id	sid	tid	token	lemma	pos
easat-1689	1	1	edelweiss	edelweiss	PROPN
easat-1689	1	2	applied	apply	VERB
easat-1689	1	3	science	science	NOUN
easat-1689	1	4	and	and	CCONJ
easat-1689	1	5	technology	technology	NOUN
easat-1689	1	6	issn	issn	PROPN
easat-1689	1	7	:	:	PUNCT
easat-1689	1	8	2576	2576	NUM
easat-1689	1	9	-	-	SYM
easat-1689	1	10	8484	8484	NUM
easat-1689	1	11	vol	vol	NOUN
easat-1689	1	12	.	.	PROPN
easat-1689	1	13	8	8	NUM
easat-1689	1	14	,	,	PUNCT
easat-1689	1	15	no	no	INTJ
easat-1689	1	16	.	.	NOUN
easat-1689	1	17	5	5	NUM
easat-1689	1	18	,	,	PUNCT
easat-1689	1	19	317	317	NUM
easat-1689	1	20	-	-	SYM
easat-1689	1	21	327	327	NUM
easat-1689	1	22	2024	2024	NUM
easat-1689	1	23	publisher	publisher	NOUN
easat-1689	1	24	:	:	PUNCT
easat-1689	1	25	learning	learn	VERB
easat-1689	1	26	gate	gate	NOUN
easat-1689	1	27	doi	doi	PROPN
easat-1689	1	28	:	:	PUNCT
easat-1689	1	29	10.55214/25768484.v8i5.1689	10.55214/25768484.v8i5.1689	NOUN
easat-1689	1	30	©	©	NOUN
easat-1689	1	31	2024	2024	NUM
easat-1689	1	32	by	by	ADP
easat-1689	1	33	the	the	DET
easat-1689	1	34	author	author	NOUN
easat-1689	1	35	;	;	PUNCT
easat-1689	1	36	licensee	licensee	PROPN
easat-1689	1	37	learning	learning	NOUN
easat-1689	1	38	gate	gate	NOUN
easat-1689	1	39	©	©	PROPN
easat-1689	1	40	2024	2024	NUM
easat-1689	1	41	by	by	ADP
easat-1689	1	42	the	the	DET
easat-1689	1	43	author	author	NOUN
easat-1689	1	44	;	;	PUNCT
easat-1689	1	45	licensee	licensee	PROPN
easat-1689	1	46	learning	learn	VERB
easat-1689	1	47	gate	gate	NOUN
easat-1689	1	48	*	*	PUNCT
easat-1689	1	49	correspondence	correspondence	NOUN
easat-1689	1	50	:	:	PUNCT
easat-1689	1	51	fatmaya-prakdal@mehmetakif.edu.tr	fatmaya-prakdal@mehmetakif.edu.tr	PROPN
easat-1689	1	52	a	a	DET
easat-1689	1	53	comparative	comparative	ADJ
easat-1689	1	54	analysis	analysis	NOUN
easat-1689	1	55	of	of	ADP
easat-1689	1	56	single	single	ADJ
easat-1689	1	57	learning	learning	NOUN
easat-1689	1	58	and	and	CCONJ
easat-1689	1	59	ensemble	ensemble	ADJ
easat-1689	1	60	learning	learning	NOUN
easat-1689	1	61	approaches	approach	NOUN
easat-1689	1	62	for	for	ADP
easat-1689	1	63	the	the	DET
easat-1689	1	64	forecasting	forecasting	NOUN
easat-1689	1	65	of	of	ADP
easat-1689	1	66	electricity	electricity	NOUN
easat-1689	1	67	prices	price	NOUN
easat-1689	1	68	fatma	fatma	PROPN
easat-1689	1	69	yaprakdal	yaprakdal	NOUN
easat-1689	1	70	information	information	NOUN
easat-1689	1	71	system	system	NOUN
easat-1689	1	72	engineering	engineering	NOUN
easat-1689	1	73	department	department	PROPN
easat-1689	1	74	,	,	PUNCT
easat-1689	1	75	bucak	bucak	NOUN
easat-1689	1	76	computer	computer	NOUN
easat-1689	1	77	and	and	CCONJ
easat-1689	1	78	informatics	informatics	PROPN
easat-1689	1	79	faculty	faculty	NOUN
easat-1689	1	80	,	,	PUNCT
easat-1689	1	81	burdur	burdur	PROPN
easat-1689	1	82	mehmet	mehmet	PROPN
easat-1689	1	83	akif	akif	PROPN
easat-1689	1	84	ersoy	ersoy	PROPN
easat-1689	1	85	university	university	NOUN
easat-1689	1	86	;	;	PUNCT
easat-1689	1	87	fatmaya-prakdal@mehmetakif.edu.tr	fatmaya-prakdal@mehmetakif.edu.tr	PROPN
easat-1689	1	88	(	(	PUNCT
easat-1689	1	89	f.y	f.y	PROPN
easat-1689	1	90	.	.	PROPN
easat-1689	1	91	)	)	PUNCT
easat-1689	1	92	.	.	PUNCT
easat-1689	2	1	abstract	abstract	ADJ
easat-1689	2	2	:	:	PUNCT
easat-1689	2	3	forecasting	forecast	VERB
easat-1689	2	4	electricity	electricity	NOUN
easat-1689	2	5	prices	price	NOUN
easat-1689	2	6	accurately	accurately	ADV
easat-1689	2	7	is	be	AUX
easat-1689	2	8	imperative	imperative	ADJ
easat-1689	2	9	in	in	ADP
easat-1689	2	10	deregulated	deregulated	ADJ
easat-1689	2	11	power	power	NOUN
easat-1689	2	12	markets	market	NOUN
easat-1689	2	13	.	.	PUNCT
easat-1689	3	1	nonetheless	nonetheless	ADV
easat-1689	3	2	,	,	PUNCT
easat-1689	3	3	the	the	DET
easat-1689	3	4	intricate	intricate	ADJ
easat-1689	3	5	nature	nature	NOUN
easat-1689	3	6	of	of	ADP
easat-1689	3	7	electricity	electricity	NOUN
easat-1689	3	8	prices	price	NOUN
easat-1689	3	9	,	,	PUNCT
easat-1689	3	10	characterized	characterize	VERB
easat-1689	3	11	by	by	ADP
easat-1689	3	12	high	high	ADJ
easat-1689	3	13	frequency	frequency	NOUN
easat-1689	3	14	and	and	CCONJ
easat-1689	3	15	volatility	volatility	NOUN
easat-1689	3	16	,	,	PUNCT
easat-1689	3	17	poses	pose	VERB
easat-1689	3	18	a	a	DET
easat-1689	3	19	challenge	challenge	NOUN
easat-1689	3	20	in	in	ADP
easat-1689	3	21	building	build	VERB
easat-1689	3	22	an	an	DET
easat-1689	3	23	effective	effective	ADJ
easat-1689	3	24	forecasting	forecasting	NOUN
easat-1689	3	25	model	model	NOUN
easat-1689	3	26	for	for	ADP
easat-1689	3	27	policymakers	policymaker	NOUN
easat-1689	3	28	and	and	CCONJ
easat-1689	3	29	scientists	scientist	NOUN
easat-1689	3	30	.	.	PUNCT
easat-1689	4	1	precision	precision	NOUN
easat-1689	4	2	in	in	ADP
easat-1689	4	3	the	the	DET
easat-1689	4	4	electricity	electricity	NOUN
easat-1689	4	5	price	price	NOUN
easat-1689	4	6	prediction	prediction	NOUN
easat-1689	4	7	is	be	AUX
easat-1689	4	8	crucial	crucial	ADJ
easat-1689	4	9	for	for	ADP
easat-1689	4	10	providing	provide	VERB
easat-1689	4	11	valuable	valuable	ADJ
easat-1689	4	12	guidance	guidance	NOUN
easat-1689	4	13	to	to	ADP
easat-1689	4	14	market	market	NOUN
easat-1689	4	15	participants	participant	NOUN
easat-1689	4	16	,	,	PUNCT
easat-1689	4	17	helping	help	VERB
easat-1689	4	18	them	they	PRON
easat-1689	4	19	maximize	maximize	VERB
easat-1689	4	20	their	their	PRON
easat-1689	4	21	benefits	benefit	NOUN
easat-1689	4	22	.	.	PUNCT
easat-1689	5	1	in	in	ADP
easat-1689	5	2	prior	prior	ADJ
easat-1689	5	3	studies	study	NOUN
easat-1689	5	4	,	,	PUNCT
easat-1689	5	5	various	various	ADJ
easat-1689	5	6	methods	method	NOUN
easat-1689	5	7	,	,	PUNCT
easat-1689	5	8	including	include	VERB
easat-1689	5	9	statistical	statistical	ADJ
easat-1689	5	10	models	model	NOUN
easat-1689	5	11	and	and	CCONJ
easat-1689	5	12	artificial	artificial	ADJ
easat-1689	5	13	neural	neural	ADJ
easat-1689	5	14	network	network	NOUN
easat-1689	5	15	models	model	NOUN
easat-1689	5	16	,	,	PUNCT
easat-1689	5	17	have	have	AUX
easat-1689	5	18	been	be	AUX
easat-1689	5	19	used	use	VERB
easat-1689	5	20	to	to	PART
easat-1689	5	21	forecast	forecast	VERB
easat-1689	5	22	electricity	electricity	NOUN
easat-1689	5	23	prices	price	NOUN
easat-1689	5	24	.	.	PUNCT
easat-1689	6	1	this	this	DET
easat-1689	6	2	study	study	NOUN
easat-1689	6	3	proposes	propose	VERB
easat-1689	6	4	three	three	NUM
easat-1689	6	5	ensemble	ensemble	ADJ
easat-1689	6	6	learning	learning	NOUN
easat-1689	6	7	approaches	approach	VERB
easat-1689	6	8	adaboost	adaboost	ADJ
easat-1689	6	9	-	-	PUNCT
easat-1689	6	10	lstm	lstm	ADJ
easat-1689	6	11	,	,	PUNCT
easat-1689	6	12	adaboost	adaboost	ADJ
easat-1689	6	13	-	-	PUNCT
easat-1689	6	14	blstm	blstm	NOUN
easat-1689	6	15	,	,	PUNCT
easat-1689	6	16	and	and	CCONJ
easat-1689	6	17	adaboost	adaboost	ADJ
easat-1689	6	18	-	-	PUNCT
easat-1689	6	19	gru	gru	NOUN
easat-1689	6	20	which	which	PRON
easat-1689	6	21	combine	combine	VERB
easat-1689	6	22	the	the	DET
easat-1689	6	23	adaboost	adaboost	ADJ
easat-1689	6	24	algorithm	algorithm	NOUN
easat-1689	6	25	with	with	ADP
easat-1689	6	26	lstm	lstm	PROPN
easat-1689	6	27	,	,	PUNCT
easat-1689	6	28	bi	bi	NOUN
easat-1689	6	29	-	-	ADJ
easat-1689	6	30	lstm	lstm	ADJ
easat-1689	6	31	,	,	PUNCT
easat-1689	6	32	and	and	CCONJ
easat-1689	6	33	gru	gru	NOUN
easat-1689	6	34	networks	network	NOUN
easat-1689	6	35	,	,	PUNCT
easat-1689	6	36	respectively	respectively	ADV
easat-1689	6	37	,	,	PUNCT
easat-1689	6	38	to	to	PART
easat-1689	6	39	enhance	enhance	VERB
easat-1689	6	40	the	the	DET
easat-1689	6	41	accuracy	accuracy	NOUN
easat-1689	6	42	of	of	ADP
easat-1689	6	43	electricity	electricity	NOUN
easat-1689	6	44	price	price	NOUN
easat-1689	6	45	predictions	prediction	NOUN
easat-1689	6	46	.	.	PUNCT
easat-1689	7	1	the	the	DET
easat-1689	7	2	study	study	NOUN
easat-1689	7	3	aims	aim	VERB
easat-1689	7	4	to	to	PART
easat-1689	7	5	assess	assess	VERB
easat-1689	7	6	the	the	DET
easat-1689	7	7	effectiveness	effectiveness	NOUN
easat-1689	7	8	of	of	ADP
easat-1689	7	9	the	the	DET
easat-1689	7	10	proposed	propose	VERB
easat-1689	7	11	models	model	NOUN
easat-1689	7	12	by	by	ADP
easat-1689	7	13	comparing	compare	VERB
easat-1689	7	14	their	their	PRON
easat-1689	7	15	predictive	predictive	ADJ
easat-1689	7	16	performance	performance	NOUN
easat-1689	7	17	with	with	ADP
easat-1689	7	18	that	that	PRON
easat-1689	7	19	of	of	ADP
easat-1689	7	20	single	single	ADJ
easat-1689	7	21	rnn	rnn	NOUN
easat-1689	7	22	-	-	PUNCT
easat-1689	7	23	based	base	VERB
easat-1689	7	24	models	model	NOUN
easat-1689	7	25	(	(	PUNCT
easat-1689	7	26	lstm	lstm	NOUN
easat-1689	7	27	,	,	PUNCT
easat-1689	7	28	bilstm	bilstm	NOUN
easat-1689	7	29	,	,	PUNCT
easat-1689	7	30	gru	gru	PROPN
easat-1689	7	31	)	)	PUNCT
easat-1689	7	32	using	use	VERB
easat-1689	7	33	daily	daily	ADJ
easat-1689	7	34	maximum	maximum	ADJ
easat-1689	7	35	electricity	electricity	NOUN
easat-1689	7	36	prices	price	NOUN
easat-1689	7	37	from	from	ADP
easat-1689	7	38	2004	2004	NUM
easat-1689	7	39	to	to	ADP
easat-1689	7	40	2008	2008	NUM
easat-1689	7	41	.	.	PUNCT
easat-1689	8	1	notably	notably	ADV
easat-1689	8	2	,	,	PUNCT
easat-1689	8	3	there	there	PRON
easat-1689	8	4	has	have	AUX
easat-1689	8	5	been	be	AUX
easat-1689	8	6	no	no	DET
easat-1689	8	7	existing	exist	VERB
easat-1689	8	8	research	research	NOUN
easat-1689	8	9	that	that	PRON
easat-1689	8	10	compares	compare	VERB
easat-1689	8	11	the	the	DET
easat-1689	8	12	effectiveness	effectiveness	NOUN
easat-1689	8	13	of	of	ADP
easat-1689	8	14	these	these	DET
easat-1689	8	15	single	single	ADJ
easat-1689	8	16	and	and	CCONJ
easat-1689	8	17	hybrid	hybrid	ADJ
easat-1689	8	18	models	model	NOUN
easat-1689	8	19	.	.	PUNCT
easat-1689	9	1	in	in	ADP
easat-1689	9	2	the	the	DET
easat-1689	9	3	current	current	ADJ
easat-1689	9	4	literature	literature	NOUN
easat-1689	9	5	,	,	PUNCT
easat-1689	9	6	these	these	DET
easat-1689	9	7	single	single	ADJ
easat-1689	9	8	models	model	NOUN
easat-1689	9	9	are	be	AUX
easat-1689	9	10	widely	widely	ADV
easat-1689	9	11	acknowledged	acknowledge	VERB
easat-1689	9	12	as	as	ADP
easat-1689	9	13	potent	potent	ADJ
easat-1689	9	14	tools	tool	NOUN
easat-1689	9	15	for	for	ADP
easat-1689	9	16	improving	improve	VERB
easat-1689	9	17	forecasting	forecasting	NOUN
easat-1689	9	18	accuracy	accuracy	NOUN
easat-1689	9	19	.	.	PUNCT
easat-1689	10	1	on	on	ADP
easat-1689	10	2	the	the	DET
easat-1689	10	3	other	other	ADJ
easat-1689	10	4	hand	hand	NOUN
easat-1689	10	5	,	,	PUNCT
easat-1689	10	6	although	although	SCONJ
easat-1689	10	7	the	the	DET
easat-1689	10	8	proposed	propose	VERB
easat-1689	10	9	ensemble	ensemble	ADJ
easat-1689	10	10	learning	learning	NOUN
easat-1689	10	11	approaches	approach	NOUN
easat-1689	10	12	obtained	obtain	VERB
easat-1689	10	13	using	use	VERB
easat-1689	10	14	the	the	DET
easat-1689	10	15	adaboost	adaboost	ADJ
easat-1689	10	16	boosting	boost	VERB
easat-1689	10	17	technique	technique	NOUN
easat-1689	10	18	have	have	AUX
easat-1689	10	19	been	be	AUX
easat-1689	10	20	used	use	VERB
easat-1689	10	21	in	in	ADP
easat-1689	10	22	areas	area	NOUN
easat-1689	10	23	such	such	ADJ
easat-1689	10	24	as	as	ADP
easat-1689	10	25	financial	financial	ADJ
easat-1689	10	26	forecasting	forecasting	NOUN
easat-1689	10	27	so	so	ADV
easat-1689	10	28	far	far	ADV
easat-1689	10	29	,	,	PUNCT
easat-1689	10	30	they	they	PRON
easat-1689	10	31	have	have	AUX
easat-1689	10	32	never	never	ADV
easat-1689	10	33	been	be	AUX
easat-1689	10	34	used	use	VERB
easat-1689	10	35	in	in	ADP
easat-1689	10	36	electricity	electricity	NOUN
easat-1689	10	37	price	price	NOUN
easat-1689	10	38	forecasting	forecasting	NOUN
easat-1689	10	39	.	.	PUNCT
easat-1689	11	1	accuracy	accuracy	NOUN
easat-1689	11	2	assessment	assessment	NOUN
easat-1689	11	3	utilizing	utilize	VERB
easat-1689	11	4	r	r	NOUN
easat-1689	11	5	-	-	PUNCT
easat-1689	11	6	squared	square	VERB
easat-1689	11	7	and	and	CCONJ
easat-1689	11	8	mape	mape	NOUN
easat-1689	11	9	clearly	clearly	ADV
easat-1689	11	10	demonstrates	demonstrate	VERB
easat-1689	11	11	that	that	SCONJ
easat-1689	11	12	the	the	DET
easat-1689	11	13	adaboost	adaboost	ADJ
easat-1689	11	14	-	-	PUNCT
easat-1689	11	15	blstm	blstm	NOUN
easat-1689	11	16	approach	approach	NOUN
easat-1689	11	17	performs	perform	VERB
easat-1689	11	18	very	very	ADV
easat-1689	11	19	closely	closely	ADV
easat-1689	11	20	to	to	PART
easat-1689	11	21	,	,	PUNCT
easat-1689	11	22	but	but	CCONJ
easat-1689	11	23	better	well	ADJ
easat-1689	11	24	than	than	ADP
easat-1689	11	25	,	,	PUNCT
easat-1689	12	1	other	other	ADJ
easat-1689	12	2	boosting	boost	VERB
easat-1689	12	3	ensemble	ensemble	ADJ
easat-1689	12	4	approaches	approach	NOUN
easat-1689	12	5	,	,	PUNCT
easat-1689	12	6	and	and	CCONJ
easat-1689	12	7	significantly	significantly	ADV
easat-1689	12	8	better	well	ADJ
easat-1689	12	9	than	than	ADP
easat-1689	12	10	single	single	ADJ
easat-1689	12	11	models	model	NOUN
easat-1689	12	12	.	.	PUNCT
easat-1689	13	1	keywords	keyword	NOUN
easat-1689	13	2	:	:	PUNCT
easat-1689	13	3	adaboost	adaboost	ADV
easat-1689	13	4	,	,	PUNCT
easat-1689	13	5	bi	bi	NOUN
easat-1689	13	6	-	-	ADJ
easat-1689	13	7	lstm	lstm	ADJ
easat-1689	13	8	,	,	PUNCT
easat-1689	13	9	electricity	electricity	NOUN
easat-1689	13	10	price	price	NOUN
easat-1689	13	11	forecasting	forecasting	NOUN
easat-1689	13	12	,	,	PUNCT
easat-1689	13	13	ensemble	ensemble	ADJ
easat-1689	13	14	learning	learning	NOUN
easat-1689	13	15	,	,	PUNCT
easat-1689	13	16	gru	gru	PROPN
easat-1689	13	17	,	,	PUNCT
easat-1689	13	18	lstm	lstm	ADJ
easat-1689	13	19	.	.	PUNCT
easat-1689	14	1	1	1	X
easat-1689	14	2	.	.	X
easat-1689	14	3	introduction	introduction	NOUN
easat-1689	14	4	the	the	DET
easat-1689	14	5	proficient	proficient	ADJ
easat-1689	14	6	management	management	NOUN
easat-1689	14	7	of	of	ADP
easat-1689	14	8	power	power	NOUN
easat-1689	14	9	markets	market	NOUN
easat-1689	14	10	plays	play	VERB
easat-1689	14	11	a	a	DET
easat-1689	14	12	critical	critical	ADJ
easat-1689	14	13	role	role	NOUN
easat-1689	14	14	in	in	ADP
easat-1689	14	15	advancing	advance	VERB
easat-1689	14	16	environmentally	environmentally	ADV
easat-1689	14	17	friendly	friendly	ADJ
easat-1689	14	18	production	production	NOUN
easat-1689	14	19	and	and	CCONJ
easat-1689	14	20	fostering	foster	VERB
easat-1689	14	21	sustainable	sustainable	ADJ
easat-1689	14	22	economic	economic	ADJ
easat-1689	14	23	growth	growth	NOUN
easat-1689	14	24	.	.	PUNCT
easat-1689	15	1	with	with	ADP
easat-1689	15	2	the	the	DET
easat-1689	15	3	ongoing	ongoing	ADJ
easat-1689	15	4	deregulation	deregulation	NOUN
easat-1689	15	5	of	of	ADP
easat-1689	15	6	the	the	DET
easat-1689	15	7	power	power	NOUN
easat-1689	15	8	industry	industry	NOUN
easat-1689	15	9	,	,	PUNCT
easat-1689	15	10	the	the	DET
easat-1689	15	11	intricacies	intricacy	NOUN
easat-1689	15	12	and	and	CCONJ
easat-1689	15	13	uncertainties	uncertainty	NOUN
easat-1689	15	14	within	within	ADP
easat-1689	15	15	power	power	NOUN
easat-1689	15	16	market	market	NOUN
easat-1689	15	17	trading	trading	NOUN
easat-1689	15	18	present	present	ADJ
easat-1689	15	19	prime	prime	ADJ
easat-1689	15	20	opportunities	opportunity	NOUN
easat-1689	15	21	for	for	ADP
easat-1689	15	22	fostering	foster	VERB
easat-1689	15	23	innovation	innovation	NOUN
easat-1689	15	24	and	and	CCONJ
easat-1689	15	25	driving	drive	VERB
easat-1689	15	26	growth	growth	NOUN
easat-1689	15	27	.	.	PUNCT
easat-1689	16	1	in	in	ADP
easat-1689	16	2	this	this	DET
easat-1689	16	3	environment	environment	NOUN
easat-1689	16	4	,	,	PUNCT
easat-1689	16	5	in	in	ADP
easat-1689	16	6	order	order	NOUN
easat-1689	16	7	to	to	PART
easat-1689	16	8	optimize	optimize	VERB
easat-1689	16	9	resource	resource	NOUN
easat-1689	16	10	allocation	allocation	NOUN
easat-1689	16	11	,	,	PUNCT
easat-1689	16	12	mitigate	mitigate	VERB
easat-1689	16	13	risks	risk	NOUN
easat-1689	16	14	,	,	PUNCT
easat-1689	16	15	and	and	CCONJ
easat-1689	16	16	maximize	maximize	VERB
easat-1689	16	17	economic	economic	ADJ
easat-1689	16	18	benefits	benefit	NOUN
easat-1689	16	19	,	,	PUNCT
easat-1689	16	20	accurate	accurate	ADJ
easat-1689	16	21	forecasting	forecasting	NOUN
easat-1689	16	22	of	of	ADP
easat-1689	16	23	electricity	electricity	NOUN
easat-1689	16	24	prices	price	NOUN
easat-1689	16	25	becomes	become	VERB
easat-1689	16	26	a	a	DET
easat-1689	16	27	critical	critical	ADJ
easat-1689	16	28	tool	tool	NOUN
easat-1689	16	29	for	for	ADP
easat-1689	16	30	stakeholders	stakeholder	NOUN
easat-1689	16	31	,	,	PUNCT
easat-1689	16	32	policymakers	policymaker	NOUN
easat-1689	16	33	,	,	PUNCT
easat-1689	16	34	and	and	CCONJ
easat-1689	16	35	suppliers	supplier	NOUN
easat-1689	16	36	.	.	PUNCT
easat-1689	17	1	understanding	understand	VERB
easat-1689	17	2	spot	spot	NOUN
easat-1689	17	3	market	market	NOUN
easat-1689	17	4	volatility	volatility	NOUN
easat-1689	17	5	provides	provide	VERB
easat-1689	17	6	financial	financial	ADJ
easat-1689	17	7	benefits	benefit	NOUN
easat-1689	17	8	for	for	ADP
easat-1689	17	9	generators	generator	NOUN
easat-1689	17	10	while	while	SCONJ
easat-1689	17	11	maintaining	maintain	VERB
easat-1689	17	12	grid	grid	NOUN
easat-1689	17	13	stability	stability	NOUN
easat-1689	17	14	.	.	PUNCT
easat-1689	18	1	consumers	consumer	NOUN
easat-1689	18	2	are	be	AUX
easat-1689	18	3	also	also	ADV
easat-1689	18	4	able	able	ADJ
easat-1689	18	5	to	to	PART
easat-1689	18	6	use	use	VERB
easat-1689	18	7	forecasting	forecasting	NOUN
easat-1689	18	8	to	to	PART
easat-1689	18	9	make	make	VERB
easat-1689	18	10	informed	informed	ADJ
easat-1689	18	11	choices	choice	NOUN
easat-1689	18	12	and	and	CCONJ
easat-1689	18	13	avoid	avoid	VERB
easat-1689	18	14	loss	loss	NOUN
easat-1689	18	15	due	due	ADJ
easat-1689	18	16	to	to	ADP
easat-1689	18	17	high	high	ADJ
easat-1689	18	18	pricing	pricing	NOUN
easat-1689	18	19	.	.	PUNCT
easat-1689	19	1	as	as	ADP
easat-1689	19	2	a	a	DET
easat-1689	19	3	result	result	NOUN
easat-1689	19	4	,	,	PUNCT
easat-1689	19	5	ongoing	ongoing	ADJ
easat-1689	19	6	electricity	electricity	NOUN
easat-1689	19	7	market	market	NOUN
easat-1689	19	8	reforms	reform	NOUN
easat-1689	19	9	in	in	ADP
easat-1689	19	10	various	various	ADJ
easat-1689	19	11	countries	country	NOUN
easat-1689	19	12	highlight	highlight	VERB
easat-1689	19	13	the	the	DET
easat-1689	19	14	growing	grow	VERB
easat-1689	19	15	importance	importance	NOUN
easat-1689	19	16	of	of	ADP
easat-1689	19	17	accurate	accurate	ADJ
easat-1689	19	18	electricity	electricity	NOUN
easat-1689	19	19	price	price	NOUN
easat-1689	19	20	forecasting	forecasting	NOUN
easat-1689	19	21	.	.	PUNCT
easat-1689	20	1	electricity	electricity	NOUN
easat-1689	20	2	has	have	VERB
easat-1689	20	3	unique	unique	ADJ
easat-1689	20	4	characteristics	characteristic	NOUN
easat-1689	20	5	set	set	VERB
easat-1689	20	6	it	it	PRON
easat-1689	20	7	apart	apart	ADV
easat-1689	20	8	from	from	ADP
easat-1689	20	9	other	other	ADJ
easat-1689	20	10	commodities	commodity	NOUN
easat-1689	20	11	,	,	PUNCT
easat-1689	20	12	such	such	ADJ
easat-1689	20	13	as	as	ADP
easat-1689	20	14	oil	oil	NOUN
easat-1689	20	15	and	and	CCONJ
easat-1689	20	16	gas	gas	NOUN
easat-1689	20	17	.	.	PUNCT
easat-1689	21	1	unlike	unlike	ADP
easat-1689	21	2	these	these	DET
easat-1689	21	3	commodities	commodity	NOUN
easat-1689	21	4	,	,	PUNCT
easat-1689	21	5	it	it	PRON
easat-1689	21	6	has	have	VERB
easat-1689	21	7	no	no	DET
easat-1689	21	8	natural	natural	ADJ
easat-1689	21	9	storage	storage	NOUN
easat-1689	21	10	and	and	CCONJ
easat-1689	21	11	requires	require	VERB
easat-1689	21	12	a	a	DET
easat-1689	21	13	constant	constant	ADJ
easat-1689	21	14	balance	balance	NOUN
easat-1689	21	15	between	between	ADP
easat-1689	21	16	generation	generation	NOUN
easat-1689	21	17	and	and	CCONJ
easat-1689	21	18	demand	demand	NOUN
easat-1689	21	19	.	.	PUNCT
easat-1689	22	1	electricity	electricity	NOUN
easat-1689	22	2	prices	price	NOUN
easat-1689	22	3	have	have	VERB
easat-1689	22	4	intrinsic	intrinsic	ADJ
easat-1689	22	5	characteristics	characteristic	NOUN
easat-1689	22	6	such	such	ADJ
easat-1689	22	7	as	as	ADP
easat-1689	22	8	high	high	ADJ
easat-1689	22	9	frequency	frequency	NOUN
easat-1689	22	10	,	,	PUNCT
easat-1689	22	11	unstable	unstable	ADJ
easat-1689	22	12	mean	mean	NOUN
easat-1689	22	13	and	and	CCONJ
easat-1689	22	14	variance	variance	NOUN
easat-1689	22	15	,	,	PUNCT
easat-1689	22	16	seasonality	seasonality	NOUN
easat-1689	22	17	,	,	PUNCT
easat-1689	22	18	and	and	CCONJ
easat-1689	22	19	non	non	ADJ
easat-1689	22	20	-	-	ADJ
easat-1689	22	21	linear	linear	ADJ
easat-1689	22	22	behavior	behavior	NOUN
easat-1689	22	23	because	because	SCONJ
easat-1689	22	24	of	of	ADP
easat-1689	22	25	these	these	DET
easat-1689	22	26	unique	unique	ADJ
easat-1689	22	27	characteristics	characteristic	NOUN
easat-1689	22	28	.	.	PUNCT
easat-1689	23	1	this	this	PRON
easat-1689	23	2	makes	make	VERB
easat-1689	23	3	it	it	PRON
easat-1689	23	4	318	318	NUM
easat-1689	23	5	edelweiss	edelweiss	PROPN
easat-1689	23	6	applied	apply	VERB
easat-1689	23	7	science	science	NOUN
easat-1689	23	8	and	and	CCONJ
easat-1689	23	9	technology	technology	NOUN
easat-1689	23	10	issn	issn	PROPN
easat-1689	23	11	:	:	PUNCT
easat-1689	23	12	2576	2576	NUM
easat-1689	23	13	-	-	SYM
easat-1689	23	14	8484	8484	NUM
easat-1689	23	15	vol	vol	NOUN
easat-1689	23	16	.	.	PROPN
easat-1689	23	17	8	8	NUM
easat-1689	23	18	,	,	PUNCT
easat-1689	23	19	no	no	INTJ
easat-1689	23	20	.	.	NOUN
easat-1689	23	21	5	5	NUM
easat-1689	23	22	:	:	PUNCT
easat-1689	23	23	317	317	NUM
easat-1689	23	24	-	-	SYM
easat-1689	23	25	327	327	NUM
easat-1689	23	26	,	,	PUNCT
easat-1689	23	27	2024	2024	NUM
easat-1689	23	28	doi	doi	NOUN
easat-1689	23	29	:	:	PUNCT
easat-1689	23	30	10.55214/25768484.v8i5.1689	10.55214/25768484.v8i5.1689	NOUN
easat-1689	23	31	©	©	NOUN
easat-1689	23	32	2024	2024	NUM
easat-1689	23	33	by	by	ADP
easat-1689	23	34	the	the	DET
easat-1689	23	35	author	author	NOUN
easat-1689	23	36	;	;	PUNCT
easat-1689	23	37	licensee	licensee	PROPN
easat-1689	23	38	learning	learn	VERB
easat-1689	23	39	gate	gate	NOUN
easat-1689	23	40	challenging	challenge	VERB
easat-1689	23	41	to	to	PART
easat-1689	23	42	forecast	forecast	VERB
easat-1689	23	43	electricity	electricity	NOUN
easat-1689	23	44	prices	price	NOUN
easat-1689	23	45	accurately	accurately	ADV
easat-1689	23	46	.	.	PUNCT
easat-1689	24	1	therefore	therefore	ADV
easat-1689	24	2	,	,	PUNCT
easat-1689	24	3	to	to	PART
easat-1689	24	4	cope	cope	VERB
easat-1689	24	5	with	with	ADP
easat-1689	24	6	these	these	DET
easat-1689	24	7	complexities	complexity	NOUN
easat-1689	24	8	,	,	PUNCT
easat-1689	24	9	there	there	PRON
easat-1689	24	10	is	be	VERB
easat-1689	24	11	an	an	DET
easat-1689	24	12	urgent	urgent	ADJ
easat-1689	24	13	need	need	NOUN
easat-1689	24	14	to	to	PART
easat-1689	24	15	develop	develop	VERB
easat-1689	24	16	a	a	DET
easat-1689	24	17	high	high	ADJ
easat-1689	24	18	-	-	PUNCT
easat-1689	24	19	quality	quality	NOUN
easat-1689	24	20	and	and	CCONJ
easat-1689	24	21	efficient	efficient	ADJ
easat-1689	24	22	electricity	electricity	NOUN
easat-1689	24	23	price	price	NOUN
easat-1689	24	24	forecasting	forecasting	NOUN
easat-1689	24	25	model	model	NOUN
easat-1689	24	26	[	[	X
easat-1689	24	27	1	1	NUM
easat-1689	24	28	]	]	PUNCT
easat-1689	24	29	.	.	PUNCT
easat-1689	25	1	electricity	electricity	NOUN
easat-1689	25	2	price	price	NOUN
easat-1689	25	3	forecasting	forecasting	NOUN
easat-1689	25	4	has	have	AUX
easat-1689	25	5	been	be	AUX
easat-1689	25	6	the	the	DET
easat-1689	25	7	subject	subject	NOUN
easat-1689	25	8	of	of	ADP
easat-1689	25	9	various	various	ADJ
easat-1689	25	10	statistical	statistical	ADJ
easat-1689	25	11	and	and	CCONJ
easat-1689	25	12	econometric	econometric	ADJ
easat-1689	25	13	analyses	analysis	NOUN
easat-1689	25	14	,	,	PUNCT
easat-1689	25	15	including	include	VERB
easat-1689	25	16	vector	vector	NOUN
easat-1689	25	17	autoregression	autoregression	NOUN
easat-1689	25	18	,	,	PUNCT
easat-1689	25	19	error	error	NOUN
easat-1689	25	20	correction	correction	NOUN
easat-1689	25	21	,	,	PUNCT
easat-1689	25	22	and	and	CCONJ
easat-1689	25	23	autoregressive	autoregressive	ADJ
easat-1689	25	24	integrated	integrated	ADJ
easat-1689	25	25	moving	move	VERB
easat-1689	25	26	average	average	ADJ
easat-1689	25	27	models	model	NOUN
easat-1689	25	28	.	.	PUNCT
easat-1689	26	1	however	however	ADV
easat-1689	26	2	,	,	PUNCT
easat-1689	26	3	conventional	conventional	ADJ
easat-1689	26	4	methods	method	NOUN
easat-1689	26	5	encounter	encounter	VERB
easat-1689	26	6	difficulties	difficulty	NOUN
easat-1689	26	7	capturing	capture	VERB
easat-1689	26	8	electricity	electricity	NOUN
easat-1689	26	9	price	price	NOUN
easat-1689	26	10	data	datum	NOUN
easat-1689	26	11	's	's	PART
easat-1689	26	12	complex	complex	ADJ
easat-1689	26	13	,	,	PUNCT
easat-1689	26	14	non	non	ADJ
easat-1689	26	15	-	-	ADJ
easat-1689	26	16	linear	linear	ADJ
easat-1689	26	17	nature	nature	NOUN
easat-1689	26	18	,	,	PUNCT
easat-1689	26	19	leading	lead	VERB
easat-1689	26	20	to	to	ADP
easat-1689	26	21	less	less	ADV
easat-1689	26	22	precise	precise	ADJ
easat-1689	26	23	forecasting	forecasting	NOUN
easat-1689	26	24	.	.	PUNCT
easat-1689	27	1	therefore	therefore	ADV
easat-1689	27	2	,	,	PUNCT
easat-1689	27	3	exploring	explore	VERB
easat-1689	27	4	more	more	ADV
easat-1689	27	5	effective	effective	ADJ
easat-1689	27	6	forecasting	forecasting	NOUN
easat-1689	27	7	methods	method	NOUN
easat-1689	27	8	with	with	ADP
easat-1689	27	9	greater	great	ADJ
easat-1689	27	10	learning	learning	NOUN
easat-1689	27	11	capacity	capacity	NOUN
easat-1689	27	12	for	for	ADP
easat-1689	27	13	this	this	DET
easat-1689	27	14	data	data	NOUN
easat-1689	27	15	type	type	NOUN
easat-1689	27	16	is	be	AUX
easat-1689	27	17	crucial	crucial	ADJ
easat-1689	27	18	.	.	PUNCT
easat-1689	28	1	the	the	DET
easat-1689	28	2	forecasting	forecasting	NOUN
easat-1689	28	3	accuracy	accuracy	NOUN
easat-1689	28	4	of	of	ADP
easat-1689	28	5	non	non	ADJ
easat-1689	28	6	-	-	ADJ
easat-1689	28	7	linear	linear	ADJ
easat-1689	28	8	ai	ai	NOUN
easat-1689	28	9	methods	method	NOUN
easat-1689	28	10	typically	typically	ADV
easat-1689	28	11	surpasses	surpass	VERB
easat-1689	28	12	traditional	traditional	ADJ
easat-1689	28	13	econometric	econometric	ADJ
easat-1689	28	14	and	and	CCONJ
easat-1689	28	15	statistical	statistical	ADJ
easat-1689	28	16	models	model	NOUN
easat-1689	28	17	despite	despite	SCONJ
easat-1689	28	18	facing	face	VERB
easat-1689	28	19	challenges	challenge	NOUN
easat-1689	28	20	such	such	ADJ
easat-1689	28	21	as	as	ADP
easat-1689	28	22	parameter	parameter	NOUN
easat-1689	28	23	overfitting	overfitting	NOUN
easat-1689	28	24	and	and	CCONJ
easat-1689	28	25	optimization	optimization	NOUN
easat-1689	28	26	.	.	PUNCT
easat-1689	29	1	advanced	advanced	ADJ
easat-1689	29	2	artificial	artificial	ADJ
easat-1689	29	3	intelligence	intelligence	NOUN
easat-1689	29	4	(	(	PUNCT
easat-1689	29	5	ai	ai	NOUN
easat-1689	29	6	)	)	PUNCT
easat-1689	29	7	methods	method	NOUN
easat-1689	29	8	such	such	ADJ
easat-1689	29	9	as	as	ADP
easat-1689	29	10	artificial	artificial	ADJ
easat-1689	29	11	neural	neural	ADJ
easat-1689	29	12	networks	network	NOUN
easat-1689	29	13	(	(	PUNCT
easat-1689	29	14	anns	anns	PROPN
easat-1689	29	15	)	)	PUNCT
easat-1689	30	1	[	[	X
easat-1689	30	2	2	2	NUM
easat-1689	30	3	]	]	PUNCT
easat-1689	30	4	,	,	PUNCT
easat-1689	30	5	support	support	NOUN
easat-1689	30	6	vector	vector	NOUN
easat-1689	30	7	regression	regression	NOUN
easat-1689	30	8	(	(	PUNCT
easat-1689	30	9	svr	svr	PROPN
easat-1689	30	10	)	)	PUNCT
easat-1689	31	1	[	[	X
easat-1689	31	2	3	3	NUM
easat-1689	31	3	,	,	PUNCT
easat-1689	31	4	4	4	NUM
easat-1689	31	5	]	]	PUNCT
easat-1689	31	6	,	,	PUNCT
easat-1689	31	7	and	and	CCONJ
easat-1689	31	8	deep	deep	ADJ
easat-1689	31	9	learning	learning	NOUN
easat-1689	31	10	(	(	PUNCT
easat-1689	31	11	dl	dl	NOUN
easat-1689	31	12	)	)	PUNCT
easat-1689	31	13	techniques	technique	NOUN
easat-1689	32	1	[	[	X
easat-1689	32	2	5	5	X
easat-1689	32	3	]	]	PUNCT
easat-1689	32	4	have	have	AUX
easat-1689	32	5	been	be	AUX
easat-1689	32	6	developed	develop	VERB
easat-1689	32	7	and	and	CCONJ
easat-1689	32	8	implemented	implement	VERB
easat-1689	32	9	to	to	PART
easat-1689	32	10	enhance	enhance	VERB
easat-1689	32	11	the	the	DET
easat-1689	32	12	reliability	reliability	NOUN
easat-1689	32	13	of	of	ADP
easat-1689	32	14	electricity	electricity	NOUN
easat-1689	32	15	price	price	NOUN
easat-1689	32	16	forecasts	forecast	NOUN
easat-1689	32	17	.	.	PUNCT
easat-1689	33	1	anns	anns	PROPN
easat-1689	33	2	are	be	AUX
easat-1689	33	3	commonly	commonly	ADV
easat-1689	33	4	employed	employ	VERB
easat-1689	33	5	for	for	ADP
easat-1689	33	6	time	time	NOUN
easat-1689	33	7	series	series	PROPN
easat-1689	33	8	forecasting	forecasting	NOUN
easat-1689	33	9	,	,	PUNCT
easat-1689	33	10	underscoring	underscore	VERB
easat-1689	33	11	their	their	PRON
easat-1689	33	12	suitability	suitability	NOUN
easat-1689	33	13	for	for	ADP
easat-1689	33	14	this	this	DET
easat-1689	33	15	task	task	NOUN
easat-1689	33	16	.	.	PUNCT
easat-1689	34	1	combining	combine	VERB
easat-1689	34	2	the	the	DET
easat-1689	34	3	strengths	strength	NOUN
easat-1689	34	4	of	of	ADP
easat-1689	34	5	different	different	ADJ
easat-1689	34	6	ann	ann	PROPN
easat-1689	34	7	methods	method	NOUN
easat-1689	34	8	can	can	AUX
easat-1689	34	9	lead	lead	VERB
easat-1689	34	10	to	to	ADP
easat-1689	34	11	improved	improved	ADJ
easat-1689	34	12	forecasting	forecasting	NOUN
easat-1689	34	13	performance	performance	NOUN
easat-1689	34	14	.	.	PUNCT
easat-1689	35	1	the	the	DET
easat-1689	35	2	long	long	ADJ
easat-1689	35	3	short	short	ADJ
easat-1689	35	4	-	-	PUNCT
easat-1689	35	5	term	term	NOUN
easat-1689	35	6	memory	memory	NOUN
easat-1689	35	7	(	(	PUNCT
easat-1689	35	8	lstm	lstm	ADJ
easat-1689	35	9	)	)	PUNCT
easat-1689	35	10	method	method	NOUN
easat-1689	35	11	,	,	PUNCT
easat-1689	35	12	one	one	NUM
easat-1689	35	13	of	of	ADP
easat-1689	35	14	the	the	DET
easat-1689	35	15	variations	variation	NOUN
easat-1689	35	16	of	of	ADP
easat-1689	35	17	the	the	DET
easat-1689	35	18	recurrent	recurrent	ADJ
easat-1689	35	19	neural	neural	ADJ
easat-1689	35	20	network	network	NOUN
easat-1689	35	21	(	(	PUNCT
easat-1689	35	22	rnn	rnn	PROPN
easat-1689	35	23	)	)	PUNCT
easat-1689	35	24	,	,	PUNCT
easat-1689	35	25	is	be	AUX
easat-1689	35	26	considered	consider	VERB
easat-1689	35	27	the	the	DET
easat-1689	35	28	preferred	preferred	ADJ
easat-1689	35	29	option	option	NOUN
easat-1689	35	30	for	for	ADP
easat-1689	35	31	electricity	electricity	NOUN
easat-1689	35	32	price	price	NOUN
easat-1689	35	33	forecasting	forecasting	NOUN
easat-1689	35	34	[	[	X
easat-1689	35	35	6	6	NUM
easat-1689	35	36	]	]	PUNCT
easat-1689	35	37	.	.	PUNCT
easat-1689	36	1	for	for	ADP
easat-1689	36	2	an	an	DET
easat-1689	36	3	indepth	indepth	ADJ
easat-1689	36	4	analysis	analysis	NOUN
easat-1689	36	5	of	of	ADP
easat-1689	36	6	the	the	DET
easat-1689	36	7	recent	recent	ADJ
easat-1689	36	8	advancements	advancement	NOUN
easat-1689	36	9	in	in	ADP
easat-1689	36	10	electricity	electricity	NOUN
easat-1689	36	11	price	price	NOUN
easat-1689	36	12	forecasting	forecasting	NOUN
easat-1689	36	13	over	over	ADP
easat-1689	36	14	the	the	DET
easat-1689	36	15	last	last	ADJ
easat-1689	36	16	two	two	NUM
easat-1689	36	17	decades	decade	NOUN
easat-1689	36	18	,	,	PUNCT
easat-1689	36	19	please	please	INTJ
easat-1689	36	20	refer	refer	VERB
easat-1689	36	21	to	to	ADP
easat-1689	36	22	the	the	DET
easat-1689	36	23	comprehensive	comprehensive	ADJ
easat-1689	36	24	reviews	review	NOUN
easat-1689	36	25	in	in	ADP
easat-1689	36	26	[	[	PUNCT
easat-1689	36	27	7	7	NUM
easat-1689	36	28	-	-	SYM
easat-1689	36	29	9	9	NUM
easat-1689	36	30	]	]	PUNCT
easat-1689	36	31	.	.	PUNCT
easat-1689	37	1	moreover	moreover	ADV
easat-1689	37	2	,	,	PUNCT
easat-1689	37	3	several	several	ADJ
easat-1689	37	4	hybrid	hybrid	ADJ
easat-1689	37	5	prediction	prediction	NOUN
easat-1689	37	6	methods	method	NOUN
easat-1689	37	7	have	have	AUX
easat-1689	37	8	been	be	AUX
easat-1689	37	9	developed	develop	VERB
easat-1689	37	10	to	to	PART
easat-1689	37	11	enhance	enhance	VERB
easat-1689	37	12	prediction	prediction	NOUN
easat-1689	37	13	performance	performance	NOUN
easat-1689	37	14	.	.	PUNCT
easat-1689	38	1	ensemble	ensemble	ADJ
easat-1689	38	2	learning	learning	NOUN
easat-1689	38	3	,	,	PUNCT
easat-1689	38	4	a	a	DET
easat-1689	38	5	technique	technique	NOUN
easat-1689	38	6	that	that	PRON
easat-1689	38	7	involves	involve	VERB
easat-1689	38	8	training	train	VERB
easat-1689	38	9	multiple	multiple	ADJ
easat-1689	38	10	models	model	NOUN
easat-1689	38	11	and	and	CCONJ
easat-1689	38	12	combining	combine	VERB
easat-1689	38	13	their	their	PRON
easat-1689	38	14	outputs	output	NOUN
easat-1689	38	15	,	,	PUNCT
easat-1689	38	16	has	have	AUX
easat-1689	38	17	been	be	AUX
easat-1689	38	18	widely	widely	ADV
easat-1689	38	19	applied	apply	VERB
easat-1689	38	20	in	in	ADP
easat-1689	38	21	forecasting	forecasting	NOUN
easat-1689	38	22	time	time	NOUN
easat-1689	38	23	series	series	NOUN
easat-1689	38	24	in	in	ADP
easat-1689	38	25	various	various	ADJ
easat-1689	38	26	areas	area	NOUN
easat-1689	38	27	,	,	PUNCT
easat-1689	38	28	including	include	VERB
easat-1689	38	29	financial	financial	ADJ
easat-1689	38	30	time	time	NOUN
easat-1689	38	31	series	series	NOUN
easat-1689	38	32	prediction	prediction	NOUN
easat-1689	38	33	[	[	X
easat-1689	38	34	10	10	NUM
easat-1689	38	35	,	,	PUNCT
easat-1689	38	36	11	11	NUM
easat-1689	38	37	]	]	PUNCT
easat-1689	38	38	,	,	PUNCT
easat-1689	38	39	crude	crude	ADJ
easat-1689	38	40	oil	oil	NOUN
easat-1689	38	41	price	price	NOUN
easat-1689	38	42	prediction	prediction	NOUN
easat-1689	39	1	[	[	X
easat-1689	39	2	12	12	NUM
easat-1689	39	3	-	-	SYM
easat-1689	39	4	14	14	NUM
easat-1689	39	5	]	]	PUNCT
easat-1689	39	6	,	,	PUNCT
easat-1689	39	7	energy	energy	NOUN
easat-1689	39	8	production	production	NOUN
easat-1689	39	9	and	and	CCONJ
easat-1689	39	10	consumption	consumption	NOUN
easat-1689	39	11	prediction	prediction	NOUN
easat-1689	39	12	[	[	X
easat-1689	39	13	15	15	NUM
easat-1689	39	14	,	,	PUNCT
easat-1689	39	15	16	16	NUM
easat-1689	39	16	]	]	PUNCT
easat-1689	39	17	,	,	PUNCT
easat-1689	39	18	electricity	electricity	NOUN
easat-1689	39	19	demand	demand	NOUN
easat-1689	39	20	prediction	prediction	NOUN
easat-1689	39	21	[	[	X
easat-1689	39	22	17	17	NUM
easat-1689	39	23	-	-	SYM
easat-1689	39	24	21	21	NUM
easat-1689	39	25	]	]	PUNCT
easat-1689	39	26	,	,	PUNCT
easat-1689	39	27	and	and	CCONJ
easat-1689	39	28	electricity	electricity	NOUN
easat-1689	39	29	price	price	NOUN
easat-1689	39	30	forecasting	forecasting	NOUN
easat-1689	40	1	[	[	X
easat-1689	40	2	22	22	NUM
easat-1689	40	3	-	-	SYM
easat-1689	40	4	24	24	NUM
easat-1689	40	5	]	]	PUNCT
easat-1689	40	6	.	.	PUNCT
easat-1689	41	1	ensemble	ensemble	ADJ
easat-1689	41	2	learning	learning	NOUN
easat-1689	41	3	models	model	NOUN
easat-1689	41	4	like	like	ADP
easat-1689	41	5	adaboost	adaboost	ADV
easat-1689	41	6	,	,	PUNCT
easat-1689	41	7	gradient	gradient	ADJ
easat-1689	41	8	boosting	boosting	NOUN
easat-1689	41	9	,	,	PUNCT
easat-1689	41	10	and	and	CCONJ
easat-1689	41	11	bagging	bagging	NOUN
easat-1689	41	12	leverage	leverage	NOUN
easat-1689	41	13	the	the	DET
easat-1689	41	14	strengths	strength	NOUN
easat-1689	41	15	of	of	ADP
easat-1689	41	16	multiple	multiple	ADJ
easat-1689	41	17	base	base	NOUN
easat-1689	41	18	learners	learner	NOUN
easat-1689	41	19	to	to	PART
easat-1689	41	20	enhance	enhance	VERB
easat-1689	41	21	forecast	forecast	NOUN
easat-1689	41	22	accuracy	accuracy	NOUN
easat-1689	41	23	.	.	PUNCT
easat-1689	42	1	these	these	DET
easat-1689	42	2	approaches	approach	NOUN
easat-1689	42	3	are	be	AUX
easat-1689	42	4	especially	especially	ADV
easat-1689	42	5	beneficial	beneficial	ADJ
easat-1689	42	6	for	for	ADP
easat-1689	42	7	reducing	reduce	VERB
easat-1689	42	8	overfitting	overfitte	VERB
easat-1689	42	9	and	and	CCONJ
easat-1689	42	10	enhancing	enhance	VERB
easat-1689	42	11	the	the	DET
easat-1689	42	12	reliability	reliability	NOUN
easat-1689	42	13	of	of	ADP
easat-1689	42	14	predictions	prediction	NOUN
easat-1689	42	15	.	.	PUNCT
easat-1689	43	1	the	the	DET
easat-1689	43	2	adaboost	adaboost	ADJ
easat-1689	43	3	algorithm	algorithm	NOUN
easat-1689	43	4	has	have	AUX
easat-1689	43	5	been	be	AUX
easat-1689	43	6	thoroughly	thoroughly	ADV
easat-1689	43	7	researched	research	VERB
easat-1689	43	8	in	in	ADP
easat-1689	43	9	the	the	DET
easat-1689	43	10	literature	literature	NOUN
easat-1689	43	11	because	because	SCONJ
easat-1689	43	12	it	it	PRON
easat-1689	43	13	can	can	AUX
easat-1689	43	14	enhance	enhance	VERB
easat-1689	43	15	the	the	DET
easat-1689	43	16	accuracy	accuracy	NOUN
easat-1689	43	17	of	of	ADP
easat-1689	43	18	weak	weak	ADJ
easat-1689	43	19	classifiers	classifier	NOUN
easat-1689	43	20	by	by	ADP
easat-1689	43	21	amalgamating	amalgamate	VERB
easat-1689	43	22	them	they	PRON
easat-1689	43	23	into	into	ADP
easat-1689	43	24	a	a	DET
easat-1689	43	25	robust	robust	ADJ
easat-1689	43	26	predictive	predictive	ADJ
easat-1689	43	27	model	model	NOUN
easat-1689	43	28	.	.	PUNCT
easat-1689	44	1	this	this	DET
easat-1689	44	2	technique	technique	NOUN
easat-1689	44	3	is	be	AUX
easat-1689	44	4	especially	especially	ADV
easat-1689	44	5	effective	effective	ADJ
easat-1689	44	6	when	when	SCONJ
easat-1689	44	7	individual	individual	ADJ
easat-1689	44	8	models	model	NOUN
easat-1689	44	9	have	have	VERB
easat-1689	44	10	difficulty	difficulty	NOUN
easat-1689	44	11	performing	perform	VERB
easat-1689	44	12	well	well	ADV
easat-1689	44	13	,	,	PUNCT
easat-1689	44	14	as	as	SCONJ
easat-1689	44	15	adaboost	adaboost	ADV
easat-1689	44	16	adjusts	adjust	VERB
easat-1689	44	17	the	the	DET
easat-1689	44	18	weights	weight	NOUN
easat-1689	44	19	of	of	ADP
easat-1689	44	20	misclassified	misclassifie	VERB
easat-1689	44	21	instances	instance	NOUN
easat-1689	44	22	iteratively	iteratively	ADV
easat-1689	44	23	,	,	PUNCT
easat-1689	44	24	guaranteeing	guarantee	VERB
easat-1689	44	25	that	that	SCONJ
easat-1689	44	26	subsequent	subsequent	ADJ
easat-1689	44	27	models	model	NOUN
easat-1689	44	28	concentrate	concentrate	VERB
easat-1689	44	29	more	more	ADV
easat-1689	44	30	on	on	ADP
easat-1689	44	31	these	these	DET
easat-1689	44	32	challenging	challenging	ADJ
easat-1689	44	33	cases	case	NOUN
easat-1689	44	34	[	[	X
easat-1689	44	35	25	25	NUM
easat-1689	44	36	]	]	PUNCT
easat-1689	44	37	.	.	PUNCT
easat-1689	45	1	the	the	DET
easat-1689	45	2	adaboost	adaboost	ADJ
easat-1689	45	3	algorithm	algorithm	NOUN
easat-1689	45	4	integrates	integrate	NOUN
easat-1689	45	5	machine	machine	NOUN
easat-1689	45	6	learning	learning	NOUN
easat-1689	45	7	(	(	PUNCT
easat-1689	45	8	ml	ml	NOUN
easat-1689	45	9	)	)	PUNCT
easat-1689	45	10	techniques	technique	NOUN
easat-1689	45	11	into	into	ADP
easat-1689	45	12	a	a	DET
easat-1689	45	13	unified	unified	ADJ
easat-1689	45	14	forecasting	forecasting	NOUN
easat-1689	45	15	model	model	NOUN
easat-1689	45	16	,	,	PUNCT
easat-1689	45	17	effectively	effectively	ADV
easat-1689	45	18	mitigating	mitigate	VERB
easat-1689	45	19	bias	bias	NOUN
easat-1689	45	20	.	.	PUNCT
easat-1689	46	1	throughout	throughout	ADP
easat-1689	46	2	the	the	DET
easat-1689	46	3	boosting	boost	VERB
easat-1689	46	4	process	process	NOUN
easat-1689	46	5	,	,	PUNCT
easat-1689	46	6	observations	observation	NOUN
easat-1689	46	7	are	be	AUX
easat-1689	46	8	weighted	weight	VERB
easat-1689	46	9	to	to	PART
easat-1689	46	10	ensure	ensure	VERB
easat-1689	46	11	each	each	PRON
easat-1689	46	12	contributes	contribute	VERB
easat-1689	46	13	to	to	ADP
easat-1689	46	14	multiple	multiple	ADJ
easat-1689	46	15	combinations	combination	NOUN
easat-1689	46	16	.	.	PUNCT
easat-1689	47	1	this	this	DET
easat-1689	47	2	approach	approach	NOUN
easat-1689	47	3	enables	enable	VERB
easat-1689	47	4	subsequent	subsequent	ADJ
easat-1689	47	5	learners	learner	NOUN
easat-1689	47	6	to	to	PART
easat-1689	47	7	concentrate	concentrate	VERB
easat-1689	47	8	on	on	ADP
easat-1689	47	9	and	and	CCONJ
easat-1689	47	10	learn	learn	VERB
easat-1689	47	11	from	from	ADP
easat-1689	47	12	challenging	challenging	ADJ
easat-1689	47	13	cases	case	NOUN
easat-1689	47	14	during	during	ADP
easat-1689	47	15	their	their	PRON
easat-1689	47	16	training	training	NOUN
easat-1689	47	17	.	.	PUNCT
easat-1689	48	1	a	a	DET
easat-1689	48	2	common	common	ADJ
easat-1689	48	3	practice	practice	NOUN
easat-1689	48	4	in	in	ADP
easat-1689	48	5	the	the	DET
easat-1689	48	6	ensemble	ensemble	ADJ
easat-1689	48	7	learning	learning	NOUN
easat-1689	48	8	technique	technique	NOUN
easat-1689	48	9	is	be	AUX
easat-1689	48	10	using	use	VERB
easat-1689	48	11	the	the	DET
easat-1689	48	12	adaptive	adaptive	ADJ
easat-1689	48	13	boosting	boost	VERB
easat-1689	48	14	algorithm	algorithm	NOUN
easat-1689	48	15	(	(	PUNCT
easat-1689	48	16	adaboost	adaboost	ADV
easat-1689	48	17	)	)	PUNCT
easat-1689	48	18	to	to	PART
easat-1689	48	19	combine	combine	VERB
easat-1689	48	20	various	various	ADJ
easat-1689	48	21	rnn	rnn	NOUN
easat-1689	48	22	-	-	PUNCT
easat-1689	48	23	based	base	VERB
easat-1689	48	24	predictors	predictor	NOUN
easat-1689	48	25	.	.	PUNCT
easat-1689	49	1	the	the	DET
easat-1689	49	2	ensemble	ensemble	ADJ
easat-1689	49	3	learning	learning	NOUN
easat-1689	49	4	models	model	NOUN
easat-1689	49	5	adaboost	adaboost	ADV
easat-1689	49	6	-	-	PUNCT
easat-1689	49	7	lstm	lstm	ADJ
easat-1689	49	8	,	,	PUNCT
easat-1689	49	9	adaboost	adaboost	ADJ
easat-1689	49	10	-	-	PUNCT
easat-1689	49	11	blstm	blstm	NOUN
easat-1689	49	12	,	,	PUNCT
easat-1689	49	13	and	and	CCONJ
easat-1689	49	14	adaboost	adaboost	ADJ
easat-1689	49	15	-	-	PUNCT
easat-1689	49	16	gru	gru	NOUN
easat-1689	49	17	harness	harness	NOUN
easat-1689	49	18	the	the	DET
easat-1689	49	19	power	power	NOUN
easat-1689	49	20	of	of	ADP
easat-1689	49	21	two	two	NUM
easat-1689	49	22	robust	robust	ADJ
easat-1689	49	23	machine	machine	NOUN
easat-1689	49	24	learning	learn	VERB
easat-1689	49	25	techniques	technique	NOUN
easat-1689	49	26	:	:	PUNCT
easat-1689	49	27	adaboost	adaboost	ADV
easat-1689	49	28	,	,	PUNCT
easat-1689	49	29	an	an	DET
easat-1689	49	30	ensemble	ensemble	ADJ
easat-1689	49	31	method	method	NOUN
easat-1689	49	32	celebrated	celebrate	VERB
easat-1689	49	33	for	for	ADP
easat-1689	49	34	its	its	PRON
easat-1689	49	35	boosting	boost	VERB
easat-1689	49	36	capabilities	capability	NOUN
easat-1689	49	37	,	,	PUNCT
easat-1689	49	38	and	and	CCONJ
easat-1689	49	39	lstm	lstm	NOUN
easat-1689	49	40	,	,	PUNCT
easat-1689	49	41	bilstm	bilstm	NOUN
easat-1689	49	42	,	,	PUNCT
easat-1689	49	43	and	and	CCONJ
easat-1689	49	44	gru	gru	NOUN
easat-1689	49	45	types	type	NOUN
easat-1689	49	46	of	of	ADP
easat-1689	49	47	rnns	rnn	NOUN
easat-1689	49	48	which	which	PRON
easat-1689	49	49	are	be	AUX
easat-1689	49	50	specifically	specifically	ADV
easat-1689	49	51	designed	design	VERB
easat-1689	49	52	for	for	ADP
easat-1689	49	53	time	time	NOUN
easat-1689	49	54	-	-	PUNCT
easat-1689	49	55	series	series	NOUN
easat-1689	49	56	forecasting	forecasting	NOUN
easat-1689	49	57	[	[	X
easat-1689	49	58	26	26	NUM
easat-1689	49	59	-	-	SYM
easat-1689	49	60	29	29	NUM
easat-1689	49	61	]	]	PUNCT
easat-1689	49	62	.	.	PUNCT
easat-1689	50	1	these	these	DET
easat-1689	50	2	innovative	innovative	ADJ
easat-1689	50	3	hybrid	hybrid	ADJ
easat-1689	50	4	approaches	approach	NOUN
easat-1689	50	5	have	have	AUX
easat-1689	50	6	been	be	AUX
easat-1689	50	7	increasingly	increasingly	ADV
easat-1689	50	8	recognized	recognize	VERB
easat-1689	50	9	in	in	ADP
easat-1689	50	10	academic	academic	ADJ
easat-1689	50	11	literature	literature	NOUN
easat-1689	50	12	for	for	ADP
easat-1689	50	13	their	their	PRON
easat-1689	50	14	efficacy	efficacy	NOUN
easat-1689	50	15	in	in	ADP
easat-1689	50	16	addressing	address	VERB
easat-1689	50	17	intricate	intricate	ADJ
easat-1689	50	18	,	,	PUNCT
easat-1689	50	19	nonlinear	nonlinear	ADJ
easat-1689	50	20	patterns	pattern	NOUN
easat-1689	50	21	in	in	ADP
easat-1689	50	22	sequential	sequential	ADJ
easat-1689	50	23	data	datum	NOUN
easat-1689	50	24	,	,	PUNCT
easat-1689	50	25	particularly	particularly	ADV
easat-1689	50	26	in	in	ADP
easat-1689	50	27	domains	domain	NOUN
easat-1689	50	28	like	like	ADP
easat-1689	50	29	financial	financial	ADJ
easat-1689	50	30	markets	market	NOUN
easat-1689	50	31	,	,	PUNCT
easat-1689	50	32	energy	energy	NOUN
easat-1689	50	33	prices	price	NOUN
easat-1689	50	34	,	,	PUNCT
easat-1689	50	35	and	and	CCONJ
easat-1689	50	36	other	other	ADJ
easat-1689	50	37	forecasting	forecasting	NOUN
easat-1689	50	38	fields	field	NOUN
easat-1689	50	39	.	.	PUNCT
easat-1689	51	1	this	this	DET
easat-1689	51	2	research	research	NOUN
easat-1689	51	3	delves	delve	VERB
easat-1689	51	4	into	into	ADP
easat-1689	51	5	three	three	NUM
easat-1689	51	6	ensemble	ensemble	ADJ
easat-1689	51	7	approaches	approach	NOUN
easat-1689	51	8	adaboost	adaboost	ADJ
easat-1689	51	9	-	-	PUNCT
easat-1689	51	10	lstm	lstm	ADJ
easat-1689	51	11	,	,	PUNCT
easat-1689	51	12	adaboost	adaboost	ADJ
easat-1689	51	13	-	-	PUNCT
easat-1689	51	14	blstm	blstm	NOUN
easat-1689	51	15	,	,	PUNCT
easat-1689	51	16	and	and	CCONJ
easat-1689	51	17	adaboost	adaboost	ADJ
easat-1689	51	18	-	-	PUNCT
easat-1689	51	19	gru	gru	NOUN
easat-1689	51	20	models	model	NOUN
easat-1689	51	21	to	to	PART
easat-1689	51	22	enhance	enhance	VERB
easat-1689	51	23	the	the	DET
easat-1689	51	24	accuracy	accuracy	NOUN
easat-1689	51	25	of	of	ADP
easat-1689	51	26	electricity	electricity	NOUN
easat-1689	51	27	price	price	NOUN
easat-1689	51	28	predictions	prediction	NOUN
easat-1689	51	29	.	.	PUNCT
easat-1689	52	1	currently	currently	ADV
easat-1689	52	2	,	,	PUNCT
easat-1689	52	3	there	there	PRON
easat-1689	52	4	is	be	VERB
easat-1689	52	5	a	a	DET
easat-1689	52	6	lack	lack	NOUN
easat-1689	52	7	of	of	ADP
easat-1689	52	8	studies	study	NOUN
easat-1689	52	9	in	in	ADP
easat-1689	52	10	the	the	DET
easat-1689	52	11	literature	literature	NOUN
easat-1689	52	12	that	that	PRON
easat-1689	52	13	make	make	VERB
easat-1689	52	14	use	use	NOUN
easat-1689	52	15	of	of	ADP
easat-1689	52	16	the	the	DET
easat-1689	52	17	proposed	propose	VERB
easat-1689	52	18	ensemble	ensemble	ADJ
easat-1689	52	19	models	model	NOUN
easat-1689	52	20	for	for	ADP
easat-1689	52	21	forecasting	forecast	VERB
easat-1689	52	22	electricity	electricity	NOUN
easat-1689	52	23	prices	price	NOUN
easat-1689	52	24	.	.	PUNCT
easat-1689	53	1	this	this	PRON
easat-1689	53	2	creates	create	VERB
easat-1689	53	3	an	an	DET
easat-1689	53	4	opportunity	opportunity	NOUN
easat-1689	53	5	to	to	PART
easat-1689	53	6	contribute	contribute	VERB
easat-1689	53	7	new	new	ADJ
easat-1689	53	8	insights	insight	NOUN
easat-1689	53	9	to	to	ADP
easat-1689	53	10	this	this	DET
easat-1689	53	11	area	area	NOUN
easat-1689	53	12	of	of	ADP
easat-1689	53	13	research	research	NOUN
easat-1689	53	14	.	.	PUNCT
easat-1689	54	1	these	these	DET
easat-1689	54	2	models	model	NOUN
easat-1689	54	3	leverage	leverage	VERB
easat-1689	54	4	the	the	DET
easat-1689	54	5	adaboost	adaboost	ADJ
easat-1689	54	6	algorithm	algorithm	NOUN
easat-1689	54	7	in	in	ADP
easat-1689	54	8	conjunction	conjunction	NOUN
easat-1689	54	9	with	with	ADP
easat-1689	54	10	lstm	lstm	PROPN
easat-1689	54	11	,	,	PUNCT
easat-1689	54	12	bi	bi	NOUN
easat-1689	54	13	-	-	ADJ
easat-1689	54	14	lstm	lstm	ADJ
easat-1689	54	15	,	,	PUNCT
easat-1689	54	16	and	and	CCONJ
easat-1689	54	17	gru	gru	NOUN
easat-1689	54	18	networks	network	NOUN
easat-1689	54	19	,	,	PUNCT
easat-1689	54	20	respectively	respectively	ADV
easat-1689	54	21	.	.	PUNCT
easat-1689	55	1	the	the	DET
easat-1689	55	2	study	study	NOUN
easat-1689	55	3	assesses	assess	VERB
easat-1689	55	4	these	these	DET
easat-1689	55	5	new	new	ADJ
easat-1689	55	6	models	model	NOUN
easat-1689	55	7	'	'	PART
easat-1689	55	8	predictive	predictive	ADJ
easat-1689	55	9	capabilities	capability	NOUN
easat-1689	55	10	compared	compare	VERB
easat-1689	55	11	to	to	ADP
easat-1689	55	12	individual	individual	ADJ
easat-1689	55	13	rnnbased	rnnbase	VERB
easat-1689	55	14	models	model	NOUN
easat-1689	55	15	(	(	PUNCT
easat-1689	55	16	lstm	lstm	PROPN
easat-1689	55	17	,	,	PUNCT
easat-1689	55	18	bi	bi	NOUN
easat-1689	55	19	-	-	ADJ
easat-1689	55	20	lstm	lstm	ADJ
easat-1689	55	21	,	,	PUNCT
easat-1689	55	22	gru	gru	PROPN
easat-1689	55	23	)	)	PUNCT
easat-1689	55	24	using	use	VERB
easat-1689	55	25	daily	daily	ADJ
easat-1689	55	26	maximum	maximum	ADJ
easat-1689	55	27	electricity	electricity	NOUN
easat-1689	55	28	prices	price	NOUN
easat-1689	55	29	from	from	ADP
easat-1689	55	30	january	january	PROPN
easat-1689	55	31	1	1	NUM
easat-1689	55	32	,	,	PUNCT
easat-1689	55	33	2004	2004	NUM
easat-1689	55	34	,	,	PUNCT
easat-1689	55	35	to	to	ADP
easat-1689	55	36	december	december	PROPN
easat-1689	55	37	31	31	NUM
easat-1689	55	38	,	,	PUNCT
easat-1689	55	39	2008	2008	NUM
easat-1689	55	40	.	.	PUNCT
easat-1689	56	1	it	it	PRON
easat-1689	56	2	's	be	AUX
easat-1689	56	3	noteworthy	noteworthy	ADJ
easat-1689	56	4	that	that	SCONJ
easat-1689	56	5	no	no	DET
easat-1689	56	6	existing	exist	VERB
easat-1689	56	7	research	research	NOUN
easat-1689	56	8	has	have	AUX
easat-1689	56	9	undertaken	undertake	VERB
easat-1689	56	10	a	a	DET
easat-1689	56	11	comparative	comparative	ADJ
easat-1689	56	12	analysis	analysis	NOUN
easat-1689	56	13	of	of	ADP
easat-1689	56	14	the	the	DET
easat-1689	56	15	efficacy	efficacy	NOUN
easat-1689	56	16	of	of	ADP
easat-1689	56	17	these	these	DET
easat-1689	56	18	single	single	ADJ
easat-1689	56	19	and	and	CCONJ
easat-1689	56	20	ensemble	ensemble	ADJ
easat-1689	56	21	models	model	NOUN
easat-1689	56	22	.	.	PUNCT
easat-1689	57	1	while	while	SCONJ
easat-1689	57	2	the	the	DET
easat-1689	57	3	individual	individual	ADJ
easat-1689	57	4	models	model	NOUN
easat-1689	57	5	are	be	AUX
easat-1689	57	6	well	well	ADV
easat-1689	57	7	-	-	PUNCT
easat-1689	57	8	regarded	regard	VERB
easat-1689	57	9	for	for	ADP
easat-1689	57	10	319	319	NUM
easat-1689	57	11	edelweiss	edelweiss	PROPN
easat-1689	57	12	applied	apply	VERB
easat-1689	57	13	science	science	NOUN
easat-1689	57	14	and	and	CCONJ
easat-1689	57	15	technology	technology	NOUN
easat-1689	57	16	issn	issn	PROPN
easat-1689	57	17	:	:	PUNCT
easat-1689	57	18	2576	2576	NUM
easat-1689	57	19	-	-	SYM
easat-1689	57	20	8484	8484	NUM
easat-1689	57	21	vol	vol	NOUN
easat-1689	57	22	.	.	PROPN
easat-1689	57	23	8	8	NUM
easat-1689	57	24	,	,	PUNCT
easat-1689	57	25	no	no	INTJ
easat-1689	57	26	.	.	NOUN
easat-1689	57	27	5	5	NUM
easat-1689	57	28	:	:	PUNCT
easat-1689	57	29	317	317	NUM
easat-1689	57	30	-	-	SYM
easat-1689	57	31	327	327	NUM
easat-1689	57	32	,	,	PUNCT
easat-1689	57	33	2024	2024	NUM
easat-1689	57	34	doi	doi	NOUN
easat-1689	57	35	:	:	PUNCT
easat-1689	57	36	10.55214/25768484.v8i5.1689	10.55214/25768484.v8i5.1689	NOUN
easat-1689	57	37	©	©	NOUN
easat-1689	57	38	2024	2024	NUM
easat-1689	57	39	by	by	ADP
easat-1689	57	40	the	the	DET
easat-1689	57	41	author	author	NOUN
easat-1689	57	42	;	;	PUNCT
easat-1689	57	43	licensee	licensee	PROPN
easat-1689	57	44	learning	learning	NOUN
easat-1689	57	45	gate	gate	VERB
easat-1689	57	46	their	their	PRON
easat-1689	57	47	ability	ability	NOUN
easat-1689	57	48	to	to	PART
easat-1689	57	49	improve	improve	VERB
easat-1689	57	50	forecasting	forecasting	NOUN
easat-1689	57	51	accuracy	accuracy	NOUN
easat-1689	57	52	,	,	PUNCT
easat-1689	57	53	the	the	DET
easat-1689	57	54	proposed	propose	VERB
easat-1689	57	55	boosting	boost	VERB
easat-1689	57	56	ensemble	ensemble	ADJ
easat-1689	57	57	methods	method	NOUN
easat-1689	57	58	(	(	PUNCT
easat-1689	57	59	adaboostlstm	adaboostlstm	PROPN
easat-1689	57	60	,	,	PUNCT
easat-1689	57	61	adaboost	adaboost	ADJ
easat-1689	57	62	-	-	PUNCT
easat-1689	57	63	blstm	blstm	NOUN
easat-1689	57	64	,	,	PUNCT
easat-1689	57	65	and	and	CCONJ
easat-1689	57	66	adaboost	adaboost	PROPN
easat-1689	57	67	-	-	PUNCT
easat-1689	57	68	gru	gru	NOUN
easat-1689	57	69	)	)	PUNCT
easat-1689	57	70	have	have	AUX
easat-1689	57	71	not	not	PART
easat-1689	57	72	been	be	AUX
easat-1689	57	73	widely	widely	ADV
easat-1689	57	74	applied	apply	VERB
easat-1689	57	75	in	in	ADP
easat-1689	57	76	the	the	DET
easat-1689	57	77	realm	realm	NOUN
easat-1689	57	78	of	of	ADP
easat-1689	57	79	electricity	electricity	NOUN
easat-1689	57	80	price	price	NOUN
easat-1689	57	81	forecasting	forecasting	NOUN
easat-1689	57	82	,	,	PUNCT
easat-1689	57	83	despite	despite	SCONJ
easat-1689	57	84	their	their	PRON
easat-1689	57	85	utilization	utilization	NOUN
easat-1689	57	86	in	in	ADP
easat-1689	57	87	other	other	ADJ
easat-1689	57	88	domains	domain	NOUN
easat-1689	57	89	such	such	ADJ
easat-1689	57	90	as	as	ADP
easat-1689	57	91	financial	financial	ADJ
easat-1689	57	92	forecasting	forecasting	NOUN
easat-1689	57	93	.	.	PUNCT
easat-1689	58	1	the	the	DET
easat-1689	58	2	paper	paper	NOUN
easat-1689	58	3	is	be	AUX
easat-1689	58	4	structured	structure	VERB
easat-1689	58	5	as	as	SCONJ
easat-1689	58	6	follows	follow	VERB
easat-1689	58	7	:	:	PUNCT
easat-1689	58	8	first	first	ADV
easat-1689	58	9	,	,	PUNCT
easat-1689	58	10	the	the	DET
easat-1689	58	11	relevant	relevant	ADJ
easat-1689	58	12	methodology	methodology	NOUN
easat-1689	58	13	for	for	ADP
easat-1689	58	14	both	both	CCONJ
easat-1689	58	15	single	single	ADJ
easat-1689	58	16	and	and	CCONJ
easat-1689	58	17	proposed	propose	VERB
easat-1689	58	18	ensemble	ensemble	ADJ
easat-1689	58	19	prediction	prediction	NOUN
easat-1689	58	20	methods	method	NOUN
easat-1689	58	21	is	be	AUX
easat-1689	58	22	presented	present	VERB
easat-1689	58	23	.	.	PUNCT
easat-1689	59	1	section	section	NOUN
easat-1689	59	2	2	2	NUM
easat-1689	59	3	includes	include	VERB
easat-1689	59	4	data	datum	NOUN
easat-1689	59	5	analysis	analysis	NOUN
easat-1689	59	6	,	,	PUNCT
easat-1689	59	7	providing	provide	VERB
easat-1689	59	8	detailed	detailed	ADJ
easat-1689	59	9	information	information	NOUN
easat-1689	59	10	about	about	ADP
easat-1689	59	11	the	the	DET
easat-1689	59	12	dataset	dataset	NOUN
easat-1689	59	13	and	and	CCONJ
easat-1689	59	14	the	the	DET
easat-1689	59	15	preprocessing	preprocessing	NOUN
easat-1689	59	16	steps	step	NOUN
easat-1689	59	17	.	.	PUNCT
easat-1689	60	1	section	section	NOUN
easat-1689	60	2	4	4	NUM
easat-1689	60	3	details	detail	NOUN
easat-1689	60	4	the	the	DET
easat-1689	60	5	experimental	experimental	ADJ
easat-1689	60	6	settings	setting	NOUN
easat-1689	60	7	of	of	ADP
easat-1689	60	8	all	all	DET
easat-1689	60	9	the	the	DET
easat-1689	60	10	prediction	prediction	NOUN
easat-1689	60	11	methods	method	NOUN
easat-1689	60	12	.	.	PUNCT
easat-1689	61	1	section	section	NOUN
easat-1689	61	2	5	5	NUM
easat-1689	61	3	explains	explain	VERB
easat-1689	61	4	the	the	DET
easat-1689	61	5	evaluation	evaluation	NOUN
easat-1689	61	6	metrics	metric	NOUN
easat-1689	61	7	used	use	VERB
easat-1689	61	8	to	to	PART
easat-1689	61	9	assess	assess	VERB
easat-1689	61	10	electricity	electricity	NOUN
easat-1689	61	11	price	price	NOUN
easat-1689	61	12	prediction	prediction	NOUN
easat-1689	61	13	results	result	NOUN
easat-1689	61	14	.	.	PUNCT
easat-1689	62	1	section	section	NOUN
easat-1689	62	2	6	6	NUM
easat-1689	62	3	presents	present	VERB
easat-1689	62	4	the	the	DET
easat-1689	62	5	prediction	prediction	NOUN
easat-1689	62	6	performance	performance	NOUN
easat-1689	62	7	results	result	NOUN
easat-1689	62	8	of	of	ADP
easat-1689	62	9	the	the	DET
easat-1689	62	10	models	model	NOUN
easat-1689	62	11	and	and	CCONJ
easat-1689	62	12	discusses	discuss	VERB
easat-1689	62	13	the	the	DET
easat-1689	62	14	findings	finding	NOUN
easat-1689	62	15	.	.	PUNCT
easat-1689	63	1	the	the	DET
easat-1689	63	2	final	final	ADJ
easat-1689	63	3	section	section	NOUN
easat-1689	63	4	outlines	outline	VERB
easat-1689	63	5	conclusions	conclusion	NOUN
easat-1689	63	6	and	and	CCONJ
easat-1689	63	7	future	future	ADJ
easat-1689	63	8	work	work	NOUN
easat-1689	63	9	.	.	PUNCT
easat-1689	64	1	2	2	X
easat-1689	64	2	.	.	X
easat-1689	64	3	methodology	methodology	NOUN
easat-1689	64	4	2.1	2.1	NUM
easat-1689	64	5	.	.	PUNCT
easat-1689	65	1	lstm	lstm	NOUN
easat-1689	65	2	in	in	ADP
easat-1689	65	3	traditional	traditional	ADJ
easat-1689	65	4	neural	neural	ADJ
easat-1689	65	5	networks	network	NOUN
easat-1689	65	6	,	,	PUNCT
easat-1689	65	7	the	the	DET
easat-1689	65	8	assumption	assumption	NOUN
easat-1689	65	9	of	of	ADP
easat-1689	65	10	independent	independent	ADJ
easat-1689	65	11	inputs	input	NOUN
easat-1689	65	12	limits	limit	VERB
easat-1689	65	13	their	their	PRON
easat-1689	65	14	effectiveness	effectiveness	NOUN
easat-1689	65	15	with	with	ADP
easat-1689	65	16	sequential	sequential	ADJ
easat-1689	65	17	data	datum	NOUN
easat-1689	65	18	and	and	CCONJ
easat-1689	65	19	varied	varied	ADJ
easat-1689	65	20	input	input	NOUN
easat-1689	65	21	and	and	CCONJ
easat-1689	65	22	output	output	NOUN
easat-1689	65	23	sizes	size	NOUN
easat-1689	65	24	.	.	PUNCT
easat-1689	66	1	however	however	ADV
easat-1689	66	2	,	,	PUNCT
easat-1689	66	3	the	the	DET
easat-1689	66	4	rnn	rnn	NOUN
easat-1689	66	5	is	be	AUX
easat-1689	66	6	particularly	particularly	ADV
easat-1689	66	7	suited	suit	VERB
easat-1689	66	8	to	to	ADP
easat-1689	66	9	sequential	sequential	ADJ
easat-1689	66	10	data	datum	NOUN
easat-1689	66	11	using	use	VERB
easat-1689	66	12	memory	memory	NOUN
easat-1689	66	13	loops	loop	NOUN
easat-1689	66	14	and	and	CCONJ
easat-1689	66	15	recurrent	recurrent	ADJ
easat-1689	66	16	hidden	hide	VERB
easat-1689	66	17	states	state	NOUN
easat-1689	66	18	to	to	PART
easat-1689	66	19	accommodate	accommodate	VERB
easat-1689	66	20	inputs	input	NOUN
easat-1689	66	21	of	of	ADP
easat-1689	66	22	varying	vary	VERB
easat-1689	66	23	lengths	length	NOUN
easat-1689	66	24	.	.	PUNCT
easat-1689	67	1	nevertheless	nevertheless	ADV
easat-1689	67	2	,	,	PUNCT
easat-1689	67	3	rnns	rnn	NOUN
easat-1689	67	4	face	face	VERB
easat-1689	67	5	the	the	DET
easat-1689	67	6	vanishing	vanish	VERB
easat-1689	67	7	gradient	gradient	NOUN
easat-1689	67	8	problem	problem	NOUN
easat-1689	67	9	,	,	PUNCT
easat-1689	67	10	which	which	PRON
easat-1689	67	11	hampers	hamper	VERB
easat-1689	67	12	their	their	PRON
easat-1689	67	13	learning	learning	NOUN
easat-1689	67	14	ability	ability	NOUN
easat-1689	67	15	as	as	SCONJ
easat-1689	67	16	relevant	relevant	ADJ
easat-1689	67	17	information	information	NOUN
easat-1689	67	18	diminishes	diminish	VERB
easat-1689	67	19	during	during	ADP
easat-1689	67	20	back	back	ADJ
easat-1689	67	21	-	-	PUNCT
easat-1689	67	22	propagation	propagation	NOUN
easat-1689	67	23	.	.	PUNCT
easat-1689	68	1	due	due	ADP
easat-1689	68	2	to	to	ADP
easat-1689	68	3	the	the	DET
easat-1689	68	4	tendency	tendency	NOUN
easat-1689	68	5	of	of	ADP
easat-1689	68	6	gradients	gradient	NOUN
easat-1689	68	7	to	to	PART
easat-1689	68	8	either	either	CCONJ
easat-1689	68	9	disappear	disappear	VERB
easat-1689	68	10	or	or	CCONJ
easat-1689	68	11	explode	explode	VERB
easat-1689	68	12	as	as	SCONJ
easat-1689	68	13	they	they	PRON
easat-1689	68	14	move	move	VERB
easat-1689	68	15	in	in	ADP
easat-1689	68	16	and	and	CCONJ
easat-1689	68	17	out	out	ADP
easat-1689	68	18	of	of	ADP
easat-1689	68	19	feedback	feedback	NOUN
easat-1689	68	20	loops	loop	NOUN
easat-1689	68	21	,	,	PUNCT
easat-1689	68	22	training	train	VERB
easat-1689	68	23	deep	deep	ADJ
easat-1689	68	24	rnns	rnn	NOUN
easat-1689	68	25	to	to	PART
easat-1689	68	26	retain	retain	VERB
easat-1689	68	27	information	information	NOUN
easat-1689	68	28	across	across	ADP
easat-1689	68	29	multiple	multiple	ADJ
easat-1689	68	30	time	time	NOUN
easat-1689	68	31	steps	step	NOUN
easat-1689	68	32	is	be	AUX
easat-1689	68	33	challenging	challenge	VERB
easat-1689	68	34	in	in	ADP
easat-1689	68	35	response	response	NOUN
easat-1689	68	36	to	to	ADP
easat-1689	68	37	this	this	DET
easat-1689	68	38	challenge	challenge	NOUN
easat-1689	68	39	,	,	PUNCT
easat-1689	68	40	schmidhuber	schmidhuber	NOUN
easat-1689	68	41	and	and	CCONJ
easat-1689	68	42	hochreiter	hochreiter	PROPN
easat-1689	68	43	proposed	propose	VERB
easat-1689	68	44	lstm	lstm	PROPN
easat-1689	68	45	,	,	PUNCT
easat-1689	68	46	a	a	DET
easat-1689	68	47	model	model	NOUN
easat-1689	68	48	that	that	PRON
easat-1689	68	49	effectively	effectively	ADV
easat-1689	68	50	solves	solve	VERB
easat-1689	68	51	the	the	DET
easat-1689	68	52	problem	problem	NOUN
easat-1689	68	53	of	of	ADP
easat-1689	68	54	vanishing	vanish	VERB
easat-1689	68	55	gradients	gradient	NOUN
easat-1689	68	56	by	by	ADP
easat-1689	68	57	using	use	VERB
easat-1689	68	58	memory	memory	NOUN
easat-1689	68	59	cells	cell	NOUN
easat-1689	68	60	.	.	PUNCT
easat-1689	69	1	lstm	lstm	NOUN
easat-1689	69	2	is	be	AUX
easat-1689	69	3	an	an	DET
easat-1689	69	4	innovative	innovative	ADJ
easat-1689	69	5	variation	variation	NOUN
easat-1689	69	6	of	of	ADP
easat-1689	69	7	the	the	DET
easat-1689	69	8	rnn	rnn	NOUN
easat-1689	69	9	approach	approach	NOUN
easat-1689	69	10	,	,	PUNCT
easat-1689	69	11	purposefully	purposefully	ADV
easat-1689	69	12	crafted	craft	VERB
easat-1689	69	13	to	to	PART
easat-1689	69	14	handle	handle	VERB
easat-1689	69	15	long	long	ADJ
easat-1689	69	16	-	-	PUNCT
easat-1689	69	17	term	term	NOUN
easat-1689	69	18	dependency	dependency	NOUN
easat-1689	69	19	issues	issue	NOUN
easat-1689	69	20	effectively	effectively	ADV
easat-1689	69	21	.	.	PUNCT
easat-1689	70	1	while	while	SCONJ
easat-1689	70	2	both	both	CCONJ
easat-1689	70	3	lstm	lstm	NOUN
easat-1689	70	4	and	and	CCONJ
easat-1689	70	5	rnn	rnn	NOUN
easat-1689	70	6	share	share	VERB
easat-1689	70	7	a	a	DET
easat-1689	70	8	similar	similar	ADJ
easat-1689	70	9	structure	structure	NOUN
easat-1689	70	10	,	,	PUNCT
easat-1689	70	11	a	a	DET
easat-1689	70	12	basic	basic	ADJ
easat-1689	70	13	lstm	lstm	NOUN
easat-1689	70	14	comprises	comprise	VERB
easat-1689	70	15	three	three	NUM
easat-1689	70	16	gates	gate	NOUN
easat-1689	70	17	,	,	PUNCT
easat-1689	70	18	a	a	DET
easat-1689	70	19	single	single	ADJ
easat-1689	70	20	cell	cell	NOUN
easat-1689	70	21	,	,	PUNCT
easat-1689	70	22	block	block	NOUN
easat-1689	70	23	input	input	NOUN
easat-1689	70	24	,	,	PUNCT
easat-1689	70	25	peephole	peephole	NOUN
easat-1689	70	26	connections	connection	NOUN
easat-1689	70	27	,	,	PUNCT
easat-1689	70	28	and	and	CCONJ
easat-1689	70	29	an	an	DET
easat-1689	70	30	output	output	NOUN
easat-1689	70	31	activation	activation	NOUN
easat-1689	70	32	function	function	NOUN
easat-1689	70	33	.	.	PUNCT
easat-1689	71	1	the	the	DET
easat-1689	71	2	lstm	lstm	NOUN
easat-1689	71	3	introduced	introduce	VERB
easat-1689	71	4	a	a	DET
easat-1689	71	5	groundbreaking	groundbreaking	ADJ
easat-1689	71	6	solution	solution	NOUN
easat-1689	71	7	to	to	ADP
easat-1689	71	8	the	the	DET
easat-1689	71	9	issue	issue	NOUN
easat-1689	71	10	of	of	ADP
easat-1689	71	11	vanishing	vanish	VERB
easat-1689	71	12	and	and	CCONJ
easat-1689	71	13	exploding	explode	VERB
easat-1689	71	14	gradients	gradient	NOUN
easat-1689	71	15	within	within	ADP
easat-1689	71	16	rnn	rnn	NOUN
easat-1689	71	17	architecture	architecture	NOUN
easat-1689	71	18	in	in	ADP
easat-1689	71	19	lstm	lstm	PROPN
easat-1689	71	20	,	,	PUNCT
easat-1689	71	21	the	the	DET
easat-1689	71	22	forgetting	forget	VERB
easat-1689	71	23	gate	gate	NOUN
easat-1689	71	24	(	(	PUNCT
easat-1689	71	25	ft	ft	NOUN
easat-1689	71	26	)	)	PUNCT
easat-1689	71	27	decides	decide	VERB
easat-1689	71	28	which	which	DET
easat-1689	71	29	information	information	NOUN
easat-1689	71	30	to	to	PART
easat-1689	71	31	keep	keep	VERB
easat-1689	71	32	or	or	CCONJ
easat-1689	71	33	discard	discard	VERB
easat-1689	71	34	in	in	ADP
easat-1689	71	35	the	the	DET
easat-1689	71	36	cell	cell	NOUN
easat-1689	71	37	state	state	NOUN
easat-1689	71	38	,	,	PUNCT
easat-1689	71	39	the	the	DET
easat-1689	71	40	input	input	NOUN
easat-1689	71	41	gate	gate	NOUN
easat-1689	71	42	(	(	PUNCT
easat-1689	71	43	it	it	PRON
easat-1689	71	44	)	)	PUNCT
easat-1689	71	45	decides	decide	VERB
easat-1689	71	46	which	which	PRON
easat-1689	71	47	new	new	ADJ
easat-1689	71	48	information	information	NOUN
easat-1689	71	49	to	to	PART
easat-1689	71	50	store	store	VERB
easat-1689	71	51	in	in	ADP
easat-1689	71	52	the	the	DET
easat-1689	71	53	cell	cell	NOUN
easat-1689	71	54	state	state	NOUN
easat-1689	71	55	,	,	PUNCT
easat-1689	71	56	and	and	CCONJ
easat-1689	71	57	the	the	DET
easat-1689	71	58	output	output	NOUN
easat-1689	71	59	gate	gate	NOUN
easat-1689	71	60	(	(	PUNCT
easat-1689	71	61	ot	ot	INTJ
easat-1689	71	62	)	)	PUNCT
easat-1689	71	63	controls	control	VERB
easat-1689	71	64	the	the	DET
easat-1689	71	65	output	output	NOUN
easat-1689	71	66	of	of	ADP
easat-1689	71	67	each	each	DET
easat-1689	71	68	cell	cell	NOUN
easat-1689	71	69	.	.	PUNCT
easat-1689	72	1	additionally	additionally	ADV
easat-1689	72	2	,	,	PUNCT
easat-1689	72	3	these	these	DET
easat-1689	72	4	decisions	decision	NOUN
easat-1689	72	5	are	be	AUX
easat-1689	72	6	informed	inform	VERB
easat-1689	72	7	by	by	ADP
easat-1689	72	8	the	the	DET
easat-1689	72	9	current	current	ADJ
easat-1689	72	10	state	state	NOUN
easat-1689	72	11	of	of	ADP
easat-1689	72	12	the	the	DET
easat-1689	72	13	cell	cell	NOUN
easat-1689	72	14	,	,	PUNCT
easat-1689	72	15	as	as	ADV
easat-1689	72	16	well	well	ADV
easat-1689	72	17	as	as	ADP
easat-1689	72	18	by	by	ADP
easat-1689	72	19	the	the	DET
easat-1689	72	20	filtered	filter	VERB
easat-1689	72	21	and	and	CCONJ
easat-1689	72	22	recently	recently	ADV
easat-1689	72	23	input	input	ADJ
easat-1689	72	24	data	datum	NOUN
easat-1689	72	25	.	.	PUNCT
easat-1689	73	1	during	during	ADP
easat-1689	73	2	network	network	NOUN
easat-1689	73	3	training	training	NOUN
easat-1689	73	4	,	,	PUNCT
easat-1689	73	5	each	each	DET
easat-1689	73	6	gate	gate	NOUN
easat-1689	73	7	is	be	AUX
easat-1689	73	8	assigned	assign	VERB
easat-1689	73	9	a	a	DET
easat-1689	73	10	learnable	learnable	ADJ
easat-1689	73	11	weight	weight	NOUN
easat-1689	73	12	matrix	matrix	NOUN
easat-1689	73	13	.	.	PUNCT
easat-1689	74	1	the	the	DET
easat-1689	74	2	equations	equation	NOUN
easat-1689	74	3	defining	define	VERB
easat-1689	74	4	an	an	DET
easat-1689	74	5	lstm	lstm	ADJ
easat-1689	74	6	unit	unit	NOUN
easat-1689	74	7	are	be	AUX
easat-1689	74	8	:	:	PUNCT
easat-1689	74	9	𝑐	𝑐	PROPN
easat-1689	74	10	�	�	PROPN
easat-1689	74	11	̃	̃	NOUN
easat-1689	74	12	�	�	NOUN
easat-1689	74	13	=	=	SYM
easat-1689	74	14	tanh⁡(𝑊𝑐[ℎ𝑡−1,𝑥𝑡]+	tanh⁡(𝑊𝑐[ℎ𝑡−1,𝑥𝑡]+	NOUN
easat-1689	74	15	𝑏𝑐	𝑏𝑐	PROPN
easat-1689	74	16	)	)	PUNCT
easat-1689	74	17	,	,	PUNCT
easat-1689	74	18	(	(	PUNCT
easat-1689	74	19	1	1	X
easat-1689	74	20	)	)	PUNCT
easat-1689	74	21	𝑖𝑡	𝑖𝑡	NOUN
easat-1689	75	1	=	=	NOUN
easat-1689	75	2	𝜎(𝑊𝑖[ℎ𝑡−1,𝑥𝑡]+	𝜎(𝑊𝑖[ℎ𝑡−1,𝑥𝑡]+	NUM
easat-1689	75	3	𝑏𝑖	𝑏𝑖	NOUN
easat-1689	75	4	)	)	PUNCT
easat-1689	75	5	,	,	PUNCT
easat-1689	75	6	(	(	PUNCT
easat-1689	75	7	2	2	X
easat-1689	75	8	)	)	PUNCT
easat-1689	75	9	𝑓𝑡	𝑓𝑡	NOUN
easat-1689	75	10	=	=	PUNCT
easat-1689	75	11	𝜎(𝑊𝑓[ℎ𝑡−1	𝜎(𝑊𝑓[ℎ𝑡−1	PROPN
easat-1689	75	12	,	,	PUNCT
easat-1689	75	13	𝑥𝑡	𝑥𝑡	ADP
easat-1689	75	14	]	]	PUNCT
easat-1689	75	15	+	+	CCONJ
easat-1689	75	16	𝑏𝑓	𝑏𝑓	ADJ
easat-1689	75	17	)	)	PUNCT
easat-1689	75	18	,	,	PUNCT
easat-1689	75	19	(	(	PUNCT
easat-1689	75	20	3	3	X
easat-1689	75	21	)	)	PUNCT
easat-1689	75	22	𝑜𝑡	𝑜𝑡	NOUN
easat-1689	75	23	=	=	PUNCT
easat-1689	75	24	𝜎(𝑊𝑜[ℎ𝑡−1,𝑥𝑡	𝜎(𝑊𝑜[ℎ𝑡−1,𝑥𝑡	PROPN
easat-1689	75	25	]	]	X
easat-1689	75	26	+	+	CCONJ
easat-1689	75	27	𝑏𝑜	𝑏𝑜	ADJ
easat-1689	75	28	)	)	PUNCT
easat-1689	75	29	,	,	PUNCT
easat-1689	75	30	(	(	PUNCT
easat-1689	75	31	4	4	X
easat-1689	75	32	)	)	PUNCT
easat-1689	75	33	𝑐𝑡	𝑐𝑡	NOUN
easat-1689	75	34	=	=	PUNCT
easat-1689	75	35	(	(	PUNCT
easat-1689	75	36	𝑖𝑡×	𝑖𝑡×	PROPN
easat-1689	75	37	𝑐	𝑐	PROPN
easat-1689	75	38	�	�	PROPN
easat-1689	75	39	̃	̃	PROPN
easat-1689	75	40	�	�	PROPN
easat-1689	75	41	)+	)+	PUNCT
easat-1689	75	42	(	(	PUNCT
easat-1689	75	43	𝑓𝑡×	𝑓𝑡×	NOUN
easat-1689	75	44	𝑐𝑡−1	𝑐𝑡−1	NOUN
easat-1689	75	45	)	)	PUNCT
easat-1689	75	46	,	,	PUNCT
easat-1689	75	47	(	(	PUNCT
easat-1689	75	48	5	5	X
easat-1689	75	49	)	)	PUNCT
easat-1689	75	50	ℎ𝑡	ℎ𝑡	NOUN
easat-1689	75	51	=	=	PUNCT
easat-1689	75	52	𝑜𝑡×	𝑜𝑡×	NOUN
easat-1689	75	53	tanh⁡(𝑐𝑡	tanh⁡(𝑐𝑡	NUM
easat-1689	75	54	)	)	PUNCT
easat-1689	75	55	,	,	PUNCT
easat-1689	75	56	(	(	PUNCT
easat-1689	75	57	6	6	NUM
easat-1689	75	58	)	)	PUNCT
easat-1689	75	59	where	where	SCONJ
easat-1689	75	60	wi	wi	PROPN
easat-1689	75	61	,	,	PUNCT
easat-1689	75	62	wf	wf	PROPN
easat-1689	75	63	,	,	PUNCT
easat-1689	75	64	and	and	CCONJ
easat-1689	75	65	wo	will	AUX
easat-1689	75	66	,	,	PUNCT
easat-1689	75	67	and	and	CCONJ
easat-1689	75	68	bi	bi	NOUN
easat-1689	75	69	,	,	PUNCT
easat-1689	75	70	bf	bf	NOUN
easat-1689	75	71	,	,	PUNCT
easat-1689	75	72	and	and	CCONJ
easat-1689	75	73	bo	bo	PROPN
easat-1689	75	74	are	be	AUX
easat-1689	75	75	the	the	DET
easat-1689	75	76	weights	weight	NOUN
easat-1689	75	77	and	and	CCONJ
easat-1689	75	78	biases	bias	NOUN
easat-1689	75	79	that	that	PRON
easat-1689	75	80	drive	drive	VERB
easat-1689	75	81	the	the	DET
easat-1689	75	82	behavior	behavior	NOUN
easat-1689	75	83	of	of	ADP
easat-1689	75	84	it	it	PRON
easat-1689	75	85	,	,	PUNCT
easat-1689	75	86	,	,	PUNCT
easat-1689	75	87	ft	ft	PROPN
easat-1689	75	88	and	and	CCONJ
easat-1689	75	89	ot	ot	PROPN
easat-1689	75	90	gates	gate	NOUN
easat-1689	75	91	,	,	PUNCT
easat-1689	75	92	respectively	respectively	ADV
easat-1689	75	93	.	.	PUNCT
easat-1689	76	1	wc	wc	PROPN
easat-1689	76	2	and	and	CCONJ
easat-1689	76	3	bc	bc	PROPN
easat-1689	76	4	are	be	AUX
easat-1689	76	5	the	the	DET
easat-1689	76	6	weight	weight	NOUN
easat-1689	76	7	and	and	CCONJ
easat-1689	76	8	bias	bias	NOUN
easat-1689	76	9	of	of	ADP
easat-1689	76	10	the	the	DET
easat-1689	76	11	ct̃	ct̃	ADJ
easat-1689	76	12	memory	memory	NOUN
easat-1689	76	13	cell	cell	NOUN
easat-1689	76	14	candidate	candidate	NOUN
easat-1689	76	15	,	,	PUNCT
easat-1689	76	16	respectively	respectively	ADV
easat-1689	76	17	.	.	PUNCT
easat-1689	77	1	ct	ct	X
easat-1689	77	2	,	,	PUNCT
easat-1689	77	3	update	update	VERB
easat-1689	77	4	the	the	DET
easat-1689	77	5	cell	cell	NOUN
easat-1689	77	6	state	state	NOUN
easat-1689	77	7	by	by	ADP
easat-1689	77	8	combining	combine	VERB
easat-1689	77	9	the	the	DET
easat-1689	77	10	previous	previous	ADJ
easat-1689	77	11	state	state	NOUN
easat-1689	77	12	and	and	CCONJ
easat-1689	77	13	the	the	DET
easat-1689	77	14	new	new	ADJ
easat-1689	77	15	candidate	candidate	NOUN
easat-1689	77	16	values	value	NOUN
easat-1689	77	17	.	.	PUNCT
easat-1689	78	1	‘	'	PUNCT
easat-1689	78	2	tanh	tanh	NOUN
easat-1689	78	3	’	'	PUNCT
easat-1689	78	4	is	be	AUX
easat-1689	78	5	the	the	DET
easat-1689	78	6	hyperbolic	hyperbolic	ADJ
easat-1689	78	7	tangent	tangent	NOUN
easat-1689	78	8	activation	activation	NOUN
easat-1689	78	9	function	function	NOUN
easat-1689	78	10	[	[	X
easat-1689	78	11	30	30	NUM
easat-1689	78	12	]	]	PUNCT
easat-1689	78	13	.	.	PUNCT
easat-1689	79	1	2.2	2.2	NUM
easat-1689	79	2	.	.	PUNCT
easat-1689	80	1	bi	bi	NOUN
easat-1689	80	2	-	-	NOUN
easat-1689	80	3	lstm	lstm	ADJ
easat-1689	80	4	to	to	PART
easat-1689	80	5	maximize	maximize	VERB
easat-1689	80	6	the	the	DET
easat-1689	80	7	efficiency	efficiency	NOUN
easat-1689	80	8	of	of	ADP
easat-1689	80	9	model	model	NOUN
easat-1689	80	10	computation	computation	NOUN
easat-1689	80	11	and	and	CCONJ
easat-1689	80	12	minimize	minimize	VERB
easat-1689	80	13	the	the	DET
easat-1689	80	14	potential	potential	NOUN
easat-1689	80	15	for	for	ADP
easat-1689	80	16	overfitting	overfitte	VERB
easat-1689	80	17	,	,	PUNCT
easat-1689	80	18	the	the	DET
easat-1689	80	19	bilstm	bilstm	NOUN
easat-1689	80	20	model	model	NOUN
easat-1689	80	21	consists	consist	VERB
easat-1689	80	22	of	of	ADP
easat-1689	80	23	two	two	NUM
easat-1689	80	24	opposing	oppose	VERB
easat-1689	80	25	lstm	lstm	NOUN
easat-1689	80	26	arrays	array	VERB
easat-1689	80	27	.	.	PUNCT
easat-1689	81	1	output	output	NOUN
easat-1689	81	2	comes	come	VERB
easat-1689	81	3	from	from	ADP
easat-1689	81	4	both	both	DET
easat-1689	81	5	directions	direction	NOUN
easat-1689	81	6	,	,	PUNCT
easat-1689	81	7	with	with	ADP
easat-1689	81	8	the	the	DET
easat-1689	81	9	information	information	NOUN
easat-1689	81	10	from	from	ADP
easat-1689	81	11	the	the	DET
easat-1689	81	12	time	time	NOUN
easat-1689	81	13	t=1	t=1	ADV
easat-1689	81	14	up	up	ADP
easat-1689	81	15	to	to	ADP
easat-1689	81	16	t	t	NOUN
easat-1689	81	17	entering	enter	VERB
easat-1689	81	18	the	the	DET
easat-1689	81	19	forward	forward	ADJ
easat-1689	81	20	layer	layer	NOUN
easat-1689	81	21	,	,	PUNCT
easat-1689	81	22	and	and	CCONJ
easat-1689	81	23	the	the	DET
easat-1689	81	24	information	information	NOUN
easat-1689	81	25	from	from	ADP
easat-1689	81	26	the	the	DET
easat-1689	81	27	time	time	NOUN
easat-1689	81	28	𝑡=t	𝑡=t	PROPN
easat-1689	81	29	up	up	ADP
easat-1689	81	30	to	to	PART
easat-1689	81	31	1	1	NUM
easat-1689	81	32	passing	pass	VERB
easat-1689	81	33	into	into	ADP
easat-1689	81	34	the	the	DET
easat-1689	81	35	lstm	lstm	ADJ
easat-1689	81	36	backward	backward	ADJ
easat-1689	81	37	layer	layer	NOUN
easat-1689	81	38	.	.	PUNCT
easat-1689	82	1	for	for	ADP
easat-1689	82	2	each	each	DET
easat-1689	82	3	time	time	NOUN
easat-1689	82	4	step	step	NOUN
easat-1689	82	5	t	t	PROPN
easat-1689	82	6	,	,	PUNCT
easat-1689	82	7	the	the	DET
easat-1689	82	8	computation	computation	NOUN
easat-1689	82	9	of	of	ADP
easat-1689	82	10	the	the	DET
easat-1689	82	11	bilstm	bilstm	NOUN
easat-1689	82	12	layers	layer	NOUN
easat-1689	82	13	as	as	SCONJ
easat-1689	82	14	follows	follow	VERB
easat-1689	82	15	.	.	PUNCT
easat-1689	83	1	forward	forward	ADV
easat-1689	83	2	lstm	lstm	ADJ
easat-1689	83	3	:	:	PUNCT
easat-1689	83	4	320	320	NUM
easat-1689	83	5	edelweiss	edelweiss	PROPN
easat-1689	83	6	applied	apply	VERB
easat-1689	83	7	science	science	NOUN
easat-1689	83	8	and	and	CCONJ
easat-1689	83	9	technology	technology	NOUN
easat-1689	83	10	issn	issn	PROPN
easat-1689	83	11	:	:	PUNCT
easat-1689	83	12	2576	2576	NUM
easat-1689	83	13	-	-	SYM
easat-1689	83	14	8484	8484	NUM
easat-1689	83	15	vol	vol	NOUN
easat-1689	83	16	.	.	PROPN
easat-1689	84	1	8	8	NUM
easat-1689	84	2	,	,	PUNCT
easat-1689	84	3	no	no	INTJ
easat-1689	84	4	.	.	NOUN
easat-1689	84	5	5	5	NUM
easat-1689	84	6	:	:	PUNCT
easat-1689	84	7	317	317	NUM
easat-1689	84	8	-	-	SYM
easat-1689	84	9	327	327	NUM
easat-1689	84	10	,	,	PUNCT
easat-1689	84	11	2024	2024	NUM
easat-1689	84	12	doi	doi	NOUN
easat-1689	84	13	:	:	PUNCT
easat-1689	84	14	10.55214/25768484.v8i5.1689	10.55214/25768484.v8i5.1689	NOUN
easat-1689	84	15	©	©	NOUN
easat-1689	84	16	2024	2024	NUM
easat-1689	84	17	by	by	ADP
easat-1689	84	18	the	the	DET
easat-1689	84	19	author	author	NOUN
easat-1689	84	20	;	;	PUNCT
easat-1689	84	21	licensee	licensee	PROPN
easat-1689	84	22	learning	learning	NOUN
easat-1689	84	23	gate	gate	NOUN
easat-1689	84	24	𝑓𝑡	𝑓𝑡	PROPN
easat-1689	84	25	=	=	PROPN
easat-1689	84	26	𝐿𝑆𝑇𝑀(𝑥𝑡	𝐿𝑆𝑇𝑀(𝑥𝑡	PROPN
easat-1689	84	27	,	,	PUNCT
easat-1689	84	28	𝑓𝑡−1,(𝐶𝑡−1	𝑓𝑡−1,(𝐶𝑡−1	PROPN
easat-1689	84	29	)	)	PUNCT
easat-1689	84	30	𝑓	𝑓	X
easat-1689	84	31	)	)	PUNCT
easat-1689	84	32	,	,	PUNCT
easat-1689	84	33	(	(	PUNCT
easat-1689	84	34	7	7	X
easat-1689	84	35	)	)	PUNCT
easat-1689	84	36	backward	backward	ADJ
easat-1689	84	37	lstm	lstm	NOUN
easat-1689	84	38	:	:	PUNCT
easat-1689	84	39	𝑏𝑡	𝑏𝑡	NOUN
easat-1689	84	40	=	=	PROPN
easat-1689	84	41	𝐿𝑆𝑇𝑀(𝑥𝑡	𝐿𝑆𝑇𝑀(𝑥𝑡	PROPN
easat-1689	84	42	,	,	PUNCT
easat-1689	84	43	𝑏𝑡−1	𝑏𝑡−1	PROPN
easat-1689	84	44	,	,	PUNCT
easat-1689	84	45	(	(	PUNCT
easat-1689	84	46	𝐶𝑡−1	𝐶𝑡−1	PROPN
easat-1689	84	47	)	)	PUNCT
easat-1689	84	48	𝑏	𝑏	NOUN
easat-1689	84	49	)	)	PUNCT
easat-1689	84	50	,	,	PUNCT
easat-1689	84	51	(	(	PUNCT
easat-1689	84	52	8)	8)	NUM
easat-1689	84	53	here	here	ADV
easat-1689	84	54	,	,	PUNCT
easat-1689	84	55	ft	ft	PROPN
easat-1689	84	56	represents	represent	VERB
easat-1689	84	57	the	the	DET
easat-1689	84	58	forward	forward	ADV
easat-1689	84	59	hidden	hide	VERB
easat-1689	84	60	state	state	NOUN
easat-1689	84	61	,	,	PUNCT
easat-1689	84	62	and	and	CCONJ
easat-1689	84	63	bt⁡represents	bt⁡represent	VERB
easat-1689	84	64	the	the	DET
easat-1689	84	65	backward	backward	ADJ
easat-1689	84	66	hidden	hidden	ADJ
easat-1689	84	67	state	state	NOUN
easat-1689	84	68	.	.	PUNCT
easat-1689	85	1	concatenation	concatenation	NOUN
easat-1689	85	2	:	:	PUNCT
easat-1689	85	3	ℎ𝑡	ℎ𝑡	NOUN
easat-1689	85	4	=	=	PUNCT
easat-1689	86	1	[	[	X
easat-1689	86	2	𝑓𝑡	𝑓𝑡	X
easat-1689	86	3	;	;	PUNCT
easat-1689	86	4	𝑏𝑡	𝑏𝑡	NOUN
easat-1689	86	5	]	]	X
easat-1689	86	6	,	,	PUNCT
easat-1689	86	7	(	(	PUNCT
easat-1689	86	8	8)	8)	NUM
easat-1689	86	9	the	the	DET
easat-1689	86	10	final	final	ADJ
easat-1689	86	11	output	output	NOUN
easat-1689	86	12	ht	ht	INTJ
easat-1689	86	13	at	at	ADP
easat-1689	86	14	each	each	DET
easat-1689	86	15	time	time	NOUN
easat-1689	86	16	step	step	NOUN
easat-1689	86	17	is	be	AUX
easat-1689	86	18	obtained	obtain	VERB
easat-1689	86	19	by	by	ADP
easat-1689	86	20	concatenating	concatenate	VERB
easat-1689	86	21	the	the	DET
easat-1689	86	22	hidden	hide	VERB
easat-1689	86	23	states	state	NOUN
easat-1689	86	24	from	from	ADP
easat-1689	86	25	both	both	DET
easat-1689	86	26	directions	direction	NOUN
easat-1689	86	27	[	[	X
easat-1689	86	28	31	31	NUM
easat-1689	86	29	]	]	PUNCT
easat-1689	86	30	.	.	PUNCT
easat-1689	87	1	2.3	2.3	NUM
easat-1689	87	2	.	.	PUNCT
easat-1689	87	3	grus	grus	PROPN
easat-1689	87	4	the	the	DET
easat-1689	87	5	gru	gru	NOUN
easat-1689	87	6	model	model	NOUN
easat-1689	87	7	is	be	AUX
easat-1689	87	8	a	a	DET
easat-1689	87	9	more	more	ADV
easat-1689	87	10	efficient	efficient	ADJ
easat-1689	87	11	mechanism	mechanism	NOUN
easat-1689	87	12	compared	compare	VERB
easat-1689	87	13	to	to	ADP
easat-1689	87	14	the	the	DET
easat-1689	87	15	lstm	lstm	PROPN
easat-1689	87	16	model	model	PROPN
easat-1689	87	17	.	.	PUNCT
easat-1689	88	1	gru	gru	PROPN
easat-1689	88	2	combines	combine	VERB
easat-1689	88	3	the	the	DET
easat-1689	88	4	input	input	NOUN
easat-1689	88	5	gate	gate	NOUN
easat-1689	88	6	and	and	CCONJ
easat-1689	88	7	the	the	DET
easat-1689	88	8	forget	forget	NOUN
easat-1689	88	9	gate	gate	NOUN
easat-1689	88	10	,	,	PUNCT
easat-1689	88	11	resulting	result	VERB
easat-1689	88	12	in	in	ADP
easat-1689	88	13	a	a	DET
easat-1689	88	14	model	model	NOUN
easat-1689	88	15	with	with	ADP
easat-1689	88	16	fewer	few	ADJ
easat-1689	88	17	parameters	parameter	NOUN
easat-1689	88	18	.	.	PUNCT
easat-1689	89	1	gru	gru	NOUN
easat-1689	89	2	excels	excel	NOUN
easat-1689	89	3	at	at	ADP
easat-1689	89	4	collecting	collect	VERB
easat-1689	89	5	current	current	ADJ
easat-1689	89	6	information	information	NOUN
easat-1689	89	7	,	,	PUNCT
easat-1689	89	8	making	make	VERB
easat-1689	89	9	it	it	PRON
easat-1689	89	10	well	well	ADV
easat-1689	89	11	-	-	PUNCT
easat-1689	89	12	suited	suit	VERB
easat-1689	89	13	for	for	ADP
easat-1689	89	14	tasks	task	NOUN
easat-1689	89	15	where	where	SCONJ
easat-1689	89	16	current	current	ADJ
easat-1689	89	17	data	data	NOUN
easat-1689	89	18	points	point	NOUN
easat-1689	89	19	are	be	AUX
easat-1689	89	20	better	well	ADJ
easat-1689	89	21	predictors	predictor	NOUN
easat-1689	89	22	.	.	PUNCT
easat-1689	90	1	its	its	PRON
easat-1689	90	2	reset	reset	NOUN
easat-1689	90	3	gate	gate	NOUN
easat-1689	90	4	(	(	PUNCT
easat-1689	90	5	rt	rt	PROPN
easat-1689	90	6	)	)	PUNCT
easat-1689	90	7	and	and	CCONJ
easat-1689	90	8	update	update	NOUN
easat-1689	90	9	gate	gate	NOUN
easat-1689	90	10	(	(	PUNCT
easat-1689	90	11	zt	zt	PROPN
easat-1689	90	12	)	)	PUNCT
easat-1689	90	13	enable	enable	VERB
easat-1689	90	14	effective	effective	ADJ
easat-1689	90	15	processing	processing	NOUN
easat-1689	90	16	of	of	ADP
easat-1689	90	17	sequential	sequential	ADJ
easat-1689	90	18	data	datum	NOUN
easat-1689	90	19	while	while	SCONJ
easat-1689	90	20	optimizing	optimize	VERB
easat-1689	90	21	memory	memory	NOUN
easat-1689	90	22	usage	usage	NOUN
easat-1689	90	23	.	.	PUNCT
easat-1689	91	1	gru	gru	PROPN
easat-1689	91	2	is	be	AUX
easat-1689	91	3	recommended	recommend	VERB
easat-1689	91	4	for	for	ADP
easat-1689	91	5	small	small	ADJ
easat-1689	91	6	datasets	dataset	NOUN
easat-1689	91	7	,	,	PUNCT
easat-1689	91	8	while	while	SCONJ
easat-1689	91	9	lstm	lstm	NOUN
easat-1689	91	10	tends	tend	VERB
easat-1689	91	11	to	to	PART
easat-1689	91	12	perform	perform	VERB
easat-1689	91	13	better	well	ADV
easat-1689	91	14	with	with	ADP
easat-1689	91	15	larger	large	ADJ
easat-1689	91	16	datasets	dataset	NOUN
easat-1689	91	17	.	.	PUNCT
easat-1689	92	1	here	here	ADV
easat-1689	92	2	are	be	AUX
easat-1689	92	3	the	the	DET
easat-1689	92	4	key	key	ADJ
easat-1689	92	5	equations	equation	NOUN
easat-1689	92	6	that	that	PRON
easat-1689	92	7	define	define	VERB
easat-1689	92	8	the	the	DET
easat-1689	92	9	operations	operation	NOUN
easat-1689	92	10	within	within	ADP
easat-1689	92	11	a	a	DET
easat-1689	92	12	gru	gru	NOUN
easat-1689	92	13	.	.	PUNCT
easat-1689	93	1	update	update	NOUN
easat-1689	93	2	gate	gate	NOUN
easat-1689	93	3	:	:	PUNCT
easat-1689	93	4	𝑧𝑡	𝑧𝑡	ADJ
easat-1689	93	5	=	=	X
easat-1689	93	6	𝜎(𝑊𝑧	𝜎(𝑊𝑧	NOUN
easat-1689	93	7	.[ℎ𝑡−1,𝑥𝑡],+	.[ℎ𝑡−1,𝑥𝑡],+	PROPN
easat-1689	93	8	𝑏𝑧	𝑏𝑧	PROPN
easat-1689	93	9	)	)	PUNCT
easat-1689	93	10	,	,	PUNCT
easat-1689	93	11	(	(	PUNCT
easat-1689	93	12	9	9	X
easat-1689	93	13	)	)	PUNCT
easat-1689	93	14	here	here	ADV
easat-1689	93	15	,	,	PUNCT
easat-1689	93	16	zt⁡is	zt⁡is	PROPN
easat-1689	93	17	the	the	DET
easat-1689	93	18	update	update	NOUN
easat-1689	93	19	gate	gate	PROPN
easat-1689	93	20	vector	vector	PROPN
easat-1689	93	21	,	,	PUNCT
easat-1689	93	22	ht−1⁡is	ht−1⁡is	ADP
easat-1689	93	23	the	the	DET
easat-1689	93	24	previous	previous	ADJ
easat-1689	93	25	hidden	hidden	ADJ
easat-1689	93	26	state	state	NOUN
easat-1689	93	27	,	,	PUNCT
easat-1689	93	28	xt	xt	PROPN
easat-1689	93	29	is	be	AUX
easat-1689	93	30	the	the	DET
easat-1689	93	31	current	current	ADJ
easat-1689	93	32	input	input	NOUN
easat-1689	93	33	,	,	PUNCT
easat-1689	93	34	σ	σ	PROPN
easat-1689	93	35	is	be	AUX
easat-1689	93	36	the	the	DET
easat-1689	93	37	sigmoid	sigmoid	NOUN
easat-1689	93	38	activation	activation	NOUN
easat-1689	93	39	function	function	NOUN
easat-1689	93	40	,	,	PUNCT
easat-1689	93	41	wz	wz	PROPN
easat-1689	93	42	and	and	CCONJ
easat-1689	93	43	bz	bz	PROPN
easat-1689	93	44	⁡are	⁡are	VERB
easat-1689	93	45	the	the	DET
easat-1689	93	46	weight	weight	NOUN
easat-1689	93	47	matrix	matrix	NOUN
easat-1689	93	48	and	and	CCONJ
easat-1689	93	49	bias	bias	NOUN
easat-1689	93	50	for	for	ADP
easat-1689	93	51	the	the	DET
easat-1689	93	52	update	update	NOUN
easat-1689	93	53	gate	gate	NOUN
easat-1689	93	54	,	,	PUNCT
easat-1689	93	55	respectively	respectively	ADV
easat-1689	93	56	.	.	PUNCT
easat-1689	94	1	candidate	candidate	NOUN
easat-1689	94	2	activation	activation	NOUN
easat-1689	94	3	:	:	PUNCT
easat-1689	94	4	ℎ	ℎ	PROPN
easat-1689	94	5	�	�	PROPN
easat-1689	94	6	̃	̃	NOUN
easat-1689	94	7	�	�	NOUN
easat-1689	94	8	=	=	SYM
easat-1689	94	9	tanh⁡((𝑊ℎ	tanh⁡((𝑊ℎ	PROPN
easat-1689	94	10	.	.	PUNCT
easat-1689	95	1	[	[	X
easat-1689	95	2	𝑟𝑡	𝑟𝑡	NOUN
easat-1689	95	3	∗	∗	VERB
easat-1689	95	4	ℎ𝑡−1,𝑥𝑡],+	ℎ𝑡−1,𝑥𝑡],+	PROPN
easat-1689	95	5	⁡𝑏𝑟	⁡𝑏𝑟	NUM
easat-1689	95	6	)	)	PUNCT
easat-1689	95	7	,	,	PUNCT
easat-1689	95	8	(	(	PUNCT
easat-1689	95	9	10	10	NUM
easat-1689	95	10	)	)	PUNCT
easat-1689	95	11	the	the	DET
easat-1689	95	12	candidate	candidate	NOUN
easat-1689	95	13	activation	activation	NOUN
easat-1689	95	14	vector	vector	NOUN
easat-1689	95	15	,	,	PUNCT
easat-1689	95	16	ht̃	ht̃	NOUN
easat-1689	95	17	is	be	AUX
easat-1689	95	18	the	the	DET
easat-1689	95	19	new	new	ADJ
easat-1689	95	20	hidden	hidden	ADJ
easat-1689	95	21	state	state	NOUN
easat-1689	95	22	computed	compute	VERB
easat-1689	95	23	using	use	VERB
easat-1689	95	24	the	the	DET
easat-1689	95	25	current	current	ADJ
easat-1689	95	26	input	input	NOUN
easat-1689	95	27	and	and	CCONJ
easat-1689	95	28	the	the	DET
easat-1689	95	29	reset	reset	ADJ
easat-1689	95	30	hidden	hide	VERB
easat-1689	95	31	state	state	NOUN
easat-1689	95	32	.	.	PUNCT
easat-1689	96	1	it	it	PRON
easat-1689	96	2	is	be	AUX
easat-1689	96	3	a	a	DET
easat-1689	96	4	candidate	candidate	NOUN
easat-1689	96	5	for	for	ADP
easat-1689	96	6	updating	update	VERB
easat-1689	96	7	the	the	DET
easat-1689	96	8	hidden	hidden	ADJ
easat-1689	96	9	state	state	NOUN
easat-1689	96	10	.	.	PUNCT
easat-1689	97	1	here	here	ADV
easat-1689	97	2	,	,	PUNCT
easat-1689	97	3	ht̃⁡is	ht̃⁡is	NUM
easat-1689	97	4	the	the	DET
easat-1689	97	5	candidate	candidate	NOUN
easat-1689	97	6	hidden	hide	VERB
easat-1689	97	7	state	state	NOUN
easat-1689	97	8	,	,	PUNCT
easat-1689	97	9	wh	wh	PROPN
easat-1689	97	10	and	and	CCONJ
easat-1689	97	11	bh	bh	PROPN
easat-1689	97	12	are	be	AUX
easat-1689	97	13	the	the	DET
easat-1689	97	14	weight	weight	NOUN
easat-1689	97	15	matrix	matrix	NOUN
easat-1689	97	16	and	and	CCONJ
easat-1689	97	17	bias	bias	NOUN
easat-1689	97	18	for	for	ADP
easat-1689	97	19	the	the	DET
easat-1689	97	20	candidate	candidate	NOUN
easat-1689	97	21	hidden	hide	VERB
easat-1689	97	22	state	state	NOUN
easat-1689	97	23	,	,	PUNCT
easat-1689	97	24	respectively	respectively	ADV
easat-1689	97	25	.	.	PUNCT
easat-1689	98	1	‘	'	PUNCT
easat-1689	98	2	∗	∗	NOUN
easat-1689	98	3	’	'	PUNCT
easat-1689	98	4	denotes	denote	NOUN
easat-1689	98	5	element	element	ADJ
easat-1689	98	6	-	-	PUNCT
easat-1689	98	7	wise	wise	ADJ
easat-1689	98	8	multiplication	multiplication	NOUN
easat-1689	98	9	.	.	PUNCT
easat-1689	99	1	hidden	hide	VERB
easat-1689	99	2	state	state	NOUN
easat-1689	99	3	update	update	NOUN
easat-1689	99	4	:	:	PUNCT
easat-1689	99	5	ℎ𝑡	ℎ𝑡	NOUN
easat-1689	99	6	=	=	SYM
easat-1689	99	7	(	(	PUNCT
easat-1689	99	8	1	1	NUM
easat-1689	99	9	−	−	PROPN
easat-1689	99	10	𝑧𝑡)∗	𝑧𝑡)∗	PROPN
easat-1689	99	11	ℎ𝑡−1	ℎ𝑡−1	PROPN
easat-1689	99	12	+	+	PROPN
easat-1689	99	13	𝑧𝑡	𝑧𝑡	PROPN
easat-1689	99	14	∗	∗	NOUN
easat-1689	99	15	ℎ	ℎ	PROPN
easat-1689	99	16	�	�	PROPN
easat-1689	99	17	̃	̃	PROPN
easat-1689	99	18	�	�	PROPN
easat-1689	99	19	,	,	PUNCT
easat-1689	99	20	(	(	PUNCT
easat-1689	99	21	11	11	NUM
easat-1689	99	22	)	)	PUNCT
easat-1689	99	23	finally	finally	ADV
easat-1689	99	24	,	,	PUNCT
easat-1689	99	25	the	the	DET
easat-1689	99	26	hidden	hidden	ADJ
easat-1689	99	27	state	state	NOUN
easat-1689	99	28	ht	ht	PROPN
easat-1689	99	29	is	be	AUX
easat-1689	99	30	updated	update	VERB
easat-1689	99	31	using	use	VERB
easat-1689	99	32	the	the	DET
easat-1689	99	33	update	update	NOUN
easat-1689	99	34	gate	gate	NOUN
easat-1689	99	35	and	and	CCONJ
easat-1689	99	36	the	the	DET
easat-1689	99	37	candidate	candidate	NOUN
easat-1689	99	38	hidden	hide	VERB
easat-1689	99	39	state	state	NOUN
easat-1689	99	40	[	[	X
easat-1689	99	41	30	30	NUM
easat-1689	99	42	]	]	PUNCT
easat-1689	99	43	.	.	PUNCT
easat-1689	100	1	2.2	2.2	NUM
easat-1689	100	2	.	.	PUNCT
easat-1689	101	1	ensemble	ensemble	ADJ
easat-1689	101	2	learning	learning	NOUN
easat-1689	101	3	ensemble	ensemble	ADJ
easat-1689	101	4	learning	learning	NOUN
easat-1689	101	5	involves	involve	VERB
easat-1689	101	6	training	train	VERB
easat-1689	101	7	several	several	ADJ
easat-1689	101	8	models	model	NOUN
easat-1689	101	9	.	.	PUNCT
easat-1689	102	1	their	their	PRON
easat-1689	102	2	outputs	output	NOUN
easat-1689	102	3	are	be	AUX
easat-1689	102	4	then	then	ADV
easat-1689	102	5	combined	combine	VERB
easat-1689	102	6	to	to	PART
easat-1689	102	7	produce	produce	VERB
easat-1689	102	8	the	the	DET
easat-1689	102	9	final	final	ADJ
easat-1689	102	10	prediction	prediction	NOUN
easat-1689	102	11	.	.	PUNCT
easat-1689	103	1	this	this	DET
easat-1689	103	2	approach	approach	NOUN
easat-1689	103	3	can	can	AUX
easat-1689	103	4	improve	improve	VERB
easat-1689	103	5	prediction	prediction	NOUN
easat-1689	103	6	accuracy	accuracy	NOUN
easat-1689	103	7	and	and	CCONJ
easat-1689	103	8	consistency	consistency	NOUN
easat-1689	103	9	.	.	PUNCT
easat-1689	104	1	there	there	PRON
easat-1689	104	2	are	be	VERB
easat-1689	104	3	three	three	NUM
easat-1689	104	4	common	common	ADJ
easat-1689	104	5	ensemble	ensemble	ADJ
easat-1689	104	6	methods	method	NOUN
easat-1689	104	7	for	for	ADP
easat-1689	104	8	combining	combine	VERB
easat-1689	104	9	the	the	DET
easat-1689	104	10	predictions	prediction	NOUN
easat-1689	104	11	of	of	ADP
easat-1689	104	12	multiple	multiple	ADJ
easat-1689	104	13	classifiers	classifier	NOUN
easat-1689	104	14	:	:	PUNCT
easat-1689	104	15	weighted	weight	VERB
easat-1689	104	16	average	average	ADJ
easat-1689	104	17	(	(	PUNCT
easat-1689	104	18	wa	wa	NOUN
easat-1689	104	19	)	)	PUNCT
easat-1689	104	20	,	,	PUNCT
easat-1689	104	21	max	max	PROPN
easat-1689	104	22	voting	voting	NOUN
easat-1689	104	23	(	(	PUNCT
easat-1689	104	24	mv	mv	NOUN
easat-1689	104	25	)	)	PUNCT
easat-1689	104	26	,	,	PUNCT
easat-1689	104	27	and	and	CCONJ
easat-1689	104	28	averaging	average	VERB
easat-1689	104	29	.	.	PUNCT
easat-1689	105	1	mv	mv	PROPN
easat-1689	105	2	is	be	AUX
easat-1689	105	3	commonly	commonly	ADV
easat-1689	105	4	used	use	VERB
easat-1689	105	5	for	for	ADP
easat-1689	105	6	classification	classification	NOUN
easat-1689	105	7	tasks	task	NOUN
easat-1689	105	8	.	.	PUNCT
easat-1689	106	1	in	in	ADP
easat-1689	106	2	this	this	DET
easat-1689	106	3	technique	technique	NOUN
easat-1689	106	4	,	,	PUNCT
easat-1689	106	5	multiple	multiple	ADJ
easat-1689	106	6	individual	individual	ADJ
easat-1689	106	7	classifier	classifier	NOUN
easat-1689	106	8	models	model	NOUN
easat-1689	106	9	are	be	AUX
easat-1689	106	10	used	use	VERB
easat-1689	106	11	to	to	PART
easat-1689	106	12	make	make	VERB
easat-1689	106	13	predictions	prediction	NOUN
easat-1689	106	14	for	for	ADP
easat-1689	106	15	each	each	DET
easat-1689	106	16	data	data	NOUN
easat-1689	106	17	point	point	NOUN
easat-1689	106	18	.	.	PUNCT
easat-1689	107	1	the	the	DET
easat-1689	107	2	output	output	NOUN
easat-1689	107	3	of	of	ADP
easat-1689	107	4	each	each	DET
easat-1689	107	5	classifier	classifier	NOUN
easat-1689	107	6	is	be	AUX
easat-1689	107	7	regarded	regard	VERB
easat-1689	107	8	as	as	ADP
easat-1689	107	9	a	a	DET
easat-1689	107	10	vote	vote	NOUN
easat-1689	107	11	,	,	PUNCT
easat-1689	107	12	and	and	CCONJ
easat-1689	107	13	the	the	DET
easat-1689	107	14	final	final	ADJ
easat-1689	107	15	output	output	NOUN
easat-1689	107	16	is	be	AUX
easat-1689	107	17	based	base	VERB
easat-1689	107	18	on	on	ADP
easat-1689	107	19	the	the	DET
easat-1689	107	20	majority	majority	NOUN
easat-1689	107	21	of	of	ADP
easat-1689	107	22	votes	vote	NOUN
easat-1689	107	23	.	.	PUNCT
easat-1689	108	1	averaging	average	VERB
easat-1689	108	2	works	work	NOUN
easat-1689	108	3	in	in	ADP
easat-1689	108	4	a	a	DET
easat-1689	108	5	similar	similar	ADJ
easat-1689	108	6	way	way	NOUN
easat-1689	108	7	to	to	ADP
easat-1689	108	8	mv	mv	VERB
easat-1689	108	9	,	,	PUNCT
easat-1689	108	10	but	but	CCONJ
easat-1689	108	11	the	the	DET
easat-1689	108	12	final	final	ADJ
easat-1689	108	13	output	output	NOUN
easat-1689	108	14	is	be	AUX
easat-1689	108	15	an	an	DET
easat-1689	108	16	average	average	NOUN
easat-1689	108	17	of	of	ADP
easat-1689	108	18	all	all	DET
easat-1689	108	19	individual	individual	ADJ
easat-1689	108	20	or	or	CCONJ
easat-1689	108	21	single	single	ADJ
easat-1689	108	22	classifier	classifier	NOUN
easat-1689	108	23	outputs	output	NOUN
easat-1689	108	24	.	.	PUNCT
easat-1689	109	1	in	in	ADP
easat-1689	109	2	contrast	contrast	NOUN
easat-1689	109	3	to	to	ADP
easat-1689	109	4	mv	mv	PROPN
easat-1689	109	5	,	,	PUNCT
easat-1689	109	6	averaging	average	VERB
easat-1689	109	7	is	be	AUX
easat-1689	109	8	applicable	applicable	ADJ
easat-1689	109	9	to	to	PART
easat-1689	109	10	regression	regression	VERB
easat-1689	109	11	as	as	ADV
easat-1689	109	12	well	well	ADV
easat-1689	109	13	as	as	ADP
easat-1689	109	14	to	to	ADP
easat-1689	109	15	classification	classification	NOUN
easat-1689	109	16	machine	machine	NOUN
easat-1689	109	17	learning	learning	NOUN
easat-1689	109	18	.	.	PUNCT
easat-1689	110	1	wa	wa	PROPN
easat-1689	110	2	is	be	AUX
easat-1689	110	3	an	an	DET
easat-1689	110	4	advanced	advanced	ADJ
easat-1689	110	5	version	version	NOUN
easat-1689	110	6	of	of	ADP
easat-1689	110	7	the	the	DET
easat-1689	110	8	averaging	averaging	NOUN
easat-1689	110	9	technique	technique	NOUN
easat-1689	110	10	.	.	PUNCT
easat-1689	111	1	the	the	DET
easat-1689	111	2	wa	wa	PROPN
easat-1689	111	3	method	method	PROPN
easat-1689	111	4	assigns	assign	NOUN
easat-1689	111	5	each	each	DET
easat-1689	111	6	model	model	NOUN
easat-1689	111	7	a	a	DET
easat-1689	111	8	different	different	ADJ
easat-1689	111	9	weight	weight	NOUN
easat-1689	111	10	,	,	PUNCT
easat-1689	111	11	indicating	indicate	VERB
easat-1689	111	12	its	its	PRON
easat-1689	111	13	importance	importance	NOUN
easat-1689	111	14	in	in	ADP
easat-1689	111	15	making	make	VERB
easat-1689	111	16	predictions	prediction	NOUN
easat-1689	111	17	.	.	PUNCT
easat-1689	112	1	advanced	advanced	ADJ
easat-1689	112	2	combination	combination	NOUN
easat-1689	112	3	techniques	technique	NOUN
easat-1689	112	4	,	,	PUNCT
easat-1689	112	5	on	on	ADP
easat-1689	112	6	the	the	DET
easat-1689	112	7	other	other	ADJ
easat-1689	112	8	hand	hand	NOUN
easat-1689	112	9	,	,	PUNCT
easat-1689	112	10	include	include	VERB
easat-1689	112	11	stacking	stacking	NOUN
easat-1689	112	12	,	,	PUNCT
easat-1689	112	13	blending	blending	NOUN
easat-1689	112	14	,	,	PUNCT
easat-1689	112	15	bagging	bagging	NOUN
easat-1689	112	16	,	,	PUNCT
easat-1689	112	17	and	and	CCONJ
easat-1689	112	18	boosting	boost	VERB
easat-1689	112	19	.	.	PUNCT
easat-1689	113	1	stacking	stack	VERB
easat-1689	113	2	refers	refer	NOUN
easat-1689	113	3	to	to	ADP
easat-1689	113	4	using	use	VERB
easat-1689	113	5	predictions	prediction	NOUN
easat-1689	113	6	from	from	ADP
easat-1689	113	7	multiple	multiple	ADJ
easat-1689	113	8	models	model	NOUN
easat-1689	113	9	(	(	PUNCT
easat-1689	113	10	m1	m1	NOUN
easat-1689	113	11	,	,	PUNCT
easat-1689	113	12	m2	m2	PROPN
easat-1689	113	13	,	,	PUNCT
easat-1689	113	14	...	...	PUNCT
easat-1689	113	15	,	,	PUNCT
easat-1689	113	16	mn	mn	PROPN
easat-1689	113	17	)	)	PUNCT
easat-1689	113	18	to	to	PART
easat-1689	113	19	create	create	VERB
easat-1689	113	20	another	another	DET
easat-1689	113	21	model	model	NOUN
easat-1689	113	22	,	,	PUNCT
easat-1689	113	23	which	which	PRON
easat-1689	113	24	is	be	AUX
easat-1689	113	25	then	then	ADV
easat-1689	113	26	utilized	utilize	VERB
easat-1689	113	27	to	to	PART
easat-1689	113	28	make	make	VERB
easat-1689	113	29	predictions	prediction	NOUN
easat-1689	113	30	on	on	ADP
easat-1689	113	31	the	the	DET
easat-1689	113	32	test	test	NOUN
easat-1689	113	33	dataset	dataset	NOUN
easat-1689	113	34	.	.	PUNCT
easat-1689	114	1	the	the	DET
easat-1689	114	2	objective	objective	NOUN
easat-1689	114	3	of	of	ADP
easat-1689	114	4	stacking	stacking	NOUN
easat-1689	114	5	is	be	AUX
easat-1689	114	6	to	to	PART
easat-1689	114	7	enhance	enhance	VERB
easat-1689	114	8	the	the	DET
easat-1689	114	9	accuracy	accuracy	NOUN
easat-1689	114	10	of	of	ADP
easat-1689	114	11	a	a	DET
easat-1689	114	12	classifier	classifier	NOUN
easat-1689	114	13	.	.	PUNCT
easat-1689	115	1	the	the	DET
easat-1689	115	2	fundamental	fundamental	ADJ
easat-1689	115	3	concept	concept	NOUN
easat-1689	115	4	behind	behind	ADP
easat-1689	115	5	stacking	stack	VERB
easat-1689	115	6	involves	involve	NOUN
easat-1689	115	7	combining	combine	VERB
easat-1689	115	8	the	the	DET
easat-1689	115	9	forecasts	forecast	NOUN
easat-1689	115	10	of	of	ADP
easat-1689	115	11	the	the	DET
easat-1689	115	12	models	model	NOUN
easat-1689	115	13	(	(	PUNCT
easat-1689	115	14	m1	m1	NOUN
easat-1689	115	15	,	,	PUNCT
easat-1689	115	16	m2	m2	PROPN
easat-1689	115	17	,	,	PUNCT
easat-1689	115	18	...	...	PUNCT
easat-1689	115	19	,	,	PUNCT
easat-1689	115	20	mn	mn	PROPN
easat-1689	115	21	)	)	PUNCT
easat-1689	115	22	using	use	VERB
easat-1689	115	23	a	a	DET
easat-1689	115	24	linear	linear	ADJ
easat-1689	115	25	combination	combination	NOUN
easat-1689	115	26	of	of	ADP
easat-1689	115	27	weights	weight	NOUN
easat-1689	115	28	(	(	PUNCT
easat-1689	115	29	a	a	DET
easat-1689	115	30	i	i	NOUN
easat-1689	115	31	)	)	PUNCT
easat-1689	115	32	learned	learn	VERB
easat-1689	115	33	by	by	ADP
easat-1689	115	34	a	a	DET
easat-1689	115	35	meta	meta	ADJ
easat-1689	115	36	-	-	PUNCT
easat-1689	115	37	learner	learner	NOUN
easat-1689	115	38	,	,	PUNCT
easat-1689	115	39	as	as	SCONJ
easat-1689	115	40	shown	show	VERB
easat-1689	115	41	in	in	ADP
easat-1689	115	42	the	the	DET
easat-1689	115	43	following	follow	VERB
easat-1689	115	44	equation	equation	NOUN
easat-1689	115	45	.	.	PUNCT
easat-1689	116	1	321	321	NUM
easat-1689	116	2	edelweiss	edelweiss	PROPN
easat-1689	116	3	applied	apply	VERB
easat-1689	116	4	science	science	NOUN
easat-1689	116	5	and	and	CCONJ
easat-1689	116	6	technology	technology	NOUN
easat-1689	116	7	issn	issn	PROPN
easat-1689	116	8	:	:	PUNCT
easat-1689	116	9	2576	2576	NUM
easat-1689	116	10	-	-	SYM
easat-1689	116	11	8484	8484	NUM
easat-1689	116	12	vol	vol	NOUN
easat-1689	116	13	.	.	PROPN
easat-1689	117	1	8	8	NUM
easat-1689	117	2	,	,	PUNCT
easat-1689	117	3	no	no	INTJ
easat-1689	117	4	.	.	NOUN
easat-1689	117	5	5	5	NUM
easat-1689	117	6	:	:	PUNCT
easat-1689	117	7	317	317	NUM
easat-1689	117	8	-	-	SYM
easat-1689	117	9	327	327	NUM
easat-1689	117	10	,	,	PUNCT
easat-1689	117	11	2024	2024	NUM
easat-1689	117	12	doi	doi	NOUN
easat-1689	117	13	:	:	PUNCT
easat-1689	117	14	10.55214/25768484.v8i5.1689	10.55214/25768484.v8i5.1689	NOUN
easat-1689	117	15	©	©	NOUN
easat-1689	117	16	2024	2024	NUM
easat-1689	117	17	by	by	ADP
easat-1689	117	18	the	the	DET
easat-1689	117	19	author	author	NOUN
easat-1689	117	20	;	;	PUNCT
easat-1689	117	21	licensee	licensee	PROPN
easat-1689	117	22	learning	learning	PROPN
easat-1689	117	23	gate	gate	PROPN
easat-1689	117	24	𝑓𝑆𝑇𝐾(𝑥	𝑓𝑆𝑇𝐾(𝑥	PROPN
easat-1689	117	25	)	)	PUNCT
easat-1689	117	26	=	=	SYM
easat-1689	117	27	∑	∑	PUNCT
easat-1689	117	28	𝑎𝑖⁡𝑓𝑖(𝑥	𝑎𝑖⁡𝑓𝑖(𝑥	PROPN
easat-1689	117	29	)	)	PUNCT
easat-1689	117	30	𝑛	𝑛	PRON
easat-1689	118	1	𝑖=1	𝑖=1	PUNCT
easat-1689	118	2	,	,	PUNCT
easat-1689	118	3	(	(	PUNCT
easat-1689	118	4	i	i	NOUN
easat-1689	118	5	=	=	NOUN
easat-1689	118	6	1	1	NUM
easat-1689	118	7	,	,	PUNCT
easat-1689	118	8	.	.	PUNCT
easat-1689	118	9	.	.	PUNCT
easat-1689	118	10	.	.	PUNCT
easat-1689	118	11	,	,	PUNCT
easat-1689	118	12	n	n	CCONJ
easat-1689	118	13	)	)	PUNCT
easat-1689	118	14	,	,	PUNCT
easat-1689	118	15	(	(	PUNCT
easat-1689	118	16	12	12	X
easat-1689	118	17	)	)	PUNCT
easat-1689	118	18	the	the	DET
easat-1689	118	19	blending	blend	VERB
easat-1689	118	20	ensemble	ensemble	ADJ
easat-1689	118	21	technique	technique	NOUN
easat-1689	118	22	works	work	NOUN
easat-1689	118	23	in	in	ADP
easat-1689	118	24	a	a	DET
easat-1689	118	25	similar	similar	ADJ
easat-1689	118	26	way	way	NOUN
easat-1689	118	27	to	to	ADP
easat-1689	118	28	a	a	DET
easat-1689	118	29	stacking	stacking	NOUN
easat-1689	118	30	technique	technique	NOUN
easat-1689	118	31	.	.	PUNCT
easat-1689	119	1	however	however	ADV
easat-1689	119	2	,	,	PUNCT
easat-1689	119	3	the	the	DET
easat-1689	119	4	main	main	ADJ
easat-1689	119	5	distinction	distinction	NOUN
easat-1689	119	6	between	between	ADP
easat-1689	119	7	stacking	stack	VERB
easat-1689	119	8	and	and	CCONJ
easat-1689	119	9	blending	blending	NOUN
easat-1689	119	10	is	be	AUX
easat-1689	119	11	that	that	SCONJ
easat-1689	119	12	while	while	SCONJ
easat-1689	119	13	stacking	stack	VERB
easat-1689	119	14	relies	rely	VERB
easat-1689	119	15	on	on	ADP
easat-1689	119	16	a	a	DET
easat-1689	119	17	separate	separate	ADJ
easat-1689	119	18	test	test	NOUN
easat-1689	119	19	dataset	dataset	VERB
easat-1689	119	20	to	to	PART
easat-1689	119	21	make	make	VERB
easat-1689	119	22	the	the	DET
easat-1689	119	23	prediction	prediction	NOUN
easat-1689	119	24	,	,	PUNCT
easat-1689	119	25	blending	blend	VERB
easat-1689	119	26	utilizes	utilize	VERB
easat-1689	119	27	a	a	DET
easat-1689	119	28	validation	validation	NOUN
easat-1689	119	29	set	set	NOUN
easat-1689	119	30	of	of	ADP
easat-1689	119	31	the	the	DET
easat-1689	119	32	training	training	NOUN
easat-1689	119	33	data	datum	NOUN
easat-1689	119	34	for	for	ADP
easat-1689	119	35	the	the	DET
easat-1689	119	36	prediction	prediction	NOUN
easat-1689	119	37	.	.	PUNCT
easat-1689	120	1	in	in	ADP
easat-1689	120	2	other	other	ADJ
easat-1689	120	3	words	word	NOUN
easat-1689	120	4	,	,	PUNCT
easat-1689	120	5	the	the	DET
easat-1689	120	6	prediction	prediction	NOUN
easat-1689	120	7	is	be	AUX
easat-1689	120	8	based	base	VERB
easat-1689	120	9	solely	solely	ADV
easat-1689	120	10	on	on	ADP
easat-1689	120	11	the	the	DET
easat-1689	120	12	validation	validation	NOUN
easat-1689	120	13	data	datum	NOUN
easat-1689	120	14	set	set	VERB
easat-1689	120	15	of	of	ADP
easat-1689	120	16	the	the	DET
easat-1689	120	17	training	training	NOUN
easat-1689	120	18	data	datum	NOUN
easat-1689	120	19	set	set	VERB
easat-1689	120	20	.	.	PUNCT
easat-1689	121	1	the	the	DET
easat-1689	121	2	output	output	NOUN
easat-1689	121	3	of	of	ADP
easat-1689	121	4	the	the	DET
easat-1689	121	5	predicted	predict	VERB
easat-1689	121	6	data	datum	NOUN
easat-1689	121	7	set	set	VERB
easat-1689	121	8	and	and	CCONJ
easat-1689	121	9	the	the	DET
easat-1689	121	10	validation	validation	NOUN
easat-1689	121	11	data	datum	NOUN
easat-1689	121	12	set	set	VERB
easat-1689	121	13	is	be	AUX
easat-1689	121	14	used	use	VERB
easat-1689	121	15	to	to	PART
easat-1689	121	16	construct	construct	VERB
easat-1689	121	17	the	the	DET
easat-1689	121	18	final	final	ADJ
easat-1689	121	19	model	model	NOUN
easat-1689	121	20	for	for	ADP
easat-1689	121	21	prediction	prediction	NOUN
easat-1689	121	22	of	of	ADP
easat-1689	121	23	the	the	DET
easat-1689	121	24	test	test	NOUN
easat-1689	121	25	data	datum	NOUN
easat-1689	121	26	set	set	VERB
easat-1689	121	27	.	.	PUNCT
easat-1689	122	1	we	we	PRON
easat-1689	122	2	can	can	AUX
easat-1689	122	3	use	use	VERB
easat-1689	122	4	bagging	bagging	NOUN
easat-1689	122	5	,	,	PUNCT
easat-1689	122	6	also	also	ADV
easat-1689	122	7	known	know	VERB
easat-1689	122	8	as	as	ADP
easat-1689	122	9	bootstrap	bootstrap	NOUN
easat-1689	122	10	aggregation	aggregation	NOUN
easat-1689	122	11	,	,	PUNCT
easat-1689	122	12	to	to	PART
easat-1689	122	13	construct	construct	VERB
easat-1689	122	14	the	the	DET
easat-1689	122	15	ultimate	ultimate	ADJ
easat-1689	122	16	predictive	predictive	ADJ
easat-1689	122	17	model	model	NOUN
easat-1689	122	18	for	for	ADP
easat-1689	122	19	the	the	DET
easat-1689	122	20	test	test	NOUN
easat-1689	122	21	data	datum	NOUN
easat-1689	122	22	set	set	VERB
easat-1689	122	23	.	.	PUNCT
easat-1689	123	1	bagging	bagging	NOUN
easat-1689	123	2	combines	combine	VERB
easat-1689	123	3	the	the	DET
easat-1689	123	4	results	result	NOUN
easat-1689	123	5	of	of	ADP
easat-1689	123	6	several	several	ADJ
easat-1689	123	7	models	model	NOUN
easat-1689	123	8	,	,	PUNCT
easat-1689	123	9	such	such	ADJ
easat-1689	123	10	as	as	ADP
easat-1689	123	11	n	n	DET
easat-1689	123	12	number	number	NOUN
easat-1689	123	13	of	of	ADP
easat-1689	123	14	k	k	PROPN
easat-1689	123	15	-nets	-net	NOUN
easat-1689	123	16	,	,	PUNCT
easat-1689	123	17	to	to	PART
easat-1689	123	18	produce	produce	VERB
easat-1689	123	19	a	a	DET
easat-1689	123	20	more	more	ADV
easat-1689	123	21	general	general	ADJ
easat-1689	123	22	output	output	NOUN
easat-1689	123	23	.	.	PUNCT
easat-1689	124	1	in	in	ADP
easat-1689	124	2	this	this	DET
easat-1689	124	3	technique	technique	NOUN
easat-1689	124	4	,	,	PUNCT
easat-1689	124	5	many	many	ADJ
easat-1689	124	6	subsets	subset	NOUN
easat-1689	124	7	(	(	PUNCT
easat-1689	124	8	bags	bag	NOUN
easat-1689	124	9	)	)	PUNCT
easat-1689	124	10	of	of	ADP
easat-1689	124	11	the	the	DET
easat-1689	124	12	original	original	ADJ
easat-1689	124	13	training	training	NOUN
easat-1689	124	14	data	datum	NOUN
easat-1689	124	15	set	set	VERB
easat-1689	124	16	are	be	AUX
easat-1689	124	17	generated	generate	VERB
easat-1689	124	18	with	with	ADP
easat-1689	124	19	replacement	replacement	NOUN
easat-1689	124	20	using	use	VERB
easat-1689	124	21	bootstrapping	bootstrappe	VERB
easat-1689	124	22	sampling	sample	VERB
easat-1689	124	23	methods	method	NOUN
easat-1689	124	24	.	.	PUNCT
easat-1689	125	1	the	the	DET
easat-1689	125	2	bags	bag	NOUN
easat-1689	125	3	produced	produce	VERB
easat-1689	125	4	by	by	ADP
easat-1689	125	5	the	the	DET
easat-1689	125	6	bagging	bagging	NOUN
easat-1689	125	7	process	process	NOUN
easat-1689	125	8	give	give	VERB
easat-1689	125	9	the	the	DET
easat-1689	125	10	model	model	NOUN
easat-1689	125	11	unbiased	unbiased	ADJ
easat-1689	125	12	insight	insight	NOUN
easat-1689	125	13	into	into	ADP
easat-1689	125	14	the	the	DET
easat-1689	125	15	whole	whole	ADJ
easat-1689	125	16	data	datum	NOUN
easat-1689	125	17	set	set	VERB
easat-1689	125	18	.	.	PUNCT
easat-1689	126	1	bagging	bag	VERB
easat-1689	126	2	meta	meta	ADJ
easat-1689	126	3	-	-	PUNCT
easat-1689	126	4	estimators	estimator	NOUN
easat-1689	126	5	and	and	CCONJ
easat-1689	126	6	random	random	ADJ
easat-1689	126	7	forests	forest	NOUN
easat-1689	126	8	are	be	AUX
easat-1689	126	9	some	some	DET
easat-1689	126	10	ml	ml	NOUN
easat-1689	126	11	algorithms	algorithm	NOUN
easat-1689	126	12	that	that	PRON
easat-1689	126	13	employ	employ	VERB
easat-1689	126	14	bagging	bagging	NOUN
easat-1689	126	15	techniques	technique	NOUN
easat-1689	126	16	.	.	PUNCT
easat-1689	127	1	overall	overall	ADV
easat-1689	127	2	,	,	PUNCT
easat-1689	127	3	bagging	bagging	NOUN
easat-1689	127	4	aims	aim	VERB
easat-1689	127	5	to	to	PART
easat-1689	127	6	reduce	reduce	VERB
easat-1689	127	7	model	model	NOUN
easat-1689	127	8	variance	variance	NOUN
easat-1689	127	9	.	.	PUNCT
easat-1689	128	1	boost	boost	PROPN
easat-1689	128	2	,	,	PUNCT
easat-1689	128	3	sometimes	sometimes	ADV
easat-1689	128	4	called	call	VERB
easat-1689	128	5	a	a	DET
easat-1689	128	6	"	"	PUNCT
easat-1689	128	7	meta	meta	ADJ
easat-1689	128	8	-	-	PUNCT
easat-1689	128	9	algorithm	algorithm	NOUN
easat-1689	128	10	"	"	PUNCT
easat-1689	128	11	,	,	PUNCT
easat-1689	128	12	is	be	AUX
easat-1689	128	13	an	an	DET
easat-1689	128	14	iterative	iterative	NOUN
easat-1689	128	15	process	process	NOUN
easat-1689	128	16	in	in	ADP
easat-1689	128	17	which	which	PRON
easat-1689	128	18	every	every	DET
easat-1689	128	19	subsequent	subsequent	ADJ
easat-1689	128	20	model	model	NOUN
easat-1689	128	21	attempts	attempt	VERB
easat-1689	128	22	to	to	PART
easat-1689	128	23	improve	improve	VERB
easat-1689	128	24	on	on	ADP
easat-1689	128	25	the	the	DET
easat-1689	128	26	errors	error	NOUN
easat-1689	128	27	of	of	ADP
easat-1689	128	28	the	the	DET
easat-1689	128	29	previous	previous	ADJ
easat-1689	128	30	model	model	NOUN
easat-1689	128	31	.	.	PUNCT
easat-1689	129	1	each	each	DET
easat-1689	129	2	successive	successive	ADJ
easat-1689	129	3	model	model	NOUN
easat-1689	129	4	depends	depend	VERB
easat-1689	129	5	upon	upon	SCONJ
easat-1689	129	6	the	the	DET
easat-1689	129	7	previous	previous	ADJ
easat-1689	129	8	one	one	NUM
easat-1689	129	9	.	.	PUNCT
easat-1689	130	1	a	a	DET
easat-1689	130	2	boosting	boost	VERB
easat-1689	130	3	algorithm	algorithm	NOUN
easat-1689	130	4	is	be	AUX
easat-1689	130	5	used	use	VERB
easat-1689	130	6	to	to	PART
easat-1689	130	7	reduce	reduce	VERB
easat-1689	130	8	the	the	DET
easat-1689	130	9	model	model	NOUN
easat-1689	130	10	's	's	PART
easat-1689	130	11	bias	bias	NOUN
easat-1689	130	12	.	.	PUNCT
easat-1689	131	1	boosting	boost	VERB
easat-1689	131	2	techniques	technique	NOUN
easat-1689	131	3	combine	combine	VERB
easat-1689	131	4	multiple	multiple	ADJ
easat-1689	131	5	weak	weak	ADJ
easat-1689	131	6	learners	learner	NOUN
easat-1689	131	7	into	into	ADP
easat-1689	131	8	a	a	DET
easat-1689	131	9	single	single	ADJ
easat-1689	131	10	strong	strong	ADJ
easat-1689	131	11	learner	learner	NOUN
easat-1689	131	12	.	.	PUNCT
easat-1689	132	1	individual	individual	ADJ
easat-1689	132	2	models	model	NOUN
easat-1689	132	3	perform	perform	VERB
easat-1689	132	4	well	well	ADV
easat-1689	132	5	on	on	ADP
easat-1689	132	6	specific	specific	ADJ
easat-1689	132	7	subsets	subset	NOUN
easat-1689	132	8	of	of	ADP
easat-1689	132	9	the	the	DET
easat-1689	132	10	dataset	dataset	NOUN
easat-1689	132	11	,	,	PUNCT
easat-1689	132	12	although	although	SCONJ
easat-1689	132	13	they	they	PRON
easat-1689	132	14	may	may	AUX
easat-1689	132	15	not	not	PART
easat-1689	132	16	perform	perform	VERB
easat-1689	132	17	better	well	ADV
easat-1689	132	18	on	on	ADP
easat-1689	132	19	the	the	DET
easat-1689	132	20	whole	whole	ADJ
easat-1689	132	21	dataset	dataset	NOUN
easat-1689	132	22	.	.	PUNCT
easat-1689	133	1	each	each	DET
easat-1689	133	2	model	model	NOUN
easat-1689	133	3	,	,	PUNCT
easat-1689	133	4	therefore	therefore	ADV
easat-1689	133	5	,	,	PUNCT
easat-1689	133	6	represents	represent	VERB
easat-1689	133	7	a	a	DET
easat-1689	133	8	significant	significant	ADJ
easat-1689	133	9	improvement	improvement	NOUN
easat-1689	133	10	in	in	ADP
easat-1689	133	11	the	the	DET
easat-1689	133	12	overall	overall	ADJ
easat-1689	133	13	performance	performance	NOUN
easat-1689	133	14	capability	capability	NOUN
easat-1689	133	15	of	of	ADP
easat-1689	133	16	the	the	DET
easat-1689	133	17	ensemble	ensemble	ADJ
easat-1689	133	18	.	.	PUNCT
easat-1689	134	1	popular	popular	ADJ
easat-1689	134	2	boosting	boost	VERB
easat-1689	134	3	methods	method	NOUN
easat-1689	134	4	include	include	VERB
easat-1689	134	5	the	the	DET
easat-1689	134	6	adaboost	adaboost	ADJ
easat-1689	134	7	,	,	PUNCT
easat-1689	134	8	the	the	DET
easat-1689	134	9	gbm	gbm	NOUN
easat-1689	134	10	,	,	PUNCT
easat-1689	134	11	the	the	DET
easat-1689	134	12	xgbm	xgbm	NOUN
easat-1689	134	13	,	,	PUNCT
easat-1689	134	14	the	the	DET
easat-1689	134	15	light	light	ADJ
easat-1689	134	16	gbm	gbm	NOUN
easat-1689	134	17	,	,	PUNCT
easat-1689	134	18	and	and	CCONJ
easat-1689	134	19	the	the	DET
easat-1689	134	20	catboost	catboost	NOUN
easat-1689	134	21	[	[	X
easat-1689	134	22	32	32	NUM
easat-1689	134	23	]	]	PUNCT
easat-1689	134	24	.	.	PUNCT
easat-1689	135	1	this	this	DET
easat-1689	135	2	study	study	NOUN
easat-1689	135	3	employs	employ	VERB
easat-1689	135	4	the	the	DET
easat-1689	135	5	adaboost	adaboost	ADJ
easat-1689	135	6	algorithm	algorithm	NOUN
easat-1689	135	7	as	as	ADP
easat-1689	135	8	an	an	DET
easat-1689	135	9	ensemble	ensemble	ADJ
easat-1689	135	10	learning	learning	NOUN
easat-1689	135	11	technique	technique	NOUN
easat-1689	135	12	for	for	ADP
easat-1689	135	13	lstm	lstm	PROPN
easat-1689	135	14	,	,	PUNCT
easat-1689	135	15	bi	bi	NOUN
easat-1689	135	16	-	-	ADJ
easat-1689	135	17	lstm	lstm	ADJ
easat-1689	135	18	,	,	PUNCT
easat-1689	135	19	and	and	CCONJ
easat-1689	135	20	gru	gru	NOUN
easat-1689	135	21	models	model	NOUN
easat-1689	135	22	,	,	PUNCT
easat-1689	135	23	enhancing	enhance	VERB
easat-1689	135	24	their	their	PRON
easat-1689	135	25	predictive	predictive	ADJ
easat-1689	135	26	capabilities	capability	NOUN
easat-1689	135	27	.	.	PUNCT
easat-1689	136	1	2.2.1	2.2.1	NUM
easat-1689	136	2	.	.	X
easat-1689	136	3	adaboost	adaboost	ADJ
easat-1689	136	4	algorithm	algorithm	NOUN
easat-1689	136	5	in	in	ADP
easat-1689	136	6	1997	1997	NUM
easat-1689	136	7	,	,	PUNCT
easat-1689	136	8	freund	freund	VERB
easat-1689	136	9	and	and	CCONJ
easat-1689	136	10	schapire	schapire	NOUN
easat-1689	136	11	introduced	introduce	VERB
easat-1689	136	12	the	the	DET
easat-1689	136	13	adaboost	adaboost	ADJ
easat-1689	136	14	algorithm	algorithm	NOUN
easat-1689	136	15	.	.	PUNCT
easat-1689	137	1	this	this	DET
easat-1689	137	2	innovative	innovative	ADJ
easat-1689	137	3	algorithm	algorithm	NOUN
easat-1689	137	4	amalgamates	amalgamate	VERB
easat-1689	137	5	various	various	ADJ
easat-1689	137	6	ml	ml	ADP
easat-1689	137	7	techniques	technique	NOUN
easat-1689	137	8	into	into	ADP
easat-1689	137	9	a	a	DET
easat-1689	137	10	unified	unified	ADJ
easat-1689	137	11	forecasting	forecasting	NOUN
easat-1689	137	12	model	model	NOUN
easat-1689	137	13	,	,	PUNCT
easat-1689	137	14	effectively	effectively	ADV
easat-1689	137	15	reducing	reduce	VERB
easat-1689	137	16	bias	bias	NOUN
easat-1689	137	17	.	.	PUNCT
easat-1689	138	1	throughout	throughout	ADP
easat-1689	138	2	the	the	DET
easat-1689	138	3	boosting	boost	VERB
easat-1689	138	4	process	process	NOUN
easat-1689	138	5	,	,	PUNCT
easat-1689	138	6	observations	observation	NOUN
easat-1689	138	7	are	be	AUX
easat-1689	138	8	meticulously	meticulously	ADV
easat-1689	138	9	weighted	weight	VERB
easat-1689	138	10	to	to	PART
easat-1689	138	11	ensure	ensure	VERB
easat-1689	138	12	meaningful	meaningful	ADJ
easat-1689	138	13	contributions	contribution	NOUN
easat-1689	138	14	to	to	ADP
easat-1689	138	15	multiple	multiple	ADJ
easat-1689	138	16	combinations	combination	NOUN
easat-1689	138	17	.	.	PUNCT
easat-1689	139	1	additionally	additionally	ADV
easat-1689	139	2	,	,	PUNCT
easat-1689	139	3	during	during	ADP
easat-1689	139	4	the	the	DET
easat-1689	139	5	training	training	NOUN
easat-1689	139	6	process	process	NOUN
easat-1689	139	7	,	,	PUNCT
easat-1689	139	8	each	each	DET
easat-1689	139	9	classifier	classifier	NOUN
easat-1689	139	10	takes	take	VERB
easat-1689	139	11	into	into	ADP
easat-1689	139	12	account	account	NOUN
easat-1689	139	13	the	the	DET
easat-1689	139	14	performance	performance	NOUN
easat-1689	139	15	of	of	ADP
easat-1689	139	16	previous	previous	ADJ
easat-1689	139	17	classifiers	classifier	NOUN
easat-1689	139	18	.	.	PUNCT
easat-1689	140	1	after	after	ADP
easat-1689	140	2	each	each	DET
easat-1689	140	3	training	training	NOUN
easat-1689	140	4	step	step	NOUN
easat-1689	140	5	,	,	PUNCT
easat-1689	140	6	the	the	DET
easat-1689	140	7	weights	weight	NOUN
easat-1689	140	8	are	be	AUX
easat-1689	140	9	adjusted	adjust	VERB
easat-1689	140	10	and	and	CCONJ
easat-1689	140	11	redistributed	redistribute	VERB
easat-1689	140	12	.	.	PUNCT
easat-1689	141	1	significantly	significantly	ADV
easat-1689	141	2	,	,	PUNCT
easat-1689	141	3	misclassified	misclassified	ADJ
easat-1689	141	4	data	datum	NOUN
easat-1689	141	5	is	be	AUX
easat-1689	141	6	allocated	allocate	VERB
easat-1689	141	7	greater	great	ADJ
easat-1689	141	8	weight	weight	NOUN
easat-1689	141	9	,	,	PUNCT
easat-1689	141	10	highlighting	highlight	VERB
easat-1689	141	11	the	the	DET
easat-1689	141	12	most	most	ADV
easat-1689	141	13	challenging	challenging	ADJ
easat-1689	141	14	cases	case	NOUN
easat-1689	141	15	.	.	PUNCT
easat-1689	142	1	by	by	ADP
easat-1689	142	2	utilizing	utilize	VERB
easat-1689	142	3	this	this	DET
easat-1689	142	4	approach	approach	NOUN
easat-1689	142	5	,	,	PUNCT
easat-1689	142	6	subsequent	subsequent	ADJ
easat-1689	142	7	learners	learner	NOUN
easat-1689	142	8	can	can	AUX
easat-1689	142	9	specifically	specifically	ADV
easat-1689	142	10	focus	focus	VERB
easat-1689	142	11	on	on	ADP
easat-1689	142	12	and	and	CCONJ
easat-1689	142	13	learn	learn	VERB
easat-1689	142	14	from	from	ADP
easat-1689	142	15	these	these	DET
easat-1689	142	16	demanding	demand	VERB
easat-1689	142	17	cases	case	NOUN
easat-1689	142	18	during	during	ADP
easat-1689	142	19	their	their	PRON
easat-1689	142	20	training	training	NOUN
easat-1689	142	21	[	[	X
easat-1689	142	22	33	33	NUM
easat-1689	142	23	]	]	PUNCT
easat-1689	142	24	.	.	PUNCT
easat-1689	143	1	2.2.1	2.2.1	NUM
easat-1689	143	2	.	.	PUNCT
easat-1689	143	3	adaboost	adaboost	ADJ
easat-1689	143	4	-	-	PUNCT
easat-1689	143	5	lstm	lstm	ADJ
easat-1689	143	6	,	,	PUNCT
easat-1689	143	7	adaboost	adaboost	ADJ
easat-1689	143	8	-	-	PUNCT
easat-1689	143	9	blstm	blstm	NOUN
easat-1689	143	10	and	and	CCONJ
easat-1689	143	11	adaboost	adaboost	ADJ
easat-1689	143	12	-	-	PUNCT
easat-1689	143	13	gru	gru	NOUN
easat-1689	143	14	approaches	approach	NOUN
easat-1689	143	15	to	to	PART
easat-1689	143	16	begin	begin	VERB
easat-1689	144	1	,	,	PUNCT
easat-1689	144	2	it	it	PRON
easat-1689	144	3	is	be	AUX
easat-1689	144	4	necessary	necessary	ADJ
easat-1689	144	5	to	to	PART
easat-1689	144	6	input	input	VERB
easat-1689	144	7	a	a	DET
easat-1689	144	8	series	series	NOUN
easat-1689	144	9	of	of	ADP
easat-1689	144	10	samples	sample	NOUN
easat-1689	144	11	(	(	PUNCT
easat-1689	144	12	𝑦1	𝑦1	NOUN
easat-1689	144	13	,	,	PUNCT
easat-1689	144	14	ŷ1	ŷ1	NOUN
easat-1689	144	15	)	)	PUNCT
easat-1689	144	16	,	,	PUNCT
easat-1689	144	17	...	...	PUNCT
easat-1689	144	18	(	(	PUNCT
easat-1689	144	19	⁡𝑦1	⁡𝑦1	NOUN
easat-1689	144	20	,	,	PUNCT
easat-1689	144	21	ŷ𝑛	ŷ𝑛	NOUN
easat-1689	144	22	)	)	PUNCT
easat-1689	144	23	,	,	PUNCT
easat-1689	144	24	where	where	SCONJ
easat-1689	144	25	the	the	DET
easat-1689	144	26	output	output	NOUN
easat-1689	144	27	"	"	PUNCT
easat-1689	144	28	ŷ𝑖	ŷ𝑖	VERB
easat-1689	144	29	"	"	PUNCT
easat-1689	144	30	represents	represent	VERB
easat-1689	144	31	a	a	DET
easat-1689	144	32	real	real	ADJ
easat-1689	144	33	number	number	NOUN
easat-1689	144	34	.	.	PUNCT
easat-1689	145	1	following	follow	VERB
easat-1689	145	2	this	this	PRON
easat-1689	145	3	,	,	PUNCT
easat-1689	145	4	a	a	DET
easat-1689	145	5	model	model	NOUN
easat-1689	145	6	is	be	AUX
easat-1689	145	7	constructed	construct	VERB
easat-1689	145	8	using	use	VERB
easat-1689	145	9	a	a	DET
easat-1689	145	10	base	base	ADJ
easat-1689	145	11	weak	weak	ADJ
easat-1689	145	12	learner	learner	NOUN
easat-1689	145	13	such	such	ADJ
easat-1689	145	14	as	as	ADP
easat-1689	145	15	lstm	lstm	ADJ
easat-1689	145	16	,	,	PUNCT
easat-1689	145	17	bi	bi	NOUN
easat-1689	145	18	-	-	ADJ
easat-1689	145	19	lstm	lstm	ADJ
easat-1689	145	20	,	,	PUNCT
easat-1689	145	21	or	or	CCONJ
easat-1689	145	22	gru	gru	PROPN
easat-1689	145	23	.	.	PROPN
easat-1689	146	1	subsequently	subsequently	ADV
easat-1689	146	2	,	,	PUNCT
easat-1689	146	3	the	the	DET
easat-1689	146	4	training	training	NOUN
easat-1689	146	5	sample	sample	NOUN
easat-1689	146	6	set	set	NOUN
easat-1689	146	7	's	's	PART
easat-1689	146	8	sampling	sample	VERB
easat-1689	146	9	weights	weight	NOUN
easat-1689	146	10	(	(	PUNCT
easat-1689	146	11	wi	wi	PROPN
easat-1689	146	12	)	)	PUNCT
easat-1689	146	13	are	be	AUX
easat-1689	146	14	initialized	initialize	VERB
easat-1689	146	15	.	.	PUNCT
easat-1689	147	1	the	the	DET
easat-1689	147	2	created	create	VERB
easat-1689	147	3	models	model	NOUN
easat-1689	147	4	are	be	AUX
easat-1689	147	5	then	then	ADV
easat-1689	147	6	encapsulated	encapsulate	VERB
easat-1689	147	7	in	in	ADP
easat-1689	147	8	scikit	scikit	NOUN
easat-1689	147	9	-	-	PUNCT
easat-1689	147	10	learn	learn	VERB
easat-1689	147	11	and	and	CCONJ
easat-1689	147	12	finally	finally	ADV
easat-1689	147	13	boosted	boost	VERB
easat-1689	147	14	.	.	PUNCT
easat-1689	148	1	it	it	PRON
easat-1689	148	2	is	be	AUX
easat-1689	148	3	important	important	ADJ
easat-1689	148	4	to	to	PART
easat-1689	148	5	start	start	VERB
easat-1689	148	6	by	by	ADP
easat-1689	148	7	assigning	assign	VERB
easat-1689	148	8	equal	equal	ADJ
easat-1689	148	9	weight	weight	NOUN
easat-1689	148	10	to	to	ADP
easat-1689	148	11	all	all	DET
easat-1689	148	12	the	the	DET
easat-1689	148	13	samples	sample	NOUN
easat-1689	148	14	as	as	ADP
easat-1689	148	15	in	in	ADP
easat-1689	148	16	the	the	DET
easat-1689	148	17	following	follow	VERB
easat-1689	148	18	equation	equation	NOUN
easat-1689	148	19	.	.	PUNCT
easat-1689	149	1	𝑊𝑖	𝑊𝑖	PROPN
easat-1689	149	2	=	=	SYM
easat-1689	149	3	1	1	NUM
easat-1689	149	4	𝑁	𝑁	PROPN
easat-1689	149	5	,	,	PUNCT
easat-1689	149	6	(	(	PUNCT
easat-1689	149	7	13	13	NUM
easat-1689	149	8	)	)	PUNCT
easat-1689	149	9	the	the	DET
easat-1689	149	10	variable	variable	NOUN
easat-1689	149	11	n	n	PRON
easat-1689	149	12	represents	represent	VERB
easat-1689	149	13	the	the	DET
easat-1689	149	14	number	number	NOUN
easat-1689	149	15	of	of	ADP
easat-1689	149	16	samples	sample	NOUN
easat-1689	149	17	(	(	PUNCT
easat-1689	149	18	𝑖	𝑖	SYM
easat-1689	149	19	=	=	SYM
easat-1689	149	20	1,2	1,2	NUM
easat-1689	149	21	,	,	PUNCT
easat-1689	149	22	3	3	NUM
easat-1689	149	23	,	,	PUNCT
easat-1689	149	24	…	…	PUNCT
easat-1689	149	25	,	,	PUNCT
easat-1689	149	26	𝑁	𝑁	PROPN
easat-1689	149	27	)	)	PUNCT
easat-1689	149	28	for	for	ADP
easat-1689	149	29	the	the	DET
easat-1689	149	30	lstm	lstm	PROPN
easat-1689	149	31	,	,	PUNCT
easat-1689	149	32	bi	bi	NOUN
easat-1689	149	33	-	-	ADJ
easat-1689	149	34	lstm	lstm	ADJ
easat-1689	149	35	,	,	PUNCT
easat-1689	149	36	and	and	CCONJ
easat-1689	149	37	gru	gru	NOUN
easat-1689	149	38	models	model	NOUN
easat-1689	149	39	during	during	ADP
easat-1689	149	40	training	training	NOUN
easat-1689	149	41	.	.	PUNCT
easat-1689	150	1	these	these	DET
easat-1689	150	2	models	model	NOUN
easat-1689	150	3	are	be	AUX
easat-1689	150	4	provided	provide	VERB
easat-1689	150	5	with	with	ADP
easat-1689	150	6	training	training	NOUN
easat-1689	150	7	samples	sample	NOUN
easat-1689	150	8	,	,	PUNCT
easat-1689	150	9	and	and	CCONJ
easat-1689	150	10	the	the	DET
easat-1689	150	11	error	error	NOUN
easat-1689	150	12	is	be	AUX
easat-1689	150	13	calculated	calculate	VERB
easat-1689	150	14	using	use	VERB
easat-1689	150	15	the	the	DET
easat-1689	150	16	second	second	ADJ
easat-1689	150	17	step	step	NOUN
easat-1689	150	18	of	of	ADP
easat-1689	150	19	the	the	DET
easat-1689	150	20	adaboost	adaboost	ADJ
easat-1689	150	21	algorithm	algorithm	NOUN
easat-1689	150	22	.	.	PUNCT
easat-1689	151	1	the	the	DET
easat-1689	151	2	foresting	forest	VERB
easat-1689	151	3	error	error	NOUN
easat-1689	151	4	‘	'	PUNCT
easat-1689	151	5	errm	errm	ADJ
easat-1689	151	6	’	'	PUNCT
easat-1689	151	7	and	and	CCONJ
easat-1689	151	8	ensemble	ensemble	ADJ
easat-1689	151	9	weight	weight	NOUN
easat-1689	151	10	‘	'	PUNCT
easat-1689	151	11	αm	αm	NOUN
easat-1689	151	12	’	'	PUNCT
easat-1689	151	13	of	of	ADP
easat-1689	151	14	the	the	DET
easat-1689	151	15	model	model	NOUN
easat-1689	151	16	based	base	VERB
easat-1689	151	17	on	on	ADP
easat-1689	151	18	its	its	PRON
easat-1689	151	19	error	error	NOUN
easat-1689	151	20	is	be	AUX
easat-1689	151	21	calculated	calculate	VERB
easat-1689	151	22	as	as	SCONJ
easat-1689	151	23	follows	follow	VERB
easat-1689	151	24	.	.	PUNCT
easat-1689	152	1	𝑒𝑟𝑟𝑚	𝑒𝑟𝑟𝑚	X
easat-1689	153	1	=	=	PROPN
easat-1689	153	2	⁡⁡∑	⁡⁡∑	ADP
easat-1689	153	3	𝑊𝑖	𝑊𝑖	PROPN
easat-1689	153	4	𝑚𝑁	𝑚𝑁	NOUN
easat-1689	153	5	𝑖=1	𝑖=1	PROPN
easat-1689	153	6	⁡(𝑦𝑖	⁡(𝑦𝑖	ADV
easat-1689	153	7	≠	≠	PROPN
easat-1689	153	8	ŷ𝑖	ŷ𝑖	NOUN
easat-1689	153	9	)	)	PUNCT
easat-1689	153	10	,	,	PUNCT
easat-1689	153	11	(	(	PUNCT
easat-1689	153	12	14	14	NUM
easat-1689	153	13	)	)	PUNCT
easat-1689	153	14	𝛼𝑚	𝛼𝑚	NOUN
easat-1689	153	15	=	=	SYM
easat-1689	153	16	1	1	NUM
easat-1689	153	17	2	2	NUM
easat-1689	153	18	ln⁡	ln⁡	NOUN
easat-1689	153	19	(	(	PUNCT
easat-1689	153	20	1−	1−	NUM
easat-1689	153	21	𝑒𝑟𝑟𝑚	𝑒𝑟𝑟𝑚	INTJ
easat-1689	153	22	𝑒𝑟𝑟𝑚	𝑒𝑟𝑟𝑚	PROPN
easat-1689	153	23	)	)	PUNCT
easat-1689	153	24	(	(	PUNCT
easat-1689	153	25	15	15	NUM
easat-1689	153	26	)	)	PUNCT
easat-1689	153	27	322	322	NUM
easat-1689	153	28	edelweiss	edelweiss	PROPN
easat-1689	153	29	applied	apply	VERB
easat-1689	153	30	science	science	NOUN
easat-1689	153	31	and	and	CCONJ
easat-1689	153	32	technology	technology	NOUN
easat-1689	153	33	issn	issn	PROPN
easat-1689	153	34	:	:	PUNCT
easat-1689	153	35	2576	2576	NUM
easat-1689	153	36	-	-	SYM
easat-1689	153	37	8484	8484	NUM
easat-1689	153	38	vol	vol	NOUN
easat-1689	153	39	.	.	PROPN
easat-1689	153	40	8	8	NUM
easat-1689	153	41	,	,	PUNCT
easat-1689	153	42	no	no	INTJ
easat-1689	153	43	.	.	NOUN
easat-1689	154	1	5	5	NUM
easat-1689	154	2	:	:	PUNCT
easat-1689	154	3	317	317	NUM
easat-1689	154	4	-	-	SYM
easat-1689	154	5	327	327	NUM
easat-1689	154	6	,	,	PUNCT
easat-1689	154	7	2024	2024	NUM
easat-1689	154	8	doi	doi	NOUN
easat-1689	154	9	:	:	PUNCT
easat-1689	154	10	10.55214/25768484.v8i5.1689	10.55214/25768484.v8i5.1689	NOUN
easat-1689	154	11	©	©	NOUN
easat-1689	154	12	2024	2024	NUM
easat-1689	154	13	by	by	ADP
easat-1689	154	14	the	the	DET
easat-1689	154	15	author	author	NOUN
easat-1689	154	16	;	;	PUNCT
easat-1689	154	17	licensee	licensee	PROPN
easat-1689	154	18	learning	learning	NOUN
easat-1689	154	19	gate	gate	NOUN
easat-1689	154	20	where	where	SCONJ
easat-1689	154	21	(𝑦𝑖	(𝑦𝑖	ADV
easat-1689	154	22	≠	≠	PROPN
easat-1689	154	23	ŷ𝑖)⁡is	ŷ𝑖)⁡is	NOUN
easat-1689	154	24	1	1	NUM
easat-1689	154	25	if	if	SCONJ
easat-1689	154	26	the	the	DET
easat-1689	154	27	prediction	prediction	NOUN
easat-1689	154	28	ŷ𝑖	ŷ𝑖	NOUN
easat-1689	154	29	is	be	AUX
easat-1689	154	30	incorrect	incorrect	ADJ
easat-1689	154	31	,	,	PUNCT
easat-1689	154	32	and	and	CCONJ
easat-1689	154	33	otherwise	otherwise	ADV
easat-1689	154	34	,	,	PUNCT
easat-1689	154	35	it	it	PRON
easat-1689	154	36	is	be	AUX
easat-1689	154	37	zero	zero	NUM
easat-1689	154	38	.	.	PUNCT
easat-1689	155	1	next	next	ADV
easat-1689	155	2	,	,	PUNCT
easat-1689	155	3	the	the	DET
easat-1689	155	4	sampling	sample	VERB
easat-1689	155	5	weights	weight	NOUN
easat-1689	155	6	are	be	AUX
easat-1689	155	7	updated	update	VERB
easat-1689	155	8	for	for	ADP
easat-1689	155	9	the	the	DET
easat-1689	155	10	next	next	ADJ
easat-1689	155	11	iteration	iteration	NOUN
easat-1689	155	12	.	.	PUNCT
easat-1689	156	1	𝑊𝑖	𝑊𝑖	PROPN
easat-1689	156	2	(	(	PUNCT
easat-1689	156	3	𝑚+1	𝑚+1	NUM
easat-1689	156	4	)	)	PUNCT
easat-1689	156	5	=	=	PUNCT
easat-1689	157	1	𝑊𝑖	𝑊𝑖	PROPN
easat-1689	157	2	𝑚⁡𝑒𝛼𝑚.(𝑦𝑖≠ŷ𝑖	𝑚⁡𝑒𝛼𝑚.(𝑦𝑖≠ŷ𝑖	NUM
easat-1689	157	3	)	)	PUNCT
easat-1689	157	4	,	,	PUNCT
easat-1689	157	5	(	(	PUNCT
easat-1689	157	6	16	16	NUM
easat-1689	157	7	)	)	PUNCT
easat-1689	157	8	the	the	DET
easat-1689	157	9	final	final	ADJ
easat-1689	157	10	ensemble	ensemble	ADJ
easat-1689	157	11	prediction	prediction	NOUN
easat-1689	157	12	is	be	AUX
easat-1689	157	13	obtained	obtain	VERB
easat-1689	157	14	by	by	ADP
easat-1689	157	15	calculating	calculate	VERB
easat-1689	157	16	the	the	DET
easat-1689	157	17	weighted	weighted	ADJ
easat-1689	157	18	sum	sum	NOUN
easat-1689	157	19	of	of	ADP
easat-1689	157	20	the	the	DET
easat-1689	157	21	predictions	prediction	NOUN
easat-1689	157	22	from	from	ADP
easat-1689	157	23	each	each	DET
easat-1689	157	24	model	model	NOUN
easat-1689	157	25	,	,	PUNCT
easat-1689	157	26	as	as	SCONJ
easat-1689	157	27	seen	see	VERB
easat-1689	157	28	in	in	ADP
easat-1689	157	29	the	the	DET
easat-1689	157	30	following	follow	VERB
easat-1689	157	31	equation	equation	NOUN
easat-1689	157	32	[	[	X
easat-1689	157	33	32	32	NUM
easat-1689	157	34	]	]	PUNCT
easat-1689	157	35	.	.	PUNCT
easat-1689	158	1	ŷ𝑖	ŷ𝑖	VERB
easat-1689	158	2	=	=	SYM
easat-1689	158	3	𝑠𝑖𝑔𝑛(∑	𝑠𝑖𝑔𝑛(∑	PROPN
easat-1689	158	4	𝛼𝑚.	𝛼𝑚.	X
easat-1689	158	5	𝑦𝑚	𝑦𝑚	ADP
easat-1689	158	6	𝑀	𝑀	PROPN
easat-1689	158	7	𝑚=1	𝑚=1	PROPN
easat-1689	158	8	)	)	PUNCT
easat-1689	158	9	,	,	PUNCT
easat-1689	158	10	(	(	PUNCT
easat-1689	158	11	17	17	NUM
easat-1689	158	12	)	)	SYM
easat-1689	158	13	3	3	NUM
easat-1689	158	14	.	.	PUNCT
easat-1689	158	15	data	datum	NOUN
easat-1689	158	16	analysis	analysis	NOUN
easat-1689	158	17	3.1	3.1	NUM
easat-1689	158	18	.	.	PUNCT
easat-1689	159	1	collection	collection	NOUN
easat-1689	159	2	of	of	ADP
easat-1689	159	3	the	the	DET
easat-1689	159	4	data	data	NOUN
easat-1689	159	5	artificial	artificial	ADJ
easat-1689	159	6	neural	neural	ADJ
easat-1689	159	7	network	network	NOUN
easat-1689	159	8	(	(	PUNCT
easat-1689	159	9	ann	ann	PROPN
easat-1689	159	10	)	)	PUNCT
easat-1689	159	11	algorithms	algorithm	NOUN
easat-1689	159	12	require	require	VERB
easat-1689	159	13	a	a	DET
easat-1689	159	14	substantial	substantial	ADJ
easat-1689	159	15	amount	amount	NOUN
easat-1689	159	16	of	of	ADP
easat-1689	159	17	data	datum	NOUN
easat-1689	159	18	to	to	PART
easat-1689	159	19	achieve	achieve	VERB
easat-1689	159	20	accurate	accurate	ADJ
easat-1689	159	21	results	result	NOUN
easat-1689	159	22	.	.	PUNCT
easat-1689	160	1	therefore	therefore	ADV
easat-1689	160	2	,	,	PUNCT
easat-1689	160	3	it	it	PRON
easat-1689	160	4	is	be	AUX
easat-1689	160	5	better	well	ADJ
easat-1689	160	6	to	to	PART
easat-1689	160	7	use	use	VERB
easat-1689	160	8	intraday	intraday	NOUN
easat-1689	160	9	or	or	CCONJ
easat-1689	160	10	daily	daily	ADJ
easat-1689	160	11	data	datum	NOUN
easat-1689	160	12	,	,	PUNCT
easat-1689	160	13	as	as	SCONJ
easat-1689	160	14	it	it	PRON
easat-1689	160	15	allows	allow	VERB
easat-1689	160	16	for	for	SCONJ
easat-1689	160	17	a	a	DET
easat-1689	160	18	significant	significant	ADJ
easat-1689	160	19	number	number	NOUN
easat-1689	160	20	of	of	ADP
easat-1689	160	21	observations	observation	NOUN
easat-1689	160	22	to	to	PART
easat-1689	160	23	be	be	AUX
easat-1689	160	24	collected	collect	VERB
easat-1689	160	25	within	within	ADP
easat-1689	160	26	a	a	DET
easat-1689	160	27	shorter	short	ADJ
easat-1689	160	28	timeframe	timeframe	NOUN
easat-1689	160	29	.	.	PUNCT
easat-1689	161	1	this	this	DET
easat-1689	161	2	research	research	NOUN
easat-1689	161	3	used	use	VERB
easat-1689	161	4	five	five	NUM
easat-1689	161	5	-	-	PUNCT
easat-1689	161	6	year	year	NOUN
easat-1689	161	7	data	datum	NOUN
easat-1689	161	8	in	in	ADP
easat-1689	161	9	daily	daily	ADJ
easat-1689	161	10	resolution	resolution	NOUN
easat-1689	161	11	to	to	PART
easat-1689	161	12	forecast	forecast	VERB
easat-1689	161	13	electricity	electricity	NOUN
easat-1689	161	14	prices	price	NOUN
easat-1689	161	15	.	.	PUNCT
easat-1689	162	1	the	the	DET
easat-1689	162	2	dataset	dataset	NOUN
easat-1689	162	3	used	use	VERB
easat-1689	162	4	is	be	AUX
easat-1689	162	5	a	a	DET
easat-1689	162	6	spreadsheet	spreadsheet	NOUN
easat-1689	162	7	of	of	ADP
easat-1689	162	8	historical	historical	ADJ
easat-1689	162	9	hourly	hourly	ADJ
easat-1689	162	10	load	load	NOUN
easat-1689	162	11	data	datum	NOUN
easat-1689	162	12	,	,	PUNCT
easat-1689	162	13	natural	natural	ADJ
easat-1689	162	14	gas	gas	NOUN
easat-1689	162	15	and	and	CCONJ
easat-1689	162	16	electricity	electricity	NOUN
easat-1689	162	17	prices	price	NOUN
easat-1689	162	18	,	,	PUNCT
easat-1689	162	19	and	and	CCONJ
easat-1689	162	20	temperature	temperature	NOUN
easat-1689	162	21	data	datum	NOUN
easat-1689	162	22	collected	collect	VERB
easat-1689	162	23	by	by	ADP
easat-1689	162	24	the	the	DET
easat-1689	162	25	new	new	PROPN
easat-1689	162	26	england	england	PROPN
easat-1689	162	27	iso	iso	NOUN
easat-1689	162	28	from	from	ADP
easat-1689	162	29	2004	2004	NUM
easat-1689	162	30	until	until	ADP
easat-1689	162	31	2008	2008	NUM
easat-1689	162	32	.	.	PUNCT
easat-1689	163	1	the	the	DET
easat-1689	163	2	weather	weather	NOUN
easat-1689	163	3	information	information	NOUN
easat-1689	163	4	specifies	specify	VERB
easat-1689	163	5	the	the	DET
easat-1689	163	6	dry	dry	ADJ
easat-1689	163	7	bulb	bulb	NOUN
easat-1689	163	8	temperature	temperature	NOUN
easat-1689	163	9	,	,	PUNCT
easat-1689	163	10	which	which	PRON
easat-1689	163	11	measures	measure	VERB
easat-1689	163	12	the	the	DET
easat-1689	163	13	ambient	ambient	ADJ
easat-1689	163	14	air	air	NOUN
easat-1689	163	15	temperature	temperature	NOUN
easat-1689	163	16	,	,	PUNCT
easat-1689	163	17	and	and	CCONJ
easat-1689	163	18	the	the	DET
easat-1689	163	19	dew	dew	NOUN
easat-1689	163	20	point	point	NOUN
easat-1689	163	21	,	,	PUNCT
easat-1689	163	22	which	which	PRON
easat-1689	163	23	indicates	indicate	VERB
easat-1689	163	24	the	the	DET
easat-1689	163	25	temperature	temperature	NOUN
easat-1689	163	26	at	at	ADP
easat-1689	163	27	which	which	PRON
easat-1689	163	28	air	air	NOUN
easat-1689	163	29	becomes	becomes	AUX
easat-1689	163	30	saturated	saturate	VERB
easat-1689	163	31	with	with	ADP
easat-1689	163	32	water	water	NOUN
easat-1689	163	33	vapor	vapor	NOUN
easat-1689	163	34	.	.	PUNCT
easat-1689	164	1	this	this	DET
easat-1689	164	2	valuable	valuable	ADJ
easat-1689	164	3	dataset	dataset	NOUN
easat-1689	164	4	is	be	AUX
easat-1689	164	5	sourced	source	VERB
easat-1689	164	6	from	from	ADP
easat-1689	164	7	the	the	DET
easat-1689	164	8	mathworks	mathworks	PROPN
easat-1689	164	9	website	website	NOUN
easat-1689	164	10	and	and	CCONJ
easat-1689	164	11	can	can	AUX
easat-1689	164	12	be	be	AUX
easat-1689	164	13	easily	easily	ADV
easat-1689	164	14	accessed	access	VERB
easat-1689	164	15	in	in	ADP
easat-1689	164	16	reference	reference	NOUN
easat-1689	164	17	[	[	X
easat-1689	164	18	34	34	NUM
easat-1689	164	19	]	]	PUNCT
easat-1689	164	20	.	.	PUNCT
easat-1689	165	1	for	for	ADP
easat-1689	165	2	this	this	DET
easat-1689	165	3	study	study	NOUN
easat-1689	165	4	,	,	PUNCT
easat-1689	165	5	the	the	DET
easat-1689	165	6	original	original	ADJ
easat-1689	165	7	dataset	dataset	NOUN
easat-1689	165	8	was	be	AUX
easat-1689	165	9	reorganized	reorganize	VERB
easat-1689	165	10	to	to	ADP
easat-1689	165	11	a	a	DET
easat-1689	165	12	daily	daily	ADJ
easat-1689	165	13	maximum	maximum	ADJ
easat-1689	165	14	resolution	resolution	NOUN
easat-1689	165	15	instead	instead	ADV
easat-1689	165	16	of	of	ADP
easat-1689	165	17	its	its	PRON
easat-1689	165	18	original	original	ADJ
easat-1689	165	19	hourly	hourly	ADJ
easat-1689	165	20	resolution	resolution	NOUN
easat-1689	165	21	.	.	PUNCT
easat-1689	166	1	3.2	3.2	NUM
easat-1689	166	2	.	.	PUNCT
easat-1689	167	1	processing	processing	NOUN
easat-1689	167	2	of	of	ADP
easat-1689	167	3	the	the	DET
easat-1689	167	4	data	datum	NOUN
easat-1689	167	5	when	when	SCONJ
easat-1689	167	6	conducting	conduct	VERB
easat-1689	167	7	data	datum	NOUN
easat-1689	167	8	analysis	analysis	NOUN
easat-1689	167	9	,	,	PUNCT
easat-1689	167	10	it	it	PRON
easat-1689	167	11	is	be	AUX
easat-1689	167	12	imperative	imperative	ADJ
easat-1689	167	13	to	to	PART
easat-1689	167	14	preprocess	preprocess	VERB
easat-1689	167	15	the	the	DET
easat-1689	167	16	data	datum	NOUN
easat-1689	167	17	before	before	ADP
easat-1689	167	18	applying	apply	VERB
easat-1689	167	19	any	any	DET
easat-1689	167	20	forecasting	forecasting	NOUN
easat-1689	167	21	models	model	NOUN
easat-1689	167	22	.	.	PUNCT
easat-1689	168	1	applying	apply	VERB
easat-1689	168	2	a	a	DET
easat-1689	168	3	min	min	ADJ
easat-1689	168	4	-	-	ADJ
easat-1689	168	5	max	max	PROPN
easat-1689	168	6	scaler	scaler	NOUN
easat-1689	168	7	to	to	PART
easat-1689	168	8	normalize	normalize	VERB
easat-1689	168	9	the	the	DET
easat-1689	168	10	data	datum	NOUN
easat-1689	168	11	is	be	AUX
easat-1689	168	12	essential	essential	ADJ
easat-1689	168	13	in	in	ADP
easat-1689	168	14	the	the	DET
easat-1689	168	15	preprocessing	preprocessing	NOUN
easat-1689	168	16	step	step	NOUN
easat-1689	168	17	.	.	PUNCT
easat-1689	169	1	as	as	SCONJ
easat-1689	169	2	described	describe	VERB
easat-1689	169	3	in	in	ADP
easat-1689	169	4	equation	equation	NOUN
easat-1689	169	5	5	5	NUM
easat-1689	169	6	,	,	PUNCT
easat-1689	169	7	this	this	DET
easat-1689	169	8	technique	technique	NOUN
easat-1689	169	9	will	will	AUX
easat-1689	169	10	scale	scale	VERB
easat-1689	169	11	the	the	DET
easat-1689	169	12	data	datum	NOUN
easat-1689	169	13	to	to	ADP
easat-1689	169	14	a	a	DET
easat-1689	169	15	range	range	NOUN
easat-1689	169	16	between	between	ADP
easat-1689	169	17	0	0	NUM
easat-1689	169	18	and	and	CCONJ
easat-1689	169	19	1	1	NUM
easat-1689	169	20	,	,	PUNCT
easat-1689	169	21	maintaining	maintain	VERB
easat-1689	169	22	the	the	DET
easat-1689	169	23	proportionality	proportionality	NOUN
easat-1689	169	24	of	of	ADP
easat-1689	169	25	the	the	DET
easat-1689	169	26	original	original	ADJ
easat-1689	169	27	values	value	NOUN
easat-1689	169	28	.	.	PUNCT
easat-1689	170	1	normalizing	normalize	VERB
easat-1689	170	2	the	the	DET
easat-1689	170	3	data	datum	NOUN
easat-1689	170	4	in	in	ADP
easat-1689	170	5	this	this	DET
easat-1689	170	6	way	way	NOUN
easat-1689	170	7	is	be	AUX
easat-1689	170	8	essential	essential	ADJ
easat-1689	170	9	for	for	ADP
easat-1689	170	10	ensuring	ensure	VERB
easat-1689	170	11	that	that	SCONJ
easat-1689	170	12	the	the	DET
easat-1689	170	13	input	input	NOUN
easat-1689	170	14	features	feature	NOUN
easat-1689	170	15	contribute	contribute	VERB
easat-1689	170	16	equally	equally	ADV
easat-1689	170	17	to	to	ADP
easat-1689	170	18	the	the	DET
easat-1689	170	19	analysis	analysis	NOUN
easat-1689	170	20	and	and	CCONJ
easat-1689	170	21	modeling	modeling	NOUN
easat-1689	170	22	processes	process	NOUN
easat-1689	170	23	,	,	PUNCT
easat-1689	170	24	thus	thus	ADV
easat-1689	170	25	improving	improve	VERB
easat-1689	170	26	the	the	DET
easat-1689	170	27	overall	overall	ADJ
easat-1689	170	28	effectiveness	effectiveness	NOUN
easat-1689	170	29	of	of	ADP
easat-1689	170	30	the	the	DET
easat-1689	170	31	data	datum	NOUN
easat-1689	170	32	processing	processing	NOUN
easat-1689	170	33	methodology	methodology	NOUN
easat-1689	170	34	.	.	PUNCT
easat-1689	171	1	specifically	specifically	ADV
easat-1689	171	2	,	,	PUNCT
easat-1689	171	3	we	we	PRON
easat-1689	171	4	set	set	VERB
easat-1689	171	5	the	the	DET
easat-1689	171	6	min	min	ADJ
easat-1689	171	7	-	-	ADJ
easat-1689	171	8	max	max	PROPN
easat-1689	171	9	scaler	scaler	NOUN
easat-1689	171	10	range	range	NOUN
easat-1689	171	11	as	as	ADP
easat-1689	171	12	[	[	X
easat-1689	171	13	0	0	NUM
easat-1689	171	14	,	,	PUNCT
easat-1689	171	15	1	1	NUM
easat-1689	171	16	]	]	PUNCT
easat-1689	171	17	for	for	ADP
easat-1689	171	18	our	our	PRON
easat-1689	171	19	analysis	analysis	NOUN
easat-1689	171	20	.	.	PUNCT
easat-1689	172	1	it	it	PRON
easat-1689	172	2	is	be	AUX
easat-1689	172	3	important	important	ADJ
easat-1689	172	4	to	to	PART
easat-1689	172	5	note	note	VERB
easat-1689	172	6	that	that	SCONJ
easat-1689	172	7	at	at	ADP
easat-1689	172	8	the	the	DET
easat-1689	172	9	output	output	NOUN
easat-1689	172	10	layer	layer	NOUN
easat-1689	172	11	of	of	ADP
easat-1689	172	12	both	both	CCONJ
easat-1689	172	13	the	the	DET
easat-1689	172	14	adaboost	adaboost	ADJ
easat-1689	172	15	lstm	lstm	NOUN
easat-1689	172	16	and	and	CCONJ
easat-1689	172	17	adaboost	adaboost	PROPN
easat-1689	172	18	gru	gru	PROPN
easat-1689	172	19	,	,	PUNCT
easat-1689	172	20	the	the	DET
easat-1689	172	21	input	input	NOUN
easat-1689	172	22	and	and	CCONJ
easat-1689	172	23	output	output	NOUN
easat-1689	172	24	variables	variable	NOUN
easat-1689	172	25	are	be	AUX
easat-1689	172	26	scaled	scale	VERB
easat-1689	172	27	from	from	ADP
easat-1689	172	28	0	0	NUM
easat-1689	172	29	to	to	ADP
easat-1689	172	30	1	1	NUM
easat-1689	172	31	to	to	PART
easat-1689	172	32	match	match	VERB
easat-1689	172	33	the	the	DET
easat-1689	172	34	activation	activation	NOUN
easat-1689	172	35	function	function	NOUN
easat-1689	172	36	scale	scale	NOUN
easat-1689	172	37	[	[	X
easat-1689	172	38	23	23	NUM
easat-1689	172	39	]	]	PUNCT
easat-1689	172	40	.	.	PUNCT
easat-1689	173	1	𝑥𝑛𝑜𝑟𝑚	𝑥𝑛𝑜𝑟𝑚	ADJ
easat-1689	173	2	=	=	SYM
easat-1689	173	3	𝑥−𝑥𝑚𝑖𝑛	𝑥−𝑥𝑚𝑖𝑛	PROPN
easat-1689	173	4	𝑥𝑚𝑎𝑥−𝑥𝑚𝑖𝑛	𝑥𝑚𝑎𝑥−𝑥𝑚𝑖𝑛	NUM
easat-1689	173	5	,	,	PUNCT
easat-1689	173	6	(	(	PUNCT
easat-1689	173	7	18	18	NUM
easat-1689	173	8	)	)	PUNCT
easat-1689	173	9	we	we	PRON
easat-1689	173	10	implemented	implement	VERB
easat-1689	173	11	a	a	DET
easat-1689	173	12	forward	forward	ADV
easat-1689	173	13	-	-	PUNCT
easat-1689	173	14	moving	move	VERB
easat-1689	173	15	window	window	NOUN
easat-1689	173	16	approach	approach	NOUN
easat-1689	173	17	with	with	ADP
easat-1689	173	18	a	a	DET
easat-1689	173	19	size	size	NOUN
easat-1689	173	20	of	of	ADP
easat-1689	173	21	7	7	NUM
easat-1689	173	22	to	to	PART
easat-1689	173	23	forecast	forecast	VERB
easat-1689	173	24	the	the	DET
easat-1689	173	25	eighth	eighth	ADJ
easat-1689	173	26	data	datum	NOUN
easat-1689	173	27	point	point	NOUN
easat-1689	173	28	,	,	PUNCT
easat-1689	173	29	using	use	VERB
easat-1689	173	30	the	the	DET
easat-1689	173	31	initial	initial	ADJ
easat-1689	173	32	7	7	NUM
easat-1689	173	33	data	data	NOUN
easat-1689	173	34	points	point	NOUN
easat-1689	173	35	(	(	PUNCT
easat-1689	173	36	x1	x1	NOUN
easat-1689	173	37	to	to	ADP
easat-1689	173	38	x7	x7	VERB
easat-1689	173	39	)	)	PUNCT
easat-1689	173	40	as	as	ADP
easat-1689	173	41	input	input	NOUN
easat-1689	173	42	.	.	PUNCT
easat-1689	174	1	afterward	afterward	ADV
easat-1689	174	2	,	,	PUNCT
easat-1689	174	3	we	we	PRON
easat-1689	174	4	modified	modify	VERB
easat-1689	174	5	the	the	DET
easat-1689	174	6	window	window	NOUN
easat-1689	174	7	to	to	PART
easat-1689	174	8	cover	cover	VERB
easat-1689	174	9	the	the	DET
easat-1689	174	10	second	second	ADJ
easat-1689	174	11	to	to	PART
easat-1689	174	12	eighth	eighth	ADJ
easat-1689	174	13	data	data	NOUN
easat-1689	174	14	points	point	NOUN
easat-1689	174	15	(	(	PUNCT
easat-1689	174	16	x2	x2	INTJ
easat-1689	174	17	to	to	ADP
easat-1689	174	18	x8	x8	PROPN
easat-1689	174	19	)	)	PUNCT
easat-1689	174	20	to	to	PART
easat-1689	174	21	forecast	forecast	VERB
easat-1689	174	22	the	the	DET
easat-1689	174	23	ninth	ninth	ADJ
easat-1689	174	24	data	datum	NOUN
easat-1689	174	25	point	point	NOUN
easat-1689	174	26	and	and	CCONJ
easat-1689	174	27	repeated	repeat	VERB
easat-1689	174	28	this	this	DET
easat-1689	174	29	process	process	NOUN
easat-1689	174	30	.	.	PUNCT
easat-1689	175	1	we	we	PRON
easat-1689	175	2	used	use	VERB
easat-1689	175	3	the	the	DET
easat-1689	175	4	pandas	panda	NOUN
easat-1689	175	5	shift	shift	NOUN
easat-1689	175	6	function	function	NOUN
easat-1689	175	7	to	to	PART
easat-1689	175	8	move	move	VERB
easat-1689	175	9	the	the	DET
easat-1689	175	10	whole	whole	ADJ
easat-1689	175	11	column	column	NOUN
easat-1689	175	12	by	by	ADP
easat-1689	175	13	the	the	DET
easat-1689	175	14	number	number	NOUN
easat-1689	175	15	given	give	VERB
easat-1689	175	16	to	to	PART
easat-1689	175	17	keep	keep	VERB
easat-1689	175	18	the	the	DET
easat-1689	175	19	window	window	NOUN
easat-1689	175	20	size	size	NOUN
easat-1689	175	21	at	at	ADP
easat-1689	175	22	seven	seven	NUM
easat-1689	175	23	.	.	PUNCT
easat-1689	176	1	the	the	DET
easat-1689	176	2	dataset	dataset	NOUN
easat-1689	176	3	encompasses	encompass	VERB
easat-1689	176	4	a	a	DET
easat-1689	176	5	total	total	NOUN
easat-1689	176	6	of	of	ADP
easat-1689	176	7	1820	1820	NUM
easat-1689	176	8	rows	row	NOUN
easat-1689	176	9	and	and	CCONJ
easat-1689	176	10	five	five	NUM
easat-1689	176	11	columns	column	NOUN
easat-1689	176	12	.	.	PUNCT
easat-1689	177	1	the	the	DET
easat-1689	177	2	columns	column	NOUN
easat-1689	177	3	contain	contain	VERB
easat-1689	177	4	information	information	NOUN
easat-1689	177	5	related	relate	VERB
easat-1689	177	6	to	to	ADP
easat-1689	177	7	historical	historical	ADJ
easat-1689	177	8	daily	daily	ADJ
easat-1689	177	9	maximum	maximum	ADJ
easat-1689	177	10	loads	load	NOUN
easat-1689	177	11	,	,	PUNCT
easat-1689	177	12	natural	natural	ADJ
easat-1689	177	13	gas	gas	NOUN
easat-1689	177	14	prices	price	NOUN
easat-1689	177	15	,	,	PUNCT
easat-1689	177	16	electricity	electricity	NOUN
easat-1689	177	17	prices	price	NOUN
easat-1689	177	18	,	,	PUNCT
easat-1689	177	19	the	the	DET
easat-1689	177	20	dew	dew	NOUN
easat-1689	177	21	point	point	NOUN
easat-1689	177	22	,	,	PUNCT
easat-1689	177	23	and	and	CCONJ
easat-1689	177	24	dry	dry	ADJ
easat-1689	177	25	bulb	bulb	NOUN
easat-1689	177	26	temperature	temperature	NOUN
easat-1689	177	27	.	.	PUNCT
easat-1689	178	1	we	we	PRON
easat-1689	178	2	partitioned	partition	VERB
easat-1689	178	3	the	the	DET
easat-1689	178	4	data	datum	NOUN
easat-1689	178	5	into	into	ADP
easat-1689	178	6	80	80	NUM
easat-1689	178	7	%	%	NOUN
easat-1689	178	8	for	for	ADP
easat-1689	178	9	training	training	NOUN
easat-1689	178	10	and	and	CCONJ
easat-1689	178	11	20	20	NUM
easat-1689	178	12	%	%	NOUN
easat-1689	178	13	for	for	ADP
easat-1689	178	14	testing	testing	NOUN
easat-1689	178	15	.	.	PUNCT
easat-1689	179	1	we	we	PRON
easat-1689	179	2	partitioned	partition	VERB
easat-1689	179	3	the	the	DET
easat-1689	179	4	dataset	dataset	NOUN
easat-1689	179	5	into	into	ADP
easat-1689	179	6	two	two	NUM
easat-1689	179	7	sets	set	NOUN
easat-1689	179	8	.	.	PUNCT
easat-1689	180	1	the	the	DET
easat-1689	180	2	first	first	ADJ
easat-1689	180	3	set	set	NOUN
easat-1689	180	4	comprised	comprise	VERB
easat-1689	180	5	1456	1456	NUM
easat-1689	180	6	observations	observation	NOUN
easat-1689	180	7	and	and	CCONJ
easat-1689	180	8	was	be	AUX
easat-1689	180	9	assigned	assign	VERB
easat-1689	180	10	to	to	ADP
easat-1689	180	11	the	the	DET
easat-1689	180	12	training	training	NOUN
easat-1689	180	13	set	set	NOUN
easat-1689	180	14	.	.	PUNCT
easat-1689	181	1	the	the	DET
easat-1689	181	2	second	second	ADJ
easat-1689	181	3	set	set	NOUN
easat-1689	181	4	consisted	consist	VERB
easat-1689	181	5	of	of	ADP
easat-1689	181	6	the	the	DET
easat-1689	181	7	remaining	remain	VERB
easat-1689	181	8	364	364	NUM
easat-1689	181	9	observations	observation	NOUN
easat-1689	181	10	and	and	CCONJ
easat-1689	181	11	was	be	AUX
easat-1689	181	12	designated	designate	VERB
easat-1689	181	13	as	as	ADP
easat-1689	181	14	the	the	DET
easat-1689	181	15	test	test	NOUN
easat-1689	181	16	set	set	VERB
easat-1689	181	17	.	.	PUNCT
easat-1689	182	1	throughout	throughout	ADP
easat-1689	182	2	this	this	DET
easat-1689	182	3	process	process	NOUN
easat-1689	182	4	,	,	PUNCT
easat-1689	182	5	we	we	PRON
easat-1689	182	6	maintained	maintain	VERB
easat-1689	182	7	a	a	DET
easat-1689	182	8	fixed	fix	VERB
easat-1689	182	9	window	window	NOUN
easat-1689	182	10	size	size	NOUN
easat-1689	182	11	of	of	ADP
easat-1689	182	12	7	7	NUM
easat-1689	182	13	.	.	PUNCT
easat-1689	182	14	suppose	suppose	VERB
easat-1689	182	15	that	that	SCONJ
easat-1689	182	16	the	the	DET
easat-1689	182	17	set	set	NOUN
easat-1689	182	18	of	of	ADP
easat-1689	182	19	observations	observation	NOUN
easat-1689	182	20	is	be	AUX
easat-1689	182	21	represented	represent	VERB
easat-1689	182	22	by	by	ADP
easat-1689	182	23	the	the	DET
easat-1689	182	24	symbol	symbol	NOUN
easat-1689	182	25	k	k	PROPN
easat-1689	182	26	,	,	PUNCT
easat-1689	182	27	𝐾	𝐾	PROPN
easat-1689	182	28	=	=	SYM
easat-1689	182	29	(	(	PUNCT
easat-1689	182	30	𝑥𝑖	𝑥𝑖	PROPN
easat-1689	182	31	,	,	PUNCT
easat-1689	182	32	𝑦𝑖)𝑖=1	𝑦𝑖)𝑖=1	NOUN
easat-1689	182	33	𝑁	𝑁	PROPN
easat-1689	182	34	,	,	PUNCT
easat-1689	182	35	(	(	PUNCT
easat-1689	182	36	19	19	NUM
easat-1689	182	37	)	)	PUNCT
easat-1689	182	38	whereas	whereas	SCONJ
easat-1689	182	39	(	(	PUNCT
easat-1689	182	40	𝑥𝑖)𝑖=1	𝑥𝑖)𝑖=1	PROPN
easat-1689	182	41	𝑁	𝑁	PROPN
easat-1689	182	42	are	be	AUX
easat-1689	182	43	the	the	DET
easat-1689	182	44	inputs	input	NOUN
easat-1689	182	45	to	to	ADP
easat-1689	182	46	the	the	DET
easat-1689	182	47	model	model	NOUN
easat-1689	182	48	,	,	PUNCT
easat-1689	182	49	and	and	CCONJ
easat-1689	182	50	(	(	PUNCT
easat-1689	182	51	𝑦𝑖)𝑖=1	𝑦𝑖)𝑖=1	NOUN
easat-1689	182	52	𝑁	𝑁	PROPN
easat-1689	182	53	⁡are	⁡are	VERB
easat-1689	182	54	the	the	DET
easat-1689	182	55	labels	label	NOUN
easat-1689	182	56	[	[	X
easat-1689	182	57	27	27	NUM
easat-1689	182	58	]	]	PUNCT
easat-1689	182	59	.	.	PUNCT
easat-1689	183	1	in	in	ADP
easat-1689	183	2	our	our	PRON
easat-1689	183	3	research	research	NOUN
easat-1689	183	4	,	,	PUNCT
easat-1689	183	5	we	we	PRON
easat-1689	183	6	are	be	AUX
easat-1689	183	7	working	work	VERB
easat-1689	183	8	with	with	ADP
easat-1689	183	9	the	the	DET
easat-1689	183	10	dimensional	dimensional	ADJ
easat-1689	183	11	variables	variable	NOUN
easat-1689	183	12	y	y	PROPN
easat-1689	183	13	and	and	CCONJ
easat-1689	183	14	x	x	PROPN
easat-1689	183	15	i.	i.	PROPN
easat-1689	183	16	xi	xi	PROPN
easat-1689	183	17	is	be	AUX
easat-1689	183	18	taken	take	VERB
easat-1689	183	19	from	from	ADP
easat-1689	183	20	the	the	DET
easat-1689	183	21	set	set	NOUN
easat-1689	183	22	of	of	ADP
easat-1689	183	23	real	real	ADJ
easat-1689	183	24	numbers	number	NOUN
easat-1689	183	25	raised	raise	VERB
easat-1689	183	26	to	to	ADP
easat-1689	183	27	the	the	DET
easat-1689	183	28	power	power	NOUN
easat-1689	183	29	of	of	ADP
easat-1689	183	30	d.	d.	PROPN
easat-1689	183	31	d	d	PROPN
easat-1689	183	32	is	be	AUX
easat-1689	183	33	the	the	DET
easat-1689	183	34	number	number	NOUN
easat-1689	183	35	of	of	ADP
easat-1689	183	36	variables	variable	NOUN
easat-1689	183	37	(	(	PUNCT
easat-1689	183	38	historical	historical	ADJ
easat-1689	183	39	daily	daily	ADJ
easat-1689	183	40	maximum	maximum	ADJ
easat-1689	183	41	loads	load	NOUN
easat-1689	183	42	,	,	PUNCT
easat-1689	183	43	natural	natural	ADJ
easat-1689	183	44	gas	gas	NOUN
easat-1689	183	45	prices	price	NOUN
easat-1689	183	46	,	,	PUNCT
easat-1689	183	47	electricity	electricity	NOUN
easat-1689	183	48	323	323	NUM
easat-1689	183	49	edelweiss	edelweiss	PROPN
easat-1689	183	50	applied	apply	VERB
easat-1689	183	51	science	science	NOUN
easat-1689	183	52	and	and	CCONJ
easat-1689	183	53	technology	technology	NOUN
easat-1689	183	54	issn	issn	PROPN
easat-1689	183	55	:	:	PUNCT
easat-1689	183	56	2576	2576	NUM
easat-1689	183	57	-	-	SYM
easat-1689	183	58	8484	8484	NUM
easat-1689	183	59	vol	vol	NOUN
easat-1689	183	60	.	.	PROPN
easat-1689	184	1	8	8	NUM
easat-1689	184	2	,	,	PUNCT
easat-1689	184	3	no	no	INTJ
easat-1689	184	4	.	.	NOUN
easat-1689	184	5	5	5	NUM
easat-1689	184	6	:	:	PUNCT
easat-1689	184	7	317	317	NUM
easat-1689	184	8	-	-	SYM
easat-1689	184	9	327	327	NUM
easat-1689	184	10	,	,	PUNCT
easat-1689	184	11	2024	2024	NUM
easat-1689	184	12	doi	doi	NOUN
easat-1689	184	13	:	:	PUNCT
easat-1689	184	14	10.55214/25768484.v8i5.1689	10.55214/25768484.v8i5.1689	NOUN
easat-1689	184	15	©	©	NOUN
easat-1689	184	16	2024	2024	NUM
easat-1689	184	17	by	by	ADP
easat-1689	184	18	the	the	DET
easat-1689	184	19	author	author	NOUN
easat-1689	184	20	;	;	PUNCT
easat-1689	184	21	licensee	licensee	PROPN
easat-1689	184	22	learning	learn	VERB
easat-1689	184	23	gate	gate	NOUN
easat-1689	184	24	prices	price	NOUN
easat-1689	184	25	,	,	PUNCT
easat-1689	184	26	the	the	DET
easat-1689	184	27	dew	dew	NOUN
easat-1689	184	28	point	point	NOUN
easat-1689	184	29	,	,	PUNCT
easat-1689	184	30	and	and	CCONJ
easat-1689	184	31	dry	dry	ADJ
easat-1689	184	32	bulb	bulb	NOUN
easat-1689	184	33	temperature	temperature	NOUN
easat-1689	184	34	)	)	PUNCT
easat-1689	184	35	,	,	PUNCT
easat-1689	184	36	5	5	NUM
easat-1689	184	37	for	for	ADP
easat-1689	184	38	us	we	PRON
easat-1689	184	39	.	.	PUNCT
easat-1689	185	1	additionally	additionally	ADV
easat-1689	185	2	,	,	PUNCT
easat-1689	185	3	‘	'	PUNCT
easat-1689	185	4	y	y	PROPN
easat-1689	185	5	i	i	PROPN
easat-1689	185	6	’	'	PUNCT
easat-1689	185	7	belongs	belong	VERB
easat-1689	185	8	to	to	ADP
easat-1689	185	9	the	the	DET
easat-1689	185	10	set	set	NOUN
easat-1689	185	11	of	of	ADP
easat-1689	185	12	real	real	ADJ
easat-1689	185	13	numbers	number	NOUN
easat-1689	185	14	.	.	PUNCT
easat-1689	186	1	4	4	X
easat-1689	186	2	.	.	X
easat-1689	186	3	experimental	experimental	ADJ
easat-1689	186	4	setting	setting	NOUN
easat-1689	186	5	to	to	PART
easat-1689	186	6	effectively	effectively	ADV
easat-1689	186	7	use	use	VERB
easat-1689	186	8	the	the	DET
easat-1689	186	9	lstm	lstm	NOUN
easat-1689	186	10	,	,	PUNCT
easat-1689	186	11	bi	bi	NOUN
easat-1689	186	12	-	-	ADJ
easat-1689	186	13	lstm	lstm	ADJ
easat-1689	186	14	,	,	PUNCT
easat-1689	186	15	gru	gru	PROPN
easat-1689	186	16	,	,	PUNCT
easat-1689	186	17	adaboost	adaboost	ADJ
easat-1689	186	18	-	-	PUNCT
easat-1689	186	19	lstm	lstm	ADJ
easat-1689	186	20	,	,	PUNCT
easat-1689	186	21	adaboost	adaboost	ADJ
easat-1689	186	22	-	-	PUNCT
easat-1689	186	23	bilstm	bilstm	NOUN
easat-1689	186	24	,	,	PUNCT
easat-1689	186	25	and	and	CCONJ
easat-1689	186	26	adaboost	adaboost	ADJ
easat-1689	186	27	-	-	PUNCT
easat-1689	186	28	gru	gru	NOUN
easat-1689	186	29	models	model	NOUN
easat-1689	186	30	in	in	ADP
easat-1689	186	31	the	the	DET
easat-1689	186	32	python	python	NOUN
easat-1689	186	33	keras	keras	PROPN
easat-1689	186	34	library	library	PROPN
easat-1689	186	35	,	,	PUNCT
easat-1689	186	36	the	the	DET
easat-1689	186	37	input	input	NOUN
easat-1689	186	38	and	and	CCONJ
easat-1689	186	39	target	target	NOUN
easat-1689	186	40	data	datum	NOUN
easat-1689	186	41	must	must	AUX
easat-1689	186	42	conform	conform	VERB
easat-1689	186	43	to	to	ADP
easat-1689	186	44	a	a	DET
easat-1689	186	45	specified	specified	ADJ
easat-1689	186	46	3	3	NUM
easat-1689	186	47	-	-	PUNCT
easat-1689	186	48	dimensional	dimensional	ADJ
easat-1689	186	49	format	format	NOUN
easat-1689	186	50	that	that	PRON
easat-1689	186	51	includes	include	VERB
easat-1689	186	52	the	the	DET
easat-1689	186	53	number	number	NOUN
easat-1689	186	54	of	of	ADP
easat-1689	186	55	observed	observed	ADJ
easat-1689	186	56	data	datum	NOUN
easat-1689	186	57	,	,	PUNCT
easat-1689	186	58	the	the	DET
easat-1689	186	59	hidden	hidden	ADJ
easat-1689	186	60	state	state	NOUN
easat-1689	186	61	length	length	NOUN
easat-1689	186	62	,	,	PUNCT
easat-1689	186	63	and	and	CCONJ
easat-1689	186	64	the	the	DET
easat-1689	186	65	predictor	predictor	NOUN
easat-1689	186	66	number	number	NOUN
easat-1689	186	67	.	.	PUNCT
easat-1689	187	1	when	when	SCONJ
easat-1689	187	2	configuring	configure	VERB
easat-1689	187	3	the	the	DET
easat-1689	187	4	lstm	lstm	NOUN
easat-1689	187	5	,	,	PUNCT
easat-1689	187	6	bi	bi	NOUN
easat-1689	187	7	-	-	ADJ
easat-1689	187	8	lstm	lstm	ADJ
easat-1689	187	9	,	,	PUNCT
easat-1689	187	10	and	and	CCONJ
easat-1689	187	11	gru	gru	NOUN
easat-1689	187	12	models	model	NOUN
easat-1689	187	13	,	,	PUNCT
easat-1689	187	14	we	we	PRON
easat-1689	187	15	included	include	VERB
easat-1689	187	16	two	two	NUM
easat-1689	187	17	hidden	hidden	ADJ
easat-1689	187	18	layers	layer	NOUN
easat-1689	187	19	of	of	ADP
easat-1689	187	20	300	300	NUM
easat-1689	187	21	neurons	neuron	NOUN
easat-1689	187	22	each	each	PRON
easat-1689	187	23	and	and	CCONJ
easat-1689	187	24	used	use	VERB
easat-1689	187	25	a	a	DET
easat-1689	187	26	single	single	ADJ
easat-1689	187	27	output	output	NOUN
easat-1689	187	28	layer	layer	NOUN
easat-1689	187	29	neuron	neuron	PROPN
easat-1689	187	30	.	.	PUNCT
easat-1689	188	1	the	the	DET
easat-1689	188	2	rectified	rectify	VERB
easat-1689	188	3	linear	linear	PROPN
easat-1689	188	4	unit	unit	NOUN
easat-1689	188	5	(	(	PUNCT
easat-1689	188	6	relu	relu	NOUN
easat-1689	188	7	)	)	PUNCT
easat-1689	188	8	activation	activation	NOUN
easat-1689	188	9	function	function	NOUN
easat-1689	188	10	was	be	AUX
easat-1689	188	11	used	use	VERB
easat-1689	188	12	in	in	ADP
easat-1689	188	13	dense	dense	ADJ
easat-1689	188	14	layers	layer	NOUN
easat-1689	188	15	.	.	PUNCT
easat-1689	189	1	this	this	DET
easat-1689	189	2	choice	choice	NOUN
easat-1689	189	3	was	be	AUX
easat-1689	189	4	deliberate	deliberate	ADJ
easat-1689	189	5	as	as	SCONJ
easat-1689	189	6	relu	relu	NOUN
easat-1689	189	7	is	be	AUX
easat-1689	189	8	known	know	VERB
easat-1689	189	9	for	for	ADP
easat-1689	189	10	its	its	PRON
easat-1689	189	11	resilience	resilience	NOUN
easat-1689	189	12	against	against	ADP
easat-1689	189	13	the	the	DET
easat-1689	189	14	gradient	gradient	NOUN
easat-1689	189	15	vanishing	vanishing	NOUN
easat-1689	189	16	problem	problem	NOUN
easat-1689	189	17	.	.	PUNCT
easat-1689	190	1	researchers	researcher	NOUN
easat-1689	190	2	have	have	AUX
easat-1689	190	3	widely	widely	ADV
easat-1689	190	4	embraced	embrace	VERB
easat-1689	190	5	it	it	PRON
easat-1689	190	6	to	to	PART
easat-1689	190	7	enhance	enhance	VERB
easat-1689	190	8	the	the	DET
easat-1689	190	9	network	network	NOUN
easat-1689	190	10	's	's	PART
easat-1689	190	11	trainability	trainability	NOUN
easat-1689	190	12	effectively	effectively	ADV
easat-1689	190	13	.	.	PUNCT
easat-1689	191	1	the	the	DET
easat-1689	191	2	mean	mean	ADJ
easat-1689	191	3	squared	square	VERB
easat-1689	191	4	error	error	NOUN
easat-1689	191	5	was	be	AUX
easat-1689	191	6	used	use	VERB
easat-1689	191	7	to	to	PART
easat-1689	191	8	determine	determine	VERB
easat-1689	191	9	the	the	DET
easat-1689	191	10	cost	cost	NOUN
easat-1689	191	11	functions	function	NOUN
easat-1689	191	12	.	.	PUNCT
easat-1689	192	1	the	the	DET
easat-1689	192	2	adaptive	adaptive	ADJ
easat-1689	192	3	moment	moment	NOUN
easat-1689	192	4	estimation	estimation	NOUN
easat-1689	192	5	(	(	PUNCT
easat-1689	192	6	adam	adam	PROPN
easat-1689	192	7	)	)	PUNCT
easat-1689	192	8	optimizer	optimizer	NOUN
easat-1689	192	9	,	,	PUNCT
easat-1689	192	10	which	which	PRON
easat-1689	192	11	has	have	VERB
easat-1689	192	12	a	a	DET
easat-1689	192	13	learning	learning	NOUN
easat-1689	192	14	rate	rate	NOUN
easat-1689	192	15	of	of	ADP
easat-1689	192	16	0.001	0.001	NUM
easat-1689	192	17	,	,	PUNCT
easat-1689	192	18	was	be	AUX
easat-1689	192	19	used	use	VERB
easat-1689	192	20	to	to	PART
easat-1689	192	21	train	train	VERB
easat-1689	192	22	for	for	ADP
easat-1689	192	23	100	100	NUM
easat-1689	192	24	epochs	epoch	NOUN
easat-1689	192	25	.	.	PUNCT
easat-1689	193	1	the	the	DET
easat-1689	193	2	batch	batch	NOUN
easat-1689	193	3	size	size	NOUN
easat-1689	193	4	was	be	AUX
easat-1689	193	5	set	set	VERB
easat-1689	193	6	to	to	ADP
easat-1689	193	7	32	32	NUM
easat-1689	193	8	,	,	PUNCT
easat-1689	193	9	emphasizing	emphasize	VERB
easat-1689	193	10	the	the	DET
easat-1689	193	11	importance	importance	NOUN
easat-1689	193	12	of	of	ADP
easat-1689	193	13	preserving	preserve	VERB
easat-1689	193	14	data	datum	NOUN
easat-1689	193	15	order	order	NOUN
easat-1689	193	16	during	during	ADP
easat-1689	193	17	our	our	PRON
easat-1689	193	18	analysis	analysis	NOUN
easat-1689	193	19	by	by	ADP
easat-1689	193	20	setting	set	VERB
easat-1689	193	21	the	the	DET
easat-1689	193	22	shuffle	shuffle	ADJ
easat-1689	193	23	parameter	parameter	NOUN
easat-1689	193	24	to	to	ADP
easat-1689	193	25	'	'	PUNCT
easat-1689	193	26	false	false	ADJ
easat-1689	193	27	'	'	PUNCT
easat-1689	193	28	.	.	PUNCT
easat-1689	194	1	in	in	ADP
easat-1689	194	2	addition	addition	NOUN
easat-1689	194	3	,	,	PUNCT
easat-1689	194	4	an	an	DET
easat-1689	194	5	early	early	ADJ
easat-1689	194	6	stopping	stop	VERB
easat-1689	194	7	patience	patience	NOUN
easat-1689	194	8	of	of	ADP
easat-1689	194	9	5	5	NUM
easat-1689	194	10	was	be	AUX
easat-1689	194	11	applied	apply	VERB
easat-1689	194	12	by	by	ADP
easat-1689	194	13	using	use	VERB
easat-1689	194	14	earlystopping	earlystopping	NOUN
easat-1689	194	15	callback	callback	NOUN
easat-1689	194	16	in	in	ADP
easat-1689	194	17	the	the	DET
easat-1689	194	18	keras	keras	PROPN
easat-1689	194	19	library	library	NOUN
easat-1689	194	20	,	,	PUNCT
easat-1689	194	21	which	which	PRON
easat-1689	194	22	is	be	AUX
easat-1689	194	23	one	one	NUM
easat-1689	194	24	of	of	ADP
easat-1689	194	25	the	the	DET
easat-1689	194	26	most	most	ADV
easat-1689	194	27	widely	widely	ADV
easat-1689	194	28	used	use	VERB
easat-1689	194	29	regularization	regularization	NOUN
easat-1689	194	30	techniques	technique	NOUN
easat-1689	194	31	to	to	PART
easat-1689	194	32	combat	combat	VERB
easat-1689	194	33	the	the	DET
easat-1689	194	34	overfitting	overfitte	VERB
easat-1689	194	35	issue	issue	NOUN
easat-1689	194	36	.	.	PUNCT
easat-1689	195	1	then	then	ADV
easat-1689	195	2	,	,	PUNCT
easat-1689	195	3	we	we	PRON
easat-1689	195	4	trained	train	VERB
easat-1689	195	5	all	all	DET
easat-1689	195	6	the	the	DET
easat-1689	195	7	networks	network	NOUN
easat-1689	195	8	using	use	VERB
easat-1689	195	9	keras	keras	PROPN
easat-1689	195	10	in	in	ADP
easat-1689	195	11	python	python	NOUN
easat-1689	195	12	through	through	ADP
easat-1689	195	13	the	the	DET
easat-1689	195	14	google	google	PROPN
easat-1689	195	15	collaborative	collaborative	ADJ
easat-1689	195	16	application	application	NOUN
easat-1689	195	17	.	.	PUNCT
easat-1689	196	1	the	the	DET
easat-1689	196	2	summarized	summarize	VERB
easat-1689	196	3	parameters	parameter	NOUN
easat-1689	196	4	for	for	ADP
easat-1689	196	5	all	all	DET
easat-1689	196	6	models	model	NOUN
easat-1689	196	7	can	can	AUX
easat-1689	196	8	be	be	AUX
easat-1689	196	9	found	find	VERB
easat-1689	196	10	in	in	ADP
easat-1689	196	11	table	table	NOUN
easat-1689	196	12	1	1	NUM
easat-1689	196	13	.	.	PUNCT
easat-1689	196	14	table	table	NOUN
easat-1689	196	15	1	1	NUM
easat-1689	196	16	.	.	PUNCT
easat-1689	197	1	the	the	DET
easat-1689	197	2	parameter	parameter	NOUN
easat-1689	197	3	informations	information	NOUN
easat-1689	197	4	of	of	ADP
easat-1689	197	5	all	all	DET
easat-1689	197	6	models	model	NOUN
easat-1689	197	7	.	.	PUNCT
easat-1689	198	1	the	the	DET
easat-1689	198	2	parameters	parameter	NOUN
easat-1689	198	3	values	value	NOUN
easat-1689	198	4	/	/	SYM
easat-1689	198	5	types	type	NOUN
easat-1689	198	6	the	the	DET
easat-1689	198	7	batch	batch	NOUN
easat-1689	198	8	size	size	NOUN
easat-1689	198	9	32	32	NUM
easat-1689	198	10	maximum	maximum	ADJ
easat-1689	198	11	number	number	NOUN
easat-1689	198	12	of	of	ADP
easat-1689	198	13	epochs	epoch	NOUN
easat-1689	198	14	100	100	NUM
easat-1689	198	15	early	early	ADJ
easat-1689	198	16	stopping	stop	VERB
easat-1689	198	17	patience	patience	NOUN
easat-1689	198	18	5	5	NUM
easat-1689	198	19	hidden	hide	VERB
easat-1689	198	20	layer	layer	NOUN
easat-1689	198	21	number	number	NOUN
easat-1689	198	22	1	1	NUM
easat-1689	198	23	optimizer	optimizer	NOUN
easat-1689	198	24	adam	adam	NOUN
easat-1689	198	25	activation	activation	NOUN
easat-1689	198	26	function	function	VERB
easat-1689	198	27	relu	relu	NOUN
easat-1689	198	28	number	number	NOUN
easat-1689	198	29	of	of	ADP
easat-1689	198	30	neurons	neuron	NOUN
easat-1689	198	31	300	300	NUM
easat-1689	198	32	learning	learning	NOUN
easat-1689	198	33	rate	rate	NOUN
easat-1689	198	34	0.001	0.001	NUM
easat-1689	198	35	furthermore	furthermore	ADV
easat-1689	198	36	,	,	PUNCT
easat-1689	198	37	the	the	DET
easat-1689	198	38	adaboost	adaboost	ADJ
easat-1689	198	39	algorithm	algorithm	NOUN
easat-1689	198	40	was	be	AUX
easat-1689	198	41	seamlessly	seamlessly	ADV
easat-1689	198	42	integrated	integrate	VERB
easat-1689	198	43	into	into	ADP
easat-1689	198	44	the	the	DET
easat-1689	198	45	lstm	lstm	NOUN
easat-1689	198	46	,	,	PUNCT
easat-1689	198	47	bi	bi	NOUN
easat-1689	198	48	-	-	ADJ
easat-1689	198	49	lstm	lstm	ADJ
easat-1689	198	50	,	,	PUNCT
easat-1689	198	51	and	and	CCONJ
easat-1689	198	52	gru	gru	NOUN
easat-1689	198	53	methods	method	NOUN
easat-1689	198	54	using	use	VERB
easat-1689	198	55	the	the	DET
easat-1689	198	56	sklearn	sklearn	ADJ
easat-1689	198	57	wrapper	wrapper	NOUN
easat-1689	198	58	and	and	CCONJ
easat-1689	198	59	was	be	AUX
easat-1689	198	60	subsequently	subsequently	ADV
easat-1689	198	61	boosted	boost	VERB
easat-1689	198	62	.	.	PUNCT
easat-1689	199	1	the	the	DET
easat-1689	199	2	different	different	ADJ
easat-1689	199	3	stages	stage	NOUN
easat-1689	199	4	of	of	ADP
easat-1689	199	5	data	datum	NOUN
easat-1689	199	6	processing	processing	NOUN
easat-1689	199	7	are	be	AUX
easat-1689	199	8	effectively	effectively	ADV
easat-1689	199	9	outlined	outline	VERB
easat-1689	199	10	,	,	PUNCT
easat-1689	199	11	and	and	CCONJ
easat-1689	199	12	the	the	DET
easat-1689	199	13	exact	exact	ADJ
easat-1689	199	14	application	application	NOUN
easat-1689	199	15	of	of	ADP
easat-1689	199	16	the	the	DET
easat-1689	199	17	adaboost	adaboost	ADJ
easat-1689	199	18	algorithm	algorithm	NOUN
easat-1689	199	19	is	be	AUX
easat-1689	199	20	explained	explain	VERB
easat-1689	199	21	in	in	ADP
easat-1689	199	22	the	the	DET
easat-1689	199	23	visualization	visualization	NOUN
easat-1689	199	24	in	in	ADP
easat-1689	199	25	figure	figure	NOUN
easat-1689	199	26	1	1	NUM
easat-1689	199	27	.	.	PUNCT
easat-1689	200	1	implementing	implement	VERB
easat-1689	200	2	adaboost	adaboost	ADV
easat-1689	200	3	on	on	ADP
easat-1689	200	4	any	any	DET
easat-1689	200	5	model	model	NOUN
easat-1689	200	6	involves	involve	VERB
easat-1689	200	7	wrapping	wrap	VERB
easat-1689	200	8	the	the	DET
easat-1689	200	9	defined	define	VERB
easat-1689	200	10	model	model	NOUN
easat-1689	200	11	and	and	CCONJ
easat-1689	200	12	boosting	boost	VERB
easat-1689	200	13	it	it	PRON
easat-1689	200	14	with	with	ADP
easat-1689	200	15	either	either	CCONJ
easat-1689	200	16	adaboost	adaboost	ADV
easat-1689	200	17	classifier	classifier	NOUN
easat-1689	200	18	or	or	CCONJ
easat-1689	200	19	adaboost	adaboost	ADJ
easat-1689	200	20	regressor	regressor	NOUN
easat-1689	200	21	as	as	SCONJ
easat-1689	200	22	the	the	DET
easat-1689	200	23	case	case	NOUN
easat-1689	200	24	may	may	AUX
easat-1689	200	25	be	be	AUX
easat-1689	200	26	.	.	PUNCT
easat-1689	201	1	https://towardsdatascience.com/machine-learning-model-regularization-in-practice-an-example-with-keras-and-tensorflow-2-0-52a96746123e	https://towardsdatascience.com/machine-learning-model-regularization-in-practice-an-example-with-keras-and-tensorflow-2-0-52a96746123e	PROPN
easat-1689	201	2	324	324	NUM
easat-1689	201	3	edelweiss	edelweiss	PROPN
easat-1689	201	4	applied	apply	VERB
easat-1689	201	5	science	science	NOUN
easat-1689	201	6	and	and	CCONJ
easat-1689	201	7	technology	technology	NOUN
easat-1689	201	8	issn	issn	PROPN
easat-1689	201	9	:	:	PUNCT
easat-1689	201	10	2576	2576	NUM
easat-1689	201	11	-	-	SYM
easat-1689	201	12	8484	8484	NUM
easat-1689	201	13	vol	vol	NOUN
easat-1689	201	14	.	.	PROPN
easat-1689	201	15	8	8	NUM
easat-1689	201	16	,	,	PUNCT
easat-1689	201	17	no	no	INTJ
easat-1689	201	18	.	.	NOUN
easat-1689	202	1	5	5	NUM
easat-1689	202	2	:	:	PUNCT
easat-1689	202	3	317	317	NUM
easat-1689	202	4	-	-	SYM
easat-1689	202	5	327	327	NUM
easat-1689	202	6	,	,	PUNCT
easat-1689	202	7	2024	2024	NUM
easat-1689	202	8	doi	doi	NOUN
easat-1689	202	9	:	:	PUNCT
easat-1689	202	10	10.55214/25768484.v8i5.1689	10.55214/25768484.v8i5.1689	NOUN
easat-1689	202	11	©	©	NOUN
easat-1689	202	12	2024	2024	NUM
easat-1689	202	13	by	by	ADP
easat-1689	202	14	the	the	DET
easat-1689	202	15	author	author	NOUN
easat-1689	202	16	;	;	PUNCT
easat-1689	202	17	licensee	licensee	PROPN
easat-1689	202	18	learning	learn	VERB
easat-1689	202	19	gate	gate	PROPN
easat-1689	202	20	figure	figure	NOUN
easat-1689	202	21	1	1	NUM
easat-1689	202	22	.	.	PUNCT
easat-1689	202	23	study	study	NOUN
easat-1689	202	24	framework	framework	NOUN
easat-1689	202	25	.	.	PUNCT
easat-1689	203	1	5	5	X
easat-1689	203	2	.	.	X
easat-1689	203	3	evaluation	evaluation	NOUN
easat-1689	203	4	metrics	metric	NOUN
easat-1689	203	5	numerous	numerous	ADJ
easat-1689	203	6	methods	method	NOUN
easat-1689	203	7	are	be	AUX
easat-1689	203	8	available	available	ADJ
easat-1689	203	9	for	for	ADP
easat-1689	203	10	evaluating	evaluate	VERB
easat-1689	203	11	predictive	predictive	ADJ
easat-1689	203	12	performance	performance	NOUN
easat-1689	203	13	,	,	PUNCT
easat-1689	203	14	each	each	PRON
easat-1689	203	15	with	with	ADP
easat-1689	203	16	distinct	distinct	ADJ
easat-1689	203	17	strengths	strength	NOUN
easat-1689	203	18	and	and	CCONJ
easat-1689	203	19	weaknesses	weakness	NOUN
easat-1689	203	20	.	.	PUNCT
easat-1689	204	1	three	three	NUM
easat-1689	204	2	different	different	ADJ
easat-1689	204	3	statistics	statistic	NOUN
easat-1689	204	4	were	be	AUX
easat-1689	204	5	used	use	VERB
easat-1689	204	6	to	to	PART
easat-1689	204	7	assess	assess	VERB
easat-1689	204	8	the	the	DET
easat-1689	204	9	predictive	predictive	ADJ
easat-1689	204	10	effectiveness	effectiveness	NOUN
easat-1689	204	11	of	of	ADP
easat-1689	204	12	the	the	DET
easat-1689	204	13	proposed	propose	VERB
easat-1689	204	14	adaboost	adaboost	NOUN
easat-1689	204	15	-	-	PUNCT
easat-1689	204	16	lstm	lstm	ADJ
easat-1689	204	17	,	,	PUNCT
easat-1689	204	18	adaboost	adaboost	ADJ
easat-1689	204	19	-	-	PUNCT
easat-1689	204	20	gru	gru	NOUN
easat-1689	204	21	,	,	PUNCT
easat-1689	204	22	and	and	CCONJ
easat-1689	204	23	adaboost	adaboost	ADJ
easat-1689	204	24	-	-	PUNCT
easat-1689	204	25	lstm	lstm	ADJ
easat-1689	204	26	models	model	NOUN
easat-1689	204	27	against	against	ADP
easat-1689	204	28	the	the	DET
easat-1689	204	29	other	other	ADJ
easat-1689	204	30	benchmark	benchmark	NOUN
easat-1689	204	31	methods	method	NOUN
easat-1689	204	32	:	:	PUNCT
easat-1689	204	33	the	the	DET
easat-1689	204	34	coefficient	coefficient	NOUN
easat-1689	204	35	of	of	ADP
easat-1689	204	36	determination	determination	NOUN
easat-1689	204	37	(	(	PUNCT
easat-1689	204	38	r	r	NOUN
easat-1689	204	39	-	-	PUNCT
easat-1689	204	40	squared	square	VERB
easat-1689	204	41	)	)	PUNCT
easat-1689	204	42	and	and	CCONJ
easat-1689	204	43	the	the	DET
easat-1689	204	44	mean	mean	ADJ
easat-1689	204	45	absolute	absolute	ADJ
easat-1689	204	46	percentage	percentage	NOUN
easat-1689	204	47	error	error	NOUN
easat-1689	204	48	(	(	PUNCT
easat-1689	204	49	mape	mape	NOUN
easat-1689	204	50	)	)	PUNCT
easat-1689	204	51	.	.	PUNCT
easat-1689	205	1	evaluation	evaluation	NOUN
easat-1689	205	2	metrics	metric	NOUN
easat-1689	205	3	play	play	VERB
easat-1689	205	4	a	a	DET
easat-1689	205	5	crucial	crucial	ADJ
easat-1689	205	6	role	role	NOUN
easat-1689	205	7	in	in	ADP
easat-1689	205	8	research	research	NOUN
easat-1689	205	9	papers	paper	NOUN
easat-1689	205	10	by	by	ADP
easat-1689	205	11	providing	provide	VERB
easat-1689	205	12	insight	insight	NOUN
easat-1689	205	13	into	into	ADP
easat-1689	205	14	the	the	DET
easat-1689	205	15	effectiveness	effectiveness	NOUN
easat-1689	205	16	of	of	ADP
easat-1689	205	17	the	the	DET
easat-1689	205	18	methods	method	NOUN
easat-1689	205	19	.	.	PUNCT
easat-1689	206	1	in	in	ADP
easat-1689	206	2	this	this	DET
easat-1689	206	3	paper	paper	NOUN
easat-1689	206	4	,	,	PUNCT
easat-1689	206	5	mape	mape	NOUN
easat-1689	206	6	and	and	CCONJ
easat-1689	206	7	r	r	NOUN
easat-1689	206	8	-	-	PUNCT
easat-1689	206	9	squared	square	VERB
easat-1689	206	10	,	,	PUNCT
easat-1689	206	11	both	both	CCONJ
easat-1689	206	12	independent	independent	ADJ
easat-1689	206	13	of	of	ADP
easat-1689	206	14	scale	scale	NOUN
easat-1689	206	15	,	,	PUNCT
easat-1689	206	16	have	have	AUX
easat-1689	206	17	been	be	AUX
easat-1689	206	18	used	use	VERB
easat-1689	206	19	to	to	PART
easat-1689	206	20	compare	compare	VERB
easat-1689	206	21	prediction	prediction	NOUN
easat-1689	206	22	values	value	NOUN
easat-1689	206	23	with	with	ADP
easat-1689	206	24	different	different	ADJ
easat-1689	206	25	units	unit	NOUN
easat-1689	206	26	.	.	PUNCT
easat-1689	207	1	mape	mape	NOUN
easat-1689	207	2	is	be	AUX
easat-1689	207	3	a	a	DET
easat-1689	207	4	common	common	ADJ
easat-1689	207	5	metric	metric	NOUN
easat-1689	207	6	for	for	ADP
easat-1689	207	7	assessing	assess	VERB
easat-1689	207	8	model	model	NOUN
easat-1689	207	9	prediction	prediction	NOUN
easat-1689	207	10	accuracy	accuracy	NOUN
easat-1689	207	11	.	.	PUNCT
easat-1689	208	1	it	it	PRON
easat-1689	208	2	measures	measure	VERB
easat-1689	208	3	the	the	DET
easat-1689	208	4	average	average	ADJ
easat-1689	208	5	size	size	NOUN
easat-1689	208	6	of	of	ADP
easat-1689	208	7	errors	error	NOUN
easat-1689	208	8	produced	produce	VERB
easat-1689	208	9	by	by	ADP
easat-1689	208	10	a	a	DET
easat-1689	208	11	model	model	NOUN
easat-1689	208	12	and	and	CCONJ
easat-1689	208	13	indicates	indicate	VERB
easat-1689	208	14	the	the	DET
easat-1689	208	15	average	average	ADJ
easat-1689	208	16	level	level	NOUN
easat-1689	208	17	of	of	ADP
easat-1689	208	18	predictive	predictive	ADJ
easat-1689	208	19	accuracy	accuracy	NOUN
easat-1689	208	20	.	.	PUNCT
easat-1689	209	1	r	r	X
easat-1689	209	2	-	-	PUNCT
easat-1689	209	3	squared	square	VERB
easat-1689	209	4	is	be	AUX
easat-1689	209	5	a	a	DET
easat-1689	209	6	statistical	statistical	ADJ
easat-1689	209	7	metric	metric	NOUN
easat-1689	209	8	of	of	ADP
easat-1689	209	9	the	the	DET
easat-1689	209	10	amount	amount	NOUN
easat-1689	209	11	of	of	ADP
easat-1689	209	12	variation	variation	NOUN
easat-1689	209	13	in	in	ADP
easat-1689	209	14	the	the	DET
easat-1689	209	15	dependent	dependent	ADJ
easat-1689	209	16	variable	variable	NOUN
easat-1689	209	17	that	that	PRON
easat-1689	209	18	is	be	AUX
easat-1689	209	19	explainable	explainable	ADJ
easat-1689	209	20	by	by	ADP
easat-1689	209	21	the	the	DET
easat-1689	209	22	independent	independent	ADJ
easat-1689	209	23	variable	variable	NOUN
easat-1689	209	24	of	of	ADP
easat-1689	209	25	a	a	DET
easat-1689	209	26	regression	regression	NOUN
easat-1689	209	27	analysis	analysis	NOUN
easat-1689	209	28	.	.	PUNCT
easat-1689	210	1	ranges	range	VERB
easat-1689	210	2	from	from	ADP
easat-1689	210	3	0	0	NUM
easat-1689	210	4	to	to	ADP
easat-1689	210	5	1	1	NUM
easat-1689	210	6	,	,	PUNCT
easat-1689	210	7	where	where	SCONJ
easat-1689	210	8	1	1	NUM
easat-1689	210	9	is	be	AUX
easat-1689	210	10	a	a	DET
easat-1689	210	11	perfect	perfect	ADJ
easat-1689	210	12	fit	fit	NOUN
easat-1689	210	13	.	.	PUNCT
easat-1689	211	1	eqs	eqs	PROPN
easat-1689	211	2	.	.	PUNCT
easat-1689	212	1	(	(	PUNCT
easat-1689	212	2	20	20	NUM
easat-1689	212	3	)	)	PUNCT
easat-1689	212	4	and	and	CCONJ
easat-1689	212	5	eqs	eqs	PROPN
easat-1689	212	6	.	.	PUNCT
easat-1689	213	1	(	(	PUNCT
easat-1689	213	2	21	21	NUM
easat-1689	213	3	)	)	PUNCT
easat-1689	213	4	represent	represent	VERB
easat-1689	213	5	the	the	DET
easat-1689	213	6	mathematical	mathematical	ADJ
easat-1689	213	7	expressions	expression	NOUN
easat-1689	213	8	for	for	ADP
easat-1689	213	9	the	the	DET
easat-1689	213	10	mape	mape	NOUN
easat-1689	213	11	and	and	CCONJ
easat-1689	213	12	r	r	NOUN
easat-1689	213	13	-	-	PUNCT
easat-1689	213	14	squared	square	VERB
easat-1689	213	15	metrics	metric	NOUN
easat-1689	213	16	,	,	PUNCT
easat-1689	213	17	respectively	respectively	ADV
easat-1689	213	18	.	.	PUNCT
easat-1689	214	1	𝑀𝐴𝑃𝐸⁡=	𝑀𝐴𝑃𝐸⁡=	PROPN
easat-1689	214	2	⁡1	⁡1	X
easat-1689	215	1	𝑁	𝑁	PROPN
easat-1689	215	2	∑	∑	PROPN
easat-1689	215	3	|	|	ADV
easat-1689	215	4	⁡𝐴𝑖⁡−⁡𝐹𝑖	⁡𝐴𝑖⁡−⁡𝐹𝑖	NOUN
easat-1689	215	5	⁡𝐴𝑖⁡	⁡𝐴𝑖⁡	PROPN
easat-1689	215	6	|𝑁	|𝑁	X
easat-1689	215	7	𝑖=1	𝑖=1	PROPN
easat-1689	215	8	,	,	PUNCT
easat-1689	215	9	(	(	PUNCT
easat-1689	215	10	20	20	NUM
easat-1689	215	11	)	)	PUNCT
easat-1689	215	12	𝑅2⁡=	𝑅2⁡=	X
easat-1689	215	13	∑	∑	PROPN
easat-1689	215	14	(	(	PUNCT
easat-1689	215	15	𝐹𝑖⁡−⁡𝐴𝑖	𝐹𝑖⁡−⁡𝐴𝑖	NUM
easat-1689	215	16	)	)	PUNCT
easat-1689	215	17	2𝑛	2𝑛	PROPN
easat-1689	215	18	𝑖=1	𝑖=1	PUNCT
easat-1689	215	19	∑	∑	PROPN
easat-1689	215	20	(	(	PUNCT
easat-1689	215	21	𝐴𝑖−⁡𝐴𝑚)2	𝐴𝑖−⁡𝐴𝑚)2	PROPN
easat-1689	215	22	𝑛	𝑛	PROPN
easat-1689	215	23	𝑖=1	𝑖=1	PROPN
easat-1689	215	24	,	,	PUNCT
easat-1689	215	25	(	(	PUNCT
easat-1689	215	26	21	21	NUM
easat-1689	215	27	)	)	PUNCT
easat-1689	215	28	in	in	ADP
easat-1689	215	29	the	the	DET
easat-1689	215	30	formula	formula	NOUN
easat-1689	215	31	provided	provide	VERB
easat-1689	215	32	,	,	PUNCT
easat-1689	215	33	n	n	PRON
easat-1689	215	34	represents	represent	VERB
easat-1689	215	35	the	the	DET
easat-1689	215	36	total	total	ADJ
easat-1689	215	37	number	number	NOUN
easat-1689	215	38	of	of	ADP
easat-1689	215	39	data	datum	NOUN
easat-1689	215	40	points	point	NOUN
easat-1689	215	41	used	use	VERB
easat-1689	215	42	in	in	ADP
easat-1689	215	43	the	the	DET
easat-1689	215	44	calculation	calculation	NOUN
easat-1689	215	45	.	.	PUNCT
easat-1689	216	1	the	the	DET
easat-1689	216	2	variable	variable	ADJ
easat-1689	216	3	fi	fi	NOUN
easat-1689	216	4	represents	represent	VERB
easat-1689	216	5	the	the	DET
easat-1689	216	6	prediction	prediction	NOUN
easat-1689	216	7	,	,	PUNCT
easat-1689	216	8	whereas	whereas	SCONJ
easat-1689	216	9	ai	ai	NOUN
easat-1689	216	10	represents	represent	VERB
easat-1689	216	11	the	the	DET
easat-1689	216	12	actual	actual	ADJ
easat-1689	216	13	observation	observation	NOUN
easat-1689	216	14	.	.	PUNCT
easat-1689	217	1	the	the	DET
easat-1689	217	2	symbol	symbol	NOUN
easat-1689	217	3	am	be	AUX
easat-1689	217	4	denotes	denote	NOUN
easat-1689	217	5	the	the	DET
easat-1689	217	6	data	datum	NOUN
easat-1689	217	7	mean	mean	VERB
easat-1689	217	8	or	or	CCONJ
easat-1689	217	9	average	average	ADJ
easat-1689	217	10	,	,	PUNCT
easat-1689	217	11	calculated	calculate	VERB
easat-1689	217	12	by	by	ADP
easat-1689	217	13	summing	sum	VERB
easat-1689	217	14	all	all	DET
easat-1689	217	15	data	datum	NOUN
easat-1689	217	16	points	point	NOUN
easat-1689	217	17	and	and	CCONJ
easat-1689	217	18	dividing	dividing	NOUN
easat-1689	217	19	by	by	ADP
easat-1689	217	20	the	the	DET
easat-1689	217	21	total	total	ADJ
easat-1689	217	22	number	number	NOUN
easat-1689	217	23	of	of	ADP
easat-1689	217	24	data	datum	NOUN
easat-1689	217	25	points	point	NOUN
easat-1689	217	26	.	.	PUNCT
easat-1689	218	1	6	6	X
easat-1689	218	2	.	.	X
easat-1689	218	3	empirical	empirical	ADJ
easat-1689	218	4	results	result	NOUN
easat-1689	218	5	and	and	CCONJ
easat-1689	218	6	discussion	discussion	NOUN
easat-1689	218	7	the	the	DET
easat-1689	218	8	lstm	lstm	PROPN
easat-1689	218	9	,	,	PUNCT
easat-1689	218	10	bi	bi	NOUN
easat-1689	218	11	-	-	ADJ
easat-1689	218	12	lstm	lstm	ADJ
easat-1689	218	13	,	,	PUNCT
easat-1689	218	14	and	and	CCONJ
easat-1689	218	15	gru	gru	NOUN
easat-1689	218	16	models	model	NOUN
easat-1689	218	17	allow	allow	VERB
easat-1689	218	18	the	the	DET
easat-1689	218	19	prediction	prediction	NOUN
easat-1689	218	20	accuracy	accuracy	NOUN
easat-1689	218	21	results	result	NOUN
easat-1689	218	22	of	of	ADP
easat-1689	218	23	the	the	DET
easat-1689	218	24	present	present	ADJ
easat-1689	218	25	time	time	NOUN
easat-1689	218	26	step	step	NOUN
easat-1689	218	27	to	to	PART
easat-1689	218	28	be	be	AUX
easat-1689	218	29	examined	examine	VERB
easat-1689	218	30	using	use	VERB
easat-1689	218	31	data	datum	NOUN
easat-1689	218	32	from	from	ADP
easat-1689	218	33	previous	previous	ADJ
easat-1689	218	34	time	time	NOUN
easat-1689	218	35	steps	step	NOUN
easat-1689	218	36	.	.	PUNCT
easat-1689	219	1	for	for	ADP
easat-1689	219	2	comparison	comparison	NOUN
easat-1689	219	3	,	,	PUNCT
easat-1689	219	4	the	the	DET
easat-1689	219	5	models	model	NOUN
easat-1689	219	6	adaboost	adaboost	ADV
easat-1689	219	7	-	-	PUNCT
easat-1689	219	8	lstm	lstm	ADJ
easat-1689	219	9	,	,	PUNCT
easat-1689	219	10	adaboost	adaboost	ADJ
easat-1689	219	11	-	-	PUNCT
easat-1689	219	12	blstm	blstm	NOUN
easat-1689	219	13	,	,	PUNCT
easat-1689	219	14	and	and	CCONJ
easat-1689	219	15	adaboost	adaboost	PROPN
easat-1689	219	16	-	-	PUNCT
easat-1689	219	17	gru	gru	PROPN
easat-1689	219	18	were	be	AUX
easat-1689	219	19	benchmarked	benchmarke	VERB
easat-1689	219	20	against	against	ADP
easat-1689	219	21	the	the	DET
easat-1689	219	22	single	single	ADJ
easat-1689	219	23	lstm	lstm	NOUN
easat-1689	219	24	,	,	PUNCT
easat-1689	219	25	bi	bi	NOUN
easat-1689	219	26	-	-	ADJ
easat-1689	219	27	lstm	lstm	ADJ
easat-1689	219	28	,	,	PUNCT
easat-1689	219	29	and	and	CCONJ
easat-1689	219	30	gru	gru	NOUN
easat-1689	219	31	models	model	NOUN
easat-1689	219	32	.	.	PUNCT
easat-1689	220	1	325	325	NUM
easat-1689	220	2	edelweiss	edelweiss	PROPN
easat-1689	220	3	applied	apply	VERB
easat-1689	220	4	science	science	NOUN
easat-1689	220	5	and	and	CCONJ
easat-1689	220	6	technology	technology	NOUN
easat-1689	220	7	issn	issn	PROPN
easat-1689	220	8	:	:	PUNCT
easat-1689	220	9	2576	2576	NUM
easat-1689	220	10	-	-	SYM
easat-1689	220	11	8484	8484	NUM
easat-1689	220	12	vol	vol	NOUN
easat-1689	220	13	.	.	PROPN
easat-1689	220	14	8	8	NUM
easat-1689	220	15	,	,	PUNCT
easat-1689	220	16	no	no	INTJ
easat-1689	220	17	.	.	NOUN
easat-1689	220	18	5	5	NUM
easat-1689	220	19	:	:	PUNCT
easat-1689	220	20	317	317	NUM
easat-1689	220	21	-	-	SYM
easat-1689	220	22	327	327	NUM
easat-1689	220	23	,	,	PUNCT
easat-1689	220	24	2024	2024	NUM
easat-1689	220	25	doi	doi	NOUN
easat-1689	220	26	:	:	PUNCT
easat-1689	220	27	10.55214/25768484.v8i5.1689	10.55214/25768484.v8i5.1689	NOUN
easat-1689	220	28	©	©	NOUN
easat-1689	220	29	2024	2024	NUM
easat-1689	220	30	by	by	ADP
easat-1689	220	31	the	the	DET
easat-1689	220	32	author	author	NOUN
easat-1689	220	33	;	;	PUNCT
easat-1689	220	34	licensee	licensee	PROPN
easat-1689	220	35	learning	learn	VERB
easat-1689	220	36	gate	gate	NOUN
easat-1689	220	37	differences	difference	NOUN
easat-1689	220	38	between	between	ADP
easat-1689	220	39	actual	actual	ADJ
easat-1689	220	40	and	and	CCONJ
easat-1689	220	41	predicted	predict	VERB
easat-1689	220	42	values	value	NOUN
easat-1689	220	43	are	be	AUX
easat-1689	220	44	shown	show	VERB
easat-1689	220	45	in	in	ADP
easat-1689	220	46	figure	figure	NOUN
easat-1689	220	47	2	2	NUM
easat-1689	220	48	,	,	PUNCT
easat-1689	220	49	with	with	ADP
easat-1689	220	50	actual	actual	ADJ
easat-1689	220	51	values	value	NOUN
easat-1689	220	52	represented	represent	VERB
easat-1689	220	53	by	by	ADP
easat-1689	220	54	green	green	ADJ
easat-1689	220	55	lines	line	NOUN
easat-1689	220	56	and	and	CCONJ
easat-1689	220	57	predicted	predict	VERB
easat-1689	220	58	values	value	NOUN
easat-1689	220	59	by	by	ADP
easat-1689	220	60	red	red	ADJ
easat-1689	220	61	lines	line	NOUN
easat-1689	220	62	.	.	PUNCT
easat-1689	221	1	the	the	DET
easat-1689	221	2	predictive	predictive	ADJ
easat-1689	221	3	trends	trend	NOUN
easat-1689	221	4	of	of	ADP
easat-1689	221	5	all	all	DET
easat-1689	221	6	models	model	NOUN
easat-1689	221	7	closely	closely	ADV
easat-1689	221	8	align	align	VERB
easat-1689	221	9	with	with	ADP
easat-1689	221	10	the	the	DET
easat-1689	221	11	trend	trend	NOUN
easat-1689	221	12	of	of	ADP
easat-1689	221	13	the	the	DET
easat-1689	221	14	real	real	ADJ
easat-1689	221	15	values	value	NOUN
easat-1689	221	16	line	line	NOUN
easat-1689	221	17	,	,	PUNCT
easat-1689	221	18	indicating	indicate	VERB
easat-1689	221	19	their	their	PRON
easat-1689	221	20	strong	strong	ADJ
easat-1689	221	21	prediction	prediction	NOUN
easat-1689	221	22	accuracy	accuracy	NOUN
easat-1689	221	23	relative	relative	ADJ
easat-1689	221	24	to	to	ADP
easat-1689	221	25	the	the	DET
easat-1689	221	26	actual	actual	ADJ
easat-1689	221	27	data	datum	NOUN
easat-1689	221	28	.	.	PUNCT
easat-1689	222	1	this	this	PRON
easat-1689	222	2	can	can	AUX
easat-1689	222	3	be	be	AUX
easat-1689	222	4	attributed	attribute	VERB
easat-1689	222	5	to	to	ADP
easat-1689	222	6	the	the	DET
easat-1689	222	7	inherent	inherent	ADJ
easat-1689	222	8	ability	ability	NOUN
easat-1689	222	9	of	of	ADP
easat-1689	222	10	rnn	rnn	NOUN
easat-1689	222	11	variants	variant	NOUN
easat-1689	222	12	to	to	PART
easat-1689	222	13	forecast	forecast	VERB
easat-1689	222	14	smooth	smooth	ADJ
easat-1689	222	15	regression	regression	NOUN
easat-1689	222	16	trends	trend	NOUN
easat-1689	222	17	and	and	CCONJ
easat-1689	222	18	generate	generate	VERB
easat-1689	222	19	accurate	accurate	ADJ
easat-1689	222	20	predictions	prediction	NOUN
easat-1689	222	21	from	from	ADP
easat-1689	222	22	sequential	sequential	ADJ
easat-1689	222	23	data	datum	NOUN
easat-1689	222	24	.	.	PUNCT
easat-1689	223	1	the	the	DET
easat-1689	223	2	ensemble	ensemble	ADJ
easat-1689	223	3	learning	learning	NOUN
easat-1689	223	4	approach	approach	NOUN
easat-1689	223	5	of	of	ADP
easat-1689	223	6	adaboost	adaboost	ADJ
easat-1689	223	7	-	-	PUNCT
easat-1689	223	8	blstm	blstm	ADJ
easat-1689	223	9	,	,	PUNCT
easat-1689	223	10	adaboost	adaboost	ADJ
easat-1689	223	11	-	-	PUNCT
easat-1689	223	12	lstm	lstm	ADJ
easat-1689	223	13	,	,	PUNCT
easat-1689	223	14	and	and	CCONJ
easat-1689	223	15	adaboost	adaboost	PROPN
easat-1689	223	16	-	-	PUNCT
easat-1689	223	17	gru	gru	NOUN
easat-1689	223	18	outperformed	outperform	VERB
easat-1689	223	19	the	the	DET
easat-1689	223	20	individual	individual	ADJ
easat-1689	223	21	models	model	NOUN
easat-1689	223	22	,	,	PUNCT
easat-1689	223	23	as	as	SCONJ
easat-1689	223	24	seen	see	VERB
easat-1689	223	25	in	in	ADP
easat-1689	223	26	figure	figure	NOUN
easat-1689	223	27	2	2	NUM
easat-1689	223	28	.	.	PUNCT
easat-1689	224	1	(	(	PUNCT
easat-1689	224	2	a)lstm	a)lstm	PROPN
easat-1689	224	3	(	(	PUNCT
easat-1689	224	4	b)bi	b)bi	PROPN
easat-1689	224	5	-	-	PUNCT
easat-1689	224	6	lstm	lstm	NOUN
easat-1689	224	7	(	(	PUNCT
easat-1689	224	8	c)gru	c)gru	X
easat-1689	224	9	(	(	PUNCT
easat-1689	224	10	d)adaboost	d)adaboost	PROPN
easat-1689	224	11	-	-	NOUN
easat-1689	224	12	lstm	lstm	ADJ
easat-1689	224	13	(	(	PUNCT
easat-1689	224	14	e	e	NOUN
easat-1689	224	15	)	)	PUNCT
easat-1689	224	16	adaboost	adaboost	ADJ
easat-1689	224	17	-	-	PUNCT
easat-1689	224	18	blstm	blstm	NOUN
easat-1689	224	19	(	(	PUNCT
easat-1689	224	20	f	f	NOUN
easat-1689	224	21	)	)	PUNCT
easat-1689	224	22	adaboost	adaboost	ADJ
easat-1689	224	23	-	-	PUNCT
easat-1689	224	24	gru	gru	NOUN
easat-1689	224	25	figure	figure	NOUN
easat-1689	224	26	2	2	NUM
easat-1689	224	27	.	.	PUNCT
easat-1689	225	1	the	the	DET
easat-1689	225	2	actual	actual	ADJ
easat-1689	225	3	and	and	CCONJ
easat-1689	225	4	predicted	predict	VERB
easat-1689	225	5	values	value	NOUN
easat-1689	225	6	of	of	ADP
easat-1689	225	7	single	single	ADJ
easat-1689	225	8	models	model	NOUN
easat-1689	225	9	:	:	PUNCT
easat-1689	225	10	(	(	PUNCT
easat-1689	225	11	a	a	X
easat-1689	225	12	)	)	PUNCT
easat-1689	225	13	lstm	lstm	NOUN
easat-1689	225	14	,	,	PUNCT
easat-1689	225	15	(	(	PUNCT
easat-1689	225	16	b	b	NOUN
easat-1689	225	17	)	)	PUNCT
easat-1689	225	18	bi	bi	NOUN
easat-1689	225	19	-	-	NOUN
easat-1689	225	20	lstm	lstm	ADJ
easat-1689	225	21	,	,	PUNCT
easat-1689	225	22	(	(	PUNCT
easat-1689	225	23	c	c	X
easat-1689	225	24	)	)	PUNCT
easat-1689	225	25	gru	gru	PROPN
easat-1689	225	26	;	;	PUNCT
easat-1689	225	27	and	and	CCONJ
easat-1689	225	28	ensemble	ensemble	ADJ
easat-1689	225	29	learning	learning	NOUN
easat-1689	225	30	models	model	NOUN
easat-1689	225	31	:	:	PUNCT
easat-1689	225	32	(	(	PUNCT
easat-1689	225	33	d	d	X
easat-1689	225	34	)	)	PUNCT
easat-1689	225	35	adaboost	adaboost	ADJ
easat-1689	225	36	-	-	PUNCT
easat-1689	225	37	lstm	lstm	NOUN
easat-1689	225	38	,	,	PUNCT
easat-1689	225	39	(	(	PUNCT
easat-1689	225	40	e	e	NOUN
easat-1689	225	41	)	)	PUNCT
easat-1689	225	42	adaboost	adaboost	ADJ
easat-1689	225	43	-	-	PUNCT
easat-1689	225	44	blstm	blstm	NOUN
easat-1689	225	45	,	,	PUNCT
easat-1689	225	46	(	(	PUNCT
easat-1689	225	47	f	f	X
easat-1689	225	48	)	)	PUNCT
easat-1689	225	49	adaboost	adaboost	PROPN
easat-1689	225	50	-	-	PUNCT
easat-1689	225	51	gru	gru	NOUN
easat-1689	225	52	.	.	PUNCT
easat-1689	225	53	using	use	VERB
easat-1689	225	54	electricity	electricity	NOUN
easat-1689	225	55	price	price	NOUN
easat-1689	225	56	data	datum	NOUN
easat-1689	225	57	,	,	PUNCT
easat-1689	225	58	various	various	ADJ
easat-1689	225	59	models	model	NOUN
easat-1689	225	60	,	,	PUNCT
easat-1689	225	61	including	include	VERB
easat-1689	225	62	lstm	lstm	NOUN
easat-1689	225	63	,	,	PUNCT
easat-1689	225	64	bi	bi	NOUN
easat-1689	225	65	-	-	ADJ
easat-1689	225	66	lstm	lstm	ADJ
easat-1689	225	67	,	,	PUNCT
easat-1689	225	68	and	and	CCONJ
easat-1689	225	69	gru	gru	NOUN
easat-1689	225	70	,	,	PUNCT
easat-1689	225	71	as	as	ADV
easat-1689	225	72	well	well	ADV
easat-1689	225	73	as	as	ADP
easat-1689	225	74	three	three	NUM
easat-1689	225	75	ensemble	ensemble	ADJ
easat-1689	225	76	forecasting	forecasting	NOUN
easat-1689	225	77	models	model	NOUN
easat-1689	225	78	—	—	PUNCT
easat-1689	225	79	adaboost	adaboost	ADV
easat-1689	225	80	-	-	PUNCT
easat-1689	225	81	lstm	lstm	ADJ
easat-1689	225	82	,	,	PUNCT
easat-1689	225	83	adaboost	adaboost	ADJ
easat-1689	225	84	-	-	PUNCT
easat-1689	225	85	blstm	blstm	NOUN
easat-1689	225	86	,	,	PUNCT
easat-1689	225	87	and	and	CCONJ
easat-1689	225	88	adaboost	adaboost	PROPN
easat-1689	225	89	-	-	PUNCT
easat-1689	225	90	gru	gru	NOUN
easat-1689	225	91	—	—	PUNCT
easat-1689	225	92	were	be	AUX
easat-1689	225	93	analyzed	analyze	VERB
easat-1689	225	94	.	.	PUNCT
easat-1689	226	1	the	the	DET
easat-1689	226	2	adaboost	adaboost	ADJ
easat-1689	226	3	-	-	PUNCT
easat-1689	226	4	blstm	blstm	NOUN
easat-1689	226	5	model	model	NOUN
easat-1689	226	6	displayed	display	VERB
easat-1689	226	7	superior	superior	ADJ
easat-1689	226	8	predictive	predictive	ADJ
easat-1689	226	9	performance	performance	NOUN
easat-1689	226	10	,	,	PUNCT
easat-1689	226	11	substantiated	substantiate	VERB
easat-1689	226	12	by	by	ADP
easat-1689	226	13	metrics	metric	NOUN
easat-1689	226	14	such	such	ADJ
easat-1689	226	15	as	as	ADP
easat-1689	226	16	r	r	NOUN
easat-1689	226	17	-	-	PUNCT
easat-1689	226	18	squared	square	VERB
easat-1689	226	19	error	error	NOUN
easat-1689	226	20	and	and	CCONJ
easat-1689	226	21	mape	mape	NOUN
easat-1689	226	22	,	,	PUNCT
easat-1689	226	23	as	as	SCONJ
easat-1689	226	24	shown	show	VERB
easat-1689	226	25	in	in	ADP
easat-1689	226	26	table	table	NOUN
easat-1689	226	27	2	2	NUM
easat-1689	226	28	.	.	PUNCT
easat-1689	226	29	both	both	PRON
easat-1689	226	30	adaboost	adaboost	ADJ
easat-1689	226	31	-	-	PUNCT
easat-1689	226	32	lstm	lstm	ADJ
easat-1689	226	33	and	and	CCONJ
easat-1689	226	34	adaboost	adaboost	ADJ
easat-1689	226	35	-	-	PUNCT
easat-1689	226	36	gru	gru	NOUN
easat-1689	226	37	also	also	ADV
easat-1689	226	38	showed	show	VERB
easat-1689	226	39	improved	improved	ADJ
easat-1689	226	40	performance	performance	NOUN
easat-1689	226	41	.	.	PUNCT
easat-1689	227	1	these	these	DET
easat-1689	227	2	findings	finding	NOUN
easat-1689	227	3	suggest	suggest	VERB
easat-1689	227	4	that	that	SCONJ
easat-1689	227	5	ensemble	ensemble	ADJ
easat-1689	227	6	methods	method	NOUN
easat-1689	227	7	offer	offer	VERB
easat-1689	227	8	enhanced	enhanced	ADJ
easat-1689	227	9	forecasting	forecasting	NOUN
easat-1689	227	10	performance	performance	NOUN
easat-1689	227	11	compared	compare	VERB
easat-1689	227	12	to	to	ADP
easat-1689	227	13	individual	individual	ADJ
easat-1689	227	14	models	model	NOUN
easat-1689	227	15	.	.	PUNCT
easat-1689	228	1	326	326	NUM
easat-1689	228	2	edelweiss	edelweiss	PROPN
easat-1689	228	3	applied	apply	VERB
easat-1689	228	4	science	science	NOUN
easat-1689	228	5	and	and	CCONJ
easat-1689	228	6	technology	technology	NOUN
easat-1689	228	7	issn	issn	PROPN
easat-1689	228	8	:	:	PUNCT
easat-1689	228	9	2576	2576	NUM
easat-1689	228	10	-	-	SYM
easat-1689	228	11	8484	8484	NUM
easat-1689	228	12	vol	vol	NOUN
easat-1689	228	13	.	.	PROPN
easat-1689	228	14	8	8	NUM
easat-1689	228	15	,	,	PUNCT
easat-1689	228	16	no	no	INTJ
easat-1689	228	17	.	.	NOUN
easat-1689	228	18	5	5	NUM
easat-1689	228	19	:	:	PUNCT
easat-1689	228	20	317	317	NUM
easat-1689	228	21	-	-	SYM
easat-1689	228	22	327	327	NUM
easat-1689	228	23	,	,	PUNCT
easat-1689	228	24	2024	2024	NUM
easat-1689	228	25	doi	doi	NOUN
easat-1689	228	26	:	:	PUNCT
easat-1689	228	27	10.55214/25768484.v8i5.1689	10.55214/25768484.v8i5.1689	NOUN
easat-1689	228	28	©	©	NOUN
easat-1689	228	29	2024	2024	NUM
easat-1689	228	30	by	by	ADP
easat-1689	228	31	the	the	DET
easat-1689	228	32	author	author	NOUN
easat-1689	228	33	;	;	PUNCT
easat-1689	228	34	licensee	licensee	PROPN
easat-1689	228	35	learning	learn	VERB
easat-1689	228	36	gate	gate	NOUN
easat-1689	228	37	table	table	NOUN
easat-1689	228	38	2	2	NUM
easat-1689	228	39	.	.	PUNCT
easat-1689	228	40	performance	performance	NOUN
easat-1689	228	41	metric	metric	ADJ
easat-1689	228	42	results	result	NOUN
easat-1689	228	43	of	of	ADP
easat-1689	228	44	all	all	DET
easat-1689	228	45	models	model	NOUN
easat-1689	228	46	.	.	PUNCT
easat-1689	229	1	forecasting	forecasting	NOUN
easat-1689	229	2	approaches	approach	NOUN
easat-1689	229	3	models	model	NOUN
easat-1689	229	4	r	r	NOUN
easat-1689	229	5	-	-	PUNCT
easat-1689	229	6	squared	square	VERB
easat-1689	229	7	mape(%	mape(%	NOUN
easat-1689	229	8	)	)	PUNCT
easat-1689	229	9	single	single	ADJ
easat-1689	229	10	forecasts	forecast	NOUN
easat-1689	229	11	gru	gru	VERB
easat-1689	229	12	0.8990	0.8990	NUM
easat-1689	229	13	10.8750	10.8750	NUM
easat-1689	229	14	lstm	lstm	NOUN
easat-1689	229	15	0.8963	0.8963	NUM
easat-1689	229	16	11.2533	11.2533	NUM
easat-1689	229	17	bi	bi	ADJ
easat-1689	229	18	-	-	ADJ
easat-1689	229	19	lstm	lstm	ADJ
easat-1689	229	20	0.8922	0.8922	NUM
easat-1689	229	21	11.6561	11.6561	NUM
easat-1689	229	22	ensemble	ensemble	ADJ
easat-1689	229	23	forecasts	forecast	NOUN
easat-1689	229	24	adaboost	adaboost	ADV
easat-1689	229	25	-	-	PUNCT
easat-1689	229	26	lstm	lstm	ADJ
easat-1689	229	27	0.9034	0.9034	NUM
easat-1689	229	28	10.8120	10.8120	NUM
easat-1689	229	29	adaboost_gru	adaboost_gru	NUM
easat-1689	229	30	0.9120	0.9120	NUM
easat-1689	229	31	10.4017	10.4017	NUM
easat-1689	229	32	adaboost_blstm	adaboost_blstm	NOUN
easat-1689	229	33	0.9125	0.9125	NUM
easat-1689	229	34	10.4001	10.4001	NUM
easat-1689	229	35	7	7	NUM
easat-1689	229	36	.	.	PUNCT
easat-1689	230	1	conclusion	conclusion	NOUN
easat-1689	230	2	this	this	DET
easat-1689	230	3	paper	paper	NOUN
easat-1689	230	4	explored	explore	VERB
easat-1689	230	5	an	an	DET
easat-1689	230	6	exciting	exciting	ADJ
easat-1689	230	7	opportunity	opportunity	NOUN
easat-1689	230	8	to	to	PART
easat-1689	230	9	improve	improve	VERB
easat-1689	230	10	forecasting	forecasting	NOUN
easat-1689	230	11	performance	performance	NOUN
easat-1689	230	12	by	by	ADP
easat-1689	230	13	comparing	compare	VERB
easat-1689	230	14	individual	individual	ADJ
easat-1689	230	15	lstm	lstm	NOUN
easat-1689	230	16	,	,	PUNCT
easat-1689	230	17	bi	bi	NOUN
easat-1689	230	18	-	-	ADJ
easat-1689	230	19	lstm	lstm	ADJ
easat-1689	230	20	,	,	PUNCT
easat-1689	230	21	and	and	CCONJ
easat-1689	230	22	gru	gru	NOUN
easat-1689	230	23	models	model	NOUN
easat-1689	230	24	with	with	ADP
easat-1689	230	25	their	their	PRON
easat-1689	230	26	ensemble	ensemble	ADJ
easat-1689	230	27	counterparts	counterpart	NOUN
easat-1689	230	28	using	use	VERB
easat-1689	230	29	the	the	DET
easat-1689	230	30	adaboost	adaboost	ADJ
easat-1689	230	31	algorithm	algorithm	NOUN
easat-1689	230	32	.	.	PUNCT
easat-1689	231	1	it	it	PRON
easat-1689	231	2	also	also	ADV
easat-1689	231	3	highlighted	highlight	VERB
easat-1689	231	4	the	the	DET
easat-1689	231	5	benefits	benefit	NOUN
easat-1689	231	6	of	of	ADP
easat-1689	231	7	selecting	select	VERB
easat-1689	231	8	features	feature	NOUN
easat-1689	231	9	from	from	ADP
easat-1689	231	10	a	a	DET
easat-1689	231	11	dataset	dataset	NOUN
easat-1689	231	12	without	without	ADP
easat-1689	231	13	prior	prior	ADJ
easat-1689	231	14	knowledge	knowledge	NOUN
easat-1689	231	15	of	of	ADP
easat-1689	231	16	the	the	DET
easat-1689	231	17	predictor	predictor	NOUN
easat-1689	231	18	variables	variable	NOUN
easat-1689	231	19	.	.	PUNCT
easat-1689	232	1	a	a	DET
easat-1689	232	2	robust	robust	ADJ
easat-1689	232	3	dataset	dataset	NOUN
easat-1689	232	4	of	of	ADP
easat-1689	232	5	five	five	NUM
easat-1689	232	6	years	year	NOUN
easat-1689	232	7	of	of	ADP
easat-1689	232	8	electricity	electricity	NOUN
easat-1689	232	9	prices	price	NOUN
easat-1689	232	10	was	be	AUX
easat-1689	232	11	used	use	VERB
easat-1689	232	12	to	to	PART
easat-1689	232	13	rigorously	rigorously	ADV
easat-1689	232	14	test	test	VERB
easat-1689	232	15	the	the	DET
easat-1689	232	16	predictive	predictive	ADJ
easat-1689	232	17	ability	ability	NOUN
easat-1689	232	18	of	of	ADP
easat-1689	232	19	the	the	DET
easat-1689	232	20	ensemble	ensemble	ADJ
easat-1689	232	21	models	model	NOUN
easat-1689	232	22	against	against	ADP
easat-1689	232	23	the	the	DET
easat-1689	232	24	individual	individual	ADJ
easat-1689	232	25	models	model	NOUN
easat-1689	232	26	.	.	PUNCT
easat-1689	233	1	the	the	DET
easat-1689	233	2	study	study	NOUN
easat-1689	233	3	used	use	VERB
easat-1689	233	4	scaleindependent	scaleindependent	NOUN
easat-1689	233	5	evaluation	evaluation	NOUN
easat-1689	233	6	metrics	metric	NOUN
easat-1689	233	7	such	such	ADJ
easat-1689	233	8	as	as	ADP
easat-1689	233	9	r	r	NOUN
easat-1689	233	10	-	-	PUNCT
easat-1689	233	11	squared	square	VERB
easat-1689	233	12	and	and	CCONJ
easat-1689	233	13	mape	mape	NOUN
easat-1689	233	14	to	to	PART
easat-1689	233	15	assess	assess	VERB
easat-1689	233	16	the	the	DET
easat-1689	233	17	predictive	predictive	ADJ
easat-1689	233	18	performance	performance	NOUN
easat-1689	233	19	.	.	PUNCT
easat-1689	234	1	the	the	DET
easat-1689	234	2	results	result	NOUN
easat-1689	234	3	highlighted	highlight	VERB
easat-1689	234	4	a	a	DET
easat-1689	234	5	consistent	consistent	ADJ
easat-1689	234	6	trend	trend	NOUN
easat-1689	234	7	in	in	ADP
easat-1689	234	8	the	the	DET
easat-1689	234	9	performance	performance	NOUN
easat-1689	234	10	of	of	ADP
easat-1689	234	11	the	the	DET
easat-1689	234	12	models	model	NOUN
easat-1689	234	13	,	,	PUNCT
easat-1689	234	14	showing	show	VERB
easat-1689	234	15	that	that	SCONJ
easat-1689	234	16	the	the	DET
easat-1689	234	17	ensemble	ensemble	ADJ
easat-1689	234	18	models	model	NOUN
easat-1689	234	19	consistently	consistently	ADV
easat-1689	234	20	outperformed	outperform	VERB
easat-1689	234	21	their	their	PRON
easat-1689	234	22	single	single	ADJ
easat-1689	234	23	counterparts	counterpart	NOUN
easat-1689	234	24	.	.	PUNCT
easat-1689	235	1	despite	despite	SCONJ
easat-1689	235	2	the	the	DET
easat-1689	235	3	superior	superior	ADJ
easat-1689	235	4	performance	performance	NOUN
easat-1689	235	5	of	of	ADP
easat-1689	235	6	a	a	DET
easat-1689	235	7	single	single	ADJ
easat-1689	235	8	gru	gru	NOUN
easat-1689	235	9	compared	compare	VERB
easat-1689	235	10	to	to	ADP
easat-1689	235	11	a	a	DET
easat-1689	235	12	single	single	ADJ
easat-1689	235	13	lstm	lstm	NOUN
easat-1689	235	14	and	and	CCONJ
easat-1689	235	15	bi	bi	NOUN
easat-1689	235	16	-	-	ADJ
easat-1689	235	17	lstm	lstm	ADJ
easat-1689	235	18	,	,	PUNCT
easat-1689	235	19	the	the	DET
easat-1689	235	20	adaboost	adaboost	ADJ
easat-1689	235	21	-	-	PUNCT
easat-1689	235	22	blstm	blstm	NOUN
easat-1689	235	23	ensemble	ensemble	ADJ
easat-1689	235	24	model	model	NOUN
easat-1689	235	25	consistently	consistently	ADV
easat-1689	235	26	showed	show	VERB
easat-1689	235	27	the	the	DET
easat-1689	235	28	smallest	small	ADJ
easat-1689	235	29	prediction	prediction	NOUN
easat-1689	235	30	errors	error	NOUN
easat-1689	235	31	,	,	PUNCT
easat-1689	235	32	outperforming	outperform	VERB
easat-1689	235	33	both	both	CCONJ
easat-1689	235	34	the	the	DET
easat-1689	235	35	adaboost	adaboost	ADJ
easat-1689	235	36	-	-	PUNCT
easat-1689	235	37	lstm	lstm	ADJ
easat-1689	235	38	and	and	CCONJ
easat-1689	235	39	adaboost	adaboost	ADJ
easat-1689	235	40	-	-	PUNCT
easat-1689	235	41	gru	gru	NOUN
easat-1689	235	42	models	model	NOUN
easat-1689	235	43	.	.	PUNCT
easat-1689	236	1	as	as	ADP
easat-1689	236	2	a	a	DET
easat-1689	236	3	result	result	NOUN
easat-1689	236	4	,	,	PUNCT
easat-1689	236	5	the	the	DET
easat-1689	236	6	study	study	NOUN
easat-1689	236	7	identifies	identify	VERB
easat-1689	236	8	the	the	DET
easat-1689	236	9	adaboost	adaboost	ADJ
easat-1689	236	10	-	-	PUNCT
easat-1689	236	11	blstm	blstm	NOUN
easat-1689	236	12	ensemble	ensemble	ADJ
easat-1689	236	13	learning	learning	NOUN
easat-1689	236	14	model	model	NOUN
easat-1689	236	15	as	as	ADP
easat-1689	236	16	a	a	DET
easat-1689	236	17	particularly	particularly	ADV
easat-1689	236	18	promising	promising	ADJ
easat-1689	236	19	approach	approach	NOUN
easat-1689	236	20	to	to	ADP
easat-1689	236	21	electricity	electricity	NOUN
easat-1689	236	22	price	price	NOUN
easat-1689	236	23	forecasting	forecasting	NOUN
easat-1689	236	24	.	.	PUNCT
easat-1689	237	1	the	the	DET
easat-1689	237	2	model	model	NOUN
easat-1689	237	3	is	be	AUX
easat-1689	237	4	expected	expect	VERB
easat-1689	237	5	to	to	PART
easat-1689	237	6	play	play	VERB
easat-1689	237	7	a	a	DET
easat-1689	237	8	crucial	crucial	ADJ
easat-1689	237	9	role	role	NOUN
easat-1689	237	10	in	in	ADP
easat-1689	237	11	conducting	conduct	VERB
easat-1689	237	12	electricity	electricity	NOUN
easat-1689	237	13	load	load	NOUN
easat-1689	237	14	and	and	CCONJ
easat-1689	237	15	price	price	NOUN
easat-1689	237	16	forecasting	forecasting	NOUN
easat-1689	237	17	studies	study	NOUN
easat-1689	237	18	.	.	PUNCT
easat-1689	238	1	it	it	PRON
easat-1689	238	2	will	will	AUX
easat-1689	238	3	be	be	AUX
easat-1689	238	4	further	far	ADV
easat-1689	238	5	developed	develop	VERB
easat-1689	238	6	by	by	ADP
easat-1689	238	7	incorporating	incorporate	VERB
easat-1689	238	8	advanced	advanced	ADJ
easat-1689	238	9	ensemble	ensemble	ADJ
easat-1689	238	10	techniques	technique	NOUN
easat-1689	238	11	to	to	PART
easat-1689	238	12	enhance	enhance	VERB
easat-1689	238	13	its	its	PRON
easat-1689	238	14	accuracy	accuracy	NOUN
easat-1689	238	15	and	and	CCONJ
easat-1689	238	16	effectiveness	effectiveness	NOUN
easat-1689	238	17	in	in	ADP
easat-1689	238	18	predicting	predict	VERB
easat-1689	238	19	electricity	electricity	NOUN
easat-1689	238	20	load	load	NOUN
easat-1689	238	21	and	and	CCONJ
easat-1689	238	22	price	price	NOUN
easat-1689	238	23	trends	trend	NOUN
easat-1689	238	24	.	.	PUNCT
easat-1689	239	1	copyright	copyright	NOUN
easat-1689	239	2	:	:	PUNCT
easat-1689	239	3	©	©	PROPN
easat-1689	239	4	2024	2024	NUM
easat-1689	239	5	by	by	ADP
easat-1689	239	6	the	the	DET
easat-1689	239	7	authors	author	NOUN
easat-1689	239	8	.	.	PUNCT
easat-1689	240	1	this	this	DET
easat-1689	240	2	article	article	NOUN
easat-1689	240	3	is	be	AUX
easat-1689	240	4	an	an	DET
easat-1689	240	5	open	open	ADJ
easat-1689	240	6	access	access	NOUN
easat-1689	240	7	article	article	NOUN
easat-1689	240	8	distributed	distribute	VERB
easat-1689	240	9	under	under	ADP
easat-1689	240	10	the	the	DET
easat-1689	240	11	terms	term	NOUN
easat-1689	240	12	and	and	CCONJ
easat-1689	240	13	conditions	condition	NOUN
easat-1689	240	14	of	of	ADP
easat-1689	240	15	the	the	DET
easat-1689	240	16	creative	creative	ADJ
easat-1689	240	17	commons	common	NOUN
easat-1689	240	18	attribution	attribution	NOUN
easat-1689	240	19	(	(	PUNCT
easat-1689	240	20	cc	cc	NOUN
easat-1689	240	21	by	by	ADP
easat-1689	240	22	)	)	PUNCT
easat-1689	240	23	license	license	NOUN
easat-1689	240	24	(	(	PUNCT
easat-1689	240	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1689	240	26	)	)	PUNCT
easat-1689	240	27	.	.	PUNCT
easat-1689	241	1	references	reference	NOUN
easat-1689	241	2	[	[	X
easat-1689	241	3	1	1	NUM
easat-1689	241	4	]	]	PUNCT
easat-1689	241	5	mohammadreza	mohammadreza	NOUN
easat-1689	241	6	,	,	PUNCT
easat-1689	241	7	h.	h.	PROPN
easat-1689	241	8	;	;	PUNCT
easat-1689	241	9	farhad	farhad	PROPN
easat-1689	241	10	,	,	PUNCT
easat-1689	241	11	h.	h.	PROPN
easat-1689	241	12	;	;	PUNCT
easat-1689	241	13	,	,	PUNCT
easat-1689	241	14	meysam	meysam	PROPN
easat-1689	241	15	,	,	PUNCT
easat-1689	241	16	f.	f.	PROPN
easat-1689	241	17	daily	daily	ADJ
easat-1689	241	18	electricity	electricity	NOUN
easat-1689	241	19	price	price	NOUN
easat-1689	241	20	forecasting	forecasting	NOUN
easat-1689	241	21	using	use	VERB
easat-1689	241	22	artificial	artificial	ADJ
easat-1689	241	23	intelligence	intelligence	NOUN
easat-1689	241	24	models	model	NOUN
easat-1689	241	25	in	in	ADP
easat-1689	241	26	the	the	DET
easat-1689	241	27	iranian	iranian	ADJ
easat-1689	241	28	electricity	electricity	NOUN
easat-1689	241	29	market	market	NOUN
easat-1689	241	30	.	.	PUNCT
easat-1689	242	1	energy	energy	NOUN
easat-1689	242	2	2023	2023	NUM
easat-1689	242	3	,	,	PUNCT
easat-1689	242	4	263	263	NUM
easat-1689	242	5	,	,	PUNCT
easat-1689	242	6	126011	126011	NUM
easat-1689	242	7	.	.	PUNCT
easat-1689	243	1	https://doi.org/10.1016/j.energy.2022.126011	https://doi.org/10.1016/j.energy.2022.126011	PROPN
easat-1689	243	2	[	[	X
easat-1689	243	3	2	2	NUM
easat-1689	243	4	]	]	PUNCT
easat-1689	243	5	ioannis	ioanni	NOUN
easat-1689	243	6	,	,	PUNCT
easat-1689	243	7	p.	p.	PROPN
easat-1689	243	8	p.	p.	NOUN
easat-1689	243	9	;	;	PUNCT
easat-1689	243	10	athanasios	athanasio	NOUN
easat-1689	243	11	,	,	PUNCT
easat-1689	243	12	s.	s.	PROPN
easat-1689	243	13	d.	d.	PROPN
easat-1689	243	14	day	day	PROPN
easat-1689	243	15	-	-	PUNCT
easat-1689	243	16	ahead	ahead	NOUN
easat-1689	243	17	electricity	electricity	NOUN
easat-1689	243	18	price	price	NOUN
easat-1689	243	19	forecasting	forecasting	NOUN
easat-1689	243	20	via	via	ADP
easat-1689	243	21	the	the	DET
easat-1689	243	22	application	application	NOUN
easat-1689	243	23	of	of	ADP
easat-1689	243	24	artificial	artificial	ADJ
easat-1689	243	25	neural	neural	ADJ
easat-1689	243	26	network	network	NOUN
easat-1689	243	27	based	base	VERB
easat-1689	243	28	models	model	NOUN
easat-1689	243	29	.	.	PUNCT
easat-1689	244	1	applied	apply	VERB
easat-1689	244	2	energy	energy	NOUN
easat-1689	244	3	2016	2016	NUM
easat-1689	244	4	,	,	PUNCT
easat-1689	244	5	172	172	NUM
easat-1689	244	6	,	,	PUNCT
easat-1689	244	7	132	132	NUM
easat-1689	244	8	-	-	SYM
easat-1689	244	9	151	151	NUM
easat-1689	244	10	.	.	PUNCT
easat-1689	245	1	https://doi.org/10.1016/j.apenergy.2016.03.089	https://doi.org/10.1016/j.apenergy.2016.03.089	VERB
easat-1689	246	1	[	[	X
easat-1689	246	2	3	3	NUM
easat-1689	246	3	]	]	X
easat-1689	246	4	zahid	zahid	PROPN
easat-1689	246	5	,	,	PUNCT
easat-1689	246	6	m.	m.	NOUN
easat-1689	246	7	;	;	PUNCT
easat-1689	246	8	ahmed	ahmed	PROPN
easat-1689	246	9	,	,	PUNCT
easat-1689	246	10	f.	f.	PROPN
easat-1689	246	11	;	;	PUNCT
easat-1689	246	12	javaid	javaid	PROPN
easat-1689	246	13	,	,	PUNCT
easat-1689	246	14	n.	n.	PROPN
easat-1689	246	15	;	;	PUNCT
easat-1689	246	16	abbasi	abbasi	PROPN
easat-1689	246	17	,	,	PUNCT
easat-1689	246	18	r.a	r.a	PROPN
easat-1689	246	19	.	.	PROPN
easat-1689	246	20	;	;	PUNCT
easat-1689	246	21	zainab	zainab	PROPN
easat-1689	246	22	kazmi	kazmi	PROPN
easat-1689	246	23	,	,	PUNCT
easat-1689	246	24	h.s	h.s	PROPN
easat-1689	246	25	.	.	PROPN
easat-1689	246	26	;	;	PUNCT
easat-1689	246	27	javaid	javaid	PROPN
easat-1689	246	28	,	,	PUNCT
easat-1689	246	29	a.	a.	NOUN
easat-1689	246	30	;	;	PUNCT
easat-1689	246	31	bilal	bilal	PROPN
easat-1689	246	32	,	,	PUNCT
easat-1689	246	33	m.	m.	NOUN
easat-1689	246	34	;	;	PUNCT
easat-1689	246	35	akbar	akbar	NOUN
easat-1689	246	36	,	,	PUNCT
easat-1689	246	37	m.	m.	NOUN
easat-1689	246	38	;	;	PUNCT
easat-1689	246	39	ilahi	ilahi	NOUN
easat-1689	246	40	,	,	PUNCT
easat-1689	246	41	m.	m.	NOUN
easat-1689	246	42	electricity	electricity	NOUN
easat-1689	246	43	price	price	NOUN
easat-1689	246	44	and	and	CCONJ
easat-1689	246	45	load	load	NOUN
easat-1689	246	46	forecasting	forecasting	NOUN
easat-1689	246	47	using	use	VERB
easat-1689	246	48	enhanced	enhance	VERB
easat-1689	246	49	convolutional	convolutional	ADJ
easat-1689	246	50	neural	neural	ADJ
easat-1689	246	51	network	network	NOUN
easat-1689	246	52	and	and	CCONJ
easat-1689	246	53	enhanced	enhance	VERB
easat-1689	246	54	support	support	NOUN
easat-1689	246	55	vector	vector	NOUN
easat-1689	246	56	regression	regression	NOUN
easat-1689	246	57	in	in	ADP
easat-1689	246	58	smart	smart	ADJ
easat-1689	246	59	grids	grid	NOUN
easat-1689	246	60	.	.	PUNCT
easat-1689	247	1	electronics	electronic	NOUN
easat-1689	247	2	2019	2019	NUM
easat-1689	247	3	,	,	PUNCT
easat-1689	247	4	8	8	NUM
easat-1689	247	5	,	,	PUNCT
easat-1689	247	6	122	122	NUM
easat-1689	247	7	.	.	PUNCT
easat-1689	248	1	https://doi.org/10.3390/electronics8020122	https://doi.org/10.3390/electronics8020122	PROPN
easat-1689	249	1	[	[	X
easat-1689	249	2	4	4	NUM
easat-1689	249	3	]	]	X
easat-1689	249	4	golia	golia	NOUN
easat-1689	249	5	,	,	PUNCT
easat-1689	249	6	s.	s.	PROPN
easat-1689	249	7	;	;	PUNCT
easat-1689	249	8	grossi	grossi	PROPN
easat-1689	249	9	,	,	PUNCT
easat-1689	249	10	l.	l.	PROPN
easat-1689	249	11	;	;	PUNCT
easat-1689	249	12	pelagatti	pelagatti	PROPN
easat-1689	249	13	,	,	PUNCT
easat-1689	249	14	m.	m.	NOUN
easat-1689	249	15	machine	machine	NOUN
easat-1689	249	16	learning	learning	NOUN
easat-1689	249	17	models	model	NOUN
easat-1689	249	18	and	and	CCONJ
easat-1689	249	19	intra	intra	ADJ
easat-1689	249	20	-	-	ADJ
easat-1689	249	21	daily	daily	ADJ
easat-1689	249	22	market	market	NOUN
easat-1689	249	23	information	information	NOUN
easat-1689	249	24	for	for	ADP
easat-1689	249	25	the	the	DET
easat-1689	249	26	prediction	prediction	NOUN
easat-1689	249	27	of	of	ADP
easat-1689	249	28	italian	italian	ADJ
easat-1689	249	29	electricity	electricity	NOUN
easat-1689	249	30	prices	price	NOUN
easat-1689	249	31	.	.	PUNCT
easat-1689	250	1	forecasting	forecast	VERB
easat-1689	250	2	2023	2023	NUM
easat-1689	250	3	,	,	PUNCT
easat-1689	250	4	5	5	NUM
easat-1689	250	5	,	,	PUNCT
easat-1689	250	6	81	81	NUM
easat-1689	250	7	-	-	SYM
easat-1689	250	8	101	101	NUM
easat-1689	250	9	.	.	PUNCT
easat-1689	251	1	https://doi.org/10.3390/forecast5010003	https://doi.org/10.3390/forecast5010003	NOUN
easat-1689	251	2	[	[	X
easat-1689	251	3	5	5	NUM
easat-1689	251	4	]	]	X
easat-1689	251	5	vega	vega	PROPN
easat-1689	251	6	-	-	PUNCT
easat-1689	251	7	márquez	márquez	PROPN
easat-1689	251	8	,	,	PUNCT
easat-1689	251	9	b.	b.	PROPN
easat-1689	251	10	;	;	PUNCT
easat-1689	251	11	rubio	rubio	NOUN
easat-1689	251	12	-	-	PUNCT
easat-1689	251	13	escudero	escudero	PROPN
easat-1689	251	14	,	,	PUNCT
easat-1689	251	15	c.	c.	PROPN
easat-1689	251	16	;	;	PUNCT
easat-1689	251	17	nepomuceno	nepomuceno	PROPN
easat-1689	251	18	-	-	PUNCT
easat-1689	251	19	chamorro	chamorro	PROPN
easat-1689	251	20	,	,	PUNCT
easat-1689	251	21	i.a	i.a	PROPN
easat-1689	251	22	.	.	PROPN
easat-1689	251	23	;	;	PUNCT
easat-1689	251	24	arcos	arcos	PROPN
easat-1689	251	25	-	-	NOUN
easat-1689	251	26	vargas	vargas	NOUN
easat-1689	251	27	,	,	PUNCT
easat-1689	251	28	á	á	X
easat-1689	251	29	.	.	PUNCT
easat-1689	251	30	use	use	NOUN
easat-1689	251	31	of	of	ADP
easat-1689	251	32	deep	deep	ADJ
easat-1689	251	33	learning	learning	NOUN
easat-1689	251	34	architectures	architecture	NOUN
easat-1689	251	35	for	for	ADP
easat-1689	251	36	day	day	NOUN
easat-1689	251	37	-	-	PUNCT
easat-1689	251	38	ahead	ahead	NOUN
easat-1689	251	39	electricity	electricity	NOUN
easat-1689	251	40	price	price	NOUN
easat-1689	251	41	forecasting	forecasting	NOUN
easat-1689	251	42	over	over	ADP
easat-1689	251	43	different	different	ADJ
easat-1689	251	44	time	time	NOUN
easat-1689	251	45	periods	period	NOUN
easat-1689	251	46	in	in	ADP
easat-1689	251	47	the	the	DET
easat-1689	251	48	spanish	spanish	ADJ
easat-1689	251	49	electricity	electricity	NOUN
easat-1689	251	50	market	market	NOUN
easat-1689	251	51	.	.	PUNCT
easat-1689	252	1	appl	appl	PROPN
easat-1689	252	2	.	.	PUNCT
easat-1689	253	1	sci	sci	PROPN
easat-1689	253	2	.	.	PROPN
easat-1689	253	3	2021	2021	NUM
easat-1689	253	4	,	,	PUNCT
easat-1689	253	5	11	11	NUM
easat-1689	253	6	,	,	PUNCT
easat-1689	253	7	6097	6097	NUM
easat-1689	253	8	.	.	PUNCT
easat-1689	254	1	https://doi.org/10.3390/app11136097	https://doi.org/10.3390/app11136097	X
easat-1689	255	1	[	[	X
easat-1689	255	2	6	6	NUM
easat-1689	255	3	]	]	PUNCT
easat-1689	255	4	manfre	manfre	NOUN
easat-1689	255	5	jaimes	jaime	NOUN
easat-1689	255	6	,	,	PUNCT
easat-1689	255	7	d.	d.	PROPN
easat-1689	255	8	;	;	PUNCT
easat-1689	255	9	zamudio	zamudio	NOUN
easat-1689	255	10	lópez	lópez	NOUN
easat-1689	255	11	,	,	PUNCT
easat-1689	255	12	m.	m.	NOUN
easat-1689	255	13	;	;	PUNCT
easat-1689	255	14	zareipour	zareipour	NUM
easat-1689	255	15	,	,	PUNCT
easat-1689	255	16	h.	h.	PROPN
easat-1689	255	17	;	;	PUNCT
easat-1689	255	18	quashie	quashie	ADP
easat-1689	255	19	,	,	PUNCT
easat-1689	255	20	m.	m.	VERB
easat-1689	255	21	a	a	DET
easat-1689	255	22	hybrid	hybrid	NOUN
easat-1689	255	23	model	model	NOUN
easat-1689	255	24	for	for	ADP
easat-1689	255	25	multi	multi	ADJ
easat-1689	255	26	-	-	ADJ
easat-1689	255	27	day	day	ADJ
easat-1689	255	28	-	-	PUNCT
easat-1689	255	29	ahead	ahead	NOUN
easat-1689	255	30	electricity	electricity	NOUN
easat-1689	255	31	price	price	NOUN
easat-1689	255	32	forecasting	forecasting	NOUN
easat-1689	255	33	considering	consider	VERB
easat-1689	255	34	price	price	NOUN
easat-1689	255	35	spikes	spike	NOUN
easat-1689	255	36	.	.	PUNCT
easat-1689	256	1	forecasting	forecast	VERB
easat-1689	256	2	2023	2023	NUM
easat-1689	256	3	,	,	PUNCT
easat-1689	256	4	5	5	NUM
easat-1689	256	5	,	,	PUNCT
easat-1689	256	6	499	499	NUM
easat-1689	256	7	-	-	SYM
easat-1689	256	8	521	521	NUM
easat-1689	256	9	.	.	PUNCT
easat-1689	256	10	https://doi.org/10.3390/forecast5030028	https://doi.org/10.3390/forecast5030028	PROPN
easat-1689	257	1	[	[	X
easat-1689	257	2	7	7	NUM
easat-1689	257	3	]	]	SYM
easat-1689	257	4	weron	weron	NOUN
easat-1689	257	5	,	,	PUNCT
easat-1689	257	6	r.	r.	NOUN
easat-1689	257	7	electricity	electricity	NOUN
easat-1689	257	8	price	price	NOUN
easat-1689	257	9	forecasting	forecasting	NOUN
easat-1689	257	10	:	:	PUNCT
easat-1689	257	11	a	a	DET
easat-1689	257	12	review	review	NOUN
easat-1689	257	13	of	of	ADP
easat-1689	257	14	the	the	DET
easat-1689	257	15	state	state	NOUN
easat-1689	257	16	-	-	PUNCT
easat-1689	257	17	of	of	ADP
easat-1689	257	18	-	-	PUNCT
easat-1689	257	19	the	the	DET
easat-1689	257	20	-	-	PUNCT
easat-1689	257	21	art	art	NOUN
easat-1689	257	22	with	with	ADP
easat-1689	257	23	a	a	DET
easat-1689	257	24	look	look	NOUN
easat-1689	257	25	into	into	ADP
easat-1689	257	26	the	the	DET
easat-1689	257	27	future	future	NOUN
easat-1689	257	28	.	.	PUNCT
easat-1689	258	1	int	int	PROPN
easat-1689	258	2	j	j	PROPN
easat-1689	258	3	forecast	forecast	PROPN
easat-1689	258	4	2014	2014	NUM
easat-1689	258	5	,	,	PUNCT
easat-1689	258	6	30(4	30(4	NUM
easat-1689	258	7	)	)	PUNCT
easat-1689	258	8	,	,	PUNCT
easat-1689	258	9	1030–81	1030–81	NUM
easat-1689	258	10	.	.	PUNCT
easat-1689	259	1	[	[	X
easat-1689	259	2	8	8	NUM
easat-1689	259	3	]	]	X
easat-1689	259	4	hong	hong	PROPN
easat-1689	259	5	,	,	PUNCT
easat-1689	259	6	t.	t.	PROPN
easat-1689	259	7	;	;	PUNCT
easat-1689	259	8	pinson	pinson	PROPN
easat-1689	259	9	,	,	PUNCT
easat-1689	259	10	p.	p.	PROPN
easat-1689	259	11	;	;	PUNCT
easat-1689	259	12	wang	wang	PROPN
easat-1689	259	13	,	,	PUNCT
easat-1689	259	14	y.	y.	PROPN
easat-1689	259	15	;	;	PUNCT
easat-1689	259	16	weron	weron	PROPN
easat-1689	259	17	,	,	PUNCT
easat-1689	259	18	r.	r.	PROPN
easat-1689	259	19	;	;	PUNCT
easat-1689	259	20	yang	yang	PROPN
easat-1689	259	21	,	,	PUNCT
easat-1689	259	22	d	d	PROPN
easat-1689	259	23	;	;	PUNCT
easat-1689	259	24	zareipour	zareipour	NUM
easat-1689	259	25	,	,	PUNCT
easat-1689	259	26	h.	h.	PROPN
easat-1689	259	27	energy	energy	PROPN
easat-1689	259	28	forecasting	forecasting	NOUN
easat-1689	259	29	:	:	PUNCT
easat-1689	259	30	a	a	DET
easat-1689	259	31	review	review	NOUN
easat-1689	259	32	and	and	CCONJ
easat-1689	259	33	outlook	outlook	NOUN
easat-1689	259	34	.	.	PUNCT
easat-1689	260	1	ieee	ieee	PROPN
easat-1689	260	2	open	open	PROPN
easat-1689	260	3	access	access	PROPN
easat-1689	260	4	j	j	PROPN
easat-1689	260	5	power	power	NOUN
easat-1689	260	6	energy	energy	NOUN
easat-1689	260	7	2020	2020	NUM
easat-1689	260	8	,	,	PUNCT
easat-1689	260	9	7	7	NUM
easat-1689	260	10	,	,	PUNCT
easat-1689	260	11	376–88	376–88	NUM
easat-1689	260	12	.	.	PUNCT
easat-1689	261	1	[	[	X
easat-1689	261	2	9	9	NUM
easat-1689	261	3	]	]	SYM
easat-1689	261	4	lago	lago	NOUN
easat-1689	261	5	,	,	PUNCT
easat-1689	261	6	j.	j.	PROPN
easat-1689	261	7	;	;	PUNCT
easat-1689	261	8	marcjasz	marcjasz	PROPN
easat-1689	261	9	,	,	PUNCT
easat-1689	261	10	g.	g.	PROPN
easat-1689	261	11	;	;	PUNCT
easat-1689	261	12	de	de	X
easat-1689	261	13	schutter	schutter	NOUN
easat-1689	261	14	,	,	PUNCT
easat-1689	261	15	b.	b.	PROPN
easat-1689	261	16	;	;	PUNCT
easat-1689	261	17	weron	weron	PROPN
easat-1689	261	18	,	,	PUNCT
easat-1689	261	19	r.	r.	PROPN
easat-1689	261	20	forecasting	forecasting	PROPN
easat-1689	261	21	day	day	PROPN
easat-1689	261	22	-	-	PUNCT
easat-1689	261	23	ahead	ahead	NOUN
easat-1689	261	24	electricity	electricity	NOUN
easat-1689	261	25	prices	price	NOUN
easat-1689	261	26	:	:	PUNCT
easat-1689	261	27	a	a	DET
easat-1689	261	28	review	review	NOUN
easat-1689	261	29	of	of	ADP
easat-1689	261	30	state	state	NOUN
easat-1689	261	31	-	-	PUNCT
easat-1689	261	32	of	of	ADP
easat-1689	261	33	-	-	PUNCT
easat-1689	261	34	theart	theart	NOUN
easat-1689	261	35	algorithms	algorithm	NOUN
easat-1689	261	36	,	,	PUNCT
easat-1689	261	37	best	good	ADJ
easat-1689	261	38	practices	practice	NOUN
easat-1689	261	39	and	and	CCONJ
easat-1689	261	40	an	an	DET
easat-1689	261	41	open	open	ADJ
easat-1689	261	42	-	-	PUNCT
easat-1689	261	43	access	access	NOUN
easat-1689	261	44	benchmark	benchmark	NOUN
easat-1689	261	45	.	.	PUNCT
easat-1689	262	1	appl	appl	PROPN
easat-1689	262	2	energy	energy	PROPN
easat-1689	262	3	2021	2021	NUM
easat-1689	262	4	,	,	PUNCT
easat-1689	262	5	293	293	NUM
easat-1689	262	6	,	,	PUNCT
easat-1689	262	7	116983	116983	NUM
easat-1689	262	8	.	.	PUNCT
easat-1689	263	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1689	263	2	https://doi.org/10.1016/j.energy.2022.126011	https://doi.org/10.1016/j.energy.2022.126011	PROPN
easat-1689	263	3	https://doi.org/10.1016/j.apenergy.2016.03.089	https://doi.org/10.1016/j.apenergy.2016.03.089	VERB
easat-1689	263	4	https://doi.org/10.3390/electronics8020122	https://doi.org/10.3390/electronics8020122	PROPN
easat-1689	263	5	https://doi.org/10.3390/forecast5010003	https://doi.org/10.3390/forecast5010003	NOUN
easat-1689	263	6	https://doi.org/10.3390/app11136097	https://doi.org/10.3390/app11136097	PUNCT
easat-1689	263	7	https://doi.org/10.3390/forecast5030028	https://doi.org/10.3390/forecast5030028	PROPN
easat-1689	263	8	327	327	NUM
easat-1689	263	9	edelweiss	edelweiss	PROPN
easat-1689	263	10	applied	apply	VERB
easat-1689	263	11	science	science	NOUN
easat-1689	263	12	and	and	CCONJ
easat-1689	263	13	technology	technology	NOUN
easat-1689	263	14	issn	issn	PROPN
easat-1689	263	15	:	:	PUNCT
easat-1689	263	16	2576	2576	NUM
easat-1689	263	17	-	-	SYM
easat-1689	263	18	8484	8484	NUM
easat-1689	263	19	vol	vol	NOUN
easat-1689	263	20	.	.	PROPN
easat-1689	264	1	8	8	NUM
easat-1689	264	2	,	,	PUNCT
easat-1689	264	3	no	no	INTJ
easat-1689	264	4	.	.	NOUN
easat-1689	264	5	5	5	NUM
easat-1689	264	6	:	:	PUNCT
easat-1689	264	7	317	317	NUM
easat-1689	264	8	-	-	SYM
easat-1689	264	9	327	327	NUM
easat-1689	264	10	,	,	PUNCT
easat-1689	264	11	2024	2024	NUM
easat-1689	264	12	doi	doi	NOUN
easat-1689	264	13	:	:	PUNCT
easat-1689	264	14	10.55214/25768484.v8i5.1689	10.55214/25768484.v8i5.1689	NOUN
easat-1689	264	15	©	©	NOUN
easat-1689	264	16	2024	2024	NUM
easat-1689	264	17	by	by	ADP
easat-1689	264	18	the	the	DET
easat-1689	264	19	author	author	NOUN
easat-1689	264	20	;	;	PUNCT
easat-1689	264	21	licensee	licensee	PROPN
easat-1689	264	22	learning	learning	NOUN
easat-1689	264	23	gate	gate	NOUN
easat-1689	265	1	[	[	X
easat-1689	265	2	10	10	NUM
easat-1689	265	3	]	]	X
easat-1689	265	4	busari	busari	PROPN
easat-1689	265	5	,	,	PUNCT
easat-1689	265	6	g.a	g.a	PROPN
easat-1689	265	7	.	.	PROPN
easat-1689	265	8	;	;	PUNCT
easat-1689	265	9	kwak	kwak	PROPN
easat-1689	265	10	,	,	PUNCT
easat-1689	265	11	n.	n.	PROPN
easat-1689	265	12	w.	w.	PROPN
easat-1689	265	13	;	;	PUNCT
easat-1689	265	14	lim	lim	PROPN
easat-1689	265	15	,	,	PUNCT
easat-1689	265	16	d.	d.	PROPN
easat-1689	265	17	h.	h.	PROPN
easat-1689	266	1	an	an	DET
easat-1689	266	2	application	application	NOUN
easat-1689	266	3	of	of	ADP
easat-1689	266	4	adaboost	adaboost	ADJ
easat-1689	266	5	-	-	PUNCT
easat-1689	266	6	gru	gru	NOUN
easat-1689	266	7	ensemble	ensemble	ADJ
easat-1689	266	8	model	model	NOUN
easat-1689	266	9	to	to	ADP
easat-1689	266	10	economic	economic	ADJ
easat-1689	266	11	time	time	NOUN
easat-1689	266	12	series	series	PROPN
easat-1689	266	13	prediction	prediction	PROPN
easat-1689	266	14	.	.	PUNCT
easat-1689	267	1	indian	indian	PROPN
easat-1689	267	2	journal	journal	PROPN
easat-1689	267	3	of	of	ADP
easat-1689	267	4	science	science	NOUN
easat-1689	267	5	and	and	CCONJ
easat-1689	267	6	technology	technology	NOUN
easat-1689	267	7	2021	2021	NUM
easat-1689	267	8	,	,	PUNCT
easat-1689	267	9	14(31	14(31	NUM
easat-1689	267	10	)	)	PUNCT
easat-1689	267	11	,	,	PUNCT
easat-1689	267	12	2557	2557	NUM
easat-1689	267	13	-	-	SYM
easat-1689	267	14	2566	2566	NUM
easat-1689	267	15	.	.	PUNCT
easat-1689	268	1	https	https	NOUN
easat-1689	268	2	:	:	PUNCT
easat-1689	268	3	//doi.org/10.17485	//doi.org/10.17485	NOUN
easat-1689	268	4	/	/	SYM
easat-1689	268	5	ijst	ijst	ADJ
easat-1689	268	6	/	/	SYM
easat-1689	268	7	v14i31.1204	v14i31.1204	PUNCT
easat-1689	269	1	[	[	X
easat-1689	269	2	11	11	NUM
easat-1689	269	3	]	]	X
easat-1689	269	4	wang	wang	PROPN
easat-1689	269	5	,	,	PUNCT
easat-1689	269	6	s.	s.	PROPN
easat-1689	269	7	;	;	PUNCT
easat-1689	269	8	guotai	guotai	PROPN
easat-1689	269	9	,	,	PUNCT
easat-1689	269	10	chi	chi	NOUN
easat-1689	269	11	.	.	PUNCT
easat-1689	270	1	cost	cost	NOUN
easat-1689	270	2	-	-	PUNCT
easat-1689	270	3	sensitive	sensitive	ADJ
easat-1689	270	4	stacking	stack	VERB
easat-1689	270	5	ensemble	ensemble	ADJ
easat-1689	270	6	learning	learning	NOUN
easat-1689	270	7	for	for	ADP
easat-1689	270	8	company	company	NOUN
easat-1689	270	9	financial	financial	ADJ
easat-1689	270	10	distress	distress	NOUN
easat-1689	270	11	prediction	prediction	NOUN
easat-1689	270	12	.	.	PUNCT
easat-1689	271	1	expert	expert	NOUN
easat-1689	271	2	systems	system	NOUN
easat-1689	271	3	with	with	ADP
easat-1689	271	4	applications	application	NOUN
easat-1689	271	5	2024	2024	NUM
easat-1689	271	6	,	,	PUNCT
easat-1689	271	7	255	255	NUM
easat-1689	271	8	,	,	PUNCT
easat-1689	271	9	124525	124525	NUM
easat-1689	271	10	.	.	PUNCT
easat-1689	272	1	https://doi.org/10.1016/j.eswa.2024.124525get	https://doi.org/10.1016/j.eswa.2024.124525get	NOUN
easat-1689	272	2	rights	right	NOUN
easat-1689	272	3	and	and	CCONJ
easat-1689	272	4	content	content	NOUN
easat-1689	272	5	[	[	X
easat-1689	272	6	12	12	NUM
easat-1689	272	7	]	]	PUNCT
easat-1689	272	8	ganiyu	ganiyu	NOUN
easat-1689	272	9	,	,	PUNCT
easat-1689	272	10	a.b	a.b	PROPN
easat-1689	272	11	.	.	PROPN
easat-1689	272	12	;	;	PUNCT
easat-1689	272	13	dong	dong	PROPN
easat-1689	272	14	,	,	PUNCT
easat-1689	272	15	h.	h.	PROPN
easat-1689	272	16	l.	l.	PROPN
easat-1689	272	17	crude	crude	PROPN
easat-1689	272	18	oil	oil	NOUN
easat-1689	272	19	price	price	NOUN
easat-1689	272	20	prediction	prediction	NOUN
easat-1689	272	21	:	:	PUNCT
easat-1689	272	22	a	a	DET
easat-1689	272	23	comparison	comparison	NOUN
easat-1689	272	24	between	between	ADP
easat-1689	272	25	adaboost	adaboost	ADJ
easat-1689	272	26	-	-	PUNCT
easat-1689	272	27	lstm	lstm	ADJ
easat-1689	272	28	and	and	CCONJ
easat-1689	272	29	adaboost	adaboost	ADJ
easat-1689	272	30	-	-	PUNCT
easat-1689	272	31	gru	gru	NOUN
easat-1689	272	32	for	for	ADP
easat-1689	272	33	improving	improve	VERB
easat-1689	272	34	forecasting	forecasting	NOUN
easat-1689	272	35	performance	performance	NOUN
easat-1689	272	36	.	.	PUNCT
easat-1689	273	1	computers	computer	NOUN
easat-1689	273	2	&	&	CCONJ
easat-1689	273	3	chemical	chemical	PROPN
easat-1689	273	4	engineering	engineering	PROPN
easat-1689	273	5	2021	2021	NUM
easat-1689	273	6	,	,	PUNCT
easat-1689	273	7	155	155	NUM
easat-1689	273	8	,	,	PUNCT
easat-1689	273	9	107513	107513	NUM
easat-1689	273	10	.	.	PUNCT
easat-1689	274	1	https://doi.org/10.1016/j.compchemeng.2021.107513	https://doi.org/10.1016/j.compchemeng.2021.107513	PROPN
easat-1689	274	2	[	[	X
easat-1689	274	3	13	13	NUM
easat-1689	274	4	]	]	X
easat-1689	274	5	hasan	hasan	PROPN
easat-1689	274	6	,	,	PUNCT
easat-1689	274	7	m.	m.	NOUN
easat-1689	274	8	;	;	PUNCT
easat-1689	274	9	abedin	abedin	PROPN
easat-1689	274	10	,	,	PUNCT
easat-1689	274	11	m.z	m.z	PROPN
easat-1689	274	12	.	.	PROPN
easat-1689	274	13	;	;	PUNCT
easat-1689	274	14	hajek	hajek	NOUN
easat-1689	274	15	,	,	PUNCT
easat-1689	274	16	p.	p.	NOUN
easat-1689	274	17	et	et	NOUN
easat-1689	275	1	al	al	PROPN
easat-1689	275	2	.	.	PUNCT
easat-1689	276	1	a	a	DET
easat-1689	276	2	blending	blend	VERB
easat-1689	276	3	ensemble	ensemble	ADJ
easat-1689	276	4	learning	learning	NOUN
easat-1689	276	5	model	model	NOUN
easat-1689	276	6	for	for	ADP
easat-1689	276	7	crude	crude	ADJ
easat-1689	276	8	oil	oil	NOUN
easat-1689	276	9	price	price	NOUN
easat-1689	276	10	forecasting	forecasting	NOUN
easat-1689	276	11	.	.	PUNCT
easat-1689	277	1	ann	ann	PROPN
easat-1689	277	2	oper	oper	PROPN
easat-1689	277	3	res	re	NOUN
easat-1689	277	4	2024	2024	NUM
easat-1689	277	5	,	,	PUNCT
easat-1689	277	6	1	1	NUM
easat-1689	277	7	-	-	SYM
easat-1689	277	8	31	31	NUM
easat-1689	277	9	.	.	PUNCT
easat-1689	278	1	https://doi.org/10.1007/s10479-023-05810-8	https://doi.org/10.1007/s10479-023-05810-8	NUM
easat-1689	279	1	[	[	X
easat-1689	279	2	14	14	NUM
easat-1689	279	3	]	]	SYM
easat-1689	279	4	yu	yu	PROPN
easat-1689	279	5	,	,	PUNCT
easat-1689	279	6	l.	l.	PROPN
easat-1689	279	7	;	;	PUNCT
easat-1689	279	8	wu	wu	PROPN
easat-1689	279	9	,	,	PUNCT
easat-1689	279	10	y.	y.	PROPN
easat-1689	279	11	;	;	PUNCT
easat-1689	279	12	tang	tang	PROPN
easat-1689	279	13	,	,	PUNCT
easat-1689	279	14	l.	l.	PROPN
easat-1689	279	15	et	et	PROPN
easat-1689	279	16	al	al	PROPN
easat-1689	279	17	.	.	PROPN
easat-1689	279	18	investigation	investigation	NOUN
easat-1689	279	19	of	of	ADP
easat-1689	279	20	diversity	diversity	NOUN
easat-1689	279	21	strategies	strategy	NOUN
easat-1689	279	22	in	in	ADP
easat-1689	279	23	rvfl	rvfl	NOUN
easat-1689	279	24	network	network	NOUN
easat-1689	279	25	ensemble	ensemble	ADJ
easat-1689	279	26	learning	learning	NOUN
easat-1689	279	27	for	for	ADP
easat-1689	279	28	crude	crude	ADJ
easat-1689	279	29	oil	oil	NOUN
easat-1689	279	30	price	price	NOUN
easat-1689	279	31	forecasting	forecasting	NOUN
easat-1689	279	32	.	.	PUNCT
easat-1689	280	1	soft	soft	ADJ
easat-1689	280	2	comput	comput	NOUN
easat-1689	280	3	2021	2021	NUM
easat-1689	280	4	,	,	PUNCT
easat-1689	280	5	25	25	NUM
easat-1689	280	6	,	,	PUNCT
easat-1689	280	7	3609–3622	3609–3622	NUM
easat-1689	280	8	.	.	PUNCT
easat-1689	281	1	https://doi.org/10.1007/s00500-020-05390-w	https://doi.org/10.1007/s00500-020-05390-w	PROPN
easat-1689	281	2	[	[	X
easat-1689	281	3	15	15	NUM
easat-1689	281	4	]	]	X
easat-1689	281	5	chakraborty	chakraborty	PROPN
easat-1689	281	6	,	,	PUNCT
easat-1689	281	7	d.	d.	PROPN
easat-1689	281	8	et	et	PROPN
easat-1689	282	1	al	al	PROPN
easat-1689	282	2	.	.	PROPN
easat-1689	283	1	computational	computational	ADJ
easat-1689	283	2	solar	solar	ADJ
easat-1689	283	3	energy	energy	NOUN
easat-1689	283	4	–	–	PUNCT
easat-1689	283	5	ensemble	ensemble	ADJ
easat-1689	283	6	learning	learning	NOUN
easat-1689	283	7	methods	method	NOUN
easat-1689	283	8	for	for	ADP
easat-1689	283	9	prediction	prediction	NOUN
easat-1689	283	10	of	of	ADP
easat-1689	283	11	solar	solar	ADJ
easat-1689	283	12	power	power	NOUN
easat-1689	283	13	generation	generation	NOUN
easat-1689	283	14	based	base	VERB
easat-1689	283	15	on	on	ADP
easat-1689	283	16	meteorological	meteorological	ADJ
easat-1689	283	17	parameters	parameter	NOUN
easat-1689	283	18	in	in	ADP
easat-1689	283	19	eastern	eastern	PROPN
easat-1689	283	20	india	india	PROPN
easat-1689	283	21	.	.	PUNCT
easat-1689	284	1	renewable	renewable	ADJ
easat-1689	284	2	energy	energy	NOUN
easat-1689	284	3	focus	focus	NOUN
easat-1689	284	4	2023	2023	NUM
easat-1689	284	5	,	,	PUNCT
easat-1689	284	6	44	44	NUM
easat-1689	284	7	,	,	PUNCT
easat-1689	284	8	277	277	NUM
easat-1689	284	9	-	-	SYM
easat-1689	284	10	294	294	NUM
easat-1689	284	11	.	.	PUNCT
easat-1689	285	1	https://doi.org/10.1007/s10479-023-05810-8	https://doi.org/10.1007/s10479-023-05810-8	NUM
easat-1689	286	1	[	[	X
easat-1689	286	2	16	16	NUM
easat-1689	286	3	]	]	X
easat-1689	286	4	tina	tina	PROPN
easat-1689	286	5	,	,	PUNCT
easat-1689	286	6	g.m	g.m	PROPN
easat-1689	286	7	.	.	PROPN
easat-1689	286	8	;	;	PUNCT
easat-1689	286	9	ventura	ventura	PROPN
easat-1689	286	10	,	,	PUNCT
easat-1689	286	11	c.	c.	PROPN
easat-1689	286	12	;	;	PUNCT
easat-1689	286	13	ferlito	ferlito	NOUN
easat-1689	286	14	,	,	PUNCT
easat-1689	286	15	s.	s.	PROPN
easat-1689	286	16	;	;	PUNCT
easat-1689	286	17	de	de	X
easat-1689	286	18	vito	vito	PROPN
easat-1689	286	19	,	,	PUNCT
easat-1689	286	20	s.	s.	PROPN
easat-1689	286	21	a	a	DET
easat-1689	286	22	state	state	NOUN
easat-1689	286	23	-	-	PUNCT
easat-1689	286	24	of	of	ADP
easat-1689	286	25	-	-	PUNCT
easat-1689	286	26	art	art	NOUN
easat-1689	286	27	-	-	PUNCT
easat-1689	286	28	review	review	NOUN
easat-1689	286	29	on	on	ADP
easat-1689	286	30	machine	machine	NOUN
easat-1689	286	31	-	-	PUNCT
easat-1689	286	32	learning	learn	VERB
easat-1689	286	33	based	base	VERB
easat-1689	286	34	methods	method	NOUN
easat-1689	286	35	for	for	ADP
easat-1689	286	36	pv	pv	PROPN
easat-1689	286	37	.	.	PUNCT
easat-1689	286	38	appl	appl	PROPN
easat-1689	286	39	.	.	PUNCT
easat-1689	287	1	sci	sci	PROPN
easat-1689	287	2	.	.	PROPN
easat-1689	287	3	2021	2021	NUM
easat-1689	287	4	,	,	PUNCT
easat-1689	287	5	11	11	NUM
easat-1689	287	6	,	,	PUNCT
easat-1689	287	7	7550	7550	NUM
easat-1689	287	8	.	.	PUNCT
easat-1689	288	1	https://doi.org/10.3390/app11167550	https://doi.org/10.3390/app11167550	PROPN
easat-1689	289	1	[	[	X
easat-1689	289	2	17	17	NUM
easat-1689	289	3	]	]	PUNCT
easat-1689	289	4	burger	burger	NOUN
easat-1689	289	5	,	,	PUNCT
easat-1689	289	6	e.	e.	PROPN
easat-1689	289	7	m.	m.	PROPN
easat-1689	289	8	;	;	PUNCT
easat-1689	289	9	scott	scott	PROPN
easat-1689	289	10	,	,	PUNCT
easat-1689	289	11	j.	j.	PROPN
easat-1689	289	12	m.	m.	PROPN
easat-1689	289	13	gated	gate	VERB
easat-1689	289	14	ensemble	ensemble	ADJ
easat-1689	289	15	learning	learning	NOUN
easat-1689	289	16	method	method	NOUN
easat-1689	289	17	for	for	ADP
easat-1689	289	18	demand	demand	NOUN
easat-1689	289	19	-	-	PUNCT
easat-1689	289	20	side	side	NOUN
easat-1689	289	21	electricity	electricity	NOUN
easat-1689	289	22	load	load	NOUN
easat-1689	289	23	forecasting	forecasting	NOUN
easat-1689	289	24	.	.	PUNCT
easat-1689	290	1	energy	energy	NOUN
easat-1689	290	2	and	and	CCONJ
easat-1689	290	3	buildings	building	NOUN
easat-1689	290	4	2015	2015	NUM
easat-1689	290	5	,	,	PUNCT
easat-1689	290	6	109	109	NUM
easat-1689	290	7	,	,	PUNCT
easat-1689	290	8	23	23	NUM
easat-1689	290	9	-	-	SYM
easat-1689	290	10	34	34	NUM
easat-1689	290	11	.	.	PUNCT
easat-1689	291	1	[	[	X
easat-1689	291	2	18	18	NUM
easat-1689	291	3	]	]	X
easat-1689	291	4	baker	baker	PROPN
easat-1689	291	5	,	,	PUNCT
easat-1689	291	6	m.r	m.r	PROPN
easat-1689	291	7	.	.	PROPN
easat-1689	291	8	uncertainty	uncertainty	NOUN
easat-1689	291	9	management	management	NOUN
easat-1689	291	10	in	in	ADP
easat-1689	291	11	electricity	electricity	NOUN
easat-1689	291	12	demand	demand	NOUN
easat-1689	291	13	forecasting	forecasting	NOUN
easat-1689	291	14	with	with	ADP
easat-1689	291	15	machine	machine	NOUN
easat-1689	291	16	learning	learning	NOUN
easat-1689	291	17	and	and	CCONJ
easat-1689	291	18	ensemble	ensemble	ADJ
easat-1689	291	19	learning	learning	NOUN
easat-1689	291	20	:	:	PUNCT
easat-1689	291	21	case	case	NOUN
easat-1689	291	22	studies	study	NOUN
easat-1689	291	23	of	of	ADP
easat-1689	291	24	covid-19	covid-19	PROPN
easat-1689	291	25	in	in	ADP
easat-1689	291	26	the	the	DET
easat-1689	291	27	us	us	PROPN
easat-1689	291	28	metropolitans	metropolitans	PROPN
easat-1689	291	29	.	.	PUNCT
easat-1689	292	1	engineering	engineering	NOUN
easat-1689	292	2	applications	application	NOUN
easat-1689	292	3	of	of	ADP
easat-1689	292	4	artificial	artificial	ADJ
easat-1689	292	5	intelligence	intelligence	NOUN
easat-1689	292	6	2023	2023	NUM
easat-1689	292	7	,	,	PUNCT
easat-1689	292	8	123	123	NUM
easat-1689	292	9	,	,	PUNCT
easat-1689	292	10	106350	106350	NUM
easat-1689	292	11	.	.	PUNCT
easat-1689	293	1	[	[	X
easat-1689	293	2	19	19	NUM
easat-1689	293	3	]	]	X
easat-1689	293	4	chen	chen	PROPN
easat-1689	293	5	,	,	PUNCT
easat-1689	293	6	k.	k.	PROPN
easat-1689	293	7	et	et	PROPN
easat-1689	293	8	al	al	PROPN
easat-1689	293	9	.	.	PUNCT
easat-1689	294	1	a	a	DET
easat-1689	294	2	novel	novel	ADJ
easat-1689	294	3	data	data	NOUN
easat-1689	294	4	-	-	PUNCT
easat-1689	294	5	driven	drive	VERB
easat-1689	294	6	approach	approach	NOUN
easat-1689	294	7	for	for	ADP
easat-1689	294	8	residential	residential	ADJ
easat-1689	294	9	electricity	electricity	NOUN
easat-1689	294	10	consumption	consumption	NOUN
easat-1689	294	11	prediction	prediction	NOUN
easat-1689	294	12	based	base	VERB
easat-1689	294	13	on	on	ADP
easat-1689	294	14	ensemble	ensemble	ADJ
easat-1689	294	15	learning	learning	NOUN
easat-1689	294	16	.	.	PUNCT
easat-1689	295	1	energy	energy	NOUN
easat-1689	295	2	2018	2018	NUM
easat-1689	295	3	,	,	PUNCT
easat-1689	295	4	150	150	NUM
easat-1689	295	5	,	,	PUNCT
easat-1689	295	6	49	49	NUM
easat-1689	295	7	-	-	SYM
easat-1689	295	8	60	60	NUM
easat-1689	295	9	.	.	PUNCT
easat-1689	296	1	[	[	X
easat-1689	296	2	20	20	NUM
easat-1689	296	3	]	]	X
easat-1689	296	4	wang	wang	PROPN
easat-1689	296	5	,	,	PUNCT
easat-1689	296	6	z.	z.	PROPN
easat-1689	296	7	;	;	PUNCT
easat-1689	296	8	yueren	yueren	PROPN
easat-1689	296	9	,	,	PUNCT
easat-1689	296	10	w.	w.	PROPN
easat-1689	296	11	;	;	PUNCT
easat-1689	296	12	ravi	ravi	PROPN
easat-1689	296	13	,	,	PUNCT
easat-1689	296	14	s.	s.	PROPN
easat-1689	296	15	srinivasan	srinivasan	PROPN
easat-1689	296	16	.	.	PUNCT
easat-1689	297	1	a	a	DET
easat-1689	297	2	novel	novel	ADJ
easat-1689	297	3	ensemble	ensemble	ADJ
easat-1689	297	4	learning	learning	NOUN
easat-1689	297	5	approach	approach	NOUN
easat-1689	297	6	to	to	PART
easat-1689	297	7	support	support	VERB
easat-1689	297	8	building	build	VERB
easat-1689	297	9	energy	energy	NOUN
easat-1689	297	10	use	use	NOUN
easat-1689	297	11	prediction	prediction	NOUN
easat-1689	297	12	.	.	PUNCT
easat-1689	298	1	energy	energy	NOUN
easat-1689	298	2	and	and	CCONJ
easat-1689	298	3	buildings	building	NOUN
easat-1689	298	4	2018	2018	NUM
easat-1689	298	5	,	,	PUNCT
easat-1689	298	6	159	159	NUM
easat-1689	298	7	,	,	PUNCT
easat-1689	298	8	109	109	NUM
easat-1689	298	9	-	-	SYM
easat-1689	298	10	122	122	NUM
easat-1689	298	11	.	.	PUNCT
easat-1689	299	1	[	[	X
easat-1689	299	2	21	21	NUM
easat-1689	299	3	]	]	PUNCT
easat-1689	299	4	weeraddana	weeraddana	PROPN
easat-1689	299	5	,	,	PUNCT
easat-1689	299	6	d.	d.	PROPN
easat-1689	299	7	;	;	PUNCT
easat-1689	299	8	nguyen	nguyen	PROPN
easat-1689	299	9	,	,	PUNCT
easat-1689	299	10	l.	l.	PROPN
easat-1689	299	11	d.	d.	PROPN
easat-1689	299	12	k.	k.	PROPN
easat-1689	299	13	;	;	PUNCT
easat-1689	299	14	nariman	nariman	PROPN
easat-1689	299	15	,	,	PUNCT
easat-1689	299	16	m.	m.	NOUN
easat-1689	299	17	machine	machine	NOUN
easat-1689	299	18	learning	learning	NOUN
easat-1689	299	19	based	base	VERB
easat-1689	299	20	novel	novel	ADJ
easat-1689	299	21	ensemble	ensemble	ADJ
easat-1689	299	22	learning	learning	NOUN
easat-1689	299	23	framework	framework	NOUN
easat-1689	299	24	for	for	ADP
easat-1689	299	25	electricity	electricity	NOUN
easat-1689	299	26	operational	operational	ADJ
easat-1689	299	27	forecasting	forecasting	NOUN
easat-1689	299	28	.	.	PUNCT
easat-1689	300	1	electric	electric	ADJ
easat-1689	300	2	power	power	PROPN
easat-1689	300	3	systems	systems	PROPN
easat-1689	300	4	research	research	NOUN
easat-1689	300	5	2021	2021	NUM
easat-1689	300	6	,	,	PUNCT
easat-1689	300	7	201	201	NUM
easat-1689	300	8	,	,	PUNCT
easat-1689	300	9	107477	107477	NUM
easat-1689	300	10	.	.	PUNCT
easat-1689	301	1	[	[	X
easat-1689	301	2	22	22	NUM
easat-1689	301	3	]	]	PUNCT
easat-1689	301	4	manfre	manfre	NOUN
easat-1689	301	5	jaimes	jaime	NOUN
easat-1689	301	6	,	,	PUNCT
easat-1689	301	7	d.	d.	PROPN
easat-1689	301	8	;	;	PUNCT
easat-1689	301	9	zamudio	zamudio	NOUN
easat-1689	301	10	lópez	lópez	NOUN
easat-1689	301	11	,	,	PUNCT
easat-1689	301	12	m.	m.	NOUN
easat-1689	301	13	;	;	PUNCT
easat-1689	301	14	zareipour	zareipour	NUM
easat-1689	301	15	,	,	PUNCT
easat-1689	301	16	h.	h.	PROPN
easat-1689	301	17	;	;	PUNCT
easat-1689	301	18	quashie	quashie	ADP
easat-1689	301	19	,	,	PUNCT
easat-1689	301	20	m.	m.	VERB
easat-1689	301	21	a	a	DET
easat-1689	301	22	hybrid	hybrid	NOUN
easat-1689	301	23	model	model	NOUN
easat-1689	301	24	for	for	ADP
easat-1689	301	25	multi	multi	ADJ
easat-1689	301	26	-	-	ADJ
easat-1689	301	27	day	day	ADJ
easat-1689	301	28	-	-	PUNCT
easat-1689	301	29	ahead	ahead	NOUN
easat-1689	301	30	electricity	electricity	NOUN
easat-1689	301	31	price	price	NOUN
easat-1689	301	32	forecasting	forecasting	NOUN
easat-1689	301	33	considering	consider	VERB
easat-1689	301	34	price	price	NOUN
easat-1689	301	35	spikes	spike	NOUN
easat-1689	301	36	.	.	PUNCT
easat-1689	302	1	forecasting	forecast	VERB
easat-1689	302	2	2023	2023	NUM
easat-1689	302	3	,	,	PUNCT
easat-1689	302	4	5	5	NUM
easat-1689	302	5	,	,	PUNCT
easat-1689	302	6	499	499	NUM
easat-1689	302	7	-	-	SYM
easat-1689	302	8	521	521	NUM
easat-1689	302	9	.	.	PUNCT
easat-1689	302	10	https://doi.org/10.3390/forecast5030028	https://doi.org/10.3390/forecast5030028	PROPN
easat-1689	303	1	[	[	X
easat-1689	303	2	23	23	NUM
easat-1689	303	3	]	]	X
easat-1689	303	4	rahul	rahul	PROPN
easat-1689	303	5	,	,	PUNCT
easat-1689	303	6	k.	k.	PROPN
easat-1689	303	7	a.	a.	PROPN
easat-1689	303	8	;	;	PUNCT
easat-1689	303	9	frankle	frankle	ADJ
easat-1689	303	10	,	,	PUNCT
easat-1689	303	11	m.	m.	NOUN
easat-1689	303	12	;	;	PUNCT
easat-1689	303	13	madan	madan	PROPN
easat-1689	303	14	m.	m.	PROPN
easat-1689	303	15	t.	t.	PROPN
easat-1689	303	16	ensemble	ensemble	ADJ
easat-1689	303	17	of	of	ADP
easat-1689	303	18	relevance	relevance	NOUN
easat-1689	303	19	vector	vector	NOUN
easat-1689	303	20	machines	machine	NOUN
easat-1689	303	21	and	and	CCONJ
easat-1689	303	22	boosted	boost	VERB
easat-1689	303	23	trees	tree	NOUN
easat-1689	303	24	for	for	ADP
easat-1689	303	25	electricity	electricity	NOUN
easat-1689	303	26	price	price	NOUN
easat-1689	303	27	forecasting	forecasting	NOUN
easat-1689	303	28	.	.	PUNCT
easat-1689	304	1	applied	apply	VERB
easat-1689	304	2	energy	energy	NOUN
easat-1689	304	3	2019	2019	NUM
easat-1689	304	4	,	,	PUNCT
easat-1689	304	5	250	250	NUM
easat-1689	304	6	,	,	PUNCT
easat-1689	304	7	540	540	NUM
easat-1689	304	8	-	-	SYM
easat-1689	304	9	548	548	NUM
easat-1689	304	10	.	.	PUNCT
easat-1689	305	1	https://doi.org/10.1016/j.apenergy.2019.05.062	https://doi.org/10.1016/j.apenergy.2019.05.062	PRON
easat-1689	305	2	[	[	SYM
easat-1689	305	3	24	24	NUM
easat-1689	305	4	]	]	PUNCT
easat-1689	305	5	ushagra	ushagra	PROPN
easat-1689	305	6	,	,	PUNCT
easat-1689	305	7	b.	b.	PROPN
easat-1689	305	8	;	;	PUNCT
easat-1689	305	9	rajat	rajat	PROPN
easat-1689	305	10	,	,	PUNCT
easat-1689	305	11	m.	m.	NOUN
easat-1689	305	12	;	;	PUNCT
easat-1689	305	13	jyothi	jyothi	PROPN
easat-1689	305	14	v.	v.	PROPN
easat-1689	305	15	;	;	PUNCT
easat-1689	305	16	tripathi	tripathi	PROPN
easat-1689	305	17	,	,	PUNCT
easat-1689	305	18	m.m	m.m	PROPN
easat-1689	305	19	.	.	PROPN
easat-1689	305	20	an	an	DET
easat-1689	305	21	ensemble	ensemble	ADJ
easat-1689	305	22	approach	approach	NOUN
easat-1689	305	23	for	for	ADP
easat-1689	305	24	electricity	electricity	NOUN
easat-1689	305	25	price	price	NOUN
easat-1689	305	26	forecasting	forecasting	NOUN
easat-1689	305	27	in	in	ADP
easat-1689	305	28	markets	market	NOUN
easat-1689	305	29	with	with	ADP
easat-1689	305	30	renewable	renewable	ADJ
easat-1689	305	31	energy	energy	NOUN
easat-1689	305	32	resources	resource	NOUN
easat-1689	305	33	.	.	PUNCT
easat-1689	306	1	utilities	utility	NOUN
easat-1689	306	2	policy	policy	NOUN
easat-1689	306	3	2021	2021	NUM
easat-1689	306	4	,	,	PUNCT
easat-1689	306	5	volume	volume	NOUN
easat-1689	306	6	70	70	NUM
easat-1689	306	7	,	,	PUNCT
easat-1689	306	8	101185	101185	NUM
easat-1689	306	9	.	.	PUNCT
easat-1689	307	1	https://doi.org/10.1016/j.jup.2021.101185	https://doi.org/10.1016/j.jup.2021.101185	PUNCT
easat-1689	308	1	[	[	X
easat-1689	308	2	25	25	NUM
easat-1689	308	3	]	]	X
easat-1689	308	4	sewell	sewell	NOUN
easat-1689	308	5	,	,	PUNCT
easat-1689	308	6	m.	m.	NOUN
easat-1689	308	7	ensemble	ensemble	ADJ
easat-1689	308	8	learning	learning	NOUN
easat-1689	308	9	.	.	PUNCT
easat-1689	309	1	rn	rn	PROPN
easat-1689	309	2	2008	2008	NUM
easat-1689	309	3	,	,	PUNCT
easat-1689	309	4	11.02	11.02	NUM
easat-1689	309	5	,	,	PUNCT
easat-1689	309	6	1	1	NUM
easat-1689	309	7	-	-	SYM
easat-1689	309	8	34	34	NUM
easat-1689	309	9	.	.	PUNCT
easat-1689	310	1	[	[	X
easat-1689	310	2	26	26	NUM
easat-1689	310	3	]	]	X
easat-1689	310	4	sun	sun	NOUN
easat-1689	310	5	,	,	PUNCT
easat-1689	310	6	s.	s.	PROPN
easat-1689	310	7	;	;	PUNCT
easat-1689	310	8	yunjie	yunjie	PROPN
easat-1689	310	9	w.	w.	PROPN
easat-1689	310	10	;	;	PUNCT
easat-1689	310	11	shouyang	shouyang	PROPN
easat-1689	310	12	w.	w.	PROPN
easat-1689	310	13	adaboost	adaboost	PROPN
easat-1689	310	14	-	-	PUNCT
easat-1689	310	15	lstm	lstm	PROPN
easat-1689	310	16	ensemble	ensemble	ADJ
easat-1689	310	17	learning	learning	NOUN
easat-1689	310	18	for	for	ADP
easat-1689	310	19	financial	financial	ADJ
easat-1689	310	20	time	time	NOUN
easat-1689	310	21	series	series	PROPN
easat-1689	310	22	forecasting	forecasting	NOUN
easat-1689	310	23	.	.	PUNCT
easat-1689	311	1	computational	computational	ADJ
easat-1689	311	2	science	science	NOUN
easat-1689	311	3	–	–	PUNCT
easat-1689	311	4	iccs	iccs	NOUN
easat-1689	311	5	2018	2018	NUM
easat-1689	311	6	:	:	PUNCT
easat-1689	311	7	18th	18th	ADJ
easat-1689	311	8	international	international	ADJ
easat-1689	311	9	conference	conference	NOUN
easat-1689	311	10	,	,	PUNCT
easat-1689	311	11	wuxi	wuxi	PROPN
easat-1689	311	12	,	,	PUNCT
easat-1689	311	13	china	china	PROPN
easat-1689	311	14	,	,	PUNCT
easat-1689	311	15	june	june	PROPN
easat-1689	311	16	11–13	11–13	NUM
easat-1689	311	17	,	,	PUNCT
easat-1689	311	18	2018	2018	NUM
easat-1689	311	19	.	.	PUNCT
easat-1689	312	1	[	[	X
easat-1689	312	2	27	27	NUM
easat-1689	312	3	]	]	SYM
easat-1689	312	4	wu	wu	PROPN
easat-1689	312	5	,	,	PUNCT
easat-1689	312	6	y.	y.	PROPN
easat-1689	312	7	;	;	PUNCT
easat-1689	312	8	jianwei	jianwei	PROPN
easat-1689	312	9	,	,	PUNCT
easat-1689	312	10	g.	g.	PROPN
easat-1689	312	11	adaboost	adaboost	ADV
easat-1689	312	12	-	-	PUNCT
easat-1689	312	13	based	base	VERB
easat-1689	312	14	long	long	ADJ
easat-1689	312	15	short	short	ADJ
easat-1689	312	16	-	-	PUNCT
easat-1689	312	17	term	term	NOUN
easat-1689	312	18	memory	memory	NOUN
easat-1689	312	19	ensemble	ensemble	ADJ
easat-1689	312	20	learning	learning	NOUN
easat-1689	312	21	approach	approach	NOUN
easat-1689	312	22	for	for	ADP
easat-1689	312	23	financial	financial	ADJ
easat-1689	312	24	time	time	NOUN
easat-1689	312	25	series	series	PROPN
easat-1689	312	26	forecasting	forecasting	NOUN
easat-1689	312	27	.	.	PUNCT
easat-1689	313	1	current	current	ADJ
easat-1689	313	2	science	science	NOUN
easat-1689	313	3	2018	2018	NUM
easat-1689	313	4	,	,	PUNCT
easat-1689	313	5	115.1	115.1	NUM
easat-1689	313	6	,	,	PUNCT
easat-1689	313	7	159	159	NUM
easat-1689	313	8	-	-	SYM
easat-1689	313	9	165	165	NUM
easat-1689	313	10	.	.	PUNCT
easat-1689	314	1	[	[	X
easat-1689	314	2	28	28	NUM
easat-1689	314	3	]	]	X
easat-1689	314	4	busari	busari	PROPN
easat-1689	314	5	,	,	PUNCT
easat-1689	314	6	g.	g.	PROPN
easat-1689	314	7	a.	a.	PROPN
easat-1689	314	8	;	;	PUNCT
easat-1689	314	9	nae	nae	PROPN
easat-1689	314	10	,	,	PUNCT
easat-1689	314	11	w.	w.	PROPN
easat-1689	314	12	k.	k.	PROPN
easat-1689	314	13	;	;	PUNCT
easat-1689	314	14	dong	dong	PROPN
easat-1689	314	15	,	,	PUNCT
easat-1689	314	16	h.	h.	PROPN
easat-1689	314	17	l.	l.	PROPN
easat-1689	315	1	an	an	DET
easat-1689	315	2	application	application	NOUN
easat-1689	315	3	of	of	ADP
easat-1689	315	4	adaboost	adaboost	ADJ
easat-1689	315	5	-	-	PUNCT
easat-1689	315	6	gru	gru	NOUN
easat-1689	315	7	ensemble	ensemble	ADJ
easat-1689	315	8	model	model	NOUN
easat-1689	315	9	to	to	ADP
easat-1689	315	10	economic	economic	ADJ
easat-1689	315	11	time	time	NOUN
easat-1689	315	12	series	series	PROPN
easat-1689	315	13	prediction	prediction	PROPN
easat-1689	315	14	.	.	PUNCT
easat-1689	316	1	indian	indian	PROPN
easat-1689	316	2	journal	journal	PROPN
easat-1689	316	3	of	of	ADP
easat-1689	316	4	science	science	NOUN
easat-1689	316	5	and	and	CCONJ
easat-1689	316	6	technology	technology	NOUN
easat-1689	316	7	2021	2021	NUM
easat-1689	316	8	,	,	PUNCT
easat-1689	316	9	14.31	14.31	NUM
easat-1689	316	10	,	,	PUNCT
easat-1689	316	11	2557	2557	NUM
easat-1689	316	12	-	-	SYM
easat-1689	316	13	2566	2566	NUM
easat-1689	316	14	.	.	PUNCT
easat-1689	317	1	[	[	X
easat-1689	317	2	29	29	NUM
easat-1689	317	3	]	]	X
easat-1689	317	4	kyeremeh	kyeremeh	NOUN
easat-1689	317	5	,	,	PUNCT
easat-1689	317	6	f.	f.	PROPN
easat-1689	317	7	et	et	PROPN
easat-1689	317	8	al	al	PROPN
easat-1689	317	9	.	.	PROPN
easat-1689	317	10	solar	solar	ADJ
easat-1689	317	11	pv	pv	NOUN
easat-1689	317	12	power	power	NOUN
easat-1689	317	13	forecasting	forecasting	NOUN
easat-1689	317	14	with	with	ADP
easat-1689	317	15	a	a	DET
easat-1689	317	16	hybrid	hybrid	ADJ
easat-1689	317	17	lstm	lstm	NOUN
easat-1689	317	18	-	-	PUNCT
easat-1689	317	19	adaboost	adaboost	ADV
easat-1689	317	20	ensemble	ensemble	ADJ
easat-1689	317	21	.	.	PUNCT
easat-1689	318	1	ieee	ieee	PROPN
easat-1689	318	2	/	/	SYM
easat-1689	318	3	iet	iet	PROPN
easat-1689	318	4	international	international	ADJ
easat-1689	318	5	utility	utility	NOUN
easat-1689	318	6	conference	conference	NOUN
easat-1689	318	7	and	and	CCONJ
easat-1689	318	8	exposition	exposition	NOUN
easat-1689	318	9	(	(	PUNCT
easat-1689	318	10	iuce	iuce	NOUN
easat-1689	318	11	)	)	PUNCT
easat-1689	318	12	.	.	PUNCT
easat-1689	319	1	ieee	ieee	PROPN
easat-1689	319	2	,	,	PUNCT
easat-1689	319	3	2022	2022	NUM
easat-1689	319	4	.	.	PUNCT
easat-1689	320	1	[	[	X
easat-1689	320	2	30	30	NUM
easat-1689	320	3	]	]	X
easat-1689	320	4	aurav	aurav	PROPN
easat-1689	320	5	,	,	PUNCT
easat-1689	320	6	k.	k.	PROPN
easat-1689	320	7	;	;	PUNCT
easat-1689	320	8	nuttanan	nuttanan	PROPN
easat-1689	320	9	,	,	PUNCT
easat-1689	320	10	w.	w.	NOUN
easat-1689	320	11	electricity	electricity	NOUN
easat-1689	320	12	price	price	NOUN
easat-1689	320	13	forecasting	forecasting	NOUN
easat-1689	320	14	in	in	ADP
easat-1689	320	15	new	new	PROPN
easat-1689	320	16	zealand	zealand	PROPN
easat-1689	320	17	:	:	PUNCT
easat-1689	320	18	a	a	DET
easat-1689	320	19	comparative	comparative	ADJ
easat-1689	320	20	analysis	analysis	NOUN
easat-1689	320	21	of	of	ADP
easat-1689	320	22	statistical	statistical	ADJ
easat-1689	320	23	and	and	CCONJ
easat-1689	320	24	machine	machine	NOUN
easat-1689	320	25	learning	learning	NOUN
easat-1689	320	26	models	model	NOUN
easat-1689	320	27	with	with	ADP
easat-1689	320	28	feature	feature	NOUN
easat-1689	320	29	selection	selection	NOUN
easat-1689	320	30	.	.	PUNCT
easat-1689	321	1	applied	apply	VERB
easat-1689	321	2	energy	energy	NOUN
easat-1689	321	3	2023	2023	NUM
easat-1689	321	4	,	,	PUNCT
easat-1689	321	5	347	347	NUM
easat-1689	321	6	,	,	PUNCT
easat-1689	321	7	121446	121446	NUM
easat-1689	321	8	.	.	PUNCT
easat-1689	322	1	https://doi.org/10.1016/j.apenergy.2023.121446	https://doi.org/10.1016/j.apenergy.2023.121446	NOUN
easat-1689	322	2	[	[	X
easat-1689	322	3	31	31	NUM
easat-1689	322	4	]	]	SYM
easat-1689	322	5	mounir	mounir	PROPN
easat-1689	322	6	,	,	PUNCT
easat-1689	322	7	n.	n.	PROPN
easat-1689	322	8	;	;	PUNCT
easat-1689	322	9	hamid	hamid	PROPN
easat-1689	322	10	,	,	PUNCT
easat-1689	322	11	o.	o.	PROPN
easat-1689	322	12	;	;	PUNCT
easat-1689	322	13	ismael	ismael	PROPN
easat-1689	322	14	,	,	PUNCT
easat-1689	322	15	j.	j.	PROPN
easat-1689	322	16	short	short	ADJ
easat-1689	322	17	-	-	PUNCT
easat-1689	322	18	term	term	NOUN
easat-1689	322	19	electric	electric	ADJ
easat-1689	322	20	load	load	NOUN
easat-1689	322	21	forecasting	forecasting	NOUN
easat-1689	322	22	using	use	VERB
easat-1689	322	23	an	an	DET
easat-1689	322	24	emd	emd	PROPN
easat-1689	322	25	-	-	PUNCT
easat-1689	322	26	bi	bi	ADJ
easat-1689	322	27	-	-	ADJ
easat-1689	322	28	lstm	lstm	ADJ
easat-1689	322	29	approach	approach	NOUN
easat-1689	322	30	for	for	ADP
easat-1689	322	31	smart	smart	ADJ
easat-1689	322	32	grid	grid	NOUN
easat-1689	322	33	energy	energy	NOUN
easat-1689	322	34	management	management	NOUN
easat-1689	322	35	system	system	NOUN
easat-1689	322	36	.	.	PUNCT
easat-1689	323	1	energy	energy	NOUN
easat-1689	323	2	and	and	CCONJ
easat-1689	323	3	buildings	building	NOUN
easat-1689	323	4	2023	2023	NUM
easat-1689	323	5	,	,	PUNCT
easat-1689	323	6	288	288	NUM
easat-1689	323	7	,	,	PUNCT
easat-1689	323	8	113022	113022	NUM
easat-1689	323	9	.	.	PUNCT
easat-1689	324	1	[	[	X
easat-1689	324	2	32	32	NUM
easat-1689	324	3	]	]	X
easat-1689	324	4	nti	nti	PROPN
easat-1689	324	5	,	,	PUNCT
easat-1689	324	6	i.k	i.k	PROPN
easat-1689	324	7	.	.	PROPN
easat-1689	324	8	;	;	PUNCT
easat-1689	324	9	adekoya	adekoya	PROPN
easat-1689	324	10	,	,	PUNCT
easat-1689	324	11	a.f	a.f	PROPN
easat-1689	324	12	.	.	PROPN
easat-1689	324	13	;	;	PUNCT
easat-1689	324	14	weyori	weyori	X
easat-1689	324	15	,	,	PUNCT
easat-1689	324	16	b.a	b.a	PROPN
easat-1689	324	17	.	.	PROPN
easat-1689	324	18	a	a	DET
easat-1689	324	19	comprehensive	comprehensive	ADJ
easat-1689	324	20	evaluation	evaluation	NOUN
easat-1689	324	21	of	of	ADP
easat-1689	324	22	ensemble	ensemble	ADJ
easat-1689	324	23	learning	learning	NOUN
easat-1689	324	24	for	for	ADP
easat-1689	324	25	stock	stock	NOUN
easat-1689	324	26	-	-	PUNCT
easat-1689	324	27	market	market	NOUN
easat-1689	324	28	prediction	prediction	NOUN
easat-1689	324	29	.	.	PUNCT
easat-1689	325	1	j	j	PROPN
easat-1689	325	2	big	big	ADJ
easat-1689	325	3	data	datum	NOUN
easat-1689	325	4	2020	2020	NUM
easat-1689	325	5	,	,	PUNCT
easat-1689	325	6	7	7	NUM
easat-1689	325	7	,	,	PUNCT
easat-1689	325	8	20	20	NUM
easat-1689	325	9	.	.	PUNCT
easat-1689	326	1	https://doi.org/10.1186/s40537-020-00299-5	https://doi.org/10.1186/s40537-020-00299-5	VERB
easat-1689	326	2	[	[	X
easat-1689	326	3	33	33	NUM
easat-1689	326	4	]	]	PUNCT
easat-1689	326	5	kankanala	kankanala	NOUN
easat-1689	326	6	,	,	PUNCT
easat-1689	326	7	p.	p.	PROPN
easat-1689	326	8	;	;	PUNCT
easat-1689	326	9	das	das	PROPN
easat-1689	326	10	,	,	PUNCT
easat-1689	326	11	s.	s.	PROPN
easat-1689	326	12	;	;	PUNCT
easat-1689	326	13	pahwa	pahwa	PROPN
easat-1689	326	14	,	,	PUNCT
easat-1689	326	15	a.	a.	NOUN
easat-1689	326	16	adaboost+	adaboost+	NOUN
easat-1689	326	17	:	:	PUNCT
easat-1689	326	18	an	an	DET
easat-1689	326	19	ensemble	ensemble	ADJ
easat-1689	326	20	learning	learning	NOUN
easat-1689	326	21	approach	approach	NOUN
easat-1689	326	22	for	for	ADP
easat-1689	326	23	estimating	estimate	VERB
easat-1689	326	24	weather	weather	NOUN
easat-1689	326	25	-	-	PUNCT
easat-1689	326	26	related	relate	VERB
easat-1689	326	27	outages	outage	NOUN
easat-1689	326	28	in	in	ADP
easat-1689	326	29	distribution	distribution	NOUN
easat-1689	326	30	systems	system	NOUN
easat-1689	326	31	,	,	PUNCT
easat-1689	326	32	ieee	ieee	NOUN
easat-1689	326	33	transactions	transaction	NOUN
easat-1689	326	34	on	on	ADP
easat-1689	326	35	power	power	NOUN
easat-1689	326	36	systems	system	NOUN
easat-1689	326	37	2014	2014	NUM
easat-1689	326	38	,	,	PUNCT
easat-1689	326	39	29.1	29.1	NUM
easat-1689	326	40	,	,	PUNCT
easat-1689	326	41	359	359	NUM
easat-1689	326	42	-	-	SYM
easat-1689	326	43	367	367	NUM
easat-1689	326	44	.	.	PUNCT
easat-1689	327	1	[	[	X
easat-1689	327	2	34	34	NUM
easat-1689	327	3	]	]	SYM
easat-1689	327	4	deoras	deora	NOUN
easat-1689	327	5	,	,	PUNCT
easat-1689	327	6	a.	a.	NOUN
easat-1689	327	7	electricity	electricity	NOUN
easat-1689	327	8	load	load	NOUN
easat-1689	327	9	and	and	CCONJ
easat-1689	327	10	price	price	NOUN
easat-1689	327	11	forecasting	forecasting	NOUN
easat-1689	327	12	with	with	ADP
easat-1689	327	13	matlab	matlab	PROPN
easat-1689	327	14	.	.	PUNCT
easat-1689	328	1	mathwork	mathwork	PROPN
easat-1689	328	2	’s	’s	PART
easat-1689	328	3	webinar	webinar	NOUN
easat-1689	328	4	case	case	NOUN
easat-1689	328	5	study	study	NOUN
easat-1689	328	6	.	.	PUNCT
easat-1689	329	1	available	available	ADJ
easat-1689	329	2	online	online	ADV
easat-1689	329	3	:	:	PUNCT
easat-1689	329	4	https://www.mathworks.com/matlabcentral/fileexchange/28684-electricity-load-and-price-forecastingwebinar-case-study	https://www.mathworks.com/matlabcentral/fileexchange/28684-electricity-load-and-price-forecastingwebinar-case-study	PROPN
easat-1689	329	5	.	.	PUNCT
easat-1689	330	1	(	(	PUNCT
easat-1689	330	2	accessed	access	VERB
easat-1689	330	3	on	on	ADP
easat-1689	330	4	1	1	NUM
easat-1689	330	5	march	march	NOUN
easat-1689	330	6	2024	2024	NUM
easat-1689	330	7	)	)	PUNCT
easat-1689	330	8	.	.	PUNCT
easat-1689	331	1	https://doi.org/10.1016/j.eswa.2024.124525	https://doi.org/10.1016/j.eswa.2024.124525	PROPN
easat-1689	331	2	https://s100.copyright.com/appdispatchservlet?publishername=els&contentid=s0957417424013927&orderbeanreset=true	https://s100.copyright.com/appdispatchservlet?publishername=els&contentid=s0957417424013927&orderbeanreset=true	PROPN
easat-1689	331	3	https://doi.org/10.1016/j.compchemeng.2021.107513	https://doi.org/10.1016/j.compchemeng.2021.107513	PROPN
easat-1689	331	4	https://doi.org/10.1007/s10479-023-05810-8	https://doi.org/10.1007/s10479-023-05810-8	NUM
easat-1689	331	5	https://doi.org/10.1007/s00500-020-05390-w	https://doi.org/10.1007/s00500-020-05390-w	PROPN
easat-1689	331	6	https://doi.org/10.1007/s10479-023-05810-8	https://doi.org/10.1007/s10479-023-05810-8	NUM
easat-1689	331	7	https://doi.org/10.3390/app11167550	https://doi.org/10.3390/app11167550	PROPN
easat-1689	331	8	https://doi.org/10.3390/forecast5030028	https://doi.org/10.3390/forecast5030028	PROPN
easat-1689	331	9	https://doi.org/10.1016/j.apenergy.2019.05.062	https://doi.org/10.1016/j.apenergy.2019.05.062	NUM
easat-1689	331	10	https://doi.org/10.1016/j.jup.2021.101185	https://doi.org/10.1016/j.jup.2021.101185	PROPN
easat-1689	331	11	https://doi.org/10.1016/j.apenergy.2023.121446	https://doi.org/10.1016/j.apenergy.2023.121446	NOUN
easat-1689	331	12	https://doi.org/10.1186/s40537-020-00299-5	https://doi.org/10.1186/s40537-020-00299-5	NUM