id	sid	tid	token	lemma	pos
fbem-26929	1	1	frontiers	frontier	NOUN
fbem-26929	1	2	in	in	ADP
fbem-26929	1	3	business	business	NOUN
fbem-26929	1	4	,	,	PUNCT
fbem-26929	1	5	economics	economic	NOUN
fbem-26929	1	6	and	and	CCONJ
fbem-26929	1	7	management	management	NOUN
fbem-26929	1	8	issn	issn	PROPN
fbem-26929	1	9	:	:	PUNCT
fbem-26929	1	10	2766	2766	NUM
fbem-26929	1	11	-	-	PUNCT
fbem-26929	1	12	824x	824x	NUM
fbem-26929	1	13	|	|	ADJ
fbem-26929	1	14	vol	vol	NOUN
fbem-26929	1	15	.	.	PROPN
fbem-26929	1	16	17	17	NUM
fbem-26929	1	17	,	,	PUNCT
fbem-26929	1	18	no	no	INTJ
fbem-26929	1	19	.	.	NOUN
fbem-26929	1	20	1	1	NUM
fbem-26929	1	21	,	,	PUNCT
fbem-26929	1	22	2024	2024	NUM
fbem-26929	1	23	280	280	NUM
fbem-26929	1	24	analysis	analysis	NOUN
fbem-26929	1	25	on	on	ADP
fbem-26929	1	26	the	the	DET
fbem-26929	1	27	influence	influence	NOUN
fbem-26929	1	28	of	of	ADP
fbem-26929	1	29	intelligent	intelligent	ADJ
fbem-26929	1	30	algorithm	algorithm	NOUN
fbem-26929	1	31	trading	trading	NOUN
fbem-26929	1	32	in	in	ADP
fbem-26929	1	33	financial	financial	ADJ
fbem-26929	1	34	market	market	NOUN
fbem-26929	1	35	gefan	gefan	NOUN
fbem-26929	1	36	dai	dai	PROPN
fbem-26929	1	37	ningbo	ningbo	PROPN
fbem-26929	1	38	university	university	PROPN
fbem-26929	1	39	of	of	ADP
fbem-26929	1	40	finance	finance	NOUN
fbem-26929	1	41	and	and	CCONJ
fbem-26929	1	42	economics	economic	NOUN
fbem-26929	1	43	,	,	PUNCT
fbem-26929	1	44	ningbo	ningbo	PROPN
fbem-26929	1	45	,	,	PUNCT
fbem-26929	1	46	china	china	PROPN
fbem-26929	1	47	abstract	abstract	PROPN
fbem-26929	1	48	:	:	PUNCT
fbem-26929	1	49	as	as	ADP
fbem-26929	1	50	a	a	DET
fbem-26929	1	51	means	means	NOUN
fbem-26929	1	52	to	to	PART
fbem-26929	1	53	realize	realize	VERB
fbem-26929	1	54	the	the	DET
fbem-26929	1	55	intellectualization	intellectualization	NOUN
fbem-26929	1	56	and	and	CCONJ
fbem-26929	1	57	automation	automation	NOUN
fbem-26929	1	58	of	of	ADP
fbem-26929	1	59	trading	trading	NOUN
fbem-26929	1	60	by	by	ADP
fbem-26929	1	61	using	use	VERB
fbem-26929	1	62	advanced	advanced	ADJ
fbem-26929	1	63	mathematical	mathematical	ADJ
fbem-26929	1	64	models	model	NOUN
fbem-26929	1	65	and	and	CCONJ
fbem-26929	1	66	computer	computer	NOUN
fbem-26929	1	67	technology	technology	NOUN
fbem-26929	1	68	,	,	PUNCT
fbem-26929	1	69	intelligent	intelligent	ADJ
fbem-26929	1	70	algorithm	algorithm	NOUN
fbem-26929	1	71	trading	trading	NOUN
fbem-26929	1	72	significantly	significantly	ADV
fbem-26929	1	73	improves	improve	VERB
fbem-26929	1	74	the	the	DET
fbem-26929	1	75	trading	trading	NOUN
fbem-26929	1	76	speed	speed	NOUN
fbem-26929	1	77	and	and	CCONJ
fbem-26929	1	78	efficiency	efficiency	NOUN
fbem-26929	1	79	,	,	PUNCT
fbem-26929	1	80	shortens	shorten	VERB
fbem-26929	1	81	the	the	DET
fbem-26929	1	82	trad	trad	NOUN
fbem-26929	1	83	ing	ing	ADJ
fbem-26929	1	84	time	time	NOUN
fbem-26929	1	85	window	window	NOUN
fbem-26929	1	86	through	through	ADP
fbem-26929	1	87	millisecond	millisecond	NOUN
fbem-26929	1	88	decision	decision	NOUN
fbem-26929	1	89	-	-	PUNCT
fbem-26929	1	90	making	making	NOUN
fbem-26929	1	91	and	and	CCONJ
fbem-26929	1	92	execution	execution	NOUN
fbem-26929	1	93	,	,	PUNCT
fbem-26929	1	94	reduces	reduce	VERB
fbem-26929	1	95	the	the	DET
fbem-26929	1	96	potential	potential	ADJ
fbem-26929	1	97	losses	loss	NOUN
fbem-26929	1	98	caused	cause	VERB
fbem-26929	1	99	by	by	ADP
fbem-26929	1	100	market	market	NOUN
fbem-26929	1	101	fluctuations	fluctuation	NOUN
fbem-26929	1	102	,	,	PUNCT
fbem-26929	1	103	and	and	CCONJ
fbem-26929	1	104	improves	improve	VERB
fbem-26929	1	105	market	market	NOUN
fbem-26929	1	106	liquidity	liquidity	NOUN
fbem-26929	1	107	and	and	CCONJ
fbem-26929	1	108	trading	trading	NOUN
fbem-26929	1	109	accuracy	accuracy	NOUN
fbem-26929	1	110	.	.	PUNCT
fbem-26929	2	1	however	however	ADV
fbem-26929	2	2	,	,	PUNCT
fbem-26929	2	3	it	it	PRON
fbem-26929	2	4	also	also	ADV
fbem-26929	2	5	brings	bring	VERB
fbem-26929	2	6	risks	risk	NOUN
fbem-26929	2	7	such	such	ADJ
fbem-26929	2	8	as	as	ADP
fbem-26929	2	9	technical	technical	ADJ
fbem-26929	2	10	failure	failure	NOUN
fbem-26929	2	11	and	and	CCONJ
fbem-26929	2	12	market	market	NOUN
fbem-26929	2	13	manipulation	manipulation	NOUN
fbem-26929	2	14	.	.	PUNCT
fbem-26929	3	1	while	while	SCONJ
fbem-26929	3	2	emphasizing	emphasize	VERB
fbem-26929	3	3	the	the	DET
fbem-26929	3	4	trading	trading	NOUN
fbem-26929	3	5	opportunities	opportunity	NOUN
fbem-26929	3	6	of	of	ADP
fbem-26929	3	7	intelligent	intelligent	ADJ
fbem-26929	3	8	algorithm	algorithm	NOUN
fbem-26929	3	9	,	,	PUNCT
fbem-26929	3	10	this	this	DET
fbem-26929	3	11	paper	paper	NOUN
fbem-26929	3	12	pays	pay	VERB
fbem-26929	3	13	attention	attention	NOUN
fbem-26929	3	14	to	to	ADP
fbem-26929	3	15	its	its	PRON
fbem-26929	3	16	potential	potential	ADJ
fbem-26929	3	17	risks	risk	NOUN
fbem-26929	3	18	,	,	PUNCT
fbem-26929	3	19	and	and	CCONJ
fbem-26929	3	20	puts	put	VERB
fbem-26929	3	21	forward	forward	ADV
fbem-26929	3	22	some	some	DET
fbem-26929	3	23	suggestions	suggestion	NOUN
fbem-26929	3	24	on	on	ADP
fbem-26929	3	25	improving	improve	VERB
fbem-26929	3	26	technology	technology	NOUN
fbem-26929	3	27	and	and	CCONJ
fbem-26929	3	28	strengthening	strengthen	VERB
fbem-26929	3	29	supervision	supervision	NOUN
fbem-26929	3	30	.	.	PUNCT
fbem-26929	4	1	the	the	DET
fbem-26929	4	2	research	research	NOUN
fbem-26929	4	3	points	point	VERB
fbem-26929	4	4	out	out	ADP
fbem-26929	4	5	that	that	SCONJ
fbem-26929	4	6	only	only	ADV
fbem-26929	4	7	through	through	ADP
fbem-26929	4	8	technological	technological	ADJ
fbem-26929	4	9	innovation	innovation	NOUN
fbem-26929	4	10	,	,	PUNCT
fbem-26929	4	11	supervision	supervision	NOUN
fbem-26929	4	12	strengthening	strengthening	NOUN
fbem-26929	4	13	and	and	CCONJ
fbem-26929	4	14	risk	risk	NOUN
fbem-26929	4	15	management	management	NOUN
fbem-26929	4	16	can	can	AUX
fbem-26929	4	17	we	we	PRON
fbem-26929	4	18	ensure	ensure	VERB
fbem-26929	4	19	that	that	SCONJ
fbem-26929	4	20	intelligent	intelligent	ADJ
fbem-26929	4	21	algorithm	algorithm	NOUN
fbem-26929	4	22	trading	trading	NOUN
fbem-26929	4	23	can	can	AUX
fbem-26929	4	24	promote	promote	VERB
fbem-26929	4	25	the	the	DET
fbem-26929	4	26	development	development	NOUN
fbem-26929	4	27	of	of	ADP
fbem-26929	4	28	financial	financial	ADJ
fbem-26929	4	29	markets	market	NOUN
fbem-26929	4	30	without	without	ADP
fbem-26929	4	31	endangering	endanger	VERB
fbem-26929	4	32	market	market	NOUN
fbem-26929	4	33	stability	stability	NOUN
fbem-26929	4	34	.	.	PUNCT
fbem-26929	5	1	in	in	ADP
fbem-26929	5	2	the	the	DET
fbem-26929	5	3	future	future	NOUN
fbem-26929	5	4	,	,	PUNCT
fbem-26929	5	5	with	with	ADP
fbem-26929	5	6	the	the	DET
fbem-26929	5	7	technological	technological	ADJ
fbem-26929	5	8	progress	progress	NOUN
fbem-26929	5	9	and	and	CCONJ
fbem-26929	5	10	market	market	NOUN
fbem-26929	5	11	maturity	maturity	NOUN
fbem-26929	5	12	,	,	PUNCT
fbem-26929	5	13	the	the	DET
fbem-26929	5	14	application	application	NOUN
fbem-26929	5	15	prospect	prospect	NOUN
fbem-26929	5	16	of	of	ADP
fbem-26929	5	17	intelligent	intelligent	ADJ
fbem-26929	5	18	algorithm	algorithm	NOUN
fbem-26929	5	19	trading	trading	NOUN
fbem-26929	5	20	will	will	AUX
fbem-26929	5	21	be	be	AUX
fbem-26929	5	22	broader	broad	ADJ
fbem-26929	5	23	.	.	PUNCT
fbem-26929	6	1	keywords	keyword	NOUN
fbem-26929	6	2	:	:	PUNCT
fbem-26929	6	3	intelligent	intelligent	ADJ
fbem-26929	6	4	algorithm	algorithm	NOUN
fbem-26929	6	5	trading	trading	NOUN
fbem-26929	6	6	,	,	PUNCT
fbem-26929	6	7	influence	influence	NOUN
fbem-26929	6	8	,	,	PUNCT
fbem-26929	6	9	financial	financial	ADJ
fbem-26929	6	10	market	market	NOUN
fbem-26929	6	11	.	.	PUNCT
fbem-26929	7	1	1	1	X
fbem-26929	7	2	.	.	X
fbem-26929	7	3	introduction	introduction	NOUN
fbem-26929	7	4	the	the	DET
fbem-26929	7	5	financial	financial	ADJ
fbem-26929	7	6	market	market	NOUN
fbem-26929	7	7	is	be	AUX
fbem-26929	7	8	experiencing	experience	VERB
fbem-26929	7	9	a	a	DET
fbem-26929	7	10	data	data	NOUN
fbem-26929	7	11	-	-	PUNCT
fbem-26929	7	12	driven	drive	VERB
fbem-26929	7	13	revolution	revolution	NOUN
fbem-26929	7	14	.	.	PUNCT
fbem-26929	8	1	in	in	ADP
fbem-26929	8	2	this	this	DET
fbem-26929	8	3	revolution	revolution	NOUN
fbem-26929	8	4	,	,	PUNCT
fbem-26929	8	5	intelligent	intelligent	ADJ
fbem-26929	8	6	algorithm	algorithm	NOUN
fbem-26929	8	7	trading	trading	NOUN
fbem-26929	8	8	,	,	PUNCT
fbem-26929	8	9	as	as	ADP
fbem-26929	8	10	a	a	DET
fbem-26929	8	11	new	new	ADJ
fbem-26929	8	12	trading	trading	NOUN
fbem-26929	8	13	method	method	NOUN
fbem-26929	8	14	,	,	PUNCT
fbem-26929	8	15	is	be	AUX
fbem-26929	8	16	gradually	gradually	ADV
fbem-26929	8	17	changing	change	VERB
fbem-26929	8	18	the	the	DET
fbem-26929	8	19	operation	operation	NOUN
fbem-26929	8	20	mode	mode	NOUN
fbem-26929	8	21	and	and	CCONJ
fbem-26929	8	22	trading	trading	NOUN
fbem-26929	8	23	behavior	behavior	NOUN
fbem-26929	8	24	of	of	ADP
fbem-26929	8	25	the	the	DET
fbem-26929	8	26	financial	financial	ADJ
fbem-26929	8	27	market	market	NOUN
fbem-26929	8	28	.	.	PUNCT
fbem-26929	9	1	intelligent	intelligent	ADJ
fbem-26929	9	2	algorithm	algorithm	NOUN
fbem-26929	9	3	trading	trading	NOUN
fbem-26929	9	4	uses	use	VERB
fbem-26929	9	5	advanced	advanced	ADJ
fbem-26929	9	6	mathematical	mathematical	ADJ
fbem-26929	9	7	model	model	NOUN
fbem-26929	9	8	and	and	CCONJ
fbem-26929	9	9	computer	computer	NOUN
fbem-26929	9	10	technology	technology	NOUN
fbem-26929	9	11	to	to	PART
fbem-26929	9	12	quickly	quickly	ADV
fbem-26929	9	13	analyze	analyze	VERB
fbem-26929	9	14	market	market	NOUN
fbem-26929	9	15	data	datum	NOUN
fbem-26929	9	16	and	and	CCONJ
fbem-26929	9	17	make	make	VERB
fbem-26929	9	18	trading	trading	NOUN
fbem-26929	9	19	decisions	decision	NOUN
fbem-26929	9	20	,	,	PUNCT
fbem-26929	9	21	which	which	PRON
fbem-26929	9	22	greatly	greatly	ADV
fbem-26929	9	23	improves	improve	VERB
fbem-26929	9	24	the	the	DET
fbem-26929	9	25	efficiency	efficiency	NOUN
fbem-26929	9	26	and	and	CCONJ
fbem-26929	9	27	accuracy	accuracy	NOUN
fbem-26929	9	28	of	of	ADP
fbem-26929	9	29	trading	trading	NOUN
fbem-26929	9	30	[	[	X
fbem-26929	9	31	1	1	NUM
fbem-26929	9	32	]	]	PUNCT
fbem-26929	9	33	.	.	PUNCT
fbem-26929	10	1	in	in	ADP
fbem-26929	10	2	recent	recent	ADJ
fbem-26929	10	3	years	year	NOUN
fbem-26929	10	4	,	,	PUNCT
fbem-26929	10	5	with	with	ADP
fbem-26929	10	6	the	the	DET
fbem-26929	10	7	integration	integration	NOUN
fbem-26929	10	8	and	and	CCONJ
fbem-26929	10	9	application	application	NOUN
fbem-26929	10	10	of	of	ADP
fbem-26929	10	11	technologies	technology	NOUN
fbem-26929	10	12	such	such	ADJ
fbem-26929	10	13	as	as	ADP
fbem-26929	10	14	big	big	ADJ
fbem-26929	10	15	data	datum	NOUN
fbem-26929	10	16	,	,	PUNCT
fbem-26929	10	17	cloud	cloud	NOUN
fbem-26929	10	18	computing	computing	NOUN
fbem-26929	10	19	and	and	CCONJ
fbem-26929	10	20	ai	ai	VERB
fbem-26929	10	21	,	,	PUNCT
fbem-26929	10	22	intelligent	intelligent	ADJ
fbem-26929	10	23	algorithm	algorithm	NOUN
fbem-26929	10	24	trading	trading	NOUN
fbem-26929	10	25	has	have	AUX
fbem-26929	10	26	been	be	AUX
fbem-26929	10	27	widely	widely	ADV
fbem-26929	10	28	promoted	promote	VERB
fbem-26929	10	29	and	and	CCONJ
fbem-26929	10	30	applied	apply	VERB
fbem-26929	10	31	worldwide	worldwide	ADV
fbem-26929	11	1	[	[	X
fbem-26929	11	2	2	2	NUM
fbem-26929	11	3	-	-	SYM
fbem-26929	11	4	3	3	NUM
fbem-26929	11	5	]	]	PUNCT
fbem-26929	11	6	.	.	PUNCT
fbem-26929	12	1	it	it	PRON
fbem-26929	12	2	not	not	PART
fbem-26929	12	3	only	only	ADV
fbem-26929	12	4	improves	improve	VERB
fbem-26929	12	5	the	the	DET
fbem-26929	12	6	transaction	transaction	NOUN
fbem-26929	12	7	speed	speed	NOUN
fbem-26929	12	8	and	and	CCONJ
fbem-26929	12	9	volume	volume	NOUN
fbem-26929	12	10	of	of	ADP
fbem-26929	12	11	the	the	DET
fbem-26929	12	12	financial	financial	ADJ
fbem-26929	12	13	market	market	NOUN
fbem-26929	12	14	,	,	PUNCT
fbem-26929	12	15	but	but	CCONJ
fbem-26929	12	16	also	also	ADV
fbem-26929	12	17	optimizes	optimize	VERB
fbem-26929	12	18	the	the	DET
fbem-26929	12	19	market	market	NOUN
fbem-26929	12	20	structure	structure	NOUN
fbem-26929	12	21	to	to	ADP
fbem-26929	12	22	a	a	DET
fbem-26929	12	23	certain	certain	ADJ
fbem-26929	12	24	extent	extent	NOUN
fbem-26929	12	25	,	,	PUNCT
fbem-26929	12	26	reduces	reduce	VERB
fbem-26929	12	27	the	the	DET
fbem-26929	12	28	transaction	transaction	NOUN
fbem-26929	12	29	cost	cost	NOUN
fbem-26929	12	30	and	and	CCONJ
fbem-26929	12	31	provides	provide	VERB
fbem-26929	12	32	investors	investor	NOUN
fbem-26929	12	33	with	with	ADP
fbem-26929	12	34	more	more	ADJ
fbem-26929	12	35	investment	investment	NOUN
fbem-26929	12	36	opportunities	opportunity	NOUN
fbem-26929	12	37	and	and	CCONJ
fbem-26929	12	38	strategic	strategic	ADJ
fbem-26929	12	39	choices	choice	NOUN
fbem-26929	12	40	[	[	X
fbem-26929	12	41	4	4	NUM
fbem-26929	12	42	]	]	PUNCT
fbem-26929	12	43	.	.	PUNCT
fbem-26929	13	1	however	however	ADV
fbem-26929	13	2	,	,	PUNCT
fbem-26929	13	3	at	at	ADP
fbem-26929	13	4	the	the	DET
fbem-26929	13	5	same	same	ADJ
fbem-26929	13	6	time	time	NOUN
fbem-26929	13	7	,	,	PUNCT
fbem-26929	13	8	the	the	DET
fbem-26929	13	9	wide	wide	ADJ
fbem-26929	13	10	application	application	NOUN
fbem-26929	13	11	of	of	ADP
fbem-26929	13	12	intelligent	intelligent	ADJ
fbem-26929	13	13	algorithm	algorithm	NOUN
fbem-26929	13	14	trading	trading	NOUN
fbem-26929	13	15	has	have	AUX
fbem-26929	13	16	also	also	ADV
fbem-26929	13	17	brought	bring	VERB
fbem-26929	13	18	a	a	DET
fbem-26929	13	19	series	series	NOUN
fbem-26929	13	20	of	of	ADP
fbem-26929	13	21	new	new	ADJ
fbem-26929	13	22	challenges	challenge	NOUN
fbem-26929	13	23	and	and	CCONJ
fbem-26929	13	24	risks	risk	NOUN
fbem-26929	13	25	,	,	PUNCT
fbem-26929	13	26	such	such	ADJ
fbem-26929	13	27	as	as	ADP
fbem-26929	13	28	technical	technical	ADJ
fbem-26929	13	29	risks	risk	NOUN
fbem-26929	13	30	and	and	CCONJ
fbem-26929	13	31	market	market	NOUN
fbem-26929	13	32	manipulation	manipulation	NOUN
fbem-26929	13	33	risks	risk	NOUN
fbem-26929	13	34	,	,	PUNCT
fbem-26929	13	35	which	which	PRON
fbem-26929	13	36	need	need	VERB
fbem-26929	13	37	to	to	PART
fbem-26929	13	38	be	be	AUX
fbem-26929	13	39	solved	solve	VERB
fbem-26929	13	40	urgently	urgently	ADV
fbem-26929	13	41	.	.	PUNCT
fbem-26929	14	1	therefore	therefore	ADV
fbem-26929	14	2	,	,	PUNCT
fbem-26929	14	3	in	in	ADP
fbem-26929	14	4	-	-	PUNCT
fbem-26929	14	5	depth	depth	NOUN
fbem-26929	14	6	study	study	NOUN
fbem-26929	14	7	of	of	ADP
fbem-26929	14	8	the	the	DET
fbem-26929	14	9	impact	impact	NOUN
fbem-26929	14	10	of	of	ADP
fbem-26929	14	11	intelligent	intelligent	ADJ
fbem-26929	14	12	algorithm	algorithm	NOUN
fbem-26929	14	13	trading	trading	NOUN
fbem-26929	14	14	on	on	ADP
fbem-26929	14	15	financial	financial	ADJ
fbem-26929	14	16	markets	market	NOUN
fbem-26929	14	17	will	will	AUX
fbem-26929	14	18	not	not	PART
fbem-26929	14	19	only	only	ADV
fbem-26929	14	20	help	help	VERB
fbem-26929	14	21	us	we	PRON
fbem-26929	14	22	better	well	ADV
fbem-26929	14	23	understand	understand	VERB
fbem-26929	14	24	the	the	DET
fbem-26929	14	25	operating	operating	NOUN
fbem-26929	14	26	mechanism	mechanism	NOUN
fbem-26929	14	27	and	and	CCONJ
fbem-26929	14	28	potential	potential	ADJ
fbem-26929	14	29	risks	risk	NOUN
fbem-26929	14	30	of	of	ADP
fbem-26929	14	31	this	this	DET
fbem-26929	14	32	emerging	emerge	VERB
fbem-26929	14	33	trading	trading	NOUN
fbem-26929	14	34	method	method	NOUN
fbem-26929	14	35	,	,	PUNCT
fbem-26929	14	36	but	but	CCONJ
fbem-26929	14	37	also	also	ADV
fbem-26929	14	38	provide	provide	VERB
fbem-26929	14	39	useful	useful	ADJ
fbem-26929	14	40	reference	reference	NOUN
fbem-26929	14	41	and	and	CCONJ
fbem-26929	14	42	guidance	guidance	NOUN
fbem-26929	14	43	for	for	ADP
fbem-26929	14	44	the	the	DET
fbem-26929	14	45	healthy	healthy	ADJ
fbem-26929	14	46	development	development	NOUN
fbem-26929	14	47	of	of	ADP
fbem-26929	14	48	financial	financial	ADJ
fbem-26929	14	49	markets	market	NOUN
fbem-26929	14	50	.	.	PUNCT
fbem-26929	15	1	the	the	DET
fbem-26929	15	2	purpose	purpose	NOUN
fbem-26929	15	3	of	of	ADP
fbem-26929	15	4	this	this	DET
fbem-26929	15	5	paper	paper	NOUN
fbem-26929	15	6	is	be	AUX
fbem-26929	15	7	to	to	PART
fbem-26929	15	8	discuss	discuss	VERB
fbem-26929	15	9	the	the	DET
fbem-26929	15	10	opportunities	opportunity	NOUN
fbem-26929	15	11	and	and	CCONJ
fbem-26929	15	12	challenges	challenge	NOUN
fbem-26929	15	13	brought	bring	VERB
fbem-26929	15	14	by	by	ADP
fbem-26929	15	15	intelligent	intelligent	ADJ
fbem-26929	15	16	algorithm	algorithm	NOUN
fbem-26929	15	17	trading	trade	VERB
fbem-26929	15	18	through	through	ADP
fbem-26929	15	19	in	in	ADP
fbem-26929	15	20	-	-	PUNCT
fbem-26929	15	21	depth	depth	NOUN
fbem-26929	15	22	analysis	analysis	NOUN
fbem-26929	15	23	of	of	ADP
fbem-26929	15	24	its	its	PRON
fbem-26929	15	25	impact	impact	NOUN
fbem-26929	15	26	on	on	ADP
fbem-26929	15	27	financial	financial	ADJ
fbem-26929	15	28	markets	market	NOUN
fbem-26929	15	29	,	,	PUNCT
fbem-26929	15	30	with	with	ADP
fbem-26929	15	31	a	a	DET
fbem-26929	15	32	view	view	NOUN
fbem-26929	15	33	to	to	ADP
fbem-26929	15	34	providing	provide	VERB
fbem-26929	15	35	valuable	valuable	ADJ
fbem-26929	15	36	insights	insight	NOUN
fbem-26929	15	37	and	and	CCONJ
fbem-26929	15	38	suggestions	suggestion	NOUN
fbem-26929	15	39	for	for	ADP
fbem-26929	15	40	relevant	relevant	ADJ
fbem-26929	15	41	practitioners	practitioner	NOUN
fbem-26929	15	42	,	,	PUNCT
fbem-26929	15	43	investors	investor	NOUN
fbem-26929	15	44	and	and	CCONJ
fbem-26929	15	45	regulatory	regulatory	ADJ
fbem-26929	15	46	agencies	agency	NOUN
fbem-26929	15	47	.	.	PUNCT
fbem-26929	16	1	2	2	X
fbem-26929	16	2	.	.	X
fbem-26929	16	3	overview	overview	NOUN
fbem-26929	16	4	of	of	ADP
fbem-26929	16	5	intelligent	intelligent	ADJ
fbem-26929	16	6	algorithm	algorithm	NOUN
fbem-26929	16	7	trading	trade	VERB
fbem-26929	16	8	intelligent	intelligent	ADJ
fbem-26929	16	9	algorithmic	algorithmic	ADJ
fbem-26929	16	10	trading	trading	NOUN
fbem-26929	16	11	,	,	PUNCT
fbem-26929	16	12	referred	refer	VERB
fbem-26929	16	13	to	to	ADP
fbem-26929	16	14	as	as	ADP
fbem-26929	16	15	algorithmic	algorithmic	ADJ
fbem-26929	16	16	trading	trading	NOUN
fbem-26929	16	17	for	for	ADP
fbem-26929	16	18	short	short	ADJ
fbem-26929	16	19	,	,	PUNCT
fbem-26929	16	20	is	be	AUX
fbem-26929	16	21	a	a	DET
fbem-26929	16	22	way	way	NOUN
fbem-26929	16	23	to	to	PART
fbem-26929	16	24	automatically	automatically	ADV
fbem-26929	16	25	implement	implement	VERB
fbem-26929	16	26	trading	trading	NOUN
fbem-26929	16	27	decisions	decision	NOUN
fbem-26929	16	28	by	by	ADP
fbem-26929	16	29	using	use	VERB
fbem-26929	16	30	advanced	advanced	ADJ
fbem-26929	16	31	mathematical	mathematical	ADJ
fbem-26929	16	32	models	model	NOUN
fbem-26929	16	33	,	,	PUNCT
fbem-26929	16	34	statistical	statistical	ADJ
fbem-26929	16	35	methods	method	NOUN
fbem-26929	16	36	and	and	CCONJ
fbem-26929	16	37	computer	computer	NOUN
fbem-26929	16	38	technology	technology	NOUN
fbem-26929	16	39	.	.	PUNCT
fbem-26929	17	1	it	it	PRON
fbem-26929	17	2	analyzes	analyze	VERB
fbem-26929	17	3	the	the	DET
fbem-26929	17	4	market	market	NOUN
fbem-26929	17	5	data	datum	NOUN
fbem-26929	17	6	in	in	ADP
fbem-26929	17	7	real	real	ADJ
fbem-26929	17	8	time	time	NOUN
fbem-26929	17	9	through	through	ADP
fbem-26929	17	10	the	the	DET
fbem-26929	17	11	preset	preset	ADJ
fbem-26929	17	12	algorithm	algorithm	NOUN
fbem-26929	17	13	program	program	NOUN
fbem-26929	17	14	,	,	PUNCT
fbem-26929	17	15	and	and	CCONJ
fbem-26929	17	16	automatically	automatically	ADV
fbem-26929	17	17	executes	execute	VERB
fbem-26929	17	18	the	the	DET
fbem-26929	17	19	trading	trading	NOUN
fbem-26929	17	20	operation	operation	NOUN
fbem-26929	17	21	according	accord	VERB
fbem-26929	17	22	to	to	ADP
fbem-26929	17	23	the	the	DET
fbem-26929	17	24	analysis	analysis	NOUN
fbem-26929	17	25	results	result	NOUN
fbem-26929	17	26	,	,	PUNCT
fbem-26929	17	27	thus	thus	ADV
fbem-26929	17	28	realizing	realize	VERB
fbem-26929	17	29	the	the	DET
fbem-26929	17	30	intelligence	intelligence	NOUN
fbem-26929	17	31	and	and	CCONJ
fbem-26929	17	32	automation	automation	NOUN
fbem-26929	17	33	of	of	ADP
fbem-26929	17	34	the	the	DET
fbem-26929	17	35	trading	trading	NOUN
fbem-26929	17	36	process	process	NOUN
fbem-26929	17	37	.	.	PUNCT
fbem-26929	18	1	the	the	DET
fbem-26929	18	2	core	core	NOUN
fbem-26929	18	3	of	of	ADP
fbem-26929	18	4	intelligent	intelligent	ADJ
fbem-26929	18	5	algorithm	algorithm	NOUN
fbem-26929	18	6	trading	trading	NOUN
fbem-26929	18	7	lies	lie	VERB
fbem-26929	18	8	in	in	ADP
fbem-26929	18	9	its	its	PRON
fbem-26929	18	10	"	"	PUNCT
fbem-26929	18	11	intelligence	intelligence	NOUN
fbem-26929	18	12	"	"	PUNCT
fbem-26929	18	13	and	and	CCONJ
fbem-26929	18	14	"	"	PUNCT
fbem-26929	18	15	automation	automation	NOUN
fbem-26929	18	16	"	"	PUNCT
fbem-26929	18	17	characteristics	characteristic	NOUN
fbem-26929	18	18	.	.	PUNCT
fbem-26929	19	1	intelligence	intelligence	NOUN
fbem-26929	19	2	is	be	AUX
fbem-26929	19	3	mainly	mainly	ADV
fbem-26929	19	4	reflected	reflect	VERB
fbem-26929	19	5	in	in	ADP
fbem-26929	19	6	the	the	DET
fbem-26929	19	7	in	in	ADP
fbem-26929	19	8	-	-	PUNCT
fbem-26929	19	9	depth	depth	NOUN
fbem-26929	19	10	analysis	analysis	NOUN
fbem-26929	19	11	of	of	ADP
fbem-26929	19	12	market	market	NOUN
fbem-26929	19	13	data	datum	NOUN
fbem-26929	19	14	and	and	CCONJ
fbem-26929	19	15	the	the	DET
fbem-26929	19	16	accurate	accurate	ADJ
fbem-26929	19	17	formulation	formulation	NOUN
fbem-26929	19	18	of	of	ADP
fbem-26929	19	19	trading	trading	NOUN
fbem-26929	19	20	strategies	strategy	NOUN
fbem-26929	19	21	.	.	PUNCT
fbem-26929	20	1	through	through	ADP
fbem-26929	20	2	advanced	advanced	ADJ
fbem-26929	20	3	data	datum	NOUN
fbem-26929	20	4	analysis	analysis	NOUN
fbem-26929	20	5	techniques	technique	NOUN
fbem-26929	20	6	such	such	ADJ
fbem-26929	20	7	as	as	ADP
fbem-26929	20	8	machine	machine	NOUN
fbem-26929	20	9	learning	learning	NOUN
fbem-26929	20	10	and	and	CCONJ
fbem-26929	20	11	deep	deep	ADJ
fbem-26929	20	12	learning	learning	NOUN
fbem-26929	20	13	,	,	PUNCT
fbem-26929	20	14	the	the	DET
fbem-26929	20	15	algorithm	algorithm	NOUN
fbem-26929	20	16	can	can	AUX
fbem-26929	20	17	identify	identify	VERB
fbem-26929	20	18	market	market	NOUN
fbem-26929	20	19	trends	trend	NOUN
fbem-26929	20	20	,	,	PUNCT
fbem-26929	20	21	predict	predict	VERB
fbem-26929	20	22	price	price	NOUN
fbem-26929	20	23	fluctuations	fluctuation	NOUN
fbem-26929	20	24	,	,	PUNCT
fbem-26929	20	25	and	and	CCONJ
fbem-26929	20	26	formulate	formulate	VERB
fbem-26929	20	27	the	the	DET
fbem-26929	20	28	optimal	optimal	ADJ
fbem-26929	20	29	trading	trading	NOUN
fbem-26929	20	30	strategy	strategy	NOUN
fbem-26929	20	31	on	on	ADP
fbem-26929	20	32	this	this	DET
fbem-26929	20	33	basis	basis	NOUN
fbem-26929	21	1	[	[	X
fbem-26929	21	2	5	5	NUM
fbem-26929	21	3	-	-	SYM
fbem-26929	21	4	6	6	NUM
fbem-26929	21	5	]	]	PUNCT
fbem-26929	21	6	.	.	PUNCT
fbem-26929	22	1	automation	automation	NOUN
fbem-26929	22	2	is	be	AUX
fbem-26929	22	3	reflected	reflect	VERB
fbem-26929	22	4	in	in	ADP
fbem-26929	22	5	the	the	DET
fbem-26929	22	6	high	high	ADJ
fbem-26929	22	7	efficiency	efficiency	NOUN
fbem-26929	22	8	of	of	ADP
fbem-26929	22	9	transaction	transaction	NOUN
fbem-26929	22	10	execution	execution	NOUN
fbem-26929	22	11	,	,	PUNCT
fbem-26929	22	12	and	and	CCONJ
fbem-26929	22	13	the	the	DET
fbem-26929	22	14	algorithm	algorithm	NOUN
fbem-26929	22	15	program	program	NOUN
fbem-26929	22	16	can	can	AUX
fbem-26929	22	17	respond	respond	VERB
fbem-26929	22	18	and	and	CCONJ
fbem-26929	22	19	execute	execute	VERB
fbem-26929	22	20	trading	trading	NOUN
fbem-26929	22	21	operations	operation	NOUN
fbem-26929	22	22	in	in	ADP
fbem-26929	22	23	milliseconds	millisecond	NOUN
fbem-26929	22	24	,	,	PUNCT
fbem-26929	22	25	which	which	PRON
fbem-26929	22	26	greatly	greatly	ADV
fbem-26929	22	27	improves	improve	VERB
fbem-26929	22	28	the	the	DET
fbem-26929	22	29	transaction	transaction	NOUN
fbem-26929	22	30	efficiency	efficiency	NOUN
fbem-26929	22	31	.	.	PUNCT
fbem-26929	23	1	from	from	ADP
fbem-26929	23	2	the	the	DET
fbem-26929	23	3	historical	historical	ADJ
fbem-26929	23	4	development	development	NOUN
fbem-26929	23	5	,	,	PUNCT
fbem-26929	23	6	intelligent	intelligent	ADJ
fbem-26929	23	7	algorithm	algorithm	NOUN
fbem-26929	23	8	trading	trading	NOUN
fbem-26929	23	9	is	be	AUX
fbem-26929	23	10	gradually	gradually	ADV
fbem-26929	23	11	emerging	emerge	VERB
fbem-26929	23	12	with	with	ADP
fbem-26929	23	13	the	the	DET
fbem-26929	23	14	continuous	continuous	ADJ
fbem-26929	23	15	progress	progress	NOUN
fbem-26929	23	16	of	of	ADP
fbem-26929	23	17	computer	computer	NOUN
fbem-26929	23	18	technology	technology	NOUN
fbem-26929	23	19	.	.	PUNCT
fbem-26929	24	1	early	early	ADJ
fbem-26929	24	2	algorithmic	algorithmic	ADJ
fbem-26929	24	3	trading	trading	NOUN
fbem-26929	24	4	mainly	mainly	ADV
fbem-26929	24	5	relied	rely	VERB
fbem-26929	24	6	on	on	ADP
fbem-26929	24	7	simple	simple	ADJ
fbem-26929	24	8	automated	automate	VERB
fbem-26929	24	9	scripts	script	NOUN
fbem-26929	24	10	to	to	PART
fbem-26929	24	11	perform	perform	VERB
fbem-26929	24	12	basic	basic	ADJ
fbem-26929	24	13	trading	trading	NOUN
fbem-26929	24	14	tasks	task	NOUN
fbem-26929	24	15	.	.	PUNCT
fbem-26929	25	1	nowadays	nowadays	ADV
fbem-26929	25	2	,	,	PUNCT
fbem-26929	25	3	with	with	ADP
fbem-26929	25	4	the	the	DET
fbem-26929	25	5	rapid	rapid	ADJ
fbem-26929	25	6	development	development	NOUN
fbem-26929	25	7	of	of	ADP
fbem-26929	25	8	ai	ai	PROPN
fbem-26929	25	9	technology	technology	NOUN
fbem-26929	25	10	,	,	PUNCT
fbem-26929	25	11	intelligent	intelligent	ADJ
fbem-26929	25	12	algorithm	algorithm	NOUN
fbem-26929	25	13	trading	trading	NOUN
fbem-26929	25	14	has	have	AUX
fbem-26929	25	15	been	be	AUX
fbem-26929	25	16	able	able	ADJ
fbem-26929	25	17	to	to	PART
fbem-26929	25	18	handle	handle	VERB
fbem-26929	25	19	more	more	ADJ
fbem-26929	25	20	complex	complex	ADJ
fbem-26929	25	21	trading	trading	NOUN
fbem-26929	25	22	logic	logic	NOUN
fbem-26929	25	23	and	and	CCONJ
fbem-26929	25	24	strategies	strategy	NOUN
fbem-26929	25	25	and	and	CCONJ
fbem-26929	25	26	become	become	VERB
fbem-26929	25	27	an	an	DET
fbem-26929	25	28	important	important	ADJ
fbem-26929	25	29	force	force	NOUN
fbem-26929	25	30	in	in	ADP
fbem-26929	25	31	the	the	DET
fbem-26929	25	32	financial	financial	ADJ
fbem-26929	25	33	market	market	NOUN
fbem-26929	25	34	.	.	PUNCT
fbem-26929	26	1	in	in	ADP
fbem-26929	26	2	terms	term	NOUN
fbem-26929	26	3	of	of	ADP
fbem-26929	26	4	technical	technical	ADJ
fbem-26929	26	5	principles	principle	NOUN
fbem-26929	26	6	,	,	PUNCT
fbem-26929	26	7	intelligent	intelligent	ADJ
fbem-26929	26	8	algorithm	algorithm	NOUN
fbem-26929	26	9	trading	trading	NOUN
fbem-26929	26	10	mainly	mainly	ADV
fbem-26929	26	11	relies	rely	VERB
fbem-26929	26	12	on	on	ADP
fbem-26929	26	13	technologies	technology	NOUN
fbem-26929	26	14	such	such	ADJ
fbem-26929	26	15	as	as	ADP
fbem-26929	26	16	big	big	ADJ
fbem-26929	26	17	data	datum	NOUN
fbem-26929	26	18	analysis	analysis	NOUN
fbem-26929	26	19	and	and	CCONJ
fbem-26929	26	20	machine	machine	NOUN
fbem-26929	26	21	learning	learning	NOUN
fbem-26929	26	22	.	.	PUNCT
fbem-26929	27	1	big	big	ADJ
fbem-26929	27	2	data	datum	NOUN
fbem-26929	27	3	analysis	analysis	NOUN
fbem-26929	27	4	can	can	AUX
fbem-26929	27	5	help	help	VERB
fbem-26929	27	6	algorithm	algorithm	NOUN
fbem-26929	27	7	programs	program	NOUN
fbem-26929	27	8	to	to	PART
fbem-26929	27	9	quickly	quickly	ADV
fbem-26929	27	10	process	process	VERB
fbem-26929	27	11	massive	massive	ADJ
fbem-26929	27	12	market	market	NOUN
fbem-26929	27	13	data	datum	NOUN
fbem-26929	27	14	and	and	CCONJ
fbem-26929	27	15	extract	extract	VERB
fbem-26929	27	16	useful	useful	ADJ
fbem-26929	27	17	information	information	NOUN
fbem-26929	27	18	.	.	PUNCT
fbem-26929	28	1	machine	machine	NOUN
fbem-26929	28	2	learning	learn	VERB
fbem-26929	28	3	technology	technology	NOUN
fbem-26929	28	4	can	can	AUX
fbem-26929	28	5	make	make	VERB
fbem-26929	28	6	the	the	DET
fbem-26929	28	7	algorithm	algorithm	NOUN
fbem-26929	28	8	program	program	NOUN
fbem-26929	28	9	self	self	NOUN
fbem-26929	28	10	-	-	PUNCT
fbem-26929	28	11	learn	learn	NOUN
fbem-26929	28	12	and	and	CCONJ
fbem-26929	28	13	optimize	optimize	VERB
fbem-26929	28	14	,	,	PUNCT
fbem-26929	28	15	and	and	CCONJ
fbem-26929	28	16	constantly	constantly	ADV
fbem-26929	28	17	improve	improve	VERB
fbem-26929	28	18	the	the	DET
fbem-26929	28	19	accuracy	accuracy	NOUN
fbem-26929	28	20	and	and	CCONJ
fbem-26929	28	21	efficiency	efficiency	NOUN
fbem-26929	28	22	of	of	ADP
fbem-26929	28	23	trading	trading	NOUN
fbem-26929	28	24	strategy	strategy	NOUN
fbem-26929	28	25	.	.	PUNCT
fbem-26929	29	1	3	3	X
fbem-26929	29	2	.	.	X
fbem-26929	29	3	the	the	DET
fbem-26929	29	4	influence	influence	NOUN
fbem-26929	29	5	of	of	ADP
fbem-26929	29	6	intelligent	intelligent	ADJ
fbem-26929	29	7	algorithm	algorithm	NOUN
fbem-26929	29	8	trading	trading	NOUN
fbem-26929	29	9	on	on	ADP
fbem-26929	29	10	financial	financial	ADJ
fbem-26929	29	11	market	market	NOUN
fbem-26929	29	12	3.1	3.1	NUM
fbem-26929	29	13	.	.	PUNCT
fbem-26929	30	1	improve	improve	VERB
fbem-26929	30	2	market	market	NOUN
fbem-26929	30	3	efficiency	efficiency	NOUN
fbem-26929	30	4	the	the	DET
fbem-26929	30	5	application	application	NOUN
fbem-26929	30	6	of	of	ADP
fbem-26929	30	7	intelligent	intelligent	ADJ
fbem-26929	30	8	algorithm	algorithm	NOUN
fbem-26929	30	9	trading	trading	NOUN
fbem-26929	30	10	system	system	NOUN
fbem-26929	30	11	significantly	significantly	ADV
fbem-26929	30	12	improves	improve	VERB
fbem-26929	30	13	the	the	DET
fbem-26929	30	14	trading	trading	NOUN
fbem-26929	30	15	speed	speed	NOUN
fbem-26929	30	16	and	and	CCONJ
fbem-26929	30	17	efficiency	efficiency	NOUN
fbem-26929	30	18	,	,	PUNCT
fbem-26929	30	19	and	and	CCONJ
fbem-26929	30	20	it	it	PRON
fbem-26929	30	21	281	281	NUM
fbem-26929	30	22	realizes	realize	VERB
fbem-26929	30	23	millisecond	millisecond	NOUN
fbem-26929	30	24	trading	trading	NOUN
fbem-26929	30	25	decision	decision	NOUN
fbem-26929	30	26	-	-	PUNCT
fbem-26929	30	27	making	making	NOUN
fbem-26929	30	28	and	and	CCONJ
fbem-26929	30	29	execution	execution	NOUN
fbem-26929	30	30	,	,	PUNCT
fbem-26929	30	31	which	which	PRON
fbem-26929	30	32	exceeds	exceed	VERB
fbem-26929	30	33	the	the	DET
fbem-26929	30	34	ability	ability	NOUN
fbem-26929	30	35	of	of	ADP
fbem-26929	30	36	human	human	ADJ
fbem-26929	30	37	traders	trader	NOUN
fbem-26929	30	38	.	.	PUNCT
fbem-26929	31	1	through	through	ADP
fbem-26929	31	2	the	the	DET
fbem-26929	31	3	preset	preset	ADJ
fbem-26929	31	4	strategies	strategy	NOUN
fbem-26929	31	5	and	and	CCONJ
fbem-26929	31	6	parameters	parameter	NOUN
fbem-26929	31	7	,	,	PUNCT
fbem-26929	31	8	algorithmic	algorithmic	ADJ
fbem-26929	31	9	trading	trading	NOUN
fbem-26929	31	10	can	can	AUX
fbem-26929	31	11	monitor	monitor	VERB
fbem-26929	31	12	the	the	DET
fbem-26929	31	13	market	market	NOUN
fbem-26929	31	14	dynamics	dynamic	NOUN
fbem-26929	31	15	in	in	ADP
fbem-26929	31	16	real	real	ADJ
fbem-26929	31	17	time	time	NOUN
fbem-26929	31	18	and	and	CCONJ
fbem-26929	31	19	act	act	VERB
fbem-26929	31	20	quickly	quickly	ADV
fbem-26929	31	21	when	when	SCONJ
fbem-26929	31	22	the	the	DET
fbem-26929	31	23	conditions	condition	NOUN
fbem-26929	31	24	meet	meet	VERB
fbem-26929	31	25	,	,	PUNCT
fbem-26929	31	26	which	which	PRON
fbem-26929	31	27	not	not	PART
fbem-26929	31	28	only	only	ADV
fbem-26929	31	29	greatly	greatly	ADV
fbem-26929	31	30	shortens	shorten	VERB
fbem-26929	31	31	the	the	DET
fbem-26929	31	32	trading	trading	NOUN
fbem-26929	31	33	time	time	NOUN
fbem-26929	31	34	window	window	NOUN
fbem-26929	31	35	,	,	PUNCT
fbem-26929	31	36	but	but	CCONJ
fbem-26929	31	37	also	also	ADV
fbem-26929	31	38	effectively	effectively	ADV
fbem-26929	31	39	avoids	avoid	VERB
fbem-26929	31	40	the	the	DET
fbem-26929	31	41	potential	potential	ADJ
fbem-26929	31	42	losses	loss	NOUN
fbem-26929	31	43	caused	cause	VERB
fbem-26929	31	44	by	by	ADP
fbem-26929	31	45	instantaneous	instantaneous	ADJ
fbem-26929	31	46	market	market	NOUN
fbem-26929	31	47	fluctuations	fluctuation	NOUN
fbem-26929	31	48	[	[	X
fbem-26929	31	49	7	7	NUM
fbem-26929	31	50	]	]	PUNCT
fbem-26929	31	51	.	.	PUNCT
fbem-26929	32	1	in	in	ADP
fbem-26929	32	2	addition	addition	NOUN
fbem-26929	32	3	,	,	PUNCT
fbem-26929	32	4	the	the	DET
fbem-26929	32	5	wide	wide	ADJ
fbem-26929	32	6	adoption	adoption	NOUN
fbem-26929	32	7	of	of	ADP
fbem-26929	32	8	algorithmic	algorithmic	ADJ
fbem-26929	32	9	trading	trading	NOUN
fbem-26929	32	10	has	have	AUX
fbem-26929	32	11	also	also	ADV
fbem-26929	32	12	promoted	promote	VERB
fbem-26929	32	13	the	the	DET
fbem-26929	32	14	growth	growth	NOUN
fbem-26929	32	15	of	of	ADP
fbem-26929	32	16	market	market	NOUN
fbem-26929	32	17	turnover	turnover	NOUN
fbem-26929	32	18	,	,	PUNCT
fbem-26929	32	19	improved	improve	VERB
fbem-26929	32	20	market	market	NOUN
fbem-26929	32	21	liquidity	liquidity	NOUN
fbem-26929	32	22	,	,	PUNCT
fbem-26929	32	23	reduced	reduce	VERB
fbem-26929	32	24	transaction	transaction	NOUN
fbem-26929	32	25	costs	cost	NOUN
fbem-26929	32	26	,	,	PUNCT
fbem-26929	32	27	and	and	CCONJ
fbem-26929	32	28	enhanced	enhance	VERB
fbem-26929	32	29	the	the	DET
fbem-26929	32	30	depth	depth	NOUN
fbem-26929	32	31	and	and	CCONJ
fbem-26929	32	32	transparency	transparency	NOUN
fbem-26929	32	33	of	of	ADP
fbem-26929	32	34	the	the	DET
fbem-26929	32	35	market	market	NOUN
fbem-26929	32	36	,	,	PUNCT
fbem-26929	32	37	because	because	SCONJ
fbem-26929	32	38	the	the	DET
fbem-26929	32	39	algorithm	algorithm	NOUN
fbem-26929	32	40	can	can	AUX
fbem-26929	32	41	dynamically	dynamically	ADV
fbem-26929	32	42	adjust	adjust	VERB
fbem-26929	32	43	the	the	DET
fbem-26929	32	44	quotation	quotation	NOUN
fbem-26929	32	45	according	accord	VERB
fbem-26929	32	46	to	to	ADP
fbem-26929	32	47	the	the	DET
fbem-26929	32	48	relationship	relationship	NOUN
fbem-26929	32	49	between	between	ADP
fbem-26929	32	50	supply	supply	NOUN
fbem-26929	32	51	and	and	CCONJ
fbem-26929	32	52	demand	demand	NOUN
fbem-26929	32	53	,	,	PUNCT
fbem-26929	32	54	making	make	VERB
fbem-26929	32	55	the	the	DET
fbem-26929	32	56	price	price	NOUN
fbem-26929	32	57	closer	close	ADV
fbem-26929	32	58	to	to	ADP
fbem-26929	32	59	the	the	DET
fbem-26929	32	60	real	real	ADJ
fbem-26929	32	61	value	value	NOUN
fbem-26929	32	62	of	of	ADP
fbem-26929	32	63	the	the	DET
fbem-26929	32	64	market	market	NOUN
fbem-26929	32	65	.	.	PUNCT
fbem-26929	33	1	at	at	ADP
fbem-26929	33	2	the	the	DET
fbem-26929	33	3	same	same	ADJ
fbem-26929	33	4	time	time	NOUN
fbem-26929	33	5	,	,	PUNCT
fbem-26929	33	6	algorithmic	algorithmic	ADJ
fbem-26929	33	7	trading	trading	NOUN
fbem-26929	33	8	improves	improve	VERB
fbem-26929	33	9	the	the	DET
fbem-26929	33	10	accuracy	accuracy	NOUN
fbem-26929	33	11	and	and	CCONJ
fbem-26929	33	12	reliability	reliability	NOUN
fbem-26929	33	13	of	of	ADP
fbem-26929	33	14	trading	trading	NOUN
fbem-26929	33	15	by	by	ADP
fbem-26929	33	16	reducing	reduce	VERB
fbem-26929	33	17	human	human	ADJ
fbem-26929	33	18	errors	error	NOUN
fbem-26929	33	19	and	and	CCONJ
fbem-26929	33	20	emotional	emotional	ADJ
fbem-26929	33	21	-	-	PUNCT
fbem-26929	33	22	driven	drive	VERB
fbem-26929	33	23	decision	decision	NOUN
fbem-26929	33	24	-	-	PUNCT
fbem-26929	33	25	making	make	VERB
fbem-26929	33	26	deviations	deviation	NOUN
fbem-26929	33	27	.	.	PUNCT
fbem-26929	34	1	the	the	DET
fbem-26929	34	2	application	application	NOUN
fbem-26929	34	3	of	of	ADP
fbem-26929	34	4	strict	strict	ADJ
fbem-26929	34	5	mathematical	mathematical	ADJ
fbem-26929	34	6	models	model	NOUN
fbem-26929	34	7	and	and	CCONJ
fbem-26929	34	8	logical	logical	ADJ
fbem-26929	34	9	rules	rule	NOUN
fbem-26929	34	10	ensures	ensure	VERB
fbem-26929	34	11	the	the	DET
fbem-26929	34	12	objectivity	objectivity	NOUN
fbem-26929	34	13	and	and	CCONJ
fbem-26929	34	14	consistency	consistency	NOUN
fbem-26929	34	15	of	of	ADP
fbem-26929	34	16	trading	trading	NOUN
fbem-26929	34	17	decisions	decision	NOUN
fbem-26929	34	18	.	.	PUNCT
fbem-26929	35	1	in	in	ADP
fbem-26929	35	2	addition	addition	NOUN
fbem-26929	35	3	,	,	PUNCT
fbem-26929	35	4	intelligent	intelligent	ADJ
fbem-26929	35	5	algorithm	algorithm	NOUN
fbem-26929	35	6	trading	trading	NOUN
fbem-26929	35	7	is	be	AUX
fbem-26929	35	8	also	also	ADV
fbem-26929	35	9	an	an	DET
fbem-26929	35	10	important	important	ADJ
fbem-26929	35	11	promoter	promoter	NOUN
fbem-26929	35	12	of	of	ADP
fbem-26929	35	13	financial	financial	ADJ
fbem-26929	35	14	market	market	NOUN
fbem-26929	35	15	innovation	innovation	NOUN
fbem-26929	35	16	.	.	PUNCT
fbem-26929	36	1	with	with	ADP
fbem-26929	36	2	the	the	DET
fbem-26929	36	3	progress	progress	NOUN
fbem-26929	36	4	of	of	ADP
fbem-26929	36	5	machine	machine	NOUN
fbem-26929	36	6	learning	learning	NOUN
fbem-26929	36	7	and	and	CCONJ
fbem-26929	36	8	ai	ai	VERB
fbem-26929	36	9	,	,	PUNCT
fbem-26929	36	10	it	it	PRON
fbem-26929	36	11	constantly	constantly	ADV
fbem-26929	36	12	learns	learn	VERB
fbem-26929	36	13	and	and	CCONJ
fbem-26929	36	14	adapts	adapt	VERB
fbem-26929	36	15	to	to	ADP
fbem-26929	36	16	new	new	ADJ
fbem-26929	36	17	situations	situation	NOUN
fbem-26929	36	18	,	,	PUNCT
fbem-26929	36	19	giving	give	VERB
fbem-26929	36	20	birth	birth	NOUN
fbem-26929	36	21	to	to	ADP
fbem-26929	36	22	new	new	ADJ
fbem-26929	36	23	trading	trading	NOUN
fbem-26929	36	24	strategies	strategy	NOUN
fbem-26929	36	25	and	and	CCONJ
fbem-26929	36	26	tools	tool	NOUN
fbem-26929	36	27	,	,	PUNCT
fbem-26929	36	28	enriching	enrich	VERB
fbem-26929	36	29	financial	financial	ADJ
fbem-26929	36	30	products	product	NOUN
fbem-26929	36	31	and	and	CCONJ
fbem-26929	36	32	promoting	promote	VERB
fbem-26929	36	33	market	market	NOUN
fbem-26929	36	34	development	development	NOUN
fbem-26929	36	35	[	[	X
fbem-26929	36	36	8	8	NUM
fbem-26929	36	37	]	]	PUNCT
fbem-26929	36	38	.	.	PUNCT
fbem-26929	37	1	more	more	ADV
fbem-26929	37	2	importantly	importantly	ADV
fbem-26929	37	3	,	,	PUNCT
fbem-26929	37	4	the	the	DET
fbem-26929	37	5	algorithmic	algorithmic	ADJ
fbem-26929	37	6	trading	trading	NOUN
fbem-26929	37	7	system	system	NOUN
fbem-26929	37	8	has	have	VERB
fbem-26929	37	9	the	the	DET
fbem-26929	37	10	ability	ability	NOUN
fbem-26929	37	11	to	to	PART
fbem-26929	37	12	monitor	monitor	VERB
fbem-26929	37	13	market	market	NOUN
fbem-26929	37	14	risks	risk	NOUN
fbem-26929	37	15	in	in	ADP
fbem-26929	37	16	real	real	ADJ
fbem-26929	37	17	time	time	NOUN
fbem-26929	37	18	,	,	PUNCT
fbem-26929	37	19	and	and	CCONJ
fbem-26929	37	20	protect	protect	VERB
fbem-26929	37	21	investors	investor	NOUN
fbem-26929	37	22	'	'	PART
fbem-26929	37	23	interests	interest	NOUN
fbem-26929	37	24	by	by	ADP
fbem-26929	37	25	setting	set	VERB
fbem-26929	37	26	stop	stop	VERB
fbem-26929	37	27	-	-	PUNCT
fbem-26929	37	28	loss	loss	NOUN
fbem-26929	37	29	points	point	NOUN
fbem-26929	37	30	and	and	CCONJ
fbem-26929	37	31	other	other	ADJ
fbem-26929	37	32	risk	risk	NOUN
fbem-26929	37	33	control	control	NOUN
fbem-26929	37	34	measures	measure	NOUN
fbem-26929	37	35	to	to	PART
fbem-26929	37	36	help	help	VERB
fbem-26929	37	37	them	they	PRON
fbem-26929	37	38	better	well	ADV
fbem-26929	37	39	understand	understand	VERB
fbem-26929	37	40	and	and	CCONJ
fbem-26929	37	41	manage	manage	VERB
fbem-26929	37	42	market	market	NOUN
fbem-26929	37	43	risks	risk	NOUN
fbem-26929	37	44	.	.	PUNCT
fbem-26929	38	1	3.2	3.2	NUM
fbem-26929	38	2	.	.	PUNCT
fbem-26929	38	3	reduce	reduce	VERB
fbem-26929	38	4	transaction	transaction	NOUN
fbem-26929	38	5	costs	cost	NOUN
fbem-26929	38	6	in	in	ADP
fbem-26929	38	7	the	the	DET
fbem-26929	38	8	financial	financial	ADJ
fbem-26929	38	9	market	market	NOUN
fbem-26929	38	10	,	,	PUNCT
fbem-26929	38	11	the	the	DET
fbem-26929	38	12	rise	rise	NOUN
fbem-26929	38	13	of	of	ADP
fbem-26929	38	14	intelligent	intelligent	ADJ
fbem-26929	38	15	algorithm	algorithm	NOUN
fbem-26929	38	16	trading	trading	NOUN
fbem-26929	38	17	is	be	AUX
fbem-26929	38	18	significantly	significantly	ADV
fbem-26929	38	19	changing	change	VERB
fbem-26929	38	20	the	the	DET
fbem-26929	38	21	traditional	traditional	ADJ
fbem-26929	38	22	trading	trading	NOUN
fbem-26929	38	23	mode	mode	NOUN
fbem-26929	38	24	,	,	PUNCT
fbem-26929	38	25	especially	especially	ADV
fbem-26929	38	26	in	in	ADP
fbem-26929	38	27	reducing	reduce	VERB
fbem-26929	38	28	transaction	transaction	NOUN
fbem-26929	38	29	costs	cost	NOUN
fbem-26929	38	30	,	,	PUNCT
fbem-26929	38	31	its	its	PRON
fbem-26929	38	32	advantages	advantage	NOUN
fbem-26929	38	33	are	be	AUX
fbem-26929	38	34	increasingly	increasingly	ADV
fbem-26929	38	35	prominent	prominent	ADJ
fbem-26929	38	36	.	.	PUNCT
fbem-26929	39	1	intelligent	intelligent	ADJ
fbem-26929	39	2	algorithm	algorithm	NOUN
fbem-26929	39	3	trading	trading	NOUN
fbem-26929	39	4	significantly	significantly	ADV
fbem-26929	39	5	reduces	reduce	VERB
fbem-26929	39	6	human	human	ADJ
fbem-26929	39	7	intervention	intervention	NOUN
fbem-26929	39	8	by	by	ADP
fbem-26929	39	9	automatically	automatically	ADV
fbem-26929	39	10	executing	execute	VERB
fbem-26929	39	11	trading	trading	NOUN
fbem-26929	39	12	decisions	decision	NOUN
fbem-26929	39	13	.	.	PUNCT
fbem-26929	40	1	in	in	ADP
fbem-26929	40	2	traditional	traditional	ADJ
fbem-26929	40	3	trading	trading	NOUN
fbem-26929	40	4	,	,	PUNCT
fbem-26929	40	5	traders	trader	NOUN
fbem-26929	40	6	need	need	VERB
fbem-26929	40	7	to	to	PART
fbem-26929	40	8	manually	manually	ADV
fbem-26929	40	9	analyze	analyze	VERB
fbem-26929	40	10	the	the	DET
fbem-26929	40	11	market	market	NOUN
fbem-26929	40	12	and	and	CCONJ
fbem-26929	40	13	judge	judge	VERB
fbem-26929	40	14	the	the	DET
fbem-26929	40	15	trading	trading	NOUN
fbem-26929	40	16	opportunity	opportunity	NOUN
fbem-26929	40	17	.	.	PUNCT
fbem-26929	41	1	this	this	DET
fbem-26929	41	2	process	process	NOUN
fbem-26929	41	3	is	be	AUX
fbem-26929	41	4	not	not	PART
fbem-26929	41	5	only	only	ADV
fbem-26929	41	6	time	time	NOUN
fbem-26929	41	7	-	-	PUNCT
fbem-26929	41	8	consuming	consume	VERB
fbem-26929	41	9	,	,	PUNCT
fbem-26929	41	10	but	but	CCONJ
fbem-26929	41	11	also	also	ADV
fbem-26929	41	12	easily	easily	ADV
fbem-26929	41	13	influenced	influence	VERB
fbem-26929	41	14	by	by	ADP
fbem-26929	41	15	emotions	emotion	NOUN
fbem-26929	41	16	,	,	PUNCT
fbem-26929	41	17	which	which	PRON
fbem-26929	41	18	increases	increase	VERB
fbem-26929	41	19	the	the	DET
fbem-26929	41	20	transaction	transaction	NOUN
fbem-26929	41	21	cost	cost	NOUN
fbem-26929	41	22	.	.	PUNCT
fbem-26929	42	1	the	the	DET
fbem-26929	42	2	intelligent	intelligent	ADJ
fbem-26929	42	3	algorithm	algorithm	NOUN
fbem-26929	42	4	can	can	AUX
fbem-26929	42	5	monitor	monitor	VERB
fbem-26929	42	6	the	the	DET
fbem-26929	42	7	market	market	NOUN
fbem-26929	42	8	dynamics	dynamic	NOUN
fbem-26929	42	9	in	in	ADP
fbem-26929	42	10	real	real	ADJ
fbem-26929	42	11	time	time	NOUN
fbem-26929	42	12	,	,	PUNCT
fbem-26929	42	13	quickly	quickly	ADV
fbem-26929	42	14	capture	capture	VERB
fbem-26929	42	15	trading	trading	NOUN
fbem-26929	42	16	opportunities	opportunity	NOUN
fbem-26929	42	17	,	,	PUNCT
fbem-26929	42	18	avoid	avoid	VERB
fbem-26929	42	19	the	the	DET
fbem-26929	42	20	delay	delay	NOUN
fbem-26929	42	21	and	and	CCONJ
fbem-26929	42	22	error	error	NOUN
fbem-26929	42	23	of	of	ADP
fbem-26929	42	24	human	human	ADJ
fbem-26929	42	25	judgment	judgment	NOUN
fbem-26929	42	26	,	,	PUNCT
fbem-26929	42	27	and	and	CCONJ
fbem-26929	42	28	thus	thus	ADV
fbem-26929	42	29	reduce	reduce	VERB
fbem-26929	42	30	the	the	DET
fbem-26929	42	31	transaction	transaction	NOUN
fbem-26929	42	32	cost	cost	NOUN
fbem-26929	42	33	caused	cause	VERB
fbem-26929	42	34	by	by	ADP
fbem-26929	42	35	decisionmaking	decisionmake	VERB
fbem-26929	42	36	mistakes	mistake	NOUN
fbem-26929	42	37	.	.	PUNCT
fbem-26929	43	1	through	through	ADP
fbem-26929	43	2	machine	machine	NOUN
fbem-26929	43	3	learning	learning	NOUN
fbem-26929	43	4	and	and	CCONJ
fbem-26929	43	5	big	big	ADJ
fbem-26929	43	6	data	datum	NOUN
fbem-26929	43	7	analysis	analysis	NOUN
fbem-26929	43	8	,	,	PUNCT
fbem-26929	43	9	the	the	DET
fbem-26929	43	10	algorithm	algorithm	NOUN
fbem-26929	43	11	can	can	AUX
fbem-26929	43	12	learn	learn	VERB
fbem-26929	43	13	from	from	ADP
fbem-26929	43	14	historical	historical	ADJ
fbem-26929	43	15	trading	trading	NOUN
fbem-26929	43	16	data	datum	NOUN
fbem-26929	43	17	and	and	CCONJ
fbem-26929	43	18	identify	identify	VERB
fbem-26929	43	19	more	more	ADV
fbem-26929	43	20	effective	effective	ADJ
fbem-26929	43	21	trading	trading	NOUN
fbem-26929	43	22	patterns	pattern	NOUN
fbem-26929	43	23	.	.	PUNCT
fbem-26929	44	1	this	this	PRON
fbem-26929	44	2	not	not	PART
fbem-26929	44	3	only	only	ADV
fbem-26929	44	4	improves	improve	VERB
fbem-26929	44	5	the	the	DET
fbem-26929	44	6	accuracy	accuracy	NOUN
fbem-26929	44	7	of	of	ADP
fbem-26929	44	8	the	the	DET
fbem-26929	44	9	transaction	transaction	NOUN
fbem-26929	44	10	,	,	PUNCT
fbem-26929	44	11	but	but	CCONJ
fbem-26929	44	12	also	also	ADV
fbem-26929	44	13	effectively	effectively	ADV
fbem-26929	44	14	reduces	reduce	VERB
fbem-26929	44	15	the	the	DET
fbem-26929	44	16	average	average	ADJ
fbem-26929	44	17	cost	cost	NOUN
fbem-26929	44	18	of	of	ADP
fbem-26929	44	19	each	each	DET
fbem-26929	44	20	transaction	transaction	NOUN
fbem-26929	44	21	by	by	ADP
fbem-26929	44	22	executing	execute	VERB
fbem-26929	44	23	the	the	DET
fbem-26929	44	24	transaction	transaction	NOUN
fbem-26929	44	25	in	in	ADP
fbem-26929	44	26	batches	batch	NOUN
fbem-26929	44	27	.	.	PUNCT
fbem-26929	45	1	in	in	ADP
fbem-26929	45	2	addition	addition	NOUN
fbem-26929	45	3	,	,	PUNCT
fbem-26929	45	4	the	the	DET
fbem-26929	45	5	algorithm	algorithm	NOUN
fbem-26929	45	6	can	can	AUX
fbem-26929	45	7	adjust	adjust	VERB
fbem-26929	45	8	the	the	DET
fbem-26929	45	9	strategy	strategy	NOUN
fbem-26929	45	10	in	in	ADP
fbem-26929	45	11	real	real	ADJ
fbem-26929	45	12	time	time	NOUN
fbem-26929	45	13	to	to	PART
fbem-26929	45	14	adapt	adapt	VERB
fbem-26929	45	15	to	to	ADP
fbem-26929	45	16	market	market	NOUN
fbem-26929	45	17	changes	change	NOUN
fbem-26929	45	18	and	and	CCONJ
fbem-26929	45	19	avoid	avoid	VERB
fbem-26929	45	20	the	the	DET
fbem-26929	45	21	cost	cost	NOUN
fbem-26929	45	22	increase	increase	NOUN
fbem-26929	45	23	caused	cause	VERB
fbem-26929	45	24	by	by	ADP
fbem-26929	45	25	the	the	DET
fbem-26929	45	26	lag	lag	NOUN
fbem-26929	45	27	of	of	ADP
fbem-26929	45	28	the	the	DET
fbem-26929	45	29	strategy	strategy	NOUN
fbem-26929	45	30	.	.	PUNCT
fbem-26929	46	1	the	the	DET
fbem-26929	46	2	algorithm	algorithm	NOUN
fbem-26929	46	3	can	can	AUX
fbem-26929	46	4	execute	execute	VERB
fbem-26929	46	5	transactions	transaction	NOUN
fbem-26929	46	6	at	at	ADP
fbem-26929	46	7	millisecond	millisecond	NOUN
fbem-26929	46	8	speed	speed	NOUN
fbem-26929	46	9	,	,	PUNCT
fbem-26929	46	10	which	which	PRON
fbem-26929	46	11	avoids	avoid	VERB
fbem-26929	46	12	the	the	DET
fbem-26929	46	13	slippage	slippage	NOUN
fbem-26929	46	14	cost	cost	NOUN
fbem-26929	46	15	caused	cause	VERB
fbem-26929	46	16	by	by	ADP
fbem-26929	46	17	price	price	NOUN
fbem-26929	46	18	fluctuation	fluctuation	NOUN
fbem-26929	46	19	.	.	PUNCT
fbem-26929	47	1	in	in	ADP
fbem-26929	47	2	addition	addition	NOUN
fbem-26929	47	3	,	,	PUNCT
fbem-26929	47	4	by	by	ADP
fbem-26929	47	5	optimizing	optimize	VERB
fbem-26929	47	6	the	the	DET
fbem-26929	47	7	order	order	NOUN
fbem-26929	47	8	type	type	NOUN
fbem-26929	47	9	and	and	CCONJ
fbem-26929	47	10	execution	execution	NOUN
fbem-26929	47	11	strategy	strategy	NOUN
fbem-26929	47	12	,	,	PUNCT
fbem-26929	47	13	the	the	DET
fbem-26929	47	14	algorithm	algorithm	NOUN
fbem-26929	47	15	can	can	AUX
fbem-26929	47	16	effectively	effectively	ADV
fbem-26929	47	17	reduce	reduce	VERB
fbem-26929	47	18	the	the	DET
fbem-26929	47	19	market	market	NOUN
fbem-26929	47	20	impact	impact	NOUN
fbem-26929	47	21	,	,	PUNCT
fbem-26929	47	22	reduce	reduce	VERB
fbem-26929	47	23	the	the	DET
fbem-26929	47	24	impact	impact	NOUN
fbem-26929	47	25	on	on	ADP
fbem-26929	47	26	the	the	DET
fbem-26929	47	27	market	market	NOUN
fbem-26929	47	28	price	price	NOUN
fbem-26929	47	29	caused	cause	VERB
fbem-26929	47	30	by	by	ADP
fbem-26929	47	31	a	a	DET
fbem-26929	47	32	large	large	ADJ
fbem-26929	47	33	number	number	NOUN
fbem-26929	47	34	of	of	ADP
fbem-26929	47	35	transactions	transaction	NOUN
fbem-26929	47	36	,	,	PUNCT
fbem-26929	47	37	and	and	CCONJ
fbem-26929	47	38	further	far	ADV
fbem-26929	47	39	reduce	reduce	VERB
fbem-26929	47	40	the	the	DET
fbem-26929	47	41	transaction	transaction	NOUN
fbem-26929	47	42	cost	cost	NOUN
fbem-26929	47	43	.	.	PUNCT
fbem-26929	48	1	3.3	3.3	NUM
fbem-26929	48	2	.	.	PUNCT
fbem-26929	49	1	enhance	enhance	VERB
fbem-26929	49	2	market	market	NOUN
fbem-26929	49	3	stability	stability	NOUN
fbem-26929	49	4	intelligent	intelligent	ADJ
fbem-26929	49	5	algorithm	algorithm	NOUN
fbem-26929	49	6	trading	trading	NOUN
fbem-26929	49	7	can	can	AUX
fbem-26929	49	8	quickly	quickly	ADV
fbem-26929	49	9	and	and	CCONJ
fbem-26929	49	10	accurately	accurately	ADV
fbem-26929	49	11	process	process	VERB
fbem-26929	49	12	a	a	DET
fbem-26929	49	13	large	large	ADJ
fbem-26929	49	14	number	number	NOUN
fbem-26929	49	15	of	of	ADP
fbem-26929	49	16	data	datum	NOUN
fbem-26929	49	17	,	,	PUNCT
fbem-26929	49	18	including	include	VERB
fbem-26929	49	19	historical	historical	ADJ
fbem-26929	49	20	prices	price	NOUN
fbem-26929	49	21	,	,	PUNCT
fbem-26929	49	22	trading	trading	NOUN
fbem-26929	49	23	volume	volume	NOUN
fbem-26929	49	24	,	,	PUNCT
fbem-26929	49	25	news	news	NOUN
fbem-26929	49	26	events	event	NOUN
fbem-26929	49	27	,	,	PUNCT
fbem-26929	49	28	etc	etc	X
fbem-26929	49	29	.	.	X
fbem-26929	49	30	,	,	PUNCT
fbem-26929	49	31	thus	thus	ADV
fbem-26929	49	32	making	make	VERB
fbem-26929	49	33	more	more	ADV
fbem-26929	49	34	accurate	accurate	ADJ
fbem-26929	49	35	market	market	NOUN
fbem-26929	49	36	forecasts	forecast	NOUN
fbem-26929	49	37	.	.	PUNCT
fbem-26929	50	1	this	this	DET
fbem-26929	50	2	efficient	efficient	ADJ
fbem-26929	50	3	information	information	NOUN
fbem-26929	50	4	processing	processing	NOUN
fbem-26929	50	5	ability	ability	NOUN
fbem-26929	50	6	helps	help	VERB
fbem-26929	50	7	to	to	PART
fbem-26929	50	8	improve	improve	VERB
fbem-26929	50	9	market	market	NOUN
fbem-26929	50	10	efficiency	efficiency	NOUN
fbem-26929	50	11	,	,	PUNCT
fbem-26929	50	12	make	make	VERB
fbem-26929	50	13	asset	asset	NOUN
fbem-26929	50	14	prices	price	NOUN
fbem-26929	50	15	more	more	ADV
fbem-26929	50	16	reflective	reflective	ADJ
fbem-26929	50	17	of	of	ADP
fbem-26929	50	18	their	their	PRON
fbem-26929	50	19	intrinsic	intrinsic	ADJ
fbem-26929	50	20	values	value	NOUN
fbem-26929	50	21	,	,	PUNCT
fbem-26929	50	22	and	and	CCONJ
fbem-26929	50	23	reduce	reduce	VERB
fbem-26929	50	24	market	market	NOUN
fbem-26929	50	25	fluctuations	fluctuation	NOUN
fbem-26929	50	26	caused	cause	VERB
fbem-26929	50	27	by	by	ADP
fbem-26929	50	28	information	information	NOUN
fbem-26929	50	29	asymmetry	asymmetry	NOUN
fbem-26929	50	30	.	.	PUNCT
fbem-26929	51	1	algorithm	algorithm	PROPN
fbem-26929	51	2	trading	trading	NOUN
fbem-26929	51	3	can	can	AUX
fbem-26929	51	4	participate	participate	VERB
fbem-26929	51	5	in	in	ADP
fbem-26929	51	6	market	market	NOUN
fbem-26929	51	7	trading	trading	NOUN
fbem-26929	51	8	24	24	NUM
fbem-26929	51	9	hours	hour	NOUN
fbem-26929	51	10	a	a	DET
fbem-26929	51	11	day	day	NOUN
fbem-26929	51	12	without	without	ADP
fbem-26929	51	13	human	human	ADJ
fbem-26929	51	14	intervention	intervention	NOUN
fbem-26929	51	15	,	,	PUNCT
fbem-26929	51	16	which	which	PRON
fbem-26929	51	17	greatly	greatly	ADV
fbem-26929	51	18	increases	increase	VERB
fbem-26929	51	19	the	the	DET
fbem-26929	51	20	liquidity	liquidity	NOUN
fbem-26929	51	21	of	of	ADP
fbem-26929	51	22	the	the	DET
fbem-26929	51	23	market	market	NOUN
fbem-26929	51	24	.	.	PUNCT
fbem-26929	52	1	high	high	ADJ
fbem-26929	52	2	liquidity	liquidity	NOUN
fbem-26929	52	3	means	mean	VERB
fbem-26929	52	4	that	that	SCONJ
fbem-26929	52	5	trading	trading	NOUN
fbem-26929	52	6	orders	order	NOUN
fbem-26929	52	7	can	can	AUX
fbem-26929	52	8	be	be	AUX
fbem-26929	52	9	closed	close	VERB
fbem-26929	52	10	quickly	quickly	ADV
fbem-26929	52	11	,	,	PUNCT
fbem-26929	52	12	which	which	PRON
fbem-26929	52	13	reduces	reduce	VERB
fbem-26929	52	14	the	the	DET
fbem-26929	52	15	impact	impact	NOUN
fbem-26929	52	16	of	of	ADP
fbem-26929	52	17	large	large	ADJ
fbem-26929	52	18	transactions	transaction	NOUN
fbem-26929	52	19	on	on	ADP
fbem-26929	52	20	market	market	NOUN
fbem-26929	52	21	prices	price	NOUN
fbem-26929	52	22	,	,	PUNCT
fbem-26929	52	23	thus	thus	ADV
fbem-26929	52	24	reducing	reduce	VERB
fbem-26929	52	25	market	market	NOUN
fbem-26929	52	26	volatility	volatility	NOUN
fbem-26929	52	27	.	.	PUNCT
fbem-26929	53	1	the	the	DET
fbem-26929	53	2	intelligent	intelligent	ADJ
fbem-26929	53	3	algorithm	algorithm	NOUN
fbem-26929	53	4	can	can	AUX
fbem-26929	53	5	dynamically	dynamically	ADV
fbem-26929	53	6	adjust	adjust	VERB
fbem-26929	53	7	the	the	DET
fbem-26929	53	8	trading	trading	NOUN
fbem-26929	53	9	strategy	strategy	NOUN
fbem-26929	53	10	according	accord	VERB
fbem-26929	53	11	to	to	ADP
fbem-26929	53	12	the	the	DET
fbem-26929	53	13	market	market	NOUN
fbem-26929	53	14	situation	situation	NOUN
fbem-26929	53	15	.	.	PUNCT
fbem-26929	54	1	for	for	ADP
fbem-26929	54	2	example	example	NOUN
fbem-26929	54	3	,	,	PUNCT
fbem-26929	54	4	when	when	SCONJ
fbem-26929	54	5	there	there	PRON
fbem-26929	54	6	is	be	VERB
fbem-26929	54	7	excessive	excessive	ADJ
fbem-26929	54	8	buying	buying	NOUN
fbem-26929	54	9	or	or	CCONJ
fbem-26929	54	10	selling	selling	NOUN
fbem-26929	54	11	in	in	ADP
fbem-26929	54	12	the	the	DET
fbem-26929	54	13	market	market	NOUN
fbem-26929	54	14	,	,	PUNCT
fbem-26929	54	15	the	the	DET
fbem-26929	54	16	algorithm	algorithm	NOUN
fbem-26929	54	17	can	can	AUX
fbem-26929	54	18	take	take	VERB
fbem-26929	54	19	the	the	DET
fbem-26929	54	20	opposite	opposite	ADJ
fbem-26929	54	21	action	action	NOUN
fbem-26929	54	22	to	to	PART
fbem-26929	54	23	balance	balance	VERB
fbem-26929	54	24	the	the	DET
fbem-26929	54	25	relationship	relationship	NOUN
fbem-26929	54	26	between	between	ADP
fbem-26929	54	27	supply	supply	NOUN
fbem-26929	54	28	and	and	CCONJ
fbem-26929	54	29	demand	demand	NOUN
fbem-26929	54	30	.	.	PUNCT
fbem-26929	55	1	this	this	DET
fbem-26929	55	2	selfregulation	selfregulation	NOUN
fbem-26929	55	3	mechanism	mechanism	NOUN
fbem-26929	55	4	helps	help	VERB
fbem-26929	55	5	to	to	PART
fbem-26929	55	6	prevent	prevent	VERB
fbem-26929	55	7	the	the	DET
fbem-26929	55	8	market	market	NOUN
fbem-26929	55	9	from	from	ADP
fbem-26929	55	10	overheating	overheat	VERB
fbem-26929	55	11	or	or	CCONJ
fbem-26929	55	12	supercooling	supercooling	NOUN
fbem-26929	55	13	and	and	CCONJ
fbem-26929	55	14	maintain	maintain	VERB
fbem-26929	55	15	the	the	DET
fbem-26929	55	16	stability	stability	NOUN
fbem-26929	55	17	of	of	ADP
fbem-26929	55	18	the	the	DET
fbem-26929	55	19	market	market	NOUN
fbem-26929	55	20	.	.	PUNCT
fbem-26929	56	1	human	human	ADJ
fbem-26929	56	2	investors	investor	NOUN
fbem-26929	56	3	are	be	AUX
fbem-26929	56	4	often	often	ADV
fbem-26929	56	5	influenced	influence	VERB
fbem-26929	56	6	by	by	ADP
fbem-26929	56	7	emotions	emotion	NOUN
fbem-26929	56	8	,	,	PUNCT
fbem-26929	56	9	such	such	ADJ
fbem-26929	56	10	as	as	ADP
fbem-26929	56	11	panic	panic	NOUN
fbem-26929	56	12	or	or	CCONJ
fbem-26929	56	13	greed	greed	NOUN
fbem-26929	56	14	,	,	PUNCT
fbem-26929	56	15	which	which	PRON
fbem-26929	56	16	may	may	AUX
fbem-26929	56	17	lead	lead	VERB
fbem-26929	56	18	to	to	ADP
fbem-26929	56	19	irrational	irrational	ADJ
fbem-26929	56	20	trading	trading	NOUN
fbem-26929	56	21	behavior	behavior	NOUN
fbem-26929	56	22	and	and	CCONJ
fbem-26929	56	23	increase	increase	VERB
fbem-26929	56	24	market	market	NOUN
fbem-26929	56	25	volatility	volatility	NOUN
fbem-26929	56	26	.	.	PUNCT
fbem-26929	57	1	in	in	ADP
fbem-26929	57	2	contrast	contrast	NOUN
fbem-26929	57	3	,	,	PUNCT
fbem-26929	57	4	intelligent	intelligent	ADJ
fbem-26929	57	5	algorithm	algorithm	NOUN
fbem-26929	57	6	trading	trading	NOUN
fbem-26929	57	7	is	be	AUX
fbem-26929	57	8	based	base	VERB
fbem-26929	57	9	on	on	ADP
fbem-26929	57	10	preset	preset	ADJ
fbem-26929	57	11	rules	rule	NOUN
fbem-26929	57	12	and	and	CCONJ
fbem-26929	57	13	logic	logic	NOUN
fbem-26929	57	14	,	,	PUNCT
fbem-26929	57	15	and	and	CCONJ
fbem-26929	57	16	it	it	PRON
fbem-26929	57	17	will	will	AUX
fbem-26929	57	18	not	not	PART
fbem-26929	57	19	be	be	AUX
fbem-26929	57	20	affected	affect	VERB
fbem-26929	57	21	by	by	ADP
fbem-26929	57	22	emotions	emotion	NOUN
fbem-26929	57	23	,	,	PUNCT
fbem-26929	57	24	so	so	SCONJ
fbem-26929	57	25	it	it	PRON
fbem-26929	57	26	can	can	AUX
fbem-26929	57	27	reduce	reduce	VERB
fbem-26929	57	28	the	the	DET
fbem-26929	57	29	instability	instability	NOUN
fbem-26929	57	30	caused	cause	VERB
fbem-26929	57	31	by	by	ADP
fbem-26929	57	32	emotional	emotional	ADJ
fbem-26929	57	33	trading	trading	NOUN
fbem-26929	57	34	.	.	PUNCT
fbem-26929	58	1	intelligent	intelligent	ADJ
fbem-26929	58	2	algorithms	algorithm	NOUN
fbem-26929	58	3	can	can	AUX
fbem-26929	58	4	monitor	monitor	VERB
fbem-26929	58	5	market	market	NOUN
fbem-26929	58	6	risks	risk	NOUN
fbem-26929	58	7	in	in	ADP
fbem-26929	58	8	real	real	ADJ
fbem-26929	58	9	time	time	NOUN
fbem-26929	58	10	and	and	CCONJ
fbem-26929	58	11	automatically	automatically	ADV
fbem-26929	58	12	implement	implement	VERB
fbem-26929	58	13	risk	risk	NOUN
fbem-26929	58	14	control	control	NOUN
fbem-26929	58	15	measures	measure	NOUN
fbem-26929	58	16	,	,	PUNCT
fbem-26929	58	17	such	such	ADJ
fbem-26929	58	18	as	as	ADP
fbem-26929	58	19	stop	stop	VERB
fbem-26929	58	20	loss	loss	NOUN
fbem-26929	58	21	and	and	CCONJ
fbem-26929	58	22	take	take	VERB
fbem-26929	58	23	profit	profit	NOUN
fbem-26929	58	24	.	.	PUNCT
fbem-26929	59	1	this	this	DET
fbem-26929	59	2	automatic	automatic	ADJ
fbem-26929	59	3	risk	risk	NOUN
fbem-26929	59	4	management	management	NOUN
fbem-26929	59	5	is	be	AUX
fbem-26929	59	6	helpful	helpful	ADJ
fbem-26929	59	7	to	to	PART
fbem-26929	59	8	deal	deal	VERB
fbem-26929	59	9	with	with	ADP
fbem-26929	59	10	sudden	sudden	ADJ
fbem-26929	59	11	changes	change	NOUN
fbem-26929	59	12	in	in	ADP
fbem-26929	59	13	the	the	DET
fbem-26929	59	14	market	market	NOUN
fbem-26929	59	15	in	in	ADP
fbem-26929	59	16	time	time	NOUN
fbem-26929	59	17	,	,	PUNCT
fbem-26929	59	18	reduce	reduce	VERB
fbem-26929	59	19	potential	potential	ADJ
fbem-26929	59	20	losses	loss	NOUN
fbem-26929	59	21	,	,	PUNCT
fbem-26929	59	22	and	and	CCONJ
fbem-26929	59	23	thus	thus	ADV
fbem-26929	59	24	maintain	maintain	VERB
fbem-26929	59	25	the	the	DET
fbem-26929	59	26	overall	overall	ADJ
fbem-26929	59	27	stability	stability	NOUN
fbem-26929	59	28	of	of	ADP
fbem-26929	59	29	the	the	DET
fbem-26929	59	30	market	market	NOUN
fbem-26929	59	31	.	.	PUNCT
fbem-26929	60	1	algorithm	algorithm	NOUN
fbem-26929	60	2	trading	trading	NOUN
fbem-26929	60	3	helps	help	VERB
fbem-26929	60	4	to	to	PART
fbem-26929	60	5	discover	discover	VERB
fbem-26929	60	6	the	the	DET
fbem-26929	60	7	real	real	ADJ
fbem-26929	60	8	value	value	NOUN
fbem-26929	60	9	of	of	ADP
fbem-26929	60	10	assets	asset	NOUN
fbem-26929	60	11	more	more	ADV
fbem-26929	60	12	quickly	quickly	ADV
fbem-26929	60	13	by	by	ADP
fbem-26929	60	14	constantly	constantly	ADV
fbem-26929	60	15	analyzing	analyze	VERB
fbem-26929	60	16	market	market	NOUN
fbem-26929	60	17	data	datum	NOUN
fbem-26929	60	18	and	and	CCONJ
fbem-26929	60	19	executing	execute	VERB
fbem-26929	60	20	transactions	transaction	NOUN
fbem-26929	60	21	.	.	PUNCT
fbem-26929	61	1	this	this	DET
fbem-26929	61	2	price	price	NOUN
fbem-26929	61	3	discovery	discovery	NOUN
fbem-26929	61	4	function	function	NOUN
fbem-26929	61	5	can	can	AUX
fbem-26929	61	6	reduce	reduce	VERB
fbem-26929	61	7	wrong	wrong	ADJ
fbem-26929	61	8	pricing	pricing	NOUN
fbem-26929	61	9	in	in	ADP
fbem-26929	61	10	the	the	DET
fbem-26929	61	11	market	market	NOUN
fbem-26929	61	12	,	,	PUNCT
fbem-26929	61	13	thus	thus	ADV
fbem-26929	61	14	improving	improve	VERB
fbem-26929	61	15	the	the	DET
fbem-26929	61	16	stability	stability	NOUN
fbem-26929	61	17	of	of	ADP
fbem-26929	61	18	the	the	DET
fbem-26929	61	19	market	market	NOUN
fbem-26929	61	20	.	.	PUNCT
fbem-26929	62	1	3.4	3.4	NUM
fbem-26929	62	2	.	.	PUNCT
fbem-26929	62	3	challenges	challenge	NOUN
fbem-26929	62	4	and	and	CCONJ
fbem-26929	62	5	risks	risk	NOUN
fbem-26929	62	6	although	although	SCONJ
fbem-26929	62	7	intelligent	intelligent	ADJ
fbem-26929	62	8	algorithm	algorithm	NOUN
fbem-26929	62	9	trading	trading	NOUN
fbem-26929	62	10	has	have	AUX
fbem-26929	62	11	brought	bring	VERB
fbem-26929	62	12	many	many	ADJ
fbem-26929	62	13	advantages	advantage	NOUN
fbem-26929	62	14	,	,	PUNCT
fbem-26929	62	15	it	it	PRON
fbem-26929	62	16	is	be	AUX
fbem-26929	62	17	also	also	ADV
fbem-26929	62	18	accompanied	accompany	VERB
fbem-26929	62	19	by	by	ADP
fbem-26929	62	20	technical	technical	ADJ
fbem-26929	62	21	risks	risk	NOUN
fbem-26929	62	22	and	and	CCONJ
fbem-26929	62	23	market	market	NOUN
fbem-26929	62	24	risks	risk	NOUN
fbem-26929	62	25	.	.	PUNCT
fbem-26929	63	1	technically	technically	ADV
fbem-26929	63	2	,	,	PUNCT
fbem-26929	63	3	complex	complex	ADJ
fbem-26929	63	4	computer	computer	NOUN
fbem-26929	63	5	systems	system	NOUN
fbem-26929	63	6	and	and	CCONJ
fbem-26929	63	7	software	software	NOUN
fbem-26929	63	8	are	be	AUX
fbem-26929	63	9	vulnerable	vulnerable	ADJ
fbem-26929	63	10	to	to	ADP
fbem-26929	63	11	failures	failure	NOUN
fbem-26929	63	12	or	or	CCONJ
fbem-26929	63	13	programming	programming	NOUN
fbem-26929	63	14	errors	error	NOUN
fbem-26929	63	15	,	,	PUNCT
fbem-26929	63	16	which	which	PRON
fbem-26929	63	17	may	may	AUX
fbem-26929	63	18	lead	lead	VERB
fbem-26929	63	19	to	to	ADP
fbem-26929	63	20	unexpected	unexpected	ADJ
fbem-26929	63	21	trading	trading	NOUN
fbem-26929	63	22	behavior	behavior	NOUN
fbem-26929	63	23	and	and	CCONJ
fbem-26929	63	24	even	even	ADV
fbem-26929	63	25	market	market	NOUN
fbem-26929	63	26	turmoil	turmoil	NOUN
fbem-26929	63	27	.	.	PUNCT
fbem-26929	64	1	for	for	ADP
fbem-26929	64	2	example	example	NOUN
fbem-26929	64	3	,	,	PUNCT
fbem-26929	64	4	the	the	DET
fbem-26929	64	5	"	"	PUNCT
fbem-26929	64	6	lightning	lightning	NOUN
fbem-26929	64	7	crash	crash	NOUN
fbem-26929	64	8	"	"	PUNCT
fbem-26929	64	9	in	in	ADP
fbem-26929	64	10	2010	2010	NUM
fbem-26929	64	11	was	be	AUX
fbem-26929	64	12	caused	cause	VERB
fbem-26929	64	13	by	by	ADP
fbem-26929	64	14	mistakes	mistake	NOUN
fbem-26929	64	15	in	in	ADP
fbem-26929	64	16	high	high	ADJ
fbem-26929	64	17	-	-	PUNCT
fbem-26929	64	18	frequency	frequency	NOUN
fbem-26929	64	19	trading	trading	NOUN
fbem-26929	64	20	algorithms	algorithm	NOUN
fbem-26929	64	21	;	;	PUNCT
fbem-26929	64	22	therefore	therefore	ADV
fbem-26929	64	23	,	,	PUNCT
fbem-26929	64	24	it	it	PRON
fbem-26929	64	25	is	be	AUX
fbem-26929	64	26	necessary	necessary	ADJ
fbem-26929	64	27	to	to	PART
fbem-26929	64	28	strengthen	strengthen	VERB
fbem-26929	64	29	the	the	DET
fbem-26929	64	30	redundancy	redundancy	NOUN
fbem-26929	64	31	and	and	CCONJ
fbem-26929	64	32	flexibility	flexibility	NOUN
fbem-26929	64	33	of	of	ADP
fbem-26929	64	34	the	the	DET
fbem-26929	64	35	system	system	NOUN
fbem-26929	64	36	,	,	PUNCT
fbem-26929	64	37	implement	implement	VERB
fbem-26929	64	38	regular	regular	ADJ
fbem-26929	64	39	stress	stress	NOUN
fbem-26929	64	40	tests	test	NOUN
fbem-26929	64	41	and	and	CCONJ
fbem-26929	64	42	simulation	simulation	NOUN
fbem-26929	64	43	drills	drill	VERB
fbem-26929	64	44	to	to	PART
fbem-26929	64	45	ensure	ensure	VERB
fbem-26929	64	46	the	the	DET
fbem-26929	64	47	stability	stability	NOUN
fbem-26929	64	48	under	under	ADP
fbem-26929	64	49	extreme	extreme	ADJ
fbem-26929	64	50	conditions	condition	NOUN
fbem-26929	64	51	,	,	PUNCT
fbem-26929	64	52	and	and	CCONJ
fbem-26929	64	53	establish	establish	VERB
fbem-26929	64	54	a	a	DET
fbem-26929	64	55	rapid	rapid	ADJ
fbem-26929	64	56	response	response	NOUN
fbem-26929	64	57	mechanism	mechanism	NOUN
fbem-26929	64	58	to	to	PART
fbem-26929	64	59	deal	deal	VERB
fbem-26929	64	60	with	with	ADP
fbem-26929	64	61	unexpected	unexpected	ADJ
fbem-26929	64	62	situations	situation	NOUN
fbem-26929	64	63	in	in	ADP
fbem-26929	64	64	time	time	NOUN
fbem-26929	64	65	.	.	PUNCT
fbem-26929	65	1	at	at	ADP
fbem-26929	65	2	the	the	DET
fbem-26929	65	3	market	market	NOUN
fbem-26929	65	4	level	level	NOUN
fbem-26929	65	5	,	,	PUNCT
fbem-26929	65	6	there	there	PRON
fbem-26929	65	7	is	be	VERB
fbem-26929	65	8	a	a	DET
fbem-26929	65	9	risk	risk	NOUN
fbem-26929	65	10	of	of	ADP
fbem-26929	65	11	increasing	increase	VERB
fbem-26929	65	12	volatility	volatility	NOUN
fbem-26929	65	13	,	,	PUNCT
fbem-26929	65	14	especially	especially	ADV
fbem-26929	65	15	when	when	SCONJ
fbem-26929	65	16	the	the	DET
fbem-26929	65	17	market	market	NOUN
fbem-26929	65	18	changes	change	VERB
fbem-26929	65	19	sharply	sharply	ADV
fbem-26929	65	20	,	,	PUNCT
fbem-26929	65	21	a	a	DET
fbem-26929	65	22	large	large	ADJ
fbem-26929	65	23	number	number	NOUN
fbem-26929	65	24	of	of	ADP
fbem-26929	65	25	algorithms	algorithms	NOUN
fbem-26929	65	26	trigger	trigger	NOUN
fbem-26929	65	27	buying	buying	NOUN
fbem-26929	65	28	and	and	CCONJ
fbem-26929	65	29	selling	sell	VERB
fbem-26929	65	30	orders	order	NOUN
fbem-26929	65	31	synchronously	synchronously	ADV
fbem-26929	65	32	,	,	PUNCT
fbem-26929	65	33	which	which	PRON
fbem-26929	65	34	may	may	AUX
fbem-26929	65	35	lead	lead	VERB
fbem-26929	65	36	to	to	ADP
fbem-26929	65	37	abnormal	abnormal	ADJ
fbem-26929	65	38	price	price	NOUN
fbem-26929	65	39	fluctuations	fluctuation	NOUN
fbem-26929	65	40	and	and	CCONJ
fbem-26929	65	41	form	form	VERB
fbem-26929	65	42	a	a	DET
fbem-26929	65	43	vicious	vicious	ADJ
fbem-26929	65	44	circle	circle	NOUN
fbem-26929	65	45	;	;	PUNCT
fbem-26929	65	46	therefore	therefore	ADV
fbem-26929	65	47	,	,	PUNCT
fbem-26929	65	48	it	it	PRON
fbem-26929	65	49	is	be	AUX
fbem-26929	65	50	necessary	necessary	ADJ
fbem-26929	65	51	to	to	PART
fbem-26929	65	52	introduce	introduce	VERB
fbem-26929	65	53	fuse	fuse	NOUN
fbem-26929	65	54	mechanism	mechanism	NOUN
fbem-26929	65	55	and	and	CCONJ
fbem-26929	65	56	other	other	ADJ
fbem-26929	65	57	market	market	NOUN
fbem-26929	65	58	stabilization	stabilization	NOUN
fbem-26929	65	59	tools	tool	NOUN
fbem-26929	65	60	to	to	PART
fbem-26929	65	61	restrain	restrain	VERB
fbem-26929	65	62	algorithm	algorithm	NOUN
fbem-26929	65	63	trading	trading	NOUN
fbem-26929	65	64	in	in	ADP
fbem-26929	65	65	extreme	extreme	ADJ
fbem-26929	65	66	cases	case	NOUN
fbem-26929	65	67	,	,	PUNCT
fbem-26929	65	68	and	and	CCONJ
fbem-26929	65	69	to	to	PART
fbem-26929	65	70	promote	promote	VERB
fbem-26929	65	71	the	the	DET
fbem-26929	65	72	use	use	NOUN
fbem-26929	65	73	of	of	ADP
fbem-26929	65	74	more	more	ADV
fbem-26929	65	75	robust	robust	ADJ
fbem-26929	65	76	algorithm	algorithm	NOUN
fbem-26929	65	77	design	design	NOUN
fbem-26929	65	78	to	to	PART
fbem-26929	65	79	reduce	reduce	VERB
fbem-26929	65	80	the	the	DET
fbem-26929	65	81	sensitivity	sensitivity	NOUN
fbem-26929	65	82	to	to	ADP
fbem-26929	65	83	short	short	ADJ
fbem-26929	65	84	-	-	PUNCT
fbem-26929	65	85	term	term	NOUN
fbem-26929	65	86	market	market	NOUN
fbem-26929	65	87	fluctuations	fluctuation	NOUN
fbem-26929	65	88	.	.	PUNCT
fbem-26929	66	1	the	the	DET
fbem-26929	66	2	transaction	transaction	NOUN
fbem-26929	66	3	of	of	ADP
fbem-26929	66	4	intelligent	intelligent	ADJ
fbem-26929	66	5	algorithm	algorithm	NOUN
fbem-26929	66	6	is	be	AUX
fbem-26929	66	7	faced	face	VERB
fbem-26929	66	8	with	with	ADP
fbem-26929	66	9	risks	risk	NOUN
fbem-26929	66	10	in	in	ADP
fbem-26929	66	11	many	many	ADJ
fbem-26929	66	12	aspects	aspect	NOUN
fbem-26929	66	13	,	,	PUNCT
fbem-26929	66	14	such	such	ADJ
fbem-26929	66	15	as	as	ADP
fbem-26929	66	16	supervision	supervision	NOUN
fbem-26929	66	17	,	,	PUNCT
fbem-26929	66	18	ethics	ethic	NOUN
fbem-26929	66	19	,	,	PUNCT
fbem-26929	66	20	law	law	NOUN
fbem-26929	66	21	and	and	CCONJ
fbem-26929	66	22	operation	operation	NOUN
fbem-26929	66	23	.	.	PUNCT
fbem-26929	67	1	in	in	ADP
fbem-26929	67	2	terms	term	NOUN
fbem-26929	67	3	of	of	ADP
fbem-26929	67	4	supervision	supervision	NOUN
fbem-26929	67	5	,	,	PUNCT
fbem-26929	67	6	its	its	PRON
fbem-26929	67	7	rapid	rapid	ADJ
fbem-26929	67	8	development	development	NOUN
fbem-26929	67	9	has	have	AUX
fbem-26929	67	10	caused	cause	VERB
fbem-26929	67	11	the	the	DET
fbem-26929	67	12	lag	lag	NOUN
fbem-26929	67	13	of	of	ADP
fbem-26929	67	14	the	the	DET
fbem-26929	67	15	regulatory	regulatory	ADJ
fbem-26929	67	16	framework	framework	NOUN
fbem-26929	67	17	,	,	PUNCT
fbem-26929	67	18	and	and	CCONJ
fbem-26929	67	19	the	the	DET
fbem-26929	67	20	existing	exist	VERB
fbem-26929	67	21	regulations	regulation	NOUN
fbem-26929	67	22	are	be	AUX
fbem-26929	67	23	difficult	difficult	ADJ
fbem-26929	67	24	to	to	PART
fbem-26929	67	25	effectively	effectively	ADV
fbem-26929	67	26	cope	cope	VERB
fbem-26929	67	27	with	with	ADP
fbem-26929	67	28	emerging	emerge	VERB
fbem-26929	67	29	challenges	challenge	NOUN
fbem-26929	67	30	;	;	PUNCT
fbem-26929	67	31	the	the	DET
fbem-26929	67	32	solution	solution	NOUN
fbem-26929	67	33	lies	lie	VERB
fbem-26929	67	34	in	in	ADP
fbem-26929	67	35	that	that	PRON
fbem-26929	67	36	regulators	regulator	NOUN
fbem-26929	67	37	should	should	AUX
fbem-26929	67	38	constantly	constantly	ADV
fbem-26929	67	39	update	update	VERB
fbem-26929	67	40	laws	law	NOUN
fbem-26929	67	41	and	and	CCONJ
fbem-26929	67	42	regulations	regulation	NOUN
fbem-26929	67	43	,	,	PUNCT
fbem-26929	67	44	strengthen	strengthen	VERB
fbem-26929	67	45	supervision	supervision	NOUN
fbem-26929	67	46	,	,	PUNCT
fbem-26929	67	47	and	and	CCONJ
fbem-26929	67	48	work	work	VERB
fbem-26929	67	49	with	with	ADP
fbem-26929	67	50	industry	industry	NOUN
fbem-26929	67	51	experts	expert	NOUN
fbem-26929	67	52	to	to	PART
fbem-26929	67	53	formulate	formulate	VERB
fbem-26929	67	54	282	282	NUM
fbem-26929	67	55	reasonable	reasonable	ADJ
fbem-26929	67	56	policies	policy	NOUN
fbem-26929	67	57	.	.	PUNCT
fbem-26929	68	1	on	on	ADP
fbem-26929	68	2	the	the	DET
fbem-26929	68	3	moral	moral	ADJ
fbem-26929	68	4	and	and	CCONJ
fbem-26929	68	5	legal	legal	ADJ
fbem-26929	68	6	level	level	NOUN
fbem-26929	68	7	,	,	PUNCT
fbem-26929	68	8	there	there	PRON
fbem-26929	68	9	is	be	VERB
fbem-26929	68	10	the	the	DET
fbem-26929	68	11	phenomenon	phenomenon	NOUN
fbem-26929	68	12	of	of	ADP
fbem-26929	68	13	unfair	unfair	ADJ
fbem-26929	68	14	competition	competition	NOUN
fbem-26929	68	15	by	by	ADP
fbem-26929	68	16	using	use	VERB
fbem-26929	68	17	information	information	NOUN
fbem-26929	68	18	asymmetry	asymmetry	NOUN
fbem-26929	68	19	,	,	PUNCT
fbem-26929	68	20	and	and	CCONJ
fbem-26929	68	21	there	there	PRON
fbem-26929	68	22	is	be	VERB
fbem-26929	68	23	even	even	ADV
fbem-26929	68	24	the	the	DET
fbem-26929	68	25	danger	danger	NOUN
fbem-26929	68	26	of	of	ADP
fbem-26929	68	27	manipulating	manipulate	VERB
fbem-26929	68	28	the	the	DET
fbem-26929	68	29	market	market	NOUN
fbem-26929	68	30	and	and	CCONJ
fbem-26929	68	31	damaging	damage	VERB
fbem-26929	68	32	the	the	DET
fbem-26929	68	33	rights	right	NOUN
fbem-26929	68	34	and	and	CCONJ
fbem-26929	68	35	interests	interest	NOUN
fbem-26929	68	36	of	of	ADP
fbem-26929	68	37	other	other	ADJ
fbem-26929	68	38	investors	investor	NOUN
fbem-26929	68	39	;	;	PUNCT
fbem-26929	68	40	in	in	ADP
fbem-26929	68	41	this	this	DET
fbem-26929	68	42	regard	regard	NOUN
fbem-26929	68	43	,	,	PUNCT
fbem-26929	68	44	we	we	PRON
fbem-26929	68	45	should	should	AUX
fbem-26929	68	46	strengthen	strengthen	VERB
fbem-26929	68	47	market	market	NOUN
fbem-26929	68	48	supervision	supervision	NOUN
fbem-26929	68	49	,	,	PUNCT
fbem-26929	68	50	severely	severely	ADV
fbem-26929	68	51	crack	crack	VERB
fbem-26929	68	52	down	down	ADP
fbem-26929	68	53	on	on	ADP
fbem-26929	68	54	illegal	illegal	ADJ
fbem-26929	68	55	activities	activity	NOUN
fbem-26929	68	56	,	,	PUNCT
fbem-26929	68	57	and	and	CCONJ
fbem-26929	68	58	enhance	enhance	VERB
fbem-26929	68	59	market	market	NOUN
fbem-26929	68	60	transparency	transparency	NOUN
fbem-26929	68	61	to	to	PART
fbem-26929	68	62	ensure	ensure	VERB
fbem-26929	68	63	a	a	DET
fbem-26929	68	64	level	level	ADJ
fbem-26929	68	65	playing	playing	NOUN
fbem-26929	68	66	field	field	NOUN
fbem-26929	68	67	.	.	PUNCT
fbem-26929	69	1	in	in	ADP
fbem-26929	69	2	terms	term	NOUN
fbem-26929	69	3	of	of	ADP
fbem-26929	69	4	operational	operational	ADJ
fbem-26929	69	5	risk	risk	NOUN
fbem-26929	69	6	,	,	PUNCT
fbem-26929	69	7	although	although	SCONJ
fbem-26929	69	8	the	the	DET
fbem-26929	69	9	algorithm	algorithm	NOUN
fbem-26929	69	10	reduces	reduce	VERB
fbem-26929	69	11	direct	direct	ADJ
fbem-26929	69	12	human	human	ADJ
fbem-26929	69	13	intervention	intervention	NOUN
fbem-26929	69	14	,	,	PUNCT
fbem-26929	69	15	errors	error	NOUN
fbem-26929	69	16	may	may	AUX
fbem-26929	69	17	still	still	ADV
fbem-26929	69	18	occur	occur	VERB
fbem-26929	69	19	in	in	ADP
fbem-26929	69	20	parameter	parameter	NOUN
fbem-26929	69	21	setting	setting	NOUN
fbem-26929	69	22	,	,	PUNCT
fbem-26929	69	23	system	system	NOUN
fbem-26929	69	24	monitoring	monitoring	NOUN
fbem-26929	69	25	and	and	CCONJ
fbem-26929	69	26	maintenance	maintenance	NOUN
fbem-26929	69	27	;	;	PUNCT
fbem-26929	69	28	therefore	therefore	ADV
fbem-26929	69	29	,	,	PUNCT
fbem-26929	69	30	it	it	PRON
fbem-26929	69	31	is	be	AUX
fbem-26929	69	32	necessary	necessary	ADJ
fbem-26929	69	33	to	to	PART
fbem-26929	69	34	pay	pay	VERB
fbem-26929	69	35	attention	attention	NOUN
fbem-26929	69	36	to	to	ADP
fbem-26929	69	37	personnel	personnel	NOUN
fbem-26929	69	38	training	training	NOUN
fbem-26929	69	39	and	and	CCONJ
fbem-26929	69	40	management	management	NOUN
fbem-26929	69	41	,	,	PUNCT
fbem-26929	69	42	ensure	ensure	VERB
fbem-26929	69	43	the	the	DET
fbem-26929	69	44	professional	professional	ADJ
fbem-26929	69	45	level	level	NOUN
fbem-26929	69	46	and	and	CCONJ
fbem-26929	69	47	sense	sense	NOUN
fbem-26929	69	48	of	of	ADP
fbem-26929	69	49	responsibility	responsibility	NOUN
fbem-26929	69	50	of	of	ADP
fbem-26929	69	51	operators	operator	NOUN
fbem-26929	69	52	,	,	PUNCT
fbem-26929	69	53	and	and	CCONJ
fbem-26929	69	54	improve	improve	VERB
fbem-26929	69	55	the	the	DET
fbem-26929	69	56	internal	internal	ADJ
fbem-26929	69	57	control	control	NOUN
fbem-26929	69	58	system	system	NOUN
fbem-26929	69	59	to	to	PART
fbem-26929	69	60	minimize	minimize	VERB
fbem-26929	69	61	the	the	DET
fbem-26929	69	62	probability	probability	NOUN
fbem-26929	69	63	of	of	ADP
fbem-26929	69	64	human	human	ADJ
fbem-26929	69	65	error	error	NOUN
fbem-26929	69	66	.	.	PUNCT
fbem-26929	70	1	to	to	PART
fbem-26929	70	2	sum	sum	VERB
fbem-26929	70	3	up	up	ADP
fbem-26929	70	4	,	,	PUNCT
fbem-26929	70	5	as	as	ADP
fbem-26929	70	6	a	a	DET
fbem-26929	70	7	new	new	ADJ
fbem-26929	70	8	trading	trading	NOUN
fbem-26929	70	9	method	method	NOUN
fbem-26929	70	10	,	,	PUNCT
fbem-26929	70	11	intelligent	intelligent	ADJ
fbem-26929	70	12	algorithm	algorithm	NOUN
fbem-26929	70	13	trading	trading	NOUN
fbem-26929	70	14	brings	bring	VERB
fbem-26929	70	15	efficiency	efficiency	NOUN
fbem-26929	70	16	improvement	improvement	NOUN
fbem-26929	70	17	and	and	CCONJ
fbem-26929	70	18	liquidity	liquidity	NOUN
fbem-26929	70	19	increase	increase	NOUN
fbem-26929	70	20	,	,	PUNCT
fbem-26929	70	21	but	but	CCONJ
fbem-26929	70	22	it	it	PRON
fbem-26929	70	23	is	be	AUX
fbem-26929	70	24	also	also	ADV
fbem-26929	70	25	accompanied	accompany	VERB
fbem-26929	70	26	by	by	ADP
fbem-26929	70	27	a	a	DET
fbem-26929	70	28	series	series	NOUN
fbem-26929	70	29	of	of	ADP
fbem-26929	70	30	challenges	challenge	NOUN
fbem-26929	70	31	and	and	CCONJ
fbem-26929	70	32	risks	risk	NOUN
fbem-26929	70	33	.	.	PUNCT
fbem-26929	71	1	only	only	ADV
fbem-26929	71	2	by	by	ADP
fbem-26929	71	3	constantly	constantly	ADV
fbem-26929	71	4	improving	improve	VERB
fbem-26929	71	5	technology	technology	NOUN
fbem-26929	71	6	,	,	PUNCT
fbem-26929	71	7	strengthening	strengthen	VERB
fbem-26929	71	8	supervision	supervision	NOUN
fbem-26929	71	9	,	,	PUNCT
fbem-26929	71	10	improving	improve	VERB
fbem-26929	71	11	transparency	transparency	NOUN
fbem-26929	71	12	and	and	CCONJ
fbem-26929	71	13	strengthening	strengthen	VERB
fbem-26929	71	14	risk	risk	NOUN
fbem-26929	71	15	management	management	NOUN
fbem-26929	71	16	can	can	AUX
fbem-26929	71	17	we	we	PRON
fbem-26929	71	18	ensure	ensure	VERB
fbem-26929	71	19	that	that	SCONJ
fbem-26929	71	20	intelligent	intelligent	ADJ
fbem-26929	71	21	algorithm	algorithm	NOUN
fbem-26929	71	22	trading	trading	NOUN
fbem-26929	71	23	will	will	AUX
fbem-26929	71	24	promote	promote	VERB
fbem-26929	71	25	the	the	DET
fbem-26929	71	26	development	development	NOUN
fbem-26929	71	27	of	of	ADP
fbem-26929	71	28	financial	financial	ADJ
fbem-26929	71	29	markets	market	NOUN
fbem-26929	71	30	and	and	CCONJ
fbem-26929	71	31	will	will	AUX
fbem-26929	71	32	not	not	PART
fbem-26929	71	33	pose	pose	VERB
fbem-26929	71	34	a	a	DET
fbem-26929	71	35	threat	threat	NOUN
fbem-26929	71	36	to	to	AUX
fbem-26929	71	37	market	market	NOUN
fbem-26929	71	38	stability	stability	NOUN
fbem-26929	71	39	.	.	PUNCT
fbem-26929	72	1	4	4	X
fbem-26929	72	2	.	.	X
fbem-26929	72	3	application	application	NOUN
fbem-26929	72	4	scenarios	scenario	NOUN
fbem-26929	72	5	and	and	CCONJ
fbem-26929	72	6	prospects	prospect	NOUN
fbem-26929	72	7	of	of	ADP
fbem-26929	72	8	intelligent	intelligent	ADJ
fbem-26929	72	9	algorithm	algorithm	NOUN
fbem-26929	72	10	trading	trade	VERB
fbem-26929	72	11	intelligent	intelligent	ADJ
fbem-26929	72	12	algorithm	algorithm	NOUN
fbem-26929	72	13	trading	trading	NOUN
fbem-26929	72	14	is	be	AUX
fbem-26929	72	15	widely	widely	ADV
fbem-26929	72	16	used	use	VERB
fbem-26929	72	17	in	in	ADP
fbem-26929	72	18	financial	financial	ADJ
fbem-26929	72	19	markets	market	NOUN
fbem-26929	72	20	,	,	PUNCT
fbem-26929	72	21	covering	cover	VERB
fbem-26929	72	22	all	all	DET
fbem-26929	72	23	aspects	aspect	NOUN
fbem-26929	72	24	from	from	ADP
fbem-26929	72	25	transaction	transaction	NOUN
fbem-26929	72	26	execution	execution	NOUN
fbem-26929	72	27	to	to	PART
fbem-26929	72	28	risk	risk	NOUN
fbem-26929	72	29	management	management	NOUN
fbem-26929	72	30	.	.	PUNCT
fbem-26929	73	1	by	by	ADP
fbem-26929	73	2	optimizing	optimize	VERB
fbem-26929	73	3	trading	trading	NOUN
fbem-26929	73	4	strategy	strategy	NOUN
fbem-26929	73	5	and	and	CCONJ
fbem-26929	73	6	execution	execution	NOUN
fbem-26929	73	7	process	process	NOUN
fbem-26929	73	8	,	,	PUNCT
fbem-26929	73	9	algorithmic	algorithmic	ADJ
fbem-26929	73	10	trading	trading	NOUN
fbem-26929	73	11	helps	help	VERB
fbem-26929	73	12	to	to	PART
fbem-26929	73	13	improve	improve	VERB
fbem-26929	73	14	market	market	NOUN
fbem-26929	73	15	efficiency	efficiency	NOUN
fbem-26929	73	16	and	and	CCONJ
fbem-26929	73	17	reduce	reduce	VERB
fbem-26929	73	18	trading	trading	NOUN
fbem-26929	73	19	success	success	NOUN
fbem-26929	73	20	,	,	PUNCT
fbem-26929	73	21	especially	especially	ADV
fbem-26929	73	22	in	in	ADP
fbem-26929	73	23	stock	stock	NOUN
fbem-26929	73	24	,	,	PUNCT
fbem-26929	73	25	foreign	foreign	ADJ
fbem-26929	73	26	exchange	exchange	NOUN
fbem-26929	73	27	and	and	CCONJ
fbem-26929	73	28	futures	future	NOUN
fbem-26929	73	29	markets	market	NOUN
fbem-26929	73	30	.	.	PUNCT
fbem-26929	74	1	table	table	NOUN
fbem-26929	74	2	1	1	NUM
fbem-26929	74	3	shows	show	VERB
fbem-26929	74	4	the	the	DET
fbem-26929	74	5	application	application	NOUN
fbem-26929	74	6	scenarios	scenario	NOUN
fbem-26929	74	7	of	of	ADP
fbem-26929	74	8	intelligent	intelligent	ADJ
fbem-26929	74	9	algorithm	algorithm	NOUN
fbem-26929	74	10	trading	trading	NOUN
fbem-26929	74	11	in	in	ADP
fbem-26929	74	12	these	these	DET
fbem-26929	74	13	markets	market	NOUN
fbem-26929	74	14	.	.	PUNCT
fbem-26929	75	1	table	table	NOUN
fbem-26929	75	2	1	1	NUM
fbem-26929	75	3	.	.	PUNCT
fbem-26929	75	4	application	application	NOUN
fbem-26929	75	5	scenarios	scenario	NOUN
fbem-26929	75	6	and	and	CCONJ
fbem-26929	75	7	advantages	advantage	NOUN
fbem-26929	75	8	of	of	ADP
fbem-26929	75	9	intelligent	intelligent	ADJ
fbem-26929	75	10	algorithm	algorithm	NOUN
fbem-26929	75	11	trading	trading	NOUN
fbem-26929	75	12	in	in	ADP
fbem-26929	75	13	financial	financial	ADJ
fbem-26929	75	14	markets	market	NOUN
fbem-26929	75	15	market	market	NOUN
fbem-26929	75	16	category	category	NOUN
fbem-26929	75	17	application	application	NOUN
fbem-26929	75	18	scenario	scenario	NOUN
fbem-26929	75	19	advantage	advantage	NOUN
fbem-26929	75	20	example	example	NOUN
fbem-26929	75	21	strategies	strategy	NOUN
fbem-26929	75	22	:	:	PUNCT
fbem-26929	75	23	stock	stock	NOUN
fbem-26929	75	24	transaction	transaction	NOUN
fbem-26929	75	25	execution	execution	NOUN
fbem-26929	75	26	reduce	reduce	VERB
fbem-26929	75	27	market	market	NOUN
fbem-26929	75	28	impact	impact	NOUN
fbem-26929	75	29	and	and	CCONJ
fbem-26929	75	30	transaction	transaction	NOUN
fbem-26929	75	31	cost	cost	NOUN
fbem-26929	75	32	.	.	PUNCT
fbem-26929	76	1	volume	volume	NOUN
fbem-26929	76	2	weighted	weight	VERB
fbem-26929	76	3	average	average	ADJ
fbem-26929	76	4	price	price	NOUN
fbem-26929	76	5	(	(	PUNCT
fbem-26929	76	6	vwap	vwap	NOUN
fbem-26929	76	7	)	)	PUNCT
fbem-26929	76	8	,	,	PUNCT
fbem-26929	76	9	time	time	NOUN
fbem-26929	76	10	weighted	weight	VERB
fbem-26929	76	11	average	average	ADJ
fbem-26929	76	12	price	price	NOUN
fbem-26929	76	13	(	(	PUNCT
fbem-26929	76	14	twap	twap	NOUN
fbem-26929	76	15	)	)	PUNCT
fbem-26929	76	16	risk	risk	NOUN
fbem-26929	76	17	management	management	NOUN
fbem-26929	76	18	adjust	adjust	VERB
fbem-26929	76	19	trading	trading	NOUN
fbem-26929	76	20	strategy	strategy	NOUN
fbem-26929	76	21	in	in	ADP
fbem-26929	76	22	real	real	ADJ
fbem-26929	76	23	time	time	NOUN
fbem-26929	76	24	to	to	PART
fbem-26929	76	25	control	control	VERB
fbem-26929	76	26	risks	risk	NOUN
fbem-26929	76	27	.	.	PUNCT
fbem-26929	77	1	risk	risk	NOUN
fbem-26929	77	2	model	model	NOUN
fbem-26929	77	3	arbitrage	arbitrage	NOUN
fbem-26929	77	4	strategy	strategy	NOUN
fbem-26929	77	5	using	use	VERB
fbem-26929	77	6	price	price	NOUN
fbem-26929	77	7	difference	difference	NOUN
fbem-26929	77	8	to	to	PART
fbem-26929	77	9	realize	realize	VERB
fbem-26929	77	10	risk	risk	NOUN
fbem-26929	77	11	-	-	PUNCT
fbem-26929	77	12	free	free	ADJ
fbem-26929	77	13	arbitrage	arbitrage	NOUN
fbem-26929	77	14	statistical	statistical	ADJ
fbem-26929	77	15	arbitrage	arbitrage	NOUN
fbem-26929	77	16	minimization	minimization	NOUN
fbem-26929	77	17	of	of	ADP
fbem-26929	77	18	market	market	NOUN
fbem-26929	77	19	impact	impact	NOUN
fbem-26929	77	20	hide	hide	VERB
fbem-26929	77	21	trading	trading	NOUN
fbem-26929	77	22	intentions	intention	NOUN
fbem-26929	77	23	and	and	CCONJ
fbem-26929	77	24	reduce	reduce	VERB
fbem-26929	77	25	price	price	NOUN
fbem-26929	77	26	shocks	shock	NOUN
fbem-26929	77	27	.	.	PUNCT
fbem-26929	78	1	iceberg	iceberg	NOUN
fbem-26929	78	2	order	order	NOUN
fbem-26929	78	3	foreign	foreign	ADJ
fbem-26929	78	4	exchange	exchange	NOUN
fbem-26929	78	5	liquidity	liquidity	NOUN
fbem-26929	78	6	management	management	NOUN
fbem-26929	78	7	improve	improve	VERB
fbem-26929	78	8	market	market	NOUN
fbem-26929	78	9	liquidity	liquidity	NOUN
fbem-26929	78	10	and	and	CCONJ
fbem-26929	78	11	reduce	reduce	VERB
fbem-26929	78	12	volatility	volatility	NOUN
fbem-26929	78	13	.	.	PUNCT
fbem-26929	79	1	liquidity	liquidity	NOUN
fbem-26929	79	2	provision	provision	NOUN
fbem-26929	79	3	transaction	transaction	NOUN
fbem-26929	79	4	cost	cost	NOUN
fbem-26929	79	5	optimization	optimization	NOUN
fbem-26929	79	6	minimize	minimize	VERB
fbem-26929	79	7	transaction	transaction	NOUN
fbem-26929	79	8	costs	cost	NOUN
fbem-26929	79	9	vwap	vwap	NOUN
fbem-26929	79	10	market	market	NOUN
fbem-26929	79	11	microstructure	microstructure	NOUN
fbem-26929	79	12	affect	affect	VERB
fbem-26929	79	13	the	the	DET
fbem-26929	79	14	bid	bid	NOUN
fbem-26929	79	15	-	-	PUNCT
fbem-26929	79	16	ask	ask	NOUN
fbem-26929	79	17	spread	spread	NOUN
fbem-26929	79	18	and	and	CCONJ
fbem-26929	79	19	trading	trading	NOUN
fbem-26929	79	20	volume	volume	NOUN
fbem-26929	79	21	distribution	distribution	NOUN
fbem-26929	79	22	twap	twap	NOUN
fbem-26929	79	23	futures	future	NOUN
fbem-26929	79	24	price	price	NOUN
fbem-26929	79	25	discovery	discovery	NOUN
fbem-26929	79	26	speed	speed	VERB
fbem-26929	79	27	up	up	ADP
fbem-26929	79	28	information	information	NOUN
fbem-26929	79	29	dissemination	dissemination	NOUN
fbem-26929	79	30	and	and	CCONJ
fbem-26929	79	31	improve	improve	VERB
fbem-26929	79	32	the	the	DET
fbem-26929	79	33	efficiency	efficiency	NOUN
fbem-26929	79	34	of	of	ADP
fbem-26929	79	35	price	price	NOUN
fbem-26929	79	36	discovery	discovery	NOUN
fbem-26929	79	37	high	high	ADJ
fbem-26929	79	38	frequency	frequency	NOUN
fbem-26929	79	39	data	datum	NOUN
fbem-26929	79	40	market	market	NOUN
fbem-26929	79	41	efficiency	efficiency	NOUN
fbem-26929	79	42	reduce	reduce	VERB
fbem-26929	79	43	unnecessary	unnecessary	ADJ
fbem-26929	79	44	price	price	NOUN
fbem-26929	79	45	fluctuations	fluctuation	NOUN
fbem-26929	79	46	high	high	ADJ
fbem-26929	79	47	frequency	frequency	NOUN
fbem-26929	79	48	trading	trading	NOUN
fbem-26929	79	49	(	(	PUNCT
fbem-26929	79	50	hft	hft	NOUN
fbem-26929	79	51	)	)	PUNCT
fbem-26929	79	52	diversification	diversification	NOUN
fbem-26929	79	53	of	of	ADP
fbem-26929	79	54	trading	trading	NOUN
fbem-26929	79	55	strategies	strategy	NOUN
fbem-26929	79	56	realize	realize	VERB
fbem-26929	79	57	a	a	DET
fbem-26929	79	58	variety	variety	NOUN
fbem-26929	79	59	of	of	ADP
fbem-26929	79	60	complex	complex	ADJ
fbem-26929	79	61	trading	trading	NOUN
fbem-26929	79	62	strategies	strategy	NOUN
fbem-26929	79	63	trend	trend	NOUN
fbem-26929	79	64	tracking	tracking	NOUN
fbem-26929	79	65	and	and	CCONJ
fbem-26929	79	66	hedging	hedging	NOUN
fbem-26929	79	67	in	in	ADP
fbem-26929	79	68	the	the	DET
fbem-26929	79	69	stock	stock	NOUN
fbem-26929	79	70	market	market	NOUN
fbem-26929	79	71	,	,	PUNCT
fbem-26929	79	72	intelligent	intelligent	ADJ
fbem-26929	79	73	algorithm	algorithm	NOUN
fbem-26929	79	74	trading	trading	NOUN
fbem-26929	79	75	is	be	AUX
fbem-26929	79	76	often	often	ADV
fbem-26929	79	77	used	use	VERB
fbem-26929	79	78	for	for	ADP
fbem-26929	79	79	high	high	ADJ
fbem-26929	79	80	-	-	PUNCT
fbem-26929	79	81	frequency	frequency	NOUN
fbem-26929	79	82	trading	trading	NOUN
fbem-26929	79	83	and	and	CCONJ
fbem-26929	79	84	quantitative	quantitative	ADJ
fbem-26929	79	85	investment	investment	NOUN
fbem-26929	79	86	strategy	strategy	NOUN
fbem-26929	79	87	.	.	PUNCT
fbem-26929	80	1	for	for	ADP
fbem-26929	80	2	example	example	NOUN
fbem-26929	80	3	,	,	PUNCT
fbem-26929	80	4	some	some	DET
fbem-26929	80	5	institutional	institutional	ADJ
fbem-26929	80	6	investors	investor	NOUN
fbem-26929	80	7	use	use	VERB
fbem-26929	80	8	machine	machine	NOUN
fbem-26929	80	9	learning	learn	VERB
fbem-26929	80	10	algorithms	algorithm	NOUN
fbem-26929	80	11	such	such	ADJ
fbem-26929	80	12	as	as	ADP
fbem-26929	80	13	support	support	NOUN
fbem-26929	80	14	vector	vector	NOUN
fbem-26929	80	15	regression	regression	NOUN
fbem-26929	80	16	(	(	PUNCT
fbem-26929	80	17	svr	svr	PROPN
fbem-26929	80	18	)	)	PUNCT
fbem-26929	80	19	to	to	PART
fbem-26929	80	20	predict	predict	VERB
fbem-26929	80	21	the	the	DET
fbem-26929	80	22	trend	trend	NOUN
fbem-26929	80	23	of	of	ADP
fbem-26929	80	24	stock	stock	NOUN
fbem-26929	80	25	prices	price	NOUN
fbem-26929	80	26	and	and	CCONJ
fbem-26929	80	27	formulate	formulate	ADJ
fbem-26929	80	28	trading	trading	NOUN
fbem-26929	80	29	strategies	strategy	NOUN
fbem-26929	80	30	accordingly	accordingly	ADV
fbem-26929	80	31	[	[	X
fbem-26929	80	32	9	9	NUM
fbem-26929	80	33	]	]	PUNCT
fbem-26929	80	34	.	.	PUNCT
fbem-26929	81	1	these	these	DET
fbem-26929	81	2	strategies	strategy	NOUN
fbem-26929	81	3	can	can	AUX
fbem-26929	81	4	make	make	VERB
fbem-26929	81	5	buying	buying	NOUN
fbem-26929	81	6	and	and	CCONJ
fbem-26929	81	7	selling	sell	VERB
fbem-26929	81	8	decisions	decision	NOUN
fbem-26929	81	9	in	in	ADP
fbem-26929	81	10	milliseconds	millisecond	NOUN
fbem-26929	81	11	,	,	PUNCT
fbem-26929	81	12	which	which	PRON
fbem-26929	81	13	greatly	greatly	ADV
fbem-26929	81	14	improves	improve	VERB
fbem-26929	81	15	the	the	DET
fbem-26929	81	16	trading	trading	NOUN
fbem-26929	81	17	efficiency	efficiency	NOUN
fbem-26929	81	18	and	and	CCONJ
fbem-26929	81	19	profitability	profitability	NOUN
fbem-26929	81	20	.	.	PUNCT
fbem-26929	82	1	in	in	ADP
fbem-26929	82	2	addition	addition	NOUN
fbem-26929	82	3	,	,	PUNCT
fbem-26929	82	4	intelligent	intelligent	ADJ
fbem-26929	82	5	algorithms	algorithm	NOUN
fbem-26929	82	6	can	can	AUX
fbem-26929	82	7	also	also	ADV
fbem-26929	82	8	help	help	VERB
fbem-26929	82	9	investors	investor	NOUN
fbem-26929	82	10	optimize	optimize	VERB
fbem-26929	82	11	their	their	PRON
fbem-26929	82	12	portfolios	portfolio	NOUN
fbem-26929	82	13	and	and	CCONJ
fbem-26929	82	14	reduce	reduce	VERB
fbem-26929	82	15	risks	risk	NOUN
fbem-26929	82	16	.	.	PUNCT
fbem-26929	83	1	the	the	DET
fbem-26929	83	2	volatility	volatility	NOUN
fbem-26929	83	3	and	and	CCONJ
fbem-26929	83	4	high	high	ADJ
fbem-26929	83	5	leverage	leverage	NOUN
fbem-26929	83	6	of	of	ADP
fbem-26929	83	7	the	the	DET
fbem-26929	83	8	foreign	foreign	ADJ
fbem-26929	83	9	exchange	exchange	NOUN
fbem-26929	83	10	market	market	NOUN
fbem-26929	83	11	make	make	VERB
fbem-26929	83	12	intelligent	intelligent	ADJ
fbem-26929	83	13	algorithm	algorithm	NOUN
fbem-26929	83	14	trading	trading	NOUN
fbem-26929	83	15	have	have	VERB
fbem-26929	83	16	significant	significant	ADJ
fbem-26929	83	17	advantages	advantage	NOUN
fbem-26929	83	18	in	in	ADP
fbem-26929	83	19	this	this	DET
fbem-26929	83	20	field	field	NOUN
fbem-26929	83	21	.	.	PUNCT
fbem-26929	84	1	the	the	DET
fbem-26929	84	2	algorithm	algorithm	NOUN
fbem-26929	84	3	can	can	AUX
fbem-26929	84	4	quickly	quickly	ADV
fbem-26929	84	5	identify	identify	VERB
fbem-26929	84	6	market	market	NOUN
fbem-26929	84	7	trends	trend	NOUN
fbem-26929	84	8	and	and	CCONJ
fbem-26929	84	9	trigger	trigger	VERB
fbem-26929	84	10	a	a	DET
fbem-26929	84	11	stop	stop	VERB
fbem-26929	84	12	-	-	PUNCT
fbem-26929	84	13	loss	loss	NOUN
fbem-26929	84	14	mechanism	mechanism	NOUN
fbem-26929	84	15	,	,	PUNCT
fbem-26929	84	16	when	when	SCONJ
fbem-26929	84	17	necessary	necessary	ADJ
fbem-26929	84	18	,	,	PUNCT
fbem-26929	84	19	thus	thus	ADV
fbem-26929	84	20	effectively	effectively	ADV
fbem-26929	84	21	controlling	control	VERB
fbem-26929	84	22	risks	risk	NOUN
fbem-26929	84	23	.	.	PUNCT
fbem-26929	85	1	at	at	ADP
fbem-26929	85	2	the	the	DET
fbem-26929	85	3	same	same	ADJ
fbem-26929	85	4	time	time	NOUN
fbem-26929	85	5	,	,	PUNCT
fbem-26929	85	6	through	through	ADP
fbem-26929	85	7	intelligent	intelligent	ADJ
fbem-26929	85	8	risk	risk	NOUN
fbem-26929	85	9	management	management	NOUN
fbem-26929	85	10	,	,	PUNCT
fbem-26929	85	11	algorithmic	algorithmic	ADJ
fbem-26929	85	12	trading	trading	NOUN
fbem-26929	85	13	can	can	AUX
fbem-26929	85	14	help	help	VERB
fbem-26929	85	15	investors	investor	NOUN
fbem-26929	85	16	achieve	achieve	VERB
fbem-26929	85	17	more	more	ADV
fbem-26929	85	18	stable	stable	ADJ
fbem-26929	85	19	returns	return	NOUN
fbem-26929	85	20	in	in	ADP
fbem-26929	85	21	the	the	DET
fbem-26929	85	22	foreign	foreign	ADJ
fbem-26929	85	23	exchange	exchange	NOUN
fbem-26929	85	24	market	market	NOUN
fbem-26929	85	25	.	.	PUNCT
fbem-26929	86	1	in	in	ADP
fbem-26929	86	2	the	the	DET
fbem-26929	86	3	futures	future	NOUN
fbem-26929	86	4	market	market	NOUN
fbem-26929	86	5	,	,	PUNCT
fbem-26929	86	6	intelligent	intelligent	ADJ
fbem-26929	86	7	algorithm	algorithm	NOUN
fbem-26929	86	8	trading	trading	NOUN
fbem-26929	86	9	is	be	AUX
fbem-26929	86	10	widely	widely	ADV
fbem-26929	86	11	used	use	VERB
fbem-26929	86	12	in	in	ADP
fbem-26929	86	13	arbitrage	arbitrage	NOUN
fbem-26929	86	14	trading	trading	NOUN
fbem-26929	86	15	,	,	PUNCT
fbem-26929	86	16	trend	trend	NOUN
fbem-26929	86	17	tracking	tracking	NOUN
fbem-26929	86	18	and	and	CCONJ
fbem-26929	86	19	volatility	volatility	NOUN
fbem-26929	86	20	trading	trading	NOUN
fbem-26929	86	21	.	.	PUNCT
fbem-26929	87	1	the	the	DET
fbem-26929	87	2	algorithm	algorithm	NOUN
fbem-26929	87	3	can	can	AUX
fbem-26929	87	4	monitor	monitor	VERB
fbem-26929	87	5	the	the	DET
fbem-26929	87	6	market	market	NOUN
fbem-26929	87	7	,	,	PUNCT
fbem-26929	87	8	price	price	NOUN
fbem-26929	87	9	,	,	PUNCT
fbem-26929	87	10	position	position	NOUN
fbem-26929	87	11	and	and	CCONJ
fbem-26929	87	12	other	other	ADJ
fbem-26929	87	13	data	datum	NOUN
fbem-26929	87	14	in	in	ADP
fbem-26929	87	15	real	real	ADJ
fbem-26929	87	16	time	time	NOUN
fbem-26929	87	17	,	,	PUNCT
fbem-26929	87	18	and	and	CCONJ
fbem-26929	87	19	automatically	automatically	ADV
fbem-26929	87	20	perform	perform	VERB
fbem-26929	87	21	trading	trading	NOUN
fbem-26929	87	22	operations	operation	NOUN
fbem-26929	87	23	according	accord	VERB
fbem-26929	87	24	to	to	ADP
fbem-26929	87	25	the	the	DET
fbem-26929	87	26	preset	preset	ADJ
fbem-26929	87	27	strategy	strategy	NOUN
fbem-26929	87	28	.	.	PUNCT
fbem-26929	88	1	this	this	PRON
fbem-26929	88	2	not	not	PART
fbem-26929	88	3	only	only	ADV
fbem-26929	88	4	improves	improve	VERB
fbem-26929	88	5	the	the	DET
fbem-26929	88	6	accuracy	accuracy	NOUN
fbem-26929	88	7	and	and	CCONJ
fbem-26929	88	8	efficiency	efficiency	NOUN
fbem-26929	88	9	of	of	ADP
fbem-26929	88	10	the	the	DET
fbem-26929	88	11	transaction	transaction	NOUN
fbem-26929	88	12	,	,	PUNCT
fbem-26929	88	13	but	but	CCONJ
fbem-26929	88	14	also	also	ADV
fbem-26929	88	15	reduces	reduce	VERB
fbem-26929	88	16	the	the	DET
fbem-26929	88	17	risk	risk	NOUN
fbem-26929	88	18	brought	bring	VERB
fbem-26929	88	19	by	by	ADP
fbem-26929	88	20	human	human	ADJ
fbem-26929	88	21	intervention	intervention	NOUN
fbem-26929	88	22	.	.	PUNCT
fbem-26929	89	1	with	with	ADP
fbem-26929	89	2	the	the	DET
fbem-26929	89	3	technological	technological	ADJ
fbem-26929	89	4	progress	progress	NOUN
fbem-26929	89	5	and	and	CCONJ
fbem-26929	89	6	market	market	NOUN
fbem-26929	89	7	maturity	maturity	NOUN
fbem-26929	89	8	,	,	PUNCT
fbem-26929	89	9	the	the	DET
fbem-26929	89	10	application	application	NOUN
fbem-26929	89	11	prospect	prospect	NOUN
fbem-26929	89	12	of	of	ADP
fbem-26929	89	13	intelligent	intelligent	ADJ
fbem-26929	89	14	algorithm	algorithm	NOUN
fbem-26929	89	15	trading	trading	NOUN
fbem-26929	89	16	in	in	ADP
fbem-26929	89	17	the	the	DET
fbem-26929	89	18	financial	financial	ADJ
fbem-26929	89	19	market	market	NOUN
fbem-26929	89	20	is	be	AUX
fbem-26929	89	21	very	very	ADV
fbem-26929	89	22	broad	broad	ADJ
fbem-26929	89	23	,	,	PUNCT
fbem-26929	89	24	showing	show	VERB
fbem-26929	89	25	several	several	ADJ
fbem-26929	89	26	major	major	ADJ
fbem-26929	89	27	development	development	NOUN
fbem-26929	89	28	trends	trend	NOUN
fbem-26929	89	29	:	:	PUNCT
fbem-26929	89	30	first	first	ADJ
fbem-26929	89	31	,	,	PUNCT
fbem-26929	89	32	technological	technological	ADJ
fbem-26929	89	33	innovation	innovation	NOUN
fbem-26929	89	34	continues	continue	VERB
fbem-26929	89	35	to	to	PART
fbem-26929	89	36	be	be	AUX
fbem-26929	89	37	promoted	promote	VERB
fbem-26929	89	38	,	,	PUNCT
fbem-26929	89	39	and	and	CCONJ
fbem-26929	89	40	the	the	DET
fbem-26929	89	41	development	development	NOUN
fbem-26929	89	42	of	of	ADP
fbem-26929	89	43	ai	ai	PROPN
fbem-26929	89	44	and	and	CCONJ
fbem-26929	89	45	big	big	ADJ
fbem-26929	89	46	data	datum	NOUN
fbem-26929	89	47	gives	give	VERB
fbem-26929	89	48	the	the	DET
fbem-26929	89	49	algorithm	algorithm	NOUN
fbem-26929	89	50	stronger	strong	ADJ
fbem-26929	89	51	data	datum	NOUN
fbem-26929	89	52	processing	processing	NOUN
fbem-26929	89	53	and	and	CCONJ
fbem-26929	89	54	strategy	strategy	NOUN
fbem-26929	89	55	execution	execution	NOUN
fbem-26929	89	56	capabilities	capability	NOUN
fbem-26929	89	57	,	,	PUNCT
fbem-26929	89	58	enhancing	enhance	VERB
fbem-26929	89	59	its	its	PRON
fbem-26929	89	60	market	market	NOUN
fbem-26929	89	61	competitiveness	competitiveness	NOUN
fbem-26929	89	62	;	;	PUNCT
fbem-26929	89	63	second	second	X
fbem-26929	89	64	,	,	PUNCT
fbem-26929	89	65	the	the	DET
fbem-26929	89	66	scope	scope	NOUN
fbem-26929	89	67	of	of	ADP
fbem-26929	89	68	market	market	NOUN
fbem-26929	89	69	application	application	NOUN
fbem-26929	89	70	is	be	AUX
fbem-26929	89	71	constantly	constantly	ADV
fbem-26929	89	72	expanding	expand	VERB
fbem-26929	89	73	,	,	PUNCT
fbem-26929	89	74	from	from	ADP
fbem-26929	89	75	the	the	DET
fbem-26929	89	76	existing	exist	VERB
fbem-26929	89	77	fields	field	NOUN
fbem-26929	89	78	of	of	ADP
fbem-26929	89	79	stocks	stock	NOUN
fbem-26929	89	80	,	,	PUNCT
fbem-26929	89	81	foreign	foreign	ADJ
fbem-26929	89	82	exchange	exchange	NOUN
fbem-26929	89	83	and	and	CCONJ
fbem-26929	89	84	futures	future	NOUN
fbem-26929	89	85	to	to	ADP
fbem-26929	89	86	more	more	ADJ
fbem-26929	89	87	financial	financial	ADJ
fbem-26929	89	88	fields	field	NOUN
fbem-26929	89	89	such	such	ADJ
fbem-26929	89	90	as	as	ADP
fbem-26929	89	91	bonds	bond	NOUN
fbem-26929	89	92	and	and	CCONJ
fbem-26929	89	93	derivatives	derivative	NOUN
fbem-26929	89	94	.	.	PUNCT
fbem-26929	90	1	with	with	ADP
fbem-26929	90	2	the	the	DET
fbem-26929	90	3	improvement	improvement	NOUN
fbem-26929	90	4	of	of	ADP
fbem-26929	90	5	market	market	NOUN
fbem-26929	90	6	awareness	awareness	NOUN
fbem-26929	90	7	and	and	CCONJ
fbem-26929	90	8	the	the	DET
fbem-26929	90	9	lowering	lowering	NOUN
fbem-26929	90	10	of	of	ADP
fbem-26929	90	11	technical	technical	ADJ
fbem-26929	90	12	threshold	threshold	NOUN
fbem-26929	90	13	,	,	PUNCT
fbem-26929	90	14	the	the	DET
fbem-26929	90	15	application	application	NOUN
fbem-26929	90	16	of	of	ADP
fbem-26929	90	17	algorithmic	algorithmic	ADJ
fbem-26929	90	18	trading	trading	NOUN
fbem-26929	90	19	will	will	AUX
fbem-26929	90	20	be	be	AUX
fbem-26929	90	21	more	more	ADV
fbem-26929	90	22	extensive	extensive	ADJ
fbem-26929	90	23	;	;	PUNCT
fbem-26929	90	24	third	third	ADJ
fbem-26929	90	25	,	,	PUNCT
fbem-26929	90	26	the	the	DET
fbem-26929	90	27	regulatory	regulatory	ADJ
fbem-26929	90	28	policies	policy	NOUN
fbem-26929	90	29	are	be	AUX
fbem-26929	90	30	gradually	gradually	ADV
fbem-26929	90	31	improved	improve	VERB
fbem-26929	90	32	.	.	PUNCT
fbem-26929	91	1	faced	face	VERB
fbem-26929	91	2	with	with	ADP
fbem-26929	91	3	the	the	DET
fbem-26929	91	4	popularity	popularity	NOUN
fbem-26929	91	5	of	of	ADP
fbem-26929	91	6	algorithmic	algorithmic	ADJ
fbem-26929	91	7	trading	trading	NOUN
fbem-26929	91	8	,	,	PUNCT
fbem-26929	91	9	the	the	DET
fbem-26929	91	10	regulatory	regulatory	ADJ
fbem-26929	91	11	agencies	agency	NOUN
fbem-26929	91	12	will	will	AUX
fbem-26929	91	13	strengthen	strengthen	VERB
fbem-26929	91	14	supervision	supervision	NOUN
fbem-26929	91	15	and	and	CCONJ
fbem-26929	91	16	improve	improve	VERB
fbem-26929	91	17	relevant	relevant	ADJ
fbem-26929	91	18	policies	policy	NOUN
fbem-26929	91	19	to	to	PART
fbem-26929	91	20	ensure	ensure	VERB
fbem-26929	91	21	fair	fair	ADJ
fbem-26929	91	22	and	and	CCONJ
fbem-26929	91	23	transparent	transparent	ADJ
fbem-26929	91	24	markets	market	NOUN
fbem-26929	91	25	,	,	PUNCT
fbem-26929	91	26	and	and	CCONJ
fbem-26929	91	27	the	the	DET
fbem-26929	91	28	role	role	NOUN
fbem-26929	91	29	of	of	ADP
fbem-26929	91	30	industry	industry	NOUN
fbem-26929	91	31	self	self	NOUN
fbem-26929	91	32	-	-	PUNCT
fbem-26929	91	33	regulatory	regulatory	ADJ
fbem-26929	91	34	organizations	organization	NOUN
fbem-26929	91	35	will	will	AUX
fbem-26929	91	36	also	also	ADV
fbem-26929	91	37	be	be	AUX
fbem-26929	91	38	enhanced	enhance	VERB
fbem-26929	91	39	to	to	PART
fbem-26929	91	40	jointly	jointly	ADV
fbem-26929	91	41	promote	promote	VERB
fbem-26929	91	42	the	the	DET
fbem-26929	91	43	healthy	healthy	ADJ
fbem-26929	91	44	and	and	CCONJ
fbem-26929	91	45	orderly	orderly	ADJ
fbem-26929	91	46	development	development	NOUN
fbem-26929	91	47	of	of	ADP
fbem-26929	91	48	algorithmic	algorithmic	ADJ
fbem-26929	91	49	trading	trading	NOUN
fbem-26929	91	50	.	.	PUNCT
fbem-26929	92	1	nevertheless	nevertheless	ADV
fbem-26929	92	2	,	,	PUNCT
fbem-26929	92	3	investors	investor	NOUN
fbem-26929	92	4	should	should	AUX
fbem-26929	92	5	pay	pay	VERB
fbem-26929	92	6	attention	attention	NOUN
fbem-26929	92	7	to	to	ADP
fbem-26929	92	8	potential	potential	ADJ
fbem-26929	92	9	risks	risk	NOUN
fbem-26929	92	10	and	and	CCONJ
fbem-26929	92	11	take	take	VERB
fbem-26929	92	12	appropriate	appropriate	ADJ
fbem-26929	92	13	risk	risk	NOUN
fbem-26929	92	14	management	management	NOUN
fbem-26929	92	15	measures	measure	NOUN
fbem-26929	92	16	while	while	SCONJ
fbem-26929	92	17	enjoying	enjoy	VERB
fbem-26929	92	18	the	the	DET
fbem-26929	92	19	convenience	convenience	NOUN
fbem-26929	92	20	brought	bring	VERB
fbem-26929	92	21	by	by	ADP
fbem-26929	92	22	algorithmic	algorithmic	ADJ
fbem-26929	92	23	trading	trading	NOUN
fbem-26929	92	24	.	.	PUNCT
fbem-26929	93	1	5	5	X
fbem-26929	93	2	.	.	X
fbem-26929	93	3	conclusion	conclusion	VERB
fbem-26929	93	4	the	the	DET
fbem-26929	93	5	influence	influence	NOUN
fbem-26929	93	6	of	of	ADP
fbem-26929	93	7	intelligent	intelligent	ADJ
fbem-26929	93	8	algorithm	algorithm	NOUN
fbem-26929	93	9	trading	trading	NOUN
fbem-26929	93	10	in	in	ADP
fbem-26929	93	11	financial	financial	ADJ
fbem-26929	93	12	market	market	NOUN
fbem-26929	93	13	is	be	AUX
fbem-26929	93	14	various	various	ADJ
fbem-26929	93	15	.	.	PUNCT
fbem-26929	94	1	through	through	ADP
fbem-26929	94	2	efficient	efficient	ADJ
fbem-26929	94	3	data	datum	NOUN
fbem-26929	94	4	processing	processing	NOUN
fbem-26929	94	5	and	and	CCONJ
fbem-26929	94	6	automatic	automatic	ADJ
fbem-26929	94	7	transaction	transaction	NOUN
fbem-26929	94	8	execution	execution	NOUN
fbem-26929	94	9	,	,	PUNCT
fbem-26929	94	10	it	it	PRON
fbem-26929	94	11	significantly	significantly	ADV
fbem-26929	94	12	improves	improve	VERB
fbem-26929	94	13	transaction	transaction	NOUN
fbem-26929	94	14	speed	speed	NOUN
fbem-26929	94	15	and	and	CCONJ
fbem-26929	94	16	market	market	NOUN
fbem-26929	94	17	efficiency	efficiency	NOUN
fbem-26929	94	18	,	,	PUNCT
fbem-26929	94	19	reduces	reduce	VERB
fbem-26929	94	20	transaction	transaction	NOUN
fbem-26929	94	21	costs	cost	NOUN
fbem-26929	94	22	,	,	PUNCT
fbem-26929	94	23	and	and	CCONJ
fbem-26929	94	24	enhances	enhance	VERB
fbem-26929	94	25	market	market	NOUN
fbem-26929	94	26	liquidity	liquidity	NOUN
fbem-26929	94	27	and	and	CCONJ
fbem-26929	94	28	stability	stability	NOUN
fbem-26929	94	29	.	.	PUNCT
fbem-26929	95	1	at	at	ADP
fbem-26929	95	2	the	the	DET
fbem-26929	95	3	same	same	ADJ
fbem-26929	95	4	283	283	NUM
fbem-26929	95	5	time	time	NOUN
fbem-26929	95	6	,	,	PUNCT
fbem-26929	95	7	intelligent	intelligent	ADJ
fbem-26929	95	8	algorithm	algorithm	NOUN
fbem-26929	95	9	trading	trading	NOUN
fbem-26929	95	10	also	also	ADV
fbem-26929	95	11	promotes	promote	VERB
fbem-26929	95	12	financial	financial	ADJ
fbem-26929	95	13	innovation	innovation	NOUN
fbem-26929	95	14	,	,	PUNCT
fbem-26929	95	15	enriches	enrich	VERB
fbem-26929	95	16	trading	trading	NOUN
fbem-26929	95	17	strategies	strategy	NOUN
fbem-26929	95	18	and	and	CCONJ
fbem-26929	95	19	tools	tool	NOUN
fbem-26929	95	20	,	,	PUNCT
fbem-26929	95	21	and	and	CCONJ
fbem-26929	95	22	provides	provide	VERB
fbem-26929	95	23	investors	investor	NOUN
fbem-26929	95	24	with	with	ADP
fbem-26929	95	25	more	more	ADV
fbem-26929	95	26	diversified	diversified	ADJ
fbem-26929	95	27	choices	choice	NOUN
fbem-26929	95	28	.	.	PUNCT
fbem-26929	96	1	however	however	ADV
fbem-26929	96	2	,	,	PUNCT
fbem-26929	96	3	the	the	DET
fbem-26929	96	4	application	application	NOUN
fbem-26929	96	5	of	of	ADP
fbem-26929	96	6	intelligent	intelligent	ADJ
fbem-26929	96	7	algorithm	algorithm	NOUN
fbem-26929	96	8	trading	trading	NOUN
fbem-26929	96	9	also	also	ADV
fbem-26929	96	10	brings	bring	VERB
fbem-26929	96	11	new	new	ADJ
fbem-26929	96	12	challenges	challenge	NOUN
fbem-26929	96	13	such	such	ADJ
fbem-26929	96	14	as	as	ADP
fbem-26929	96	15	technical	technical	ADJ
fbem-26929	96	16	risk	risk	NOUN
fbem-26929	96	17	and	and	CCONJ
fbem-26929	96	18	market	market	NOUN
fbem-26929	96	19	manipulation	manipulation	NOUN
fbem-26929	96	20	risk	risk	NOUN
fbem-26929	96	21	.	.	PUNCT
fbem-26929	97	1	therefore	therefore	ADV
fbem-26929	97	2	,	,	PUNCT
fbem-26929	97	3	it	it	PRON
fbem-26929	97	4	is	be	AUX
fbem-26929	97	5	necessary	necessary	ADJ
fbem-26929	97	6	to	to	PART
fbem-26929	97	7	constantly	constantly	ADV
fbem-26929	97	8	improve	improve	VERB
fbem-26929	97	9	technology	technology	NOUN
fbem-26929	97	10	,	,	PUNCT
fbem-26929	97	11	strengthen	strengthen	VERB
fbem-26929	97	12	supervision	supervision	NOUN
fbem-26929	97	13	,	,	PUNCT
fbem-26929	97	14	improve	improve	VERB
fbem-26929	97	15	transparency	transparency	NOUN
fbem-26929	97	16	and	and	CCONJ
fbem-26929	97	17	strengthen	strengthen	VERB
fbem-26929	97	18	risk	risk	NOUN
fbem-26929	97	19	management	management	NOUN
fbem-26929	97	20	to	to	PART
fbem-26929	97	21	ensure	ensure	VERB
fbem-26929	97	22	that	that	SCONJ
fbem-26929	97	23	intelligent	intelligent	ADJ
fbem-26929	97	24	algorithm	algorithm	NOUN
fbem-26929	97	25	trading	trading	NOUN
fbem-26929	97	26	will	will	AUX
fbem-26929	97	27	promote	promote	VERB
fbem-26929	97	28	the	the	DET
fbem-26929	97	29	development	development	NOUN
fbem-26929	97	30	of	of	ADP
fbem-26929	97	31	financial	financial	ADJ
fbem-26929	97	32	markets	market	NOUN
fbem-26929	97	33	and	and	CCONJ
fbem-26929	97	34	will	will	AUX
fbem-26929	97	35	not	not	PART
fbem-26929	97	36	pose	pose	VERB
fbem-26929	97	37	a	a	DET
fbem-26929	97	38	threat	threat	NOUN
fbem-26929	97	39	to	to	AUX
fbem-26929	97	40	market	market	NOUN
fbem-26929	97	41	stability	stability	NOUN
fbem-26929	97	42	.	.	PUNCT
fbem-26929	98	1	references	reference	NOUN
fbem-26929	98	2	[	[	X
fbem-26929	98	3	1	1	NUM
fbem-26929	98	4	]	]	X
fbem-26929	98	5	james	james	PROPN
fbem-26929	98	6	,	,	PUNCT
fbem-26929	98	7	p.	p.	NOUN
fbem-26929	98	8	,	,	PUNCT
fbem-26929	98	9	anisoara	anisoara	PROPN
fbem-26929	98	10	,	,	PUNCT
fbem-26929	98	11	c.	c.	PROPN
fbem-26929	98	12	,	,	PUNCT
fbem-26929	98	13	&	&	CCONJ
fbem-26929	98	14	michael	michael	PROPN
fbem-26929	98	15	,	,	PUNCT
fbem-26929	98	16	w.(2018	w.(2018	PROPN
fbem-26929	98	17	)	)	PUNCT
fbem-26929	98	18	.	.	PUNCT
fbem-26929	99	1	agent	agent	NOUN
fbem-26929	99	2	-	-	PUNCT
fbem-26929	99	3	based	base	VERB
fbem-26929	99	4	modeling	modeling	NOUN
fbem-26929	99	5	for	for	ADP
fbem-26929	99	6	complex	complex	ADJ
fbem-26929	99	7	financial	financial	ADJ
fbem-26929	99	8	systems	system	NOUN
fbem-26929	99	9	.	.	PUNCT
fbem-26929	100	1	ieee	ieee	NOUN
fbem-26929	100	2	intelligent	intelligent	ADJ
fbem-26929	100	3	systems	system	NOUN
fbem-26929	100	4	,	,	PUNCT
fbem-26929	100	5	33(2	33(2	NUM
fbem-26929	100	6	)	)	PUNCT
fbem-26929	100	7	,	,	PUNCT
fbem-26929	100	8	74	74	NUM
fbem-26929	100	9	-	-	SYM
fbem-26929	100	10	82	82	NUM
fbem-26929	100	11	.	.	PUNCT
fbem-26929	101	1	[	[	X
fbem-26929	101	2	2	2	X
fbem-26929	101	3	]	]	X
fbem-26929	101	4	pei	pei	PROPN
fbem-26929	101	5	haotian	haotian	PROPN
fbem-26929	101	6	,	,	PUNCT
fbem-26929	101	7	che	che	PROPN
fbem-26929	101	8	xuemeng	xuemeng	PROPN
fbem-26929	101	9	,	,	PUNCT
fbem-26929	101	10	yang	yang	PROPN
fbem-26929	101	11	aijun	aijun	PROPN
fbem-26929	101	12	,	,	PUNCT
fbem-26929	101	13	&	&	CCONJ
fbem-26929	101	14	lin	lin	PROPN
fbem-26929	101	15	jinguan	jinguan	PROPN
fbem-26929	101	16	.	.	PUNCT
fbem-26929	102	1	(	(	PUNCT
fbem-26929	102	2	2024	2024	NUM
fbem-26929	102	3	)	)	PUNCT
fbem-26929	102	4	.	.	PUNCT
fbem-26929	103	1	research	research	NOUN
fbem-26929	103	2	on	on	ADP
fbem-26929	103	3	financial	financial	ADJ
fbem-26929	103	4	asymmetric	asymmetric	ADJ
fbem-26929	103	5	log	log	NOUN
fbem-26929	103	6	-	-	PUNCT
fbem-26929	103	7	garch	garch	NOUN
fbem-26929	103	8	model	model	NOUN
fbem-26929	103	9	with	with	ADP
fbem-26929	103	10	zero	zero	NUM
fbem-26929	103	11	yield	yield	NOUN
fbem-26929	103	12	rates	rate	NOUN
fbem-26929	103	13	.	.	PUNCT
fbem-26929	104	1	operations	operation	NOUN
fbem-26929	104	2	research	research	NOUN
fbem-26929	104	3	and	and	CCONJ
fbem-26929	104	4	management	management	NOUN
fbem-26929	104	5	,	,	PUNCT
fbem-26929	104	6	33(3	33(3	NOUN
fbem-26929	104	7	)	)	PUNCT
fbem-26929	104	8	,	,	PUNCT
fbem-26929	104	9	177	177	NUM
fbem-26929	104	10	-	-	SYM
fbem-26929	104	11	183	183	NUM
fbem-26929	104	12	.	.	PUNCT
fbem-26929	105	1	[	[	X
fbem-26929	105	2	3	3	X
fbem-26929	105	3	]	]	X
fbem-26929	105	4	wang	wang	PROPN
fbem-26929	105	5	huaiyong	huaiyong	PROPN
fbem-26929	105	6	,	,	PUNCT
fbem-26929	105	7	&	&	CCONJ
fbem-26929	105	8	deng	deng	PROPN
fbem-26929	105	9	ruohan	ruohan	PROPN
fbem-26929	105	10	.	.	PUNCT
fbem-26929	106	1	(	(	PUNCT
fbem-26929	106	2	2021	2021	NUM
fbem-26929	106	3	)	)	PUNCT
fbem-26929	106	4	.	.	PUNCT
fbem-26929	107	1	algorithm	algorithm	PROPN
fbem-26929	107	2	convergence	convergence	NOUN
fbem-26929	107	3	risk	risk	NOUN
fbem-26929	107	4	:	:	PUNCT
fbem-26929	107	5	theoretical	theoretical	ADJ
fbem-26929	107	6	justification	justification	NOUN
fbem-26929	107	7	and	and	CCONJ
fbem-26929	107	8	governance	governance	NOUN
fbem-26929	107	9	logic	logic	NOUN
fbem-26929	107	10	analysis	analysis	NOUN
fbem-26929	107	11	based	base	VERB
fbem-26929	107	12	on	on	ADP
fbem-26929	107	13	financial	financial	ADJ
fbem-26929	107	14	markets	market	NOUN
fbem-26929	107	15	.	.	PUNCT
fbem-26929	108	1	modern	modern	ADJ
fbem-26929	108	2	economic	economic	ADJ
fbem-26929	108	3	discussion	discussion	NOUN
fbem-26929	108	4	,	,	PUNCT
fbem-26929	108	5	000(001	000(001	NUM
fbem-26929	108	6	)	)	PUNCT
fbem-26929	108	7	,	,	PUNCT
fbem-26929	108	8	113	113	NUM
fbem-26929	108	9	-	-	SYM
fbem-26929	108	10	121	121	NUM
fbem-26929	108	11	.	.	PUNCT
fbem-26929	109	1	[	[	X
fbem-26929	109	2	4	4	X
fbem-26929	109	3	]	]	X
fbem-26929	109	4	wen	wen	PROPN
fbem-26929	109	5	xinxian	xinxian	PROPN
fbem-26929	109	6	.	.	PUNCT
fbem-26929	110	1	(	(	PUNCT
fbem-26929	110	2	2023	2023	NUM
fbem-26929	110	3	)	)	PUNCT
fbem-26929	110	4	.	.	PUNCT
fbem-26929	111	1	research	research	NOUN
fbem-26929	111	2	on	on	ADP
fbem-26929	111	3	high	high	ADJ
fbem-26929	111	4	-	-	PUNCT
fbem-26929	111	5	frequency	frequency	NOUN
fbem-26929	111	6	quantitative	quantitative	ADJ
fbem-26929	111	7	trading	trading	NOUN
fbem-26929	111	8	strategies	strategy	NOUN
fbem-26929	111	9	based	base	VERB
fbem-26929	111	10	on	on	ADP
fbem-26929	111	11	deep	deep	ADJ
fbem-26929	111	12	reinforcement	reinforcement	NOUN
fbem-26929	111	13	learning	learning	NOUN
fbem-26929	111	14	.	.	PUNCT
fbem-26929	112	1	modern	modern	ADJ
fbem-26929	112	2	electronic	electronic	ADJ
fbem-26929	112	3	technology	technology	NOUN
fbem-26929	112	4	,	,	PUNCT
fbem-26929	112	5	46(2	46(2	NOUN
fbem-26929	112	6	)	)	PUNCT
fbem-26929	112	7	,	,	PUNCT
fbem-26929	112	8	125	125	NUM
fbem-26929	112	9	-	-	SYM
fbem-26929	112	10	131	131	NUM
fbem-26929	112	11	.	.	PUNCT
fbem-26929	113	1	[	[	X
fbem-26929	113	2	5	5	NUM
fbem-26929	113	3	]	]	PUNCT
fbem-26929	113	4	gong	gong	NOUN
fbem-26929	113	5	yajian	yajian	PROPN
fbem-26929	113	6	,	,	PUNCT
fbem-26929	113	7	wei	wei	PROPN
fbem-26929	113	8	xianhua	xianhua	PROPN
fbem-26929	113	9	,	,	PUNCT
fbem-26929	113	10	meng	meng	PROPN
fbem-26929	113	11	xiangying	xiangying	PROPN
fbem-26929	113	12	,	,	PUNCT
fbem-26929	113	13	&	&	CCONJ
fbem-26929	113	14	liu	liu	PROPN
fbem-26929	113	15	chenhao	chenhao	PROPN
fbem-26929	113	16	.	.	PUNCT
fbem-26929	114	1	(	(	PUNCT
fbem-26929	114	2	2020	2020	NUM
fbem-26929	114	3	)	)	PUNCT
fbem-26929	114	4	.	.	PUNCT
fbem-26929	115	1	can	can	AUX
fbem-26929	115	2	genetic	genetic	ADJ
fbem-26929	115	3	programming	programming	NOUN
fbem-26929	115	4	strategy	strategy	NOUN
fbem-26929	115	5	be	be	AUX
fbem-26929	115	6	applied	apply	VERB
fbem-26929	115	7	to	to	ADP
fbem-26929	115	8	chinese	chinese	ADJ
fbem-26929	115	9	stock	stock	NOUN
fbem-26929	115	10	market	market	NOUN
fbem-26929	115	11	?	?	PUNCT
fbem-26929	116	1	research	research	NOUN
fbem-26929	116	2	on	on	ADP
fbem-26929	116	3	index	index	NOUN
fbem-26929	116	4	trading	trading	NOUN
fbem-26929	116	5	strategy	strategy	NOUN
fbem-26929	116	6	based	base	VERB
fbem-26929	116	7	on	on	ADP
fbem-26929	116	8	multi	multi	ADJ
fbem-26929	116	9	-	-	ADJ
fbem-26929	116	10	objective	objective	ADJ
fbem-26929	116	11	genetic	genetic	ADJ
fbem-26929	116	12	programming	programming	NOUN
fbem-26929	116	13	with	with	ADP
fbem-26929	116	14	randomness	randomness	NOUN
fbem-26929	116	15	.	.	PUNCT
fbem-26929	117	1	systems	system	NOUN
fbem-26929	117	2	science	science	NOUN
fbem-26929	117	3	and	and	CCONJ
fbem-26929	117	4	mathematics	mathematic	NOUN
fbem-26929	117	5	,	,	PUNCT
fbem-26929	117	6	40(12	40(12	NUM
fbem-26929	117	7	)	)	PUNCT
fbem-26929	117	8	,	,	PUNCT
fbem-26929	117	9	23812400	23812400	NUM
fbem-26929	117	10	.	.	PUNCT
fbem-26929	118	1	[	[	X
fbem-26929	118	2	6	6	NUM
fbem-26929	118	3	]	]	X
fbem-26929	118	4	liu	liu	PROPN
fbem-26929	118	5	min	min	PROPN
fbem-26929	118	6	,	,	PUNCT
fbem-26929	118	7	zhang	zhang	PROPN
fbem-26929	118	8	fan	fan	PROPN
fbem-26929	118	9	,	,	PUNCT
fbem-26929	118	10	wang	wang	PROPN
fbem-26929	118	11	lin	lin	PROPN
fbem-26929	118	12	,	,	PUNCT
fbem-26929	118	13	&	&	CCONJ
fbem-26929	118	14	zhu	zhu	PROPN
fbem-26929	118	15	qing	qing	PROPN
fbem-26929	118	16	.	.	PUNCT
fbem-26929	119	1	(	(	PUNCT
fbem-26929	119	2	2022	2022	NUM
fbem-26929	119	3	)	)	PUNCT
fbem-26929	119	4	.	.	PUNCT
fbem-26929	120	1	financial	financial	ADJ
fbem-26929	120	2	trading	trading	NOUN
fbem-26929	120	3	decision	decision	NOUN
fbem-26929	120	4	support	support	NOUN
fbem-26929	120	5	model	model	NOUN
fbem-26929	120	6	based	base	VERB
fbem-26929	120	7	on	on	ADP
fbem-26929	120	8	deep	deep	ADJ
fbem-26929	120	9	learning	learning	NOUN
fbem-26929	120	10	and	and	CCONJ
fbem-26929	120	11	signal	signal	VERB
fbem-26929	120	12	decomposition	decomposition	NOUN
fbem-26929	120	13	.	.	PUNCT
fbem-26929	121	1	management	management	NOUN
fbem-26929	121	2	review	review	PROPN
fbem-26929	121	3	,	,	PUNCT
fbem-26929	121	4	34(9	34(9	NUM
fbem-26929	121	5	)	)	PUNCT
fbem-26929	121	6	,	,	PUNCT
fbem-26929	121	7	14	14	NUM
fbem-26929	121	8	-	-	SYM
fbem-26929	121	9	26	26	NUM
fbem-26929	121	10	.	.	PUNCT
fbem-26929	122	1	[	[	X
fbem-26929	122	2	7	7	NUM
fbem-26929	122	3	]	]	X
fbem-26929	122	4	li	li	PROPN
fbem-26929	122	5	xiaohan	xiaohan	PROPN
fbem-26929	122	6	,	,	PUNCT
fbem-26929	122	7	wang	wang	PROPN
fbem-26929	122	8	jun	jun	PROPN
fbem-26929	122	9	,	,	PUNCT
fbem-26929	122	10	jia	jia	PROPN
fbem-26929	122	11	huading	huading	PROPN
fbem-26929	122	12	,	,	PUNCT
fbem-26929	122	13	&	&	CCONJ
fbem-26929	122	14	xiao	xiao	PROPN
fbem-26929	122	15	liu	liu	PROPN
fbem-26929	122	16	.	.	PUNCT
fbem-26929	123	1	(	(	PUNCT
fbem-26929	123	2	2022	2022	NUM
fbem-26929	123	3	)	)	PUNCT
fbem-26929	123	4	.	.	PUNCT
fbem-26929	124	1	stock	stock	NOUN
fbem-26929	124	2	market	market	NOUN
fbem-26929	124	3	volatility	volatility	NOUN
fbem-26929	124	4	prediction	prediction	NOUN
fbem-26929	124	5	method	method	NOUN
fbem-26929	124	6	based	base	VERB
fbem-26929	124	7	on	on	ADP
fbem-26929	124	8	graph	graph	NOUN
fbem-26929	124	9	neural	neural	ADJ
fbem-26929	124	10	network	network	NOUN
fbem-26929	124	11	with	with	ADP
fbem-26929	124	12	multiple	multiple	ADJ
fbem-26929	124	13	attention	attention	NOUN
fbem-26929	124	14	mechanisms	mechanism	NOUN
fbem-26929	124	15	.	.	PUNCT
fbem-26929	125	1	computer	computer	NOUN
fbem-26929	125	2	applications	application	NOUN
fbem-26929	125	3	,	,	PUNCT
fbem-26929	125	4	42(7	42(7	NOUN
fbem-26929	125	5	)	)	PUNCT
fbem-26929	125	6	,	,	PUNCT
fbem-26929	125	7	2265	2265	NUM
fbem-26929	125	8	-	-	SYM
fbem-26929	125	9	2273	2273	NUM
fbem-26929	125	10	.	.	PUNCT
fbem-26929	126	1	[	[	X
fbem-26929	126	2	8	8	NUM
fbem-26929	126	3	]	]	X
fbem-26929	126	4	deng	deng	PROPN
fbem-26929	126	5	mingmao	mingmao	PROPN
fbem-26929	126	6	,	,	PUNCT
fbem-26929	126	7	yang	yang	PROPN
fbem-26929	126	8	jiuxiang	jiuxiang	PROPN
fbem-26929	126	9	,	,	PUNCT
fbem-26929	126	10	&	&	CCONJ
fbem-26929	126	11	mei	mei	PROPN
fbem-26929	126	12	chun	chun	PROPN
fbem-26929	126	13	.	.	PUNCT
fbem-26929	127	1	(	(	PUNCT
fbem-26929	127	2	2023	2023	NUM
fbem-26929	127	3	)	)	PUNCT
fbem-26929	127	4	.	.	PUNCT
fbem-26929	128	1	information	information	NOUN
fbem-26929	128	2	network	network	NOUN
fbem-26929	128	3	of	of	ADP
fbem-26929	128	4	fund	fund	NOUN
fbem-26929	128	5	group	group	NOUN
fbem-26929	128	6	trading	trading	NOUN
fbem-26929	128	7	and	and	CCONJ
fbem-26929	128	8	tail	tail	NOUN
fbem-26929	128	9	risk	risk	NOUN
fbem-26929	128	10	of	of	ADP
fbem-26929	128	11	stock	stock	NOUN
fbem-26929	128	12	prices	price	NOUN
fbem-26929	128	13	.	.	PUNCT
fbem-26929	129	1	journal	journal	NOUN
fbem-26929	129	2	of	of	ADP
fbem-26929	129	3	financial	financial	ADJ
fbem-26929	129	4	economics	economic	NOUN
fbem-26929	129	5	research	research	NOUN
fbem-26929	129	6	,	,	PUNCT
fbem-26929	129	7	38(5	38(5	NUM
fbem-26929	129	8	)	)	PUNCT
fbem-26929	129	9	,	,	PUNCT
fbem-26929	129	10	129	129	NUM
fbem-26929	129	11	-	-	SYM
fbem-26929	129	12	144	144	NUM
fbem-26929	129	13	.	.	PUNCT
fbem-26929	130	1	[	[	X
fbem-26929	130	2	9	9	NUM
fbem-26929	130	3	]	]	X
fbem-26929	130	4	olorunnimbe	olorunnimbe	NOUN
fbem-26929	130	5	,	,	PUNCT
fbem-26929	130	6	k.	k.	PROPN
fbem-26929	130	7	,	,	PUNCT
fbem-26929	130	8	&	&	CCONJ
fbem-26929	130	9	viktor	viktor	PROPN
fbem-26929	130	10	,	,	PUNCT
fbem-26929	130	11	h.	h.	PROPN
fbem-26929	130	12	(	(	PUNCT
fbem-26929	130	13	2024	2024	NUM
fbem-26929	130	14	)	)	PUNCT
fbem-26929	130	15	.	.	PUNCT
fbem-26929	131	1	ensemble	ensemble	ADJ
fbem-26929	131	2	of	of	ADP
fbem-26929	131	3	temporal	temporal	ADJ
fbem-26929	131	4	transformers	transformer	NOUN
fbem-26929	131	5	for	for	ADP
fbem-26929	131	6	financial	financial	ADJ
fbem-26929	131	7	time	time	NOUN
fbem-26929	131	8	series	series	PROPN
fbem-26929	131	9	.	.	PUNCT
fbem-26929	132	1	journal	journal	PROPN
fbem-26929	132	2	of	of	ADP
fbem-26929	132	3	intelligent	intelligent	ADJ
fbem-26929	132	4	information	information	NOUN
fbem-26929	132	5	systems	system	NOUN
fbem-26929	132	6	,	,	PUNCT
fbem-26929	132	7	62(4	62(4	NOUN
fbem-26929	132	8	)	)	PUNCT
fbem-26929	132	9	,	,	PUNCT
fbem-26929	132	10	1087	1087	NUM
fbem-26929	132	11	-	-	SYM
fbem-26929	132	12	1111	1111	NUM
fbem-26929	132	13	.	.	PUNCT