id	sid	tid	token	lemma	pos
emaj-229	1	1	volume	volume	NOUN
emaj-229	1	2	7	7	NUM
emaj-229	1	3	no	no	DET
emaj-229	1	4	2	2	NUM
emaj-229	1	5	(	(	PUNCT
emaj-229	1	6	2018	2018	NUM
emaj-229	1	7	)	)	PUNCT
emaj-229	2	1	|	|	ADV
emaj-229	2	2	issn	issn	VERB
emaj-229	2	3	2158	2158	NUM
emaj-229	2	4	-	-	SYM
emaj-229	2	5	8708	8708	NUM
emaj-229	2	6	(	(	PUNCT
emaj-229	2	7	online	online	NOUN
emaj-229	2	8	)	)	PUNCT
emaj-229	2	9	|	|	ADV
emaj-229	2	10	doi	doi	X
emaj-229	2	11	10.5195	10.5195	NUM
emaj-229	2	12	/	/	SYM
emaj-229	2	13	emaj.2018.134	emaj.2018.134	PROPN
emaj-229	2	14	|	|	ADV
emaj-229	2	15	http://emaj.pitt.edu	http://emaj.pitt.edu	X
emaj-229	2	16	financial	financial	PROPN
emaj-229	2	17	instrument	instrument	NOUN
emaj-229	2	18	forecast	forecast	PROPN
emaj-229	2	19	with	with	ADP
emaj-229	2	20	artificial	artificial	ADJ
emaj-229	2	21	intelligence	intelligence	NOUN
emaj-229	2	22	furkan	furkan	PROPN
emaj-229	2	23	kayım	kayım	PROPN
emaj-229	2	24	beykent	beykent	PROPN
emaj-229	2	25	university	university	PROPN
emaj-229	2	26	,	,	PUNCT
emaj-229	2	27	turkey	turkey	NOUN
emaj-229	3	1	|	|	ADV
emaj-229	3	2	e	e	NOUN
emaj-229	3	3	-	-	NOUN
emaj-229	3	4	mail	mail	NOUN
emaj-229	3	5	:	:	PUNCT
emaj-229	3	6	kayimfurkan@gmail.com	kayimfurkan@gmail.com	X
emaj-229	3	7	atınç	atınç	PROPN
emaj-229	3	8	yılmaz	yılmaz	PROPN
emaj-229	3	9	beykent	beykent	PROPN
emaj-229	3	10	university	university	PROPN
emaj-229	3	11	,	,	PUNCT
emaj-229	3	12	turkey	turkey	NOUN
emaj-229	4	1	|	|	ADV
emaj-229	4	2	e	e	NOUN
emaj-229	4	3	-	-	NOUN
emaj-229	4	4	mail	mail	NOUN
emaj-229	4	5	:	:	PUNCT
emaj-229	4	6	atincyilmaz@beykent.edu.tr	atincyilmaz@beykent.edu.tr	PROPN
emaj-229	4	7	abstract	abstract	ADV
emaj-229	4	8	in	in	ADP
emaj-229	4	9	ancient	ancient	ADJ
emaj-229	4	10	times	time	NOUN
emaj-229	4	11	,	,	PUNCT
emaj-229	4	12	trade	trade	NOUN
emaj-229	4	13	was	be	AUX
emaj-229	4	14	carried	carry	VERB
emaj-229	4	15	out	out	ADP
emaj-229	4	16	by	by	ADP
emaj-229	4	17	barter	barter	NOUN
emaj-229	4	18	.	.	PUNCT
emaj-229	5	1	with	with	ADP
emaj-229	5	2	the	the	DET
emaj-229	5	3	use	use	NOUN
emaj-229	5	4	of	of	ADP
emaj-229	5	5	money	money	NOUN
emaj-229	5	6	and	and	CCONJ
emaj-229	5	7	similar	similar	ADJ
emaj-229	5	8	means	mean	NOUN
emaj-229	5	9	,	,	PUNCT
emaj-229	5	10	the	the	DET
emaj-229	5	11	concept	concept	NOUN
emaj-229	5	12	of	of	ADP
emaj-229	5	13	financial	financial	ADJ
emaj-229	5	14	instruments	instrument	NOUN
emaj-229	5	15	emerged	emerge	VERB
emaj-229	5	16	.	.	PUNCT
emaj-229	6	1	financial	financial	ADJ
emaj-229	6	2	instruments	instrument	NOUN
emaj-229	6	3	are	be	AUX
emaj-229	6	4	tools	tool	NOUN
emaj-229	6	5	and	and	CCONJ
emaj-229	6	6	documents	document	NOUN
emaj-229	6	7	used	use	VERB
emaj-229	6	8	in	in	ADP
emaj-229	6	9	the	the	DET
emaj-229	6	10	economy	economy	NOUN
emaj-229	6	11	.	.	PUNCT
emaj-229	7	1	financial	financial	ADJ
emaj-229	7	2	instruments	instrument	NOUN
emaj-229	7	3	can	can	AUX
emaj-229	7	4	be	be	AUX
emaj-229	7	5	foreign	foreign	ADJ
emaj-229	7	6	exchange	exchange	NOUN
emaj-229	7	7	rates	rate	NOUN
emaj-229	7	8	,	,	PUNCT
emaj-229	7	9	securities	security	NOUN
emaj-229	7	10	,	,	PUNCT
emaj-229	7	11	crypto	crypto	NOUN
emaj-229	7	12	currency	currency	NOUN
emaj-229	7	13	,	,	PUNCT
emaj-229	7	14	index	index	NOUN
emaj-229	7	15	and	and	CCONJ
emaj-229	7	16	funds	fund	NOUN
emaj-229	7	17	.	.	PUNCT
emaj-229	8	1	there	there	PRON
emaj-229	8	2	are	be	VERB
emaj-229	8	3	many	many	ADJ
emaj-229	8	4	methods	method	NOUN
emaj-229	8	5	used	use	VERB
emaj-229	8	6	in	in	ADP
emaj-229	8	7	financial	financial	ADJ
emaj-229	8	8	instrument	instrument	NOUN
emaj-229	8	9	forecast	forecast	NOUN
emaj-229	8	10	.	.	PUNCT
emaj-229	9	1	these	these	DET
emaj-229	9	2	methods	method	NOUN
emaj-229	9	3	include	include	VERB
emaj-229	9	4	technical	technical	ADJ
emaj-229	9	5	analysis	analysis	NOUN
emaj-229	9	6	methods	method	NOUN
emaj-229	9	7	,	,	PUNCT
emaj-229	9	8	basic	basic	ADJ
emaj-229	9	9	analysis	analysis	NOUN
emaj-229	9	10	methods	method	NOUN
emaj-229	9	11	,	,	PUNCT
emaj-229	9	12	forecasts	forecast	NOUN
emaj-229	9	13	carried	carry	VERB
emaj-229	9	14	out	out	ADP
emaj-229	9	15	using	use	VERB
emaj-229	9	16	variables	variable	NOUN
emaj-229	9	17	and	and	CCONJ
emaj-229	9	18	formulas	formula	NOUN
emaj-229	9	19	,	,	PUNCT
emaj-229	9	20	time	time	NOUN
emaj-229	9	21	-	-	PUNCT
emaj-229	9	22	series	series	NOUN
emaj-229	9	23	algorithms	algorithm	NOUN
emaj-229	9	24	and	and	CCONJ
emaj-229	9	25	artificial	artificial	ADJ
emaj-229	9	26	intelligence	intelligence	NOUN
emaj-229	9	27	algorithms	algorithm	NOUN
emaj-229	9	28	.	.	PUNCT
emaj-229	10	1	within	within	ADP
emaj-229	10	2	the	the	DET
emaj-229	10	3	scope	scope	NOUN
emaj-229	10	4	of	of	ADP
emaj-229	10	5	this	this	DET
emaj-229	10	6	study	study	NOUN
emaj-229	10	7	,	,	PUNCT
emaj-229	10	8	the	the	DET
emaj-229	10	9	importance	importance	NOUN
emaj-229	10	10	of	of	ADP
emaj-229	10	11	the	the	DET
emaj-229	10	12	use	use	NOUN
emaj-229	10	13	of	of	ADP
emaj-229	10	14	artificial	artificial	ADJ
emaj-229	10	15	intelligence	intelligence	NOUN
emaj-229	10	16	algorithms	algorithm	NOUN
emaj-229	10	17	in	in	ADP
emaj-229	10	18	the	the	DET
emaj-229	10	19	financial	financial	ADJ
emaj-229	10	20	instrument	instrument	NOUN
emaj-229	10	21	forecast	forecast	NOUN
emaj-229	10	22	is	be	AUX
emaj-229	10	23	studied	study	VERB
emaj-229	10	24	.	.	PUNCT
emaj-229	11	1	since	since	SCONJ
emaj-229	11	2	financial	financial	ADJ
emaj-229	11	3	instruments	instrument	NOUN
emaj-229	11	4	are	be	AUX
emaj-229	11	5	used	use	VERB
emaj-229	11	6	as	as	ADP
emaj-229	11	7	a	a	DET
emaj-229	11	8	means	means	NOUN
emaj-229	11	9	of	of	ADP
emaj-229	11	10	investment	investment	NOUN
emaj-229	11	11	and	and	CCONJ
emaj-229	11	12	trade	trade	NOUN
emaj-229	11	13	by	by	ADP
emaj-229	11	14	all	all	DET
emaj-229	11	15	sections	section	NOUN
emaj-229	11	16	of	of	ADP
emaj-229	11	17	the	the	DET
emaj-229	11	18	society	society	NOUN
emaj-229	11	19	,	,	PUNCT
emaj-229	11	20	namely	namely	ADV
emaj-229	11	21	individuals	individual	NOUN
emaj-229	11	22	,	,	PUNCT
emaj-229	11	23	families	family	NOUN
emaj-229	11	24	,	,	PUNCT
emaj-229	11	25	institutions	institution	NOUN
emaj-229	11	26	,	,	PUNCT
emaj-229	11	27	and	and	CCONJ
emaj-229	11	28	states	state	NOUN
emaj-229	11	29	,	,	PUNCT
emaj-229	11	30	it	it	PRON
emaj-229	11	31	is	be	AUX
emaj-229	11	32	highly	highly	ADV
emaj-229	11	33	important	important	ADJ
emaj-229	11	34	to	to	PART
emaj-229	11	35	know	know	VERB
emaj-229	11	36	about	about	ADP
emaj-229	11	37	their	their	PRON
emaj-229	11	38	future	future	NOUN
emaj-229	11	39	.	.	PUNCT
emaj-229	12	1	financial	financial	ADJ
emaj-229	12	2	instrument	instrument	NOUN
emaj-229	12	3	forecast	forecast	NOUN
emaj-229	12	4	can	can	AUX
emaj-229	12	5	bring	bring	VERB
emaj-229	12	6	about	about	ADP
emaj-229	12	7	profitability	profitability	NOUN
emaj-229	12	8	such	such	ADJ
emaj-229	12	9	as	as	ADP
emaj-229	12	10	increased	increase	VERB
emaj-229	12	11	income	income	NOUN
emaj-229	12	12	welfare	welfare	NOUN
emaj-229	12	13	,	,	PUNCT
emaj-229	12	14	more	more	ADV
emaj-229	12	15	economical	economical	ADJ
emaj-229	12	16	adjustment	adjustment	NOUN
emaj-229	12	17	of	of	ADP
emaj-229	12	18	maturities	maturity	NOUN
emaj-229	12	19	,	,	PUNCT
emaj-229	12	20	creation	creation	NOUN
emaj-229	12	21	of	of	ADP
emaj-229	12	22	large	large	ADJ
emaj-229	12	23	finances	finance	NOUN
emaj-229	12	24	,	,	PUNCT
emaj-229	12	25	minimization	minimization	NOUN
emaj-229	12	26	of	of	ADP
emaj-229	12	27	risks	risk	NOUN
emaj-229	12	28	,	,	PUNCT
emaj-229	12	29	spreading	spread	VERB
emaj-229	12	30	of	of	ADP
emaj-229	12	31	ownership	ownership	NOUN
emaj-229	12	32	to	to	ADP
emaj-229	12	33	the	the	DET
emaj-229	12	34	grassroots	grassroot	NOUN
emaj-229	12	35	,	,	PUNCT
emaj-229	12	36	and	and	CCONJ
emaj-229	12	37	more	more	ADV
emaj-229	12	38	balanced	balanced	ADJ
emaj-229	12	39	income	income	NOUN
emaj-229	12	40	distribution	distribution	NOUN
emaj-229	12	41	.	.	PUNCT
emaj-229	13	1	within	within	ADP
emaj-229	13	2	the	the	DET
emaj-229	13	3	scope	scope	NOUN
emaj-229	13	4	of	of	ADP
emaj-229	13	5	this	this	DET
emaj-229	13	6	study	study	NOUN
emaj-229	13	7	,	,	PUNCT
emaj-229	13	8	financial	financial	ADJ
emaj-229	13	9	instrument	instrument	NOUN
emaj-229	13	10	forecast	forecast	NOUN
emaj-229	13	11	is	be	AUX
emaj-229	13	12	carried	carry	VERB
emaj-229	13	13	out	out	ADP
emaj-229	13	14	by	by	ADP
emaj-229	13	15	applying	apply	VERB
emaj-229	13	16	a	a	DET
emaj-229	13	17	new	new	ADJ
emaj-229	13	18	methods	method	NOUN
emaj-229	13	19	of	of	ADP
emaj-229	13	20	long	long	ADJ
emaj-229	13	21	short	short	ADJ
emaj-229	13	22	term	term	NOUN
emaj-229	13	23	memory	memory	NOUN
emaj-229	13	24	(	(	PUNCT
emaj-229	13	25	lstm	lstm	NOUN
emaj-229	13	26	)	)	PUNCT
emaj-229	13	27	,	,	PUNCT
emaj-229	13	28	recurrent	recurrent	ADJ
emaj-229	13	29	neural	neural	ADJ
emaj-229	13	30	network	network	NOUN
emaj-229	13	31	(	(	PUNCT
emaj-229	13	32	rnn	rnn	PROPN
emaj-229	13	33	)	)	PUNCT
emaj-229	13	34	,	,	PUNCT
emaj-229	13	35	convolutional	convolutional	ADJ
emaj-229	13	36	neural	neural	ADJ
emaj-229	13	37	network	network	NOUN
emaj-229	13	38	(	(	PUNCT
emaj-229	13	39	cnn	cnn	PROPN
emaj-229	13	40	)	)	PUNCT
emaj-229	13	41	,	,	PUNCT
emaj-229	13	42	autoregressive	autoregressive	ADJ
emaj-229	13	43	integrated	integrated	ADJ
emaj-229	13	44	moving	move	VERB
emaj-229	13	45	average	average	ADJ
emaj-229	13	46	(	(	PUNCT
emaj-229	13	47	arima	arima	NOUN
emaj-229	13	48	)	)	PUNCT
emaj-229	13	49	algorithms	algorithm	NOUN
emaj-229	13	50	and	and	CCONJ
emaj-229	13	51	ensemble	ensemble	VERB
emaj-229	13	52	classification	classification	NOUN
emaj-229	13	53	boosting	boost	VERB
emaj-229	13	54	method	method	NOUN
emaj-229	13	55	.	.	PUNCT
emaj-229	14	1	financial	financial	ADJ
emaj-229	14	2	instrument	instrument	PROPN
emaj-229	14	3	forecast	forecast	NOUN
emaj-229	14	4	is	be	AUX
emaj-229	14	5	carried	carry	VERB
emaj-229	14	6	out	out	ADP
emaj-229	14	7	by	by	ADP
emaj-229	14	8	creating	create	VERB
emaj-229	14	9	a	a	DET
emaj-229	14	10	network	network	NOUN
emaj-229	14	11	compromising	compromise	VERB
emaj-229	14	12	lstm	lstm	NOUN
emaj-229	14	13	and	and	CCONJ
emaj-229	14	14	rnn	rnn	NOUN
emaj-229	14	15	algorithm	algorithm	NOUN
emaj-229	14	16	,	,	PUNCT
emaj-229	14	17	an	an	DET
emaj-229	14	18	lstm	lstm	ADJ
emaj-229	14	19	layer	layer	NOUN
emaj-229	14	20	,	,	PUNCT
emaj-229	14	21	and	and	CCONJ
emaj-229	14	22	an	an	DET
emaj-229	14	23	rnn	rnn	NOUN
emaj-229	14	24	output	output	NOUN
emaj-229	14	25	layer	layer	NOUN
emaj-229	14	26	.	.	PUNCT
emaj-229	15	1	with	with	ADP
emaj-229	15	2	the	the	DET
emaj-229	15	3	ensemble	ensemble	ADJ
emaj-229	15	4	classification	classification	NOUN
emaj-229	15	5	boosting	boost	VERB
emaj-229	15	6	method	method	NOUN
emaj-229	15	7	,	,	PUNCT
emaj-229	15	8	a	a	DET
emaj-229	15	9	new	new	ADJ
emaj-229	15	10	method	method	NOUN
emaj-229	15	11	that	that	PRON
emaj-229	15	12	gives	give	VERB
emaj-229	15	13	a	a	DET
emaj-229	15	14	more	more	ADV
emaj-229	15	15	successful	successful	ADJ
emaj-229	15	16	result	result	NOUN
emaj-229	15	17	compared	compare	VERB
emaj-229	15	18	to	to	ADP
emaj-229	15	19	the	the	DET
emaj-229	15	20	other	other	ADJ
emaj-229	15	21	algorithm	algorithm	NOUN
emaj-229	15	22	forecast	forecast	NOUN
emaj-229	15	23	results	result	NOUN
emaj-229	15	24	was	be	AUX
emaj-229	15	25	applied	apply	VERB
emaj-229	15	26	.	.	PUNCT
emaj-229	16	1	at	at	ADP
emaj-229	16	2	the	the	DET
emaj-229	16	3	conclusion	conclusion	NOUN
emaj-229	16	4	of	of	ADP
emaj-229	16	5	the	the	DET
emaj-229	16	6	study	study	NOUN
emaj-229	16	7	,	,	PUNCT
emaj-229	16	8	alternative	alternative	ADJ
emaj-229	16	9	algorithm	algorithm	NOUN
emaj-229	16	10	forecast	forecast	NOUN
emaj-229	16	11	results	result	NOUN
emaj-229	16	12	were	be	AUX
emaj-229	16	13	competed	compete	VERB
emaj-229	16	14	against	against	ADP
emaj-229	16	15	each	each	DET
emaj-229	16	16	other	other	ADJ
emaj-229	16	17	and	and	CCONJ
emaj-229	16	18	the	the	DET
emaj-229	16	19	algorithm	algorithm	NOUN
emaj-229	16	20	that	that	PRON
emaj-229	16	21	gave	give	VERB
emaj-229	16	22	the	the	DET
emaj-229	16	23	most	most	ADV
emaj-229	16	24	successful	successful	ADJ
emaj-229	16	25	forecast	forecast	NOUN
emaj-229	16	26	was	be	AUX
emaj-229	16	27	suggested	suggest	VERB
emaj-229	16	28	.	.	PUNCT
emaj-229	17	1	the	the	DET
emaj-229	17	2	success	success	NOUN
emaj-229	17	3	rate	rate	NOUN
emaj-229	17	4	of	of	ADP
emaj-229	17	5	the	the	DET
emaj-229	17	6	forecast	forecast	NOUN
emaj-229	17	7	results	result	NOUN
emaj-229	17	8	was	be	AUX
emaj-229	17	9	increased	increase	VERB
emaj-229	17	10	by	by	ADP
emaj-229	17	11	comparing	compare	VERB
emaj-229	17	12	the	the	DET
emaj-229	17	13	results	result	NOUN
emaj-229	17	14	with	with	ADP
emaj-229	17	15	different	different	ADJ
emaj-229	17	16	time	time	NOUN
emaj-229	17	17	intervals	interval	NOUN
emaj-229	17	18	and	and	CCONJ
emaj-229	17	19	training	training	NOUN
emaj-229	17	20	data	datum	NOUN
emaj-229	17	21	sets	set	NOUN
emaj-229	17	22	.	.	PUNCT
emaj-229	18	1	furthermore	furthermore	ADV
emaj-229	18	2	,	,	PUNCT
emaj-229	18	3	a	a	DET
emaj-229	18	4	new	new	ADJ
emaj-229	18	5	method	method	NOUN
emaj-229	18	6	was	be	AUX
emaj-229	18	7	developed	develop	VERB
emaj-229	18	8	using	use	VERB
emaj-229	18	9	the	the	DET
emaj-229	18	10	ensemble	ensemble	ADJ
emaj-229	18	11	classification	classification	NOUN
emaj-229	18	12	boosting	boost	VERB
emaj-229	18	13	method	method	NOUN
emaj-229	18	14	,	,	PUNCT
emaj-229	18	15	and	and	CCONJ
emaj-229	18	16	this	this	DET
emaj-229	18	17	method	method	NOUN
emaj-229	18	18	yielded	yield	VERB
emaj-229	18	19	a	a	DET
emaj-229	18	20	more	more	ADV
emaj-229	18	21	successful	successful	ADJ
emaj-229	18	22	result	result	NOUN
emaj-229	18	23	than	than	ADP
emaj-229	18	24	the	the	DET
emaj-229	18	25	most	most	ADV
emaj-229	18	26	successful	successful	ADJ
emaj-229	18	27	algorithm	algorithm	NOUN
emaj-229	18	28	result	result	NOUN
emaj-229	18	29	.	.	PUNCT
emaj-229	19	1	keywords	keyword	NOUN
emaj-229	19	2	:	:	PUNCT
emaj-229	19	3	long	long	ADJ
emaj-229	19	4	short	short	ADJ
emaj-229	19	5	-	-	PUNCT
emaj-229	19	6	term	term	NOUN
emaj-229	19	7	memory	memory	NOUN
emaj-229	19	8	(	(	PUNCT
emaj-229	19	9	lstm	lstm	NOUN
emaj-229	19	10	)	)	PUNCT
emaj-229	19	11	,	,	PUNCT
emaj-229	19	12	convolutional	convolutional	ADJ
emaj-229	19	13	neural	neural	ADJ
emaj-229	19	14	network	network	NOUN
emaj-229	19	15	(	(	PUNCT
emaj-229	19	16	cnn	cnn	PROPN
emaj-229	19	17	)	)	PUNCT
emaj-229	19	18	,	,	PUNCT
emaj-229	19	19	recurrent	recurrent	ADJ
emaj-229	19	20	neural	neural	ADJ
emaj-229	19	21	network	network	NOUN
emaj-229	19	22	(	(	PUNCT
emaj-229	19	23	rnn	rnn	PROPN
emaj-229	19	24	)	)	PUNCT
emaj-229	19	25	,	,	PUNCT
emaj-229	19	26	boosting	boost	VERB
emaj-229	19	27	,	,	PUNCT
emaj-229	19	28	financial	financial	ADJ
emaj-229	19	29	instrument	instrument	NOUN
emaj-229	19	30	forecast	forecast	VERB
emaj-229	19	31	new	new	ADJ
emaj-229	19	32	articles	article	NOUN
emaj-229	19	33	in	in	ADP
emaj-229	19	34	this	this	DET
emaj-229	19	35	journal	journal	NOUN
emaj-229	19	36	are	be	AUX
emaj-229	19	37	licensed	license	VERB
emaj-229	19	38	under	under	ADP
emaj-229	19	39	a	a	DET
emaj-229	19	40	creative	creative	ADJ
emaj-229	19	41	commons	common	NOUN
emaj-229	19	42	attribution	attribution	NOUN
emaj-229	19	43	3.0	3.0	NUM
emaj-229	19	44	united	unite	VERB
emaj-229	19	45	states	states	PROPN
emaj-229	19	46	license	license	NOUN
emaj-229	19	47	.	.	PUNCT
emaj-229	20	1	this	this	DET
emaj-229	20	2	journal	journal	NOUN
emaj-229	20	3	is	be	AUX
emaj-229	20	4	published	publish	VERB
emaj-229	20	5	by	by	ADP
emaj-229	20	6	the	the	DET
emaj-229	20	7	university	university	NOUN
emaj-229	20	8	library	library	NOUN
emaj-229	20	9	system	system	NOUN
emaj-229	20	10	of	of	ADP
emaj-229	20	11	the	the	DET
emaj-229	20	12	university	university	PROPN
emaj-229	20	13	of	of	ADP
emaj-229	20	14	pittsburgh	pittsburgh	PROPN
emaj-229	20	15	as	as	ADP
emaj-229	20	16	part	part	NOUN
emaj-229	20	17	of	of	ADP
emaj-229	20	18	its	its	PRON
emaj-229	20	19	d	d	NOUN
emaj-229	20	20	-	-	PUNCT
emaj-229	20	21	scribe	scribe	VERB
emaj-229	20	22	digital	digital	ADJ
emaj-229	20	23	publishing	publishing	NOUN
emaj-229	20	24	program	program	NOUN
emaj-229	20	25	,	,	PUNCT
emaj-229	20	26	and	and	CCONJ
emaj-229	20	27	is	be	AUX
emaj-229	20	28	cosponsored	cosponsor	VERB
emaj-229	20	29	by	by	ADP
emaj-229	20	30	the	the	DET
emaj-229	20	31	university	university	PROPN
emaj-229	20	32	of	of	ADP
emaj-229	20	33	pittsburgh	pittsburgh	PROPN
emaj-229	20	34	press	press	NOUN
emaj-229	20	35	.	.	PUNCT
emaj-229	21	1	volume	volume	NOUN
emaj-229	21	2	11	11	NUM
emaj-229	21	3	no	no	DET
emaj-229	21	4	2	2	NUM
emaj-229	21	5	(	(	PUNCT
emaj-229	21	6	2021	2021	NUM
emaj-229	21	7	)	)	PUNCT
emaj-229	21	8	|	|	ADV
emaj-229	21	9	issn	issn	VERB
emaj-229	21	10	2158	2158	NUM
emaj-229	21	11	-	-	SYM
emaj-229	21	12	8708	8708	NUM
emaj-229	21	13	(	(	PUNCT
emaj-229	21	14	online	online	NOUN
emaj-229	21	15	)	)	PUNCT
emaj-229	22	1	|	|	ADV
emaj-229	22	2	doi	doi	X
emaj-229	22	3	10.5195	10.5195	NUM
emaj-229	22	4	/	/	SYM
emaj-229	22	5	emaj.2021.229	emaj.2021.229	PROPN
emaj-229	22	6	|	|	ADV
emaj-229	22	7	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-229	22	8	|	|	ADV
emaj-229	22	9	mailto:atincyilmaz@beykent.edu.tr	mailto:atincyilmaz@beykent.edu.tr	PROPN
emaj-229	22	10	http://www.library.pitt.edu/	http://www.library.pitt.edu/	PROPN
emaj-229	22	11	http://www.pitt.edu/	http://www.pitt.edu/	NOUN
emaj-229	22	12	http://www.library.pitt.edu/articles/digpubtype/index.html	http://www.library.pitt.edu/articles/digpubtype/index.html	X
emaj-229	22	13	http://www.upress.pitt.edu/upressindex.aspx	http://www.upress.pitt.edu/upressindex.aspx	NUM
emaj-229	22	14	http://creativecommons.org/licenses/by/3.0/us/	http://creativecommons.org/licenses/by/3.0/us/	NOUN
emaj-229	22	15	volume	volume	NOUN
emaj-229	22	16	11	11	NUM
emaj-229	22	17	no	no	DET
emaj-229	22	18	2	2	NUM
emaj-229	22	19	(	(	PUNCT
emaj-229	22	20	2021	2021	NUM
emaj-229	22	21	)	)	PUNCT
emaj-229	22	22	|	|	ADV
emaj-229	22	23	issn	issn	VERB
emaj-229	22	24	2158	2158	NUM
emaj-229	22	25	-	-	SYM
emaj-229	22	26	8708	8708	NUM
emaj-229	22	27	(	(	PUNCT
emaj-229	22	28	online	online	NOUN
emaj-229	22	29	)	)	PUNCT
emaj-229	23	1	|	|	ADV
emaj-229	23	2	doi	doi	X
emaj-229	23	3	10.5195	10.5195	NUM
emaj-229	23	4	/	/	SYM
emaj-229	23	5	emaj.2021.229	emaj.2021.229	PROPN
emaj-229	23	6	|	|	ADV
emaj-229	23	7	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-229	23	8	furkan	furkan	PROPN
emaj-229	23	9	kayım	kayım	PROPN
emaj-229	23	10	,	,	PUNCT
emaj-229	23	11	atınç	atınç	PROPN
emaj-229	23	12	yılmaz	yılmaz	PROPN
emaj-229	23	13	emerging	emerge	VERB
emaj-229	23	14	markets	market	NOUN
emaj-229	23	15	journal	journal	NOUN
emaj-229	23	16	|	|	ADV
emaj-229	23	17	p	p	NOUN
emaj-229	23	18	a	a	DET
emaj-229	23	19	g	g	PROPN
emaj-229	23	20	e	e	PROPN
emaj-229	23	21	|9	|9	X
emaj-229	23	22	financial	financial	ADJ
emaj-229	23	23	instrument	instrument	NOUN
emaj-229	23	24	forecast	forecast	PROPN
emaj-229	23	25	with	with	ADP
emaj-229	23	26	artificial	artificial	ADJ
emaj-229	23	27	intelligence	intelligence	NOUN
emaj-229	23	28	furkan	furkan	PROPN
emaj-229	23	29	kayım	kayım	PROPN
emaj-229	23	30	atınç	atınç	PROPN
emaj-229	23	31	yılmaz	yılmaz	PROPN
emaj-229	23	32	i.	i.	PROPN
emaj-229	23	33	introduction	introduction	PROPN
emaj-229	23	34	financial	financial	ADJ
emaj-229	23	35	instruments	instrument	NOUN
emaj-229	23	36	are	be	AUX
emaj-229	23	37	defined	define	VERB
emaj-229	23	38	as	as	ADP
emaj-229	23	39	contracts	contract	NOUN
emaj-229	23	40	that	that	PRON
emaj-229	23	41	generate	generate	VERB
emaj-229	23	42	financial	financial	ADJ
emaj-229	23	43	assets	asset	NOUN
emaj-229	23	44	and	and	CCONJ
emaj-229	23	45	financial	financial	ADJ
emaj-229	23	46	liabilities	liability	NOUN
emaj-229	23	47	by	by	ADP
emaj-229	23	48	financial	financial	ADJ
emaj-229	23	49	market	market	NOUN
emaj-229	23	50	instruments	instrument	NOUN
emaj-229	23	51	.	.	PUNCT
emaj-229	24	1	financial	financial	ADJ
emaj-229	24	2	market	market	NOUN
emaj-229	24	3	instruments	instrument	NOUN
emaj-229	24	4	are	be	AUX
emaj-229	24	5	in	in	ADP
emaj-229	24	6	the	the	DET
emaj-229	24	7	form	form	NOUN
emaj-229	24	8	of	of	ADP
emaj-229	24	9	a	a	DET
emaj-229	24	10	payment	payment	NOUN
emaj-229	24	11	instrument	instrument	NOUN
emaj-229	24	12	,	,	PUNCT
emaj-229	24	13	financial	financial	ADJ
emaj-229	24	14	rights	right	NOUN
emaj-229	24	15	and	and	CCONJ
emaj-229	24	16	economic	economic	ADJ
emaj-229	24	17	assets	asset	NOUN
emaj-229	24	18	closely	closely	ADV
emaj-229	24	19	related	relate	VERB
emaj-229	24	20	to	to	ADP
emaj-229	24	21	these	these	DET
emaj-229	24	22	(	(	PUNCT
emaj-229	24	23	korkmaz	korkmaz	NOUN
emaj-229	24	24	and	and	CCONJ
emaj-229	24	25	bakkal	bakkal	PROPN
emaj-229	24	26	,	,	PUNCT
emaj-229	24	27	2011	2011	NUM
emaj-229	24	28	;	;	PUNCT
emaj-229	24	29	yavilioğlu	yavilioğlu	NOUN
emaj-229	24	30	and	and	CCONJ
emaj-229	24	31	delice	delice	PROPN
emaj-229	24	32	,	,	PUNCT
emaj-229	24	33	2006	2006	NUM
emaj-229	24	34	)	)	PUNCT
emaj-229	24	35	.	.	PUNCT
emaj-229	25	1	financial	financial	ADJ
emaj-229	25	2	instruments	instrument	NOUN
emaj-229	25	3	such	such	ADJ
emaj-229	25	4	as	as	ADP
emaj-229	25	5	exchange	exchange	NOUN
emaj-229	25	6	rates	rate	NOUN
emaj-229	25	7	,	,	PUNCT
emaj-229	25	8	commodities	commodity	NOUN
emaj-229	25	9	,	,	PUNCT
emaj-229	25	10	securities	security	NOUN
emaj-229	25	11	,	,	PUNCT
emaj-229	25	12	crypto	crypto	NOUN
emaj-229	25	13	currencies	currency	NOUN
emaj-229	25	14	,	,	PUNCT
emaj-229	25	15	indices	index	NOUN
emaj-229	25	16	and	and	CCONJ
emaj-229	25	17	funds	fund	NOUN
emaj-229	25	18	are	be	AUX
emaj-229	25	19	indispensable	indispensable	ADJ
emaj-229	25	20	for	for	ADP
emaj-229	25	21	our	our	PRON
emaj-229	25	22	economic	economic	ADJ
emaj-229	25	23	life	life	NOUN
emaj-229	25	24	.	.	PUNCT
emaj-229	26	1	the	the	DET
emaj-229	26	2	accurate	accurate	ADJ
emaj-229	26	3	estimation	estimation	NOUN
emaj-229	26	4	of	of	ADP
emaj-229	26	5	financial	financial	ADJ
emaj-229	26	6	instruments	instrument	NOUN
emaj-229	26	7	is	be	AUX
emaj-229	26	8	important	important	ADJ
emaj-229	26	9	in	in	ADP
emaj-229	26	10	ensuring	ensure	VERB
emaj-229	26	11	the	the	DET
emaj-229	26	12	effective	effective	ADJ
emaj-229	26	13	management	management	NOUN
emaj-229	26	14	of	of	ADP
emaj-229	26	15	personal	personal	ADJ
emaj-229	26	16	,	,	PUNCT
emaj-229	26	17	corporate	corporate	ADJ
emaj-229	26	18	,	,	PUNCT
emaj-229	26	19	and	and	CCONJ
emaj-229	26	20	national	national	ADJ
emaj-229	26	21	economies	economy	NOUN
emaj-229	26	22	.	.	PUNCT
emaj-229	27	1	because	because	SCONJ
emaj-229	27	2	,	,	PUNCT
emaj-229	27	3	the	the	DET
emaj-229	27	4	accurate	accurate	ADJ
emaj-229	27	5	estimation	estimation	NOUN
emaj-229	27	6	means	mean	VERB
emaj-229	27	7	increasing	increase	VERB
emaj-229	27	8	the	the	DET
emaj-229	27	9	welfare	welfare	NOUN
emaj-229	27	10	of	of	ADP
emaj-229	27	11	individuals	individual	NOUN
emaj-229	27	12	as	as	ADP
emaj-229	27	13	a	a	DET
emaj-229	27	14	result	result	NOUN
emaj-229	27	15	of	of	ADP
emaj-229	27	16	investing	invest	VERB
emaj-229	27	17	more	more	ADV
emaj-229	27	18	productively	productively	ADV
emaj-229	27	19	,	,	PUNCT
emaj-229	27	20	ensuring	ensure	VERB
emaj-229	27	21	maturity	maturity	NOUN
emaj-229	27	22	adjustment	adjustment	NOUN
emaj-229	27	23	between	between	ADP
emaj-229	27	24	the	the	DET
emaj-229	27	25	suppliers	supplier	NOUN
emaj-229	27	26	and	and	CCONJ
emaj-229	27	27	demanders	demander	NOUN
emaj-229	27	28	of	of	ADP
emaj-229	27	29	funds	fund	NOUN
emaj-229	27	30	,	,	PUNCT
emaj-229	27	31	creating	create	VERB
emaj-229	27	32	large	large	ADJ
emaj-229	27	33	finances	finance	NOUN
emaj-229	27	34	by	by	ADP
emaj-229	27	35	pooling	pool	VERB
emaj-229	27	36	small	small	ADJ
emaj-229	27	37	savings	saving	NOUN
emaj-229	27	38	,	,	PUNCT
emaj-229	27	39	minimizing	minimize	VERB
emaj-229	27	40	the	the	DET
emaj-229	27	41	risk	risk	NOUN
emaj-229	27	42	by	by	ADP
emaj-229	27	43	establishing	establish	VERB
emaj-229	27	44	a	a	DET
emaj-229	27	45	balance	balance	NOUN
emaj-229	27	46	between	between	ADP
emaj-229	27	47	alternative	alternative	ADJ
emaj-229	27	48	financing	financing	NOUN
emaj-229	27	49	,	,	PUNCT
emaj-229	27	50	financial	financial	ADJ
emaj-229	27	51	inclusion	inclusion	NOUN
emaj-229	27	52	of	of	ADP
emaj-229	27	53	ownership	ownership	NOUN
emaj-229	27	54	by	by	ADP
emaj-229	27	55	including	include	VERB
emaj-229	27	56	the	the	DET
emaj-229	27	57	small	small	ADJ
emaj-229	27	58	savers	saver	NOUN
emaj-229	27	59	in	in	ADP
emaj-229	27	60	capital	capital	NOUN
emaj-229	27	61	markets	market	NOUN
emaj-229	27	62	,	,	PUNCT
emaj-229	27	63	a	a	DET
emaj-229	27	64	decrease	decrease	NOUN
emaj-229	27	65	in	in	ADP
emaj-229	27	66	the	the	DET
emaj-229	27	67	cost	cost	NOUN
emaj-229	27	68	of	of	ADP
emaj-229	27	69	using	use	VERB
emaj-229	27	70	funds	fund	NOUN
emaj-229	27	71	by	by	ADP
emaj-229	27	72	an	an	DET
emaj-229	27	73	increase	increase	NOUN
emaj-229	27	74	in	in	ADP
emaj-229	27	75	competition	competition	NOUN
emaj-229	27	76	and	and	CCONJ
emaj-229	27	77	a	a	DET
emaj-229	27	78	more	more	ADV
emaj-229	27	79	balanced	balanced	ADJ
emaj-229	27	80	income	income	NOUN
emaj-229	27	81	distribution	distribution	NOUN
emaj-229	27	82	.	.	PUNCT
emaj-229	28	1	while	while	SCONJ
emaj-229	28	2	it	it	PRON
emaj-229	28	3	is	be	AUX
emaj-229	28	4	quite	quite	ADV
emaj-229	28	5	difficult	difficult	ADJ
emaj-229	28	6	to	to	PART
emaj-229	28	7	correctly	correctly	ADV
emaj-229	28	8	interpret	interpret	VERB
emaj-229	28	9	the	the	DET
emaj-229	28	10	markets	market	NOUN
emaj-229	28	11	that	that	PRON
emaj-229	28	12	are	be	AUX
emaj-229	28	13	getting	get	VERB
emaj-229	28	14	increasingly	increasingly	ADV
emaj-229	28	15	complicated	complicate	VERB
emaj-229	28	16	,	,	PUNCT
emaj-229	28	17	even	even	ADV
emaj-229	28	18	for	for	ADP
emaj-229	28	19	financial	financial	ADJ
emaj-229	28	20	professionals	professional	NOUN
emaj-229	28	21	,	,	PUNCT
emaj-229	28	22	it	it	PRON
emaj-229	28	23	is	be	AUX
emaj-229	28	24	getting	get	VERB
emaj-229	28	25	more	more	ADV
emaj-229	28	26	difficult	difficult	ADJ
emaj-229	28	27	for	for	ADP
emaj-229	28	28	individuals	individual	NOUN
emaj-229	28	29	who	who	PRON
emaj-229	28	30	do	do	AUX
emaj-229	28	31	not	not	PART
emaj-229	28	32	have	have	VERB
emaj-229	28	33	enough	enough	ADJ
emaj-229	28	34	knowledge	knowledge	NOUN
emaj-229	28	35	of	of	ADP
emaj-229	28	36	financial	financial	ADJ
emaj-229	28	37	literacy	literacy	NOUN
emaj-229	28	38	to	to	PART
emaj-229	28	39	interpret	interpret	VERB
emaj-229	28	40	the	the	DET
emaj-229	28	41	markets	market	NOUN
emaj-229	28	42	correctly	correctly	ADV
emaj-229	28	43	(	(	PUNCT
emaj-229	28	44	gümüş	gümüş	NOUN
emaj-229	28	45	and	and	CCONJ
emaj-229	28	46	pailer	pailer	NOUN
emaj-229	28	47	,	,	PUNCT
emaj-229	28	48	2019	2019	NUM
emaj-229	28	49	)	)	PUNCT
emaj-229	28	50	.	.	PUNCT
emaj-229	29	1	at	at	ADP
emaj-229	29	2	this	this	DET
emaj-229	29	3	point	point	NOUN
emaj-229	29	4	,	,	PUNCT
emaj-229	29	5	an	an	DET
emaj-229	29	6	accurate	accurate	ADJ
emaj-229	29	7	estimation	estimation	NOUN
emaj-229	29	8	can	can	AUX
emaj-229	29	9	be	be	AUX
emaj-229	29	10	made	make	VERB
emaj-229	29	11	using	use	VERB
emaj-229	29	12	time	time	NOUN
emaj-229	29	13	series	series	NOUN
emaj-229	29	14	in	in	ADP
emaj-229	29	15	which	which	PRON
emaj-229	29	16	future	future	ADJ
emaj-229	29	17	data	datum	NOUN
emaj-229	29	18	can	can	AUX
emaj-229	29	19	be	be	AUX
emaj-229	29	20	estimated	estimate	VERB
emaj-229	29	21	by	by	ADP
emaj-229	29	22	looking	look	VERB
emaj-229	29	23	at	at	ADP
emaj-229	29	24	the	the	DET
emaj-229	29	25	past	past	ADJ
emaj-229	29	26	data	datum	NOUN
emaj-229	29	27	set	set	VERB
emaj-229	29	28	consisting	consist	VERB
emaj-229	29	29	of	of	ADP
emaj-229	29	30	regular	regular	ADJ
emaj-229	29	31	and	and	CCONJ
emaj-229	29	32	consecutive	consecutive	ADJ
emaj-229	29	33	time	time	NOUN
emaj-229	29	34	data	datum	NOUN
emaj-229	29	35	.	.	PUNCT
emaj-229	30	1	however	however	ADV
emaj-229	30	2	,	,	PUNCT
emaj-229	30	3	since	since	SCONJ
emaj-229	30	4	timeseries	timeserie	NOUN
emaj-229	30	5	data	datum	NOUN
emaj-229	30	6	are	be	AUX
emaj-229	30	7	extremely	extremely	ADV
emaj-229	30	8	comprehensive	comprehensive	ADJ
emaj-229	30	9	and	and	CCONJ
emaj-229	30	10	increase	increase	VERB
emaj-229	30	11	each	each	DET
emaj-229	30	12	second	second	ADJ
emaj-229	30	13	,	,	PUNCT
emaj-229	30	14	and	and	CCONJ
emaj-229	30	15	periodic	periodic	ADJ
emaj-229	30	16	sub	sub	ADJ
emaj-229	30	17	-	-	ADJ
emaj-229	30	18	breakages	breakage	NOUN
emaj-229	30	19	occur	occur	VERB
emaj-229	30	20	in	in	ADP
emaj-229	30	21	the	the	DET
emaj-229	30	22	time	time	NOUN
emaj-229	30	23	series	series	NOUN
emaj-229	30	24	,	,	PUNCT
emaj-229	30	25	the	the	DET
emaj-229	30	26	most	most	ADV
emaj-229	30	27	accurate	accurate	ADJ
emaj-229	30	28	approach	approach	NOUN
emaj-229	30	29	will	will	AUX
emaj-229	30	30	be	be	AUX
emaj-229	30	31	analyzing	analyze	VERB
emaj-229	30	32	the	the	DET
emaj-229	30	33	estimation	estimation	NOUN
emaj-229	30	34	using	use	VERB
emaj-229	30	35	artificial	artificial	ADJ
emaj-229	30	36	intelligence	intelligence	NOUN
emaj-229	30	37	that	that	PRON
emaj-229	30	38	is	be	AUX
emaj-229	30	39	successful	successful	ADJ
emaj-229	30	40	in	in	ADP
emaj-229	30	41	financial	financial	ADJ
emaj-229	30	42	-	-	PUNCT
emaj-229	30	43	based	base	VERB
emaj-229	30	44	big	big	ADJ
emaj-229	30	45	data	datum	NOUN
emaj-229	30	46	analysis	analysis	NOUN
emaj-229	30	47	.	.	PUNCT
emaj-229	31	1	as	as	ADP
emaj-229	31	2	a	a	DET
emaj-229	31	3	matter	matter	NOUN
emaj-229	31	4	of	of	ADP
emaj-229	31	5	fact	fact	NOUN
emaj-229	31	6	,	,	PUNCT
emaj-229	31	7	financial	financial	ADJ
emaj-229	31	8	instrument	instrument	NOUN
emaj-229	31	9	estimation	estimation	NOUN
emaj-229	31	10	using	use	VERB
emaj-229	31	11	artificial	artificial	ADJ
emaj-229	31	12	intelligence	intelligence	NOUN
emaj-229	31	13	is	be	AUX
emaj-229	31	14	the	the	DET
emaj-229	31	15	most	most	ADV
emaj-229	31	16	up	up	ADP
emaj-229	31	17	-	-	PUNCT
emaj-229	31	18	to	to	ADP
emaj-229	31	19	-	-	PUNCT
emaj-229	31	20	date	date	NOUN
emaj-229	31	21	financial	financial	ADJ
emaj-229	31	22	instrument	instrument	NOUN
emaj-229	31	23	estimation	estimation	NOUN
emaj-229	31	24	method	method	NOUN
emaj-229	31	25	.	.	PUNCT
emaj-229	32	1	there	there	PRON
emaj-229	32	2	are	be	VERB
emaj-229	32	3	also	also	ADV
emaj-229	32	4	similar	similar	ADJ
emaj-229	32	5	studies	study	NOUN
emaj-229	32	6	where	where	SCONJ
emaj-229	32	7	financial	financial	ADJ
emaj-229	32	8	instrument	instrument	NOUN
emaj-229	32	9	estimation	estimation	NOUN
emaj-229	32	10	is	be	AUX
emaj-229	32	11	made	make	VERB
emaj-229	32	12	using	use	VERB
emaj-229	32	13	artificial	artificial	ADJ
emaj-229	32	14	intelligence	intelligence	NOUN
emaj-229	32	15	.	.	PUNCT
emaj-229	33	1	for	for	ADP
emaj-229	33	2	example	example	NOUN
emaj-229	33	3	,	,	PUNCT
emaj-229	33	4	time	time	NOUN
emaj-229	33	5	series	series	PROPN
emaj-229	33	6	analysis	analysis	NOUN
emaj-229	33	7	consisting	consist	VERB
emaj-229	33	8	of	of	ADP
emaj-229	33	9	btc	btc	ADJ
emaj-229	33	10	/	/	SYM
emaj-229	33	11	usd	usd	NOUN
emaj-229	33	12	currency	currency	NOUN
emaj-229	33	13	pair	pair	NOUN
emaj-229	33	14	data	datum	NOUN
emaj-229	33	15	and	and	CCONJ
emaj-229	33	16	financial	financial	ADJ
emaj-229	33	17	time	time	NOUN
emaj-229	33	18	series	series	PROPN
emaj-229	33	19	trend	trend	NOUN
emaj-229	33	20	estimation	estimation	NOUN
emaj-229	33	21	are	be	AUX
emaj-229	33	22	made	make	VERB
emaj-229	33	23	using	use	VERB
emaj-229	33	24	the	the	DET
emaj-229	33	25	lstm	lstm	NOUN
emaj-229	33	26	and	and	CCONJ
emaj-229	33	27	rnn	rnn	VERB
emaj-229	33	28	neural	neural	ADJ
emaj-229	33	29	networks	network	NOUN
emaj-229	33	30	(	(	PUNCT
emaj-229	33	31	safiullin	safiullin	NOUN
emaj-229	33	32	et	et	PROPN
emaj-229	33	33	.	.	PUNCT
emaj-229	34	1	al	al	PROPN
emaj-229	34	2	.	.	PROPN
emaj-229	34	3	,	,	PUNCT
emaj-229	34	4	2016	2016	NUM
emaj-229	34	5	;	;	PUNCT
emaj-229	34	6	qi	qi	PROPN
emaj-229	34	7	,	,	PUNCT
emaj-229	34	8	khushi	khushi	NOUN
emaj-229	34	9	and	and	CCONJ
emaj-229	34	10	poon	poon	NOUN
emaj-229	34	11	,	,	PUNCT
emaj-229	34	12	2020	2020	NUM
emaj-229	34	13	)	)	PUNCT
emaj-229	34	14	.	.	PUNCT
emaj-229	35	1	similarly	similarly	ADV
emaj-229	35	2	,	,	PUNCT
emaj-229	35	3	in	in	ADP
emaj-229	35	4	the	the	DET
emaj-229	35	5	forex	forex	ADJ
emaj-229	35	6	markets	market	NOUN
emaj-229	35	7	,	,	PUNCT
emaj-229	35	8	the	the	DET
emaj-229	35	9	studies	study	NOUN
emaj-229	35	10	include	include	VERB
emaj-229	35	11	eur	eur	PROPN
emaj-229	35	12	/	/	SYM
emaj-229	35	13	gbp	gbp	NOUN
emaj-229	35	14	,	,	PUNCT
emaj-229	35	15	usd	usd	NOUN
emaj-229	35	16	/	/	SYM
emaj-229	35	17	eur	eur	ADJ
emaj-229	35	18	,	,	PUNCT
emaj-229	35	19	usd	usd	NOUN
emaj-229	35	20	/	/	SYM
emaj-229	35	21	jpy	jpy	NOUN
emaj-229	35	22	,	,	PUNCT
emaj-229	35	23	usd	usd	NOUN
emaj-229	35	24	/	/	SYM
emaj-229	35	25	gbp	gbp	NOUN
emaj-229	35	26	,	,	PUNCT
emaj-229	35	27	usd	usd	NOUN
emaj-229	35	28	/	/	SYM
emaj-229	35	29	aud	aud	ADJ
emaj-229	35	30	,	,	PUNCT
emaj-229	35	31	usd	usd	PROPN
emaj-229	35	32	/	/	SYM
emaj-229	35	33	cad	cad	PROPN
emaj-229	35	34	,	,	PUNCT
emaj-229	35	35	usd	usd	NOUN
emaj-229	35	36	/	/	SYM
emaj-229	35	37	chf	chf	NOUN
emaj-229	35	38	,	,	PUNCT
emaj-229	35	39	and	and	CCONJ
emaj-229	35	40	usd	usd	NOUN
emaj-229	35	41	/	/	SYM
emaj-229	35	42	cny	cny	NOUN
emaj-229	35	43	(	(	PUNCT
emaj-229	35	44	ahmed	ahmed	PROPN
emaj-229	35	45	et.al	et.al	PROPN
emaj-229	35	46	.	.	PROPN
emaj-229	35	47	,	,	PUNCT
emaj-229	35	48	2020	2020	NUM
emaj-229	35	49	;	;	PUNCT
emaj-229	35	50	nagpure	nagpure	NOUN
emaj-229	35	51	,	,	PUNCT
emaj-229	35	52	2019	2019	NUM
emaj-229	35	53	)	)	PUNCT
emaj-229	35	54	.	.	PUNCT
emaj-229	36	1	on	on	ADP
emaj-229	36	2	the	the	DET
emaj-229	36	3	other	other	ADJ
emaj-229	36	4	hand	hand	NOUN
emaj-229	36	5	,	,	PUNCT
emaj-229	36	6	there	there	PRON
emaj-229	36	7	are	be	VERB
emaj-229	36	8	studies	study	NOUN
emaj-229	36	9	in	in	ADP
emaj-229	36	10	the	the	DET
emaj-229	36	11	literature	literature	NOUN
emaj-229	36	12	in	in	ADP
emaj-229	36	13	which	which	PRON
emaj-229	36	14	ensemble	ensemble	ADJ
emaj-229	36	15	classification	classification	NOUN
emaj-229	36	16	algorithms	algorithm	NOUN
emaj-229	36	17	and	and	CCONJ
emaj-229	36	18	hybrid	hybrid	ADJ
emaj-229	36	19	methods	method	NOUN
emaj-229	36	20	are	be	AUX
emaj-229	36	21	also	also	ADV
emaj-229	36	22	used	use	VERB
emaj-229	36	23	in	in	ADP
emaj-229	36	24	financial	financial	ADJ
emaj-229	36	25	instrument	instrument	NOUN
emaj-229	36	26	estimation	estimation	NOUN
emaj-229	36	27	(	(	PUNCT
emaj-229	36	28	bui	bui	NOUN
emaj-229	36	29	,	,	PUNCT
emaj-229	36	30	vu	vu	NOUN
emaj-229	36	31	and	and	CCONJ
emaj-229	36	32	dinh	dinh	NOUN
emaj-229	36	33	,	,	PUNCT
emaj-229	36	34	2018	2018	NUM
emaj-229	36	35	;	;	PUNCT
emaj-229	36	36	chowdhury	chowdhury	PROPN
emaj-229	36	37	et.al	et.al	PROPN
emaj-229	36	38	.	.	PROPN
emaj-229	36	39	,	,	PUNCT
emaj-229	36	40	2020	2020	NUM
emaj-229	36	41	)	)	PUNCT
emaj-229	36	42	.	.	PUNCT
emaj-229	37	1	within	within	ADP
emaj-229	37	2	the	the	DET
emaj-229	37	3	scope	scope	NOUN
emaj-229	37	4	of	of	ADP
emaj-229	37	5	the	the	DET
emaj-229	37	6	study	study	NOUN
emaj-229	37	7	,	,	PUNCT
emaj-229	37	8	a	a	DET
emaj-229	37	9	network	network	NOUN
emaj-229	37	10	will	will	AUX
emaj-229	37	11	be	be	AUX
emaj-229	37	12	created	create	VERB
emaj-229	37	13	from	from	ADP
emaj-229	37	14	rnn	rnn	NOUN
emaj-229	37	15	and	and	CCONJ
emaj-229	37	16	lstm	lstm	PROPN
emaj-229	37	17	.	.	PUNCT
emaj-229	38	1	accordingly	accordingly	ADV
emaj-229	38	2	,	,	PUNCT
emaj-229	38	3	a	a	DET
emaj-229	38	4	hybrid	hybrid	ADJ
emaj-229	38	5	model	model	NOUN
emaj-229	38	6	will	will	AUX
emaj-229	38	7	be	be	AUX
emaj-229	38	8	created	create	VERB
emaj-229	38	9	from	from	ADP
emaj-229	38	10	cnn	cnn	PROPN
emaj-229	38	11	and	and	CCONJ
emaj-229	38	12	lstm	lstm	PROPN
emaj-229	38	13	.	.	PUNCT
emaj-229	39	1	the	the	DET
emaj-229	39	2	arima	arima	PROPN
emaj-229	39	3	algorithm	algorithm	NOUN
emaj-229	39	4	will	will	AUX
emaj-229	39	5	be	be	AUX
emaj-229	39	6	run	run	VERB
emaj-229	39	7	simultaneously	simultaneously	ADV
emaj-229	39	8	and	and	CCONJ
emaj-229	39	9	the	the	DET
emaj-229	39	10	results	result	NOUN
emaj-229	39	11	obtained	obtain	VERB
emaj-229	39	12	will	will	AUX
emaj-229	39	13	be	be	AUX
emaj-229	39	14	presented	present	VERB
emaj-229	39	15	through	through	ADP
emaj-229	39	16	the	the	DET
emaj-229	39	17	boosting	boost	VERB
emaj-229	39	18	channel	channel	NOUN
emaj-229	39	19	,	,	PUNCT
emaj-229	39	20	which	which	PRON
emaj-229	39	21	is	be	AUX
emaj-229	39	22	one	one	NUM
emaj-229	39	23	of	of	ADP
emaj-229	39	24	the	the	DET
emaj-229	39	25	ensemble	ensemble	ADJ
emaj-229	39	26	classification	classification	NOUN
emaj-229	39	27	methods	method	NOUN
emaj-229	39	28	.	.	PUNCT
emaj-229	40	1	this	this	DET
emaj-229	40	2	way	way	NOUN
emaj-229	40	3	,	,	PUNCT
emaj-229	40	4	unlike	unlike	ADP
emaj-229	40	5	previous	previous	ADJ
emaj-229	40	6	studies	study	NOUN
emaj-229	40	7	,	,	PUNCT
emaj-229	40	8	a	a	DET
emaj-229	40	9	much	much	ADV
emaj-229	40	10	more	more	ADV
emaj-229	40	11	accurate	accurate	ADJ
emaj-229	40	12	estimation	estimation	NOUN
emaj-229	40	13	result	result	NOUN
emaj-229	40	14	will	will	AUX
emaj-229	40	15	be	be	AUX
emaj-229	40	16	obtained	obtain	VERB
emaj-229	40	17	by	by	ADP
emaj-229	40	18	using	use	VERB
emaj-229	40	19	multiple	multiple	ADJ
emaj-229	40	20	techniques	technique	NOUN
emaj-229	40	21	simultaneously	simultaneously	ADV
emaj-229	40	22	and	and	CCONJ
emaj-229	40	23	presenting	present	VERB
emaj-229	40	24	them	they	PRON
emaj-229	40	25	collectively	collectively	ADV
emaj-229	40	26	.	.	PUNCT
emaj-229	41	1	the	the	DET
emaj-229	41	2	financial	financial	ADJ
emaj-229	41	3	instruments	instrument	NOUN
emaj-229	41	4	to	to	PART
emaj-229	41	5	be	be	AUX
emaj-229	41	6	estimated	estimate	VERB
emaj-229	41	7	are	be	AUX
emaj-229	41	8	determined	determine	VERB
emaj-229	41	9	to	to	PART
emaj-229	41	10	be	be	AUX
emaj-229	41	11	usd	usd	NOUN
emaj-229	41	12	/	/	SYM
emaj-229	41	13	try	try	NOUN
emaj-229	41	14	and	and	CCONJ
emaj-229	41	15	ounce	ounce	NOUN
emaj-229	41	16	gold	gold	NOUN
emaj-229	41	17	since	since	SCONJ
emaj-229	41	18	they	they	PRON
emaj-229	41	19	are	be	AUX
emaj-229	41	20	the	the	DET
emaj-229	41	21	most	most	ADV
emaj-229	41	22	traded	trade	VERB
emaj-229	41	23	financial	financial	ADJ
emaj-229	41	24	instruments	instrument	NOUN
emaj-229	41	25	in	in	ADP
emaj-229	41	26	turkey	turkey	NOUN
emaj-229	41	27	.	.	PUNCT
emaj-229	42	1	thanks	thank	NOUN
emaj-229	42	2	to	to	ADP
emaj-229	42	3	the	the	DET
emaj-229	42	4	outputs	output	NOUN
emaj-229	42	5	,	,	PUNCT
emaj-229	42	6	it	it	PRON
emaj-229	42	7	is	be	AUX
emaj-229	42	8	expected	expect	VERB
emaj-229	42	9	to	to	PART
emaj-229	42	10	provide	provide	VERB
emaj-229	42	11	a	a	DET
emaj-229	42	12	more	more	ADV
emaj-229	42	13	inclusive	inclusive	ADJ
emaj-229	42	14	perspective	perspective	NOUN
emaj-229	42	15	on	on	ADP
emaj-229	42	16	financial	financial	ADJ
emaj-229	42	17	instrument	instrument	NOUN
emaj-229	42	18	estimation	estimation	NOUN
emaj-229	42	19	to	to	ADP
emaj-229	42	20	the	the	DET
emaj-229	42	21	literature	literature	NOUN
emaj-229	42	22	and	and	CCONJ
emaj-229	42	23	create	create	VERB
emaj-229	42	24	added	add	VERB
emaj-229	42	25	value	value	NOUN
emaj-229	42	26	for	for	ADP
emaj-229	42	27	financial	financial	ADJ
emaj-229	42	28	literacy	literacy	NOUN
emaj-229	42	29	.	.	PUNCT
emaj-229	43	1	ii	ii	PROPN
emaj-229	43	2	.	.	PUNCT
emaj-229	44	1	materials	material	NOUN
emaj-229	44	2	and	and	CCONJ
emaj-229	44	3	methods	method	NOUN
emaj-229	44	4	in	in	ADP
emaj-229	44	5	this	this	DET
emaj-229	44	6	section	section	NOUN
emaj-229	44	7	,	,	PUNCT
emaj-229	44	8	the	the	DET
emaj-229	44	9	algorithms	algorithm	NOUN
emaj-229	44	10	used	use	VERB
emaj-229	44	11	in	in	ADP
emaj-229	44	12	the	the	DET
emaj-229	44	13	scope	scope	NOUN
emaj-229	44	14	of	of	ADP
emaj-229	44	15	the	the	DET
emaj-229	44	16	study	study	NOUN
emaj-229	44	17	and	and	CCONJ
emaj-229	44	18	how	how	SCONJ
emaj-229	44	19	these	these	DET
emaj-229	44	20	algorithms	algorithm	NOUN
emaj-229	44	21	are	be	AUX
emaj-229	44	22	used	use	VERB
emaj-229	44	23	are	be	AUX
emaj-229	44	24	explained	explain	VERB
emaj-229	44	25	.	.	PUNCT
emaj-229	45	1	in	in	ADP
emaj-229	45	2	addition	addition	NOUN
emaj-229	45	3	,	,	PUNCT
emaj-229	45	4	the	the	DET
emaj-229	45	5	differences	difference	NOUN
emaj-229	45	6	made	make	VERB
emaj-229	45	7	within	within	ADP
emaj-229	45	8	the	the	DET
emaj-229	45	9	scope	scope	NOUN
emaj-229	45	10	of	of	ADP
emaj-229	45	11	this	this	DET
emaj-229	45	12	study	study	NOUN
emaj-229	45	13	are	be	AUX
emaj-229	45	14	mentioned	mention	VERB
emaj-229	45	15	.	.	PUNCT
emaj-229	46	1	firstly	firstly	ADV
emaj-229	46	2	,	,	PUNCT
emaj-229	46	3	the	the	DET
emaj-229	46	4	data	data	NOUN
emaj-229	46	5	sets	set	NOUN
emaj-229	46	6	studied	study	VERB
emaj-229	46	7	are	be	AUX
emaj-229	46	8	mentioned	mention	VERB
emaj-229	46	9	.	.	PUNCT
emaj-229	47	1	data	datum	NOUN
emaj-229	47	2	set	set	VERB
emaj-229	47	3	within	within	ADP
emaj-229	47	4	the	the	DET
emaj-229	47	5	scope	scope	NOUN
emaj-229	47	6	of	of	ADP
emaj-229	47	7	this	this	DET
emaj-229	47	8	study	study	NOUN
emaj-229	47	9	,	,	PUNCT
emaj-229	47	10	usd	usd	NOUN
emaj-229	47	11	/	/	SYM
emaj-229	47	12	try	try	NOUN
emaj-229	47	13	and	and	CCONJ
emaj-229	47	14	ounce	ounce	NOUN
emaj-229	47	15	gold	gold	NOUN
emaj-229	47	16	data	datum	NOUN
emaj-229	47	17	sets	set	NOUN
emaj-229	47	18	are	be	AUX
emaj-229	47	19	studied	study	VERB
emaj-229	47	20	.	.	PUNCT
emaj-229	48	1	while	while	SCONJ
emaj-229	48	2	2019	2019	NUM
emaj-229	48	3	and	and	CCONJ
emaj-229	48	4	20032020	20032020	NUM
emaj-229	48	5	years	year	NOUN
emaj-229	48	6	are	be	AUX
emaj-229	48	7	studied	study	VERB
emaj-229	48	8	for	for	ADP
emaj-229	48	9	the	the	DET
emaj-229	48	10	usd	usd	NOUN
emaj-229	48	11	/	/	SYM
emaj-229	48	12	try	try	NOUN
emaj-229	48	13	exchange	exchange	NOUN
emaj-229	48	14	,	,	PUNCT
emaj-229	48	15	2017	2017	NUM
emaj-229	48	16	data	datum	NOUN
emaj-229	48	17	are	be	AUX
emaj-229	48	18	studied	study	VERB
emaj-229	48	19	for	for	ADP
emaj-229	48	20	ounce	ounce	NOUN
emaj-229	48	21	gold	gold	NOUN
emaj-229	48	22	.	.	PUNCT
emaj-229	49	1	these	these	DET
emaj-229	49	2	data	datum	NOUN
emaj-229	49	3	are	be	AUX
emaj-229	49	4	obtained	obtain	VERB
emaj-229	49	5	from	from	ADP
emaj-229	49	6	the	the	DET
emaj-229	49	7	website	website	NOUN
emaj-229	49	8	of	of	ADP
emaj-229	49	9	the	the	DET
emaj-229	49	10	central	central	ADJ
emaj-229	49	11	bank	bank	NOUN
emaj-229	49	12	of	of	ADP
emaj-229	49	13	the	the	DET
emaj-229	49	14	republic	republic	NOUN
emaj-229	49	15	of	of	ADP
emaj-229	49	16	turkey	turkey	PROPN
emaj-229	49	17	(	(	PUNCT
emaj-229	49	18	turkiye	turkiye	PROPN
emaj-229	49	19	cumhuriyet	cumhuriyet	PROPN
emaj-229	49	20	merkez	merkez	PROPN
emaj-229	49	21	bankası	bankası	PROPN
emaj-229	49	22	tcmb	tcmb	NOUN
emaj-229	49	23	,	,	PUNCT
emaj-229	49	24	2019	2019	NUM
emaj-229	49	25	)	)	PUNCT
emaj-229	49	26	.	.	PUNCT
emaj-229	50	1	exchange	exchange	NOUN
emaj-229	50	2	rate	rate	NOUN
emaj-229	50	3	reports	report	NOUN
emaj-229	50	4	for	for	ADP
emaj-229	50	5	the	the	DET
emaj-229	50	6	desired	desire	VERB
emaj-229	50	7	date	date	NOUN
emaj-229	50	8	range	range	NOUN
emaj-229	50	9	can	can	AUX
emaj-229	50	10	be	be	AUX
emaj-229	50	11	obtained	obtain	VERB
emaj-229	50	12	by	by	ADP
emaj-229	50	13	selecting	select	VERB
emaj-229	50	14	effective	effective	ADJ
emaj-229	50	15	sales	sale	NOUN
emaj-229	50	16	usd	usd	NOUN
emaj-229	50	17	from	from	ADP
emaj-229	50	18	the	the	DET
emaj-229	50	19	central	central	ADJ
emaj-229	50	20	bank	bank	NOUN
emaj-229	50	21	edds	edd	VERB
emaj-229	50	22	(	(	PUNCT
emaj-229	50	23	electronic	electronic	ADJ
emaj-229	50	24	data	data	NOUN
emaj-229	50	25	delivery	delivery	NOUN
emaj-229	50	26	system	system	NOUN
emaj-229	50	27	)	)	PUNCT
emaj-229	50	28	serial	serial	ADJ
emaj-229	50	29	market	market	NOUN
emaj-229	50	30	page	page	NOUN
emaj-229	50	31	.	.	PUNCT
emaj-229	51	1	for	for	ADP
emaj-229	51	2	the	the	DET
emaj-229	51	3	2019	2019	NUM
emaj-229	51	4	usd	usd	NOUN
emaj-229	51	5	/	/	SYM
emaj-229	51	6	try	try	VERB
emaj-229	51	7	exchange	exchange	NOUN
emaj-229	51	8	rate	rate	NOUN
emaj-229	51	9	,	,	PUNCT
emaj-229	51	10	247	247	NUM
emaj-229	51	11	days	day	NOUN
emaj-229	51	12	of	of	ADP
emaj-229	51	13	data	datum	NOUN
emaj-229	51	14	are	be	AUX
emaj-229	51	15	studied	study	VERB
emaj-229	51	16	.	.	PUNCT
emaj-229	52	1	for	for	ADP
emaj-229	52	2	the	the	DET
emaj-229	52	3	2003	2003	NUM
emaj-229	52	4	-	-	SYM
emaj-229	52	5	2020	2020	NUM
emaj-229	52	6	usd	usd	NOUN
emaj-229	52	7	/	/	SYM
emaj-229	52	8	try	try	VERB
emaj-229	52	9	exchange	exchange	NOUN
emaj-229	52	10	rate	rate	NOUN
emaj-229	52	11	,	,	PUNCT
emaj-229	52	12	4293	4293	NUM
emaj-229	52	13	days	day	NOUN
emaj-229	52	14	of	of	ADP
emaj-229	52	15	data	datum	NOUN
emaj-229	52	16	are	be	AUX
emaj-229	52	17	studied	study	VERB
emaj-229	52	18	.	.	PUNCT
emaj-229	53	1	for	for	ADP
emaj-229	53	2	2017	2017	NUM
emaj-229	53	3	ounce	ounce	NOUN
emaj-229	53	4	gold	gold	NOUN
emaj-229	53	5	,	,	PUNCT
emaj-229	53	6	250	250	NUM
emaj-229	53	7	days	day	NOUN
emaj-229	53	8	of	of	ADP
emaj-229	53	9	data	datum	NOUN
emaj-229	53	10	are	be	AUX
emaj-229	53	11	studied	study	VERB
emaj-229	53	12	.	.	PUNCT
emaj-229	54	1	data	datum	NOUN
emaj-229	54	2	life	life	NOUN
emaj-229	54	3	cycle	cycle	NOUN
emaj-229	54	4	one	one	NUM
emaj-229	54	5	week	week	NOUN
emaj-229	54	6	of	of	ADP
emaj-229	54	7	financial	financial	ADJ
emaj-229	54	8	instrument	instrument	NOUN
emaj-229	54	9	information	information	NOUN
emaj-229	54	10	for	for	ADP
emaj-229	54	11	data	datum	NOUN
emaj-229	54	12	analysis	analysis	NOUN
emaj-229	54	13	studies	study	NOUN
emaj-229	54	14	is	be	AUX
emaj-229	54	15	provided	provide	VERB
emaj-229	54	16	in	in	ADP
emaj-229	54	17	table	table	NOUN
emaj-229	54	18	1	1	NUM
emaj-229	54	19	.	.	PUNCT
emaj-229	55	1	the	the	DET
emaj-229	55	2	date	date	NOUN
emaj-229	55	3	field	field	NOUN
emaj-229	55	4	is	be	AUX
emaj-229	55	5	the	the	DET
emaj-229	55	6	date	date	NOUN
emaj-229	55	7	of	of	ADP
emaj-229	55	8	the	the	DET
emaj-229	55	9	financial	financial	ADJ
emaj-229	55	10	instrument	instrument	NOUN
emaj-229	55	11	.	.	PUNCT
emaj-229	56	1	the	the	DET
emaj-229	56	2	value	value	NOUN
emaj-229	56	3	field	field	NOUN
emaj-229	56	4	represents	represent	VERB
emaj-229	56	5	the	the	DET
emaj-229	56	6	current	current	ADJ
emaj-229	56	7	sales	sale	NOUN
emaj-229	56	8	exchange	exchange	NOUN
emaj-229	56	9	rate	rate	NOUN
emaj-229	56	10	of	of	ADP
emaj-229	56	11	the	the	DET
emaj-229	56	12	financial	financial	ADJ
emaj-229	56	13	instrument	instrument	NOUN
emaj-229	56	14	.	.	PUNCT
emaj-229	57	1	the	the	DET
emaj-229	57	2	estimation	estimation	NOUN
emaj-229	57	3	field	field	NOUN
emaj-229	57	4	represents	represent	VERB
emaj-229	57	5	the	the	DET
emaj-229	57	6	direction	direction	NOUN
emaj-229	57	7	of	of	ADP
emaj-229	57	8	the	the	DET
emaj-229	57	9	value	value	NOUN
emaj-229	57	10	to	to	PART
emaj-229	57	11	be	be	AUX
emaj-229	57	12	realized	realize	VERB
emaj-229	57	13	the	the	DET
emaj-229	57	14	next	next	ADJ
emaj-229	57	15	day	day	NOUN
emaj-229	57	16	.	.	PUNCT
emaj-229	58	1	volume	volume	NOUN
emaj-229	58	2	11	11	NUM
emaj-229	58	3	no	no	DET
emaj-229	58	4	2	2	NUM
emaj-229	58	5	(	(	PUNCT
emaj-229	58	6	2021	2021	NUM
emaj-229	58	7	)	)	PUNCT
emaj-229	58	8	|	|	ADV
emaj-229	58	9	issn	issn	VERB
emaj-229	58	10	2158	2158	NUM
emaj-229	58	11	-	-	SYM
emaj-229	58	12	8708	8708	NUM
emaj-229	58	13	(	(	PUNCT
emaj-229	58	14	online	online	NOUN
emaj-229	58	15	)	)	PUNCT
emaj-229	58	16	|	|	ADV
emaj-229	58	17	doi	doi	X
emaj-229	58	18	10.5195	10.5195	NUM
emaj-229	58	19	/	/	SYM
emaj-229	58	20	emaj.2021.229	emaj.2021.229	PROPN
emaj-229	58	21	|	|	ADV
emaj-229	58	22	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-229	58	23	financial	financial	PROPN
emaj-229	58	24	instrument	instrument	NOUN
emaj-229	58	25	forecast	forecast	PROPN
emaj-229	58	26	with	with	ADP
emaj-229	58	27	artificial	artificial	ADJ
emaj-229	58	28	intelligence	intelligence	NOUN
emaj-229	58	29	page	page	NOUN
emaj-229	58	30	|10|	|10|	NOUN
emaj-229	58	31	emerging	emerge	VERB
emaj-229	58	32	markets	market	NOUN
emaj-229	58	33	journal	journal	NOUN
emaj-229	58	34	table	table	NOUN
emaj-229	58	35	1	1	NUM
emaj-229	58	36	:	:	PUNCT
emaj-229	58	37	one	one	NUM
emaj-229	58	38	week	week	NOUN
emaj-229	58	39	sample	sample	NOUN
emaj-229	58	40	usd	usd	NOUN
emaj-229	58	41	/	/	SYM
emaj-229	58	42	try	try	VERB
emaj-229	58	43	data	datum	NOUN
emaj-229	58	44	set	set	VERB
emaj-229	58	45	date	date	NOUN
emaj-229	58	46	value	value	NOUN
emaj-229	58	47	estimation	estimation	NOUN
emaj-229	58	48	02.01.2019	02.01.2019	NUM
emaj-229	59	1	5,30	5,30	NUM
emaj-229	59	2	buying	buying	NOUN
emaj-229	59	3	03.01.2019	03.01.2019	NOUN
emaj-229	59	4	5,35	5,35	NUM
emaj-229	59	5	buying	buy	VERB
emaj-229	59	6	04.01.2019	04.01.2019	X
emaj-229	59	7	5,48	5,48	NUM
emaj-229	59	8	buying	buy	VERB
emaj-229	59	9	07.01.2019	07.01.2019	NUM
emaj-229	59	10	5,43	5,43	ADJ
emaj-229	59	11	selling	selling	NOUN
emaj-229	59	12	08.01.2019	08.01.2019	NUM
emaj-229	59	13	5,38	5,38	NUM
emaj-229	59	14	selling	selling	NOUN
emaj-229	59	15	source	source	NOUN
emaj-229	59	16	:	:	PUNCT
emaj-229	59	17	authors	author	NOUN
emaj-229	59	18	’	'	PUNCT
emaj-229	59	19	own	own	ADJ
emaj-229	59	20	compilation	compilation	NOUN
emaj-229	59	21	within	within	ADP
emaj-229	59	22	the	the	DET
emaj-229	59	23	scope	scope	NOUN
emaj-229	59	24	of	of	ADP
emaj-229	59	25	the	the	DET
emaj-229	59	26	study	study	NOUN
emaj-229	59	27	,	,	PUNCT
emaj-229	59	28	the	the	DET
emaj-229	59	29	life	life	NOUN
emaj-229	59	30	cycle	cycle	NOUN
emaj-229	59	31	of	of	ADP
emaj-229	59	32	one	one	NUM
emaj-229	59	33	-	-	PUNCT
emaj-229	59	34	day	day	NOUN
emaj-229	59	35	data	datum	NOUN
emaj-229	59	36	is	be	AUX
emaj-229	59	37	provided	provide	VERB
emaj-229	59	38	below	below	ADV
emaj-229	59	39	.	.	PUNCT
emaj-229	60	1	the	the	DET
emaj-229	60	2	processing	processing	NOUN
emaj-229	60	3	steps	step	NOUN
emaj-229	60	4	of	of	ADP
emaj-229	60	5	one	one	NUM
emaj-229	60	6	-	-	PUNCT
emaj-229	60	7	day	day	NOUN
emaj-229	60	8	data	datum	NOUN
emaj-229	60	9	are	be	AUX
emaj-229	60	10	provided	provide	VERB
emaj-229	60	11	in	in	ADP
emaj-229	60	12	table	table	NOUN
emaj-229	60	13	1	1	NUM
emaj-229	60	14	.	.	PUNCT
emaj-229	61	1	some	some	DET
emaj-229	61	2	variables	variable	NOUN
emaj-229	61	3	are	be	AUX
emaj-229	61	4	added	add	VERB
emaj-229	61	5	case	case	NOUN
emaj-229	61	6	by	by	ADP
emaj-229	61	7	case	case	NOUN
emaj-229	61	8	for	for	ADP
emaj-229	61	9	each	each	DET
emaj-229	61	10	one	one	NUM
emaj-229	61	11	-	-	PUNCT
emaj-229	61	12	day	day	NOUN
emaj-229	61	13	raw	raw	ADJ
emaj-229	61	14	data	datum	NOUN
emaj-229	61	15	.	.	PUNCT
emaj-229	62	1	after	after	SCONJ
emaj-229	62	2	these	these	DET
emaj-229	62	3	variables	variable	NOUN
emaj-229	62	4	are	be	AUX
emaj-229	62	5	added	add	VERB
emaj-229	62	6	,	,	PUNCT
emaj-229	62	7	data	datum	NOUN
emaj-229	62	8	are	be	AUX
emaj-229	62	9	processed	process	VERB
emaj-229	62	10	for	for	ADP
emaj-229	62	11	each	each	DET
emaj-229	62	12	algorithm	algorithm	NOUN
emaj-229	62	13	.	.	PUNCT
emaj-229	63	1	then	then	ADV
emaj-229	63	2	,	,	PUNCT
emaj-229	63	3	the	the	DET
emaj-229	63	4	information	information	NOUN
emaj-229	63	5	is	be	AUX
emaj-229	63	6	obtained	obtain	VERB
emaj-229	63	7	by	by	ADP
emaj-229	63	8	applying	apply	VERB
emaj-229	63	9	the	the	DET
emaj-229	63	10	boosting	boost	VERB
emaj-229	63	11	method	method	NOUN
emaj-229	63	12	,	,	PUNCT
emaj-229	63	13	which	which	PRON
emaj-229	63	14	is	be	AUX
emaj-229	63	15	one	one	NUM
emaj-229	63	16	of	of	ADP
emaj-229	63	17	the	the	DET
emaj-229	63	18	ensemble	ensemble	ADJ
emaj-229	63	19	methods	method	NOUN
emaj-229	63	20	.	.	PUNCT
emaj-229	64	1	figure	figure	NOUN
emaj-229	64	2	1	1	NUM
emaj-229	64	3	.	.	PUNCT
emaj-229	65	1	data	datum	NOUN
emaj-229	65	2	life	life	PROPN
emaj-229	65	3	cycle	cycle	NOUN
emaj-229	65	4	source	source	NOUN
emaj-229	65	5	:	:	PUNCT
emaj-229	65	6	authors	author	NOUN
emaj-229	65	7	’	'	PUNCT
emaj-229	65	8	own	own	ADJ
emaj-229	65	9	compilation	compilation	NOUN
emaj-229	65	10	recurrent	recurrent	ADJ
emaj-229	65	11	neural	neural	ADJ
emaj-229	65	12	network	network	NOUN
emaj-229	65	13	rnn	rnn	NOUN
emaj-229	65	14	has	have	VERB
emaj-229	65	15	short	short	ADJ
emaj-229	65	16	-	-	PUNCT
emaj-229	65	17	term	term	NOUN
emaj-229	65	18	memory	memory	NOUN
emaj-229	65	19	and	and	CCONJ
emaj-229	65	20	can	can	AUX
emaj-229	65	21	not	not	PART
emaj-229	65	22	process	process	VERB
emaj-229	65	23	long	long	ADJ
emaj-229	65	24	-	-	PUNCT
emaj-229	65	25	term	term	NOUN
emaj-229	65	26	data	data	NOUN
emaj-229	65	27	dependencies	dependency	NOUN
emaj-229	65	28	(	(	PUNCT
emaj-229	65	29	hochreiter	hochreiter	ADV
emaj-229	65	30	,	,	PUNCT
emaj-229	65	31	and	and	CCONJ
emaj-229	65	32	schmidhuber	schmidhuber	NOUN
emaj-229	65	33	,	,	PUNCT
emaj-229	65	34	1997	1997	NUM
emaj-229	65	35	)	)	PUNCT
emaj-229	65	36	.	.	PUNCT
emaj-229	66	1	neural	neural	ADJ
emaj-229	66	2	networks	network	NOUN
emaj-229	66	3	are	be	AUX
emaj-229	66	4	designed	design	VERB
emaj-229	66	5	according	accord	VERB
emaj-229	66	6	to	to	ADP
emaj-229	66	7	the	the	DET
emaj-229	66	8	data	datum	NOUN
emaj-229	66	9	they	they	PRON
emaj-229	66	10	process	process	VERB
emaj-229	66	11	.	.	PUNCT
emaj-229	67	1	the	the	DET
emaj-229	67	2	difference	difference	NOUN
emaj-229	67	3	between	between	ADP
emaj-229	67	4	the	the	DET
emaj-229	67	5	rnn	rnn	NOUN
emaj-229	67	6	model	model	NOUN
emaj-229	67	7	and	and	CCONJ
emaj-229	67	8	other	other	ADJ
emaj-229	67	9	models	model	NOUN
emaj-229	67	10	is	be	AUX
emaj-229	67	11	that	that	SCONJ
emaj-229	67	12	it	it	PRON
emaj-229	67	13	is	be	AUX
emaj-229	67	14	designed	design	VERB
emaj-229	67	15	to	to	PART
emaj-229	67	16	process	process	VERB
emaj-229	67	17	time	time	NOUN
emaj-229	67	18	series	series	NOUN
emaj-229	67	19	and	and	CCONJ
emaj-229	67	20	sequence	sequence	NOUN
emaj-229	67	21	data	datum	NOUN
emaj-229	67	22	.	.	PUNCT
emaj-229	68	1	it	it	PRON
emaj-229	68	2	has	have	VERB
emaj-229	68	3	many	many	ADJ
emaj-229	68	4	application	application	NOUN
emaj-229	68	5	areas	area	NOUN
emaj-229	68	6	such	such	ADJ
emaj-229	68	7	as	as	ADP
emaj-229	68	8	sound	sound	ADJ
emaj-229	68	9	processing	processing	NOUN
emaj-229	68	10	,	,	PUNCT
emaj-229	68	11	image	image	NOUN
emaj-229	68	12	processing	processing	NOUN
emaj-229	68	13	,	,	PUNCT
emaj-229	68	14	video	video	NOUN
emaj-229	68	15	images	image	NOUN
emaj-229	68	16	,	,	PUNCT
emaj-229	68	17	financial	financial	ADJ
emaj-229	68	18	data	datum	NOUN
emaj-229	68	19	analysis	analysis	NOUN
emaj-229	68	20	,	,	PUNCT
emaj-229	68	21	natural	natural	ADJ
emaj-229	68	22	language	language	NOUN
emaj-229	68	23	processing	processing	NOUN
emaj-229	68	24	,	,	PUNCT
emaj-229	68	25	weather	weather	NOUN
emaj-229	68	26	forecast	forecast	NOUN
emaj-229	68	27	,	,	PUNCT
emaj-229	68	28	dna	dna	PROPN
emaj-229	68	29	data	data	PROPN
emaj-229	68	30	,	,	PUNCT
emaj-229	68	31	medication	medication	NOUN
emaj-229	68	32	data	datum	NOUN
emaj-229	68	33	,	,	PUNCT
emaj-229	68	34	sentiment	sentiment	NOUN
emaj-229	68	35	analysis	analysis	NOUN
emaj-229	68	36	,	,	PUNCT
emaj-229	68	37	and	and	CCONJ
emaj-229	68	38	movie	movie	NOUN
emaj-229	68	39	recommendations	recommendation	NOUN
emaj-229	68	40	.	.	PUNCT
emaj-229	69	1	time	time	NOUN
emaj-229	69	2	-	-	PUNCT
emaj-229	69	3	series	series	NOUN
emaj-229	69	4	estimation	estimation	NOUN
emaj-229	69	5	is	be	AUX
emaj-229	69	6	defined	define	VERB
emaj-229	69	7	as	as	ADP
emaj-229	69	8	the	the	DET
emaj-229	69	9	method	method	NOUN
emaj-229	69	10	of	of	ADP
emaj-229	69	11	estimating	estimate	VERB
emaj-229	69	12	future	future	ADJ
emaj-229	69	13	data	datum	NOUN
emaj-229	69	14	by	by	ADP
emaj-229	69	15	looking	look	VERB
emaj-229	69	16	at	at	ADP
emaj-229	69	17	past	past	ADJ
emaj-229	69	18	data	datum	NOUN
emaj-229	69	19	.	.	PUNCT
emaj-229	70	1	rnn	rnn	PROPN
emaj-229	70	2	can	can	AUX
emaj-229	70	3	estimate	estimate	VERB
emaj-229	70	4	and	and	CCONJ
emaj-229	70	5	classify	classify	VERB
emaj-229	70	6	future	future	ADJ
emaj-229	70	7	data	datum	NOUN
emaj-229	70	8	by	by	ADP
emaj-229	70	9	remembering	remember	VERB
emaj-229	70	10	the	the	DET
emaj-229	70	11	past	past	ADJ
emaj-229	70	12	data	datum	NOUN
emaj-229	70	13	.	.	PUNCT
emaj-229	71	1	it	it	PRON
emaj-229	71	2	does	do	VERB
emaj-229	71	3	this	this	PRON
emaj-229	71	4	by	by	ADP
emaj-229	71	5	remembering	remember	VERB
emaj-229	71	6	important	important	ADJ
emaj-229	71	7	data	datum	NOUN
emaj-229	71	8	from	from	ADP
emaj-229	71	9	past	past	ADJ
emaj-229	71	10	data	data	PROPN
emaj-229	71	11	.	.	PUNCT
emaj-229	72	1	accurate	accurate	ADJ
emaj-229	72	2	estimates	estimate	NOUN
emaj-229	72	3	are	be	AUX
emaj-229	72	4	possible	possible	ADJ
emaj-229	72	5	since	since	SCONJ
emaj-229	72	6	it	it	PRON
emaj-229	72	7	estimates	estimate	VERB
emaj-229	72	8	by	by	ADP
emaj-229	72	9	finding	find	VERB
emaj-229	72	10	important	important	ADJ
emaj-229	72	11	points	point	NOUN
emaj-229	72	12	.	.	PUNCT
emaj-229	73	1	traditional	traditional	ADJ
emaj-229	73	2	recurrent	recurrent	ADJ
emaj-229	73	3	neural	neural	ADJ
emaj-229	73	4	networks	network	NOUN
emaj-229	73	5	(	(	PUNCT
emaj-229	73	6	rnns	rnns	PROPN
emaj-229	73	7	)	)	PUNCT
emaj-229	73	8	remember	remember	VERB
emaj-229	73	9	the	the	DET
emaj-229	73	10	past	past	NOUN
emaj-229	73	11	by	by	ADP
emaj-229	73	12	establishing	establish	VERB
emaj-229	73	13	recurrent	recurrent	ADJ
emaj-229	73	14	links	link	NOUN
emaj-229	73	15	between	between	ADP
emaj-229	73	16	past	past	NOUN
emaj-229	73	17	and	and	CCONJ
emaj-229	73	18	current	current	ADJ
emaj-229	73	19	computations	computation	NOUN
emaj-229	73	20	(	(	PUNCT
emaj-229	73	21	bengio	bengio	PROPN
emaj-229	73	22	,	,	PUNCT
emaj-229	73	23	y.	y.	PROPN
emaj-229	73	24	,	,	PUNCT
emaj-229	73	25	courville	courville	ADJ
emaj-229	73	26	a.	a.	NOUN
emaj-229	73	27	,	,	PUNCT
emaj-229	73	28	goodfellow	goodfellow	PROPN
emaj-229	73	29	,	,	PUNCT
emaj-229	73	30	2016	2016	NUM
emaj-229	73	31	)	)	PUNCT
emaj-229	73	32	.	.	PUNCT
emaj-229	74	1	figure	figure	NOUN
emaj-229	74	2	2	2	NUM
emaj-229	74	3	provides	provide	VERB
emaj-229	74	4	the	the	DET
emaj-229	74	5	architectural	architectural	ADJ
emaj-229	74	6	structure	structure	NOUN
emaj-229	74	7	of	of	ADP
emaj-229	74	8	the	the	DET
emaj-229	74	9	rnn	rnn	NOUN
emaj-229	74	10	algorithm	algorithm	NOUN
emaj-229	74	11	.	.	PUNCT
emaj-229	75	1	the	the	DET
emaj-229	75	2	inputs	input	NOUN
emaj-229	75	3	are	be	AUX
emaj-229	75	4	handled	handle	VERB
emaj-229	75	5	in	in	ADP
emaj-229	75	6	connection	connection	NOUN
emaj-229	75	7	with	with	ADP
emaj-229	75	8	each	each	DET
emaj-229	75	9	other	other	ADJ
emaj-229	75	10	in	in	ADP
emaj-229	75	11	the	the	DET
emaj-229	75	12	rnn	rnn	NOUN
emaj-229	75	13	algorithm	algorithm	NOUN
emaj-229	75	14	.	.	PUNCT
emaj-229	76	1	the	the	DET
emaj-229	76	2	nodes	node	NOUN
emaj-229	76	3	in	in	ADP
emaj-229	76	4	the	the	DET
emaj-229	76	5	hidden	hide	VERB
emaj-229	76	6	layer	layer	NOUN
emaj-229	76	7	have	have	VERB
emaj-229	76	8	temporal	temporal	ADJ
emaj-229	76	9	lobes	lobe	NOUN
emaj-229	76	10	that	that	PRON
emaj-229	76	11	feed	feed	VERB
emaj-229	76	12	themselves	themselves	PRON
emaj-229	76	13	.	.	PUNCT
emaj-229	77	1	it	it	PRON
emaj-229	77	2	has	have	VERB
emaj-229	77	3	its	its	PRON
emaj-229	77	4	own	own	ADJ
emaj-229	77	5	small	small	ADJ
emaj-229	77	6	memory	memory	NOUN
emaj-229	77	7	.	.	PUNCT
emaj-229	78	1	it	it	PRON
emaj-229	78	2	nourishes	nourish	VERB
emaj-229	78	3	itself	itself	PRON
emaj-229	78	4	thanks	thank	NOUN
emaj-229	78	5	to	to	ADP
emaj-229	78	6	these	these	DET
emaj-229	78	7	temporal	temporal	ADJ
emaj-229	78	8	lobes	lobe	NOUN
emaj-229	78	9	.	.	PUNCT
emaj-229	79	1	although	although	SCONJ
emaj-229	79	2	it	it	PRON
emaj-229	79	3	outputs	output	VERB
emaj-229	79	4	an	an	DET
emaj-229	79	5	input	input	NOUN
emaj-229	79	6	it	it	PRON
emaj-229	79	7	receives	receive	VERB
emaj-229	79	8	,	,	PUNCT
emaj-229	79	9	it	it	PRON
emaj-229	79	10	does	do	AUX
emaj-229	79	11	not	not	PART
emaj-229	79	12	forget	forget	VERB
emaj-229	79	13	the	the	DET
emaj-229	79	14	input	input	NOUN
emaj-229	79	15	.	.	PUNCT
emaj-229	80	1	it	it	PRON
emaj-229	80	2	remembers	remember	VERB
emaj-229	80	3	when	when	SCONJ
emaj-229	80	4	it	it	PRON
emaj-229	80	5	moves	move	VERB
emaj-229	80	6	on	on	ADP
emaj-229	80	7	to	to	ADP
emaj-229	80	8	the	the	DET
emaj-229	80	9	next	next	ADJ
emaj-229	80	10	layer	layer	NOUN
emaj-229	80	11	.	.	PUNCT
emaj-229	81	1	each	each	DET
emaj-229	81	2	layer	layer	NOUN
emaj-229	81	3	receives	receive	VERB
emaj-229	81	4	both	both	CCONJ
emaj-229	81	5	the	the	DET
emaj-229	81	6	input	input	NOUN
emaj-229	81	7	data	datum	NOUN
emaj-229	81	8	and	and	CCONJ
emaj-229	81	9	the	the	DET
emaj-229	81	10	past	past	ADJ
emaj-229	81	11	data	data	PROPN
emaj-229	81	12	.	.	PUNCT
emaj-229	82	1	figure	figure	NOUN
emaj-229	82	2	2	2	NUM
emaj-229	82	3	.	.	PUNCT
emaj-229	82	4	basic	basic	ADJ
emaj-229	82	5	rnn	rnn	PROPN
emaj-229	82	6	design	design	PROPN
emaj-229	82	7	source	source	NOUN
emaj-229	82	8	:	:	PUNCT
emaj-229	82	9	authors	author	NOUN
emaj-229	82	10	’	'	PUNCT
emaj-229	82	11	own	own	ADJ
emaj-229	82	12	compilation	compilation	NOUN
emaj-229	82	13	long	long	ADJ
emaj-229	82	14	short	short	ADJ
emaj-229	82	15	term	term	NOUN
emaj-229	82	16	memory	memory	NOUN
emaj-229	82	17	long	long	ADJ
emaj-229	82	18	short	short	ADJ
emaj-229	82	19	term	term	NOUN
emaj-229	82	20	memory	memory	NOUN
emaj-229	82	21	(	(	PUNCT
emaj-229	82	22	lstm	lstm	NOUN
emaj-229	82	23	)	)	PUNCT
emaj-229	82	24	is	be	AUX
emaj-229	82	25	a	a	DET
emaj-229	82	26	specialized	specialized	ADJ
emaj-229	82	27	version	version	NOUN
emaj-229	82	28	of	of	ADP
emaj-229	82	29	rnn	rnn	PROPN
emaj-229	82	30	.	.	PUNCT
emaj-229	83	1	recurrent	recurrent	ADJ
emaj-229	83	2	neural	neural	ADJ
emaj-229	83	3	networks	network	NOUN
emaj-229	83	4	(	(	PUNCT
emaj-229	83	5	rnns	rnns	PROPN
emaj-229	83	6	)	)	PUNCT
emaj-229	83	7	are	be	AUX
emaj-229	83	8	used	use	VERB
emaj-229	83	9	to	to	PART
emaj-229	83	10	learn	learn	VERB
emaj-229	83	11	the	the	DET
emaj-229	83	12	sequential	sequential	ADJ
emaj-229	83	13	patterns	pattern	NOUN
emaj-229	83	14	in	in	ADP
emaj-229	83	15	time	time	NOUN
emaj-229	83	16	series	series	PROPN
emaj-229	83	17	data	data	PROPN
emaj-229	83	18	(	(	PUNCT
emaj-229	83	19	yu	yu	PROPN
emaj-229	83	20	et	et	PROPN
emaj-229	83	21	.	.	PUNCT
emaj-229	84	1	al	al	PROPN
emaj-229	84	2	.	.	PROPN
emaj-229	84	3	,	,	PUNCT
emaj-229	84	4	2021	2021	NUM
emaj-229	84	5	)	)	PUNCT
emaj-229	84	6	.	.	PUNCT
emaj-229	85	1	lstm	lstm	NOUN
emaj-229	85	2	is	be	AUX
emaj-229	85	3	a	a	DET
emaj-229	85	4	typical	typical	ADJ
emaj-229	85	5	rnn	rnn	NOUN
emaj-229	85	6	type	type	NOUN
emaj-229	85	7	and	and	CCONJ
emaj-229	85	8	can	can	AUX
emaj-229	85	9	learn	learn	VERB
emaj-229	85	10	for	for	ADP
emaj-229	85	11	a	a	DET
emaj-229	85	12	longer	long	ADJ
emaj-229	85	13	period	period	NOUN
emaj-229	85	14	compared	compare	VERB
emaj-229	85	15	to	to	ADP
emaj-229	85	16	a	a	DET
emaj-229	85	17	simple	simple	ADJ
emaj-229	85	18	rnn	rnn	NOUN
emaj-229	85	19	(	(	PUNCT
emaj-229	85	20	hochreiter	hochreiter	PROPN
emaj-229	85	21	and	and	CCONJ
emaj-229	85	22	schmidhuber	schmidhuber	NOUN
emaj-229	85	23	,	,	PUNCT
emaj-229	85	24	1996	1996	NUM
emaj-229	85	25	)	)	PUNCT
emaj-229	85	26	.	.	PUNCT
emaj-229	86	1	unlike	unlike	ADP
emaj-229	86	2	rnn	rnn	PROPN
emaj-229	86	3	,	,	PUNCT
emaj-229	86	4	lstm	lstm	NOUN
emaj-229	86	5	has	have	VERB
emaj-229	86	6	long	long	ADJ
emaj-229	86	7	-	-	PUNCT
emaj-229	86	8	term	term	NOUN
emaj-229	86	9	memory	memory	NOUN
emaj-229	86	10	.	.	PUNCT
emaj-229	87	1	its	its	PRON
emaj-229	87	2	most	most	ADV
emaj-229	87	3	important	important	ADJ
emaj-229	87	4	feature	feature	NOUN
emaj-229	87	5	is	be	AUX
emaj-229	87	6	remembering	remember	VERB
emaj-229	87	7	long	long	ADJ
emaj-229	87	8	-	-	PUNCT
emaj-229	87	9	term	term	NOUN
emaj-229	87	10	data	datum	NOUN
emaj-229	87	11	.	.	PUNCT
emaj-229	88	1	it	it	PRON
emaj-229	88	2	is	be	AUX
emaj-229	88	3	possible	possible	ADJ
emaj-229	88	4	to	to	PART
emaj-229	88	5	forget	forget	VERB
emaj-229	88	6	or	or	CCONJ
emaj-229	88	7	keep	keep	VERB
emaj-229	88	8	the	the	DET
emaj-229	88	9	information	information	NOUN
emaj-229	88	10	in	in	ADP
emaj-229	88	11	the	the	DET
emaj-229	88	12	memory	memory	NOUN
emaj-229	88	13	while	while	SCONJ
emaj-229	88	14	the	the	DET
emaj-229	88	15	lstm	lstm	PROPN
emaj-229	88	16	algorithm	algorithm	NOUN
emaj-229	88	17	runs	run	VERB
emaj-229	88	18	.	.	PUNCT
emaj-229	89	1	it	it	PRON
emaj-229	89	2	has	have	VERB
emaj-229	89	3	a	a	DET
emaj-229	89	4	forget	forget	NOUN
emaj-229	89	5	gate	gate	NOUN
emaj-229	89	6	,	,	PUNCT
emaj-229	89	7	an	an	DET
emaj-229	89	8	input	input	NOUN
emaj-229	89	9	gate	gate	NOUN
emaj-229	89	10	,	,	PUNCT
emaj-229	89	11	and	and	CCONJ
emaj-229	89	12	an	an	DET
emaj-229	89	13	output	output	NOUN
emaj-229	89	14	gate	gate	NOUN
emaj-229	89	15	.	.	PUNCT
emaj-229	90	1	in	in	ADP
emaj-229	90	2	forget	forget	PROPN
emaj-229	90	3	gate	gate	NOUN
emaj-229	90	4	,	,	PUNCT
emaj-229	90	5	decisions	decision	NOUN
emaj-229	90	6	on	on	ADP
emaj-229	90	7	forgetting	forget	VERB
emaj-229	90	8	the	the	DET
emaj-229	90	9	past	past	NOUN
emaj-229	90	10	are	be	AUX
emaj-229	90	11	made	make	VERB
emaj-229	90	12	.	.	PUNCT
emaj-229	91	1	in	in	ADP
emaj-229	91	2	the	the	DET
emaj-229	91	3	input	input	NOUN
emaj-229	91	4	gate	gate	NOUN
emaj-229	91	5	,	,	PUNCT
emaj-229	91	6	decisions	decision	NOUN
emaj-229	91	7	on	on	ADP
emaj-229	91	8	which	which	PRON
emaj-229	91	9	information	information	NOUN
emaj-229	91	10	will	will	AUX
emaj-229	91	11	be	be	AUX
emaj-229	91	12	kept	keep	VERB
emaj-229	91	13	in	in	ADP
emaj-229	91	14	memory	memory	NOUN
emaj-229	91	15	are	be	AUX
emaj-229	91	16	made	make	VERB
emaj-229	91	17	.	.	PUNCT
emaj-229	92	1	in	in	ADP
emaj-229	92	2	the	the	DET
emaj-229	92	3	output	output	NOUN
emaj-229	92	4	gate	gate	NOUN
emaj-229	92	5	,	,	PUNCT
emaj-229	92	6	decisions	decision	NOUN
emaj-229	92	7	on	on	ADP
emaj-229	92	8	which	which	PRON
emaj-229	92	9	information	information	NOUN
emaj-229	92	10	will	will	AUX
emaj-229	92	11	be	be	AUX
emaj-229	92	12	output	output	NOUN
emaj-229	92	13	are	be	AUX
emaj-229	92	14	made	make	VERB
emaj-229	92	15	(	(	PUNCT
emaj-229	92	16	olah	olah	PROPN
emaj-229	92	17	,	,	PUNCT
emaj-229	92	18	2015	2015	NUM
emaj-229	92	19	)	)	PUNCT
emaj-229	92	20	.	.	PUNCT
emaj-229	93	1	in	in	ADP
emaj-229	93	2	brief	brief	ADJ
emaj-229	93	3	,	,	PUNCT
emaj-229	93	4	lstm	lstm	ADJ
emaj-229	93	5	is	be	AUX
emaj-229	93	6	a	a	DET
emaj-229	93	7	special	special	ADJ
emaj-229	93	8	type	type	NOUN
emaj-229	93	9	of	of	ADP
emaj-229	93	10	rnn	rnn	NOUN
emaj-229	93	11	that	that	PRON
emaj-229	93	12	can	can	AUX
emaj-229	93	13	keep	keep	VERB
emaj-229	93	14	information	information	NOUN
emaj-229	93	15	in	in	ADP
emaj-229	93	16	long	long	ADJ
emaj-229	93	17	-	-	PUNCT
emaj-229	93	18	term	term	NOUN
emaj-229	93	19	memory	memory	NOUN
emaj-229	93	20	.	.	PUNCT
emaj-229	94	1	within	within	ADP
emaj-229	94	2	the	the	DET
emaj-229	94	3	scope	scope	NOUN
emaj-229	94	4	of	of	ADP
emaj-229	94	5	this	this	DET
emaj-229	94	6	study	study	NOUN
emaj-229	94	7	,	,	PUNCT
emaj-229	94	8	financial	financial	ADJ
emaj-229	94	9	instrument	instrument	NOUN
emaj-229	94	10	analysis	analysis	NOUN
emaj-229	94	11	is	be	AUX
emaj-229	94	12	made	make	VERB
emaj-229	94	13	by	by	ADP
emaj-229	94	14	creating	create	VERB
emaj-229	94	15	a	a	DET
emaj-229	94	16	network	network	NOUN
emaj-229	94	17	compromising	compromise	VERB
emaj-229	94	18	an	an	DET
emaj-229	94	19	lstm	lstm	ADJ
emaj-229	94	20	layer	layer	NOUN
emaj-229	94	21	and	and	CCONJ
emaj-229	94	22	an	an	DET
emaj-229	94	23	rnn	rnn	NOUN
emaj-229	94	24	output	output	NOUN
emaj-229	94	25	layer	layer	NOUN
emaj-229	94	26	.	.	PUNCT
emaj-229	95	1	convolutional	convolutional	ADJ
emaj-229	95	2	neural	neural	ADJ
emaj-229	95	3	networks	network	NOUN
emaj-229	95	4	convolutional	convolutional	ADJ
emaj-229	95	5	neural	neural	ADJ
emaj-229	95	6	network	network	NOUN
emaj-229	95	7	(	(	PUNCT
emaj-229	95	8	cnn	cnn	PROPN
emaj-229	95	9	)	)	PUNCT
emaj-229	95	10	is	be	AUX
emaj-229	95	11	an	an	DET
emaj-229	95	12	artificial	artificial	ADJ
emaj-229	95	13	intelligence	intelligence	NOUN
emaj-229	95	14	that	that	PRON
emaj-229	95	15	is	be	AUX
emaj-229	95	16	now	now	ADV
emaj-229	95	17	widely	widely	ADV
emaj-229	95	18	used	use	VERB
emaj-229	95	19	in	in	ADP
emaj-229	95	20	image	image	NOUN
emaj-229	95	21	processing	processing	NOUN
emaj-229	95	22	(	(	PUNCT
emaj-229	95	23	lecun	lecun	PROPN
emaj-229	95	24	,	,	PUNCT
emaj-229	95	25	huang	huang	PROPN
emaj-229	95	26	and	and	CCONJ
emaj-229	95	27	bottou	bottou	PROPN
emaj-229	95	28	,	,	PUNCT
emaj-229	95	29	2004	2004	NUM
emaj-229	95	30	)	)	PUNCT
emaj-229	95	31	.	.	PUNCT
emaj-229	96	1	generally	generally	ADV
emaj-229	96	2	,	,	PUNCT
emaj-229	96	3	the	the	DET
emaj-229	96	4	cnn	cnn	PROPN
emaj-229	96	5	algorithm	algorithm	NOUN
emaj-229	96	6	is	be	AUX
emaj-229	96	7	used	use	VERB
emaj-229	96	8	in	in	ADP
emaj-229	96	9	image	image	NOUN
emaj-229	96	10	processing	processing	NOUN
emaj-229	96	11	.	.	PUNCT
emaj-229	97	1	to	to	ADP
emaj-229	97	2	date	date	NOUN
emaj-229	97	3	,	,	PUNCT
emaj-229	97	4	the	the	DET
emaj-229	97	5	cnn	cnn	PROPN
emaj-229	97	6	algorithm	algorithm	NOUN
emaj-229	97	7	has	have	AUX
emaj-229	97	8	become	become	VERB
emaj-229	97	9	a	a	DET
emaj-229	97	10	technique	technique	NOUN
emaj-229	97	11	that	that	PRON
emaj-229	97	12	has	have	AUX
emaj-229	97	13	been	be	AUX
emaj-229	97	14	successfully	successfully	ADV
emaj-229	97	15	used	use	VERB
emaj-229	97	16	in	in	ADP
emaj-229	97	17	many	many	ADJ
emaj-229	97	18	fields	field	NOUN
emaj-229	97	19	such	such	ADJ
emaj-229	97	20	as	as	ADP
emaj-229	97	21	text	text	NOUN
emaj-229	97	22	sensitivity	sensitivity	NOUN
emaj-229	97	23	classification	classification	NOUN
emaj-229	97	24	(	(	PUNCT
emaj-229	97	25	wang	wang	PROPN
emaj-229	97	26	and	and	CCONJ
emaj-229	97	27	mahadevan	mahadevan	PROPN
emaj-229	97	28	,	,	PUNCT
emaj-229	97	29	2011	2011	NUM
emaj-229	97	30	)	)	PUNCT
emaj-229	97	31	,	,	PUNCT
emaj-229	97	32	human	human	ADJ
emaj-229	97	33	activity	activity	NOUN
emaj-229	97	34	classification	classification	NOUN
emaj-229	97	35	(	(	PUNCT
emaj-229	97	36	harel	harel	PROPN
emaj-229	97	37	and	and	CCONJ
emaj-229	97	38	mannor	mannor	NOUN
emaj-229	97	39	,	,	PUNCT
emaj-229	97	40	2011	2011	NUM
emaj-229	97	41	)	)	PUNCT
emaj-229	97	42	,	,	PUNCT
emaj-229	97	43	image	image	NOUN
emaj-229	97	44	information	information	NOUN
emaj-229	97	45	boost	boost	VERB
emaj-229	97	46	fk	fk	INTJ
emaj-229	97	47	estimation	estimation	NOUN
emaj-229	97	48	analyzed	analyze	VERB
emaj-229	97	49	data	datum	NOUN
emaj-229	97	50	lstm	lstm	PROPN
emaj-229	97	51	-	-	PUNCT
emaj-229	97	52	rnn	rnn	VERB
emaj-229	97	53	lstm	lstm	PROPN
emaj-229	97	54	-	-	PUNCT
emaj-229	97	55	cnn	cnn	PROPN
emaj-229	97	56	arima	arima	PROPN
emaj-229	97	57	specialized	specialized	PROPN
emaj-229	97	58	data	datum	NOUN
emaj-229	97	59	time	time	NOUN
emaj-229	97	60	value	value	NOUN
emaj-229	97	61	trend	trend	NOUN
emaj-229	97	62	...	...	PUNCT
emaj-229	97	63	raw	raw	ADJ
emaj-229	97	64	data	datum	NOUN
emaj-229	97	65	time	time	NOUN
emaj-229	97	66	(	(	PUNCT
emaj-229	97	67	daily	daily	ADJ
emaj-229	97	68	)	)	PUNCT
emaj-229	97	69	value	value	NOUN
emaj-229	97	70	(	(	PUNCT
emaj-229	97	71	financial	financial	ADJ
emaj-229	97	72	instrument	instrument	NOUN
emaj-229	97	73	value	value	NOUN
emaj-229	97	74	)	)	PUNCT
emaj-229	97	75	a	a	DET
emaj-229	97	76	x0	x0	PROPN
emaj-229	97	77	y0	y0	PROPN
emaj-229	97	78	one	one	NUM
emaj-229	97	79	cell	cell	NOUN
emaj-229	97	80	a	a	DET
emaj-229	97	81	x1	x1	PROPN
emaj-229	97	82	y1	y1	NOUN
emaj-229	97	83	can	can	AUX
emaj-229	97	84	be	be	AUX
emaj-229	97	85	used	use	VERB
emaj-229	97	86	over	over	ADP
emaj-229	97	87	a	a	DET
emaj-229	97	88	x3	x3	ADJ
emaj-229	97	89	y3	y3	NOUN
emaj-229	97	90	and	and	CCONJ
emaj-229	97	91	over	over	ADP
emaj-229	97	92	https://medium.com/@tuncerergin/convolutional-neural-network-convnet-yada-cnn-nedir-nasil-calisir-97a0f5d34cad	https://medium.com/@tuncerergin/convolutional-neural-network-convnet-yada-cnn-nedir-nasil-calisir-97a0f5d34cad	PROPN
emaj-229	97	93	https://medium.com/@tuncerergin/convolutional-neural-network-convnet-yada-cnn-nedir-nasil-calisir-97a0f5d34cad	https://medium.com/@tuncerergin/convolutional-neural-network-convnet-yada-cnn-nedir-nasil-calisir-97a0f5d34cad	ADJ
emaj-229	97	94	volume	volume	NOUN
emaj-229	97	95	11	11	NUM
emaj-229	97	96	no	no	DET
emaj-229	97	97	2	2	NUM
emaj-229	97	98	(	(	PUNCT
emaj-229	97	99	2021	2021	NUM
emaj-229	97	100	)	)	PUNCT
emaj-229	98	1	|	|	ADV
emaj-229	98	2	issn	issn	VERB
emaj-229	98	3	2158	2158	NUM
emaj-229	98	4	-	-	SYM
emaj-229	98	5	8708	8708	NUM
emaj-229	98	6	(	(	PUNCT
emaj-229	98	7	online	online	NOUN
emaj-229	98	8	)	)	PUNCT
emaj-229	98	9	|	|	ADV
emaj-229	98	10	doi	doi	X
emaj-229	98	11	10.5195	10.5195	NUM
emaj-229	98	12	/	/	SYM
emaj-229	98	13	emaj.2021.229	emaj.2021.229	PROPN
emaj-229	99	1	|	|	ADV
emaj-229	99	2	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-229	99	3	furkan	furkan	PROPN
emaj-229	99	4	kayım	kayım	PROPN
emaj-229	99	5	,	,	PUNCT
emaj-229	99	6	atınç	atınç	PROPN
emaj-229	99	7	yılmaz	yılmaz	PROPN
emaj-229	99	8	emerging	emerge	VERB
emaj-229	99	9	markets	market	NOUN
emaj-229	99	10	journal	journal	NOUN
emaj-229	99	11	|	|	ADV
emaj-229	99	12	p	p	NOUN
emaj-229	99	13	a	a	DET
emaj-229	99	14	g	g	NOUN
emaj-229	99	15	e	e	ADP
emaj-229	99	16	|11	|11	PROPN
emaj-229	99	17	classification	classification	NOUN
emaj-229	99	18	(	(	PUNCT
emaj-229	99	19	kulis	kulis	PROPN
emaj-229	99	20	,	,	PUNCT
emaj-229	99	21	saenko	saenko	NOUN
emaj-229	99	22	and	and	CCONJ
emaj-229	99	23	darell	darell	PROPN
emaj-229	99	24	,	,	PUNCT
emaj-229	99	25	2011	2011	NUM
emaj-229	99	26	;	;	PUNCT
emaj-229	99	27	duan	duan	PROPN
emaj-229	99	28	,	,	PUNCT
emaj-229	99	29	xu	xu	PROPN
emaj-229	99	30	and	and	CCONJ
emaj-229	99	31	tsang	tsang	PROPN
emaj-229	99	32	,	,	PUNCT
emaj-229	99	33	2012	2012	NUM
emaj-229	99	34	)	)	PUNCT
emaj-229	99	35	and	and	CCONJ
emaj-229	99	36	multilingual	multilingual	ADJ
emaj-229	99	37	text	text	NOUN
emaj-229	99	38	classification	classification	NOUN
emaj-229	99	39	(	(	PUNCT
emaj-229	99	40	prettenhofer	prettenhofer	NOUN
emaj-229	99	41	and	and	CCONJ
emaj-229	99	42	stein	stein	PROPN
emaj-229	99	43	,	,	PUNCT
emaj-229	99	44	2010	2010	NUM
emaj-229	99	45	;	;	PUNCT
emaj-229	99	46	li	li	PROPN
emaj-229	99	47	et.al	et.al	PROPN
emaj-229	99	48	.	.	PROPN
emaj-229	99	49	,	,	PUNCT
emaj-229	99	50	2020	2020	NUM
emaj-229	99	51	)	)	PUNCT
emaj-229	99	52	.	.	PUNCT
emaj-229	100	1	if	if	SCONJ
emaj-229	100	2	the	the	DET
emaj-229	100	3	cnn	cnn	PROPN
emaj-229	100	4	algorithm	algorithm	PROPN
emaj-229	100	5	operation	operation	NOUN
emaj-229	100	6	is	be	AUX
emaj-229	100	7	to	to	PART
emaj-229	100	8	be	be	AUX
emaj-229	100	9	told	tell	VERB
emaj-229	100	10	using	use	VERB
emaj-229	100	11	a	a	DET
emaj-229	100	12	handwritten	handwritten	ADJ
emaj-229	100	13	letter	letter	NOUN
emaj-229	100	14	recognition	recognition	NOUN
emaj-229	100	15	sample	sample	NOUN
emaj-229	100	16	,	,	PUNCT
emaj-229	100	17	there	there	PRON
emaj-229	100	18	is	be	VERB
emaj-229	100	19	a	a	DET
emaj-229	100	20	handwritten	handwritten	ADJ
emaj-229	100	21	letter	letter	NOUN
emaj-229	100	22	as	as	ADP
emaj-229	100	23	input	input	NOUN
emaj-229	100	24	.	.	PUNCT
emaj-229	101	1	while	while	SCONJ
emaj-229	101	2	the	the	DET
emaj-229	101	3	cnn	cnn	PROPN
emaj-229	101	4	algorithm	algorithm	NOUN
emaj-229	101	5	is	be	AUX
emaj-229	101	6	run	run	VERB
emaj-229	101	7	,	,	PUNCT
emaj-229	101	8	it	it	PRON
emaj-229	101	9	tries	try	VERB
emaj-229	101	10	to	to	PART
emaj-229	101	11	find	find	VERB
emaj-229	101	12	the	the	DET
emaj-229	101	13	distinctive	distinctive	ADJ
emaj-229	101	14	features	feature	NOUN
emaj-229	101	15	of	of	ADP
emaj-229	101	16	this	this	DET
emaj-229	101	17	letter	letter	NOUN
emaj-229	101	18	.	.	PUNCT
emaj-229	102	1	a	a	DET
emaj-229	102	2	filter	filter	NOUN
emaj-229	102	3	is	be	AUX
emaj-229	102	4	required	require	VERB
emaj-229	102	5	in	in	ADP
emaj-229	102	6	order	order	NOUN
emaj-229	102	7	to	to	PART
emaj-229	102	8	find	find	VERB
emaj-229	102	9	the	the	DET
emaj-229	102	10	distinctive	distinctive	ADJ
emaj-229	102	11	feature	feature	NOUN
emaj-229	102	12	of	of	ADP
emaj-229	102	13	the	the	DET
emaj-229	102	14	letter	letter	NOUN
emaj-229	102	15	in	in	ADP
emaj-229	102	16	the	the	DET
emaj-229	102	17	input	input	NOUN
emaj-229	102	18	picture	picture	NOUN
emaj-229	102	19	from	from	ADP
emaj-229	102	20	other	other	ADJ
emaj-229	102	21	letters	letter	NOUN
emaj-229	102	22	.	.	PUNCT
emaj-229	103	1	this	this	DET
emaj-229	103	2	filter	filter	NOUN
emaj-229	103	3	should	should	AUX
emaj-229	103	4	distinguish	distinguish	VERB
emaj-229	103	5	this	this	DET
emaj-229	103	6	letter	letter	NOUN
emaj-229	103	7	from	from	ADP
emaj-229	103	8	the	the	DET
emaj-229	103	9	other	other	ADJ
emaj-229	103	10	letters	letter	NOUN
emaj-229	103	11	.	.	PUNCT
emaj-229	104	1	this	this	DET
emaj-229	104	2	part	part	NOUN
emaj-229	104	3	is	be	AUX
emaj-229	104	4	the	the	DET
emaj-229	104	5	convolutional	convolutional	ADJ
emaj-229	104	6	layer	layer	NOUN
emaj-229	104	7	part	part	NOUN
emaj-229	104	8	.	.	PUNCT
emaj-229	105	1	after	after	ADP
emaj-229	105	2	finding	find	VERB
emaj-229	105	3	the	the	DET
emaj-229	105	4	distinguishing	distinguish	VERB
emaj-229	105	5	features	feature	NOUN
emaj-229	105	6	in	in	ADP
emaj-229	105	7	the	the	DET
emaj-229	105	8	pooling	pool	VERB
emaj-229	105	9	layer	layer	NOUN
emaj-229	105	10	,	,	PUNCT
emaj-229	105	11	the	the	DET
emaj-229	105	12	resolution	resolution	NOUN
emaj-229	105	13	,	,	PUNCT
emaj-229	105	14	which	which	PRON
emaj-229	105	15	is	be	AUX
emaj-229	105	16	its	its	PRON
emaj-229	105	17	distinguishing	distinguish	VERB
emaj-229	105	18	feature	feature	NOUN
emaj-229	105	19	,	,	PUNCT
emaj-229	105	20	is	be	AUX
emaj-229	105	21	reduced	reduce	VERB
emaj-229	105	22	.	.	PUNCT
emaj-229	106	1	at	at	ADP
emaj-229	106	2	this	this	DET
emaj-229	106	3	stage	stage	NOUN
emaj-229	106	4	,	,	PUNCT
emaj-229	106	5	orientation	orientation	NOUN
emaj-229	106	6	is	be	AUX
emaj-229	106	7	ensured	ensure	VERB
emaj-229	106	8	.	.	PUNCT
emaj-229	107	1	in	in	ADP
emaj-229	107	2	other	other	ADJ
emaj-229	107	3	words	word	NOUN
emaj-229	107	4	,	,	PUNCT
emaj-229	107	5	the	the	DET
emaj-229	107	6	distinguishing	distinguish	VERB
emaj-229	107	7	feature	feature	NOUN
emaj-229	107	8	is	be	AUX
emaj-229	107	9	found	find	VERB
emaj-229	107	10	independently	independently	ADV
emaj-229	107	11	from	from	ADP
emaj-229	107	12	directions	direction	NOUN
emaj-229	107	13	such	such	ADJ
emaj-229	107	14	as	as	ADP
emaj-229	107	15	right	right	ADJ
emaj-229	107	16	,	,	PUNCT
emaj-229	107	17	up	up	ADV
emaj-229	107	18	or	or	CCONJ
emaj-229	107	19	down	down	ADV
emaj-229	107	20	.	.	PUNCT
emaj-229	108	1	in	in	ADP
emaj-229	108	2	short	short	ADJ
emaj-229	108	3	,	,	PUNCT
emaj-229	108	4	after	after	ADP
emaj-229	108	5	filtering	filter	VERB
emaj-229	108	6	,	,	PUNCT
emaj-229	108	7	screening	screening	NOUN
emaj-229	108	8	is	be	AUX
emaj-229	108	9	carried	carry	VERB
emaj-229	108	10	out	out	ADP
emaj-229	108	11	,	,	PUNCT
emaj-229	108	12	these	these	DET
emaj-229	108	13	processes	process	NOUN
emaj-229	108	14	are	be	AUX
emaj-229	108	15	repeated	repeat	VERB
emaj-229	108	16	,	,	PUNCT
emaj-229	108	17	then	then	ADV
emaj-229	108	18	comes	come	VERB
emaj-229	108	19	the	the	DET
emaj-229	108	20	smoothing	smoothing	NOUN
emaj-229	108	21	and	and	CCONJ
emaj-229	108	22	the	the	DET
emaj-229	108	23	classification	classification	NOUN
emaj-229	108	24	(	(	PUNCT
emaj-229	108	25	sharif	sharif	PROPN
emaj-229	108	26	et	et	PROPN
emaj-229	108	27	.	.	PUNCT
emaj-229	109	1	al	al	PROPN
emaj-229	109	2	.	.	PROPN
emaj-229	109	3	,	,	PUNCT
emaj-229	109	4	2020	2020	NUM
emaj-229	109	5	)	)	PUNCT
emaj-229	109	6	.	.	PUNCT
emaj-229	110	1	in	in	ADP
emaj-229	110	2	this	this	DET
emaj-229	110	3	study	study	NOUN
emaj-229	110	4	,	,	PUNCT
emaj-229	110	5	financial	financial	ADJ
emaj-229	110	6	instrument	instrument	NOUN
emaj-229	110	7	estimation	estimation	NOUN
emaj-229	110	8	is	be	AUX
emaj-229	110	9	made	make	VERB
emaj-229	110	10	by	by	ADP
emaj-229	110	11	using	use	VERB
emaj-229	110	12	the	the	DET
emaj-229	110	13	lstm	lstm	NOUN
emaj-229	110	14	and	and	CCONJ
emaj-229	110	15	cnn	cnn	PROPN
emaj-229	110	16	algorithms	algorithm	NOUN
emaj-229	110	17	in	in	ADP
emaj-229	110	18	a	a	DET
emaj-229	110	19	hybrid	hybrid	ADJ
emaj-229	110	20	manner	manner	NOUN
emaj-229	110	21	.	.	PUNCT
emaj-229	111	1	autoregressive	autoregressive	ADJ
emaj-229	111	2	integrated	integrated	ADJ
emaj-229	111	3	moving	move	VERB
emaj-229	111	4	average	average	ADJ
emaj-229	111	5	autoregressive	autoregressive	ADJ
emaj-229	111	6	integrated	integrated	ADJ
emaj-229	111	7	moving	move	VERB
emaj-229	111	8	average	average	NOUN
emaj-229	111	9	will	will	AUX
emaj-229	111	10	be	be	AUX
emaj-229	111	11	referred	refer	VERB
emaj-229	111	12	to	to	ADP
emaj-229	111	13	as	as	ADP
emaj-229	111	14	arima	arima	PROPN
emaj-229	111	15	for	for	ADP
emaj-229	111	16	short	short	ADJ
emaj-229	111	17	.	.	PUNCT
emaj-229	112	1	it	it	PRON
emaj-229	112	2	is	be	AUX
emaj-229	112	3	also	also	ADV
emaj-229	112	4	known	know	VERB
emaj-229	112	5	as	as	ADP
emaj-229	112	6	the	the	DET
emaj-229	112	7	box	box	PROPN
emaj-229	112	8	-	-	PUNCT
emaj-229	112	9	jenkins	jenkin	NOUN
emaj-229	112	10	model	model	NOUN
emaj-229	112	11	as	as	SCONJ
emaj-229	112	12	it	it	PRON
emaj-229	112	13	was	be	AUX
emaj-229	112	14	first	first	ADV
emaj-229	112	15	found	find	VERB
emaj-229	112	16	by	by	ADP
emaj-229	112	17	box	box	PROPN
emaj-229	112	18	and	and	CCONJ
emaj-229	112	19	jenkins	jenkin	NOUN
emaj-229	112	20	.	.	PUNCT
emaj-229	113	1	arima	arima	NOUN
emaj-229	113	2	models	model	NOUN
emaj-229	113	3	,	,	PUNCT
emaj-229	113	4	which	which	PRON
emaj-229	113	5	are	be	AUX
emaj-229	113	6	the	the	DET
emaj-229	113	7	most	most	ADV
emaj-229	113	8	known	know	VERB
emaj-229	113	9	and	and	CCONJ
emaj-229	113	10	commonly	commonly	ADV
emaj-229	113	11	used	use	VERB
emaj-229	113	12	among	among	ADP
emaj-229	113	13	time	time	NOUN
emaj-229	113	14	series	series	NOUN
emaj-229	113	15	models	model	NOUN
emaj-229	113	16	,	,	PUNCT
emaj-229	113	17	assume	assume	VERB
emaj-229	113	18	a	a	DET
emaj-229	113	19	linear	linear	ADJ
emaj-229	113	20	relationship	relationship	NOUN
emaj-229	113	21	between	between	ADP
emaj-229	113	22	the	the	DET
emaj-229	113	23	data	datum	NOUN
emaj-229	113	24	constituting	constitute	VERB
emaj-229	113	25	the	the	DET
emaj-229	113	26	time	time	NOUN
emaj-229	113	27	series	series	NOUN
emaj-229	113	28	and	and	CCONJ
emaj-229	113	29	can	can	AUX
emaj-229	113	30	model	model	VERB
emaj-229	113	31	this	this	DET
emaj-229	113	32	linear	linear	ADJ
emaj-229	113	33	relationship	relationship	NOUN
emaj-229	113	34	.	.	PUNCT
emaj-229	114	1	they	they	PRON
emaj-229	114	2	can	can	AUX
emaj-229	114	3	also	also	ADV
emaj-229	114	4	be	be	AUX
emaj-229	114	5	successfully	successfully	ADV
emaj-229	114	6	applied	apply	VERB
emaj-229	114	7	to	to	ADP
emaj-229	114	8	time	time	NOUN
emaj-229	114	9	series	series	NOUN
emaj-229	114	10	that	that	PRON
emaj-229	114	11	are	be	AUX
emaj-229	114	12	steady	steady	ADJ
emaj-229	114	13	or	or	CCONJ
emaj-229	114	14	stabilized	stabilize	VERB
emaj-229	114	15	by	by	ADP
emaj-229	114	16	various	various	ADJ
emaj-229	114	17	statistical	statistical	ADJ
emaj-229	114	18	methods	method	NOUN
emaj-229	114	19	(	(	PUNCT
emaj-229	114	20	kaynar	kaynar	NOUN
emaj-229	114	21	and	and	CCONJ
emaj-229	114	22	taştan	taştan	PROPN
emaj-229	114	23	,	,	PUNCT
emaj-229	114	24	2009	2009	NUM
emaj-229	114	25	)	)	PUNCT
emaj-229	114	26	.	.	PUNCT
emaj-229	115	1	among	among	ADP
emaj-229	115	2	the	the	DET
emaj-229	115	3	time	time	NOUN
emaj-229	115	4	series	series	PROPN
emaj-229	115	5	models	model	NOUN
emaj-229	115	6	,	,	PUNCT
emaj-229	115	7	arima	arima	PROPN
emaj-229	115	8	stands	stand	VERB
emaj-229	115	9	out	out	ADP
emaj-229	115	10	as	as	ADP
emaj-229	115	11	a	a	DET
emaj-229	115	12	successful	successful	ADJ
emaj-229	115	13	model	model	NOUN
emaj-229	115	14	in	in	ADP
emaj-229	115	15	linear	linear	PROPN
emaj-229	115	16	estimation	estimation	NOUN
emaj-229	115	17	(	(	PUNCT
emaj-229	115	18	yao	yao	PROPN
emaj-229	115	19	,	,	PUNCT
emaj-229	115	20	ma	ma	PROPN
emaj-229	115	21	and	and	CCONJ
emaj-229	115	22	wang	wang	PROPN
emaj-229	115	23	,	,	PUNCT
emaj-229	115	24	2021	2021	NUM
emaj-229	115	25	)	)	PUNCT
emaj-229	115	26	.	.	PUNCT
emaj-229	116	1	it	it	PRON
emaj-229	116	2	is	be	AUX
emaj-229	116	3	a	a	DET
emaj-229	116	4	time	time	NOUN
emaj-229	116	5	series	series	NOUN
emaj-229	116	6	model	model	NOUN
emaj-229	116	7	used	use	VERB
emaj-229	116	8	in	in	ADP
emaj-229	116	9	univariate	univariate	ADJ
emaj-229	116	10	time	time	NOUN
emaj-229	116	11	series	series	NOUN
emaj-229	116	12	.	.	PUNCT
emaj-229	117	1	in	in	ADP
emaj-229	117	2	fact	fact	NOUN
emaj-229	117	3	,	,	PUNCT
emaj-229	117	4	it	it	PRON
emaj-229	117	5	is	be	AUX
emaj-229	117	6	an	an	DET
emaj-229	117	7	integrated	integrated	ADJ
emaj-229	117	8	model	model	NOUN
emaj-229	117	9	where	where	SCONJ
emaj-229	117	10	autoregressive	autoregressive	ADJ
emaj-229	117	11	and	and	CCONJ
emaj-229	117	12	moving	move	VERB
emaj-229	117	13	average	average	ADJ
emaj-229	117	14	methods	method	NOUN
emaj-229	117	15	are	be	AUX
emaj-229	117	16	used	use	VERB
emaj-229	117	17	together	together	ADV
emaj-229	117	18	.	.	PUNCT
emaj-229	118	1	it	it	PRON
emaj-229	118	2	consists	consist	VERB
emaj-229	118	3	of	of	ADP
emaj-229	118	4	3	3	NUM
emaj-229	118	5	parameters	parameter	NOUN
emaj-229	118	6	,	,	PUNCT
emaj-229	118	7	which	which	PRON
emaj-229	118	8	are	be	AUX
emaj-229	118	9	ar(p	ar(p	ADJ
emaj-229	118	10	)	)	PUNCT
emaj-229	118	11	,	,	PUNCT
emaj-229	118	12	i(d	i(d	NOUN
emaj-229	118	13	)	)	PUNCT
emaj-229	118	14	,	,	PUNCT
emaj-229	118	15	and	and	CCONJ
emaj-229	118	16	ma(q	ma(q	NOUN
emaj-229	118	17	)	)	PUNCT
emaj-229	118	18	.	.	PUNCT
emaj-229	119	1	the	the	DET
emaj-229	119	2	abbreviations	abbreviation	NOUN
emaj-229	119	3	in	in	ADP
emaj-229	119	4	figure	figure	NOUN
emaj-229	119	5	3	3	NUM
emaj-229	119	6	and	and	CCONJ
emaj-229	119	7	their	their	PRON
emaj-229	119	8	explanations	explanation	NOUN
emaj-229	119	9	are	be	AUX
emaj-229	119	10	provided	provide	VERB
emaj-229	119	11	below	below	ADP
emaj-229	119	12	:	:	PUNCT
emaj-229	120	1	p	p	X
emaj-229	120	2	:	:	PUNCT
emaj-229	120	3	the	the	DET
emaj-229	120	4	degree	degree	NOUN
emaj-229	120	5	of	of	ADP
emaj-229	120	6	autoregression	autoregression	NOUN
emaj-229	121	1	d	d	NOUN
emaj-229	121	2	:	:	PUNCT
emaj-229	121	3	the	the	DET
emaj-229	121	4	degree	degree	NOUN
emaj-229	121	5	of	of	ADP
emaj-229	121	6	difference	difference	NOUN
emaj-229	121	7	q	q	NOUN
emaj-229	121	8	:	:	PUNCT
emaj-229	121	9	the	the	DET
emaj-229	121	10	moving	move	VERB
emaj-229	121	11	average	average	ADJ
emaj-229	121	12	degree	degree	NOUN
emaj-229	121	13	figure	figure	NOUN
emaj-229	121	14	3	3	X
emaj-229	121	15	.	.	PUNCT
emaj-229	121	16	arima	arima	PROPN
emaj-229	121	17	model	model	PROPN
emaj-229	121	18	source	source	PROPN
emaj-229	121	19	:	:	PUNCT
emaj-229	121	20	authors	author	NOUN
emaj-229	121	21	’	'	PUNCT
emaj-229	121	22	own	own	ADJ
emaj-229	121	23	compilation	compilation	NOUN
emaj-229	121	24	for	for	ADP
emaj-229	121	25	example	example	NOUN
emaj-229	121	26	,	,	PUNCT
emaj-229	121	27	(	(	PUNCT
emaj-229	121	28	1,1,0	1,1,0	NUM
emaj-229	121	29	)	)	PUNCT
emaj-229	121	30	means	mean	VERB
emaj-229	121	31	that	that	SCONJ
emaj-229	121	32	the	the	DET
emaj-229	121	33	autoregression	autoregression	NOUN
emaj-229	121	34	degree	degree	NOUN
emaj-229	121	35	has	have	VERB
emaj-229	121	36	only	only	ADV
emaj-229	121	37	1	1	NUM
emaj-229	121	38	time	time	NOUN
emaj-229	121	39	difference	difference	NOUN
emaj-229	121	40	and	and	CCONJ
emaj-229	121	41	no	no	DET
emaj-229	121	42	moving	move	VERB
emaj-229	121	43	average	average	NOUN
emaj-229	121	44	is	be	AUX
emaj-229	121	45	made	make	VERB
emaj-229	121	46	.	.	PUNCT
emaj-229	122	1	within	within	ADP
emaj-229	122	2	the	the	DET
emaj-229	122	3	scope	scope	NOUN
emaj-229	122	4	of	of	ADP
emaj-229	122	5	this	this	DET
emaj-229	122	6	study	study	NOUN
emaj-229	122	7	,	,	PUNCT
emaj-229	122	8	financial	financial	ADJ
emaj-229	122	9	instrument	instrument	NOUN
emaj-229	122	10	estimation	estimation	NOUN
emaj-229	122	11	is	be	AUX
emaj-229	122	12	made	make	VERB
emaj-229	122	13	using	use	VERB
emaj-229	122	14	the	the	DET
emaj-229	122	15	arima	arima	NOUN
emaj-229	122	16	model	model	NOUN
emaj-229	122	17	and	and	CCONJ
emaj-229	122	18	the	the	DET
emaj-229	122	19	results	result	NOUN
emaj-229	122	20	are	be	AUX
emaj-229	122	21	compared	compare	VERB
emaj-229	122	22	with	with	ADP
emaj-229	122	23	the	the	DET
emaj-229	122	24	results	result	NOUN
emaj-229	122	25	of	of	ADP
emaj-229	122	26	other	other	ADJ
emaj-229	122	27	models	model	NOUN
emaj-229	122	28	.	.	PUNCT
emaj-229	123	1	ensemble	ensemble	ADJ
emaj-229	123	2	classification	classification	NOUN
emaj-229	123	3	boosting	boost	VERB
emaj-229	123	4	ensemble	ensemble	ADJ
emaj-229	123	5	classification	classification	NOUN
emaj-229	123	6	methods	method	NOUN
emaj-229	123	7	aim	aim	VERB
emaj-229	123	8	to	to	PART
emaj-229	123	9	get	get	VERB
emaj-229	123	10	more	more	ADV
emaj-229	123	11	successful	successful	ADJ
emaj-229	123	12	results	result	NOUN
emaj-229	123	13	by	by	ADP
emaj-229	123	14	running	run	VERB
emaj-229	123	15	multiple	multiple	ADJ
emaj-229	123	16	classification	classification	NOUN
emaj-229	123	17	algorithms	algorithm	NOUN
emaj-229	123	18	simultaneously	simultaneously	ADV
emaj-229	123	19	.	.	PUNCT
emaj-229	124	1	it	it	PRON
emaj-229	124	2	is	be	AUX
emaj-229	124	3	desired	desire	VERB
emaj-229	124	4	to	to	PART
emaj-229	124	5	obtain	obtain	VERB
emaj-229	124	6	a	a	DET
emaj-229	124	7	more	more	ADV
emaj-229	124	8	successful	successful	ADJ
emaj-229	124	9	result	result	NOUN
emaj-229	124	10	than	than	ADP
emaj-229	124	11	the	the	DET
emaj-229	124	12	success	success	NOUN
emaj-229	124	13	rates	rate	NOUN
emaj-229	124	14	of	of	ADP
emaj-229	124	15	the	the	DET
emaj-229	124	16	classification	classification	NOUN
emaj-229	124	17	algorithms	algorithm	NOUN
emaj-229	124	18	used	use	VERB
emaj-229	124	19	together	together	ADV
emaj-229	124	20	.	.	PUNCT
emaj-229	125	1	ensemble	ensemble	ADJ
emaj-229	125	2	classification	classification	NOUN
emaj-229	125	3	methods	method	NOUN
emaj-229	125	4	have	have	AUX
emaj-229	125	5	been	be	AUX
emaj-229	125	6	identified	identify	VERB
emaj-229	125	7	as	as	ADP
emaj-229	125	8	one	one	NUM
emaj-229	125	9	of	of	ADP
emaj-229	125	10	the	the	DET
emaj-229	125	11	most	most	ADV
emaj-229	125	12	effective	effective	ADJ
emaj-229	125	13	developments	development	NOUN
emaj-229	125	14	in	in	ADP
emaj-229	125	15	the	the	DET
emaj-229	125	16	data	data	NOUN
emaj-229	125	17	mining	mining	NOUN
emaj-229	125	18	field	field	NOUN
emaj-229	125	19	in	in	ADP
emaj-229	125	20	the	the	DET
emaj-229	125	21	last	last	ADJ
emaj-229	125	22	decade	decade	NOUN
emaj-229	125	23	(	(	PUNCT
emaj-229	125	24	seni	seni	NOUN
emaj-229	125	25	and	and	CCONJ
emaj-229	125	26	elder	elder	NOUN
emaj-229	125	27	,	,	PUNCT
emaj-229	125	28	2010	2010	NUM
emaj-229	125	29	)	)	PUNCT
emaj-229	125	30	.	.	PUNCT
emaj-229	126	1	ensemble	ensemble	ADJ
emaj-229	126	2	classification	classification	NOUN
emaj-229	126	3	is	be	AUX
emaj-229	126	4	defined	define	VERB
emaj-229	126	5	as	as	ADP
emaj-229	126	6	a	a	DET
emaj-229	126	7	new	new	ADJ
emaj-229	126	8	method	method	NOUN
emaj-229	126	9	created	create	VERB
emaj-229	126	10	by	by	ADP
emaj-229	126	11	using	use	VERB
emaj-229	126	12	multiple	multiple	ADJ
emaj-229	126	13	data	datum	NOUN
emaj-229	126	14	mining	mining	NOUN
emaj-229	126	15	algorithms	algorithm	NOUN
emaj-229	126	16	together	together	ADV
emaj-229	126	17	,	,	PUNCT
emaj-229	126	18	as	as	SCONJ
emaj-229	126	19	it	it	PRON
emaj-229	126	20	can	can	AUX
emaj-229	126	21	be	be	AUX
emaj-229	126	22	understood	understand	VERB
emaj-229	126	23	from	from	ADP
emaj-229	126	24	the	the	DET
emaj-229	126	25	name	name	NOUN
emaj-229	126	26	of	of	ADP
emaj-229	126	27	ensemble	ensemble	ADJ
emaj-229	126	28	classification	classification	NOUN
emaj-229	126	29	.	.	PUNCT
emaj-229	127	1	combining	combine	VERB
emaj-229	127	2	multiple	multiple	ADJ
emaj-229	127	3	methods	method	NOUN
emaj-229	127	4	aims	aim	VERB
emaj-229	127	5	to	to	PART
emaj-229	127	6	estimate	estimate	VERB
emaj-229	127	7	the	the	DET
emaj-229	127	8	most	most	ADV
emaj-229	127	9	accurate	accurate	ADJ
emaj-229	127	10	result	result	NOUN
emaj-229	127	11	.	.	PUNCT
emaj-229	128	1	it	it	PRON
emaj-229	128	2	is	be	AUX
emaj-229	128	3	desired	desire	VERB
emaj-229	128	4	to	to	PART
emaj-229	128	5	create	create	VERB
emaj-229	128	6	a	a	DET
emaj-229	128	7	general	general	ADJ
emaj-229	128	8	method	method	NOUN
emaj-229	128	9	with	with	ADP
emaj-229	128	10	better	well	ADJ
emaj-229	128	11	performance	performance	NOUN
emaj-229	128	12	by	by	ADP
emaj-229	128	13	using	use	VERB
emaj-229	128	14	multiple	multiple	ADJ
emaj-229	128	15	methods	method	NOUN
emaj-229	128	16	together	together	ADV
emaj-229	128	17	in	in	ADP
emaj-229	128	18	ensemble	ensemble	ADJ
emaj-229	128	19	classification	classification	NOUN
emaj-229	128	20	.	.	PUNCT
emaj-229	129	1	bagging	bagging	NOUN
emaj-229	129	2	,	,	PUNCT
emaj-229	129	3	boosting	boost	VERB
emaj-229	129	4	and	and	CCONJ
emaj-229	129	5	random	random	ADJ
emaj-229	129	6	forest	forest	NOUN
emaj-229	129	7	are	be	AUX
emaj-229	129	8	examples	example	NOUN
emaj-229	129	9	of	of	ADP
emaj-229	129	10	ensemble	ensemble	ADJ
emaj-229	129	11	classification	classification	NOUN
emaj-229	129	12	.	.	PUNCT
emaj-229	130	1	the	the	DET
emaj-229	130	2	main	main	ADJ
emaj-229	130	3	purpose	purpose	NOUN
emaj-229	130	4	of	of	ADP
emaj-229	130	5	ensemble	ensemble	ADJ
emaj-229	130	6	classification	classification	NOUN
emaj-229	130	7	is	be	AUX
emaj-229	130	8	to	to	PART
emaj-229	130	9	combine	combine	VERB
emaj-229	130	10	the	the	DET
emaj-229	130	11	results	result	NOUN
emaj-229	130	12	previously	previously	ADV
emaj-229	130	13	obtained	obtain	VERB
emaj-229	130	14	using	use	VERB
emaj-229	130	15	different	different	ADJ
emaj-229	130	16	classification	classification	NOUN
emaj-229	130	17	algorithms	algorithm	NOUN
emaj-229	130	18	and	and	CCONJ
emaj-229	130	19	to	to	PART
emaj-229	130	20	obtain	obtain	VERB
emaj-229	130	21	a	a	DET
emaj-229	130	22	result	result	NOUN
emaj-229	130	23	better	well	ADJ
emaj-229	130	24	than	than	ADP
emaj-229	130	25	the	the	DET
emaj-229	130	26	best	good	ADJ
emaj-229	130	27	of	of	ADP
emaj-229	130	28	these	these	DET
emaj-229	130	29	results	result	NOUN
emaj-229	130	30	(	(	PUNCT
emaj-229	130	31	kılınç	kılınç	PROPN
emaj-229	130	32	et.al	et.al	PROPN
emaj-229	130	33	.	.	PROPN
emaj-229	130	34	,	,	PUNCT
emaj-229	130	35	2015	2015	NUM
emaj-229	130	36	)	)	PUNCT
emaj-229	130	37	.	.	PUNCT
emaj-229	131	1	for	for	ADP
emaj-229	131	2	example	example	NOUN
emaj-229	131	3	,	,	PUNCT
emaj-229	131	4	assuming	assume	VERB
emaj-229	131	5	that	that	SCONJ
emaj-229	131	6	you	you	PRON
emaj-229	131	7	have	have	AUX
emaj-229	131	8	collected	collect	VERB
emaj-229	131	9	estimations	estimation	NOUN
emaj-229	131	10	from	from	ADP
emaj-229	131	11	10	10	NUM
emaj-229	131	12	experts	expert	NOUN
emaj-229	131	13	,	,	PUNCT
emaj-229	131	14	the	the	DET
emaj-229	131	15	ensemble	ensemble	ADJ
emaj-229	131	16	classification	classification	NOUN
emaj-229	131	17	will	will	AUX
emaj-229	131	18	strategically	strategically	ADV
emaj-229	131	19	combine	combine	VERB
emaj-229	131	20	the	the	DET
emaj-229	131	21	estimations	estimation	NOUN
emaj-229	131	22	of	of	ADP
emaj-229	131	23	these	these	DET
emaj-229	131	24	10	10	NUM
emaj-229	131	25	experts	expert	NOUN
emaj-229	131	26	to	to	PART
emaj-229	131	27	obtain	obtain	VERB
emaj-229	131	28	a	a	DET
emaj-229	131	29	more	more	ADV
emaj-229	131	30	accurate	accurate	ADJ
emaj-229	131	31	and	and	CCONJ
emaj-229	131	32	robust	robust	ADJ
emaj-229	131	33	estimation	estimation	NOUN
emaj-229	131	34	than	than	ADP
emaj-229	131	35	the	the	DET
emaj-229	131	36	estimation	estimation	NOUN
emaj-229	131	37	made	make	VERB
emaj-229	131	38	by	by	ADP
emaj-229	131	39	each	each	DET
emaj-229	131	40	expert	expert	NOUN
emaj-229	131	41	.	.	PUNCT
emaj-229	132	1	as	as	SCONJ
emaj-229	132	2	will	will	AUX
emaj-229	132	3	be	be	AUX
emaj-229	132	4	discussed	discuss	VERB
emaj-229	132	5	later	later	ADV
emaj-229	132	6	in	in	ADP
emaj-229	132	7	this	this	DET
emaj-229	132	8	section	section	NOUN
emaj-229	132	9	,	,	PUNCT
emaj-229	132	10	there	there	PRON
emaj-229	132	11	are	be	VERB
emaj-229	132	12	several	several	ADJ
emaj-229	132	13	different	different	ADJ
emaj-229	132	14	methods	method	NOUN
emaj-229	132	15	for	for	ADP
emaj-229	132	16	creating	create	VERB
emaj-229	132	17	a	a	DET
emaj-229	132	18	ensemble	ensemble	ADJ
emaj-229	132	19	classification	classification	NOUN
emaj-229	132	20	.	.	PUNCT
emaj-229	133	1	this	this	DET
emaj-229	133	2	section	section	NOUN
emaj-229	133	3	will	will	AUX
emaj-229	133	4	explain	explain	VERB
emaj-229	133	5	how	how	SCONJ
emaj-229	133	6	the	the	DET
emaj-229	133	7	ensemble	ensemble	ADJ
emaj-229	133	8	classification	classification	NOUN
emaj-229	133	9	works	work	NOUN
emaj-229	133	10	and	and	CCONJ
emaj-229	133	11	provides	provide	VERB
emaj-229	133	12	basic	basic	ADJ
emaj-229	133	13	information	information	NOUN
emaj-229	133	14	on	on	ADP
emaj-229	133	15	why	why	SCONJ
emaj-229	133	16	it	it	PRON
emaj-229	133	17	is	be	AUX
emaj-229	133	18	typically	typically	ADV
emaj-229	133	19	recognized	recognize	VERB
emaj-229	133	20	to	to	PART
emaj-229	133	21	achieve	achieve	VERB
emaj-229	133	22	good	good	ADJ
emaj-229	133	23	generalization	generalization	NOUN
emaj-229	133	24	performance	performance	NOUN
emaj-229	133	25	.	.	PUNCT
emaj-229	134	1	based	base	VERB
emaj-229	134	2	on	on	ADP
emaj-229	134	3	the	the	DET
emaj-229	134	4	explanation	explanation	NOUN
emaj-229	134	5	of	of	ADP
emaj-229	134	6	the	the	DET
emaj-229	134	7	ensemble	ensemble	ADJ
emaj-229	134	8	classification	classification	NOUN
emaj-229	134	9	in	in	ADP
emaj-229	134	10	figure	figure	NOUN
emaj-229	134	11	4	4	NUM
emaj-229	134	12	,	,	PUNCT
emaj-229	134	13	ensemble	ensemble	ADJ
emaj-229	134	14	classification	classification	NOUN
emaj-229	134	15	desires	desire	NOUN
emaj-229	134	16	to	to	PART
emaj-229	134	17	obtain	obtain	VERB
emaj-229	134	18	more	more	ADV
emaj-229	134	19	accurate	accurate	ADJ
emaj-229	134	20	estimation	estimation	NOUN
emaj-229	134	21	by	by	ADP
emaj-229	134	22	using	use	VERB
emaj-229	134	23	multiple	multiple	ADJ
emaj-229	134	24	classification	classification	NOUN
emaj-229	134	25	algorithms	algorithm	NOUN
emaj-229	134	26	together	together	ADV
emaj-229	134	27	.	.	PUNCT
emaj-229	135	1	these	these	DET
emaj-229	135	2	classification	classification	NOUN
emaj-229	135	3	algorithms	algorithm	NOUN
emaj-229	135	4	are	be	AUX
emaj-229	135	5	different	different	ADJ
emaj-229	135	6	algorithms	algorithm	NOUN
emaj-229	135	7	such	such	ADJ
emaj-229	135	8	as	as	ADP
emaj-229	135	9	decision	decision	NOUN
emaj-229	135	10	trees	tree	NOUN
emaj-229	135	11	,	,	PUNCT
emaj-229	135	12	support	support	NOUN
emaj-229	135	13	vector	vector	NOUN
emaj-229	135	14	and	and	CCONJ
emaj-229	135	15	logistic	logistic	ADJ
emaj-229	135	16	regression	regression	NOUN
emaj-229	135	17	.	.	PUNCT
emaj-229	136	1	for	for	ADP
emaj-229	136	2	example	example	NOUN
emaj-229	136	3	,	,	PUNCT
emaj-229	136	4	assuming	assume	VERB
emaj-229	136	5	that	that	SCONJ
emaj-229	136	6	the	the	DET
emaj-229	136	7	s1	s1	PROPN
emaj-229	136	8	algorithm	algorithm	NOUN
emaj-229	136	9	has	have	VERB
emaj-229	136	10	a	a	DET
emaj-229	136	11	60	60	NUM
emaj-229	136	12	%	%	NOUN
emaj-229	136	13	estimation	estimation	NOUN
emaj-229	136	14	rate	rate	NOUN
emaj-229	136	15	and	and	CCONJ
emaj-229	136	16	the	the	DET
emaj-229	136	17	s2	s2	NOUN
emaj-229	136	18	algorithm	algorithm	NOUN
emaj-229	136	19	has	have	VERB
emaj-229	136	20	a	a	DET
emaj-229	136	21	70	70	NUM
emaj-229	136	22	%	%	NOUN
emaj-229	136	23	,	,	PUNCT
emaj-229	136	24	it	it	PRON
emaj-229	136	25	is	be	AUX
emaj-229	136	26	aimed	aim	VERB
emaj-229	136	27	to	to	PART
emaj-229	136	28	make	make	VERB
emaj-229	136	29	an	an	DET
emaj-229	136	30	estimation	estimation	NOUN
emaj-229	136	31	above	above	ADP
emaj-229	136	32	70	70	NUM
emaj-229	136	33	%	%	NOUN
emaj-229	136	34	by	by	ADP
emaj-229	136	35	using	use	VERB
emaj-229	136	36	the	the	DET
emaj-229	136	37	ensemble	ensemble	ADJ
emaj-229	136	38	classification	classification	NOUN
emaj-229	136	39	method	method	NOUN
emaj-229	136	40	.	.	PUNCT
emaj-229	137	1	according	accord	VERB
emaj-229	137	2	to	to	ADP
emaj-229	137	3	this	this	DET
emaj-229	137	4	example	example	NOUN
emaj-229	137	5	,	,	PUNCT
emaj-229	137	6	estimation	estimation	NOUN
emaj-229	137	7	above	above	ADP
emaj-229	137	8	70	70	NUM
emaj-229	137	9	%	%	NOUN
emaj-229	137	10	is	be	AUX
emaj-229	137	11	possible	possible	ADJ
emaj-229	137	12	using	use	VERB
emaj-229	137	13	the	the	DET
emaj-229	137	14	ensemble	ensemble	ADJ
emaj-229	137	15	classification	classification	NOUN
emaj-229	137	16	method	method	NOUN
emaj-229	137	17	.	.	PUNCT
emaj-229	138	1	arima	arima	PROPN
emaj-229	138	2	autoregressive	autoregressive	ADJ
emaj-229	138	3	(	(	PUNCT
emaj-229	138	4	p	p	NOUN
emaj-229	138	5	)	)	PUNCT
emaj-229	138	6	integrated	integrated	ADJ
emaj-229	138	7	(	(	PUNCT
emaj-229	138	8	d	d	NOUN
emaj-229	138	9	)	)	PUNCT
emaj-229	138	10	moving	move	VERB
emaj-229	138	11	average(q	average(q	VERB
emaj-229	138	12	)	)	PUNCT
emaj-229	138	13	volume	volume	NOUN
emaj-229	138	14	11	11	NUM
emaj-229	138	15	no	no	DET
emaj-229	138	16	2	2	NUM
emaj-229	138	17	(	(	PUNCT
emaj-229	138	18	2021	2021	NUM
emaj-229	138	19	)	)	PUNCT
emaj-229	138	20	|	|	ADV
emaj-229	138	21	issn	issn	VERB
emaj-229	138	22	2158	2158	NUM
emaj-229	138	23	-	-	SYM
emaj-229	138	24	8708	8708	NUM
emaj-229	138	25	(	(	PUNCT
emaj-229	138	26	online	online	NOUN
emaj-229	138	27	)	)	PUNCT
emaj-229	138	28	|	|	ADV
emaj-229	138	29	doi	doi	X
emaj-229	138	30	10.5195	10.5195	NUM
emaj-229	138	31	/	/	SYM
emaj-229	138	32	emaj.2021.229	emaj.2021.229	PROPN
emaj-229	138	33	|	|	ADV
emaj-229	138	34	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-229	138	35	financial	financial	PROPN
emaj-229	138	36	instrument	instrument	NOUN
emaj-229	138	37	forecast	forecast	PROPN
emaj-229	138	38	with	with	ADP
emaj-229	138	39	artificial	artificial	ADJ
emaj-229	138	40	intelligence	intelligence	NOUN
emaj-229	138	41	page	page	NOUN
emaj-229	138	42	|12|	|12|	NOUN
emaj-229	138	43	emerging	emerge	VERB
emaj-229	138	44	markets	market	NOUN
emaj-229	138	45	journal	journal	NOUN
emaj-229	138	46	figure	figure	NOUN
emaj-229	138	47	4	4	NUM
emaj-229	138	48	.	.	PUNCT
emaj-229	139	1	ensemble	ensemble	ADJ
emaj-229	139	2	classification	classification	NOUN
emaj-229	139	3	working	work	VERB
emaj-229	139	4	mechanism	mechanism	NOUN
emaj-229	139	5	source	source	NOUN
emaj-229	139	6	:	:	PUNCT
emaj-229	139	7	authors	author	NOUN
emaj-229	139	8	’	'	PUNCT
emaj-229	139	9	own	own	ADJ
emaj-229	139	10	compilation	compilation	NOUN
emaj-229	139	11	boosting	boost	VERB
emaj-229	139	12	boosting	boost	VERB
emaj-229	139	13	method	method	NOUN
emaj-229	139	14	checks	check	NOUN
emaj-229	139	15	the	the	DET
emaj-229	139	16	results	result	NOUN
emaj-229	139	17	of	of	ADP
emaj-229	139	18	multiple	multiple	ADJ
emaj-229	139	19	classification	classification	NOUN
emaj-229	139	20	algorithms	algorithm	NOUN
emaj-229	139	21	.	.	PUNCT
emaj-229	140	1	it	it	PRON
emaj-229	140	2	obtains	obtain	VERB
emaj-229	140	3	a	a	DET
emaj-229	140	4	new	new	ADJ
emaj-229	140	5	result	result	NOUN
emaj-229	140	6	by	by	ADP
emaj-229	140	7	focusing	focus	VERB
emaj-229	140	8	on	on	ADP
emaj-229	140	9	the	the	DET
emaj-229	140	10	results	result	NOUN
emaj-229	140	11	of	of	ADP
emaj-229	140	12	the	the	DET
emaj-229	140	13	classification	classification	NOUN
emaj-229	140	14	algorithms	algorithm	NOUN
emaj-229	140	15	.	.	PUNCT
emaj-229	141	1	it	it	PRON
emaj-229	141	2	is	be	AUX
emaj-229	141	3	aimed	aim	VERB
emaj-229	141	4	to	to	PART
emaj-229	141	5	obtain	obtain	VERB
emaj-229	141	6	a	a	DET
emaj-229	141	7	result	result	NOUN
emaj-229	141	8	that	that	PRON
emaj-229	141	9	is	be	AUX
emaj-229	141	10	stronger	strong	ADJ
emaj-229	141	11	than	than	ADP
emaj-229	141	12	the	the	DET
emaj-229	141	13	results	result	NOUN
emaj-229	141	14	of	of	ADP
emaj-229	141	15	other	other	ADJ
emaj-229	141	16	classification	classification	NOUN
emaj-229	141	17	algorithms	algorithm	NOUN
emaj-229	141	18	.	.	PUNCT
emaj-229	142	1	the	the	DET
emaj-229	142	2	term	term	NOUN
emaj-229	142	3	"	"	PUNCT
emaj-229	142	4	boosting	boost	VERB
emaj-229	142	5	"	"	PUNCT
emaj-229	142	6	refers	refer	VERB
emaj-229	142	7	to	to	ADP
emaj-229	142	8	the	the	DET
emaj-229	142	9	algorithm	algorithm	NOUN
emaj-229	142	10	family	family	NOUN
emaj-229	142	11	that	that	PRON
emaj-229	142	12	can	can	AUX
emaj-229	142	13	transform	transform	VERB
emaj-229	142	14	weak	weak	ADJ
emaj-229	142	15	classification	classification	NOUN
emaj-229	142	16	algorithms	algorithm	NOUN
emaj-229	142	17	into	into	ADP
emaj-229	142	18	strong	strong	ADJ
emaj-229	142	19	algorithms	algorithm	NOUN
emaj-229	142	20	(	(	PUNCT
emaj-229	142	21	zhou	zhou	NOUN
emaj-229	142	22	,	,	PUNCT
emaj-229	142	23	2012	2012	NUM
emaj-229	142	24	)	)	PUNCT
emaj-229	142	25	.	.	PUNCT
emaj-229	143	1	in	in	ADP
emaj-229	143	2	the	the	DET
emaj-229	143	3	boosting	boost	VERB
emaj-229	143	4	algorithm	algorithm	NOUN
emaj-229	143	5	,	,	PUNCT
emaj-229	143	6	the	the	DET
emaj-229	143	7	results	result	NOUN
emaj-229	143	8	of	of	ADP
emaj-229	143	9	multiple	multiple	ADJ
emaj-229	143	10	classification	classification	NOUN
emaj-229	143	11	algorithms	algorithm	NOUN
emaj-229	143	12	are	be	AUX
emaj-229	143	13	assessed	assess	VERB
emaj-229	143	14	and	and	CCONJ
emaj-229	143	15	a	a	DET
emaj-229	143	16	new	new	ADJ
emaj-229	143	17	result	result	NOUN
emaj-229	143	18	is	be	AUX
emaj-229	143	19	obtained	obtain	VERB
emaj-229	143	20	.	.	PUNCT
emaj-229	144	1	to	to	PART
emaj-229	144	2	obtain	obtain	VERB
emaj-229	144	3	this	this	DET
emaj-229	144	4	result	result	NOUN
emaj-229	144	5	,	,	PUNCT
emaj-229	144	6	the	the	DET
emaj-229	144	7	results	result	NOUN
emaj-229	144	8	of	of	ADP
emaj-229	144	9	the	the	DET
emaj-229	144	10	classification	classification	NOUN
emaj-229	144	11	algorithms	algorithm	NOUN
emaj-229	144	12	used	use	VERB
emaj-229	144	13	are	be	AUX
emaj-229	144	14	weighed	weigh	VERB
emaj-229	144	15	.	.	PUNCT
emaj-229	145	1	the	the	DET
emaj-229	145	2	weights	weight	NOUN
emaj-229	145	3	given	give	VERB
emaj-229	145	4	to	to	ADP
emaj-229	145	5	these	these	DET
emaj-229	145	6	results	result	NOUN
emaj-229	145	7	are	be	AUX
emaj-229	145	8	determined	determine	VERB
emaj-229	145	9	based	base	VERB
emaj-229	145	10	on	on	ADP
emaj-229	145	11	the	the	DET
emaj-229	145	12	previous	previous	ADJ
emaj-229	145	13	success	success	NOUN
emaj-229	145	14	of	of	ADP
emaj-229	145	15	the	the	DET
emaj-229	145	16	classification	classification	NOUN
emaj-229	145	17	algorithms	algorithm	NOUN
emaj-229	145	18	.	.	PUNCT
emaj-229	146	1	these	these	DET
emaj-229	146	2	weights	weight	NOUN
emaj-229	146	3	are	be	AUX
emaj-229	146	4	updated	update	VERB
emaj-229	146	5	with	with	ADP
emaj-229	146	6	new	new	ADJ
emaj-229	146	7	results	result	NOUN
emaj-229	146	8	.	.	PUNCT
emaj-229	147	1	the	the	DET
emaj-229	147	2	boosting	boost	VERB
emaj-229	147	3	method	method	NOUN
emaj-229	147	4	works	work	VERB
emaj-229	147	5	as	as	ADP
emaj-229	147	6	a	a	DET
emaj-229	147	7	regenerative	regenerative	ADJ
emaj-229	147	8	procedure	procedure	NOUN
emaj-229	147	9	,	,	PUNCT
emaj-229	147	10	focusing	focus	VERB
emaj-229	147	11	more	more	ADV
emaj-229	147	12	on	on	ADP
emaj-229	147	13	previously	previously	ADV
emaj-229	147	14	misclassified	misclassifie	VERB
emaj-229	147	15	records	record	NOUN
emaj-229	147	16	.	.	PUNCT
emaj-229	148	1	here	here	ADV
emaj-229	148	2	is	be	AUX
emaj-229	148	3	an	an	DET
emaj-229	148	4	example	example	NOUN
emaj-229	148	5	of	of	ADP
emaj-229	148	6	the	the	DET
emaj-229	148	7	boosting	boost	VERB
emaj-229	148	8	method	method	NOUN
emaj-229	148	9	.	.	PUNCT
emaj-229	149	1	let	let	VERB
emaj-229	149	2	's	us	PRON
emaj-229	149	3	assume	assume	VERB
emaj-229	149	4	that	that	SCONJ
emaj-229	149	5	a	a	DET
emaj-229	149	6	patient	patient	NOUN
emaj-229	149	7	has	have	VERB
emaj-229	149	8	certain	certain	ADJ
emaj-229	149	9	symptoms	symptom	NOUN
emaj-229	149	10	.	.	PUNCT
emaj-229	150	1	multiple	multiple	ADJ
emaj-229	150	2	doctors	doctor	NOUN
emaj-229	150	3	are	be	AUX
emaj-229	150	4	consulted	consult	VERB
emaj-229	150	5	,	,	PUNCT
emaj-229	150	6	and	and	CCONJ
emaj-229	150	7	a	a	DET
emaj-229	150	8	certain	certain	ADJ
emaj-229	150	9	weight	weight	NOUN
emaj-229	150	10	is	be	AUX
emaj-229	150	11	given	give	VERB
emaj-229	150	12	to	to	ADP
emaj-229	150	13	assessments	assessment	NOUN
emaj-229	150	14	of	of	ADP
emaj-229	150	15	each	each	DET
emaj-229	150	16	doctor	doctor	NOUN
emaj-229	150	17	.	.	PUNCT
emaj-229	151	1	these	these	DET
emaj-229	151	2	weight	weight	NOUN
emaj-229	151	3	will	will	AUX
emaj-229	151	4	be	be	AUX
emaj-229	151	5	given	give	VERB
emaj-229	151	6	based	base	VERB
emaj-229	151	7	on	on	ADP
emaj-229	151	8	their	their	PRON
emaj-229	151	9	previous	previous	ADJ
emaj-229	151	10	diagnosis	diagnosis	NOUN
emaj-229	151	11	.	.	PUNCT
emaj-229	152	1	the	the	DET
emaj-229	152	2	final	final	ADJ
emaj-229	152	3	diagnosis	diagnosis	NOUN
emaj-229	152	4	is	be	AUX
emaj-229	152	5	the	the	DET
emaj-229	152	6	result	result	NOUN
emaj-229	152	7	of	of	ADP
emaj-229	152	8	the	the	DET
emaj-229	152	9	new	new	ADJ
emaj-229	152	10	diagnoses	diagnosis	NOUN
emaj-229	152	11	created	create	VERB
emaj-229	152	12	by	by	ADP
emaj-229	152	13	the	the	DET
emaj-229	152	14	weights	weight	NOUN
emaj-229	152	15	given	give	VERB
emaj-229	152	16	(	(	PUNCT
emaj-229	152	17	han	han	PROPN
emaj-229	152	18	,	,	PUNCT
emaj-229	152	19	kamber	kamber	PROPN
emaj-229	152	20	and	and	CCONJ
emaj-229	152	21	pei	pei	PROPN
emaj-229	152	22	,	,	PUNCT
emaj-229	152	23	2012	2012	NUM
emaj-229	152	24	)	)	PUNCT
emaj-229	152	25	.	.	PUNCT
emaj-229	153	1	within	within	ADP
emaj-229	153	2	the	the	DET
emaj-229	153	3	scope	scope	NOUN
emaj-229	153	4	of	of	ADP
emaj-229	153	5	this	this	DET
emaj-229	153	6	study	study	NOUN
emaj-229	153	7	,	,	PUNCT
emaj-229	153	8	the	the	DET
emaj-229	153	9	algorithm	algorithm	NOUN
emaj-229	153	10	results	result	NOUN
emaj-229	153	11	are	be	AUX
emaj-229	153	12	observed	observe	VERB
emaj-229	153	13	to	to	PART
emaj-229	153	14	be	be	AUX
emaj-229	153	15	more	more	ADV
emaj-229	153	16	successful	successful	ADJ
emaj-229	153	17	using	use	VERB
emaj-229	153	18	the	the	DET
emaj-229	153	19	boosting	boost	VERB
emaj-229	153	20	method	method	NOUN
emaj-229	153	21	.	.	PUNCT
emaj-229	154	1	iii	iii	X
emaj-229	154	2	.	.	PUNCT
emaj-229	154	3	findings	finding	VERB
emaj-229	154	4	an	an	DET
emaj-229	154	5	application	application	NOUN
emaj-229	154	6	has	have	AUX
emaj-229	154	7	been	be	AUX
emaj-229	154	8	developed	develop	VERB
emaj-229	154	9	to	to	PART
emaj-229	154	10	conduct	conduct	VERB
emaj-229	154	11	studies	study	NOUN
emaj-229	154	12	and	and	CCONJ
emaj-229	154	13	test	test	VERB
emaj-229	154	14	the	the	DET
emaj-229	154	15	results	result	NOUN
emaj-229	154	16	.	.	PUNCT
emaj-229	155	1	the	the	DET
emaj-229	155	2	chosen	choose	VERB
emaj-229	155	3	application	application	NOUN
emaj-229	155	4	development	development	NOUN
emaj-229	155	5	programming	programming	NOUN
emaj-229	155	6	language	language	NOUN
emaj-229	155	7	is	be	AUX
emaj-229	155	8	java	java	PROPN
emaj-229	155	9	.	.	PUNCT
emaj-229	156	1	netbeans	netbeans	PROPN
emaj-229	156	2	is	be	AUX
emaj-229	156	3	preferred	prefer	VERB
emaj-229	156	4	for	for	ADP
emaj-229	156	5	application	application	NOUN
emaj-229	156	6	development	development	NOUN
emaj-229	156	7	and	and	CCONJ
emaj-229	156	8	database	database	NOUN
emaj-229	156	9	creation	creation	NOUN
emaj-229	156	10	.	.	PUNCT
emaj-229	157	1	the	the	DET
emaj-229	157	2	libraries	library	NOUN
emaj-229	157	3	used	use	VERB
emaj-229	157	4	to	to	PART
emaj-229	157	5	develop	develop	VERB
emaj-229	157	6	the	the	DET
emaj-229	157	7	application	application	NOUN
emaj-229	157	8	are	be	AUX
emaj-229	157	9	deeplearning4j	deeplearning4j	PROPN
emaj-229	157	10	,	,	PUNCT
emaj-229	157	11	java	java	PROPN
emaj-229	157	12	,	,	PUNCT
emaj-229	157	13	maven	maven	NOUN
emaj-229	157	14	,	,	PUNCT
emaj-229	157	15	primefaces	primeface	NOUN
emaj-229	157	16	,	,	PUNCT
emaj-229	157	17	spring	spring	NOUN
emaj-229	157	18	,	,	PUNCT
emaj-229	157	19	apache	apache	NOUN
emaj-229	157	20	tomcat	tomcat	PROPN
emaj-229	157	21	,	,	PUNCT
emaj-229	157	22	derby	derby	PROPN
emaj-229	157	23	client	client	PROPN
emaj-229	157	24	,	,	PUNCT
emaj-229	157	25	netbeans	netbean	NOUN
emaj-229	157	26	,	,	PUNCT
emaj-229	157	27	apache	apache	PROPN
emaj-229	157	28	poi	poi	PROPN
emaj-229	157	29	,	,	PUNCT
emaj-229	157	30	hibernate	hibernate	NOUN
emaj-229	157	31	,	,	PUNCT
emaj-229	157	32	wekadeeplearning4j	wekadeeplearning4j	PROPN
emaj-229	157	33	and	and	CCONJ
emaj-229	157	34	timeseries	timeserie	NOUN
emaj-229	157	35	-	-	PUNCT
emaj-229	157	36	forecast	forecast	NOUN
emaj-229	157	37	.	.	PUNCT
emaj-229	158	1	in	in	ADP
emaj-229	158	2	order	order	NOUN
emaj-229	158	3	to	to	PART
emaj-229	158	4	apply	apply	VERB
emaj-229	158	5	the	the	DET
emaj-229	158	6	proposed	propose	VERB
emaj-229	158	7	solution	solution	NOUN
emaj-229	158	8	,	,	PUNCT
emaj-229	158	9	some	some	PRON
emaj-229	158	10	of	of	ADP
emaj-229	158	11	the	the	DET
emaj-229	158	12	data	datum	NOUN
emaj-229	158	13	mining	mining	NOUN
emaj-229	158	14	algorithms	algorithm	NOUN
emaj-229	158	15	should	should	AUX
emaj-229	158	16	be	be	AUX
emaj-229	158	17	run	run	VERB
emaj-229	158	18	and	and	CCONJ
emaj-229	158	19	the	the	DET
emaj-229	158	20	results	result	NOUN
emaj-229	158	21	should	should	AUX
emaj-229	158	22	be	be	AUX
emaj-229	158	23	observed	observe	VERB
emaj-229	158	24	.	.	PUNCT
emaj-229	159	1	to	to	PART
emaj-229	159	2	explain	explain	VERB
emaj-229	159	3	the	the	DET
emaj-229	159	4	boost	boost	ADJ
emaj-229	159	5	functional	functional	ADJ
emaj-229	159	6	clustering	clustering	ADJ
emaj-229	159	7	algorithm	algorithm	NOUN
emaj-229	159	8	flowchart	flowchart	NOUN
emaj-229	159	9	in	in	ADP
emaj-229	159	10	figure	figure	NOUN
emaj-229	159	11	5	5	NUM
emaj-229	159	12	,	,	PUNCT
emaj-229	159	13	firstly	firstly	ADV
emaj-229	159	14	,	,	PUNCT
emaj-229	159	15	the	the	DET
emaj-229	159	16	trend	trend	NOUN
emaj-229	159	17	is	be	AUX
emaj-229	159	18	determined	determine	VERB
emaj-229	159	19	.	.	PUNCT
emaj-229	160	1	after	after	ADP
emaj-229	160	2	determining	determine	VERB
emaj-229	160	3	the	the	DET
emaj-229	160	4	trend	trend	NOUN
emaj-229	160	5	,	,	PUNCT
emaj-229	160	6	the	the	DET
emaj-229	160	7	success	success	NOUN
emaj-229	160	8	of	of	ADP
emaj-229	160	9	each	each	DET
emaj-229	160	10	algorithm	algorithm	NOUN
emaj-229	160	11	is	be	AUX
emaj-229	160	12	determined	determine	VERB
emaj-229	160	13	according	accord	VERB
emaj-229	160	14	to	to	ADP
emaj-229	160	15	the	the	DET
emaj-229	160	16	current	current	ADJ
emaj-229	160	17	trend	trend	NOUN
emaj-229	160	18	.	.	PUNCT
emaj-229	161	1	after	after	SCONJ
emaj-229	161	2	the	the	DET
emaj-229	161	3	successes	success	NOUN
emaj-229	161	4	are	be	AUX
emaj-229	161	5	determined	determine	VERB
emaj-229	161	6	,	,	PUNCT
emaj-229	161	7	the	the	DET
emaj-229	161	8	algorithms	algorithm	NOUN
emaj-229	161	9	are	be	AUX
emaj-229	161	10	weighted	weight	VERB
emaj-229	161	11	parallel	parallel	ADJ
emaj-229	161	12	to	to	ADP
emaj-229	161	13	the	the	DET
emaj-229	161	14	success	success	NOUN
emaj-229	161	15	rate	rate	NOUN
emaj-229	161	16	.	.	PUNCT
emaj-229	162	1	estimation	estimation	NOUN
emaj-229	162	2	results	result	NOUN
emaj-229	162	3	are	be	AUX
emaj-229	162	4	summed	sum	VERB
emaj-229	162	5	based	base	VERB
emaj-229	162	6	on	on	ADP
emaj-229	162	7	the	the	DET
emaj-229	162	8	weighted	weight	VERB
emaj-229	162	9	results	result	NOUN
emaj-229	162	10	.	.	PUNCT
emaj-229	163	1	after	after	ADP
emaj-229	163	2	summing	sum	VERB
emaj-229	163	3	the	the	DET
emaj-229	163	4	estimation	estimation	NOUN
emaj-229	163	5	results	result	NOUN
emaj-229	163	6	,	,	PUNCT
emaj-229	163	7	the	the	DET
emaj-229	163	8	largest	large	ADJ
emaj-229	163	9	result	result	NOUN
emaj-229	163	10	is	be	AUX
emaj-229	163	11	considered	consider	VERB
emaj-229	163	12	as	as	ADP
emaj-229	163	13	the	the	DET
emaj-229	163	14	result	result	NOUN
emaj-229	163	15	of	of	ADP
emaj-229	163	16	the	the	DET
emaj-229	163	17	boost	boost	ADJ
emaj-229	163	18	functional	functional	ADJ
emaj-229	163	19	clustering	clustering	ADJ
emaj-229	163	20	algorithm	algorithm	NOUN
emaj-229	163	21	.	.	PUNCT
emaj-229	164	1	figure	figure	NOUN
emaj-229	164	2	5	5	NUM
emaj-229	164	3	.	.	PUNCT
emaj-229	164	4	boost	boost	VERB
emaj-229	164	5	functional	functional	ADJ
emaj-229	164	6	clustering	clustering	ADJ
emaj-229	164	7	algorithm	algorithm	NOUN
emaj-229	164	8	flowchart	flowchart	PROPN
emaj-229	164	9	source	source	PROPN
emaj-229	164	10	:	:	PUNCT
emaj-229	164	11	authors	author	NOUN
emaj-229	164	12	’	'	PUNCT
emaj-229	164	13	own	own	ADJ
emaj-229	164	14	compilation	compilation	NOUN
emaj-229	164	15	the	the	DET
emaj-229	164	16	success	success	NOUN
emaj-229	164	17	rates	rate	NOUN
emaj-229	164	18	of	of	ADP
emaj-229	164	19	the	the	DET
emaj-229	164	20	algorithms	algorithm	NOUN
emaj-229	164	21	in	in	ADP
emaj-229	164	22	the	the	DET
emaj-229	164	23	horizontal	horizontal	ADJ
emaj-229	164	24	trend	trend	NOUN
emaj-229	164	25	are	be	AUX
emaj-229	164	26	checked	check	VERB
emaj-229	164	27	.	.	PUNCT
emaj-229	165	1	98	98	NUM
emaj-229	165	2	days	day	NOUN
emaj-229	165	3	are	be	AUX
emaj-229	165	4	in	in	ADP
emaj-229	165	5	the	the	DET
emaj-229	165	6	horizontal	horizontal	ADJ
emaj-229	165	7	trend	trend	NOUN
emaj-229	165	8	within	within	ADP
emaj-229	165	9	the	the	DET
emaj-229	165	10	2019	2019	NUM
emaj-229	165	11	usd	usd	NOUN
emaj-229	165	12	/	/	SYM
emaj-229	165	13	try	try	VERB
emaj-229	165	14	exchange	exchange	NOUN
emaj-229	165	15	rate	rate	NOUN
emaj-229	165	16	in	in	ADP
emaj-229	165	17	total	total	NOUN
emaj-229	165	18	.	.	PUNCT
emaj-229	166	1	lstm	lstm	NOUN
emaj-229	166	2	has	have	VERB
emaj-229	166	3	32	32	NUM
emaj-229	166	4	days	day	NOUN
emaj-229	166	5	of	of	ADP
emaj-229	166	6	unsuccessful	unsuccessful	ADJ
emaj-229	166	7	estimation	estimation	NOUN
emaj-229	166	8	and	and	CCONJ
emaj-229	166	9	66	66	NUM
emaj-229	166	10	days	day	NOUN
emaj-229	166	11	of	of	ADP
emaj-229	166	12	successful	successful	ADJ
emaj-229	166	13	estimation	estimation	NOUN
emaj-229	166	14	within	within	ADP
emaj-229	166	15	the	the	DET
emaj-229	166	16	horizontal	horizontal	ADJ
emaj-229	166	17	trend	trend	NOUN
emaj-229	166	18	.	.	PUNCT
emaj-229	167	1	table	table	NOUN
emaj-229	167	2	2	2	NUM
emaj-229	167	3	provides	provide	VERB
emaj-229	167	4	the	the	DET
emaj-229	167	5	estimation	estimation	NOUN
emaj-229	167	6	results	result	NOUN
emaj-229	167	7	of	of	ADP
emaj-229	167	8	the	the	DET
emaj-229	167	9	algorithms	algorithm	NOUN
emaj-229	167	10	according	accord	VERB
emaj-229	167	11	to	to	ADP
emaj-229	167	12	the	the	DET
emaj-229	167	13	horizontal	horizontal	ADJ
emaj-229	167	14	trend	trend	NOUN
emaj-229	167	15	.	.	PUNCT
emaj-229	168	1	the	the	DET
emaj-229	168	2	order	order	NOUN
emaj-229	168	3	based	base	VERB
emaj-229	168	4	on	on	ADP
emaj-229	168	5	these	these	DET
emaj-229	168	6	results	result	NOUN
emaj-229	168	7	is	be	AUX
emaj-229	168	8	lstm	lstm	ADJ
emaj-229	168	9	,	,	PUNCT
emaj-229	168	10	cnn	cnn	PROPN
emaj-229	168	11	and	and	CCONJ
emaj-229	168	12	arima	arima	PROPN
emaj-229	168	13	.	.	PUNCT
emaj-229	169	1	the	the	DET
emaj-229	169	2	weight	weight	NOUN
emaj-229	169	3	points	point	NOUN
emaj-229	169	4	can	can	AUX
emaj-229	169	5	be	be	AUX
emaj-229	169	6	provided	provide	VERB
emaj-229	169	7	in	in	ADP
emaj-229	169	8	this	this	DET
emaj-229	169	9	order	order	NOUN
emaj-229	169	10	.	.	PUNCT
emaj-229	170	1	table	table	NOUN
emaj-229	170	2	2	2	NUM
emaj-229	170	3	:	:	SYM
emaj-229	170	4	2019	2019	NUM
emaj-229	170	5	usd	usd	NOUN
emaj-229	170	6	/	/	SYM
emaj-229	170	7	try	try	VERB
emaj-229	170	8	exchange	exchange	NOUN
emaj-229	170	9	rate	rate	NOUN
emaj-229	170	10	results	result	NOUN
emaj-229	170	11	of	of	ADP
emaj-229	170	12	horizontal	horizontal	ADJ
emaj-229	170	13	trend	trend	NOUN
emaj-229	170	14	algorithms	algorithm	NOUN
emaj-229	171	1	successful	successful	ADJ
emaj-229	171	2	unsuccessful	unsuccessful	ADJ
emaj-229	171	3	lstm	lstm	NOUN
emaj-229	171	4	66	66	NUM
emaj-229	171	5	32	32	NUM
emaj-229	171	6	cnn	cnn	PROPN
emaj-229	171	7	63	63	NUM
emaj-229	171	8	35	35	NUM
emaj-229	171	9	arima	arima	NOUN
emaj-229	171	10	51	51	NUM
emaj-229	171	11	47	47	NUM
emaj-229	171	12	source	source	NOUN
emaj-229	171	13	:	:	PUNCT
emaj-229	171	14	authors	author	NOUN
emaj-229	171	15	’	'	PUNCT
emaj-229	171	16	own	own	ADJ
emaj-229	171	17	compilation	compilation	NOUN
emaj-229	171	18	lstm:1.1	lstm:1.1	NOUN
emaj-229	171	19	,	,	PUNCT
emaj-229	171	20	cnn:1	cnn:1	PRON
emaj-229	171	21	,	,	PUNCT
emaj-229	171	22	arima:0.9	arima:0.9	NOUN
emaj-229	171	23	table	table	NOUN
emaj-229	171	24	3	3	NUM
emaj-229	171	25	contains	contain	VERB
emaj-229	171	26	the	the	DET
emaj-229	171	27	weighting	weighting	NOUN
emaj-229	171	28	results	result	NOUN
emaj-229	171	29	of	of	ADP
emaj-229	171	30	the	the	DET
emaj-229	171	31	one	one	NUM
emaj-229	171	32	-	-	PUNCT
emaj-229	171	33	day	day	NOUN
emaj-229	171	34	boost	boost	NOUN
emaj-229	171	35	functional	functional	ADJ
emaj-229	171	36	clustering	clustering	ADJ
emaj-229	171	37	algorithm	algorithm	NOUN
emaj-229	171	38	for	for	ADP
emaj-229	171	39	28.01.2020	28.01.2020	PROPN
emaj-229	171	40	.	.	PUNCT
emaj-229	172	1	the	the	DET
emaj-229	172	2	result	result	NOUN
emaj-229	172	3	is	be	AUX
emaj-229	172	4	obtained	obtain	VERB
emaj-229	172	5	by	by	ADP
emaj-229	172	6	summing	sum	VERB
emaj-229	172	7	all	all	PRON
emaj-229	172	8	in	in	ADP
emaj-229	172	9	groups	group	NOUN
emaj-229	172	10	.	.	PUNCT
emaj-229	173	1	2.1	2.1	NUM
emaj-229	173	2	buying	buying	NOUN
emaj-229	173	3	is	be	AUX
emaj-229	173	4	compared	compare	VERB
emaj-229	173	5	to	to	ADP
emaj-229	173	6	.0.8	.0.8	PUNCT
emaj-229	173	7	selling	sell	VERB
emaj-229	173	8	.	.	PUNCT
emaj-229	174	1	since	since	SCONJ
emaj-229	174	2	2.1	2.1	NUM
emaj-229	174	3	is	be	AUX
emaj-229	174	4	greater	great	ADJ
emaj-229	174	5	,	,	PUNCT
emaj-229	174	6	the	the	DET
emaj-229	174	7	result	result	NOUN
emaj-229	174	8	of	of	ADP
emaj-229	174	9	the	the	DET
emaj-229	174	10	boost	boost	ADJ
emaj-229	174	11	functional	functional	ADJ
emaj-229	174	12	clustering	clustering	ADJ
emaj-229	174	13	algorithm	algorithm	NOUN
emaj-229	174	14	will	will	AUX
emaj-229	174	15	be	be	AUX
emaj-229	174	16	buying	buy	VERB
emaj-229	174	17	.	.	PUNCT
emaj-229	175	1	table	table	NOUN
emaj-229	175	2	3	3	NUM
emaj-229	175	3	:	:	PUNCT
emaj-229	175	4	boost	boost	VERB
emaj-229	175	5	functional	functional	ADJ
emaj-229	175	6	cluster	cluster	NOUN
emaj-229	175	7	weighting	weighting	NOUN
emaj-229	175	8	for	for	ADP
emaj-229	175	9	usd	usd	NOUN
emaj-229	175	10	/	/	SYM
emaj-229	175	11	try	try	VERB
emaj-229	175	12	exchange	exchange	NOUN
emaj-229	175	13	rate	rate	NOUN
emaj-229	175	14	on	on	ADP
emaj-229	175	15	28.01.2020	28.01.2020	NUM
emaj-229	175	16	algorithms	algorithm	NOUN
emaj-229	175	17	estimation	estimation	NOUN
emaj-229	175	18	results	result	VERB
emaj-229	175	19	weight	weight	NOUN
emaj-229	175	20	ratios	ratio	NOUN
emaj-229	175	21	weight	weight	NOUN
emaj-229	175	22	estimation	estimation	NOUN
emaj-229	175	23	products	product	NOUN
emaj-229	175	24	lstm	lstm	NOUN
emaj-229	175	25	buying	buy	VERB
emaj-229	175	26	1.1	1.1	NUM
emaj-229	175	27	1.1	1.1	NUM
emaj-229	175	28	buying	buy	VERB
emaj-229	175	29	cnn	cnn	NOUN
emaj-229	175	30	buying	buy	VERB
emaj-229	175	31	1	1	NUM
emaj-229	175	32	1	1	NUM
emaj-229	175	33	buying	buy	VERB
emaj-229	175	34	arima	arima	NOUN
emaj-229	175	35	selling	sell	VERB
emaj-229	175	36	0.9	0.9	NUM
emaj-229	175	37	0.8	0.8	NUM
emaj-229	175	38	selling	selling	NOUN
emaj-229	175	39	source	source	NOUN
emaj-229	175	40	:	:	PUNCT
emaj-229	175	41	authors	author	NOUN
emaj-229	175	42	’	'	PUNCT
emaj-229	175	43	own	own	ADJ
emaj-229	175	44	compilation	compilation	NOUN
emaj-229	175	45	volume	volume	NOUN
emaj-229	175	46	11	11	NUM
emaj-229	175	47	no	no	DET
emaj-229	175	48	2	2	NUM
emaj-229	175	49	(	(	PUNCT
emaj-229	175	50	2021	2021	NUM
emaj-229	175	51	)	)	PUNCT
emaj-229	175	52	|	|	ADV
emaj-229	175	53	issn	issn	VERB
emaj-229	175	54	2158	2158	NUM
emaj-229	175	55	-	-	SYM
emaj-229	175	56	8708	8708	NUM
emaj-229	175	57	(	(	PUNCT
emaj-229	175	58	online	online	NOUN
emaj-229	175	59	)	)	PUNCT
emaj-229	176	1	|	|	ADV
emaj-229	176	2	doi	doi	X
emaj-229	176	3	10.5195	10.5195	NUM
emaj-229	176	4	/	/	SYM
emaj-229	176	5	emaj.2021.229	emaj.2021.229	PROPN
emaj-229	176	6	|	|	ADV
emaj-229	176	7	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-229	176	8	furkan	furkan	PROPN
emaj-229	176	9	kayım	kayım	PROPN
emaj-229	176	10	,	,	PUNCT
emaj-229	176	11	atınç	atınç	PROPN
emaj-229	176	12	yılmaz	yılmaz	PROPN
emaj-229	176	13	emerging	emerge	VERB
emaj-229	176	14	markets	market	NOUN
emaj-229	176	15	journal	journal	NOUN
emaj-229	176	16	|	|	ADV
emaj-229	176	17	p	p	NOUN
emaj-229	176	18	a	a	DET
emaj-229	176	19	g	g	NOUN
emaj-229	176	20	e	e	NOUN
emaj-229	176	21	|13	|13	ADJ
emaj-229	176	22	pseudo	pseudo	NOUN
emaj-229	176	23	code	code	NOUN
emaj-229	176	24	is	be	AUX
emaj-229	176	25	a	a	DET
emaj-229	176	26	text	text	NOUN
emaj-229	176	27	draft	draft	NOUN
emaj-229	176	28	of	of	ADP
emaj-229	176	29	the	the	DET
emaj-229	176	30	software	software	NOUN
emaj-229	176	31	design	design	NOUN
emaj-229	176	32	.	.	PUNCT
emaj-229	177	1	main	main	ADJ
emaj-229	177	2	transactions	transaction	NOUN
emaj-229	177	3	are	be	AUX
emaj-229	177	4	written	write	VERB
emaj-229	177	5	as	as	ADP
emaj-229	177	6	descriptive	descriptive	ADJ
emaj-229	177	7	expressions	expression	NOUN
emaj-229	177	8	organized	organize	VERB
emaj-229	177	9	as	as	ADP
emaj-229	177	10	functional	functional	ADJ
emaj-229	177	11	blocks	block	NOUN
emaj-229	177	12	.	.	PUNCT
emaj-229	178	1	structure	structure	NOUN
emaj-229	178	2	and	and	CCONJ
emaj-229	178	3	order	order	NOUN
emaj-229	178	4	are	be	AUX
emaj-229	178	5	represented	represent	VERB
emaj-229	178	6	by	by	ADP
emaj-229	178	7	the	the	DET
emaj-229	178	8	appropriate	appropriate	ADJ
emaj-229	178	9	indents	indent	NOUN
emaj-229	178	10	of	of	ADP
emaj-229	178	11	the	the	DET
emaj-229	178	12	blocks	block	NOUN
emaj-229	178	13	since	since	SCONJ
emaj-229	178	14	they	they	PRON
emaj-229	178	15	are	be	AUX
emaj-229	178	16	high	high	ADJ
emaj-229	178	17	-	-	PUNCT
emaj-229	178	18	level	level	NOUN
emaj-229	178	19	languages	language	NOUN
emaj-229	178	20	.	.	PUNCT
emaj-229	179	1	the	the	DET
emaj-229	179	2	pseudo	pseudo	NOUN
emaj-229	179	3	code	code	NOUN
emaj-229	179	4	steps	step	NOUN
emaj-229	179	5	are	be	AUX
emaj-229	179	6	provided	provide	VERB
emaj-229	179	7	below	below	ADP
emaj-229	179	8	:	:	PUNCT
emaj-229	179	9			NOUN
emaj-229	179	10	trend	trend	NOUN
emaj-229	179	11	setting	setting	NOUN
emaj-229	179	12	(	(	PUNCT
emaj-229	179	13	date	date	NOUN
emaj-229	179	14	now	now	ADV
emaj-229	179	15	)	)	PUNCT
emaj-229	179	16			NOUN
emaj-229	180	1	while	while	SCONJ
emaj-229	180	2	(	(	PUNCT
emaj-229	180	3	algorithms	algorithm	NOUN
emaj-229	180	4	)	)	PUNCT
emaj-229	180	5			NOUN
emaj-229	180	6	set	set	VERB
emaj-229	180	7	weight	weight	NOUN
emaj-229	180	8			NOUN
emaj-229	180	9	calculate	calculate	NOUN
emaj-229	180	10	estimation	estimation	NOUN
emaj-229	180	11	results	result	NOUN
emaj-229	180	12			NOUN
emaj-229	180	13	find	find	VERB
emaj-229	180	14	the	the	DET
emaj-229	180	15	highest	high	ADJ
emaj-229	180	16	estimation	estimation	NOUN
emaj-229	180	17	result	result	NOUN
emaj-229	180	18	firstly	firstly	ADV
emaj-229	180	19	,	,	PUNCT
emaj-229	180	20	the	the	DET
emaj-229	180	21	data	datum	NOUN
emaj-229	180	22	of	of	ADP
emaj-229	180	23	a	a	DET
emaj-229	180	24	financial	financial	ADJ
emaj-229	180	25	instrument	instrument	NOUN
emaj-229	180	26	should	should	AUX
emaj-229	180	27	be	be	AUX
emaj-229	180	28	uploaded	upload	VERB
emaj-229	180	29	into	into	ADP
emaj-229	180	30	the	the	DET
emaj-229	180	31	system	system	NOUN
emaj-229	180	32	in	in	ADP
emaj-229	180	33	order	order	NOUN
emaj-229	180	34	to	to	PART
emaj-229	180	35	test	test	VERB
emaj-229	180	36	the	the	DET
emaj-229	180	37	application	application	NOUN
emaj-229	180	38	.	.	PUNCT
emaj-229	181	1	after	after	ADP
emaj-229	181	2	this	this	PRON
emaj-229	181	3	,	,	PUNCT
emaj-229	181	4	the	the	DET
emaj-229	181	5	data	datum	NOUN
emaj-229	181	6	will	will	AUX
emaj-229	181	7	become	become	VERB
emaj-229	181	8	estimable	estimable	ADJ
emaj-229	181	9	.	.	PUNCT
emaj-229	182	1	this	this	DET
emaj-229	182	2	section	section	NOUN
emaj-229	182	3	contains	contain	VERB
emaj-229	182	4	the	the	DET
emaj-229	182	5	test	test	NOUN
emaj-229	182	6	results	result	NOUN
emaj-229	182	7	of	of	ADP
emaj-229	182	8	usd	usd	NOUN
emaj-229	182	9	/	/	SYM
emaj-229	182	10	try	try	NOUN
emaj-229	182	11	and	and	CCONJ
emaj-229	182	12	ounce	ounce	NOUN
emaj-229	182	13	gold	gold	NOUN
emaj-229	182	14	data	datum	NOUN
emaj-229	182	15	on	on	ADP
emaj-229	182	16	the	the	DET
emaj-229	182	17	application	application	NOUN
emaj-229	182	18	.	.	PUNCT
emaj-229	183	1	the	the	DET
emaj-229	183	2	test	test	NOUN
emaj-229	183	3	results	result	NOUN
emaj-229	183	4	of	of	ADP
emaj-229	183	5	the	the	DET
emaj-229	183	6	application	application	NOUN
emaj-229	183	7	can	can	AUX
emaj-229	183	8	be	be	AUX
emaj-229	183	9	compared	compare	VERB
emaj-229	183	10	with	with	ADP
emaj-229	183	11	different	different	ADJ
emaj-229	183	12	financial	financial	ADJ
emaj-229	183	13	instruments	instrument	NOUN
emaj-229	183	14	and	and	CCONJ
emaj-229	183	15	time	time	NOUN
emaj-229	183	16	ranges	range	NOUN
emaj-229	183	17	.	.	PUNCT
emaj-229	184	1	the	the	DET
emaj-229	184	2	movements	movement	NOUN
emaj-229	184	3	of	of	ADP
emaj-229	184	4	medium	medium	ADJ
emaj-229	184	5	-	-	PUNCT
emaj-229	184	6	term	term	NOUN
emaj-229	184	7	security	security	NOUN
emaj-229	184	8	with	with	ADP
emaj-229	184	9	a	a	DET
emaj-229	184	10	1	1	NUM
emaj-229	184	11	-	-	PUNCT
emaj-229	184	12	year	year	NOUN
emaj-229	184	13	usd	usd	NOUN
emaj-229	184	14	/	/	SYM
emaj-229	184	15	try	try	VERB
emaj-229	184	16	exchange	exchange	NOUN
emaj-229	184	17	rate	rate	NOUN
emaj-229	184	18	are	be	AUX
emaj-229	184	19	analyzed	analyze	VERB
emaj-229	184	20	.	.	PUNCT
emaj-229	185	1	table	table	NOUN
emaj-229	185	2	4	4	NUM
emaj-229	185	3	contains	contain	VERB
emaj-229	185	4	the	the	DET
emaj-229	185	5	2019	2019	NUM
emaj-229	185	6	usd	usd	NOUN
emaj-229	185	7	/	/	SYM
emaj-229	185	8	try	try	VERB
emaj-229	185	9	exchange	exchange	NOUN
emaj-229	185	10	rate	rate	NOUN
emaj-229	185	11	application	application	NOUN
emaj-229	185	12	test	test	NOUN
emaj-229	185	13	results	result	NOUN
emaj-229	185	14	.	.	PUNCT
emaj-229	186	1	it	it	PRON
emaj-229	186	2	has	have	AUX
emaj-229	186	3	been	be	AUX
emaj-229	186	4	observed	observe	VERB
emaj-229	186	5	that	that	SCONJ
emaj-229	186	6	the	the	DET
emaj-229	186	7	proposed	propose	VERB
emaj-229	186	8	solution	solution	NOUN
emaj-229	186	9	,	,	PUNCT
emaj-229	186	10	which	which	PRON
emaj-229	186	11	is	be	AUX
emaj-229	186	12	the	the	DET
emaj-229	186	13	boost	boost	NOUN
emaj-229	186	14	fk	fk	INTJ
emaj-229	186	15	algorithm	algorithm	NOUN
emaj-229	186	16	,	,	PUNCT
emaj-229	186	17	provides	provide	VERB
emaj-229	186	18	more	more	ADV
emaj-229	186	19	successful	successful	ADJ
emaj-229	186	20	results	result	NOUN
emaj-229	186	21	.	.	PUNCT
emaj-229	187	1	table	table	NOUN
emaj-229	187	2	4	4	NUM
emaj-229	187	3	:	:	SYM
emaj-229	187	4	2019	2019	NUM
emaj-229	187	5	usd	usd	NOUN
emaj-229	187	6	/	/	SYM
emaj-229	187	7	try	try	VERB
emaj-229	187	8	application	application	NOUN
emaj-229	187	9	test	test	NOUN
emaj-229	187	10	results	result	NOUN
emaj-229	187	11	source	source	NOUN
emaj-229	187	12	:	:	PUNCT
emaj-229	187	13	authors	author	NOUN
emaj-229	187	14	’	'	PUNCT
emaj-229	187	15	own	own	ADJ
emaj-229	187	16	compilation	compilation	NOUN
emaj-229	187	17	the	the	DET
emaj-229	187	18	movements	movement	NOUN
emaj-229	187	19	of	of	ADP
emaj-229	187	20	a	a	DET
emaj-229	187	21	long	long	ADJ
emaj-229	187	22	-	-	PUNCT
emaj-229	187	23	term	term	NOUN
emaj-229	187	24	security	security	NOUN
emaj-229	187	25	with	with	ADP
emaj-229	187	26	a	a	DET
emaj-229	187	27	17	17	NUM
emaj-229	187	28	-	-	PUNCT
emaj-229	187	29	year	year	NOUN
emaj-229	187	30	usd	usd	NOUN
emaj-229	187	31	/	/	SYM
emaj-229	187	32	try	try	VERB
emaj-229	187	33	exchange	exchange	NOUN
emaj-229	187	34	rate	rate	NOUN
emaj-229	187	35	are	be	AUX
emaj-229	187	36	analyzed	analyze	VERB
emaj-229	187	37	.	.	PUNCT
emaj-229	188	1	table	table	NOUN
emaj-229	188	2	5	5	NUM
emaj-229	188	3	provides	provide	VERB
emaj-229	188	4	that	that	SCONJ
emaj-229	188	5	if	if	SCONJ
emaj-229	188	6	the	the	DET
emaj-229	188	7	17	17	NUM
emaj-229	188	8	-	-	PUNCT
emaj-229	188	9	year	year	NOUN
emaj-229	188	10	(	(	PUNCT
emaj-229	188	11	2003	2003	NUM
emaj-229	188	12	-	-	SYM
emaj-229	188	13	2020	2020	NUM
emaj-229	188	14	)	)	PUNCT
emaj-229	188	15	usd	usd	NOUN
emaj-229	188	16	/	/	SYM
emaj-229	188	17	try	try	VERB
emaj-229	188	18	exchange	exchange	NOUN
emaj-229	188	19	rate	rate	NOUN
emaj-229	188	20	is	be	AUX
emaj-229	188	21	run	run	VERB
emaj-229	188	22	on	on	ADP
emaj-229	188	23	the	the	DET
emaj-229	188	24	application	application	NOUN
emaj-229	188	25	,	,	PUNCT
emaj-229	188	26	it	it	PRON
emaj-229	188	27	gives	give	VERB
emaj-229	188	28	different	different	ADJ
emaj-229	188	29	results	result	NOUN
emaj-229	188	30	compared	compare	VERB
emaj-229	188	31	to	to	ADP
emaj-229	188	32	the	the	DET
emaj-229	188	33	1	1	NUM
emaj-229	188	34	-	-	PUNCT
emaj-229	188	35	year	year	NOUN
emaj-229	188	36	data	datum	NOUN
emaj-229	188	37	.	.	PUNCT
emaj-229	189	1	a	a	DET
emaj-229	189	2	total	total	NOUN
emaj-229	189	3	of	of	ADP
emaj-229	189	4	4293	4293	NUM
emaj-229	189	5	days	day	NOUN
emaj-229	189	6	from	from	ADP
emaj-229	189	7	this	this	DET
emaj-229	189	8	rime	rime	NOUN
emaj-229	189	9	range	range	NOUN
emaj-229	189	10	were	be	AUX
emaj-229	189	11	analyzed	analyze	VERB
emaj-229	189	12	.	.	PUNCT
emaj-229	190	1	the	the	DET
emaj-229	190	2	success	success	NOUN
emaj-229	190	3	rate	rate	NOUN
emaj-229	190	4	has	have	AUX
emaj-229	190	5	decreased	decrease	VERB
emaj-229	190	6	compared	compare	VERB
emaj-229	190	7	to	to	ADP
emaj-229	190	8	one	one	NUM
emaj-229	190	9	-	-	PUNCT
emaj-229	190	10	year	year	NOUN
emaj-229	190	11	results	result	NOUN
emaj-229	190	12	.	.	PUNCT
emaj-229	191	1	table	table	NOUN
emaj-229	191	2	5	5	NUM
emaj-229	191	3	:	:	SYM
emaj-229	191	4	2003	2003	NUM
emaj-229	191	5	-	-	SYM
emaj-229	191	6	2020	2020	NUM
emaj-229	191	7	2019	2019	NUM
emaj-229	191	8	usd	usd	NOUN
emaj-229	191	9	/	/	SYM
emaj-229	191	10	try	try	VERB
emaj-229	191	11	application	application	NOUN
emaj-229	191	12	test	test	NOUN
emaj-229	191	13	results	result	NOUN
emaj-229	191	14	source	source	NOUN
emaj-229	191	15	:	:	PUNCT
emaj-229	191	16	authors	author	NOUN
emaj-229	191	17	’	'	PUNCT
emaj-229	191	18	own	own	ADJ
emaj-229	191	19	compilation	compilation	NOUN
emaj-229	191	20	the	the	DET
emaj-229	191	21	movements	movement	NOUN
emaj-229	191	22	of	of	ADP
emaj-229	191	23	medium	medium	ADJ
emaj-229	191	24	-	-	PUNCT
emaj-229	191	25	term	term	NOUN
emaj-229	191	26	security	security	NOUN
emaj-229	191	27	with	with	ADP
emaj-229	191	28	a	a	DET
emaj-229	191	29	1	1	NUM
emaj-229	191	30	-	-	PUNCT
emaj-229	191	31	year	year	NOUN
emaj-229	191	32	ounce	ounce	NOUN
emaj-229	191	33	gold	gold	NOUN
emaj-229	191	34	exchange	exchange	NOUN
emaj-229	191	35	rate	rate	NOUN
emaj-229	191	36	are	be	AUX
emaj-229	191	37	analyzed	analyze	VERB
emaj-229	191	38	.	.	PUNCT
emaj-229	192	1	table	table	NOUN
emaj-229	192	2	6	6	NUM
emaj-229	192	3	contains	contain	VERB
emaj-229	192	4	the	the	DET
emaj-229	192	5	250	250	NUM
emaj-229	192	6	-	-	PUNCT
emaj-229	192	7	day	day	NOUN
emaj-229	192	8	ounce	ounce	NOUN
emaj-229	192	9	gold	gold	NOUN
emaj-229	192	10	data	datum	NOUN
emaj-229	192	11	test	test	NOUN
emaj-229	192	12	results	result	NOUN
emaj-229	192	13	.	.	PUNCT
emaj-229	193	1	unlike	unlike	ADP
emaj-229	193	2	the	the	DET
emaj-229	193	3	usd	usd	NOUN
emaj-229	193	4	-	-	PUNCT
emaj-229	193	5	try	try	VERB
emaj-229	193	6	exchange	exchange	NOUN
emaj-229	193	7	rate	rate	NOUN
emaj-229	193	8	,	,	PUNCT
emaj-229	193	9	ounce	ounce	NOUN
emaj-229	193	10	gold	gold	NOUN
emaj-229	193	11	has	have	VERB
emaj-229	193	12	less	less	ADJ
emaj-229	193	13	volatility	volatility	NOUN
emaj-229	193	14	.	.	PUNCT
emaj-229	194	1	table	table	NOUN
emaj-229	194	2	6	6	NUM
emaj-229	194	3	:	:	SYM
emaj-229	194	4	2007	2007	NUM
emaj-229	194	5	ounce	ounce	NOUN
emaj-229	194	6	gold	gold	NOUN
emaj-229	194	7	application	application	NOUN
emaj-229	194	8	test	test	NOUN
emaj-229	194	9	results	result	NOUN
emaj-229	194	10	source	source	NOUN
emaj-229	194	11	:	:	PUNCT
emaj-229	194	12	authors	author	NOUN
emaj-229	194	13	’	'	PUNCT
emaj-229	194	14	own	own	ADJ
emaj-229	194	15	compilation	compilation	NOUN
emaj-229	194	16	within	within	ADP
emaj-229	194	17	the	the	DET
emaj-229	194	18	scope	scope	NOUN
emaj-229	194	19	of	of	ADP
emaj-229	194	20	the	the	DET
emaj-229	194	21	study	study	NOUN
emaj-229	194	22	,	,	PUNCT
emaj-229	194	23	a	a	DET
emaj-229	194	24	network	network	NOUN
emaj-229	194	25	consisting	consist	VERB
emaj-229	194	26	of	of	ADP
emaj-229	194	27	rnn	rnn	NOUN
emaj-229	194	28	and	and	CCONJ
emaj-229	194	29	lstm	lstm	NOUN
emaj-229	194	30	was	be	AUX
emaj-229	194	31	created	create	VERB
emaj-229	194	32	.	.	PUNCT
emaj-229	195	1	however	however	ADV
emaj-229	195	2	,	,	PUNCT
emaj-229	195	3	parallel	parallel	ADJ
emaj-229	195	4	to	to	ADP
emaj-229	195	5	the	the	DET
emaj-229	195	6	creation	creation	NOUN
emaj-229	195	7	of	of	ADP
emaj-229	195	8	a	a	DET
emaj-229	195	9	hybrid	hybrid	ADJ
emaj-229	195	10	model	model	NOUN
emaj-229	195	11	from	from	ADP
emaj-229	195	12	cnn	cnn	PROPN
emaj-229	195	13	and	and	CCONJ
emaj-229	195	14	lstm	lstm	PROPN
emaj-229	195	15	,	,	PUNCT
emaj-229	195	16	the	the	DET
emaj-229	195	17	arima	arima	PROPN
emaj-229	195	18	algorithm	algorithm	NOUN
emaj-229	195	19	was	be	AUX
emaj-229	195	20	also	also	ADV
emaj-229	195	21	run	run	VERB
emaj-229	195	22	simultaneously	simultaneously	ADV
emaj-229	195	23	and	and	CCONJ
emaj-229	195	24	the	the	DET
emaj-229	195	25	results	result	NOUN
emaj-229	195	26	obtained	obtain	VERB
emaj-229	195	27	were	be	AUX
emaj-229	195	28	presented	present	VERB
emaj-229	195	29	with	with	ADP
emaj-229	195	30	the	the	DET
emaj-229	195	31	boosting	boost	VERB
emaj-229	195	32	method	method	NOUN
emaj-229	195	33	,	,	PUNCT
emaj-229	195	34	which	which	PRON
emaj-229	195	35	is	be	AUX
emaj-229	195	36	one	one	NUM
emaj-229	195	37	of	of	ADP
emaj-229	195	38	the	the	DET
emaj-229	195	39	ensemble	ensemble	ADJ
emaj-229	195	40	classification	classification	NOUN
emaj-229	195	41	methods	method	NOUN
emaj-229	195	42	.	.	PUNCT
emaj-229	196	1	thanks	thank	NOUN
emaj-229	196	2	to	to	ADP
emaj-229	196	3	these	these	PRON
emaj-229	196	4	,	,	PUNCT
emaj-229	196	5	unlike	unlike	ADP
emaj-229	196	6	the	the	DET
emaj-229	196	7	previous	previous	ADJ
emaj-229	196	8	studies	study	NOUN
emaj-229	196	9	in	in	ADP
emaj-229	196	10	the	the	DET
emaj-229	196	11	literature	literature	NOUN
emaj-229	196	12	,	,	PUNCT
emaj-229	196	13	a	a	DET
emaj-229	196	14	much	much	ADV
emaj-229	196	15	more	more	ADV
emaj-229	196	16	accurate	accurate	ADJ
emaj-229	196	17	estimation	estimation	NOUN
emaj-229	196	18	result	result	NOUN
emaj-229	196	19	will	will	AUX
emaj-229	196	20	be	be	AUX
emaj-229	196	21	obtained	obtain	VERB
emaj-229	196	22	by	by	ADP
emaj-229	196	23	using	use	VERB
emaj-229	196	24	multiple	multiple	ADJ
emaj-229	196	25	algorithms	algorithm	NOUN
emaj-229	196	26	simultaneously	simultaneously	ADV
emaj-229	196	27	and	and	CCONJ
emaj-229	196	28	presenting	present	VERB
emaj-229	196	29	them	they	PRON
emaj-229	196	30	collectively	collectively	ADV
emaj-229	196	31	.	.	PUNCT
emaj-229	197	1	the	the	DET
emaj-229	197	2	financial	financial	ADJ
emaj-229	197	3	instruments	instrument	NOUN
emaj-229	197	4	which	which	PRON
emaj-229	197	5	were	be	AUX
emaj-229	197	6	estimated	estimate	VERB
emaj-229	197	7	were	be	AUX
emaj-229	197	8	determined	determine	VERB
emaj-229	197	9	to	to	PART
emaj-229	197	10	be	be	AUX
emaj-229	197	11	usd	usd	NOUN
emaj-229	197	12	/	/	SYM
emaj-229	197	13	try	try	NOUN
emaj-229	197	14	and	and	CCONJ
emaj-229	197	15	ounce	ounce	NOUN
emaj-229	197	16	gold	gold	NOUN
emaj-229	197	17	,	,	PUNCT
emaj-229	197	18	since	since	SCONJ
emaj-229	197	19	they	they	PRON
emaj-229	197	20	are	be	AUX
emaj-229	197	21	the	the	DET
emaj-229	197	22	most	most	ADV
emaj-229	197	23	traded	trade	VERB
emaj-229	197	24	financial	financial	ADJ
emaj-229	197	25	instruments	instrument	NOUN
emaj-229	197	26	in	in	ADP
emaj-229	197	27	turkey	turkey	NOUN
emaj-229	197	28	.	.	PUNCT
emaj-229	198	1	thanks	thank	NOUN
emaj-229	198	2	to	to	ADP
emaj-229	198	3	the	the	DET
emaj-229	198	4	outputs	output	NOUN
emaj-229	198	5	,	,	PUNCT
emaj-229	198	6	a	a	DET
emaj-229	198	7	more	more	ADV
emaj-229	198	8	inclusive	inclusive	ADJ
emaj-229	198	9	perspective	perspective	NOUN
emaj-229	198	10	on	on	ADP
emaj-229	198	11	financial	financial	ADJ
emaj-229	198	12	instrument	instrument	NOUN
emaj-229	198	13	estimation	estimation	NOUN
emaj-229	198	14	was	be	AUX
emaj-229	198	15	provided	provide	VERB
emaj-229	198	16	to	to	ADP
emaj-229	198	17	the	the	DET
emaj-229	198	18	literature	literature	NOUN
emaj-229	198	19	,	,	PUNCT
emaj-229	198	20	and	and	CCONJ
emaj-229	198	21	it	it	PRON
emaj-229	198	22	is	be	AUX
emaj-229	198	23	expected	expect	VERB
emaj-229	198	24	to	to	PART
emaj-229	198	25	create	create	VERB
emaj-229	198	26	added	add	VERB
emaj-229	198	27	value	value	NOUN
emaj-229	198	28	for	for	ADP
emaj-229	198	29	financial	financial	ADJ
emaj-229	198	30	literacy	literacy	NOUN
emaj-229	198	31	.	.	PUNCT
emaj-229	199	1	alternative	alternative	ADJ
emaj-229	199	2	investment	investment	NOUN
emaj-229	199	3	time	time	NOUN
emaj-229	199	4	ranges	range	VERB
emaj-229	199	5	and	and	CCONJ
emaj-229	199	6	instruments	instrument	NOUN
emaj-229	199	7	were	be	AUX
emaj-229	199	8	provided	provide	VERB
emaj-229	199	9	with	with	ADP
emaj-229	199	10	different	different	ADJ
emaj-229	199	11	time	time	NOUN
emaj-229	199	12	ranges	range	NOUN
emaj-229	199	13	and	and	CCONJ
emaj-229	199	14	different	different	ADJ
emaj-229	199	15	financial	financial	ADJ
emaj-229	199	16	instruments	instrument	NOUN
emaj-229	199	17	.	.	PUNCT
emaj-229	200	1	iv	iv	X
emaj-229	200	2	.	.	PUNCT
emaj-229	200	3	conclusion	conclusion	NOUN
emaj-229	200	4	this	this	DET
emaj-229	200	5	study	study	NOUN
emaj-229	200	6	is	be	AUX
emaj-229	200	7	on	on	ADP
emaj-229	200	8	increasing	increase	VERB
emaj-229	200	9	financial	financial	ADJ
emaj-229	200	10	literacy	literacy	NOUN
emaj-229	200	11	and	and	CCONJ
emaj-229	200	12	how	how	SCONJ
emaj-229	200	13	financial	financial	ADJ
emaj-229	200	14	instrument	instrument	NOUN
emaj-229	200	15	estimation	estimation	NOUN
emaj-229	200	16	can	can	AUX
emaj-229	200	17	be	be	AUX
emaj-229	200	18	made	make	VERB
emaj-229	200	19	more	more	ADV
emaj-229	200	20	successful	successful	ADJ
emaj-229	200	21	.	.	PUNCT
emaj-229	201	1	within	within	ADP
emaj-229	201	2	this	this	DET
emaj-229	201	3	context	context	NOUN
emaj-229	201	4	,	,	PUNCT
emaj-229	201	5	studies	study	NOUN
emaj-229	201	6	were	be	AUX
emaj-229	201	7	carried	carry	VERB
emaj-229	201	8	out	out	ADP
emaj-229	201	9	on	on	ADP
emaj-229	201	10	usd	usd	NOUN
emaj-229	201	11	/	/	SYM
emaj-229	201	12	try	try	NOUN
emaj-229	201	13	and	and	CCONJ
emaj-229	201	14	ounce	ounce	NOUN
emaj-229	201	15	gold	gold	NOUN
emaj-229	201	16	data	datum	NOUN
emaj-229	201	17	using	use	VERB
emaj-229	201	18	the	the	DET
emaj-229	201	19	lstm	lstm	NOUN
emaj-229	201	20	,	,	PUNCT
emaj-229	201	21	cnn	cnn	PROPN
emaj-229	201	22	,	,	PUNCT
emaj-229	201	23	arima	arima	PROPN
emaj-229	201	24	algorithms	algorithm	NOUN
emaj-229	201	25	.	.	PUNCT
emaj-229	202	1	during	during	ADP
emaj-229	202	2	these	these	DET
emaj-229	202	3	studies	study	NOUN
emaj-229	202	4	,	,	PUNCT
emaj-229	202	5	a	a	DET
emaj-229	202	6	network	network	NOUN
emaj-229	202	7	consisting	consist	VERB
emaj-229	202	8	of	of	ADP
emaj-229	202	9	an	an	DET
emaj-229	202	10	lstm	lstm	ADJ
emaj-229	202	11	layer	layer	NOUN
emaj-229	202	12	and	and	CCONJ
emaj-229	202	13	an	an	DET
emaj-229	202	14	rnn	rnn	NOUN
emaj-229	202	15	output	output	NOUN
emaj-229	202	16	layer	layer	NOUN
emaj-229	202	17	was	be	AUX
emaj-229	202	18	created	create	VERB
emaj-229	202	19	.	.	PUNCT
emaj-229	203	1	besides	besides	SCONJ
emaj-229	203	2	,	,	PUNCT
emaj-229	203	3	lstm	lstm	PROPN
emaj-229	203	4	and	and	CCONJ
emaj-229	203	5	cnn	cnn	PROPN
emaj-229	203	6	algorithms	algorithm	NOUN
emaj-229	203	7	were	be	AUX
emaj-229	203	8	used	use	VERB
emaj-229	203	9	in	in	ADP
emaj-229	203	10	a	a	DET
emaj-229	203	11	hybrid	hybrid	NOUN
emaj-229	203	12	manner	manner	NOUN
emaj-229	203	13	.	.	PUNCT
emaj-229	204	1	a	a	DET
emaj-229	204	2	solution	solution	NOUN
emaj-229	204	3	was	be	AUX
emaj-229	204	4	proposed	propose	VERB
emaj-229	204	5	to	to	PART
emaj-229	204	6	improve	improve	VERB
emaj-229	204	7	the	the	DET
emaj-229	204	8	estimation	estimation	NOUN
emaj-229	204	9	results	result	NOUN
emaj-229	204	10	by	by	ADP
emaj-229	204	11	using	use	VERB
emaj-229	204	12	these	these	DET
emaj-229	204	13	algorithms	algorithm	NOUN
emaj-229	204	14	.	.	PUNCT
emaj-229	205	1	this	this	DET
emaj-229	205	2	solution	solution	NOUN
emaj-229	205	3	is	be	AUX
emaj-229	205	4	applying	apply	VERB
emaj-229	205	5	the	the	DET
emaj-229	205	6	ensemble	ensemble	ADJ
emaj-229	205	7	classification	classification	NOUN
emaj-229	205	8	boosting	boost	VERB
emaj-229	205	9	method	method	NOUN
emaj-229	205	10	to	to	ADP
emaj-229	205	11	the	the	DET
emaj-229	205	12	algorithm	algorithm	NOUN
emaj-229	205	13	results	result	VERB
emaj-229	205	14	.	.	PUNCT
emaj-229	206	1	an	an	DET
emaj-229	206	2	application	application	NOUN
emaj-229	206	3	was	be	AUX
emaj-229	206	4	developed	develop	VERB
emaj-229	206	5	to	to	PART
emaj-229	206	6	apply	apply	VERB
emaj-229	206	7	this	this	DET
emaj-229	206	8	solution	solution	NOUN
emaj-229	206	9	,	,	PUNCT
emaj-229	206	10	observe	observe	VERB
emaj-229	206	11	the	the	DET
emaj-229	206	12	results	result	NOUN
emaj-229	206	13	and	and	CCONJ
emaj-229	206	14	compete	compete	VERB
emaj-229	206	15	them	they	PRON
emaj-229	206	16	with	with	ADP
emaj-229	206	17	the	the	DET
emaj-229	206	18	results	result	NOUN
emaj-229	206	19	of	of	ADP
emaj-229	206	20	other	other	ADJ
emaj-229	206	21	algorithms	algorithm	NOUN
emaj-229	206	22	.	.	PUNCT
emaj-229	207	1	finally	finally	ADV
emaj-229	207	2	,	,	PUNCT
emaj-229	207	3	using	use	VERB
emaj-229	207	4	the	the	DET
emaj-229	207	5	developed	develop	VERB
emaj-229	207	6	application	application	NOUN
emaj-229	207	7	,	,	PUNCT
emaj-229	207	8	the	the	DET
emaj-229	207	9	proposed	propose	VERB
emaj-229	207	10	solution	solution	NOUN
emaj-229	207	11	and	and	CCONJ
emaj-229	207	12	algorithms	algorithm	NOUN
emaj-229	207	13	were	be	AUX
emaj-229	207	14	tested	test	VERB
emaj-229	207	15	with	with	ADP
emaj-229	207	16	different	different	ADJ
emaj-229	207	17	time	time	NOUN
emaj-229	207	18	ranges	range	VERB
emaj-229	207	19	and	and	CCONJ
emaj-229	207	20	training	training	NOUN
emaj-229	207	21	data	datum	NOUN
emaj-229	207	22	.	.	PUNCT
emaj-229	208	1	based	base	VERB
emaj-229	208	2	on	on	ADP
emaj-229	208	3	the	the	DET
emaj-229	208	4	test	test	NOUN
emaj-229	208	5	results	result	NOUN
emaj-229	208	6	,	,	PUNCT
emaj-229	208	7	it	it	PRON
emaj-229	208	8	was	be	AUX
emaj-229	208	9	observed	observe	VERB
emaj-229	208	10	that	that	SCONJ
emaj-229	208	11	the	the	DET
emaj-229	208	12	proposed	propose	VERB
emaj-229	208	13	solution	solution	NOUN
emaj-229	208	14	boost	boost	VERB
emaj-229	208	15	fk	fk	INTJ
emaj-229	208	16	algorithm	algorithm	NOUN
emaj-229	208	17	is	be	AUX
emaj-229	208	18	more	more	ADV
emaj-229	208	19	successful	successful	ADJ
emaj-229	208	20	with	with	ADP
emaj-229	208	21	67	67	NUM
emaj-229	208	22	%	%	NOUN
emaj-229	208	23	in	in	ADP
emaj-229	208	24	ounce	ounce	NOUN
emaj-229	208	25	gold	gold	NOUN
emaj-229	208	26	tests	test	NOUN
emaj-229	208	27	,	,	PUNCT
emaj-229	208	28	66	66	NUM
emaj-229	208	29	%	%	NOUN
emaj-229	208	30	in	in	ADP
emaj-229	208	31	1	1	NUM
emaj-229	208	32	-	-	PUNCT
emaj-229	208	33	year	year	NOUN
emaj-229	208	34	usd	usd	NOUN
emaj-229	208	35	/	/	SYM
emaj-229	208	36	try	try	AUX
emaj-229	208	37	exchange	exchange	NOUN
emaj-229	208	38	rate	rate	NOUN
emaj-229	208	39	and	and	CCONJ
emaj-229	208	40	64	64	NUM
emaj-229	208	41	%	%	NOUN
emaj-229	208	42	in	in	ADP
emaj-229	208	43	17	17	NUM
emaj-229	208	44	-	-	PUNCT
emaj-229	208	45	year	year	NOUN
emaj-229	208	46	usd	usd	NOUN
emaj-229	208	47	/	/	SYM
emaj-229	208	48	try	try	VERB
emaj-229	208	49	exchange	exchange	NOUN
emaj-229	208	50	rate	rate	NOUN
emaj-229	208	51	.	.	PUNCT
emaj-229	209	1	it	it	PRON
emaj-229	209	2	has	have	AUX
emaj-229	209	3	been	be	AUX
emaj-229	209	4	concluded	conclude	VERB
emaj-229	209	5	volume	volume	NOUN
emaj-229	209	6	11	11	NUM
emaj-229	209	7	no	no	DET
emaj-229	209	8	2	2	NUM
emaj-229	209	9	(	(	PUNCT
emaj-229	209	10	2021	2021	NUM
emaj-229	209	11	)	)	PUNCT
emaj-229	209	12	|	|	ADV
emaj-229	209	13	issn	issn	VERB
emaj-229	209	14	2158	2158	NUM
emaj-229	209	15	-	-	SYM
emaj-229	209	16	8708	8708	NUM
emaj-229	209	17	(	(	PUNCT
emaj-229	209	18	online	online	NOUN
emaj-229	209	19	)	)	PUNCT
emaj-229	209	20	|	|	ADV
emaj-229	209	21	doi	doi	X
emaj-229	209	22	10.5195	10.5195	NUM
emaj-229	209	23	/	/	SYM
emaj-229	209	24	emaj.2021.229	emaj.2021.229	PROPN
emaj-229	209	25	|	|	ADV
emaj-229	209	26	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-229	209	27	financial	financial	PROPN
emaj-229	209	28	instrument	instrument	NOUN
emaj-229	209	29	forecast	forecast	PROPN
emaj-229	209	30	with	with	ADP
emaj-229	209	31	artificial	artificial	ADJ
emaj-229	209	32	intelligence	intelligence	NOUN
emaj-229	209	33	page	page	NOUN
emaj-229	209	34	|14|	|14|	NOUN
emaj-229	209	35	emerging	emerge	VERB
emaj-229	209	36	markets	market	NOUN
emaj-229	209	37	journal	journal	VERB
emaj-229	209	38	that	that	SCONJ
emaj-229	209	39	,	,	PUNCT
emaj-229	209	40	the	the	DET
emaj-229	209	41	ounce	ounce	NOUN
emaj-229	209	42	gold	gold	NOUN
emaj-229	209	43	test	test	NOUN
emaj-229	209	44	results	result	NOUN
emaj-229	209	45	are	be	AUX
emaj-229	209	46	more	more	ADV
emaj-229	209	47	estimable	estimable	ADJ
emaj-229	209	48	compared	compare	VERB
emaj-229	209	49	to	to	ADP
emaj-229	209	50	the	the	DET
emaj-229	209	51	usd	usd	NOUN
emaj-229	209	52	/	/	SYM
emaj-229	209	53	try	try	VERB
emaj-229	209	54	exchange	exchange	NOUN
emaj-229	209	55	rate	rate	NOUN
emaj-229	209	56	.	.	PUNCT
emaj-229	210	1	applying	apply	VERB
emaj-229	210	2	boosting	boost	VERB
emaj-229	210	3	method	method	NOUN
emaj-229	210	4	based	base	VERB
emaj-229	210	5	on	on	ADP
emaj-229	210	6	the	the	DET
emaj-229	210	7	performance	performance	NOUN
emaj-229	210	8	evaluation	evaluation	NOUN
emaj-229	210	9	results	result	NOUN
emaj-229	210	10	of	of	ADP
emaj-229	210	11	the	the	DET
emaj-229	210	12	artificial	artificial	ADJ
emaj-229	210	13	intelligence	intelligence	NOUN
emaj-229	210	14	algorithms	algorithm	NOUN
emaj-229	210	15	using	use	VERB
emaj-229	210	16	these	these	DET
emaj-229	210	17	findings	finding	NOUN
emaj-229	210	18	made	make	VERB
emaj-229	210	19	the	the	DET
emaj-229	210	20	results	result	NOUN
emaj-229	210	21	more	more	ADV
emaj-229	210	22	successful	successful	ADJ
emaj-229	210	23	.	.	PUNCT
emaj-229	211	1	references	reference	NOUN
emaj-229	211	2	ahmed	ahmed	PROPN
emaj-229	211	3	,	,	PUNCT
emaj-229	211	4	s.	s.	PROPN
emaj-229	211	5	,	,	PUNCT
emaj-229	211	6	hassan	hassan	PROPN
emaj-229	211	7	,	,	PUNCT
emaj-229	211	8	s	s	NOUN
emaj-229	211	9	-	-	PUNCT
emaj-229	211	10	ul	ul	INTJ
emaj-229	211	11	,	,	PUNCT
emaj-229	211	12	aljohani	aljohani	PROPN
emaj-229	211	13	,	,	PUNCT
emaj-229	211	14	n.r	n.r	PROPN
emaj-229	211	15	.	.	PROPN
emaj-229	211	16	,	,	PUNCT
emaj-229	211	17	nawaz	nawaz	PROPN
emaj-229	211	18	,	,	PUNCT
emaj-229	211	19	r.	r.	PROPN
emaj-229	211	20	(	(	PUNCT
emaj-229	211	21	2020	2020	NUM
emaj-229	211	22	)	)	PUNCT
emaj-229	211	23	.	.	PUNCT
emaj-229	212	1	flf	flf	PROPN
emaj-229	212	2	-	-	PUNCT
emaj-229	212	3	lstm	lstm	PROPN
emaj-229	212	4	:	:	PUNCT
emaj-229	212	5	a	a	DET
emaj-229	212	6	novel	novel	ADJ
emaj-229	212	7	prediction	prediction	NOUN
emaj-229	212	8	system	system	NOUN
emaj-229	212	9	using	use	VERB
emaj-229	212	10	forex	forex	ADJ
emaj-229	212	11	loss	loss	NOUN
emaj-229	212	12	function	function	NOUN
emaj-229	212	13	.	.	PUNCT
emaj-229	213	1	applied	apply	VERB
emaj-229	213	2	soft	soft	ADJ
emaj-229	213	3	computing	computing	NOUN
emaj-229	213	4	.	.	PUNCT
emaj-229	214	1	volume	volume	NOUN
emaj-229	214	2	97	97	NUM
emaj-229	214	3	,	,	PUNCT
emaj-229	214	4	part	part	NOUN
emaj-229	214	5	b	b	PROPN
emaj-229	214	6	,	,	PUNCT
emaj-229	214	7	december	december	PROPN
emaj-229	214	8	2020	2020	NUM
emaj-229	214	9	,	,	PUNCT
emaj-229	214	10	106780	106780	NUM
emaj-229	214	11	.	.	PUNCT
emaj-229	215	1	bengio	bengio	PROPN
emaj-229	215	2	,	,	PUNCT
emaj-229	215	3	y.	y.	PROPN
emaj-229	215	4	,	,	PUNCT
emaj-229	215	5	courville	courville	ADJ
emaj-229	215	6	a.	a.	NOUN
emaj-229	215	7	,	,	PUNCT
emaj-229	215	8	goodfellow	goodfellow	PROPN
emaj-229	215	9	,	,	PUNCT
emaj-229	215	10	i.	i.	NOUN
emaj-229	215	11	(	(	PUNCT
emaj-229	215	12	2016	2016	NUM
emaj-229	215	13	)	)	PUNCT
emaj-229	215	14	.	.	PUNCT
emaj-229	216	1	deep	deep	ADJ
emaj-229	216	2	learning	learning	NOUN
emaj-229	216	3	book	book	NOUN
emaj-229	216	4	.	.	PUNCT
emaj-229	217	1	http://www.deeplearningbook.org	http://www.deeplearningbook.org	X
emaj-229	217	2	.	.	PUNCT
emaj-229	217	3	,	,	PUNCT
emaj-229	218	1	ed	ed	NOUN
emaj-229	218	2	.	.	PROPN
emaj-229	218	3	,	,	PUNCT
emaj-229	218	4	2016	2016	NUM
emaj-229	218	5	.	.	PUNCT
emaj-229	219	1	bui	bui	PROPN
emaj-229	219	2	,	,	PUNCT
emaj-229	219	3	l.t	l.t	PROPN
emaj-229	219	4	.	.	PROPN
emaj-229	219	5	,	,	PUNCT
emaj-229	219	6	vu	vu	PROPN
emaj-229	219	7	,	,	PUNCT
emaj-229	219	8	v.t	v.t	PROPN
emaj-229	219	9	.	.	PROPN
emaj-229	219	10	,	,	PUNCT
emaj-229	219	11	dinh	dinh	PROPN
emaj-229	219	12	,	,	PUNCT
emaj-229	219	13	t.t.h	t.t.h	NOUN
emaj-229	219	14	.	.	PUNCT
emaj-229	220	1	(	(	PUNCT
emaj-229	220	2	2018	2018	NUM
emaj-229	220	3	)	)	PUNCT
emaj-229	220	4	.	.	PUNCT
emaj-229	221	1	a	a	DET
emaj-229	221	2	novel	novel	ADJ
emaj-229	221	3	evolutionary	evolutionary	ADJ
emaj-229	221	4	multi	multi	ADJ
emaj-229	221	5	-	-	ADJ
emaj-229	221	6	objective	objective	ADJ
emaj-229	221	7	ensemble	ensemble	ADJ
emaj-229	221	8	learning	learning	NOUN
emaj-229	221	9	approach	approach	NOUN
emaj-229	221	10	for	for	ADP
emaj-229	221	11	forecasting	forecast	VERB
emaj-229	221	12	currency	currency	NOUN
emaj-229	221	13	exchange	exchange	NOUN
emaj-229	221	14	rates	rate	NOUN
emaj-229	221	15	.	.	PUNCT
emaj-229	222	1	data	data	PROPN
emaj-229	222	2	&	&	CCONJ
emaj-229	222	3	knowledge	knowledge	PROPN
emaj-229	222	4	engineering	engineering	PROPN
emaj-229	222	5	.	.	PUNCT
emaj-229	223	1	volume	volume	NOUN
emaj-229	223	2	114	114	NUM
emaj-229	223	3	,	,	PUNCT
emaj-229	223	4	march	march	PROPN
emaj-229	223	5	2018	2018	NUM
emaj-229	223	6	,	,	PUNCT
emaj-229	223	7	40	40	NUM
emaj-229	223	8	-	-	SYM
emaj-229	223	9	66	66	NUM
emaj-229	223	10	.	.	PUNCT
emaj-229	224	1	chowdhury	chowdhury	PROPN
emaj-229	224	2	,	,	PUNCT
emaj-229	224	3	r.	r.	PROPN
emaj-229	224	4	,	,	PUNCT
emaj-229	224	5	rahman	rahman	PROPN
emaj-229	224	6	,	,	PUNCT
emaj-229	224	7	a.	a.	PROPN
emaj-229	224	8	,	,	PUNCT
emaj-229	224	9	rahman	rahman	PROPN
emaj-229	224	10	,	,	PUNCT
emaj-229	224	11	m.	m.	NOUN
emaj-229	224	12	s.	s.	PROPN
emaj-229	224	13	,	,	PUNCT
emaj-229	224	14	mahdy	mahdy	NOUN
emaj-229	224	15	,	,	PUNCT
emaj-229	224	16	m.r.c	m.r.c	NOUN
emaj-229	224	17	.	.	PROPN
emaj-229	224	18	,	,	PUNCT
emaj-229	224	19	(	(	PUNCT
emaj-229	224	20	2020	2020	NUM
emaj-229	224	21	)	)	PUNCT
emaj-229	224	22	.	.	PUNCT
emaj-229	225	1	an	an	DET
emaj-229	225	2	approach	approach	NOUN
emaj-229	225	3	to	to	PART
emaj-229	225	4	predict	predict	VERB
emaj-229	225	5	and	and	CCONJ
emaj-229	225	6	forecast	forecast	VERB
emaj-229	225	7	the	the	DET
emaj-229	225	8	price	price	NOUN
emaj-229	225	9	of	of	ADP
emaj-229	225	10	constituents	constituent	NOUN
emaj-229	225	11	and	and	CCONJ
emaj-229	225	12	index	index	NOUN
emaj-229	225	13	of	of	ADP
emaj-229	225	14	cryptocurrency	cryptocurrency	NOUN
emaj-229	225	15	using	use	VERB
emaj-229	225	16	machine	machine	NOUN
emaj-229	225	17	learning	learning	NOUN
emaj-229	225	18	,	,	PUNCT
emaj-229	225	19	.	.	PUNCT
emaj-229	226	1	physica	physica	VERB
emaj-229	226	2	a	a	DET
emaj-229	226	3	:	:	PUNCT
emaj-229	226	4	statistical	statistical	ADJ
emaj-229	226	5	mechanics	mechanic	NOUN
emaj-229	226	6	and	and	CCONJ
emaj-229	226	7	its	its	PRON
emaj-229	226	8	applications	application	NOUN
emaj-229	226	9	.	.	PUNCT
emaj-229	227	1	volume	volume	NOUN
emaj-229	227	2	551	551	NUM
emaj-229	227	3	,	,	PUNCT
emaj-229	227	4	1	1	NUM
emaj-229	227	5	august	august	PROPN
emaj-229	227	6	2020	2020	NUM
emaj-229	227	7	,	,	PUNCT
emaj-229	227	8	124569	124569	NUM
emaj-229	227	9	.	.	PUNCT
emaj-229	228	1	duan	duan	PROPN
emaj-229	228	2	,	,	PUNCT
emaj-229	228	3	l.	l.	PROPN
emaj-229	228	4	,	,	PUNCT
emaj-229	228	5	xu	xu	PROPN
emaj-229	228	6	d.	d.	PROPN
emaj-229	228	7	,	,	PUNCT
emaj-229	228	8	tsang	tsang	PROPN
emaj-229	228	9	i.w	i.w	PROPN
emaj-229	228	10	.	.	PROPN
emaj-229	228	11	(	(	PUNCT
emaj-229	228	12	2012	2012	NUM
emaj-229	228	13	)	)	PUNCT
emaj-229	228	14	.	.	PUNCT
emaj-229	229	1	learning	learn	VERB
emaj-229	229	2	with	with	ADP
emaj-229	229	3	augmented	augment	VERB
emaj-229	229	4	features	feature	NOUN
emaj-229	229	5	for	for	ADP
emaj-229	229	6	heterogeneous	heterogeneous	ADJ
emaj-229	229	7	domain	domain	NOUN
emaj-229	229	8	adaptation	adaptation	NOUN
emaj-229	229	9	..	..	PUNCT
emaj-229	229	10	ieee	ieee	PROPN
emaj-229	229	11	trans	trans	PROPN
emaj-229	229	12	pattern	pattern	NOUN
emaj-229	229	13	anal	anal	PROPN
emaj-229	229	14	mach	mach	NOUN
emaj-229	229	15	intell	intell	NOUN
emaj-229	229	16	.	.	PUNCT
emaj-229	230	1	2	2	X
emaj-229	230	2	.	.	NUM
emaj-229	230	3	,	,	PUNCT
emaj-229	230	4	36(6	36(6	NUM
emaj-229	230	5	)	)	PUNCT
emaj-229	230	6	,	,	PUNCT
emaj-229	230	7	1134	1134	NUM
emaj-229	230	8	-	-	SYM
emaj-229	230	9	1148	1148	NUM
emaj-229	230	10	.	.	PUNCT
emaj-229	231	1	gümüş	gümüş	NOUN
emaj-229	231	2	,	,	PUNCT
emaj-229	231	3	u.	u.	PROPN
emaj-229	231	4	t.	t.	PROPN
emaj-229	231	5	,	,	PUNCT
emaj-229	231	6	pailer	pailer	NOUN
emaj-229	231	7	,	,	PUNCT
emaj-229	231	8	m.	m.	NOUN
emaj-229	231	9	k.	k.	PROPN
emaj-229	231	10	(	(	PUNCT
emaj-229	231	11	2019	2019	NUM
emaj-229	231	12	)	)	PUNCT
emaj-229	231	13	.	.	PUNCT
emaj-229	232	1	öğrencilerin	öğrencilerin	PROPN
emaj-229	232	2	finans	finans	PROPN
emaj-229	232	3	dersi	dersi	VERB
emaj-229	232	4	alma	alma	PROPN
emaj-229	232	5	durumunun	durumunun	PROPN
emaj-229	232	6	finansal	finansal	PROPN
emaj-229	232	7	okur	okur	PROPN
emaj-229	232	8	yazarlık	yazarlık	NOUN
emaj-229	232	9	seviyesine	seviyesine	NOUN
emaj-229	232	10	etkisi	etkisi	VERB
emaj-229	232	11	:	:	PUNCT
emaj-229	232	12	bir	bir	PROPN
emaj-229	232	13	nazilli	nazilli	PROPN
emaj-229	232	14	örneği	örneği	PROPN
emaj-229	232	15	.	.	PUNCT
emaj-229	233	1	opus	opus	PROPN
emaj-229	233	2	uluslararası	uluslararası	PROPN
emaj-229	233	3	toplum	toplum	PROPN
emaj-229	233	4	araştırmaları	araştırmaları	PROPN
emaj-229	233	5	dergisi	dergisi	PROPN
emaj-229	233	6	.	.	PROPN
emaj-229	233	7	11	11	NUM
emaj-229	233	8	(	(	PUNCT
emaj-229	233	9	18	18	NUM
emaj-229	233	10	)	)	PUNCT
emaj-229	233	11	,	,	PUNCT
emaj-229	233	12	1494	1494	NUM
emaj-229	233	13	-	-	SYM
emaj-229	233	14	1516	1516	NUM
emaj-229	233	15	.	.	PUNCT
emaj-229	234	1	han	han	PROPN
emaj-229	234	2	,	,	PUNCT
emaj-229	234	3	j.	j.	PROPN
emaj-229	234	4	kamber	kamber	PROPN
emaj-229	234	5	m.	m.	PROPN
emaj-229	234	6	,	,	PUNCT
emaj-229	234	7	pei	pei	PROPN
emaj-229	234	8	,	,	PUNCT
emaj-229	234	9	j.	j.	PROPN
emaj-229	234	10	(	(	PUNCT
emaj-229	234	11	2012	2012	NUM
emaj-229	234	12	)	)	PUNCT
emaj-229	234	13	.	.	PUNCT
emaj-229	235	1	data	datum	NOUN
emaj-229	235	2	mining	mining	NOUN
emaj-229	235	3	concepts	concept	VERB
emaj-229	235	4	an	an	DET
emaj-229	235	5	techniques	technique	NOUN
emaj-229	235	6	.	.	PUNCT
emaj-229	236	1	morgan	morgan	PROPN
emaj-229	236	2	kaufmann	kaufmann	PROPN
emaj-229	236	3	.	.	PUNCT
emaj-229	237	1	harel	harel	PROPN
emaj-229	237	2	m.	m.	PROPN
emaj-229	237	3	,	,	PUNCT
emaj-229	237	4	mannor	mannor	NOUN
emaj-229	237	5	,	,	PUNCT
emaj-229	237	6	s.	s.	PROPN
emaj-229	237	7	(	(	PUNCT
emaj-229	237	8	2011	2011	NUM
emaj-229	237	9	)	)	PUNCT
emaj-229	237	10	.	.	PUNCT
emaj-229	238	1	learning	learn	VERB
emaj-229	238	2	from	from	ADP
emaj-229	238	3	multiple	multiple	ADJ
emaj-229	238	4	outlooks	outlook	NOUN
emaj-229	238	5	.	.	PUNCT
emaj-229	239	1	proceedings	proceeding	NOUN
emaj-229	239	2	of	of	ADP
emaj-229	239	3	the	the	DET
emaj-229	239	4	28th	28th	ADJ
emaj-229	239	5	international	international	ADJ
emaj-229	239	6	conference	conference	NOUN
emaj-229	239	7	on	on	ADP
emaj-229	239	8	machine	machine	NOUN
emaj-229	239	9	learning	learning	NOUN
emaj-229	239	10	,	,	PUNCT
emaj-229	239	11	9	9	NUM
emaj-229	239	12	.	.	X
emaj-229	240	1	hochreiter	hochreiter	PROPN
emaj-229	240	2	,	,	PUNCT
emaj-229	240	3	s.	s.	PROPN
emaj-229	240	4	,	,	PUNCT
emaj-229	240	5	schmidhuber	schmidhuber	PROPN
emaj-229	240	6	,	,	PUNCT
emaj-229	240	7	j.	j.	PROPN
emaj-229	240	8	(	(	PUNCT
emaj-229	240	9	1996	1996	NUM
emaj-229	240	10	)	)	PUNCT
emaj-229	240	11	.	.	PUNCT
emaj-229	241	1	lstm	lstm	NOUN
emaj-229	241	2	can	can	AUX
emaj-229	241	3	solve	solve	VERB
emaj-229	241	4	hard	hard	ADV
emaj-229	241	5	long	long	ADJ
emaj-229	241	6	time	time	NOUN
emaj-229	241	7	lag	lag	NOUN
emaj-229	241	8	problems	problem	NOUN
emaj-229	241	9	.	.	PUNCT
emaj-229	242	1	advances	advance	NOUN
emaj-229	242	2	in	in	ADP
emaj-229	242	3	neural	neural	ADJ
emaj-229	242	4	information	information	NOUN
emaj-229	242	5	processing	processing	NOUN
emaj-229	242	6	system	system	NOUN
emaj-229	242	7	.	.	PUNCT
emaj-229	243	1	nips'96	nips'96	NOUN
emaj-229	243	2	:	:	PUNCT
emaj-229	243	3	proceedings	proceeding	NOUN
emaj-229	243	4	of	of	ADP
emaj-229	243	5	the	the	DET
emaj-229	243	6	9th	9th	ADJ
emaj-229	243	7	international	international	ADJ
emaj-229	243	8	conference	conference	NOUN
emaj-229	243	9	on	on	ADP
emaj-229	243	10	neural	neural	ADJ
emaj-229	243	11	information	information	NOUN
emaj-229	243	12	processing	processing	NOUN
emaj-229	243	13	systems	system	NOUN
emaj-229	243	14	,	,	PUNCT
emaj-229	243	15	december	december	PROPN
emaj-229	243	16	1996	1996	NUM
emaj-229	243	17	,	,	PUNCT
emaj-229	243	18	473	473	NUM
emaj-229	243	19	-	-	SYM
emaj-229	243	20	479	479	NUM
emaj-229	243	21	.	.	PUNCT
emaj-229	244	1	hochreiter	hochreiter	PROPN
emaj-229	244	2	,	,	PUNCT
emaj-229	244	3	s.	s.	PROPN
emaj-229	244	4	,	,	PUNCT
emaj-229	244	5	schmidhuber	schmidhuber	PROPN
emaj-229	244	6	,	,	PUNCT
emaj-229	244	7	j.	j.	PROPN
emaj-229	244	8	(	(	PUNCT
emaj-229	244	9	1997	1997	NUM
emaj-229	244	10	)	)	PUNCT
emaj-229	244	11	.	.	PUNCT
emaj-229	245	1	techniche	techniche	PROPN
emaj-229	245	2	üniversiti	üniversiti	PROPN
emaj-229	245	3	münchen	münchen	PROPN
emaj-229	245	4	,	,	PUNCT
emaj-229	245	5	münchen	münchen	PROPN
emaj-229	245	6	germany	germany	PROPN
emaj-229	245	7	.	.	PUNCT
emaj-229	246	1	9	9	NUM
emaj-229	246	2	(	(	PUNCT
emaj-229	246	3	8)	8)	NUM
emaj-229	246	4	,	,	PUNCT
emaj-229	246	5	1735	1735	NUM
emaj-229	246	6	-	-	SYM
emaj-229	246	7	1780	1780	NUM
emaj-229	246	8	.	.	PUNCT
emaj-229	247	1	kaynar	kaynar	PROPN
emaj-229	247	2	,	,	PUNCT
emaj-229	247	3	o.	o.	PROPN
emaj-229	247	4	,	,	PUNCT
emaj-229	247	5	taştan	taştan	PROPN
emaj-229	247	6	,	,	PUNCT
emaj-229	247	7	s.	s.	PROPN
emaj-229	247	8	(	(	PUNCT
emaj-229	247	9	2009	2009	NUM
emaj-229	247	10	)	)	PUNCT
emaj-229	247	11	.	.	PUNCT
emaj-229	248	1	zaman	zaman	PROPN
emaj-229	248	2	serileri	serileri	PROPN
emaj-229	248	3	tahmininde	tahmininde	PROPN
emaj-229	248	4	arima	arima	PROPN
emaj-229	248	5	-	-	PUNCT
emaj-229	248	6	mlp	mlp	PROPN
emaj-229	248	7	melez	melez	PROPN
emaj-229	248	8	modeli	modeli	PROPN
emaj-229	248	9	.	.	PUNCT
emaj-229	249	1	atatürk	atatürk	PROPN
emaj-229	249	2	üniversitesi	üniversitesi	PROPN
emaj-229	249	3	i̇ktisadi	i̇ktisadi	PROPN
emaj-229	249	4	ve	ve	ADP
emaj-229	249	5	i̇dari	i̇dari	ADJ
emaj-229	249	6	bilimler	bilimler	PROPN
emaj-229	249	7	dergisi	dergisi	PROPN
emaj-229	249	8	,	,	PUNCT
emaj-229	249	9	23(3	23(3	NUM
emaj-229	249	10	)	)	PUNCT
emaj-229	249	11	,	,	PUNCT
emaj-229	249	12	141	141	NUM
emaj-229	249	13	-	-	SYM
emaj-229	249	14	149	149	NUM
emaj-229	249	15	.	.	PUNCT
emaj-229	250	1	kılınç	kılınç	PROPN
emaj-229	250	2	,	,	PUNCT
emaj-229	250	3	d.	d.	PROPN
emaj-229	250	4	,	,	PUNCT
emaj-229	250	5	borandağ	borandağ	PROPN
emaj-229	250	6	e.	e.	PROPN
emaj-229	250	7	,	,	PUNCT
emaj-229	250	8	yücalar	yücalar	PROPN
emaj-229	250	9	f.	f.	NOUN
emaj-229	250	10	,	,	PUNCT
emaj-229	250	11	özçift	özçift	NOUN
emaj-229	250	12	a.	a.	NOUN
emaj-229	250	13	,	,	PUNCT
emaj-229	250	14	bozyiğit	bozyiğit	PROPN
emaj-229	250	15	,	,	PUNCT
emaj-229	250	16	f	f	X
emaj-229	250	17	..	..	PUNCT
emaj-229	250	18	(	(	PUNCT
emaj-229	250	19	2015	2015	NUM
emaj-229	250	20	)	)	PUNCT
emaj-229	250	21	.	.	PUNCT
emaj-229	251	1	yazılım	yazılım	PROPN
emaj-229	251	2	hata	hata	PROPN
emaj-229	251	3	kestiriminde	kestiriminde	PROPN
emaj-229	251	4	kolektif	kolektif	PROPN
emaj-229	251	5	sınıflandırma	sınıflandırma	PROPN
emaj-229	251	6	modellerinin	modellerinin	PROPN
emaj-229	251	7	etkisi	etkisi	VERB
emaj-229	251	8	.	.	PUNCT
emaj-229	252	1	ulusal	ulusal	PROPN
emaj-229	252	2	yazılım	yazılım	PROPN
emaj-229	252	3	mühendisliği	mühendisliği	PROPN
emaj-229	252	4	sempozyumu	sempozyumu	PROPN
emaj-229	252	5	(	(	PUNCT
emaj-229	252	6	uyms	uyms	PROPN
emaj-229	252	7	)	)	PUNCT
emaj-229	252	8	,	,	PUNCT
emaj-229	252	9	i̇zmir	i̇zmir	NOUN
emaj-229	252	10	.	.	PUNCT
emaj-229	253	1	korkmaz	korkmaz	PROPN
emaj-229	253	2	,	,	PUNCT
emaj-229	253	3	ş	ş	X
emaj-229	253	4	.	.	PROPN
emaj-229	253	5	,	,	PUNCT
emaj-229	253	6	bakkal	bakkal	PROPN
emaj-229	253	7	,	,	PUNCT
emaj-229	253	8	s.	s.	PROPN
emaj-229	253	9	(	(	PUNCT
emaj-229	253	10	2011	2011	NUM
emaj-229	253	11	)	)	PUNCT
emaj-229	253	12	.	.	PUNCT
emaj-229	254	1	yapılandırılmış	yapılandırılmış	ADJ
emaj-229	254	2	finansal	finansal	PROPN
emaj-229	254	3	araçlar	araçlar	PROPN
emaj-229	254	4	ve	ve	NOUN
emaj-229	254	5	aracı	aracı	NOUN
emaj-229	254	6	kuruluşların	kuruluşların	NOUN
emaj-229	254	7	kaldıraçlı	kaldıraçlı	PROPN
emaj-229	254	8	hisse	hisse	PROPN
emaj-229	254	9	senedi	senedi	PROPN
emaj-229	254	10	piyasaları	piyasaları	PROPN
emaj-229	254	11	.	.	PUNCT
emaj-229	255	1	hiperlink	hiperlink	PROPN
emaj-229	255	2	yayınları	yayınları	PROPN
emaj-229	255	3	,	,	PUNCT
emaj-229	255	4	i̇stanbul	i̇stanbul	PROPN
emaj-229	255	5	.	.	PUNCT
emaj-229	256	1	kulis	kulis	PROPN
emaj-229	256	2	,	,	PUNCT
emaj-229	256	3	b.	b.	PROPN
emaj-229	256	4	,	,	PUNCT
emaj-229	256	5	saenko	saenko	PROPN
emaj-229	256	6	k.	k.	PROPN
emaj-229	256	7	,	,	PUNCT
emaj-229	256	8	darrell	darrell	PROPN
emaj-229	256	9	t.	t.	PROPN
emaj-229	256	10	(	(	PUNCT
emaj-229	256	11	2011	2011	NUM
emaj-229	256	12	)	)	PUNCT
emaj-229	256	13	.	.	PUNCT
emaj-229	257	1	what	what	PRON
emaj-229	257	2	you	you	PRON
emaj-229	257	3	saw	see	VERB
emaj-229	257	4	is	be	AUX
emaj-229	257	5	not	not	PART
emaj-229	257	6	what	what	PRON
emaj-229	257	7	you	you	PRON
emaj-229	257	8	get	get	VERB
emaj-229	257	9	:	:	PUNCT
emaj-229	257	10	domain	domain	NOUN
emaj-229	257	11	adaptation	adaptation	NOUN
emaj-229	257	12	using	use	VERB
emaj-229	257	13	asymmetric	asymmetric	ADJ
emaj-229	257	14	kernel	kernel	NOUN
emaj-229	257	15	transforms	transform	VERB
emaj-229	257	16	.	.	PUNCT
emaj-229	258	1	ieee	ieee	NOUN
emaj-229	258	2	2011	2011	NUM
emaj-229	258	3	conference	conference	NOUN
emaj-229	258	4	on	on	ADP
emaj-229	258	5	computer	computer	NOUN
emaj-229	258	6	vision	vision	NOUN
emaj-229	258	7	and	and	CCONJ
emaj-229	258	8	pattern	pattern	NOUN
emaj-229	258	9	recognition	recognition	NOUN
emaj-229	258	10	,	,	PUNCT
emaj-229	258	11	1785	1785	NUM
emaj-229	258	12	-	-	SYM
emaj-229	258	13	1792	1792	NUM
emaj-229	258	14	.	.	PUNCT
emaj-229	259	1	lecun	lecun	ADJ
emaj-229	259	2	,	,	PUNCT
emaj-229	259	3	y.	y.	PROPN
emaj-229	259	4	,	,	PUNCT
emaj-229	259	5	huang	huang	PROPN
emaj-229	259	6	,	,	PUNCT
emaj-229	259	7	f.j	f.j	PROPN
emaj-229	259	8	.	.	PROPN
emaj-229	259	9	,	,	PUNCT
emaj-229	259	10	bottou	bottou	PROPN
emaj-229	259	11	,	,	PUNCT
emaj-229	259	12	l.	l.	PROPN
emaj-229	259	13	(	(	PUNCT
emaj-229	259	14	2004	2004	NUM
emaj-229	259	15	)	)	PUNCT
emaj-229	259	16	.	.	PUNCT
emaj-229	260	1	learning	learn	VERB
emaj-229	260	2	methods	method	NOUN
emaj-229	260	3	for	for	ADP
emaj-229	260	4	generic	generic	ADJ
emaj-229	260	5	object	object	NOUN
emaj-229	260	6	recognition	recognition	NOUN
emaj-229	260	7	with	with	ADP
emaj-229	260	8	invariance	invariance	NOUN
emaj-229	260	9	to	to	PART
emaj-229	260	10	pose	pose	VERB
emaj-229	260	11	and	and	CCONJ
emaj-229	260	12	lighting	lighting	NOUN
emaj-229	260	13	.	.	PUNCT
emaj-229	261	1	proceedings	proceeding	NOUN
emaj-229	261	2	of	of	ADP
emaj-229	261	3	the	the	DET
emaj-229	261	4	2004	2004	NUM
emaj-229	261	5	ieee	ieee	PROPN
emaj-229	261	6	computer	computer	NOUN
emaj-229	261	7	society	society	PROPN
emaj-229	261	8	conference	conference	NOUN
emaj-229	261	9	on	on	ADP
emaj-229	261	10	computer	computer	NOUN
emaj-229	261	11	vision	vision	NOUN
emaj-229	261	12	and	and	CCONJ
emaj-229	261	13	pattern	pattern	NOUN
emaj-229	261	14	recognition	recognition	NOUN
emaj-229	261	15	,	,	PUNCT
emaj-229	261	16	98	98	NUM
emaj-229	261	17	.	.	PUNCT
emaj-229	262	1	li	li	PROPN
emaj-229	262	2	,	,	PUNCT
emaj-229	262	3	c.	c.	PROPN
emaj-229	262	4	,	,	PUNCT
emaj-229	262	5	zhe	zhe	PROPN
emaj-229	262	6	,	,	PUNCT
emaj-229	262	7	j.	j.	PROPN
emaj-229	262	8	,	,	PUNCT
emaj-229	262	9	zhao	zhao	PROPN
emaj-229	262	10	,	,	PUNCT
emaj-229	262	11	y.q	y.q	PROPN
emaj-229	262	12	.	.	PROPN
emaj-229	262	13	,	,	PUNCT
emaj-229	262	14	li	li	PROPN
emaj-229	262	15	,	,	PUNCT
emaj-229	262	16	r.g	r.g	PROPN
emaj-229	262	17	.	.	PROPN
emaj-229	262	18	,	,	PUNCT
emaj-229	262	19	wang	wang	PROPN
emaj-229	262	20	,	,	PUNCT
emaj-229	262	21	e.d	e.d	PROPN
emaj-229	262	22	.	.	PROPN
emaj-229	262	23	,	,	PUNCT
emaj-229	262	24	zhang	zhang	PROPN
emaj-229	262	25	,	,	PUNCT
emaj-229	262	26	x.	x.	PROPN
emaj-229	262	27	,	,	PUNCT
emaj-229	262	28	zhao	zhao	PROPN
emaj-229	262	29	,	,	PUNCT
emaj-229	262	30	k.	k.	PROPN
emaj-229	262	31	(	(	PUNCT
emaj-229	262	32	2020	2020	NUM
emaj-229	262	33	)	)	PUNCT
emaj-229	262	34	.	.	PUNCT
emaj-229	263	1	state	state	NOUN
emaj-229	263	2	key	key	ADJ
emaj-229	263	3	laboratory	laboratory	NOUN
emaj-229	263	4	of	of	ADP
emaj-229	263	5	high	high	ADJ
emaj-229	263	6	-	-	PUNCT
emaj-229	263	7	end	end	NOUN
emaj-229	263	8	server	server	NOUN
emaj-229	263	9	&	&	CCONJ
emaj-229	263	10	storage	storage	PROPN
emaj-229	263	11	technology	technology	PROPN
emaj-229	263	12	,	,	PUNCT
emaj-229	263	13	beijing	beijing	PROPN
emaj-229	263	14	,	,	PUNCT
emaj-229	263	15	china	china	PROPN
emaj-229	263	16	,	,	PUNCT
emaj-229	263	17	2	2	NUM
emaj-229	263	18	.	.	PUNCT
emaj-229	263	19	nagpure	nagpure	NOUN
emaj-229	263	20	,	,	PUNCT
emaj-229	263	21	a.r	a.r	PROPN
emaj-229	263	22	.	.	PROPN
emaj-229	263	23	(	(	PUNCT
emaj-229	263	24	2019	2019	NUM
emaj-229	263	25	)	)	PUNCT
emaj-229	263	26	.	.	PUNCT
emaj-229	264	1	prediction	prediction	NOUN
emaj-229	264	2	of	of	ADP
emaj-229	264	3	multi	multi	ADJ
emaj-229	264	4	-	-	ADJ
emaj-229	264	5	currency	currency	ADJ
emaj-229	264	6	exchange	exchange	NOUN
emaj-229	264	7	rates	rate	NOUN
emaj-229	264	8	usig	usig	PRON
emaj-229	264	9	deep	deep	ADJ
emaj-229	264	10	learning	learning	NOUN
emaj-229	264	11	.	.	PUNCT
emaj-229	265	1	international	international	ADJ
emaj-229	265	2	journal	journal	NOUN
emaj-229	265	3	of	of	ADP
emaj-229	265	4	innovative	innovative	ADJ
emaj-229	265	5	technology	technology	NOUN
emaj-229	265	6	and	and	CCONJ
emaj-229	265	7	exploring	explore	VERB
emaj-229	265	8	engineering	engineering	NOUN
emaj-229	265	9	.	.	PUNCT
emaj-229	266	1	8	8	NUM
emaj-229	266	2	(	(	PUNCT
emaj-229	266	3	6	6	NUM
emaj-229	266	4	)	)	PUNCT
emaj-229	266	5	,	,	PUNCT
emaj-229	266	6	april	april	PROPN
emaj-229	266	7	2019	2019	NUM
emaj-229	266	8	,	,	PUNCT
emaj-229	266	9	316322	316322	NUM
emaj-229	266	10	.	.	PUNCT
emaj-229	267	1	olah	olah	PROPN
emaj-229	267	2	,	,	PUNCT
emaj-229	267	3	c.	c.	PROPN
emaj-229	267	4	(	(	PUNCT
emaj-229	267	5	2015	2015	NUM
emaj-229	267	6	)	)	PUNCT
emaj-229	267	7	.	.	PUNCT
emaj-229	268	1	understanding	understand	VERB
emaj-229	268	2	lstm	lstm	ADJ
emaj-229	268	3	networks	network	NOUN
emaj-229	268	4	.	.	PUNCT
emaj-229	269	1	christopher	christopher	PROPN
emaj-229	269	2	olah	olah	PROPN
emaj-229	269	3	website	website	PROPN
emaj-229	269	4	.	.	PUNCT
emaj-229	270	1	http://colah.github.io/posts/2015-08understanding-lstms/.	http://colah.github.io/posts/2015-08understanding-lstms/.	PROPN
emaj-229	270	2	,	,	PUNCT
emaj-229	270	3	august	august	PROPN
emaj-229	270	4	27	27	NUM
emaj-229	270	5	,	,	PUNCT
emaj-229	270	6	2015	2015	NUM
emaj-229	270	7	.	.	PUNCT
emaj-229	271	1	prettenhofer	prettenhofer	NOUN
emaj-229	271	2	p.	p.	PROPN
emaj-229	271	3	,	,	PUNCT
emaj-229	271	4	stein	stein	PROPN
emaj-229	271	5	,	,	PUNCT
emaj-229	271	6	b.	b.	PROPN
emaj-229	271	7	(	(	PUNCT
emaj-229	271	8	2010	2010	NUM
emaj-229	271	9	)	)	PUNCT
emaj-229	271	10	.	.	PUNCT
emaj-229	272	1	cross	cross	ADJ
emaj-229	272	2	-	-	ADJ
emaj-229	272	3	language	language	NOUN
emaj-229	272	4	text	text	NOUN
emaj-229	272	5	classification	classification	NOUN
emaj-229	272	6	using	use	VERB
emaj-229	272	7	structural	structural	ADJ
emaj-229	272	8	correspondence	correspondence	NOUN
emaj-229	272	9	learning	learning	NOUN
emaj-229	272	10	.	.	PUNCT
emaj-229	273	1	proceedings	proceeding	NOUN
emaj-229	273	2	of	of	ADP
emaj-229	273	3	the	the	DET
emaj-229	273	4	48th	48th	ADJ
emaj-229	273	5	annual	annual	ADJ
emaj-229	273	6	meeting	meeting	NOUN
emaj-229	273	7	of	of	ADP
emaj-229	273	8	the	the	DET
emaj-229	273	9	association	association	NOUN
emaj-229	273	10	for	for	ADP
emaj-229	273	11	computational	computational	ADJ
emaj-229	273	12	linguistics	linguistic	NOUN
emaj-229	273	13	,	,	PUNCT
emaj-229	273	14	1118	1118	NUM
emaj-229	273	15	.	.	PUNCT
emaj-229	274	1	qi	qi	PROPN
emaj-229	274	2	,	,	PUNCT
emaj-229	274	3	l.	l.	PROPN
emaj-229	274	4	,	,	PUNCT
emaj-229	274	5	khushi	khushi	PROPN
emaj-229	274	6	,	,	PUNCT
emaj-229	274	7	m.	m.	NOUN
emaj-229	274	8	,	,	PUNCT
emaj-229	274	9	poon	poon	NOUN
emaj-229	274	10	,	,	PUNCT
emaj-229	274	11	j.	j.	PROPN
emaj-229	274	12	(	(	PUNCT
emaj-229	274	13	2020	2020	NUM
emaj-229	274	14	)	)	PUNCT
emaj-229	274	15	.	.	PUNCT
emaj-229	275	1	event	event	NOUN
emaj-229	275	2	-	-	PUNCT
emaj-229	275	3	driven	drive	VERB
emaj-229	275	4	lstm	lstm	NOUN
emaj-229	275	5	for	for	ADP
emaj-229	275	6	forex	forex	ADJ
emaj-229	275	7	price	price	NOUN
emaj-229	275	8	prediction	prediction	NOUN
emaj-229	275	9	.	.	PUNCT
emaj-229	276	1	ieee	ieee	PROPN
emaj-229	276	2	asia	asia	PROPN
emaj-229	276	3	-	-	PUNCT
emaj-229	276	4	pacific	pacific	PROPN
emaj-229	276	5	conference	conference	NOUN
emaj-229	276	6	on	on	ADP
emaj-229	276	7	computer	computer	NOUN
emaj-229	276	8	science	science	NOUN
emaj-229	276	9	and	and	CCONJ
emaj-229	276	10	data	datum	NOUN
emaj-229	276	11	engineering	engineering	NOUN
emaj-229	276	12	(	(	PUNCT
emaj-229	276	13	csde	csde	NOUN
emaj-229	276	14	)	)	PUNCT
emaj-229	276	15	,	,	PUNCT
emaj-229	276	16	gold	gold	NOUN
emaj-229	276	17	coast	coast	NOUN
emaj-229	276	18	,	,	PUNCT
emaj-229	276	19	qld	qld	PROPN
emaj-229	276	20	,	,	PUNCT
emaj-229	276	21	australia	australia	PROPN
emaj-229	276	22	,	,	PUNCT
emaj-229	276	23	16	16	NUM
emaj-229	276	24	-	-	SYM
emaj-229	276	25	18	18	NUM
emaj-229	276	26	december	december	PROPN
emaj-229	276	27	2020	2020	NUM
emaj-229	276	28	.	.	PUNCT
emaj-229	277	1	safiullin	safiullin	PROPN
emaj-229	277	2	,	,	PUNCT
emaj-229	277	3	m.r	m.r	PROPN
emaj-229	277	4	.	.	PROPN
emaj-229	277	5	,	,	PUNCT
emaj-229	277	6	elshin	elshin	PROPN
emaj-229	277	7	,	,	PUNCT
emaj-229	277	8	l.a	l.a	PROPN
emaj-229	277	9	.	.	PROPN
emaj-229	277	10	,	,	PUNCT
emaj-229	277	11	nikiforova	nikiforova	PROPN
emaj-229	277	12	,	,	PUNCT
emaj-229	277	13	e.g.	e.g.	ADV
emaj-229	277	14	,	,	PUNCT
emaj-229	277	15	prygunova	prygunova	PROPN
emaj-229	277	16	,	,	PUNCT
emaj-229	277	17	m.i	m.i	PROPN
emaj-229	277	18	.	.	PROPN
emaj-229	277	19	(	(	PUNCT
emaj-229	277	20	2016	2016	NUM
emaj-229	277	21	)	)	PUNCT
emaj-229	277	22	.	.	PUNCT
emaj-229	278	1	management	management	NOUN
emaj-229	278	2	of	of	ADP
emaj-229	278	3	environmental	environmental	ADJ
emaj-229	278	4	load	load	NOUN
emaj-229	278	5	factors	factor	NOUN
emaj-229	278	6	on	on	ADP
emaj-229	278	7	the	the	DET
emaj-229	278	8	territory	territory	NOUN
emaj-229	278	9	of	of	ADP
emaj-229	278	10	the	the	DET
emaj-229	278	11	socio	socio	NOUN
emaj-229	278	12	-	-	PUNCT
emaj-229	278	13	economic	economic	ADJ
emaj-229	278	14	well	well	NOUN
emaj-229	278	15	-	-	PUNCT
emaj-229	278	16	being	being	NOUN
emaj-229	278	17	of	of	ADP
emaj-229	278	18	the	the	DET
emaj-229	278	19	population	population	NOUN
emaj-229	278	20	.	.	PUNCT
emaj-229	279	1	academy	academy	NOUN
emaj-229	279	2	of	of	ADP
emaj-229	279	3	strategic	strategic	ADJ
emaj-229	279	4	management	management	NOUN
emaj-229	279	5	journal	journal	NOUN
emaj-229	279	6	.	.	PUNCT
emaj-229	280	1	15(1	15(1	NUM
emaj-229	280	2	)	)	PUNCT
emaj-229	280	3	,	,	PUNCT
emaj-229	280	4	104	104	NUM
emaj-229	280	5	-	-	SYM
emaj-229	280	6	113	113	NUM
emaj-229	280	7	.	.	PUNCT
emaj-229	281	1	seni	seni	PROPN
emaj-229	281	2	,	,	PUNCT
emaj-229	281	3	g.	g.	PROPN
emaj-229	281	4	,	,	PUNCT
emaj-229	281	5	elder	elder	NOUN
emaj-229	281	6	,	,	PUNCT
emaj-229	281	7	j.	j.	PROPN
emaj-229	281	8	(	(	PUNCT
emaj-229	281	9	2010	2010	NUM
emaj-229	281	10	)	)	PUNCT
emaj-229	281	11	.	.	PUNCT
emaj-229	282	1	ensemble	ensemble	ADJ
emaj-229	282	2	methods	method	NOUN
emaj-229	282	3	in	in	ADP
emaj-229	282	4	data	datum	NOUN
emaj-229	282	5	mining	mining	NOUN
emaj-229	282	6	:	:	PUNCT
emaj-229	282	7	improving	improve	VERB
emaj-229	282	8	accuracy	accuracy	NOUN
emaj-229	282	9	through	through	ADP
emaj-229	282	10	combining	combine	VERB
emaj-229	282	11	predictions	prediction	NOUN
emaj-229	282	12	.	.	PUNCT
emaj-229	283	1	morgan	morgan	PROPN
emaj-229	283	2	&	&	CCONJ
emaj-229	283	3	claypool	claypool	PROPN
emaj-229	283	4	.	.	PUNCT
emaj-229	284	1	volume	volume	NOUN
emaj-229	284	2	11	11	NUM
emaj-229	284	3	no	no	DET
emaj-229	284	4	2	2	NUM
emaj-229	284	5	(	(	PUNCT
emaj-229	284	6	2021	2021	NUM
emaj-229	284	7	)	)	PUNCT
emaj-229	284	8	|	|	ADV
emaj-229	284	9	issn	issn	VERB
emaj-229	284	10	2158	2158	NUM
emaj-229	284	11	-	-	SYM
emaj-229	284	12	8708	8708	NUM
emaj-229	284	13	(	(	PUNCT
emaj-229	284	14	online	online	NOUN
emaj-229	284	15	)	)	PUNCT
emaj-229	285	1	|	|	ADV
emaj-229	285	2	doi	doi	X
emaj-229	285	3	10.5195	10.5195	NUM
emaj-229	285	4	/	/	SYM
emaj-229	285	5	emaj.2021.229	emaj.2021.229	PROPN
emaj-229	285	6	|	|	ADV
emaj-229	285	7	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-229	285	8	furkan	furkan	PROPN
emaj-229	285	9	kayım	kayım	PROPN
emaj-229	285	10	,	,	PUNCT
emaj-229	285	11	atınç	atınç	PROPN
emaj-229	285	12	yılmaz	yılmaz	PROPN
emaj-229	285	13	emerging	emerge	VERB
emaj-229	285	14	markets	market	NOUN
emaj-229	285	15	journal	journal	NOUN
emaj-229	285	16	|	|	ADV
emaj-229	285	17	p	p	NOUN
emaj-229	285	18	a	a	DET
emaj-229	285	19	g	g	NOUN
emaj-229	285	20	e	e	NOUN
emaj-229	285	21	|15	|15	NOUN
emaj-229	285	22	sharif	sharif	PROPN
emaj-229	285	23	,	,	PUNCT
emaj-229	285	24	k.	k.	PROPN
emaj-229	285	25	,	,	PUNCT
emaj-229	285	26	varshini	varshini	PROPN
emaj-229	285	27	,	,	PUNCT
emaj-229	285	28	c.s	c.s	PROPN
emaj-229	285	29	.	.	PROPN
emaj-229	285	30	,	,	PUNCT
emaj-229	285	31	sreekanth	sreekanth	PROPN
emaj-229	285	32	,	,	PUNCT
emaj-229	285	33	g.	g.	PROPN
emaj-229	285	34	,	,	PUNCT
emaj-229	285	35	sharif	sharif	PROPN
emaj-229	285	36	,	,	PUNCT
emaj-229	285	37	g.h.s.k	g.h.s.k	PROPN
emaj-229	285	38	.	.	PROPN
emaj-229	285	39	(	(	PUNCT
emaj-229	285	40	2020	2020	NUM
emaj-229	285	41	)	)	PUNCT
emaj-229	285	42	.	.	PUNCT
emaj-229	286	1	sign	sign	VERB
emaj-229	286	2	language	language	NOUN
emaj-229	286	3	recognition	recognition	NOUN
emaj-229	286	4	.	.	PUNCT
emaj-229	287	1	international	international	ADJ
emaj-229	287	2	journal	journal	PROPN
emaj-229	287	3	of	of	ADP
emaj-229	287	4	engineering	engineering	PROPN
emaj-229	287	5	research	research	NOUN
emaj-229	287	6	&	&	CCONJ
emaj-229	287	7	technology	technology	PROPN
emaj-229	287	8	(	(	PUNCT
emaj-229	287	9	ijert	ijert	PROPN
emaj-229	287	10	)	)	PUNCT
emaj-229	287	11	.	.	PUNCT
emaj-229	288	1	https://www.ijert.org/	https://www.ijert.org/	ADJ
emaj-229	288	2	,	,	PUNCT
emaj-229	288	3	9	9	NUM
emaj-229	288	4	(	(	PUNCT
emaj-229	288	5	5	5	NUM
emaj-229	288	6	)	)	PUNCT
emaj-229	288	7	,	,	PUNCT
emaj-229	288	8	,	,	PUNCT
emaj-229	288	9	may-2020	may-2020	NOUN
emaj-229	288	10	,	,	PUNCT
emaj-229	288	11	1133	1133	NUM
emaj-229	288	12	.	.	PUNCT
emaj-229	289	1	turkiye	turkiye	PROPN
emaj-229	289	2	cumhuriyet	cumhuriyet	PROPN
emaj-229	289	3	merkez	merkez	PROPN
emaj-229	289	4	bankası	bankası	PROPN
emaj-229	289	5	tcmb	tcmb	NOUN
emaj-229	289	6	(	(	PUNCT
emaj-229	289	7	2019	2019	NUM
emaj-229	289	8	)	)	PUNCT
emaj-229	289	9	.	.	PUNCT
emaj-229	290	1	central	central	ADJ
emaj-229	290	2	bank	bank	PROPN
emaj-229	290	3	of	of	ADP
emaj-229	290	4	the	the	DET
emaj-229	290	5	republic	republic	NOUN
emaj-229	290	6	of	of	ADP
emaj-229	290	7	turkey	turkey	PROPN
emaj-229	290	8	.	.	PUNCT
emaj-229	291	1	may	may	AUX
emaj-229	291	2	2019	2019	NUM
emaj-229	291	3	.	.	PUNCT
emaj-229	292	1	[	[	X
emaj-229	292	2	online	online	X
emaj-229	292	3	]	]	X
emaj-229	292	4	.	.	PUNCT
emaj-229	293	1	https://evds2.tcmb.gov.tr/index.php?/evds/serie	https://evds2.tcmb.gov.tr/index.php?/evds/serie	PROPN
emaj-229	293	2	market/#collapse_2	market/#collapse_2	PROPN
emaj-229	293	3	wang	wang	PROPN
emaj-229	293	4	c.	c.	PROPN
emaj-229	293	5	,	,	PUNCT
emaj-229	293	6	mahadevan	mahadevan	PROPN
emaj-229	293	7	,	,	PUNCT
emaj-229	293	8	s.	s.	PROPN
emaj-229	293	9	(	(	PUNCT
emaj-229	293	10	2011	2011	NUM
emaj-229	293	11	)	)	PUNCT
emaj-229	293	12	.	.	PUNCT
emaj-229	294	1	heterogeneous	heterogeneous	ADJ
emaj-229	294	2	domain	domain	NOUN
emaj-229	294	3	adaptation	adaptation	NOUN
emaj-229	294	4	using	use	VERB
emaj-229	294	5	manifold	manifold	ADJ
emaj-229	294	6	alignment	alignment	NOUN
emaj-229	294	7	.	.	PUNCT
emaj-229	295	1	proceedings	proceeding	NOUN
emaj-229	295	2	of	of	ADP
emaj-229	295	3	the	the	DET
emaj-229	295	4	22nd	22nd	ADJ
emaj-229	295	5	international	international	ADJ
emaj-229	295	6	joint	joint	ADJ
emaj-229	295	7	conference	conference	NOUN
emaj-229	295	8	on	on	ADP
emaj-229	295	9	artificial	artificial	ADJ
emaj-229	295	10	intelligence	intelligence	NOUN
emaj-229	295	11	,	,	PUNCT
emaj-229	295	12	47	47	NUM
emaj-229	295	13	.	.	PUNCT
emaj-229	296	1	yao	yao	PROPN
emaj-229	296	2	,	,	PUNCT
emaj-229	296	3	l.	l.	PROPN
emaj-229	296	4	,	,	PUNCT
emaj-229	296	5	ma	ma	PROPN
emaj-229	296	6	,	,	PUNCT
emaj-229	296	7	r.	r.	PROPN
emaj-229	296	8	,	,	PUNCT
emaj-229	296	9	wang	wang	PROPN
emaj-229	296	10	,	,	PUNCT
emaj-229	296	11	h.	h.	PROPN
emaj-229	296	12	(	(	PUNCT
emaj-229	296	13	2021	2021	NUM
emaj-229	296	14	)	)	PUNCT
emaj-229	296	15	.	.	PUNCT
emaj-229	297	1	baidu	baidu	PROPN
emaj-229	297	2	index	index	NOUN
emaj-229	297	3	-	-	PUNCT
emaj-229	297	4	based	base	VERB
emaj-229	297	5	forecast	forecast	NOUN
emaj-229	297	6	of	of	ADP
emaj-229	297	7	daily	daily	ADJ
emaj-229	297	8	tourist	tourist	NOUN
emaj-229	297	9	arrivals	arrival	NOUN
emaj-229	297	10	through	through	ADP
emaj-229	297	11	rescaled	rescaled	ADJ
emaj-229	297	12	range	range	NOUN
emaj-229	297	13	analysis	analysis	NOUN
emaj-229	297	14	,	,	PUNCT
emaj-229	297	15	support	support	NOUN
emaj-229	297	16	vectorregression	vectorregression	NOUN
emaj-229	297	17	,	,	PUNCT
emaj-229	297	18	and	and	CCONJ
emaj-229	297	19	autoregressive	autoregressive	ADJ
emaj-229	297	20	integrated	integrated	ADJ
emaj-229	297	21	moving	move	VERB
emaj-229	297	22	average	average	NOUN
emaj-229	297	23	,	,	PUNCT
emaj-229	297	24	alexandria	alexandria	PROPN
emaj-229	297	25	engineering	engineering	PROPN
emaj-229	297	26	journal	journal	PROPN
emaj-229	297	27	,	,	PUNCT
emaj-229	297	28	60(1	60(1	NUM
emaj-229	297	29	)	)	PUNCT
emaj-229	297	30	,	,	PUNCT
emaj-229	297	31	365	365	NUM
emaj-229	297	32	-	-	SYM
emaj-229	297	33	372	372	NUM
emaj-229	297	34	.	.	PUNCT
emaj-229	297	35	yavilioğlu	yavilioğlu	PROPN
emaj-229	297	36	,	,	PUNCT
emaj-229	297	37	c.	c.	PROPN
emaj-229	297	38	,	,	PUNCT
emaj-229	297	39	delice	delice	PROPN
emaj-229	297	40	,	,	PUNCT
emaj-229	297	41	g.	g.	PROPN
emaj-229	297	42	(	(	PUNCT
emaj-229	297	43	2006	2006	NUM
emaj-229	297	44	)	)	PUNCT
emaj-229	297	45	.	.	PUNCT
emaj-229	298	1	tezgah	tezgah	NOUN
emaj-229	298	2	üstü	üstü	ADV
emaj-229	298	3	türev	türev	VERB
emaj-229	298	4	piyasalar	piyasalar	ADJ
emaj-229	298	5	:	:	PUNCT
emaj-229	298	6	bir	bir	NOUN
emaj-229	298	7	değerlendirme	değerlendirme	PROPN
emaj-229	298	8	.	.	PUNCT
emaj-229	299	1	maliye	maliye	PROPN
emaj-229	299	2	dergisi	dergisi	PROPN
emaj-229	299	3	.	.	PUNCT
emaj-229	300	1	(	(	PUNCT
emaj-229	300	2	151	151	NUM
emaj-229	300	3	)	)	PUNCT
emaj-229	300	4	,	,	PUNCT
emaj-229	300	5	53	53	NUM
emaj-229	300	6	-	-	SYM
emaj-229	300	7	84	84	NUM
emaj-229	300	8	.	.	PUNCT
emaj-229	301	1	yu	yu	PROPN
emaj-229	301	2	,	,	PUNCT
emaj-229	301	3	m.	m.	NOUN
emaj-229	301	4	,	,	PUNCT
emaj-229	301	5	fangcao	fangcao	PROPN
emaj-229	301	6	,	,	PUNCT
emaj-229	301	7	x.	x.	PROPN
emaj-229	301	8	,	,	PUNCT
emaj-229	301	9	hu	hu	PROPN
emaj-229	301	10	,	,	PUNCT
emaj-229	301	11	w.	w.	PROPN
emaj-229	301	12	,	,	PUNCT
emaj-229	301	13	sun	sun	PROPN
emaj-229	301	14	,	,	PUNCT
emaj-229	301	15	j.	j.	PROPN
emaj-229	301	16	,	,	PUNCT
emaj-229	301	17	cervone	cervone	PROPN
emaj-229	301	18	,	,	PUNCT
emaj-229	301	19	g.	g.	PROPN
emaj-229	301	20	(	(	PUNCT
emaj-229	301	21	2021	2021	NUM
emaj-229	301	22	)	)	PUNCT
emaj-229	301	23	.	.	PUNCT
emaj-229	302	1	using	use	VERB
emaj-229	302	2	long	long	ADJ
emaj-229	302	3	short	short	ADJ
emaj-229	302	4	-	-	PUNCT
emaj-229	302	5	term	term	NOUN
emaj-229	302	6	memory	memory	NOUN
emaj-229	302	7	(	(	PUNCT
emaj-229	302	8	lstm	lstm	NOUN
emaj-229	302	9	)	)	PUNCT
emaj-229	302	10	and	and	CCONJ
emaj-229	302	11	internet	internet	NOUN
emaj-229	302	12	of	of	ADP
emaj-229	302	13	things	thing	NOUN
emaj-229	302	14	for	for	ADP
emaj-229	302	15	localized	localized	ADJ
emaj-229	302	16	surface	surface	NOUN
emaj-229	302	17	temperature	temperature	NOUN
emaj-229	302	18	forecasting	forecasting	NOUN
emaj-229	302	19	in	in	ADP
emaj-229	302	20	an	an	DET
emaj-229	302	21	urban	urban	ADJ
emaj-229	302	22	environment	environment	NOUN
emaj-229	302	23	.	.	PUNCT
emaj-229	303	1	arxiv:2102.02892	arxiv:2102.02892	NOUN
emaj-229	303	2	zhou	zhou	PROPN
emaj-229	303	3	,	,	PUNCT
emaj-229	303	4	z	z	PROPN
emaj-229	303	5	-	-	PUNCT
emaj-229	303	6	h.	h.	PROPN
emaj-229	303	7	(	(	PUNCT
emaj-229	303	8	2012	2012	NUM
emaj-229	303	9	)	)	PUNCT
emaj-229	303	10	.	.	PUNCT
emaj-229	304	1	ensemble	ensemble	ADJ
emaj-229	304	2	methods	method	NOUN
emaj-229	304	3	:	:	PUNCT
emaj-229	304	4	foundations	foundation	NOUN
emaj-229	304	5	and	and	CCONJ
emaj-229	304	6	algorithms	algorithm	NOUN
emaj-229	304	7	.	.	PUNCT
emaj-229	305	1	chapman	chapman	NOUN
emaj-229	305	2	and	and	CCONJ
emaj-229	305	3	hall	hall	PROPN
emaj-229	305	4	/	/	SYM
emaj-229	305	5	crc	crc	PROPN
emaj-229	305	6	.	.	PUNCT