id	sid	tid	token	lemma	pos
bracis-33600	1	1	predicting	predict	VERB
bracis-33600	1	2	bull	bull	NOUN
bracis-33600	1	3	and	and	CCONJ
bracis-33600	1	4	 	 	SPACE
bracis-33600	1	5	bear	bear	NOUN
bracis-33600	1	6	markets	market	NOUN
bracis-33600	1	7	:	:	PUNCT
bracis-33600	1	8	a	a	DET
bracis-33600	1	9	deep	deep	ADJ
bracis-33600	1	10	learning	learning	NOUN
bracis-33600	1	11	and	and	CCONJ
bracis-33600	1	12	 	 	SPACE
bracis-33600	1	13	linear	linear	ADJ
bracis-33600	1	14	regression	regression	NOUN
bracis-33600	1	15	study	study	NOUN
bracis-33600	1	16	in	in	ADP
bracis-33600	1	17	 	 	SPACE
bracis-33600	1	18	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	1	19	|	|	ADV
bracis-33600	1	20	springer	springer	NOUN
bracis-33600	1	21	nature	nature	PROPN
bracis-33600	1	22	link	link	PROPN
bracis-33600	1	23	(	(	PUNCT
bracis-33600	1	24	formerly	formerly	ADV
bracis-33600	1	25	springerlink	springerlink	NOUN
bracis-33600	1	26	)	)	PUNCT
bracis-33600	1	27	skip	skip	VERB
bracis-33600	1	28	to	to	ADP
bracis-33600	1	29	main	main	ADJ
bracis-33600	1	30	content	content	NOUN
bracis-33600	1	31	advertisement	advertisement	NOUN
bracis-33600	1	32	log	log	NOUN
bracis-33600	1	33	in	in	ADP
bracis-33600	1	34	menu	menu	NOUN
bracis-33600	1	35	find	find	VERB
bracis-33600	1	36	a	a	DET
bracis-33600	1	37	journal	journal	NOUN
bracis-33600	1	38	publish	publish	VERB
bracis-33600	1	39	with	with	ADP
bracis-33600	1	40	us	we	PRON
bracis-33600	1	41	track	track	VERB
bracis-33600	1	42	your	your	PRON
bracis-33600	1	43	research	research	NOUN
bracis-33600	1	44	search	search	NOUN
bracis-33600	1	45	cart	cart	NOUN
bracis-33600	1	46	home	home	NOUN
bracis-33600	1	47	intelligent	intelligent	ADJ
bracis-33600	1	48	systems	system	NOUN
bracis-33600	1	49	conference	conference	NOUN
bracis-33600	1	50	paper	paper	NOUN
bracis-33600	1	51	predicting	predict	VERB
bracis-33600	1	52	bull	bull	NOUN
bracis-33600	1	53	and	and	CCONJ
bracis-33600	1	54	 	 	SPACE
bracis-33600	1	55	bear	bear	NOUN
bracis-33600	1	56	markets	market	NOUN
bracis-33600	1	57	:	:	PUNCT
bracis-33600	1	58	a	a	DET
bracis-33600	1	59	deep	deep	ADJ
bracis-33600	1	60	learning	learning	NOUN
bracis-33600	1	61	and	and	CCONJ
bracis-33600	1	62	 	 	SPACE
bracis-33600	1	63	linear	linear	ADJ
bracis-33600	1	64	regression	regression	NOUN
bracis-33600	1	65	study	study	NOUN
bracis-33600	1	66	in	in	ADP
bracis-33600	1	67	 	 	SPACE
bracis-33600	1	68	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	1	69	conference	conference	NOUN
bracis-33600	1	70	paper	paper	NOUN
bracis-33600	1	71	first	first	ADV
bracis-33600	1	72	online	online	ADV
bracis-33600	1	73	:	:	PUNCT
bracis-33600	1	74	30	30	NUM
bracis-33600	1	75	january	january	NOUN
bracis-33600	1	76	2025	2025	NUM
bracis-33600	1	77	pp	pp	NUM
bracis-33600	1	78	281–295	281–295	NUM
bracis-33600	1	79	cite	cite	VERB
bracis-33600	1	80	this	this	DET
bracis-33600	1	81	conference	conference	NOUN
bracis-33600	1	82	paper	paper	NOUN
bracis-33600	1	83	access	access	NOUN
bracis-33600	1	84	provided	provide	VERB
bracis-33600	1	85	by	by	ADP
bracis-33600	1	86	university	university	PROPN
bracis-33600	1	87	of	of	ADP
bracis-33600	1	88	notre	notre	PROPN
bracis-33600	1	89	dame	dame	PROPN
bracis-33600	1	90	hesburgh	hesburgh	PROPN
bracis-33600	1	91	library	library	PROPN
bracis-33600	1	92	download	download	PROPN
bracis-33600	1	93	book	book	NOUN
bracis-33600	1	94	pdf	pdf	PROPN
bracis-33600	1	95	download	download	NOUN
bracis-33600	1	96	book	book	NOUN
bracis-33600	1	97	epub	epub	PROPN
bracis-33600	1	98	intelligent	intelligent	ADJ
bracis-33600	1	99	systems	system	NOUN
bracis-33600	1	100	(	(	PUNCT
bracis-33600	1	101	bracis	bracis	NOUN
bracis-33600	1	102	2024	2024	NUM
bracis-33600	1	103	)	)	PUNCT
bracis-33600	1	104	predicting	predict	VERB
bracis-33600	1	105	bull	bull	NOUN
bracis-33600	1	106	and	and	CCONJ
bracis-33600	1	107	 	 	SPACE
bracis-33600	1	108	bear	bear	NOUN
bracis-33600	1	109	markets	market	NOUN
bracis-33600	1	110	:	:	PUNCT
bracis-33600	1	111	a	a	DET
bracis-33600	1	112	deep	deep	ADJ
bracis-33600	1	113	learning	learning	NOUN
bracis-33600	1	114	and	and	CCONJ
bracis-33600	1	115	 	 	SPACE
bracis-33600	1	116	linear	linear	ADJ
bracis-33600	1	117	regression	regression	NOUN
bracis-33600	1	118	study	study	NOUN
bracis-33600	1	119	in	in	ADP
bracis-33600	1	120	 	 	SPACE
bracis-33600	1	121	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	1	122	download	download	NOUN
bracis-33600	1	123	book	book	NOUN
bracis-33600	1	124	pdf	pdf	PROPN
bracis-33600	1	125	download	download	NOUN
bracis-33600	1	126	book	book	PROPN
bracis-33600	1	127	epub	epub	PROPN
bracis-33600	1	128	joão	joão	PROPN
bracis-33600	1	129	paulo	paulo	PROPN
bracis-33600	1	130	costa	costa	PROPN
bracis-33600	1	131	e	e	PROPN
bracis-33600	1	132	souza9	souza9	PROPN
bracis-33600	1	133	,	,	PUNCT
bracis-33600	1	134	rodolfo	rodolfo	PROPN
bracis-33600	1	135	i.	i.	PROPN
bracis-33600	1	136	meneguette10	meneguette10	PROPN
bracis-33600	1	137	,	,	PUNCT
bracis-33600	1	138	vinícius	vinícius	PROPN
bracis-33600	1	139	p.	p.	PROPN
bracis-33600	1	140	gonçalves9	gonçalves9	PROPN
bracis-33600	1	141	,	,	PUNCT
bracis-33600	1	142	fábio	fábio	PROPN
bracis-33600	1	143	l.	l.	PROPN
bracis-33600	1	144	l.	l.	PROPN
bracis-33600	1	145	de	de	PROPN
bracis-33600	1	146	mendonça9	mendonça9	PROPN
bracis-33600	1	147	,	,	PUNCT
bracis-33600	1	148	francisco	francisco	PROPN
bracis-33600	1	149	airton	airton	PROPN
bracis-33600	1	150	silva11	silva11	PROPN
bracis-33600	1	151	&	&	CCONJ
bracis-33600	1	152	…	…	PUNCT
bracis-33600	1	153	geraldo	geraldo	PROPN
bracis-33600	1	154	p.	p.	PROPN
bracis-33600	1	155	rocha	rocha	PROPN
bracis-33600	2	1	filho9,12	filho9,12	PROPN
bracis-33600	2	2	  	  	SPACE
bracis-33600	2	3	show	show	VERB
bracis-33600	2	4	authors	author	NOUN
bracis-33600	2	5	part	part	NOUN
bracis-33600	2	6	of	of	ADP
bracis-33600	2	7	the	the	DET
bracis-33600	2	8	book	book	NOUN
bracis-33600	2	9	series	series	NOUN
bracis-33600	2	10	:	:	PUNCT
bracis-33600	2	11	lecture	lecture	NOUN
bracis-33600	2	12	notes	note	NOUN
bracis-33600	2	13	in	in	ADP
bracis-33600	2	14	computer	computer	NOUN
bracis-33600	2	15	science	science	NOUN
bracis-33600	2	16	(	(	PUNCT
bracis-33600	2	17	(	(	PUNCT
bracis-33600	2	18	lnai	lnai	ADJ
bracis-33600	2	19	,	,	PUNCT
bracis-33600	2	20	volume	volume	NOUN
bracis-33600	2	21	15413	15413	NUM
bracis-33600	2	22	)	)	PUNCT
bracis-33600	2	23	)	)	PUNCT
bracis-33600	2	24	included	include	VERB
bracis-33600	2	25	in	in	ADP
bracis-33600	2	26	the	the	DET
bracis-33600	2	27	following	follow	VERB
bracis-33600	2	28	conference	conference	NOUN
bracis-33600	2	29	series	series	NOUN
bracis-33600	2	30	:	:	PUNCT
bracis-33600	2	31	brazilian	brazilian	ADJ
bracis-33600	2	32	conference	conference	NOUN
bracis-33600	2	33	on	on	ADP
bracis-33600	2	34	intelligent	intelligent	ADJ
bracis-33600	2	35	systems	system	NOUN
bracis-33600	2	36	408	408	NUM
bracis-33600	2	37	accesses	access	NOUN
bracis-33600	2	38	abstract	abstract	ADJ
bracis-33600	2	39	despite	despite	SCONJ
bracis-33600	2	40	the	the	DET
bracis-33600	2	41	growing	grow	VERB
bracis-33600	2	42	popularity	popularity	NOUN
bracis-33600	2	43	and	and	CCONJ
bracis-33600	2	44	increasingly	increasingly	ADV
bracis-33600	2	45	widespread	widespread	ADJ
bracis-33600	2	46	use	use	NOUN
bracis-33600	2	47	of	of	ADP
bracis-33600	2	48	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	2	49	in	in	ADP
bracis-33600	2	50	contemporary	contemporary	ADJ
bracis-33600	2	51	financial	financial	ADJ
bracis-33600	2	52	markets	market	NOUN
bracis-33600	2	53	,	,	PUNCT
bracis-33600	2	54	understanding	understand	VERB
bracis-33600	2	55	market	market	NOUN
bracis-33600	2	56	trends	trend	NOUN
bracis-33600	2	57	and	and	CCONJ
bracis-33600	2	58	predicting	predict	VERB
bracis-33600	2	59	their	their	PRON
bracis-33600	2	60	future	future	ADJ
bracis-33600	2	61	movements	movement	NOUN
bracis-33600	2	62	is	be	AUX
bracis-33600	2	63	a	a	DET
bracis-33600	2	64	formidable	formidable	ADJ
bracis-33600	2	65	challenge	challenge	NOUN
bracis-33600	2	66	in	in	ADP
bracis-33600	2	67	financial	financial	ADJ
bracis-33600	2	68	analysis	analysis	NOUN
bracis-33600	2	69	.	.	PUNCT
bracis-33600	3	1	regardless	regardless	ADV
bracis-33600	3	2	of	of	ADP
bracis-33600	3	3	the	the	DET
bracis-33600	3	4	numerous	numerous	ADJ
bracis-33600	3	5	tools	tool	NOUN
bracis-33600	3	6	and	and	CCONJ
bracis-33600	3	7	techniques	technique	NOUN
bracis-33600	3	8	available	available	ADJ
bracis-33600	3	9	,	,	PUNCT
bracis-33600	3	10	accurately	accurately	ADV
bracis-33600	3	11	forecasting	forecast	VERB
bracis-33600	3	12	market	market	NOUN
bracis-33600	3	13	behavior	behavior	NOUN
bracis-33600	3	14	remains	remain	VERB
bracis-33600	3	15	complex	complex	ADJ
bracis-33600	3	16	due	due	ADJ
bracis-33600	3	17	to	to	ADP
bracis-33600	3	18	financial	financial	ADJ
bracis-33600	3	19	data	datum	NOUN
bracis-33600	3	20	’s	’s	PART
bracis-33600	3	21	inherent	inherent	ADJ
bracis-33600	3	22	volatility	volatility	NOUN
bracis-33600	3	23	and	and	CCONJ
bracis-33600	3	24	noise	noise	NOUN
bracis-33600	3	25	.	.	PUNCT
bracis-33600	4	1	this	this	DET
bracis-33600	4	2	work	work	NOUN
bracis-33600	4	3	proposes	propose	VERB
bracis-33600	4	4	a	a	DET
bracis-33600	4	5	novel	novel	ADJ
bracis-33600	4	6	hybrid	hybrid	NOUN
bracis-33600	4	7	model	model	NOUN
bracis-33600	4	8	for	for	ADP
bracis-33600	4	9	market	market	NOUN
bracis-33600	4	10	trend	trend	NOUN
bracis-33600	4	11	classification	classification	NOUN
bracis-33600	4	12	and	and	CCONJ
bracis-33600	4	13	trend	trend	NOUN
bracis-33600	4	14	slope	slope	NOUN
bracis-33600	4	15	regression	regression	NOUN
bracis-33600	4	16	to	to	PART
bracis-33600	4	17	address	address	VERB
bracis-33600	4	18	this	this	DET
bracis-33600	4	19	gap	gap	NOUN
bracis-33600	4	20	.	.	PUNCT
bracis-33600	5	1	the	the	DET
bracis-33600	5	2	proposed	propose	VERB
bracis-33600	5	3	approach	approach	NOUN
bracis-33600	5	4	leverages	leverage	VERB
bracis-33600	5	5	technical	technical	ADJ
bracis-33600	5	6	indicators	indicator	NOUN
bracis-33600	5	7	,	,	PUNCT
bracis-33600	5	8	autoencoders	autoencoder	NOUN
bracis-33600	5	9	,	,	PUNCT
bracis-33600	5	10	a	a	DET
bracis-33600	5	11	bilstm	bilstm	NOUN
bracis-33600	5	12	-	-	PUNCT
bracis-33600	5	13	cnn	cnn	NOUN
bracis-33600	5	14	architecture	architecture	NOUN
bracis-33600	5	15	,	,	PUNCT
bracis-33600	5	16	and	and	CCONJ
bracis-33600	5	17	the	the	DET
bracis-33600	5	18	use	use	NOUN
bracis-33600	5	19	of	of	ADP
bracis-33600	5	20	linear	linear	ADJ
bracis-33600	5	21	regression	regression	NOUN
bracis-33600	5	22	to	to	PART
bracis-33600	5	23	label	label	VERB
bracis-33600	5	24	the	the	DET
bracis-33600	5	25	trends	trend	NOUN
bracis-33600	5	26	,	,	PUNCT
bracis-33600	5	27	enhancing	enhance	VERB
bracis-33600	5	28	prediction	prediction	NOUN
bracis-33600	5	29	accuracy	accuracy	NOUN
bracis-33600	5	30	.	.	PUNCT
bracis-33600	6	1	the	the	DET
bracis-33600	6	2	core	core	NOUN
bracis-33600	6	3	innovation	innovation	NOUN
bracis-33600	6	4	lies	lie	VERB
bracis-33600	6	5	in	in	ADP
bracis-33600	6	6	the	the	DET
bracis-33600	6	7	integration	integration	NOUN
bracis-33600	6	8	of	of	ADP
bracis-33600	6	9	these	these	DET
bracis-33600	6	10	advanced	advanced	ADJ
bracis-33600	6	11	techniques	technique	NOUN
bracis-33600	6	12	to	to	PART
bracis-33600	6	13	extract	extract	VERB
bracis-33600	6	14	meaningful	meaningful	ADJ
bracis-33600	6	15	and	and	CCONJ
bracis-33600	6	16	useful	useful	ADJ
bracis-33600	6	17	patterns	pattern	NOUN
bracis-33600	6	18	from	from	ADP
bracis-33600	6	19	the	the	DET
bracis-33600	6	20	data	datum	NOUN
bracis-33600	6	21	.	.	PUNCT
bracis-33600	7	1	this	this	DET
bracis-33600	7	2	methodology	methodology	NOUN
bracis-33600	7	3	allows	allow	VERB
bracis-33600	7	4	the	the	DET
bracis-33600	7	5	model	model	NOUN
bracis-33600	7	6	to	to	PART
bracis-33600	7	7	better	well	ADV
bracis-33600	7	8	capture	capture	VERB
bracis-33600	7	9	the	the	DET
bracis-33600	7	10	complexities	complexity	NOUN
bracis-33600	7	11	of	of	ADP
bracis-33600	7	12	financial	financial	ADJ
bracis-33600	7	13	time	time	NOUN
bracis-33600	7	14	series	series	NOUN
bracis-33600	7	15	,	,	PUNCT
bracis-33600	7	16	thus	thus	ADV
bracis-33600	7	17	improving	improve	VERB
bracis-33600	7	18	its	its	PRON
bracis-33600	7	19	predictive	predictive	ADJ
bracis-33600	7	20	capabilities	capability	NOUN
bracis-33600	7	21	.	.	PUNCT
bracis-33600	8	1	as	as	ADP
bracis-33600	8	2	a	a	DET
bracis-33600	8	3	proof	proof	NOUN
bracis-33600	8	4	of	of	ADP
bracis-33600	8	5	concept	concept	NOUN
bracis-33600	8	6	,	,	PUNCT
bracis-33600	8	7	the	the	DET
bracis-33600	8	8	proposed	propose	VERB
bracis-33600	8	9	model	model	NOUN
bracis-33600	8	10	was	be	AUX
bracis-33600	8	11	evaluated	evaluate	VERB
bracis-33600	8	12	using	use	VERB
bracis-33600	8	13	historical	historical	ADJ
bracis-33600	8	14	bitcoin	bitcoin	ADJ
bracis-33600	8	15	data	datum	NOUN
bracis-33600	8	16	spanning	span	VERB
bracis-33600	8	17	two	two	NUM
bracis-33600	8	18	years	year	NOUN
bracis-33600	8	19	,	,	PUNCT
bracis-33600	8	20	with	with	SCONJ
bracis-33600	8	21	performance	performance	NOUN
bracis-33600	8	22	metrics	metric	NOUN
bracis-33600	8	23	such	such	ADJ
bracis-33600	8	24	as	as	ADP
bracis-33600	8	25	accuracy	accuracy	NOUN
bracis-33600	8	26	,	,	PUNCT
bracis-33600	8	27	precision	precision	NOUN
bracis-33600	8	28	,	,	PUNCT
bracis-33600	8	29	recall	recall	VERB
bracis-33600	8	30	for	for	ADP
bracis-33600	8	31	trend	trend	NOUN
bracis-33600	8	32	classification	classification	NOUN
bracis-33600	8	33	,	,	PUNCT
bracis-33600	8	34	and	and	CCONJ
bracis-33600	8	35	mean	mean	VERB
bracis-33600	8	36	squared	square	VERB
bracis-33600	8	37	error	error	NOUN
bracis-33600	8	38	(	(	PUNCT
bracis-33600	8	39	mse	mse	NOUN
bracis-33600	8	40	)	)	PUNCT
bracis-33600	8	41	,	,	PUNCT
bracis-33600	8	42	mean	mean	VERB
bracis-33600	8	43	absolute	absolute	ADJ
bracis-33600	8	44	error	error	NOUN
bracis-33600	8	45	(	(	PUNCT
bracis-33600	8	46	mae	mae	PROPN
bracis-33600	8	47	)	)	PUNCT
bracis-33600	8	48	,	,	PUNCT
bracis-33600	8	49	and	and	CCONJ
bracis-33600	8	50	mean	mean	VERB
bracis-33600	8	51	absolute	absolute	ADJ
bracis-33600	8	52	percentage	percentage	NOUN
bracis-33600	8	53	error	error	NOUN
bracis-33600	8	54	(	(	PUNCT
bracis-33600	8	55	mape	mape	NOUN
bracis-33600	8	56	)	)	PUNCT
bracis-33600	8	57	for	for	ADP
bracis-33600	8	58	trend	trend	NOUN
bracis-33600	8	59	slope	slope	NOUN
bracis-33600	8	60	regression	regression	NOUN
bracis-33600	8	61	.	.	PUNCT
bracis-33600	9	1	the	the	DET
bracis-33600	9	2	results	result	NOUN
bracis-33600	9	3	are	be	AUX
bracis-33600	9	4	compelling	compelling	ADJ
bracis-33600	9	5	,	,	PUNCT
bracis-33600	9	6	demonstrating	demonstrate	VERB
bracis-33600	9	7	that	that	SCONJ
bracis-33600	9	8	the	the	DET
bracis-33600	9	9	combination	combination	NOUN
bracis-33600	9	10	of	of	ADP
bracis-33600	9	11	linear	linear	ADJ
bracis-33600	9	12	regression	regression	NOUN
bracis-33600	9	13	labeling	labeling	NOUN
bracis-33600	9	14	and	and	CCONJ
bracis-33600	9	15	the	the	DET
bracis-33600	9	16	architecture	architecture	NOUN
bracis-33600	9	17	proposed	propose	VERB
bracis-33600	9	18	achieves	achieve	VERB
bracis-33600	9	19	a	a	DET
bracis-33600	9	20	remarkable	remarkable	ADJ
bracis-33600	9	21	level	level	NOUN
bracis-33600	9	22	of	of	ADP
bracis-33600	9	23	accuracy	accuracy	NOUN
bracis-33600	9	24	both	both	PRON
bracis-33600	9	25	in	in	ADP
bracis-33600	9	26	-	-	PUNCT
bracis-33600	9	27	sample	sample	NOUN
bracis-33600	9	28	and	and	CCONJ
bracis-33600	9	29	out	out	ADP
bracis-33600	9	30	-	-	PUNCT
bracis-33600	9	31	of	of	ADP
bracis-33600	9	32	-	-	PUNCT
bracis-33600	9	33	sample	sample	NOUN
bracis-33600	9	34	.	.	PUNCT
bracis-33600	10	1	this	this	DET
bracis-33600	10	2	accuracy	accuracy	NOUN
bracis-33600	10	3	significantly	significantly	ADV
bracis-33600	10	4	surpasses	surpass	VERB
bracis-33600	10	5	the	the	DET
bracis-33600	10	6	50	50	NUM
bracis-33600	10	7	%	%	NOUN
bracis-33600	10	8	random	random	ADJ
bracis-33600	10	9	benchmark	benchmark	NOUN
bracis-33600	10	10	in	in	ADP
bracis-33600	10	11	the	the	DET
bracis-33600	10	12	predictions	prediction	NOUN
bracis-33600	10	13	of	of	ADP
bracis-33600	10	14	bull	bull	NOUN
bracis-33600	10	15	and	and	CCONJ
bracis-33600	10	16	bear	bear	NOUN
bracis-33600	10	17	markets	market	NOUN
bracis-33600	10	18	.	.	PUNCT
bracis-33600	11	1	ultimately	ultimately	ADV
bracis-33600	11	2	,	,	PUNCT
bracis-33600	11	3	this	this	DET
bracis-33600	11	4	research	research	NOUN
bracis-33600	11	5	presents	present	VERB
bracis-33600	11	6	a	a	DET
bracis-33600	11	7	promising	promising	ADJ
bracis-33600	11	8	approach	approach	NOUN
bracis-33600	11	9	to	to	ADP
bracis-33600	11	10	enhancing	enhance	VERB
bracis-33600	11	11	the	the	DET
bracis-33600	11	12	precision	precision	NOUN
bracis-33600	11	13	of	of	ADP
bracis-33600	11	14	trend	trend	NOUN
bracis-33600	11	15	predictions	prediction	NOUN
bracis-33600	11	16	in	in	ADP
bracis-33600	11	17	the	the	DET
bracis-33600	11	18	volatile	volatile	ADJ
bracis-33600	11	19	and	and	CCONJ
bracis-33600	11	20	unpredictable	unpredictable	ADJ
bracis-33600	11	21	cryptocurrency	cryptocurrency	NOUN
bracis-33600	11	22	market	market	NOUN
bracis-33600	11	23	.	.	PUNCT
bracis-33600	12	1	access	access	NOUN
bracis-33600	12	2	provided	provide	VERB
bracis-33600	12	3	by	by	ADP
bracis-33600	12	4	university	university	PROPN
bracis-33600	12	5	of	of	ADP
bracis-33600	12	6	notre	notre	PROPN
bracis-33600	12	7	dame	dame	PROPN
bracis-33600	12	8	hesburgh	hesburgh	PROPN
bracis-33600	12	9	library	library	PROPN
bracis-33600	12	10	.	.	PUNCT
bracis-33600	13	1	download	download	PROPN
bracis-33600	13	2	conference	conference	NOUN
bracis-33600	13	3	paper	paper	NOUN
bracis-33600	13	4	pdf	pdf	NOUN
bracis-33600	13	5	similar	similar	ADJ
bracis-33600	13	6	content	content	NOUN
bracis-33600	13	7	being	be	AUX
bracis-33600	13	8	viewed	view	VERB
bracis-33600	13	9	by	by	ADP
bracis-33600	13	10	others	other	NOUN
bracis-33600	13	11	machine	machine	NOUN
bracis-33600	13	12	learning	learn	VERB
bracis-33600	13	13	algorithm	algorithm	NOUN
bracis-33600	13	14	for	for	ADP
bracis-33600	13	15	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	13	16	price	price	NOUN
bracis-33600	13	17	prediction	prediction	NOUN
bracis-33600	13	18	chapter	chapter	NOUN
bracis-33600	13	19	©	©	PROPN
bracis-33600	13	20	2021	2021	NUM
bracis-33600	13	21	predicting	predict	VERB
bracis-33600	13	22	stock	stock	NOUN
bracis-33600	13	23	price	price	NOUN
bracis-33600	13	24	movement	movement	NOUN
bracis-33600	13	25	with	with	ADP
bracis-33600	13	26	multiple	multiple	ADJ
bracis-33600	13	27	data	datum	NOUN
bracis-33600	13	28	sources	source	NOUN
bracis-33600	13	29	and	and	CCONJ
bracis-33600	13	30	machine	machine	NOUN
bracis-33600	13	31	learning	learning	NOUN
bracis-33600	13	32	models	model	NOUN
bracis-33600	13	33	chapter	chapter	NOUN
bracis-33600	13	34	©	©	PROPN
bracis-33600	13	35	2021	2021	NUM
bracis-33600	13	36	forecasting	forecasting	NOUN
bracis-33600	13	37	and	and	CCONJ
bracis-33600	13	38	trading	trading	NOUN
bracis-33600	13	39	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	13	40	with	with	ADP
bracis-33600	13	41	machine	machine	NOUN
bracis-33600	13	42	learning	learn	VERB
bracis-33600	13	43	under	under	ADP
bracis-33600	13	44	changing	change	VERB
bracis-33600	13	45	market	market	NOUN
bracis-33600	13	46	conditions	condition	NOUN
bracis-33600	13	47	chapter	chapter	NOUN
bracis-33600	13	48	©	©	NOUN
bracis-33600	13	49	2025	2025	NUM
bracis-33600	13	50	1	1	NUM
bracis-33600	13	51	introduction	introduction	NOUN
bracis-33600	13	52	cryptocurrency	cryptocurrency	NOUN
bracis-33600	13	53	refers	refer	VERB
bracis-33600	13	54	to	to	ADP
bracis-33600	13	55	electronic	electronic	ADJ
bracis-33600	13	56	or	or	CCONJ
bracis-33600	13	57	virtual	virtual	ADJ
bracis-33600	13	58	currency	currency	NOUN
bracis-33600	13	59	used	use	VERB
bracis-33600	13	60	for	for	ADP
bracis-33600	13	61	online	online	ADJ
bracis-33600	13	62	transactions	transaction	NOUN
bracis-33600	13	63	and	and	CCONJ
bracis-33600	13	64	asset	asset	NOUN
bracis-33600	13	65	transfers	transfer	NOUN
bracis-33600	13	66	,	,	PUNCT
bracis-33600	13	67	secured	secure	VERB
bracis-33600	13	68	through	through	ADP
bracis-33600	13	69	cryptographic	cryptographic	ADJ
bracis-33600	13	70	techniques	technique	NOUN
bracis-33600	13	71	that	that	PRON
bracis-33600	13	72	regulate	regulate	VERB
bracis-33600	13	73	the	the	DET
bracis-33600	13	74	creation	creation	NOUN
bracis-33600	13	75	of	of	ADP
bracis-33600	13	76	new	new	ADJ
bracis-33600	13	77	units	unit	NOUN
bracis-33600	13	78	and	and	CCONJ
bracis-33600	13	79	safeguard	safeguard	NOUN
bracis-33600	13	80	transactions	transaction	NOUN
bracis-33600	13	81	,	,	PUNCT
bracis-33600	13	82	ensuring	ensure	VERB
bracis-33600	13	83	secure	secure	ADJ
bracis-33600	13	84	transfers	transfer	NOUN
bracis-33600	13	85	 	 	SPACE
bracis-33600	13	86	[	[	X
bracis-33600	13	87	3	3	NUM
bracis-33600	13	88	,	,	PUNCT
bracis-33600	13	89	18	18	NUM
bracis-33600	13	90	]	]	PUNCT
bracis-33600	13	91	.	.	PUNCT
bracis-33600	14	1	unlike	unlike	ADP
bracis-33600	14	2	conventional	conventional	ADJ
bracis-33600	14	3	currencies	currency	NOUN
bracis-33600	14	4	,	,	PUNCT
bracis-33600	14	5	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	14	6	operate	operate	VERB
bracis-33600	14	7	on	on	ADP
bracis-33600	14	8	a	a	DET
bracis-33600	14	9	decentralized	decentralize	VERB
bracis-33600	14	10	framework	framework	NOUN
bracis-33600	14	11	without	without	ADP
bracis-33600	14	12	central	central	ADJ
bracis-33600	14	13	banking	banking	NOUN
bracis-33600	14	14	systems	system	NOUN
bracis-33600	14	15	.	.	PUNCT
bracis-33600	15	1	due	due	ADP
bracis-33600	15	2	to	to	ADP
bracis-33600	15	3	their	their	PRON
bracis-33600	15	4	uncontrolled	uncontrolled	ADJ
bracis-33600	15	5	and	and	CCONJ
bracis-33600	15	6	untraceable	untraceable	ADJ
bracis-33600	15	7	nature	nature	NOUN
bracis-33600	15	8	,	,	PUNCT
bracis-33600	15	9	the	the	DET
bracis-33600	15	10	cryptocurrency	cryptocurrency	NOUN
bracis-33600	15	11	market	market	NOUN
bracis-33600	15	12	has	have	AUX
bracis-33600	15	13	experienced	experience	VERB
bracis-33600	15	14	nearly	nearly	ADV
bracis-33600	15	15	exponential	exponential	ADJ
bracis-33600	15	16	growth	growth	NOUN
bracis-33600	15	17	 	 	SPACE
bracis-33600	16	1	[	[	X
bracis-33600	16	2	4	4	NUM
bracis-33600	16	3	,	,	PUNCT
bracis-33600	16	4	12	12	NUM
bracis-33600	16	5	,	,	PUNCT
bracis-33600	16	6	14	14	NUM
bracis-33600	16	7	]	]	PUNCT
bracis-33600	16	8	.	.	PUNCT
bracis-33600	17	1	as	as	SCONJ
bracis-33600	17	2	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	17	3	gain	gain	VERB
bracis-33600	17	4	recognition	recognition	NOUN
bracis-33600	17	5	as	as	ADP
bracis-33600	17	6	a	a	DET
bracis-33600	17	7	new	new	ADJ
bracis-33600	17	8	electronic	electronic	ADJ
bracis-33600	17	9	option	option	NOUN
bracis-33600	17	10	for	for	ADP
bracis-33600	17	11	currency	currency	NOUN
bracis-33600	17	12	exchange	exchange	NOUN
bracis-33600	17	13	,	,	PUNCT
bracis-33600	17	14	they	they	PRON
bracis-33600	17	15	have	have	AUX
bracis-33600	17	16	become	become	VERB
bracis-33600	17	17	increasingly	increasingly	ADV
bracis-33600	17	18	important	important	ADJ
bracis-33600	17	19	in	in	ADP
bracis-33600	17	20	emerging	emerge	VERB
bracis-33600	17	21	economies	economy	NOUN
bracis-33600	17	22	and	and	CCONJ
bracis-33600	17	23	the	the	DET
bracis-33600	17	24	global	global	ADJ
bracis-33600	17	25	financial	financial	ADJ
bracis-33600	17	26	landscape	landscape	NOUN
bracis-33600	17	27	 	 	SPACE
bracis-33600	18	1	[	[	X
bracis-33600	18	2	11	11	NUM
bracis-33600	18	3	]	]	PUNCT
bracis-33600	18	4	.	.	PUNCT
bracis-33600	19	1	they	they	PRON
bracis-33600	19	2	are	be	AUX
bracis-33600	19	3	now	now	ADV
bracis-33600	19	4	integral	integral	ADJ
bracis-33600	19	5	to	to	ADP
bracis-33600	19	6	numerous	numerous	ADJ
bracis-33600	19	7	financial	financial	ADJ
bracis-33600	19	8	transactions	transaction	NOUN
bracis-33600	19	9	,	,	PUNCT
bracis-33600	19	10	making	make	VERB
bracis-33600	19	11	them	they	PRON
bracis-33600	19	12	a	a	DET
bracis-33600	19	13	promising	promising	ADJ
bracis-33600	19	14	investment	investment	NOUN
bracis-33600	19	15	avenue	avenue	NOUN
bracis-33600	19	16	.	.	PUNCT
bracis-33600	20	1	however	however	ADV
bracis-33600	20	2	,	,	PUNCT
bracis-33600	20	3	the	the	DET
bracis-33600	20	4	market	market	NOUN
bracis-33600	20	5	is	be	AUX
bracis-33600	20	6	characterized	characterize	VERB
bracis-33600	20	7	by	by	ADP
bracis-33600	20	8	significant	significant	ADJ
bracis-33600	20	9	volatility	volatility	NOUN
bracis-33600	20	10	,	,	PUNCT
bracis-33600	20	11	price	price	NOUN
bracis-33600	20	12	fluctuations	fluctuation	NOUN
bracis-33600	20	13	,	,	PUNCT
bracis-33600	20	14	and	and	CCONJ
bracis-33600	20	15	significant	significant	ADJ
bracis-33600	20	16	randomness	randomness	NOUN
bracis-33600	20	17	.	.	PUNCT
bracis-33600	21	1	predicting	predict	VERB
bracis-33600	21	2	cryptocurrency	cryptocurrency	NOUN
bracis-33600	21	3	trends	trend	NOUN
bracis-33600	21	4	is	be	AUX
bracis-33600	21	5	a	a	DET
bracis-33600	21	6	formidable	formidable	ADJ
bracis-33600	21	7	challenge	challenge	NOUN
bracis-33600	21	8	in	in	ADP
bracis-33600	21	9	time	time	NOUN
bracis-33600	21	10	-	-	PUNCT
bracis-33600	21	11	series	series	NOUN
bracis-33600	21	12	forecasting	forecasting	NOUN
bracis-33600	21	13	due	due	ADP
bracis-33600	21	14	to	to	ADP
bracis-33600	21	15	the	the	DET
bracis-33600	21	16	multitude	multitude	NOUN
bracis-33600	21	17	of	of	ADP
bracis-33600	21	18	unpredictable	unpredictable	ADJ
bracis-33600	21	19	variables	variable	NOUN
bracis-33600	21	20	,	,	PUNCT
bracis-33600	21	21	pronounced	pronounce	VERB
bracis-33600	21	22	volatility	volatility	NOUN
bracis-33600	21	23	in	in	ADP
bracis-33600	21	24	pricing	pricing	NOUN
bracis-33600	21	25	,	,	PUNCT
bracis-33600	21	26	the	the	DET
bracis-33600	21	27	lack	lack	NOUN
bracis-33600	21	28	of	of	ADP
bracis-33600	21	29	stationarity	stationarity	NOUN
bracis-33600	21	30	,	,	PUNCT
bracis-33600	21	31	and	and	CCONJ
bracis-33600	21	32	the	the	DET
bracis-33600	21	33	fact	fact	NOUN
bracis-33600	21	34	that	that	SCONJ
bracis-33600	21	35	they	they	PRON
bracis-33600	21	36	are	be	AUX
bracis-33600	21	37	close	close	ADJ
bracis-33600	21	38	to	to	ADP
bracis-33600	21	39	a	a	DET
bracis-33600	21	40	random	random	ADJ
bracis-33600	21	41	process	process	NOUN
bracis-33600	21	42	 	 	SPACE
bracis-33600	22	1	[	[	X
bracis-33600	22	2	6	6	NUM
bracis-33600	22	3	,	,	PUNCT
bracis-33600	22	4	10	10	NUM
bracis-33600	22	5	]	]	PUNCT
bracis-33600	22	6	.	.	PUNCT
bracis-33600	23	1	researchers	researcher	NOUN
bracis-33600	23	2	have	have	AUX
bracis-33600	23	3	proposed	propose	VERB
bracis-33600	23	4	various	various	ADJ
bracis-33600	23	5	market	market	NOUN
bracis-33600	23	6	rules	rule	NOUN
bracis-33600	23	7	to	to	PART
bracis-33600	23	8	guide	guide	VERB
bracis-33600	23	9	investors	investor	NOUN
bracis-33600	23	10	in	in	ADP
bracis-33600	23	11	their	their	PRON
bracis-33600	23	12	decisions	decision	NOUN
bracis-33600	23	13	,	,	PUNCT
bracis-33600	23	14	using	use	VERB
bracis-33600	23	15	historical	historical	ADJ
bracis-33600	23	16	price	price	NOUN
bracis-33600	23	17	movements	movement	NOUN
bracis-33600	23	18	and	and	CCONJ
bracis-33600	23	19	trading	trading	NOUN
bracis-33600	23	20	volume	volume	NOUN
bracis-33600	23	21	in	in	ADP
bracis-33600	23	22	the	the	DET
bracis-33600	23	23	form	form	NOUN
bracis-33600	23	24	of	of	ADP
bracis-33600	23	25	technical	technical	ADJ
bracis-33600	23	26	analysis	analysis	NOUN
bracis-33600	23	27	.	.	PUNCT
bracis-33600	24	1	this	this	DET
bracis-33600	24	2	analysis	analysis	NOUN
bracis-33600	24	3	helps	help	VERB
bracis-33600	24	4	forecast	forecast	VERB
bracis-33600	24	5	the	the	DET
bracis-33600	24	6	continuation	continuation	NOUN
bracis-33600	24	7	or	or	CCONJ
bracis-33600	24	8	reversion	reversion	NOUN
bracis-33600	24	9	of	of	ADP
bracis-33600	24	10	market	market	NOUN
bracis-33600	24	11	trends	trend	NOUN
bracis-33600	24	12	by	by	ADP
bracis-33600	24	13	identifying	identify	VERB
bracis-33600	24	14	patterns	pattern	NOUN
bracis-33600	24	15	in	in	ADP
bracis-33600	24	16	past	past	ADJ
bracis-33600	24	17	price	price	NOUN
bracis-33600	24	18	data	datum	NOUN
bracis-33600	24	19	.	.	PUNCT
bracis-33600	25	1	nevertheless	nevertheless	ADV
bracis-33600	25	2	,	,	PUNCT
bracis-33600	25	3	manual	manual	ADJ
bracis-33600	25	4	trading	trading	NOUN
bracis-33600	25	5	remains	remain	VERB
bracis-33600	25	6	difficult	difficult	ADJ
bracis-33600	25	7	due	due	ADJ
bracis-33600	25	8	to	to	ADP
bracis-33600	25	9	market	market	NOUN
bracis-33600	25	10	uncertainty	uncertainty	NOUN
bracis-33600	25	11	,	,	PUNCT
bracis-33600	25	12	emotional	emotional	ADJ
bracis-33600	25	13	influences	influence	NOUN
bracis-33600	25	14	on	on	ADP
bracis-33600	25	15	traders	trader	NOUN
bracis-33600	25	16	 	 	SPACE
bracis-33600	26	1	[	[	X
bracis-33600	26	2	16	16	NUM
bracis-33600	26	3	]	]	PUNCT
bracis-33600	26	4	,	,	PUNCT
bracis-33600	26	5	and	and	CCONJ
bracis-33600	26	6	the	the	DET
bracis-33600	26	7	infinitude	infinitude	NOUN
bracis-33600	26	8	of	of	ADP
bracis-33600	26	9	indicators	indicator	NOUN
bracis-33600	26	10	and	and	CCONJ
bracis-33600	26	11	other	other	ADJ
bracis-33600	26	12	financial	financial	ADJ
bracis-33600	26	13	data	datum	NOUN
bracis-33600	26	14	 	 	SPACE
bracis-33600	27	1	[	[	X
bracis-33600	27	2	1	1	NUM
bracis-33600	27	3	]	]	PUNCT
bracis-33600	27	4	.	.	PUNCT
bracis-33600	28	1	algorithmic	algorithmic	ADJ
bracis-33600	28	2	trading	trading	NOUN
bracis-33600	28	3	,	,	PUNCT
bracis-33600	28	4	incorporating	incorporate	VERB
bracis-33600	28	5	machine	machine	NOUN
bracis-33600	28	6	learning	learning	NOUN
bracis-33600	28	7	techniques	technique	NOUN
bracis-33600	28	8	,	,	PUNCT
bracis-33600	28	9	offers	offer	VERB
bracis-33600	28	10	a	a	DET
bracis-33600	28	11	solution	solution	NOUN
bracis-33600	28	12	.	.	PUNCT
bracis-33600	29	1	deep	deep	ADJ
bracis-33600	29	2	learning	learning	NOUN
bracis-33600	29	3	techniques	technique	NOUN
bracis-33600	29	4	,	,	PUNCT
bracis-33600	29	5	particularly	particularly	ADV
bracis-33600	29	6	convolutional	convolutional	ADJ
bracis-33600	29	7	neural	neural	ADJ
bracis-33600	29	8	networks	network	NOUN
bracis-33600	29	9	(	(	PUNCT
bracis-33600	29	10	cnn	cnn	PROPN
bracis-33600	29	11	)	)	PUNCT
bracis-33600	29	12	and	and	CCONJ
bracis-33600	29	13	long	long	ADJ
bracis-33600	29	14	short	short	ADJ
bracis-33600	29	15	-	-	PUNCT
bracis-33600	29	16	term	term	NOUN
bracis-33600	29	17	memory	memory	NOUN
bracis-33600	29	18	(	(	PUNCT
bracis-33600	29	19	lstm	lstm	ADJ
bracis-33600	29	20	)	)	PUNCT
bracis-33600	29	21	layers	layer	NOUN
bracis-33600	29	22	,	,	PUNCT
bracis-33600	29	23	have	have	AUX
bracis-33600	29	24	proven	prove	VERB
bracis-33600	29	25	effective	effective	ADJ
bracis-33600	29	26	for	for	ADP
bracis-33600	29	27	financial	financial	ADJ
bracis-33600	29	28	forecasting	forecasting	NOUN
bracis-33600	29	29	in	in	ADP
bracis-33600	29	30	the	the	DET
bracis-33600	29	31	cryptocurrency	cryptocurrency	NOUN
bracis-33600	29	32	market	market	NOUN
bracis-33600	29	33	.	.	PUNCT
bracis-33600	30	1	lstm	lstm	NOUN
bracis-33600	30	2	layers	layer	NOUN
bracis-33600	30	3	efficiently	efficiently	ADV
bracis-33600	30	4	capture	capture	VERB
bracis-33600	30	5	sequential	sequential	ADJ
bracis-33600	30	6	patterns	pattern	NOUN
bracis-33600	30	7	in	in	ADP
bracis-33600	30	8	both	both	PRON
bracis-33600	30	9	longand	longand	ADP
bracis-33600	30	10	short	short	ADJ
bracis-33600	30	11	-	-	PUNCT
bracis-33600	30	12	term	term	NOUN
bracis-33600	30	13	dependencies	dependency	NOUN
bracis-33600	30	14	,	,	PUNCT
bracis-33600	30	15	whereas	whereas	SCONJ
bracis-33600	30	16	convolutional	convolutional	ADJ
bracis-33600	30	17	layers	layer	NOUN
bracis-33600	30	18	serve	serve	VERB
bracis-33600	30	19	to	to	PART
bracis-33600	30	20	eliminate	eliminate	VERB
bracis-33600	30	21	noise	noise	NOUN
bracis-33600	30	22	from	from	ADP
bracis-33600	30	23	intricate	intricate	ADJ
bracis-33600	30	24	time	time	NOUN
bracis-33600	30	25	-	-	PUNCT
bracis-33600	30	26	series	series	NOUN
bracis-33600	30	27	datasets	dataset	NOUN
bracis-33600	30	28	and	and	CCONJ
bracis-33600	30	29	extract	extract	VERB
bracis-33600	30	30	valuable	valuable	ADJ
bracis-33600	30	31	patterns	pattern	NOUN
bracis-33600	30	32	 	 	SPACE
bracis-33600	31	1	[	[	X
bracis-33600	31	2	9	9	NUM
bracis-33600	31	3	]	]	PUNCT
bracis-33600	31	4	.	.	PUNCT
bracis-33600	32	1	the	the	DET
bracis-33600	32	2	literature	literature	NOUN
bracis-33600	32	3	presents	present	VERB
bracis-33600	32	4	a	a	DET
bracis-33600	32	5	variety	variety	NOUN
bracis-33600	32	6	of	of	ADP
bracis-33600	32	7	models	model	NOUN
bracis-33600	32	8	aimed	aim	VERB
bracis-33600	32	9	at	at	ADP
bracis-33600	32	10	predicting	predict	VERB
bracis-33600	32	11	the	the	DET
bracis-33600	32	12	dynamics	dynamic	NOUN
bracis-33600	32	13	of	of	ADP
bracis-33600	32	14	financial	financial	ADJ
bracis-33600	32	15	markets	market	NOUN
bracis-33600	32	16	,	,	PUNCT
bracis-33600	32	17	often	often	ADV
bracis-33600	32	18	achieving	achieve	VERB
bracis-33600	32	19	impressive	impressive	ADJ
bracis-33600	32	20	results	result	NOUN
bracis-33600	32	21	in	in	ADP
bracis-33600	32	22	price	price	NOUN
bracis-33600	32	23	prediction	prediction	NOUN
bracis-33600	32	24	.	.	PUNCT
bracis-33600	33	1	for	for	ADP
bracis-33600	33	2	instance	instance	NOUN
bracis-33600	33	3	,	,	PUNCT
bracis-33600	33	4	selvin	selvin	PROPN
bracis-33600	33	5	et	et	PROPN
bracis-33600	33	6	al	al	PROPN
bracis-33600	33	7	.	.	PROPN
bracis-33600	33	8	compare	compare	VERB
bracis-33600	33	9	classical	classical	ADJ
bracis-33600	33	10	econometric	econometric	ADJ
bracis-33600	33	11	methods	method	NOUN
bracis-33600	33	12	with	with	ADP
bracis-33600	33	13	cutting	cut	VERB
bracis-33600	33	14	-	-	PUNCT
bracis-33600	33	15	edge	edge	NOUN
bracis-33600	33	16	deep	deep	ADJ
bracis-33600	33	17	learning	learning	NOUN
bracis-33600	33	18	techniques	technique	NOUN
bracis-33600	33	19	,	,	PUNCT
bracis-33600	33	20	concluding	conclude	VERB
bracis-33600	33	21	that	that	SCONJ
bracis-33600	33	22	the	the	DET
bracis-33600	33	23	latter	latter	ADJ
bracis-33600	33	24	are	be	AUX
bracis-33600	33	25	superior	superior	ADJ
bracis-33600	33	26	 	 	SPACE
bracis-33600	34	1	[	[	X
bracis-33600	34	2	15	15	NUM
bracis-33600	34	3	]	]	PUNCT
bracis-33600	34	4	.	.	PUNCT
bracis-33600	35	1	similarly	similarly	ADV
bracis-33600	35	2	,	,	PUNCT
bracis-33600	35	3	zhanhong	zhanhong	NOUN
bracis-33600	35	4	he	he	PRON
bracis-33600	35	5	et	et	PROPN
bracis-33600	35	6	al	al	PROPN
bracis-33600	35	7	.	.	PROPN
bracis-33600	36	1	study	study	VERB
bracis-33600	36	2	different	different	ADJ
bracis-33600	36	3	architectures	architecture	NOUN
bracis-33600	36	4	for	for	ADP
bracis-33600	36	5	predicting	predict	VERB
bracis-33600	36	6	gold	gold	ADJ
bracis-33600	36	7	prices	price	NOUN
bracis-33600	36	8	,	,	PUNCT
bracis-33600	36	9	identifying	identify	VERB
bracis-33600	36	10	a	a	DET
bracis-33600	36	11	combination	combination	NOUN
bracis-33600	36	12	of	of	ADP
bracis-33600	36	13	cnn	cnn	PROPN
bracis-33600	36	14	,	,	PUNCT
bracis-33600	36	15	lstm	lstm	ADJ
bracis-33600	36	16	,	,	PUNCT
bracis-33600	36	17	and	and	CCONJ
bracis-33600	36	18	attention	attention	NOUN
bracis-33600	36	19	mechanisms	mechanism	NOUN
bracis-33600	36	20	as	as	ADP
bracis-33600	36	21	the	the	DET
bracis-33600	36	22	most	most	ADV
bracis-33600	36	23	effective	effective	ADJ
bracis-33600	36	24	 	 	SPACE
bracis-33600	37	1	[	[	X
bracis-33600	37	2	5	5	NUM
bracis-33600	37	3	]	]	PUNCT
bracis-33600	37	4	.	.	PUNCT
bracis-33600	38	1	zhuorui	zhuorui	PROPN
bracis-33600	38	2	zhang	zhang	PROPN
bracis-33600	38	3	et	et	PROPN
bracis-33600	38	4	al	al	PROPN
bracis-33600	38	5	.	.	PROPN
bracis-33600	39	1	develop	develop	VERB
bracis-33600	39	2	a	a	DET
bracis-33600	39	3	robust	robust	ADJ
bracis-33600	39	4	price	price	NOUN
bracis-33600	39	5	prediction	prediction	NOUN
bracis-33600	39	6	regressor	regressor	NOUN
bracis-33600	39	7	using	use	VERB
bracis-33600	39	8	memory	memory	NOUN
bracis-33600	39	9	and	and	CCONJ
bracis-33600	39	10	convolutional	convolutional	ADJ
bracis-33600	39	11	layers	layer	NOUN
bracis-33600	39	12	that	that	PRON
bracis-33600	39	13	consider	consider	VERB
bracis-33600	39	14	the	the	DET
bracis-33600	39	15	interrelations	interrelation	NOUN
bracis-33600	39	16	between	between	ADP
bracis-33600	39	17	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	39	18	 	 	SPACE
bracis-33600	39	19	[	[	X
bracis-33600	39	20	19	19	NUM
bracis-33600	39	21	]	]	PUNCT
bracis-33600	39	22	.	.	PUNCT
bracis-33600	40	1	in	in	ADP
bracis-33600	40	2	another	another	DET
bracis-33600	40	3	study	study	NOUN
bracis-33600	40	4	,	,	PUNCT
bracis-33600	40	5	ioannis	ioannis	PROPN
bracis-33600	40	6	e.	e.	PROPN
bracis-33600	40	7	livieris	livieris	PROPN
bracis-33600	40	8	et	et	PROPN
bracis-33600	40	9	al	al	PROPN
bracis-33600	40	10	.	.	PROPN
bracis-33600	40	11	create	create	VERB
bracis-33600	40	12	a	a	DET
bracis-33600	40	13	cnn	cnn	PROPN
bracis-33600	40	14	-	-	PUNCT
bracis-33600	40	15	lstm	lstm	PROPN
bracis-33600	40	16	based	base	VERB
bracis-33600	40	17	neural	neural	ADJ
bracis-33600	40	18	network	network	NOUN
bracis-33600	40	19	to	to	PART
bracis-33600	40	20	predict	predict	VERB
bracis-33600	40	21	gold	gold	NOUN
bracis-33600	40	22	prices	price	NOUN
bracis-33600	40	23	,	,	PUNCT
bracis-33600	40	24	which	which	PRON
bracis-33600	40	25	shows	show	VERB
bracis-33600	40	26	promising	promise	VERB
bracis-33600	40	27	results	result	NOUN
bracis-33600	40	28	in	in	ADP
bracis-33600	40	29	regression	regression	NOUN
bracis-33600	40	30	but	but	CCONJ
bracis-33600	40	31	falls	fall	VERB
bracis-33600	40	32	short	short	ADJ
bracis-33600	40	33	in	in	ADP
bracis-33600	40	34	trend	trend	NOUN
bracis-33600	40	35	classification	classification	NOUN
bracis-33600	40	36	,	,	PUNCT
bracis-33600	40	37	with	with	ADP
bracis-33600	40	38	accuracy	accuracy	NOUN
bracis-33600	40	39	close	close	ADJ
bracis-33600	40	40	to	to	AUX
bracis-33600	40	41	randomness	randomness	NOUN
bracis-33600	40	42	 	 	SPACE
bracis-33600	41	1	[	[	X
bracis-33600	41	2	9	9	NUM
bracis-33600	41	3	]	]	PUNCT
bracis-33600	41	4	.	.	PUNCT
bracis-33600	42	1	livieris	livieris	PROPN
bracis-33600	42	2	et	et	PROPN
bracis-33600	42	3	al	al	PROPN
bracis-33600	42	4	.	.	PROPN
bracis-33600	42	5	also	also	ADV
bracis-33600	42	6	propose	propose	VERB
bracis-33600	42	7	a	a	DET
bracis-33600	42	8	non	non	ADJ
bracis-33600	42	9	-	-	ADJ
bracis-33600	42	10	sequential	sequential	ADJ
bracis-33600	42	11	cnn	cnn	PROPN
bracis-33600	42	12	-	-	PUNCT
bracis-33600	42	13	lstm	lstm	ADJ
bracis-33600	42	14	neural	neural	ADJ
bracis-33600	42	15	network	network	NOUN
bracis-33600	42	16	for	for	ADP
bracis-33600	42	17	price	price	NOUN
bracis-33600	42	18	regression	regression	NOUN
bracis-33600	42	19	and	and	CCONJ
bracis-33600	42	20	trend	trend	NOUN
bracis-33600	42	21	classification	classification	NOUN
bracis-33600	42	22	,	,	PUNCT
bracis-33600	42	23	again	again	ADV
bracis-33600	42	24	finding	find	VERB
bracis-33600	42	25	trend	trend	NOUN
bracis-33600	42	26	classification	classification	NOUN
bracis-33600	42	27	results	result	NOUN
bracis-33600	42	28	near	near	ADP
bracis-33600	42	29	randomness	randomness	NOUN
bracis-33600	42	30	 	 	SPACE
bracis-33600	43	1	[	[	X
bracis-33600	43	2	8	8	NUM
bracis-33600	43	3	]	]	PUNCT
bracis-33600	43	4	.	.	PUNCT
bracis-33600	44	1	yanhui	yanhui	PROPN
bracis-33600	44	2	liang	liang	PROPN
bracis-33600	44	3	et	et	PROPN
bracis-33600	44	4	al	al	PROPN
bracis-33600	44	5	.	.	PROPN
bracis-33600	44	6	take	take	VERB
bracis-33600	44	7	a	a	DET
bracis-33600	44	8	different	different	ADJ
bracis-33600	44	9	approach	approach	NOUN
bracis-33600	44	10	by	by	ADP
bracis-33600	44	11	decomposing	decompose	VERB
bracis-33600	44	12	gold	gold	ADJ
bracis-33600	44	13	prices	price	NOUN
bracis-33600	44	14	into	into	ADP
bracis-33600	44	15	various	various	ADJ
bracis-33600	44	16	frequencies	frequency	NOUN
bracis-33600	44	17	before	before	ADP
bracis-33600	44	18	feeding	feed	VERB
bracis-33600	44	19	them	they	PRON
bracis-33600	44	20	into	into	ADP
bracis-33600	44	21	a	a	DET
bracis-33600	44	22	cnn	cnn	PROPN
bracis-33600	44	23	-	-	PUNCT
bracis-33600	44	24	lstm	lstm	ADJ
bracis-33600	44	25	structure	structure	NOUN
bracis-33600	44	26	,	,	PUNCT
bracis-33600	44	27	though	though	SCONJ
bracis-33600	44	28	they	they	PRON
bracis-33600	44	29	do	do	AUX
bracis-33600	44	30	not	not	PART
bracis-33600	44	31	test	test	VERB
bracis-33600	44	32	the	the	DET
bracis-33600	44	33	model	model	NOUN
bracis-33600	44	34	in	in	ADP
bracis-33600	44	35	trend	trend	NOUN
bracis-33600	44	36	classification	classification	NOUN
bracis-33600	44	37	 	 	SPACE
bracis-33600	45	1	[	[	X
bracis-33600	45	2	7	7	NUM
bracis-33600	45	3	]	]	PUNCT
bracis-33600	45	4	.	.	PUNCT
bracis-33600	46	1	sima	sima	PROPN
bracis-33600	46	2	siami	siami	NOUN
bracis-33600	46	3	-	-	PUNCT
bracis-33600	46	4	namini	namini	PROPN
bracis-33600	46	5	et	et	PROPN
bracis-33600	46	6	al	al	PROPN
bracis-33600	46	7	.	.	PROPN
bracis-33600	46	8	compare	compare	PROPN
bracis-33600	46	9	bidirectional	bidirectional	ADJ
bracis-33600	46	10	long	long	ADJ
bracis-33600	46	11	short	short	ADJ
bracis-33600	46	12	term	term	NOUN
bracis-33600	46	13	momory	momory	NOUN
bracis-33600	46	14	(	(	PUNCT
bracis-33600	46	15	bilstm	bilstm	NOUN
bracis-33600	46	16	)	)	PUNCT
bracis-33600	46	17	and	and	CCONJ
bracis-33600	46	18	lstm	lstm	NOUN
bracis-33600	46	19	for	for	ADP
bracis-33600	46	20	price	price	NOUN
bracis-33600	46	21	prediction	prediction	NOUN
bracis-33600	46	22	,	,	PUNCT
bracis-33600	46	23	showing	show	VERB
bracis-33600	46	24	that	that	DET
bracis-33600	46	25	bilstm	bilstm	NOUN
bracis-33600	46	26	achieves	achieve	VERB
bracis-33600	46	27	lower	low	ADJ
bracis-33600	46	28	errors	error	NOUN
bracis-33600	46	29	,	,	PUNCT
bracis-33600	46	30	but	but	CCONJ
bracis-33600	46	31	they	they	PRON
bracis-33600	46	32	do	do	AUX
bracis-33600	46	33	not	not	PART
bracis-33600	46	34	test	test	VERB
bracis-33600	46	35	the	the	DET
bracis-33600	46	36	model	model	NOUN
bracis-33600	46	37	in	in	ADP
bracis-33600	46	38	trend	trend	NOUN
bracis-33600	46	39	classification	classification	NOUN
bracis-33600	46	40	 	 	SPACE
bracis-33600	47	1	[	[	X
bracis-33600	47	2	17	17	NUM
bracis-33600	47	3	]	]	PUNCT
bracis-33600	47	4	.	.	PUNCT
bracis-33600	48	1	iromie	iromie	PROPN
bracis-33600	48	2	k.	k.	PROPN
bracis-33600	48	3	samarasekara	samarasekara	PROPN
bracis-33600	48	4	et	et	PROPN
bracis-33600	48	5	al	al	PROPN
bracis-33600	48	6	.	.	PROPN
bracis-33600	48	7	focus	focus	VERB
bracis-33600	48	8	on	on	ADP
bracis-33600	48	9	risk	risk	NOUN
bracis-33600	48	10	management	management	NOUN
bracis-33600	48	11	rather	rather	ADV
bracis-33600	48	12	than	than	ADP
bracis-33600	48	13	trading	trade	VERB
bracis-33600	48	14	,	,	PUNCT
bracis-33600	48	15	developing	develop	VERB
bracis-33600	48	16	a	a	DET
bracis-33600	48	17	dynamic	dynamic	ADJ
bracis-33600	48	18	stop	stop	VERB
bracis-33600	48	19	-	-	PUNCT
bracis-33600	48	20	loss	loss	NOUN
bracis-33600	48	21	tool	tool	NOUN
bracis-33600	48	22	that	that	PRON
bracis-33600	48	23	uses	use	VERB
bracis-33600	48	24	a	a	DET
bracis-33600	48	25	cnn	cnn	PROPN
bracis-33600	48	26	-	-	PUNCT
bracis-33600	48	27	lstm	lstm	ADJ
bracis-33600	48	28	trend	trend	NOUN
bracis-33600	48	29	classifier	classifier	NOUN
bracis-33600	48	30	to	to	PART
bracis-33600	48	31	feed	feed	VERB
bracis-33600	48	32	a	a	DET
bracis-33600	48	33	price	price	NOUN
bracis-33600	48	34	regressor	regressor	NOUN
bracis-33600	48	35	,	,	PUNCT
bracis-33600	48	36	the	the	DET
bracis-33600	48	37	study	study	NOUN
bracis-33600	48	38	showed	show	VERB
bracis-33600	48	39	good	good	ADJ
bracis-33600	48	40	results	result	NOUN
bracis-33600	48	41	compared	compare	VERB
bracis-33600	48	42	to	to	ADP
bracis-33600	48	43	other	other	ADJ
bracis-33600	48	44	tools	tool	NOUN
bracis-33600	48	45	of	of	ADP
bracis-33600	48	46	risk	risk	NOUN
bracis-33600	48	47	management	management	NOUN
bracis-33600	48	48	 	 	SPACE
bracis-33600	49	1	[	[	X
bracis-33600	49	2	13	13	NUM
bracis-33600	49	3	]	]	PUNCT
bracis-33600	49	4	.	.	PUNCT
bracis-33600	50	1	faraz	faraz	PROPN
bracis-33600	50	2	et	et	PROPN
bracis-33600	50	3	al	al	PROPN
bracis-33600	50	4	.	.	PROPN
bracis-33600	50	5	enhance	enhance	VERB
bracis-33600	50	6	an	an	DET
bracis-33600	50	7	lstm	lstm	ADJ
bracis-33600	50	8	price	price	NOUN
bracis-33600	50	9	regressor	regressor	NOUN
bracis-33600	50	10	with	with	ADP
bracis-33600	50	11	an	an	DET
bracis-33600	50	12	lstm	lstm	ADJ
bracis-33600	50	13	autoencoder	autoencoder	NOUN
bracis-33600	50	14	,	,	PUNCT
bracis-33600	50	15	achieving	achieve	VERB
bracis-33600	50	16	good	good	ADJ
bracis-33600	50	17	results	result	NOUN
bracis-33600	50	18	in	in	ADP
bracis-33600	50	19	price	price	NOUN
bracis-33600	50	20	prediction	prediction	NOUN
bracis-33600	50	21	but	but	CCONJ
bracis-33600	50	22	not	not	PART
bracis-33600	50	23	testing	test	VERB
bracis-33600	50	24	it	it	PRON
bracis-33600	50	25	in	in	ADP
bracis-33600	50	26	trend	trend	NOUN
bracis-33600	50	27	classification	classification	NOUN
bracis-33600	50	28	 	 	SPACE
bracis-33600	51	1	[	[	X
bracis-33600	51	2	2	2	NUM
bracis-33600	51	3	]	]	PUNCT
bracis-33600	51	4	.	.	PUNCT
bracis-33600	52	1	despite	despite	SCONJ
bracis-33600	52	2	these	these	DET
bracis-33600	52	3	successes	success	NOUN
bracis-33600	52	4	in	in	ADP
bracis-33600	52	5	price	price	NOUN
bracis-33600	52	6	prediction	prediction	NOUN
bracis-33600	52	7	,	,	PUNCT
bracis-33600	52	8	trend	trend	NOUN
bracis-33600	52	9	prediction	prediction	NOUN
bracis-33600	52	10	often	often	ADV
bracis-33600	52	11	yields	yield	VERB
bracis-33600	52	12	poor	poor	ADJ
bracis-33600	52	13	results	result	NOUN
bracis-33600	52	14	.	.	PUNCT
bracis-33600	53	1	to	to	PART
bracis-33600	53	2	address	address	VERB
bracis-33600	53	3	this	this	DET
bracis-33600	53	4	gap	gap	NOUN
bracis-33600	53	5	,	,	PUNCT
bracis-33600	53	6	the	the	DET
bracis-33600	53	7	current	current	ADJ
bracis-33600	53	8	study	study	NOUN
bracis-33600	53	9	proposes	propose	VERB
bracis-33600	53	10	a	a	DET
bracis-33600	53	11	novel	novel	ADJ
bracis-33600	53	12	trend	trend	NOUN
bracis-33600	53	13	classification	classification	NOUN
bracis-33600	53	14	method	method	NOUN
bracis-33600	53	15	using	use	VERB
bracis-33600	53	16	a	a	DET
bracis-33600	53	17	robust	robust	ADJ
bracis-33600	53	18	bilstm	bilstm	NOUN
bracis-33600	53	19	-	-	PUNCT
bracis-33600	53	20	cnn	cnn	NOUN
bracis-33600	53	21	model	model	NOUN
bracis-33600	53	22	and	and	CCONJ
bracis-33600	53	23	suggests	suggest	VERB
bracis-33600	53	24	linear	linear	ADJ
bracis-33600	53	25	regression	regression	NOUN
bracis-33600	53	26	for	for	ADP
bracis-33600	53	27	better	well	ADJ
bracis-33600	53	28	sample	sample	NOUN
bracis-33600	53	29	labeling	labeling	NOUN
bracis-33600	53	30	in	in	ADP
bracis-33600	53	31	trend	trend	NOUN
bracis-33600	53	32	slope	slope	NOUN
bracis-33600	53	33	regression	regression	NOUN
bracis-33600	53	34	and	and	CCONJ
bracis-33600	53	35	classification	classification	NOUN
bracis-33600	53	36	tasks	task	NOUN
bracis-33600	53	37	.	.	PUNCT
bracis-33600	54	1	to	to	PART
bracis-33600	54	2	effectively	effectively	ADV
bracis-33600	54	3	manage	manage	VERB
bracis-33600	54	4	the	the	DET
bracis-33600	54	5	inherent	inherent	ADJ
bracis-33600	54	6	noise	noise	NOUN
bracis-33600	54	7	in	in	ADP
bracis-33600	54	8	financial	financial	ADJ
bracis-33600	54	9	markets	market	NOUN
bracis-33600	54	10	,	,	PUNCT
bracis-33600	54	11	reduce	reduce	VERB
bracis-33600	54	12	input	input	NOUN
bracis-33600	54	13	dimensionality	dimensionality	NOUN
bracis-33600	54	14	,	,	PUNCT
bracis-33600	54	15	and	and	CCONJ
bracis-33600	54	16	eliminate	eliminate	VERB
bracis-33600	54	17	outliers	outlier	NOUN
bracis-33600	54	18	,	,	PUNCT
bracis-33600	54	19	an	an	DET
bracis-33600	54	20	encoding	encoding	NOUN
bracis-33600	54	21	structure	structure	NOUN
bracis-33600	54	22	is	be	AUX
bracis-33600	54	23	applied	apply	VERB
bracis-33600	54	24	to	to	ADP
bracis-33600	54	25	the	the	DET
bracis-33600	54	26	features	feature	NOUN
bracis-33600	54	27	.	.	PUNCT
bracis-33600	55	1	this	this	DET
bracis-33600	55	2	compression	compression	NOUN
bracis-33600	55	3	process	process	NOUN
bracis-33600	55	4	,	,	PUNCT
bracis-33600	55	5	handled	handle	VERB
bracis-33600	55	6	by	by	ADP
bracis-33600	55	7	bilstm	bilstm	NOUN
bracis-33600	55	8	layers	layer	NOUN
bracis-33600	55	9	,	,	PUNCT
bracis-33600	55	10	forces	force	VERB
bracis-33600	55	11	market	market	NOUN
bracis-33600	55	12	noise	noise	NOUN
bracis-33600	55	13	filtering	filtering	NOUN
bracis-33600	55	14	,	,	PUNCT
bracis-33600	55	15	which	which	PRON
bracis-33600	55	16	is	be	AUX
bracis-33600	55	17	essential	essential	ADJ
bracis-33600	55	18	when	when	SCONJ
bracis-33600	55	19	dealing	deal	VERB
bracis-33600	55	20	with	with	ADP
bracis-33600	55	21	financial	financial	ADJ
bracis-33600	55	22	data	datum	NOUN
bracis-33600	55	23	.	.	PUNCT
bracis-33600	56	1	once	once	ADV
bracis-33600	56	2	encoded	encode	VERB
bracis-33600	56	3	,	,	PUNCT
bracis-33600	56	4	the	the	DET
bracis-33600	56	5	features	feature	NOUN
bracis-33600	56	6	are	be	AUX
bracis-33600	56	7	fed	feed	VERB
bracis-33600	56	8	into	into	ADP
bracis-33600	56	9	a	a	DET
bracis-33600	56	10	bilstm	bilstm	NOUN
bracis-33600	56	11	-	-	PUNCT
bracis-33600	56	12	cnn	cnn	PROPN
bracis-33600	56	13	neural	neural	ADJ
bracis-33600	56	14	network	network	NOUN
bracis-33600	56	15	.	.	PUNCT
bracis-33600	57	1	the	the	DET
bracis-33600	57	2	bilstm	bilstm	NOUN
bracis-33600	57	3	layers	layer	NOUN
bracis-33600	57	4	track	track	VERB
bracis-33600	57	5	shortand	shortand	NOUN
bracis-33600	57	6	long	long	ADJ
bracis-33600	57	7	-	-	PUNCT
bracis-33600	57	8	term	term	NOUN
bracis-33600	57	9	dependencies	dependency	NOUN
bracis-33600	57	10	in	in	ADP
bracis-33600	57	11	both	both	DET
bracis-33600	57	12	directions	direction	NOUN
bracis-33600	57	13	of	of	ADP
bracis-33600	57	14	the	the	DET
bracis-33600	57	15	time	time	NOUN
bracis-33600	57	16	series	series	NOUN
bracis-33600	57	17	,	,	PUNCT
bracis-33600	57	18	while	while	SCONJ
bracis-33600	57	19	the	the	DET
bracis-33600	57	20	cnn	cnn	PROPN
bracis-33600	57	21	layers	layer	NOUN
bracis-33600	57	22	capture	capture	VERB
bracis-33600	57	23	significant	significant	ADJ
bracis-33600	57	24	patterns	pattern	NOUN
bracis-33600	57	25	.	.	PUNCT
bracis-33600	58	1	the	the	DET
bracis-33600	58	2	model	model	NOUN
bracis-33600	58	3	is	be	AUX
bracis-33600	58	4	then	then	ADV
bracis-33600	58	5	trained	train	VERB
bracis-33600	58	6	using	use	VERB
bracis-33600	58	7	labels	label	NOUN
bracis-33600	58	8	produced	produce	VERB
bracis-33600	58	9	by	by	ADP
bracis-33600	58	10	linear	linear	PROPN
bracis-33600	58	11	regression	regression	NOUN
bracis-33600	58	12	over	over	ADP
bracis-33600	58	13	past	past	NOUN
bracis-33600	58	14	and	and	CCONJ
bracis-33600	58	15	future	future	ADJ
bracis-33600	58	16	price	price	NOUN
bracis-33600	58	17	candles	candle	NOUN
bracis-33600	58	18	.	.	PUNCT
bracis-33600	59	1	trends	trend	NOUN
bracis-33600	59	2	are	be	AUX
bracis-33600	59	3	identified	identify	VERB
bracis-33600	59	4	by	by	ADP
bracis-33600	59	5	their	their	PRON
bracis-33600	59	6	slope	slope	NOUN
bracis-33600	59	7	,	,	PUNCT
bracis-33600	59	8	with	with	ADP
bracis-33600	59	9	an	an	DET
bracis-33600	59	10	ascending	ascend	VERB
bracis-33600	59	11	slope	slope	NOUN
bracis-33600	59	12	indicating	indicate	VERB
bracis-33600	59	13	a	a	DET
bracis-33600	59	14	bull	bull	NOUN
bracis-33600	59	15	market	market	NOUN
bracis-33600	59	16	and	and	CCONJ
bracis-33600	59	17	a	a	DET
bracis-33600	59	18	descending	descend	VERB
bracis-33600	59	19	one	one	NUM
bracis-33600	59	20	signaling	signal	VERB
bracis-33600	59	21	a	a	DET
bracis-33600	59	22	bear	bear	NOUN
bracis-33600	59	23	market	market	NOUN
bracis-33600	59	24	.	.	PUNCT
bracis-33600	60	1	this	this	DET
bracis-33600	60	2	approach	approach	NOUN
bracis-33600	60	3	enhances	enhance	VERB
bracis-33600	60	4	accuracy	accuracy	NOUN
bracis-33600	60	5	in	in	ADP
bracis-33600	60	6	identifying	identify	VERB
bracis-33600	60	7	and	and	CCONJ
bracis-33600	60	8	predicting	predict	VERB
bracis-33600	60	9	market	market	NOUN
bracis-33600	60	10	trends	trend	NOUN
bracis-33600	60	11	.	.	PUNCT
bracis-33600	61	1	the	the	DET
bracis-33600	61	2	point	point	NOUN
bracis-33600	61	3	-	-	PUNCT
bracis-33600	61	4	by	by	ADP
bracis-33600	61	5	-	-	PUNCT
bracis-33600	61	6	point	point	NOUN
bracis-33600	61	7	contributions	contribution	NOUN
bracis-33600	61	8	are	be	AUX
bracis-33600	61	9	listed	list	VERB
bracis-33600	61	10	below	below	ADP
bracis-33600	61	11	:	:	PUNCT
bracis-33600	61	12	a	a	DET
bracis-33600	61	13	novel	novel	ADJ
bracis-33600	61	14	autoencoder	autoencoder	NOUN
bracis-33600	61	15	architecture	architecture	NOUN
bracis-33600	61	16	to	to	PART
bracis-33600	61	17	filter	filter	VERB
bracis-33600	61	18	market	market	NOUN
bracis-33600	61	19	noise	noise	NOUN
bracis-33600	61	20	based	base	VERB
bracis-33600	61	21	on	on	ADP
bracis-33600	61	22	bilstm	bilstm	NOUN
bracis-33600	61	23	.	.	PUNCT
bracis-33600	62	1	proposed	propose	VERB
bracis-33600	62	2	a	a	DET
bracis-33600	62	3	bilstm	bilstm	NOUN
bracis-33600	62	4	-	-	PUNCT
bracis-33600	62	5	cnn	cnn	PROPN
bracis-33600	62	6	to	to	PART
bracis-33600	62	7	handle	handle	VERB
bracis-33600	62	8	trend	trend	NOUN
bracis-33600	62	9	prediction	prediction	NOUN
bracis-33600	62	10	,	,	PUNCT
bracis-33600	62	11	both	both	PRON
bracis-33600	62	12	in	in	ADP
bracis-33600	62	13	market	market	NOUN
bracis-33600	62	14	classification	classification	NOUN
bracis-33600	62	15	and	and	CCONJ
bracis-33600	62	16	slope	slope	NOUN
bracis-33600	62	17	regression	regression	NOUN
bracis-33600	62	18	tasks	task	NOUN
bracis-33600	62	19	.	.	PUNCT
bracis-33600	63	1	a	a	DET
bracis-33600	63	2	novel	novel	ADJ
bracis-33600	63	3	trend	trend	NOUN
bracis-33600	63	4	labeling	labeling	NOUN
bracis-33600	63	5	system	system	NOUN
bracis-33600	63	6	based	base	VERB
bracis-33600	63	7	on	on	ADP
bracis-33600	63	8	linear	linear	PROPN
bracis-33600	63	9	regression	regression	NOUN
bracis-33600	63	10	slope	slope	NOUN
bracis-33600	63	11	.	.	PUNCT
bracis-33600	64	1	the	the	DET
bracis-33600	64	2	rest	rest	NOUN
bracis-33600	64	3	of	of	ADP
bracis-33600	64	4	this	this	DET
bracis-33600	64	5	paper	paper	NOUN
bracis-33600	64	6	is	be	AUX
bracis-33600	64	7	organized	organize	VERB
bracis-33600	64	8	as	as	ADP
bracis-33600	64	9	:	:	PUNCT
bracis-33600	64	10	sect	sect	NOUN
bracis-33600	64	11	.	.	PUNCT
bracis-33600	64	12	 	 	SPACE
bracis-33600	65	1	2	2	NUM
bracis-33600	65	2	describes	describe	VERB
bracis-33600	65	3	the	the	DET
bracis-33600	65	4	related	relate	VERB
bracis-33600	65	5	work	work	NOUN
bracis-33600	65	6	related	relate	VERB
bracis-33600	65	7	to	to	ADP
bracis-33600	65	8	financial	financial	ADJ
bracis-33600	65	9	forecasting	forecasting	NOUN
bracis-33600	65	10	,	,	PUNCT
bracis-33600	65	11	both	both	CCONJ
bracis-33600	65	12	in	in	ADP
bracis-33600	65	13	price	price	NOUN
bracis-33600	65	14	and	and	CCONJ
bracis-33600	65	15	trend	trend	NOUN
bracis-33600	65	16	prediction	prediction	NOUN
bracis-33600	65	17	.	.	PUNCT
bracis-33600	66	1	section	section	NOUN
bracis-33600	66	2	 	 	SPACE
bracis-33600	66	3	3	3	NUM
bracis-33600	66	4	shows	show	VERB
bracis-33600	66	5	the	the	DET
bracis-33600	66	6	proposed	propose	VERB
bracis-33600	66	7	model	model	NOUN
bracis-33600	66	8	.	.	PUNCT
bracis-33600	67	1	section	section	NOUN
bracis-33600	67	2	 	 	SPACE
bracis-33600	67	3	4	4	NUM
bracis-33600	67	4	discusses	discuss	VERB
bracis-33600	67	5	the	the	DET
bracis-33600	67	6	results	result	NOUN
bracis-33600	67	7	.	.	PUNCT
bracis-33600	68	1	section	section	NOUN
bracis-33600	68	2	 	 	SPACE
bracis-33600	68	3	5	5	NUM
bracis-33600	68	4	brings	bring	VERB
bracis-33600	68	5	a	a	DET
bracis-33600	68	6	conclusion	conclusion	NOUN
bracis-33600	68	7	,	,	PUNCT
bracis-33600	68	8	followed	follow	VERB
bracis-33600	68	9	by	by	ADP
bracis-33600	68	10	references	reference	NOUN
bracis-33600	68	11	.	.	PUNCT
bracis-33600	69	1	2	2	NUM
bracis-33600	69	2	related	related	ADJ
bracis-33600	69	3	work	work	NOUN
bracis-33600	69	4	this	this	DET
bracis-33600	69	5	session	session	NOUN
bracis-33600	69	6	aims	aim	VERB
bracis-33600	69	7	to	to	PART
bracis-33600	69	8	discuss	discuss	VERB
bracis-33600	69	9	several	several	ADJ
bracis-33600	69	10	models	model	NOUN
bracis-33600	69	11	and	and	CCONJ
bracis-33600	69	12	strategies	strategy	NOUN
bracis-33600	69	13	proposed	propose	VERB
bracis-33600	69	14	by	by	ADP
bracis-33600	69	15	various	various	ADJ
bracis-33600	69	16	researchers	researcher	NOUN
bracis-33600	69	17	.	.	PUNCT
bracis-33600	70	1	these	these	DET
bracis-33600	70	2	proposals	proposal	NOUN
bracis-33600	70	3	cover	cover	VERB
bracis-33600	70	4	various	various	ADJ
bracis-33600	70	5	architectures	architecture	NOUN
bracis-33600	70	6	as	as	ADV
bracis-33600	70	7	well	well	ADV
bracis-33600	70	8	as	as	ADP
bracis-33600	70	9	methods	method	NOUN
bracis-33600	70	10	for	for	ADP
bracis-33600	70	11	pre	pre	ADJ
bracis-33600	70	12	-	-	ADJ
bracis-33600	70	13	processing	process	VERB
bracis-33600	70	14	the	the	DET
bracis-33600	70	15	data	datum	NOUN
bracis-33600	70	16	and	and	CCONJ
bracis-33600	70	17	variables	variable	NOUN
bracis-33600	70	18	that	that	PRON
bracis-33600	70	19	feed	feed	VERB
bracis-33600	70	20	the	the	DET
bracis-33600	70	21	input	input	NOUN
bracis-33600	70	22	layer	layer	NOUN
bracis-33600	70	23	of	of	ADP
bracis-33600	70	24	the	the	DET
bracis-33600	70	25	various	various	ADJ
bracis-33600	70	26	models	model	NOUN
bracis-33600	70	27	.	.	PUNCT
bracis-33600	71	1	sreelekshmy	sreelekshmy	PROPN
bracis-33600	71	2	selvin	selvin	PROPN
bracis-33600	71	3	et	et	PROPN
bracis-33600	71	4	al	al	PROPN
bracis-33600	71	5	.	.	PUNCT
bracis-33600	72	1	[	[	X
bracis-33600	72	2	15	15	NUM
bracis-33600	72	3	]	]	PUNCT
bracis-33600	72	4	conducted	conduct	VERB
bracis-33600	72	5	a	a	DET
bracis-33600	72	6	comparative	comparative	ADJ
bracis-33600	72	7	analysis	analysis	NOUN
bracis-33600	72	8	of	of	ADP
bracis-33600	72	9	three	three	NUM
bracis-33600	72	10	machine	machine	NOUN
bracis-33600	72	11	learning	learning	NOUN
bracis-33600	72	12	approaches	approach	NOUN
bracis-33600	72	13	:	:	PUNCT
bracis-33600	72	14	recurrent	recurrent	ADJ
bracis-33600	72	15	neural	neural	ADJ
bracis-33600	72	16	network	network	NOUN
bracis-33600	72	17	(	(	PUNCT
bracis-33600	72	18	rnn	rnn	PROPN
bracis-33600	72	19	)	)	PUNCT
bracis-33600	72	20	,	,	PUNCT
bracis-33600	72	21	long	long	ADJ
bracis-33600	72	22	short	short	ADJ
bracis-33600	72	23	-	-	PUNCT
bracis-33600	72	24	term	term	NOUN
bracis-33600	72	25	memory	memory	NOUN
bracis-33600	72	26	,	,	PUNCT
bracis-33600	72	27	and	and	CCONJ
bracis-33600	72	28	convolutional	convolutional	ADJ
bracis-33600	72	29	neural	neural	ADJ
bracis-33600	72	30	network	network	NOUN
bracis-33600	72	31	,	,	PUNCT
bracis-33600	72	32	focusing	focus	VERB
bracis-33600	72	33	on	on	ADP
bracis-33600	72	34	their	their	PRON
bracis-33600	72	35	performance	performance	NOUN
bracis-33600	72	36	in	in	ADP
bracis-33600	72	37	predicting	predict	VERB
bracis-33600	72	38	financial	financial	ADJ
bracis-33600	72	39	market	market	NOUN
bracis-33600	72	40	price	price	NOUN
bracis-33600	72	41	.	.	PUNCT
bracis-33600	73	1	employing	employ	VERB
bracis-33600	73	2	a	a	DET
bracis-33600	73	3	sliding	slide	VERB
bracis-33600	73	4	window	window	NOUN
bracis-33600	73	5	methodology	methodology	NOUN
bracis-33600	73	6	with	with	ADP
bracis-33600	73	7	a	a	DET
bracis-33600	73	8	window	window	NOUN
bracis-33600	73	9	size	size	NOUN
bracis-33600	73	10	of	of	ADP
bracis-33600	73	11	100	100	NUM
bracis-33600	73	12	 	 	SPACE
bracis-33600	73	13	min	min	NOUN
bracis-33600	73	14	,	,	PUNCT
bracis-33600	73	15	wherein	wherein	SCONJ
bracis-33600	73	16	90	90	NUM
bracis-33600	73	17	 	 	SPACE
bracis-33600	73	18	min	min	NOUN
bracis-33600	73	19	of	of	ADP
bracis-33600	73	20	historical	historical	ADJ
bracis-33600	73	21	data	datum	NOUN
bracis-33600	73	22	is	be	AUX
bracis-33600	73	23	utilized	utilize	VERB
bracis-33600	73	24	to	to	PART
bracis-33600	73	25	forecast	forecast	VERB
bracis-33600	73	26	the	the	DET
bracis-33600	73	27	price	price	NOUN
bracis-33600	73	28	of	of	ADP
bracis-33600	73	29	the	the	DET
bracis-33600	73	30	subsequent	subsequent	ADJ
bracis-33600	73	31	10	10	NUM
bracis-33600	73	32	 	 	SPACE
bracis-33600	73	33	min	min	NOUN
bracis-33600	73	34	.	.	PUNCT
bracis-33600	74	1	the	the	DET
bracis-33600	74	2	method	method	NOUN
bracis-33600	74	3	used	use	VERB
bracis-33600	74	4	to	to	PART
bracis-33600	74	5	evaluate	evaluate	VERB
bracis-33600	74	6	the	the	DET
bracis-33600	74	7	models	model	NOUN
bracis-33600	74	8	is	be	AUX
bracis-33600	74	9	mape	mape	NOUN
bracis-33600	74	10	.	.	PUNCT
bracis-33600	75	1	their	their	PRON
bracis-33600	75	2	study	study	NOUN
bracis-33600	75	3	revealed	reveal	VERB
bracis-33600	75	4	that	that	SCONJ
bracis-33600	75	5	cnn	cnn	PROPN
bracis-33600	75	6	outperformed	outperform	VERB
bracis-33600	75	7	rnn	rnn	PROPN
bracis-33600	75	8	and	and	CCONJ
bracis-33600	75	9	lstm	lstm	PROPN
bracis-33600	75	10	.	.	PUNCT
bracis-33600	76	1	the	the	DET
bracis-33600	76	2	superior	superior	ADJ
bracis-33600	76	3	performance	performance	NOUN
bracis-33600	76	4	of	of	ADP
bracis-33600	76	5	cnn	cnn	PROPN
bracis-33600	76	6	is	be	AUX
bracis-33600	76	7	attributed	attribute	VERB
bracis-33600	76	8	to	to	ADP
bracis-33600	76	9	its	its	PRON
bracis-33600	76	10	ability	ability	NOUN
bracis-33600	76	11	to	to	PART
bracis-33600	76	12	adapt	adapt	VERB
bracis-33600	76	13	to	to	ADP
bracis-33600	76	14	the	the	DET
bracis-33600	76	15	dynamic	dynamic	ADJ
bracis-33600	76	16	nature	nature	NOUN
bracis-33600	76	17	of	of	ADP
bracis-33600	76	18	the	the	DET
bracis-33600	76	19	market	market	NOUN
bracis-33600	76	20	by	by	ADP
bracis-33600	76	21	prioritizing	prioritize	VERB
bracis-33600	76	22	current	current	ADJ
bracis-33600	76	23	information	information	NOUN
bracis-33600	76	24	over	over	ADP
bracis-33600	76	25	past	past	ADJ
bracis-33600	76	26	patterns	pattern	NOUN
bracis-33600	76	27	,	,	PUNCT
bracis-33600	76	28	which	which	PRON
bracis-33600	76	29	may	may	AUX
bracis-33600	76	30	not	not	PART
bracis-33600	76	31	always	always	ADV
bracis-33600	76	32	be	be	AUX
bracis-33600	76	33	indicative	indicative	ADJ
bracis-33600	76	34	of	of	ADP
bracis-33600	76	35	future	future	ADJ
bracis-33600	76	36	trends	trend	NOUN
bracis-33600	76	37	.	.	PUNCT
bracis-33600	77	1	unlike	unlike	ADP
bracis-33600	77	2	rnn	rnn	NOUN
bracis-33600	77	3	and	and	CCONJ
bracis-33600	77	4	lstm	lstm	PROPN
bracis-33600	77	5	,	,	PUNCT
bracis-33600	77	6	which	which	PRON
bracis-33600	77	7	rely	rely	VERB
bracis-33600	77	8	heavily	heavily	ADV
bracis-33600	77	9	on	on	ADP
bracis-33600	77	10	historical	historical	ADJ
bracis-33600	77	11	data	datum	NOUN
bracis-33600	77	12	,	,	PUNCT
bracis-33600	77	13	cnn	cnn	PROPN
bracis-33600	77	14	’s	’s	PART
bracis-33600	77	15	emphasis	emphasis	NOUN
bracis-33600	77	16	on	on	ADP
bracis-33600	77	17	current	current	ADJ
bracis-33600	77	18	information	information	NOUN
bracis-33600	77	19	enables	enable	VERB
bracis-33600	77	20	it	it	PRON
bracis-33600	77	21	to	to	PART
bracis-33600	77	22	identify	identify	VERB
bracis-33600	77	23	sudden	sudden	ADJ
bracis-33600	77	24	shifts	shift	NOUN
bracis-33600	77	25	in	in	ADP
bracis-33600	77	26	market	market	NOUN
bracis-33600	77	27	trends	trend	NOUN
bracis-33600	77	28	more	more	ADV
bracis-33600	77	29	effectively	effectively	ADV
bracis-33600	77	30	.	.	PUNCT
bracis-33600	78	1	this	this	DET
bracis-33600	78	2	study	study	NOUN
bracis-33600	78	3	underscores	underscore	VERB
bracis-33600	78	4	the	the	DET
bracis-33600	78	5	efficacy	efficacy	NOUN
bracis-33600	78	6	of	of	ADP
bracis-33600	78	7	cnn	cnn	PROPN
bracis-33600	78	8	in	in	ADP
bracis-33600	78	9	financial	financial	ADJ
bracis-33600	78	10	forecasting	forecasting	NOUN
bracis-33600	78	11	,	,	PUNCT
bracis-33600	78	12	particularly	particularly	ADV
bracis-33600	78	13	in	in	ADP
bracis-33600	78	14	scenarios	scenario	NOUN
bracis-33600	78	15	characterized	characterize	VERB
bracis-33600	78	16	by	by	ADP
bracis-33600	78	17	rapid	rapid	ADJ
bracis-33600	78	18	market	market	NOUN
bracis-33600	78	19	changes	change	NOUN
bracis-33600	78	20	and	and	CCONJ
bracis-33600	78	21	volatility	volatility	NOUN
bracis-33600	78	22	.	.	PUNCT
bracis-33600	79	1	in	in	ADP
bracis-33600	79	2	the	the	DET
bracis-33600	79	3	research	research	NOUN
bracis-33600	79	4	conducted	conduct	VERB
bracis-33600	79	5	by	by	ADP
bracis-33600	79	6	zhanhong	zhanhong	PROPN
bracis-33600	79	7	he	he	PROPN
bracis-33600	79	8	et	et	PROPN
bracis-33600	79	9	al	al	PROPN
bracis-33600	79	10	.	.	PUNCT
bracis-33600	80	1	[	[	X
bracis-33600	80	2	5	5	NUM
bracis-33600	80	3	]	]	PUNCT
bracis-33600	80	4	,	,	PUNCT
bracis-33600	80	5	a	a	DET
bracis-33600	80	6	novel	novel	ADJ
bracis-33600	80	7	deep	deep	ADJ
bracis-33600	80	8	learning	learning	NOUN
bracis-33600	80	9	model	model	NOUN
bracis-33600	80	10	for	for	ADP
bracis-33600	80	11	predicting	predict	VERB
bracis-33600	80	12	gold	gold	ADJ
bracis-33600	80	13	prices	price	NOUN
bracis-33600	80	14	is	be	AUX
bracis-33600	80	15	introduced	introduce	VERB
bracis-33600	80	16	,	,	PUNCT
bracis-33600	80	17	integrating	integrate	VERB
bracis-33600	80	18	long	long	ADJ
bracis-33600	80	19	short	short	ADJ
bracis-33600	80	20	-	-	PUNCT
bracis-33600	80	21	term	term	NOUN
bracis-33600	80	22	memory	memory	NOUN
bracis-33600	80	23	and	and	CCONJ
bracis-33600	80	24	convolutional	convolutional	ADJ
bracis-33600	80	25	neural	neural	ADJ
bracis-33600	80	26	networks	network	NOUN
bracis-33600	80	27	with	with	ADP
bracis-33600	80	28	an	an	DET
bracis-33600	80	29	attention	attention	NOUN
bracis-33600	80	30	mechanism	mechanism	NOUN
bracis-33600	80	31	.	.	PUNCT
bracis-33600	81	1	their	their	PRON
bracis-33600	81	2	study	study	NOUN
bracis-33600	81	3	reveals	reveal	VERB
bracis-33600	81	4	that	that	SCONJ
bracis-33600	81	5	arranging	arrange	VERB
bracis-33600	81	6	the	the	DET
bracis-33600	81	7	model	model	NOUN
bracis-33600	81	8	with	with	ADP
bracis-33600	81	9	the	the	DET
bracis-33600	81	10	lstm	lstm	ADJ
bracis-33600	81	11	layer	layer	NOUN
bracis-33600	81	12	preceding	precede	VERB
bracis-33600	81	13	the	the	DET
bracis-33600	81	14	cnn	cnn	NOUN
bracis-33600	81	15	layer	layer	NOUN
bracis-33600	81	16	yields	yield	VERB
bracis-33600	81	17	superior	superior	ADJ
bracis-33600	81	18	results	result	NOUN
bracis-33600	81	19	compared	compare	VERB
bracis-33600	81	20	to	to	ADP
bracis-33600	81	21	the	the	DET
bracis-33600	81	22	reverse	reverse	ADJ
bracis-33600	81	23	order	order	NOUN
bracis-33600	81	24	.	.	PUNCT
bracis-33600	82	1	additionally	additionally	ADV
bracis-33600	82	2	,	,	PUNCT
bracis-33600	82	3	incorporating	incorporate	VERB
bracis-33600	82	4	an	an	DET
bracis-33600	82	5	attention	attention	NOUN
bracis-33600	82	6	mechanism	mechanism	NOUN
bracis-33600	82	7	after	after	ADP
bracis-33600	82	8	the	the	DET
bracis-33600	82	9	lstm	lstm	NOUN
bracis-33600	82	10	layer	layer	NOUN
bracis-33600	82	11	and	and	CCONJ
bracis-33600	82	12	before	before	SCONJ
bracis-33600	82	13	the	the	DET
bracis-33600	82	14	cnn	cnn	PROPN
bracis-33600	82	15	layer	layer	NOUN
bracis-33600	82	16	further	far	ADV
bracis-33600	82	17	enhances	enhance	VERB
bracis-33600	82	18	predictive	predictive	ADJ
bracis-33600	82	19	accuracy	accuracy	NOUN
bracis-33600	82	20	.	.	PUNCT
bracis-33600	83	1	the	the	DET
bracis-33600	83	2	author	author	NOUN
bracis-33600	83	3	attributes	attribute	VERB
bracis-33600	83	4	this	this	DET
bracis-33600	83	5	improvement	improvement	NOUN
bracis-33600	83	6	to	to	ADP
bracis-33600	83	7	the	the	DET
bracis-33600	83	8	prevention	prevention	NOUN
bracis-33600	83	9	of	of	ADP
bracis-33600	83	10	information	information	NOUN
bracis-33600	83	11	loss	loss	NOUN
bracis-33600	83	12	in	in	ADP
bracis-33600	83	13	the	the	DET
bracis-33600	83	14	attributes	attribute	NOUN
bracis-33600	83	15	,	,	PUNCT
bracis-33600	83	16	which	which	PRON
bracis-33600	83	17	would	would	AUX
bracis-33600	83	18	occur	occur	VERB
bracis-33600	83	19	if	if	SCONJ
bracis-33600	83	20	cnn	cnn	PROPN
bracis-33600	83	21	were	be	AUX
bracis-33600	83	22	placed	place	VERB
bracis-33600	83	23	before	before	ADP
bracis-33600	83	24	lstm	lstm	NOUN
bracis-33600	83	25	.	.	PUNCT
bracis-33600	84	1	furthermore	furthermore	ADV
bracis-33600	84	2	,	,	PUNCT
bracis-33600	84	3	the	the	DET
bracis-33600	84	4	performance	performance	NOUN
bracis-33600	84	5	evaluation	evaluation	NOUN
bracis-33600	84	6	of	of	ADP
bracis-33600	84	7	the	the	DET
bracis-33600	84	8	lstm	lstm	PROPN
bracis-33600	84	9	-	-	PUNCT
bracis-33600	84	10	cnn	cnn	PROPN
bracis-33600	84	11	hybrid	hybrid	NOUN
bracis-33600	84	12	model	model	NOUN
bracis-33600	84	13	against	against	ADP
bracis-33600	84	14	cnn	cnn	PROPN
bracis-33600	84	15	and	and	CCONJ
bracis-33600	84	16	lstm	lstm	NOUN
bracis-33600	84	17	individually	individually	ADV
bracis-33600	84	18	demonstrates	demonstrate	VERB
bracis-33600	84	19	a	a	DET
bracis-33600	84	20	reduction	reduction	NOUN
bracis-33600	84	21	in	in	ADP
bracis-33600	84	22	error	error	NOUN
bracis-33600	84	23	,	,	PUNCT
bracis-33600	84	24	highlighting	highlight	VERB
bracis-33600	84	25	the	the	DET
bracis-33600	84	26	efficacy	efficacy	NOUN
bracis-33600	84	27	of	of	ADP
bracis-33600	84	28	the	the	DET
bracis-33600	84	29	combined	combined	ADJ
bracis-33600	84	30	approach	approach	NOUN
bracis-33600	84	31	.	.	PUNCT
bracis-33600	85	1	the	the	DET
bracis-33600	85	2	author	author	NOUN
bracis-33600	85	3	proposes	propose	VERB
bracis-33600	85	4	that	that	SCONJ
bracis-33600	85	5	employing	employ	VERB
bracis-33600	85	6	bidirectional	bidirectional	ADJ
bracis-33600	85	7	lstm	lstm	NOUN
bracis-33600	85	8	(	(	PUNCT
bracis-33600	85	9	bilstm	bilstm	NOUN
bracis-33600	85	10	)	)	PUNCT
bracis-33600	85	11	could	could	AUX
bracis-33600	85	12	potentially	potentially	ADV
bracis-33600	85	13	yield	yield	VERB
bracis-33600	85	14	even	even	ADV
bracis-33600	85	15	more	more	ADV
bracis-33600	85	16	favorable	favorable	ADJ
bracis-33600	85	17	outcomes	outcome	NOUN
bracis-33600	85	18	,	,	PUNCT
bracis-33600	85	19	indicating	indicate	VERB
bracis-33600	85	20	avenues	avenue	NOUN
bracis-33600	85	21	for	for	ADP
bracis-33600	85	22	future	future	ADJ
bracis-33600	85	23	research	research	NOUN
bracis-33600	85	24	and	and	CCONJ
bracis-33600	85	25	refinement	refinement	NOUN
bracis-33600	85	26	in	in	ADP
bracis-33600	85	27	forecasting	forecast	VERB
bracis-33600	85	28	gold	gold	NOUN
bracis-33600	85	29	prices	price	NOUN
bracis-33600	85	30	.	.	PUNCT
bracis-33600	86	1	introducing	introduce	VERB
bracis-33600	86	2	a	a	DET
bracis-33600	86	3	new	new	ADJ
bracis-33600	86	4	approach	approach	NOUN
bracis-33600	86	5	to	to	ADP
bracis-33600	86	6	cryptocurrency	cryptocurrency	NOUN
bracis-33600	86	7	price	price	NOUN
bracis-33600	86	8	prediction	prediction	NOUN
bracis-33600	86	9	,	,	PUNCT
bracis-33600	86	10	the	the	DET
bracis-33600	86	11	work	work	NOUN
bracis-33600	86	12	of	of	ADP
bracis-33600	86	13	zhuorui	zhuorui	PROPN
bracis-33600	86	14	zhang	zhang	PROPN
bracis-33600	86	15	et	et	PROPN
bracis-33600	86	16	al	al	PROPN
bracis-33600	86	17	.	.	PUNCT
bracis-33600	86	18	 	 	SPACE
bracis-33600	87	1	[	[	X
bracis-33600	87	2	19	19	NUM
bracis-33600	87	3	]	]	PUNCT
bracis-33600	87	4	emphasizes	emphasize	VERB
bracis-33600	87	5	volatility	volatility	NOUN
bracis-33600	87	6	and	and	CCONJ
bracis-33600	87	7	strong	strong	ADJ
bracis-33600	87	8	intercorrelations	intercorrelation	NOUN
bracis-33600	87	9	among	among	ADP
bracis-33600	87	10	different	different	ADJ
bracis-33600	87	11	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	87	12	.	.	PUNCT
bracis-33600	88	1	their	their	PRON
bracis-33600	88	2	predictive	predictive	ADJ
bracis-33600	88	3	system	system	NOUN
bracis-33600	88	4	comprises	comprise	VERB
bracis-33600	88	5	three	three	NUM
bracis-33600	88	6	key	key	ADJ
bracis-33600	88	7	modules	module	NOUN
bracis-33600	88	8	:	:	PUNCT
bracis-33600	88	9	the	the	DET
bracis-33600	88	10	attentive	attentive	ADJ
bracis-33600	88	11	memory	memory	NOUN
bracis-33600	88	12	module	module	NOUN
bracis-33600	88	13	,	,	PUNCT
bracis-33600	88	14	leveraging	leverage	VERB
bracis-33600	88	15	a	a	DET
bracis-33600	88	16	gated	gate	VERB
bracis-33600	88	17	recurrent	recurrent	ADJ
bracis-33600	88	18	unit	unit	NOUN
bracis-33600	88	19	(	(	PUNCT
bracis-33600	88	20	gru	gru	NOUN
bracis-33600	88	21	)	)	PUNCT
bracis-33600	88	22	layer	layer	NOUN
bracis-33600	88	23	and	and	CCONJ
bracis-33600	88	24	self	self	NOUN
bracis-33600	88	25	-	-	PUNCT
bracis-33600	88	26	attention	attention	NOUN
bracis-33600	88	27	mechanism	mechanism	NOUN
bracis-33600	88	28	to	to	PART
bracis-33600	88	29	capture	capture	VERB
bracis-33600	88	30	both	both	DET
bracis-33600	88	31	shortand	shortand	NOUN
bracis-33600	88	32	long	long	ADJ
bracis-33600	88	33	-	-	PUNCT
bracis-33600	88	34	term	term	NOUN
bracis-33600	88	35	dependencies	dependency	NOUN
bracis-33600	88	36	;	;	PUNCT
bracis-33600	88	37	the	the	DET
bracis-33600	88	38	channel	channel	NOUN
bracis-33600	88	39	weighting	weighting	NOUN
bracis-33600	88	40	module	module	NOUN
bracis-33600	88	41	,	,	PUNCT
bracis-33600	88	42	explicitly	explicitly	ADV
bracis-33600	88	43	modeling	model	VERB
bracis-33600	88	44	interdependencies	interdependency	NOUN
bracis-33600	88	45	between	between	ADP
bracis-33600	88	46	cryptocurrency	cryptocurrency	NOUN
bracis-33600	88	47	channels	channel	NOUN
bracis-33600	88	48	to	to	PART
bracis-33600	88	49	account	account	VERB
bracis-33600	88	50	for	for	ADP
bracis-33600	88	51	their	their	PRON
bracis-33600	88	52	correlated	correlate	VERB
bracis-33600	88	53	nature	nature	NOUN
bracis-33600	88	54	;	;	PUNCT
bracis-33600	88	55	and	and	CCONJ
bracis-33600	88	56	the	the	DET
bracis-33600	88	57	convolutional	convolutional	ADJ
bracis-33600	88	58	and	and	CCONJ
bracis-33600	88	59	pooling	pool	VERB
bracis-33600	88	60	module	module	NOUN
bracis-33600	88	61	,	,	PUNCT
bracis-33600	88	62	identifying	identify	VERB
bracis-33600	88	63	attribute	attribute	NOUN
bracis-33600	88	64	forms	form	NOUN
bracis-33600	88	65	crucial	crucial	ADJ
bracis-33600	88	66	for	for	ADP
bracis-33600	88	67	prediction	prediction	NOUN
bracis-33600	88	68	.	.	PUNCT
bracis-33600	89	1	while	while	SCONJ
bracis-33600	89	2	the	the	DET
bracis-33600	89	3	attentive	attentive	ADJ
bracis-33600	89	4	memory	memory	NOUN
bracis-33600	89	5	module	module	NOUN
bracis-33600	89	6	effectively	effectively	ADV
bracis-33600	89	7	captures	capture	VERB
bracis-33600	89	8	dependencies	dependency	NOUN
bracis-33600	89	9	,	,	PUNCT
bracis-33600	89	10	it	it	PRON
bracis-33600	89	11	struggles	struggle	VERB
bracis-33600	89	12	to	to	PART
bracis-33600	89	13	assess	assess	VERB
bracis-33600	89	14	the	the	DET
bracis-33600	89	15	true	true	ADJ
bracis-33600	89	16	importance	importance	NOUN
bracis-33600	89	17	of	of	ADP
bracis-33600	89	18	temporally	temporally	ADV
bracis-33600	89	19	delayed	delay	VERB
bracis-33600	89	20	instances	instance	NOUN
bracis-33600	89	21	,	,	PUNCT
bracis-33600	89	22	addressed	address	VERB
bracis-33600	89	23	by	by	ADP
bracis-33600	89	24	the	the	DET
bracis-33600	89	25	self	self	NOUN
bracis-33600	89	26	-	-	PUNCT
bracis-33600	89	27	attention	attention	NOUN
bracis-33600	89	28	mechanism	mechanism	NOUN
bracis-33600	89	29	,	,	PUNCT
bracis-33600	89	30	which	which	PRON
bracis-33600	89	31	selects	select	VERB
bracis-33600	89	32	significant	significant	ADJ
bracis-33600	89	33	information	information	NOUN
bracis-33600	89	34	across	across	ADP
bracis-33600	89	35	various	various	ADJ
bracis-33600	89	36	time	time	NOUN
bracis-33600	89	37	intervals	interval	NOUN
bracis-33600	89	38	.	.	PUNCT
bracis-33600	90	1	by	by	ADP
bracis-33600	90	2	explicitly	explicitly	ADV
bracis-33600	90	3	modeling	model	VERB
bracis-33600	90	4	interdependencies	interdependency	NOUN
bracis-33600	90	5	between	between	ADP
bracis-33600	90	6	cryptocurrency	cryptocurrency	NOUN
bracis-33600	90	7	channels	channel	NOUN
bracis-33600	90	8	,	,	PUNCT
bracis-33600	90	9	the	the	DET
bracis-33600	90	10	channel	channel	NOUN
bracis-33600	90	11	weighting	weighting	NOUN
bracis-33600	90	12	module	module	NOUN
bracis-33600	90	13	proves	prove	VERB
bracis-33600	90	14	essential	essential	ADJ
bracis-33600	90	15	,	,	PUNCT
bracis-33600	90	16	given	give	VERB
bracis-33600	90	17	the	the	DET
bracis-33600	90	18	inherent	inherent	ADJ
bracis-33600	90	19	correlations	correlation	NOUN
bracis-33600	90	20	among	among	ADP
bracis-33600	90	21	cryptocurrency	cryptocurrency	NOUN
bracis-33600	90	22	prices	price	NOUN
bracis-33600	90	23	.	.	PUNCT
bracis-33600	91	1	the	the	DET
bracis-33600	91	2	convolutional	convolutional	ADJ
bracis-33600	91	3	module	module	NOUN
bracis-33600	91	4	further	far	ADV
bracis-33600	91	5	enhances	enhance	VERB
bracis-33600	91	6	predictive	predictive	ADJ
bracis-33600	91	7	accuracy	accuracy	NOUN
bracis-33600	91	8	by	by	ADP
bracis-33600	91	9	identifying	identify	VERB
bracis-33600	91	10	attribute	attribute	NOUN
bracis-33600	91	11	forms	form	NOUN
bracis-33600	91	12	.	.	PUNCT
bracis-33600	92	1	evaluation	evaluation	NOUN
bracis-33600	92	2	metrics	metric	NOUN
bracis-33600	92	3	,	,	PUNCT
bracis-33600	92	4	including	include	VERB
bracis-33600	92	5	average	average	ADJ
bracis-33600	92	6	absolute	absolute	ADJ
bracis-33600	92	7	percentage	percentage	NOUN
bracis-33600	92	8	error	error	NOUN
bracis-33600	92	9	and	and	CCONJ
bracis-33600	92	10	accuracy	accuracy	NOUN
bracis-33600	92	11	,	,	PUNCT
bracis-33600	92	12	demonstrate	demonstrate	VERB
bracis-33600	92	13	superior	superior	ADJ
bracis-33600	92	14	performance	performance	NOUN
bracis-33600	92	15	of	of	ADP
bracis-33600	92	16	the	the	DET
bracis-33600	92	17	proposed	propose	VERB
bracis-33600	92	18	model	model	NOUN
bracis-33600	92	19	over	over	ADP
bracis-33600	92	20	traditional	traditional	ADJ
bracis-33600	92	21	methods	method	NOUN
bracis-33600	92	22	like	like	ADP
bracis-33600	92	23	cnn	cnn	PROPN
bracis-33600	92	24	,	,	PUNCT
bracis-33600	92	25	lstm	lstm	PROPN
bracis-33600	92	26	,	,	PUNCT
bracis-33600	92	27	or	or	CCONJ
bracis-33600	92	28	gru	gru	PROPN
bracis-33600	92	29	,	,	PUNCT
bracis-33600	92	30	indicating	indicate	VERB
bracis-33600	92	31	its	its	PRON
bracis-33600	92	32	effectiveness	effectiveness	NOUN
bracis-33600	92	33	in	in	ADP
bracis-33600	92	34	cryptocurrency	cryptocurrency	NOUN
bracis-33600	92	35	price	price	NOUN
bracis-33600	92	36	prediction	prediction	NOUN
bracis-33600	92	37	.	.	PUNCT
bracis-33600	93	1	in	in	ADP
bracis-33600	93	2	the	the	DET
bracis-33600	93	3	research	research	NOUN
bracis-33600	93	4	conducted	conduct	VERB
bracis-33600	93	5	by	by	ADP
bracis-33600	93	6	ioannis	ioannis	PROPN
bracis-33600	93	7	e.	e.	PROPN
bracis-33600	93	8	livieris	livieris	PROPN
bracis-33600	93	9	et	et	PROPN
bracis-33600	93	10	al	al	PROPN
bracis-33600	93	11	.	.	PUNCT
bracis-33600	94	1	[	[	X
bracis-33600	94	2	9	9	NUM
bracis-33600	94	3	]	]	PUNCT
bracis-33600	94	4	,	,	PUNCT
bracis-33600	94	5	the	the	DET
bracis-33600	94	6	focus	focus	NOUN
bracis-33600	94	7	lies	lie	VERB
bracis-33600	94	8	on	on	ADP
bracis-33600	94	9	leveraging	leverage	VERB
bracis-33600	94	10	convolutional	convolutional	ADJ
bracis-33600	94	11	neural	neural	ADJ
bracis-33600	94	12	networks	network	NOUN
bracis-33600	94	13	and	and	CCONJ
bracis-33600	94	14	long	long	ADJ
bracis-33600	94	15	short	short	ADJ
bracis-33600	94	16	-	-	PUNCT
bracis-33600	94	17	term	term	NOUN
bracis-33600	94	18	memory	memory	NOUN
bracis-33600	94	19	neural	neural	ADJ
bracis-33600	94	20	networks	network	NOUN
bracis-33600	94	21	for	for	ADP
bracis-33600	94	22	gold	gold	NOUN
bracis-33600	94	23	price	price	NOUN
bracis-33600	94	24	and	and	CCONJ
bracis-33600	94	25	movement	movement	NOUN
bracis-33600	94	26	prediction	prediction	NOUN
bracis-33600	94	27	.	.	PUNCT
bracis-33600	95	1	the	the	DET
bracis-33600	95	2	proposed	propose	VERB
bracis-33600	95	3	model	model	NOUN
bracis-33600	95	4	capitalizes	capitalize	VERB
bracis-33600	95	5	on	on	ADP
bracis-33600	95	6	cnn	cnn	PROPN
bracis-33600	95	7	’s	’s	PART
bracis-33600	95	8	capability	capability	NOUN
bracis-33600	95	9	to	to	PART
bracis-33600	95	10	extract	extract	VERB
bracis-33600	95	11	crucial	crucial	ADJ
bracis-33600	95	12	information	information	NOUN
bracis-33600	95	13	and	and	CCONJ
bracis-33600	95	14	learn	learn	VERB
bracis-33600	95	15	internal	internal	ADJ
bracis-33600	95	16	representations	representation	NOUN
bracis-33600	95	17	from	from	ADP
bracis-33600	95	18	time	time	NOUN
bracis-33600	95	19	series	series	PROPN
bracis-33600	95	20	data	data	PROPN
bracis-33600	95	21	,	,	PUNCT
bracis-33600	95	22	complemented	complement	VERB
bracis-33600	95	23	by	by	ADP
bracis-33600	95	24	lstm	lstm	PROPN
bracis-33600	95	25	’s	’s	PART
bracis-33600	95	26	proficiency	proficiency	NOUN
bracis-33600	95	27	in	in	ADP
bracis-33600	95	28	capturing	capture	VERB
bracis-33600	95	29	both	both	PRON
bracis-33600	95	30	longand	longand	ADP
bracis-33600	95	31	short	short	ADJ
bracis-33600	95	32	-	-	PUNCT
bracis-33600	95	33	term	term	NOUN
bracis-33600	95	34	dependencies	dependency	NOUN
bracis-33600	95	35	.	.	PUNCT
bracis-33600	96	1	while	while	SCONJ
bracis-33600	96	2	the	the	DET
bracis-33600	96	3	study	study	NOUN
bracis-33600	96	4	yielded	yield	VERB
bracis-33600	96	5	highly	highly	ADV
bracis-33600	96	6	accurate	accurate	ADJ
bracis-33600	96	7	results	result	NOUN
bracis-33600	96	8	for	for	ADP
bracis-33600	96	9	price	price	NOUN
bracis-33600	96	10	prediction	prediction	NOUN
bracis-33600	96	11	with	with	ADP
bracis-33600	96	12	minimal	minimal	ADJ
bracis-33600	96	13	errors	error	NOUN
bracis-33600	96	14	,	,	PUNCT
bracis-33600	96	15	the	the	DET
bracis-33600	96	16	performance	performance	NOUN
bracis-33600	96	17	for	for	ADP
bracis-33600	96	18	trend	trend	NOUN
bracis-33600	96	19	prediction	prediction	NOUN
bracis-33600	96	20	was	be	AUX
bracis-33600	96	21	noted	note	VERB
bracis-33600	96	22	to	to	PART
bracis-33600	96	23	be	be	AUX
bracis-33600	96	24	average	average	ADJ
bracis-33600	96	25	.	.	PUNCT
bracis-33600	97	1	this	this	DET
bracis-33600	97	2	observation	observation	NOUN
bracis-33600	97	3	suggests	suggest	VERB
bracis-33600	97	4	that	that	SCONJ
bracis-33600	97	5	while	while	SCONJ
bracis-33600	97	6	the	the	DET
bracis-33600	97	7	model	model	NOUN
bracis-33600	97	8	effectively	effectively	ADV
bracis-33600	97	9	captures	capture	VERB
bracis-33600	97	10	and	and	CCONJ
bracis-33600	97	11	predicts	predict	VERB
bracis-33600	97	12	the	the	DET
bracis-33600	97	13	price	price	NOUN
bracis-33600	97	14	movements	movement	NOUN
bracis-33600	97	15	of	of	ADP
bracis-33600	97	16	gold	gold	NOUN
bracis-33600	97	17	,	,	PUNCT
bracis-33600	97	18	it	it	PRON
bracis-33600	97	19	may	may	AUX
bracis-33600	97	20	encounter	encounter	VERB
bracis-33600	97	21	challenges	challenge	NOUN
bracis-33600	97	22	in	in	ADP
bracis-33600	97	23	accurately	accurately	ADV
bracis-33600	97	24	forecasting	forecast	VERB
bracis-33600	97	25	the	the	DET
bracis-33600	97	26	directional	directional	ADJ
bracis-33600	97	27	trends	trend	NOUN
bracis-33600	97	28	over	over	ADP
bracis-33600	97	29	time	time	NOUN
bracis-33600	97	30	.	.	PUNCT
bracis-33600	98	1	further	further	ADJ
bracis-33600	98	2	refinements	refinement	NOUN
bracis-33600	98	3	or	or	CCONJ
bracis-33600	98	4	alternative	alternative	ADJ
bracis-33600	98	5	approaches	approach	NOUN
bracis-33600	98	6	may	may	AUX
bracis-33600	98	7	be	be	AUX
bracis-33600	98	8	necessary	necessary	ADJ
bracis-33600	98	9	to	to	PART
bracis-33600	98	10	enhance	enhance	VERB
bracis-33600	98	11	the	the	DET
bracis-33600	98	12	model	model	NOUN
bracis-33600	98	13	’s	’s	PART
bracis-33600	98	14	efficacy	efficacy	NOUN
bracis-33600	98	15	in	in	ADP
bracis-33600	98	16	trend	trend	NOUN
bracis-33600	98	17	prediction	prediction	NOUN
bracis-33600	98	18	,	,	PUNCT
bracis-33600	98	19	potentially	potentially	ADV
bracis-33600	98	20	through	through	ADP
bracis-33600	98	21	additional	additional	ADJ
bracis-33600	98	22	feature	feature	NOUN
bracis-33600	98	23	engineering	engineering	NOUN
bracis-33600	98	24	,	,	PUNCT
bracis-33600	98	25	model	model	NOUN
bracis-33600	98	26	adjustments	adjustment	NOUN
bracis-33600	98	27	,	,	PUNCT
bracis-33600	98	28	or	or	CCONJ
bracis-33600	98	29	the	the	DET
bracis-33600	98	30	incorporation	incorporation	NOUN
bracis-33600	98	31	of	of	ADP
bracis-33600	98	32	complementary	complementary	ADJ
bracis-33600	98	33	techniques	technique	NOUN
bracis-33600	98	34	.	.	PUNCT
bracis-33600	99	1	in	in	ADP
bracis-33600	99	2	another	another	DET
bracis-33600	99	3	study	study	NOUN
bracis-33600	99	4	by	by	ADP
bracis-33600	99	5	ioannis	ioannis	PROPN
bracis-33600	99	6	e.	e.	PROPN
bracis-33600	99	7	livieris	livieris	PROPN
bracis-33600	99	8	et	et	PROPN
bracis-33600	99	9	al	al	PROPN
bracis-33600	99	10	.	.	PUNCT
bracis-33600	100	1	[	[	X
bracis-33600	100	2	8	8	NUM
bracis-33600	100	3	]	]	PUNCT
bracis-33600	100	4	,	,	PUNCT
bracis-33600	100	5	an	an	DET
bracis-33600	100	6	advanced	advanced	ADJ
bracis-33600	100	7	non	non	ADJ
bracis-33600	100	8	-	-	ADJ
bracis-33600	100	9	sequential	sequential	ADJ
bracis-33600	100	10	neural	neural	ADJ
bracis-33600	100	11	network	network	NOUN
bracis-33600	100	12	architecture	architecture	NOUN
bracis-33600	100	13	is	be	AUX
bracis-33600	100	14	proposed	propose	VERB
bracis-33600	100	15	to	to	PART
bracis-33600	100	16	predict	predict	VERB
bracis-33600	100	17	cryptocurrency	cryptocurrency	NOUN
bracis-33600	100	18	prices	price	NOUN
bracis-33600	100	19	.	.	PUNCT
bracis-33600	101	1	this	this	DET
bracis-33600	101	2	model	model	NOUN
bracis-33600	101	3	capitalizes	capitalize	VERB
bracis-33600	101	4	on	on	ADP
bracis-33600	101	5	the	the	DET
bracis-33600	101	6	intricate	intricate	ADJ
bracis-33600	101	7	interrelations	interrelation	NOUN
bracis-33600	101	8	between	between	ADP
bracis-33600	101	9	different	different	ADJ
bracis-33600	101	10	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	101	11	by	by	ADP
bracis-33600	101	12	using	use	VERB
bracis-33600	101	13	data	datum	NOUN
bracis-33600	101	14	from	from	ADP
bracis-33600	101	15	multiple	multiple	ADJ
bracis-33600	101	16	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	101	17	as	as	ADP
bracis-33600	101	18	inputs	input	NOUN
bracis-33600	101	19	.	.	PUNCT
bracis-33600	102	1	the	the	DET
bracis-33600	102	2	research	research	NOUN
bracis-33600	102	3	focuses	focus	VERB
bracis-33600	102	4	on	on	ADP
bracis-33600	102	5	the	the	DET
bracis-33600	102	6	three	three	NUM
bracis-33600	102	7	leading	lead	VERB
bracis-33600	102	8	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	102	9	by	by	ADP
bracis-33600	102	10	market	market	NOUN
bracis-33600	102	11	capitalization	capitalization	NOUN
bracis-33600	102	12	:	:	PUNCT
bracis-33600	102	13	bitcoin	bitcoin	ADJ
bracis-33600	102	14	,	,	PUNCT
bracis-33600	102	15	ethereum	ethereum	NOUN
bracis-33600	102	16	,	,	PUNCT
bracis-33600	102	17	and	and	CCONJ
bracis-33600	102	18	ripple	ripple	ADJ
bracis-33600	102	19	.	.	PUNCT
bracis-33600	103	1	the	the	DET
bracis-33600	103	2	model	model	NOUN
bracis-33600	103	3	is	be	AUX
bracis-33600	103	4	applied	apply	VERB
bracis-33600	103	5	to	to	ADP
bracis-33600	103	6	both	both	PRON
bracis-33600	103	7	price	price	NOUN
bracis-33600	103	8	regression	regression	NOUN
bracis-33600	103	9	and	and	CCONJ
bracis-33600	103	10	trend	trend	NOUN
bracis-33600	103	11	classification	classification	NOUN
bracis-33600	103	12	tasks	task	NOUN
bracis-33600	103	13	,	,	PUNCT
bracis-33600	103	14	with	with	SCONJ
bracis-33600	103	15	its	its	PRON
bracis-33600	103	16	performance	performance	NOUN
bracis-33600	103	17	evaluated	evaluate	VERB
bracis-33600	103	18	using	use	VERB
bracis-33600	103	19	a	a	DET
bracis-33600	103	20	range	range	NOUN
bracis-33600	103	21	of	of	ADP
bracis-33600	103	22	metrics	metric	NOUN
bracis-33600	103	23	:	:	PUNCT
bracis-33600	103	24	mean	mean	VERB
bracis-33600	103	25	absolute	absolute	ADJ
bracis-33600	103	26	error	error	NOUN
bracis-33600	103	27	(	(	PUNCT
bracis-33600	103	28	mae	mae	PROPN
bracis-33600	103	29	)	)	PUNCT
bracis-33600	103	30	,	,	PUNCT
bracis-33600	103	31	root	root	NOUN
bracis-33600	103	32	mean	mean	VERB
bracis-33600	103	33	squared	square	VERB
bracis-33600	103	34	error	error	NOUN
bracis-33600	103	35	(	(	PUNCT
bracis-33600	103	36	rmse	rmse	NOUN
bracis-33600	103	37	)	)	PUNCT
bracis-33600	103	38	,	,	PUNCT
bracis-33600	103	39	and	and	CCONJ
bracis-33600	103	40	r	r	NOUN
bracis-33600	103	41	squared	square	VERB
bracis-33600	103	42	(	(	PUNCT
bracis-33600	103	43	\(r^2\	\(r^2\	NOUN
bracis-33600	103	44	)	)	PUNCT
bracis-33600	103	45	)	)	PUNCT
bracis-33600	103	46	for	for	ADP
bracis-33600	103	47	regression	regression	NOUN
bracis-33600	103	48	tasks	task	NOUN
bracis-33600	103	49	,	,	PUNCT
bracis-33600	103	50	as	as	ADV
bracis-33600	103	51	well	well	ADV
bracis-33600	103	52	as	as	ADP
bracis-33600	103	53	accuracy	accuracy	NOUN
bracis-33600	103	54	,	,	PUNCT
bracis-33600	103	55	geometric	geometric	ADJ
bracis-33600	103	56	mean	mean	NOUN
bracis-33600	103	57	,	,	PUNCT
bracis-33600	103	58	sensitivity	sensitivity	NOUN
bracis-33600	103	59	,	,	PUNCT
bracis-33600	103	60	and	and	CCONJ
bracis-33600	103	61	specificity	specificity	NOUN
bracis-33600	103	62	for	for	ADP
bracis-33600	103	63	classification	classification	NOUN
bracis-33600	103	64	tasks	task	NOUN
bracis-33600	103	65	.	.	PUNCT
bracis-33600	104	1	while	while	SCONJ
bracis-33600	104	2	the	the	DET
bracis-33600	104	3	model	model	NOUN
bracis-33600	104	4	achieved	achieve	VERB
bracis-33600	104	5	relatively	relatively	ADV
bracis-33600	104	6	low	low	ADJ
bracis-33600	104	7	errors	error	NOUN
bracis-33600	104	8	in	in	ADP
bracis-33600	104	9	regression	regression	NOUN
bracis-33600	104	10	,	,	PUNCT
bracis-33600	104	11	its	its	PRON
bracis-33600	104	12	accuracy	accuracy	NOUN
bracis-33600	104	13	in	in	ADP
bracis-33600	104	14	trend	trend	NOUN
bracis-33600	104	15	classification	classification	NOUN
bracis-33600	104	16	was	be	AUX
bracis-33600	104	17	unfortunately	unfortunately	ADV
bracis-33600	104	18	close	close	ADJ
bracis-33600	104	19	to	to	ADP
bracis-33600	104	20	randomness	randomness	NOUN
bracis-33600	104	21	.	.	PUNCT
bracis-33600	105	1	yanhui	yanhui	PROPN
bracis-33600	105	2	liang	liang	PROPN
bracis-33600	105	3	et	et	PROPN
bracis-33600	105	4	al	al	PROPN
bracis-33600	105	5	.	.	PUNCT
bracis-33600	106	1	[	[	X
bracis-33600	106	2	7	7	X
bracis-33600	106	3	]	]	PUNCT
bracis-33600	106	4	also	also	ADV
bracis-33600	106	5	concentrate	concentrate	VERB
bracis-33600	106	6	on	on	ADP
bracis-33600	106	7	predicting	predict	VERB
bracis-33600	106	8	gold	gold	ADJ
bracis-33600	106	9	prices	price	NOUN
bracis-33600	106	10	through	through	ADP
bracis-33600	106	11	a	a	DET
bracis-33600	106	12	multi	multi	ADJ
bracis-33600	106	13	-	-	ADJ
bracis-33600	106	14	step	step	ADJ
bracis-33600	106	15	approach	approach	NOUN
bracis-33600	106	16	.	.	PUNCT
bracis-33600	107	1	initially	initially	ADV
bracis-33600	107	2	,	,	PUNCT
bracis-33600	107	3	they	they	PRON
bracis-33600	107	4	decompose	decompose	VERB
bracis-33600	107	5	gold	gold	NOUN
bracis-33600	107	6	prices	price	NOUN
bracis-33600	107	7	into	into	ADP
bracis-33600	107	8	distinct	distinct	ADJ
bracis-33600	107	9	frequency	frequency	NOUN
bracis-33600	107	10	components	component	NOUN
bracis-33600	107	11	utilizing	utilize	VERB
bracis-33600	107	12	the	the	DET
bracis-33600	107	13	improved	improve	VERB
bracis-33600	107	14	complete	complete	ADJ
bracis-33600	107	15	ensemble	ensemble	ADJ
bracis-33600	107	16	empirical	empirical	ADJ
bracis-33600	107	17	mode	mode	NOUN
bracis-33600	107	18	decomposition	decomposition	NOUN
bracis-33600	107	19	with	with	ADP
bracis-33600	107	20	adaptive	adaptive	ADJ
bracis-33600	107	21	noise	noise	NOUN
bracis-33600	107	22	(	(	PUNCT
bracis-33600	107	23	iceemdan	iceemdan	PROPN
bracis-33600	107	24	)	)	PUNCT
bracis-33600	107	25	algorithm	algorithm	NOUN
bracis-33600	107	26	.	.	PUNCT
bracis-33600	108	1	subsequently	subsequently	ADV
bracis-33600	108	2	,	,	PUNCT
bracis-33600	108	3	each	each	PRON
bracis-33600	108	4	of	of	ADP
bracis-33600	108	5	these	these	DET
bracis-33600	108	6	decomposed	decompose	VERB
bracis-33600	108	7	components	component	NOUN
bracis-33600	108	8	undergoes	undergo	VERB
bracis-33600	108	9	neural	neural	ADJ
bracis-33600	108	10	network	network	NOUN
bracis-33600	108	11	layers	layer	NOUN
bracis-33600	108	12	such	such	ADJ
bracis-33600	108	13	as	as	ADP
bracis-33600	108	14	cnn	cnn	PROPN
bracis-33600	108	15	and	and	CCONJ
bracis-33600	108	16	lstm	lstm	PROPN
bracis-33600	108	17	networks	network	NOUN
bracis-33600	108	18	to	to	PART
bracis-33600	108	19	refine	refine	VERB
bracis-33600	108	20	the	the	DET
bracis-33600	108	21	prediction	prediction	NOUN
bracis-33600	108	22	.	.	PUNCT
bracis-33600	109	1	the	the	DET
bracis-33600	109	2	study	study	NOUN
bracis-33600	109	3	reveals	reveal	VERB
bracis-33600	109	4	that	that	SCONJ
bracis-33600	109	5	decomposing	decompose	VERB
bracis-33600	109	6	prices	price	NOUN
bracis-33600	109	7	into	into	ADP
bracis-33600	109	8	various	various	ADJ
bracis-33600	109	9	frequencies	frequency	NOUN
bracis-33600	109	10	significantly	significantly	ADV
bracis-33600	109	11	enhances	enhance	VERB
bracis-33600	109	12	prediction	prediction	NOUN
bracis-33600	109	13	accuracy	accuracy	NOUN
bracis-33600	109	14	,	,	PUNCT
bracis-33600	109	15	outperforming	outperform	VERB
bracis-33600	109	16	alternative	alternative	ADJ
bracis-33600	109	17	decomposition	decomposition	NOUN
bracis-33600	109	18	methods	method	NOUN
bracis-33600	109	19	.	.	PUNCT
bracis-33600	110	1	this	this	DET
bracis-33600	110	2	approach	approach	NOUN
bracis-33600	110	3	underscores	underscore	VERB
bracis-33600	110	4	the	the	DET
bracis-33600	110	5	importance	importance	NOUN
bracis-33600	110	6	of	of	ADP
bracis-33600	110	7	considering	consider	VERB
bracis-33600	110	8	diverse	diverse	ADJ
bracis-33600	110	9	frequency	frequency	NOUN
bracis-33600	110	10	components	component	NOUN
bracis-33600	110	11	in	in	ADP
bracis-33600	110	12	price	price	NOUN
bracis-33600	110	13	prediction	prediction	NOUN
bracis-33600	110	14	models	model	NOUN
bracis-33600	110	15	,	,	PUNCT
bracis-33600	110	16	highlighting	highlight	VERB
bracis-33600	110	17	its	its	PRON
bracis-33600	110	18	potential	potential	NOUN
bracis-33600	110	19	to	to	PART
bracis-33600	110	20	improve	improve	VERB
bracis-33600	110	21	forecasting	forecasting	NOUN
bracis-33600	110	22	accuracy	accuracy	NOUN
bracis-33600	110	23	in	in	ADP
bracis-33600	110	24	financial	financial	ADJ
bracis-33600	110	25	markets	market	NOUN
bracis-33600	110	26	,	,	PUNCT
bracis-33600	110	27	particularly	particularly	ADV
bracis-33600	110	28	for	for	ADP
bracis-33600	110	29	assets	asset	NOUN
bracis-33600	110	30	like	like	ADP
bracis-33600	110	31	gold	gold	NOUN
bracis-33600	110	32	characterized	characterize	VERB
bracis-33600	110	33	by	by	ADP
bracis-33600	110	34	complex	complex	ADJ
bracis-33600	110	35	and	and	CCONJ
bracis-33600	110	36	multifaceted	multifaceted	ADJ
bracis-33600	110	37	price	price	NOUN
bracis-33600	110	38	dynamics	dynamic	NOUN
bracis-33600	110	39	.	.	PUNCT
bracis-33600	111	1	sima	sima	PROPN
bracis-33600	111	2	siami	siami	NOUN
bracis-33600	111	3	-	-	PUNCT
bracis-33600	111	4	namini	namini	PROPN
bracis-33600	111	5	et	et	PROPN
bracis-33600	111	6	al	al	PROPN
bracis-33600	111	7	.	.	PUNCT
bracis-33600	112	1	[	[	X
bracis-33600	112	2	17]conducted	17]conducted	NUM
bracis-33600	112	3	a	a	DET
bracis-33600	112	4	comparative	comparative	ADJ
bracis-33600	112	5	study	study	NOUN
bracis-33600	112	6	on	on	ADP
bracis-33600	112	7	the	the	DET
bracis-33600	112	8	performance	performance	NOUN
bracis-33600	112	9	of	of	ADP
bracis-33600	112	10	lstm	lstm	NOUN
bracis-33600	112	11	and	and	CCONJ
bracis-33600	112	12	bilstm	bilstm	NOUN
bracis-33600	112	13	in	in	ADP
bracis-33600	112	14	price	price	NOUN
bracis-33600	112	15	prediction	prediction	NOUN
bracis-33600	112	16	tasks	task	NOUN
bracis-33600	112	17	.	.	PUNCT
bracis-33600	113	1	while	while	SCONJ
bracis-33600	113	2	bilstm	bilstm	NOUN
bracis-33600	113	3	is	be	AUX
bracis-33600	113	4	known	know	VERB
bracis-33600	113	5	to	to	PART
bracis-33600	113	6	excel	excel	VERB
bracis-33600	113	7	in	in	ADP
bracis-33600	113	8	tasks	task	NOUN
bracis-33600	113	9	like	like	ADP
bracis-33600	113	10	predicting	predict	VERB
bracis-33600	113	11	the	the	DET
bracis-33600	113	12	next	next	ADJ
bracis-33600	113	13	word	word	NOUN
bracis-33600	113	14	in	in	ADP
bracis-33600	113	15	a	a	DET
bracis-33600	113	16	sentence	sentence	NOUN
bracis-33600	113	17	,	,	PUNCT
bracis-33600	113	18	its	its	PRON
bracis-33600	113	19	superiority	superiority	NOUN
bracis-33600	113	20	in	in	ADP
bracis-33600	113	21	time	time	NOUN
bracis-33600	113	22	series	series	PROPN
bracis-33600	113	23	prediction	prediction	NOUN
bracis-33600	113	24	was	be	AUX
bracis-33600	113	25	uncertain	uncertain	ADJ
bracis-33600	113	26	.	.	PUNCT
bracis-33600	114	1	the	the	DET
bracis-33600	114	2	study	study	NOUN
bracis-33600	114	3	revealed	reveal	VERB
bracis-33600	114	4	that	that	SCONJ
bracis-33600	114	5	bilstm	bilstm	NOUN
bracis-33600	114	6	outperformed	outperform	VERB
bracis-33600	114	7	lstm	lstm	NOUN
bracis-33600	114	8	by	by	ADP
bracis-33600	114	9	37.78	37.78	NUM
bracis-33600	114	10	%	%	NOUN
bracis-33600	114	11	in	in	ADP
bracis-33600	114	12	mse	mse	NOUN
bracis-33600	114	13	for	for	ADP
bracis-33600	114	14	price	price	NOUN
bracis-33600	114	15	prediction	prediction	NOUN
bracis-33600	114	16	tasks	task	NOUN
bracis-33600	114	17	.	.	PUNCT
bracis-33600	115	1	however	however	ADV
bracis-33600	115	2	,	,	PUNCT
bracis-33600	115	3	bilstm	bilstm	NOUN
bracis-33600	115	4	requires	require	VERB
bracis-33600	115	5	more	more	ADJ
bracis-33600	115	6	effort	effort	NOUN
bracis-33600	115	7	to	to	PART
bracis-33600	115	8	train	train	VERB
bracis-33600	115	9	compared	compare	VERB
bracis-33600	115	10	to	to	ADP
bracis-33600	115	11	lstm	lstm	PROPN
bracis-33600	115	12	.	.	PUNCT
bracis-33600	116	1	the	the	DET
bracis-33600	116	2	key	key	ADJ
bracis-33600	116	3	advantage	advantage	NOUN
bracis-33600	116	4	of	of	ADP
bracis-33600	116	5	bilstm	bilstm	NOUN
bracis-33600	116	6	in	in	ADP
bracis-33600	116	7	financial	financial	ADJ
bracis-33600	116	8	data	datum	NOUN
bracis-33600	116	9	analysis	analysis	NOUN
bracis-33600	116	10	is	be	AUX
bracis-33600	116	11	its	its	PRON
bracis-33600	116	12	bidirectional	bidirectional	ADJ
bracis-33600	116	13	training	training	NOUN
bracis-33600	116	14	,	,	PUNCT
bracis-33600	116	15	allowing	allow	VERB
bracis-33600	116	16	the	the	DET
bracis-33600	116	17	model	model	NOUN
bracis-33600	116	18	to	to	PART
bracis-33600	116	19	process	process	VERB
bracis-33600	116	20	information	information	NOUN
bracis-33600	116	21	both	both	CCONJ
bracis-33600	116	22	forward	forward	ADV
bracis-33600	116	23	and	and	CCONJ
bracis-33600	116	24	backward	backward	ADV
bracis-33600	116	25	,	,	PUNCT
bracis-33600	116	26	enhancing	enhance	VERB
bracis-33600	116	27	its	its	PRON
bracis-33600	116	28	predictive	predictive	ADJ
bracis-33600	116	29	capabilities	capability	NOUN
bracis-33600	116	30	.	.	PUNCT
bracis-33600	117	1	iromie	iromie	PROPN
bracis-33600	117	2	k.	k.	PROPN
bracis-33600	117	3	samarasekara	samarasekara	PROPN
bracis-33600	117	4	et	et	PROPN
bracis-33600	117	5	al	al	PROPN
bracis-33600	117	6	.	.	PUNCT
bracis-33600	118	1	[	[	X
bracis-33600	118	2	13	13	NUM
bracis-33600	118	3	]	]	PUNCT
bracis-33600	118	4	deviate	deviate	NOUN
bracis-33600	118	5	from	from	ADP
bracis-33600	118	6	conventional	conventional	ADJ
bracis-33600	118	7	approaches	approach	NOUN
bracis-33600	118	8	in	in	ADP
bracis-33600	118	9	financial	financial	ADJ
bracis-33600	118	10	forecasting	forecasting	NOUN
bracis-33600	118	11	by	by	ADP
bracis-33600	118	12	focusing	focus	VERB
bracis-33600	118	13	their	their	PRON
bracis-33600	118	14	research	research	NOUN
bracis-33600	118	15	on	on	ADP
bracis-33600	118	16	stop	stop	NOUN
bracis-33600	118	17	-	-	PUNCT
bracis-33600	118	18	loss	loss	NOUN
bracis-33600	118	19	dynamics	dynamic	NOUN
bracis-33600	118	20	.	.	PUNCT
bracis-33600	119	1	while	while	SCONJ
bracis-33600	119	2	traditional	traditional	ADJ
bracis-33600	119	3	studies	study	NOUN
bracis-33600	119	4	center	center	VERB
bracis-33600	119	5	on	on	ADP
bracis-33600	119	6	developing	develop	VERB
bracis-33600	119	7	price	price	NOUN
bracis-33600	119	8	prediction	prediction	NOUN
bracis-33600	119	9	systems	system	NOUN
bracis-33600	119	10	to	to	PART
bracis-33600	119	11	aid	aid	VERB
bracis-33600	119	12	buying	buying	NOUN
bracis-33600	119	13	and	and	CCONJ
bracis-33600	119	14	selling	selling	NOUN
bracis-33600	119	15	decisions	decision	NOUN
bracis-33600	119	16	,	,	PUNCT
bracis-33600	119	17	this	this	DET
bracis-33600	119	18	work	work	NOUN
bracis-33600	119	19	directs	direct	VERB
bracis-33600	119	20	attention	attention	NOUN
bracis-33600	119	21	toward	toward	ADP
bracis-33600	119	22	creating	create	VERB
bracis-33600	119	23	a	a	DET
bracis-33600	119	24	prediction	prediction	NOUN
bracis-33600	119	25	system	system	NOUN
bracis-33600	119	26	to	to	PART
bracis-33600	119	27	optimize	optimize	VERB
bracis-33600	119	28	stop	stop	VERB
bracis-33600	119	29	-	-	PUNCT
bracis-33600	119	30	loss	loss	NOUN
bracis-33600	119	31	placement	placement	NOUN
bracis-33600	119	32	.	.	PUNCT
bracis-33600	120	1	the	the	DET
bracis-33600	120	2	authors	author	NOUN
bracis-33600	120	3	employ	employ	VERB
bracis-33600	120	4	convolutional	convolutional	ADJ
bracis-33600	120	5	neural	neural	ADJ
bracis-33600	120	6	networks	network	NOUN
bracis-33600	120	7	and	and	CCONJ
bracis-33600	120	8	long	long	ADJ
bracis-33600	120	9	short	short	ADJ
bracis-33600	120	10	-	-	PUNCT
bracis-33600	120	11	term	term	NOUN
bracis-33600	120	12	memory	memory	NOUN
bracis-33600	120	13	networks	network	NOUN
bracis-33600	120	14	to	to	PART
bracis-33600	120	15	forecast	forecast	VERB
bracis-33600	120	16	future	future	ADJ
bracis-33600	120	17	trends	trend	NOUN
bracis-33600	120	18	,	,	PUNCT
bracis-33600	120	19	utilizing	utilize	VERB
bracis-33600	120	20	these	these	DET
bracis-33600	120	21	predictions	prediction	NOUN
bracis-33600	120	22	as	as	ADP
bracis-33600	120	23	inputs	input	NOUN
bracis-33600	120	24	for	for	ADP
bracis-33600	120	25	a	a	DET
bracis-33600	120	26	subsequent	subsequent	ADJ
bracis-33600	120	27	price	price	NOUN
bracis-33600	120	28	prediction	prediction	NOUN
bracis-33600	120	29	system	system	NOUN
bracis-33600	120	30	.	.	PUNCT
bracis-33600	121	1	subsequently	subsequently	ADV
bracis-33600	121	2	,	,	PUNCT
bracis-33600	121	3	both	both	CCONJ
bracis-33600	121	4	the	the	DET
bracis-33600	121	5	future	future	ADJ
bracis-33600	121	6	trend	trend	NOUN
bracis-33600	121	7	predictor	predictor	NOUN
bracis-33600	121	8	and	and	CCONJ
bracis-33600	121	9	price	price	NOUN
bracis-33600	121	10	predictor	predictor	NOUN
bracis-33600	121	11	are	be	AUX
bracis-33600	121	12	fed	feed	VERB
bracis-33600	121	13	into	into	ADP
bracis-33600	121	14	a	a	DET
bracis-33600	121	15	regression	regression	NOUN
bracis-33600	121	16	neural	neural	ADJ
bracis-33600	121	17	network	network	NOUN
bracis-33600	121	18	,	,	PUNCT
bracis-33600	121	19	also	also	ADV
bracis-33600	121	20	leveraging	leverage	VERB
bracis-33600	121	21	cnn	cnn	PROPN
bracis-33600	121	22	and	and	CCONJ
bracis-33600	121	23	lstm	lstm	PROPN
bracis-33600	121	24	architectures	architecture	NOUN
bracis-33600	121	25	,	,	PUNCT
bracis-33600	121	26	tasked	task	VERB
bracis-33600	121	27	with	with	ADP
bracis-33600	121	28	determining	determine	VERB
bracis-33600	121	29	optimal	optimal	ADJ
bracis-33600	121	30	stop	stop	VERB
bracis-33600	121	31	-	-	PUNCT
bracis-33600	121	32	loss	loss	NOUN
bracis-33600	121	33	positions	position	NOUN
bracis-33600	121	34	.	.	PUNCT
bracis-33600	122	1	this	this	DET
bracis-33600	122	2	neural	neural	ADJ
bracis-33600	122	3	network	network	NOUN
bracis-33600	122	4	is	be	AUX
bracis-33600	122	5	trained	train	VERB
bracis-33600	122	6	according	accord	VERB
bracis-33600	122	7	to	to	ADP
bracis-33600	122	8	a	a	DET
bracis-33600	122	9	specific	specific	ADJ
bracis-33600	122	10	algorithm	algorithm	NOUN
bracis-33600	122	11	.	.	PUNCT
bracis-33600	123	1	results	result	NOUN
bracis-33600	123	2	demonstrate	demonstrate	VERB
bracis-33600	123	3	that	that	SCONJ
bracis-33600	123	4	losses	loss	NOUN
bracis-33600	123	5	incurred	incur	VERB
bracis-33600	123	6	using	use	VERB
bracis-33600	123	7	the	the	DET
bracis-33600	123	8	proposed	propose	VERB
bracis-33600	123	9	strategy	strategy	NOUN
bracis-33600	123	10	are	be	AUX
bracis-33600	123	11	substantially	substantially	ADV
bracis-33600	123	12	lower	low	ADJ
bracis-33600	123	13	than	than	ADP
bracis-33600	123	14	losses	loss	NOUN
bracis-33600	123	15	experienced	experience	VERB
bracis-33600	123	16	with	with	ADP
bracis-33600	123	17	traditional	traditional	ADJ
bracis-33600	123	18	strategies	strategy	NOUN
bracis-33600	123	19	employing	employ	VERB
bracis-33600	123	20	fixed	fix	VERB
bracis-33600	123	21	stop	stop	NOUN
bracis-33600	123	22	-	-	PUNCT
bracis-33600	123	23	loss	loss	NOUN
bracis-33600	123	24	and	and	CCONJ
bracis-33600	123	25	trailing	trail	VERB
bracis-33600	123	26	stop	stop	NOUN
bracis-33600	123	27	mechanisms	mechanism	NOUN
bracis-33600	123	28	.	.	PUNCT
bracis-33600	124	1	faraz	faraz	PROPN
bracis-33600	124	2	et	et	PROPN
bracis-33600	124	3	al	al	PROPN
bracis-33600	124	4	.	.	PUNCT
bracis-33600	125	1	[	[	X
bracis-33600	125	2	2	2	X
bracis-33600	125	3	]	]	PUNCT
bracis-33600	125	4	employed	employ	VERB
bracis-33600	125	5	an	an	DET
bracis-33600	125	6	autoencoder	autoencoder	NOUN
bracis-33600	125	7	in	in	ADP
bracis-33600	125	8	their	their	PRON
bracis-33600	125	9	study	study	NOUN
bracis-33600	125	10	to	to	PART
bracis-33600	125	11	compress	compress	VERB
bracis-33600	125	12	information	information	NOUN
bracis-33600	125	13	extracted	extract	VERB
bracis-33600	125	14	from	from	ADP
bracis-33600	125	15	technical	technical	ADJ
bracis-33600	125	16	indicators	indicator	NOUN
bracis-33600	125	17	.	.	PUNCT
bracis-33600	126	1	both	both	CCONJ
bracis-33600	126	2	the	the	DET
bracis-33600	126	3	encoder	encoder	NOUN
bracis-33600	126	4	and	and	CCONJ
bracis-33600	126	5	decoder	decoder	NOUN
bracis-33600	126	6	components	component	NOUN
bracis-33600	126	7	of	of	ADP
bracis-33600	126	8	the	the	DET
bracis-33600	126	9	autoencoder	autoencoder	NOUN
bracis-33600	126	10	utilized	utilize	VERB
bracis-33600	126	11	long	long	ADJ
bracis-33600	126	12	short	short	ADJ
bracis-33600	126	13	-	-	PUNCT
bracis-33600	126	14	term	term	NOUN
bracis-33600	126	15	memory	memory	NOUN
bracis-33600	126	16	cells	cell	NOUN
bracis-33600	126	17	.	.	PUNCT
bracis-33600	127	1	following	follow	VERB
bracis-33600	127	2	the	the	DET
bracis-33600	127	3	encoding	encoding	NOUN
bracis-33600	127	4	process	process	NOUN
bracis-33600	127	5	and	and	CCONJ
bracis-33600	127	6	reduction	reduction	NOUN
bracis-33600	127	7	in	in	ADP
bracis-33600	127	8	input	input	NOUN
bracis-33600	127	9	dimensionality	dimensionality	NOUN
bracis-33600	127	10	,	,	PUNCT
bracis-33600	127	11	the	the	DET
bracis-33600	127	12	data	datum	NOUN
bracis-33600	127	13	was	be	AUX
bracis-33600	127	14	then	then	ADV
bracis-33600	127	15	fed	feed	VERB
bracis-33600	127	16	into	into	ADP
bracis-33600	127	17	a	a	DET
bracis-33600	127	18	neural	neural	ADJ
bracis-33600	127	19	network	network	NOUN
bracis-33600	127	20	consisting	consist	VERB
bracis-33600	127	21	of	of	ADP
bracis-33600	127	22	lstm	lstm	NOUN
bracis-33600	127	23	cells	cell	NOUN
bracis-33600	127	24	for	for	ADP
bracis-33600	127	25	price	price	NOUN
bracis-33600	127	26	prediction	prediction	NOUN
bracis-33600	127	27	.	.	PUNCT
bracis-33600	128	1	comparative	comparative	ADJ
bracis-33600	128	2	analysis	analysis	NOUN
bracis-33600	128	3	with	with	ADP
bracis-33600	128	4	the	the	DET
bracis-33600	128	5	generative	generative	ADJ
bracis-33600	128	6	adversarial	adversarial	ADJ
bracis-33600	128	7	networks	network	NOUN
bracis-33600	128	8	(	(	PUNCT
bracis-33600	128	9	gan	gan	PROPN
bracis-33600	128	10	)	)	PUNCT
bracis-33600	128	11	model	model	NOUN
bracis-33600	128	12	demonstrated	demonstrate	VERB
bracis-33600	128	13	a	a	DET
bracis-33600	128	14	reduction	reduction	NOUN
bracis-33600	128	15	in	in	ADP
bracis-33600	128	16	error	error	NOUN
bracis-33600	128	17	,	,	PUNCT
bracis-33600	128	18	indicating	indicate	VERB
bracis-33600	128	19	the	the	DET
bracis-33600	128	20	superior	superior	ADJ
bracis-33600	128	21	performance	performance	NOUN
bracis-33600	128	22	of	of	ADP
bracis-33600	128	23	the	the	DET
bracis-33600	128	24	lstm	lstm	NOUN
bracis-33600	128	25	-	-	PUNCT
bracis-33600	128	26	based	base	VERB
bracis-33600	128	27	autoencoder	autoencoder	NOUN
bracis-33600	128	28	approach	approach	NOUN
bracis-33600	128	29	.	.	PUNCT
bracis-33600	129	1	this	this	PRON
bracis-33600	129	2	suggests	suggest	VERB
bracis-33600	129	3	the	the	DET
bracis-33600	129	4	effectiveness	effectiveness	NOUN
bracis-33600	129	5	of	of	ADP
bracis-33600	129	6	leveraging	leverage	VERB
bracis-33600	129	7	lstm	lstm	ADJ
bracis-33600	129	8	cells	cell	NOUN
bracis-33600	129	9	within	within	ADP
bracis-33600	129	10	the	the	DET
bracis-33600	129	11	autoencoder	autoencoder	NOUN
bracis-33600	129	12	framework	framework	NOUN
bracis-33600	129	13	for	for	ADP
bracis-33600	129	14	information	information	NOUN
bracis-33600	129	15	compression	compression	NOUN
bracis-33600	129	16	and	and	CCONJ
bracis-33600	129	17	subsequent	subsequent	ADJ
bracis-33600	129	18	price	price	NOUN
bracis-33600	129	19	prediction	prediction	NOUN
bracis-33600	129	20	tasks	task	NOUN
bracis-33600	129	21	,	,	PUNCT
bracis-33600	129	22	showcasing	showcase	VERB
bracis-33600	129	23	its	its	PRON
bracis-33600	129	24	potential	potential	NOUN
bracis-33600	129	25	for	for	ADP
bracis-33600	129	26	enhancing	enhance	VERB
bracis-33600	129	27	accuracy	accuracy	NOUN
bracis-33600	129	28	in	in	ADP
bracis-33600	129	29	financial	financial	ADJ
bracis-33600	129	30	forecasting	forecasting	NOUN
bracis-33600	129	31	models	model	NOUN
bracis-33600	129	32	.	.	PUNCT
bracis-33600	130	1	fig	fig	NOUN
bracis-33600	130	2	.	.	PUNCT
bracis-33600	131	1	1	1	X
bracis-33600	131	2	.	.	X
bracis-33600	131	3	pipeline	pipeline	NOUN
bracis-33600	131	4	of	of	ADP
bracis-33600	131	5	the	the	DET
bracis-33600	131	6	model	model	NOUN
bracis-33600	131	7	,	,	PUNCT
bracis-33600	131	8	showing	show	VERB
bracis-33600	131	9	the	the	DET
bracis-33600	131	10	flow	flow	NOUN
bracis-33600	131	11	of	of	ADP
bracis-33600	131	12	market	market	NOUN
bracis-33600	131	13	information	information	NOUN
bracis-33600	131	14	carried	carry	VERB
bracis-33600	131	15	out	out	ADP
bracis-33600	131	16	by	by	ADP
bracis-33600	131	17	technical	technical	ADJ
bracis-33600	131	18	indicators	indicator	NOUN
bracis-33600	131	19	from	from	ADP
bracis-33600	131	20	the	the	DET
bracis-33600	131	21	preprocessing	preprocessing	NOUN
bracis-33600	131	22	stage	stage	NOUN
bracis-33600	131	23	,	,	PUNCT
bracis-33600	131	24	passing	pass	VERB
bracis-33600	131	25	through	through	ADP
bracis-33600	131	26	encoding	encoding	NOUN
bracis-33600	131	27	,	,	PUNCT
bracis-33600	131	28	and	and	CCONJ
bracis-33600	131	29	reaching	reach	VERB
bracis-33600	131	30	the	the	DET
bracis-33600	131	31	forecasting	forecasting	NOUN
bracis-33600	131	32	neural	neural	ADJ
bracis-33600	131	33	network	network	NOUN
bracis-33600	131	34	.	.	PUNCT
bracis-33600	132	1	full	full	ADJ
bracis-33600	132	2	size	size	NOUN
bracis-33600	132	3	image	image	NOUN
bracis-33600	132	4	fig	fig	NOUN
bracis-33600	132	5	.	.	PUNCT
bracis-33600	133	1	2	2	X
bracis-33600	133	2	.	.	X
bracis-33600	133	3	architectural	architectural	ADJ
bracis-33600	133	4	scheme	scheme	NOUN
bracis-33600	133	5	of	of	ADP
bracis-33600	133	6	the	the	DET
bracis-33600	133	7	neural	neural	ADJ
bracis-33600	133	8	network	network	NOUN
bracis-33600	133	9	used	use	VERB
bracis-33600	133	10	for	for	ADP
bracis-33600	133	11	trend	trend	NOUN
bracis-33600	133	12	market	market	NOUN
bracis-33600	133	13	classification	classification	NOUN
bracis-33600	133	14	.	.	PUNCT
bracis-33600	134	1	the	the	DET
bracis-33600	134	2	model	model	NOUN
bracis-33600	134	3	uses	use	VERB
bracis-33600	134	4	three	three	NUM
bracis-33600	134	5	bilstm	bilstm	NOUN
bracis-33600	134	6	layers	layer	NOUN
bracis-33600	134	7	,	,	PUNCT
bracis-33600	134	8	one	one	NUM
bracis-33600	134	9	convolutional	convolutional	ADJ
bracis-33600	134	10	layer	layer	NOUN
bracis-33600	134	11	,	,	PUNCT
bracis-33600	134	12	and	and	CCONJ
bracis-33600	134	13	two	two	NUM
bracis-33600	134	14	dense	dense	ADJ
bracis-33600	134	15	layers	layer	NOUN
bracis-33600	134	16	.	.	PUNCT
bracis-33600	135	1	full	full	ADJ
bracis-33600	135	2	size	size	NOUN
bracis-33600	135	3	image	image	NOUN
bracis-33600	135	4	fig	fig	NOUN
bracis-33600	135	5	.	.	PUNCT
bracis-33600	136	1	3	3	X
bracis-33600	136	2	.	.	X
bracis-33600	136	3	architectural	architectural	ADJ
bracis-33600	136	4	scheme	scheme	NOUN
bracis-33600	136	5	of	of	ADP
bracis-33600	136	6	the	the	DET
bracis-33600	136	7	neural	neural	ADJ
bracis-33600	136	8	network	network	NOUN
bracis-33600	136	9	used	use	VERB
bracis-33600	136	10	for	for	ADP
bracis-33600	136	11	trend	trend	NOUN
bracis-33600	136	12	slope	slope	NOUN
bracis-33600	136	13	regression	regression	NOUN
bracis-33600	136	14	.	.	PUNCT
bracis-33600	137	1	the	the	DET
bracis-33600	137	2	model	model	NOUN
bracis-33600	137	3	uses	use	VERB
bracis-33600	137	4	a	a	DET
bracis-33600	137	5	prior	prior	ADJ
bracis-33600	137	6	convolutional	convolutional	ADJ
bracis-33600	137	7	layer	layer	NOUN
bracis-33600	137	8	,	,	PUNCT
bracis-33600	137	9	two	two	NUM
bracis-33600	137	10	bilstm	bilstm	NOUN
bracis-33600	137	11	layers	layer	NOUN
bracis-33600	137	12	,	,	PUNCT
bracis-33600	137	13	one	one	NUM
bracis-33600	137	14	convolutional	convolutional	ADJ
bracis-33600	137	15	layer	layer	NOUN
bracis-33600	137	16	,	,	PUNCT
bracis-33600	137	17	and	and	CCONJ
bracis-33600	137	18	two	two	NUM
bracis-33600	137	19	dense	dense	ADJ
bracis-33600	137	20	layers	layer	NOUN
bracis-33600	137	21	.	.	PUNCT
bracis-33600	138	1	full	full	ADJ
bracis-33600	138	2	size	size	NOUN
bracis-33600	138	3	image	image	NOUN
bracis-33600	138	4	3	3	NUM
bracis-33600	138	5	proposed	propose	VERB
bracis-33600	138	6	method	method	NOUN
bracis-33600	138	7	in	in	ADP
bracis-33600	138	8	this	this	DET
bracis-33600	138	9	section	section	NOUN
bracis-33600	138	10	,	,	PUNCT
bracis-33600	138	11	we	we	PRON
bracis-33600	138	12	elucidate	elucidate	VERB
bracis-33600	138	13	the	the	DET
bracis-33600	138	14	proposed	propose	VERB
bracis-33600	138	15	models	model	NOUN
bracis-33600	138	16	and	and	CCONJ
bracis-33600	138	17	main	main	ADJ
bracis-33600	138	18	concepts	concept	NOUN
bracis-33600	138	19	about	about	ADP
bracis-33600	138	20	trend	trend	NOUN
bracis-33600	138	21	classification	classification	NOUN
bracis-33600	138	22	and	and	CCONJ
bracis-33600	138	23	trend	trend	NOUN
bracis-33600	138	24	slope	slope	NOUN
bracis-33600	138	25	regression	regression	NOUN
bracis-33600	138	26	,	,	PUNCT
bracis-33600	138	27	which	which	PRON
bracis-33600	138	28	are	be	AUX
bracis-33600	138	29	the	the	DET
bracis-33600	138	30	aims	aim	NOUN
bracis-33600	138	31	of	of	ADP
bracis-33600	138	32	this	this	DET
bracis-33600	138	33	study	study	NOUN
bracis-33600	138	34	.	.	PUNCT
bracis-33600	139	1	figure	figure	NOUN
bracis-33600	139	2	 	 	SPACE
bracis-33600	139	3	1	1	NUM
bracis-33600	139	4	illustrates	illustrate	VERB
bracis-33600	139	5	the	the	DET
bracis-33600	139	6	pipeline	pipeline	NOUN
bracis-33600	139	7	of	of	ADP
bracis-33600	139	8	the	the	DET
bracis-33600	139	9	models	model	NOUN
bracis-33600	139	10	of	of	ADP
bracis-33600	139	11	trend	trend	NOUN
bracis-33600	139	12	prediction	prediction	NOUN
bracis-33600	139	13	.	.	PUNCT
bracis-33600	140	1	first	first	ADV
bracis-33600	140	2	,	,	PUNCT
bracis-33600	140	3	the	the	DET
bracis-33600	140	4	technical	technical	ADJ
bracis-33600	140	5	indicators	indicator	NOUN
bracis-33600	140	6	—	—	PUNCT
bracis-33600	140	7	which	which	PRON
bracis-33600	140	8	contain	contain	VERB
bracis-33600	140	9	valuable	valuable	ADJ
bracis-33600	140	10	trend	trend	NOUN
bracis-33600	140	11	information	information	NOUN
bracis-33600	140	12	—	—	PUNCT
bracis-33600	140	13	go	go	VERB
bracis-33600	140	14	through	through	ADP
bracis-33600	140	15	the	the	DET
bracis-33600	140	16	normalization	normalization	NOUN
bracis-33600	140	17	process	process	NOUN
bracis-33600	140	18	.	.	PUNCT
bracis-33600	141	1	then	then	ADV
bracis-33600	141	2	,	,	PUNCT
bracis-33600	141	3	the	the	DET
bracis-33600	141	4	normalized	normalize	VERB
bracis-33600	141	5	data	data	NOUN
bracis-33600	141	6	passes	pass	VERB
bracis-33600	141	7	through	through	ADP
bracis-33600	141	8	an	an	DET
bracis-33600	141	9	autoencoder	autoencoder	NOUN
bracis-33600	141	10	to	to	PART
bracis-33600	141	11	reduce	reduce	VERB
bracis-33600	141	12	the	the	DET
bracis-33600	141	13	dimension	dimension	NOUN
bracis-33600	141	14	of	of	ADP
bracis-33600	141	15	features	feature	NOUN
bracis-33600	141	16	,	,	PUNCT
bracis-33600	141	17	filter	filter	VERB
bracis-33600	141	18	out	out	ADP
bracis-33600	141	19	some	some	DET
bracis-33600	141	20	inherent	inherent	ADJ
bracis-33600	141	21	market	market	NOUN
bracis-33600	141	22	noise	noise	NOUN
bracis-33600	141	23	,	,	PUNCT
bracis-33600	141	24	and	and	CCONJ
bracis-33600	141	25	extract	extract	VERB
bracis-33600	141	26	outliers	outlier	NOUN
bracis-33600	141	27	.	.	PUNCT
bracis-33600	142	1	finally	finally	ADV
bracis-33600	142	2	,	,	PUNCT
bracis-33600	142	3	the	the	DET
bracis-33600	142	4	data	data	NOUN
bracis-33600	142	5	is	be	AUX
bracis-33600	142	6	sent	send	VERB
bracis-33600	142	7	to	to	ADP
bracis-33600	142	8	a	a	DET
bracis-33600	142	9	bilstm	bilstm	NOUN
bracis-33600	142	10	-	-	PUNCT
bracis-33600	142	11	cnn	cnn	PROPN
bracis-33600	142	12	neural	neural	ADJ
bracis-33600	142	13	network	network	NOUN
bracis-33600	142	14	to	to	PART
bracis-33600	142	15	forecast	forecast	VERB
bracis-33600	142	16	the	the	DET
bracis-33600	142	17	trends	trend	NOUN
bracis-33600	142	18	.	.	PUNCT
bracis-33600	143	1	in	in	ADP
bracis-33600	143	2	this	this	DET
bracis-33600	143	3	step	step	NOUN
bracis-33600	143	4	,	,	PUNCT
bracis-33600	143	5	linear	linear	ADJ
bracis-33600	143	6	regression	regression	NOUN
bracis-33600	143	7	is	be	AUX
bracis-33600	143	8	used	use	VERB
bracis-33600	143	9	to	to	PART
bracis-33600	143	10	train	train	VERB
bracis-33600	143	11	the	the	DET
bracis-33600	143	12	neural	neural	ADJ
bracis-33600	143	13	net	net	NOUN
bracis-33600	143	14	both	both	CCONJ
bracis-33600	143	15	in	in	ADP
bracis-33600	143	16	the	the	DET
bracis-33600	143	17	trend	trend	NOUN
bracis-33600	143	18	classifier	classifier	NOUN
bracis-33600	143	19	and	and	CCONJ
bracis-33600	143	20	trend	trend	NOUN
bracis-33600	143	21	slope	slope	NOUN
bracis-33600	143	22	regressor	regressor	NOUN
bracis-33600	143	23	.	.	PUNCT
bracis-33600	144	1	a	a	DET
bracis-33600	144	2	set	set	NOUN
bracis-33600	144	3	of	of	ADP
bracis-33600	144	4	candles	candle	NOUN
bracis-33600	144	5	is	be	AUX
bracis-33600	144	6	used	use	VERB
bracis-33600	144	7	in	in	ADP
bracis-33600	144	8	the	the	DET
bracis-33600	144	9	trend	trend	NOUN
bracis-33600	144	10	forecasters	forecaster	NOUN
bracis-33600	144	11	’	'	PUNCT
bracis-33600	144	12	training	training	NOUN
bracis-33600	144	13	.	.	PUNCT
bracis-33600	145	1	candles	candle	NOUN
bracis-33600	145	2	are	be	AUX
bracis-33600	145	3	a	a	DET
bracis-33600	145	4	type	type	NOUN
bracis-33600	145	5	of	of	ADP
bracis-33600	145	6	financial	financial	ADJ
bracis-33600	145	7	instrument	instrument	NOUN
bracis-33600	145	8	that	that	PRON
bracis-33600	145	9	displays	display	VERB
bracis-33600	145	10	four	four	NUM
bracis-33600	145	11	different	different	ADJ
bracis-33600	145	12	prices	price	NOUN
bracis-33600	145	13	during	during	ADP
bracis-33600	145	14	a	a	DET
bracis-33600	145	15	given	give	VERB
bracis-33600	145	16	period	period	NOUN
bracis-33600	145	17	:	:	PUNCT
bracis-33600	145	18	the	the	DET
bracis-33600	145	19	opening	opening	NOUN
bracis-33600	145	20	,	,	PUNCT
bracis-33600	145	21	closing	closing	NOUN
bracis-33600	145	22	,	,	PUNCT
bracis-33600	145	23	minimum	minimum	NOUN
bracis-33600	145	24	,	,	PUNCT
bracis-33600	145	25	and	and	CCONJ
bracis-33600	145	26	maximum	maximum	ADJ
bracis-33600	145	27	prices	price	NOUN
bracis-33600	145	28	.	.	PUNCT
bracis-33600	146	1	half	half	NOUN
bracis-33600	146	2	of	of	ADP
bracis-33600	146	3	this	this	DET
bracis-33600	146	4	candle	candle	NOUN
bracis-33600	146	5	set	set	NOUN
bracis-33600	146	6	is	be	AUX
bracis-33600	146	7	composed	compose	VERB
bracis-33600	146	8	of	of	ADP
bracis-33600	146	9	past	past	ADJ
bracis-33600	146	10	candles	candle	NOUN
bracis-33600	146	11	,	,	PUNCT
bracis-33600	146	12	and	and	CCONJ
bracis-33600	146	13	the	the	DET
bracis-33600	146	14	other	other	ADJ
bracis-33600	146	15	half	half	NOUN
bracis-33600	146	16	is	be	AUX
bracis-33600	146	17	composed	compose	VERB
bracis-33600	146	18	of	of	ADP
bracis-33600	146	19	future	future	ADJ
bracis-33600	146	20	candles	candle	NOUN
bracis-33600	146	21	.	.	PUNCT
bracis-33600	147	1	the	the	DET
bracis-33600	147	2	closing	close	VERB
bracis-33600	147	3	prices	price	NOUN
bracis-33600	147	4	of	of	ADP
bracis-33600	147	5	this	this	DET
bracis-33600	147	6	set	set	NOUN
bracis-33600	147	7	of	of	ADP
bracis-33600	147	8	candles	candle	NOUN
bracis-33600	147	9	are	be	AUX
bracis-33600	147	10	then	then	ADV
bracis-33600	147	11	used	use	VERB
bracis-33600	147	12	to	to	PART
bracis-33600	147	13	perform	perform	VERB
bracis-33600	147	14	a	a	DET
bracis-33600	147	15	linear	linear	ADJ
bracis-33600	147	16	regression	regression	NOUN
bracis-33600	147	17	.	.	PUNCT
bracis-33600	148	1	in	in	ADP
bracis-33600	148	2	conclusion	conclusion	NOUN
bracis-33600	148	3	,	,	PUNCT
bracis-33600	148	4	regarding	regard	VERB
bracis-33600	148	5	the	the	DET
bracis-33600	148	6	trend	trend	NOUN
bracis-33600	148	7	classifier	classifier	NOUN
bracis-33600	148	8	,	,	PUNCT
bracis-33600	148	9	a	a	DET
bracis-33600	148	10	positive	positive	ADJ
bracis-33600	148	11	linear	linear	NOUN
bracis-33600	148	12	regression	regression	NOUN
bracis-33600	148	13	slope	slope	NOUN
bracis-33600	148	14	indicates	indicate	VERB
bracis-33600	148	15	a	a	DET
bracis-33600	148	16	bull	bull	NOUN
bracis-33600	148	17	market	market	NOUN
bracis-33600	148	18	,	,	PUNCT
bracis-33600	148	19	while	while	SCONJ
bracis-33600	148	20	a	a	DET
bracis-33600	148	21	negative	negative	ADJ
bracis-33600	148	22	linear	linear	ADJ
bracis-33600	148	23	regression	regression	NOUN
bracis-33600	148	24	slope	slope	NOUN
bracis-33600	148	25	indicates	indicate	VERB
bracis-33600	148	26	a	a	DET
bracis-33600	148	27	bear	bear	NOUN
bracis-33600	148	28	market	market	NOUN
bracis-33600	148	29	.	.	PUNCT
bracis-33600	149	1	regarding	regard	VERB
bracis-33600	149	2	the	the	DET
bracis-33600	149	3	trend	trend	NOUN
bracis-33600	149	4	slope	slope	NOUN
bracis-33600	149	5	regressor	regressor	NOUN
bracis-33600	149	6	,	,	PUNCT
bracis-33600	149	7	the	the	DET
bracis-33600	149	8	linear	linear	ADJ
bracis-33600	149	9	regression	regression	NOUN
bracis-33600	149	10	slope	slope	NOUN
bracis-33600	149	11	measure	measure	NOUN
bracis-33600	149	12	provides	provide	VERB
bracis-33600	149	13	an	an	DET
bracis-33600	149	14	approximation	approximation	NOUN
bracis-33600	149	15	of	of	ADP
bracis-33600	149	16	the	the	DET
bracis-33600	149	17	trend	trend	NOUN
bracis-33600	149	18	’s	’s	PART
bracis-33600	149	19	strength	strength	NOUN
bracis-33600	149	20	.	.	PUNCT
bracis-33600	150	1	the	the	DET
bracis-33600	150	2	trend	trend	NOUN
bracis-33600	150	3	classifier	classifier	NOUN
bracis-33600	150	4	’s	’s	PART
bracis-33600	150	5	architecture	architecture	NOUN
bracis-33600	150	6	is	be	AUX
bracis-33600	150	7	depicted	depict	VERB
bracis-33600	150	8	in	in	ADP
bracis-33600	150	9	fig	fig	NOUN
bracis-33600	150	10	.	.	PUNCT
bracis-33600	150	11	 	 	SPACE
bracis-33600	151	1	2	2	X
bracis-33600	151	2	.	.	PUNCT
bracis-33600	152	1	it	it	PRON
bracis-33600	152	2	is	be	AUX
bracis-33600	152	3	made	make	VERB
bracis-33600	152	4	up	up	ADP
bracis-33600	152	5	of	of	ADP
bracis-33600	152	6	three	three	NUM
bracis-33600	152	7	bilstm	bilstm	NOUN
bracis-33600	152	8	layers	layer	NOUN
bracis-33600	152	9	with	with	ADP
bracis-33600	152	10	a	a	DET
bracis-33600	152	11	dropout	dropout	NOUN
bracis-33600	152	12	layer	layer	NOUN
bracis-33600	152	13	to	to	PART
bracis-33600	152	14	prevent	prevent	VERB
bracis-33600	152	15	overfitting	overfitting	NOUN
bracis-33600	152	16	,	,	PUNCT
bracis-33600	152	17	a	a	DET
bracis-33600	152	18	convolutional	convolutional	ADJ
bracis-33600	152	19	layer	layer	NOUN
bracis-33600	152	20	,	,	PUNCT
bracis-33600	152	21	a	a	DET
bracis-33600	152	22	max	max	PROPN
bracis-33600	152	23	pooling	pool	VERB
bracis-33600	152	24	layer	layer	NOUN
bracis-33600	152	25	,	,	PUNCT
bracis-33600	152	26	and	and	CCONJ
bracis-33600	152	27	two	two	NUM
bracis-33600	152	28	dense	dense	ADJ
bracis-33600	152	29	layers	layer	NOUN
bracis-33600	152	30	.	.	PUNCT
bracis-33600	153	1	bilstm	bilstm	NOUN
bracis-33600	153	2	layers	layer	NOUN
bracis-33600	153	3	have	have	VERB
bracis-33600	153	4	the	the	DET
bracis-33600	153	5	advantage	advantage	NOUN
bracis-33600	153	6	of	of	ADP
bracis-33600	153	7	being	be	AUX
bracis-33600	153	8	able	able	ADJ
bracis-33600	153	9	to	to	PART
bracis-33600	153	10	obtain	obtain	VERB
bracis-33600	153	11	time	time	NOUN
bracis-33600	153	12	dependences	dependence	NOUN
bracis-33600	153	13	from	from	ADP
bracis-33600	153	14	the	the	DET
bracis-33600	153	15	past	past	NOUN
bracis-33600	153	16	to	to	ADP
bracis-33600	153	17	the	the	DET
bracis-33600	153	18	future	future	NOUN
bracis-33600	153	19	as	as	ADV
bracis-33600	153	20	well	well	ADV
bracis-33600	153	21	as	as	ADP
bracis-33600	153	22	from	from	ADP
bracis-33600	153	23	the	the	DET
bracis-33600	153	24	future	future	NOUN
bracis-33600	153	25	to	to	ADP
bracis-33600	153	26	the	the	DET
bracis-33600	153	27	past	past	NOUN
bracis-33600	153	28	.	.	PUNCT
bracis-33600	154	1	additionally	additionally	ADV
bracis-33600	154	2	,	,	PUNCT
bracis-33600	154	3	because	because	SCONJ
bracis-33600	154	4	they	they	PRON
bracis-33600	154	5	come	come	VERB
bracis-33600	154	6	before	before	ADP
bracis-33600	154	7	the	the	DET
bracis-33600	154	8	cnn	cnn	PROPN
bracis-33600	154	9	layer	layer	NOUN
bracis-33600	154	10	,	,	PUNCT
bracis-33600	154	11	they	they	PRON
bracis-33600	154	12	ensure	ensure	VERB
bracis-33600	154	13	that	that	SCONJ
bracis-33600	154	14	information	information	NOUN
bracis-33600	154	15	crucial	crucial	ADJ
bracis-33600	154	16	to	to	ADP
bracis-33600	154	17	classification	classification	NOUN
bracis-33600	154	18	is	be	AUX
bracis-33600	154	19	not	not	PART
bracis-33600	154	20	improperly	improperly	ADV
bracis-33600	154	21	pruned	prune	VERB
bracis-33600	154	22	.	.	PUNCT
bracis-33600	155	1	furthermore	furthermore	ADV
bracis-33600	155	2	,	,	PUNCT
bracis-33600	155	3	the	the	DET
bracis-33600	155	4	design	design	NOUN
bracis-33600	155	5	of	of	ADP
bracis-33600	155	6	the	the	DET
bracis-33600	155	7	slope	slope	NOUN
bracis-33600	155	8	regressor	regressor	NOUN
bracis-33600	155	9	is	be	AUX
bracis-33600	155	10	depicted	depict	VERB
bracis-33600	155	11	in	in	ADP
bracis-33600	155	12	fig	fig	NOUN
bracis-33600	155	13	.	.	PUNCT
bracis-33600	155	14	 	 	SPACE
bracis-33600	156	1	3	3	NUM
bracis-33600	156	2	.	.	X
bracis-33600	156	3	two	two	NUM
bracis-33600	156	4	cnn	cnn	PROPN
bracis-33600	156	5	layers	layer	NOUN
bracis-33600	156	6	,	,	PUNCT
bracis-33600	156	7	two	two	NUM
bracis-33600	156	8	bilstm	bilstm	NOUN
bracis-33600	156	9	layers	layer	NOUN
bracis-33600	156	10	,	,	PUNCT
bracis-33600	156	11	a	a	DET
bracis-33600	156	12	cnn	cnn	NOUN
bracis-33600	156	13	layer	layer	NOUN
bracis-33600	156	14	,	,	PUNCT
bracis-33600	156	15	a	a	DET
bracis-33600	156	16	max	max	PROPN
bracis-33600	156	17	pooling	pool	VERB
bracis-33600	156	18	layer	layer	NOUN
bracis-33600	156	19	,	,	PUNCT
bracis-33600	156	20	and	and	CCONJ
bracis-33600	156	21	two	two	NUM
bracis-33600	156	22	dense	dense	ADJ
bracis-33600	156	23	layers	layer	NOUN
bracis-33600	156	24	make	make	VERB
bracis-33600	156	25	up	up	ADP
bracis-33600	156	26	this	this	DET
bracis-33600	156	27	structure	structure	NOUN
bracis-33600	156	28	.	.	PUNCT
bracis-33600	157	1	3.1	3.1	NUM
bracis-33600	157	2	normalization	normalization	NOUN
bracis-33600	157	3	neural	neural	ADJ
bracis-33600	157	4	networks	network	NOUN
bracis-33600	157	5	are	be	AUX
bracis-33600	157	6	sensitive	sensitive	ADJ
bracis-33600	157	7	to	to	ADP
bracis-33600	157	8	the	the	DET
bracis-33600	157	9	size	size	NOUN
bracis-33600	157	10	of	of	ADP
bracis-33600	157	11	the	the	DET
bracis-33600	157	12	input	input	NOUN
bracis-33600	157	13	data	datum	NOUN
bracis-33600	157	14	,	,	PUNCT
bracis-33600	157	15	so	so	ADV
bracis-33600	157	16	learning	learning	NOUN
bracis-33600	157	17	may	may	AUX
bracis-33600	157	18	be	be	AUX
bracis-33600	157	19	dominated	dominate	VERB
bracis-33600	157	20	by	by	ADP
bracis-33600	157	21	features	feature	NOUN
bracis-33600	157	22	with	with	ADP
bracis-33600	157	23	wider	wide	ADJ
bracis-33600	157	24	numerical	numerical	ADJ
bracis-33600	157	25	ranges	range	NOUN
bracis-33600	157	26	if	if	SCONJ
bracis-33600	157	27	normalization	normalization	NOUN
bracis-33600	157	28	is	be	AUX
bracis-33600	157	29	n’t	not	PART
bracis-33600	157	30	applied	apply	VERB
bracis-33600	157	31	.	.	PUNCT
bracis-33600	158	1	this	this	PRON
bracis-33600	158	2	could	could	AUX
bracis-33600	158	3	lead	lead	VERB
bracis-33600	158	4	to	to	ADP
bracis-33600	158	5	the	the	DET
bracis-33600	158	6	model	model	NOUN
bracis-33600	158	7	skewing	skew	VERB
bracis-33600	158	8	in	in	ADP
bracis-33600	158	9	favor	favor	NOUN
bracis-33600	158	10	of	of	ADP
bracis-33600	158	11	some	some	DET
bracis-33600	158	12	features	feature	NOUN
bracis-33600	158	13	and	and	CCONJ
bracis-33600	158	14	possibly	possibly	ADV
bracis-33600	158	15	ignoring	ignore	VERB
bracis-33600	158	16	others	other	NOUN
bracis-33600	158	17	.	.	PUNCT
bracis-33600	159	1	in	in	ADP
bracis-33600	159	2	that	that	DET
bracis-33600	159	3	regard	regard	NOUN
bracis-33600	159	4	,	,	PUNCT
bracis-33600	159	5	normalization	normalization	NOUN
bracis-33600	159	6	was	be	AUX
bracis-33600	159	7	used	use	VERB
bracis-33600	159	8	to	to	PART
bracis-33600	159	9	stabilize	stabilize	VERB
bracis-33600	159	10	the	the	DET
bracis-33600	159	11	training	training	NOUN
bracis-33600	159	12	process	process	NOUN
bracis-33600	159	13	by	by	ADP
bracis-33600	159	14	scaling	scale	VERB
bracis-33600	159	15	the	the	DET
bracis-33600	159	16	data	datum	NOUN
bracis-33600	159	17	to	to	ADP
bracis-33600	159	18	a	a	DET
bracis-33600	159	19	common	common	ADJ
bracis-33600	159	20	range	range	NOUN
bracis-33600	159	21	,	,	PUNCT
bracis-33600	159	22	\([-1,1]\	\([-1,1]\	NUM
bracis-33600	159	23	)	)	PUNCT
bracis-33600	159	24	.	.	PUNCT
bracis-33600	160	1	this	this	PRON
bracis-33600	160	2	accelerates	accelerate	VERB
bracis-33600	160	3	the	the	DET
bracis-33600	160	4	convergence	convergence	NOUN
bracis-33600	160	5	of	of	ADP
bracis-33600	160	6	the	the	DET
bracis-33600	160	7	gradient	gradient	ADJ
bracis-33600	160	8	descent	descent	NOUN
bracis-33600	160	9	technique	technique	NOUN
bracis-33600	160	10	and	and	CCONJ
bracis-33600	160	11	increases	increase	VERB
bracis-33600	160	12	its	its	PRON
bracis-33600	160	13	efficiency	efficiency	NOUN
bracis-33600	160	14	.	.	PUNCT
bracis-33600	161	1	additionally	additionally	ADV
bracis-33600	161	2	,	,	PUNCT
bracis-33600	161	3	the	the	DET
bracis-33600	161	4	uniform	uniform	NOUN
bracis-33600	161	5	scaling	scaling	NOUN
bracis-33600	161	6	of	of	ADP
bracis-33600	161	7	normalization	normalization	NOUN
bracis-33600	161	8	helps	help	VERB
bracis-33600	161	9	to	to	PART
bracis-33600	161	10	achieve	achieve	VERB
bracis-33600	161	11	better	well	ADJ
bracis-33600	161	12	and	and	CCONJ
bracis-33600	161	13	more	more	ADV
bracis-33600	161	14	balanced	balanced	ADJ
bracis-33600	161	15	weight	weight	NOUN
bracis-33600	161	16	adjustments	adjustment	NOUN
bracis-33600	161	17	during	during	ADP
bracis-33600	161	18	training	training	NOUN
bracis-33600	161	19	,	,	PUNCT
bracis-33600	161	20	which	which	PRON
bracis-33600	161	21	improves	improve	VERB
bracis-33600	161	22	the	the	DET
bracis-33600	161	23	model	model	NOUN
bracis-33600	161	24	’s	’s	PART
bracis-33600	161	25	performance	performance	NOUN
bracis-33600	161	26	and	and	CCONJ
bracis-33600	161	27	generalization	generalization	NOUN
bracis-33600	161	28	on	on	ADP
bracis-33600	161	29	fresh	fresh	ADJ
bracis-33600	161	30	data	datum	NOUN
bracis-33600	161	31	.	.	PUNCT
bracis-33600	162	1	it	it	PRON
bracis-33600	162	2	also	also	ADV
bracis-33600	162	3	prevents	prevent	VERB
bracis-33600	162	4	numerical	numerical	ADJ
bracis-33600	162	5	instability	instability	NOUN
bracis-33600	162	6	.	.	PUNCT
bracis-33600	163	1	$	$	SYM
bracis-33600	163	2	$	$	SYM
bracis-33600	163	3	\begin{aligned	\begin{aligne	VERB
bracis-33600	163	4	}	}	PUNCT
bracis-33600	163	5	norm(x	norm(x	NOUN
bracis-33600	163	6	)	)	PUNCT
bracis-33600	163	7	=	=	SYM
bracis-33600	163	8	\frac{x	\frac{x	PROPN
bracis-33600	163	9	\min	\min	PROPN
bracis-33600	163	10	(	(	PUNCT
bracis-33600	163	11	x)}{\max	x)}{\max	X
bracis-33600	163	12	(	(	PUNCT
bracis-33600	163	13	x	x	X
bracis-33600	163	14	)	)	PUNCT
bracis-33600	163	15	\min	\min	NOUN
bracis-33600	163	16	(	(	PUNCT
bracis-33600	163	17	x	x	NOUN
bracis-33600	163	18	)	)	PUNCT
bracis-33600	163	19	}	}	PUNCT
bracis-33600	163	20	\end{aligned}$$	\end{aligned}$$	X
bracis-33600	163	21	(	(	PUNCT
bracis-33600	163	22	1	1	NUM
bracis-33600	163	23	)	)	PUNCT
bracis-33600	163	24	in	in	ADP
bracis-33600	163	25	eq	eq	ADP
bracis-33600	163	26	.	.	PUNCT
bracis-33600	163	27	 	 	SPACE
bracis-33600	163	28	1	1	NUM
bracis-33600	163	29	,	,	PUNCT
bracis-33600	163	30	x	x	PRON
bracis-33600	163	31	represents	represent	VERB
bracis-33600	163	32	the	the	DET
bracis-33600	163	33	value	value	NOUN
bracis-33600	163	34	of	of	ADP
bracis-33600	163	35	the	the	DET
bracis-33600	163	36	sample	sample	NOUN
bracis-33600	163	37	in	in	ADP
bracis-33600	163	38	a	a	DET
bracis-33600	163	39	particular	particular	ADJ
bracis-33600	163	40	feature	feature	NOUN
bracis-33600	163	41	,	,	PUNCT
bracis-33600	163	42	\(\min	\(\min	PUNCT
bracis-33600	164	1	(	(	PUNCT
bracis-33600	164	2	x)\	x)\	PROPN
bracis-33600	164	3	)	)	PUNCT
bracis-33600	164	4	represents	represent	VERB
bracis-33600	164	5	the	the	DET
bracis-33600	164	6	minimum	minimum	ADJ
bracis-33600	164	7	value	value	NOUN
bracis-33600	164	8	the	the	DET
bracis-33600	164	9	feature	feature	NOUN
bracis-33600	164	10	takes	take	VERB
bracis-33600	164	11	,	,	PUNCT
bracis-33600	164	12	whereas	whereas	SCONJ
bracis-33600	164	13	\(\max	\(\max	PROPN
bracis-33600	164	14	(	(	PUNCT
bracis-33600	164	15	x)\	x)\	PROPN
bracis-33600	164	16	)	)	PUNCT
bracis-33600	164	17	represents	represent	VERB
bracis-33600	164	18	its	its	PRON
bracis-33600	164	19	maximum	maximum	ADJ
bracis-33600	164	20	value	value	NOUN
bracis-33600	164	21	.	.	PUNCT
bracis-33600	165	1	3.2	3.2	NUM
bracis-33600	165	2	autoencoder	autoencoder	NOUN
bracis-33600	165	3	an	an	DET
bracis-33600	165	4	autoencoder	autoencoder	NOUN
bracis-33600	165	5	is	be	AUX
bracis-33600	165	6	a	a	DET
bracis-33600	165	7	kind	kind	NOUN
bracis-33600	165	8	of	of	ADP
bracis-33600	165	9	artificial	artificial	ADJ
bracis-33600	165	10	neural	neural	ADJ
bracis-33600	165	11	network	network	NOUN
bracis-33600	165	12	that	that	PRON
bracis-33600	165	13	is	be	AUX
bracis-33600	165	14	designed	design	VERB
bracis-33600	165	15	to	to	PART
bracis-33600	165	16	automatically	automatically	ADV
bracis-33600	165	17	learn	learn	VERB
bracis-33600	165	18	effective	effective	ADJ
bracis-33600	165	19	coding	code	VERB
bracis-33600	165	20	from	from	ADP
bracis-33600	165	21	input	input	NOUN
bracis-33600	165	22	data	datum	NOUN
bracis-33600	165	23	without	without	ADP
bracis-33600	165	24	supervision	supervision	NOUN
bracis-33600	165	25	.	.	PUNCT
bracis-33600	166	1	an	an	DET
bracis-33600	166	2	autoencoder	autoencoder	NOUN
bracis-33600	166	3	is	be	AUX
bracis-33600	166	4	a	a	DET
bracis-33600	166	5	structure	structure	NOUN
bracis-33600	166	6	that	that	PRON
bracis-33600	166	7	employs	employ	VERB
bracis-33600	166	8	two	two	NUM
bracis-33600	166	9	structures	structure	NOUN
bracis-33600	166	10	to	to	PART
bracis-33600	166	11	learn	learn	VERB
bracis-33600	166	12	a	a	DET
bracis-33600	166	13	compressed	compress	VERB
bracis-33600	166	14	representation	representation	NOUN
bracis-33600	166	15	of	of	ADP
bracis-33600	166	16	data	datum	NOUN
bracis-33600	166	17	:	:	PUNCT
bracis-33600	166	18	an	an	DET
bracis-33600	166	19	encoder	encoder	NOUN
bracis-33600	166	20	that	that	PRON
bracis-33600	166	21	codifies	codify	VERB
bracis-33600	166	22	the	the	DET
bracis-33600	166	23	information	information	NOUN
bracis-33600	166	24	using	use	VERB
bracis-33600	166	25	the	the	DET
bracis-33600	166	26	function	function	NOUN
bracis-33600	166	27	\(h	\(h	NOUN
bracis-33600	166	28	=	=	SYM
bracis-33600	166	29	f(x)\	f(x)\	X
bracis-33600	166	30	)	)	PUNCT
bracis-33600	166	31	,	,	PUNCT
bracis-33600	166	32	and	and	CCONJ
bracis-33600	166	33	a	a	DET
bracis-33600	166	34	decoder	decoder	NOUN
bracis-33600	166	35	that	that	PRON
bracis-33600	166	36	tries	try	VERB
bracis-33600	166	37	to	to	PART
bracis-33600	166	38	match	match	VERB
bracis-33600	166	39	the	the	DET
bracis-33600	166	40	encoder	encoder	NOUN
bracis-33600	166	41	’s	’s	PART
bracis-33600	166	42	input	input	NOUN
bracis-33600	166	43	with	with	ADP
bracis-33600	166	44	its	its	PRON
bracis-33600	166	45	output	output	NOUN
bracis-33600	166	46	\(x	\(x	NOUN
bracis-33600	166	47	'	'	PUNCT
bracis-33600	166	48	=	=	SYM
bracis-33600	166	49	g(h)\	g(h)\	PROPN
bracis-33600	166	50	)	)	PUNCT
bracis-33600	166	51	.	.	PUNCT
bracis-33600	167	1	bilstm	bilstm	NOUN
bracis-33600	167	2	layers	layer	NOUN
bracis-33600	167	3	were	be	AUX
bracis-33600	167	4	used	use	VERB
bracis-33600	167	5	to	to	PART
bracis-33600	167	6	build	build	VERB
bracis-33600	167	7	the	the	DET
bracis-33600	167	8	autoencoder	autoencoder	NOUN
bracis-33600	167	9	,	,	PUNCT
bracis-33600	167	10	which	which	PRON
bracis-33600	167	11	was	be	AUX
bracis-33600	167	12	based	base	VERB
bracis-33600	167	13	on	on	ADP
bracis-33600	167	14	the	the	DET
bracis-33600	167	15	premise	premise	NOUN
bracis-33600	167	16	of	of	ADP
bracis-33600	167	17	dimensionality	dimensionality	NOUN
bracis-33600	167	18	reduction	reduction	NOUN
bracis-33600	167	19	and	and	CCONJ
bracis-33600	167	20	filtering	filtering	NOUN
bracis-33600	167	21	outliers	outlier	NOUN
bracis-33600	167	22	and	and	CCONJ
bracis-33600	167	23	market	market	NOUN
bracis-33600	167	24	noise	noise	NOUN
bracis-33600	167	25	.	.	PUNCT
bracis-33600	168	1	the	the	DET
bracis-33600	168	2	number	number	NOUN
bracis-33600	168	3	of	of	ADP
bracis-33600	168	4	bilstm	bilstm	NOUN
bracis-33600	168	5	layers	layer	NOUN
bracis-33600	168	6	in	in	ADP
bracis-33600	168	7	the	the	DET
bracis-33600	168	8	encoder	encoder	NOUN
bracis-33600	168	9	and	and	CCONJ
bracis-33600	168	10	decoder	decoder	NOUN
bracis-33600	168	11	components	component	NOUN
bracis-33600	168	12	is	be	AUX
bracis-33600	168	13	equal	equal	ADJ
bracis-33600	168	14	,	,	PUNCT
bracis-33600	168	15	and	and	CCONJ
bracis-33600	168	16	each	each	DET
bracis-33600	168	17	layer	layer	NOUN
bracis-33600	168	18	has	have	VERB
bracis-33600	168	19	an	an	DET
bracis-33600	168	20	innate	innate	ADJ
bracis-33600	168	21	dropout	dropout	NOUN
bracis-33600	168	22	mechanism	mechanism	NOUN
bracis-33600	168	23	that	that	PRON
bracis-33600	168	24	keeps	keep	VERB
bracis-33600	168	25	the	the	DET
bracis-33600	168	26	model	model	NOUN
bracis-33600	168	27	from	from	ADP
bracis-33600	168	28	overfitting	overfitte	VERB
bracis-33600	168	29	.	.	PUNCT
bracis-33600	169	1	3.3	3.3	NUM
bracis-33600	169	2	convolutional	convolutional	ADJ
bracis-33600	169	3	neural	neural	ADJ
bracis-33600	169	4	networks	network	NOUN
bracis-33600	169	5	convolutional	convolutional	ADJ
bracis-33600	169	6	neural	neural	ADJ
bracis-33600	169	7	networks	network	NOUN
bracis-33600	169	8	(	(	PUNCT
bracis-33600	169	9	cnns	cnns	PROPN
bracis-33600	169	10	)	)	PUNCT
bracis-33600	169	11	are	be	AUX
bracis-33600	169	12	engineered	engineer	VERB
bracis-33600	169	13	to	to	PART
bracis-33600	169	14	autonomously	autonomously	ADV
bracis-33600	169	15	discern	discern	VERB
bracis-33600	169	16	and	and	CCONJ
bracis-33600	169	17	internalize	internalize	VERB
bracis-33600	169	18	intricate	intricate	ADJ
bracis-33600	169	19	patterns	pattern	NOUN
bracis-33600	169	20	from	from	ADP
bracis-33600	169	21	singleor	singleor	PROPN
bracis-33600	169	22	multi	multi	ADJ
bracis-33600	169	23	-	-	ADJ
bracis-33600	169	24	dimensional	dimensional	ADJ
bracis-33600	169	25	datasets	dataset	NOUN
bracis-33600	169	26	.	.	PUNCT
bracis-33600	170	1	the	the	DET
bracis-33600	170	2	distinctive	distinctive	ADJ
bracis-33600	170	3	feature	feature	NOUN
bracis-33600	170	4	of	of	ADP
bracis-33600	170	5	cnns	cnn	NOUN
bracis-33600	170	6	lies	lie	NOUN
bracis-33600	170	7	in	in	ADP
bracis-33600	170	8	their	their	PRON
bracis-33600	170	9	convolutional	convolutional	ADJ
bracis-33600	170	10	layer	layer	NOUN
bracis-33600	170	11	,	,	PUNCT
bracis-33600	170	12	where	where	SCONJ
bracis-33600	170	13	convolutional	convolutional	ADJ
bracis-33600	170	14	operations	operation	NOUN
bracis-33600	170	15	are	be	AUX
bracis-33600	170	16	applied	apply	VERB
bracis-33600	170	17	,	,	PUNCT
bracis-33600	170	18	enabling	enable	VERB
bracis-33600	170	19	the	the	DET
bracis-33600	170	20	identification	identification	NOUN
bracis-33600	170	21	of	of	ADP
bracis-33600	170	22	patterns	pattern	NOUN
bracis-33600	170	23	such	such	ADJ
bracis-33600	170	24	as	as	ADP
bracis-33600	170	25	edges	edge	NOUN
bracis-33600	170	26	and	and	CCONJ
bracis-33600	170	27	shapes	shape	NOUN
bracis-33600	170	28	.	.	PUNCT
bracis-33600	171	1	the	the	DET
bracis-33600	171	2	application	application	NOUN
bracis-33600	171	3	of	of	ADP
bracis-33600	171	4	cnns	cnn	NOUN
bracis-33600	171	5	in	in	ADP
bracis-33600	171	6	financial	financial	ADJ
bracis-33600	171	7	time	time	NOUN
bracis-33600	171	8	series	series	PROPN
bracis-33600	171	9	analysis	analysis	NOUN
bracis-33600	171	10	offers	offer	VERB
bracis-33600	171	11	significant	significant	ADJ
bracis-33600	171	12	potential	potential	NOUN
bracis-33600	171	13	for	for	ADP
bracis-33600	171	14	generating	generate	VERB
bracis-33600	171	15	valuable	valuable	ADJ
bracis-33600	171	16	insights	insight	NOUN
bracis-33600	171	17	into	into	ADP
bracis-33600	171	18	market	market	NOUN
bracis-33600	171	19	forecasting	forecasting	NOUN
bracis-33600	171	20	,	,	PUNCT
bracis-33600	171	21	identifying	identify	VERB
bracis-33600	171	22	investment	investment	NOUN
bracis-33600	171	23	opportunities	opportunity	NOUN
bracis-33600	171	24	,	,	PUNCT
bracis-33600	171	25	and	and	CCONJ
bracis-33600	171	26	recognizing	recognize	VERB
bracis-33600	171	27	price	price	NOUN
bracis-33600	171	28	patterns	pattern	NOUN
bracis-33600	171	29	.	.	PUNCT
bracis-33600	172	1	these	these	DET
bracis-33600	172	2	networks	network	NOUN
bracis-33600	172	3	excel	excel	VERB
bracis-33600	172	4	in	in	ADP
bracis-33600	172	5	handling	handle	VERB
bracis-33600	172	6	complex	complex	ADJ
bracis-33600	172	7	sequential	sequential	ADJ
bracis-33600	172	8	data	datum	NOUN
bracis-33600	172	9	and	and	CCONJ
bracis-33600	172	10	extracting	extract	VERB
bracis-33600	172	11	pertinent	pertinent	ADJ
bracis-33600	172	12	information	information	NOUN
bracis-33600	172	13	,	,	PUNCT
bracis-33600	172	14	rendering	render	VERB
bracis-33600	172	15	them	they	PRON
bracis-33600	172	16	indispensable	indispensable	ADJ
bracis-33600	172	17	tools	tool	NOUN
bracis-33600	172	18	in	in	ADP
bracis-33600	172	19	financial	financial	ADJ
bracis-33600	172	20	analytics	analytic	NOUN
bracis-33600	172	21	.	.	PUNCT
bracis-33600	173	1	unlike	unlike	ADP
bracis-33600	173	2	densely	densely	ADV
bracis-33600	173	3	connected	connect	VERB
bracis-33600	173	4	neural	neural	ADJ
bracis-33600	173	5	networks	network	NOUN
bracis-33600	173	6	,	,	PUNCT
bracis-33600	173	7	cnns	cnn	NOUN
bracis-33600	173	8	leverage	leverage	NOUN
bracis-33600	173	9	weight	weight	NOUN
bracis-33600	173	10	sharing	sharing	NOUN
bracis-33600	173	11	in	in	ADP
bracis-33600	173	12	convolutional	convolutional	ADJ
bracis-33600	173	13	layers	layer	NOUN
bracis-33600	173	14	,	,	PUNCT
bracis-33600	173	15	enhancing	enhance	VERB
bracis-33600	173	16	scalability	scalability	NOUN
bracis-33600	173	17	and	and	CCONJ
bracis-33600	173	18	enabling	enable	VERB
bracis-33600	173	19	the	the	DET
bracis-33600	173	20	network	network	NOUN
bracis-33600	173	21	to	to	PART
bracis-33600	173	22	learn	learn	VERB
bracis-33600	173	23	specific	specific	ADJ
bracis-33600	173	24	types	type	NOUN
bracis-33600	173	25	of	of	ADP
bracis-33600	173	26	patterns	pattern	NOUN
bracis-33600	173	27	more	more	ADV
bracis-33600	173	28	efficiently	efficiently	ADV
bracis-33600	173	29	.	.	PUNCT
bracis-33600	174	1	this	this	DET
bracis-33600	174	2	characteristic	characteristic	NOUN
bracis-33600	174	3	contributes	contribute	VERB
bracis-33600	174	4	to	to	ADP
bracis-33600	174	5	the	the	DET
bracis-33600	174	6	adaptability	adaptability	NOUN
bracis-33600	174	7	and	and	CCONJ
bracis-33600	174	8	effectiveness	effectiveness	NOUN
bracis-33600	174	9	of	of	ADP
bracis-33600	174	10	cnns	cnn	NOUN
bracis-33600	174	11	in	in	ADP
bracis-33600	174	12	capturing	capture	VERB
bracis-33600	174	13	and	and	CCONJ
bracis-33600	174	14	interpreting	interpret	VERB
bracis-33600	174	15	intricate	intricate	ADJ
bracis-33600	174	16	patterns	pattern	NOUN
bracis-33600	174	17	inherent	inherent	ADJ
bracis-33600	174	18	in	in	ADP
bracis-33600	174	19	financial	financial	ADJ
bracis-33600	174	20	data	datum	NOUN
bracis-33600	174	21	,	,	PUNCT
bracis-33600	174	22	empowering	empower	VERB
bracis-33600	174	23	traders	trader	NOUN
bracis-33600	174	24	and	and	CCONJ
bracis-33600	174	25	analysts	analyst	NOUN
bracis-33600	174	26	with	with	ADP
bracis-33600	174	27	enhanced	enhanced	ADJ
bracis-33600	174	28	decision	decision	NOUN
bracis-33600	174	29	-	-	PUNCT
bracis-33600	174	30	making	make	VERB
bracis-33600	174	31	capabilities	capability	NOUN
bracis-33600	174	32	in	in	ADP
bracis-33600	174	33	dynamic	dynamic	ADJ
bracis-33600	174	34	market	market	NOUN
bracis-33600	174	35	environments	environment	NOUN
bracis-33600	174	36	.	.	PUNCT
bracis-33600	175	1	$	$	SYM
bracis-33600	175	2	$	$	SYM
bracis-33600	175	3	\begin{aligned	\begin{aligne	VERB
bracis-33600	175	4	}	}	PUNCT
bracis-33600	175	5	f	f	NOUN
bracis-33600	175	6	*	*	PUNCT
bracis-33600	175	7	g	g	PROPN
bracis-33600	175	8	(	(	PUNCT
bracis-33600	175	9	x	x	NOUN
bracis-33600	175	10	)	)	PUNCT
bracis-33600	175	11	=	=	SYM
bracis-33600	175	12	\sum	\sum	NOUN
bracis-33600	175	13	_	_	PUNCT
bracis-33600	175	14	{	{	PUNCT
bracis-33600	175	15	-\infty	-\infty	ADJ
bracis-33600	175	16	}	}	PUNCT
bracis-33600	175	17	^{\infty	^{\infty	NUM
bracis-33600	175	18	}	}	PUNCT
bracis-33600	175	19	f(k)g(x	f(k)g(x	NUM
bracis-33600	175	20	-	-	PUNCT
bracis-33600	175	21	k	k	NOUN
bracis-33600	175	22	)	)	PUNCT
bracis-33600	175	23	\end{aligned}$$	\end{aligned}$$	X
bracis-33600	175	24	(	(	PUNCT
bracis-33600	175	25	2	2	NUM
bracis-33600	175	26	)	)	PUNCT
bracis-33600	175	27	equation	equation	NOUN
bracis-33600	175	28	 	 	SPACE
bracis-33600	175	29	2	2	NUM
bracis-33600	175	30	shows	show	VERB
bracis-33600	175	31	the	the	DET
bracis-33600	175	32	convolution	convolution	NOUN
bracis-33600	175	33	operation	operation	NOUN
bracis-33600	175	34	applied	apply	VERB
bracis-33600	175	35	to	to	ADP
bracis-33600	175	36	one	one	NUM
bracis-33600	175	37	dimension	dimension	NOUN
bracis-33600	175	38	,	,	PUNCT
bracis-33600	175	39	where	where	SCONJ
bracis-33600	175	40	f	f	PROPN
bracis-33600	175	41	is	be	AUX
bracis-33600	175	42	the	the	DET
bracis-33600	175	43	function	function	NOUN
bracis-33600	175	44	to	to	PART
bracis-33600	175	45	pass	pass	VERB
bracis-33600	175	46	through	through	ADP
bracis-33600	175	47	the	the	DET
bracis-33600	175	48	operation	operation	NOUN
bracis-33600	175	49	,	,	PUNCT
bracis-33600	175	50	g	g	PROPN
bracis-33600	175	51	is	be	AUX
bracis-33600	175	52	the	the	DET
bracis-33600	175	53	convolution	convolution	NOUN
bracis-33600	175	54	filter	filter	NOUN
bracis-33600	175	55	and	and	CCONJ
bracis-33600	175	56	\((*)\	\((*)\	NOUN
bracis-33600	175	57	)	)	PUNCT
bracis-33600	175	58	represents	represent	VERB
bracis-33600	175	59	the	the	DET
bracis-33600	175	60	convolution	convolution	NOUN
bracis-33600	175	61	operation	operation	NOUN
bracis-33600	175	62	.	.	PUNCT
bracis-33600	176	1	3.4	3.4	NUM
bracis-33600	176	2	lstm	lstm	PROPN
bracis-33600	176	3	neural	neural	ADJ
bracis-33600	176	4	networks	network	NOUN
bracis-33600	176	5	long	long	ADJ
bracis-33600	176	6	short	short	ADJ
bracis-33600	176	7	-	-	PUNCT
bracis-33600	176	8	term	term	NOUN
bracis-33600	176	9	memory	memory	NOUN
bracis-33600	176	10	networks	network	NOUN
bracis-33600	176	11	(	(	PUNCT
bracis-33600	176	12	lstms	lstms	ADJ
bracis-33600	176	13	)	)	PUNCT
bracis-33600	176	14	represent	represent	VERB
bracis-33600	176	15	a	a	DET
bracis-33600	176	16	specialized	specialized	ADJ
bracis-33600	176	17	variant	variant	NOUN
bracis-33600	176	18	of	of	ADP
bracis-33600	176	19	recurrent	recurrent	ADJ
bracis-33600	176	20	neural	neural	ADJ
bracis-33600	176	21	networks	network	NOUN
bracis-33600	176	22	(	(	PUNCT
bracis-33600	176	23	rnns	rnns	PROPN
bracis-33600	176	24	)	)	PUNCT
bracis-33600	176	25	designed	design	VERB
bracis-33600	176	26	specifically	specifically	ADV
bracis-33600	176	27	for	for	ADP
bracis-33600	176	28	processing	process	VERB
bracis-33600	176	29	sequential	sequential	ADJ
bracis-33600	176	30	information	information	NOUN
bracis-33600	176	31	.	.	PUNCT
bracis-33600	177	1	lstms	lstms	ADJ
bracis-33600	177	2	incorporate	incorporate	VERB
bracis-33600	177	3	three	three	NUM
bracis-33600	177	4	essential	essential	ADJ
bracis-33600	177	5	channels	channel	NOUN
bracis-33600	177	6	for	for	ADP
bracis-33600	177	7	managing	manage	VERB
bracis-33600	177	8	and	and	CCONJ
bracis-33600	177	9	processing	process	VERB
bracis-33600	177	10	sequential	sequential	ADJ
bracis-33600	177	11	data	datum	NOUN
bracis-33600	177	12	.	.	PUNCT
bracis-33600	178	1	the	the	DET
bracis-33600	178	2	first	first	ADJ
bracis-33600	178	3	channel	channel	NOUN
bracis-33600	178	4	,	,	PUNCT
bracis-33600	178	5	termed	term	VERB
bracis-33600	178	6	the	the	DET
bracis-33600	178	7	“	"	PUNCT
bracis-33600	178	8	forgetting	forget	VERB
bracis-33600	178	9	gate	gate	NOUN
bracis-33600	178	10	,	,	PUNCT
bracis-33600	178	11	”	"	PUNCT
bracis-33600	178	12	regulates	regulate	VERB
bracis-33600	178	13	the	the	DET
bracis-33600	178	14	extent	extent	NOUN
bracis-33600	178	15	to	to	PART
bracis-33600	178	16	which	which	PRON
bracis-33600	178	17	information	information	NOUN
bracis-33600	178	18	is	be	AUX
bracis-33600	178	19	discarded	discard	VERB
bracis-33600	178	20	from	from	ADP
bracis-33600	178	21	the	the	DET
bracis-33600	178	22	long	long	ADJ
bracis-33600	178	23	memory	memory	NOUN
bracis-33600	178	24	,	,	PUNCT
bracis-33600	178	25	enabling	enable	VERB
bracis-33600	178	26	the	the	DET
bracis-33600	178	27	network	network	NOUN
bracis-33600	178	28	to	to	PART
bracis-33600	178	29	forget	forget	VERB
bracis-33600	178	30	irrelevant	irrelevant	ADJ
bracis-33600	178	31	or	or	CCONJ
bracis-33600	178	32	outdated	outdated	ADJ
bracis-33600	178	33	information	information	NOUN
bracis-33600	178	34	.	.	PUNCT
bracis-33600	179	1	the	the	DET
bracis-33600	179	2	second	second	ADJ
bracis-33600	179	3	channel	channel	NOUN
bracis-33600	179	4	,	,	PUNCT
bracis-33600	179	5	known	know	VERB
bracis-33600	179	6	as	as	ADP
bracis-33600	179	7	the	the	DET
bracis-33600	179	8	“	"	PUNCT
bracis-33600	179	9	input	input	NOUN
bracis-33600	179	10	gate	gate	NOUN
bracis-33600	179	11	,	,	PUNCT
bracis-33600	179	12	”	"	PUNCT
bracis-33600	179	13	receives	receive	VERB
bracis-33600	179	14	new	new	ADJ
bracis-33600	179	15	data	datum	NOUN
bracis-33600	179	16	and	and	CCONJ
bracis-33600	179	17	assesses	assess	VERB
bracis-33600	179	18	its	its	PRON
bracis-33600	179	19	significance	significance	NOUN
bracis-33600	179	20	in	in	ADP
bracis-33600	179	21	the	the	DET
bracis-33600	179	22	context	context	NOUN
bracis-33600	179	23	of	of	ADP
bracis-33600	179	24	previous	previous	ADJ
bracis-33600	179	25	information	information	NOUN
bracis-33600	179	26	,	,	PUNCT
bracis-33600	179	27	determining	determine	VERB
bracis-33600	179	28	what	what	PRON
bracis-33600	179	29	information	information	NOUN
bracis-33600	179	30	to	to	PART
bracis-33600	179	31	retain	retain	VERB
bracis-33600	179	32	and	and	CCONJ
bracis-33600	179	33	what	what	PRON
bracis-33600	179	34	to	to	PART
bracis-33600	179	35	discard	discard	VERB
bracis-33600	179	36	.	.	PUNCT
bracis-33600	180	1	this	this	DET
bracis-33600	180	2	gate	gate	NOUN
bracis-33600	180	3	plays	play	VERB
bracis-33600	180	4	a	a	DET
bracis-33600	180	5	crucial	crucial	ADJ
bracis-33600	180	6	role	role	NOUN
bracis-33600	180	7	in	in	ADP
bracis-33600	180	8	updating	update	VERB
bracis-33600	180	9	the	the	DET
bracis-33600	180	10	network	network	NOUN
bracis-33600	180	11	’s	’s	PART
bracis-33600	180	12	internal	internal	ADJ
bracis-33600	180	13	state	state	NOUN
bracis-33600	180	14	based	base	VERB
bracis-33600	180	15	on	on	ADP
bracis-33600	180	16	incoming	incoming	ADJ
bracis-33600	180	17	data	datum	NOUN
bracis-33600	180	18	.	.	PUNCT
bracis-33600	181	1	finally	finally	ADV
bracis-33600	181	2	,	,	PUNCT
bracis-33600	181	3	the	the	DET
bracis-33600	181	4	third	third	ADJ
bracis-33600	181	5	channel	channel	NOUN
bracis-33600	181	6	,	,	PUNCT
bracis-33600	181	7	the	the	DET
bracis-33600	181	8	“	"	PUNCT
bracis-33600	181	9	output	output	NOUN
bracis-33600	181	10	gate	gate	NOUN
bracis-33600	181	11	,	,	PUNCT
bracis-33600	181	12	”	"	PUNCT
bracis-33600	181	13	determines	determine	NOUN
bracis-33600	181	14	which	which	DET
bracis-33600	181	15	information	information	NOUN
bracis-33600	181	16	stored	store	VERB
bracis-33600	181	17	in	in	ADP
bracis-33600	181	18	the	the	DET
bracis-33600	181	19	long	long	ADJ
bracis-33600	181	20	-	-	PUNCT
bracis-33600	181	21	term	term	NOUN
bracis-33600	181	22	memory	memory	NOUN
bracis-33600	181	23	should	should	AUX
bracis-33600	181	24	be	be	AUX
bracis-33600	181	25	utilized	utilize	VERB
bracis-33600	181	26	to	to	PART
bracis-33600	181	27	predict	predict	VERB
bracis-33600	181	28	the	the	DET
bracis-33600	181	29	current	current	ADJ
bracis-33600	181	30	output	output	NOUN
bracis-33600	181	31	,	,	PUNCT
bracis-33600	181	32	effectively	effectively	ADV
bracis-33600	181	33	filtering	filter	VERB
bracis-33600	181	34	and	and	CCONJ
bracis-33600	181	35	selecting	select	VERB
bracis-33600	181	36	relevant	relevant	ADJ
bracis-33600	181	37	memory	memory	NOUN
bracis-33600	181	38	components	component	NOUN
bracis-33600	181	39	for	for	ADP
bracis-33600	181	40	the	the	DET
bracis-33600	181	41	current	current	ADJ
bracis-33600	181	42	context	context	NOUN
bracis-33600	181	43	.	.	PUNCT
bracis-33600	182	1	these	these	DET
bracis-33600	182	2	three	three	NUM
bracis-33600	182	3	channels	channel	NOUN
bracis-33600	182	4	interact	interact	VERB
bracis-33600	182	5	dynamically	dynamically	ADV
bracis-33600	182	6	,	,	PUNCT
bracis-33600	182	7	allowing	allow	VERB
bracis-33600	182	8	lstms	lstms	NOUN
bracis-33600	182	9	to	to	PART
bracis-33600	182	10	capture	capture	VERB
bracis-33600	182	11	and	and	CCONJ
bracis-33600	182	12	preserve	preserve	VERB
bracis-33600	182	13	long	long	ADJ
bracis-33600	182	14	-	-	PUNCT
bracis-33600	182	15	term	term	NOUN
bracis-33600	182	16	temporal	temporal	ADJ
bracis-33600	182	17	dependencies	dependency	NOUN
bracis-33600	182	18	within	within	ADP
bracis-33600	182	19	sequential	sequential	ADJ
bracis-33600	182	20	data	datum	NOUN
bracis-33600	182	21	(	(	PUNCT
bracis-33600	182	22	which	which	PRON
bracis-33600	182	23	financial	financial	ADJ
bracis-33600	182	24	prices	price	NOUN
bracis-33600	182	25	are	be	AUX
bracis-33600	182	26	an	an	DET
bracis-33600	182	27	example	example	NOUN
bracis-33600	182	28	)	)	PUNCT
bracis-33600	182	29	while	while	SCONJ
bracis-33600	182	30	mitigating	mitigate	VERB
bracis-33600	182	31	issues	issue	NOUN
bracis-33600	182	32	such	such	ADJ
bracis-33600	182	33	as	as	ADP
bracis-33600	182	34	gradient	gradient	ADJ
bracis-33600	182	35	vanishing	vanishing	NOUN
bracis-33600	182	36	or	or	CCONJ
bracis-33600	182	37	exploding	exploding	NOUN
bracis-33600	182	38	,	,	PUNCT
bracis-33600	182	39	which	which	PRON
bracis-33600	182	40	are	be	AUX
bracis-33600	182	41	common	common	ADJ
bracis-33600	182	42	in	in	ADP
bracis-33600	182	43	traditional	traditional	ADJ
bracis-33600	182	44	rnn	rnn	NOUN
bracis-33600	182	45	architectures	architecture	NOUN
bracis-33600	182	46	.	.	PUNCT
bracis-33600	183	1	$	$	SYM
bracis-33600	183	2	$	$	SYM
bracis-33600	183	3	\begin{aligned	\begin{aligne	VERB
bracis-33600	183	4	}	}	PUNCT
bracis-33600	183	5	i_t	i_t	PUNCT
bracis-33600	183	6	=	=	NOUN
bracis-33600	184	1	\sigma	\sigma	PROPN
bracis-33600	184	2	_	_	PUNCT
bracis-33600	184	3	g	g	NOUN
bracis-33600	184	4	(	(	PUNCT
bracis-33600	184	5	w_i[x_t	w_i[x_t	NOUN
bracis-33600	184	6	,	,	PUNCT
bracis-33600	184	7	h_{t-1	h_{t-1	ADP
bracis-33600	184	8	}	}	PUNCT
bracis-33600	184	9	]	]	PUNCT
bracis-33600	185	1	+	+	CCONJ
bracis-33600	185	2	b_i	b_i	NUM
bracis-33600	185	3	)	)	PUNCT
bracis-33600	185	4	\end{aligned}$$	\end{aligned}$$	X
bracis-33600	185	5	(	(	PUNCT
bracis-33600	185	6	3	3	NUM
bracis-33600	185	7	)	)	PUNCT
bracis-33600	185	8	$	$	SYM
bracis-33600	185	9	$	$	SYM
bracis-33600	185	10	\begin{aligned	\begin{aligne	VERB
bracis-33600	185	11	}	}	PUNCT
bracis-33600	185	12	f_t	f_t	PUNCT
bracis-33600	185	13	=	=	PUNCT
bracis-33600	186	1	\sigma	\sigma	PROPN
bracis-33600	186	2	_	_	PROPN
bracis-33600	186	3	g(w_f[x_t	g(w_f[x_t	NOUN
bracis-33600	186	4	,	,	PUNCT
bracis-33600	186	5	h_{t-1	h_{t-1	ADJ
bracis-33600	186	6	}	}	PUNCT
bracis-33600	186	7	]	]	PUNCT
bracis-33600	187	1	+	+	PUNCT
bracis-33600	187	2	b_f	b_f	SYM
bracis-33600	187	3	)	)	PUNCT
bracis-33600	187	4	\end{aligned}$$	\end{aligned}$$	X
bracis-33600	187	5	(	(	PUNCT
bracis-33600	187	6	4	4	NUM
bracis-33600	187	7	)	)	PUNCT
bracis-33600	187	8	$	$	SYM
bracis-33600	187	9	$	$	SYM
bracis-33600	187	10	\begin{aligned	\begin{aligne	VERB
bracis-33600	187	11	}	}	PUNCT
bracis-33600	187	12	o_t	o_t	PUNCT
bracis-33600	188	1	=	=	PUNCT
bracis-33600	188	2	\sigma	\sigma	PROPN
bracis-33600	188	3	_	_	PROPN
bracis-33600	188	4	g(w_o[x_t	g(w_o[x_t	NOUN
bracis-33600	188	5	,	,	PUNCT
bracis-33600	188	6	h_{t-1	h_{t-1	ADJ
bracis-33600	188	7	}	}	PUNCT
bracis-33600	188	8	]	]	PUNCT
bracis-33600	189	1	+	+	PUNCT
bracis-33600	189	2	b_o	b_o	NOUN
bracis-33600	189	3	)	)	PUNCT
bracis-33600	189	4	\end{aligned}$$	\end{aligned}$$	X
bracis-33600	189	5	(	(	PUNCT
bracis-33600	189	6	5	5	NUM
bracis-33600	189	7	)	)	PUNCT
bracis-33600	189	8	$	$	SYM
bracis-33600	189	9	$	$	SYM
bracis-33600	189	10	\begin{aligned	\begin{aligne	VERB
bracis-33600	189	11	}	}	PUNCT
bracis-33600	189	12	c_t	c_t	PUNCT
bracis-33600	190	1	=	=	SYM
bracis-33600	190	2	f_t	f_t	PUNCT
bracis-33600	191	1	\odot	\odot	NOUN
bracis-33600	191	2	c_{t-1	c_{t-1	PUNCT
bracis-33600	191	3	}	}	PUNCT
bracis-33600	191	4	+	+	CCONJ
bracis-33600	191	5	i_t	i_t	PUNCT
bracis-33600	191	6	\odot	\odot	NOUN
bracis-33600	191	7	\sigma	\sigma	PROPN
bracis-33600	191	8	_	_	PROPN
bracis-33600	191	9	c(w_c[x_t	c(w_c[x_t	NOUN
bracis-33600	191	10	,	,	PUNCT
bracis-33600	191	11	h_{t-1}]+b_c	h_{t-1}]+b_c	NOUN
bracis-33600	191	12	)	)	PUNCT
bracis-33600	191	13	\end{aligned}$$	\end{aligned}$$	X
bracis-33600	191	14	(	(	PUNCT
bracis-33600	191	15	6	6	NUM
bracis-33600	191	16	)	)	PUNCT
bracis-33600	191	17	$	$	SYM
bracis-33600	191	18	$	$	SYM
bracis-33600	191	19	\begin{aligned	\begin{aligne	VERB
bracis-33600	191	20	}	}	PUNCT
bracis-33600	191	21	h_t	h_t	PUNCT
bracis-33600	191	22	=	=	PUNCT
bracis-33600	192	1	o_t	o_t	PUNCT
bracis-33600	193	1	\odot	\odot	NOUN
bracis-33600	193	2	\sigma	\sigma	PROPN
bracis-33600	193	3	_	_	PUNCT
bracis-33600	193	4	c(c_t	c(c_t	PROPN
bracis-33600	193	5	)	)	PUNCT
bracis-33600	193	6	\end{aligned}$$	\end{aligned}$$	X
bracis-33600	193	7	(	(	PUNCT
bracis-33600	193	8	7	7	NUM
bracis-33600	193	9	)	)	PUNCT
bracis-33600	193	10	in	in	ADP
bracis-33600	193	11	the	the	DET
bracis-33600	193	12	equations	equation	NOUN
bracis-33600	193	13	above	above	ADP
bracis-33600	193	14	,	,	PUNCT
bracis-33600	193	15	\(i_t\	\(i_t\	NOUN
bracis-33600	193	16	)	)	PUNCT
bracis-33600	193	17	,	,	PUNCT
bracis-33600	193	18	\(f_t\	\(f_t\	ADJ
bracis-33600	193	19	)	)	PUNCT
bracis-33600	193	20	and	and	CCONJ
bracis-33600	193	21	\(o_t\	\(o_t\	NOUN
bracis-33600	193	22	)	)	PUNCT
bracis-33600	193	23	represent	represent	VERB
bracis-33600	193	24	respectively	respectively	ADV
bracis-33600	193	25	the	the	DET
bracis-33600	193	26	input	input	NOUN
bracis-33600	193	27	,	,	PUNCT
bracis-33600	193	28	forget	forget	VERB
bracis-33600	193	29	and	and	CCONJ
bracis-33600	193	30	output	output	NOUN
bracis-33600	193	31	gates	gate	NOUN
bracis-33600	193	32	at	at	ADP
bracis-33600	193	33	the	the	DET
bracis-33600	193	34	time	time	NOUN
bracis-33600	193	35	step	step	NOUN
bracis-33600	193	36	t	t	PROPN
bracis-33600	193	37	;	;	PUNCT
bracis-33600	193	38	w	w	NOUN
bracis-33600	193	39	and	and	CCONJ
bracis-33600	193	40	b	b	PROPN
bracis-33600	193	41	represent	represent	VERB
bracis-33600	193	42	which	which	DET
bracis-33600	193	43	one	one	NUM
bracis-33600	193	44	the	the	DET
bracis-33600	193	45	weights	weight	NOUN
bracis-33600	193	46	and	and	CCONJ
bracis-33600	193	47	the	the	DET
bracis-33600	193	48	bias	bias	NOUN
bracis-33600	193	49	of	of	ADP
bracis-33600	193	50	the	the	DET
bracis-33600	193	51	lstm	lstm	NOUN
bracis-33600	193	52	cell	cell	NOUN
bracis-33600	193	53	,	,	PUNCT
bracis-33600	193	54	it	it	PRON
bracis-33600	193	55	’s	’s	AUX
bracis-33600	193	56	noted	note	VERB
bracis-33600	193	57	that	that	SCONJ
bracis-33600	193	58	each	each	DET
bracis-33600	193	59	gate	gate	NOUN
bracis-33600	193	60	has	have	VERB
bracis-33600	193	61	their	their	PRON
bracis-33600	193	62	own	own	ADJ
bracis-33600	193	63	weights	weight	NOUN
bracis-33600	193	64	and	and	CCONJ
bracis-33600	193	65	biases	bias	NOUN
bracis-33600	193	66	;	;	PUNCT
bracis-33600	193	67	\(x_t\	\(x_t\	ADJ
bracis-33600	193	68	)	)	PUNCT
bracis-33600	193	69	is	be	AUX
bracis-33600	193	70	the	the	DET
bracis-33600	193	71	input	input	NOUN
bracis-33600	193	72	of	of	ADP
bracis-33600	193	73	the	the	DET
bracis-33600	193	74	cell	cell	NOUN
bracis-33600	193	75	,	,	PUNCT
bracis-33600	193	76	and	and	CCONJ
bracis-33600	193	77	\(h_{t-1}\	\(h_{t-1}\	X
bracis-33600	193	78	)	)	PUNCT
bracis-33600	193	79	the	the	DET
bracis-33600	193	80	hidden	hidden	ADJ
bracis-33600	193	81	state	state	NOUN
bracis-33600	193	82	at	at	ADP
bracis-33600	193	83	the	the	DET
bracis-33600	193	84	previous	previous	ADJ
bracis-33600	193	85	time	time	NOUN
bracis-33600	193	86	step	step	NOUN
bracis-33600	193	87	.	.	PUNCT
bracis-33600	194	1	the	the	DET
bracis-33600	194	2	operation	operation	NOUN
bracis-33600	194	3	[	[	X
bracis-33600	194	4	y	y	PROPN
bracis-33600	194	5	,	,	PUNCT
bracis-33600	194	6	 	 	SPACE
bracis-33600	194	7	z	z	NOUN
bracis-33600	194	8	]	]	PUNCT
bracis-33600	194	9	represents	represent	VERB
bracis-33600	194	10	concatenation	concatenation	NOUN
bracis-33600	194	11	.	.	PUNCT
bracis-33600	195	1	\(\sigma	\(\sigma	X
bracis-33600	196	1	_	_	PUNCT
bracis-33600	196	2	g\	g\	X
bracis-33600	196	3	)	)	PUNCT
bracis-33600	196	4	is	be	AUX
bracis-33600	196	5	the	the	DET
bracis-33600	196	6	sigmoid	sigmoid	NOUN
bracis-33600	196	7	function	function	NOUN
bracis-33600	196	8	,	,	PUNCT
bracis-33600	196	9	whereas	whereas	SCONJ
bracis-33600	196	10	\(\sigma	\(\sigma	NOUN
bracis-33600	196	11	_	_	PUNCT
bracis-33600	196	12	c\	c\	NOUN
bracis-33600	196	13	)	)	PUNCT
bracis-33600	196	14	is	be	AUX
bracis-33600	196	15	the	the	DET
bracis-33600	196	16	hyperbolic	hyperbolic	ADJ
bracis-33600	196	17	tangent	tangent	NOUN
bracis-33600	196	18	function	function	NOUN
bracis-33600	196	19	.	.	PUNCT
bracis-33600	197	1	thus	thus	ADV
bracis-33600	197	2	,	,	PUNCT
bracis-33600	197	3	memory	memory	NOUN
bracis-33600	197	4	\(c_t\	\(c_t\	NOUN
bracis-33600	197	5	)	)	PUNCT
bracis-33600	197	6	is	be	AUX
bracis-33600	197	7	formed	form	VERB
bracis-33600	197	8	taking	take	VERB
bracis-33600	197	9	the	the	DET
bracis-33600	197	10	value	value	NOUN
bracis-33600	197	11	of	of	ADP
bracis-33600	197	12	previous	previous	ADJ
bracis-33600	197	13	memory	memory	NOUN
bracis-33600	197	14	\(c_{t-1}\	\(c_{t-1}\	PROPN
bracis-33600	197	15	)	)	PUNCT
bracis-33600	197	16	weighted	weight	VERB
bracis-33600	197	17	by	by	ADP
bracis-33600	197	18	the	the	DET
bracis-33600	197	19	forget	forget	PROPN
bracis-33600	197	20	gate	gate	NOUN
bracis-33600	197	21	\(f_t\	\(f_t\	NOUN
bracis-33600	197	22	)	)	PUNCT
bracis-33600	197	23	added	add	VERB
bracis-33600	197	24	the	the	DET
bracis-33600	197	25	new	new	ADJ
bracis-33600	197	26	information	information	NOUN
bracis-33600	197	27	given	give	VERB
bracis-33600	197	28	by	by	ADP
bracis-33600	197	29	\(\sigma	\(\sigma	NOUN
bracis-33600	197	30	_	_	PUNCT
bracis-33600	197	31	c(w_c[x_t	c(w_c[x_t	PROPN
bracis-33600	197	32	,	,	PUNCT
bracis-33600	197	33	h_{t-1}]+b_c)\	h_{t-1}]+b_c)\	PROPN
bracis-33600	197	34	)	)	PUNCT
bracis-33600	197	35	weighted	weight	VERB
bracis-33600	197	36	by	by	ADP
bracis-33600	197	37	the	the	DET
bracis-33600	197	38	input	input	PROPN
bracis-33600	197	39	gate	gate	PROPN
bracis-33600	197	40	\(i_t\	\(i_t\	PROPN
bracis-33600	197	41	)	)	PUNCT
bracis-33600	197	42	.	.	PUNCT
bracis-33600	198	1	the	the	DET
bracis-33600	198	2	symbol	symbol	NOUN
bracis-33600	198	3	\(\odot	\(\odot	NOUN
bracis-33600	198	4	\	\	NOUN
bracis-33600	198	5	)	)	PUNCT
bracis-33600	198	6	represents	represent	VERB
bracis-33600	198	7	the	the	DET
bracis-33600	198	8	hadamard	hadamard	NOUN
bracis-33600	198	9	’s	’s	PART
bracis-33600	198	10	multiplication	multiplication	NOUN
bracis-33600	198	11	.	.	PUNCT
bracis-33600	199	1	finally	finally	ADV
bracis-33600	199	2	,	,	PUNCT
bracis-33600	199	3	the	the	DET
bracis-33600	199	4	actual	actual	ADJ
bracis-33600	199	5	hidden	hidden	ADJ
bracis-33600	199	6	state	state	NOUN
bracis-33600	199	7	is	be	AUX
bracis-33600	199	8	formed	form	VERB
bracis-33600	199	9	by	by	ADP
bracis-33600	199	10	the	the	DET
bracis-33600	199	11	memory	memory	NOUN
bracis-33600	199	12	\(c_t\	\(c_t\	NOUN
bracis-33600	199	13	)	)	PUNCT
bracis-33600	199	14	transformed	transform	VERB
bracis-33600	199	15	by	by	ADP
bracis-33600	199	16	the	the	DET
bracis-33600	199	17	function	function	NOUN
bracis-33600	199	18	\(\sigma	\(\sigma	NOUN
bracis-33600	199	19	_	_	PUNCT
bracis-33600	199	20	c\	c\	NOUN
bracis-33600	199	21	)	)	PUNCT
bracis-33600	199	22	.	.	PUNCT
bracis-33600	200	1	4	4	NUM
bracis-33600	200	2	experiments	experiment	NOUN
bracis-33600	200	3	and	and	CCONJ
bracis-33600	200	4	 	 	SPACE
bracis-33600	200	5	results	result	NOUN
bracis-33600	200	6	this	this	DET
bracis-33600	200	7	section	section	NOUN
bracis-33600	200	8	assesses	assess	VERB
bracis-33600	200	9	the	the	DET
bracis-33600	200	10	effectiveness	effectiveness	NOUN
bracis-33600	200	11	of	of	ADP
bracis-33600	200	12	our	our	PRON
bracis-33600	200	13	suggested	suggest	VERB
bracis-33600	200	14	market	market	NOUN
bracis-33600	200	15	trend	trend	NOUN
bracis-33600	200	16	classifier	classifier	NOUN
bracis-33600	200	17	and	and	CCONJ
bracis-33600	200	18	trend	trend	NOUN
bracis-33600	200	19	slope	slope	NOUN
bracis-33600	200	20	regressor	regressor	NOUN
bracis-33600	200	21	models	model	NOUN
bracis-33600	200	22	using	use	VERB
bracis-33600	200	23	various	various	ADJ
bracis-33600	200	24	parameter	parameter	NOUN
bracis-33600	200	25	values	value	NOUN
bracis-33600	200	26	.	.	PUNCT
bracis-33600	201	1	while	while	SCONJ
bracis-33600	201	2	the	the	DET
bracis-33600	201	3	accuracy	accuracy	NOUN
bracis-33600	201	4	,	,	PUNCT
bracis-33600	201	5	precision	precision	NOUN
bracis-33600	201	6	,	,	PUNCT
bracis-33600	201	7	and	and	CCONJ
bracis-33600	201	8	recall	recall	NOUN
bracis-33600	201	9	metrics	metric	NOUN
bracis-33600	201	10	are	be	AUX
bracis-33600	201	11	used	use	VERB
bracis-33600	201	12	to	to	PART
bracis-33600	201	13	assess	assess	VERB
bracis-33600	201	14	the	the	DET
bracis-33600	201	15	market	market	NOUN
bracis-33600	201	16	trend	trend	NOUN
bracis-33600	201	17	classifier	classifier	NOUN
bracis-33600	201	18	’s	’s	PART
bracis-33600	201	19	performance	performance	NOUN
bracis-33600	201	20	,	,	PUNCT
bracis-33600	201	21	the	the	DET
bracis-33600	201	22	mean	mean	NOUN
bracis-33600	201	23	squared	square	VERB
bracis-33600	201	24	error	error	NOUN
bracis-33600	201	25	,	,	PUNCT
bracis-33600	201	26	mean	mean	ADJ
bracis-33600	201	27	absolute	absolute	ADJ
bracis-33600	201	28	error	error	NOUN
bracis-33600	201	29	,	,	PUNCT
bracis-33600	201	30	and	and	CCONJ
bracis-33600	201	31	mean	mean	VERB
bracis-33600	201	32	absolute	absolute	ADJ
bracis-33600	201	33	percentage	percentage	NOUN
bracis-33600	201	34	error	error	NOUN
bracis-33600	201	35	are	be	AUX
bracis-33600	201	36	used	use	VERB
bracis-33600	201	37	to	to	PART
bracis-33600	201	38	evaluate	evaluate	VERB
bracis-33600	201	39	the	the	DET
bracis-33600	201	40	trend	trend	NOUN
bracis-33600	201	41	slope	slope	NOUN
bracis-33600	201	42	regressor	regressor	NOUN
bracis-33600	201	43	’s	’s	PART
bracis-33600	201	44	performance	performance	NOUN
bracis-33600	201	45	.	.	PUNCT
bracis-33600	202	1	table	table	NOUN
bracis-33600	202	2	1	1	NUM
bracis-33600	202	3	.	.	PUNCT
bracis-33600	203	1	metrics	metric	NOUN
bracis-33600	203	2	for	for	ADP
bracis-33600	203	3	the	the	DET
bracis-33600	203	4	market	market	NOUN
bracis-33600	203	5	trend	trend	NOUN
bracis-33600	203	6	classifierfull	classifierfull	NOUN
bracis-33600	203	7	size	size	NOUN
bracis-33600	203	8	table	table	NOUN
bracis-33600	203	9	table	table	NOUN
bracis-33600	203	10	2	2	NUM
bracis-33600	203	11	.	.	PUNCT
bracis-33600	203	12	metrics	metric	NOUN
bracis-33600	203	13	for	for	ADP
bracis-33600	203	14	the	the	DET
bracis-33600	203	15	trend	trend	NOUN
bracis-33600	203	16	slope	slope	NOUN
bracis-33600	203	17	regressorfull	regressorfull	NOUN
bracis-33600	203	18	size	size	NOUN
bracis-33600	203	19	table	table	NOUN
bracis-33600	203	20	in	in	ADP
bracis-33600	203	21	this	this	DET
bracis-33600	203	22	study	study	NOUN
bracis-33600	203	23	,	,	PUNCT
bracis-33600	203	24	bitcoin	bitcoin	NOUN
bracis-33600	203	25	data	datum	NOUN
bracis-33600	203	26	was	be	AUX
bracis-33600	203	27	used	use	VERB
bracis-33600	203	28	to	to	PART
bracis-33600	203	29	perform	perform	VERB
bracis-33600	203	30	the	the	DET
bracis-33600	203	31	training	training	NOUN
bracis-33600	203	32	and	and	CCONJ
bracis-33600	203	33	testing	testing	NOUN
bracis-33600	203	34	of	of	ADP
bracis-33600	203	35	the	the	DET
bracis-33600	203	36	trend	trend	NOUN
bracis-33600	203	37	predictors	predictor	NOUN
bracis-33600	203	38	.	.	PUNCT
bracis-33600	204	1	bitcoin	bitcoin	PROPN
bracis-33600	204	2	was	be	AUX
bracis-33600	204	3	chosen	choose	VERB
bracis-33600	204	4	as	as	SCONJ
bracis-33600	204	5	it	it	PRON
bracis-33600	204	6	’s	’	VERB
bracis-33600	204	7	the	the	DET
bracis-33600	204	8	first	first	ADJ
bracis-33600	204	9	and	and	CCONJ
bracis-33600	204	10	most	most	ADV
bracis-33600	204	11	widely	widely	ADV
bracis-33600	204	12	recognized	recognize	VERB
bracis-33600	204	13	cryptocurrency	cryptocurrency	NOUN
bracis-33600	204	14	,	,	PUNCT
bracis-33600	204	15	and	and	CCONJ
bracis-33600	204	16	holds	hold	VERB
bracis-33600	204	17	significant	significant	ADJ
bracis-33600	204	18	representativity	representativity	NOUN
bracis-33600	204	19	in	in	ADP
bracis-33600	204	20	the	the	DET
bracis-33600	204	21	market	market	NOUN
bracis-33600	204	22	,	,	PUNCT
bracis-33600	204	23	often	often	ADV
bracis-33600	204	24	serving	serve	VERB
bracis-33600	204	25	as	as	ADP
bracis-33600	204	26	the	the	DET
bracis-33600	204	27	benchmark	benchmark	NOUN
bracis-33600	204	28	for	for	ADP
bracis-33600	204	29	other	other	ADJ
bracis-33600	204	30	digital	digital	ADJ
bracis-33600	204	31	assets	asset	NOUN
bracis-33600	204	32	.	.	PUNCT
bracis-33600	205	1	it	it	PRON
bracis-33600	205	2	commands	command	VERB
bracis-33600	205	3	the	the	DET
bracis-33600	205	4	largest	large	ADJ
bracis-33600	205	5	market	market	NOUN
bracis-33600	205	6	capitalization	capitalization	NOUN
bracis-33600	205	7	,	,	PUNCT
bracis-33600	205	8	influencing	influence	VERB
bracis-33600	205	9	market	market	NOUN
bracis-33600	205	10	trends	trend	NOUN
bracis-33600	205	11	and	and	CCONJ
bracis-33600	205	12	investor	investor	NOUN
bracis-33600	205	13	sentiment	sentiment	NOUN
bracis-33600	205	14	.	.	PUNCT
bracis-33600	206	1	bitcoin	bitcoin	PROPN
bracis-33600	206	2	’s	’s	PART
bracis-33600	206	3	dominance	dominance	NOUN
bracis-33600	206	4	also	also	ADV
bracis-33600	206	5	reflects	reflect	VERB
bracis-33600	206	6	its	its	PRON
bracis-33600	206	7	role	role	NOUN
bracis-33600	206	8	as	as	ADP
bracis-33600	206	9	a	a	DET
bracis-33600	206	10	store	store	NOUN
bracis-33600	206	11	of	of	ADP
bracis-33600	206	12	value	value	NOUN
bracis-33600	206	13	and	and	CCONJ
bracis-33600	206	14	a	a	DET
bracis-33600	206	15	leading	lead	VERB
bracis-33600	206	16	indicator	indicator	NOUN
bracis-33600	206	17	of	of	ADP
bracis-33600	206	18	the	the	DET
bracis-33600	206	19	cryptocurrency	cryptocurrency	NOUN
bracis-33600	206	20	sector	sector	NOUN
bracis-33600	206	21	’s	’s	PART
bracis-33600	206	22	health	health	NOUN
bracis-33600	206	23	and	and	CCONJ
bracis-33600	206	24	maturity	maturity	NOUN
bracis-33600	206	25	.	.	PUNCT
bracis-33600	207	1	said	say	VERB
bracis-33600	207	2	that	that	SCONJ
bracis-33600	207	3	,	,	PUNCT
bracis-33600	207	4	the	the	DET
bracis-33600	207	5	dataset	dataset	NOUN
bracis-33600	207	6	consists	consist	VERB
bracis-33600	207	7	of	of	ADP
bracis-33600	207	8	the	the	DET
bracis-33600	207	9	last	last	ADJ
bracis-33600	207	10	30’000	30’000	ADJ
bracis-33600	207	11	candles	candle	NOUN
bracis-33600	207	12	of	of	ADP
bracis-33600	207	13	the	the	DET
bracis-33600	207	14	btcusdt	btcusdt	NOUN
bracis-33600	207	15	(	(	PUNCT
bracis-33600	207	16	bitcoin	bitcoin	NOUN
bracis-33600	207	17	price	price	NOUN
bracis-33600	207	18	given	give	VERB
bracis-33600	207	19	in	in	ADP
bracis-33600	207	20	dollars	dollar	NOUN
bracis-33600	207	21	)	)	PUNCT
bracis-33600	207	22	in	in	ADP
bracis-33600	207	23	the	the	DET
bracis-33600	207	24	period	period	NOUN
bracis-33600	207	25	between	between	ADP
bracis-33600	207	26	january	january	PROPN
bracis-33600	207	27	01	01	NUM
bracis-33600	207	28	,	,	PUNCT
bracis-33600	207	29	2022	2022	NUM
bracis-33600	207	30	,	,	PUNCT
bracis-33600	207	31	and	and	CCONJ
bracis-33600	207	32	january	january	PROPN
bracis-33600	207	33	01	01	NUM
bracis-33600	207	34	,	,	PUNCT
bracis-33600	207	35	2024	2024	NUM
bracis-33600	207	36	.	.	PUNCT
bracis-33600	208	1	opening	opening	NOUN
bracis-33600	208	2	,	,	PUNCT
bracis-33600	208	3	high	high	ADJ
bracis-33600	208	4	,	,	PUNCT
bracis-33600	208	5	low	low	ADJ
bracis-33600	208	6	,	,	PUNCT
bracis-33600	208	7	close	close	ADJ
bracis-33600	208	8	,	,	PUNCT
bracis-33600	208	9	and	and	CCONJ
bracis-33600	208	10	volume	volume	NOUN
bracis-33600	208	11	of	of	ADP
bracis-33600	208	12	each	each	DET
bracis-33600	208	13	candle	candle	NOUN
bracis-33600	208	14	were	be	AUX
bracis-33600	208	15	used	use	VERB
bracis-33600	208	16	to	to	PART
bracis-33600	208	17	calculate	calculate	VERB
bracis-33600	208	18	technical	technical	ADJ
bracis-33600	208	19	indicators	indicator	NOUN
bracis-33600	208	20	.	.	PUNCT
bracis-33600	209	1	the	the	DET
bracis-33600	209	2	technical	technical	ADJ
bracis-33600	209	3	indicators	indicator	NOUN
bracis-33600	209	4	were	be	AUX
bracis-33600	209	5	:	:	PUNCT
bracis-33600	209	6	exponential	exponential	ADJ
bracis-33600	209	7	moving	move	VERB
bracis-33600	209	8	average(ema	average(ema	ADV
bracis-33600	209	9	)	)	PUNCT
bracis-33600	209	10	,	,	PUNCT
bracis-33600	209	11	weighted	weight	VERB
bracis-33600	209	12	moving	move	VERB
bracis-33600	209	13	average(wma	average(wma	PROPN
bracis-33600	209	14	)	)	PUNCT
bracis-33600	209	15	,	,	PUNCT
bracis-33600	209	16	moving	move	VERB
bracis-33600	209	17	average	average	ADJ
bracis-33600	209	18	convergence	convergence	NOUN
bracis-33600	209	19	divergence(macd	divergence(macd	PROPN
bracis-33600	209	20	)	)	PUNCT
bracis-33600	209	21	,	,	PUNCT
bracis-33600	209	22	momentum	momentum	NOUN
bracis-33600	209	23	(	(	PUNCT
bracis-33600	209	24	mom	mom	NOUN
bracis-33600	209	25	)	)	PUNCT
bracis-33600	209	26	,	,	PUNCT
bracis-33600	209	27	commodities	commodity	NOUN
bracis-33600	209	28	channel	channel	NOUN
bracis-33600	209	29	index(cci	index(cci	NOUN
bracis-33600	209	30	)	)	PUNCT
bracis-33600	209	31	,	,	PUNCT
bracis-33600	209	32	detrended	detrende	VERB
bracis-33600	209	33	price	price	NOUN
bracis-33600	209	34	oscillator(dpo	oscillator(dpo	PROPN
bracis-33600	209	35	)	)	PUNCT
bracis-33600	209	36	,	,	PUNCT
bracis-33600	209	37	relative	relative	ADJ
bracis-33600	209	38	strength	strength	NOUN
bracis-33600	209	39	index(rsi	index(rsi	PROPN
bracis-33600	209	40	)	)	PUNCT
bracis-33600	209	41	,	,	PUNCT
bracis-33600	209	42	average	average	ADJ
bracis-33600	209	43	true	true	ADJ
bracis-33600	209	44	range(atr	range(atr	NOUN
bracis-33600	209	45	)	)	PUNCT
bracis-33600	209	46	,	,	PUNCT
bracis-33600	209	47	stochastic	stochastic	ADJ
bracis-33600	209	48	k%	k%	NOUN
bracis-33600	209	49	and	and	CCONJ
bracis-33600	209	50	stochastic	stochastic	ADJ
bracis-33600	209	51	d%	d%	NOUN
bracis-33600	209	52	.	.	PUNCT
bracis-33600	210	1	the	the	DET
bracis-33600	210	2	results	result	NOUN
bracis-33600	210	3	for	for	ADP
bracis-33600	210	4	training	training	NOUN
bracis-33600	210	5	and	and	CCONJ
bracis-33600	210	6	test	test	NOUN
bracis-33600	210	7	of	of	ADP
bracis-33600	210	8	the	the	DET
bracis-33600	210	9	market	market	NOUN
bracis-33600	210	10	trend	trend	NOUN
bracis-33600	210	11	classifier	classifier	NOUN
bracis-33600	210	12	are	be	AUX
bracis-33600	210	13	shown	show	VERB
bracis-33600	210	14	in	in	ADP
bracis-33600	210	15	table	table	NOUN
bracis-33600	210	16	 	 	SPACE
bracis-33600	210	17	1	1	NUM
bracis-33600	210	18	.	.	PUNCT
bracis-33600	211	1	the	the	DET
bracis-33600	211	2	number	number	NOUN
bracis-33600	211	3	of	of	ADP
bracis-33600	211	4	candles	candle	NOUN
bracis-33600	211	5	taken	take	VERB
bracis-33600	211	6	for	for	ADP
bracis-33600	211	7	the	the	DET
bracis-33600	211	8	linear	linear	ADJ
bracis-33600	211	9	regression	regression	NOUN
bracis-33600	211	10	calculation	calculation	NOUN
bracis-33600	211	11	was	be	AUX
bracis-33600	211	12	varied	varied	ADJ
bracis-33600	211	13	between	between	ADP
bracis-33600	211	14	two	two	NUM
bracis-33600	211	15	to	to	PART
bracis-33600	211	16	twelve	twelve	NUM
bracis-33600	211	17	,	,	PUNCT
bracis-33600	211	18	where	where	SCONJ
bracis-33600	211	19	half	half	NOUN
bracis-33600	211	20	of	of	ADP
bracis-33600	211	21	the	the	DET
bracis-33600	211	22	candles	candle	NOUN
bracis-33600	211	23	are	be	AUX
bracis-33600	211	24	future	future	ADJ
bracis-33600	211	25	candles	candle	NOUN
bracis-33600	211	26	and	and	CCONJ
bracis-33600	211	27	half	half	NOUN
bracis-33600	211	28	are	be	AUX
bracis-33600	211	29	past	past	ADJ
bracis-33600	211	30	candles	candle	NOUN
bracis-33600	211	31	.	.	PUNCT
bracis-33600	212	1	the	the	PRON
bracis-33600	212	2	greater	great	ADJ
bracis-33600	212	3	the	the	DET
bracis-33600	212	4	number	number	NOUN
bracis-33600	212	5	of	of	ADP
bracis-33600	212	6	candles	candle	NOUN
bracis-33600	212	7	,	,	PUNCT
bracis-33600	212	8	the	the	PRON
bracis-33600	212	9	more	more	ADV
bracis-33600	212	10	the	the	DET
bracis-33600	212	11	trend	trend	NOUN
bracis-33600	212	12	is	be	AUX
bracis-33600	212	13	consolidated	consolidate	VERB
bracis-33600	212	14	.	.	PUNCT
bracis-33600	213	1	it	it	PRON
bracis-33600	213	2	’s	’	VERB
bracis-33600	213	3	clear	clear	ADJ
bracis-33600	213	4	from	from	ADP
bracis-33600	213	5	the	the	DET
bracis-33600	213	6	data	datum	NOUN
bracis-33600	213	7	that	that	PRON
bracis-33600	213	8	market	market	NOUN
bracis-33600	213	9	forecasting	forecasting	NOUN
bracis-33600	213	10	is	be	AUX
bracis-33600	213	11	possible	possible	ADJ
bracis-33600	213	12	,	,	PUNCT
bracis-33600	213	13	given	give	VERB
bracis-33600	213	14	that	that	SCONJ
bracis-33600	213	15	if	if	SCONJ
bracis-33600	213	16	the	the	DET
bracis-33600	213	17	market	market	NOUN
bracis-33600	213	18	was	be	AUX
bracis-33600	213	19	all	all	ADV
bracis-33600	213	20	random	random	ADJ
bracis-33600	213	21	,	,	PUNCT
bracis-33600	213	22	the	the	DET
bracis-33600	213	23	accuracy	accuracy	NOUN
bracis-33600	213	24	of	of	ADP
bracis-33600	213	25	all	all	DET
bracis-33600	213	26	models	model	NOUN
bracis-33600	213	27	would	would	AUX
bracis-33600	213	28	be	be	AUX
bracis-33600	213	29	near	near	ADP
bracis-33600	213	30	50	50	NUM
bracis-33600	213	31	%	%	NOUN
bracis-33600	213	32	.	.	PUNCT
bracis-33600	214	1	furthermore	furthermore	ADV
bracis-33600	214	2	,	,	PUNCT
bracis-33600	214	3	as	as	SCONJ
bracis-33600	214	4	shown	show	VERB
bracis-33600	214	5	in	in	ADP
bracis-33600	214	6	the	the	DET
bracis-33600	214	7	table	table	NOUN
bracis-33600	214	8	,	,	PUNCT
bracis-33600	214	9	the	the	DET
bracis-33600	214	10	models	model	NOUN
bracis-33600	214	11	trained	train	VERB
bracis-33600	214	12	with	with	ADP
bracis-33600	214	13	more	more	ADJ
bracis-33600	214	14	candles	candle	NOUN
bracis-33600	214	15	show	show	VERB
bracis-33600	214	16	a	a	DET
bracis-33600	214	17	better	well	ADJ
bracis-33600	214	18	performance	performance	NOUN
bracis-33600	214	19	than	than	ADP
bracis-33600	214	20	the	the	DET
bracis-33600	214	21	models	model	NOUN
bracis-33600	214	22	trained	train	VERB
bracis-33600	214	23	with	with	ADP
bracis-33600	214	24	fewer	few	ADJ
bracis-33600	214	25	candles	candle	NOUN
bracis-33600	214	26	,	,	PUNCT
bracis-33600	214	27	which	which	PRON
bracis-33600	214	28	suggests	suggest	VERB
bracis-33600	214	29	that	that	SCONJ
bracis-33600	214	30	market	market	NOUN
bracis-33600	214	31	forecasting	forecasting	NOUN
bracis-33600	214	32	is	be	AUX
bracis-33600	214	33	more	more	ADV
bracis-33600	214	34	sympathetic	sympathetic	ADJ
bracis-33600	214	35	to	to	ADP
bracis-33600	214	36	more	more	ADV
bracis-33600	214	37	consolidated	consolidated	ADJ
bracis-33600	214	38	trends	trend	NOUN
bracis-33600	214	39	.	.	PUNCT
bracis-33600	215	1	the	the	DET
bracis-33600	215	2	results	result	NOUN
bracis-33600	215	3	for	for	ADP
bracis-33600	215	4	training	training	NOUN
bracis-33600	215	5	and	and	CCONJ
bracis-33600	215	6	testing	testing	NOUN
bracis-33600	215	7	of	of	ADP
bracis-33600	215	8	the	the	DET
bracis-33600	215	9	trend	trend	NOUN
bracis-33600	215	10	slope	slope	NOUN
bracis-33600	215	11	regressor	regressor	NOUN
bracis-33600	215	12	are	be	AUX
bracis-33600	215	13	shown	show	VERB
bracis-33600	215	14	in	in	ADP
bracis-33600	215	15	table	table	NOUN
bracis-33600	215	16	 	 	SPACE
bracis-33600	215	17	2	2	NUM
bracis-33600	215	18	and	and	CCONJ
bracis-33600	215	19	in	in	ADP
bracis-33600	215	20	fig	fig	NOUN
bracis-33600	215	21	.	.	PUNCT
bracis-33600	215	22	 	 	SPACE
bracis-33600	216	1	4	4	X
bracis-33600	216	2	.	.	PUNCT
bracis-33600	217	1	visually	visually	ADV
bracis-33600	217	2	,	,	PUNCT
bracis-33600	217	3	the	the	DET
bracis-33600	217	4	graphs	graph	NOUN
bracis-33600	217	5	show	show	VERB
bracis-33600	217	6	,	,	PUNCT
bracis-33600	217	7	like	like	ADP
bracis-33600	217	8	in	in	ADP
bracis-33600	217	9	the	the	DET
bracis-33600	217	10	case	case	NOUN
bracis-33600	217	11	of	of	ADP
bracis-33600	217	12	the	the	DET
bracis-33600	217	13	market	market	NOUN
bracis-33600	217	14	trend	trend	NOUN
bracis-33600	217	15	classifier	classifier	NOUN
bracis-33600	217	16	,	,	PUNCT
bracis-33600	217	17	that	that	SCONJ
bracis-33600	217	18	the	the	PRON
bracis-33600	217	19	greater	great	ADJ
bracis-33600	217	20	the	the	DET
bracis-33600	217	21	number	number	NOUN
bracis-33600	217	22	of	of	ADP
bracis-33600	217	23	candles	candle	NOUN
bracis-33600	217	24	used	use	VERB
bracis-33600	217	25	in	in	ADP
bracis-33600	217	26	linear	linear	PROPN
bracis-33600	217	27	regression	regression	NOUN
bracis-33600	217	28	,	,	PUNCT
bracis-33600	217	29	the	the	PRON
bracis-33600	217	30	more	more	ADV
bracis-33600	217	31	likely	likely	ADJ
bracis-33600	217	32	the	the	DET
bracis-33600	217	33	curves	curve	NOUN
bracis-33600	217	34	of	of	ADP
bracis-33600	217	35	true	true	ADJ
bracis-33600	217	36	and	and	CCONJ
bracis-33600	217	37	predicted	predict	VERB
bracis-33600	217	38	values	value	NOUN
bracis-33600	217	39	will	will	AUX
bracis-33600	217	40	match	match	VERB
bracis-33600	217	41	.	.	PUNCT
bracis-33600	218	1	this	this	DET
bracis-33600	218	2	phenomenon	phenomenon	NOUN
bracis-33600	218	3	can	can	AUX
bracis-33600	218	4	be	be	AUX
bracis-33600	218	5	explained	explain	VERB
bracis-33600	218	6	by	by	ADP
bracis-33600	218	7	the	the	DET
bracis-33600	218	8	higher	high	ADJ
bracis-33600	218	9	volatility	volatility	NOUN
bracis-33600	218	10	of	of	ADP
bracis-33600	218	11	linear	linear	ADJ
bracis-33600	218	12	regression	regression	NOUN
bracis-33600	218	13	calculated	calculate	VERB
bracis-33600	218	14	with	with	ADP
bracis-33600	218	15	fewer	few	ADJ
bracis-33600	218	16	candles	candle	NOUN
bracis-33600	218	17	.	.	PUNCT
bracis-33600	219	1	nevertheless	nevertheless	ADV
bracis-33600	219	2	,	,	PUNCT
bracis-33600	219	3	table	table	NOUN
bracis-33600	219	4	 	 	SPACE
bracis-33600	219	5	2	2	NUM
bracis-33600	219	6	shows	show	VERB
bracis-33600	219	7	bigger	big	ADJ
bracis-33600	219	8	values	value	NOUN
bracis-33600	219	9	of	of	ADP
bracis-33600	219	10	errors	error	NOUN
bracis-33600	219	11	as	as	ADP
bracis-33600	219	12	the	the	DET
bracis-33600	219	13	number	number	NOUN
bracis-33600	219	14	of	of	ADP
bracis-33600	219	15	candles	candle	NOUN
bracis-33600	219	16	increases	increase	NOUN
bracis-33600	219	17	.	.	PUNCT
bracis-33600	220	1	the	the	DET
bracis-33600	220	2	smallest	small	ADJ
bracis-33600	220	3	values	value	NOUN
bracis-33600	220	4	of	of	ADP
bracis-33600	220	5	errors	error	NOUN
bracis-33600	220	6	come	come	VERB
bracis-33600	220	7	from	from	ADP
bracis-33600	220	8	fig	fig	NOUN
bracis-33600	220	9	.	.	PUNCT
bracis-33600	221	1	4	4	NUM
bracis-33600	221	2	.	.	NOUN
bracis-33600	221	3	trend	trend	NOUN
bracis-33600	221	4	slope	slope	NOUN
bracis-33600	221	5	over	over	ADP
bracis-33600	221	6	time	time	NOUN
bracis-33600	221	7	,	,	PUNCT
bracis-33600	221	8	for	for	ADP
bracis-33600	221	9	the	the	DET
bracis-33600	221	10	trend	trend	NOUN
bracis-33600	221	11	slope	slope	NOUN
bracis-33600	221	12	predictor	predictor	NOUN
bracis-33600	221	13	built	build	VERB
bracis-33600	221	14	with	with	ADP
bracis-33600	221	15	(	(	PUNCT
bracis-33600	221	16	a	a	X
bracis-33600	221	17	)	)	PUNCT
bracis-33600	221	18	2	2	NUM
bracis-33600	221	19	candles	candle	NOUN
bracis-33600	221	20	,	,	PUNCT
bracis-33600	221	21	(	(	PUNCT
bracis-33600	221	22	b	b	X
bracis-33600	221	23	)	)	PUNCT
bracis-33600	221	24	4	4	NUM
bracis-33600	221	25	candles	candle	NOUN
bracis-33600	221	26	,	,	PUNCT
bracis-33600	221	27	(	(	PUNCT
bracis-33600	221	28	c	c	NOUN
bracis-33600	221	29	)	)	PUNCT
bracis-33600	221	30	6	6	NUM
bracis-33600	221	31	candles	candle	NOUN
bracis-33600	221	32	,	,	PUNCT
bracis-33600	221	33	(	(	PUNCT
bracis-33600	221	34	d	d	NOUN
bracis-33600	221	35	)	)	PUNCT
bracis-33600	221	36	8	8	NUM
bracis-33600	221	37	candles	candle	NOUN
bracis-33600	221	38	,	,	PUNCT
bracis-33600	221	39	(	(	PUNCT
bracis-33600	221	40	e	e	NOUN
bracis-33600	221	41	)	)	PUNCT
bracis-33600	221	42	10	10	NUM
bracis-33600	221	43	candles	candle	NOUN
bracis-33600	221	44	,	,	PUNCT
bracis-33600	221	45	and	and	CCONJ
bracis-33600	221	46	(	(	PUNCT
bracis-33600	221	47	f	f	X
bracis-33600	221	48	)	)	PUNCT
bracis-33600	221	49	12	12	NUM
bracis-33600	221	50	candles	candle	NOUN
bracis-33600	221	51	.	.	PUNCT
bracis-33600	222	1	the	the	DET
bracis-33600	222	2	curves	curve	NOUN
bracis-33600	222	3	in	in	ADP
bracis-33600	222	4	purple	purple	ADJ
bracis-33600	222	5	show	show	NOUN
bracis-33600	222	6	the	the	DET
bracis-33600	222	7	true	true	ADJ
bracis-33600	222	8	values	value	NOUN
bracis-33600	222	9	of	of	ADP
bracis-33600	222	10	the	the	DET
bracis-33600	222	11	slope	slope	NOUN
bracis-33600	222	12	,	,	PUNCT
bracis-33600	222	13	whereas	whereas	SCONJ
bracis-33600	222	14	the	the	DET
bracis-33600	222	15	curves	curve	NOUN
bracis-33600	222	16	in	in	ADP
bracis-33600	222	17	blue	blue	ADJ
bracis-33600	222	18	show	show	NOUN
bracis-33600	222	19	the	the	DET
bracis-33600	222	20	predicted	predict	VERB
bracis-33600	222	21	values	value	NOUN
bracis-33600	222	22	.	.	PUNCT
bracis-33600	223	1	the	the	DET
bracis-33600	223	2	slopes	slope	NOUN
bracis-33600	223	3	are	be	AUX
bracis-33600	223	4	shown	show	VERB
bracis-33600	223	5	for	for	ADP
bracis-33600	223	6	train	train	NOUN
bracis-33600	223	7	and	and	CCONJ
bracis-33600	223	8	test	test	NOUN
bracis-33600	223	9	samples	sample	NOUN
bracis-33600	223	10	(	(	PUNCT
bracis-33600	223	11	color	color	NOUN
bracis-33600	223	12	figure	figure	NOUN
bracis-33600	223	13	online	online	ADV
bracis-33600	223	14	)	)	PUNCT
bracis-33600	223	15	full	full	ADJ
bracis-33600	223	16	size	size	NOUN
bracis-33600	223	17	image	image	NOUN
bracis-33600	223	18	the	the	DET
bracis-33600	223	19	case	case	NOUN
bracis-33600	223	20	in	in	ADP
bracis-33600	223	21	which	which	PRON
bracis-33600	223	22	only	only	ADV
bracis-33600	223	23	2	2	NUM
bracis-33600	223	24	candles	candle	NOUN
bracis-33600	223	25	were	be	AUX
bracis-33600	223	26	used	use	VERB
bracis-33600	223	27	for	for	ADP
bracis-33600	223	28	linear	linear	ADJ
bracis-33600	223	29	regression	regression	NOUN
bracis-33600	223	30	calculation	calculation	NOUN
bracis-33600	223	31	,	,	PUNCT
bracis-33600	223	32	and	and	CCONJ
bracis-33600	223	33	we	we	PRON
bracis-33600	223	34	see	see	VERB
bracis-33600	223	35	clearly	clearly	ADV
bracis-33600	223	36	from	from	ADP
bracis-33600	223	37	the	the	DET
bracis-33600	223	38	pictures	picture	NOUN
bracis-33600	223	39	that	that	PRON
bracis-33600	223	40	was	be	AUX
bracis-33600	223	41	the	the	DET
bracis-33600	223	42	worst	bad	ADJ
bracis-33600	223	43	scenario	scenario	NOUN
bracis-33600	223	44	.	.	PUNCT
bracis-33600	224	1	this	this	PRON
bracis-33600	224	2	occurs	occur	VERB
bracis-33600	224	3	because	because	SCONJ
bracis-33600	224	4	the	the	DET
bracis-33600	224	5	model	model	NOUN
bracis-33600	224	6	can	can	AUX
bracis-33600	224	7	be	be	AUX
bracis-33600	224	8	stuck	stick	VERB
bracis-33600	224	9	in	in	ADP
bracis-33600	224	10	local	local	ADJ
bracis-33600	224	11	minima	minima	NOUN
bracis-33600	224	12	in	in	ADP
bracis-33600	224	13	the	the	DET
bracis-33600	224	14	gradient	gradient	ADJ
bracis-33600	224	15	descent	descent	NOUN
bracis-33600	224	16	part	part	NOUN
bracis-33600	224	17	of	of	ADP
bracis-33600	224	18	training	training	NOUN
bracis-33600	224	19	,	,	PUNCT
bracis-33600	224	20	delivering	deliver	VERB
bracis-33600	224	21	small	small	ADJ
bracis-33600	224	22	values	value	NOUN
bracis-33600	224	23	of	of	ADP
bracis-33600	224	24	error	error	NOUN
bracis-33600	224	25	,	,	PUNCT
bracis-33600	224	26	whereas	whereas	SCONJ
bracis-33600	224	27	the	the	DET
bracis-33600	224	28	overall	overall	ADJ
bracis-33600	224	29	predicted	predict	VERB
bracis-33600	224	30	curve	curve	NOUN
bracis-33600	224	31	does	do	AUX
bracis-33600	224	32	not	not	PART
bracis-33600	224	33	match	match	VERB
bracis-33600	224	34	the	the	DET
bracis-33600	224	35	real	real	ADJ
bracis-33600	224	36	curve	curve	NOUN
bracis-33600	224	37	.	.	PUNCT
bracis-33600	225	1	5	5	NUM
bracis-33600	225	2	conclusion	conclusion	NOUN
bracis-33600	225	3	this	this	DET
bracis-33600	225	4	paper	paper	NOUN
bracis-33600	225	5	presents	present	VERB
bracis-33600	225	6	a	a	DET
bracis-33600	225	7	novel	novel	ADJ
bracis-33600	225	8	strategy	strategy	NOUN
bracis-33600	225	9	for	for	ADP
bracis-33600	225	10	training	train	VERB
bracis-33600	225	11	financial	financial	ADJ
bracis-33600	225	12	predictors	predictor	NOUN
bracis-33600	225	13	using	use	VERB
bracis-33600	225	14	linear	linear	PROPN
bracis-33600	225	15	regression	regression	NOUN
bracis-33600	225	16	,	,	PUNCT
bracis-33600	225	17	focusing	focus	VERB
bracis-33600	225	18	on	on	ADP
bracis-33600	225	19	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	225	20	,	,	PUNCT
bracis-33600	225	21	especially	especially	ADV
bracis-33600	225	22	bitcoin	bitcoin	ADJ
bracis-33600	225	23	,	,	PUNCT
bracis-33600	225	24	due	due	ADP
bracis-33600	225	25	to	to	ADP
bracis-33600	225	26	its	its	PRON
bracis-33600	225	27	market	market	NOUN
bracis-33600	225	28	significance	significance	NOUN
bracis-33600	225	29	and	and	CCONJ
bracis-33600	225	30	trend	trend	NOUN
bracis-33600	225	31	forecasting	forecasting	NOUN
bracis-33600	225	32	complexities	complexity	NOUN
bracis-33600	225	33	.	.	PUNCT
bracis-33600	226	1	the	the	DET
bracis-33600	226	2	proposed	propose	VERB
bracis-33600	226	3	architecture	architecture	NOUN
bracis-33600	226	4	employs	employ	VERB
bracis-33600	226	5	bidirectional	bidirectional	ADJ
bracis-33600	226	6	long	long	ADJ
bracis-33600	226	7	short	short	ADJ
bracis-33600	226	8	-	-	PUNCT
bracis-33600	226	9	term	term	NOUN
bracis-33600	226	10	memory	memory	NOUN
bracis-33600	226	11	(	(	PUNCT
bracis-33600	226	12	bilstm	bilstm	NOUN
bracis-33600	226	13	)	)	PUNCT
bracis-33600	226	14	and	and	CCONJ
bracis-33600	226	15	convolutional	convolutional	ADJ
bracis-33600	226	16	layers	layer	NOUN
bracis-33600	226	17	to	to	PART
bracis-33600	226	18	capture	capture	VERB
bracis-33600	226	19	spatial	spatial	ADJ
bracis-33600	226	20	and	and	CCONJ
bracis-33600	226	21	temporal	temporal	ADJ
bracis-33600	226	22	patterns	pattern	NOUN
bracis-33600	226	23	in	in	ADP
bracis-33600	226	24	the	the	DET
bracis-33600	226	25	data	datum	NOUN
bracis-33600	226	26	.	.	PUNCT
bracis-33600	227	1	unlike	unlike	ADP
bracis-33600	227	2	traditional	traditional	ADJ
bracis-33600	227	3	methods	method	NOUN
bracis-33600	227	4	,	,	PUNCT
bracis-33600	227	5	this	this	DET
bracis-33600	227	6	approach	approach	NOUN
bracis-33600	227	7	uses	use	VERB
bracis-33600	227	8	linear	linear	PROPN
bracis-33600	227	9	regression	regression	NOUN
bracis-33600	227	10	over	over	ADP
bracis-33600	227	11	a	a	DET
bracis-33600	227	12	variable	variable	ADJ
bracis-33600	227	13	set	set	NOUN
bracis-33600	227	14	of	of	ADP
bracis-33600	227	15	2	2	NUM
bracis-33600	227	16	to	to	PART
bracis-33600	227	17	12	12	NUM
bracis-33600	227	18	candles	candle	NOUN
bracis-33600	227	19	-half	-half	NOUN
bracis-33600	227	20	future	future	NOUN
bracis-33600	227	21	and	and	CCONJ
bracis-33600	227	22	half	half	NOUN
bracis-33600	227	23	past	past	ADJ
bracis-33600	227	24	candlesto	candlesto	PROPN
bracis-33600	227	25	better	well	ADV
bracis-33600	227	26	represent	represent	VERB
bracis-33600	227	27	market	market	NOUN
bracis-33600	227	28	trends	trend	NOUN
bracis-33600	227	29	.	.	PUNCT
bracis-33600	228	1	the	the	DET
bracis-33600	228	2	trend	trend	NOUN
bracis-33600	228	3	classifier	classifier	NOUN
bracis-33600	228	4	shows	show	VERB
bracis-33600	228	5	promising	promise	VERB
bracis-33600	228	6	potential	potential	NOUN
bracis-33600	228	7	,	,	PUNCT
bracis-33600	228	8	achieving	achieve	VERB
bracis-33600	228	9	significantly	significantly	ADV
bracis-33600	228	10	higher	high	ADJ
bracis-33600	228	11	accuracy	accuracy	NOUN
bracis-33600	228	12	than	than	ADP
bracis-33600	228	13	the	the	DET
bracis-33600	228	14	50	50	NUM
bracis-33600	228	15	%	%	NOUN
bracis-33600	228	16	random	random	ADJ
bracis-33600	228	17	benchmark	benchmark	NOUN
bracis-33600	228	18	.	.	PUNCT
bracis-33600	229	1	increasing	increase	VERB
bracis-33600	229	2	the	the	DET
bracis-33600	229	3	number	number	NOUN
bracis-33600	229	4	of	of	ADP
bracis-33600	229	5	candles	candle	NOUN
bracis-33600	229	6	in	in	ADP
bracis-33600	229	7	the	the	DET
bracis-33600	229	8	linear	linear	ADJ
bracis-33600	229	9	regression	regression	NOUN
bracis-33600	229	10	set	set	NOUN
bracis-33600	229	11	enhances	enhance	VERB
bracis-33600	229	12	accuracy	accuracy	NOUN
bracis-33600	229	13	by	by	ADP
bracis-33600	229	14	providing	provide	VERB
bracis-33600	229	15	more	more	ADJ
bracis-33600	229	16	consolidated	consolidated	ADJ
bracis-33600	229	17	trends	trend	NOUN
bracis-33600	229	18	,	,	PUNCT
bracis-33600	229	19	which	which	PRON
bracis-33600	229	20	are	be	AUX
bracis-33600	229	21	easier	easy	ADJ
bracis-33600	229	22	to	to	PART
bracis-33600	229	23	forecast	forecast	VERB
bracis-33600	229	24	.	.	PUNCT
bracis-33600	230	1	consolidated	consolidated	ADJ
bracis-33600	230	2	trends	trend	NOUN
bracis-33600	230	3	exhibit	exhibit	VERB
bracis-33600	230	4	stable	stable	ADJ
bracis-33600	230	5	patterns	pattern	NOUN
bracis-33600	230	6	,	,	PUNCT
bracis-33600	230	7	while	while	SCONJ
bracis-33600	230	8	less	less	ADJ
bracis-33600	230	9	consolidated	consolidated	ADJ
bracis-33600	230	10	ones	one	NOUN
bracis-33600	230	11	are	be	AUX
bracis-33600	230	12	more	more	ADV
bracis-33600	230	13	volatile	volatile	ADJ
bracis-33600	230	14	and	and	CCONJ
bracis-33600	230	15	random	random	ADJ
bracis-33600	230	16	.	.	PUNCT
bracis-33600	231	1	thus	thus	ADV
bracis-33600	231	2	,	,	PUNCT
bracis-33600	231	3	using	use	VERB
bracis-33600	231	4	more	more	ADJ
bracis-33600	231	5	candles	candle	NOUN
bracis-33600	231	6	in	in	ADP
bracis-33600	231	7	the	the	DET
bracis-33600	231	8	linear	linear	ADJ
bracis-33600	231	9	regression	regression	NOUN
bracis-33600	231	10	set	set	NOUN
bracis-33600	231	11	leads	lead	VERB
bracis-33600	231	12	to	to	ADP
bracis-33600	231	13	more	more	ADV
bracis-33600	231	14	reliable	reliable	ADJ
bracis-33600	231	15	predictions	prediction	NOUN
bracis-33600	231	16	by	by	ADP
bracis-33600	231	17	effectively	effectively	ADV
bracis-33600	231	18	capturing	capture	VERB
bracis-33600	231	19	market	market	NOUN
bracis-33600	231	20	dynamics	dynamic	NOUN
bracis-33600	231	21	.	.	PUNCT
bracis-33600	232	1	the	the	DET
bracis-33600	232	2	trend	trend	NOUN
bracis-33600	232	3	slope	slope	NOUN
bracis-33600	232	4	regressor	regressor	NOUN
bracis-33600	232	5	shows	show	VERB
bracis-33600	232	6	discrepancies	discrepancy	NOUN
bracis-33600	232	7	between	between	ADP
bracis-33600	232	8	predicted	predict	VERB
bracis-33600	232	9	trend	trend	NOUN
bracis-33600	232	10	slopes	slope	NOUN
bracis-33600	232	11	and	and	CCONJ
bracis-33600	232	12	error	error	NOUN
bracis-33600	232	13	metrics	metric	NOUN
bracis-33600	232	14	,	,	PUNCT
bracis-33600	232	15	with	with	ADP
bracis-33600	232	16	better	well	ADJ
bracis-33600	232	17	matches	match	NOUN
bracis-33600	232	18	for	for	ADP
bracis-33600	232	19	more	more	ADJ
bracis-33600	232	20	consolidated	consolidated	ADJ
bracis-33600	232	21	trends	trend	NOUN
bracis-33600	232	22	.	.	PUNCT
bracis-33600	233	1	future	future	ADJ
bracis-33600	233	2	research	research	NOUN
bracis-33600	233	3	could	could	AUX
bracis-33600	233	4	explore	explore	VERB
bracis-33600	233	5	a	a	DET
bracis-33600	233	6	broader	broad	ADJ
bracis-33600	233	7	set	set	NOUN
bracis-33600	233	8	of	of	ADP
bracis-33600	233	9	indicators	indicator	NOUN
bracis-33600	233	10	and	and	CCONJ
bracis-33600	233	11	the	the	DET
bracis-33600	233	12	maximum	maximum	ADJ
bracis-33600	233	13	number	number	NOUN
bracis-33600	233	14	of	of	ADP
bracis-33600	233	15	candles	candle	NOUN
bracis-33600	233	16	predictors	predictor	NOUN
bracis-33600	233	17	can	can	AUX
bracis-33600	233	18	handle	handle	VERB
bracis-33600	233	19	before	before	SCONJ
bracis-33600	233	20	accuracy	accuracy	NOUN
bracis-33600	233	21	degrades	degrade	VERB
bracis-33600	233	22	.	.	PUNCT
bracis-33600	234	1	such	such	ADJ
bracis-33600	234	2	advancements	advancement	NOUN
bracis-33600	234	3	could	could	AUX
bracis-33600	234	4	enhance	enhance	VERB
bracis-33600	234	5	the	the	DET
bracis-33600	234	6	model	model	NOUN
bracis-33600	234	7	’s	’s	PART
bracis-33600	234	8	predictive	predictive	ADJ
bracis-33600	234	9	capabilities	capability	NOUN
bracis-33600	234	10	.	.	PUNCT
bracis-33600	235	1	the	the	DET
bracis-33600	235	2	trend	trend	NOUN
bracis-33600	235	3	classification	classification	NOUN
bracis-33600	235	4	and	and	CCONJ
bracis-33600	235	5	slope	slope	NOUN
bracis-33600	235	6	regression	regression	NOUN
bracis-33600	235	7	techniques	technique	NOUN
bracis-33600	235	8	in	in	ADP
bracis-33600	235	9	this	this	DET
bracis-33600	235	10	study	study	NOUN
bracis-33600	235	11	offer	offer	VERB
bracis-33600	235	12	valuable	valuable	ADJ
bracis-33600	235	13	tools	tool	NOUN
bracis-33600	235	14	for	for	ADP
bracis-33600	235	15	investors	investor	NOUN
bracis-33600	235	16	,	,	PUNCT
bracis-33600	235	17	enabling	enable	VERB
bracis-33600	235	18	precise	precise	ADJ
bracis-33600	235	19	identification	identification	NOUN
bracis-33600	235	20	of	of	ADP
bracis-33600	235	21	trend	trend	NOUN
bracis-33600	235	22	reversals	reversal	NOUN
bracis-33600	235	23	and	and	CCONJ
bracis-33600	235	24	continuations	continuation	NOUN
bracis-33600	235	25	,	,	PUNCT
bracis-33600	235	26	potentially	potentially	ADV
bracis-33600	235	27	leading	lead	VERB
bracis-33600	235	28	to	to	ADP
bracis-33600	235	29	greater	great	ADJ
bracis-33600	235	30	profits	profit	NOUN
bracis-33600	235	31	.	.	PUNCT
bracis-33600	236	1	references	reference	NOUN
bracis-33600	236	2	derbentsev	derbentsev	VERB
bracis-33600	236	3	,	,	PUNCT
bracis-33600	236	4	v.	v.	ADV
bracis-33600	236	5	,	,	PUNCT
bracis-33600	236	6	matviychuk	matviychuk	NOUN
bracis-33600	236	7	,	,	PUNCT
bracis-33600	236	8	a.	a.	NOUN
bracis-33600	236	9	,	,	PUNCT
bracis-33600	236	10	soloviev	soloviev	PROPN
bracis-33600	236	11	,	,	PUNCT
bracis-33600	236	12	v.n	v.n	PROPN
bracis-33600	236	13	.	.	PUNCT
bracis-33600	236	14	:	:	PUNCT
bracis-33600	237	1	forecasting	forecasting	NOUN
bracis-33600	237	2	of	of	ADP
bracis-33600	237	3	cryptocurrency	cryptocurrency	NOUN
bracis-33600	237	4	prices	price	NOUN
bracis-33600	237	5	using	use	VERB
bracis-33600	237	6	machine	machine	NOUN
bracis-33600	237	7	learning	learning	NOUN
bracis-33600	237	8	.	.	PUNCT
bracis-33600	238	1	advanced	advanced	ADJ
bracis-33600	238	2	studies	study	NOUN
bracis-33600	238	3	of	of	ADP
bracis-33600	238	4	financial	financial	ADJ
bracis-33600	238	5	technologies	technology	NOUN
bracis-33600	238	6	and	and	CCONJ
bracis-33600	238	7	cryptocurrency	cryptocurrency	NOUN
bracis-33600	238	8	markets	market	NOUN
bracis-33600	238	9	,	,	PUNCT
bracis-33600	238	10	pp	pp	ADV
bracis-33600	238	11	.	.	PUNCT
bracis-33600	239	1	211–231	211–231	NUM
bracis-33600	239	2	(	(	PUNCT
bracis-33600	239	3	2020	2020	NUM
bracis-33600	239	4	)	)	PUNCT
bracis-33600	239	5	google	google	PROPN
bracis-33600	239	6	scholar	scholar	NOUN
bracis-33600	239	7	  	  	SPACE
bracis-33600	239	8	faraz	faraz	NOUN
bracis-33600	239	9	,	,	PUNCT
bracis-33600	239	10	m.	m.	NOUN
bracis-33600	239	11	,	,	PUNCT
bracis-33600	239	12	khaloozadeh	khaloozadeh	PROPN
bracis-33600	239	13	,	,	PUNCT
bracis-33600	239	14	h.	h.	PROPN
bracis-33600	239	15	,	,	PUNCT
bracis-33600	239	16	abbasi	abbasi	PROPN
bracis-33600	239	17	,	,	PUNCT
bracis-33600	239	18	m.	m.	NOUN
bracis-33600	239	19	:	:	PUNCT
bracis-33600	239	20	stock	stock	NOUN
bracis-33600	239	21	market	market	NOUN
bracis-33600	239	22	prediction	prediction	NOUN
bracis-33600	239	23	-	-	PUNCT
bracis-33600	239	24	by	by	ADP
bracis-33600	239	25	-	-	PUNCT
bracis-33600	239	26	prediction	prediction	NOUN
bracis-33600	239	27	based	base	VERB
bracis-33600	239	28	on	on	ADP
bracis-33600	239	29	autoencoder	autoencoder	PROPN
bracis-33600	239	30	long	long	ADJ
bracis-33600	239	31	short	short	ADJ
bracis-33600	239	32	-	-	PUNCT
bracis-33600	239	33	term	term	NOUN
bracis-33600	239	34	memory	memory	NOUN
bracis-33600	239	35	networks	network	NOUN
bracis-33600	239	36	.	.	PUNCT
bracis-33600	240	1	in	in	ADP
bracis-33600	240	2	:	:	PUNCT
bracis-33600	240	3	2020	2020	NUM
bracis-33600	240	4	28th	28th	ADJ
bracis-33600	240	5	iranian	iranian	ADJ
bracis-33600	240	6	conference	conference	NOUN
bracis-33600	240	7	on	on	ADP
bracis-33600	240	8	electrical	electrical	ADJ
bracis-33600	240	9	engineering	engineering	NOUN
bracis-33600	240	10	(	(	PUNCT
bracis-33600	240	11	icee	icee	NOUN
bracis-33600	240	12	)	)	PUNCT
bracis-33600	240	13	,	,	PUNCT
bracis-33600	240	14	pp	pp	PROPN
bracis-33600	240	15	.	.	PUNCT
bracis-33600	240	16	 	 	SPACE
bracis-33600	241	1	1–5	1–5	PROPN
bracis-33600	241	2	.	.	PUNCT
bracis-33600	241	3	ieee	ieee	NOUN
bracis-33600	241	4	(	(	PUNCT
bracis-33600	241	5	2020	2020	NUM
bracis-33600	241	6	)	)	PUNCT
bracis-33600	241	7	google	google	PROPN
bracis-33600	241	8	scholar	scholar	NOUN
bracis-33600	241	9	  	  	SPACE
bracis-33600	241	10	garcia	garcia	PROPN
bracis-33600	241	11	,	,	PUNCT
bracis-33600	241	12	d.	d.	PROPN
bracis-33600	241	13	,	,	PUNCT
bracis-33600	241	14	tessone	tessone	PROPN
bracis-33600	241	15	,	,	PUNCT
bracis-33600	241	16	c.j	c.j	PROPN
bracis-33600	241	17	.	.	PROPN
bracis-33600	241	18	,	,	PUNCT
bracis-33600	241	19	mavrodiev	mavrodiev	PROPN
bracis-33600	241	20	,	,	PUNCT
bracis-33600	241	21	p.	p.	NOUN
bracis-33600	241	22	,	,	PUNCT
bracis-33600	241	23	perony	perony	NOUN
bracis-33600	241	24	,	,	PUNCT
bracis-33600	241	25	n.	n.	NOUN
bracis-33600	241	26	:	:	PUNCT
bracis-33600	241	27	the	the	DET
bracis-33600	241	28	digital	digital	ADJ
bracis-33600	241	29	traces	trace	NOUN
bracis-33600	241	30	of	of	ADP
bracis-33600	241	31	bubbles	bubble	NOUN
bracis-33600	241	32	:	:	PUNCT
bracis-33600	241	33	feedback	feedback	NOUN
bracis-33600	241	34	cycles	cycle	NOUN
bracis-33600	241	35	between	between	ADP
bracis-33600	241	36	socio	socio	NOUN
bracis-33600	241	37	-	-	PUNCT
bracis-33600	241	38	economic	economic	ADJ
bracis-33600	241	39	signals	signal	NOUN
bracis-33600	241	40	in	in	ADP
bracis-33600	241	41	the	the	DET
bracis-33600	241	42	bitcoin	bitcoin	ADJ
bracis-33600	241	43	economy	economy	NOUN
bracis-33600	241	44	.	.	PUNCT
bracis-33600	242	1	j.	j.	PROPN
bracis-33600	242	2	r.	r.	PROPN
bracis-33600	242	3	soc	soc	PROPN
bracis-33600	242	4	.	.	PUNCT
bracis-33600	243	1	interface	interface	PROPN
bracis-33600	243	2	11(99	11(99	PROPN
bracis-33600	243	3	)	)	PUNCT
bracis-33600	243	4	,	,	PUNCT
bracis-33600	243	5	20140623	20140623	NUM
bracis-33600	243	6	(	(	PUNCT
bracis-33600	243	7	2014	2014	NUM
bracis-33600	243	8	)	)	PUNCT
bracis-33600	243	9	article	article	NOUN
bracis-33600	243	10	  	  	SPACE
bracis-33600	243	11	math	math	NOUN
bracis-33600	243	12	  	  	SPACE
bracis-33600	243	13	google	google	PROPN
bracis-33600	243	14	scholar	scholar	NOUN
bracis-33600	243	15	  	  	SPACE
bracis-33600	243	16	goundar	goundar	NOUN
bracis-33600	243	17	,	,	PUNCT
bracis-33600	243	18	s.	s.	PROPN
bracis-33600	243	19	:	:	PUNCT
bracis-33600	243	20	introduction	introduction	NOUN
bracis-33600	243	21	to	to	ADP
bracis-33600	243	22	blockchains	blockchain	NOUN
bracis-33600	243	23	and	and	CCONJ
bracis-33600	243	24	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	243	25	.	.	PUNCT
bracis-33600	244	1	in	in	ADP
bracis-33600	244	2	:	:	PUNCT
bracis-33600	244	3	blockchain	blockchain	PROPN
bracis-33600	244	4	technologies	technologies	PROPN
bracis-33600	244	5	,	,	PUNCT
bracis-33600	244	6	applications	application	NOUN
bracis-33600	244	7	and	and	CCONJ
bracis-33600	244	8	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	244	9	:	:	PUNCT
bracis-33600	244	10	current	current	ADJ
bracis-33600	244	11	practice	practice	NOUN
bracis-33600	244	12	and	and	CCONJ
bracis-33600	244	13	future	future	ADJ
bracis-33600	244	14	trends	trend	NOUN
bracis-33600	244	15	,	,	PUNCT
bracis-33600	244	16	pp	pp	ADV
bracis-33600	244	17	.	.	PUNCT
bracis-33600	245	1	ix	ix	PROPN
bracis-33600	245	2	–	–	PUNCT
bracis-33600	245	3	xix	xix	PROPN
bracis-33600	245	4	.	.	PUNCT
bracis-33600	246	1	world	world	NOUN
bracis-33600	246	2	scientific	scientific	ADJ
bracis-33600	246	3	(	(	PUNCT
bracis-33600	246	4	2021	2021	NUM
bracis-33600	246	5	)	)	PUNCT
bracis-33600	246	6	google	google	NOUN
bracis-33600	246	7	scholar	scholar	NOUN
bracis-33600	246	8	  	  	SPACE
bracis-33600	246	9	he	he	PRON
bracis-33600	246	10	,	,	PUNCT
bracis-33600	246	11	z.	z.	PROPN
bracis-33600	246	12	,	,	PUNCT
bracis-33600	246	13	zhou	zhou	PROPN
bracis-33600	246	14	,	,	PUNCT
bracis-33600	246	15	j.	j.	PROPN
bracis-33600	246	16	,	,	PUNCT
bracis-33600	246	17	dai	dai	PROPN
bracis-33600	246	18	,	,	PUNCT
bracis-33600	246	19	h.n	h.n	PROPN
bracis-33600	246	20	.	.	PROPN
bracis-33600	246	21	,	,	PUNCT
bracis-33600	246	22	wang	wang	PROPN
bracis-33600	246	23	,	,	PUNCT
bracis-33600	246	24	h.	h.	PROPN
bracis-33600	246	25	:	:	PUNCT
bracis-33600	246	26	gold	gold	NOUN
bracis-33600	246	27	price	price	NOUN
bracis-33600	246	28	forecast	forecast	NOUN
bracis-33600	246	29	based	base	VERB
bracis-33600	246	30	on	on	ADP
bracis-33600	246	31	lstm	lstm	PROPN
bracis-33600	246	32	-	-	PUNCT
bracis-33600	246	33	cnn	cnn	PROPN
bracis-33600	246	34	model	model	NOUN
bracis-33600	246	35	.	.	PUNCT
bracis-33600	247	1	in	in	ADP
bracis-33600	247	2	:	:	PUNCT
bracis-33600	247	3	2019	2019	NUM
bracis-33600	247	4	ieee	ieee	NOUN
bracis-33600	247	5	intl	intl	PROPN
bracis-33600	247	6	conf	conf	PROPN
bracis-33600	247	7	on	on	ADP
bracis-33600	247	8	dependable	dependable	ADJ
bracis-33600	247	9	,	,	PUNCT
bracis-33600	247	10	autonomic	autonomic	ADJ
bracis-33600	247	11	and	and	CCONJ
bracis-33600	247	12	secure	secure	ADJ
bracis-33600	247	13	computing	computing	NOUN
bracis-33600	247	14	,	,	PUNCT
bracis-33600	247	15	intl	intl	PROPN
bracis-33600	247	16	conf	conf	NOUN
bracis-33600	247	17	on	on	ADP
bracis-33600	247	18	pervasive	pervasive	ADJ
bracis-33600	247	19	intelligence	intelligence	NOUN
bracis-33600	247	20	and	and	CCONJ
bracis-33600	247	21	computing	computing	NOUN
bracis-33600	247	22	,	,	PUNCT
bracis-33600	247	23	intl	intl	PROPN
bracis-33600	247	24	conf	conf	NOUN
bracis-33600	247	25	on	on	ADP
bracis-33600	247	26	cloud	cloud	NOUN
bracis-33600	247	27	and	and	CCONJ
bracis-33600	247	28	big	big	ADJ
bracis-33600	247	29	data	datum	NOUN
bracis-33600	247	30	computing	computing	NOUN
bracis-33600	247	31	,	,	PUNCT
bracis-33600	247	32	intl	intl	PROPN
bracis-33600	247	33	conf	conf	NOUN
bracis-33600	247	34	on	on	ADP
bracis-33600	247	35	cyber	cyber	PROPN
bracis-33600	247	36	science	science	NOUN
bracis-33600	247	37	and	and	CCONJ
bracis-33600	247	38	technology	technology	PROPN
bracis-33600	247	39	congress	congress	PROPN
bracis-33600	247	40	(	(	PUNCT
bracis-33600	247	41	dasc	dasc	PROPN
bracis-33600	247	42	/	/	SYM
bracis-33600	247	43	picom	picom	NOUN
bracis-33600	247	44	/	/	SYM
bracis-33600	247	45	cbdcom	cbdcom	NOUN
bracis-33600	247	46	/	/	SYM
bracis-33600	247	47	cyberscitech	cyberscitech	NOUN
bracis-33600	247	48	)	)	PUNCT
bracis-33600	247	49	,	,	PUNCT
bracis-33600	247	50	pp	pp	ADP
bracis-33600	247	51	.	.	PUNCT
bracis-33600	248	1	1046–1053	1046–1053	NUM
bracis-33600	248	2	.	.	PUNCT
bracis-33600	249	1	ieee	ieee	NOUN
bracis-33600	249	2	(	(	PUNCT
bracis-33600	249	3	2019	2019	NUM
bracis-33600	249	4	)	)	PUNCT
bracis-33600	249	5	google	google	PROPN
bracis-33600	249	6	scholar	scholar	NOUN
bracis-33600	249	7	  	  	SPACE
bracis-33600	249	8	lamberton	lamberton	PROPN
bracis-33600	249	9	,	,	PUNCT
bracis-33600	249	10	d.	d.	PROPN
bracis-33600	249	11	,	,	PUNCT
bracis-33600	249	12	lapeyre	lapeyre	PROPN
bracis-33600	249	13	,	,	PUNCT
bracis-33600	249	14	b.	b.	PROPN
bracis-33600	249	15	:	:	PUNCT
bracis-33600	249	16	introduction	introduction	NOUN
bracis-33600	249	17	to	to	ADP
bracis-33600	249	18	stochastic	stochastic	ADJ
bracis-33600	249	19	calculus	calculus	NOUN
bracis-33600	249	20	applied	apply	VERB
bracis-33600	249	21	to	to	ADP
bracis-33600	249	22	finance	finance	NOUN
bracis-33600	249	23	.	.	PUNCT
bracis-33600	250	1	chapman	chapman	NOUN
bracis-33600	250	2	and	and	CCONJ
bracis-33600	250	3	hall	hall	PROPN
bracis-33600	250	4	/	/	SYM
bracis-33600	250	5	crc	crc	NOUN
bracis-33600	250	6	(	(	PUNCT
bracis-33600	250	7	2011	2011	NUM
bracis-33600	250	8	)	)	PUNCT
bracis-33600	250	9	google	google	PROPN
bracis-33600	250	10	scholar	scholar	NOUN
bracis-33600	250	11	  	  	SPACE
bracis-33600	250	12	liang	liang	PROPN
bracis-33600	250	13	,	,	PUNCT
bracis-33600	250	14	y.	y.	PROPN
bracis-33600	250	15	,	,	PUNCT
bracis-33600	250	16	lin	lin	PROPN
bracis-33600	250	17	,	,	PUNCT
bracis-33600	250	18	y.	y.	PROPN
bracis-33600	250	19	,	,	PUNCT
bracis-33600	250	20	lu	lu	PROPN
bracis-33600	250	21	,	,	PUNCT
bracis-33600	250	22	q.	q.	PROPN
bracis-33600	250	23	:	:	PUNCT
bracis-33600	250	24	forecasting	forecast	VERB
bracis-33600	250	25	gold	gold	NOUN
bracis-33600	250	26	price	price	NOUN
bracis-33600	250	27	using	use	VERB
bracis-33600	250	28	a	a	DET
bracis-33600	250	29	novel	novel	ADJ
bracis-33600	250	30	hybrid	hybrid	NOUN
bracis-33600	250	31	model	model	NOUN
bracis-33600	250	32	with	with	ADP
bracis-33600	250	33	iceemdan	iceemdan	PROPN
bracis-33600	250	34	and	and	CCONJ
bracis-33600	250	35	lstm	lstm	PROPN
bracis-33600	250	36	-	-	PUNCT
bracis-33600	250	37	cnn	cnn	PROPN
bracis-33600	250	38	-	-	PUNCT
bracis-33600	250	39	cbam	cbam	NOUN
bracis-33600	250	40	.	.	PUNCT
bracis-33600	251	1	expert	expert	NOUN
bracis-33600	251	2	syst	syst	PROPN
bracis-33600	251	3	.	.	PUNCT
bracis-33600	252	1	appl	appl	PROPN
bracis-33600	252	2	.	.	PROPN
bracis-33600	253	1	206	206	NUM
bracis-33600	253	2	,	,	PUNCT
bracis-33600	253	3	117847	117847	NUM
bracis-33600	253	4	(	(	PUNCT
bracis-33600	253	5	2022	2022	NUM
bracis-33600	253	6	)	)	PUNCT
bracis-33600	253	7	article	article	NOUN
bracis-33600	253	8	  	  	SPACE
bracis-33600	253	9	math	math	NOUN
bracis-33600	253	10	  	  	SPACE
bracis-33600	253	11	google	google	PROPN
bracis-33600	253	12	scholar	scholar	NOUN
bracis-33600	253	13	  	  	SPACE
bracis-33600	253	14	livieris	livieris	NOUN
bracis-33600	253	15	,	,	PUNCT
bracis-33600	253	16	i.e.	i.e.	X
bracis-33600	253	17	,	,	PUNCT
bracis-33600	253	18	kiriakidou	kiriakidou	NOUN
bracis-33600	253	19	,	,	PUNCT
bracis-33600	253	20	n.	n.	NOUN
bracis-33600	253	21	,	,	PUNCT
bracis-33600	253	22	stavroyiannis	stavroyiannis	NOUN
bracis-33600	253	23	,	,	PUNCT
bracis-33600	253	24	s.	s.	PROPN
bracis-33600	253	25	,	,	PUNCT
bracis-33600	253	26	pintelas	pintela	NOUN
bracis-33600	253	27	,	,	PUNCT
bracis-33600	253	28	p.	p.	NOUN
bracis-33600	253	29	:	:	PUNCT
bracis-33600	253	30	an	an	DET
bracis-33600	253	31	advanced	advanced	ADJ
bracis-33600	253	32	cnn	cnn	PROPN
bracis-33600	253	33	-	-	PUNCT
bracis-33600	253	34	lstm	lstm	ADJ
bracis-33600	253	35	model	model	NOUN
bracis-33600	253	36	for	for	ADP
bracis-33600	253	37	cryptocurrency	cryptocurrency	NOUN
bracis-33600	253	38	forecasting	forecasting	NOUN
bracis-33600	253	39	.	.	PUNCT
bracis-33600	254	1	electronics	electronic	NOUN
bracis-33600	254	2	10(3	10(3	NUM
bracis-33600	254	3	)	)	PUNCT
bracis-33600	254	4	,	,	PUNCT
bracis-33600	254	5	287	287	NUM
bracis-33600	254	6	(	(	PUNCT
bracis-33600	254	7	2021	2021	NUM
bracis-33600	254	8	)	)	PUNCT
bracis-33600	254	9	article	article	NOUN
bracis-33600	254	10	  	  	SPACE
bracis-33600	254	11	math	math	NOUN
bracis-33600	254	12	  	  	SPACE
bracis-33600	254	13	google	google	PROPN
bracis-33600	254	14	scholar	scholar	NOUN
bracis-33600	254	15	  	  	SPACE
bracis-33600	254	16	livieris	livieris	NOUN
bracis-33600	254	17	,	,	PUNCT
bracis-33600	254	18	i.e.	i.e.	X
bracis-33600	254	19	,	,	PUNCT
bracis-33600	254	20	pintelas	pintela	NOUN
bracis-33600	254	21	,	,	PUNCT
bracis-33600	254	22	e.	e.	PROPN
bracis-33600	254	23	,	,	PUNCT
bracis-33600	254	24	pintelas	pintela	NOUN
bracis-33600	254	25	,	,	PUNCT
bracis-33600	254	26	p.	p.	NOUN
bracis-33600	254	27	:	:	PUNCT
bracis-33600	254	28	a	a	DET
bracis-33600	254	29	cnn	cnn	PROPN
bracis-33600	254	30	-	-	PUNCT
bracis-33600	254	31	lstm	lstm	ADJ
bracis-33600	254	32	model	model	NOUN
bracis-33600	254	33	for	for	ADP
bracis-33600	254	34	gold	gold	NOUN
bracis-33600	254	35	price	price	NOUN
bracis-33600	254	36	time	time	NOUN
bracis-33600	254	37	-	-	PUNCT
bracis-33600	254	38	series	series	NOUN
bracis-33600	254	39	forecasting	forecasting	NOUN
bracis-33600	254	40	.	.	PUNCT
bracis-33600	255	1	neural	neural	ADJ
bracis-33600	255	2	comput	comput	NOUN
bracis-33600	255	3	.	.	PUNCT
bracis-33600	256	1	appl	appl	PROPN
bracis-33600	256	2	.	.	PUNCT
bracis-33600	257	1	32	32	NUM
bracis-33600	257	2	,	,	PUNCT
bracis-33600	257	3	17351–17360	17351–17360	NUM
bracis-33600	257	4	(	(	PUNCT
bracis-33600	257	5	2020	2020	NUM
bracis-33600	257	6	)	)	PUNCT
bracis-33600	257	7	article	article	NOUN
bracis-33600	257	8	  	  	SPACE
bracis-33600	257	9	math	math	NOUN
bracis-33600	257	10	  	  	SPACE
bracis-33600	257	11	google	google	PROPN
bracis-33600	257	12	scholar	scholar	NOUN
bracis-33600	257	13	  	  	SPACE
bracis-33600	257	14	livieris	livieris	NOUN
bracis-33600	257	15	,	,	PUNCT
bracis-33600	257	16	i.e.	i.e.	X
bracis-33600	257	17	,	,	PUNCT
bracis-33600	257	18	stavroyiannis	stavroyiannis	NOUN
bracis-33600	257	19	,	,	PUNCT
bracis-33600	257	20	s.	s.	PROPN
bracis-33600	257	21	,	,	PUNCT
bracis-33600	257	22	pintelas	pintela	NOUN
bracis-33600	257	23	,	,	PUNCT
bracis-33600	257	24	e.	e.	PROPN
bracis-33600	257	25	,	,	PUNCT
bracis-33600	257	26	pintelas	pintela	NOUN
bracis-33600	257	27	,	,	PUNCT
bracis-33600	257	28	p.	p.	NOUN
bracis-33600	257	29	:	:	PUNCT
bracis-33600	257	30	a	a	DET
bracis-33600	257	31	novel	novel	ADJ
bracis-33600	257	32	validation	validation	NOUN
bracis-33600	257	33	framework	framework	NOUN
bracis-33600	257	34	to	to	PART
bracis-33600	257	35	enhance	enhance	VERB
bracis-33600	257	36	deep	deep	ADJ
bracis-33600	257	37	learning	learning	NOUN
bracis-33600	257	38	models	model	NOUN
bracis-33600	257	39	in	in	ADP
bracis-33600	257	40	time	time	NOUN
bracis-33600	257	41	-	-	PUNCT
bracis-33600	257	42	series	series	NOUN
bracis-33600	257	43	forecasting	forecasting	NOUN
bracis-33600	257	44	.	.	PUNCT
bracis-33600	258	1	neural	neural	ADJ
bracis-33600	258	2	comput	comput	NOUN
bracis-33600	258	3	.	.	PUNCT
bracis-33600	259	1	appl	appl	PROPN
bracis-33600	259	2	.	.	PUNCT
bracis-33600	260	1	32(23	32(23	NOUN
bracis-33600	260	2	)	)	PUNCT
bracis-33600	260	3	,	,	PUNCT
bracis-33600	260	4	17149–17167	17149–17167	NUM
bracis-33600	260	5	(	(	PUNCT
bracis-33600	260	6	2020	2020	NUM
bracis-33600	260	7	)	)	PUNCT
bracis-33600	260	8	google	google	PROPN
bracis-33600	260	9	scholar	scholar	NOUN
bracis-33600	260	10	  	  	SPACE
bracis-33600	260	11	nasir	nasir	PROPN
bracis-33600	260	12	,	,	PUNCT
bracis-33600	260	13	m.a	m.a	PROPN
bracis-33600	260	14	.	.	PROPN
bracis-33600	260	15	,	,	PUNCT
bracis-33600	260	16	huynh	huynh	PROPN
bracis-33600	260	17	,	,	PUNCT
bracis-33600	260	18	t.l.d	t.l.d	PROPN
bracis-33600	260	19	.	.	PROPN
bracis-33600	260	20	,	,	PUNCT
bracis-33600	260	21	nguyen	nguyen	PROPN
bracis-33600	260	22	,	,	PUNCT
bracis-33600	260	23	s.p	s.p	PROPN
bracis-33600	260	24	.	.	PROPN
bracis-33600	260	25	,	,	PUNCT
bracis-33600	260	26	duong	duong	PROPN
bracis-33600	260	27	,	,	PUNCT
bracis-33600	260	28	d.	d.	PROPN
bracis-33600	260	29	:	:	PUNCT
bracis-33600	260	30	forecasting	forecast	VERB
bracis-33600	260	31	cryptocurrency	cryptocurrency	NOUN
bracis-33600	260	32	returns	return	NOUN
bracis-33600	260	33	and	and	CCONJ
bracis-33600	260	34	volume	volume	NOUN
bracis-33600	260	35	using	use	VERB
bracis-33600	260	36	search	search	NOUN
bracis-33600	260	37	engines	engine	NOUN
bracis-33600	260	38	.	.	PUNCT
bracis-33600	261	1	financial	financial	ADJ
bracis-33600	261	2	innovation	innovation	NOUN
bracis-33600	261	3	5(1	5(1	NUM
bracis-33600	261	4	)	)	PUNCT
bracis-33600	261	5	,	,	PUNCT
bracis-33600	261	6	1–13	1–13	NOUN
bracis-33600	261	7	(	(	PUNCT
bracis-33600	261	8	2019	2019	NUM
bracis-33600	261	9	)	)	PUNCT
bracis-33600	261	10	google	google	PROPN
bracis-33600	261	11	scholar	scholar	NOUN
bracis-33600	261	12	  	  	SPACE
bracis-33600	261	13	nobre	nobre	PROPN
bracis-33600	261	14	,	,	PUNCT
bracis-33600	261	15	r.a	r.a	PROPN
bracis-33600	261	16	.	.	PROPN
bracis-33600	261	17	,	,	PUNCT
bracis-33600	261	18	et	et	PROPN
bracis-33600	261	19	al	al	PROPN
bracis-33600	261	20	.	.	PUNCT
bracis-33600	261	21	:	:	PUNCT
bracis-33600	262	1	aurora	aurora	PROPN
bracis-33600	262	2	:	:	PUNCT
bracis-33600	262	3	an	an	DET
bracis-33600	262	4	autonomous	autonomous	ADJ
bracis-33600	262	5	agent	agent	NOUN
bracis-33600	262	6	-	-	PUNCT
bracis-33600	262	7	oriented	orient	VERB
bracis-33600	262	8	hybrid	hybrid	ADJ
bracis-33600	262	9	trading	trading	NOUN
bracis-33600	262	10	service	service	NOUN
bracis-33600	262	11	.	.	PUNCT
bracis-33600	263	1	neural	neural	ADJ
bracis-33600	263	2	comput	comput	PROPN
bracis-33600	263	3	.	.	PUNCT
bracis-33600	264	1	appli	appli	PROPN
bracis-33600	264	2	.	.	PROPN
bracis-33600	264	3	,	,	PUNCT
bracis-33600	264	4	1–16	1–16	PROPN
bracis-33600	264	5	(	(	PUNCT
bracis-33600	264	6	2022	2022	NUM
bracis-33600	264	7	)	)	PUNCT
bracis-33600	264	8	google	google	PROPN
bracis-33600	264	9	scholar	scholar	NOUN
bracis-33600	264	10	  	  	SPACE
bracis-33600	264	11	samarasekara	samarasekara	NOUN
bracis-33600	264	12	,	,	PUNCT
bracis-33600	264	13	i.k	i.k	PROPN
bracis-33600	264	14	.	.	PROPN
bracis-33600	264	15	,	,	PUNCT
bracis-33600	264	16	mendis	mendis	PROPN
bracis-33600	264	17	,	,	PUNCT
bracis-33600	264	18	o.k	o.k	PROPN
bracis-33600	264	19	.	.	PROPN
bracis-33600	264	20	,	,	PUNCT
bracis-33600	264	21	ahangama	ahangama	PROPN
bracis-33600	264	22	,	,	PUNCT
bracis-33600	264	23	s.	s.	PROPN
bracis-33600	264	24	,	,	PUNCT
bracis-33600	264	25	atukorale	atukorale	PROPN
bracis-33600	264	26	,	,	PUNCT
bracis-33600	264	27	a.s	a.s	PROPN
bracis-33600	264	28	.	.	PROPN
bracis-33600	264	29	:	:	PUNCT
bracis-33600	264	30	dynamic	dynamic	ADJ
bracis-33600	264	31	stop	stop	VERB
bracis-33600	264	32	-	-	PUNCT
bracis-33600	264	33	loss	loss	NOUN
bracis-33600	264	34	approach	approach	NOUN
bracis-33600	264	35	for	for	ADP
bracis-33600	264	36	short	short	ADJ
bracis-33600	264	37	term	term	NOUN
bracis-33600	264	38	trades	trade	NOUN
bracis-33600	264	39	using	use	VERB
bracis-33600	264	40	deep	deep	ADJ
bracis-33600	264	41	learning	learning	NOUN
bracis-33600	264	42	.	.	PUNCT
bracis-33600	265	1	in	in	ADP
bracis-33600	265	2	:	:	PUNCT
bracis-33600	265	3	2022	2022	NUM
bracis-33600	265	4	ieee	ieee	PROPN
bracis-33600	265	5	international	international	ADJ
bracis-33600	265	6	conference	conference	NOUN
bracis-33600	265	7	on	on	ADP
bracis-33600	265	8	big	big	ADJ
bracis-33600	265	9	data	datum	NOUN
bracis-33600	265	10	(	(	PUNCT
bracis-33600	265	11	big	big	ADJ
bracis-33600	265	12	data	datum	NOUN
bracis-33600	265	13	)	)	PUNCT
bracis-33600	265	14	,	,	PUNCT
bracis-33600	265	15	pp	pp	PROPN
bracis-33600	265	16	.	.	PUNCT
bracis-33600	265	17	3537–3546	3537–3546	NUM
bracis-33600	265	18	.	.	X
bracis-33600	265	19	ieee	ieee	NOUN
bracis-33600	265	20	(	(	PUNCT
bracis-33600	265	21	2022	2022	NUM
bracis-33600	265	22	)	)	PUNCT
bracis-33600	265	23	google	google	PROPN
bracis-33600	265	24	scholar	scholar	NOUN
bracis-33600	265	25	  	  	SPACE
bracis-33600	265	26	schmitz	schmitz	PROPN
bracis-33600	265	27	,	,	PUNCT
bracis-33600	265	28	m.	m.	NOUN
bracis-33600	265	29	,	,	PUNCT
bracis-33600	265	30	immich	immich	PROPN
bracis-33600	265	31	,	,	PUNCT
bracis-33600	265	32	r.	r.	PROPN
bracis-33600	265	33	,	,	PUNCT
bracis-33600	265	34	pessin	pessin	NOUN
bracis-33600	265	35	,	,	PUNCT
bracis-33600	265	36	g.	g.	PROPN
bracis-33600	265	37	,	,	PUNCT
bracis-33600	265	38	rocha	rocha	PROPN
bracis-33600	265	39	filho	filho	PROPN
bracis-33600	265	40	,	,	PUNCT
bracis-33600	265	41	g.p	g.p	PROPN
bracis-33600	265	42	.	.	PROPN
bracis-33600	265	43	:	:	PUNCT
bracis-33600	265	44	towards	towards	ADP
bracis-33600	265	45	the	the	DET
bracis-33600	265	46	categorization	categorization	NOUN
bracis-33600	265	47	of	of	ADP
bracis-33600	265	48	brazilian	brazilian	ADJ
bracis-33600	265	49	financial	financial	ADJ
bracis-33600	265	50	market	market	NOUN
bracis-33600	265	51	headlines	headline	NOUN
bracis-33600	265	52	.	.	PUNCT
bracis-33600	266	1	ieee	ieee	PROPN
bracis-33600	266	2	lat	lat	PROPN
bracis-33600	266	3	.	.	PUNCT
bracis-33600	266	4	am	be	AUX
bracis-33600	266	5	.	.	PUNCT
bracis-33600	267	1	trans	tran	NOUN
bracis-33600	267	2	.	.	PROPN
bracis-33600	268	1	20(2	20(2	NUM
bracis-33600	268	2	)	)	PUNCT
bracis-33600	268	3	,	,	PUNCT
bracis-33600	268	4	344–351	344–351	NUM
bracis-33600	268	5	(	(	PUNCT
bracis-33600	268	6	2021	2021	NUM
bracis-33600	268	7	)	)	PUNCT
bracis-33600	268	8	article	article	NOUN
bracis-33600	268	9	  	  	SPACE
bracis-33600	268	10	math	math	NOUN
bracis-33600	268	11	  	  	SPACE
bracis-33600	268	12	google	google	PROPN
bracis-33600	268	13	scholar	scholar	NOUN
bracis-33600	268	14	  	  	SPACE
bracis-33600	268	15	selvin	selvin	PROPN
bracis-33600	268	16	,	,	PUNCT
bracis-33600	268	17	s.	s.	PROPN
bracis-33600	268	18	,	,	PUNCT
bracis-33600	268	19	vinayakumar	vinayakumar	PROPN
bracis-33600	268	20	,	,	PUNCT
bracis-33600	268	21	r.	r.	PROPN
bracis-33600	268	22	,	,	PUNCT
bracis-33600	268	23	gopalakrishnan	gopalakrishnan	PROPN
bracis-33600	268	24	,	,	PUNCT
bracis-33600	268	25	e.	e.	PROPN
bracis-33600	268	26	,	,	PUNCT
bracis-33600	268	27	menon	menon	PROPN
bracis-33600	268	28	,	,	PUNCT
bracis-33600	268	29	v.k	v.k	PROPN
bracis-33600	268	30	.	.	PROPN
bracis-33600	268	31	,	,	PUNCT
bracis-33600	268	32	soman	soman	NOUN
bracis-33600	268	33	,	,	PUNCT
bracis-33600	268	34	k.	k.	PROPN
bracis-33600	268	35	:	:	PUNCT
bracis-33600	268	36	stock	stock	NOUN
bracis-33600	268	37	price	price	NOUN
bracis-33600	268	38	prediction	prediction	NOUN
bracis-33600	268	39	using	use	VERB
bracis-33600	268	40	lstm	lstm	NOUN
bracis-33600	268	41	,	,	PUNCT
bracis-33600	268	42	rnn	rnn	PROPN
bracis-33600	268	43	and	and	CCONJ
bracis-33600	268	44	cnn	cnn	PROPN
bracis-33600	268	45	-	-	PUNCT
bracis-33600	268	46	sliding	slide	VERB
bracis-33600	268	47	window	window	NOUN
bracis-33600	268	48	model	model	NOUN
bracis-33600	268	49	.	.	PUNCT
bracis-33600	269	1	in	in	ADP
bracis-33600	269	2	:	:	PUNCT
bracis-33600	269	3	2017	2017	NUM
bracis-33600	269	4	international	international	ADJ
bracis-33600	269	5	conference	conference	NOUN
bracis-33600	269	6	on	on	ADP
bracis-33600	269	7	advances	advance	NOUN
bracis-33600	269	8	in	in	ADP
bracis-33600	269	9	computing	computing	NOUN
bracis-33600	269	10	,	,	PUNCT
bracis-33600	269	11	communications	communication	NOUN
bracis-33600	269	12	and	and	CCONJ
bracis-33600	269	13	informatics	informatic	NOUN
bracis-33600	269	14	(	(	PUNCT
bracis-33600	269	15	icacci	icacci	PROPN
bracis-33600	269	16	)	)	PUNCT
bracis-33600	269	17	,	,	PUNCT
bracis-33600	269	18	pp	pp	PROPN
bracis-33600	269	19	.	.	PUNCT
bracis-33600	269	20	1643–1647	1643–1647	NUM
bracis-33600	269	21	.	.	PUNCT
bracis-33600	270	1	ieee	ieee	NOUN
bracis-33600	270	2	(	(	PUNCT
bracis-33600	270	3	2017	2017	NUM
bracis-33600	270	4	)	)	PUNCT
bracis-33600	270	5	google	google	NOUN
bracis-33600	270	6	scholar	scholar	NOUN
bracis-33600	270	7	  	  	SPACE
bracis-33600	270	8	shefrin	shefrin	NOUN
bracis-33600	270	9	,	,	PUNCT
bracis-33600	270	10	h.	h.	PROPN
bracis-33600	270	11	,	,	PUNCT
bracis-33600	270	12	statman	statman	ADJ
bracis-33600	270	13	,	,	PUNCT
bracis-33600	270	14	m.	m.	NOUN
bracis-33600	270	15	:	:	PUNCT
bracis-33600	270	16	the	the	DET
bracis-33600	270	17	disposition	disposition	NOUN
bracis-33600	270	18	to	to	PART
bracis-33600	270	19	sell	sell	VERB
bracis-33600	270	20	winners	winner	NOUN
bracis-33600	270	21	too	too	ADV
bracis-33600	270	22	early	early	ADV
bracis-33600	270	23	and	and	CCONJ
bracis-33600	270	24	ride	ride	VERB
bracis-33600	270	25	losers	loser	NOUN
bracis-33600	270	26	too	too	ADV
bracis-33600	270	27	long	long	ADV
bracis-33600	270	28	:	:	PUNCT
bracis-33600	270	29	theory	theory	NOUN
bracis-33600	270	30	and	and	CCONJ
bracis-33600	270	31	evidence	evidence	NOUN
bracis-33600	270	32	.	.	PUNCT
bracis-33600	271	1	j.	j.	PROPN
bracis-33600	271	2	financ	financ	PROPN
bracis-33600	271	3	.	.	PUNCT
bracis-33600	272	1	40(3	40(3	NOUN
bracis-33600	272	2	)	)	PUNCT
bracis-33600	272	3	,	,	PUNCT
bracis-33600	273	1	777–790	777–790	NUM
bracis-33600	273	2	(	(	PUNCT
bracis-33600	273	3	1985	1985	NUM
bracis-33600	273	4	)	)	PUNCT
bracis-33600	273	5	article	article	NOUN
bracis-33600	273	6	  	  	SPACE
bracis-33600	273	7	math	math	NOUN
bracis-33600	273	8	  	  	SPACE
bracis-33600	273	9	google	google	PROPN
bracis-33600	273	10	scholar	scholar	NOUN
bracis-33600	273	11	  	  	SPACE
bracis-33600	273	12	siami	siami	NOUN
bracis-33600	273	13	-	-	PUNCT
bracis-33600	273	14	namini	namini	ADJ
bracis-33600	273	15	,	,	PUNCT
bracis-33600	273	16	s.	s.	PROPN
bracis-33600	273	17	,	,	PUNCT
bracis-33600	273	18	tavakoli	tavakoli	PROPN
bracis-33600	273	19	,	,	PUNCT
bracis-33600	273	20	n.	n.	NOUN
bracis-33600	273	21	,	,	PUNCT
bracis-33600	273	22	namin	namin	PROPN
bracis-33600	273	23	,	,	PUNCT
bracis-33600	273	24	a.s	a.s	PROPN
bracis-33600	273	25	.	.	PROPN
bracis-33600	273	26	:	:	PUNCT
bracis-33600	274	1	the	the	DET
bracis-33600	274	2	performance	performance	NOUN
bracis-33600	274	3	of	of	ADP
bracis-33600	274	4	lstm	lstm	NOUN
bracis-33600	274	5	and	and	CCONJ
bracis-33600	274	6	bilstm	bilstm	NOUN
bracis-33600	274	7	in	in	ADP
bracis-33600	274	8	forecasting	forecasting	NOUN
bracis-33600	274	9	time	time	NOUN
bracis-33600	274	10	series	series	NOUN
bracis-33600	274	11	.	.	PUNCT
bracis-33600	275	1	in	in	ADP
bracis-33600	275	2	:	:	PUNCT
bracis-33600	275	3	2019	2019	NUM
bracis-33600	275	4	ieee	ieee	NOUN
bracis-33600	275	5	international	international	ADJ
bracis-33600	275	6	conference	conference	NOUN
bracis-33600	275	7	on	on	ADP
bracis-33600	275	8	big	big	ADJ
bracis-33600	275	9	data	datum	NOUN
bracis-33600	275	10	(	(	PUNCT
bracis-33600	275	11	big	big	ADJ
bracis-33600	275	12	data	datum	NOUN
bracis-33600	275	13	)	)	PUNCT
bracis-33600	275	14	,	,	PUNCT
bracis-33600	275	15	pp	pp	ADP
bracis-33600	275	16	.	.	PUNCT
bracis-33600	276	1	3285–3292	3285–3292	NUM
bracis-33600	276	2	.	.	PUNCT
bracis-33600	277	1	ieee	ieee	NOUN
bracis-33600	277	2	(	(	PUNCT
bracis-33600	277	3	2019	2019	NUM
bracis-33600	277	4	)	)	PUNCT
bracis-33600	277	5	google	google	PROPN
bracis-33600	277	6	scholar	scholar	NOUN
bracis-33600	277	7	  	  	SPACE
bracis-33600	277	8	souza	souza	PROPN
bracis-33600	277	9	,	,	PUNCT
bracis-33600	277	10	f.m.d.c	f.m.d.c	PROPN
bracis-33600	277	11	.	.	PROPN
bracis-33600	277	12	,	,	PUNCT
bracis-33600	277	13	filho	filho	PROPN
bracis-33600	277	14	,	,	PUNCT
bracis-33600	277	15	g.p.r	g.p.r	NOUN
bracis-33600	277	16	.	.	PUNCT
bracis-33600	277	17	,	,	PUNCT
bracis-33600	277	18	guimarães	guimarães	PROPN
bracis-33600	277	19	,	,	PUNCT
bracis-33600	277	20	f.g	f.g	PROPN
bracis-33600	277	21	.	.	PROPN
bracis-33600	277	22	,	,	PUNCT
bracis-33600	277	23	meneguette	meneguette	PROPN
bracis-33600	277	24	,	,	PUNCT
bracis-33600	277	25	r.i	r.i	PROPN
bracis-33600	277	26	.	.	PROPN
bracis-33600	277	27	,	,	PUNCT
bracis-33600	277	28	pessin	pessin	PROPN
bracis-33600	277	29	,	,	PUNCT
bracis-33600	277	30	g.	g.	PROPN
bracis-33600	277	31	:	:	PUNCT
bracis-33600	277	32	navigating	navigate	VERB
bracis-33600	277	33	market	market	NOUN
bracis-33600	277	34	sentiments	sentiment	NOUN
bracis-33600	277	35	:	:	PUNCT
bracis-33600	277	36	a	a	DET
bracis-33600	277	37	novel	novel	ADJ
bracis-33600	277	38	approach	approach	NOUN
bracis-33600	277	39	to	to	PART
bracis-33600	277	40	iron	iron	VERB
bracis-33600	277	41	ore	ore	NOUN
bracis-33600	277	42	price	price	NOUN
bracis-33600	277	43	forecasting	forecasting	NOUN
bracis-33600	277	44	with	with	ADP
bracis-33600	277	45	weighted	weight	VERB
bracis-33600	277	46	fuzzy	fuzzy	ADJ
bracis-33600	277	47	time	time	NOUN
bracis-33600	277	48	series	series	PROPN
bracis-33600	277	49	.	.	PUNCT
bracis-33600	278	1	information	information	NOUN
bracis-33600	278	2	15(5	15(5	NUM
bracis-33600	278	3	)	)	PUNCT
bracis-33600	278	4	,	,	PUNCT
bracis-33600	278	5	251	251	NUM
bracis-33600	278	6	(	(	PUNCT
bracis-33600	278	7	2024	2024	NUM
bracis-33600	278	8	)	)	PUNCT
bracis-33600	278	9	google	google	PROPN
bracis-33600	278	10	scholar	scholar	NOUN
bracis-33600	278	11	  	  	SPACE
bracis-33600	278	12	zhang	zhang	PROPN
bracis-33600	278	13	,	,	PUNCT
bracis-33600	278	14	z.	z.	PROPN
bracis-33600	278	15	,	,	PUNCT
bracis-33600	278	16	dai	dai	PROPN
bracis-33600	278	17	,	,	PUNCT
bracis-33600	278	18	h.n	h.n	PROPN
bracis-33600	278	19	.	.	PROPN
bracis-33600	278	20	,	,	PUNCT
bracis-33600	278	21	zhou	zhou	PROPN
bracis-33600	278	22	,	,	PUNCT
bracis-33600	278	23	j.	j.	PROPN
bracis-33600	278	24	,	,	PUNCT
bracis-33600	278	25	mondal	mondal	PROPN
bracis-33600	278	26	,	,	PUNCT
bracis-33600	278	27	s.k	s.k	PROPN
bracis-33600	278	28	.	.	PROPN
bracis-33600	278	29	,	,	PUNCT
bracis-33600	278	30	garcía	garcía	PROPN
bracis-33600	278	31	,	,	PUNCT
bracis-33600	278	32	m.m	m.m	PROPN
bracis-33600	278	33	.	.	PROPN
bracis-33600	278	34	,	,	PUNCT
bracis-33600	278	35	wang	wang	PROPN
bracis-33600	278	36	,	,	PUNCT
bracis-33600	278	37	h.	h.	PROPN
bracis-33600	278	38	:	:	PUNCT
bracis-33600	278	39	forecasting	forecast	VERB
bracis-33600	278	40	cryptocurrency	cryptocurrency	NOUN
bracis-33600	278	41	price	price	NOUN
bracis-33600	278	42	using	use	VERB
bracis-33600	278	43	convolutional	convolutional	ADJ
bracis-33600	278	44	neural	neural	ADJ
bracis-33600	278	45	networks	network	NOUN
bracis-33600	278	46	with	with	ADP
bracis-33600	278	47	weighted	weighted	ADJ
bracis-33600	278	48	and	and	CCONJ
bracis-33600	278	49	attentive	attentive	ADJ
bracis-33600	278	50	memory	memory	NOUN
bracis-33600	278	51	channels	channel	NOUN
bracis-33600	278	52	.	.	PUNCT
bracis-33600	279	1	expert	expert	NOUN
bracis-33600	279	2	syst	syst	PROPN
bracis-33600	279	3	.	.	PUNCT
bracis-33600	280	1	appl	appl	PROPN
bracis-33600	280	2	.	.	PROPN
bracis-33600	281	1	183	183	NUM
bracis-33600	281	2	,	,	PUNCT
bracis-33600	281	3	115378	115378	NUM
bracis-33600	281	4	(	(	PUNCT
bracis-33600	281	5	2021	2021	NUM
bracis-33600	281	6	)	)	PUNCT
bracis-33600	281	7	article	article	NOUN
bracis-33600	281	8	  	  	SPACE
bracis-33600	281	9	google	google	PROPN
bracis-33600	281	10	scholar	scholar	NOUN
bracis-33600	281	11	  	  	SPACE
bracis-33600	281	12	download	download	NOUN
bracis-33600	281	13	references	reference	NOUN
bracis-33600	281	14	author	author	NOUN
bracis-33600	281	15	information	information	NOUN
bracis-33600	281	16	authors	author	NOUN
bracis-33600	281	17	and	and	CCONJ
bracis-33600	281	18	affiliations	affiliation	NOUN
bracis-33600	281	19	university	university	PROPN
bracis-33600	281	20	of	of	ADP
bracis-33600	281	21	brasilia	brasilia	PROPN
bracis-33600	281	22	,	,	PUNCT
bracis-33600	281	23	brasilia	brasilia	PROPN
bracis-33600	281	24	,	,	PUNCT
bracis-33600	281	25	brazil	brazil	PROPN
bracis-33600	281	26	joão	joão	PROPN
bracis-33600	281	27	paulo	paulo	PROPN
bracis-33600	281	28	costa	costa	PROPN
bracis-33600	281	29	e	e	PROPN
bracis-33600	281	30	souza	souza	PROPN
bracis-33600	281	31	,	,	PUNCT
bracis-33600	281	32	 	 	SPACE
bracis-33600	281	33	vinícius	vinícius	NOUN
bracis-33600	281	34	p.	p.	NOUN
bracis-33600	281	35	gonçalves	gonçalves	PROPN
bracis-33600	281	36	,	,	PUNCT
bracis-33600	281	37	 	 	SPACE
bracis-33600	281	38	fábio	fábio	PROPN
bracis-33600	281	39	l.	l.	PROPN
bracis-33600	281	40	l.	l.	PROPN
bracis-33600	281	41	de	de	PROPN
bracis-33600	281	42	mendonça	mendonça	PROPN
bracis-33600	281	43	 	 	SPACE
bracis-33600	281	44	&	&	CCONJ
bracis-33600	281	45	 	 	SPACE
bracis-33600	281	46	geraldo	geraldo	PROPN
bracis-33600	281	47	p.	p.	PROPN
bracis-33600	281	48	rocha	rocha	PROPN
bracis-33600	281	49	filho	filho	PROPN
bracis-33600	281	50	university	university	PROPN
bracis-33600	281	51	of	of	ADP
bracis-33600	281	52	são	são	PROPN
bracis-33600	281	53	paulo	paulo	PROPN
bracis-33600	281	54	,	,	PUNCT
bracis-33600	281	55	são	são	PROPN
bracis-33600	281	56	carlos	carlos	PROPN
bracis-33600	281	57	,	,	PUNCT
bracis-33600	281	58	brazil	brazil	PROPN
bracis-33600	281	59	rodolfo	rodolfo	PROPN
bracis-33600	281	60	i.	i.	PROPN
bracis-33600	281	61	meneguette	meneguette	PROPN
bracis-33600	281	62	federal	federal	PROPN
bracis-33600	281	63	university	university	PROPN
bracis-33600	281	64	of	of	ADP
bracis-33600	281	65	piauí	piauí	PROPN
bracis-33600	281	66	,	,	PUNCT
bracis-33600	281	67	picos	picos	PROPN
bracis-33600	281	68	,	,	PUNCT
bracis-33600	281	69	brazil	brazil	PROPN
bracis-33600	281	70	francisco	francisco	PROPN
bracis-33600	281	71	airton	airton	PROPN
bracis-33600	281	72	silva	silva	PROPN
bracis-33600	281	73	state	state	PROPN
bracis-33600	281	74	university	university	PROPN
bracis-33600	281	75	of	of	ADP
bracis-33600	281	76	southwest	southwest	PROPN
bracis-33600	281	77	bahia	bahia	PROPN
bracis-33600	281	78	,	,	PUNCT
bracis-33600	281	79	vitória	vitória	PROPN
bracis-33600	281	80	da	da	PROPN
bracis-33600	281	81	conquista	conquista	PROPN
bracis-33600	281	82	,	,	PUNCT
bracis-33600	281	83	brazil	brazil	PROPN
bracis-33600	281	84	geraldo	geraldo	PROPN
bracis-33600	281	85	p.	p.	PROPN
bracis-33600	281	86	rocha	rocha	PROPN
bracis-33600	282	1	filho	filho	PROPN
bracis-33600	282	2	authors	author	NOUN
bracis-33600	282	3	joão	joão	PROPN
bracis-33600	282	4	paulo	paulo	PROPN
bracis-33600	282	5	costa	costa	PROPN
bracis-33600	282	6	e	e	PROPN
bracis-33600	282	7	souzaview	souzaview	NOUN
bracis-33600	282	8	author	author	NOUN
bracis-33600	282	9	publications	publication	NOUN
bracis-33600	282	10	search	search	NOUN
bracis-33600	282	11	author	author	NOUN
bracis-33600	282	12	on	on	ADP
bracis-33600	282	13	:	:	PUNCT
bracis-33600	282	14	pubmed	pubmed	PROPN
bracis-33600	282	15	 	 	SPACE
bracis-33600	282	16	google	google	PROPN
bracis-33600	282	17	scholar	scholar	PROPN
bracis-33600	282	18	rodolfo	rodolfo	PROPN
bracis-33600	282	19	i.	i.	PROPN
bracis-33600	282	20	meneguetteview	meneguetteview	PROPN
bracis-33600	282	21	author	author	NOUN
bracis-33600	282	22	publications	publication	NOUN
bracis-33600	282	23	search	search	NOUN
bracis-33600	282	24	author	author	NOUN
bracis-33600	282	25	on	on	ADP
bracis-33600	282	26	:	:	PUNCT
bracis-33600	282	27	pubmed	pubmed	PROPN
bracis-33600	282	28	 	 	SPACE
bracis-33600	282	29	google	google	PROPN
bracis-33600	282	30	scholar	scholar	NOUN
bracis-33600	282	31	vinícius	vinícius	PROPN
bracis-33600	282	32	p.	p.	PROPN
bracis-33600	282	33	gonçalvesview	gonçalvesview	NOUN
bracis-33600	282	34	author	author	NOUN
bracis-33600	282	35	publications	publication	NOUN
bracis-33600	282	36	search	search	NOUN
bracis-33600	282	37	author	author	NOUN
bracis-33600	282	38	on	on	ADP
bracis-33600	282	39	:	:	PUNCT
bracis-33600	282	40	pubmed	pubmed	PROPN
bracis-33600	282	41	 	 	SPACE
bracis-33600	282	42	google	google	PROPN
bracis-33600	282	43	scholar	scholar	PROPN
bracis-33600	282	44	fábio	fábio	PROPN
bracis-33600	282	45	l.	l.	PROPN
bracis-33600	282	46	l.	l.	PROPN
bracis-33600	282	47	de	de	PROPN
bracis-33600	282	48	mendonçaview	mendonçaview	PROPN
bracis-33600	282	49	author	author	NOUN
bracis-33600	282	50	publications	publication	NOUN
bracis-33600	282	51	search	search	NOUN
bracis-33600	282	52	author	author	NOUN
bracis-33600	282	53	on	on	ADP
bracis-33600	282	54	:	:	PUNCT
bracis-33600	282	55	pubmed	pubmed	PROPN
bracis-33600	282	56	 	 	SPACE
bracis-33600	282	57	google	google	PROPN
bracis-33600	282	58	scholar	scholar	PROPN
bracis-33600	282	59	francisco	francisco	PROPN
bracis-33600	282	60	airton	airton	PROPN
bracis-33600	282	61	silvaview	silvaview	NOUN
bracis-33600	282	62	author	author	NOUN
bracis-33600	282	63	publications	publication	NOUN
bracis-33600	282	64	search	search	NOUN
bracis-33600	282	65	author	author	NOUN
bracis-33600	282	66	on	on	ADP
bracis-33600	282	67	:	:	PUNCT
bracis-33600	282	68	pubmed	pubmed	PROPN
bracis-33600	282	69	 	 	SPACE
bracis-33600	282	70	google	google	PROPN
bracis-33600	282	71	scholar	scholar	NOUN
bracis-33600	282	72	geraldo	geraldo	PROPN
bracis-33600	282	73	p.	p.	PROPN
bracis-33600	282	74	rocha	rocha	PROPN
bracis-33600	282	75	filhoview	filhoview	PROPN
bracis-33600	282	76	author	author	NOUN
bracis-33600	282	77	publications	publication	NOUN
bracis-33600	282	78	search	search	NOUN
bracis-33600	282	79	author	author	NOUN
bracis-33600	282	80	on	on	ADP
bracis-33600	282	81	:	:	PUNCT
bracis-33600	282	82	pubmed	pubmed	PROPN
bracis-33600	282	83	 	 	SPACE
bracis-33600	282	84	google	google	PROPN
bracis-33600	282	85	scholar	scholar	NOUN
bracis-33600	282	86	corresponding	correspond	VERB
bracis-33600	282	87	author	author	NOUN
bracis-33600	282	88	correspondence	correspondence	NOUN
bracis-33600	282	89	to	to	ADP
bracis-33600	282	90	joão	joão	PROPN
bracis-33600	282	91	paulo	paulo	PROPN
bracis-33600	282	92	costa	costa	PROPN
bracis-33600	282	93	e	e	PROPN
bracis-33600	282	94	souza	souza	PROPN
bracis-33600	282	95	.	.	PUNCT
bracis-33600	283	1	editor	editor	NOUN
bracis-33600	283	2	information	information	NOUN
bracis-33600	283	3	editors	editor	NOUN
bracis-33600	283	4	and	and	CCONJ
bracis-33600	283	5	affiliations	affiliation	NOUN
bracis-33600	283	6	universidade	universidade	VERB
bracis-33600	283	7	federal	federal	PROPN
bracis-33600	283	8	fluminense	fluminense	PROPN
bracis-33600	283	9	,	,	PUNCT
bracis-33600	283	10	niterói	niterói	PROPN
bracis-33600	283	11	,	,	PUNCT
bracis-33600	283	12	brazil	brazil	PROPN
bracis-33600	283	13	aline	aline	PROPN
bracis-33600	283	14	paes	paes	PROPN
bracis-33600	283	15	instituto	instituto	PROPN
bracis-33600	283	16	tecnológico	tecnológico	PROPN
bracis-33600	283	17	de	de	PROPN
bracis-33600	283	18	aeronáutica	aeronáutica	PROPN
bracis-33600	283	19	,	,	PUNCT
bracis-33600	283	20	são	são	PROPN
bracis-33600	283	21	josé	josé	PROPN
bracis-33600	283	22	dos	dos	PROPN
bracis-33600	283	23	campos	campos	PROPN
bracis-33600	283	24	,	,	PUNCT
bracis-33600	283	25	brazil	brazil	PROPN
bracis-33600	283	26	filipe	filipe	PROPN
bracis-33600	283	27	a.	a.	PROPN
bracis-33600	283	28	n.	n.	PROPN
bracis-33600	283	29	verri	verri	PROPN
bracis-33600	283	30	ethics	ethic	NOUN
bracis-33600	283	31	declarations	declaration	VERB
bracis-33600	283	32	disclosure	disclosure	NOUN
bracis-33600	283	33	of	of	ADP
bracis-33600	283	34	interests	interest	NOUN
bracis-33600	283	35	the	the	DET
bracis-33600	283	36	authors	author	NOUN
bracis-33600	283	37	have	have	VERB
bracis-33600	283	38	no	no	DET
bracis-33600	283	39	competing	compete	VERB
bracis-33600	283	40	interests	interest	NOUN
bracis-33600	283	41	.	.	PUNCT
bracis-33600	284	1	rights	right	NOUN
bracis-33600	284	2	and	and	CCONJ
bracis-33600	284	3	permissions	permission	NOUN
bracis-33600	284	4	reprints	reprint	NOUN
bracis-33600	284	5	and	and	CCONJ
bracis-33600	284	6	permissions	permission	VERB
bracis-33600	284	7	copyright	copyright	NOUN
bracis-33600	284	8	information	information	NOUN
bracis-33600	284	9	©	©	ADP
bracis-33600	284	10	2025	2025	NUM
bracis-33600	284	11	the	the	DET
bracis-33600	284	12	author(s	author(s	NOUN
bracis-33600	284	13	)	)	PUNCT
bracis-33600	284	14	,	,	PUNCT
bracis-33600	284	15	under	under	ADP
bracis-33600	284	16	exclusive	exclusive	ADJ
bracis-33600	284	17	license	license	NOUN
bracis-33600	284	18	to	to	ADP
bracis-33600	284	19	springer	springer	NOUN
bracis-33600	284	20	nature	nature	PROPN
bracis-33600	284	21	switzerland	switzerland	PROPN
bracis-33600	284	22	ag	ag	PROPN
bracis-33600	284	23	about	about	ADP
bracis-33600	284	24	this	this	DET
bracis-33600	284	25	paper	paper	NOUN
bracis-33600	284	26	cite	cite	VERB
bracis-33600	284	27	this	this	DET
bracis-33600	284	28	paper	paper	NOUN
bracis-33600	284	29	costa	costa	PROPN
bracis-33600	284	30	e	e	PROPN
bracis-33600	284	31	souza	souza	PROPN
bracis-33600	284	32	,	,	PUNCT
bracis-33600	284	33	j.p	j.p	PROPN
bracis-33600	284	34	.	.	PROPN
bracis-33600	284	35	,	,	PUNCT
bracis-33600	284	36	meneguette	meneguette	PROPN
bracis-33600	284	37	,	,	PUNCT
bracis-33600	284	38	r.i	r.i	PROPN
bracis-33600	284	39	.	.	PROPN
bracis-33600	284	40	,	,	PUNCT
bracis-33600	284	41	gonçalves	gonçalves	PROPN
bracis-33600	284	42	,	,	PUNCT
bracis-33600	284	43	v.p	v.p	PROPN
bracis-33600	284	44	.	.	PROPN
bracis-33600	284	45	,	,	PUNCT
bracis-33600	284	46	de	de	X
bracis-33600	284	47	mendonça	mendonça	X
bracis-33600	284	48	,	,	PUNCT
bracis-33600	284	49	f.l.l	f.l.l	PROPN
bracis-33600	284	50	.	.	PROPN
bracis-33600	284	51	,	,	PUNCT
bracis-33600	284	52	silva	silva	PROPN
bracis-33600	284	53	,	,	PUNCT
bracis-33600	284	54	f.a	f.a	PROPN
bracis-33600	284	55	.	.	PROPN
bracis-33600	284	56	,	,	PUNCT
bracis-33600	284	57	rocha	rocha	PROPN
bracis-33600	284	58	filho	filho	PROPN
bracis-33600	284	59	,	,	PUNCT
bracis-33600	284	60	g.p	g.p	PROPN
bracis-33600	284	61	.	.	PROPN
bracis-33600	284	62	(	(	PUNCT
bracis-33600	284	63	2025	2025	NUM
bracis-33600	284	64	)	)	PUNCT
bracis-33600	284	65	.	.	PUNCT
bracis-33600	285	1	predicting	predict	VERB
bracis-33600	285	2	bull	bull	PROPN
bracis-33600	285	3	and	and	CCONJ
bracis-33600	285	4	 	 	SPACE
bracis-33600	285	5	bear	bear	NOUN
bracis-33600	285	6	markets	market	NOUN
bracis-33600	285	7	:	:	PUNCT
bracis-33600	285	8	a	a	DET
bracis-33600	285	9	deep	deep	ADJ
bracis-33600	285	10	learning	learning	NOUN
bracis-33600	285	11	and	and	CCONJ
bracis-33600	285	12	 	 	SPACE
bracis-33600	285	13	linear	linear	ADJ
bracis-33600	285	14	regression	regression	NOUN
bracis-33600	285	15	study	study	NOUN
bracis-33600	285	16	in	in	ADP
bracis-33600	285	17	 	 	SPACE
bracis-33600	285	18	cryptocurrencies	cryptocurrencie	NOUN
bracis-33600	285	19	.	.	PUNCT
bracis-33600	286	1	in	in	ADP
bracis-33600	286	2	:	:	PUNCT
bracis-33600	286	3	paes	paes	PROPN
bracis-33600	286	4	,	,	PUNCT
bracis-33600	286	5	a.	a.	PROPN
bracis-33600	286	6	,	,	PUNCT
bracis-33600	286	7	verri	verri	NOUN
bracis-33600	286	8	,	,	PUNCT
bracis-33600	286	9	f.a.n	f.a.n	ADJ
bracis-33600	286	10	.	.	PUNCT
bracis-33600	286	11	(	(	PUNCT
bracis-33600	286	12	eds	ed	NOUN
bracis-33600	286	13	)	)	PUNCT
bracis-33600	286	14	intelligent	intelligent	ADJ
bracis-33600	286	15	systems	system	NOUN
bracis-33600	286	16	.	.	PUNCT
bracis-33600	286	17	bracis	bracis	PROPN
bracis-33600	286	18	2024	2024	NUM
bracis-33600	286	19	.	.	PUNCT
bracis-33600	287	1	lecture	lecture	NOUN
bracis-33600	287	2	notes	note	NOUN
bracis-33600	287	3	in	in	ADP
bracis-33600	287	4	computer	computer	NOUN
bracis-33600	287	5	science	science	NOUN
bracis-33600	287	6	(	(	PUNCT
bracis-33600	287	7	)	)	PUNCT
bracis-33600	287	8	,	,	PUNCT
bracis-33600	287	9	vol	vol	NOUN
bracis-33600	287	10	15413	15413	NUM
bracis-33600	287	11	.	.	PUNCT
bracis-33600	288	1	springer	springer	NOUN
bracis-33600	288	2	,	,	PUNCT
bracis-33600	288	3	cham	cham	PROPN
bracis-33600	288	4	.	.	PUNCT
bracis-33600	289	1	https://doi.org/10.1007/978-3-031-79032-4_20	https://doi.org/10.1007/978-3-031-79032-4_20	PROPN
bracis-33600	289	2	download	download	NOUN
bracis-33600	289	3	citation	citation	NOUN
bracis-33600	289	4	.ris	.ris	PUNCT
bracis-33600	290	1	.enw	.enw	PROPN
bracis-33600	290	2	.bib	.bib	PUNCT
bracis-33600	291	1	doi	doi	PROPN
bracis-33600	291	2	:	:	PUNCT
bracis-33600	291	3	https://doi.org/10.1007/978-3-031-79032-4_20	https://doi.org/10.1007/978-3-031-79032-4_20	NOUN
bracis-33600	291	4	published	publish	VERB
bracis-33600	291	5	:	:	PUNCT
bracis-33600	291	6	30	30	NUM
bracis-33600	291	7	january	january	PROPN
bracis-33600	291	8	2025	2025	NUM
bracis-33600	291	9	publisher	publisher	NOUN
bracis-33600	291	10	name	name	NOUN
bracis-33600	291	11	:	:	PUNCT
bracis-33600	291	12	springer	springer	NOUN
bracis-33600	291	13	,	,	PUNCT
bracis-33600	291	14	cham	cham	PROPN
bracis-33600	291	15	print	print	PROPN
bracis-33600	291	16	isbn	isbn	PROPN
bracis-33600	291	17	:	:	PUNCT
bracis-33600	291	18	978	978	NUM
bracis-33600	291	19	-	-	SYM
bracis-33600	291	20	3	3	NUM
bracis-33600	291	21	-	-	PUNCT
bracis-33600	291	22	031	031	NUM
bracis-33600	291	23	-	-	PUNCT
bracis-33600	291	24	79031	79031	NUM
bracis-33600	291	25	-	-	SYM
bracis-33600	291	26	7	7	NUM
bracis-33600	291	27	online	online	ADJ
bracis-33600	291	28	isbn	isbn	NOUN
bracis-33600	291	29	:	:	PUNCT
bracis-33600	291	30	978	978	NUM
bracis-33600	291	31	-	-	SYM
bracis-33600	291	32	3	3	NUM
bracis-33600	291	33	-	-	PUNCT
bracis-33600	291	34	031	031	NUM
bracis-33600	291	35	-	-	PUNCT
bracis-33600	291	36	79032	79032	NUM
bracis-33600	291	37	-	-	SYM
bracis-33600	291	38	4	4	NUM
bracis-33600	291	39	ebook	ebook	NOUN
bracis-33600	291	40	packages	package	NOUN
bracis-33600	291	41	:	:	PUNCT
bracis-33600	291	42	computer	computer	NOUN
bracis-33600	291	43	sciencecomputer	sciencecomputer	NOUN
bracis-33600	291	44	science	science	NOUN
bracis-33600	291	45	(	(	PUNCT
bracis-33600	291	46	r0	r0	NOUN
bracis-33600	291	47	)	)	PUNCT
bracis-33600	291	48	share	share	VERB
bracis-33600	291	49	this	this	DET
bracis-33600	291	50	paper	paper	NOUN
bracis-33600	291	51	anyone	anyone	PRON
bracis-33600	291	52	you	you	PRON
bracis-33600	291	53	share	share	VERB
bracis-33600	291	54	the	the	DET
bracis-33600	291	55	following	follow	VERB
bracis-33600	291	56	link	link	NOUN
bracis-33600	291	57	with	with	ADP
bracis-33600	291	58	will	will	AUX
bracis-33600	291	59	be	be	AUX
bracis-33600	291	60	able	able	ADJ
bracis-33600	291	61	to	to	PART
bracis-33600	291	62	read	read	VERB
bracis-33600	291	63	this	this	DET
bracis-33600	291	64	content	content	NOUN
bracis-33600	291	65	:	:	PUNCT
bracis-33600	291	66	get	get	VERB
bracis-33600	291	67	shareable	shareable	ADJ
bracis-33600	291	68	linksorry	linksorry	NOUN
bracis-33600	291	69	,	,	PUNCT
bracis-33600	291	70	a	a	DET
bracis-33600	291	71	shareable	shareable	ADJ
bracis-33600	291	72	link	link	NOUN
bracis-33600	291	73	is	be	AUX
bracis-33600	291	74	not	not	PART
bracis-33600	291	75	currently	currently	ADV
bracis-33600	291	76	available	available	ADJ
bracis-33600	291	77	for	for	ADP
bracis-33600	291	78	this	this	DET
bracis-33600	291	79	article	article	NOUN
bracis-33600	291	80	.	.	PUNCT
bracis-33600	292	1	copy	copy	VERB
bracis-33600	292	2	shareable	shareable	ADJ
bracis-33600	292	3	link	link	NOUN
bracis-33600	292	4	to	to	PART
bracis-33600	292	5	clipboard	clipboard	NOUN
bracis-33600	292	6	provided	provide	VERB
bracis-33600	292	7	by	by	ADP
bracis-33600	292	8	the	the	DET
bracis-33600	292	9	springer	springer	NOUN
bracis-33600	292	10	nature	nature	PROPN
bracis-33600	292	11	sharedit	sharedit	PROPN
bracis-33600	292	12	content	content	NOUN
bracis-33600	292	13	-	-	PUNCT
bracis-33600	292	14	sharing	share	VERB
bracis-33600	292	15	initiative	initiative	NOUN
bracis-33600	292	16	keywords	keyword	VERB
bracis-33600	292	17	artificial	artificial	ADJ
bracis-33600	292	18	intelligence	intelligence	NOUN
bracis-33600	292	19	cryptocurrency	cryptocurrency	NOUN
bracis-33600	292	20	linear	linear	PROPN
bracis-33600	292	21	regression	regression	PROPN
bracis-33600	292	22	cnn	cnn	PROPN
bracis-33600	292	23	lstm	lstm	PROPN
bracis-33600	292	24	bilstm	bilstm	NOUN
bracis-33600	292	25	machine	machine	NOUN
bracis-33600	292	26	learning	learn	VERB
bracis-33600	292	27	deep	deep	ADJ
bracis-33600	292	28	learning	learning	NOUN
bracis-33600	292	29	time	time	NOUN
bracis-33600	292	30	series	series	PROPN
bracis-33600	292	31	forecasting	forecasting	NOUN
bracis-33600	292	32	publish	publish	NOUN
bracis-33600	292	33	with	with	ADP
bracis-33600	292	34	us	us	PROPN
bracis-33600	292	35	policies	policy	NOUN
bracis-33600	292	36	and	and	CCONJ
bracis-33600	292	37	ethics	ethic	NOUN
bracis-33600	292	38	profiles	profile	NOUN
bracis-33600	292	39	rodolfo	rodolfo	PROPN
bracis-33600	292	40	i.	i.	PROPN
bracis-33600	292	41	meneguette	meneguette	PROPN
bracis-33600	292	42	view	view	PROPN
bracis-33600	292	43	author	author	NOUN
bracis-33600	292	44	profile	profile	PROPN
bracis-33600	292	45	francisco	francisco	PROPN
bracis-33600	292	46	airton	airton	PROPN
bracis-33600	292	47	silva	silva	PROPN
bracis-33600	292	48	view	view	PROPN
bracis-33600	292	49	author	author	NOUN
bracis-33600	292	50	profile	profile	NOUN
bracis-33600	292	51	search	search	NOUN
bracis-33600	292	52	search	search	NOUN
bracis-33600	292	53	by	by	ADP
bracis-33600	292	54	keyword	keyword	NOUN
bracis-33600	292	55	or	or	CCONJ
bracis-33600	292	56	author	author	NOUN
bracis-33600	292	57	search	search	NOUN
bracis-33600	292	58	navigation	navigation	NOUN
bracis-33600	292	59	find	find	VERB
bracis-33600	292	60	a	a	DET
bracis-33600	292	61	journal	journal	NOUN
bracis-33600	292	62	publish	publish	VERB
bracis-33600	292	63	with	with	ADP
bracis-33600	292	64	us	we	PRON
bracis-33600	292	65	track	track	VERB
bracis-33600	292	66	your	your	PRON
bracis-33600	292	67	research	research	NOUN
bracis-33600	292	68	discover	discover	VERB
bracis-33600	292	69	content	content	NOUN
bracis-33600	292	70	journals	journal	NOUN
bracis-33600	292	71	a	a	DET
bracis-33600	292	72	-	-	PUNCT
bracis-33600	292	73	z	z	NOUN
bracis-33600	292	74	books	book	NOUN
bracis-33600	292	75	a	a	DET
bracis-33600	292	76	-	-	PUNCT
bracis-33600	292	77	z	z	NOUN
bracis-33600	292	78	publish	publish	NOUN
bracis-33600	292	79	with	with	ADP
bracis-33600	292	80	us	us	PROPN
bracis-33600	292	81	journal	journal	PROPN
bracis-33600	292	82	finder	finder	PROPN
bracis-33600	292	83	publish	publish	VERB
bracis-33600	292	84	your	your	PRON
bracis-33600	292	85	research	research	NOUN
bracis-33600	292	86	language	language	NOUN
bracis-33600	292	87	editing	edit	VERB
bracis-33600	292	88	open	open	ADJ
bracis-33600	292	89	access	access	NOUN
bracis-33600	292	90	publishing	publishing	NOUN
bracis-33600	292	91	products	product	NOUN
bracis-33600	292	92	and	and	CCONJ
bracis-33600	292	93	services	service	NOUN
bracis-33600	292	94	our	our	PRON
bracis-33600	292	95	products	product	NOUN
bracis-33600	292	96	librarians	librarian	VERB
bracis-33600	292	97	societies	society	NOUN
bracis-33600	292	98	partners	partner	NOUN
bracis-33600	292	99	and	and	CCONJ
bracis-33600	292	100	advertisers	advertiser	NOUN
bracis-33600	292	101	our	our	PRON
bracis-33600	292	102	brands	brand	NOUN
bracis-33600	292	103	springer	springer	NOUN
bracis-33600	292	104	nature	nature	PROPN
bracis-33600	292	105	portfolio	portfolio	PROPN
bracis-33600	292	106	bmc	bmc	PROPN
bracis-33600	292	107	palgrave	palgrave	PROPN
bracis-33600	292	108	macmillan	macmillan	PROPN
bracis-33600	292	109	apress	apress	PROPN
bracis-33600	292	110	discover	discover	VERB
bracis-33600	292	111	your	your	PRON
bracis-33600	292	112	privacy	privacy	NOUN
bracis-33600	292	113	choices	choice	NOUN
bracis-33600	292	114	/	/	SYM
bracis-33600	292	115	manage	manage	NOUN
bracis-33600	292	116	cookies	cookie	NOUN
bracis-33600	292	117	your	your	PRON
bracis-33600	292	118	us	us	PROPN
bracis-33600	293	1	state	state	NOUN
bracis-33600	293	2	privacy	privacy	NOUN
bracis-33600	293	3	rights	right	NOUN
bracis-33600	293	4	accessibility	accessibility	NOUN
bracis-33600	293	5	statement	statement	NOUN
bracis-33600	293	6	terms	term	NOUN
bracis-33600	293	7	and	and	CCONJ
bracis-33600	293	8	conditions	condition	NOUN
bracis-33600	293	9	privacy	privacy	NOUN
bracis-33600	293	10	policy	policy	NOUN
bracis-33600	293	11	help	help	NOUN
bracis-33600	293	12	and	and	CCONJ
bracis-33600	293	13	support	support	VERB
bracis-33600	293	14	legal	legal	ADJ
bracis-33600	293	15	notice	notice	NOUN
bracis-33600	293	16	cancel	cancel	VERB
bracis-33600	293	17	contracts	contract	NOUN
bracis-33600	293	18	here	here	ADV
bracis-33600	293	19	129.74.145.123	129.74.145.123	NUM
bracis-33600	293	20	hesburgh	hesburgh	PROPN
bracis-33600	293	21	library	library	PROPN
bracis-33600	293	22	er	er	INTJ
bracis-33600	293	23	unit	unit	NOUN
bracis-33600	293	24	(	(	PUNCT
bracis-33600	293	25	3005732405	3005732405	NUM
bracis-33600	293	26	)	)	PUNCT
bracis-33600	293	27	northeast	northeast	ADJ
bracis-33600	293	28	research	research	NOUN
bracis-33600	293	29	libraries	library	NOUN
bracis-33600	293	30	(	(	PUNCT
bracis-33600	293	31	nerl	nerl	PROPN
bracis-33600	293	32	)	)	PUNCT
bracis-33600	293	33	(	(	PUNCT
bracis-33600	293	34	8200828607	8200828607	NUM
bracis-33600	293	35	)	)	PUNCT
bracis-33600	293	36	nerl	nerl	VERB
bracis-33600	293	37	ta	ta	X
bracis-33600	293	38	account	account	NOUN
bracis-33600	293	39	(	(	PUNCT
bracis-33600	293	40	3006206169	3006206169	NUM
bracis-33600	293	41	)	)	PUNCT
bracis-33600	293	42	university	university	NOUN
bracis-33600	293	43	of	of	ADP
bracis-33600	293	44	notre	notre	PROPN
bracis-33600	293	45	dame	dame	PROPN
bracis-33600	293	46	hesburgh	hesburgh	PROPN
bracis-33600	293	47	library	library	NOUN
bracis-33600	293	48	(	(	PUNCT
bracis-33600	293	49	3000184373	3000184373	NUM
bracis-33600	293	50	)	)	PUNCT
bracis-33600	294	1	©	©	ADP
bracis-33600	294	2	2025	2025	NUM
bracis-33600	294	3	springer	springer	NOUN
bracis-33600	294	4	nature	nature	NOUN