id	sid	tid	token	lemma	pos
ejpam-6875	1	1	european	european	PROPN
ejpam-6875	1	2	journal	journal	PROPN
ejpam-6875	1	3	of	of	ADP
ejpam-6875	1	4	pure	pure	ADJ
ejpam-6875	1	5	and	and	CCONJ
ejpam-6875	1	6	applied	applied	ADJ
ejpam-6875	1	7	mathematics	mathematic	NOUN
ejpam-6875	1	8	2025	2025	NUM
ejpam-6875	1	9	,	,	PUNCT
ejpam-6875	1	10	vol	vol	NOUN
ejpam-6875	1	11	.	.	PROPN
ejpam-6875	1	12	18	18	NUM
ejpam-6875	1	13	,	,	PUNCT
ejpam-6875	1	14	issue	issue	NOUN
ejpam-6875	1	15	4	4	NUM
ejpam-6875	1	16	,	,	PUNCT
ejpam-6875	1	17	article	article	NOUN
ejpam-6875	1	18	number	number	NOUN
ejpam-6875	1	19	6875	6875	NUM
ejpam-6875	1	20	issn	issn	PROPN
ejpam-6875	1	21	1307	1307	NUM
ejpam-6875	1	22	-	-	SYM
ejpam-6875	1	23	5543	5543	NUM
ejpam-6875	1	24	–	–	PUNCT
ejpam-6875	1	25	ejpam.com	ejpam.com	X
ejpam-6875	1	26	published	publish	VERB
ejpam-6875	1	27	by	by	ADP
ejpam-6875	1	28	new	new	PROPN
ejpam-6875	1	29	york	york	PROPN
ejpam-6875	1	30	business	business	PROPN
ejpam-6875	1	31	global	global	PROPN
ejpam-6875	1	32	optimized	optimize	VERB
ejpam-6875	1	33	nonlinear	nonlinear	ADJ
ejpam-6875	1	34	grey	grey	ADJ
ejpam-6875	1	35	bernoulli	bernoulli	PROPN
ejpam-6875	1	36	model	model	NOUN
ejpam-6875	1	37	for	for	ADP
ejpam-6875	1	38	nowcasting	nowcaste	VERB
ejpam-6875	1	39	the	the	DET
ejpam-6875	1	40	philippine	philippine	ADJ
ejpam-6875	1	41	gross	gross	ADJ
ejpam-6875	1	42	domestic	domestic	ADJ
ejpam-6875	1	43	product	product	NOUN
ejpam-6875	1	44	shan	shan	PROPN
ejpam-6875	1	45	kierstin	kierstin	PROPN
ejpam-6875	1	46	carillo1,∗	carillo1,∗	PROPN
ejpam-6875	1	47	,	,	PUNCT
ejpam-6875	1	48	ian	ian	PROPN
ejpam-6875	1	49	jay	jay	PROPN
ejpam-6875	1	50	serra1	serra1	PROPN
ejpam-6875	1	51	1	1	NUM
ejpam-6875	1	52	college	college	NOUN
ejpam-6875	1	53	of	of	ADP
ejpam-6875	1	54	science	science	NOUN
ejpam-6875	1	55	,	,	PUNCT
ejpam-6875	1	56	university	university	NOUN
ejpam-6875	1	57	of	of	ADP
ejpam-6875	1	58	the	the	DET
ejpam-6875	1	59	philippines	philippine	NOUN
ejpam-6875	1	60	cebu	cebu	NOUN
ejpam-6875	1	61	,	,	PUNCT
ejpam-6875	1	62	cebu	cebu	NOUN
ejpam-6875	1	63	city	city	NOUN
ejpam-6875	1	64	,	,	PUNCT
ejpam-6875	1	65	philippines	philippine	NOUN
ejpam-6875	1	66	abstract	abstract	ADJ
ejpam-6875	1	67	.	.	PUNCT
ejpam-6875	2	1	this	this	DET
ejpam-6875	2	2	study	study	NOUN
ejpam-6875	2	3	advances	advance	VERB
ejpam-6875	2	4	an	an	DET
ejpam-6875	2	5	optimized	optimize	VERB
ejpam-6875	2	6	nonlinear	nonlinear	ADJ
ejpam-6875	2	7	grey	grey	ADJ
ejpam-6875	2	8	bernoulli	bernoulli	PROPN
ejpam-6875	2	9	model	model	NOUN
ejpam-6875	2	10	(	(	PUNCT
ejpam-6875	2	11	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	2	12	)	)	PUNCT
ejpam-6875	2	13	)	)	PUNCT
ejpam-6875	2	14	for	for	ADP
ejpam-6875	2	15	nowcasting	nowcaste	VERB
ejpam-6875	2	16	the	the	DET
ejpam-6875	2	17	gross	gross	ADJ
ejpam-6875	2	18	domestic	domestic	ADJ
ejpam-6875	2	19	product	product	NOUN
ejpam-6875	2	20	of	of	ADP
ejpam-6875	2	21	the	the	DET
ejpam-6875	2	22	philippines	philippine	NOUN
ejpam-6875	2	23	.	.	PUNCT
ejpam-6875	3	1	two	two	NUM
ejpam-6875	3	2	parameter	parameter	NOUN
ejpam-6875	3	3	optimization	optimization	NOUN
ejpam-6875	3	4	strategies	strategy	NOUN
ejpam-6875	3	5	—	—	PUNCT
ejpam-6875	3	6	particle	particle	NOUN
ejpam-6875	3	7	swarm	swarm	NOUN
ejpam-6875	3	8	optimization	optimization	NOUN
ejpam-6875	3	9	(	(	PUNCT
ejpam-6875	3	10	pso	pso	NOUN
ejpam-6875	3	11	)	)	PUNCT
ejpam-6875	3	12	and	and	CCONJ
ejpam-6875	3	13	an	an	DET
ejpam-6875	3	14	exponential	exponential	ADJ
ejpam-6875	3	15	background	background	NOUN
ejpam-6875	3	16	value	value	NOUN
ejpam-6875	3	17	—	—	PUNCT
ejpam-6875	3	18	were	be	AUX
ejpam-6875	3	19	employed	employ	VERB
ejpam-6875	3	20	to	to	PART
ejpam-6875	3	21	minimize	minimize	VERB
ejpam-6875	3	22	the	the	DET
ejpam-6875	3	23	out	out	ADJ
ejpam-6875	3	24	-	-	PUNCT
ejpam-6875	3	25	of	of	ADP
ejpam-6875	3	26	-	-	PUNCT
ejpam-6875	3	27	sample	sample	NOUN
ejpam-6875	3	28	mean	mean	NOUN
ejpam-6875	3	29	absolute	absolute	ADJ
ejpam-6875	3	30	percentage	percentage	NOUN
ejpam-6875	3	31	error	error	NOUN
ejpam-6875	3	32	(	(	PUNCT
ejpam-6875	3	33	mape	mape	NOUN
ejpam-6875	3	34	)	)	PUNCT
ejpam-6875	3	35	.	.	PUNCT
ejpam-6875	4	1	a	a	DET
ejpam-6875	4	2	harmonic	harmonic	ADJ
ejpam-6875	4	3	function	function	NOUN
ejpam-6875	4	4	simulation	simulation	NOUN
ejpam-6875	4	5	identified	identify	VERB
ejpam-6875	4	6	a	a	DET
ejpam-6875	4	7	70/30	70/30	NUM
ejpam-6875	4	8	training	training	NOUN
ejpam-6875	4	9	-	-	PUNCT
ejpam-6875	4	10	to	to	ADP
ejpam-6875	4	11	-	-	PUNCT
ejpam-6875	4	12	testing	testing	NOUN
ejpam-6875	4	13	ratio	ratio	NOUN
ejpam-6875	4	14	as	as	ADP
ejpam-6875	4	15	the	the	DET
ejpam-6875	4	16	most	most	ADV
ejpam-6875	4	17	effective	effective	ADJ
ejpam-6875	4	18	data	data	NOUN
ejpam-6875	4	19	-	-	PUNCT
ejpam-6875	4	20	splitting	splitting	NOUN
ejpam-6875	4	21	scheme	scheme	NOUN
ejpam-6875	4	22	.	.	PUNCT
ejpam-6875	5	1	applied	apply	VERB
ejpam-6875	5	2	to	to	ADP
ejpam-6875	5	3	quarterly	quarterly	PROPN
ejpam-6875	5	4	gdp	gdp	NOUN
ejpam-6875	5	5	data	datum	NOUN
ejpam-6875	5	6	from	from	ADP
ejpam-6875	5	7	the	the	DET
ejpam-6875	5	8	first	first	ADJ
ejpam-6875	5	9	quarter	quarter	NOUN
ejpam-6875	5	10	of	of	ADP
ejpam-6875	5	11	2021	2021	NUM
ejpam-6875	5	12	to	to	ADP
ejpam-6875	5	13	the	the	DET
ejpam-6875	5	14	fourth	fourth	ADJ
ejpam-6875	5	15	quarter	quarter	NOUN
ejpam-6875	5	16	of	of	ADP
ejpam-6875	5	17	2024	2024	NUM
ejpam-6875	5	18	,	,	PUNCT
ejpam-6875	5	19	the	the	DET
ejpam-6875	5	20	pso	pso	NOUN
ejpam-6875	5	21	-	-	PUNCT
ejpam-6875	5	22	optimized	optimize	VERB
ejpam-6875	5	23	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	5	24	)	)	PUNCT
ejpam-6875	5	25	yielded	yield	VERB
ejpam-6875	5	26	the	the	DET
ejpam-6875	5	27	lowest	low	ADJ
ejpam-6875	5	28	out	out	ADP
ejpam-6875	5	29	-	-	PUNCT
ejpam-6875	5	30	of	of	ADP
ejpam-6875	5	31	-	-	PUNCT
ejpam-6875	5	32	sample	sample	NOUN
ejpam-6875	5	33	mape	mape	NOUN
ejpam-6875	5	34	of	of	ADP
ejpam-6875	5	35	5.45	5.45	NUM
ejpam-6875	5	36	percent	percent	NOUN
ejpam-6875	5	37	and	and	CCONJ
ejpam-6875	5	38	the	the	DET
ejpam-6875	5	39	lowest	low	ADJ
ejpam-6875	5	40	root	root	NOUN
ejpam-6875	5	41	mean	mean	ADJ
ejpam-6875	5	42	square	square	NOUN
ejpam-6875	5	43	error	error	NOUN
ejpam-6875	5	44	,	,	PUNCT
ejpam-6875	5	45	outperforming	outperform	VERB
ejpam-6875	5	46	benchmark	benchmark	NOUN
ejpam-6875	5	47	models	model	NOUN
ejpam-6875	5	48	.	.	PUNCT
ejpam-6875	6	1	results	result	NOUN
ejpam-6875	6	2	indicate	indicate	VERB
ejpam-6875	6	3	that	that	SCONJ
ejpam-6875	6	4	pso	pso	NOUN
ejpam-6875	6	5	provides	provide	VERB
ejpam-6875	6	6	substantial	substantial	ADJ
ejpam-6875	6	7	improvements	improvement	NOUN
ejpam-6875	6	8	in	in	ADP
ejpam-6875	6	9	forecasting	forecasting	NOUN
ejpam-6875	6	10	performance	performance	NOUN
ejpam-6875	6	11	,	,	PUNCT
ejpam-6875	6	12	whereas	whereas	SCONJ
ejpam-6875	6	13	the	the	DET
ejpam-6875	6	14	exponential	exponential	ADJ
ejpam-6875	6	15	background	background	NOUN
ejpam-6875	6	16	method	method	NOUN
ejpam-6875	6	17	yielded	yield	VERB
ejpam-6875	6	18	smaller	small	ADJ
ejpam-6875	6	19	gains	gain	NOUN
ejpam-6875	6	20	.	.	PUNCT
ejpam-6875	7	1	2020	2020	NUM
ejpam-6875	7	2	mathematics	mathematic	NOUN
ejpam-6875	7	3	subject	subject	NOUN
ejpam-6875	7	4	classifications	classification	NOUN
ejpam-6875	7	5	:	:	PUNCT
ejpam-6875	7	6	90b50	90b50	NUM
ejpam-6875	7	7	,	,	PUNCT
ejpam-6875	7	8	62p20	62p20	NOUN
ejpam-6875	7	9	,	,	PUNCT
ejpam-6875	7	10	91b84	91b84	NUM
ejpam-6875	7	11	,	,	PUNCT
ejpam-6875	7	12	62m10	62m10	NUM
ejpam-6875	7	13	key	key	ADJ
ejpam-6875	7	14	words	word	NOUN
ejpam-6875	7	15	and	and	CCONJ
ejpam-6875	7	16	phrases	phrase	NOUN
ejpam-6875	7	17	:	:	PUNCT
ejpam-6875	7	18	gross	gross	ADJ
ejpam-6875	7	19	domestic	domestic	ADJ
ejpam-6875	7	20	product	product	NOUN
ejpam-6875	7	21	,	,	PUNCT
ejpam-6875	7	22	particle	particle	NOUN
ejpam-6875	7	23	swarm	swarm	NOUN
ejpam-6875	7	24	optimization	optimization	NOUN
ejpam-6875	7	25	,	,	PUNCT
ejpam-6875	7	26	nonlinear	nonlinear	ADJ
ejpam-6875	7	27	grey	grey	PROPN
ejpam-6875	7	28	bernoulli	bernoulli	PROPN
ejpam-6875	7	29	model	model	NOUN
ejpam-6875	7	30	,	,	PUNCT
ejpam-6875	7	31	philippines	philippines	PROPN
ejpam-6875	7	32	1	1	NUM
ejpam-6875	7	33	.	.	PUNCT
ejpam-6875	8	1	introduction	introduction	NOUN
ejpam-6875	8	2	gross	gross	ADJ
ejpam-6875	8	3	domestic	domestic	ADJ
ejpam-6875	8	4	product	product	NOUN
ejpam-6875	8	5	(	(	PUNCT
ejpam-6875	8	6	gdp	gdp	NOUN
ejpam-6875	8	7	)	)	PUNCT
ejpam-6875	8	8	plays	play	VERB
ejpam-6875	8	9	a	a	DET
ejpam-6875	8	10	crucial	crucial	ADJ
ejpam-6875	8	11	role	role	NOUN
ejpam-6875	8	12	in	in	ADP
ejpam-6875	8	13	understanding	understand	VERB
ejpam-6875	8	14	economic	economic	ADJ
ejpam-6875	8	15	health	health	NOUN
ejpam-6875	8	16	.	.	PUNCT
ejpam-6875	9	1	representing	represent	VERB
ejpam-6875	9	2	the	the	DET
ejpam-6875	9	3	total	total	ADJ
ejpam-6875	9	4	monetary	monetary	ADJ
ejpam-6875	9	5	or	or	CCONJ
ejpam-6875	9	6	market	market	NOUN
ejpam-6875	9	7	value	value	NOUN
ejpam-6875	9	8	of	of	ADP
ejpam-6875	9	9	all	all	DET
ejpam-6875	9	10	finished	finish	VERB
ejpam-6875	9	11	goods	good	NOUN
ejpam-6875	9	12	and	and	CCONJ
ejpam-6875	9	13	services	service	NOUN
ejpam-6875	9	14	produced	produce	VERB
ejpam-6875	9	15	within	within	ADP
ejpam-6875	9	16	a	a	DET
ejpam-6875	9	17	country	country	NOUN
ejpam-6875	9	18	’s	’s	PART
ejpam-6875	9	19	borders	border	NOUN
ejpam-6875	9	20	over	over	ADP
ejpam-6875	9	21	a	a	DET
ejpam-6875	9	22	specific	specific	ADJ
ejpam-6875	9	23	period	period	NOUN
ejpam-6875	9	24	,	,	PUNCT
ejpam-6875	9	25	gdp	gdp	NOUN
ejpam-6875	9	26	serves	serve	VERB
ejpam-6875	9	27	as	as	ADP
ejpam-6875	9	28	a	a	DET
ejpam-6875	9	29	broad	broad	ADJ
ejpam-6875	9	30	indicator	indicator	NOUN
ejpam-6875	9	31	of	of	ADP
ejpam-6875	9	32	a	a	DET
ejpam-6875	9	33	country	country	NOUN
ejpam-6875	9	34	’s	’s	PART
ejpam-6875	9	35	overall	overall	ADJ
ejpam-6875	9	36	economic	economic	ADJ
ejpam-6875	9	37	activity	activity	NOUN
ejpam-6875	9	38	and	and	CCONJ
ejpam-6875	9	39	acts	act	NOUN
ejpam-6875	9	40	as	as	ADP
ejpam-6875	9	41	a	a	DET
ejpam-6875	9	42	comprehensive	comprehensive	ADJ
ejpam-6875	9	43	measure	measure	NOUN
ejpam-6875	9	44	of	of	ADP
ejpam-6875	9	45	its	its	PRON
ejpam-6875	9	46	economic	economic	ADJ
ejpam-6875	9	47	health	health	NOUN
ejpam-6875	10	1	[	[	X
ejpam-6875	10	2	1	1	NUM
ejpam-6875	10	3	]	]	PUNCT
ejpam-6875	10	4	.	.	PUNCT
ejpam-6875	11	1	over	over	ADP
ejpam-6875	11	2	the	the	DET
ejpam-6875	11	3	past	past	ADJ
ejpam-6875	11	4	decades	decade	NOUN
ejpam-6875	11	5	,	,	PUNCT
ejpam-6875	11	6	advancements	advancement	NOUN
ejpam-6875	11	7	in	in	ADP
ejpam-6875	11	8	time	time	NOUN
ejpam-6875	11	9	-	-	PUNCT
ejpam-6875	11	10	series	series	NOUN
ejpam-6875	11	11	econometrics	econometric	NOUN
ejpam-6875	11	12	have	have	AUX
ejpam-6875	11	13	enabled	enable	VERB
ejpam-6875	11	14	the	the	DET
ejpam-6875	11	15	development	development	NOUN
ejpam-6875	11	16	of	of	ADP
ejpam-6875	11	17	automated	automate	VERB
ejpam-6875	11	18	platforms	platform	NOUN
ejpam-6875	11	19	for	for	ADP
ejpam-6875	11	20	monitoring	monitor	VERB
ejpam-6875	11	21	macroeconomic	macroeconomic	ADJ
ejpam-6875	11	22	conditions	condition	NOUN
ejpam-6875	11	23	in	in	ADP
ejpam-6875	11	24	real	real	ADJ
ejpam-6875	11	25	time	time	NOUN
ejpam-6875	11	26	[	[	X
ejpam-6875	11	27	2	2	NUM
ejpam-6875	11	28	]	]	PUNCT
ejpam-6875	11	29	.	.	PUNCT
ejpam-6875	12	1	giannone	giannone	NOUN
ejpam-6875	12	2	,	,	PUNCT
ejpam-6875	12	3	reichlin	reichlin	NOUN
ejpam-6875	12	4	,	,	PUNCT
ejpam-6875	12	5	and	and	CCONJ
ejpam-6875	12	6	small	small	ADJ
ejpam-6875	12	7	[	[	X
ejpam-6875	12	8	3	3	NUM
ejpam-6875	12	9	]	]	PUNCT
ejpam-6875	12	10	pioneered	pioneer	VERB
ejpam-6875	12	11	the	the	DET
ejpam-6875	12	12	first	first	ADJ
ejpam-6875	12	13	consistent	consistent	ADJ
ejpam-6875	12	14	statistical	statistical	ADJ
ejpam-6875	12	15	framework	framework	NOUN
ejpam-6875	12	16	for	for	ADP
ejpam-6875	12	17	this	this	DET
ejpam-6875	12	18	purpose	purpose	NOUN
ejpam-6875	12	19	,	,	PUNCT
ejpam-6875	12	20	termed	term	VERB
ejpam-6875	12	21	nowcasting	nowcaste	VERB
ejpam-6875	12	22	.	.	PUNCT
ejpam-6875	13	1	it	it	PRON
ejpam-6875	13	2	is	be	AUX
ejpam-6875	13	3	defined	define	VERB
ejpam-6875	13	4	as	as	ADP
ejpam-6875	13	5	the	the	DET
ejpam-6875	13	6	prediction	prediction	NOUN
ejpam-6875	13	7	of	of	ADP
ejpam-6875	13	8	the	the	DET
ejpam-6875	13	9	present	present	NOUN
ejpam-6875	13	10	,	,	PUNCT
ejpam-6875	13	11	the	the	DET
ejpam-6875	13	12	very	very	ADV
ejpam-6875	13	13	near	near	ADJ
ejpam-6875	13	14	future	future	NOUN
ejpam-6875	13	15	,	,	PUNCT
ejpam-6875	13	16	and	and	CCONJ
ejpam-6875	13	17	the	the	DET
ejpam-6875	13	18	very	very	ADV
ejpam-6875	13	19	recent	recent	ADJ
ejpam-6875	13	20	past	past	NOUN
ejpam-6875	13	21	.	.	PUNCT
ejpam-6875	14	1	nowcasting	nowcasting	NOUN
ejpam-6875	14	2	is	be	AUX
ejpam-6875	14	3	particularly	particularly	ADV
ejpam-6875	14	4	valuable	valuable	ADJ
ejpam-6875	14	5	for	for	ADP
ejpam-6875	14	6	economic	economic	ADJ
ejpam-6875	14	7	planning	planning	NOUN
ejpam-6875	14	8	because	because	SCONJ
ejpam-6875	14	9	key	key	ADJ
ejpam-6875	14	10	indicators	indicator	NOUN
ejpam-6875	14	11	of	of	ADP
ejpam-6875	14	12	economic	economic	ADJ
ejpam-6875	14	13	health	health	NOUN
ejpam-6875	14	14	,	,	PUNCT
ejpam-6875	14	15	such	such	ADJ
ejpam-6875	14	16	as	as	ADP
ejpam-6875	14	17	gdp	gdp	NOUN
ejpam-6875	14	18	and	and	CCONJ
ejpam-6875	14	19	its	its	PRON
ejpam-6875	14	20	components	component	NOUN
ejpam-6875	14	21	,	,	PUNCT
ejpam-6875	14	22	are	be	AUX
ejpam-6875	14	23	released	release	VERB
ejpam-6875	14	24	quarterly	quarterly	ADV
ejpam-6875	14	25	,	,	PUNCT
ejpam-6875	14	26	often	often	ADV
ejpam-6875	14	27	with	with	ADP
ejpam-6875	14	28	a	a	DET
ejpam-6875	14	29	significant	significant	ADJ
ejpam-6875	14	30	delay	delay	NOUN
ejpam-6875	14	31	of	of	ADP
ejpam-6875	14	32	up	up	ADP
ejpam-6875	14	33	to	to	PART
ejpam-6875	14	34	two	two	NUM
ejpam-6875	14	35	months	month	NOUN
ejpam-6875	14	36	.	.	PUNCT
ejpam-6875	15	1	these	these	DET
ejpam-6875	15	2	delays	delay	NOUN
ejpam-6875	15	3	disrupt	disrupt	VERB
ejpam-6875	15	4	∗corresponding	∗corresponde	VERB
ejpam-6875	15	5	author	author	NOUN
ejpam-6875	15	6	.	.	PUNCT
ejpam-6875	16	1	doi	doi	NOUN
ejpam-6875	16	2	:	:	PUNCT
ejpam-6875	16	3	https://doi.org/10.29020/nybg.ejpam.v18i4.6875	https://doi.org/10.29020/nybg.ejpam.v18i4.6875	PROPN
ejpam-6875	16	4	email	email	NOUN
ejpam-6875	16	5	addresses	address	NOUN
ejpam-6875	16	6	:	:	PUNCT
ejpam-6875	16	7	sccarillo@up.edu.ph	sccarillo@up.edu.ph	PROPN
ejpam-6875	16	8	(	(	PUNCT
ejpam-6875	16	9	s.k	s.k	PROPN
ejpam-6875	16	10	..	..	PROPN
ejpam-6875	16	11	carillo	carillo	PROPN
ejpam-6875	16	12	)	)	PUNCT
ejpam-6875	16	13	,	,	PUNCT
ejpam-6875	16	14	iaserra@up.edu.ph	iaserra@up.edu.ph	PROPN
ejpam-6875	16	15	(	(	PUNCT
ejpam-6875	16	16	i.j	i.j	PROPN
ejpam-6875	16	17	.	.	PROPN
ejpam-6875	16	18	serra	serra	PROPN
ejpam-6875	16	19	)	)	PUNCT
ejpam-6875	16	20	https://www.ejpam.com	https://www.ejpam.com	X
ejpam-6875	16	21	1	1	NUM
ejpam-6875	16	22	copyright	copyright	NOUN
ejpam-6875	16	23	:	:	PUNCT
ejpam-6875	17	1	©	©	PROPN
ejpam-6875	17	2	2025	2025	NUM
ejpam-6875	17	3	the	the	DET
ejpam-6875	17	4	author(s	author(s	NOUN
ejpam-6875	17	5	)	)	PUNCT
ejpam-6875	17	6	.	.	PUNCT
ejpam-6875	18	1	(	(	PUNCT
ejpam-6875	18	2	cc	cc	NOUN
ejpam-6875	18	3	by	by	ADP
ejpam-6875	18	4	-	-	PUNCT
ejpam-6875	18	5	nc	nc	PROPN
ejpam-6875	18	6	4.0	4.0	NUM
ejpam-6875	18	7	)	)	PUNCT
ejpam-6875	18	8	s.k	s.k	PROPN
ejpam-6875	18	9	..	..	PROPN
ejpam-6875	18	10	carillo	carillo	PROPN
ejpam-6875	18	11	,	,	PUNCT
ejpam-6875	18	12	i.j	i.j	PROPN
ejpam-6875	18	13	.	.	PROPN
ejpam-6875	18	14	serra	serra	PROPN
ejpam-6875	18	15	/	/	SYM
ejpam-6875	18	16	eur	eur	PROPN
ejpam-6875	18	17	.	.	PUNCT
ejpam-6875	19	1	j.	j.	PROPN
ejpam-6875	19	2	pure	pure	PROPN
ejpam-6875	19	3	appl	appl	PROPN
ejpam-6875	19	4	.	.	PROPN
ejpam-6875	19	5	math	math	PROPN
ejpam-6875	19	6	,	,	PUNCT
ejpam-6875	19	7	18	18	NUM
ejpam-6875	19	8	(	(	PUNCT
ejpam-6875	19	9	4	4	NUM
ejpam-6875	19	10	)	)	PUNCT
ejpam-6875	19	11	(	(	PUNCT
ejpam-6875	19	12	2025	2025	NUM
ejpam-6875	19	13	)	)	PUNCT
ejpam-6875	19	14	,	,	PUNCT
ejpam-6875	19	15	6875	6875	NUM
ejpam-6875	19	16	2	2	NUM
ejpam-6875	19	17	of	of	ADP
ejpam-6875	19	18	17	17	NUM
ejpam-6875	19	19	the	the	DET
ejpam-6875	19	20	planning	planning	NOUN
ejpam-6875	19	21	processes	process	NOUN
ejpam-6875	19	22	of	of	ADP
ejpam-6875	19	23	various	various	ADJ
ejpam-6875	19	24	stakeholders	stakeholder	NOUN
ejpam-6875	19	25	,	,	PUNCT
ejpam-6875	19	26	including	include	VERB
ejpam-6875	19	27	the	the	DET
ejpam-6875	19	28	central	central	ADJ
ejpam-6875	19	29	bank	bank	NOUN
ejpam-6875	19	30	,	,	PUNCT
ejpam-6875	19	31	legislators	legislator	NOUN
ejpam-6875	19	32	,	,	PUNCT
ejpam-6875	19	33	fiscal	fiscal	ADJ
ejpam-6875	19	34	planners	planner	NOUN
ejpam-6875	19	35	,	,	PUNCT
ejpam-6875	19	36	and	and	CCONJ
ejpam-6875	19	37	financial	financial	ADJ
ejpam-6875	19	38	and	and	CCONJ
ejpam-6875	19	39	business	business	NOUN
ejpam-6875	19	40	firms	firm	NOUN
ejpam-6875	19	41	,	,	PUNCT
ejpam-6875	19	42	all	all	PRON
ejpam-6875	19	43	of	of	ADP
ejpam-6875	19	44	whom	whom	PRON
ejpam-6875	19	45	are	be	AUX
ejpam-6875	19	46	heavily	heavily	ADV
ejpam-6875	19	47	affected	affect	VERB
ejpam-6875	19	48	by	by	ADP
ejpam-6875	19	49	the	the	DET
ejpam-6875	19	50	business	business	NOUN
ejpam-6875	19	51	cycle	cycle	NOUN
ejpam-6875	20	1	[	[	X
ejpam-6875	20	2	4	4	NUM
ejpam-6875	20	3	]	]	PUNCT
ejpam-6875	20	4	.	.	PUNCT
ejpam-6875	21	1	the	the	DET
ejpam-6875	21	2	nonlinear	nonlinear	ADJ
ejpam-6875	21	3	grey	grey	ADJ
ejpam-6875	21	4	bernoulli	bernoulli	PROPN
ejpam-6875	21	5	model	model	NOUN
ejpam-6875	21	6	(	(	PUNCT
ejpam-6875	21	7	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	21	8	)	)	PUNCT
ejpam-6875	21	9	)	)	PUNCT
ejpam-6875	21	10	was	be	AUX
ejpam-6875	21	11	introduced	introduce	VERB
ejpam-6875	21	12	by	by	ADP
ejpam-6875	21	13	chen	chen	PROPN
ejpam-6875	21	14	,	,	PUNCT
ejpam-6875	21	15	chen	chen	PROPN
ejpam-6875	21	16	,	,	PUNCT
ejpam-6875	21	17	and	and	CCONJ
ejpam-6875	21	18	chen	chen	PROPN
ejpam-6875	22	1	[	[	X
ejpam-6875	22	2	5	5	NUM
ejpam-6875	22	3	]	]	PUNCT
ejpam-6875	22	4	to	to	PART
ejpam-6875	22	5	address	address	VERB
ejpam-6875	22	6	this	this	DET
ejpam-6875	22	7	need	need	NOUN
ejpam-6875	22	8	,	,	PUNCT
ejpam-6875	22	9	offering	offer	VERB
ejpam-6875	22	10	a	a	DET
ejpam-6875	22	11	framework	framework	NOUN
ejpam-6875	22	12	more	more	ADV
ejpam-6875	22	13	suitable	suitable	ADJ
ejpam-6875	22	14	for	for	ADP
ejpam-6875	22	15	nonlinear	nonlinear	ADJ
ejpam-6875	22	16	systems	system	NOUN
ejpam-6875	22	17	.	.	PUNCT
ejpam-6875	23	1	studies	study	NOUN
ejpam-6875	23	2	have	have	AUX
ejpam-6875	23	3	shown	show	VERB
ejpam-6875	23	4	that	that	DET
ejpam-6875	23	5	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	23	6	)	)	PUNCT
ejpam-6875	23	7	can	can	AUX
ejpam-6875	23	8	capture	capture	VERB
ejpam-6875	23	9	complex	complex	ADJ
ejpam-6875	23	10	patterns	pattern	NOUN
ejpam-6875	23	11	in	in	ADP
ejpam-6875	23	12	economic	economic	ADJ
ejpam-6875	23	13	data	datum	NOUN
ejpam-6875	23	14	,	,	PUNCT
ejpam-6875	23	15	but	but	CCONJ
ejpam-6875	23	16	its	its	PRON
ejpam-6875	23	17	performance	performance	NOUN
ejpam-6875	23	18	heavily	heavily	ADV
ejpam-6875	23	19	depends	depend	VERB
ejpam-6875	23	20	on	on	ADP
ejpam-6875	23	21	the	the	DET
ejpam-6875	23	22	precise	precise	ADJ
ejpam-6875	23	23	estimation	estimation	NOUN
ejpam-6875	23	24	of	of	ADP
ejpam-6875	23	25	model	model	NOUN
ejpam-6875	23	26	parameters	parameter	NOUN
ejpam-6875	23	27	,	,	PUNCT
ejpam-6875	23	28	particularly	particularly	ADV
ejpam-6875	23	29	the	the	DET
ejpam-6875	23	30	power	power	NOUN
ejpam-6875	23	31	index	index	NOUN
ejpam-6875	23	32	and	and	CCONJ
ejpam-6875	23	33	background	background	NOUN
ejpam-6875	23	34	value	value	NOUN
ejpam-6875	23	35	coefficient	coefficient	NOUN
ejpam-6875	23	36	.	.	PUNCT
ejpam-6875	24	1	this	this	DET
ejpam-6875	24	2	study	study	NOUN
ejpam-6875	24	3	seeks	seek	VERB
ejpam-6875	24	4	to	to	PART
ejpam-6875	24	5	improve	improve	VERB
ejpam-6875	24	6	estimation	estimation	NOUN
ejpam-6875	24	7	accuracy	accuracy	NOUN
ejpam-6875	24	8	by	by	ADP
ejpam-6875	24	9	incorporating	incorporate	VERB
ejpam-6875	24	10	particle	particle	NOUN
ejpam-6875	24	11	swarm	swarm	NOUN
ejpam-6875	24	12	optimization	optimization	NOUN
ejpam-6875	24	13	(	(	PUNCT
ejpam-6875	24	14	pso	pso	NOUN
ejpam-6875	24	15	)	)	PUNCT
ejpam-6875	24	16	,	,	PUNCT
ejpam-6875	24	17	a	a	DET
ejpam-6875	24	18	metaheuristic	metaheuristic	ADJ
ejpam-6875	24	19	algorithm	algorithm	NOUN
ejpam-6875	24	20	inspired	inspire	VERB
ejpam-6875	24	21	by	by	ADP
ejpam-6875	24	22	the	the	DET
ejpam-6875	24	23	collective	collective	ADJ
ejpam-6875	24	24	behavior	behavior	NOUN
ejpam-6875	24	25	of	of	ADP
ejpam-6875	24	26	bird	bird	NOUN
ejpam-6875	24	27	flocks	flock	NOUN
ejpam-6875	24	28	.	.	PUNCT
ejpam-6875	25	1	pso	pso	NOUN
ejpam-6875	25	2	has	have	AUX
ejpam-6875	25	3	been	be	AUX
ejpam-6875	25	4	demonstrated	demonstrate	VERB
ejpam-6875	25	5	to	to	PART
ejpam-6875	25	6	effectively	effectively	ADV
ejpam-6875	25	7	optimize	optimize	VERB
ejpam-6875	25	8	parameters	parameter	NOUN
ejpam-6875	25	9	in	in	ADP
ejpam-6875	25	10	nonlinear	nonlinear	ADJ
ejpam-6875	25	11	grey	grey	ADJ
ejpam-6875	25	12	models	model	NOUN
ejpam-6875	25	13	by	by	ADP
ejpam-6875	25	14	minimizing	minimize	VERB
ejpam-6875	25	15	forecasting	forecasting	NOUN
ejpam-6875	25	16	errors	error	NOUN
ejpam-6875	25	17	.	.	PUNCT
ejpam-6875	26	1	a	a	DET
ejpam-6875	26	2	further	further	ADJ
ejpam-6875	26	3	refinement	refinement	NOUN
ejpam-6875	26	4	,	,	PUNCT
ejpam-6875	26	5	proposed	propose	VERB
ejpam-6875	26	6	by	by	ADP
ejpam-6875	26	7	cheng	cheng	PROPN
ejpam-6875	26	8	et	et	PROPN
ejpam-6875	26	9	al	al	PROPN
ejpam-6875	26	10	.	.	PUNCT
ejpam-6875	27	1	[	[	X
ejpam-6875	27	2	6	6	NUM
ejpam-6875	27	3	]	]	PUNCT
ejpam-6875	27	4	,	,	PUNCT
ejpam-6875	27	5	is	be	AUX
ejpam-6875	27	6	also	also	ADV
ejpam-6875	27	7	explored	explore	VERB
ejpam-6875	27	8	;	;	PUNCT
ejpam-6875	27	9	this	this	DET
ejpam-6875	27	10	approach	approach	NOUN
ejpam-6875	27	11	reformulates	reformulate	VERB
ejpam-6875	27	12	the	the	DET
ejpam-6875	27	13	background	background	NOUN
ejpam-6875	27	14	value	value	NOUN
ejpam-6875	27	15	using	use	VERB
ejpam-6875	27	16	an	an	DET
ejpam-6875	27	17	exponential	exponential	ADJ
ejpam-6875	27	18	curve	curve	NOUN
ejpam-6875	27	19	to	to	PART
ejpam-6875	27	20	enhance	enhance	VERB
ejpam-6875	27	21	model	model	NOUN
ejpam-6875	27	22	responsiveness	responsiveness	NOUN
ejpam-6875	27	23	to	to	ADP
ejpam-6875	27	24	dynamic	dynamic	ADJ
ejpam-6875	27	25	patterns	pattern	NOUN
ejpam-6875	27	26	.	.	PUNCT
ejpam-6875	28	1	given	give	VERB
ejpam-6875	28	2	the	the	DET
ejpam-6875	28	3	importance	importance	NOUN
ejpam-6875	28	4	of	of	ADP
ejpam-6875	28	5	gdp	gdp	NOUN
ejpam-6875	28	6	for	for	ADP
ejpam-6875	28	7	economic	economic	ADJ
ejpam-6875	28	8	policymaking	policymaking	NOUN
ejpam-6875	28	9	,	,	PUNCT
ejpam-6875	28	10	producing	produce	VERB
ejpam-6875	28	11	accurate	accurate	ADJ
ejpam-6875	28	12	and	and	CCONJ
ejpam-6875	28	13	timely	timely	ADJ
ejpam-6875	28	14	forecasts	forecast	NOUN
ejpam-6875	28	15	is	be	AUX
ejpam-6875	28	16	essential	essential	ADJ
ejpam-6875	28	17	.	.	PUNCT
ejpam-6875	29	1	the	the	DET
ejpam-6875	29	2	primary	primary	ADJ
ejpam-6875	29	3	aim	aim	NOUN
ejpam-6875	29	4	of	of	ADP
ejpam-6875	29	5	this	this	DET
ejpam-6875	29	6	research	research	NOUN
ejpam-6875	29	7	is	be	AUX
ejpam-6875	29	8	to	to	PART
ejpam-6875	29	9	enhance	enhance	VERB
ejpam-6875	29	10	the	the	DET
ejpam-6875	29	11	predictive	predictive	ADJ
ejpam-6875	29	12	performance	performance	NOUN
ejpam-6875	29	13	of	of	ADP
ejpam-6875	29	14	the	the	DET
ejpam-6875	29	15	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	29	16	)	)	PUNCT
ejpam-6875	29	17	model	model	NOUN
ejpam-6875	29	18	for	for	ADP
ejpam-6875	29	19	nowcasting	nowcaste	VERB
ejpam-6875	29	20	the	the	DET
ejpam-6875	29	21	quarterly	quarterly	ADJ
ejpam-6875	29	22	gdp	gdp	NOUN
ejpam-6875	29	23	of	of	ADP
ejpam-6875	29	24	the	the	DET
ejpam-6875	29	25	philippines	philippine	NOUN
ejpam-6875	29	26	by	by	ADP
ejpam-6875	29	27	optimizing	optimize	VERB
ejpam-6875	29	28	its	its	PRON
ejpam-6875	29	29	parameters	parameter	NOUN
ejpam-6875	29	30	using	use	VERB
ejpam-6875	29	31	pso	pso	NOUN
ejpam-6875	29	32	and	and	CCONJ
ejpam-6875	29	33	an	an	DET
ejpam-6875	29	34	exponential	exponential	ADJ
ejpam-6875	29	35	background	background	NOUN
ejpam-6875	29	36	value	value	NOUN
ejpam-6875	29	37	.	.	PUNCT
ejpam-6875	30	1	2	2	X
ejpam-6875	30	2	.	.	X
ejpam-6875	30	3	methodology	methodology	NOUN
ejpam-6875	30	4	2.1	2.1	NUM
ejpam-6875	30	5	.	.	PUNCT
ejpam-6875	31	1	benchmark	benchmark	NOUN
ejpam-6875	31	2	models	model	NOUN
ejpam-6875	31	3	benchmark	benchmark	NOUN
ejpam-6875	31	4	models	model	NOUN
ejpam-6875	31	5	serve	serve	VERB
ejpam-6875	31	6	as	as	ADP
ejpam-6875	31	7	a	a	DET
ejpam-6875	31	8	standard	standard	ADJ
ejpam-6875	31	9	reference	reference	NOUN
ejpam-6875	31	10	to	to	PART
ejpam-6875	31	11	evaluate	evaluate	VERB
ejpam-6875	31	12	the	the	DET
ejpam-6875	31	13	performance	performance	NOUN
ejpam-6875	31	14	and	and	CCONJ
ejpam-6875	31	15	improvement	improvement	NOUN
ejpam-6875	31	16	of	of	ADP
ejpam-6875	31	17	a	a	DET
ejpam-6875	31	18	new	new	ADJ
ejpam-6875	31	19	model	model	NOUN
ejpam-6875	31	20	.	.	PUNCT
ejpam-6875	32	1	in	in	ADP
ejpam-6875	32	2	this	this	DET
ejpam-6875	32	3	study	study	NOUN
ejpam-6875	32	4	,	,	PUNCT
ejpam-6875	32	5	the	the	DET
ejpam-6875	32	6	standard	standard	ADJ
ejpam-6875	32	7	grey	grey	ADJ
ejpam-6875	32	8	model	model	NOUN
ejpam-6875	32	9	(	(	PUNCT
ejpam-6875	32	10	gm(1,1	gm(1,1	NOUN
ejpam-6875	32	11	)	)	PUNCT
ejpam-6875	32	12	)	)	PUNCT
ejpam-6875	32	13	and	and	CCONJ
ejpam-6875	32	14	the	the	DET
ejpam-6875	32	15	nonlinear	nonlinear	ADJ
ejpam-6875	32	16	grey	grey	ADJ
ejpam-6875	32	17	bernoulli	bernoulli	PROPN
ejpam-6875	32	18	model	model	NOUN
ejpam-6875	32	19	(	(	PUNCT
ejpam-6875	32	20	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	32	21	)	)	PUNCT
ejpam-6875	32	22	)	)	PUNCT
ejpam-6875	32	23	serve	serve	VERB
ejpam-6875	32	24	as	as	ADP
ejpam-6875	32	25	benchmarks	benchmark	NOUN
ejpam-6875	32	26	to	to	PART
ejpam-6875	32	27	assess	assess	VERB
ejpam-6875	32	28	the	the	DET
ejpam-6875	32	29	performance	performance	NOUN
ejpam-6875	32	30	of	of	ADP
ejpam-6875	32	31	the	the	DET
ejpam-6875	32	32	optimized	optimize	VERB
ejpam-6875	32	33	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	32	34	)	)	PUNCT
ejpam-6875	32	35	variant	variant	NOUN
ejpam-6875	32	36	.	.	PUNCT
ejpam-6875	33	1	2.1.1	2.1.1	X
ejpam-6875	33	2	.	.	PUNCT
ejpam-6875	33	3	grey	grey	PROPN
ejpam-6875	33	4	model	model	NOUN
ejpam-6875	33	5	the	the	DET
ejpam-6875	33	6	grey	grey	PROPN
ejpam-6875	33	7	model	model	PROPN
ejpam-6875	33	8	gm(1,1	gm(1,1	PROPN
ejpam-6875	33	9	)	)	PUNCT
ejpam-6875	33	10	serves	serve	VERB
ejpam-6875	33	11	as	as	ADP
ejpam-6875	33	12	a	a	DET
ejpam-6875	33	13	benchmark	benchmark	NOUN
ejpam-6875	33	14	in	in	ADP
ejpam-6875	33	15	this	this	DET
ejpam-6875	33	16	study	study	NOUN
ejpam-6875	33	17	.	.	PUNCT
ejpam-6875	34	1	this	this	DET
ejpam-6875	34	2	class	class	NOUN
ejpam-6875	34	3	of	of	ADP
ejpam-6875	34	4	models	model	NOUN
ejpam-6875	34	5	relies	rely	VERB
ejpam-6875	34	6	on	on	ADP
ejpam-6875	34	7	the	the	DET
ejpam-6875	34	8	most	most	ADV
ejpam-6875	34	9	recent	recent	ADJ
ejpam-6875	34	10	data	datum	NOUN
ejpam-6875	34	11	,	,	PUNCT
ejpam-6875	34	12	where	where	SCONJ
ejpam-6875	34	13	the	the	DET
ejpam-6875	34	14	window	window	NOUN
ejpam-6875	34	15	size	size	NOUN
ejpam-6875	34	16	determines	determine	VERB
ejpam-6875	34	17	the	the	DET
ejpam-6875	34	18	historical	historical	ADJ
ejpam-6875	34	19	scope	scope	NOUN
ejpam-6875	34	20	.	.	PUNCT
ejpam-6875	35	1	a	a	DET
ejpam-6875	35	2	fundamental	fundamental	ADJ
ejpam-6875	35	3	assumption	assumption	NOUN
ejpam-6875	35	4	of	of	ADP
ejpam-6875	35	5	grey	grey	PROPN
ejpam-6875	35	6	models	model	NOUN
ejpam-6875	35	7	is	be	AUX
ejpam-6875	35	8	that	that	SCONJ
ejpam-6875	35	9	the	the	DET
ejpam-6875	35	10	input	input	NOUN
ejpam-6875	35	11	data	datum	NOUN
ejpam-6875	35	12	must	must	AUX
ejpam-6875	35	13	be	be	AUX
ejpam-6875	35	14	strictly	strictly	ADV
ejpam-6875	35	15	non	non	ADJ
ejpam-6875	35	16	-	-	ADJ
ejpam-6875	35	17	negative	negative	ADJ
ejpam-6875	35	18	and	and	CCONJ
ejpam-6875	35	19	exhibit	exhibit	VERB
ejpam-6875	35	20	a	a	DET
ejpam-6875	35	21	fixed	fix	VERB
ejpam-6875	35	22	frequency	frequency	NOUN
ejpam-6875	35	23	.	.	PUNCT
ejpam-6875	36	1	furthermore	furthermore	ADV
ejpam-6875	36	2	,	,	PUNCT
ejpam-6875	36	3	as	as	SCONJ
ejpam-6875	36	4	they	they	PRON
ejpam-6875	36	5	do	do	AUX
ejpam-6875	36	6	not	not	PART
ejpam-6875	36	7	require	require	VERB
ejpam-6875	36	8	large	large	ADJ
ejpam-6875	36	9	sample	sample	NOUN
ejpam-6875	36	10	sizes	size	NOUN
ejpam-6875	36	11	,	,	PUNCT
ejpam-6875	36	12	grey	grey	NOUN
ejpam-6875	36	13	models	model	NOUN
ejpam-6875	36	14	are	be	AUX
ejpam-6875	36	15	particularly	particularly	ADV
ejpam-6875	36	16	suitable	suitable	ADJ
ejpam-6875	36	17	for	for	ADP
ejpam-6875	36	18	nowcasting	nowcaste	VERB
ejpam-6875	36	19	.	.	PUNCT
ejpam-6875	37	1	the	the	DET
ejpam-6875	37	2	first	first	ADJ
ejpam-6875	37	3	step	step	NOUN
ejpam-6875	37	4	in	in	ADP
ejpam-6875	37	5	the	the	DET
ejpam-6875	37	6	gm(1,1	gm(1,1	NOUN
ejpam-6875	37	7	)	)	PUNCT
ejpam-6875	37	8	modeling	modeling	NOUN
ejpam-6875	37	9	process	process	NOUN
ejpam-6875	37	10	is	be	AUX
ejpam-6875	37	11	to	to	PART
ejpam-6875	37	12	define	define	VERB
ejpam-6875	37	13	the	the	DET
ejpam-6875	37	14	initial	initial	ADJ
ejpam-6875	37	15	non	non	ADJ
ejpam-6875	37	16	-	-	ADJ
ejpam-6875	37	17	negative	negative	ADJ
ejpam-6875	37	18	sequence	sequence	NOUN
ejpam-6875	37	19	,	,	PUNCT
ejpam-6875	37	20	denoted	denote	VERB
ejpam-6875	37	21	as	as	ADP
ejpam-6875	37	22	x(0	x(0	PROPN
ejpam-6875	37	23	)	)	PUNCT
ejpam-6875	37	24	.	.	PUNCT
ejpam-6875	38	1	this	this	DET
ejpam-6875	38	2	sequence	sequence	NOUN
ejpam-6875	38	3	comprises	comprise	VERB
ejpam-6875	38	4	the	the	DET
ejpam-6875	38	5	original	original	ADJ
ejpam-6875	38	6	baseline	baseline	NOUN
ejpam-6875	38	7	data	datum	NOUN
ejpam-6875	38	8	points	point	NOUN
ejpam-6875	38	9	over	over	ADP
ejpam-6875	38	10	time	time	NOUN
ejpam-6875	38	11	i	i	PRON
ejpam-6875	38	12	,	,	PUNCT
ejpam-6875	38	13	forming	form	VERB
ejpam-6875	38	14	the	the	DET
ejpam-6875	38	15	foundation	foundation	NOUN
ejpam-6875	38	16	for	for	ADP
ejpam-6875	38	17	all	all	DET
ejpam-6875	38	18	subsequent	subsequent	ADJ
ejpam-6875	38	19	calculations	calculation	NOUN
ejpam-6875	38	20	:	:	PUNCT
ejpam-6875	38	21	x(0	x(0	PROPN
ejpam-6875	38	22	)	)	PUNCT
ejpam-6875	39	1	=	=	PRON
ejpam-6875	39	2	{	{	PUNCT
ejpam-6875	39	3	x(0)(1	x(0)(1	NUM
ejpam-6875	39	4	)	)	PUNCT
ejpam-6875	39	5	,	,	PUNCT
ejpam-6875	39	6	x(0)(2	x(0)(2	NUM
ejpam-6875	39	7	)	)	PUNCT
ejpam-6875	39	8	,	,	PUNCT
ejpam-6875	39	9	x(0)(3	x(0)(3	NOUN
ejpam-6875	39	10	)	)	PUNCT
ejpam-6875	39	11	,	,	PUNCT
ejpam-6875	39	12	.	.	PUNCT
ejpam-6875	39	13	.	.	PUNCT
ejpam-6875	40	1	.	.	PUNCT
ejpam-6875	41	1	,	,	PUNCT
ejpam-6875	41	2	x(0)(n	x(0)(n	PROPN
ejpam-6875	41	3	)	)	PUNCT
ejpam-6875	41	4	}	}	PUNCT
ejpam-6875	41	5	.	.	PUNCT
ejpam-6875	42	1	(	(	PUNCT
ejpam-6875	42	2	1	1	X
ejpam-6875	42	3	)	)	PUNCT
ejpam-6875	42	4	the	the	DET
ejpam-6875	42	5	second	second	ADJ
ejpam-6875	42	6	step	step	NOUN
ejpam-6875	42	7	involves	involve	VERB
ejpam-6875	42	8	generating	generate	VERB
ejpam-6875	42	9	the	the	DET
ejpam-6875	42	10	first	first	ADJ
ejpam-6875	42	11	-	-	PUNCT
ejpam-6875	42	12	order	order	NOUN
ejpam-6875	42	13	accumulated	accumulate	VERB
ejpam-6875	42	14	generating	generating	NOUN
ejpam-6875	42	15	operation	operation	NOUN
ejpam-6875	42	16	(	(	PUNCT
ejpam-6875	42	17	ago	ago	ADV
ejpam-6875	42	18	)	)	PUNCT
ejpam-6875	42	19	sequence	sequence	NOUN
ejpam-6875	42	20	,	,	PUNCT
ejpam-6875	42	21	denoted	denote	VERB
ejpam-6875	42	22	as	as	ADP
ejpam-6875	42	23	x(1	x(1	PROPN
ejpam-6875	42	24	)	)	PUNCT
ejpam-6875	42	25	.	.	PUNCT
ejpam-6875	43	1	this	this	PRON
ejpam-6875	43	2	is	be	AUX
ejpam-6875	43	3	done	do	VERB
ejpam-6875	43	4	by	by	ADP
ejpam-6875	43	5	performing	perform	VERB
ejpam-6875	43	6	a	a	DET
ejpam-6875	43	7	cumulative	cumulative	ADJ
ejpam-6875	43	8	s.k	s.k	PROPN
ejpam-6875	43	9	..	..	PROPN
ejpam-6875	43	10	carillo	carillo	PROPN
ejpam-6875	43	11	,	,	PUNCT
ejpam-6875	43	12	i.j	i.j	PROPN
ejpam-6875	43	13	.	.	PROPN
ejpam-6875	43	14	serra	serra	PROPN
ejpam-6875	43	15	/	/	SYM
ejpam-6875	43	16	eur	eur	PROPN
ejpam-6875	43	17	.	.	PUNCT
ejpam-6875	44	1	j.	j.	PROPN
ejpam-6875	44	2	pure	pure	PROPN
ejpam-6875	44	3	appl	appl	PROPN
ejpam-6875	44	4	.	.	PROPN
ejpam-6875	44	5	math	math	PROPN
ejpam-6875	44	6	,	,	PUNCT
ejpam-6875	44	7	18	18	NUM
ejpam-6875	44	8	(	(	PUNCT
ejpam-6875	44	9	4	4	NUM
ejpam-6875	44	10	)	)	PUNCT
ejpam-6875	44	11	(	(	PUNCT
ejpam-6875	44	12	2025	2025	NUM
ejpam-6875	44	13	)	)	PUNCT
ejpam-6875	44	14	,	,	PUNCT
ejpam-6875	44	15	6875	6875	NUM
ejpam-6875	44	16	3	3	NUM
ejpam-6875	44	17	of	of	ADP
ejpam-6875	44	18	17	17	NUM
ejpam-6875	44	19	sum	sum	NOUN
ejpam-6875	44	20	on	on	ADP
ejpam-6875	44	21	the	the	DET
ejpam-6875	44	22	initial	initial	ADJ
ejpam-6875	44	23	sequence	sequence	NOUN
ejpam-6875	44	24	x(0	x(0	PROPN
ejpam-6875	44	25	)	)	PUNCT
ejpam-6875	44	26	,	,	PUNCT
ejpam-6875	44	27	where	where	SCONJ
ejpam-6875	44	28	each	each	DET
ejpam-6875	44	29	term	term	NOUN
ejpam-6875	44	30	x(1)(k	x(1)(k	PROPN
ejpam-6875	44	31	)	)	PUNCT
ejpam-6875	44	32	is	be	AUX
ejpam-6875	44	33	calculated	calculate	VERB
ejpam-6875	44	34	as	as	ADP
ejpam-6875	44	35	the	the	DET
ejpam-6875	44	36	sum	sum	NOUN
ejpam-6875	44	37	of	of	ADP
ejpam-6875	44	38	all	all	DET
ejpam-6875	44	39	previous	previous	ADJ
ejpam-6875	44	40	terms	term	NOUN
ejpam-6875	44	41	x(0	x(0	PROPN
ejpam-6875	44	42	)	)	PUNCT
ejpam-6875	44	43	.	.	PUNCT
ejpam-6875	45	1	the	the	DET
ejpam-6875	45	2	ago	ago	ADJ
ejpam-6875	45	3	sequence	sequence	NOUN
ejpam-6875	45	4	smoothens	smoothen	VERB
ejpam-6875	45	5	the	the	DET
ejpam-6875	45	6	data	datum	NOUN
ejpam-6875	45	7	,	,	PUNCT
ejpam-6875	45	8	making	make	VERB
ejpam-6875	45	9	the	the	DET
ejpam-6875	45	10	series	serie	NOUN
ejpam-6875	45	11	’	'	PUNCT
ejpam-6875	45	12	behavior	behavior	NOUN
ejpam-6875	45	13	easier	easy	ADJ
ejpam-6875	45	14	to	to	PART
ejpam-6875	45	15	model	model	VERB
ejpam-6875	45	16	:	:	PUNCT
ejpam-6875	45	17	x(1	x(1	PROPN
ejpam-6875	45	18	)	)	PUNCT
ejpam-6875	46	1	=	=	PRON
ejpam-6875	46	2	{	{	PUNCT
ejpam-6875	46	3	x(1)(1	x(1)(1	PROPN
ejpam-6875	46	4	)	)	PUNCT
ejpam-6875	46	5	,	,	PUNCT
ejpam-6875	46	6	x(1)(2	x(1)(2	NOUN
ejpam-6875	46	7	)	)	PUNCT
ejpam-6875	46	8	,	,	PUNCT
ejpam-6875	46	9	x(1)(3	x(1)(3	NOUN
ejpam-6875	46	10	)	)	PUNCT
ejpam-6875	46	11	,	,	PUNCT
ejpam-6875	46	12	.	.	PUNCT
ejpam-6875	46	13	.	.	PUNCT
ejpam-6875	46	14	.	.	PUNCT
ejpam-6875	47	1	,	,	PUNCT
ejpam-6875	47	2	x(1)(n	x(1)(n	PROPN
ejpam-6875	47	3	)	)	PUNCT
ejpam-6875	47	4	}	}	PUNCT
ejpam-6875	47	5	.	.	PUNCT
ejpam-6875	48	1	(	(	PUNCT
ejpam-6875	48	2	2	2	X
ejpam-6875	48	3	)	)	PUNCT
ejpam-6875	48	4	the	the	DET
ejpam-6875	48	5	next	next	ADJ
ejpam-6875	48	6	step	step	NOUN
ejpam-6875	48	7	is	be	AUX
ejpam-6875	48	8	to	to	PART
ejpam-6875	48	9	compute	compute	VERB
ejpam-6875	48	10	the	the	DET
ejpam-6875	48	11	mean	mean	NOUN
ejpam-6875	48	12	of	of	ADP
ejpam-6875	48	13	the	the	DET
ejpam-6875	48	14	first	first	ADJ
ejpam-6875	48	15	-	-	PUNCT
ejpam-6875	48	16	order	order	NOUN
ejpam-6875	48	17	ago	ago	ADJ
ejpam-6875	48	18	sequence	sequence	NOUN
ejpam-6875	48	19	to	to	PART
ejpam-6875	48	20	create	create	VERB
ejpam-6875	48	21	a	a	DET
ejpam-6875	48	22	background	background	NOUN
ejpam-6875	48	23	value	value	NOUN
ejpam-6875	48	24	sequence	sequence	NOUN
ejpam-6875	48	25	z(1	z(1	PROPN
ejpam-6875	48	26	):	):	PUNCT
ejpam-6875	48	27	z(1)(k	z(1)(k	NOUN
ejpam-6875	48	28	)	)	PUNCT
ejpam-6875	48	29	=	=	SYM
ejpam-6875	48	30	0.5x(1)(k	0.5x(1)(k	PROPN
ejpam-6875	48	31	)	)	PUNCT
ejpam-6875	49	1	+	+	NUM
ejpam-6875	49	2	0.5x(1)(k	0.5x(1)(k	NUM
ejpam-6875	50	1	−	−	NUM
ejpam-6875	50	2	1	1	NUM
ejpam-6875	50	3	)	)	PUNCT
ejpam-6875	50	4	for	for	ADP
ejpam-6875	50	5	k	k	PROPN
ejpam-6875	50	6	=	=	SYM
ejpam-6875	50	7	2	2	NUM
ejpam-6875	50	8	,	,	PUNCT
ejpam-6875	50	9	3	3	NUM
ejpam-6875	50	10	,	,	PUNCT
ejpam-6875	50	11	.	.	PUNCT
ejpam-6875	50	12	.	.	PUNCT
ejpam-6875	50	13	.	.	PUNCT
ejpam-6875	51	1	,	,	PUNCT
ejpam-6875	51	2	n.	n.	NOUN
ejpam-6875	51	3	(	(	PUNCT
ejpam-6875	51	4	3	3	X
ejpam-6875	51	5	)	)	PUNCT
ejpam-6875	51	6	the	the	DET
ejpam-6875	51	7	fourth	fourth	ADJ
ejpam-6875	51	8	step	step	NOUN
ejpam-6875	51	9	defines	define	VERB
ejpam-6875	51	10	the	the	DET
ejpam-6875	51	11	basic	basic	ADJ
ejpam-6875	51	12	form	form	NOUN
ejpam-6875	51	13	of	of	ADP
ejpam-6875	51	14	the	the	DET
ejpam-6875	51	15	gm(1,1	gm(1,1	NOUN
ejpam-6875	51	16	)	)	PUNCT
ejpam-6875	51	17	model	model	NOUN
ejpam-6875	51	18	.	.	PUNCT
ejpam-6875	52	1	this	this	DET
ejpam-6875	52	2	equation	equation	NOUN
ejpam-6875	52	3	incorporates	incorporate	VERB
ejpam-6875	52	4	the	the	DET
ejpam-6875	52	5	parameters	parameter	NOUN
ejpam-6875	52	6	a	a	PRON
ejpam-6875	52	7	and	and	CCONJ
ejpam-6875	52	8	b	b	NOUN
ejpam-6875	52	9	:	:	PUNCT
ejpam-6875	52	10	x(0)(k	x(0)(k	NOUN
ejpam-6875	52	11	)	)	PUNCT
ejpam-6875	52	12	+	+	NUM
ejpam-6875	52	13	az(1)(k	az(1)(k	NOUN
ejpam-6875	52	14	)	)	PUNCT
ejpam-6875	52	15	=	=	SYM
ejpam-6875	52	16	b.	b.	PROPN
ejpam-6875	52	17	(	(	PUNCT
ejpam-6875	52	18	4	4	NUM
ejpam-6875	52	19	)	)	PUNCT
ejpam-6875	52	20	the	the	DET
ejpam-6875	52	21	fifth	fifth	ADJ
ejpam-6875	52	22	step	step	NOUN
ejpam-6875	52	23	involves	involve	VERB
ejpam-6875	52	24	estimating	estimate	VERB
ejpam-6875	52	25	the	the	DET
ejpam-6875	52	26	parameters	parameter	NOUN
ejpam-6875	52	27	a	a	PRON
ejpam-6875	52	28	and	and	CCONJ
ejpam-6875	52	29	b	b	NOUN
ejpam-6875	52	30	using	use	VERB
ejpam-6875	52	31	the	the	DET
ejpam-6875	52	32	least	least	ADJ
ejpam-6875	52	33	-	-	PUNCT
ejpam-6875	52	34	squares	square	NOUN
ejpam-6875	52	35	method	method	NOUN
ejpam-6875	52	36	.	.	PUNCT
ejpam-6875	53	1	the	the	DET
ejpam-6875	53	2	parameters	parameter	NOUN
ejpam-6875	53	3	are	be	AUX
ejpam-6875	53	4	determined	determine	VERB
ejpam-6875	53	5	by	by	ADP
ejpam-6875	53	6	solving	solve	VERB
ejpam-6875	53	7	the	the	DET
ejpam-6875	53	8	following	follow	VERB
ejpam-6875	53	9	equation	equation	NOUN
ejpam-6875	53	10	:	:	PUNCT
ejpam-6875	53	11	(	(	PUNCT
ejpam-6875	53	12	a	a	X
ejpam-6875	53	13	,	,	PUNCT
ejpam-6875	53	14	b)′	b)′	NOUN
ejpam-6875	53	15	=	=	SYM
ejpam-6875	53	16	(	(	PUNCT
ejpam-6875	53	17	b′b)−1b′y	b′b)−1b′y	NOUN
ejpam-6875	53	18	,	,	PUNCT
ejpam-6875	53	19	(	(	PUNCT
ejpam-6875	53	20	5	5	NUM
ejpam-6875	53	21	)	)	PUNCT
ejpam-6875	54	1	where	where	SCONJ
ejpam-6875	54	2	y	y	PROPN
ejpam-6875	54	3	=	=	SYM
ejpam-6875	54	4			PROPN
ejpam-6875	54	5	x(0)(2	x(0)(2	NOUN
ejpam-6875	54	6	)	)	PUNCT
ejpam-6875	54	7	x(0)(3	x(0)(3	NOUN
ejpam-6875	54	8	)	)	PUNCT
ejpam-6875	54	9	...	...	PUNCT
ejpam-6875	54	10	x(0)(n	x(0)(n	X
ejpam-6875	54	11	)	)	PUNCT
ejpam-6875	54	12			PROPN
ejpam-6875	54	13	and	and	CCONJ
ejpam-6875	54	14	b	b	X
ejpam-6875	54	15	=	=	SYM
ejpam-6875	54	16			NOUN
ejpam-6875	54	17	−z(1)(2	−z(1)(2	NOUN
ejpam-6875	54	18	)	)	PUNCT
ejpam-6875	54	19	1	1	NUM
ejpam-6875	54	20	−z(1)(3	−z(1)(3	NOUN
ejpam-6875	54	21	)	)	PUNCT
ejpam-6875	54	22	1	1	NUM
ejpam-6875	54	23	...	...	PUNCT
ejpam-6875	54	24	...	...	PUNCT
ejpam-6875	55	1	−z(1)(n	−z(1)(n	X
ejpam-6875	55	2	)	)	PUNCT
ejpam-6875	55	3	1	1	NUM
ejpam-6875	55	4			ADJ
ejpam-6875	55	5	.	.	PUNCT
ejpam-6875	56	1	the	the	DET
ejpam-6875	56	2	next	next	ADJ
ejpam-6875	56	3	step	step	NOUN
ejpam-6875	56	4	solves	solve	VERB
ejpam-6875	56	5	the	the	DET
ejpam-6875	56	6	whitening	whiten	VERB
ejpam-6875	56	7	equation	equation	NOUN
ejpam-6875	56	8	using	use	VERB
ejpam-6875	56	9	the	the	DET
ejpam-6875	56	10	determined	determined	ADJ
ejpam-6875	56	11	parameters	parameter	NOUN
ejpam-6875	56	12	to	to	PART
ejpam-6875	56	13	generate	generate	VERB
ejpam-6875	56	14	the	the	DET
ejpam-6875	56	15	predicted	predict	VERB
ejpam-6875	56	16	ago	ago	ADJ
ejpam-6875	56	17	values	value	NOUN
ejpam-6875	56	18	x̂(1	x̂(1	PROPN
ejpam-6875	56	19	)	)	PUNCT
ejpam-6875	56	20	,	,	PUNCT
ejpam-6875	56	21	also	also	ADV
ejpam-6875	56	22	called	call	VERB
ejpam-6875	56	23	as	as	ADP
ejpam-6875	56	24	the	the	DET
ejpam-6875	56	25	time	time	NOUN
ejpam-6875	56	26	response	response	NOUN
ejpam-6875	56	27	sequence	sequence	NOUN
ejpam-6875	56	28	:	:	PUNCT
ejpam-6875	56	29	x̂(1)(k	x̂(1)(k	PROPN
ejpam-6875	57	1	+	+	CCONJ
ejpam-6875	57	2	1	1	X
ejpam-6875	57	3	)	)	PUNCT
ejpam-6875	57	4	=	=	NOUN
ejpam-6875	58	1	[	[	PUNCT
ejpam-6875	58	2	x(0)(1)−	x(0)(1)−	PROPN
ejpam-6875	58	3	b	b	PROPN
ejpam-6875	58	4	a	a	PRON
ejpam-6875	58	5	]	]	X
ejpam-6875	58	6	e−ak	e−ak	PROPN
ejpam-6875	58	7	+	+	CCONJ
ejpam-6875	58	8	b	b	PROPN
ejpam-6875	58	9	a	a	PRON
ejpam-6875	58	10	.	.	PUNCT
ejpam-6875	59	1	(	(	PUNCT
ejpam-6875	59	2	6	6	NUM
ejpam-6875	59	3	)	)	PUNCT
ejpam-6875	59	4	finally	finally	ADV
ejpam-6875	59	5	,	,	PUNCT
ejpam-6875	59	6	the	the	DET
ejpam-6875	59	7	predicted	predict	VERB
ejpam-6875	59	8	ago	ago	ADJ
ejpam-6875	59	9	sequence	sequence	NOUN
ejpam-6875	59	10	is	be	AUX
ejpam-6875	59	11	transformed	transform	VERB
ejpam-6875	59	12	back	back	ADV
ejpam-6875	59	13	to	to	ADP
ejpam-6875	59	14	its	its	PRON
ejpam-6875	59	15	original	original	ADJ
ejpam-6875	59	16	scale	scale	NOUN
ejpam-6875	59	17	to	to	PART
ejpam-6875	59	18	compute	compute	VERB
ejpam-6875	59	19	the	the	DET
ejpam-6875	59	20	predicted	predict	VERB
ejpam-6875	59	21	original	original	ADJ
ejpam-6875	59	22	sequence	sequence	NOUN
ejpam-6875	59	23	x̂(0	x̂(0	NOUN
ejpam-6875	59	24	):	):	PUNCT
ejpam-6875	59	25	x̂(0)(k	x̂(0)(k	PROPN
ejpam-6875	59	26	)	)	PUNCT
ejpam-6875	60	1	=	=	PUNCT
ejpam-6875	60	2	x̂(1)(k)−	x̂(1)(k)−	PROPN
ejpam-6875	60	3	x̂(1)(k	x̂(1)(k	PROPN
ejpam-6875	61	1	−	−	PROPN
ejpam-6875	61	2	1	1	NUM
ejpam-6875	61	3	)	)	PUNCT
ejpam-6875	61	4	.	.	PUNCT
ejpam-6875	62	1	(	(	PUNCT
ejpam-6875	62	2	7	7	X
ejpam-6875	62	3	)	)	PUNCT
ejpam-6875	62	4	2.1.2	2.1.2	NUM
ejpam-6875	62	5	.	.	PUNCT
ejpam-6875	63	1	nonlinear	nonlinear	ADJ
ejpam-6875	63	2	grey	grey	PROPN
ejpam-6875	63	3	bernoulli	bernoulli	PROPN
ejpam-6875	63	4	model	model	VERB
ejpam-6875	63	5	the	the	DET
ejpam-6875	63	6	nonlinear	nonlinear	ADJ
ejpam-6875	63	7	grey	grey	PROPN
ejpam-6875	63	8	bernoulli	bernoulli	PROPN
ejpam-6875	63	9	model	model	NOUN
ejpam-6875	63	10	,	,	PUNCT
ejpam-6875	63	11	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	63	12	)	)	PUNCT
ejpam-6875	63	13	,	,	PUNCT
ejpam-6875	63	14	is	be	AUX
ejpam-6875	63	15	derived	derive	VERB
ejpam-6875	63	16	from	from	ADP
ejpam-6875	63	17	grey	grey	PROPN
ejpam-6875	63	18	systems	system	NOUN
ejpam-6875	63	19	theory	theory	NOUN
ejpam-6875	63	20	and	and	CCONJ
ejpam-6875	63	21	is	be	AUX
ejpam-6875	63	22	used	use	VERB
ejpam-6875	63	23	to	to	PART
ejpam-6875	63	24	analyze	analyze	VERB
ejpam-6875	63	25	systems	system	NOUN
ejpam-6875	63	26	with	with	ADP
ejpam-6875	63	27	small	small	ADJ
ejpam-6875	63	28	samples	sample	NOUN
ejpam-6875	63	29	and	and	CCONJ
ejpam-6875	63	30	uncertain	uncertain	ADJ
ejpam-6875	63	31	information	information	NOUN
ejpam-6875	63	32	.	.	PUNCT
ejpam-6875	64	1	it	it	PRON
ejpam-6875	64	2	represents	represent	VERB
ejpam-6875	64	3	an	an	DET
ejpam-6875	64	4	extension	extension	NOUN
ejpam-6875	64	5	of	of	ADP
ejpam-6875	64	6	the	the	DET
ejpam-6875	64	7	basic	basic	ADJ
ejpam-6875	64	8	gm(1,1	gm(1,1	PROPN
ejpam-6875	64	9	)	)	PUNCT
ejpam-6875	64	10	model	model	NOUN
ejpam-6875	64	11	,	,	PUNCT
ejpam-6875	64	12	incorporating	incorporate	VERB
ejpam-6875	64	13	the	the	DET
ejpam-6875	64	14	bernoulli	bernoulli	PROPN
ejpam-6875	64	15	differential	differential	NOUN
ejpam-6875	64	16	equation	equation	NOUN
ejpam-6875	64	17	to	to	PART
ejpam-6875	64	18	introduce	introduce	VERB
ejpam-6875	64	19	nonlinearity	nonlinearity	NOUN
ejpam-6875	64	20	via	via	ADP
ejpam-6875	64	21	a	a	DET
ejpam-6875	64	22	power	power	NOUN
ejpam-6875	64	23	coefficient	coefficient	NOUN
ejpam-6875	64	24	n	n	PRON
ejpam-6875	64	25	[	[	X
ejpam-6875	64	26	7	7	NUM
ejpam-6875	64	27	]	]	PUNCT
ejpam-6875	64	28	.	.	PUNCT
ejpam-6875	65	1	s.k	s.k	PROPN
ejpam-6875	65	2	..	..	PROPN
ejpam-6875	65	3	carillo	carillo	PROPN
ejpam-6875	65	4	,	,	PUNCT
ejpam-6875	65	5	i.j	i.j	PROPN
ejpam-6875	65	6	.	.	PROPN
ejpam-6875	65	7	serra	serra	PROPN
ejpam-6875	65	8	/	/	SYM
ejpam-6875	65	9	eur	eur	PROPN
ejpam-6875	65	10	.	.	PUNCT
ejpam-6875	66	1	j.	j.	PROPN
ejpam-6875	66	2	pure	pure	PROPN
ejpam-6875	66	3	appl	appl	PROPN
ejpam-6875	66	4	.	.	PROPN
ejpam-6875	66	5	math	math	PROPN
ejpam-6875	66	6	,	,	PUNCT
ejpam-6875	66	7	18	18	NUM
ejpam-6875	66	8	(	(	PUNCT
ejpam-6875	66	9	4	4	NUM
ejpam-6875	66	10	)	)	PUNCT
ejpam-6875	66	11	(	(	PUNCT
ejpam-6875	66	12	2025	2025	NUM
ejpam-6875	66	13	)	)	PUNCT
ejpam-6875	66	14	,	,	PUNCT
ejpam-6875	66	15	6875	6875	NUM
ejpam-6875	66	16	4	4	NUM
ejpam-6875	66	17	of	of	ADP
ejpam-6875	66	18	17	17	NUM
ejpam-6875	66	19	from	from	ADP
ejpam-6875	66	20	(	(	PUNCT
ejpam-6875	66	21	1	1	NUM
ejpam-6875	66	22	)	)	PUNCT
ejpam-6875	66	23	,	,	PUNCT
ejpam-6875	66	24	the	the	DET
ejpam-6875	66	25	background	background	NOUN
ejpam-6875	66	26	value	value	NOUN
ejpam-6875	66	27	sequence	sequence	NOUN
ejpam-6875	66	28	of	of	ADP
ejpam-6875	66	29	the	the	DET
ejpam-6875	66	30	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	66	31	)	)	PUNCT
ejpam-6875	66	32	is	be	AUX
ejpam-6875	66	33	given	give	VERB
ejpam-6875	66	34	by	by	ADP
ejpam-6875	66	35	:	:	PUNCT
ejpam-6875	66	36	z(1)(k	z(1)(k	NOUN
ejpam-6875	66	37	)	)	PUNCT
ejpam-6875	66	38	=	=	SYM
ejpam-6875	66	39	αx(1)(k	αx(1)(k	X
ejpam-6875	66	40	)	)	PUNCT
ejpam-6875	67	1	+	+	CCONJ
ejpam-6875	67	2	(	(	PUNCT
ejpam-6875	67	3	1−	1−	NUM
ejpam-6875	67	4	α)x(1)(k	α)x(1)(k	PROPN
ejpam-6875	67	5	−	−	NOUN
ejpam-6875	67	6	1	1	NUM
ejpam-6875	67	7	)	)	PUNCT
ejpam-6875	67	8	,	,	PUNCT
ejpam-6875	67	9	(	(	PUNCT
ejpam-6875	67	10	8)	8)	NUM
ejpam-6875	67	11	where	where	SCONJ
ejpam-6875	67	12	k	k	PROPN
ejpam-6875	67	13	=	=	SYM
ejpam-6875	67	14	2	2	NUM
ejpam-6875	67	15	,	,	PUNCT
ejpam-6875	67	16	3	3	NUM
ejpam-6875	67	17	,	,	PUNCT
ejpam-6875	67	18	.	.	PUNCT
ejpam-6875	67	19	.	.	PUNCT
ejpam-6875	67	20	.	.	PUNCT
ejpam-6875	68	1	,	,	PUNCT
ejpam-6875	69	1	n	n	PROPN
ejpam-6875	69	2	and	and	CCONJ
ejpam-6875	69	3	α	α	PRON
ejpam-6875	69	4	∈	∈	PROPN
ejpam-6875	69	5	(	(	PUNCT
ejpam-6875	69	6	0	0	NUM
ejpam-6875	69	7	,	,	PUNCT
ejpam-6875	69	8	1	1	NUM
ejpam-6875	69	9	)	)	PUNCT
ejpam-6875	69	10	.	.	PUNCT
ejpam-6875	70	1	the	the	DET
ejpam-6875	70	2	model	model	NOUN
ejpam-6875	70	3	is	be	AUX
ejpam-6875	70	4	then	then	ADV
ejpam-6875	70	5	defined	define	VERB
ejpam-6875	70	6	by	by	ADP
ejpam-6875	70	7	its	its	PRON
ejpam-6875	70	8	whitening	whitening	NOUN
ejpam-6875	70	9	equation	equation	NOUN
ejpam-6875	70	10	,	,	PUNCT
ejpam-6875	70	11	a	a	DET
ejpam-6875	70	12	first	first	ADJ
ejpam-6875	70	13	-	-	PUNCT
ejpam-6875	70	14	order	order	NOUN
ejpam-6875	70	15	bernoulli	bernoulli	NOUN
ejpam-6875	70	16	differential	differential	ADJ
ejpam-6875	70	17	equation	equation	NOUN
ejpam-6875	70	18	that	that	PRON
ejpam-6875	70	19	incorporates	incorporate	VERB
ejpam-6875	70	20	the	the	DET
ejpam-6875	70	21	power	power	NOUN
ejpam-6875	70	22	index	index	NOUN
ejpam-6875	70	23	m	m	VERB
ejpam-6875	70	24	alongside	alongside	ADP
ejpam-6875	70	25	parameters	parameter	NOUN
ejpam-6875	70	26	a	a	PRON
ejpam-6875	70	27	and	and	CCONJ
ejpam-6875	70	28	b	b	NOUN
ejpam-6875	70	29	:	:	PUNCT
ejpam-6875	70	30	x(0)(k	x(0)(k	NOUN
ejpam-6875	70	31	)	)	PUNCT
ejpam-6875	71	1	+	+	NUM
ejpam-6875	71	2	az(1)(k	az(1)(k	NOUN
ejpam-6875	71	3	)	)	PUNCT
ejpam-6875	71	4	=	=	SYM
ejpam-6875	71	5	b	b	X
ejpam-6875	71	6	[	[	PUNCT
ejpam-6875	71	7	z(1)(k	z(1)(k	NOUN
ejpam-6875	71	8	)	)	PUNCT
ejpam-6875	72	1	]	]	X
ejpam-6875	72	2	m	m	X
ejpam-6875	72	3	,	,	PUNCT
ejpam-6875	72	4	m	m	VERB
ejpam-6875	72	5	̸=	̸=	PROPN
ejpam-6875	72	6	1	1	NUM
ejpam-6875	72	7	.	.	PUNCT
ejpam-6875	73	1	(	(	PUNCT
ejpam-6875	73	2	9	9	X
ejpam-6875	73	3	)	)	PUNCT
ejpam-6875	73	4	the	the	DET
ejpam-6875	73	5	parameters	parameter	NOUN
ejpam-6875	73	6	a	a	PRON
ejpam-6875	73	7	and	and	CCONJ
ejpam-6875	73	8	b	b	NOUN
ejpam-6875	73	9	are	be	AUX
ejpam-6875	73	10	estimated	estimate	VERB
ejpam-6875	73	11	using	use	VERB
ejpam-6875	73	12	the	the	DET
ejpam-6875	73	13	least	least	ADJ
ejpam-6875	73	14	-	-	PUNCT
ejpam-6875	73	15	squares	square	NOUN
ejpam-6875	73	16	method	method	NOUN
ejpam-6875	73	17	.	.	PUNCT
ejpam-6875	74	1	the	the	DET
ejpam-6875	74	2	solution	solution	NOUN
ejpam-6875	74	3	in	in	ADP
ejpam-6875	74	4	matrix	matrix	NOUN
ejpam-6875	74	5	form	form	NOUN
ejpam-6875	74	6	is	be	AUX
ejpam-6875	74	7	given	give	VERB
ejpam-6875	74	8	by	by	ADP
ejpam-6875	74	9	:	:	PUNCT
ejpam-6875	74	10	(	(	PUNCT
ejpam-6875	74	11	a	a	X
ejpam-6875	74	12	,	,	PUNCT
ejpam-6875	74	13	b)′	b)′	NOUN
ejpam-6875	74	14	=	=	SYM
ejpam-6875	74	15	(	(	PUNCT
ejpam-6875	74	16	b′b)−1b′y	b′b)−1b′y	NOUN
ejpam-6875	74	17	,	,	PUNCT
ejpam-6875	74	18	(	(	PUNCT
ejpam-6875	74	19	10	10	NUM
ejpam-6875	74	20	)	)	PUNCT
ejpam-6875	74	21	where	where	SCONJ
ejpam-6875	74	22	y	y	PROPN
ejpam-6875	74	23	=	=	SYM
ejpam-6875	74	24			PROPN
ejpam-6875	74	25	x(0)(2	x(0)(2	NOUN
ejpam-6875	74	26	)	)	PUNCT
ejpam-6875	74	27	x(0)(3	x(0)(3	NOUN
ejpam-6875	74	28	)	)	PUNCT
ejpam-6875	74	29	...	...	PUNCT
ejpam-6875	75	1	x(0)(n	x(0)(n	X
ejpam-6875	75	2	)	)	PUNCT
ejpam-6875	75	3			PROPN
ejpam-6875	75	4	and	and	CCONJ
ejpam-6875	75	5	b	b	X
ejpam-6875	75	6	=	=	SYM
ejpam-6875	75	7			NOUN
ejpam-6875	75	8	−z(1)(2	−z(1)(2	NOUN
ejpam-6875	75	9	)	)	PUNCT
ejpam-6875	75	10	[	[	PUNCT
ejpam-6875	75	11	z(1)(2	z(1)(2	NUM
ejpam-6875	75	12	)	)	PUNCT
ejpam-6875	75	13	]	]	X
ejpam-6875	75	14	m	m	VERB
ejpam-6875	75	15	−z(1)(3	−z(1)(3	NOUN
ejpam-6875	75	16	)	)	PUNCT
ejpam-6875	75	17	[	[	PUNCT
ejpam-6875	75	18	z(1)(3	z(1)(3	NOUN
ejpam-6875	75	19	)	)	PUNCT
ejpam-6875	75	20	]	]	X
ejpam-6875	75	21	m	m	VERB
ejpam-6875	75	22	...	...	PUNCT
ejpam-6875	75	23	...	...	PUNCT
ejpam-6875	76	1	−z(1)(n	−z(1)(n	X
ejpam-6875	76	2	)	)	PUNCT
ejpam-6875	76	3	[	[	PUNCT
ejpam-6875	76	4	z(1)(n	z(1)(n	NOUN
ejpam-6875	76	5	)	)	PUNCT
ejpam-6875	76	6	]	]	X
ejpam-6875	76	7	m	m	VERB
ejpam-6875	76	8			ADJ
ejpam-6875	76	9	.	.	PUNCT
ejpam-6875	77	1	the	the	DET
ejpam-6875	77	2	whitening	whiten	VERB
ejpam-6875	77	3	equation	equation	NOUN
ejpam-6875	77	4	is	be	AUX
ejpam-6875	77	5	solved	solve	VERB
ejpam-6875	77	6	using	use	VERB
ejpam-6875	77	7	these	these	DET
ejpam-6875	77	8	estimated	estimate	VERB
ejpam-6875	77	9	parameters	parameter	NOUN
ejpam-6875	77	10	to	to	PART
ejpam-6875	77	11	generate	generate	VERB
ejpam-6875	77	12	the	the	DET
ejpam-6875	77	13	predicted	predict	VERB
ejpam-6875	77	14	ago	ago	ADJ
ejpam-6875	77	15	values	value	NOUN
ejpam-6875	77	16	x̂(1	x̂(1	PROPN
ejpam-6875	77	17	):	):	PUNCT
ejpam-6875	77	18	x̂(1)(k	x̂(1)(k	PROPN
ejpam-6875	77	19	)	)	PUNCT
ejpam-6875	78	1	=	=	PUNCT
ejpam-6875	79	1	[	[	X
ejpam-6875	79	2	(	(	PUNCT
ejpam-6875	79	3	x(0)(1	x(0)(1	NUM
ejpam-6875	79	4	)	)	PUNCT
ejpam-6875	79	5	)	)	PUNCT
ejpam-6875	80	1	1−m	1−m	NUM
ejpam-6875	81	1	−	−	PROPN
ejpam-6875	81	2	b	b	NOUN
ejpam-6875	81	3	a	a	X
ejpam-6875	81	4	]	]	PUNCT
ejpam-6875	81	5	e−a(1−m)(k−1	e−a(1−m)(k−1	NOUN
ejpam-6875	81	6	)	)	PUNCT
ejpam-6875	82	1	+	+	CCONJ
ejpam-6875	82	2	b	b	X
ejpam-6875	82	3	a	a	PRON
ejpam-6875	82	4	.	.	PUNCT
ejpam-6875	83	1	(	(	PUNCT
ejpam-6875	83	2	11	11	NUM
ejpam-6875	83	3	)	)	PUNCT
ejpam-6875	83	4	note	note	NOUN
ejpam-6875	83	5	:	:	PUNCT
ejpam-6875	83	6	the	the	DET
ejpam-6875	83	7	equation	equation	NOUN
ejpam-6875	83	8	has	have	AUX
ejpam-6875	83	9	been	be	AUX
ejpam-6875	83	10	simplified	simplify	VERB
ejpam-6875	83	11	to	to	ADP
ejpam-6875	83	12	a	a	DET
ejpam-6875	83	13	standard	standard	ADJ
ejpam-6875	83	14	,	,	PUNCT
ejpam-6875	83	15	more	more	ADV
ejpam-6875	83	16	recognizable	recognizable	ADJ
ejpam-6875	83	17	form	form	NOUN
ejpam-6875	83	18	.	.	PUNCT
ejpam-6875	84	1	please	please	INTJ
ejpam-6875	84	2	verify	verify	VERB
ejpam-6875	84	3	this	this	DET
ejpam-6875	84	4	matches	match	NOUN
ejpam-6875	84	5	your	your	PRON
ejpam-6875	84	6	intended	intend	VERB
ejpam-6875	84	7	derivation	derivation	NOUN
ejpam-6875	84	8	.	.	PUNCT
ejpam-6875	85	1	finally	finally	ADV
ejpam-6875	85	2	,	,	PUNCT
ejpam-6875	85	3	the	the	DET
ejpam-6875	85	4	predicted	predict	VERB
ejpam-6875	85	5	ago	ago	ADJ
ejpam-6875	85	6	sequence	sequence	NOUN
ejpam-6875	85	7	is	be	AUX
ejpam-6875	85	8	transformed	transform	VERB
ejpam-6875	85	9	back	back	ADV
ejpam-6875	85	10	to	to	ADP
ejpam-6875	85	11	its	its	PRON
ejpam-6875	85	12	original	original	ADJ
ejpam-6875	85	13	scale	scale	NOUN
ejpam-6875	85	14	using	use	VERB
ejpam-6875	85	15	the	the	DET
ejpam-6875	85	16	inverse	inverse	NOUN
ejpam-6875	85	17	accumulated	accumulate	VERB
ejpam-6875	85	18	generating	generating	NOUN
ejpam-6875	85	19	operation	operation	NOUN
ejpam-6875	85	20	(	(	PUNCT
ejpam-6875	85	21	iago	iago	PROPN
ejpam-6875	85	22	)	)	PUNCT
ejpam-6875	85	23	to	to	PART
ejpam-6875	85	24	obtain	obtain	VERB
ejpam-6875	85	25	the	the	DET
ejpam-6875	85	26	forecasted	forecast	VERB
ejpam-6875	85	27	values	value	NOUN
ejpam-6875	85	28	x̂(0	x̂(0	NOUN
ejpam-6875	85	29	):	):	PUNCT
ejpam-6875	85	30	x̂(0)(k	x̂(0)(k	PROPN
ejpam-6875	85	31	)	)	PUNCT
ejpam-6875	86	1	=	=	PUNCT
ejpam-6875	86	2	x̂(1)(k)−	x̂(1)(k)−	PROPN
ejpam-6875	86	3	x̂(1)(k	x̂(1)(k	PROPN
ejpam-6875	87	1	−	−	PROPN
ejpam-6875	87	2	1	1	NUM
ejpam-6875	87	3	)	)	PUNCT
ejpam-6875	87	4	.	.	PUNCT
ejpam-6875	88	1	(	(	PUNCT
ejpam-6875	88	2	12	12	NUM
ejpam-6875	88	3	)	)	PUNCT
ejpam-6875	88	4	2.2	2.2	NUM
ejpam-6875	88	5	.	.	PUNCT
ejpam-6875	89	1	parameter	parameter	NOUN
ejpam-6875	89	2	optimization	optimization	NOUN
ejpam-6875	89	3	of	of	ADP
ejpam-6875	89	4	nonlinear	nonlinear	ADJ
ejpam-6875	89	5	grey	grey	PROPN
ejpam-6875	89	6	bernoulli	bernoulli	PROPN
ejpam-6875	89	7	model	model	VERB
ejpam-6875	89	8	2.2.1	2.2.1	NUM
ejpam-6875	89	9	.	.	PUNCT
ejpam-6875	90	1	optimization	optimization	NOUN
ejpam-6875	90	2	with	with	ADP
ejpam-6875	90	3	the	the	DET
ejpam-6875	90	4	background	background	NOUN
ejpam-6875	90	5	value	value	NOUN
ejpam-6875	90	6	in	in	ADP
ejpam-6875	90	7	the	the	DET
ejpam-6875	90	8	form	form	NOUN
ejpam-6875	90	9	of	of	ADP
ejpam-6875	90	10	the	the	DET
ejpam-6875	90	11	exponential	exponential	ADJ
ejpam-6875	90	12	curve	curve	NOUN
ejpam-6875	90	13	cheng	cheng	PROPN
ejpam-6875	90	14	et	et	PROPN
ejpam-6875	90	15	al	al	PROPN
ejpam-6875	90	16	.	.	PUNCT
ejpam-6875	91	1	[	[	X
ejpam-6875	91	2	6	6	NUM
ejpam-6875	91	3	]	]	PUNCT
ejpam-6875	91	4	introduced	introduce	VERB
ejpam-6875	91	5	a	a	DET
ejpam-6875	91	6	method	method	NOUN
ejpam-6875	91	7	where	where	SCONJ
ejpam-6875	91	8	the	the	DET
ejpam-6875	91	9	background	background	NOUN
ejpam-6875	91	10	value	value	NOUN
ejpam-6875	91	11	function	function	NOUN
ejpam-6875	91	12	z(1)(t	z(1)(t	NUM
ejpam-6875	91	13	)	)	PUNCT
ejpam-6875	91	14	is	be	AUX
ejpam-6875	91	15	modeled	model	VERB
ejpam-6875	91	16	by	by	ADP
ejpam-6875	91	17	an	an	DET
ejpam-6875	91	18	exponential	exponential	ADJ
ejpam-6875	91	19	curve	curve	NOUN
ejpam-6875	91	20	between	between	ADP
ejpam-6875	91	21	consecutive	consecutive	ADJ
ejpam-6875	91	22	time	time	NOUN
ejpam-6875	91	23	points	point	NOUN
ejpam-6875	92	1	k	k	PROPN
ejpam-6875	93	1	−	−	PROPN
ejpam-6875	93	2	1	1	NUM
ejpam-6875	93	3	and	and	CCONJ
ejpam-6875	93	4	k.	k.	NOUN
ejpam-6875	94	1	starting	start	VERB
ejpam-6875	94	2	from	from	ADP
ejpam-6875	94	3	the	the	DET
ejpam-6875	94	4	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	94	5	)	)	PUNCT
ejpam-6875	94	6	whitening	whiten	VERB
ejpam-6875	94	7	equation	equation	NOUN
ejpam-6875	94	8	,	,	PUNCT
ejpam-6875	94	9	dx(1	dx(1	NOUN
ejpam-6875	94	10	)	)	PUNCT
ejpam-6875	94	11	dt	dt	NOUN
ejpam-6875	95	1	+	+	CCONJ
ejpam-6875	95	2	ax(1)(t	ax(1)(t	NUM
ejpam-6875	95	3	)	)	PUNCT
ejpam-6875	96	1	=	=	SYM
ejpam-6875	96	2	b	b	PROPN
ejpam-6875	96	3	[	[	PUNCT
ejpam-6875	96	4	x(1)(t	x(1)(t	NOUN
ejpam-6875	96	5	)	)	PUNCT
ejpam-6875	96	6	]	]	X
ejpam-6875	96	7	m	m	VERB
ejpam-6875	96	8	,	,	PUNCT
ejpam-6875	96	9	(	(	PUNCT
ejpam-6875	96	10	13	13	X
ejpam-6875	96	11	)	)	PUNCT
ejpam-6875	96	12	s.k	s.k	PROPN
ejpam-6875	96	13	..	..	PROPN
ejpam-6875	96	14	carillo	carillo	PROPN
ejpam-6875	96	15	,	,	PUNCT
ejpam-6875	96	16	i.j	i.j	PROPN
ejpam-6875	96	17	.	.	PROPN
ejpam-6875	96	18	serra	serra	PROPN
ejpam-6875	96	19	/	/	SYM
ejpam-6875	96	20	eur	eur	PROPN
ejpam-6875	96	21	.	.	PUNCT
ejpam-6875	97	1	j.	j.	PROPN
ejpam-6875	97	2	pure	pure	PROPN
ejpam-6875	97	3	appl	appl	PROPN
ejpam-6875	97	4	.	.	PROPN
ejpam-6875	97	5	math	math	PROPN
ejpam-6875	97	6	,	,	PUNCT
ejpam-6875	97	7	18	18	NUM
ejpam-6875	97	8	(	(	PUNCT
ejpam-6875	97	9	4	4	NUM
ejpam-6875	97	10	)	)	PUNCT
ejpam-6875	97	11	(	(	PUNCT
ejpam-6875	97	12	2025	2025	NUM
ejpam-6875	97	13	)	)	PUNCT
ejpam-6875	97	14	,	,	PUNCT
ejpam-6875	97	15	6875	6875	NUM
ejpam-6875	97	16	5	5	NUM
ejpam-6875	97	17	of	of	ADP
ejpam-6875	97	18	17	17	NUM
ejpam-6875	97	19	the	the	DET
ejpam-6875	97	20	integral	integral	ADJ
ejpam-6875	97	21	over	over	ADP
ejpam-6875	97	22	the	the	DET
ejpam-6875	97	23	interval	interval	NOUN
ejpam-6875	98	1	[	[	X
ejpam-6875	98	2	k	k	X
ejpam-6875	98	3	−	−	PROPN
ejpam-6875	98	4	1	1	NUM
ejpam-6875	98	5	,	,	PUNCT
ejpam-6875	98	6	k	k	X
ejpam-6875	98	7	]	]	X
ejpam-6875	98	8	is	be	AUX
ejpam-6875	98	9	taken	take	VERB
ejpam-6875	98	10	on	on	ADP
ejpam-6875	98	11	both	both	PRON
ejpam-6875	98	12	sides:∫	sides:∫	VERB
ejpam-6875	98	13	k	k	PROPN
ejpam-6875	98	14	k−1	k−1	PROPN
ejpam-6875	98	15	dx(1	dx(1	PROPN
ejpam-6875	98	16	)	)	PUNCT
ejpam-6875	99	1	dt	dt	PART
ejpam-6875	99	2	dt+	dt+	NOUN
ejpam-6875	99	3	a	a	DET
ejpam-6875	99	4	∫	∫	NOUN
ejpam-6875	99	5	k	k	PROPN
ejpam-6875	99	6	k−1	k−1	PROPN
ejpam-6875	100	1	x(1)(t)dt	x(1)(t)dt	PROPN
ejpam-6875	101	1	=	=	SYM
ejpam-6875	101	2	b	b	X
ejpam-6875	101	3	∫	∫	PROPN
ejpam-6875	102	1	k	k	PROPN
ejpam-6875	102	2	k−1	k−1	PROPN
ejpam-6875	102	3	[	[	PUNCT
ejpam-6875	102	4	x(1)(t	x(1)(t	NOUN
ejpam-6875	102	5	)	)	PUNCT
ejpam-6875	102	6	]	]	X
ejpam-6875	102	7	m	m	VERB
ejpam-6875	102	8	dt	dt	X
ejpam-6875	102	9	.	.	PUNCT
ejpam-6875	103	1	(	(	PUNCT
ejpam-6875	103	2	14	14	NUM
ejpam-6875	103	3	)	)	PUNCT
ejpam-6875	103	4	according	accord	VERB
ejpam-6875	103	5	to	to	ADP
ejpam-6875	103	6	[	[	X
ejpam-6875	103	7	6	6	NUM
ejpam-6875	103	8	]	]	PUNCT
ejpam-6875	103	9	,	,	PUNCT
ejpam-6875	103	10	the	the	DET
ejpam-6875	103	11	integrals	integral	NOUN
ejpam-6875	103	12	are	be	AUX
ejpam-6875	103	13	defined	define	VERB
ejpam-6875	103	14	as	as	ADP
ejpam-6875	103	15	:	:	PUNCT
ejpam-6875	103	16	z(1)(k	z(1)(k	NOUN
ejpam-6875	103	17	)	)	PUNCT
ejpam-6875	104	1	=	=	SYM
ejpam-6875	105	1	∫	∫	PROPN
ejpam-6875	106	1	k	k	PROPN
ejpam-6875	106	2	k−1	k−1	PROPN
ejpam-6875	106	3	x(1)(t)dt	x(1)(t)dt	PROPN
ejpam-6875	106	4	=	=	SYM
ejpam-6875	106	5	x(1)(ξ	x(1)(ξ	X
ejpam-6875	106	6	)	)	PUNCT
ejpam-6875	106	7	,	,	PUNCT
ejpam-6875	106	8	(	(	PUNCT
ejpam-6875	106	9	k	k	NOUN
ejpam-6875	106	10	−	−	PROPN
ejpam-6875	106	11	1	1	NUM
ejpam-6875	106	12	≤	≤	NUM
ejpam-6875	106	13	ξ	ξ	PRON
ejpam-6875	106	14	≤	≤	NUM
ejpam-6875	106	15	k	k	NOUN
ejpam-6875	106	16	)	)	PUNCT
ejpam-6875	106	17	,	,	PUNCT
ejpam-6875	106	18	(	(	PUNCT
ejpam-6875	106	19	15	15	NUM
ejpam-6875	106	20	)	)	PUNCT
ejpam-6875	106	21	and	and	CCONJ
ejpam-6875	106	22	z(2)(k	z(2)(k	NOUN
ejpam-6875	106	23	)	)	PUNCT
ejpam-6875	107	1	=	=	SYM
ejpam-6875	107	2	∫	∫	PROPN
ejpam-6875	108	1	k	k	PROPN
ejpam-6875	108	2	k−1	k−1	PROPN
ejpam-6875	108	3	[	[	PUNCT
ejpam-6875	108	4	x(1)(t	x(1)(t	NOUN
ejpam-6875	108	5	)	)	PUNCT
ejpam-6875	108	6	]	]	X
ejpam-6875	108	7	m	m	VERB
ejpam-6875	108	8	dt	dt	NOUN
ejpam-6875	108	9	=	=	PUNCT
ejpam-6875	108	10	[	[	PUNCT
ejpam-6875	108	11	x(1)(η	x(1)(η	NOUN
ejpam-6875	108	12	)	)	PUNCT
ejpam-6875	109	1	]	]	X
ejpam-6875	109	2	m	m	VERB
ejpam-6875	109	3	,	,	PUNCT
ejpam-6875	109	4	(	(	PUNCT
ejpam-6875	109	5	k	k	NOUN
ejpam-6875	109	6	−	−	PROPN
ejpam-6875	109	7	1	1	NUM
ejpam-6875	109	8	≤	≤	NUM
ejpam-6875	109	9	η	η	PROPN
ejpam-6875	109	10	≤	≤	PROPN
ejpam-6875	109	11	k	k	NOUN
ejpam-6875	109	12	)	)	PUNCT
ejpam-6875	109	13	.	.	PUNCT
ejpam-6875	110	1	(	(	PUNCT
ejpam-6875	110	2	16	16	NUM
ejpam-6875	110	3	)	)	PUNCT
ejpam-6875	110	4	the	the	DET
ejpam-6875	110	5	key	key	ADJ
ejpam-6875	110	6	innovation	innovation	NOUN
ejpam-6875	110	7	is	be	AUX
ejpam-6875	110	8	modeling	model	VERB
ejpam-6875	110	9	the	the	DET
ejpam-6875	110	10	background	background	NOUN
ejpam-6875	110	11	value	value	NOUN
ejpam-6875	110	12	with	with	ADP
ejpam-6875	110	13	an	an	DET
ejpam-6875	110	14	exponential	exponential	ADJ
ejpam-6875	110	15	curve	curve	NOUN
ejpam-6875	110	16	:	:	PUNCT
ejpam-6875	110	17	x(1)(t	x(1)(t	X
ejpam-6875	110	18	)	)	PUNCT
ejpam-6875	110	19	=	=	PUNCT
ejpam-6875	110	20	x(1)(k	x(1)(k	PUNCT
ejpam-6875	111	1	−	−	NOUN
ejpam-6875	111	2	1	1	X
ejpam-6875	111	3	)	)	PUNCT
ejpam-6875	111	4	[	[	PUNCT
ejpam-6875	111	5	x(1)(k	x(1)(k	NOUN
ejpam-6875	111	6	)	)	PUNCT
ejpam-6875	111	7	x(1)(k	x(1)(k	PUNCT
ejpam-6875	112	1	−	−	NOUN
ejpam-6875	112	2	1	1	NUM
ejpam-6875	112	3	)	)	PUNCT
ejpam-6875	112	4	]	]	PUNCT
ejpam-6875	112	5	t−(k−1	t−(k−1	NOUN
ejpam-6875	112	6	)	)	PUNCT
ejpam-6875	112	7	.	.	PUNCT
ejpam-6875	113	1	(	(	PUNCT
ejpam-6875	113	2	17	17	NUM
ejpam-6875	113	3	)	)	PUNCT
ejpam-6875	113	4	from	from	ADP
ejpam-6875	113	5	this	this	PRON
ejpam-6875	113	6	,	,	PUNCT
ejpam-6875	113	7	the	the	DET
ejpam-6875	113	8	background	background	NOUN
ejpam-6875	113	9	values	value	VERB
ejpam-6875	113	10	z(1)(k	z(1)(k	NOUN
ejpam-6875	113	11	)	)	PUNCT
ejpam-6875	113	12	and	and	CCONJ
ejpam-6875	113	13	z(2)(k	z(2)(k	NOUN
ejpam-6875	113	14	)	)	PUNCT
ejpam-6875	113	15	are	be	AUX
ejpam-6875	113	16	derived	derive	VERB
ejpam-6875	113	17	as	as	ADP
ejpam-6875	113	18	:	:	PUNCT
ejpam-6875	113	19	z(1)(k	z(1)(k	NOUN
ejpam-6875	113	20	)	)	PUNCT
ejpam-6875	113	21	=	=	PUNCT
ejpam-6875	113	22	x(1)(k	x(1)(k	PUNCT
ejpam-6875	114	1	−	−	NOUN
ejpam-6875	114	2	1	1	X
ejpam-6875	114	3	)	)	PUNCT
ejpam-6875	114	4	[	[	PUNCT
ejpam-6875	114	5	x(1)(k	x(1)(k	NOUN
ejpam-6875	114	6	)	)	PUNCT
ejpam-6875	114	7	x(1)(k	x(1)(k	PUNCT
ejpam-6875	115	1	−	−	NOUN
ejpam-6875	115	2	1	1	NUM
ejpam-6875	115	3	)	)	PUNCT
ejpam-6875	115	4	]	]	X
ejpam-6875	115	5	1−α	1−α	NUM
ejpam-6875	115	6	(	(	PUNCT
ejpam-6875	115	7	18	18	NUM
ejpam-6875	115	8	)	)	PUNCT
ejpam-6875	115	9	and	and	CCONJ
ejpam-6875	115	10	z(2)(k	z(2)(k	NOUN
ejpam-6875	115	11	)	)	PUNCT
ejpam-6875	115	12	=	=	PUNCT
ejpam-6875	115	13	x(1)(k	x(1)(k	NOUN
ejpam-6875	115	14	−	−	NOUN
ejpam-6875	115	15	1	1	NUM
ejpam-6875	115	16	)	)	PUNCT
ejpam-6875	115	17	[	[	PUNCT
ejpam-6875	115	18	x(1)(k	x(1)(k	NOUN
ejpam-6875	115	19	)	)	PUNCT
ejpam-6875	115	20	x(1)(k	x(1)(k	PUNCT
ejpam-6875	116	1	−	−	NOUN
ejpam-6875	116	2	1	1	NUM
ejpam-6875	116	3	)	)	PUNCT
ejpam-6875	116	4	]	]	PUNCT
ejpam-6875	116	5	1−β	1−β	NUM
ejpam-6875	117	1			PROPN
ejpam-6875	117	2	m	m	PROPN
ejpam-6875	117	3	.	.	PUNCT
ejpam-6875	118	1	(	(	PUNCT
ejpam-6875	118	2	19	19	NUM
ejpam-6875	118	3	)	)	PUNCT
ejpam-6875	118	4	in	in	ADP
ejpam-6875	118	5	this	this	DET
ejpam-6875	118	6	formulation	formulation	NOUN
ejpam-6875	118	7	,	,	PUNCT
ejpam-6875	118	8	α	α	PROPN
ejpam-6875	118	9	and	and	CCONJ
ejpam-6875	118	10	β	β	PROPN
ejpam-6875	118	11	are	be	AUX
ejpam-6875	118	12	background	background	NOUN
ejpam-6875	118	13	coefficients	coefficient	NOUN
ejpam-6875	118	14	that	that	PRON
ejpam-6875	118	15	determine	determine	VERB
ejpam-6875	118	16	the	the	DET
ejpam-6875	118	17	relative	relative	ADJ
ejpam-6875	118	18	weighting	weighting	NOUN
ejpam-6875	118	19	of	of	ADP
ejpam-6875	118	20	the	the	DET
ejpam-6875	118	21	accumulated	accumulate	VERB
ejpam-6875	118	22	values	value	NOUN
ejpam-6875	118	23	x(1)(k	x(1)(k	PUNCT
ejpam-6875	118	24	)	)	PUNCT
ejpam-6875	118	25	and	and	CCONJ
ejpam-6875	118	26	x(1)(k	x(1)(k	PUNCT
ejpam-6875	119	1	−	−	PROPN
ejpam-6875	119	2	1	1	X
ejpam-6875	119	3	)	)	PUNCT
ejpam-6875	119	4	in	in	ADP
ejpam-6875	119	5	the	the	DET
ejpam-6875	119	6	construction	construction	NOUN
ejpam-6875	119	7	of	of	ADP
ejpam-6875	119	8	the	the	DET
ejpam-6875	119	9	background	background	NOUN
ejpam-6875	119	10	sequences	sequence	NOUN
ejpam-6875	119	11	z(1)(k	z(1)(k	NOUN
ejpam-6875	119	12	)	)	PUNCT
ejpam-6875	119	13	and	and	CCONJ
ejpam-6875	119	14	z(2)(k	z(2)(k	NOUN
ejpam-6875	119	15	)	)	PUNCT
ejpam-6875	119	16	,	,	PUNCT
ejpam-6875	119	17	respectively	respectively	ADV
ejpam-6875	119	18	.	.	PUNCT
ejpam-6875	120	1	the	the	DET
ejpam-6875	120	2	inclusion	inclusion	NOUN
ejpam-6875	120	3	of	of	ADP
ejpam-6875	120	4	both	both	DET
ejpam-6875	120	5	parameters	parameter	NOUN
ejpam-6875	120	6	allows	allow	VERB
ejpam-6875	120	7	the	the	DET
ejpam-6875	120	8	model	model	NOUN
ejpam-6875	120	9	to	to	PART
ejpam-6875	120	10	flexibly	flexibly	ADV
ejpam-6875	120	11	adjust	adjust	VERB
ejpam-6875	120	12	its	its	PRON
ejpam-6875	120	13	responsiveness	responsiveness	NOUN
ejpam-6875	120	14	to	to	ADP
ejpam-6875	120	15	nonlinear	nonlinear	ADJ
ejpam-6875	120	16	and	and	CCONJ
ejpam-6875	120	17	dynamic	dynamic	ADJ
ejpam-6875	120	18	patterns	pattern	NOUN
ejpam-6875	120	19	in	in	ADP
ejpam-6875	120	20	the	the	DET
ejpam-6875	120	21	data	datum	NOUN
ejpam-6875	120	22	.	.	PUNCT
ejpam-6875	121	1	for	for	ADP
ejpam-6875	121	2	given	give	VERB
ejpam-6875	121	3	values	value	NOUN
ejpam-6875	121	4	of	of	ADP
ejpam-6875	121	5	α	α	PROPN
ejpam-6875	121	6	,	,	PUNCT
ejpam-6875	121	7	β	β	NOUN
ejpam-6875	121	8	,	,	PUNCT
ejpam-6875	121	9	and	and	CCONJ
ejpam-6875	121	10	m	m	PROPN
ejpam-6875	121	11	,	,	PUNCT
ejpam-6875	121	12	the	the	DET
ejpam-6875	121	13	parameters	parameter	NOUN
ejpam-6875	121	14	(	(	PUNCT
ejpam-6875	121	15	a	a	X
ejpam-6875	121	16	,	,	PUNCT
ejpam-6875	121	17	b)′	b)′	PROPN
ejpam-6875	121	18	are	be	AUX
ejpam-6875	121	19	estimated	estimate	VERB
ejpam-6875	121	20	using	use	VERB
ejpam-6875	121	21	the	the	DET
ejpam-6875	121	22	least	least	ADJ
ejpam-6875	121	23	squares	square	NOUN
ejpam-6875	121	24	method	method	NOUN
ejpam-6875	121	25	:	:	PUNCT
ejpam-6875	121	26	(	(	PUNCT
ejpam-6875	121	27	a	a	X
ejpam-6875	121	28	,	,	PUNCT
ejpam-6875	121	29	b)′	b)′	NOUN
ejpam-6875	121	30	=	=	SYM
ejpam-6875	121	31	(	(	PUNCT
ejpam-6875	121	32	b′b)−1b′h	b′b)−1b′h	NOUN
ejpam-6875	121	33	,	,	PUNCT
ejpam-6875	121	34	(	(	PUNCT
ejpam-6875	121	35	20	20	NUM
ejpam-6875	121	36	)	)	PUNCT
ejpam-6875	121	37	where	where	SCONJ
ejpam-6875	121	38	h	h	NOUN
ejpam-6875	121	39	=	=	SYM
ejpam-6875	121	40			PROPN
ejpam-6875	121	41	x(0)(2	x(0)(2	NOUN
ejpam-6875	121	42	)	)	PUNCT
ejpam-6875	121	43	x(0)(3	x(0)(3	NOUN
ejpam-6875	121	44	)	)	PUNCT
ejpam-6875	121	45	...	...	PUNCT
ejpam-6875	121	46	x(0)(n	x(0)(n	X
ejpam-6875	121	47	)	)	PUNCT
ejpam-6875	121	48			PROPN
ejpam-6875	121	49	and	and	CCONJ
ejpam-6875	121	50	b	b	X
ejpam-6875	121	51	=	=	SYM
ejpam-6875	121	52			NOUN
ejpam-6875	121	53	−z(1)(2	−z(1)(2	NOUN
ejpam-6875	121	54	)	)	PUNCT
ejpam-6875	121	55	z(2)(2	z(2)(2	NOUN
ejpam-6875	121	56	)	)	PUNCT
ejpam-6875	121	57	−z(1)(3	−z(1)(3	NOUN
ejpam-6875	121	58	)	)	PUNCT
ejpam-6875	121	59	z(2)(3	z(2)(3	NOUN
ejpam-6875	121	60	)	)	PUNCT
ejpam-6875	121	61	...	...	PUNCT
ejpam-6875	121	62	...	...	PUNCT
ejpam-6875	122	1	−z(1)(n	−z(1)(n	X
ejpam-6875	122	2	)	)	PUNCT
ejpam-6875	122	3	z(2)(n	z(2)(n	NOUN
ejpam-6875	122	4	)	)	PUNCT
ejpam-6875	122	5			PROPN
ejpam-6875	122	6	.	.	PUNCT
ejpam-6875	123	1	s.k	s.k	PROPN
ejpam-6875	123	2	..	..	PROPN
ejpam-6875	123	3	carillo	carillo	PROPN
ejpam-6875	123	4	,	,	PUNCT
ejpam-6875	123	5	i.j	i.j	PROPN
ejpam-6875	123	6	.	.	PROPN
ejpam-6875	123	7	serra	serra	PROPN
ejpam-6875	123	8	/	/	SYM
ejpam-6875	123	9	eur	eur	PROPN
ejpam-6875	123	10	.	.	PUNCT
ejpam-6875	124	1	j.	j.	PROPN
ejpam-6875	124	2	pure	pure	PROPN
ejpam-6875	124	3	appl	appl	PROPN
ejpam-6875	124	4	.	.	PROPN
ejpam-6875	124	5	math	math	PROPN
ejpam-6875	124	6	,	,	PUNCT
ejpam-6875	124	7	18	18	NUM
ejpam-6875	124	8	(	(	PUNCT
ejpam-6875	124	9	4	4	NUM
ejpam-6875	124	10	)	)	PUNCT
ejpam-6875	124	11	(	(	PUNCT
ejpam-6875	124	12	2025	2025	NUM
ejpam-6875	124	13	)	)	PUNCT
ejpam-6875	124	14	,	,	PUNCT
ejpam-6875	124	15	6875	6875	NUM
ejpam-6875	124	16	6	6	NUM
ejpam-6875	124	17	of	of	ADP
ejpam-6875	124	18	17	17	NUM
ejpam-6875	124	19	the	the	DET
ejpam-6875	124	20	optimal	optimal	ADJ
ejpam-6875	124	21	values	value	NOUN
ejpam-6875	124	22	of	of	ADP
ejpam-6875	124	23	α	α	NOUN
ejpam-6875	124	24	,	,	PUNCT
ejpam-6875	124	25	β	β	NOUN
ejpam-6875	124	26	,	,	PUNCT
ejpam-6875	124	27	and	and	CCONJ
ejpam-6875	124	28	m	m	NOUN
ejpam-6875	124	29	are	be	AUX
ejpam-6875	124	30	determined	determine	VERB
ejpam-6875	124	31	by	by	ADP
ejpam-6875	124	32	solving	solve	VERB
ejpam-6875	124	33	the	the	DET
ejpam-6875	124	34	following	follow	VERB
ejpam-6875	124	35	optimization	optimization	NOUN
ejpam-6875	124	36	problem	problem	NOUN
ejpam-6875	124	37	:	:	PUNCT
ejpam-6875	124	38	min	min	NOUN
ejpam-6875	124	39	α	α	X
ejpam-6875	124	40	,	,	PUNCT
ejpam-6875	124	41	β	β	X
ejpam-6875	124	42	,	,	PUNCT
ejpam-6875	124	43	m	m	NOUN
ejpam-6875	124	44	mape	mape	NOUN
ejpam-6875	124	45	=	=	SYM
ejpam-6875	124	46	1	1	NUM
ejpam-6875	124	47	n−	n−	NOUN
ejpam-6875	124	48	1	1	NUM
ejpam-6875	124	49	n∑	n∑	NOUN
ejpam-6875	124	50	t=2	t=2	PROPN
ejpam-6875	124	51	∣∣∣∣∣x(0)(t)−	∣∣∣∣∣x(0)(t)−	PROPN
ejpam-6875	124	52	x̂(0)(t	x̂(0)(t	PROPN
ejpam-6875	124	53	)	)	PUNCT
ejpam-6875	124	54	x(0)(t	x(0)(t	SYM
ejpam-6875	124	55	)	)	PUNCT
ejpam-6875	124	56	∣∣∣∣∣×	∣∣∣∣∣×	PROPN
ejpam-6875	124	57	100	100	NUM
ejpam-6875	124	58	%	%	NOUN
ejpam-6875	125	1	s.t	s.t	PROPN
ejpam-6875	125	2	.	.	PROPN
ejpam-6875	125	3	0	0	NUM
ejpam-6875	125	4	≤	≤	NUM
ejpam-6875	125	5	α	α	NOUN
ejpam-6875	125	6	≤	≤	NUM
ejpam-6875	125	7	1	1	NUM
ejpam-6875	125	8	,	,	PUNCT
ejpam-6875	125	9	0	0	NUM
ejpam-6875	125	10	≤	≤	NUM
ejpam-6875	125	11	β	β	X
ejpam-6875	125	12	≤	≤	NUM
ejpam-6875	125	13	1	1	NUM
ejpam-6875	125	14	,	,	PUNCT
ejpam-6875	125	15	m	m	VERB
ejpam-6875	125	16	≥	≥	NOUN
ejpam-6875	125	17	0	0	NUM
ejpam-6875	125	18	,	,	PUNCT
ejpam-6875	125	19	m	m	VERB
ejpam-6875	125	20	̸=	̸=	PROPN
ejpam-6875	125	21	1	1	NUM
ejpam-6875	125	22	.	.	PUNCT
ejpam-6875	126	1	(	(	PUNCT
ejpam-6875	126	2	21	21	NUM
ejpam-6875	126	3	)	)	PUNCT
ejpam-6875	126	4	the	the	DET
ejpam-6875	126	5	time	time	NOUN
ejpam-6875	126	6	response	response	NOUN
ejpam-6875	126	7	function	function	NOUN
ejpam-6875	126	8	,	,	PUNCT
ejpam-6875	126	9	which	which	PRON
ejpam-6875	126	10	is	be	AUX
ejpam-6875	126	11	the	the	DET
ejpam-6875	126	12	solution	solution	NOUN
ejpam-6875	126	13	to	to	ADP
ejpam-6875	126	14	the	the	DET
ejpam-6875	126	15	whitening	whitening	NOUN
ejpam-6875	126	16	equation	equation	NOUN
ejpam-6875	126	17	,	,	PUNCT
ejpam-6875	126	18	is	be	AUX
ejpam-6875	126	19	given	give	VERB
ejpam-6875	126	20	by	by	ADP
ejpam-6875	126	21	:	:	PUNCT
ejpam-6875	126	22	x̂(1)(k	x̂(1)(k	PROPN
ejpam-6875	126	23	)	)	PUNCT
ejpam-6875	127	1	=	=	NOUN
ejpam-6875	128	1	[	[	X
ejpam-6875	128	2	(	(	PUNCT
ejpam-6875	128	3	x(1)(1	x(1)(1	PROPN
ejpam-6875	128	4	)	)	PUNCT
ejpam-6875	128	5	)	)	PUNCT
ejpam-6875	129	1	1−m	1−m	NUM
ejpam-6875	130	1	−	−	PROPN
ejpam-6875	130	2	b	b	NOUN
ejpam-6875	130	3	a	a	X
ejpam-6875	130	4	]	]	PUNCT
ejpam-6875	130	5	e−a(1−m)(k−1	e−a(1−m)(k−1	NOUN
ejpam-6875	130	6	)	)	PUNCT
ejpam-6875	131	1	+	+	CCONJ
ejpam-6875	131	2	b	b	X
ejpam-6875	131	3	a	a	PRON
ejpam-6875	131	4	.	.	PUNCT
ejpam-6875	132	1	(	(	PUNCT
ejpam-6875	132	2	22	22	NUM
ejpam-6875	132	3	)	)	PUNCT
ejpam-6875	132	4	note	note	NOUN
ejpam-6875	132	5	:	:	PUNCT
ejpam-6875	132	6	the	the	DET
ejpam-6875	132	7	exponent	exponent	NOUN
ejpam-6875	132	8	in	in	ADP
ejpam-6875	132	9	the	the	DET
ejpam-6875	132	10	exponential	exponential	ADJ
ejpam-6875	132	11	term	term	NOUN
ejpam-6875	132	12	has	have	AUX
ejpam-6875	132	13	been	be	AUX
ejpam-6875	132	14	corrected	correct	VERB
ejpam-6875	132	15	to	to	ADP
ejpam-6875	132	16	−a(1−m)(k	−a(1−m)(k	PRON
ejpam-6875	132	17	−	−	PROPN
ejpam-6875	132	18	1	1	NUM
ejpam-6875	132	19	)	)	PUNCT
ejpam-6875	132	20	for	for	ADP
ejpam-6875	132	21	consistency	consistency	NOUN
ejpam-6875	132	22	with	with	ADP
ejpam-6875	132	23	standard	standard	ADJ
ejpam-6875	132	24	ngbm	ngbm	PROPN
ejpam-6875	132	25	literature	literature	NOUN
ejpam-6875	132	26	.	.	PUNCT
ejpam-6875	133	1	finally	finally	ADV
ejpam-6875	133	2	,	,	PUNCT
ejpam-6875	133	3	the	the	DET
ejpam-6875	133	4	predicted	predict	VERB
ejpam-6875	133	5	ago	ago	ADJ
ejpam-6875	133	6	sequence	sequence	NOUN
ejpam-6875	133	7	is	be	AUX
ejpam-6875	133	8	transformed	transform	VERB
ejpam-6875	133	9	back	back	ADV
ejpam-6875	133	10	to	to	ADP
ejpam-6875	133	11	the	the	DET
ejpam-6875	133	12	original	original	ADJ
ejpam-6875	133	13	scale	scale	NOUN
ejpam-6875	133	14	using	use	VERB
ejpam-6875	133	15	the	the	DET
ejpam-6875	133	16	inverse	inverse	NOUN
ejpam-6875	133	17	accumulated	accumulate	VERB
ejpam-6875	133	18	generating	generating	NOUN
ejpam-6875	133	19	operation	operation	NOUN
ejpam-6875	133	20	(	(	PUNCT
ejpam-6875	133	21	iago	iago	PROPN
ejpam-6875	133	22	)	)	PUNCT
ejpam-6875	133	23	to	to	PART
ejpam-6875	133	24	obtain	obtain	VERB
ejpam-6875	133	25	the	the	DET
ejpam-6875	133	26	forecasted	forecast	VERB
ejpam-6875	133	27	values	value	NOUN
ejpam-6875	133	28	:	:	PUNCT
ejpam-6875	133	29	x̂(0)(k	x̂(0)(k	X
ejpam-6875	133	30	)	)	PUNCT
ejpam-6875	134	1	=	=	PUNCT
ejpam-6875	134	2	x̂(1)(k)−	x̂(1)(k)−	PROPN
ejpam-6875	134	3	x̂(1)(k	x̂(1)(k	PROPN
ejpam-6875	135	1	−	−	PROPN
ejpam-6875	135	2	1	1	NUM
ejpam-6875	135	3	)	)	PUNCT
ejpam-6875	135	4	.	.	PUNCT
ejpam-6875	136	1	(	(	PUNCT
ejpam-6875	136	2	23	23	NUM
ejpam-6875	136	3	)	)	PUNCT
ejpam-6875	136	4	a	a	DET
ejpam-6875	136	5	grid	grid	NOUN
ejpam-6875	136	6	-	-	PUNCT
ejpam-6875	136	7	search	search	NOUN
ejpam-6875	136	8	approach	approach	NOUN
ejpam-6875	136	9	is	be	AUX
ejpam-6875	136	10	used	use	VERB
ejpam-6875	136	11	to	to	PART
ejpam-6875	136	12	evaluate	evaluate	VERB
ejpam-6875	136	13	combinations	combination	NOUN
ejpam-6875	136	14	of	of	ADP
ejpam-6875	136	15	α	α	NOUN
ejpam-6875	136	16	,	,	PUNCT
ejpam-6875	136	17	β	β	NOUN
ejpam-6875	136	18	,	,	PUNCT
ejpam-6875	136	19	and	and	CCONJ
ejpam-6875	136	20	m	m	VERB
ejpam-6875	136	21	within	within	ADP
ejpam-6875	136	22	the	the	DET
ejpam-6875	136	23	specified	specify	VERB
ejpam-6875	136	24	bounded	bounded	ADJ
ejpam-6875	136	25	parameter	parameter	NOUN
ejpam-6875	136	26	space	space	NOUN
ejpam-6875	136	27	to	to	PART
ejpam-6875	136	28	solve	solve	VERB
ejpam-6875	136	29	the	the	DET
ejpam-6875	136	30	optimization	optimization	NOUN
ejpam-6875	136	31	problem	problem	NOUN
ejpam-6875	136	32	.	.	PUNCT
ejpam-6875	137	1	2.2.2	2.2.2	X
ejpam-6875	137	2	.	.	PUNCT
ejpam-6875	137	3	particle	particle	NOUN
ejpam-6875	137	4	swarm	swarm	NOUN
ejpam-6875	137	5	optimization	optimization	NOUN
ejpam-6875	137	6	the	the	DET
ejpam-6875	137	7	procedure	procedure	NOUN
ejpam-6875	137	8	begins	begin	VERB
ejpam-6875	137	9	by	by	ADP
ejpam-6875	137	10	initializing	initialize	VERB
ejpam-6875	137	11	the	the	DET
ejpam-6875	137	12	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	137	13	)	)	PUNCT
ejpam-6875	137	14	parameters	parameter	NOUN
ejpam-6875	137	15	,	,	PUNCT
ejpam-6875	137	16	specifically	specifically	ADV
ejpam-6875	137	17	the	the	DET
ejpam-6875	137	18	power	power	NOUN
ejpam-6875	137	19	index	index	NOUN
ejpam-6875	137	20	m	m	PROPN
ejpam-6875	137	21	and	and	CCONJ
ejpam-6875	137	22	the	the	DET
ejpam-6875	137	23	background	background	NOUN
ejpam-6875	137	24	value	value	NOUN
ejpam-6875	137	25	coefficient	coefficient	NOUN
ejpam-6875	137	26	α	α	NOUN
ejpam-6875	137	27	.	.	PUNCT
ejpam-6875	138	1	these	these	DET
ejpam-6875	138	2	initial	initial	ADJ
ejpam-6875	138	3	values	value	NOUN
ejpam-6875	138	4	are	be	AUX
ejpam-6875	138	5	used	use	VERB
ejpam-6875	138	6	by	by	ADP
ejpam-6875	138	7	the	the	DET
ejpam-6875	138	8	model	model	NOUN
ejpam-6875	138	9	to	to	PART
ejpam-6875	138	10	generate	generate	VERB
ejpam-6875	138	11	a	a	DET
ejpam-6875	138	12	forecast	forecast	NOUN
ejpam-6875	138	13	sequence	sequence	NOUN
ejpam-6875	138	14	based	base	VERB
ejpam-6875	138	15	on	on	ADP
ejpam-6875	138	16	the	the	DET
ejpam-6875	138	17	historical	historical	ADJ
ejpam-6875	138	18	data	datum	NOUN
ejpam-6875	138	19	.	.	PUNCT
ejpam-6875	139	1	the	the	DET
ejpam-6875	139	2	forecasted	forecast	VERB
ejpam-6875	139	3	values	value	NOUN
ejpam-6875	139	4	are	be	AUX
ejpam-6875	139	5	then	then	ADV
ejpam-6875	139	6	compared	compare	VERB
ejpam-6875	139	7	to	to	ADP
ejpam-6875	139	8	the	the	DET
ejpam-6875	139	9	actual	actual	ADJ
ejpam-6875	139	10	observations	observation	NOUN
ejpam-6875	139	11	,	,	PUNCT
ejpam-6875	139	12	and	and	CCONJ
ejpam-6875	139	13	the	the	DET
ejpam-6875	139	14	prediction	prediction	NOUN
ejpam-6875	139	15	error	error	NOUN
ejpam-6875	139	16	is	be	AUX
ejpam-6875	139	17	quantified	quantify	VERB
ejpam-6875	139	18	using	use	VERB
ejpam-6875	139	19	the	the	DET
ejpam-6875	139	20	out	out	ADJ
ejpam-6875	139	21	-	-	PUNCT
ejpam-6875	139	22	of	of	ADP
ejpam-6875	139	23	-	-	PUNCT
ejpam-6875	139	24	sample	sample	NOUN
ejpam-6875	139	25	mean	mean	NOUN
ejpam-6875	139	26	absolute	absolute	ADJ
ejpam-6875	139	27	percentage	percentage	NOUN
ejpam-6875	139	28	error	error	NOUN
ejpam-6875	139	29	(	(	PUNCT
ejpam-6875	139	30	mape	mape	NOUN
ejpam-6875	139	31	)	)	PUNCT
ejpam-6875	139	32	.	.	PUNCT
ejpam-6875	140	1	this	this	DET
ejpam-6875	140	2	mape	mape	NOUN
ejpam-6875	140	3	value	value	NOUN
ejpam-6875	140	4	serves	serve	VERB
ejpam-6875	140	5	as	as	ADP
ejpam-6875	140	6	the	the	DET
ejpam-6875	140	7	fitness	fitness	NOUN
ejpam-6875	140	8	function	function	NOUN
ejpam-6875	140	9	for	for	ADP
ejpam-6875	140	10	the	the	DET
ejpam-6875	140	11	pso	pso	NOUN
ejpam-6875	140	12	algorithm	algorithm	NOUN
ejpam-6875	140	13	.	.	PUNCT
ejpam-6875	141	1	the	the	DET
ejpam-6875	141	2	pso	pso	NOUN
ejpam-6875	141	3	algorithm	algorithm	NOUN
ejpam-6875	141	4	then	then	ADV
ejpam-6875	141	5	iteratively	iteratively	ADV
ejpam-6875	141	6	refines	refine	VERB
ejpam-6875	141	7	the	the	DET
ejpam-6875	141	8	parameter	parameter	NOUN
ejpam-6875	141	9	values	value	NOUN
ejpam-6875	141	10	by	by	ADP
ejpam-6875	141	11	simulating	simulate	VERB
ejpam-6875	141	12	the	the	DET
ejpam-6875	141	13	social	social	ADJ
ejpam-6875	141	14	behavior	behavior	NOUN
ejpam-6875	141	15	of	of	ADP
ejpam-6875	141	16	a	a	DET
ejpam-6875	141	17	particle	particle	NOUN
ejpam-6875	141	18	swarm	swarm	NOUN
ejpam-6875	141	19	.	.	PUNCT
ejpam-6875	142	1	each	each	DET
ejpam-6875	142	2	particle	particle	NOUN
ejpam-6875	142	3	represents	represent	VERB
ejpam-6875	142	4	a	a	DET
ejpam-6875	142	5	candidate	candidate	NOUN
ejpam-6875	142	6	solution	solution	NOUN
ejpam-6875	142	7	,	,	PUNCT
ejpam-6875	142	8	characterized	characterize	VERB
ejpam-6875	142	9	by	by	ADP
ejpam-6875	142	10	its	its	PRON
ejpam-6875	142	11	position	position	NOUN
ejpam-6875	142	12	in	in	ADP
ejpam-6875	142	13	the	the	DET
ejpam-6875	142	14	parameter	parameter	NOUN
ejpam-6875	142	15	space	space	NOUN
ejpam-6875	142	16	,	,	PUNCT
ejpam-6875	142	17	and	and	CCONJ
ejpam-6875	142	18	its	its	PRON
ejpam-6875	142	19	performance	performance	NOUN
ejpam-6875	142	20	is	be	AUX
ejpam-6875	142	21	evaluated	evaluate	VERB
ejpam-6875	142	22	based	base	VERB
ejpam-6875	142	23	on	on	ADP
ejpam-6875	142	24	the	the	DET
ejpam-6875	142	25	corresponding	correspond	VERB
ejpam-6875	142	26	out	out	ADV
ejpam-6875	142	27	-	-	PUNCT
ejpam-6875	142	28	of	of	ADP
ejpam-6875	142	29	-	-	PUNCT
ejpam-6875	142	30	sample	sample	NOUN
ejpam-6875	142	31	mape	mape	NOUN
ejpam-6875	142	32	.	.	PUNCT
ejpam-6875	143	1	the	the	DET
ejpam-6875	143	2	particles	particle	NOUN
ejpam-6875	143	3	update	update	VERB
ejpam-6875	143	4	their	their	PRON
ejpam-6875	143	5	positions	position	NOUN
ejpam-6875	143	6	based	base	VERB
ejpam-6875	143	7	on	on	ADP
ejpam-6875	143	8	their	their	PRON
ejpam-6875	143	9	own	own	ADJ
ejpam-6875	143	10	historical	historical	ADJ
ejpam-6875	143	11	best	good	ADJ
ejpam-6875	143	12	position	position	NOUN
ejpam-6875	143	13	and	and	CCONJ
ejpam-6875	143	14	the	the	DET
ejpam-6875	143	15	global	global	ADJ
ejpam-6875	143	16	best	good	ADJ
ejpam-6875	143	17	position	position	NOUN
ejpam-6875	143	18	discovered	discover	VERB
ejpam-6875	143	19	by	by	ADP
ejpam-6875	143	20	the	the	DET
ejpam-6875	143	21	entire	entire	ADJ
ejpam-6875	143	22	swarm	swarm	NOUN
ejpam-6875	143	23	.	.	PUNCT
ejpam-6875	144	1	this	this	DET
ejpam-6875	144	2	process	process	NOUN
ejpam-6875	144	3	continues	continue	VERB
ejpam-6875	144	4	until	until	SCONJ
ejpam-6875	144	5	a	a	DET
ejpam-6875	144	6	convergence	convergence	NOUN
ejpam-6875	144	7	criterion	criterion	NOUN
ejpam-6875	144	8	is	be	AUX
ejpam-6875	144	9	satisfied	satisfied	ADJ
ejpam-6875	144	10	or	or	CCONJ
ejpam-6875	144	11	a	a	DET
ejpam-6875	144	12	predefined	predefine	VERB
ejpam-6875	144	13	maximum	maximum	ADJ
ejpam-6875	144	14	number	number	NOUN
ejpam-6875	144	15	of	of	ADP
ejpam-6875	144	16	iterations	iteration	NOUN
ejpam-6875	144	17	is	be	AUX
ejpam-6875	144	18	reached	reach	VERB
ejpam-6875	144	19	.	.	PUNCT
ejpam-6875	145	1	zhou	zhou	PROPN
ejpam-6875	145	2	et	et	PROPN
ejpam-6875	145	3	al	al	PROPN
ejpam-6875	145	4	.	.	PUNCT
ejpam-6875	146	1	[	[	X
ejpam-6875	146	2	7	7	X
ejpam-6875	146	3	]	]	PUNCT
ejpam-6875	146	4	describe	describe	VERB
ejpam-6875	146	5	the	the	DET
ejpam-6875	146	6	main	main	ADJ
ejpam-6875	146	7	elements	element	NOUN
ejpam-6875	146	8	of	of	ADP
ejpam-6875	146	9	the	the	DET
ejpam-6875	146	10	pso	pso	NOUN
ejpam-6875	146	11	algorithm	algorithm	NOUN
ejpam-6875	146	12	as	as	SCONJ
ejpam-6875	146	13	follows	follow	VERB
ejpam-6875	146	14	:	:	PUNCT
ejpam-6875	146	15	particle	particle	NOUN
ejpam-6875	146	16	:	:	PUNCT
ejpam-6875	146	17	a	a	DET
ejpam-6875	146	18	candidate	candidate	NOUN
ejpam-6875	146	19	solution	solution	NOUN
ejpam-6875	146	20	defined	define	VERB
ejpam-6875	146	21	by	by	ADP
ejpam-6875	146	22	the	the	DET
ejpam-6875	146	23	decision	decision	NOUN
ejpam-6875	146	24	variables	variable	VERB
ejpam-6875	146	25	α	α	NOUN
ejpam-6875	146	26	and	and	CCONJ
ejpam-6875	146	27	m.	m.	NOUN
ejpam-6875	146	28	the	the	DET
ejpam-6875	146	29	i	i	PROPN
ejpam-6875	146	30	-	-	PUNCT
ejpam-6875	146	31	th	th	X
ejpam-6875	146	32	particle	particle	NOUN
ejpam-6875	146	33	is	be	AUX
ejpam-6875	146	34	represented	represent	VERB
ejpam-6875	146	35	as	as	ADP
ejpam-6875	146	36	a	a	DET
ejpam-6875	146	37	vector	vector	NOUN
ejpam-6875	146	38	:	:	PUNCT
ejpam-6875	146	39	xi	xi	X
ejpam-6875	146	40	=	=	PUNCT
ejpam-6875	146	41	{	{	PUNCT
ejpam-6875	146	42	αi	αi	PROPN
ejpam-6875	146	43	,	,	PUNCT
ejpam-6875	146	44	mi	mi	NOUN
ejpam-6875	146	45	}	}	PUNCT
ejpam-6875	146	46	,	,	PUNCT
ejpam-6875	146	47	(	(	PUNCT
ejpam-6875	146	48	24	24	NUM
ejpam-6875	146	49	)	)	PUNCT
ejpam-6875	146	50	s.k	s.k	PROPN
ejpam-6875	146	51	..	..	PROPN
ejpam-6875	146	52	carillo	carillo	PROPN
ejpam-6875	146	53	,	,	PUNCT
ejpam-6875	146	54	i.j	i.j	PROPN
ejpam-6875	146	55	.	.	PROPN
ejpam-6875	146	56	serra	serra	PROPN
ejpam-6875	146	57	/	/	SYM
ejpam-6875	146	58	eur	eur	PROPN
ejpam-6875	146	59	.	.	PUNCT
ejpam-6875	147	1	j.	j.	PROPN
ejpam-6875	147	2	pure	pure	PROPN
ejpam-6875	147	3	appl	appl	PROPN
ejpam-6875	147	4	.	.	PROPN
ejpam-6875	147	5	math	math	PROPN
ejpam-6875	147	6	,	,	PUNCT
ejpam-6875	147	7	18	18	NUM
ejpam-6875	147	8	(	(	PUNCT
ejpam-6875	147	9	4	4	NUM
ejpam-6875	147	10	)	)	PUNCT
ejpam-6875	147	11	(	(	PUNCT
ejpam-6875	147	12	2025	2025	NUM
ejpam-6875	147	13	)	)	PUNCT
ejpam-6875	147	14	,	,	PUNCT
ejpam-6875	147	15	6875	6875	NUM
ejpam-6875	147	16	7	7	NUM
ejpam-6875	147	17	of	of	ADP
ejpam-6875	147	18	17	17	NUM
ejpam-6875	147	19	where	where	SCONJ
ejpam-6875	147	20	the	the	DET
ejpam-6875	147	21	parameters	parameter	NOUN
ejpam-6875	147	22	are	be	AUX
ejpam-6875	147	23	random	random	ADJ
ejpam-6875	147	24	real	real	ADJ
ejpam-6875	147	25	numbers	number	NOUN
ejpam-6875	147	26	constrained	constrain	VERB
ejpam-6875	147	27	within	within	ADP
ejpam-6875	147	28	appropriate	appropriate	ADJ
ejpam-6875	147	29	ranges	range	NOUN
ejpam-6875	147	30	:	:	PUNCT
ejpam-6875	147	31	α	α	PROPN
ejpam-6875	147	32	∈	∈	PROPN
ejpam-6875	147	33	(	(	PUNCT
ejpam-6875	147	34	0	0	NUM
ejpam-6875	147	35	,	,	PUNCT
ejpam-6875	147	36	1	1	NUM
ejpam-6875	147	37	)	)	PUNCT
ejpam-6875	147	38	and	and	CCONJ
ejpam-6875	147	39	m	m	PROPN
ejpam-6875	147	40	̸=	̸=	PROPN
ejpam-6875	147	41	1	1	NUM
ejpam-6875	147	42	.	.	PUNCT
ejpam-6875	148	1	fitness	fitness	NOUN
ejpam-6875	148	2	:	:	PUNCT
ejpam-6875	148	3	the	the	DET
ejpam-6875	148	4	performance	performance	NOUN
ejpam-6875	148	5	of	of	ADP
ejpam-6875	148	6	each	each	DET
ejpam-6875	148	7	particle	particle	NOUN
ejpam-6875	148	8	is	be	AUX
ejpam-6875	148	9	evaluated	evaluate	VERB
ejpam-6875	148	10	using	use	VERB
ejpam-6875	148	11	the	the	DET
ejpam-6875	148	12	mape	mape	NOUN
ejpam-6875	148	13	,	,	PUNCT
ejpam-6875	148	14	which	which	PRON
ejpam-6875	148	15	is	be	AUX
ejpam-6875	148	16	the	the	DET
ejpam-6875	148	17	objective	objective	ADJ
ejpam-6875	148	18	function	function	NOUN
ejpam-6875	148	19	to	to	PART
ejpam-6875	148	20	be	be	AUX
ejpam-6875	148	21	minimized	minimize	VERB
ejpam-6875	148	22	.	.	PUNCT
ejpam-6875	149	1	personal	personal	ADJ
ejpam-6875	149	2	best	well	ADV
ejpam-6875	149	3	:	:	PUNCT
ejpam-6875	149	4	after	after	ADP
ejpam-6875	149	5	k	k	PROPN
ejpam-6875	149	6	iterations	iteration	NOUN
ejpam-6875	149	7	,	,	PUNCT
ejpam-6875	149	8	particle	particle	NOUN
ejpam-6875	149	9	i	i	PRON
ejpam-6875	149	10	retains	retain	VERB
ejpam-6875	149	11	the	the	DET
ejpam-6875	149	12	best	good	ADJ
ejpam-6875	149	13	position	position	NOUN
ejpam-6875	149	14	it	it	PRON
ejpam-6875	149	15	has	have	AUX
ejpam-6875	149	16	personally	personally	ADV
ejpam-6875	149	17	visited	visit	VERB
ejpam-6875	149	18	,	,	PUNCT
ejpam-6875	149	19	denoted	denote	VERB
ejpam-6875	149	20	as	as	ADP
ejpam-6875	149	21	pbk	pbk	PROPN
ejpam-6875	149	22	i	i	PROPN
ejpam-6875	149	23	.	.	PUNCT
ejpam-6875	150	1	this	this	DET
ejpam-6875	150	2	position	position	NOUN
ejpam-6875	150	3	satisfies	satisfy	VERB
ejpam-6875	150	4	:	:	PUNCT
ejpam-6875	150	5	mape(pbk	mape(pbk	PROPN
ejpam-6875	150	6	i	i	PRON
ejpam-6875	150	7	)	)	PUNCT
ejpam-6875	151	1	=	=	SYM
ejpam-6875	151	2	min	min	PROPN
ejpam-6875	151	3	{	{	PUNCT
ejpam-6875	151	4	mape	mape	NOUN
ejpam-6875	151	5	(	(	PUNCT
ejpam-6875	151	6	xτ	xτ	NOUN
ejpam-6875	151	7	i	i	PROPN
ejpam-6875	151	8	)	)	PUNCT
ejpam-6875	151	9	}	}	PUNCT
ejpam-6875	151	10	,	,	PUNCT
ejpam-6875	151	11	τ	τ	PROPN
ejpam-6875	151	12	=	=	SYM
ejpam-6875	151	13	1	1	NUM
ejpam-6875	151	14	,	,	PUNCT
ejpam-6875	151	15	2	2	NUM
ejpam-6875	151	16	,	,	PUNCT
ejpam-6875	151	17	.	.	PUNCT
ejpam-6875	151	18	.	.	PUNCT
ejpam-6875	151	19	.	.	PUNCT
ejpam-6875	152	1	,	,	PUNCT
ejpam-6875	152	2	k.	k.	PROPN
ejpam-6875	152	3	(	(	PUNCT
ejpam-6875	152	4	25	25	NUM
ejpam-6875	152	5	)	)	PUNCT
ejpam-6875	152	6	global	global	ADJ
ejpam-6875	152	7	best	well	ADV
ejpam-6875	152	8	:	:	PUNCT
ejpam-6875	152	9	after	after	ADP
ejpam-6875	152	10	k	k	PROPN
ejpam-6875	152	11	iterations	iteration	NOUN
ejpam-6875	152	12	,	,	PUNCT
ejpam-6875	152	13	the	the	DET
ejpam-6875	152	14	global	global	ADJ
ejpam-6875	152	15	best	good	ADJ
ejpam-6875	152	16	position	position	NOUN
ejpam-6875	152	17	,	,	PUNCT
ejpam-6875	152	18	denoted	denote	VERB
ejpam-6875	152	19	as	as	ADP
ejpam-6875	152	20	gbk	gbk	PROPN
ejpam-6875	152	21	,	,	PUNCT
ejpam-6875	152	22	is	be	AUX
ejpam-6875	152	23	the	the	DET
ejpam-6875	152	24	best	good	ADJ
ejpam-6875	152	25	position	position	NOUN
ejpam-6875	152	26	discovered	discover	VERB
ejpam-6875	152	27	by	by	ADP
ejpam-6875	152	28	any	any	DET
ejpam-6875	152	29	particle	particle	NOUN
ejpam-6875	152	30	in	in	ADP
ejpam-6875	152	31	the	the	DET
ejpam-6875	152	32	entire	entire	ADJ
ejpam-6875	152	33	swarm	swarm	NOUN
ejpam-6875	152	34	.	.	PUNCT
ejpam-6875	153	1	it	it	PRON
ejpam-6875	153	2	satisfies	satisfy	VERB
ejpam-6875	153	3	:	:	PUNCT
ejpam-6875	153	4	mape(gbk	mape(gbk	NOUN
ejpam-6875	153	5	)	)	PUNCT
ejpam-6875	154	1	=	=	SYM
ejpam-6875	154	2	min	min	PROPN
ejpam-6875	154	3	{	{	PUNCT
ejpam-6875	154	4	mape	mape	NOUN
ejpam-6875	154	5	(	(	PUNCT
ejpam-6875	154	6	pbk	pbk	PROPN
ejpam-6875	154	7	i	i	PROPN
ejpam-6875	154	8	)	)	PUNCT
ejpam-6875	154	9	}	}	PUNCT
ejpam-6875	154	10	,	,	PUNCT
ejpam-6875	154	11	i	i	PRON
ejpam-6875	154	12	=	=	NOUN
ejpam-6875	154	13	1	1	NUM
ejpam-6875	154	14	,	,	PUNCT
ejpam-6875	154	15	2	2	NUM
ejpam-6875	154	16	,	,	PUNCT
ejpam-6875	154	17	.	.	PUNCT
ejpam-6875	154	18	.	.	PUNCT
ejpam-6875	154	19	.	.	PUNCT
ejpam-6875	155	1	,	,	PUNCT
ejpam-6875	155	2	s	s	X
ejpam-6875	155	3	,	,	PUNCT
ejpam-6875	155	4	(	(	PUNCT
ejpam-6875	155	5	26	26	NUM
ejpam-6875	155	6	)	)	PUNCT
ejpam-6875	155	7	where	where	SCONJ
ejpam-6875	155	8	s	s	NOUN
ejpam-6875	155	9	is	be	AUX
ejpam-6875	155	10	the	the	DET
ejpam-6875	155	11	swarm	swarm	NOUN
ejpam-6875	155	12	size	size	NOUN
ejpam-6875	155	13	.	.	PUNCT
ejpam-6875	156	1	in	in	ADP
ejpam-6875	156	2	this	this	DET
ejpam-6875	156	3	study	study	NOUN
ejpam-6875	156	4	,	,	PUNCT
ejpam-6875	156	5	the	the	DET
ejpam-6875	156	6	pso	pso	NOUN
ejpam-6875	156	7	algorithm	algorithm	NOUN
ejpam-6875	156	8	was	be	AUX
ejpam-6875	156	9	implemented	implement	VERB
ejpam-6875	156	10	in	in	ADP
ejpam-6875	156	11	r	r	NOUN
ejpam-6875	156	12	using	use	VERB
ejpam-6875	156	13	the	the	DET
ejpam-6875	156	14	package	package	NOUN
ejpam-6875	156	15	’s	’s	PART
ejpam-6875	156	16	default	default	NOUN
ejpam-6875	156	17	parameter	parameter	NOUN
ejpam-6875	156	18	settings	setting	NOUN
ejpam-6875	156	19	.	.	PUNCT
ejpam-6875	157	1	the	the	DET
ejpam-6875	157	2	swarm	swarm	NOUN
ejpam-6875	157	3	size	size	NOUN
ejpam-6875	157	4	was	be	AUX
ejpam-6875	157	5	automatically	automatically	ADV
ejpam-6875	157	6	set	set	VERB
ejpam-6875	157	7	to	to	ADP
ejpam-6875	157	8	40	40	NUM
ejpam-6875	157	9	,	,	PUNCT
ejpam-6875	157	10	and	and	CCONJ
ejpam-6875	157	11	the	the	DET
ejpam-6875	157	12	maximum	maximum	ADJ
ejpam-6875	157	13	number	number	NOUN
ejpam-6875	157	14	of	of	ADP
ejpam-6875	157	15	iterations	iteration	NOUN
ejpam-6875	157	16	was	be	AUX
ejpam-6875	157	17	1000	1000	NUM
ejpam-6875	157	18	.	.	PUNCT
ejpam-6875	158	1	the	the	DET
ejpam-6875	158	2	inertia	inertia	NOUN
ejpam-6875	158	3	weight	weight	NOUN
ejpam-6875	158	4	(	(	PUNCT
ejpam-6875	158	5	w	w	NOUN
ejpam-6875	158	6	)	)	PUNCT
ejpam-6875	158	7	was	be	AUX
ejpam-6875	158	8	set	set	VERB
ejpam-6875	158	9	to	to	ADP
ejpam-6875	158	10	1/(2	1/(2	NUM
ejpam-6875	158	11	log	log	NOUN
ejpam-6875	158	12	2	2	NUM
ejpam-6875	158	13	)	)	PUNCT
ejpam-6875	158	14	,	,	PUNCT
ejpam-6875	158	15	while	while	SCONJ
ejpam-6875	158	16	the	the	DET
ejpam-6875	158	17	cognitive	cognitive	ADJ
ejpam-6875	158	18	and	and	CCONJ
ejpam-6875	158	19	social	social	ADJ
ejpam-6875	158	20	coefficients	coefficient	NOUN
ejpam-6875	158	21	(	(	PUNCT
ejpam-6875	158	22	local	local	ADJ
ejpam-6875	158	23	and	and	CCONJ
ejpam-6875	158	24	global	global	ADJ
ejpam-6875	158	25	exploration	exploration	NOUN
ejpam-6875	158	26	constants	constant	NOUN
ejpam-6875	158	27	,	,	PUNCT
ejpam-6875	158	28	respectively	respectively	ADV
ejpam-6875	158	29	)	)	PUNCT
ejpam-6875	158	30	were	be	AUX
ejpam-6875	158	31	both	both	PRON
ejpam-6875	158	32	assigned	assign	VERB
ejpam-6875	158	33	the	the	DET
ejpam-6875	158	34	default	default	NOUN
ejpam-6875	158	35	value	value	NOUN
ejpam-6875	158	36	of	of	ADP
ejpam-6875	158	37	0.5	0.5	NUM
ejpam-6875	158	38	+	+	CCONJ
ejpam-6875	158	39	log	log	NOUN
ejpam-6875	158	40	2	2	NUM
ejpam-6875	158	41	.	.	PUNCT
ejpam-6875	158	42	preliminary	preliminary	ADJ
ejpam-6875	158	43	tests	test	NOUN
ejpam-6875	158	44	with	with	ADP
ejpam-6875	158	45	alternative	alternative	ADJ
ejpam-6875	158	46	parameter	parameter	NOUN
ejpam-6875	158	47	values	value	NOUN
ejpam-6875	158	48	did	do	AUX
ejpam-6875	158	49	not	not	PART
ejpam-6875	158	50	yield	yield	VERB
ejpam-6875	158	51	substantial	substantial	ADJ
ejpam-6875	158	52	improvements	improvement	NOUN
ejpam-6875	158	53	in	in	ADP
ejpam-6875	158	54	convergence	convergence	NOUN
ejpam-6875	158	55	behavior	behavior	NOUN
ejpam-6875	158	56	or	or	CCONJ
ejpam-6875	158	57	forecast	forecast	NOUN
ejpam-6875	158	58	accuracy	accuracy	NOUN
ejpam-6875	158	59	,	,	PUNCT
ejpam-6875	158	60	confirming	confirm	VERB
ejpam-6875	158	61	that	that	SCONJ
ejpam-6875	158	62	the	the	DET
ejpam-6875	158	63	default	default	NOUN
ejpam-6875	158	64	settings	setting	NOUN
ejpam-6875	158	65	were	be	AUX
ejpam-6875	158	66	sufficient	sufficient	ADJ
ejpam-6875	158	67	for	for	ADP
ejpam-6875	158	68	achieving	achieve	VERB
ejpam-6875	158	69	stable	stable	ADJ
ejpam-6875	158	70	and	and	CCONJ
ejpam-6875	158	71	efficient	efficient	ADJ
ejpam-6875	158	72	optimization	optimization	NOUN
ejpam-6875	158	73	in	in	ADP
ejpam-6875	158	74	this	this	DET
ejpam-6875	158	75	application	application	NOUN
ejpam-6875	158	76	.	.	PUNCT
ejpam-6875	159	1	2.3	2.3	NUM
ejpam-6875	159	2	.	.	PUNCT
ejpam-6875	159	3	model	model	NOUN
ejpam-6875	159	4	evaluation	evaluation	NOUN
ejpam-6875	159	5	the	the	DET
ejpam-6875	159	6	prediction	prediction	NOUN
ejpam-6875	159	7	accuracy	accuracy	NOUN
ejpam-6875	159	8	of	of	ADP
ejpam-6875	159	9	the	the	DET
ejpam-6875	159	10	competing	compete	VERB
ejpam-6875	159	11	models	model	NOUN
ejpam-6875	159	12	was	be	AUX
ejpam-6875	159	13	evaluated	evaluate	VERB
ejpam-6875	159	14	using	use	VERB
ejpam-6875	159	15	the	the	DET
ejpam-6875	159	16	out	out	ADJ
ejpam-6875	159	17	-	-	PUNCT
ejpam-6875	159	18	of	of	ADP
ejpam-6875	159	19	-	-	PUNCT
ejpam-6875	159	20	sample	sample	NOUN
ejpam-6875	159	21	mean	mean	NOUN
ejpam-6875	159	22	absolute	absolute	ADJ
ejpam-6875	159	23	percentage	percentage	NOUN
ejpam-6875	159	24	error	error	NOUN
ejpam-6875	159	25	,	,	PUNCT
ejpam-6875	159	26	defined	define	VERB
ejpam-6875	159	27	as	as	ADP
ejpam-6875	159	28	:	:	PUNCT
ejpam-6875	159	29	mape	mape	NOUN
ejpam-6875	159	30	=	=	SYM
ejpam-6875	160	1	1	1	NUM
ejpam-6875	160	2	n−	n−	NOUN
ejpam-6875	160	3	1	1	NUM
ejpam-6875	160	4	n∑	n∑	NOUN
ejpam-6875	160	5	t=2	t=2	PROPN
ejpam-6875	160	6	∣∣∣∣∣x(0)(t)−	∣∣∣∣∣x(0)(t)−	PROPN
ejpam-6875	160	7	x̂(0)(t	x̂(0)(t	PROPN
ejpam-6875	160	8	)	)	PUNCT
ejpam-6875	160	9	x(0)(t	x(0)(t	SYM
ejpam-6875	160	10	)	)	PUNCT
ejpam-6875	160	11	∣∣∣∣∣×	∣∣∣∣∣×	PROPN
ejpam-6875	160	12	100	100	NUM
ejpam-6875	160	13	%	%	NOUN
ejpam-6875	160	14	.	.	PUNCT
ejpam-6875	161	1	(	(	PUNCT
ejpam-6875	161	2	27	27	NUM
ejpam-6875	161	3	)	)	PUNCT
ejpam-6875	161	4	the	the	DET
ejpam-6875	161	5	forecasting	forecasting	NOUN
ejpam-6875	161	6	performance	performance	NOUN
ejpam-6875	161	7	based	base	VERB
ejpam-6875	161	8	on	on	ADP
ejpam-6875	161	9	mape	mape	NOUN
ejpam-6875	161	10	values	value	NOUN
ejpam-6875	161	11	can	can	AUX
ejpam-6875	161	12	be	be	AUX
ejpam-6875	161	13	graded	grade	VERB
ejpam-6875	161	14	according	accord	VERB
ejpam-6875	161	15	to	to	ADP
ejpam-6875	161	16	the	the	DET
ejpam-6875	161	17	criteria	criterion	NOUN
ejpam-6875	161	18	proposed	propose	VERB
ejpam-6875	161	19	by	by	ADP
ejpam-6875	161	20	[	[	X
ejpam-6875	161	21	8	8	NUM
ejpam-6875	161	22	]	]	PUNCT
ejpam-6875	161	23	,	,	PUNCT
ejpam-6875	161	24	as	as	SCONJ
ejpam-6875	161	25	shown	show	VERB
ejpam-6875	161	26	in	in	ADP
ejpam-6875	161	27	table	table	NOUN
ejpam-6875	161	28	1	1	NUM
ejpam-6875	161	29	.	.	PUNCT
ejpam-6875	161	30	table	table	NOUN
ejpam-6875	161	31	1	1	NUM
ejpam-6875	161	32	:	:	PUNCT
ejpam-6875	161	33	forecast	forecast	NOUN
ejpam-6875	161	34	accuracy	accuracy	NOUN
ejpam-6875	161	35	grades	grade	NOUN
ejpam-6875	161	36	based	base	VERB
ejpam-6875	161	37	on	on	ADP
ejpam-6875	161	38	mape	mape	NOUN
ejpam-6875	161	39	[	[	X
ejpam-6875	161	40	8	8	NUM
ejpam-6875	161	41	]	]	SYM
ejpam-6875	161	42	.	.	PUNCT
ejpam-6875	162	1	mape	mape	NOUN
ejpam-6875	162	2	(	(	PUNCT
ejpam-6875	162	3	%	%	NOUN
ejpam-6875	162	4	)	)	PUNCT
ejpam-6875	162	5	forecasting	forecasting	NOUN
ejpam-6875	162	6	power	power	NOUN
ejpam-6875	162	7	≤	≤	NUM
ejpam-6875	162	8	10	10	NUM
ejpam-6875	162	9	excellent	excellent	ADJ
ejpam-6875	162	10	10–20	10–20	NUM
ejpam-6875	162	11	good	good	ADJ
ejpam-6875	162	12	20–50	20–50	NUM
ejpam-6875	162	13	reasonable	reasonable	ADJ
ejpam-6875	162	14	s.k	s.k	PROPN
ejpam-6875	162	15	..	..	PROPN
ejpam-6875	162	16	carillo	carillo	PROPN
ejpam-6875	162	17	,	,	PUNCT
ejpam-6875	162	18	i.j	i.j	PROPN
ejpam-6875	162	19	.	.	PROPN
ejpam-6875	162	20	serra	serra	PROPN
ejpam-6875	162	21	/	/	SYM
ejpam-6875	162	22	eur	eur	PROPN
ejpam-6875	162	23	.	.	PUNCT
ejpam-6875	163	1	j.	j.	PROPN
ejpam-6875	163	2	pure	pure	PROPN
ejpam-6875	163	3	appl	appl	PROPN
ejpam-6875	163	4	.	.	PROPN
ejpam-6875	163	5	math	math	PROPN
ejpam-6875	163	6	,	,	PUNCT
ejpam-6875	163	7	18	18	NUM
ejpam-6875	163	8	(	(	PUNCT
ejpam-6875	163	9	4	4	NUM
ejpam-6875	163	10	)	)	PUNCT
ejpam-6875	163	11	(	(	PUNCT
ejpam-6875	163	12	2025	2025	NUM
ejpam-6875	163	13	)	)	PUNCT
ejpam-6875	163	14	,	,	PUNCT
ejpam-6875	163	15	6875	6875	NUM
ejpam-6875	163	16	8	8	NUM
ejpam-6875	163	17	of	of	ADP
ejpam-6875	163	18	17	17	NUM
ejpam-6875	163	19	in	in	ADP
ejpam-6875	163	20	addition	addition	NOUN
ejpam-6875	163	21	to	to	ADP
ejpam-6875	163	22	mape	mape	NOUN
ejpam-6875	163	23	,	,	PUNCT
ejpam-6875	163	24	the	the	DET
ejpam-6875	163	25	out	out	ADV
ejpam-6875	163	26	-	-	PUNCT
ejpam-6875	163	27	of	of	ADP
ejpam-6875	163	28	-	-	PUNCT
ejpam-6875	163	29	sample	sample	NOUN
ejpam-6875	163	30	root	root	NOUN
ejpam-6875	163	31	mean	mean	VERB
ejpam-6875	163	32	square	square	ADJ
ejpam-6875	163	33	error	error	NOUN
ejpam-6875	163	34	(	(	PUNCT
ejpam-6875	163	35	rmse	rmse	NOUN
ejpam-6875	163	36	)	)	PUNCT
ejpam-6875	163	37	is	be	AUX
ejpam-6875	163	38	reported	report	VERB
ejpam-6875	163	39	as	as	ADP
ejpam-6875	163	40	a	a	DET
ejpam-6875	163	41	supplementary	supplementary	ADJ
ejpam-6875	163	42	accuracy	accuracy	NOUN
ejpam-6875	163	43	metric	metric	NOUN
ejpam-6875	163	44	.	.	PUNCT
ejpam-6875	164	1	the	the	DET
ejpam-6875	164	2	rmse	rmse	NOUN
ejpam-6875	164	3	is	be	AUX
ejpam-6875	164	4	defined	define	VERB
ejpam-6875	164	5	as	as	ADP
ejpam-6875	164	6	the	the	DET
ejpam-6875	164	7	square	square	ADJ
ejpam-6875	164	8	root	root	NOUN
ejpam-6875	164	9	of	of	ADP
ejpam-6875	164	10	the	the	DET
ejpam-6875	164	11	average	average	ADJ
ejpam-6875	164	12	squared	square	VERB
ejpam-6875	164	13	differences	difference	NOUN
ejpam-6875	164	14	between	between	ADP
ejpam-6875	164	15	the	the	DET
ejpam-6875	164	16	actual	actual	ADJ
ejpam-6875	164	17	and	and	CCONJ
ejpam-6875	164	18	predicted	predict	VERB
ejpam-6875	164	19	values	value	NOUN
ejpam-6875	164	20	:	:	PUNCT
ejpam-6875	164	21	rmse	rmse	NOUN
ejpam-6875	164	22	=	=	PUNCT
ejpam-6875	164	23	√√√√	√√√√	ADP
ejpam-6875	164	24	1	1	NUM
ejpam-6875	164	25	n−	n−	NOUN
ejpam-6875	164	26	1	1	NUM
ejpam-6875	164	27	n∑	n∑	NOUN
ejpam-6875	164	28	t=2	t=2	PROPN
ejpam-6875	164	29	(	(	PUNCT
ejpam-6875	164	30	x(0)(t)−	x(0)(t)−	PROPN
ejpam-6875	164	31	x̂(0)(t	x̂(0)(t	PROPN
ejpam-6875	164	32	)	)	PUNCT
ejpam-6875	164	33	)	)	PUNCT
ejpam-6875	164	34	2	2	X
ejpam-6875	164	35	.	.	PUNCT
ejpam-6875	165	1	(	(	PUNCT
ejpam-6875	165	2	28	28	NUM
ejpam-6875	165	3	)	)	PUNCT
ejpam-6875	165	4	while	while	SCONJ
ejpam-6875	165	5	mape	mape	NOUN
ejpam-6875	165	6	expresses	express	VERB
ejpam-6875	165	7	the	the	DET
ejpam-6875	165	8	forecast	forecast	NOUN
ejpam-6875	165	9	error	error	NOUN
ejpam-6875	165	10	as	as	ADP
ejpam-6875	165	11	a	a	DET
ejpam-6875	165	12	percentage	percentage	NOUN
ejpam-6875	165	13	,	,	PUNCT
ejpam-6875	165	14	rmse	rmse	NOUN
ejpam-6875	165	15	measures	measure	NOUN
ejpam-6875	165	16	the	the	DET
ejpam-6875	165	17	absolute	absolute	ADJ
ejpam-6875	165	18	magnitude	magnitude	NOUN
ejpam-6875	165	19	of	of	ADP
ejpam-6875	165	20	the	the	DET
ejpam-6875	165	21	error	error	NOUN
ejpam-6875	165	22	in	in	ADP
ejpam-6875	165	23	the	the	DET
ejpam-6875	165	24	original	original	ADJ
ejpam-6875	165	25	units	unit	NOUN
ejpam-6875	165	26	of	of	ADP
ejpam-6875	165	27	the	the	DET
ejpam-6875	165	28	data	datum	NOUN
ejpam-6875	165	29	,	,	PUNCT
ejpam-6875	165	30	thereby	thereby	ADV
ejpam-6875	165	31	providing	provide	VERB
ejpam-6875	165	32	a	a	DET
ejpam-6875	165	33	complementary	complementary	ADJ
ejpam-6875	165	34	perspective	perspective	NOUN
ejpam-6875	165	35	on	on	ADP
ejpam-6875	165	36	model	model	NOUN
ejpam-6875	165	37	accuracy	accuracy	NOUN
ejpam-6875	165	38	.	.	PUNCT
ejpam-6875	166	1	2.4	2.4	NUM
ejpam-6875	166	2	.	.	PUNCT
ejpam-6875	166	3	data	data	VERB
ejpam-6875	166	4	the	the	DET
ejpam-6875	166	5	gross	gross	ADJ
ejpam-6875	166	6	domestic	domestic	ADJ
ejpam-6875	166	7	product	product	NOUN
ejpam-6875	166	8	(	(	PUNCT
ejpam-6875	166	9	gdp	gdp	NOUN
ejpam-6875	166	10	)	)	PUNCT
ejpam-6875	166	11	data	datum	NOUN
ejpam-6875	166	12	used	use	VERB
ejpam-6875	166	13	in	in	ADP
ejpam-6875	166	14	this	this	DET
ejpam-6875	166	15	study	study	NOUN
ejpam-6875	166	16	were	be	AUX
ejpam-6875	166	17	calculated	calculate	VERB
ejpam-6875	166	18	using	use	VERB
ejpam-6875	166	19	the	the	DET
ejpam-6875	166	20	expenditure	expenditure	NOUN
ejpam-6875	166	21	approach	approach	NOUN
ejpam-6875	166	22	,	,	PUNCT
ejpam-6875	166	23	one	one	NUM
ejpam-6875	166	24	of	of	ADP
ejpam-6875	166	25	the	the	DET
ejpam-6875	166	26	standard	standard	ADJ
ejpam-6875	166	27	methods	method	NOUN
ejpam-6875	166	28	for	for	ADP
ejpam-6875	166	29	measuring	measure	VERB
ejpam-6875	166	30	gdp	gdp	NOUN
ejpam-6875	166	31	.	.	PUNCT
ejpam-6875	167	1	this	this	DET
ejpam-6875	167	2	approach	approach	NOUN
ejpam-6875	167	3	defines	define	VERB
ejpam-6875	167	4	gdp	gdp	NOUN
ejpam-6875	167	5	as	as	ADP
ejpam-6875	167	6	the	the	DET
ejpam-6875	167	7	sum	sum	NOUN
ejpam-6875	167	8	of	of	ADP
ejpam-6875	167	9	all	all	DET
ejpam-6875	167	10	final	final	ADJ
ejpam-6875	167	11	expenditures	expenditure	NOUN
ejpam-6875	167	12	in	in	ADP
ejpam-6875	167	13	the	the	DET
ejpam-6875	167	14	economy	economy	NOUN
ejpam-6875	167	15	:	:	PUNCT
ejpam-6875	167	16	gdp	gdp	NOUN
ejpam-6875	167	17	=	=	PUNCT
ejpam-6875	167	18	c	c	PROPN
ejpam-6875	168	1	+	+	CCONJ
ejpam-6875	168	2	i	i	PRON
ejpam-6875	168	3	+	+	VERB
ejpam-6875	168	4	g+	g+	NOUN
ejpam-6875	168	5	(	(	PUNCT
ejpam-6875	168	6	x	x	NOUN
ejpam-6875	168	7	−m	−m	NOUN
ejpam-6875	168	8	)	)	PUNCT
ejpam-6875	168	9	,	,	PUNCT
ejpam-6875	168	10	(	(	PUNCT
ejpam-6875	168	11	29	29	NUM
ejpam-6875	168	12	)	)	PUNCT
ejpam-6875	168	13	where	where	SCONJ
ejpam-6875	168	14	c	c	NOUN
ejpam-6875	168	15	is	be	AUX
ejpam-6875	168	16	household	household	NOUN
ejpam-6875	168	17	consumption	consumption	NOUN
ejpam-6875	168	18	,	,	PUNCT
ejpam-6875	168	19	i	i	PRON
ejpam-6875	168	20	is	be	AUX
ejpam-6875	168	21	gross	gross	ADJ
ejpam-6875	168	22	capital	capital	NOUN
ejpam-6875	168	23	formation	formation	NOUN
ejpam-6875	168	24	(	(	PUNCT
ejpam-6875	168	25	investment	investment	NOUN
ejpam-6875	168	26	)	)	PUNCT
ejpam-6875	168	27	,	,	PUNCT
ejpam-6875	168	28	g	g	PROPN
ejpam-6875	168	29	is	be	AUX
ejpam-6875	168	30	government	government	NOUN
ejpam-6875	168	31	spending	spending	NOUN
ejpam-6875	168	32	,	,	PUNCT
ejpam-6875	168	33	and	and	CCONJ
ejpam-6875	168	34	(	(	PUNCT
ejpam-6875	168	35	x	x	NOUN
ejpam-6875	168	36	−m	−m	NOUN
ejpam-6875	168	37	)	)	PUNCT
ejpam-6875	168	38	represents	represent	VERB
ejpam-6875	168	39	net	net	ADJ
ejpam-6875	168	40	exports	export	NOUN
ejpam-6875	168	41	(	(	PUNCT
ejpam-6875	168	42	exports	export	NOUN
ejpam-6875	168	43	minus	minus	CCONJ
ejpam-6875	168	44	imports	import	NOUN
ejpam-6875	168	45	)	)	PUNCT
ejpam-6875	168	46	.	.	PUNCT
ejpam-6875	169	1	the	the	DET
ejpam-6875	169	2	data	datum	NOUN
ejpam-6875	169	3	consist	consist	VERB
ejpam-6875	169	4	of	of	ADP
ejpam-6875	169	5	quarterly	quarterly	ADJ
ejpam-6875	169	6	philippine	philippine	ADJ
ejpam-6875	169	7	gdp	gdp	NOUN
ejpam-6875	169	8	figures	figure	NOUN
ejpam-6875	169	9	from	from	ADP
ejpam-6875	169	10	the	the	DET
ejpam-6875	169	11	first	first	ADJ
ejpam-6875	169	12	quarter	quarter	NOUN
ejpam-6875	169	13	of	of	ADP
ejpam-6875	169	14	2021	2021	NUM
ejpam-6875	169	15	to	to	ADP
ejpam-6875	169	16	the	the	DET
ejpam-6875	169	17	fourth	fourth	ADJ
ejpam-6875	169	18	quarter	quarter	NOUN
ejpam-6875	169	19	of	of	ADP
ejpam-6875	169	20	2024	2024	NUM
ejpam-6875	169	21	.	.	PUNCT
ejpam-6875	170	1	the	the	DET
ejpam-6875	170	2	values	value	NOUN
ejpam-6875	170	3	are	be	AUX
ejpam-6875	170	4	expressed	express	VERB
ejpam-6875	170	5	in	in	ADP
ejpam-6875	170	6	constant	constant	ADJ
ejpam-6875	170	7	2018	2018	NUM
ejpam-6875	170	8	us	us	PROPN
ejpam-6875	170	9	dollars	dollar	NOUN
ejpam-6875	170	10	and	and	CCONJ
ejpam-6875	170	11	were	be	AUX
ejpam-6875	170	12	sourced	source	VERB
ejpam-6875	170	13	from	from	ADP
ejpam-6875	170	14	the	the	DET
ejpam-6875	170	15	openstat	openstat	ADJ
ejpam-6875	170	16	portal	portal	NOUN
ejpam-6875	170	17	maintained	maintain	VERB
ejpam-6875	170	18	by	by	ADP
ejpam-6875	170	19	the	the	DET
ejpam-6875	170	20	philippine	philippine	ADJ
ejpam-6875	170	21	statistics	statistics	PROPN
ejpam-6875	170	22	authority	authority	PROPN
ejpam-6875	170	23	(	(	PUNCT
ejpam-6875	170	24	psa	psa	PROPN
ejpam-6875	170	25	)	)	PUNCT
ejpam-6875	170	26	.	.	PUNCT
ejpam-6875	171	1	3	3	X
ejpam-6875	171	2	.	.	NOUN
ejpam-6875	171	3	results	result	NOUN
ejpam-6875	171	4	and	and	CCONJ
ejpam-6875	171	5	discussions	discussion	NOUN
ejpam-6875	171	6	a	a	DET
ejpam-6875	171	7	simulation	simulation	NOUN
ejpam-6875	171	8	study	study	NOUN
ejpam-6875	171	9	was	be	AUX
ejpam-6875	171	10	conducted	conduct	VERB
ejpam-6875	171	11	to	to	PART
ejpam-6875	171	12	determine	determine	VERB
ejpam-6875	171	13	the	the	DET
ejpam-6875	171	14	optimal	optimal	ADJ
ejpam-6875	171	15	data	data	NOUN
ejpam-6875	171	16	-	-	PUNCT
ejpam-6875	171	17	splitting	split	VERB
ejpam-6875	171	18	strategy	strategy	NOUN
ejpam-6875	171	19	for	for	ADP
ejpam-6875	171	20	nowcasting	nowcaste	VERB
ejpam-6875	171	21	quarterly	quarterly	ADJ
ejpam-6875	171	22	gdp	gdp	NOUN
ejpam-6875	171	23	with	with	ADP
ejpam-6875	171	24	grey	grey	PROPN
ejpam-6875	171	25	models	model	NOUN
ejpam-6875	171	26	.	.	PUNCT
ejpam-6875	172	1	due	due	ADP
ejpam-6875	172	2	to	to	ADP
ejpam-6875	172	3	the	the	DET
ejpam-6875	172	4	limited	limited	ADJ
ejpam-6875	172	5	size	size	NOUN
ejpam-6875	172	6	of	of	ADP
ejpam-6875	172	7	the	the	DET
ejpam-6875	172	8	available	available	ADJ
ejpam-6875	172	9	dataset	dataset	NOUN
ejpam-6875	172	10	,	,	PUNCT
ejpam-6875	172	11	it	it	PRON
ejpam-6875	172	12	is	be	AUX
ejpam-6875	172	13	crucial	crucial	ADJ
ejpam-6875	172	14	to	to	PART
ejpam-6875	172	15	select	select	VERB
ejpam-6875	172	16	a	a	DET
ejpam-6875	172	17	partitioning	partitioning	ADJ
ejpam-6875	172	18	scheme	scheme	NOUN
ejpam-6875	172	19	that	that	PRON
ejpam-6875	172	20	minimizes	minimize	VERB
ejpam-6875	172	21	prediction	prediction	NOUN
ejpam-6875	172	22	errors	error	NOUN
ejpam-6875	172	23	.	.	PUNCT
ejpam-6875	173	1	the	the	DET
ejpam-6875	173	2	simulation	simulation	NOUN
ejpam-6875	173	3	design	design	NOUN
ejpam-6875	173	4	is	be	AUX
ejpam-6875	173	5	informed	inform	VERB
ejpam-6875	173	6	by	by	ADP
ejpam-6875	173	7	previous	previous	ADJ
ejpam-6875	173	8	research	research	NOUN
ejpam-6875	173	9	that	that	PRON
ejpam-6875	173	10	uses	use	VERB
ejpam-6875	173	11	harmonic	harmonic	ADJ
ejpam-6875	173	12	regression	regression	NOUN
ejpam-6875	173	13	to	to	PART
ejpam-6875	173	14	model	model	VERB
ejpam-6875	173	15	cyclical	cyclical	ADJ
ejpam-6875	173	16	patterns	pattern	NOUN
ejpam-6875	173	17	in	in	ADP
ejpam-6875	173	18	gdp	gdp	PROPN
ejpam-6875	173	19	.	.	PUNCT
ejpam-6875	174	1	for	for	ADP
ejpam-6875	174	2	instance	instance	NOUN
ejpam-6875	174	3	,	,	PUNCT
ejpam-6875	174	4	bujosa	bujosa	PROPN
ejpam-6875	174	5	et	et	PROPN
ejpam-6875	174	6	al	al	PROPN
ejpam-6875	174	7	.	.	PUNCT
ejpam-6875	175	1	[	[	X
ejpam-6875	175	2	9	9	NUM
ejpam-6875	175	3	]	]	PUNCT
ejpam-6875	175	4	applied	apply	VERB
ejpam-6875	175	5	linear	linear	ADJ
ejpam-6875	175	6	dynamic	dynamic	ADJ
ejpam-6875	175	7	harmonic	harmonic	ADJ
ejpam-6875	175	8	regression	regression	NOUN
ejpam-6875	175	9	to	to	ADP
ejpam-6875	175	10	spanish	spanish	ADJ
ejpam-6875	175	11	economic	economic	ADJ
ejpam-6875	175	12	indicators	indicator	NOUN
ejpam-6875	175	13	,	,	PUNCT
ejpam-6875	175	14	including	include	VERB
ejpam-6875	175	15	gdp	gdp	NOUN
ejpam-6875	175	16	,	,	PUNCT
ejpam-6875	175	17	and	and	CCONJ
ejpam-6875	175	18	de	de	ADP
ejpam-6875	175	19	groot	groot	X
ejpam-6875	175	20	et	et	PROPN
ejpam-6875	175	21	al	al	PROPN
ejpam-6875	175	22	.	.	PUNCT
ejpam-6875	176	1	[	[	X
ejpam-6875	176	2	10	10	NUM
ejpam-6875	176	3	]	]	X
ejpam-6875	176	4	integrated	integrate	VERB
ejpam-6875	176	5	harmonic	harmonic	ADJ
ejpam-6875	176	6	regression	regression	NOUN
ejpam-6875	176	7	with	with	ADP
ejpam-6875	176	8	fourier	fourier	NOUN
ejpam-6875	176	9	and	and	CCONJ
ejpam-6875	176	10	garch	garch	NOUN
ejpam-6875	176	11	methods	method	NOUN
ejpam-6875	176	12	to	to	PART
ejpam-6875	176	13	analyze	analyze	VERB
ejpam-6875	176	14	gdp	gdp	NOUN
ejpam-6875	176	15	cycles	cycle	NOUN
ejpam-6875	176	16	in	in	ADP
ejpam-6875	176	17	oecd	oecd	PROPN
ejpam-6875	176	18	countries	country	NOUN
ejpam-6875	176	19	.	.	PUNCT
ejpam-6875	177	1	both	both	DET
ejpam-6875	177	2	studies	study	NOUN
ejpam-6875	177	3	represented	represent	VERB
ejpam-6875	177	4	cyclical	cyclical	ADJ
ejpam-6875	177	5	dynamics	dynamic	NOUN
ejpam-6875	177	6	using	use	VERB
ejpam-6875	177	7	sinusoidal	sinusoidal	ADJ
ejpam-6875	177	8	components	component	NOUN
ejpam-6875	177	9	,	,	PUNCT
ejpam-6875	177	10	modeled	model	VERB
ejpam-6875	177	11	by	by	ADP
ejpam-6875	177	12	the	the	DET
ejpam-6875	177	13	general	general	ADJ
ejpam-6875	177	14	harmonic	harmonic	ADJ
ejpam-6875	177	15	regression	regression	NOUN
ejpam-6875	177	16	form	form	NOUN
ejpam-6875	177	17	:	:	PUNCT
ejpam-6875	177	18	y(t	y(t	NUM
ejpam-6875	177	19	)	)	PUNCT
ejpam-6875	178	1	=	=	PUNCT
ejpam-6875	179	1	r∑	r∑	NOUN
ejpam-6875	179	2	j=1	j=1	PROPN
ejpam-6875	180	1	[	[	X
ejpam-6875	180	2	aj	aj	PROPN
ejpam-6875	180	3	cos(ωjt	cos(ωjt	PROPN
ejpam-6875	180	4	)	)	PUNCT
ejpam-6875	181	1	+	+	CCONJ
ejpam-6875	181	2	bj	bj	ADP
ejpam-6875	181	3	sin(ωjt	sin(ωjt	NOUN
ejpam-6875	181	4	)	)	PUNCT
ejpam-6875	181	5	]	]	PUNCT
ejpam-6875	182	1	+	+	CCONJ
ejpam-6875	182	2	et	et	X
ejpam-6875	182	3	.	.	PUNCT
ejpam-6875	183	1	(	(	PUNCT
ejpam-6875	183	2	30	30	NUM
ejpam-6875	183	3	)	)	PUNCT
ejpam-6875	183	4	in	in	ADP
ejpam-6875	183	5	this	this	DET
ejpam-6875	183	6	equation	equation	NOUN
ejpam-6875	183	7	,	,	PUNCT
ejpam-6875	183	8	pj	pj	PROPN
ejpam-6875	183	9	and	and	CCONJ
ejpam-6875	183	10	ωj	ωj	ADP
ejpam-6875	183	11	=	=	ADJ
ejpam-6875	183	12	2π	2π	NOUN
ejpam-6875	183	13	/	/	SYM
ejpam-6875	183	14	pj	pj	PROPN
ejpam-6875	183	15	denote	denote	VERB
ejpam-6875	183	16	the	the	DET
ejpam-6875	183	17	period	period	NOUN
ejpam-6875	183	18	and	and	CCONJ
ejpam-6875	183	19	frequency	frequency	NOUN
ejpam-6875	183	20	of	of	ADP
ejpam-6875	183	21	the	the	DET
ejpam-6875	183	22	jth	jth	PROPN
ejpam-6875	183	23	cycle	cycle	NOUN
ejpam-6875	183	24	,	,	PUNCT
ejpam-6875	183	25	respectively	respectively	ADV
ejpam-6875	183	26	.	.	PUNCT
ejpam-6875	184	1	the	the	DET
ejpam-6875	184	2	coefficients	coefficient	NOUN
ejpam-6875	184	3	aj	aj	PROPN
ejpam-6875	184	4	and	and	CCONJ
ejpam-6875	184	5	bj	bj	AUX
ejpam-6875	184	6	determine	determine	VERB
ejpam-6875	184	7	the	the	DET
ejpam-6875	184	8	amplitude	amplitude	NOUN
ejpam-6875	184	9	and	and	CCONJ
ejpam-6875	184	10	phase	phase	NOUN
ejpam-6875	184	11	of	of	ADP
ejpam-6875	184	12	the	the	DET
ejpam-6875	184	13	cycle	cycle	NOUN
ejpam-6875	184	14	,	,	PUNCT
ejpam-6875	184	15	while	while	SCONJ
ejpam-6875	184	16	et	et	NOUN
ejpam-6875	184	17	represents	represent	VERB
ejpam-6875	184	18	the	the	DET
ejpam-6875	184	19	error	error	NOUN
ejpam-6875	184	20	term	term	NOUN
ejpam-6875	184	21	.	.	PUNCT
ejpam-6875	185	1	s.k	s.k	PROPN
ejpam-6875	185	2	..	..	PROPN
ejpam-6875	185	3	carillo	carillo	PROPN
ejpam-6875	185	4	,	,	PUNCT
ejpam-6875	185	5	i.j	i.j	PROPN
ejpam-6875	185	6	.	.	PROPN
ejpam-6875	185	7	serra	serra	PROPN
ejpam-6875	185	8	/	/	SYM
ejpam-6875	185	9	eur	eur	PROPN
ejpam-6875	185	10	.	.	PUNCT
ejpam-6875	186	1	j.	j.	PROPN
ejpam-6875	186	2	pure	pure	PROPN
ejpam-6875	186	3	appl	appl	PROPN
ejpam-6875	186	4	.	.	PROPN
ejpam-6875	186	5	math	math	PROPN
ejpam-6875	186	6	,	,	PUNCT
ejpam-6875	186	7	18	18	NUM
ejpam-6875	186	8	(	(	PUNCT
ejpam-6875	186	9	4	4	NUM
ejpam-6875	186	10	)	)	PUNCT
ejpam-6875	186	11	(	(	PUNCT
ejpam-6875	186	12	2025	2025	NUM
ejpam-6875	186	13	)	)	PUNCT
ejpam-6875	186	14	,	,	PUNCT
ejpam-6875	186	15	6875	6875	NUM
ejpam-6875	186	16	9	9	NUM
ejpam-6875	186	17	of	of	ADP
ejpam-6875	186	18	17	17	NUM
ejpam-6875	186	19	building	building	NOUN
ejpam-6875	186	20	on	on	ADP
ejpam-6875	186	21	this	this	DET
ejpam-6875	186	22	framework	framework	NOUN
ejpam-6875	186	23	,	,	PUNCT
ejpam-6875	186	24	the	the	DET
ejpam-6875	186	25	simulation	simulation	NOUN
ejpam-6875	186	26	study	study	NOUN
ejpam-6875	186	27	employs	employ	VERB
ejpam-6875	186	28	a	a	DET
ejpam-6875	186	29	specific	specific	ADJ
ejpam-6875	186	30	case	case	NOUN
ejpam-6875	186	31	of	of	ADP
ejpam-6875	186	32	the	the	DET
ejpam-6875	186	33	harmonic	harmonic	ADJ
ejpam-6875	186	34	regression	regression	NOUN
ejpam-6875	186	35	model	model	NOUN
ejpam-6875	186	36	:	:	PUNCT
ejpam-6875	186	37	y(t	y(t	NUM
ejpam-6875	186	38	)	)	PUNCT
ejpam-6875	186	39	=	=	SYM
ejpam-6875	186	40	β0t+	β0t+	PROPN
ejpam-6875	186	41	β1	β1	PROPN
ejpam-6875	186	42	cos(γt	cos(γt	NOUN
ejpam-6875	186	43	)	)	PUNCT
ejpam-6875	186	44	+	+	CCONJ
ejpam-6875	186	45	β2	β2	NOUN
ejpam-6875	186	46	sin(γt	sin(γt	VERB
ejpam-6875	186	47	)	)	PUNCT
ejpam-6875	186	48	,	,	PUNCT
ejpam-6875	186	49	(	(	PUNCT
ejpam-6875	186	50	31	31	NUM
ejpam-6875	186	51	)	)	PUNCT
ejpam-6875	186	52	where	where	SCONJ
ejpam-6875	186	53	γ	γ	X
ejpam-6875	186	54	=	=	SYM
ejpam-6875	186	55	2π/4	2π/4	NUM
ejpam-6875	186	56	captures	capture	VERB
ejpam-6875	186	57	the	the	DET
ejpam-6875	186	58	quarterly	quarterly	ADJ
ejpam-6875	186	59	cyclical	cyclical	ADJ
ejpam-6875	186	60	frequency	frequency	NOUN
ejpam-6875	186	61	,	,	PUNCT
ejpam-6875	186	62	and	and	CCONJ
ejpam-6875	186	63	t	t	X
ejpam-6875	186	64	=	=	SYM
ejpam-6875	186	65	1	1	NUM
ejpam-6875	186	66	,	,	PUNCT
ejpam-6875	186	67	2	2	NUM
ejpam-6875	186	68	,	,	PUNCT
ejpam-6875	186	69	.	.	PUNCT
ejpam-6875	186	70	.	.	PUNCT
ejpam-6875	187	1	.	.	PUNCT
ejpam-6875	188	1	,	,	PUNCT
ejpam-6875	188	2	16	16	NUM
ejpam-6875	188	3	indexes	index	VERB
ejpam-6875	188	4	the	the	DET
ejpam-6875	188	5	16	16	NUM
ejpam-6875	188	6	quarterly	quarterly	ADJ
ejpam-6875	188	7	observations	observation	NOUN
ejpam-6875	188	8	.	.	PUNCT
ejpam-6875	189	1	a	a	DET
ejpam-6875	189	2	linear	linear	ADJ
ejpam-6875	189	3	growth	growth	NOUN
ejpam-6875	189	4	trend	trend	NOUN
ejpam-6875	189	5	is	be	AUX
ejpam-6875	189	6	introduced	introduce	VERB
ejpam-6875	189	7	with	with	ADP
ejpam-6875	189	8	β0	β0	PROPN
ejpam-6875	189	9	=	=	PROPN
ejpam-6875	189	10	0.15	0.15	NUM
ejpam-6875	189	11	,	,	PUNCT
ejpam-6875	189	12	while	while	SCONJ
ejpam-6875	189	13	the	the	DET
ejpam-6875	189	14	coefficients	coefficient	NOUN
ejpam-6875	189	15	β1	β1	PROPN
ejpam-6875	189	16	and	and	CCONJ
ejpam-6875	189	17	β2	β2	NOUN
ejpam-6875	189	18	are	be	AUX
ejpam-6875	189	19	systematically	systematically	ADV
ejpam-6875	189	20	varied	varied	ADJ
ejpam-6875	189	21	over	over	ADP
ejpam-6875	189	22	the	the	DET
ejpam-6875	189	23	set	set	NOUN
ejpam-6875	189	24	{	{	PUNCT
ejpam-6875	189	25	−0.1	−0.1	PROPN
ejpam-6875	189	26	,	,	PUNCT
ejpam-6875	189	27	0	0	NUM
ejpam-6875	189	28	,	,	PUNCT
ejpam-6875	189	29	0.1	0.1	NUM
ejpam-6875	189	30	,	,	PUNCT
ejpam-6875	189	31	0.2	0.2	NUM
ejpam-6875	189	32	}	}	PUNCT
ejpam-6875	189	33	to	to	PART
ejpam-6875	189	34	simulate	simulate	VERB
ejpam-6875	189	35	different	different	ADJ
ejpam-6875	189	36	cyclical	cyclical	ADJ
ejpam-6875	189	37	patterns	pattern	NOUN
ejpam-6875	189	38	in	in	ADP
ejpam-6875	189	39	amplitude	amplitude	NOUN
ejpam-6875	189	40	and	and	CCONJ
ejpam-6875	189	41	phase	phase	NOUN
ejpam-6875	189	42	.	.	PUNCT
ejpam-6875	190	1	table	table	NOUN
ejpam-6875	190	2	2	2	NUM
ejpam-6875	190	3	:	:	PUNCT
ejpam-6875	190	4	best	well	ADV
ejpam-6875	190	5	-	-	PUNCT
ejpam-6875	190	6	performing	perform	VERB
ejpam-6875	190	7	models	model	NOUN
ejpam-6875	190	8	based	base	VERB
ejpam-6875	190	9	on	on	ADP
ejpam-6875	190	10	out	out	ADP
ejpam-6875	190	11	-	-	PUNCT
ejpam-6875	190	12	of	of	ADP
ejpam-6875	190	13	-	-	PUNCT
ejpam-6875	190	14	sample	sample	NOUN
ejpam-6875	190	15	mape	mape	NOUN
ejpam-6875	190	16	under	under	ADP
ejpam-6875	190	17	a	a	DET
ejpam-6875	190	18	70/30	70/30	NUM
ejpam-6875	190	19	data	datum	NOUN
ejpam-6875	190	20	split	split	NOUN
ejpam-6875	190	21	.	.	PUNCT
ejpam-6875	191	1	(	(	PUNCT
ejpam-6875	191	2	β1	β1	NOUN
ejpam-6875	191	3	,	,	PUNCT
ejpam-6875	191	4	β2	β2	NOUN
ejpam-6875	191	5	)	)	PUNCT
ejpam-6875	191	6	best	good	ADJ
ejpam-6875	191	7	performing	performing	NOUN
ejpam-6875	191	8	model	model	NOUN
ejpam-6875	191	9	(	(	PUNCT
ejpam-6875	191	10	-0.1	-0.1	PROPN
ejpam-6875	191	11	,	,	PUNCT
ejpam-6875	191	12	-0.1	-0.1	NOUN
ejpam-6875	191	13	)	)	PUNCT
ejpam-6875	191	14	pso	pso	NOUN
ejpam-6875	191	15	-	-	PUNCT
ejpam-6875	191	16	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	17	)	)	PUNCT
ejpam-6875	191	18	(	(	PUNCT
ejpam-6875	191	19	0	0	NUM
ejpam-6875	191	20	,	,	PUNCT
ejpam-6875	191	21	-0.1	-0.1	NOUN
ejpam-6875	191	22	)	)	PUNCT
ejpam-6875	191	23	pso	pso	NOUN
ejpam-6875	191	24	-	-	PUNCT
ejpam-6875	191	25	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	26	)	)	PUNCT
ejpam-6875	191	27	(	(	PUNCT
ejpam-6875	191	28	0.1	0.1	NUM
ejpam-6875	191	29	,	,	PUNCT
ejpam-6875	191	30	-0.1	-0.1	NOUN
ejpam-6875	191	31	)	)	PUNCT
ejpam-6875	191	32	pso	pso	NOUN
ejpam-6875	191	33	-	-	PUNCT
ejpam-6875	191	34	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	35	)	)	PUNCT
ejpam-6875	191	36	(	(	PUNCT
ejpam-6875	191	37	0.2	0.2	NUM
ejpam-6875	191	38	,	,	PUNCT
ejpam-6875	191	39	-0.1	-0.1	NOUN
ejpam-6875	191	40	)	)	PUNCT
ejpam-6875	191	41	pso	pso	NOUN
ejpam-6875	191	42	-	-	PUNCT
ejpam-6875	191	43	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	44	)	)	PUNCT
ejpam-6875	191	45	(	(	PUNCT
ejpam-6875	191	46	-0.1	-0.1	NOUN
ejpam-6875	191	47	,	,	PUNCT
ejpam-6875	191	48	0	0	NUM
ejpam-6875	191	49	)	)	PUNCT
ejpam-6875	191	50	pso	pso	NOUN
ejpam-6875	191	51	-	-	PUNCT
ejpam-6875	191	52	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	53	)	)	PUNCT
ejpam-6875	191	54	(	(	PUNCT
ejpam-6875	191	55	0.1	0.1	NUM
ejpam-6875	191	56	,	,	PUNCT
ejpam-6875	191	57	0	0	NUM
ejpam-6875	191	58	)	)	PUNCT
ejpam-6875	191	59	pso	pso	NOUN
ejpam-6875	191	60	-	-	PUNCT
ejpam-6875	191	61	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	62	)	)	PUNCT
ejpam-6875	191	63	(	(	PUNCT
ejpam-6875	191	64	0.2	0.2	NUM
ejpam-6875	191	65	,	,	PUNCT
ejpam-6875	191	66	0	0	NUM
ejpam-6875	191	67	)	)	PUNCT
ejpam-6875	191	68	pso	pso	NOUN
ejpam-6875	191	69	-	-	PUNCT
ejpam-6875	191	70	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	71	)	)	PUNCT
ejpam-6875	191	72	(	(	PUNCT
ejpam-6875	191	73	-0.1	-0.1	NOUN
ejpam-6875	191	74	,	,	PUNCT
ejpam-6875	191	75	0.1	0.1	NUM
ejpam-6875	191	76	)	)	PUNCT
ejpam-6875	191	77	pso	pso	NOUN
ejpam-6875	191	78	-	-	PUNCT
ejpam-6875	191	79	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	80	)	)	PUNCT
ejpam-6875	191	81	(	(	PUNCT
ejpam-6875	191	82	0	0	NUM
ejpam-6875	191	83	,	,	PUNCT
ejpam-6875	191	84	0.1	0.1	NUM
ejpam-6875	191	85	)	)	PUNCT
ejpam-6875	191	86	pso	pso	NOUN
ejpam-6875	191	87	-	-	PUNCT
ejpam-6875	191	88	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	89	)	)	PUNCT
ejpam-6875	191	90	(	(	PUNCT
ejpam-6875	191	91	0.1	0.1	NUM
ejpam-6875	191	92	,	,	PUNCT
ejpam-6875	191	93	0.1	0.1	NUM
ejpam-6875	191	94	)	)	PUNCT
ejpam-6875	191	95	pso	pso	NOUN
ejpam-6875	191	96	-	-	PUNCT
ejpam-6875	191	97	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	98	)	)	PUNCT
ejpam-6875	191	99	(	(	PUNCT
ejpam-6875	191	100	0.2	0.2	NUM
ejpam-6875	191	101	,	,	PUNCT
ejpam-6875	191	102	0.1	0.1	NUM
ejpam-6875	191	103	)	)	PUNCT
ejpam-6875	191	104	exponential	exponential	ADJ
ejpam-6875	191	105	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	106	)	)	PUNCT
ejpam-6875	191	107	(	(	PUNCT
ejpam-6875	191	108	-0.1	-0.1	NOUN
ejpam-6875	191	109	,	,	PUNCT
ejpam-6875	191	110	0.2	0.2	NUM
ejpam-6875	191	111	)	)	PUNCT
ejpam-6875	191	112	pso	pso	NOUN
ejpam-6875	191	113	-	-	PUNCT
ejpam-6875	191	114	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	115	)	)	PUNCT
ejpam-6875	191	116	(	(	PUNCT
ejpam-6875	191	117	0	0	NUM
ejpam-6875	191	118	,	,	PUNCT
ejpam-6875	191	119	0.2	0.2	NUM
ejpam-6875	191	120	)	)	PUNCT
ejpam-6875	191	121	pso	pso	NOUN
ejpam-6875	191	122	-	-	PUNCT
ejpam-6875	191	123	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	124	)	)	PUNCT
ejpam-6875	191	125	(	(	PUNCT
ejpam-6875	191	126	0.1	0.1	NUM
ejpam-6875	191	127	,	,	PUNCT
ejpam-6875	191	128	0.2	0.2	NUM
ejpam-6875	191	129	)	)	PUNCT
ejpam-6875	191	130	exponential	exponential	ADJ
ejpam-6875	191	131	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	132	)	)	PUNCT
ejpam-6875	191	133	(	(	PUNCT
ejpam-6875	191	134	0.2	0.2	NUM
ejpam-6875	191	135	,	,	PUNCT
ejpam-6875	191	136	0.2	0.2	NUM
ejpam-6875	191	137	)	)	PUNCT
ejpam-6875	191	138	exponential	exponential	ADJ
ejpam-6875	191	139	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	140	)	)	PUNCT
ejpam-6875	191	141	as	as	SCONJ
ejpam-6875	191	142	shown	show	VERB
ejpam-6875	191	143	in	in	ADP
ejpam-6875	191	144	table	table	NOUN
ejpam-6875	191	145	2	2	NUM
ejpam-6875	191	146	,	,	PUNCT
ejpam-6875	191	147	the	the	DET
ejpam-6875	191	148	pso	pso	NOUN
ejpam-6875	191	149	-	-	PUNCT
ejpam-6875	191	150	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	191	151	)	)	PUNCT
ejpam-6875	191	152	model	model	NOUN
ejpam-6875	191	153	demonstrated	demonstrate	VERB
ejpam-6875	191	154	superior	superior	ADJ
ejpam-6875	191	155	performance	performance	NOUN
ejpam-6875	191	156	,	,	PUNCT
ejpam-6875	191	157	achieving	achieve	VERB
ejpam-6875	191	158	the	the	DET
ejpam-6875	191	159	lowest	low	ADJ
ejpam-6875	191	160	mape	mape	NOUN
ejpam-6875	191	161	in	in	ADP
ejpam-6875	191	162	12	12	NUM
ejpam-6875	191	163	of	of	ADP
ejpam-6875	191	164	the	the	DET
ejpam-6875	191	165	15	15	NUM
ejpam-6875	191	166	parameter	parameter	NOUN
ejpam-6875	191	167	combinations	combination	NOUN
ejpam-6875	191	168	.	.	PUNCT
ejpam-6875	192	1	the	the	DET
ejpam-6875	192	2	exponential	exponential	ADJ
ejpam-6875	192	3	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	192	4	)	)	PUNCT
ejpam-6875	192	5	model	model	NOUN
ejpam-6875	192	6	performed	perform	VERB
ejpam-6875	192	7	best	good	ADJ
ejpam-6875	192	8	only	only	ADV
ejpam-6875	192	9	in	in	ADP
ejpam-6875	192	10	the	the	DET
ejpam-6875	192	11	three	three	NUM
ejpam-6875	192	12	scenarios	scenario	NOUN
ejpam-6875	192	13	with	with	ADP
ejpam-6875	192	14	the	the	DET
ejpam-6875	192	15	strongest	strong	ADJ
ejpam-6875	192	16	cyclical	cyclical	ADJ
ejpam-6875	192	17	amplitudes	amplitude	NOUN
ejpam-6875	192	18	—	—	PUNCT
ejpam-6875	192	19	specifically	specifically	ADV
ejpam-6875	192	20	,	,	PUNCT
ejpam-6875	192	21	(	(	PUNCT
ejpam-6875	192	22	0.2	0.2	NUM
ejpam-6875	192	23	,	,	PUNCT
ejpam-6875	192	24	0.1	0.1	NUM
ejpam-6875	192	25	)	)	PUNCT
ejpam-6875	192	26	,	,	PUNCT
ejpam-6875	192	27	(	(	PUNCT
ejpam-6875	192	28	0.1	0.1	NUM
ejpam-6875	192	29	,	,	PUNCT
ejpam-6875	192	30	0.2	0.2	NUM
ejpam-6875	192	31	)	)	PUNCT
ejpam-6875	192	32	,	,	PUNCT
ejpam-6875	192	33	and	and	CCONJ
ejpam-6875	192	34	(	(	PUNCT
ejpam-6875	192	35	0.2	0.2	NUM
ejpam-6875	192	36	,	,	PUNCT
ejpam-6875	192	37	0.2	0.2	NUM
ejpam-6875	192	38	)	)	PUNCT
ejpam-6875	192	39	.	.	PUNCT
ejpam-6875	193	1	this	this	PRON
ejpam-6875	193	2	suggests	suggest	VERB
ejpam-6875	193	3	that	that	SCONJ
ejpam-6875	193	4	the	the	DET
ejpam-6875	193	5	exponential	exponential	ADJ
ejpam-6875	193	6	background	background	NOUN
ejpam-6875	193	7	value	value	NOUN
ejpam-6875	193	8	offers	offer	VERB
ejpam-6875	193	9	an	an	DET
ejpam-6875	193	10	advantage	advantage	NOUN
ejpam-6875	193	11	for	for	ADP
ejpam-6875	193	12	data	datum	NOUN
ejpam-6875	193	13	with	with	ADP
ejpam-6875	193	14	highly	highly	ADV
ejpam-6875	193	15	pronounced	pronounce	VERB
ejpam-6875	193	16	cyclical	cyclical	ADJ
ejpam-6875	193	17	patterns	pattern	NOUN
ejpam-6875	193	18	.	.	PUNCT
ejpam-6875	194	1	however	however	ADV
ejpam-6875	194	2	,	,	PUNCT
ejpam-6875	194	3	this	this	DET
ejpam-6875	194	4	advantage	advantage	NOUN
ejpam-6875	194	5	was	be	AUX
ejpam-6875	194	6	limited	limit	VERB
ejpam-6875	194	7	to	to	ADP
ejpam-6875	194	8	a	a	DET
ejpam-6875	194	9	small	small	ADJ
ejpam-6875	194	10	subset	subset	NOUN
ejpam-6875	194	11	of	of	ADP
ejpam-6875	194	12	cases	case	NOUN
ejpam-6875	194	13	,	,	PUNCT
ejpam-6875	194	14	and	and	CCONJ
ejpam-6875	194	15	the	the	DET
ejpam-6875	194	16	performance	performance	NOUN
ejpam-6875	194	17	gain	gain	NOUN
ejpam-6875	194	18	over	over	ADP
ejpam-6875	194	19	the	the	DET
ejpam-6875	194	20	pso	pso	NOUN
ejpam-6875	194	21	-	-	PUNCT
ejpam-6875	194	22	optimized	optimize	VERB
ejpam-6875	194	23	model	model	NOUN
ejpam-6875	194	24	was	be	AUX
ejpam-6875	194	25	modest	modest	ADJ
ejpam-6875	194	26	.	.	PUNCT
ejpam-6875	195	1	under	under	ADP
ejpam-6875	195	2	the	the	DET
ejpam-6875	195	3	80/20	80/20	NUM
ejpam-6875	195	4	data	datum	NOUN
ejpam-6875	195	5	split	split	NOUN
ejpam-6875	195	6	,	,	PUNCT
ejpam-6875	195	7	pso	pso	NOUN
ejpam-6875	195	8	-	-	PUNCT
ejpam-6875	195	9	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	195	10	)	)	PUNCT
ejpam-6875	195	11	achieved	achieve	VERB
ejpam-6875	195	12	the	the	DET
ejpam-6875	195	13	lowest	low	ADJ
ejpam-6875	195	14	mape	mape	NOUN
ejpam-6875	195	15	in	in	ADP
ejpam-6875	195	16	6	6	NUM
ejpam-6875	195	17	of	of	ADP
ejpam-6875	195	18	the	the	DET
ejpam-6875	195	19	15	15	NUM
ejpam-6875	195	20	parameter	parameter	NOUN
ejpam-6875	195	21	combinations	combination	NOUN
ejpam-6875	195	22	,	,	PUNCT
ejpam-6875	195	23	while	while	SCONJ
ejpam-6875	195	24	the	the	DET
ejpam-6875	195	25	exponential	exponential	ADJ
ejpam-6875	195	26	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	195	27	)	)	PUNCT
ejpam-6875	195	28	performed	perform	VERB
ejpam-6875	195	29	best	well	ADV
ejpam-6875	195	30	in	in	ADP
ejpam-6875	195	31	5	5	NUM
ejpam-6875	195	32	cases	case	NOUN
ejpam-6875	195	33	,	,	PUNCT
ejpam-6875	195	34	and	and	CCONJ
ejpam-6875	195	35	the	the	DET
ejpam-6875	195	36	traditional	traditional	ADJ
ejpam-6875	195	37	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	195	38	)	)	PUNCT
ejpam-6875	195	39	in	in	ADP
ejpam-6875	195	40	4	4	NUM
ejpam-6875	195	41	.	.	PUNCT
ejpam-6875	195	42	consistent	consistent	ADJ
ejpam-6875	195	43	with	with	ADP
ejpam-6875	195	44	earlier	early	ADJ
ejpam-6875	195	45	results	result	NOUN
ejpam-6875	195	46	,	,	PUNCT
ejpam-6875	195	47	the	the	DET
ejpam-6875	195	48	exponential	exponential	ADJ
ejpam-6875	195	49	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	195	50	)	)	PUNCT
ejpam-6875	195	51	excelled	excel	VERB
ejpam-6875	195	52	under	under	ADP
ejpam-6875	195	53	parameter	parameter	NOUN
ejpam-6875	195	54	settings	setting	NOUN
ejpam-6875	195	55	associated	associate	VERB
ejpam-6875	195	56	with	with	ADP
ejpam-6875	195	57	stronger	strong	ADJ
ejpam-6875	195	58	cyclical	cyclical	ADJ
ejpam-6875	195	59	behavior	behavior	NOUN
ejpam-6875	195	60	.	.	PUNCT
ejpam-6875	196	1	the	the	DET
ejpam-6875	196	2	traditional	traditional	ADJ
ejpam-6875	196	3	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	196	4	)	)	PUNCT
ejpam-6875	196	5	performed	perform	VERB
ejpam-6875	196	6	well	well	ADV
ejpam-6875	196	7	in	in	ADP
ejpam-6875	196	8	a	a	DET
ejpam-6875	196	9	limited	limited	ADJ
ejpam-6875	196	10	number	number	NOUN
ejpam-6875	196	11	of	of	ADP
ejpam-6875	196	12	cases	case	NOUN
ejpam-6875	196	13	,	,	PUNCT
ejpam-6875	196	14	particularly	particularly	ADV
ejpam-6875	196	15	at	at	ADP
ejpam-6875	196	16	(	(	PUNCT
ejpam-6875	196	17	0	0	NUM
ejpam-6875	196	18	,	,	PUNCT
ejpam-6875	196	19	-0.1	-0.1	PROPN
ejpam-6875	196	20	)	)	PUNCT
ejpam-6875	196	21	,	,	PUNCT
ejpam-6875	196	22	(	(	PUNCT
ejpam-6875	196	23	0	0	NUM
ejpam-6875	196	24	,	,	PUNCT
ejpam-6875	196	25	0.1	0.1	NUM
ejpam-6875	196	26	)	)	PUNCT
ejpam-6875	196	27	,	,	PUNCT
ejpam-6875	196	28	and	and	CCONJ
ejpam-6875	196	29	(	(	PUNCT
ejpam-6875	196	30	0.1	0.1	NUM
ejpam-6875	196	31	,	,	PUNCT
ejpam-6875	196	32	0.1	0.1	NUM
ejpam-6875	196	33	)	)	PUNCT
ejpam-6875	196	34	.	.	PUNCT
ejpam-6875	197	1	by	by	ADP
ejpam-6875	197	2	contrast	contrast	NOUN
ejpam-6875	197	3	,	,	PUNCT
ejpam-6875	197	4	gm(1,1	gm(1,1	NOUN
ejpam-6875	197	5	)	)	PUNCT
ejpam-6875	197	6	consistently	consistently	ADV
ejpam-6875	197	7	showed	show	VERB
ejpam-6875	197	8	the	the	DET
ejpam-6875	197	9	weakest	weak	ADJ
ejpam-6875	197	10	performance	performance	NOUN
ejpam-6875	197	11	across	across	ADP
ejpam-6875	197	12	all	all	DET
ejpam-6875	197	13	scenarios	scenario	NOUN
ejpam-6875	197	14	.	.	PUNCT
ejpam-6875	198	1	s.k	s.k	PROPN
ejpam-6875	198	2	..	..	PROPN
ejpam-6875	198	3	carillo	carillo	PROPN
ejpam-6875	198	4	,	,	PUNCT
ejpam-6875	198	5	i.j	i.j	PROPN
ejpam-6875	198	6	.	.	PROPN
ejpam-6875	198	7	serra	serra	PROPN
ejpam-6875	198	8	/	/	SYM
ejpam-6875	198	9	eur	eur	PROPN
ejpam-6875	198	10	.	.	PUNCT
ejpam-6875	199	1	j.	j.	PROPN
ejpam-6875	199	2	pure	pure	PROPN
ejpam-6875	199	3	appl	appl	PROPN
ejpam-6875	199	4	.	.	PROPN
ejpam-6875	199	5	math	math	PROPN
ejpam-6875	199	6	,	,	PUNCT
ejpam-6875	199	7	18	18	NUM
ejpam-6875	199	8	(	(	PUNCT
ejpam-6875	199	9	4	4	NUM
ejpam-6875	199	10	)	)	PUNCT
ejpam-6875	199	11	(	(	PUNCT
ejpam-6875	199	12	2025	2025	NUM
ejpam-6875	199	13	)	)	PUNCT
ejpam-6875	199	14	,	,	PUNCT
ejpam-6875	199	15	6875	6875	NUM
ejpam-6875	199	16	10	10	NUM
ejpam-6875	199	17	of	of	ADP
ejpam-6875	199	18	17	17	NUM
ejpam-6875	199	19	table	table	NOUN
ejpam-6875	199	20	3	3	NUM
ejpam-6875	199	21	:	:	PUNCT
ejpam-6875	199	22	best	well	ADV
ejpam-6875	199	23	-	-	PUNCT
ejpam-6875	199	24	performing	perform	VERB
ejpam-6875	199	25	models	model	NOUN
ejpam-6875	199	26	based	base	VERB
ejpam-6875	199	27	on	on	ADP
ejpam-6875	199	28	out	out	ADP
ejpam-6875	199	29	-	-	PUNCT
ejpam-6875	199	30	of	of	ADP
ejpam-6875	199	31	-	-	PUNCT
ejpam-6875	199	32	sample	sample	NOUN
ejpam-6875	199	33	mape	mape	NOUN
ejpam-6875	199	34	under	under	ADP
ejpam-6875	199	35	an	an	DET
ejpam-6875	199	36	80/20	80/20	NUM
ejpam-6875	199	37	data	datum	NOUN
ejpam-6875	199	38	split	split	NOUN
ejpam-6875	199	39	.	.	PUNCT
ejpam-6875	200	1	(	(	PUNCT
ejpam-6875	200	2	β1	β1	NOUN
ejpam-6875	200	3	,	,	PUNCT
ejpam-6875	200	4	β2	β2	NOUN
ejpam-6875	200	5	)	)	PUNCT
ejpam-6875	200	6	best	good	ADJ
ejpam-6875	200	7	performing	performing	NOUN
ejpam-6875	200	8	model	model	NOUN
ejpam-6875	200	9	(	(	PUNCT
ejpam-6875	200	10	-0.1	-0.1	PROPN
ejpam-6875	200	11	,	,	PUNCT
ejpam-6875	200	12	-0.1	-0.1	NOUN
ejpam-6875	200	13	)	)	PUNCT
ejpam-6875	200	14	pso	pso	NOUN
ejpam-6875	200	15	-	-	PUNCT
ejpam-6875	200	16	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	17	)	)	PUNCT
ejpam-6875	200	18	(	(	PUNCT
ejpam-6875	200	19	0	0	NUM
ejpam-6875	200	20	,	,	PUNCT
ejpam-6875	200	21	-0.1	-0.1	NOUN
ejpam-6875	200	22	)	)	PUNCT
ejpam-6875	200	23	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	24	)	)	PUNCT
ejpam-6875	200	25	(	(	PUNCT
ejpam-6875	200	26	0.1	0.1	NUM
ejpam-6875	200	27	,	,	PUNCT
ejpam-6875	200	28	-0.1	-0.1	NOUN
ejpam-6875	200	29	)	)	PUNCT
ejpam-6875	200	30	exponential	exponential	ADJ
ejpam-6875	200	31	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	32	)	)	PUNCT
ejpam-6875	200	33	(	(	PUNCT
ejpam-6875	200	34	0.2	0.2	NUM
ejpam-6875	200	35	,	,	PUNCT
ejpam-6875	200	36	-0.1	-0.1	NOUN
ejpam-6875	200	37	)	)	PUNCT
ejpam-6875	200	38	exponential	exponential	ADJ
ejpam-6875	200	39	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	40	)	)	PUNCT
ejpam-6875	200	41	(	(	PUNCT
ejpam-6875	200	42	-0.1	-0.1	NOUN
ejpam-6875	200	43	,	,	PUNCT
ejpam-6875	200	44	0	0	NUM
ejpam-6875	200	45	)	)	PUNCT
ejpam-6875	200	46	pso	pso	NOUN
ejpam-6875	200	47	-	-	PUNCT
ejpam-6875	200	48	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	49	)	)	PUNCT
ejpam-6875	200	50	(	(	PUNCT
ejpam-6875	200	51	0.1	0.1	NUM
ejpam-6875	200	52	,	,	PUNCT
ejpam-6875	200	53	0	0	NUM
ejpam-6875	200	54	)	)	PUNCT
ejpam-6875	200	55	pso	pso	NOUN
ejpam-6875	200	56	-	-	PUNCT
ejpam-6875	200	57	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	58	)	)	PUNCT
ejpam-6875	200	59	(	(	PUNCT
ejpam-6875	200	60	0.2	0.2	NUM
ejpam-6875	200	61	,	,	PUNCT
ejpam-6875	200	62	0	0	NUM
ejpam-6875	200	63	)	)	PUNCT
ejpam-6875	200	64	pso	pso	NOUN
ejpam-6875	200	65	-	-	PUNCT
ejpam-6875	200	66	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	67	)	)	PUNCT
ejpam-6875	200	68	(	(	PUNCT
ejpam-6875	200	69	-0.1	-0.1	NOUN
ejpam-6875	200	70	,	,	PUNCT
ejpam-6875	200	71	0.1	0.1	NUM
ejpam-6875	200	72	)	)	PUNCT
ejpam-6875	200	73	pso	pso	NOUN
ejpam-6875	200	74	-	-	PUNCT
ejpam-6875	200	75	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	76	)	)	PUNCT
ejpam-6875	200	77	(	(	PUNCT
ejpam-6875	200	78	0	0	NUM
ejpam-6875	200	79	,	,	PUNCT
ejpam-6875	200	80	0.1	0.1	NUM
ejpam-6875	200	81	)	)	PUNCT
ejpam-6875	200	82	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	83	)	)	PUNCT
ejpam-6875	200	84	(	(	PUNCT
ejpam-6875	200	85	0.1	0.1	NUM
ejpam-6875	200	86	,	,	PUNCT
ejpam-6875	200	87	0.1	0.1	NUM
ejpam-6875	200	88	)	)	PUNCT
ejpam-6875	200	89	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	90	)	)	PUNCT
ejpam-6875	200	91	(	(	PUNCT
ejpam-6875	200	92	0.2	0.2	NUM
ejpam-6875	200	93	,	,	PUNCT
ejpam-6875	200	94	0.1	0.1	NUM
ejpam-6875	200	95	)	)	PUNCT
ejpam-6875	200	96	exponential	exponential	ADJ
ejpam-6875	200	97	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	98	)	)	PUNCT
ejpam-6875	200	99	(	(	PUNCT
ejpam-6875	200	100	-0.1	-0.1	NOUN
ejpam-6875	200	101	,	,	PUNCT
ejpam-6875	200	102	0.2	0.2	NUM
ejpam-6875	200	103	)	)	PUNCT
ejpam-6875	200	104	exponential	exponential	ADJ
ejpam-6875	200	105	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	106	)	)	PUNCT
ejpam-6875	200	107	(	(	PUNCT
ejpam-6875	200	108	0	0	NUM
ejpam-6875	200	109	,	,	PUNCT
ejpam-6875	200	110	0.2	0.2	NUM
ejpam-6875	200	111	)	)	PUNCT
ejpam-6875	200	112	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	113	)	)	PUNCT
ejpam-6875	200	114	(	(	PUNCT
ejpam-6875	200	115	0.1	0.1	NUM
ejpam-6875	200	116	,	,	PUNCT
ejpam-6875	200	117	0.2	0.2	NUM
ejpam-6875	200	118	)	)	PUNCT
ejpam-6875	200	119	pso	pso	NOUN
ejpam-6875	200	120	-	-	PUNCT
ejpam-6875	200	121	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	122	)	)	PUNCT
ejpam-6875	200	123	(	(	PUNCT
ejpam-6875	200	124	0.2	0.2	NUM
ejpam-6875	200	125	,	,	PUNCT
ejpam-6875	200	126	0.2	0.2	NUM
ejpam-6875	200	127	)	)	PUNCT
ejpam-6875	200	128	exponential	exponential	ADJ
ejpam-6875	200	129	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	200	130	)	)	PUNCT
ejpam-6875	200	131	the	the	DET
ejpam-6875	200	132	simulation	simulation	NOUN
ejpam-6875	200	133	aimed	aim	VERB
ejpam-6875	200	134	to	to	PART
ejpam-6875	200	135	determine	determine	VERB
ejpam-6875	200	136	whether	whether	SCONJ
ejpam-6875	200	137	a	a	DET
ejpam-6875	200	138	70/30	70/30	NUM
ejpam-6875	200	139	or	or	CCONJ
ejpam-6875	200	140	80/20	80/20	NUM
ejpam-6875	200	141	training	training	NOUN
ejpam-6875	200	142	–	–	PUNCT
ejpam-6875	200	143	testing	testing	NOUN
ejpam-6875	200	144	split	split	NOUN
ejpam-6875	200	145	yields	yield	NOUN
ejpam-6875	200	146	superior	superior	ADJ
ejpam-6875	200	147	predictive	predictive	ADJ
ejpam-6875	200	148	performance	performance	NOUN
ejpam-6875	200	149	for	for	ADP
ejpam-6875	200	150	grey	grey	ADJ
ejpam-6875	200	151	models	model	NOUN
ejpam-6875	200	152	.	.	PUNCT
ejpam-6875	201	1	a	a	DET
ejpam-6875	201	2	direct	direct	ADJ
ejpam-6875	201	3	comparison	comparison	NOUN
ejpam-6875	201	4	shows	show	VERB
ejpam-6875	201	5	that	that	SCONJ
ejpam-6875	201	6	the	the	DET
ejpam-6875	201	7	model	model	NOUN
ejpam-6875	201	8	producing	produce	VERB
ejpam-6875	201	9	the	the	DET
ejpam-6875	201	10	lowest	low	ADJ
ejpam-6875	201	11	mape	mape	NOUN
ejpam-6875	201	12	under	under	ADP
ejpam-6875	201	13	the	the	DET
ejpam-6875	201	14	70/30	70/30	NUM
ejpam-6875	201	15	split	split	NOUN
ejpam-6875	201	16	achieved	achieve	VERB
ejpam-6875	201	17	a	a	DET
ejpam-6875	201	18	lower	low	ADJ
ejpam-6875	201	19	absolute	absolute	ADJ
ejpam-6875	201	20	mape	mape	NOUN
ejpam-6875	201	21	value	value	NOUN
ejpam-6875	201	22	in	in	ADP
ejpam-6875	201	23	8	8	NUM
ejpam-6875	201	24	of	of	ADP
ejpam-6875	201	25	the	the	DET
ejpam-6875	201	26	15	15	NUM
ejpam-6875	201	27	parameter	parameter	NOUN
ejpam-6875	201	28	combinations	combination	NOUN
ejpam-6875	201	29	,	,	PUNCT
ejpam-6875	201	30	compared	compare	VERB
ejpam-6875	201	31	to	to	ADP
ejpam-6875	201	32	7	7	NUM
ejpam-6875	201	33	for	for	ADP
ejpam-6875	201	34	the	the	DET
ejpam-6875	201	35	80/20	80/20	NUM
ejpam-6875	201	36	split	split	NOUN
ejpam-6875	201	37	.	.	PUNCT
ejpam-6875	202	1	although	although	SCONJ
ejpam-6875	202	2	the	the	DET
ejpam-6875	202	3	margin	margin	NOUN
ejpam-6875	202	4	is	be	AUX
ejpam-6875	202	5	narrow	narrow	ADJ
ejpam-6875	202	6	,	,	PUNCT
ejpam-6875	202	7	the	the	DET
ejpam-6875	202	8	results	result	NOUN
ejpam-6875	202	9	favor	favor	VERB
ejpam-6875	202	10	the	the	DET
ejpam-6875	202	11	70/30	70/30	NUM
ejpam-6875	202	12	split	split	NOUN
ejpam-6875	202	13	when	when	SCONJ
ejpam-6875	202	14	prediction	prediction	NOUN
ejpam-6875	202	15	accuracy	accuracy	NOUN
ejpam-6875	202	16	is	be	AUX
ejpam-6875	202	17	the	the	DET
ejpam-6875	202	18	primary	primary	ADJ
ejpam-6875	202	19	objective	objective	NOUN
ejpam-6875	202	20	.	.	PUNCT
ejpam-6875	203	1	the	the	DET
ejpam-6875	203	2	80/20	80/20	NUM
ejpam-6875	203	3	split	split	NOUN
ejpam-6875	203	4	performed	perform	VERB
ejpam-6875	203	5	relatively	relatively	ADV
ejpam-6875	203	6	better	well	ADV
ejpam-6875	203	7	under	under	ADP
ejpam-6875	203	8	moderate	moderate	ADJ
ejpam-6875	203	9	cyclical	cyclical	ADJ
ejpam-6875	203	10	patterns	pattern	NOUN
ejpam-6875	203	11	,	,	PUNCT
ejpam-6875	203	12	whereas	whereas	SCONJ
ejpam-6875	203	13	the	the	DET
ejpam-6875	203	14	70/30	70/30	NUM
ejpam-6875	203	15	split	split	NOUN
ejpam-6875	203	16	provided	provide	VERB
ejpam-6875	203	17	lower	low	ADJ
ejpam-6875	203	18	mape	mape	NOUN
ejpam-6875	203	19	values	value	NOUN
ejpam-6875	203	20	in	in	ADP
ejpam-6875	203	21	settings	setting	NOUN
ejpam-6875	203	22	characterized	characterize	VERB
ejpam-6875	203	23	by	by	ADP
ejpam-6875	203	24	stronger	strong	ADJ
ejpam-6875	203	25	cyclical	cyclical	ADJ
ejpam-6875	203	26	behavior	behavior	NOUN
ejpam-6875	203	27	.	.	PUNCT
ejpam-6875	204	1	across	across	ADP
ejpam-6875	204	2	both	both	PRON
ejpam-6875	204	3	splits	split	NOUN
ejpam-6875	204	4	,	,	PUNCT
ejpam-6875	204	5	pso	pso	NOUN
ejpam-6875	204	6	-	-	PUNCT
ejpam-6875	204	7	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	204	8	)	)	PUNCT
ejpam-6875	204	9	was	be	AUX
ejpam-6875	204	10	the	the	DET
ejpam-6875	204	11	most	most	ADV
ejpam-6875	204	12	frequent	frequent	ADJ
ejpam-6875	204	13	top	top	ADJ
ejpam-6875	204	14	performer	performer	NOUN
ejpam-6875	204	15	,	,	PUNCT
ejpam-6875	204	16	with	with	ADP
ejpam-6875	204	17	the	the	DET
ejpam-6875	204	18	exponential	exponential	ADJ
ejpam-6875	204	19	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	204	20	)	)	PUNCT
ejpam-6875	204	21	also	also	ADV
ejpam-6875	204	22	showing	show	VERB
ejpam-6875	204	23	competitive	competitive	ADJ
ejpam-6875	204	24	results	result	NOUN
ejpam-6875	204	25	,	,	PUNCT
ejpam-6875	204	26	particularly	particularly	ADV
ejpam-6875	204	27	for	for	ADP
ejpam-6875	204	28	pronounced	pronounce	VERB
ejpam-6875	204	29	cycles	cycle	NOUN
ejpam-6875	204	30	.	.	PUNCT
ejpam-6875	205	1	in	in	ADP
ejpam-6875	205	2	contrast	contrast	NOUN
ejpam-6875	205	3	,	,	PUNCT
ejpam-6875	205	4	gm(1,1	gm(1,1	NOUN
ejpam-6875	205	5	)	)	PUNCT
ejpam-6875	205	6	consistently	consistently	ADV
ejpam-6875	205	7	lagged	lag	VERB
ejpam-6875	205	8	behind	behind	ADV
ejpam-6875	205	9	and	and	CCONJ
ejpam-6875	205	10	failed	fail	VERB
ejpam-6875	205	11	to	to	PART
ejpam-6875	205	12	achieve	achieve	VERB
ejpam-6875	205	13	the	the	DET
ejpam-6875	205	14	lowest	low	ADJ
ejpam-6875	205	15	mape	mape	NOUN
ejpam-6875	205	16	in	in	ADP
ejpam-6875	205	17	any	any	DET
ejpam-6875	205	18	scenario	scenario	NOUN
ejpam-6875	205	19	.	.	PUNCT
ejpam-6875	206	1	overall	overall	ADJ
ejpam-6875	206	2	,	,	PUNCT
ejpam-6875	206	3	while	while	SCONJ
ejpam-6875	206	4	both	both	DET
ejpam-6875	206	5	splitting	split	VERB
ejpam-6875	206	6	schemes	scheme	NOUN
ejpam-6875	206	7	are	be	AUX
ejpam-6875	206	8	viable	viable	ADJ
ejpam-6875	206	9	,	,	PUNCT
ejpam-6875	206	10	the	the	DET
ejpam-6875	206	11	70/30	70/30	NUM
ejpam-6875	206	12	partitioning	partitioning	NOUN
ejpam-6875	206	13	provides	provide	VERB
ejpam-6875	206	14	a	a	DET
ejpam-6875	206	15	slight	slight	ADJ
ejpam-6875	206	16	advantage	advantage	NOUN
ejpam-6875	206	17	in	in	ADP
ejpam-6875	206	18	forecasting	forecasting	NOUN
ejpam-6875	206	19	accuracy	accuracy	NOUN
ejpam-6875	206	20	.	.	PUNCT
ejpam-6875	207	1	accordingly	accordingly	ADV
ejpam-6875	207	2	,	,	PUNCT
ejpam-6875	207	3	the	the	DET
ejpam-6875	207	4	70/30	70/30	NUM
ejpam-6875	207	5	split	split	NOUN
ejpam-6875	207	6	was	be	AUX
ejpam-6875	207	7	adopted	adopt	VERB
ejpam-6875	207	8	for	for	ADP
ejpam-6875	207	9	the	the	DET
ejpam-6875	207	10	subsequent	subsequent	ADJ
ejpam-6875	207	11	application	application	NOUN
ejpam-6875	207	12	to	to	ADP
ejpam-6875	207	13	the	the	DET
ejpam-6875	207	14	actual	actual	ADJ
ejpam-6875	207	15	gdp	gdp	NOUN
ejpam-6875	207	16	dataset	dataset	NOUN
ejpam-6875	207	17	.	.	PUNCT
ejpam-6875	208	1	3.1	3.1	NUM
ejpam-6875	208	2	.	.	PUNCT
ejpam-6875	208	3	comparative	comparative	ADJ
ejpam-6875	208	4	study	study	NOUN
ejpam-6875	208	5	before	before	ADP
ejpam-6875	208	6	presenting	present	VERB
ejpam-6875	208	7	the	the	DET
ejpam-6875	208	8	full	full	ADJ
ejpam-6875	208	9	forecast	forecast	NOUN
ejpam-6875	208	10	results	result	NOUN
ejpam-6875	208	11	,	,	PUNCT
ejpam-6875	208	12	the	the	DET
ejpam-6875	208	13	optimization	optimization	NOUN
ejpam-6875	208	14	behavior	behavior	NOUN
ejpam-6875	208	15	of	of	ADP
ejpam-6875	208	16	the	the	DET
ejpam-6875	208	17	pso	pso	NOUN
ejpam-6875	208	18	algorithm	algorithm	NOUN
ejpam-6875	208	19	is	be	AUX
ejpam-6875	208	20	examined	examine	VERB
ejpam-6875	208	21	in	in	ADP
ejpam-6875	208	22	the	the	DET
ejpam-6875	208	23	figure	figure	NOUN
ejpam-6875	208	24	below	below	ADV
ejpam-6875	208	25	.	.	PUNCT
ejpam-6875	209	1	the	the	DET
ejpam-6875	209	2	convergence	convergence	NOUN
ejpam-6875	209	3	plot	plot	NOUN
ejpam-6875	209	4	in	in	ADP
ejpam-6875	209	5	figure	figure	NOUN
ejpam-6875	209	6	1	1	NUM
ejpam-6875	209	7	illustrates	illustrate	VERB
ejpam-6875	209	8	the	the	DET
ejpam-6875	209	9	minimization	minimization	NOUN
ejpam-6875	209	10	of	of	ADP
ejpam-6875	209	11	the	the	DET
ejpam-6875	209	12	out	out	NOUN
ejpam-6875	209	13	-	-	PUNCT
ejpam-6875	209	14	of	of	ADP
ejpam-6875	209	15	-	-	PUNCT
ejpam-6875	209	16	sample	sample	NOUN
ejpam-6875	209	17	mape	mape	NOUN
ejpam-6875	209	18	across	across	ADP
ejpam-6875	209	19	iterations	iteration	NOUN
ejpam-6875	209	20	.	.	PUNCT
ejpam-6875	210	1	the	the	DET
ejpam-6875	210	2	pso	pso	NOUN
ejpam-6875	210	3	algorithm	algorithm	NOUN
ejpam-6875	210	4	rapidly	rapidly	ADV
ejpam-6875	210	5	reduced	reduce	VERB
ejpam-6875	210	6	the	the	DET
ejpam-6875	210	7	error	error	NOUN
ejpam-6875	210	8	during	during	ADP
ejpam-6875	210	9	the	the	DET
ejpam-6875	210	10	initial	initial	ADJ
ejpam-6875	210	11	iterations	iteration	NOUN
ejpam-6875	210	12	,	,	PUNCT
ejpam-6875	210	13	stabilizing	stabilize	VERB
ejpam-6875	210	14	after	after	ADP
ejpam-6875	210	15	approximately	approximately	ADV
ejpam-6875	210	16	30	30	NUM
ejpam-6875	210	17	iterations	iteration	NOUN
ejpam-6875	210	18	.	.	PUNCT
ejpam-6875	211	1	this	this	PRON
ejpam-6875	211	2	indicates	indicate	VERB
ejpam-6875	211	3	efficient	efficient	ADJ
ejpam-6875	211	4	s.k	s.k	PROPN
ejpam-6875	211	5	..	..	PROPN
ejpam-6875	211	6	carillo	carillo	PROPN
ejpam-6875	211	7	,	,	PUNCT
ejpam-6875	211	8	i.j	i.j	PROPN
ejpam-6875	211	9	.	.	PROPN
ejpam-6875	211	10	serra	serra	PROPN
ejpam-6875	211	11	/	/	SYM
ejpam-6875	211	12	eur	eur	PROPN
ejpam-6875	211	13	.	.	PUNCT
ejpam-6875	212	1	j.	j.	PROPN
ejpam-6875	212	2	pure	pure	PROPN
ejpam-6875	212	3	appl	appl	PROPN
ejpam-6875	212	4	.	.	PROPN
ejpam-6875	212	5	math	math	PROPN
ejpam-6875	212	6	,	,	PUNCT
ejpam-6875	212	7	18	18	NUM
ejpam-6875	212	8	(	(	PUNCT
ejpam-6875	212	9	4	4	NUM
ejpam-6875	212	10	)	)	PUNCT
ejpam-6875	212	11	(	(	PUNCT
ejpam-6875	212	12	2025	2025	NUM
ejpam-6875	212	13	)	)	PUNCT
ejpam-6875	212	14	,	,	PUNCT
ejpam-6875	212	15	6875	6875	NUM
ejpam-6875	212	16	11	11	NUM
ejpam-6875	212	17	of	of	ADP
ejpam-6875	212	18	17	17	NUM
ejpam-6875	212	19	table	table	NOUN
ejpam-6875	212	20	4	4	NUM
ejpam-6875	212	21	:	:	PUNCT
ejpam-6875	212	22	comparison	comparison	NOUN
ejpam-6875	212	23	of	of	ADP
ejpam-6875	212	24	best	well	ADV
ejpam-6875	212	25	-	-	PUNCT
ejpam-6875	212	26	performing	perform	VERB
ejpam-6875	212	27	models	model	NOUN
ejpam-6875	212	28	under	under	ADP
ejpam-6875	212	29	70/30	70/30	NUM
ejpam-6875	212	30	and	and	CCONJ
ejpam-6875	212	31	80/20	80/20	NUM
ejpam-6875	212	32	data	datum	NOUN
ejpam-6875	212	33	splits	split	VERB
ejpam-6875	212	34	.	.	PUNCT
ejpam-6875	213	1	(	(	PUNCT
ejpam-6875	213	2	β1	β1	NOUN
ejpam-6875	213	3	,	,	PUNCT
ejpam-6875	213	4	β2	β2	PROPN
ejpam-6875	213	5	)	)	PUNCT
ejpam-6875	213	6	70/30	70/30	NUM
ejpam-6875	213	7	split	split	NOUN
ejpam-6875	213	8	80/20	80/20	NUM
ejpam-6875	213	9	split	split	NOUN
ejpam-6875	213	10	(	(	PUNCT
ejpam-6875	213	11	−0.1,−0.1	−0.1,−0.1	NOUN
ejpam-6875	213	12	)	)	PUNCT
ejpam-6875	213	13	pso	pso	NOUN
ejpam-6875	213	14	-	-	PUNCT
ejpam-6875	213	15	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	16	)	)	PUNCT
ejpam-6875	213	17	pso	pso	NOUN
ejpam-6875	213	18	-	-	PUNCT
ejpam-6875	213	19	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	20	)	)	PUNCT
ejpam-6875	213	21	(	(	PUNCT
ejpam-6875	213	22	0,−0.1	0,−0.1	NOUN
ejpam-6875	213	23	)	)	PUNCT
ejpam-6875	213	24	pso	pso	NOUN
ejpam-6875	213	25	-	-	PUNCT
ejpam-6875	213	26	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	27	)	)	PUNCT
ejpam-6875	213	28	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	29	)	)	PUNCT
ejpam-6875	213	30	(	(	PUNCT
ejpam-6875	213	31	0.1,−0.1	0.1,−0.1	X
ejpam-6875	213	32	)	)	PUNCT
ejpam-6875	213	33	pso	pso	NOUN
ejpam-6875	213	34	-	-	PUNCT
ejpam-6875	213	35	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	36	)	)	PUNCT
ejpam-6875	213	37	exponential	exponential	ADJ
ejpam-6875	213	38	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	39	)	)	PUNCT
ejpam-6875	213	40	(	(	PUNCT
ejpam-6875	213	41	0.2,−0.1	0.2,−0.1	NOUN
ejpam-6875	213	42	)	)	PUNCT
ejpam-6875	213	43	pso	pso	NOUN
ejpam-6875	213	44	-	-	PUNCT
ejpam-6875	213	45	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	46	)	)	PUNCT
ejpam-6875	213	47	exponential	exponential	ADJ
ejpam-6875	213	48	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	49	)	)	PUNCT
ejpam-6875	213	50	(	(	PUNCT
ejpam-6875	213	51	−0.1	−0.1	PROPN
ejpam-6875	213	52	,	,	PUNCT
ejpam-6875	213	53	0	0	NUM
ejpam-6875	213	54	)	)	PUNCT
ejpam-6875	213	55	pso	pso	NOUN
ejpam-6875	213	56	-	-	PUNCT
ejpam-6875	213	57	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	58	)	)	PUNCT
ejpam-6875	213	59	pso	pso	NOUN
ejpam-6875	213	60	-	-	PUNCT
ejpam-6875	213	61	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	62	)	)	PUNCT
ejpam-6875	213	63	(	(	PUNCT
ejpam-6875	213	64	0.1	0.1	NUM
ejpam-6875	213	65	,	,	PUNCT
ejpam-6875	213	66	0	0	NUM
ejpam-6875	213	67	)	)	PUNCT
ejpam-6875	213	68	pso	pso	NOUN
ejpam-6875	213	69	-	-	PUNCT
ejpam-6875	213	70	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	71	)	)	PUNCT
ejpam-6875	213	72	pso	pso	NOUN
ejpam-6875	213	73	-	-	PUNCT
ejpam-6875	213	74	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	75	)	)	PUNCT
ejpam-6875	213	76	(	(	PUNCT
ejpam-6875	213	77	0.2	0.2	NUM
ejpam-6875	213	78	,	,	PUNCT
ejpam-6875	213	79	0	0	NUM
ejpam-6875	213	80	)	)	PUNCT
ejpam-6875	213	81	pso	pso	NOUN
ejpam-6875	213	82	-	-	PUNCT
ejpam-6875	213	83	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	84	)	)	PUNCT
ejpam-6875	213	85	pso	pso	NOUN
ejpam-6875	213	86	-	-	PUNCT
ejpam-6875	213	87	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	88	)	)	PUNCT
ejpam-6875	213	89	(	(	PUNCT
ejpam-6875	213	90	−0.1	−0.1	PROPN
ejpam-6875	213	91	,	,	PUNCT
ejpam-6875	213	92	0.1	0.1	NUM
ejpam-6875	213	93	)	)	PUNCT
ejpam-6875	213	94	pso	pso	NOUN
ejpam-6875	213	95	-	-	PUNCT
ejpam-6875	213	96	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	97	)	)	PUNCT
ejpam-6875	213	98	pso	pso	NOUN
ejpam-6875	213	99	-	-	PUNCT
ejpam-6875	213	100	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	101	)	)	PUNCT
ejpam-6875	213	102	(	(	PUNCT
ejpam-6875	213	103	0	0	NUM
ejpam-6875	213	104	,	,	PUNCT
ejpam-6875	213	105	0.1	0.1	NUM
ejpam-6875	213	106	)	)	PUNCT
ejpam-6875	213	107	pso	pso	NOUN
ejpam-6875	213	108	-	-	PUNCT
ejpam-6875	213	109	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	110	)	)	PUNCT
ejpam-6875	213	111	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	112	)	)	PUNCT
ejpam-6875	213	113	(	(	PUNCT
ejpam-6875	213	114	0.1	0.1	NUM
ejpam-6875	213	115	,	,	PUNCT
ejpam-6875	213	116	0.1	0.1	NUM
ejpam-6875	213	117	)	)	PUNCT
ejpam-6875	213	118	pso	pso	NOUN
ejpam-6875	213	119	-	-	PUNCT
ejpam-6875	213	120	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	121	)	)	PUNCT
ejpam-6875	213	122	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	123	)	)	PUNCT
ejpam-6875	213	124	(	(	PUNCT
ejpam-6875	213	125	0.2	0.2	NUM
ejpam-6875	213	126	,	,	PUNCT
ejpam-6875	213	127	0.1	0.1	NUM
ejpam-6875	213	128	)	)	PUNCT
ejpam-6875	213	129	exponential	exponential	ADJ
ejpam-6875	213	130	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	131	)	)	PUNCT
ejpam-6875	213	132	exponential	exponential	ADJ
ejpam-6875	213	133	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	134	)	)	PUNCT
ejpam-6875	213	135	(	(	PUNCT
ejpam-6875	213	136	−0.1	−0.1	PROPN
ejpam-6875	213	137	,	,	PUNCT
ejpam-6875	213	138	0.2	0.2	NUM
ejpam-6875	213	139	)	)	PUNCT
ejpam-6875	213	140	pso	pso	NOUN
ejpam-6875	213	141	-	-	PUNCT
ejpam-6875	213	142	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	143	)	)	PUNCT
ejpam-6875	213	144	exponential	exponential	ADJ
ejpam-6875	213	145	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	146	)	)	PUNCT
ejpam-6875	213	147	(	(	PUNCT
ejpam-6875	213	148	0	0	NUM
ejpam-6875	213	149	,	,	PUNCT
ejpam-6875	213	150	0.2	0.2	NUM
ejpam-6875	213	151	)	)	PUNCT
ejpam-6875	213	152	pso	pso	NOUN
ejpam-6875	213	153	-	-	PUNCT
ejpam-6875	213	154	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	155	)	)	PUNCT
ejpam-6875	213	156	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	157	)	)	PUNCT
ejpam-6875	213	158	(	(	PUNCT
ejpam-6875	213	159	0.1	0.1	NUM
ejpam-6875	213	160	,	,	PUNCT
ejpam-6875	213	161	0.2	0.2	NUM
ejpam-6875	213	162	)	)	PUNCT
ejpam-6875	213	163	exponential	exponential	ADJ
ejpam-6875	213	164	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	165	)	)	PUNCT
ejpam-6875	213	166	pso	pso	NOUN
ejpam-6875	213	167	-	-	PUNCT
ejpam-6875	213	168	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	169	)	)	PUNCT
ejpam-6875	213	170	(	(	PUNCT
ejpam-6875	213	171	0.2	0.2	NUM
ejpam-6875	213	172	,	,	PUNCT
ejpam-6875	213	173	0.2	0.2	NUM
ejpam-6875	213	174	)	)	PUNCT
ejpam-6875	213	175	exponential	exponential	ADJ
ejpam-6875	213	176	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	177	)	)	PUNCT
ejpam-6875	213	178	exponential	exponential	ADJ
ejpam-6875	213	179	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	180	)	)	PUNCT
ejpam-6875	213	181	figure	figure	NOUN
ejpam-6875	213	182	1	1	NUM
ejpam-6875	213	183	:	:	PUNCT
ejpam-6875	213	184	convergence	convergence	NOUN
ejpam-6875	213	185	plot	plot	NOUN
ejpam-6875	213	186	of	of	ADP
ejpam-6875	213	187	pso	pso	NOUN
ejpam-6875	213	188	for	for	ADP
ejpam-6875	213	189	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	213	190	)	)	PUNCT
ejpam-6875	213	191	convergence	convergence	NOUN
ejpam-6875	213	192	to	to	ADP
ejpam-6875	213	193	a	a	DET
ejpam-6875	213	194	near	near	ADV
ejpam-6875	213	195	-	-	PUNCT
ejpam-6875	213	196	optimal	optimal	ADJ
ejpam-6875	213	197	solution	solution	NOUN
ejpam-6875	213	198	with	with	ADP
ejpam-6875	213	199	no	no	DET
ejpam-6875	213	200	substantial	substantial	ADJ
ejpam-6875	213	201	improvements	improvement	NOUN
ejpam-6875	213	202	thereafter	thereafter	ADV
ejpam-6875	213	203	.	.	PUNCT
ejpam-6875	214	1	the	the	DET
ejpam-6875	214	2	results	result	NOUN
ejpam-6875	214	3	reveal	reveal	VERB
ejpam-6875	214	4	a	a	DET
ejpam-6875	214	5	consistent	consistent	ADJ
ejpam-6875	214	6	pattern	pattern	NOUN
ejpam-6875	214	7	across	across	ADP
ejpam-6875	214	8	all	all	DET
ejpam-6875	214	9	models	model	NOUN
ejpam-6875	214	10	,	,	PUNCT
ejpam-6875	214	11	with	with	ADP
ejpam-6875	214	12	prediction	prediction	NOUN
ejpam-6875	214	13	errors	error	NOUN
ejpam-6875	214	14	peaking	peak	VERB
ejpam-6875	214	15	during	during	ADP
ejpam-6875	214	16	the	the	DET
ejpam-6875	214	17	fourth	fourth	ADJ
ejpam-6875	214	18	quarter	quarter	NOUN
ejpam-6875	214	19	of	of	ADP
ejpam-6875	214	20	each	each	DET
ejpam-6875	214	21	year	year	NOUN
ejpam-6875	214	22	in	in	ADP
ejpam-6875	214	23	both	both	CCONJ
ejpam-6875	214	24	in	in	ADP
ejpam-6875	214	25	-	-	PUNCT
ejpam-6875	214	26	sample	sample	NOUN
ejpam-6875	214	27	and	and	CCONJ
ejpam-6875	214	28	out	out	ADP
ejpam-6875	214	29	-	-	PUNCT
ejpam-6875	214	30	of	of	ADP
ejpam-6875	214	31	-	-	PUNCT
ejpam-6875	214	32	sample	sample	NOUN
ejpam-6875	214	33	periods	period	NOUN
ejpam-6875	214	34	.	.	PUNCT
ejpam-6875	215	1	for	for	ADP
ejpam-6875	215	2	pso	pso	NOUN
ejpam-6875	215	3	-	-	PUNCT
ejpam-6875	215	4	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	215	5	)	)	PUNCT
ejpam-6875	215	6	,	,	PUNCT
ejpam-6875	215	7	q4	q4	PROPN
ejpam-6875	215	8	prediction	prediction	NOUN
ejpam-6875	215	9	errors	error	NOUN
ejpam-6875	215	10	were	be	AUX
ejpam-6875	215	11	8.72	8.72	NUM
ejpam-6875	215	12	%	%	NOUN
ejpam-6875	215	13	(	(	PUNCT
ejpam-6875	215	14	2021	2021	NUM
ejpam-6875	215	15	)	)	PUNCT
ejpam-6875	215	16	,	,	PUNCT
ejpam-6875	215	17	10.48	10.48	NUM
ejpam-6875	215	18	%	%	NOUN
ejpam-6875	215	19	(	(	PUNCT
ejpam-6875	215	20	2022	2022	NUM
ejpam-6875	215	21	)	)	PUNCT
ejpam-6875	215	22	,	,	PUNCT
ejpam-6875	215	23	8.72	8.72	NUM
ejpam-6875	215	24	%	%	NOUN
ejpam-6875	215	25	(	(	PUNCT
ejpam-6875	215	26	2023	2023	NUM
ejpam-6875	215	27	)	)	PUNCT
ejpam-6875	215	28	,	,	PUNCT
ejpam-6875	215	29	and	and	CCONJ
ejpam-6875	215	30	7.73	7.73	NUM
ejpam-6875	215	31	%	%	NOUN
ejpam-6875	215	32	(	(	PUNCT
ejpam-6875	215	33	2024	2024	NUM
ejpam-6875	215	34	)	)	PUNCT
ejpam-6875	215	35	.	.	PUNCT
ejpam-6875	216	1	similar	similar	ADJ
ejpam-6875	216	2	patterns	pattern	NOUN
ejpam-6875	216	3	occurred	occur	VERB
ejpam-6875	216	4	in	in	ADP
ejpam-6875	216	5	the	the	DET
ejpam-6875	216	6	exponential	exponential	ADJ
ejpam-6875	216	7	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	216	8	)	)	PUNCT
ejpam-6875	216	9	and	and	CCONJ
ejpam-6875	216	10	s.k	s.k	PROPN
ejpam-6875	216	11	..	..	PROPN
ejpam-6875	216	12	carillo	carillo	PROPN
ejpam-6875	216	13	,	,	PUNCT
ejpam-6875	216	14	i.j	i.j	PROPN
ejpam-6875	216	15	.	.	PROPN
ejpam-6875	216	16	serra	serra	PROPN
ejpam-6875	216	17	/	/	SYM
ejpam-6875	216	18	eur	eur	PROPN
ejpam-6875	216	19	.	.	PUNCT
ejpam-6875	217	1	j.	j.	PROPN
ejpam-6875	217	2	pure	pure	PROPN
ejpam-6875	217	3	appl	appl	PROPN
ejpam-6875	217	4	.	.	PROPN
ejpam-6875	217	5	math	math	PROPN
ejpam-6875	217	6	,	,	PUNCT
ejpam-6875	217	7	18	18	NUM
ejpam-6875	217	8	(	(	PUNCT
ejpam-6875	217	9	4	4	NUM
ejpam-6875	217	10	)	)	PUNCT
ejpam-6875	217	11	(	(	PUNCT
ejpam-6875	217	12	2025	2025	NUM
ejpam-6875	217	13	)	)	PUNCT
ejpam-6875	217	14	,	,	PUNCT
ejpam-6875	217	15	6875	6875	NUM
ejpam-6875	217	16	12	12	NUM
ejpam-6875	217	17	of	of	ADP
ejpam-6875	217	18	17	17	NUM
ejpam-6875	217	19	table	table	NOUN
ejpam-6875	217	20	5	5	NUM
ejpam-6875	217	21	:	:	PUNCT
ejpam-6875	217	22	forecast	forecast	NOUN
ejpam-6875	217	23	results	result	NOUN
ejpam-6875	217	24	of	of	ADP
ejpam-6875	217	25	pso	pso	NOUN
ejpam-6875	217	26	-	-	PUNCT
ejpam-6875	217	27	ngbm	ngbm	ADJ
ejpam-6875	217	28	,	,	PUNCT
ejpam-6875	217	29	exponential	exponential	ADJ
ejpam-6875	217	30	ngbm	ngbm	NOUN
ejpam-6875	217	31	,	,	PUNCT
ejpam-6875	217	32	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	217	33	)	)	PUNCT
ejpam-6875	217	34	,	,	PUNCT
ejpam-6875	217	35	and	and	CCONJ
ejpam-6875	217	36	gm(1,1	gm(1,1	NOUN
ejpam-6875	217	37	)	)	PUNCT
ejpam-6875	217	38	pso	pso	NOUN
ejpam-6875	217	39	-	-	PUNCT
ejpam-6875	217	40	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	217	41	)	)	PUNCT
ejpam-6875	217	42	exponential	exponential	ADJ
ejpam-6875	217	43	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	217	44	)	)	PUNCT
ejpam-6875	217	45	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	217	46	)	)	PUNCT
ejpam-6875	217	47	gm(1,1	gm(1,1	NOUN
ejpam-6875	217	48	)	)	PUNCT
ejpam-6875	217	49	time	time	NOUN
ejpam-6875	217	50	actual	actual	ADJ
ejpam-6875	217	51	α	α	NOUN
ejpam-6875	217	52	=	=	SYM
ejpam-6875	217	53	0.88	0.88	NUM
ejpam-6875	217	54	,	,	PUNCT
ejpam-6875	217	55	m	m	VERB
ejpam-6875	217	56	=	=	NOUN
ejpam-6875	218	1	−0.03	−0.03	ADJ
ejpam-6875	218	2	α	α	NOUN
ejpam-6875	218	3	=	=	SYM
ejpam-6875	218	4	0.11	0.11	NUM
ejpam-6875	218	5	,	,	PUNCT
ejpam-6875	218	6	m	m	VERB
ejpam-6875	218	7	=	=	NOUN
ejpam-6875	218	8	0.01	0.01	NUM
ejpam-6875	218	9	,	,	PUNCT
ejpam-6875	218	10	β	β	X
ejpam-6875	218	11	=	=	NOUN
ejpam-6875	218	12	0.99	0.99	NUM
ejpam-6875	218	13	α	α	NOUN
ejpam-6875	218	14	=	=	SYM
ejpam-6875	218	15	0.5	0.5	NUM
ejpam-6875	218	16	,	,	PUNCT
ejpam-6875	218	17	m	m	NOUN
ejpam-6875	218	18	=	=	NOUN
ejpam-6875	218	19	0.013	0.013	NUM
ejpam-6875	218	20	α	α	NOUN
ejpam-6875	218	21	=	=	SYM
ejpam-6875	218	22	0.5	0.5	NUM
ejpam-6875	218	23	pred	pre	VERB
ejpam-6875	218	24	pe(%	pe(%	NOUN
ejpam-6875	218	25	)	)	PUNCT
ejpam-6875	218	26	pred	pre	VERB
ejpam-6875	218	27	pe(%	pe(%	NOUN
ejpam-6875	218	28	)	)	PUNCT
ejpam-6875	218	29	pred	pre	VERB
ejpam-6875	218	30	pe(%	pe(%	NOUN
ejpam-6875	218	31	)	)	PUNCT
ejpam-6875	218	32	pred	pre	VERB
ejpam-6875	218	33	pe(%	pe(%	NOUN
ejpam-6875	218	34	)	)	PUNCT
ejpam-6875	218	35	2021	2021	NUM
ejpam-6875	218	36	q1	q1	PROPN
ejpam-6875	218	37	4,266,797	4,266,797	NUM
ejpam-6875	218	38	–	–	PUNCT
ejpam-6875	218	39	–	–	PUNCT
ejpam-6875	218	40	–	–	PUNCT
ejpam-6875	218	41	–	–	PUNCT
ejpam-6875	218	42	–	–	PUNCT
ejpam-6875	218	43	–	–	PUNCT
ejpam-6875	218	44	–	–	PUNCT
ejpam-6875	218	45	–	–	PUNCT
ejpam-6875	218	46	2021	2021	NUM
ejpam-6875	218	47	q2	q2	NOUN
ejpam-6875	218	48	4,641,825	4,641,825	NUM
ejpam-6875	218	49	4,696,840	4,696,840	NUM
ejpam-6875	218	50	1.19	1.19	NUM
ejpam-6875	218	51	4,640,146	4,640,146	NUM
ejpam-6875	218	52	0.04	0.04	NUM
ejpam-6875	218	53	4,641,810	4,641,810	NUM
ejpam-6875	218	54	0.0003	0.0003	NUM
ejpam-6875	218	55	4,664,919	4,664,919	NUM
ejpam-6875	218	56	0.50	0.50	NUM
ejpam-6875	218	57	2021	2021	NUM
ejpam-6875	218	58	q3	q3	NOUN
ejpam-6875	218	59	4,426,630	4,426,630	NUM
ejpam-6875	218	60	4,711,694	4,711,694	NUM
ejpam-6875	218	61	6.44	6.44	NUM
ejpam-6875	218	62	4,713,355	4,713,355	NUM
ejpam-6875	218	63	6.48	6.48	NUM
ejpam-6875	218	64	4,721,235	4,721,235	NUM
ejpam-6875	218	65	6.66	6.66	NUM
ejpam-6875	218	66	4,723,610	4,723,610	NUM
ejpam-6875	218	67	6.71	6.71	NUM
ejpam-6875	218	68	2021	2021	NUM
ejpam-6875	218	69	q4	q4	NOUN
ejpam-6875	218	70	5,204,832	5,204,832	NUM
ejpam-6875	218	71	4,751,109	4,751,109	NUM
ejpam-6875	218	72	8.72	8.72	NUM
ejpam-6875	218	73	4,778,371	4,778,371	NUM
ejpam-6875	218	74	8.19	8.19	NUM
ejpam-6875	218	75	4,789,839	4,789,839	NUM
ejpam-6875	218	76	7.97	7.97	NUM
ejpam-6875	218	77	4,783,039	4,783,039	NUM
ejpam-6875	218	78	8.10	8.10	NUM
ejpam-6875	218	79	2022	2022	NUM
ejpam-6875	218	80	q1	q1	PROPN
ejpam-6875	218	81	4,611,219	4,611,219	NUM
ejpam-6875	218	82	4,802,210	4,802,210	NUM
ejpam-6875	218	83	4.14	4.14	NUM
ejpam-6875	218	84	4,839,870	4,839,870	NUM
ejpam-6875	218	85	4.96	4.96	NUM
ejpam-6875	218	86	4,853,679	4,853,679	NUM
ejpam-6875	218	87	5.26	5.26	NUM
ejpam-6875	218	88	4,843,217	4,843,217	NUM
ejpam-6875	218	89	5.03	5.03	NUM
ejpam-6875	218	90	2022	2022	NUM
ejpam-6875	218	91	q2	q2	NOUN
ejpam-6875	218	92	4,990,934	4,990,934	NUM
ejpam-6875	218	93	4,860,519	4,860,519	NUM
ejpam-6875	218	94	2.61	2.61	NUM
ejpam-6875	218	95	4,899,553	4,899,553	NUM
ejpam-6875	218	96	1.83	1.83	NUM
ejpam-6875	218	97	4,914,964	4,914,964	NUM
ejpam-6875	218	98	1.52	1.52	NUM
ejpam-6875	218	99	4,904,151	4,904,151	NUM
ejpam-6875	218	100	1.74	1.74	NUM
ejpam-6875	218	101	2022	2022	NUM
ejpam-6875	218	102	q3	q3	NOUN
ejpam-6875	218	103	4,767,549	4,767,549	NUM
ejpam-6875	218	104	4,923,948	4,923,948	NUM
ejpam-6875	218	105	3.28	3.28	NUM
ejpam-6875	218	106	4,958,237	4,958,237	NUM
ejpam-6875	218	107	4.00	4.00	NUM
ejpam-6875	218	108	4,974,757	4,974,757	NUM
ejpam-6875	218	109	4.35	4.35	NUM
ejpam-6875	218	110	4,965,852	4,965,852	NUM
ejpam-6875	218	111	4.16	4.16	NUM
ejpam-6875	218	112	2022	2022	NUM
ejpam-6875	218	113	q4	q4	PROPN
ejpam-6875	218	114	5,575,902	5,575,902	NUM
ejpam-6875	218	115	4,991,362	4,991,362	NUM
ejpam-6875	218	116	10.48	10.48	NUM
ejpam-6875	218	117	5,016,381	5,016,381	NUM
ejpam-6875	218	118	10.03	10.03	NUM
ejpam-6875	218	119	5,033,651	5,033,651	NUM
ejpam-6875	218	120	9.72	9.72	NUM
ejpam-6875	218	121	5,028,329	5,028,329	NUM
ejpam-6875	218	122	9.82	9.82	NUM
ejpam-6875	218	123	2023	2023	NUM
ejpam-6875	218	124	q1	q1	PROPN
ejpam-6875	218	125	4,907,013	4,907,013	NUM
ejpam-6875	218	126	5,062,082	5,062,082	NUM
ejpam-6875	218	127	3.16	3.16	NUM
ejpam-6875	218	128	5,074,269	5,074,269	NUM
ejpam-6875	218	129	3.41	3.41	NUM
ejpam-6875	218	130	5,092,018	5,092,018	NUM
ejpam-6875	218	131	3.77	3.77	NUM
ejpam-6875	218	132	5,091,592	5,091,592	NUM
ejpam-6875	218	133	3.76	3.76	NUM
ejpam-6875	218	134	2023	2023	NUM
ejpam-6875	218	135	q2	q2	NOUN
ejpam-6875	218	136	5,203,455	5,203,455	NUM
ejpam-6875	218	137	5,135,673	5,135,673	NUM
ejpam-6875	218	138	1.30	1.30	NUM
ejpam-6875	218	139	5,132,090	5,132,090	NUM
ejpam-6875	218	140	1.37	1.37	NUM
ejpam-6875	218	141	5,150,100	5,150,100	NUM
ejpam-6875	218	142	1.03	1.03	NUM
ejpam-6875	218	143	5,155,651	5,155,651	NUM
ejpam-6875	218	144	0.92	0.92	NUM
ejpam-6875	218	145	2023	2023	NUM
ejpam-6875	218	146	q3	q3	NOUN
ejpam-6875	218	147	5,051,396	5,051,396	NUM
ejpam-6875	218	148	5,211,843	5,211,843	NUM
ejpam-6875	218	149	3.18	3.18	NUM
ejpam-6875	218	150	5,189,978	5,189,978	NUM
ejpam-6875	218	151	2.74	2.74	NUM
ejpam-6875	218	152	5,208,070	5,208,070	NUM
ejpam-6875	218	153	3.10	3.10	NUM
ejpam-6875	218	154	5,220,516	5,220,516	NUM
ejpam-6875	218	155	3.35	3.35	NUM
ejpam-6875	218	156	in	in	ADP
ejpam-6875	218	157	-	-	PUNCT
ejpam-6875	218	158	sample	sample	NOUN
ejpam-6875	218	159	mape	mape	NOUN
ejpam-6875	218	160	4.45	4.45	NUM
ejpam-6875	218	161	4.31	4.31	NUM
ejpam-6875	218	162	4.34	4.34	NUM
ejpam-6875	218	163	4.41	4.41	NUM
ejpam-6875	218	164	2023	2023	NUM
ejpam-6875	218	165	q4	q4	PROPN
ejpam-6875	218	166	5,884,528	5,884,528	NUM
ejpam-6875	218	167	5,371,179	5,371,179	NUM
ejpam-6875	218	168	8.72	8.72	NUM
ejpam-6875	218	169	5,306,319	5,306,319	NUM
ejpam-6875	218	170	9.83	9.83	NUM
ejpam-6875	218	171	5,266,053	5,266,053	NUM
ejpam-6875	218	172	10.51	10.51	NUM
ejpam-6875	218	173	5,286,198	5,286,198	NUM
ejpam-6875	218	174	10.17	10.17	NUM
ejpam-6875	218	175	2024	2024	NUM
ejpam-6875	218	176	q1	q1	PROPN
ejpam-6875	218	177	5,195,588	5,195,588	NUM
ejpam-6875	218	178	5,454,102	5,454,102	NUM
ejpam-6875	218	179	4.98	4.98	NUM
ejpam-6875	218	180	5,364,904	5,364,904	NUM
ejpam-6875	218	181	3.26	3.26	NUM
ejpam-6875	218	182	5,324,144	5,324,144	NUM
ejpam-6875	218	183	2.47	2.47	NUM
ejpam-6875	218	184	5,352,705	5,352,705	NUM
ejpam-6875	218	185	3.02	3.02	NUM
ejpam-6875	218	186	2024	2024	NUM
ejpam-6875	218	187	q2	q2	NOUN
ejpam-6875	218	188	5,539,083	5,539,083	NUM
ejpam-6875	218	189	5,539,090	5,539,090	NUM
ejpam-6875	218	190	0.0001	0.0001	NUM
ejpam-6875	218	191	5,423,833	5,423,833	NUM
ejpam-6875	218	192	2.08	2.08	NUM
ejpam-6875	218	193	5,382,416	5,382,416	NUM
ejpam-6875	218	194	2.83	2.83	NUM
ejpam-6875	218	195	5,420,049	5,420,049	NUM
ejpam-6875	218	196	2.15	2.15	NUM
ejpam-6875	218	197	2024	2024	NUM
ejpam-6875	218	198	q3	q3	NOUN
ejpam-6875	218	199	5,316,054	5,316,054	NUM
ejpam-6875	218	200	5,626,090	5,626,090	NUM
ejpam-6875	218	201	5.83	5.83	NUM
ejpam-6875	218	202	5,483,143	5,483,143	NUM
ejpam-6875	218	203	3.14	3.14	NUM
ejpam-6875	218	204	5,440,929	5,440,929	NUM
ejpam-6875	218	205	2.35	2.35	NUM
ejpam-6875	218	206	5,488,241	5,488,241	NUM
ejpam-6875	218	207	3.24	3.24	NUM
ejpam-6875	218	208	2024	2024	NUM
ejpam-6875	218	209	q4	q4	PROPN
ejpam-6875	218	210	6,193,631	6,193,631	NUM
ejpam-6875	218	211	5,715,068	5,715,068	NUM
ejpam-6875	218	212	7.73	7.73	NUM
ejpam-6875	218	213	5,542,866	5,542,866	NUM
ejpam-6875	218	214	10.51	10.51	NUM
ejpam-6875	218	215	5,499,730	5,499,730	NUM
ejpam-6875	218	216	11.20	11.20	NUM
ejpam-6875	218	217	5,557,291	5,557,291	NUM
ejpam-6875	218	218	10.27	10.27	NUM
ejpam-6875	218	219	out	out	ADP
ejpam-6875	218	220	-	-	PUNCT
ejpam-6875	218	221	of	of	ADP
ejpam-6875	218	222	-	-	PUNCT
ejpam-6875	218	223	sample	sample	NOUN
ejpam-6875	218	224	mape	mape	NOUN
ejpam-6875	218	225	5.45	5.45	NUM
ejpam-6875	218	226	5.76	5.76	NUM
ejpam-6875	218	227	5.87	5.87	NUM
ejpam-6875	218	228	5.77	5.77	NUM
ejpam-6875	218	229	benchmark	benchmark	NOUN
ejpam-6875	218	230	models	model	NOUN
ejpam-6875	218	231	.	.	PUNCT
ejpam-6875	219	1	nevertheless	nevertheless	ADV
ejpam-6875	219	2	,	,	PUNCT
ejpam-6875	219	3	pso	pso	NOUN
ejpam-6875	219	4	-	-	PUNCT
ejpam-6875	219	5	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	219	6	)	)	PUNCT
ejpam-6875	219	7	achieved	achieve	VERB
ejpam-6875	219	8	the	the	DET
ejpam-6875	219	9	lowest	low	ADJ
ejpam-6875	219	10	q4	q4	PROPN
ejpam-6875	219	11	errors	error	NOUN
ejpam-6875	219	12	in	in	ADP
ejpam-6875	219	13	the	the	DET
ejpam-6875	219	14	out	out	ADJ
ejpam-6875	219	15	-	-	PUNCT
ejpam-6875	219	16	of	of	ADP
ejpam-6875	219	17	-	-	PUNCT
ejpam-6875	219	18	sample	sample	NOUN
ejpam-6875	219	19	forecasts	forecast	NOUN
ejpam-6875	219	20	among	among	ADP
ejpam-6875	219	21	all	all	DET
ejpam-6875	219	22	grey	grey	ADJ
ejpam-6875	219	23	models	model	NOUN
ejpam-6875	219	24	.	.	PUNCT
ejpam-6875	220	1	pso	pso	NOUN
ejpam-6875	220	2	-	-	PUNCT
ejpam-6875	220	3	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	220	4	)	)	PUNCT
ejpam-6875	220	5	also	also	ADV
ejpam-6875	220	6	achieved	achieve	VERB
ejpam-6875	220	7	a	a	DET
ejpam-6875	220	8	near	near	ADV
ejpam-6875	220	9	-	-	PUNCT
ejpam-6875	220	10	perfect	perfect	ADJ
ejpam-6875	220	11	prediction	prediction	NOUN
ejpam-6875	220	12	in	in	ADP
ejpam-6875	220	13	2024	2024	NUM
ejpam-6875	220	14	q2	q2	NOUN
ejpam-6875	220	15	with	with	ADP
ejpam-6875	220	16	a	a	DET
ejpam-6875	220	17	pe	pe	NOUN
ejpam-6875	220	18	of	of	ADP
ejpam-6875	220	19	0.0001	0.0001	NUM
ejpam-6875	220	20	%	%	NOUN
ejpam-6875	220	21	.	.	PUNCT
ejpam-6875	221	1	the	the	DET
ejpam-6875	221	2	traditional	traditional	ADJ
ejpam-6875	221	3	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	221	4	)	)	PUNCT
ejpam-6875	221	5	produced	produce	VERB
ejpam-6875	221	6	the	the	DET
ejpam-6875	221	7	lowest	low	ADJ
ejpam-6875	221	8	errors	error	NOUN
ejpam-6875	221	9	in	in	ADP
ejpam-6875	221	10	2024	2024	NUM
ejpam-6875	221	11	q1	q1	NOUN
ejpam-6875	221	12	(	(	PUNCT
ejpam-6875	221	13	2.47	2.47	NUM
ejpam-6875	221	14	%	%	NOUN
ejpam-6875	221	15	)	)	PUNCT
ejpam-6875	221	16	and	and	CCONJ
ejpam-6875	221	17	q3	q3	PROPN
ejpam-6875	221	18	(	(	PUNCT
ejpam-6875	221	19	2.35	2.35	NUM
ejpam-6875	221	20	%	%	NOUN
ejpam-6875	221	21	)	)	PUNCT
ejpam-6875	221	22	,	,	PUNCT
ejpam-6875	221	23	while	while	SCONJ
ejpam-6875	221	24	exponential	exponential	ADJ
ejpam-6875	221	25	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	221	26	)	)	PUNCT
ejpam-6875	221	27	and	and	CCONJ
ejpam-6875	221	28	gm(1,1	gm(1,1	NOUN
ejpam-6875	221	29	)	)	PUNCT
ejpam-6875	221	30	showed	show	VERB
ejpam-6875	221	31	competitive	competitive	ADJ
ejpam-6875	221	32	performance	performance	NOUN
ejpam-6875	221	33	.	.	PUNCT
ejpam-6875	222	1	for	for	ADP
ejpam-6875	222	2	the	the	DET
ejpam-6875	222	3	in	in	ADP
ejpam-6875	222	4	-	-	PUNCT
ejpam-6875	222	5	sample	sample	NOUN
ejpam-6875	222	6	period	period	NOUN
ejpam-6875	222	7	(	(	PUNCT
ejpam-6875	222	8	2021	2021	NUM
ejpam-6875	222	9	q2	q2	NOUN
ejpam-6875	222	10	-	-	PUNCT
ejpam-6875	222	11	2023	2023	NUM
ejpam-6875	222	12	q3	q3	NOUN
ejpam-6875	222	13	)	)	PUNCT
ejpam-6875	222	14	,	,	PUNCT
ejpam-6875	222	15	all	all	DET
ejpam-6875	222	16	models	model	NOUN
ejpam-6875	222	17	achieved	achieve	VERB
ejpam-6875	222	18	mape	mape	NOUN
ejpam-6875	222	19	values	value	NOUN
ejpam-6875	222	20	below	below	ADP
ejpam-6875	222	21	5	5	NUM
ejpam-6875	222	22	%	%	NOUN
ejpam-6875	222	23	.	.	PUNCT
ejpam-6875	223	1	exponential	exponential	ADJ
ejpam-6875	223	2	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	223	3	)	)	PUNCT
ejpam-6875	223	4	attained	attain	VERB
ejpam-6875	223	5	the	the	DET
ejpam-6875	223	6	lowest	low	ADJ
ejpam-6875	223	7	in	in	ADP
ejpam-6875	223	8	-	-	PUNCT
ejpam-6875	223	9	sample	sample	NOUN
ejpam-6875	223	10	mape	mape	NOUN
ejpam-6875	223	11	(	(	PUNCT
ejpam-6875	223	12	4.31	4.31	NUM
ejpam-6875	223	13	%	%	NOUN
ejpam-6875	223	14	)	)	PUNCT
ejpam-6875	223	15	,	,	PUNCT
ejpam-6875	223	16	followed	follow	VERB
ejpam-6875	223	17	by	by	ADP
ejpam-6875	223	18	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	223	19	)	)	PUNCT
ejpam-6875	223	20	(	(	PUNCT
ejpam-6875	223	21	4.34	4.34	NUM
ejpam-6875	223	22	%	%	NOUN
ejpam-6875	223	23	)	)	PUNCT
ejpam-6875	223	24	,	,	PUNCT
ejpam-6875	223	25	gm(1,1	gm(1,1	PROPN
ejpam-6875	223	26	)	)	PUNCT
ejpam-6875	223	27	(	(	PUNCT
ejpam-6875	223	28	4.41	4.41	NUM
ejpam-6875	223	29	%	%	NOUN
ejpam-6875	223	30	)	)	PUNCT
ejpam-6875	223	31	,	,	PUNCT
ejpam-6875	223	32	and	and	CCONJ
ejpam-6875	223	33	pso	pso	NOUN
ejpam-6875	223	34	-	-	PUNCT
ejpam-6875	223	35	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	223	36	)	)	PUNCT
ejpam-6875	223	37	(	(	PUNCT
ejpam-6875	223	38	4.45	4.45	NUM
ejpam-6875	223	39	%	%	NOUN
ejpam-6875	223	40	)	)	PUNCT
ejpam-6875	223	41	.	.	PUNCT
ejpam-6875	224	1	however	however	ADV
ejpam-6875	224	2	,	,	PUNCT
ejpam-6875	224	3	in	in	ADP
ejpam-6875	224	4	out	out	ADV
ejpam-6875	224	5	-	-	PUNCT
ejpam-6875	224	6	of	of	ADP
ejpam-6875	224	7	-	-	PUNCT
ejpam-6875	224	8	sample	sample	NOUN
ejpam-6875	224	9	forecasting	forecasting	NOUN
ejpam-6875	224	10	,	,	PUNCT
ejpam-6875	224	11	pso	pso	NOUN
ejpam-6875	224	12	-	-	PUNCT
ejpam-6875	224	13	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	224	14	)	)	PUNCT
ejpam-6875	224	15	achieved	achieve	VERB
ejpam-6875	224	16	the	the	DET
ejpam-6875	224	17	lowest	low	ADJ
ejpam-6875	224	18	mape	mape	NOUN
ejpam-6875	224	19	(	(	PUNCT
ejpam-6875	224	20	5.45	5.45	NUM
ejpam-6875	224	21	%	%	NOUN
ejpam-6875	224	22	)	)	PUNCT
ejpam-6875	224	23	,	,	PUNCT
ejpam-6875	224	24	demonstrating	demonstrate	VERB
ejpam-6875	224	25	superior	superior	ADJ
ejpam-6875	224	26	generalization	generalization	NOUN
ejpam-6875	224	27	.	.	PUNCT
ejpam-6875	225	1	figure	figure	NOUN
ejpam-6875	225	2	2	2	NUM
ejpam-6875	225	3	shows	show	VERB
ejpam-6875	225	4	that	that	SCONJ
ejpam-6875	225	5	gm(1,1	gm(1,1	NOUN
ejpam-6875	225	6	)	)	PUNCT
ejpam-6875	225	7	and	and	CCONJ
ejpam-6875	225	8	exponential	exponential	ADJ
ejpam-6875	225	9	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	225	10	)	)	PUNCT
ejpam-6875	225	11	closely	closely	ADV
ejpam-6875	225	12	follow	follow	VERB
ejpam-6875	225	13	the	the	DET
ejpam-6875	225	14	general	general	ADJ
ejpam-6875	225	15	gdp	gdp	NOUN
ejpam-6875	225	16	trajectory	trajectory	NOUN
ejpam-6875	225	17	but	but	CCONJ
ejpam-6875	225	18	fail	fail	VERB
ejpam-6875	225	19	to	to	PART
ejpam-6875	225	20	capture	capture	VERB
ejpam-6875	225	21	short	short	ADJ
ejpam-6875	225	22	-	-	PUNCT
ejpam-6875	225	23	term	term	NOUN
ejpam-6875	225	24	fluctuations	fluctuation	NOUN
ejpam-6875	225	25	.	.	PUNCT
ejpam-6875	226	1	the	the	DET
ejpam-6875	226	2	traditional	traditional	ADJ
ejpam-6875	226	3	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	226	4	)	)	PUNCT
ejpam-6875	226	5	shows	show	VERB
ejpam-6875	226	6	more	more	ADJ
ejpam-6875	226	7	variation	variation	NOUN
ejpam-6875	226	8	but	but	CCONJ
ejpam-6875	226	9	still	still	ADV
ejpam-6875	226	10	underestimates	underestimate	VERB
ejpam-6875	226	11	cyclical	cyclical	ADJ
ejpam-6875	226	12	amplitudes	amplitude	NOUN
ejpam-6875	226	13	.	.	PUNCT
ejpam-6875	227	1	the	the	DET
ejpam-6875	227	2	pso	pso	NOUN
ejpam-6875	227	3	-	-	PUNCT
ejpam-6875	227	4	optimized	optimize	VERB
ejpam-6875	227	5	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	227	6	)	)	PUNCT
ejpam-6875	227	7	(	(	PUNCT
ejpam-6875	227	8	green	green	ADJ
ejpam-6875	227	9	line	line	NOUN
ejpam-6875	227	10	)	)	PUNCT
ejpam-6875	227	11	exhibits	exhibit	VERB
ejpam-6875	227	12	a	a	DET
ejpam-6875	227	13	steeper	steep	ADJ
ejpam-6875	227	14	upward	upward	ADJ
ejpam-6875	227	15	trajectory	trajectory	NOUN
ejpam-6875	227	16	from	from	ADP
ejpam-6875	227	17	2023	2023	NUM
ejpam-6875	227	18	q3	q3	NOUN
ejpam-6875	227	19	onward	onward	NOUN
ejpam-6875	227	20	,	,	PUNCT
ejpam-6875	227	21	reflecting	reflect	VERB
ejpam-6875	227	22	a	a	DET
ejpam-6875	227	23	stronger	strong	ADJ
ejpam-6875	227	24	emphasis	emphasis	NOUN
ejpam-6875	227	25	on	on	ADP
ejpam-6875	227	26	long	long	ADJ
ejpam-6875	227	27	-	-	PUNCT
ejpam-6875	227	28	term	term	NOUN
ejpam-6875	227	29	trends	trend	NOUN
ejpam-6875	227	30	at	at	ADP
ejpam-6875	227	31	the	the	DET
ejpam-6875	227	32	expense	expense	NOUN
ejpam-6875	227	33	of	of	ADP
ejpam-6875	227	34	short	short	ADJ
ejpam-6875	227	35	-	-	PUNCT
ejpam-6875	227	36	term	term	NOUN
ejpam-6875	227	37	variations	variation	NOUN
ejpam-6875	227	38	.	.	PUNCT
ejpam-6875	228	1	all	all	DET
ejpam-6875	228	2	models	model	NOUN
ejpam-6875	228	3	approximate	approximate	VERB
ejpam-6875	228	4	the	the	DET
ejpam-6875	228	5	upward	upward	ADJ
ejpam-6875	228	6	gdp	gdp	NOUN
ejpam-6875	228	7	trend	trend	NOUN
ejpam-6875	228	8	with	with	ADP
ejpam-6875	228	9	varying	vary	VERB
ejpam-6875	228	10	accuracy	accuracy	NOUN
ejpam-6875	228	11	,	,	PUNCT
ejpam-6875	228	12	but	but	CCONJ
ejpam-6875	228	13	none	none	NOUN
ejpam-6875	228	14	fully	fully	ADV
ejpam-6875	228	15	capture	capture	VERB
ejpam-6875	228	16	the	the	DET
ejpam-6875	228	17	seasonal	seasonal	ADJ
ejpam-6875	228	18	dynamics	dynamic	NOUN
ejpam-6875	228	19	,	,	PUNCT
ejpam-6875	228	20	highlighting	highlight	VERB
ejpam-6875	228	21	the	the	DET
ejpam-6875	228	22	need	need	NOUN
ejpam-6875	228	23	for	for	ADP
ejpam-6875	228	24	explicit	explicit	ADJ
ejpam-6875	228	25	seasonal	seasonal	ADJ
ejpam-6875	228	26	modeling	modeling	NOUN
ejpam-6875	228	27	in	in	ADP
ejpam-6875	228	28	future	future	ADJ
ejpam-6875	228	29	grey	grey	ADJ
ejpam-6875	228	30	model	model	NOUN
ejpam-6875	228	31	extensions	extension	NOUN
ejpam-6875	228	32	.	.	PUNCT
ejpam-6875	229	1	3.2	3.2	NUM
ejpam-6875	229	2	.	.	PUNCT
ejpam-6875	229	3	out	out	ADP
ejpam-6875	229	4	-	-	PUNCT
ejpam-6875	229	5	of	of	ADP
ejpam-6875	229	6	-	-	PUNCT
ejpam-6875	229	7	sample	sample	NOUN
ejpam-6875	229	8	forecasts	forecast	NOUN
ejpam-6875	229	9	as	as	SCONJ
ejpam-6875	229	10	shown	show	VERB
ejpam-6875	229	11	in	in	ADP
ejpam-6875	229	12	figure	figure	NOUN
ejpam-6875	229	13	3	3	NUM
ejpam-6875	229	14	,	,	PUNCT
ejpam-6875	229	15	none	none	NOUN
ejpam-6875	229	16	of	of	ADP
ejpam-6875	229	17	the	the	DET
ejpam-6875	229	18	grey	grey	PROPN
ejpam-6875	229	19	models	model	NOUN
ejpam-6875	229	20	fully	fully	ADV
ejpam-6875	229	21	captured	capture	VERB
ejpam-6875	229	22	the	the	DET
ejpam-6875	229	23	sharp	sharp	ADJ
ejpam-6875	229	24	fluctuations	fluctuation	NOUN
ejpam-6875	229	25	in	in	ADP
ejpam-6875	229	26	the	the	DET
ejpam-6875	229	27	actual	actual	ADJ
ejpam-6875	229	28	gdp	gdp	NOUN
ejpam-6875	229	29	series	series	NOUN
ejpam-6875	229	30	,	,	PUNCT
ejpam-6875	229	31	a	a	DET
ejpam-6875	229	32	limitation	limitation	NOUN
ejpam-6875	229	33	consistent	consistent	ADJ
ejpam-6875	229	34	with	with	ADP
ejpam-6875	229	35	the	the	DET
ejpam-6875	229	36	broader	broad	ADJ
ejpam-6875	229	37	pattern	pattern	NOUN
ejpam-6875	229	38	observed	observe	VERB
ejpam-6875	229	39	in	in	ADP
ejpam-6875	229	40	figure	figure	NOUN
ejpam-6875	229	41	2	2	NUM
ejpam-6875	229	42	.	.	PUNCT
ejpam-6875	229	43	s.k	s.k	PROPN
ejpam-6875	229	44	..	..	PROPN
ejpam-6875	229	45	carillo	carillo	PROPN
ejpam-6875	229	46	,	,	PUNCT
ejpam-6875	229	47	i.j	i.j	PROPN
ejpam-6875	229	48	.	.	PROPN
ejpam-6875	229	49	serra	serra	PROPN
ejpam-6875	229	50	/	/	SYM
ejpam-6875	229	51	eur	eur	PROPN
ejpam-6875	229	52	.	.	PUNCT
ejpam-6875	230	1	j.	j.	PROPN
ejpam-6875	230	2	pure	pure	PROPN
ejpam-6875	230	3	appl	appl	PROPN
ejpam-6875	230	4	.	.	PROPN
ejpam-6875	230	5	math	math	PROPN
ejpam-6875	230	6	,	,	PUNCT
ejpam-6875	230	7	18	18	NUM
ejpam-6875	230	8	(	(	PUNCT
ejpam-6875	230	9	4	4	NUM
ejpam-6875	230	10	)	)	PUNCT
ejpam-6875	230	11	(	(	PUNCT
ejpam-6875	230	12	2025	2025	NUM
ejpam-6875	230	13	)	)	PUNCT
ejpam-6875	230	14	,	,	PUNCT
ejpam-6875	230	15	6875	6875	NUM
ejpam-6875	230	16	13	13	NUM
ejpam-6875	230	17	of	of	ADP
ejpam-6875	230	18	17	17	NUM
ejpam-6875	230	19	figure	figure	NOUN
ejpam-6875	230	20	2	2	NUM
ejpam-6875	230	21	:	:	PUNCT
ejpam-6875	230	22	forecasts	forecast	NOUN
ejpam-6875	230	23	of	of	ADP
ejpam-6875	230	24	the	the	DET
ejpam-6875	230	25	grey	grey	PROPN
ejpam-6875	230	26	models	model	NOUN
ejpam-6875	230	27	figure	figure	VERB
ejpam-6875	230	28	3	3	NUM
ejpam-6875	230	29	:	:	PUNCT
ejpam-6875	230	30	out	out	ADJ
ejpam-6875	230	31	-	-	PUNCT
ejpam-6875	230	32	of	of	ADP
ejpam-6875	230	33	-	-	PUNCT
ejpam-6875	230	34	sample	sample	NOUN
ejpam-6875	230	35	forecasts	forecast	NOUN
ejpam-6875	230	36	of	of	ADP
ejpam-6875	230	37	the	the	DET
ejpam-6875	230	38	grey	grey	NOUN
ejpam-6875	230	39	models	model	NOUN
ejpam-6875	230	40	(	(	PUNCT
ejpam-6875	230	41	2023	2023	NUM
ejpam-6875	230	42	q4–2024	q4–2024	NOUN
ejpam-6875	230	43	q4	q4	PROPN
ejpam-6875	230	44	)	)	PUNCT
ejpam-6875	230	45	.	.	PUNCT
ejpam-6875	231	1	among	among	ADP
ejpam-6875	231	2	the	the	DET
ejpam-6875	231	3	models	model	NOUN
ejpam-6875	231	4	,	,	PUNCT
ejpam-6875	231	5	pso	pso	NOUN
ejpam-6875	231	6	-	-	PUNCT
ejpam-6875	231	7	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	231	8	)	)	PUNCT
ejpam-6875	231	9	produced	produce	VERB
ejpam-6875	231	10	forecasts	forecast	NOUN
ejpam-6875	231	11	closest	close	ADJ
ejpam-6875	231	12	to	to	ADP
ejpam-6875	231	13	the	the	DET
ejpam-6875	231	14	actual	actual	ADJ
ejpam-6875	231	15	gdp	gdp	NOUN
ejpam-6875	231	16	in	in	ADP
ejpam-6875	231	17	several	several	ADJ
ejpam-6875	231	18	quarters	quarter	NOUN
ejpam-6875	231	19	,	,	PUNCT
ejpam-6875	231	20	most	most	ADV
ejpam-6875	231	21	notably	notably	ADV
ejpam-6875	231	22	in	in	ADP
ejpam-6875	231	23	2024	2024	NUM
ejpam-6875	231	24	q2	q2	NOUN
ejpam-6875	231	25	where	where	SCONJ
ejpam-6875	231	26	its	its	PRON
ejpam-6875	231	27	prediction	prediction	NOUN
ejpam-6875	231	28	was	be	AUX
ejpam-6875	231	29	nearly	nearly	ADV
ejpam-6875	231	30	identical	identical	ADJ
ejpam-6875	231	31	to	to	ADP
ejpam-6875	231	32	the	the	DET
ejpam-6875	231	33	observed	observed	ADJ
ejpam-6875	231	34	value	value	NOUN
ejpam-6875	231	35	.	.	PUNCT
ejpam-6875	232	1	although	although	SCONJ
ejpam-6875	232	2	it	it	PRON
ejpam-6875	232	3	overestimated	overestimate	VERB
ejpam-6875	232	4	gdp	gdp	NOUN
ejpam-6875	232	5	in	in	ADP
ejpam-6875	232	6	2024	2024	NUM
ejpam-6875	232	7	q1	q1	NOUN
ejpam-6875	232	8	and	and	CCONJ
ejpam-6875	232	9	2024	2024	NUM
ejpam-6875	232	10	q3	q3	NOUN
ejpam-6875	232	11	—	—	PUNCT
ejpam-6875	232	12	periods	period	VERB
ejpam-6875	232	13	s.k	s.k	PROPN
ejpam-6875	232	14	..	..	PROPN
ejpam-6875	232	15	carillo	carillo	PROPN
ejpam-6875	232	16	,	,	PUNCT
ejpam-6875	232	17	i.j	i.j	PROPN
ejpam-6875	232	18	.	.	PROPN
ejpam-6875	232	19	serra	serra	PROPN
ejpam-6875	232	20	/	/	SYM
ejpam-6875	232	21	eur	eur	PROPN
ejpam-6875	232	22	.	.	PUNCT
ejpam-6875	233	1	j.	j.	PROPN
ejpam-6875	233	2	pure	pure	PROPN
ejpam-6875	233	3	appl	appl	PROPN
ejpam-6875	233	4	.	.	PROPN
ejpam-6875	233	5	math	math	PROPN
ejpam-6875	233	6	,	,	PUNCT
ejpam-6875	233	7	18	18	NUM
ejpam-6875	233	8	(	(	PUNCT
ejpam-6875	233	9	4	4	NUM
ejpam-6875	233	10	)	)	PUNCT
ejpam-6875	233	11	(	(	PUNCT
ejpam-6875	233	12	2025	2025	NUM
ejpam-6875	233	13	)	)	PUNCT
ejpam-6875	233	14	,	,	PUNCT
ejpam-6875	233	15	6875	6875	NUM
ejpam-6875	233	16	14	14	NUM
ejpam-6875	233	17	of	of	ADP
ejpam-6875	233	18	17	17	NUM
ejpam-6875	233	19	characterized	characterize	VERB
ejpam-6875	233	20	by	by	ADP
ejpam-6875	233	21	sharp	sharp	ADJ
ejpam-6875	233	22	declines	decline	NOUN
ejpam-6875	234	1	—	—	PUNCT
ejpam-6875	234	2	it	it	PRON
ejpam-6875	234	3	maintained	maintain	VERB
ejpam-6875	234	4	relatively	relatively	ADV
ejpam-6875	234	5	small	small	ADJ
ejpam-6875	234	6	deviations	deviation	NOUN
ejpam-6875	234	7	overall	overall	ADV
ejpam-6875	234	8	.	.	PUNCT
ejpam-6875	235	1	the	the	DET
ejpam-6875	235	2	exponential	exponential	ADJ
ejpam-6875	235	3	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	235	4	)	)	PUNCT
ejpam-6875	235	5	and	and	CCONJ
ejpam-6875	235	6	gm(1,1	gm(1,1	NOUN
ejpam-6875	235	7	)	)	PUNCT
ejpam-6875	235	8	produced	produce	VERB
ejpam-6875	235	9	similar	similar	ADJ
ejpam-6875	235	10	trajectories	trajectory	NOUN
ejpam-6875	235	11	but	but	CCONJ
ejpam-6875	235	12	consistently	consistently	ADV
ejpam-6875	235	13	underestimated	underestimate	VERB
ejpam-6875	235	14	gdp	gdp	NOUN
ejpam-6875	235	15	in	in	ADP
ejpam-6875	235	16	the	the	DET
ejpam-6875	235	17	fourth	fourth	ADJ
ejpam-6875	235	18	quarter	quarter	NOUN
ejpam-6875	235	19	.	.	PUNCT
ejpam-6875	236	1	in	in	ADP
ejpam-6875	236	2	contrast	contrast	NOUN
ejpam-6875	236	3	,	,	PUNCT
ejpam-6875	236	4	the	the	DET
ejpam-6875	236	5	traditional	traditional	ADJ
ejpam-6875	236	6	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	236	7	)	)	PUNCT
ejpam-6875	236	8	yielded	yield	VERB
ejpam-6875	236	9	the	the	DET
ejpam-6875	236	10	lowest	low	ADJ
ejpam-6875	236	11	forecast	forecast	NOUN
ejpam-6875	236	12	path	path	NOUN
ejpam-6875	236	13	and	and	CCONJ
ejpam-6875	236	14	systematically	systematically	ADV
ejpam-6875	236	15	underpredicted	underpredicte	VERB
ejpam-6875	236	16	gdp	gdp	NOUN
ejpam-6875	236	17	throughout	throughout	ADP
ejpam-6875	236	18	most	most	ADJ
ejpam-6875	236	19	of	of	ADP
ejpam-6875	236	20	the	the	DET
ejpam-6875	236	21	evaluation	evaluation	NOUN
ejpam-6875	236	22	period	period	NOUN
ejpam-6875	236	23	,	,	PUNCT
ejpam-6875	236	24	with	with	ADP
ejpam-6875	236	25	particularly	particularly	ADV
ejpam-6875	236	26	pronounced	pronounce	VERB
ejpam-6875	236	27	errors	error	NOUN
ejpam-6875	236	28	in	in	ADP
ejpam-6875	236	29	q4	q4	PROPN
ejpam-6875	236	30	.	.	PUNCT
ejpam-6875	237	1	these	these	DET
ejpam-6875	237	2	results	result	NOUN
ejpam-6875	237	3	underscore	underscore	VERB
ejpam-6875	237	4	the	the	DET
ejpam-6875	237	5	challenge	challenge	NOUN
ejpam-6875	237	6	of	of	ADP
ejpam-6875	237	7	modeling	model	VERB
ejpam-6875	237	8	abrupt	abrupt	ADJ
ejpam-6875	237	9	quarterly	quarterly	ADJ
ejpam-6875	237	10	shifts	shift	NOUN
ejpam-6875	237	11	in	in	ADP
ejpam-6875	237	12	gdp	gdp	NOUN
ejpam-6875	237	13	and	and	CCONJ
ejpam-6875	237	14	suggest	suggest	VERB
ejpam-6875	237	15	that	that	SCONJ
ejpam-6875	237	16	grey	grey	PROPN
ejpam-6875	237	17	forecasting	forecasting	NOUN
ejpam-6875	237	18	frameworks	framework	NOUN
ejpam-6875	237	19	require	require	VERB
ejpam-6875	237	20	additional	additional	ADJ
ejpam-6875	237	21	mechanisms	mechanism	NOUN
ejpam-6875	237	22	to	to	PART
ejpam-6875	237	23	capture	capture	VERB
ejpam-6875	237	24	short	short	ADJ
ejpam-6875	237	25	-	-	PUNCT
ejpam-6875	237	26	term	term	NOUN
ejpam-6875	237	27	volatility	volatility	NOUN
ejpam-6875	237	28	.	.	PUNCT
ejpam-6875	238	1	table	table	NOUN
ejpam-6875	238	2	6	6	NUM
ejpam-6875	238	3	:	:	PUNCT
ejpam-6875	238	4	out	out	ADP
ejpam-6875	238	5	-	-	PUNCT
ejpam-6875	238	6	of	of	ADP
ejpam-6875	238	7	-	-	PUNCT
ejpam-6875	238	8	sample	sample	NOUN
ejpam-6875	238	9	forecast	forecast	NOUN
ejpam-6875	238	10	accuracy	accuracy	NOUN
ejpam-6875	238	11	metrics	metric	NOUN
ejpam-6875	238	12	.	.	PUNCT
ejpam-6875	239	1	pso	pso	NOUN
ejpam-6875	239	2	-	-	PUNCT
ejpam-6875	239	3	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	239	4	)	)	PUNCT
ejpam-6875	239	5	exp	exp	NOUN
ejpam-6875	239	6	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	239	7	)	)	PUNCT
ejpam-6875	239	8	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	239	9	)	)	PUNCT
ejpam-6875	239	10	gm(1,1	gm(1,1	NOUN
ejpam-6875	239	11	)	)	PUNCT
ejpam-6875	239	12	rmse	rmse	NOUN
ejpam-6875	239	13	362,077.8	362,077.8	NUM
ejpam-6875	239	14	412,050.9	412,050.9	NUM
ejpam-6875	239	15	429,109.5	429,109.5	NUM
ejpam-6875	239	16	407,781.9	407,781.9	NUM
ejpam-6875	239	17	mape	mape	NOUN
ejpam-6875	239	18	(	(	PUNCT
ejpam-6875	239	19	%	%	NOUN
ejpam-6875	239	20	)	)	PUNCT
ejpam-6875	239	21	5.45	5.45	NUM
ejpam-6875	239	22	5.76	5.76	NUM
ejpam-6875	239	23	5.87	5.87	NUM
ejpam-6875	239	24	5.77	5.77	NUM
ejpam-6875	239	25	note	note	NOUN
ejpam-6875	239	26	:	:	PUNCT
ejpam-6875	239	27	rmse	rmse	ADJ
ejpam-6875	239	28	values	value	NOUN
ejpam-6875	239	29	are	be	AUX
ejpam-6875	239	30	expressed	express	VERB
ejpam-6875	239	31	in	in	ADP
ejpam-6875	239	32	millions	million	NOUN
ejpam-6875	239	33	of	of	ADP
ejpam-6875	239	34	philippine	philippine	ADJ
ejpam-6875	239	35	pesos	pesos	NOUN
ejpam-6875	239	36	(	(	PUNCT
ejpam-6875	239	37	php	php	NOUN
ejpam-6875	239	38	)	)	PUNCT
ejpam-6875	239	39	.	.	PUNCT
ejpam-6875	240	1	the	the	DET
ejpam-6875	240	2	out	out	ADV
ejpam-6875	240	3	-	-	PUNCT
ejpam-6875	240	4	of	of	ADP
ejpam-6875	240	5	-	-	PUNCT
ejpam-6875	240	6	sample	sample	NOUN
ejpam-6875	240	7	period	period	NOUN
ejpam-6875	240	8	from	from	ADP
ejpam-6875	240	9	2023	2023	NUM
ejpam-6875	240	10	q4	q4	PROPN
ejpam-6875	240	11	to	to	ADP
ejpam-6875	240	12	2024	2024	NUM
ejpam-6875	240	13	q4	q4	PROPN
ejpam-6875	240	14	was	be	AUX
ejpam-6875	240	15	used	use	VERB
ejpam-6875	240	16	to	to	PART
ejpam-6875	240	17	evaluate	evaluate	VERB
ejpam-6875	240	18	predictive	predictive	ADJ
ejpam-6875	240	19	performance	performance	NOUN
ejpam-6875	240	20	.	.	PUNCT
ejpam-6875	241	1	table	table	NOUN
ejpam-6875	241	2	6	6	NUM
ejpam-6875	241	3	reports	report	VERB
ejpam-6875	241	4	the	the	DET
ejpam-6875	241	5	root	root	NOUN
ejpam-6875	241	6	mean	mean	VERB
ejpam-6875	241	7	square	square	ADJ
ejpam-6875	241	8	error	error	NOUN
ejpam-6875	241	9	(	(	PUNCT
ejpam-6875	241	10	rmse	rmse	NOUN
ejpam-6875	241	11	)	)	PUNCT
ejpam-6875	241	12	,	,	PUNCT
ejpam-6875	241	13	which	which	PRON
ejpam-6875	241	14	measures	measure	VERB
ejpam-6875	241	15	the	the	DET
ejpam-6875	241	16	average	average	ADJ
ejpam-6875	241	17	magnitude	magnitude	NOUN
ejpam-6875	241	18	of	of	ADP
ejpam-6875	241	19	forecast	forecast	NOUN
ejpam-6875	241	20	errors	error	NOUN
ejpam-6875	241	21	in	in	ADP
ejpam-6875	241	22	the	the	DET
ejpam-6875	241	23	original	original	ADJ
ejpam-6875	241	24	units	unit	NOUN
ejpam-6875	241	25	.	.	PUNCT
ejpam-6875	242	1	pso	pso	NOUN
ejpam-6875	242	2	-	-	PUNCT
ejpam-6875	242	3	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	242	4	)	)	PUNCT
ejpam-6875	242	5	achieved	achieve	VERB
ejpam-6875	242	6	the	the	DET
ejpam-6875	242	7	lowest	low	ADJ
ejpam-6875	242	8	rmse	rmse	NOUN
ejpam-6875	242	9	(	(	PUNCT
ejpam-6875	242	10	362,077.8	362,077.8	NUM
ejpam-6875	242	11	)	)	PUNCT
ejpam-6875	242	12	,	,	PUNCT
ejpam-6875	242	13	indicating	indicate	VERB
ejpam-6875	242	14	smaller	small	ADJ
ejpam-6875	242	15	absolute	absolute	ADJ
ejpam-6875	242	16	errors	error	NOUN
ejpam-6875	242	17	compared	compare	VERB
ejpam-6875	242	18	to	to	ADP
ejpam-6875	242	19	other	other	ADJ
ejpam-6875	242	20	models	model	NOUN
ejpam-6875	242	21	.	.	PUNCT
ejpam-6875	243	1	the	the	DET
ejpam-6875	243	2	exponential	exponential	ADJ
ejpam-6875	243	3	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	243	4	)	)	PUNCT
ejpam-6875	243	5	recorded	record	VERB
ejpam-6875	243	6	an	an	DET
ejpam-6875	243	7	rmse	rmse	NOUN
ejpam-6875	243	8	of	of	ADP
ejpam-6875	243	9	412,050.9	412,050.9	NOUN
ejpam-6875	243	10	,	,	PUNCT
ejpam-6875	243	11	followed	follow	VERB
ejpam-6875	243	12	by	by	ADP
ejpam-6875	243	13	gm(1,1	gm(1,1	PROPN
ejpam-6875	243	14	)	)	PUNCT
ejpam-6875	243	15	at	at	ADP
ejpam-6875	243	16	407,781.9	407,781.9	ADV
ejpam-6875	243	17	and	and	CCONJ
ejpam-6875	243	18	the	the	DET
ejpam-6875	243	19	traditional	traditional	ADJ
ejpam-6875	243	20	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	243	21	)	)	PUNCT
ejpam-6875	243	22	at	at	ADP
ejpam-6875	243	23	429,109.5	429,109.5	NUM
ejpam-6875	243	24	.	.	PUNCT
ejpam-6875	244	1	although	although	SCONJ
ejpam-6875	244	2	the	the	DET
ejpam-6875	244	3	differences	difference	NOUN
ejpam-6875	244	4	are	be	AUX
ejpam-6875	244	5	modest	modest	ADJ
ejpam-6875	244	6	,	,	PUNCT
ejpam-6875	244	7	pso	pso	NOUN
ejpam-6875	244	8	-	-	PUNCT
ejpam-6875	244	9	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	244	10	)	)	PUNCT
ejpam-6875	244	11	maintained	maintain	VERB
ejpam-6875	244	12	a	a	DET
ejpam-6875	244	13	consistent	consistent	ADJ
ejpam-6875	244	14	advantage	advantage	NOUN
ejpam-6875	244	15	in	in	ADP
ejpam-6875	244	16	absolute	absolute	ADJ
ejpam-6875	244	17	error	error	NOUN
ejpam-6875	244	18	terms	term	NOUN
ejpam-6875	244	19	.	.	PUNCT
ejpam-6875	245	1	in	in	ADP
ejpam-6875	245	2	terms	term	NOUN
ejpam-6875	245	3	of	of	ADP
ejpam-6875	245	4	out	out	ADV
ejpam-6875	245	5	-	-	PUNCT
ejpam-6875	245	6	of	of	ADP
ejpam-6875	245	7	-	-	PUNCT
ejpam-6875	245	8	sample	sample	NOUN
ejpam-6875	245	9	mape	mape	NOUN
ejpam-6875	245	10	,	,	PUNCT
ejpam-6875	245	11	pso	pso	NOUN
ejpam-6875	245	12	-	-	PUNCT
ejpam-6875	245	13	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	245	14	)	)	PUNCT
ejpam-6875	245	15	again	again	ADV
ejpam-6875	245	16	performed	perform	VERB
ejpam-6875	245	17	best	well	ADV
ejpam-6875	245	18	at	at	ADP
ejpam-6875	245	19	5.45	5.45	NUM
ejpam-6875	245	20	%	%	NOUN
ejpam-6875	245	21	.	.	PUNCT
ejpam-6875	246	1	while	while	SCONJ
ejpam-6875	246	2	the	the	DET
ejpam-6875	246	3	exponential	exponential	ADJ
ejpam-6875	246	4	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	246	5	)	)	PUNCT
ejpam-6875	246	6	achieved	achieve	VERB
ejpam-6875	246	7	the	the	DET
ejpam-6875	246	8	lowest	low	ADJ
ejpam-6875	246	9	in	in	ADP
ejpam-6875	246	10	-	-	PUNCT
ejpam-6875	246	11	sample	sample	NOUN
ejpam-6875	246	12	mape	mape	NOUN
ejpam-6875	246	13	,	,	PUNCT
ejpam-6875	246	14	its	its	PRON
ejpam-6875	246	15	accuracy	accuracy	NOUN
ejpam-6875	246	16	declined	decline	VERB
ejpam-6875	246	17	slightly	slightly	ADV
ejpam-6875	246	18	out	out	ADP
ejpam-6875	246	19	-	-	PUNCT
ejpam-6875	246	20	of	of	ADP
ejpam-6875	246	21	-	-	PUNCT
ejpam-6875	246	22	sample	sample	NOUN
ejpam-6875	246	23	to	to	ADP
ejpam-6875	246	24	5.76	5.76	NUM
ejpam-6875	246	25	%	%	NOUN
ejpam-6875	246	26	.	.	PUNCT
ejpam-6875	247	1	similarly	similarly	ADV
ejpam-6875	247	2	,	,	PUNCT
ejpam-6875	247	3	the	the	DET
ejpam-6875	247	4	forecasting	forecasting	NOUN
ejpam-6875	247	5	accuracy	accuracy	NOUN
ejpam-6875	247	6	of	of	ADP
ejpam-6875	247	7	both	both	DET
ejpam-6875	247	8	benchmark	benchmark	NOUN
ejpam-6875	247	9	models	model	NOUN
ejpam-6875	247	10	deteriorated	deteriorate	VERB
ejpam-6875	247	11	in	in	ADP
ejpam-6875	247	12	the	the	DET
ejpam-6875	247	13	out	out	ADJ
ejpam-6875	247	14	-	-	PUNCT
ejpam-6875	247	15	of	of	ADP
ejpam-6875	247	16	-	-	PUNCT
ejpam-6875	247	17	sample	sample	NOUN
ejpam-6875	247	18	period	period	NOUN
ejpam-6875	247	19	.	.	PUNCT
ejpam-6875	248	1	overall	overall	ADV
ejpam-6875	248	2	,	,	PUNCT
ejpam-6875	248	3	both	both	CCONJ
ejpam-6875	248	4	rmse	rmse	ADJ
ejpam-6875	248	5	and	and	CCONJ
ejpam-6875	248	6	mape	mape	NOUN
ejpam-6875	248	7	results	result	NOUN
ejpam-6875	248	8	indicate	indicate	VERB
ejpam-6875	248	9	that	that	SCONJ
ejpam-6875	248	10	pso	pso	NOUN
ejpam-6875	248	11	-	-	PUNCT
ejpam-6875	248	12	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	248	13	)	)	PUNCT
ejpam-6875	248	14	produced	produce	VERB
ejpam-6875	248	15	comparatively	comparatively	ADV
ejpam-6875	248	16	lower	low	ADJ
ejpam-6875	248	17	errors	error	NOUN
ejpam-6875	248	18	in	in	ADP
ejpam-6875	248	19	both	both	DET
ejpam-6875	248	20	magnitude	magnitude	NOUN
ejpam-6875	248	21	and	and	CCONJ
ejpam-6875	248	22	percentage	percentage	NOUN
ejpam-6875	248	23	terms	term	NOUN
ejpam-6875	248	24	.	.	PUNCT
ejpam-6875	249	1	these	these	DET
ejpam-6875	249	2	findings	finding	NOUN
ejpam-6875	249	3	align	align	VERB
ejpam-6875	249	4	with	with	ADP
ejpam-6875	249	5	the	the	DET
ejpam-6875	249	6	simulation	simulation	NOUN
ejpam-6875	249	7	study	study	NOUN
ejpam-6875	249	8	,	,	PUNCT
ejpam-6875	249	9	reinforcing	reinforce	VERB
ejpam-6875	249	10	that	that	SCONJ
ejpam-6875	249	11	pso	pso	NOUN
ejpam-6875	249	12	-	-	PUNCT
ejpam-6875	249	13	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	249	14	)	)	PUNCT
ejpam-6875	249	15	provides	provide	VERB
ejpam-6875	249	16	a	a	DET
ejpam-6875	249	17	consistent	consistent	ADJ
ejpam-6875	249	18	,	,	PUNCT
ejpam-6875	249	19	though	though	SCONJ
ejpam-6875	249	20	modest	modest	ADJ
ejpam-6875	249	21	,	,	PUNCT
ejpam-6875	249	22	advantage	advantage	NOUN
ejpam-6875	249	23	in	in	ADP
ejpam-6875	249	24	forecasting	forecast	VERB
ejpam-6875	249	25	unseen	unseen	ADJ
ejpam-6875	249	26	data	datum	NOUN
ejpam-6875	249	27	for	for	ADP
ejpam-6875	249	28	short	short	ADJ
ejpam-6875	249	29	-	-	PUNCT
ejpam-6875	249	30	term	term	NOUN
ejpam-6875	249	31	gdp	gdp	NOUN
ejpam-6875	249	32	nowcasting	nowcaste	VERB
ejpam-6875	249	33	with	with	ADP
ejpam-6875	249	34	limited	limited	ADJ
ejpam-6875	249	35	observations	observation	NOUN
ejpam-6875	249	36	.	.	PUNCT
ejpam-6875	250	1	3.3	3.3	NUM
ejpam-6875	250	2	.	.	PUNCT
ejpam-6875	251	1	seasonal	seasonal	ADJ
ejpam-6875	251	2	adjustment	adjustment	NOUN
ejpam-6875	251	3	the	the	DET
ejpam-6875	251	4	recurring	recur	VERB
ejpam-6875	251	5	fourth	fourth	ADJ
ejpam-6875	251	6	-	-	PUNCT
ejpam-6875	251	7	quarter	quarter	NOUN
ejpam-6875	251	8	prediction	prediction	NOUN
ejpam-6875	251	9	errors	error	NOUN
ejpam-6875	251	10	observed	observe	VERB
ejpam-6875	251	11	in	in	ADP
ejpam-6875	251	12	the	the	DET
ejpam-6875	251	13	initial	initial	ADJ
ejpam-6875	251	14	forecasts	forecast	NOUN
ejpam-6875	251	15	indicate	indicate	VERB
ejpam-6875	251	16	a	a	DET
ejpam-6875	251	17	fundamental	fundamental	ADJ
ejpam-6875	251	18	limitation	limitation	NOUN
ejpam-6875	251	19	of	of	ADP
ejpam-6875	251	20	the	the	DET
ejpam-6875	251	21	standard	standard	ADJ
ejpam-6875	251	22	grey	grey	NOUN
ejpam-6875	251	23	models	model	NOUN
ejpam-6875	251	24	used	use	VERB
ejpam-6875	251	25	in	in	ADP
ejpam-6875	251	26	this	this	DET
ejpam-6875	251	27	study	study	NOUN
ejpam-6875	251	28	,	,	PUNCT
ejpam-6875	251	29	pointing	point	VERB
ejpam-6875	251	30	to	to	ADP
ejpam-6875	251	31	unmodeled	unmodeled	ADJ
ejpam-6875	251	32	seasonal	seasonal	ADJ
ejpam-6875	251	33	patterns	pattern	NOUN
ejpam-6875	251	34	.	.	PUNCT
ejpam-6875	252	1	to	to	PART
ejpam-6875	252	2	investigate	investigate	VERB
ejpam-6875	252	3	this	this	PRON
ejpam-6875	252	4	,	,	PUNCT
ejpam-6875	252	5	a	a	DET
ejpam-6875	252	6	seasonal	seasonal	ADJ
ejpam-6875	252	7	decomposition	decomposition	NOUN
ejpam-6875	252	8	of	of	ADP
ejpam-6875	252	9	the	the	DET
ejpam-6875	252	10	quarterly	quarterly	ADJ
ejpam-6875	252	11	gdp	gdp	NOUN
ejpam-6875	252	12	series	series	NOUN
ejpam-6875	252	13	was	be	AUX
ejpam-6875	252	14	performed	perform	VERB
ejpam-6875	252	15	to	to	PART
ejpam-6875	252	16	assess	assess	VERB
ejpam-6875	252	17	whether	whether	SCONJ
ejpam-6875	252	18	removing	remove	VERB
ejpam-6875	252	19	these	these	DET
ejpam-6875	252	20	fluctuations	fluctuation	NOUN
ejpam-6875	252	21	could	could	AUX
ejpam-6875	252	22	enhance	enhance	VERB
ejpam-6875	252	23	forecasting	forecasting	NOUN
ejpam-6875	252	24	consistency	consistency	NOUN
ejpam-6875	252	25	.	.	PUNCT
ejpam-6875	253	1	this	this	DET
ejpam-6875	253	2	post	post	ADJ
ejpam-6875	253	3	-	-	ADJ
ejpam-6875	253	4	modeling	modeling	ADJ
ejpam-6875	253	5	analysis	analysis	NOUN
ejpam-6875	253	6	was	be	AUX
ejpam-6875	253	7	particularly	particularly	ADV
ejpam-6875	253	8	relevant	relevant	ADJ
ejpam-6875	253	9	given	give	VERB
ejpam-6875	253	10	the	the	DET
ejpam-6875	253	11	systematic	systematic	ADJ
ejpam-6875	253	12	q4	q4	PROPN
ejpam-6875	253	13	errors	error	NOUN
ejpam-6875	253	14	,	,	PUNCT
ejpam-6875	253	15	which	which	PRON
ejpam-6875	253	16	suggested	suggest	VERB
ejpam-6875	253	17	that	that	SCONJ
ejpam-6875	253	18	seasonality	seasonality	NOUN
ejpam-6875	253	19	contributed	contribute	VERB
ejpam-6875	253	20	significantly	significantly	ADV
ejpam-6875	253	21	to	to	PART
ejpam-6875	253	22	forecast	forecast	VERB
ejpam-6875	253	23	instability	instability	NOUN
ejpam-6875	253	24	.	.	PUNCT
ejpam-6875	254	1	s.k	s.k	PROPN
ejpam-6875	254	2	..	..	PROPN
ejpam-6875	254	3	carillo	carillo	PROPN
ejpam-6875	254	4	,	,	PUNCT
ejpam-6875	254	5	i.j	i.j	PROPN
ejpam-6875	254	6	.	.	PROPN
ejpam-6875	254	7	serra	serra	PROPN
ejpam-6875	254	8	/	/	SYM
ejpam-6875	254	9	eur	eur	PROPN
ejpam-6875	254	10	.	.	PUNCT
ejpam-6875	255	1	j.	j.	PROPN
ejpam-6875	255	2	pure	pure	PROPN
ejpam-6875	255	3	appl	appl	PROPN
ejpam-6875	255	4	.	.	PROPN
ejpam-6875	255	5	math	math	PROPN
ejpam-6875	255	6	,	,	PUNCT
ejpam-6875	255	7	18	18	NUM
ejpam-6875	255	8	(	(	PUNCT
ejpam-6875	255	9	4	4	NUM
ejpam-6875	255	10	)	)	PUNCT
ejpam-6875	255	11	(	(	PUNCT
ejpam-6875	255	12	2025	2025	NUM
ejpam-6875	255	13	)	)	PUNCT
ejpam-6875	255	14	,	,	PUNCT
ejpam-6875	255	15	6875	6875	NUM
ejpam-6875	255	16	15	15	NUM
ejpam-6875	255	17	of	of	ADP
ejpam-6875	255	18	17	17	NUM
ejpam-6875	255	19	figure	figure	NOUN
ejpam-6875	255	20	4	4	NUM
ejpam-6875	255	21	:	:	PUNCT
ejpam-6875	255	22	seasonal	seasonal	ADJ
ejpam-6875	255	23	-	-	PUNCT
ejpam-6875	255	24	trend	trend	NOUN
ejpam-6875	255	25	decomposition	decomposition	NOUN
ejpam-6875	255	26	of	of	ADP
ejpam-6875	255	27	philippine	philippine	PROPN
ejpam-6875	255	28	gdp	gdp	PROPN
ejpam-6875	255	29	.	.	PUNCT
ejpam-6875	256	1	the	the	DET
ejpam-6875	256	2	decomposition	decomposition	NOUN
ejpam-6875	256	3	analysis	analysis	NOUN
ejpam-6875	256	4	in	in	ADP
ejpam-6875	256	5	figure	figure	NOUN
ejpam-6875	256	6	4	4	NUM
ejpam-6875	256	7	reveals	reveal	VERB
ejpam-6875	256	8	a	a	DET
ejpam-6875	256	9	strong	strong	ADJ
ejpam-6875	256	10	and	and	CCONJ
ejpam-6875	256	11	consistent	consistent	ADJ
ejpam-6875	256	12	seasonal	seasonal	ADJ
ejpam-6875	256	13	pattern	pattern	NOUN
ejpam-6875	256	14	,	,	PUNCT
ejpam-6875	256	15	characterized	characterize	VERB
ejpam-6875	256	16	by	by	ADP
ejpam-6875	256	17	a	a	DET
ejpam-6875	256	18	first	first	ADJ
ejpam-6875	256	19	-	-	PUNCT
ejpam-6875	256	20	quarter	quarter	NOUN
ejpam-6875	256	21	decline	decline	NOUN
ejpam-6875	256	22	followed	follow	VERB
ejpam-6875	256	23	by	by	ADP
ejpam-6875	256	24	a	a	DET
ejpam-6875	256	25	sharp	sharp	ADJ
ejpam-6875	256	26	fourth	fourth	ADJ
ejpam-6875	256	27	-	-	PUNCT
ejpam-6875	256	28	quarter	quarter	NOUN
ejpam-6875	256	29	surge	surge	NOUN
ejpam-6875	256	30	.	.	PUNCT
ejpam-6875	257	1	this	this	PRON
ejpam-6875	257	2	confirms	confirm	VERB
ejpam-6875	257	3	the	the	DET
ejpam-6875	257	4	presence	presence	NOUN
ejpam-6875	257	5	of	of	ADP
ejpam-6875	257	6	a	a	DET
ejpam-6875	257	7	systematic	systematic	ADJ
ejpam-6875	257	8	seasonal	seasonal	ADJ
ejpam-6875	257	9	structure	structure	NOUN
ejpam-6875	257	10	that	that	PRON
ejpam-6875	257	11	was	be	AUX
ejpam-6875	257	12	not	not	PART
ejpam-6875	257	13	adequately	adequately	ADV
ejpam-6875	257	14	captured	capture	VERB
ejpam-6875	257	15	by	by	ADP
ejpam-6875	257	16	the	the	DET
ejpam-6875	257	17	initial	initial	ADJ
ejpam-6875	257	18	grey	grey	ADJ
ejpam-6875	257	19	model	model	NOUN
ejpam-6875	257	20	specifications	specification	NOUN
ejpam-6875	257	21	.	.	PUNCT
ejpam-6875	258	1	to	to	PART
ejpam-6875	258	2	address	address	VERB
ejpam-6875	258	3	this	this	DET
ejpam-6875	258	4	limitation	limitation	NOUN
ejpam-6875	258	5	,	,	PUNCT
ejpam-6875	258	6	the	the	DET
ejpam-6875	258	7	gdp	gdp	NOUN
ejpam-6875	258	8	series	series	NOUN
ejpam-6875	258	9	was	be	AUX
ejpam-6875	258	10	seasonally	seasonally	ADV
ejpam-6875	258	11	adjusted	adjust	VERB
ejpam-6875	258	12	by	by	ADP
ejpam-6875	258	13	removing	remove	VERB
ejpam-6875	258	14	the	the	DET
ejpam-6875	258	15	identified	identify	VERB
ejpam-6875	258	16	seasonal	seasonal	ADJ
ejpam-6875	258	17	component	component	NOUN
ejpam-6875	258	18	,	,	PUNCT
ejpam-6875	258	19	and	and	CCONJ
ejpam-6875	258	20	the	the	DET
ejpam-6875	258	21	grey	grey	NOUN
ejpam-6875	258	22	models	model	NOUN
ejpam-6875	258	23	were	be	AUX
ejpam-6875	258	24	reapplied	reapplie	VERB
ejpam-6875	258	25	to	to	ADP
ejpam-6875	258	26	this	this	DET
ejpam-6875	258	27	adjusted	adjust	VERB
ejpam-6875	258	28	series	series	NOUN
ejpam-6875	258	29	.	.	PUNCT
ejpam-6875	259	1	forecasting	forecasting	NOUN
ejpam-6875	259	2	accuracy	accuracy	NOUN
ejpam-6875	259	3	was	be	AUX
ejpam-6875	259	4	then	then	ADV
ejpam-6875	259	5	reassessed	reassess	VERB
ejpam-6875	259	6	and	and	CCONJ
ejpam-6875	259	7	compared	compare	VERB
ejpam-6875	259	8	with	with	ADP
ejpam-6875	259	9	the	the	DET
ejpam-6875	259	10	results	result	NOUN
ejpam-6875	259	11	from	from	ADP
ejpam-6875	259	12	the	the	DET
ejpam-6875	259	13	original	original	ADJ
ejpam-6875	259	14	data	datum	NOUN
ejpam-6875	259	15	.	.	PUNCT
ejpam-6875	260	1	table	table	NOUN
ejpam-6875	260	2	7	7	NUM
ejpam-6875	260	3	:	:	PUNCT
ejpam-6875	260	4	out	out	ADP
ejpam-6875	260	5	-	-	PUNCT
ejpam-6875	260	6	of	of	ADP
ejpam-6875	260	7	-	-	PUNCT
ejpam-6875	260	8	sample	sample	NOUN
ejpam-6875	260	9	forecast	forecast	NOUN
ejpam-6875	260	10	performance	performance	NOUN
ejpam-6875	260	11	on	on	ADP
ejpam-6875	260	12	seasonally	seasonally	ADV
ejpam-6875	260	13	adjusted	adjust	VERB
ejpam-6875	260	14	gdp	gdp	PROPN
ejpam-6875	260	15	.	.	PUNCT
ejpam-6875	260	16	pso	pso	NOUN
ejpam-6875	260	17	-	-	PUNCT
ejpam-6875	260	18	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	260	19	)	)	PUNCT
ejpam-6875	260	20	exp	exp	NOUN
ejpam-6875	260	21	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	260	22	)	)	PUNCT
ejpam-6875	260	23	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	260	24	)	)	PUNCT
ejpam-6875	260	25	gm(1,1	gm(1,1	NOUN
ejpam-6875	260	26	)	)	PUNCT
ejpam-6875	260	27	time	time	NOUN
ejpam-6875	260	28	actual	actual	ADJ
ejpam-6875	260	29	pred	pred	ADJ
ejpam-6875	260	30	pe(%	pe(%	NOUN
ejpam-6875	260	31	)	)	PUNCT
ejpam-6875	260	32	pred	pre	VERB
ejpam-6875	260	33	pe(%	pe(%	NOUN
ejpam-6875	260	34	)	)	PUNCT
ejpam-6875	260	35	pred	pre	VERB
ejpam-6875	260	36	pe(%	pe(%	NOUN
ejpam-6875	260	37	)	)	PUNCT
ejpam-6875	260	38	pred	pre	VERB
ejpam-6875	260	39	pe(%	pe(%	NOUN
ejpam-6875	260	40	)	)	PUNCT
ejpam-6875	260	41	2023	2023	NUM
ejpam-6875	260	42	q4	q4	PROPN
ejpam-6875	260	43	5,884,528	5,884,528	NUM
ejpam-6875	260	44	5,868,679	5,868,679	NUM
ejpam-6875	260	45	0.27	0.27	NUM
ejpam-6875	260	46	5,890,093	5,890,093	NUM
ejpam-6875	260	47	0.09	0.09	NUM
ejpam-6875	260	48	5,856,314	5,856,314	NUM
ejpam-6875	260	49	0.48	0.48	NUM
ejpam-6875	260	50	5,851,976	5,851,976	NUM
ejpam-6875	260	51	0.55	0.55	NUM
ejpam-6875	260	52	2024	2024	NUM
ejpam-6875	260	53	q1	q1	PROPN
ejpam-6875	260	54	5,195,588	5,195,588	NUM
ejpam-6875	260	55	5,210,630	5,210,630	NUM
ejpam-6875	260	56	0.29	0.29	NUM
ejpam-6875	260	57	5,240,289	5,240,289	NUM
ejpam-6875	260	58	0.86	0.86	NUM
ejpam-6875	260	59	5,206,173	5,206,173	NUM
ejpam-6875	260	60	0.20	0.20	NUM
ejpam-6875	260	61	5,206,605	5,206,605	NUM
ejpam-6875	260	62	0.21	0.21	NUM
ejpam-6875	260	63	2024	2024	NUM
ejpam-6875	260	64	q2	q2	NOUN
ejpam-6875	260	65	5,539,083	5,539,083	NUM
ejpam-6875	261	1	5,539,075	5,539,075	NUM
ejpam-6875	261	2	0.0001	0.0001	NUM
ejpam-6875	261	3	5,577,771	5,577,771	NUM
ejpam-6875	261	4	0.70	0.70	NUM
ejpam-6875	261	5	5,543,085	5,543,085	NUM
ejpam-6875	261	6	0.07	0.07	NUM
ejpam-6875	261	7	5,548,962	5,548,962	NUM
ejpam-6875	261	8	0.18	0.18	NUM
ejpam-6875	261	9	2024	2024	NUM
ejpam-6875	261	10	q3	q3	NOUN
ejpam-6875	261	11	5,316,054	5,316,054	NUM
ejpam-6875	261	12	5,338,762	5,338,762	NUM
ejpam-6875	261	13	0.43	0.43	NUM
ejpam-6875	261	14	5,387,230	5,387,230	NUM
ejpam-6875	261	15	1.34	1.34	NUM
ejpam-6875	261	16	5,351,767	5,351,767	NUM
ejpam-6875	261	17	0.67	0.67	NUM
ejpam-6875	261	18	5,363,714	5,363,714	NUM
ejpam-6875	261	19	0.90	0.90	NUM
ejpam-6875	261	20	2024	2024	NUM
ejpam-6875	261	21	q4	q4	PROPN
ejpam-6875	261	22	6,193,631	6,193,631	NUM
ejpam-6875	261	23	6,136,223	6,136,223	NUM
ejpam-6875	261	24	0.94	0.94	NUM
ejpam-6875	261	25	6,195,159	6,195,159	NUM
ejpam-6875	261	26	0.02	0.02	NUM
ejpam-6875	261	27	6,158,733	6,158,733	NUM
ejpam-6875	261	28	0.56	0.56	NUM
ejpam-6875	261	29	6,177,333	6,177,333	NUM
ejpam-6875	261	30	0.26	0.26	NUM
ejpam-6875	261	31	mape	mape	NOUN
ejpam-6875	261	32	(	(	PUNCT
ejpam-6875	261	33	%	%	NOUN
ejpam-6875	261	34	)	)	PUNCT
ejpam-6875	261	35	0.38	0.38	NUM
ejpam-6875	261	36	0.60	0.60	NUM
ejpam-6875	261	37	0.40	0.40	NUM
ejpam-6875	261	38	0.42	0.42	NUM
ejpam-6875	261	39	the	the	DET
ejpam-6875	261	40	results	result	NOUN
ejpam-6875	261	41	in	in	ADP
ejpam-6875	261	42	table	table	NOUN
ejpam-6875	261	43	7	7	NUM
ejpam-6875	261	44	demonstrate	demonstrate	VERB
ejpam-6875	261	45	a	a	DET
ejpam-6875	261	46	dramatic	dramatic	ADJ
ejpam-6875	261	47	improvement	improvement	NOUN
ejpam-6875	261	48	in	in	ADP
ejpam-6875	261	49	forecasting	forecasting	NOUN
ejpam-6875	261	50	accuracy	accuracy	NOUN
ejpam-6875	261	51	after	after	ADP
ejpam-6875	261	52	seasonal	seasonal	ADJ
ejpam-6875	261	53	adjustment	adjustment	NOUN
ejpam-6875	261	54	.	.	PUNCT
ejpam-6875	262	1	all	all	DET
ejpam-6875	262	2	models	model	NOUN
ejpam-6875	262	3	achieved	achieve	VERB
ejpam-6875	262	4	exceptional	exceptional	ADJ
ejpam-6875	262	5	performance	performance	NOUN
ejpam-6875	262	6	,	,	PUNCT
ejpam-6875	262	7	with	with	ADP
ejpam-6875	262	8	mape	mape	NOUN
ejpam-6875	262	9	values	value	NOUN
ejpam-6875	262	10	consistently	consistently	ADV
ejpam-6875	262	11	below	below	ADP
ejpam-6875	262	12	1	1	NUM
ejpam-6875	262	13	%	%	NOUN
ejpam-6875	262	14	.	.	PUNCT
ejpam-6875	263	1	pso	pso	NOUN
ejpam-6875	263	2	-	-	PUNCT
ejpam-6875	263	3	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	263	4	)	)	PUNCT
ejpam-6875	263	5	achieved	achieve	VERB
ejpam-6875	263	6	the	the	DET
ejpam-6875	263	7	lowest	low	ADJ
ejpam-6875	263	8	overall	overall	ADJ
ejpam-6875	263	9	mape	mape	NOUN
ejpam-6875	263	10	(	(	PUNCT
ejpam-6875	263	11	0.38	0.38	NUM
ejpam-6875	263	12	%	%	NOUN
ejpam-6875	263	13	)	)	PUNCT
ejpam-6875	263	14	,	,	PUNCT
ejpam-6875	263	15	followed	follow	VERB
ejpam-6875	263	16	closely	closely	ADV
ejpam-6875	263	17	by	by	ADP
ejpam-6875	263	18	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	263	19	)	)	PUNCT
ejpam-6875	263	20	(	(	PUNCT
ejpam-6875	263	21	0.40	0.40	NUM
ejpam-6875	263	22	%	%	NOUN
ejpam-6875	263	23	)	)	PUNCT
ejpam-6875	263	24	and	and	CCONJ
ejpam-6875	263	25	gm(1,1	gm(1,1	NOUN
ejpam-6875	263	26	)	)	PUNCT
ejpam-6875	263	27	(	(	PUNCT
ejpam-6875	263	28	0.42	0.42	NUM
ejpam-6875	263	29	%	%	NOUN
ejpam-6875	263	30	)	)	PUNCT
ejpam-6875	263	31	.	.	PUNCT
ejpam-6875	264	1	in	in	ADP
ejpam-6875	264	2	contrast	contrast	NOUN
ejpam-6875	264	3	,	,	PUNCT
ejpam-6875	264	4	s.k	s.k	PROPN
ejpam-6875	264	5	..	..	PROPN
ejpam-6875	264	6	carillo	carillo	PROPN
ejpam-6875	264	7	,	,	PUNCT
ejpam-6875	264	8	i.j	i.j	PROPN
ejpam-6875	264	9	.	.	PROPN
ejpam-6875	264	10	serra	serra	PROPN
ejpam-6875	264	11	/	/	SYM
ejpam-6875	264	12	eur	eur	PROPN
ejpam-6875	264	13	.	.	PUNCT
ejpam-6875	265	1	j.	j.	PROPN
ejpam-6875	265	2	pure	pure	PROPN
ejpam-6875	265	3	appl	appl	PROPN
ejpam-6875	265	4	.	.	PROPN
ejpam-6875	265	5	math	math	PROPN
ejpam-6875	265	6	,	,	PUNCT
ejpam-6875	265	7	18	18	NUM
ejpam-6875	265	8	(	(	PUNCT
ejpam-6875	265	9	4	4	NUM
ejpam-6875	265	10	)	)	PUNCT
ejpam-6875	265	11	(	(	PUNCT
ejpam-6875	265	12	2025	2025	NUM
ejpam-6875	265	13	)	)	PUNCT
ejpam-6875	265	14	,	,	PUNCT
ejpam-6875	265	15	6875	6875	NUM
ejpam-6875	265	16	16	16	NUM
ejpam-6875	265	17	of	of	ADP
ejpam-6875	265	18	17	17	NUM
ejpam-6875	265	19	the	the	DET
ejpam-6875	265	20	exponential	exponential	ADJ
ejpam-6875	265	21	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	265	22	)	)	PUNCT
ejpam-6875	265	23	produced	produce	VERB
ejpam-6875	265	24	the	the	DET
ejpam-6875	265	25	highest	high	ADJ
ejpam-6875	265	26	mape	mape	NOUN
ejpam-6875	265	27	(	(	PUNCT
ejpam-6875	265	28	0.60	0.60	NUM
ejpam-6875	265	29	%	%	NOUN
ejpam-6875	265	30	)	)	PUNCT
ejpam-6875	265	31	,	,	PUNCT
ejpam-6875	265	32	indicating	indicate	VERB
ejpam-6875	265	33	that	that	SCONJ
ejpam-6875	265	34	the	the	DET
ejpam-6875	265	35	exponential	exponential	ADJ
ejpam-6875	265	36	background	background	NOUN
ejpam-6875	265	37	value	value	NOUN
ejpam-6875	265	38	provided	provide	VERB
ejpam-6875	265	39	minimal	minimal	ADJ
ejpam-6875	265	40	benefit	benefit	NOUN
ejpam-6875	265	41	in	in	ADP
ejpam-6875	265	42	this	this	DET
ejpam-6875	265	43	context	context	NOUN
ejpam-6875	265	44	.	.	PUNCT
ejpam-6875	266	1	notably	notably	ADV
ejpam-6875	266	2	,	,	PUNCT
ejpam-6875	266	3	the	the	DET
ejpam-6875	266	4	effectiveness	effectiveness	NOUN
ejpam-6875	266	5	of	of	ADP
ejpam-6875	266	6	pso	pso	NOUN
ejpam-6875	266	7	optimization	optimization	NOUN
ejpam-6875	266	8	persisted	persist	VERB
ejpam-6875	266	9	even	even	ADV
ejpam-6875	266	10	after	after	ADP
ejpam-6875	266	11	removing	remove	VERB
ejpam-6875	266	12	seasonal	seasonal	ADJ
ejpam-6875	266	13	effects	effect	NOUN
ejpam-6875	266	14	,	,	PUNCT
ejpam-6875	266	15	whereas	whereas	SCONJ
ejpam-6875	266	16	the	the	DET
ejpam-6875	266	17	exponential	exponential	ADJ
ejpam-6875	266	18	background	background	NOUN
ejpam-6875	266	19	value	value	NOUN
ejpam-6875	266	20	approach	approach	NOUN
ejpam-6875	266	21	contributed	contribute	VERB
ejpam-6875	266	22	little	little	ADJ
ejpam-6875	266	23	to	to	PART
ejpam-6875	266	24	forecast	forecast	VERB
ejpam-6875	266	25	improvement	improvement	NOUN
ejpam-6875	266	26	.	.	PUNCT
ejpam-6875	267	1	this	this	DET
ejpam-6875	267	2	finding	finding	NOUN
ejpam-6875	267	3	underscores	underscore	VERB
ejpam-6875	267	4	the	the	DET
ejpam-6875	267	5	robustness	robustness	NOUN
ejpam-6875	267	6	of	of	ADP
ejpam-6875	267	7	pso	pso	NOUN
ejpam-6875	267	8	-	-	PUNCT
ejpam-6875	267	9	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	267	10	)	)	PUNCT
ejpam-6875	267	11	in	in	ADP
ejpam-6875	267	12	adapting	adapt	VERB
ejpam-6875	267	13	to	to	ADP
ejpam-6875	267	14	both	both	CCONJ
ejpam-6875	267	15	raw	raw	ADJ
ejpam-6875	267	16	and	and	CCONJ
ejpam-6875	267	17	seasonally	seasonally	ADV
ejpam-6875	267	18	adjusted	adjust	VERB
ejpam-6875	267	19	data	datum	NOUN
ejpam-6875	267	20	,	,	PUNCT
ejpam-6875	267	21	suggesting	suggest	VERB
ejpam-6875	267	22	that	that	SCONJ
ejpam-6875	267	23	optimization	optimization	NOUN
ejpam-6875	267	24	techniques	technique	NOUN
ejpam-6875	267	25	play	play	VERB
ejpam-6875	267	26	a	a	DET
ejpam-6875	267	27	more	more	ADV
ejpam-6875	267	28	critical	critical	ADJ
ejpam-6875	267	29	role	role	NOUN
ejpam-6875	267	30	than	than	ADP
ejpam-6875	267	31	background	background	NOUN
ejpam-6875	267	32	value	value	NOUN
ejpam-6875	267	33	adjustments	adjustment	NOUN
ejpam-6875	267	34	in	in	ADP
ejpam-6875	267	35	enhancing	enhance	VERB
ejpam-6875	267	36	forecast	forecast	NOUN
ejpam-6875	267	37	performance	performance	NOUN
ejpam-6875	267	38	.	.	PUNCT
ejpam-6875	268	1	these	these	DET
ejpam-6875	268	2	results	result	NOUN
ejpam-6875	268	3	confirm	confirm	VERB
ejpam-6875	268	4	that	that	SCONJ
ejpam-6875	268	5	seasonal	seasonal	ADJ
ejpam-6875	268	6	adjustment	adjustment	NOUN
ejpam-6875	268	7	substantially	substantially	ADV
ejpam-6875	268	8	improves	improve	VERB
ejpam-6875	268	9	the	the	DET
ejpam-6875	268	10	forecasting	forecasting	NOUN
ejpam-6875	268	11	accuracy	accuracy	NOUN
ejpam-6875	268	12	of	of	ADP
ejpam-6875	268	13	grey	grey	PROPN
ejpam-6875	268	14	models	model	NOUN
ejpam-6875	268	15	for	for	ADP
ejpam-6875	268	16	philippine	philippine	ADJ
ejpam-6875	268	17	gdp	gdp	NOUN
ejpam-6875	268	18	data	datum	NOUN
ejpam-6875	268	19	.	.	PUNCT
ejpam-6875	269	1	the	the	DET
ejpam-6875	269	2	systematic	systematic	ADJ
ejpam-6875	269	3	reduction	reduction	NOUN
ejpam-6875	269	4	in	in	ADP
ejpam-6875	269	5	prediction	prediction	NOUN
ejpam-6875	269	6	errors	error	NOUN
ejpam-6875	269	7	highlights	highlight	VERB
ejpam-6875	269	8	the	the	DET
ejpam-6875	269	9	importance	importance	NOUN
ejpam-6875	269	10	of	of	ADP
ejpam-6875	269	11	explicitly	explicitly	ADV
ejpam-6875	269	12	accounting	account	VERB
ejpam-6875	269	13	for	for	ADP
ejpam-6875	269	14	seasonal	seasonal	ADJ
ejpam-6875	269	15	patterns	pattern	NOUN
ejpam-6875	269	16	when	when	SCONJ
ejpam-6875	269	17	applying	apply	VERB
ejpam-6875	269	18	grey	grey	NOUN
ejpam-6875	269	19	models	model	NOUN
ejpam-6875	269	20	to	to	ADP
ejpam-6875	269	21	strongly	strongly	ADV
ejpam-6875	269	22	seasonal	seasonal	ADJ
ejpam-6875	269	23	economic	economic	ADJ
ejpam-6875	269	24	time	time	NOUN
ejpam-6875	269	25	series	series	NOUN
ejpam-6875	269	26	.	.	PUNCT
ejpam-6875	270	1	4	4	X
ejpam-6875	270	2	.	.	X
ejpam-6875	270	3	conclusion	conclusion	NOUN
ejpam-6875	270	4	and	and	CCONJ
ejpam-6875	270	5	recommendations	recommendation	NOUN
ejpam-6875	270	6	this	this	DET
ejpam-6875	270	7	study	study	NOUN
ejpam-6875	270	8	demonstrates	demonstrate	VERB
ejpam-6875	270	9	that	that	SCONJ
ejpam-6875	270	10	the	the	DET
ejpam-6875	270	11	pso	pso	NOUN
ejpam-6875	270	12	-	-	PUNCT
ejpam-6875	270	13	optimized	optimize	VERB
ejpam-6875	270	14	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	270	15	)	)	PUNCT
ejpam-6875	270	16	model	model	NOUN
ejpam-6875	270	17	outperforms	outperform	VERB
ejpam-6875	270	18	benchmark	benchmark	ADJ
ejpam-6875	270	19	grey	grey	NOUN
ejpam-6875	270	20	models	model	NOUN
ejpam-6875	270	21	in	in	ADP
ejpam-6875	270	22	nowcasting	nowcaste	VERB
ejpam-6875	270	23	philippine	philippine	PROPN
ejpam-6875	270	24	gdp	gdp	NOUN
ejpam-6875	270	25	,	,	PUNCT
ejpam-6875	270	26	achieving	achieve	VERB
ejpam-6875	270	27	the	the	DET
ejpam-6875	270	28	lowest	low	ADJ
ejpam-6875	270	29	out	out	ADP
ejpam-6875	270	30	-	-	PUNCT
ejpam-6875	270	31	of	of	ADP
ejpam-6875	270	32	-	-	PUNCT
ejpam-6875	270	33	sample	sample	NOUN
ejpam-6875	270	34	mape	mape	NOUN
ejpam-6875	270	35	(	(	PUNCT
ejpam-6875	270	36	5.45	5.45	NUM
ejpam-6875	270	37	%	%	NOUN
ejpam-6875	270	38	)	)	PUNCT
ejpam-6875	270	39	and	and	CCONJ
ejpam-6875	270	40	rmse	rmse	NOUN
ejpam-6875	270	41	.	.	PUNCT
ejpam-6875	271	1	while	while	SCONJ
ejpam-6875	271	2	all	all	DET
ejpam-6875	271	3	models	model	NOUN
ejpam-6875	271	4	produced	produce	VERB
ejpam-6875	271	5	acceptable	acceptable	ADJ
ejpam-6875	271	6	forecasts	forecast	NOUN
ejpam-6875	271	7	,	,	PUNCT
ejpam-6875	271	8	pso	pso	NOUN
ejpam-6875	271	9	-	-	PUNCT
ejpam-6875	271	10	ngbm(1,1	ngbm(1,1	NOUN
ejpam-6875	271	11	)	)	PUNCT
ejpam-6875	271	12	delivered	deliver	VERB
ejpam-6875	271	13	consistently	consistently	ADV
ejpam-6875	271	14	superior	superior	ADJ
ejpam-6875	271	15	performance	performance	NOUN
ejpam-6875	271	16	.	.	PUNCT
ejpam-6875	272	1	forecast	forecast	NOUN
ejpam-6875	272	2	accuracy	accuracy	NOUN
ejpam-6875	272	3	improved	improve	VERB
ejpam-6875	272	4	dramatically	dramatically	ADV
ejpam-6875	272	5	after	after	ADP
ejpam-6875	272	6	seasonal	seasonal	ADJ
ejpam-6875	272	7	adjustment	adjustment	NOUN
ejpam-6875	272	8	,	,	PUNCT
ejpam-6875	272	9	with	with	ADP
ejpam-6875	272	10	mape	mape	NOUN
ejpam-6875	272	11	values	value	NOUN
ejpam-6875	272	12	falling	fall	VERB
ejpam-6875	272	13	from	from	ADP
ejpam-6875	272	14	over	over	ADP
ejpam-6875	272	15	5	5	NUM
ejpam-6875	272	16	%	%	NOUN
ejpam-6875	272	17	to	to	ADP
ejpam-6875	272	18	below	below	ADP
ejpam-6875	272	19	1	1	NUM
ejpam-6875	272	20	%	%	NOUN
ejpam-6875	272	21	.	.	PUNCT
ejpam-6875	273	1	this	this	DET
ejpam-6875	273	2	improvement	improvement	NOUN
ejpam-6875	273	3	is	be	AUX
ejpam-6875	273	4	economically	economically	ADV
ejpam-6875	273	5	significant	significant	ADJ
ejpam-6875	273	6	;	;	PUNCT
ejpam-6875	273	7	a	a	DET
ejpam-6875	273	8	1	1	NUM
ejpam-6875	273	9	%	%	NOUN
ejpam-6875	273	10	forecasting	forecasting	NOUN
ejpam-6875	273	11	error	error	NOUN
ejpam-6875	273	12	for	for	ADP
ejpam-6875	273	13	gdp	gdp	NOUN
ejpam-6875	273	14	,	,	PUNCT
ejpam-6875	273	15	measured	measure	VERB
ejpam-6875	273	16	in	in	ADP
ejpam-6875	273	17	millions	million	NOUN
ejpam-6875	273	18	,	,	PUNCT
ejpam-6875	273	19	represents	represent	VERB
ejpam-6875	273	20	a	a	DET
ejpam-6875	273	21	substantial	substantial	ADJ
ejpam-6875	273	22	monetary	monetary	ADJ
ejpam-6875	273	23	deviation	deviation	NOUN
ejpam-6875	273	24	that	that	PRON
ejpam-6875	273	25	can	can	AUX
ejpam-6875	273	26	directly	directly	ADV
ejpam-6875	273	27	impact	impact	VERB
ejpam-6875	273	28	the	the	DET
ejpam-6875	273	29	accuracy	accuracy	NOUN
ejpam-6875	273	30	of	of	ADP
ejpam-6875	273	31	policy	policy	NOUN
ejpam-6875	273	32	assessments	assessment	NOUN
ejpam-6875	273	33	and	and	CCONJ
ejpam-6875	273	34	subsequent	subsequent	ADJ
ejpam-6875	273	35	economic	economic	ADJ
ejpam-6875	273	36	interventions	intervention	NOUN
ejpam-6875	273	37	.	.	PUNCT
ejpam-6875	274	1	the	the	DET
ejpam-6875	274	2	findings	finding	NOUN
ejpam-6875	274	3	suggest	suggest	VERB
ejpam-6875	274	4	that	that	SCONJ
ejpam-6875	274	5	developing	develop	VERB
ejpam-6875	274	6	hybrid	hybrid	ADJ
ejpam-6875	274	7	grey	grey	NOUN
ejpam-6875	274	8	models	model	NOUN
ejpam-6875	274	9	with	with	ADP
ejpam-6875	274	10	integrated	integrate	VERB
ejpam-6875	274	11	seasonal	seasonal	ADJ
ejpam-6875	274	12	components	component	NOUN
ejpam-6875	274	13	could	could	AUX
ejpam-6875	274	14	enhance	enhance	VERB
ejpam-6875	274	15	nowcasting	nowcasting	NOUN
ejpam-6875	274	16	accuracy	accuracy	NOUN
ejpam-6875	274	17	without	without	ADP
ejpam-6875	274	18	requiring	require	VERB
ejpam-6875	274	19	separate	separate	ADJ
ejpam-6875	274	20	preprocessing	preprocessing	NOUN
ejpam-6875	274	21	.	.	PUNCT
ejpam-6875	275	1	future	future	ADJ
ejpam-6875	275	2	research	research	NOUN
ejpam-6875	275	3	should	should	AUX
ejpam-6875	275	4	also	also	ADV
ejpam-6875	275	5	explore	explore	VERB
ejpam-6875	275	6	optimization	optimization	NOUN
ejpam-6875	275	7	strategies	strategy	NOUN
ejpam-6875	275	8	beyond	beyond	ADP
ejpam-6875	275	9	the	the	DET
ejpam-6875	275	10	exponential	exponential	ADJ
ejpam-6875	275	11	background	background	NOUN
ejpam-6875	275	12	value	value	NOUN
ejpam-6875	275	13	to	to	PART
ejpam-6875	275	14	improve	improve	VERB
ejpam-6875	275	15	parameter	parameter	NOUN
ejpam-6875	275	16	estimation	estimation	NOUN
ejpam-6875	275	17	.	.	PUNCT
ejpam-6875	276	1	in	in	ADP
ejpam-6875	276	2	addition	addition	NOUN
ejpam-6875	276	3	to	to	ADP
ejpam-6875	276	4	standard	standard	ADJ
ejpam-6875	276	5	accuracy	accuracy	NOUN
ejpam-6875	276	6	metrics	metric	NOUN
ejpam-6875	276	7	like	like	ADP
ejpam-6875	276	8	mape	mape	NOUN
ejpam-6875	276	9	and	and	CCONJ
ejpam-6875	276	10	rmse	rmse	NOUN
ejpam-6875	276	11	,	,	PUNCT
ejpam-6875	276	12	rigorous	rigorous	ADJ
ejpam-6875	276	13	statistical	statistical	ADJ
ejpam-6875	276	14	testing	testing	NOUN
ejpam-6875	276	15	is	be	AUX
ejpam-6875	276	16	recommended	recommend	VERB
ejpam-6875	276	17	to	to	PART
ejpam-6875	276	18	establish	establish	VERB
ejpam-6875	276	19	the	the	DET
ejpam-6875	276	20	significance	significance	NOUN
ejpam-6875	276	21	of	of	ADP
ejpam-6875	276	22	performance	performance	NOUN
ejpam-6875	276	23	differences	difference	NOUN
ejpam-6875	276	24	between	between	ADP
ejpam-6875	276	25	models	model	NOUN
ejpam-6875	276	26	.	.	PUNCT
ejpam-6875	277	1	furthermore	furthermore	ADV
ejpam-6875	277	2	,	,	PUNCT
ejpam-6875	277	3	combining	combine	VERB
ejpam-6875	277	4	closed	closed	ADJ
ejpam-6875	277	5	-	-	PUNCT
ejpam-6875	277	6	form	form	NOUN
ejpam-6875	277	7	estimation	estimation	NOUN
ejpam-6875	277	8	with	with	ADP
ejpam-6875	277	9	metaheuristic	metaheuristic	ADJ
ejpam-6875	277	10	algorithms	algorithm	NOUN
ejpam-6875	277	11	like	like	ADP
ejpam-6875	277	12	pso	pso	NOUN
ejpam-6875	277	13	may	may	AUX
ejpam-6875	277	14	yield	yield	VERB
ejpam-6875	277	15	more	more	ADV
ejpam-6875	277	16	stable	stable	ADJ
ejpam-6875	277	17	and	and	CCONJ
ejpam-6875	277	18	computationally	computationally	ADV
ejpam-6875	277	19	efficient	efficient	ADJ
ejpam-6875	277	20	forecasts	forecast	NOUN
ejpam-6875	277	21	.	.	PUNCT
ejpam-6875	278	1	ongoing	ongoing	ADJ
ejpam-6875	278	2	refinement	refinement	NOUN
ejpam-6875	278	3	of	of	ADP
ejpam-6875	278	4	these	these	DET
ejpam-6875	278	5	models	model	NOUN
ejpam-6875	278	6	is	be	AUX
ejpam-6875	278	7	vital	vital	ADJ
ejpam-6875	278	8	for	for	ADP
ejpam-6875	278	9	generating	generate	VERB
ejpam-6875	278	10	timely	timely	ADJ
ejpam-6875	278	11	and	and	CCONJ
ejpam-6875	278	12	reliable	reliable	ADJ
ejpam-6875	278	13	gdp	gdp	NOUN
ejpam-6875	278	14	estimates	estimate	NOUN
ejpam-6875	278	15	to	to	PART
ejpam-6875	278	16	guide	guide	VERB
ejpam-6875	278	17	policy	policy	NOUN
ejpam-6875	278	18	.	.	PUNCT
ejpam-6875	279	1	in	in	ADP
ejpam-6875	279	2	dynamic	dynamic	ADJ
ejpam-6875	279	3	economic	economic	ADJ
ejpam-6875	279	4	environments	environment	NOUN
ejpam-6875	279	5	where	where	SCONJ
ejpam-6875	279	6	official	official	ADJ
ejpam-6875	279	7	statistics	statistic	NOUN
ejpam-6875	279	8	are	be	AUX
ejpam-6875	279	9	released	release	VERB
ejpam-6875	279	10	with	with	ADP
ejpam-6875	279	11	considerable	considerable	ADJ
ejpam-6875	279	12	delay	delay	NOUN
ejpam-6875	279	13	,	,	PUNCT
ejpam-6875	279	14	accurate	accurate	ADJ
ejpam-6875	279	15	nowcasts	nowcast	NOUN
ejpam-6875	279	16	can	can	AUX
ejpam-6875	279	17	strengthen	strengthen	VERB
ejpam-6875	279	18	evidence	evidence	NOUN
ejpam-6875	279	19	-	-	PUNCT
ejpam-6875	279	20	based	base	VERB
ejpam-6875	279	21	governance	governance	NOUN
ejpam-6875	279	22	and	and	CCONJ
ejpam-6875	279	23	support	support	VERB
ejpam-6875	279	24	more	more	ADV
ejpam-6875	279	25	responsive	responsive	ADJ
ejpam-6875	279	26	economic	economic	ADJ
ejpam-6875	279	27	planning	planning	NOUN
ejpam-6875	279	28	.	.	PUNCT
ejpam-6875	280	1	overall	overall	ADV
ejpam-6875	280	2	,	,	PUNCT
ejpam-6875	280	3	this	this	DET
ejpam-6875	280	4	study	study	NOUN
ejpam-6875	280	5	confirms	confirm	VERB
ejpam-6875	280	6	the	the	DET
ejpam-6875	280	7	promise	promise	NOUN
ejpam-6875	280	8	of	of	ADP
ejpam-6875	280	9	pso	pso	NOUN
ejpam-6875	280	10	-	-	PUNCT
ejpam-6875	280	11	optimized	optimize	VERB
ejpam-6875	280	12	grey	grey	NOUN
ejpam-6875	280	13	models	model	NOUN
ejpam-6875	280	14	as	as	ADP
ejpam-6875	280	15	effective	effective	ADJ
ejpam-6875	280	16	and	and	CCONJ
ejpam-6875	280	17	reliable	reliable	ADJ
ejpam-6875	280	18	tools	tool	NOUN
ejpam-6875	280	19	for	for	ADP
ejpam-6875	280	20	short	short	ADJ
ejpam-6875	280	21	-	-	PUNCT
ejpam-6875	280	22	term	term	NOUN
ejpam-6875	280	23	gdp	gdp	NOUN
ejpam-6875	280	24	forecasting	forecasting	NOUN
ejpam-6875	280	25	in	in	ADP
ejpam-6875	280	26	data	data	NOUN
ejpam-6875	280	27	-	-	PUNCT
ejpam-6875	280	28	constrained	constrain	VERB
ejpam-6875	280	29	environments	environment	NOUN
ejpam-6875	280	30	.	.	PUNCT
ejpam-6875	281	1	acknowledgements	acknowledgement	NOUN
ejpam-6875	281	2	the	the	DET
ejpam-6875	281	3	authors	author	NOUN
ejpam-6875	281	4	thank	thank	VERB
ejpam-6875	281	5	the	the	DET
ejpam-6875	281	6	referees	referee	NOUN
ejpam-6875	281	7	for	for	ADP
ejpam-6875	281	8	their	their	PRON
ejpam-6875	281	9	insightful	insightful	ADJ
ejpam-6875	281	10	comments	comment	NOUN
ejpam-6875	281	11	and	and	CCONJ
ejpam-6875	281	12	constructive	constructive	ADJ
ejpam-6875	281	13	suggestions	suggestion	NOUN
ejpam-6875	281	14	,	,	PUNCT
ejpam-6875	281	15	which	which	PRON
ejpam-6875	281	16	have	have	AUX
ejpam-6875	281	17	greatly	greatly	ADV
ejpam-6875	281	18	improved	improve	VERB
ejpam-6875	281	19	this	this	DET
ejpam-6875	281	20	paper	paper	NOUN
ejpam-6875	281	21	.	.	PUNCT
ejpam-6875	282	1	we	we	PRON
ejpam-6875	282	2	also	also	ADV
ejpam-6875	282	3	extend	extend	VERB
ejpam-6875	282	4	our	our	PRON
ejpam-6875	282	5	appreciation	appreciation	NOUN
ejpam-6875	282	6	to	to	ADP
ejpam-6875	282	7	the	the	DET
ejpam-6875	282	8	readership	readership	NOUN
ejpam-6875	282	9	of	of	ADP
ejpam-6875	282	10	the	the	DET
ejpam-6875	282	11	european	european	PROPN
ejpam-6875	282	12	journal	journal	PROPN
ejpam-6875	282	13	of	of	ADP
ejpam-6875	282	14	pure	pure	ADJ
ejpam-6875	282	15	and	and	CCONJ
ejpam-6875	282	16	applied	applied	ADJ
ejpam-6875	282	17	mathematics	mathematic	NOUN
ejpam-6875	282	18	for	for	ADP
ejpam-6875	282	19	their	their	PRON
ejpam-6875	282	20	s.k	s.k	PROPN
ejpam-6875	282	21	..	..	PROPN
ejpam-6875	282	22	carillo	carillo	PROPN
ejpam-6875	282	23	,	,	PUNCT
ejpam-6875	282	24	i.j	i.j	PROPN
ejpam-6875	282	25	.	.	PROPN
ejpam-6875	282	26	serra	serra	PROPN
ejpam-6875	282	27	/	/	SYM
ejpam-6875	282	28	eur	eur	PROPN
ejpam-6875	282	29	.	.	PUNCT
ejpam-6875	283	1	j.	j.	PROPN
ejpam-6875	283	2	pure	pure	PROPN
ejpam-6875	283	3	appl	appl	PROPN
ejpam-6875	283	4	.	.	PROPN
ejpam-6875	283	5	math	math	PROPN
ejpam-6875	283	6	,	,	PUNCT
ejpam-6875	283	7	18	18	NUM
ejpam-6875	283	8	(	(	PUNCT
ejpam-6875	283	9	4	4	NUM
ejpam-6875	283	10	)	)	PUNCT
ejpam-6875	283	11	(	(	PUNCT
ejpam-6875	283	12	2025	2025	NUM
ejpam-6875	283	13	)	)	PUNCT
ejpam-6875	283	14	,	,	PUNCT
ejpam-6875	283	15	6875	6875	NUM
ejpam-6875	283	16	17	17	NUM
ejpam-6875	283	17	of	of	ADP
ejpam-6875	283	18	17	17	NUM
ejpam-6875	283	19	continued	continue	VERB
ejpam-6875	283	20	engagement	engagement	NOUN
ejpam-6875	283	21	.	.	PUNCT
ejpam-6875	284	1	furthermore	furthermore	ADV
ejpam-6875	284	2	,	,	PUNCT
ejpam-6875	284	3	we	we	PRON
ejpam-6875	284	4	gratefully	gratefully	ADV
ejpam-6875	284	5	acknowledge	acknowledge	VERB
ejpam-6875	284	6	the	the	DET
ejpam-6875	284	7	support	support	NOUN
ejpam-6875	284	8	of	of	ADP
ejpam-6875	284	9	the	the	DET
ejpam-6875	284	10	department	department	NOUN
ejpam-6875	284	11	of	of	ADP
ejpam-6875	284	12	science	science	NOUN
ejpam-6875	284	13	and	and	CCONJ
ejpam-6875	284	14	technology	technology	NOUN
ejpam-6875	284	15	science	science	PROPN
ejpam-6875	284	16	education	education	PROPN
ejpam-6875	284	17	institute	institute	NOUN
ejpam-6875	284	18	and	and	CCONJ
ejpam-6875	284	19	the	the	DET
ejpam-6875	284	20	college	college	PROPN
ejpam-6875	284	21	of	of	ADP
ejpam-6875	284	22	science	science	PROPN
ejpam-6875	284	23	statistics	statistic	NOUN
ejpam-6875	284	24	program	program	NOUN
ejpam-6875	284	25	at	at	ADP
ejpam-6875	284	26	the	the	DET
ejpam-6875	284	27	university	university	NOUN
ejpam-6875	284	28	of	of	ADP
ejpam-6875	284	29	the	the	DET
ejpam-6875	284	30	philippines	philippine	NOUN
ejpam-6875	284	31	cebu	cebu	NOUN
ejpam-6875	284	32	.	.	PUNCT
ejpam-6875	285	1	declaration	declaration	NOUN
ejpam-6875	285	2	the	the	DET
ejpam-6875	285	3	authors	author	NOUN
ejpam-6875	285	4	declare	declare	VERB
ejpam-6875	285	5	no	no	DET
ejpam-6875	285	6	conflict	conflict	NOUN
ejpam-6875	285	7	of	of	ADP
ejpam-6875	285	8	interest	interest	NOUN
ejpam-6875	285	9	.	.	PUNCT
ejpam-6875	286	1	all	all	DET
ejpam-6875	286	2	authors	author	NOUN
ejpam-6875	286	3	contributed	contribute	VERB
ejpam-6875	286	4	substantially	substantially	ADV
ejpam-6875	286	5	to	to	ADP
ejpam-6875	286	6	the	the	DET
ejpam-6875	286	7	following	following	NOUN
ejpam-6875	286	8	:	:	PUNCT
ejpam-6875	286	9	conceptualization	conceptualization	NOUN
ejpam-6875	286	10	,	,	PUNCT
ejpam-6875	286	11	methodology	methodology	NOUN
ejpam-6875	286	12	,	,	PUNCT
ejpam-6875	286	13	investigation	investigation	NOUN
ejpam-6875	286	14	,	,	PUNCT
ejpam-6875	286	15	writing	write	VERB
ejpam-6875	286	16	–	–	PUNCT
ejpam-6875	286	17	original	original	ADJ
ejpam-6875	286	18	draft	draft	NOUN
ejpam-6875	286	19	,	,	PUNCT
ejpam-6875	286	20	and	and	CCONJ
ejpam-6875	286	21	validation	validation	NOUN
ejpam-6875	286	22	(	(	PUNCT
ejpam-6875	286	23	approval	approval	NOUN
ejpam-6875	286	24	of	of	ADP
ejpam-6875	286	25	the	the	DET
ejpam-6875	286	26	final	final	ADJ
ejpam-6875	286	27	manuscript	manuscript	NOUN
ejpam-6875	286	28	)	)	PUNCT
ejpam-6875	286	29	.	.	PUNCT
ejpam-6875	287	1	references	reference	NOUN
ejpam-6875	287	2	[	[	X
ejpam-6875	287	3	1	1	NUM
ejpam-6875	287	4	]	]	PUNCT
ejpam-6875	287	5	c.	c.	PROPN
ejpam-6875	287	6	i.	i.	PROPN
ejpam-6875	287	7	ugoh	ugoh	PROPN
ejpam-6875	287	8	,	,	PUNCT
ejpam-6875	287	9	c.	c.	PROPN
ejpam-6875	287	10	a.	a.	NOUN
ejpam-6875	287	11	uzuke	uzuke	PROPN
ejpam-6875	287	12	,	,	PUNCT
ejpam-6875	287	13	and	and	CCONJ
ejpam-6875	287	14	d.	d.	PROPN
ejpam-6875	287	15	o.	o.	PROPN
ejpam-6875	287	16	ugoh	ugoh	PROPN
ejpam-6875	287	17	.	.	PUNCT
ejpam-6875	288	1	application	application	NOUN
ejpam-6875	288	2	of	of	ADP
ejpam-6875	288	3	arimax	arimax	PROPN
ejpam-6875	288	4	model	model	NOUN
ejpam-6875	288	5	on	on	ADP
ejpam-6875	288	6	forecasting	forecast	VERB
ejpam-6875	288	7	nigeria	nigeria	PROPN
ejpam-6875	288	8	’s	’s	PART
ejpam-6875	288	9	gdp	gdp	PROPN
ejpam-6875	288	10	.	.	PROPN
ejpam-6875	289	1	american	american	PROPN
ejpam-6875	289	2	journal	journal	PROPN
ejpam-6875	289	3	of	of	ADP
ejpam-6875	289	4	theoretical	theoretical	ADJ
ejpam-6875	289	5	and	and	CCONJ
ejpam-6875	289	6	applied	applied	ADJ
ejpam-6875	289	7	statistics	statistic	NOUN
ejpam-6875	289	8	,	,	PUNCT
ejpam-6875	289	9	10(5):216	10(5):216	NOUN
ejpam-6875	289	10	,	,	PUNCT
ejpam-6875	289	11	2021	2021	NUM
ejpam-6875	289	12	.	.	PUNCT
ejpam-6875	290	1	[	[	X
ejpam-6875	290	2	2	2	NUM
ejpam-6875	290	3	]	]	X
ejpam-6875	290	4	b.	b.	PROPN
ejpam-6875	290	5	bok	bok	PROPN
ejpam-6875	290	6	,	,	PUNCT
ejpam-6875	290	7	d.	d.	PROPN
ejpam-6875	290	8	caratelli	caratelli	PROPN
ejpam-6875	290	9	,	,	PUNCT
ejpam-6875	290	10	d.	d.	PROPN
ejpam-6875	290	11	giannone	giannone	PROPN
ejpam-6875	290	12	,	,	PUNCT
ejpam-6875	290	13	a.	a.	NOUN
ejpam-6875	290	14	s.	s.	PROPN
ejpam-6875	290	15	modugno	modugno	PROPN
ejpam-6875	290	16	,	,	PUNCT
ejpam-6875	290	17	and	and	CCONJ
ejpam-6875	290	18	m.	m.	PROPN
ejpam-6875	290	19	s.	s.	PROPN
ejpam-6875	290	20	sbordone	sbordone	PROPN
ejpam-6875	290	21	.	.	PUNCT
ejpam-6875	291	1	macroeconomic	macroeconomic	ADJ
ejpam-6875	291	2	nowcasting	nowcasting	NOUN
ejpam-6875	291	3	and	and	CCONJ
ejpam-6875	291	4	forecasting	forecasting	NOUN
ejpam-6875	291	5	with	with	ADP
ejpam-6875	291	6	big	big	ADJ
ejpam-6875	291	7	data	datum	NOUN
ejpam-6875	291	8	.	.	PUNCT
ejpam-6875	292	1	staff	staff	NOUN
ejpam-6875	292	2	reports	report	VERB
ejpam-6875	292	3	830	830	NUM
ejpam-6875	292	4	,	,	PUNCT
ejpam-6875	292	5	federal	federal	PROPN
ejpam-6875	292	6	reserve	reserve	PROPN
ejpam-6875	292	7	bank	bank	PROPN
ejpam-6875	292	8	of	of	ADP
ejpam-6875	292	9	new	new	PROPN
ejpam-6875	292	10	york	york	PROPN
ejpam-6875	292	11	,	,	PUNCT
ejpam-6875	292	12	2017	2017	NUM
ejpam-6875	292	13	.	.	PUNCT
ejpam-6875	293	1	[	[	X
ejpam-6875	293	2	3	3	X
ejpam-6875	293	3	]	]	X
ejpam-6875	293	4	d.	d.	NOUN
ejpam-6875	293	5	giannone	giannone	PROPN
ejpam-6875	293	6	,	,	PUNCT
ejpam-6875	293	7	l.	l.	PROPN
ejpam-6875	293	8	reichlin	reichlin	PROPN
ejpam-6875	293	9	,	,	PUNCT
ejpam-6875	293	10	and	and	CCONJ
ejpam-6875	293	11	d.	d.	PROPN
ejpam-6875	293	12	small	small	PROPN
ejpam-6875	293	13	.	.	PUNCT
ejpam-6875	294	1	nowcasting	nowcaste	VERB
ejpam-6875	294	2	:	:	PUNCT
ejpam-6875	294	3	the	the	DET
ejpam-6875	294	4	real	real	ADJ
ejpam-6875	294	5	-	-	PUNCT
ejpam-6875	294	6	time	time	NOUN
ejpam-6875	294	7	informational	informational	ADJ
ejpam-6875	294	8	content	content	NOUN
ejpam-6875	294	9	of	of	ADP
ejpam-6875	294	10	macroeconomic	macroeconomic	ADJ
ejpam-6875	294	11	data	datum	NOUN
ejpam-6875	294	12	.	.	PUNCT
ejpam-6875	295	1	journal	journal	PROPN
ejpam-6875	295	2	of	of	ADP
ejpam-6875	295	3	monetary	monetary	ADJ
ejpam-6875	295	4	economics	economic	NOUN
ejpam-6875	295	5	,	,	PUNCT
ejpam-6875	295	6	55:665–676	55:665–676	NUM
ejpam-6875	295	7	,	,	PUNCT
ejpam-6875	295	8	2008	2008	NUM
ejpam-6875	295	9	.	.	PUNCT
ejpam-6875	296	1	[	[	X
ejpam-6875	296	2	4	4	NUM
ejpam-6875	296	3	]	]	X
ejpam-6875	296	4	c.	c.	PROPN
ejpam-6875	296	5	rufino	rufino	PROPN
ejpam-6875	296	6	.	.	PUNCT
ejpam-6875	297	1	nowcasting	nowcaste	VERB
ejpam-6875	297	2	philippine	philippine	ADJ
ejpam-6875	297	3	economic	economic	ADJ
ejpam-6875	297	4	growth	growth	NOUN
ejpam-6875	297	5	using	use	VERB
ejpam-6875	297	6	midas	midas	PROPN
ejpam-6875	297	7	regression	regression	PROPN
ejpam-6875	297	8	modeling	modeling	NOUN
ejpam-6875	297	9	.	.	PUNCT
ejpam-6875	298	1	technical	technical	ADJ
ejpam-6875	298	2	report	report	NOUN
ejpam-6875	298	3	,	,	PUNCT
ejpam-6875	298	4	dlsu	dlsu	PROPN
ejpam-6875	298	5	angelo	angelo	PROPN
ejpam-6875	298	6	king	king	PROPN
ejpam-6875	298	7	institute	institute	PROPN
ejpam-6875	298	8	for	for	ADP
ejpam-6875	298	9	economic	economic	ADJ
ejpam-6875	298	10	and	and	CCONJ
ejpam-6875	298	11	business	business	NOUN
ejpam-6875	298	12	studies	study	NOUN
ejpam-6875	298	13	,	,	PUNCT
ejpam-6875	298	14	2017	2017	NUM
ejpam-6875	298	15	.	.	PUNCT
ejpam-6875	299	1	[	[	X
ejpam-6875	299	2	5	5	X
ejpam-6875	299	3	]	]	PUNCT
ejpam-6875	299	4	c.	c.	PROPN
ejpam-6875	299	5	chen	chen	PROPN
ejpam-6875	299	6	,	,	PUNCT
ejpam-6875	299	7	h.	h.	PROPN
ejpam-6875	299	8	l.	l.	PROPN
ejpam-6875	299	9	chen	chen	PROPN
ejpam-6875	299	10	,	,	PUNCT
ejpam-6875	299	11	and	and	CCONJ
ejpam-6875	299	12	s.	s.	PROPN
ejpam-6875	299	13	chen	chen	PROPN
ejpam-6875	299	14	.	.	PUNCT
ejpam-6875	300	1	forecasting	forecasting	NOUN
ejpam-6875	300	2	of	of	ADP
ejpam-6875	300	3	foreign	foreign	ADJ
ejpam-6875	300	4	exchange	exchange	NOUN
ejpam-6875	300	5	rates	rate	NOUN
ejpam-6875	300	6	of	of	ADP
ejpam-6875	300	7	taiwan	taiwan	PROPN
ejpam-6875	300	8	’s	’s	PART
ejpam-6875	300	9	major	major	ADJ
ejpam-6875	300	10	trading	trading	NOUN
ejpam-6875	300	11	partners	partner	NOUN
ejpam-6875	300	12	by	by	ADP
ejpam-6875	300	13	novel	novel	ADJ
ejpam-6875	300	14	nonlinear	nonlinear	ADJ
ejpam-6875	300	15	grey	grey	ADJ
ejpam-6875	300	16	bernoulli	bernoulli	PROPN
ejpam-6875	300	17	model	model	PROPN
ejpam-6875	300	18	ngbm(1,1	ngbm(1,1	PROPN
ejpam-6875	300	19	)	)	PUNCT
ejpam-6875	300	20	.	.	PUNCT
ejpam-6875	301	1	communications	communication	NOUN
ejpam-6875	301	2	in	in	ADP
ejpam-6875	301	3	nonlinear	nonlinear	ADJ
ejpam-6875	301	4	science	science	NOUN
ejpam-6875	301	5	and	and	CCONJ
ejpam-6875	301	6	numerical	numerical	PROPN
ejpam-6875	301	7	simulation	simulation	PROPN
ejpam-6875	301	8	,	,	PUNCT
ejpam-6875	301	9	13(6	13(6	PROPN
ejpam-6875	301	10	)	)	PUNCT
ejpam-6875	301	11	,	,	PUNCT
ejpam-6875	301	12	2006	2006	NUM
ejpam-6875	301	13	.	.	PUNCT
ejpam-6875	302	1	[	[	X
ejpam-6875	302	2	6	6	NUM
ejpam-6875	302	3	]	]	PUNCT
ejpam-6875	302	4	m.	m.	NOUN
ejpam-6875	302	5	cheng	cheng	PROPN
ejpam-6875	302	6	,	,	PUNCT
ejpam-6875	302	7	y.	y.	PROPN
ejpam-6875	302	8	ding	ding	PROPN
ejpam-6875	302	9	,	,	PUNCT
ejpam-6875	302	10	z.	z.	PROPN
ejpam-6875	302	11	ma	ma	PROPN
ejpam-6875	302	12	,	,	PUNCT
ejpam-6875	302	13	x.	x.	PROPN
ejpam-6875	302	14	li	li	PROPN
ejpam-6875	302	15	,	,	PUNCT
ejpam-6875	302	16	and	and	CCONJ
ejpam-6875	302	17	j.	j.	PROPN
ejpam-6875	302	18	wang	wang	PROPN
ejpam-6875	302	19	.	.	PUNCT
ejpam-6875	303	1	nonlinear	nonlinear	ADJ
ejpam-6875	303	2	grey	grey	PROPN
ejpam-6875	303	3	bernoulli	bernoulli	PROPN
ejpam-6875	303	4	model	model	PROPN
ejpam-6875	303	5	ngbm(1,1	ngbm(1,1	PROPN
ejpam-6875	303	6	)	)	PUNCT
ejpam-6875	303	7	’s	’s	PART
ejpam-6875	303	8	parameter	parameter	NOUN
ejpam-6875	303	9	optimisation	optimisation	NOUN
ejpam-6875	303	10	method	method	NOUN
ejpam-6875	303	11	and	and	CCONJ
ejpam-6875	303	12	model	model	NOUN
ejpam-6875	303	13	application	application	NOUN
ejpam-6875	303	14	.	.	PUNCT
ejpam-6875	304	1	journal	journal	PROPN
ejpam-6875	304	2	of	of	ADP
ejpam-6875	304	3	industrial	industrial	ADJ
ejpam-6875	304	4	and	and	CCONJ
ejpam-6875	304	5	management	management	NOUN
ejpam-6875	304	6	optimization	optimization	NOUN
ejpam-6875	304	7	,	,	PUNCT
ejpam-6875	304	8	18(3	18(3	NUM
ejpam-6875	304	9	)	)	PUNCT
ejpam-6875	304	10	,	,	PUNCT
ejpam-6875	304	11	2021	2021	NUM
ejpam-6875	304	12	.	.	PUNCT
ejpam-6875	305	1	[	[	X
ejpam-6875	305	2	7	7	X
ejpam-6875	305	3	]	]	PUNCT
ejpam-6875	305	4	j.	j.	PROPN
ejpam-6875	305	5	zhou	zhou	PROPN
ejpam-6875	305	6	,	,	PUNCT
ejpam-6875	305	7	j.	j.	PROPN
ejpam-6875	305	8	he	he	PROPN
ejpam-6875	305	9	,	,	PUNCT
ejpam-6875	305	10	y.	y.	PROPN
ejpam-6875	305	11	yang	yang	PROPN
ejpam-6875	305	12	,	,	PUNCT
ejpam-6875	305	13	z.	z.	PROPN
ejpam-6875	305	14	xu	xu	PROPN
ejpam-6875	305	15	,	,	PUNCT
ejpam-6875	305	16	and	and	CCONJ
ejpam-6875	305	17	y.	y.	PROPN
ejpam-6875	305	18	liu	liu	PROPN
ejpam-6875	305	19	.	.	PUNCT
ejpam-6875	306	1	parameter	parameter	PROPN
ejpam-6875	306	2	optimization	optimization	NOUN
ejpam-6875	306	3	of	of	ADP
ejpam-6875	306	4	nonlinear	nonlinear	ADJ
ejpam-6875	306	5	grey	grey	PROPN
ejpam-6875	306	6	bernoulli	bernoulli	PROPN
ejpam-6875	306	7	model	model	NOUN
ejpam-6875	306	8	using	use	VERB
ejpam-6875	306	9	particle	particle	NOUN
ejpam-6875	306	10	swarm	swarm	NOUN
ejpam-6875	306	11	optimization	optimization	NOUN
ejpam-6875	306	12	.	.	PUNCT
ejpam-6875	307	1	applied	apply	VERB
ejpam-6875	307	2	mathematics	mathematic	NOUN
ejpam-6875	307	3	and	and	CCONJ
ejpam-6875	307	4	computation	computation	NOUN
ejpam-6875	307	5	,	,	PUNCT
ejpam-6875	307	6	207(2):292–299	207(2):292–299	NUM
ejpam-6875	307	7	,	,	PUNCT
ejpam-6875	307	8	2008	2008	NUM
ejpam-6875	307	9	.	.	PUNCT
ejpam-6875	308	1	[	[	X
ejpam-6875	308	2	8	8	NUM
ejpam-6875	308	3	]	]	X
ejpam-6875	308	4	c.	c.	PROPN
ejpam-6875	308	5	d.	d.	PROPN
ejpam-6875	308	6	lewis	lewis	PROPN
ejpam-6875	308	7	.	.	PUNCT
ejpam-6875	309	1	industrial	industrial	PROPN
ejpam-6875	309	2	and	and	CCONJ
ejpam-6875	309	3	business	business	NOUN
ejpam-6875	309	4	forecasting	forecasting	NOUN
ejpam-6875	309	5	methods	method	NOUN
ejpam-6875	309	6	.	.	PUNCT
ejpam-6875	310	1	butterworth	butterworth	PROPN
ejpam-6875	310	2	scientific	scientific	PROPN
ejpam-6875	310	3	,	,	PUNCT
ejpam-6875	310	4	1982	1982	NUM
ejpam-6875	310	5	.	.	PUNCT
ejpam-6875	311	1	[	[	X
ejpam-6875	311	2	9	9	NUM
ejpam-6875	311	3	]	]	PUNCT
ejpam-6875	311	4	m.	m.	NOUN
ejpam-6875	311	5	bujosa	bujosa	PROPN
ejpam-6875	311	6	,	,	PUNCT
ejpam-6875	311	7	a.	a.	PROPN
ejpam-6875	311	8	garcia	garcia	PROPN
ejpam-6875	311	9	-	-	PUNCT
ejpam-6875	311	10	ferrer	ferrer	PROPN
ejpam-6875	311	11	,	,	PUNCT
ejpam-6875	311	12	and	and	CCONJ
ejpam-6875	311	13	a.	a.	PROPN
ejpam-6875	311	14	de	de	PROPN
ejpam-6875	311	15	juan	juan	PROPN
ejpam-6875	311	16	.	.	PUNCT
ejpam-6875	312	1	predicting	predict	VERB
ejpam-6875	312	2	recessions	recession	NOUN
ejpam-6875	312	3	with	with	ADP
ejpam-6875	312	4	factor	factor	NOUN
ejpam-6875	312	5	linear	linear	PROPN
ejpam-6875	312	6	dynamic	dynamic	ADJ
ejpam-6875	312	7	harmonic	harmonic	ADJ
ejpam-6875	312	8	regressions	regression	NOUN
ejpam-6875	312	9	.	.	PUNCT
ejpam-6875	313	1	journal	journal	NOUN
ejpam-6875	313	2	of	of	ADP
ejpam-6875	313	3	forecasting	forecasting	NOUN
ejpam-6875	313	4	,	,	PUNCT
ejpam-6875	313	5	32(6):481–499	32(6):481–499	PROPN
ejpam-6875	313	6	,	,	PUNCT
ejpam-6875	313	7	2013	2013	NUM
ejpam-6875	313	8	.	.	PUNCT
ejpam-6875	314	1	[	[	X
ejpam-6875	314	2	10	10	NUM
ejpam-6875	314	3	]	]	X
ejpam-6875	314	4	e.	e.	PROPN
ejpam-6875	314	5	de	de	PROPN
ejpam-6875	314	6	groot	groot	PROPN
ejpam-6875	314	7	,	,	PUNCT
ejpam-6875	314	8	r.	r.	PROPN
ejpam-6875	314	9	segers	seger	NOUN
ejpam-6875	314	10	,	,	PUNCT
ejpam-6875	314	11	and	and	CCONJ
ejpam-6875	314	12	d.	d.	PROPN
ejpam-6875	314	13	prins	prins	PROPN
ejpam-6875	314	14	.	.	PUNCT
ejpam-6875	315	1	disentangling	disentangle	VERB
ejpam-6875	315	2	the	the	DET
ejpam-6875	315	3	enigma	enigma	NOUN
ejpam-6875	315	4	of	of	ADP
ejpam-6875	315	5	multi	multi	ADJ
ejpam-6875	315	6	-	-	ADJ
ejpam-6875	315	7	structured	structured	ADJ
ejpam-6875	315	8	economic	economic	ADJ
ejpam-6875	315	9	cycles	cycle	NOUN
ejpam-6875	315	10	a	a	DET
ejpam-6875	315	11	new	new	ADJ
ejpam-6875	315	12	appearance	appearance	NOUN
ejpam-6875	315	13	of	of	ADP
ejpam-6875	315	14	the	the	DET
ejpam-6875	315	15	golden	golden	ADJ
ejpam-6875	315	16	ratio	ratio	NOUN
ejpam-6875	315	17	.	.	PUNCT
ejpam-6875	316	1	technological	technological	ADJ
ejpam-6875	316	2	forecasting	forecasting	NOUN
ejpam-6875	316	3	and	and	CCONJ
ejpam-6875	316	4	social	social	ADJ
ejpam-6875	316	5	change	change	NOUN
ejpam-6875	316	6	,	,	PUNCT
ejpam-6875	316	7	169(6	169(6	NUM
ejpam-6875	316	8	)	)	PUNCT
ejpam-6875	316	9	,	,	PUNCT
ejpam-6875	316	10	2021	2021	NUM
ejpam-6875	316	11	.	.	PUNCT