id	sid	tid	token	lemma	pos
cet-6361	1	1	untitled	untitle	VERB
cet-6361	1	2	a	a	DET
cet-6361	1	3	publication	publication	NOUN
cet-6361	1	4	of	of	ADP
cet-6361	1	5	cchheemmiiccaall	cchheemmiiccaall	NOUN
cet-6361	1	6	eennggiinneeeerriinngg	eennggiinneeeerriinngg	VERB
cet-6361	1	7	ttrraannssaaccttiioonnss	ttrraannssaaccttiioonns	NOUN
cet-6361	1	8	vol	vol	NOUN
cet-6361	1	9	.	.	PROPN
cet-6361	2	1	33	33	NUM
cet-6361	2	2	,	,	PUNCT
cet-6361	2	3	2013	2013	NUM
cet-6361	2	4	the	the	DET
cet-6361	2	5	italian	italian	ADJ
cet-6361	2	6	association	association	NOUN
cet-6361	2	7	of	of	ADP
cet-6361	2	8	chemical	chemical	PROPN
cet-6361	2	9	engineering	engineering	NOUN
cet-6361	2	10	online	online	ADV
cet-6361	2	11	at	at	ADP
cet-6361	2	12	:	:	PUNCT
cet-6361	2	13	www.aidic.it/cet	www.aidic.it/cet	PROPN
cet-6361	2	14	guest	guest	NOUN
cet-6361	2	15	editors	editor	NOUN
cet-6361	2	16	:	:	PUNCT
cet-6361	2	17	enrico	enrico	PROPN
cet-6361	2	18	zio	zio	PROPN
cet-6361	2	19	,	,	PUNCT
cet-6361	2	20	piero	piero	PROPN
cet-6361	2	21	baraldi	baraldi	PROPN
cet-6361	2	22	copyright	copyright	NOUN
cet-6361	2	23	©	©	PROPN
cet-6361	2	24	2013	2013	NUM
cet-6361	2	25	,	,	PUNCT
cet-6361	2	26	aidic	aidic	ADJ
cet-6361	2	27	servizi	servizi	PROPN
cet-6361	2	28	s.r.l	s.r.l	NOUN
cet-6361	2	29	.	.	PUNCT
cet-6361	2	30	,	,	PUNCT
cet-6361	2	31	isbn	isbn	PROPN
cet-6361	2	32	978	978	NUM
cet-6361	2	33	-	-	SYM
cet-6361	2	34	88	88	NUM
cet-6361	2	35	-	-	PUNCT
cet-6361	2	36	95608	95608	NUM
cet-6361	2	37	-	-	PUNCT
cet-6361	2	38	24	24	NUM
cet-6361	2	39	-	-	SYM
cet-6361	2	40	2	2	NUM
cet-6361	2	41	;	;	PUNCT
cet-6361	2	42	issn	issn	PROPN
cet-6361	2	43	1974	1974	NUM
cet-6361	2	44	-	-	SYM
cet-6361	2	45	9791	9791	NUM
cet-6361	2	46	singular	singular	NOUN
cet-6361	2	47	spectrum	spectrum	VERB
cet-6361	2	48	analysis	analysis	NOUN
cet-6361	2	49	for	for	ADP
cet-6361	2	50	forecasting	forecasting	NOUN
cet-6361	2	51	of	of	ADP
cet-6361	2	52	electric	electric	ADJ
cet-6361	2	53	load	load	NOUN
cet-6361	2	54	demand	demand	PROPN
cet-6361	2	55	héctor	héctor	PROPN
cet-6361	2	56	briceñoa	briceñoa	PROPN
cet-6361	2	57	,	,	PUNCT
cet-6361	2	58	claudio	claudio	NOUN
cet-6361	2	59	m.	m.	NOUN
cet-6361	2	60	roccoa	roccoa	PROPN
cet-6361	2	61	*	*	PROPN
cet-6361	2	62	,	,	PUNCT
cet-6361	2	63	enrico	enrico	PROPN
cet-6361	2	64	zio	zio	PROPN
cet-6361	2	65	b.c	b.c	PROPN
cet-6361	2	66	auniversidad	auniversidad	PROPN
cet-6361	2	67	central	central	PROPN
cet-6361	2	68	de	de	PROPN
cet-6361	2	69	venezuela	venezuela	PROPN
cet-6361	2	70	,	,	PUNCT
cet-6361	2	71	apartado	apartado	X
cet-6361	2	72	postal	postal	ADJ
cet-6361	2	73	47937	47937	NUM
cet-6361	2	74	,	,	PUNCT
cet-6361	2	75	caracas	caracas	PROPN
cet-6361	2	76	,	,	PUNCT
cet-6361	2	77	venezuela	venezuela	PROPN
cet-6361	2	78	bchair	bchair	PROPN
cet-6361	2	79	on	on	ADP
cet-6361	2	80	systems	system	NOUN
cet-6361	2	81	science	science	NOUN
cet-6361	2	82	and	and	CCONJ
cet-6361	2	83	the	the	DET
cet-6361	2	84	energetic	energetic	ADJ
cet-6361	2	85	challenge	challenge	NOUN
cet-6361	2	86	,	,	PUNCT
cet-6361	2	87	european	european	PROPN
cet-6361	2	88	foundation	foundation	PROPN
cet-6361	2	89	for	for	ADP
cet-6361	2	90	new	new	ADJ
cet-6361	2	91	energy	energy	NOUN
cet-6361	2	92	-	-	PUNCT
cet-6361	2	93	electricité	electricité	NOUN
cet-6361	2	94	de	de	X
cet-6361	2	95	france	france	PROPN
cet-6361	2	96	,	,	PUNCT
cet-6361	2	97	ecole	ecole	X
cet-6361	2	98	centrale	centrale	PROPN
cet-6361	2	99	paris	paris	PROPN
cet-6361	2	100	and	and	CCONJ
cet-6361	2	101	supelec	supelec	PROPN
cet-6361	2	102	,	,	PUNCT
cet-6361	2	103	f-92	f-92	NOUN
cet-6361	2	104	295	295	NUM
cet-6361	2	105	châtenay	châtenay	NOUN
cet-6361	2	106	-	-	PUNCT
cet-6361	2	107	malabry	malabry	NOUN
cet-6361	2	108	cedex	cedex	NOUN
cet-6361	2	109	cdipartimento	cdipartimento	ADP
cet-6361	2	110	di	di	X
cet-6361	2	111	energia	energia	PROPN
cet-6361	2	112	,	,	PUNCT
cet-6361	2	113	politecnico	politecnico	PROPN
cet-6361	2	114	di	di	X
cet-6361	2	115	milano	milano	PROPN
cet-6361	2	116	,	,	PUNCT
cet-6361	2	117	nuclear	nuclear	ADJ
cet-6361	2	118	section	section	NOUN
cet-6361	2	119	-	-	PUNCT
cet-6361	2	120	cesnef	cesnef	NOUN
cet-6361	2	121	,	,	PUNCT
cet-6361	2	122	vía	vía	NOUN
cet-6361	2	123	ponzio	ponzio	NOUN
cet-6361	2	124	34/3	34/3	NUM
cet-6361	2	125	,	,	PUNCT
cet-6361	2	126	20133	20133	NUM
cet-6361	2	127	milano	milano	PROPN
cet-6361	2	128	,	,	PUNCT
cet-6361	2	129	italy	italy	PROPN
cet-6361	2	130	croccoucv@gmail.com	croccoucv@gmail.com	X
cet-6361	3	1	this	this	DET
cet-6361	3	2	paper	paper	NOUN
cet-6361	3	3	presents	present	VERB
cet-6361	3	4	the	the	DET
cet-6361	3	5	technique	technique	NOUN
cet-6361	3	6	of	of	ADP
cet-6361	3	7	singular	singular	NOUN
cet-6361	3	8	spectrum	spectrum	NOUN
cet-6361	3	9	analysis	analysis	NOUN
cet-6361	3	10	(	(	PUNCT
cet-6361	3	11	ssa	ssa	NOUN
cet-6361	3	12	)	)	PUNCT
cet-6361	3	13	and	and	CCONJ
cet-6361	3	14	its	its	PRON
cet-6361	3	15	application	application	NOUN
cet-6361	3	16	for	for	ADP
cet-6361	3	17	electric	electric	ADJ
cet-6361	3	18	load	load	NOUN
cet-6361	3	19	forecasting	forecasting	NOUN
cet-6361	3	20	purposes	purpose	NOUN
cet-6361	3	21	.	.	PUNCT
cet-6361	4	1	ssa	ssa	NOUN
cet-6361	4	2	is	be	AUX
cet-6361	4	3	a	a	DET
cet-6361	4	4	relatively	relatively	ADV
cet-6361	4	5	new	new	ADJ
cet-6361	4	6	non	non	ADJ
cet-6361	4	7	-	-	ADJ
cet-6361	4	8	parametric	parametric	ADJ
cet-6361	4	9	data	data	NOUN
cet-6361	4	10	-	-	PUNCT
cet-6361	4	11	driven	drive	VERB
cet-6361	4	12	technique	technique	NOUN
cet-6361	4	13	developed	develop	VERB
cet-6361	4	14	to	to	PART
cet-6361	4	15	model	model	VERB
cet-6361	4	16	non	non	ADJ
cet-6361	4	17	-	-	ADJ
cet-6361	4	18	linear	linear	ADJ
cet-6361	4	19	and/or	and/or	CCONJ
cet-6361	4	20	non	non	ADJ
cet-6361	4	21	-	-	ADJ
cet-6361	4	22	stationary	stationary	ADJ
cet-6361	4	23	,	,	PUNCT
cet-6361	4	24	noisy	noisy	ADJ
cet-6361	4	25	time	time	NOUN
cet-6361	4	26	series	series	NOUN
cet-6361	4	27	.	.	PUNCT
cet-6361	5	1	ssa	ssa	PROPN
cet-6361	5	2	is	be	AUX
cet-6361	5	3	able	able	ADJ
cet-6361	5	4	to	to	PART
cet-6361	5	5	decompose	decompose	VERB
cet-6361	5	6	the	the	DET
cet-6361	5	7	original	original	ADJ
cet-6361	5	8	time	time	NOUN
cet-6361	5	9	series	series	NOUN
cet-6361	5	10	into	into	ADP
cet-6361	5	11	the	the	DET
cet-6361	5	12	sum	sum	NOUN
cet-6361	5	13	of	of	ADP
cet-6361	5	14	independent	independent	ADJ
cet-6361	5	15	components	component	NOUN
cet-6361	5	16	,	,	PUNCT
cet-6361	5	17	which	which	PRON
cet-6361	5	18	represent	represent	VERB
cet-6361	5	19	the	the	DET
cet-6361	5	20	trend	trend	NOUN
cet-6361	5	21	,	,	PUNCT
cet-6361	5	22	oscillatory	oscillatory	ADJ
cet-6361	5	23	behavior	behavior	NOUN
cet-6361	5	24	(	(	PUNCT
cet-6361	5	25	periodic	periodic	ADJ
cet-6361	5	26	or	or	CCONJ
cet-6361	5	27	quasiperiodic	quasiperiodic	ADJ
cet-6361	5	28	components	component	NOUN
cet-6361	5	29	)	)	PUNCT
cet-6361	5	30	and	and	CCONJ
cet-6361	5	31	noise	noise	NOUN
cet-6361	5	32	.	.	PUNCT
cet-6361	6	1	one	one	NUM
cet-6361	6	2	of	of	ADP
cet-6361	6	3	the	the	DET
cet-6361	6	4	main	main	ADJ
cet-6361	6	5	advantages	advantage	NOUN
cet-6361	6	6	of	of	ADP
cet-6361	6	7	ssa	ssa	NOUN
cet-6361	6	8	compared	compare	VERB
cet-6361	6	9	to	to	ADP
cet-6361	6	10	other	other	ADJ
cet-6361	6	11	non	non	ADJ
cet-6361	6	12	-	-	ADJ
cet-6361	6	13	parametric	parametric	ADJ
cet-6361	6	14	approaches	approach	NOUN
cet-6361	6	15	is	be	AUX
cet-6361	6	16	that	that	SCONJ
cet-6361	6	17	only	only	ADV
cet-6361	6	18	two	two	NUM
cet-6361	6	19	parameters	parameter	NOUN
cet-6361	6	20	are	be	AUX
cet-6361	6	21	required	require	VERB
cet-6361	6	22	to	to	PART
cet-6361	6	23	model	model	VERB
cet-6361	6	24	the	the	DET
cet-6361	6	25	time	time	NOUN
cet-6361	6	26	series	series	NOUN
cet-6361	6	27	under	under	ADP
cet-6361	6	28	analysis	analysis	NOUN
cet-6361	6	29	.	.	PUNCT
cet-6361	7	1	an	an	DET
cet-6361	7	2	example	example	NOUN
cet-6361	7	3	of	of	ADP
cet-6361	7	4	application	application	NOUN
cet-6361	7	5	is	be	AUX
cet-6361	7	6	given	give	VERB
cet-6361	7	7	,	,	PUNCT
cet-6361	7	8	with	with	ADP
cet-6361	7	9	regards	regard	NOUN
cet-6361	7	10	to	to	ADP
cet-6361	7	11	forecasting	forecast	VERB
cet-6361	7	12	the	the	DET
cet-6361	7	13	monthly	monthly	ADJ
cet-6361	7	14	electric	electric	ADJ
cet-6361	7	15	load	load	NOUN
cet-6361	7	16	demand	demand	NOUN
cet-6361	7	17	in	in	ADP
cet-6361	7	18	a	a	DET
cet-6361	7	19	venezuelan	venezuelan	ADJ
cet-6361	7	20	region	region	NOUN
cet-6361	7	21	served	serve	VERB
cet-6361	7	22	by	by	ADP
cet-6361	7	23	wind	wind	NOUN
cet-6361	7	24	power	power	NOUN
cet-6361	7	25	generators	generator	NOUN
cet-6361	7	26	.	.	PUNCT
cet-6361	8	1	in	in	ADP
cet-6361	8	2	this	this	DET
cet-6361	8	3	case	case	NOUN
cet-6361	8	4	,	,	PUNCT
cet-6361	8	5	careful	careful	ADJ
cet-6361	8	6	demand	demand	NOUN
cet-6361	8	7	estimation	estimation	NOUN
cet-6361	8	8	is	be	AUX
cet-6361	8	9	required	require	VERB
cet-6361	8	10	since	since	SCONJ
cet-6361	8	11	the	the	DET
cet-6361	8	12	wind	wind	NOUN
cet-6361	8	13	generation	generation	NOUN
cet-6361	8	14	output	output	NOUN
cet-6361	8	15	could	could	AUX
cet-6361	8	16	be	be	AUX
cet-6361	8	17	highly	highly	ADV
cet-6361	8	18	variable	variable	ADJ
cet-6361	8	19	and	and	CCONJ
cet-6361	8	20	additional	additional	ADJ
cet-6361	8	21	conventional	conventional	ADJ
cet-6361	8	22	generation	generation	NOUN
cet-6361	8	23	or	or	CCONJ
cet-6361	8	24	transmission	transmission	NOUN
cet-6361	8	25	links	link	NOUN
cet-6361	8	26	would	would	AUX
cet-6361	8	27	be	be	AUX
cet-6361	8	28	required	require	VERB
cet-6361	8	29	to	to	PART
cet-6361	8	30	satisfy	satisfy	VERB
cet-6361	8	31	the	the	DET
cet-6361	8	32	load	load	NOUN
cet-6361	8	33	demand	demand	NOUN
cet-6361	8	34	.	.	PUNCT
cet-6361	9	1	a	a	DET
cet-6361	9	2	comparison	comparison	NOUN
cet-6361	9	3	with	with	ADP
cet-6361	9	4	other	other	ADJ
cet-6361	9	5	classical	classical	ADJ
cet-6361	9	6	time	time	NOUN
cet-6361	9	7	-	-	PUNCT
cet-6361	9	8	series	series	NOUN
cet-6361	9	9	approaches	approach	NOUN
cet-6361	9	10	(	(	PUNCT
cet-6361	9	11	like	like	ADP
cet-6361	9	12	exponential	exponential	NOUN
cet-6361	9	13	smoothing	smoothing	NOUN
cet-6361	9	14	and	and	CCONJ
cet-6361	9	15	auto	auto	NOUN
cet-6361	9	16	regressive	regressive	ADJ
cet-6361	9	17	integrated	integrated	ADJ
cet-6361	9	18	moving	move	VERB
cet-6361	9	19	average	average	ADJ
cet-6361	9	20	models	model	NOUN
cet-6361	9	21	)	)	PUNCT
cet-6361	9	22	is	be	AUX
cet-6361	9	23	presented	present	VERB
cet-6361	9	24	.	.	PUNCT
cet-6361	10	1	the	the	DET
cet-6361	10	2	results	result	NOUN
cet-6361	10	3	show	show	VERB
cet-6361	10	4	that	that	SCONJ
cet-6361	10	5	ssa	ssa	NOUN
cet-6361	10	6	is	be	AUX
cet-6361	10	7	a	a	DET
cet-6361	10	8	powerful	powerful	ADJ
cet-6361	10	9	approach	approach	NOUN
cet-6361	10	10	to	to	ADP
cet-6361	10	11	model	model	NOUN
cet-6361	10	12	time	time	NOUN
cet-6361	10	13	series	series	PROPN
cet-6361	10	14	,	,	PUNCT
cet-6361	10	15	capable	capable	ADJ
cet-6361	10	16	of	of	ADP
cet-6361	10	17	identifying	identify	VERB
cet-6361	10	18	sub	sub	ADJ
cet-6361	10	19	-	-	ADJ
cet-6361	10	20	time	time	NOUN
cet-6361	10	21	series	series	NOUN
cet-6361	10	22	(	(	PUNCT
cet-6361	10	23	trends	trend	NOUN
cet-6361	10	24	along	along	ADP
cet-6361	10	25	with	with	ADP
cet-6361	10	26	seasonal	seasonal	ADJ
cet-6361	10	27	periodic	periodic	ADJ
cet-6361	10	28	components	component	NOUN
cet-6361	10	29	)	)	PUNCT
cet-6361	10	30	.	.	PUNCT
cet-6361	11	1	1	1	X
cet-6361	11	2	.	.	X
cet-6361	11	3	introduction	introduction	NOUN
cet-6361	11	4	power	power	NOUN
cet-6361	11	5	system	system	NOUN
cet-6361	11	6	planning	planning	NOUN
cet-6361	11	7	and	and	CCONJ
cet-6361	11	8	operation	operation	NOUN
cet-6361	11	9	are	be	AUX
cet-6361	11	10	important	important	ADJ
cet-6361	11	11	tasks	task	NOUN
cet-6361	11	12	that	that	PRON
cet-6361	11	13	all	all	DET
cet-6361	11	14	electric	electric	ADJ
cet-6361	11	15	utilities	utility	NOUN
cet-6361	11	16	face	face	VERB
cet-6361	11	17	.	.	PUNCT
cet-6361	12	1	one	one	NUM
cet-6361	12	2	of	of	ADP
cet-6361	12	3	the	the	DET
cet-6361	12	4	factors	factor	NOUN
cet-6361	12	5	that	that	PRON
cet-6361	12	6	influence	influence	VERB
cet-6361	12	7	their	their	PRON
cet-6361	12	8	success	success	NOUN
cet-6361	12	9	is	be	AUX
cet-6361	12	10	load	load	NOUN
cet-6361	12	11	forecasting	forecasting	NOUN
cet-6361	12	12	.	.	PUNCT
cet-6361	13	1	indeed	indeed	ADV
cet-6361	13	2	,	,	PUNCT
cet-6361	13	3	this	this	PRON
cet-6361	13	4	determines	determine	VERB
cet-6361	13	5	the	the	DET
cet-6361	13	6	amount	amount	NOUN
cet-6361	13	7	of	of	ADP
cet-6361	13	8	generation	generation	NOUN
cet-6361	13	9	needed	need	VERB
cet-6361	13	10	to	to	PART
cet-6361	13	11	satisfy	satisfy	VERB
cet-6361	13	12	the	the	DET
cet-6361	13	13	electric	electric	ADJ
cet-6361	13	14	load	load	NOUN
cet-6361	13	15	demand	demand	NOUN
cet-6361	13	16	.	.	PUNCT
cet-6361	14	1	on	on	ADP
cet-6361	14	2	the	the	DET
cet-6361	14	3	short	short	ADJ
cet-6361	14	4	time	time	NOUN
cet-6361	14	5	range	range	NOUN
cet-6361	14	6	,	,	PUNCT
cet-6361	14	7	this	this	PRON
cet-6361	14	8	is	be	AUX
cet-6361	14	9	accomplished	accomplish	VERB
cet-6361	14	10	by	by	ADP
cet-6361	14	11	scheduling	schedule	VERB
cet-6361	14	12	enough	enough	ADJ
cet-6361	14	13	generation	generation	NOUN
cet-6361	14	14	and	and	CCONJ
cet-6361	14	15	transmission	transmission	NOUN
cet-6361	14	16	capacity	capacity	NOUN
cet-6361	14	17	(	(	PUNCT
cet-6361	14	18	in	in	ADP
cet-6361	14	19	real	real	ADJ
cet-6361	14	20	time	time	NOUN
cet-6361	14	21	)	)	PUNCT
cet-6361	14	22	and	and	CCONJ
cet-6361	14	23	by	by	ADP
cet-6361	14	24	planning	plan	VERB
cet-6361	14	25	new	new	ADJ
cet-6361	14	26	generation	generation	NOUN
cet-6361	14	27	allocation	allocation	NOUN
cet-6361	14	28	for	for	ADP
cet-6361	14	29	the	the	DET
cet-6361	14	30	mid	mid	ADJ
cet-6361	14	31	and	and	CCONJ
cet-6361	14	32	long	long	ADJ
cet-6361	14	33	ranges	range	NOUN
cet-6361	14	34	.	.	PUNCT
cet-6361	15	1	in	in	ADP
cet-6361	15	2	the	the	DET
cet-6361	15	3	case	case	NOUN
cet-6361	15	4	of	of	ADP
cet-6361	15	5	intermittent	intermittent	ADJ
cet-6361	15	6	renewable	renewable	ADJ
cet-6361	15	7	generation	generation	NOUN
cet-6361	15	8	sources	source	NOUN
cet-6361	15	9	,	,	PUNCT
cet-6361	15	10	e.g.	e.g.	ADV
cet-6361	15	11	wind	wind	NOUN
cet-6361	15	12	,	,	PUNCT
cet-6361	15	13	the	the	DET
cet-6361	15	14	operator	operator	NOUN
cet-6361	15	15	is	be	AUX
cet-6361	15	16	faced	face	VERB
cet-6361	15	17	not	not	PART
cet-6361	15	18	only	only	ADV
cet-6361	15	19	with	with	ADP
cet-6361	15	20	the	the	DET
cet-6361	15	21	load	load	NOUN
cet-6361	15	22	variation	variation	NOUN
cet-6361	15	23	but	but	CCONJ
cet-6361	15	24	also	also	ADV
cet-6361	15	25	with	with	ADP
cet-6361	15	26	that	that	PRON
cet-6361	15	27	of	of	ADP
cet-6361	15	28	the	the	DET
cet-6361	15	29	generation	generation	NOUN
cet-6361	15	30	output	output	NOUN
cet-6361	15	31	.	.	PUNCT
cet-6361	16	1	in	in	ADP
cet-6361	16	2	this	this	DET
cet-6361	16	3	paper	paper	NOUN
cet-6361	16	4	,	,	PUNCT
cet-6361	16	5	singular	singular	PROPN
cet-6361	16	6	spectrum	spectrum	NOUN
cet-6361	16	7	analysis	analysis	NOUN
cet-6361	16	8	(	(	PUNCT
cet-6361	16	9	ssa	ssa	NOUN
cet-6361	16	10	)	)	PUNCT
cet-6361	16	11	(	(	PUNCT
cet-6361	16	12	elsner	elsner	NOUN
cet-6361	16	13	and	and	CCONJ
cet-6361	16	14	tsonis	tsonis	NOUN
cet-6361	16	15	,	,	PUNCT
cet-6361	16	16	1996	1996	NUM
cet-6361	16	17	)	)	PUNCT
cet-6361	16	18	is	be	AUX
cet-6361	16	19	applied	apply	VERB
cet-6361	16	20	for	for	ADP
cet-6361	16	21	forecasting	forecast	VERB
cet-6361	16	22	electric	electric	ADJ
cet-6361	16	23	power	power	NOUN
cet-6361	16	24	load	load	NOUN
cet-6361	16	25	demand	demand	NOUN
cet-6361	16	26	.	.	PUNCT
cet-6361	17	1	ssa	ssa	NOUN
cet-6361	17	2	is	be	AUX
cet-6361	17	3	a	a	DET
cet-6361	17	4	technique	technique	NOUN
cet-6361	17	5	developed	develop	VERB
cet-6361	17	6	independently	independently	ADV
cet-6361	17	7	in	in	ADP
cet-6361	17	8	the	the	DET
cet-6361	17	9	usa	usa	PROPN
cet-6361	17	10	and	and	CCONJ
cet-6361	17	11	uk	uk	PROPN
cet-6361	17	12	under	under	ADP
cet-6361	17	13	the	the	DET
cet-6361	17	14	name	name	NOUN
cet-6361	17	15	ssa	ssa	NOUN
cet-6361	17	16	,	,	PUNCT
cet-6361	17	17	and	and	CCONJ
cet-6361	17	18	in	in	ADP
cet-6361	17	19	russia	russia	PROPN
cet-6361	17	20	under	under	ADP
cet-6361	17	21	the	the	DET
cet-6361	17	22	name	name	NOUN
cet-6361	17	23	caterpilar	caterpilar	ADJ
cet-6361	17	24	-	-	PUNCT
cet-6361	17	25	ssa	ssa	NOUN
cet-6361	17	26	(	(	PUNCT
cet-6361	17	27	beneki	beneki	NOUN
cet-6361	17	28	et	et	PROPN
cet-6361	17	29	al	al	PROPN
cet-6361	17	30	.	.	PROPN
cet-6361	17	31	,	,	PUNCT
cet-6361	17	32	2009	2009	NUM
cet-6361	17	33	)	)	PUNCT
cet-6361	17	34	.	.	PUNCT
cet-6361	18	1	it	it	PRON
cet-6361	18	2	is	be	AUX
cet-6361	18	3	based	base	VERB
cet-6361	18	4	on	on	ADP
cet-6361	18	5	statistics	statistic	NOUN
cet-6361	18	6	and	and	CCONJ
cet-6361	18	7	probability	probability	NOUN
cet-6361	18	8	theory	theory	NOUN
cet-6361	18	9	,	,	PUNCT
cet-6361	18	10	dynamical	dynamical	ADJ
cet-6361	18	11	systems	system	NOUN
cet-6361	18	12	and	and	CCONJ
cet-6361	18	13	signal	signal	NOUN
cet-6361	18	14	processing	processing	NOUN
cet-6361	18	15	concepts	concept	NOUN
cet-6361	18	16	and	and	CCONJ
cet-6361	18	17	it	it	PRON
cet-6361	18	18	is	be	AUX
cet-6361	18	19	considered	consider	VERB
cet-6361	18	20	as	as	ADP
cet-6361	18	21	a	a	DET
cet-6361	18	22	nonparametric	nonparametric	NOUN
cet-6361	18	23	or	or	CCONJ
cet-6361	18	24	data	data	NOUN
cet-6361	18	25	-	-	PUNCT
cet-6361	18	26	driven	drive	VERB
cet-6361	18	27	technique	technique	NOUN
cet-6361	18	28	(	(	PUNCT
cet-6361	18	29	beneki	beneki	NOUN
cet-6361	18	30	et	et	PROPN
cet-6361	18	31	al	al	PROPN
cet-6361	18	32	.	.	PROPN
cet-6361	18	33	,	,	PUNCT
cet-6361	18	34	2009	2009	NUM
cet-6361	18	35	)	)	PUNCT
cet-6361	18	36	for	for	ADP
cet-6361	18	37	modeling	model	VERB
cet-6361	18	38	non	non	ADJ
cet-6361	18	39	-	-	ADJ
cet-6361	18	40	linear	linear	ADJ
cet-6361	18	41	,	,	PUNCT
cet-6361	18	42	non	non	ADJ
cet-6361	18	43	-	-	ADJ
cet-6361	18	44	stationary	stationary	ADJ
cet-6361	18	45	and	and	CCONJ
cet-6361	18	46	noisy	noisy	ADJ
cet-6361	18	47	short	short	ADJ
cet-6361	18	48	time	time	NOUN
cet-6361	18	49	series	series	PROPN
cet-6361	18	50	(	(	PUNCT
cet-6361	18	51	hassani	hassani	PROPN
cet-6361	18	52	,	,	PUNCT
cet-6361	18	53	2007	2007	NUM
cet-6361	18	54	)	)	PUNCT
cet-6361	18	55	.	.	PUNCT
cet-6361	19	1	ssa	ssa	NOUN
cet-6361	19	2	does	do	AUX
cet-6361	19	3	not	not	PART
cet-6361	19	4	rely	rely	VERB
cet-6361	19	5	on	on	ADP
cet-6361	19	6	a	a	DET
cet-6361	19	7	priori	priori	ADV
cet-6361	19	8	defined	define	VERB
cet-6361	19	9	functions	function	NOUN
cet-6361	19	10	like	like	VERB
cet-6361	19	11	,	,	PUNCT
cet-6361	19	12	for	for	ADP
cet-6361	19	13	example	example	NOUN
cet-6361	19	14	,	,	PUNCT
cet-6361	19	15	the	the	DET
cet-6361	19	16	fourier	fourier	NOUN
cet-6361	19	17	approach	approach	NOUN
cet-6361	19	18	(	(	PUNCT
cet-6361	19	19	based	base	VERB
cet-6361	19	20	on	on	ADP
cet-6361	19	21	sine	sine	NOUN
cet-6361	19	22	and	and	CCONJ
cet-6361	19	23	cosine	cosine	NOUN
cet-6361	19	24	functions	function	NOUN
cet-6361	19	25	)	)	PUNCT
cet-6361	19	26	,	,	PUNCT
cet-6361	19	27	or	or	CCONJ
cet-6361	19	28	statistical	statistical	ADJ
cet-6361	19	29	assumptions	assumption	NOUN
cet-6361	19	30	(	(	PUNCT
cet-6361	19	31	e.g.	e.g.	ADV
cet-6361	19	32	,	,	PUNCT
cet-6361	19	33	stationarity	stationarity	NOUN
cet-6361	19	34	,	,	PUNCT
cet-6361	19	35	normality	normality	NOUN
cet-6361	19	36	)	)	PUNCT
cet-6361	19	37	.	.	PUNCT
cet-6361	20	1	one	one	NUM
cet-6361	20	2	of	of	ADP
cet-6361	20	3	the	the	DET
cet-6361	20	4	main	main	ADJ
cet-6361	20	5	advantages	advantage	NOUN
cet-6361	20	6	of	of	ADP
cet-6361	20	7	ssa	ssa	NOUN
cet-6361	20	8	compared	compare	VERB
cet-6361	20	9	to	to	ADP
cet-6361	20	10	other	other	ADJ
cet-6361	20	11	non	non	ADJ
cet-6361	20	12	-	-	ADJ
cet-6361	20	13	parametric	parametric	ADJ
cet-6361	20	14	approaches	approach	NOUN
cet-6361	20	15	is	be	AUX
cet-6361	20	16	that	that	SCONJ
cet-6361	20	17	only	only	ADV
cet-6361	20	18	two	two	NUM
cet-6361	20	19	parameters	parameter	NOUN
cet-6361	20	20	are	be	AUX
cet-6361	20	21	required	require	VERB
cet-6361	20	22	to	to	PART
cet-6361	20	23	model	model	VERB
cet-6361	20	24	the	the	DET
cet-6361	20	25	time	time	NOUN
cet-6361	20	26	series	series	NOUN
cet-6361	20	27	under	under	ADP
cet-6361	20	28	analysis	analysis	NOUN
cet-6361	20	29	.	.	PUNCT
cet-6361	21	1	the	the	DET
cet-6361	21	2	development	development	NOUN
cet-6361	21	3	of	of	ADP
cet-6361	21	4	the	the	DET
cet-6361	21	5	technique	technique	NOUN
cet-6361	21	6	and	and	CCONJ
cet-6361	21	7	its	its	PRON
cet-6361	21	8	application	application	NOUN
cet-6361	21	9	for	for	ADP
cet-6361	21	10	electric	electric	ADJ
cet-6361	21	11	load	load	NOUN
cet-6361	21	12	forecasting	forecasting	NOUN
cet-6361	21	13	are	be	AUX
cet-6361	21	14	illustrated	illustrate	VERB
cet-6361	21	15	by	by	ADP
cet-6361	21	16	way	way	NOUN
cet-6361	21	17	of	of	ADP
cet-6361	21	18	an	an	DET
cet-6361	21	19	example	example	NOUN
cet-6361	21	20	related	relate	VERB
cet-6361	21	21	to	to	ADP
cet-6361	21	22	a	a	DET
cet-6361	21	23	venezuelan	venezuelan	ADJ
cet-6361	21	24	region	region	NOUN
cet-6361	21	25	served	serve	VERB
cet-6361	21	26	by	by	ADP
cet-6361	21	27	power	power	NOUN
cet-6361	21	28	generators	generator	NOUN
cet-6361	21	29	.	.	PUNCT
cet-6361	22	1	the	the	DET
cet-6361	22	2	remainder	remainder	NOUN
cet-6361	22	3	of	of	ADP
cet-6361	22	4	the	the	DET
cet-6361	22	5	paper	paper	NOUN
cet-6361	22	6	is	be	AUX
cet-6361	22	7	organized	organize	VERB
cet-6361	22	8	as	as	SCONJ
cet-6361	22	9	follows	follow	VERB
cet-6361	22	10	:	:	PUNCT
cet-6361	22	11	section	section	NOUN
cet-6361	22	12	2	2	NUM
cet-6361	22	13	introduces	introduce	VERB
cet-6361	22	14	the	the	DET
cet-6361	22	15	ssa	ssa	NOUN
cet-6361	22	16	approach	approach	NOUN
cet-6361	22	17	;	;	PUNCT
cet-6361	22	18	section	section	NOUN
cet-6361	22	19	3	3	NUM
cet-6361	22	20	presents	present	VERB
cet-6361	22	21	the	the	DET
cet-6361	22	22	results	result	NOUN
cet-6361	22	23	obtained	obtain	VERB
cet-6361	22	24	using	use	VERB
cet-6361	22	25	ssa	ssa	NOUN
cet-6361	22	26	and	and	CCONJ
cet-6361	22	27	the	the	DET
cet-6361	22	28	comparison	comparison	NOUN
cet-6361	22	29	with	with	ADP
cet-6361	22	30	other	other	ADJ
cet-6361	22	31	classical	classical	ADJ
cet-6361	22	32	time	time	NOUN
cet-6361	22	33	series	series	NOUN
cet-6361	22	34	techniques	technique	NOUN
cet-6361	22	35	;	;	PUNCT
cet-6361	22	36	finally	finally	ADV
cet-6361	22	37	,	,	PUNCT
cet-6361	22	38	section	section	NOUN
cet-6361	22	39	4	4	NUM
cet-6361	22	40	presents	present	VERB
cet-6361	22	41	some	some	DET
cet-6361	22	42	conclusions	conclusion	NOUN
cet-6361	22	43	.	.	PUNCT
cet-6361	23	1	doi	doi	NOUN
cet-6361	23	2	:	:	PUNCT
cet-6361	23	3	10.3303	10.3303	NUM
cet-6361	23	4	/	/	SYM
cet-6361	23	5	cet1333154	cet1333154	NOUN
cet-6361	23	6	please	please	INTJ
cet-6361	23	7	cite	cite	VERB
cet-6361	23	8	this	this	DET
cet-6361	23	9	article	article	NOUN
cet-6361	23	10	as	as	ADP
cet-6361	23	11	:	:	PUNCT
cet-6361	23	12	briceno	briceno	PROPN
cet-6361	23	13	h.	h.	PROPN
cet-6361	23	14	,	,	PUNCT
cet-6361	23	15	rocco	rocco	PROPN
cet-6361	23	16	c.	c.	PROPN
cet-6361	23	17	,	,	PUNCT
cet-6361	23	18	zio	zio	PROPN
cet-6361	23	19	e.	e.	PROPN
cet-6361	23	20	,	,	PUNCT
cet-6361	23	21	2013	2013	NUM
cet-6361	23	22	,	,	PUNCT
cet-6361	23	23	singular	singular	NOUN
cet-6361	23	24	spectrum	spectrum	VERB
cet-6361	23	25	analysis	analysis	NOUN
cet-6361	23	26	for	for	ADP
cet-6361	23	27	forecasting	forecasting	NOUN
cet-6361	23	28	of	of	ADP
cet-6361	23	29	electric	electric	ADJ
cet-6361	23	30	load	load	NOUN
cet-6361	23	31	demand	demand	NOUN
cet-6361	23	32	,	,	PUNCT
cet-6361	23	33	chemical	chemical	ADJ
cet-6361	23	34	engineering	engineering	NOUN
cet-6361	23	35	transactions	transaction	NOUN
cet-6361	23	36	,	,	PUNCT
cet-6361	23	37	33	33	NUM
cet-6361	23	38	,	,	PUNCT
cet-6361	23	39	919	919	NUM
cet-6361	23	40	-	-	SYM
cet-6361	23	41	924	924	NUM
cet-6361	23	42	doi	doi	NOUN
cet-6361	23	43	:	:	PUNCT
cet-6361	23	44	10.3303	10.3303	NUM
cet-6361	23	45	/	/	SYM
cet-6361	23	46	cet1333154	cet1333154	VERB
cet-6361	23	47	919	919	NUM
cet-6361	23	48	2	2	NUM
cet-6361	23	49	.	.	PUNCT
cet-6361	24	1	singular	singular	PROPN
cet-6361	24	2	spectrum	spectrum	VERB
cet-6361	24	3	analysis	analysis	NOUN
cet-6361	24	4	(	(	PUNCT
cet-6361	24	5	ssa	ssa	NOUN
cet-6361	24	6	)	)	PUNCT
cet-6361	24	7	the	the	DET
cet-6361	24	8	main	main	ADJ
cet-6361	24	9	idea	idea	NOUN
cet-6361	24	10	of	of	ADP
cet-6361	24	11	ssa	ssa	NOUN
cet-6361	24	12	is	be	AUX
cet-6361	24	13	to	to	PART
cet-6361	24	14	make	make	VERB
cet-6361	24	15	a	a	DET
cet-6361	24	16	decomposition	decomposition	NOUN
cet-6361	24	17	of	of	ADP
cet-6361	24	18	the	the	DET
cet-6361	24	19	original	original	ADJ
cet-6361	24	20	time	time	NOUN
cet-6361	24	21	series	series	NOUN
cet-6361	24	22	into	into	ADP
cet-6361	24	23	the	the	DET
cet-6361	24	24	sum	sum	NOUN
cet-6361	24	25	of	of	ADP
cet-6361	24	26	independent	independent	ADJ
cet-6361	24	27	components	component	NOUN
cet-6361	24	28	,	,	PUNCT
cet-6361	24	29	which	which	PRON
cet-6361	24	30	represent	represent	VERB
cet-6361	24	31	the	the	DET
cet-6361	24	32	trend	trend	NOUN
cet-6361	24	33	,	,	PUNCT
cet-6361	24	34	oscillatory	oscillatory	ADJ
cet-6361	24	35	behavior	behavior	NOUN
cet-6361	24	36	(	(	PUNCT
cet-6361	24	37	periodic	periodic	ADJ
cet-6361	24	38	or	or	CCONJ
cet-6361	24	39	quasi	quasi	ADJ
cet-6361	24	40	-	-	ADJ
cet-6361	24	41	periodic	periodic	ADJ
cet-6361	24	42	components	component	NOUN
cet-6361	24	43	)	)	PUNCT
cet-6361	24	44	and	and	CCONJ
cet-6361	24	45	noise	noise	NOUN
cet-6361	24	46	.	.	PUNCT
cet-6361	25	1	some	some	PRON
cet-6361	25	2	of	of	ADP
cet-6361	25	3	these	these	DET
cet-6361	25	4	components	component	NOUN
cet-6361	25	5	are	be	AUX
cet-6361	25	6	selected	select	VERB
cet-6361	25	7	and	and	CCONJ
cet-6361	25	8	retained	retain	VERB
cet-6361	25	9	for	for	ADP
cet-6361	25	10	the	the	DET
cet-6361	25	11	forecasting	forecasting	NOUN
cet-6361	25	12	task	task	NOUN
cet-6361	25	13	.	.	PUNCT
cet-6361	26	1	ssa	ssa	PROPN
cet-6361	26	2	has	have	AUX
cet-6361	26	3	been	be	AUX
cet-6361	26	4	used	use	VERB
cet-6361	26	5	successfully	successfully	ADV
cet-6361	26	6	in	in	ADP
cet-6361	26	7	several	several	ADJ
cet-6361	26	8	areas	area	NOUN
cet-6361	26	9	like	like	ADP
cet-6361	26	10	hydrology	hydrology	NOUN
cet-6361	26	11	(	(	PUNCT
cet-6361	26	12	vautard	vautard	NOUN
cet-6361	26	13	et	et	PROPN
cet-6361	26	14	al	al	PROPN
cet-6361	26	15	.	.	PROPN
cet-6361	26	16	,	,	PUNCT
cet-6361	26	17	1992	1992	NUM
cet-6361	26	18	)	)	PUNCT
cet-6361	26	19	,	,	PUNCT
cet-6361	26	20	geophysics	geophysic	NOUN
cet-6361	26	21	(	(	PUNCT
cet-6361	26	22	vautard	vautard	NOUN
cet-6361	26	23	and	and	CCONJ
cet-6361	26	24	ghil	ghil	NOUN
cet-6361	26	25	,	,	PUNCT
cet-6361	26	26	1989	1989	NUM
cet-6361	26	27	)	)	PUNCT
cet-6361	26	28	,	,	PUNCT
cet-6361	26	29	economics	economic	NOUN
cet-6361	26	30	(	(	PUNCT
cet-6361	26	31	carvalho	carvalho	PROPN
cet-6361	26	32	et	et	PROPN
cet-6361	26	33	al	al	PROPN
cet-6361	26	34	.	.	PROPN
cet-6361	26	35	,	,	PUNCT
cet-6361	26	36	2012	2012	NUM
cet-6361	26	37	)	)	PUNCT
cet-6361	26	38	,	,	PUNCT
cet-6361	26	39	medical	medical	ADJ
cet-6361	26	40	engineering	engineering	NOUN
cet-6361	26	41	(	(	PUNCT
cet-6361	26	42	sanei	sanei	PROPN
cet-6361	26	43	et	et	PROPN
cet-6361	26	44	al	al	PROPN
cet-6361	26	45	.	.	PROPN
cet-6361	26	46	,	,	PUNCT
cet-6361	26	47	2011	2011	NUM
cet-6361	26	48	)	)	PUNCT
cet-6361	26	49	among	among	ADP
cet-6361	26	50	others	other	NOUN
cet-6361	26	51	.	.	PUNCT
cet-6361	27	1	let	let	VERB
cet-6361	27	2	y=[y1	y=[y1	NOUN
cet-6361	27	3	,	,	PUNCT
cet-6361	27	4	y2	y2	PROPN
cet-6361	27	5	,	,	PUNCT
cet-6361	27	6	…	…	PUNCT
cet-6361	27	7	.	.	PUNCT
cet-6361	27	8	,	,	PUNCT
cet-6361	27	9	yt	yt	PROPN
cet-6361	27	10	]	]	PUNCT
cet-6361	27	11	be	be	VERB
cet-6361	27	12	a	a	DET
cet-6361	27	13	time	time	NOUN
cet-6361	27	14	series	series	NOUN
cet-6361	27	15	of	of	ADP
cet-6361	27	16	length	length	NOUN
cet-6361	27	17	t.	t.	PROPN
cet-6361	27	18	the	the	DET
cet-6361	27	19	ssa	ssa	NOUN
cet-6361	27	20	technique	technique	NOUN
cet-6361	27	21	consists	consist	VERB
cet-6361	27	22	of	of	ADP
cet-6361	27	23	two	two	NUM
cet-6361	27	24	stages	stage	NOUN
cet-6361	27	25	:	:	PUNCT
cet-6361	27	26	decomposition	decomposition	NOUN
cet-6361	27	27	and	and	CCONJ
cet-6361	27	28	reconstruction	reconstruction	NOUN
cet-6361	27	29	(	(	PUNCT
cet-6361	27	30	golyandina	golyandina	PROPN
cet-6361	27	31	et	et	PROPN
cet-6361	27	32	al	al	PROPN
cet-6361	27	33	.	.	PROPN
cet-6361	27	34	,	,	PUNCT
cet-6361	27	35	2001	2001	NUM
cet-6361	27	36	)	)	PUNCT
cet-6361	27	37	.	.	PUNCT
cet-6361	28	1	2.1	2.1	NUM
cet-6361	28	2	decomposition	decomposition	NOUN
cet-6361	28	3	this	this	DET
cet-6361	28	4	stage	stage	NOUN
cet-6361	28	5	is	be	AUX
cet-6361	28	6	subdivided	subdivide	VERB
cet-6361	28	7	into	into	ADP
cet-6361	28	8	two	two	NUM
cet-6361	28	9	steps	step	NOUN
cet-6361	28	10	:	:	PUNCT
cet-6361	28	11	embedding	embed	VERB
cet-6361	28	12	and	and	CCONJ
cet-6361	28	13	singular	singular	ADJ
cet-6361	28	14	value	value	NOUN
cet-6361	28	15	decomposition	decomposition	NOUN
cet-6361	28	16	2.1.1	2.1.1	NUM
cet-6361	28	17	embedding	embed	VERB
cet-6361	28	18	the	the	DET
cet-6361	28	19	main	main	ADJ
cet-6361	28	20	result	result	NOUN
cet-6361	28	21	of	of	ADP
cet-6361	28	22	this	this	DET
cet-6361	28	23	step	step	NOUN
cet-6361	28	24	is	be	AUX
cet-6361	28	25	the	the	DET
cet-6361	28	26	definition	definition	NOUN
cet-6361	28	27	of	of	ADP
cet-6361	28	28	a	a	DET
cet-6361	28	29	trajectory	trajectory	NOUN
cet-6361	28	30	matrix	matrix	NOUN
cet-6361	28	31	or	or	CCONJ
cet-6361	28	32	a	a	DET
cet-6361	28	33	lagged	lag	VERB
cet-6361	28	34	version	version	NOUN
cet-6361	28	35	of	of	ADP
cet-6361	28	36	the	the	DET
cet-6361	28	37	original	original	ADJ
cet-6361	28	38	time	time	NOUN
cet-6361	28	39	series	series	PROPN
cet-6361	28	40	y.	y.	PROPN
cet-6361	28	41	the	the	DET
cet-6361	28	42	matrix	matrix	NOUN
cet-6361	28	43	is	be	AUX
cet-6361	28	44	associated	associate	VERB
cet-6361	28	45	with	with	ADP
cet-6361	28	46	a	a	DET
cet-6361	28	47	windows	window	NOUN
cet-6361	28	48	length	length	NOUN
cet-6361	28	49	l	l	PROPN
cet-6361	28	50	(	(	PUNCT
cet-6361	28	51	l≤t/2	l≤t/2	PROPN
cet-6361	28	52	,	,	PUNCT
cet-6361	28	53	to	to	PART
cet-6361	28	54	be	be	AUX
cet-6361	28	55	defined	define	VERB
cet-6361	28	56	by	by	ADP
cet-6361	28	57	the	the	DET
cet-6361	28	58	user	user	NOUN
cet-6361	28	59	)	)	PUNCT
cet-6361	28	60	.	.	PUNCT
cet-6361	29	1	let	let	VERB
cet-6361	29	2	k	k	NOUN
cet-6361	29	3	=	=	VERB
cet-6361	29	4	tl+1	tl+1	PROPN
cet-6361	29	5	;	;	PUNCT
cet-6361	29	6	the	the	DET
cet-6361	29	7	trajectory	trajectory	NOUN
cet-6361	29	8	matrix	matrix	NOUN
cet-6361	29	9	is	be	AUX
cet-6361	29	10	defined	define	VERB
cet-6361	29	11	as	as	ADP
cet-6361	29	12	:	:	PUNCT
cet-6361	29	13	x=[x1	x=[x1	PROPN
cet-6361	29	14	,	,	PUNCT
cet-6361	29	15	…	…	PUNCT
cet-6361	29	16	xk	xk	X
cet-6361	29	17	]	]	X
cet-6361	29	18	=	=	PUNCT
cet-6361	30	1	+	+	PUNCT
cet-6361	30	2	+	+	PROPN
cet-6361	30	3	+	+	CCONJ
cet-6361	30	4	t2l1ll	t2l1ll	ADV
cet-6361	30	5	43	43	NUM
cet-6361	30	6	1k432	1k432	NOUN
cet-6361	30	7	k321	k321	PROPN
cet-6361	30	8	...	...	PUNCT
cet-6361	30	9	...............	...............	PUNCT
cet-6361	30	10	.........	.........	PUNCT
cet-6361	30	11	...	...	PUNCT
cet-6361	30	12	...	...	PUNCT
cet-6361	31	1	yyyy	yyyy	PROPN
cet-6361	31	2	yy	yy	PROPN
cet-6361	31	3	yyyy	yyyy	PROPN
cet-6361	31	4	yyyy	yyyy	PROPN
cet-6361	31	5	(	(	PUNCT
cet-6361	31	6	1	1	X
cet-6361	31	7	)	)	PUNCT
cet-6361	31	8	the	the	DET
cet-6361	31	9	trajectory	trajectory	NOUN
cet-6361	31	10	matrix	matrix	NOUN
cet-6361	31	11	is	be	AUX
cet-6361	31	12	a	a	DET
cet-6361	31	13	hankel	hankel	NOUN
cet-6361	31	14	matrix	matrix	NOUN
cet-6361	31	15	,	,	PUNCT
cet-6361	31	16	that	that	PRON
cet-6361	31	17	is	be	AUX
cet-6361	31	18	all	all	DET
cet-6361	31	19	the	the	DET
cet-6361	31	20	elements	element	NOUN
cet-6361	31	21	along	along	ADP
cet-6361	31	22	the	the	DET
cet-6361	31	23	diagonal	diagonal	ADJ
cet-6361	31	24	i+j	i+j	NUM
cet-6361	31	25	=	=	NOUN
cet-6361	31	26	const	const	NOUN
cet-6361	31	27	are	be	AUX
cet-6361	31	28	equal	equal	ADJ
cet-6361	31	29	(	(	PUNCT
cet-6361	31	30	hassani	hassani	ADJ
cet-6361	31	31	,	,	PUNCT
cet-6361	31	32	2007	2007	NUM
cet-6361	31	33	)	)	PUNCT
cet-6361	31	34	.	.	PUNCT
cet-6361	32	1	2.1.2	2.1.2	NUM
cet-6361	32	2	singular	singular	ADJ
cet-6361	32	3	value	value	NOUN
cet-6361	32	4	decomposition	decomposition	NOUN
cet-6361	32	5	(	(	PUNCT
cet-6361	32	6	svd	svd	PROPN
cet-6361	32	7	)	)	PUNCT
cet-6361	32	8	from	from	ADP
cet-6361	32	9	x	x	X
cet-6361	32	10	,	,	PUNCT
cet-6361	32	11	define	define	VERB
cet-6361	32	12	the	the	DET
cet-6361	32	13	covariance	covariance	NOUN
cet-6361	32	14	matrix	matrix	NOUN
cet-6361	32	15	xxt	xxt	PROPN
cet-6361	32	16	.	.	PUNCT
cet-6361	33	1	the	the	DET
cet-6361	33	2	svd	svd	PROPN
cet-6361	33	3	of	of	ADP
cet-6361	33	4	xxt	xxt	PROPN
cet-6361	33	5	produces	produce	VERB
cet-6361	33	6	a	a	DET
cet-6361	33	7	set	set	NOUN
cet-6361	33	8	of	of	ADP
cet-6361	33	9	l	l	NOUN
cet-6361	33	10	eigenvalues	eigenvalues	PROPN
cet-6361	33	11	λ1≥λ2≥	λ1≥λ2≥	NOUN
cet-6361	33	12	…	…	SYM
cet-6361	33	13	≥λl≥	≥λl≥	NOUN
cet-6361	33	14	0	0	PUNCT
cet-6361	33	15	and	and	CCONJ
cet-6361	33	16	the	the	DET
cet-6361	33	17	corresponding	corresponding	ADJ
cet-6361	33	18	eigenvectors	eigenvector	NOUN
cet-6361	33	19	u1	u1	NOUN
cet-6361	33	20	,	,	PUNCT
cet-6361	33	21	u2	u2	NOUN
cet-6361	33	22	,	,	PUNCT
cet-6361	33	23	…	…	PUNCT
cet-6361	33	24	.	.	PUNCT
cet-6361	33	25	,	,	PUNCT
cet-6361	33	26	ul	ul	INTJ
cet-6361	33	27	(	(	PUNCT
cet-6361	33	28	often	often	ADV
cet-6361	33	29	denoted	denote	VERB
cet-6361	33	30	by	by	ADP
cet-6361	33	31	empirical	empirical	ADJ
cet-6361	33	32	orthogonal	orthogonal	ADJ
cet-6361	33	33	functions	function	NOUN
cet-6361	33	34	(	(	PUNCT
cet-6361	33	35	eof	eof	NOUN
cet-6361	33	36	)	)	PUNCT
cet-6361	33	37	)	)	PUNCT
cet-6361	33	38	.	.	PUNCT
cet-6361	34	1	then	then	ADV
cet-6361	34	2	the	the	DET
cet-6361	34	3	svd	svd	PROPN
cet-6361	34	4	of	of	ADP
cet-6361	34	5	the	the	DET
cet-6361	34	6	trajectory	trajectory	NOUN
cet-6361	34	7	matrix	matrix	NOUN
cet-6361	34	8	can	can	AUX
cet-6361	34	9	be	be	AUX
cet-6361	34	10	written	write	VERB
cet-6361	34	11	as	as	ADP
cet-6361	34	12	x=	x=	PROPN
cet-6361	34	13	e1+e2+	e1+e2+	NOUN
cet-6361	34	14	…	…	SYM
cet-6361	34	15	+ed	+ed	NOUN
cet-6361	34	16	,	,	PUNCT
cet-6361	34	17	where	where	SCONJ
cet-6361	34	18	ei=	ei=	PROPN
cet-6361	34	19	i	i	PRON
cet-6361	34	20	uivi	uivi	VERB
cet-6361	34	21	t	t	PROPN
cet-6361	34	22	,	,	PUNCT
cet-6361	34	23	d	d	PROPN
cet-6361	34	24	is	be	AUX
cet-6361	34	25	the	the	DET
cet-6361	34	26	rank	rank	NOUN
cet-6361	34	27	of	of	ADP
cet-6361	34	28	xxt	xxt	PROPN
cet-6361	34	29	(	(	PUNCT
cet-6361	34	30	that	that	PRON
cet-6361	34	31	is	be	AUX
cet-6361	34	32	the	the	DET
cet-6361	34	33	number	number	NOUN
cet-6361	34	34	of	of	ADP
cet-6361	34	35	non	non	ADJ
cet-6361	34	36	-	-	ADJ
cet-6361	34	37	zero	zero	NUM
cet-6361	34	38	eigenvalues	eigenvalue	NOUN
cet-6361	34	39	)	)	PUNCT
cet-6361	34	40	and	and	CCONJ
cet-6361	34	41	v1	v1	NOUN
cet-6361	34	42	,	,	PUNCT
cet-6361	34	43	v2	v2	PROPN
cet-6361	34	44	,	,	PUNCT
cet-6361	34	45	…	…	PUNCT
cet-6361	34	46	,	,	PUNCT
cet-6361	34	47	vd	vd	NOUN
cet-6361	34	48	are	be	AUX
cet-6361	34	49	the	the	DET
cet-6361	34	50	principal	principal	ADJ
cet-6361	34	51	components	component	NOUN
cet-6361	34	52	(	(	PUNCT
cet-6361	34	53	pc	pc	NOUN
cet-6361	34	54	)	)	PUNCT
cet-6361	34	55	,	,	PUNCT
cet-6361	34	56	defined	define	VERB
cet-6361	34	57	as	as	ADP
cet-6361	34	58	vi	vi	NOUN
cet-6361	34	59	=	=	NOUN
cet-6361	34	60	xtui/	xtui/	NUM
cet-6361	34	61	i	i	NOUN
cet-6361	34	62	.	.	PUNCT
cet-6361	35	1	the	the	DET
cet-6361	35	2	collection	collection	NOUN
cet-6361	35	3	(	(	PUNCT
cet-6361	35	4	i	i	PRON
cet-6361	35	5	,	,	PUNCT
cet-6361	35	6	ui	ui	PROPN
cet-6361	35	7	,	,	PUNCT
cet-6361	35	8	vi	vi	PROPN
cet-6361	35	9	)	)	PUNCT
cet-6361	35	10	is	be	AUX
cet-6361	35	11	referred	refer	VERB
cet-6361	35	12	to	to	ADP
cet-6361	35	13	as	as	ADP
cet-6361	35	14	the	the	DET
cet-6361	35	15	i	i	PROPN
cet-6361	35	16	-	-	PUNCT
cet-6361	35	17	th	th	X
cet-6361	35	18	eigentriple	eigentriple	NOUN
cet-6361	35	19	of	of	ADP
cet-6361	35	20	the	the	DET
cet-6361	35	21	matrix	matrix	NOUN
cet-6361	35	22	x.	x.	NOUN
cet-6361	36	1	if	if	SCONJ
cet-6361	36	2	=	=	SYM
cet-6361	36	3	=	=	NOUN
cet-6361	36	4	γ	γ	X
cet-6361	36	5	d	d	X
cet-6361	36	6	1i	1i	NOUN
cet-6361	36	7	i	i	PRON
cet-6361	36	8	,	,	PUNCT
cet-6361	36	9	then	then	ADV
cet-6361	36	10	λi	λi	NOUN
cet-6361	36	11	/	/	SYM
cet-6361	36	12	γ	γ	X
cet-6361	36	13	is	be	AUX
cet-6361	36	14	the	the	DET
cet-6361	36	15	proportion	proportion	NOUN
cet-6361	36	16	of	of	ADP
cet-6361	36	17	the	the	DET
cet-6361	36	18	variance	variance	NOUN
cet-6361	36	19	of	of	ADP
cet-6361	36	20	x	x	PRON
cet-6361	36	21	explained	explain	VERB
cet-6361	36	22	by	by	ADP
cet-6361	36	23	ei	ei	PROPN
cet-6361	36	24	:	:	PUNCT
cet-6361	36	25	e1	e1	NOUN
cet-6361	36	26	has	have	VERB
cet-6361	36	27	the	the	DET
cet-6361	36	28	highest	high	ADJ
cet-6361	36	29	contribution	contribution	NOUN
cet-6361	36	30	while	while	SCONJ
cet-6361	36	31	ed	ed	NOUN
cet-6361	36	32	has	have	VERB
cet-6361	36	33	the	the	DET
cet-6361	36	34	lowest	low	ADJ
cet-6361	36	35	contribution	contribution	NOUN
cet-6361	36	36	(	(	PUNCT
cet-6361	36	37	hassani	hassani	PROPN
cet-6361	36	38	et	et	PROPN
cet-6361	36	39	al	al	PROPN
cet-6361	36	40	.	.	PROPN
cet-6361	36	41	,	,	PUNCT
cet-6361	36	42	2009	2009	NUM
cet-6361	36	43	)	)	PUNCT
cet-6361	36	44	.	.	PUNCT
cet-6361	37	1	svd	svd	PROPN
cet-6361	37	2	could	could	AUX
cet-6361	37	3	be	be	AUX
cet-6361	37	4	time	time	NOUN
cet-6361	37	5	consuming	consume	VERB
cet-6361	37	6	if	if	SCONJ
cet-6361	37	7	the	the	DET
cet-6361	37	8	length	length	NOUN
cet-6361	37	9	of	of	ADP
cet-6361	37	10	the	the	DET
cet-6361	37	11	time	time	NOUN
cet-6361	37	12	series	series	NOUN
cet-6361	37	13	is	be	AUX
cet-6361	37	14	large	large	ADJ
cet-6361	37	15	(	(	PUNCT
cet-6361	37	16	say	say	INTJ
cet-6361	37	17	t	t	X
cet-6361	37	18	>	>	X
cet-6361	37	19	1000	1000	NUM
cet-6361	37	20	)	)	PUNCT
cet-6361	37	21	.	.	PUNCT
cet-6361	38	1	2.2	2.2	NUM
cet-6361	38	2	reconstruction	reconstruction	NOUN
cet-6361	38	3	the	the	DET
cet-6361	38	4	reconstruction	reconstruction	NOUN
cet-6361	38	5	stage	stage	NOUN
cet-6361	38	6	consists	consist	VERB
cet-6361	38	7	of	of	ADP
cet-6361	38	8	two	two	NUM
cet-6361	38	9	steps	step	NOUN
cet-6361	38	10	:	:	PUNCT
cet-6361	38	11	grouping	grouping	NOUN
cet-6361	38	12	and	and	CCONJ
cet-6361	38	13	averaging	averaging	NOUN
cet-6361	38	14	.	.	PUNCT
cet-6361	39	1	2.2.1	2.2.1	NUM
cet-6361	39	2	grouping	group	VERB
cet-6361	39	3	in	in	ADP
cet-6361	39	4	this	this	DET
cet-6361	39	5	step	step	NOUN
cet-6361	39	6	,	,	PUNCT
cet-6361	39	7	r	r	NOUN
cet-6361	39	8	out	out	ADP
cet-6361	39	9	of	of	ADP
cet-6361	39	10	d	d	PROPN
cet-6361	39	11	eigentriples	eigentriple	NOUN
cet-6361	39	12	are	be	AUX
cet-6361	39	13	selected	select	VERB
cet-6361	39	14	by	by	ADP
cet-6361	39	15	the	the	DET
cet-6361	39	16	user	user	NOUN
cet-6361	39	17	.	.	PUNCT
cet-6361	40	1	let	let	VERB
cet-6361	40	2	i={i1,i2,	i={i1,i2,	PROPN
cet-6361	40	3	..	..	PUNCT
cet-6361	40	4	ir	ir	AUX
cet-6361	40	5	}	}	PUNCT
cet-6361	40	6	be	be	AUX
cet-6361	40	7	a	a	DET
cet-6361	40	8	group	group	NOUN
cet-6361	40	9	of	of	ADP
cet-6361	40	10	r	r	NOUN
cet-6361	40	11	selected	select	VERB
cet-6361	40	12	eigentriples	eigentriple	NOUN
cet-6361	40	13	and	and	CCONJ
cet-6361	40	14	xi=	xi=	NOUN
cet-6361	40	15	xi1+xi2	xi1+xi2	PROPN
cet-6361	41	1	+	+	PROPN
cet-6361	41	2	…	…	PUNCT
cet-6361	41	3	+	+	CCONJ
cet-6361	41	4	xir	xir	NOUN
cet-6361	41	5	.	.	PUNCT
cet-6361	42	1	xi	xi	PROPN
cet-6361	42	2	is	be	AUX
cet-6361	42	3	related	relate	VERB
cet-6361	42	4	to	to	ADP
cet-6361	42	5	the	the	DET
cet-6361	42	6	“	"	PUNCT
cet-6361	42	7	signal	signal	NOUN
cet-6361	42	8	”	"	PUNCT
cet-6361	42	9	of	of	ADP
cet-6361	42	10	y	y	PROPN
cet-6361	42	11	while	while	SCONJ
cet-6361	42	12	the	the	DET
cet-6361	42	13	rest	rest	NOUN
cet-6361	42	14	of	of	ADP
cet-6361	42	15	the	the	DET
cet-6361	42	16	(	(	PUNCT
cet-6361	42	17	d	d	NOUN
cet-6361	42	18	-	-	PUNCT
cet-6361	42	19	r	r	NOUN
cet-6361	42	20	)	)	PUNCT
cet-6361	42	21	eigentriples	eigentriple	NOUN
cet-6361	42	22	describe	describe	VERB
cet-6361	42	23	the	the	DET
cet-6361	42	24	error	error	NOUN
cet-6361	42	25	term	term	NOUN
cet-6361	42	26	ε	ε	PROPN
cet-6361	42	27	.	.	PUNCT
cet-6361	42	28	2.2.2	2.2.2	NUM
cet-6361	42	29	averaging	average	VERB
cet-6361	42	30	the	the	DET
cet-6361	42	31	group	group	NOUN
cet-6361	42	32	of	of	ADP
cet-6361	42	33	r	r	NOUN
cet-6361	42	34	components	component	NOUN
cet-6361	42	35	selected	select	VERB
cet-6361	42	36	in	in	ADP
cet-6361	42	37	the	the	DET
cet-6361	42	38	previous	previous	ADJ
cet-6361	42	39	stage	stage	NOUN
cet-6361	42	40	is	be	AUX
cet-6361	42	41	then	then	ADV
cet-6361	42	42	used	use	VERB
cet-6361	42	43	to	to	PART
cet-6361	42	44	reconstruct	reconstruct	VERB
cet-6361	42	45	the	the	DET
cet-6361	42	46	deterministic	deterministic	ADJ
cet-6361	42	47	components	component	NOUN
cet-6361	42	48	of	of	ADP
cet-6361	42	49	the	the	DET
cet-6361	42	50	time	time	NOUN
cet-6361	42	51	series	series	NOUN
cet-6361	42	52	.	.	PUNCT
cet-6361	43	1	the	the	DET
cet-6361	43	2	basic	basic	ADJ
cet-6361	43	3	idea	idea	NOUN
cet-6361	43	4	is	be	AUX
cet-6361	43	5	to	to	PART
cet-6361	43	6	transform	transform	VERB
cet-6361	43	7	each	each	PRON
cet-6361	43	8	of	of	ADP
cet-6361	43	9	the	the	DET
cet-6361	43	10	terms	term	NOUN
cet-6361	43	11	xi1	xi1	PROPN
cet-6361	43	12	,	,	PUNCT
cet-6361	43	13	xi2	xi2	PROPN
cet-6361	43	14	,	,	PUNCT
cet-6361	43	15	…	…	PUNCT
cet-6361	43	16	,	,	PUNCT
cet-6361	43	17	xir	xir	NOUN
cet-6361	43	18	into	into	ADP
cet-6361	43	19	reconstructed	reconstructed	ADJ
cet-6361	43	20	time	time	NOUN
cet-6361	43	21	series	series	PROPN
cet-6361	43	22	yi1	yi1	PROPN
cet-6361	43	23	,	,	PUNCT
cet-6361	43	24	yi2	yi2	PROPN
cet-6361	43	25	,	,	PUNCT
cet-6361	43	26	…	…	PUNCT
cet-6361	43	27	,	,	PUNCT
cet-6361	43	28	yir	yir	VERB
cet-6361	43	29	through	through	ADP
cet-6361	43	30	the	the	DET
cet-6361	43	31	hankelization	hankelization	NOUN
cet-6361	43	32	process	process	NOUN
cet-6361	43	33	h	h	NOUN
cet-6361	43	34	(	(	PUNCT
cet-6361	43	35	)	)	PUNCT
cet-6361	43	36	or	or	CCONJ
cet-6361	43	37	diagonal	diagonal	ADJ
cet-6361	43	38	averaging	averaging	NOUN
cet-6361	43	39	(	(	PUNCT
cet-6361	43	40	golyandina	golyandina	PROPN
cet-6361	43	41	et	et	PROPN
cet-6361	43	42	al	al	PROPN
cet-6361	43	43	.	.	PROPN
cet-6361	43	44	,	,	PUNCT
cet-6361	43	45	2001	2001	NUM
cet-6361	43	46	):	):	PUNCT
cet-6361	43	47	if	if	SCONJ
cet-6361	43	48	zij	zij	PROPN
cet-6361	43	49	is	be	AUX
cet-6361	43	50	an	an	DET
cet-6361	43	51	element	element	NOUN
cet-6361	43	52	of	of	ADP
cet-6361	43	53	a	a	DET
cet-6361	43	54	generic	generic	ADJ
cet-6361	43	55	matrix	matrix	NOUN
cet-6361	44	1	z	z	NOUN
cet-6361	44	2	,	,	PUNCT
cet-6361	44	3	then	then	ADV
cet-6361	44	4	the	the	DET
cet-6361	44	5	k	k	PROPN
cet-6361	44	6	-	-	PUNCT
cet-6361	44	7	th	th	VERB
cet-6361	44	8	term	term	NOUN
cet-6361	44	9	of	of	ADP
cet-6361	44	10	the	the	DET
cet-6361	44	11	reconstructed	reconstruct	VERB
cet-6361	44	12	time	time	NOUN
cet-6361	44	13	series	series	NOUN
cet-6361	44	14	can	can	AUX
cet-6361	44	15	be	be	AUX
cet-6361	44	16	obtained	obtain	VERB
cet-6361	44	17	by	by	ADP
cet-6361	44	18	averaging	average	VERB
cet-6361	44	19	zij	zij	PROPN
cet-6361	44	20	,	,	PUNCT
cet-6361	44	21	if	if	SCONJ
cet-6361	44	22	i+j	i+j	NUM
cet-6361	44	23	=	=	SYM
cet-6361	44	24	k+1	k+1	X
cet-6361	44	25	.	.	NOUN
cet-6361	45	1	that	that	PRON
cet-6361	45	2	means	mean	VERB
cet-6361	45	3	that	that	SCONJ
cet-6361	45	4	h(z	h(z	NOUN
cet-6361	45	5	)	)	PUNCT
cet-6361	45	6	is	be	AUX
cet-6361	45	7	a	a	DET
cet-6361	45	8	time	time	NOUN
cet-6361	45	9	series	series	NOUN
cet-6361	45	10	of	of	ADP
cet-6361	45	11	length	length	NOUN
cet-6361	45	12	t	t	PROPN
cet-6361	45	13	reconstructed	reconstruct	VERB
cet-6361	45	14	from	from	ADP
cet-6361	45	15	matrix	matrix	NOUN
cet-6361	45	16	z.	z.	PROPN
cet-6361	45	17	at	at	ADP
cet-6361	45	18	the	the	DET
cet-6361	45	19	end	end	NOUN
cet-6361	45	20	of	of	ADP
cet-6361	45	21	the	the	DET
cet-6361	45	22	averaging	averaging	NOUN
cet-6361	45	23	step	step	NOUN
cet-6361	45	24	,	,	PUNCT
cet-6361	45	25	the	the	DET
cet-6361	45	26	reconstructed	reconstructed	ADJ
cet-6361	45	27	time	time	NOUN
cet-6361	45	28	series	series	NOUN
cet-6361	45	29	is	be	AUX
cet-6361	45	30	an	an	DET
cet-6361	45	31	approximation	approximation	NOUN
cet-6361	45	32	of	of	ADP
cet-6361	45	33	y	y	NOUN
cet-6361	45	34	:	:	PUNCT
cet-6361	45	35	y=	y=	NUM
cet-6361	45	36	h(xi1)+	h(xi1)+	NUM
cet-6361	46	1	h	h	NOUN
cet-6361	46	2	(	(	PUNCT
cet-6361	46	3	xi2	xi2	PROPN
cet-6361	46	4	)	)	PUNCT
cet-6361	47	1	+	+	CCONJ
cet-6361	47	2	…	…	PUNCT
cet-6361	47	3	+	+	NUM
cet-6361	47	4	h	h	PROPN
cet-6361	47	5	(	(	PUNCT
cet-6361	47	6	xir	xir	PROPN
cet-6361	47	7	)	)	PUNCT
cet-6361	48	1	+	+	CCONJ
cet-6361	48	2	ε	ε	PROPN
cet-6361	48	3	(	(	PUNCT
cet-6361	48	4	2	2	NUM
cet-6361	48	5	)	)	PUNCT
cet-6361	48	6	920	920	NUM
cet-6361	48	7	as	as	SCONJ
cet-6361	48	8	pointed	point	VERB
cet-6361	48	9	by	by	ADP
cet-6361	48	10	alexdradov	alexdradov	PROPN
cet-6361	48	11	and	and	CCONJ
cet-6361	48	12	golyandina	golyandina	PROPN
cet-6361	48	13	(	(	PUNCT
cet-6361	48	14	2005	2005	NUM
cet-6361	48	15	)	)	PUNCT
cet-6361	48	16	,	,	PUNCT
cet-6361	48	17	the	the	DET
cet-6361	48	18	reconstruction	reconstruction	NOUN
cet-6361	48	19	of	of	ADP
cet-6361	48	20	a	a	DET
cet-6361	48	21	single	single	ADJ
cet-6361	48	22	eigentriple	eigentriple	NOUN
cet-6361	48	23	is	be	AUX
cet-6361	48	24	based	base	VERB
cet-6361	48	25	on	on	ADP
cet-6361	48	26	the	the	DET
cet-6361	48	27	whole	whole	ADJ
cet-6361	48	28	time	time	NOUN
cet-6361	48	29	series	series	PROPN
cet-6361	48	30	.	.	PUNCT
cet-6361	49	1	this	this	PRON
cet-6361	49	2	means	mean	VERB
cet-6361	49	3	that	that	SCONJ
cet-6361	49	4	ssa	ssa	NOUN
cet-6361	49	5	is	be	AUX
cet-6361	49	6	not	not	PART
cet-6361	49	7	a	a	DET
cet-6361	49	8	local	local	ADJ
cet-6361	49	9	method	method	NOUN
cet-6361	49	10	and	and	CCONJ
cet-6361	49	11	hence	hence	ADV
cet-6361	49	12	robust	robust	ADJ
cet-6361	49	13	to	to	ADP
cet-6361	49	14	outliers	outlier	NOUN
cet-6361	49	15	.	.	PUNCT
cet-6361	50	1	2.3	2.3	NUM
cet-6361	50	2	forecasting	forecast	VERB
cet-6361	50	3	the	the	DET
cet-6361	50	4	ssa	ssa	PROPN
cet-6361	50	5	forecasting	forecasting	NOUN
cet-6361	50	6	approach	approach	NOUN
cet-6361	50	7	uses	use	VERB
cet-6361	50	8	the	the	DET
cet-6361	50	9	notion	notion	NOUN
cet-6361	50	10	of	of	ADP
cet-6361	50	11	linear	linear	ADJ
cet-6361	50	12	recurrent	recurrent	ADJ
cet-6361	50	13	formulae	formulae	NOUN
cet-6361	50	14	(	(	PUNCT
cet-6361	50	15	lrf	lrf	NOUN
cet-6361	50	16	)	)	PUNCT
cet-6361	50	17	defined	define	VERB
cet-6361	50	18	as	as	ADP
cet-6361	50	19	:	:	PUNCT
cet-6361	50	20	yt	yt	NOUN
cet-6361	50	21	-	-	PUNCT
cet-6361	50	22	i=	i=	VERB
cet-6361	50	23	a	a	DET
cet-6361	50	24	1l	1l	NUM
cet-6361	50	25	1	1	NUM
cet-6361	50	26	k	k	NOUN
cet-6361	50	27	kit	kit	NOUN
cet-6361	50	28	k	k	PROPN
cet-6361	50	29	y	y	PROPN
cet-6361	50	30	−−	−−	PROPN
cet-6361	50	31	−	−	PROPN
cet-6361	51	1	=	=	SYM
cet-6361	51	2	,	,	PUNCT
cet-6361	51	3	0	0	NUM
cet-6361	51	4	≤	≤	NUM
cet-6361	52	1	i	i	PRON
cet-6361	52	2	≤	≤	PROPN
cet-6361	52	3	t	t	PROPN
cet-6361	52	4	-	-	PUNCT
cet-6361	52	5	l	l	NOUN
cet-6361	52	6	and	and	CCONJ
cet-6361	52	7	ak≠0	ak≠0	PROPN
cet-6361	52	8	.	.	PUNCT
cet-6361	52	9	broad	broad	ADJ
cet-6361	52	10	classes	class	NOUN
cet-6361	52	11	of	of	ADP
cet-6361	52	12	continuous	continuous	ADJ
cet-6361	52	13	series	series	NOUN
cet-6361	52	14	are	be	AUX
cet-6361	52	15	governed	govern	VERB
cet-6361	52	16	by	by	ADP
cet-6361	52	17	lrf	lrf	NOUN
cet-6361	52	18	,	,	PUNCT
cet-6361	52	19	including	include	VERB
cet-6361	52	20	harmonics	harmonic	NOUN
cet-6361	52	21	,	,	PUNCT
cet-6361	52	22	polynomial	polynomial	ADJ
cet-6361	52	23	and	and	CCONJ
cet-6361	52	24	exponential	exponential	ADJ
cet-6361	52	25	series	series	NOUN
cet-6361	52	26	.	.	PUNCT
cet-6361	53	1	the	the	DET
cet-6361	53	2	coefficients	coefficient	NOUN
cet-6361	53	3	ak	ak	PROPN
cet-6361	53	4	are	be	AUX
cet-6361	53	5	determined	determine	VERB
cet-6361	53	6	from	from	ADP
cet-6361	53	7	the	the	DET
cet-6361	53	8	eigenvectors	eigenvector	NOUN
cet-6361	53	9	obtained	obtain	VERB
cet-6361	53	10	from	from	ADP
cet-6361	53	11	the	the	DET
cet-6361	53	12	svd	svd	PROPN
cet-6361	53	13	stage	stage	NOUN
cet-6361	53	14	(	(	PUNCT
cet-6361	53	15	see	see	VERB
cet-6361	53	16	golyandina	golyandina	PROPN
cet-6361	53	17	et	et	PROPN
cet-6361	53	18	al	al	PROPN
cet-6361	53	19	.	.	PROPN
cet-6361	53	20	,	,	PUNCT
cet-6361	53	21	2001	2001	NUM
cet-6361	53	22	for	for	ADP
cet-6361	53	23	details	detail	NOUN
cet-6361	53	24	)	)	PUNCT
cet-6361	53	25	.	.	PUNCT
cet-6361	54	1	2.4	2.4	NUM
cet-6361	54	2	parameter	parameter	NOUN
cet-6361	54	3	selection	selection	NOUN
cet-6361	54	4	as	as	SCONJ
cet-6361	54	5	previously	previously	ADV
cet-6361	54	6	mentioned	mention	VERB
cet-6361	54	7	only	only	ADV
cet-6361	54	8	two	two	NUM
cet-6361	54	9	parameters	parameter	NOUN
cet-6361	54	10	are	be	AUX
cet-6361	54	11	required	require	VERB
cet-6361	54	12	in	in	ADP
cet-6361	54	13	ssa	ssa	NOUN
cet-6361	54	14	:	:	PUNCT
cet-6361	54	15	the	the	DET
cet-6361	54	16	window	window	NOUN
cet-6361	54	17	length	length	NOUN
cet-6361	54	18	l	l	PROPN
cet-6361	54	19	and	and	CCONJ
cet-6361	54	20	the	the	DET
cet-6361	54	21	number	number	NOUN
cet-6361	54	22	of	of	ADP
cet-6361	54	23	components	component	NOUN
cet-6361	54	24	r.	r.	PROPN
cet-6361	54	25	a	a	DET
cet-6361	54	26	detailed	detailed	ADJ
cet-6361	54	27	description	description	NOUN
cet-6361	54	28	of	of	ADP
cet-6361	54	29	parameter	parameter	NOUN
cet-6361	54	30	selection	selection	NOUN
cet-6361	54	31	is	be	AUX
cet-6361	54	32	presented	present	VERB
cet-6361	54	33	in	in	ADP
cet-6361	54	34	golyandina	golyandina	PROPN
cet-6361	54	35	et	et	PROPN
cet-6361	54	36	al	al	PROPN
cet-6361	54	37	.	.	PROPN
cet-6361	55	1	(	(	PUNCT
cet-6361	55	2	2001	2001	NUM
cet-6361	55	3	)	)	PUNCT
cet-6361	55	4	.	.	PUNCT
cet-6361	56	1	values	value	NOUN
cet-6361	56	2	for	for	ADP
cet-6361	56	3	l	l	NOUN
cet-6361	56	4	and	and	CCONJ
cet-6361	56	5	r	r	NOUN
cet-6361	56	6	could	could	AUX
cet-6361	56	7	be	be	AUX
cet-6361	56	8	defined	define	VERB
cet-6361	56	9	using	use	VERB
cet-6361	56	10	information	information	NOUN
cet-6361	56	11	provided	provide	VERB
cet-6361	56	12	by	by	ADP
cet-6361	56	13	the	the	DET
cet-6361	56	14	time	time	NOUN
cet-6361	56	15	series	series	PROPN
cet-6361	56	16	under	under	ADP
cet-6361	56	17	study	study	NOUN
cet-6361	56	18	or	or	CCONJ
cet-6361	56	19	through	through	ADP
cet-6361	56	20	additional	additional	ADJ
cet-6361	56	21	indices	index	NOUN
cet-6361	56	22	:	:	PUNCT
cet-6361	57	1	•	•	ADP
cet-6361	57	2	the	the	DET
cet-6361	57	3	window	window	NOUN
cet-6361	57	4	length	length	NOUN
cet-6361	57	5	l	l	NOUN
cet-6361	57	6	:	:	PUNCT
cet-6361	57	7	the	the	DET
cet-6361	57	8	general	general	ADJ
cet-6361	57	9	rule	rule	NOUN
cet-6361	57	10	is	be	AUX
cet-6361	57	11	to	to	PART
cet-6361	57	12	select	select	VERB
cet-6361	57	13	l	l	NOUN
cet-6361	57	14	=	=	PUNCT
cet-6361	57	15	t/2	t/2	PROPN
cet-6361	57	16	.	.	PUNCT
cet-6361	58	1	however	however	ADV
cet-6361	58	2	if	if	SCONJ
cet-6361	58	3	the	the	DET
cet-6361	58	4	user	user	NOUN
cet-6361	58	5	knows	know	VERB
cet-6361	58	6	that	that	SCONJ
cet-6361	58	7	the	the	DET
cet-6361	58	8	time	time	NOUN
cet-6361	58	9	series	series	PROPN
cet-6361	58	10	may	may	AUX
cet-6361	58	11	include	include	VERB
cet-6361	58	12	an	an	DET
cet-6361	58	13	integer	integer	NOUN
cet-6361	58	14	-	-	PUNCT
cet-6361	58	15	period	period	NOUN
cet-6361	58	16	component	component	NOUN
cet-6361	58	17	s	s	PROPN
cet-6361	58	18	,	,	PUNCT
cet-6361	58	19	then	then	ADV
cet-6361	58	20	a	a	DET
cet-6361	58	21	better	well	ADJ
cet-6361	58	22	separability	separability	NOUN
cet-6361	58	23	of	of	ADP
cet-6361	58	24	components	component	NOUN
cet-6361	58	25	could	could	AUX
cet-6361	58	26	be	be	AUX
cet-6361	58	27	obtained	obtain	VERB
cet-6361	58	28	by	by	ADP
cet-6361	58	29	defining	define	VERB
cet-6361	58	30	l	l	NOUN
cet-6361	58	31	proportional	proportional	NOUN
cet-6361	58	32	to	to	ADP
cet-6361	58	33	that	that	DET
cet-6361	58	34	period	period	NOUN
cet-6361	58	35	(	(	PUNCT
cet-6361	58	36	l=(t	l=(t	PROPN
cet-6361	58	37	-	-	PUNCT
cet-6361	58	38	js)/2	js)/2	ADJ
cet-6361	58	39	,	,	PUNCT
cet-6361	58	40	j=1	j=1	PROPN
cet-6361	58	41	,	,	PUNCT
cet-6361	58	42	2	2	NUM
cet-6361	58	43	,	,	PUNCT
cet-6361	58	44	..	..	PUNCT
cet-6361	58	45	)	)	PUNCT
cet-6361	59	1	•	•	CCONJ
cet-6361	59	2	the	the	DET
cet-6361	59	3	number	number	NOUN
cet-6361	59	4	of	of	ADP
cet-6361	59	5	components	component	NOUN
cet-6361	59	6	r	r	NOUN
cet-6361	59	7	:	:	PUNCT
cet-6361	59	8	the	the	DET
cet-6361	59	9	theory	theory	NOUN
cet-6361	59	10	of	of	ADP
cet-6361	59	11	separability	separability	NOUN
cet-6361	59	12	,	,	PUNCT
cet-6361	59	13	that	that	PRON
cet-6361	59	14	is	be	AUX
cet-6361	59	15	how	how	SCONJ
cet-6361	59	16	well	well	ADV
cet-6361	59	17	the	the	DET
cet-6361	59	18	components	component	NOUN
cet-6361	59	19	can	can	AUX
cet-6361	59	20	be	be	AUX
cet-6361	59	21	separated	separate	VERB
cet-6361	59	22	,	,	PUNCT
cet-6361	59	23	is	be	AUX
cet-6361	59	24	the	the	DET
cet-6361	59	25	basis	basis	NOUN
cet-6361	59	26	for	for	ADP
cet-6361	59	27	the	the	DET
cet-6361	59	28	definition	definition	NOUN
cet-6361	59	29	of	of	ADP
cet-6361	59	30	r.	r.	PROPN
cet-6361	59	31	a	a	DET
cet-6361	59	32	general	general	ADJ
cet-6361	59	33	criterion	criterion	NOUN
cet-6361	59	34	is	be	AUX
cet-6361	59	35	based	base	VERB
cet-6361	59	36	on	on	ADP
cet-6361	59	37	the	the	DET
cet-6361	59	38	contribution	contribution	NOUN
cet-6361	59	39	of	of	ADP
cet-6361	59	40	each	each	DET
cet-6361	59	41	component	component	NOUN
cet-6361	59	42	to	to	ADP
cet-6361	59	43	the	the	DET
cet-6361	59	44	variance	variance	NOUN
cet-6361	59	45	of	of	ADP
cet-6361	59	46	x	x	PRON
cet-6361	59	47	,	,	PUNCT
cet-6361	59	48	evaluated	evaluate	VERB
cet-6361	59	49	as	as	ADP
cet-6361	59	50	λi	λi	NOUN
cet-6361	59	51	/	/	SYM
cet-6361	59	52	γ	γ	X
cet-6361	59	53	(	(	PUNCT
cet-6361	59	54	=	=	SYM
cet-6361	59	55	=	=	NOUN
cet-6361	59	56	γ	γ	X
cet-6361	59	57	d	d	X
cet-6361	59	58	1i	1i	NUM
cet-6361	59	59	i	i	PRON
cet-6361	59	60	):	):	PUNCT
cet-6361	59	61	select	select	ADJ
cet-6361	59	62	r	r	NOUN
cet-6361	59	63	out	out	ADP
cet-6361	59	64	of	of	ADP
cet-6361	59	65	d	d	NOUN
cet-6361	59	66	components	component	NOUN
cet-6361	59	67	so	so	SCONJ
cet-6361	59	68	that	that	SCONJ
cet-6361	59	69	the	the	DET
cet-6361	59	70	sum	sum	NOUN
cet-6361	59	71	of	of	ADP
cet-6361	59	72	their	their	PRON
cet-6361	59	73	contributions	contribution	NOUN
cet-6361	59	74	is	be	AUX
cet-6361	59	75	at	at	ADP
cet-6361	59	76	least	least	ADJ
cet-6361	59	77	a	a	DET
cet-6361	59	78	predefined	predefine	VERB
cet-6361	59	79	threshold	threshold	NOUN
cet-6361	59	80	,	,	PUNCT
cet-6361	59	81	for	for	ADP
cet-6361	59	82	example	example	NOUN
cet-6361	59	83	≥	≥	NUM
cet-6361	59	84	90	90	NUM
cet-6361	59	85	%	%	NOUN
cet-6361	59	86	.	.	PUNCT
cet-6361	60	1	in	in	ADP
cet-6361	60	2	general	general	ADJ
cet-6361	60	3	,	,	PUNCT
cet-6361	60	4	noise	noise	NOUN
cet-6361	60	5	components	component	NOUN
cet-6361	60	6	have	have	VERB
cet-6361	60	7	low	low	ADJ
cet-6361	60	8	contribution	contribution	NOUN
cet-6361	60	9	.	.	PUNCT
cet-6361	61	1	•	•	NUM
cet-6361	61	2	an	an	DET
cet-6361	61	3	index	index	NOUN
cet-6361	61	4	,	,	PUNCT
cet-6361	61	5	defined	define	VERB
cet-6361	61	6	as	as	ADP
cet-6361	61	7	the	the	DET
cet-6361	61	8	weighted	weight	VERB
cet-6361	61	9	correlation	correlation	NOUN
cet-6361	61	10	w	w	NOUN
cet-6361	61	11	-	-	PUNCT
cet-6361	61	12	correlation	correlation	NOUN
cet-6361	61	13	(	(	PUNCT
cet-6361	61	14	hassani	hassani	PROPN
cet-6361	61	15	,	,	PUNCT
cet-6361	61	16	2007	2007	NUM
cet-6361	61	17	)	)	PUNCT
cet-6361	61	18	,	,	PUNCT
cet-6361	61	19	could	could	AUX
cet-6361	61	20	also	also	ADV
cet-6361	61	21	be	be	AUX
cet-6361	61	22	used	use	VERB
cet-6361	61	23	to	to	PART
cet-6361	61	24	quantify	quantify	VERB
cet-6361	61	25	the	the	DET
cet-6361	61	26	degree	degree	NOUN
cet-6361	61	27	of	of	ADP
cet-6361	61	28	separability	separability	NOUN
cet-6361	61	29	among	among	ADP
cet-6361	61	30	two	two	NUM
cet-6361	61	31	reconstructed	reconstructed	ADJ
cet-6361	61	32	components	component	NOUN
cet-6361	61	33	.	.	PUNCT
cet-6361	62	1	let	let	VERB
cet-6361	62	2	xa	xa	PROPN
cet-6361	62	3	and	and	CCONJ
cet-6361	62	4	xb	xb	PROPN
cet-6361	62	5	be	be	AUX
cet-6361	62	6	two	two	NUM
cet-6361	62	7	reconstructed	reconstructed	ADJ
cet-6361	62	8	time	time	NOUN
cet-6361	62	9	series	series	NOUN
cet-6361	62	10	:	:	PUNCT
cet-6361	62	11	if	if	SCONJ
cet-6361	62	12	w	w	NOUN
cet-6361	62	13	-	-	PUNCT
cet-6361	62	14	correlation(xa	correlation(xa	VERB
cet-6361	62	15	,	,	PUNCT
cet-6361	62	16	xb	xb	PROPN
cet-6361	62	17	)	)	PUNCT
cet-6361	62	18	is	be	AUX
cet-6361	62	19	zero	zero	NUM
cet-6361	62	20	then	then	ADV
cet-6361	62	21	the	the	DET
cet-6361	62	22	two	two	NUM
cet-6361	62	23	series	series	NOUN
cet-6361	62	24	are	be	AUX
cet-6361	62	25	separable	separable	ADJ
cet-6361	62	26	.	.	PUNCT
cet-6361	63	1	on	on	ADP
cet-6361	63	2	the	the	DET
cet-6361	63	3	other	other	ADJ
cet-6361	63	4	side	side	NOUN
cet-6361	63	5	,	,	PUNCT
cet-6361	63	6	if	if	SCONJ
cet-6361	63	7	w	w	NOUN
cet-6361	63	8	-	-	PUNCT
cet-6361	63	9	correlation(xa	correlation(xa	VERB
cet-6361	63	10	,	,	PUNCT
cet-6361	63	11	xb	xb	PROPN
cet-6361	63	12	)	)	PUNCT
cet-6361	63	13	is	be	AUX
cet-6361	63	14	high	high	ADJ
cet-6361	63	15	,	,	PUNCT
cet-6361	63	16	then	then	ADV
cet-6361	63	17	the	the	DET
cet-6361	63	18	components	component	NOUN
cet-6361	63	19	could	could	AUX
cet-6361	63	20	be	be	AUX
cet-6361	63	21	grouped	group	VERB
cet-6361	63	22	.	.	PUNCT
cet-6361	64	1	finally	finally	ADV
cet-6361	64	2	,	,	PUNCT
cet-6361	64	3	pairwise	pairwise	NOUN
cet-6361	64	4	scatterplots	scatterplot	NOUN
cet-6361	64	5	of	of	ADP
cet-6361	64	6	eigenvectors	eigenvector	NOUN
cet-6361	64	7	are	be	AUX
cet-6361	64	8	used	use	VERB
cet-6361	64	9	to	to	PART
cet-6361	64	10	detect	detect	VERB
cet-6361	64	11	harmonic	harmonic	ADJ
cet-6361	64	12	components	component	NOUN
cet-6361	64	13	,	,	PUNCT
cet-6361	64	14	whose	whose	DET
cet-6361	64	15	frequencies	frequency	NOUN
cet-6361	64	16	can	can	AUX
cet-6361	64	17	be	be	AUX
cet-6361	64	18	estimated	estimate	VERB
cet-6361	64	19	using	use	VERB
cet-6361	64	20	a	a	DET
cet-6361	64	21	periodogram	periodogram	NOUN
cet-6361	64	22	.	.	PUNCT
cet-6361	65	1	in	in	ADP
cet-6361	65	2	general	general	ADJ
cet-6361	65	3	,	,	PUNCT
cet-6361	65	4	components	component	NOUN
cet-6361	65	5	with	with	ADP
cet-6361	65	6	high	high	ADJ
cet-6361	65	7	frequency	frequency	NOUN
cet-6361	65	8	are	be	AUX
cet-6361	65	9	associated	associate	VERB
cet-6361	65	10	to	to	ADP
cet-6361	65	11	noise	noise	NOUN
cet-6361	65	12	components	component	NOUN
cet-6361	65	13	.	.	PUNCT
cet-6361	66	1	currently	currently	ADV
cet-6361	66	2	,	,	PUNCT
cet-6361	66	3	there	there	PRON
cet-6361	66	4	are	be	VERB
cet-6361	66	5	quasi	quasi	ADJ
cet-6361	66	6	-	-	ADJ
cet-6361	66	7	automatic	automatic	ADJ
cet-6361	66	8	algorithms	algorithm	NOUN
cet-6361	66	9	to	to	PART
cet-6361	66	10	help	help	VERB
cet-6361	66	11	the	the	DET
cet-6361	66	12	user	user	NOUN
cet-6361	66	13	in	in	ADP
cet-6361	66	14	the	the	DET
cet-6361	66	15	determination	determination	NOUN
cet-6361	66	16	of	of	ADP
cet-6361	66	17	r	r	NOUN
cet-6361	66	18	(	(	PUNCT
cet-6361	66	19	e.g.	e.g.	ADV
cet-6361	66	20	,	,	PUNCT
cet-6361	66	21	autossa	autossa	ADJ
cet-6361	66	22	(	(	PUNCT
cet-6361	66	23	alexandrov	alexandrov	PROPN
cet-6361	66	24	and	and	CCONJ
cet-6361	66	25	golyandina	golyandina	PROPN
cet-6361	66	26	,	,	PUNCT
cet-6361	66	27	2005	2005	NUM
cet-6361	66	28	)	)	PUNCT
cet-6361	66	29	or	or	CCONJ
cet-6361	66	30	rssa	rssa	ADJ
cet-6361	66	31	(	(	PUNCT
cet-6361	66	32	korobeynikov	korobeynikov	PROPN
cet-6361	66	33	,	,	PUNCT
cet-6361	66	34	2012	2012	NUM
cet-6361	66	35	)	)	PUNCT
cet-6361	66	36	)	)	PUNCT
cet-6361	66	37	.	.	PUNCT
cet-6361	67	1	3	3	X
cet-6361	67	2	.	.	X
cet-6361	67	3	case	case	NOUN
cet-6361	67	4	study	study	NOUN
cet-6361	67	5	ssa	ssa	NOUN
cet-6361	67	6	is	be	AUX
cet-6361	67	7	used	use	VERB
cet-6361	67	8	to	to	PART
cet-6361	67	9	decompose	decompose	VERB
cet-6361	67	10	and	and	CCONJ
cet-6361	67	11	forecast	forecast	VERB
cet-6361	67	12	the	the	DET
cet-6361	67	13	monthly	monthly	ADJ
cet-6361	67	14	electric	electric	ADJ
cet-6361	67	15	load	load	NOUN
cet-6361	67	16	demand	demand	NOUN
cet-6361	67	17	in	in	ADP
cet-6361	67	18	a	a	DET
cet-6361	67	19	venezuelan	venezuelan	ADJ
cet-6361	67	20	region	region	NOUN
cet-6361	67	21	served	serve	VERB
cet-6361	67	22	by	by	ADP
cet-6361	67	23	wind	wind	NOUN
cet-6361	67	24	power	power	NOUN
cet-6361	67	25	generators	generator	NOUN
cet-6361	67	26	.	.	PUNCT
cet-6361	68	1	the	the	DET
cet-6361	68	2	time	time	NOUN
cet-6361	68	3	series	series	PROPN
cet-6361	68	4	(	(	PUNCT
cet-6361	68	5	in	in	ADP
cet-6361	68	6	mw	mw	NOUN
cet-6361	68	7	)	)	PUNCT
cet-6361	68	8	is	be	AUX
cet-6361	68	9	composed	compose	VERB
cet-6361	68	10	by	by	ADP
cet-6361	68	11	240	240	NUM
cet-6361	68	12	data	datum	NOUN
cet-6361	68	13	.	.	PUNCT
cet-6361	69	1	as	as	ADP
cet-6361	69	2	a	a	DET
cet-6361	69	3	usual	usual	ADJ
cet-6361	69	4	procedure	procedure	NOUN
cet-6361	69	5	,	,	PUNCT
cet-6361	69	6	the	the	DET
cet-6361	69	7	corresponding	corresponding	ADJ
cet-6361	69	8	time	time	NOUN
cet-6361	69	9	series	series	NOUN
cet-6361	69	10	is	be	AUX
cet-6361	69	11	divided	divide	VERB
cet-6361	69	12	into	into	ADP
cet-6361	69	13	two	two	NUM
cet-6361	69	14	sets	set	NOUN
cet-6361	69	15	:	:	PUNCT
cet-6361	69	16	the	the	DET
cet-6361	69	17	first	first	ADJ
cet-6361	69	18	set	set	NOUN
cet-6361	69	19	(	(	PUNCT
cet-6361	69	20	training	training	NOUN
cet-6361	69	21	data	datum	NOUN
cet-6361	69	22	set	set	NOUN
cet-6361	69	23	)	)	PUNCT
cet-6361	69	24	,	,	PUNCT
cet-6361	69	25	defined	define	VERB
cet-6361	69	26	by	by	ADP
cet-6361	69	27	the	the	DET
cet-6361	69	28	first	first	ADJ
cet-6361	69	29	t=228	t=228	NUM
cet-6361	69	30	observations	observation	NOUN
cet-6361	69	31	,	,	PUNCT
cet-6361	69	32	is	be	AUX
cet-6361	69	33	used	use	VERB
cet-6361	69	34	to	to	PART
cet-6361	69	35	“	"	PUNCT
cet-6361	69	36	tune	tune	NOUN
cet-6361	69	37	”	"	PUNCT
cet-6361	69	38	the	the	DET
cet-6361	69	39	model	model	NOUN
cet-6361	69	40	,	,	PUNCT
cet-6361	69	41	while	while	SCONJ
cet-6361	69	42	the	the	DET
cet-6361	69	43	second	second	ADJ
cet-6361	69	44	set	set	NOUN
cet-6361	69	45	(	(	PUNCT
cet-6361	69	46	testing	testing	NOUN
cet-6361	69	47	data	datum	NOUN
cet-6361	69	48	set	set	NOUN
cet-6361	69	49	)	)	PUNCT
cet-6361	69	50	is	be	AUX
cet-6361	69	51	used	use	VERB
cet-6361	69	52	to	to	PART
cet-6361	69	53	assess	assess	VERB
cet-6361	69	54	the	the	DET
cet-6361	69	55	performance	performance	NOUN
cet-6361	69	56	of	of	ADP
cet-6361	69	57	the	the	DET
cet-6361	69	58	model	model	NOUN
cet-6361	69	59	.	.	PUNCT
cet-6361	70	1	since	since	SCONJ
cet-6361	70	2	data	data	NOUN
cet-6361	70	3	points	point	NOUN
cet-6361	70	4	are	be	AUX
cet-6361	70	5	recorded	record	VERB
cet-6361	70	6	monthly	monthly	ADV
cet-6361	70	7	,	,	PUNCT
cet-6361	70	8	at	at	ADP
cet-6361	70	9	least	least	ADJ
cet-6361	70	10	a	a	DET
cet-6361	70	11	12	12	NUM
cet-6361	70	12	-	-	PUNCT
cet-6361	70	13	period	period	NOUN
cet-6361	70	14	component	component	NOUN
cet-6361	70	15	is	be	AUX
cet-6361	70	16	assumed	assume	VERB
cet-6361	70	17	(	(	PUNCT
cet-6361	70	18	s=12	s=12	NOUN
cet-6361	70	19	)	)	PUNCT
cet-6361	70	20	.	.	PUNCT
cet-6361	71	1	results	result	NOUN
cet-6361	71	2	from	from	ADP
cet-6361	71	3	ssa	ssa	NOUN
cet-6361	71	4	are	be	AUX
cet-6361	71	5	compared	compare	VERB
cet-6361	71	6	with	with	ADP
cet-6361	71	7	other	other	ADJ
cet-6361	71	8	classical	classical	ADJ
cet-6361	71	9	time	time	NOUN
cet-6361	71	10	-	-	PUNCT
cet-6361	71	11	series	series	NOUN
cet-6361	71	12	approaches	approach	NOUN
cet-6361	71	13	(	(	PUNCT
cet-6361	71	14	like	like	ADP
cet-6361	71	15	exponential	exponential	NOUN
cet-6361	71	16	smoothing	smoothing	NOUN
cet-6361	71	17	and	and	CCONJ
cet-6361	71	18	auto	auto	NOUN
cet-6361	71	19	regressive	regressive	ADJ
cet-6361	71	20	integrated	integrated	ADJ
cet-6361	71	21	moving	move	VERB
cet-6361	71	22	average	average	ADJ
cet-6361	71	23	models	model	NOUN
cet-6361	71	24	,	,	PUNCT
cet-6361	71	25	as	as	ADP
cet-6361	71	26	briceño	briceño	NOUN
cet-6361	71	27	(	(	PUNCT
cet-6361	71	28	2012	2012	NUM
cet-6361	71	29	)	)	PUNCT
cet-6361	71	30	)	)	PUNCT
cet-6361	71	31	.	.	PUNCT
cet-6361	72	1	ssa	ssa	NOUN
cet-6361	72	2	evaluations	evaluation	NOUN
cet-6361	72	3	are	be	AUX
cet-6361	72	4	performed	perform	VERB
cet-6361	72	5	using	use	VERB
cet-6361	72	6	the	the	DET
cet-6361	72	7	rssa	rssa	ADJ
cet-6361	72	8	procedure	procedure	NOUN
cet-6361	72	9	in	in	ADP
cet-6361	72	10	r	r	NOUN
cet-6361	72	11	(	(	PUNCT
cet-6361	72	12	korobeynikov	korobeynikov	PROPN
cet-6361	72	13	,	,	PUNCT
cet-6361	72	14	2012	2012	NUM
cet-6361	72	15	)	)	PUNCT
cet-6361	72	16	.	.	PUNCT
cet-6361	73	1	for	for	ADP
cet-6361	73	2	each	each	DET
cet-6361	73	3	technique	technique	NOUN
cet-6361	73	4	,	,	PUNCT
cet-6361	73	5	the	the	DET
cet-6361	73	6	following	follow	VERB
cet-6361	73	7	performance	performance	NOUN
cet-6361	73	8	indexes	index	NOUN
cet-6361	73	9	related	relate	VERB
cet-6361	73	10	to	to	ADP
cet-6361	73	11	the	the	DET
cet-6361	73	12	residuals	residual	NOUN
cet-6361	73	13	are	be	AUX
cet-6361	73	14	presented	present	VERB
cet-6361	73	15	:	:	PUNCT
cet-6361	74	1	mean	mean	VERB
cet-6361	74	2	squared	square	VERB
cet-6361	74	3	error	error	NOUN
cet-6361	74	4	(	(	PUNCT
cet-6361	74	5	mse	mse	NOUN
cet-6361	74	6	)	)	PUNCT
cet-6361	74	7	,	,	PUNCT
cet-6361	74	8	mean	mean	VERB
cet-6361	74	9	absolute	absolute	ADJ
cet-6361	74	10	percentage	percentage	NOUN
cet-6361	74	11	error	error	NOUN
cet-6361	74	12	(	(	PUNCT
cet-6361	74	13	mape	mape	NOUN
cet-6361	74	14	)	)	PUNCT
cet-6361	74	15	,	,	PUNCT
cet-6361	74	16	box	box	PROPN
cet-6361	74	17	-	-	PUNCT
cet-6361	74	18	pierce	pierce	PROPN
cet-6361	74	19	statistic	statistic	PROPN
cet-6361	74	20	q.	q.	PROPN
cet-6361	74	21	3.1	3.1	NUM
cet-6361	74	22	ssa	ssa	NOUN
cet-6361	74	23	evaluation	evaluation	NOUN
cet-6361	74	24	3.1.1	3.1.1	NUM
cet-6361	74	25	:	:	PUNCT
cet-6361	74	26	decomposition	decomposition	NOUN
cet-6361	74	27	stage	stage	NOUN
cet-6361	74	28	:	:	PUNCT
cet-6361	74	29	embedding	embed	VERB
cet-6361	74	30	and	and	CCONJ
cet-6361	74	31	svd	svd	PROPN
cet-6361	74	32	decomposition	decomposition	NOUN
cet-6361	74	33	figure	figure	NOUN
cet-6361	74	34	1	1	NUM
cet-6361	74	35	shows	show	VERB
cet-6361	74	36	the	the	DET
cet-6361	74	37	contribution	contribution	NOUN
cet-6361	74	38	of	of	ADP
cet-6361	74	39	each	each	DET
cet-6361	74	40	eigenvalue	eigenvalue	NOUN
cet-6361	74	41	after	after	ADP
cet-6361	74	42	the	the	DET
cet-6361	74	43	svd	svd	PROPN
cet-6361	74	44	stage	stage	NOUN
cet-6361	74	45	,	,	PUNCT
cet-6361	74	46	using	use	VERB
cet-6361	74	47	l=	l=	ADJ
cet-6361	74	48	(	(	PUNCT
cet-6361	74	49	t-12)/2=	t-12)/2=	PROPN
cet-6361	74	50	108	108	NUM
cet-6361	74	51	as	as	ADP
cet-6361	74	52	the	the	DET
cet-6361	74	53	window	window	NOUN
cet-6361	74	54	length	length	NOUN
cet-6361	74	55	required	require	VERB
cet-6361	74	56	for	for	ADP
cet-6361	74	57	the	the	DET
cet-6361	74	58	embedding	embed	VERB
cet-6361	74	59	step	step	NOUN
cet-6361	74	60	.	.	PUNCT
cet-6361	75	1	note	note	VERB
cet-6361	75	2	that	that	SCONJ
cet-6361	75	3	the	the	DET
cet-6361	75	4	first	first	ADJ
cet-6361	75	5	eight	eight	NUM
cet-6361	75	6	eigenvectors	eigenvector	NOUN
cet-6361	75	7	account	account	VERB
cet-6361	75	8	for	for	ADP
cet-6361	75	9	almost	almost	ADV
cet-6361	75	10	95	95	NUM
cet-6361	75	11	%	%	NOUN
cet-6361	75	12	of	of	ADP
cet-6361	75	13	the	the	DET
cet-6361	75	14	variance	variance	NOUN
cet-6361	75	15	of	of	ADP
cet-6361	75	16	the	the	DET
cet-6361	75	17	time	time	NOUN
cet-6361	75	18	series	series	NOUN
cet-6361	75	19	.	.	PUNCT
cet-6361	76	1	3.1.2	3.1.2	NUM
cet-6361	76	2	:	:	PUNCT
cet-6361	76	3	reconstruction	reconstruction	NOUN
cet-6361	76	4	stage	stage	NOUN
cet-6361	76	5	:	:	PUNCT
cet-6361	76	6	grouping	group	VERB
cet-6361	76	7	and	and	CCONJ
cet-6361	76	8	averaging	average	VERB
cet-6361	76	9	figure	figure	NOUN
cet-6361	76	10	2	2	NUM
cet-6361	76	11	shows	show	VERB
cet-6361	76	12	the	the	DET
cet-6361	76	13	plot	plot	NOUN
cet-6361	76	14	of	of	ADP
cet-6361	76	15	the	the	DET
cet-6361	76	16	reconstructed	reconstructed	ADJ
cet-6361	76	17	components	component	NOUN
cet-6361	76	18	(	(	PUNCT
cet-6361	76	19	rc	rc	PROPN
cet-6361	76	20	)	)	PUNCT
cet-6361	76	21	.	.	PUNCT
cet-6361	77	1	at	at	ADP
cet-6361	77	2	a	a	DET
cet-6361	77	3	first	first	ADJ
cet-6361	77	4	glance	glance	NOUN
cet-6361	77	5	,	,	PUNCT
cet-6361	77	6	rc1	rc1	NOUN
cet-6361	77	7	and	and	CCONJ
cet-6361	77	8	rc2	rc2	PROPN
cet-6361	77	9	are	be	AUX
cet-6361	77	10	linked	link	VERB
cet-6361	77	11	to	to	PART
cet-6361	77	12	slow	slow	VERB
cet-6361	77	13	moving	move	VERB
cet-6361	77	14	components	component	NOUN
cet-6361	77	15	(	(	PUNCT
cet-6361	77	16	i.e.	i.e.	X
cet-6361	77	17	,	,	PUNCT
cet-6361	77	18	the	the	DET
cet-6361	77	19	trend	trend	NOUN
cet-6361	77	20	)	)	PUNCT
cet-6361	77	21	while	while	SCONJ
cet-6361	77	22	the	the	DET
cet-6361	77	23	rest	rest	NOUN
cet-6361	77	24	of	of	ADP
cet-6361	77	25	rc	rc	PROPN
cet-6361	77	26	are	be	AUX
cet-6361	77	27	associated	associate	VERB
cet-6361	77	28	to	to	ADP
cet-6361	77	29	oscillating	oscillate	VERB
cet-6361	77	30	components	component	NOUN
cet-6361	77	31	.	.	PUNCT
cet-6361	78	1	figure	figure	NOUN
cet-6361	78	2	3	3	NUM
cet-6361	78	3	shows	show	VERB
cet-6361	78	4	the	the	DET
cet-6361	78	5	plot	plot	NOUN
cet-6361	78	6	associated	associate	VERB
cet-6361	78	7	to	to	ADP
cet-6361	78	8	pairs	pair	NOUN
cet-6361	78	9	of	of	ADP
cet-6361	78	10	eigenvectors	eigenvector	NOUN
cet-6361	78	11	.	.	PUNCT
cet-6361	79	1	the	the	DET
cet-6361	79	2	geometric	geometric	ADJ
cet-6361	79	3	figures	figure	NOUN
cet-6361	79	4	associated	associate	VERB
cet-6361	79	5	to	to	ADP
cet-6361	79	6	eigenvectors	eigenvector	NOUN
cet-6361	79	7	5	5	NUM
cet-6361	79	8	and	and	CCONJ
cet-6361	79	9	6	6	NUM
cet-6361	79	10	and	and	CCONJ
cet-6361	79	11	7	7	NUM
cet-6361	79	12	and	and	CCONJ
cet-6361	79	13	8	8	NUM
cet-6361	79	14	show	show	VERB
cet-6361	79	15	the	the	DET
cet-6361	79	16	existence	existence	NOUN
cet-6361	79	17	of	of	ADP
cet-6361	79	18	frequencies	frequency	NOUN
cet-6361	79	19	related	relate	VERB
cet-6361	79	20	to	to	ADP
cet-6361	79	21	six	six	NUM
cet-6361	79	22	and	and	CCONJ
cet-6361	79	23	twelve	twelve	NUM
cet-6361	79	24	months	month	NOUN
cet-6361	79	25	.	.	PUNCT
cet-6361	80	1	the	the	DET
cet-6361	80	2	921	921	NUM
cet-6361	80	3	rest	rest	NOUN
cet-6361	80	4	of	of	ADP
cet-6361	80	5	the	the	DET
cet-6361	80	6	plots	plot	NOUN
cet-6361	80	7	do	do	AUX
cet-6361	80	8	not	not	PART
cet-6361	80	9	suggest	suggest	VERB
cet-6361	80	10	any	any	DET
cet-6361	80	11	known	know	VERB
cet-6361	80	12	geometric	geometric	ADJ
cet-6361	80	13	figure	figure	NOUN
cet-6361	80	14	.	.	PUNCT
cet-6361	81	1	the	the	DET
cet-6361	81	2	raw	raw	ADJ
cet-6361	81	3	periodogram	periodogram	NOUN
cet-6361	81	4	of	of	ADP
cet-6361	81	5	the	the	DET
cet-6361	81	6	time	time	NOUN
cet-6361	81	7	series	series	PROPN
cet-6361	81	8	under	under	ADP
cet-6361	81	9	study	study	NOUN
cet-6361	81	10	shows	show	VERB
cet-6361	81	11	two	two	NUM
cet-6361	81	12	significant	significant	ADJ
cet-6361	81	13	components	component	NOUN
cet-6361	81	14	at	at	ADP
cet-6361	81	15	1/12	1/12	NUM
cet-6361	81	16	and	and	CCONJ
cet-6361	81	17	2/12=1/6	2/12=1/6	NUM
cet-6361	81	18	,	,	PUNCT
cet-6361	81	19	indicating	indicate	VERB
cet-6361	81	20	the	the	DET
cet-6361	81	21	existence	existence	NOUN
cet-6361	81	22	of	of	ADP
cet-6361	81	23	monthly	monthly	ADJ
cet-6361	81	24	and	and	CCONJ
cet-6361	81	25	sixmonth	sixmonth	ADJ
cet-6361	81	26	components	component	NOUN
cet-6361	81	27	,	,	PUNCT
cet-6361	81	28	as	as	SCONJ
cet-6361	81	29	previously	previously	ADV
cet-6361	81	30	detected	detect	VERB
cet-6361	81	31	.	.	PUNCT
cet-6361	82	1	this	this	DET
cet-6361	82	2	fact	fact	NOUN
cet-6361	82	3	could	could	AUX
cet-6361	82	4	suggest	suggest	VERB
cet-6361	82	5	the	the	DET
cet-6361	82	6	use	use	NOUN
cet-6361	82	7	of	of	ADP
cet-6361	82	8	a	a	DET
cet-6361	82	9	new	new	ADJ
cet-6361	82	10	integer	integer	NOUN
cet-6361	82	11	l	l	NOUN
cet-6361	82	12	value	value	NOUN
cet-6361	82	13	,	,	PUNCT
cet-6361	82	14	proportional	proportional	ADJ
cet-6361	82	15	to	to	ADP
cet-6361	82	16	both	both	DET
cet-6361	82	17	components	component	NOUN
cet-6361	82	18	detected	detect	VERB
cet-6361	82	19	(	(	PUNCT
cet-6361	82	20	e.g.	e.g.	ADV
cet-6361	82	21	,	,	PUNCT
cet-6361	82	22	l=96	l=96	NOUN
cet-6361	82	23	,	,	PUNCT
cet-6361	82	24	84	84	NUM
cet-6361	82	25	,	,	PUNCT
cet-6361	82	26	…	…	PUNCT
cet-6361	82	27	.	.	PUNCT
cet-6361	82	28	)	)	PUNCT
cet-6361	82	29	.	.	PUNCT
cet-6361	83	1	in	in	ADP
cet-6361	83	2	order	order	NOUN
cet-6361	83	3	to	to	PART
cet-6361	83	4	evaluate	evaluate	VERB
cet-6361	83	5	the	the	DET
cet-6361	83	6	separability	separability	NOUN
cet-6361	83	7	of	of	ADP
cet-6361	83	8	the	the	DET
cet-6361	83	9	different	different	ADJ
cet-6361	83	10	eigentriples	eigentriple	NOUN
cet-6361	83	11	,	,	PUNCT
cet-6361	83	12	figure	figure	VERB
cet-6361	83	13	6	6	NUM
cet-6361	83	14	shows	show	VERB
cet-6361	83	15	a	a	DET
cet-6361	83	16	graphical	graphical	ADJ
cet-6361	83	17	representation	representation	NOUN
cet-6361	83	18	of	of	ADP
cet-6361	83	19	the	the	DET
cet-6361	83	20	w	w	NOUN
cet-6361	83	21	-	-	PUNCT
cet-6361	83	22	correlation	correlation	NOUN
cet-6361	83	23	matrix	matrix	NOUN
cet-6361	83	24	.	.	PUNCT
cet-6361	84	1	each	each	DET
cet-6361	84	2	cell	cell	NOUN
cet-6361	84	3	(	(	PUNCT
cet-6361	84	4	fi	fi	NOUN
cet-6361	84	5	,	,	PUNCT
cet-6361	84	6	fj	fj	PROPN
cet-6361	84	7	)	)	PUNCT
cet-6361	84	8	represents	represent	VERB
cet-6361	84	9	the	the	DET
cet-6361	84	10	correlation	correlation	NOUN
cet-6361	84	11	between	between	ADP
cet-6361	84	12	components	component	NOUN
cet-6361	84	13	i	i	PRON
cet-6361	84	14	and	and	CCONJ
cet-6361	84	15	j	j	PROPN
cet-6361	84	16	,	,	PUNCT
cet-6361	84	17	coded	code	VERB
cet-6361	84	18	from	from	ADP
cet-6361	84	19	black	black	ADJ
cet-6361	84	20	(	(	PUNCT
cet-6361	84	21	w	w	NOUN
cet-6361	84	22	-	-	PUNCT
cet-6361	84	23	correlation	correlation	NOUN
cet-6361	84	24	=	=	NOUN
cet-6361	84	25	1	1	NUM
cet-6361	84	26	)	)	PUNCT
cet-6361	84	27	to	to	ADP
cet-6361	84	28	white	white	ADJ
cet-6361	84	29	(	(	PUNCT
cet-6361	84	30	w	w	NOUN
cet-6361	84	31	-	-	PUNCT
cet-6361	84	32	correlation	correlation	NOUN
cet-6361	84	33	=	=	NOUN
cet-6361	84	34	0	0	NUM
cet-6361	84	35	)	)	PUNCT
cet-6361	84	36	.	.	PUNCT
cet-6361	85	1	note	note	VERB
cet-6361	85	2	that	that	DET
cet-6361	85	3	component	component	NOUN
cet-6361	85	4	1	1	NUM
cet-6361	85	5	is	be	AUX
cet-6361	85	6	clearly	clearly	ADV
cet-6361	85	7	separable	separable	ADJ
cet-6361	85	8	and	and	CCONJ
cet-6361	85	9	components	component	NOUN
cet-6361	85	10	2	2	NUM
cet-6361	85	11	-	-	SYM
cet-6361	85	12	4	4	NUM
cet-6361	85	13	and	and	CCONJ
cet-6361	85	14	9	9	NUM
cet-6361	85	15	-	-	SYM
cet-6361	85	16	10	10	NUM
cet-6361	85	17	are	be	AUX
cet-6361	85	18	almost	almost	ADV
cet-6361	85	19	separable	separable	ADJ
cet-6361	85	20	(	(	PUNCT
cet-6361	85	21	w	w	NOUN
cet-6361	85	22	-	-	PUNCT
cet-6361	85	23	correlation	correlation	NOUN
cet-6361	85	24	values	value	NOUN
cet-6361	85	25	<	<	X
cet-6361	85	26	0.50	0.50	NUM
cet-6361	85	27	)	)	PUNCT
cet-6361	85	28	.	.	PUNCT
cet-6361	86	1	components	component	NOUN
cet-6361	86	2	rc5	rc5	PROPN
cet-6361	86	3	-	-	PUNCT
cet-6361	86	4	rc6	rc6	NOUN
cet-6361	86	5	and	and	CCONJ
cet-6361	86	6	rc7	rc7	NOUN
cet-6361	86	7	-	-	PUNCT
cet-6361	86	8	rc8	rc8	PROPN
cet-6361	86	9	have	have	VERB
cet-6361	86	10	w	w	NOUN
cet-6361	86	11	-	-	PUNCT
cet-6361	86	12	correlations	correlation	NOUN
cet-6361	86	13	equals	equal	VERB
cet-6361	86	14	to	to	ADP
cet-6361	86	15	1	1	NUM
cet-6361	86	16	and	and	CCONJ
cet-6361	86	17	,	,	PUNCT
cet-6361	86	18	as	as	SCONJ
cet-6361	86	19	previously	previously	ADV
cet-6361	86	20	mentioned	mention	VERB
cet-6361	86	21	,	,	PUNCT
cet-6361	86	22	could	could	AUX
cet-6361	86	23	be	be	AUX
cet-6361	86	24	grouped	group	VERB
cet-6361	86	25	.	.	PUNCT
cet-6361	87	1	finally	finally	ADV
cet-6361	87	2	,	,	PUNCT
cet-6361	87	3	the	the	DET
cet-6361	87	4	reconstruction	reconstruction	NOUN
cet-6361	87	5	will	will	AUX
cet-6361	87	6	be	be	AUX
cet-6361	87	7	based	base	VERB
cet-6361	87	8	on	on	ADP
cet-6361	87	9	eigentriples	eigentriple	NOUN
cet-6361	87	10	1	1	NUM
cet-6361	87	11	to	to	ADP
cet-6361	87	12	10	10	NUM
cet-6361	87	13	,	,	PUNCT
cet-6361	87	14	as	as	SCONJ
cet-6361	87	15	shown	show	VERB
cet-6361	87	16	in	in	ADP
cet-6361	87	17	figure	figure	NOUN
cet-6361	87	18	4	4	NUM
cet-6361	87	19	,	,	PUNCT
cet-6361	87	20	along	along	ADP
cet-6361	87	21	with	with	ADP
cet-6361	87	22	the	the	DET
cet-6361	87	23	forecast	forecast	NOUN
cet-6361	87	24	for	for	ADP
cet-6361	87	25	the	the	DET
cet-6361	87	26	next	next	ADJ
cet-6361	87	27	12	12	NUM
cet-6361	87	28	months	month	NOUN
cet-6361	87	29	.	.	PUNCT
cet-6361	88	1	3.1.3	3.1.3	NUM
cet-6361	88	2	:	:	PUNCT
cet-6361	88	3	comparison	comparison	NOUN
cet-6361	88	4	with	with	ADP
cet-6361	88	5	other	other	ADJ
cet-6361	88	6	approaches	approach	NOUN
cet-6361	88	7	table	table	NOUN
cet-6361	88	8	1	1	NUM
cet-6361	88	9	shows	show	VERB
cet-6361	88	10	the	the	DET
cet-6361	88	11	comparison	comparison	NOUN
cet-6361	88	12	of	of	ADP
cet-6361	88	13	residual	residual	ADJ
cet-6361	88	14	indexes	index	NOUN
cet-6361	88	15	between	between	ADP
cet-6361	88	16	the	the	DET
cet-6361	88	17	ssa	ssa	NOUN
cet-6361	88	18	and	and	CCONJ
cet-6361	88	19	two	two	NUM
cet-6361	88	20	classical	classical	ADJ
cet-6361	88	21	approaches	approach	NOUN
cet-6361	88	22	,	,	PUNCT
cet-6361	88	23	during	during	ADP
cet-6361	88	24	the	the	DET
cet-6361	88	25	training	training	NOUN
cet-6361	88	26	phase	phase	NOUN
cet-6361	88	27	.	.	PUNCT
cet-6361	89	1	the	the	DET
cet-6361	89	2	additive	additive	ADJ
cet-6361	89	3	holt	holt	PROPN
cet-6361	89	4	-	-	PUNCT
cet-6361	89	5	winter	winter	NOUN
cet-6361	89	6	was	be	AUX
cet-6361	89	7	the	the	DET
cet-6361	89	8	best	good	ADJ
cet-6361	89	9	method	method	NOUN
cet-6361	89	10	selected	select	VERB
cet-6361	89	11	among	among	ADP
cet-6361	89	12	exponential	exponential	ADJ
cet-6361	89	13	smoothing	smoothing	NOUN
cet-6361	89	14	techniques	technique	NOUN
cet-6361	89	15	while	while	SCONJ
cet-6361	89	16	the	the	DET
cet-6361	89	17	best	good	ADJ
cet-6361	89	18	sarima	sarima	NOUN
cet-6361	89	19	model	model	NOUN
cet-6361	89	20	found	find	VERB
cet-6361	89	21	was	be	AUX
cet-6361	89	22	a	a	DET
cet-6361	89	23	(	(	PUNCT
cet-6361	89	24	2,1,0)(2,0,2)12	2,1,0)(2,0,2)12	NUM
cet-6361	89	25	:	:	PUNCT
cet-6361	89	26	(	(	PUNCT
cet-6361	89	27	1	1	NUM
cet-6361	89	28	+	+	NUM
cet-6361	89	29	0,28*b+	0,28*b+	NUM
cet-6361	89	30	0,17*b2)(1	0,17*b2)(1	NOUN
cet-6361	89	31	0,48*b12	0,48*b12	NUM
cet-6361	89	32	0,5*b24	0,5*b24	NOUN
cet-6361	89	33	)	)	PUNCT
cet-6361	89	34	xt	xt	VERB
cet-6361	90	1	=(	=(	PROPN
cet-6361	90	2	1	1	NUM
cet-6361	90	3	–	–	PUNCT
cet-6361	90	4	0,26*b12	0,26*b12	NOUN
cet-6361	91	1	+	+	CCONJ
cet-6361	91	2	0,38*b24)at	0,38*b24)at	NUM
cet-6361	91	3	(	(	PUNCT
cet-6361	91	4	3	3	NUM
cet-6361	91	5	)	)	PUNCT
cet-6361	91	6	the	the	DET
cet-6361	91	7	sarima	sarima	NOUN
cet-6361	91	8	and	and	CCONJ
cet-6361	91	9	ssa	ssa	PROPN
cet-6361	91	10	residuals	residual	NOUN
cet-6361	91	11	are	be	AUX
cet-6361	91	12	considered	consider	VERB
cet-6361	91	13	as	as	ADP
cet-6361	91	14	random	random	ADJ
cet-6361	91	15	.	.	PUNCT
cet-6361	92	1	note	note	VERB
cet-6361	92	2	that	that	SCONJ
cet-6361	92	3	ssa	ssa	NOUN
cet-6361	92	4	performance	performance	NOUN
cet-6361	92	5	is	be	AUX
cet-6361	92	6	better	well	ADJ
cet-6361	92	7	than	than	ADP
cet-6361	92	8	the	the	DET
cet-6361	92	9	other	other	ADJ
cet-6361	92	10	approaches	approach	NOUN
cet-6361	92	11	.	.	PUNCT
cet-6361	93	1	ssa	ssa	NOUN
cet-6361	93	2	is	be	AUX
cet-6361	93	3	able	able	ADJ
cet-6361	93	4	to	to	PART
cet-6361	93	5	produce	produce	VERB
cet-6361	93	6	additional	additional	ADJ
cet-6361	93	7	information	information	NOUN
cet-6361	93	8	about	about	ADP
cet-6361	93	9	the	the	DET
cet-6361	93	10	decomposition	decomposition	NOUN
cet-6361	93	11	of	of	ADP
cet-6361	93	12	the	the	DET
cet-6361	93	13	time	time	NOUN
cet-6361	93	14	series	series	NOUN
cet-6361	93	15	,	,	PUNCT
cet-6361	93	16	especially	especially	ADV
cet-6361	93	17	trend	trend	NOUN
cet-6361	93	18	and	and	CCONJ
cet-6361	93	19	harmonic	harmonic	ADJ
cet-6361	93	20	components	component	NOUN
cet-6361	93	21	.	.	PUNCT
cet-6361	94	1	table	table	NOUN
cet-6361	94	2	1	1	NUM
cet-6361	94	3	also	also	ADV
cet-6361	94	4	shows	show	VERB
cet-6361	94	5	the	the	DET
cet-6361	94	6	mse	mse	PROPN
cet-6361	94	7	and	and	CCONJ
cet-6361	94	8	mape	mape	NOUN
cet-6361	94	9	indexes	index	NOUN
cet-6361	94	10	during	during	ADP
cet-6361	94	11	the	the	DET
cet-6361	94	12	testing	testing	NOUN
cet-6361	94	13	phase	phase	NOUN
cet-6361	94	14	.	.	PUNCT
cet-6361	95	1	again	again	ADV
cet-6361	95	2	,	,	PUNCT
cet-6361	95	3	ssa	ssa	NOUN
cet-6361	95	4	produce	produce	VERB
cet-6361	95	5	the	the	DET
cet-6361	95	6	best	good	ADJ
cet-6361	95	7	results	result	NOUN
cet-6361	95	8	.	.	PUNCT
cet-6361	96	1	4	4	X
cet-6361	96	2	.	.	X
cet-6361	96	3	conclusions	conclusion	NOUN
cet-6361	96	4	this	this	DET
cet-6361	96	5	paper	paper	NOUN
cet-6361	96	6	presented	present	VERB
cet-6361	96	7	the	the	DET
cet-6361	96	8	use	use	NOUN
cet-6361	96	9	of	of	ADP
cet-6361	96	10	singular	singular	NOUN
cet-6361	96	11	spectrum	spectrum	NOUN
cet-6361	96	12	analysis	analysis	NOUN
cet-6361	96	13	as	as	ADP
cet-6361	96	14	a	a	DET
cet-6361	96	15	technique	technique	NOUN
cet-6361	96	16	able	able	ADJ
cet-6361	96	17	to	to	PART
cet-6361	96	18	decompose	decompose	VERB
cet-6361	96	19	and	and	CCONJ
cet-6361	96	20	forecast	forecast	VERB
cet-6361	96	21	a	a	DET
cet-6361	96	22	non	non	ADJ
cet-6361	96	23	-	-	ADJ
cet-6361	96	24	stationary	stationary	ADJ
cet-6361	96	25	and/or	and/or	CCONJ
cet-6361	96	26	non	non	ADJ
cet-6361	96	27	-	-	ADJ
cet-6361	96	28	linear	linear	ADJ
cet-6361	96	29	time	time	NOUN
cet-6361	96	30	series	series	NOUN
cet-6361	96	31	into	into	ADP
cet-6361	96	32	a	a	DET
cet-6361	96	33	set	set	NOUN
cet-6361	96	34	of	of	ADP
cet-6361	96	35	independent	independent	ADJ
cet-6361	96	36	components	component	NOUN
cet-6361	96	37	.	.	PUNCT
cet-6361	97	1	in	in	ADP
cet-6361	97	2	the	the	DET
cet-6361	97	3	example	example	NOUN
cet-6361	97	4	presented	present	VERB
cet-6361	97	5	,	,	PUNCT
cet-6361	97	6	related	relate	VERB
cet-6361	97	7	to	to	ADP
cet-6361	97	8	the	the	DET
cet-6361	97	9	electric	electric	ADJ
cet-6361	97	10	load	load	NOUN
cet-6361	97	11	demand	demand	NOUN
cet-6361	97	12	of	of	ADP
cet-6361	97	13	a	a	DET
cet-6361	97	14	venezuelan	venezuelan	ADJ
cet-6361	97	15	region	region	NOUN
cet-6361	97	16	,	,	PUNCT
cet-6361	97	17	the	the	DET
cet-6361	97	18	performance	performance	NOUN
cet-6361	97	19	of	of	ADP
cet-6361	97	20	ssa	ssa	NOUN
cet-6361	97	21	was	be	AUX
cet-6361	97	22	the	the	DET
cet-6361	97	23	best	good	ADJ
cet-6361	97	24	,	,	PUNCT
cet-6361	97	25	compared	compare	VERB
cet-6361	97	26	with	with	ADP
cet-6361	97	27	other	other	ADJ
cet-6361	97	28	classical	classical	ADJ
cet-6361	97	29	time	time	NOUN
cet-6361	97	30	series	series	PROPN
cet-6361	97	31	approaches	approach	NOUN
cet-6361	97	32	.	.	PUNCT
cet-6361	98	1	ssa	ssa	NOUN
cet-6361	98	2	relies	rely	VERB
cet-6361	98	3	only	only	ADV
cet-6361	98	4	on	on	ADP
cet-6361	98	5	the	the	DET
cet-6361	98	6	definition	definition	NOUN
cet-6361	98	7	of	of	ADP
cet-6361	98	8	two	two	NUM
cet-6361	98	9	parameters	parameter	NOUN
cet-6361	98	10	:	:	PUNCT
cet-6361	98	11	the	the	DET
cet-6361	98	12	windows	window	NOUN
cet-6361	98	13	length	length	NOUN
cet-6361	98	14	l	l	PROPN
cet-6361	98	15	and	and	CCONJ
cet-6361	98	16	the	the	DET
cet-6361	98	17	number	number	NOUN
cet-6361	98	18	of	of	ADP
cet-6361	98	19	components	component	NOUN
cet-6361	98	20	r.	r.	PROPN
cet-6361	98	21	as	as	ADP
cet-6361	98	22	a	a	DET
cet-6361	98	23	general	general	ADJ
cet-6361	98	24	rule	rule	NOUN
cet-6361	98	25	,	,	PUNCT
cet-6361	98	26	l	l	NOUN
cet-6361	98	27	could	could	AUX
cet-6361	98	28	be	be	AUX
cet-6361	98	29	fixed	fix	VERB
cet-6361	98	30	as	as	ADP
cet-6361	98	31	l=(t	l=(t	ADJ
cet-6361	98	32	-	-	PUNCT
cet-6361	98	33	s)/2	s)/2	ADJ
cet-6361	98	34	while	while	SCONJ
cet-6361	98	35	r	r	NOUN
cet-6361	98	36	could	could	AUX
cet-6361	98	37	be	be	AUX
cet-6361	98	38	determined	determine	VERB
cet-6361	98	39	automatically	automatically	ADV
cet-6361	98	40	from	from	ADP
cet-6361	98	41	the	the	DET
cet-6361	98	42	values	value	NOUN
cet-6361	98	43	of	of	ADP
cet-6361	98	44	the	the	DET
cet-6361	98	45	w	w	NOUN
cet-6361	98	46	-	-	PUNCT
cet-6361	98	47	correlation	correlation	NOUN
cet-6361	98	48	matrix	matrix	NOUN
cet-6361	98	49	.	.	PUNCT
cet-6361	99	1	briceño	briceño	PROPN
cet-6361	99	2	(	(	PUNCT
cet-6361	99	3	2012	2012	NUM
cet-6361	99	4	)	)	PUNCT
cet-6361	99	5	shows	show	VERB
cet-6361	99	6	that	that	SCONJ
cet-6361	99	7	the	the	DET
cet-6361	99	8	best	good	ADJ
cet-6361	99	9	ssa	ssa	NOUN
cet-6361	99	10	model	model	NOUN
cet-6361	99	11	is	be	AUX
cet-6361	99	12	obtained	obtain	VERB
cet-6361	99	13	using	use	VERB
cet-6361	99	14	l=84	l=84	NOUN
cet-6361	99	15	,	,	PUNCT
cet-6361	99	16	with	with	ADP
cet-6361	99	17	performance	performance	NOUN
cet-6361	99	18	indexes	index	NOUN
cet-6361	99	19	slightly	slightly	ADV
cet-6361	99	20	better	well	ADV
cet-6361	99	21	that	that	SCONJ
cet-6361	99	22	the	the	DET
cet-6361	99	23	ssa	ssa	PROPN
cet-6361	99	24	model	model	NOUN
cet-6361	99	25	presented	present	VERB
cet-6361	99	26	using	use	VERB
cet-6361	99	27	l=118	l=118	PROPN
cet-6361	99	28	.	.	PUNCT
cet-6361	100	1	figure	figure	NOUN
cet-6361	100	2	1	1	NUM
cet-6361	100	3	eigenvector	eigenvector	NOUN
cet-6361	100	4	decomposition	decomposition	NOUN
cet-6361	100	5	922	922	NUM
cet-6361	100	6	figure	figure	NOUN
cet-6361	100	7	2	2	NUM
cet-6361	100	8	:	:	PUNCT
cet-6361	100	9	reconstructed	reconstructed	ADJ
cet-6361	100	10	components	component	NOUN
cet-6361	100	11	related	relate	VERB
cet-6361	100	12	to	to	ADP
cet-6361	100	13	the	the	DET
cet-6361	100	14	first	first	ADJ
cet-6361	100	15	25	25	NUM
cet-6361	100	16	eigentriples	eigentriple	NOUN
cet-6361	100	17	figure	figure	NOUN
cet-6361	100	18	3	3	NUM
cet-6361	100	19	:	:	PUNCT
cet-6361	100	20	pair	pair	NOUN
cet-6361	100	21	of	of	ADP
cet-6361	100	22	eigenvectors	eigenvector	NOUN
cet-6361	100	23	plot	plot	NOUN
cet-6361	100	24	figure	figure	NOUN
cet-6361	100	25	4	4	NUM
cet-6361	100	26	:	:	PUNCT
cet-6361	100	27	a	a	DET
cet-6361	100	28	graphical	graphical	ADJ
cet-6361	100	29	representation	representation	NOUN
cet-6361	100	30	of	of	ADP
cet-6361	100	31	the	the	DET
cet-6361	100	32	w	w	NOUN
cet-6361	100	33	-	-	PUNCT
cet-6361	100	34	correlation	correlation	NOUN
cet-6361	100	35	matrix	matrix	NOUN
cet-6361	100	36	923	923	NUM
cet-6361	100	37	yearyear	yearyear	NOUN
cet-6361	100	38	figure	figure	NOUN
cet-6361	100	39	5	5	NUM
cet-6361	100	40	:	:	PUNCT
cet-6361	100	41	reconstruction	reconstruction	NOUN
cet-6361	100	42	using	use	VERB
cet-6361	100	43	eigentriples	eigentriple	NOUN
cet-6361	100	44	1	1	NUM
cet-6361	100	45	to	to	PART
cet-6361	100	46	10	10	NUM
cet-6361	100	47	table	table	NOUN
cet-6361	100	48	1	1	NUM
cet-6361	100	49	:	:	PUNCT
cet-6361	100	50	residual	residual	ADJ
cet-6361	100	51	indexes	index	NOUN
cet-6361	100	52	comparison	comparison	NOUN
cet-6361	100	53	training	training	NOUN
cet-6361	100	54	phase	phase	NOUN
cet-6361	100	55	testing	testing	NOUN
cet-6361	100	56	phase	phase	NOUN
cet-6361	100	57	method	method	NOUN
cet-6361	100	58	mse	mse	NOUN
cet-6361	100	59	mape	mape	NOUN
cet-6361	100	60	(	(	PUNCT
cet-6361	100	61	%	%	NOUN
cet-6361	100	62	)	)	PUNCT
cet-6361	100	63	theil	theil	PROPN
cet-6361	100	64	box	box	PROPN
cet-6361	100	65	-	-	PUNCT
cet-6361	100	66	piercerandomnessmse	piercerandomnessmse	PROPN
cet-6361	100	67	mape	mape	NOUN
cet-6361	100	68	(	(	PUNCT
cet-6361	100	69	%	%	NOUN
cet-6361	100	70	)	)	PUNCT
cet-6361	100	71	additive	additive	PROPN
cet-6361	100	72	holt	holt	PROPN
cet-6361	100	73	-	-	PUNCT
cet-6361	100	74	winter	winter	NOUN
cet-6361	100	75	5.5	5.5	NUM
cet-6361	100	76	1.25	1.25	NUM
cet-6361	100	77	0.80	0.80	NUM
cet-6361	100	78	100.4	100.4	NUM
cet-6361	100	79	no	no	DET
cet-6361	100	80	24.9	24.9	NUM
cet-6361	100	81	2.68	2.68	NUM
cet-6361	100	82	arima	arima	NOUN
cet-6361	100	83	(	(	PUNCT
cet-6361	100	84	2,1,0)(2,0,2)12	2,1,0)(2,0,2)12	NUM
cet-6361	100	85	6.0	6.0	NUM
cet-6361	100	86	1.15	1.15	NUM
cet-6361	100	87	0.45	0.45	NUM
cet-6361	100	88	24.3	24.3	NUM
cet-6361	100	89	yes	yes	INTJ
cet-6361	100	90	12.6	12.6	NUM
cet-6361	100	91	1.86	1.86	NUM
cet-6361	100	92	ssa	ssa	NOUN
cet-6361	100	93	3.6	3.6	NUM
cet-6361	100	94	1.06	1.06	NUM
cet-6361	100	95	0.26	0.26	NUM
cet-6361	100	96	23.1	23.1	NUM
cet-6361	101	1	yes	yes	NOUN
cet-6361	101	2	7.0	7.0	NUM
cet-6361	101	3	1.26	1.26	NUM
cet-6361	101	4	references	reference	NOUN
cet-6361	101	5	alexandrov	alexandrov	PROPN
cet-6361	101	6	th	th	X
cet-6361	101	7	.	.	PROPN
cet-6361	101	8	,	,	PUNCT
cet-6361	101	9	golyandina	golyandina	PROPN
cet-6361	101	10	n.	n.	PROPN
cet-6361	101	11	,	,	PUNCT
cet-6361	101	12	2005	2005	NUM
cet-6361	101	13	,	,	PUNCT
cet-6361	101	14	automatic	automatic	ADJ
cet-6361	101	15	extraction	extraction	NOUN
cet-6361	101	16	and	and	CCONJ
cet-6361	101	17	forecast	forecast	NOUN
cet-6361	101	18	of	of	ADP
cet-6361	101	19	time	time	NOUN
cet-6361	101	20	series	series	PROPN
cet-6361	101	21	cyclic	cyclic	PROPN
cet-6361	101	22	components	component	NOUN
cet-6361	101	23	within	within	ADP
cet-6361	101	24	the	the	DET
cet-6361	101	25	framework	framework	NOUN
cet-6361	101	26	of	of	ADP
cet-6361	101	27	ssa	ssa	NOUN
cet-6361	101	28	,	,	PUNCT
cet-6361	101	29	proceedings	proceeding	NOUN
cet-6361	101	30	of	of	ADP
cet-6361	101	31	the	the	DET
cet-6361	101	32	fifth	fifth	ADJ
cet-6361	101	33	workshop	workshop	NOUN
cet-6361	101	34	on	on	ADP
cet-6361	101	35	simulation	simulation	NOUN
cet-6361	101	36	,	,	PUNCT
cet-6361	101	37	june	june	PROPN
cet-6361	101	38	26	26	NUM
cet-6361	101	39	-	-	PUNCT
cet-6361	101	40	july	july	PROPN
cet-6361	101	41	2	2	NUM
cet-6361	101	42	,	,	PUNCT
cet-6361	101	43	2005	2005	NUM
cet-6361	101	44	,	,	PUNCT
cet-6361	101	45	st	st	PROPN
cet-6361	101	46	.	.	PROPN
cet-6361	101	47	petersburg	petersburg	PROPN
cet-6361	101	48	state	state	PROPN
cet-6361	101	49	university	university	PROPN
cet-6361	101	50	,	,	PUNCT
cet-6361	101	51	st	st	PROPN
cet-6361	101	52	.	.	PROPN
cet-6361	101	53	petersburg	petersburg	PROPN
cet-6361	101	54	,	,	PUNCT
cet-6361	101	55	45–50	45–50	NOUN
cet-6361	101	56	.	.	PUNCT
cet-6361	102	1	beneki	beneki	PROPN
cet-6361	102	2	c.	c.	PROPN
cet-6361	102	3	,	,	PUNCT
cet-6361	102	4	eeckels	eeckels	PROPN
cet-6361	102	5	b.	b.	PROPN
cet-6361	102	6	,	,	PUNCT
cet-6361	102	7	leon	leon	PROPN
cet-6361	102	8	c.	c.	PROPN
cet-6361	102	9	,	,	PUNCT
cet-6361	102	10	2009	2009	NUM
cet-6361	102	11	,	,	PUNCT
cet-6361	102	12	signal	signal	ADJ
cet-6361	102	13	extraction	extraction	NOUN
cet-6361	102	14	and	and	CCONJ
cet-6361	102	15	forecasting	forecasting	NOUN
cet-6361	102	16	of	of	ADP
cet-6361	102	17	the	the	DET
cet-6361	102	18	uk	uk	PROPN
cet-6361	102	19	tourism	tourism	NOUN
cet-6361	102	20	income	income	NOUN
cet-6361	102	21	time	time	NOUN
cet-6361	102	22	series	series	PROPN
cet-6361	102	23	.	.	PUNCT
cet-6361	103	1	a	a	DET
cet-6361	103	2	singular	singular	ADJ
cet-6361	103	3	spectrum	spectrum	NOUN
cet-6361	103	4	analysis	analysis	NOUN
cet-6361	103	5	approach	approach	NOUN
cet-6361	103	6	,	,	PUNCT
cet-6361	103	7	<	<	X
cet-6361	103	8	mpra.ub.uni-muenchen.de/18354/	mpra.ub.uni-muenchen.de/18354/	X
cet-6361	103	9	>	>	PROPN
cet-6361	103	10	,	,	PUNCT
cet-6361	103	11	mpra	mpra	PROPN
cet-6361	103	12	paper	paper	PROPN
cet-6361	103	13	no	no	PROPN
cet-6361	103	14	.	.	PROPN
cet-6361	103	15	18354	18354	NUM
cet-6361	103	16	,	,	PUNCT
cet-6361	103	17	accessed	access	VERB
cet-6361	103	18	13.01.2013	13.01.2013	PROPN
cet-6361	103	19	.	.	PUNCT
cet-6361	103	20	briceño	briceño	PROPN
cet-6361	103	21	h.	h.	PROPN
cet-6361	103	22	,	,	PUNCT
cet-6361	103	23	2012	2012	NUM
cet-6361	103	24	,	,	PUNCT
cet-6361	103	25	comparing	compare	VERB
cet-6361	103	26	time	time	NOUN
cet-6361	103	27	series	series	NOUN
cet-6361	103	28	techniques	technique	NOUN
cet-6361	103	29	for	for	ADP
cet-6361	103	30	electric	electric	ADJ
cet-6361	103	31	load	load	NOUN
cet-6361	103	32	demand	demand	NOUN
cet-6361	103	33	,	,	PUNCT
cet-6361	103	34	msc	msc	PROPN
cet-6361	103	35	.	.	PROPN
cet-6361	104	1	thesis	thesis	PROPN
cet-6361	104	2	,	,	PUNCT
cet-6361	104	3	universidad	universidad	PROPN
cet-6361	104	4	central	central	PROPN
cet-6361	104	5	de	de	PROPN
cet-6361	104	6	venezuela	venezuela	PROPN
cet-6361	104	7	(	(	PUNCT
cet-6361	104	8	in	in	ADP
cet-6361	104	9	spanish	spanish	NOUN
cet-6361	104	10	)	)	PUNCT
cet-6361	104	11	,	,	PUNCT
cet-6361	104	12	<	<	X
cet-6361	104	13	www.ing.ucv.ve/basica.html	www.ing.ucv.ve/basica.html	X
cet-6361	104	14	>	>	X
cet-6361	104	15	,	,	PUNCT
cet-6361	104	16	accessed	access	VERB
cet-6361	104	17	10.03.2013	10.03.2013	NUM
cet-6361	104	18	carvalho	carvalho	NOUN
cet-6361	104	19	m.	m.	NOUN
cet-6361	104	20	,	,	PUNCT
cet-6361	104	21	rodrigues	rodrigues	PROPN
cet-6361	104	22	p.c	p.c	PROPN
cet-6361	104	23	.	.	PROPN
cet-6361	104	24	,	,	PUNCT
cet-6361	104	25	rua	rua	PROPN
cet-6361	104	26	a.	a.	PROPN
cet-6361	104	27	,	,	PUNCT
cet-6361	104	28	2012	2012	NUM
cet-6361	104	29	,	,	PUNCT
cet-6361	104	30	tracking	track	VERB
cet-6361	104	31	the	the	DET
cet-6361	104	32	us	us	PROPN
cet-6361	104	33	business	business	NOUN
cet-6361	104	34	cycle	cycle	NOUN
cet-6361	104	35	with	with	ADP
cet-6361	104	36	a	a	DET
cet-6361	104	37	singular	singular	ADJ
cet-6361	104	38	spectrum	spectrum	NOUN
cet-6361	104	39	analysis	analysis	NOUN
cet-6361	104	40	,	,	PUNCT
cet-6361	104	41	economics	economics	NOUN
cet-6361	104	42	letters	letter	NOUN
cet-6361	104	43	114	114	NUM
cet-6361	104	44	,	,	PUNCT
cet-6361	104	45	32–35	32–35	NUM
cet-6361	104	46	.	.	PUNCT
cet-6361	104	47	elsner	elsner	NOUN
cet-6361	104	48	,	,	PUNCT
cet-6361	104	49	j.	j.	PROPN
cet-6361	104	50	b.	b.	PROPN
cet-6361	104	51	and	and	CCONJ
cet-6361	104	52	tsonis	tsonis	PROPN
cet-6361	104	53	,	,	PUNCT
cet-6361	104	54	a.	a.	NOUN
cet-6361	104	55	a.	a.	PROPN
cet-6361	104	56	,	,	PUNCT
cet-6361	104	57	1996	1996	NUM
cet-6361	104	58	,	,	PUNCT
cet-6361	104	59	singular	singular	PROPN
cet-6361	104	60	spectrum	spectrum	NOUN
cet-6361	104	61	analysis	analysis	NOUN
cet-6361	104	62	.	.	PUNCT
cet-6361	105	1	a	a	DET
cet-6361	105	2	new	new	ADJ
cet-6361	105	3	tool	tool	NOUN
cet-6361	105	4	in	in	ADP
cet-6361	105	5	time	time	NOUN
cet-6361	105	6	series	series	PROPN
cet-6361	105	7	analysis	analysis	NOUN
cet-6361	105	8	,	,	PUNCT
cet-6361	105	9	plenum	plenum	PROPN
cet-6361	105	10	press	press	PROPN
cet-6361	105	11	,	,	PUNCT
cet-6361	105	12	new	new	PROPN
cet-6361	105	13	york	york	PROPN
cet-6361	105	14	,	,	PUNCT
cet-6361	105	15	london	london	PROPN
cet-6361	105	16	.	.	PUNCT
cet-6361	106	1	golyandina	golyandina	PROPN
cet-6361	106	2	n.	n.	PROPN
cet-6361	106	3	,	,	PUNCT
cet-6361	106	4	nekrutkin	nekrutkin	PROPN
cet-6361	106	5	v.	v.	ADV
cet-6361	106	6	,	,	PUNCT
cet-6361	106	7	zhigljavsky	zhigljavsky	PROPN
cet-6361	106	8	a.	a.	NOUN
cet-6361	106	9	,	,	PUNCT
cet-6361	106	10	2001	2001	NUM
cet-6361	106	11	,	,	PUNCT
cet-6361	106	12	analysis	analysis	NOUN
cet-6361	106	13	of	of	ADP
cet-6361	106	14	time	time	NOUN
cet-6361	106	15	series	series	PROPN
cet-6361	106	16	structure	structure	NOUN
cet-6361	106	17	—	—	PUNCT
cet-6361	106	18	ssa	ssa	NOUN
cet-6361	106	19	and	and	CCONJ
cet-6361	106	20	related	related	ADJ
cet-6361	106	21	techniques	technique	NOUN
cet-6361	106	22	,	,	PUNCT
cet-6361	106	23	chapman	chapman	PROPN
cet-6361	106	24	&	&	CCONJ
cet-6361	106	25	hall/	hall/	PROPN
cet-6361	106	26	crc	crc	PROPN
cet-6361	106	27	,	,	PUNCT
cet-6361	106	28	boca	boca	PROPN
cet-6361	106	29	raton	raton	PROPN
cet-6361	106	30	,	,	PUNCT
cet-6361	106	31	fl	fl	PROPN
cet-6361	106	32	,	,	PUNCT
cet-6361	106	33	usa	usa	PROPN
cet-6361	106	34	,	,	PUNCT
cet-6361	106	35	hassani	hassani	PROPN
cet-6361	106	36	h	h	NOUN
cet-6361	106	37	,	,	PUNCT
cet-6361	106	38	heravi	heravi	NOUN
cet-6361	106	39	s	s	PROPN
cet-6361	106	40	,	,	PUNCT
cet-6361	106	41	zhigljavsky	zhigljavsky	PROPN
cet-6361	106	42	a.	a.	NOUN
cet-6361	106	43	,	,	PUNCT
cet-6361	106	44	2009	2009	NUM
cet-6361	106	45	,	,	PUNCT
cet-6361	106	46	forecasting	forecast	VERB
cet-6361	106	47	european	european	ADJ
cet-6361	106	48	industrial	industrial	ADJ
cet-6361	106	49	production	production	NOUN
cet-6361	106	50	with	with	ADP
cet-6361	106	51	singular	singular	PROPN
cet-6361	106	52	spectrum	spectrum	NOUN
cet-6361	106	53	analysis	analysis	NOUN
cet-6361	106	54	,	,	PUNCT
cet-6361	106	55	international	international	ADJ
cet-6361	106	56	journal	journal	NOUN
cet-6361	106	57	of	of	ADP
cet-6361	106	58	forecasting	forecast	VERB
cet-6361	106	59	25	25	NUM
cet-6361	106	60	103–118	103–118	NUM
cet-6361	106	61	.	.	PUNCT
cet-6361	107	1	hassani	hassani	PROPN
cet-6361	107	2	h.	h.	PROPN
cet-6361	107	3	,	,	PUNCT
cet-6361	107	4	2007	2007	NUM
cet-6361	107	5	,	,	PUNCT
cet-6361	107	6	singular	singular	PROPN
cet-6361	107	7	spectrum	spectrum	NOUN
cet-6361	107	8	analysis	analysis	NOUN
cet-6361	107	9	:	:	PUNCT
cet-6361	107	10	methodology	methodology	NOUN
cet-6361	107	11	and	and	CCONJ
cet-6361	107	12	comparison	comparison	NOUN
cet-6361	107	13	,	,	PUNCT
cet-6361	107	14	journal	journal	NOUN
cet-6361	107	15	of	of	ADP
cet-6361	107	16	data	datum	NOUN
cet-6361	107	17	science	science	NOUN
cet-6361	107	18	5	5	NUM
cet-6361	107	19	,	,	PUNCT
cet-6361	107	20	239	239	NUM
cet-6361	107	21	-	-	SYM
cet-6361	107	22	257	257	NUM
cet-6361	107	23	korobeynikov	korobeynikov	PROPN
cet-6361	107	24	a.	a.	NOUN
cet-6361	107	25	,	,	PUNCT
cet-6361	107	26	2012	2012	NUM
cet-6361	107	27	,	,	PUNCT
cet-6361	107	28	rssa	rssa	ADJ
cet-6361	107	29	package	package	NOUN
cet-6361	107	30	,	,	PUNCT
cet-6361	107	31	<	<	X
cet-6361	107	32	cran.r-project.org/web/packages/rssa/index.html	cran.r-project.org/web/packages/rssa/index.html	NOUN
cet-6361	107	33	>	>	PRON
cet-6361	107	34	,	,	PUNCT
cet-6361	107	35	accessed	access	VERB
cet-6361	107	36	12.12.2012	12.12.2012	NUM
cet-6361	107	37	sanei	sanei	VERB
cet-6361	107	38	s	s	PROPN
cet-6361	107	39	,	,	PUNCT
cet-6361	107	40	ghodsi	ghodsi	NOUN
cet-6361	107	41	m.	m.	NOUN
cet-6361	107	42	,	,	PUNCT
cet-6361	107	43	hassani	hassani	PROPN
cet-6361	107	44	h.	h.	PROPN
cet-6361	107	45	,	,	PUNCT
cet-6361	107	46	2011	2011	NUM
cet-6361	107	47	,	,	PUNCT
cet-6361	107	48	an	an	DET
cet-6361	107	49	adaptive	adaptive	ADJ
cet-6361	107	50	singular	singular	NOUN
cet-6361	107	51	spectrum	spectrum	NOUN
cet-6361	107	52	analysis	analysis	NOUN
cet-6361	107	53	approach	approach	NOUN
cet-6361	107	54	to	to	ADP
cet-6361	107	55	murmur	murmur	ADJ
cet-6361	107	56	detection	detection	NOUN
cet-6361	107	57	from	from	ADP
cet-6361	107	58	heart	heart	NOUN
cet-6361	107	59	sounds	sound	NOUN
cet-6361	107	60	,	,	PUNCT
cet-6361	107	61	medical	medical	ADJ
cet-6361	107	62	engineering	engineering	PROPN
cet-6361	107	63	&	&	CCONJ
cet-6361	107	64	physics	physics	PROPN
cet-6361	107	65	,	,	PUNCT
cet-6361	107	66	33	33	NUM
cet-6361	107	67	,	,	PUNCT
cet-6361	107	68	362–367	362–367	NUM
cet-6361	107	69	.	.	PUNCT
cet-6361	108	1	vautard	vautard	PROPN
cet-6361	108	2	r.	r.	PROPN
cet-6361	108	3	,	,	PUNCT
cet-6361	108	4	ghil	ghil	PROPN
cet-6361	108	5	m.	m.	NOUN
cet-6361	108	6	,	,	PUNCT
cet-6361	108	7	1989	1989	NUM
cet-6361	108	8	,	,	PUNCT
cet-6361	108	9	singular	singular	NOUN
cet-6361	108	10	spectrum	spectrum	VERB
cet-6361	108	11	analysis	analysis	NOUN
cet-6361	108	12	in	in	ADP
cet-6361	108	13	nonlinear	nonlinear	ADJ
cet-6361	108	14	dynamics	dynamic	NOUN
cet-6361	108	15	,	,	PUNCT
cet-6361	108	16	with	with	ADP
cet-6361	108	17	applications	application	NOUN
cet-6361	108	18	to	to	ADP
cet-6361	108	19	paleoclimatic	paleoclimatic	ADJ
cet-6361	108	20	time	time	NOUN
cet-6361	108	21	series	series	NOUN
cet-6361	108	22	,	,	PUNCT
cet-6361	108	23	physica	physica	PROPN
cet-6361	108	24	d	d	PROPN
cet-6361	108	25	,	,	PUNCT
cet-6361	108	26	nonlinear	nonlinear	ADJ
cet-6361	108	27	phenomena	phenomenon	NOUN
cet-6361	108	28	,	,	PUNCT
cet-6361	108	29	35	35	NUM
cet-6361	108	30	,	,	PUNCT
cet-6361	108	31	395–424	395–424	NUM
cet-6361	108	32	.	.	PUNCT
cet-6361	109	1	vautard	vautard	PROPN
cet-6361	109	2	r.	r.	PROPN
cet-6361	109	3	,	,	PUNCT
cet-6361	109	4	yiou	yiou	PROPN
cet-6361	109	5	p.	p.	PROPN
cet-6361	109	6	,	,	PUNCT
cet-6361	109	7	ghil	ghil	PROPN
cet-6361	109	8	m.	m.	NOUN
cet-6361	109	9	,	,	PUNCT
cet-6361	109	10	1992	1992	NUM
cet-6361	109	11	,	,	PUNCT
cet-6361	109	12	singular	singular	PROPN
cet-6361	109	13	spectrum	spectrum	NOUN
cet-6361	109	14	analysis	analysis	NOUN
cet-6361	109	15	:	:	PUNCT
cet-6361	109	16	a	a	DET
cet-6361	109	17	toolkit	toolkit	NOUN
cet-6361	109	18	for	for	ADP
cet-6361	109	19	short	short	ADJ
cet-6361	109	20	noisy	noisy	ADJ
cet-6361	109	21	chaotic	chaotic	ADJ
cet-6361	109	22	signals	signal	NOUN
cet-6361	109	23	,	,	PUNCT
cet-6361	109	24	physica	physica	NOUN
cet-6361	109	25	d	d	PROPN
cet-6361	109	26	,	,	PUNCT
cet-6361	109	27	nonlinear	nonlinear	ADJ
cet-6361	109	28	phenomena	phenomenon	NOUN
cet-6361	109	29	,	,	PUNCT
cet-6361	109	30	58	58	NUM
cet-6361	109	31	,	,	PUNCT
cet-6361	109	32	95–126	95–126	PROPN
cet-6361	109	33	.	.	NOUN
cet-6361	109	34	924	924	NUM