id	sid	tid	token	lemma	pos
fcis-30299	1	1	frontiers	frontier	NOUN
fcis-30299	1	2	in	in	ADP
fcis-30299	1	3	computing	computing	NOUN
fcis-30299	1	4	and	and	CCONJ
fcis-30299	1	5	intelligent	intelligent	ADJ
fcis-30299	1	6	systems	system	NOUN
fcis-30299	1	7	issn	issn	VERB
fcis-30299	1	8	:	:	PUNCT
fcis-30299	1	9	2832	2832	NUM
fcis-30299	1	10	-	-	SYM
fcis-30299	1	11	6024	6024	NUM
fcis-30299	1	12	|	|	NOUN
fcis-30299	1	13	vol	vol	NOUN
fcis-30299	1	14	.	.	PROPN
fcis-30299	2	1	12	12	NUM
fcis-30299	2	2	,	,	PUNCT
fcis-30299	2	3	no	no	INTJ
fcis-30299	2	4	.	.	NOUN
fcis-30299	2	5	1	1	NUM
fcis-30299	2	6	,	,	PUNCT
fcis-30299	2	7	2025	2025	NUM
fcis-30299	2	8	10	10	NUM
fcis-30299	2	9	faster	fast	ADV
fcis-30299	2	10	and	and	CCONJ
fcis-30299	2	11	more	more	ADV
fcis-30299	2	12	robust	robust	ADJ
fcis-30299	2	13	ga‐lion	ga‐lion	NOUN
fcis-30299	2	14	and	and	CCONJ
fcis-30299	2	15	mm‐mlp	mm‐mlp	VERB
fcis-30299	2	16	for	for	ADP
fcis-30299	2	17	high‐	high‐	NOUN
fcis-30299	2	18	frequency	frequency	NOUN
fcis-30299	2	19	trading	trading	NOUN
fcis-30299	2	20	rongsen	rongsen	PROPN
fcis-30299	2	21	zhang	zhang	PROPN
fcis-30299	2	22	,	,	PUNCT
fcis-30299	2	23	ailing	ail	VERB
fcis-30299	2	24	gu	gu	X
fcis-30299	2	25	*	*	PROPN
fcis-30299	2	26	,	,	PUNCT
fcis-30299	2	27	yu	yu	PROPN
fcis-30299	2	28	hao	hao	PROPN
fcis-30299	2	29	school	school	PROPN
fcis-30299	2	30	of	of	ADP
fcis-30299	2	31	mathematics	mathematic	NOUN
fcis-30299	2	32	and	and	CCONJ
fcis-30299	2	33	statistics	statistic	NOUN
fcis-30299	2	34	,	,	PUNCT
fcis-30299	2	35	guangdong	guangdong	PROPN
fcis-30299	2	36	university	university	PROPN
fcis-30299	2	37	of	of	ADP
fcis-30299	2	38	technology	technology	PROPN
fcis-30299	2	39	,	,	PUNCT
fcis-30299	2	40	guangzhou	guangzhou	PROPN
fcis-30299	2	41	guangdong	guangdong	PROPN
fcis-30299	2	42	,	,	PUNCT
fcis-30299	2	43	510000	510000	NUM
fcis-30299	2	44	,	,	PUNCT
fcis-30299	2	45	china	china	PROPN
fcis-30299	2	46	*	*	PUNCT
fcis-30299	2	47	corresponding	correspond	VERB
fcis-30299	2	48	author	author	NOUN
fcis-30299	2	49	:	:	PUNCT
fcis-30299	2	50	ailing	ail	VERB
fcis-30299	2	51	gu	gu	NOUN
fcis-30299	2	52	abstract	abstract	NOUN
fcis-30299	2	53	:	:	PUNCT
fcis-30299	2	54	the	the	DET
fcis-30299	2	55	key	key	ADJ
fcis-30299	2	56	challenges	challenge	NOUN
fcis-30299	2	57	in	in	ADP
fcis-30299	2	58	applying	apply	VERB
fcis-30299	2	59	deep	deep	ADJ
fcis-30299	2	60	neural	neural	ADJ
fcis-30299	2	61	networks	network	NOUN
fcis-30299	2	62	(	(	PUNCT
fcis-30299	2	63	dnns	dnn	NOUN
fcis-30299	2	64	)	)	PUNCT
fcis-30299	2	65	for	for	ADP
fcis-30299	2	66	stock	stock	NOUN
fcis-30299	2	67	high	high	ADJ
fcis-30299	2	68	-	-	PUNCT
fcis-30299	2	69	frequency	frequency	NOUN
fcis-30299	2	70	trading	trading	NOUN
fcis-30299	2	71	prediction	prediction	NOUN
fcis-30299	2	72	lie	lie	NOUN
fcis-30299	2	73	in	in	ADP
fcis-30299	2	74	accelerating	accelerate	VERB
fcis-30299	2	75	the	the	DET
fcis-30299	2	76	training	training	NOUN
fcis-30299	2	77	of	of	ADP
fcis-30299	2	78	dnns	dnn	NOUN
fcis-30299	2	79	as	as	ADV
fcis-30299	2	80	well	well	ADV
fcis-30299	2	81	as	as	ADP
fcis-30299	2	82	improving	improve	VERB
fcis-30299	2	83	the	the	DET
fcis-30299	2	84	robustness	robustness	NOUN
fcis-30299	2	85	of	of	ADP
fcis-30299	2	86	deep	deep	ADJ
fcis-30299	2	87	learning	learning	NOUN
fcis-30299	2	88	(	(	PUNCT
fcis-30299	2	89	dl	dl	NOUN
fcis-30299	2	90	)	)	PUNCT
fcis-30299	2	91	models	model	NOUN
fcis-30299	2	92	.	.	PUNCT
fcis-30299	3	1	high	high	ADJ
fcis-30299	3	2	-	-	PUNCT
fcis-30299	3	3	frequency	frequency	NOUN
fcis-30299	3	4	trading	trading	NOUN
fcis-30299	3	5	is	be	AUX
fcis-30299	3	6	a	a	DET
fcis-30299	3	7	race	race	NOUN
fcis-30299	3	8	-	-	PUNCT
fcis-30299	3	9	to	to	ADP
fcis-30299	3	10	-	-	PUNCT
fcis-30299	3	11	the	the	DET
fcis-30299	3	12	-	-	PUNCT
fcis-30299	3	13	bottom	bottom	NOUN
fcis-30299	3	14	task	task	NOUN
fcis-30299	3	15	,	,	PUNCT
fcis-30299	3	16	which	which	PRON
fcis-30299	3	17	places	place	VERB
fcis-30299	3	18	high	high	ADJ
fcis-30299	3	19	demands	demand	NOUN
fcis-30299	3	20	on	on	ADP
fcis-30299	3	21	the	the	DET
fcis-30299	3	22	efficiency	efficiency	NOUN
fcis-30299	3	23	of	of	ADP
fcis-30299	3	24	model	model	NOUN
fcis-30299	3	25	training	training	NOUN
fcis-30299	3	26	.	.	PUNCT
fcis-30299	4	1	to	to	PART
fcis-30299	4	2	accelerate	accelerate	VERB
fcis-30299	4	3	the	the	DET
fcis-30299	4	4	training	training	NOUN
fcis-30299	4	5	of	of	ADP
fcis-30299	4	6	dnns	dnn	NOUN
fcis-30299	4	7	,	,	PUNCT
fcis-30299	4	8	we	we	PRON
fcis-30299	4	9	propose	propose	VERB
fcis-30299	4	10	an	an	DET
fcis-30299	4	11	improved	improved	ADJ
fcis-30299	4	12	evolved	evolve	VERB
fcis-30299	4	13	sign	sign	NOUN
fcis-30299	4	14	momentum	momentum	NOUN
fcis-30299	4	15	(	(	PUNCT
fcis-30299	4	16	lion	lion	NOUN
fcis-30299	4	17	)	)	PUNCT
fcis-30299	4	18	algorithm	algorithm	NOUN
fcis-30299	4	19	,	,	PUNCT
fcis-30299	4	20	namely	namely	ADV
fcis-30299	4	21	the	the	DET
fcis-30299	4	22	gauss	gauss	ADJ
fcis-30299	4	23	simulated	simulate	VERB
fcis-30299	4	24	annealing	anneal	VERB
fcis-30299	4	25	lion	lion	NOUN
fcis-30299	4	26	(	(	PUNCT
fcis-30299	4	27	ga	ga	NOUN
fcis-30299	4	28	-	-	NOUN
fcis-30299	4	29	lion	lion	NOUN
fcis-30299	4	30	)	)	PUNCT
fcis-30299	4	31	,	,	PUNCT
fcis-30299	4	32	to	to	PART
fcis-30299	4	33	significantly	significantly	ADV
fcis-30299	4	34	improve	improve	VERB
fcis-30299	4	35	the	the	DET
fcis-30299	4	36	training	training	NOUN
fcis-30299	4	37	speed	speed	NOUN
fcis-30299	4	38	so	so	SCONJ
fcis-30299	4	39	that	that	SCONJ
fcis-30299	4	40	the	the	DET
fcis-30299	4	41	model	model	NOUN
fcis-30299	4	42	can	can	AUX
fcis-30299	4	43	adapt	adapt	VERB
fcis-30299	4	44	to	to	ADP
fcis-30299	4	45	the	the	DET
fcis-30299	4	46	market	market	NOUN
fcis-30299	4	47	dynamics	dynamic	NOUN
fcis-30299	4	48	more	more	ADV
fcis-30299	4	49	quickly	quickly	ADV
fcis-30299	4	50	and	and	CCONJ
fcis-30299	4	51	meet	meet	VERB
fcis-30299	4	52	the	the	DET
fcis-30299	4	53	realtime	realtime	ADJ
fcis-30299	4	54	demand	demand	NOUN
fcis-30299	4	55	of	of	ADP
fcis-30299	4	56	high	high	ADJ
fcis-30299	4	57	-	-	PUNCT
fcis-30299	4	58	frequency	frequency	NOUN
fcis-30299	4	59	trading	trading	NOUN
fcis-30299	4	60	.	.	PUNCT
fcis-30299	5	1	meanwhile	meanwhile	ADV
fcis-30299	5	2	,	,	PUNCT
fcis-30299	5	3	in	in	ADP
fcis-30299	5	4	order	order	NOUN
fcis-30299	5	5	to	to	PART
fcis-30299	5	6	enhance	enhance	VERB
fcis-30299	5	7	the	the	DET
fcis-30299	5	8	robustness	robustness	NOUN
fcis-30299	5	9	of	of	ADP
fcis-30299	5	10	dnn	dnn	PROPN
fcis-30299	5	11	,	,	PUNCT
fcis-30299	5	12	we	we	PRON
fcis-30299	5	13	design	design	VERB
fcis-30299	5	14	a	a	DET
fcis-30299	5	15	novel	novel	ADJ
fcis-30299	5	16	feature	feature	NOUN
fcis-30299	5	17	extraction	extraction	NOUN
fcis-30299	5	18	module	module	NOUN
fcis-30299	5	19	based	base	VERB
fcis-30299	5	20	on	on	ADP
fcis-30299	5	21	multilayer	multilayer	ADJ
fcis-30299	5	22	perceptron	perceptron	PROPN
fcis-30299	5	23	(	(	PUNCT
fcis-30299	5	24	mlp	mlp	PROPN
fcis-30299	5	25	)	)	PUNCT
fcis-30299	5	26	called	call	VERB
fcis-30299	5	27	masked	masked	ADJ
fcis-30299	5	28	moving	move	VERB
fcis-30299	5	29	-	-	PUNCT
fcis-30299	5	30	average	average	NOUN
fcis-30299	5	31	mlp	mlp	NOUN
fcis-30299	5	32	(	(	PUNCT
fcis-30299	5	33	mm	mm	PROPN
fcis-30299	5	34	-	-	PUNCT
fcis-30299	5	35	mlp	mlp	PROPN
fcis-30299	5	36	)	)	PUNCT
fcis-30299	5	37	,	,	PUNCT
fcis-30299	5	38	which	which	PRON
fcis-30299	5	39	is	be	AUX
fcis-30299	5	40	able	able	ADJ
fcis-30299	5	41	to	to	PART
fcis-30299	5	42	effectively	effectively	ADV
fcis-30299	5	43	capture	capture	VERB
fcis-30299	5	44	the	the	DET
fcis-30299	5	45	key	key	ADJ
fcis-30299	5	46	features	feature	NOUN
fcis-30299	5	47	in	in	ADP
fcis-30299	5	48	the	the	DET
fcis-30299	5	49	price	price	NOUN
fcis-30299	5	50	series	series	NOUN
fcis-30299	5	51	and	and	CCONJ
fcis-30299	5	52	reduce	reduce	VERB
fcis-30299	5	53	the	the	DET
fcis-30299	5	54	noise	noise	NOUN
fcis-30299	5	55	interference	interference	NOUN
fcis-30299	5	56	through	through	ADP
fcis-30299	5	57	the	the	DET
fcis-30299	5	58	moving	move	VERB
fcis-30299	5	59	-	-	PUNCT
fcis-30299	5	60	average	average	NOUN
fcis-30299	5	61	mechanism	mechanism	NOUN
fcis-30299	5	62	,	,	PUNCT
fcis-30299	5	63	thus	thus	ADV
fcis-30299	5	64	improving	improve	VERB
fcis-30299	5	65	the	the	DET
fcis-30299	5	66	stability	stability	NOUN
fcis-30299	5	67	and	and	CCONJ
fcis-30299	5	68	generalization	generalization	NOUN
fcis-30299	5	69	ability	ability	NOUN
fcis-30299	5	70	of	of	ADP
fcis-30299	5	71	the	the	DET
fcis-30299	5	72	model	model	NOUN
fcis-30299	5	73	in	in	ADP
fcis-30299	5	74	the	the	DET
fcis-30299	5	75	complex	complex	ADJ
fcis-30299	5	76	market	market	NOUN
fcis-30299	5	77	environment	environment	NOUN
fcis-30299	5	78	.	.	PUNCT
fcis-30299	6	1	this	this	PRON
fcis-30299	6	2	improves	improve	VERB
fcis-30299	6	3	the	the	DET
fcis-30299	6	4	stability	stability	NOUN
fcis-30299	6	5	and	and	CCONJ
fcis-30299	6	6	generalization	generalization	NOUN
fcis-30299	6	7	ability	ability	NOUN
fcis-30299	6	8	of	of	ADP
fcis-30299	6	9	the	the	DET
fcis-30299	6	10	model	model	NOUN
fcis-30299	6	11	in	in	ADP
fcis-30299	6	12	complex	complex	ADJ
fcis-30299	6	13	market	market	NOUN
fcis-30299	6	14	environments	environment	NOUN
fcis-30299	6	15	.	.	PUNCT
fcis-30299	7	1	combined	combine	VERB
fcis-30299	7	2	with	with	ADP
fcis-30299	7	3	the	the	DET
fcis-30299	7	4	gated	gate	VERB
fcis-30299	7	5	recurrent	recurrent	ADJ
fcis-30299	7	6	unit	unit	NOUN
fcis-30299	7	7	(	(	PUNCT
fcis-30299	7	8	gru	gru	PROPN
fcis-30299	7	9	)	)	PUNCT
fcis-30299	7	10	and	and	CCONJ
fcis-30299	7	11	optimized	optimize	VERB
fcis-30299	7	12	by	by	ADP
fcis-30299	7	13	ga	ga	NOUN
fcis-30299	7	14	-	-	PUNCT
fcis-30299	7	15	lion	lion	NOUN
fcis-30299	7	16	and	and	CCONJ
fcis-30299	7	17	mm	mm	PROPN
fcis-30299	7	18	-	-	PUNCT
fcis-30299	7	19	mlp	mlp	PROPN
fcis-30299	7	20	,	,	PUNCT
fcis-30299	7	21	our	our	PRON
fcis-30299	7	22	model	model	NOUN
fcis-30299	7	23	achieves	achieve	VERB
fcis-30299	7	24	faster	fast	ADJ
fcis-30299	7	25	loss	loss	NOUN
fcis-30299	7	26	convergence	convergence	NOUN
fcis-30299	7	27	on	on	ADP
fcis-30299	7	28	high	high	ADJ
fcis-30299	7	29	-	-	PUNCT
fcis-30299	7	30	frequency	frequency	NOUN
fcis-30299	7	31	trading	trading	NOUN
fcis-30299	7	32	data	datum	NOUN
fcis-30299	7	33	,	,	PUNCT
fcis-30299	7	34	while	while	SCONJ
fcis-30299	7	35	demonstrating	demonstrate	VERB
fcis-30299	7	36	greater	great	ADJ
fcis-30299	7	37	robustness	robustness	NOUN
fcis-30299	7	38	in	in	ADP
fcis-30299	7	39	highly	highly	ADV
fcis-30299	7	40	volatile	volatile	ADJ
fcis-30299	7	41	market	market	NOUN
fcis-30299	7	42	environments	environment	NOUN
fcis-30299	7	43	.	.	PUNCT
fcis-30299	8	1	keywords	keyword	NOUN
fcis-30299	8	2	:	:	PUNCT
fcis-30299	8	3	deep	deep	ADJ
fcis-30299	8	4	learning	learning	NOUN
fcis-30299	8	5	(	(	PUNCT
fcis-30299	8	6	dl	dl	PROPN
fcis-30299	8	7	)	)	PUNCT
fcis-30299	8	8	;	;	PUNCT
fcis-30299	8	9	gated	gate	VERB
fcis-30299	8	10	recurrent	recurrent	ADJ
fcis-30299	8	11	unit	unit	NOUN
fcis-30299	8	12	(	(	PUNCT
fcis-30299	8	13	gru	gru	PROPN
fcis-30299	8	14	)	)	PUNCT
fcis-30299	8	15	;	;	PUNCT
fcis-30299	8	16	evolved	evolve	VERB
fcis-30299	8	17	sign	sign	NOUN
fcis-30299	8	18	momentum	momentum	NOUN
fcis-30299	8	19	(	(	PUNCT
fcis-30299	8	20	lion	lion	NOUN
fcis-30299	8	21	)	)	PUNCT
fcis-30299	8	22	;	;	PUNCT
fcis-30299	8	23	simulated	simulate	VERB
fcis-30299	8	24	annealing	annealing	NOUN
fcis-30299	8	25	(	(	PUNCT
fcis-30299	8	26	sa	sa	PROPN
fcis-30299	8	27	)	)	PUNCT
fcis-30299	8	28	;	;	PUNCT
fcis-30299	8	29	multilayer	multilayer	PROPN
fcis-30299	8	30	perceptron	perceptron	PROPN
fcis-30299	8	31	(	(	PUNCT
fcis-30299	8	32	mlp	mlp	PROPN
fcis-30299	8	33	)	)	PUNCT
fcis-30299	8	34	.	.	PUNCT
fcis-30299	9	1	1	1	X
fcis-30299	9	2	.	.	X
fcis-30299	9	3	introduction	introduction	NOUN
fcis-30299	9	4	high	high	ADJ
fcis-30299	9	5	-	-	PUNCT
fcis-30299	9	6	frequency	frequency	NOUN
fcis-30299	9	7	trading	trading	NOUN
fcis-30299	9	8	(	(	PUNCT
fcis-30299	9	9	hft	hft	NOUN
fcis-30299	9	10	)	)	PUNCT
fcis-30299	9	11	is	be	AUX
fcis-30299	9	12	a	a	DET
fcis-30299	9	13	form	form	NOUN
fcis-30299	9	14	of	of	ADP
fcis-30299	9	15	algorithmic	algorithmic	ADJ
fcis-30299	9	16	trading	trading	NOUN
fcis-30299	9	17	that	that	PRON
fcis-30299	9	18	relies	rely	VERB
fcis-30299	9	19	on	on	ADP
fcis-30299	9	20	high	high	ADJ
fcis-30299	9	21	performance	performance	NOUN
fcis-30299	9	22	computers	computer	NOUN
fcis-30299	9	23	to	to	PART
fcis-30299	9	24	execute	execute	VERB
fcis-30299	9	25	a	a	DET
fcis-30299	9	26	large	large	ADJ
fcis-30299	9	27	number	number	NOUN
fcis-30299	9	28	of	of	ADP
fcis-30299	9	29	orders	order	NOUN
fcis-30299	9	30	in	in	ADP
fcis-30299	9	31	a	a	DET
fcis-30299	9	32	very	very	ADV
fcis-30299	9	33	short	short	ADJ
fcis-30299	9	34	period	period	NOUN
fcis-30299	9	35	of	of	ADP
fcis-30299	9	36	time	time	NOUN
fcis-30299	9	37	.	.	PUNCT
fcis-30299	10	1	[	[	X
fcis-30299	10	2	1	1	X
fcis-30299	10	3	]	]	PUNCT
fcis-30299	10	4	however	however	ADV
fcis-30299	10	5	,	,	PUNCT
fcis-30299	10	6	as	as	ADP
fcis-30299	10	7	competition	competition	NOUN
fcis-30299	10	8	increases	increase	NOUN
fcis-30299	10	9	,	,	PUNCT
fcis-30299	10	10	the	the	DET
fcis-30299	10	11	short	short	ADJ
fcis-30299	10	12	-	-	PUNCT
fcis-30299	10	13	term	term	NOUN
fcis-30299	10	14	dynamics	dynamic	NOUN
fcis-30299	10	15	of	of	ADP
fcis-30299	10	16	the	the	DET
fcis-30299	10	17	market	market	NOUN
fcis-30299	10	18	become	become	VERB
fcis-30299	10	19	more	more	ADV
fcis-30299	10	20	chaotic	chaotic	ADJ
fcis-30299	10	21	,	,	PUNCT
fcis-30299	10	22	raising	raise	VERB
fcis-30299	10	23	the	the	DET
fcis-30299	10	24	level	level	NOUN
fcis-30299	10	25	of	of	ADP
fcis-30299	10	26	noise	noise	NOUN
fcis-30299	10	27	and	and	CCONJ
fcis-30299	10	28	nonlinearity	nonlinearity	NOUN
fcis-30299	10	29	in	in	ADP
fcis-30299	10	30	high	high	ADJ
fcis-30299	10	31	-	-	PUNCT
fcis-30299	10	32	frequency	frequency	NOUN
fcis-30299	10	33	data.[2]with	data.[2]with	NOUN
fcis-30299	10	34	the	the	DET
fcis-30299	10	35	development	development	NOUN
fcis-30299	10	36	of	of	ADP
fcis-30299	10	37	artificial	artificial	ADJ
fcis-30299	10	38	intelligence	intelligence	NOUN
fcis-30299	10	39	(	(	PUNCT
fcis-30299	10	40	ai	ai	NOUN
fcis-30299	10	41	)	)	PUNCT
fcis-30299	10	42	and	and	CCONJ
fcis-30299	10	43	deep	deep	ADJ
fcis-30299	10	44	learning	learning	NOUN
fcis-30299	10	45	(	(	PUNCT
fcis-30299	10	46	dl	dl	PROPN
fcis-30299	10	47	)	)	PUNCT
fcis-30299	10	48	,	,	PUNCT
fcis-30299	10	49	studies[3	studies[3	NUM
fcis-30299	10	50	]	]	PUNCT
fcis-30299	10	51	have	have	AUX
fcis-30299	10	52	proposed	propose	VERB
fcis-30299	10	53	the	the	DET
fcis-30299	10	54	use	use	NOUN
fcis-30299	10	55	of	of	ADP
fcis-30299	10	56	deep	deep	ADJ
fcis-30299	10	57	neural	neural	ADJ
fcis-30299	10	58	networks	network	NOUN
fcis-30299	10	59	(	(	PUNCT
fcis-30299	10	60	dnns	dnn	NOUN
fcis-30299	10	61	)	)	PUNCT
fcis-30299	10	62	to	to	PART
fcis-30299	10	63	mine	mine	VERB
fcis-30299	10	64	potential	potential	ADJ
fcis-30299	10	65	profit	profit	NOUN
fcis-30299	10	66	opportunities	opportunity	NOUN
fcis-30299	10	67	from	from	ADP
fcis-30299	10	68	high	high	ADJ
fcis-30299	10	69	-	-	PUNCT
fcis-30299	10	70	frequency	frequency	NOUN
fcis-30299	10	71	market	market	NOUN
fcis-30299	10	72	data	datum	NOUN
fcis-30299	10	73	however	however	ADV
fcis-30299	10	74	,	,	PUNCT
fcis-30299	10	75	dl	dl	PROPN
fcis-30299	10	76	requires	require	VERB
fcis-30299	10	77	considerable	considerable	ADJ
fcis-30299	10	78	computational	computational	ADJ
fcis-30299	10	79	resources[4	resources[4	NOUN
fcis-30299	10	80	]	]	PUNCT
fcis-30299	10	81	making	make	VERB
fcis-30299	10	82	the	the	DET
fcis-30299	10	83	training	training	NOUN
fcis-30299	10	84	of	of	ADP
fcis-30299	10	85	deep	deep	ADJ
fcis-30299	10	86	neural	neural	ADJ
fcis-30299	10	87	networks	network	NOUN
fcis-30299	10	88	(	(	PUNCT
fcis-30299	10	89	dnns	dnns	ADJ
fcis-30299	10	90	)	)	PUNCT
fcis-30299	10	91	time	time	NOUN
fcis-30299	10	92	-	-	PUNCT
fcis-30299	10	93	consuming	consume	VERB
fcis-30299	10	94	,	,	PUNCT
fcis-30299	10	95	especially	especially	ADV
fcis-30299	10	96	for	for	SCONJ
fcis-30299	10	97	the	the	DET
fcis-30299	10	98	platform	platform	NOUN
fcis-30299	10	99	with	with	ADP
fcis-30299	10	100	limited	limited	ADJ
fcis-30299	10	101	computational	computational	ADJ
fcis-30299	10	102	resources[5].this	resources[5].this	NOUN
fcis-30299	10	103	issue	issue	NOUN
fcis-30299	10	104	is	be	AUX
fcis-30299	10	105	compounded	compound	VERB
fcis-30299	10	106	in	in	ADP
fcis-30299	10	107	stock	stock	NOUN
fcis-30299	10	108	forecasting	forecasting	NOUN
fcis-30299	10	109	by	by	ADP
fcis-30299	10	110	the	the	DET
fcis-30299	10	111	high	high	ADJ
fcis-30299	10	112	volatility	volatility	NOUN
fcis-30299	10	113	of	of	ADP
fcis-30299	10	114	stock	stock	NOUN
fcis-30299	10	115	price	price	NOUN
fcis-30299	10	116	data[6],which	data[6],which	PROPN
fcis-30299	10	117	hinders	hinder	VERB
fcis-30299	10	118	dnns	dnn	NOUN
fcis-30299	10	119	from	from	ADP
fcis-30299	10	120	promptly	promptly	ADV
fcis-30299	10	121	identifying	identify	VERB
fcis-30299	10	122	stock	stock	NOUN
fcis-30299	10	123	price	price	NOUN
fcis-30299	10	124	patterns	pattern	NOUN
fcis-30299	10	125	before	before	SCONJ
fcis-30299	10	126	market	market	NOUN
fcis-30299	10	127	changes	change	NOUN
fcis-30299	10	128	occur	occur	VERB
fcis-30299	10	129	in	in	ADP
fcis-30299	10	130	a	a	DET
fcis-30299	10	131	short	short	ADJ
fcis-30299	10	132	period	period	NOUN
fcis-30299	10	133	of	of	ADP
fcis-30299	10	134	time[7	time[7	PROPN
fcis-30299	10	135	-	-	PUNCT
fcis-30299	10	136	9],secondly	9],secondly	NOUN
fcis-30299	10	137	,	,	PUNCT
fcis-30299	10	138	dnns	dnn	NOUN
fcis-30299	10	139	are	be	AUX
fcis-30299	10	140	sensitive	sensitive	ADJ
fcis-30299	10	141	to	to	ADP
fcis-30299	10	142	input	input	NOUN
fcis-30299	10	143	noise	noise	NOUN
fcis-30299	10	144	,	,	PUNCT
fcis-30299	10	145	leading	lead	VERB
fcis-30299	10	146	to	to	ADP
fcis-30299	10	147	a	a	DET
fcis-30299	10	148	lack	lack	NOUN
fcis-30299	10	149	of	of	ADP
fcis-30299	10	150	robustness[10],noise	robustness[10],noise	NOUN
fcis-30299	10	151	learning	learn	VERB
fcis-30299	10	152	often	often	ADV
fcis-30299	10	153	manifests	manifest	VERB
fcis-30299	10	154	as	as	ADP
fcis-30299	10	155	over	over	ADV
fcis-30299	10	156	-	-	PUNCT
fcis-30299	10	157	fitting	fit	VERB
fcis-30299	11	1	[	[	X
fcis-30299	11	2	11	11	NUM
fcis-30299	11	3	-	-	SYM
fcis-30299	11	4	12	12	NUM
fcis-30299	11	5	]	]	PUNCT
fcis-30299	11	6	,	,	PUNCT
fcis-30299	11	7	this	this	DET
fcis-30299	11	8	over	over	ADV
fcis-30299	11	9	-	-	PUNCT
fcis-30299	11	10	fitting	fit	VERB
fcis-30299	11	11	problem	problem	NOUN
fcis-30299	11	12	is	be	AUX
fcis-30299	11	13	particularly	particularly	ADV
fcis-30299	11	14	pronounced	pronounce	VERB
fcis-30299	11	15	in	in	ADP
fcis-30299	11	16	stock	stock	NOUN
fcis-30299	11	17	due	due	ADP
fcis-30299	11	18	to	to	ADP
fcis-30299	11	19	the	the	DET
fcis-30299	11	20	noisy	noisy	ADJ
fcis-30299	11	21	nature	nature	NOUN
fcis-30299	11	22	of	of	ADP
fcis-30299	11	23	stock	stock	NOUN
fcis-30299	11	24	price	price	NOUN
fcis-30299	11	25	data[13].faced	data[13].face	VERB
fcis-30299	11	26	with	with	ADP
fcis-30299	11	27	noise	noise	NOUN
fcis-30299	11	28	and	and	CCONJ
fcis-30299	11	29	volatility[14	volatility[14	PROPN
fcis-30299	11	30	-	-	PUNCT
fcis-30299	11	31	15],a	15],a	NUM
fcis-30299	11	32	crucial	crucial	ADJ
fcis-30299	11	33	challenge	challenge	NOUN
fcis-30299	11	34	in	in	ADP
fcis-30299	11	35	modeling	model	VERB
fcis-30299	11	36	the	the	DET
fcis-30299	11	37	stock	stock	NOUN
fcis-30299	11	38	market[16]lies	market[16]lie	NOUN
fcis-30299	11	39	in	in	ADP
fcis-30299	11	40	developing	develop	VERB
fcis-30299	11	41	training	training	NOUN
fcis-30299	11	42	methods	method	NOUN
fcis-30299	11	43	that	that	PRON
fcis-30299	11	44	enable	enable	VERB
fcis-30299	11	45	faster	fast	ADJ
fcis-30299	11	46	convergence	convergence	NOUN
fcis-30299	11	47	of	of	ADP
fcis-30299	11	48	loss	loss	NOUN
fcis-30299	11	49	and	and	CCONJ
fcis-30299	11	50	enhancing	enhance	VERB
fcis-30299	11	51	robustness	robustness	NOUN
fcis-30299	11	52	(	(	PUNCT
fcis-30299	11	53	i.e.generalization	i.e.generalization	NOUN
fcis-30299	11	54	ability	ability	NOUN
fcis-30299	11	55	)	)	PUNCT
fcis-30299	11	56	of	of	ADP
fcis-30299	11	57	model	model	NOUN
fcis-30299	11	58	[	[	X
fcis-30299	11	59	17	17	NUM
fcis-30299	11	60	-	-	SYM
fcis-30299	11	61	19	19	NUM
fcis-30299	11	62	]	]	PUNCT
fcis-30299	11	63	.	.	PUNCT
fcis-30299	12	1	training	training	NOUN
fcis-30299	12	2	acceleration	acceleration	NOUN
fcis-30299	12	3	and	and	CCONJ
fcis-30299	12	4	robustness	robustness	NOUN
fcis-30299	12	5	enhancing	enhance	VERB
fcis-30299	12	6	techniques	technique	NOUN
fcis-30299	12	7	can	can	AUX
fcis-30299	12	8	be	be	AUX
fcis-30299	12	9	categorized	categorize	VERB
fcis-30299	12	10	into	into	ADP
fcis-30299	12	11	five	five	NUM
fcis-30299	12	12	main	main	ADJ
fcis-30299	12	13	perspectives	perspective	NOUN
fcis-30299	12	14	[	[	X
fcis-30299	12	15	20]:(1)optimization	20]:(1)optimization	NUM
fcis-30299	12	16	-	-	ADJ
fcis-30299	12	17	centric	centric	NOUN
fcis-30299	12	18	,	,	PUNCT
fcis-30299	12	19	including	include	VERB
fcis-30299	12	20	the	the	DET
fcis-30299	12	21	selection	selection	NOUN
fcis-30299	12	22	of	of	ADP
fcis-30299	12	23	learning	learn	VERB
fcis-30299	12	24	rates	rate	NOUN
fcis-30299	12	25	;	;	PUNCT
fcis-30299	12	26	(	(	PUNCT
fcis-30299	12	27	2	2	X
fcis-30299	12	28	)	)	PUNCT
fcis-30299	12	29	data	datum	NOUN
fcis-30299	12	30	-	-	PUNCT
fcis-30299	12	31	centric	centric	NOUN
fcis-30299	12	32	,	,	PUNCT
fcis-30299	12	33	including	include	VERB
fcis-30299	12	34	regularization	regularization	NOUN
fcis-30299	12	35	(	(	PUNCT
fcis-30299	12	36	e.g.	e.g.	ADV
fcis-30299	12	37	dropout	dropout	NOUN
fcis-30299	12	38	,	,	PUNCT
fcis-30299	12	39	averaging	average	VERB
fcis-30299	12	40	weight[21	weight[21	NOUN
fcis-30299	12	41	]	]	PUNCT
fcis-30299	12	42	)	)	PUNCT
fcis-30299	12	43	;	;	PUNCT
fcis-30299	12	44	(	(	PUNCT
fcis-30299	12	45	3	3	X
fcis-30299	12	46	)	)	PUNCT
fcis-30299	12	47	model	model	NOUN
fcis-30299	12	48	-	-	NOUN
fcis-30299	12	49	centric	centric	NOUN
fcis-30299	12	50	;	;	PUNCT
fcis-30299	12	51	(	(	PUNCT
fcis-30299	12	52	4	4	X
fcis-30299	12	53	)	)	PUNCT
fcis-30299	12	54	budget	budget	NOUN
fcis-30299	12	55	-	-	PUNCT
fcis-30299	12	56	centric	centric	NOUN
fcis-30299	12	57	;	;	PUNCT
fcis-30299	12	58	(	(	PUNCT
fcis-30299	12	59	5	5	X
fcis-30299	12	60	)	)	PUNCT
fcis-30299	12	61	system	system	NOUN
fcis-30299	12	62	-	-	PUNCT
fcis-30299	12	63	centric	centric	NOUN
fcis-30299	12	64	.	.	PUNCT
fcis-30299	13	1	from	from	ADP
fcis-30299	13	2	an	an	DET
fcis-30299	13	3	optimization	optimization	NOUN
fcis-30299	13	4	-	-	PUNCT
fcis-30299	13	5	centric	centric	ADJ
fcis-30299	13	6	perspective	perspective	NOUN
fcis-30299	13	7	,	,	PUNCT
fcis-30299	13	8	focused	focus	VERB
fcis-30299	13	9	on	on	ADP
fcis-30299	13	10	adaptive	adaptive	ADJ
fcis-30299	13	11	learning	learning	NOUN
fcis-30299	13	12	rates	rate	NOUN
fcis-30299	13	13	method	method	VERB
fcis-30299	13	14	,	,	PUNCT
fcis-30299	13	15	ajay	ajay	PROPN
fcis-30299	13	16	et	et	PROPN
fcis-30299	13	17	al	al	PROPN
fcis-30299	13	18	.	.	PUNCT
fcis-30299	14	1	[	[	X
fcis-30299	14	2	22	22	NUM
fcis-30299	14	3	]	]	PUNCT
fcis-30299	14	4	concluded	conclude	VERB
fcis-30299	14	5	that	that	SCONJ
fcis-30299	14	6	learning	learn	VERB
fcis-30299	14	7	rate	rate	NOUN
fcis-30299	14	8	optimizers	optimizer	NOUN
fcis-30299	14	9	can	can	AUX
fcis-30299	14	10	accelerate	accelerate	VERB
fcis-30299	14	11	the	the	DET
fcis-30299	14	12	training	training	NOUN
fcis-30299	14	13	of	of	ADP
fcis-30299	14	14	dnns	dnn	NOUN
fcis-30299	14	15	.	.	PUNCT
fcis-30299	15	1	traditional	traditional	ADJ
fcis-30299	15	2	optimizers	optimizer	NOUN
fcis-30299	15	3	like	like	ADP
fcis-30299	15	4	adagrad	adagrad	ADJ
fcis-30299	15	5	,	,	PUNCT
fcis-30299	15	6	rmsprop	rmsprop	NOUN
fcis-30299	15	7	,	,	PUNCT
fcis-30299	15	8	adam	adam	NOUN
fcis-30299	15	9	,	,	PUNCT
fcis-30299	15	10	and	and	CCONJ
fcis-30299	15	11	adam	adam	PROPN
fcis-30299	15	12	w	w	PROPN
fcis-30299	15	13	adapted	adapt	VERB
fcis-30299	15	14	learning	learn	VERB
fcis-30299	15	15	rates	rate	NOUN
fcis-30299	15	16	based	base	VERB
fcis-30299	15	17	on	on	ADP
fcis-30299	15	18	past	past	ADJ
fcis-30299	15	19	gradients	gradient	NOUN
fcis-30299	15	20	[	[	X
fcis-30299	15	21	2326	2326	NUM
fcis-30299	15	22	]	]	PUNCT
fcis-30299	15	23	.	.	PUNCT
fcis-30299	16	1	recently	recently	ADV
fcis-30299	16	2	,	,	PUNCT
fcis-30299	16	3	chen	chen	PROPN
fcis-30299	16	4	et	et	PROPN
fcis-30299	16	5	al	al	PROPN
fcis-30299	16	6	.	.	PUNCT
fcis-30299	17	1	[	[	X
fcis-30299	17	2	27]introduced	27]introduced	NUM
fcis-30299	17	3	lion	lion	NOUN
fcis-30299	17	4	(	(	PUNCT
fcis-30299	17	5	evolved	evolve	VERB
fcis-30299	17	6	sign	sign	NOUN
fcis-30299	17	7	momentum	momentum	NOUN
fcis-30299	17	8	)	)	PUNCT
fcis-30299	17	9	algorithm	algorithm	NOUN
fcis-30299	17	10	,	,	PUNCT
fcis-30299	17	11	enabling	enable	VERB
fcis-30299	17	12	faster	fast	ADJ
fcis-30299	17	13	training	training	NOUN
fcis-30299	17	14	compared	compare	VERB
fcis-30299	17	15	to	to	ADP
fcis-30299	17	16	traditional	traditional	ADJ
fcis-30299	17	17	optimizers	optimizer	NOUN
fcis-30299	17	18	.	.	PUNCT
fcis-30299	18	1	chen	chen	PROPN
fcis-30299	18	2	et	et	PROPN
fcis-30299	18	3	al	al	PROPN
fcis-30299	18	4	.	.	PUNCT
fcis-30299	19	1	[	[	X
fcis-30299	19	2	28]provided	28]provided	NUM
fcis-30299	19	3	a	a	DET
fcis-30299	19	4	theoretical	theoretical	ADJ
fcis-30299	19	5	framework	framework	NOUN
fcis-30299	19	6	for	for	ADP
fcis-30299	19	7	further	further	ADJ
fcis-30299	19	8	improvements	improvement	NOUN
fcis-30299	19	9	of	of	ADP
fcis-30299	19	10	lion	lion	NOUN
fcis-30299	19	11	.	.	PUNCT
fcis-30299	20	1	in	in	ADP
fcis-30299	20	2	fact	fact	NOUN
fcis-30299	20	3	,	,	PUNCT
fcis-30299	20	4	the	the	DET
fcis-30299	20	5	existing	exist	VERB
fcis-30299	20	6	improvements	improvement	NOUN
fcis-30299	20	7	to	to	ADP
fcis-30299	20	8	lion	lion	NOUN
fcis-30299	20	9	’s	’s	PART
fcis-30299	20	10	algorithm	algorithm	NOUN
fcis-30299	20	11	are	be	AUX
fcis-30299	20	12	limited	limit	VERB
fcis-30299	20	13	and	and	CCONJ
fcis-30299	20	14	do	do	AUX
fcis-30299	20	15	not	not	PART
fcis-30299	20	16	fully	fully	ADV
fcis-30299	20	17	utilize	utilize	VERB
fcis-30299	20	18	its	its	PRON
fcis-30299	20	19	potential	potential	NOUN
fcis-30299	20	20	in	in	ADP
fcis-30299	20	21	high	high	ADJ
fcis-30299	20	22	-	-	PUNCT
fcis-30299	20	23	frequency	frequency	NOUN
fcis-30299	20	24	trading	trading	NOUN
fcis-30299	20	25	.	.	PUNCT
fcis-30299	21	1	drawing	draw	VERB
fcis-30299	21	2	inspiration	inspiration	NOUN
fcis-30299	21	3	from	from	ADP
fcis-30299	21	4	an	an	DET
fcis-30299	21	5	enhanced	enhanced	ADJ
fcis-30299	21	6	adam	adam	PROPN
fcis-30299	21	7	algorithm	algorithm	PROPN
fcis-30299	21	8	integrating	integrate	VERB
fcis-30299	21	9	cosine	cosine	NOUN
fcis-30299	21	10	-	-	PUNCT
fcis-30299	21	11	annealing	anneal	VERB
fcis-30299	21	12	technique[29	technique[29	NOUN
fcis-30299	21	13	]	]	PUNCT
fcis-30299	21	14	,	,	PUNCT
fcis-30299	21	15	we	we	PRON
fcis-30299	21	16	propose	propose	VERB
fcis-30299	21	17	the	the	DET
fcis-30299	21	18	gauss	gauss	ADJ
fcis-30299	21	19	simulated	simulate	VERB
fcis-30299	21	20	annealing	anneal	VERB
fcis-30299	21	21	lion	lion	NOUN
fcis-30299	21	22	(	(	PUNCT
fcis-30299	21	23	ga	ga	NOUN
fcis-30299	21	24	-	-	NOUN
fcis-30299	21	25	lion	lion	NOUN
fcis-30299	21	26	)	)	PUNCT
fcis-30299	21	27	,	,	PUNCT
fcis-30299	21	28	which	which	PRON
fcis-30299	21	29	achieves	achieve	VERB
fcis-30299	21	30	faster	fast	ADJ
fcis-30299	21	31	convergence	convergence	NOUN
fcis-30299	21	32	speed	speed	NOUN
fcis-30299	21	33	than	than	ADP
fcis-30299	21	34	lion	lion	NOUN
fcis-30299	21	35	,	,	PUNCT
fcis-30299	21	36	and	and	CCONJ
fcis-30299	21	37	shows	show	VERB
fcis-30299	21	38	better	well	ADJ
fcis-30299	21	39	adaptability	adaptability	NOUN
fcis-30299	21	40	and	and	CCONJ
fcis-30299	21	41	stability	stability	NOUN
fcis-30299	21	42	in	in	ADP
fcis-30299	21	43	high	high	ADJ
fcis-30299	21	44	-	-	PUNCT
fcis-30299	21	45	frequency	frequency	NOUN
fcis-30299	21	46	trading	trading	NOUN
fcis-30299	21	47	environments	environment	NOUN
fcis-30299	21	48	,	,	PUNCT
fcis-30299	21	49	so	so	SCONJ
fcis-30299	21	50	that	that	SCONJ
fcis-30299	21	51	the	the	DET
fcis-30299	21	52	model	model	NOUN
fcis-30299	21	53	can	can	AUX
fcis-30299	21	54	capture	capture	VERB
fcis-30299	21	55	market	market	NOUN
fcis-30299	21	56	dynamics	dynamic	NOUN
fcis-30299	21	57	more	more	ADV
fcis-30299	21	58	efficiently	efficiently	ADV
fcis-30299	21	59	and	and	CCONJ
fcis-30299	21	60	improve	improve	VERB
fcis-30299	21	61	the	the	DET
fcis-30299	21	62	accuracy	accuracy	NOUN
fcis-30299	21	63	of	of	ADP
fcis-30299	21	64	trading	trading	NOUN
fcis-30299	21	65	decisions	decision	NOUN
fcis-30299	21	66	.	.	PUNCT
fcis-30299	22	1	from	from	ADP
fcis-30299	22	2	an	an	DET
fcis-30299	22	3	data	data	NOUN
fcis-30299	22	4	-	-	PUNCT
fcis-30299	22	5	centric	centric	NOUN
fcis-30299	22	6	perspective	perspective	NOUN
fcis-30299	22	7	,	,	PUNCT
fcis-30299	22	8	focused	focus	VERB
fcis-30299	22	9	on	on	ADP
fcis-30299	22	10	regularization	regularization	NOUN
fcis-30299	22	11	method	method	NOUN
fcis-30299	22	12	,	,	PUNCT
fcis-30299	22	13	wang	wang	PROPN
fcis-30299	22	14	et	et	PROPN
fcis-30299	22	15	al	al	PROPN
fcis-30299	22	16	.	.	PUNCT
fcis-30299	23	1	[	[	X
fcis-30299	23	2	30]introduced	30]introduced	NUM
fcis-30299	23	3	an	an	DET
fcis-30299	23	4	exponential	exponential	ADJ
fcis-30299	23	5	moving	move	VERB
fcis-30299	23	6	average	average	ADJ
fcis-30299	23	7	(	(	PUNCT
fcis-30299	23	8	ema	ema	PROPN
fcis-30299	23	9	)	)	PUNCT
fcis-30299	23	10	method[31	method[31	X
fcis-30299	23	11	]	]	PUNCT
fcis-30299	23	12	,	,	PUNCT
fcis-30299	23	13	which	which	PRON
fcis-30299	23	14	enhanced	enhance	VERB
fcis-30299	23	15	the	the	DET
fcis-30299	23	16	robustness	robustness	NOUN
fcis-30299	23	17	of	of	ADP
fcis-30299	23	18	dnns	dnn	NOUN
fcis-30299	23	19	by	by	ADP
fcis-30299	23	20	generalizing	generalize	VERB
fcis-30299	23	21	the	the	DET
fcis-30299	23	22	weight	weight	NOUN
fcis-30299	23	23	[	[	X
fcis-30299	23	24	21	21	NUM
fcis-30299	23	25	]	]	PUNCT
fcis-30299	23	26	.	.	PUNCT
fcis-30299	24	1	drawing	draw	VERB
fcis-30299	24	2	inspiration	inspiration	NOUN
fcis-30299	24	3	from	from	ADP
fcis-30299	24	4	dropout	dropout	NOUN
fcis-30299	24	5	,	,	PUNCT
fcis-30299	24	6	gong	gong	NOUN
fcis-30299	24	7	et	et	PROPN
fcis-30299	24	8	al	al	PROPN
fcis-30299	24	9	.	.	PUNCT
fcis-30299	25	1	[	[	X
fcis-30299	25	2	32	32	NUM
fcis-30299	25	3	]	]	PUNCT
fcis-30299	25	4	introduced	introduce	VERB
fcis-30299	25	5	a	a	DET
fcis-30299	25	6	local	local	ADJ
fcis-30299	25	7	feature	feature	NOUN
fcis-30299	25	8	masking	masking	NOUN
fcis-30299	25	9	(	(	PUNCT
fcis-30299	25	10	lfm	lfm	PROPN
fcis-30299	25	11	)	)	PUNCT
fcis-30299	25	12	technique	technique	NOUN
fcis-30299	25	13	that	that	PRON
fcis-30299	25	14	randomly	randomly	ADV
fcis-30299	25	15	masked	mask	VERB
fcis-30299	25	16	features	feature	NOUN
fcis-30299	25	17	in	in	ADP
fcis-30299	25	18	the	the	DET
fcis-30299	25	19	shallow	shallow	ADJ
fcis-30299	25	20	layers	layer	NOUN
fcis-30299	25	21	of	of	ADP
fcis-30299	25	22	cnns	cnn	NOUN
fcis-30299	25	23	,	,	PUNCT
fcis-30299	25	24	allowing	allow	VERB
fcis-30299	25	25	the	the	DET
fcis-30299	25	26	model	model	NOUN
fcis-30299	25	27	to	to	PART
fcis-30299	25	28	more	more	ADV
fcis-30299	25	29	effectively	effectively	ADV
fcis-30299	25	30	handle	handle	VERB
fcis-30299	25	31	variations	variation	NOUN
fcis-30299	25	32	in	in	ADP
fcis-30299	25	33	input	input	NOUN
fcis-30299	25	34	data	datum	NOUN
fcis-30299	25	35	.	.	PUNCT
fcis-30299	26	1	however	however	ADV
fcis-30299	26	2	,	,	PUNCT
fcis-30299	26	3	the	the	DET
fcis-30299	26	4	above	above	ADJ
fcis-30299	26	5	techniques	technique	NOUN
fcis-30299	26	6	have	have	AUX
fcis-30299	26	7	not	not	PART
fcis-30299	26	8	yet	yet	ADV
fcis-30299	26	9	been	be	AUX
fcis-30299	26	10	applied	apply	VERB
fcis-30299	26	11	to	to	ADP
fcis-30299	26	12	stock	stock	NOUN
fcis-30299	26	13	forecasting	forecasting	NOUN
fcis-30299	26	14	.	.	PUNCT
fcis-30299	27	1	inspired	inspire	VERB
fcis-30299	27	2	by	by	ADP
fcis-30299	27	3	these	these	DET
fcis-30299	27	4	works	work	NOUN
fcis-30299	27	5	,	,	PUNCT
fcis-30299	27	6	we	we	PRON
fcis-30299	27	7	proposed	propose	VERB
fcis-30299	27	8	a	a	DET
fcis-30299	27	9	module	module	NOUN
fcis-30299	27	10	called	call	VERB
fcis-30299	27	11	masked	masked	ADJ
fcis-30299	27	12	moving	move	VERB
fcis-30299	27	13	-	-	PUNCT
fcis-30299	27	14	average	average	NOUN
fcis-30299	27	15	mlp	mlp	NOUN
fcis-30299	27	16	(	(	PUNCT
fcis-30299	27	17	mm	mm	PROPN
fcis-30299	27	18	-	-	PUNCT
fcis-30299	27	19	mlp	mlp	NOUN
fcis-30299	27	20	)	)	PUNCT
fcis-30299	27	21	to	to	PART
fcis-30299	27	22	enhance	enhance	VERB
fcis-30299	27	23	the	the	DET
fcis-30299	27	24	model	model	NOUN
fcis-30299	27	25	’s	’s	PART
fcis-30299	27	26	noise	noise	NOUN
fcis-30299	27	27	adaptability	adaptability	NOUN
fcis-30299	27	28	.	.	PUNCT
fcis-30299	28	1	the	the	DET
fcis-30299	28	2	gru	gru	NOUN
fcis-30299	28	3	model	model	NOUN
fcis-30299	28	4	consists	consist	VERB
fcis-30299	28	5	of	of	ADP
fcis-30299	28	6	update	update	NOUN
fcis-30299	28	7	gate	gate	NOUN
fcis-30299	28	8	and	and	CCONJ
fcis-30299	28	9	reset	reset	ADJ
fcis-30299	28	10	gate	gate	NOUN
fcis-30299	28	11	,	,	PUNCT
fcis-30299	28	12	compared	compare	VERB
fcis-30299	28	13	with	with	ADP
fcis-30299	28	14	lstm	lstm	PROPN
fcis-30299	28	15	,	,	PUNCT
fcis-30299	28	16	the	the	DET
fcis-30299	28	17	structure	structure	NOUN
fcis-30299	28	18	of	of	ADP
fcis-30299	28	19	gru	gru	NOUN
fcis-30299	28	20	is	be	AUX
fcis-30299	28	21	more	more	ADV
fcis-30299	28	22	simplified	simplified	ADJ
fcis-30299	28	23	,	,	PUNCT
fcis-30299	28	24	so	so	CCONJ
fcis-30299	28	25	it	it	PRON
fcis-30299	28	26	is	be	AUX
fcis-30299	28	27	faster	fast	ADJ
fcis-30299	28	28	.	.	PUNCT
fcis-30299	29	1	therefore	therefore	ADV
fcis-30299	29	2	it	it	PRON
fcis-30299	29	3	is	be	AUX
fcis-30299	29	4	more	more	ADV
fcis-30299	29	5	suitable	suitable	ADJ
fcis-30299	29	6	for	for	ADP
fcis-30299	29	7	high	high	ADJ
fcis-30299	29	8	-	-	PUNCT
fcis-30299	29	9	frequency	frequency	NOUN
fcis-30299	29	10	trading	trading	NOUN
fcis-30299	29	11	tasks	task	NOUN
fcis-30299	29	12	.	.	PUNCT
fcis-30299	30	1	it	it	PRON
fcis-30299	30	2	is	be	AUX
fcis-30299	30	3	a	a	DET
fcis-30299	30	4	promising	promising	ADJ
fcis-30299	30	5	tool	tool	NOUN
fcis-30299	30	6	for	for	ADP
fcis-30299	30	7	stock	stock	NOUN
fcis-30299	30	8	forecast	forecast	NOUN
fcis-30299	31	1	[	[	X
fcis-30299	31	2	33],enhanced	33],enhance	VERB
fcis-30299	31	3	by	by	ADP
fcis-30299	31	4	the	the	DET
fcis-30299	31	5	ga	ga	PROPN
fcis-30299	31	6	-	-	PUNCT
fcis-30299	31	7	lion	lion	NOUN
fcis-30299	31	8	and	and	CCONJ
fcis-30299	31	9	mm	mm	PROPN
fcis-30299	31	10	-	-	PUNCT
fcis-30299	31	11	mlp	mlp	PROPN
fcis-30299	31	12	,	,	PUNCT
fcis-30299	31	13	our	our	PRON
fcis-30299	31	14	11	11	NUM
fcis-30299	31	15	model	model	NOUN
fcis-30299	31	16	achieved	achieve	VERB
fcis-30299	31	17	faster	fast	ADJ
fcis-30299	31	18	loss	loss	NOUN
fcis-30299	31	19	convergence	convergence	NOUN
fcis-30299	31	20	and	and	CCONJ
fcis-30299	31	21	demonstrated	demonstrate	VERB
fcis-30299	31	22	robustness	robustness	NOUN
fcis-30299	31	23	,	,	PUNCT
fcis-30299	31	24	i.e.	i.e.	X
fcis-30299	31	25	generalization	generalization	NOUN
fcis-30299	31	26	ability	ability	NOUN
fcis-30299	31	27	[	[	PUNCT
fcis-30299	31	28	17	17	NUM
fcis-30299	31	29	-	-	SYM
fcis-30299	31	30	19,34].our	19,34].our	NUM
fcis-30299	31	31	main	main	ADJ
fcis-30299	31	32	contributions	contribution	NOUN
fcis-30299	31	33	are	be	AUX
fcis-30299	31	34	as	as	SCONJ
fcis-30299	31	35	follows	follow	VERB
fcis-30299	31	36	:	:	PUNCT
fcis-30299	31	37	firstly	firstly	ADV
fcis-30299	31	38	,	,	PUNCT
fcis-30299	31	39	ga	ga	PROPN
fcis-30299	31	40	-	-	PUNCT
fcis-30299	31	41	lion	lion	NOUN
fcis-30299	31	42	improves	improve	VERB
fcis-30299	31	43	the	the	DET
fcis-30299	31	44	lion	lion	NOUN
fcis-30299	31	45	optimizer	optimizer	NOUN
fcis-30299	31	46	,	,	PUNCT
fcis-30299	31	47	enhancing	enhance	VERB
fcis-30299	31	48	optimization	optimization	NOUN
fcis-30299	31	49	performance	performance	NOUN
fcis-30299	31	50	and	and	CCONJ
fcis-30299	31	51	significantly	significantly	ADV
fcis-30299	31	52	accelerating	accelerate	VERB
fcis-30299	31	53	model	model	NOUN
fcis-30299	31	54	training	training	NOUN
fcis-30299	31	55	.	.	PUNCT
fcis-30299	32	1	this	this	PRON
fcis-30299	32	2	makes	make	VERB
fcis-30299	32	3	it	it	PRON
fcis-30299	32	4	more	more	ADV
fcis-30299	32	5	suitable	suitable	ADJ
fcis-30299	32	6	for	for	ADP
fcis-30299	32	7	the	the	DET
fcis-30299	32	8	fast	fast	ADV
fcis-30299	32	9	-	-	PUNCT
fcis-30299	32	10	changing	change	VERB
fcis-30299	32	11	environment	environment	NOUN
fcis-30299	32	12	of	of	ADP
fcis-30299	32	13	high	high	ADJ
fcis-30299	32	14	-	-	PUNCT
fcis-30299	32	15	frequency	frequency	NOUN
fcis-30299	32	16	trading	trading	NOUN
fcis-30299	32	17	.	.	PUNCT
fcis-30299	33	1	compared	compare	VERB
fcis-30299	33	2	to	to	ADP
fcis-30299	33	3	the	the	DET
fcis-30299	33	4	original	original	ADJ
fcis-30299	33	5	lion	lion	NOUN
fcis-30299	33	6	,	,	PUNCT
fcis-30299	33	7	ga	ga	NOUN
fcis-30299	33	8	-	-	PUNCT
fcis-30299	33	9	lion	lion	NOUN
fcis-30299	33	10	demonstrates	demonstrate	VERB
fcis-30299	33	11	superior	superior	ADJ
fcis-30299	33	12	adaptability	adaptability	NOUN
fcis-30299	33	13	and	and	CCONJ
fcis-30299	33	14	stability	stability	NOUN
fcis-30299	33	15	in	in	ADP
fcis-30299	33	16	stock	stock	NOUN
fcis-30299	33	17	highfrequency	highfrequency	NOUN
fcis-30299	33	18	trading	trading	NOUN
fcis-30299	33	19	forecasting	forecasting	NOUN
fcis-30299	33	20	,	,	PUNCT
fcis-30299	33	21	improving	improve	VERB
fcis-30299	33	22	the	the	DET
fcis-30299	33	23	timeliness	timeliness	NOUN
fcis-30299	33	24	of	of	ADP
fcis-30299	33	25	trading	trading	NOUN
fcis-30299	33	26	decisions	decision	NOUN
fcis-30299	33	27	.	.	PUNCT
fcis-30299	34	1	secondary	secondary	ADJ
fcis-30299	34	2	,	,	PUNCT
fcis-30299	34	3	mm	mm	PROPN
fcis-30299	34	4	-	-	PUNCT
fcis-30299	34	5	mlp	mlp	NOUN
fcis-30299	34	6	enhances	enhance	VERB
fcis-30299	34	7	mlp	mlp	NOUN
fcis-30299	34	8	by	by	ADP
fcis-30299	34	9	improving	improve	VERB
fcis-30299	34	10	its	its	PRON
fcis-30299	34	11	ability	ability	NOUN
fcis-30299	34	12	to	to	PART
fcis-30299	34	13	handle	handle	VERB
fcis-30299	34	14	noisy	noisy	ADJ
fcis-30299	34	15	data	datum	NOUN
fcis-30299	34	16	.	.	PUNCT
fcis-30299	35	1	by	by	ADP
fcis-30299	35	2	incorporating	incorporate	VERB
fcis-30299	35	3	the	the	DET
fcis-30299	35	4	masked	masked	ADJ
fcis-30299	35	5	moving	move	VERB
fcis-30299	35	6	-	-	PUNCT
fcis-30299	35	7	average	average	NOUN
fcis-30299	35	8	mechanism	mechanism	NOUN
fcis-30299	35	9	,	,	PUNCT
fcis-30299	35	10	mm	mm	PROPN
fcis-30299	35	11	-	-	PUNCT
fcis-30299	35	12	mlp	mlp	PROPN
fcis-30299	35	13	effectively	effectively	ADV
fcis-30299	35	14	reduces	reduce	VERB
fcis-30299	35	15	market	market	NOUN
fcis-30299	35	16	noise	noise	NOUN
fcis-30299	35	17	interference	interference	NOUN
fcis-30299	35	18	and	and	CCONJ
fcis-30299	35	19	enhances	enhance	VERB
fcis-30299	35	20	the	the	DET
fcis-30299	35	21	model	model	NOUN
fcis-30299	35	22	’s	’s	PART
fcis-30299	35	23	generalization	generalization	NOUN
fcis-30299	35	24	ability	ability	NOUN
fcis-30299	35	25	,	,	PUNCT
fcis-30299	35	26	enabling	enable	VERB
fcis-30299	35	27	more	more	ADV
fcis-30299	35	28	stable	stable	ADJ
fcis-30299	35	29	predictions	prediction	NOUN
fcis-30299	35	30	in	in	ADP
fcis-30299	35	31	complex	complex	ADJ
fcis-30299	35	32	market	market	NOUN
fcis-30299	35	33	environments	environment	NOUN
fcis-30299	35	34	.	.	PUNCT
fcis-30299	36	1	therefore	therefore	ADV
fcis-30299	36	2	,	,	PUNCT
fcis-30299	36	3	for	for	ADP
fcis-30299	36	4	modules	module	NOUN
fcis-30299	36	5	with	with	ADP
fcis-30299	36	6	similar	similar	ADJ
fcis-30299	36	7	limitations	limitation	NOUN
fcis-30299	36	8	applied	apply	VERB
fcis-30299	36	9	to	to	ADP
fcis-30299	36	10	high	high	ADJ
fcis-30299	36	11	-	-	PUNCT
fcis-30299	36	12	frequency	frequency	NOUN
fcis-30299	36	13	trading	trading	NOUN
fcis-30299	36	14	,	,	PUNCT
fcis-30299	36	15	our	our	PRON
fcis-30299	36	16	method	method	NOUN
fcis-30299	36	17	can	can	AUX
fcis-30299	36	18	provide	provide	VERB
fcis-30299	36	19	valuable	valuable	ADJ
fcis-30299	36	20	insights	insight	NOUN
fcis-30299	36	21	.	.	PUNCT
fcis-30299	37	1	2	2	X
fcis-30299	37	2	.	.	X
fcis-30299	37	3	design	design	NOUN
fcis-30299	37	4	of	of	ADP
fcis-30299	37	5	ga	ga	NOUN
fcis-30299	37	6	-	-	PUNCT
fcis-30299	37	7	lion	lion	NOUN
fcis-30299	37	8	optimizer	optimizer	NOUN
fcis-30299	37	9	2.1	2.1	NUM
fcis-30299	37	10	.	.	PUNCT
fcis-30299	38	1	sa	sa	PROPN
fcis-30299	38	2	,	,	PUNCT
fcis-30299	38	3	lion	lion	NOUN
fcis-30299	38	4	2.1.1	2.1.1	NUM
fcis-30299	38	5	.	.	PUNCT
fcis-30299	38	6	sa	sa	PROPN
fcis-30299	38	7	sa	sa	PROPN
fcis-30299	38	8	(	(	PUNCT
fcis-30299	38	9	simulated	simulate	VERB
fcis-30299	38	10	annealing)[35	annealing)[35	PROPN
fcis-30299	38	11	]	]	PUNCT
fcis-30299	38	12	is	be	AUX
fcis-30299	38	13	used	use	VERB
fcis-30299	38	14	to	to	PART
fcis-30299	38	15	find	find	VERB
fcis-30299	38	16	an	an	DET
fcis-30299	38	17	approximate	approximate	ADJ
fcis-30299	38	18	global	global	ADJ
fcis-30299	38	19	optimum	optimum	NOUN
fcis-30299	38	20	in	in	ADP
fcis-30299	38	21	a	a	DET
fcis-30299	38	22	large	large	ADJ
fcis-30299	38	23	search	search	NOUN
fcis-30299	38	24	space	space	NOUN
fcis-30299	38	25	.	.	PUNCT
fcis-30299	39	1	the	the	DET
fcis-30299	39	2	algorithm	algorithm	NOUN
fcis-30299	39	3	is	be	AUX
fcis-30299	39	4	based	base	VERB
fcis-30299	39	5	on	on	ADP
fcis-30299	39	6	the	the	DET
fcis-30299	39	7	metropolis	metropolis	ADJ
fcis-30299	39	8	criterion	criterion	NOUN
fcis-30299	39	9	,	,	PUNCT
fcis-30299	39	10	which	which	PRON
fcis-30299	39	11	allows	allow	VERB
fcis-30299	39	12	for	for	ADP
fcis-30299	39	13	the	the	DET
fcis-30299	39	14	acceptance	acceptance	NOUN
fcis-30299	39	15	of	of	ADP
fcis-30299	39	16	worse	bad	ADJ
fcis-30299	39	17	solutions	solution	NOUN
fcis-30299	39	18	probabilistically	probabilistically	ADV
fcis-30299	39	19	to	to	PART
fcis-30299	39	20	avoid	avoid	VERB
fcis-30299	39	21	getting	getting	AUX
fcis-30299	39	22	stuck	stick	VERB
fcis-30299	39	23	in	in	ADP
fcis-30299	39	24	local	local	ADJ
fcis-30299	39	25	optima	optima	NOUN
fcis-30299	39	26	.	.	PUNCT
fcis-30299	40	1	the	the	DET
fcis-30299	40	2	probability	probability	NOUN
fcis-30299	40	3	of	of	ADP
fcis-30299	40	4	accepting	accept	VERB
fcis-30299	40	5	a	a	DET
fcis-30299	40	6	worse	bad	ADJ
fcis-30299	40	7	solution	solution	NOUN
fcis-30299	40	8	is	be	AUX
fcis-30299	40	9	given	give	VERB
fcis-30299	40	10	by	by	ADP
fcis-30299	40	11	the	the	DET
fcis-30299	40	12	metropolis	metropolis	PROPN
fcis-30299	40	13	criterion	criterion	NOUN
fcis-30299	40	14	:	:	PUNCT
fcis-30299	40	15	p	p	NOUN
fcis-30299	40	16	accept	accept	VERB
fcis-30299	40	17	e	e	PROPN
fcis-30299	40	18	∆	∆	PROPN
fcis-30299	40	19	where	where	SCONJ
fcis-30299	40	20	δe	δe	NOUN
fcis-30299	40	21	is	be	AUX
fcis-30299	40	22	the	the	DET
fcis-30299	40	23	change	change	NOUN
fcis-30299	40	24	in	in	ADP
fcis-30299	40	25	energy	energy	NOUN
fcis-30299	40	26	(	(	PUNCT
fcis-30299	40	27	objective	objective	ADJ
fcis-30299	40	28	function	function	NOUN
fcis-30299	40	29	value	value	NOUN
fcis-30299	40	30	in	in	ADP
fcis-30299	40	31	optimization	optimization	NOUN
fcis-30299	40	32	)	)	PUNCT
fcis-30299	40	33	,	,	PUNCT
fcis-30299	40	34	and	and	CCONJ
fcis-30299	40	35	t	t	PROPN
fcis-30299	40	36	is	be	AUX
fcis-30299	40	37	the	the	DET
fcis-30299	40	38	control	control	NOUN
fcis-30299	40	39	parameter	parameter	NOUN
fcis-30299	40	40	that	that	PRON
fcis-30299	40	41	decreases	decrease	VERB
fcis-30299	40	42	over	over	ADP
fcis-30299	40	43	time	time	NOUN
fcis-30299	40	44	,	,	PUNCT
fcis-30299	40	45	known	know	VERB
fcis-30299	40	46	as	as	ADP
fcis-30299	40	47	the	the	DET
fcis-30299	40	48	cooling	cool	VERB
fcis-30299	40	49	schedule	schedule	NOUN
fcis-30299	40	50	.	.	PUNCT
fcis-30299	41	1	2.1.2	2.1.2	X
fcis-30299	41	2	.	.	X
fcis-30299	41	3	lion	lion	NOUN
fcis-30299	41	4	the	the	DET
fcis-30299	41	5	update	update	NOUN
fcis-30299	41	6	rule	rule	NOUN
fcis-30299	41	7	for	for	ADP
fcis-30299	41	8	the	the	DET
fcis-30299	41	9	lion	lion	NOUN
fcis-30299	41	10	(	(	PUNCT
fcis-30299	41	11	evolved	evolve	VERB
fcis-30299	41	12	sign	sign	NOUN
fcis-30299	41	13	momentum	momentum	NOUN
fcis-30299	41	14	)	)	PUNCT
fcis-30299	41	15	is	be	AUX
fcis-30299	41	16	[	[	X
fcis-30299	41	17	27	27	NUM
fcis-30299	41	18	]	]	NOUN
fcis-30299	41	19	:	:	PUNCT
fcis-30299	41	20	lion	lion	NOUN
fcis-30299	41	21	:	:	PUNCT
fcis-30299	41	22	1	1	NUM
fcis-30299	41	23	1	1	NUM
fcis-30299	41	24	where	where	SCONJ
fcis-30299	41	25	η	η	PROPN
fcis-30299	41	26	represents	represent	VERB
fcis-30299	41	27	the	the	DET
fcis-30299	41	28	learning	learning	NOUN
fcis-30299	41	29	rate	rate	NOUN
fcis-30299	41	30	of	of	ADP
fcis-30299	41	31	lion	lion	NOUN
fcis-30299	41	32	,	,	PUNCT
fcis-30299	41	33	λ	λ	PROPN
fcis-30299	41	34	represents	represents	AUX
fcis-30299	41	35	decoupled	decouple	VERB
fcis-30299	41	36	weight	weight	NOUN
fcis-30299	41	37	decay	decay	NOUN
fcis-30299	41	38	,	,	PUNCT
fcis-30299	41	39	m	m	VERB
fcis-30299	41	40	represents	represent	VERB
fcis-30299	41	41	momentum	momentum	NOUN
fcis-30299	41	42	,	,	PUNCT
fcis-30299	41	43	=	=	SYM
fcis-30299	41	44	l	l	NOUN
fcis-30299	41	45	(	(	PUNCT
fcis-30299	41	46	)	)	PUNCT
fcis-30299	41	47	represents	represent	VERB
fcis-30299	41	48	the	the	DET
fcis-30299	41	49	gradient	gradient	NOUN
fcis-30299	41	50	of	of	ADP
fcis-30299	41	51	the	the	DET
fcis-30299	41	52	loss	loss	NOUN
fcis-30299	41	53	function	function	NOUN
fcis-30299	41	54	.	.	PUNCT
fcis-30299	42	1	compared	compare	VERB
fcis-30299	42	2	with	with	ADP
fcis-30299	42	3	widely	widely	ADV
fcis-30299	42	4	-	-	PUNCT
fcis-30299	42	5	used	use	VERB
fcis-30299	42	6	adamw	adamw	NOUN
fcis-30299	42	7	optimizer	optimizer	NOUN
fcis-30299	42	8	,	,	PUNCT
fcis-30299	42	9	lion	lion	NOUN
fcis-30299	42	10	uses	use	VERB
fcis-30299	42	11	fewer	few	ADJ
fcis-30299	42	12	parameters	parameter	NOUN
fcis-30299	42	13	,	,	PUNCT
fcis-30299	42	14	requires	require	VERB
fcis-30299	42	15	less	less	ADJ
fcis-30299	42	16	memory	memory	NOUN
fcis-30299	42	17	,	,	PUNCT
fcis-30299	42	18	removes	remove	VERB
fcis-30299	42	19	computationally	computationally	ADV
fcis-30299	42	20	intensive	intensive	ADJ
fcis-30299	42	21	operations	operation	NOUN
fcis-30299	42	22	.	.	PUNCT
fcis-30299	43	1	the	the	DET
fcis-30299	43	2	sign	sign	NOUN
fcis-30299	43	3	(	(	PUNCT
fcis-30299	43	4	·	·	PUNCT
fcis-30299	43	5	)	)	PUNCT
fcis-30299	43	6	function	function	NOUN
fcis-30299	43	7	,	,	PUNCT
fcis-30299	43	8	which	which	PRON
fcis-30299	43	9	adds	add	VERB
fcis-30299	43	10	noise	noise	NOUN
fcis-30299	43	11	to	to	ADP
fcis-30299	43	12	the	the	DET
fcis-30299	43	13	updates	update	NOUN
fcis-30299	43	14	,	,	PUNCT
fcis-30299	43	15	resembles	resemble	NOUN
fcis-30299	43	16	signed	sign	VERB
fcis-30299	43	17	gradient	gradient	ADJ
fcis-30299	43	18	descent	descent	NOUN
fcis-30299	43	19	and	and	CCONJ
fcis-30299	43	20	signed	sign	VERB
fcis-30299	43	21	momentum	momentum	NOUN
fcis-30299	43	22	[	[	X
fcis-30299	43	23	36	36	NUM
fcis-30299	43	24	]	]	PUNCT
fcis-30299	43	25	,	,	PUNCT
fcis-30299	43	26	normalizing	normalize	VERB
fcis-30299	43	27	coordinatewise	coordinatewise	NOUN
fcis-30299	43	28	updates[37	updates[37	NOUN
fcis-30299	43	29	-	-	PUNCT
fcis-30299	43	30	39	39	NUM
fcis-30299	43	31	]	]	PUNCT
fcis-30299	43	32	.	.	PUNCT
fcis-30299	44	1	however	however	ADV
fcis-30299	44	2	,	,	PUNCT
fcis-30299	44	3	lion	lion	NOUN
fcis-30299	44	4	does	do	AUX
fcis-30299	44	5	not	not	PART
fcis-30299	44	6	consistently	consistently	ADV
fcis-30299	44	7	perform	perform	VERB
fcis-30299	44	8	better	well	ADV
fcis-30299	44	9	than	than	ADP
fcis-30299	44	10	adamw	adamw	NOUN
fcis-30299	44	11	in	in	ADP
fcis-30299	44	12	terms	term	NOUN
fcis-30299	44	13	of	of	ADP
fcis-30299	44	14	convergence	convergence	NOUN
fcis-30299	44	15	rate[27	rate[27	PROPN
fcis-30299	44	16	]	]	X
fcis-30299	44	17	.from	.from	ADP
fcis-30299	44	18	this	this	PRON
fcis-30299	44	19	,	,	PUNCT
fcis-30299	44	20	in	in	ADP
fcis-30299	44	21	highfrequency	highfrequency	NOUN
fcis-30299	44	22	trading	trading	NOUN
fcis-30299	44	23	and	and	CCONJ
fcis-30299	44	24	other	other	ADJ
fcis-30299	44	25	time	time	NOUN
fcis-30299	44	26	-	-	PUNCT
fcis-30299	44	27	critical	critical	ADJ
fcis-30299	44	28	tasks	task	NOUN
fcis-30299	44	29	,	,	PUNCT
fcis-30299	44	30	the	the	DET
fcis-30299	44	31	advantage	advantage	NOUN
fcis-30299	44	32	of	of	ADP
fcis-30299	44	33	lion	lion	NOUN
fcis-30299	44	34	’s	’s	PART
fcis-30299	44	35	small	small	ADJ
fcis-30299	44	36	computational	computational	ADJ
fcis-30299	44	37	size	size	NOUN
fcis-30299	44	38	is	be	AUX
fcis-30299	44	39	not	not	PART
fcis-30299	44	40	well	well	ADV
fcis-30299	44	41	reflected	reflect	VERB
fcis-30299	44	42	.	.	PUNCT
fcis-30299	45	1	therefore	therefore	ADV
fcis-30299	45	2	it	it	PRON
fcis-30299	45	3	is	be	AUX
fcis-30299	45	4	necessary	necessary	ADJ
fcis-30299	45	5	to	to	PART
fcis-30299	45	6	further	far	ADV
fcis-30299	45	7	improve	improve	VERB
fcis-30299	45	8	the	the	DET
fcis-30299	45	9	optimization	optimization	NOUN
fcis-30299	45	10	speed	speed	NOUN
fcis-30299	45	11	of	of	ADP
fcis-30299	45	12	lion	lion	NOUN
fcis-30299	45	13	.	.	PUNCT
fcis-30299	46	1	2.2	2.2	NUM
fcis-30299	46	2	.	.	PUNCT
fcis-30299	47	1	gauss	gauss	PROPN
fcis-30299	47	2	simulated	simulate	VERB
fcis-30299	47	3	annealing	anneal	VERB
fcis-30299	47	4	lion	lion	NOUN
fcis-30299	47	5	(	(	PUNCT
fcis-30299	47	6	galion	galion	PROPN
fcis-30299	47	7	)	)	PUNCT
fcis-30299	47	8	.	.	PUNCT
fcis-30299	48	1	inspired	inspire	VERB
fcis-30299	48	2	by	by	ADP
fcis-30299	48	3	the	the	DET
fcis-30299	48	4	idea	idea	NOUN
fcis-30299	48	5	of	of	ADP
fcis-30299	48	6	numerous	numerous	ADJ
fcis-30299	48	7	evolutionary	evolutionary	ADJ
fcis-30299	48	8	algorithms	algorithm	NOUN
fcis-30299	48	9	jumping	jump	VERB
fcis-30299	48	10	out	out	ADP
fcis-30299	48	11	of	of	ADP
fcis-30299	48	12	local	local	ADJ
fcis-30299	48	13	optima	optima	PROPN
fcis-30299	48	14	,	,	PUNCT
fcis-30299	48	15	ga	ga	NOUN
fcis-30299	48	16	-	-	PUNCT
fcis-30299	48	17	lion	lion	NOUN
fcis-30299	48	18	extends	extend	VERB
fcis-30299	48	19	the	the	DET
fcis-30299	48	20	parameter	parameter	NOUN
fcis-30299	48	21	search	search	NOUN
fcis-30299	48	22	space	space	NOUN
fcis-30299	48	23	of	of	ADP
fcis-30299	48	24	the	the	DET
fcis-30299	48	25	lion	lion	NOUN
fcis-30299	48	26	optimizer	optimizer	NOUN
fcis-30299	48	27	to	to	PART
fcis-30299	48	28	adapt	adapt	VERB
fcis-30299	48	29	more	more	ADV
fcis-30299	48	30	efficiently	efficiently	ADV
fcis-30299	48	31	to	to	ADP
fcis-30299	48	32	complex	complex	ADJ
fcis-30299	48	33	optimization	optimization	NOUN
fcis-30299	48	34	problems	problem	NOUN
fcis-30299	48	35	and	and	CCONJ
fcis-30299	48	36	to	to	PART
fcis-30299	48	37	reduce	reduce	VERB
fcis-30299	48	38	the	the	DET
fcis-30299	48	39	effect	effect	NOUN
fcis-30299	48	40	of	of	ADP
fcis-30299	48	41	noise	noise	NOUN
fcis-30299	48	42	.	.	PUNCT
fcis-30299	49	1	however	however	ADV
fcis-30299	49	2	,	,	PUNCT
fcis-30299	49	3	simply	simply	ADV
fcis-30299	49	4	extending	extend	VERB
fcis-30299	49	5	the	the	DET
fcis-30299	49	6	search	search	NOUN
fcis-30299	49	7	space	space	NOUN
fcis-30299	49	8	may	may	AUX
fcis-30299	49	9	lead	lead	VERB
fcis-30299	49	10	to	to	ADP
fcis-30299	49	11	too	too	ADV
fcis-30299	49	12	large	large	ADJ
fcis-30299	49	13	a	a	DET
fcis-30299	49	14	search	search	NOUN
fcis-30299	49	15	range	range	NOUN
fcis-30299	49	16	and	and	CCONJ
fcis-30299	49	17	affect	affect	VERB
fcis-30299	49	18	the	the	DET
fcis-30299	49	19	convergence	convergence	NOUN
fcis-30299	49	20	stability	stability	NOUN
fcis-30299	49	21	.	.	PUNCT
fcis-30299	50	1	therefore	therefore	ADV
fcis-30299	50	2	,	,	PUNCT
fcis-30299	50	3	we	we	PRON
fcis-30299	50	4	further	far	ADV
fcis-30299	50	5	borrow	borrow	VERB
fcis-30299	50	6	the	the	DET
fcis-30299	50	7	idea	idea	NOUN
fcis-30299	50	8	of	of	ADP
fcis-30299	50	9	simulated	simulate	VERB
fcis-30299	50	10	annealing	anneal	VERB
fcis-30299	50	11	algorithm	algorithm	NOUN
fcis-30299	50	12	(	(	PUNCT
fcis-30299	50	13	sa	sa	NOUN
fcis-30299	50	14	)	)	PUNCT
fcis-30299	50	15	and	and	CCONJ
fcis-30299	50	16	introduce	introduce	VERB
fcis-30299	50	17	the	the	DET
fcis-30299	50	18	simulated	simulated	ADJ
fcis-30299	50	19	annealing	anneal	VERB
fcis-30299	50	20	factor	factor	NOUN
fcis-30299	50	21	so	so	SCONJ
fcis-30299	50	22	that	that	SCONJ
fcis-30299	50	23	ga	ga	NOUN
fcis-30299	50	24	-	-	PUNCT
fcis-30299	50	25	lion	lion	NOUN
fcis-30299	50	26	can	can	AUX
fcis-30299	50	27	dynamically	dynamically	ADV
fcis-30299	50	28	adjust	adjust	VERB
fcis-30299	50	29	the	the	DET
fcis-30299	50	30	search	search	NOUN
fcis-30299	50	31	intensity	intensity	NOUN
fcis-30299	50	32	during	during	ADP
fcis-30299	50	33	the	the	DET
fcis-30299	50	34	optimization	optimization	NOUN
fcis-30299	50	35	process	process	NOUN
fcis-30299	50	36	and	and	CCONJ
fcis-30299	50	37	balance	balance	VERB
fcis-30299	50	38	the	the	DET
fcis-30299	50	39	relationship	relationship	NOUN
fcis-30299	50	40	between	between	ADP
fcis-30299	50	41	global	global	ADJ
fcis-30299	50	42	exploration	exploration	NOUN
fcis-30299	50	43	and	and	CCONJ
fcis-30299	50	44	local	local	ADJ
fcis-30299	50	45	convergence	convergence	NOUN
fcis-30299	50	46	.	.	PUNCT
fcis-30299	51	1	this	this	DET
fcis-30299	51	2	mechanism	mechanism	NOUN
fcis-30299	51	3	not	not	PART
fcis-30299	51	4	only	only	ADV
fcis-30299	51	5	enhances	enhance	VERB
fcis-30299	51	6	ga	ga	NOUN
fcis-30299	51	7	-	-	PUNCT
fcis-30299	51	8	lion	lion	NOUN
fcis-30299	51	9	’s	’s	PART
fcis-30299	51	10	robustness	robustness	NOUN
fcis-30299	51	11	to	to	ADP
fcis-30299	51	12	noise	noise	NOUN
fcis-30299	51	13	,	,	PUNCT
fcis-30299	51	14	but	but	CCONJ
fcis-30299	51	15	also	also	ADV
fcis-30299	51	16	improves	improve	VERB
fcis-30299	51	17	the	the	DET
fcis-30299	51	18	stability	stability	NOUN
fcis-30299	51	19	and	and	CCONJ
fcis-30299	51	20	convergence	convergence	NOUN
fcis-30299	51	21	speed	speed	NOUN
fcis-30299	51	22	of	of	ADP
fcis-30299	51	23	the	the	DET
fcis-30299	51	24	optimization	optimization	NOUN
fcis-30299	51	25	,	,	PUNCT
fcis-30299	51	26	giving	give	VERB
fcis-30299	51	27	it	it	PRON
fcis-30299	51	28	better	well	ADJ
fcis-30299	51	29	performance	performance	NOUN
fcis-30299	51	30	in	in	ADP
fcis-30299	51	31	highly	highly	ADV
fcis-30299	51	32	dynamic	dynamic	ADJ
fcis-30299	51	33	environments	environment	NOUN
fcis-30299	51	34	such	such	ADJ
fcis-30299	51	35	as	as	ADP
fcis-30299	51	36	high	high	ADJ
fcis-30299	51	37	-	-	PUNCT
fcis-30299	51	38	frequency	frequency	NOUN
fcis-30299	51	39	trading	trading	NOUN
fcis-30299	51	40	.	.	PUNCT
fcis-30299	52	1	startup	startup	PROPN
fcis-30299	52	2	stage	stage	NOUN
fcis-30299	52	3	:	:	PUNCT
fcis-30299	52	4	at	at	ADP
fcis-30299	52	5	the	the	DET
fcis-30299	52	6	beginning	beginning	NOUN
fcis-30299	52	7	of	of	ADP
fcis-30299	52	8	training	training	NOUN
fcis-30299	52	9	,	,	PUNCT
fcis-30299	52	10	ga	ga	NOUN
fcis-30299	52	11	-	-	PUNCT
fcis-30299	52	12	lion	lion	NOUN
fcis-30299	52	13	uses	use	VERB
fcis-30299	52	14	a	a	DET
fcis-30299	52	15	high	high	ADJ
fcis-30299	52	16	initial	initial	ADJ
fcis-30299	52	17	learning	learning	NOUN
fcis-30299	52	18	rate	rate	NOUN
fcis-30299	52	19	to	to	PART
fcis-30299	52	20	speed	speed	VERB
fcis-30299	52	21	up	up	ADP
fcis-30299	52	22	the	the	DET
fcis-30299	52	23	early	early	ADJ
fcis-30299	52	24	global	global	ADJ
fcis-30299	52	25	search	search	NOUN
fcis-30299	52	26	.	.	PUNCT
fcis-30299	53	1	this	this	DET
fcis-30299	53	2	process	process	NOUN
fcis-30299	53	3	is	be	AUX
fcis-30299	53	4	shown	show	VERB
fcis-30299	53	5	below	below	ADP
fcis-30299	53	6	:	:	PUNCT
fcis-30299	54	1	_	_	PRON
fcis-30299	54	2	←	←	PROPN
fcis-30299	55	1	_	_	NOUN
fcis-30299	55	2	1	1	NUM
fcis-30299	55	3	_	_	PRON
fcis-30299	55	4	←	←	PROPN
fcis-30299	56	1	_	_	NOUN
fcis-30299	56	2	1	1	NUM
fcis-30299	56	3	←	←	PROPN
fcis-30299	56	4	_	_	PRON
fcis-30299	56	5	←	←	PROPN
fcis-30299	56	6	1	1	NUM
fcis-30299	56	7	exploration	exploration	NOUN
fcis-30299	56	8	stage	stage	NOUN
fcis-30299	56	9	:	:	PUNCT
fcis-30299	56	10	during	during	ADP
fcis-30299	56	11	the	the	DET
fcis-30299	56	12	exploration	exploration	NOUN
fcis-30299	56	13	stage	stage	NOUN
fcis-30299	56	14	,	,	PUNCT
fcis-30299	56	15	to	to	PART
fcis-30299	56	16	broaden	broaden	VERB
fcis-30299	56	17	the	the	DET
fcis-30299	56	18	optimizer	optimizer	NOUN
fcis-30299	56	19	’s	’s	PART
fcis-30299	56	20	parameter	parameter	PROPN
fcis-30299	56	21	search	search	PROPN
fcis-30299	56	22	,	,	PUNCT
fcis-30299	56	23	ga	ga	NOUN
fcis-30299	56	24	-	-	PUNCT
fcis-30299	56	25	lion	lion	NOUN
fcis-30299	56	26	introduces	introduce	VERB
fcis-30299	56	27	a	a	DET
fcis-30299	56	28	update	update	NOUN
fcis-30299	56	29	mechanism	mechanism	NOUN
fcis-30299	56	30	every	every	DET
fcis-30299	56	31	10	10	NUM
fcis-30299	56	32	epochs	epoch	NOUN
fcis-30299	56	33	.	.	PUNCT
fcis-30299	57	1	this	this	PRON
fcis-30299	57	2	adds	add	VERB
fcis-30299	57	3	random	random	ADJ
fcis-30299	57	4	disturbances	disturbance	NOUN
fcis-30299	57	5	at	at	ADP
fcis-30299	57	6	each	each	DET
fcis-30299	57	7	interval	interval	NOUN
fcis-30299	57	8	to	to	PART
fcis-30299	57	9	prevent	prevent	VERB
fcis-30299	57	10	the	the	DET
fcis-30299	57	11	optimizer	optimizer	NOUN
fcis-30299	57	12	from	from	ADP
fcis-30299	57	13	getting	getting	AUX
fcis-30299	57	14	stuck	stick	VERB
fcis-30299	57	15	in	in	ADP
fcis-30299	57	16	local	local	ADJ
fcis-30299	57	17	minima	minima	NOUN
fcis-30299	57	18	.	.	PUNCT
fcis-30299	58	1	the	the	DET
fcis-30299	58	2	mathematical	mathematical	ADJ
fcis-30299	58	3	expression	expression	NOUN
fcis-30299	58	4	is	be	AUX
fcis-30299	58	5	:	:	PUNCT
fcis-30299	58	6	←	←	PROPN
fcis-30299	58	7	here	here	ADV
fcis-30299	58	8	,	,	PUNCT
fcis-30299	58	9	is	be	AUX
fcis-30299	58	10	a	a	DET
fcis-30299	58	11	predefined	predefine	VERB
fcis-30299	58	12	factor	factor	NOUN
fcis-30299	58	13	multiplied	multiply	VERB
fcis-30299	58	14	by	by	ADP
fcis-30299	58	15	a	a	DET
fcis-30299	58	16	gaussian	gaussian	ADJ
fcis-30299	58	17	random	random	ADJ
fcis-30299	58	18	number	number	NOUN
fcis-30299	58	19	to	to	PART
fcis-30299	58	20	create	create	VERB
fcis-30299	58	21	periodic	periodic	ADJ
fcis-30299	58	22	disturbances	disturbance	NOUN
fcis-30299	58	23	.	.	PUNCT
fcis-30299	59	1	annealing	anneal	VERB
fcis-30299	59	2	stage	stage	NOUN
fcis-30299	59	3	:	:	PUNCT
fcis-30299	59	4	in	in	ADP
fcis-30299	59	5	the	the	DET
fcis-30299	59	6	annealing	annealing	NOUN
fcis-30299	59	7	stage	stage	NOUN
fcis-30299	59	8	,	,	PUNCT
fcis-30299	59	9	to	to	PART
fcis-30299	59	10	reduce	reduce	VERB
fcis-30299	59	11	computational	computational	ADJ
fcis-30299	59	12	load	load	NOUN
fcis-30299	59	13	and	and	CCONJ
fcis-30299	59	14	maintain	maintain	VERB
fcis-30299	59	15	training	training	NOUN
fcis-30299	59	16	efficiency	efficiency	NOUN
fcis-30299	59	17	,	,	PUNCT
fcis-30299	59	18	galion	galion	PROPN
fcis-30299	59	19	gradually	gradually	ADV
fcis-30299	59	20	decreases	decrease	VERB
fcis-30299	59	21	update	update	NOUN
fcis-30299	59	22	factor	factor	NOUN
fcis-30299	59	23	.	.	PUNCT
fcis-30299	60	1	initially	initially	ADV
fcis-30299	60	2	,	,	PUNCT
fcis-30299	60	3	a	a	DET
fcis-30299	60	4	higher	high	ADJ
fcis-30299	60	5	sparrow	sparrow	NOUN
fcis-30299	60	6	factor	factor	NOUN
fcis-30299	60	7	allows	allow	VERB
fcis-30299	60	8	larger	large	ADJ
fcis-30299	60	9	disturbances	disturbance	NOUN
fcis-30299	60	10	,	,	PUNCT
fcis-30299	60	11	helping	help	VERB
fcis-30299	60	12	to	to	PART
fcis-30299	60	13	explore	explore	VERB
fcis-30299	60	14	a	a	DET
fcis-30299	60	15	wider	wide	ADJ
fcis-30299	60	16	range	range	NOUN
fcis-30299	60	17	of	of	ADP
fcis-30299	60	18	parameters	parameter	NOUN
fcis-30299	60	19	and	and	CCONJ
fcis-30299	60	20	escape	escape	VERB
fcis-30299	60	21	local	local	ADJ
fcis-30299	60	22	optima	optima	NOUN
fcis-30299	60	23	.	.	PUNCT
fcis-30299	61	1	as	as	SCONJ
fcis-30299	61	2	training	training	NOUN
fcis-30299	61	3	progresses	progress	NOUN
fcis-30299	61	4	,	,	PUNCT
fcis-30299	61	5	decreases	decrease	NOUN
fcis-30299	61	6	,	,	PUNCT
fcis-30299	61	7	reducing	reduce	VERB
fcis-30299	61	8	disturbances	disturbance	NOUN
fcis-30299	61	9	and	and	CCONJ
fcis-30299	61	10	enabling	enable	VERB
fcis-30299	61	11	finer	fine	ADJ
fcis-30299	61	12	parameter	parameter	NOUN
fcis-30299	61	13	adjustments	adjustment	NOUN
fcis-30299	61	14	to	to	PART
fcis-30299	61	15	find	find	VERB
fcis-30299	61	16	the	the	DET
fcis-30299	61	17	optimal	optimal	ADJ
fcis-30299	61	18	solution	solution	NOUN
fcis-30299	61	19	.	.	PUNCT
fcis-30299	62	1	the	the	DET
fcis-30299	62	2	mathematical	mathematical	ADJ
fcis-30299	62	3	expression	expression	NOUN
fcis-30299	62	4	is	be	AUX
fcis-30299	62	5	:	:	PUNCT
fcis-30299	62	6	←	←	PROPN
fcis-30299	62	7	1	1	NUM
fcis-30299	62	8	here	here	ADV
fcis-30299	62	9	,	,	PUNCT
fcis-30299	62	10	ar	ar	NOUN
fcis-30299	62	11	represents	represent	VERB
fcis-30299	62	12	annealing	anneal	VERB
fcis-30299	62	13	rate	rate	NOUN
fcis-30299	62	14	,	,	PUNCT
fcis-30299	62	15	gs	gs	PROPN
fcis-30299	62	16	represents	represent	VERB
fcis-30299	62	17	global	global	ADJ
fcis-30299	62	18	steps	step	NOUN
fcis-30299	62	19	,	,	PUNCT
fcis-30299	62	20	which	which	PRON
fcis-30299	62	21	is	be	AUX
fcis-30299	62	22	used	use	VERB
fcis-30299	62	23	to	to	PART
fcis-30299	62	24	keep	keep	VERB
fcis-30299	62	25	track	track	NOUN
fcis-30299	62	26	of	of	ADP
fcis-30299	62	27	the	the	DET
fcis-30299	62	28	number	number	NOUN
fcis-30299	62	29	of	of	ADP
fcis-30299	62	30	training	training	NOUN
fcis-30299	62	31	iterations	iteration	NOUN
fcis-30299	62	32	.	.	PUNCT
fcis-30299	63	1	the	the	DET
fcis-30299	63	2	whole	whole	ADJ
fcis-30299	63	3	ga	ga	PROPN
fcis-30299	63	4	-	-	PUNCT
fcis-30299	63	5	lion	lion	NOUN
fcis-30299	63	6	algorithm	algorithm	NOUN
fcis-30299	63	7	is	be	AUX
fcis-30299	63	8	summarized	summarize	VERB
fcis-30299	63	9	in	in	ADP
fcis-30299	63	10	algorithm	algorithm	NOUN
fcis-30299	63	11	1	1	NUM
fcis-30299	63	12	.	.	NOUN
fcis-30299	64	1	3	3	X
fcis-30299	64	2	.	.	NUM
fcis-30299	64	3	masked	mask	VERB
fcis-30299	64	4	and	and	CCONJ
fcis-30299	64	5	moving	move	VERB
fcis-30299	64	6	average	average	ADJ
fcis-30299	64	7	multilayer	multilayer	ADJ
fcis-30299	64	8	perceptron	perceptron	NOUN
fcis-30299	64	9	(	(	PUNCT
fcis-30299	64	10	mm	mm	PROPN
fcis-30299	64	11	-	-	PUNCT
fcis-30299	64	12	mlp	mlp	PROPN
fcis-30299	64	13	)	)	PUNCT
fcis-30299	64	14	mlp	mlp	NOUN
fcis-30299	64	15	excels	excel	VERB
fcis-30299	64	16	at	at	ADP
fcis-30299	64	17	extracting	extract	VERB
fcis-30299	64	18	features	feature	NOUN
fcis-30299	64	19	from	from	ADP
fcis-30299	64	20	datasets	dataset	NOUN
fcis-30299	64	21	,	,	PUNCT
fcis-30299	64	22	its	its	PRON
fcis-30299	64	23	feature	feature	NOUN
fcis-30299	64	24	is	be	AUX
fcis-30299	64	25	that	that	SCONJ
fcis-30299	64	26	each	each	DET
fcis-30299	64	27	node	node	NOUN
fcis-30299	64	28	in	in	ADP
fcis-30299	64	29	the	the	DET
fcis-30299	64	30	linear	linear	ADJ
fcis-30299	64	31	layer	layer	NOUN
fcis-30299	64	32	is	be	AUX
fcis-30299	64	33	connected	connect	VERB
fcis-30299	64	34	to	to	ADP
fcis-30299	64	35	all	all	DET
fcis-30299	64	36	nodes	node	NOUN
fcis-30299	64	37	in	in	ADP
fcis-30299	64	38	the	the	DET
fcis-30299	64	39	previous	previous	ADJ
fcis-30299	64	40	layer	layer	NOUN
fcis-30299	64	41	,	,	PUNCT
fcis-30299	64	42	which	which	PRON
fcis-30299	64	43	means	mean	VERB
fcis-30299	64	44	that	that	SCONJ
fcis-30299	64	45	each	each	DET
fcis-30299	64	46	node	node	NOUN
fcis-30299	64	47	must	must	AUX
fcis-30299	64	48	learn	learn	VERB
fcis-30299	64	49	all	all	DET
fcis-30299	64	50	the	the	DET
fcis-30299	64	51	features	feature	NOUN
fcis-30299	64	52	output	output	NOUN
fcis-30299	64	53	from	from	ADP
fcis-30299	64	54	the	the	DET
fcis-30299	64	55	previous	previous	ADJ
fcis-30299	64	56	layer	layer	NOUN
fcis-30299	64	57	.	.	PUNCT
fcis-30299	65	1	this	this	DET
fcis-30299	65	2	full	full	ADJ
fcis-30299	65	3	connectivity	connectivity	NOUN
fcis-30299	65	4	can	can	AUX
fcis-30299	65	5	lead	lead	VERB
fcis-30299	65	6	to	to	ADP
fcis-30299	65	7	over	over	ADP
fcis-30299	65	8	-	-	PUNCT
fcis-30299	65	9	learning	learning	NOUN
fcis-30299	65	10	of	of	ADP
fcis-30299	65	11	meaningless	meaningless	ADJ
fcis-30299	65	12	features	feature	NOUN
fcis-30299	65	13	,	,	PUNCT
fcis-30299	65	14	especially	especially	ADV
fcis-30299	65	15	for	for	ADP
fcis-30299	65	16	noisy	noisy	ADJ
fcis-30299	65	17	data	datum	NOUN
fcis-30299	65	18	like	like	ADP
fcis-30299	65	19	stock	stock	NOUN
fcis-30299	65	20	prices	price	NOUN
fcis-30299	65	21	,	,	PUNCT
fcis-30299	65	22	which	which	PRON
fcis-30299	65	23	can	can	AUX
fcis-30299	65	24	lead	lead	VERB
fcis-30299	65	25	to	to	ADP
fcis-30299	65	26	overfitting	overfitte	VERB
fcis-30299	65	27	.	.	PUNCT
fcis-30299	66	1	to	to	PART
fcis-30299	66	2	enhance	enhance	VERB
fcis-30299	66	3	the	the	DET
fcis-30299	66	4	generalization	generalization	NOUN
fcis-30299	66	5	ability	ability	NOUN
fcis-30299	66	6	of	of	ADP
fcis-30299	66	7	mlp	mlp	PROPN
fcis-30299	66	8	in	in	ADP
fcis-30299	66	9	stock	stock	NOUN
fcis-30299	66	10	market	market	NOUN
fcis-30299	66	11	forecasting	forecasting	NOUN
fcis-30299	66	12	,	,	PUNCT
fcis-30299	66	13	drawing	draw	VERB
fcis-30299	66	14	inspiration	inspiration	NOUN
fcis-30299	66	15	from	from	ADP
fcis-30299	66	16	an	an	DET
fcis-30299	66	17	enhanced	enhanced	ADJ
fcis-30299	66	18	adam	adam	PROPN
fcis-30299	66	19	algorithm	algorithm	PROPN
fcis-30299	66	20	integrating	integrate	VERB
fcis-30299	66	21	cosine	cosine	NOUN
fcis-30299	66	22	-	-	PUNCT
fcis-30299	66	23	annealing	anneal	VERB
fcis-30299	66	24	technique[29	technique[29	NOUN
fcis-30299	66	25	]	]	PUNCT
fcis-30299	66	26	,	,	PUNCT
fcis-30299	66	27	we	we	PRON
fcis-30299	66	28	employed	employ	VERB
fcis-30299	66	29	a	a	DET
fcis-30299	66	30	random	random	ADJ
fcis-30299	66	31	matrix	matrix	NOUN
fcis-30299	66	32	to	to	PART
fcis-30299	66	33	randomly	randomly	ADV
fcis-30299	66	34	mask	mask	VERB
fcis-30299	66	35	certain	certain	ADJ
fcis-30299	66	36	weights	weight	NOUN
fcis-30299	66	37	in	in	ADP
fcis-30299	66	38	linear	linear	ADJ
fcis-30299	66	39	layer	layer	NOUN
fcis-30299	66	40	during	during	ADP
fcis-30299	66	41	training	training	NOUN
fcis-30299	66	42	.	.	PUNCT
fcis-30299	67	1	this	this	DET
fcis-30299	67	2	selective	selective	ADJ
fcis-30299	67	3	neglect	neglect	NOUN
fcis-30299	67	4	of	of	ADP
fcis-30299	67	5	noise	noise	NOUN
fcis-30299	67	6	features	feature	NOUN
fcis-30299	67	7	reduces	reduce	VERB
fcis-30299	67	8	the	the	DET
fcis-30299	67	9	learning	learning	NOUN
fcis-30299	67	10	intensity	intensity	NOUN
fcis-30299	67	11	of	of	ADP
fcis-30299	67	12	the	the	DET
fcis-30299	67	13	noise	noise	NOUN
fcis-30299	67	14	and	and	CCONJ
fcis-30299	67	15	converts	convert	VERB
fcis-30299	67	16	the	the	DET
fcis-30299	67	17	linear	linear	ADJ
fcis-30299	67	18	layer	layer	NOUN
fcis-30299	67	19	into	into	ADP
fcis-30299	67	20	a	a	DET
fcis-30299	67	21	sparse	sparse	ADJ
fcis-30299	67	22	linear	linear	ADJ
fcis-30299	67	23	layer	layer	NOUN
fcis-30299	67	24	.	.	PUNCT
fcis-30299	68	1	in	in	ADP
fcis-30299	68	2	addition	addition	NOUN
fcis-30299	68	3	,	,	PUNCT
fcis-30299	68	4	we	we	PRON
fcis-30299	68	5	perfected	perfect	VERB
fcis-30299	68	6	the	the	DET
fcis-30299	68	7	generalization	generalization	NOUN
fcis-30299	68	8	ability	ability	NOUN
fcis-30299	68	9	of	of	ADP
fcis-30299	68	10	these	these	DET
fcis-30299	68	11	sparse	sparse	ADJ
fcis-30299	68	12	layers	layer	NOUN
fcis-30299	68	13	by	by	ADP
fcis-30299	68	14	applying	apply	VERB
fcis-30299	68	15	moving	move	VERB
fcis-30299	68	16	average	average	ADJ
fcis-30299	68	17	techniques	technique	NOUN
fcis-30299	68	18	,	,	PUNCT
fcis-30299	68	19	and	and	CCONJ
fcis-30299	68	20	finally	finally	ADV
fcis-30299	68	21	created	create	VERB
fcis-30299	68	22	mm	mm	PROPN
fcis-30299	68	23	-	-	PUNCT
fcis-30299	68	24	mlp	mlp	NOUN
fcis-30299	68	25	.	.	PUNCT
fcis-30299	69	1	the	the	DET
fcis-30299	69	2	core	core	NOUN
fcis-30299	69	3	steps	step	NOUN
fcis-30299	69	4	of	of	ADP
fcis-30299	69	5	a	a	DET
fcis-30299	69	6	mm	mm	PROPN
fcis-30299	69	7	-	-	PUNCT
fcis-30299	69	8	mlp	mlp	NOUN
fcis-30299	69	9	include	include	VERB
fcis-30299	69	10	:	:	PUNCT
fcis-30299	69	11	12	12	NUM
fcis-30299	69	12	algorithm	algorithm	NOUN
fcis-30299	69	13	1	1	NUM
fcis-30299	69	14	gauss	gauss	ADJ
fcis-30299	69	15	simulated	simulate	VERB
fcis-30299	69	16	annealing	anneal	VERB
fcis-30299	69	17	lion	lion	NOUN
fcis-30299	69	18	(	(	PUNCT
fcis-30299	69	19	galion	galion	NOUN
fcis-30299	69	20	)	)	PUNCT
fcis-30299	69	21	input	input	NOUN
fcis-30299	69	22	:	:	PUNCT
fcis-30299	69	23	,	,	PUNCT
fcis-30299	69	24	,	,	PUNCT
fcis-30299	69	25	,	,	PUNCT
fcis-30299	69	26	λ	λ	PROPN
fcis-30299	69	27	,	,	PUNCT
fcis-30299	69	28	k	k	PROPN
fcis-30299	69	29	,	,	PUNCT
fcis-30299	69	30	ar	ar	PROPN
fcis-30299	69	31	,	,	PUNCT
fcis-30299	69	32	update_interval	update_interval	PROPN
fcis-30299	69	33	,	,	PUNCT
fcis-30299	69	34	output	output	NOUN
fcis-30299	69	35	:	:	PUNCT
fcis-30299	69	36	loss	loss	NOUN
fcis-30299	69	37	1	1	NUM
fcis-30299	69	38	:	:	PUNCT
fcis-30299	70	1	defaults	default	NOUN
fcis-30299	70	2	←	←	PROPN
fcis-30299	70	3	,	,	PUNCT
fcis-30299	70	4	,	,	PUNCT
fcis-30299	70	5	,	,	PUNCT
fcis-30299	70	6	λ	λ	PROPN
fcis-30299	70	7	,	,	PUNCT
fcis-30299	70	8	k	k	PROPN
fcis-30299	70	9	,	,	PUNCT
fcis-30299	70	10	ar	ar	PROPN
fcis-30299	70	11	,	,	PUNCT
fcis-30299	70	12	update_interval	update_interval	ADJ
fcis-30299	70	13	2	2	NUM
fcis-30299	70	14	:	:	PUNCT
fcis-30299	70	15	initialize	initialize	NOUN
fcis-30299	70	16	parameter	parameter	NOUN
fcis-30299	70	17	group	group	NOUN
fcis-30299	70	18	:	:	PUNCT
fcis-30299	70	19	θ	θ	PROPN
fcis-30299	70	20	←	←	PROPN
fcis-30299	70	21	3	3	NUM
fcis-30299	70	22	:	:	PUNCT
fcis-30299	70	23	initialize	initialize	VERB
fcis-30299	70	24	global	global	ADJ
fcis-30299	70	25	step	step	NOUN
fcis-30299	70	26	:	:	PUNCT
fcis-30299	70	27	gs	gs	PROPN
fcis-30299	70	28	←	←	PROPN
fcis-30299	70	29	0	0	NUM
fcis-30299	70	30	4	4	NUM
fcis-30299	70	31	:	:	PUNCT
fcis-30299	70	32	while	while	SCONJ
fcis-30299	70	33	not	not	PART
fcis-30299	70	34	converged	converge	VERB
fcis-30299	70	35	do	do	VERB
fcis-30299	70	36	5	5	NUM
fcis-30299	70	37	:	:	PUNCT
fcis-30299	70	38	gs	gs	PROPN
fcis-30299	70	39	←	←	PROPN
fcis-30299	70	40	gs	gs	PROPN
fcis-30299	71	1	+	+	CCONJ
fcis-30299	71	2	1	1	NUM
fcis-30299	71	3	6	6	NUM
fcis-30299	71	4	:	:	PUNCT
fcis-30299	71	5	for	for	SCONJ
fcis-30299	71	6	all	all	DET
fcis-30299	71	7	θ	θ	NOUN
fcis-30299	71	8	do	do	VERB
fcis-30299	71	9	7	7	NUM
fcis-30299	71	10	:	:	PUNCT
fcis-30299	71	11	k	k	PROPN
fcis-30299	71	12	←	←	PROPN
fcis-30299	71	13	k	k	PROPN
fcis-30299	71	14	×	×	PROPN
fcis-30299	71	15	(	(	PUNCT
fcis-30299	71	16	1	1	NUM
fcis-30299	71	17	ar	ar	PROPN
fcis-30299	71	18	×	×	PROPN
fcis-30299	71	19	gs	gs	NOUN
fcis-30299	71	20	)	)	PUNCT
fcis-30299	71	21	8	8	NUM
fcis-30299	71	22	:	:	PUNCT
fcis-30299	71	23	end	end	VERB
fcis-30299	71	24	for	for	ADP
fcis-30299	71	25	9	9	NUM
fcis-30299	71	26	:	:	PUNCT
fcis-30299	71	27	for	for	SCONJ
fcis-30299	71	28	all	all	DET
fcis-30299	71	29	θ	θ	NOUN
fcis-30299	71	30	do	do	VERB
fcis-30299	71	31	10	10	NUM
fcis-30299	71	32	:	:	PUNCT
fcis-30299	71	33	for	for	ADP
fcis-30299	71	34	all	all	DET
fcis-30299	71	35	θ	θ	PROPN
fcis-30299	71	36	in	in	ADP
fcis-30299	71	37	θ	θ	PROPN
fcis-30299	71	38	do	do	VERB
fcis-30299	71	39	11	11	NUM
fcis-30299	71	40	:	:	PUNCT
fcis-30299	71	41	θ	θ	PROPN
fcis-30299	71	42	←	←	PROPN
fcis-30299	71	43	θ	θ	X
fcis-30299	71	44	×	×	NOUN
fcis-30299	71	45	(	(	PUNCT
fcis-30299	71	46	1	1	NUM
fcis-30299	71	47	η	η	PROPN
fcis-30299	71	48	×	×	PROPN
fcis-30299	71	49	λ	λ	PROPN
fcis-30299	71	50	)	)	PUNCT
fcis-30299	71	51	{	{	PUNCT
fcis-30299	71	52	weight	weight	NOUN
fcis-30299	71	53	decay	decay	NOUN
fcis-30299	71	54	}	}	PUNCT
fcis-30299	71	55	12	12	NUM
fcis-30299	71	56	:	:	PUNCT
fcis-30299	71	57	update	update	NOUN
fcis-30299	71	58	←	←	PROPN
fcis-30299	71	59	×	×	PROPN
fcis-30299	71	60	exp_avg	exp_avg	PROPN
fcis-30299	71	61	+	+	X
fcis-30299	71	62	(	(	PUNCT
fcis-30299	71	63	1	1	X
fcis-30299	71	64	)	)	PUNCT
fcis-30299	71	65	×	×	NOUN
fcis-30299	71	66	grad	grad	NOUN
fcis-30299	71	67	13	13	NUM
fcis-30299	71	68	:	:	PUNCT
fcis-30299	71	69	θ	θ	PROPN
fcis-30299	71	70	←	←	PROPN
fcis-30299	71	71	θ	θ	PROPN
fcis-30299	71	72	+	+	CCONJ
fcis-30299	71	73	sign(update	sign(update	PROPN
fcis-30299	71	74	)	)	PUNCT
fcis-30299	71	75	×	×	NOUN
fcis-30299	71	76	(	(	PUNCT
fcis-30299	71	77	-η	-η	NOUN
fcis-30299	71	78	)	)	PUNCT
fcis-30299	71	79	{	{	PUNCT
fcis-30299	71	80	lion	lion	NOUN
fcis-30299	71	81	weight	weight	NOUN
fcis-30299	71	82	update	update	NOUN
fcis-30299	71	83	}	}	PUNCT
fcis-30299	71	84	14	14	NUM
fcis-30299	71	85	:	:	PUNCT
fcis-30299	72	1	exp_avg	exp_avg	PROPN
fcis-30299	72	2	←	←	PROPN
fcis-30299	72	3	exp_avg	exp_avg	PROPN
fcis-30299	72	4	×	×	PROPN
fcis-30299	72	5	+	+	CCONJ
fcis-30299	72	6	grad	grad	ADJ
fcis-30299	72	7	×	×	NOUN
fcis-30299	72	8	(	(	PUNCT
fcis-30299	72	9	1	1	NUM
fcis-30299	72	10	)	)	PUNCT
fcis-30299	72	11	{	{	PUNCT
fcis-30299	72	12	momentum	momentum	NOUN
fcis-30299	72	13	decay	decay	NOUN
fcis-30299	72	14	}	}	PUNCT
fcis-30299	72	15	15	15	NUM
fcis-30299	72	16	:	:	PUNCT
fcis-30299	72	17	end	end	VERB
fcis-30299	72	18	for	for	ADP
fcis-30299	72	19	16	16	NUM
fcis-30299	72	20	:	:	PUNCT
fcis-30299	72	21	if	if	SCONJ
fcis-30299	72	22	gs	gs	PROPN
fcis-30299	72	23	mod	mod	PROPN
fcis-30299	72	24	update_interval	update_interval	PROPN
fcis-30299	73	1	=	=	NOUN
fcis-30299	73	2	0	0	PROPN
fcis-30299	73	3	then	then	ADV
fcis-30299	73	4	17	17	NUM
fcis-30299	73	5	:	:	PUNCT
fcis-30299	73	6	for	for	ADP
fcis-30299	73	7	all	all	DET
fcis-30299	73	8	θ	θ	PROPN
fcis-30299	73	9	in	in	ADP
fcis-30299	73	10	θ	θ	PROPN
fcis-30299	73	11	do	do	VERB
fcis-30299	73	12	18	18	NUM
fcis-30299	73	13	:	:	PUNCT
fcis-30299	73	14	θ	θ	PROPN
fcis-30299	73	15	←	←	PROPN
fcis-30299	73	16	θ	θ	PROPN
fcis-30299	74	1	+	+	CCONJ
fcis-30299	74	2	k	k	PROPN
fcis-30299	74	3	×	×	PROPN
fcis-30299	74	4	n	n	CCONJ
fcis-30299	74	5	×	×	PROPN
fcis-30299	74	6	η	η	PROPN
fcis-30299	74	7	19	19	NUM
fcis-30299	74	8	:	:	PUNCT
fcis-30299	74	9	end	end	VERB
fcis-30299	74	10	for	for	ADP
fcis-30299	74	11	20	20	NUM
fcis-30299	74	12	:	:	PUNCT
fcis-30299	74	13	end	end	VERB
fcis-30299	74	14	if	if	SCONJ
fcis-30299	74	15	21	21	NUM
fcis-30299	74	16	:	:	PUNCT
fcis-30299	74	17	end	end	VERB
fcis-30299	74	18	for	for	ADP
fcis-30299	74	19	22	22	NUM
fcis-30299	74	20	:	:	PUNCT
fcis-30299	74	21	return	return	VERB
fcis-30299	74	22	loss	loss	NOUN
fcis-30299	74	23	23	23	NUM
fcis-30299	74	24	:	:	PUNCT
fcis-30299	74	25	end	end	VERB
fcis-30299	74	26	while	while	SCONJ
fcis-30299	74	27	constructing	construct	VERB
fcis-30299	74	28	a	a	DET
fcis-30299	74	29	sparse	sparse	ADJ
fcis-30299	74	30	linear	linear	ADJ
fcis-30299	74	31	layer	layer	NOUN
fcis-30299	74	32	:	:	PUNCT
fcis-30299	74	33	a	a	DET
fcis-30299	74	34	random	random	ADJ
fcis-30299	74	35	matrix	matrix	NOUN
fcis-30299	74	36	of	of	ADP
fcis-30299	74	37	the	the	DET
fcis-30299	74	38	same	same	ADJ
fcis-30299	74	39	dimensions	dimension	NOUN
fcis-30299	74	40	as	as	SCONJ
fcis-30299	74	41	the	the	DET
fcis-30299	74	42	weight	weight	NOUN
fcis-30299	74	43	matrix	matrix	NOUN
fcis-30299	74	44	is	be	AUX
fcis-30299	74	45	generated	generate	VERB
fcis-30299	74	46	using	use	VERB
fcis-30299	74	47	a	a	DET
fcis-30299	74	48	random	random	ADJ
fcis-30299	74	49	number	number	NOUN
fcis-30299	74	50	generator	generator	NOUN
fcis-30299	74	51	torch	torch	NOUN
fcis-30299	74	52	.	.	PUNCT
fcis-30299	75	1	rand	rand	NOUN
fcis-30299	75	2	(	(	PUNCT
fcis-30299	75	3	)	)	PUNCT
fcis-30299	75	4	and	and	CCONJ
fcis-30299	75	5	is	be	AUX
fcis-30299	75	6	multiplied	multiply	VERB
fcis-30299	75	7	with	with	ADP
fcis-30299	75	8	the	the	DET
fcis-30299	75	9	weight	weight	NOUN
fcis-30299	75	10	matrix	matrix	NOUN
fcis-30299	75	11	,	,	PUNCT
fcis-30299	75	12	it	it	PRON
fcis-30299	75	13	results	result	VERB
fcis-30299	75	14	in	in	ADP
fcis-30299	75	15	a	a	DET
fcis-30299	75	16	number	number	NOUN
fcis-30299	75	17	of	of	ADP
fcis-30299	75	18	elements	element	NOUN
fcis-30299	75	19	being	be	AUX
fcis-30299	75	20	zeroed	zero	VERB
fcis-30299	75	21	out	out	ADP
fcis-30299	75	22	.	.	PUNCT
fcis-30299	76	1	the	the	DET
fcis-30299	76	2	forward	forward	ADJ
fcis-30299	76	3	propagation	propagation	NOUN
fcis-30299	76	4	formula	formula	NOUN
fcis-30299	76	5	for	for	ADP
fcis-30299	76	6	the	the	DET
fcis-30299	76	7	sparse	sparse	ADJ
fcis-30299	76	8	linear	linear	ADJ
fcis-30299	76	9	layer	layer	NOUN
fcis-30299	76	10	is	be	AUX
fcis-30299	76	11	as	as	SCONJ
fcis-30299	76	12	follows	follow	VERB
fcis-30299	76	13	:	:	PUNCT
fcis-30299	76	14	⊙	⊙	NOUN
fcis-30299	76	15	the	the	DET
fcis-30299	76	16	symbol	symbol	PROPN
fcis-30299	76	17	⊙	⊙	PROPN
fcis-30299	76	18	denotes	denotes	PROPN
fcis-30299	76	19	element	element	ADJ
fcis-30299	76	20	-	-	PUNCT
fcis-30299	76	21	wise	wise	ADJ
fcis-30299	76	22	multiplication	multiplication	NOUN
fcis-30299	76	23	,	,	PUNCT
fcis-30299	76	24	and	and	CCONJ
fcis-30299	76	25	the	the	DET
fcis-30299	76	26	mask	mask	NOUN
fcis-30299	76	27	is	be	AUX
fcis-30299	76	28	a	a	DET
fcis-30299	76	29	matrix	matrix	NOUN
fcis-30299	76	30	formed	form	VERB
fcis-30299	76	31	by	by	ADP
fcis-30299	76	32	a	a	DET
fcis-30299	76	33	randomly	randomly	ADV
fcis-30299	76	34	generated	generate	VERB
fcis-30299	76	35	sparsity	sparsity	NOUN
fcis-30299	76	36	mask	mask	NOUN
fcis-30299	76	37	.	.	PUNCT
fcis-30299	77	1	smoothing	smooth	VERB
fcis-30299	77	2	the	the	DET
fcis-30299	77	3	change	change	NOUN
fcis-30299	77	4	of	of	ADP
fcis-30299	77	5	parameters	parameter	NOUN
fcis-30299	77	6	of	of	ADP
fcis-30299	77	7	model	model	NOUN
fcis-30299	77	8	:	:	PUNCT
fcis-30299	77	9	during	during	ADP
fcis-30299	77	10	forward	forward	ADJ
fcis-30299	77	11	propagation	propagation	NOUN
fcis-30299	77	12	,	,	PUNCT
fcis-30299	77	13	the	the	DET
fcis-30299	77	14	weights	weight	NOUN
fcis-30299	77	15	in	in	ADP
fcis-30299	77	16	the	the	DET
fcis-30299	77	17	sparse	sparse	ADJ
fcis-30299	77	18	linear	linear	ADJ
fcis-30299	77	19	layer	layer	NOUN
fcis-30299	77	20	are	be	AUX
fcis-30299	77	21	adjusted	adjust	VERB
fcis-30299	77	22	.	.	PUNCT
fcis-30299	78	1	we	we	PRON
fcis-30299	78	2	applied	apply	VERB
fcis-30299	78	3	exponential	exponential	ADJ
fcis-30299	78	4	moving	move	VERB
fcis-30299	78	5	average	average	ADJ
fcis-30299	78	6	(	(	PUNCT
fcis-30299	78	7	ema	ema	PROPN
fcis-30299	78	8	)	)	PUNCT
fcis-30299	78	9	and	and	CCONJ
fcis-30299	78	10	hull	hull	NOUN
fcis-30299	78	11	moving	move	VERB
fcis-30299	78	12	average	average	ADJ
fcis-30299	78	13	(	(	PUNCT
fcis-30299	78	14	hma	hma	NOUN
fcis-30299	78	15	)	)	PUNCT
fcis-30299	78	16	to	to	ADP
fcis-30299	78	17	the	the	DET
fcis-30299	78	18	weight	weight	NOUN
fcis-30299	78	19	adjustment	adjustment	NOUN
fcis-30299	78	20	process	process	NOUN
fcis-30299	78	21	.	.	PUNCT
fcis-30299	79	1	hma	hma	PROPN
fcis-30299	79	2	first	first	ADV
fcis-30299	79	3	calculates	calculate	VERB
fcis-30299	79	4	the	the	DET
fcis-30299	79	5	weighted	weighted	ADJ
fcis-30299	79	6	moving	move	VERB
fcis-30299	79	7	average	average	NOUN
fcis-30299	79	8	for	for	ADP
fcis-30299	79	9	half	half	DET
fcis-30299	79	10	the	the	DET
fcis-30299	79	11	window	window	NOUN
fcis-30299	79	12	size	size	NOUN
fcis-30299	79	13	n/2	n/2	PROPN
fcis-30299	79	14	,	,	PUNCT
fcis-30299	79	15	then	then	ADV
fcis-30299	79	16	calculate	calculate	VERB
fcis-30299	79	17	the	the	DET
fcis-30299	79	18	weighted	weighted	ADJ
fcis-30299	79	19	moving	move	VERB
fcis-30299	79	20	average	average	NOUN
fcis-30299	79	21	of	of	ADP
fcis-30299	79	22	the	the	DET
fcis-30299	79	23	complete	complete	ADJ
fcis-30299	79	24	window	window	NOUN
fcis-30299	79	25	size	size	NOUN
fcis-30299	79	26	n	n	NOUN
fcis-30299	79	27	,	,	PUNCT
fcis-30299	79	28	and	and	CCONJ
fcis-30299	79	29	obtain	obtain	VERB
fcis-30299	79	30	the	the	DET
fcis-30299	79	31	formula	formula	NOUN
fcis-30299	79	32	for	for	ADP
fcis-30299	79	33	hma	hma	NOUN
fcis-30299	79	34	:	:	PUNCT
fcis-30299	79	35	1	1	NUM
fcis-30299	79	36	/2	/2	NUM
fcis-30299	79	37	/	/	SYM
fcis-30299	79	38	1	1	NUM
fcis-30299	79	39	2	2	NUM
fcis-30299	79	40	where	where	SCONJ
fcis-30299	79	41	is	be	AUX
fcis-30299	79	42	the	the	DET
fcis-30299	79	43	weighting	weighting	NOUN
fcis-30299	79	44	coefficient	coefficient	NOUN
fcis-30299	79	45	,	,	PUNCT
fcis-30299	79	46	and	and	CCONJ
fcis-30299	79	47	is	be	AUX
fcis-30299	79	48	the	the	DET
fcis-30299	79	49	hma	hma	NOUN
fcis-30299	79	50	parameter	parameter	NOUN
fcis-30299	79	51	at	at	ADP
fcis-30299	79	52	time	time	NOUN
fcis-30299	79	53	t.	t.	PROPN
fcis-30299	79	54	finally	finally	ADV
fcis-30299	79	55	,	,	PUNCT
fcis-30299	79	56	the	the	DET
fcis-30299	79	57	parameters	parameter	NOUN
fcis-30299	79	58	calculated	calculate	VERB
fcis-30299	79	59	are	be	AUX
fcis-30299	79	60	applied	apply	VERB
fcis-30299	79	61	to	to	PART
fcis-30299	79	62	update	update	VERB
fcis-30299	79	63	the	the	DET
fcis-30299	79	64	ema	ema	PROPN
fcis-30299	79	65	model	model	NOUN
fcis-30299	79	66	parameters	parameter	NOUN
fcis-30299	79	67	.	.	PUNCT
fcis-30299	80	1	the	the	DET
fcis-30299	80	2	ema	ema	PROPN
fcis-30299	80	3	update	update	NOUN
fcis-30299	80	4	formula	formula	NOUN
fcis-30299	80	5	is	be	AUX
fcis-30299	80	6	as	as	SCONJ
fcis-30299	80	7	follows	follow	VERB
fcis-30299	80	8	:	:	PUNCT
fcis-30299	80	9	1	1	NUM
fcis-30299	80	10	,	,	PUNCT
fcis-30299	80	11	where	where	SCONJ
fcis-30299	80	12	represents	represent	VERB
fcis-30299	80	13	the	the	DET
fcis-30299	80	14	current	current	ADJ
fcis-30299	80	15	ema	ema	PROPN
fcis-30299	80	16	parameter	parameter	NOUN
fcis-30299	80	17	.	.	PUNCT
fcis-30299	81	1	this	this	DET
fcis-30299	81	2	hybrid	hybrid	ADJ
fcis-30299	81	3	moving	move	VERB
fcis-30299	81	4	average	average	ADJ
fcis-30299	81	5	strategy	strategy	NOUN
fcis-30299	81	6	smooths	smooth	VERB
fcis-30299	81	7	the	the	DET
fcis-30299	81	8	weight	weight	NOUN
fcis-30299	81	9	updates	update	NOUN
fcis-30299	81	10	in	in	ADP
fcis-30299	81	11	the	the	DET
fcis-30299	81	12	sparse	sparse	ADJ
fcis-30299	81	13	linear	linear	ADJ
fcis-30299	81	14	layer	layer	NOUN
fcis-30299	81	15	after	after	ADP
fcis-30299	81	16	each	each	DET
fcis-30299	81	17	backward	backward	ADJ
fcis-30299	81	18	propagation	propagation	NOUN
fcis-30299	81	19	(	(	PUNCT
fcis-30299	81	20	i.e.	i.e.	X
fcis-30299	81	21	model	model	NOUN
fcis-30299	81	22	update	update	NOUN
fcis-30299	81	23	)	)	PUNCT
fcis-30299	81	24	,	,	PUNCT
fcis-30299	81	25	making	make	VERB
fcis-30299	81	26	the	the	DET
fcis-30299	81	27	change	change	NOUN
fcis-30299	81	28	of	of	ADP
fcis-30299	81	29	weights	weight	NOUN
fcis-30299	81	30	smoother	smooth	ADJ
fcis-30299	81	31	and	and	CCONJ
fcis-30299	81	32	reducing	reduce	VERB
fcis-30299	81	33	the	the	DET
fcis-30299	81	34	risk	risk	NOUN
fcis-30299	81	35	of	of	ADP
fcis-30299	81	36	over	over	ADV
fcis-30299	81	37	-	-	PUNCT
fcis-30299	81	38	fitting	fitting	ADJ
fcis-30299	81	39	to	to	PART
fcis-30299	81	40	noise	noise	VERB
fcis-30299	81	41	.	.	PUNCT
fcis-30299	82	1	the	the	DET
fcis-30299	82	2	algorithmic	algorithmic	ADJ
fcis-30299	82	3	process	process	NOUN
fcis-30299	82	4	of	of	ADP
fcis-30299	82	5	mm	mm	PROPN
fcis-30299	82	6	-	-	PUNCT
fcis-30299	82	7	mlp	mlp	PROPN
fcis-30299	82	8	integrated	integrated	PROPN
fcis-30299	82	9	gru	gru	NOUN
fcis-30299	82	10	model	model	NOUN
fcis-30299	82	11	is	be	AUX
fcis-30299	82	12	as	as	ADP
fcis-30299	82	13	fig1	fig1	NOUN
fcis-30299	82	14	.	.	PUNCT
fcis-30299	83	1	experimental	experimental	ADJ
fcis-30299	83	2	results	result	NOUN
fcis-30299	83	3	will	will	AUX
fcis-30299	83	4	be	be	AUX
fcis-30299	83	5	showed	show	VERB
fcis-30299	83	6	in	in	ADP
fcis-30299	83	7	the	the	DET
fcis-30299	83	8	next	next	ADJ
fcis-30299	83	9	chapter	chapter	NOUN
fcis-30299	83	10	.	.	PUNCT
fcis-30299	84	1	fig	fig	NOUN
fcis-30299	84	2	1	1	NUM
fcis-30299	84	3	.	.	PUNCT
fcis-30299	84	4	applying	apply	VERB
fcis-30299	84	5	mm	mm	PROPN
fcis-30299	84	6	-	-	PUNCT
fcis-30299	84	7	mlp	mlp	NOUN
fcis-30299	84	8	to	to	PART
fcis-30299	84	9	gru	gru	VERB
fcis-30299	84	10	4	4	NUM
fcis-30299	84	11	.	.	PUNCT
fcis-30299	84	12	experimental	experimental	ADJ
fcis-30299	84	13	design	design	NOUN
fcis-30299	84	14	and	and	CCONJ
fcis-30299	84	15	experimental	experimental	ADJ
fcis-30299	84	16	results	result	NOUN
fcis-30299	84	17	4.1	4.1	NUM
fcis-30299	84	18	.	.	PUNCT
fcis-30299	85	1	data	datum	NOUN
fcis-30299	85	2	acquisition	acquisition	NOUN
fcis-30299	85	3	all	all	DET
fcis-30299	85	4	experiments	experiment	NOUN
fcis-30299	85	5	were	be	AUX
fcis-30299	85	6	conducted	conduct	VERB
fcis-30299	85	7	on	on	ADP
fcis-30299	85	8	a	a	DET
fcis-30299	85	9	consistent	consistent	ADJ
fcis-30299	85	10	setup	setup	NOUN
fcis-30299	85	11	with	with	ADP
fcis-30299	85	12	nvidia	nvidia	PROPN
fcis-30299	85	13	geforce	geforce	NOUN
fcis-30299	85	14	rtx	rtx	PROPN
fcis-30299	85	15	3080ti	3080ti	PROPN
fcis-30299	85	16	gpu	gpu	PROPN
fcis-30299	85	17	and	and	CCONJ
fcis-30299	85	18	12v	12v	NOUN
fcis-30299	85	19	cpu	cpu	PROPN
fcis-30299	85	20	intel(r	intel(r	PROPN
fcis-30299	85	21	)	)	PUNCT
fcis-30299	85	22	xeon(r	xeon(r	PROPN
fcis-30299	85	23	)	)	PUNCT
fcis-30299	85	24	silver	silver	NOUN
fcis-30299	85	25	4214r	4214r	NUM
fcis-30299	85	26	cpu	cpu	NOUN
fcis-30299	85	27	@	@	ADP
fcis-30299	85	28	2.40ghz	2.40ghz	NUM
fcis-30299	85	29	.	.	PUNCT
fcis-30299	86	1	implemented	implement	VERB
fcis-30299	86	2	in	in	ADP
fcis-30299	86	3	pytorch	pytorch	NOUN
fcis-30299	86	4	1.10.0	1.10.0	NUM
fcis-30299	86	5	with	with	ADP
fcis-30299	86	6	100	100	NUM
fcis-30299	86	7	epochs	epoch	NOUN
fcis-30299	86	8	,	,	PUNCT
fcis-30299	86	9	=	=	NOUN
fcis-30299	86	10	1e-2	1e-2	PROPN
fcis-30299	86	11	,	,	PUNCT
fcis-30299	86	12	(	(	PUNCT
fcis-30299	86	13	,	,	PUNCT
fcis-30299	86	14	)	)	PUNCT
fcis-30299	86	15	=	=	PUNCT
fcis-30299	86	16	(	(	PUNCT
fcis-30299	86	17	0.9	0.9	NUM
fcis-30299	86	18	,	,	PUNCT
fcis-30299	86	19	0.99	0.99	NUM
fcis-30299	86	20	)	)	PUNCT
fcis-30299	86	21	,	,	PUNCT
fcis-30299	87	1	k=	k=	ADV
fcis-30299	87	2	0.01	0.01	NUM
fcis-30299	87	3	,	,	PUNCT
fcis-30299	87	4	and	and	CCONJ
fcis-30299	87	5	ar	ar	NOUN
fcis-30299	87	6	=	=	NOUN
fcis-30299	87	7	0.0001	0.0001	NUM
fcis-30299	87	8	,	,	PUNCT
fcis-30299	87	9	updated	update	VERB
fcis-30299	87	10	every	every	DET
fcis-30299	87	11	10	10	NUM
fcis-30299	87	12	epochs	epoch	NOUN
fcis-30299	87	13	.	.	PUNCT
fcis-30299	88	1	the	the	DET
fcis-30299	88	2	purpose	purpose	NOUN
fcis-30299	88	3	of	of	ADP
fcis-30299	88	4	this	this	DET
fcis-30299	88	5	study	study	NOUN
fcis-30299	88	6	is	be	AUX
fcis-30299	88	7	to	to	PART
fcis-30299	88	8	forecast	forecast	VERB
fcis-30299	88	9	the	the	DET
fcis-30299	88	10	opening	opening	NOUN
fcis-30299	88	11	prices	price	NOUN
fcis-30299	88	12	of	of	ADP
fcis-30299	88	13	typical	typical	ADJ
fcis-30299	88	14	stocks	stock	NOUN
fcis-30299	88	15	representing	represent	VERB
fcis-30299	88	16	four	four	NUM
fcis-30299	88	17	different	different	ADJ
fcis-30299	88	18	industries	industry	NOUN
fcis-30299	88	19	,	,	PUNCT
fcis-30299	88	20	involving	involve	VERB
fcis-30299	88	21	china	china	PROPN
fcis-30299	88	22	vanke	vanke	PROPN
fcis-30299	88	23	co.	co.	PROPN
fcis-30299	88	24	,	,	PUNCT
fcis-30299	88	25	ltd	ltd	PROPN
fcis-30299	88	26	.	.	PROPN
fcis-30299	88	27	(	(	PUNCT
fcis-30299	88	28	000002	000002	NUM
fcis-30299	88	29	)	)	PUNCT
fcis-30299	88	30	,	,	PUNCT
fcis-30299	88	31	iflytek	iflytek	PROPN
fcis-30299	88	32	co.	co.	PROPN
fcis-30299	88	33	,	,	PUNCT
fcis-30299	88	34	ltd	ltd	PROPN
fcis-30299	88	35	.	.	PROPN
fcis-30299	88	36	(	(	PUNCT
fcis-30299	88	37	002230	002230	NUM
fcis-30299	88	38	)	)	PUNCT
fcis-30299	88	39	,	,	PUNCT
fcis-30299	88	40	byd	byd	PROPN
fcis-30299	88	41	company	company	PROPN
fcis-30299	88	42	limited	limit	VERB
fcis-30299	88	43	(	(	PUNCT
fcis-30299	88	44	002594	002594	NUM
fcis-30299	88	45	)	)	PUNCT
fcis-30299	88	46	,	,	PUNCT
fcis-30299	88	47	contemporary	contemporary	PROPN
fcis-30299	88	48	amperex	amperex	PROPN
fcis-30299	88	49	technology	technology	PROPN
fcis-30299	88	50	co.	co.	PROPN
fcis-30299	88	51	,	,	PUNCT
fcis-30299	88	52	limited	limit	VERB
fcis-30299	88	53	(	(	PUNCT
fcis-30299	88	54	300750	300750	NUM
fcis-30299	88	55	)	)	PUNCT
fcis-30299	88	56	,	,	PUNCT
fcis-30299	88	57	kweichow	kweichow	PROPN
fcis-30299	88	58	moutai	moutai	PROPN
fcis-30299	88	59	co.	co.	PROPN
fcis-30299	88	60	,	,	PUNCT
fcis-30299	88	61	ltd	ltd	PROPN
fcis-30299	88	62	.	.	PROPN
fcis-30299	88	63	(	(	PUNCT
fcis-30299	88	64	600519	600519	NUM
fcis-30299	88	65	)	)	PUNCT
fcis-30299	88	66	,	,	PUNCT
fcis-30299	88	67	and	and	CCONJ
fcis-30299	88	68	semiconductor	semiconductor	NOUN
fcis-30299	88	69	manufacturing	manufacturing	NOUN
fcis-30299	88	70	international	international	ADJ
fcis-30299	88	71	corporation	corporation	NOUN
fcis-30299	88	72	(	(	PUNCT
fcis-30299	88	73	688981	688981	NUM
fcis-30299	88	74	)	)	PUNCT
fcis-30299	88	75	.	.	PUNCT
fcis-30299	89	1	these	these	DET
fcis-30299	89	2	stocks	stock	NOUN
fcis-30299	89	3	cover	cover	VERB
fcis-30299	89	4	a	a	DET
fcis-30299	89	5	wide	wide	ADJ
fcis-30299	89	6	range	range	NOUN
fcis-30299	89	7	of	of	ADP
fcis-30299	89	8	sectors	sector	NOUN
fcis-30299	89	9	such	such	ADJ
fcis-30299	89	10	as	as	ADP
fcis-30299	89	11	real	real	ADJ
fcis-30299	89	12	estate	estate	NOUN
fcis-30299	89	13	,	,	PUNCT
fcis-30299	89	14	artificial	artificial	ADJ
fcis-30299	89	15	intelligence	intelligence	NOUN
fcis-30299	89	16	,	,	PUNCT
fcis-30299	89	17	new	new	ADJ
fcis-30299	89	18	energy	energy	NOUN
fcis-30299	89	19	,	,	PUNCT
fcis-30299	89	20	consumer	consumer	NOUN
fcis-30299	89	21	goods	good	NOUN
fcis-30299	89	22	(	(	PUNCT
fcis-30299	89	23	liquor	liquor	NOUN
fcis-30299	89	24	)	)	PUNCT
fcis-30299	89	25	,	,	PUNCT
fcis-30299	89	26	new	new	ADJ
fcis-30299	89	27	energy	energy	NOUN
fcis-30299	89	28	batteries	battery	NOUN
fcis-30299	89	29	,	,	PUNCT
fcis-30299	89	30	biopharmaceuticals	biopharmaceutical	NOUN
fcis-30299	89	31	,	,	PUNCT
fcis-30299	89	32	etc	etc	X
fcis-30299	89	33	.	.	X
fcis-30299	89	34	,	,	PUNCT
fcis-30299	89	35	and	and	CCONJ
fcis-30299	89	36	have	have	VERB
fcis-30299	89	37	high	high	ADJ
fcis-30299	89	38	market	market	NOUN
fcis-30299	89	39	influence	influence	NOUN
fcis-30299	89	40	and	and	CCONJ
fcis-30299	89	41	attention	attention	NOUN
fcis-30299	89	42	.	.	PUNCT
fcis-30299	90	1	we	we	PRON
fcis-30299	90	2	use	use	VERB
fcis-30299	90	3	data	datum	NOUN
fcis-30299	90	4	from	from	ADP
fcis-30299	90	5	the	the	DET
fcis-30299	90	6	wind	wind	NOUN
fcis-30299	90	7	economic	economic	ADJ
fcis-30299	90	8	database	database	NOUN
fcis-30299	90	9	,	,	PUNCT
fcis-30299	90	10	a	a	DET
fcis-30299	90	11	platform	platform	NOUN
fcis-30299	90	12	that	that	PRON
fcis-30299	90	13	provides	provide	VERB
fcis-30299	90	14	comprehensive	comprehensive	ADJ
fcis-30299	90	15	,	,	PUNCT
fcis-30299	90	16	accurate	accurate	ADJ
fcis-30299	90	17	and	and	CCONJ
fcis-30299	90	18	timely	timely	ADJ
fcis-30299	90	19	financial	financial	ADJ
fcis-30299	90	20	data	datum	NOUN
fcis-30299	90	21	services	service	NOUN
fcis-30299	90	22	.	.	PUNCT
fcis-30299	91	1	crossover	crossover	ADP
fcis-30299	91	2	frequency	frequency	NOUN
fcis-30299	91	3	data	datum	NOUN
fcis-30299	91	4	for	for	ADP
fcis-30299	91	5	the	the	DET
fcis-30299	91	6	daily	daily	ADJ
fcis-30299	91	7	opening	opening	NOUN
fcis-30299	91	8	of	of	ADP
fcis-30299	91	9	each	each	DET
fcis-30299	91	10	stock	stock	NOUN
fcis-30299	91	11	from	from	ADP
fcis-30299	91	12	january	january	PROPN
fcis-30299	91	13	2	2	NUM
fcis-30299	91	14	,	,	PUNCT
fcis-30299	91	15	2024	2024	NUM
fcis-30299	91	16	to	to	ADP
fcis-30299	91	17	november	november	PROPN
fcis-30299	91	18	7	7	NUM
fcis-30299	91	19	,	,	PUNCT
fcis-30299	91	20	2024	2024	NUM
fcis-30299	91	21	,	,	PUNCT
fcis-30299	91	22	totaling	total	VERB
fcis-30299	91	23	48,960	48,960	NUM
fcis-30299	91	24	records	record	NOUN
fcis-30299	91	25	,	,	PUNCT
fcis-30299	91	26	were	be	AUX
fcis-30299	91	27	selected	select	VERB
fcis-30299	91	28	for	for	ADP
fcis-30299	91	29	this	this	DET
fcis-30299	91	30	study	study	NOUN
fcis-30299	91	31	.	.	PUNCT
fcis-30299	92	1	in	in	ADP
fcis-30299	92	2	hft	hft	PROPN
fcis-30299	92	3	,	,	PUNCT
fcis-30299	92	4	the	the	DET
fcis-30299	92	5	commonly	commonly	ADV
fcis-30299	92	6	used	use	VERB
fcis-30299	92	7	time	time	NOUN
fcis-30299	92	8	series	series	PROPN
fcis-30299	92	9	data	datum	NOUN
fcis-30299	92	10	include	include	VERB
fcis-30299	92	11	price	price	NOUN
fcis-30299	92	12	data	datum	NOUN
fcis-30299	92	13	(	(	PUNCT
fcis-30299	92	14	e.g.	e.g.	ADV
fcis-30299	92	15	,	,	PUNCT
fcis-30299	92	16	opening	opening	NOUN
fcis-30299	92	17	price	price	NOUN
fcis-30299	92	18	,	,	PUNCT
fcis-30299	92	19	closing	closing	NOUN
fcis-30299	92	20	price	price	NOUN
fcis-30299	92	21	)	)	PUNCT
fcis-30299	92	22	and	and	CCONJ
fcis-30299	92	23	trading	trading	NOUN
fcis-30299	92	24	data	datum	NOUN
fcis-30299	92	25	(	(	PUNCT
fcis-30299	92	26	e.g.	e.g.	ADV
fcis-30299	92	27	,	,	PUNCT
fcis-30299	92	28	price	price	NOUN
fcis-30299	92	29	-	-	PUNCT
fcis-30299	92	30	earnings	earning	NOUN
fcis-30299	92	31	ratio	ratio	NOUN
fcis-30299	92	32	,	,	PUNCT
fcis-30299	92	33	price	price	NOUN
fcis-30299	92	34	-	-	PUNCT
fcis-30299	92	35	sales	sale	NOUN
fcis-30299	92	36	ratio	ratio	NOUN
fcis-30299	92	37	)	)	PUNCT
fcis-30299	92	38	.	.	PUNCT
fcis-30299	93	1	price	price	NOUN
fcis-30299	93	2	data	datum	NOUN
fcis-30299	93	3	provides	provide	VERB
fcis-30299	93	4	a	a	DET
fcis-30299	93	5	direct	direct	ADJ
fcis-30299	93	6	picture	picture	NOUN
fcis-30299	93	7	of	of	ADP
fcis-30299	93	8	stock	stock	NOUN
fcis-30299	93	9	price	price	NOUN
fcis-30299	93	10	fluctuations	fluctuation	NOUN
fcis-30299	93	11	,	,	PUNCT
fcis-30299	93	12	while	while	SCONJ
fcis-30299	93	13	trading	trading	NOUN
fcis-30299	93	14	data	datum	NOUN
fcis-30299	93	15	provides	provide	VERB
fcis-30299	93	16	additional	additional	ADJ
fcis-30299	93	17	market	market	NOUN
fcis-30299	93	18	13	13	NUM
fcis-30299	93	19	information	information	NOUN
fcis-30299	93	20	through	through	ADP
fcis-30299	93	21	the	the	DET
fcis-30299	93	22	lens	lens	NOUN
fcis-30299	93	23	of	of	ADP
fcis-30299	93	24	stock	stock	NOUN
fcis-30299	93	25	activity	activity	NOUN
fcis-30299	93	26	and	and	CCONJ
fcis-30299	93	27	corporate	corporate	ADJ
fcis-30299	93	28	profitability	profitability	NOUN
fcis-30299	93	29	.	.	PUNCT
fcis-30299	94	1	these	these	DET
fcis-30299	94	2	data	datum	NOUN
fcis-30299	94	3	are	be	AUX
fcis-30299	94	4	considered	consider	VERB
fcis-30299	94	5	to	to	PART
fcis-30299	94	6	be	be	AUX
fcis-30299	94	7	important	important	ADJ
fcis-30299	94	8	references	reference	NOUN
fcis-30299	94	9	in	in	ADP
fcis-30299	94	10	predicting	predict	VERB
fcis-30299	94	11	stock	stock	NOUN
fcis-30299	94	12	movements	movement	NOUN
fcis-30299	94	13	,	,	PUNCT
fcis-30299	94	14	covering	cover	VERB
fcis-30299	94	15	a	a	DET
fcis-30299	94	16	wide	wide	ADJ
fcis-30299	94	17	range	range	NOUN
fcis-30299	94	18	of	of	ADP
fcis-30299	94	19	factors	factor	NOUN
fcis-30299	94	20	that	that	PRON
fcis-30299	94	21	affect	affect	VERB
fcis-30299	94	22	stock	stock	NOUN
fcis-30299	94	23	prices	price	NOUN
fcis-30299	94	24	.	.	PUNCT
fcis-30299	95	1	in	in	ADP
fcis-30299	95	2	this	this	DET
fcis-30299	95	3	study	study	NOUN
fcis-30299	95	4	,	,	PUNCT
fcis-30299	95	5	we	we	PRON
fcis-30299	95	6	extracted	extract	VERB
fcis-30299	95	7	seven	seven	NUM
fcis-30299	95	8	key	key	ADJ
fcis-30299	95	9	factors	factor	NOUN
fcis-30299	95	10	for	for	ADP
fcis-30299	95	11	each	each	DET
fcis-30299	95	12	stock	stock	NOUN
fcis-30299	95	13	,	,	PUNCT
fcis-30299	95	14	including	include	VERB
fcis-30299	95	15	opening	opening	NOUN
fcis-30299	95	16	price	price	NOUN
fcis-30299	95	17	(	(	PUNCT
fcis-30299	95	18	open	open	ADJ
fcis-30299	95	19	)	)	PUNCT
fcis-30299	95	20	,	,	PUNCT
fcis-30299	95	21	high	high	ADJ
fcis-30299	95	22	price	price	NOUN
fcis-30299	95	23	(	(	PUNCT
fcis-30299	95	24	high	high	ADJ
fcis-30299	95	25	)	)	PUNCT
fcis-30299	95	26	,	,	PUNCT
fcis-30299	95	27	low	low	ADJ
fcis-30299	95	28	price	price	NOUN
fcis-30299	95	29	(	(	PUNCT
fcis-30299	95	30	low	low	ADJ
fcis-30299	95	31	)	)	PUNCT
fcis-30299	95	32	,	,	PUNCT
fcis-30299	95	33	closing	close	VERB
fcis-30299	95	34	price	price	NOUN
fcis-30299	95	35	(	(	PUNCT
fcis-30299	95	36	close	close	NOUN
fcis-30299	95	37	)	)	PUNCT
fcis-30299	95	38	,	,	PUNCT
fcis-30299	95	39	price	price	NOUN
fcis-30299	95	40	-	-	PUNCT
fcis-30299	95	41	earnings	earning	NOUN
fcis-30299	95	42	ratio	ratio	NOUN
fcis-30299	95	43	(	(	PUNCT
fcis-30299	95	44	pe	pe	NOUN
fcis-30299	95	45	)	)	PUNCT
fcis-30299	95	46	,	,	PUNCT
fcis-30299	95	47	price	price	NOUN
fcis-30299	95	48	-	-	PUNCT
fcis-30299	95	49	to	to	ADP
fcis-30299	95	50	-	-	PUNCT
fcis-30299	95	51	book	book	NOUN
fcis-30299	95	52	ratio	ratio	NOUN
fcis-30299	95	53	(	(	PUNCT
fcis-30299	95	54	pb	pb	PROPN
fcis-30299	95	55	)	)	PUNCT
fcis-30299	95	56	,	,	PUNCT
fcis-30299	95	57	and	and	CCONJ
fcis-30299	95	58	price	price	NOUN
fcis-30299	95	59	-	-	PUNCT
fcis-30299	95	60	to	to	ADP
fcis-30299	95	61	-	-	PUNCT
fcis-30299	95	62	sales	sale	NOUN
fcis-30299	95	63	ratio	ratio	NOUN
fcis-30299	95	64	(	(	PUNCT
fcis-30299	95	65	ps	ps	NOUN
fcis-30299	95	66	)	)	PUNCT
fcis-30299	95	67	.	.	PUNCT
fcis-30299	96	1	among	among	ADP
fcis-30299	96	2	them	they	PRON
fcis-30299	96	3	,	,	PUNCT
fcis-30299	96	4	the	the	DET
fcis-30299	96	5	opening	opening	NOUN
fcis-30299	96	6	price	price	NOUN
fcis-30299	96	7	is	be	AUX
fcis-30299	96	8	our	our	PRON
fcis-30299	96	9	target	target	NOUN
fcis-30299	96	10	variable	variable	NOUN
fcis-30299	96	11	,	,	PUNCT
fcis-30299	96	12	while	while	SCONJ
fcis-30299	96	13	the	the	DET
fcis-30299	96	14	remaining	remain	VERB
fcis-30299	96	15	six	six	NUM
fcis-30299	96	16	factors	factor	NOUN
fcis-30299	96	17	are	be	AUX
fcis-30299	96	18	analyzed	analyze	VERB
fcis-30299	96	19	as	as	ADP
fcis-30299	96	20	characteristic	characteristic	ADJ
fcis-30299	96	21	variables	variable	NOUN
fcis-30299	96	22	.	.	PUNCT
fcis-30299	97	1	the	the	DET
fcis-30299	97	2	high	high	ADJ
fcis-30299	97	3	,	,	PUNCT
fcis-30299	97	4	low	low	ADJ
fcis-30299	97	5	,	,	PUNCT
fcis-30299	97	6	and	and	CCONJ
fcis-30299	97	7	closing	closing	NOUN
fcis-30299	97	8	prices	price	NOUN
fcis-30299	97	9	reflect	reflect	VERB
fcis-30299	97	10	the	the	DET
fcis-30299	97	11	price	price	NOUN
fcis-30299	97	12	fluctuations	fluctuation	NOUN
fcis-30299	97	13	of	of	ADP
fcis-30299	97	14	a	a	DET
fcis-30299	97	15	stock	stock	NOUN
fcis-30299	97	16	during	during	ADP
fcis-30299	97	17	the	the	DET
fcis-30299	97	18	day	day	NOUN
fcis-30299	97	19	,	,	PUNCT
fcis-30299	97	20	corresponding	correspond	VERB
fcis-30299	97	21	to	to	ADP
fcis-30299	97	22	the	the	DET
fcis-30299	97	23	maximum	maximum	ADJ
fcis-30299	97	24	demand	demand	NOUN
fcis-30299	97	25	,	,	PUNCT
fcis-30299	97	26	minimum	minimum	ADJ
fcis-30299	97	27	supply	supply	NOUN
fcis-30299	97	28	,	,	PUNCT
fcis-30299	97	29	and	and	CCONJ
fcis-30299	97	30	overall	overall	ADJ
fcis-30299	97	31	evaluation	evaluation	NOUN
fcis-30299	97	32	of	of	ADP
fcis-30299	97	33	the	the	DET
fcis-30299	97	34	market	market	NOUN
fcis-30299	97	35	,	,	PUNCT
fcis-30299	97	36	respectively	respectively	ADV
fcis-30299	97	37	,	,	PUNCT
fcis-30299	97	38	and	and	CCONJ
fcis-30299	97	39	these	these	DET
fcis-30299	97	40	factors	factor	NOUN
fcis-30299	97	41	directly	directly	ADV
fcis-30299	97	42	affect	affect	VERB
fcis-30299	97	43	the	the	DET
fcis-30299	97	44	market	market	NOUN
fcis-30299	97	45	's	's	PART
fcis-30299	97	46	expectations	expectation	NOUN
fcis-30299	97	47	of	of	ADP
fcis-30299	97	48	a	a	DET
fcis-30299	97	49	stock	stock	NOUN
fcis-30299	97	50	's	's	PART
fcis-30299	97	51	upside	upside	ADJ
fcis-30299	97	52	potential	potential	NOUN
fcis-30299	97	53	,	,	PUNCT
fcis-30299	97	54	downside	downside	ADJ
fcis-30299	97	55	risk	risk	NOUN
fcis-30299	97	56	,	,	PUNCT
fcis-30299	97	57	and	and	CCONJ
fcis-30299	97	58	rate	rate	NOUN
fcis-30299	97	59	of	of	ADP
fcis-30299	97	60	return	return	NOUN
fcis-30299	97	61	.	.	PUNCT
fcis-30299	98	1	in	in	ADP
fcis-30299	98	2	addition	addition	NOUN
fcis-30299	98	3	,	,	PUNCT
fcis-30299	98	4	price	price	NOUN
fcis-30299	98	5	-	-	PUNCT
fcis-30299	98	6	to	to	ADP
fcis-30299	98	7	-	-	PUNCT
fcis-30299	98	8	earnings	earning	NOUN
fcis-30299	98	9	(	(	PUNCT
fcis-30299	98	10	pe	pe	NOUN
fcis-30299	98	11	)	)	PUNCT
fcis-30299	98	12	,	,	PUNCT
fcis-30299	98	13	price	price	NOUN
fcis-30299	98	14	-	-	PUNCT
fcis-30299	98	15	to	to	ADP
fcis-30299	98	16	-	-	PUNCT
fcis-30299	98	17	book	book	NOUN
fcis-30299	98	18	(	(	PUNCT
fcis-30299	98	19	pb	pb	NOUN
fcis-30299	98	20	)	)	PUNCT
fcis-30299	98	21	,	,	PUNCT
fcis-30299	98	22	and	and	CCONJ
fcis-30299	98	23	price	price	NOUN
fcis-30299	98	24	-	-	PUNCT
fcis-30299	98	25	to	to	ADP
fcis-30299	98	26	-	-	PUNCT
fcis-30299	98	27	sales	sale	NOUN
fcis-30299	98	28	(	(	PUNCT
fcis-30299	98	29	ps	ps	NOUN
fcis-30299	98	30	)	)	PUNCT
fcis-30299	98	31	ratios	ratio	NOUN
fcis-30299	98	32	measure	measure	VERB
fcis-30299	98	33	a	a	DET
fcis-30299	98	34	company	company	NOUN
fcis-30299	98	35	's	's	PART
fcis-30299	98	36	valuation	valuation	NOUN
fcis-30299	98	37	from	from	ADP
fcis-30299	98	38	the	the	DET
fcis-30299	98	39	perspectives	perspective	NOUN
fcis-30299	98	40	of	of	ADP
fcis-30299	98	41	profitability	profitability	NOUN
fcis-30299	98	42	,	,	PUNCT
fcis-30299	98	43	net	net	ADJ
fcis-30299	98	44	worth	worth	NOUN
fcis-30299	98	45	,	,	PUNCT
fcis-30299	98	46	and	and	CCONJ
fcis-30299	98	47	sales	sale	NOUN
fcis-30299	98	48	capacity	capacity	NOUN
fcis-30299	98	49	,	,	PUNCT
fcis-30299	98	50	which	which	PRON
fcis-30299	98	51	in	in	ADP
fcis-30299	98	52	turn	turn	NOUN
fcis-30299	98	53	affects	affect	VERB
fcis-30299	98	54	investor	investor	NOUN
fcis-30299	98	55	perceptions	perception	NOUN
fcis-30299	98	56	of	of	ADP
fcis-30299	98	57	a	a	DET
fcis-30299	98	58	company	company	NOUN
fcis-30299	98	59	's	's	PART
fcis-30299	98	60	future	future	ADJ
fcis-30299	98	61	prospects	prospect	NOUN
fcis-30299	98	62	,	,	PUNCT
fcis-30299	98	63	and	and	CCONJ
fcis-30299	98	64	consequently	consequently	ADV
fcis-30299	98	65	,	,	PUNCT
fcis-30299	98	66	a	a	DET
fcis-30299	98	67	stock	stock	NOUN
fcis-30299	98	68	's	's	PART
fcis-30299	98	69	opening	opening	NOUN
fcis-30299	98	70	price	price	NOUN
fcis-30299	98	71	.	.	PUNCT
fcis-30299	99	1	therefore	therefore	ADV
fcis-30299	99	2	,	,	PUNCT
fcis-30299	99	3	we	we	PRON
fcis-30299	99	4	chose	choose	VERB
fcis-30299	99	5	these	these	DET
fcis-30299	99	6	six	six	NUM
fcis-30299	99	7	factors	factor	NOUN
fcis-30299	99	8	as	as	ADP
fcis-30299	99	9	characteristic	characteristic	ADJ
fcis-30299	99	10	variables	variable	NOUN
fcis-30299	99	11	in	in	ADP
fcis-30299	99	12	order	order	NOUN
fcis-30299	99	13	to	to	PART
fcis-30299	99	14	more	more	ADV
fcis-30299	99	15	accurately	accurately	ADV
fcis-30299	99	16	predict	predict	VERB
fcis-30299	99	17	the	the	DET
fcis-30299	99	18	opening	opening	NOUN
fcis-30299	99	19	price	price	NOUN
fcis-30299	99	20	of	of	ADP
fcis-30299	99	21	a	a	DET
fcis-30299	99	22	stock	stock	NOUN
fcis-30299	99	23	.	.	PUNCT
fcis-30299	100	1	we	we	PRON
fcis-30299	100	2	used	use	VERB
fcis-30299	100	3	mm	mm	PROPN
fcis-30299	100	4	-	-	PUNCT
fcis-30299	100	5	mlp	mlp	PROPN
fcis-30299	100	6	integrated	integrated	PROPN
fcis-30299	100	7	gru	gru	PROPN
fcis-30299	100	8	to	to	PART
fcis-30299	100	9	forecast	forecast	VERB
fcis-30299	100	10	stock	stock	NOUN
fcis-30299	100	11	price	price	NOUN
fcis-30299	100	12	data	datum	NOUN
fcis-30299	100	13	and	and	CCONJ
fcis-30299	100	14	applied	apply	VERB
fcis-30299	100	15	ga	ga	NOUN
fcis-30299	100	16	-	-	PUNCT
fcis-30299	100	17	lion	lion	NOUN
fcis-30299	100	18	for	for	ADP
fcis-30299	100	19	hyper	hyper	ADJ
fcis-30299	100	20	-	-	ADJ
fcis-30299	100	21	parameter	parameter	ADJ
fcis-30299	100	22	tuning	tuning	NOUN
fcis-30299	100	23	,	,	PUNCT
fcis-30299	100	24	achieve	achieve	VERB
fcis-30299	100	25	the	the	DET
fcis-30299	100	26	result	result	NOUN
fcis-30299	100	27	below	below	ADV
fcis-30299	100	28	.	.	PUNCT
fcis-30299	101	1	4.2	4.2	NUM
fcis-30299	101	2	.	.	PUNCT
fcis-30299	101	3	performance	performance	NOUN
fcis-30299	101	4	of	of	ADP
fcis-30299	101	5	ga	ga	NOUN
fcis-30299	101	6	-	-	PUNCT
fcis-30299	101	7	lion	lion	NOUN
fcis-30299	101	8	fig	fig	NOUN
fcis-30299	101	9	2	2	NUM
fcis-30299	101	10	.	.	PUNCT
fcis-30299	102	1	china	china	PROPN
fcis-30299	102	2	vanke	vanke	PROPN
fcis-30299	102	3	co.	co.	PROPN
fcis-30299	102	4	,	,	PUNCT
fcis-30299	102	5	ltd	ltd	PROPN
fcis-30299	102	6	.	.	PROPN
fcis-30299	102	7	(	(	PUNCT
fcis-30299	102	8	000002	000002	NUM
fcis-30299	102	9	)	)	PUNCT
fcis-30299	102	10	fig	fig	NOUN
fcis-30299	102	11	3	3	NUM
fcis-30299	102	12	.	.	PUNCT
fcis-30299	102	13	iflytek	iflytek	PROPN
fcis-30299	102	14	co.	co.	PROPN
fcis-30299	102	15	,	,	PUNCT
fcis-30299	102	16	ltd	ltd	PROPN
fcis-30299	102	17	.	.	PROPN
fcis-30299	102	18	(	(	PUNCT
fcis-30299	102	19	002230	002230	NUM
fcis-30299	102	20	)	)	PUNCT
fcis-30299	102	21	fig	fig	NOUN
fcis-30299	102	22	4	4	NUM
fcis-30299	102	23	.	.	PUNCT
fcis-30299	103	1	byd	byd	PROPN
fcis-30299	103	2	company	company	PROPN
fcis-30299	103	3	limited	limit	VERB
fcis-30299	103	4	(	(	PUNCT
fcis-30299	103	5	002594	002594	NUM
fcis-30299	103	6	)	)	PUNCT
fcis-30299	103	7	fig	fig	NOUN
fcis-30299	103	8	5	5	NUM
fcis-30299	103	9	.	.	PUNCT
fcis-30299	104	1	contemporary	contemporary	PROPN
fcis-30299	104	2	amperex	amperex	PROPN
fcis-30299	104	3	technology	technology	PROPN
fcis-30299	104	4	co.	co.	PROPN
fcis-30299	104	5	,	,	PUNCT
fcis-30299	104	6	limited	limit	VERB
fcis-30299	104	7	(	(	PUNCT
fcis-30299	104	8	300750	300750	NUM
fcis-30299	104	9	)	)	PUNCT
fcis-30299	104	10	fig	fig	NOUN
fcis-30299	104	11	6	6	NUM
fcis-30299	104	12	.	.	PUNCT
fcis-30299	105	1	kweichow	kweichow	PROPN
fcis-30299	105	2	moutai	moutai	PROPN
fcis-30299	105	3	co.	co.	PROPN
fcis-30299	105	4	,	,	PUNCT
fcis-30299	105	5	ltd.(600519	ltd.(600519	PROPN
fcis-30299	105	6	)	)	PUNCT
fcis-30299	105	7	fig	fig	NOUN
fcis-30299	105	8	7	7	NUM
fcis-30299	105	9	.	.	PUNCT
fcis-30299	105	10	semiconductor	semiconductor	NOUN
fcis-30299	105	11	manufacturing	manufacturing	NOUN
fcis-30299	105	12	international	international	ADJ
fcis-30299	105	13	corporation(688981	corporation(688981	NOUN
fcis-30299	105	14	)	)	PUNCT
fcis-30299	105	15	14	14	NUM
fcis-30299	105	16	in	in	ADP
fcis-30299	105	17	this	this	DET
fcis-30299	105	18	paper	paper	NOUN
fcis-30299	105	19	,	,	PUNCT
fcis-30299	105	20	the	the	DET
fcis-30299	105	21	ga	ga	NOUN
fcis-30299	105	22	-	-	PUNCT
fcis-30299	105	23	lion	lion	NOUN
fcis-30299	105	24	optimizer	optimizer	NOUN
fcis-30299	105	25	is	be	AUX
fcis-30299	105	26	used	use	VERB
fcis-30299	105	27	to	to	PART
fcis-30299	105	28	optimize	optimize	VERB
fcis-30299	105	29	gru	gru	NOUN
fcis-30299	105	30	to	to	PART
fcis-30299	105	31	cope	cope	VERB
fcis-30299	105	32	with	with	ADP
fcis-30299	105	33	the	the	DET
fcis-30299	105	34	impact	impact	NOUN
fcis-30299	105	35	of	of	ADP
fcis-30299	105	36	time	time	NOUN
fcis-30299	105	37	-	-	PUNCT
fcis-30299	105	38	sensitive	sensitive	ADJ
fcis-30299	105	39	data	datum	NOUN
fcis-30299	105	40	on	on	ADP
fcis-30299	105	41	the	the	DET
fcis-30299	105	42	training	training	NOUN
fcis-30299	105	43	process	process	NOUN
fcis-30299	105	44	.	.	PUNCT
fcis-30299	106	1	compared	compare	VERB
fcis-30299	106	2	with	with	ADP
fcis-30299	106	3	other	other	ADJ
fcis-30299	106	4	optimizers	optimizer	NOUN
fcis-30299	106	5	,	,	PUNCT
fcis-30299	106	6	the	the	DET
fcis-30299	106	7	galion	galion	NOUN
fcis-30299	106	8	optimizer	optimizer	NOUN
fcis-30299	106	9	performs	perform	VERB
fcis-30299	106	10	more	more	ADV
fcis-30299	106	11	superior	superior	ADJ
fcis-30299	106	12	in	in	ADP
fcis-30299	106	13	optimization	optimization	NOUN
fcis-30299	106	14	speed	speed	NOUN
fcis-30299	106	15	,	,	PUNCT
fcis-30299	106	16	can	can	AUX
fcis-30299	106	17	adjust	adjust	VERB
fcis-30299	106	18	the	the	DET
fcis-30299	106	19	gru	gru	NOUN
fcis-30299	106	20	model	model	NOUN
fcis-30299	106	21	parameters	parameter	NOUN
fcis-30299	106	22	more	more	ADV
fcis-30299	106	23	quickly	quickly	ADV
fcis-30299	106	24	,	,	PUNCT
fcis-30299	106	25	improves	improve	VERB
fcis-30299	106	26	the	the	DET
fcis-30299	106	27	stability	stability	NOUN
fcis-30299	106	28	of	of	ADP
fcis-30299	106	29	network	network	NOUN
fcis-30299	106	30	training	training	NOUN
fcis-30299	106	31	,	,	PUNCT
fcis-30299	106	32	and	and	CCONJ
fcis-30299	106	33	improves	improve	VERB
fcis-30299	106	34	the	the	DET
fcis-30299	106	35	prediction	prediction	NOUN
fcis-30299	106	36	accuracy	accuracy	NOUN
fcis-30299	106	37	.	.	PUNCT
fcis-30299	107	1	the	the	DET
fcis-30299	107	2	ga	ga	PROPN
fcis-30299	107	3	-	-	PUNCT
fcis-30299	107	4	lion	lion	NOUN
fcis-30299	107	5	optimizer	optimizer	NOUN
fcis-30299	107	6	is	be	AUX
fcis-30299	107	7	used	use	VERB
fcis-30299	107	8	to	to	PART
fcis-30299	107	9	optimize	optimize	VERB
fcis-30299	107	10	the	the	DET
fcis-30299	107	11	training	training	NOUN
fcis-30299	107	12	process	process	NOUN
fcis-30299	107	13	of	of	ADP
fcis-30299	107	14	the	the	DET
fcis-30299	107	15	network	network	NOUN
fcis-30299	107	16	when	when	SCONJ
fcis-30299	107	17	facing	face	VERB
fcis-30299	107	18	time	time	NOUN
fcis-30299	107	19	-	-	PUNCT
fcis-30299	107	20	sensitive	sensitive	ADJ
fcis-30299	107	21	data	datum	NOUN
fcis-30299	107	22	,	,	PUNCT
fcis-30299	107	23	in	in	ADP
fcis-30299	107	24	order	order	NOUN
fcis-30299	107	25	to	to	PART
fcis-30299	107	26	adjust	adjust	VERB
fcis-30299	107	27	the	the	DET
fcis-30299	107	28	parameters	parameter	NOUN
fcis-30299	107	29	of	of	ADP
fcis-30299	107	30	the	the	DET
fcis-30299	107	31	gru	gru	NOUN
fcis-30299	107	32	more	more	ADV
fcis-30299	107	33	finely	finely	ADV
fcis-30299	107	34	and	and	CCONJ
fcis-30299	107	35	make	make	VERB
fcis-30299	107	36	the	the	DET
fcis-30299	107	37	network	network	NOUN
fcis-30299	107	38	training	training	NOUN
fcis-30299	107	39	faster	fast	ADV
fcis-30299	107	40	.	.	PUNCT
fcis-30299	108	1	in	in	ADP
fcis-30299	108	2	order	order	NOUN
fcis-30299	108	3	to	to	PART
fcis-30299	108	4	evaluate	evaluate	VERB
fcis-30299	108	5	the	the	DET
fcis-30299	108	6	overall	overall	ADJ
fcis-30299	108	7	performance	performance	NOUN
fcis-30299	108	8	of	of	ADP
fcis-30299	108	9	ga	ga	NOUN
fcis-30299	108	10	-	-	NOUN
fcis-30299	108	11	lion	lion	NOUN
fcis-30299	108	12	,	,	PUNCT
fcis-30299	108	13	we	we	PRON
fcis-30299	108	14	compared	compare	VERB
fcis-30299	108	15	,	,	PUNCT
fcis-30299	108	16	adam[25	adam[25	PROPN
fcis-30299	108	17	]	]	PUNCT
fcis-30299	108	18	,	,	PUNCT
fcis-30299	108	19	adamw	adamw	PROPN
fcis-30299	109	1	[	[	X
fcis-30299	109	2	26	26	NUM
fcis-30299	109	3	]	]	PUNCT
fcis-30299	109	4	,	,	PUNCT
fcis-30299	109	5	lion[28	lion[28	PROPN
fcis-30299	109	6	]	]	PUNCT
fcis-30299	109	7	,	,	PUNCT
fcis-30299	109	8	ga	ga	NOUN
fcis-30299	109	9	-	-	PUNCT
fcis-30299	109	10	lion	lion	NOUN
fcis-30299	109	11	performance	performance	NOUN
fcis-30299	109	12	,	,	PUNCT
fcis-30299	109	13	the	the	DET
fcis-30299	109	14	experimental	experimental	ADJ
fcis-30299	109	15	results	result	NOUN
fcis-30299	109	16	and	and	CCONJ
fcis-30299	109	17	loss	loss	NOUN
fcis-30299	109	18	curves	curve	NOUN
fcis-30299	109	19	are	be	AUX
fcis-30299	109	20	shown	show	VERB
fcis-30299	109	21	in	in	ADP
fcis-30299	109	22	fig2,3,4,5,6	fig2,3,4,5,6	NOUN
fcis-30299	109	23	and7	and7	PROPN
fcis-30299	109	24	.	.	PUNCT
fcis-30299	110	1	4.3	4.3	NUM
fcis-30299	110	2	.	.	PUNCT
fcis-30299	110	3	performance	performance	NOUN
fcis-30299	110	4	of	of	ADP
fcis-30299	110	5	mm	mm	PROPN
fcis-30299	110	6	-	-	PUNCT
fcis-30299	110	7	mlp	mlp	NOUN
fcis-30299	110	8	to	to	PART
fcis-30299	110	9	demonstrate	demonstrate	VERB
fcis-30299	110	10	the	the	DET
fcis-30299	110	11	effectiveness	effectiveness	NOUN
fcis-30299	110	12	and	and	CCONJ
fcis-30299	110	13	superiority	superiority	NOUN
fcis-30299	110	14	of	of	ADP
fcis-30299	110	15	mmmlp	mmmlp	PROPN
fcis-30299	110	16	for	for	ADP
fcis-30299	110	17	gru	gru	NOUN
fcis-30299	110	18	networks	network	NOUN
fcis-30299	110	19	,	,	PUNCT
fcis-30299	110	20	we	we	PRON
fcis-30299	110	21	conducted	conduct	VERB
fcis-30299	110	22	experiments	experiment	NOUN
fcis-30299	110	23	using	use	VERB
fcis-30299	110	24	the	the	DET
fcis-30299	110	25	adam	adam	PROPN
fcis-30299	110	26	optimizer	optimizer	NOUN
fcis-30299	110	27	,	,	PUNCT
fcis-30299	110	28	comparing	compare	VERB
fcis-30299	110	29	with	with	ADP
fcis-30299	110	30	and	and	CCONJ
fcis-30299	110	31	without	without	ADP
fcis-30299	110	32	the	the	DET
fcis-30299	110	33	addition	addition	NOUN
fcis-30299	110	34	of	of	ADP
fcis-30299	110	35	ema	ema	PROPN
fcis-30299	110	36	and	and	CCONJ
fcis-30299	110	37	hma	hma	NOUN
fcis-30299	110	38	strategies	strategy	NOUN
fcis-30299	110	39	.	.	PUNCT
fcis-30299	111	1	the	the	DET
fcis-30299	111	2	results	result	NOUN
fcis-30299	111	3	are	be	AUX
fcis-30299	111	4	shown	show	VERB
fcis-30299	111	5	in	in	ADP
fcis-30299	111	6	table1.the	table1.the	DET
fcis-30299	111	7	results	result	NOUN
fcis-30299	111	8	,	,	PUNCT
fcis-30299	111	9	shown	show	VERB
fcis-30299	111	10	in	in	ADP
fcis-30299	111	11	table1	table1	PROPN
fcis-30299	111	12	,	,	PUNCT
fcis-30299	111	13	indicate	indicate	VERB
fcis-30299	111	14	that	that	SCONJ
fcis-30299	111	15	without	without	ADP
fcis-30299	111	16	ema	ema	PROPN
fcis-30299	111	17	or	or	CCONJ
fcis-30299	111	18	hma	hma	PROPN
fcis-30299	111	19	,	,	PUNCT
fcis-30299	111	20	the	the	DET
fcis-30299	111	21	mlp	mlp	NOUN
fcis-30299	111	22	provides	provide	VERB
fcis-30299	111	23	minimal	minimal	ADJ
fcis-30299	111	24	improvement	improvement	NOUN
fcis-30299	111	25	to	to	ADP
fcis-30299	111	26	the	the	DET
fcis-30299	111	27	network	network	NOUN
fcis-30299	111	28	.	.	PUNCT
fcis-30299	112	1	however	however	ADV
fcis-30299	112	2	,	,	PUNCT
fcis-30299	112	3	when	when	SCONJ
fcis-30299	112	4	ema	ema	PROPN
fcis-30299	112	5	and	and	CCONJ
fcis-30299	112	6	hma	hma	NOUN
fcis-30299	112	7	are	be	AUX
fcis-30299	112	8	added	add	VERB
fcis-30299	112	9	separately	separately	ADV
fcis-30299	112	10	,	,	PUNCT
fcis-30299	112	11	the	the	DET
fcis-30299	112	12	network	network	NOUN
fcis-30299	112	13	performance	performance	NOUN
fcis-30299	112	14	improves	improve	VERB
fcis-30299	112	15	,	,	PUNCT
fcis-30299	112	16	and	and	CCONJ
fcis-30299	112	17	the	the	DET
fcis-30299	112	18	best	good	ADJ
fcis-30299	112	19	results	result	NOUN
fcis-30299	112	20	are	be	AUX
fcis-30299	112	21	achieved	achieve	VERB
fcis-30299	112	22	when	when	SCONJ
fcis-30299	112	23	both	both	PRON
fcis-30299	112	24	are	be	AUX
fcis-30299	112	25	added	add	VERB
fcis-30299	112	26	(	(	PUNCT
fcis-30299	112	27	using	use	VERB
fcis-30299	112	28	mm	mm	PROPN
fcis-30299	112	29	-	-	PUNCT
fcis-30299	112	30	mlp	mlp	PROPN
fcis-30299	112	31	)	)	PUNCT
fcis-30299	112	32	.	.	PUNCT
fcis-30299	113	1	this	this	PRON
fcis-30299	113	2	demonstrates	demonstrate	VERB
fcis-30299	113	3	that	that	SCONJ
fcis-30299	113	4	ema	ema	PROPN
fcis-30299	113	5	,	,	PUNCT
fcis-30299	113	6	by	by	ADP
fcis-30299	113	7	giving	give	VERB
fcis-30299	113	8	higher	high	ADJ
fcis-30299	113	9	weight	weight	NOUN
fcis-30299	113	10	to	to	ADP
fcis-30299	113	11	recent	recent	ADJ
fcis-30299	113	12	data	datum	NOUN
fcis-30299	113	13	,	,	PUNCT
fcis-30299	113	14	and	and	CCONJ
fcis-30299	113	15	hma	hma	NOUN
fcis-30299	113	16	,	,	PUNCT
fcis-30299	113	17	by	by	ADP
fcis-30299	113	18	further	far	ADV
fcis-30299	113	19	reducing	reduce	VERB
fcis-30299	113	20	lag	lag	NOUN
fcis-30299	113	21	through	through	ADP
fcis-30299	113	22	weighted	weight	VERB
fcis-30299	113	23	and	and	CCONJ
fcis-30299	113	24	square	square	ADJ
fcis-30299	113	25	root	root	NOUN
fcis-30299	113	26	calculations	calculation	NOUN
fcis-30299	113	27	,	,	PUNCT
fcis-30299	113	28	effectively	effectively	ADV
fcis-30299	113	29	enhance	enhance	VERB
fcis-30299	113	30	the	the	DET
fcis-30299	113	31	network	network	NOUN
fcis-30299	113	32	's	's	PART
fcis-30299	113	33	ability	ability	NOUN
fcis-30299	113	34	to	to	PART
fcis-30299	113	35	process	process	VERB
fcis-30299	113	36	and	and	CCONJ
fcis-30299	113	37	utilize	utilize	VERB
fcis-30299	113	38	information	information	NOUN
fcis-30299	113	39	from	from	ADP
fcis-30299	113	40	stock	stock	NOUN
fcis-30299	113	41	sequence	sequence	NOUN
fcis-30299	113	42	features	feature	NOUN
fcis-30299	113	43	.	.	PUNCT
fcis-30299	114	1	table	table	NOUN
fcis-30299	114	2	1	1	NUM
fcis-30299	114	3	.	.	PUNCT
fcis-30299	114	4	comparison	comparison	NOUN
fcis-30299	114	5	of	of	ADP
fcis-30299	114	6	different	different	ADJ
fcis-30299	114	7	modules	module	NOUN
fcis-30299	114	8	method	method	NOUN
fcis-30299	114	9	mse	mse	PROPN
fcis-30299	114	10	mae	mae	PROPN
fcis-30299	114	11	rmse	rmse	PROPN
fcis-30299	114	12	r²	r²	VERB
fcis-30299	114	13	without	without	ADP
fcis-30299	114	14	ema	ema	PROPN
fcis-30299	114	15	and	and	CCONJ
fcis-30299	114	16	hma	hma	NOUN
fcis-30299	114	17	0.01435	0.01435	NUM
fcis-30299	114	18	0.08233	0.08233	NUM
fcis-30299	114	19	0.11979	0.11979	NUM
fcis-30299	114	20	0.71119	0.71119	NUM
fcis-30299	114	21	with	with	ADP
fcis-30299	114	22	ema	ema	PROPN
fcis-30299	114	23	0.00605	0.00605	NUM
fcis-30299	114	24	0.04462	0.04462	NUM
fcis-30299	114	25	0.07781	0.07781	NUM
fcis-30299	114	26	0.87814	0.87814	NUM
fcis-30299	114	27	with	with	ADP
fcis-30299	114	28	hma	hma	PROPN
fcis-30299	114	29	0.01094	0.01094	NUM
fcis-30299	115	1	0.06051	0.06051	NUM
fcis-30299	115	2	0.10460	0.10460	NUM
fcis-30299	115	3	0.77989	0.77989	NUM
fcis-30299	115	4	mm	mm	PROPN
fcis-30299	115	5	-	-	PUNCT
fcis-30299	115	6	mlp	mlp	PROPN
fcis-30299	115	7	0.04761	0.04761	NUM
fcis-30299	115	8	0.12939	0.12939	NUM
fcis-30299	115	9	0.21820	0.21820	NUM
fcis-30299	115	10	0.95239	0.95239	NUM
fcis-30299	115	11	4.4	4.4	NUM
fcis-30299	115	12	.	.	PUNCT
fcis-30299	115	13	performance	performance	NOUN
fcis-30299	115	14	of	of	ADP
fcis-30299	115	15	gru	gru	NOUN
fcis-30299	115	16	enhanced	enhance	VERB
fcis-30299	115	17	by	by	ADP
fcis-30299	115	18	galion	galion	PROPN
fcis-30299	115	19	and	and	CCONJ
fcis-30299	115	20	mm	mm	PROPN
fcis-30299	115	21	-	-	PUNCT
fcis-30299	115	22	mlp	mlp	PROPN
fcis-30299	115	23	4.4.1	4.4.1	PROPN
fcis-30299	115	24	.	.	PUNCT
fcis-30299	116	1	goodness	goodness	NOUN
fcis-30299	116	2	-	-	PUNCT
fcis-30299	116	3	of	of	ADP
fcis-30299	116	4	-	-	PUNCT
fcis-30299	116	5	fit	fit	NOUN
fcis-30299	116	6	test	test	NOUN
fcis-30299	116	7	to	to	PART
fcis-30299	116	8	further	far	ADV
fcis-30299	116	9	analyze	analyze	VERB
fcis-30299	116	10	our	our	PRON
fcis-30299	116	11	model	model	NOUN
fcis-30299	116	12	's	's	PART
fcis-30299	116	13	goodness	goodness	NOUN
fcis-30299	116	14	-	-	PUNCT
fcis-30299	116	15	of	of	ADP
fcis-30299	116	16	-	-	PUNCT
fcis-30299	116	17	fit	fit	NOUN
fcis-30299	116	18	performance	performance	NOUN
fcis-30299	116	19	,	,	PUNCT
fcis-30299	116	20	we	we	PRON
fcis-30299	116	21	compared	compare	VERB
fcis-30299	116	22	it	it	PRON
fcis-30299	116	23	with	with	ADP
fcis-30299	116	24	several	several	ADJ
fcis-30299	116	25	classic	classic	ADJ
fcis-30299	116	26	and	and	CCONJ
fcis-30299	116	27	stateof	stateof	ADV
fcis-30299	116	28	-	-	PUNCT
fcis-30299	116	29	the	the	DET
fcis-30299	116	30	-	-	PUNCT
fcis-30299	116	31	art	art	NOUN
fcis-30299	116	32	time	time	NOUN
fcis-30299	116	33	series	series	PROPN
fcis-30299	116	34	forecasting	forecasting	NOUN
fcis-30299	116	35	methods	method	NOUN
fcis-30299	116	36	under	under	ADP
fcis-30299	116	37	the	the	DET
fcis-30299	116	38	same	same	ADJ
fcis-30299	116	39	environment	environment	NOUN
fcis-30299	116	40	and	and	CCONJ
fcis-30299	116	41	dataset	dataset	NOUN
fcis-30299	116	42	,	,	PUNCT
fcis-30299	116	43	with	with	ADP
fcis-30299	116	44	results	result	NOUN
fcis-30299	116	45	as	as	SCONJ
fcis-30299	116	46	shown	show	VERB
fcis-30299	116	47	in	in	ADP
fcis-30299	116	48	the	the	DET
fcis-30299	116	49	table	table	NOUN
fcis-30299	116	50	2	2	NUM
fcis-30299	116	51	.	.	PUNCT
fcis-30299	116	52	table	table	NOUN
fcis-30299	116	53	2	2	NUM
fcis-30299	116	54	.	.	PUNCT
fcis-30299	116	55	comparison	comparison	NOUN
fcis-30299	116	56	of	of	ADP
fcis-30299	116	57	different	different	ADJ
fcis-30299	116	58	models	model	NOUN
fcis-30299	116	59	for	for	ADP
fcis-30299	116	60	six	six	NUM
fcis-30299	116	61	stocks	stock	NOUN
fcis-30299	116	62	stocks	stock	NOUN
fcis-30299	116	63	mse	mse	PROPN
fcis-30299	116	64	mae	mae	PROPN
fcis-30299	116	65	rmse	rmse	PROPN
fcis-30299	116	66	r²	r²	NOUN
fcis-30299	116	67	method	method	NOUN
fcis-30299	116	68	china	china	PROPN
fcis-30299	116	69	vanke	vanke	PROPN
fcis-30299	116	70	co.	co.	PROPN
fcis-30299	116	71	,	,	PUNCT
fcis-30299	116	72	ltd.(000002	ltd.(000002	NOUN
fcis-30299	116	73	)	)	PUNCT
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fcis-30299	117	3	0.32554	0.32554	NUM
fcis-30299	117	4	0.89373	0.89373	NUM
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fcis-30299	117	9	0.89593	0.89593	NUM
fcis-30299	117	10	tcn	tcn	NOUN
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fcis-30299	117	21	iflytek	iflytek	PROPN
fcis-30299	117	22	co.	co.	PROPN
fcis-30299	117	23	,	,	PUNCT
fcis-30299	117	24	ltd	ltd	PROPN
fcis-30299	117	25	.	.	PROPN
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fcis-30299	117	28	)	)	PUNCT
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fcis-30299	117	49	byd	byd	PROPN
fcis-30299	117	50	company	company	PROPN
fcis-30299	117	51	limited	limit	VERB
fcis-30299	117	52	(	(	PUNCT
fcis-30299	117	53	002594	002594	NUM
fcis-30299	117	54	)	)	PUNCT
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fcis-30299	118	10	tcn	tcn	VERB
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fcis-30299	118	15	gru	gru	NOUN
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fcis-30299	118	18	0.37473	0.37473	NUM
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fcis-30299	118	20	ours	ours	PRON
fcis-30299	118	21	contemporary	contemporary	PROPN
fcis-30299	118	22	amperex	amperex	PROPN
fcis-30299	118	23	technology	technology	PROPN
fcis-30299	118	24	co.	co.	PROPN
fcis-30299	118	25	,	,	PUNCT
fcis-30299	118	26	limited	limit	VERB
fcis-30299	118	27	(	(	PUNCT
fcis-30299	118	28	300750	300750	NUM
fcis-30299	118	29	)	)	PUNCT
fcis-30299	118	30	0.39230	0.39230	NUM
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fcis-30299	118	32	0.62634	0.62634	NUM
fcis-30299	118	33	0.60769	0.60769	NUM
fcis-30299	118	34	fedformer	fedformer	NOUN
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fcis-30299	119	4	0.89785	0.89785	NUM
fcis-30299	119	5	tcn	tcn	NOUN
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fcis-30299	119	15	ours	ours	PRON
fcis-30299	119	16	kweichow	kweichow	PROPN
fcis-30299	119	17	moutai	moutai	PROPN
fcis-30299	119	18	co.	co.	PROPN
fcis-30299	119	19	,	,	PUNCT
fcis-30299	119	20	ltd.(600519	ltd.(600519	PROPN
fcis-30299	119	21	)	)	PUNCT
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fcis-30299	119	40	0.95143	0.95143	NUM
fcis-30299	119	41	ours	ours	PRON
fcis-30299	119	42	semiconductor	semiconductor	NOUN
fcis-30299	119	43	manufacturing	manufacturing	NOUN
fcis-30299	119	44	international	international	ADJ
fcis-30299	119	45	corporation(688981	corporation(688981	NOUN
fcis-30299	119	46	)	)	PUNCT
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fcis-30299	119	51	fedformer	fedformer	NOUN
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fcis-30299	119	68	.	.	PUNCT
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fcis-30299	120	2	ability	ability	NOUN
fcis-30299	120	3	test	test	NOUN
fcis-30299	120	4	in	in	ADP
fcis-30299	120	5	the	the	DET
fcis-30299	120	6	hft	hft	PROPN
fcis-30299	120	7	experiment	experiment	NOUN
fcis-30299	120	8	,	,	PUNCT
fcis-30299	120	9	generalization	generalization	NOUN
fcis-30299	120	10	ability	ability	NOUN
fcis-30299	120	11	is	be	AUX
fcis-30299	120	12	a	a	DET
fcis-30299	120	13	crucial	crucial	ADJ
fcis-30299	120	14	evaluation	evaluation	NOUN
fcis-30299	120	15	metric	metric	NOUN
fcis-30299	120	16	,	,	PUNCT
fcis-30299	120	17	reflecting	reflect	VERB
fcis-30299	120	18	whether	whether	SCONJ
fcis-30299	120	19	the	the	DET
fcis-30299	120	20	model	model	NOUN
fcis-30299	120	21	's	's	PART
fcis-30299	120	22	robustness	robustness	NOUN
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fcis-30299	120	25	high	high	ADJ
fcis-30299	120	26	.	.	PUNCT
fcis-30299	121	1	to	to	PART
fcis-30299	121	2	conduct	conduct	VERB
fcis-30299	121	3	generalization	generalization	NOUN
fcis-30299	121	4	experiments	experiment	NOUN
fcis-30299	121	5	,	,	PUNCT
fcis-30299	121	6	we	we	PRON
fcis-30299	121	7	tested	test	VERB
fcis-30299	121	8	our	our	PRON
fcis-30299	121	9	network	network	NOUN
fcis-30299	121	10	on	on	ADP
fcis-30299	121	11	the	the	DET
fcis-30299	121	12	four	four	NUM
fcis-30299	121	13	previously	previously	ADV
fcis-30299	121	14	collected	collect	VERB
fcis-30299	121	15	datasets	dataset	NOUN
fcis-30299	121	16	,	,	PUNCT
fcis-30299	121	17	assessing	assess	VERB
fcis-30299	121	18	its	its	PRON
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fcis-30299	121	20	performance	performance	NOUN
fcis-30299	121	21	with	with	ADP
fcis-30299	121	22	experimental	experimental	ADJ
fcis-30299	121	23	parameters	parameter	NOUN
fcis-30299	121	24	and	and	CCONJ
fcis-30299	121	25	hardware	hardware	NOUN
fcis-30299	121	26	configurations	configuration	NOUN
fcis-30299	121	27	consistent	consistent	ADJ
fcis-30299	121	28	with	with	ADP
fcis-30299	121	29	the	the	DET
fcis-30299	121	30	aforementioned	aforementioned	ADJ
fcis-30299	121	31	setup	setup	NOUN
fcis-30299	121	32	.	.	PUNCT
fcis-30299	122	1	the	the	DET
fcis-30299	122	2	following	follow	VERB
fcis-30299	122	3	15	15	NUM
fcis-30299	122	4	fig8,9,10,11	fig8,9,10,11	NOUN
fcis-30299	122	5	shows	show	VERB
fcis-30299	122	6	the	the	DET
fcis-30299	122	7	results	result	NOUN
fcis-30299	122	8	of	of	ADP
fcis-30299	122	9	the	the	DET
fcis-30299	122	10	experiments	experiment	NOUN
fcis-30299	122	11	on	on	ADP
fcis-30299	122	12	four	four	NUM
fcis-30299	122	13	publicly	publicly	ADV
fcis-30299	122	14	available	available	ADJ
fcis-30299	122	15	datasets	dataset	NOUN
fcis-30299	122	16	.	.	PUNCT
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fcis-30299	123	2	8	8	NUM
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fcis-30299	124	2	high	high	ADJ
fcis-30299	124	3	-	-	PUNCT
fcis-30299	124	4	speed	speed	NOUN
fcis-30299	124	5	railway	railway	NOUN
fcis-30299	124	6	technology	technology	PROPN
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fcis-30299	124	9	ltd.(000008	ltd.(000008	NOUN
fcis-30299	124	10	)	)	PUNCT
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fcis-30299	124	12	9	9	NUM
fcis-30299	124	13	.	.	PUNCT
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fcis-30299	125	2	cereals	cereals	PROPN
fcis-30299	125	3	holdings	holdings	PROPN
fcis-30299	125	4	co.	co.	PROPN
fcis-30299	125	5	,	,	PUNCT
fcis-30299	125	6	ltd	ltd	PROPN
fcis-30299	125	7	.	.	PROPN
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fcis-30299	125	9	000019	000019	NUM
fcis-30299	125	10	)	)	PUNCT
fcis-30299	125	11	fig	fig	NOUN
fcis-30299	125	12	10	10	NUM
fcis-30299	125	13	.	.	PUNCT
fcis-30299	126	1	topchoice	topchoice	PROPN
fcis-30299	126	2	medical	medical	PROPN
fcis-30299	126	3	co.	co.	PROPN
fcis-30299	126	4	,	,	PUNCT
fcis-30299	126	5	inc	inc	PROPN
fcis-30299	126	6	.	.	PROPN
fcis-30299	126	7	(	(	PUNCT
fcis-30299	126	8	600763	600763	NUM
fcis-30299	126	9	)	)	PUNCT
fcis-30299	126	10	fig	fig	NOUN
fcis-30299	126	11	11	11	NUM
fcis-30299	126	12	.	.	PUNCT
fcis-30299	127	1	cosco	cosco	PROPN
fcis-30299	127	2	shipping	shipping	PROPN
fcis-30299	127	3	holdings	holdings	PROPN
fcis-30299	127	4	co.	co.	PROPN
fcis-30299	127	5	,	,	PUNCT
fcis-30299	127	6	ltd.(601919	ltd.(601919	PROPN
fcis-30299	127	7	)	)	PUNCT
fcis-30299	127	8	it	it	PRON
fcis-30299	127	9	is	be	AUX
fcis-30299	127	10	clear	clear	ADJ
fcis-30299	127	11	from	from	ADP
fcis-30299	127	12	the	the	DET
fcis-30299	127	13	data	datum	NOUN
fcis-30299	127	14	in	in	ADP
fcis-30299	127	15	the	the	DET
fcis-30299	127	16	figure8,9,10,11	figure8,9,10,11	X
fcis-30299	127	17	that	that	PRON
fcis-30299	127	18	our	our	PRON
fcis-30299	127	19	model	model	NOUN
fcis-30299	127	20	has	have	VERB
fcis-30299	127	21	good	good	ADJ
fcis-30299	127	22	prediction	prediction	NOUN
fcis-30299	127	23	accuracy	accuracy	NOUN
fcis-30299	127	24	and	and	CCONJ
fcis-30299	127	25	goodness	goodness	NOUN
fcis-30299	127	26	of	of	ADP
fcis-30299	127	27	fit	fit	ADJ
fcis-30299	127	28	in	in	ADP
fcis-30299	127	29	terms	term	NOUN
fcis-30299	127	30	of	of	ADP
fcis-30299	127	31	prediction	prediction	NOUN
fcis-30299	127	32	accuracy	accuracy	NOUN
fcis-30299	127	33	for	for	ADP
fcis-30299	127	34	the	the	DET
fcis-30299	127	35	four	four	NUM
fcis-30299	127	36	publicly	publicly	ADV
fcis-30299	127	37	available	available	ADJ
fcis-30299	127	38	datasets	dataset	NOUN
fcis-30299	127	39	.	.	PUNCT
fcis-30299	128	1	5	5	X
fcis-30299	128	2	.	.	X
fcis-30299	128	3	conclusion	conclusion	NOUN
fcis-30299	128	4	in	in	ADP
fcis-30299	128	5	this	this	DET
fcis-30299	128	6	paper	paper	NOUN
fcis-30299	128	7	,	,	PUNCT
fcis-30299	128	8	we	we	PRON
fcis-30299	128	9	propose	propose	VERB
fcis-30299	128	10	a	a	DET
fcis-30299	128	11	novel	novel	ADJ
fcis-30299	128	12	stock	stock	NOUN
fcis-30299	128	13	prediction	prediction	NOUN
fcis-30299	128	14	model	model	NOUN
fcis-30299	128	15	tailored	tailor	VERB
fcis-30299	128	16	for	for	ADP
fcis-30299	128	17	high	high	ADJ
fcis-30299	128	18	-	-	PUNCT
fcis-30299	128	19	frequency	frequency	NOUN
fcis-30299	128	20	trading	trading	NOUN
fcis-30299	128	21	,	,	PUNCT
fcis-30299	128	22	addressing	address	VERB
fcis-30299	128	23	key	key	ADJ
fcis-30299	128	24	challenges	challenge	NOUN
fcis-30299	128	25	in	in	ADP
fcis-30299	128	26	training	training	NOUN
fcis-30299	128	27	efficiency	efficiency	NOUN
fcis-30299	128	28	and	and	CCONJ
fcis-30299	128	29	robustness	robustness	NOUN
fcis-30299	128	30	.	.	PUNCT
fcis-30299	129	1	to	to	PART
fcis-30299	129	2	enhance	enhance	VERB
fcis-30299	129	3	the	the	DET
fcis-30299	129	4	model	model	NOUN
fcis-30299	129	5	’s	’s	PART
fcis-30299	129	6	capability	capability	NOUN
fcis-30299	129	7	in	in	ADP
fcis-30299	129	8	handling	handle	VERB
fcis-30299	129	9	high	high	ADJ
fcis-30299	129	10	-	-	PUNCT
fcis-30299	129	11	noise	noise	NOUN
fcis-30299	129	12	stock	stock	NOUN
fcis-30299	129	13	data	datum	NOUN
fcis-30299	129	14	,	,	PUNCT
fcis-30299	129	15	we	we	PRON
fcis-30299	129	16	introduce	introduce	VERB
fcis-30299	129	17	masked	masked	ADJ
fcis-30299	129	18	moving	move	VERB
fcis-30299	129	19	-	-	PUNCT
fcis-30299	129	20	average	average	NOUN
fcis-30299	129	21	mlp	mlp	NOUN
fcis-30299	129	22	(	(	PUNCT
fcis-30299	129	23	mm	mm	PROPN
fcis-30299	129	24	-	-	PUNCT
fcis-30299	129	25	mlp	mlp	PROPN
fcis-30299	129	26	)	)	PUNCT
fcis-30299	129	27	,	,	PUNCT
fcis-30299	129	28	which	which	PRON
fcis-30299	129	29	improves	improve	VERB
fcis-30299	129	30	feature	feature	NOUN
fcis-30299	129	31	extraction	extraction	NOUN
fcis-30299	129	32	by	by	ADP
fcis-30299	129	33	capturing	capture	VERB
fcis-30299	129	34	complex	complex	ADJ
fcis-30299	129	35	patterns	pattern	NOUN
fcis-30299	129	36	and	and	CCONJ
fcis-30299	129	37	reducing	reduce	VERB
fcis-30299	129	38	noise	noise	NOUN
fcis-30299	129	39	interference	interference	NOUN
fcis-30299	129	40	.	.	PUNCT
fcis-30299	130	1	this	this	PRON
fcis-30299	130	2	leads	lead	VERB
fcis-30299	130	3	to	to	ADP
fcis-30299	130	4	more	more	ADV
fcis-30299	130	5	accurate	accurate	ADJ
fcis-30299	130	6	stock	stock	NOUN
fcis-30299	130	7	price	price	NOUN
fcis-30299	130	8	predictions	prediction	NOUN
fcis-30299	130	9	.	.	PUNCT
fcis-30299	131	1	furthermore	furthermore	ADV
fcis-30299	131	2	,	,	PUNCT
fcis-30299	131	3	we	we	PRON
fcis-30299	131	4	develop	develop	VERB
fcis-30299	131	5	the	the	DET
fcis-30299	131	6	gauss	gauss	ADJ
fcis-30299	131	7	simulated	simulate	VERB
fcis-30299	131	8	annealing	anneal	VERB
fcis-30299	131	9	lion	lion	NOUN
fcis-30299	131	10	(	(	PUNCT
fcis-30299	131	11	ga	ga	NOUN
fcis-30299	131	12	-	-	PUNCT
fcis-30299	131	13	lion	lion	NOUN
fcis-30299	131	14	)	)	PUNCT
fcis-30299	131	15	optimizer	optimizer	NOUN
fcis-30299	131	16	,	,	PUNCT
fcis-30299	131	17	an	an	DET
fcis-30299	131	18	improved	improved	ADJ
fcis-30299	131	19	version	version	NOUN
fcis-30299	131	20	of	of	ADP
fcis-30299	131	21	the	the	DET
fcis-30299	131	22	lion	lion	NOUN
fcis-30299	131	23	algorithm	algorithm	NOUN
fcis-30299	131	24	,	,	PUNCT
fcis-30299	131	25	designed	design	VERB
fcis-30299	131	26	to	to	PART
fcis-30299	131	27	accelerate	accelerate	VERB
fcis-30299	131	28	model	model	NOUN
fcis-30299	131	29	training	training	NOUN
fcis-30299	131	30	.	.	PUNCT
fcis-30299	132	1	ga	ga	NOUN
fcis-30299	132	2	-	-	PUNCT
fcis-30299	132	3	lion	lion	NOUN
fcis-30299	132	4	significantly	significantly	ADV
fcis-30299	132	5	enhances	enhance	VERB
fcis-30299	132	6	convergence	convergence	NOUN
fcis-30299	132	7	speed	speed	NOUN
fcis-30299	132	8	,	,	PUNCT
fcis-30299	132	9	making	make	VERB
fcis-30299	132	10	it	it	PRON
fcis-30299	132	11	particularly	particularly	ADV
fcis-30299	132	12	effective	effective	ADJ
fcis-30299	132	13	in	in	ADP
fcis-30299	132	14	high	high	ADJ
fcis-30299	132	15	-	-	PUNCT
fcis-30299	132	16	frequency	frequency	NOUN
fcis-30299	132	17	trading	trading	NOUN
fcis-30299	132	18	scenarios	scenario	NOUN
fcis-30299	132	19	where	where	SCONJ
fcis-30299	132	20	rapid	rapid	ADJ
fcis-30299	132	21	decision	decision	NOUN
fcis-30299	132	22	-	-	PUNCT
fcis-30299	132	23	making	making	NOUN
fcis-30299	132	24	is	be	AUX
fcis-30299	132	25	crucial	crucial	ADJ
fcis-30299	132	26	.	.	PUNCT
fcis-30299	133	1	by	by	ADP
fcis-30299	133	2	integrating	integrate	VERB
fcis-30299	133	3	mm	mm	PROPN
fcis-30299	133	4	-	-	PUNCT
fcis-30299	133	5	mlp	mlp	PROPN
fcis-30299	133	6	and	and	CCONJ
fcis-30299	133	7	ga	ga	PROPN
fcis-30299	133	8	-	-	PUNCT
fcis-30299	133	9	lion	lion	NOUN
fcis-30299	133	10	with	with	ADP
fcis-30299	133	11	a	a	DET
fcis-30299	133	12	gated	gate	VERB
fcis-30299	133	13	recurrent	recurrent	ADJ
fcis-30299	133	14	unit	unit	NOUN
fcis-30299	133	15	(	(	PUNCT
fcis-30299	133	16	gru	gru	NOUN
fcis-30299	133	17	)	)	PUNCT
fcis-30299	133	18	model	model	NOUN
fcis-30299	133	19	,	,	PUNCT
fcis-30299	133	20	our	our	PRON
fcis-30299	133	21	approach	approach	NOUN
fcis-30299	133	22	improves	improve	VERB
fcis-30299	133	23	prediction	prediction	NOUN
fcis-30299	133	24	accuracy	accuracy	NOUN
fcis-30299	133	25	and	and	CCONJ
fcis-30299	133	26	better	well	ADJ
fcis-30299	133	27	adapts	adapt	VERB
fcis-30299	133	28	to	to	ADP
fcis-30299	133	29	the	the	DET
fcis-30299	133	30	dynamic	dynamic	ADJ
fcis-30299	133	31	characteristics	characteristic	NOUN
fcis-30299	133	32	of	of	ADP
fcis-30299	133	33	financial	financial	ADJ
fcis-30299	133	34	data	datum	NOUN
fcis-30299	133	35	.	.	PUNCT
fcis-30299	134	1	experimental	experimental	ADJ
fcis-30299	134	2	results	result	NOUN
fcis-30299	134	3	demonstrate	demonstrate	VERB
fcis-30299	134	4	that	that	SCONJ
fcis-30299	134	5	our	our	PRON
fcis-30299	134	6	model	model	NOUN
fcis-30299	134	7	outperforms	outperform	VERB
fcis-30299	134	8	existing	exist	VERB
fcis-30299	134	9	methods	method	NOUN
fcis-30299	134	10	,	,	PUNCT
fcis-30299	134	11	achieving	achieve	VERB
fcis-30299	134	12	superior	superior	ADJ
fcis-30299	134	13	performance	performance	NOUN
fcis-30299	134	14	in	in	ADP
fcis-30299	134	15	terms	term	NOUN
fcis-30299	134	16	of	of	ADP
fcis-30299	134	17	mse	mse	PROPN
fcis-30299	134	18	and	and	CCONJ
fcis-30299	134	19	mae	mae	PROPN
fcis-30299	134	20	,	,	PUNCT
fcis-30299	134	21	while	while	SCONJ
fcis-30299	134	22	also	also	ADV
fcis-30299	134	23	exhibiting	exhibit	VERB
fcis-30299	134	24	strong	strong	ADJ
fcis-30299	134	25	generalization	generalization	NOUN
fcis-30299	134	26	ability	ability	NOUN
fcis-30299	134	27	.	.	PUNCT
fcis-30299	135	1	overall	overall	ADV
fcis-30299	135	2	,	,	PUNCT
fcis-30299	135	3	our	our	PRON
fcis-30299	135	4	work	work	NOUN
fcis-30299	135	5	provides	provide	VERB
fcis-30299	135	6	a	a	DET
fcis-30299	135	7	robust	robust	ADJ
fcis-30299	135	8	and	and	CCONJ
fcis-30299	135	9	efficient	efficient	ADJ
fcis-30299	135	10	deep	deep	ADJ
fcis-30299	135	11	learning	learning	NOUN
fcis-30299	135	12	framework	framework	NOUN
fcis-30299	135	13	for	for	ADP
fcis-30299	135	14	hft	hft	NOUN
fcis-30299	135	15	,	,	PUNCT
fcis-30299	135	16	offering	offer	VERB
fcis-30299	135	17	valuable	valuable	ADJ
fcis-30299	135	18	insights	insight	NOUN
fcis-30299	135	19	for	for	ADP
fcis-30299	135	20	both	both	CCONJ
fcis-30299	135	21	individual	individual	ADJ
fcis-30299	135	22	and	and	CCONJ
fcis-30299	135	23	institutional	institutional	ADJ
fcis-30299	135	24	investors	investor	NOUN
fcis-30299	135	25	.	.	PUNCT
fcis-30299	136	1	by	by	ADP
fcis-30299	136	2	enhancing	enhance	VERB
fcis-30299	136	3	predictive	predictive	ADJ
fcis-30299	136	4	accuracy	accuracy	NOUN
fcis-30299	136	5	and	and	CCONJ
fcis-30299	136	6	responsiveness	responsiveness	NOUN
fcis-30299	136	7	,	,	PUNCT
fcis-30299	136	8	our	our	PRON
fcis-30299	136	9	model	model	NOUN
fcis-30299	136	10	aids	aid	NOUN
fcis-30299	136	11	in	in	ADP
fcis-30299	136	12	informed	informed	ADJ
fcis-30299	136	13	decision	decision	NOUN
fcis-30299	136	14	-	-	PUNCT
fcis-30299	136	15	making	making	NOUN
fcis-30299	136	16	,	,	PUNCT
fcis-30299	136	17	ultimately	ultimately	ADV
fcis-30299	136	18	reducing	reduce	VERB
fcis-30299	136	19	investment	investment	NOUN
fcis-30299	136	20	risks	risk	NOUN
fcis-30299	136	21	and	and	CCONJ
fcis-30299	136	22	improving	improve	VERB
fcis-30299	136	23	financial	financial	ADJ
fcis-30299	136	24	performance	performance	NOUN
fcis-30299	136	25	in	in	ADP
fcis-30299	136	26	high	high	ADJ
fcis-30299	136	27	-	-	PUNCT
fcis-30299	136	28	frequency	frequency	NOUN
fcis-30299	136	29	trading	trading	NOUN
fcis-30299	136	30	environments	environment	NOUN
fcis-30299	136	31	.	.	PUNCT
fcis-30299	137	1	references	reference	NOUN
fcis-30299	137	2	[	[	X
fcis-30299	137	3	1	1	NUM
fcis-30299	137	4	]	]	X
fcis-30299	137	5	securities	security	NOUN
fcis-30299	137	6	u	u	NOUN
fcis-30299	137	7	s	s	PROPN
fcis-30299	137	8	,	,	PUNCT
fcis-30299	137	9	exchange	exchange	NOUN
fcis-30299	137	10	commission	commission	PROPN
fcis-30299	137	11	.	.	PUNCT
fcis-30299	138	1	part	part	NOUN
fcis-30299	138	2	iii	iii	PROPN
fcis-30299	138	3	:	:	PUNCT
fcis-30299	138	4	concept	concept	NOUN
fcis-30299	138	5	release	release	NOUN
fcis-30299	138	6	on	on	ADP
fcis-30299	138	7	equity	equity	NOUN
fcis-30299	138	8	market	market	NOUN
fcis-30299	138	9	structure	structure	NOUN
fcis-30299	138	10	;	;	PUNCT
fcis-30299	138	11	proposed	propose	VERB
fcis-30299	138	12	rule	rule	NOUN
fcis-30299	138	13	,	,	PUNCT
fcis-30299	138	14	17	17	NUM
fcis-30299	138	15	cfr	cfr	NOUN
fcis-30299	138	16	part	part	NOUN
fcis-30299	138	17	242[j	242[j	NUM
fcis-30299	138	18	]	]	PUNCT
fcis-30299	138	19	.	.	PUNCT
fcis-30299	139	1	federal	federal	ADJ
fcis-30299	139	2	register	register	PROPN
fcis-30299	139	3	,	,	PUNCT
fcis-30299	139	4	2010	2010	NUM
fcis-30299	139	5	,	,	PUNCT
fcis-30299	139	6	75(13	75(13	NUM
fcis-30299	139	7	):	):	PUNCT
fcis-30299	139	8	3594	3594	NUM
fcis-30299	139	9	-	-	SYM
fcis-30299	139	10	3614	3614	NUM
fcis-30299	139	11	.	.	PUNCT
fcis-30299	140	1	[	[	X
fcis-30299	140	2	2	2	NUM
fcis-30299	140	3	]	]	PUNCT
fcis-30299	140	4	leal	leal	PROPN
fcis-30299	140	5	s	s	PROPN
fcis-30299	140	6	j	j	PROPN
fcis-30299	140	7	,	,	PUNCT
fcis-30299	140	8	napoletano	napoletano	PROPN
fcis-30299	140	9	m.	m.	NOUN
fcis-30299	140	10	market	market	NOUN
fcis-30299	140	11	stability	stability	NOUN
fcis-30299	140	12	vs.	vs.	ADP
fcis-30299	140	13	market	market	NOUN
fcis-30299	140	14	resilience	resilience	NOUN
fcis-30299	140	15	:	:	PUNCT
fcis-30299	140	16	regulatory	regulatory	ADJ
fcis-30299	140	17	policies	policy	NOUN
fcis-30299	140	18	experiments	experiment	NOUN
fcis-30299	140	19	in	in	ADP
fcis-30299	140	20	an	an	DET
fcis-30299	140	21	agent	agent	NOUN
fcis-30299	140	22	-	-	PUNCT
fcis-30299	140	23	based	base	VERB
fcis-30299	140	24	model	model	NOUN
fcis-30299	140	25	with	with	ADP
fcis-30299	140	26	low	low	ADJ
fcis-30299	140	27	-	-	PUNCT
fcis-30299	140	28	and	and	CCONJ
fcis-30299	140	29	high	high	ADJ
fcis-30299	140	30	-	-	PUNCT
fcis-30299	140	31	frequency	frequency	NOUN
fcis-30299	140	32	trading[j	trading[j	NOUN
fcis-30299	140	33	]	]	PUNCT
fcis-30299	140	34	.	.	PUNCT
fcis-30299	141	1	journal	journal	PROPN
fcis-30299	141	2	of	of	ADP
fcis-30299	141	3	economic	economic	ADJ
fcis-30299	141	4	behavior	behavior	NOUN
fcis-30299	141	5	&	&	CCONJ
fcis-30299	141	6	organization	organization	PROPN
fcis-30299	141	7	,	,	PUNCT
fcis-30299	141	8	2019	2019	NUM
fcis-30299	141	9	,	,	PUNCT
fcis-30299	141	10	157	157	NUM
fcis-30299	141	11	:	:	SYM
fcis-30299	141	12	15	15	NUM
fcis-30299	141	13	-	-	SYM
fcis-30299	141	14	41	41	NUM
fcis-30299	141	15	.	.	PUNCT
fcis-30299	142	1	[	[	X
fcis-30299	142	2	3	3	X
fcis-30299	142	3	]	]	X
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fcis-30299	142	5	a	a	PROPN
fcis-30299	142	6	,	,	PUNCT
fcis-30299	142	7	niño	niño	PROPN
fcis-30299	142	8	j	j	PROPN
fcis-30299	142	9	,	,	PUNCT
fcis-30299	142	10	hernández	hernández	PROPN
fcis-30299	142	11	g	g	PROPN
fcis-30299	142	12	,	,	PUNCT
fcis-30299	142	13	et	et	PROPN
fcis-30299	142	14	al	al	PROPN
fcis-30299	142	15	.	.	PROPN
fcis-30299	142	16	high	high	ADJ
fcis-30299	142	17	-	-	PUNCT
fcis-30299	142	18	frequency	frequency	NOUN
fcis-30299	142	19	trading	trading	NOUN
fcis-30299	142	20	strategy	strategy	NOUN
fcis-30299	142	21	based	base	VERB
fcis-30299	142	22	on	on	ADP
fcis-30299	142	23	deep	deep	ADJ
fcis-30299	142	24	neural	neural	ADJ
fcis-30299	142	25	networks[c]//international	networks[c]//international	PROPN
fcis-30299	142	26	conference	conference	NOUN
fcis-30299	142	27	on	on	ADP
fcis-30299	142	28	intelligent	intelligent	ADJ
fcis-30299	142	29	computing	computing	NOUN
fcis-30299	142	30	.	.	PUNCT
fcis-30299	142	31	cham	cham	PROPN
fcis-30299	142	32	:	:	PUNCT
fcis-30299	142	33	springer	springer	NOUN
fcis-30299	142	34	international	international	ADJ
fcis-30299	142	35	publishing	publishing	NOUN
fcis-30299	142	36	,	,	PUNCT
fcis-30299	142	37	2016	2016	NUM
fcis-30299	142	38	:	:	PUNCT
fcis-30299	142	39	424	424	NUM
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fcis-30299	156	11	-	-	SYM
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fcis-30299	158	10	-	-	SYM
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fcis-30299	205	18	.	.	PUNCT
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fcis-30299	206	15	,	,	PUNCT
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fcis-30299	206	17	.	.	PUNCT
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fcis-30299	210	15	algorithms	algorithm	NOUN
fcis-30299	210	16	[	[	X
fcis-30299	210	17	j	j	X
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fcis-30299	210	19	.	.	PUNCT
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fcis-30299	212	1	biosci	biosci	PROPN
fcis-30299	212	2	.	.	PUNCT
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fcis-30299	213	2	,	,	PUNCT
fcis-30299	213	3	2024	2024	NUM
fcis-30299	213	4	,	,	PUNCT
fcis-30299	213	5	21	21	NUM
fcis-30299	213	6	:	:	SYM
fcis-30299	213	7	1270	1270	NUM
fcis-30299	213	8	-	-	SYM
fcis-30299	213	9	1285	1285	NUM
fcis-30299	213	10	.	.	PUNCT
fcis-30299	214	1	[	[	X
fcis-30299	214	2	30	30	NUM
fcis-30299	214	3	]	]	X
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fcis-30299	214	13	approach	approach	NOUN
fcis-30299	214	14	based	base	VERB
fcis-30299	214	15	on	on	ADP
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fcis-30299	214	17	moving	move	VERB
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fcis-30299	214	20	for	for	ADP
fcis-30299	214	21	atrial	atrial	ADJ
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fcis-30299	214	26	.	.	PUNCT
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fcis-30299	215	4	,	,	PUNCT
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fcis-30299	215	6	:	:	PUNCT
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fcis-30299	220	12	2024	2024	NUM
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fcis-30299	221	30	-	-	PUNCT
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fcis-30299	221	44	(	(	PUNCT
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fcis-30299	222	6	-	-	SYM
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fcis-30299	224	6	-	-	SYM
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fcis-30299	228	11	:	:	SYM
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fcis-30299	233	3	]	]	PUNCT
fcis-30299	233	4	neelakantan	neelakantan	PROPN
fcis-30299	233	5	a	a	NOUN
fcis-30299	233	6	,	,	PUNCT
fcis-30299	233	7	vilnis	vilnis	PROPN
fcis-30299	233	8	l	l	PROPN
fcis-30299	233	9	,	,	PUNCT
fcis-30299	233	10	le	le	X
fcis-30299	233	11	q	q	PROPN
fcis-30299	233	12	v	v	PROPN
fcis-30299	233	13	,	,	PUNCT
fcis-30299	233	14	et	et	PROPN
fcis-30299	233	15	al	al	PROPN
fcis-30299	233	16	.	.	PUNCT
fcis-30299	234	1	adding	add	VERB
fcis-30299	234	2	gradient	gradient	NOUN
fcis-30299	234	3	noise	noise	NOUN
fcis-30299	234	4	improves	improve	VERB
fcis-30299	234	5	learning	learn	VERB
fcis-30299	234	6	for	for	ADP
fcis-30299	234	7	very	very	ADV
fcis-30299	234	8	deep	deep	ADJ
fcis-30299	234	9	networks[j	networks[j	PROPN
fcis-30299	234	10	]	]	PUNCT
fcis-30299	234	11	.	.	PUNCT
fcis-30299	235	1	arxiv	arxiv	PROPN
fcis-30299	235	2	preprint	preprint	PROPN
fcis-30299	235	3	arxiv:1511.06807	arxiv:1511.06807	NOUN
fcis-30299	235	4	,	,	PUNCT
fcis-30299	235	5	2015	2015	NUM
fcis-30299	235	6	.	.	PUNCT