id	sid	tid	token	lemma	pos
fbem-3741	1	1	frontiers	frontier	NOUN
fbem-3741	1	2	in	in	ADP
fbem-3741	1	3	business	business	NOUN
fbem-3741	1	4	,	,	PUNCT
fbem-3741	1	5	economics	economic	NOUN
fbem-3741	1	6	and	and	CCONJ
fbem-3741	1	7	management	management	NOUN
fbem-3741	1	8	issn	issn	PROPN
fbem-3741	1	9	:	:	PUNCT
fbem-3741	1	10	2766	2766	NUM
fbem-3741	1	11	-	-	PUNCT
fbem-3741	1	12	824x	824x	NUM
fbem-3741	1	13	|	|	ADJ
fbem-3741	1	14	vol	vol	NOUN
fbem-3741	1	15	.	.	PUNCT
fbem-3741	2	1	7	7	NUM
fbem-3741	2	2	,	,	PUNCT
fbem-3741	2	3	no	no	INTJ
fbem-3741	2	4	.	.	NOUN
fbem-3741	2	5	1	1	NUM
fbem-3741	2	6	,	,	PUNCT
fbem-3741	2	7	2023	2023	NUM
fbem-3741	2	8	61	61	NUM
fbem-3741	2	9	prediction	prediction	NOUN
fbem-3741	2	10	of	of	ADP
fbem-3741	2	11	carbon	carbon	NOUN
fbem-3741	2	12	emission	emission	NOUN
fbem-3741	2	13	right	right	ADJ
fbem-3741	2	14	price	price	NOUN
fbem-3741	2	15	based	base	VERB
fbem-3741	2	16	on	on	ADP
fbem-3741	2	17	xgboost	xgboost	ADJ
fbem-3741	2	18	algorithm	algorithm	PROPN
fbem-3741	2	19	fuyun	fuyun	PROPN
fbem-3741	2	20	zhu1	zhu1	PROPN
fbem-3741	2	21	,	,	PUNCT
fbem-3741	2	22	peiyuan	peiyuan	PROPN
fbem-3741	2	23	liu2	liu2	PROPN
fbem-3741	2	24	,	,	PUNCT
fbem-3741	2	25	ping	ping	NOUN
fbem-3741	2	26	hu3	hu3	PROPN
fbem-3741	2	27	1	1	NUM
fbem-3741	2	28	professor	professor	NOUN
fbem-3741	2	29	,	,	PUNCT
fbem-3741	2	30	school	school	NOUN
fbem-3741	2	31	of	of	ADP
fbem-3741	2	32	economics	economics	PROPN
fbem-3741	2	33	&	&	CCONJ
fbem-3741	2	34	management	management	PROPN
fbem-3741	2	35	,	,	PUNCT
fbem-3741	2	36	shaanxi	shaanxi	PROPN
fbem-3741	2	37	university	university	PROPN
fbem-3741	2	38	of	of	ADP
fbem-3741	2	39	science	science	PROPN
fbem-3741	2	40	&	&	CCONJ
fbem-3741	2	41	technology	technology	PROPN
fbem-3741	2	42	,	,	PUNCT
fbem-3741	2	43	xi’an	xi’an	PROPN
fbem-3741	2	44	,	,	PUNCT
fbem-3741	2	45	china	china	PROPN
fbem-3741	2	46	2	2	NUM
fbem-3741	2	47	master	master	NOUN
fbem-3741	2	48	,	,	PUNCT
fbem-3741	2	49	school	school	NOUN
fbem-3741	2	50	of	of	ADP
fbem-3741	2	51	economics	economics	PROPN
fbem-3741	2	52	&	&	CCONJ
fbem-3741	2	53	management	management	PROPN
fbem-3741	2	54	,	,	PUNCT
fbem-3741	2	55	shaanxi	shaanxi	PROPN
fbem-3741	2	56	university	university	PROPN
fbem-3741	2	57	of	of	ADP
fbem-3741	2	58	science	science	PROPN
fbem-3741	2	59	&	&	CCONJ
fbem-3741	2	60	technology	technology	PROPN
fbem-3741	2	61	,	,	PUNCT
fbem-3741	2	62	xi’an	xi’an	PROPN
fbem-3741	2	63	,	,	PUNCT
fbem-3741	2	64	china	china	PROPN
fbem-3741	2	65	3bachelor	3bachelor	NUM
fbem-3741	2	66	,	,	PUNCT
fbem-3741	2	67	school	school	NOUN
fbem-3741	2	68	of	of	ADP
fbem-3741	2	69	economics	economics	PROPN
fbem-3741	2	70	&	&	CCONJ
fbem-3741	2	71	management	management	PROPN
fbem-3741	2	72	,	,	PUNCT
fbem-3741	2	73	shaanxi	shaanxi	PROPN
fbem-3741	2	74	university	university	PROPN
fbem-3741	2	75	of	of	ADP
fbem-3741	2	76	science	science	PROPN
fbem-3741	2	77	&	&	CCONJ
fbem-3741	2	78	technology	technology	PROPN
fbem-3741	2	79	,	,	PUNCT
fbem-3741	2	80	xi’an	xi’an	PROPN
fbem-3741	2	81	,	,	PUNCT
fbem-3741	2	82	china	china	PROPN
fbem-3741	2	83	abstract	abstract	PROPN
fbem-3741	2	84	:	:	PUNCT
fbem-3741	2	85	reasonable	reasonable	ADJ
fbem-3741	2	86	carbon	carbon	NOUN
fbem-3741	2	87	market	market	NOUN
fbem-3741	2	88	price	price	NOUN
fbem-3741	2	89	prediction	prediction	NOUN
fbem-3741	2	90	can	can	AUX
fbem-3741	2	91	facilitate	facilitate	VERB
fbem-3741	2	92	the	the	DET
fbem-3741	2	93	carbon	carbon	NOUN
fbem-3741	2	94	market	market	NOUN
fbem-3741	2	95	participants	participant	NOUN
fbem-3741	2	96	,	,	PUNCT
fbem-3741	2	97	such	such	ADJ
fbem-3741	2	98	as	as	ADP
fbem-3741	2	99	physical	physical	ADJ
fbem-3741	2	100	producers	producer	NOUN
fbem-3741	2	101	,	,	PUNCT
fbem-3741	2	102	to	to	PART
fbem-3741	2	103	achieve	achieve	VERB
fbem-3741	2	104	the	the	DET
fbem-3741	2	105	goal	goal	NOUN
fbem-3741	2	106	of	of	ADP
fbem-3741	2	107	efficient	efficient	ADJ
fbem-3741	2	108	emission	emission	NOUN
fbem-3741	2	109	reduction	reduction	NOUN
fbem-3741	2	110	through	through	ADP
fbem-3741	2	111	the	the	DET
fbem-3741	2	112	market	market	NOUN
fbem-3741	2	113	mechanism	mechanism	NOUN
fbem-3741	2	114	.	.	PUNCT
fbem-3741	3	1	in	in	ADP
fbem-3741	3	2	this	this	DET
fbem-3741	3	3	paper	paper	NOUN
fbem-3741	3	4	,	,	PUNCT
fbem-3741	3	5	we	we	PRON
fbem-3741	3	6	use	use	VERB
fbem-3741	3	7	xgboost	xgboost	X
fbem-3741	3	8	,	,	PUNCT
fbem-3741	3	9	an	an	DET
fbem-3741	3	10	integrated	integrated	ADJ
fbem-3741	3	11	algorithm	algorithm	NOUN
fbem-3741	3	12	in	in	ADP
fbem-3741	3	13	machine	machine	NOUN
fbem-3741	3	14	learning	learning	NOUN
fbem-3741	3	15	,	,	PUNCT
fbem-3741	3	16	to	to	PART
fbem-3741	3	17	forecast	forecast	VERB
fbem-3741	3	18	the	the	DET
fbem-3741	3	19	domestic	domestic	ADJ
fbem-3741	3	20	carbon	carbon	NOUN
fbem-3741	3	21	price	price	NOUN
fbem-3741	3	22	from	from	ADP
fbem-3741	3	23	2013	2013	NUM
fbem-3741	3	24	to	to	ADP
fbem-3741	3	25	2021	2021	NUM
fbem-3741	3	26	.	.	PUNCT
fbem-3741	4	1	pearson	pearson	PROPN
fbem-3741	4	2	coefficient	coefficient	PROPN
fbem-3741	4	3	is	be	AUX
fbem-3741	4	4	utilized	utilize	VERB
fbem-3741	4	5	to	to	PART
fbem-3741	4	6	calculate	calculate	VERB
fbem-3741	4	7	the	the	DET
fbem-3741	4	8	correlation	correlation	NOUN
fbem-3741	4	9	of	of	ADP
fbem-3741	4	10	data	data	NOUN
fbem-3741	4	11	features	feature	NOUN
fbem-3741	4	12	,	,	PUNCT
fbem-3741	4	13	and	and	CCONJ
fbem-3741	4	14	perform	perform	VERB
fbem-3741	4	15	pca	pca	NOUN
fbem-3741	4	16	dimensionality	dimensionality	NOUN
fbem-3741	4	17	reduction	reduction	NOUN
fbem-3741	4	18	on	on	ADP
fbem-3741	4	19	the	the	DET
fbem-3741	4	20	features	feature	NOUN
fbem-3741	4	21	with	with	ADP
fbem-3741	4	22	high	high	ADJ
fbem-3741	4	23	correlation	correlation	NOUN
fbem-3741	4	24	coefficients	coefficient	NOUN
fbem-3741	4	25	.	.	PUNCT
fbem-3741	5	1	before	before	ADP
fbem-3741	5	2	using	use	VERB
fbem-3741	5	3	pca	pca	NOUN
fbem-3741	5	4	to	to	PART
fbem-3741	5	5	reduce	reduce	VERB
fbem-3741	5	6	the	the	DET
fbem-3741	5	7	dimensions	dimension	NOUN
fbem-3741	5	8	,	,	PUNCT
fbem-3741	5	9	in	in	ADP
fbem-3741	5	10	order	order	NOUN
fbem-3741	5	11	to	to	PART
fbem-3741	5	12	make	make	VERB
fbem-3741	5	13	the	the	DET
fbem-3741	5	14	feature	feature	NOUN
fbem-3741	5	15	data	datum	NOUN
fbem-3741	5	16	more	more	ADV
fbem-3741	5	17	suitable	suitable	ADJ
fbem-3741	5	18	for	for	ADP
fbem-3741	5	19	later	later	ADJ
fbem-3741	5	20	model	model	NOUN
fbem-3741	5	21	training	training	NOUN
fbem-3741	5	22	,	,	PUNCT
fbem-3741	5	23	the	the	DET
fbem-3741	5	24	feature	feature	NOUN
fbem-3741	5	25	data	datum	NOUN
fbem-3741	5	26	is	be	AUX
fbem-3741	5	27	standardized	standardize	VERB
fbem-3741	5	28	.	.	PUNCT
fbem-3741	6	1	after	after	ADP
fbem-3741	6	2	the	the	DET
fbem-3741	6	3	standardization	standardization	NOUN
fbem-3741	6	4	,	,	PUNCT
fbem-3741	6	5	pca	pca	NOUN
fbem-3741	6	6	selects	select	VERB
fbem-3741	6	7	super	super	ADJ
fbem-3741	6	8	parameters	parameter	NOUN
fbem-3741	6	9	with	with	ADP
fbem-3741	6	10	maximum	maximum	ADJ
fbem-3741	6	11	likelihood	likelihood	NOUN
fbem-3741	6	12	estimation	estimation	NOUN
fbem-3741	6	13	and	and	CCONJ
fbem-3741	6	14	outputs	output	VERB
fbem-3741	6	15	the	the	DET
fbem-3741	6	16	dimension	dimension	NOUN
fbem-3741	6	17	reduction	reduction	NOUN
fbem-3741	6	18	results	result	NOUN
fbem-3741	6	19	of	of	ADP
fbem-3741	6	20	features	feature	NOUN
fbem-3741	6	21	.	.	PUNCT
fbem-3741	7	1	finally	finally	ADV
fbem-3741	7	2	,	,	PUNCT
fbem-3741	7	3	the	the	DET
fbem-3741	7	4	integrated	integrate	VERB
fbem-3741	7	5	algorithm	algorithm	NOUN
fbem-3741	7	6	xgboost	xgboost	ADV
fbem-3741	7	7	is	be	AUX
fbem-3741	7	8	used	use	VERB
fbem-3741	7	9	to	to	PART
fbem-3741	7	10	form	form	VERB
fbem-3741	7	11	a	a	DET
fbem-3741	7	12	prediction	prediction	NOUN
fbem-3741	7	13	model	model	NOUN
fbem-3741	7	14	for	for	ADP
fbem-3741	7	15	the	the	DET
fbem-3741	7	16	carbon	carbon	NOUN
fbem-3741	7	17	price	price	NOUN
fbem-3741	7	18	.	.	PUNCT
fbem-3741	8	1	rmse	rmse	PROPN
fbem-3741	8	2	output	output	NOUN
fbem-3741	8	3	from	from	ADP
fbem-3741	8	4	cross	cross	NOUN
fbem-3741	8	5	validation	validation	NOUN
fbem-3741	8	6	are	be	AUX
fbem-3741	8	7	used	use	VERB
fbem-3741	8	8	to	to	PART
fbem-3741	8	9	evaluate	evaluate	VERB
fbem-3741	8	10	the	the	DET
fbem-3741	8	11	accuracy	accuracy	NOUN
fbem-3741	8	12	and	and	CCONJ
fbem-3741	8	13	error	error	NOUN
fbem-3741	8	14	of	of	ADP
fbem-3741	8	15	the	the	DET
fbem-3741	8	16	prediction	prediction	NOUN
fbem-3741	8	17	results	result	NOUN
fbem-3741	8	18	.	.	PUNCT
fbem-3741	9	1	the	the	DET
fbem-3741	9	2	results	result	NOUN
fbem-3741	9	3	show	show	VERB
fbem-3741	9	4	that	that	SCONJ
fbem-3741	9	5	this	this	DET
fbem-3741	9	6	paper	paper	NOUN
fbem-3741	9	7	confirms	confirm	VERB
fbem-3741	9	8	that	that	SCONJ
fbem-3741	9	9	the	the	DET
fbem-3741	9	10	integrated	integrate	VERB
fbem-3741	9	11	algorithm	algorithm	NOUN
fbem-3741	9	12	xgboost	xgboost	PROPN
fbem-3741	9	13	model	model	PROPN
fbem-3741	9	14	has	have	VERB
fbem-3741	9	15	a	a	DET
fbem-3741	9	16	good	good	ADJ
fbem-3741	9	17	prediction	prediction	NOUN
fbem-3741	9	18	ability	ability	NOUN
fbem-3741	9	19	for	for	ADP
fbem-3741	9	20	carbon	carbon	NOUN
fbem-3741	9	21	price	price	NOUN
fbem-3741	9	22	,	,	PUNCT
fbem-3741	9	23	and	and	CCONJ
fbem-3741	9	24	provides	provide	VERB
fbem-3741	9	25	a	a	DET
fbem-3741	9	26	novel	novel	ADJ
fbem-3741	9	27	idea	idea	NOUN
fbem-3741	9	28	for	for	ADP
fbem-3741	9	29	the	the	DET
fbem-3741	9	30	field	field	NOUN
fbem-3741	9	31	of	of	ADP
fbem-3741	9	32	carbon	carbon	NOUN
fbem-3741	9	33	emission	emission	NOUN
fbem-3741	9	34	price	price	NOUN
fbem-3741	9	35	prediction	prediction	NOUN
fbem-3741	9	36	.	.	PUNCT
fbem-3741	10	1	it	it	PRON
fbem-3741	10	2	is	be	AUX
fbem-3741	10	3	expected	expect	VERB
fbem-3741	10	4	to	to	PART
fbem-3741	10	5	provide	provide	VERB
fbem-3741	10	6	some	some	DET
fbem-3741	10	7	rational	rational	ADJ
fbem-3741	10	8	basis	basis	NOUN
fbem-3741	10	9	for	for	SCONJ
fbem-3741	10	10	the	the	DET
fbem-3741	10	11	carbon	carbon	NOUN
fbem-3741	10	12	market	market	NOUN
fbem-3741	10	13	participants	participant	NOUN
fbem-3741	10	14	to	to	PART
fbem-3741	10	15	make	make	VERB
fbem-3741	10	16	investment	investment	NOUN
fbem-3741	10	17	decisions	decision	NOUN
fbem-3741	10	18	,	,	PUNCT
fbem-3741	10	19	so	so	SCONJ
fbem-3741	10	20	as	as	SCONJ
fbem-3741	10	21	to	to	PART
fbem-3741	10	22	avoid	avoid	VERB
fbem-3741	10	23	the	the	DET
fbem-3741	10	24	carbon	carbon	NOUN
fbem-3741	10	25	market	market	NOUN
fbem-3741	10	26	risk	risk	NOUN
fbem-3741	10	27	caused	cause	VERB
fbem-3741	10	28	by	by	ADP
fbem-3741	10	29	the	the	DET
fbem-3741	10	30	change	change	NOUN
fbem-3741	10	31	of	of	ADP
fbem-3741	10	32	carbon	carbon	NOUN
fbem-3741	10	33	price	price	NOUN
fbem-3741	10	34	.	.	PUNCT
fbem-3741	11	1	keywords	keyword	NOUN
fbem-3741	11	2	:	:	PUNCT
fbem-3741	11	3	prediction	prediction	NOUN
fbem-3741	11	4	of	of	ADP
fbem-3741	11	5	carbon	carbon	NOUN
fbem-3741	11	6	price	price	NOUN
fbem-3741	11	7	,	,	PUNCT
fbem-3741	11	8	machine	machine	NOUN
fbem-3741	11	9	learning	learning	NOUN
fbem-3741	11	10	,	,	PUNCT
fbem-3741	11	11	data	datum	NOUN
fbem-3741	11	12	processing	processing	NOUN
fbem-3741	11	13	and	and	CCONJ
fbem-3741	11	14	analysis	analysis	NOUN
fbem-3741	11	15	,	,	PUNCT
fbem-3741	11	16	xgboost	xgboost	ADV
fbem-3741	11	17	,	,	PUNCT
fbem-3741	11	18	bayes	bayes	PROPN
fbem-3741	11	19	optimization	optimization	NOUN
fbem-3741	11	20	.	.	PUNCT
fbem-3741	12	1	1	1	X
fbem-3741	12	2	.	.	X
fbem-3741	12	3	introduction	introduction	NOUN
fbem-3741	12	4	the	the	DET
fbem-3741	12	5	introduction	introduction	NOUN
fbem-3741	12	6	should	should	AUX
fbem-3741	12	7	provide	provide	VERB
fbem-3741	12	8	background	background	NOUN
fbem-3741	12	9	information	information	NOUN
fbem-3741	12	10	(	(	PUNCT
fbem-3741	12	11	icarbon	icarbon	PROPN
fbem-3741	12	12	emission	emission	NOUN
fbem-3741	12	13	trading	trading	NOUN
fbem-3741	12	14	market	market	NOUN
fbem-3741	12	15	(	(	PUNCT
fbem-3741	12	16	carbon	carbon	NOUN
fbem-3741	12	17	market	market	NOUN
fbem-3741	12	18	)	)	PUNCT
fbem-3741	12	19	is	be	AUX
fbem-3741	12	20	an	an	DET
fbem-3741	12	21	important	important	ADJ
fbem-3741	12	22	policy	policy	NOUN
fbem-3741	12	23	tool	tool	NOUN
fbem-3741	12	24	for	for	ADP
fbem-3741	12	25	the	the	DET
fbem-3741	12	26	international	international	ADJ
fbem-3741	12	27	community	community	NOUN
fbem-3741	12	28	to	to	PART
fbem-3741	12	29	address	address	VERB
fbem-3741	12	30	climate	climate	NOUN
fbem-3741	12	31	change	change	NOUN
fbem-3741	12	32	.	.	PUNCT
fbem-3741	13	1	excessive	excessive	ADJ
fbem-3741	13	2	emission	emission	NOUN
fbem-3741	13	3	of	of	ADP
fbem-3741	13	4	greenhouse	greenhouse	NOUN
fbem-3741	13	5	gas	gas	NOUN
fbem-3741	13	6	,	,	PUNCT
fbem-3741	13	7	mainly	mainly	ADV
fbem-3741	13	8	carbon	carbon	NOUN
fbem-3741	13	9	dioxide	dioxide	NOUN
fbem-3741	13	10	,	,	PUNCT
fbem-3741	13	11	has	have	AUX
fbem-3741	13	12	led	lead	VERB
fbem-3741	13	13	to	to	ADP
fbem-3741	13	14	a	a	DET
fbem-3741	13	15	gradual	gradual	ADJ
fbem-3741	13	16	rise	rise	NOUN
fbem-3741	13	17	in	in	ADP
fbem-3741	13	18	global	global	ADJ
fbem-3741	13	19	temperature	temperature	NOUN
fbem-3741	13	20	,	,	PUNCT
fbem-3741	13	21	and	and	CCONJ
fbem-3741	13	22	an	an	DET
fbem-3741	13	23	over	over	NOUN
fbem-3741	13	24	-	-	PUNCT
fbem-3741	13	25	focus	focus	NOUN
fbem-3741	13	26	on	on	ADP
fbem-3741	13	27	reducing	reduce	VERB
fbem-3741	13	28	carbon	carbon	NOUN
fbem-3741	13	29	dioxide	dioxide	NOUN
fbem-3741	13	30	emissions	emission	NOUN
fbem-3741	13	31	will	will	AUX
fbem-3741	13	32	certainly	certainly	ADV
fbem-3741	13	33	bring	bring	VERB
fbem-3741	13	34	high	high	ADJ
fbem-3741	13	35	treatment	treatment	NOUN
fbem-3741	13	36	costs	cost	NOUN
fbem-3741	13	37	.	.	PUNCT
fbem-3741	14	1	quantifying	quantify	VERB
fbem-3741	14	2	carbon	carbon	NOUN
fbem-3741	14	3	emissions	emission	NOUN
fbem-3741	14	4	means	mean	VERB
fbem-3741	14	5	that	that	SCONJ
fbem-3741	14	6	the	the	DET
fbem-3741	14	7	government	government	NOUN
fbem-3741	14	8	provides	provide	VERB
fbem-3741	14	9	carbon	carbon	NOUN
fbem-3741	14	10	emission	emission	NOUN
fbem-3741	14	11	quotas	quota	NOUN
fbem-3741	14	12	to	to	ADP
fbem-3741	14	13	enterprises	enterprise	NOUN
fbem-3741	14	14	,	,	PUNCT
fbem-3741	14	15	and	and	CCONJ
fbem-3741	14	16	enterprises	enterprise	NOUN
fbem-3741	14	17	with	with	ADP
fbem-3741	14	18	surplus	surplus	ADJ
fbem-3741	14	19	carbon	carbon	NOUN
fbem-3741	14	20	emissions	emission	NOUN
fbem-3741	14	21	can	can	AUX
fbem-3741	14	22	transfer	transfer	VERB
fbem-3741	14	23	the	the	DET
fbem-3741	14	24	surplus	surplus	ADJ
fbem-3741	14	25	part	part	NOUN
fbem-3741	14	26	to	to	ADP
fbem-3741	14	27	enterprises	enterprise	NOUN
fbem-3741	14	28	with	with	ADP
fbem-3741	14	29	surplus	surplus	ADJ
fbem-3741	14	30	carbon	carbon	NOUN
fbem-3741	14	31	emissions	emission	NOUN
fbem-3741	14	32	through	through	ADP
fbem-3741	14	33	trading	trading	NOUN
fbem-3741	14	34	to	to	PART
fbem-3741	14	35	achieve	achieve	VERB
fbem-3741	14	36	optimal	optimal	ADJ
fbem-3741	14	37	allocation	allocation	NOUN
fbem-3741	14	38	of	of	ADP
fbem-3741	14	39	resources	resource	NOUN
fbem-3741	14	40	and	and	CCONJ
fbem-3741	14	41	achieve	achieve	VERB
fbem-3741	14	42	emission	emission	NOUN
fbem-3741	14	43	reduction	reduction	NOUN
fbem-3741	14	44	target	target	NOUN
fbem-3741	14	45	at	at	ADP
fbem-3741	14	46	a	a	DET
fbem-3741	14	47	lower	low	ADJ
fbem-3741	14	48	cost	cost	NOUN
fbem-3741	14	49	.	.	PUNCT
fbem-3741	15	1	in	in	ADP
fbem-3741	15	2	june	june	PROPN
fbem-3741	15	3	1992	1992	NUM
fbem-3741	15	4	,	,	PUNCT
fbem-3741	15	5	the	the	DET
fbem-3741	15	6	united	united	PROPN
fbem-3741	15	7	nations	nations	PROPN
fbem-3741	15	8	framework	framework	PROPN
fbem-3741	15	9	convention	convention	NOUN
fbem-3741	15	10	on	on	ADP
fbem-3741	15	11	climate	climate	NOUN
fbem-3741	15	12	change	change	NOUN
fbem-3741	15	13	encouraged	encourage	VERB
fbem-3741	15	14	developed	develop	VERB
fbem-3741	15	15	countries	country	NOUN
fbem-3741	15	16	to	to	PART
fbem-3741	15	17	reduce	reduce	VERB
fbem-3741	15	18	carbon	carbon	NOUN
fbem-3741	15	19	dioxide	dioxide	NOUN
fbem-3741	15	20	emissions	emission	NOUN
fbem-3741	15	21	and	and	CCONJ
fbem-3741	15	22	set	set	VERB
fbem-3741	15	23	the	the	DET
fbem-3741	15	24	ultimate	ultimate	ADJ
fbem-3741	15	25	goal	goal	NOUN
fbem-3741	15	26	of	of	ADP
fbem-3741	15	27	"	"	PUNCT
fbem-3741	15	28	stabilizing	stabilize	VERB
fbem-3741	15	29	the	the	DET
fbem-3741	15	30	concentration	concentration	NOUN
fbem-3741	15	31	of	of	ADP
fbem-3741	15	32	atmospheric	atmospheric	ADJ
fbem-3741	15	33	greenhouse	greenhouse	NOUN
fbem-3741	15	34	gases	gas	NOUN
fbem-3741	15	35	at	at	ADP
fbem-3741	15	36	a	a	DET
fbem-3741	15	37	level	level	NOUN
fbem-3741	15	38	that	that	PRON
fbem-3741	15	39	would	would	AUX
fbem-3741	15	40	prevent	prevent	VERB
fbem-3741	15	41	dangerous	dangerous	ADJ
fbem-3741	15	42	anthropogenic	anthropogenic	ADJ
fbem-3741	15	43	interference	interference	NOUN
fbem-3741	15	44	with	with	ADP
fbem-3741	15	45	the	the	DET
fbem-3741	15	46	climate	climate	NOUN
fbem-3741	15	47	system	system	NOUN
fbem-3741	15	48	.	.	PUNCT
fbem-3741	16	1	this	this	DET
fbem-3741	16	2	level	level	NOUN
fbem-3741	16	3	should	should	AUX
fbem-3741	16	4	be	be	AUX
fbem-3741	16	5	achieved	achieve	VERB
fbem-3741	16	6	within	within	ADP
fbem-3741	16	7	a	a	DET
fbem-3741	16	8	time	time	NOUN
fbem-3741	16	9	frame	frame	NOUN
fbem-3741	16	10	sufficient	sufficient	ADJ
fbem-3741	16	11	to	to	PART
fbem-3741	16	12	make	make	VERB
fbem-3741	16	13	the	the	DET
fbem-3741	16	14	ecosystem	ecosystem	NOUN
fbem-3741	16	15	sustainable	sustainable	ADJ
fbem-3741	16	16	.	.	PUNCT
fbem-3741	16	17	"	"	PUNCT
fbem-3741	17	1	in	in	ADP
fbem-3741	17	2	december	december	PROPN
fbem-3741	17	3	1997	1997	NUM
fbem-3741	17	4	,	,	PUNCT
fbem-3741	17	5	the	the	DET
fbem-3741	17	6	third	third	ADJ
fbem-3741	17	7	conference	conference	NOUN
fbem-3741	17	8	of	of	ADP
fbem-3741	17	9	the	the	DET
fbem-3741	17	10	parties	party	NOUN
fbem-3741	17	11	was	be	AUX
fbem-3741	17	12	held	hold	VERB
fbem-3741	17	13	in	in	ADP
fbem-3741	17	14	kyoto	kyoto	PROPN
fbem-3741	17	15	,	,	PUNCT
fbem-3741	17	16	japan	japan	PROPN
fbem-3741	17	17	.	.	PUNCT
fbem-3741	18	1	the	the	DET
fbem-3741	18	2	signing	signing	NOUN
fbem-3741	18	3	of	of	ADP
fbem-3741	18	4	the	the	DET
fbem-3741	18	5	kyoto	kyoto	PROPN
fbem-3741	18	6	protocol	protocol	PROPN
fbem-3741	18	7	forced	force	VERB
fbem-3741	18	8	major	major	ADJ
fbem-3741	18	9	industrialized	industrialize	VERB
fbem-3741	18	10	countries	country	NOUN
fbem-3741	18	11	to	to	PART
fbem-3741	18	12	reduce	reduce	VERB
fbem-3741	18	13	their	their	PRON
fbem-3741	18	14	carbon	carbon	NOUN
fbem-3741	18	15	dioxide	dioxide	NOUN
fbem-3741	18	16	emissions	emission	NOUN
fbem-3741	18	17	from	from	ADP
fbem-3741	18	18	2008	2008	NUM
fbem-3741	18	19	to	to	ADP
fbem-3741	18	20	2012	2012	NUM
fbem-3741	18	21	by	by	ADP
fbem-3741	18	22	5.2	5.2	NUM
fbem-3741	18	23	%	%	NOUN
fbem-3741	18	24	from	from	ADP
fbem-3741	18	25	1990	1990	NUM
fbem-3741	18	26	.	.	PUNCT
fbem-3741	19	1	with	with	ADP
fbem-3741	19	2	the	the	DET
fbem-3741	19	3	kyoto	kyoto	PROPN
fbem-3741	19	4	protocol	protocol	NOUN
fbem-3741	19	5	and	and	CCONJ
fbem-3741	19	6	the	the	DET
fbem-3741	19	7	provision	provision	NOUN
fbem-3741	19	8	of	of	ADP
fbem-3741	19	9	three	three	NUM
fbem-3741	19	10	flexible	flexible	ADJ
fbem-3741	19	11	performance	performance	NOUN
fbem-3741	19	12	mechanisms	mechanism	NOUN
fbem-3741	19	13	,	,	PUNCT
fbem-3741	19	14	namely	namely	ADV
fbem-3741	19	15	joint	joint	ADJ
fbem-3741	19	16	implementation	implementation	NOUN
fbem-3741	19	17	mechanism	mechanism	NOUN
fbem-3741	19	18	(	(	PUNCT
fbem-3741	19	19	ji	ji	NOUN
fbem-3741	19	20	)	)	PUNCT
fbem-3741	19	21	,	,	PUNCT
fbem-3741	19	22	clean	clean	ADJ
fbem-3741	19	23	development	development	NOUN
fbem-3741	19	24	mechanism	mechanism	NOUN
fbem-3741	19	25	(	(	PUNCT
fbem-3741	19	26	cdm	cdm	NOUN
fbem-3741	19	27	)	)	PUNCT
fbem-3741	19	28	and	and	CCONJ
fbem-3741	19	29	international	international	ADJ
fbem-3741	19	30	emissions	emission	NOUN
fbem-3741	19	31	trading	trading	NOUN
fbem-3741	19	32	(	(	PUNCT
fbem-3741	19	33	iet	iet	PROPN
fbem-3741	19	34	)	)	PUNCT
fbem-3741	19	35	,	,	PUNCT
fbem-3741	19	36	these	these	DET
fbem-3741	19	37	three	three	NUM
fbem-3741	19	38	flexible	flexible	ADJ
fbem-3741	19	39	mechanisms	mechanism	NOUN
fbem-3741	19	40	have	have	AUX
fbem-3741	19	41	given	give	VERB
fbem-3741	19	42	birth	birth	NOUN
fbem-3741	19	43	to	to	ADP
fbem-3741	19	44	the	the	DET
fbem-3741	19	45	international	international	ADJ
fbem-3741	19	46	carbon	carbon	NOUN
fbem-3741	19	47	emission	emission	NOUN
fbem-3741	19	48	trading	trading	NOUN
fbem-3741	19	49	market	market	NOUN
fbem-3741	19	50	.	.	PUNCT
fbem-3741	20	1	the	the	DET
fbem-3741	20	2	eu	eu	PROPN
fbem-3741	20	3	established	establish	VERB
fbem-3741	20	4	the	the	DET
fbem-3741	20	5	eu	eu	PROPN
fbem-3741	20	6	emission	emission	NOUN
fbem-3741	20	7	trading	trading	NOUN
fbem-3741	20	8	system	system	NOUN
fbem-3741	20	9	(	(	PUNCT
fbem-3741	20	10	eu	eu	NOUN
fbem-3741	20	11	-	-	NOUN
fbem-3741	20	12	ets	et	NOUN
fbem-3741	20	13	)	)	PUNCT
fbem-3741	20	14	in	in	ADP
fbem-3741	20	15	april	april	PROPN
fbem-3741	20	16	2005	2005	NUM
fbem-3741	20	17	,	,	PUNCT
fbem-3741	20	18	and	and	CCONJ
fbem-3741	20	19	has	have	AUX
fbem-3741	20	20	made	make	VERB
fbem-3741	20	21	remarkable	remarkable	ADJ
fbem-3741	20	22	achievements	achievement	NOUN
fbem-3741	20	23	in	in	ADP
fbem-3741	20	24	environmental	environmental	ADJ
fbem-3741	20	25	and	and	CCONJ
fbem-3741	20	26	economic	economic	ADJ
fbem-3741	20	27	benefits	benefit	NOUN
fbem-3741	20	28	,	,	PUNCT
fbem-3741	20	29	becoming	become	VERB
fbem-3741	20	30	the	the	DET
fbem-3741	20	31	most	most	ADV
fbem-3741	20	32	influential	influential	ADJ
fbem-3741	20	33	global	global	ADJ
fbem-3741	20	34	carbon	carbon	NOUN
fbem-3741	20	35	emission	emission	NOUN
fbem-3741	20	36	trading	trading	NOUN
fbem-3741	20	37	market	market	NOUN
fbem-3741	20	38	in	in	ADP
fbem-3741	20	39	the	the	DET
fbem-3741	20	40	world	world	NOUN
fbem-3741	20	41	.	.	PUNCT
fbem-3741	21	1	in	in	ADP
fbem-3741	21	2	october	october	PROPN
fbem-3741	21	3	2011	2011	NUM
fbem-3741	21	4	,	,	PUNCT
fbem-3741	21	5	the	the	DET
fbem-3741	21	6	notice	notice	NOUN
fbem-3741	21	7	of	of	ADP
fbem-3741	21	8	the	the	DET
fbem-3741	21	9	general	general	ADJ
fbem-3741	21	10	office	office	NOUN
fbem-3741	21	11	of	of	ADP
fbem-3741	21	12	the	the	DET
fbem-3741	21	13	national	national	PROPN
fbem-3741	21	14	development	development	PROPN
fbem-3741	21	15	and	and	CCONJ
fbem-3741	21	16	reform	reform	PROPN
fbem-3741	21	17	commission	commission	NOUN
fbem-3741	21	18	on	on	ADP
fbem-3741	21	19	the	the	DET
fbem-3741	21	20	pilot	pilot	NOUN
fbem-3741	21	21	project	project	NOUN
fbem-3741	21	22	of	of	ADP
fbem-3741	21	23	carbon	carbon	NOUN
fbem-3741	21	24	emission	emission	NOUN
fbem-3741	21	25	trading	trading	NOUN
fbem-3741	21	26	identified	identify	VERB
fbem-3741	21	27	that	that	SCONJ
fbem-3741	21	28	beijing	beijing	PROPN
fbem-3741	21	29	,	,	PUNCT
fbem-3741	21	30	tianjin	tianjin	PROPN
fbem-3741	21	31	,	,	PUNCT
fbem-3741	21	32	shanghai	shanghai	PROPN
fbem-3741	21	33	,	,	PUNCT
fbem-3741	21	34	chongqing	chongqing	PROPN
fbem-3741	21	35	,	,	PUNCT
fbem-3741	21	36	hubei	hubei	PROPN
fbem-3741	21	37	,	,	PUNCT
fbem-3741	21	38	guangdong	guangdong	PROPN
fbem-3741	21	39	and	and	CCONJ
fbem-3741	21	40	shenzhen	shenzhen	PROPN
fbem-3741	21	41	should	should	AUX
fbem-3741	21	42	carry	carry	VERB
fbem-3741	21	43	out	out	ADP
fbem-3741	21	44	the	the	DET
fbem-3741	21	45	pilot	pilot	NOUN
fbem-3741	21	46	work	work	NOUN
fbem-3741	21	47	of	of	ADP
fbem-3741	21	48	carbon	carbon	NOUN
fbem-3741	21	49	emission	emission	NOUN
fbem-3741	21	50	trading	trading	NOUN
fbem-3741	21	51	.	.	PUNCT
fbem-3741	22	1	in	in	ADP
fbem-3741	22	2	2019	2019	NUM
fbem-3741	22	3	,	,	PUNCT
fbem-3741	22	4	china	china	PROPN
fbem-3741	22	5	's	's	PART
fbem-3741	22	6	carbon	carbon	NOUN
fbem-3741	22	7	dioxide	dioxide	NOUN
fbem-3741	22	8	emissions	emission	NOUN
fbem-3741	22	9	reached	reach	VERB
fbem-3741	22	10	9.826	9.826	NUM
fbem-3741	22	11	billion	billion	NUM
fbem-3741	22	12	tons	ton	NOUN
fbem-3741	22	13	,	,	PUNCT
fbem-3741	22	14	of	of	ADP
fbem-3741	22	15	which	which	PRON
fbem-3741	22	16	80	80	NUM
fbem-3741	22	17	%	%	NOUN
fbem-3741	22	18	will	will	AUX
fbem-3741	22	19	come	come	VERB
fbem-3741	22	20	from	from	ADP
fbem-3741	22	21	coal	coal	NOUN
fbem-3741	22	22	combustion	combustion	NOUN
fbem-3741	22	23	,	,	PUNCT
fbem-3741	22	24	and	and	CCONJ
fbem-3741	22	25	the	the	DET
fbem-3741	22	26	carbon	carbon	NOUN
fbem-3741	22	27	dioxide	dioxide	NOUN
fbem-3741	22	28	emissions	emission	NOUN
fbem-3741	22	29	of	of	ADP
fbem-3741	22	30	power	power	NOUN
fbem-3741	22	31	,	,	PUNCT
fbem-3741	22	32	industry	industry	NOUN
fbem-3741	22	33	and	and	CCONJ
fbem-3741	22	34	transportation	transportation	NOUN
fbem-3741	22	35	industries	industry	NOUN
fbem-3741	22	36	will	will	AUX
fbem-3741	22	37	account	account	VERB
fbem-3741	22	38	for	for	ADP
fbem-3741	22	39	90	90	NUM
fbem-3741	22	40	%	%	NOUN
fbem-3741	22	41	of	of	ADP
fbem-3741	22	42	the	the	DET
fbem-3741	22	43	total	total	ADJ
fbem-3741	22	44	emissions	emission	NOUN
fbem-3741	22	45	.	.	PUNCT
fbem-3741	23	1	at	at	ADP
fbem-3741	23	2	the	the	DET
fbem-3741	23	3	75th	75th	ADJ
fbem-3741	23	4	united	united	PROPN
fbem-3741	23	5	nations	nations	PROPN
fbem-3741	23	6	general	general	PROPN
fbem-3741	23	7	assembly	assembly	PROPN
fbem-3741	23	8	in	in	ADP
fbem-3741	23	9	2020	2020	NUM
fbem-3741	23	10	,	,	PUNCT
fbem-3741	23	11	china	china	PROPN
fbem-3741	23	12	pledged	pledge	VERB
fbem-3741	23	13	d	d	PROPN
fbem-3741	23	14	to	to	PART
fbem-3741	23	15	peak	peak	VERB
fbem-3741	23	16	its	its	PRON
fbem-3741	23	17	carbon	carbon	NOUN
fbem-3741	23	18	dioxide	dioxide	NOUN
fbem-3741	23	19	emissions	emission	NOUN
fbem-3741	23	20	by	by	ADP
fbem-3741	23	21	2030	2030	NUM
fbem-3741	23	22	and	and	CCONJ
fbem-3741	23	23	strive	strive	VERB
fbem-3741	23	24	to	to	PART
fbem-3741	23	25	achieve	achieve	VERB
fbem-3741	23	26	carbon	carbon	NOUN
fbem-3741	23	27	neutrality	neutrality	NOUN
fbem-3741	23	28	by	by	ADP
fbem-3741	23	29	2060	2060	NUM
fbem-3741	23	30	.	.	PUNCT
fbem-3741	24	1	at	at	ADP
fbem-3741	24	2	the	the	DET
fbem-3741	24	3	national	national	PROPN
fbem-3741	24	4	people	people	PROPN
fbem-3741	24	5	's	's	PART
fbem-3741	24	6	congress	congress	PROPN
fbem-3741	24	7	and	and	CCONJ
fbem-3741	24	8	the	the	DET
fbem-3741	24	9	chinese	chinese	ADJ
fbem-3741	24	10	people	people	NOUN
fbem-3741	24	11	's	's	PART
fbem-3741	24	12	political	political	ADJ
fbem-3741	24	13	consultative	consultative	ADJ
fbem-3741	24	14	conference	conference	NOUN
fbem-3741	24	15	in	in	ADP
fbem-3741	24	16	2021	2021	NUM
fbem-3741	24	17	,	,	PUNCT
fbem-3741	24	18	premier	premier	PROPN
fbem-3741	24	19	li	li	PROPN
fbem-3741	24	20	keqiang	keqiang	PROPN
fbem-3741	24	21	pointed	point	VERB
fbem-3741	24	22	out	out	ADP
fbem-3741	24	23	that	that	SCONJ
fbem-3741	24	24	efforts	effort	NOUN
fbem-3741	24	25	should	should	AUX
fbem-3741	24	26	be	be	AUX
fbem-3741	24	27	made	make	VERB
fbem-3741	24	28	to	to	PART
fbem-3741	24	29	achieve	achieve	VERB
fbem-3741	24	30	the	the	DET
fbem-3741	24	31	vision	vision	NOUN
fbem-3741	24	32	of	of	ADP
fbem-3741	24	33	"	"	PUNCT
fbem-3741	24	34	carbon	carbon	NOUN
fbem-3741	24	35	neutrality	neutrality	NOUN
fbem-3741	24	36	"	"	PUNCT
fbem-3741	24	37	.	.	PUNCT
fbem-3741	25	1	on	on	ADP
fbem-3741	25	2	july	july	PROPN
fbem-3741	25	3	16	16	NUM
fbem-3741	25	4	,	,	PUNCT
fbem-3741	25	5	2021	2021	NUM
fbem-3741	25	6	,	,	PUNCT
fbem-3741	25	7	the	the	DET
fbem-3741	25	8	national	national	ADJ
fbem-3741	25	9	carbon	carbon	NOUN
fbem-3741	25	10	market	market	NOUN
fbem-3741	25	11	officially	officially	ADV
fbem-3741	25	12	started	start	VERB
fbem-3741	25	13	online	online	ADJ
fbem-3741	25	14	trading	trading	NOUN
fbem-3741	25	15	.	.	PUNCT
fbem-3741	26	1	on	on	ADP
fbem-3741	26	2	march	march	PROPN
fbem-3741	26	3	15	15	NUM
fbem-3741	26	4	,	,	PUNCT
fbem-3741	26	5	2022	2022	NUM
fbem-3741	26	6	,	,	PUNCT
fbem-3741	26	7	the	the	DET
fbem-3741	26	8	ministry	ministry	PROPN
fbem-3741	26	9	of	of	ADP
fbem-3741	26	10	ecology	ecology	NOUN
fbem-3741	26	11	and	and	CCONJ
fbem-3741	26	12	environment	environment	NOUN
fbem-3741	26	13	issued	issue	VERB
fbem-3741	26	14	the	the	DET
fbem-3741	26	15	notice	notice	NOUN
fbem-3741	26	16	on	on	ADP
fbem-3741	26	17	key	key	ADJ
fbem-3741	26	18	work	work	NOUN
fbem-3741	26	19	related	relate	VERB
fbem-3741	26	20	to	to	ADP
fbem-3741	26	21	the	the	DET
fbem-3741	26	22	management	management	NOUN
fbem-3741	26	23	of	of	ADP
fbem-3741	26	24	enterprises	enterprise	NOUN
fbem-3741	26	25	'	'	PART
fbem-3741	26	26	greenhouse	greenhouse	NOUN
fbem-3741	26	27	gas	gas	NOUN
fbem-3741	26	28	emission	emission	NOUN
fbem-3741	26	29	reports	report	NOUN
fbem-3741	26	30	in	in	ADP
fbem-3741	26	31	2022	2022	NUM
fbem-3741	26	32	,	,	PUNCT
fbem-3741	26	33	which	which	PRON
fbem-3741	26	34	established	establish	VERB
fbem-3741	26	35	the	the	DET
fbem-3741	26	36	list	list	NOUN
fbem-3741	26	37	of	of	ADP
fbem-3741	26	38	key	key	ADJ
fbem-3741	26	39	emission	emission	NOUN
fbem-3741	26	40	units	unit	NOUN
fbem-3741	26	41	in	in	ADP
fbem-3741	26	42	the	the	DET
fbem-3741	26	43	power	power	NOUN
fbem-3741	26	44	generation	generation	NOUN
fbem-3741	26	45	industry	industry	NOUN
fbem-3741	26	46	in	in	ADP
fbem-3741	26	47	the	the	DET
fbem-3741	26	48	second	second	ADJ
fbem-3741	26	49	compliance	compliance	NOUN
fbem-3741	26	50	cycle	cycle	NOUN
fbem-3741	26	51	of	of	ADP
fbem-3741	26	52	the	the	DET
fbem-3741	26	53	national	national	ADJ
fbem-3741	26	54	carbon	carbon	NOUN
fbem-3741	26	55	market	market	NOUN
fbem-3741	26	56	.	.	PUNCT
fbem-3741	27	1	according	accord	VERB
fbem-3741	27	2	to	to	ADP
fbem-3741	27	3	the	the	DET
fbem-3741	27	4	verification	verification	NOUN
fbem-3741	27	5	results	result	NOUN
fbem-3741	27	6	,	,	PUNCT
fbem-3741	27	7	the	the	DET
fbem-3741	27	8	annual	annual	ADJ
fbem-3741	27	9	carbon	carbon	NOUN
fbem-3741	27	10	emissions	emission	NOUN
fbem-3741	27	11	in	in	ADP
fbem-3741	27	12	2020	2020	NUM
fbem-3741	27	13	or	or	CCONJ
fbem-3741	27	14	2021	2021	NUM
fbem-3741	27	15	will	will	AUX
fbem-3741	27	16	reach	reach	VERB
fbem-3741	27	17	26,000	26,000	NUM
fbem-3741	27	18	tons	ton	NOUN
fbem-3741	27	19	of	of	ADP
fbem-3741	27	20	carbon	carbon	NOUN
fbem-3741	27	21	dioxide	dioxide	NOUN
fbem-3741	27	22	equivalent	equivalent	NOUN
fbem-3741	27	23	,	,	PUNCT
fbem-3741	27	24	it	it	PRON
fbem-3741	27	25	also	also	ADV
fbem-3741	27	26	has	have	VERB
fbem-3741	27	27	key	key	ADJ
fbem-3741	27	28	emission	emission	NOUN
fbem-3741	27	29	units	unit	NOUN
fbem-3741	27	30	in	in	ADP
fbem-3741	27	31	the	the	DET
fbem-3741	27	32	power	power	NOUN
fbem-3741	27	33	generation	generation	NOUN
fbem-3741	27	34	industry	industry	NOUN
fbem-3741	27	35	that	that	PRON
fbem-3741	27	36	meet	meet	VERB
fbem-3741	27	37	the	the	DET
fbem-3741	27	38	quota	quota	NOUN
fbem-3741	27	39	management	management	NOUN
fbem-3741	27	40	standards	standard	NOUN
fbem-3741	27	41	for	for	ADP
fbem-3741	27	42	units	unit	NOUN
fbem-3741	27	43	,	,	PUNCT
fbem-3741	27	44	and	and	CCONJ
fbem-3741	27	45	is	be	AUX
fbem-3741	27	46	included	include	VERB
fbem-3741	27	47	in	in	ADP
fbem-3741	27	48	the	the	DET
fbem-3741	27	49	list	list	NOUN
fbem-3741	27	50	of	of	ADP
fbem-3741	27	51	key	key	ADJ
fbem-3741	27	52	emission	emission	NOUN
fbem-3741	27	53	units	unit	NOUN
fbem-3741	27	54	under	under	ADP
fbem-3741	27	55	quota	quota	NOUN
fbem-3741	27	56	management	management	NOUN
fbem-3741	27	57	in	in	ADP
fbem-3741	27	58	the	the	DET
fbem-3741	27	59	national	national	ADJ
fbem-3741	27	60	carbon	carbon	NOUN
fbem-3741	27	61	emission	emission	NOUN
fbem-3741	27	62	trading	trading	NOUN
fbem-3741	27	63	market	market	NOUN
fbem-3741	27	64	in	in	ADP
fbem-3741	27	65	2022	2022	NUM
fbem-3741	27	66	.	.	PUNCT
fbem-3741	28	1	the	the	DET
fbem-3741	28	2	research	research	NOUN
fbem-3741	28	3	on	on	ADP
fbem-3741	28	4	carbon	carbon	NOUN
fbem-3741	28	5	trading	trading	NOUN
fbem-3741	28	6	market	market	NOUN
fbem-3741	28	7	price	price	NOUN
fbem-3741	28	8	prediction	prediction	NOUN
fbem-3741	28	9	has	have	AUX
fbem-3741	28	10	focused	focus	VERB
fbem-3741	28	11	on	on	ADP
fbem-3741	28	12	two	two	NUM
fbem-3741	28	13	main	main	ADJ
fbem-3741	28	14	points	point	NOUN
fbem-3741	28	15	:	:	PUNCT
fbem-3741	28	16	one	one	NUM
fbem-3741	28	17	is	be	AUX
fbem-3741	28	18	to	to	PART
fbem-3741	28	19	use	use	VERB
fbem-3741	28	20	only	only	ADV
fbem-3741	28	21	the	the	DET
fbem-3741	28	22	historical	historical	ADJ
fbem-3741	28	23	data	datum	NOUN
fbem-3741	28	24	of	of	ADP
fbem-3741	28	25	carbon	carbon	NOUN
fbem-3741	28	26	trading	trading	NOUN
fbem-3741	28	27	market	market	NOUN
fbem-3741	28	28	price	price	NOUN
fbem-3741	28	29	to	to	PART
fbem-3741	28	30	predict	predict	VERB
fbem-3741	28	31	62	62	NUM
fbem-3741	28	32	carbon	carbon	NOUN
fbem-3741	28	33	price	price	NOUN
fbem-3741	28	34	[	[	X
fbem-3741	28	35	1	1	NUM
fbem-3741	28	36	-	-	SYM
fbem-3741	28	37	5	5	NUM
fbem-3741	28	38	]	]	PUNCT
fbem-3741	28	39	,	,	PUNCT
fbem-3741	28	40	and	and	CCONJ
fbem-3741	28	41	the	the	DET
fbem-3741	28	42	other	other	ADJ
fbem-3741	28	43	is	be	AUX
fbem-3741	28	44	to	to	PART
fbem-3741	28	45	predict	predict	VERB
fbem-3741	28	46	carbon	carbon	NOUN
fbem-3741	28	47	price	price	NOUN
fbem-3741	28	48	by	by	ADP
fbem-3741	28	49	combining	combine	VERB
fbem-3741	28	50	the	the	DET
fbem-3741	28	51	influencing	influence	VERB
fbem-3741	28	52	factors	factor	NOUN
fbem-3741	28	53	of	of	ADP
fbem-3741	28	54	carbon	carbon	NOUN
fbem-3741	28	55	trading	trading	NOUN
fbem-3741	28	56	market	market	NOUN
fbem-3741	28	57	price	price	NOUN
fbem-3741	29	1	[	[	X
fbem-3741	29	2	6	6	NUM
fbem-3741	29	3	-	-	SYM
fbem-3741	29	4	10	10	NUM
fbem-3741	29	5	]	]	PUNCT
fbem-3741	29	6	.	.	PUNCT
fbem-3741	30	1	however	however	ADV
fbem-3741	30	2	,	,	PUNCT
fbem-3741	30	3	since	since	SCONJ
fbem-3741	30	4	there	there	PRON
fbem-3741	30	5	are	be	VERB
fbem-3741	30	6	few	few	ADJ
fbem-3741	30	7	articles	article	NOUN
fbem-3741	30	8	that	that	PRON
fbem-3741	30	9	apply	apply	VERB
fbem-3741	30	10	machine	machine	NOUN
fbem-3741	30	11	learning	learn	VERB
fbem-3741	30	12	to	to	PART
fbem-3741	30	13	carbon	carbon	NOUN
fbem-3741	30	14	price	price	NOUN
fbem-3741	30	15	prediction	prediction	NOUN
fbem-3741	30	16	in	in	ADP
fbem-3741	30	17	china	china	PROPN
fbem-3741	30	18	.	.	PUNCT
fbem-3741	31	1	based	base	VERB
fbem-3741	31	2	on	on	ADP
fbem-3741	31	3	this	this	PRON
fbem-3741	31	4	,	,	PUNCT
fbem-3741	31	5	this	this	DET
fbem-3741	31	6	paper	paper	NOUN
fbem-3741	31	7	will	will	AUX
fbem-3741	31	8	use	use	VERB
fbem-3741	31	9	xgboost	xgboost	PROPN
fbem-3741	31	10	model	model	NOUN
fbem-3741	31	11	to	to	PART
fbem-3741	31	12	predict	predict	VERB
fbem-3741	31	13	the	the	DET
fbem-3741	31	14	carbon	carbon	NOUN
fbem-3741	31	15	price	price	NOUN
fbem-3741	31	16	,	,	PUNCT
fbem-3741	31	17	which	which	PRON
fbem-3741	31	18	will	will	AUX
fbem-3741	31	19	provide	provide	VERB
fbem-3741	31	20	new	new	ADJ
fbem-3741	31	21	ideas	idea	NOUN
fbem-3741	31	22	for	for	ADP
fbem-3741	31	23	the	the	DET
fbem-3741	31	24	carbon	carbon	NOUN
fbem-3741	31	25	price	price	NOUN
fbem-3741	31	26	prediction	prediction	NOUN
fbem-3741	31	27	field	field	NOUN
fbem-3741	31	28	,	,	PUNCT
fbem-3741	31	29	and	and	CCONJ
fbem-3741	31	30	provide	provide	VERB
fbem-3741	31	31	some	some	DET
fbem-3741	31	32	practical	practical	ADJ
fbem-3741	31	33	basis	basis	NOUN
fbem-3741	31	34	for	for	SCONJ
fbem-3741	31	35	the	the	DET
fbem-3741	31	36	carbon	carbon	NOUN
fbem-3741	31	37	market	market	NOUN
fbem-3741	31	38	participants	participant	NOUN
fbem-3741	31	39	to	to	PART
fbem-3741	31	40	make	make	VERB
fbem-3741	31	41	investment	investment	NOUN
fbem-3741	31	42	decisions	decision	NOUN
fbem-3741	31	43	,	,	PUNCT
fbem-3741	31	44	so	so	SCONJ
fbem-3741	31	45	as	as	SCONJ
fbem-3741	31	46	to	to	PART
fbem-3741	31	47	avoid	avoid	VERB
fbem-3741	31	48	the	the	DET
fbem-3741	31	49	carbon	carbon	NOUN
fbem-3741	31	50	market	market	NOUN
fbem-3741	31	51	risk	risk	NOUN
fbem-3741	31	52	caused	cause	VERB
fbem-3741	31	53	by	by	ADP
fbem-3741	31	54	the	the	DET
fbem-3741	31	55	carbon	carbon	NOUN
fbem-3741	31	56	price	price	NOUN
fbem-3741	31	57	change	change	NOUN
fbem-3741	31	58	.	.	PUNCT
fbem-3741	32	1	2	2	X
fbem-3741	32	2	.	.	X
fbem-3741	32	3	research	research	NOUN
fbem-3741	32	4	method	method	NOUN
fbem-3741	32	5	2.1	2.1	NUM
fbem-3741	32	6	.	.	PUNCT
fbem-3741	33	1	xgboost	xgboost	X
fbem-3741	34	1	algorithm	algorithm	PROPN
fbem-3741	34	2	principle	principle	NOUN
fbem-3741	34	3	extreme	extreme	ADJ
fbem-3741	34	4	gradient	gradient	NOUN
fbem-3741	34	5	boosting	boost	VERB
fbem-3741	34	6	(	(	PUNCT
fbem-3741	34	7	xgboost	xgboost	X
fbem-3741	34	8	)	)	PUNCT
fbem-3741	34	9	is	be	AUX
fbem-3741	34	10	an	an	DET
fbem-3741	34	11	end	end	NOUN
fbem-3741	34	12	-	-	PUNCT
fbem-3741	34	13	to	to	ADP
fbem-3741	34	14	-	-	PUNCT
fbem-3741	34	15	end	end	NOUN
fbem-3741	34	16	gradient	gradient	NOUN
fbem-3741	34	17	lifting	lift	VERB
fbem-3741	34	18	tree	tree	NOUN
fbem-3741	34	19	system	system	NOUN
fbem-3741	34	20	proposed	propose	VERB
fbem-3741	34	21	by	by	ADP
fbem-3741	34	22	dr	dr	PROPN
fbem-3741	34	23	.	.	PROPN
fbem-3741	34	24	tianqi	tianqi	PROPN
fbem-3741	34	25	chen	chen	PROPN
fbem-3741	34	26	of	of	ADP
fbem-3741	34	27	washington	washington	PROPN
fbem-3741	34	28	university	university	PROPN
fbem-3741	34	29	.	.	PUNCT
fbem-3741	35	1	xgboost	xgboost	PROPN
fbem-3741	35	2	implements	implement	VERB
fbem-3741	35	3	a	a	DET
fbem-3741	35	4	generalized	generalized	ADJ
fbem-3741	35	5	tree	tree	NOUN
fbem-3741	35	6	boosting	boost	VERB
fbem-3741	35	7	algorithm	algorithm	NOUN
fbem-3741	35	8	.	.	PUNCT
fbem-3741	36	1	one	one	NUM
fbem-3741	36	2	representative	representative	NOUN
fbem-3741	36	3	of	of	ADP
fbem-3741	36	4	this	this	DET
fbem-3741	36	5	algorithm	algorithm	NOUN
fbem-3741	36	6	is	be	AUX
fbem-3741	36	7	the	the	DET
fbem-3741	36	8	gradient	gradient	ADJ
fbem-3741	36	9	boosting	boost	VERB
fbem-3741	36	10	decision	decision	NOUN
fbem-3741	36	11	tree	tree	NOUN
fbem-3741	36	12	(	(	PUNCT
fbem-3741	36	13	gbdt	gbdt	NOUN
fbem-3741	36	14	)	)	PUNCT
fbem-3741	36	15	.	.	PUNCT
fbem-3741	37	1	xgboost	xgboost	PROPN
fbem-3741	37	2	adopts	adopt	VERB
fbem-3741	37	3	the	the	DET
fbem-3741	37	4	idea	idea	NOUN
fbem-3741	37	5	of	of	ADP
fbem-3741	37	6	integration	integration	NOUN
fbem-3741	37	7	,	,	PUNCT
fbem-3741	37	8	adds	add	VERB
fbem-3741	37	9	regular	regular	ADJ
fbem-3741	37	10	terms	term	NOUN
fbem-3741	37	11	on	on	ADP
fbem-3741	37	12	the	the	DET
fbem-3741	37	13	basis	basis	NOUN
fbem-3741	37	14	of	of	ADP
fbem-3741	37	15	gbdt	gbdt	NOUN
fbem-3741	37	16	,	,	PUNCT
fbem-3741	37	17	and	and	CCONJ
fbem-3741	37	18	extends	extend	VERB
fbem-3741	37	19	the	the	DET
fbem-3741	37	20	loss	loss	NOUN
fbem-3741	37	21	function	function	NOUN
fbem-3741	37	22	from	from	ADP
fbem-3741	37	23	square	square	ADJ
fbem-3741	37	24	loss	loss	NOUN
fbem-3741	37	25	to	to	ADP
fbem-3741	37	26	taylor	taylor	PROPN
fbem-3741	37	27	's	's	PART
fbem-3741	37	28	second	second	ADJ
fbem-3741	37	29	-	-	PUNCT
fbem-3741	37	30	order	order	NOUN
fbem-3741	37	31	loss	loss	NOUN
fbem-3741	37	32	.	.	PUNCT
fbem-3741	38	1	the	the	DET
fbem-3741	38	2	following	follow	VERB
fbem-3741	38	3	article	article	NOUN
fbem-3741	38	4	will	will	AUX
fbem-3741	38	5	briefly	briefly	ADV
fbem-3741	38	6	describe	describe	VERB
fbem-3741	38	7	the	the	DET
fbem-3741	38	8	principle	principle	NOUN
fbem-3741	38	9	of	of	ADP
fbem-3741	38	10	xgboost	xgboost	PROPN
fbem-3741	38	11	algorithm	algorithm	PROPN
fbem-3741	38	12	:	:	PUNCT
fbem-3741	38	13	2.1.1	2.1.1	NUM
fbem-3741	38	14	.	.	X
fbem-3741	38	15	boosting	boost	VERB
fbem-3741	38	16	additive	additive	ADJ
fbem-3741	38	17	model	model	NOUN
fbem-3741	38	18	representation	representation	NOUN
fbem-3741	38	19	(	(	PUNCT
fbem-3741	38	20	1	1	X
fbem-3741	38	21	)	)	PUNCT
fbem-3741	38	22	where	where	SCONJ
fbem-3741	38	23	refers	refer	VERB
fbem-3741	38	24	to	to	ADP
fbem-3741	38	25	the	the	DET
fbem-3741	38	26	predicted	predict	VERB
fbem-3741	38	27	value	value	NOUN
fbem-3741	38	28	of	of	ADP
fbem-3741	38	29	the	the	DET
fbem-3741	38	30	ith	ith	PROPN
fbem-3741	38	31	sample	sample	NOUN
fbem-3741	38	32	equal	equal	ADJ
fbem-3741	38	33	to	to	ADP
fbem-3741	38	34	the	the	DET
fbem-3741	38	35	sum	sum	NOUN
fbem-3741	38	36	of	of	ADP
fbem-3741	38	37	m	m	PROPN
fbem-3741	38	38	regression	regression	NOUN
fbem-3741	38	39	trees	tree	NOUN
fbem-3741	38	40	,	,	PUNCT
fbem-3741	38	41	and	and	CCONJ
fbem-3741	38	42	xi	xi	PROPN
fbem-3741	38	43	refers	refer	VERB
fbem-3741	38	44	to	to	ADP
fbem-3741	38	45	the	the	DET
fbem-3741	38	46	characteristic	characteristic	ADJ
fbem-3741	38	47	value	value	NOUN
fbem-3741	38	48	of	of	ADP
fbem-3741	38	49	the	the	DET
fbem-3741	38	50	ith	ith	PROPN
fbem-3741	38	51	sample	sample	NOUN
fbem-3741	38	52	.	.	PUNCT
fbem-3741	39	1	forward	forward	ADJ
fbem-3741	39	2	distribution	distribution	NOUN
fbem-3741	39	3	algorithm	algorithm	NOUN
fbem-3741	39	4	:	:	PUNCT
fbem-3741	39	5	)	)	PUNCT
fbem-3741	39	6	(	(	PUNCT
fbem-3741	39	7	ˆˆ	ˆˆ	PROPN
fbem-3741	39	8	)	)	PUNCT
fbem-3741	39	9	1	1	NUM
fbem-3741	39	10	(	(	PUNCT
fbem-3741	39	11	)	)	PUNCT
fbem-3741	39	12	(	(	PUNCT
fbem-3741	39	13	xfyy	xfyy	VERB
fbem-3741	39	14	it	it	PRON
fbem-3741	39	15	t	t	X
fbem-3741	40	1	i	i	PRON
fbem-3741	40	2	t	t	PROPN
fbem-3741	41	1	i	i	PRON
fbem-3741	41	2			ADV
fbem-3741	41	3			NOUN
fbem-3741	41	4	(	(	PUNCT
fbem-3741	41	5	2	2	NUM
fbem-3741	41	6	)	)	PUNCT
fbem-3741	41	7	where	where	SCONJ
fbem-3741	41	8	t	t	PROPN
fbem-3741	41	9	represents	represent	VERB
fbem-3741	41	10	the	the	DET
fbem-3741	41	11	t	t	PROPN
fbem-3741	41	12	-	-	PUNCT
fbem-3741	41	13	th	th	VERB
fbem-3741	41	14	tree	tree	NOUN
fbem-3741	41	15	to	to	PART
fbem-3741	41	16	be	be	AUX
fbem-3741	41	17	optimized	optimize	VERB
fbem-3741	41	18	,	,	PUNCT
fbem-3741	41	19	t-1	t-1	PROPN
fbem-3741	41	20	represents	represent	VERB
fbem-3741	41	21	the	the	DET
fbem-3741	41	22	t-1	t-1	PROPN
fbem-3741	41	23	tree	tree	NOUN
fbem-3741	41	24	that	that	PRON
fbem-3741	41	25	has	have	AUX
fbem-3741	41	26	been	be	AUX
fbem-3741	41	27	optimized	optimize	VERB
fbem-3741	41	28	,	,	PUNCT
fbem-3741	41	29	and	and	CCONJ
fbem-3741	41	30	)	)	PUNCT
fbem-3741	41	31	(	(	PUNCT
fbem-3741	41	32	xf	xf	PROPN
fbem-3741	41	33	it	it	PRON
fbem-3741	41	34	represents	represent	VERB
fbem-3741	41	35	the	the	DET
fbem-3741	41	36	t	t	PROPN
fbem-3741	41	37	-	-	PUNCT
fbem-3741	41	38	th	th	VERB
fbem-3741	41	39	tree	tree	NOUN
fbem-3741	41	40	to	to	PART
fbem-3741	41	41	be	be	AUX
fbem-3741	41	42	optimized	optimize	VERB
fbem-3741	41	43	.	.	PUNCT
fbem-3741	42	1	objective	objective	ADJ
fbem-3741	42	2	function	function	NOUN
fbem-3741	42	3	:	:	PUNCT
fbem-3741	42	4			PRON
fbem-3741	42	5			NUM
fbem-3741	42	6			NUM
fbem-3741	42	7	t	t	PROPN
fbem-3741	42	8	j	j	PROPN
fbem-3741	43	1	j	j	PROPN
fbem-3741	43	2	n	n	CCONJ
fbem-3741	44	1	i	i	PRON
fbem-3741	44	2	t	t	PROPN
fbem-3741	44	3	ii	ii	PROPN
fbem-3741	44	4	t	t	PROPN
fbem-3741	44	5	fyyobj	fyyobj	PROPN
fbem-3741	44	6	l	l	PROPN
fbem-3741	44	7	11	11	NUM
fbem-3741	44	8	)	)	PUNCT
fbem-3741	44	9	(	(	PUNCT
fbem-3741	44	10	)	)	PUNCT
fbem-3741	44	11	(	(	PUNCT
fbem-3741	44	12	)	)	PUNCT
fbem-3741	44	13	,	,	PUNCT
fbem-3741	44	14	(	(	PUNCT
fbem-3741	44	15	ˆ	ˆ	PROPN
fbem-3741	44	16	）	）	PROPN
fbem-3741	44	17	（	（	PUNCT
fbem-3741	44	18	(	(	PUNCT
fbem-3741	44	19	3	3	X
fbem-3741	44	20	)	)	PUNCT
fbem-3741	45	1	where	where	SCONJ
fbem-3741	45	2			X
fbem-3741	45	3			VERB
fbem-3741	45	4	n	n	INTJ
fbem-3741	46	1	i	i	PRON
fbem-3741	46	2	t	t	NOUN
fbem-3741	46	3	ii	ii	NUM
fbem-3741	46	4	yyl	yyl	NOUN
fbem-3741	46	5	1	1	NUM
fbem-3741	46	6	)	)	PUNCT
fbem-3741	46	7	(	(	PUNCT
fbem-3741	46	8	)	)	PUNCT
fbem-3741	46	9	,	,	PUNCT
fbem-3741	46	10	(	(	PUNCT
fbem-3741	46	11	ˆ	ˆ	NOUN
fbem-3741	46	12	represents	represent	VERB
fbem-3741	46	13	the	the	DET
fbem-3741	46	14	total	total	ADJ
fbem-3741	46	15	loss	loss	NOUN
fbem-3741	46	16	of	of	ADP
fbem-3741	46	17	n	n	DET
fbem-3741	46	18	samples	sample	NOUN
fbem-3741	46	19	,	,	PUNCT
fbem-3741	46	20	and	and	CCONJ
fbem-3741	46	21			PROPN
fbem-3741	47	1			NUM
fbem-3741	47	2			PROPN
fbem-3741	48	1	t	t	PROPN
fbem-3741	48	2	j	j	PROPN
fbem-3741	48	3	j	j	PROPN
fbem-3741	48	4	f	f	PROPN
fbem-3741	48	5	1	1	NUM
fbem-3741	48	6	)	)	PUNCT
fbem-3741	48	7	(	(	PUNCT
fbem-3741	48	8	is	be	AUX
fbem-3741	48	9	a	a	DET
fbem-3741	48	10	regular	regular	ADJ
fbem-3741	48	11	term	term	NOUN
fbem-3741	48	12	(	(	PUNCT
fbem-3741	48	13	adding	add	VERB
fbem-3741	48	14	the	the	DET
fbem-3741	48	15	complexity	complexity	NOUN
fbem-3741	48	16	of	of	ADP
fbem-3741	48	17	t	t	PROPN
fbem-3741	48	18	regression	regression	NOUN
fbem-3741	48	19	trees	tree	NOUN
fbem-3741	48	20	)	)	PUNCT
fbem-3741	48	21	.	.	PUNCT
fbem-3741	49	1	the	the	DET
fbem-3741	49	2	purpose	purpose	NOUN
fbem-3741	49	3	of	of	ADP
fbem-3741	49	4	adding	add	VERB
fbem-3741	49	5	a	a	DET
fbem-3741	49	6	regular	regular	ADJ
fbem-3741	49	7	term	term	NOUN
fbem-3741	49	8	is	be	AUX
fbem-3741	49	9	to	to	PART
fbem-3741	49	10	prevent	prevent	VERB
fbem-3741	49	11	over	over	ADP
fbem-3741	49	12	fitting	fitting	ADJ
fbem-3741	49	13	.	.	PUNCT
fbem-3741	50	1	optimization	optimization	NOUN
fbem-3741	50	2	objective	objective	NOUN
fbem-3741	50	3	:	:	PUNCT
fbem-3741	51	1	objwww	objwww	PROPN
fbem-3741	51	2	t	t	PROPN
fbem-3741	51	3	t	t	PROPN
fbem-3741	51	4	minarg	minarg	NOUN
fbem-3741	51	5	)	)	PUNCT
fbem-3741	51	6	(	(	PUNCT
fbem-3741	51	7	*	*	PUNCT
fbem-3741	51	8	*	*	SYM
fbem-3741	51	9	2	2	NUM
fbem-3741	51	10	*	*	SYM
fbem-3741	51	11	1	1	NUM
fbem-3741	51	12	,	,	PUNCT
fbem-3741	51	13	,	,	PUNCT
fbem-3741	51	14			PROPN
fbem-3741	51	15	）	）	PROPN
fbem-3741	51	16	，	，	PROPN
fbem-3741	51	17	（	（	PUNCT
fbem-3741	51	18			NOUN
fbem-3741	51	19	(	(	PUNCT
fbem-3741	51	20	4	4	X
fbem-3741	51	21	)	)	PUNCT
fbem-3741	51	22	set	set	VERB
fbem-3741	51	23	t	t	NOUN
fbem-3741	51	24	leaf	leaf	NOUN
fbem-3741	51	25	nodes	node	NOUN
fbem-3741	51	26	,	,	PUNCT
fbem-3741	51	27	determine	determine	VERB
fbem-3741	51	28	their	their	PRON
fbem-3741	51	29	node	node	ADJ
fbem-3741	51	30	values	value	NOUN
fbem-3741	51	31	,	,	PUNCT
fbem-3741	51	32	and	and	CCONJ
fbem-3741	51	33	minimize	minimize	VERB
fbem-3741	51	34	the	the	DET
fbem-3741	51	35	loss	loss	NOUN
fbem-3741	51	36	function	function	NOUN
fbem-3741	51	37	.	.	PUNCT
fbem-3741	52	1	2.1.2	2.1.2	X
fbem-3741	52	2	.	.	X
fbem-3741	52	3	processing	processing	NOUN
fbem-3741	52	4	of	of	ADP
fbem-3741	52	5	regular	regular	ADJ
fbem-3741	52	6	terms	term	NOUN
fbem-3741	52	7			X
fbem-3741	52	8			NUM
fbem-3741	52	9			VERB
fbem-3741	52	10	t	t	PROPN
fbem-3741	52	11	j	j	PROPN
fbem-3741	52	12	jt	jt	PROPN
fbem-3741	52	13	wf	wf	PROPN
fbem-3741	53	1	t	t	PROPN
fbem-3741	53	2	1	1	NUM
fbem-3741	53	3	2	2	NUM
fbem-3741	53	4	2	2	NUM
fbem-3741	53	5	1	1	NUM
fbem-3741	53	6			NOUN
fbem-3741	53	7	）	）	NOUN
fbem-3741	53	8	（	（	PUNCT
fbem-3741	53	9	(	(	PUNCT
fbem-3741	53	10	5	5	NUM
fbem-3741	53	11	)	)	PUNCT
fbem-3741	53	12	where	where	SCONJ
fbem-3741	53	13	,	,	PUNCT
fbem-3741	53	14			PROPN
fbem-3741	53	15	、	、	NOUN
fbem-3741	53	16	is	be	AUX
fbem-3741	53	17	a	a	DET
fbem-3741	53	18	super	super	ADJ
fbem-3741	53	19	parameter	parameter	NOUN
fbem-3741	53	20	and	and	CCONJ
fbem-3741	53	21	a	a	DET
fbem-3741	53	22	penalty	penalty	NOUN
fbem-3741	53	23	item	item	NOUN
fbem-3741	53	24	for	for	ADP
fbem-3741	53	25	variables	variable	NOUN
fbem-3741	53	26	.	.	PUNCT
fbem-3741	54	1	t	t	PROPN
fbem-3741	54	2	is	be	AUX
fbem-3741	54	3	equal	equal	ADJ
fbem-3741	54	4	to	to	ADP
fbem-3741	54	5	leaf	leaf	NOUN
fbem-3741	54	6	nodes	node	NOUN
fbem-3741	54	7	of	of	ADP
fbem-3741	54	8	the	the	DET
fbem-3741	54	9	regression	regression	NOUN
fbem-3741	54	10	tree	tree	NOUN
fbem-3741	54	11	.	.	PUNCT
fbem-3741	55	1			X
fbem-3741	56	1			NOUN
fbem-3741	56	2	t	t	X
fbem-3741	56	3	jw	jw	NOUN
fbem-3741	56	4	1j	1j	NUM
fbem-3741	56	5	2	2	NUM
fbem-3741	56	6	represents	represent	VERB
fbem-3741	56	7	the	the	DET
fbem-3741	56	8	sum	sum	NOUN
fbem-3741	56	9	of	of	ADP
fbem-3741	56	10	the	the	DET
fbem-3741	56	11	squares	square	NOUN
fbem-3741	56	12	of	of	ADP
fbem-3741	56	13	each	each	DET
fbem-3741	56	14	node	node	ADJ
fbem-3741	56	15	value	value	NOUN
fbem-3741	56	16	.	.	PUNCT
fbem-3741	57	1	when	when	SCONJ
fbem-3741	57	2	the	the	DET
fbem-3741	57	3	number	number	NOUN
fbem-3741	57	4	of	of	ADP
fbem-3741	57	5	leaf	leaf	NOUN
fbem-3741	57	6	nodes	node	NOUN
fbem-3741	57	7	t	t	PROPN
fbem-3741	57	8	of	of	ADP
fbem-3741	57	9	the	the	DET
fbem-3741	57	10	regression	regression	NOUN
fbem-3741	57	11	tree	tree	NOUN
fbem-3741	57	12	is	be	AUX
fbem-3741	57	13	larger	large	ADJ
fbem-3741	57	14	,	,	PUNCT
fbem-3741	57	15	the	the	DET
fbem-3741	57	16	depth	depth	NOUN
fbem-3741	57	17	of	of	ADP
fbem-3741	57	18	the	the	DET
fbem-3741	57	19	tree	tree	NOUN
fbem-3741	57	20	is	be	AUX
fbem-3741	57	21	deeper	deep	ADJ
fbem-3741	57	22	,	,	PUNCT
fbem-3741	57	23	and	and	CCONJ
fbem-3741	57	24	the	the	DET
fbem-3741	57	25	over	over	ADP
fbem-3741	57	26	fitting	fitting	ADJ
fbem-3741	57	27	phenomenon	phenomenon	NOUN
fbem-3741	57	28	is	be	AUX
fbem-3741	57	29	more	more	ADV
fbem-3741	57	30	likely	likely	ADJ
fbem-3741	57	31	to	to	PART
fbem-3741	57	32	occur	occur	VERB
fbem-3741	57	33	.	.	PUNCT
fbem-3741	58	1	therefore	therefore	ADV
fbem-3741	58	2	,	,	PUNCT
fbem-3741	58	3	t	t	PROPN
fbem-3741	58	4	should	should	AUX
fbem-3741	58	5	be	be	AUX
fbem-3741	58	6	punished	punish	VERB
fbem-3741	58	7	,	,	PUNCT
fbem-3741	58	8	and	and	CCONJ
fbem-3741	58	9	the	the	DET
fbem-3741	58	10	punishment	punishment	NOUN
fbem-3741	58	11	intensity	intensity	NOUN
fbem-3741	58	12	should	should	AUX
fbem-3741	58	13	be	be	AUX
fbem-3741	58	14	controlled	control	VERB
fbem-3741	58	15	by	by	ADP
fbem-3741	58	16			NOUN
fbem-3741	58	17	;	;	PUNCT
fbem-3741	58	18	when	when	SCONJ
fbem-3741	58	19			X
fbem-3741	58	20			NOUN
fbem-3741	58	21	t	t	NOUN
fbem-3741	58	22	jw	jw	NOUN
fbem-3741	58	23	1j	1j	NUM
fbem-3741	58	24	2	2	NUM
fbem-3741	58	25	is	be	AUX
fbem-3741	58	26	larger	large	ADJ
fbem-3741	58	27	,	,	PUNCT
fbem-3741	58	28	that	that	ADV
fbem-3741	58	29	is	is	ADV
fbem-3741	58	30	,	,	PUNCT
fbem-3741	58	31	when	when	SCONJ
fbem-3741	58	32	the	the	DET
fbem-3741	58	33	node	node	ADJ
fbem-3741	58	34	value	value	NOUN
fbem-3741	58	35	is	be	AUX
fbem-3741	58	36	larger	large	ADJ
fbem-3741	58	37	,	,	PUNCT
fbem-3741	58	38	the	the	DET
fbem-3741	58	39	proportion	proportion	NOUN
fbem-3741	58	40	of	of	ADP
fbem-3741	58	41	the	the	DET
fbem-3741	58	42	node	node	ADJ
fbem-3741	58	43	value	value	NOUN
fbem-3741	58	44	of	of	ADP
fbem-3741	58	45	this	this	DET
fbem-3741	58	46	regression	regression	NOUN
fbem-3741	58	47	tree	tree	NOUN
fbem-3741	58	48	in	in	ADP
fbem-3741	58	49	all	all	DET
fbem-3741	58	50	regression	regression	NOUN
fbem-3741	58	51	trees	tree	NOUN
fbem-3741	58	52	is	be	AUX
fbem-3741	58	53	too	too	ADV
fbem-3741	58	54	large	large	ADJ
fbem-3741	58	55	.	.	PUNCT
fbem-3741	59	1	at	at	ADP
fbem-3741	59	2	this	this	DET
fbem-3741	59	3	time	time	NOUN
fbem-3741	59	4	,	,	PUNCT
fbem-3741	59	5	the	the	DET
fbem-3741	59	6	phenomenon	phenomenon	NOUN
fbem-3741	59	7	of	of	ADP
fbem-3741	59	8	over	over	ADP
fbem-3741	59	9	fitting	fitting	ADJ
fbem-3741	59	10	also	also	ADV
fbem-3741	59	11	occurs	occur	VERB
fbem-3741	59	12	.	.	PUNCT
fbem-3741	60	1	therefore	therefore	ADV
fbem-3741	60	2	,	,	PUNCT
fbem-3741	60	3			X
fbem-3741	60	4			NOUN
fbem-3741	60	5	t	t	X
fbem-3741	60	6	jw	jw	NOUN
fbem-3741	60	7	1j	1j	NUM
fbem-3741	60	8	2	2	NUM
fbem-3741	60	9	is	be	AUX
fbem-3741	60	10	punished	punish	VERB
fbem-3741	60	11	,	,	PUNCT
fbem-3741	60	12	and	and	CCONJ
fbem-3741	60	13	the	the	DET
fbem-3741	60	14	punishment	punishment	NOUN
fbem-3741	60	15	is	be	AUX
fbem-3741	60	16	determined	determine	VERB
fbem-3741	60	17	by	by	ADP
fbem-3741	60	18			ADJ
fbem-3741	60	19	.	.	PUNCT
fbem-3741	61	1	2.1.3	2.1.3	NUM
fbem-3741	61	2	.	.	PUNCT
fbem-3741	61	3	treatment	treatment	NOUN
fbem-3741	61	4	of	of	ADP
fbem-3741	61	5			X
fbem-3741	62	1			PROPN
fbem-3741	62	2			PROPN
fbem-3741	63	1	t	t	PROPN
fbem-3741	63	2	j	j	PROPN
fbem-3741	63	3	j	j	PROPN
fbem-3741	63	4	f	f	PROPN
fbem-3741	63	5	1	1	NUM
fbem-3741	63	6	)	)	PUNCT
fbem-3741	63	7	(	(	PUNCT
fbem-3741	63	8	in	in	ADP
fbem-3741	63	9	objective	objective	ADJ
fbem-3741	63	10	function	function	NOUN
fbem-3741	63	11	obj	obj	PROPN
fbem-3741	63	12	t	t	PROPN
fbem-3741	63	13	）	）	PROPN
fbem-3741	63	14	（	（	PUNCT
fbem-3741	63	15	)	)	PUNCT
fbem-3741	63	16	(	(	PUNCT
fbem-3741	63	17	)	)	PUNCT
fbem-3741	63	18	(	(	PUNCT
fbem-3741	63	19	)	)	PUNCT
fbem-3741	63	20	(	(	PUNCT
fbem-3741	63	21	1	1	NUM
fbem-3741	63	22	1	1	NUM
fbem-3741	63	23	.1	.1	NUM
fbem-3741	63	24	fff	fff	PROPN
fbem-3741	63	25	t	t	PROPN
fbem-3741	63	26	t	t	PROPN
fbem-3741	64	1	j	j	PROPN
fbem-3741	64	2	j	j	PROPN
fbem-3741	64	3	t	t	PROPN
fbem-3741	64	4	j	j	PROPN
fbem-3741	64	5	j	j	PROPN
fbem-3741	64	6			PROPN
fbem-3741	64	7			X
fbem-3741	64	8			NOUN
fbem-3741	64	9			NUM
fbem-3741	64	10	(	(	PUNCT
fbem-3741	64	11	6	6	NUM
fbem-3741	64	12	)	)	PUNCT
fbem-3741	64	13	the	the	DET
fbem-3741	64	14	regular	regular	ADJ
fbem-3741	64	15	term	term	NOUN
fbem-3741	64	16	in	in	ADP
fbem-3741	64	17	the	the	DET
fbem-3741	64	18	objective	objective	ADJ
fbem-3741	64	19	function	function	NOUN
fbem-3741	64	20	is	be	AUX
fbem-3741	64	21	decomposed	decompose	VERB
fbem-3741	64	22	into	into	ADP
fbem-3741	64	23	the	the	DET
fbem-3741	64	24	optimized	optimize	VERB
fbem-3741	64	25	first	first	ADJ
fbem-3741	64	26	t-1	t-1	PROPN
fbem-3741	64	27	term	term	NOUN
fbem-3741	64	28	(	(	PUNCT
fbem-3741	64	29	constant	constant	ADJ
fbem-3741	64	30	)	)	PUNCT
fbem-3741	64	31	and	and	CCONJ
fbem-3741	64	32	the	the	DET
fbem-3741	64	33	term	term	NOUN
fbem-3741	64	34	to	to	PART
fbem-3741	64	35	be	be	AUX
fbem-3741	64	36	optimized	optimize	VERB
fbem-3741	64	37	.	.	PUNCT
fbem-3741	65	1	in	in	ADP
fbem-3741	65	2	the	the	DET
fbem-3741	65	3	optimization	optimization	NOUN
fbem-3741	65	4	process	process	NOUN
fbem-3741	65	5	of	of	ADP
fbem-3741	65	6	the	the	DET
fbem-3741	65	7	objective	objective	ADJ
fbem-3741	65	8	function	function	NOUN
fbem-3741	65	9	,	,	PUNCT
fbem-3741	65	10	that	that	ADV
fbem-3741	65	11	is	is	ADV
fbem-3741	65	12	,	,	PUNCT
fbem-3741	65	13	the	the	DET
fbem-3741	65	14	minimization	minimization	NOUN
fbem-3741	65	15	process	process	NOUN
fbem-3741	65	16	,	,	PUNCT
fbem-3741	65	17	constant	constant	ADJ
fbem-3741	65	18	is	be	AUX
fbem-3741	65	19	not	not	PART
fbem-3741	65	20	required	require	VERB
fbem-3741	65	21	to	to	PART
fbem-3741	65	22	be	be	AUX
fbem-3741	65	23	considered	consider	VERB
fbem-3741	65	24	:	:	PUNCT
fbem-3741	65	25			PRON
fbem-3741	65	26			NUM
fbem-3741	65	27			PROPN
fbem-3741	65	28	t	t	PROPN
fbem-3741	65	29	j	j	PROPN
fbem-3741	65	30	jt	jt	PROPN
fbem-3741	65	31	t	t	PROPN
fbem-3741	65	32	j	j	PROPN
fbem-3741	65	33	j	j	PROPN
fbem-3741	65	34	wff	wff	PROPN
fbem-3741	65	35	t	t	PROPN
fbem-3741	65	36	1	1	NUM
fbem-3741	65	37	2	2	NUM
fbem-3741	65	38	1	1	NUM
fbem-3741	65	39	2	2	NUM
fbem-3741	65	40	1	1	NUM
fbem-3741	65	41	)	)	PUNCT
fbem-3741	65	42	(	(	PUNCT
fbem-3741	65	43	)	)	PUNCT
fbem-3741	65	44	(	(	PUNCT
fbem-3741	65	45			X
fbem-3741	65	46	(	(	PUNCT
fbem-3741	65	47	7	7	NUM
fbem-3741	65	48	)	)	PUNCT
fbem-3741	65	49	assume	assume	VERB
fbem-3741	65	50	that	that	SCONJ
fbem-3741	65	51	the	the	DET
fbem-3741	65	52	sample	sample	NOUN
fbem-3741	65	53	loss	loss	NOUN
fbem-3741	65	54	is	be	AUX
fbem-3741	65	55	the	the	DET
fbem-3741	65	56	square	square	ADJ
fbem-3741	65	57	error	error	NOUN
fbem-3741	65	58	loss	loss	NOUN
fbem-3741	65	59	:	:	PUNCT
fbem-3741	65	60	)	)	PUNCT
fbem-3741	65	61	ˆ(ˆ	ˆ(ˆ	PROPN
fbem-3741	65	62	2	2	NUM
fbem-3741	65	63	,	,	PUNCT
fbem-3741	65	64	yyyy	yyyy	PROPN
fbem-3741	65	65	iil	iil	PROPN
fbem-3741	65	66	ii	ii	PROPN
fbem-3741	65	67			PROPN
fbem-3741	65	68	）	）	PROPN
fbem-3741	65	69	（	（	X
fbem-3741	65	70	(	(	PUNCT
fbem-3741	65	71	8)	8)	NUM
fbem-3741	65	72	take	take	VERB
fbem-3741	65	73	the	the	DET
fbem-3741	65	74	minimum	minimum	ADJ
fbem-3741	65	75	loss	loss	NOUN
fbem-3741	65	76	calculation	calculation	NOUN
fbem-3741	65	77	of	of	ADP
fbem-3741	65	78	node	node	NOUN
fbem-3741	65	79	1	1	NUM
fbem-3741	65	80	as	as	ADP
fbem-3741	65	81	an	an	DET
fbem-3741	65	82	example	example	NOUN
fbem-3741	65	83	:	:	PUNCT
fbem-3741	65	84	wwyyyy	wwyyyy	PROPN
fbem-3741	65	85	wywylll	wywylll	ADV
fbem-3741	65	86	2	2	NUM
fbem-3741	65	87	1153	1153	NUM
fbem-3741	65	88	2	2	NUM
fbem-3741	65	89	5	5	NUM
fbem-3741	65	90	2	2	NUM
fbem-3741	65	91	3	3	NUM
fbem-3741	65	92	22	22	NUM
fbem-3741	65	93	531	531	NUM
fbem-3741	65	94	)	)	PUNCT
fbem-3741	65	95	(	(	PUNCT
fbem-3741	65	96	2	2	NUM
fbem-3741	65	97	)	)	PUNCT
fbem-3741	65	98	(	(	PUNCT
fbem-3741	65	99	1513	1513	NUM
fbem-3741	65	100	)	)	PUNCT
fbem-3741	66	1	(	(	PUNCT
fbem-3741	66	2			X
fbem-3741	66	3			PROPN
fbem-3741	66	4			NUM
fbem-3741	66	5	）	）	PROPN
fbem-3741	66	6	（	（	X
fbem-3741	66	7	节点	节点	X
fbem-3741	66	8	(	(	PUNCT
fbem-3741	66	9	9	9	NUM
fbem-3741	66	10	)	)	PUNCT
fbem-3741	66	11	where	where	SCONJ
fbem-3741	66	12	y	y	PROPN
fbem-3741	66	13	is	be	AUX
fbem-3741	66	14	a	a	DET
fbem-3741	66	15	real	real	ADJ
fbem-3741	66	16	value	value	NOUN
fbem-3741	66	17	and	and	CCONJ
fbem-3741	66	18	a	a	DET
fbem-3741	66	19	constant	constant	ADJ
fbem-3741	66	20	.	.	PUNCT
fbem-3741	67	1	minimum	minimum	NOUN
fbem-3741	67	2	w	w	PROPN
fbem-3741	67	3	can	can	AUX
fbem-3741	67	4	be	be	AUX
fbem-3741	67	5	obtained	obtain	VERB
fbem-3741	67	6	:	:	PUNCT
fbem-3741	67	7	yyw	yyw	PROPN
fbem-3741	67	8	a	a	DET
fbem-3741	67	9	b	b	PROPN
fbem-3741	67	10	531	531	NUM
fbem-3741	67	11	2	2	NUM
fbem-3741	67	12	min	min	NOUN
fbem-3741	67	13			NOUN
fbem-3741	67	14	(	(	PUNCT
fbem-3741	67	15	10	10	NUM
fbem-3741	67	16	)	)	PUNCT
fbem-3741	67	17	that	that	PRON
fbem-3741	67	18	is	be	AUX
fbem-3741	67	19	,	,	PUNCT
fbem-3741	67	20	when	when	SCONJ
fbem-3741	67	21	w1	w1	NOUN
fbem-3741	67	22	=	=	SYM
fbem-3741	67	23	y3+y5	y3+y5	PROPN
fbem-3741	67	24	,	,	PUNCT
fbem-3741	67	25	the	the	DET
fbem-3741	67	26	loss	loss	NOUN
fbem-3741	67	27	of	of	ADP
fbem-3741	67	28	l	l	NOUN
fbem-3741	67	29	-	-	NOUN
fbem-3741	67	30	node	node	ADJ
fbem-3741	67	31	1	1	NUM
fbem-3741	67	32	is	be	AUX
fbem-3741	67	33	the	the	DET
fbem-3741	67	34	minimum	minimum	NOUN
fbem-3741	67	35	.	.	PUNCT
fbem-3741	68	1	(	(	PUNCT
fbem-3741	68	2	the	the	DET
fbem-3741	68	3	same	same	ADJ
fbem-3741	68	4	with	with	ADP
fbem-3741	68	5	w2	w2	NOUN
fbem-3741	68	6	,	,	PUNCT
fbem-3741	68	7	w3	w3	PROPN
fbem-3741	68	8	and	and	CCONJ
fbem-3741	68	9	w4	w4	NOUN
fbem-3741	68	10	)	)	PUNCT
fbem-3741	68	11	review	review	NOUN
fbem-3741	68	12	of	of	ADP
fbem-3741	68	13	objective	objective	ADJ
fbem-3741	68	14	function	function	NOUN
fbem-3741	68	15	and	and	CCONJ
fbem-3741	68	16	regular	regular	ADJ
fbem-3741	68	17	term	term	NOUN
fbem-3741	68	18	formula	formula	NOUN
fbem-3741	68	19	:	:	PUNCT
fbem-3741	68	20	)	)	PUNCT
fbem-3741	68	21	(	(	PUNCT
fbem-3741	68	22	1	1	X
fbem-3741	68	23	)	)	PUNCT
fbem-3741	68	24	(	(	PUNCT
fbem-3741	68	25	ˆ	ˆ	NOUN
fbem-3741	68	26	i	i	PRON
fbem-3741	68	27	m	m	VERB
fbem-3741	68	28	j	j	PROPN
fbem-3741	69	1	j	j	PROPN
fbem-3741	69	2	m	m	VERB
fbem-3741	70	1	i	i	PRON
fbem-3741	70	2	xfy	xfy	INTJ
fbem-3741	70	3			X
fbem-3741	71	1			NUM
fbem-3741	72	1			NUM
fbem-3741	73	1	y	y	INTJ
fbem-3741	73	2	m	m	VERB
fbem-3741	73	3	i	i	PRON
fbem-3741	73	4	ˆ	ˆ	NOUN
fbem-3741	73	5	)	)	PUNCT
fbem-3741	73	6	(	(	PUNCT
fbem-3741	73	7	63	63	NUM
fbem-3741	73	8			ADV
fbem-3741	73	9			NUM
fbem-3741	73	10			NUM
fbem-3741	73	11	t	t	PROPN
fbem-3741	73	12	j	j	PROPN
fbem-3741	73	13	j	j	PROPN
fbem-3741	74	1	n	n	CCONJ
fbem-3741	75	1	i	i	PRON
fbem-3741	75	2	t	t	PROPN
fbem-3741	75	3	ii	ii	PROPN
fbem-3741	75	4	t	t	PROPN
fbem-3741	75	5	fyyobj	fyyobj	PROPN
fbem-3741	75	6	l	l	PROPN
fbem-3741	75	7	11	11	NUM
fbem-3741	75	8	)	)	PUNCT
fbem-3741	75	9	(	(	PUNCT
fbem-3741	75	10	)	)	PUNCT
fbem-3741	75	11	(	(	PUNCT
fbem-3741	75	12	)	)	PUNCT
fbem-3741	75	13	,	,	PUNCT
fbem-3741	75	14	(	(	PUNCT
fbem-3741	75	15	ˆ	ˆ	X
fbem-3741	75	16	(	(	PUNCT
fbem-3741	75	17	11	11	NUM
fbem-3741	75	18	)	)	PUNCT
fbem-3741	75	19			PUNCT
fbem-3741	75	20			NUM
fbem-3741	75	21			PROPN
fbem-3741	75	22	t	t	PROPN
fbem-3741	75	23	j	j	PROPN
fbem-3741	75	24	jt	jt	PROPN
fbem-3741	75	25	t	t	PROPN
fbem-3741	76	1	j	j	PROPN
fbem-3741	76	2	j	j	PROPN
fbem-3741	76	3	wff	wff	PROPN
fbem-3741	76	4	t	t	PROPN
fbem-3741	76	5	1	1	NUM
fbem-3741	76	6	2	2	NUM
fbem-3741	76	7	1	1	NUM
fbem-3741	76	8	2	2	NUM
fbem-3741	76	9	1	1	NUM
fbem-3741	76	10	)	)	PUNCT
fbem-3741	76	11	(	(	PUNCT
fbem-3741	76	12	)	)	PUNCT
fbem-3741	76	13	(	(	PUNCT
fbem-3741	76	14			X
fbem-3741	76	15	(	(	PUNCT
fbem-3741	76	16	12	12	NUM
fbem-3741	76	17	)	)	PUNCT
fbem-3741	76	18	the	the	DET
fbem-3741	76	19	regular	regular	ADJ
fbem-3741	76	20	term	term	NOUN
fbem-3741	76	21	is	be	AUX
fbem-3741	76	22	calculated	calculate	VERB
fbem-3741	76	23	by	by	ADP
fbem-3741	76	24	leaf	leaf	NOUN
fbem-3741	76	25	node	node	NOUN
fbem-3741	76	26	j.	j.	PROPN
fbem-3741	76	27	at	at	ADP
fbem-3741	76	28	this	this	DET
fbem-3741	76	29	time	time	NOUN
fbem-3741	76	30	,	,	PUNCT
fbem-3741	76	31	in	in	ADP
fbem-3741	76	32	order	order	NOUN
fbem-3741	76	33	to	to	PART
fbem-3741	76	34	ensure	ensure	VERB
fbem-3741	76	35	the	the	DET
fbem-3741	76	36	consistency	consistency	NOUN
fbem-3741	76	37	of	of	ADP
fbem-3741	76	38	the	the	DET
fbem-3741	76	39	calculation	calculation	NOUN
fbem-3741	76	40	method	method	NOUN
fbem-3741	76	41	before	before	ADV
fbem-3741	76	42	and	and	CCONJ
fbem-3741	76	43	after	after	ADP
fbem-3741	76	44	the	the	DET
fbem-3741	76	45	formula	formula	NOUN
fbem-3741	76	46	,	,	PUNCT
fbem-3741	76	47	the	the	DET
fbem-3741	76	48	following	follow	VERB
fbem-3741	76	49	transformation	transformation	NOUN
fbem-3741	76	50	is	be	AUX
fbem-3741	76	51	made	make	VERB
fbem-3741	76	52	:	:	PUNCT
fbem-3741	76	53	convert	convert	VERB
fbem-3741	76	54	the	the	DET
fbem-3741	76	55	loss	loss	NOUN
fbem-3741	76	56			X
fbem-3741	77	1			NUM
fbem-3741	78	1	n	n	INTJ
fbem-3741	78	2	i	i	PRON
fbem-3741	78	3	b	b	NOUN
fbem-3741	78	4	ii	ii	NUM
fbem-3741	78	5	yyl	yyl	NOUN
fbem-3741	78	6	1	1	NUM
fbem-3741	78	7	)	)	PUNCT
fbem-3741	78	8	(	(	PUNCT
fbem-3741	78	9	)	)	PUNCT
fbem-3741	78	10	,	,	PUNCT
fbem-3741	78	11	(	(	PUNCT
fbem-3741	78	12	ˆ	ˆ	ADJ
fbem-3741	78	13	calculated	calculate	VERB
fbem-3741	78	14	by	by	ADP
fbem-3741	78	15	sample	sample	NOUN
fbem-3741	78	16	to	to	ADP
fbem-3741	78	17	the	the	DET
fbem-3741	78	18	loss	loss	NOUN
fbem-3741	78	19	calculated	calculate	VERB
fbem-3741	78	20	by	by	ADP
fbem-3741	78	21	leaf	leaf	NOUN
fbem-3741	78	22	node	node	NOUN
fbem-3741	78	23	:	:	PUNCT
fbem-3741	78	24			PROPN
fbem-3741	78	25			PRON
fbem-3741	78	26			X
fbem-3741	79	1			PROPN
fbem-3741	80	1	t	t	PROPN
fbem-3741	80	2	j	j	PROPN
fbem-3741	81	1	i	i	PRON
fbem-3741	81	2	t	t	PROPN
fbem-3741	81	3	ii	ii	PROPN
fbem-3741	82	1	n	n	INTJ
fbem-3741	83	1	i	i	PRON
fbem-3741	83	2	t	t	NOUN
fbem-3741	83	3	ii	ii	PROPN
fbem-3741	84	1	i	i	PRON
fbem-3741	84	2	ll	ll	AUX
fbem-3741	84	3	j	j	PROPN
fbem-3741	84	4	yyyy	yyyy	PROPN
fbem-3741	84	5	11	11	NUM
fbem-3741	84	6	)	)	PUNCT
fbem-3741	84	7	,	,	PUNCT
fbem-3741	84	8	(	(	PUNCT
fbem-3741	84	9	)	)	PUNCT
fbem-3741	84	10	,	,	PUNCT
fbem-3741	84	11	(	(	PUNCT
fbem-3741	84	12	ˆˆ	ˆˆ	PROPN
fbem-3741	84	13	）	）	PROPN
fbem-3741	84	14	（	（	PROPN
fbem-3741	85	1	）	）	PUNCT
fbem-3741	86	1	（	（	PUNCT
fbem-3741	87	1	(	(	PUNCT
fbem-3741	87	2	13	13	NUM
fbem-3741	87	3	)	)	PUNCT
fbem-3741	87	4	substituted	substitute	VERB
fbem-3741	87	5	into	into	ADP
fbem-3741	87	6	the	the	DET
fbem-3741	87	7	objective	objective	ADJ
fbem-3741	87	8	function	function	NOUN
fbem-3741	87	9	:	:	PUNCT
fbem-3741	88	1	wyyobj	wyyobj	PROPN
fbem-3741	88	2	j	j	PROPN
fbem-3741	88	3	t	t	PROPN
fbem-3741	89	1	j	j	PROPN
fbem-3741	90	1	i	i	PRON
fbem-3741	90	2	t	t	PROPN
fbem-3741	90	3	ii	ii	PROPN
fbem-3741	91	1	t	t	PROPN
fbem-3741	92	1	i	i	PRON
fbem-3741	92	2	lt	lt	PROPN
fbem-3741	92	3	j	j	PROPN
fbem-3741	92	4	2	2	NUM
fbem-3741	92	5	1	1	NUM
fbem-3741	92	6	)	)	PUNCT
fbem-3741	92	7	(	(	PUNCT
fbem-3741	92	8	)	)	PUNCT
fbem-3741	92	9	(	(	PUNCT
fbem-3741	92	10	2	2	NUM
fbem-3741	92	11	1	1	NUM
fbem-3741	92	12	)	)	PUNCT
fbem-3741	92	13	,	,	PUNCT
fbem-3741	92	14	(	(	PUNCT
fbem-3741	92	15	ˆ	ˆ	ADV
fbem-3741	92	16			NOUN
fbem-3741	92	17			VERB
fbem-3741	92	18			ADV
fbem-3741	92	19			PROPN
fbem-3741	92	20			NOUN
fbem-3741	92	21	(	(	PUNCT
fbem-3741	92	22	14	14	NUM
fbem-3741	92	23	)	)	PUNCT
fbem-3741	92	24	where	where	SCONJ
fbem-3741	92	25	wyy	wyy	NOUN
fbem-3741	92	26	j	j	PROPN
fbem-3741	92	27	t	t	PROPN
fbem-3741	93	1	i	i	PRON
fbem-3741	93	2	t	t	PROPN
fbem-3741	94	1	i	i	PRON
fbem-3741	94	2			ADJ
fbem-3741	94	3			PROPN
fbem-3741	94	4	ˆˆ	ˆˆ	PROPN
fbem-3741	94	5	)	)	PUNCT
fbem-3741	94	6	1	1	NUM
fbem-3741	94	7	(	(	PUNCT
fbem-3741	94	8	)	)	PUNCT
fbem-3741	94	9	(	(	PUNCT
fbem-3741	94	10	,	,	PUNCT
fbem-3741	94	11	in	in	ADP
fbem-3741	94	12	summary	summary	NOUN
fbem-3741	94	13	:	:	PUNCT
fbem-3741	94	14	wwyyobj	wwyyobj	PROPN
fbem-3741	94	15	j	j	PROPN
fbem-3741	95	1	t	t	PROPN
fbem-3741	95	2	j	j	PROPN
fbem-3741	96	1	i	i	PRON
fbem-3741	96	2	j	j	PROPN
fbem-3741	97	1	t	t	PROPN
fbem-3741	97	2	ii	ii	PROPN
fbem-3741	98	1	t	t	PROPN
fbem-3741	99	1	i	i	PRON
fbem-3741	99	2	lt	lt	PROPN
fbem-3741	99	3	j	j	PROPN
fbem-3741	99	4	2	2	NUM
fbem-3741	99	5	1	1	NUM
fbem-3741	99	6	)	)	PUNCT
fbem-3741	99	7	1	1	NUM
fbem-3741	99	8	(	(	PUNCT
fbem-3741	99	9	2	2	NUM
fbem-3741	99	10	1	1	NUM
fbem-3741	99	11	]	]	PUNCT
fbem-3741	99	12	)	)	PUNCT
fbem-3741	99	13	,	,	PUNCT
fbem-3741	99	14	(	(	PUNCT
fbem-3741	99	15	[	[	PUNCT
fbem-3741	99	16	ˆ	ˆ	X
fbem-3741	99	17			NOUN
fbem-3741	99	18			NOUN
fbem-3741	99	19			X
fbem-3741	99	20			X
fbem-3741	99	21			NUM
fbem-3741	99	22			PROPN
fbem-3741	99	23			PROPN
fbem-3741	99	24	）	）	PROPN
fbem-3741	99	25	（	（	PUNCT
fbem-3741	99	26	(	(	PUNCT
fbem-3741	99	27	15	15	NUM
fbem-3741	99	28	)	)	PUNCT
fbem-3741	99	29	in	in	ADP
fbem-3741	99	30	order	order	NOUN
fbem-3741	99	31	to	to	PART
fbem-3741	99	32	facilitate	facilitate	VERB
fbem-3741	99	33	the	the	DET
fbem-3741	99	34	calculation	calculation	NOUN
fbem-3741	99	35	of	of	ADP
fbem-3741	99	36	node	node	ADJ
fbem-3741	99	37	value	value	NOUN
fbem-3741	99	38	w	w	PROPN
fbem-3741	99	39	,	,	PUNCT
fbem-3741	99	40	the	the	DET
fbem-3741	99	41	objective	objective	ADJ
fbem-3741	99	42	function	function	NOUN
fbem-3741	99	43	is	be	AUX
fbem-3741	99	44	divided	divide	VERB
fbem-3741	99	45	into	into	ADP
fbem-3741	99	46	unified	unified	ADJ
fbem-3741	99	47	leaf	leaf	NOUN
fbem-3741	99	48	node	node	NOUN
fbem-3741	99	49	calculation	calculation	NOUN
fbem-3741	99	50	.	.	PUNCT
fbem-3741	100	1	the	the	DET
fbem-3741	100	2	above	above	ADJ
fbem-3741	100	3	assumption	assumption	NOUN
fbem-3741	100	4	is	be	AUX
fbem-3741	100	5	that	that	SCONJ
fbem-3741	100	6	the	the	DET
fbem-3741	100	7	sample	sample	NOUN
fbem-3741	100	8	loss	loss	NOUN
fbem-3741	100	9	is	be	AUX
fbem-3741	100	10	a	a	DET
fbem-3741	100	11	square	square	ADJ
fbem-3741	100	12	error	error	NOUN
fbem-3741	100	13	loss	loss	NOUN
fbem-3741	100	14	,	,	PUNCT
fbem-3741	100	15	but	but	CCONJ
fbem-3741	100	16	the	the	DET
fbem-3741	100	17	loss	loss	NOUN
fbem-3741	100	18	functions	function	NOUN
fbem-3741	100	19	corresponding	correspond	VERB
fbem-3741	100	20	to	to	ADP
fbem-3741	100	21	different	different	ADJ
fbem-3741	100	22	loss	loss	NOUN
fbem-3741	100	23	scenarios	scenario	NOUN
fbem-3741	100	24	are	be	AUX
fbem-3741	100	25	different	different	ADJ
fbem-3741	100	26	,	,	PUNCT
fbem-3741	100	27	and	and	CCONJ
fbem-3741	100	28	it	it	PRON
fbem-3741	100	29	is	be	AUX
fbem-3741	100	30	likely	likely	ADJ
fbem-3741	100	31	that	that	SCONJ
fbem-3741	100	32	the	the	DET
fbem-3741	100	33	loss	loss	NOUN
fbem-3741	100	34	function	function	NOUN
fbem-3741	100	35	can	can	AUX
fbem-3741	100	36	not	not	PART
fbem-3741	100	37	be	be	AUX
fbem-3741	100	38	changed	change	VERB
fbem-3741	100	39	into	into	ADP
fbem-3741	100	40	a	a	DET
fbem-3741	100	41	polynomial	polynomial	ADJ
fbem-3741	100	42	containing	contain	VERB
fbem-3741	100	43	w2	w2	NOUN
fbem-3741	100	44	for	for	ADP
fbem-3741	100	45	solution	solution	NOUN
fbem-3741	100	46	,	,	PUNCT
fbem-3741	100	47	so	so	ADV
fbem-3741	100	48	taylor	taylor	PROPN
fbem-3741	100	49	second	second	ADJ
fbem-3741	100	50	-	-	PUNCT
fbem-3741	100	51	order	order	NOUN
fbem-3741	100	52	processing	processing	NOUN
fbem-3741	100	53	is	be	AUX
fbem-3741	100	54	performed	perform	VERB
fbem-3741	100	55	on	on	ADP
fbem-3741	100	56	the	the	DET
fbem-3741	100	57	loss	loss	NOUN
fbem-3741	100	58	function	function	NOUN
fbem-3741	100	59	)	)	PUNCT
fbem-3741	100	60	,	,	PUNCT
fbem-3741	100	61	(	(	PUNCT
fbem-3741	100	62	ˆ	ˆ	X
fbem-3741	100	63	)	)	PUNCT
fbem-3741	100	64	1	1	NUM
fbem-3741	100	65	(	(	PUNCT
fbem-3741	100	66	wyy	wyy	PROPN
fbem-3741	100	67	j	j	PROPN
fbem-3741	100	68	t	t	PROPN
fbem-3741	100	69	ii	ii	PROPN
fbem-3741	100	70	l	l	NOUN
fbem-3741	100	71			PUNCT
fbem-3741	100	72			PROPN
fbem-3741	100	73	:	:	PUNCT
fbem-3741	100	74	)	)	PUNCT
fbem-3741	100	75	(	(	PUNCT
fbem-3741	100	76	0)(2	0)(2	NUM
fbem-3741	100	77	1	1	NUM
fbem-3741	100	78	)	)	PUNCT
fbem-3741	100	79	)	)	PUNCT
fbem-3741	100	80	(	(	PUNCT
fbem-3741	100	81	(	(	PUNCT
fbem-3741	100	82	)	)	PUNCT
fbem-3741	100	83	(	(	PUNCT
fbem-3741	100	84	)	)	PUNCT
fbem-3741	100	85	(	(	PUNCT
fbem-3741	100	86	2	2	NUM
fbem-3741	100	87	0000	0000	NUM
fbem-3741	100	88	xxxxxx	xxxxxx	PROPN
fbem-3741	100	89	fxffxf	fxffxf	PROPN
fbem-3741	100	90			PROPN
fbem-3741	100	91	2.1.4	2.1.4	NUM
fbem-3741	100	92	.	.	PUNCT
fbem-3741	101	1	taylor	taylor	PROPN
fbem-3741	101	2	processing	processing	NOUN
fbem-3741	101	3	of	of	ADP
fbem-3741	101	4	)	)	PUNCT
fbem-3741	101	5	,	,	PUNCT
fbem-3741	101	6	(	(	PUNCT
fbem-3741	101	7	ˆ	ˆ	X
fbem-3741	101	8	)	)	PUNCT
fbem-3741	101	9	1	1	NUM
fbem-3741	101	10	(	(	PUNCT
fbem-3741	101	11	wyy	wyy	PROPN
fbem-3741	101	12	j	j	PROPN
fbem-3741	101	13	t	t	PROPN
fbem-3741	101	14	ii	ii	PROPN
fbem-3741	101	15	l	l	NOUN
fbem-3741	101	16			PUNCT
fbem-3741	101	17			PROPN
fbem-3741	101	18	wyywyyyywyy	wyywyyyywyy	AUX
fbem-3741	101	19	j	j	PROPN
fbem-3741	101	20	t	t	PROPN
fbem-3741	101	21	iij	iij	PROPN
fbem-3741	101	22	t	t	PROPN
fbem-3741	101	23	ii	ii	PROPN
fbem-3741	101	24	t	t	PROPN
fbem-3741	101	25	iij	iij	PROPN
fbem-3741	101	26	t	t	PROPN
fbem-3741	101	27	ii	ii	PROPN
fbem-3741	101	28	llll	llll	VERB
fbem-3741	101	29	2)1()1()1(1	2)1()1()1(1	NUM
fbem-3741	101	30	ˆˆˆˆ	ˆˆˆˆ	NOUN
fbem-3741	101	31	,	,	PUNCT
fbem-3741	101	32	2	2	NUM
fbem-3741	101	33	1	1	NUM
fbem-3741	101	34	,	,	PUNCT
fbem-3741	101	35	,	,	PUNCT
fbem-3741	101	36	)	)	PUNCT
fbem-3741	101	37	,	,	PUNCT
fbem-3741	101	38	(	(	PUNCT
fbem-3741	101	39	）	）	PUNCT
fbem-3741	101	40	（	（	X
fbem-3741	101	41	）	）	PUNCT
fbem-3741	101	42	（	（	PUNCT
fbem-3741	101	43	）	）	PUNCT
fbem-3741	101	44	（	（	PUNCT
fbem-3741	102	1	）	）	PUNCT
fbem-3741	102	2	（	（	PUNCT
fbem-3741	102	3			NOUN
fbem-3741	102	4			NOUN
fbem-3741	102	5	，	，	PROPN
fbem-3741	102	6	where	where	SCONJ
fbem-3741	102	7	,	,	PUNCT
fbem-3741	102	8	wj	wj	PROPN
fbem-3741	102	9	is	be	AUX
fbem-3741	102	10	the	the	DET
fbem-3741	102	11	unique	unique	ADJ
fbem-3741	102	12	variable	variable	NOUN
fbem-3741	102	13	,	,	PUNCT
fbem-3741	102	14	and	and	CCONJ
fbem-3741	102	15	other	other	ADJ
fbem-3741	102	16	items	item	NOUN
fbem-3741	102	17	are	be	AUX
fbem-3741	102	18	constants	constant	NOUN
fbem-3741	102	19	.	.	PUNCT
fbem-3741	103	1	these	these	DET
fbem-3741	103	2	constants	constant	NOUN
fbem-3741	103	3	need	need	AUX
fbem-3741	103	4	not	not	PART
fbem-3741	103	5	be	be	AUX
fbem-3741	103	6	considered	consider	VERB
fbem-3741	103	7	in	in	ADP
fbem-3741	103	8	the	the	DET
fbem-3741	103	9	optimization	optimization	NOUN
fbem-3741	103	10	of	of	ADP
fbem-3741	103	11	loss	loss	NOUN
fbem-3741	103	12	function	function	NOUN
fbem-3741	103	13	,	,	PUNCT
fbem-3741	103	14	and	and	CCONJ
fbem-3741	103	15	the	the	DET
fbem-3741	103	16	first	first	ADJ
fbem-3741	103	17	step	step	NOUN
fbem-3741	103	18	and	and	CCONJ
fbem-3741	103	19	the	the	DET
fbem-3741	103	20	second	second	ADJ
fbem-3741	103	21	step	step	NOUN
fbem-3741	103	22	are	be	AUX
fbem-3741	103	23	gi	gi	INTJ
fbem-3741	103	24	and	and	CCONJ
fbem-3741	103	25	hi	hi	INTJ
fbem-3741	103	26	respectively	respectively	ADV
fbem-3741	103	27	:	:	PUNCT
fbem-3741	103	28	whwgwyy	whwgwyy	VERB
fbem-3741	103	29	jijij	jijij	PROPN
fbem-3741	103	30	t	t	PROPN
fbem-3741	103	31	ii	ii	PROPN
fbem-3741	104	1	l	l	NOUN
fbem-3741	104	2	2)1	2)1	NUM
fbem-3741	104	3	(	(	PUNCT
fbem-3741	104	4	2	2	NUM
fbem-3741	104	5	1	1	NUM
fbem-3741	104	6	,	,	PUNCT
fbem-3741	104	7	ˆ	ˆ	PROPN
fbem-3741	104	8			PROPN
fbem-3741	104	9			X
fbem-3741	104	10	）	）	PROPN
fbem-3741	104	11	（	（	PUNCT
fbem-3741	104	12	(	(	PUNCT
fbem-3741	104	13	16	16	NUM
fbem-3741	104	14	)	)	PUNCT
fbem-3741	104	15	substituted	substitute	VERB
fbem-3741	104	16	into	into	ADP
fbem-3741	104	17	the	the	DET
fbem-3741	104	18	objective	objective	ADJ
fbem-3741	104	19	function	function	NOUN
fbem-3741	104	20	:	:	PUNCT
fbem-3741	105	1	wwhwgobj	wwhwgobj	PROPN
fbem-3741	105	2	jjij	jjij	PROPN
fbem-3741	105	3	t	t	PROPN
fbem-3741	105	4	j	j	PROPN
fbem-3741	106	1	i	i	PRON
fbem-3741	106	2	j	j	PROPN
fbem-3741	107	1	t	t	INTJ
fbem-3741	107	2	i	i	PRON
fbem-3741	107	3	t	t	X
fbem-3741	107	4	j	j	PROPN
fbem-3741	107	5	22	22	NUM
fbem-3741	107	6	1	1	NUM
fbem-3741	107	7	)	)	PUNCT
fbem-3741	107	8	(	(	PUNCT
fbem-3741	107	9	2	2	NUM
fbem-3741	107	10	1	1	NUM
fbem-3741	107	11	)	)	PUNCT
fbem-3741	107	12	]	]	PUNCT
fbem-3741	107	13	2	2	NUM
fbem-3741	107	14	1	1	NUM
fbem-3741	107	15	(	(	PUNCT
fbem-3741	107	16	[	[	PUNCT
fbem-3741	107	17			X
fbem-3741	107	18			VERB
fbem-3741	107	19			X
fbem-3741	107	20			X
fbem-3741	108	1			NUM
fbem-3741	108	2			NOUN
fbem-3741	108	3	(	(	PUNCT
fbem-3741	108	4	17	17	NUM
fbem-3741	108	5	)	)	PUNCT
fbem-3741	108	6			PROPN
fbem-3741	108	7			PROPN
fbem-3741	108	8			PROPN
fbem-3741	108	9	iii	iii	NUM
fbem-3741	108	10	jjj	jjj	NOUN
fbem-3741	108	11	i	i	PRON
fbem-3741	109	1	ij	ij	INTJ
fbem-3741	110	1	i	i	PRON
fbem-3741	110	2	ij	ij	INTJ
fbem-3741	110	3	i	i	PROPN
fbem-3741	110	4	jiji	jiji	PROPN
fbem-3741	110	5	hwgwwhwg	hwgwwhwg	VERB
fbem-3741	110	6	22	22	NUM
fbem-3741	110	7	2	2	NUM
fbem-3741	110	8	1	1	NUM
fbem-3741	110	9	)	)	PUNCT
fbem-3741	110	10	2	2	NUM
fbem-3741	110	11	1	1	NUM
fbem-3741	110	12	(	(	PUNCT
fbem-3741	110	13	(	(	PUNCT
fbem-3741	110	14	18	18	NUM
fbem-3741	110	15	)	)	PUNCT
fbem-3741	110	16	in	in	ADP
fbem-3741	110	17	summary	summary	NOUN
fbem-3741	110	18	:	:	PUNCT
fbem-3741	110	19			X
fbem-3741	111	1			ADV
fbem-3741	111	2			PROPN
fbem-3741	111	3			X
fbem-3741	111	4			PROPN
fbem-3741	111	5	t	t	PROPN
fbem-3741	111	6	j	j	PROPN
fbem-3741	112	1	i	i	PRON
fbem-3741	112	2	ij	ij	INTJ
fbem-3741	113	1	i	i	PRON
fbem-3741	113	2	ij	ij	INTJ
fbem-3741	113	3	t	t	PROPN
fbem-3741	113	4	ii	ii	PROPN
fbem-3741	113	5	t	t	PROPN
fbem-3741	113	6	jj	jj	PROPN
fbem-3741	113	7	hwgwobj	hwgwobj	PROPN
fbem-3741	113	8	1	1	NUM
fbem-3741	113	9	2	2	NUM
fbem-3741	113	10	)	)	PUNCT
fbem-3741	113	11	]	]	PUNCT
fbem-3741	113	12	(	(	PUNCT
fbem-3741	113	13	2	2	NUM
fbem-3741	113	14	1	1	NUM
fbem-3741	113	15	[	[	PUNCT
fbem-3741	113	16			NOUN
fbem-3741	113	17	）	）	PUNCT
fbem-3741	113	18	（	（	PUNCT
fbem-3741	113	19	(	(	PUNCT
fbem-3741	113	20	19	19	NUM
fbem-3741	113	21	)	)	PUNCT
fbem-3741	113	22	in	in	ADP
fbem-3741	113	23	each	each	DET
fbem-3741	113	24	leaf	leaf	NOUN
fbem-3741	113	25	node	node	NOUN
fbem-3741	113	26	,	,	PUNCT
fbem-3741	113	27	the	the	DET
fbem-3741	113	28	sum	sum	NOUN
fbem-3741	113	29	of	of	ADP
fbem-3741	113	30	a	a	DET
fbem-3741	113	31	step	step	NOUN
fbem-3741	113	32	degree	degree	NOUN
fbem-3741	113	33	gi	gi	NOUN
fbem-3741	113	34	of	of	ADP
fbem-3741	113	35	all	all	DET
fbem-3741	113	36	samples	sample	NOUN
fbem-3741	113	37	is	be	AUX
fbem-3741	113	38	called	call	VERB
fbem-3741	113	39	gj	gj	NOUN
fbem-3741	113	40	;	;	PUNCT
fbem-3741	113	41	in	in	ADP
fbem-3741	113	42	each	each	DET
fbem-3741	113	43	leaf	leaf	NOUN
fbem-3741	113	44	node	node	NOUN
fbem-3741	113	45	,	,	PUNCT
fbem-3741	113	46	the	the	DET
fbem-3741	113	47	sum	sum	NOUN
fbem-3741	113	48	of	of	ADP
fbem-3741	113	49	two	two	NUM
fbem-3741	113	50	steps	step	NOUN
fbem-3741	113	51	hi	hi	INTJ
fbem-3741	113	52	of	of	ADP
fbem-3741	113	53	all	all	DET
fbem-3741	113	54	samples	sample	NOUN
fbem-3741	113	55	is	be	AUX
fbem-3741	113	56	called	call	VERB
fbem-3741	113	57	hj	hj	PROPN
fbem-3741	113	58	.	.	PUNCT
fbem-3741	113	59	to	to	PART
fbem-3741	113	60	sum	sum	VERB
fbem-3741	113	61	up	up	ADP
fbem-3741	113	62	,	,	PUNCT
fbem-3741	113	63	the	the	DET
fbem-3741	113	64	objective	objective	ADJ
fbem-3741	113	65	function	function	NOUN
fbem-3741	113	66	is	be	AUX
fbem-3741	113	67	obtained	obtain	VERB
fbem-3741	113	68	:	:	PUNCT
fbem-3741	113	69	)	)	PUNCT
fbem-3741	113	70	]	]	PUNCT
fbem-3741	113	71	(	(	PUNCT
fbem-3741	113	72	2	2	NUM
fbem-3741	113	73	1	1	NUM
fbem-3741	113	74	[	[	PUNCT
fbem-3741	113	75	2	2	NUM
fbem-3741	113	76	1	1	NUM
fbem-3741	113	77	)	)	PUNCT
fbem-3741	113	78	(	(	PUNCT
fbem-3741	114	1	hwgwobj	hwgwobj	PROPN
fbem-3741	114	2	jjj	jjj	PROPN
fbem-3741	114	3	t	t	PROPN
fbem-3741	114	4	j	j	PROPN
fbem-3741	114	5	j	j	PROPN
fbem-3741	114	6	t	t	PROPN
fbem-3741	114	7	t	t	PROPN
fbem-3741	114	8			NOUN
fbem-3741	114	9			PROPN
fbem-3741	115	1			NUM
fbem-3741	115	2			NOUN
fbem-3741	115	3	(	(	PUNCT
fbem-3741	115	4	20	20	NUM
fbem-3741	115	5	)	)	PUNCT
fbem-3741	115	6	2.1.5	2.1.5	NUM
fbem-3741	115	7	.	.	PUNCT
fbem-3741	116	1	minimize	minimize	VERB
fbem-3741	116	2	the	the	DET
fbem-3741	116	3	node	node	ADJ
fbem-3741	116	4	value	value	NOUN
fbem-3741	116	5	of	of	ADP
fbem-3741	116	6	the	the	DET
fbem-3741	116	7	objective	objective	ADJ
fbem-3741	116	8	function	function	NOUN
fbem-3741	116	9	)	)	PUNCT
fbem-3741	116	10	]	]	PUNCT
fbem-3741	116	11	(	(	PUNCT
fbem-3741	116	12	2	2	NUM
fbem-3741	116	13	1	1	NUM
fbem-3741	116	14	min[arg	min[arg	NOUN
fbem-3741	116	15	)	)	PUNCT
fbem-3741	116	16	]	]	PUNCT
fbem-3741	116	17	(	(	PUNCT
fbem-3741	116	18	2	2	NUM
fbem-3741	116	19	1	1	NUM
fbem-3741	116	20	min[arg	min[arg	NOUN
fbem-3741	116	21	)	)	PUNCT
fbem-3741	116	22	]	]	PUNCT
fbem-3741	116	23	(	(	PUNCT
fbem-3741	116	24	2	2	NUM
fbem-3741	116	25	1	1	NUM
fbem-3741	116	26	min[arg	min[arg	NOUN
fbem-3741	116	27	minarg	minarg	NOUN
fbem-3741	116	28	,	,	PUNCT
fbem-3741	116	29	,	,	PUNCT
fbem-3741	116	30	,	,	PUNCT
fbem-3741	116	31	2	2	X
fbem-3741	116	32	*	*	SYM
fbem-3741	116	33	2	2	NUM
fbem-3741	116	34	2	2	NUM
fbem-3741	116	35	222	222	NUM
fbem-3741	116	36	*	*	SYM
fbem-3741	116	37	2	2	NUM
fbem-3741	116	38	1	1	NUM
fbem-3741	116	39	2	2	NUM
fbem-3741	116	40	111	111	NUM
fbem-3741	116	41	*	*	SYM
fbem-3741	116	42	1	1	NUM
fbem-3741	116	43	)	)	PUNCT
fbem-3741	116	44	(	(	PUNCT
fbem-3741	116	45	*	*	PUNCT
fbem-3741	116	46	*	*	SYM
fbem-3741	116	47	2	2	NUM
fbem-3741	116	48	*	*	SYM
fbem-3741	116	49	1	1	NUM
fbem-3741	116	50	hwgww	hwgww	PROPN
fbem-3741	116	51	hwgww	hwgww	PROPN
fbem-3741	116	52	hwgww	hwgww	PROPN
fbem-3741	116	53	objwww	objwww	PROPN
fbem-3741	116	54	jjjjj	jjjjj	PROPN
fbem-3741	116	55	t	t	PROPN
fbem-3741	116	56	j	j	PROPN
fbem-3741	116	57			VERB
fbem-3741	116	58			PUNCT
fbem-3741	116	59			PUNCT
fbem-3741	117	1			PROPN
fbem-3741	117	2			X
fbem-3741	117	3			X
fbem-3741	117	4			X
fbem-3741	117	5			VERB
fbem-3741	117	6			NOUN
fbem-3741	117	7	）	）	PROPN
fbem-3741	117	8	（	（	PUNCT
fbem-3741	117	9	(	(	PUNCT
fbem-3741	117	10	21	21	NUM
fbem-3741	117	11	)	)	PUNCT
fbem-3741	117	12	at	at	ADP
fbem-3741	117	13	this	this	DET
fbem-3741	117	14	time	time	NOUN
fbem-3741	117	15	,	,	PUNCT
fbem-3741	117	16	the	the	DET
fbem-3741	117	17	optimal	optimal	ADJ
fbem-3741	117	18	solution	solution	NOUN
fbem-3741	117	19	can	can	AUX
fbem-3741	117	20	be	be	AUX
fbem-3741	117	21	obtained	obtain	VERB
fbem-3741	117	22	:	:	PUNCT
fbem-3741	117	23	h	h	PROPN
fbem-3741	117	24	g	g	PROPN
fbem-3741	117	25	w	w	PROPN
fbem-3741	117	26	j	j	PROPN
fbem-3741	117	27	j	j	PROPN
fbem-3741	117	28	j	j	PROPN
fbem-3741	117	29	a	a	DET
fbem-3741	117	30	b	b	PROPN
fbem-3741	117	31			PROPN
fbem-3741	117	32			PROPN
fbem-3741	117	33	2	2	PROPN
fbem-3741	117	34	*	*	PUNCT
fbem-3741	117	35	(	(	PUNCT
fbem-3741	117	36	22	22	NUM
fbem-3741	117	37	)	)	PUNCT
fbem-3741	117	38	substitute	substitute	NOUN
fbem-3741	117	39	the	the	DET
fbem-3741	117	40	optimal	optimal	ADJ
fbem-3741	117	41	solution	solution	NOUN
fbem-3741	117	42	into	into	ADP
fbem-3741	117	43	the	the	DET
fbem-3741	117	44	objective	objective	ADJ
fbem-3741	117	45	function	function	NOUN
fbem-3741	117	46	to	to	PART
fbem-3741	117	47	further	far	ADV
fbem-3741	117	48	obtain	obtain	VERB
fbem-3741	117	49	the	the	DET
fbem-3741	117	50	optimal	optimal	ADJ
fbem-3741	117	51	objective	objective	ADJ
fbem-3741	117	52	function	function	NOUN
fbem-3741	117	53	:	:	PUNCT
fbem-3741	117	54			X
fbem-3741	117	55			ADV
fbem-3741	117	56			PUNCT
fbem-3741	117	57			NUM
fbem-3741	117	58	t	t	PROPN
fbem-3741	117	59	j	j	PROPN
fbem-3741	118	1	j	j	PROPN
fbem-3741	118	2	jt	jt	PROPN
fbem-3741	118	3	h	h	PROPN
fbem-3741	118	4	gobjobj	gobjobj	PROPN
fbem-3741	118	5	t	t	PROPN
fbem-3741	118	6	t	t	PROPN
fbem-3741	118	7	1	1	NUM
fbem-3741	118	8	2	2	NUM
fbem-3741	118	9	)	)	PUNCT
fbem-3741	118	10	(	(	PUNCT
fbem-3741	118	11	2	2	NUM
fbem-3741	118	12	1	1	NUM
fbem-3741	118	13	min	min	NOUN
fbem-3741	118	14	)	)	PUNCT
fbem-3741	118	15	(	(	PUNCT
fbem-3741	118	16	*	*	VERB
fbem-3741	118	17			X
fbem-3741	118	18			NUM
fbem-3741	118	19	(	(	PUNCT
fbem-3741	118	20	23	23	NUM
fbem-3741	118	21	)	)	PUNCT
fbem-3741	118	22	2.2	2.2	NUM
fbem-3741	118	23	.	.	PUNCT
fbem-3741	119	1	variable	variable	ADJ
fbem-3741	119	2	design	design	NOUN
fbem-3741	119	3	and	and	CCONJ
fbem-3741	119	4	descriptive	descriptive	ADJ
fbem-3741	119	5	statistics	statistic	NOUN
fbem-3741	119	6	of	of	ADP
fbem-3741	119	7	samples	sample	NOUN
fbem-3741	119	8	the	the	DET
fbem-3741	119	9	data	datum	NOUN
fbem-3741	119	10	in	in	ADP
fbem-3741	119	11	this	this	DET
fbem-3741	119	12	paper	paper	NOUN
fbem-3741	119	13	comes	come	VERB
fbem-3741	119	14	from	from	ADP
fbem-3741	119	15	the	the	DET
fbem-3741	119	16	database	database	NOUN
fbem-3741	119	17	of	of	ADP
fbem-3741	119	18	china	china	PROPN
fbem-3741	119	19	research	research	PROPN
fbem-3741	119	20	data	data	PROPN
fbem-3741	119	21	service	service	NOUN
fbem-3741	119	22	platform	platform	NOUN
fbem-3741	119	23	(	(	PUNCT
fbem-3741	119	24	cnrds	cnrd	NOUN
fbem-3741	119	25	)	)	PUNCT
fbem-3741	119	26	,	,	PUNCT
fbem-3741	119	27	which	which	PRON
fbem-3741	119	28	covers	cover	VERB
fbem-3741	119	29	the	the	DET
fbem-3741	119	30	daily	daily	ADJ
fbem-3741	119	31	data	datum	NOUN
fbem-3741	119	32	of	of	ADP
fbem-3741	119	33	carbon	carbon	NOUN
fbem-3741	119	34	emission	emission	NOUN
fbem-3741	119	35	trading	trading	NOUN
fbem-3741	119	36	information	information	NOUN
fbem-3741	119	37	in	in	ADP
fbem-3741	119	38	several	several	ADJ
fbem-3741	119	39	provinces	province	NOUN
fbem-3741	119	40	and	and	CCONJ
fbem-3741	119	41	cities	city	NOUN
fbem-3741	119	42	(	(	PUNCT
fbem-3741	119	43	beijing	beijing	PROPN
fbem-3741	119	44	,	,	PUNCT
fbem-3741	119	45	fujian	fujian	PROPN
fbem-3741	119	46	,	,	PUNCT
fbem-3741	119	47	guangdong	guangdong	PROPN
fbem-3741	119	48	,	,	PUNCT
fbem-3741	119	49	hubei	hubei	PROPN
fbem-3741	119	50	,	,	PUNCT
fbem-3741	119	51	shanghai	shanghai	PROPN
fbem-3741	119	52	,	,	PUNCT
fbem-3741	119	53	shenzhen	shenzhen	PROPN
fbem-3741	119	54	,	,	PUNCT
fbem-3741	119	55	tianjin	tianjin	PROPN
fbem-3741	119	56	,	,	PUNCT
fbem-3741	119	57	chongqing	chongqing	PROPN
fbem-3741	119	58	)	)	PUNCT
fbem-3741	119	59	from	from	ADP
fbem-3741	119	60	august	august	PROPN
fbem-3741	119	61	5	5	NUM
fbem-3741	119	62	,	,	PUNCT
fbem-3741	119	63	2013	2013	NUM
fbem-3741	119	64	to	to	ADP
fbem-3741	119	65	october	october	PROPN
fbem-3741	119	66	8	8	NUM
fbem-3741	119	67	,	,	PUNCT
fbem-3741	119	68	2021	2021	NUM
fbem-3741	119	69	.	.	PUNCT
fbem-3741	120	1	the	the	DET
fbem-3741	120	2	data	data	NOUN
fbem-3741	120	3	indicators	indicator	NOUN
fbem-3741	120	4	include	include	VERB
fbem-3741	120	5	:	:	PUNCT
fbem-3741	120	6	trading	trading	NOUN
fbem-3741	120	7	date	date	NOUN
fbem-3741	120	8	,	,	PUNCT
fbem-3741	120	9	city	city	NOUN
fbem-3741	120	10	name	name	NOUN
fbem-3741	120	11	,	,	PUNCT
fbem-3741	120	12	trade	trade	NOUN
fbem-3741	120	13	variety	variety	NOUN
fbem-3741	120	14	abbreviation	abbreviation	NOUN
fbem-3741	120	15	,	,	PUNCT
fbem-3741	120	16	opening	opening	NOUN
fbem-3741	120	17	price	price	NOUN
fbem-3741	120	18	,	,	PUNCT
fbem-3741	120	19	highest	high	ADJ
fbem-3741	120	20	price	price	NOUN
fbem-3741	120	21	,	,	PUNCT
fbem-3741	120	22	lowest	low	ADJ
fbem-3741	120	23	price	price	NOUN
fbem-3741	120	24	,	,	PUNCT
fbem-3741	120	25	average	average	ADJ
fbem-3741	120	26	transaction	transaction	NOUN
fbem-3741	120	27	price	price	NOUN
fbem-3741	120	28	(	(	PUNCT
fbem-3741	120	29	yuan	yuan	NOUN
fbem-3741	120	30	/	/	SYM
fbem-3741	120	31	ton	ton	NOUN
fbem-3741	120	32	)	)	PUNCT
fbem-3741	120	33	the	the	DET
fbem-3741	120	34	closing	closing	NOUN
fbem-3741	120	35	price	price	NOUN
fbem-3741	120	36	,	,	PUNCT
fbem-3741	120	37	trading	trading	NOUN
fbem-3741	120	38	volume	volume	NOUN
fbem-3741	120	39	(	(	PUNCT
fbem-3741	120	40	tons	ton	NOUN
fbem-3741	120	41	)	)	PUNCT
fbem-3741	120	42	,	,	PUNCT
fbem-3741	120	43	and	and	CCONJ
fbem-3741	120	44	turnover	turnover	NOUN
fbem-3741	120	45	were	be	AUX
fbem-3741	120	46	10615	10615	NUM
fbem-3741	120	47	data	datum	NOUN
fbem-3741	120	48	samples	sample	NOUN
fbem-3741	120	49	.	.	PUNCT
fbem-3741	121	1	(	(	PUNCT
fbem-3741	121	2	table	table	NOUN
fbem-3741	121	3	1	1	NUM
fbem-3741	121	4	)	)	PUNCT
fbem-3741	121	5	64	64	NUM
fbem-3741	121	6	table	table	NOUN
fbem-3741	121	7	1	1	NUM
fbem-3741	121	8	.	.	PUNCT
fbem-3741	122	1	characteristic	characteristic	ADJ
fbem-3741	122	2	descriptive	descriptive	ADJ
fbem-3741	122	3	statistics	statistic	NOUN
fbem-3741	122	4	o	o	NOUN
fbem-3741	122	5	price	price	NOUN
fbem-3741	122	6	h	h	NOUN
fbem-3741	122	7	price	price	NOUN
fbem-3741	122	8	m	m	NOUN
fbem-3741	122	9	price	price	NOUN
fbem-3741	122	10	at	at	ADP
fbem-3741	122	11	price	price	NOUN
fbem-3741	122	12	(	(	PUNCT
fbem-3741	122	13	yuan	yuan	NOUN
fbem-3741	122	14	/	/	SYM
fbem-3741	122	15	ton	ton	NOUN
fbem-3741	122	16	)	)	PUNCT
fbem-3741	122	17	c	c	NOUN
fbem-3741	122	18	price	price	NOUN
fbem-3741	122	19	tv	tv	NOUN
fbem-3741	122	20	(	(	PUNCT
fbem-3741	122	21	ton	ton	NOUN
fbem-3741	122	22	)	)	PUNCT
fbem-3741	122	23	turnover	turnover	NOUN
fbem-3741	122	24	count	count	VERB
fbem-3741	122	25	10615	10615	NUM
fbem-3741	122	26	10615	10615	NUM
fbem-3741	122	27	10615	10615	NUM
fbem-3741	122	28	10615	10615	NUM
fbem-3741	122	29	10615	10615	NUM
fbem-3741	122	30	10615	10615	NUM
fbem-3741	122	31	10615	10615	NUM
fbem-3741	122	32	mean	mean	VERB
fbem-3741	122	33	30.7335968	30.7335968	NUM
fbem-3741	122	34	31.46141875	31.46141875	NUM
fbem-3741	122	35	30.29406029	30.29406029	NUM
fbem-3741	122	36	30.73066886	30.73066886	NUM
fbem-3741	122	37	31.07137164	31.07137164	NUM
fbem-3741	122	38	23412.55315	23412.55315	NUM
fbem-3741	122	39	612664.6003	612664.6003	NUM
fbem-3741	122	40	std	std	NOUN
fbem-3741	122	41	17.44338215	17.44338215	NUM
fbem-3741	122	42	17.62580027	17.62580027	NUM
fbem-3741	122	43	17.34321116	17.34321116	NUM
fbem-3741	122	44	17.43692862	17.43692862	NUM
fbem-3741	122	45	18.35309228	18.35309228	NUM
fbem-3741	122	46	126957.9379	126957.9379	PROPN
fbem-3741	122	47	4539548.708	4539548.708	NUM
fbem-3741	122	48	min	min	NOUN
fbem-3741	122	49	1	1	NUM
fbem-3741	122	50	1	1	NUM
fbem-3741	122	51	1	1	NUM
fbem-3741	122	52	1	1	NUM
fbem-3741	122	53	1	1	NUM
fbem-3741	122	54	1	1	NUM
fbem-3741	122	55	2	2	NUM
fbem-3741	122	56	25	25	NUM
fbem-3741	122	57	%	%	NOUN
fbem-3741	122	58	18.5	18.5	NUM
fbem-3741	122	59	19	19	NUM
fbem-3741	122	60	18.255	18.255	NUM
fbem-3741	122	61	18.405	18.405	NUM
fbem-3741	122	62	18.52	18.52	NUM
fbem-3741	122	63	50	50	NUM
fbem-3741	122	64	949.89	949.89	NUM
fbem-3741	122	65	50	50	NUM
fbem-3741	122	66	%	%	NOUN
fbem-3741	122	67	27.7	27.7	NUM
fbem-3741	122	68	28.49	28.49	NUM
fbem-3741	122	69	27.02	27.02	NUM
fbem-3741	122	70	27.73	27.73	NUM
fbem-3741	122	71	27.9	27.9	NUM
fbem-3741	122	72	1648	1648	NUM
fbem-3741	122	73	46380	46380	NUM
fbem-3741	122	74	75	75	NUM
fbem-3741	122	75	%	%	NOUN
fbem-3741	122	76	39.5	39.5	NUM
fbem-3741	122	77	40.2	40.2	NUM
fbem-3741	122	78	39	39	NUM
fbem-3741	122	79	39.5	39.5	NUM
fbem-3741	122	80	39.995	39.995	NUM
fbem-3741	122	81	13002.5	13002.5	NUM
fbem-3741	122	82	377307.5	377307.5	NUM
fbem-3741	122	83	max	max	NOUN
fbem-3741	122	84	130.9	130.9	NUM
fbem-3741	122	85	143.99	143.99	NUM
fbem-3741	122	86	119	119	NUM
fbem-3741	122	87	122.97	122.97	NUM
fbem-3741	122	88	555.43	555.43	NUM
fbem-3741	122	89	8474383	8474383	NUM
fbem-3741	122	90	354157396.3	354157396.3	NUM
fbem-3741	122	91	2.3	2.3	NUM
fbem-3741	122	92	.	.	PUNCT
fbem-3741	123	1	research	research	NOUN
fbem-3741	123	2	method	method	NOUN
fbem-3741	123	3	design	design	NOUN
fbem-3741	123	4	in	in	ADP
fbem-3741	123	5	order	order	NOUN
fbem-3741	123	6	to	to	PART
fbem-3741	123	7	improve	improve	VERB
fbem-3741	123	8	the	the	DET
fbem-3741	123	9	prediction	prediction	NOUN
fbem-3741	123	10	accuracy	accuracy	NOUN
fbem-3741	123	11	of	of	ADP
fbem-3741	123	12	carbon	carbon	NOUN
fbem-3741	123	13	emission	emission	NOUN
fbem-3741	123	14	right	right	ADJ
fbem-3741	123	15	price	price	NOUN
fbem-3741	123	16	and	and	CCONJ
fbem-3741	123	17	the	the	DET
fbem-3741	123	18	robustness	robustness	NOUN
fbem-3741	123	19	of	of	ADP
fbem-3741	123	20	the	the	DET
fbem-3741	123	21	model	model	NOUN
fbem-3741	124	1	,	,	PUNCT
fbem-3741	124	2	the	the	DET
fbem-3741	124	3	modeling	modeling	NOUN
fbem-3741	124	4	in	in	ADP
fbem-3741	124	5	this	this	DET
fbem-3741	124	6	paper	paper	NOUN
fbem-3741	124	7	is	be	AUX
fbem-3741	124	8	divided	divide	VERB
fbem-3741	124	9	into	into	ADP
fbem-3741	124	10	the	the	DET
fbem-3741	124	11	following	follow	VERB
fbem-3741	124	12	three	three	NUM
fbem-3741	124	13	steps	step	NOUN
fbem-3741	124	14	:	:	PUNCT
fbem-3741	124	15	①	①	X
fbem-3741	124	16	divide	divide	VERB
fbem-3741	124	17	the	the	DET
fbem-3741	124	18	data	datum	NOUN
fbem-3741	124	19	set	set	VERB
fbem-3741	124	20	,	,	PUNCT
fbem-3741	124	21	take	take	VERB
fbem-3741	124	22	the	the	DET
fbem-3741	124	23	first	first	ADJ
fbem-3741	124	24	10508	10508	NUM
fbem-3741	124	25	groups	group	NOUN
fbem-3741	124	26	of	of	ADP
fbem-3741	124	27	data	datum	NOUN
fbem-3741	124	28	as	as	ADP
fbem-3741	124	29	the	the	DET
fbem-3741	124	30	training	training	NOUN
fbem-3741	124	31	set	set	NOUN
fbem-3741	124	32	,	,	PUNCT
fbem-3741	124	33	and	and	CCONJ
fbem-3741	124	34	the	the	DET
fbem-3741	124	35	last	last	ADJ
fbem-3741	124	36	107	107	NUM
fbem-3741	124	37	groups	group	NOUN
fbem-3741	124	38	of	of	ADP
fbem-3741	124	39	data	datum	NOUN
fbem-3741	124	40	as	as	ADP
fbem-3741	124	41	the	the	DET
fbem-3741	124	42	test	test	NOUN
fbem-3741	124	43	set	set	NOUN
fbem-3741	124	44	,	,	PUNCT
fbem-3741	124	45	and	and	CCONJ
fbem-3741	124	46	predict	predict	VERB
fbem-3741	124	47	the	the	DET
fbem-3741	124	48	closing	closing	NOUN
fbem-3741	124	49	price	price	NOUN
fbem-3741	124	50	of	of	ADP
fbem-3741	124	51	the	the	DET
fbem-3741	124	52	last	last	ADJ
fbem-3741	124	53	107	107	NUM
fbem-3741	124	54	groups	group	NOUN
fbem-3741	124	55	of	of	ADP
fbem-3741	124	56	data	datum	NOUN
fbem-3741	124	57	.	.	PUNCT
fbem-3741	125	1	②	②	NUM
fbem-3741	125	2	the	the	DET
fbem-3741	125	3	pearson	pearson	PROPN
fbem-3741	125	4	correlation	correlation	NOUN
fbem-3741	125	5	coefficient	coefficient	NOUN
fbem-3741	125	6	is	be	AUX
fbem-3741	125	7	utilized	utilize	VERB
fbem-3741	125	8	to	to	PART
fbem-3741	125	9	analyze	analyze	VERB
fbem-3741	125	10	the	the	DET
fbem-3741	125	11	correlation	correlation	NOUN
fbem-3741	125	12	degree	degree	NOUN
fbem-3741	125	13	between	between	ADP
fbem-3741	125	14	features	feature	NOUN
fbem-3741	125	15	.	.	PUNCT
fbem-3741	126	1	in	in	ADP
fbem-3741	126	2	order	order	NOUN
fbem-3741	126	3	to	to	PART
fbem-3741	126	4	ensure	ensure	VERB
fbem-3741	126	5	that	that	SCONJ
fbem-3741	126	6	the	the	DET
fbem-3741	126	7	data	datum	NOUN
fbem-3741	126	8	fit	fit	VERB
fbem-3741	126	9	the	the	DET
fbem-3741	126	10	model	model	NOUN
fbem-3741	126	11	better	well	ADV
fbem-3741	126	12	,	,	PUNCT
fbem-3741	126	13	the	the	DET
fbem-3741	126	14	data	data	NOUN
fbem-3741	126	15	is	be	AUX
fbem-3741	126	16	standardized	standardize	VERB
fbem-3741	126	17	,	,	PUNCT
fbem-3741	126	18	and	and	CCONJ
fbem-3741	126	19	the	the	DET
fbem-3741	126	20	features	feature	NOUN
fbem-3741	126	21	with	with	ADP
fbem-3741	126	22	high	high	ADJ
fbem-3741	126	23	correlation	correlation	NOUN
fbem-3741	126	24	coefficient	coefficient	NOUN
fbem-3741	126	25	are	be	AUX
fbem-3741	126	26	reduced	reduce	VERB
fbem-3741	126	27	by	by	ADP
fbem-3741	126	28	the	the	DET
fbem-3741	126	29	mle	mle	PROPN
fbem-3741	126	30	of	of	ADP
fbem-3741	126	31	pca	pca	PROPN
fbem-3741	126	32	.	.	PUNCT
fbem-3741	127	1	③	③	NUM
fbem-3741	127	2	building	build	VERB
fbem-3741	127	3	xgboost	xgboost	ADV
fbem-3741	127	4	model	model	NOUN
fbem-3741	127	5	to	to	PART
fbem-3741	127	6	make	make	VERB
fbem-3741	127	7	an	an	DET
fbem-3741	127	8	initial	initial	ADJ
fbem-3741	127	9	prediction	prediction	NOUN
fbem-3741	127	10	on	on	ADP
fbem-3741	127	11	data	datum	NOUN
fbem-3741	127	12	.	.	PUNCT
fbem-3741	128	1	use	use	VERB
fbem-3741	128	2	cross	cross	NOUN
fbem-3741	128	3	validate	validate	NOUN
fbem-3741	128	4	and	and	CCONJ
fbem-3741	128	5	bayes	bayes	NOUN
fbem-3741	128	6	optimization	optimization	NOUN
fbem-3741	128	7	to	to	PART
fbem-3741	128	8	optimize	optimize	VERB
fbem-3741	128	9	xgboost	xgboost	PROPN
fbem-3741	128	10	model	model	NOUN
fbem-3741	128	11	and	and	CCONJ
fbem-3741	128	12	get	get	VERB
fbem-3741	128	13	the	the	DET
fbem-3741	128	14	final	final	ADJ
fbem-3741	128	15	prediction	prediction	NOUN
fbem-3741	128	16	results	result	NOUN
fbem-3741	128	17	.	.	PUNCT
fbem-3741	129	1	finally	finally	ADV
fbem-3741	129	2	,	,	PUNCT
fbem-3741	129	3	mape	mape	NOUN
fbem-3741	129	4	indicators	indicator	NOUN
fbem-3741	129	5	are	be	AUX
fbem-3741	129	6	used	use	VERB
fbem-3741	129	7	to	to	PART
fbem-3741	129	8	evaluate	evaluate	VERB
fbem-3741	129	9	the	the	DET
fbem-3741	129	10	robustness	robustness	NOUN
fbem-3741	129	11	of	of	ADP
fbem-3741	129	12	the	the	DET
fbem-3741	129	13	prediction	prediction	NOUN
fbem-3741	129	14	model	model	NOUN
fbem-3741	129	15	,	,	PUNCT
fbem-3741	129	16	and	and	CCONJ
fbem-3741	129	17	rmse	rmse	PROPN
fbem-3741	129	18	and	and	CCONJ
fbem-3741	129	19	mae	mae	PROPN
fbem-3741	129	20	indicators	indicator	NOUN
fbem-3741	129	21	are	be	AUX
fbem-3741	129	22	used	use	VERB
fbem-3741	129	23	to	to	PART
fbem-3741	129	24	evaluate	evaluate	VERB
fbem-3741	129	25	the	the	DET
fbem-3741	129	26	accuracy	accuracy	NOUN
fbem-3741	129	27	of	of	ADP
fbem-3741	129	28	the	the	DET
fbem-3741	129	29	prediction	prediction	NOUN
fbem-3741	129	30	results	result	NOUN
fbem-3741	129	31	.	.	PUNCT
fbem-3741	130	1	3	3	X
fbem-3741	130	2	.	.	X
fbem-3741	130	3	empirical	empirical	ADJ
fbem-3741	130	4	analysis	analysis	NOUN
fbem-3741	130	5	3.1	3.1	NUM
fbem-3741	130	6	.	.	PUNCT
fbem-3741	131	1	eda	eda	PROPN
fbem-3741	131	2	analysis	analysis	NOUN
fbem-3741	131	3	in	in	ADP
fbem-3741	131	4	order	order	NOUN
fbem-3741	131	5	to	to	PART
fbem-3741	131	6	better	well	ADV
fbem-3741	131	7	fit	fit	VERB
fbem-3741	131	8	the	the	DET
fbem-3741	131	9	model	model	NOUN
fbem-3741	131	10	training	training	NOUN
fbem-3741	131	11	of	of	ADP
fbem-3741	131	12	features	feature	NOUN
fbem-3741	131	13	,	,	PUNCT
fbem-3741	131	14	this	this	DET
fbem-3741	131	15	paper	paper	NOUN
fbem-3741	131	16	uses	use	VERB
fbem-3741	131	17	pearson	pearson	PROPN
fbem-3741	131	18	correlation	correlation	NOUN
fbem-3741	131	19	coefficient	coefficient	NOUN
fbem-3741	131	20	index	index	NOUN
fbem-3741	131	21	to	to	PART
fbem-3741	131	22	analyze	analyze	VERB
fbem-3741	131	23	the	the	DET
fbem-3741	131	24	correlation	correlation	NOUN
fbem-3741	131	25	degree	degree	NOUN
fbem-3741	131	26	of	of	ADP
fbem-3741	131	27	feature	feature	NOUN
fbem-3741	131	28	variables	variable	NOUN
fbem-3741	131	29	(	(	PUNCT
fbem-3741	131	30	table	table	NOUN
fbem-3741	131	31	2	2	NUM
fbem-3741	131	32	)	)	PUNCT
fbem-3741	131	33	(	(	PUNCT
fbem-3741	131	34	figure	figure	NOUN
fbem-3741	131	35	1	1	NUM
fbem-3741	131	36	)	)	PUNCT
fbem-3741	131	37	.	.	PUNCT
fbem-3741	132	1	table	table	NOUN
fbem-3741	132	2	2	2	NUM
fbem-3741	132	3	.	.	PUNCT
fbem-3741	132	4	pearson	pearson	PROPN
fbem-3741	132	5	correlation	correlation	NOUN
fbem-3741	132	6	coefficient	coefficient	NOUN
fbem-3741	132	7	between	between	ADP
fbem-3741	132	8	features	feature	NOUN
fbem-3741	132	9	o	o	NOUN
fbem-3741	132	10	price	price	NOUN
fbem-3741	132	11	h	h	NOUN
fbem-3741	132	12	price	price	NOUN
fbem-3741	132	13	m	m	NOUN
fbem-3741	132	14	price	price	NOUN
fbem-3741	132	15	at	at	ADP
fbem-3741	132	16	price	price	NOUN
fbem-3741	132	17	(	(	PUNCT
fbem-3741	132	18	yuan	yuan	NOUN
fbem-3741	132	19	/	/	SYM
fbem-3741	132	20	ton	ton	NOUN
fbem-3741	132	21	)	)	PUNCT
fbem-3741	132	22	c	c	NOUN
fbem-3741	132	23	price	price	NOUN
fbem-3741	132	24	tv	tv	NOUN
fbem-3741	132	25	(	(	PUNCT
fbem-3741	132	26	ton	ton	NOUN
fbem-3741	132	27	)	)	PUNCT
fbem-3741	132	28	turnover	turnover	NOUN
fbem-3741	132	29	o	o	NOUN
fbem-3741	132	30	price	price	NOUN
fbem-3741	132	31	1	1	NUM
fbem-3741	132	32	0.994613748	0.994613748	NUM
fbem-3741	132	33	0.996937241	0.996937241	NUM
fbem-3741	132	34	0.997143961	0.997143961	NUM
fbem-3741	132	35	0.958351867	0.958351867	NUM
fbem-3741	132	36	-0.0402325	-0.0402325	NOUN
fbem-3741	132	37	0.034012596	0.034012596	NUM
fbem-3741	132	38	h	h	NOUN
fbem-3741	132	39	price	price	NOUN
fbem-3741	132	40	0.994613748	0.994613748	NUM
fbem-3741	132	41	1	1	NUM
fbem-3741	132	42	0.992208845	0.992208845	NUM
fbem-3741	132	43	0.995677459	0.995677459	NUM
fbem-3741	132	44	0.961935042	0.961935042	NUM
fbem-3741	132	45	-0.037980419	-0.037980419	NOUN
fbem-3741	132	46	0.036354499	0.036354499	NUM
fbem-3741	132	47	m	m	NOUN
fbem-3741	132	48	price	price	NOUN
fbem-3741	132	49	0.996937241	0.996937241	NUM
fbem-3741	132	50	0.992208845	0.992208845	NUM
fbem-3741	132	51	1	1	NUM
fbem-3741	132	52	0.997399303	0.997399303	NUM
fbem-3741	132	53	0.958658076	0.958658076	NUM
fbem-3741	132	54	-0.04180245	-0.04180245	NOUN
fbem-3741	132	55	0.033424528	0.033424528	NUM
fbem-3741	132	56	at	at	ADP
fbem-3741	132	57	price	price	NOUN
fbem-3741	132	58	(	(	PUNCT
fbem-3741	132	59	yuan	yuan	NOUN
fbem-3741	132	60	/	/	SYM
fbem-3741	132	61	ton	ton	NOUN
fbem-3741	132	62	)	)	PUNCT
fbem-3741	132	63	0.997143961	0.997143961	NUM
fbem-3741	132	64	0.995677459	0.995677459	NUM
fbem-3741	132	65	0.997399303	0.997399303	NUM
fbem-3741	132	66	1	1	NUM
fbem-3741	132	67	0.960931526	0.960931526	NUM
fbem-3741	132	68	-0.040839603	-0.040839603	NOUN
fbem-3741	132	69	0.034046921	0.034046921	NUM
fbem-3741	132	70	c	c	NOUN
fbem-3741	132	71	price	price	VERB
fbem-3741	132	72	0.958351867	0.958351867	NUM
fbem-3741	132	73	0.961935042	0.961935042	NUM
fbem-3741	132	74	0.958658076	0.958658076	NUM
fbem-3741	132	75	0.960931526	0.960931526	NUM
fbem-3741	132	76	1	1	NUM
fbem-3741	132	77	-0.038659397	-0.038659397	NOUN
fbem-3741	132	78	0.032932777	0.032932777	NUM
fbem-3741	132	79	tv	tv	NOUN
fbem-3741	132	80	(	(	PUNCT
fbem-3741	132	81	ton	ton	PROPN
fbem-3741	132	82	)	)	PUNCT
fbem-3741	132	83	-0.0402325	-0.0402325	PROPN
fbem-3741	132	84	-0.037980419	-0.037980419	PROPN
fbem-3741	132	85	-0.04180245	-0.04180245	PUNCT
fbem-3741	132	86	-0.040839603	-0.040839603	PROPN
fbem-3741	132	87	-0.038659397	-0.038659397	VERB
fbem-3741	132	88	1	1	NUM
fbem-3741	132	89	0.897452236	0.897452236	NUM
fbem-3741	132	90	turnover	turnover	NOUN
fbem-3741	132	91	0.034012596	0.034012596	NUM
fbem-3741	132	92	0.036354499	0.036354499	NUM
fbem-3741	132	93	0.033424528	0.033424528	NUM
fbem-3741	132	94	0.034046921	0.034046921	NUM
fbem-3741	132	95	0.032932777	0.032932777	NUM
fbem-3741	132	96	0.897452236	0.897452236	NUM
fbem-3741	132	97	1	1	NUM
fbem-3741	132	98	figure	figure	NOUN
fbem-3741	132	99	1	1	NUM
fbem-3741	132	100	.	.	PUNCT
fbem-3741	133	1	heat	heat	NOUN
fbem-3741	133	2	-	-	PUNCT
fbem-3741	133	3	map	map	NOUN
fbem-3741	133	4	of	of	ADP
fbem-3741	133	5	pearson	pearson	NOUN
fbem-3741	133	6	correlation	correlation	NOUN
fbem-3741	133	7	coefficient	coefficient	NOUN
fbem-3741	133	8	among	among	ADP
fbem-3741	133	9	features	feature	NOUN
fbem-3741	133	10	in	in	ADP
fbem-3741	133	11	this	this	DET
fbem-3741	133	12	paper	paper	NOUN
fbem-3741	133	13	,	,	PUNCT
fbem-3741	133	14	the	the	DET
fbem-3741	133	15	p	p	NOUN
fbem-3741	133	16	-	-	PUNCT
fbem-3741	133	17	value	value	NOUN
fbem-3741	133	18	between	between	ADP
fbem-3741	133	19	features	feature	NOUN
fbem-3741	133	20	is	be	AUX
fbem-3741	133	21	positively	positively	ADV
fbem-3741	133	22	correlated	correlate	VERB
fbem-3741	133	23	with	with	ADP
fbem-3741	133	24	the	the	DET
fbem-3741	133	25	correlation	correlation	NOUN
fbem-3741	133	26	coefficient	coefficient	NOUN
fbem-3741	133	27	,	,	PUNCT
fbem-3741	133	28	so	so	CCONJ
fbem-3741	133	29	the	the	DET
fbem-3741	133	30	p	p	ADJ
fbem-3741	133	31	-	-	PUNCT
fbem-3741	133	32	value	value	NOUN
fbem-3741	133	33	matrix	matrix	NOUN
fbem-3741	133	34	will	will	AUX
fbem-3741	133	35	not	not	PART
fbem-3741	133	36	be	be	AUX
fbem-3741	133	37	described	describe	VERB
fbem-3741	133	38	separately	separately	ADV
fbem-3741	133	39	.	.	PUNCT
fbem-3741	134	1	it	it	PRON
fbem-3741	134	2	can	can	AUX
fbem-3741	134	3	be	be	AUX
fbem-3741	134	4	seen	see	VERB
fbem-3741	134	5	more	more	ADV
fbem-3741	134	6	clearly	clearly	ADV
fbem-3741	134	7	from	from	ADP
fbem-3741	134	8	the	the	DET
fbem-3741	134	9	thermodynamic	thermodynamic	ADJ
fbem-3741	134	10	chart	chart	NOUN
fbem-3741	134	11	that	that	PRON
fbem-3741	134	12	the	the	DET
fbem-3741	134	13	opening	opening	NOUN
fbem-3741	134	14	price	price	NOUN
fbem-3741	134	15	,	,	PUNCT
fbem-3741	134	16	the	the	DET
fbem-3741	134	17	highest	high	ADJ
fbem-3741	134	18	price	price	NOUN
fbem-3741	134	19	,	,	PUNCT
fbem-3741	134	20	the	the	DET
fbem-3741	134	21	lowest	low	ADJ
fbem-3741	134	22	price	price	NOUN
fbem-3741	134	23	,	,	PUNCT
fbem-3741	134	24	and	and	CCONJ
fbem-3741	134	25	the	the	DET
fbem-3741	134	26	average	average	ADJ
fbem-3741	134	27	transaction	transaction	NOUN
fbem-3741	134	28	price	price	NOUN
fbem-3741	134	29	(	(	PUNCT
fbem-3741	134	30	yuan	yuan	NOUN
fbem-3741	134	31	/	/	SYM
fbem-3741	134	32	ton	ton	NOUN
fbem-3741	134	33	)	)	PUNCT
fbem-3741	134	34	are	be	AUX
fbem-3741	134	35	highly	highly	ADV
fbem-3741	134	36	linear	linear	ADJ
fbem-3741	134	37	(	(	PUNCT
fbem-3741	134	38	0.7	0.7	NUM
fbem-3741	134	39	≤|	≤|	NOUN
fbem-3741	134	40	r	r	NOUN
fbem-3741	134	41	|<1	|<1	NOUN
fbem-3741	134	42	)	)	PUNCT
fbem-3741	134	43	,	,	PUNCT
fbem-3741	134	44	and	and	CCONJ
fbem-3741	134	45	the	the	DET
fbem-3741	134	46	transaction	transaction	NOUN
fbem-3741	134	47	volume	volume	NOUN
fbem-3741	134	48	is	be	AUX
fbem-3741	134	49	highly	highly	ADV
fbem-3741	134	50	linear	linear	ADJ
fbem-3741	134	51	(	(	PUNCT
fbem-3741	134	52	0.7	0.7	NUM
fbem-3741	134	53	≤	≤	NUM
fbem-3741	135	1	|	|	ADV
fbem-3741	135	2	r	r	NOUN
fbem-3741	135	3	|<1	|<1	PROPN
fbem-3741	135	4	)	)	PUNCT
fbem-3741	135	5	with	with	ADP
fbem-3741	135	6	the	the	DET
fbem-3741	135	7	transaction	transaction	NOUN
fbem-3741	135	8	amount	amount	NOUN
fbem-3741	135	9	.	.	PUNCT
fbem-3741	136	1	65	65	NUM
fbem-3741	136	2	secondly	secondly	ADV
fbem-3741	136	3	,	,	PUNCT
fbem-3741	136	4	establish	establish	VERB
fbem-3741	136	5	the	the	DET
fbem-3741	136	6	relationship	relationship	NOUN
fbem-3741	136	7	between	between	ADP
fbem-3741	136	8	the	the	DET
fbem-3741	136	9	characteristics	characteristic	NOUN
fbem-3741	136	10	and	and	CCONJ
fbem-3741	136	11	the	the	DET
fbem-3741	136	12	target	target	NOUN
fbem-3741	136	13	closing	closing	NOUN
fbem-3741	136	14	price	price	NOUN
fbem-3741	136	15	(	(	PUNCT
fbem-3741	136	16	figure	figure	NOUN
fbem-3741	136	17	2	2	NUM
fbem-3741	136	18	)	)	PUNCT
fbem-3741	136	19	.	.	PUNCT
fbem-3741	137	1	figure2	figure2	PROPN
fbem-3741	137	2	.	.	PUNCT
fbem-3741	137	3	relationship	relationship	NOUN
fbem-3741	137	4	between	between	ADP
fbem-3741	137	5	characteristics	characteristic	NOUN
fbem-3741	137	6	and	and	CCONJ
fbem-3741	137	7	closing	closing	NOUN
fbem-3741	137	8	price	price	NOUN
fbem-3741	137	9	as	as	SCONJ
fbem-3741	137	10	shown	show	VERB
fbem-3741	137	11	in	in	ADP
fbem-3741	137	12	figure	figure	NOUN
fbem-3741	137	13	2	2	NUM
fbem-3741	137	14	,	,	PUNCT
fbem-3741	137	15	the	the	DET
fbem-3741	137	16	opening	opening	NOUN
fbem-3741	137	17	price	price	NOUN
fbem-3741	137	18	,	,	PUNCT
fbem-3741	137	19	the	the	DET
fbem-3741	137	20	highest	high	ADJ
fbem-3741	137	21	price	price	NOUN
fbem-3741	137	22	,	,	PUNCT
fbem-3741	137	23	the	the	DET
fbem-3741	137	24	lowest	low	ADJ
fbem-3741	137	25	price	price	NOUN
fbem-3741	137	26	,	,	PUNCT
fbem-3741	137	27	and	and	CCONJ
fbem-3741	137	28	the	the	DET
fbem-3741	137	29	average	average	ADJ
fbem-3741	137	30	transaction	transaction	NOUN
fbem-3741	137	31	price	price	NOUN
fbem-3741	137	32	under	under	ADP
fbem-3741	137	33	the	the	DET
fbem-3741	137	34	similar	similar	ADJ
fbem-3741	137	35	slope	slope	NOUN
fbem-3741	137	36	have	have	VERB
fbem-3741	137	37	a	a	DET
fbem-3741	137	38	positive	positive	ADJ
fbem-3741	137	39	correlation	correlation	NOUN
fbem-3741	137	40	with	with	ADP
fbem-3741	137	41	the	the	DET
fbem-3741	137	42	closing	closing	NOUN
fbem-3741	137	43	price	price	NOUN
fbem-3741	137	44	.	.	PUNCT
fbem-3741	138	1	there	there	PRON
fbem-3741	138	2	is	be	VERB
fbem-3741	138	3	no	no	DET
fbem-3741	138	4	obvious	obvious	ADJ
fbem-3741	138	5	linear	linear	NOUN
fbem-3741	138	6	relationship	relationship	NOUN
fbem-3741	138	7	between	between	ADP
fbem-3741	138	8	the	the	DET
fbem-3741	138	9	trading	trading	NOUN
fbem-3741	138	10	volume	volume	NOUN
fbem-3741	138	11	,	,	PUNCT
fbem-3741	138	12	the	the	DET
fbem-3741	138	13	transaction	transaction	NOUN
fbem-3741	138	14	volume	volume	NOUN
fbem-3741	138	15	,	,	PUNCT
fbem-3741	138	16	and	and	CCONJ
fbem-3741	138	17	the	the	DET
fbem-3741	138	18	closing	closing	NOUN
fbem-3741	138	19	price	price	NOUN
fbem-3741	138	20	.	.	PUNCT
fbem-3741	139	1	based	base	VERB
fbem-3741	139	2	on	on	ADP
fbem-3741	139	3	eda	eda	PROPN
fbem-3741	139	4	analysis	analysis	NOUN
fbem-3741	139	5	,	,	PUNCT
fbem-3741	139	6	the	the	DET
fbem-3741	139	7	correlation	correlation	NOUN
fbem-3741	139	8	between	between	ADP
fbem-3741	139	9	features	feature	NOUN
fbem-3741	139	10	is	be	AUX
fbem-3741	139	11	relatively	relatively	ADV
fbem-3741	139	12	high	high	ADJ
fbem-3741	139	13	.	.	PUNCT
fbem-3741	140	1	although	although	SCONJ
fbem-3741	140	2	there	there	PRON
fbem-3741	140	3	are	be	VERB
fbem-3741	140	4	no	no	DET
fbem-3741	140	5	obvious	obvious	ADJ
fbem-3741	140	6	outliers	outlier	NOUN
fbem-3741	140	7	,	,	PUNCT
fbem-3741	140	8	the	the	DET
fbem-3741	140	9	possibility	possibility	NOUN
fbem-3741	140	10	can	can	AUX
fbem-3741	140	11	not	not	PART
fbem-3741	140	12	be	be	AUX
fbem-3741	140	13	excluded	exclude	VERB
fbem-3741	140	14	.	.	PUNCT
fbem-3741	141	1	it	it	PRON
fbem-3741	141	2	is	be	AUX
fbem-3741	141	3	an	an	DET
fbem-3741	141	4	indispensable	indispensable	ADJ
fbem-3741	141	5	application	application	NOUN
fbem-3741	141	6	link	link	NOUN
fbem-3741	141	7	of	of	ADP
fbem-3741	141	8	machine	machine	NOUN
fbem-3741	141	9	learning	learn	VERB
fbem-3741	141	10	to	to	PART
fbem-3741	141	11	solve	solve	VERB
fbem-3741	141	12	data	datum	NOUN
fbem-3741	141	13	anomaly	anomaly	NOUN
fbem-3741	141	14	and	and	CCONJ
fbem-3741	141	15	data	datum	NOUN
fbem-3741	141	16	preprocessing	preprocesse	VERB
fbem-3741	141	17	behavior	behavior	NOUN
fbem-3741	141	18	with	with	ADP
fbem-3741	141	19	extreme	extreme	ADJ
fbem-3741	141	20	feature	feature	NOUN
fbem-3741	141	21	correlation	correlation	NOUN
fbem-3741	141	22	.	.	PUNCT
fbem-3741	142	1	therefore	therefore	ADV
fbem-3741	142	2	,	,	PUNCT
fbem-3741	142	3	feature	feature	NOUN
fbem-3741	142	4	engineering	engineering	NOUN
fbem-3741	142	5	is	be	AUX
fbem-3741	142	6	also	also	ADV
fbem-3741	142	7	needed	need	VERB
fbem-3741	142	8	for	for	ADP
fbem-3741	142	9	data	datum	NOUN
fbem-3741	142	10	before	before	ADP
fbem-3741	142	11	building	building	NOUN
fbem-3741	142	12	models	model	NOUN
fbem-3741	142	13	.	.	PUNCT
fbem-3741	143	1	table	table	NOUN
fbem-3741	143	2	3	3	NUM
fbem-3741	143	3	.	.	PUNCT
fbem-3741	143	4	parameter	parameter	NOUN
fbem-3741	143	5	space	space	NOUN
fbem-3741	143	6	tuning	tuning	NOUN
fbem-3741	143	7	of	of	ADP
fbem-3741	143	8	xgboost	xgboost	PROPN
fbem-3741	143	9	model	model	PROPN
fbem-3741	143	10	parameters	parameter	NOUN
fbem-3741	143	11	parameter	parameter	NOUN
fbem-3741	143	12	meaning	mean	VERB
fbem-3741	143	13	search	search	NOUN
fbem-3741	143	14	space	space	NOUN
fbem-3741	143	15	tuning	tuning	NOUN
fbem-3741	143	16	results	result	VERB
fbem-3741	143	17	learning_rate	learning_rate	PROPN
fbem-3741	143	18	update	update	NOUN
fbem-3741	143	19	the	the	DET
fbem-3741	143	20	contraction	contraction	NOUN
fbem-3741	143	21	step	step	NOUN
fbem-3741	143	22	in	in	ADP
fbem-3741	143	23	the	the	DET
fbem-3741	143	24	learning	learning	NOUN
fbem-3741	143	25	process	process	NOUN
fbem-3741	143	26	[	[	X
fbem-3741	143	27	0.01,3,0.01	0.01,3,0.01	X
fbem-3741	143	28	]	]	X
fbem-3741	143	29	0.05	0.05	NUM
fbem-3741	143	30	max_depth	max_depth	NOUN
fbem-3741	143	31	the	the	DET
fbem-3741	143	32	maximum	maximum	ADJ
fbem-3741	143	33	depth	depth	NOUN
fbem-3741	143	34	of	of	ADP
fbem-3741	143	35	the	the	DET
fbem-3741	143	36	tree	tree	NOUN
fbem-3741	143	37	to	to	PART
fbem-3741	143	38	avoid	avoid	VERB
fbem-3741	143	39	over	over	ADP
fbem-3741	143	40	fitting	fitting	ADJ
fbem-3741	143	41	[	[	X
fbem-3741	143	42	2,30,1	2,30,1	NOUN
fbem-3741	143	43	]	]	SYM
fbem-3741	143	44	8	8	NUM
fbem-3741	143	45	min_child_weight	min_child_weight	ADJ
fbem-3741	143	46	minimum	minimum	NOUN
fbem-3741	143	47	sample	sample	NOUN
fbem-3741	143	48	weight	weight	NOUN
fbem-3741	143	49	sum	sum	NOUN
fbem-3741	143	50	of	of	ADP
fbem-3741	143	51	leaf	leaf	NOUN
fbem-3741	143	52	nodes	node	NOUN
fbem-3741	143	53	to	to	PART
fbem-3741	143	54	avoid	avoid	VERB
fbem-3741	143	55	over	over	ADP
fbem-3741	143	56	fitting	fitting	ADJ
fbem-3741	143	57	[	[	X
fbem-3741	143	58	1,10,1	1,10,1	X
fbem-3741	143	59	]	]	SYM
fbem-3741	143	60	1	1	NUM
fbem-3741	143	61	n_estimators	n_estimator	NOUN
fbem-3741	143	62	control	control	VERB
fbem-3741	143	63	the	the	DET
fbem-3741	143	64	number	number	NOUN
fbem-3741	143	65	of	of	ADP
fbem-3741	143	66	weak	weak	ADJ
fbem-3741	143	67	learners	learner	NOUN
fbem-3741	144	1	[	[	X
fbem-3741	144	2	20,200,1	20,200,1	NUM
fbem-3741	144	3	]	]	SYM
fbem-3741	144	4	171	171	NUM
fbem-3741	144	5	subsample	subsample	NOUN
fbem-3741	144	6	control	control	VERB
fbem-3741	144	7	the	the	DET
fbem-3741	144	8	proportion	proportion	NOUN
fbem-3741	144	9	of	of	ADP
fbem-3741	144	10	random	random	ADJ
fbem-3741	144	11	sampling	sampling	NOUN
fbem-3741	144	12	for	for	ADP
fbem-3741	144	13	each	each	DET
fbem-3741	144	14	tree	tree	NOUN
fbem-3741	145	1	[	[	X
fbem-3741	145	2	0.01,0.8,0.01	0.01,0.8,0.01	X
fbem-3741	145	3	]	]	X
fbem-3741	145	4	0.39	0.39	NUM
fbem-3741	145	5	3.2	3.2	NUM
fbem-3741	145	6	.	.	PUNCT
fbem-3741	146	1	feature	feature	NOUN
fbem-3741	146	2	engineering	engineering	NOUN
fbem-3741	146	3	and	and	CCONJ
fbem-3741	146	4	xbgoost	xbgoost	ADJ
fbem-3741	146	5	model	model	NOUN
fbem-3741	146	6	building	build	VERB
fbem-3741	146	7	this	this	DET
fbem-3741	146	8	experiment	experiment	NOUN
fbem-3741	146	9	is	be	AUX
fbem-3741	146	10	performed	perform	VERB
fbem-3741	146	11	on	on	ADP
fbem-3741	146	12	a	a	DET
fbem-3741	146	13	computer	computer	NOUN
fbem-3741	146	14	with	with	ADP
fbem-3741	146	15	intel	intel	PROPN
fbem-3741	146	16	i57300hq	i57300hq	PROPN
fbem-3741	146	17	2.5ghz	2.5ghz	NUM
fbem-3741	146	18	cpu	cpu	NOUN
fbem-3741	146	19	,	,	PUNCT
fbem-3741	146	20	8	8	NUM
fbem-3741	146	21	gb	gb	NOUN
fbem-3741	146	22	ram	ram	NOUN
fbem-3741	146	23	and	and	CCONJ
fbem-3741	146	24	windows10	windows10	NOUN
fbem-3741	146	25	operating	operating	NOUN
fbem-3741	146	26	system	system	NOUN
fbem-3741	146	27	.	.	PUNCT
fbem-3741	147	1	under	under	ADP
fbem-3741	147	2	the	the	DET
fbem-3741	147	3	anaconda	anaconda	PROPN
fbem-3741	147	4	environment	environment	NOUN
fbem-3741	147	5	,	,	PUNCT
fbem-3741	147	6	python	python	PROPN
fbem-3741	147	7	language	language	NOUN
fbem-3741	147	8	is	be	AUX
fbem-3741	147	9	employed	employ	VERB
fbem-3741	147	10	for	for	ADP
fbem-3741	147	11	programming	programming	NOUN
fbem-3741	147	12	.	.	PUNCT
fbem-3741	148	1	the	the	DET
fbem-3741	148	2	ide	ide	NOUN
fbem-3741	148	3	is	be	AUX
fbem-3741	148	4	jupyter	jupyter	ADJ
fbem-3741	148	5	notebook	notebook	NOUN
fbem-3741	148	6	and	and	CCONJ
fbem-3741	148	7	gpu	gpu	NOUN
fbem-3741	148	8	acceleration	acceleration	NOUN
fbem-3741	148	9	is	be	AUX
fbem-3741	148	10	not	not	PART
fbem-3741	148	11	used	use	VERB
fbem-3741	148	12	.	.	PUNCT
fbem-3741	149	1	the	the	DET
fbem-3741	149	2	optimization	optimization	NOUN
fbem-3741	149	3	process	process	NOUN
fbem-3741	149	4	of	of	ADP
fbem-3741	149	5	the	the	DET
fbem-3741	149	6	model	model	NOUN
fbem-3741	149	7	takes	take	VERB
fbem-3741	149	8	the	the	DET
fbem-3741	149	9	form	form	NOUN
fbem-3741	149	10	of	of	ADP
fbem-3741	149	11	seeking	seek	VERB
fbem-3741	149	12	to	to	PART
fbem-3741	149	13	minimize	minimize	VERB
fbem-3741	149	14	the	the	DET
fbem-3741	149	15	loss	loss	NOUN
fbem-3741	149	16	function	function	NOUN
fbem-3741	149	17	,	,	PUNCT
fbem-3741	149	18	and	and	CCONJ
fbem-3741	149	19	so	so	ADV
fbem-3741	149	20	is	be	AUX
fbem-3741	149	21	bayes	bayes	PROPN
fbem-3741	149	22	optimization	optimization	NOUN
fbem-3741	149	23	.	.	PUNCT
fbem-3741	150	1	generally	generally	ADV
fbem-3741	150	2	,	,	PUNCT
fbem-3741	150	3	there	there	PRON
fbem-3741	150	4	are	be	VERB
fbem-3741	150	5	several	several	ADJ
fbem-3741	150	6	ideas	idea	NOUN
fbem-3741	150	7	to	to	PART
fbem-3741	150	8	find	find	VERB
fbem-3741	150	9	the	the	DET
fbem-3741	150	10	minimum	minimum	ADJ
fbem-3741	150	11	value	value	NOUN
fbem-3741	150	12	of	of	ADP
fbem-3741	150	13	a	a	DET
fbem-3741	150	14	function	function	NOUN
fbem-3741	150	15	f	f	X
fbem-3741	150	16	(	(	PUNCT
fbem-3741	150	17	x	x	X
fbem-3741	150	18	)	)	PUNCT
fbem-3741	150	19	within	within	ADP
fbem-3741	150	20	the	the	DET
fbem-3741	150	21	value	value	NOUN
fbem-3741	150	22	range	range	NOUN
fbem-3741	150	23	of	of	ADP
fbem-3741	150	24	x	x	PRON
fbem-3741	150	25	:	:	PUNCT
fbem-3741	150	26	let	let	VERB
fbem-3741	150	27	the	the	DET
fbem-3741	150	28	first	first	ADJ
fbem-3741	150	29	derivative	derivative	NOUN
fbem-3741	150	30	of	of	ADP
fbem-3741	150	31	the	the	DET
fbem-3741	150	32	function	function	NOUN
fbem-3741	150	33	be	be	AUX
fbem-3741	150	34	0	0	NUM
fbem-3741	150	35	,	,	PUNCT
fbem-3741	150	36	and	and	CCONJ
fbem-3741	150	37	determine	determine	VERB
fbem-3741	150	38	the	the	DET
fbem-3741	150	39	minimum	minimum	ADJ
fbem-3741	150	40	value	value	NOUN
fbem-3741	150	41	of	of	ADP
fbem-3741	150	42	f	f	PROPN
fbem-3741	150	43	(	(	PUNCT
fbem-3741	150	44	x	x	X
fbem-3741	150	45	)	)	PUNCT
fbem-3741	150	46	by	by	ADP
fbem-3741	150	47	solving	solve	VERB
fbem-3741	150	48	the	the	DET
fbem-3741	150	49	value	value	NOUN
fbem-3741	150	50	of	of	ADP
fbem-3741	150	51	x	x	PUNCT
fbem-3741	150	52	at	at	ADP
fbem-3741	150	53	this	this	DET
fbem-3741	150	54	time	time	NOUN
fbem-3741	150	55	,	,	PUNCT
fbem-3741	150	56	but	but	CCONJ
fbem-3741	150	57	this	this	DET
fbem-3741	150	58	method	method	NOUN
fbem-3741	150	59	requires	require	VERB
fbem-3741	150	60	that	that	SCONJ
fbem-3741	150	61	f	f	PROPN
fbem-3741	150	62	(	(	PUNCT
fbem-3741	150	63	x	x	X
fbem-3741	150	64	)	)	PUNCT
fbem-3741	150	65	is	be	AUX
fbem-3741	150	66	differentiable	differentiable	ADJ
fbem-3741	150	67	and	and	CCONJ
fbem-3741	150	68	the	the	DET
fbem-3741	150	69	differential	differential	ADJ
fbem-3741	150	70	equation	equation	NOUN
fbem-3741	150	71	has	have	VERB
fbem-3741	150	72	solutions	solution	NOUN
fbem-3741	150	73	;	;	PUNCT
fbem-3741	150	74	the	the	DET
fbem-3741	150	75	minimum	minimum	ADJ
fbem-3741	150	76	value	value	NOUN
fbem-3741	150	77	of	of	ADP
fbem-3741	150	78	f	f	PROPN
fbem-3741	150	79	(	(	PUNCT
fbem-3741	150	80	x	x	X
fbem-3741	150	81	)	)	PUNCT
fbem-3741	150	82	can	can	AUX
fbem-3741	150	83	also	also	ADV
fbem-3741	150	84	be	be	AUX
fbem-3741	150	85	obtained	obtain	VERB
fbem-3741	150	86	by	by	ADP
fbem-3741	150	87	gradient	gradient	ADJ
fbem-3741	150	88	descent	descent	NOUN
fbem-3741	150	89	and	and	CCONJ
fbem-3741	150	90	other	other	ADJ
fbem-3741	150	91	optimization	optimization	NOUN
fbem-3741	150	92	methods	method	NOUN
fbem-3741	150	93	,	,	PUNCT
fbem-3741	150	94	but	but	CCONJ
fbem-3741	150	95	this	this	DET
fbem-3741	150	96	method	method	NOUN
fbem-3741	150	97	requires	require	VERB
fbem-3741	150	98	that	that	SCONJ
fbem-3741	150	99	f	f	PROPN
fbem-3741	150	100	(	(	PUNCT
fbem-3741	150	101	x	x	X
fbem-3741	150	102	)	)	PUNCT
fbem-3741	150	103	is	be	AUX
fbem-3741	150	104	differentiable	differentiable	ADJ
fbem-3741	150	105	and	and	CCONJ
fbem-3741	150	106	convex	convex	PROPN
fbem-3741	150	107	;	;	PUNCT
fbem-3741	150	108	another	another	DET
fbem-3741	150	109	method	method	NOUN
fbem-3741	150	110	is	be	AUX
fbem-3741	150	111	to	to	PART
fbem-3741	150	112	substitute	substitute	VERB
fbem-3741	150	113	x	x	PUNCT
fbem-3741	150	114	into	into	ADP
fbem-3741	150	115	f	f	PROPN
fbem-3741	150	116	(	(	PUNCT
fbem-3741	150	117	x	x	X
fbem-3741	150	118	)	)	PUNCT
fbem-3741	150	119	to	to	PART
fbem-3741	150	120	obtain	obtain	VERB
fbem-3741	150	121	all	all	DET
fbem-3741	150	122	possible	possible	ADJ
fbem-3741	150	123	values	value	NOUN
fbem-3741	150	124	of	of	ADP
fbem-3741	150	125	the	the	DET
fbem-3741	150	126	function	function	NOUN
fbem-3741	150	127	and	and	CCONJ
fbem-3741	150	128	then	then	ADV
fbem-3741	150	129	determine	determine	VERB
fbem-3741	150	130	the	the	DET
fbem-3741	150	131	minimum	minimum	ADJ
fbem-3741	150	132	value	value	NOUN
fbem-3741	150	133	.	.	PUNCT
fbem-3741	151	1	obviously	obviously	ADV
fbem-3741	151	2	,	,	PUNCT
fbem-3741	151	3	the	the	DET
fbem-3741	151	4	workload	workload	NOUN
fbem-3741	151	5	of	of	ADP
fbem-3741	151	6	this	this	DET
fbem-3741	151	7	method	method	NOUN
fbem-3741	151	8	is	be	AUX
fbem-3741	151	9	extremely	extremely	ADV
fbem-3741	151	10	large	large	ADJ
fbem-3741	151	11	.	.	PUNCT
fbem-3741	152	1	the	the	DET
fbem-3741	152	2	main	main	ADJ
fbem-3741	152	3	idea	idea	NOUN
fbem-3741	152	4	of	of	ADP
fbem-3741	152	5	bayes	bayes	PROPN
fbem-3741	152	6	optimization	optimization	NOUN
fbem-3741	152	7	is	be	AUX
fbem-3741	152	8	to	to	PART
fbem-3741	152	9	randomly	randomly	VERB
fbem-3741	152	10	select	select	ADJ
fbem-3741	152	11	points	point	NOUN
fbem-3741	152	12	of	of	ADP
fbem-3741	152	13	loss	loss	NOUN
fbem-3741	152	14	function	function	NOUN
fbem-3741	152	15	f	f	PROPN
fbem-3741	152	16	(	(	PUNCT
fbem-3741	152	17	x	x	NOUN
fbem-3741	152	18	)	)	PUNCT
fbem-3741	152	19	,	,	PUNCT
fbem-3741	152	20	and	and	CCONJ
fbem-3741	152	21	continuously	continuously	ADV
fbem-3741	152	22	reduce	reduce	VERB
fbem-3741	152	23	the	the	DET
fbem-3741	152	24	confidence	confidence	NOUN
fbem-3741	152	25	interval	interval	NOUN
fbem-3741	152	26	and	and	CCONJ
fbem-3741	152	27	improve	improve	VERB
fbem-3741	152	28	the	the	DET
fbem-3741	152	29	confidence	confidence	NOUN
fbem-3741	152	30	level	level	NOUN
fbem-3741	152	31	between	between	ADP
fbem-3741	152	32	these	these	DET
fbem-3741	152	33	points	point	NOUN
fbem-3741	152	34	to	to	PART
fbem-3741	152	35	obtain	obtain	VERB
fbem-3741	152	36	a	a	DET
fbem-3741	152	37	new	new	ADJ
fbem-3741	152	38	loss	loss	NOUN
fbem-3741	152	39	function	function	NOUN
fbem-3741	152	40	b	b	PROPN
fbem-3741	152	41	(	(	PUNCT
fbem-3741	152	42	x	x	X
fbem-3741	152	43	)	)	PUNCT
fbem-3741	152	44	that	that	PRON
fbem-3741	152	45	is	be	AUX
fbem-3741	152	46	infinitely	infinitely	ADV
fbem-3741	152	47	close	close	ADJ
fbem-3741	152	48	to	to	ADP
fbem-3741	152	49	the	the	DET
fbem-3741	152	50	real	real	ADJ
fbem-3741	152	51	loss	loss	NOUN
fbem-3741	152	52	function	function	NOUN
fbem-3741	152	53	f	f	PROPN
fbem-3741	152	54	(	(	PUNCT
fbem-3741	152	55	x	x	NOUN
fbem-3741	152	56	)	)	PUNCT
fbem-3741	152	57	.	.	PUNCT
fbem-3741	153	1	at	at	ADP
fbem-3741	153	2	this	this	DET
fbem-3741	153	3	time	time	NOUN
fbem-3741	153	4	,	,	PUNCT
fbem-3741	153	5	the	the	DET
fbem-3741	153	6	minimum	minimum	ADJ
fbem-3741	153	7	value	value	NOUN
fbem-3741	153	8	of	of	ADP
fbem-3741	153	9	b	b	PROPN
fbem-3741	153	10	(	(	PUNCT
fbem-3741	153	11	x	x	X
fbem-3741	153	12	)	)	PUNCT
fbem-3741	153	13	is	be	AUX
fbem-3741	153	14	regarded	regard	VERB
fbem-3741	153	15	as	as	ADP
fbem-3741	153	16	the	the	DET
fbem-3741	153	17	minimum	minimum	ADJ
fbem-3741	153	18	value	value	NOUN
fbem-3741	153	19	of	of	ADP
fbem-3741	153	20	f	f	PROPN
fbem-3741	153	21	(	(	PUNCT
fbem-3741	153	22	x	x	NOUN
fbem-3741	153	23	)	)	PUNCT
fbem-3741	153	24	.	.	PUNCT
fbem-3741	154	1	bayes	bayes	PROPN
fbem-3741	154	2	optimization	optimization	NOUN
fbem-3741	154	3	idea	idea	NOUN
fbem-3741	154	4	solves	solve	VERB
fbem-3741	154	5	the	the	DET
fbem-3741	154	6	problem	problem	NOUN
fbem-3741	154	7	of	of	ADP
fbem-3741	154	8	finding	find	VERB
fbem-3741	154	9	the	the	DET
fbem-3741	154	10	minimum	minimum	ADJ
fbem-3741	154	11	value	value	NOUN
fbem-3741	154	12	when	when	SCONJ
fbem-3741	154	13	the	the	DET
fbem-3741	154	14	loss	loss	NOUN
fbem-3741	154	15	function	function	NOUN
fbem-3741	154	16	is	be	AUX
fbem-3741	154	17	smooth	smooth	ADJ
fbem-3741	154	18	and	and	CCONJ
fbem-3741	154	19	uniform	uniform	ADJ
fbem-3741	154	20	and	and	CCONJ
fbem-3741	154	21	complex	complex	ADJ
fbem-3741	154	22	and	and	CCONJ
fbem-3741	154	23	nondifferentiable	nondifferentiable	ADJ
fbem-3741	154	24	.	.	PUNCT
fbem-3741	155	1	before	before	ADP
fbem-3741	155	2	modeling	modeling	NOUN
fbem-3741	155	3	,	,	PUNCT
fbem-3741	155	4	divide	divide	VERB
fbem-3741	155	5	the	the	DET
fbem-3741	155	6	data	datum	NOUN
fbem-3741	155	7	set	set	VERB
fbem-3741	155	8	,	,	PUNCT
fbem-3741	155	9	take	take	VERB
fbem-3741	155	10	the	the	DET
fbem-3741	155	11	first	first	ADJ
fbem-3741	155	12	10,508	10,508	NUM
fbem-3741	155	13	groups	group	NOUN
fbem-3741	155	14	of	of	ADP
fbem-3741	155	15	data	datum	NOUN
fbem-3741	155	16	as	as	ADP
fbem-3741	155	17	the	the	DET
fbem-3741	155	18	training	training	NOUN
fbem-3741	155	19	set	set	NOUN
fbem-3741	155	20	,	,	PUNCT
fbem-3741	155	21	and	and	CCONJ
fbem-3741	155	22	predict	predict	VERB
fbem-3741	155	23	the	the	DET
fbem-3741	155	24	closing	closing	NOUN
fbem-3741	155	25	price	price	NOUN
fbem-3741	155	26	of	of	ADP
fbem-3741	155	27	the	the	DET
fbem-3741	155	28	last	last	ADJ
fbem-3741	155	29	107	107	NUM
fbem-3741	155	30	groups	group	NOUN
fbem-3741	155	31	of	of	ADP
fbem-3741	155	32	data	datum	NOUN
fbem-3741	155	33	.	.	PUNCT
fbem-3741	156	1	in	in	ADP
fbem-3741	156	2	order	order	NOUN
fbem-3741	156	3	to	to	PART
fbem-3741	156	4	solve	solve	VERB
fbem-3741	156	5	the	the	DET
fbem-3741	156	6	problem	problem	NOUN
fbem-3741	156	7	of	of	ADP
fbem-3741	156	8	feature	feature	NOUN
fbem-3741	156	9	outliers	outlier	NOUN
fbem-3741	156	10	and	and	CCONJ
fbem-3741	156	11	better	well	ADV
fbem-3741	156	12	fit	fit	VERB
fbem-3741	156	13	the	the	DET
fbem-3741	156	14	algorithm	algorithm	NOUN
fbem-3741	156	15	model	model	NOUN
fbem-3741	156	16	for	for	ADP
fbem-3741	156	17	feature	feature	NOUN
fbem-3741	156	18	data	datum	NOUN
fbem-3741	156	19	,	,	PUNCT
fbem-3741	156	20	standardize	standardize	VERB
fbem-3741	156	21	the	the	DET
fbem-3741	156	22	divided	divide	VERB
fbem-3741	156	23	data	datum	NOUN
fbem-3741	156	24	set	set	VERB
fbem-3741	156	25	,	,	PUNCT
fbem-3741	156	26	that	that	ADV
fbem-3741	156	27	is	is	ADV
fbem-3741	156	28	,	,	PUNCT
fbem-3741	156	29	transform	transform	VERB
fbem-3741	156	30	the	the	DET
fbem-3741	156	31	original	original	ADJ
fbem-3741	156	32	data	datum	NOUN
fbem-3741	156	33	into	into	ADP
fbem-3741	156	34	a	a	DET
fbem-3741	156	35	mean	mean	ADJ
fbem-3741	156	36	value	value	NOUN
fbem-3741	156	37	of	of	ADP
fbem-3741	156	38	0	0	NUM
fbem-3741	156	39	,	,	PUNCT
fbem-3741	156	40	and	and	CCONJ
fbem-3741	156	41	the	the	DET
fbem-3741	156	42	standard	standard	ADJ
fbem-3741	156	43	deviation	deviation	NOUN
fbem-3741	156	44	is	be	AUX
fbem-3741	156	45	within	within	ADP
fbem-3741	156	46	the	the	DET
fbem-3741	156	47	range	range	NOUN
fbem-3741	156	48	of	of	ADP
fbem-3741	156	49	0	0	NUM
fbem-3741	156	50	-	-	SYM
fbem-3741	156	51	1	1	NUM
fbem-3741	156	52	.	.	PUNCT
fbem-3741	157	1	for	for	ADP
fbem-3741	157	2	features	feature	NOUN
fbem-3741	157	3	with	with	ADP
fbem-3741	157	4	high	high	ADJ
fbem-3741	157	5	correlation	correlation	NOUN
fbem-3741	157	6	,	,	PUNCT
fbem-3741	157	7	the	the	DET
fbem-3741	157	8	maximum	maximum	ADJ
fbem-3741	157	9	likelihood	likelihood	NOUN
fbem-3741	157	10	estimation	estimation	NOUN
fbem-3741	157	11	of	of	ADP
fbem-3741	157	12	principal	principal	ADJ
fbem-3741	157	13	component	component	NOUN
fbem-3741	157	14	analysis	analysis	NOUN
fbem-3741	157	15	(	(	PUNCT
fbem-3741	157	16	pca	pca	NOUN
fbem-3741	157	17	)	)	PUNCT
fbem-3741	157	18	is	be	AUX
fbem-3741	157	19	used	use	VERB
fbem-3741	157	20	to	to	PART
fbem-3741	157	21	reduce	reduce	VERB
fbem-3741	157	22	the	the	DET
fbem-3741	157	23	feature	feature	NOUN
fbem-3741	157	24	dimension	dimension	NOUN
fbem-3741	157	25	.	.	PUNCT
fbem-3741	158	1	instantiate	instantiate	VERB
fbem-3741	158	2	xgboost	xgboost	PROPN
fbem-3741	158	3	regressor	regressor	PROPN
fbem-3741	158	4	,	,	PUNCT
fbem-3741	158	5	use	use	VERB
fbem-3741	158	6	cross	cross	NOUN
fbem-3741	158	7	validate	validate	NOUN
fbem-3741	158	8	to	to	PART
fbem-3741	158	9	optimize	optimize	VERB
fbem-3741	158	10	the	the	DET
fbem-3741	158	11	model	model	NOUN
fbem-3741	158	12	,	,	PUNCT
fbem-3741	158	13	and	and	CCONJ
fbem-3741	158	14	kfold	kfold	NOUN
fbem-3741	158	15	uses	use	VERB
fbem-3741	158	16	50	50	NUM
fbem-3741	158	17	%	%	NOUN
fbem-3741	158	18	cross	cross	NOUN
fbem-3741	158	19	validation	validation	NOUN
fbem-3741	158	20	to	to	PART
fbem-3741	158	21	avoid	avoid	VERB
fbem-3741	158	22	disrupting	disrupt	VERB
fbem-3741	158	23	the	the	DET
fbem-3741	158	24	sample	sample	NOUN
fbem-3741	158	25	sequence	sequence	NOUN
fbem-3741	158	26	,	,	PUNCT
fbem-3741	158	27	and	and	CCONJ
fbem-3741	158	28	use	use	VERB
fbem-3741	158	29	tpe	tpe	NOUN
fbem-3741	158	30	(	(	PUNCT
fbem-3741	158	31	tree	tree	NOUN
fbem-3741	158	32	parzer	parzer	PROPN
fbem-3741	158	33	estimator	estimator	NOUN
fbem-3741	158	34	)	)	PUNCT
fbem-3741	158	35	based	base	VERB
fbem-3741	158	36	bayes	bayes	PROPN
fbem-3741	158	37	optimization	optimization	NOUN
fbem-3741	158	38	to	to	ADP
fbem-3741	158	39	66	66	NUM
fbem-3741	158	40	optimize	optimize	VERB
fbem-3741	158	41	the	the	DET
fbem-3741	158	42	model	model	NOUN
fbem-3741	158	43	parameters	parameter	NOUN
fbem-3741	158	44	,	,	PUNCT
fbem-3741	158	45	and	and	CCONJ
fbem-3741	158	46	finally	finally	ADV
fbem-3741	158	47	output	output	VERB
fbem-3741	158	48	the	the	DET
fbem-3741	158	49	optimized	optimize	VERB
fbem-3741	158	50	prediction	prediction	NOUN
fbem-3741	158	51	results	result	NOUN
fbem-3741	158	52	.	.	PUNCT
fbem-3741	159	1	3.3	3.3	NUM
fbem-3741	159	2	.	.	PUNCT
fbem-3741	159	3	evaluating	evaluate	VERB
fbem-3741	159	4	indicator	indicator	NOUN
fbem-3741	159	5	in	in	ADP
fbem-3741	159	6	this	this	DET
fbem-3741	159	7	paper	paper	NOUN
fbem-3741	159	8	,	,	PUNCT
fbem-3741	159	9	the	the	DET
fbem-3741	159	10	mean	mean	ADJ
fbem-3741	159	11	absolute	absolute	ADJ
fbem-3741	159	12	error	error	NOUN
fbem-3741	159	13	(	(	PUNCT
fbem-3741	159	14	mae	mae	PROPN
fbem-3741	159	15	)	)	PUNCT
fbem-3741	159	16	and	and	CCONJ
fbem-3741	159	17	root	root	NOUN
fbem-3741	159	18	mean	mean	ADJ
fbem-3741	159	19	square	square	ADJ
fbem-3741	159	20	error	error	NOUN
fbem-3741	159	21	(	(	PUNCT
fbem-3741	159	22	rmse	rmse	NOUN
fbem-3741	159	23	)	)	PUNCT
fbem-3741	159	24	are	be	AUX
fbem-3741	159	25	used	use	VERB
fbem-3741	159	26	to	to	PART
fbem-3741	159	27	evaluate	evaluate	VERB
fbem-3741	159	28	the	the	DET
fbem-3741	159	29	prediction	prediction	NOUN
fbem-3741	159	30	results	result	NOUN
fbem-3741	159	31	,	,	PUNCT
fbem-3741	159	32	and	and	CCONJ
fbem-3741	159	33	the	the	DET
fbem-3741	159	34	mean	mean	ADJ
fbem-3741	159	35	absolute	absolute	ADJ
fbem-3741	159	36	percentage	percentage	NOUN
fbem-3741	159	37	error	error	NOUN
fbem-3741	159	38	(	(	PUNCT
fbem-3741	159	39	mape	mape	NOUN
fbem-3741	159	40	)	)	PUNCT
fbem-3741	159	41	is	be	AUX
fbem-3741	159	42	used	use	VERB
fbem-3741	159	43	to	to	PART
fbem-3741	159	44	evaluate	evaluate	VERB
fbem-3741	159	45	the	the	DET
fbem-3741	159	46	stability	stability	NOUN
fbem-3741	159	47	of	of	ADP
fbem-3741	159	48	the	the	DET
fbem-3741	159	49	prediction	prediction	NOUN
fbem-3741	159	50	model	model	NOUN
fbem-3741	159	51	.	.	PUNCT
fbem-3741	160	1			X
fbem-3741	160	2			VERB
fbem-3741	160	3			PROPN
fbem-3741	160	4			NOUN
fbem-3741	161	1	n	n	INTJ
fbem-3741	162	1	i	i	PRON
fbem-3741	162	2	yy	yy	INTJ
fbem-3741	162	3	iin	iin	PROPN
fbem-3741	162	4	rmse	rmse	NOUN
fbem-3741	162	5	1	1	NUM
fbem-3741	162	6	2	2	NUM
fbem-3741	162	7	)	)	PUNCT
fbem-3741	163	1	ˆ(1	ˆ(1	NOUN
fbem-3741	163	2	(	(	PUNCT
fbem-3741	163	3	24	24	NUM
fbem-3741	163	4	)	)	PUNCT
fbem-3741	163	5	(	(	PUNCT
fbem-3741	163	6	25	25	NUM
fbem-3741	163	7	)	)	PUNCT
fbem-3741	163	8	(	(	PUNCT
fbem-3741	163	9	26	26	NUM
fbem-3741	163	10	)	)	PUNCT
fbem-3741	163	11	among	among	ADP
fbem-3741	163	12	them	they	PRON
fbem-3741	163	13	,	,	PUNCT
fbem-3741	163	14	the	the	DET
fbem-3741	163	15	more	more	ADV
fbem-3741	163	16	novel	novel	NOUN
fbem-3741	163	17	the	the	DET
fbem-3741	163	18	mae	mae	PROPN
fbem-3741	163	19	and	and	CCONJ
fbem-3741	163	20	rmse	rmse	PROPN
fbem-3741	163	21	are	be	AUX
fbem-3741	163	22	,	,	PUNCT
fbem-3741	163	23	the	the	PRON
fbem-3741	163	24	better	well	ADJ
fbem-3741	163	25	the	the	DET
fbem-3741	163	26	prediction	prediction	NOUN
fbem-3741	163	27	results	result	NOUN
fbem-3741	163	28	are	be	AUX
fbem-3741	163	29	.	.	PUNCT
fbem-3741	164	1	the	the	DET
fbem-3741	164	2	more	more	ADV
fbem-3741	164	3	novel	novel	NOUN
fbem-3741	164	4	the	the	DET
fbem-3741	164	5	mape	mape	NOUN
fbem-3741	164	6	is	be	AUX
fbem-3741	164	7	,	,	PUNCT
fbem-3741	164	8	the	the	PRON
fbem-3741	164	9	stronger	strong	ADJ
fbem-3741	164	10	the	the	DET
fbem-3741	164	11	interpretation	interpretation	NOUN
fbem-3741	164	12	ability	ability	NOUN
fbem-3741	164	13	of	of	ADP
fbem-3741	164	14	the	the	DET
fbem-3741	164	15	characteristics	characteristic	NOUN
fbem-3741	164	16	to	to	ADP
fbem-3741	164	17	the	the	DET
fbem-3741	164	18	target	target	NOUN
fbem-3741	164	19	value	value	NOUN
fbem-3741	164	20	is	be	AUX
fbem-3741	164	21	.	.	PUNCT
fbem-3741	165	1	the	the	PRON
fbem-3741	165	2	better	well	ADJ
fbem-3741	165	3	the	the	DET
fbem-3741	165	4	fitting	fitting	ADJ
fbem-3741	165	5	degree	degree	NOUN
fbem-3741	165	6	of	of	ADP
fbem-3741	165	7	the	the	DET
fbem-3741	165	8	model	model	NOUN
fbem-3741	165	9	to	to	ADP
fbem-3741	165	10	the	the	DET
fbem-3741	165	11	data	data	NOUN
fbem-3741	165	12	is	be	AUX
fbem-3741	165	13	.	.	PUNCT
fbem-3741	166	1	4	4	X
fbem-3741	166	2	.	.	X
fbem-3741	166	3	experimental	experimental	ADJ
fbem-3741	166	4	results	result	NOUN
fbem-3741	166	5	and	and	CCONJ
fbem-3741	166	6	analysis	analysis	NOUN
fbem-3741	166	7	from	from	ADP
fbem-3741	166	8	august	august	PROPN
fbem-3741	166	9	5	5	NUM
fbem-3741	166	10	,	,	PUNCT
fbem-3741	166	11	2013	2013	NUM
fbem-3741	166	12	to	to	ADP
fbem-3741	166	13	october	october	PROPN
fbem-3741	166	14	8	8	NUM
fbem-3741	166	15	,	,	PUNCT
fbem-3741	166	16	2021	2021	NUM
fbem-3741	166	17	,	,	PUNCT
fbem-3741	166	18	there	there	PRON
fbem-3741	166	19	are	be	VERB
fbem-3741	166	20	10615	10615	NUM
fbem-3741	166	21	daily	daily	ADJ
fbem-3741	166	22	time	time	NOUN
fbem-3741	166	23	series	series	PROPN
fbem-3741	166	24	data	datum	NOUN
fbem-3741	166	25	of	of	ADP
fbem-3741	166	26	the	the	DET
fbem-3741	166	27	opening	opening	NOUN
fbem-3741	166	28	price	price	NOUN
fbem-3741	166	29	,	,	PUNCT
fbem-3741	166	30	the	the	DET
fbem-3741	166	31	highest	high	ADJ
fbem-3741	166	32	price	price	NOUN
fbem-3741	166	33	,	,	PUNCT
fbem-3741	166	34	the	the	DET
fbem-3741	166	35	lowest	low	ADJ
fbem-3741	166	36	price	price	NOUN
fbem-3741	166	37	,	,	PUNCT
fbem-3741	166	38	the	the	DET
fbem-3741	166	39	average	average	ADJ
fbem-3741	166	40	transaction	transaction	NOUN
fbem-3741	166	41	price	price	NOUN
fbem-3741	166	42	,	,	PUNCT
fbem-3741	166	43	the	the	DET
fbem-3741	166	44	closing	closing	NOUN
fbem-3741	166	45	price	price	NOUN
fbem-3741	166	46	,	,	PUNCT
fbem-3741	166	47	the	the	DET
fbem-3741	166	48	trading	trading	NOUN
fbem-3741	166	49	volume	volume	NOUN
fbem-3741	166	50	and	and	CCONJ
fbem-3741	166	51	the	the	DET
fbem-3741	166	52	transaction	transaction	NOUN
fbem-3741	166	53	amount	amount	NOUN
fbem-3741	166	54	of	of	ADP
fbem-3741	166	55	each	each	DET
fbem-3741	166	56	domestic	domestic	ADJ
fbem-3741	166	57	carbon	carbon	NOUN
fbem-3741	166	58	emission	emission	NOUN
fbem-3741	166	59	trading	trading	NOUN
fbem-3741	166	60	market	market	NOUN
fbem-3741	166	61	.	.	PUNCT
fbem-3741	167	1	the	the	DET
fbem-3741	167	2	rise	rise	NOUN
fbem-3741	167	3	and	and	CCONJ
fbem-3741	167	4	fall	fall	NOUN
fbem-3741	167	5	of	of	ADP
fbem-3741	167	6	some	some	PRON
fbem-3741	167	7	of	of	ADP
fbem-3741	167	8	the	the	DET
fbem-3741	167	9	closing	closing	NOUN
fbem-3741	167	10	prices	price	NOUN
fbem-3741	167	11	are	be	AUX
fbem-3741	167	12	shown	show	VERB
fbem-3741	167	13	in	in	ADP
fbem-3741	167	14	figure	figure	NOUN
fbem-3741	167	15	4	4	NUM
fbem-3741	167	16	.	.	PUNCT
fbem-3741	167	17	figure	figure	VERB
fbem-3741	167	18	4	4	NUM
fbem-3741	167	19	.	.	PUNCT
fbem-3741	167	20	partial	partial	ADJ
fbem-3741	167	21	up	up	ADP
fbem-3741	167	22	and	and	CCONJ
fbem-3741	167	23	down	down	ADP
fbem-3741	167	24	chart	chart	NOUN
fbem-3741	167	25	of	of	ADP
fbem-3741	167	26	closing	closing	NOUN
fbem-3741	167	27	price	price	NOUN
fbem-3741	167	28	the	the	DET
fbem-3741	167	29	initialized	initialize	VERB
fbem-3741	167	30	xgboost	xgboost	PROPN
fbem-3741	167	31	model	model	NOUN
fbem-3741	167	32	is	be	AUX
fbem-3741	167	33	adjusted	adjust	VERB
fbem-3741	167	34	by	by	ADP
fbem-3741	167	35	bayes	bayes	PROPN
fbem-3741	167	36	optimization	optimization	NOUN
fbem-3741	167	37	based	base	VERB
fbem-3741	167	38	on	on	ADP
fbem-3741	167	39	tpe	tpe	NOUN
fbem-3741	167	40	to	to	PART
fbem-3741	167	41	make	make	VERB
fbem-3741	167	42	the	the	DET
fbem-3741	167	43	model	model	NOUN
fbem-3741	167	44	prediction	prediction	NOUN
fbem-3741	167	45	results	result	VERB
fbem-3741	167	46	more	more	ADV
fbem-3741	167	47	accurate	accurate	ADJ
fbem-3741	167	48	.	.	PUNCT
fbem-3741	168	1	①define	①define	VERB
fbem-3741	168	2	the	the	DET
fbem-3741	168	3	objective	objective	ADJ
fbem-3741	168	4	function	function	NOUN
fbem-3741	168	5	,	,	PUNCT
fbem-3741	168	6	that	that	ADV
fbem-3741	168	7	is	is	ADV
fbem-3741	168	8	,	,	PUNCT
fbem-3741	168	9	instantiate	instantiate	VERB
fbem-3741	168	10	the	the	DET
fbem-3741	168	11	regression	regression	NOUN
fbem-3741	168	12	and	and	CCONJ
fbem-3741	168	13	train	train	VERB
fbem-3741	168	14	the	the	DET
fbem-3741	168	15	model	model	NOUN
fbem-3741	168	16	.	.	PUNCT
fbem-3741	169	1	add	add	VERB
fbem-3741	169	2	a	a	DET
fbem-3741	169	3	50	50	NUM
fbem-3741	169	4	%	%	NOUN
fbem-3741	169	5	cross	cross	NOUN
fbem-3741	169	6	validation	validation	NOUN
fbem-3741	169	7	that	that	PRON
fbem-3741	169	8	does	do	AUX
fbem-3741	169	9	not	not	PART
fbem-3741	169	10	disrupt	disrupt	VERB
fbem-3741	169	11	the	the	DET
fbem-3741	169	12	order	order	NOUN
fbem-3741	169	13	of	of	ADP
fbem-3741	169	14	samples	sample	NOUN
fbem-3741	169	15	to	to	ADP
fbem-3741	169	16	the	the	DET
fbem-3741	169	17	objective	objective	ADJ
fbem-3741	169	18	function	function	NOUN
fbem-3741	169	19	,	,	PUNCT
fbem-3741	169	20	and	and	CCONJ
fbem-3741	169	21	the	the	DET
fbem-3741	169	22	output	output	NOUN
fbem-3741	169	23	scoring	scoring	NOUN
fbem-3741	169	24	is	be	AUX
fbem-3741	169	25	the	the	DET
fbem-3741	169	26	negative	negative	ADJ
fbem-3741	169	27	root	root	NOUN
fbem-3741	169	28	mean	mean	ADJ
fbem-3741	169	29	square	square	NOUN
fbem-3741	169	30	error	error	NOUN
fbem-3741	169	31	.	.	PUNCT
fbem-3741	170	1	②	②	NUM
fbem-3741	170	2	define	define	VERB
fbem-3741	170	3	the	the	DET
fbem-3741	170	4	parameter	parameter	NOUN
fbem-3741	170	5	space	space	NOUN
fbem-3741	170	6	.	.	PUNCT
fbem-3741	171	1	the	the	DET
fbem-3741	171	2	super	super	ADJ
fbem-3741	171	3	parameters	parameter	NOUN
fbem-3741	171	4	in	in	ADP
fbem-3741	171	5	xgboost	xgboost	X
fbem-3741	171	6	algorithm	algorithm	PROPN
fbem-3741	171	7	are	be	AUX
fbem-3741	171	8	divided	divide	VERB
fbem-3741	171	9	into	into	ADP
fbem-3741	171	10	three	three	NUM
fbem-3741	171	11	types	type	NOUN
fbem-3741	171	12	:	:	PUNCT
fbem-3741	171	13	general	general	ADJ
fbem-3741	171	14	parameters	parameter	NOUN
fbem-3741	171	15	(	(	PUNCT
fbem-3741	171	16	for	for	ADP
fbem-3741	171	17	macro	macro	ADJ
fbem-3741	171	18	function	function	NOUN
fbem-3741	171	19	control	control	NOUN
fbem-3741	171	20	)	)	PUNCT
fbem-3741	171	21	,	,	PUNCT
fbem-3741	171	22	booster	booster	NOUN
fbem-3741	171	23	parameters	parameter	NOUN
fbem-3741	171	24	(	(	PUNCT
fbem-3741	171	25	for	for	ADP
fbem-3741	171	26	controlling	control	VERB
fbem-3741	171	27	booster	booster	NOUN
fbem-3741	171	28	details	detail	NOUN
fbem-3741	171	29	)	)	PUNCT
fbem-3741	171	30	,	,	PUNCT
fbem-3741	171	31	and	and	CCONJ
fbem-3741	171	32	learning	learn	VERB
fbem-3741	171	33	objective	objective	ADJ
fbem-3741	171	34	parameters	parameter	NOUN
fbem-3741	171	35	(	(	PUNCT
fbem-3741	171	36	for	for	ADP
fbem-3741	171	37	determining	determine	VERB
fbem-3741	171	38	learning	learn	VERB
fbem-3741	171	39	strategies	strategy	NOUN
fbem-3741	171	40	)	)	PUNCT
fbem-3741	171	41	.	.	PUNCT
fbem-3741	172	1	this	this	DET
fbem-3741	172	2	paper	paper	NOUN
fbem-3741	172	3	selects	select	VERB
fbem-3741	172	4	the	the	DET
fbem-3741	172	5	learning	learning	NOUN
fbem-3741	172	6	that	that	PRON
fbem-3741	172	7	has	have	VERB
fbem-3741	172	8	the	the	DET
fbem-3741	172	9	greatest	great	ADJ
fbem-3741	172	10	impact	impact	NOUN
fbem-3741	172	11	on	on	ADP
fbem-3741	172	12	the	the	DET
fbem-3741	172	13	algorithm	algorithm	NOUN
fbem-3741	172	14	performance	performance	NOUN
fbem-3741	172	15	_	_	PUNCT
fbem-3741	173	1	rate、max	rate、max	NOUN
fbem-3741	173	2	_	_	PUNCT
fbem-3741	173	3	depth	depth	NOUN
fbem-3741	173	4	、	、	NOUN
fbem-3741	173	5	min	min	NOUN
fbem-3741	173	6	_	_	PROPN
fbem-3741	173	7	child	child	NOUN
fbem-3741	173	8	_	_	PUNCT
fbem-3741	173	9	weight、n_estimators	weight、n_estimator	NOUN
fbem-3741	173	10	and	and	CCONJ
fbem-3741	173	11	samples	sample	NOUN
fbem-3741	173	12	are	be	AUX
fbem-3741	173	13	used	use	VERB
fbem-3741	173	14	as	as	ADP
fbem-3741	173	15	the	the	DET
fbem-3741	173	16	parameter	parameter	NOUN
fbem-3741	173	17	space.③the	space.③the	DET
fbem-3741	173	18	optimization	optimization	NOUN
fbem-3741	173	19	function	function	NOUN
fbem-3741	173	20	is	be	AUX
fbem-3741	173	21	defined.the	defined.the	DET
fbem-3741	173	22	optimization	optimization	NOUN
fbem-3741	173	23	agent	agent	NOUN
fbem-3741	173	24	model	model	NOUN
fbem-3741	173	25	adopts	adopt	VERB
fbem-3741	173	26	tpe	tpe	NOUN
fbem-3741	173	27	algorithm	algorithm	NOUN
fbem-3741	173	28	.	.	PUNCT
fbem-3741	174	1	when	when	SCONJ
fbem-3741	174	2	the	the	DET
fbem-3741	174	3	loss	loss	NOUN
fbem-3741	174	4	stops	stop	VERB
fbem-3741	174	5	for	for	ADP
fbem-3741	174	6	100	100	NUM
fbem-3741	174	7	consecutive	consecutive	ADJ
fbem-3741	174	8	times	time	NOUN
fbem-3741	174	9	,	,	PUNCT
fbem-3741	174	10	the	the	DET
fbem-3741	174	11	training	training	NOUN
fbem-3741	174	12	is	be	AUX
fbem-3741	174	13	stopped	stop	VERB
fbem-3741	174	14	.	.	PUNCT
fbem-3741	175	1	the	the	DET
fbem-3741	175	2	loss	loss	NOUN
fbem-3741	175	3	is	be	AUX
fbem-3741	175	4	set	set	VERB
fbem-3741	175	5	to	to	PART
fbem-3741	175	6	root	root	VERB
fbem-3741	175	7	mean	mean	VERB
fbem-3741	175	8	square	square	ADJ
fbem-3741	175	9	error	error	NOUN
fbem-3741	175	10	(	(	PUNCT
fbem-3741	175	11	rmse	rmse	NOUN
fbem-3741	175	12	)	)	PUNCT
fbem-3741	175	13	and	and	CCONJ
fbem-3741	175	14	printed	print	VERB
fbem-3741	175	15	when	when	SCONJ
fbem-3741	175	16	the	the	DET
fbem-3741	175	17	training	training	NOUN
fbem-3741	175	18	is	be	AUX
fbem-3741	175	19	stopped	stop	VERB
fbem-3741	175	20	.	.	PUNCT
fbem-3741	176	1	the	the	DET
fbem-3741	176	2	results	result	NOUN
fbem-3741	176	3	of	of	ADP
fbem-3741	176	4	optimization	optimization	NOUN
fbem-3741	176	5	are	be	AUX
fbem-3741	176	6	shown	show	VERB
fbem-3741	176	7	in	in	ADP
fbem-3741	176	8	table	table	NOUN
fbem-3741	176	9	3	3	NUM
fbem-3741	176	10	.	.	PUNCT
fbem-3741	177	1	learning	learn	VERB
fbem-3741	177	2	_	_	PRON
fbem-3741	177	3	rate	rate	NOUN
fbem-3741	177	4	,	,	PUNCT
fbem-3741	177	5	max	max	PROPN
fbem-3741	177	6	_	_	PUNCT
fbem-3741	178	1	depth、min	depth、min	PROPN
fbem-3741	178	2	_	_	PRON
fbem-3741	178	3	child	child	NOUN
fbem-3741	178	4	_	_	PUNCT
fbem-3741	178	5	weight	weight	NOUN
fbem-3741	178	6	,	,	PUNCT
fbem-3741	178	7	n	n	CCONJ
fbem-3741	178	8	_	_	NOUN
fbem-3741	178	9	the	the	DET
fbem-3741	178	10	final	final	ADJ
fbem-3741	178	11	tuning	tuning	NOUN
fbem-3741	178	12	results	result	NOUN
fbem-3741	178	13	of	of	ADP
fbem-3741	178	14	estimators	estimator	NOUN
fbem-3741	178	15	and	and	CCONJ
fbem-3741	178	16	subsamples	subsample	NOUN
fbem-3741	178	17	are	be	AUX
fbem-3741	178	18	0.05	0.05	NUM
fbem-3741	178	19	,	,	PUNCT
fbem-3741	178	20	8	8	NUM
fbem-3741	178	21	,	,	PUNCT
fbem-3741	178	22	1	1	NUM
fbem-3741	178	23	,	,	PUNCT
fbem-3741	178	24	171	171	NUM
fbem-3741	178	25	and	and	CCONJ
fbem-3741	178	26	0.39	0.39	NUM
fbem-3741	178	27	respectively	respectively	ADV
fbem-3741	178	28	.	.	PUNCT
fbem-3741	179	1	both	both	CCONJ
fbem-3741	179	2	the	the	DET
fbem-3741	179	3	stability	stability	NOUN
fbem-3741	179	4	and	and	CCONJ
fbem-3741	179	5	prediction	prediction	NOUN
fbem-3741	179	6	effect	effect	NOUN
fbem-3741	179	7	of	of	ADP
fbem-3741	179	8	the	the	DET
fbem-3741	179	9	bayes	bayes	PROPN
fbem-3741	179	10	optimized	optimize	VERB
fbem-3741	179	11	model	model	NOUN
fbem-3741	179	12	are	be	AUX
fbem-3741	179	13	significantly	significantly	ADV
fbem-3741	179	14	improved	improve	VERB
fbem-3741	179	15	compared	compare	VERB
fbem-3741	179	16	with	with	ADP
fbem-3741	179	17	the	the	DET
fbem-3741	179	18	traditional	traditional	ADJ
fbem-3741	179	19	xgboost	xgboost	NOUN
fbem-3741	179	20	model	model	NOUN
fbem-3741	179	21	(	(	PUNCT
fbem-3741	179	22	table	table	NOUN
fbem-3741	179	23	4	4	NUM
fbem-3741	179	24	)	)	PUNCT
fbem-3741	179	25	and	and	CCONJ
fbem-3741	179	26	the	the	DET
fbem-3741	179	27	data	datum	NOUN
fbem-3741	179	28	fitting	fitting	ADJ
fbem-3741	179	29	effect	effect	NOUN
fbem-3741	179	30	is	be	AUX
fbem-3741	179	31	better	well	ADJ
fbem-3741	179	32	(	(	PUNCT
fbem-3741	179	33	figure	figure	NOUN
fbem-3741	179	34	5	5	NUM
fbem-3741	179	35	)	)	PUNCT
fbem-3741	179	36	.	.	PUNCT
fbem-3741	180	1	table	table	NOUN
fbem-3741	180	2	4	4	NUM
fbem-3741	180	3	.	.	PUNCT
fbem-3741	180	4	comparison	comparison	NOUN
fbem-3741	180	5	of	of	ADP
fbem-3741	180	6	algorithm	algorithm	NOUN
fbem-3741	180	7	evaluation	evaluation	NOUN
fbem-3741	180	8	indicators	indicator	NOUN
fbem-3741	180	9	algorithms	algorithm	VERB
fbem-3741	180	10	rmse	rmse	PROPN
fbem-3741	180	11	mae	mae	PROPN
fbem-3741	180	12	mape	mape	PROPN
fbem-3741	180	13	original	original	PROPN
fbem-3741	180	14	-	-	PUNCT
fbem-3741	180	15	xgboost	xgboost	NOUN
fbem-3741	180	16	48.42	48.42	NUM
fbem-3741	180	17	5.15	5.15	NUM
fbem-3741	180	18	0.02	0.02	NUM
fbem-3741	180	19	bayes	baye	NOUN
fbem-3741	180	20	-	-	PUNCT
fbem-3741	180	21	xgboost	xgboost	PROPN
fbem-3741	180	22	1.27	1.27	NUM
fbem-3741	180	23	0.55	0.55	NUM
fbem-3741	180	24	0.02	0.02	NUM
fbem-3741	180	25	figure	figure	NOUN
fbem-3741	180	26	5	5	NUM
fbem-3741	180	27	.	.	PUNCT
fbem-3741	180	28	final	final	ADJ
fbem-3741	180	29	forecast	forecast	NOUN
fbem-3741	180	30	results	result	NOUN
fbem-3741	180	31	and	and	CCONJ
fbem-3741	180	32	real	real	ADJ
fbem-3741	180	33	results	result	NOUN
fbem-3741	180	34	5	5	NUM
fbem-3741	180	35	.	.	PUNCT
fbem-3741	181	1	conclusion	conclusion	NOUN
fbem-3741	181	2	a.	a.	NOUN
fbem-3741	181	3	the	the	DET
fbem-3741	181	4	xgboost	xgboost	PROPN
fbem-3741	181	5	model	model	NOUN
fbem-3741	181	6	based	base	VERB
fbem-3741	181	7	on	on	ADP
fbem-3741	181	8	bayes	bayes	PROPN
fbem-3741	181	9	optimization	optimization	NOUN
fbem-3741	181	10	proposed	propose	VERB
fbem-3741	181	11	in	in	ADP
fbem-3741	181	12	this	this	DET
fbem-3741	181	13	paper	paper	NOUN
fbem-3741	181	14	can	can	AUX
fbem-3741	181	15	effectively	effectively	ADV
fbem-3741	181	16	predict	predict	VERB
fbem-3741	181	17	the	the	DET
fbem-3741	181	18	carbon	carbon	NOUN
fbem-3741	181	19	price	price	NOUN
fbem-3741	181	20	,	,	PUNCT
fbem-3741	181	21	and	and	CCONJ
fbem-3741	181	22	is	be	AUX
fbem-3741	181	23	more	more	ADV
fbem-3741	181	24	accurate	accurate	ADJ
fbem-3741	181	25	than	than	ADP
fbem-3741	181	26	the	the	DET
fbem-3741	181	27	traditional	traditional	ADJ
fbem-3741	181	28	xgboost	xgboost	ADJ
fbem-3741	181	29	prediction	prediction	NOUN
fbem-3741	181	30	method	method	NOUN
fbem-3741	181	31	.	.	PUNCT
fbem-3741	182	1	b.	b.	PROPN
fbem-3741	183	1	the	the	DET
fbem-3741	183	2	regular	regular	ADJ
fbem-3741	183	3	terms	term	NOUN
fbem-3741	183	4	incorporated	incorporate	VERB
fbem-3741	183	5	in	in	ADP
fbem-3741	183	6	xbgoost	xbgoost	PROPN
fbem-3741	183	7	can	can	AUX
fbem-3741	183	8	reduce	reduce	VERB
fbem-3741	183	9	the	the	DET
fbem-3741	183	10	complexity	complexity	NOUN
fbem-3741	183	11	of	of	ADP
fbem-3741	183	12	the	the	DET
fbem-3741	183	13	model	model	NOUN
fbem-3741	183	14	,	,	PUNCT
fbem-3741	183	15	effectively	effectively	ADV
fbem-3741	183	16	prevent	prevent	VERB
fbem-3741	183	17	over	over	ADP
fbem-3741	183	18	fitting	fitting	ADJ
fbem-3741	183	19	,	,	PUNCT
fbem-3741	183	20	reduce	reduce	VERB
fbem-3741	183	21	the	the	DET
fbem-3741	183	22	amount	amount	NOUN
fbem-3741	183	23	of	of	ADP
fbem-3741	183	24	calculation	calculation	NOUN
fbem-3741	183	25	,	,	PUNCT
fbem-3741	183	26	and	and	CCONJ
fbem-3741	183	27	significantly	significantly	ADV
fbem-3741	183	28	improve	improve	VERB
fbem-3741	183	29	the	the	DET
fbem-3741	183	30	prediction	prediction	NOUN
fbem-3741	183	31	efficiency	efficiency	NOUN
fbem-3741	183	32	of	of	ADP
fbem-3741	183	33	the	the	DET
fbem-3741	183	34	model	model	NOUN
fbem-3741	183	35	.	.	PUNCT
fbem-3741	184	1	therefore	therefore	ADV
fbem-3741	184	2	,	,	PUNCT
fbem-3741	184	3	it	it	PRON
fbem-3741	184	4	also	also	ADV
fbem-3741	184	5	reflects	reflect	VERB
fbem-3741	184	6	the	the	DET
fbem-3741	184	7	advantages	advantage	NOUN
fbem-3741	184	8	of	of	ADP
fbem-3741	184	9	using	use	VERB
fbem-3741	184	10	xgboost	xgboost	ADV
fbem-3741	184	11	combined	combined	ADJ
fbem-3741	184	12	model	model	NOUN
fbem-3741	184	13	for	for	ADP
fbem-3741	184	14	prediction	prediction	NOUN
fbem-3741	184	15	.	.	PUNCT
fbem-3741	185	1	to	to	PART
fbem-3741	185	2	sum	sum	VERB
fbem-3741	185	3	up	up	ADP
fbem-3741	185	4	,	,	PUNCT
fbem-3741	185	5	the	the	DET
fbem-3741	185	6	bayes	bayes	NOUN
fbem-3741	185	7	-	-	PUNCT
fbem-3741	185	8	xgboost	xgboost	PROPN
fbem-3741	185	9	model	model	NOUN
fbem-3741	185	10	proposed	propose	VERB
fbem-3741	185	11	in	in	ADP
fbem-3741	185	12	this	this	DET
fbem-3741	185	13	paper	paper	NOUN
fbem-3741	185	14	provides	provide	VERB
fbem-3741	185	15	a	a	DET
fbem-3741	185	16	new	new	ADJ
fbem-3741	185	17	idea	idea	NOUN
fbem-3741	185	18	in	in	ADP
fbem-3741	185	19	the	the	DET
fbem-3741	185	20	field	field	NOUN
fbem-3741	185	21	of	of	ADP
fbem-3741	185	22	carbon	carbon	NOUN
fbem-3741	185	23	emission	emission	NOUN
fbem-3741	185	24	price	price	NOUN
fbem-3741	185	25	prediction	prediction	NOUN
fbem-3741	185	26	,	,	PUNCT
fbem-3741	185	27	which	which	PRON
fbem-3741	185	28	can	can	AUX
fbem-3741	185	29	provide	provide	VERB
fbem-3741	185	30	some	some	DET
fbem-3741	185	31	practical	practical	ADJ
fbem-3741	185	32	basis	basis	NOUN
fbem-3741	185	33	for	for	ADP
fbem-3741	185	34	carbon	carbon	NOUN
fbem-3741	185	35	market	market	NOUN
fbem-3741	185	36	participants	participant	NOUN
fbem-3741	185	37	to	to	PART
fbem-3741	185	38	make	make	VERB
fbem-3741	185	39	investment	investment	NOUN
fbem-3741	185	40	decisions	decision	NOUN
fbem-3741	185	41	,	,	PUNCT
fbem-3741	185	42	so	so	SCONJ
fbem-3741	185	43	as	as	SCONJ
fbem-3741	185	44	to	to	PART
fbem-3741	185	45	avoid	avoid	VERB
fbem-3741	185	46	carbon	carbon	NOUN
fbem-3741	185	47	market	market	NOUN
fbem-3741	185	48	risks	risk	NOUN
fbem-3741	185	49	caused	cause	VERB
fbem-3741	185	50	by	by	ADP
fbem-3741	185	51	carbon	carbon	NOUN
fbem-3741	185	52	price	price	NOUN
fbem-3741	185	53	changes	change	NOUN
fbem-3741	185	54	.	.	PUNCT
fbem-3741	186	1	references	reference	NOUN
fbem-3741	186	2	[	[	X
fbem-3741	186	3	1	1	NUM
fbem-3741	186	4	]	]	X
fbem-3741	186	5	chevallier	chevallier	NOUN
fbem-3741	186	6	j.	j.	PROPN
fbem-3741	186	7	nonparametric	nonparametric	PROPN
fbem-3741	186	8	modeling	modeling	NOUN
fbem-3741	186	9	of	of	ADP
fbem-3741	186	10	carbon	carbon	NOUN
fbem-3741	186	11	prices	price	NOUN
fbem-3741	187	1	[	[	X
fbem-3741	187	2	j	j	X
fbem-3741	187	3	]	]	X
fbem-3741	187	4	.	.	PUNCT
fbem-3741	188	1	energy	energy	NOUN
fbem-3741	188	2	economics	economic	NOUN
fbem-3741	188	3	,	,	PUNCT
fbem-3741	188	4	2011	2011	NUM
fbem-3741	188	5	,	,	PUNCT
fbem-3741	188	6	33(6):1267–1282	33(6):1267–1282	NUM
fbem-3741	188	7	.	.	PUNCT
fbem-3741	189	1	[	[	X
fbem-3741	189	2	2	2	NUM
fbem-3741	189	3	]	]	X
fbem-3741	189	4	chevallier	chevallier	NOUN
fbem-3741	189	5	j	j	PROPN
fbem-3741	189	6	,	,	PUNCT
fbem-3741	189	7	sévi	sévi	PROPN
fbem-3741	189	8	b.	b.	PROPN
fbem-3741	189	9	on	on	ADP
fbem-3741	189	10	the	the	DET
fbem-3741	189	11	realized	realize	VERB
fbem-3741	189	12	volatility	volatility	NOUN
fbem-3741	189	13	of	of	ADP
fbem-3741	189	14	the	the	DET
fbem-3741	189	15	ecx	ecx	NOUN
fbem-3741	189	16	co2	co2	NOUN
fbem-3741	189	17	emissions	emission	NOUN
fbem-3741	189	18	2008	2008	NUM
fbem-3741	189	19	futures	future	NOUN
fbem-3741	189	20	contract	contract	NOUN
fbem-3741	189	21	:	:	PUNCT
fbem-3741	189	22	distribution	distribution	NOUN
fbem-3741	189	23	,	,	PUNCT
fbem-3741	189	24	dynamics	dynamic	NOUN
fbem-3741	189	25	and	and	CCONJ
fbem-3741	189	26	forecasting	forecast	VERB
fbem-3741	189	27	[	[	X
fbem-3741	189	28	j	j	X
fbem-3741	189	29	]	]	X
fbem-3741	189	30	.	.	PUNCT
fbem-3741	190	1	ann	ann	PROPN
fbem-3741	190	2	finance	finance	PROPN
fbem-3741	190	3	,	,	PUNCT
fbem-3741	190	4	2011	2011	NUM
fbem-3741	190	5	,	,	PUNCT
fbem-3741	190	6	7:1–29	7:1–29	NOUN
fbem-3741	190	7	.	.	PUNCT
fbem-3741	191	1	[	[	X
fbem-3741	191	2	3	3	X
fbem-3741	191	3	]	]	X
fbem-3741	191	4	koop	koop	PROPN
fbem-3741	191	5	g	g	PROPN
fbem-3741	191	6	,	,	PUNCT
fbem-3741	191	7	tole	tole	PROPN
fbem-3741	191	8	l.	l.	PROPN
fbem-3741	191	9	forecasting	forecast	VERB
fbem-3741	191	10	the	the	DET
fbem-3741	191	11	european	european	ADJ
fbem-3741	191	12	carbon	carbon	NOUN
fbem-3741	191	13	market	market	NOUN
fbem-3741	192	1	[	[	X
fbem-3741	192	2	j	j	X
fbem-3741	192	3	]	]	X
fbem-3741	192	4	.	.	PUNCT
fbem-3741	193	1	journal	journal	PROPN
fbem-3741	193	2	of	of	ADP
fbem-3741	193	3	the	the	DET
fbem-3741	193	4	royal	royal	ADJ
fbem-3741	193	5	statistical	statistical	ADJ
fbem-3741	193	6	society	society	NOUN
fbem-3741	193	7	:	:	PUNCT
fbem-3741	193	8	series	series	PROPN
fbem-3741	193	9	a	a	PROPN
fbem-3741	193	10	(	(	PUNCT
fbem-3741	193	11	statistics	statistic	NOUN
fbem-3741	193	12	in	in	ADP
fbem-3741	193	13	society	society	NOUN
fbem-3741	193	14	)	)	PUNCT
fbem-3741	193	15	,	,	PUNCT
fbem-3741	193	16	2013	2013	NUM
fbem-3741	193	17	,	,	PUNCT
fbem-3741	193	18	176(3):723–741	176(3):723–741	NUM
fbem-3741	193	19	.	.	PUNCT
fbem-3741	194	1	[	[	X
fbem-3741	194	2	4	4	X
fbem-3741	194	3	]	]	PUNCT
fbem-3741	194	4	atsalakis	atsalakis	PROPN
fbem-3741	194	5	g	g	PROPN
fbem-3741	194	6	s.	s.	PROPN
fbem-3741	194	7	using	use	VERB
fbem-3741	194	8	computational	computational	ADJ
fbem-3741	194	9	intelligence	intelligence	NOUN
fbem-3741	194	10	to	to	PART
fbem-3741	194	11	forecast	forecast	VERB
fbem-3741	194	12	carbon	carbon	NOUN
fbem-3741	194	13	prices	price	NOUN
fbem-3741	194	14	[	[	X
fbem-3741	194	15	j	j	X
fbem-3741	194	16	]	]	X
fbem-3741	194	17	.	.	PUNCT
fbem-3741	195	1	applied	apply	VERB
fbem-3741	195	2	soft	soft	ADJ
fbem-3741	195	3	computing	computing	NOUN
fbem-3741	195	4	,	,	PUNCT
fbem-3741	195	5	2016	2016	NUM
fbem-3741	195	6	,	,	PUNCT
fbem-3741	195	7	43:107	43:107	NUM
fbem-3741	195	8	-	-	SYM
fbem-3741	195	9	116	116	NUM
fbem-3741	195	10	.	.	PUNCT
fbem-3741	196	1			X
fbem-3741	197	1			NUM
fbem-3741	197	2			VERB
fbem-3741	197	3			NUM
fbem-3741	198	1	n	n	CCONJ
fbem-3741	198	2	i	i	PRON
fbem-3741	199	1	i	i	PRON
fbem-3741	199	2	ii	ii	VERB
fbem-3741	199	3	y	y	PROPN
fbem-3741	199	4	yy	yy	PROPN
fbem-3741	199	5	n	n	PRON
fbem-3741	199	6	mape	mape	VERB
fbem-3741	199	7	1	1	NUM
fbem-3741	199	8	ˆ1	ˆ1	NOUN
fbem-3741	199	9			AUX
fbem-3741	199	10			VERB
fbem-3741	199	11			PROPN
fbem-3741	200	1			NOUN
fbem-3741	201	1	n	n	INTJ
fbem-3741	201	2	i	i	PRON
fbem-3741	202	1	i	i	PRON
fbem-3741	202	2	yy	yy	INTJ
fbem-3741	202	3	in	in	ADP
fbem-3741	202	4	mae	mae	PROPN
fbem-3741	202	5	1	1	NUM
fbem-3741	202	6	ˆ1	ˆ1	NOUN
fbem-3741	202	7	67	67	NUM
fbem-3741	203	1	[	[	SYM
fbem-3741	203	2	5	5	NUM
fbem-3741	203	3	]	]	X
fbem-3741	203	4	sun	sun	PROPN
fbem-3741	203	5	w	w	PROPN
fbem-3741	203	6	,	,	PUNCT
fbem-3741	203	7	zhang	zhang	PROPN
fbem-3741	203	8	c	c	PROPN
fbem-3741	203	9	c.	c.	PROPN
fbem-3741	203	10	analysis	analysis	NOUN
fbem-3741	203	11	and	and	CCONJ
fbem-3741	203	12	forecasting	forecasting	NOUN
fbem-3741	203	13	of	of	ADP
fbem-3741	203	14	the	the	DET
fbem-3741	203	15	carbon	carbon	NOUN
fbem-3741	203	16	price	price	NOUN
fbem-3741	203	17	using	use	VERB
fbem-3741	203	18	multi	multi	NOUN
fbem-3741	203	19	—	—	PUNCT
fbem-3741	203	20	resolution	resolution	NOUN
fbem-3741	203	21	singular	singular	ADJ
fbem-3741	203	22	value	value	NOUN
fbem-3741	203	23	decomposition	decomposition	NOUN
fbem-3741	203	24	and	and	CCONJ
fbem-3741	203	25	extreme	extreme	ADJ
fbem-3741	203	26	learning	learning	NOUN
fbem-3741	203	27	machine	machine	NOUN
fbem-3741	203	28	optimized	optimize	VERB
fbem-3741	203	29	by	by	ADP
fbem-3741	203	30	adaptive	adaptive	ADJ
fbem-3741	203	31	whale	whale	NOUN
fbem-3741	203	32	optimization	optimization	NOUN
fbem-3741	203	33	algorithm	algorithm	NOUN
fbem-3741	204	1	[	[	X
fbem-3741	204	2	j	j	X
fbem-3741	204	3	]	]	X
fbem-3741	204	4	.	.	PUNCT
fbem-3741	204	5	applied	apply	VERB
fbem-3741	204	6	energy	energy	NOUN
fbem-3741	204	7	,	,	PUNCT
fbem-3741	204	8	2018	2018	NUM
fbem-3741	204	9	,	,	PUNCT
fbem-3741	204	10	231:13541371	231:13541371	NUM
fbem-3741	205	1	[	[	SYM
fbem-3741	205	2	6	6	NUM
fbem-3741	205	3	]	]	PUNCT
fbem-3741	205	4	wei	wei	PROPN
fbem-3741	205	5	yu	yu	PROPN
fbem-3741	205	6	,	,	PUNCT
fbem-3741	205	7	zhang	zhang	PROPN
fbem-3741	205	8	jiahao	jiahao	PROPN
fbem-3741	205	9	research	research	PROPN
fbem-3741	205	10	on	on	ADP
fbem-3741	205	11	the	the	DET
fbem-3741	205	12	prediction	prediction	NOUN
fbem-3741	205	13	method	method	NOUN
fbem-3741	205	14	of	of	ADP
fbem-3741	205	15	china	china	PROPN
fbem-3741	205	16	's	's	PART
fbem-3741	205	17	carbon	carbon	NOUN
fbem-3741	205	18	emission	emission	NOUN
fbem-3741	205	19	trading	trading	NOUN
fbem-3741	205	20	price	price	NOUN
fbem-3741	205	21	based	base	VERB
fbem-3741	205	22	on	on	ADP
fbem-3741	205	23	dms	dms	NOUN
fbem-3741	205	24	and	and	CCONJ
fbem-3741	205	25	dma	dma	NOUN
fbem-3741	205	26	-empirical	-empirical	ADJ
fbem-3741	205	27	evidence	evidence	NOUN
fbem-3741	205	28	from	from	ADP
fbem-3741	205	29	hubei	hubei	PROPN
fbem-3741	205	30	carbon	carbon	NOUN
fbem-3741	205	31	market	market	NOUN
fbem-3741	206	1	[	[	X
fbem-3741	206	2	j	j	X
fbem-3741	206	3	]	]	X
fbem-3741	206	4	.	.	PUNCT
fbem-3741	207	1	system	system	NOUN
fbem-3741	207	2	engineering,2022，40(04):3	engineering,2022，40(04):3	PROPN
fbem-3741	207	3	-	-	PUNCT
fbem-3741	207	4	15	15	NUM
fbem-3741	208	1	[	[	X
fbem-3741	208	2	7	7	NUM
fbem-3741	208	3	]	]	X
fbem-3741	208	4	zhuang	zhuang	PROPN
fbem-3741	208	5	yingdong	yingdong	PROPN
fbem-3741	208	6	.	.	PUNCT
fbem-3741	209	1	analysis	analysis	NOUN
fbem-3741	209	2	on	on	ADP
fbem-3741	209	3	the	the	DET
fbem-3741	209	4	influencing	influence	VERB
fbem-3741	209	5	factors	factor	NOUN
fbem-3741	209	6	of	of	ADP
fbem-3741	209	7	carbon	carbon	NOUN
fbem-3741	209	8	emission	emission	NOUN
fbem-3741	209	9	trading	trading	NOUN
fbem-3741	209	10	price	price	NOUN
fbem-3741	209	11	-taking	-take	VERB
fbem-3741	209	12	five	five	NUM
fbem-3741	209	13	representative	representative	ADJ
fbem-3741	209	14	open	open	ADJ
fbem-3741	209	15	pilot	pilot	NOUN
fbem-3741	209	16	projects	project	NOUN
fbem-3741	209	17	in	in	ADP
fbem-3741	209	18	china	china	PROPN
fbem-3741	209	19	as	as	ADP
fbem-3741	209	20	an	an	DET
fbem-3741	209	21	example	example	NOUN
fbem-3741	210	1	[	[	X
fbem-3741	210	2	j	j	X
fbem-3741	210	3	]	]	X
fbem-3741	210	4	.	.	PUNCT
fbem-3741	211	1	journal	journal	PROPN
fbem-3741	211	2	of	of	ADP
fbem-3741	211	3	shenyang	shenyang	PROPN
fbem-3741	211	4	institute	institute	PROPN
fbem-3741	211	5	of	of	ADP
fbem-3741	211	6	engineering	engineering	PROPN
fbem-3741	211	7	(	(	PUNCT
fbem-3741	211	8	social	social	ADJ
fbem-3741	211	9	science	science	NOUN
fbem-3741	211	10	edition),2018，14(03):349	edition),2018，14(03):349	NOUN
fbem-3741	211	11	-	-	PUNCT
fbem-3741	211	12	357	357	NUM
fbem-3741	211	13	.	.	PUNCT
fbem-3741	212	1	[	[	X
fbem-3741	212	2	8	8	NUM
fbem-3741	212	3	]	]	X
fbem-3741	212	4	abdi	abdi	PROPN
fbem-3741	212	5	a	a	PRON
fbem-3741	212	6	,	,	PUNCT
fbem-3741	212	7	taghipour	taghipour	NOUN
fbem-3741	212	8	s.	s.	PROPN
fbem-3741	212	9	forecasting	forecasting	NOUN
fbem-3741	212	10	carbon	carbon	NOUN
fbem-3741	212	11	price	price	NOUN
fbem-3741	212	12	in	in	ADP
fbem-3741	212	13	the	the	DET
fbem-3741	212	14	western	western	ADJ
fbem-3741	212	15	climate	climate	NOUN
fbem-3741	212	16	initiative	initiative	NOUN
fbem-3741	212	17	market	market	NOUN
fbem-3741	212	18	using	use	VERB
fbem-3741	212	19	bayesian	bayesian	NOUN
fbem-3741	212	20	networks	network	NOUN
fbem-3741	212	21	[	[	X
fbem-3741	212	22	j	j	X
fbem-3741	212	23	]	]	X
fbem-3741	212	24	.	.	PUNCT
fbem-3741	213	1	carbon	carbon	NOUN
fbem-3741	213	2	management	management	NOUN
fbem-3741	213	3	,	,	PUNCT
fbem-3741	213	4	2019	2019	NUM
fbem-3741	213	5	,	,	PUNCT
fbem-3741	213	6	10(3):255	10(3):255	PROPN
fbem-3741	213	7	-	-	PUNCT
fbem-3741	213	8	268	268	NUM
fbem-3741	213	9	.	.	PUNCT
fbem-3741	214	1	[	[	X
fbem-3741	214	2	9	9	NUM
fbem-3741	214	3	]	]	X
fbem-3741	214	4	han	han	PROPN
fbem-3741	214	5	m	m	PROPN
fbem-3741	214	6	,	,	PUNCT
fbem-3741	214	7	ding	de	VERB
fbem-3741	214	8	l	l	PROPN
fbem-3741	214	9	l	l	NOUN
fbem-3741	214	10	,	,	PUNCT
fbem-3741	214	11	zhao	zhao	PROPN
fbem-3741	214	12	x	x	PROPN
fbem-3741	214	13	,	,	PUNCT
fbem-3741	214	14	kang	kang	PROPN
fbem-3741	214	15	w	w	PROPN
fbem-3741	214	16	l.	l.	PROPN
fbem-3741	214	17	forecasting	forecasting	PROPN
fbem-3741	214	18	carbon	carbon	NOUN
fbem-3741	214	19	prices	price	NOUN
fbem-3741	214	20	in	in	ADP
fbem-3741	214	21	the	the	DET
fbem-3741	214	22	shenzhen	shenzhen	PROPN
fbem-3741	214	23	market	market	NOUN
fbem-3741	214	24	,	,	PUNCT
fbem-3741	214	25	china	china	PROPN
fbem-3741	214	26	:	:	PUNCT
fbem-3741	214	27	the	the	DET
fbem-3741	214	28	role	role	NOUN
fbem-3741	214	29	of	of	ADP
fbem-3741	214	30	mixedfrequency	mixedfrequency	NOUN
fbem-3741	214	31	factors	factor	NOUN
fbem-3741	215	1	[	[	X
fbem-3741	215	2	j	j	X
fbem-3741	215	3	]	]	X
fbem-3741	215	4	.	.	PUNCT
fbem-3741	216	1	energy	energy	NOUN
fbem-3741	216	2	,	,	PUNCT
fbem-3741	216	3	2019	2019	NUM
fbem-3741	216	4	,	,	PUNCT
fbem-3741	216	5	171:69	171:69	NUM
fbem-3741	216	6	-	-	SYM
fbem-3741	216	7	76	76	NUM
fbem-3741	216	8	.	.	PUNCT
fbem-3741	217	1	[	[	X
fbem-3741	217	2	10	10	NUM
fbem-3741	217	3	]	]	X
fbem-3741	217	4	zhang	zhang	PROPN
fbem-3741	217	5	yun	yun	PROPN
fbem-3741	217	6	.	.	PUNCT
fbem-3741	218	1	research	research	NOUN
fbem-3741	218	2	on	on	ADP
fbem-3741	218	3	price	price	NOUN
fbem-3741	218	4	drivers	driver	NOUN
fbem-3741	218	5	of	of	ADP
fbem-3741	218	6	china	china	PROPN
fbem-3741	218	7	's	's	PART
fbem-3741	218	8	carbon	carbon	NOUN
fbem-3741	218	9	trading	trading	NOUN
fbem-3741	218	10	-a	-a	PUNCT
fbem-3741	218	11	dual	dual	ADJ
fbem-3741	218	12	perspective	perspective	NOUN
fbem-3741	218	13	based	base	VERB
fbem-3741	218	14	on	on	ADP
fbem-3741	218	15	market	market	NOUN
fbem-3741	218	16	fundamentals	fundamental	NOUN
fbem-3741	218	17	and	and	CCONJ
fbem-3741	218	18	policy	policy	NOUN
fbem-3741	218	19	information	information	NOUN
fbem-3741	219	1	[	[	X
fbem-3741	219	2	j	j	X
fbem-3741	219	3	]	]	X
fbem-3741	219	4	.	.	PUNCT
fbem-3741	220	1	social	social	ADJ
fbem-3741	220	2	science	science	NOUN
fbem-3741	220	3	series,2018	series,2018	NOUN
fbem-3741	220	4	.	.	PUNCT
fbem-3741	221	1	01:111	01:111	NUM
fbem-3741	221	2	-	-	SYM
fbem-3741	221	3	120	120	NUM
fbem-3741	221	4	.	.	PUNCT