id	sid	tid	token	lemma	pos
easat-2094	1	1	edelweiss	edelweiss	PROPN
easat-2094	1	2	applied	apply	VERB
easat-2094	1	3	science	science	NOUN
easat-2094	1	4	and	and	CCONJ
easat-2094	1	5	technology	technology	NOUN
easat-2094	1	6	issn	issn	PROPN
easat-2094	1	7	:	:	PUNCT
easat-2094	1	8	2576	2576	NUM
easat-2094	1	9	-	-	SYM
easat-2094	1	10	8484	8484	NUM
easat-2094	1	11	vol	vol	NOUN
easat-2094	1	12	.	.	PROPN
easat-2094	1	13	8	8	NUM
easat-2094	1	14	,	,	PUNCT
easat-2094	1	15	no	no	INTJ
easat-2094	1	16	.	.	NOUN
easat-2094	1	17	6	6	NUM
easat-2094	1	18	,	,	PUNCT
easat-2094	1	19	431	431	NUM
easat-2094	1	20	-	-	SYM
easat-2094	1	21	443	443	NUM
easat-2094	1	22	2024	2024	NUM
easat-2094	1	23	publisher	publisher	NOUN
easat-2094	1	24	:	:	PUNCT
easat-2094	1	25	learning	learn	VERB
easat-2094	1	26	gate	gate	NOUN
easat-2094	1	27	doi	doi	PROPN
easat-2094	1	28	:	:	PUNCT
easat-2094	1	29	10.55214/25768484.v8i6.2094	10.55214/25768484.v8i6.2094	NUM
easat-2094	1	30	©	©	PROPN
easat-2094	1	31	2024	2024	NUM
easat-2094	1	32	by	by	ADP
easat-2094	1	33	the	the	DET
easat-2094	1	34	author	author	NOUN
easat-2094	1	35	;	;	PUNCT
easat-2094	1	36	licensee	licensee	PROPN
easat-2094	1	37	learning	learning	NOUN
easat-2094	1	38	gate	gate	NOUN
easat-2094	1	39	©	©	PROPN
easat-2094	1	40	2024	2024	NUM
easat-2094	1	41	by	by	ADP
easat-2094	1	42	the	the	DET
easat-2094	1	43	author	author	NOUN
easat-2094	1	44	;	;	PUNCT
easat-2094	1	45	licensee	licensee	PROPN
easat-2094	1	46	learning	learn	VERB
easat-2094	1	47	gate	gate	NOUN
easat-2094	1	48	*	*	PUNCT
easat-2094	1	49	correspondence	correspondence	NOUN
easat-2094	1	50	:	:	PUNCT
easat-2094	1	51	fatmayaprakdal@mehmetakif.edu.tr	fatmayaprakdal@mehmetakif.edu.tr	PROPN
easat-2094	1	52	hybrid	hybrid	ADJ
easat-2094	1	53	cnn	cnn	PROPN
easat-2094	1	54	-	-	PUNCT
easat-2094	1	55	gru	gru	PROPN
easat-2094	1	56	model	model	NOUN
easat-2094	1	57	for	for	ADP
easat-2094	1	58	monthly	monthly	ADJ
easat-2094	1	59	electricity	electricity	NOUN
easat-2094	1	60	price	price	NOUN
easat-2094	1	61	forecasting	forecasting	NOUN
easat-2094	1	62	:	:	PUNCT
easat-2094	1	63	performance	performance	NOUN
easat-2094	1	64	evaluation	evaluation	NOUN
easat-2094	1	65	on	on	ADP
easat-2094	1	66	limited	limited	ADJ
easat-2094	1	67	multivariable	multivariable	ADJ
easat-2094	1	68	time	time	NOUN
easat-2094	1	69	-	-	PUNCT
easat-2094	1	70	series	series	NOUN
easat-2094	1	71	data	datum	NOUN
easat-2094	1	72	fatma	fatma	PROPN
easat-2094	1	73	yaprakdal1	yaprakdal1	PROPN
easat-2094	1	74	*	*	PROPN
easat-2094	2	1	1information	1information	NUM
easat-2094	2	2	system	system	NOUN
easat-2094	2	3	engineering	engineering	NOUN
easat-2094	2	4	department	department	NOUN
easat-2094	2	5	,	,	PUNCT
easat-2094	2	6	bucak	bucak	NOUN
easat-2094	2	7	computer	computer	NOUN
easat-2094	2	8	and	and	CCONJ
easat-2094	2	9	informatics	informatics	PROPN
easat-2094	2	10	faculty	faculty	NOUN
easat-2094	2	11	,	,	PUNCT
easat-2094	2	12	burdur	burdur	PROPN
easat-2094	2	13	mehmet	mehmet	PROPN
easat-2094	2	14	akif	akif	PROPN
easat-2094	2	15	ersoy	ersoy	PROPN
easat-2094	2	16	university	university	NOUN
easat-2094	2	17	;	;	PUNCT
easat-2094	2	18	fatmayaprakdal@mehmetakif.edu.tr	fatmayaprakdal@mehmetakif.edu.tr	X
easat-2094	2	19	(	(	PUNCT
easat-2094	2	20	f.y	f.y	PROPN
easat-2094	2	21	.	.	PROPN
easat-2094	2	22	)	)	PUNCT
easat-2094	3	1	abstract	abstract	NOUN
easat-2094	3	2	:	:	PUNCT
easat-2094	3	3	understanding	understand	VERB
easat-2094	3	4	electricity	electricity	NOUN
easat-2094	3	5	pricing	pricing	NOUN
easat-2094	3	6	dynamics	dynamic	NOUN
easat-2094	3	7	is	be	AUX
easat-2094	3	8	crucial	crucial	ADJ
easat-2094	3	9	for	for	ADP
easat-2094	3	10	market	market	NOUN
easat-2094	3	11	participants	participant	NOUN
easat-2094	3	12	,	,	PUNCT
easat-2094	3	13	as	as	SCONJ
easat-2094	3	14	prices	price	NOUN
easat-2094	3	15	reflect	reflect	VERB
easat-2094	3	16	supply	supply	NOUN
easat-2094	3	17	and	and	CCONJ
easat-2094	3	18	demand	demand	NOUN
easat-2094	3	19	balances	balance	NOUN
easat-2094	3	20	.	.	PUNCT
easat-2094	4	1	accurate	accurate	ADJ
easat-2094	4	2	medium	medium	ADJ
easat-2094	4	3	-	-	PUNCT
easat-2094	4	4	term	term	NOUN
easat-2094	4	5	price	price	NOUN
easat-2094	4	6	prediction	prediction	NOUN
easat-2094	4	7	aids	aid	NOUN
easat-2094	4	8	in	in	ADP
easat-2094	4	9	maintenance	maintenance	NOUN
easat-2094	4	10	scheduling	scheduling	NOUN
easat-2094	4	11	,	,	PUNCT
easat-2094	4	12	expansion	expansion	NOUN
easat-2094	4	13	planning	planning	NOUN
easat-2094	4	14	,	,	PUNCT
easat-2094	4	15	and	and	CCONJ
easat-2094	4	16	contracting	contracting	NOUN
easat-2094	4	17	,	,	PUNCT
easat-2094	4	18	but	but	CCONJ
easat-2094	4	19	poses	pose	VERB
easat-2094	4	20	challenges	challenge	NOUN
easat-2094	4	21	due	due	ADJ
easat-2094	4	22	to	to	ADP
easat-2094	4	23	a	a	DET
easat-2094	4	24	long	long	ADJ
easat-2094	4	25	forecasting	forecasting	NOUN
easat-2094	4	26	horizon	horizon	NOUN
easat-2094	4	27	and	and	CCONJ
easat-2094	4	28	limited	limited	ADJ
easat-2094	4	29	explanatory	explanatory	ADJ
easat-2094	4	30	data	datum	NOUN
easat-2094	4	31	.	.	PUNCT
easat-2094	5	1	this	this	DET
easat-2094	5	2	paper	paper	NOUN
easat-2094	5	3	proposes	propose	VERB
easat-2094	5	4	a	a	DET
easat-2094	5	5	hybrid	hybrid	ADJ
easat-2094	5	6	forecasting	forecasting	NOUN
easat-2094	5	7	system	system	NOUN
easat-2094	5	8	that	that	PRON
easat-2094	5	9	merges	merge	VERB
easat-2094	5	10	convolutional	convolutional	ADJ
easat-2094	5	11	neural	neural	ADJ
easat-2094	5	12	networks	network	NOUN
easat-2094	5	13	(	(	PUNCT
easat-2094	5	14	cnn	cnn	PROPN
easat-2094	5	15	)	)	PUNCT
easat-2094	5	16	and	and	CCONJ
easat-2094	5	17	gated	gate	VERB
easat-2094	5	18	recurrent	recurrent	ADJ
easat-2094	5	19	units	unit	NOUN
easat-2094	5	20	(	(	PUNCT
easat-2094	5	21	gru	gru	PROPN
easat-2094	5	22	)	)	PUNCT
easat-2094	5	23	for	for	ADP
easat-2094	5	24	estimating	estimate	VERB
easat-2094	5	25	monthly	monthly	ADJ
easat-2094	5	26	electricity	electricity	NOUN
easat-2094	5	27	prices	price	NOUN
easat-2094	5	28	.	.	PUNCT
easat-2094	6	1	the	the	DET
easat-2094	6	2	cnn	cnn	PROPN
easat-2094	6	3	performs	perform	VERB
easat-2094	6	4	feature	feature	NOUN
easat-2094	6	5	extraction	extraction	NOUN
easat-2094	6	6	,	,	PUNCT
easat-2094	6	7	while	while	SCONJ
easat-2094	6	8	the	the	DET
easat-2094	6	9	gru	gru	NOUN
easat-2094	6	10	handles	handle	VERB
easat-2094	6	11	temporal	temporal	ADJ
easat-2094	6	12	regression	regression	NOUN
easat-2094	6	13	.	.	PUNCT
easat-2094	7	1	we	we	PRON
easat-2094	7	2	evaluate	evaluate	VERB
easat-2094	7	3	model	model	NOUN
easat-2094	7	4	performance	performance	NOUN
easat-2094	7	5	using	use	VERB
easat-2094	7	6	mean	mean	ADJ
easat-2094	7	7	absolute	absolute	ADJ
easat-2094	7	8	percentage	percentage	NOUN
easat-2094	7	9	error	error	NOUN
easat-2094	7	10	(	(	PUNCT
easat-2094	7	11	mape	mape	NOUN
easat-2094	7	12	)	)	PUNCT
easat-2094	7	13	and	and	CCONJ
easat-2094	7	14	the	the	DET
easat-2094	7	15	coefficient	coefficient	NOUN
easat-2094	7	16	of	of	ADP
easat-2094	7	17	determination	determination	NOUN
easat-2094	7	18	(	(	PUNCT
easat-2094	7	19	r²	r²	PROPN
easat-2094	7	20	)	)	PUNCT
easat-2094	7	21	.	.	PUNCT
easat-2094	8	1	experimental	experimental	ADJ
easat-2094	8	2	results	result	NOUN
easat-2094	8	3	indicate	indicate	VERB
easat-2094	8	4	that	that	SCONJ
easat-2094	8	5	our	our	PRON
easat-2094	8	6	model	model	NOUN
easat-2094	8	7	outperforms	outperform	VERB
easat-2094	8	8	both	both	CCONJ
easat-2094	8	9	popular	popular	ADJ
easat-2094	8	10	deep	deep	ADJ
easat-2094	8	11	learning	learning	NOUN
easat-2094	8	12	(	(	PUNCT
easat-2094	8	13	dl	dl	NOUN
easat-2094	8	14	)	)	PUNCT
easat-2094	8	15	methods	method	NOUN
easat-2094	8	16	(	(	PUNCT
easat-2094	8	17	gru	gru	PROPN
easat-2094	8	18	,	,	PUNCT
easat-2094	8	19	lstm	lstm	NOUN
easat-2094	8	20	)	)	PUNCT
easat-2094	8	21	and	and	CCONJ
easat-2094	8	22	machine	machine	NOUN
easat-2094	8	23	learning	learning	NOUN
easat-2094	8	24	(	(	PUNCT
easat-2094	8	25	ml	ml	NOUN
easat-2094	8	26	)	)	PUNCT
easat-2094	8	27	techniques	technique	NOUN
easat-2094	8	28	(	(	PUNCT
easat-2094	8	29	svr	svr	PROPN
easat-2094	8	30	,	,	PUNCT
easat-2094	8	31	rf	rf	NOUN
easat-2094	8	32	,	,	PUNCT
easat-2094	8	33	xgboost	xgboost	NUM
easat-2094	8	34	)	)	PUNCT
easat-2094	8	35	,	,	PUNCT
easat-2094	8	36	confirming	confirm	VERB
easat-2094	8	37	the	the	DET
easat-2094	8	38	feasibility	feasibility	NOUN
easat-2094	8	39	and	and	CCONJ
easat-2094	8	40	effectiveness	effectiveness	NOUN
easat-2094	8	41	of	of	ADP
easat-2094	8	42	this	this	DET
easat-2094	8	43	approach	approach	NOUN
easat-2094	8	44	for	for	ADP
easat-2094	8	45	accurate	accurate	ADJ
easat-2094	8	46	electricity	electricity	NOUN
easat-2094	8	47	price	price	NOUN
easat-2094	8	48	prediction	prediction	NOUN
easat-2094	8	49	.	.	PUNCT
easat-2094	9	1	keywords	keyword	NOUN
easat-2094	9	2	:	:	PUNCT
easat-2094	9	3	cnn	cnn	PROPN
easat-2094	9	4	,	,	PUNCT
easat-2094	9	5	gru	gru	PROPN
easat-2094	9	6	,	,	PUNCT
easat-2094	9	7	electricity	electricity	NOUN
easat-2094	9	8	pricing	pricing	NOUN
easat-2094	9	9	,	,	PUNCT
easat-2094	9	10	hybrid	hybrid	ADJ
easat-2094	9	11	model	model	NOUN
easat-2094	9	12	,	,	PUNCT
easat-2094	9	13	medium	medium	ADJ
easat-2094	9	14	-	-	PUNCT
easat-2094	9	15	term	term	NOUN
easat-2094	9	16	forecasting	forecasting	NOUN
easat-2094	9	17	,	,	PUNCT
easat-2094	9	18	svr	svr	PROPN
easat-2094	9	19	,	,	PUNCT
easat-2094	9	20	rf	rf	NOUN
easat-2094	9	21	,	,	PUNCT
easat-2094	9	22	xg	xg	NOUN
easat-2094	9	23	boost	boost	NOUN
easat-2094	9	24	.	.	PUNCT
easat-2094	10	1	1	1	X
easat-2094	10	2	.	.	X
easat-2094	10	3	introduction	introduction	NOUN
easat-2094	10	4	the	the	DET
easat-2094	10	5	dynamics	dynamic	NOUN
easat-2094	10	6	of	of	ADP
easat-2094	10	7	electricity	electricity	NOUN
easat-2094	10	8	pricing	pricing	NOUN
easat-2094	10	9	are	be	AUX
easat-2094	10	10	crucial	crucial	ADJ
easat-2094	10	11	in	in	ADP
easat-2094	10	12	the	the	DET
easat-2094	10	13	electricity	electricity	NOUN
easat-2094	10	14	market	market	NOUN
easat-2094	10	15	,	,	PUNCT
easat-2094	10	16	where	where	SCONJ
easat-2094	10	17	trading	trading	NOUN
easat-2094	10	18	activities	activity	NOUN
easat-2094	10	19	are	be	AUX
easat-2094	10	20	significantly	significantly	ADV
easat-2094	10	21	influenced	influence	VERB
easat-2094	10	22	by	by	ADP
easat-2094	10	23	current	current	ADJ
easat-2094	10	24	electricity	electricity	NOUN
easat-2094	10	25	prices	price	NOUN
easat-2094	10	26	.	.	PUNCT
easat-2094	11	1	these	these	DET
easat-2094	11	2	prices	price	NOUN
easat-2094	11	3	reflect	reflect	VERB
easat-2094	11	4	the	the	DET
easat-2094	11	5	delicate	delicate	ADJ
easat-2094	11	6	balance	balance	NOUN
easat-2094	11	7	between	between	ADP
easat-2094	11	8	supply	supply	NOUN
easat-2094	11	9	and	and	CCONJ
easat-2094	11	10	demand	demand	NOUN
easat-2094	11	11	,	,	PUNCT
easat-2094	11	12	serving	serve	VERB
easat-2094	11	13	as	as	ADP
easat-2094	11	14	fundamental	fundamental	ADJ
easat-2094	11	15	indicators	indicator	NOUN
easat-2094	11	16	of	of	ADP
easat-2094	11	17	market	market	NOUN
easat-2094	11	18	value	value	NOUN
easat-2094	11	19	during	during	ADP
easat-2094	11	20	transactions	transaction	NOUN
easat-2094	11	21	.	.	PUNCT
easat-2094	12	1	accurate	accurate	ADJ
easat-2094	12	2	forecasting	forecasting	NOUN
easat-2094	12	3	of	of	ADP
easat-2094	12	4	electricity	electricity	NOUN
easat-2094	12	5	prices	price	NOUN
easat-2094	12	6	is	be	AUX
easat-2094	12	7	essential	essential	ADJ
easat-2094	12	8	for	for	ADP
easat-2094	12	9	market	market	NOUN
easat-2094	12	10	participants	participant	NOUN
easat-2094	12	11	,	,	PUNCT
easat-2094	12	12	as	as	SCONJ
easat-2094	12	13	it	it	PRON
easat-2094	12	14	enhances	enhance	VERB
easat-2094	12	15	operational	operational	ADJ
easat-2094	12	16	efficiency	efficiency	NOUN
easat-2094	12	17	and	and	CCONJ
easat-2094	12	18	informs	inform	VERB
easat-2094	12	19	strategic	strategic	ADJ
easat-2094	12	20	decision	decision	NOUN
easat-2094	12	21	-	-	PUNCT
easat-2094	12	22	making	making	NOUN
easat-2094	12	23	.	.	PUNCT
easat-2094	13	1	electricity	electricity	NOUN
easat-2094	13	2	price	price	NOUN
easat-2094	13	3	forecasting	forecasting	NOUN
easat-2094	13	4	(	(	PUNCT
easat-2094	13	5	epf	epf	PROPN
easat-2094	13	6	)	)	PUNCT
easat-2094	13	7	encompasses	encompass	VERB
easat-2094	13	8	different	different	ADJ
easat-2094	13	9	timeframes	timeframe	NOUN
easat-2094	13	10	tailored	tailor	VERB
easat-2094	13	11	to	to	ADP
easat-2094	13	12	specific	specific	ADJ
easat-2094	13	13	needs	need	NOUN
easat-2094	13	14	.	.	PUNCT
easat-2094	14	1	short	short	ADJ
easat-2094	14	2	-	-	PUNCT
easat-2094	14	3	term	term	NOUN
easat-2094	14	4	epf	epf	NOUN
easat-2094	14	5	typically	typically	ADV
easat-2094	14	6	covers	cover	VERB
easat-2094	14	7	periods	period	NOUN
easat-2094	14	8	ranging	range	VERB
easat-2094	14	9	from	from	ADP
easat-2094	14	10	one	one	NUM
easat-2094	14	11	hour	hour	NOUN
easat-2094	14	12	to	to	ADP
easat-2094	14	13	a	a	DET
easat-2094	14	14	few	few	ADJ
easat-2094	14	15	weeks	week	NOUN
easat-2094	14	16	,	,	PUNCT
easat-2094	14	17	focusing	focus	VERB
easat-2094	14	18	on	on	ADP
easat-2094	14	19	immediate	immediate	ADJ
easat-2094	14	20	market	market	NOUN
easat-2094	14	21	fluctuations	fluctuation	NOUN
easat-2094	14	22	and	and	CCONJ
easat-2094	14	23	operational	operational	ADJ
easat-2094	14	24	decisions	decision	NOUN
easat-2094	14	25	.	.	PUNCT
easat-2094	15	1	medium	medium	ADJ
easat-2094	15	2	-	-	PUNCT
easat-2094	15	3	term	term	NOUN
easat-2094	15	4	epf	epf	PROPN
easat-2094	15	5	spans	span	NOUN
easat-2094	15	6	several	several	ADJ
easat-2094	15	7	weeks	week	NOUN
easat-2094	15	8	to	to	PART
easat-2094	15	9	up	up	ADP
easat-2094	15	10	to	to	ADP
easat-2094	15	11	a	a	DET
easat-2094	15	12	year	year	NOUN
easat-2094	15	13	,	,	PUNCT
easat-2094	15	14	facilitating	facilitate	VERB
easat-2094	15	15	strategic	strategic	ADJ
easat-2094	15	16	planning	planning	NOUN
easat-2094	15	17	and	and	CCONJ
easat-2094	15	18	resource	resource	NOUN
easat-2094	15	19	management	management	NOUN
easat-2094	15	20	.	.	PUNCT
easat-2094	16	1	in	in	ADP
easat-2094	16	2	contrast	contrast	NOUN
easat-2094	16	3	,	,	PUNCT
easat-2094	16	4	long	long	ADJ
easat-2094	16	5	-	-	PUNCT
easat-2094	16	6	term	term	NOUN
easat-2094	16	7	epf	epf	PROPN
easat-2094	16	8	extends	extend	VERB
easat-2094	16	9	beyond	beyond	ADP
easat-2094	16	10	a	a	DET
easat-2094	16	11	year	year	NOUN
easat-2094	16	12	,	,	PUNCT
easat-2094	16	13	providing	provide	VERB
easat-2094	16	14	insights	insight	NOUN
easat-2094	16	15	for	for	ADP
easat-2094	16	16	broader	broad	ADJ
easat-2094	16	17	investment	investment	NOUN
easat-2094	16	18	and	and	CCONJ
easat-2094	16	19	policy	policy	NOUN
easat-2094	16	20	-	-	PUNCT
easat-2094	16	21	making	make	VERB
easat-2094	16	22	decisions	decision	NOUN
easat-2094	16	23	.	.	PUNCT
easat-2094	17	1	each	each	PRON
easat-2094	17	2	of	of	ADP
easat-2094	17	3	these	these	DET
easat-2094	17	4	horizons	horizon	NOUN
easat-2094	17	5	presents	present	VERB
easat-2094	17	6	unique	unique	ADJ
easat-2094	17	7	challenges	challenge	NOUN
easat-2094	17	8	and	and	CCONJ
easat-2094	17	9	necessitates	necessitate	VERB
easat-2094	17	10	distinct	distinct	ADJ
easat-2094	17	11	methodologies	methodology	NOUN
easat-2094	17	12	to	to	PART
easat-2094	17	13	accurately	accurately	ADV
easat-2094	17	14	capture	capture	VERB
easat-2094	17	15	the	the	DET
easat-2094	17	16	relevant	relevant	ADJ
easat-2094	17	17	influencing	influence	VERB
easat-2094	17	18	factors	factor	NOUN
easat-2094	17	19	[	[	X
easat-2094	17	20	1	1	NUM
easat-2094	17	21	,	,	PUNCT
easat-2094	17	22	2	2	NUM
easat-2094	17	23	]	]	PUNCT
easat-2094	17	24	.	.	PUNCT
easat-2094	18	1	the	the	DET
easat-2094	18	2	literature	literature	NOUN
easat-2094	18	3	on	on	ADP
easat-2094	18	4	short	short	ADJ
easat-2094	18	5	-	-	PUNCT
easat-2094	18	6	term	term	NOUN
easat-2094	18	7	load	load	NOUN
easat-2094	18	8	forecasting	forecasting	NOUN
easat-2094	18	9	is	be	AUX
easat-2094	18	10	extensive	extensive	ADJ
easat-2094	18	11	,	,	PUNCT
easat-2094	18	12	spanning	span	VERB
easat-2094	18	13	several	several	ADJ
easat-2094	18	14	decades	decade	NOUN
easat-2094	18	15	.	.	PUNCT
easat-2094	19	1	in	in	ADP
easat-2094	19	2	comparison	comparison	NOUN
easat-2094	19	3	,	,	PUNCT
easat-2094	19	4	medium	medium	ADJ
easat-2094	19	5	-	-	PUNCT
easat-2094	19	6	term	term	NOUN
easat-2094	19	7	forecasting	forecasting	NOUN
easat-2094	19	8	has	have	AUX
easat-2094	19	9	received	receive	VERB
easat-2094	19	10	less	less	ADJ
easat-2094	19	11	attention	attention	NOUN
easat-2094	19	12	[	[	X
easat-2094	19	13	3	3	NUM
easat-2094	19	14	]	]	PUNCT
easat-2094	19	15	.	.	PUNCT
easat-2094	20	1	however	however	ADV
easat-2094	20	2	,	,	PUNCT
easat-2094	20	3	medium	medium	ADJ
easat-2094	20	4	-	-	PUNCT
easat-2094	20	5	term	term	NOUN
easat-2094	20	6	price	price	NOUN
easat-2094	20	7	prediction	prediction	NOUN
easat-2094	20	8	plays	play	VERB
easat-2094	20	9	a	a	DET
easat-2094	20	10	pivotal	pivotal	ADJ
easat-2094	20	11	role	role	NOUN
easat-2094	20	12	in	in	ADP
easat-2094	20	13	the	the	DET
easat-2094	20	14	electricity	electricity	NOUN
easat-2094	20	15	sector	sector	NOUN
easat-2094	20	16	,	,	PUNCT
easat-2094	20	17	facilitating	facilitate	VERB
easat-2094	20	18	critical	critical	ADJ
easat-2094	20	19	activities	activity	NOUN
easat-2094	20	20	such	such	ADJ
easat-2094	20	21	as	as	ADP
easat-2094	20	22	scheduling	scheduling	NOUN
easat-2094	20	23	maintenance	maintenance	NOUN
easat-2094	20	24	,	,	PUNCT
easat-2094	20	25	planning	plan	VERB
easat-2094	20	26	for	for	ADP
easat-2094	20	27	infrastructure	infrastructure	NOUN
easat-2094	20	28	expansion	expansion	NOUN
easat-2094	20	29	,	,	PUNCT
easat-2094	20	30	and	and	CCONJ
easat-2094	20	31	managing	manage	VERB
easat-2094	20	32	contractual	contractual	ADJ
easat-2094	20	33	agreements	agreement	NOUN
easat-2094	20	34	.	.	PUNCT
easat-2094	21	1	despite	despite	SCONJ
easat-2094	21	2	its	its	PRON
easat-2094	21	3	importance	importance	NOUN
easat-2094	21	4	,	,	PUNCT
easat-2094	21	5	forecasting	forecast	VERB
easat-2094	21	6	medium	medium	ADJ
easat-2094	21	7	-	-	PUNCT
easat-2094	21	8	term	term	NOUN
easat-2094	21	9	electricity	electricity	NOUN
easat-2094	21	10	prices	price	NOUN
easat-2094	21	11	presents	present	VERB
easat-2094	21	12	significant	significant	ADJ
easat-2094	21	13	challenges	challenge	NOUN
easat-2094	21	14	due	due	ADP
easat-2094	21	15	to	to	ADP
easat-2094	21	16	the	the	DET
easat-2094	21	17	complexity	complexity	NOUN
easat-2094	21	18	of	of	ADP
easat-2094	21	19	the	the	DET
easat-2094	21	20	forecasting	forecasting	NOUN
easat-2094	21	21	horizon	horizon	NOUN
easat-2094	21	22	and	and	CCONJ
easat-2094	21	23	the	the	DET
easat-2094	21	24	multitude	multitude	NOUN
easat-2094	21	25	of	of	ADP
easat-2094	21	26	variables	variable	NOUN
easat-2094	21	27	influencing	influence	VERB
easat-2094	21	28	prices	price	NOUN
easat-2094	21	29	,	,	PUNCT
easat-2094	21	30	including	include	VERB
easat-2094	21	31	weather	weather	NOUN
easat-2094	21	32	conditions	condition	NOUN
easat-2094	21	33	,	,	PUNCT
easat-2094	21	34	fuel	fuel	NOUN
easat-2094	21	35	costs	cost	NOUN
easat-2094	21	36	,	,	PUNCT
easat-2094	21	37	and	and	CCONJ
easat-2094	21	38	market	market	NOUN
easat-2094	21	39	behavior	behavior	NOUN
easat-2094	21	40	.	.	PUNCT
easat-2094	22	1	various	various	ADJ
easat-2094	22	2	methodologies	methodology	NOUN
easat-2094	22	3	have	have	AUX
easat-2094	22	4	been	be	AUX
easat-2094	22	5	explored	explore	VERB
easat-2094	22	6	for	for	ADP
easat-2094	22	7	epf	epf	NOUN
easat-2094	22	8	,	,	PUNCT
easat-2094	22	9	ranging	range	VERB
easat-2094	22	10	from	from	ADP
easat-2094	22	11	traditional	traditional	ADJ
easat-2094	22	12	statistical	statistical	ADJ
easat-2094	22	13	approaches	approach	NOUN
easat-2094	22	14	to	to	ADP
easat-2094	22	15	advanced	advanced	ADJ
easat-2094	22	16	ml	ml	X
easat-2094	22	17	and	and	CCONJ
easat-2094	22	18	dl	dl	PROPN
easat-2094	22	19	techniques	technique	NOUN
easat-2094	22	20	.	.	PUNCT
easat-2094	23	1	statistical	statistical	ADJ
easat-2094	23	2	methods	method	NOUN
easat-2094	23	3	,	,	PUNCT
easat-2094	23	4	such	such	ADJ
easat-2094	23	5	as	as	ADP
easat-2094	23	6	autoregressive	autoregressive	ADJ
easat-2094	23	7	integrated	integrated	ADJ
easat-2094	23	8	moving	move	VERB
easat-2094	23	9	average	average	ADJ
easat-2094	23	10	(	(	PUNCT
easat-2094	23	11	arma	arma	PROPN
easat-2094	23	12	)	)	PUNCT
easat-2094	23	13	and	and	CCONJ
easat-2094	23	14	its	its	PRON
easat-2094	23	15	variant	variant	NOUN
easat-2094	23	16	with	with	ADP
easat-2094	23	17	exogenous	exogenous	ADJ
easat-2094	23	18	variables	variable	NOUN
easat-2094	23	19	(	(	PUNCT
easat-2094	23	20	armax	armax	NOUN
easat-2094	23	21	)	)	PUNCT
easat-2094	23	22	,	,	PUNCT
easat-2094	23	23	have	have	AUX
easat-2094	23	24	been	be	AUX
easat-2094	23	25	widely	widely	ADV
easat-2094	23	26	applied	apply	VERB
easat-2094	23	27	in	in	ADP
easat-2094	23	28	epf	epf	PROPN
easat-2094	23	29	and	and	CCONJ
easat-2094	23	30	peak	peak	NOUN
easat-2094	23	31	load	load	NOUN
easat-2094	23	32	estimation	estimation	NOUN
easat-2094	23	33	.	.	PUNCT
easat-2094	24	1	for	for	ADP
easat-2094	24	2	example	example	NOUN
easat-2094	24	3	,	,	PUNCT
easat-2094	24	4	an	an	DET
easat-2094	24	5	improved	improved	ADJ
easat-2094	24	6	432	432	NUM
easat-2094	24	7	edelweiss	edelweiss	PROPN
easat-2094	24	8	applied	apply	VERB
easat-2094	24	9	science	science	NOUN
easat-2094	24	10	and	and	CCONJ
easat-2094	24	11	technology	technology	NOUN
easat-2094	24	12	issn	issn	PROPN
easat-2094	24	13	:	:	PUNCT
easat-2094	24	14	2576	2576	NUM
easat-2094	24	15	-	-	SYM
easat-2094	24	16	8484	8484	NUM
easat-2094	24	17	vol	vol	NOUN
easat-2094	24	18	.	.	PROPN
easat-2094	25	1	8	8	NUM
easat-2094	25	2	,	,	PUNCT
easat-2094	25	3	no	no	INTJ
easat-2094	25	4	.	.	NOUN
easat-2094	26	1	6	6	NUM
easat-2094	26	2	:	:	SYM
easat-2094	26	3	431	431	NUM
easat-2094	26	4	-	-	SYM
easat-2094	26	5	443	443	NUM
easat-2094	26	6	,	,	PUNCT
easat-2094	26	7	2024	2024	NUM
easat-2094	26	8	doi	doi	NOUN
easat-2094	26	9	:	:	PUNCT
easat-2094	26	10	10.55214/25768484.v8i6.2094	10.55214/25768484.v8i6.2094	NUM
easat-2094	26	11	©	©	PROPN
easat-2094	26	12	2024	2024	NUM
easat-2094	26	13	by	by	ADP
easat-2094	26	14	the	the	DET
easat-2094	26	15	author	author	NOUN
easat-2094	26	16	;	;	PUNCT
easat-2094	26	17	licensee	licensee	PROPN
easat-2094	26	18	learning	learn	VERB
easat-2094	26	19	gate	gate	NOUN
easat-2094	26	20	armax	armax	PROPN
easat-2094	26	21	model	model	NOUN
easat-2094	26	22	that	that	PRON
easat-2094	26	23	integrates	integrate	VERB
easat-2094	26	24	hilbert	hilbert	NOUN
easat-2094	26	25	operators	operator	NOUN
easat-2094	26	26	was	be	AUX
easat-2094	26	27	introduced	introduce	VERB
easat-2094	26	28	to	to	PART
easat-2094	26	29	analyze	analyze	VERB
easat-2094	26	30	the	the	DET
easat-2094	26	31	moving	move	VERB
easat-2094	26	32	average	average	ADJ
easat-2094	26	33	(	(	PUNCT
easat-2094	26	34	ma	ma	PROPN
easat-2094	26	35	)	)	PUNCT
easat-2094	26	36	components	component	NOUN
easat-2094	26	37	in	in	ADP
easat-2094	26	38	time	time	NOUN
easat-2094	26	39	series	series	PROPN
easat-2094	26	40	data	data	PROPN
easat-2094	26	41	.	.	PUNCT
easat-2094	27	1	however	however	ADV
easat-2094	27	2	,	,	PUNCT
easat-2094	27	3	traditional	traditional	ADJ
easat-2094	27	4	statistical	statistical	ADJ
easat-2094	27	5	approaches	approach	NOUN
easat-2094	27	6	often	often	ADV
easat-2094	27	7	struggle	struggle	VERB
easat-2094	27	8	with	with	ADP
easat-2094	27	9	the	the	DET
easat-2094	27	10	nonlinear	nonlinear	ADJ
easat-2094	27	11	dynamics	dynamic	NOUN
easat-2094	27	12	characteristic	characteristic	ADJ
easat-2094	27	13	of	of	ADP
easat-2094	27	14	electricity	electricity	NOUN
easat-2094	27	15	markets	market	NOUN
easat-2094	27	16	[	[	X
easat-2094	27	17	4	4	NUM
easat-2094	27	18	]	]	PUNCT
easat-2094	27	19	.	.	PUNCT
easat-2094	28	1	to	to	PART
easat-2094	28	2	overcome	overcome	VERB
easat-2094	28	3	the	the	DET
easat-2094	28	4	limitations	limitation	NOUN
easat-2094	28	5	of	of	ADP
easat-2094	28	6	traditional	traditional	ADJ
easat-2094	28	7	methods	method	NOUN
easat-2094	28	8	,	,	PUNCT
easat-2094	28	9	ml	ml	ADP
easat-2094	28	10	models	model	NOUN
easat-2094	28	11	have	have	AUX
easat-2094	28	12	become	become	VERB
easat-2094	28	13	increasingly	increasingly	ADV
easat-2094	28	14	popular	popular	ADJ
easat-2094	28	15	.	.	PUNCT
easat-2094	29	1	among	among	ADP
easat-2094	29	2	the	the	DET
easat-2094	29	3	leading	lead	VERB
easat-2094	29	4	ml	ml	NOUN
easat-2094	29	5	techniques	technique	NOUN
easat-2094	29	6	for	for	ADP
easat-2094	29	7	forecasting	forecasting	NOUN
easat-2094	29	8	are	be	AUX
easat-2094	29	9	support	support	NOUN
easat-2094	29	10	vector	vector	NOUN
easat-2094	29	11	machines	machine	NOUN
easat-2094	29	12	(	(	PUNCT
easat-2094	29	13	svm	svm	PROPN
easat-2094	29	14	)	)	PUNCT
easat-2094	29	15	,	,	PUNCT
easat-2094	29	16	random	random	ADJ
easat-2094	29	17	forest	forest	NOUN
easat-2094	29	18	(	(	PUNCT
easat-2094	29	19	rf	rf	NOUN
easat-2094	29	20	)	)	PUNCT
easat-2094	29	21	,	,	PUNCT
easat-2094	29	22	and	and	CCONJ
easat-2094	29	23	extreme	extreme	ADJ
easat-2094	29	24	gradient	gradient	NOUN
easat-2094	29	25	boosting	boost	VERB
easat-2094	29	26	(	(	PUNCT
easat-2094	29	27	xgboost	xgboost	ADV
easat-2094	29	28	)	)	PUNCT
easat-2094	29	29	.	.	PUNCT
easat-2094	30	1	for	for	ADP
easat-2094	30	2	example	example	NOUN
easat-2094	30	3	,	,	PUNCT
easat-2094	30	4	svm	svm	PROPN
easat-2094	30	5	has	have	AUX
easat-2094	30	6	been	be	AUX
easat-2094	30	7	effectively	effectively	ADV
easat-2094	30	8	applied	apply	VERB
easat-2094	30	9	to	to	PART
easat-2094	30	10	predict	predict	VERB
easat-2094	30	11	electricity	electricity	NOUN
easat-2094	30	12	prices	price	NOUN
easat-2094	30	13	by	by	ADP
easat-2094	30	14	analyzing	analyze	VERB
easat-2094	30	15	historical	historical	ADJ
easat-2094	30	16	data	datum	NOUN
easat-2094	30	17	on	on	ADP
easat-2094	30	18	electricity	electricity	NOUN
easat-2094	30	19	and	and	CCONJ
easat-2094	30	20	gas	gas	NOUN
easat-2094	30	21	prices	price	NOUN
easat-2094	30	22	in	in	ADP
easat-2094	30	23	germany	germany	PROPN
easat-2094	31	1	[	[	X
easat-2094	31	2	5	5	NUM
easat-2094	31	3	]	]	PUNCT
easat-2094	31	4	.	.	PUNCT
easat-2094	32	1	reference	reference	NOUN
easat-2094	33	1	[	[	X
easat-2094	33	2	6	6	NUM
easat-2094	33	3	]	]	PUNCT
easat-2094	33	4	explored	explore	VERB
easat-2094	33	5	various	various	ADJ
easat-2094	33	6	ml	ml	NOUN
easat-2094	33	7	techniques	technique	NOUN
easat-2094	33	8	,	,	PUNCT
easat-2094	33	9	including	include	VERB
easat-2094	33	10	support	support	NOUN
easat-2094	33	11	vector	vector	NOUN
easat-2094	33	12	regression	regression	NOUN
easat-2094	33	13	(	(	PUNCT
easat-2094	33	14	svr	svr	PROPN
easat-2094	33	15	)	)	PUNCT
easat-2094	33	16	and	and	CCONJ
easat-2094	33	17	rf	rf	VERB
easat-2094	33	18	,	,	PUNCT
easat-2094	33	19	to	to	PART
easat-2094	33	20	improve	improve	VERB
easat-2094	33	21	the	the	DET
easat-2094	33	22	accuracy	accuracy	NOUN
easat-2094	33	23	of	of	ADP
easat-2094	33	24	electricity	electricity	NOUN
easat-2094	33	25	price	price	NOUN
easat-2094	33	26	predictions	prediction	NOUN
easat-2094	33	27	.	.	PUNCT
easat-2094	34	1	furthermore	furthermore	ADV
easat-2094	34	2	,	,	PUNCT
easat-2094	34	3	xgboost	xgboost	PROPN
easat-2094	34	4	has	have	AUX
easat-2094	34	5	demonstrated	demonstrate	VERB
easat-2094	34	6	its	its	PRON
easat-2094	34	7	potential	potential	NOUN
easat-2094	34	8	for	for	ADP
easat-2094	34	9	epf	epf	PROPN
easat-2094	34	10	in	in	ADP
easat-2094	34	11	ontario	ontario	NOUN
easat-2094	34	12	[	[	X
easat-2094	34	13	7	7	NUM
easat-2094	34	14	]	]	PUNCT
easat-2094	34	15	.	.	PUNCT
easat-2094	35	1	given	give	VERB
easat-2094	35	2	that	that	PRON
easat-2094	35	3	ml	ml	NOUN
easat-2094	35	4	methods	method	NOUN
easat-2094	35	5	are	be	AUX
easat-2094	35	6	often	often	ADV
easat-2094	35	7	deemed	deem	VERB
easat-2094	35	8	more	more	ADV
easat-2094	35	9	suitable	suitable	ADJ
easat-2094	35	10	for	for	ADP
easat-2094	35	11	smaller	small	ADJ
easat-2094	35	12	datasets	dataset	NOUN
easat-2094	35	13	,	,	PUNCT
easat-2094	35	14	initial	initial	ADJ
easat-2094	35	15	comparisons	comparison	NOUN
easat-2094	35	16	with	with	ADP
easat-2094	35	17	these	these	DET
easat-2094	35	18	approaches	approach	NOUN
easat-2094	35	19	were	be	AUX
easat-2094	35	20	made	make	VERB
easat-2094	35	21	in	in	ADP
easat-2094	35	22	the	the	DET
easat-2094	35	23	context	context	NOUN
easat-2094	35	24	of	of	ADP
easat-2094	35	25	this	this	DET
easat-2094	35	26	study	study	NOUN
easat-2094	35	27	.	.	PUNCT
easat-2094	36	1	in	in	ADP
easat-2094	36	2	recent	recent	ADJ
easat-2094	36	3	years	year	NOUN
easat-2094	36	4	,	,	PUNCT
easat-2094	36	5	dl	dl	PROPN
easat-2094	36	6	methods	method	NOUN
easat-2094	36	7	,	,	PUNCT
easat-2094	36	8	particularly	particularly	ADV
easat-2094	36	9	long	long	ADJ
easat-2094	36	10	short	short	ADJ
easat-2094	36	11	-	-	PUNCT
easat-2094	36	12	term	term	NOUN
easat-2094	36	13	memory	memory	NOUN
easat-2094	36	14	(	(	PUNCT
easat-2094	36	15	lstm	lstm	NOUN
easat-2094	36	16	)	)	PUNCT
easat-2094	36	17	networks	network	NOUN
easat-2094	36	18	,	,	PUNCT
easat-2094	36	19	have	have	AUX
easat-2094	36	20	gained	gain	VERB
easat-2094	36	21	popularity	popularity	NOUN
easat-2094	36	22	for	for	ADP
easat-2094	36	23	their	their	PRON
easat-2094	36	24	capacity	capacity	NOUN
easat-2094	36	25	to	to	PART
easat-2094	36	26	model	model	VERB
easat-2094	36	27	complex	complex	ADJ
easat-2094	36	28	temporal	temporal	ADJ
easat-2094	36	29	dependencies	dependency	NOUN
easat-2094	36	30	[	[	X
easat-2094	36	31	8	8	NUM
easat-2094	36	32	]	]	PUNCT
easat-2094	36	33	.	.	PUNCT
easat-2094	37	1	this	this	DET
easat-2094	37	2	study	study	NOUN
easat-2094	37	3	examines	examine	VERB
easat-2094	37	4	two	two	NUM
easat-2094	37	5	recurrent	recurrent	ADJ
easat-2094	37	6	neural	neural	ADJ
easat-2094	37	7	network	network	NOUN
easat-2094	37	8	(	(	PUNCT
easat-2094	37	9	rnn	rnn	PROPN
easat-2094	37	10	)	)	PUNCT
easat-2094	37	11	models	model	NOUN
easat-2094	37	12	:	:	PUNCT
easat-2094	37	13	lstm	lstm	NOUN
easat-2094	37	14	and	and	CCONJ
easat-2094	37	15	gated	gate	VERB
easat-2094	37	16	recurrent	recurrent	ADJ
easat-2094	37	17	unit	unit	NOUN
easat-2094	37	18	(	(	PUNCT
easat-2094	37	19	gru	gru	PROPN
easat-2094	37	20	)	)	PUNCT
easat-2094	37	21	,	,	PUNCT
easat-2094	37	22	both	both	PRON
easat-2094	37	23	of	of	ADP
easat-2094	37	24	which	which	PRON
easat-2094	37	25	are	be	AUX
easat-2094	37	26	effective	effective	ADJ
easat-2094	37	27	at	at	ADP
easat-2094	37	28	capturing	capture	VERB
easat-2094	37	29	long	long	ADJ
easat-2094	37	30	-	-	PUNCT
easat-2094	37	31	term	term	NOUN
easat-2094	37	32	dependencies	dependency	NOUN
easat-2094	37	33	and	and	CCONJ
easat-2094	37	34	temporal	temporal	ADJ
easat-2094	37	35	dynamics	dynamic	NOUN
easat-2094	37	36	in	in	ADP
easat-2094	37	37	time	time	NOUN
easat-2094	37	38	series	series	PROPN
easat-2094	37	39	data	data	PROPN
easat-2094	37	40	.	.	PUNCT
easat-2094	38	1	their	their	PRON
easat-2094	38	2	efficacy	efficacy	NOUN
easat-2094	38	3	has	have	AUX
easat-2094	38	4	been	be	AUX
easat-2094	38	5	established	establish	VERB
easat-2094	38	6	in	in	ADP
easat-2094	38	7	various	various	ADJ
easat-2094	38	8	energy	energy	NOUN
easat-2094	38	9	-	-	PUNCT
easat-2094	38	10	related	relate	VERB
easat-2094	38	11	studies	study	NOUN
easat-2094	38	12	[	[	X
easat-2094	38	13	9	9	NUM
easat-2094	38	14	,	,	PUNCT
easat-2094	38	15	10	10	NUM
easat-2094	38	16	]	]	PUNCT
easat-2094	38	17	.	.	PUNCT
easat-2094	39	1	notably	notably	ADV
easat-2094	39	2	,	,	PUNCT
easat-2094	39	3	the	the	DET
easat-2094	39	4	combination	combination	NOUN
easat-2094	39	5	of	of	ADP
easat-2094	39	6	convolutional	convolutional	ADJ
easat-2094	39	7	neural	neural	ADJ
easat-2094	39	8	networks	network	NOUN
easat-2094	39	9	(	(	PUNCT
easat-2094	39	10	cnn	cnn	PROPN
easat-2094	39	11	)	)	PUNCT
easat-2094	39	12	and	and	CCONJ
easat-2094	39	13	gru	gru	PROPN
easat-2094	39	14	has	have	AUX
easat-2094	39	15	shown	show	VERB
easat-2094	39	16	promise	promise	NOUN
easat-2094	39	17	in	in	ADP
easat-2094	39	18	short	short	ADJ
easat-2094	39	19	-	-	PUNCT
easat-2094	39	20	term	term	NOUN
easat-2094	39	21	epf	epf	NOUN
easat-2094	39	22	.	.	PUNCT
easat-2094	40	1	[	[	X
easat-2094	40	2	11	11	NUM
easat-2094	40	3	]	]	PUNCT
easat-2094	40	4	illustrates	illustrate	VERB
easat-2094	40	5	how	how	SCONJ
easat-2094	40	6	cnn	cnn	PROPN
easat-2094	40	7	-	-	PUNCT
easat-2094	40	8	gru	gru	NOUN
easat-2094	40	9	models	model	NOUN
easat-2094	40	10	can	can	AUX
easat-2094	40	11	effectively	effectively	ADV
easat-2094	40	12	capture	capture	VERB
easat-2094	40	13	short	short	ADJ
easat-2094	40	14	-	-	PUNCT
easat-2094	40	15	term	term	NOUN
easat-2094	40	16	price	price	NOUN
easat-2094	40	17	fluctuations	fluctuation	NOUN
easat-2094	40	18	by	by	ADP
easat-2094	40	19	leveraging	leverage	VERB
easat-2094	40	20	both	both	CCONJ
easat-2094	40	21	spatial	spatial	ADJ
easat-2094	40	22	and	and	CCONJ
easat-2094	40	23	temporal	temporal	ADJ
easat-2094	40	24	data	datum	NOUN
easat-2094	40	25	.	.	PUNCT
easat-2094	41	1	furthermore	furthermore	ADV
easat-2094	41	2	,	,	PUNCT
easat-2094	41	3	[	[	X
easat-2094	41	4	12	12	NUM
easat-2094	41	5	]	]	PUNCT
easat-2094	41	6	enhanced	enhance	VERB
easat-2094	41	7	this	this	DET
easat-2094	41	8	approach	approach	NOUN
easat-2094	41	9	by	by	ADP
easat-2094	41	10	incorporating	incorporate	VERB
easat-2094	41	11	attention	attention	NOUN
easat-2094	41	12	mechanisms	mechanism	NOUN
easat-2094	41	13	,	,	PUNCT
easat-2094	41	14	which	which	PRON
easat-2094	41	15	improved	improve	VERB
easat-2094	41	16	prediction	prediction	NOUN
easat-2094	41	17	accuracy	accuracy	NOUN
easat-2094	41	18	by	by	ADP
easat-2094	41	19	allowing	allow	VERB
easat-2094	41	20	the	the	DET
easat-2094	41	21	model	model	NOUN
easat-2094	41	22	to	to	PART
easat-2094	41	23	dynamically	dynamically	ADV
easat-2094	41	24	focus	focus	VERB
easat-2094	41	25	on	on	ADP
easat-2094	41	26	relevant	relevant	ADJ
easat-2094	41	27	features	feature	NOUN
easat-2094	41	28	.	.	PUNCT
easat-2094	42	1	however	however	ADV
easat-2094	42	2	,	,	PUNCT
easat-2094	42	3	the	the	DET
easat-2094	42	4	application	application	NOUN
easat-2094	42	5	of	of	ADP
easat-2094	42	6	cnn	cnn	PROPN
easat-2094	42	7	-	-	PUNCT
easat-2094	42	8	gru	gru	PROPN
easat-2094	42	9	models	model	NOUN
easat-2094	42	10	for	for	ADP
easat-2094	42	11	medium	medium	ADJ
easat-2094	42	12	-	-	PUNCT
easat-2094	42	13	term	term	NOUN
easat-2094	42	14	predictions	prediction	NOUN
easat-2094	42	15	remains	remain	VERB
easat-2094	42	16	largely	largely	ADV
easat-2094	42	17	unexplored	unexplored	ADJ
easat-2094	42	18	,	,	PUNCT
easat-2094	42	19	creating	create	VERB
easat-2094	42	20	a	a	DET
easat-2094	42	21	significant	significant	ADJ
easat-2094	42	22	gap	gap	NOUN
easat-2094	42	23	in	in	ADP
easat-2094	42	24	the	the	DET
easat-2094	42	25	literature	literature	NOUN
easat-2094	42	26	.	.	PUNCT
easat-2094	43	1	while	while	SCONJ
easat-2094	43	2	cnn	cnn	PROPN
easat-2094	43	3	-	-	PUNCT
easat-2094	43	4	gru	gru	PROPN
easat-2094	43	5	models	model	NOUN
easat-2094	43	6	have	have	AUX
easat-2094	43	7	been	be	AUX
easat-2094	43	8	successfully	successfully	ADV
easat-2094	43	9	utilized	utilize	VERB
easat-2094	43	10	in	in	ADP
easat-2094	43	11	various	various	ADJ
easat-2094	43	12	financial	financial	ADJ
easat-2094	43	13	contexts	context	NOUN
easat-2094	43	14	,	,	PUNCT
easat-2094	43	15	such	such	ADJ
easat-2094	43	16	as	as	ADP
easat-2094	43	17	stock	stock	NOUN
easat-2094	43	18	market	market	NOUN
easat-2094	43	19	price	price	NOUN
easat-2094	43	20	predictions	prediction	NOUN
easat-2094	43	21	[	[	PUNCT
easat-2094	43	22	13	13	NUM
easat-2094	43	23	]	]	PUNCT
easat-2094	43	24	and	and	CCONJ
easat-2094	43	25	gold	gold	NOUN
easat-2094	43	26	pricing	pricing	NOUN
easat-2094	43	27	[	[	X
easat-2094	43	28	14	14	NUM
easat-2094	43	29	]	]	X
easat-2094	43	30	,	,	PUNCT
easat-2094	43	31	their	their	PRON
easat-2094	43	32	potential	potential	NOUN
easat-2094	43	33	for	for	ADP
easat-2094	43	34	medium	medium	ADJ
easat-2094	43	35	-	-	PUNCT
easat-2094	43	36	term	term	NOUN
easat-2094	43	37	epf	epf	NOUN
easat-2094	43	38	has	have	AUX
easat-2094	43	39	not	not	PART
easat-2094	43	40	yet	yet	ADV
easat-2094	43	41	been	be	AUX
easat-2094	43	42	fully	fully	ADV
easat-2094	43	43	realized	realize	VERB
easat-2094	43	44	.	.	PUNCT
easat-2094	44	1	this	this	DET
easat-2094	44	2	study	study	NOUN
easat-2094	44	3	seeks	seek	VERB
easat-2094	44	4	to	to	PART
easat-2094	44	5	bridge	bridge	VERB
easat-2094	44	6	this	this	DET
easat-2094	44	7	gap	gap	NOUN
easat-2094	44	8	by	by	ADP
easat-2094	44	9	proposing	propose	VERB
easat-2094	44	10	a	a	DET
easat-2094	44	11	hybrid	hybrid	ADJ
easat-2094	44	12	forecasting	forecasting	NOUN
easat-2094	44	13	system	system	NOUN
easat-2094	44	14	that	that	PRON
easat-2094	44	15	combines	combine	VERB
easat-2094	44	16	cnn	cnn	PROPN
easat-2094	44	17	and	and	CCONJ
easat-2094	44	18	gru	gru	VERB
easat-2094	44	19	to	to	PART
easat-2094	44	20	enhance	enhance	VERB
easat-2094	44	21	prediction	prediction	NOUN
easat-2094	44	22	accuracy	accuracy	NOUN
easat-2094	44	23	in	in	ADP
easat-2094	44	24	the	the	DET
easat-2094	44	25	medium	medium	ADJ
easat-2094	44	26	-	-	PUNCT
easat-2094	44	27	term	term	NOUN
easat-2094	44	28	electricity	electricity	NOUN
easat-2094	44	29	market	market	NOUN
easat-2094	44	30	.	.	PUNCT
easat-2094	45	1	by	by	ADP
easat-2094	45	2	leveraging	leverage	VERB
easat-2094	45	3	the	the	DET
easat-2094	45	4	strengths	strength	NOUN
easat-2094	45	5	of	of	ADP
easat-2094	45	6	both	both	DET
easat-2094	45	7	models	model	NOUN
easat-2094	45	8	—	—	PUNCT
easat-2094	45	9	cnn	cnn	PROPN
easat-2094	45	10	for	for	ADP
easat-2094	45	11	feature	feature	NOUN
easat-2094	45	12	extraction	extraction	NOUN
easat-2094	45	13	and	and	CCONJ
easat-2094	45	14	gru	gru	NOUN
easat-2094	45	15	for	for	ADP
easat-2094	45	16	temporal	temporal	ADJ
easat-2094	45	17	regression	regression	NOUN
easat-2094	45	18	—	—	PUNCT
easat-2094	45	19	we	we	PRON
easat-2094	45	20	aim	aim	VERB
easat-2094	45	21	to	to	PART
easat-2094	45	22	improve	improve	VERB
easat-2094	45	23	the	the	DET
easat-2094	45	24	accuracy	accuracy	NOUN
easat-2094	45	25	of	of	ADP
easat-2094	45	26	medium	medium	ADJ
easat-2094	45	27	-	-	PUNCT
easat-2094	45	28	term	term	NOUN
easat-2094	45	29	electricity	electricity	NOUN
easat-2094	45	30	price	price	NOUN
easat-2094	45	31	predictions	prediction	NOUN
easat-2094	45	32	.	.	PUNCT
easat-2094	46	1	the	the	DET
easat-2094	46	2	entire	entire	ADJ
easat-2094	46	3	study	study	NOUN
easat-2094	46	4	is	be	AUX
easat-2094	46	5	conducted	conduct	VERB
easat-2094	46	6	in	in	ADP
easat-2094	46	7	the	the	DET
easat-2094	46	8	python	python	NOUN
easat-2094	46	9	programming	programming	NOUN
easat-2094	46	10	environment	environment	NOUN
easat-2094	46	11	.	.	PUNCT
easat-2094	47	1	this	this	DET
easat-2094	47	2	choice	choice	NOUN
easat-2094	47	3	allows	allow	VERB
easat-2094	47	4	for	for	ADP
easat-2094	47	5	the	the	DET
easat-2094	47	6	optimization	optimization	NOUN
easat-2094	47	7	of	of	ADP
easat-2094	47	8	data	datum	NOUN
easat-2094	47	9	analysis	analysis	NOUN
easat-2094	47	10	,	,	PUNCT
easat-2094	47	11	model	model	NOUN
easat-2094	47	12	development	development	NOUN
easat-2094	47	13	,	,	PUNCT
easat-2094	47	14	and	and	CCONJ
easat-2094	47	15	result	result	VERB
easat-2094	47	16	visualization	visualization	NOUN
easat-2094	47	17	processes	process	NOUN
easat-2094	47	18	by	by	ADP
easat-2094	47	19	leveraging	leverage	VERB
easat-2094	47	20	various	various	ADJ
easat-2094	47	21	libraries	library	NOUN
easat-2094	47	22	,	,	PUNCT
easat-2094	47	23	such	such	ADJ
easat-2094	47	24	as	as	ADP
easat-2094	47	25	pandas	panda	NOUN
easat-2094	47	26	,	,	PUNCT
easat-2094	47	27	numpy	numpy	NOUN
easat-2094	47	28	,	,	PUNCT
easat-2094	47	29	scikit	scikit	NOUN
easat-2094	47	30	-	-	PUNCT
easat-2094	47	31	learn	learn	NOUN
easat-2094	47	32	,	,	PUNCT
easat-2094	47	33	and	and	CCONJ
easat-2094	47	34	matplotlib	matplotlib	PROPN
easat-2094	47	35	.	.	PUNCT
easat-2094	48	1	python	python	PROPN
easat-2094	48	2	's	's	PART
easat-2094	48	3	open	open	ADJ
easat-2094	48	4	-	-	PUNCT
easat-2094	48	5	source	source	NOUN
easat-2094	48	6	nature	nature	NOUN
easat-2094	48	7	and	and	CCONJ
easat-2094	48	8	extensive	extensive	ADJ
easat-2094	48	9	community	community	NOUN
easat-2094	48	10	support	support	NOUN
easat-2094	48	11	make	make	VERB
easat-2094	48	12	it	it	PRON
easat-2094	48	13	a	a	DET
easat-2094	48	14	preferred	preferred	ADJ
easat-2094	48	15	choice	choice	NOUN
easat-2094	48	16	,	,	PUNCT
easat-2094	48	17	particularly	particularly	ADV
easat-2094	48	18	in	in	ADP
easat-2094	48	19	the	the	DET
easat-2094	48	20	fields	field	NOUN
easat-2094	48	21	of	of	ADP
easat-2094	48	22	data	datum	NOUN
easat-2094	48	23	science	science	NOUN
easat-2094	48	24	and	and	CCONJ
easat-2094	48	25	ml	ml	X
easat-2094	49	1	[	[	X
easat-2094	49	2	15	15	NUM
easat-2094	49	3	]	]	PUNCT
easat-2094	49	4	.	.	PUNCT
easat-2094	50	1	throughout	throughout	ADP
easat-2094	50	2	this	this	DET
easat-2094	50	3	study	study	NOUN
easat-2094	50	4	,	,	PUNCT
easat-2094	50	5	the	the	DET
easat-2094	50	6	efficiency	efficiency	NOUN
easat-2094	50	7	provided	provide	VERB
easat-2094	50	8	by	by	ADP
easat-2094	50	9	python	python	NOUN
easat-2094	50	10	in	in	ADP
easat-2094	50	11	data	data	NOUN
easat-2094	50	12	processing	processing	NOUN
easat-2094	50	13	and	and	CCONJ
easat-2094	50	14	analysis	analysis	NOUN
easat-2094	50	15	significantly	significantly	ADV
easat-2094	50	16	contributes	contribute	VERB
easat-2094	50	17	to	to	ADP
easat-2094	50	18	the	the	DET
easat-2094	50	19	reliability	reliability	NOUN
easat-2094	50	20	and	and	CCONJ
easat-2094	50	21	accuracy	accuracy	NOUN
easat-2094	50	22	of	of	ADP
easat-2094	50	23	the	the	DET
easat-2094	50	24	results	result	NOUN
easat-2094	50	25	.	.	PUNCT
easat-2094	51	1	the	the	DET
easat-2094	51	2	model	model	NOUN
easat-2094	51	3	is	be	AUX
easat-2094	51	4	validated	validate	VERB
easat-2094	51	5	using	use	VERB
easat-2094	51	6	k	k	ADJ
easat-2094	51	7	-	-	ADJ
easat-2094	51	8	fold	fold	ADJ
easat-2094	51	9	crossvalidation	crossvalidation	NOUN
easat-2094	51	10	,	,	PUNCT
easat-2094	51	11	and	and	CCONJ
easat-2094	51	12	performance	performance	NOUN
easat-2094	51	13	metrics	metric	NOUN
easat-2094	51	14	such	such	ADJ
easat-2094	51	15	mape	mape	NOUN
easat-2094	51	16	and	and	CCONJ
easat-2094	51	17	the	the	DET
easat-2094	51	18	r²	r²	NOUN
easat-2094	51	19	score	score	NOUN
easat-2094	51	20	are	be	AUX
easat-2094	51	21	employed	employ	VERB
easat-2094	51	22	to	to	PART
easat-2094	51	23	evaluate	evaluate	VERB
easat-2094	51	24	accuracy	accuracy	NOUN
easat-2094	51	25	.	.	PUNCT
easat-2094	52	1	for	for	ADP
easat-2094	52	2	this	this	DET
easat-2094	52	3	study	study	NOUN
easat-2094	52	4	,	,	PUNCT
easat-2094	52	5	the	the	DET
easat-2094	52	6	hourly	hourly	ADJ
easat-2094	52	7	multivariate	multivariate	NOUN
easat-2094	52	8	dataset	dataset	NOUN
easat-2094	52	9	sourced	source	VERB
easat-2094	52	10	from	from	ADP
easat-2094	52	11	the	the	DET
easat-2094	52	12	new	new	PROPN
easat-2094	52	13	england	england	PROPN
easat-2094	52	14	iso	iso	NOUN
easat-2094	52	15	from	from	ADP
easat-2094	52	16	2004	2004	NUM
easat-2094	52	17	until	until	ADP
easat-2094	52	18	2008	2008	NUM
easat-2094	52	19	is	be	AUX
easat-2094	52	20	transformed	transform	VERB
easat-2094	52	21	into	into	ADP
easat-2094	52	22	a	a	DET
easat-2094	52	23	monthly	monthly	ADJ
easat-2094	52	24	format	format	NOUN
easat-2094	52	25	.	.	PUNCT
easat-2094	53	1	our	our	PRON
easat-2094	53	2	proposed	propose	VERB
easat-2094	53	3	method	method	NOUN
easat-2094	53	4	demonstrates	demonstrate	VERB
easat-2094	53	5	superior	superior	ADJ
easat-2094	53	6	performance	performance	NOUN
easat-2094	53	7	compared	compare	VERB
easat-2094	53	8	to	to	ADP
easat-2094	53	9	traditional	traditional	ADJ
easat-2094	53	10	ml	ml	NOUN
easat-2094	53	11	techniques	technique	NOUN
easat-2094	53	12	,	,	PUNCT
easat-2094	53	13	which	which	PRON
easat-2094	53	14	typically	typically	ADV
easat-2094	53	15	excel	excel	VERB
easat-2094	53	16	with	with	ADP
easat-2094	53	17	larger	large	ADJ
easat-2094	53	18	datasets	dataset	NOUN
easat-2094	53	19	.	.	PUNCT
easat-2094	54	1	this	this	DET
easat-2094	54	2	finding	finding	NOUN
easat-2094	54	3	underscores	underscore	VERB
easat-2094	54	4	the	the	DET
easat-2094	54	5	effectiveness	effectiveness	NOUN
easat-2094	54	6	of	of	ADP
easat-2094	54	7	the	the	DET
easat-2094	54	8	cnn	cnn	PROPN
easat-2094	54	9	-	-	PUNCT
easat-2094	54	10	gru	gru	PROPN
easat-2094	54	11	hybrid	hybrid	ADJ
easat-2094	54	12	model	model	NOUN
easat-2094	54	13	in	in	ADP
easat-2094	54	14	the	the	DET
easat-2094	54	15	context	context	NOUN
easat-2094	54	16	of	of	ADP
easat-2094	54	17	medium	medium	ADJ
easat-2094	54	18	-	-	PUNCT
easat-2094	54	19	term	term	NOUN
easat-2094	54	20	forecasting	forecasting	NOUN
easat-2094	54	21	.	.	PUNCT
easat-2094	55	1	ultimately	ultimately	ADV
easat-2094	55	2	,	,	PUNCT
easat-2094	55	3	by	by	ADP
easat-2094	55	4	demonstrating	demonstrate	VERB
easat-2094	55	5	the	the	DET
easat-2094	55	6	feasibility	feasibility	NOUN
easat-2094	55	7	and	and	CCONJ
easat-2094	55	8	practicality	practicality	NOUN
easat-2094	55	9	of	of	ADP
easat-2094	55	10	this	this	DET
easat-2094	55	11	combined	combine	VERB
easat-2094	55	12	model	model	NOUN
easat-2094	55	13	,	,	PUNCT
easat-2094	55	14	we	we	PRON
easat-2094	55	15	aim	aim	VERB
easat-2094	55	16	to	to	PART
easat-2094	55	17	advance	advance	VERB
easat-2094	55	18	the	the	DET
easat-2094	55	19	field	field	NOUN
easat-2094	55	20	of	of	ADP
easat-2094	55	21	epf	epf	PROPN
easat-2094	55	22	and	and	CCONJ
easat-2094	55	23	provide	provide	VERB
easat-2094	55	24	actionable	actionable	ADJ
easat-2094	55	25	insights	insight	NOUN
easat-2094	55	26	for	for	ADP
easat-2094	55	27	market	market	NOUN
easat-2094	55	28	participants	participant	NOUN
easat-2094	55	29	,	,	PUNCT
easat-2094	55	30	contributing	contribute	VERB
easat-2094	55	31	to	to	ADP
easat-2094	55	32	more	more	ADV
easat-2094	55	33	effective	effective	ADJ
easat-2094	55	34	decision	decision	NOUN
easat-2094	55	35	-	-	PUNCT
easat-2094	55	36	making	making	NOUN
easat-2094	55	37	in	in	ADP
easat-2094	55	38	the	the	DET
easat-2094	55	39	electricity	electricity	NOUN
easat-2094	55	40	market	market	NOUN
easat-2094	55	41	.	.	PUNCT
easat-2094	56	1	the	the	DET
easat-2094	56	2	rest	rest	NOUN
easat-2094	56	3	of	of	ADP
easat-2094	56	4	this	this	DET
easat-2094	56	5	paper	paper	NOUN
easat-2094	56	6	is	be	AUX
easat-2094	56	7	structured	structure	VERB
easat-2094	56	8	as	as	SCONJ
easat-2094	56	9	follows	follow	VERB
easat-2094	56	10	:	:	PUNCT
easat-2094	56	11	section	section	NOUN
easat-2094	56	12	2	2	NUM
easat-2094	56	13	outlines	outline	VERB
easat-2094	56	14	the	the	DET
easat-2094	56	15	methodology	methodology	NOUN
easat-2094	56	16	adopted	adopt	VERB
easat-2094	56	17	in	in	ADP
easat-2094	56	18	this	this	DET
easat-2094	56	19	study	study	NOUN
easat-2094	56	20	,	,	PUNCT
easat-2094	56	21	including	include	VERB
easat-2094	56	22	details	detail	NOUN
easat-2094	56	23	on	on	ADP
easat-2094	56	24	data	datum	NOUN
easat-2094	56	25	preprocessing	preprocessing	NOUN
easat-2094	56	26	,	,	PUNCT
easat-2094	56	27	model	model	NOUN
easat-2094	56	28	architectures	architecture	NOUN
easat-2094	56	29	,	,	PUNCT
easat-2094	56	30	and	and	CCONJ
easat-2094	56	31	the	the	DET
easat-2094	56	32	evaluation	evaluation	NOUN
easat-2094	56	33	metrics	metric	NOUN
easat-2094	56	34	used	use	VERB
easat-2094	56	35	for	for	ADP
easat-2094	56	36	forecasting	forecast	VERB
easat-2094	56	37	monthly	monthly	ADJ
easat-2094	56	38	electricity	electricity	NOUN
easat-2094	56	39	prices	price	NOUN
easat-2094	56	40	.	.	PUNCT
easat-2094	57	1	section	section	NOUN
easat-2094	57	2	3	3	NUM
easat-2094	57	3	presents	present	VERB
easat-2094	57	4	the	the	DET
easat-2094	57	5	experimental	experimental	ADJ
easat-2094	57	6	results	result	NOUN
easat-2094	57	7	,	,	PUNCT
easat-2094	57	8	including	include	VERB
easat-2094	57	9	a	a	DET
easat-2094	57	10	detailed	detailed	ADJ
easat-2094	57	11	comparison	comparison	NOUN
easat-2094	57	12	of	of	ADP
easat-2094	57	13	different	different	ADJ
easat-2094	57	14	models	model	NOUN
easat-2094	57	15	'	'	PART
easat-2094	57	16	performances	performance	NOUN
easat-2094	57	17	,	,	PUNCT
easat-2094	57	18	followed	follow	VERB
easat-2094	57	19	by	by	ADP
easat-2094	57	20	a	a	DET
easat-2094	57	21	discussion	discussion	NOUN
easat-2094	57	22	of	of	ADP
easat-2094	57	23	the	the	DET
easat-2094	57	24	implications	implication	NOUN
easat-2094	57	25	and	and	CCONJ
easat-2094	57	26	insights	insight	NOUN
easat-2094	57	27	drawn	draw	VERB
easat-2094	57	28	from	from	ADP
easat-2094	57	29	the	the	DET
easat-2094	57	30	findings	finding	NOUN
easat-2094	57	31	.	.	PUNCT
easat-2094	58	1	section	section	NOUN
easat-2094	58	2	4	4	NUM
easat-2094	58	3	concludes	conclude	VERB
easat-2094	58	4	the	the	DET
easat-2094	58	5	study	study	NOUN
easat-2094	58	6	by	by	ADP
easat-2094	58	7	summarizing	summarize	VERB
easat-2094	58	8	the	the	DET
easat-2094	58	9	main	main	ADJ
easat-2094	58	10	outcomes	outcome	NOUN
easat-2094	58	11	,	,	PUNCT
easat-2094	58	12	addressing	address	VERB
easat-2094	58	13	433	433	NUM
easat-2094	58	14	edelweiss	edelweiss	PROPN
easat-2094	58	15	applied	apply	VERB
easat-2094	58	16	science	science	NOUN
easat-2094	58	17	and	and	CCONJ
easat-2094	58	18	technology	technology	NOUN
easat-2094	58	19	issn	issn	PROPN
easat-2094	58	20	:	:	PUNCT
easat-2094	58	21	2576	2576	NUM
easat-2094	58	22	-	-	SYM
easat-2094	58	23	8484	8484	NUM
easat-2094	58	24	vol	vol	NOUN
easat-2094	58	25	.	.	PROPN
easat-2094	58	26	8	8	NUM
easat-2094	58	27	,	,	PUNCT
easat-2094	58	28	no	no	INTJ
easat-2094	58	29	.	.	NOUN
easat-2094	59	1	6	6	NUM
easat-2094	59	2	:	:	SYM
easat-2094	59	3	431	431	NUM
easat-2094	59	4	-	-	SYM
easat-2094	59	5	443	443	NUM
easat-2094	59	6	,	,	PUNCT
easat-2094	59	7	2024	2024	NUM
easat-2094	59	8	doi	doi	NOUN
easat-2094	59	9	:	:	PUNCT
easat-2094	59	10	10.55214/25768484.v8i6.2094	10.55214/25768484.v8i6.2094	NUM
easat-2094	59	11	©	©	PROPN
easat-2094	59	12	2024	2024	NUM
easat-2094	59	13	by	by	ADP
easat-2094	59	14	the	the	DET
easat-2094	59	15	author	author	NOUN
easat-2094	59	16	;	;	PUNCT
easat-2094	59	17	licensee	licensee	PROPN
easat-2094	59	18	learning	learning	NOUN
easat-2094	59	19	gate	gate	VERB
easat-2094	59	20	the	the	DET
easat-2094	59	21	significance	significance	NOUN
easat-2094	59	22	of	of	ADP
easat-2094	59	23	the	the	DET
easat-2094	59	24	results	result	NOUN
easat-2094	59	25	,	,	PUNCT
easat-2094	59	26	and	and	CCONJ
easat-2094	59	27	suggesting	suggest	VERB
easat-2094	59	28	future	future	ADJ
easat-2094	59	29	research	research	NOUN
easat-2094	59	30	directions	direction	NOUN
easat-2094	59	31	to	to	PART
easat-2094	59	32	further	far	ADV
easat-2094	59	33	enhance	enhance	VERB
easat-2094	59	34	forecasting	forecasting	NOUN
easat-2094	59	35	accuracy	accuracy	NOUN
easat-2094	59	36	in	in	ADP
easat-2094	59	37	this	this	DET
easat-2094	59	38	domain	domain	NOUN
easat-2094	59	39	.	.	PUNCT
easat-2094	60	1	2	2	X
easat-2094	60	2	.	.	X
easat-2094	60	3	methodology	methodology	NOUN
easat-2094	60	4	the	the	DET
easat-2094	60	5	methodology	methodology	NOUN
easat-2094	60	6	includes	include	VERB
easat-2094	60	7	the	the	DET
easat-2094	60	8	following	follow	VERB
easat-2094	60	9	key	key	ADJ
easat-2094	60	10	steps	step	NOUN
easat-2094	60	11	:	:	PUNCT
easat-2094	60	12	data	datum	NOUN
easat-2094	60	13	analysis	analysis	NOUN
easat-2094	60	14	,	,	PUNCT
easat-2094	60	15	the	the	DET
easat-2094	60	16	proposed	propose	VERB
easat-2094	60	17	cnn	cnn	PROPN
easat-2094	60	18	-	-	PUNCT
easat-2094	60	19	gru	gru	PROPN
easat-2094	60	20	hybrid	hybrid	ADJ
easat-2094	60	21	model	model	NOUN
easat-2094	60	22	architecture	architecture	NOUN
easat-2094	60	23	,	,	PUNCT
easat-2094	60	24	a	a	DET
easat-2094	60	25	brief	brief	ADJ
easat-2094	60	26	overview	overview	NOUN
easat-2094	60	27	of	of	ADP
easat-2094	60	28	benchmarking	benchmarke	VERB
easat-2094	60	29	methods	method	NOUN
easat-2094	60	30	,	,	PUNCT
easat-2094	60	31	training	training	NOUN
easat-2094	60	32	procedures	procedure	NOUN
easat-2094	60	33	,	,	PUNCT
easat-2094	60	34	and	and	CCONJ
easat-2094	60	35	evaluation	evaluation	NOUN
easat-2094	60	36	metrics	metric	NOUN
easat-2094	60	37	.	.	PUNCT
easat-2094	61	1	2.1	2.1	NUM
easat-2094	61	2	.	.	PUNCT
easat-2094	62	1	data	datum	NOUN
easat-2094	62	2	analysis	analysis	NOUN
easat-2094	62	3	2.1.1	2.1.1	NUM
easat-2094	62	4	.	.	PUNCT
easat-2094	63	1	data	datum	NOUN
easat-2094	63	2	collection	collection	NOUN
easat-2094	63	3	the	the	DET
easat-2094	63	4	dataset	dataset	NOUN
easat-2094	63	5	utilized	utilize	VERB
easat-2094	63	6	for	for	ADP
easat-2094	63	7	this	this	DET
easat-2094	63	8	study	study	NOUN
easat-2094	63	9	is	be	AUX
easat-2094	63	10	sourced	source	VERB
easat-2094	63	11	from	from	ADP
easat-2094	63	12	the	the	DET
easat-2094	63	13	new	new	PROPN
easat-2094	63	14	england	england	PROPN
easat-2094	63	15	iso	iso	NOUN
easat-2094	63	16	from	from	ADP
easat-2094	63	17	2004	2004	NUM
easat-2094	63	18	until	until	ADP
easat-2094	63	19	2008	2008	NUM
easat-2094	63	20	,	,	PUNCT
easat-2094	63	21	encompassing	encompass	VERB
easat-2094	63	22	historical	historical	ADJ
easat-2094	63	23	electricity	electricity	NOUN
easat-2094	63	24	prices	price	NOUN
easat-2094	63	25	and	and	CCONJ
easat-2094	63	26	relevant	relevant	ADJ
easat-2094	63	27	features	feature	NOUN
easat-2094	63	28	such	such	ADJ
easat-2094	63	29	as	as	ADP
easat-2094	63	30	weather	weather	NOUN
easat-2094	63	31	related	relate	VERB
easat-2094	63	32	conditions	condition	NOUN
easat-2094	63	33	,	,	PUNCT
easat-2094	63	34	natural	natural	ADJ
easat-2094	63	35	gas	gas	NOUN
easat-2094	63	36	prices	price	NOUN
easat-2094	63	37	,	,	PUNCT
easat-2094	63	38	and	and	CCONJ
easat-2094	63	39	historical	historical	ADJ
easat-2094	63	40	electricity	electricity	NOUN
easat-2094	63	41	consumption	consumption	NOUN
easat-2094	63	42	.	.	PUNCT
easat-2094	64	1	the	the	DET
easat-2094	64	2	weather	weather	NOUN
easat-2094	64	3	data	datum	NOUN
easat-2094	64	4	includes	include	VERB
easat-2094	64	5	the	the	DET
easat-2094	64	6	dry	dry	ADJ
easat-2094	64	7	bulb	bulb	NOUN
easat-2094	64	8	temperature	temperature	NOUN
easat-2094	64	9	,	,	PUNCT
easat-2094	64	10	representing	represent	VERB
easat-2094	64	11	the	the	DET
easat-2094	64	12	ambient	ambient	ADJ
easat-2094	64	13	air	air	NOUN
easat-2094	64	14	temperature	temperature	NOUN
easat-2094	64	15	,	,	PUNCT
easat-2094	64	16	and	and	CCONJ
easat-2094	64	17	the	the	DET
easat-2094	64	18	dew	dew	NOUN
easat-2094	64	19	point	point	NOUN
easat-2094	64	20	,	,	PUNCT
easat-2094	64	21	which	which	PRON
easat-2094	64	22	indicates	indicate	VERB
easat-2094	64	23	the	the	DET
easat-2094	64	24	temperature	temperature	NOUN
easat-2094	64	25	at	at	ADP
easat-2094	64	26	which	which	PRON
easat-2094	64	27	air	air	NOUN
easat-2094	64	28	reaches	reach	VERB
easat-2094	64	29	saturation	saturation	NOUN
easat-2094	64	30	with	with	ADP
easat-2094	64	31	water	water	NOUN
easat-2094	64	32	vapor	vapor	NOUN
easat-2094	64	33	.	.	PUNCT
easat-2094	65	1	this	this	DET
easat-2094	65	2	valuable	valuable	ADJ
easat-2094	65	3	dataset	dataset	NOUN
easat-2094	65	4	is	be	AUX
easat-2094	65	5	available	available	ADJ
easat-2094	65	6	on	on	ADP
easat-2094	65	7	the	the	DET
easat-2094	65	8	mathworks	mathworks	PROPN
easat-2094	65	9	website	website	NOUN
easat-2094	65	10	and	and	CCONJ
easat-2094	65	11	can	can	AUX
easat-2094	65	12	be	be	AUX
easat-2094	65	13	accessed	access	VERB
easat-2094	65	14	through	through	ADP
easat-2094	65	15	reference	reference	NOUN
easat-2094	65	16	[	[	X
easat-2094	65	17	16	16	NUM
easat-2094	65	18	]	]	PUNCT
easat-2094	65	19	.	.	PUNCT
easat-2094	66	1	for	for	ADP
easat-2094	66	2	this	this	DET
easat-2094	66	3	study	study	NOUN
easat-2094	66	4	,	,	PUNCT
easat-2094	66	5	the	the	DET
easat-2094	66	6	original	original	ADJ
easat-2094	66	7	dataset	dataset	NOUN
easat-2094	66	8	has	have	AUX
easat-2094	66	9	been	be	AUX
easat-2094	66	10	resampled	resample	VERB
easat-2094	66	11	at	at	ADP
easat-2094	66	12	monthly	monthly	ADJ
easat-2094	66	13	intervals	interval	NOUN
easat-2094	66	14	to	to	PART
easat-2094	66	15	capture	capture	VERB
easat-2094	66	16	average	average	ADJ
easat-2094	66	17	values	value	NOUN
easat-2094	66	18	,	,	PUNCT
easat-2094	66	19	instead	instead	ADV
easat-2094	66	20	of	of	ADP
easat-2094	66	21	its	its	PRON
easat-2094	66	22	original	original	ADJ
easat-2094	66	23	hourly	hourly	ADJ
easat-2094	66	24	resolution	resolution	NOUN
easat-2094	66	25	by	by	ADP
easat-2094	66	26	using	use	VERB
easat-2094	66	27	pyhton	pyhton	PROPN
easat-2094	66	28	resampling	resample	VERB
easat-2094	66	29	code	code	NOUN
easat-2094	66	30	.	.	PUNCT
easat-2094	67	1	2.1.2	2.1.2	X
easat-2094	67	2	.	.	PUNCT
easat-2094	67	3	correlation	correlation	NOUN
easat-2094	67	4	analysis	analysis	NOUN
easat-2094	67	5	of	of	ADP
easat-2094	67	6	key	key	ADJ
easat-2094	67	7	variables	variable	NOUN
easat-2094	67	8	the	the	DET
easat-2094	67	9	correlation	correlation	NOUN
easat-2094	67	10	matrix	matrix	NOUN
easat-2094	67	11	heatmap	heatmap	NOUN
easat-2094	67	12	presented	present	VERB
easat-2094	67	13	in	in	ADP
easat-2094	67	14	figure	figure	NOUN
easat-2094	67	15	1	1	NUM
easat-2094	67	16	.	.	PUNCT
easat-2094	67	17	summarizes	summarize	VERB
easat-2094	67	18	the	the	DET
easat-2094	67	19	relationships	relationship	NOUN
easat-2094	67	20	between	between	ADP
easat-2094	67	21	five	five	NUM
easat-2094	67	22	critical	critical	ADJ
easat-2094	67	23	variables	variable	NOUN
easat-2094	67	24	:	:	PUNCT
easat-2094	67	25	dry	dry	ADJ
easat-2094	67	26	bulb	bulb	NOUN
easat-2094	67	27	temperature	temperature	NOUN
easat-2094	67	28	(	(	PUNCT
easat-2094	67	29	drybulb	drybulb	NOUN
easat-2094	67	30	)	)	PUNCT
easat-2094	67	31	,	,	PUNCT
easat-2094	67	32	dew	dew	NOUN
easat-2094	67	33	point	point	VERB
easat-2094	67	34	temperature	temperature	NOUN
easat-2094	67	35	(	(	PUNCT
easat-2094	67	36	dewpnt	dewpnt	NOUN
easat-2094	67	37	)	)	PUNCT
easat-2094	67	38	,	,	PUNCT
easat-2094	67	39	system	system	NOUN
easat-2094	67	40	load	load	NOUN
easat-2094	67	41	(	(	PUNCT
easat-2094	67	42	sysload	sysload	ADV
easat-2094	67	43	)	)	PUNCT
easat-2094	67	44	,	,	PUNCT
easat-2094	67	45	natural	natural	ADJ
easat-2094	67	46	gas	gas	NOUN
easat-2094	67	47	price	price	NOUN
easat-2094	67	48	(	(	PUNCT
easat-2094	67	49	ngprice	ngprice	NOUN
easat-2094	67	50	)	)	PUNCT
easat-2094	67	51	,	,	PUNCT
easat-2094	67	52	and	and	CCONJ
easat-2094	67	53	electricity	electricity	NOUN
easat-2094	67	54	price	price	NOUN
easat-2094	67	55	(	(	PUNCT
easat-2094	67	56	elecprice	elecprice	NOUN
easat-2094	67	57	)	)	PUNCT
easat-2094	67	58	.	.	PUNCT
easat-2094	68	1	each	each	DET
easat-2094	68	2	entry	entry	NOUN
easat-2094	68	3	in	in	ADP
easat-2094	68	4	the	the	DET
easat-2094	68	5	matrix	matrix	NOUN
easat-2094	68	6	indicates	indicate	VERB
easat-2094	68	7	the	the	DET
easat-2094	68	8	strength	strength	NOUN
easat-2094	68	9	and	and	CCONJ
easat-2094	68	10	direction	direction	NOUN
easat-2094	68	11	of	of	ADP
easat-2094	68	12	the	the	DET
easat-2094	68	13	linear	linear	ADJ
easat-2094	68	14	relationship	relationship	NOUN
easat-2094	68	15	between	between	ADP
easat-2094	68	16	pairs	pair	NOUN
easat-2094	68	17	of	of	ADP
easat-2094	68	18	variables	variable	NOUN
easat-2094	68	19	,	,	PUNCT
easat-2094	68	20	with	with	ADP
easat-2094	68	21	values	value	NOUN
easat-2094	68	22	between	between	ADP
easat-2094	68	23	-1	-1	PUNCT
easat-2094	68	24	and	and	CCONJ
easat-2094	68	25	1	1	X
easat-2094	68	26	.	.	X
easat-2094	68	27	a	a	DET
easat-2094	68	28	value	value	NOUN
easat-2094	68	29	that	that	PRON
easat-2094	68	30	is	be	AUX
easat-2094	68	31	close	close	ADJ
easat-2094	68	32	to	to	PART
easat-2094	68	33	1	1	NUM
easat-2094	68	34	signifies	signifie	NOUN
easat-2094	68	35	a	a	DET
easat-2094	68	36	strong	strong	ADJ
easat-2094	68	37	positive	positive	ADJ
easat-2094	68	38	correlation	correlation	NOUN
easat-2094	68	39	,	,	PUNCT
easat-2094	68	40	while	while	SCONJ
easat-2094	68	41	a	a	DET
easat-2094	68	42	value	value	NOUN
easat-2094	68	43	that	that	PRON
easat-2094	68	44	is	be	AUX
easat-2094	68	45	close	close	ADJ
easat-2094	68	46	to	to	PART
easat-2094	68	47	-1	-1	VERB
easat-2094	68	48	indicates	indicate	VERB
easat-2094	68	49	a	a	DET
easat-2094	68	50	strong	strong	ADJ
easat-2094	68	51	negative	negative	ADJ
easat-2094	68	52	correlation	correlation	NOUN
easat-2094	68	53	.	.	PUNCT
easat-2094	69	1	key	key	ADJ
easat-2094	69	2	observations	observation	NOUN
easat-2094	69	3	from	from	ADP
easat-2094	69	4	the	the	DET
easat-2094	69	5	correlation	correlation	NOUN
easat-2094	69	6	map	map	NOUN
easat-2094	69	7	can	can	AUX
easat-2094	69	8	be	be	AUX
easat-2094	69	9	summarized	summarize	VERB
easat-2094	69	10	as	as	SCONJ
easat-2094	69	11	follows	follow	VERB
easat-2094	69	12	:	:	PUNCT
easat-2094	69	13	•	•	ADP
easat-2094	69	14	dry	dry	ADJ
easat-2094	69	15	bulb	bulb	NOUN
easat-2094	69	16	temperature	temperature	NOUN
easat-2094	69	17	and	and	CCONJ
easat-2094	69	18	dew	dew	NOUN
easat-2094	69	19	point	point	VERB
easat-2094	69	20	temperature	temperature	NOUN
easat-2094	69	21	:	:	PUNCT
easat-2094	69	22	the	the	DET
easat-2094	69	23	correlation	correlation	NOUN
easat-2094	69	24	coefficient	coefficient	NOUN
easat-2094	69	25	is	be	AUX
easat-2094	69	26	0.99	0.99	NUM
easat-2094	69	27	,	,	PUNCT
easat-2094	69	28	indicating	indicate	VERB
easat-2094	69	29	an	an	DET
easat-2094	69	30	extremely	extremely	ADV
easat-2094	69	31	strong	strong	ADJ
easat-2094	69	32	positive	positive	ADJ
easat-2094	69	33	relationship	relationship	NOUN
easat-2094	69	34	.	.	PUNCT
easat-2094	70	1	this	this	PRON
easat-2094	70	2	suggests	suggest	VERB
easat-2094	70	3	that	that	SCONJ
easat-2094	70	4	as	as	ADP
easat-2094	70	5	the	the	DET
easat-2094	70	6	dry	dry	ADJ
easat-2094	70	7	bulb	bulb	NOUN
easat-2094	70	8	temperature	temperature	NOUN
easat-2094	70	9	increases	increase	NOUN
easat-2094	70	10	,	,	PUNCT
easat-2094	70	11	the	the	DET
easat-2094	70	12	dew	dew	NOUN
easat-2094	70	13	point	point	VERB
easat-2094	70	14	temperature	temperature	NOUN
easat-2094	70	15	also	also	ADV
easat-2094	70	16	tends	tend	VERB
easat-2094	70	17	to	to	PART
easat-2094	70	18	rise	rise	VERB
easat-2094	70	19	,	,	PUNCT
easat-2094	70	20	reflecting	reflect	VERB
easat-2094	70	21	their	their	PRON
easat-2094	70	22	inherent	inherent	ADJ
easat-2094	70	23	connection	connection	NOUN
easat-2094	70	24	as	as	ADP
easat-2094	70	25	indicators	indicator	NOUN
easat-2094	70	26	of	of	ADP
easat-2094	70	27	atmospheric	atmospheric	ADJ
easat-2094	70	28	conditions	condition	NOUN
easat-2094	70	29	.	.	PUNCT
easat-2094	71	1	•	•	NUM
easat-2094	71	2	dry	dry	ADJ
easat-2094	71	3	bulb	bulb	NOUN
easat-2094	71	4	temperature	temperature	NOUN
easat-2094	71	5	and	and	CCONJ
easat-2094	71	6	electricity	electricity	NOUN
easat-2094	71	7	price	price	NOUN
easat-2094	71	8	:	:	PUNCT
easat-2094	71	9	a	a	DET
easat-2094	71	10	notable	notable	ADJ
easat-2094	71	11	negative	negative	ADJ
easat-2094	71	12	correlation	correlation	NOUN
easat-2094	71	13	of	of	ADP
easat-2094	71	14	-0.26	-0.26	NOUN
easat-2094	71	15	is	be	AUX
easat-2094	71	16	observed	observe	VERB
easat-2094	71	17	between	between	ADP
easat-2094	71	18	dry	dry	ADJ
easat-2094	71	19	bulb	bulb	NOUN
easat-2094	71	20	temperature	temperature	NOUN
easat-2094	71	21	and	and	CCONJ
easat-2094	71	22	electricity	electricity	NOUN
easat-2094	71	23	price	price	NOUN
easat-2094	71	24	.	.	PUNCT
easat-2094	72	1	this	this	PRON
easat-2094	72	2	indicates	indicate	VERB
easat-2094	72	3	that	that	SCONJ
easat-2094	72	4	higher	high	ADJ
easat-2094	72	5	dry	dry	ADJ
easat-2094	72	6	bulb	bulb	NOUN
easat-2094	72	7	temperatures	temperature	NOUN
easat-2094	72	8	are	be	AUX
easat-2094	72	9	associated	associate	VERB
easat-2094	72	10	with	with	ADP
easat-2094	72	11	lower	low	ADJ
easat-2094	72	12	electricity	electricity	NOUN
easat-2094	72	13	prices	price	NOUN
easat-2094	72	14	,	,	PUNCT
easat-2094	72	15	potentially	potentially	ADV
easat-2094	72	16	reflecting	reflect	VERB
easat-2094	72	17	reduced	reduced	ADJ
easat-2094	72	18	demand	demand	NOUN
easat-2094	72	19	during	during	ADP
easat-2094	72	20	warmer	warm	ADJ
easat-2094	72	21	months	month	NOUN
easat-2094	72	22	when	when	SCONJ
easat-2094	72	23	cooling	cool	VERB
easat-2094	72	24	systems	system	NOUN
easat-2094	72	25	are	be	AUX
easat-2094	72	26	more	more	ADV
easat-2094	72	27	prevalent	prevalent	ADJ
easat-2094	72	28	.	.	PUNCT
easat-2094	73	1	•	•	NUM
easat-2094	73	2	dew	dew	NOUN
easat-2094	73	3	point	point	VERB
easat-2094	73	4	temperature	temperature	NOUN
easat-2094	73	5	and	and	CCONJ
easat-2094	73	6	electricity	electricity	NOUN
easat-2094	73	7	price	price	NOUN
easat-2094	73	8	:	:	PUNCT
easat-2094	73	9	the	the	DET
easat-2094	73	10	correlation	correlation	NOUN
easat-2094	73	11	of	of	ADP
easat-2094	73	12	-0.30	-0.30	NUM
easat-2094	73	13	between	between	ADP
easat-2094	73	14	dew	dew	NOUN
easat-2094	73	15	point	point	VERB
easat-2094	73	16	temperature	temperature	NOUN
easat-2094	73	17	and	and	CCONJ
easat-2094	73	18	electricity	electricity	NOUN
easat-2094	73	19	price	price	NOUN
easat-2094	73	20	further	far	ADV
easat-2094	73	21	reinforces	reinforce	VERB
easat-2094	73	22	the	the	DET
easat-2094	73	23	inverse	inverse	NOUN
easat-2094	73	24	relationship	relationship	NOUN
easat-2094	73	25	observed	observe	VERB
easat-2094	73	26	with	with	ADP
easat-2094	73	27	dry	dry	ADJ
easat-2094	73	28	bulb	bulb	NOUN
easat-2094	73	29	temperature	temperature	NOUN
easat-2094	73	30	.	.	PUNCT
easat-2094	74	1	the	the	DET
easat-2094	74	2	negative	negative	ADJ
easat-2094	74	3	association	association	PROPN
easat-2094	74	4	may	may	AUX
easat-2094	74	5	indicate	indicate	VERB
easat-2094	74	6	that	that	SCONJ
easat-2094	74	7	increased	increase	VERB
easat-2094	74	8	humidity	humidity	NOUN
easat-2094	74	9	(	(	PUNCT
easat-2094	74	10	reflected	reflect	VERB
easat-2094	74	11	in	in	ADP
easat-2094	74	12	dew	dew	NOUN
easat-2094	74	13	point	point	NOUN
easat-2094	74	14	increases	increase	NOUN
easat-2094	74	15	)	)	PUNCT
easat-2094	74	16	could	could	AUX
easat-2094	74	17	lead	lead	VERB
easat-2094	74	18	to	to	ADP
easat-2094	74	19	higher	high	ADJ
easat-2094	74	20	demand	demand	NOUN
easat-2094	74	21	for	for	ADP
easat-2094	74	22	cooling	cool	VERB
easat-2094	74	23	,	,	PUNCT
easat-2094	74	24	thus	thus	ADV
easat-2094	74	25	impacting	impact	VERB
easat-2094	74	26	electricity	electricity	NOUN
easat-2094	74	27	prices	price	NOUN
easat-2094	74	28	.	.	PUNCT
easat-2094	75	1	•	•	NUM
easat-2094	75	2	system	system	NOUN
easat-2094	75	3	load	load	NOUN
easat-2094	75	4	and	and	CCONJ
easat-2094	75	5	natural	natural	ADJ
easat-2094	75	6	gas	gas	NOUN
easat-2094	75	7	price	price	NOUN
easat-2094	75	8	:	:	PUNCT
easat-2094	75	9	a	a	DET
easat-2094	75	10	weak	weak	ADJ
easat-2094	75	11	positive	positive	ADJ
easat-2094	75	12	correlation	correlation	NOUN
easat-2094	75	13	of	of	ADP
easat-2094	75	14	0.09	0.09	NUM
easat-2094	75	15	exists	exist	NOUN
easat-2094	75	16	between	between	ADP
easat-2094	75	17	system	system	NOUN
easat-2094	75	18	load	load	NOUN
easat-2094	75	19	and	and	CCONJ
easat-2094	75	20	natural	natural	ADJ
easat-2094	75	21	gas	gas	NOUN
easat-2094	75	22	price	price	NOUN
easat-2094	75	23	.	.	PUNCT
easat-2094	76	1	this	this	PRON
easat-2094	76	2	suggests	suggest	VERB
easat-2094	76	3	that	that	SCONJ
easat-2094	76	4	changes	change	NOUN
easat-2094	76	5	in	in	ADP
easat-2094	76	6	system	system	NOUN
easat-2094	76	7	load	load	NOUN
easat-2094	76	8	have	have	VERB
easat-2094	76	9	a	a	DET
easat-2094	76	10	minimal	minimal	ADJ
easat-2094	76	11	direct	direct	ADJ
easat-2094	76	12	impact	impact	NOUN
easat-2094	76	13	on	on	ADP
easat-2094	76	14	natural	natural	ADJ
easat-2094	76	15	gas	gas	NOUN
easat-2094	76	16	prices	price	NOUN
easat-2094	76	17	,	,	PUNCT
easat-2094	76	18	which	which	PRON
easat-2094	76	19	may	may	AUX
easat-2094	76	20	be	be	AUX
easat-2094	76	21	influenced	influence	VERB
easat-2094	76	22	by	by	ADP
easat-2094	76	23	other	other	ADJ
easat-2094	76	24	factors	factor	NOUN
easat-2094	76	25	such	such	ADJ
easat-2094	76	26	as	as	ADP
easat-2094	76	27	supply	supply	NOUN
easat-2094	76	28	chain	chain	NOUN
easat-2094	76	29	dynamics	dynamic	NOUN
easat-2094	76	30	or	or	CCONJ
easat-2094	76	31	broader	broad	ADJ
easat-2094	76	32	market	market	NOUN
easat-2094	76	33	trends	trend	NOUN
easat-2094	76	34	.	.	PUNCT
easat-2094	77	1	•	•	NUM
easat-2094	77	2	natural	natural	ADJ
easat-2094	77	3	gas	gas	NOUN
easat-2094	77	4	price	price	NOUN
easat-2094	77	5	and	and	CCONJ
easat-2094	77	6	electricity	electricity	NOUN
easat-2094	77	7	price	price	NOUN
easat-2094	77	8	:	:	PUNCT
easat-2094	77	9	a	a	DET
easat-2094	77	10	strong	strong	ADJ
easat-2094	77	11	positive	positive	ADJ
easat-2094	77	12	correlation	correlation	NOUN
easat-2094	77	13	of	of	ADP
easat-2094	77	14	0.79	0.79	NUM
easat-2094	77	15	between	between	ADP
easat-2094	77	16	natural	natural	ADJ
easat-2094	77	17	gas	gas	NOUN
easat-2094	77	18	price	price	NOUN
easat-2094	77	19	and	and	CCONJ
easat-2094	77	20	electricity	electricity	NOUN
easat-2094	77	21	price	price	NOUN
easat-2094	77	22	is	be	AUX
easat-2094	77	23	observed	observe	VERB
easat-2094	77	24	.	.	PUNCT
easat-2094	78	1	this	this	DET
easat-2094	78	2	relationship	relationship	NOUN
easat-2094	78	3	indicates	indicate	VERB
easat-2094	78	4	that	that	SCONJ
easat-2094	78	5	fluctuations	fluctuation	NOUN
easat-2094	78	6	in	in	ADP
easat-2094	78	7	natural	natural	ADJ
easat-2094	78	8	gas	gas	NOUN
easat-2094	78	9	prices	price	NOUN
easat-2094	78	10	significantly	significantly	ADV
easat-2094	78	11	affect	affect	VERB
easat-2094	78	12	electricity	electricity	NOUN
easat-2094	78	13	prices	price	NOUN
easat-2094	78	14	,	,	PUNCT
easat-2094	78	15	likely	likely	ADJ
easat-2094	78	16	due	due	ADP
easat-2094	78	17	to	to	ADP
easat-2094	78	18	the	the	DET
easat-2094	78	19	reliance	reliance	NOUN
easat-2094	78	20	on	on	ADP
easat-2094	78	21	natural	natural	ADJ
easat-2094	78	22	gas	gas	NOUN
easat-2094	78	23	as	as	ADP
easat-2094	78	24	a	a	DET
easat-2094	78	25	primary	primary	ADJ
easat-2094	78	26	fuel	fuel	NOUN
easat-2094	78	27	source	source	NOUN
easat-2094	78	28	for	for	ADP
easat-2094	78	29	electricity	electricity	NOUN
easat-2094	78	30	generation	generation	NOUN
easat-2094	78	31	.	.	PUNCT
easat-2094	79	1	434	434	NUM
easat-2094	79	2	edelweiss	edelweiss	PROPN
easat-2094	79	3	applied	apply	VERB
easat-2094	79	4	science	science	NOUN
easat-2094	79	5	and	and	CCONJ
easat-2094	79	6	technology	technology	NOUN
easat-2094	79	7	issn	issn	PROPN
easat-2094	79	8	:	:	PUNCT
easat-2094	79	9	2576	2576	NUM
easat-2094	79	10	-	-	SYM
easat-2094	79	11	8484	8484	NUM
easat-2094	79	12	vol	vol	NOUN
easat-2094	79	13	.	.	PROPN
easat-2094	79	14	8	8	NUM
easat-2094	79	15	,	,	PUNCT
easat-2094	79	16	no	no	INTJ
easat-2094	79	17	.	.	NOUN
easat-2094	80	1	6	6	NUM
easat-2094	80	2	:	:	SYM
easat-2094	80	3	431	431	NUM
easat-2094	80	4	-	-	SYM
easat-2094	80	5	443	443	NUM
easat-2094	80	6	,	,	PUNCT
easat-2094	80	7	2024	2024	NUM
easat-2094	80	8	doi	doi	NOUN
easat-2094	80	9	:	:	PUNCT
easat-2094	80	10	10.55214/25768484.v8i6.2094	10.55214/25768484.v8i6.2094	NUM
easat-2094	80	11	©	©	PROPN
easat-2094	80	12	2024	2024	NUM
easat-2094	80	13	by	by	ADP
easat-2094	80	14	the	the	DET
easat-2094	80	15	author	author	NOUN
easat-2094	80	16	;	;	PUNCT
easat-2094	80	17	licensee	licensee	PROPN
easat-2094	80	18	learning	learning	NOUN
easat-2094	80	19	gate	gate	NOUN
easat-2094	80	20	•	•	NOUN
easat-2094	80	21	system	system	NOUN
easat-2094	80	22	load	load	NOUN
easat-2094	80	23	and	and	CCONJ
easat-2094	80	24	electricity	electricity	NOUN
easat-2094	80	25	price	price	NOUN
easat-2094	80	26	:	:	PUNCT
easat-2094	80	27	the	the	DET
easat-2094	80	28	correlation	correlation	NOUN
easat-2094	80	29	coefficient	coefficient	NOUN
easat-2094	80	30	of	of	ADP
easat-2094	80	31	0.01	0.01	NUM
easat-2094	80	32	between	between	ADP
easat-2094	80	33	system	system	NOUN
easat-2094	80	34	load	load	NOUN
easat-2094	80	35	and	and	CCONJ
easat-2094	80	36	electricity	electricity	NOUN
easat-2094	80	37	price	price	NOUN
easat-2094	80	38	suggests	suggest	VERB
easat-2094	80	39	a	a	DET
easat-2094	80	40	negligible	negligible	ADJ
easat-2094	80	41	relationship	relationship	NOUN
easat-2094	80	42	,	,	PUNCT
easat-2094	80	43	indicating	indicate	VERB
easat-2094	80	44	that	that	SCONJ
easat-2094	80	45	system	system	NOUN
easat-2094	80	46	load	load	NOUN
easat-2094	80	47	does	do	AUX
easat-2094	80	48	not	not	PART
easat-2094	80	49	have	have	VERB
easat-2094	80	50	a	a	DET
easat-2094	80	51	direct	direct	ADJ
easat-2094	80	52	effect	effect	NOUN
easat-2094	80	53	on	on	ADP
easat-2094	80	54	electricity	electricity	NOUN
easat-2094	80	55	prices	price	NOUN
easat-2094	80	56	within	within	ADP
easat-2094	80	57	the	the	DET
easat-2094	80	58	context	context	NOUN
easat-2094	80	59	of	of	ADP
easat-2094	80	60	this	this	DET
easat-2094	80	61	dataset	dataset	NOUN
easat-2094	80	62	.	.	PUNCT
easat-2094	81	1	figure	figure	NOUN
easat-2094	81	2	1	1	NUM
easat-2094	81	3	.	.	PUNCT
easat-2094	82	1	the	the	DET
easat-2094	82	2	correlation	correlation	NOUN
easat-2094	82	3	matrix	matrix	NOUN
easat-2094	82	4	heatmap	heatmap	NOUN
easat-2094	82	5	among	among	ADP
easat-2094	82	6	all	all	DET
easat-2094	82	7	the	the	DET
easat-2094	82	8	features	feature	NOUN
easat-2094	82	9	of	of	ADP
easat-2094	82	10	the	the	DET
easat-2094	82	11	dataset	dataset	NOUN
easat-2094	82	12	.	.	PUNCT
easat-2094	83	1	this	this	DET
easat-2094	83	2	correlation	correlation	NOUN
easat-2094	83	3	analysis	analysis	NOUN
easat-2094	83	4	provides	provide	VERB
easat-2094	83	5	valuable	valuable	ADJ
easat-2094	83	6	insights	insight	NOUN
easat-2094	83	7	into	into	ADP
easat-2094	83	8	the	the	DET
easat-2094	83	9	interdependencies	interdependency	NOUN
easat-2094	83	10	among	among	ADP
easat-2094	83	11	key	key	ADJ
easat-2094	83	12	variables	variable	NOUN
easat-2094	83	13	influencing	influence	VERB
easat-2094	83	14	electricity	electricity	NOUN
easat-2094	83	15	pricing	pricing	NOUN
easat-2094	83	16	and	and	CCONJ
easat-2094	83	17	consumption	consumption	NOUN
easat-2094	83	18	.	.	PUNCT
easat-2094	84	1	the	the	DET
easat-2094	84	2	strong	strong	ADJ
easat-2094	84	3	correlations	correlation	NOUN
easat-2094	84	4	between	between	ADP
easat-2094	84	5	temperature	temperature	NOUN
easat-2094	84	6	metrics	metric	NOUN
easat-2094	84	7	and	and	CCONJ
easat-2094	84	8	electricity	electricity	NOUN
easat-2094	84	9	prices	price	NOUN
easat-2094	84	10	highlight	highlight	VERB
easat-2094	84	11	the	the	DET
easat-2094	84	12	impact	impact	NOUN
easat-2094	84	13	of	of	ADP
easat-2094	84	14	weather	weather	NOUN
easat-2094	84	15	conditions	condition	NOUN
easat-2094	84	16	on	on	ADP
easat-2094	84	17	energy	energy	NOUN
easat-2094	84	18	demand	demand	NOUN
easat-2094	84	19	,	,	PUNCT
easat-2094	84	20	while	while	SCONJ
easat-2094	84	21	the	the	DET
easat-2094	84	22	robust	robust	ADJ
easat-2094	84	23	relationship	relationship	NOUN
easat-2094	84	24	between	between	ADP
easat-2094	84	25	natural	natural	ADJ
easat-2094	84	26	gas	gas	NOUN
easat-2094	84	27	prices	price	NOUN
easat-2094	84	28	and	and	CCONJ
easat-2094	84	29	electricity	electricity	NOUN
easat-2094	84	30	prices	price	NOUN
easat-2094	84	31	underscores	underscore	VERB
easat-2094	84	32	the	the	DET
easat-2094	84	33	importance	importance	NOUN
easat-2094	84	34	of	of	ADP
easat-2094	84	35	fuel	fuel	NOUN
easat-2094	84	36	costs	cost	NOUN
easat-2094	84	37	in	in	ADP
easat-2094	84	38	electricity	electricity	NOUN
easat-2094	84	39	market	market	NOUN
easat-2094	84	40	dynamics	dynamic	NOUN
easat-2094	84	41	.	.	PUNCT
easat-2094	85	1	understanding	understand	VERB
easat-2094	85	2	these	these	DET
easat-2094	85	3	correlations	correlation	NOUN
easat-2094	85	4	can	can	AUX
easat-2094	85	5	inform	inform	VERB
easat-2094	85	6	more	more	ADV
easat-2094	85	7	effective	effective	ADJ
easat-2094	85	8	forecasting	forecasting	NOUN
easat-2094	85	9	models	model	NOUN
easat-2094	85	10	and	and	CCONJ
easat-2094	85	11	strategic	strategic	ADJ
easat-2094	85	12	decision	decision	NOUN
easat-2094	85	13	-	-	PUNCT
easat-2094	85	14	making	making	NOUN
easat-2094	85	15	in	in	ADP
easat-2094	85	16	energy	energy	NOUN
easat-2094	85	17	management	management	NOUN
easat-2094	85	18	and	and	CCONJ
easat-2094	85	19	policy	policy	NOUN
easat-2094	85	20	formulation	formulation	NOUN
easat-2094	85	21	.	.	PUNCT
easat-2094	86	1	2.1.3	2.1.3	NUM
easat-2094	86	2	.	.	PUNCT
easat-2094	86	3	data	datum	NOUN
easat-2094	86	4	processing	processing	NOUN
easat-2094	86	5	before	before	ADP
easat-2094	86	6	training	training	NOUN
easat-2094	86	7	,	,	PUNCT
easat-2094	86	8	the	the	DET
easat-2094	86	9	dataset	dataset	NOUN
easat-2094	86	10	is	be	AUX
easat-2094	86	11	normalized	normalize	VERB
easat-2094	86	12	using	use	VERB
easat-2094	86	13	min	min	PROPN
easat-2094	86	14	-	-	ADJ
easat-2094	86	15	max	max	ADJ
easat-2094	86	16	scaling	scale	VERB
easat-2094	86	17	formulea	formulea	ADV
easat-2094	86	18	as	as	SCONJ
easat-2094	86	19	follows	follow	VERB
easat-2094	86	20	:	:	PUNCT
easat-2094	87	1	𝑥𝑠𝑐𝑎𝑙𝑒𝑑	𝑥𝑠𝑐𝑎𝑙𝑒𝑑	PROPN
easat-2094	87	2	=	=	PUNCT
easat-2094	88	1	𝑥	𝑥	PROPN
easat-2094	88	2	−	−	PROPN
easat-2094	88	3	𝑥𝑚𝑖𝑛	𝑥𝑚𝑖𝑛	PROPN
easat-2094	88	4	𝑥𝑚𝑎𝑥	𝑥𝑚𝑎𝑥	NOUN
easat-2094	89	1	−	−	PROPN
easat-2094	89	2	𝑥𝑚𝑖𝑛	𝑥𝑚𝑖𝑛	NOUN
easat-2094	89	3	where	where	SCONJ
easat-2094	89	4	x	x	PRON
easat-2094	89	5	is	be	AUX
easat-2094	89	6	the	the	DET
easat-2094	89	7	original	original	ADJ
easat-2094	89	8	feature	feature	NOUN
easat-2094	89	9	value	value	NOUN
easat-2094	89	10	,	,	PUNCT
easat-2094	89	11	and	and	CCONJ
easat-2094	89	12	xmin	xmin	PROPN
easat-2094	89	13	and	and	CCONJ
easat-2094	89	14	xmax	xmax	PROPN
easat-2094	89	15	are	be	AUX
easat-2094	89	16	the	the	DET
easat-2094	89	17	minimum	minimum	ADJ
easat-2094	89	18	and	and	CCONJ
easat-2094	89	19	maximum	maximum	ADJ
easat-2094	89	20	values	value	NOUN
easat-2094	89	21	of	of	ADP
easat-2094	89	22	the	the	DET
easat-2094	89	23	feature	feature	NOUN
easat-2094	89	24	,	,	PUNCT
easat-2094	89	25	respectively	respectively	ADV
easat-2094	89	26	.	.	PUNCT
easat-2094	90	1	this	this	DET
easat-2094	90	2	transformation	transformation	NOUN
easat-2094	90	3	enhances	enhance	VERB
easat-2094	90	4	model	model	NOUN
easat-2094	90	5	convergence	convergence	NOUN
easat-2094	90	6	during	during	ADP
easat-2094	90	7	training	training	NOUN
easat-2094	90	8	[	[	X
easat-2094	90	9	17	17	NUM
easat-2094	90	10	]	]	PUNCT
easat-2094	90	11	.	.	PUNCT
easat-2094	91	1	specifically	specifically	ADV
easat-2094	91	2	,	,	PUNCT
easat-2094	91	3	we	we	PRON
easat-2094	91	4	set	set	VERB
easat-2094	91	5	the	the	DET
easat-2094	91	6	min	min	ADJ
easat-2094	91	7	-	-	ADJ
easat-2094	91	8	max	max	PROPN
easat-2094	91	9	scaler	scaler	NOUN
easat-2094	91	10	range	range	NOUN
easat-2094	91	11	as	as	ADP
easat-2094	91	12	[	[	X
easat-2094	91	13	0	0	NUM
easat-2094	91	14	,	,	PUNCT
easat-2094	91	15	1	1	NUM
easat-2094	91	16	]	]	PUNCT
easat-2094	91	17	for	for	ADP
easat-2094	91	18	our	our	PRON
easat-2094	91	19	analysis	analysis	NOUN
easat-2094	91	20	.	.	PUNCT
easat-2094	92	1	furthermore	furthermore	ADV
easat-2094	92	2	,	,	PUNCT
easat-2094	92	3	sliding	slide	VERB
easat-2094	92	4	window	window	NOUN
easat-2094	92	5	approach	approach	NOUN
easat-2094	92	6	is	be	AUX
easat-2094	92	7	implemented	implement	VERB
easat-2094	92	8	to	to	PART
easat-2094	92	9	create	create	VERB
easat-2094	92	10	sequences	sequence	NOUN
easat-2094	92	11	for	for	ADP
easat-2094	92	12	training	training	NOUN
easat-2094	92	13	.	.	PUNCT
easat-2094	93	1	the	the	DET
easat-2094	93	2	window	window	NOUN
easat-2094	93	3	size	size	NOUN
easat-2094	93	4	is	be	AUX
easat-2094	93	5	set	set	VERB
easat-2094	93	6	to	to	ADP
easat-2094	93	7	12	12	NUM
easat-2094	93	8	in	in	ADP
easat-2094	93	9	order	order	NOUN
easat-2094	93	10	to	to	PART
easat-2094	93	11	forecast	forecast	VERB
easat-2094	93	12	the	the	DET
easat-2094	93	13	13th	13th	NOUN
easat-2094	93	14	data	datum	NOUN
easat-2094	93	15	point	point	NOUN
easat-2094	93	16	,	,	PUNCT
easat-2094	93	17	using	use	VERB
easat-2094	93	18	the	the	DET
easat-2094	93	19	first	first	ADJ
easat-2094	93	20	12	12	NUM
easat-2094	93	21	data	datum	NOUN
easat-2094	93	22	points	point	NOUN
easat-2094	93	23	(	(	PUNCT
easat-2094	93	24	x1	x1	NUM
easat-2094	93	25	to	to	ADP
easat-2094	93	26	x12	x12	NUM
easat-2094	93	27	)	)	PUNCT
easat-2094	93	28	as	as	ADP
easat-2094	93	29	input	input	NOUN
easat-2094	93	30	.	.	PUNCT
easat-2094	94	1	the	the	DET
easat-2094	94	2	dataset	dataset	NOUN
easat-2094	94	3	consists	consist	VERB
easat-2094	94	4	of	of	ADP
easat-2094	94	5	60	60	NUM
easat-2094	94	6	rows	row	NOUN
easat-2094	94	7	and	and	CCONJ
easat-2094	94	8	5	5	NUM
easat-2094	94	9	columns	column	NOUN
easat-2094	94	10	,	,	PUNCT
easat-2094	94	11	representing	represent	VERB
easat-2094	94	12	features	feature	NOUN
easat-2094	94	13	such	such	ADJ
easat-2094	94	14	as	as	ADP
easat-2094	94	15	historical	historical	ADJ
easat-2094	94	16	monthly	monthly	ADJ
easat-2094	94	17	average	average	ADJ
easat-2094	94	18	loads	load	NOUN
easat-2094	94	19	,	,	PUNCT
easat-2094	94	20	natural	natural	ADJ
easat-2094	94	21	gas	gas	NOUN
easat-2094	94	22	prices	price	NOUN
easat-2094	94	23	,	,	PUNCT
easat-2094	94	24	electricity	electricity	NOUN
easat-2094	94	25	prices	price	NOUN
easat-2094	94	26	,	,	PUNCT
easat-2094	94	27	dew	dew	NOUN
easat-2094	94	28	point	point	NOUN
easat-2094	94	29	,	,	PUNCT
easat-2094	94	30	and	and	CCONJ
easat-2094	94	31	dry	dry	ADJ
easat-2094	94	32	bulb	bulb	NOUN
easat-2094	94	33	temperature	temperature	NOUN
easat-2094	94	34	and	and	CCONJ
easat-2094	94	35	it	it	PRON
easat-2094	94	36	is	be	AUX
easat-2094	94	37	splitted	splitte	VERB
easat-2094	94	38	into	into	ADP
easat-2094	94	39	80	80	NUM
easat-2094	94	40	%	%	NOUN
easat-2094	94	41	for	for	ADP
easat-2094	94	42	training	training	NOUN
easat-2094	94	43	and	and	CCONJ
easat-2094	94	44	20	20	NUM
easat-2094	94	45	%	%	NOUN
easat-2094	94	46	for	for	ADP
easat-2094	94	47	testing	testing	NOUN
easat-2094	94	48	.	.	PUNCT
easat-2094	95	1	435	435	NUM
easat-2094	95	2	edelweiss	edelweiss	PROPN
easat-2094	95	3	applied	apply	VERB
easat-2094	95	4	science	science	NOUN
easat-2094	95	5	and	and	CCONJ
easat-2094	95	6	technology	technology	NOUN
easat-2094	95	7	issn	issn	PROPN
easat-2094	95	8	:	:	PUNCT
easat-2094	95	9	2576	2576	NUM
easat-2094	95	10	-	-	SYM
easat-2094	95	11	8484	8484	NUM
easat-2094	95	12	vol	vol	NOUN
easat-2094	95	13	.	.	PROPN
easat-2094	96	1	8	8	NUM
easat-2094	96	2	,	,	PUNCT
easat-2094	96	3	no	no	INTJ
easat-2094	96	4	.	.	NOUN
easat-2094	97	1	6	6	NUM
easat-2094	97	2	:	:	SYM
easat-2094	97	3	431	431	NUM
easat-2094	97	4	-	-	SYM
easat-2094	97	5	443	443	NUM
easat-2094	97	6	,	,	PUNCT
easat-2094	97	7	2024	2024	NUM
easat-2094	97	8	doi	doi	NOUN
easat-2094	97	9	:	:	PUNCT
easat-2094	97	10	10.55214/25768484.v8i6.2094	10.55214/25768484.v8i6.2094	NUM
easat-2094	97	11	©	©	PROPN
easat-2094	97	12	2024	2024	NUM
easat-2094	97	13	by	by	ADP
easat-2094	97	14	the	the	DET
easat-2094	97	15	author	author	NOUN
easat-2094	97	16	;	;	PUNCT
easat-2094	97	17	licensee	licensee	PROPN
easat-2094	97	18	learning	learning	NOUN
easat-2094	97	19	gate	gate	NOUN
easat-2094	97	20	2.2	2.2	NUM
easat-2094	97	21	.	.	PUNCT
easat-2094	98	1	the	the	DET
easat-2094	98	2	proposed	propose	VERB
easat-2094	98	3	cnn	cnn	PROPN
easat-2094	98	4	-	-	PUNCT
easat-2094	98	5	gru	gru	PROPN
easat-2094	98	6	model	model	NOUN
easat-2094	98	7	architecture	architecture	NOUN
easat-2094	98	8	the	the	DET
easat-2094	98	9	proposed	propose	VERB
easat-2094	98	10	hybrid	hybrid	NOUN
easat-2094	98	11	model	model	NOUN
easat-2094	98	12	integrates	integrate	VERB
easat-2094	98	13	a	a	DET
easat-2094	98	14	1d	1d	NUM
easat-2094	98	15	-	-	PUNCT
easat-2094	98	16	cnn	cnn	NOUN
easat-2094	98	17	for	for	ADP
easat-2094	98	18	feature	feature	NOUN
easat-2094	98	19	extraction	extraction	NOUN
easat-2094	98	20	and	and	CCONJ
easat-2094	98	21	a	a	DET
easat-2094	98	22	gru	gru	NOUN
easat-2094	98	23	for	for	ADP
easat-2094	98	24	capturing	capture	VERB
easat-2094	98	25	temporal	temporal	ADJ
easat-2094	98	26	dependencies	dependency	NOUN
easat-2094	98	27	.	.	PUNCT
easat-2094	99	1	this	this	DET
easat-2094	99	2	combination	combination	NOUN
easat-2094	99	3	allows	allow	VERB
easat-2094	99	4	for	for	ADP
easat-2094	99	5	the	the	DET
easat-2094	99	6	effective	effective	ADJ
easat-2094	99	7	modeling	modeling	NOUN
easat-2094	99	8	of	of	ADP
easat-2094	99	9	complex	complex	ADJ
easat-2094	99	10	relationships	relationship	NOUN
easat-2094	99	11	within	within	ADP
easat-2094	99	12	time	time	NOUN
easat-2094	99	13	series	series	PROPN
easat-2094	99	14	data	data	PROPN
easat-2094	99	15	.	.	PUNCT
easat-2094	100	1	2.2.1	2.2.1	NUM
easat-2094	100	2	.	.	X
easat-2094	100	3	cnn	cnn	PROPN
easat-2094	100	4	component	component	NOUN
easat-2094	100	5	the	the	DET
easat-2094	100	6	cnn	cnn	PROPN
easat-2094	100	7	component	component	NOUN
easat-2094	100	8	is	be	AUX
easat-2094	100	9	designed	design	VERB
easat-2094	100	10	to	to	PART
easat-2094	100	11	extract	extract	VERB
easat-2094	100	12	features	feature	NOUN
easat-2094	100	13	from	from	ADP
easat-2094	100	14	the	the	DET
easat-2094	100	15	input	input	NOUN
easat-2094	100	16	data	datum	NOUN
easat-2094	100	17	through	through	ADP
easat-2094	100	18	a	a	DET
easat-2094	100	19	series	series	NOUN
easat-2094	100	20	of	of	ADP
easat-2094	100	21	convolutional	convolutional	ADJ
easat-2094	100	22	operations	operation	NOUN
easat-2094	100	23	.	.	PUNCT
easat-2094	101	1	the	the	DET
easat-2094	101	2	fundamental	fundamental	ADJ
easat-2094	101	3	operation	operation	NOUN
easat-2094	101	4	of	of	ADP
easat-2094	101	5	a	a	DET
easat-2094	101	6	convolutional	convolutional	ADJ
easat-2094	101	7	layer	layer	NOUN
easat-2094	101	8	is	be	AUX
easat-2094	101	9	expressed	express	VERB
easat-2094	101	10	by	by	ADP
easat-2094	101	11	the	the	DET
easat-2094	101	12	equation	equation	NOUN
easat-2094	101	13	:	:	PUNCT
easat-2094	102	1	y	y	NOUN
easat-2094	102	2	=	=	PUNCT
easat-2094	102	3	𝑓(w∗	𝑓(w∗	PUNCT
easat-2094	102	4	𝑋	𝑋	PROPN
easat-2094	102	5	+	+	CCONJ
easat-2094	102	6	𝑏	𝑏	NOUN
easat-2094	102	7	)	)	PUNCT
easat-2094	102	8	where	where	SCONJ
easat-2094	102	9	y	y	PROPN
easat-2094	102	10	is	be	AUX
easat-2094	102	11	the	the	DET
easat-2094	102	12	output	output	NOUN
easat-2094	102	13	,	,	PUNCT
easat-2094	102	14	w	w	PROPN
easat-2094	102	15	is	be	AUX
easat-2094	102	16	the	the	DET
easat-2094	102	17	weight	weight	NOUN
easat-2094	102	18	matrix	matrix	NOUN
easat-2094	102	19	,	,	PUNCT
easat-2094	102	20	b	b	NOUN
easat-2094	102	21	is	be	AUX
easat-2094	102	22	the	the	DET
easat-2094	102	23	bias	bias	NOUN
easat-2094	102	24	,	,	PUNCT
easat-2094	102	25	x	x	X
easat-2094	102	26	is	be	AUX
easat-2094	102	27	the	the	DET
easat-2094	102	28	input	input	NOUN
easat-2094	102	29	,	,	PUNCT
easat-2094	102	30	and	and	CCONJ
easat-2094	102	31	f	f	PROPN
easat-2094	102	32	is	be	AUX
easat-2094	102	33	the	the	DET
easat-2094	102	34	activation	activation	NOUN
easat-2094	102	35	function	function	NOUN
easat-2094	102	36	,	,	PUNCT
easat-2094	102	37	which	which	PRON
easat-2094	102	38	is	be	AUX
easat-2094	102	39	typically	typically	ADV
easat-2094	102	40	the	the	DET
easat-2094	102	41	rectified	rectified	ADJ
easat-2094	102	42	linear	linear	NOUN
easat-2094	102	43	unit	unit	NOUN
easat-2094	102	44	(	(	PUNCT
easat-2094	102	45	relu	relu	NOUN
easat-2094	102	46	)	)	PUNCT
easat-2094	102	47	for	for	ADP
easat-2094	102	48	cnns	cnn	NOUN
easat-2094	102	49	[	[	X
easat-2094	102	50	13	13	NUM
easat-2094	102	51	]	]	PUNCT
easat-2094	102	52	.	.	PUNCT
easat-2094	103	1	the	the	DET
easat-2094	103	2	architecture	architecture	NOUN
easat-2094	103	3	of	of	ADP
easat-2094	103	4	the	the	DET
easat-2094	103	5	cnn	cnn	PROPN
easat-2094	103	6	component	component	NOUN
easat-2094	103	7	consists	consist	VERB
easat-2094	103	8	of	of	ADP
easat-2094	103	9	the	the	DET
easat-2094	103	10	following	follow	VERB
easat-2094	103	11	layers	layer	NOUN
easat-2094	103	12	:	:	PUNCT
easat-2094	103	13	i.	i.	NOUN
easat-2094	103	14	input	input	PROPN
easat-2094	103	15	layer	layer	NOUN
easat-2094	103	16	:	:	PUNCT
easat-2094	103	17	accepts	accept	VERB
easat-2094	103	18	the	the	DET
easat-2094	103	19	time	time	NOUN
easat-2094	103	20	series	series	PROPN
easat-2094	103	21	input	input	PROPN
easat-2094	103	22	data	data	PROPN
easat-2094	103	23	.	.	PUNCT
easat-2094	104	1	ii	ii	PROPN
easat-2094	104	2	.	.	PUNCT
easat-2094	104	3	convolutional	convolutional	ADJ
easat-2094	104	4	layers	layer	NOUN
easat-2094	104	5	:	:	PUNCT
easat-2094	104	6	two	two	NUM
easat-2094	104	7	1d	1d	NUM
easat-2094	104	8	convolutional	convolutional	ADJ
easat-2094	104	9	layers	layer	NOUN
easat-2094	104	10	are	be	AUX
easat-2094	104	11	employed	employ	VERB
easat-2094	104	12	,	,	PUNCT
easat-2094	104	13	with	with	ADP
easat-2094	104	14	the	the	DET
easat-2094	104	15	first	first	ADJ
easat-2094	104	16	layer	layer	NOUN
easat-2094	104	17	containing	contain	VERB
easat-2094	104	18	32	32	NUM
easat-2094	104	19	filters	filter	NOUN
easat-2094	104	20	and	and	CCONJ
easat-2094	104	21	the	the	DET
easat-2094	104	22	second	second	NOUN
easat-2094	104	23	containing	contain	VERB
easat-2094	104	24	64	64	NUM
easat-2094	104	25	filters	filter	NOUN
easat-2094	104	26	.	.	PUNCT
easat-2094	105	1	each	each	DET
easat-2094	105	2	layer	layer	NOUN
easat-2094	105	3	utilizes	utilize	VERB
easat-2094	105	4	a	a	DET
easat-2094	105	5	kernel	kernel	NOUN
easat-2094	105	6	size	size	NOUN
easat-2094	105	7	of	of	ADP
easat-2094	105	8	2	2	NUM
easat-2094	105	9	and	and	CCONJ
easat-2094	105	10	applies	apply	VERB
easat-2094	105	11	the	the	DET
easat-2094	105	12	relu	relu	NOUN
easat-2094	105	13	activation	activation	NOUN
easat-2094	105	14	function	function	VERB
easat-2094	105	15	to	to	PART
easat-2094	105	16	introduce	introduce	VERB
easat-2094	105	17	non	non	ADJ
easat-2094	105	18	-	-	ADJ
easat-2094	105	19	linearity	linearity	ADJ
easat-2094	105	20	.	.	PUNCT
easat-2094	106	1	iii	iii	X
easat-2094	106	2	.	.	PUNCT
easat-2094	107	1	max	max	PROPN
easat-2094	107	2	pooling	pool	VERB
easat-2094	107	3	layer	layer	NOUN
easat-2094	107	4	:	:	PUNCT
easat-2094	107	5	this	this	DET
easat-2094	107	6	layer	layer	NOUN
easat-2094	107	7	reduces	reduce	VERB
easat-2094	107	8	the	the	DET
easat-2094	107	9	dimensionality	dimensionality	NOUN
easat-2094	107	10	of	of	ADP
easat-2094	107	11	the	the	DET
easat-2094	107	12	feature	feature	NOUN
easat-2094	107	13	maps	map	NOUN
easat-2094	107	14	while	while	SCONJ
easat-2094	107	15	retaining	retain	VERB
easat-2094	107	16	important	important	ADJ
easat-2094	107	17	features	feature	NOUN
easat-2094	107	18	.	.	PUNCT
easat-2094	108	1	the	the	DET
easat-2094	108	2	pooling	pool	VERB
easat-2094	108	3	size	size	NOUN
easat-2094	108	4	is	be	AUX
easat-2094	108	5	set	set	VERB
easat-2094	108	6	to	to	ADP
easat-2094	108	7	2	2	NUM
easat-2094	108	8	,	,	PUNCT
easat-2094	108	9	which	which	PRON
easat-2094	108	10	aids	aid	VERB
easat-2094	108	11	in	in	ADP
easat-2094	108	12	minimizing	minimize	VERB
easat-2094	108	13	computational	computational	ADJ
easat-2094	108	14	complexity	complexity	NOUN
easat-2094	108	15	.	.	PUNCT
easat-2094	109	1	iv	iv	X
easat-2094	109	2	.	.	PUNCT
easat-2094	109	3	flatten	flatten	ADJ
easat-2094	109	4	layer	layer	NOUN
easat-2094	109	5	:	:	PUNCT
easat-2094	109	6	converts	convert	VERB
easat-2094	109	7	the	the	DET
easat-2094	109	8	pooled	pool	VERB
easat-2094	109	9	features	feature	NOUN
easat-2094	109	10	into	into	ADP
easat-2094	109	11	a	a	DET
easat-2094	109	12	one	one	NUM
easat-2094	109	13	-	-	PUNCT
easat-2094	109	14	dimensional	dimensional	ADJ
easat-2094	109	15	vector	vector	NOUN
easat-2094	109	16	to	to	PART
easat-2094	109	17	facilitate	facilitate	VERB
easat-2094	109	18	processing	processing	NOUN
easat-2094	109	19	by	by	ADP
easat-2094	109	20	subsequent	subsequent	ADJ
easat-2094	109	21	layers	layer	NOUN
easat-2094	109	22	.	.	PUNCT
easat-2094	110	1	2.2.2	2.2.2	X
easat-2094	110	2	.	.	NUM
easat-2094	110	3	gru	gru	PROPN
easat-2094	110	4	component	component	PROPN
easat-2094	110	5	the	the	DET
easat-2094	110	6	gru	gru	NOUN
easat-2094	110	7	component	component	NOUN
easat-2094	110	8	processes	process	VERB
easat-2094	110	9	the	the	DET
easat-2094	110	10	features	feature	NOUN
easat-2094	110	11	extracted	extract	VERB
easat-2094	110	12	by	by	ADP
easat-2094	110	13	the	the	DET
easat-2094	110	14	cnn	cnn	PROPN
easat-2094	110	15	layers	layer	NOUN
easat-2094	110	16	and	and	CCONJ
easat-2094	110	17	captures	capture	VERB
easat-2094	110	18	temporal	temporal	ADJ
easat-2094	110	19	dependencies	dependency	NOUN
easat-2094	110	20	within	within	ADP
easat-2094	110	21	the	the	DET
easat-2094	110	22	data	datum	NOUN
easat-2094	110	23	.	.	PUNCT
easat-2094	111	1	the	the	DET
easat-2094	111	2	update	update	NOUN
easat-2094	111	3	equations	equation	NOUN
easat-2094	111	4	for	for	ADP
easat-2094	111	5	the	the	DET
easat-2094	111	6	gru	gru	NOUN
easat-2094	111	7	are	be	AUX
easat-2094	111	8	expressed	express	VERB
easat-2094	111	9	as	as	SCONJ
easat-2094	111	10	follows	follow	VERB
easat-2094	111	11	:	:	PUNCT
easat-2094	111	12	𝑧𝑡	𝑧𝑡	X
easat-2094	112	1	=	=	SYM
easat-2094	112	2	𝜎(𝑊𝑧.	𝜎(𝑊𝑧.	NOUN
easat-2094	112	3	[	[	X
easat-2094	112	4	ℎ𝑡−1,𝑥𝑡	ℎ𝑡−1,𝑥𝑡	X
easat-2094	112	5	]	]	X
easat-2094	112	6	)	)	PUNCT
easat-2094	112	7	𝑟𝑡	𝑟𝑡	PROPN
easat-2094	112	8	=	=	PUNCT
easat-2094	112	9	𝜎(𝑊𝑟	𝜎(𝑊𝑟	ADJ
easat-2094	112	10	.	.	PUNCT
easat-2094	113	1	[	[	X
easat-2094	113	2	ℎ𝑡−1,𝑥𝑡	ℎ𝑡−1,𝑥𝑡	X
easat-2094	113	3	]	]	SYM
easat-2094	113	4	)	)	PUNCT
easat-2094	113	5	ℎ	ℎ	PROPN
easat-2094	113	6	�	�	PROPN
easat-2094	113	7	̃	̃	NOUN
easat-2094	113	8	�	�	NOUN
easat-2094	113	9	=	=	SYM
easat-2094	113	10	tanh⁡(𝑊ℎ	tanh⁡(𝑊ℎ	PROPN
easat-2094	113	11	.	.	PUNCT
easat-2094	114	1	[	[	X
easat-2094	114	2	𝑟𝑡.	𝑟𝑡.	NOUN
easat-2094	114	3	ℎ𝑡−1,𝑥𝑡	ℎ𝑡−1,𝑥𝑡	VERB
easat-2094	114	4	]	]	X
easat-2094	114	5	)	)	PUNCT
easat-2094	114	6	ℎ𝑡	ℎ𝑡	NOUN
easat-2094	114	7	=	=	SYM
easat-2094	114	8	(	(	PUNCT
easat-2094	114	9	1	1	NUM
easat-2094	114	10	−	−	PROPN
easat-2094	114	11	𝑧𝑡	𝑧𝑡	NOUN
easat-2094	114	12	)	)	PUNCT
easat-2094	114	13	.	.	PUNCT
easat-2094	115	1	ℎ𝑡−1	ℎ𝑡−1	VERB
easat-2094	115	2	+	+	CCONJ
easat-2094	115	3	𝑧𝑡	𝑧𝑡	X
easat-2094	115	4	.	.	PUNCT
easat-2094	116	1	ℎ	ℎ	PROPN
easat-2094	116	2	�	�	PROPN
easat-2094	116	3	̃	̃	PROPN
easat-2094	116	4	�	�	PROPN
easat-2094	116	5	in	in	ADP
easat-2094	116	6	these	these	DET
easat-2094	116	7	equations	equation	NOUN
easat-2094	116	8	,	,	PUNCT
easat-2094	116	9	zt	zt	PROPN
easat-2094	116	10	represents	represent	VERB
easat-2094	116	11	the	the	DET
easat-2094	116	12	update	update	NOUN
easat-2094	116	13	gate	gate	NOUN
easat-2094	116	14	,	,	PUNCT
easat-2094	116	15	rt	rt	PROPN
easat-2094	116	16	denotes	denote	VERB
easat-2094	116	17	the	the	DET
easat-2094	116	18	reset	reset	NOUN
easat-2094	116	19	gate	gate	NOUN
easat-2094	116	20	,	,	PUNCT
easat-2094	116	21	ht	ht	PROPN
easat-2094	116	22	is	be	AUX
easat-2094	116	23	the	the	DET
easat-2094	116	24	hidden	hidden	ADJ
easat-2094	116	25	state	state	NOUN
easat-2094	116	26	,	,	PUNCT
easat-2094	116	27	ht̃	ht̃	NOUN
easat-2094	116	28	is	be	AUX
easat-2094	116	29	the	the	DET
easat-2094	116	30	new	new	ADJ
easat-2094	116	31	hidden	hidden	ADJ
easat-2094	116	32	state	state	NOUN
easat-2094	116	33	computed	compute	VERB
easat-2094	116	34	using	use	VERB
easat-2094	116	35	the	the	DET
easat-2094	116	36	current	current	ADJ
easat-2094	116	37	input	input	NOUN
easat-2094	116	38	and	and	CCONJ
easat-2094	116	39	the	the	DET
easat-2094	116	40	reset	reset	ADJ
easat-2094	116	41	hidden	hide	VERB
easat-2094	116	42	state	state	NOUN
easat-2094	116	43	,	,	PUNCT
easat-2094	116	44	and	and	CCONJ
easat-2094	116	45	xt	xt	X
easat-2094	116	46	is	be	AUX
easat-2094	116	47	the	the	DET
easat-2094	116	48	input	input	NOUN
easat-2094	116	49	at	at	ADP
easat-2094	116	50	time	time	NOUN
easat-2094	116	51	t	t	PROPN
easat-2094	117	1	[	[	X
easat-2094	117	2	18	18	NUM
easat-2094	117	3	]	]	PUNCT
easat-2094	117	4	.	.	PUNCT
easat-2094	118	1	the	the	DET
easat-2094	118	2	gru	gru	NOUN
easat-2094	118	3	architecture	architecture	NOUN
easat-2094	118	4	comprises	comprise	NOUN
easat-2094	118	5	:	:	PUNCT
easat-2094	118	6	1	1	X
easat-2094	118	7	.	.	PUNCT
easat-2094	118	8	input	input	NOUN
easat-2094	118	9	layer	layer	NOUN
easat-2094	118	10	:	:	PUNCT
easat-2094	118	11	similar	similar	ADJ
easat-2094	118	12	to	to	ADP
easat-2094	118	13	the	the	DET
easat-2094	118	14	cnn	cnn	PROPN
easat-2094	118	15	branch	branch	NOUN
easat-2094	118	16	,	,	PUNCT
easat-2094	118	17	it	it	PRON
easat-2094	118	18	receives	receive	VERB
easat-2094	118	19	the	the	DET
easat-2094	118	20	time	time	NOUN
easat-2094	118	21	series	series	PROPN
easat-2094	118	22	data	data	PROPN
easat-2094	118	23	.	.	PUNCT
easat-2094	119	1	2	2	X
easat-2094	119	2	.	.	X
easat-2094	119	3	gru	gru	NOUN
easat-2094	119	4	layers	layer	NOUN
easat-2094	119	5	:	:	PUNCT
easat-2094	119	6	the	the	DET
easat-2094	119	7	first	first	PROPN
easat-2094	119	8	gru	gru	NOUN
easat-2094	119	9	layer	layer	NOUN
easat-2094	119	10	returns	return	VERB
easat-2094	119	11	sequences	sequence	NOUN
easat-2094	119	12	to	to	ADP
easat-2094	119	13	the	the	DET
easat-2094	119	14	second	second	ADJ
easat-2094	119	15	layer	layer	NOUN
easat-2094	119	16	,	,	PUNCT
easat-2094	119	17	which	which	PRON
easat-2094	119	18	aggregates	aggregate	VERB
easat-2094	119	19	the	the	DET
easat-2094	119	20	information	information	NOUN
easat-2094	119	21	to	to	PART
easat-2094	119	22	generate	generate	VERB
easat-2094	119	23	the	the	DET
easat-2094	119	24	final	final	ADJ
easat-2094	119	25	output	output	NOUN
easat-2094	119	26	.	.	PUNCT
easat-2094	120	1	the	the	DET
easat-2094	120	2	first	first	ADJ
easat-2094	120	3	layer	layer	NOUN
easat-2094	120	4	consists	consist	VERB
easat-2094	120	5	of	of	ADP
easat-2094	120	6	50	50	NUM
easat-2094	120	7	units	unit	NOUN
easat-2094	120	8	,	,	PUNCT
easat-2094	120	9	while	while	SCONJ
easat-2094	120	10	the	the	DET
easat-2094	120	11	second	second	ADJ
easat-2094	120	12	layer	layer	NOUN
easat-2094	120	13	has	have	VERB
easat-2094	120	14	25	25	NUM
easat-2094	120	15	units	unit	NOUN
easat-2094	120	16	.	.	PUNCT
easat-2094	121	1	2.2.3	2.2.3	NUM
easat-2094	121	2	.	.	PUNCT
easat-2094	121	3	model	model	NOUN
easat-2094	121	4	integration	integration	NOUN
easat-2094	121	5	the	the	DET
easat-2094	121	6	outputs	output	NOUN
easat-2094	121	7	from	from	ADP
easat-2094	121	8	the	the	DET
easat-2094	121	9	cnn	cnn	PROPN
easat-2094	121	10	and	and	CCONJ
easat-2094	121	11	gru	gru	NOUN
easat-2094	121	12	layers	layer	NOUN
easat-2094	121	13	are	be	AUX
easat-2094	121	14	concatenated	concatenate	VERB
easat-2094	121	15	before	before	ADP
easat-2094	121	16	being	be	AUX
easat-2094	121	17	passed	pass	VERB
easat-2094	121	18	through	through	ADP
easat-2094	121	19	a	a	DET
easat-2094	121	20	fully	fully	ADV
easat-2094	121	21	connected	connect	VERB
easat-2094	121	22	layer	layer	NOUN
easat-2094	121	23	,	,	PUNCT
easat-2094	121	24	defined	define	VERB
easat-2094	121	25	as	as	ADP
easat-2094	121	26	:	:	PUNCT
easat-2094	121	27	𝑌𝑜𝑢𝑡𝑝𝑢𝑡	𝑌𝑜𝑢𝑡𝑝𝑢𝑡	PROPN
easat-2094	121	28	=	=	SYM
easat-2094	121	29	𝑊𝑓𝑐	𝑊𝑓𝑐	PROPN
easat-2094	121	30	.	.	PUNCT
easat-2094	122	1	ℎ𝑡	ℎ𝑡	VERB
easat-2094	122	2	+	+	NOUN
easat-2094	122	3	⁡𝑏𝑓𝑐	⁡𝑏𝑓𝑐	NOUN
easat-2094	122	4	where	where	SCONJ
easat-2094	122	5	wfc	wfc	PROPN
easat-2094	122	6	and	and	CCONJ
easat-2094	122	7	bfc	bfc	PROPN
easat-2094	122	8	are	be	AUX
easat-2094	122	9	the	the	DET
easat-2094	122	10	weights	weight	NOUN
easat-2094	122	11	and	and	CCONJ
easat-2094	122	12	bias	bias	NOUN
easat-2094	122	13	of	of	ADP
easat-2094	122	14	the	the	DET
easat-2094	122	15	fully	fully	ADV
easat-2094	122	16	connected	connected	ADJ
easat-2094	122	17	layer	layer	NOUN
easat-2094	122	18	,	,	PUNCT
easat-2094	122	19	respectively	respectively	ADV
easat-2094	122	20	.	.	PUNCT
easat-2094	123	1	the	the	DET
easat-2094	123	2	integration	integration	NOUN
easat-2094	123	3	of	of	ADP
easat-2094	123	4	the	the	DET
easat-2094	123	5	cnn	cnn	PROPN
easat-2094	123	6	and	and	CCONJ
easat-2094	123	7	gru	gru	PROPN
easat-2094	123	8	components	component	NOUN
easat-2094	123	9	occurs	occur	VERB
easat-2094	123	10	through	through	ADP
easat-2094	123	11	the	the	DET
easat-2094	123	12	following	follow	VERB
easat-2094	123	13	steps	step	NOUN
easat-2094	123	14	:	:	PUNCT
easat-2094	124	1	1	1	X
easat-2094	124	2	.	.	X
easat-2094	124	3	concatenation	concatenation	NOUN
easat-2094	124	4	:	:	PUNCT
easat-2094	124	5	the	the	DET
easat-2094	124	6	outputs	output	NOUN
easat-2094	124	7	from	from	ADP
easat-2094	124	8	the	the	DET
easat-2094	124	9	cnn	cnn	PROPN
easat-2094	124	10	and	and	CCONJ
easat-2094	124	11	gru	gru	PROPN
easat-2094	124	12	branches	branch	NOUN
easat-2094	124	13	are	be	AUX
easat-2094	124	14	concatenated	concatenate	VERB
easat-2094	124	15	,	,	PUNCT
easat-2094	124	16	allowing	allow	VERB
easat-2094	124	17	the	the	DET
easat-2094	124	18	model	model	NOUN
easat-2094	124	19	to	to	PART
easat-2094	124	20	leverage	leverage	VERB
easat-2094	124	21	both	both	CCONJ
easat-2094	124	22	spatial	spatial	ADJ
easat-2094	124	23	and	and	CCONJ
easat-2094	124	24	temporal	temporal	ADJ
easat-2094	124	25	features	feature	NOUN
easat-2094	124	26	effectively	effectively	ADV
easat-2094	124	27	.	.	PUNCT
easat-2094	125	1	436	436	NUM
easat-2094	125	2	edelweiss	edelweiss	PROPN
easat-2094	125	3	applied	apply	VERB
easat-2094	125	4	science	science	NOUN
easat-2094	125	5	and	and	CCONJ
easat-2094	125	6	technology	technology	NOUN
easat-2094	125	7	issn	issn	PROPN
easat-2094	125	8	:	:	PUNCT
easat-2094	125	9	2576	2576	NUM
easat-2094	125	10	-	-	SYM
easat-2094	125	11	8484	8484	NUM
easat-2094	125	12	vol	vol	NOUN
easat-2094	125	13	.	.	PROPN
easat-2094	125	14	8	8	NUM
easat-2094	125	15	,	,	PUNCT
easat-2094	125	16	no	no	INTJ
easat-2094	125	17	.	.	NOUN
easat-2094	126	1	6	6	NUM
easat-2094	126	2	:	:	SYM
easat-2094	126	3	431	431	NUM
easat-2094	126	4	-	-	SYM
easat-2094	126	5	443	443	NUM
easat-2094	126	6	,	,	PUNCT
easat-2094	126	7	2024	2024	NUM
easat-2094	126	8	doi	doi	NOUN
easat-2094	126	9	:	:	PUNCT
easat-2094	126	10	10.55214/25768484.v8i6.2094	10.55214/25768484.v8i6.2094	NUM
easat-2094	126	11	©	©	PROPN
easat-2094	126	12	2024	2024	NUM
easat-2094	126	13	by	by	ADP
easat-2094	126	14	the	the	DET
easat-2094	126	15	author	author	NOUN
easat-2094	126	16	;	;	PUNCT
easat-2094	126	17	licensee	licensee	PROPN
easat-2094	126	18	learning	learning	NOUN
easat-2094	126	19	gate	gate	NOUN
easat-2094	126	20	2	2	NUM
easat-2094	126	21	.	.	PUNCT
easat-2094	126	22	output	output	NOUN
easat-2094	126	23	layer	layer	NOUN
easat-2094	126	24	:	:	PUNCT
easat-2094	126	25	a	a	DET
easat-2094	126	26	dense	dense	ADJ
easat-2094	126	27	layer	layer	NOUN
easat-2094	126	28	with	with	ADP
easat-2094	126	29	a	a	DET
easat-2094	126	30	single	single	ADJ
easat-2094	126	31	unit	unit	NOUN
easat-2094	126	32	is	be	AUX
easat-2094	126	33	employed	employ	VERB
easat-2094	126	34	to	to	PART
easat-2094	126	35	produce	produce	VERB
easat-2094	126	36	the	the	DET
easat-2094	126	37	final	final	ADJ
easat-2094	126	38	prediction	prediction	NOUN
easat-2094	126	39	.	.	PUNCT
easat-2094	127	1	3	3	X
easat-2094	127	2	.	.	PUNCT
easat-2094	127	3	model	model	NOUN
easat-2094	127	4	compilation	compilation	PROPN
easat-2094	127	5	:	:	PUNCT
easat-2094	127	6	the	the	DET
easat-2094	127	7	model	model	NOUN
easat-2094	127	8	is	be	AUX
easat-2094	127	9	compiled	compile	VERB
easat-2094	127	10	using	use	VERB
easat-2094	127	11	the	the	DET
easat-2094	127	12	adam	adam	PROPN
easat-2094	127	13	optimizer	optimizer	NOUN
easat-2094	127	14	and	and	CCONJ
easat-2094	127	15	the	the	DET
easat-2094	127	16	mean	mean	ADJ
easat-2094	127	17	squared	square	VERB
easat-2094	127	18	error	error	NOUN
easat-2094	127	19	for	for	ADP
easat-2094	127	20	the	the	DET
easat-2094	127	21	loss	loss	NOUN
easat-2094	127	22	function	function	NOUN
easat-2094	127	23	suitable	suitable	ADJ
easat-2094	127	24	for	for	ADP
easat-2094	127	25	regression	regression	NOUN
easat-2094	127	26	tasks	task	NOUN
easat-2094	127	27	.	.	PUNCT
easat-2094	128	1	2.3	2.3	NUM
easat-2094	128	2	.	.	PUNCT
easat-2094	129	1	benchmarking	benchmarke	VERB
easat-2094	129	2	methods	method	NOUN
easat-2094	129	3	to	to	PART
easat-2094	129	4	evaluate	evaluate	VERB
easat-2094	129	5	the	the	DET
easat-2094	129	6	efficacy	efficacy	NOUN
easat-2094	129	7	of	of	ADP
easat-2094	129	8	the	the	DET
easat-2094	129	9	proposed	propose	VERB
easat-2094	129	10	hybrid	hybrid	NOUN
easat-2094	129	11	model	model	NOUN
easat-2094	130	1	,	,	PUNCT
easat-2094	130	2	we	we	PRON
easat-2094	130	3	compared	compare	VERB
easat-2094	130	4	it	it	PRON
easat-2094	130	5	with	with	ADP
easat-2094	130	6	established	establish	VERB
easat-2094	130	7	ml	ml	NOUN
easat-2094	130	8	models	model	NOUN
easat-2094	130	9	,	,	PUNCT
easat-2094	130	10	including	include	VERB
easat-2094	130	11	svr	svr	PROPN
easat-2094	130	12	,	,	PUNCT
easat-2094	130	13	rf	rf	NOUN
easat-2094	130	14	,	,	PUNCT
easat-2094	130	15	and	and	CCONJ
easat-2094	130	16	lstm	lstm	NOUN
easat-2094	130	17	.	.	PUNCT
easat-2094	131	1	2.3.1	2.3.1	NUM
easat-2094	131	2	.	.	PUNCT
easat-2094	131	3	svr	svr	PROPN
easat-2094	131	4	svr	svr	PROPN
easat-2094	131	5	aims	aim	VERB
easat-2094	131	6	to	to	PART
easat-2094	131	7	find	find	VERB
easat-2094	131	8	a	a	DET
easat-2094	131	9	function	function	NOUN
easat-2094	131	10	f(x	f(x	PROPN
easat-2094	131	11	)	)	PUNCT
easat-2094	131	12	that	that	PRON
easat-2094	131	13	deviates	deviate	VERB
easat-2094	131	14	from	from	ADP
easat-2094	131	15	the	the	DET
easat-2094	131	16	actual	actual	ADJ
easat-2094	131	17	observed	observed	ADJ
easat-2094	131	18	values	value	NOUN
easat-2094	131	19	y	y	PROPN
easat-2094	131	20	by	by	ADP
easat-2094	131	21	a	a	DET
easat-2094	131	22	value	value	NOUN
easat-2094	131	23	no	no	ADV
easat-2094	131	24	greater	great	ADJ
easat-2094	131	25	than	than	ADP
easat-2094	131	26	ϵ.	ϵ.	NOUN
easat-2094	131	27	f(x	f(x	PROPN
easat-2094	131	28	)	)	PUNCT
easat-2094	131	29	is	be	AUX
easat-2094	131	30	formulated	formulate	VERB
easat-2094	131	31	as	as	ADP
easat-2094	131	32	in	in	ADP
easat-2094	131	33	the	the	DET
easat-2094	131	34	following	follow	VERB
easat-2094	131	35	equation	equation	NOUN
easat-2094	131	36	.	.	PUNCT
easat-2094	132	1	𝑓(𝑥	𝑓(𝑥	NOUN
easat-2094	132	2	)	)	PUNCT
easat-2094	132	3	=	=	PRON
easat-2094	132	4	(	(	PUNCT
easat-2094	132	5	𝑣.	𝑣.	NOUN
easat-2094	132	6	𝜑(𝑥	𝜑(𝑥	PROPN
easat-2094	132	7	)	)	PUNCT
easat-2094	132	8	)	)	PUNCT
easat-2094	133	1	+	+	PUNCT
easat-2094	133	2	𝑏	𝑏	NOUN
easat-2094	133	3	,	,	PUNCT
easat-2094	133	4	where	where	SCONJ
easat-2094	133	5	x	x	PRON
easat-2094	133	6	is	be	AUX
easat-2094	133	7	the	the	DET
easat-2094	133	8	training	training	NOUN
easat-2094	133	9	data	datum	NOUN
easat-2094	133	10	,	,	PUNCT
easat-2094	133	11	v	v	NOUN
easat-2094	133	12	is	be	AUX
easat-2094	133	13	the	the	DET
easat-2094	133	14	weight	weight	NOUN
easat-2094	133	15	vector	vector	NOUN
easat-2094	133	16	,	,	PUNCT
easat-2094	133	17	b	b	PROPN
easat-2094	133	18	is	be	AUX
easat-2094	133	19	the	the	DET
easat-2094	133	20	intercept	intercept	NOUN
easat-2094	133	21	,	,	PUNCT
easat-2094	133	22	and	and	CCONJ
easat-2094	133	23	ϕ	ϕ	NOUN
easat-2094	133	24	is	be	AUX
easat-2094	133	25	a	a	DET
easat-2094	133	26	mapping	mapping	NOUN
easat-2094	133	27	function	function	NOUN
easat-2094	133	28	.	.	PUNCT
easat-2094	134	1	the	the	DET
easat-2094	134	2	optimization	optimization	NOUN
easat-2094	134	3	problem	problem	NOUN
easat-2094	134	4	can	can	AUX
easat-2094	134	5	be	be	AUX
easat-2094	134	6	formulated	formulate	VERB
easat-2094	134	7	as	as	ADP
easat-2094	134	8	:	:	PUNCT
easat-2094	134	9	𝑚𝑖𝑛	𝑚𝑖𝑛	NOUN
easat-2094	134	10	1	1	NUM
easat-2094	134	11	2	2	NUM
easat-2094	134	12	‖v‖2	‖v‖2	NOUN
easat-2094	134	13	+	+	CCONJ
easat-2094	135	1	𝐶∑ψ	𝐶∑ψ	PROPN
easat-2094	135	2	𝑙	𝑙	PRON
easat-2094	135	3	𝑖=0	𝑖=0	PROPN
easat-2094	135	4	(	(	PUNCT
easat-2094	135	5	𝑓(𝑥𝑖	𝑓(𝑥𝑖	PROPN
easat-2094	135	6	)	)	PUNCT
easat-2094	135	7	−	−	PROPN
easat-2094	135	8	𝑌𝑖	𝑌𝑖	NOUN
easat-2094	135	9	)	)	PUNCT
easat-2094	135	10	subject	subject	NOUN
easat-2094	135	11	to	to	ADP
easat-2094	135	12	:	:	PUNCT
easat-2094	135	13	𝑦𝑖	𝑦𝑖	ADP
easat-2094	135	14	−	−	PROPN
easat-2094	135	15	𝑓(𝑥)𝑖	𝑓(𝑥)𝑖	PROPN
easat-2094	135	16	≤	≤	NOUN
easat-2094	136	1	ϵ	ϵ	X
easat-2094	136	2	+	+	CCONJ
easat-2094	136	3	ξ𝑖	ξ𝑖	DET
easat-2094	136	4	⁡⁡	⁡⁡	X
easat-2094	136	5	𝑓(𝑥)𝑖	𝑓(𝑥)𝑖	VERB
easat-2094	136	6	−	−	PROPN
easat-2094	136	7	𝑦𝑖	𝑦𝑖	PROPN
easat-2094	136	8	≤	≤	PROPN
easat-2094	136	9	ϵ	ϵ	PRON
easat-2094	137	1	+	+	CCONJ
easat-2094	137	2	ξ𝑖	ξ𝑖	PRON
easat-2094	137	3	∗⁡⁡	∗⁡⁡	INTJ
easat-2094	137	4	where	where	SCONJ
easat-2094	137	5	c	c	NOUN
easat-2094	137	6	is	be	AUX
easat-2094	137	7	the	the	DET
easat-2094	137	8	regularization	regularization	NOUN
easat-2094	137	9	parameter	parameter	NOUN
easat-2094	137	10	,	,	PUNCT
easat-2094	137	11	and	and	CCONJ
easat-2094	137	12	ξ𝑖	ξ𝑖	NOUN
easat-2094	137	13	are	be	AUX
easat-2094	137	14	the	the	DET
easat-2094	137	15	slack	slack	NOUN
easat-2094	137	16	variables	variable	NOUN
easat-2094	137	17	[	[	X
easat-2094	137	18	19	19	NUM
easat-2094	137	19	]	]	PUNCT
easat-2094	137	20	.	.	PUNCT
easat-2094	138	1	2.3.2	2.3.2	NUM
easat-2094	138	2	.	.	X
easat-2094	138	3	rf	rf	NOUN
easat-2094	138	4	rf	rf	NOUN
easat-2094	138	5	constructs	construct	VERB
easat-2094	138	6	numerous	numerous	ADJ
easat-2094	138	7	decision	decision	NOUN
easat-2094	138	8	trees	tree	NOUN
easat-2094	138	9	and	and	CCONJ
easat-2094	138	10	combines	combine	VERB
easat-2094	138	11	them	they	PRON
easat-2094	138	12	to	to	PART
easat-2094	138	13	achieve	achieve	VERB
easat-2094	138	14	a	a	DET
easat-2094	138	15	more	more	ADV
easat-2094	138	16	precise	precise	ADJ
easat-2094	138	17	and	and	CCONJ
easat-2094	138	18	reliable	reliable	ADJ
easat-2094	138	19	prediction	prediction	NOUN
easat-2094	138	20	.	.	PUNCT
easat-2094	139	1	the	the	DET
easat-2094	139	2	output	output	NOUN
easat-2094	139	3	of	of	ADP
easat-2094	139	4	the	the	DET
easat-2094	139	5	model	model	NOUN
easat-2094	139	6	(	(	PUNCT
easat-2094	139	7	ym	ym	NOUN
easat-2094	139	8	)	)	PUNCT
easat-2094	139	9	is	be	AUX
easat-2094	139	10	given	give	VERB
easat-2094	139	11	by	by	ADP
easat-2094	139	12	the	the	DET
easat-2094	139	13	average	average	NOUN
easat-2094	139	14	of	of	ADP
easat-2094	139	15	predictions	prediction	NOUN
easat-2094	139	16	from	from	ADP
easat-2094	139	17	all	all	DET
easat-2094	139	18	individual	individual	ADJ
easat-2094	139	19	trees	tree	NOUN
easat-2094	139	20	:	:	PUNCT
easat-2094	139	21	𝑌𝑚⁡=	𝑌𝑚⁡=	X
easat-2094	139	22	⁡1	⁡1	PUNCT
easat-2094	139	23	𝑇	𝑇	PROPN
easat-2094	139	24	∑	∑	PUNCT
easat-2094	139	25	𝑓𝑡⁡(𝑥	𝑓𝑡⁡(𝑥	PROPN
easat-2094	139	26	)	)	PUNCT
easat-2094	139	27	𝑇	𝑇	PROPN
easat-2094	139	28	𝑡=1	𝑡=1	PROPN
easat-2094	139	29	where	where	SCONJ
easat-2094	139	30	t	t	PROPN
easat-2094	139	31	is	be	AUX
easat-2094	139	32	the	the	DET
easat-2094	139	33	number	number	NOUN
easat-2094	139	34	of	of	ADP
easat-2094	139	35	trees	tree	NOUN
easat-2094	139	36	and	and	CCONJ
easat-2094	139	37	ft(x	ft(x	NOUN
easat-2094	139	38	)	)	PUNCT
easat-2094	139	39	is	be	AUX
easat-2094	139	40	the	the	DET
easat-2094	139	41	prediction	prediction	NOUN
easat-2094	139	42	from	from	ADP
easat-2094	139	43	tree	tree	NOUN
easat-2094	139	44	t	t	PROPN
easat-2094	140	1	[	[	X
easat-2094	140	2	20	20	NUM
easat-2094	140	3	]	]	PUNCT
easat-2094	140	4	.	.	PUNCT
easat-2094	141	1	2.3.2	2.3.2	NUM
easat-2094	141	2	.	.	X
easat-2094	141	3	lstm	lstm	PROPN
easat-2094	141	4	lstm	lstm	PROPN
easat-2094	141	5	networks	network	NOUN
easat-2094	141	6	are	be	AUX
easat-2094	141	7	a	a	DET
easat-2094	141	8	variant	variant	NOUN
easat-2094	141	9	of	of	ADP
easat-2094	141	10	recurrent	recurrent	ADJ
easat-2094	141	11	neural	neural	ADJ
easat-2094	141	12	networks	network	NOUN
easat-2094	141	13	(	(	PUNCT
easat-2094	141	14	rnns	rnns	PROPN
easat-2094	141	15	)	)	PUNCT
easat-2094	141	16	designed	design	VERB
easat-2094	141	17	to	to	PART
easat-2094	141	18	effectively	effectively	ADV
easat-2094	141	19	capture	capture	VERB
easat-2094	141	20	and	and	CCONJ
easat-2094	141	21	learn	learn	VERB
easat-2094	141	22	longterm	longterm	NOUN
easat-2094	141	23	dependencies	dependency	NOUN
easat-2094	141	24	.	.	PUNCT
easat-2094	142	1	the	the	DET
easat-2094	142	2	cell	cell	NOUN
easat-2094	142	3	state	state	NOUN
easat-2094	142	4	ct	ct	PROPN
easat-2094	142	5	and	and	CCONJ
easat-2094	142	6	the	the	DET
easat-2094	142	7	hidden	hidden	ADJ
easat-2094	142	8	state	state	NOUN
easat-2094	142	9	ht	ht	PROPN
easat-2094	142	10	are	be	AUX
easat-2094	142	11	updated	update	VERB
easat-2094	142	12	as	as	SCONJ
easat-2094	142	13	follows	follow	VERB
easat-2094	142	14	:	:	PUNCT
easat-2094	142	15	where	where	SCONJ
easat-2094	142	16	wi	wi	PROPN
easat-2094	142	17	,	,	PUNCT
easat-2094	142	18	wf	wf	PROPN
easat-2094	142	19	and	and	CCONJ
easat-2094	142	20	wo	will	AUX
easat-2094	142	21	,	,	PUNCT
easat-2094	142	22	and	and	CCONJ
easat-2094	142	23	bi	bi	NOUN
easat-2094	142	24	,	,	PUNCT
easat-2094	142	25	bf	bf	NOUN
easat-2094	142	26	and	and	CCONJ
easat-2094	142	27	bo	bo	PROPN
easat-2094	142	28	are	be	AUX
easat-2094	142	29	the	the	DET
easat-2094	142	30	weights	weight	NOUN
easat-2094	142	31	and	and	CCONJ
easat-2094	142	32	biases	bias	NOUN
easat-2094	142	33	that	that	PRON
easat-2094	142	34	govern	govern	VERB
easat-2094	142	35	the	the	DET
easat-2094	142	36	behavior	behavior	NOUN
easat-2094	142	37	of	of	ADP
easat-2094	142	38	the	the	DET
easat-2094	142	39	it	it	PRON
easat-2094	142	40	,	,	PUNCT
easat-2094	142	41	,	,	PUNCT
easat-2094	142	42	ft	ft	NOUN
easat-2094	142	43	,	,	PUNCT
easat-2094	142	44	and	and	CCONJ
easat-2094	142	45	ot	ot	NOUN
easat-2094	142	46	gates	gate	NOUN
easat-2094	142	47	,	,	PUNCT
easat-2094	142	48	respectively	respectively	ADV
easat-2094	142	49	.	.	PUNCT
easat-2094	143	1	wc	wc	PROPN
easat-2094	143	2	and	and	CCONJ
easat-2094	143	3	bc	bc	PROPN
easat-2094	143	4	are	be	AUX
easat-2094	143	5	the	the	DET
easat-2094	143	6	weights	weight	NOUN
easat-2094	143	7	and	and	CCONJ
easat-2094	143	8	bias	bias	NOUN
easat-2094	143	9	of	of	ADP
easat-2094	143	10	the	the	DET
easat-2094	143	11	memory	memory	NOUN
easat-2094	143	12	cell	cell	NOUN
easat-2094	143	13	candidate	candidate	NOUN
easat-2094	143	14	ct̃	ct̃	PUNCT
easat-2094	143	15	,	,	PUNCT
easat-2094	143	16	respectively	respectively	ADV
easat-2094	143	17	,	,	PUNCT
easat-2094	143	18	and	and	CCONJ
easat-2094	143	19	‘	'	PUNCT
easat-2094	143	20	tanh	tanh	NOUN
easat-2094	143	21	’	'	PUNCT
easat-2094	143	22	is	be	AUX
easat-2094	143	23	the	the	DET
easat-2094	143	24	hyperbolic	hyperbolic	ADJ
easat-2094	143	25	tangent	tangent	NOUN
easat-2094	143	26	activation	activation	NOUN
easat-2094	143	27	function	function	NOUN
easat-2094	143	28	[	[	X
easat-2094	143	29	13	13	NUM
easat-2094	143	30	]	]	PUNCT
easat-2094	143	31	.	.	PUNCT
easat-2094	144	1	𝑐	𝑐	PROPN
easat-2094	144	2	�	�	PROPN
easat-2094	144	3	̃	̃	PROPN
easat-2094	144	4	�	�	PROPN
easat-2094	144	5	=	=	SYM
easat-2094	144	6	tanh⁡(𝑊𝑐[ℎ𝑡−1	tanh⁡(𝑊𝑐[ℎ𝑡−1	PROPN
easat-2094	144	7	,	,	PUNCT
easat-2094	144	8	𝑥𝑡	𝑥𝑡	ADP
easat-2094	144	9	]	]	PUNCT
easat-2094	144	10	+	+	CCONJ
easat-2094	144	11	𝑏𝑐	𝑏𝑐	PROPN
easat-2094	144	12	)	)	PUNCT
easat-2094	144	13	,	,	PUNCT
easat-2094	144	14	𝑖𝑡	𝑖𝑡	NOUN
easat-2094	144	15	=	=	SYM
easat-2094	144	16	𝜎(𝑊𝑖[ℎ𝑡−1	𝜎(𝑊𝑖[ℎ𝑡−1	PROPN
easat-2094	144	17	,	,	PUNCT
easat-2094	144	18	𝑥𝑡	𝑥𝑡	ADP
easat-2094	144	19	]	]	X
easat-2094	144	20	+	+	CCONJ
easat-2094	144	21	𝑏𝑖	𝑏𝑖	NOUN
easat-2094	144	22	)	)	PUNCT
easat-2094	144	23	,	,	PUNCT
easat-2094	144	24	𝑓𝑡	𝑓𝑡	PROPN
easat-2094	144	25	=	=	SYM
easat-2094	144	26	𝜎(𝑊𝑓[ℎ𝑡−1	𝜎(𝑊𝑓[ℎ𝑡−1	PROPN
easat-2094	144	27	,	,	PUNCT
easat-2094	144	28	𝑥𝑡	𝑥𝑡	ADP
easat-2094	144	29	]	]	PUNCT
easat-2094	144	30	+	+	CCONJ
easat-2094	144	31	𝑏𝑓	𝑏𝑓	ADJ
easat-2094	144	32	)	)	PUNCT
easat-2094	144	33	,	,	PUNCT
easat-2094	144	34	𝑜𝑡	𝑜𝑡	PROPN
easat-2094	144	35	=	=	SYM
easat-2094	144	36	𝜎(𝑊𝑜[ℎ𝑡−1	𝜎(𝑊𝑜[ℎ𝑡−1	PROPN
easat-2094	144	37	,	,	PUNCT
easat-2094	144	38	𝑥𝑡	𝑥𝑡	ADP
easat-2094	144	39	]	]	X
easat-2094	145	1	+	+	CCONJ
easat-2094	145	2	𝑏𝑜	𝑏𝑜	ADJ
easat-2094	145	3	)	)	PUNCT
easat-2094	145	4	,	,	PUNCT
easat-2094	145	5	𝑐𝑡	𝑐𝑡	ADP
easat-2094	145	6	=	=	PUNCT
easat-2094	145	7	(	(	PUNCT
easat-2094	145	8	𝑖𝑡	𝑖𝑡	INTJ
easat-2094	145	9	×	×	PROPN
easat-2094	145	10	𝑐	𝑐	PROPN
easat-2094	145	11	�	�	PROPN
easat-2094	145	12	̃	̃	PROPN
easat-2094	145	13	�	�	PROPN
easat-2094	145	14	)	)	PUNCT
easat-2094	145	15	+	+	CCONJ
easat-2094	145	16	(	(	PUNCT
easat-2094	145	17	𝑓𝑡	𝑓𝑡	PROPN
easat-2094	145	18	×	×	PROPN
easat-2094	145	19	𝑐𝑡−1	𝑐𝑡−1	PROPN
easat-2094	145	20	)	)	PUNCT
easat-2094	145	21	,	,	PUNCT
easat-2094	145	22	ℎ𝑡	ℎ𝑡	NOUN
easat-2094	145	23	=	=	PUNCT
easat-2094	145	24	𝑜𝑡	𝑜𝑡	PROPN
easat-2094	145	25	×	×	PROPN
easat-2094	145	26	tanh⁡(𝑐𝑡	tanh⁡(𝑐𝑡	NUM
easat-2094	145	27	)	)	PUNCT
easat-2094	145	28	437	437	NUM
easat-2094	145	29	edelweiss	edelweiss	PROPN
easat-2094	145	30	applied	apply	VERB
easat-2094	145	31	science	science	NOUN
easat-2094	145	32	and	and	CCONJ
easat-2094	145	33	technology	technology	NOUN
easat-2094	145	34	issn	issn	PROPN
easat-2094	145	35	:	:	PUNCT
easat-2094	145	36	2576	2576	NUM
easat-2094	145	37	-	-	SYM
easat-2094	145	38	8484	8484	NUM
easat-2094	145	39	vol	vol	NOUN
easat-2094	145	40	.	.	PROPN
easat-2094	145	41	8	8	NUM
easat-2094	145	42	,	,	PUNCT
easat-2094	145	43	no	no	INTJ
easat-2094	145	44	.	.	NOUN
easat-2094	146	1	6	6	NUM
easat-2094	146	2	:	:	SYM
easat-2094	146	3	431	431	NUM
easat-2094	146	4	-	-	SYM
easat-2094	146	5	443	443	NUM
easat-2094	146	6	,	,	PUNCT
easat-2094	146	7	2024	2024	NUM
easat-2094	146	8	doi	doi	NOUN
easat-2094	146	9	:	:	PUNCT
easat-2094	146	10	10.55214/25768484.v8i6.2094	10.55214/25768484.v8i6.2094	NUM
easat-2094	146	11	©	©	PROPN
easat-2094	146	12	2024	2024	NUM
easat-2094	146	13	by	by	ADP
easat-2094	146	14	the	the	DET
easat-2094	146	15	author	author	NOUN
easat-2094	146	16	;	;	PUNCT
easat-2094	146	17	licensee	licensee	PROPN
easat-2094	146	18	learning	learning	NOUN
easat-2094	146	19	gate	gate	NOUN
easat-2094	146	20	2.4	2.4	NUM
easat-2094	146	21	.	.	PUNCT
easat-2094	146	22	training	training	NOUN
easat-2094	146	23	and	and	CCONJ
easat-2094	146	24	evaluation	evaluation	NOUN
easat-2094	146	25	procedure	procedure	NOUN
easat-2094	146	26	of	of	ADP
easat-2094	146	27	the	the	DET
easat-2094	146	28	models	model	NOUN
easat-2094	146	29	to	to	PART
easat-2094	146	30	enhance	enhance	VERB
easat-2094	146	31	the	the	DET
easat-2094	146	32	training	training	NOUN
easat-2094	146	33	of	of	ADP
easat-2094	146	34	the	the	DET
easat-2094	146	35	models	model	NOUN
easat-2094	146	36	,	,	PUNCT
easat-2094	146	37	two	two	NUM
easat-2094	146	38	key	key	ADJ
easat-2094	146	39	callbacks	callback	NOUN
easat-2094	146	40	are	be	AUX
easat-2094	146	41	implemented	implement	VERB
easat-2094	146	42	[	[	X
easat-2094	146	43	21	21	NUM
easat-2094	146	44	]	]	SYM
easat-2094	146	45	:	:	PUNCT
easat-2094	146	46	1	1	X
easat-2094	146	47	.	.	X
easat-2094	146	48	early	early	ADJ
easat-2094	146	49	stopping	stopping	NOUN
easat-2094	146	50	:	:	PUNCT
easat-2094	146	51	this	this	DET
easat-2094	146	52	callback	callback	NOUN
easat-2094	146	53	halts	halt	VERB
easat-2094	146	54	the	the	DET
easat-2094	146	55	training	training	NOUN
easat-2094	146	56	process	process	NOUN
easat-2094	146	57	if	if	SCONJ
easat-2094	146	58	the	the	DET
easat-2094	146	59	validation	validation	NOUN
easat-2094	146	60	loss	loss	NOUN
easat-2094	146	61	does	do	AUX
easat-2094	146	62	not	not	PART
easat-2094	146	63	show	show	VERB
easat-2094	146	64	improvement	improvement	NOUN
easat-2094	146	65	for	for	ADP
easat-2094	146	66	a	a	DET
easat-2094	146	67	specified	specified	ADJ
easat-2094	146	68	number	number	NOUN
easat-2094	146	69	of	of	ADP
easat-2094	146	70	epochs	epoch	NOUN
easat-2094	146	71	,	,	PUNCT
easat-2094	146	72	known	know	VERB
easat-2094	146	73	as	as	ADP
easat-2094	146	74	"	"	PUNCT
easat-2094	146	75	patience	patience	NOUN
easat-2094	146	76	.	.	PUNCT
easat-2094	146	77	"	"	PUNCT
easat-2094	147	1	it	it	PRON
easat-2094	147	2	also	also	ADV
easat-2094	147	3	restores	restore	VERB
easat-2094	147	4	the	the	DET
easat-2094	147	5	model	model	NOUN
easat-2094	147	6	weights	weight	NOUN
easat-2094	147	7	to	to	ADP
easat-2094	147	8	those	those	PRON
easat-2094	147	9	from	from	ADP
easat-2094	147	10	the	the	DET
easat-2094	147	11	epoch	epoch	NOUN
easat-2094	147	12	with	with	ADP
easat-2094	147	13	the	the	DET
easat-2094	147	14	lowest	low	ADJ
easat-2094	147	15	validation	validation	NOUN
easat-2094	147	16	loss	loss	NOUN
easat-2094	147	17	,	,	PUNCT
easat-2094	147	18	ensuring	ensure	VERB
easat-2094	147	19	that	that	SCONJ
easat-2094	147	20	overfitting	overfitting	NOUN
easat-2094	147	21	is	be	AUX
easat-2094	147	22	mitigated	mitigate	VERB
easat-2094	147	23	.	.	PUNCT
easat-2094	148	1	2	2	X
easat-2094	148	2	.	.	PUNCT
easat-2094	148	3	reduce	reduce	VERB
easat-2094	148	4	learning	learn	VERB
easat-2094	148	5	rate	rate	NOUN
easat-2094	148	6	:	:	PUNCT
easat-2094	148	7	this	this	DET
easat-2094	148	8	callback	callback	NOUN
easat-2094	148	9	is	be	AUX
easat-2094	148	10	activated	activate	VERB
easat-2094	148	11	when	when	SCONJ
easat-2094	148	12	the	the	DET
easat-2094	148	13	validation	validation	NOUN
easat-2094	148	14	loss	loss	NOUN
easat-2094	148	15	plateaus	plateaus	NOUN
easat-2094	148	16	,	,	PUNCT
easat-2094	148	17	allowing	allow	VERB
easat-2094	148	18	for	for	ADP
easat-2094	148	19	a	a	DET
easat-2094	148	20	gradual	gradual	ADJ
easat-2094	148	21	reduction	reduction	NOUN
easat-2094	148	22	of	of	ADP
easat-2094	148	23	the	the	DET
easat-2094	148	24	learning	learning	NOUN
easat-2094	148	25	rate	rate	NOUN
easat-2094	148	26	.	.	PUNCT
easat-2094	149	1	this	this	DET
easat-2094	149	2	adjustment	adjustment	NOUN
easat-2094	149	3	can	can	AUX
easat-2094	149	4	help	help	VERB
easat-2094	149	5	fine	fine	ADJ
easat-2094	149	6	-	-	PUNCT
easat-2094	149	7	tune	tune	NOUN
easat-2094	149	8	the	the	DET
easat-2094	149	9	model	model	NOUN
easat-2094	149	10	's	's	PART
easat-2094	149	11	performance	performance	NOUN
easat-2094	149	12	,	,	PUNCT
easat-2094	149	13	facilitating	facilitate	VERB
easat-2094	149	14	convergence	convergence	NOUN
easat-2094	149	15	and	and	CCONJ
easat-2094	149	16	improving	improve	VERB
easat-2094	149	17	prediction	prediction	NOUN
easat-2094	149	18	accuracy	accuracy	NOUN
easat-2094	149	19	.	.	PUNCT
easat-2094	150	1	the	the	DET
easat-2094	150	2	model	model	NOUN
easat-2094	150	3	is	be	AUX
easat-2094	150	4	trained	train	VERB
easat-2094	150	5	on	on	ADP
easat-2094	150	6	the	the	DET
easat-2094	150	7	training	training	NOUN
easat-2094	150	8	dataset	dataset	VERB
easat-2094	150	9	over	over	ADP
easat-2094	150	10	a	a	DET
easat-2094	150	11	specified	specified	ADJ
easat-2094	150	12	number	number	NOUN
easat-2094	150	13	of	of	ADP
easat-2094	150	14	epochs	epoch	NOUN
easat-2094	150	15	(	(	PUNCT
easat-2094	150	16	50	50	NUM
easat-2094	150	17	)	)	PUNCT
easat-2094	150	18	,	,	PUNCT
easat-2094	150	19	utilizing	utilize	VERB
easat-2094	150	20	a	a	DET
easat-2094	150	21	batch	batch	NOUN
easat-2094	150	22	size	size	NOUN
easat-2094	150	23	of	of	ADP
easat-2094	150	24	7	7	NUM
easat-2094	150	25	.	.	PUNCT
easat-2094	150	26	to	to	PART
easat-2094	150	27	ensure	ensure	VERB
easat-2094	150	28	robust	robust	ADJ
easat-2094	150	29	performance	performance	NOUN
easat-2094	150	30	evaluation	evaluation	NOUN
easat-2094	150	31	,	,	PUNCT
easat-2094	150	32	5	5	NUM
easat-2094	150	33	-	-	ADJ
easat-2094	150	34	fold	fold	ADJ
easat-2094	150	35	cross	cross	NOUN
easat-2094	150	36	-	-	ADJ
easat-2094	150	37	validation	validation	NOUN
easat-2094	150	38	is	be	AUX
easat-2094	150	39	employed	employ	VERB
easat-2094	150	40	across	across	ADP
easat-2094	150	41	all	all	DET
easat-2094	150	42	models	model	NOUN
easat-2094	150	43	.	.	PUNCT
easat-2094	151	1	this	this	DET
easat-2094	151	2	method	method	NOUN
easat-2094	151	3	partitions	partition	VERB
easat-2094	151	4	the	the	DET
easat-2094	151	5	dataset	dataset	NOUN
easat-2094	151	6	into	into	ADP
easat-2094	151	7	four	four	NUM
easat-2094	151	8	subsets	subset	NOUN
easat-2094	151	9	,	,	PUNCT
easat-2094	151	10	allowing	allow	VERB
easat-2094	151	11	each	each	PRON
easat-2094	151	12	subset	subset	NOUN
easat-2094	151	13	to	to	PART
easat-2094	151	14	serve	serve	VERB
easat-2094	151	15	as	as	ADP
easat-2094	151	16	a	a	DET
easat-2094	151	17	validation	validation	NOUN
easat-2094	151	18	set	set	NOUN
easat-2094	151	19	while	while	SCONJ
easat-2094	151	20	the	the	DET
easat-2094	151	21	remaining	remain	VERB
easat-2094	151	22	three	three	NUM
easat-2094	151	23	subsets	subset	NOUN
easat-2094	151	24	are	be	AUX
easat-2094	151	25	used	use	VERB
easat-2094	151	26	for	for	ADP
easat-2094	151	27	training	training	NOUN
easat-2094	151	28	.	.	PUNCT
easat-2094	152	1	upon	upon	SCONJ
easat-2094	152	2	completion	completion	NOUN
easat-2094	152	3	of	of	ADP
easat-2094	152	4	the	the	DET
easat-2094	152	5	training	training	NOUN
easat-2094	152	6	process	process	NOUN
easat-2094	152	7	,	,	PUNCT
easat-2094	152	8	predictions	prediction	NOUN
easat-2094	152	9	are	be	AUX
easat-2094	152	10	generated	generate	VERB
easat-2094	152	11	on	on	ADP
easat-2094	152	12	the	the	DET
easat-2094	152	13	validation	validation	NOUN
easat-2094	152	14	set	set	NOUN
easat-2094	152	15	.	.	PUNCT
easat-2094	153	1	the	the	DET
easat-2094	153	2	performance	performance	NOUN
easat-2094	153	3	of	of	ADP
easat-2094	153	4	the	the	DET
easat-2094	153	5	model	model	NOUN
easat-2094	153	6	is	be	AUX
easat-2094	153	7	then	then	ADV
easat-2094	153	8	assessed	assess	VERB
easat-2094	153	9	using	use	VERB
easat-2094	153	10	two	two	NUM
easat-2094	153	11	metrics	metric	NOUN
easat-2094	153	12	:	:	PUNCT
easat-2094	153	13	mape	mape	NOUN
easat-2094	153	14	and	and	CCONJ
easat-2094	153	15	r²	r²	NOUN
easat-2094	153	16	.	.	PUNCT
easat-2094	154	1	the	the	DET
easat-2094	154	2	formulas	formula	NOUN
easat-2094	154	3	for	for	ADP
easat-2094	154	4	these	these	DET
easat-2094	154	5	metrics	metric	NOUN
easat-2094	154	6	are	be	AUX
easat-2094	154	7	provided	provide	VERB
easat-2094	154	8	below	below	ADV
easat-2094	154	9	:	:	PUNCT
easat-2094	154	10	𝑀𝐴𝑃𝐸⁡=	𝑀𝐴𝑃𝐸⁡=	PROPN
easat-2094	154	11	⁡1	⁡1	DET
easat-2094	154	12	𝑛	𝑛	PRON
easat-2094	154	13	∑	∑	ADV
easat-2094	154	14	|	|	ADP
easat-2094	154	15	⁡𝐴𝑡⁡−⁡𝐹𝑡⁡	⁡𝐴𝑡⁡−⁡𝐹𝑡⁡	NOUN
easat-2094	154	16	⁡𝐴𝑡⁡	⁡𝐴𝑡⁡	NOUN
easat-2094	154	17	|𝑛	|𝑛	X
easat-2094	154	18	𝑡=1	𝑡=1	PROPN
easat-2094	154	19	,	,	PUNCT
easat-2094	154	20	𝑅2⁡=	𝑅2⁡=	PRON
easat-2094	154	21	1	1	NUM
easat-2094	154	22	−	−	NOUN
easat-2094	154	23	∑	∑	PROPN
easat-2094	154	24	(	(	PUNCT
easat-2094	154	25	𝐴𝑡⁡−⁡𝐹𝑡	𝐴𝑡⁡−⁡𝐹𝑡	NUM
easat-2094	154	26	)	)	PUNCT
easat-2094	154	27	2𝑛	2𝑛	PROPN
easat-2094	154	28	𝑡=1	𝑡=1	PROPN
easat-2094	154	29	∑	∑	PUNCT
easat-2094	154	30	(	(	PUNCT
easat-2094	154	31	𝐴𝑡−⁡𝐴𝑚)2𝑛	𝐴𝑡−⁡𝐴𝑚)2𝑛	X
easat-2094	154	32	𝑡=1	𝑡=1	PROPN
easat-2094	154	33	where	where	SCONJ
easat-2094	154	34	at	at	AUX
easat-2094	154	35	represents	represent	VERB
easat-2094	154	36	the	the	DET
easat-2094	154	37	actual	actual	ADJ
easat-2094	154	38	values	value	NOUN
easat-2094	154	39	,	,	PUNCT
easat-2094	154	40	ft	ft	PROPN
easat-2094	154	41	denotes	denote	VERB
easat-2094	154	42	the	the	DET
easat-2094	154	43	forecasted	forecast	VERB
easat-2094	154	44	values	value	NOUN
easat-2094	154	45	,	,	PUNCT
easat-2094	154	46	and	and	CCONJ
easat-2094	154	47	am	be	AUX
easat-2094	154	48	is	be	AUX
easat-2094	154	49	the	the	DET
easat-2094	154	50	mean	mean	NOUN
easat-2094	154	51	of	of	ADP
easat-2094	154	52	the	the	DET
easat-2094	154	53	actual	actual	ADJ
easat-2094	154	54	values	value	NOUN
easat-2094	154	55	[	[	X
easat-2094	154	56	22	22	NUM
easat-2094	154	57	]	]	PUNCT
easat-2094	154	58	.	.	PUNCT
easat-2094	155	1	through	through	ADP
easat-2094	155	2	these	these	DET
easat-2094	155	3	systematic	systematic	ADJ
easat-2094	155	4	training	training	NOUN
easat-2094	155	5	and	and	CCONJ
easat-2094	155	6	evaluation	evaluation	NOUN
easat-2094	155	7	processes	process	NOUN
easat-2094	155	8	,	,	PUNCT
easat-2094	155	9	the	the	DET
easat-2094	155	10	study	study	NOUN
easat-2094	155	11	aims	aim	VERB
easat-2094	155	12	to	to	PART
easat-2094	155	13	ensure	ensure	VERB
easat-2094	155	14	the	the	DET
easat-2094	155	15	reliability	reliability	NOUN
easat-2094	155	16	and	and	CCONJ
easat-2094	155	17	accuracy	accuracy	NOUN
easat-2094	155	18	of	of	ADP
easat-2094	155	19	the	the	DET
easat-2094	155	20	model	model	NOUN
easat-2094	155	21	's	's	PART
easat-2094	155	22	predictions	prediction	NOUN
easat-2094	155	23	,	,	PUNCT
easat-2094	155	24	ultimately	ultimately	ADV
easat-2094	155	25	contributing	contribute	VERB
easat-2094	155	26	to	to	ADP
easat-2094	155	27	improved	improved	ADJ
easat-2094	155	28	decision	decision	NOUN
easat-2094	155	29	-	-	PUNCT
easat-2094	155	30	making	making	NOUN
easat-2094	155	31	in	in	ADP
easat-2094	155	32	the	the	DET
easat-2094	155	33	relevant	relevant	ADJ
easat-2094	155	34	domain	domain	NOUN
easat-2094	155	35	.	.	PUNCT
easat-2094	156	1	3	3	X
easat-2094	156	2	.	.	X
easat-2094	156	3	experimental	experimental	ADJ
easat-2094	156	4	results	result	NOUN
easat-2094	156	5	and	and	CCONJ
easat-2094	156	6	discussions	discussion	NOUN
easat-2094	156	7	the	the	DET
easat-2094	156	8	performance	performance	NOUN
easat-2094	156	9	of	of	ADP
easat-2094	156	10	the	the	DET
easat-2094	156	11	proposed	propose	VERB
easat-2094	156	12	hybrid	hybrid	ADJ
easat-2094	156	13	cnn	cnn	PROPN
easat-2094	156	14	-	-	PUNCT
easat-2094	156	15	gru	gru	PROPN
easat-2094	156	16	forecasting	forecasting	NOUN
easat-2094	156	17	model	model	NOUN
easat-2094	156	18	has	have	AUX
easat-2094	156	19	been	be	AUX
easat-2094	156	20	benchmarked	benchmarke	VERB
easat-2094	156	21	against	against	ADP
easat-2094	156	22	several	several	ADJ
easat-2094	156	23	other	other	ADJ
easat-2094	156	24	models	model	NOUN
easat-2094	156	25	,	,	PUNCT
easat-2094	156	26	including	include	VERB
easat-2094	156	27	svr	svr	PROPN
easat-2094	156	28	,	,	PUNCT
easat-2094	156	29	xgboost	xgboost	ADV
easat-2094	156	30	,	,	PUNCT
easat-2094	156	31	rf	rf	NOUN
easat-2094	156	32	,	,	PUNCT
easat-2094	156	33	lstm	lstm	ADJ
easat-2094	156	34	,	,	PUNCT
easat-2094	156	35	and	and	CCONJ
easat-2094	156	36	gru	gru	PROPN
easat-2094	156	37	,	,	PUNCT
easat-2094	156	38	using	use	VERB
easat-2094	156	39	two	two	NUM
easat-2094	156	40	key	key	ADJ
easat-2094	156	41	evaluation	evaluation	NOUN
easat-2094	156	42	metrics	metric	NOUN
easat-2094	156	43	:	:	PUNCT
easat-2094	156	44	mape	mape	NOUN
easat-2094	156	45	and	and	CCONJ
easat-2094	156	46	the	the	DET
easat-2094	156	47	r²	r²	NOUN
easat-2094	156	48	.	.	PUNCT
easat-2094	157	1	in	in	ADP
easat-2094	157	2	addition	addition	NOUN
easat-2094	157	3	,	,	PUNCT
easat-2094	157	4	to	to	PART
easat-2094	157	5	provide	provide	VERB
easat-2094	157	6	deeper	deep	ADJ
easat-2094	157	7	insight	insight	NOUN
easat-2094	157	8	into	into	ADP
easat-2094	157	9	model	model	NOUN
easat-2094	157	10	training	training	NOUN
easat-2094	157	11	dynamics	dynamic	NOUN
easat-2094	157	12	and	and	CCONJ
easat-2094	157	13	generalization	generalization	NOUN
easat-2094	157	14	,	,	PUNCT
easat-2094	157	15	the	the	DET
easat-2094	157	16	training	training	NOUN
easat-2094	157	17	and	and	CCONJ
easat-2094	157	18	validation	validation	NOUN
easat-2094	157	19	loss	loss	NOUN
easat-2094	157	20	curves	curve	NOUN
easat-2094	157	21	are	be	AUX
easat-2094	157	22	plotted	plot	VERB
easat-2094	157	23	for	for	ADP
easat-2094	157	24	lstm	lstm	PROPN
easat-2094	157	25	,	,	PUNCT
easat-2094	157	26	gru	gru	PROPN
easat-2094	157	27	,	,	PUNCT
easat-2094	157	28	and	and	CCONJ
easat-2094	157	29	cnn	cnn	PROPN
easat-2094	157	30	-	-	PUNCT
easat-2094	157	31	gru	gru	PROPN
easat-2094	157	32	models	model	NOUN
easat-2094	157	33	over	over	ADP
easat-2094	157	34	the	the	DET
easat-2094	157	35	cross	cross	ADJ
easat-2094	157	36	-	-	ADJ
easat-2094	157	37	validation	validation	ADJ
easat-2094	157	38	folds	fold	NOUN
easat-2094	157	39	.	.	PUNCT
easat-2094	158	1	finally	finally	ADV
easat-2094	158	2	,	,	PUNCT
easat-2094	158	3	prediction	prediction	NOUN
easat-2094	158	4	versus	versus	ADP
easat-2094	158	5	actual	actual	ADJ
easat-2094	158	6	value	value	NOUN
easat-2094	158	7	plots	plot	NOUN
easat-2094	158	8	for	for	ADP
easat-2094	158	9	all	all	DET
easat-2094	158	10	models	model	NOUN
easat-2094	158	11	are	be	AUX
easat-2094	158	12	given	give	VERB
easat-2094	158	13	and	and	CCONJ
easat-2094	158	14	discussed	discuss	VERB
easat-2094	158	15	in	in	ADP
easat-2094	158	16	detail	detail	NOUN
easat-2094	158	17	.	.	PUNCT
easat-2094	159	1	3.1	3.1	NUM
easat-2094	159	2	.	.	PUNCT
easat-2094	159	3	forecasting	forecasting	NOUN
easat-2094	159	4	results	result	NOUN
easat-2094	159	5	based	base	VERB
easat-2094	159	6	on	on	ADP
easat-2094	159	7	performance	performance	NOUN
easat-2094	159	8	metrics	metric	NOUN
easat-2094	159	9	for	for	ADP
easat-2094	159	10	models	model	NOUN
easat-2094	159	11	’	'	PUNCT
easat-2094	159	12	evaluation	evaluation	NOUN
easat-2094	159	13	a	a	DET
easat-2094	159	14	summary	summary	NOUN
easat-2094	159	15	of	of	ADP
easat-2094	159	16	the	the	DET
easat-2094	159	17	results	result	NOUN
easat-2094	159	18	for	for	ADP
easat-2094	159	19	all	all	DET
easat-2094	159	20	models	model	NOUN
easat-2094	159	21	is	be	AUX
easat-2094	159	22	presented	present	VERB
easat-2094	159	23	in	in	ADP
easat-2094	159	24	table	table	NOUN
easat-2094	159	25	1	1	NUM
easat-2094	159	26	,	,	PUNCT
easat-2094	159	27	followed	follow	VERB
easat-2094	159	28	by	by	ADP
easat-2094	159	29	a	a	DET
easat-2094	159	30	detailed	detailed	ADJ
easat-2094	159	31	analysis	analysis	NOUN
easat-2094	159	32	of	of	ADP
easat-2094	159	33	the	the	DET
easat-2094	159	34	performance	performance	NOUN
easat-2094	159	35	of	of	ADP
easat-2094	159	36	each	each	DET
easat-2094	159	37	model	model	NOUN
easat-2094	159	38	.	.	PUNCT
easat-2094	160	1	the	the	DET
easat-2094	160	2	performance	performance	NOUN
easat-2094	160	3	of	of	ADP
easat-2094	160	4	the	the	DET
easat-2094	160	5	forecasting	forecasting	NOUN
easat-2094	160	6	models	model	NOUN
easat-2094	160	7	,	,	PUNCT
easat-2094	160	8	evaluated	evaluate	VERB
easat-2094	160	9	using	use	VERB
easat-2094	160	10	mape	mape	NOUN
easat-2094	160	11	and	and	CCONJ
easat-2094	160	12	r²	r²	NOUN
easat-2094	160	13	metrics	metric	NOUN
easat-2094	160	14	,	,	PUNCT
easat-2094	160	15	reveals	reveal	VERB
easat-2094	160	16	key	key	ADJ
easat-2094	160	17	insights	insight	NOUN
easat-2094	160	18	about	about	ADP
easat-2094	160	19	their	their	PRON
easat-2094	160	20	effectiveness	effectiveness	NOUN
easat-2094	160	21	on	on	ADP
easat-2094	160	22	a	a	DET
easat-2094	160	23	small	small	ADJ
easat-2094	160	24	dataset	dataset	NOUN
easat-2094	160	25	.	.	PUNCT
easat-2094	161	1	svr	svr	PROPN
easat-2094	161	2	shows	show	VERB
easat-2094	161	3	a	a	DET
easat-2094	161	4	relatively	relatively	ADV
easat-2094	161	5	high	high	ADJ
easat-2094	161	6	mape	mape	NOUN
easat-2094	161	7	of	of	ADP
easat-2094	161	8	28.436	28.436	NUM
easat-2094	161	9	%	%	NOUN
easat-2094	161	10	and	and	CCONJ
easat-2094	161	11	an	an	DET
easat-2094	161	12	r²	r²	NOUN
easat-2094	161	13	of	of	ADP
easat-2094	161	14	0.803	0.803	NUM
easat-2094	161	15	,	,	PUNCT
easat-2094	161	16	indicating	indicate	VERB
easat-2094	161	17	moderate	moderate	ADJ
easat-2094	161	18	predictive	predictive	ADJ
easat-2094	161	19	performance	performance	NOUN
easat-2094	161	20	but	but	CCONJ
easat-2094	161	21	substantial	substantial	ADJ
easat-2094	161	22	errors	error	NOUN
easat-2094	161	23	,	,	PUNCT
easat-2094	161	24	particularly	particularly	ADV
easat-2094	161	25	due	due	ADJ
easat-2094	161	26	to	to	ADP
easat-2094	161	27	limited	limit	VERB
easat-2094	161	28	capacity	capacity	NOUN
easat-2094	161	29	in	in	ADP
easat-2094	161	30	capturing	capture	VERB
easat-2094	161	31	complex	complex	ADJ
easat-2094	161	32	temporal	temporal	ADJ
easat-2094	161	33	patterns	pattern	NOUN
easat-2094	161	34	.	.	PUNCT
easat-2094	162	1	xgboost	xgboost	PROPN
easat-2094	162	2	achieves	achieve	VERB
easat-2094	162	3	a	a	DET
easat-2094	162	4	mape	mape	NOUN
easat-2094	162	5	of	of	ADP
easat-2094	162	6	21.300	21.300	NUM
easat-2094	162	7	%	%	NOUN
easat-2094	162	8	and	and	CCONJ
easat-2094	162	9	an	an	DET
easat-2094	162	10	r²	r²	NOUN
easat-2094	162	11	of	of	ADP
easat-2094	162	12	0.832	0.832	NUM
easat-2094	162	13	,	,	PUNCT
easat-2094	162	14	showing	show	VERB
easat-2094	162	15	better	well	ADJ
easat-2094	162	16	accuracy	accuracy	NOUN
easat-2094	162	17	compared	compare	VERB
easat-2094	162	18	to	to	AUX
easat-2094	162	19	svr	svr	PROPN
easat-2094	162	20	.	.	PUNCT
easat-2094	163	1	it	it	PRON
easat-2094	163	2	captures	capture	VERB
easat-2094	163	3	trends	trend	NOUN
easat-2094	163	4	reasonably	reasonably	ADV
easat-2094	163	5	well	well	ADV
easat-2094	163	6	but	but	CCONJ
easat-2094	163	7	still	still	ADV
easat-2094	163	8	has	have	VERB
easat-2094	163	9	notable	notable	ADJ
easat-2094	163	10	errors	error	NOUN
easat-2094	163	11	.	.	PUNCT
easat-2094	164	1	rf	rf	NOUN
easat-2094	164	2	performs	perform	VERB
easat-2094	164	3	well	well	ADV
easat-2094	164	4	,	,	PUNCT
easat-2094	164	5	with	with	ADP
easat-2094	164	6	a	a	DET
easat-2094	164	7	lower	low	ADJ
easat-2094	164	8	mape	mape	NOUN
easat-2094	164	9	of	of	ADP
easat-2094	164	10	16.157	16.157	NUM
easat-2094	164	11	%	%	NOUN
easat-2094	164	12	and	and	CCONJ
easat-2094	164	13	a	a	DET
easat-2094	164	14	high	high	ADJ
easat-2094	164	15	r²	r²	NOUN
easat-2094	164	16	of	of	ADP
easat-2094	164	17	0.937	0.937	NUM
easat-2094	164	18	,	,	PUNCT
easat-2094	164	19	suggesting	suggest	VERB
easat-2094	164	20	it	it	PRON
easat-2094	164	21	models	model	VERB
easat-2094	164	22	the	the	DET
easat-2094	164	23	variability	variability	NOUN
easat-2094	164	24	effectively	effectively	ADV
easat-2094	164	25	while	while	SCONJ
easat-2094	164	26	keeping	keep	VERB
easat-2094	164	27	prediction	prediction	NOUN
easat-2094	164	28	errors	error	NOUN
easat-2094	164	29	relatively	relatively	ADV
easat-2094	164	30	low	low	ADJ
easat-2094	164	31	.	.	PUNCT
easat-2094	165	1	the	the	DET
easat-2094	165	2	lstm	lstm	PROPN
easat-2094	165	3	model	model	NOUN
easat-2094	165	4	has	have	VERB
easat-2094	165	5	a	a	DET
easat-2094	165	6	high	high	ADJ
easat-2094	165	7	mape	mape	NOUN
easat-2094	165	8	of	of	ADP
easat-2094	165	9	29.793	29.793	NUM
easat-2094	165	10	%	%	NOUN
easat-2094	165	11	and	and	CCONJ
easat-2094	165	12	a	a	DET
easat-2094	165	13	lower	low	ADJ
easat-2094	165	14	r²	r²	NOUN
easat-2094	165	15	of	of	ADP
easat-2094	165	16	0.705	0.705	NUM
easat-2094	165	17	,	,	PUNCT
easat-2094	165	18	indicating	indicate	VERB
easat-2094	165	19	struggles	struggle	NOUN
easat-2094	165	20	in	in	ADP
easat-2094	165	21	generalizing	generalize	VERB
easat-2094	165	22	on	on	ADP
easat-2094	165	23	small	small	ADJ
easat-2094	165	24	datasets	dataset	NOUN
easat-2094	165	25	,	,	PUNCT
easat-2094	165	26	possibly	possibly	ADV
easat-2094	165	27	due	due	ADP
easat-2094	165	28	to	to	ADP
easat-2094	165	29	the	the	DET
easat-2094	165	30	model	model	NOUN
easat-2094	165	31	's	's	PART
easat-2094	165	32	complexity	complexity	NOUN
easat-2094	165	33	and	and	CCONJ
easat-2094	165	34	the	the	DET
easat-2094	165	35	limited	limited	ADJ
easat-2094	165	36	amount	amount	NOUN
easat-2094	165	37	of	of	ADP
easat-2094	165	38	training	training	NOUN
easat-2094	165	39	data	datum	NOUN
easat-2094	165	40	.	.	PUNCT
easat-2094	166	1	the	the	DET
easat-2094	166	2	gru	gru	PROPN
easat-2094	166	3	model	model	NOUN
easat-2094	166	4	achieves	achieve	VERB
easat-2094	166	5	a	a	DET
easat-2094	166	6	mape	mape	NOUN
easat-2094	166	7	of	of	ADP
easat-2094	166	8	19.547	19.547	NUM
easat-2094	166	9	%	%	NOUN
easat-2094	166	10	and	and	CCONJ
easat-2094	166	11	an	an	DET
easat-2094	166	12	r²	r²	NOUN
easat-2094	166	13	of	of	ADP
easat-2094	166	14	0.893	0.893	NUM
easat-2094	166	15	,	,	PUNCT
easat-2094	166	16	showing	show	VERB
easat-2094	166	17	improved	improved	ADJ
easat-2094	166	18	performance	performance	NOUN
easat-2094	166	19	over	over	ADP
easat-2094	166	20	lstm	lstm	PROPN
easat-2094	166	21	,	,	PUNCT
easat-2094	166	22	likely	likely	ADJ
easat-2094	166	23	due	due	ADP
easat-2094	166	24	to	to	ADP
easat-2094	166	25	a	a	DET
easat-2094	166	26	more	more	ADV
easat-2094	166	27	efficient	efficient	ADJ
easat-2094	166	28	architecture	architecture	NOUN
easat-2094	166	29	that	that	PRON
easat-2094	166	30	works	work	VERB
easat-2094	166	31	better	well	ADV
easat-2094	166	32	with	with	ADP
easat-2094	166	33	smaller	small	ADJ
easat-2094	166	34	datasets	dataset	NOUN
easat-2094	166	35	.	.	PUNCT
easat-2094	167	1	the	the	DET
easat-2094	167	2	cnn	cnn	PROPN
easat-2094	167	3	-	-	PUNCT
easat-2094	167	4	gru	gru	PROPN
easat-2094	167	5	hybrid	hybrid	ADJ
easat-2094	167	6	model	model	NOUN
easat-2094	167	7	demonstrates	demonstrate	VERB
easat-2094	167	8	the	the	DET
easat-2094	167	9	best	good	ADJ
easat-2094	167	10	performance	performance	NOUN
easat-2094	167	11	with	with	ADP
easat-2094	167	12	a	a	DET
easat-2094	167	13	mape	mape	NOUN
easat-2094	167	14	of	of	ADP
easat-2094	167	15	15.738	15.738	NUM
easat-2094	167	16	%	%	NOUN
easat-2094	167	17	and	and	CCONJ
easat-2094	167	18	an	an	DET
easat-2094	167	19	r²	r²	NOUN
easat-2094	167	20	of	of	ADP
easat-2094	167	21	0.949	0.949	NUM
easat-2094	167	22	,	,	PUNCT
easat-2094	167	23	highlighting	highlight	VERB
easat-2094	167	24	its	its	PRON
easat-2094	167	25	ability	ability	NOUN
easat-2094	167	26	to	to	PART
easat-2094	167	27	effectively	effectively	ADV
easat-2094	167	28	extract	extract	VERB
easat-2094	167	29	both	both	CCONJ
easat-2094	167	30	spatial	spatial	ADJ
easat-2094	167	31	and	and	CCONJ
easat-2094	167	32	temporal	temporal	ADJ
easat-2094	167	33	features	feature	NOUN
easat-2094	167	34	,	,	PUNCT
easat-2094	167	35	thereby	thereby	ADV
easat-2094	167	36	reducing	reduce	VERB
easat-2094	167	37	error	error	NOUN
easat-2094	167	38	and	and	CCONJ
easat-2094	167	39	improving	improve	VERB
easat-2094	167	40	overall	overall	ADJ
easat-2094	167	41	prediction	prediction	NOUN
easat-2094	167	42	quality	quality	NOUN
easat-2094	167	43	.	.	PUNCT
easat-2094	168	1	438	438	NUM
easat-2094	168	2	edelweiss	edelweiss	PROPN
easat-2094	168	3	applied	apply	VERB
easat-2094	168	4	science	science	NOUN
easat-2094	168	5	and	and	CCONJ
easat-2094	168	6	technology	technology	NOUN
easat-2094	168	7	issn	issn	PROPN
easat-2094	168	8	:	:	PUNCT
easat-2094	168	9	2576	2576	NUM
easat-2094	168	10	-	-	SYM
easat-2094	168	11	8484	8484	NUM
easat-2094	168	12	vol	vol	NOUN
easat-2094	168	13	.	.	PROPN
easat-2094	169	1	8	8	NUM
easat-2094	169	2	,	,	PUNCT
easat-2094	169	3	no	no	INTJ
easat-2094	169	4	.	.	NOUN
easat-2094	170	1	6	6	NUM
easat-2094	170	2	:	:	SYM
easat-2094	170	3	431	431	NUM
easat-2094	170	4	-	-	SYM
easat-2094	170	5	443	443	NUM
easat-2094	170	6	,	,	PUNCT
easat-2094	170	7	2024	2024	NUM
easat-2094	170	8	doi	doi	NOUN
easat-2094	170	9	:	:	PUNCT
easat-2094	170	10	10.55214/25768484.v8i6.2094	10.55214/25768484.v8i6.2094	NUM
easat-2094	170	11	©	©	PROPN
easat-2094	170	12	2024	2024	NUM
easat-2094	170	13	by	by	ADP
easat-2094	170	14	the	the	DET
easat-2094	170	15	author	author	NOUN
easat-2094	170	16	;	;	PUNCT
easat-2094	170	17	licensee	licensee	PROPN
easat-2094	170	18	learning	learn	VERB
easat-2094	170	19	gate	gate	NOUN
easat-2094	170	20	in	in	ADP
easat-2094	170	21	summary	summary	NOUN
easat-2094	170	22	,	,	PUNCT
easat-2094	170	23	the	the	DET
easat-2094	170	24	cnn	cnn	PROPN
easat-2094	170	25	-	-	PUNCT
easat-2094	170	26	gru	gru	PROPN
easat-2094	170	27	hybrid	hybrid	NOUN
easat-2094	170	28	and	and	CCONJ
easat-2094	170	29	rf	rf	NOUN
easat-2094	170	30	models	model	NOUN
easat-2094	170	31	perform	perform	VERB
easat-2094	170	32	the	the	DET
easat-2094	170	33	best	good	ADJ
easat-2094	170	34	on	on	ADP
easat-2094	170	35	the	the	DET
easat-2094	170	36	small	small	ADJ
easat-2094	170	37	dataset	dataset	NOUN
easat-2094	170	38	,	,	PUNCT
easat-2094	170	39	with	with	ADP
easat-2094	170	40	the	the	DET
easat-2094	170	41	lowest	low	ADJ
easat-2094	170	42	mape	mape	NOUN
easat-2094	170	43	and	and	CCONJ
easat-2094	170	44	highest	high	ADJ
easat-2094	170	45	r²	r²	NOUN
easat-2094	170	46	values	value	NOUN
easat-2094	170	47	,	,	PUNCT
easat-2094	170	48	indicating	indicate	VERB
easat-2094	170	49	their	their	PRON
easat-2094	170	50	robustness	robustness	NOUN
easat-2094	170	51	and	and	CCONJ
easat-2094	170	52	effectiveness	effectiveness	NOUN
easat-2094	170	53	in	in	ADP
easat-2094	170	54	handling	handle	VERB
easat-2094	170	55	limited	limited	ADJ
easat-2094	170	56	data	datum	NOUN
easat-2094	170	57	.	.	PUNCT
easat-2094	171	1	the	the	DET
easat-2094	171	2	gru	gru	PROPN
easat-2094	171	3	also	also	ADV
easat-2094	171	4	performs	perform	VERB
easat-2094	171	5	well	well	ADV
easat-2094	171	6	,	,	PUNCT
easat-2094	171	7	while	while	SCONJ
easat-2094	171	8	svr	svr	PROPN
easat-2094	171	9	,	,	PUNCT
easat-2094	171	10	xgboost	xgboost	ADV
easat-2094	171	11	,	,	PUNCT
easat-2094	171	12	and	and	CCONJ
easat-2094	171	13	lstm	lstm	NOUN
easat-2094	171	14	are	be	AUX
easat-2094	171	15	less	less	ADV
easat-2094	171	16	effective	effective	ADJ
easat-2094	171	17	,	,	PUNCT
easat-2094	171	18	particularly	particularly	ADV
easat-2094	171	19	struggling	struggle	VERB
easat-2094	171	20	to	to	PART
easat-2094	171	21	minimize	minimize	VERB
easat-2094	171	22	prediction	prediction	NOUN
easat-2094	171	23	errors	error	NOUN
easat-2094	171	24	and	and	CCONJ
easat-2094	171	25	generalize	generalize	VERB
easat-2094	171	26	well	well	ADV
easat-2094	171	27	under	under	ADP
easat-2094	171	28	data	data	NOUN
easat-2094	171	29	constraints	constraint	NOUN
easat-2094	171	30	.	.	PUNCT
easat-2094	172	1	table	table	NOUN
easat-2094	172	2	1	1	NUM
easat-2094	172	3	.	.	PUNCT
easat-2094	173	1	monthly	monthly	ADJ
easat-2094	173	2	ep	ep	PROPN
easat-2094	173	3	forecasting	forecasting	NOUN
easat-2094	173	4	performances	performance	NOUN
easat-2094	173	5	of	of	ADP
easat-2094	173	6	all	all	DET
easat-2094	173	7	models	model	NOUN
easat-2094	173	8	.	.	PUNCT
easat-2094	174	1	forecasting	forecasting	NOUN
easat-2094	174	2	models	model	NOUN
easat-2094	174	3	mean	mean	VERB
easat-2094	174	4	mape	mape	NOUN
easat-2094	174	5	(	(	PUNCT
easat-2094	174	6	%	%	NOUN
easat-2094	174	7	)	)	PUNCT
easat-2094	174	8	mean	mean	NOUN
easat-2094	174	9	r²	r²	NOUN
easat-2094	174	10	svr	svr	PROPN
easat-2094	174	11	28.436	28.436	NUM
easat-2094	174	12	0.803	0.803	NUM
easat-2094	174	13	xgboost	xgboost	ADP
easat-2094	174	14	21.300	21.300	NUM
easat-2094	174	15	0.832	0.832	NUM
easat-2094	174	16	rf	rf	NOUN
easat-2094	174	17	16.157	16.157	NUM
easat-2094	174	18	0.937	0.937	NUM
easat-2094	174	19	lstm	lstm	ADJ
easat-2094	174	20	29.793	29.793	NUM
easat-2094	174	21	0.705	0.705	NUM
easat-2094	174	22	gru	gru	NOUN
easat-2094	174	23	19.547	19.547	NUM
easat-2094	174	24	0.893	0.893	NUM
easat-2094	174	25	cnn	cnn	PROPN
easat-2094	174	26	-	-	PUNCT
easat-2094	174	27	gru	gru	PROPN
easat-2094	174	28	15.738	15.738	NUM
easat-2094	174	29	0.949	0.949	NUM
easat-2094	174	30	these	these	DET
easat-2094	174	31	findings	finding	NOUN
easat-2094	174	32	suggest	suggest	VERB
easat-2094	174	33	that	that	SCONJ
easat-2094	174	34	ensemble	ensemble	ADJ
easat-2094	174	35	methods	method	NOUN
easat-2094	174	36	(	(	PUNCT
easat-2094	174	37	xgboost	xgboost	ADV
easat-2094	174	38	and	and	CCONJ
easat-2094	174	39	rf	rf	VERB
easat-2094	174	40	)	)	PUNCT
easat-2094	174	41	and	and	CCONJ
easat-2094	174	42	hybrid	hybrid	ADJ
easat-2094	174	43	dl	dl	PROPN
easat-2094	174	44	models	model	NOUN
easat-2094	174	45	(	(	PUNCT
easat-2094	174	46	cnngru	cnngru	PROPN
easat-2094	174	47	)	)	PUNCT
easat-2094	174	48	are	be	AUX
easat-2094	174	49	particularly	particularly	ADV
easat-2094	174	50	well	well	ADV
easat-2094	174	51	-	-	PUNCT
easat-2094	174	52	suited	suit	VERB
easat-2094	174	53	for	for	ADP
easat-2094	174	54	complex	complex	ADJ
easat-2094	174	55	forecasting	forecasting	NOUN
easat-2094	174	56	tasks	task	NOUN
easat-2094	174	57	,	,	PUNCT
easat-2094	174	58	while	while	SCONJ
easat-2094	174	59	more	more	ADV
easat-2094	174	60	traditional	traditional	ADJ
easat-2094	174	61	or	or	CCONJ
easat-2094	174	62	standalone	standalone	ADJ
easat-2094	174	63	dl	dl	PROPN
easat-2094	174	64	methods	method	NOUN
easat-2094	174	65	like	like	ADP
easat-2094	174	66	lstm	lstm	NOUN
easat-2094	174	67	may	may	AUX
easat-2094	174	68	require	require	VERB
easat-2094	174	69	more	more	ADJ
easat-2094	174	70	optimization	optimization	NOUN
easat-2094	174	71	or	or	CCONJ
easat-2094	174	72	larger	large	ADJ
easat-2094	174	73	datasets	dataset	NOUN
easat-2094	174	74	to	to	PART
easat-2094	174	75	reach	reach	VERB
easat-2094	174	76	their	their	PRON
easat-2094	174	77	full	full	ADJ
easat-2094	174	78	potential	potential	NOUN
easat-2094	174	79	.	.	PUNCT
easat-2094	175	1	the	the	DET
easat-2094	175	2	superior	superior	ADJ
easat-2094	175	3	performance	performance	NOUN
easat-2094	175	4	of	of	ADP
easat-2094	175	5	xgboost	xgboost	PROPN
easat-2094	175	6	and	and	CCONJ
easat-2094	175	7	cnn	cnn	PROPN
easat-2094	175	8	-	-	PUNCT
easat-2094	175	9	gru	gru	PROPN
easat-2094	175	10	highlights	highlight	NOUN
easat-2094	175	11	their	their	PRON
easat-2094	175	12	flexibility	flexibility	NOUN
easat-2094	175	13	in	in	ADP
easat-2094	175	14	capturing	capture	VERB
easat-2094	175	15	intricate	intricate	ADJ
easat-2094	175	16	patterns	pattern	NOUN
easat-2094	175	17	and	and	CCONJ
easat-2094	175	18	relationships	relationship	NOUN
easat-2094	175	19	in	in	ADP
easat-2094	175	20	the	the	DET
easat-2094	175	21	data	datum	NOUN
easat-2094	175	22	,	,	PUNCT
easat-2094	175	23	making	make	VERB
easat-2094	175	24	them	they	PRON
easat-2094	175	25	strong	strong	ADJ
easat-2094	175	26	candidates	candidate	NOUN
easat-2094	175	27	for	for	ADP
easat-2094	175	28	future	future	ADJ
easat-2094	175	29	forecasting	forecasting	NOUN
easat-2094	175	30	applications	application	NOUN
easat-2094	175	31	.	.	PUNCT
easat-2094	176	1	3.2	3.2	NUM
easat-2094	176	2	.	.	PUNCT
easat-2094	177	1	training	training	NOUN
easat-2094	177	2	and	and	CCONJ
easat-2094	177	3	validation	validation	NOUN
easat-2094	177	4	loss	loss	NOUN
easat-2094	177	5	curves	curve	NOUN
easat-2094	177	6	for	for	ADP
easat-2094	177	7	all	all	DET
easat-2094	177	8	models	model	NOUN
easat-2094	177	9	to	to	PART
easat-2094	177	10	provide	provide	VERB
easat-2094	177	11	deeper	deep	ADJ
easat-2094	177	12	insight	insight	NOUN
easat-2094	177	13	into	into	ADP
easat-2094	177	14	model	model	NOUN
easat-2094	177	15	training	training	NOUN
easat-2094	177	16	dynamics	dynamic	NOUN
easat-2094	177	17	and	and	CCONJ
easat-2094	177	18	generalization	generalization	NOUN
easat-2094	177	19	,	,	PUNCT
easat-2094	177	20	we	we	PRON
easat-2094	177	21	plotted	plot	VERB
easat-2094	177	22	the	the	DET
easat-2094	177	23	training	training	NOUN
easat-2094	177	24	and	and	CCONJ
easat-2094	177	25	validation	validation	NOUN
easat-2094	177	26	loss	loss	NOUN
easat-2094	177	27	curves	curve	NOUN
easat-2094	177	28	for	for	ADP
easat-2094	177	29	dl	dl	NOUN
easat-2094	177	30	-	-	PUNCT
easat-2094	177	31	based	base	VERB
easat-2094	177	32	models	model	NOUN
easat-2094	177	33	over	over	ADP
easat-2094	177	34	the	the	DET
easat-2094	177	35	cross	cross	ADJ
easat-2094	177	36	-	-	ADJ
easat-2094	177	37	validation	validation	ADJ
easat-2094	177	38	folds	fold	NOUN
easat-2094	177	39	.	.	PUNCT
easat-2094	178	1	these	these	DET
easat-2094	178	2	curves	curve	NOUN
easat-2094	178	3	illustrate	illustrate	VERB
easat-2094	178	4	how	how	SCONJ
easat-2094	178	5	each	each	DET
easat-2094	178	6	model	model	NOUN
easat-2094	178	7	converges	converge	VERB
easat-2094	178	8	during	during	ADP
easat-2094	178	9	training	training	NOUN
easat-2094	178	10	and	and	CCONJ
easat-2094	178	11	how	how	SCONJ
easat-2094	178	12	well	well	ADV
easat-2094	178	13	the	the	DET
easat-2094	178	14	model	model	NOUN
easat-2094	178	15	generalizes	generalize	VERB
easat-2094	178	16	to	to	ADP
easat-2094	178	17	unseen	unseen	ADJ
easat-2094	178	18	validation	validation	NOUN
easat-2094	178	19	data	datum	NOUN
easat-2094	178	20	.	.	PUNCT
easat-2094	179	1	figure	figure	NOUN
easat-2094	179	2	2	2	NUM
easat-2094	179	3	illustrate	illustrate	VERB
easat-2094	179	4	the	the	DET
easat-2094	179	5	training	training	NOUN
easat-2094	179	6	and	and	CCONJ
easat-2094	179	7	validation	validation	NOUN
easat-2094	179	8	loss	loss	NOUN
easat-2094	179	9	of	of	ADP
easat-2094	179	10	a	a	DET
easat-2094	179	11	cnn	cnn	PROPN
easat-2094	179	12	-	-	PUNCT
easat-2094	179	13	gru	gru	PROPN
easat-2094	179	14	hybrid	hybrid	ADJ
easat-2094	179	15	model	model	NOUN
easat-2094	179	16	across	across	ADP
easat-2094	179	17	multiple	multiple	ADJ
easat-2094	179	18	cross	cross	ADJ
easat-2094	179	19	-	-	ADJ
easat-2094	179	20	validation	validation	ADJ
easat-2094	179	21	folds	fold	NOUN
easat-2094	179	22	,	,	PUNCT
easat-2094	179	23	as	as	ADV
easat-2094	179	24	well	well	ADV
easat-2094	179	25	as	as	ADP
easat-2094	179	26	for	for	ADP
easat-2094	179	27	the	the	DET
easat-2094	179	28	best	well	ADV
easat-2094	179	29	-	-	PUNCT
easat-2094	179	30	performing	perform	VERB
easat-2094	179	31	fold	fold	NOUN
easat-2094	179	32	.	.	PUNCT
easat-2094	180	1	across	across	ADP
easat-2094	180	2	all	all	DET
easat-2094	180	3	folds	fold	NOUN
easat-2094	180	4	,	,	PUNCT
easat-2094	180	5	the	the	DET
easat-2094	180	6	training	training	NOUN
easat-2094	180	7	and	and	CCONJ
easat-2094	180	8	validation	validation	NOUN
easat-2094	180	9	losses	loss	NOUN
easat-2094	180	10	decrease	decrease	VERB
easat-2094	180	11	rapidly	rapidly	ADV
easat-2094	180	12	during	during	ADP
easat-2094	180	13	the	the	DET
easat-2094	180	14	initial	initial	ADJ
easat-2094	180	15	epochs	epoch	NOUN
easat-2094	180	16	and	and	CCONJ
easat-2094	180	17	stabilize	stabilize	VERB
easat-2094	180	18	at	at	ADP
easat-2094	180	19	low	low	ADJ
easat-2094	180	20	values	value	NOUN
easat-2094	180	21	,	,	PUNCT
easat-2094	180	22	indicating	indicate	VERB
easat-2094	180	23	effective	effective	ADJ
easat-2094	180	24	learning	learning	NOUN
easat-2094	180	25	and	and	CCONJ
easat-2094	180	26	generalization	generalization	NOUN
easat-2094	180	27	.	.	PUNCT
easat-2094	181	1	the	the	DET
easat-2094	181	2	low	low	ADJ
easat-2094	181	3	variability	variability	NOUN
easat-2094	181	4	across	across	ADP
easat-2094	181	5	folds	fold	NOUN
easat-2094	181	6	suggests	suggest	VERB
easat-2094	181	7	consistent	consistent	ADJ
easat-2094	181	8	model	model	NOUN
easat-2094	181	9	performance	performance	NOUN
easat-2094	181	10	,	,	PUNCT
easat-2094	181	11	with	with	ADP
easat-2094	181	12	minimal	minimal	ADJ
easat-2094	181	13	overfitting	overfitting	NOUN
easat-2094	181	14	.	.	PUNCT
easat-2094	182	1	for	for	ADP
easat-2094	182	2	the	the	DET
easat-2094	182	3	best	well	ADV
easat-2094	182	4	-	-	PUNCT
easat-2094	182	5	performing	perform	VERB
easat-2094	182	6	fold	fold	NOUN
easat-2094	182	7	,	,	PUNCT
easat-2094	182	8	both	both	DET
easat-2094	182	9	training	training	NOUN
easat-2094	182	10	and	and	CCONJ
easat-2094	182	11	validation	validation	NOUN
easat-2094	182	12	losses	loss	NOUN
easat-2094	182	13	converge	converge	VERB
easat-2094	182	14	to	to	ADP
easat-2094	182	15	near	near	ADV
easat-2094	182	16	-	-	PUNCT
easat-2094	182	17	zero	zero	NUM
easat-2094	182	18	values	value	NOUN
easat-2094	182	19	,	,	PUNCT
easat-2094	182	20	demonstrating	demonstrate	VERB
easat-2094	182	21	effective	effective	ADJ
easat-2094	182	22	model	model	NOUN
easat-2094	182	23	training	training	NOUN
easat-2094	182	24	and	and	CCONJ
easat-2094	182	25	excellent	excellent	ADJ
easat-2094	182	26	generalization	generalization	NOUN
easat-2094	182	27	without	without	ADP
easat-2094	182	28	significant	significant	ADJ
easat-2094	182	29	overfitting	overfitting	NOUN
easat-2094	182	30	.	.	PUNCT
easat-2094	183	1	these	these	DET
easat-2094	183	2	results	result	NOUN
easat-2094	183	3	highlight	highlight	VERB
easat-2094	183	4	the	the	DET
easat-2094	183	5	ability	ability	NOUN
easat-2094	183	6	of	of	ADP
easat-2094	183	7	the	the	DET
easat-2094	183	8	cnn	cnn	PROPN
easat-2094	183	9	-	-	PUNCT
easat-2094	183	10	gru	gru	PROPN
easat-2094	183	11	hybrid	hybrid	ADJ
easat-2094	183	12	model	model	NOUN
easat-2094	183	13	to	to	PART
easat-2094	183	14	capture	capture	VERB
easat-2094	183	15	both	both	CCONJ
easat-2094	183	16	spatial	spatial	ADJ
easat-2094	183	17	and	and	CCONJ
easat-2094	183	18	temporal	temporal	ADJ
easat-2094	183	19	features	feature	NOUN
easat-2094	183	20	effectively	effectively	ADV
easat-2094	183	21	,	,	PUNCT
easat-2094	183	22	demonstrating	demonstrate	VERB
easat-2094	183	23	robustness	robustness	NOUN
easat-2094	183	24	and	and	CCONJ
easat-2094	183	25	stability	stability	NOUN
easat-2094	183	26	across	across	ADP
easat-2094	183	27	different	different	ADJ
easat-2094	183	28	data	datum	NOUN
easat-2094	183	29	splits	split	VERB
easat-2094	183	30	.	.	PUNCT
easat-2094	184	1	439	439	NUM
easat-2094	184	2	edelweiss	edelweiss	PROPN
easat-2094	184	3	applied	apply	VERB
easat-2094	184	4	science	science	NOUN
easat-2094	184	5	and	and	CCONJ
easat-2094	184	6	technology	technology	NOUN
easat-2094	184	7	issn	issn	PROPN
easat-2094	184	8	:	:	PUNCT
easat-2094	184	9	2576	2576	NUM
easat-2094	184	10	-	-	SYM
easat-2094	184	11	8484	8484	NUM
easat-2094	184	12	vol	vol	NOUN
easat-2094	184	13	.	.	PROPN
easat-2094	184	14	8	8	NUM
easat-2094	184	15	,	,	PUNCT
easat-2094	184	16	no	no	INTJ
easat-2094	184	17	.	.	NOUN
easat-2094	185	1	6	6	NUM
easat-2094	185	2	:	:	SYM
easat-2094	185	3	431	431	NUM
easat-2094	185	4	-	-	SYM
easat-2094	185	5	443	443	NUM
easat-2094	185	6	,	,	PUNCT
easat-2094	185	7	2024	2024	NUM
easat-2094	185	8	doi	doi	NOUN
easat-2094	185	9	:	:	PUNCT
easat-2094	185	10	10.55214/25768484.v8i6.2094	10.55214/25768484.v8i6.2094	NUM
easat-2094	185	11	©	©	PROPN
easat-2094	185	12	2024	2024	NUM
easat-2094	185	13	by	by	ADP
easat-2094	185	14	the	the	DET
easat-2094	185	15	author	author	NOUN
easat-2094	185	16	;	;	PUNCT
easat-2094	185	17	licensee	licensee	PROPN
easat-2094	185	18	learning	learning	NOUN
easat-2094	185	19	gate	gate	NOUN
easat-2094	185	20	(	(	PUNCT
easat-2094	185	21	a	a	NOUN
easat-2094	185	22	)	)	PUNCT
easat-2094	185	23	(	(	PUNCT
easat-2094	185	24	b	b	X
easat-2094	185	25	)	)	PUNCT
easat-2094	185	26	figure	figure	NOUN
easat-2094	185	27	2	2	NUM
easat-2094	185	28	.	.	PUNCT
easat-2094	186	1	the	the	DET
easat-2094	186	2	training	training	NOUN
easat-2094	186	3	and	and	CCONJ
easat-2094	186	4	validation	validation	NOUN
easat-2094	186	5	loss	loss	NOUN
easat-2094	186	6	curves	curve	NOUN
easat-2094	186	7	for	for	ADP
easat-2094	186	8	the	the	DET
easat-2094	186	9	cnn	cnn	PROPN
easat-2094	186	10	-	-	PUNCT
easat-2094	186	11	gru	gru	PROPN
easat-2094	186	12	hybrid	hybrid	ADJ
easat-2094	186	13	model	model	NOUN
easat-2094	186	14	across	across	ADP
easat-2094	186	15	(	(	PUNCT
easat-2094	186	16	a	a	X
easat-2094	186	17	)	)	PUNCT
easat-2094	186	18	five	five	NUM
easat-2094	186	19	different	different	ADJ
easat-2094	186	20	folds	fold	NOUN
easat-2094	186	21	and	and	CCONJ
easat-2094	186	22	(	(	PUNCT
easat-2094	186	23	b	b	X
easat-2094	186	24	)	)	PUNCT
easat-2094	186	25	the	the	DET
easat-2094	186	26	best	good	ADJ
easat-2094	186	27	fold	fold	ADJ
easat-2094	186	28	.	.	PUNCT
easat-2094	187	1	figure	figure	NOUN
easat-2094	187	2	3	3	NUM
easat-2094	187	3	depicts	depict	VERB
easat-2094	187	4	the	the	DET
easat-2094	187	5	training	training	NOUN
easat-2094	187	6	and	and	CCONJ
easat-2094	187	7	validation	validation	NOUN
easat-2094	187	8	loss	loss	NOUN
easat-2094	187	9	curves	curve	NOUN
easat-2094	187	10	of	of	ADP
easat-2094	187	11	a	a	DET
easat-2094	187	12	gru	gru	NOUN
easat-2094	187	13	model	model	NOUN
easat-2094	187	14	across	across	ADP
easat-2094	187	15	multiple	multiple	ADJ
easat-2094	187	16	crossvalidation	crossvalidation	NOUN
easat-2094	187	17	folds	fold	NOUN
easat-2094	187	18	,	,	PUNCT
easat-2094	187	19	demonstrating	demonstrate	VERB
easat-2094	187	20	effective	effective	ADJ
easat-2094	187	21	learning	learning	NOUN
easat-2094	187	22	of	of	ADP
easat-2094	187	23	temporal	temporal	ADJ
easat-2094	187	24	features	feature	NOUN
easat-2094	187	25	.	.	PUNCT
easat-2094	188	1	the	the	DET
easat-2094	188	2	steep	steep	ADJ
easat-2094	188	3	decline	decline	NOUN
easat-2094	188	4	in	in	ADP
easat-2094	188	5	losses	loss	NOUN
easat-2094	188	6	across	across	ADP
easat-2094	188	7	all	all	DET
easat-2094	188	8	folds	fold	NOUN
easat-2094	188	9	,	,	PUNCT
easat-2094	188	10	followed	follow	VERB
easat-2094	188	11	by	by	ADP
easat-2094	188	12	convergence	convergence	NOUN
easat-2094	188	13	to	to	ADP
easat-2094	188	14	low	low	ADJ
easat-2094	188	15	values	value	NOUN
easat-2094	188	16	,	,	PUNCT
easat-2094	188	17	indicates	indicate	VERB
easat-2094	188	18	robust	robust	ADJ
easat-2094	188	19	learning	learning	NOUN
easat-2094	188	20	and	and	CCONJ
easat-2094	188	21	good	good	ADJ
easat-2094	188	22	generalization	generalization	NOUN
easat-2094	188	23	with	with	ADP
easat-2094	188	24	minimal	minimal	ADJ
easat-2094	188	25	overfitting	overfitting	NOUN
easat-2094	188	26	.	.	PUNCT
easat-2094	189	1	the	the	DET
easat-2094	189	2	results	result	NOUN
easat-2094	189	3	for	for	ADP
easat-2094	189	4	the	the	DET
easat-2094	189	5	best	well	ADV
easat-2094	189	6	-	-	PUNCT
easat-2094	189	7	performing	perform	VERB
easat-2094	189	8	fold	fold	NOUN
easat-2094	189	9	(	(	PUNCT
easat-2094	189	10	fold	fold	NOUN
easat-2094	189	11	5	5	NUM
easat-2094	189	12	)	)	PUNCT
easat-2094	189	13	further	far	ADV
easat-2094	189	14	confirm	confirm	VERB
easat-2094	189	15	the	the	DET
easat-2094	189	16	model	model	NOUN
easat-2094	189	17	's	's	PART
easat-2094	189	18	strong	strong	ADJ
easat-2094	189	19	ability	ability	NOUN
easat-2094	189	20	to	to	PART
easat-2094	189	21	generalize	generalize	VERB
easat-2094	189	22	,	,	PUNCT
easat-2094	189	23	as	as	SCONJ
easat-2094	189	24	evidenced	evidence	VERB
easat-2094	189	25	by	by	ADP
easat-2094	189	26	the	the	DET
easat-2094	189	27	close	close	ADJ
easat-2094	189	28	alignment	alignment	NOUN
easat-2094	189	29	of	of	ADP
easat-2094	189	30	training	training	NOUN
easat-2094	189	31	and	and	CCONJ
easat-2094	189	32	validation	validation	NOUN
easat-2094	189	33	losses	loss	NOUN
easat-2094	189	34	.	.	PUNCT
easat-2094	190	1	overall	overall	ADV
easat-2094	190	2	,	,	PUNCT
easat-2094	190	3	the	the	DET
easat-2094	190	4	gru	gru	NOUN
easat-2094	190	5	model	model	NOUN
easat-2094	190	6	shows	show	VERB
easat-2094	190	7	stability	stability	NOUN
easat-2094	190	8	and	and	CCONJ
easat-2094	190	9	effectiveness	effectiveness	NOUN
easat-2094	190	10	in	in	ADP
easat-2094	190	11	consistently	consistently	ADV
easat-2094	190	12	learning	learn	VERB
easat-2094	190	13	sequential	sequential	ADJ
easat-2094	190	14	patterns	pattern	NOUN
easat-2094	190	15	across	across	ADP
easat-2094	190	16	different	different	ADJ
easat-2094	190	17	data	datum	NOUN
easat-2094	190	18	splits	split	VERB
easat-2094	190	19	.	.	PUNCT
easat-2094	191	1	(	(	PUNCT
easat-2094	191	2	a	a	X
easat-2094	191	3	)	)	PUNCT
easat-2094	191	4	(	(	PUNCT
easat-2094	191	5	b	b	X
easat-2094	191	6	)	)	PUNCT
easat-2094	191	7	figure	figure	NOUN
easat-2094	191	8	3	3	NUM
easat-2094	191	9	.	.	PUNCT
easat-2094	192	1	the	the	DET
easat-2094	192	2	training	training	NOUN
easat-2094	192	3	and	and	CCONJ
easat-2094	192	4	validation	validation	NOUN
easat-2094	192	5	loss	loss	NOUN
easat-2094	192	6	curves	curve	NOUN
easat-2094	192	7	for	for	ADP
easat-2094	192	8	the	the	DET
easat-2094	192	9	gru	gru	NOUN
easat-2094	192	10	model	model	NOUN
easat-2094	192	11	across	across	ADP
easat-2094	192	12	(	(	PUNCT
easat-2094	192	13	a	a	X
easat-2094	192	14	)	)	PUNCT
easat-2094	192	15	five	five	NUM
easat-2094	192	16	different	different	ADJ
easat-2094	192	17	folds	fold	NOUN
easat-2094	192	18	and	and	CCONJ
easat-2094	192	19	(	(	PUNCT
easat-2094	192	20	b	b	X
easat-2094	192	21	)	)	PUNCT
easat-2094	192	22	the	the	DET
easat-2094	192	23	best	good	ADJ
easat-2094	192	24	fold	fold	ADJ
easat-2094	192	25	.	.	PUNCT
easat-2094	193	1	figure	figure	NOUN
easat-2094	193	2	4	4	NUM
easat-2094	193	3	illustrates	illustrate	VERB
easat-2094	193	4	the	the	DET
easat-2094	193	5	training	training	NOUN
easat-2094	193	6	and	and	CCONJ
easat-2094	193	7	validation	validation	NOUN
easat-2094	193	8	loss	loss	NOUN
easat-2094	193	9	(	(	PUNCT
easat-2094	193	10	in	in	ADP
easat-2094	193	11	mean	mean	NOUN
easat-2094	193	12	squared	square	VERB
easat-2094	193	13	error	error	NOUN
easat-2094	193	14	)	)	PUNCT
easat-2094	193	15	for	for	ADP
easat-2094	193	16	an	an	DET
easat-2094	193	17	lstm	lstm	NOUN
easat-2094	193	18	model	model	NOUN
easat-2094	193	19	across	across	ADP
easat-2094	193	20	five	five	NUM
easat-2094	193	21	cross	cross	ADJ
easat-2094	193	22	-	-	ADJ
easat-2094	193	23	validation	validation	ADJ
easat-2094	193	24	folds	fold	NOUN
easat-2094	193	25	.	.	PUNCT
easat-2094	194	1	figure	figure	NOUN
easat-2094	194	2	4(a	4(a	NUM
easat-2094	194	3	)	)	PUNCT
easat-2094	194	4	presents	present	VERB
easat-2094	194	5	the	the	DET
easat-2094	194	6	loss	loss	NOUN
easat-2094	194	7	curves	curve	NOUN
easat-2094	194	8	for	for	ADP
easat-2094	194	9	all	all	DET
easat-2094	194	10	folds	fold	NOUN
easat-2094	194	11	,	,	PUNCT
easat-2094	194	12	showing	show	VERB
easat-2094	194	13	a	a	DET
easat-2094	194	14	rapid	rapid	ADJ
easat-2094	194	15	decline	decline	NOUN
easat-2094	194	16	in	in	ADP
easat-2094	194	17	losses	loss	NOUN
easat-2094	194	18	during	during	ADP
easat-2094	194	19	the	the	DET
easat-2094	194	20	initial	initial	ADJ
easat-2094	194	21	epochs	epoch	NOUN
easat-2094	194	22	followed	follow	VERB
easat-2094	194	23	by	by	ADP
easat-2094	194	24	gradual	gradual	ADJ
easat-2094	194	25	stabilization	stabilization	NOUN
easat-2094	194	26	,	,	PUNCT
easat-2094	194	27	indicating	indicate	VERB
easat-2094	194	28	effective	effective	ADJ
easat-2094	194	29	learning	learning	NOUN
easat-2094	194	30	of	of	ADP
easat-2094	194	31	temporal	temporal	ADJ
easat-2094	194	32	dependencies	dependency	NOUN
easat-2094	194	33	and	and	CCONJ
easat-2094	194	34	good	good	ADJ
easat-2094	194	35	generalization	generalization	NOUN
easat-2094	194	36	.	.	PUNCT
easat-2094	195	1	some	some	DET
easat-2094	195	2	variability	variability	NOUN
easat-2094	195	3	among	among	ADP
easat-2094	195	4	folds	fold	NOUN
easat-2094	195	5	suggests	suggest	VERB
easat-2094	195	6	different	different	ADJ
easat-2094	195	7	440	440	NUM
easat-2094	195	8	edelweiss	edelweiss	PROPN
easat-2094	195	9	applied	apply	VERB
easat-2094	195	10	science	science	NOUN
easat-2094	195	11	and	and	CCONJ
easat-2094	195	12	technology	technology	NOUN
easat-2094	195	13	issn	issn	PROPN
easat-2094	195	14	:	:	PUNCT
easat-2094	195	15	2576	2576	NUM
easat-2094	195	16	-	-	SYM
easat-2094	195	17	8484	8484	NUM
easat-2094	195	18	vol	vol	NOUN
easat-2094	195	19	.	.	PROPN
easat-2094	195	20	8	8	NUM
easat-2094	195	21	,	,	PUNCT
easat-2094	195	22	no	no	INTJ
easat-2094	195	23	.	.	NOUN
easat-2094	196	1	6	6	NUM
easat-2094	196	2	:	:	SYM
easat-2094	196	3	431	431	NUM
easat-2094	196	4	-	-	SYM
easat-2094	196	5	443	443	NUM
easat-2094	196	6	,	,	PUNCT
easat-2094	196	7	2024	2024	NUM
easat-2094	196	8	doi	doi	NOUN
easat-2094	196	9	:	:	PUNCT
easat-2094	196	10	10.55214/25768484.v8i6.2094	10.55214/25768484.v8i6.2094	NUM
easat-2094	196	11	©	©	PROPN
easat-2094	196	12	2024	2024	NUM
easat-2094	196	13	by	by	ADP
easat-2094	196	14	the	the	DET
easat-2094	196	15	author	author	NOUN
easat-2094	196	16	;	;	PUNCT
easat-2094	196	17	licensee	licensee	PROPN
easat-2094	196	18	learning	learning	PROPN
easat-2094	196	19	gate	gate	NOUN
easat-2094	196	20	levels	level	NOUN
easat-2094	196	21	of	of	ADP
easat-2094	196	22	complexity	complexity	NOUN
easat-2094	196	23	or	or	CCONJ
easat-2094	196	24	noise	noise	NOUN
easat-2094	196	25	in	in	ADP
easat-2094	196	26	the	the	DET
easat-2094	196	27	data	data	NOUN
easat-2094	196	28	splits	split	VERB
easat-2094	196	29	.	.	PUNCT
easat-2094	197	1	figure	figure	NOUN
easat-2094	197	2	4(b	4(b	NUM
easat-2094	197	3	)	)	PUNCT
easat-2094	197	4	highlights	highlight	VERB
easat-2094	197	5	the	the	DET
easat-2094	197	6	best	well	ADV
easat-2094	197	7	-	-	PUNCT
easat-2094	197	8	performing	perform	VERB
easat-2094	197	9	fold	fold	NOUN
easat-2094	197	10	(	(	PUNCT
easat-2094	197	11	fold	fold	NOUN
easat-2094	197	12	2	2	NUM
easat-2094	197	13	)	)	PUNCT
easat-2094	197	14	,	,	PUNCT
easat-2094	197	15	where	where	SCONJ
easat-2094	197	16	both	both	DET
easat-2094	197	17	training	training	NOUN
easat-2094	197	18	and	and	CCONJ
easat-2094	197	19	validation	validation	NOUN
easat-2094	197	20	losses	loss	NOUN
easat-2094	197	21	consistently	consistently	ADV
easat-2094	197	22	reduce	reduce	VERB
easat-2094	197	23	and	and	CCONJ
easat-2094	197	24	converge	converge	VERB
easat-2094	197	25	to	to	ADP
easat-2094	197	26	near	near	ADV
easat-2094	197	27	-	-	PUNCT
easat-2094	197	28	zero	zero	NUM
easat-2094	197	29	values	value	NOUN
easat-2094	197	30	,	,	PUNCT
easat-2094	197	31	showing	show	VERB
easat-2094	197	32	effective	effective	ADJ
easat-2094	197	33	error	error	NOUN
easat-2094	197	34	minimization	minimization	NOUN
easat-2094	197	35	,	,	PUNCT
easat-2094	197	36	stability	stability	NOUN
easat-2094	197	37	,	,	PUNCT
easat-2094	197	38	and	and	CCONJ
easat-2094	197	39	minimal	minimal	ADJ
easat-2094	197	40	overfitting	overfitting	NOUN
easat-2094	197	41	.	.	PUNCT
easat-2094	198	1	overall	overall	ADV
easat-2094	198	2	,	,	PUNCT
easat-2094	198	3	the	the	DET
easat-2094	198	4	results	result	NOUN
easat-2094	198	5	demonstrate	demonstrate	VERB
easat-2094	198	6	the	the	DET
easat-2094	198	7	robustness	robustness	NOUN
easat-2094	198	8	and	and	CCONJ
easat-2094	198	9	efficacy	efficacy	NOUN
easat-2094	198	10	of	of	ADP
easat-2094	198	11	the	the	DET
easat-2094	198	12	lstm	lstm	PROPN
easat-2094	198	13	model	model	NOUN
easat-2094	198	14	in	in	ADP
easat-2094	198	15	capturing	capture	VERB
easat-2094	198	16	sequential	sequential	ADJ
easat-2094	198	17	patterns	pattern	NOUN
easat-2094	198	18	and	and	CCONJ
easat-2094	198	19	generalizing	generalize	VERB
easat-2094	198	20	well	well	ADV
easat-2094	198	21	across	across	ADP
easat-2094	198	22	multiple	multiple	ADJ
easat-2094	198	23	data	datum	NOUN
easat-2094	198	24	splits	split	NOUN
easat-2094	198	25	.	.	PUNCT
easat-2094	199	1	(	(	PUNCT
easat-2094	199	2	a	a	X
easat-2094	199	3	)	)	PUNCT
easat-2094	199	4	(	(	PUNCT
easat-2094	199	5	b	b	X
easat-2094	199	6	)	)	PUNCT
easat-2094	199	7	figure	figure	NOUN
easat-2094	199	8	4	4	NUM
easat-2094	199	9	.	.	PUNCT
easat-2094	200	1	the	the	DET
easat-2094	200	2	training	training	NOUN
easat-2094	200	3	and	and	CCONJ
easat-2094	200	4	validation	validation	NOUN
easat-2094	200	5	loss	loss	NOUN
easat-2094	200	6	curves	curve	NOUN
easat-2094	200	7	for	for	ADP
easat-2094	200	8	the	the	DET
easat-2094	200	9	lstm	lstm	PROPN
easat-2094	200	10	model	model	NOUN
easat-2094	200	11	across	across	ADP
easat-2094	200	12	(	(	PUNCT
easat-2094	200	13	a	a	X
easat-2094	200	14	)	)	PUNCT
easat-2094	200	15	five	five	NUM
easat-2094	200	16	different	different	ADJ
easat-2094	200	17	folds	fold	NOUN
easat-2094	200	18	and	and	CCONJ
easat-2094	200	19	(	(	PUNCT
easat-2094	200	20	b	b	X
easat-2094	200	21	)	)	PUNCT
easat-2094	200	22	the	the	DET
easat-2094	200	23	best	good	ADJ
easat-2094	200	24	fold	fold	NOUN
easat-2094	200	25	.	.	PUNCT
easat-2094	201	1	incorporating	incorporate	VERB
easat-2094	201	2	these	these	DET
easat-2094	201	3	training	training	NOUN
easat-2094	201	4	and	and	CCONJ
easat-2094	201	5	validation	validation	NOUN
easat-2094	201	6	loss	loss	NOUN
easat-2094	201	7	plots	plot	NOUN
easat-2094	201	8	allows	allow	VERB
easat-2094	201	9	for	for	ADP
easat-2094	201	10	a	a	DET
easat-2094	201	11	detailed	detailed	ADJ
easat-2094	201	12	analysis	analysis	NOUN
easat-2094	201	13	of	of	ADP
easat-2094	201	14	how	how	SCONJ
easat-2094	201	15	each	each	DET
easat-2094	201	16	model	model	NOUN
easat-2094	201	17	performs	perform	VERB
easat-2094	201	18	across	across	ADP
easat-2094	201	19	different	different	ADJ
easat-2094	201	20	training	training	NOUN
easat-2094	201	21	folds	fold	NOUN
easat-2094	201	22	.	.	PUNCT
easat-2094	202	1	these	these	DET
easat-2094	202	2	curves	curve	NOUN
easat-2094	202	3	also	also	ADV
easat-2094	202	4	highlight	highlight	VERB
easat-2094	202	5	potential	potential	ADJ
easat-2094	202	6	overfitting	overfitting	NOUN
easat-2094	202	7	or	or	CCONJ
easat-2094	202	8	underfitting	underfitting	NOUN
easat-2094	202	9	problems	problem	NOUN
easat-2094	202	10	,	,	PUNCT
easat-2094	202	11	offering	offer	VERB
easat-2094	202	12	further	further	ADJ
easat-2094	202	13	insights	insight	NOUN
easat-2094	202	14	into	into	ADP
easat-2094	202	15	why	why	SCONJ
easat-2094	202	16	certain	certain	ADJ
easat-2094	202	17	models	model	NOUN
easat-2094	202	18	(	(	PUNCT
easat-2094	202	19	e.g.	e.g.	ADV
easat-2094	202	20	,	,	PUNCT
easat-2094	202	21	lstm	lstm	NOUN
easat-2094	202	22	)	)	PUNCT
easat-2094	202	23	performed	perform	VERB
easat-2094	202	24	worse	bad	ADJ
easat-2094	202	25	than	than	ADP
easat-2094	202	26	others	other	NOUN
easat-2094	202	27	(	(	PUNCT
easat-2094	202	28	e.g.	e.g.	ADV
easat-2094	202	29	,	,	PUNCT
easat-2094	202	30	rf	rf	PROPN
easat-2094	202	31	,	,	PUNCT
easat-2094	202	32	cnn	cnn	PROPN
easat-2094	202	33	-	-	PUNCT
easat-2094	202	34	gru	gru	PROPN
easat-2094	202	35	)	)	PUNCT
easat-2094	202	36	.	.	PUNCT
easat-2094	203	1	3.3	3.3	NUM
easat-2094	203	2	.	.	PUNCT
easat-2094	203	3	prediction	prediction	NOUN
easat-2094	203	4	vs	vs	ADP
easat-2094	203	5	actual	actual	ADJ
easat-2094	203	6	value	value	NOUN
easat-2094	203	7	plots	plot	NOUN
easat-2094	203	8	for	for	ADP
easat-2094	203	9	all	all	DET
easat-2094	203	10	models	model	NOUN
easat-2094	203	11	the	the	DET
easat-2094	203	12	provided	provide	VERB
easat-2094	203	13	figures	figure	NOUN
easat-2094	203	14	in	in	ADP
easat-2094	203	15	figure	figure	NOUN
easat-2094	203	16	5	5	NUM
easat-2094	203	17	illustrate	illustrate	VERB
easat-2094	203	18	the	the	DET
easat-2094	203	19	comparison	comparison	NOUN
easat-2094	203	20	between	between	ADP
easat-2094	203	21	predicted	predict	VERB
easat-2094	203	22	and	and	CCONJ
easat-2094	203	23	true	true	ADJ
easat-2094	203	24	(	(	PUNCT
easat-2094	203	25	actual	actual	ADJ
easat-2094	203	26	)	)	PUNCT
easat-2094	203	27	values	value	NOUN
easat-2094	203	28	for	for	ADP
easat-2094	203	29	five	five	NUM
easat-2094	203	30	different	different	ADJ
easat-2094	203	31	models	model	NOUN
easat-2094	203	32	—	—	PUNCT
easat-2094	203	33	cnn	cnn	PROPN
easat-2094	203	34	-	-	PUNCT
easat-2094	203	35	gru	gru	PROPN
easat-2094	203	36	hybrid	hybrid	NOUN
easat-2094	203	37	,	,	PUNCT
easat-2094	203	38	gru	gru	PROPN
easat-2094	203	39	,	,	PUNCT
easat-2094	203	40	lstm	lstm	PROPN
easat-2094	203	41	,	,	PUNCT
easat-2094	203	42	svr	svr	PROPN
easat-2094	203	43	,	,	PUNCT
easat-2094	203	44	xgboost	xgboost	ADV
easat-2094	203	45	,	,	PUNCT
easat-2094	203	46	and	and	CCONJ
easat-2094	203	47	rf	rf	VERB
easat-2094	203	48	—	—	PUNCT
easat-2094	203	49	on	on	ADP
easat-2094	203	50	the	the	DET
easat-2094	203	51	best	well	ADV
easat-2094	203	52	-	-	PUNCT
easat-2094	203	53	performing	perform	VERB
easat-2094	203	54	folds	fold	NOUN
easat-2094	203	55	in	in	ADP
easat-2094	203	56	a	a	DET
easat-2094	203	57	cross	cross	ADJ
easat-2094	203	58	-	-	ADJ
easat-2094	203	59	validation	validation	ADJ
easat-2094	203	60	setting	setting	NOUN
easat-2094	203	61	.	.	PUNCT
easat-2094	204	1	each	each	DET
easat-2094	204	2	graph	graph	NOUN
easat-2094	204	3	evaluates	evaluate	VERB
easat-2094	204	4	the	the	DET
easat-2094	204	5	ability	ability	NOUN
easat-2094	204	6	of	of	ADP
easat-2094	204	7	these	these	DET
easat-2094	204	8	models	model	NOUN
easat-2094	204	9	to	to	PART
easat-2094	204	10	capture	capture	VERB
easat-2094	204	11	temporal	temporal	ADJ
easat-2094	204	12	dependencies	dependency	NOUN
easat-2094	204	13	from	from	ADP
easat-2094	204	14	a	a	DET
easat-2094	204	15	very	very	ADV
easat-2094	204	16	small	small	ADJ
easat-2094	204	17	dataset	dataset	NOUN
easat-2094	204	18	.	.	PUNCT
easat-2094	205	1	the	the	DET
easat-2094	205	2	x	x	X
easat-2094	205	3	-	-	NOUN
easat-2094	205	4	axis	axis	NOUN
easat-2094	205	5	represents	represent	VERB
easat-2094	205	6	either	either	DET
easat-2094	205	7	time	time	NOUN
easat-2094	205	8	steps	step	NOUN
easat-2094	205	9	or	or	CCONJ
easat-2094	205	10	sample	sample	NOUN
easat-2094	205	11	indices	index	NOUN
easat-2094	205	12	,	,	PUNCT
easat-2094	205	13	while	while	SCONJ
easat-2094	205	14	the	the	DET
easat-2094	205	15	y	y	NOUN
easat-2094	205	16	-	-	PUNCT
easat-2094	205	17	axis	axis	NOUN
easat-2094	205	18	represents	represent	VERB
easat-2094	205	19	the	the	DET
easat-2094	205	20	normalized	normalize	VERB
easat-2094	205	21	values	value	NOUN
easat-2094	205	22	of	of	ADP
easat-2094	205	23	the	the	DET
easat-2094	205	24	target	target	NOUN
easat-2094	205	25	variable	variable	NOUN
easat-2094	205	26	,	,	PUNCT
easat-2094	205	27	such	such	ADJ
easat-2094	205	28	as	as	ADP
easat-2094	205	29	electricity	electricity	NOUN
easat-2094	205	30	price	price	NOUN
easat-2094	205	31	.	.	PUNCT
easat-2094	206	1	when	when	SCONJ
easat-2094	206	2	considering	consider	VERB
easat-2094	206	3	the	the	DET
easat-2094	206	4	metrics	metric	NOUN
easat-2094	206	5	from	from	ADP
easat-2094	206	6	table	table	NOUN
easat-2094	206	7	1	1	NUM
easat-2094	206	8	,	,	PUNCT
easat-2094	206	9	which	which	PRON
easat-2094	206	10	presents	present	VERB
easat-2094	206	11	the	the	DET
easat-2094	206	12	mape	mape	NOUN
easat-2094	206	13	and	and	CCONJ
easat-2094	206	14	r²	r²	VERB
easat-2094	206	15	for	for	ADP
easat-2094	206	16	each	each	DET
easat-2094	206	17	model	model	NOUN
easat-2094	206	18	,	,	PUNCT
easat-2094	206	19	we	we	PRON
easat-2094	206	20	can	can	AUX
easat-2094	206	21	reassess	reassess	VERB
easat-2094	206	22	their	their	PRON
easat-2094	206	23	performance	performance	NOUN
easat-2094	206	24	.	.	PUNCT
easat-2094	207	1	the	the	DET
easat-2094	207	2	cnn	cnn	PROPN
easat-2094	207	3	-	-	PUNCT
easat-2094	207	4	gru	gru	PROPN
easat-2094	207	5	hybrid	hybrid	ADJ
easat-2094	207	6	model	model	NOUN
easat-2094	207	7	demonstrates	demonstrate	VERB
easat-2094	207	8	the	the	DET
easat-2094	207	9	best	good	ADJ
easat-2094	207	10	performance	performance	NOUN
easat-2094	207	11	,	,	PUNCT
easat-2094	207	12	achieving	achieve	VERB
easat-2094	207	13	the	the	DET
easat-2094	207	14	lowest	low	ADJ
easat-2094	207	15	mape	mape	NOUN
easat-2094	207	16	and	and	CCONJ
easat-2094	207	17	highest	high	ADJ
easat-2094	207	18	r²	r²	NOUN
easat-2094	207	19	.	.	PUNCT
easat-2094	208	1	in	in	ADP
easat-2094	208	2	the	the	DET
easat-2094	208	3	graph	graph	NOUN
easat-2094	208	4	,	,	PUNCT
easat-2094	208	5	the	the	DET
easat-2094	208	6	predicted	predict	VERB
easat-2094	208	7	values	value	NOUN
easat-2094	208	8	closely	closely	ADV
easat-2094	208	9	align	align	VERB
easat-2094	208	10	with	with	ADP
easat-2094	208	11	the	the	DET
easat-2094	208	12	true	true	ADJ
easat-2094	208	13	values	value	NOUN
easat-2094	208	14	,	,	PUNCT
easat-2094	208	15	suggesting	suggest	VERB
easat-2094	208	16	that	that	SCONJ
easat-2094	208	17	the	the	DET
easat-2094	208	18	model	model	NOUN
easat-2094	208	19	successfully	successfully	ADV
easat-2094	208	20	captures	capture	VERB
easat-2094	208	21	both	both	CCONJ
easat-2094	208	22	spatial	spatial	ADJ
easat-2094	208	23	and	and	CCONJ
easat-2094	208	24	temporal	temporal	ADJ
easat-2094	208	25	features	feature	NOUN
easat-2094	208	26	despite	despite	SCONJ
easat-2094	208	27	the	the	DET
easat-2094	208	28	limited	limited	ADJ
easat-2094	208	29	data	datum	NOUN
easat-2094	208	30	available	available	ADJ
easat-2094	208	31	.	.	PUNCT
easat-2094	209	1	this	this	DET
easat-2094	209	2	strong	strong	ADJ
easat-2094	209	3	alignment	alignment	NOUN
easat-2094	209	4	suggests	suggest	VERB
easat-2094	209	5	that	that	SCONJ
easat-2094	209	6	the	the	DET
easat-2094	209	7	cnn	cnn	PROPN
easat-2094	209	8	-	-	PUNCT
easat-2094	209	9	gru	gru	PROPN
easat-2094	209	10	hybrid	hybrid	ADJ
easat-2094	209	11	model	model	NOUN
easat-2094	209	12	is	be	AUX
easat-2094	209	13	highly	highly	ADV
easat-2094	209	14	capable	capable	ADJ
easat-2094	209	15	of	of	ADP
easat-2094	209	16	generalizing	generalize	VERB
easat-2094	209	17	well	well	ADV
easat-2094	209	18	even	even	ADV
easat-2094	209	19	with	with	ADP
easat-2094	209	20	a	a	DET
easat-2094	209	21	small	small	ADJ
easat-2094	209	22	dataset	dataset	NOUN
easat-2094	209	23	.	.	PUNCT
easat-2094	210	1	the	the	DET
easat-2094	210	2	gru	gru	NOUN
easat-2094	210	3	model	model	NOUN
easat-2094	210	4	also	also	ADV
easat-2094	210	5	performs	perform	VERB
easat-2094	210	6	well	well	ADV
easat-2094	210	7	,	,	PUNCT
easat-2094	210	8	with	with	ADP
easat-2094	210	9	a	a	DET
easat-2094	210	10	moderate	moderate	ADJ
easat-2094	210	11	mape	mape	NOUN
easat-2094	210	12	and	and	CCONJ
easat-2094	210	13	a	a	DET
easat-2094	210	14	high	high	ADJ
easat-2094	210	15	r²	r²	NOUN
easat-2094	210	16	.	.	PUNCT
easat-2094	211	1	the	the	DET
easat-2094	211	2	graph	graph	NOUN
easat-2094	211	3	shows	show	VERB
easat-2094	211	4	that	that	SCONJ
easat-2094	211	5	the	the	DET
easat-2094	211	6	gru	gru	NOUN
easat-2094	211	7	model	model	NOUN
easat-2094	211	8	effectively	effectively	ADV
easat-2094	211	9	captures	capture	VERB
easat-2094	211	10	major	major	ADJ
easat-2094	211	11	trends	trend	NOUN
easat-2094	211	12	and	and	CCONJ
easat-2094	211	13	fluctuations	fluctuation	NOUN
easat-2094	211	14	,	,	PUNCT
easat-2094	211	15	with	with	ADP
easat-2094	211	16	minimal	minimal	ADJ
easat-2094	211	17	deviations	deviation	NOUN
easat-2094	211	18	between	between	ADP
easat-2094	211	19	the	the	DET
easat-2094	211	20	predicted	predict	VERB
easat-2094	211	21	and	and	CCONJ
easat-2094	211	22	true	true	ADJ
easat-2094	211	23	values	value	NOUN
easat-2094	211	24	.	.	PUNCT
easat-2094	212	1	however	however	ADV
easat-2094	212	2	,	,	PUNCT
easat-2094	212	3	some	some	DET
easat-2094	212	4	slight	slight	ADJ
easat-2094	212	5	discrepancies	discrepancy	NOUN
easat-2094	212	6	occur	occur	VERB
easat-2094	212	7	during	during	ADP
easat-2094	212	8	sharp	sharp	ADJ
easat-2094	212	9	transitions	transition	NOUN
easat-2094	212	10	,	,	PUNCT
easat-2094	212	11	suggesting	suggest	VERB
easat-2094	212	12	that	that	SCONJ
easat-2094	212	13	the	the	DET
easat-2094	212	14	model	model	NOUN
easat-2094	212	15	faces	face	VERB
easat-2094	212	16	challenges	challenge	NOUN
easat-2094	212	17	in	in	ADP
easat-2094	212	18	fully	fully	ADV
easat-2094	212	19	generalizing	generalize	VERB
easat-2094	212	20	in	in	ADP
easat-2094	212	21	certain	certain	ADJ
easat-2094	212	22	scenarios	scenario	NOUN
easat-2094	212	23	due	due	ADP
easat-2094	212	24	to	to	ADP
easat-2094	212	25	the	the	DET
easat-2094	212	26	limited	limited	ADJ
easat-2094	212	27	data	datum	NOUN
easat-2094	212	28	.	.	PUNCT
easat-2094	213	1	the	the	DET
easat-2094	213	2	lstm	lstm	PROPN
easat-2094	213	3	model	model	NOUN
easat-2094	213	4	,	,	PUNCT
easat-2094	213	5	on	on	ADP
easat-2094	213	6	the	the	DET
easat-2094	213	7	other	other	ADJ
easat-2094	213	8	hand	hand	NOUN
easat-2094	213	9	,	,	PUNCT
easat-2094	213	10	shows	show	VERB
easat-2094	213	11	a	a	DET
easat-2094	213	12	higher	high	ADJ
easat-2094	213	13	mape	mape	NOUN
easat-2094	213	14	and	and	CCONJ
easat-2094	213	15	lower	low	ADJ
easat-2094	213	16	r²	r²	NOUN
easat-2094	213	17	,	,	PUNCT
easat-2094	213	18	which	which	PRON
easat-2094	213	19	indicate	indicate	VERB
easat-2094	213	20	difficulties	difficulty	NOUN
easat-2094	213	21	in	in	ADP
easat-2094	213	22	generalizing	generalize	VERB
easat-2094	213	23	from	from	ADP
easat-2094	213	24	the	the	DET
easat-2094	213	25	small	small	ADJ
easat-2094	213	26	dataset	dataset	NOUN
easat-2094	213	27	.	.	PUNCT
easat-2094	214	1	this	this	PRON
easat-2094	214	2	is	be	AUX
easat-2094	214	3	consistent	consistent	ADJ
easat-2094	214	4	with	with	ADP
easat-2094	214	5	the	the	DET
easat-2094	214	6	graphical	graphical	ADJ
easat-2094	214	7	analysis	analysis	NOUN
easat-2094	214	8	,	,	PUNCT
easat-2094	214	9	where	where	SCONJ
easat-2094	214	10	noticeable	noticeable	ADJ
easat-2094	214	11	deviations	deviation	NOUN
easat-2094	214	12	occur	occur	VERB
easat-2094	214	13	,	,	PUNCT
easat-2094	214	14	particularly	particularly	ADV
easat-2094	214	15	during	during	ADP
easat-2094	214	16	abrupt	abrupt	ADJ
easat-2094	214	17	changes	change	NOUN
easat-2094	214	18	.	.	PUNCT
easat-2094	215	1	these	these	DET
easat-2094	215	2	findings	finding	NOUN
easat-2094	215	3	suggest	suggest	VERB
easat-2094	215	4	that	that	SCONJ
easat-2094	215	5	the	the	DET
easat-2094	215	6	lstm	lstm	PROPN
easat-2094	215	7	model	model	NOUN
easat-2094	215	8	struggles	struggle	VERB
easat-2094	215	9	with	with	ADP
easat-2094	215	10	variance	variance	NOUN
easat-2094	215	11	,	,	PUNCT
easat-2094	215	12	likely	likely	ADJ
easat-2094	215	13	due	due	ADP
easat-2094	215	14	to	to	ADP
easat-2094	215	15	its	its	PRON
easat-2094	215	16	441	441	NUM
easat-2094	215	17	edelweiss	edelweiss	PROPN
easat-2094	215	18	applied	apply	VERB
easat-2094	215	19	science	science	NOUN
easat-2094	215	20	and	and	CCONJ
easat-2094	215	21	technology	technology	NOUN
easat-2094	215	22	issn	issn	PROPN
easat-2094	215	23	:	:	PUNCT
easat-2094	215	24	2576	2576	NUM
easat-2094	215	25	-	-	SYM
easat-2094	215	26	8484	8484	NUM
easat-2094	215	27	vol	vol	NOUN
easat-2094	215	28	.	.	PROPN
easat-2094	215	29	8	8	NUM
easat-2094	215	30	,	,	PUNCT
easat-2094	215	31	no	no	INTJ
easat-2094	215	32	.	.	NOUN
easat-2094	216	1	6	6	NUM
easat-2094	216	2	:	:	SYM
easat-2094	216	3	431	431	NUM
easat-2094	216	4	-	-	SYM
easat-2094	216	5	443	443	NUM
easat-2094	216	6	,	,	PUNCT
easat-2094	216	7	2024	2024	NUM
easat-2094	216	8	doi	doi	NOUN
easat-2094	216	9	:	:	PUNCT
easat-2094	216	10	10.55214/25768484.v8i6.2094	10.55214/25768484.v8i6.2094	NUM
easat-2094	216	11	©	©	PROPN
easat-2094	216	12	2024	2024	NUM
easat-2094	216	13	by	by	ADP
easat-2094	216	14	the	the	DET
easat-2094	216	15	author	author	NOUN
easat-2094	216	16	;	;	PUNCT
easat-2094	216	17	licensee	licensee	PROPN
easat-2094	216	18	learning	learning	NOUN
easat-2094	216	19	gate	gate	NOUN
easat-2094	216	20	complex	complex	ADJ
easat-2094	216	21	architecture	architecture	NOUN
easat-2094	216	22	and	and	CCONJ
easat-2094	216	23	the	the	DET
easat-2094	216	24	risk	risk	NOUN
easat-2094	216	25	of	of	ADP
easat-2094	216	26	overfitting	overfitte	VERB
easat-2094	216	27	with	with	ADP
easat-2094	216	28	insufficient	insufficient	ADJ
easat-2094	216	29	data	datum	NOUN
easat-2094	216	30	.	.	PUNCT
easat-2094	217	1	the	the	DET
easat-2094	217	2	svr	svr	PROPN
easat-2094	217	3	model	model	NOUN
easat-2094	217	4	has	have	VERB
easat-2094	217	5	the	the	DET
easat-2094	217	6	secondhighest	secondhigh	ADJ
easat-2094	217	7	mape	mape	NOUN
easat-2094	217	8	and	and	CCONJ
easat-2094	217	9	a	a	DET
easat-2094	217	10	moderate	moderate	ADJ
easat-2094	217	11	r²	r²	NOUN
easat-2094	217	12	,	,	PUNCT
easat-2094	217	13	indicating	indicate	VERB
easat-2094	217	14	significant	significant	ADJ
easat-2094	217	15	limitations	limitation	NOUN
easat-2094	217	16	when	when	SCONJ
easat-2094	217	17	applied	apply	VERB
easat-2094	217	18	to	to	ADP
easat-2094	217	19	this	this	DET
easat-2094	217	20	dataset	dataset	NOUN
easat-2094	217	21	.	.	PUNCT
easat-2094	218	1	the	the	DET
easat-2094	218	2	graph	graph	NOUN
easat-2094	218	3	shows	show	VERB
easat-2094	218	4	considerable	considerable	ADJ
easat-2094	218	5	deviations	deviation	NOUN
easat-2094	218	6	,	,	PUNCT
easat-2094	218	7	especially	especially	ADV
easat-2094	218	8	in	in	ADP
easat-2094	218	9	capturing	capture	VERB
easat-2094	218	10	peaks	peak	NOUN
easat-2094	218	11	and	and	CCONJ
easat-2094	218	12	valleys	valley	NOUN
easat-2094	218	13	,	,	PUNCT
easat-2094	218	14	which	which	PRON
easat-2094	218	15	reflects	reflect	VERB
easat-2094	218	16	svr	svr	PROPN
easat-2094	218	17	's	's	PART
easat-2094	218	18	inability	inability	NOUN
easat-2094	218	19	to	to	PART
easat-2094	218	20	model	model	VERB
easat-2094	218	21	non	non	ADJ
easat-2094	218	22	-	-	ADJ
easat-2094	218	23	linear	linear	ADJ
easat-2094	218	24	and	and	CCONJ
easat-2094	218	25	abrupt	abrupt	ADJ
easat-2094	218	26	temporal	temporal	ADJ
easat-2094	218	27	changes	change	NOUN
easat-2094	218	28	effectively	effectively	ADV
easat-2094	218	29	under	under	ADP
easat-2094	218	30	limited	limited	ADJ
easat-2094	218	31	data	data	NOUN
easat-2094	218	32	conditions	condition	NOUN
easat-2094	218	33	.	.	PUNCT
easat-2094	219	1	the	the	DET
easat-2094	219	2	xgboost	xgboost	PROPN
easat-2094	219	3	model	model	NOUN
easat-2094	219	4	performs	perform	VERB
easat-2094	219	5	moderately	moderately	ADV
easat-2094	219	6	well	well	ADV
easat-2094	219	7	,	,	PUNCT
easat-2094	219	8	with	with	ADP
easat-2094	219	9	a	a	DET
easat-2094	219	10	relatively	relatively	ADV
easat-2094	219	11	high	high	ADJ
easat-2094	219	12	r²	r²	NOUN
easat-2094	219	13	but	but	CCONJ
easat-2094	219	14	still	still	ADV
easat-2094	219	15	notable	notable	ADJ
easat-2094	219	16	mape	mape	NOUN
easat-2094	219	17	.	.	PUNCT
easat-2094	220	1	the	the	DET
easat-2094	220	2	graph	graph	NOUN
easat-2094	220	3	shows	show	VERB
easat-2094	220	4	that	that	SCONJ
easat-2094	220	5	xgboost	xgboost	PROPN
easat-2094	220	6	can	can	AUX
easat-2094	220	7	capture	capture	VERB
easat-2094	220	8	the	the	DET
easat-2094	220	9	overall	overall	ADJ
easat-2094	220	10	trends	trend	NOUN
easat-2094	220	11	,	,	PUNCT
easat-2094	220	12	although	although	SCONJ
easat-2094	220	13	minor	minor	ADJ
easat-2094	220	14	deviations	deviation	NOUN
easat-2094	220	15	remain	remain	VERB
easat-2094	220	16	at	at	ADP
easat-2094	220	17	points	point	NOUN
easat-2094	220	18	of	of	ADP
easat-2094	220	19	rapid	rapid	ADJ
easat-2094	220	20	change	change	NOUN
easat-2094	220	21	.	.	PUNCT
easat-2094	221	1	this	this	PRON
easat-2094	221	2	suggests	suggest	VERB
easat-2094	221	3	that	that	SCONJ
easat-2094	221	4	while	while	SCONJ
easat-2094	221	5	xgboost	xgboost	ADV
easat-2094	221	6	is	be	AUX
easat-2094	221	7	adept	adept	ADJ
easat-2094	221	8	at	at	ADP
easat-2094	221	9	modeling	model	VERB
easat-2094	221	10	structured	structured	ADJ
easat-2094	221	11	data	datum	NOUN
easat-2094	221	12	,	,	PUNCT
easat-2094	221	13	it	it	PRON
easat-2094	221	14	faces	face	VERB
easat-2094	221	15	challenges	challenge	NOUN
easat-2094	221	16	in	in	ADP
easat-2094	221	17	handling	handle	VERB
easat-2094	221	18	the	the	DET
easat-2094	221	19	complexities	complexity	NOUN
easat-2094	221	20	of	of	ADP
easat-2094	221	21	small	small	ADJ
easat-2094	221	22	sequential	sequential	ADJ
easat-2094	221	23	datasets	dataset	NOUN
easat-2094	221	24	.	.	PUNCT
easat-2094	222	1	the	the	DET
easat-2094	222	2	rf	rf	NOUN
easat-2094	222	3	model	model	NOUN
easat-2094	222	4	shows	show	VERB
easat-2094	222	5	strong	strong	ADJ
easat-2094	222	6	performance	performance	NOUN
easat-2094	222	7	,	,	PUNCT
easat-2094	222	8	with	with	ADP
easat-2094	222	9	a	a	DET
easat-2094	222	10	low	low	ADJ
easat-2094	222	11	mape	mape	NOUN
easat-2094	222	12	and	and	CCONJ
easat-2094	222	13	a	a	DET
easat-2094	222	14	high	high	ADJ
easat-2094	222	15	r²	r²	NOUN
easat-2094	222	16	.	.	PUNCT
easat-2094	223	1	in	in	ADP
easat-2094	223	2	the	the	DET
easat-2094	223	3	graph	graph	NOUN
easat-2094	223	4	,	,	PUNCT
easat-2094	223	5	the	the	DET
easat-2094	223	6	predictions	prediction	NOUN
easat-2094	223	7	align	align	VERB
easat-2094	223	8	well	well	ADV
easat-2094	223	9	with	with	ADP
easat-2094	223	10	the	the	DET
easat-2094	223	11	true	true	ADJ
easat-2094	223	12	values	value	NOUN
easat-2094	223	13	,	,	PUNCT
easat-2094	223	14	indicating	indicate	VERB
easat-2094	223	15	that	that	SCONJ
easat-2094	223	16	rf	rf	VERB
easat-2094	223	17	effectively	effectively	ADV
easat-2094	223	18	captures	capture	VERB
easat-2094	223	19	general	general	ADJ
easat-2094	223	20	patterns	pattern	NOUN
easat-2094	223	21	.	.	PUNCT
easat-2094	224	1	however	however	ADV
easat-2094	224	2	,	,	PUNCT
easat-2094	224	3	minor	minor	ADJ
easat-2094	224	4	discrepancies	discrepancy	NOUN
easat-2094	224	5	at	at	ADP
easat-2094	224	6	rapid	rapid	ADJ
easat-2094	224	7	transitions	transition	NOUN
easat-2094	224	8	suggest	suggest	VERB
easat-2094	224	9	that	that	SCONJ
easat-2094	224	10	the	the	DET
easat-2094	224	11	model	model	NOUN
easat-2094	224	12	struggles	struggle	VERB
easat-2094	224	13	slightly	slightly	ADV
easat-2094	224	14	with	with	ADP
easat-2094	224	15	more	more	ADJ
easat-2094	224	16	abrupt	abrupt	ADJ
easat-2094	224	17	variations	variation	NOUN
easat-2094	224	18	,	,	PUNCT
easat-2094	224	19	especially	especially	ADV
easat-2094	224	20	given	give	VERB
easat-2094	224	21	the	the	DET
easat-2094	224	22	limited	limited	ADJ
easat-2094	224	23	data	datum	NOUN
easat-2094	224	24	.	.	PUNCT
easat-2094	225	1	(	(	PUNCT
easat-2094	225	2	a	a	X
easat-2094	225	3	)	)	PUNCT
easat-2094	225	4	(	(	PUNCT
easat-2094	225	5	b	b	X
easat-2094	225	6	)	)	PUNCT
easat-2094	225	7	(	(	PUNCT
easat-2094	225	8	c	c	X
easat-2094	225	9	)	)	PUNCT
easat-2094	225	10	(	(	PUNCT
easat-2094	225	11	d	d	X
easat-2094	225	12	)	)	PUNCT
easat-2094	225	13	(	(	PUNCT
easat-2094	225	14	e	e	NOUN
easat-2094	225	15	)	)	PUNCT
easat-2094	225	16	(	(	PUNCT
easat-2094	225	17	f	f	X
easat-2094	225	18	)	)	PUNCT
easat-2094	225	19	figure	figure	NOUN
easat-2094	225	20	5	5	NUM
easat-2094	225	21	.	.	PUNCT
easat-2094	226	1	the	the	DET
easat-2094	226	2	comparison	comparison	NOUN
easat-2094	226	3	between	between	ADP
easat-2094	226	4	predicted	predict	VERB
easat-2094	226	5	and	and	CCONJ
easat-2094	226	6	true	true	ADJ
easat-2094	226	7	values	value	NOUN
easat-2094	226	8	for	for	ADP
easat-2094	226	9	five	five	NUM
easat-2094	226	10	different	different	ADJ
easat-2094	226	11	models—(a	models—(a	NOUN
easat-2094	226	12	)	)	PUNCT
easat-2094	226	13	cnn	cnn	PROPN
easat-2094	226	14	-	-	PUNCT
easat-2094	226	15	gru	gru	PROPN
easat-2094	226	16	hybrid	hybrid	NOUN
easat-2094	226	17	,	,	PUNCT
easat-2094	226	18	(	(	PUNCT
easat-2094	226	19	b	b	X
easat-2094	226	20	)	)	PUNCT
easat-2094	226	21	gru	gru	PROPN
easat-2094	226	22	,	,	PUNCT
easat-2094	226	23	(	(	PUNCT
easat-2094	226	24	c	c	X
easat-2094	226	25	)	)	PUNCT
easat-2094	226	26	lstm	lstm	NOUN
easat-2094	226	27	,	,	PUNCT
easat-2094	226	28	(	(	PUNCT
easat-2094	226	29	d	d	NOUN
easat-2094	226	30	)	)	PUNCT
easat-2094	226	31	svr	svr	PROPN
easat-2094	226	32	,	,	PUNCT
easat-2094	226	33	(	(	PUNCT
easat-2094	226	34	e	e	NOUN
easat-2094	226	35	)	)	PUNCT
easat-2094	226	36	xgboost	xgboost	ADV
easat-2094	227	1	and	and	CCONJ
easat-2094	227	2	(	(	PUNCT
easat-2094	227	3	f	f	X
easat-2094	227	4	)	)	PUNCT
easat-2094	227	5	rf	rf	VERB
easat-2094	227	6	on	on	ADP
easat-2094	227	7	the	the	DET
easat-2094	227	8	best	well	ADV
easat-2094	227	9	-	-	PUNCT
easat-2094	227	10	performing	perform	VERB
easat-2094	227	11	folds	fold	NOUN
easat-2094	227	12	in	in	ADP
easat-2094	227	13	a	a	DET
easat-2094	227	14	cross	cross	ADJ
easat-2094	227	15	-	-	ADJ
easat-2094	227	16	validation	validation	ADJ
easat-2094	227	17	setting	setting	NOUN
easat-2094	227	18	.	.	PUNCT
easat-2094	228	1	in	in	ADP
easat-2094	228	2	summary	summary	NOUN
easat-2094	228	3	,	,	PUNCT
easat-2094	228	4	the	the	DET
easat-2094	228	5	cnn	cnn	PROPN
easat-2094	228	6	-	-	PUNCT
easat-2094	228	7	gru	gru	PROPN
easat-2094	228	8	hybrid	hybrid	NOUN
easat-2094	228	9	and	and	CCONJ
easat-2094	228	10	rf	rf	NOUN
easat-2094	228	11	models	model	NOUN
easat-2094	228	12	emerge	emerge	VERB
easat-2094	228	13	as	as	ADP
easat-2094	228	14	the	the	DET
easat-2094	228	15	most	most	ADV
easat-2094	228	16	effective	effective	ADJ
easat-2094	228	17	for	for	ADP
easat-2094	228	18	handling	handle	VERB
easat-2094	228	19	small	small	ADJ
easat-2094	228	20	datasets	dataset	NOUN
easat-2094	228	21	,	,	PUNCT
easat-2094	228	22	demonstrating	demonstrate	VERB
easat-2094	228	23	the	the	DET
easat-2094	228	24	lowest	low	ADJ
easat-2094	228	25	errors	error	NOUN
easat-2094	228	26	and	and	CCONJ
easat-2094	228	27	strongest	strong	ADJ
easat-2094	228	28	generalization	generalization	NOUN
easat-2094	228	29	capabilities	capability	NOUN
easat-2094	228	30	.	.	PUNCT
easat-2094	229	1	the	the	DET
easat-2094	229	2	gru	gru	NOUN
easat-2094	229	3	model	model	NOUN
easat-2094	229	4	also	also	ADV
easat-2094	229	5	shows	show	VERB
easat-2094	229	6	good	good	ADJ
easat-2094	229	7	performance	performance	NOUN
easat-2094	229	8	,	,	PUNCT
easat-2094	229	9	effectively	effectively	ADV
easat-2094	229	10	capturing	capture	VERB
easat-2094	229	11	trends	trend	NOUN
easat-2094	229	12	.	.	PUNCT
easat-2094	230	1	in	in	ADP
easat-2094	230	2	contrast	contrast	NOUN
easat-2094	230	3	,	,	PUNCT
easat-2094	230	4	svr	svr	PROPN
easat-2094	230	5	,	,	PUNCT
easat-2094	230	6	xgboost	xgboost	ADV
easat-2094	230	7	,	,	PUNCT
easat-2094	230	8	and	and	CCONJ
easat-2094	230	9	lstm	lstm	NOUN
easat-2094	230	10	demonstrate	demonstrate	VERB
easat-2094	230	11	weaker	weak	ADJ
easat-2094	230	12	performance	performance	NOUN
easat-2094	230	13	,	,	PUNCT
easat-2094	230	14	struggling	struggle	VERB
easat-2094	230	15	with	with	ADP
easat-2094	230	16	error	error	NOUN
easat-2094	230	17	minimization	minimization	NOUN
easat-2094	230	18	and	and	CCONJ
easat-2094	230	19	generalization	generalization	NOUN
easat-2094	230	20	under	under	ADP
easat-2094	230	21	data	datum	NOUN
easat-2094	230	22	constraints	constraint	NOUN
easat-2094	230	23	.	.	PUNCT
easat-2094	231	1	overall	overall	ADV
easat-2094	231	2	,	,	PUNCT
easat-2094	231	3	the	the	DET
easat-2094	231	4	cnn	cnn	PROPN
easat-2094	231	5	-	-	PUNCT
easat-2094	231	6	gru	gru	PROPN
easat-2094	231	7	hybrid	hybrid	NOUN
easat-2094	231	8	and	and	CCONJ
easat-2094	231	9	rf	rf	NOUN
easat-2094	231	10	models	model	NOUN
easat-2094	231	11	show	show	VERB
easat-2094	231	12	the	the	DET
easat-2094	231	13	most	most	ADJ
easat-2094	231	14	promise	promise	NOUN
easat-2094	231	15	in	in	ADP
easat-2094	231	16	accurately	accurately	ADV
easat-2094	231	17	forecasting	forecast	VERB
easat-2094	231	18	with	with	ADP
easat-2094	231	19	very	very	ADV
easat-2094	231	20	limited	limited	ADJ
easat-2094	231	21	data	datum	NOUN
easat-2094	231	22	.	.	PUNCT
easat-2094	232	1	442	442	NUM
easat-2094	232	2	edelweiss	edelweiss	PROPN
easat-2094	232	3	applied	apply	VERB
easat-2094	232	4	science	science	NOUN
easat-2094	232	5	and	and	CCONJ
easat-2094	232	6	technology	technology	NOUN
easat-2094	232	7	issn	issn	PROPN
easat-2094	232	8	:	:	PUNCT
easat-2094	232	9	2576	2576	NUM
easat-2094	232	10	-	-	SYM
easat-2094	232	11	8484	8484	NUM
easat-2094	232	12	vol	vol	NOUN
easat-2094	232	13	.	.	PROPN
easat-2094	232	14	8	8	NUM
easat-2094	232	15	,	,	PUNCT
easat-2094	232	16	no	no	INTJ
easat-2094	232	17	.	.	NOUN
easat-2094	233	1	6	6	NUM
easat-2094	233	2	:	:	SYM
easat-2094	233	3	431	431	NUM
easat-2094	233	4	-	-	SYM
easat-2094	233	5	443	443	NUM
easat-2094	233	6	,	,	PUNCT
easat-2094	233	7	2024	2024	NUM
easat-2094	233	8	doi	doi	NOUN
easat-2094	233	9	:	:	PUNCT
easat-2094	233	10	10.55214/25768484.v8i6.2094	10.55214/25768484.v8i6.2094	NUM
easat-2094	233	11	©	©	PROPN
easat-2094	233	12	2024	2024	NUM
easat-2094	233	13	by	by	ADP
easat-2094	233	14	the	the	DET
easat-2094	233	15	author	author	NOUN
easat-2094	233	16	;	;	PUNCT
easat-2094	233	17	licensee	licensee	PROPN
easat-2094	233	18	learning	learning	NOUN
easat-2094	233	19	gate	gate	NOUN
easat-2094	233	20	4	4	NUM
easat-2094	233	21	.	.	PUNCT
easat-2094	233	22	conclusion	conclusion	NOUN
easat-2094	233	23	in	in	ADP
easat-2094	233	24	this	this	DET
easat-2094	233	25	study	study	NOUN
easat-2094	233	26	,	,	PUNCT
easat-2094	233	27	we	we	PRON
easat-2094	233	28	evaluated	evaluate	VERB
easat-2094	233	29	the	the	DET
easat-2094	233	30	performance	performance	NOUN
easat-2094	233	31	of	of	ADP
easat-2094	233	32	various	various	ADJ
easat-2094	233	33	forecasting	forecasting	NOUN
easat-2094	233	34	models	model	NOUN
easat-2094	233	35	—	—	PUNCT
easat-2094	233	36	including	include	VERB
easat-2094	233	37	cnn	cnn	PROPN
easat-2094	233	38	-	-	PUNCT
easat-2094	233	39	gru	gru	PROPN
easat-2094	233	40	hybrid	hybrid	NOUN
easat-2094	233	41	,	,	PUNCT
easat-2094	233	42	gru	gru	PROPN
easat-2094	233	43	,	,	PUNCT
easat-2094	233	44	lstm	lstm	PROPN
easat-2094	233	45	,	,	PUNCT
easat-2094	233	46	svr	svr	PROPN
easat-2094	233	47	,	,	PUNCT
easat-2094	233	48	xgboost	xgboost	ADV
easat-2094	233	49	,	,	PUNCT
easat-2094	233	50	and	and	CCONJ
easat-2094	233	51	rf	rf	VERB
easat-2094	233	52	—	—	PUNCT
easat-2094	233	53	in	in	ADP
easat-2094	233	54	predicting	predict	VERB
easat-2094	233	55	monthly	monthly	ADJ
easat-2094	233	56	electricity	electricity	NOUN
easat-2094	233	57	prices	price	NOUN
easat-2094	233	58	using	use	VERB
easat-2094	233	59	a	a	DET
easat-2094	233	60	very	very	ADV
easat-2094	233	61	small	small	ADJ
easat-2094	233	62	multivariable	multivariable	ADJ
easat-2094	233	63	time	time	NOUN
easat-2094	233	64	-	-	PUNCT
easat-2094	233	65	series	series	NOUN
easat-2094	233	66	dataset	dataset	NOUN
easat-2094	233	67	.	.	PUNCT
easat-2094	234	1	the	the	DET
easat-2094	234	2	results	result	NOUN
easat-2094	234	3	demonstrate	demonstrate	VERB
easat-2094	234	4	that	that	SCONJ
easat-2094	234	5	the	the	DET
easat-2094	234	6	cnn	cnn	PROPN
easat-2094	234	7	-	-	PUNCT
easat-2094	234	8	gru	gru	PROPN
easat-2094	234	9	hybrid	hybrid	ADJ
easat-2094	234	10	model	model	NOUN
easat-2094	234	11	outperforms	outperform	VERB
easat-2094	234	12	the	the	DET
easat-2094	234	13	other	other	ADJ
easat-2094	234	14	models	model	NOUN
easat-2094	234	15	,	,	PUNCT
easat-2094	234	16	achieving	achieve	VERB
easat-2094	234	17	the	the	DET
easat-2094	234	18	lowest	low	ADJ
easat-2094	234	19	mape	mape	NOUN
easat-2094	234	20	and	and	CCONJ
easat-2094	234	21	the	the	DET
easat-2094	234	22	highest	high	ADJ
easat-2094	234	23	r²	r²	NOUN
easat-2094	234	24	.	.	PUNCT
easat-2094	235	1	this	this	DET
easat-2094	235	2	model	model	NOUN
easat-2094	235	3	's	's	PART
easat-2094	235	4	superior	superior	ADJ
easat-2094	235	5	performance	performance	NOUN
easat-2094	235	6	can	can	AUX
easat-2094	235	7	be	be	AUX
easat-2094	235	8	attributed	attribute	VERB
easat-2094	235	9	to	to	ADP
easat-2094	235	10	its	its	PRON
easat-2094	235	11	unique	unique	ADJ
easat-2094	235	12	combination	combination	NOUN
easat-2094	235	13	of	of	ADP
easat-2094	235	14	convolutional	convolutional	ADJ
easat-2094	235	15	layers	layer	NOUN
easat-2094	235	16	for	for	ADP
easat-2094	235	17	spatial	spatial	ADJ
easat-2094	235	18	feature	feature	NOUN
easat-2094	235	19	extraction	extraction	NOUN
easat-2094	235	20	and	and	CCONJ
easat-2094	235	21	gru	gru	NOUN
easat-2094	235	22	layers	layer	NOUN
easat-2094	235	23	for	for	ADP
easat-2094	235	24	sequential	sequential	ADJ
easat-2094	235	25	learning	learning	NOUN
easat-2094	235	26	,	,	PUNCT
easat-2094	235	27	which	which	PRON
easat-2094	235	28	enables	enable	VERB
easat-2094	235	29	it	it	PRON
easat-2094	235	30	to	to	PART
easat-2094	235	31	effectively	effectively	ADV
easat-2094	235	32	handle	handle	VERB
easat-2094	235	33	both	both	CCONJ
easat-2094	235	34	spatial	spatial	ADJ
easat-2094	235	35	and	and	CCONJ
easat-2094	235	36	temporal	temporal	ADJ
easat-2094	235	37	dependencies	dependency	NOUN
easat-2094	235	38	within	within	ADP
easat-2094	235	39	the	the	DET
easat-2094	235	40	data	datum	NOUN
easat-2094	235	41	.	.	PUNCT
easat-2094	236	1	the	the	DET
easat-2094	236	2	rf	rf	NOUN
easat-2094	236	3	model	model	NOUN
easat-2094	236	4	also	also	ADV
easat-2094	236	5	showed	show	VERB
easat-2094	236	6	strong	strong	ADJ
easat-2094	236	7	predictive	predictive	ADJ
easat-2094	236	8	capabilities	capability	NOUN
easat-2094	236	9	,	,	PUNCT
easat-2094	236	10	demonstrating	demonstrate	VERB
easat-2094	236	11	good	good	ADJ
easat-2094	236	12	generalization	generalization	NOUN
easat-2094	236	13	and	and	CCONJ
easat-2094	236	14	low	low	ADJ
easat-2094	236	15	errors	error	NOUN
easat-2094	236	16	.	.	PUNCT
easat-2094	237	1	conversely	conversely	ADV
easat-2094	237	2	,	,	PUNCT
easat-2094	237	3	the	the	DET
easat-2094	237	4	lstm	lstm	NOUN
easat-2094	237	5	,	,	PUNCT
easat-2094	237	6	svr	svr	PROPN
easat-2094	237	7	,	,	PUNCT
easat-2094	237	8	and	and	CCONJ
easat-2094	237	9	xgboost	xgboost	NUM
easat-2094	237	10	models	model	NOUN
easat-2094	237	11	struggled	struggle	VERB
easat-2094	237	12	more	more	ADV
easat-2094	237	13	,	,	PUNCT
easat-2094	237	14	particularly	particularly	ADV
easat-2094	237	15	in	in	ADP
easat-2094	237	16	capturing	capture	VERB
easat-2094	237	17	sharp	sharp	ADJ
easat-2094	237	18	changes	change	NOUN
easat-2094	237	19	and	and	CCONJ
easat-2094	237	20	maintaining	maintain	VERB
easat-2094	237	21	generalization	generalization	NOUN
easat-2094	237	22	,	,	PUNCT
easat-2094	237	23	likely	likely	ADV
easat-2094	237	24	regarding	regard	VERB
easat-2094	237	25	the	the	DET
easat-2094	237	26	temporal	temporal	ADJ
easat-2094	237	27	patterns	pattern	NOUN
easat-2094	237	28	’	'	PUNCT
easat-2094	237	29	complexity	complexity	NOUN
easat-2094	237	30	and	and	CCONJ
easat-2094	237	31	the	the	DET
easat-2094	237	32	limited	limited	ADJ
easat-2094	237	33	dataset	dataset	NOUN
easat-2094	237	34	size	size	NOUN
easat-2094	237	35	.	.	PUNCT
easat-2094	238	1	the	the	DET
easat-2094	238	2	results	result	NOUN
easat-2094	238	3	address	address	VERB
easat-2094	238	4	a	a	DET
easat-2094	238	5	gap	gap	NOUN
easat-2094	238	6	in	in	ADP
easat-2094	238	7	the	the	DET
easat-2094	238	8	literature	literature	NOUN
easat-2094	238	9	regarding	regard	VERB
easat-2094	238	10	the	the	DET
easat-2094	238	11	application	application	NOUN
easat-2094	238	12	of	of	ADP
easat-2094	238	13	cnn	cnn	PROPN
easat-2094	238	14	-	-	PUNCT
easat-2094	238	15	gru	gru	PROPN
easat-2094	238	16	hybrid	hybrid	NOUN
easat-2094	238	17	models	model	NOUN
easat-2094	238	18	to	to	ADP
easat-2094	238	19	monthly	monthly	ADJ
easat-2094	238	20	epf	epf	NOUN
easat-2094	238	21	particularly	particularly	ADV
easat-2094	238	22	under	under	ADP
easat-2094	238	23	conditions	condition	NOUN
easat-2094	238	24	of	of	ADP
easat-2094	238	25	limited	limited	ADJ
easat-2094	238	26	data	datum	NOUN
easat-2094	238	27	.	.	PUNCT
easat-2094	239	1	existing	exist	VERB
easat-2094	239	2	literature	literature	NOUN
easat-2094	239	3	often	often	ADV
easat-2094	239	4	emphasizes	emphasize	VERB
easat-2094	239	5	the	the	DET
easat-2094	239	6	use	use	NOUN
easat-2094	239	7	of	of	ADP
easat-2094	239	8	more	more	ADJ
easat-2094	239	9	conventional	conventional	ADJ
easat-2094	239	10	time	time	NOUN
easat-2094	239	11	-	-	PUNCT
easat-2094	239	12	series	series	NOUN
easat-2094	239	13	models	model	NOUN
easat-2094	239	14	or	or	CCONJ
easat-2094	239	15	dl	dl	PROPN
easat-2094	239	16	models	model	NOUN
easat-2094	239	17	like	like	ADP
easat-2094	239	18	lstms	lstms	NOUN
easat-2094	239	19	for	for	ADP
easat-2094	239	20	forecasting	forecasting	NOUN
easat-2094	239	21	,	,	PUNCT
easat-2094	239	22	but	but	CCONJ
easat-2094	239	23	few	few	ADJ
easat-2094	239	24	studies	study	NOUN
easat-2094	239	25	explore	explore	VERB
easat-2094	239	26	the	the	DET
easat-2094	239	27	advantages	advantage	NOUN
easat-2094	239	28	of	of	ADP
easat-2094	239	29	hybrid	hybrid	NOUN
easat-2094	239	30	models	model	NOUN
easat-2094	239	31	such	such	ADJ
easat-2094	239	32	as	as	ADP
easat-2094	239	33	cnn	cnn	PROPN
easat-2094	239	34	-	-	PUNCT
easat-2094	239	35	gru	gru	PROPN
easat-2094	239	36	for	for	ADP
easat-2094	239	37	small	small	ADJ
easat-2094	239	38	datasets	dataset	NOUN
easat-2094	239	39	.	.	PUNCT
easat-2094	240	1	the	the	DET
easat-2094	240	2	findings	finding	NOUN
easat-2094	240	3	suggest	suggest	VERB
easat-2094	240	4	that	that	SCONJ
easat-2094	240	5	cnn	cnn	PROPN
easat-2094	240	6	-	-	PUNCT
easat-2094	240	7	gru	gru	PROPN
easat-2094	240	8	is	be	AUX
easat-2094	240	9	a	a	DET
easat-2094	240	10	promising	promising	ADJ
easat-2094	240	11	approach	approach	NOUN
easat-2094	240	12	for	for	ADP
easat-2094	240	13	epf	epf	PROPN
easat-2094	240	14	when	when	SCONJ
easat-2094	240	15	data	datum	NOUN
easat-2094	240	16	is	be	AUX
easat-2094	240	17	scarce	scarce	ADJ
easat-2094	240	18	,	,	PUNCT
easat-2094	240	19	highlighting	highlight	VERB
easat-2094	240	20	its	its	PRON
easat-2094	240	21	robustness	robustness	NOUN
easat-2094	240	22	and	and	CCONJ
easat-2094	240	23	ability	ability	NOUN
easat-2094	240	24	to	to	PART
easat-2094	240	25	effectively	effectively	ADV
easat-2094	240	26	extract	extract	VERB
easat-2094	240	27	meaningful	meaningful	ADJ
easat-2094	240	28	patterns	pattern	NOUN
easat-2094	240	29	despite	despite	SCONJ
easat-2094	240	30	data	datum	NOUN
easat-2094	240	31	limitations	limitation	NOUN
easat-2094	240	32	.	.	PUNCT
easat-2094	241	1	finally	finally	ADV
easat-2094	241	2	,	,	PUNCT
easat-2094	241	3	considering	consider	VERB
easat-2094	241	4	the	the	DET
easat-2094	241	5	emerging	emerge	VERB
easat-2094	241	6	trend	trend	NOUN
easat-2094	241	7	towards	towards	ADP
easat-2094	241	8	renewable	renewable	ADJ
easat-2094	241	9	energy	energy	NOUN
easat-2094	241	10	and	and	CCONJ
easat-2094	241	11	decentralized	decentralized	ADJ
easat-2094	241	12	grids	grid	NOUN
easat-2094	241	13	,	,	PUNCT
easat-2094	241	14	expanding	expand	VERB
easat-2094	241	15	the	the	DET
easat-2094	241	16	forecasting	forecasting	NOUN
easat-2094	241	17	horizon	horizon	NOUN
easat-2094	241	18	to	to	PART
easat-2094	241	19	accommodate	accommodate	VERB
easat-2094	241	20	renewable	renewable	ADJ
easat-2094	241	21	energy	energy	NOUN
easat-2094	241	22	integration	integration	NOUN
easat-2094	241	23	will	will	AUX
easat-2094	241	24	be	be	AUX
easat-2094	241	25	essential	essential	ADJ
easat-2094	241	26	.	.	PUNCT
easat-2094	242	1	investigating	investigate	VERB
easat-2094	242	2	hybrid	hybrid	ADJ
easat-2094	242	3	approaches	approach	NOUN
easat-2094	242	4	like	like	ADP
easat-2094	242	5	cnn	cnn	PROPN
easat-2094	242	6	-	-	PUNCT
easat-2094	242	7	gru	gru	PROPN
easat-2094	242	8	for	for	ADP
easat-2094	242	9	different	different	ADJ
easat-2094	242	10	energy	energy	NOUN
easat-2094	242	11	market	market	NOUN
easat-2094	242	12	structures	structure	NOUN
easat-2094	242	13	,	,	PUNCT
easat-2094	242	14	especially	especially	ADV
easat-2094	242	15	in	in	ADP
easat-2094	242	16	combination	combination	NOUN
easat-2094	242	17	with	with	ADP
easat-2094	242	18	probabilistic	probabilistic	ADJ
easat-2094	242	19	forecasting	forecasting	NOUN
easat-2094	242	20	methods	method	NOUN
easat-2094	242	21	to	to	PART
easat-2094	242	22	estimate	estimate	VERB
easat-2094	242	23	uncertainty	uncertainty	NOUN
easat-2094	242	24	,	,	PUNCT
easat-2094	242	25	could	could	AUX
easat-2094	242	26	provide	provide	VERB
easat-2094	242	27	a	a	DET
easat-2094	242	28	comprehensive	comprehensive	ADJ
easat-2094	242	29	solution	solution	NOUN
easat-2094	242	30	for	for	ADP
easat-2094	242	31	stakeholders	stakeholder	NOUN
easat-2094	242	32	involved	involve	VERB
easat-2094	242	33	in	in	ADP
easat-2094	242	34	electricity	electricity	NOUN
easat-2094	242	35	markets	market	NOUN
easat-2094	242	36	.	.	PUNCT
easat-2094	243	1	overall	overall	ADV
easat-2094	243	2	,	,	PUNCT
easat-2094	243	3	this	this	DET
easat-2094	243	4	study	study	NOUN
easat-2094	243	5	provides	provide	VERB
easat-2094	243	6	an	an	DET
easat-2094	243	7	important	important	ADJ
easat-2094	243	8	contribution	contribution	NOUN
easat-2094	243	9	to	to	ADP
easat-2094	243	10	the	the	DET
easat-2094	243	11	field	field	NOUN
easat-2094	243	12	of	of	ADP
easat-2094	243	13	epf	epf	PROPN
easat-2094	243	14	,	,	PUNCT
easat-2094	243	15	demonstrating	demonstrate	VERB
easat-2094	243	16	the	the	DET
easat-2094	243	17	value	value	NOUN
easat-2094	243	18	of	of	ADP
easat-2094	243	19	hybrid	hybrid	NOUN
easat-2094	243	20	dl	dl	PROPN
easat-2094	243	21	models	model	NOUN
easat-2094	243	22	like	like	ADP
easat-2094	243	23	cnn	cnn	PROPN
easat-2094	243	24	-	-	PUNCT
easat-2094	243	25	gru	gru	PROPN
easat-2094	243	26	in	in	ADP
easat-2094	243	27	conditions	condition	NOUN
easat-2094	243	28	of	of	ADP
easat-2094	243	29	limited	limited	ADJ
easat-2094	243	30	data	datum	NOUN
easat-2094	243	31	availability	availability	NOUN
easat-2094	243	32	.	.	PUNCT
easat-2094	244	1	the	the	DET
easat-2094	244	2	results	result	NOUN
easat-2094	244	3	encourage	encourage	VERB
easat-2094	244	4	future	future	ADJ
easat-2094	244	5	exploration	exploration	NOUN
easat-2094	244	6	of	of	ADP
easat-2094	244	7	hybrid	hybrid	NOUN
easat-2094	244	8	and	and	CCONJ
easat-2094	244	9	enhanced	enhance	VERB
easat-2094	244	10	dl	dl	PROPN
easat-2094	244	11	approaches	approach	NOUN
easat-2094	244	12	to	to	PART
easat-2094	244	13	further	far	ADV
easat-2094	244	14	improve	improve	VERB
easat-2094	244	15	the	the	DET
easat-2094	244	16	reliability	reliability	NOUN
easat-2094	244	17	and	and	CCONJ
easat-2094	244	18	accuracy	accuracy	NOUN
easat-2094	244	19	of	of	ADP
easat-2094	244	20	electricity	electricity	NOUN
easat-2094	244	21	price	price	NOUN
easat-2094	244	22	predictions	prediction	NOUN
easat-2094	244	23	.	.	PUNCT
easat-2094	245	1	copyright	copyright	NOUN
easat-2094	245	2	:	:	PUNCT
easat-2094	245	3	©	©	PROPN
easat-2094	245	4	2024	2024	NUM
easat-2094	245	5	by	by	ADP
easat-2094	245	6	the	the	DET
easat-2094	245	7	authors	author	NOUN
easat-2094	245	8	.	.	PUNCT
easat-2094	246	1	this	this	DET
easat-2094	246	2	article	article	NOUN
easat-2094	246	3	is	be	AUX
easat-2094	246	4	an	an	DET
easat-2094	246	5	open	open	ADJ
easat-2094	246	6	access	access	NOUN
easat-2094	246	7	article	article	NOUN
easat-2094	246	8	distributed	distribute	VERB
easat-2094	246	9	under	under	ADP
easat-2094	246	10	the	the	DET
easat-2094	246	11	terms	term	NOUN
easat-2094	246	12	and	and	CCONJ
easat-2094	246	13	conditions	condition	NOUN
easat-2094	246	14	of	of	ADP
easat-2094	246	15	the	the	DET
easat-2094	246	16	creative	creative	ADJ
easat-2094	246	17	commons	common	NOUN
easat-2094	246	18	attribution	attribution	NOUN
easat-2094	246	19	(	(	PUNCT
easat-2094	246	20	cc	cc	NOUN
easat-2094	246	21	by	by	ADP
easat-2094	246	22	)	)	PUNCT
easat-2094	246	23	license	license	NOUN
easat-2094	246	24	(	(	PUNCT
easat-2094	246	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-2094	246	26	)	)	PUNCT
easat-2094	246	27	.	.	PUNCT
easat-2094	247	1	references	reference	NOUN
easat-2094	247	2	[	[	X
easat-2094	247	3	1	1	NUM
easat-2094	247	4	]	]	X
easat-2094	247	5	zhang	zhang	PROPN
easat-2094	247	6	,	,	PUNCT
easat-2094	247	7	y.	y.	PROPN
easat-2094	247	8	,	,	PUNCT
easat-2094	247	9	et	et	PROPN
easat-2094	247	10	al	al	PROPN
easat-2094	247	11	.	.	PROPN
easat-2094	247	12	(	(	PUNCT
easat-2094	247	13	2020	2020	NUM
easat-2094	247	14	)	)	PUNCT
easat-2094	247	15	.	.	PUNCT
easat-2094	248	1	a	a	DET
easat-2094	248	2	comprehensive	comprehensive	ADJ
easat-2094	248	3	review	review	NOUN
easat-2094	248	4	on	on	ADP
easat-2094	248	5	electricity	electricity	NOUN
easat-2094	248	6	price	price	NOUN
easat-2094	248	7	forecasting	forecasting	NOUN
easat-2094	248	8	:	:	PUNCT
easat-2094	248	9	an	an	DET
easat-2094	248	10	empirical	empirical	ADJ
easat-2094	248	11	analysis	analysis	NOUN
easat-2094	248	12	of	of	ADP
easat-2094	248	13	the	the	DET
easat-2094	248	14	state	state	NOUN
easat-2094	248	15	of	of	ADP
easat-2094	248	16	the	the	DET
easat-2094	248	17	art	art	NOUN
easat-2094	248	18	.	.	PUNCT
easat-2094	249	1	renewable	renewable	ADJ
easat-2094	249	2	and	and	CCONJ
easat-2094	249	3	sustainable	sustainable	ADJ
easat-2094	249	4	energy	energy	NOUN
easat-2094	249	5	reviews	review	NOUN
easat-2094	249	6	,	,	PUNCT
easat-2094	249	7	128	128	NUM
easat-2094	249	8	,	,	PUNCT
easat-2094	249	9	109905	109905	NUM
easat-2094	249	10	.	.	PUNCT
easat-2094	250	1	[	[	X
easat-2094	250	2	2	2	NUM
easat-2094	250	3	]	]	X
easat-2094	250	4	wang	wang	PROPN
easat-2094	250	5	,	,	PUNCT
easat-2094	250	6	j.	j.	PROPN
easat-2094	250	7	,	,	PUNCT
easat-2094	250	8	et	et	PROPN
easat-2094	250	9	al	al	PROPN
easat-2094	250	10	.	.	PROPN
easat-2094	250	11	(	(	PUNCT
easat-2094	250	12	2021	2021	NUM
easat-2094	250	13	)	)	PUNCT
easat-2094	250	14	.	.	PUNCT
easat-2094	251	1	electricity	electricity	NOUN
easat-2094	251	2	price	price	NOUN
easat-2094	251	3	forecasting	forecasting	NOUN
easat-2094	251	4	:	:	PUNCT
easat-2094	251	5	a	a	DET
easat-2094	251	6	review	review	NOUN
easat-2094	251	7	of	of	ADP
easat-2094	251	8	techniques	technique	NOUN
easat-2094	251	9	and	and	CCONJ
easat-2094	251	10	applications	application	NOUN
easat-2094	251	11	.	.	PUNCT
easat-2094	252	1	ieee	ieee	NOUN
easat-2094	252	2	transactions	transaction	NOUN
easat-2094	252	3	on	on	ADP
easat-2094	252	4	power	power	NOUN
easat-2094	252	5	systems	system	NOUN
easat-2094	252	6	,	,	PUNCT
easat-2094	252	7	36(2	36(2	NUM
easat-2094	252	8	)	)	PUNCT
easat-2094	252	9	,	,	PUNCT
easat-2094	252	10	1234	1234	NUM
easat-2094	252	11	-	-	SYM
easat-2094	252	12	1246	1246	NUM
easat-2094	252	13	.	.	PUNCT
easat-2094	253	1	[	[	X
easat-2094	253	2	3	3	NUM
easat-2094	253	3	]	]	X
easat-2094	253	4	ziel	ziel	PROPN
easat-2094	253	5	,	,	PUNCT
easat-2094	253	6	f.	f.	PROPN
easat-2094	253	7	,	,	PUNCT
easat-2094	253	8	&	&	CCONJ
easat-2094	253	9	steinert	steinert	PROPN
easat-2094	253	10	,	,	PUNCT
easat-2094	253	11	r.	r.	PROPN
easat-2094	253	12	(	(	PUNCT
easat-2094	253	13	2018	2018	NUM
easat-2094	253	14	)	)	PUNCT
easat-2094	253	15	.	.	PUNCT
easat-2094	254	1	probabilistic	probabilistic	ADJ
easat-2094	254	2	midand	midand	NOUN
easat-2094	254	3	long	long	ADJ
easat-2094	254	4	-	-	PUNCT
easat-2094	254	5	term	term	NOUN
easat-2094	254	6	electricity	electricity	NOUN
easat-2094	254	7	price	price	NOUN
easat-2094	254	8	forecasting	forecasting	NOUN
easat-2094	254	9	.	.	PUNCT
easat-2094	255	1	renewable	renewable	ADJ
easat-2094	255	2	and	and	CCONJ
easat-2094	255	3	sustainable	sustainable	ADJ
easat-2094	255	4	energy	energy	NOUN
easat-2094	255	5	reviews	review	NOUN
easat-2094	255	6	,	,	PUNCT
easat-2094	255	7	94	94	NUM
easat-2094	255	8	,	,	PUNCT
easat-2094	255	9	251	251	NUM
easat-2094	255	10	-	-	SYM
easat-2094	255	11	266	266	NUM
easat-2094	255	12	.	.	PUNCT
easat-2094	256	1	[	[	X
easat-2094	256	2	4	4	NUM
easat-2094	256	3	]	]	SYM
easat-2094	256	4	torbaghan	torbaghan	PROPN
easat-2094	256	5	,	,	PUNCT
easat-2094	256	6	s.	s.	PROPN
easat-2094	256	7	s.	s.	PROPN
easat-2094	256	8	,	,	PUNCT
easat-2094	256	9	motamedi	motamedi	PROPN
easat-2094	256	10	,	,	PUNCT
easat-2094	256	11	a.	a.	NOUN
easat-2094	256	12	,	,	PUNCT
easat-2094	256	13	zareipour	zareipour	NOUN
easat-2094	256	14	,	,	PUNCT
easat-2094	256	15	h.	h.	PROPN
easat-2094	256	16	,	,	PUNCT
easat-2094	256	17	&	&	CCONJ
easat-2094	256	18	tuan	tuan	PROPN
easat-2094	256	19	,	,	PUNCT
easat-2094	256	20	l.	l.	PROPN
easat-2094	256	21	a.	a.	PROPN
easat-2094	256	22	(	(	PUNCT
easat-2094	256	23	2012	2012	NUM
easat-2094	256	24	)	)	PUNCT
easat-2094	256	25	.	.	PUNCT
easat-2094	257	1	medium	medium	ADJ
easat-2094	257	2	-	-	PUNCT
easat-2094	257	3	term	term	NOUN
easat-2094	257	4	electricity	electricity	NOUN
easat-2094	257	5	price	price	NOUN
easat-2094	257	6	forecasting	forecasting	NOUN
easat-2094	257	7	.	.	PUNCT
easat-2094	258	1	2012	2012	NUM
easat-2094	258	2	north	north	ADJ
easat-2094	258	3	american	american	ADJ
easat-2094	258	4	power	power	NOUN
easat-2094	258	5	symposium	symposium	NOUN
easat-2094	258	6	(	(	PUNCT
easat-2094	258	7	naps	nap	NOUN
easat-2094	258	8	)	)	PUNCT
easat-2094	258	9	,	,	PUNCT
easat-2094	258	10	champaign	champaign	PROPN
easat-2094	258	11	,	,	PUNCT
easat-2094	258	12	il	il	PROPN
easat-2094	258	13	,	,	PUNCT
easat-2094	258	14	usa	usa	PROPN
easat-2094	258	15	,	,	PUNCT
easat-2094	258	16	1	1	NUM
easat-2094	258	17	-	-	SYM
easat-2094	258	18	8	8	NUM
easat-2094	258	19	.	.	PUNCT
easat-2094	259	1	[	[	X
easat-2094	259	2	5	5	NUM
easat-2094	259	3	]	]	X
easat-2094	259	4	shiri	shiri	PROPN
easat-2094	259	5	,	,	PUNCT
easat-2094	259	6	a.	a.	NOUN
easat-2094	259	7	,	,	PUNCT
easat-2094	259	8	afshar	afshar	ADJ
easat-2094	259	9	,	,	PUNCT
easat-2094	259	10	m.	m.	NOUN
easat-2094	259	11	,	,	PUNCT
easat-2094	259	12	rahimi	rahimi	NOUN
easat-2094	259	13	-	-	PUNCT
easat-2094	259	14	kian	kian	PROPN
easat-2094	259	15	,	,	PUNCT
easat-2094	259	16	a.	a.	PROPN
easat-2094	259	17	,	,	PUNCT
easat-2094	259	18	&	&	CCONJ
easat-2094	259	19	maham	maham	PROPN
easat-2094	259	20	,	,	PUNCT
easat-2094	259	21	b.	b.	PROPN
easat-2094	259	22	(	(	PUNCT
easat-2094	259	23	2015	2015	NUM
easat-2094	259	24	)	)	PUNCT
easat-2094	259	25	.	.	PUNCT
easat-2094	260	1	electricity	electricity	NOUN
easat-2094	260	2	price	price	NOUN
easat-2094	260	3	forecasting	forecasting	NOUN
easat-2094	260	4	using	use	VERB
easat-2094	260	5	support	support	NOUN
easat-2094	260	6	vector	vector	NOUN
easat-2094	260	7	machines	machine	NOUN
easat-2094	260	8	by	by	ADP
easat-2094	260	9	considering	consider	VERB
easat-2094	260	10	oil	oil	NOUN
easat-2094	260	11	and	and	CCONJ
easat-2094	260	12	natural	natural	ADJ
easat-2094	260	13	gas	gas	NOUN
easat-2094	260	14	price	price	NOUN
easat-2094	260	15	impacts	impact	NOUN
easat-2094	260	16	.	.	PUNCT
easat-2094	261	1	in	in	ADP
easat-2094	261	2	2015	2015	NUM
easat-2094	261	3	ieee	ieee	NOUN
easat-2094	261	4	international	international	ADJ
easat-2094	261	5	conference	conference	NOUN
easat-2094	261	6	on	on	ADP
easat-2094	261	7	smart	smart	ADJ
easat-2094	261	8	energy	energy	NOUN
easat-2094	261	9	grid	grid	NOUN
easat-2094	261	10	engineering	engineering	NOUN
easat-2094	261	11	(	(	PUNCT
easat-2094	261	12	sege	sege	NOUN
easat-2094	261	13	)	)	PUNCT
easat-2094	261	14	.	.	PUNCT
easat-2094	262	1	ieee	ieee	PROPN
easat-2094	262	2	,	,	PUNCT
easat-2094	262	3	1	1	NUM
easat-2094	262	4	-	-	SYM
easat-2094	262	5	5	5	NUM
easat-2094	262	6	.	.	PUNCT
easat-2094	263	1	[	[	X
easat-2094	263	2	6	6	NUM
easat-2094	263	3	]	]	X
easat-2094	263	4	tschora	tschora	PROPN
easat-2094	263	5	,	,	PUNCT
easat-2094	263	6	l.	l.	PROPN
easat-2094	263	7	,	,	PUNCT
easat-2094	263	8	pierre	pierre	PROPN
easat-2094	263	9	,	,	PUNCT
easat-2094	263	10	e.	e.	PROPN
easat-2094	263	11	,	,	PUNCT
easat-2094	263	12	plantevit	plantevit	PROPN
easat-2094	263	13	,	,	PUNCT
easat-2094	263	14	m.	m.	NOUN
easat-2094	263	15	,	,	PUNCT
easat-2094	263	16	&	&	CCONJ
easat-2094	263	17	robardet	robardet	PROPN
easat-2094	263	18	,	,	PUNCT
easat-2094	263	19	c.	c.	PROPN
easat-2094	263	20	(	(	PUNCT
easat-2094	263	21	2022	2022	NUM
easat-2094	263	22	)	)	PUNCT
easat-2094	263	23	.	.	PUNCT
easat-2094	264	1	electricity	electricity	NOUN
easat-2094	264	2	price	price	NOUN
easat-2094	264	3	forecasting	forecasting	NOUN
easat-2094	264	4	on	on	ADP
easat-2094	264	5	the	the	DET
easat-2094	264	6	day	day	NOUN
easat-2094	264	7	-	-	PUNCT
easat-2094	264	8	ahead	ahead	NOUN
easat-2094	264	9	market	market	NOUN
easat-2094	264	10	using	use	VERB
easat-2094	264	11	machine	machine	NOUN
easat-2094	264	12	learning	learning	NOUN
easat-2094	264	13	.	.	PUNCT
easat-2094	265	1	applied	apply	VERB
easat-2094	265	2	energy	energy	NOUN
easat-2094	265	3	,	,	PUNCT
easat-2094	265	4	313	313	NUM
easat-2094	265	5	,	,	PUNCT
easat-2094	265	6	118752	118752	NUM
easat-2094	265	7	.	.	PUNCT
easat-2094	266	1	[	[	X
easat-2094	266	2	7	7	NUM
easat-2094	266	3	]	]	SYM
easat-2094	266	4	albahli	albahli	ADJ
easat-2094	266	5	,	,	PUNCT
easat-2094	266	6	s.	s.	PROPN
easat-2094	266	7	,	,	PUNCT
easat-2094	266	8	shiraz	shiraz	PROPN
easat-2094	266	9	,	,	PUNCT
easat-2094	266	10	m.	m.	NOUN
easat-2094	266	11	,	,	PUNCT
easat-2094	266	12	&	&	CCONJ
easat-2094	266	13	ayub	ayub	PROPN
easat-2094	266	14	,	,	PUNCT
easat-2094	266	15	n.	n.	PROPN
easat-2094	266	16	(	(	PUNCT
easat-2094	266	17	2020	2020	NUM
easat-2094	266	18	)	)	PUNCT
easat-2094	266	19	.	.	PUNCT
easat-2094	267	1	electricity	electricity	NOUN
easat-2094	267	2	price	price	NOUN
easat-2094	267	3	forecasting	forecasting	NOUN
easat-2094	267	4	for	for	ADP
easat-2094	267	5	cloud	cloud	NOUN
easat-2094	267	6	computing	computing	NOUN
easat-2094	267	7	using	use	VERB
easat-2094	267	8	an	an	DET
easat-2094	267	9	enhanced	enhanced	ADJ
easat-2094	267	10	machine	machine	NOUN
easat-2094	267	11	learning	learning	NOUN
easat-2094	267	12	model	model	NOUN
easat-2094	267	13	.	.	PUNCT
easat-2094	268	1	ieee	ieee	NOUN
easat-2094	268	2	access	access	NOUN
easat-2094	268	3	,	,	PUNCT
easat-2094	268	4	8	8	NUM
easat-2094	268	5	,	,	PUNCT
easat-2094	268	6	200971	200971	NUM
easat-2094	268	7	-	-	SYM
easat-2094	268	8	200981	200981	NUM
easat-2094	268	9	.	.	PUNCT
easat-2094	269	1	[	[	X
easat-2094	269	2	8	8	NUM
easat-2094	269	3	]	]	X
easat-2094	269	4	hochreiter	hochreiter	PROPN
easat-2094	269	5	,	,	PUNCT
easat-2094	269	6	s.	s.	PROPN
easat-2094	269	7	,	,	PUNCT
easat-2094	269	8	&	&	CCONJ
easat-2094	269	9	schmidhuber	schmidhuber	PROPN
easat-2094	269	10	,	,	PUNCT
easat-2094	269	11	j.	j.	PROPN
easat-2094	269	12	(	(	PUNCT
easat-2094	269	13	1997	1997	NUM
easat-2094	269	14	)	)	PUNCT
easat-2094	269	15	.	.	PUNCT
easat-2094	270	1	long	long	ADJ
easat-2094	270	2	short	short	ADJ
easat-2094	270	3	-	-	PUNCT
easat-2094	270	4	term	term	NOUN
easat-2094	270	5	memory	memory	NOUN
easat-2094	270	6	.	.	PUNCT
easat-2094	271	1	neural	neural	ADJ
easat-2094	271	2	computation	computation	NOUN
easat-2094	271	3	,	,	PUNCT
easat-2094	271	4	9(8	9(8	NUM
easat-2094	271	5	)	)	PUNCT
easat-2094	271	6	,	,	PUNCT
easat-2094	271	7	1735	1735	NUM
easat-2094	271	8	-	-	SYM
easat-2094	271	9	1780	1780	NUM
easat-2094	271	10	.	.	PUNCT
easat-2094	272	1	[	[	X
easat-2094	272	2	9	9	NUM
easat-2094	272	3	]	]	X
easat-2094	272	4	cho	cho	PROPN
easat-2094	272	5	,	,	PUNCT
easat-2094	272	6	k.	k.	PROPN
easat-2094	272	7	,	,	PUNCT
easat-2094	272	8	van	van	PROPN
easat-2094	272	9	merriënboer	merriënboer	PROPN
easat-2094	272	10	,	,	PUNCT
easat-2094	272	11	b.	b.	PROPN
easat-2094	272	12	,	,	PUNCT
easat-2094	272	13	bahdanau	bahdanau	PROPN
easat-2094	272	14	,	,	PUNCT
easat-2094	272	15	d.	d.	PROPN
easat-2094	272	16	,	,	PUNCT
easat-2094	272	17	&	&	CCONJ
easat-2094	272	18	bengio	bengio	PROPN
easat-2094	272	19	,	,	PUNCT
easat-2094	272	20	y.	y.	PROPN
easat-2094	272	21	(	(	PUNCT
easat-2094	272	22	2014	2014	NUM
easat-2094	272	23	)	)	PUNCT
easat-2094	272	24	.	.	PUNCT
easat-2094	273	1	learning	learn	VERB
easat-2094	273	2	phrase	phrase	NOUN
easat-2094	273	3	representations	representation	NOUN
easat-2094	273	4	using	use	VERB
easat-2094	273	5	rnn	rnn	NOUN
easat-2094	273	6	encoder	encoder	NOUN
easat-2094	273	7	-	-	PUNCT
easat-2094	273	8	decoder	decoder	NOUN
easat-2094	273	9	for	for	ADP
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easat-2094	273	11	machine	machine	NOUN
easat-2094	273	12	translation	translation	NOUN
easat-2094	273	13	.	.	PUNCT
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easat-2094	274	3	arxiv:1406.1078	arxiv:1406.1078	NOUN
easat-2094	274	4	.	.	PUNCT
easat-2094	275	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-2094	275	2	443	443	NUM
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easat-2094	275	8	issn	issn	PROPN
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easat-2094	275	11	-	-	SYM
easat-2094	275	12	8484	8484	NUM
easat-2094	275	13	vol	vol	NOUN
easat-2094	275	14	.	.	PROPN
easat-2094	275	15	8	8	NUM
easat-2094	275	16	,	,	PUNCT
easat-2094	275	17	no	no	INTJ
easat-2094	275	18	.	.	NOUN
easat-2094	276	1	6	6	NUM
easat-2094	276	2	:	:	SYM
easat-2094	276	3	431	431	NUM
easat-2094	276	4	-	-	SYM
easat-2094	276	5	443	443	NUM
easat-2094	276	6	,	,	PUNCT
easat-2094	276	7	2024	2024	NUM
easat-2094	276	8	doi	doi	NOUN
easat-2094	276	9	:	:	PUNCT
easat-2094	276	10	10.55214/25768484.v8i6.2094	10.55214/25768484.v8i6.2094	NUM
easat-2094	276	11	©	©	PROPN
easat-2094	276	12	2024	2024	NUM
easat-2094	276	13	by	by	ADP
easat-2094	276	14	the	the	DET
easat-2094	276	15	author	author	NOUN
easat-2094	276	16	;	;	PUNCT
easat-2094	276	17	licensee	licensee	PROPN
easat-2094	276	18	learning	learning	NOUN
easat-2094	276	19	gate	gate	NOUN
easat-2094	276	20	[	[	X
easat-2094	276	21	10	10	NUM
easat-2094	276	22	]	]	X
easat-2094	276	23	wang	wang	PROPN
easat-2094	276	24	,	,	PUNCT
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easat-2094	276	26	.	.	PUNCT
easat-2094	276	27	,	,	PUNCT
easat-2094	276	28	li	li	PROPN
easat-2094	276	29	,	,	PUNCT
easat-2094	276	30	g.-q	g.-q	PROPN
easat-2094	276	31	.	.	PUNCT
easat-2094	276	32	,	,	PUNCT
easat-2094	276	33	wang	wang	PROPN
easat-2094	276	34	,	,	PUNCT
easat-2094	276	35	g.-b	g.-b	PROPN
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easat-2094	276	37	,	,	PUNCT
easat-2094	276	38	peng	peng	PROPN
easat-2094	276	39	,	,	PUNCT
easat-2094	276	40	j.-c	j.-c	PROPN
easat-2094	276	41	.	.	PUNCT
easat-2094	276	42	,	,	PUNCT
easat-2094	276	43	jiang	jiang	PROPN
easat-2094	276	44	,	,	PUNCT
easat-2094	276	45	h.	h.	PROPN
easat-2094	276	46	,	,	PUNCT
easat-2094	276	47	&	&	CCONJ
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easat-2094	276	49	,	,	PUNCT
easat-2094	276	50	y.-t	y.-t	NOUN
easat-2094	276	51	.	.	PUNCT
easat-2094	277	1	(	(	PUNCT
easat-2094	277	2	2019	2019	NUM
easat-2094	277	3	)	)	PUNCT
easat-2094	277	4	.	.	PUNCT
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easat-2094	278	7	for	for	ADP
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easat-2094	278	12	.	.	PUNCT
easat-2094	279	1	[	[	X
easat-2094	279	2	11	11	NUM
easat-2094	279	3	]	]	X
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easat-2094	279	7	,	,	PUNCT
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easat-2094	279	11	(	(	PUNCT
easat-2094	279	12	2020	2020	NUM
easat-2094	279	13	)	)	PUNCT
easat-2094	279	14	.	.	PUNCT
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easat-2094	280	6	-	-	PUNCT
easat-2094	280	7	based	base	VERB
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easat-2094	280	12	-	-	PUNCT
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easat-2094	280	15	load	load	NOUN
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easat-2094	280	17	.	.	PUNCT
easat-2094	281	1	ieee	ieee	NOUN
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easat-2094	281	5	,	,	PUNCT
easat-2094	281	6	143759	143759	NUM
easat-2094	281	7	-	-	SYM
easat-2094	281	8	143768	143768	NUM
easat-2094	281	9	.	.	PUNCT
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easat-2094	282	3	]	]	X
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easat-2094	282	5	,	,	PUNCT
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easat-2094	282	9	,	,	PUNCT
easat-2094	282	10	s.	s.	PROPN
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easat-2094	282	18	)	)	PUNCT
easat-2094	282	19	.	.	PUNCT
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easat-2094	283	2	-	-	PUNCT
easat-2094	283	3	term	term	NOUN
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easat-2094	284	7	,	,	PUNCT
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easat-2094	284	11	-	-	SYM
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easat-2094	285	12	(	(	PUNCT
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easat-2094	285	15	.	.	PUNCT
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easat-2094	286	13	:	:	PUNCT
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easat-2094	286	16	lstm	lstm	PROPN
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easat-2094	286	25	.	.	PUNCT
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easat-2094	288	1	[	[	X
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easat-2094	288	8	,	,	PUNCT
easat-2094	288	9	&	&	CCONJ
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easat-2094	288	11	,	,	PUNCT
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easat-2094	288	13	(	(	PUNCT
easat-2094	288	14	2021	2021	NUM
easat-2094	288	15	)	)	PUNCT
easat-2094	288	16	.	.	PUNCT
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easat-2094	289	2	and	and	CCONJ
easat-2094	289	3	prediction	prediction	NOUN
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easat-2094	289	5	gold	gold	NOUN
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easat-2094	289	8	cnn	cnn	PROPN
easat-2094	289	9	and	and	CCONJ
easat-2094	289	10	bi	bi	PROPN
easat-2094	289	11	-	-	PROPN
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easat-2094	289	17	.	.	PUNCT
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easat-2094	290	8	information	information	NOUN
easat-2094	290	9	technology	technology	NOUN
easat-2094	290	10	(	(	PUNCT
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easat-2094	290	13	,	,	PUNCT
easat-2094	290	14	dhaka	dhaka	PROPN
easat-2094	290	15	,	,	PUNCT
easat-2094	290	16	bangladesh	bangladesh	PROPN
easat-2094	290	17	,	,	PUNCT
easat-2094	290	18	1	1	NUM
easat-2094	290	19	-	-	SYM
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easat-2094	290	21	[	[	SYM
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easat-2094	290	23	]	]	X
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easat-2094	290	25	,	,	PUNCT
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easat-2094	290	27	(	(	PUNCT
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easat-2094	290	29	)	)	PUNCT
easat-2094	290	30	.	.	PUNCT
easat-2094	291	1	python	python	NOUN
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easat-2094	291	3	for	for	ADP
easat-2094	291	4	windows	window	NOUN
easat-2094	291	5	.	.	PUNCT
easat-2094	292	1	python	python	PROPN
easat-2094	292	2	,	,	PUNCT
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easat-2094	292	4	.	.	PUNCT
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easat-2094	293	5	,	,	PUNCT
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easat-2094	293	7	(	(	PUNCT
easat-2094	293	8	2024	2024	NUM
easat-2094	293	9	)	)	PUNCT
easat-2094	293	10	.	.	PUNCT
easat-2094	294	1	electricity	electricity	NOUN
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easat-2094	294	3	and	and	CCONJ
easat-2094	294	4	price	price	NOUN
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easat-2094	294	7	matlab	matlab	PROPN
easat-2094	294	8	.	.	PUNCT
easat-2094	295	1	mathworks	mathworks	PROPN
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easat-2094	295	5	.	.	PUNCT
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easat-2094	297	2	.	.	PUNCT
easat-2094	298	1	[	[	X
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easat-2094	298	5	,	,	PUNCT
easat-2094	298	6	k.	k.	PROPN
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easat-2094	298	10	,	,	PUNCT
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easat-2094	298	15	,	,	PUNCT
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easat-2094	298	17	t.	t.	PROPN
easat-2094	298	18	(	(	PUNCT
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easat-2094	298	20	)	)	PUNCT
easat-2094	298	21	.	.	PUNCT
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easat-2094	299	11	price	price	NOUN
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easat-2094	299	13	.	.	PUNCT
easat-2094	300	1	applied	apply	VERB
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easat-2094	300	3	,	,	PUNCT
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easat-2094	300	5	,	,	PUNCT
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easat-2094	300	7	-	-	SYM
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easat-2094	300	9	.	.	PUNCT
easat-2094	301	1	[	[	X
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easat-2094	301	5	,	,	PUNCT
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easat-2094	301	7	,	,	PUNCT
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easat-2094	302	1	a	a	DET
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easat-2094	302	3	cnn	cnn	PROPN
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easat-2094	302	12	-	-	PUNCT
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easat-2094	302	17	.	.	PUNCT
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easat-2094	303	5	,	,	PUNCT
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easat-2094	303	7	-	-	SYM
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easat-2094	304	5	,	,	PUNCT
easat-2094	304	6	a.	a.	PROPN
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easat-2094	304	8	,	,	PUNCT
easat-2094	304	9	&	&	CCONJ
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easat-2094	304	16	.	.	PUNCT
easat-2094	305	1	a	a	DET
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easat-2094	305	7	.	.	PUNCT
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easat-2094	309	1	machine	machine	NOUN
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easat-2094	309	5	,	,	PUNCT
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easat-2094	309	7	-	-	SYM
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easat-2094	309	9	.	.	PUNCT
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