	ADP
fbem-29138	68	7	random	random	ADJ
fbem-29138	68	8	forest	forest	NOUN
fbem-29138	68	9	and	and	CCONJ
fbem-29138	68	10	gradient	gradient	NOUN
fbem-29138	68	11	boosted	boost	VERB
fbem-29138	68	12	tree	tree	NOUN
fbem-29138	68	13	have	have	VERB
fbem-29138	68	14	significant	significant	ADJ
fbem-29138	68	15	advantages	advantage	NOUN
fbem-29138	68	16	in	in	ADP
fbem-29138	68	17	the	the	DET
fbem-29138	68	18	selection	selection	NOUN
fbem-29138	68	19	of	of	ADP
fbem-29138	68	20	control	control	NOUN
fbem-29138	68	21	variables	variable	NOUN
fbem-29138	68	22	and	and	CCONJ
fbem-29138	68	23	the	the	DET
fbem-29138	68	24	estimation	estimation	NOUN
fbem-29138	68	25	of	of	ADP
fbem-29138	68	26	causal	causal	ADJ
fbem-29138	68	27	effects	effect	NOUN
fbem-29138	68	28	,	,	PUNCT
fbem-29138	68	29	and	and	CCONJ
fbem-29138	68	30	can	can	AUX
fbem-29138	68	31	effectively	effectively	ADV
fbem-29138	68	32	overcome	overcome	VERB
fbem-29138	68	33	the	the	DET
fbem-29138	68	34	bias	bias	NOUN
fbem-29138	68	35	problem	problem	NOUN
fbem-29138	68	36	in	in	ADP
fbem-29138	68	37	traditional	traditional	ADJ
fbem-29138	68	38	methods	method	NOUN
fbem-29138	68	39	.	.	PUNCT
fbem-29138	69	1	in	in	ADP
fbem-29138	69	2	addition	addition	NOUN
fbem-29138	69	3	,	,	PUNCT
fbem-29138	69	4	machine	machine	NOUN
fbem-29138	69	5	learning	learning	NOUN
fbem-29138	69	6	-	-	PUNCT
fbem-29138	69	7	powered	power	VERB
fbem-29138	69	8	counterfactual	counterfactual	ADJ
fbem-29138	69	9	analysis	analysis	NOUN
fbem-29138	69	10	tools	tool	NOUN
fbem-29138	69	11	provide	provide	VERB
fbem-29138	69	12	a	a	DET
fbem-29138	69	13	more	more	ADV
fbem-29138	69	14	flexible	flexible	ADJ
fbem-29138	69	15	solution	solution	NOUN
fbem-29138	69	16	for	for	ADP
fbem-29138	69	17	complex	complex	ADJ
fbem-29138	69	18	policy	policy	NOUN
fbem-29138	69	19	effect	effect	NOUN
fbem-29138	69	20	evaluation	evaluation	NOUN
fbem-29138	69	21	and	and	CCONJ
fbem-29138	69	22	program	program	NOUN
fbem-29138	69	23	optimization	optimization	NOUN
fbem-29138	69	24	.	.	PUNCT
fbem-29138	70	1	in	in	ADP
fbem-29138	70	2	specific	specific	ADJ
fbem-29138	70	3	case	case	NOUN
fbem-29138	70	4	applications	application	NOUN
fbem-29138	70	5	,	,	PUNCT
fbem-29138	70	6	machine	machine	NOUN
fbem-29138	70	7	learning	learning	NOUN
fbem-29138	70	8	provides	provide	VERB
fbem-29138	70	9	practical	practical	ADJ
fbem-29138	70	10	guidance	guidance	NOUN
fbem-29138	70	11	for	for	ADP
fbem-29138	70	12	complex	complex	ADJ
fbem-29138	70	13	economic	economic	ADJ
fbem-29138	70	14	and	and	CCONJ
fbem-29138	70	15	financial	financial	ADJ
fbem-29138	70	16	problems	problem	NOUN
fbem-29138	70	17	by	by	ADP
fbem-29138	70	18	integrating	integrate	VERB
fbem-29138	70	19	data	datum	NOUN
fbem-29138	70	20	and	and	CCONJ
fbem-29138	70	21	algorithms	algorithm	NOUN
fbem-29138	70	22	from	from	ADP
fbem-29138	70	23	different	different	ADJ
fbem-29138	70	24	fields	field	NOUN
fbem-29138	70	25	.	.	PUNCT
fbem-29138	71	1	for	for	ADP
fbem-29138	71	2	example	example	NOUN
fbem-29138	71	3	,	,	PUNCT
fbem-29138	71	4	in	in	ADP
fbem-29138	71	5	financial	financial	ADJ
fbem-29138	71	6	market	market	NOUN
fbem-29138	71	7	forecasting	forecasting	NOUN
fbem-29138	71	8	,	,	PUNCT
fbem-29138	71	9	researchers	researcher	NOUN
fbem-29138	71	10	combined	combine	VERB
fbem-29138	71	11	the	the	DET
fbem-29138	71	12	lasso	lasso	NOUN
fbem-29138	71	13	method	method	NOUN
fbem-29138	71	14	and	and	CCONJ
fbem-29138	71	15	deep	deep	ADJ
fbem-29138	71	16	learning	learning	NOUN
fbem-29138	71	17	model	model	NOUN
fbem-29138	71	18	to	to	PART
fbem-29138	71	19	optimize	optimize	VERB
fbem-29138	71	20	stock	stock	NOUN
fbem-29138	71	21	return	return	NOUN
fbem-29138	71	22	forecasting	forecasting	NOUN
fbem-29138	71	23	.	.	PUNCT
fbem-29138	72	1	in	in	ADP
fbem-29138	72	2	macroeconomic	macroeconomic	ADJ
fbem-29138	72	3	analysis	analysis	NOUN
fbem-29138	72	4	,	,	PUNCT
fbem-29138	72	5	the	the	DET
fbem-29138	72	6	integration	integration	NOUN
fbem-29138	72	7	of	of	ADP
fbem-29138	72	8	multimodal	multimodal	NOUN
fbem-29138	72	9	data	datum	NOUN
fbem-29138	72	10	(	(	PUNCT
fbem-29138	72	11	such	such	ADJ
fbem-29138	72	12	as	as	ADP
fbem-29138	72	13	text	text	NOUN
fbem-29138	72	14	,	,	PUNCT
fbem-29138	72	15	time	time	NOUN
fbem-29138	72	16	series	series	NOUN
fbem-29138	72	17	,	,	PUNCT
fbem-29138	72	18	and	and	CCONJ
fbem-29138	72	19	image	image	NOUN
fbem-29138	72	20	data	datum	NOUN
fbem-29138	72	21	)	)	PUNCT
fbem-29138	72	22	further	far	ADV
fbem-29138	72	23	improves	improve	VERB
fbem-29138	72	24	the	the	DET
fbem-29138	72	25	accuracy	accuracy	NOUN
fbem-29138	72	26	and	and	CCONJ
fbem-29138	72	27	robustness	robustness	NOUN
fbem-29138	72	28	of	of	ADP
fbem-29138	72	29	forecasting	forecasting	NOUN
fbem-29138	72	30	models	model	NOUN
fbem-29138	72	31	.	.	PUNCT
fbem-29138	73	1	in	in	ADP
fbem-29138	73	2	addition	addition	NOUN
fbem-29138	73	3	,	,	PUNCT
fbem-29138	73	4	the	the	DET
fbem-29138	73	5	policy	policy	NOUN
fbem-29138	73	6	uncertainty	uncertainty	NOUN
fbem-29138	73	7	index	index	NOUN
fbem-29138	73	8	based	base	VERB
fbem-29138	73	9	on	on	ADP
fbem-29138	73	10	sentiment	sentiment	NOUN
fbem-29138	73	11	analysis	analysis	NOUN
fbem-29138	73	12	has	have	AUX
fbem-29138	73	13	become	become	VERB
fbem-29138	73	14	an	an	DET
fbem-29138	73	15	important	important	ADJ
fbem-29138	73	16	tool	tool	NOUN
fbem-29138	73	17	for	for	ADP
fbem-29138	73	18	studying	study	VERB
fbem-29138	73	19	policy	policy	NOUN
fbem-29138	73	20	influence	influence	NOUN
fbem-29138	73	21	,	,	PUNCT
fbem-29138	73	22	and	and	CCONJ
fbem-29138	73	23	consumer	consumer	NOUN
fbem-29138	73	24	behavior	behavior	NOUN
fbem-29138	73	25	analysis	analysis	NOUN
fbem-29138	73	26	based	base	VERB
fbem-29138	73	27	on	on	ADP
fbem-29138	73	28	image	image	NOUN
fbem-29138	73	29	and	and	CCONJ
fbem-29138	73	30	voice	voice	NOUN
fbem-29138	73	31	data	datum	NOUN
fbem-29138	73	32	also	also	ADV
fbem-29138	73	33	provides	provide	VERB
fbem-29138	73	34	new	new	ADJ
fbem-29138	73	35	ideas	idea	NOUN
fbem-29138	73	36	for	for	ADP
fbem-29138	73	37	marketing	marketing	NOUN
fbem-29138	73	38	and	and	CCONJ
fbem-29138	73	39	investment	investment	NOUN
fbem-29138	73	40	decision	decision	NOUN
fbem-29138	73	41	-	-	PUNCT
fbem-29138	73	42	making	making	NOUN
fbem-29138	73	43	.	.	PUNCT
fbem-29138	74	1	in	in	ADP
fbem-29138	74	2	summary	summary	NOUN
fbem-29138	74	3	,	,	PUNCT
fbem-29138	74	4	the	the	DET
fbem-29138	74	5	wide	wide	ADJ
fbem-29138	74	6	application	application	NOUN
fbem-29138	74	7	of	of	ADP
fbem-29138	74	8	machine	machine	NOUN
fbem-29138	74	9	learning	learning	NOUN
fbem-29138	74	10	methods	method	NOUN
fbem-29138	74	11	in	in	ADP
fbem-29138	74	12	the	the	DET
fbem-29138	74	13	field	field	NOUN
fbem-29138	74	14	of	of	ADP
fbem-29138	74	15	economics	economic	NOUN
fbem-29138	74	16	and	and	CCONJ
fbem-29138	74	17	finance	finance	NOUN
fbem-29138	74	18	not	not	PART
fbem-29138	74	19	only	only	ADV
fbem-29138	74	20	enriches	enrich	VERB
fbem-29138	74	21	the	the	DET
fbem-29138	74	22	traditional	traditional	ADJ
fbem-29138	74	23	research	research	NOUN
fbem-29138	74	24	paradigm	paradigm	NOUN
fbem-29138	74	25	,	,	PUNCT
fbem-29138	74	26	but	but	CCONJ
fbem-29138	74	27	also	also	ADV
fbem-29138	74	28	shows	show	VERB
fbem-29138	74	29	significant	significant	ADJ
fbem-29138	74	30	technical	technical	ADJ
fbem-29138	74	31	advantages	advantage	NOUN
fbem-29138	74	32	in	in	ADP
fbem-29138	74	33	multiple	multiple	ADJ
fbem-29138	74	34	practical	practical	ADJ
fbem-29138	74	35	scenarios	scenario	NOUN
fbem-29138	74	36	.	.	PUNCT
fbem-29138	75	1	by	by	ADP
fbem-29138	75	2	combining	combine	VERB
fbem-29138	75	3	efficient	efficient	ADJ
fbem-29138	75	4	algorithm	algorithm	NOUN
fbem-29138	75	5	design	design	NOUN
fbem-29138	75	6	with	with	ADP
fbem-29138	75	7	diverse	diverse	ADJ
fbem-29138	75	8	data	datum	NOUN
fbem-29138	75	9	sources	source	NOUN
fbem-29138	75	10	,	,	PUNCT
fbem-29138	75	11	machine	machine	NOUN
fbem-29138	75	12	learning	learning	NOUN
fbem-29138	75	13	provides	provide	VERB
fbem-29138	75	14	a	a	DET
fbem-29138	75	15	new	new	ADJ
fbem-29138	75	16	tool	tool	NOUN
fbem-29138	75	17	and	and	CCONJ
fbem-29138	75	18	way	way	NOUN
fbem-29138	75	19	of	of	ADP
fbem-29138	75	20	thinking	thinking	NOUN
fbem-29138	75	21	for	for	ADP
fbem-29138	75	22	economic	economic	ADJ
fbem-29138	75	23	and	and	CCONJ
fbem-29138	75	24	financial	financial	ADJ
fbem-29138	75	25	research	research	NOUN
fbem-29138	75	26	.	.	PUNCT
fbem-29138	76	1	this	this	DET
fbem-29138	76	2	development	development	NOUN
fbem-29138	76	3	trend	trend	NOUN
fbem-29138	76	4	shows	show	VERB
fbem-29138	76	5	that	that	SCONJ
fbem-29138	76	6	machine	machine	NOUN
fbem-29138	76	7	learning	learning	NOUN
fbem-29138	76	8	methods	method	NOUN
fbem-29138	76	9	will	will	AUX
fbem-29138	76	10	further	far	ADV
fbem-29138	76	11	promote	promote	VERB
fbem-29138	76	12	technological	technological	ADJ
fbem-29138	76	13	progress	progress	NOUN
fbem-29138	76	14	and	and	CCONJ
fbem-29138	76	15	research	research	NOUN
fbem-29138	76	16	innovation	innovation	NOUN
fbem-29138	76	17	in	in	ADP
fbem-29138	76	18	the	the	DET
fbem-29138	76	19	field	field	NOUN
fbem-29138	76	20	of	of	ADP
fbem-29138	76	21	economics	economic	NOUN
fbem-29138	76	22	and	and	CCONJ
fbem-29138	76	23	finance	finance	NOUN
fbem-29138	76	24	in	in	ADP
fbem-29138	76	25	the	the	DET
fbem-29138	76	26	future	future	NOUN
fbem-29138	76	27	.	.	PUNCT
fbem-29138	77	1	4	4	X
fbem-29138	77	2	.	.	X
fbem-29138	77	3	case	case	NOUN
fbem-29138	77	4	study	study	NOUN
fbem-29138	77	5	:	:	PUNCT
fbem-29138	77	6	typical	typical	ADJ
fbem-29138	77	7	applications	application	NOUN
fbem-29138	77	8	of	of	ADP
fbem-29138	77	9	machine	machine	NOUN
fbem-29138	77	10	learning	learn	VERB
fbem-29138	77	11	the	the	DET
fbem-29138	77	12	typical	typical	ADJ
fbem-29138	77	13	application	application	NOUN
fbem-29138	77	14	of	of	ADP
fbem-29138	77	15	machine	machine	NOUN
fbem-29138	77	16	learning	learning	NOUN
fbem-29138	77	17	methods	method	NOUN
fbem-29138	77	18	in	in	ADP
fbem-29138	77	19	the	the	DET
fbem-29138	77	20	field	field	NOUN
fbem-29138	77	21	of	of	ADP
fbem-29138	77	22	economics	economic	NOUN
fbem-29138	77	23	and	and	CCONJ
fbem-29138	77	24	finance	finance	NOUN
fbem-29138	77	25	covers	cover	VERB
fbem-29138	77	26	multiple	multiple	ADJ
fbem-29138	77	27	levels	level	NOUN
fbem-29138	77	28	from	from	ADP
fbem-29138	77	29	market	market	NOUN
fbem-29138	77	30	forecasting	forecasting	NOUN
fbem-29138	77	31	to	to	ADP
fbem-29138	77	32	policy	policy	NOUN
fbem-29138	77	33	analysis	analysis	NOUN
fbem-29138	77	34	,	,	PUNCT
fbem-29138	77	35	and	and	CCONJ
fbem-29138	77	36	its	its	PRON
fbem-29138	77	37	innovative	innovative	ADJ
fbem-29138	77	38	practice	practice	NOUN
fbem-29138	77	39	in	in	ADP
fbem-29138	77	40	different	different	ADJ
fbem-29138	77	41	scenarios	scenario	NOUN
fbem-29138	77	42	provides	provide	VERB
fbem-29138	77	43	important	important	ADJ
fbem-29138	77	44	enlightenment	enlightenment	NOUN
fbem-29138	77	45	for	for	ADP
fbem-29138	77	46	academia	academia	NOUN
fbem-29138	77	47	and	and	CCONJ
fbem-29138	77	48	industry	industry	NOUN
fbem-29138	77	49	.	.	PUNCT
fbem-29138	78	1	in	in	ADP
fbem-29138	78	2	the	the	DET
fbem-29138	78	3	field	field	NOUN
fbem-29138	78	4	of	of	ADP
fbem-29138	78	5	financial	financial	ADJ
fbem-29138	78	6	market	market	NOUN
fbem-29138	78	7	forecasting	forecasting	NOUN
fbem-29138	78	8	,	,	PUNCT
fbem-29138	78	9	machine	machine	NOUN
fbem-29138	78	10	learning	learning	NOUN
fbem-29138	78	11	achieves	achieve	VERB
fbem-29138	78	12	accuracy	accuracy	NOUN
fbem-29138	78	13	and	and	CCONJ
fbem-29138	78	14	stability	stability	NOUN
fbem-29138	78	15	that	that	PRON
fbem-29138	78	16	are	be	AUX
fbem-29138	78	17	difficult	difficult	ADJ
fbem-29138	78	18	to	to	PART
fbem-29138	78	19	achieve	achieve	VERB
fbem-29138	78	20	by	by	ADP
fbem-29138	78	21	traditional	traditional	ADJ
fbem-29138	78	22	forecasting	forecasting	NOUN
fbem-29138	78	23	methods	method	NOUN
fbem-29138	78	24	through	through	ADP
fbem-29138	78	25	optimization	optimization	NOUN
fbem-29138	78	26	algorithms	algorithm	NOUN
fbem-29138	78	27	and	and	CCONJ
fbem-29138	78	28	data	datum	NOUN
fbem-29138	78	29	fusion	fusion	NOUN
fbem-29138	78	30	.	.	PUNCT
fbem-29138	79	1	for	for	ADP
fbem-29138	79	2	example	example	NOUN
fbem-29138	79	3	,	,	PUNCT
fbem-29138	79	4	in	in	ADP
fbem-29138	79	5	stock	stock	NOUN
fbem-29138	79	6	return	return	NOUN
fbem-29138	79	7	forecasting	forecasting	NOUN
fbem-29138	79	8	,	,	PUNCT
fbem-29138	79	9	studies	study	NOUN
fbem-29138	79	10	combining	combine	VERB
fbem-29138	79	11	lasso	lasso	NOUN
fbem-29138	79	12	method	method	NOUN
fbem-29138	79	13	and	and	CCONJ
fbem-29138	79	14	deep	deep	ADJ
fbem-29138	79	15	learning	learning	NOUN
fbem-29138	79	16	model	model	NOUN
fbem-29138	79	17	show	show	VERB
fbem-29138	79	18	that	that	SCONJ
fbem-29138	79	19	this	this	DET
fbem-29138	79	20	fusion	fusion	NOUN
fbem-29138	79	21	strategy	strategy	NOUN
fbem-29138	79	22	can	can	AUX
fbem-29138	79	23	effectively	effectively	ADV
fbem-29138	79	24	capture	capture	VERB
fbem-29138	79	25	nonlinear	nonlinear	ADJ
fbem-29138	79	26	relationships	relationship	NOUN
fbem-29138	79	27	in	in	ADP
fbem-29138	79	28	data	datum	NOUN
fbem-29138	79	29	while	while	SCONJ
fbem-29138	79	30	avoiding	avoid	VERB
fbem-29138	79	31	overfitting	overfitte	VERB
fbem-29138	79	32	through	through	ADP
fbem-29138	79	33	regularization	regularization	NOUN
fbem-29138	79	34	techniques	technique	NOUN
fbem-29138	79	35	.	.	PUNCT
fbem-29138	80	1	in	in	ADP
fbem-29138	80	2	the	the	DET
fbem-29138	80	3	forecasting	forecasting	NOUN
fbem-29138	80	4	of	of	ADP
fbem-29138	80	5	macroeconomic	macroeconomic	ADJ
fbem-29138	80	6	indicators	indicator	NOUN
fbem-29138	80	7	,	,	PUNCT
fbem-29138	80	8	the	the	DET
fbem-29138	80	9	application	application	NOUN
fbem-29138	80	10	of	of	ADP
fbem-29138	80	11	multimodal	multimodal	NOUN
fbem-29138	80	12	data	datum	NOUN
fbem-29138	80	13	integration	integration	NOUN
fbem-29138	80	14	further	far	ADV
fbem-29138	80	15	improves	improve	VERB
fbem-29138	80	16	the	the	DET
fbem-29138	80	17	performance	performance	NOUN
fbem-29138	80	18	of	of	ADP
fbem-29138	80	19	the	the	DET
fbem-29138	80	20	model	model	NOUN
fbem-29138	80	21	,	,	PUNCT
fbem-29138	80	22	and	and	CCONJ
fbem-29138	80	23	by	by	ADP
fbem-29138	80	24	combining	combine	VERB
fbem-29138	80	25	text	text	NOUN
fbem-29138	80	26	data	datum	NOUN
fbem-29138	80	27	(	(	PUNCT
fbem-29138	80	28	such	such	ADJ
fbem-29138	80	29	as	as	ADP
fbem-29138	80	30	policy	policy	NOUN
fbem-29138	80	31	announcements	announcement	NOUN
fbem-29138	80	32	)	)	PUNCT
fbem-29138	80	33	with	with	ADP
fbem-29138	80	34	time	time	NOUN
fbem-29138	80	35	series	series	PROPN
fbem-29138	80	36	data	data	PROPN
fbem-29138	80	37	,	,	PUNCT
fbem-29138	80	38	researchers	researcher	NOUN
fbem-29138	80	39	can	can	AUX
fbem-29138	80	40	more	more	ADV
fbem-29138	80	41	comprehensively	comprehensively	ADV
fbem-29138	80	42	capture	capture	VERB
fbem-29138	80	43	the	the	DET
fbem-29138	80	44	interaction	interaction	NOUN
fbem-29138	80	45	between	between	ADP
fbem-29138	80	46	economic	economic	ADJ
fbem-29138	80	47	variables	variable	NOUN
fbem-29138	80	48	.	.	PUNCT
fbem-29138	81	1	the	the	DET
fbem-29138	81	2	application	application	NOUN
fbem-29138	81	3	of	of	ADP
fbem-29138	81	4	alternative	alternative	ADJ
fbem-29138	81	5	data	datum	NOUN
fbem-29138	81	6	further	further	ADJ
fbem-29138	81	7	highlights	highlight	NOUN
fbem-29138	81	8	the	the	DET
fbem-29138	81	9	potential	potential	NOUN
fbem-29138	81	10	of	of	ADP
fbem-29138	81	11	machine	machine	NOUN
fbem-29138	81	12	learning	learn	VERB
fbem-29138	81	13	technology	technology	NOUN
fbem-29138	81	14	in	in	ADP
fbem-29138	81	15	the	the	DET
fbem-29138	81	16	field	field	NOUN
fbem-29138	81	17	of	of	ADP
fbem-29138	81	18	economics	economic	NOUN
fbem-29138	81	19	and	and	CCONJ
fbem-29138	81	20	finance	finance	NOUN
fbem-29138	81	21	.	.	PUNCT
fbem-29138	82	1	the	the	DET
fbem-29138	82	2	construction	construction	NOUN
fbem-29138	82	3	of	of	ADP
fbem-29138	82	4	policy	policy	NOUN
fbem-29138	82	5	uncertainty	uncertainty	NOUN
fbem-29138	82	6	index	index	NOUN
fbem-29138	82	7	based	base	VERB
fbem-29138	82	8	on	on	ADP
fbem-29138	82	9	sentiment	sentiment	NOUN
fbem-29138	82	10	analysis	analysis	NOUN
fbem-29138	82	11	is	be	AUX
fbem-29138	82	12	an	an	DET
fbem-29138	82	13	important	important	ADJ
fbem-29138	82	14	case	case	NOUN
fbem-29138	82	15	of	of	ADP
fbem-29138	82	16	text	text	NOUN
fbem-29138	82	17	data	datum	NOUN
fbem-29138	82	18	application	application	NOUN
fbem-29138	82	19	,	,	PUNCT
fbem-29138	82	20	through	through	ADP
fbem-29138	82	21	natural	natural	ADJ
fbem-29138	82	22	language	language	NOUN
fbem-29138	82	23	processing	processing	NOUN
fbem-29138	82	24	technology	technology	NOUN
fbem-29138	82	25	(	(	PUNCT
fbem-29138	82	26	nlp	nlp	NOUN
fbem-29138	82	27	)	)	PUNCT
fbem-29138	82	28	,	,	PUNCT
fbem-29138	82	29	researchers	researcher	NOUN
fbem-29138	82	30	can	can	AUX
fbem-29138	82	31	extract	extract	VERB
fbem-29138	82	32	market	market	NOUN
fbem-29138	82	33	sentiment	sentiment	NOUN
fbem-29138	82	34	and	and	CCONJ
fbem-29138	82	35	policy	policy	NOUN
fbem-29138	82	36	signals	signal	NOUN
fbem-29138	82	37	from	from	ADP
fbem-29138	82	38	news	news	NOUN
fbem-29138	82	39	,	,	PUNCT
fbem-29138	82	40	reports	report	NOUN
fbem-29138	82	41	and	and	CCONJ
fbem-29138	82	42	policy	policy	NOUN
fbem-29138	82	43	statements	statement	NOUN
fbem-29138	82	44	,	,	PUNCT
fbem-29138	82	45	and	and	CCONJ
fbem-29138	82	46	provide	provide	VERB
fbem-29138	82	47	auxiliary	auxiliary	ADJ
fbem-29138	82	48	support	support	NOUN
fbem-29138	82	49	for	for	ADP
fbem-29138	82	50	economic	economic	ADJ
fbem-29138	82	51	decision	decision	NOUN
fbem-29138	82	52	-	-	PUNCT
fbem-29138	82	53	making	making	NOUN
fbem-29138	82	54	.	.	PUNCT
fbem-29138	83	1	in	in	ADP
fbem-29138	83	2	consumer	consumer	NOUN
fbem-29138	83	3	behavior	behavior	NOUN
fbem-29138	83	4	analysis	analysis	NOUN
fbem-29138	83	5	,	,	PUNCT
fbem-29138	83	6	computer	computer	NOUN
fbem-29138	83	7	vision	vision	NOUN
fbem-29138	83	8	(	(	PUNCT
fbem-29138	83	9	cv	cv	NOUN
fbem-29138	83	10	)	)	PUNCT
fbem-29138	83	11	technology	technology	NOUN
fbem-29138	83	12	,	,	PUNCT
fbem-29138	83	13	which	which	PRON
fbem-29138	83	14	combines	combine	VERB
fbem-29138	83	15	image	image	NOUN
fbem-29138	83	16	and	and	CCONJ
fbem-29138	83	17	voice	voice	NOUN
fbem-29138	83	18	data	datum	NOUN
fbem-29138	83	19	,	,	PUNCT
fbem-29138	83	20	provides	provide	VERB
fbem-29138	83	21	a	a	DET
fbem-29138	83	22	new	new	ADJ
fbem-29138	83	23	perspective	perspective	NOUN
fbem-29138	83	24	for	for	ADP
fbem-29138	83	25	market	market	NOUN
fbem-29138	83	26	dynamics	dynamic	NOUN
fbem-29138	83	27	and	and	CCONJ
fbem-29138	83	28	preference	preference	NOUN
fbem-29138	83	29	monitoring	monitoring	NOUN
fbem-29138	83	30	.	.	PUNCT
fbem-29138	84	1	for	for	ADP
fbem-29138	84	2	example	example	NOUN
fbem-29138	84	3	,	,	PUNCT
fbem-29138	84	4	by	by	ADP
fbem-29138	84	5	analyzing	analyze	VERB
fbem-29138	84	6	usergenerated	usergenerated	ADJ
fbem-29138	84	7	content	content	NOUN
fbem-29138	84	8	in	in	ADP
fbem-29138	84	9	social	social	ADJ
fbem-29138	84	10	media	medium	NOUN
fbem-29138	84	11	,	,	PUNCT
fbem-29138	84	12	consumer	consumer	NOUN
fbem-29138	84	13	trends	trend	NOUN
fbem-29138	84	14	and	and	CCONJ
fbem-29138	84	15	brand	brand	NOUN
fbem-29138	84	16	effects	effect	NOUN
fbem-29138	84	17	can	can	AUX
fbem-29138	84	18	be	be	AUX
fbem-29138	84	19	assessed	assess	VERB
fbem-29138	84	20	in	in	ADP
fbem-29138	84	21	real	real	ADJ
fbem-29138	84	22	-	-	PUNCT
fbem-29138	84	23	time	time	NOUN
fbem-29138	84	24	.	.	PUNCT
fbem-29138	85	1	in	in	ADP
fbem-29138	85	2	addition	addition	NOUN
fbem-29138	85	3	,	,	PUNCT
fbem-29138	85	4	voice	voice	NOUN
fbem-29138	85	5	data	datum	NOUN
fbem-29138	85	6	mining	mining	NOUN
fbem-29138	85	7	has	have	AUX
fbem-29138	85	8	also	also	ADV
fbem-29138	85	9	shown	show	VERB
fbem-29138	85	10	important	important	ADJ
fbem-29138	85	11	value	value	NOUN
fbem-29138	85	12	in	in	ADP
fbem-29138	85	13	customer	customer	NOUN
fbem-29138	85	14	relationship	relationship	NOUN
fbem-29138	85	15	management	management	NOUN
fbem-29138	85	16	and	and	CCONJ
fbem-29138	85	17	financial	financial	ADJ
fbem-29138	85	18	services	service	NOUN
fbem-29138	85	19	,	,	PUNCT
fbem-29138	85	20	and	and	CCONJ
fbem-29138	85	21	researchers	researcher	NOUN
fbem-29138	85	22	can	can	AUX
fbem-29138	85	23	more	more	ADV
fbem-29138	85	24	accurately	accurately	ADV
fbem-29138	85	25	evaluate	evaluate	VERB
fbem-29138	85	26	consumer	consumer	NOUN
fbem-29138	85	27	satisfaction	satisfaction	NOUN
fbem-29138	85	28	and	and	CCONJ
fbem-29138	85	29	market	market	NOUN
fbem-29138	85	30	feedback	feedback	NOUN
fbem-29138	85	31	through	through	ADP
fbem-29138	85	32	emotion	emotion	NOUN
fbem-29138	85	33	recognition	recognition	NOUN
fbem-29138	85	34	and	and	CCONJ
fbem-29138	85	35	voice	voice	NOUN
fbem-29138	85	36	pattern	pattern	NOUN
fbem-29138	85	37	analysis	analysis	NOUN
fbem-29138	85	38	.	.	PUNCT
fbem-29138	86	1	causal	causal	ADJ
fbem-29138	86	2	inference	inference	NOUN
fbem-29138	86	3	is	be	AUX
fbem-29138	86	4	one	one	NUM
fbem-29138	86	5	of	of	ADP
fbem-29138	86	6	the	the	DET
fbem-29138	86	7	important	important	ADJ
fbem-29138	86	8	tasks	task	NOUN
fbem-29138	86	9	of	of	ADP
fbem-29138	86	10	economic	economic	ADJ
fbem-29138	86	11	and	and	CCONJ
fbem-29138	86	12	financial	financial	ADJ
fbem-29138	86	13	research	research	NOUN
fbem-29138	86	14	,	,	PUNCT
fbem-29138	86	15	and	and	CCONJ
fbem-29138	86	16	the	the	DET
fbem-29138	86	17	application	application	NOUN
fbem-29138	86	18	of	of	ADP
fbem-29138	86	19	machine	machine	NOUN
fbem-29138	86	20	learning	learning	NOUN
fbem-29138	86	21	in	in	ADP
fbem-29138	86	22	this	this	DET
fbem-29138	86	23	field	field	NOUN
fbem-29138	86	24	has	have	AUX
fbem-29138	86	25	shown	show	VERB
fbem-29138	86	26	significant	significant	ADJ
fbem-29138	86	27	technical	technical	ADJ
fbem-29138	86	28	advantages	advantage	NOUN
fbem-29138	86	29	.	.	PUNCT
fbem-29138	87	1	in	in	ADP
fbem-29138	87	2	the	the	DET
fbem-29138	87	3	high	high	ADV
fbem-29138	87	4	-	-	PUNCT
fbem-29138	87	5	dimensional	dimensional	ADJ
fbem-29138	87	6	data	datum	NOUN
fbem-29138	87	7	environment	environment	NOUN
fbem-29138	87	8	that	that	PRON
fbem-29138	87	9	is	be	AUX
fbem-29138	87	10	difficult	difficult	ADJ
fbem-29138	87	11	to	to	PART
fbem-29138	87	12	cope	cope	VERB
fbem-29138	87	13	with	with	ADP
fbem-29138	87	14	traditional	traditional	ADJ
fbem-29138	87	15	methods	method	NOUN
fbem-29138	87	16	,	,	PUNCT
fbem-29138	87	17	machine	machine	NOUN
fbem-29138	87	18	learning	learning	NOUN
fbem-29138	87	19	optimizes	optimize	VERB
fbem-29138	87	20	the	the	DET
fbem-29138	87	21	selection	selection	NOUN
fbem-29138	87	22	of	of	ADP
fbem-29138	87	23	control	control	NOUN
fbem-29138	87	24	variables	variable	NOUN
fbem-29138	87	25	and	and	CCONJ
fbem-29138	87	26	the	the	DET
fbem-29138	87	27	analysis	analysis	NOUN
fbem-29138	87	28	of	of	ADP
fbem-29138	87	29	nonlinear	nonlinear	ADJ
fbem-29138	87	30	causality	causality	NOUN
fbem-29138	87	31	through	through	ADP
fbem-29138	87	32	models	model	NOUN
fbem-29138	87	33	such	such	ADJ
fbem-29138	87	34	as	as	ADP
fbem-29138	87	35	random	random	ADJ
fbem-29138	87	36	forest	forest	NOUN
fbem-29138	87	37	and	and	CCONJ
fbem-29138	87	38	support	support	VERB
fbem-29138	87	39	vector	vector	NOUN
fbem-29138	87	40	machine	machine	NOUN
fbem-29138	87	41	.	.	PUNCT
fbem-29138	88	1	these	these	DET
fbem-29138	88	2	models	model	NOUN
fbem-29138	88	3	are	be	AUX
fbem-29138	88	4	able	able	ADJ
fbem-29138	88	5	to	to	PART
fbem-29138	88	6	automatically	automatically	ADV
fbem-29138	88	7	identify	identify	VERB
fbem-29138	88	8	key	key	ADJ
fbem-29138	88	9	factors	factor	NOUN
fbem-29138	88	10	in	in	ADP
fbem-29138	88	11	a	a	DET
fbem-29138	88	12	complex	complex	ADJ
fbem-29138	88	13	variable	variable	ADJ
fbem-29138	88	14	space	space	NOUN
fbem-29138	88	15	,	,	PUNCT
fbem-29138	88	16	thereby	thereby	ADV
fbem-29138	88	17	improving	improve	VERB
fbem-29138	88	18	the	the	DET
fbem-29138	88	19	accuracy	accuracy	NOUN
fbem-29138	88	20	of	of	ADP
fbem-29138	88	21	policy	policy	NOUN
fbem-29138	88	22	evaluation	evaluation	NOUN
fbem-29138	88	23	and	and	CCONJ
fbem-29138	88	24	decision	decision	NOUN
fbem-29138	88	25	support	support	NOUN
fbem-29138	88	26	.	.	PUNCT
fbem-29138	89	1	in	in	ADP
fbem-29138	89	2	addition	addition	NOUN
fbem-29138	89	3	,	,	PUNCT
fbem-29138	89	4	counterfactual	counterfactual	ADJ
fbem-29138	89	5	analysis	analysis	NOUN
fbem-29138	89	6	,	,	PUNCT
fbem-29138	89	7	as	as	ADP
fbem-29138	89	8	a	a	DET
fbem-29138	89	9	new	new	ADJ
fbem-29138	89	10	methodological	methodological	ADJ
fbem-29138	89	11	tool	tool	NOUN
fbem-29138	89	12	,	,	PUNCT
fbem-29138	89	13	provides	provide	VERB
fbem-29138	89	14	a	a	DET
fbem-29138	89	15	more	more	ADV
fbem-29138	89	16	flexible	flexible	ADJ
fbem-29138	89	17	path	path	NOUN
fbem-29138	89	18	for	for	ADP
fbem-29138	89	19	58	58	NUM
fbem-29138	89	20	complex	complex	ADJ
fbem-29138	89	21	policy	policy	NOUN
fbem-29138	89	22	effect	effect	NOUN
fbem-29138	89	23	evaluation	evaluation	NOUN
fbem-29138	89	24	.	.	PUNCT
fbem-29138	90	1	for	for	ADP
fbem-29138	90	2	example	example	NOUN
fbem-29138	90	3	,	,	PUNCT
fbem-29138	90	4	through	through	ADP
fbem-29138	90	5	counterfactual	counterfactual	ADJ
fbem-29138	90	6	simulations	simulation	NOUN
fbem-29138	90	7	of	of	ADP
fbem-29138	90	8	different	different	ADJ
fbem-29138	90	9	policy	policy	NOUN
fbem-29138	90	10	intervention	intervention	NOUN
fbem-29138	90	11	scenarios	scenario	NOUN
fbem-29138	90	12	,	,	PUNCT
fbem-29138	90	13	researchers	researcher	NOUN
fbem-29138	90	14	can	can	AUX
fbem-29138	90	15	quantify	quantify	VERB
fbem-29138	90	16	the	the	DET
fbem-29138	90	17	potential	potential	ADJ
fbem-29138	90	18	impact	impact	NOUN
fbem-29138	90	19	of	of	ADP
fbem-29138	90	20	policy	policy	NOUN
fbem-29138	90	21	implementation	implementation	NOUN
fbem-29138	90	22	,	,	PUNCT
fbem-29138	90	23	providing	provide	VERB
fbem-29138	90	24	a	a	DET
fbem-29138	90	25	more	more	ADV
fbem-29138	90	26	scientific	scientific	ADJ
fbem-29138	90	27	basis	basis	NOUN
fbem-29138	90	28	for	for	ADP
fbem-29138	90	29	policy	policy	NOUN
fbem-29138	90	30	design	design	NOUN
fbem-29138	90	31	.	.	PUNCT
fbem-29138	91	1	in	in	ADP
fbem-29138	91	2	the	the	DET
fbem-29138	91	3	presentation	presentation	NOUN
fbem-29138	91	4	of	of	ADP
fbem-29138	91	5	specific	specific	ADJ
fbem-29138	91	6	cases	case	NOUN
fbem-29138	91	7	,	,	PUNCT
fbem-29138	91	8	the	the	DET
fbem-29138	91	9	application	application	NOUN
fbem-29138	91	10	of	of	ADP
fbem-29138	91	11	machine	machine	NOUN
fbem-29138	91	12	learning	learn	VERB
fbem-29138	91	13	spans	span	VERB
fbem-29138	91	14	a	a	DET
fbem-29138	91	15	range	range	NOUN
fbem-29138	91	16	of	of	ADP
fbem-29138	91	17	important	important	ADJ
fbem-29138	91	18	domains	domain	NOUN
fbem-29138	91	19	,	,	PUNCT
fbem-29138	91	20	demonstrating	demonstrate	VERB
fbem-29138	91	21	its	its	PRON
fbem-29138	91	22	versatility	versatility	NOUN
fbem-29138	91	23	and	and	CCONJ
fbem-29138	91	24	efficacy	efficacy	NOUN
fbem-29138	91	25	.	.	PUNCT
fbem-29138	92	1	within	within	ADP
fbem-29138	92	2	financial	financial	ADJ
fbem-29138	92	3	markets	market	NOUN
fbem-29138	92	4	,	,	PUNCT
fbem-29138	92	5	the	the	DET
fbem-29138	92	6	integration	integration	NOUN
fbem-29138	92	7	of	of	ADP
fbem-29138	92	8	deep	deep	ADJ
fbem-29138	92	9	learning	learning	NOUN
fbem-29138	92	10	techniques	technique	NOUN
fbem-29138	92	11	with	with	ADP
fbem-29138	92	12	traditional	traditional	ADJ
fbem-29138	92	13	econometric	econometric	ADJ
fbem-29138	92	14	models	model	NOUN
fbem-29138	92	15	has	have	AUX
fbem-29138	92	16	enabled	enable	VERB
fbem-29138	92	17	researchers	researcher	NOUN
fbem-29138	92	18	to	to	PART
fbem-29138	92	19	refine	refine	VERB
fbem-29138	92	20	asset	asset	NOUN
fbem-29138	92	21	pricing	pricing	NOUN
fbem-29138	92	22	frameworks	framework	NOUN
fbem-29138	92	23	and	and	CCONJ
fbem-29138	92	24	enhance	enhance	VERB
fbem-29138	92	25	risk	risk	NOUN
fbem-29138	92	26	management	management	NOUN
fbem-29138	92	27	strategies	strategy	NOUN
fbem-29138	92	28	.	.	PUNCT
fbem-29138	93	1	this	this	DET
fbem-29138	93	2	fusion	fusion	NOUN
fbem-29138	93	3	of	of	ADP
fbem-29138	93	4	methodologies	methodology	NOUN
fbem-29138	93	5	has	have	AUX
fbem-29138	93	6	led	lead	VERB
fbem-29138	93	7	to	to	ADP
fbem-29138	93	8	significant	significant	ADJ
fbem-29138	93	9	improvements	improvement	NOUN
fbem-29138	93	10	in	in	ADP
fbem-29138	93	11	the	the	DET
fbem-29138	93	12	reliability	reliability	NOUN
fbem-29138	93	13	of	of	ADP
fbem-29138	93	14	predictive	predictive	ADJ
fbem-29138	93	15	outputs	output	NOUN
fbem-29138	93	16	and	and	CCONJ
fbem-29138	93	17	the	the	DET
fbem-29138	93	18	explanatory	explanatory	ADJ
fbem-29138	93	19	power	power	NOUN
fbem-29138	93	20	of	of	ADP
fbem-29138	93	21	underlying	underlie	VERB
fbem-29138	93	22	models	model	NOUN
fbem-29138	93	23	,	,	PUNCT
fbem-29138	93	24	offering	offer	VERB
fbem-29138	93	25	more	more	ADV
fbem-29138	93	26	nuanced	nuanced	ADJ
fbem-29138	93	27	insights	insight	NOUN
fbem-29138	93	28	into	into	ADP
fbem-29138	93	29	market	market	NOUN
fbem-29138	93	30	dynamics	dynamic	NOUN
fbem-29138	93	31	.	.	PUNCT
fbem-29138	94	1	similarly	similarly	ADV
fbem-29138	94	2	,	,	PUNCT
fbem-29138	94	3	in	in	ADP
fbem-29138	94	4	the	the	DET
fbem-29138	94	5	realm	realm	NOUN
fbem-29138	94	6	of	of	ADP
fbem-29138	94	7	macroeconomic	macroeconomic	ADJ
fbem-29138	94	8	analysis	analysis	NOUN
fbem-29138	94	9	,	,	PUNCT
fbem-29138	94	10	machine	machine	NOUN
fbem-29138	94	11	learning	learning	NOUN
fbem-29138	94	12	has	have	AUX
fbem-29138	94	13	shown	show	VERB
fbem-29138	94	14	great	great	ADJ
fbem-29138	94	15	promise	promise	NOUN
fbem-29138	94	16	.	.	PUNCT
fbem-29138	95	1	by	by	ADP
fbem-29138	95	2	leveraging	leverage	VERB
fbem-29138	95	3	multimodal	multimodal	NOUN
fbem-29138	95	4	data	datum	NOUN
fbem-29138	95	5	integration	integration	NOUN
fbem-29138	95	6	technologies	technology	NOUN
fbem-29138	95	7	,	,	PUNCT
fbem-29138	95	8	researchers	researcher	NOUN
fbem-29138	95	9	can	can	AUX
fbem-29138	95	10	achieve	achieve	VERB
fbem-29138	95	11	a	a	DET
fbem-29138	95	12	more	more	ADV
fbem-29138	95	13	precise	precise	ADJ
fbem-29138	95	14	understanding	understanding	NOUN
fbem-29138	95	15	of	of	ADP
fbem-29138	95	16	the	the	DET
fbem-29138	95	17	ripple	ripple	ADJ
fbem-29138	95	18	effects	effect	NOUN
fbem-29138	95	19	of	of	ADP
fbem-29138	95	20	policy	policy	NOUN
fbem-29138	95	21	changes	change	NOUN
fbem-29138	95	22	on	on	ADP
fbem-29138	95	23	economic	economic	ADJ
fbem-29138	95	24	growth	growth	NOUN
fbem-29138	95	25	trajectories	trajectory	NOUN
fbem-29138	95	26	and	and	CCONJ
fbem-29138	95	27	market	market	NOUN
fbem-29138	95	28	volatility	volatility	NOUN
fbem-29138	95	29	patterns	pattern	NOUN
fbem-29138	95	30	,	,	PUNCT
fbem-29138	95	31	capturing	capture	VERB
fbem-29138	95	32	complex	complex	ADJ
fbem-29138	95	33	interdependencies	interdependency	NOUN
fbem-29138	95	34	that	that	SCONJ
fbem-29138	95	35	traditional	traditional	ADJ
fbem-29138	95	36	methods	method	NOUN
fbem-29138	95	37	may	may	AUX
fbem-29138	95	38	overlook	overlook	VERB
fbem-29138	95	39	.	.	PUNCT
fbem-29138	96	1	furthermore	furthermore	ADV
fbem-29138	96	2	,	,	PUNCT
fbem-29138	96	3	in	in	ADP
fbem-29138	96	4	the	the	DET
fbem-29138	96	5	context	context	NOUN
fbem-29138	96	6	of	of	ADP
fbem-29138	96	7	nontraditional	nontraditional	ADJ
fbem-29138	96	8	data	datum	NOUN
fbem-29138	96	9	analysis	analysis	NOUN
fbem-29138	96	10	,	,	PUNCT
fbem-29138	96	11	machine	machine	NOUN
fbem-29138	96	12	learning	learning	NOUN
fbem-29138	96	13	methods	method	NOUN
fbem-29138	96	14	provide	provide	VERB
fbem-29138	96	15	valuable	valuable	ADJ
fbem-29138	96	16	tools	tool	NOUN
fbem-29138	96	17	for	for	ADP
fbem-29138	96	18	interpreting	interpret	VERB
fbem-29138	96	19	unconventional	unconventional	ADJ
fbem-29138	96	20	data	datum	NOUN
fbem-29138	96	21	sources	source	NOUN
fbem-29138	96	22	.	.	PUNCT
fbem-29138	97	1	investment	investment	NOUN
fbem-29138	97	2	strategies	strategy	NOUN
fbem-29138	97	3	informed	inform	VERB
fbem-29138	97	4	by	by	ADP
fbem-29138	97	5	sentiment	sentiment	NOUN
fbem-29138	97	6	analysis	analysis	NOUN
fbem-29138	97	7	of	of	ADP
fbem-29138	97	8	social	social	ADJ
fbem-29138	97	9	media	medium	NOUN
fbem-29138	97	10	platforms	platform	NOUN
fbem-29138	97	11	and	and	CCONJ
fbem-29138	97	12	market	market	NOUN
fbem-29138	97	13	behavior	behavior	NOUN
fbem-29138	97	14	studies	study	NOUN
fbem-29138	97	15	grounded	ground	VERB
fbem-29138	97	16	in	in	ADP
fbem-29138	97	17	image	image	NOUN
fbem-29138	97	18	recognition	recognition	NOUN
fbem-29138	97	19	techniques	technique	NOUN
fbem-29138	97	20	have	have	AUX
fbem-29138	97	21	emerged	emerge	VERB
fbem-29138	97	22	as	as	ADP
fbem-29138	97	23	pivotal	pivotal	ADJ
fbem-29138	97	24	resources	resource	NOUN
fbem-29138	97	25	for	for	ADP
fbem-29138	97	26	both	both	DET
fbem-29138	97	27	investors	investor	NOUN
fbem-29138	97	28	seeking	seek	VERB
fbem-29138	97	29	actionable	actionable	ADJ
fbem-29138	97	30	intelligence	intelligence	NOUN
fbem-29138	97	31	and	and	CCONJ
fbem-29138	97	32	policymakers	policymaker	NOUN
fbem-29138	97	33	aiming	aim	VERB
fbem-29138	97	34	to	to	PART
fbem-29138	97	35	craft	craft	VERB
fbem-29138	97	36	informed	inform	VERB
fbem-29138	97	37	,	,	PUNCT
fbem-29138	97	38	responsive	responsive	ADJ
fbem-29138	97	39	strategies	strategy	NOUN
fbem-29138	97	40	.	.	PUNCT
fbem-29138	98	1	in	in	ADP
fbem-29138	98	2	conclusion	conclusion	NOUN
fbem-29138	98	3	,	,	PUNCT
fbem-29138	98	4	the	the	DET
fbem-29138	98	5	typical	typical	ADJ
fbem-29138	98	6	application	application	NOUN
fbem-29138	98	7	of	of	ADP
fbem-29138	98	8	machine	machine	NOUN
fbem-29138	98	9	learning	learning	NOUN
fbem-29138	98	10	in	in	ADP
fbem-29138	98	11	the	the	DET
fbem-29138	98	12	field	field	NOUN
fbem-29138	98	13	of	of	ADP
fbem-29138	98	14	economics	economic	NOUN
fbem-29138	98	15	and	and	CCONJ
fbem-29138	98	16	finance	finance	NOUN
fbem-29138	98	17	not	not	PART
fbem-29138	98	18	only	only	ADV
fbem-29138	98	19	demonstrates	demonstrate	VERB
fbem-29138	98	20	its	its	PRON
fbem-29138	98	21	powerful	powerful	ADJ
fbem-29138	98	22	ability	ability	NOUN
fbem-29138	98	23	to	to	PART
fbem-29138	98	24	process	process	VERB
fbem-29138	98	25	high	high	ADV
fbem-29138	98	26	-	-	PUNCT
fbem-29138	98	27	dimensional	dimensional	ADJ
fbem-29138	98	28	,	,	PUNCT
fbem-29138	98	29	complex	complex	ADJ
fbem-29138	98	30	and	and	CCONJ
fbem-29138	98	31	unstructured	unstructured	ADJ
fbem-29138	98	32	data	datum	NOUN
fbem-29138	98	33	,	,	PUNCT
fbem-29138	98	34	but	but	CCONJ
fbem-29138	98	35	also	also	ADV
fbem-29138	98	36	provides	provide	VERB
fbem-29138	98	37	new	new	ADJ
fbem-29138	98	38	ideas	idea	NOUN
fbem-29138	98	39	for	for	ADP
fbem-29138	98	40	the	the	DET
fbem-29138	98	41	improvement	improvement	NOUN
fbem-29138	98	42	of	of	ADP
fbem-29138	98	43	traditional	traditional	ADJ
fbem-29138	98	44	research	research	NOUN
fbem-29138	98	45	methods	method	NOUN
fbem-29138	98	46	.	.	PUNCT
fbem-29138	99	1	by	by	ADP
fbem-29138	99	2	combining	combine	VERB
fbem-29138	99	3	advanced	advanced	ADJ
fbem-29138	99	4	algorithm	algorithm	NOUN
fbem-29138	99	5	design	design	NOUN
fbem-29138	99	6	with	with	ADP
fbem-29138	99	7	diverse	diverse	ADJ
fbem-29138	99	8	data	datum	NOUN
fbem-29138	99	9	sources	source	NOUN
fbem-29138	99	10	,	,	PUNCT
fbem-29138	99	11	these	these	DET
fbem-29138	99	12	applications	application	NOUN
fbem-29138	99	13	inject	inject	VERB
fbem-29138	99	14	new	new	ADJ
fbem-29138	99	15	vitality	vitality	NOUN
fbem-29138	99	16	into	into	ADP
fbem-29138	99	17	the	the	DET
fbem-29138	99	18	solution	solution	NOUN
fbem-29138	99	19	of	of	ADP
fbem-29138	99	20	economic	economic	ADJ
fbem-29138	99	21	and	and	CCONJ
fbem-29138	99	22	financial	financial	ADJ
fbem-29138	99	23	problems	problem	NOUN
fbem-29138	99	24	.	.	PUNCT
fbem-29138	100	1	in	in	ADP
fbem-29138	100	2	the	the	DET
fbem-29138	100	3	future	future	NOUN
fbem-29138	100	4	,	,	PUNCT
fbem-29138	100	5	with	with	ADP
fbem-29138	100	6	the	the	DET
fbem-29138	100	7	continuous	continuous	ADJ
fbem-29138	100	8	evolution	evolution	NOUN
fbem-29138	100	9	of	of	ADP
fbem-29138	100	10	technology	technology	NOUN
fbem-29138	100	11	,	,	PUNCT
fbem-29138	100	12	machine	machine	NOUN
fbem-29138	100	13	learning	learning	NOUN
fbem-29138	100	14	methods	method	NOUN
fbem-29138	100	15	will	will	AUX
fbem-29138	100	16	show	show	VERB
fbem-29138	100	17	their	their	PRON
fbem-29138	100	18	potential	potential	NOUN
fbem-29138	100	19	in	in	ADP
fbem-29138	100	20	a	a	DET
fbem-29138	100	21	wider	wide	ADJ
fbem-29138	100	22	range	range	NOUN
fbem-29138	100	23	of	of	ADP
fbem-29138	100	24	application	application	NOUN
fbem-29138	100	25	scenarios	scenario	NOUN
fbem-29138	100	26	,	,	PUNCT
fbem-29138	100	27	promoting	promote	VERB
fbem-29138	100	28	continuous	continuous	ADJ
fbem-29138	100	29	innovation	innovation	NOUN
fbem-29138	100	30	and	and	CCONJ
fbem-29138	100	31	leapfrog	leapfrog	VERB
fbem-29138	100	32	development	development	NOUN
fbem-29138	100	33	of	of	ADP
fbem-29138	100	34	economic	economic	ADJ
fbem-29138	100	35	and	and	CCONJ
fbem-29138	100	36	financial	financial	ADJ
fbem-29138	100	37	research	research	NOUN
fbem-29138	100	38	.	.	PUNCT
fbem-29138	101	1	5	5	X
fbem-29138	101	2	.	.	X
fbem-29138	101	3	challenges	challenge	NOUN
fbem-29138	101	4	and	and	CCONJ
fbem-29138	101	5	future	future	ADJ
fbem-29138	101	6	directions	direction	NOUN
fbem-29138	101	7	although	although	SCONJ
fbem-29138	101	8	machine	machine	NOUN
fbem-29138	101	9	learning	learning	NOUN
fbem-29138	101	10	methods	method	NOUN
fbem-29138	101	11	have	have	AUX
fbem-29138	101	12	shown	show	VERB
fbem-29138	101	13	significant	significant	ADJ
fbem-29138	101	14	application	application	NOUN
fbem-29138	101	15	potential	potential	NOUN
fbem-29138	101	16	in	in	ADP
fbem-29138	101	17	the	the	DET
fbem-29138	101	18	field	field	NOUN
fbem-29138	101	19	of	of	ADP
fbem-29138	101	20	economics	economic	NOUN
fbem-29138	101	21	and	and	CCONJ
fbem-29138	101	22	finance	finance	NOUN
fbem-29138	101	23	,	,	PUNCT
fbem-29138	101	24	they	they	PRON
fbem-29138	101	25	still	still	ADV
fbem-29138	101	26	face	face	VERB
fbem-29138	101	27	many	many	ADJ
fbem-29138	101	28	challenges	challenge	NOUN
fbem-29138	101	29	in	in	ADP
fbem-29138	101	30	terms	term	NOUN
fbem-29138	101	31	of	of	ADP
fbem-29138	101	32	research	research	NOUN
fbem-29138	101	33	paradigms	paradigm	NOUN
fbem-29138	101	34	,	,	PUNCT
fbem-29138	101	35	technical	technical	ADJ
fbem-29138	101	36	implementation	implementation	NOUN
fbem-29138	101	37	,	,	PUNCT
fbem-29138	101	38	and	and	CCONJ
fbem-29138	101	39	practical	practical	ADJ
fbem-29138	101	40	effects	effect	NOUN
fbem-29138	101	41	.	.	PUNCT
fbem-29138	102	1	model	model	NOUN
fbem-29138	102	2	transparency	transparency	NOUN
fbem-29138	102	3	is	be	AUX
fbem-29138	102	4	one	one	NUM
fbem-29138	102	5	of	of	ADP
fbem-29138	102	6	the	the	DET
fbem-29138	102	7	core	core	ADJ
fbem-29138	102	8	challenges	challenge	NOUN
fbem-29138	102	9	of	of	ADP
fbem-29138	102	10	current	current	ADJ
fbem-29138	102	11	machine	machine	NOUN
fbem-29138	102	12	learning	learning	NOUN
fbem-29138	102	13	methods	method	NOUN
fbem-29138	102	14	such	such	ADJ
fbem-29138	102	15	as	as	ADP
fbem-29138	102	16	deep	deep	ADJ
fbem-29138	102	17	learning	learning	NOUN
fbem-29138	102	18	.	.	PUNCT
fbem-29138	103	1	machine	machine	NOUN
fbem-29138	103	2	learning	learning	NOUN
fbem-29138	103	3	models	model	NOUN
fbem-29138	103	4	,	,	PUNCT
fbem-29138	103	5	especially	especially	ADV
fbem-29138	103	6	neural	neural	ADJ
fbem-29138	103	7	network	network	NOUN
fbem-29138	103	8	models	model	NOUN
fbem-29138	103	9	,	,	PUNCT
fbem-29138	103	10	are	be	AUX
fbem-29138	103	11	often	often	ADV
fbem-29138	103	12	seen	see	VERB
fbem-29138	103	13	as	as	ADP
fbem-29138	103	14	"	"	PUNCT
fbem-29138	103	15	black	black	ADJ
fbem-29138	103	16	boxes	box	NOUN
fbem-29138	103	17	"	"	PUNCT
fbem-29138	103	18	with	with	ADP
fbem-29138	103	19	a	a	DET
fbem-29138	103	20	lack	lack	NOUN
fbem-29138	103	21	of	of	ADP
fbem-29138	103	22	clear	clear	ADJ
fbem-29138	103	23	explanations	explanation	NOUN
fbem-29138	103	24	of	of	ADP
fbem-29138	103	25	their	their	PRON
fbem-29138	103	26	internal	internal	ADJ
fbem-29138	103	27	mechanisms	mechanism	NOUN
fbem-29138	103	28	,	,	PUNCT
fbem-29138	103	29	which	which	PRON
fbem-29138	103	30	limits	limit	VERB
fbem-29138	103	31	the	the	DET
fbem-29138	103	32	level	level	NOUN
fbem-29138	103	33	of	of	ADP
fbem-29138	103	34	trust	trust	NOUN
fbem-29138	103	35	in	in	ADP
fbem-29138	103	36	their	their	PRON
fbem-29138	103	37	results	result	NOUN
fbem-29138	103	38	in	in	ADP
fbem-29138	103	39	academia	academia	NOUN
fbem-29138	103	40	and	and	CCONJ
fbem-29138	103	41	practice	practice	NOUN
fbem-29138	103	42	.	.	PUNCT
fbem-29138	104	1	in	in	ADP
fbem-29138	104	2	the	the	DET
fbem-29138	104	3	field	field	NOUN
fbem-29138	104	4	of	of	ADP
fbem-29138	104	5	economics	economic	NOUN
fbem-29138	104	6	and	and	CCONJ
fbem-29138	104	7	finance	finance	NOUN
fbem-29138	104	8	,	,	PUNCT
fbem-29138	104	9	researchers	researcher	NOUN
fbem-29138	104	10	not	not	PART
fbem-29138	104	11	only	only	ADV
fbem-29138	104	12	need	need	VERB
fbem-29138	104	13	high	high	ADJ
fbem-29138	104	14	-	-	PUNCT
fbem-29138	104	15	precision	precision	NOUN
fbem-29138	104	16	prediction	prediction	NOUN
fbem-29138	104	17	results	result	NOUN
fbem-29138	104	18	,	,	PUNCT
fbem-29138	104	19	but	but	CCONJ
fbem-29138	104	20	also	also	ADV
fbem-29138	104	21	need	need	VERB
fbem-29138	104	22	models	model	NOUN
fbem-29138	104	23	that	that	PRON
fbem-29138	104	24	can	can	AUX
fbem-29138	104	25	provide	provide	VERB
fbem-29138	104	26	theoretically	theoretically	ADV
fbem-29138	104	27	consistent	consistent	ADJ
fbem-29138	104	28	and	and	CCONJ
fbem-29138	104	29	logically	logically	ADV
fbem-29138	104	30	clear	clear	ADJ
fbem-29138	104	31	explanations	explanation	NOUN
fbem-29138	104	32	.	.	PUNCT
fbem-29138	105	1	however	however	ADV
fbem-29138	105	2	,	,	PUNCT
fbem-29138	105	3	the	the	DET
fbem-29138	105	4	complexity	complexity	NOUN
fbem-29138	105	5	of	of	ADP
fbem-29138	105	6	deep	deep	ADJ
fbem-29138	105	7	learning	learning	NOUN
fbem-29138	105	8	models	model	NOUN
fbem-29138	105	9	and	and	CCONJ
fbem-29138	105	10	the	the	DET
fbem-29138	105	11	high	high	ADV
fbem-29138	105	12	-	-	PUNCT
fbem-29138	105	13	dimensional	dimensional	ADJ
fbem-29138	105	14	nature	nature	NOUN
fbem-29138	105	15	of	of	ADP
fbem-29138	105	16	their	their	PRON
fbem-29138	105	17	parameters	parameter	NOUN
fbem-29138	105	18	make	make	VERB
fbem-29138	105	19	it	it	PRON
fbem-29138	105	20	difficult	difficult	ADJ
fbem-29138	105	21	to	to	PART
fbem-29138	105	22	explain	explain	VERB
fbem-29138	105	23	their	their	PRON
fbem-29138	105	24	inner	inner	ADJ
fbem-29138	105	25	workings	working	NOUN
fbem-29138	105	26	,	,	PUNCT
fbem-29138	105	27	especially	especially	ADV
fbem-29138	105	28	in	in	ADP
fbem-29138	105	29	applications	application	NOUN
fbem-29138	105	30	that	that	PRON
fbem-29138	105	31	require	require	VERB
fbem-29138	105	32	strong	strong	ADJ
fbem-29138	105	33	explanatory	explanatory	ADJ
fbem-29138	105	34	behavior	behavior	NOUN
fbem-29138	105	35	,	,	PUNCT
fbem-29138	105	36	such	such	ADJ
fbem-29138	105	37	as	as	ADP
fbem-29138	105	38	causal	causal	ADJ
fbem-29138	105	39	inference	inference	NOUN
fbem-29138	105	40	and	and	CCONJ
fbem-29138	105	41	policy	policy	NOUN
fbem-29138	105	42	evaluation	evaluation	NOUN
fbem-29138	105	43	.	.	PUNCT
fbem-29138	106	1	data	datum	NOUN
fbem-29138	106	2	quality	quality	NOUN
fbem-29138	106	3	issues	issue	NOUN
fbem-29138	106	4	are	be	AUX
fbem-29138	106	5	also	also	ADV
fbem-29138	106	6	a	a	DET
fbem-29138	106	7	significant	significant	ADJ
fbem-29138	106	8	challenge	challenge	NOUN
fbem-29138	106	9	for	for	ADP
fbem-29138	106	10	machine	machine	NOUN
fbem-29138	106	11	learning	learning	NOUN
fbem-29138	106	12	approaches	approach	NOUN
fbem-29138	106	13	.	.	PUNCT
fbem-29138	107	1	data	datum	NOUN
fbem-29138	107	2	in	in	ADP
fbem-29138	107	3	the	the	DET
fbem-29138	107	4	field	field	NOUN
fbem-29138	107	5	of	of	ADP
fbem-29138	107	6	economics	economic	NOUN
fbem-29138	107	7	and	and	CCONJ
fbem-29138	107	8	finance	finance	NOUN
fbem-29138	107	9	often	often	ADV
fbem-29138	107	10	have	have	VERB
fbem-29138	107	11	the	the	DET
fbem-29138	107	12	characteristics	characteristic	NOUN
fbem-29138	107	13	of	of	ADP
fbem-29138	107	14	small	small	ADJ
fbem-29138	107	15	samples	sample	NOUN
fbem-29138	107	16	,	,	PUNCT
fbem-29138	107	17	high	high	ADJ
fbem-29138	107	18	noise	noise	NOUN
fbem-29138	107	19	and	and	CCONJ
fbem-29138	107	20	unstructured	unstructure	VERB
fbem-29138	107	21	,	,	PUNCT
fbem-29138	107	22	which	which	PRON
fbem-29138	107	23	puts	put	VERB
fbem-29138	107	24	forward	forward	ADV
fbem-29138	107	25	higher	high	ADJ
fbem-29138	107	26	requirements	requirement	NOUN
fbem-29138	107	27	for	for	ADP
fbem-29138	107	28	the	the	DET
fbem-29138	107	29	robustness	robustness	NOUN
fbem-29138	107	30	and	and	CCONJ
fbem-29138	107	31	generalization	generalization	NOUN
fbem-29138	107	32	ability	ability	NOUN
fbem-29138	107	33	of	of	ADP
fbem-29138	107	34	machine	machine	NOUN
fbem-29138	107	35	learning	learn	VERB
fbem-29138	107	36	algorithms	algorithm	NOUN
fbem-29138	107	37	.	.	PUNCT
fbem-29138	108	1	traditional	traditional	ADJ
fbem-29138	108	2	economic	economic	ADJ
fbem-29138	108	3	research	research	NOUN
fbem-29138	108	4	methods	method	NOUN
fbem-29138	108	5	usually	usually	ADV
fbem-29138	108	6	rely	rely	VERB
fbem-29138	108	7	on	on	ADP
fbem-29138	108	8	well	well	ADV
fbem-29138	108	9	-	-	PUNCT
fbem-29138	108	10	designed	design	VERB
fbem-29138	108	11	experiments	experiment	NOUN
fbem-29138	108	12	or	or	CCONJ
fbem-29138	108	13	longterm	longterm	ADJ
fbem-29138	108	14	accumulation	accumulation	NOUN
fbem-29138	108	15	of	of	ADP
fbem-29138	108	16	data	datum	NOUN
fbem-29138	108	17	,	,	PUNCT
fbem-29138	108	18	while	while	SCONJ
fbem-29138	108	19	machine	machine	NOUN
fbem-29138	108	20	learning	learning	NOUN
fbem-29138	108	21	methods	method	NOUN
fbem-29138	108	22	often	often	ADV
fbem-29138	108	23	find	find	VERB
fbem-29138	108	24	it	it	PRON
fbem-29138	108	25	difficult	difficult	ADJ
fbem-29138	108	26	to	to	PART
fbem-29138	108	27	fully	fully	ADV
fbem-29138	108	28	meet	meet	VERB
fbem-29138	108	29	the	the	DET
fbem-29138	108	30	needs	need	NOUN
fbem-29138	108	31	of	of	ADP
fbem-29138	108	32	high	high	ADJ
fbem-29138	108	33	-	-	PUNCT
fbem-29138	108	34	quality	quality	NOUN
fbem-29138	108	35	large	large	ADJ
fbem-29138	108	36	-	-	PUNCT
fbem-29138	108	37	scale	scale	NOUN
fbem-29138	108	38	data	datum	NOUN
fbem-29138	108	39	in	in	ADP
fbem-29138	108	40	real	real	ADJ
fbem-29138	108	41	economic	economic	ADJ
fbem-29138	108	42	problems	problem	NOUN
fbem-29138	108	43	.	.	PUNCT
fbem-29138	109	1	in	in	ADP
fbem-29138	109	2	addition	addition	NOUN
fbem-29138	109	3	,	,	PUNCT
fbem-29138	109	4	the	the	DET
fbem-29138	109	5	heterogeneity	heterogeneity	NOUN
fbem-29138	109	6	and	and	CCONJ
fbem-29138	109	7	timeliness	timeliness	NOUN
fbem-29138	109	8	of	of	ADP
fbem-29138	109	9	data	datum	NOUN
fbem-29138	109	10	further	far	ADV
fbem-29138	109	11	increase	increase	VERB
fbem-29138	109	12	the	the	DET
fbem-29138	109	13	complexity	complexity	NOUN
fbem-29138	109	14	of	of	ADP
fbem-29138	109	15	modeling	modeling	NOUN
fbem-29138	109	16	,	,	PUNCT
fbem-29138	109	17	and	and	CCONJ
fbem-29138	109	18	how	how	SCONJ
fbem-29138	109	19	to	to	PART
fbem-29138	109	20	achieve	achieve	VERB
fbem-29138	109	21	reliable	reliable	ADJ
fbem-29138	109	22	analysis	analysis	NOUN
fbem-29138	109	23	and	and	CCONJ
fbem-29138	109	24	prediction	prediction	NOUN
fbem-29138	109	25	in	in	ADP
fbem-29138	109	26	the	the	DET
fbem-29138	109	27	case	case	NOUN
fbem-29138	109	28	of	of	ADP
fbem-29138	109	29	scarce	scarce	ADJ
fbem-29138	109	30	or	or	CCONJ
fbem-29138	109	31	incomplete	incomplete	ADJ
fbem-29138	109	32	data	datum	NOUN
fbem-29138	109	33	has	have	AUX
fbem-29138	109	34	become	become	VERB
fbem-29138	109	35	a	a	DET
fbem-29138	109	36	major	major	ADJ
fbem-29138	109	37	problem	problem	NOUN
fbem-29138	109	38	.	.	PUNCT
fbem-29138	110	1	data	datum	NOUN
fbem-29138	110	2	ethics	ethic	NOUN
fbem-29138	110	3	and	and	CCONJ
fbem-29138	110	4	privacy	privacy	NOUN
fbem-29138	110	5	protection	protection	NOUN
fbem-29138	110	6	are	be	AUX
fbem-29138	110	7	also	also	ADV
fbem-29138	110	8	gaining	gain	VERB
fbem-29138	110	9	traction	traction	NOUN
fbem-29138	110	10	in	in	ADP
fbem-29138	110	11	machine	machine	NOUN
fbem-29138	110	12	learning	learning	NOUN
fbem-29138	110	13	applications	application	NOUN
fbem-29138	110	14	.	.	PUNCT
fbem-29138	111	1	economic	economic	ADJ
fbem-29138	111	2	and	and	CCONJ
fbem-29138	111	3	financial	financial	ADJ
fbem-29138	111	4	data	datum	NOUN
fbem-29138	111	5	usually	usually	ADV
fbem-29138	111	6	involves	involve	VERB
fbem-29138	111	7	personal	personal	ADJ
fbem-29138	111	8	privacy	privacy	NOUN
fbem-29138	111	9	and	and	CCONJ
fbem-29138	111	10	trade	trade	NOUN
fbem-29138	111	11	secrets	secret	NOUN
fbem-29138	111	12	,	,	PUNCT
fbem-29138	111	13	and	and	CCONJ
fbem-29138	111	14	the	the	DET
fbem-29138	111	15	collection	collection	NOUN
fbem-29138	111	16	and	and	CCONJ
fbem-29138	111	17	use	use	NOUN
fbem-29138	111	18	of	of	ADP
fbem-29138	111	19	data	datum	NOUN
fbem-29138	111	20	must	must	AUX
fbem-29138	111	21	comply	comply	VERB
fbem-29138	111	22	with	with	ADP
fbem-29138	111	23	the	the	DET
fbem-29138	111	24	requirements	requirement	NOUN
fbem-29138	111	25	of	of	ADP
fbem-29138	111	26	laws	law	NOUN
fbem-29138	111	27	and	and	CCONJ
fbem-29138	111	28	regulations	regulation	NOUN
fbem-29138	111	29	,	,	PUNCT
fbem-29138	111	30	and	and	CCONJ
fbem-29138	111	31	the	the	DET
fbem-29138	111	32	privacy	privacy	NOUN
fbem-29138	111	33	rights	right	NOUN
fbem-29138	111	34	of	of	ADP
fbem-29138	111	35	data	datum	NOUN
fbem-29138	111	36	subjects	subject	NOUN
fbem-29138	111	37	must	must	AUX
fbem-29138	111	38	also	also	ADV
fbem-29138	111	39	be	be	AUX
fbem-29138	111	40	protected	protect	VERB
fbem-29138	111	41	.	.	PUNCT
fbem-29138	112	1	however	however	ADV
fbem-29138	112	2	,	,	PUNCT
fbem-29138	112	3	in	in	ADP
fbem-29138	112	4	practice	practice	NOUN
fbem-29138	112	5	,	,	PUNCT
fbem-29138	112	6	it	it	PRON
fbem-29138	112	7	is	be	AUX
fbem-29138	112	8	often	often	ADV
fbem-29138	112	9	difficult	difficult	ADJ
fbem-29138	112	10	to	to	PART
fbem-29138	112	11	balance	balance	VERB
fbem-29138	112	12	the	the	DET
fbem-29138	112	13	effectiveness	effectiveness	NOUN
fbem-29138	112	14	of	of	ADP
fbem-29138	112	15	analysis	analysis	NOUN
fbem-29138	112	16	and	and	CCONJ
fbem-29138	112	17	privacy	privacy	NOUN
fbem-29138	112	18	protection	protection	NOUN
fbem-29138	112	19	between	between	ADP
fbem-29138	112	20	data	datum	NOUN
fbem-29138	112	21	anonymization	anonymization	NOUN
fbem-29138	112	22	and	and	CCONJ
fbem-29138	112	23	desensitization	desensitization	NOUN
fbem-29138	112	24	.	.	PUNCT
fbem-29138	113	1	in	in	ADP
fbem-29138	113	2	addition	addition	NOUN
fbem-29138	113	3	,	,	PUNCT
fbem-29138	113	4	machine	machine	NOUN
fbem-29138	113	5	learning	learning	NOUN
fbem-29138	113	6	models	model	NOUN
fbem-29138	113	7	themselves	themselves	PRON
fbem-29138	113	8	may	may	AUX
fbem-29138	113	9	also	also	ADV
fbem-29138	113	10	have	have	VERB
fbem-29138	113	11	dependence	dependence	NOUN
fbem-29138	113	12	on	on	ADP
fbem-29138	113	13	or	or	CCONJ
fbem-29138	113	14	bias	bias	VERB
fbem-29138	113	15	on	on	ADP
fbem-29138	113	16	sensitive	sensitive	ADJ
fbem-29138	113	17	data	datum	NOUN
fbem-29138	113	18	,	,	PUNCT
fbem-29138	113	19	which	which	PRON
fbem-29138	113	20	may	may	AUX
fbem-29138	113	21	not	not	PART
fbem-29138	113	22	only	only	ADV
fbem-29138	113	23	affect	affect	VERB
fbem-29138	113	24	the	the	DET
fbem-29138	113	25	fairness	fairness	NOUN
fbem-29138	113	26	of	of	ADP
fbem-29138	113	27	the	the	DET
fbem-29138	113	28	model	model	NOUN
fbem-29138	113	29	,	,	PUNCT
fbem-29138	113	30	but	but	CCONJ
fbem-29138	113	31	also	also	ADV
fbem-29138	113	32	give	give	VERB
fbem-29138	113	33	rise	rise	NOUN
fbem-29138	113	34	to	to	ADP
fbem-29138	113	35	legal	legal	ADJ
fbem-29138	113	36	and	and	CCONJ
fbem-29138	113	37	ethical	ethical	ADJ
fbem-29138	113	38	disputes	dispute	NOUN
fbem-29138	113	39	.	.	PUNCT
fbem-29138	114	1	in	in	ADP
fbem-29138	114	2	view	view	NOUN
fbem-29138	114	3	of	of	ADP
fbem-29138	114	4	the	the	DET
fbem-29138	114	5	above	above	ADJ
fbem-29138	114	6	challenges	challenge	NOUN
fbem-29138	114	7	,	,	PUNCT
fbem-29138	114	8	future	future	ADJ
fbem-29138	114	9	research	research	NOUN
fbem-29138	114	10	needs	need	VERB
fbem-29138	114	11	to	to	PART
fbem-29138	114	12	explore	explore	VERB
fbem-29138	114	13	possible	possible	ADJ
fbem-29138	114	14	solutions	solution	NOUN
fbem-29138	114	15	in	in	ADP
fbem-29138	114	16	many	many	ADJ
fbem-29138	114	17	aspects	aspect	NOUN
fbem-29138	114	18	.	.	PUNCT
fbem-29138	115	1	first	first	ADV
fbem-29138	115	2	,	,	PUNCT
fbem-29138	115	3	in	in	ADP
fbem-29138	115	4	order	order	NOUN
fbem-29138	115	5	to	to	PART
fbem-29138	115	6	solve	solve	VERB
fbem-29138	115	7	the	the	DET
fbem-29138	115	8	problem	problem	NOUN
fbem-29138	115	9	of	of	ADP
fbem-29138	115	10	model	model	NOUN
fbem-29138	115	11	transparency	transparency	NOUN
fbem-29138	115	12	,	,	PUNCT
fbem-29138	115	13	the	the	DET
fbem-29138	115	14	development	development	NOUN
fbem-29138	115	15	of	of	ADP
fbem-29138	115	16	explainability	explainability	NOUN
fbem-29138	115	17	tools	tool	NOUN
fbem-29138	115	18	is	be	AUX
fbem-29138	115	19	particularly	particularly	ADV
fbem-29138	115	20	crucial	crucial	ADJ
fbem-29138	115	21	.	.	PUNCT
fbem-29138	116	1	for	for	ADP
fbem-29138	116	2	example	example	NOUN
fbem-29138	116	3	,	,	PUNCT
fbem-29138	116	4	methods	method	NOUN
fbem-29138	116	5	such	such	ADJ
fbem-29138	116	6	as	as	ADP
fbem-29138	116	7	shap	shap	NOUN
fbem-29138	116	8	and	and	CCONJ
fbem-29138	116	9	lime	lime	NOUN
fbem-29138	116	10	can	can	AUX
fbem-29138	116	11	provide	provide	VERB
fbem-29138	116	12	local	local	ADJ
fbem-29138	116	13	explanations	explanation	NOUN
fbem-29138	116	14	for	for	ADP
fbem-29138	116	15	complex	complex	ADJ
fbem-29138	116	16	models	model	NOUN
fbem-29138	116	17	,	,	PUNCT
fbem-29138	116	18	which	which	PRON
fbem-29138	116	19	can	can	AUX
fbem-29138	116	20	help	help	VERB
fbem-29138	116	21	improve	improve	VERB
fbem-29138	116	22	the	the	DET
fbem-29138	116	23	credibility	credibility	NOUN
fbem-29138	116	24	of	of	ADP
fbem-29138	116	25	deep	deep	ADJ
fbem-29138	116	26	learning	learning	NOUN
fbem-29138	116	27	models	model	NOUN
fbem-29138	116	28	in	in	ADP
fbem-29138	116	29	the	the	DET
fbem-29138	116	30	economic	economic	ADJ
fbem-29138	116	31	and	and	CCONJ
fbem-29138	116	32	financial	financial	ADJ
fbem-29138	116	33	fields	field	NOUN
fbem-29138	116	34	.	.	PUNCT
fbem-29138	117	1	secondly	secondly	ADV
fbem-29138	117	2	,	,	PUNCT
fbem-29138	117	3	the	the	DET
fbem-29138	117	4	combination	combination	NOUN
fbem-29138	117	5	of	of	ADP
fbem-29138	117	6	traditional	traditional	ADJ
fbem-29138	117	7	economic	economic	ADJ
fbem-29138	117	8	methods	method	NOUN
fbem-29138	117	9	and	and	CCONJ
fbem-29138	117	10	transfer	transfer	NOUN
fbem-29138	117	11	learning	learning	NOUN
fbem-29138	117	12	and	and	CCONJ
fbem-29138	117	13	other	other	ADJ
fbem-29138	117	14	technologies	technology	NOUN
fbem-29138	117	15	can	can	AUX
fbem-29138	117	16	effectively	effectively	ADV
fbem-29138	117	17	improve	improve	VERB
fbem-29138	117	18	the	the	DET
fbem-29138	117	19	performance	performance	NOUN
fbem-29138	117	20	of	of	ADP
fbem-29138	117	21	the	the	DET
fbem-29138	117	22	model	model	NOUN
fbem-29138	117	23	in	in	ADP
fbem-29138	117	24	a	a	DET
fbem-29138	117	25	small	small	ADJ
fbem-29138	117	26	-	-	PUNCT
fbem-29138	117	27	sample	sample	NOUN
fbem-29138	117	28	data	datum	NOUN
fbem-29138	117	29	environment	environment	NOUN
fbem-29138	117	30	.	.	PUNCT
fbem-29138	118	1	transfer	transfer	NOUN
fbem-29138	118	2	learning	learning	NOUN
fbem-29138	118	3	provides	provide	VERB
fbem-29138	118	4	new	new	ADJ
fbem-29138	118	5	possibilities	possibility	NOUN
fbem-29138	118	6	for	for	ADP
fbem-29138	118	7	modeling	model	VERB
fbem-29138	118	8	small	small	ADJ
fbem-29138	118	9	-	-	PUNCT
fbem-29138	118	10	sample	sample	NOUN
fbem-29138	118	11	and	and	CCONJ
fbem-29138	118	12	high	high	ADJ
fbem-29138	118	13	-	-	PUNCT
fbem-29138	118	14	noise	noise	NOUN
fbem-29138	118	15	data	datum	NOUN
fbem-29138	118	16	through	through	ADP
fbem-29138	118	17	the	the	DET
fbem-29138	118	18	transfer	transfer	NOUN
fbem-29138	118	19	and	and	CCONJ
fbem-29138	118	20	reuse	reuse	NOUN
fbem-29138	118	21	of	of	ADP
fbem-29138	118	22	crossdomain	crossdomain	ADJ
fbem-29138	118	23	knowledge	knowledge	NOUN
fbem-29138	118	24	.	.	PUNCT
fbem-29138	119	1	in	in	ADP
fbem-29138	119	2	addition	addition	NOUN
fbem-29138	119	3	,	,	PUNCT
fbem-29138	119	4	researchers	researcher	NOUN
fbem-29138	119	5	should	should	AUX
fbem-29138	119	6	promote	promote	VERB
fbem-29138	119	7	data	datum	NOUN
fbem-29138	119	8	anonymization	anonymization	NOUN
fbem-29138	119	9	and	and	CCONJ
fbem-29138	119	10	privacy	privacy	NOUN
fbem-29138	119	11	protection	protection	NOUN
fbem-29138	119	12	technologies	technology	NOUN
fbem-29138	119	13	in	in	ADP
fbem-29138	119	14	the	the	DET
fbem-29138	119	15	data	data	NOUN
fbem-29138	119	16	processing	processing	NOUN
fbem-29138	119	17	process	process	NOUN
fbem-29138	119	18	,	,	PUNCT
fbem-29138	119	19	and	and	CCONJ
fbem-29138	119	20	ensure	ensure	VERB
fbem-29138	119	21	data	datum	NOUN
fbem-29138	119	22	security	security	NOUN
fbem-29138	119	23	and	and	CCONJ
fbem-29138	119	24	improve	improve	VERB
fbem-29138	119	25	analysis	analysis	NOUN
fbem-29138	119	26	efficiency	efficiency	NOUN
fbem-29138	119	27	through	through	ADP
fbem-29138	119	28	emerging	emerge	VERB
fbem-29138	119	29	technologies	technology	NOUN
fbem-29138	119	30	such	such	ADJ
fbem-29138	119	31	as	as	ADP
fbem-29138	119	32	privacy	privacy	NOUN
fbem-29138	119	33	-	-	PUNCT
fbem-29138	119	34	preserving	preserve	VERB
fbem-29138	119	35	computing	computing	NOUN
fbem-29138	119	36	and	and	CCONJ
fbem-29138	119	37	federated	federated	ADJ
fbem-29138	119	38	learning	learning	NOUN
fbem-29138	119	39	.	.	PUNCT
fbem-29138	120	1	future	future	ADJ
fbem-29138	120	2	research	research	NOUN
fbem-29138	120	3	should	should	AUX
fbem-29138	120	4	further	far	ADV
fbem-29138	120	5	focus	focus	VERB
fbem-29138	120	6	on	on	ADP
fbem-29138	120	7	the	the	DET
fbem-29138	120	8	possibility	possibility	NOUN
fbem-29138	120	9	of	of	ADP
fbem-29138	120	10	multimodal	multimodal	NOUN
fbem-29138	120	11	data	datum	NOUN
fbem-29138	120	12	analysis	analysis	NOUN
fbem-29138	120	13	and	and	CCONJ
fbem-29138	120	14	cross	cross	ADJ
fbem-29138	120	15	-	-	ADJ
fbem-29138	120	16	domain	domain	ADJ
fbem-29138	120	17	data	datum	NOUN
fbem-29138	120	18	integration	integration	NOUN
fbem-29138	120	19	.	.	PUNCT
fbem-29138	121	1	economic	economic	ADJ
fbem-29138	121	2	and	and	CCONJ
fbem-29138	121	3	financial	financial	ADJ
fbem-29138	121	4	problems	problem	NOUN
fbem-29138	121	5	usually	usually	ADV
fbem-29138	121	6	involve	involve	VERB
fbem-29138	121	7	multidimensional	multidimensional	ADJ
fbem-29138	121	8	data	datum	NOUN
fbem-29138	121	9	and	and	CCONJ
fbem-29138	121	10	complex	complex	ADJ
fbem-29138	121	11	correlations	correlation	NOUN
fbem-29138	121	12	,	,	PUNCT
fbem-29138	121	13	and	and	CCONJ
fbem-29138	121	14	the	the	DET
fbem-29138	121	15	fusion	fusion	NOUN
fbem-29138	121	16	analysis	analysis	NOUN
fbem-29138	121	17	of	of	ADP
fbem-29138	121	18	multi	multi	ADJ
fbem-29138	121	19	-	-	ADJ
fbem-29138	121	20	modal	modal	ADJ
fbem-29138	121	21	data	datum	NOUN
fbem-29138	121	22	will	will	AUX
fbem-29138	121	23	provide	provide	VERB
fbem-29138	121	24	a	a	DET
fbem-29138	121	25	new	new	ADJ
fbem-29138	121	26	perspective	perspective	NOUN
fbem-29138	121	27	for	for	ADP
fbem-29138	121	28	the	the	DET
fbem-29138	121	29	study	study	NOUN
fbem-29138	121	30	of	of	ADP
fbem-29138	121	31	complex	complex	ADJ
fbem-29138	121	32	problems	problem	NOUN
fbem-29138	121	33	.	.	PUNCT
fbem-29138	122	1	at	at	ADP
fbem-29138	122	2	the	the	DET
fbem-29138	122	3	same	same	ADJ
fbem-29138	122	4	time	time	NOUN
fbem-29138	122	5	,	,	PUNCT
fbem-29138	122	6	the	the	DET
fbem-29138	122	7	potential	potential	NOUN
fbem-29138	122	8	of	of	ADP
fbem-29138	122	9	large	large	ADJ
fbem-29138	122	10	language	language	NOUN
fbem-29138	122	11	models	model	NOUN
fbem-29138	122	12	(	(	PUNCT
fbem-29138	122	13	such	such	ADJ
fbem-29138	122	14	as	as	ADP
fbem-29138	122	15	gpt	gpt	NOUN
fbem-29138	122	16	)	)	PUNCT
fbem-29138	122	17	in	in	ADP
fbem-29138	122	18	text	text	NOUN
fbem-29138	122	19	data	datum	NOUN
fbem-29138	122	20	processing	processing	NOUN
fbem-29138	122	21	is	be	AUX
fbem-29138	122	22	also	also	ADV
fbem-29138	122	23	worth	worth	ADJ
fbem-29138	122	24	further	far	ADV
fbem-29138	122	25	exploring	explore	VERB
fbem-29138	122	26	to	to	PART
fbem-29138	122	27	provide	provide	VERB
fbem-29138	122	28	richer	rich	ADJ
fbem-29138	122	29	information	information	NOUN
fbem-29138	122	30	in	in	ADP
fbem-29138	122	31	policy	policy	NOUN
fbem-29138	122	32	analysis	analysis	NOUN
fbem-29138	122	33	,	,	PUNCT
fbem-29138	122	34	market	market	NOUN
fbem-29138	122	35	sentiment	sentiment	NOUN
fbem-29138	122	36	monitoring	monitoring	NOUN
fbem-29138	122	37	,	,	PUNCT
fbem-29138	122	38	and	and	CCONJ
fbem-29138	122	39	decision	decision	NOUN
fbem-29138	122	40	support	support	NOUN
fbem-29138	122	41	.	.	PUNCT
fbem-29138	123	1	in	in	ADP
fbem-29138	123	2	addition	addition	NOUN
fbem-29138	123	3	,	,	PUNCT
fbem-29138	123	4	researchers	researcher	NOUN
fbem-29138	123	5	need	need	VERB
fbem-29138	123	6	to	to	PART
fbem-29138	123	7	strengthen	strengthen	VERB
fbem-29138	123	8	the	the	DET
fbem-29138	123	9	integration	integration	NOUN
fbem-29138	123	10	of	of	ADP
fbem-29138	123	11	ai	ai	PROPN
fbem-29138	123	12	technology	technology	NOUN
fbem-29138	123	13	and	and	CCONJ
fbem-29138	123	14	policy	policy	NOUN
fbem-29138	123	15	compliance	compliance	NOUN
fbem-29138	123	16	,	,	PUNCT
fbem-29138	123	17	and	and	CCONJ
fbem-29138	123	18	improve	improve	VERB
fbem-29138	123	19	the	the	DET
fbem-29138	123	20	practical	practical	ADJ
fbem-29138	123	21	application	application	NOUN
fbem-29138	123	22	efficiency	efficiency	NOUN
fbem-29138	123	23	of	of	ADP
fbem-29138	123	24	ai	ai	VERB
fbem-29138	123	25	in	in	ADP
fbem-29138	123	26	the	the	DET
fbem-29138	123	27	economic	economic	ADJ
fbem-29138	123	28	and	and	CCONJ
fbem-29138	123	29	financial	financial	ADJ
fbem-29138	123	30	fields	field	NOUN
fbem-29138	123	31	by	by	ADP
fbem-29138	123	32	formulating	formulate	VERB
fbem-29138	123	33	clear	clear	ADJ
fbem-29138	123	34	industry	industry	NOUN
fbem-29138	123	35	standards	standard	NOUN
fbem-29138	123	36	and	and	CCONJ
fbem-29138	123	37	regulatory	regulatory	ADJ
fbem-29138	123	38	frameworks	framework	NOUN
fbem-29138	123	39	.	.	PUNCT
fbem-29138	124	1	in	in	ADP
fbem-29138	124	2	summary	summary	NOUN
fbem-29138	124	3	,	,	PUNCT
fbem-29138	124	4	although	although	SCONJ
fbem-29138	124	5	the	the	DET
fbem-29138	124	6	development	development	NOUN
fbem-29138	124	7	of	of	ADP
fbem-29138	124	8	machine	machine	NOUN
fbem-29138	124	9	learning	learn	VERB
fbem-29138	124	10	methods	method	NOUN
fbem-29138	124	11	in	in	ADP
fbem-29138	124	12	the	the	DET
fbem-29138	124	13	economic	economic	ADJ
fbem-29138	124	14	and	and	CCONJ
fbem-29138	124	15	financial	financial	ADJ
fbem-29138	124	16	fields	field	NOUN
fbem-29138	124	17	is	be	AUX
fbem-29138	124	18	full	full	ADJ
fbem-29138	124	19	of	of	ADP
fbem-29138	124	20	potential	potential	NOUN
fbem-29138	124	21	,	,	PUNCT
fbem-29138	124	22	breakthroughs	breakthrough	NOUN
fbem-29138	124	23	in	in	ADP
fbem-29138	124	24	model	model	NOUN
fbem-29138	124	25	transparency	transparency	NOUN
fbem-29138	124	26	,	,	PUNCT
fbem-29138	124	27	data	datum	NOUN
fbem-29138	124	28	quality	quality	NOUN
fbem-29138	124	29	,	,	PUNCT
fbem-29138	124	30	and	and	CCONJ
fbem-29138	124	31	privacy	privacy	NOUN
fbem-29138	124	32	protection	protection	NOUN
fbem-29138	124	33	are	be	AUX
fbem-29138	124	34	needed	need	VERB
fbem-29138	124	35	to	to	PART
fbem-29138	124	36	achieve	achieve	VERB
fbem-29138	124	37	its	its	PRON
fbem-29138	124	38	wider	wide	ADJ
fbem-29138	124	39	application	application	NOUN
fbem-29138	124	40	and	and	CCONJ
fbem-29138	124	41	more	more	ADV
fbem-29138	124	42	significant	significant	ADJ
fbem-29138	124	43	impact	impact	NOUN
fbem-29138	124	44	.	.	PUNCT
fbem-29138	125	1	in	in	ADP
fbem-29138	125	2	the	the	DET
fbem-29138	125	3	future	future	NOUN
fbem-29138	125	4	,	,	PUNCT
fbem-29138	125	5	through	through	ADP
fbem-29138	125	6	technological	technological	ADJ
fbem-29138	125	7	innovation	innovation	NOUN
fbem-29138	125	8	and	and	CCONJ
fbem-29138	125	9	cross	cross	ADJ
fbem-29138	125	10	-	-	ADJ
fbem-29138	125	11	field	field	ADJ
fbem-29138	125	12	cooperation	cooperation	NOUN
fbem-29138	125	13	,	,	PUNCT
fbem-29138	125	14	machine	machine	NOUN
fbem-29138	125	15	learning	learning	NOUN
fbem-29138	125	16	will	will	AUX
fbem-29138	125	17	play	play	VERB
fbem-29138	125	18	a	a	DET
fbem-29138	125	19	greater	great	ADJ
fbem-29138	125	20	role	role	NOUN
fbem-29138	125	21	in	in	ADP
fbem-29138	125	22	promoting	promote	VERB
fbem-29138	125	23	economic	economic	ADJ
fbem-29138	125	24	and	and	CCONJ
fbem-29138	125	25	financial	financial	ADJ
fbem-29138	125	26	research	research	NOUN
fbem-29138	125	27	and	and	CCONJ
fbem-29138	125	28	practice	practice	NOUN
fbem-29138	125	29	,	,	PUNCT
fbem-29138	125	30	and	and	CCONJ
fbem-29138	125	31	inject	inject	VERB
fbem-29138	125	32	59	59	NUM
fbem-29138	125	33	continuous	continuous	ADJ
fbem-29138	125	34	impetus	impetus	NOUN
fbem-29138	125	35	into	into	ADP
fbem-29138	125	36	the	the	DET
fbem-29138	125	37	common	common	ADJ
fbem-29138	125	38	development	development	NOUN
fbem-29138	125	39	of	of	ADP
fbem-29138	125	40	academia	academia	NOUN
fbem-29138	125	41	and	and	CCONJ
fbem-29138	125	42	industry	industry	NOUN
fbem-29138	125	43	.	.	PUNCT
fbem-29138	126	1	6	6	X
fbem-29138	126	2	.	.	X
fbem-29138	126	3	conclusion	conclusion	NOUN
fbem-29138	126	4	this	this	DET
fbem-29138	126	5	paper	paper	NOUN
fbem-29138	126	6	systematically	systematically	ADV
fbem-29138	126	7	discusses	discuss	VERB
fbem-29138	126	8	the	the	DET
fbem-29138	126	9	potential	potential	ADJ
fbem-29138	126	10	applications	application	NOUN
fbem-29138	126	11	of	of	ADP
fbem-29138	126	12	machine	machine	NOUN
fbem-29138	126	13	learning	learn	VERB
fbem-29138	126	14	methods	method	NOUN
fbem-29138	126	15	in	in	ADP
fbem-29138	126	16	the	the	DET
fbem-29138	126	17	field	field	NOUN
fbem-29138	126	18	of	of	ADP
fbem-29138	126	19	economics	economic	NOUN
fbem-29138	126	20	and	and	CCONJ
fbem-29138	126	21	finance	finance	NOUN
fbem-29138	126	22	and	and	CCONJ
fbem-29138	126	23	their	their	PRON
fbem-29138	126	24	similarities	similarity	NOUN
fbem-29138	126	25	and	and	CCONJ
fbem-29138	126	26	differences	difference	NOUN
fbem-29138	126	27	with	with	ADP
fbem-29138	126	28	traditional	traditional	ADJ
fbem-29138	126	29	econometric	econometric	ADJ
fbem-29138	126	30	methods	method	NOUN
fbem-29138	126	31	,	,	PUNCT
fbem-29138	126	32	and	and	CCONJ
fbem-29138	126	33	reveals	reveal	VERB
fbem-29138	126	34	the	the	DET
fbem-29138	126	35	advantages	advantage	NOUN
fbem-29138	126	36	of	of	ADP
fbem-29138	126	37	machine	machine	NOUN
fbem-29138	126	38	learning	learning	NOUN
fbem-29138	126	39	in	in	ADP
fbem-29138	126	40	high	high	ADJ
fbem-29138	126	41	-	-	PUNCT
fbem-29138	126	42	dimensional	dimensional	ADJ
fbem-29138	126	43	data	datum	NOUN
fbem-29138	126	44	processing	processing	NOUN
fbem-29138	126	45	,	,	PUNCT
fbem-29138	126	46	predictive	predictive	ADJ
fbem-29138	126	47	modeling	modeling	NOUN
fbem-29138	126	48	,	,	PUNCT
fbem-29138	126	49	causal	causal	ADJ
fbem-29138	126	50	inference	inference	NOUN
fbem-29138	126	51	and	and	CCONJ
fbem-29138	126	52	alternative	alternative	ADJ
fbem-29138	126	53	data	datum	NOUN
fbem-29138	126	54	analysis	analysis	NOUN
fbem-29138	126	55	through	through	ADP
fbem-29138	126	56	theoretical	theoretical	ADJ
fbem-29138	126	57	comparison	comparison	NOUN
fbem-29138	126	58	and	and	CCONJ
fbem-29138	126	59	applied	apply	VERB
fbem-29138	126	60	analysis	analysis	NOUN
fbem-29138	126	61	.	.	PUNCT
fbem-29138	127	1	the	the	DET
fbem-29138	127	2	research	research	NOUN
fbem-29138	127	3	shows	show	VERB
fbem-29138	127	4	that	that	SCONJ
fbem-29138	127	5	machine	machine	NOUN
fbem-29138	127	6	learning	learning	NOUN
fbem-29138	127	7	methods	method	NOUN
fbem-29138	127	8	have	have	AUX
fbem-29138	127	9	shown	show	VERB
fbem-29138	127	10	significant	significant	ADJ
fbem-29138	127	11	technological	technological	ADJ
fbem-29138	127	12	breakthroughs	breakthrough	NOUN
fbem-29138	127	13	in	in	ADP
fbem-29138	127	14	dealing	deal	VERB
fbem-29138	127	15	with	with	ADP
fbem-29138	127	16	complex	complex	ADJ
fbem-29138	127	17	economic	economic	ADJ
fbem-29138	127	18	and	and	CCONJ
fbem-29138	127	19	financial	financial	ADJ
fbem-29138	127	20	problems	problem	NOUN
fbem-29138	127	21	due	due	ADJ
fbem-29138	127	22	to	to	ADP
fbem-29138	127	23	their	their	PRON
fbem-29138	127	24	powerful	powerful	ADJ
fbem-29138	127	25	data	data	NOUN
fbem-29138	127	26	-	-	PUNCT
fbem-29138	127	27	driven	drive	VERB
fbem-29138	127	28	capabilities	capability	NOUN
fbem-29138	127	29	and	and	CCONJ
fbem-29138	127	30	algorithm	algorithm	NOUN
fbem-29138	127	31	optimization	optimization	NOUN
fbem-29138	127	32	techniques	technique	NOUN
fbem-29138	127	33	.	.	PUNCT
fbem-29138	128	1	especially	especially	ADV
fbem-29138	128	2	in	in	ADP
fbem-29138	128	3	the	the	DET
fbem-29138	128	4	fields	field	NOUN
fbem-29138	128	5	of	of	ADP
fbem-29138	128	6	nonlinear	nonlinear	ADJ
fbem-29138	128	7	relationship	relationship	NOUN
fbem-29138	128	8	modeling	modeling	NOUN
fbem-29138	128	9	,	,	PUNCT
fbem-29138	128	10	unstructured	unstructured	ADJ
fbem-29138	128	11	data	data	NOUN
fbem-29138	128	12	mining	mining	NOUN
fbem-29138	128	13	,	,	PUNCT
fbem-29138	128	14	and	and	CCONJ
fbem-29138	128	15	multimodal	multimodal	NOUN
fbem-29138	128	16	data	datum	NOUN
fbem-29138	128	17	fusion	fusion	NOUN
fbem-29138	128	18	,	,	PUNCT
fbem-29138	128	19	machine	machine	NOUN
fbem-29138	128	20	learning	learning	NOUN
fbem-29138	128	21	provides	provide	VERB
fbem-29138	128	22	a	a	DET
fbem-29138	128	23	new	new	ADJ
fbem-29138	128	24	solution	solution	NOUN
fbem-29138	128	25	path	path	NOUN
fbem-29138	128	26	for	for	ADP
fbem-29138	128	27	scenarios	scenario	NOUN
fbem-29138	128	28	that	that	PRON
fbem-29138	128	29	are	be	AUX
fbem-29138	128	30	difficult	difficult	ADJ
fbem-29138	128	31	to	to	PART
fbem-29138	128	32	reach	reach	VERB
fbem-29138	128	33	by	by	ADP
fbem-29138	128	34	traditional	traditional	ADJ
fbem-29138	128	35	methods	method	NOUN
fbem-29138	128	36	.	.	PUNCT
fbem-29138	129	1	at	at	ADP
fbem-29138	129	2	the	the	DET
fbem-29138	129	3	same	same	ADJ
fbem-29138	129	4	time	time	NOUN
fbem-29138	129	5	,	,	PUNCT
fbem-29138	129	6	this	this	DET
fbem-29138	129	7	paper	paper	NOUN
fbem-29138	129	8	verifies	verify	VERB
fbem-29138	129	9	the	the	DET
fbem-29138	129	10	effectiveness	effectiveness	NOUN
fbem-29138	129	11	and	and	CCONJ
fbem-29138	129	12	innovation	innovation	NOUN
fbem-29138	129	13	of	of	ADP
fbem-29138	129	14	machine	machine	NOUN
fbem-29138	129	15	learning	learn	VERB
fbem-29138	129	16	in	in	ADP
fbem-29138	129	17	specific	specific	ADJ
fbem-29138	129	18	applications	application	NOUN
fbem-29138	129	19	such	such	ADJ
fbem-29138	129	20	as	as	ADP
fbem-29138	129	21	financial	financial	ADJ
fbem-29138	129	22	market	market	NOUN
fbem-29138	129	23	forecasting	forecasting	NOUN
fbem-29138	129	24	,	,	PUNCT
fbem-29138	129	25	policy	policy	NOUN
fbem-29138	129	26	evaluation	evaluation	NOUN
fbem-29138	129	27	,	,	PUNCT
fbem-29138	129	28	and	and	CCONJ
fbem-29138	129	29	consumer	consumer	NOUN
fbem-29138	129	30	behavior	behavior	NOUN
fbem-29138	129	31	analysis	analysis	NOUN
fbem-29138	129	32	through	through	ADP
fbem-29138	129	33	case	case	NOUN
fbem-29138	129	34	studies	study	NOUN
fbem-29138	129	35	.	.	PUNCT
fbem-29138	130	1	however	however	ADV
fbem-29138	130	2	,	,	PUNCT
fbem-29138	130	3	there	there	PRON
fbem-29138	130	4	are	be	VERB
fbem-29138	130	5	still	still	ADV
fbem-29138	130	6	many	many	ADJ
fbem-29138	130	7	limitations	limitation	NOUN
fbem-29138	130	8	to	to	ADP
fbem-29138	130	9	the	the	DET
fbem-29138	130	10	application	application	NOUN
fbem-29138	130	11	of	of	ADP
fbem-29138	130	12	machine	machine	NOUN
fbem-29138	130	13	learning	learning	NOUN
fbem-29138	130	14	methods	method	NOUN
fbem-29138	130	15	.	.	PUNCT
fbem-29138	131	1	the	the	DET
fbem-29138	131	2	"	"	PUNCT
fbem-29138	131	3	black	black	ADJ
fbem-29138	131	4	box	box	NOUN
fbem-29138	131	5	"	"	PUNCT
fbem-29138	131	6	attribute	attribute	NOUN
fbem-29138	131	7	and	and	CCONJ
fbem-29138	131	8	lack	lack	NOUN
fbem-29138	131	9	of	of	ADP
fbem-29138	131	10	transparency	transparency	NOUN
fbem-29138	131	11	of	of	ADP
fbem-29138	131	12	the	the	DET
fbem-29138	131	13	model	model	NOUN
fbem-29138	131	14	are	be	AUX
fbem-29138	131	15	particularly	particularly	ADV
fbem-29138	131	16	prominent	prominent	ADJ
fbem-29138	131	17	in	in	ADP
fbem-29138	131	18	economic	economic	ADJ
fbem-29138	131	19	and	and	CCONJ
fbem-29138	131	20	financial	financial	ADJ
fbem-29138	131	21	research	research	NOUN
fbem-29138	131	22	,	,	PUNCT
fbem-29138	131	23	which	which	PRON
fbem-29138	131	24	limits	limit	VERB
fbem-29138	131	25	its	its	PRON
fbem-29138	131	26	theoretical	theoretical	ADJ
fbem-29138	131	27	explanatory	explanatory	ADJ
fbem-29138	131	28	ability	ability	NOUN
fbem-29138	131	29	and	and	CCONJ
fbem-29138	131	30	feasibility	feasibility	NOUN
fbem-29138	131	31	of	of	ADP
fbem-29138	131	32	practical	practical	ADJ
fbem-29138	131	33	application	application	NOUN
fbem-29138	131	34	.	.	PUNCT
fbem-29138	132	1	in	in	ADP
fbem-29138	132	2	addition	addition	NOUN
fbem-29138	132	3	,	,	PUNCT
fbem-29138	132	4	data	datum	NOUN
fbem-29138	132	5	quality	quality	NOUN
fbem-29138	132	6	issues	issue	NOUN
fbem-29138	132	7	,	,	PUNCT
fbem-29138	132	8	modeling	model	VERB
fbem-29138	132	9	difficulties	difficulty	NOUN
fbem-29138	132	10	in	in	ADP
fbem-29138	132	11	small	small	ADJ
fbem-29138	132	12	-	-	PUNCT
fbem-29138	132	13	sample	sample	NOUN
fbem-29138	132	14	environments	environment	NOUN
fbem-29138	132	15	,	,	PUNCT
fbem-29138	132	16	and	and	CCONJ
fbem-29138	132	17	challenges	challenge	NOUN
fbem-29138	132	18	in	in	ADP
fbem-29138	132	19	data	datum	NOUN
fbem-29138	132	20	privacy	privacy	NOUN
fbem-29138	132	21	protection	protection	NOUN
fbem-29138	132	22	all	all	PRON
fbem-29138	132	23	restrict	restrict	VERB
fbem-29138	132	24	the	the	DET
fbem-29138	132	25	widespread	widespread	ADJ
fbem-29138	132	26	application	application	NOUN
fbem-29138	132	27	of	of	ADP
fbem-29138	132	28	machine	machine	NOUN
fbem-29138	132	29	learning	learning	NOUN
fbem-29138	132	30	methods	method	NOUN
fbem-29138	132	31	.	.	PUNCT
fbem-29138	133	1	to	to	ADP
fbem-29138	133	2	this	this	DET
fbem-29138	133	3	end	end	NOUN
fbem-29138	133	4	,	,	PUNCT
fbem-29138	133	5	this	this	DET
fbem-29138	133	6	paper	paper	NOUN
fbem-29138	133	7	proposes	propose	VERB
fbem-29138	133	8	potential	potential	ADJ
fbem-29138	133	9	ways	way	NOUN
fbem-29138	133	10	to	to	PART
fbem-29138	133	11	solve	solve	VERB
fbem-29138	133	12	these	these	DET
fbem-29138	133	13	problems	problem	NOUN
fbem-29138	133	14	,	,	PUNCT
fbem-29138	133	15	including	include	VERB
fbem-29138	133	16	the	the	DET
fbem-29138	133	17	development	development	NOUN
fbem-29138	133	18	of	of	ADP
fbem-29138	133	19	explainability	explainability	NOUN
fbem-29138	133	20	techniques	technique	NOUN
fbem-29138	133	21	,	,	PUNCT
fbem-29138	133	22	the	the	DET
fbem-29138	133	23	combination	combination	NOUN
fbem-29138	133	24	of	of	ADP
fbem-29138	133	25	transfer	transfer	NOUN
fbem-29138	133	26	learning	learning	NOUN
fbem-29138	133	27	and	and	CCONJ
fbem-29138	133	28	federated	federated	ADJ
fbem-29138	133	29	learning	learning	NOUN
fbem-29138	133	30	to	to	PART
fbem-29138	133	31	address	address	VERB
fbem-29138	133	32	data	datum	NOUN
fbem-29138	133	33	scarcity	scarcity	NOUN
fbem-29138	133	34	,	,	PUNCT
fbem-29138	133	35	and	and	CCONJ
fbem-29138	133	36	the	the	DET
fbem-29138	133	37	regulation	regulation	NOUN
fbem-29138	133	38	of	of	ADP
fbem-29138	133	39	data	datum	NOUN
fbem-29138	133	40	use	use	VERB
fbem-29138	133	41	through	through	ADP
fbem-29138	133	42	data	datum	NOUN
fbem-29138	133	43	masking	masking	NOUN
fbem-29138	133	44	and	and	CCONJ
fbem-29138	133	45	privacy	privacy	NOUN
fbem-29138	133	46	preservation	preservation	NOUN
fbem-29138	133	47	techniques	technique	NOUN
fbem-29138	133	48	.	.	PUNCT
fbem-29138	134	1	looking	look	VERB
fbem-29138	134	2	to	to	ADP
fbem-29138	134	3	the	the	DET
fbem-29138	134	4	future	future	NOUN
fbem-29138	134	5	,	,	PUNCT
fbem-29138	134	6	the	the	DET
fbem-29138	134	7	continuous	continuous	ADJ
fbem-29138	134	8	development	development	NOUN
fbem-29138	134	9	of	of	ADP
fbem-29138	134	10	machine	machine	NOUN
fbem-29138	134	11	learning	learning	NOUN
fbem-29138	134	12	methods	method	NOUN
fbem-29138	134	13	will	will	AUX
fbem-29138	134	14	open	open	VERB
fbem-29138	134	15	up	up	ADP
fbem-29138	134	16	new	new	ADJ
fbem-29138	134	17	possibilities	possibility	NOUN
fbem-29138	134	18	for	for	ADP
fbem-29138	134	19	economic	economic	ADJ
fbem-29138	134	20	and	and	CCONJ
fbem-29138	134	21	financial	financial	ADJ
fbem-29138	134	22	research	research	NOUN
fbem-29138	134	23	.	.	PUNCT
fbem-29138	135	1	on	on	ADP
fbem-29138	135	2	the	the	DET
fbem-29138	135	3	one	one	NUM
fbem-29138	135	4	hand	hand	NOUN
fbem-29138	135	5	,	,	PUNCT
fbem-29138	135	6	the	the	DET
fbem-29138	135	7	integration	integration	NOUN
fbem-29138	135	8	and	and	CCONJ
fbem-29138	135	9	analysis	analysis	NOUN
fbem-29138	135	10	of	of	ADP
fbem-29138	135	11	multimodal	multimodal	NOUN
fbem-29138	135	12	data	datum	NOUN
fbem-29138	135	13	will	will	AUX
fbem-29138	135	14	promote	promote	VERB
fbem-29138	135	15	more	more	ADV
fbem-29138	135	16	comprehensive	comprehensive	ADJ
fbem-29138	135	17	modeling	modeling	NOUN
fbem-29138	135	18	of	of	ADP
fbem-29138	135	19	economic	economic	ADJ
fbem-29138	135	20	and	and	CCONJ
fbem-29138	135	21	financial	financial	ADJ
fbem-29138	135	22	problems	problem	NOUN
fbem-29138	135	23	,	,	PUNCT
fbem-29138	135	24	and	and	CCONJ
fbem-29138	135	25	provide	provide	VERB
fbem-29138	135	26	stronger	strong	ADJ
fbem-29138	135	27	decision	decision	NOUN
fbem-29138	135	28	-	-	PUNCT
fbem-29138	135	29	making	make	VERB
fbem-29138	135	30	support	support	NOUN
fbem-29138	135	31	for	for	ADP
fbem-29138	135	32	academia	academia	NOUN
fbem-29138	135	33	and	and	CCONJ
fbem-29138	135	34	industry	industry	NOUN
fbem-29138	135	35	.	.	PUNCT
fbem-29138	136	1	on	on	ADP
fbem-29138	136	2	the	the	DET
fbem-29138	136	3	other	other	ADJ
fbem-29138	136	4	hand	hand	NOUN
fbem-29138	136	5	,	,	PUNCT
fbem-29138	136	6	the	the	DET
fbem-29138	136	7	potential	potential	NOUN
fbem-29138	136	8	of	of	ADP
fbem-29138	136	9	cutting	cut	VERB
fbem-29138	136	10	-	-	PUNCT
fbem-29138	136	11	edge	edge	NOUN
fbem-29138	136	12	technologies	technology	NOUN
fbem-29138	136	13	such	such	ADJ
fbem-29138	136	14	as	as	ADP
fbem-29138	136	15	large	large	ADJ
fbem-29138	136	16	language	language	NOUN
fbem-29138	136	17	models	model	NOUN
fbem-29138	136	18	in	in	ADP
fbem-29138	136	19	the	the	DET
fbem-29138	136	20	fields	field	NOUN
fbem-29138	136	21	of	of	ADP
fbem-29138	136	22	policy	policy	NOUN
fbem-29138	136	23	analysis	analysis	NOUN
fbem-29138	136	24	,	,	PUNCT
fbem-29138	136	25	market	market	NOUN
fbem-29138	136	26	forecasting	forecasting	NOUN
fbem-29138	136	27	,	,	PUNCT
fbem-29138	136	28	and	and	CCONJ
fbem-29138	136	29	causal	causal	ADJ
fbem-29138	136	30	inference	inference	NOUN
fbem-29138	136	31	has	have	VERB
fbem-29138	136	32	yet	yet	ADV
fbem-29138	136	33	to	to	PART
fbem-29138	136	34	be	be	AUX
fbem-29138	136	35	explored	explore	VERB
fbem-29138	136	36	,	,	PUNCT
fbem-29138	136	37	and	and	CCONJ
fbem-29138	136	38	their	their	PRON
fbem-29138	136	39	development	development	NOUN
fbem-29138	136	40	is	be	AUX
fbem-29138	136	41	expected	expect	VERB
fbem-29138	136	42	to	to	PART
fbem-29138	136	43	further	far	ADV
fbem-29138	136	44	improve	improve	VERB
fbem-29138	136	45	the	the	DET
fbem-29138	136	46	breadth	breadth	NOUN
fbem-29138	136	47	and	and	CCONJ
fbem-29138	136	48	depth	depth	NOUN
fbem-29138	136	49	of	of	ADP
fbem-29138	136	50	research	research	NOUN
fbem-29138	136	51	.	.	PUNCT
fbem-29138	137	1	in	in	ADP
fbem-29138	137	2	addition	addition	NOUN
fbem-29138	137	3	,	,	PUNCT
fbem-29138	137	4	with	with	ADP
fbem-29138	137	5	the	the	DET
fbem-29138	137	6	gradual	gradual	ADJ
fbem-29138	137	7	improvement	improvement	NOUN
fbem-29138	137	8	of	of	ADP
fbem-29138	137	9	policies	policy	NOUN
fbem-29138	137	10	and	and	CCONJ
fbem-29138	137	11	regulations	regulation	NOUN
fbem-29138	137	12	on	on	ADP
fbem-29138	137	13	the	the	DET
fbem-29138	137	14	standardization	standardization	NOUN
fbem-29138	137	15	of	of	ADP
fbem-29138	137	16	artificial	artificial	ADJ
fbem-29138	137	17	intelligence	intelligence	NOUN
fbem-29138	137	18	technology	technology	NOUN
fbem-29138	137	19	,	,	PUNCT
fbem-29138	137	20	the	the	DET
fbem-29138	137	21	integration	integration	NOUN
fbem-29138	137	22	of	of	ADP
fbem-29138	137	23	machine	machine	NOUN
fbem-29138	137	24	learning	learning	NOUN
fbem-29138	137	25	and	and	CCONJ
fbem-29138	137	26	economic	economic	ADJ
fbem-29138	137	27	and	and	CCONJ
fbem-29138	137	28	financial	financial	ADJ
fbem-29138	137	29	research	research	NOUN
fbem-29138	137	30	will	will	AUX
fbem-29138	137	31	be	be	AUX
fbem-29138	137	32	closer	close	ADJ
fbem-29138	137	33	,	,	PUNCT
fbem-29138	137	34	injecting	inject	VERB
fbem-29138	137	35	new	new	ADJ
fbem-29138	137	36	impetus	impetus	NOUN
fbem-29138	137	37	into	into	ADP
fbem-29138	137	38	the	the	DET
fbem-29138	137	39	collaborative	collaborative	ADJ
fbem-29138	137	40	development	development	NOUN
fbem-29138	137	41	of	of	ADP
fbem-29138	137	42	industry	industry	NOUN
fbem-29138	137	43	practice	practice	NOUN
fbem-29138	137	44	and	and	CCONJ
fbem-29138	137	45	academic	academic	ADJ
fbem-29138	137	46	theory	theory	NOUN
fbem-29138	137	47	.	.	PUNCT
fbem-29138	138	1	in	in	ADP
fbem-29138	138	2	summary	summary	NOUN
fbem-29138	138	3	,	,	PUNCT
fbem-29138	138	4	the	the	DET
fbem-29138	138	5	application	application	NOUN
fbem-29138	138	6	of	of	ADP
fbem-29138	138	7	machine	machine	NOUN
fbem-29138	138	8	learning	learning	NOUN
fbem-29138	138	9	methods	method	NOUN
fbem-29138	138	10	in	in	ADP
fbem-29138	138	11	the	the	DET
fbem-29138	138	12	field	field	NOUN
fbem-29138	138	13	of	of	ADP
fbem-29138	138	14	economics	economic	NOUN
fbem-29138	138	15	and	and	CCONJ
fbem-29138	138	16	finance	finance	NOUN
fbem-29138	138	17	is	be	AUX
fbem-29138	138	18	not	not	PART
fbem-29138	138	19	only	only	ADV
fbem-29138	138	20	a	a	DET
fbem-29138	138	21	supplement	supplement	NOUN
fbem-29138	138	22	to	to	ADP
fbem-29138	138	23	the	the	DET
fbem-29138	138	24	traditional	traditional	ADJ
fbem-29138	138	25	research	research	NOUN
fbem-29138	138	26	paradigm	paradigm	NOUN
fbem-29138	138	27	,	,	PUNCT
fbem-29138	138	28	but	but	CCONJ
fbem-29138	138	29	also	also	ADV
fbem-29138	138	30	an	an	DET
fbem-29138	138	31	important	important	ADJ
fbem-29138	138	32	engine	engine	NOUN
fbem-29138	138	33	to	to	PART
fbem-29138	138	34	promote	promote	VERB
fbem-29138	138	35	technological	technological	ADJ
fbem-29138	138	36	innovation	innovation	NOUN
fbem-29138	138	37	in	in	ADP
fbem-29138	138	38	this	this	DET
fbem-29138	138	39	field	field	NOUN
fbem-29138	138	40	.	.	PUNCT
fbem-29138	139	1	in	in	ADP
fbem-29138	139	2	the	the	DET
fbem-29138	139	3	future	future	NOUN
fbem-29138	139	4	,	,	PUNCT
fbem-29138	139	5	through	through	ADP
fbem-29138	139	6	technological	technological	ADJ
fbem-29138	139	7	innovation	innovation	NOUN
fbem-29138	139	8	and	and	CCONJ
fbem-29138	139	9	interdisciplinary	interdisciplinary	ADJ
fbem-29138	139	10	cooperation	cooperation	NOUN
fbem-29138	139	11	,	,	PUNCT
fbem-29138	139	12	machine	machine	NOUN
fbem-29138	139	13	learning	learning	NOUN
fbem-29138	139	14	will	will	AUX
fbem-29138	139	15	continue	continue	VERB
fbem-29138	139	16	to	to	PART
fbem-29138	139	17	provide	provide	VERB
fbem-29138	139	18	more	more	ADV
fbem-29138	139	19	efficient	efficient	ADJ
fbem-29138	139	20	,	,	PUNCT
fbem-29138	139	21	accurate	accurate	ADJ
fbem-29138	139	22	and	and	CCONJ
fbem-29138	139	23	credible	credible	ADJ
fbem-29138	139	24	solutions	solution	NOUN
fbem-29138	139	25	to	to	ADP
fbem-29138	139	26	complex	complex	ADJ
fbem-29138	139	27	economic	economic	ADJ
fbem-29138	139	28	and	and	CCONJ
fbem-29138	139	29	financial	financial	ADJ
fbem-29138	139	30	problems	problem	NOUN
fbem-29138	139	31	,	,	PUNCT
fbem-29138	139	32	and	and	CCONJ
fbem-29138	139	33	inject	inject	VERB
fbem-29138	139	34	continuous	continuous	ADJ
fbem-29138	139	35	theoretical	theoretical	ADJ
fbem-29138	139	36	vitality	vitality	NOUN
fbem-29138	139	37	and	and	CCONJ
fbem-29138	139	38	practical	practical	ADJ
fbem-29138	139	39	value	value	NOUN
fbem-29138	139	40	into	into	ADP
fbem-29138	139	41	economic	economic	ADJ
fbem-29138	139	42	and	and	CCONJ
fbem-29138	139	43	financial	financial	ADJ
fbem-29138	139	44	research	research	NOUN
fbem-29138	139	45	.	.	PUNCT
fbem-29138	140	1	acknowledgements	acknowledgement	NOUN
fbem-29138	140	2	this	this	DET
fbem-29138	140	3	research	research	NOUN
fbem-29138	140	4	was	be	AUX
fbem-29138	140	5	funded	fund	VERB
fbem-29138	140	6	by	by	ADP
fbem-29138	140	7	the	the	DET
fbem-29138	140	8	2024	2024	NUM
fbem-29138	140	9	annual	annual	ADJ
fbem-29138	140	10	school	school	NOUN
fbem-29138	140	11	-	-	PUNCT
fbem-29138	140	12	level	level	NOUN
fbem-29138	140	13	research	research	NOUN
fbem-29138	140	14	project	project	NOUN
fbem-29138	140	15	of	of	ADP
fbem-29138	140	16	shanghai	shanghai	PROPN
fbem-29138	140	17	international	international	PROPN
fbem-29138	140	18	studies	studies	PROPN
fbem-29138	140	19	university	university	PROPN
fbem-29138	140	20	,	,	PUNCT
fbem-29138	140	21	xian	xian	PROPN
fbem-29138	140	22	da	da	PROPN
fbem-29138	140	23	college	college	PROPN
fbem-29138	140	24	of	of	ADP
fbem-29138	140	25	economics	economic	NOUN
fbem-29138	140	26	and	and	CCONJ
fbem-29138	140	27	humanities	humanity	NOUN
fbem-29138	140	28	(	(	PUNCT
fbem-29138	140	29	grant	grant	VERB
fbem-29138	140	30	no	no	INTJ
fbem-29138	140	31	.	.	PUNCT
fbem-29138	141	1	a3107.24.1801.2410	a3107.24.1801.2410	NOUN
fbem-29138	141	2	)	)	PUNCT
fbem-29138	142	1	references	reference	NOUN
fbem-29138	142	2	[	[	X
fbem-29138	142	3	1	1	NUM
fbem-29138	142	4	]	]	X
fbem-29138	142	5	chakraborty	chakraborty	PROPN
fbem-29138	142	6	c	c	PROPN
fbem-29138	142	7	,	,	PUNCT
fbem-29138	142	8	joseph	joseph	PROPN
fbem-29138	142	9	a.	a.	NOUN
fbem-29138	142	10	machine	machine	NOUN
fbem-29138	142	11	learning	learn	VERB
fbem-29138	142	12	at	at	ADP
fbem-29138	142	13	central	central	ADJ
fbem-29138	142	14	banks	bank	NOUN
fbem-29138	143	1	[	[	X
fbem-29138	143	2	j	j	X
fbem-29138	143	3	]	]	X
fbem-29138	143	4	.	.	PROPN
fbem-29138	144	1	2017	2017	NUM
fbem-29138	144	2	.	.	PUNCT
fbem-29138	145	1	[	[	X
fbem-29138	145	2	2	2	NUM
fbem-29138	145	3	]	]	PUNCT
fbem-29138	145	4	varian	varian	PROPN
fbem-29138	145	5	h	h	PROPN
fbem-29138	145	6	r.	r.	PROPN
fbem-29138	145	7	big	big	PROPN
fbem-29138	145	8	data	data	PROPN
fbem-29138	145	9	:	:	PUNCT
fbem-29138	145	10	new	new	ADJ
fbem-29138	145	11	tricks	trick	NOUN
fbem-29138	145	12	for	for	ADP
fbem-29138	145	13	econometrics	econometric	NOUN
fbem-29138	145	14	[	[	X
fbem-29138	145	15	j	j	X
fbem-29138	145	16	]	]	X
fbem-29138	145	17	.	.	PUNCT
fbem-29138	146	1	journal	journal	PROPN
fbem-29138	146	2	of	of	ADP
fbem-29138	146	3	economic	economic	ADJ
fbem-29138	146	4	perspectives	perspective	NOUN
fbem-29138	146	5	,	,	PUNCT
fbem-29138	146	6	2014	2014	NUM
fbem-29138	146	7	,	,	PUNCT
fbem-29138	146	8	28(2	28(2	NUM
fbem-29138	146	9	):	):	PUNCT
fbem-29138	146	10	3	3	NUM
fbem-29138	146	11	-	-	SYM
fbem-29138	146	12	28	28	NUM
fbem-29138	146	13	.	.	PUNCT
fbem-29138	147	1	[	[	X
fbem-29138	147	2	3	3	X
fbem-29138	147	3	]	]	X
fbem-29138	147	4	bishop	bishop	PROPN
fbem-29138	147	5	c	c	PROPN
fbem-29138	147	6	m	m	PROPN
fbem-29138	147	7	,	,	PUNCT
fbem-29138	147	8	nasrabadi	nasrabadi	ADJ
fbem-29138	147	9	n	n	CCONJ
fbem-29138	147	10	m.	m.	NOUN
fbem-29138	147	11	pattern	pattern	NOUN
fbem-29138	147	12	recognition	recognition	NOUN
fbem-29138	147	13	and	and	CCONJ
fbem-29138	147	14	machine	machine	NOUN
fbem-29138	147	15	learning	learn	VERB
fbem-29138	147	16	[	[	X
fbem-29138	147	17	m	m	X
fbem-29138	147	18	]	]	X
fbem-29138	147	19	.	.	PUNCT
fbem-29138	148	1	new	new	PROPN
fbem-29138	148	2	york	york	PROPN
fbem-29138	148	3	:	:	PUNCT
fbem-29138	148	4	springer	springer	NOUN
fbem-29138	148	5	,	,	PUNCT
fbem-29138	148	6	2006	2006	NUM
fbem-29138	148	7	.	.	PUNCT
fbem-29138	149	1	[	[	X
fbem-29138	149	2	4	4	X
fbem-29138	149	3	]	]	PUNCT
fbem-29138	149	4	hastie	hastie	NOUN
fbem-29138	149	5	t.	t.	NOUN
fbem-29138	149	6	the	the	DET
fbem-29138	149	7	elements	element	NOUN
fbem-29138	149	8	of	of	ADP
fbem-29138	149	9	statistical	statistical	ADJ
fbem-29138	149	10	learning	learning	NOUN
fbem-29138	149	11	:	:	PUNCT
fbem-29138	149	12	data	datum	NOUN
fbem-29138	149	13	mining	mining	NOUN
fbem-29138	149	14	,	,	PUNCT
fbem-29138	149	15	inference	inference	NOUN
fbem-29138	149	16	,	,	PUNCT
fbem-29138	149	17	and	and	CCONJ
fbem-29138	149	18	prediction	prediction	NOUN
fbem-29138	150	1	[	[	X
fbem-29138	150	2	j	j	X
fbem-29138	150	3	]	]	X
fbem-29138	150	4	.	.	PUNCT
fbem-29138	151	1	2009	2009	NUM
fbem-29138	151	2	.	.	PUNCT
fbem-29138	152	1	[	[	X
fbem-29138	152	2	5	5	X
fbem-29138	152	3	]	]	X
fbem-29138	152	4	varian	varian	PROPN
fbem-29138	152	5	h	h	PROPN
fbem-29138	152	6	r.	r.	PROPN
fbem-29138	152	7	big	big	PROPN
fbem-29138	152	8	data	data	PROPN
fbem-29138	152	9	:	:	PUNCT
fbem-29138	152	10	new	new	ADJ
fbem-29138	152	11	tricks	trick	NOUN
fbem-29138	152	12	for	for	ADP
fbem-29138	152	13	econometrics	econometric	NOUN
fbem-29138	152	14	[	[	X
fbem-29138	152	15	j	j	X
fbem-29138	152	16	]	]	X
fbem-29138	152	17	.	.	PUNCT
fbem-29138	153	1	journal	journal	PROPN
fbem-29138	153	2	of	of	ADP
fbem-29138	153	3	economic	economic	ADJ
fbem-29138	153	4	perspectives	perspective	NOUN
fbem-29138	153	5	,	,	PUNCT
fbem-29138	153	6	2014	2014	NUM
fbem-29138	153	7	,	,	PUNCT
fbem-29138	153	8	28(2	28(2	NUM
fbem-29138	153	9	):	):	PUNCT
fbem-29138	153	10	3	3	NUM
fbem-29138	153	11	-	-	SYM
fbem-29138	153	12	28	28	NUM
fbem-29138	153	13	.	.	PUNCT