id	sid	tid	token	lemma	pos
fbem-11205	1	1	frontiers	frontier	NOUN
fbem-11205	1	2	in	in	ADP
fbem-11205	1	3	business	business	NOUN
fbem-11205	1	4	,	,	PUNCT
fbem-11205	1	5	economics	economic	NOUN
fbem-11205	1	6	and	and	CCONJ
fbem-11205	1	7	management	management	NOUN
fbem-11205	1	8	issn	issn	PROPN
fbem-11205	1	9	:	:	PUNCT
fbem-11205	1	10	2766	2766	NUM
fbem-11205	1	11	-	-	PUNCT
fbem-11205	1	12	824x	824x	NUM
fbem-11205	1	13	|	|	ADJ
fbem-11205	1	14	vol	vol	NOUN
fbem-11205	1	15	.	.	PROPN
fbem-11205	2	1	10	10	NUM
fbem-11205	2	2	,	,	PUNCT
fbem-11205	2	3	no	no	INTJ
fbem-11205	2	4	.	.	NOUN
fbem-11205	2	5	3	3	NUM
fbem-11205	2	6	,	,	PUNCT
fbem-11205	2	7	2023	2023	NUM
fbem-11205	2	8	28	28	NUM
fbem-11205	2	9	oil	oil	NOUN
fbem-11205	2	10	price	price	NOUN
fbem-11205	2	11	forecasting	forecasting	NOUN
fbem-11205	2	12	model	model	NOUN
fbem-11205	2	13	based	base	VERB
fbem-11205	2	14	on	on	ADP
fbem-11205	2	15	garch	garch	NOUN
fbem-11205	2	16	-	-	PUNCT
fbem-11205	2	17	lstm	lstm	NOUN
fbem-11205	2	18	model	model	NOUN
fbem-11205	2	19	xiaojing	xiaoje	VERB
fbem-11205	2	20	fu1	fu1	PROPN
fbem-11205	2	21	,	,	PUNCT
fbem-11205	2	22	*	*	PUNCT
fbem-11205	2	23	1institute	1institute	NUM
fbem-11205	2	24	of	of	ADP
fbem-11205	2	25	problem	problem	NOUN
fbem-11205	2	26	solving	solving	NOUN
fbem-11205	2	27	,	,	PUNCT
fbem-11205	2	28	hunan	hunan	PROPN
fbem-11205	2	29	normal	normal	PROPN
fbem-11205	2	30	university	university	PROPN
fbem-11205	2	31	,	,	PUNCT
fbem-11205	2	32	changsha	changsha	PROPN
fbem-11205	2	33	,	,	PUNCT
fbem-11205	2	34	410081	410081	NUM
fbem-11205	2	35	,	,	PUNCT
fbem-11205	3	1	china	china	PROPN
fbem-11205	3	2	*	*	PUNCT
fbem-11205	3	3	corresponding	correspond	VERB
fbem-11205	3	4	author	author	NOUN
fbem-11205	3	5	’s	’s	PART
fbem-11205	3	6	e	e	NOUN
fbem-11205	3	7	-	-	NOUN
fbem-11205	3	8	mail	mail	NOUN
fbem-11205	3	9	:	:	PUNCT
fbem-11205	3	10	fxj_7222@163.com	fxj_7222@163.com	X
fbem-11205	3	11	abstract	abstract	NOUN
fbem-11205	3	12	:	:	PUNCT
fbem-11205	3	13	based	base	VERB
fbem-11205	3	14	on	on	ADP
fbem-11205	3	15	the	the	DET
fbem-11205	3	16	importance	importance	NOUN
fbem-11205	3	17	of	of	ADP
fbem-11205	3	18	oil	oil	NOUN
fbem-11205	3	19	in	in	ADP
fbem-11205	3	20	daily	daily	ADJ
fbem-11205	3	21	life	life	NOUN
fbem-11205	3	22	and	and	CCONJ
fbem-11205	3	23	economic	economic	ADJ
fbem-11205	3	24	development	development	NOUN
fbem-11205	3	25	,	,	PUNCT
fbem-11205	3	26	the	the	DET
fbem-11205	3	27	price	price	NOUN
fbem-11205	3	28	prediction	prediction	NOUN
fbem-11205	3	29	of	of	ADP
fbem-11205	3	30	oil	oil	NOUN
fbem-11205	3	31	has	have	AUX
fbem-11205	3	32	become	become	VERB
fbem-11205	3	33	a	a	DET
fbem-11205	3	34	pressing	press	VERB
fbem-11205	3	35	problem	problem	NOUN
fbem-11205	3	36	.	.	PUNCT
fbem-11205	4	1	previously	previously	ADV
fbem-11205	4	2	,	,	PUNCT
fbem-11205	4	3	the	the	DET
fbem-11205	4	4	methods	method	NOUN
fbem-11205	4	5	for	for	ADP
fbem-11205	4	6	oil	oil	NOUN
fbem-11205	4	7	price	price	NOUN
fbem-11205	4	8	prediction	prediction	NOUN
fbem-11205	4	9	were	be	AUX
fbem-11205	4	10	broadly	broadly	ADV
fbem-11205	4	11	divided	divide	VERB
fbem-11205	4	12	into	into	ADP
fbem-11205	4	13	two	two	NUM
fbem-11205	4	14	categories	category	NOUN
fbem-11205	4	15	,	,	PUNCT
fbem-11205	4	16	respectively	respectively	ADV
fbem-11205	4	17	,	,	PUNCT
fbem-11205	4	18	statistical	statistical	ADJ
fbem-11205	4	19	-	-	PUNCT
fbem-11205	4	20	based	base	VERB
fbem-11205	4	21	prediction	prediction	NOUN
fbem-11205	4	22	,	,	PUNCT
fbem-11205	4	23	which	which	PRON
fbem-11205	4	24	has	have	VERB
fbem-11205	4	25	more	more	ADV
fbem-11205	4	26	reliable	reliable	ADJ
fbem-11205	4	27	mathematical	mathematical	ADJ
fbem-11205	4	28	principles	principle	NOUN
fbem-11205	4	29	,	,	PUNCT
fbem-11205	4	30	but	but	CCONJ
fbem-11205	4	31	the	the	DET
fbem-11205	4	32	prediction	prediction	NOUN
fbem-11205	4	33	effect	effect	NOUN
fbem-11205	4	34	is	be	AUX
fbem-11205	4	35	not	not	PART
fbem-11205	4	36	very	very	ADV
fbem-11205	4	37	ideal	ideal	ADJ
fbem-11205	4	38	,	,	PUNCT
fbem-11205	4	39	and	and	CCONJ
fbem-11205	4	40	deep	deep	ADJ
fbem-11205	4	41	learning	learning	NOUN
fbem-11205	4	42	methods	method	NOUN
fbem-11205	4	43	,	,	PUNCT
fbem-11205	4	44	which	which	PRON
fbem-11205	4	45	use	use	VERB
fbem-11205	4	46	neural	neural	ADJ
fbem-11205	4	47	networks	network	NOUN
fbem-11205	4	48	for	for	ADP
fbem-11205	4	49	prediction	prediction	NOUN
fbem-11205	4	50	,	,	PUNCT
fbem-11205	4	51	although	although	SCONJ
fbem-11205	4	52	the	the	DET
fbem-11205	4	53	prediction	prediction	NOUN
fbem-11205	4	54	effect	effect	NOUN
fbem-11205	4	55	is	be	AUX
fbem-11205	4	56	more	more	ADV
fbem-11205	4	57	ideal	ideal	ADJ
fbem-11205	4	58	,	,	PUNCT
fbem-11205	4	59	but	but	CCONJ
fbem-11205	4	60	there	there	PRON
fbem-11205	4	61	are	be	VERB
fbem-11205	4	62	still	still	ADV
fbem-11205	4	63	many	many	ADJ
fbem-11205	4	64	mathematical	mathematical	ADJ
fbem-11205	4	65	features	feature	NOUN
fbem-11205	4	66	in	in	ADP
fbem-11205	4	67	the	the	DET
fbem-11205	4	68	data	datum	NOUN
fbem-11205	4	69	have	have	AUX
fbem-11205	4	70	not	not	PART
fbem-11205	4	71	been	be	AUX
fbem-11205	4	72	completely	completely	ADV
fbem-11205	4	73	extracted	extract	VERB
fbem-11205	4	74	.	.	PUNCT
fbem-11205	5	1	therefore	therefore	ADV
fbem-11205	5	2	,	,	PUNCT
fbem-11205	5	3	this	this	DET
fbem-11205	5	4	paper	paper	NOUN
fbem-11205	5	5	combines	combine	VERB
fbem-11205	5	6	the	the	DET
fbem-11205	5	7	statistical	statistical	ADJ
fbem-11205	5	8	method	method	NOUN
fbem-11205	5	9	with	with	ADP
fbem-11205	5	10	the	the	DET
fbem-11205	5	11	deep	deep	ADJ
fbem-11205	5	12	learning	learning	NOUN
fbem-11205	5	13	method	method	NOUN
fbem-11205	5	14	,	,	PUNCT
fbem-11205	5	15	the	the	DET
fbem-11205	5	16	statistical	statistical	ADJ
fbem-11205	5	17	method	method	NOUN
fbem-11205	5	18	selects	select	VERB
fbem-11205	5	19	the	the	DET
fbem-11205	5	20	garch	garch	NOUN
fbem-11205	5	21	family	family	NOUN
fbem-11205	5	22	model	model	NOUN
fbem-11205	5	23	,	,	PUNCT
fbem-11205	5	24	and	and	CCONJ
fbem-11205	5	25	the	the	DET
fbem-11205	5	26	deep	deep	ADJ
fbem-11205	5	27	learning	learning	NOUN
fbem-11205	5	28	method	method	NOUN
fbem-11205	5	29	selects	select	VERB
fbem-11205	5	30	the	the	DET
fbem-11205	5	31	lstm	lstm	PROPN
fbem-11205	5	32	model	model	NOUN
fbem-11205	5	33	,	,	PUNCT
fbem-11205	5	34	and	and	CCONJ
fbem-11205	5	35	establishes	establish	VERB
fbem-11205	5	36	the	the	DET
fbem-11205	5	37	garch	garch	NOUN
fbem-11205	5	38	-	-	PUNCT
fbem-11205	5	39	lstm	lstm	NOUN
fbem-11205	5	40	hybrid	hybrid	NOUN
fbem-11205	5	41	model	model	NOUN
fbem-11205	5	42	for	for	ADP
fbem-11205	5	43	oil	oil	NOUN
fbem-11205	5	44	price	price	NOUN
fbem-11205	5	45	prediction	prediction	NOUN
fbem-11205	5	46	.	.	PUNCT
fbem-11205	6	1	the	the	DET
fbem-11205	6	2	experimental	experimental	ADJ
fbem-11205	6	3	data	datum	NOUN
fbem-11205	6	4	are	be	AUX
fbem-11205	6	5	selected	select	VERB
fbem-11205	6	6	from	from	ADP
fbem-11205	6	7	brent	brent	PROPN
fbem-11205	6	8	crude	crude	PROPN
fbem-11205	6	9	oil	oil	NOUN
fbem-11205	6	10	from	from	ADP
fbem-11205	6	11	january	january	PROPN
fbem-11205	6	12	2000	2000	NUM
fbem-11205	6	13	to	to	ADP
fbem-11205	6	14	december	december	PROPN
fbem-11205	6	15	2022	2022	NUM
fbem-11205	6	16	.	.	PUNCT
fbem-11205	7	1	after	after	ADP
fbem-11205	7	2	fitting	fit	VERB
fbem-11205	7	3	the	the	DET
fbem-11205	7	4	data	datum	NOUN
fbem-11205	7	5	using	use	VERB
fbem-11205	7	6	different	different	ADJ
fbem-11205	7	7	models	model	NOUN
fbem-11205	7	8	,	,	PUNCT
fbem-11205	7	9	by	by	ADP
fbem-11205	7	10	calculating	calculate	VERB
fbem-11205	7	11	their	their	PRON
fbem-11205	7	12	corresponding	correspond	VERB
fbem-11205	7	13	fitting	fitting	ADJ
fbem-11205	7	14	accuracy	accuracy	NOUN
fbem-11205	7	15	,	,	PUNCT
fbem-11205	7	16	it	it	PRON
fbem-11205	7	17	can	can	AUX
fbem-11205	7	18	be	be	AUX
fbem-11205	7	19	found	find	VERB
fbem-11205	7	20	that	that	SCONJ
fbem-11205	7	21	the	the	DET
fbem-11205	7	22	fitting	fitting	ADJ
fbem-11205	7	23	accuracy	accuracy	NOUN
fbem-11205	7	24	of	of	ADP
fbem-11205	7	25	the	the	DET
fbem-11205	7	26	garch	garch	NOUN
fbem-11205	7	27	-	-	PUNCT
fbem-11205	7	28	lstm	lstm	NOUN
fbem-11205	7	29	model	model	NOUN
fbem-11205	7	30	is	be	AUX
fbem-11205	7	31	significantly	significantly	ADV
fbem-11205	7	32	better	well	ADJ
fbem-11205	7	33	than	than	ADP
fbem-11205	7	34	other	other	ADJ
fbem-11205	7	35	models	model	NOUN
fbem-11205	7	36	,	,	PUNCT
fbem-11205	7	37	and	and	CCONJ
fbem-11205	7	38	its	its	PRON
fbem-11205	7	39	rmse	rmse	NOUN
fbem-11205	7	40	corresponds	correspond	VERB
fbem-11205	7	41	to	to	ADP
fbem-11205	7	42	0.148	0.148	NUM
fbem-11205	7	43	%	%	NOUN
fbem-11205	7	44	and	and	CCONJ
fbem-11205	7	45	mae	mae	PROPN
fbem-11205	7	46	to	to	ADP
fbem-11205	7	47	1.378	1.378	NUM
fbem-11205	7	48	%	%	NOUN
fbem-11205	7	49	.	.	PUNCT
fbem-11205	8	1	the	the	DET
fbem-11205	8	2	model	model	NOUN
fbem-11205	8	3	can	can	AUX
fbem-11205	8	4	be	be	AUX
fbem-11205	8	5	trained	train	VERB
fbem-11205	8	6	both	both	CCONJ
fbem-11205	8	7	by	by	ADP
fbem-11205	8	8	the	the	DET
fbem-11205	8	9	mathematical	mathematical	ADJ
fbem-11205	8	10	features	feature	NOUN
fbem-11205	8	11	in	in	ADP
fbem-11205	8	12	the	the	DET
fbem-11205	8	13	data	datum	NOUN
fbem-11205	8	14	through	through	ADP
fbem-11205	8	15	the	the	DET
fbem-11205	8	16	garch	garch	NOUN
fbem-11205	8	17	model	model	NOUN
fbem-11205	8	18	and	and	CCONJ
fbem-11205	8	19	in	in	ADP
fbem-11205	8	20	depth	depth	NOUN
fbem-11205	8	21	using	use	VERB
fbem-11205	8	22	the	the	DET
fbem-11205	8	23	lstm	lstm	ADJ
fbem-11205	8	24	neural	neural	ADJ
fbem-11205	8	25	network	network	NOUN
fbem-11205	8	26	to	to	PART
fbem-11205	8	27	obtain	obtain	VERB
fbem-11205	8	28	more	more	ADV
fbem-11205	8	29	excellent	excellent	ADJ
fbem-11205	8	30	training	training	NOUN
fbem-11205	8	31	results	result	NOUN
fbem-11205	8	32	.	.	PUNCT
fbem-11205	9	1	keywords	keyword	NOUN
fbem-11205	9	2	:	:	PUNCT
fbem-11205	9	3	oil	oil	NOUN
fbem-11205	9	4	price	price	NOUN
fbem-11205	9	5	forecasting	forecasting	NOUN
fbem-11205	9	6	,	,	PUNCT
fbem-11205	9	7	garch	garch	NOUN
fbem-11205	9	8	family	family	NOUN
fbem-11205	9	9	model	model	NOUN
fbem-11205	9	10	,	,	PUNCT
fbem-11205	9	11	lstm	lstm	PROPN
fbem-11205	9	12	model	model	NOUN
fbem-11205	9	13	.	.	PUNCT
fbem-11205	10	1	1	1	X
fbem-11205	10	2	.	.	X
fbem-11205	10	3	introduction	introduction	NOUN
fbem-11205	10	4	oil	oil	NOUN
fbem-11205	10	5	is	be	AUX
fbem-11205	10	6	known	know	VERB
fbem-11205	10	7	as	as	ADP
fbem-11205	10	8	the	the	DET
fbem-11205	10	9	"	"	PUNCT
fbem-11205	10	10	blood	blood	NOUN
fbem-11205	10	11	of	of	ADP
fbem-11205	10	12	industry	industry	NOUN
fbem-11205	10	13	"	"	PUNCT
fbem-11205	10	14	and	and	CCONJ
fbem-11205	10	15	is	be	AUX
fbem-11205	10	16	an	an	DET
fbem-11205	10	17	extremely	extremely	ADV
fbem-11205	10	18	important	important	ADJ
fbem-11205	10	19	industrial	industrial	ADJ
fbem-11205	10	20	raw	raw	ADJ
fbem-11205	10	21	material	material	NOUN
fbem-11205	10	22	and	and	CCONJ
fbem-11205	10	23	power	power	NOUN
fbem-11205	10	24	source	source	NOUN
fbem-11205	10	25	.	.	PUNCT
fbem-11205	11	1	oil	oil	NOUN
fbem-11205	11	2	and	and	CCONJ
fbem-11205	11	3	its	its	PRON
fbem-11205	11	4	derivatives	derivative	NOUN
fbem-11205	11	5	play	play	VERB
fbem-11205	11	6	an	an	DET
fbem-11205	11	7	important	important	ADJ
fbem-11205	11	8	role	role	NOUN
fbem-11205	11	9	in	in	ADP
fbem-11205	11	10	the	the	DET
fbem-11205	11	11	country	country	NOUN
fbem-11205	11	12	's	's	PART
fbem-11205	11	13	industry	industry	NOUN
fbem-11205	11	14	,	,	PUNCT
fbem-11205	11	15	military	military	NOUN
fbem-11205	11	16	and	and	CCONJ
fbem-11205	11	17	people	people	NOUN
fbem-11205	11	18	's	's	PART
fbem-11205	11	19	food	food	NOUN
fbem-11205	11	20	,	,	PUNCT
fbem-11205	11	21	clothing	clothing	NOUN
fbem-11205	11	22	and	and	CCONJ
fbem-11205	11	23	housing	housing	NOUN
fbem-11205	11	24	,	,	PUNCT
fbem-11205	11	25	so	so	SCONJ
fbem-11205	11	26	oil	oil	NOUN
fbem-11205	11	27	price	price	NOUN
fbem-11205	11	28	fluctuations	fluctuation	NOUN
fbem-11205	11	29	can	can	AUX
fbem-11205	11	30	have	have	VERB
fbem-11205	11	31	a	a	DET
fbem-11205	11	32	certain	certain	ADJ
fbem-11205	11	33	impact	impact	NOUN
fbem-11205	11	34	on	on	ADP
fbem-11205	11	35	the	the	DET
fbem-11205	11	36	social	social	ADJ
fbem-11205	11	37	economy	economy	NOUN
fbem-11205	11	38	and	and	CCONJ
fbem-11205	11	39	even	even	ADV
fbem-11205	11	40	cause	cause	VERB
fbem-11205	11	41	political	political	ADJ
fbem-11205	11	42	instability	instability	NOUN
fbem-11205	11	43	.	.	PUNCT
fbem-11205	12	1	in	in	ADP
fbem-11205	12	2	recent	recent	ADJ
fbem-11205	12	3	years	year	NOUN
fbem-11205	12	4	,	,	PUNCT
fbem-11205	12	5	oil	oil	NOUN
fbem-11205	12	6	price	price	NOUN
fbem-11205	12	7	fluctuations	fluctuation	NOUN
fbem-11205	12	8	have	have	AUX
fbem-11205	12	9	been	be	AUX
fbem-11205	12	10	a	a	DET
fbem-11205	12	11	hot	hot	ADJ
fbem-11205	12	12	topic	topic	NOUN
fbem-11205	12	13	of	of	ADP
fbem-11205	12	14	discussion	discussion	NOUN
fbem-11205	12	15	,	,	PUNCT
fbem-11205	12	16	especially	especially	ADV
fbem-11205	12	17	since	since	SCONJ
fbem-11205	12	18	the	the	DET
fbem-11205	12	19	outbreak	outbreak	NOUN
fbem-11205	12	20	of	of	ADP
fbem-11205	12	21	the	the	DET
fbem-11205	12	22	epidemic	epidemic	NOUN
fbem-11205	12	23	in	in	ADP
fbem-11205	12	24	2020	2020	NUM
fbem-11205	12	25	,	,	PUNCT
fbem-11205	12	26	international	international	ADJ
fbem-11205	12	27	oil	oil	NOUN
fbem-11205	12	28	prices	price	NOUN
fbem-11205	12	29	have	have	AUX
fbem-11205	12	30	continued	continue	VERB
fbem-11205	12	31	to	to	PART
fbem-11205	12	32	rise	rise	VERB
fbem-11205	12	33	sharply	sharply	ADV
fbem-11205	12	34	,	,	PUNCT
fbem-11205	12	35	once	once	ADV
fbem-11205	12	36	approaching	approach	VERB
fbem-11205	12	37	the	the	DET
fbem-11205	12	38	peak	peak	NOUN
fbem-11205	12	39	of	of	ADP
fbem-11205	12	40	international	international	ADJ
fbem-11205	12	41	oil	oil	NOUN
fbem-11205	12	42	prices	price	NOUN
fbem-11205	12	43	during	during	ADP
fbem-11205	12	44	the	the	DET
fbem-11205	12	45	financial	financial	ADJ
fbem-11205	12	46	crisis	crisis	NOUN
fbem-11205	12	47	in	in	ADP
fbem-11205	12	48	2008	2008	NUM
fbem-11205	12	49	.	.	PUNCT
fbem-11205	13	1	the	the	DET
fbem-11205	13	2	current	current	ADJ
fbem-11205	13	3	oil	oil	NOUN
fbem-11205	13	4	price	price	NOUN
fbem-11205	13	5	trend	trend	NOUN
fbem-11205	13	6	has	have	AUX
fbem-11205	13	7	brought	bring	VERB
fbem-11205	13	8	about	about	ADP
fbem-11205	13	9	a	a	DET
fbem-11205	13	10	great	great	ADJ
fbem-11205	13	11	impact	impact	NOUN
fbem-11205	13	12	on	on	ADP
fbem-11205	13	13	the	the	DET
fbem-11205	13	14	economies	economy	NOUN
fbem-11205	13	15	of	of	ADP
fbem-11205	13	16	major	major	ADJ
fbem-11205	13	17	oil	oil	NOUN
fbem-11205	13	18	producing	produce	VERB
fbem-11205	13	19	and	and	CCONJ
fbem-11205	13	20	consuming	consume	VERB
fbem-11205	13	21	countries	country	NOUN
fbem-11205	13	22	around	around	ADP
fbem-11205	13	23	the	the	DET
fbem-11205	13	24	world	world	NOUN
fbem-11205	13	25	,	,	PUNCT
fbem-11205	13	26	and	and	CCONJ
fbem-11205	13	27	further	far	ADV
fbem-11205	13	28	affects	affect	VERB
fbem-11205	13	29	the	the	DET
fbem-11205	13	30	recovery	recovery	NOUN
fbem-11205	13	31	process	process	NOUN
fbem-11205	13	32	of	of	ADP
fbem-11205	13	33	the	the	DET
fbem-11205	13	34	global	global	ADJ
fbem-11205	13	35	economy.[1	economy.[1	PROPN
fbem-11205	13	36	]	]	PUNCT
fbem-11205	13	37	therefore	therefore	ADV
fbem-11205	13	38	,	,	PUNCT
fbem-11205	13	39	it	it	PRON
fbem-11205	13	40	is	be	AUX
fbem-11205	13	41	important	important	ADJ
fbem-11205	13	42	to	to	PART
fbem-11205	13	43	forecast	forecast	VERB
fbem-11205	13	44	oil	oil	NOUN
fbem-11205	13	45	prices	price	NOUN
fbem-11205	13	46	,	,	PUNCT
fbem-11205	13	47	and	and	CCONJ
fbem-11205	13	48	only	only	ADV
fbem-11205	13	49	by	by	ADP
fbem-11205	13	50	mastering	master	VERB
fbem-11205	13	51	the	the	DET
fbem-11205	13	52	fluctuations	fluctuation	NOUN
fbem-11205	13	53	of	of	ADP
fbem-11205	13	54	international	international	ADJ
fbem-11205	13	55	crude	crude	ADJ
fbem-11205	13	56	oil	oil	NOUN
fbem-11205	13	57	prices	price	NOUN
fbem-11205	13	58	can	can	AUX
fbem-11205	13	59	we	we	PRON
fbem-11205	13	60	ensure	ensure	VERB
fbem-11205	13	61	the	the	DET
fbem-11205	13	62	continuous	continuous	ADJ
fbem-11205	13	63	and	and	CCONJ
fbem-11205	13	64	stable	stable	ADJ
fbem-11205	13	65	development	development	NOUN
fbem-11205	13	66	of	of	ADP
fbem-11205	13	67	economic	economic	ADJ
fbem-11205	13	68	markets	market	NOUN
fbem-11205	13	69	.	.	PUNCT
fbem-11205	14	1	at	at	ADP
fbem-11205	14	2	the	the	DET
fbem-11205	14	3	same	same	ADJ
fbem-11205	14	4	time	time	NOUN
fbem-11205	14	5	,	,	PUNCT
fbem-11205	14	6	the	the	DET
fbem-11205	14	7	price	price	NOUN
fbem-11205	14	8	of	of	ADP
fbem-11205	14	9	oil	oil	NOUN
fbem-11205	14	10	also	also	ADV
fbem-11205	14	11	affects	affect	VERB
fbem-11205	14	12	the	the	DET
fbem-11205	14	13	prices	price	NOUN
fbem-11205	14	14	of	of	ADP
fbem-11205	14	15	its	its	PRON
fbem-11205	14	16	derivatives	derivative	NOUN
fbem-11205	14	17	,	,	PUNCT
fbem-11205	14	18	and	and	CCONJ
fbem-11205	14	19	making	make	VERB
fbem-11205	14	20	forecasts	forecast	NOUN
fbem-11205	14	21	of	of	ADP
fbem-11205	14	22	oil	oil	NOUN
fbem-11205	14	23	prices	price	NOUN
fbem-11205	14	24	can	can	AUX
fbem-11205	14	25	also	also	ADV
fbem-11205	14	26	better	well	ADV
fbem-11205	14	27	analyze	analyze	VERB
fbem-11205	14	28	the	the	DET
fbem-11205	14	29	direction	direction	NOUN
fbem-11205	14	30	of	of	ADP
fbem-11205	14	31	the	the	DET
fbem-11205	14	32	economic	economic	ADJ
fbem-11205	14	33	market	market	NOUN
fbem-11205	14	34	and	and	CCONJ
fbem-11205	14	35	reduce	reduce	VERB
fbem-11205	14	36	certain	certain	ADJ
fbem-11205	14	37	losses.[2	losses.[2	NOUN
fbem-11205	14	38	]	]	PUNCT
fbem-11205	14	39	the	the	DET
fbem-11205	14	40	existing	exist	VERB
fbem-11205	14	41	methods	method	NOUN
fbem-11205	14	42	for	for	ADP
fbem-11205	14	43	predicting	predict	VERB
fbem-11205	14	44	oil	oil	NOUN
fbem-11205	14	45	prices	price	NOUN
fbem-11205	14	46	have	have	AUX
fbem-11205	14	47	gradually	gradually	ADV
fbem-11205	14	48	been	be	AUX
fbem-11205	14	49	divided	divide	VERB
fbem-11205	14	50	into	into	ADP
fbem-11205	14	51	two	two	NUM
fbem-11205	14	52	schools	school	NOUN
fbem-11205	14	53	of	of	ADP
fbem-11205	14	54	thought	thought	NOUN
fbem-11205	14	55	with	with	ADP
fbem-11205	14	56	the	the	DET
fbem-11205	14	57	development	development	NOUN
fbem-11205	14	58	of	of	ADP
fbem-11205	14	59	technology	technology	NOUN
fbem-11205	14	60	,	,	PUNCT
fbem-11205	14	61	which	which	PRON
fbem-11205	14	62	are	be	AUX
fbem-11205	14	63	taking	take	VERB
fbem-11205	14	64	the	the	DET
fbem-11205	14	65	classical	classical	ADJ
fbem-11205	14	66	statistical	statistical	ADJ
fbem-11205	14	67	approach	approach	NOUN
fbem-11205	14	68	and	and	CCONJ
fbem-11205	14	69	the	the	DET
fbem-11205	14	70	more	more	ADV
fbem-11205	14	71	recently	recently	ADV
fbem-11205	14	72	developed	develop	VERB
fbem-11205	14	73	deep	deep	ADJ
fbem-11205	14	74	learning	learning	NOUN
fbem-11205	14	75	approach	approach	NOUN
fbem-11205	14	76	.	.	PUNCT
fbem-11205	15	1	ding	ding	NOUN
fbem-11205	15	2	,	,	PUNCT
fbem-11205	15	3	jingzhi	jingzhi	PROPN
fbem-11205	15	4	used	use	VERB
fbem-11205	15	5	arima	arima	PROPN
fbem-11205	15	6	model	model	NOUN
fbem-11205	15	7	to	to	PART
fbem-11205	15	8	model	model	VERB
fbem-11205	15	9	the	the	DET
fbem-11205	15	10	platts	platts	PROPN
fbem-11205	15	11	spot	spot	NOUN
fbem-11205	15	12	quotes	quote	NOUN
fbem-11205	15	13	of	of	ADP
fbem-11205	15	14	brent	brent	PROPN
fbem-11205	15	15	crude	crude	PROPN
fbem-11205	15	16	oil	oil	NOUN
fbem-11205	15	17	in	in	ADP
fbem-11205	15	18	the	the	DET
fbem-11205	15	19	international	international	ADJ
fbem-11205	15	20	oil	oil	NOUN
fbem-11205	15	21	market	market	NOUN
fbem-11205	15	22	from	from	ADP
fbem-11205	15	23	july	july	PROPN
fbem-11205	15	24	1999	1999	NUM
fbem-11205	15	25	to	to	ADP
fbem-11205	15	26	may	may	PROPN
fbem-11205	15	27	2005	2005	NUM
fbem-11205	15	28	and	and	CCONJ
fbem-11205	15	29	validated	validate	VERB
fbem-11205	15	30	the	the	DET
fbem-11205	15	31	model	model	NOUN
fbem-11205	15	32	with	with	ADP
fbem-11205	15	33	indicators	indicator	NOUN
fbem-11205	15	34	to	to	PART
fbem-11205	15	35	find	find	VERB
fbem-11205	15	36	a	a	DET
fbem-11205	15	37	good	good	ADJ
fbem-11205	15	38	fit	fit	NOUN
fbem-11205	16	1	[	[	X
fbem-11205	16	2	3	3	NUM
fbem-11205	16	3	]	]	PUNCT
fbem-11205	16	4	.	.	PUNCT
fbem-11205	17	1	since	since	SCONJ
fbem-11205	17	2	crude	crude	ADJ
fbem-11205	17	3	oil	oil	NOUN
fbem-11205	17	4	prices	price	NOUN
fbem-11205	17	5	are	be	AUX
fbem-11205	17	6	affected	affect	VERB
fbem-11205	17	7	by	by	ADP
fbem-11205	17	8	major	major	ADJ
fbem-11205	17	9	international	international	ADJ
fbem-11205	17	10	events	event	NOUN
fbem-11205	17	11	,	,	PUNCT
fbem-11205	17	12	variance	variance	NOUN
fbem-11205	17	13	values	value	NOUN
fbem-11205	17	14	are	be	AUX
fbem-11205	17	15	generated	generate	VERB
fbem-11205	17	16	.	.	PUNCT
fbem-11205	18	1	xun	xun	PROPN
fbem-11205	18	2	zhang	zhang	PROPN
fbem-11205	18	3	used	use	VERB
fbem-11205	18	4	the	the	DET
fbem-11205	18	5	bp	bp	PROPN
fbem-11205	18	6	multi	multi	ADJ
fbem-11205	18	7	-	-	ADJ
fbem-11205	18	8	breakpoint	breakpoint	ADJ
fbem-11205	18	9	detection	detection	NOUN
fbem-11205	18	10	algorithm	algorithm	NOUN
fbem-11205	18	11	proposed	propose	VERB
fbem-11205	18	12	by	by	ADP
fbem-11205	18	13	bai	bai	PROPN
fbem-11205	18	14	and	and	CCONJ
fbem-11205	18	15	perron	perron	PROPN
fbem-11205	18	16	to	to	PART
fbem-11205	18	17	detect	detect	VERB
fbem-11205	18	18	the	the	DET
fbem-11205	18	19	points	point	NOUN
fbem-11205	18	20	in	in	ADP
fbem-11205	18	21	time	time	NOUN
fbem-11205	18	22	when	when	SCONJ
fbem-11205	18	23	structural	structural	ADJ
fbem-11205	18	24	changes	change	NOUN
fbem-11205	18	25	in	in	ADP
fbem-11205	18	26	crude	crude	ADJ
fbem-11205	18	27	oil	oil	NOUN
fbem-11205	18	28	prices	price	NOUN
fbem-11205	18	29	occurred	occur	VERB
fbem-11205	18	30	from	from	ADP
fbem-11205	18	31	1946	1946	NUM
fbem-11205	18	32	to	to	ADP
fbem-11205	18	33	the	the	DET
fbem-11205	18	34	present	present	NOUN
fbem-11205	18	35	[	[	X
fbem-11205	18	36	4	4	NUM
fbem-11205	18	37	]	]	PUNCT
fbem-11205	18	38	.	.	PUNCT
fbem-11205	19	1	wu	wu	PROPN
fbem-11205	19	2	,	,	PUNCT
fbem-11205	19	3	hong	hong	PROPN
fbem-11205	19	4	et	et	PROPN
fbem-11205	19	5	al	al	PROPN
fbem-11205	19	6	.	.	PROPN
fbem-11205	19	7	proposed	propose	VERB
fbem-11205	19	8	a	a	DET
fbem-11205	19	9	time	time	NOUN
fbem-11205	19	10	series	series	NOUN
fbem-11205	19	11	forecasting	forecasting	NOUN
fbem-11205	19	12	model	model	NOUN
fbem-11205	19	13	based	base	VERB
fbem-11205	19	14	on	on	ADP
fbem-11205	19	15	a	a	DET
fbem-11205	19	16	combination	combination	NOUN
fbem-11205	19	17	of	of	ADP
fbem-11205	19	18	arima	arima	NOUN
fbem-11205	19	19	and	and	CCONJ
fbem-11205	19	20	svm	svm	PROPN
fbem-11205	19	21	based	base	VERB
fbem-11205	19	22	on	on	ADP
fbem-11205	19	23	a	a	DET
fbem-11205	19	24	comprehensive	comprehensive	ADJ
fbem-11205	19	25	analysis	analysis	NOUN
fbem-11205	19	26	of	of	ADP
fbem-11205	19	27	the	the	DET
fbem-11205	19	28	linear	linear	ADJ
fbem-11205	19	29	and	and	CCONJ
fbem-11205	19	30	nonlinear	nonlinear	ADJ
fbem-11205	19	31	conforming	conforming	ADJ
fbem-11205	19	32	characteristics	characteristic	NOUN
fbem-11205	19	33	of	of	ADP
fbem-11205	19	34	oil	oil	NOUN
fbem-11205	19	35	prices	price	NOUN
fbem-11205	19	36	[	[	X
fbem-11205	19	37	5	5	NUM
fbem-11205	19	38	]	]	PUNCT
fbem-11205	19	39	,	,	PUNCT
fbem-11205	19	40	and	and	CCONJ
fbem-11205	19	41	found	find	VERB
fbem-11205	19	42	that	that	SCONJ
fbem-11205	19	43	the	the	DET
fbem-11205	19	44	combined	combined	ADJ
fbem-11205	19	45	model	model	NOUN
fbem-11205	19	46	has	have	VERB
fbem-11205	19	47	higher	high	ADJ
fbem-11205	19	48	forecasting	forecasting	NOUN
fbem-11205	19	49	accuracy	accuracy	NOUN
fbem-11205	19	50	compared	compare	VERB
fbem-11205	19	51	to	to	ADP
fbem-11205	19	52	the	the	DET
fbem-11205	19	53	single	single	ADJ
fbem-11205	19	54	model	model	NOUN
fbem-11205	19	55	.	.	PUNCT
fbem-11205	20	1	before	before	ADP
fbem-11205	20	2	the	the	DET
fbem-11205	20	3	popularity	popularity	NOUN
fbem-11205	20	4	of	of	ADP
fbem-11205	20	5	deep	deep	ADJ
fbem-11205	20	6	learning	learning	NOUN
fbem-11205	20	7	methods	method	NOUN
fbem-11205	20	8	,	,	PUNCT
fbem-11205	20	9	the	the	DET
fbem-11205	20	10	more	more	ADV
fbem-11205	20	11	widely	widely	ADV
fbem-11205	20	12	used	use	VERB
fbem-11205	20	13	forecasting	forecasting	NOUN
fbem-11205	20	14	methods	method	NOUN
fbem-11205	20	15	were	be	AUX
fbem-11205	20	16	all	all	PRON
fbem-11205	20	17	corresponding	correspond	VERB
fbem-11205	20	18	within	within	ADP
fbem-11205	20	19	classical	classical	ADJ
fbem-11205	20	20	statistics	statistic	NOUN
fbem-11205	20	21	,	,	PUNCT
fbem-11205	20	22	and	and	CCONJ
fbem-11205	20	23	after	after	ADP
fbem-11205	20	24	2017	2017	NUM
fbem-11205	20	25	deep	deep	ADJ
fbem-11205	20	26	learning	learning	NOUN
fbem-11205	20	27	methods	method	NOUN
fbem-11205	20	28	were	be	AUX
fbem-11205	20	29	gradually	gradually	ADV
fbem-11205	20	30	applied	apply	VERB
fbem-11205	20	31	to	to	ADP
fbem-11205	20	32	price	price	NOUN
fbem-11205	20	33	forecasting	forecasting	NOUN
fbem-11205	20	34	.	.	PUNCT
fbem-11205	21	1	most	most	ADJ
fbem-11205	21	2	studies	study	NOUN
fbem-11205	21	3	comparing	compare	VERB
fbem-11205	21	4	price	price	NOUN
fbem-11205	21	5	forecasting	forecasting	NOUN
fbem-11205	21	6	have	have	AUX
fbem-11205	21	7	mostly	mostly	ADV
fbem-11205	21	8	used	use	VERB
fbem-11205	21	9	a	a	DET
fbem-11205	21	10	single	single	ADJ
fbem-11205	21	11	method	method	NOUN
fbem-11205	21	12	,	,	PUNCT
fbem-11205	21	13	such	such	ADJ
fbem-11205	21	14	as	as	ADP
fbem-11205	21	15	the	the	DET
fbem-11205	21	16	lstm	lstm	NOUN
fbem-11205	21	17	method	method	NOUN
fbem-11205	21	18	or	or	CCONJ
fbem-11205	21	19	the	the	DET
fbem-11205	21	20	garch	garch	NOUN
fbem-11205	21	21	model	model	NOUN
fbem-11205	21	22	,	,	PUNCT
fbem-11205	21	23	but	but	CCONJ
fbem-11205	21	24	both	both	DET
fbem-11205	21	25	methods	method	NOUN
fbem-11205	21	26	have	have	VERB
fbem-11205	21	27	their	their	PRON
fbem-11205	21	28	corresponding	correspond	VERB
fbem-11205	21	29	limitations	limitation	NOUN
fbem-11205	21	30	.	.	PUNCT
fbem-11205	22	1	in	in	ADP
fbem-11205	22	2	this	this	DET
fbem-11205	22	3	paper	paper	NOUN
fbem-11205	22	4	,	,	PUNCT
fbem-11205	22	5	we	we	PRON
fbem-11205	22	6	take	take	VERB
fbem-11205	22	7	into	into	ADP
fbem-11205	22	8	account	account	NOUN
fbem-11205	22	9	the	the	DET
fbem-11205	22	10	time	time	NOUN
fbem-11205	22	11	-	-	PUNCT
fbem-11205	22	12	series	series	NOUN
fbem-11205	22	13	nature	nature	NOUN
fbem-11205	22	14	of	of	ADP
fbem-11205	22	15	the	the	DET
fbem-11205	22	16	data	datum	NOUN
fbem-11205	22	17	,	,	PUNCT
fbem-11205	22	18	and	and	CCONJ
fbem-11205	22	19	at	at	ADP
fbem-11205	22	20	the	the	DET
fbem-11205	22	21	same	same	ADJ
fbem-11205	22	22	time	time	NOUN
fbem-11205	22	23	,	,	PUNCT
fbem-11205	22	24	we	we	PRON
fbem-11205	22	25	are	be	AUX
fbem-11205	22	26	able	able	ADJ
fbem-11205	22	27	to	to	PART
fbem-11205	22	28	extract	extract	VERB
fbem-11205	22	29	the	the	DET
fbem-11205	22	30	characteristics	characteristic	NOUN
fbem-11205	22	31	of	of	ADP
fbem-11205	22	32	the	the	DET
fbem-11205	22	33	data	datum	NOUN
fbem-11205	22	34	to	to	ADP
fbem-11205	22	35	a	a	DET
fbem-11205	22	36	great	great	ADJ
fbem-11205	22	37	extent	extent	NOUN
fbem-11205	22	38	,	,	PUNCT
fbem-11205	22	39	and	and	CCONJ
fbem-11205	22	40	build	build	VERB
fbem-11205	22	41	a	a	DET
fbem-11205	22	42	hybrid	hybrid	ADJ
fbem-11205	22	43	model	model	NOUN
fbem-11205	22	44	of	of	ADP
fbem-11205	22	45	lstm	lstm	PROPN
fbem-11205	22	46	deep	deep	ADJ
fbem-11205	22	47	neural	neural	ADJ
fbem-11205	22	48	network	network	NOUN
fbem-11205	22	49	and	and	CCONJ
fbem-11205	22	50	traditional	traditional	ADJ
fbem-11205	22	51	time	time	NOUN
fbem-11205	22	52	series	series	PROPN
fbem-11205	22	53	model	model	NOUN
fbem-11205	22	54	with	with	ADP
fbem-11205	22	55	multiple	multiple	ADJ
fbem-11205	22	56	garch	garch	NOUN
fbem-11205	22	57	models	model	NOUN
fbem-11205	22	58	to	to	PART
fbem-11205	22	59	forecast	forecast	VERB
fbem-11205	22	60	international	international	ADJ
fbem-11205	22	61	oil	oil	NOUN
fbem-11205	22	62	prices	price	NOUN
fbem-11205	22	63	.	.	PUNCT
fbem-11205	23	1	2	2	X
fbem-11205	23	2	.	.	X
fbem-11205	23	3	related	relate	VERB
fbem-11205	23	4	work	work	NOUN
fbem-11205	23	5	2.1	2.1	NUM
fbem-11205	23	6	.	.	PUNCT
fbem-11205	24	1	garch	garch	NOUN
fbem-11205	24	2	family	family	NOUN
fbem-11205	24	3	model	model	NOUN
fbem-11205	24	4	principle	principle	PROPN
fbem-11205	24	5	2.1.1	2.1.1	NUM
fbem-11205	24	6	.	.	PUNCT
fbem-11205	25	1	garch	garch	NOUN
fbem-11205	25	2	model	model	NOUN
fbem-11205	25	3	the	the	DET
fbem-11205	25	4	garch	garch	NOUN
fbem-11205	25	5	model	model	NOUN
fbem-11205	25	6	,	,	PUNCT
fbem-11205	25	7	known	know	VERB
fbem-11205	25	8	as	as	ADP
fbem-11205	25	9	the	the	DET
fbem-11205	25	10	generalized	generalized	ADJ
fbem-11205	25	11	autoregressive	autoregressive	ADJ
fbem-11205	25	12	conditional	conditional	ADJ
fbem-11205	25	13	heteroskedasticity	heteroskedasticity	NOUN
fbem-11205	25	14	model	model	NOUN
fbem-11205	25	15	,	,	PUNCT
fbem-11205	25	16	was	be	AUX
fbem-11205	25	17	proposed	propose	VERB
fbem-11205	25	18	by	by	ADP
fbem-11205	25	19	bollerslev[6	bollerslev[6	NOUN
fbem-11205	25	20	]	]	PUNCT
fbem-11205	25	21	based	base	VERB
fbem-11205	25	22	on	on	ADP
fbem-11205	25	23	the	the	DET
fbem-11205	25	24	arch	arch	ADJ
fbem-11205	25	25	model	model	NOUN
fbem-11205	25	26	.	.	PUNCT
fbem-11205	26	1	the	the	DET
fbem-11205	26	2	core	core	ADJ
fbem-11205	26	3	idea	idea	NOUN
fbem-11205	26	4	of	of	ADP
fbem-11205	26	5	the	the	DET
fbem-11205	26	6	model	model	NOUN
fbem-11205	26	7	is	be	AUX
fbem-11205	26	8	that	that	SCONJ
fbem-11205	26	9	,	,	PUNCT
fbem-11205	26	10	on	on	ADP
fbem-11205	26	11	the	the	DET
fbem-11205	26	12	basis	basis	NOUN
fbem-11205	26	13	of	of	ADP
fbem-11205	26	14	the	the	DET
fbem-11205	26	15	arch	arch	ADJ
fbem-11205	26	16	model	model	NOUN
fbem-11205	26	17	,	,	PUNCT
fbem-11205	26	18	each	each	DET
fbem-11205	26	19	lagged	lag	VERB
fbem-11205	26	20	value	value	NOUN
fbem-11205	26	21	of	of	ADP
fbem-11205	26	22	the	the	DET
fbem-11205	26	23	conditional	conditional	ADJ
fbem-11205	26	24	variance	variance	NOUN
fbem-11205	26	25	σ	σ	PROPN
fbem-11205	26	26	is	be	AUX
fbem-11205	26	27	introduced	introduce	VERB
fbem-11205	26	28	to	to	PART
fbem-11205	26	29	obtain	obtain	VERB
fbem-11205	26	30	the	the	DET
fbem-11205	26	31	generalized	generalized	ADJ
fbem-11205	26	32	arch	arch	ADJ
fbem-11205	26	33	model	model	NOUN
fbem-11205	26	34	,	,	PUNCT
fbem-11205	26	35	which	which	PRON
fbem-11205	26	36	makes	make	VERB
fbem-11205	26	37	the	the	DET
fbem-11205	26	38	model	model	NOUN
fbem-11205	26	39	more	more	ADV
fbem-11205	26	40	flexible	flexible	ADJ
fbem-11205	26	41	,	,	PUNCT
fbem-11205	26	42	and	and	CCONJ
fbem-11205	26	43	the	the	DET
fbem-11205	26	44	corresponding	corresponding	ADJ
fbem-11205	26	45	model	model	NOUN
fbem-11205	26	46	equation	equation	NOUN
fbem-11205	26	47	is	be	AUX
fbem-11205	26	48	shown	show	VERB
fbem-11205	26	49	below	below	ADP
fbem-11205	26	50	.	.	PUNCT
fbem-11205	27	1	29	29	NUM
fbem-11205	28	1	=	=	SYM
fbem-11205	29	1	+	+	CCONJ
fbem-11205	29	2	+	+	CCONJ
fbem-11205	29	3	⋯	⋯	VERB
fbem-11205	29	4	+	+	CCONJ
fbem-11205	29	5	+	+	ADJ
fbem-11205	29	6	=	=	X
fbem-11205	29	7	+	+	X
fbem-11205	30	1	+	+	PROPN
fbem-11205	30	2	⋯	⋯	VERB
fbem-11205	30	3	+	+	CCONJ
fbem-11205	30	4	+	+	CCONJ
fbem-11205	31	1	+	+	PROPN
fbem-11205	31	2	⋯	⋯	VERB
fbem-11205	31	3	+	+	NOUN
fbem-11205	31	4	⋯	⋯	NOUN
fbem-11205	31	5	=	=	SYM
fbem-11205	32	1	+	+	CCONJ
fbem-11205	32	2	∑	∑	PUNCT
fbem-11205	32	3	  	  	SPACE
fbem-11205	32	4	+	+	PROPN
fbem-11205	32	5	∑	∑	PROPN
fbem-11205	32	6	  	  	SPACE
fbem-11205	32	7	(	(	PUNCT
fbem-11205	32	8	1	1	NUM
fbem-11205	32	9	)	)	PUNCT
fbem-11205	32	10	∣	∣	ADJ
fbem-11205	32	11	∼	∼	NOUN
fbem-11205	32	12	(	(	PUNCT
fbem-11205	32	13	0	0	NUM
fbem-11205	32	14	,	,	PUNCT
fbem-11205	32	15	)	)	PUNCT
fbem-11205	32	16	where	where	SCONJ
fbem-11205	32	17	denotes	denote	VERB
fbem-11205	32	18	the	the	DET
fbem-11205	32	19	constant	constant	ADJ
fbem-11205	32	20	parameter	parameter	NOUN
fbem-11205	32	21	that	that	SCONJ
fbem-11205	32	22	α	α	NOUN
fbem-11205	32	23	≥0(i=1	≥0(i=1	NOUN
fbem-11205	32	24	,	,	PUNCT
fbem-11205	32	25	2	2	NUM
fbem-11205	32	26	,	,	PUNCT
fbem-11205	32	27	⋯	⋯	NOUN
fbem-11205	32	28	,	,	PUNCT
fbem-11205	32	29	q	q	X
fbem-11205	32	30	)	)	PUNCT
fbem-11205	32	31	is	be	AUX
fbem-11205	32	32	the	the	DET
fbem-11205	32	33	arch	arch	ADJ
fbem-11205	32	34	effect	effect	NOUN
fbem-11205	32	35	parameter	parameter	NOUN
fbem-11205	32	36	for	for	ADP
fbem-11205	32	37	the	the	DET
fbem-11205	32	38	short	short	ADJ
fbem-11205	32	39	-	-	PUNCT
fbem-11205	32	40	term	term	NOUN
fbem-11205	32	41	fluctuations	fluctuation	NOUN
fbem-11205	32	42	to	to	PART
fbem-11205	32	43	be	be	AUX
fbem-11205	32	44	estimated	estimate	VERB
fbem-11205	32	45	,	,	PUNCT
fbem-11205	32	46	and	and	CCONJ
fbem-11205	32	47	β	β	X
fbem-11205	32	48	≥0(i=1	≥0(i=1	NUM
fbem-11205	32	49	,	,	PUNCT
fbem-11205	32	50	2	2	NUM
fbem-11205	32	51	,	,	PUNCT
fbem-11205	32	52	⋯	⋯	NOUN
fbem-11205	32	53	,	,	PUNCT
fbem-11205	32	54	p	p	NOUN
fbem-11205	32	55	)	)	PUNCT
fbem-11205	32	56	is	be	AUX
fbem-11205	32	57	the	the	DET
fbem-11205	32	58	garch	garch	NOUN
fbem-11205	32	59	benefit	benefit	NOUN
fbem-11205	32	60	parameter	parameter	NOUN
fbem-11205	32	61	for	for	ADP
fbem-11205	32	62	the	the	DET
fbem-11205	32	63	long	long	ADV
fbem-11205	32	64	-	-	PUNCT
fbem-11205	32	65	run	run	VERB
fbem-11205	32	66	fluctuations	fluctuation	NOUN
fbem-11205	32	67	to	to	PART
fbem-11205	32	68	be	be	AUX
fbem-11205	32	69	estimated	estimate	VERB
fbem-11205	32	70	,	,	PUNCT
fbem-11205	32	71	q	q	X
fbem-11205	32	72	>	>	X
fbem-11205	32	73	0	0	NUM
fbem-11205	32	74	,	,	PUNCT
fbem-11205	32	75	p	p	PRON
fbem-11205	32	76	≥	≥	NOUN
fbem-11205	32	77	0	0	NUM
fbem-11205	32	78	and	and	CCONJ
fbem-11205	32	79	∑	∑	PUNCT
fbem-11205	32	80	α	α	PROPN
fbem-11205	32	81	+	+	NOUN
fbem-11205	32	82	∑	∑	PUNCT
fbem-11205	32	83	β	β	NOUN
fbem-11205	32	84	=	=	SYM
fbem-11205	32	85	1	1	X
fbem-11205	32	86	.	.	PUNCT
fbem-11205	33	1	in	in	ADP
fbem-11205	33	2	practice	practice	NOUN
fbem-11205	33	3	,	,	PUNCT
fbem-11205	33	4	the	the	DET
fbem-11205	33	5	most	most	ADV
fbem-11205	33	6	widely	widely	ADV
fbem-11205	33	7	used	use	VERB
fbem-11205	33	8	is	be	AUX
fbem-11205	33	9	the	the	DET
fbem-11205	33	10	garch	garch	NOUN
fbem-11205	33	11	(	(	PUNCT
fbem-11205	33	12	1	1	NUM
fbem-11205	33	13	,	,	PUNCT
fbem-11205	33	14	1	1	X
fbem-11205	33	15	)	)	PUNCT
fbem-11205	33	16	model	model	NOUN
fbem-11205	33	17	,	,	PUNCT
fbem-11205	33	18	which	which	PRON
fbem-11205	33	19	corresponds	correspond	VERB
fbem-11205	33	20	to	to	ADP
fbem-11205	33	21	a	a	DET
fbem-11205	33	22	model	model	NOUN
fbem-11205	33	23	expression	expression	NOUN
fbem-11205	33	24	of	of	ADP
fbem-11205	33	25	the	the	DET
fbem-11205	33	26	form	form	NOUN
fbem-11205	33	27	σ	σ	NOUN
fbem-11205	33	28	=	=	PUNCT
fbem-11205	33	29	α	α	PROPN
fbem-11205	34	1	+	+	X
fbem-11205	34	2	α	α	NOUN
fbem-11205	34	3	ε	ε	PROPN
fbem-11205	34	4	+	+	CCONJ
fbem-11205	34	5	β	β	PROPN
fbem-11205	34	6	σ	σ	NOUN
fbem-11205	34	7	(	(	PUNCT
fbem-11205	34	8	2	2	NUM
fbem-11205	34	9	)	)	PUNCT
fbem-11205	34	10	2.1.2	2.1.2	NUM
fbem-11205	34	11	.	.	PUNCT
fbem-11205	34	12	egarch	egarch	PROPN
fbem-11205	34	13	model	model	PROPN
fbem-11205	34	14	nielsen	nielsen	PROPN
fbem-11205	34	15	created	create	VERB
fbem-11205	34	16	the	the	DET
fbem-11205	34	17	egarch	egarch	NOUN
fbem-11205	34	18	model	model	NOUN
fbem-11205	34	19	in	in	ADP
fbem-11205	34	20	1991[7	1991[7	NUM
fbem-11205	34	21	]	]	PUNCT
fbem-11205	34	22	,	,	PUNCT
fbem-11205	34	23	the	the	DET
fbem-11205	34	24	core	core	ADJ
fbem-11205	34	25	idea	idea	NOUN
fbem-11205	34	26	of	of	ADP
fbem-11205	34	27	which	which	PRON
fbem-11205	34	28	is	be	AUX
fbem-11205	34	29	to	to	PART
fbem-11205	34	30	combineε	combineε	VERB
fbem-11205	34	31	the	the	DET
fbem-11205	34	32	conditional	conditional	ADJ
fbem-11205	34	33	variance	variance	NOUN
fbem-11205	34	34	ofσ	ofσ	VERB
fbem-11205	34	35	the	the	DET
fbem-11205	34	36	model	model	NOUN
fbem-11205	34	37	is	be	AUX
fbem-11205	34	38	based	base	VERB
fbem-11205	34	39	on	on	ADP
fbem-11205	34	40	the	the	DET
fbem-11205	34	41	logarithmic	logarithmic	ADJ
fbem-11205	34	42	treatment	treatment	NOUN
fbem-11205	34	43	of	of	ADP
fbem-11205	34	44	the	the	DET
fbem-11205	34	45	conditional	conditional	ADJ
fbem-11205	34	46	variance	variance	NOUN
fbem-11205	34	47	of	of	ADP
fbem-11205	34	48	the	the	DET
fbem-11205	34	49	garch	garch	NOUN
fbem-11205	34	50	model	model	NOUN
fbem-11205	34	51	,	,	PUNCT
fbem-11205	34	52	which	which	PRON
fbem-11205	34	53	can	can	AUX
fbem-11205	34	54	effectively	effectively	ADV
fbem-11205	34	55	overcome	overcome	VERB
fbem-11205	34	56	the	the	DET
fbem-11205	34	57	asymmetry	asymmetry	NOUN
fbem-11205	34	58	and	and	CCONJ
fbem-11205	34	59	leverage	leverage	NOUN
fbem-11205	34	60	effects	effect	NOUN
fbem-11205	34	61	of	of	ADP
fbem-11205	34	62	the	the	DET
fbem-11205	34	63	garch	garch	NOUN
fbem-11205	34	64	model	model	NOUN
fbem-11205	34	65	in	in	ADP
fbem-11205	34	66	financial	financial	ADJ
fbem-11205	34	67	markets	market	NOUN
fbem-11205	34	68	,	,	PUNCT
fbem-11205	34	69	as	as	SCONJ
fbem-11205	34	70	follows	follow	VERB
fbem-11205	34	71	y	y	PROPN
fbem-11205	34	72	=	=	PUNCT
fbem-11205	34	73	β	β	X
fbem-11205	34	74	+	+	X
fbem-11205	34	75	β	β	X
fbem-11205	34	76	x	x	X
fbem-11205	35	1	+	+	CCONJ
fbem-11205	35	2	⋯	⋯	VERB
fbem-11205	35	3	+	+	CCONJ
fbem-11205	35	4	β	β	X
fbem-11205	35	5	x	x	X
fbem-11205	35	6	+	+	CCONJ
fbem-11205	36	1	εlog	εlog	PROPN
fbem-11205	36	2	σ	σ	PROPN
fbem-11205	36	3	=	=	PUNCT
fbem-11205	36	4	α	α	PROPN
fbem-11205	36	5	+	+	NOUN
fbem-11205	36	6	∑	∑	NOUN
fbem-11205	36	7	 	 	SPACE
fbem-11205	36	8	α	α	NOUN
fbem-11205	37	1	|	|	ADV
fbem-11205	38	1	|	|	INTJ
fbem-11205	38	2	+	+	CCONJ
fbem-11205	38	3	∑	∑	NOUN
fbem-11205	38	4	 	 	SPACE
fbem-11205	38	5	γ	γ	NOUN
fbem-11205	38	6	+	+	PROPN
fbem-11205	38	7	∑	∑	PROPN
fbem-11205	38	8	 	 	SPACE
fbem-11205	38	9	β	β	PROPN
fbem-11205	38	10	log	log	PROPN
fbem-11205	38	11	σ	σ	PROPN
fbem-11205	38	12	(	(	PUNCT
fbem-11205	38	13	3	3	NUM
fbem-11205	38	14	)	)	PUNCT
fbem-11205	38	15	ε	ε	PROPN
fbem-11205	38	16	∣	∣	VERB
fbem-11205	38	17	i	i	PRON
fbem-11205	38	18	∼	∼	NOUN
fbem-11205	38	19	n(0	n(0	PROPN
fbem-11205	38	20	,	,	PUNCT
fbem-11205	38	21	σ	σ	PROPN
fbem-11205	38	22	)	)	PUNCT
fbem-11205	38	23	generally	generally	ADV
fbem-11205	38	24	speaking	speak	VERB
fbem-11205	38	25	,	,	PUNCT
fbem-11205	38	26	the	the	DET
fbem-11205	38	27	most	most	ADV
fbem-11205	38	28	widely	widely	ADV
fbem-11205	38	29	applicable	applicable	ADJ
fbem-11205	38	30	egarch	egarch	NOUN
fbem-11205	38	31	model	model	NOUN
fbem-11205	38	32	is	be	AUX
fbem-11205	38	33	the	the	DET
fbem-11205	38	34	egarch(1,1	egarch(1,1	ADJ
fbem-11205	38	35	)	)	PUNCT
fbem-11205	38	36	model	model	NOUN
fbem-11205	38	37	,	,	PUNCT
fbem-11205	38	38	which	which	PRON
fbem-11205	38	39	corresponds	correspond	VERB
fbem-11205	38	40	to	to	ADP
fbem-11205	38	41	the	the	DET
fbem-11205	38	42	following	follow	VERB
fbem-11205	38	43	specific	specific	ADJ
fbem-11205	38	44	expressions	expression	NOUN
fbem-11205	38	45	:	:	PUNCT
fbem-11205	39	1	log	log	NOUN
fbem-11205	39	2	σ	σ	NOUN
fbem-11205	39	3	=	=	PUNCT
fbem-11205	39	4	α	α	PROPN
fbem-11205	40	1	+	+	NOUN
fbem-11205	41	1	α	α	NOUN
fbem-11205	42	1	|	|	ADV
fbem-11205	42	2	|	|	INTJ
fbem-11205	43	1	+	+	CCONJ
fbem-11205	43	2	γ	γ	X
fbem-11205	43	3	+	+	X
fbem-11205	43	4	β	β	X
fbem-11205	43	5	ln	ln	X
fbem-11205	43	6	(	(	PUNCT
fbem-11205	43	7	σ	σ	NOUN
fbem-11205	43	8	)	)	PUNCT
fbem-11205	43	9	(	(	PUNCT
fbem-11205	43	10	4	4	X
fbem-11205	43	11	)	)	PUNCT
fbem-11205	43	12	where	where	SCONJ
fbem-11205	43	13	∑	∑	ADP
fbem-11205	43	14	 	 	SPACE
fbem-11205	43	15	γ	γ	X
fbem-11205	43	16	>	>	X
fbem-11205	43	17	0	0	NUM
fbem-11205	43	18	,	,	PUNCT
fbem-11205	43	19	i.e.	i.e.	X
fbem-11205	43	20	,	,	PUNCT
fbem-11205	43	21	it	it	PRON
fbem-11205	43	22	means	mean	VERB
fbem-11205	43	23	that	that	SCONJ
fbem-11205	43	24	the	the	DET
fbem-11205	43	25	series	series	NOUN
fbem-11205	43	26	exhibits	exhibit	VERB
fbem-11205	43	27	an	an	DET
fbem-11205	43	28	inverse	inverse	NOUN
fbem-11205	43	29	leverage	leverage	NOUN
fbem-11205	43	30	effect	effect	NOUN
fbem-11205	43	31	,	,	PUNCT
fbem-11205	43	32	with	with	ADP
fbem-11205	43	33	positive	positive	ADJ
fbem-11205	43	34	news	news	NOUN
fbem-11205	43	35	having	have	VERB
fbem-11205	43	36	a	a	DET
fbem-11205	43	37	greater	great	ADJ
fbem-11205	43	38	volatility	volatility	NOUN
fbem-11205	43	39	shock	shock	NOUN
fbem-11205	43	40	on	on	ADP
fbem-11205	43	41	financial	financial	ADJ
fbem-11205	43	42	markets	market	NOUN
fbem-11205	43	43	than	than	ADP
fbem-11205	43	44	negative	negative	ADJ
fbem-11205	43	45	news	news	NOUN
fbem-11205	43	46	,	,	PUNCT
fbem-11205	43	47	and	and	CCONJ
fbem-11205	43	48	there	there	PRON
fbem-11205	43	49	is	be	VERB
fbem-11205	43	50	a	a	DET
fbem-11205	43	51	(	(	PUNCT
fbem-11205	43	52	α	α	NOUN
fbem-11205	43	53	+	+	X
fbem-11205	43	54	γ	γ	NOUN
fbem-11205	43	55	)	)	PUNCT
fbem-11205	43	56	-fold	-fold	PROPN
fbem-11205	43	57	shock;∑	shock;∑	ADJ
fbem-11205	43	58	 	 	SPACE
fbem-11205	43	59	γ	γ	X
fbem-11205	43	60	>	>	X
fbem-11205	43	61	0	0	NUM
fbem-11205	43	62	,	,	PUNCT
fbem-11205	43	63	i.e.	i.e.	X
fbem-11205	43	64	,	,	PUNCT
fbem-11205	43	65	indicates	indicate	VERB
fbem-11205	43	66	that	that	SCONJ
fbem-11205	43	67	the	the	DET
fbem-11205	43	68	series	series	NOUN
fbem-11205	43	69	exhibits	exhibit	VERB
fbem-11205	43	70	the	the	DET
fbem-11205	43	71	phenomenon	phenomenon	NOUN
fbem-11205	43	72	of	of	ADP
fbem-11205	43	73	the	the	DET
fbem-11205	43	74	leverage	leverage	NOUN
fbem-11205	43	75	effect	effect	NOUN
fbem-11205	43	76	,	,	PUNCT
fbem-11205	43	77	where	where	SCONJ
fbem-11205	43	78	the	the	DET
fbem-11205	43	79	volatility	volatility	NOUN
fbem-11205	43	80	of	of	ADP
fbem-11205	43	81	the	the	DET
fbem-11205	43	82	financial	financial	ADJ
fbem-11205	43	83	market	market	NOUN
fbem-11205	43	84	is	be	AUX
fbem-11205	43	85	hit	hit	VERB
fbem-11205	43	86	more	more	ADJ
fbem-11205	43	87	by	by	ADP
fbem-11205	43	88	positive	positive	ADJ
fbem-11205	43	89	news	news	NOUN
fbem-11205	43	90	than	than	ADP
fbem-11205	43	91	by	by	ADP
fbem-11205	43	92	good	good	ADJ
fbem-11205	43	93	news	news	NOUN
fbem-11205	43	94	,	,	PUNCT
fbem-11205	43	95	and	and	CCONJ
fbem-11205	43	96	there	there	PRON
fbem-11205	43	97	is	be	VERB
fbem-11205	43	98	a	a	DET
fbem-11205	43	99	(	(	PUNCT
fbem-11205	43	100	α	α	NOUN
fbem-11205	43	101	−	−	PROPN
fbem-11205	43	102	γ	γ	PROPN
fbem-11205	43	103	)	)	PUNCT
fbem-11205	43	104	-fold	-fold	PROPN
fbem-11205	43	105	shock	shock	NOUN
fbem-11205	43	106	.	.	PUNCT
fbem-11205	44	1	2.1.3	2.1.3	NUM
fbem-11205	44	2	.	.	PUNCT
fbem-11205	44	3	tgarch	tgarch	NOUN
fbem-11205	44	4	model	model	NOUN
fbem-11205	44	5	in	in	ADP
fbem-11205	44	6	response	response	NOUN
fbem-11205	44	7	to	to	ADP
fbem-11205	44	8	the	the	DET
fbem-11205	44	9	limitations	limitation	NOUN
fbem-11205	44	10	of	of	ADP
fbem-11205	44	11	the	the	DET
fbem-11205	44	12	arch	arch	ADJ
fbem-11205	44	13	and	and	CCONJ
fbem-11205	44	14	garch	garch	NOUN
fbem-11205	44	15	models	model	NOUN
fbem-11205	44	16	,	,	PUNCT
fbem-11205	44	17	which	which	PRON
fbem-11205	44	18	do	do	AUX
fbem-11205	44	19	not	not	PART
fbem-11205	44	20	accurately	accurately	ADV
fbem-11205	44	21	describe	describe	VERB
fbem-11205	44	22	the	the	DET
fbem-11205	44	23	leverage	leverage	NOUN
fbem-11205	44	24	effects	effect	NOUN
fbem-11205	44	25	of	of	ADP
fbem-11205	44	26	financial	financial	ADJ
fbem-11205	44	27	time	time	NOUN
fbem-11205	44	28	series	series	NOUN
fbem-11205	44	29	,	,	PUNCT
fbem-11205	44	30	i.e.	i.e.	X
fbem-11205	44	31	the	the	DET
fbem-11205	44	32	asymmetry	asymmetry	NOUN
fbem-11205	44	33	problem	problem	NOUN
fbem-11205	44	34	,	,	PUNCT
fbem-11205	44	35	zakoian	zakoian	PROPN
fbem-11205	44	36	created	create	VERB
fbem-11205	44	37	the	the	DET
fbem-11205	44	38	tgarch	tgarch	NOUN
fbem-11205	44	39	model	model	NOUN
fbem-11205	44	40	in	in	ADP
fbem-11205	44	41	1990	1990	NUM
fbem-11205	44	42	.	.	PUNCT
fbem-11205	45	1	in	in	ADP
fbem-11205	45	2	1990	1990	NUM
fbem-11205	45	3	,	,	PUNCT
fbem-11205	45	4	zakoian	zakoian	NOUN
fbem-11205	45	5	created	create	VERB
fbem-11205	45	6	the	the	DET
fbem-11205	45	7	threshold	threshold	NOUN
fbem-11205	45	8	arch	arch	NOUN
fbem-11205	45	9	model	model	NOUN
fbem-11205	45	10	,	,	PUNCT
fbem-11205	45	11	or	or	CCONJ
fbem-11205	45	12	tgarch	tgarch	NOUN
fbem-11205	45	13	model	model	NOUN
fbem-11205	45	14	,	,	PUNCT
fbem-11205	45	15	which	which	PRON
fbem-11205	45	16	can	can	AUX
fbem-11205	45	17	effectively	effectively	ADV
fbem-11205	45	18	address	address	VERB
fbem-11205	45	19	these	these	DET
fbem-11205	45	20	issues	issue	NOUN
fbem-11205	45	21	by	by	ADP
fbem-11205	45	22	distinguishing	distinguish	VERB
fbem-11205	45	23	between	between	ADP
fbem-11205	45	24	positive	positive	ADJ
fbem-11205	45	25	and	and	CCONJ
fbem-11205	45	26	negative	negative	ADJ
fbem-11205	45	27	shocks	shock	NOUN
fbem-11205	45	28	to	to	ADP
fbem-11205	45	29	conditional	conditional	ADJ
fbem-11205	45	30	volatility	volatility	NOUN
fbem-11205	45	31	,	,	PUNCT
fbem-11205	45	32	as	as	SCONJ
fbem-11205	45	33	follows	follow	VERB
fbem-11205	45	34	:	:	PUNCT
fbem-11205	45	35	y	y	PROPN
fbem-11205	45	36	=	=	PUNCT
fbem-11205	45	37	β	β	X
fbem-11205	46	1	+	+	X
fbem-11205	46	2	β	β	X
fbem-11205	46	3	x	x	X
fbem-11205	47	1	+	+	CCONJ
fbem-11205	47	2	⋯	⋯	VERB
fbem-11205	47	3	+	+	CCONJ
fbem-11205	47	4	β	β	X
fbem-11205	47	5	x	x	SYM
fbem-11205	47	6	+	+	CCONJ
fbem-11205	47	7	εσ	εσ	NOUN
fbem-11205	47	8	=	=	SYM
fbem-11205	47	9	α	α	PROPN
fbem-11205	47	10	+	+	CCONJ
fbem-11205	47	11	∑	∑	NOUN
fbem-11205	47	12	 	 	SPACE
fbem-11205	47	13	α	α	PROPN
fbem-11205	47	14	ε	ε	PROPN
fbem-11205	48	1	+	+	CCONJ
fbem-11205	48	2	∑	∑	PROPN
fbem-11205	48	3	 	 	SPACE
fbem-11205	48	4	γ	γ	X
fbem-11205	48	5	ε	ε	PROPN
fbem-11205	48	6	d	d	PROPN
fbem-11205	48	7	+	+	PROPN
fbem-11205	48	8	∑	∑	NOUN
fbem-11205	48	9	 	 	SPACE
fbem-11205	48	10	β	β	X
fbem-11205	48	11	σ	σ	X
fbem-11205	48	12	(	(	PUNCT
fbem-11205	48	13	5	5	NUM
fbem-11205	48	14	)	)	PUNCT
fbem-11205	48	15	|	|	ADV
fbem-11205	48	16	∼	∼	NOUN
fbem-11205	48	17	(	(	PUNCT
fbem-11205	48	18	0	0	NUM
fbem-11205	48	19	,	,	PUNCT
fbem-11205	48	20	)	)	PUNCT
fbem-11205	48	21	generally	generally	ADV
fbem-11205	48	22	speaking	speak	VERB
fbem-11205	48	23	,	,	PUNCT
fbem-11205	48	24	the	the	DET
fbem-11205	48	25	most	most	ADV
fbem-11205	48	26	widely	widely	ADV
fbem-11205	48	27	applicable	applicable	ADJ
fbem-11205	48	28	tgarch	tgarch	NOUN
fbem-11205	48	29	model	model	NOUN
fbem-11205	48	30	is	be	AUX
fbem-11205	48	31	the	the	DET
fbem-11205	48	32	tgarch(1,1	tgarch(1,1	NOUN
fbem-11205	48	33	)	)	PUNCT
fbem-11205	48	34	model	model	NOUN
fbem-11205	48	35	with	with	ADP
fbem-11205	48	36	the	the	DET
fbem-11205	48	37	following	follow	VERB
fbem-11205	48	38	expression	expression	NOUN
fbem-11205	48	39	:	:	PUNCT
fbem-11205	49	1	σ	σ	X
fbem-11205	49	2	=	=	PUNCT
fbem-11205	49	3	α	α	PROPN
fbem-11205	49	4	+	+	X
fbem-11205	49	5	α	α	NOUN
fbem-11205	49	6	ε	ε	PROPN
fbem-11205	49	7	+	+	CCONJ
fbem-11205	50	1	γ	γ	X
fbem-11205	50	2	ε	ε	PROPN
fbem-11205	50	3	d	d	PROPN
fbem-11205	50	4	+	+	PROPN
fbem-11205	50	5	β	β	X
fbem-11205	50	6	σ	σ	NOUN
fbem-11205	50	7	(	(	PUNCT
fbem-11205	50	8	6	6	NUM
fbem-11205	50	9	)	)	PUNCT
fbem-11205	50	10	where	where	SCONJ
fbem-11205	50	11	γ	γ	X
fbem-11205	50	12	ε	ε	PROPN
fbem-11205	50	13	d	d	PROPN
fbem-11205	50	14	is	be	AUX
fbem-11205	50	15	the	the	DET
fbem-11205	50	16	tgarch	tgarch	NOUN
fbem-11205	50	17	term	term	NOUN
fbem-11205	50	18	,	,	PUNCT
fbem-11205	50	19	and	and	CCONJ
fbem-11205	50	20	if	if	SCONJ
fbem-11205	50	21	γ	γ	X
fbem-11205	50	22	=	=	SYM
fbem-11205	50	23	0	0	PUNCT
fbem-11205	50	24	then	then	ADV
fbem-11205	50	25	asymmetry	asymmetry	NOUN
fbem-11205	50	26	does	do	AUX
fbem-11205	50	27	not	not	PART
fbem-11205	50	28	exist	exist	VERB
fbem-11205	50	29	and	and	CCONJ
fbem-11205	50	30	ifγ	ifγ	VERB
fbem-11205	50	31	≠	≠	PROPN
fbem-11205	50	32	0	0	NUM
fbem-11205	50	33	then	then	ADV
fbem-11205	50	34	asymmetry	asymmetry	NOUN
fbem-11205	50	35	exists	exist	VERB
fbem-11205	50	36	.	.	PUNCT
fbem-11205	51	1	when	when	SCONJ
fbem-11205	51	2	ε	ε	PROPN
fbem-11205	51	3	≥	≥	PROPN
fbem-11205	51	4	0	0	NUM
fbem-11205	51	5	,	,	PUNCT
fbem-11205	51	6	d	d	NOUN
fbem-11205	51	7	=	=	SYM
fbem-11205	51	8	0	0	PUNCT
fbem-11205	51	9	when	when	SCONJ
fbem-11205	51	10	,	,	PUNCT
fbem-11205	51	11	i.e.	i.e.	X
fbem-11205	51	12	,	,	PUNCT
fbem-11205	51	13	it	it	PRON
fbem-11205	51	14	means	mean	VERB
fbem-11205	51	15	that	that	SCONJ
fbem-11205	51	16	the	the	DET
fbem-11205	51	17	good	good	PROPN
fbem-11205	51	18	news	news	PROPN
fbem-11205	51	19	has	have	VERB
fbem-11205	51	20	aα	aα	NOUN
fbem-11205	51	21	multiplier	multipli	ADJ
fbem-11205	51	22	shock	shock	NOUN
fbem-11205	51	23	;	;	PUNCT
fbem-11205	51	24	when	when	SCONJ
fbem-11205	51	25	ε	ε	PROPN
fbem-11205	51	26	≤	≤	NOUN
fbem-11205	51	27	0	0	NUM
fbem-11205	51	28	,	,	PUNCT
fbem-11205	51	29	d	d	NOUN
fbem-11205	51	30	=	=	NOUN
fbem-11205	51	31	1	1	NUM
fbem-11205	51	32	when	when	SCONJ
fbem-11205	51	33	,	,	PUNCT
fbem-11205	51	34	i.e.	i.e.	X
fbem-11205	51	35	representing	represent	VERB
fbem-11205	51	36	bearish	bearish	ADJ
fbem-11205	51	37	news	news	NOUN
fbem-11205	51	38	has	have	VERB
fbem-11205	51	39	a	a	DET
fbem-11205	51	40	(	(	PUNCT
fbem-11205	51	41	α	α	NOUN
fbem-11205	51	42	+	+	X
fbem-11205	51	43	γ	γ	NOUN
fbem-11205	51	44	)	)	PUNCT
fbem-11205	51	45	times	time	NOUN
fbem-11205	51	46	the	the	DET
fbem-11205	51	47	shock	shock	NOUN
fbem-11205	51	48	2.2	2.2	NUM
fbem-11205	51	49	.	.	PUNCT
fbem-11205	52	1	lstm	lstm	NOUN
fbem-11205	52	2	model	model	PROPN
fbem-11205	52	3	principle	principle	NOUN
fbem-11205	52	4	long	long	ADJ
fbem-11205	52	5	short	short	ADJ
fbem-11205	52	6	-	-	PUNCT
fbem-11205	52	7	term	term	NOUN
fbem-11205	52	8	memory	memory	NOUN
fbem-11205	52	9	(	(	PUNCT
fbem-11205	52	10	lstm	lstm	NOUN
fbem-11205	52	11	)	)	PUNCT
fbem-11205	52	12	is	be	AUX
fbem-11205	52	13	a	a	DET
fbem-11205	52	14	machine	machine	NOUN
fbem-11205	52	15	learning	learn	VERB
fbem-11205	52	16	algorithm	algorithm	NOUN
fbem-11205	52	17	based	base	VERB
fbem-11205	52	18	on	on	ADP
fbem-11205	52	19	recursive	recursive	ADJ
fbem-11205	52	20	neural	neural	ADJ
fbem-11205	52	21	network	network	NOUN
fbem-11205	52	22	(	(	PUNCT
fbem-11205	52	23	rnn	rnn	PROPN
fbem-11205	52	24	)	)	PUNCT
fbem-11205	53	1	[	[	X
fbem-11205	53	2	8	8	NUM
fbem-11205	53	3	]	]	PUNCT
fbem-11205	53	4	,	,	PUNCT
fbem-11205	53	5	which	which	PRON
fbem-11205	53	6	is	be	AUX
fbem-11205	53	7	characterised	characterise	VERB
fbem-11205	53	8	by	by	ADP
fbem-11205	53	9	a	a	DET
fbem-11205	53	10	unique	unique	ADJ
fbem-11205	53	11	gating	gating	NOUN
fbem-11205	53	12	design	design	NOUN
fbem-11205	53	13	for	for	ADP
fbem-11205	53	14	information	information	NOUN
fbem-11205	53	15	transfer	transfer	NOUN
fbem-11205	53	16	and	and	CCONJ
fbem-11205	53	17	a	a	DET
fbem-11205	53	18	more	more	ADV
fbem-11205	53	19	sophisticated	sophisticated	ADJ
fbem-11205	53	20	information	information	NOUN
fbem-11205	53	21	transfer	transfer	NOUN
fbem-11205	53	22	mechanism	mechanism	NOUN
fbem-11205	53	23	that	that	PRON
fbem-11205	53	24	can	can	AUX
fbem-11205	53	25	fully	fully	ADV
fbem-11205	53	26	exploit	exploit	VERB
fbem-11205	53	27	the	the	DET
fbem-11205	53	28	long	long	ADJ
fbem-11205	53	29	-	-	PUNCT
fbem-11205	53	30	term	term	NOUN
fbem-11205	53	31	dependencies	dependency	NOUN
fbem-11205	53	32	of	of	ADP
fbem-11205	53	33	sequence	sequence	NOUN
fbem-11205	53	34	data	datum	NOUN
fbem-11205	53	35	.	.	PUNCT
fbem-11205	54	1	the	the	DET
fbem-11205	54	2	lstm	lstm	PROPN
fbem-11205	54	3	neural	neural	ADJ
fbem-11205	54	4	network	network	NOUN
fbem-11205	54	5	model	model	NOUN
fbem-11205	54	6	consists	consist	VERB
fbem-11205	54	7	of	of	ADP
fbem-11205	54	8	an	an	DET
fbem-11205	54	9	input	input	NOUN
fbem-11205	54	10	layer	layer	NOUN
fbem-11205	54	11	,	,	PUNCT
fbem-11205	54	12	a	a	DET
fbem-11205	54	13	hidden	hidden	ADJ
fbem-11205	54	14	layer	layer	NOUN
fbem-11205	54	15	,	,	PUNCT
fbem-11205	54	16	a	a	DET
fbem-11205	54	17	fullyconnected	fullyconnecte	VERB
fbem-11205	54	18	layer	layer	NOUN
fbem-11205	54	19	and	and	CCONJ
fbem-11205	54	20	an	an	DET
fbem-11205	54	21	output	output	NOUN
fbem-11205	54	22	layer	layer	NOUN
fbem-11205	54	23	,	,	PUNCT
fbem-11205	54	24	where	where	SCONJ
fbem-11205	54	25	the	the	DET
fbem-11205	54	26	hidden	hidden	ADJ
fbem-11205	54	27	layer	layer	NOUN
fbem-11205	54	28	is	be	AUX
fbem-11205	54	29	a	a	DET
fbem-11205	54	30	chain	chain	NOUN
fbem-11205	54	31	structure	structure	NOUN
fbem-11205	54	32	,	,	PUNCT
fbem-11205	54	33	mainly	mainly	ADV
fbem-11205	54	34	including	include	VERB
fbem-11205	54	35	input	input	NOUN
fbem-11205	54	36	gates	gate	NOUN
fbem-11205	54	37	,	,	PUNCT
fbem-11205	54	38	output	output	NOUN
fbem-11205	54	39	gates	gate	NOUN
fbem-11205	54	40	,	,	PUNCT
fbem-11205	54	41	forgetting	forget	VERB
fbem-11205	54	42	gates	gate	NOUN
fbem-11205	54	43	and	and	CCONJ
fbem-11205	54	44	memory	memory	NOUN
fbem-11205	54	45	modules	module	NOUN
fbem-11205	54	46	,	,	PUNCT
fbem-11205	54	47	and	and	CCONJ
fbem-11205	54	48	its	its	PRON
fbem-11205	54	49	specific	specific	ADJ
fbem-11205	54	50	formulae	formulae	NOUN
fbem-11205	54	51	are	be	AUX
fbem-11205	54	52	as	as	SCONJ
fbem-11205	54	53	follows	follow	VERB
fbem-11205	54	54	:	:	PUNCT
fbem-11205	54	55	f	f	PROPN
fbem-11205	54	56	=	=	SYM
fbem-11205	54	57	σ(w	σ(w	PROPN
fbem-11205	54	58	⋅	⋅	PROPN
fbem-11205	55	1	[	[	X
fbem-11205	55	2	h	h	NOUN
fbem-11205	55	3	,	,	PUNCT
fbem-11205	55	4	x	x	X
fbem-11205	55	5	]	]	PUNCT
fbem-11205	56	1	+	+	NUM
fbem-11205	56	2	b	b	X
fbem-11205	56	3	)	)	PUNCT
fbem-11205	56	4	i	i	NOUN
fbem-11205	56	5	=	=	SYM
fbem-11205	56	6	σ(w	σ(w	PROPN
fbem-11205	56	7	⋅	⋅	PROPN
fbem-11205	57	1	[	[	X
fbem-11205	57	2	h	h	NOUN
fbem-11205	57	3	,	,	PUNCT
fbem-11205	57	4	x	x	X
fbem-11205	57	5	]	]	PUNCT
fbem-11205	58	1	+	+	NUM
fbem-11205	58	2	b	b	X
fbem-11205	58	3	)	)	PUNCT
fbem-11205	58	4	ĉ	ĉ	NOUN
fbem-11205	59	1	=	=	SYM
fbem-11205	59	2	σ(w	σ(w	PROPN
fbem-11205	59	3	⋅	⋅	PROPN
fbem-11205	60	1	[	[	X
fbem-11205	60	2	h	h	NOUN
fbem-11205	60	3	,	,	PUNCT
fbem-11205	60	4	x	x	X
fbem-11205	60	5	]	]	PUNCT
fbem-11205	61	1	+	+	NUM
fbem-11205	61	2	b	b	X
fbem-11205	61	3	)	)	PUNCT
fbem-11205	61	4	(	(	PUNCT
fbem-11205	61	5	7	7	X
fbem-11205	61	6	)	)	PUNCT
fbem-11205	61	7	c	c	NOUN
fbem-11205	62	1	=	=	SYM
fbem-11205	62	2	f	f	PROPN
fbem-11205	62	3	∗	∗	NOUN
fbem-11205	62	4	c	c	NOUN
fbem-11205	63	1	+	+	CCONJ
fbem-11205	63	2	i	i	PRON
fbem-11205	63	3	∗	∗	VERB
fbem-11205	63	4	ĉ	ĉ	X
fbem-11205	63	5	o	o	X
fbem-11205	63	6	=	=	SYM
fbem-11205	63	7	σ(w	σ(w	PROPN
fbem-11205	63	8	⋅	⋅	PROPN
fbem-11205	64	1	[	[	X
fbem-11205	64	2	h	h	NOUN
fbem-11205	64	3	,	,	PUNCT
fbem-11205	64	4	x	x	X
fbem-11205	64	5	]	]	PUNCT
fbem-11205	65	1	+	+	NUM
fbem-11205	65	2	b	b	X
fbem-11205	65	3	)	)	PUNCT
fbem-11205	65	4	h	h	NOUN
fbem-11205	65	5	=	=	SYM
fbem-11205	65	6	o	o	PROPN
fbem-11205	65	7	∗	∗	X
fbem-11205	65	8	tanh	tanh	PROPN
fbem-11205	65	9	(	(	PUNCT
fbem-11205	65	10	c	c	NOUN
fbem-11205	65	11	)	)	PUNCT
fbem-11205	65	12	where	where	SCONJ
fbem-11205	65	13	i	i	PRON
fbem-11205	65	14	,	,	PUNCT
fbem-11205	65	15	f	f	PROPN
fbem-11205	65	16	and	and	CCONJ
fbem-11205	65	17	o	o	PROPN
fbem-11205	65	18	are	be	AUX
fbem-11205	65	19	the	the	DET
fbem-11205	65	20	input	input	NOUN
fbem-11205	65	21	threshold	threshold	NOUN
fbem-11205	65	22	,	,	PUNCT
fbem-11205	65	23	the	the	DET
fbem-11205	65	24	forgetting	forget	VERB
fbem-11205	65	25	threshold	threshold	NOUN
fbem-11205	65	26	and	and	CCONJ
fbem-11205	65	27	the	the	DET
fbem-11205	65	28	output	output	NOUN
fbem-11205	65	29	threshold	threshold	NOUN
fbem-11205	65	30	,	,	PUNCT
fbem-11205	65	31	respectively	respectively	ADV
fbem-11205	65	32	;	;	PUNCT
fbem-11205	65	33	σ	σ	PROPN
fbem-11205	65	34	is	be	AUX
fbem-11205	65	35	the	the	DET
fbem-11205	65	36	sigmoid	sigmoid	NOUN
fbem-11205	65	37	activation	activation	NOUN
fbem-11205	65	38	function	function	NOUN
fbem-11205	65	39	;	;	PUNCT
fbem-11205	65	40	is	be	AUX
fbem-11205	65	41	the	the	DET
fbem-11205	65	42	hyperbolic	hyperbolic	ADJ
fbem-11205	65	43	tangent	tangent	NOUN
fbem-11205	65	44	activation	activation	NOUN
fbem-11205	65	45	function	function	NOUN
fbem-11205	65	46	;	;	PUNCT
fbem-11205	65	47	andc	andc	PROPN
fbem-11205	65	48	is	be	AUX
fbem-11205	65	49	the	the	DET
fbem-11205	65	50	internal	internal	ADJ
fbem-11205	65	51	state	state	NOUN
fbem-11205	65	52	of	of	ADP
fbem-11205	65	53	the	the	DET
fbem-11205	65	54	cell	cell	NOUN
fbem-11205	65	55	at	at	ADP
fbem-11205	65	56	time	time	NOUN
fbem-11205	65	57	t-1	t-1	PROPN
fbem-11205	65	58	;	;	PUNCT
fbem-11205	65	59	andĉ	andĉ	X
fbem-11205	65	60	is	be	AUX
fbem-11205	65	61	the	the	DET
fbem-11205	65	62	cell	cell	NOUN
fbem-11205	65	63	candidate	candidate	NOUN
fbem-11205	65	64	state	state	NOUN
fbem-11205	65	65	at	at	ADP
fbem-11205	65	66	time	time	NOUN
fbem-11205	65	67	t;c	t;c	NUM
fbem-11205	65	68	is	be	AUX
fbem-11205	65	69	the	the	DET
fbem-11205	65	70	internal	internal	ADJ
fbem-11205	65	71	state	state	NOUN
fbem-11205	65	72	of	of	ADP
fbem-11205	65	73	the	the	DET
fbem-11205	65	74	cell	cell	NOUN
fbem-11205	65	75	at	at	ADP
fbem-11205	65	76	time	time	NOUN
fbem-11205	65	77	t	t	PROPN
fbem-11205	65	78	;	;	PUNCT
fbem-11205	65	79	and	and	CCONJ
fbem-11205	65	80	is	be	AUX
fbem-11205	65	81	the	the	DET
fbem-11205	65	82	external	external	ADJ
fbem-11205	65	83	state	state	NOUN
fbem-11205	65	84	of	of	ADP
fbem-11205	65	85	the	the	DET
fbem-11205	65	86	cell	cell	NOUN
fbem-11205	65	87	at	at	ADP
fbem-11205	65	88	time	time	NOUN
fbem-11205	65	89	t.	t.	PROPN
fbem-11205	65	90	w	w	PROPN
fbem-11205	65	91	,	,	PUNCT
fbem-11205	65	92	w	w	PROPN
fbem-11205	65	93	,	,	PUNCT
fbem-11205	65	94	w	w	PROPN
fbem-11205	65	95	and	and	CCONJ
fbem-11205	65	96	w	w	PROPN
fbem-11205	65	97	are	be	AUX
fbem-11205	65	98	the	the	DET
fbem-11205	65	99	weight	weight	NOUN
fbem-11205	65	100	matrices	matrix	NOUN
fbem-11205	65	101	of	of	ADP
fbem-11205	65	102	the	the	DET
fbem-11205	65	103	state	state	NOUN
fbem-11205	65	104	cell	cell	NOUN
fbem-11205	65	105	,	,	PUNCT
fbem-11205	65	106	the	the	DET
fbem-11205	65	107	input	input	NOUN
fbem-11205	65	108	gate	gate	NOUN
fbem-11205	65	109	,	,	PUNCT
fbem-11205	65	110	the	the	DET
fbem-11205	65	111	forgetting	forget	VERB
fbem-11205	65	112	gate	gate	NOUN
fbem-11205	65	113	and	and	CCONJ
fbem-11205	65	114	the	the	DET
fbem-11205	65	115	output	output	NOUN
fbem-11205	65	116	gate	gate	NOUN
fbem-11205	65	117	at	at	ADP
fbem-11205	65	118	time	time	NOUN
fbem-11205	65	119	t	t	PROPN
fbem-11205	65	120	,	,	PUNCT
fbem-11205	65	121	respectively;b	respectively;b	VERB
fbem-11205	65	122	,	,	PUNCT
fbem-11205	65	123	b	b	PROPN
fbem-11205	65	124	,	,	PUNCT
fbem-11205	65	125	b	b	PROPN
fbem-11205	65	126	and	and	CCONJ
fbem-11205	65	127	b	b	NOUN
fbem-11205	65	128	are	be	AUX
fbem-11205	65	129	the	the	DET
fbem-11205	65	130	bias	bias	NOUN
fbem-11205	65	131	vectors	vector	NOUN
fbem-11205	65	132	of	of	ADP
fbem-11205	65	133	the	the	DET
fbem-11205	65	134	state	state	NOUN
fbem-11205	65	135	unit	unit	NOUN
fbem-11205	65	136	,	,	PUNCT
fbem-11205	65	137	the	the	DET
fbem-11205	65	138	input	input	NOUN
fbem-11205	65	139	gate	gate	NOUN
fbem-11205	65	140	,	,	PUNCT
fbem-11205	65	141	the	the	DET
fbem-11205	65	142	forgetting	forget	VERB
fbem-11205	65	143	gate	gate	NOUN
fbem-11205	65	144	and	and	CCONJ
fbem-11205	65	145	the	the	DET
fbem-11205	65	146	output	output	NOUN
fbem-11205	65	147	gate	gate	NOUN
fbem-11205	65	148	respectively	respectively	ADV
fbem-11205	65	149	;	;	PUNCT
fbem-11205	65	150	"	"	PUNCT
fbem-11205	65	151	∗	∗	NOUN
fbem-11205	65	152	"	"	PUNCT
fbem-11205	65	153	denotes	denote	VERB
fbem-11205	65	154	the	the	DET
fbem-11205	65	155	vector	vector	NOUN
fbem-11205	65	156	product	product	NOUN
fbem-11205	65	157	.	.	PUNCT
fbem-11205	66	1	2.3	2.3	NUM
fbem-11205	66	2	.	.	PUNCT
fbem-11205	66	3	evaluation	evaluation	NOUN
fbem-11205	66	4	of	of	ADP
fbem-11205	66	5	predicted	predict	VERB
fbem-11205	66	6	effects	effect	NOUN
fbem-11205	66	7	in	in	ADP
fbem-11205	66	8	order	order	NOUN
fbem-11205	66	9	to	to	PART
fbem-11205	66	10	better	well	ADV
fbem-11205	66	11	differentiate	differentiate	VERB
fbem-11205	66	12	the	the	DET
fbem-11205	66	13	fitting	fitting	ADJ
fbem-11205	66	14	accuracy	accuracy	NOUN
fbem-11205	66	15	of	of	ADP
fbem-11205	66	16	different	different	ADJ
fbem-11205	66	17	forecasting	forecasting	NOUN
fbem-11205	66	18	models	model	NOUN
fbem-11205	66	19	,	,	PUNCT
fbem-11205	66	20	i.e.	i.e.	X
fbem-11205	66	21	to	to	PART
fbem-11205	66	22	judge	judge	VERB
fbem-11205	66	23	the	the	DET
fbem-11205	66	24	prediction	prediction	NOUN
fbem-11205	66	25	ability	ability	NOUN
fbem-11205	66	26	of	of	ADP
fbem-11205	66	27	different	different	ADJ
fbem-11205	66	28	models	model	NOUN
fbem-11205	66	29	,	,	PUNCT
fbem-11205	66	30	the	the	DET
fbem-11205	66	31	loss	loss	NOUN
fbem-11205	66	32	function	function	NOUN
fbem-11205	66	33	method	method	NOUN
fbem-11205	66	34	is	be	AUX
fbem-11205	66	35	used	use	VERB
fbem-11205	66	36	to	to	PART
fbem-11205	66	37	evaluate	evaluate	VERB
fbem-11205	66	38	the	the	DET
fbem-11205	66	39	prediction	prediction	NOUN
fbem-11205	66	40	accuracy	accuracy	NOUN
fbem-11205	66	41	,	,	PUNCT
fbem-11205	66	42	and	and	CCONJ
fbem-11205	66	43	the	the	DET
fbem-11205	66	44	metrics	metric	NOUN
fbem-11205	66	45	adopted	adopt	VERB
fbem-11205	66	46	in	in	ADP
fbem-11205	66	47	this	this	DET
fbem-11205	66	48	paper	paper	NOUN
fbem-11205	66	49	are	be	AUX
fbem-11205	66	50	:	:	PUNCT
fbem-11205	66	51	root	root	NOUN
fbem-11205	66	52	mean	mean	VERB
fbem-11205	66	53	squared	square	VERB
fbem-11205	66	54	error	error	NOUN
fbem-11205	66	55	(	(	PUNCT
fbem-11205	66	56	mse	mse	NOUN
fbem-11205	66	57	)	)	PUNCT
fbem-11205	66	58	and	and	CCONJ
fbem-11205	66	59	mean	mean	VERB
fbem-11205	66	60	absolute	absolute	ADJ
fbem-11205	66	61	error	error	NOUN
fbem-11205	66	62	(	(	PUNCT
fbem-11205	66	63	mae	mae	PROPN
fbem-11205	66	64	)	)	PUNCT
fbem-11205	66	65	.	.	PUNCT
fbem-11205	67	1	the	the	DET
fbem-11205	67	2	root	root	NOUN
fbem-11205	67	3	mean	mean	VERB
fbem-11205	67	4	square	square	ADJ
fbem-11205	67	5	error	error	NOUN
fbem-11205	67	6	(	(	PUNCT
fbem-11205	67	7	mse	mse	NOUN
fbem-11205	67	8	)	)	PUNCT
fbem-11205	67	9	is	be	AUX
fbem-11205	67	10	obtained	obtain	VERB
fbem-11205	67	11	by	by	ADP
fbem-11205	67	12	squaring	square	VERB
fbem-11205	67	13	the	the	DET
fbem-11205	67	14	deviation	deviation	NOUN
fbem-11205	67	15	of	of	ADP
fbem-11205	67	16	the	the	DET
fbem-11205	67	17	predicted	predict	VERB
fbem-11205	67	18	value	value	NOUN
fbem-11205	67	19	from	from	ADP
fbem-11205	67	20	the	the	DET
fbem-11205	67	21	true	true	ADJ
fbem-11205	67	22	value	value	NOUN
fbem-11205	67	23	,	,	PUNCT
fbem-11205	67	24	while	while	SCONJ
fbem-11205	67	25	the	the	DET
fbem-11205	67	26	mean	mean	ADJ
fbem-11205	67	27	absolute	absolute	ADJ
fbem-11205	67	28	error	error	NOUN
fbem-11205	67	29	(	(	PUNCT
fbem-11205	67	30	mae	mae	PROPN
fbem-11205	67	31	)	)	PUNCT
fbem-11205	67	32	is	be	AUX
fbem-11205	67	33	obtained	obtain	VERB
fbem-11205	67	34	by	by	ADP
fbem-11205	67	35	calculating	calculate	VERB
fbem-11205	67	36	the	the	DET
fbem-11205	67	37	deviation	deviation	NOUN
fbem-11205	67	38	of	of	ADP
fbem-11205	67	39	the	the	DET
fbem-11205	67	40	predicted	predict	VERB
fbem-11205	67	41	value	value	NOUN
fbem-11205	67	42	from	from	ADP
fbem-11205	67	43	the	the	DET
fbem-11205	67	44	true	true	ADJ
fbem-11205	67	45	value	value	NOUN
fbem-11205	67	46	and	and	CCONJ
fbem-11205	67	47	absolutising	absolutise	VERB
fbem-11205	67	48	the	the	DET
fbem-11205	67	49	value	value	NOUN
fbem-11205	67	50	obtained	obtain	VERB
fbem-11205	67	51	.	.	PUNCT
fbem-11205	68	1	the	the	DET
fbem-11205	68	2	formula	formula	NOUN
fbem-11205	68	3	is	be	AUX
fbem-11205	68	4	shown	show	VERB
fbem-11205	68	5	below	below	ADP
fbem-11205	68	6	:	:	PUNCT
fbem-11205	68	7	30	30	NUM
fbem-11205	68	8	=	=	SYM
fbem-11205	68	9	∑	∑	PUNCT
fbem-11205	68	10	 	 	SPACE
fbem-11205	68	11	(	(	PUNCT
fbem-11205	68	12	−	−	PROPN
fbem-11205	68	13	)	)	PUNCT
fbem-11205	69	1	=	=	PUNCT
fbem-11205	69	2	∑	∑	PUNCT
fbem-11205	69	3	 	 	SPACE
fbem-11205	69	4	|	|	ADV
fbem-11205	69	5	−	−	PROPN
fbem-11205	70	1	|	|	INTJ
fbem-11205	70	2	(	(	PUNCT
fbem-11205	70	3	8)	8)	NUM
fbem-11205	70	4	3	3	NUM
fbem-11205	70	5	.	.	PUNCT
fbem-11205	70	6	garch	garch	NOUN
fbem-11205	70	7	-	-	PUNCT
fbem-11205	70	8	lstm	lstm	NOUN
fbem-11205	70	9	as	as	ADP
fbem-11205	70	10	both	both	CCONJ
fbem-11205	70	11	the	the	DET
fbem-11205	70	12	garch	garch	NOUN
fbem-11205	70	13	family	family	NOUN
fbem-11205	70	14	model	model	NOUN
fbem-11205	70	15	and	and	CCONJ
fbem-11205	70	16	the	the	DET
fbem-11205	70	17	lstm	lstm	PROPN
fbem-11205	70	18	neural	neural	ADJ
fbem-11205	70	19	network	network	NOUN
fbem-11205	70	20	have	have	VERB
fbem-11205	70	21	advantages	advantage	NOUN
fbem-11205	70	22	and	and	CCONJ
fbem-11205	70	23	disadvantages	disadvantage	NOUN
fbem-11205	70	24	,	,	PUNCT
fbem-11205	70	25	this	this	DET
fbem-11205	70	26	paper	paper	NOUN
fbem-11205	70	27	combines	combine	VERB
fbem-11205	70	28	the	the	DET
fbem-11205	70	29	information	information	NOUN
fbem-11205	70	30	obtained	obtain	VERB
fbem-11205	70	31	from	from	ADP
fbem-11205	70	32	the	the	DET
fbem-11205	70	33	garch	garch	NOUN
fbem-11205	70	34	family	family	NOUN
fbem-11205	70	35	model	model	NOUN
fbem-11205	70	36	with	with	ADP
fbem-11205	70	37	the	the	DET
fbem-11205	70	38	lstm	lstm	ADJ
fbem-11205	70	39	neural	neural	ADJ
fbem-11205	70	40	network	network	NOUN
fbem-11205	70	41	for	for	ADP
fbem-11205	70	42	the	the	DET
fbem-11205	70	43	purpose	purpose	NOUN
fbem-11205	70	44	of	of	ADP
fbem-11205	70	45	improving	improve	VERB
fbem-11205	70	46	the	the	DET
fbem-11205	70	47	model	model	NOUN
fbem-11205	70	48	fitting	fitting	ADJ
fbem-11205	70	49	accuracy	accuracy	NOUN
fbem-11205	70	50	.	.	PUNCT
fbem-11205	71	1	the	the	DET
fbem-11205	71	2	garch	garch	NOUN
fbem-11205	71	3	-	-	PUNCT
fbem-11205	71	4	lstm	lstm	NOUN
fbem-11205	71	5	algorithm	algorithm	NOUN
fbem-11205	71	6	flows	flow	NOUN
fbem-11205	71	7	as	as	SCONJ
fbem-11205	71	8	follows	follow	VERB
fbem-11205	71	9	:	:	PUNCT
fbem-11205	71	10	dividing	divide	VERB
fbem-11205	71	11	the	the	DET
fbem-11205	71	12	sample	sample	NOUN
fbem-11205	71	13	set	set	VERB
fbem-11205	71	14	into	into	ADP
fbem-11205	71	15	a	a	DET
fbem-11205	71	16	training	training	NOUN
fbem-11205	71	17	set	set	NOUN
fbem-11205	71	18	and	and	CCONJ
fbem-11205	71	19	a	a	DET
fbem-11205	71	20	test	test	NOUN
fbem-11205	71	21	set	set	NOUN
fbem-11205	71	22	,	,	PUNCT
fbem-11205	71	23	fitting	fit	VERB
fbem-11205	71	24	the	the	DET
fbem-11205	71	25	garch	garch	NOUN
fbem-11205	71	26	family	family	NOUN
fbem-11205	71	27	model	model	NOUN
fbem-11205	71	28	using	use	VERB
fbem-11205	71	29	the	the	DET
fbem-11205	71	30	data	datum	NOUN
fbem-11205	71	31	in	in	ADP
fbem-11205	71	32	the	the	DET
fbem-11205	71	33	training	training	NOUN
fbem-11205	71	34	set	set	NOUN
fbem-11205	71	35	,	,	PUNCT
fbem-11205	71	36	and	and	CCONJ
fbem-11205	71	37	obtaining	obtain	VERB
fbem-11205	71	38	the	the	DET
fbem-11205	71	39	prediction	prediction	NOUN
fbem-11205	71	40	results	result	NOUN
fbem-11205	71	41	and	and	CCONJ
fbem-11205	71	42	parameters	parameter	NOUN
fbem-11205	71	43	corresponding	correspond	VERB
fbem-11205	71	44	to	to	ADP
fbem-11205	71	45	the	the	DET
fbem-11205	71	46	garch	garch	NOUN
fbem-11205	71	47	family	family	NOUN
fbem-11205	71	48	model	model	NOUN
fbem-11205	71	49	;	;	PUNCT
fbem-11205	71	50	combining	combine	VERB
fbem-11205	71	51	the	the	DET
fbem-11205	71	52	results	result	NOUN
fbem-11205	71	53	and	and	CCONJ
fbem-11205	71	54	parameters	parameter	NOUN
fbem-11205	71	55	obtained	obtain	VERB
fbem-11205	71	56	by	by	ADP
fbem-11205	71	57	fitting	fit	VERB
fbem-11205	71	58	the	the	DET
fbem-11205	71	59	garch	garch	NOUN
fbem-11205	71	60	family	family	NOUN
fbem-11205	71	61	model	model	NOUN
fbem-11205	71	62	with	with	ADP
fbem-11205	71	63	the	the	DET
fbem-11205	71	64	original	original	ADJ
fbem-11205	71	65	data	datum	NOUN
fbem-11205	71	66	from	from	ADP
fbem-11205	71	67	the	the	DET
fbem-11205	71	68	training	training	NOUN
fbem-11205	71	69	set	set	VERB
fbem-11205	71	70	to	to	PART
fbem-11205	71	71	obtain	obtain	VERB
fbem-11205	71	72	the	the	DET
fbem-11205	71	73	new	new	ADJ
fbem-11205	71	74	data	datum	NOUN
fbem-11205	71	75	set	set	VERB
fbem-11205	71	76	;	;	PUNCT
fbem-11205	71	77	the	the	DET
fbem-11205	71	78	newly	newly	ADV
fbem-11205	71	79	obtained	obtain	VERB
fbem-11205	71	80	dataset	dataset	NOUN
fbem-11205	71	81	is	be	AUX
fbem-11205	71	82	fed	feed	VERB
fbem-11205	71	83	into	into	ADP
fbem-11205	71	84	the	the	DET
fbem-11205	71	85	lstm	lstm	ADJ
fbem-11205	71	86	neural	neural	ADJ
fbem-11205	71	87	network	network	NOUN
fbem-11205	71	88	and	and	CCONJ
fbem-11205	71	89	the	the	DET
fbem-11205	71	90	corresponding	corresponding	ADJ
fbem-11205	71	91	fitting	fitting	ADJ
fbem-11205	71	92	accuracy	accuracy	NOUN
fbem-11205	71	93	is	be	AUX
fbem-11205	71	94	checked	check	VERB
fbem-11205	71	95	using	use	VERB
fbem-11205	71	96	a	a	DET
fbem-11205	71	97	test	test	NOUN
fbem-11205	71	98	set	set	VERB
fbem-11205	71	99	to	to	PART
fbem-11205	71	100	obtain	obtain	VERB
fbem-11205	71	101	the	the	DET
fbem-11205	71	102	rmse	rmse	NOUN
fbem-11205	71	103	and	and	CCONJ
fbem-11205	71	104	mae	mae	PROPN
fbem-11205	71	105	of	of	ADP
fbem-11205	71	106	the	the	DET
fbem-11205	71	107	prediction	prediction	NOUN
fbem-11205	71	108	results	result	NOUN
fbem-11205	71	109	.	.	PUNCT
fbem-11205	72	1	4	4	X
fbem-11205	72	2	.	.	X
fbem-11205	72	3	experimental	experimental	ADJ
fbem-11205	72	4	results	result	NOUN
fbem-11205	72	5	and	and	CCONJ
fbem-11205	72	6	analysis	analysis	NOUN
fbem-11205	72	7	4.1	4.1	NUM
fbem-11205	72	8	.	.	PUNCT
fbem-11205	73	1	data	datum	NOUN
fbem-11205	73	2	description	description	NOUN
fbem-11205	73	3	the	the	DET
fbem-11205	73	4	data	datum	NOUN
fbem-11205	73	5	set	set	VERB
fbem-11205	73	6	used	use	VERB
fbem-11205	73	7	in	in	ADP
fbem-11205	73	8	this	this	DET
fbem-11205	73	9	article	article	NOUN
fbem-11205	73	10	is	be	AUX
fbem-11205	73	11	brent	brent	PROPN
fbem-11205	73	12	crude	crude	PROPN
fbem-11205	73	13	oil	oil	NOUN
fbem-11205	73	14	futures	future	NOUN
fbem-11205	73	15	data	datum	NOUN
fbem-11205	73	16	,	,	PUNCT
fbem-11205	73	17	sourced	source	VERB
fbem-11205	73	18	from	from	ADP
fbem-11205	73	19	homepage	homepage	PROPN
fbem-11205	73	20	u.s	u.s	PROPN
fbem-11205	73	21	.	.	PROPN
fbem-11205	73	22	energy	energy	PROPN
fbem-11205	73	23	information	information	PROPN
fbem-11205	73	24	administration	administration	PROPN
fbem-11205	73	25	(	(	PUNCT
fbem-11205	73	26	eia	eia	PROPN
fbem-11205	73	27	)	)	PUNCT
fbem-11205	73	28	.	.	PUNCT
fbem-11205	74	1	the	the	DET
fbem-11205	74	2	data	datum	NOUN
fbem-11205	74	3	for	for	ADP
fbem-11205	74	4	brent	brent	PROPN
fbem-11205	74	5	crude	crude	PROPN
fbem-11205	74	6	oil	oil	NOUN
fbem-11205	74	7	covers	cover	VERB
fbem-11205	74	8	the	the	DET
fbem-11205	74	9	period	period	NOUN
fbem-11205	74	10	from	from	ADP
fbem-11205	74	11	january	january	PROPN
fbem-11205	74	12	2000	2000	NUM
fbem-11205	74	13	to	to	ADP
fbem-11205	74	14	december	december	PROPN
fbem-11205	74	15	2022	2022	NUM
fbem-11205	74	16	and	and	CCONJ
fbem-11205	74	17	includes	include	VERB
fbem-11205	74	18	the	the	DET
fbem-11205	74	19	opening	opening	NOUN
fbem-11205	74	20	,	,	PUNCT
fbem-11205	74	21	closing	closing	NOUN
fbem-11205	74	22	,	,	PUNCT
fbem-11205	74	23	high	high	ADJ
fbem-11205	74	24	and	and	CCONJ
fbem-11205	74	25	low	low	ADJ
fbem-11205	74	26	prices	price	NOUN
fbem-11205	74	27	and	and	CCONJ
fbem-11205	74	28	daily	daily	ADJ
fbem-11205	74	29	flows	flow	NOUN
fbem-11205	74	30	for	for	ADP
fbem-11205	74	31	each	each	DET
fbem-11205	74	32	trading	trading	NOUN
fbem-11205	74	33	day	day	NOUN
fbem-11205	74	34	.	.	PUNCT
fbem-11205	75	1	in	in	ADP
fbem-11205	75	2	the	the	DET
fbem-11205	75	3	subsequent	subsequent	ADJ
fbem-11205	75	4	study	study	NOUN
fbem-11205	75	5	,	,	PUNCT
fbem-11205	75	6	the	the	DET
fbem-11205	75	7	closing	closing	NOUN
fbem-11205	75	8	price	price	NOUN
fbem-11205	75	9	of	of	ADP
fbem-11205	75	10	each	each	DET
fbem-11205	75	11	trading	trading	NOUN
fbem-11205	75	12	day	day	NOUN
fbem-11205	75	13	(	(	PUNCT
fbem-11205	75	14	trading	trading	NOUN
fbem-11205	75	15	days	day	NOUN
fbem-11205	75	16	excluding	exclude	VERB
fbem-11205	75	17	double	double	ADJ
fbem-11205	75	18	days	day	NOUN
fbem-11205	75	19	and	and	CCONJ
fbem-11205	75	20	holidays	holiday	NOUN
fbem-11205	75	21	)	)	PUNCT
fbem-11205	75	22	is	be	AUX
fbem-11205	75	23	selected	select	VERB
fbem-11205	75	24	for	for	ADP
fbem-11205	75	25	the	the	DET
fbem-11205	75	26	study	study	NOUN
fbem-11205	75	27	.	.	PUNCT
fbem-11205	76	1	in	in	ADP
fbem-11205	76	2	this	this	DET
fbem-11205	76	3	paper	paper	NOUN
fbem-11205	76	4	,	,	PUNCT
fbem-11205	76	5	there	there	PRON
fbem-11205	76	6	are	be	VERB
fbem-11205	76	7	5822	5822	NUM
fbem-11205	76	8	sample	sample	NOUN
fbem-11205	76	9	data	datum	NOUN
fbem-11205	76	10	,	,	PUNCT
fbem-11205	76	11	and	and	CCONJ
fbem-11205	76	12	the	the	DET
fbem-11205	76	13	first	first	ADJ
fbem-11205	76	14	4822	4822	NUM
fbem-11205	76	15	data	datum	NOUN
fbem-11205	76	16	are	be	AUX
fbem-11205	76	17	selected	select	VERB
fbem-11205	76	18	as	as	SCONJ
fbem-11205	76	19	the	the	DET
fbem-11205	76	20	training	training	NOUN
fbem-11205	76	21	set	set	VERB
fbem-11205	76	22	data	datum	NOUN
fbem-11205	76	23	and	and	CCONJ
fbem-11205	76	24	the	the	DET
fbem-11205	76	25	last	last	ADJ
fbem-11205	76	26	1000	1000	NUM
fbem-11205	76	27	data	datum	NOUN
fbem-11205	76	28	are	be	AUX
fbem-11205	76	29	used	use	VERB
fbem-11205	76	30	as	as	ADP
fbem-11205	76	31	the	the	DET
fbem-11205	76	32	test	test	NOUN
fbem-11205	76	33	set	set	VERB
fbem-11205	76	34	data	datum	NOUN
fbem-11205	76	35	to	to	PART
fbem-11205	76	36	forecast	forecast	VERB
fbem-11205	76	37	the	the	DET
fbem-11205	76	38	closing	closing	NOUN
fbem-11205	76	39	price	price	NOUN
fbem-11205	76	40	.	.	PUNCT
fbem-11205	77	1	the	the	DET
fbem-11205	77	2	training	training	NOUN
fbem-11205	77	3	set	set	NOUN
fbem-11205	77	4	data	datum	NOUN
fbem-11205	77	5	is	be	AUX
fbem-11205	77	6	first	first	ADV
fbem-11205	77	7	used	use	VERB
fbem-11205	77	8	to	to	PART
fbem-11205	77	9	estimate	estimate	VERB
fbem-11205	77	10	the	the	DET
fbem-11205	77	11	parameters	parameter	NOUN
fbem-11205	77	12	corresponding	correspond	VERB
fbem-11205	77	13	to	to	ADP
fbem-11205	77	14	the	the	DET
fbem-11205	77	15	garch	garch	NOUN
fbem-11205	77	16	,	,	PUNCT
fbem-11205	77	17	egarch	egarch	NOUN
fbem-11205	77	18	and	and	CCONJ
fbem-11205	77	19	tgarch	tgarch	NOUN
fbem-11205	77	20	models	model	NOUN
fbem-11205	77	21	,	,	PUNCT
fbem-11205	77	22	such	such	ADJ
fbem-11205	77	23	as	as	SCONJ
fbem-11205	77	24	the	the	DET
fbem-11205	77	25	parameters	parameter	NOUN
fbem-11205	77	26	representing	represent	VERB
fbem-11205	77	27	the	the	DET
fbem-11205	77	28	magnitude	magnitude	NOUN
fbem-11205	77	29	of	of	ADP
fbem-11205	77	30	volatility	volatility	NOUN
fbem-11205	77	31	shocks	shock	NOUN
fbem-11205	77	32	in	in	ADP
fbem-11205	77	33	garch	garch	NOUN
fbem-11205	77	34	α	α	NOUN
fbem-11205	77	35	and	and	CCONJ
fbem-11205	77	36	volatility	volatility	NOUN
fbem-11205	77	37	representing	represent	VERB
fbem-11205	77	38	past	past	ADP
fbem-11205	77	39	persistence	persistence	NOUN
fbem-11205	77	40	β	β	ADP
fbem-11205	77	41	the	the	DET
fbem-11205	77	42	lstm	lstm	PROPN
fbem-11205	77	43	neural	neural	ADJ
fbem-11205	77	44	network	network	NOUN
fbem-11205	77	45	model	model	NOUN
fbem-11205	77	46	is	be	AUX
fbem-11205	77	47	then	then	ADV
fbem-11205	77	48	constructed	construct	VERB
fbem-11205	77	49	using	use	VERB
fbem-11205	77	50	the	the	DET
fbem-11205	77	51	other	other	ADJ
fbem-11205	77	52	explanatory	explanatory	ADJ
fbem-11205	77	53	variables	variable	NOUN
fbem-11205	77	54	:	:	PUNCT
fbem-11205	77	55	open	open	ADJ
fbem-11205	77	56	price	price	NOUN
fbem-11205	77	57	,	,	PUNCT
fbem-11205	77	58	close	close	ADJ
fbem-11205	77	59	price	price	NOUN
fbem-11205	77	60	,	,	PUNCT
fbem-11205	77	61	high	high	ADJ
fbem-11205	77	62	price	price	NOUN
fbem-11205	77	63	,	,	PUNCT
fbem-11205	77	64	low	low	ADJ
fbem-11205	77	65	price	price	NOUN
fbem-11205	77	66	and	and	CCONJ
fbem-11205	77	67	daily	daily	ADJ
fbem-11205	77	68	flow	flow	NOUN
fbem-11205	77	69	as	as	ADP
fbem-11205	77	70	inputs	input	NOUN
fbem-11205	77	71	to	to	ADP
fbem-11205	77	72	the	the	DET
fbem-11205	77	73	lstm	lstm	ADJ
fbem-11205	77	74	neural	neural	ADJ
fbem-11205	77	75	network	network	NOUN
fbem-11205	77	76	.	.	PUNCT
fbem-11205	78	1	the	the	DET
fbem-11205	78	2	models	model	NOUN
fbem-11205	78	3	are	be	AUX
fbem-11205	78	4	then	then	ADV
fbem-11205	78	5	tested	test	VERB
fbem-11205	78	6	for	for	ADP
fbem-11205	78	7	predictive	predictive	ADJ
fbem-11205	78	8	performance	performance	NOUN
fbem-11205	78	9	using	use	VERB
fbem-11205	78	10	a	a	DET
fbem-11205	78	11	test	test	NOUN
fbem-11205	78	12	set	set	VERB
fbem-11205	78	13	to	to	PART
fbem-11205	78	14	obtain	obtain	VERB
fbem-11205	78	15	their	their	PRON
fbem-11205	78	16	corresponding	corresponding	ADJ
fbem-11205	78	17	fit	fit	ADJ
fbem-11205	78	18	accuracy	accuracy	NOUN
fbem-11205	78	19	and	and	CCONJ
fbem-11205	78	20	to	to	PART
fbem-11205	78	21	compare	compare	VERB
fbem-11205	78	22	the	the	DET
fbem-11205	78	23	predictive	predictive	ADJ
fbem-11205	78	24	performance	performance	NOUN
fbem-11205	78	25	of	of	ADP
fbem-11205	78	26	different	different	ADJ
fbem-11205	78	27	models	model	NOUN
fbem-11205	78	28	.	.	PUNCT
fbem-11205	79	1	4.2	4.2	NUM
fbem-11205	79	2	.	.	PUNCT
fbem-11205	79	3	experimental	experimental	ADJ
fbem-11205	79	4	procedure	procedure	NOUN
fbem-11205	79	5	before	before	ADP
fbem-11205	79	6	fitting	fit	VERB
fbem-11205	79	7	the	the	DET
fbem-11205	79	8	garch	garch	NOUN
fbem-11205	79	9	model	model	NOUN
fbem-11205	79	10	,	,	PUNCT
fbem-11205	79	11	an	an	DET
fbem-11205	79	12	analysis	analysis	NOUN
fbem-11205	79	13	of	of	ADP
fbem-11205	79	14	the	the	DET
fbem-11205	79	15	basic	basic	ADJ
fbem-11205	79	16	characteristics	characteristic	NOUN
fbem-11205	79	17	of	of	ADP
fbem-11205	79	18	the	the	DET
fbem-11205	79	19	volatility	volatility	NOUN
fbem-11205	79	20	of	of	ADP
fbem-11205	79	21	the	the	DET
fbem-11205	79	22	daily	daily	ADJ
fbem-11205	79	23	closing	closing	NOUN
fbem-11205	79	24	prices	price	NOUN
fbem-11205	79	25	is	be	AUX
fbem-11205	79	26	required	require	VERB
fbem-11205	79	27	.	.	PUNCT
fbem-11205	80	1	the	the	DET
fbem-11205	80	2	following	follow	VERB
fbem-11205	80	3	chart	chart	NOUN
fbem-11205	80	4	shows	show	VERB
fbem-11205	80	5	the	the	DET
fbem-11205	80	6	time	time	NOUN
fbem-11205	80	7	series	series	NOUN
fbem-11205	80	8	of	of	ADP
fbem-11205	80	9	the	the	DET
fbem-11205	80	10	log	log	NOUN
fbem-11205	80	11	difference	difference	NOUN
fbem-11205	80	12	of	of	ADP
fbem-11205	80	13	the	the	DET
fbem-11205	80	14	daily	daily	ADJ
fbem-11205	80	15	closing	closing	NOUN
fbem-11205	80	16	prices	price	NOUN
fbem-11205	80	17	,	,	PUNCT
fbem-11205	80	18	as	as	SCONJ
fbem-11205	80	19	shown	show	VERB
fbem-11205	80	20	in	in	ADP
fbem-11205	80	21	figure	figure	NOUN
fbem-11205	80	22	1	1	NUM
fbem-11205	80	23	below	below	ADV
fbem-11205	80	24	.	.	PUNCT
fbem-11205	81	1	it	it	PRON
fbem-11205	81	2	can	can	AUX
fbem-11205	81	3	be	be	AUX
fbem-11205	81	4	observed	observe	VERB
fbem-11205	81	5	that	that	SCONJ
fbem-11205	81	6	it	it	PRON
fbem-11205	81	7	has	have	VERB
fbem-11205	81	8	a	a	DET
fbem-11205	81	9	more	more	ADV
fbem-11205	81	10	pronounced	pronounced	ADJ
fbem-11205	81	11	heteroskedasticity	heteroskedasticity	NOUN
fbem-11205	81	12	,	,	PUNCT
fbem-11205	81	13	with	with	ADP
fbem-11205	81	14	significant	significant	ADJ
fbem-11205	81	15	inconsistency	inconsistency	NOUN
fbem-11205	81	16	in	in	ADP
fbem-11205	81	17	the	the	DET
fbem-11205	81	18	series	series	NOUN
fbem-11205	81	19	fluctuations	fluctuation	NOUN
fbem-11205	81	20	.	.	PUNCT
fbem-11205	82	1	figure	figure	VERB
fbem-11205	82	2	1	1	NUM
fbem-11205	82	3	.	.	PUNCT
fbem-11205	82	4	time	time	NOUN
fbem-11205	82	5	-	-	PUNCT
fbem-11205	82	6	series	series	NOUN
fbem-11205	82	7	diagram	diagram	NOUN
fbem-11205	82	8	of	of	ADP
fbem-11205	82	9	the	the	DET
fbem-11205	82	10	post	post	ADJ
fbem-11205	82	11	-	-	ADJ
fbem-11205	82	12	log	log	ADJ
fbem-11205	82	13	differential	differential	ADJ
fbem-11205	82	14	daily	daily	ADJ
fbem-11205	82	15	closing	closing	NOUN
fbem-11205	82	16	price	price	NOUN
fbem-11205	82	17	in	in	ADP
fbem-11205	82	18	order	order	NOUN
fbem-11205	82	19	to	to	PART
fbem-11205	82	20	draw	draw	VERB
fbem-11205	82	21	more	more	ADV
fbem-11205	82	22	precise	precise	ADJ
fbem-11205	82	23	conclusions	conclusion	NOUN
fbem-11205	82	24	to	to	PART
fbem-11205	82	25	fit	fit	VERB
fbem-11205	82	26	the	the	DET
fbem-11205	82	27	garch	garch	NOUN
fbem-11205	82	28	model	model	NOUN
fbem-11205	82	29	,	,	PUNCT
fbem-11205	82	30	the	the	DET
fbem-11205	82	31	series	series	NOUN
fbem-11205	82	32	needs	need	VERB
fbem-11205	82	33	to	to	PART
fbem-11205	82	34	be	be	AUX
fbem-11205	82	35	tested	test	VERB
fbem-11205	82	36	for	for	ADP
fbem-11205	82	37	smoothness	smoothness	NOUN
fbem-11205	82	38	,	,	PUNCT
fbem-11205	82	39	normality	normality	NOUN
fbem-11205	82	40	,	,	PUNCT
fbem-11205	82	41	serial	serial	ADJ
fbem-11205	82	42	autocorrelation	autocorrelation	NOUN
fbem-11205	82	43	and	and	CCONJ
fbem-11205	82	44	heteroskedasticity	heteroskedasticity	NOUN
fbem-11205	82	45	.	.	PUNCT
fbem-11205	83	1	for	for	ADP
fbem-11205	83	2	the	the	DET
fbem-11205	83	3	smoothness	smoothness	ADJ
fbem-11205	83	4	test	test	NOUN
fbem-11205	83	5	,	,	PUNCT
fbem-11205	83	6	the	the	DET
fbem-11205	83	7	adf	adf	PROPN
fbem-11205	83	8	test	test	NOUN
fbem-11205	83	9	,	,	PUNCT
fbem-11205	83	10	the	the	DET
fbem-11205	83	11	most	most	ADV
fbem-11205	83	12	commonly	commonly	ADV
fbem-11205	83	13	used	use	VERB
fbem-11205	83	14	test	test	NOUN
fbem-11205	83	15	in	in	ADP
fbem-11205	83	16	statistics	statistic	NOUN
fbem-11205	83	17	,	,	PUNCT
fbem-11205	83	18	is	be	AUX
fbem-11205	83	19	chosen	choose	VERB
fbem-11205	83	20	as	as	ADP
fbem-11205	83	21	the	the	DET
fbem-11205	83	22	method	method	NOUN
fbem-11205	83	23	of	of	ADP
fbem-11205	83	24	smoothness	smoothness	ADJ
fbem-11205	83	25	test	test	NOUN
fbem-11205	83	26	in	in	ADP
fbem-11205	83	27	this	this	DET
fbem-11205	83	28	paper	paper	NOUN
fbem-11205	83	29	,	,	PUNCT
fbem-11205	83	30	and	and	CCONJ
fbem-11205	83	31	its	its	PRON
fbem-11205	83	32	corresponding	corresponding	ADJ
fbem-11205	83	33	test	test	NOUN
fbem-11205	83	34	results	result	NOUN
fbem-11205	83	35	are	be	AUX
fbem-11205	83	36	shown	show	VERB
fbem-11205	83	37	in	in	ADP
fbem-11205	83	38	the	the	DET
fbem-11205	83	39	following	follow	VERB
fbem-11205	83	40	table	table	NOUN
fbem-11205	83	41	:	:	PUNCT
fbem-11205	83	42	table	table	NOUN
fbem-11205	83	43	2	2	NUM
fbem-11205	83	44	.	.	PUNCT
fbem-11205	84	1	adf	adf	NOUN
fbem-11205	84	2	test	test	NOUN
fbem-11205	84	3	for	for	ADP
fbem-11205	84	4	log	log	NOUN
fbem-11205	84	5	post	post	ADJ
fbem-11205	84	6	-	-	ADJ
fbem-11205	84	7	differential	differential	ADJ
fbem-11205	84	8	daily	daily	ADJ
fbem-11205	84	9	returns	return	NOUN
fbem-11205	84	10	t	t	NOUN
fbem-11205	84	11	-	-	PUNCT
fbem-11205	84	12	test	test	NOUN
fbem-11205	84	13	statistic	statistic	NOUN
fbem-11205	84	14	p	p	NOUN
fbem-11205	84	15	-	-	PUNCT
fbem-11205	84	16	value	value	NOUN
fbem-11205	84	17	adf	adf	PROPN
fbem-11205	84	18	test	test	NOUN
fbem-11205	84	19	statistic	statistic	PROPN
fbem-11205	84	20	-29.123433	-29.123433	PUNCT
fbem-11205	84	21	0.0000	0.0000	NUM
fbem-11205	84	22	test	test	NOUN
fbem-11205	84	23	threshold	threshold	NOUN
fbem-11205	84	24	(	(	PUNCT
fbem-11205	84	25	0.01	0.01	NUM
fbem-11205	84	26	)	)	PUNCT
fbem-11205	84	27	-4.2431131	-4.2431131	VERB
fbem-11205	84	28	test	test	VERB
fbem-11205	84	29	critical	critical	ADJ
fbem-11205	84	30	value	value	NOUN
fbem-11205	84	31	(	(	PUNCT
fbem-11205	84	32	0.05	0.05	NUM
fbem-11205	84	33	)	)	PUNCT
fbem-11205	84	34	-2.8313243	-2.8313243	NOUN
fbem-11205	84	35	test	test	NOUN
fbem-11205	84	36	threshold	threshold	NOUN
fbem-11205	84	37	(	(	PUNCT
fbem-11205	84	38	0.1	0.1	NUM
fbem-11205	84	39	)	)	PUNCT
fbem-11205	84	40	-2.4810842	-2.4810842	NOUN
fbem-11205	84	41	for	for	ADP
fbem-11205	84	42	the	the	DET
fbem-11205	84	43	normality	normality	NOUN
fbem-11205	84	44	test	test	NOUN
fbem-11205	84	45	,	,	PUNCT
fbem-11205	84	46	it	it	PRON
fbem-11205	84	47	can	can	AUX
fbem-11205	84	48	be	be	AUX
fbem-11205	84	49	obtained	obtain	VERB
fbem-11205	84	50	that	that	SCONJ
fbem-11205	84	51	the	the	DET
fbem-11205	84	52	series	series	NOUN
fbem-11205	84	53	also	also	ADV
fbem-11205	84	54	has	have	VERB
fbem-11205	84	55	the	the	DET
fbem-11205	84	56	characteristics	characteristic	NOUN
fbem-11205	84	57	of	of	ADP
fbem-11205	84	58	right	right	ADJ
fbem-11205	84	59	skewness	skewness	NOUN
fbem-11205	84	60	and	and	CCONJ
fbem-11205	84	61	spikes	spike	NOUN
fbem-11205	84	62	and	and	CCONJ
fbem-11205	84	63	thick	thick	ADJ
fbem-11205	84	64	tails	tail	NOUN
fbem-11205	84	65	,	,	PUNCT
fbem-11205	84	66	so	so	CCONJ
fbem-11205	84	67	the	the	DET
fbem-11205	84	68	student	student	NOUN
fbem-11205	84	69	's	's	PART
fbem-11205	84	70	t	t	NOUN
fbem-11205	84	71	distribution	distribution	NOUN
fbem-11205	84	72	is	be	AUX
fbem-11205	84	73	chosen	choose	VERB
fbem-11205	84	74	to	to	PART
fbem-11205	84	75	fit	fit	VERB
fbem-11205	84	76	the	the	DET
fbem-11205	84	77	data	datum	NOUN
fbem-11205	84	78	in	in	ADP
fbem-11205	84	79	this	this	DET
fbem-11205	84	80	paper	paper	NOUN
fbem-11205	84	81	.	.	PUNCT
fbem-11205	85	1	after	after	ADP
fbem-11205	85	2	the	the	DET
fbem-11205	85	3	autocorrelation	autocorrelation	NOUN
fbem-11205	85	4	and	and	CCONJ
fbem-11205	85	5	heteroskedasticity	heteroskedasticity	NOUN
fbem-11205	85	6	tests	test	NOUN
fbem-11205	85	7	,	,	PUNCT
fbem-11205	85	8	it	it	PRON
fbem-11205	85	9	can	can	AUX
fbem-11205	85	10	be	be	AUX
fbem-11205	85	11	observed	observe	VERB
fbem-11205	85	12	that	that	SCONJ
fbem-11205	85	13	the	the	DET
fbem-11205	85	14	p	p	NOUN
fbem-11205	85	15	-	-	PUNCT
fbem-11205	85	16	values	value	NOUN
fbem-11205	85	17	are	be	AUX
fbem-11205	85	18	less	less	ADJ
fbem-11205	85	19	than	than	ADP
fbem-11205	85	20	the	the	DET
fbem-11205	85	21	significance	significance	NOUN
fbem-11205	85	22	level	level	NOUN
fbem-11205	85	23	,	,	PUNCT
fbem-11205	85	24	thus	thus	ADV
fbem-11205	85	25	inferring	infer	VERB
fbem-11205	85	26	that	that	SCONJ
fbem-11205	85	27	the	the	DET
fbem-11205	85	28	series	series	NOUN
fbem-11205	85	29	is	be	AUX
fbem-11205	85	30	not	not	PART
fbem-11205	85	31	autocorrelated	autocorrelated	ADJ
fbem-11205	85	32	and	and	CCONJ
fbem-11205	85	33	has	have	VERB
fbem-11205	85	34	an	an	DET
fbem-11205	85	35	arch	arch	ADJ
fbem-11205	85	36	effect	effect	NOUN
fbem-11205	85	37	,	,	PUNCT
fbem-11205	85	38	satisfying	satisfy	VERB
fbem-11205	85	39	the	the	DET
fbem-11205	85	40	conditions	condition	NOUN
fbem-11205	85	41	for	for	ADP
fbem-11205	85	42	fitting	fit	VERB
fbem-11205	85	43	the	the	DET
fbem-11205	85	44	data	datum	NOUN
fbem-11205	85	45	using	use	VERB
fbem-11205	85	46	the	the	DET
fbem-11205	85	47	garch	garch	NOUN
fbem-11205	85	48	model	model	NOUN
fbem-11205	85	49	.	.	PUNCT
fbem-11205	86	1	the	the	DET
fbem-11205	86	2	data	datum	NOUN
fbem-11205	86	3	were	be	AUX
fbem-11205	86	4	fitted	fit	VERB
fbem-11205	86	5	using	use	VERB
fbem-11205	86	6	the	the	DET
fbem-11205	86	7	garch	garch	NOUN
fbem-11205	86	8	,	,	PUNCT
fbem-11205	86	9	egarch	egarch	NOUN
fbem-11205	86	10	and	and	CCONJ
fbem-11205	86	11	tgarch	tgarch	NOUN
fbem-11205	86	12	models	model	NOUN
fbem-11205	86	13	respectively	respectively	ADV
fbem-11205	86	14	,	,	PUNCT
fbem-11205	86	15	and	and	CCONJ
fbem-11205	86	16	the	the	DET
fbem-11205	86	17	parameters	parameter	NOUN
fbem-11205	86	18	obtained	obtain	VERB
fbem-11205	86	19	from	from	ADP
fbem-11205	86	20	their	their	PRON
fbem-11205	86	21	corresponding	correspond	VERB
fbem-11205	86	22	fits	fit	NOUN
fbem-11205	86	23	are	be	AUX
fbem-11205	86	24	shown	show	VERB
fbem-11205	86	25	in	in	ADP
fbem-11205	86	26	the	the	DET
fbem-11205	86	27	table	table	NOUN
fbem-11205	86	28	below	below	ADV
fbem-11205	86	29	.	.	PUNCT
fbem-11205	87	1	table	table	NOUN
fbem-11205	87	2	3	3	NUM
fbem-11205	87	3	.	.	PUNCT
fbem-11205	88	1	parameters	parameter	NOUN
fbem-11205	88	2	fitted	fit	VERB
fbem-11205	88	3	to	to	ADP
fbem-11205	88	4	each	each	DET
fbem-11205	88	5	model	model	NOUN
fbem-11205	88	6	models	model	NOUN
fbem-11205	88	7	constant	constant	ADJ
fbem-11205	88	8	term	term	NOUN
fbem-11205	88	9	garch	garch	NOUN
fbem-11205	88	10	0.0000642	0.0000642	NUM
fbem-11205	88	11	0.0938304	0.0938304	NUM
fbem-11205	88	12	0.9438126	0.9438126	NUM
fbem-11205	88	13	egarch	egarch	NOUN
fbem-11205	88	14	0.9923913	0.9923913	NUM
fbem-11205	88	15	0.0232346	0.0232346	NUM
fbem-11205	88	16	0.2574105	0.2574105	NUM
fbem-11205	88	17	tgarch	tgarch	NOUN
fbem-11205	88	18	0.000000031	0.000000031	NUM
fbem-11205	88	19	0.1382134	0.1382134	NUM
fbem-11205	88	20	0.0134251	0.0134251	NUM
fbem-11205	88	21	0.9130313	0.9130313	NUM
fbem-11205	88	22	31	31	NUM
fbem-11205	88	23	the	the	DET
fbem-11205	88	24	parameters	parameter	NOUN
fbem-11205	88	25	obtained	obtain	VERB
fbem-11205	88	26	from	from	ADP
fbem-11205	88	27	the	the	DET
fbem-11205	88	28	above	above	ADJ
fbem-11205	88	29	table	table	NOUN
fbem-11205	88	30	were	be	AUX
fbem-11205	88	31	brought	bring	VERB
fbem-11205	88	32	into	into	ADP
fbem-11205	88	33	the	the	DET
fbem-11205	88	34	equation	equation	NOUN
fbem-11205	88	35	to	to	PART
fbem-11205	88	36	obtain	obtain	VERB
fbem-11205	88	37	the	the	DET
fbem-11205	88	38	corresponding	corresponding	ADJ
fbem-11205	88	39	model	model	NOUN
fbem-11205	88	40	for	for	ADP
fbem-11205	88	41	subsequent	subsequent	ADJ
fbem-11205	88	42	predictions	prediction	NOUN
fbem-11205	88	43	.	.	PUNCT
fbem-11205	89	1	and	and	CCONJ
fbem-11205	89	2	the	the	DET
fbem-11205	89	3	individual	individual	ADJ
fbem-11205	89	4	parameters	parameter	NOUN
fbem-11205	89	5	obtained	obtain	VERB
fbem-11205	89	6	in	in	ADP
fbem-11205	89	7	table	table	NOUN
fbem-11205	89	8	2	2	NUM
fbem-11205	89	9	with	with	ADP
fbem-11205	89	10	the	the	DET
fbem-11205	89	11	prediction	prediction	NOUN
fbem-11205	89	12	results	result	NOUN
fbem-11205	89	13	were	be	AUX
fbem-11205	89	14	used	use	VERB
fbem-11205	89	15	as	as	ADP
fbem-11205	89	16	input	input	NOUN
fbem-11205	89	17	to	to	ADP
fbem-11205	89	18	the	the	DET
fbem-11205	89	19	neural	neural	ADJ
fbem-11205	89	20	network	network	NOUN
fbem-11205	89	21	to	to	PART
fbem-11205	89	22	build	build	VERB
fbem-11205	89	23	the	the	DET
fbem-11205	89	24	hybrid	hybrid	ADJ
fbem-11205	89	25	model	model	NOUN
fbem-11205	89	26	.	.	PUNCT
fbem-11205	90	1	the	the	DET
fbem-11205	90	2	figure	figure	NOUN
fbem-11205	90	3	below	below	ADV
fbem-11205	90	4	shows	show	VERB
fbem-11205	90	5	a	a	DET
fbem-11205	90	6	plot	plot	NOUN
fbem-11205	90	7	of	of	ADP
fbem-11205	90	8	the	the	DET
fbem-11205	90	9	true	true	ADJ
fbem-11205	90	10	value	value	NOUN
fbem-11205	90	11	versus	versus	ADP
fbem-11205	90	12	the	the	DET
fbem-11205	90	13	predicted	predict	VERB
fbem-11205	90	14	value	value	NOUN
fbem-11205	90	15	for	for	ADP
fbem-11205	90	16	the	the	DET
fbem-11205	90	17	300	300	NUM
fbem-11205	90	18	data	datum	NOUN
fbem-11205	90	19	items	item	NOUN
fbem-11205	90	20	after	after	ADP
fbem-11205	90	21	august	august	PROPN
fbem-11205	90	22	1	1	NUM
fbem-11205	90	23	,	,	PUNCT
fbem-11205	90	24	2021	2021	NUM
fbem-11205	90	25	.	.	PUNCT
fbem-11205	91	1	figure2	figure2	ADJ
fbem-11205	91	2	comparison	comparison	NOUN
fbem-11205	91	3	of	of	ADP
fbem-11205	91	4	true	true	ADJ
fbem-11205	91	5	and	and	CCONJ
fbem-11205	91	6	predicted	predict	VERB
fbem-11205	91	7	values	value	NOUN
fbem-11205	91	8	by	by	ADP
fbem-11205	91	9	calculating	calculate	VERB
fbem-11205	91	10	the	the	DET
fbem-11205	91	11	rmse	rmse	NOUN
fbem-11205	91	12	and	and	CCONJ
fbem-11205	91	13	mae	mae	PROPN
fbem-11205	91	14	corresponding	correspond	VERB
fbem-11205	91	15	to	to	ADP
fbem-11205	91	16	the	the	DET
fbem-11205	91	17	test	test	NOUN
fbem-11205	91	18	set	set	VERB
fbem-11205	91	19	and	and	CCONJ
fbem-11205	91	20	comparing	compare	VERB
fbem-11205	91	21	them	they	PRON
fbem-11205	91	22	with	with	ADP
fbem-11205	91	23	the	the	DET
fbem-11205	91	24	rmse	rmse	NOUN
fbem-11205	91	25	and	and	CCONJ
fbem-11205	91	26	mae	mae	PROPN
fbem-11205	91	27	corresponding	correspond	VERB
fbem-11205	91	28	to	to	ADP
fbem-11205	91	29	the	the	DET
fbem-11205	91	30	test	test	NOUN
fbem-11205	91	31	machine	machine	NOUN
fbem-11205	91	32	after	after	ADP
fbem-11205	91	33	fitting	fit	VERB
fbem-11205	91	34	the	the	DET
fbem-11205	91	35	lstm	lstm	ADJ
fbem-11205	91	36	and	and	CCONJ
fbem-11205	91	37	garch	garch	NOUN
fbem-11205	91	38	models	model	NOUN
fbem-11205	91	39	,	,	PUNCT
fbem-11205	91	40	the	the	DET
fbem-11205	91	41	results	result	NOUN
fbem-11205	91	42	of	of	ADP
fbem-11205	91	43	the	the	DET
fbem-11205	91	44	comparison	comparison	NOUN
fbem-11205	91	45	are	be	AUX
fbem-11205	91	46	shown	show	VERB
fbem-11205	91	47	in	in	ADP
fbem-11205	91	48	the	the	DET
fbem-11205	91	49	table	table	NOUN
fbem-11205	91	50	below	below	ADV
fbem-11205	91	51	.	.	PUNCT
fbem-11205	92	1	table	table	NOUN
fbem-11205	92	2	4	4	NUM
fbem-11205	92	3	rmse	rmse	NOUN
fbem-11205	92	4	and	and	CCONJ
fbem-11205	92	5	mae	mae	PROPN
fbem-11205	92	6	for	for	ADP
fbem-11205	92	7	different	different	ADJ
fbem-11205	92	8	models	model	NOUN
fbem-11205	92	9	models	model	NOUN
fbem-11205	92	10	root	root	VERB
fbem-11205	92	11	mean	mean	ADJ
fbem-11205	92	12	square	square	ADJ
fbem-11205	92	13	error	error	NOUN
fbem-11205	92	14	(	(	PUNCT
fbem-11205	92	15	rmse	rmse	NOUN
fbem-11205	92	16	)	)	PUNCT
fbem-11205	92	17	mean	mean	VERB
fbem-11205	92	18	absolute	absolute	ADJ
fbem-11205	92	19	error	error	NOUN
fbem-11205	92	20	(	(	PUNCT
fbem-11205	92	21	mae	mae	PROPN
fbem-11205	92	22	)	)	PUNCT
fbem-11205	92	23	garch	garch	NOUN
fbem-11205	92	24	0.00538	0.00538	NUM
fbem-11205	92	25	0.01973	0.01973	NUM
fbem-11205	92	26	tgarch	tgarch	NOUN
fbem-11205	92	27	0.00453	0.00453	NUM
fbem-11205	92	28	0.01823	0.01823	NUM
fbem-11205	92	29	egarch	egarch	NOUN
fbem-11205	92	30	0.00424	0.00424	NUM
fbem-11205	92	31	0.01792	0.01792	NUM
fbem-11205	92	32	lstm	lstm	NOUN
fbem-11205	92	33	0.00223	0.00223	NUM
fbem-11205	92	34	0.01575	0.01575	NUM
fbem-11205	92	35	garch	garch	NOUN
fbem-11205	92	36	-	-	PUNCT
fbem-11205	92	37	lstm	lstm	NOUN
fbem-11205	92	38	0.00148	0.00148	NUM
fbem-11205	92	39	0.01378	0.01378	NUM
fbem-11205	92	40	4.3	4.3	NUM
fbem-11205	92	41	.	.	PUNCT
fbem-11205	93	1	data	datum	NOUN
fbem-11205	93	2	description	description	NOUN
fbem-11205	93	3	the	the	DET
fbem-11205	93	4	garch	garch	NOUN
fbem-11205	93	5	-	-	PUNCT
fbem-11205	93	6	lstm	lstm	NOUN
fbem-11205	93	7	model	model	NOUN
fbem-11205	93	8	was	be	AUX
fbem-11205	93	9	used	use	VERB
fbem-11205	93	10	to	to	PART
fbem-11205	93	11	improve	improve	VERB
fbem-11205	93	12	the	the	DET
fbem-11205	93	13	prediction	prediction	NOUN
fbem-11205	93	14	accuracy	accuracy	NOUN
fbem-11205	93	15	,	,	PUNCT
fbem-11205	93	16	and	and	CCONJ
fbem-11205	93	17	the	the	DET
fbem-11205	93	18	data	datum	NOUN
fbem-11205	93	19	was	be	AUX
fbem-11205	93	20	predicted	predict	VERB
fbem-11205	93	21	under	under	ADP
fbem-11205	93	22	the	the	DET
fbem-11205	93	23	assumption	assumption	NOUN
fbem-11205	93	24	that	that	SCONJ
fbem-11205	93	25	the	the	DET
fbem-11205	93	26	residual	residual	ADJ
fbem-11205	93	27	terms	term	NOUN
fbem-11205	93	28	obeyed	obey	VERB
fbem-11205	93	29	a	a	DET
fbem-11205	93	30	t	t	NOUN
fbem-11205	93	31	-	-	PUNCT
fbem-11205	93	32	distribution	distribution	NOUN
fbem-11205	93	33	,	,	PUNCT
fbem-11205	93	34	and	and	CCONJ
fbem-11205	93	35	the	the	DET
fbem-11205	93	36	corresponding	correspond	VERB
fbem-11205	93	37	prediction	prediction	NOUN
fbem-11205	93	38	results	result	NOUN
fbem-11205	93	39	are	be	AUX
fbem-11205	93	40	shown	show	VERB
fbem-11205	93	41	in	in	ADP
fbem-11205	93	42	the	the	DET
fbem-11205	93	43	table	table	NOUN
fbem-11205	93	44	above	above	ADV
fbem-11205	93	45	.	.	PUNCT
fbem-11205	94	1	the	the	DET
fbem-11205	94	2	prediction	prediction	NOUN
fbem-11205	94	3	results	result	VERB
fbem-11205	94	4	using	use	VERB
fbem-11205	94	5	a	a	DET
fbem-11205	94	6	single	single	ADJ
fbem-11205	94	7	model	model	NOUN
fbem-11205	94	8	performed	perform	VERB
fbem-11205	94	9	poorly	poorly	ADV
fbem-11205	94	10	,	,	PUNCT
fbem-11205	94	11	with	with	ADP
fbem-11205	94	12	the	the	DET
fbem-11205	94	13	garch	garch	NOUN
fbem-11205	94	14	model	model	NOUN
fbem-11205	94	15	predicting	predict	VERB
fbem-11205	94	16	an	an	DET
fbem-11205	94	17	rmse	rmse	NOUN
fbem-11205	94	18	of	of	ADP
fbem-11205	94	19	0.538	0.538	NUM
fbem-11205	94	20	%	%	NOUN
fbem-11205	94	21	and	and	CCONJ
fbem-11205	94	22	mae	mae	PROPN
fbem-11205	94	23	of	of	ADP
fbem-11205	94	24	1.973	1.973	NUM
fbem-11205	94	25	%	%	NOUN
fbem-11205	94	26	,	,	PUNCT
fbem-11205	94	27	the	the	DET
fbem-11205	94	28	tgarch	tgarch	NOUN
fbem-11205	94	29	model	model	NOUN
fbem-11205	94	30	predicting	predict	VERB
fbem-11205	94	31	an	an	DET
fbem-11205	94	32	rmse	rmse	NOUN
fbem-11205	94	33	of	of	ADP
fbem-11205	94	34	0.453	0.453	NUM
fbem-11205	94	35	%	%	NOUN
fbem-11205	94	36	and	and	CCONJ
fbem-11205	94	37	mae	mae	PROPN
fbem-11205	94	38	of	of	ADP
fbem-11205	94	39	1.823	1.823	NUM
fbem-11205	94	40	%	%	NOUN
fbem-11205	94	41	,	,	PUNCT
fbem-11205	94	42	the	the	DET
fbem-11205	94	43	egarch	egarch	NOUN
fbem-11205	94	44	model	model	NOUN
fbem-11205	94	45	predicting	predict	VERB
fbem-11205	94	46	an	an	DET
fbem-11205	94	47	rmse	rmse	NOUN
fbem-11205	94	48	of	of	ADP
fbem-11205	94	49	0.424	0.424	NUM
fbem-11205	94	50	%	%	NOUN
fbem-11205	94	51	and	and	CCONJ
fbem-11205	94	52	mae	mae	PROPN
fbem-11205	94	53	of	of	ADP
fbem-11205	94	54	1.973	1.973	NUM
fbem-11205	94	55	%	%	NOUN
fbem-11205	94	56	,	,	PUNCT
fbem-11205	94	57	and	and	CCONJ
fbem-11205	94	58	the	the	DET
fbem-11205	94	59	lstm	lstm	NOUN
fbem-11205	94	60	predicting	predict	VERB
fbem-11205	94	61	rmse	rmse	PROPN
fbem-11205	94	62	was	be	AUX
fbem-11205	94	63	0.223	0.223	NUM
fbem-11205	94	64	%	%	NOUN
fbem-11205	94	65	and	and	CCONJ
fbem-11205	94	66	mae	mae	PROPN
fbem-11205	94	67	was	be	AUX
fbem-11205	94	68	1.575	1.575	NUM
fbem-11205	94	69	%	%	NOUN
fbem-11205	94	70	.	.	PUNCT
fbem-11205	95	1	the	the	DET
fbem-11205	95	2	garch	garch	NOUN
fbem-11205	95	3	-	-	PUNCT
fbem-11205	95	4	lstm	lstm	NOUN
fbem-11205	95	5	prediction	prediction	NOUN
fbem-11205	95	6	results	result	NOUN
fbem-11205	95	7	were	be	AUX
fbem-11205	95	8	better	well	ADJ
fbem-11205	95	9	compared	compare	VERB
fbem-11205	95	10	to	to	ADP
fbem-11205	95	11	the	the	DET
fbem-11205	95	12	garch	garch	NOUN
fbem-11205	95	13	family	family	NOUN
fbem-11205	95	14	model	model	NOUN
fbem-11205	95	15	and	and	CCONJ
fbem-11205	95	16	the	the	DET
fbem-11205	95	17	lstm	lstm	PROPN
fbem-11205	95	18	model	model	NOUN
fbem-11205	95	19	,	,	PUNCT
fbem-11205	95	20	with	with	ADP
fbem-11205	95	21	significantly	significantly	ADV
fbem-11205	95	22	smaller	small	ADJ
fbem-11205	95	23	prediction	prediction	NOUN
fbem-11205	95	24	errors	error	NOUN
fbem-11205	95	25	than	than	ADP
fbem-11205	95	26	the	the	DET
fbem-11205	95	27	other	other	ADJ
fbem-11205	95	28	models	model	NOUN
fbem-11205	95	29	,	,	PUNCT
fbem-11205	95	30	with	with	ADP
fbem-11205	95	31	an	an	DET
fbem-11205	95	32	rmse	rmse	NOUN
fbem-11205	95	33	of	of	ADP
fbem-11205	95	34	0.148	0.148	NUM
fbem-11205	95	35	%	%	NOUN
fbem-11205	95	36	and	and	CCONJ
fbem-11205	95	37	a	a	DET
fbem-11205	95	38	mae	mae	PROPN
fbem-11205	95	39	of	of	ADP
fbem-11205	95	40	1.378	1.378	NUM
fbem-11205	95	41	%	%	NOUN
fbem-11205	95	42	.	.	PUNCT
fbem-11205	96	1	5	5	X
fbem-11205	96	2	.	.	X
fbem-11205	96	3	conclusion	conclusion	NOUN
fbem-11205	96	4	in	in	ADP
fbem-11205	96	5	this	this	DET
fbem-11205	96	6	paper	paper	NOUN
fbem-11205	96	7	,	,	PUNCT
fbem-11205	96	8	data	datum	NOUN
fbem-11205	96	9	corresponding	correspond	VERB
fbem-11205	96	10	to	to	ADP
fbem-11205	96	11	brent	brent	PROPN
fbem-11205	96	12	crude	crude	PROPN
fbem-11205	96	13	oil	oil	NOUN
fbem-11205	96	14	from	from	ADP
fbem-11205	96	15	january	january	PROPN
fbem-11205	96	16	2000	2000	NUM
fbem-11205	96	17	to	to	ADP
fbem-11205	96	18	december	december	PROPN
fbem-11205	96	19	2022	2022	NUM
fbem-11205	96	20	are	be	AUX
fbem-11205	96	21	selected	select	VERB
fbem-11205	96	22	,	,	PUNCT
fbem-11205	96	23	and	and	CCONJ
fbem-11205	96	24	after	after	ADP
fbem-11205	96	25	a	a	DET
fbem-11205	96	26	series	series	NOUN
fbem-11205	96	27	of	of	ADP
fbem-11205	96	28	statistical	statistical	ADJ
fbem-11205	96	29	tests	test	NOUN
fbem-11205	96	30	:	:	PUNCT
fbem-11205	96	31	smoothness	smoothness	ADJ
fbem-11205	96	32	test	test	NOUN
fbem-11205	96	33	,	,	PUNCT
fbem-11205	96	34	white	white	PROPN
fbem-11205	96	35	noise	noise	NOUN
fbem-11205	96	36	test	test	NOUN
fbem-11205	96	37	,	,	PUNCT
fbem-11205	96	38	arch	arch	ADJ
fbem-11205	96	39	test	test	NOUN
fbem-11205	96	40	and	and	CCONJ
fbem-11205	96	41	heteroskedasticity	heteroskedasticity	NOUN
fbem-11205	96	42	test	test	NOUN
fbem-11205	96	43	,	,	PUNCT
fbem-11205	96	44	garch	garch	NOUN
fbem-11205	96	45	family	family	NOUN
fbem-11205	96	46	models	model	NOUN
fbem-11205	96	47	:	:	PUNCT
fbem-11205	96	48	garch	garch	NOUN
fbem-11205	96	49	,	,	PUNCT
fbem-11205	96	50	tgarch	tgarch	NOUN
fbem-11205	96	51	and	and	CCONJ
fbem-11205	96	52	egarch	egarch	NOUN
fbem-11205	96	53	are	be	AUX
fbem-11205	96	54	built	build	VERB
fbem-11205	96	55	to	to	PART
fbem-11205	96	56	fit	fit	VERB
fbem-11205	96	57	the	the	DET
fbem-11205	96	58	data	datum	NOUN
fbem-11205	96	59	to	to	PART
fbem-11205	96	60	obtain	obtain	VERB
fbem-11205	96	61	their	their	PRON
fbem-11205	96	62	corresponding	correspond	VERB
fbem-11205	96	63	parameters	parameter	NOUN
fbem-11205	96	64	.	.	PUNCT
fbem-11205	97	1	after	after	SCONJ
fbem-11205	97	2	the	the	DET
fbem-11205	97	3	parameters	parameter	NOUN
fbem-11205	97	4	are	be	AUX
fbem-11205	97	5	obtained	obtain	VERB
fbem-11205	97	6	,	,	PUNCT
fbem-11205	97	7	the	the	DET
fbem-11205	97	8	parameters	parameter	NOUN
fbem-11205	97	9	are	be	AUX
fbem-11205	97	10	input	input	NOUN
fbem-11205	97	11	as	as	ADP
fbem-11205	97	12	variables	variable	NOUN
fbem-11205	97	13	together	together	ADV
fbem-11205	97	14	with	with	ADP
fbem-11205	97	15	the	the	DET
fbem-11205	97	16	data	datum	NOUN
fbem-11205	97	17	into	into	ADP
fbem-11205	97	18	the	the	DET
fbem-11205	97	19	lstm	lstm	ADJ
fbem-11205	97	20	neural	neural	ADJ
fbem-11205	97	21	network	network	NOUN
fbem-11205	97	22	for	for	ADP
fbem-11205	97	23	training	training	NOUN
fbem-11205	97	24	,	,	PUNCT
fbem-11205	97	25	thus	thus	ADV
fbem-11205	97	26	building	build	VERB
fbem-11205	97	27	the	the	DET
fbem-11205	97	28	garch	garch	NOUN
fbem-11205	97	29	-	-	PUNCT
fbem-11205	97	30	lstm	lstm	NOUN
fbem-11205	97	31	model	model	NOUN
fbem-11205	97	32	.	.	PUNCT
fbem-11205	98	1	compared	compare	VERB
fbem-11205	98	2	to	to	ADP
fbem-11205	98	3	a	a	DET
fbem-11205	98	4	single	single	ADJ
fbem-11205	98	5	model	model	NOUN
fbem-11205	98	6	,	,	PUNCT
fbem-11205	98	7	it	it	PRON
fbem-11205	98	8	can	can	AUX
fbem-11205	98	9	be	be	AUX
fbem-11205	98	10	observed	observe	VERB
fbem-11205	98	11	that	that	SCONJ
fbem-11205	98	12	the	the	DET
fbem-11205	98	13	model	model	NOUN
fbem-11205	98	14	fits	fit	VERB
fbem-11205	98	15	better	well	ADV
fbem-11205	98	16	and	and	CCONJ
fbem-11205	98	17	has	have	VERB
fbem-11205	98	18	less	less	ADJ
fbem-11205	98	19	prediction	prediction	NOUN
fbem-11205	98	20	error	error	NOUN
fbem-11205	98	21	.	.	PUNCT
fbem-11205	99	1	based	base	VERB
fbem-11205	99	2	on	on	ADP
fbem-11205	99	3	the	the	DET
fbem-11205	99	4	experimental	experimental	ADJ
fbem-11205	99	5	results	result	NOUN
fbem-11205	99	6	,	,	PUNCT
fbem-11205	99	7	it	it	PRON
fbem-11205	99	8	can	can	AUX
fbem-11205	99	9	be	be	AUX
fbem-11205	99	10	obtained	obtain	VERB
fbem-11205	99	11	that	that	SCONJ
fbem-11205	99	12	the	the	DET
fbem-11205	99	13	hybrid	hybrid	NOUN
fbem-11205	99	14	model	model	NOUN
fbem-11205	99	15	is	be	AUX
fbem-11205	99	16	able	able	ADJ
fbem-11205	99	17	to	to	PART
fbem-11205	99	18	compensate	compensate	VERB
fbem-11205	99	19	for	for	ADP
fbem-11205	99	20	the	the	DET
fbem-11205	99	21	shortcomings	shortcoming	NOUN
fbem-11205	99	22	existing	exist	VERB
fbem-11205	99	23	in	in	ADP
fbem-11205	99	24	each	each	DET
fbem-11205	99	25	model	model	NOUN
fbem-11205	99	26	and	and	CCONJ
fbem-11205	99	27	obtain	obtain	VERB
fbem-11205	99	28	better	well	ADJ
fbem-11205	99	29	results	result	NOUN
fbem-11205	99	30	compared	compare	VERB
fbem-11205	99	31	to	to	ADP
fbem-11205	99	32	the	the	DET
fbem-11205	99	33	single	single	ADJ
fbem-11205	99	34	model	model	NOUN
fbem-11205	99	35	studied	study	VERB
fbem-11205	99	36	.	.	PUNCT
fbem-11205	100	1	references	reference	NOUN
fbem-11205	100	2	[	[	X
fbem-11205	100	3	1	1	NUM
fbem-11205	100	4	]	]	PUNCT
fbem-11205	100	5	hu	hu	PROPN
fbem-11205	101	1	aimei	aimei	PROPN
fbem-11205	101	2	,	,	PUNCT
fbem-11205	101	3	wang	wang	PROPN
fbem-11205	101	4	shuping	shuping	PROPN
fbem-11205	101	5	.	.	PUNCT
fbem-11205	102	1	(	(	PUNCT
fbem-11205	102	2	2012	2012	NUM
fbem-11205	102	3	)	)	PUNCT
fbem-11205	102	4	comparative	comparative	ADJ
fbem-11205	102	5	analysis	analysis	NOUN
fbem-11205	102	6	of	of	ADP
fbem-11205	102	7	international	international	ADJ
fbem-11205	102	8	oil	oil	NOUN
fbem-11205	102	9	price	price	NOUN
fbem-11205	102	10	forecasting	forecasting	NOUN
fbem-11205	102	11	based	base	VERB
fbem-11205	102	12	on	on	ADP
fbem-11205	102	13	arima	arima	PROPN
fbem-11205	102	14	and	and	CCONJ
fbem-11205	102	15	garch	garch	NOUN
fbem-11205	102	16	models	model	NOUN
fbem-11205	102	17	.	.	PUNCT
fbem-11205	103	1	journal	journal	NOUN
fbem-11205	103	2	of	of	ADP
fbem-11205	103	3	economic	economic	ADJ
fbem-11205	103	4	research	research	NOUN
fbem-11205	103	5	,	,	PUNCT
fbem-11205	103	6	26:196	26:196	NUM
fbem-11205	103	7	-	-	SYM
fbem-11205	103	8	199	199	NUM
fbem-11205	103	9	.	.	PUNCT
fbem-11205	104	1	[	[	X
fbem-11205	104	2	2	2	NUM
fbem-11205	104	3	]	]	PUNCT
fbem-11205	104	4	salah	salah	NOUN
fbem-11205	104	5	a	a	PROPN
fbem-11205	104	6	,	,	PUNCT
fbem-11205	104	7	hamid	hamid	PROPN
fbem-11205	104	8	b.	b.	PROPN
fbem-11205	104	9	(	(	PUNCT
fbem-11205	104	10	2004	2004	NUM
fbem-11205	104	11	)	)	PUNCT
fbem-11205	104	12	on	on	ADP
fbem-11205	104	13	the	the	DET
fbem-11205	104	14	predictive	predictive	ADJ
fbem-11205	104	15	accuracy	accuracy	NOUN
fbem-11205	104	16	of	of	ADP
fbem-11205	104	17	crude	crude	ADJ
fbem-11205	104	18	oil	oil	NOUN
fbem-11205	104	19	future	future	ADJ
fbem-11205	104	20	prices	price	NOUN
fbem-11205	104	21	.	.	PUNCT
fbem-11205	105	1	energy	energy	NOUN
fbem-11205	105	2	policy	policy	NOUN
fbem-11205	105	3	,	,	PUNCT
fbem-11205	105	4	32	32	NUM
fbem-11205	105	5	.	.	PUNCT
fbem-11205	106	1	[	[	X
fbem-11205	106	2	3	3	X
fbem-11205	106	3	]	]	PUNCT
fbem-11205	106	4	ding	ding	PROPN
fbem-11205	106	5	jingzhi	jingzhi	PROPN
fbem-11205	106	6	,	,	PUNCT
fbem-11205	106	7	min	min	PROPN
fbem-11205	106	8	ti	ti	PROPN
fbem-11205	106	9	,	,	PUNCT
fbem-11205	106	10	lin	lin	PROPN
fbem-11205	106	11	yi	yi	PROPN
fbem-11205	106	12	.	.	PUNCT
fbem-11205	107	1	(	(	PUNCT
fbem-11205	107	2	2008	2008	NUM
fbem-11205	107	3	)	)	PUNCT
fbem-11205	107	4	application	application	NOUN
fbem-11205	107	5	of	of	ADP
fbem-11205	107	6	arima	arima	PROPN
fbem-11205	107	7	model	model	NOUN
fbem-11205	107	8	in	in	ADP
fbem-11205	107	9	oil	oil	NOUN
fbem-11205	107	10	price	price	NOUN
fbem-11205	107	11	forecasting	forecasting	NOUN
fbem-11205	107	12	.	.	PUNCT
fbem-11205	108	1	logistics	logistic	NOUN
fbem-11205	108	2	technology	technology	NOUN
fbem-11205	108	3	,	,	PUNCT
fbem-11205	108	4	27(10	27(10	NOUN
fbem-11205	108	5	):	):	PUNCT
fbem-11205	108	6	156	156	NUM
fbem-11205	108	7	-	-	SYM
fbem-11205	108	8	159	159	NUM
fbem-11205	109	1	[	[	SYM
fbem-11205	109	2	4	4	NUM
fbem-11205	109	3	]	]	X
fbem-11205	109	4	zhang	zhang	PROPN
fbem-11205	109	5	xun	xun	PROPN
fbem-11205	109	6	,	,	PUNCT
fbem-11205	109	7	yu	yu	PROPN
fbem-11205	109	8	le	le	PROPN
fbem-11205	109	9	an	an	PROPN
fbem-11205	109	10	,	,	PUNCT
fbem-11205	109	11	lai	lai	PROPN
fbem-11205	109	12	jian	jian	PROPN
fbem-11205	109	13	qiang	qiang	PROPN
fbem-11205	109	14	,	,	PUNCT
fbem-11205	109	15	et	et	PROPN
fbem-11205	109	16	al	al	PROPN
fbem-11205	109	17	.	.	PROPN
fbem-11205	109	18	(	(	PUNCT
fbem-11205	109	19	2009	2009	NUM
fbem-11205	109	20	)	)	PUNCT
fbem-11205	109	21	the	the	DET
fbem-11205	109	22	impact	impact	NOUN
fbem-11205	109	23	of	of	ADP
fbem-11205	109	24	major	major	ADJ
fbem-11205	109	25	emergencies	emergency	NOUN
fbem-11205	109	26	on	on	ADP
fbem-11205	109	27	crude	crude	ADJ
fbem-11205	109	28	oil	oil	NOUN
fbem-11205	109	29	prices	price	NOUN
fbem-11205	109	30	.	.	PUNCT
fbem-11205	110	1	system	system	NOUN
fbem-11205	110	2	engineering	engineering	NOUN
fbem-11205	110	3	theory	theory	NOUN
fbem-11205	110	4	and	and	CCONJ
fbem-11205	110	5	practice	practice	NOUN
fbem-11205	110	6	,	,	PUNCT
fbem-11205	110	7	29(3	29(3	NUM
fbem-11205	110	8	):	):	PUNCT
fbem-11205	110	9	11	11	NUM
fbem-11205	110	10	-	-	SYM
fbem-11205	110	11	15	15	NUM
fbem-11205	110	12	[	[	X
fbem-11205	110	13	5	5	NUM
fbem-11205	110	14	]	]	PUNCT
fbem-11205	110	15	wu	wu	PROPN
fbem-11205	110	16	h	h	PROPN
fbem-11205	110	17	,	,	PUNCT
fbem-11205	110	18	yin	yin	PROPN
fbem-11205	110	19	h.	h.	PROPN
fbem-11205	110	20	(	(	PUNCT
fbem-11205	110	21	2010	2010	NUM
fbem-11205	110	22	)	)	PUNCT
fbem-11205	110	23	arima	arima	NOUN
fbem-11205	110	24	and	and	CCONJ
fbem-11205	110	25	svm	svm	ADJ
fbem-11205	110	26	combined	combined	ADJ
fbem-11205	110	27	model	model	NOUN
fbem-11205	110	28	for	for	ADP
fbem-11205	110	29	oil	oil	NOUN
fbem-11205	110	30	price	price	NOUN
fbem-11205	110	31	forecasting	forecasting	NOUN
fbem-11205	110	32	.	.	PUNCT
fbem-11205	111	1	computer	computer	NOUN
fbem-11205	111	2	simulation	simulation	NOUN
fbem-11205	111	3	,	,	PUNCT
fbem-11205	111	4	5:264	5:264	NOUN
fbem-11205	111	5	-	-	SYM
fbem-11205	111	6	267	267	NUM
fbem-11205	111	7	.	.	PUNCT
fbem-11205	112	1	[	[	X
fbem-11205	112	2	6	6	NUM
fbem-11205	112	3	]	]	X
fbem-11205	112	4	engle	engle	NOUN
fbem-11205	112	5	r	r	PROPN
fbem-11205	112	6	f	f	PROPN
fbem-11205	112	7	,	,	PUNCT
fbem-11205	112	8	bollerslev	bollerslev	ADJ
fbem-11205	112	9	t.(1986	t.(1986	NOUN
fbem-11205	112	10	)	)	PUNCT
fbem-11205	112	11	modelling	model	VERB
fbem-11205	112	12	the	the	DET
fbem-11205	112	13	persistence	persistence	NOUN
fbem-11205	112	14	of	of	ADP
fbem-11205	112	15	conditional	conditional	ADJ
fbem-11205	112	16	variances	variance	NOUN
fbem-11205	112	17	.	.	PUNCT
fbem-11205	113	1	econometric	econometric	ADJ
fbem-11205	113	2	reviews	review	NOUN
fbem-11205	113	3	,	,	PUNCT
fbem-11205	113	4	5(1	5(1	NUM
fbem-11205	113	5	):	):	PUNCT
fbem-11205	113	6	1	1	NUM
fbem-11205	113	7	-	-	SYM
fbem-11205	113	8	50	50	NUM
fbem-11205	113	9	.	.	PUNCT
fbem-11205	114	1	[	[	X
fbem-11205	114	2	7	7	X
fbem-11205	114	3	]	]	X
fbem-11205	114	4	nelson	nelson	PROPN
fbem-11205	114	5	d	d	PROPN
fbem-11205	114	6	b.	b.	PROPN
fbem-11205	114	7	(	(	PUNCT
fbem-11205	114	8	1991	1991	NUM
fbem-11205	114	9	)	)	PUNCT
fbem-11205	114	10	conditional	conditional	ADJ
fbem-11205	114	11	heteroskedasticity	heteroskedasticity	NOUN
fbem-11205	114	12	in	in	ADP
fbem-11205	114	13	asset	asset	NOUN
fbem-11205	114	14	returns	return	NOUN
fbem-11205	114	15	:	:	PUNCT
fbem-11205	114	16	a	a	DET
fbem-11205	114	17	new	new	ADJ
fbem-11205	114	18	approach	approach	NOUN
fbem-11205	114	19	.	.	PUNCT
fbem-11205	115	1	econometrica	econometrica	PROPN
fbem-11205	115	2	:	:	PUNCT
fbem-11205	115	3	journal	journal	NOUN
fbem-11205	115	4	of	of	ADP
fbem-11205	115	5	the	the	DET
fbem-11205	115	6	econometric	econometric	ADJ
fbem-11205	115	7	society	society	NOUN
fbem-11205	115	8	,	,	PUNCT
fbem-11205	115	9	59	59	NUM
fbem-11205	115	10	(	(	PUNCT
fbem-11205	115	11	2	2	NUM
fbem-11205	115	12	):	):	PUNCT
fbem-11205	115	13	347	347	NUM
fbem-11205	115	14	-	-	SYM
fbem-11205	115	15	370	370	NUM
fbem-11205	115	16	.	.	PUNCT
fbem-11205	116	1	[	[	X
fbem-11205	116	2	8	8	X
fbem-11205	116	3	]	]	X
fbem-11205	116	4	graves	grave	VERB
fbem-11205	116	5	a	a	DET
fbem-11205	116	6	,	,	PUNCT
fbem-11205	116	7	schmidhuber	schmidhuber	NOUN
fbem-11205	116	8	j.	j.	PROPN
fbem-11205	116	9	(	(	PUNCT
fbem-11205	116	10	2005	2005	NUM
fbem-11205	116	11	)	)	PUNCT
fbem-11205	116	12	framewise	framewise	ADJ
fbem-11205	116	13	phoneme	phoneme	NOUN
fbem-11205	116	14	classification	classification	NOUN
fbem-11205	116	15	with	with	ADP
fbem-11205	116	16	bidirectional	bidirectional	ADJ
fbem-11205	116	17	lstm	lstm	NOUN
fbem-11205	116	18	and	and	CCONJ
fbem-11205	116	19	other	other	ADJ
fbem-11205	116	20	neural	neural	ADJ
fbem-11205	116	21	network	network	NOUN
fbem-11205	116	22	architectures	architecture	NOUN
fbem-11205	116	23	.	.	PUNCT
fbem-11205	117	1	neural	neural	ADJ
fbem-11205	117	2	networks	network	NOUN
fbem-11205	117	3	,	,	PUNCT
fbem-11205	117	4	18(5	18(5	PROPN
fbem-11205	117	5	-	-	SYM
fbem-11205	117	6	6	6	NUM
fbem-11205	117	7	):	):	PUNCT
fbem-11205	117	8	602	602	NUM
fbem-11205	117	9	-	-	SYM
fbem-11205	117	10	610	610	NUM
fbem-11205	117	11	.	.	PUNCT