id	sid	tid	token	lemma	pos
easat-2307	1	1	edelweiss	edelweiss	PROPN
easat-2307	1	2	applied	apply	VERB
easat-2307	1	3	science	science	NOUN
easat-2307	1	4	and	and	CCONJ
easat-2307	1	5	technology	technology	NOUN
easat-2307	1	6	issn	issn	PROPN
easat-2307	1	7	:	:	PUNCT
easat-2307	1	8	2576	2576	NUM
easat-2307	1	9	-	-	SYM
easat-2307	1	10	8484	8484	NUM
easat-2307	1	11	vol	vol	NOUN
easat-2307	1	12	.	.	PROPN
easat-2307	1	13	8	8	NUM
easat-2307	1	14	,	,	PUNCT
easat-2307	1	15	no	no	INTJ
easat-2307	1	16	.	.	NOUN
easat-2307	1	17	6	6	NUM
easat-2307	1	18	,	,	PUNCT
easat-2307	1	19	1670	1670	NUM
easat-2307	1	20	-	-	SYM
easat-2307	1	21	1691	1691	NUM
easat-2307	1	22	2024	2024	NUM
easat-2307	1	23	publisher	publisher	NOUN
easat-2307	1	24	:	:	PUNCT
easat-2307	1	25	learning	learn	VERB
easat-2307	1	26	gate	gate	NOUN
easat-2307	1	27	doi	doi	PROPN
easat-2307	1	28	:	:	PUNCT
easat-2307	1	29	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	1	30	©	©	ADP
easat-2307	1	31	2024	2024	NUM
easat-2307	1	32	by	by	ADP
easat-2307	1	33	the	the	DET
easat-2307	1	34	author	author	NOUN
easat-2307	1	35	;	;	PUNCT
easat-2307	1	36	licensee	licensee	PROPN
easat-2307	1	37	learning	learning	NOUN
easat-2307	1	38	gate	gate	NOUN
easat-2307	1	39	©	©	PROPN
easat-2307	1	40	2024	2024	NUM
easat-2307	1	41	by	by	ADP
easat-2307	1	42	the	the	DET
easat-2307	1	43	author	author	NOUN
easat-2307	1	44	;	;	PUNCT
easat-2307	1	45	licensee	licensee	PROPN
easat-2307	1	46	learning	learn	VERB
easat-2307	1	47	gate	gate	NOUN
easat-2307	1	48	*	*	PUNCT
easat-2307	1	49	correspondence	correspondence	NOUN
easat-2307	1	50	:	:	PUNCT
easat-2307	1	51	zlatan.moric@algebra.hr	zlatan.moric@algebra.hr	PROPN
easat-2307	1	52	enhancing	enhance	VERB
easat-2307	1	53	predictive	predictive	ADJ
easat-2307	1	54	accuracy	accuracy	NOUN
easat-2307	1	55	of	of	ADP
easat-2307	1	56	electoral	electoral	ADJ
easat-2307	1	57	outcomes	outcome	NOUN
easat-2307	1	58	:	:	PUNCT
easat-2307	1	59	a	a	DET
easat-2307	1	60	comparative	comparative	ADJ
easat-2307	1	61	study	study	NOUN
easat-2307	1	62	of	of	ADP
easat-2307	1	63	dimension	dimension	NOUN
easat-2307	1	64	reduction	reduction	NOUN
easat-2307	1	65	techniques	technique	NOUN
easat-2307	1	66	in	in	ADP
easat-2307	1	67	linear	linear	PROPN
easat-2307	1	68	regression	regression	NOUN
easat-2307	1	69	models	model	NOUN
easat-2307	1	70	zlatan	zlatan	ADJ
easat-2307	1	71	morić1	morić1	PROPN
easat-2307	1	72	*	*	SYM
easat-2307	1	73	1algebra	1algebra	PROPN
easat-2307	1	74	university	university	NOUN
easat-2307	1	75	croatia	croatia	NOUN
easat-2307	1	76	;	;	PUNCT
easat-2307	1	77	zlatan.moric@algebra.hr	zlatan.moric@algebra.hr	PROPN
easat-2307	1	78	(	(	PUNCT
easat-2307	1	79	z.m	z.m	PROPN
easat-2307	1	80	.	.	PROPN
easat-2307	1	81	)	)	PUNCT
easat-2307	1	82	.	.	PUNCT
easat-2307	2	1	abstract	abstract	ADV
easat-2307	2	2	:	:	PUNCT
easat-2307	2	3	the	the	DET
easat-2307	2	4	effectiveness	effectiveness	NOUN
easat-2307	2	5	of	of	ADP
easat-2307	2	6	principal	principal	ADJ
easat-2307	2	7	component	component	NOUN
easat-2307	2	8	analysis	analysis	NOUN
easat-2307	2	9	(	(	PUNCT
easat-2307	2	10	pca	pca	NOUN
easat-2307	2	11	)	)	PUNCT
easat-2307	2	12	and	and	CCONJ
easat-2307	2	13	factor	factor	NOUN
easat-2307	2	14	analysis	analysis	NOUN
easat-2307	2	15	(	(	PUNCT
easat-2307	2	16	fa	fa	NOUN
easat-2307	2	17	)	)	PUNCT
easat-2307	2	18	in	in	ADP
easat-2307	2	19	enhancing	enhance	VERB
easat-2307	2	20	the	the	DET
easat-2307	2	21	predictive	predictive	ADJ
easat-2307	2	22	accuracy	accuracy	NOUN
easat-2307	2	23	and	and	CCONJ
easat-2307	2	24	interpretability	interpretability	NOUN
easat-2307	2	25	of	of	ADP
easat-2307	2	26	linear	linear	ADJ
easat-2307	2	27	regression	regression	NOUN
easat-2307	2	28	models	model	NOUN
easat-2307	2	29	for	for	ADP
easat-2307	2	30	electoral	electoral	ADJ
easat-2307	2	31	outcomes	outcome	NOUN
easat-2307	2	32	is	be	AUX
easat-2307	2	33	examined	examine	VERB
easat-2307	2	34	in	in	ADP
easat-2307	2	35	this	this	DET
easat-2307	2	36	study	study	NOUN
easat-2307	2	37	,	,	PUNCT
easat-2307	2	38	with	with	ADP
easat-2307	2	39	a	a	DET
easat-2307	2	40	focus	focus	NOUN
easat-2307	2	41	on	on	ADP
easat-2307	2	42	the	the	DET
easat-2307	2	43	croatian	croatian	ADJ
easat-2307	2	44	presidential	presidential	ADJ
easat-2307	2	45	election	election	NOUN
easat-2307	2	46	.	.	PUNCT
easat-2307	3	1	challenges	challenge	NOUN
easat-2307	3	2	such	such	ADJ
easat-2307	3	3	as	as	ADP
easat-2307	3	4	multicollinearity	multicollinearity	NOUN
easat-2307	3	5	and	and	CCONJ
easat-2307	3	6	model	model	NOUN
easat-2307	3	7	complexity	complexity	NOUN
easat-2307	3	8	were	be	AUX
easat-2307	3	9	addressed	address	VERB
easat-2307	3	10	through	through	ADP
easat-2307	3	11	the	the	DET
easat-2307	3	12	application	application	NOUN
easat-2307	3	13	of	of	ADP
easat-2307	3	14	pca	pca	PROPN
easat-2307	3	15	and	and	CCONJ
easat-2307	3	16	fa	fa	NOUN
easat-2307	3	17	to	to	PART
easat-2307	3	18	socio	socio	VERB
easat-2307	3	19	-	-	ADJ
easat-2307	3	20	demographic	demographic	ADJ
easat-2307	3	21	and	and	CCONJ
easat-2307	3	22	political	political	ADJ
easat-2307	3	23	variables	variable	NOUN
easat-2307	3	24	,	,	PUNCT
easat-2307	3	25	resulting	result	VERB
easat-2307	3	26	in	in	ADP
easat-2307	3	27	their	their	PRON
easat-2307	3	28	transformation	transformation	NOUN
easat-2307	3	29	into	into	ADP
easat-2307	3	30	a	a	DET
easat-2307	3	31	simpler	simple	ADJ
easat-2307	3	32	,	,	PUNCT
easat-2307	3	33	more	more	ADV
easat-2307	3	34	manageable	manageable	ADJ
easat-2307	3	35	form	form	NOUN
easat-2307	3	36	.	.	PUNCT
easat-2307	4	1	multicollinearity	multicollinearity	NOUN
easat-2307	4	2	was	be	AUX
easat-2307	4	3	significantly	significantly	ADV
easat-2307	4	4	reduced	reduce	VERB
easat-2307	4	5	by	by	ADP
easat-2307	4	6	pca	pca	PROPN
easat-2307	4	7	,	,	PUNCT
easat-2307	4	8	and	and	CCONJ
easat-2307	4	9	model	model	NOUN
easat-2307	4	10	stability	stability	NOUN
easat-2307	4	11	was	be	AUX
easat-2307	4	12	improved	improve	VERB
easat-2307	4	13	.	.	PUNCT
easat-2307	5	1	deeper	deep	ADJ
easat-2307	5	2	insights	insight	NOUN
easat-2307	5	3	into	into	ADP
easat-2307	5	4	voter	voter	NOUN
easat-2307	5	5	behavior	behavior	NOUN
easat-2307	5	6	were	be	AUX
easat-2307	5	7	provided	provide	VERB
easat-2307	5	8	by	by	ADP
easat-2307	5	9	fa	fa	PROPN
easat-2307	5	10	through	through	ADP
easat-2307	5	11	the	the	DET
easat-2307	5	12	identification	identification	NOUN
easat-2307	5	13	of	of	ADP
easat-2307	5	14	latent	latent	NOUN
easat-2307	5	15	variables	variable	NOUN
easat-2307	5	16	.	.	PUNCT
easat-2307	6	1	improvements	improvement	NOUN
easat-2307	6	2	were	be	AUX
easat-2307	6	3	noted	note	VERB
easat-2307	6	4	;	;	PUNCT
easat-2307	6	5	however	however	ADV
easat-2307	6	6	,	,	PUNCT
easat-2307	6	7	issues	issue	NOUN
easat-2307	6	8	with	with	ADP
easat-2307	6	9	homoscedasticity	homoscedasticity	NOUN
easat-2307	6	10	were	be	AUX
easat-2307	6	11	identified	identify	VERB
easat-2307	6	12	,	,	PUNCT
easat-2307	6	13	which	which	PRON
easat-2307	6	14	affected	affect	VERB
easat-2307	6	15	the	the	DET
easat-2307	6	16	predictive	predictive	ADJ
easat-2307	6	17	reliability	reliability	NOUN
easat-2307	6	18	of	of	ADP
easat-2307	6	19	the	the	DET
easat-2307	6	20	models	model	NOUN
easat-2307	6	21	.	.	PUNCT
easat-2307	7	1	the	the	DET
easat-2307	7	2	optimized	optimize	VERB
easat-2307	7	3	linear	linear	PROPN
easat-2307	7	4	regression	regression	NOUN
easat-2307	7	5	model	model	NOUN
easat-2307	7	6	,	,	PUNCT
easat-2307	7	7	specifically	specifically	ADV
easat-2307	7	8	designed	design	VERB
easat-2307	7	9	to	to	PART
easat-2307	7	10	address	address	VERB
easat-2307	7	11	homoscedasticity	homoscedasticity	NOUN
easat-2307	7	12	(	(	PUNCT
easat-2307	7	13	lr2	lr2	PROPN
easat-2307	7	14	)	)	PUNCT
easat-2307	7	15	,	,	PUNCT
easat-2307	7	16	was	be	AUX
easat-2307	7	17	found	find	VERB
easat-2307	7	18	to	to	PART
easat-2307	7	19	demonstrate	demonstrate	VERB
easat-2307	7	20	superior	superior	ADJ
easat-2307	7	21	performance	performance	NOUN
easat-2307	7	22	in	in	ADP
easat-2307	7	23	terms	term	NOUN
easat-2307	7	24	of	of	ADP
easat-2307	7	25	predictive	predictive	ADJ
easat-2307	7	26	accuracy	accuracy	NOUN
easat-2307	7	27	and	and	CCONJ
easat-2307	7	28	stability	stability	NOUN
easat-2307	7	29	when	when	SCONJ
easat-2307	7	30	compared	compare	VERB
easat-2307	7	31	to	to	ADP
easat-2307	7	32	models	model	NOUN
easat-2307	7	33	that	that	SCONJ
easat-2307	7	34	utilized	utilize	VERB
easat-2307	7	35	pca	pca	NOUN
easat-2307	7	36	and	and	CCONJ
easat-2307	7	37	fa	fa	PROPN
easat-2307	7	38	alone	alone	ADV
easat-2307	7	39	.	.	PUNCT
easat-2307	8	1	the	the	DET
easat-2307	8	2	importance	importance	NOUN
easat-2307	8	3	of	of	ADP
easat-2307	8	4	maintaining	maintain	VERB
easat-2307	8	5	homoscedasticity	homoscedasticity	NOUN
easat-2307	8	6	in	in	ADP
easat-2307	8	7	regression	regression	NOUN
easat-2307	8	8	models	model	NOUN
easat-2307	8	9	is	be	AUX
easat-2307	8	10	underscored	underscore	VERB
easat-2307	8	11	by	by	ADP
easat-2307	8	12	the	the	DET
easat-2307	8	13	findings	finding	NOUN
easat-2307	8	14	,	,	PUNCT
easat-2307	8	15	and	and	CCONJ
easat-2307	8	16	the	the	DET
easat-2307	8	17	potential	potential	NOUN
easat-2307	8	18	of	of	ADP
easat-2307	8	19	dimension	dimension	NOUN
easat-2307	8	20	reduction	reduction	NOUN
easat-2307	8	21	techniques	technique	NOUN
easat-2307	8	22	to	to	PART
easat-2307	8	23	improve	improve	VERB
easat-2307	8	24	electoral	electoral	ADJ
easat-2307	8	25	predictions	prediction	NOUN
easat-2307	8	26	is	be	AUX
easat-2307	8	27	highlighted	highlight	VERB
easat-2307	8	28	.	.	PUNCT
easat-2307	9	1	the	the	DET
easat-2307	9	2	integration	integration	NOUN
easat-2307	9	3	of	of	ADP
easat-2307	9	4	these	these	DET
easat-2307	9	5	techniques	technique	NOUN
easat-2307	9	6	in	in	ADP
easat-2307	9	7	forecasting	forecasting	NOUN
easat-2307	9	8	models	model	NOUN
easat-2307	9	9	is	be	AUX
easat-2307	9	10	advocated	advocate	VERB
easat-2307	9	11	for	for	ADP
easat-2307	9	12	,	,	PUNCT
easat-2307	9	13	with	with	ADP
easat-2307	9	14	the	the	DET
easat-2307	9	15	aim	aim	NOUN
easat-2307	9	16	of	of	ADP
easat-2307	9	17	assisting	assist	VERB
easat-2307	9	18	political	political	ADJ
easat-2307	9	19	analysts	analyst	NOUN
easat-2307	9	20	and	and	CCONJ
easat-2307	9	21	policymakers	policymaker	NOUN
easat-2307	9	22	.	.	PUNCT
easat-2307	10	1	it	it	PRON
easat-2307	10	2	is	be	AUX
easat-2307	10	3	suggested	suggest	VERB
easat-2307	10	4	that	that	SCONJ
easat-2307	10	5	future	future	ADJ
easat-2307	10	6	research	research	NOUN
easat-2307	10	7	could	could	AUX
easat-2307	10	8	explore	explore	VERB
easat-2307	10	9	the	the	DET
easat-2307	10	10	combination	combination	NOUN
easat-2307	10	11	of	of	ADP
easat-2307	10	12	these	these	DET
easat-2307	10	13	methods	method	NOUN
easat-2307	10	14	with	with	ADP
easat-2307	10	15	other	other	ADJ
easat-2307	10	16	advanced	advanced	ADJ
easat-2307	10	17	modeling	modeling	NOUN
easat-2307	10	18	approaches	approach	NOUN
easat-2307	10	19	to	to	PART
easat-2307	10	20	further	far	ADV
easat-2307	10	21	enhance	enhance	VERB
easat-2307	10	22	predictive	predictive	ADJ
easat-2307	10	23	capabilities	capability	NOUN
easat-2307	10	24	.	.	PUNCT
easat-2307	11	1	keywords	keyword	NOUN
easat-2307	11	2	:	:	PUNCT
easat-2307	11	3	electoral	electoral	ADJ
easat-2307	11	4	prediction	prediction	NOUN
easat-2307	11	5	fa	fa	NOUN
easat-2307	11	6	,	,	PUNCT
easat-2307	11	7	factor	factor	NOUN
easat-2307	11	8	analysis	analysis	NOUN
easat-2307	11	9	,	,	PUNCT
easat-2307	11	10	homoscedasticity	homoscedasticity	NOUN
easat-2307	11	11	,	,	PUNCT
easat-2307	11	12	linear	linear	ADJ
easat-2307	11	13	regression	regression	NOUN
easat-2307	11	14	,	,	PUNCT
easat-2307	11	15	pca	pca	PROPN
easat-2307	11	16	,	,	PUNCT
easat-2307	11	17	principal	principal	ADJ
easat-2307	11	18	component	component	NOUN
easat-2307	11	19	analysis	analysis	NOUN
easat-2307	11	20	.	.	PUNCT
easat-2307	12	1	1	1	X
easat-2307	12	2	.	.	X
easat-2307	12	3	introduction	introduction	NOUN
easat-2307	12	4	accurate	accurate	ADJ
easat-2307	12	5	predictions	prediction	NOUN
easat-2307	12	6	are	be	AUX
easat-2307	12	7	crucial	crucial	ADJ
easat-2307	12	8	for	for	ADP
easat-2307	12	9	informed	informed	ADJ
easat-2307	12	10	decision	decision	NOUN
easat-2307	12	11	-	-	PUNCT
easat-2307	12	12	making	making	NOUN
easat-2307	12	13	in	in	ADP
easat-2307	12	14	various	various	ADJ
easat-2307	12	15	fields	field	NOUN
easat-2307	12	16	,	,	PUNCT
easat-2307	12	17	including	include	VERB
easat-2307	12	18	economics	economic	NOUN
easat-2307	12	19	,	,	PUNCT
easat-2307	12	20	finance	finance	NOUN
easat-2307	12	21	,	,	PUNCT
easat-2307	12	22	social	social	ADJ
easat-2307	12	23	sciences	science	NOUN
easat-2307	12	24	,	,	PUNCT
easat-2307	12	25	and	and	CCONJ
easat-2307	12	26	politics	politic	NOUN
easat-2307	12	27	.	.	PUNCT
easat-2307	13	1	predictive	predictive	ADJ
easat-2307	13	2	modeling	modeling	NOUN
easat-2307	13	3	plays	play	VERB
easat-2307	13	4	a	a	DET
easat-2307	13	5	vital	vital	ADJ
easat-2307	13	6	role	role	NOUN
easat-2307	13	7	in	in	ADP
easat-2307	13	8	data	datum	NOUN
easat-2307	13	9	science	science	NOUN
easat-2307	13	10	,	,	PUNCT
easat-2307	13	11	serving	serve	VERB
easat-2307	13	12	as	as	ADP
easat-2307	13	13	a	a	DET
easat-2307	13	14	foundation	foundation	NOUN
easat-2307	13	15	for	for	ADP
easat-2307	13	16	these	these	DET
easat-2307	13	17	applications	application	NOUN
easat-2307	13	18	.	.	PUNCT
easat-2307	14	1	linear	linear	ADJ
easat-2307	14	2	regression	regression	NOUN
easat-2307	14	3	is	be	AUX
easat-2307	14	4	a	a	DET
easat-2307	14	5	commonly	commonly	ADV
easat-2307	14	6	employed	employ	VERB
easat-2307	14	7	predictive	predictive	ADJ
easat-2307	14	8	technique	technique	NOUN
easat-2307	14	9	because	because	SCONJ
easat-2307	14	10	of	of	ADP
easat-2307	14	11	its	its	PRON
easat-2307	14	12	simplicity	simplicity	NOUN
easat-2307	14	13	,	,	PUNCT
easat-2307	14	14	ease	ease	NOUN
easat-2307	14	15	of	of	ADP
easat-2307	14	16	interpretation	interpretation	NOUN
easat-2307	14	17	,	,	PUNCT
easat-2307	14	18	and	and	CCONJ
easat-2307	14	19	relatively	relatively	ADV
easat-2307	14	20	low	low	ADJ
easat-2307	14	21	computational	computational	ADJ
easat-2307	14	22	cost	cost	NOUN
easat-2307	14	23	.	.	PUNCT
easat-2307	15	1	several	several	ADJ
easat-2307	15	2	factors	factor	NOUN
easat-2307	15	3	can	can	AUX
easat-2307	15	4	compromise	compromise	VERB
easat-2307	15	5	the	the	DET
easat-2307	15	6	efficacy	efficacy	NOUN
easat-2307	15	7	of	of	ADP
easat-2307	15	8	linear	linear	PROPN
easat-2307	15	9	regression	regression	NOUN
easat-2307	15	10	models	model	NOUN
easat-2307	15	11	,	,	PUNCT
easat-2307	15	12	especially	especially	ADV
easat-2307	15	13	when	when	SCONJ
easat-2307	15	14	dealing	deal	VERB
easat-2307	15	15	with	with	ADP
easat-2307	15	16	high	high	ADJ
easat-2307	15	17	-	-	PUNCT
easat-2307	15	18	dimensional	dimensional	ADJ
easat-2307	15	19	data	datum	NOUN
easat-2307	15	20	.	.	PUNCT
easat-2307	16	1	factors	factor	NOUN
easat-2307	16	2	like	like	ADP
easat-2307	16	3	multicollinearity	multicollinearity	NOUN
easat-2307	16	4	,	,	PUNCT
easat-2307	16	5	which	which	PRON
easat-2307	16	6	occurs	occur	VERB
easat-2307	16	7	when	when	SCONJ
easat-2307	16	8	predictor	predictor	NOUN
easat-2307	16	9	variables	variable	NOUN
easat-2307	16	10	have	have	VERB
easat-2307	16	11	a	a	DET
easat-2307	16	12	high	high	ADJ
easat-2307	16	13	correlation	correlation	NOUN
easat-2307	16	14	,	,	PUNCT
easat-2307	16	15	can	can	AUX
easat-2307	16	16	result	result	VERB
easat-2307	16	17	in	in	ADP
easat-2307	16	18	inflated	inflated	ADJ
easat-2307	16	19	standard	standard	ADJ
easat-2307	16	20	errors	error	NOUN
easat-2307	16	21	and	and	CCONJ
easat-2307	16	22	unreliable	unreliable	ADJ
easat-2307	16	23	coefficient	coefficient	NOUN
easat-2307	16	24	estimates	estimate	NOUN
easat-2307	16	25	.	.	PUNCT
easat-2307	17	1	this	this	PRON
easat-2307	17	2	,	,	PUNCT
easat-2307	17	3	in	in	ADP
easat-2307	17	4	turn	turn	NOUN
easat-2307	17	5	,	,	PUNCT
easat-2307	17	6	can	can	AUX
easat-2307	17	7	have	have	VERB
easat-2307	17	8	a	a	DET
easat-2307	17	9	detrimental	detrimental	ADJ
easat-2307	17	10	impact	impact	NOUN
easat-2307	17	11	on	on	ADP
easat-2307	17	12	the	the	DET
easat-2307	17	13	predictive	predictive	ADJ
easat-2307	17	14	power	power	NOUN
easat-2307	17	15	of	of	ADP
easat-2307	17	16	the	the	DET
easat-2307	17	17	model	model	NOUN
easat-2307	17	18	.	.	PUNCT
easat-2307	18	1	frequently	frequently	ADV
easat-2307	18	2	employed	employ	VERB
easat-2307	18	3	in	in	ADP
easat-2307	18	4	addressing	address	VERB
easat-2307	18	5	the	the	DET
easat-2307	18	6	challenges	challenge	NOUN
easat-2307	18	7	of	of	ADP
easat-2307	18	8	high	high	ADJ
easat-2307	18	9	-	-	PUNCT
easat-2307	18	10	dimensional	dimensional	ADJ
easat-2307	18	11	data	datum	NOUN
easat-2307	18	12	in	in	ADP
easat-2307	18	13	regression	regression	NOUN
easat-2307	18	14	models	model	NOUN
easat-2307	18	15	are	be	AUX
easat-2307	18	16	dimension	dimension	NOUN
easat-2307	18	17	reduction	reduction	NOUN
easat-2307	18	18	techniques	technique	NOUN
easat-2307	18	19	such	such	ADJ
easat-2307	18	20	as	as	ADP
easat-2307	18	21	principal	principal	ADJ
easat-2307	18	22	component	component	NOUN
easat-2307	18	23	analysis	analysis	NOUN
easat-2307	18	24	(	(	PUNCT
easat-2307	18	25	pca	pca	NOUN
easat-2307	18	26	)	)	PUNCT
easat-2307	18	27	and	and	CCONJ
easat-2307	18	28	factor	factor	NOUN
easat-2307	18	29	analysis	analysis	NOUN
easat-2307	18	30	(	(	PUNCT
easat-2307	18	31	fa	fa	NOUN
easat-2307	18	32	)	)	PUNCT
easat-2307	18	33	.	.	PUNCT
easat-2307	19	1	pca	pca	PROPN
easat-2307	19	2	is	be	AUX
easat-2307	19	3	a	a	DET
easat-2307	19	4	technique	technique	NOUN
easat-2307	19	5	that	that	PRON
easat-2307	19	6	can	can	AUX
easat-2307	19	7	be	be	AUX
easat-2307	19	8	used	use	VERB
easat-2307	19	9	to	to	PART
easat-2307	19	10	transform	transform	VERB
easat-2307	19	11	a	a	DET
easat-2307	19	12	set	set	NOUN
easat-2307	19	13	of	of	ADP
easat-2307	19	14	correlated	correlate	VERB
easat-2307	19	15	variables	variable	NOUN
easat-2307	19	16	into	into	ADP
easat-2307	19	17	a	a	DET
easat-2307	19	18	smaller	small	ADJ
easat-2307	19	19	set	set	NOUN
easat-2307	19	20	of	of	ADP
easat-2307	19	21	uncorrelated	uncorrelated	ADJ
easat-2307	19	22	components	component	NOUN
easat-2307	19	23	.	.	PUNCT
easat-2307	20	1	these	these	DET
easat-2307	20	2	components	component	NOUN
easat-2307	20	3	are	be	AUX
easat-2307	20	4	able	able	ADJ
easat-2307	20	5	to	to	PART
easat-2307	20	6	retain	retain	VERB
easat-2307	20	7	a	a	DET
easat-2307	20	8	significant	significant	ADJ
easat-2307	20	9	amount	amount	NOUN
easat-2307	20	10	of	of	ADP
easat-2307	20	11	the	the	DET
easat-2307	20	12	variance	variance	NOUN
easat-2307	20	13	that	that	PRON
easat-2307	20	14	is	be	AUX
easat-2307	20	15	present	present	ADJ
easat-2307	20	16	in	in	ADP
easat-2307	20	17	the	the	DET
easat-2307	20	18	original	original	ADJ
easat-2307	20	19	dataset	dataset	NOUN
easat-2307	20	20	.	.	PUNCT
easat-2307	21	1	the	the	DET
easat-2307	21	2	effectiveness	effectiveness	NOUN
easat-2307	21	3	of	of	ADP
easat-2307	21	4	this	this	DET
easat-2307	21	5	method	method	NOUN
easat-2307	21	6	lies	lie	VERB
easat-2307	21	7	in	in	ADP
easat-2307	21	8	its	its	PRON
easat-2307	21	9	ability	ability	NOUN
easat-2307	21	10	to	to	PART
easat-2307	21	11	address	address	VERB
easat-2307	21	12	multicollinearity	multicollinearity	NOUN
easat-2307	21	13	,	,	PUNCT
easat-2307	21	14	which	which	PRON
easat-2307	21	15	occurs	occur	VERB
easat-2307	21	16	when	when	SCONJ
easat-2307	21	17	predictor	predictor	NOUN
easat-2307	21	18	variables	variable	NOUN
easat-2307	21	19	exhibit	exhibit	VERB
easat-2307	21	20	high	high	ADJ
easat-2307	21	21	correlation	correlation	NOUN
easat-2307	21	22	.	.	PUNCT
easat-2307	22	1	it	it	PRON
easat-2307	22	2	achieves	achieve	VERB
easat-2307	22	3	this	this	PRON
easat-2307	22	4	by	by	ADP
easat-2307	22	5	combining	combine	VERB
easat-2307	22	6	correlated	correlate	VERB
easat-2307	22	7	variables	variable	NOUN
easat-2307	22	8	into	into	ADP
easat-2307	22	9	independent	independent	ADJ
easat-2307	22	10	principal	principal	ADJ
easat-2307	22	11	components	component	NOUN
easat-2307	22	12	.	.	PUNCT
easat-2307	23	1	in	in	ADP
easat-2307	23	2	a	a	DET
easat-2307	23	3	recent	recent	ADJ
easat-2307	23	4	study	study	NOUN
easat-2307	23	5	on	on	ADP
easat-2307	23	6	environmental	environmental	ADJ
easat-2307	23	7	factors	factor	NOUN
easat-2307	23	8	affecting	affect	VERB
easat-2307	23	9	mortality	mortality	NOUN
easat-2307	23	10	,	,	PUNCT
easat-2307	23	11	researchers	researcher	NOUN
easat-2307	23	12	successfully	successfully	ADV
easat-2307	23	13	utilized	utilize	VERB
easat-2307	23	14	pca	pca	NOUN
easat-2307	23	15	to	to	PART
easat-2307	23	16	address	address	VERB
easat-2307	23	17	1671	1671	NUM
easat-2307	23	18	edelweiss	edelweiss	PROPN
easat-2307	23	19	applied	apply	VERB
easat-2307	23	20	science	science	NOUN
easat-2307	23	21	and	and	CCONJ
easat-2307	23	22	technology	technology	NOUN
easat-2307	23	23	issn	issn	PROPN
easat-2307	23	24	:	:	PUNCT
easat-2307	23	25	2576	2576	NUM
easat-2307	23	26	-	-	SYM
easat-2307	23	27	8484	8484	NUM
easat-2307	23	28	vol	vol	NOUN
easat-2307	23	29	.	.	PROPN
easat-2307	24	1	8	8	NUM
easat-2307	24	2	,	,	PUNCT
easat-2307	24	3	no	no	INTJ
easat-2307	24	4	.	.	NOUN
easat-2307	25	1	6	6	NUM
easat-2307	25	2	:	:	SYM
easat-2307	25	3	1670	1670	NUM
easat-2307	25	4	-	-	SYM
easat-2307	25	5	1691	1691	NUM
easat-2307	25	6	,	,	PUNCT
easat-2307	25	7	2024	2024	NUM
easat-2307	25	8	doi	doi	NOUN
easat-2307	25	9	:	:	PUNCT
easat-2307	25	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	25	11	©	©	ADP
easat-2307	25	12	2024	2024	NUM
easat-2307	25	13	by	by	ADP
easat-2307	25	14	the	the	DET
easat-2307	25	15	author	author	NOUN
easat-2307	25	16	;	;	PUNCT
easat-2307	25	17	licensee	licensee	NOUN
easat-2307	25	18	learning	learn	VERB
easat-2307	25	19	gate	gate	VERB
easat-2307	25	20	multicollinearity	multicollinearity	NOUN
easat-2307	25	21	.	.	PUNCT
easat-2307	26	1	the	the	DET
easat-2307	26	2	results	result	NOUN
easat-2307	26	3	of	of	ADP
easat-2307	26	4	the	the	DET
easat-2307	26	5	study	study	NOUN
easat-2307	26	6	indicated	indicate	VERB
easat-2307	26	7	that	that	SCONJ
easat-2307	26	8	pca	pca	PROPN
easat-2307	26	9	was	be	AUX
easat-2307	26	10	able	able	ADJ
easat-2307	26	11	to	to	PART
easat-2307	26	12	generate	generate	VERB
easat-2307	26	13	orthogonal	orthogonal	ADJ
easat-2307	26	14	components	component	NOUN
easat-2307	26	15	,	,	PUNCT
easat-2307	26	16	thereby	thereby	ADV
easat-2307	26	17	enhancing	enhance	VERB
easat-2307	26	18	the	the	DET
easat-2307	26	19	interpretability	interpretability	NOUN
easat-2307	26	20	of	of	ADP
easat-2307	26	21	the	the	DET
easat-2307	26	22	regression	regression	NOUN
easat-2307	26	23	results	result	NOUN
easat-2307	26	24	[	[	X
easat-2307	26	25	1	1	NUM
easat-2307	26	26	]	]	PUNCT
easat-2307	26	27	.	.	PUNCT
easat-2307	27	1	in	in	ADP
easat-2307	27	2	the	the	DET
easat-2307	27	3	realm	realm	NOUN
easat-2307	27	4	of	of	ADP
easat-2307	27	5	statistical	statistical	ADJ
easat-2307	27	6	analysis	analysis	NOUN
easat-2307	27	7	,	,	PUNCT
easat-2307	27	8	factor	factor	NOUN
easat-2307	27	9	analysis	analysis	NOUN
easat-2307	27	10	(	(	PUNCT
easat-2307	27	11	fa	fa	NOUN
easat-2307	27	12	)	)	PUNCT
easat-2307	27	13	serves	serve	VERB
easat-2307	27	14	as	as	ADP
easat-2307	27	15	a	a	DET
easat-2307	27	16	valuable	valuable	ADJ
easat-2307	27	17	tool	tool	NOUN
easat-2307	27	18	for	for	ADP
easat-2307	27	19	uncovering	uncover	VERB
easat-2307	27	20	hidden	hidden	ADJ
easat-2307	27	21	variables	variable	NOUN
easat-2307	27	22	,	,	PUNCT
easat-2307	27	23	known	know	VERB
easat-2307	27	24	as	as	ADP
easat-2307	27	25	factors	factor	NOUN
easat-2307	27	26	,	,	PUNCT
easat-2307	27	27	which	which	PRON
easat-2307	27	28	shed	shed	VERB
easat-2307	27	29	light	light	NOUN
easat-2307	27	30	on	on	ADP
easat-2307	27	31	the	the	DET
easat-2307	27	32	underlying	underlie	VERB
easat-2307	27	33	patterns	pattern	NOUN
easat-2307	27	34	of	of	ADP
easat-2307	27	35	correlations	correlation	NOUN
easat-2307	27	36	among	among	ADP
easat-2307	27	37	observable	observable	ADJ
easat-2307	27	38	variables	variable	NOUN
easat-2307	27	39	.	.	PUNCT
easat-2307	28	1	uncovering	uncover	VERB
easat-2307	28	2	the	the	DET
easat-2307	28	3	underlying	underlie	VERB
easat-2307	28	4	structure	structure	NOUN
easat-2307	28	5	of	of	ADP
easat-2307	28	6	complex	complex	ADJ
easat-2307	28	7	data	datum	NOUN
easat-2307	28	8	is	be	AUX
easat-2307	28	9	a	a	DET
easat-2307	28	10	particularly	particularly	ADV
easat-2307	28	11	valuable	valuable	ADJ
easat-2307	28	12	application	application	NOUN
easat-2307	28	13	of	of	ADP
easat-2307	28	14	fa	fa	PROPN
easat-2307	28	15	,	,	PUNCT
easat-2307	28	16	especially	especially	ADV
easat-2307	28	17	in	in	ADP
easat-2307	28	18	the	the	DET
easat-2307	28	19	field	field	NOUN
easat-2307	28	20	of	of	ADP
easat-2307	28	21	social	social	ADJ
easat-2307	28	22	sciences	science	NOUN
easat-2307	28	23	.	.	PUNCT
easat-2307	29	1	a	a	DET
easat-2307	29	2	study	study	NOUN
easat-2307	29	3	conducted	conduct	VERB
easat-2307	29	4	by	by	ADP
easat-2307	29	5	garcía	garcía	ADJ
easat-2307	29	6	-	-	PUNCT
easat-2307	29	7	santillán	santillán	VERB
easat-2307	29	8	et	et	PROPN
easat-2307	29	9	al	al	PROPN
easat-2307	29	10	.	.	PROPN
easat-2307	29	11	utilized	utilize	VERB
easat-2307	29	12	factor	factor	NOUN
easat-2307	29	13	analysis	analysis	NOUN
easat-2307	29	14	(	(	PUNCT
easat-2307	29	15	fa	fa	NOUN
easat-2307	29	16	)	)	PUNCT
easat-2307	29	17	to	to	PART
easat-2307	29	18	effectively	effectively	ADV
easat-2307	29	19	measure	measure	VERB
easat-2307	29	20	latent	latent	NOUN
easat-2307	29	21	variables	variable	NOUN
easat-2307	29	22	.	.	PUNCT
easat-2307	30	1	the	the	DET
easat-2307	30	2	results	result	NOUN
easat-2307	30	3	demonstrated	demonstrate	VERB
easat-2307	30	4	the	the	DET
easat-2307	30	5	usefulness	usefulness	NOUN
easat-2307	30	6	of	of	ADP
easat-2307	30	7	fa	fa	NOUN
easat-2307	30	8	in	in	ADP
easat-2307	30	9	reducing	reduce	VERB
easat-2307	30	10	data	datum	NOUN
easat-2307	30	11	dimensionality	dimensionality	NOUN
easat-2307	30	12	while	while	SCONJ
easat-2307	30	13	preserving	preserve	VERB
easat-2307	30	14	the	the	DET
easat-2307	30	15	meaningful	meaningful	ADJ
easat-2307	30	16	underlying	underlie	VERB
easat-2307	30	17	structures	structure	NOUN
easat-2307	30	18	[	[	X
easat-2307	30	19	2	2	NUM
easat-2307	30	20	]	]	PUNCT
easat-2307	30	21	.	.	PUNCT
easat-2307	31	1	using	use	VERB
easat-2307	31	2	factor	factor	NOUN
easat-2307	31	3	analysis	analysis	NOUN
easat-2307	31	4	can	can	AUX
easat-2307	31	5	uncover	uncover	VERB
easat-2307	31	6	hidden	hidden	ADJ
easat-2307	31	7	relationships	relationship	NOUN
easat-2307	31	8	that	that	PRON
easat-2307	31	9	may	may	AUX
easat-2307	31	10	not	not	PART
easat-2307	31	11	be	be	AUX
easat-2307	31	12	immediately	immediately	ADV
easat-2307	31	13	obvious	obvious	ADJ
easat-2307	31	14	,	,	PUNCT
easat-2307	31	15	which	which	PRON
easat-2307	31	16	enhances	enhance	VERB
easat-2307	31	17	the	the	DET
easat-2307	31	18	effectiveness	effectiveness	NOUN
easat-2307	31	19	of	of	ADP
easat-2307	31	20	regression	regression	NOUN
easat-2307	31	21	models	model	NOUN
easat-2307	31	22	in	in	ADP
easat-2307	31	23	terms	term	NOUN
easat-2307	31	24	of	of	ADP
easat-2307	31	25	predictive	predictive	ADJ
easat-2307	31	26	accuracy	accuracy	NOUN
easat-2307	31	27	and	and	CCONJ
easat-2307	31	28	interpretability	interpretability	NOUN
easat-2307	31	29	.	.	PUNCT
easat-2307	32	1	these	these	DET
easat-2307	32	2	techniques	technique	NOUN
easat-2307	32	3	are	be	AUX
easat-2307	32	4	frequently	frequently	ADV
easat-2307	32	5	combined	combine	VERB
easat-2307	32	6	to	to	PART
easat-2307	32	7	improve	improve	VERB
easat-2307	32	8	the	the	DET
easat-2307	32	9	stability	stability	NOUN
easat-2307	32	10	and	and	CCONJ
easat-2307	32	11	interpretability	interpretability	NOUN
easat-2307	32	12	of	of	ADP
easat-2307	32	13	models	model	NOUN
easat-2307	32	14	.	.	PUNCT
easat-2307	33	1	through	through	ADP
easat-2307	33	2	the	the	DET
easat-2307	33	3	utilization	utilization	NOUN
easat-2307	33	4	of	of	ADP
easat-2307	33	5	pca	pca	PROPN
easat-2307	33	6	and	and	CCONJ
easat-2307	33	7	fa	fa	PROPN
easat-2307	33	8	,	,	PUNCT
easat-2307	33	9	scientists	scientist	NOUN
easat-2307	33	10	have	have	VERB
easat-2307	33	11	the	the	DET
easat-2307	33	12	ability	ability	NOUN
easat-2307	33	13	to	to	PART
easat-2307	33	14	streamline	streamline	VERB
easat-2307	33	15	intricate	intricate	ADJ
easat-2307	33	16	data	datum	NOUN
easat-2307	33	17	sets	set	NOUN
easat-2307	33	18	,	,	PUNCT
easat-2307	33	19	diminish	diminish	VERB
easat-2307	33	20	interference	interference	NOUN
easat-2307	33	21	,	,	PUNCT
easat-2307	33	22	and	and	CCONJ
easat-2307	33	23	enhance	enhance	VERB
easat-2307	33	24	the	the	DET
easat-2307	33	25	resilience	resilience	NOUN
easat-2307	33	26	of	of	ADP
easat-2307	33	27	their	their	PRON
easat-2307	33	28	models	model	NOUN
easat-2307	33	29	.	.	PUNCT
easat-2307	34	1	this	this	PRON
easat-2307	34	2	ultimately	ultimately	ADV
easat-2307	34	3	results	result	VERB
easat-2307	34	4	in	in	ADP
easat-2307	34	5	more	more	ADV
easat-2307	34	6	precise	precise	ADJ
easat-2307	34	7	and	and	CCONJ
easat-2307	34	8	dependable	dependable	ADJ
easat-2307	34	9	predictions	prediction	NOUN
easat-2307	34	10	[	[	X
easat-2307	34	11	3	3	NUM
easat-2307	34	12	]	]	PUNCT
easat-2307	34	13	.	.	PUNCT
easat-2307	35	1	in	in	ADP
easat-2307	35	2	order	order	NOUN
easat-2307	35	3	to	to	PART
easat-2307	35	4	ensure	ensure	VERB
easat-2307	35	5	the	the	DET
easat-2307	35	6	optimal	optimal	ADJ
easat-2307	35	7	performance	performance	NOUN
easat-2307	35	8	and	and	CCONJ
easat-2307	35	9	reliability	reliability	NOUN
easat-2307	35	10	of	of	ADP
easat-2307	35	11	linear	linear	ADJ
easat-2307	35	12	regression	regression	NOUN
easat-2307	35	13	models	model	NOUN
easat-2307	35	14	,	,	PUNCT
easat-2307	35	15	it	it	PRON
easat-2307	35	16	is	be	AUX
easat-2307	35	17	crucial	crucial	ADJ
easat-2307	35	18	to	to	PART
easat-2307	35	19	satisfy	satisfy	VERB
easat-2307	35	20	the	the	DET
easat-2307	35	21	conditions	condition	NOUN
easat-2307	35	22	outlined	outline	VERB
easat-2307	35	23	in	in	ADP
easat-2307	35	24	the	the	DET
easat-2307	35	25	gauss	gauss	ADJ
easat-2307	35	26	-	-	PUNCT
easat-2307	35	27	markov	markov	NOUN
easat-2307	35	28	theorem	theorem	NOUN
easat-2307	35	29	.	.	PUNCT
easat-2307	36	1	these	these	DET
easat-2307	36	2	conditions	condition	NOUN
easat-2307	36	3	play	play	VERB
easat-2307	36	4	a	a	DET
easat-2307	36	5	fundamental	fundamental	ADJ
easat-2307	36	6	role	role	NOUN
easat-2307	36	7	beyond	beyond	ADP
easat-2307	36	8	just	just	ADV
easat-2307	36	9	dimension	dimension	NOUN
easat-2307	36	10	reduction	reduction	NOUN
easat-2307	36	11	.	.	PUNCT
easat-2307	37	1	a	a	DET
easat-2307	37	2	fundamental	fundamental	ADJ
easat-2307	37	3	principle	principle	NOUN
easat-2307	37	4	in	in	ADP
easat-2307	37	5	linear	linear	PROPN
easat-2307	37	6	regression	regression	NOUN
easat-2307	37	7	theory	theory	NOUN
easat-2307	37	8	is	be	AUX
easat-2307	37	9	the	the	DET
easat-2307	37	10	gaussmarkov	gaussmarkov	PROPN
easat-2307	37	11	theorem	theorem	PROPN
easat-2307	37	12	,	,	PUNCT
easat-2307	37	13	which	which	PRON
easat-2307	37	14	states	state	VERB
easat-2307	37	15	that	that	SCONJ
easat-2307	37	16	the	the	DET
easat-2307	37	17	ordinary	ordinary	ADJ
easat-2307	37	18	least	least	ADJ
easat-2307	37	19	squares	square	NOUN
easat-2307	37	20	(	(	PUNCT
easat-2307	37	21	ols	ols	PROPN
easat-2307	37	22	)	)	PUNCT
easat-2307	37	23	estimator	estimator	NOUN
easat-2307	37	24	is	be	AUX
easat-2307	37	25	the	the	DET
easat-2307	37	26	best	good	ADJ
easat-2307	37	27	linear	linear	ADJ
easat-2307	37	28	unbiased	unbiased	ADJ
easat-2307	37	29	estimator	estimator	NOUN
easat-2307	37	30	(	(	PUNCT
easat-2307	37	31	blue	blue	PROPN
easat-2307	37	32	)	)	PUNCT
easat-2307	37	33	when	when	SCONJ
easat-2307	37	34	specific	specific	ADJ
easat-2307	37	35	conditions	condition	NOUN
easat-2307	37	36	are	be	AUX
easat-2307	37	37	met	meet	VERB
easat-2307	37	38	.	.	PUNCT
easat-2307	38	1	these	these	DET
easat-2307	38	2	conditions	condition	NOUN
easat-2307	38	3	include	include	VERB
easat-2307	38	4	linearity	linearity	NOUN
easat-2307	38	5	,	,	PUNCT
easat-2307	38	6	independence	independence	NOUN
easat-2307	38	7	of	of	ADP
easat-2307	38	8	errors	error	NOUN
easat-2307	38	9	,	,	PUNCT
easat-2307	38	10	homoscedasticity	homoscedasticity	NOUN
easat-2307	38	11	(	(	PUNCT
easat-2307	38	12	constant	constant	ADJ
easat-2307	38	13	variance	variance	NOUN
easat-2307	38	14	of	of	ADP
easat-2307	38	15	errors	error	NOUN
easat-2307	38	16	)	)	PUNCT
easat-2307	38	17	,	,	PUNCT
easat-2307	38	18	and	and	CCONJ
easat-2307	38	19	the	the	DET
easat-2307	38	20	absence	absence	NOUN
easat-2307	38	21	of	of	ADP
easat-2307	38	22	perfect	perfect	ADJ
easat-2307	38	23	multicollinearity	multicollinearity	NOUN
easat-2307	38	24	.	.	PUNCT
easat-2307	39	1	when	when	SCONJ
easat-2307	39	2	these	these	DET
easat-2307	39	3	assumptions	assumption	NOUN
easat-2307	39	4	are	be	AUX
easat-2307	39	5	satisfied	satisfied	ADJ
easat-2307	39	6	,	,	PUNCT
easat-2307	39	7	ols	ol	NOUN
easat-2307	39	8	estimators	estimator	NOUN
easat-2307	39	9	exhibit	exhibit	VERB
easat-2307	39	10	the	the	DET
easat-2307	39	11	smallest	small	ADJ
easat-2307	39	12	variance	variance	NOUN
easat-2307	39	13	compared	compare	VERB
easat-2307	39	14	to	to	ADP
easat-2307	39	15	other	other	ADJ
easat-2307	39	16	unbiased	unbiased	ADJ
easat-2307	39	17	linear	linear	ADJ
easat-2307	39	18	estimators	estimator	NOUN
easat-2307	39	19	.	.	PUNCT
easat-2307	40	1	this	this	DET
easat-2307	40	2	property	property	NOUN
easat-2307	40	3	makes	make	VERB
easat-2307	40	4	them	they	PRON
easat-2307	40	5	highly	highly	ADV
easat-2307	40	6	efficient	efficient	ADJ
easat-2307	40	7	and	and	CCONJ
easat-2307	40	8	reliable	reliable	ADJ
easat-2307	40	9	for	for	ADP
easat-2307	40	10	inference	inference	NOUN
easat-2307	40	11	[	[	X
easat-2307	40	12	4	4	NUM
easat-2307	40	13	]	]	PUNCT
easat-2307	40	14	.	.	PUNCT
easat-2307	41	1	the	the	DET
easat-2307	41	2	importance	importance	NOUN
easat-2307	41	3	of	of	ADP
easat-2307	41	4	these	these	DET
easat-2307	41	5	assumptions	assumption	NOUN
easat-2307	41	6	has	have	AUX
easat-2307	41	7	been	be	AUX
easat-2307	41	8	extensively	extensively	ADV
easat-2307	41	9	documented	document	VERB
easat-2307	41	10	in	in	ADP
easat-2307	41	11	econometric	econometric	ADJ
easat-2307	41	12	literature	literature	NOUN
easat-2307	41	13	.	.	PUNCT
easat-2307	42	1	in	in	ADP
easat-2307	42	2	his	his	PRON
easat-2307	42	3	2010	2010	NUM
easat-2307	42	4	publication	publication	NOUN
easat-2307	42	5	,	,	PUNCT
easat-2307	42	6	wooldridge	wooldridge	PROPN
easat-2307	42	7	provides	provide	VERB
easat-2307	42	8	a	a	DET
easat-2307	42	9	comprehensive	comprehensive	ADJ
easat-2307	42	10	analysis	analysis	NOUN
easat-2307	42	11	of	of	ADP
easat-2307	42	12	the	the	DET
easat-2307	42	13	gauss	gauss	ADJ
easat-2307	42	14	-	-	PUNCT
easat-2307	42	15	markov	markov	NOUN
easat-2307	42	16	theorem	theorem	NOUN
easat-2307	42	17	,	,	PUNCT
easat-2307	42	18	emphasizing	emphasize	VERB
easat-2307	42	19	the	the	DET
easat-2307	42	20	crucial	crucial	ADJ
easat-2307	42	21	role	role	NOUN
easat-2307	42	22	that	that	PRON
easat-2307	42	23	these	these	DET
easat-2307	42	24	assumptions	assumption	NOUN
easat-2307	42	25	play	play	VERB
easat-2307	42	26	in	in	ADP
easat-2307	42	27	maintaining	maintain	VERB
easat-2307	42	28	the	the	DET
easat-2307	42	29	integrity	integrity	NOUN
easat-2307	42	30	of	of	ADP
easat-2307	42	31	econometric	econometric	ADJ
easat-2307	42	32	models	model	NOUN
easat-2307	42	33	.	.	PUNCT
easat-2307	43	1	when	when	SCONJ
easat-2307	43	2	the	the	DET
easat-2307	43	3	assumption	assumption	NOUN
easat-2307	43	4	of	of	ADP
easat-2307	43	5	homoscedasticity	homoscedasticity	NOUN
easat-2307	43	6	is	be	AUX
easat-2307	43	7	violated	violate	VERB
easat-2307	43	8	,	,	PUNCT
easat-2307	43	9	the	the	DET
easat-2307	43	10	standard	standard	ADJ
easat-2307	43	11	errors	error	NOUN
easat-2307	43	12	of	of	ADP
easat-2307	43	13	the	the	DET
easat-2307	43	14	ols	ol	NOUN
easat-2307	43	15	estimates	estimate	NOUN
easat-2307	43	16	become	become	VERB
easat-2307	43	17	biased	biased	ADJ
easat-2307	43	18	.	.	PUNCT
easat-2307	44	1	this	this	PRON
easat-2307	44	2	occurs	occur	VERB
easat-2307	44	3	when	when	SCONJ
easat-2307	44	4	the	the	DET
easat-2307	44	5	variance	variance	NOUN
easat-2307	44	6	of	of	ADP
easat-2307	44	7	errors	error	NOUN
easat-2307	44	8	is	be	AUX
easat-2307	44	9	not	not	PART
easat-2307	44	10	constant	constant	ADJ
easat-2307	44	11	.	.	PUNCT
easat-2307	45	1	incorrect	incorrect	ADJ
easat-2307	45	2	conclusions	conclusion	NOUN
easat-2307	45	3	about	about	ADP
easat-2307	45	4	the	the	DET
easat-2307	45	5	statistical	statistical	ADJ
easat-2307	45	6	significance	significance	NOUN
easat-2307	45	7	of	of	ADP
easat-2307	45	8	predictors	predictor	NOUN
easat-2307	45	9	can	can	AUX
easat-2307	45	10	arise	arise	VERB
easat-2307	45	11	from	from	ADP
easat-2307	45	12	this	this	DET
easat-2307	45	13	bias	bias	NOUN
easat-2307	45	14	,	,	PUNCT
easat-2307	45	15	which	which	PRON
easat-2307	45	16	in	in	ADP
easat-2307	45	17	turn	turn	NOUN
easat-2307	45	18	undermines	undermine	VERB
easat-2307	45	19	the	the	DET
easat-2307	45	20	validity	validity	NOUN
easat-2307	45	21	of	of	ADP
easat-2307	45	22	the	the	DET
easat-2307	45	23	model	model	NOUN
easat-2307	45	24	[	[	X
easat-2307	45	25	5	5	NUM
easat-2307	45	26	]	]	PUNCT
easat-2307	45	27	.	.	PUNCT
easat-2307	46	1	another	another	DET
easat-2307	46	2	significant	significant	ADJ
easat-2307	46	3	challenge	challenge	NOUN
easat-2307	46	4	arises	arise	VERB
easat-2307	46	5	from	from	ADP
easat-2307	46	6	the	the	DET
easat-2307	46	7	issue	issue	NOUN
easat-2307	46	8	of	of	ADP
easat-2307	46	9	multicollinearity	multicollinearity	NOUN
easat-2307	46	10	,	,	PUNCT
easat-2307	46	11	which	which	PRON
easat-2307	46	12	occurs	occur	VERB
easat-2307	46	13	when	when	SCONJ
easat-2307	46	14	predictor	predictor	NOUN
easat-2307	46	15	variables	variable	NOUN
easat-2307	46	16	are	be	AUX
easat-2307	46	17	highly	highly	ADV
easat-2307	46	18	correlated	correlate	VERB
easat-2307	46	19	.	.	PUNCT
easat-2307	47	1	this	this	DET
easat-2307	47	2	study	study	NOUN
easat-2307	47	3	emphasizes	emphasize	VERB
easat-2307	47	4	the	the	DET
easat-2307	47	5	impact	impact	NOUN
easat-2307	47	6	of	of	ADP
easat-2307	47	7	multicollinearity	multicollinearity	NOUN
easat-2307	47	8	on	on	ADP
easat-2307	47	9	the	the	DET
easat-2307	47	10	variances	variance	NOUN
easat-2307	47	11	of	of	ADP
easat-2307	47	12	coefficient	coefficient	NOUN
easat-2307	47	13	estimates	estimate	NOUN
easat-2307	47	14	,	,	PUNCT
easat-2307	47	15	which	which	PRON
easat-2307	47	16	can	can	AUX
easat-2307	47	17	result	result	VERB
easat-2307	47	18	in	in	ADP
easat-2307	47	19	instability	instability	NOUN
easat-2307	47	20	within	within	ADP
easat-2307	47	21	the	the	DET
easat-2307	47	22	regression	regression	NOUN
easat-2307	47	23	model	model	NOUN
easat-2307	47	24	.	.	PUNCT
easat-2307	48	1	the	the	DET
easat-2307	48	2	instability	instability	NOUN
easat-2307	48	3	of	of	ADP
easat-2307	48	4	the	the	DET
easat-2307	48	5	model	model	NOUN
easat-2307	48	6	poses	pose	VERB
easat-2307	48	7	a	a	DET
easat-2307	48	8	challenge	challenge	NOUN
easat-2307	48	9	in	in	ADP
easat-2307	48	10	determining	determine	VERB
easat-2307	48	11	the	the	DET
easat-2307	48	12	specific	specific	ADJ
easat-2307	48	13	impact	impact	NOUN
easat-2307	48	14	of	of	ADP
easat-2307	48	15	each	each	DET
easat-2307	48	16	predictor	predictor	NOUN
easat-2307	48	17	variable	variable	NOUN
easat-2307	48	18	,	,	PUNCT
easat-2307	48	19	ultimately	ultimately	ADV
easat-2307	48	20	compromising	compromise	VERB
easat-2307	48	21	the	the	DET
easat-2307	48	22	reliability	reliability	NOUN
easat-2307	48	23	of	of	ADP
easat-2307	48	24	the	the	DET
easat-2307	48	25	model	model	NOUN
easat-2307	48	26	's	's	PART
easat-2307	48	27	conclusions	conclusion	NOUN
easat-2307	48	28	[	[	X
easat-2307	48	29	6	6	NUM
easat-2307	48	30	]	]	PUNCT
easat-2307	48	31	.	.	PUNCT
easat-2307	49	1	in	in	ADP
easat-2307	49	2	real	real	ADJ
easat-2307	49	3	-	-	PUNCT
easat-2307	49	4	world	world	NOUN
easat-2307	49	5	scenarios	scenario	NOUN
easat-2307	49	6	,	,	PUNCT
easat-2307	49	7	the	the	DET
easat-2307	49	8	assumptions	assumption	NOUN
easat-2307	49	9	that	that	PRON
easat-2307	49	10	ols	ol	NOUN
easat-2307	49	11	relies	rely	VERB
easat-2307	49	12	on	on	ADP
easat-2307	49	13	are	be	AUX
easat-2307	49	14	frequently	frequently	ADV
easat-2307	49	15	not	not	PART
easat-2307	49	16	met	meet	VERB
easat-2307	49	17	,	,	PUNCT
easat-2307	49	18	which	which	PRON
easat-2307	49	19	poses	pose	VERB
easat-2307	49	20	difficulties	difficulty	NOUN
easat-2307	49	21	in	in	ADP
easat-2307	49	22	ensuring	ensure	VERB
easat-2307	49	23	the	the	DET
easat-2307	49	24	dependability	dependability	NOUN
easat-2307	49	25	and	and	CCONJ
easat-2307	49	26	precision	precision	NOUN
easat-2307	49	27	of	of	ADP
easat-2307	49	28	regression	regression	NOUN
easat-2307	49	29	models	model	NOUN
easat-2307	49	30	,	,	PUNCT
easat-2307	49	31	despite	despite	SCONJ
easat-2307	49	32	their	their	PRON
easat-2307	49	33	resilience	resilience	NOUN
easat-2307	49	34	under	under	ADP
easat-2307	49	35	the	the	DET
easat-2307	49	36	gauss	gauss	ADJ
easat-2307	49	37	-	-	PUNCT
easat-2307	49	38	markov	markov	NOUN
easat-2307	49	39	conditions	condition	NOUN
easat-2307	49	40	.	.	PUNCT
easat-2307	50	1	when	when	SCONJ
easat-2307	50	2	the	the	DET
easat-2307	50	3	assumption	assumption	NOUN
easat-2307	50	4	of	of	ADP
easat-2307	50	5	homoscedasticity	homoscedasticity	NOUN
easat-2307	50	6	is	be	AUX
easat-2307	50	7	violated	violate	VERB
easat-2307	50	8	,	,	PUNCT
easat-2307	50	9	the	the	DET
easat-2307	50	10	standard	standard	ADJ
easat-2307	50	11	errors	error	NOUN
easat-2307	50	12	may	may	AUX
easat-2307	50	13	become	become	VERB
easat-2307	50	14	biased	biased	ADJ
easat-2307	50	15	,	,	PUNCT
easat-2307	50	16	which	which	PRON
easat-2307	50	17	can	can	AUX
easat-2307	50	18	make	make	VERB
easat-2307	50	19	the	the	DET
easat-2307	50	20	significance	significance	NOUN
easat-2307	50	21	tests	test	VERB
easat-2307	50	22	unreliable	unreliable	ADJ
easat-2307	50	23	.	.	PUNCT
easat-2307	51	1	in	in	ADP
easat-2307	51	2	response	response	NOUN
easat-2307	51	3	to	to	ADP
easat-2307	51	4	this	this	PRON
easat-2307	51	5	,	,	PUNCT
easat-2307	51	6	scientists	scientist	NOUN
easat-2307	51	7	have	have	AUX
easat-2307	51	8	devised	devise	VERB
easat-2307	51	9	different	different	ADJ
easat-2307	51	10	solutions	solution	NOUN
easat-2307	51	11	.	.	PUNCT
easat-2307	52	1	a	a	DET
easat-2307	52	2	potential	potential	ADJ
easat-2307	52	3	approach	approach	NOUN
easat-2307	52	4	involves	involve	VERB
easat-2307	52	5	utilizing	utilize	VERB
easat-2307	52	6	robust	robust	ADJ
easat-2307	52	7	standard	standard	ADJ
easat-2307	52	8	errors	error	NOUN
easat-2307	52	9	,	,	PUNCT
easat-2307	52	10	which	which	PRON
easat-2307	52	11	exhibit	exhibit	VERB
easat-2307	52	12	reduced	reduce	VERB
easat-2307	52	13	sensitivity	sensitivity	NOUN
easat-2307	52	14	to	to	ADP
easat-2307	52	15	heteroscedasticity	heteroscedasticity	NOUN
easat-2307	52	16	.	.	PUNCT
easat-2307	53	1	consequently	consequently	ADV
easat-2307	53	2	,	,	PUNCT
easat-2307	53	3	this	this	DET
easat-2307	53	4	method	method	NOUN
easat-2307	53	5	yields	yield	VERB
easat-2307	53	6	more	more	ADV
easat-2307	53	7	dependable	dependable	ADJ
easat-2307	53	8	inferences	inference	NOUN
easat-2307	53	9	,	,	PUNCT
easat-2307	53	10	even	even	ADV
easat-2307	53	11	in	in	ADP
easat-2307	53	12	cases	case	NOUN
easat-2307	53	13	where	where	SCONJ
easat-2307	53	14	the	the	DET
easat-2307	53	15	gauss	gauss	ADJ
easat-2307	53	16	-	-	PUNCT
easat-2307	53	17	markov	markov	NOUN
easat-2307	53	18	conditions	condition	NOUN
easat-2307	53	19	are	be	AUX
easat-2307	53	20	not	not	PART
easat-2307	53	21	entirely	entirely	ADV
easat-2307	53	22	satisfied	satisfied	ADJ
easat-2307	53	23	.	.	PUNCT
easat-2307	54	1	groundbreaking	groundbreake	VERB
easat-2307	54	2	study	study	NOUN
easat-2307	54	3	introduced	introduce	VERB
easat-2307	54	4	a	a	DET
easat-2307	54	5	new	new	ADJ
easat-2307	54	6	approach	approach	NOUN
easat-2307	54	7	that	that	PRON
easat-2307	54	8	proved	prove	VERB
easat-2307	54	9	to	to	PART
easat-2307	54	10	be	be	AUX
easat-2307	54	11	highly	highly	ADV
easat-2307	54	12	effective	effective	ADJ
easat-2307	54	13	in	in	ADP
easat-2307	54	14	addressing	address	VERB
easat-2307	54	15	the	the	DET
easat-2307	54	16	issue	issue	NOUN
easat-2307	54	17	of	of	ADP
easat-2307	54	18	heteroscedasticity	heteroscedasticity	NOUN
easat-2307	54	19	in	in	ADP
easat-2307	54	20	a	a	DET
easat-2307	54	21	range	range	NOUN
easat-2307	54	22	of	of	ADP
easat-2307	54	23	econometric	econometric	ADJ
easat-2307	54	24	models	model	NOUN
easat-2307	54	25	[	[	X
easat-2307	54	26	7	7	NUM
easat-2307	54	27	]	]	PUNCT
easat-2307	54	28	.	.	PUNCT
easat-2307	55	1	in	in	ADP
easat-2307	55	2	ols	ol	NOUN
easat-2307	55	3	estimation	estimation	NOUN
easat-2307	55	4	,	,	PUNCT
easat-2307	55	5	the	the	DET
easat-2307	55	6	stability	stability	NOUN
easat-2307	55	7	of	of	ADP
easat-2307	55	8	the	the	DET
easat-2307	55	9	estimates	estimate	NOUN
easat-2307	55	10	can	can	AUX
easat-2307	55	11	be	be	AUX
easat-2307	55	12	greatly	greatly	ADV
easat-2307	55	13	affected	affect	VERB
easat-2307	55	14	by	by	ADP
easat-2307	55	15	multicollinearity	multicollinearity	NOUN
easat-2307	55	16	,	,	PUNCT
easat-2307	55	17	which	which	PRON
easat-2307	55	18	occurs	occur	VERB
easat-2307	55	19	when	when	SCONJ
easat-2307	55	20	predictor	predictor	NOUN
easat-2307	55	21	variables	variable	NOUN
easat-2307	55	22	are	be	AUX
easat-2307	55	23	strongly	strongly	ADV
easat-2307	55	24	correlated	correlate	VERB
easat-2307	55	25	.	.	PUNCT
easat-2307	56	1	the	the	DET
easat-2307	56	2	technique	technique	NOUN
easat-2307	56	3	of	of	ADP
easat-2307	56	4	ridge	ridge	PROPN
easat-2307	56	5	regression	regression	NOUN
easat-2307	56	6	,	,	PUNCT
easat-2307	56	7	first	first	ADV
easat-2307	56	8	introduced	introduce	VERB
easat-2307	56	9	in	in	ADP
easat-2307	56	10	1970	1970	NUM
easat-2307	56	11	,	,	PUNCT
easat-2307	56	12	is	be	AUX
easat-2307	56	13	widely	widely	ADV
easat-2307	56	14	recognized	recognize	VERB
easat-2307	56	15	in	in	ADP
easat-2307	56	16	the	the	DET
easat-2307	56	17	field	field	NOUN
easat-2307	56	18	for	for	ADP
easat-2307	56	19	its	its	PRON
easat-2307	56	20	ability	ability	NOUN
easat-2307	56	21	to	to	PART
easat-2307	56	22	address	address	VERB
easat-2307	56	23	the	the	DET
easat-2307	56	24	issue	issue	NOUN
easat-2307	56	25	of	of	ADP
easat-2307	56	26	multicollinearity	multicollinearity	NOUN
easat-2307	56	27	.	.	PUNCT
easat-2307	57	1	by	by	ADP
easat-2307	57	2	introducing	introduce	VERB
easat-2307	57	3	a	a	DET
easat-2307	57	4	controlled	control	VERB
easat-2307	57	5	level	level	NOUN
easat-2307	57	6	of	of	ADP
easat-2307	57	7	bias	bias	NOUN
easat-2307	57	8	into	into	ADP
easat-2307	57	9	the	the	DET
easat-2307	57	10	regression	regression	NOUN
easat-2307	57	11	estimates	estimate	NOUN
easat-2307	57	12	,	,	PUNCT
easat-2307	57	13	ridge	ridge	NOUN
easat-2307	57	14	regression	regression	NOUN
easat-2307	57	15	effectively	effectively	ADV
easat-2307	57	16	reduces	reduce	VERB
easat-2307	57	17	variance	variance	NOUN
easat-2307	57	18	and	and	CCONJ
easat-2307	57	19	enhances	enhance	VERB
easat-2307	57	20	the	the	DET
easat-2307	57	21	overall	overall	ADJ
easat-2307	57	22	stability	stability	NOUN
easat-2307	57	23	of	of	ADP
easat-2307	57	24	the	the	DET
easat-2307	57	25	model	model	NOUN
easat-2307	57	26	[	[	X
easat-2307	57	27	8	8	NUM
easat-2307	57	28	]	]	PUNCT
easat-2307	57	29	.	.	PUNCT
easat-2307	58	1	1672	1672	NUM
easat-2307	58	2	edelweiss	edelweiss	PROPN
easat-2307	58	3	applied	apply	VERB
easat-2307	58	4	science	science	NOUN
easat-2307	58	5	and	and	CCONJ
easat-2307	58	6	technology	technology	NOUN
easat-2307	58	7	issn	issn	PROPN
easat-2307	58	8	:	:	PUNCT
easat-2307	58	9	2576	2576	NUM
easat-2307	58	10	-	-	SYM
easat-2307	58	11	8484	8484	NUM
easat-2307	58	12	vol	vol	NOUN
easat-2307	58	13	.	.	PROPN
easat-2307	58	14	8	8	NUM
easat-2307	58	15	,	,	PUNCT
easat-2307	58	16	no	no	INTJ
easat-2307	58	17	.	.	NOUN
easat-2307	59	1	6	6	NUM
easat-2307	59	2	:	:	SYM
easat-2307	59	3	1670	1670	NUM
easat-2307	59	4	-	-	SYM
easat-2307	59	5	1691	1691	NUM
easat-2307	59	6	,	,	PUNCT
easat-2307	59	7	2024	2024	NUM
easat-2307	59	8	doi	doi	NOUN
easat-2307	59	9	:	:	PUNCT
easat-2307	59	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	59	11	©	©	ADP
easat-2307	59	12	2024	2024	NUM
easat-2307	59	13	by	by	ADP
easat-2307	59	14	the	the	DET
easat-2307	59	15	author	author	NOUN
easat-2307	59	16	;	;	PUNCT
easat-2307	59	17	licensee	licensee	PROPN
easat-2307	59	18	learning	learning	NOUN
easat-2307	59	19	gate	gate	NOUN
easat-2307	59	20	in	in	ADP
easat-2307	59	21	addition	addition	NOUN
easat-2307	59	22	,	,	PUNCT
easat-2307	59	23	researchers	researcher	NOUN
easat-2307	59	24	have	have	AUX
easat-2307	59	25	acknowledged	acknowledge	VERB
easat-2307	59	26	the	the	DET
easat-2307	59	27	effectiveness	effectiveness	NOUN
easat-2307	59	28	of	of	ADP
easat-2307	59	29	incorporating	incorporate	VERB
easat-2307	59	30	dimension	dimension	NOUN
easat-2307	59	31	reduction	reduction	NOUN
easat-2307	59	32	techniques	technique	NOUN
easat-2307	59	33	like	like	ADP
easat-2307	59	34	principal	principal	ADJ
easat-2307	59	35	component	component	NOUN
easat-2307	59	36	analysis	analysis	NOUN
easat-2307	59	37	(	(	PUNCT
easat-2307	59	38	pca	pca	NOUN
easat-2307	59	39	)	)	PUNCT
easat-2307	59	40	and	and	CCONJ
easat-2307	59	41	factor	factor	NOUN
easat-2307	59	42	analysis	analysis	NOUN
easat-2307	59	43	(	(	PUNCT
easat-2307	59	44	fa	fa	NOUN
easat-2307	59	45	)	)	PUNCT
easat-2307	59	46	into	into	ADP
easat-2307	59	47	regression	regression	NOUN
easat-2307	59	48	modeling	modeling	NOUN
easat-2307	59	49	as	as	ADP
easat-2307	59	50	a	a	DET
easat-2307	59	51	proactive	proactive	ADJ
easat-2307	59	52	strategy	strategy	NOUN
easat-2307	59	53	for	for	ADP
easat-2307	59	54	addressing	address	VERB
easat-2307	59	55	multicollinearity	multicollinearity	NOUN
easat-2307	59	56	.	.	PUNCT
easat-2307	60	1	these	these	DET
easat-2307	60	2	techniques	technique	NOUN
easat-2307	60	3	simplify	simplify	VERB
easat-2307	60	4	the	the	DET
easat-2307	60	5	model	model	NOUN
easat-2307	60	6	by	by	ADP
easat-2307	60	7	reducing	reduce	VERB
easat-2307	60	8	the	the	DET
easat-2307	60	9	dimensionality	dimensionality	NOUN
easat-2307	60	10	of	of	ADP
easat-2307	60	11	the	the	DET
easat-2307	60	12	predictor	predictor	NOUN
easat-2307	60	13	space	space	NOUN
easat-2307	60	14	,	,	PUNCT
easat-2307	60	15	while	while	SCONJ
easat-2307	60	16	still	still	ADV
easat-2307	60	17	preserving	preserve	VERB
easat-2307	60	18	the	the	DET
easat-2307	60	19	essential	essential	ADJ
easat-2307	60	20	structure	structure	NOUN
easat-2307	60	21	of	of	ADP
easat-2307	60	22	the	the	DET
easat-2307	60	23	data	datum	NOUN
easat-2307	60	24	.	.	PUNCT
easat-2307	61	1	hastie	hastie	PROPN
easat-2307	61	2	et	et	PROPN
easat-2307	61	3	al	al	PROPN
easat-2307	61	4	.	.	PROPN
easat-2307	61	5	explored	explore	VERB
easat-2307	61	6	the	the	DET
easat-2307	61	7	impact	impact	NOUN
easat-2307	61	8	of	of	ADP
easat-2307	61	9	these	these	DET
easat-2307	61	10	methods	method	NOUN
easat-2307	61	11	on	on	ADP
easat-2307	61	12	enhancing	enhance	VERB
easat-2307	61	13	the	the	DET
easat-2307	61	14	interpretability	interpretability	NOUN
easat-2307	61	15	of	of	ADP
easat-2307	61	16	models	model	NOUN
easat-2307	61	17	and	and	CCONJ
easat-2307	61	18	improving	improve	VERB
easat-2307	61	19	their	their	PRON
easat-2307	61	20	predictive	predictive	ADJ
easat-2307	61	21	performance	performance	NOUN
easat-2307	61	22	,	,	PUNCT
easat-2307	61	23	especially	especially	ADV
easat-2307	61	24	when	when	SCONJ
easat-2307	61	25	dealing	deal	VERB
easat-2307	61	26	with	with	ADP
easat-2307	61	27	intricate	intricate	ADJ
easat-2307	61	28	,	,	PUNCT
easat-2307	61	29	multivariate	multivariate	NOUN
easat-2307	61	30	data	datum	NOUN
easat-2307	62	1	[	[	X
easat-2307	62	2	9	9	NUM
easat-2307	62	3	]	]	PUNCT
easat-2307	62	4	.	.	PUNCT
easat-2307	63	1	this	this	DET
easat-2307	63	2	study	study	NOUN
easat-2307	63	3	adds	add	VERB
easat-2307	63	4	to	to	ADP
easat-2307	63	5	the	the	DET
easat-2307	63	6	current	current	ADJ
easat-2307	63	7	discussion	discussion	NOUN
easat-2307	63	8	by	by	ADP
easat-2307	63	9	analyzing	analyze	VERB
easat-2307	63	10	how	how	SCONJ
easat-2307	63	11	pca	pca	PROPN
easat-2307	63	12	and	and	CCONJ
easat-2307	63	13	fa	fa	PROPN
easat-2307	63	14	affect	affect	VERB
easat-2307	63	15	the	the	DET
easat-2307	63	16	predictive	predictive	ADJ
easat-2307	63	17	accuracy	accuracy	NOUN
easat-2307	63	18	of	of	ADP
easat-2307	63	19	linear	linear	PROPN
easat-2307	63	20	regression	regression	NOUN
easat-2307	63	21	models	model	NOUN
easat-2307	63	22	,	,	PUNCT
easat-2307	63	23	specifically	specifically	ADV
easat-2307	63	24	using	use	VERB
easat-2307	63	25	croatian	croatian	ADJ
easat-2307	63	26	presidential	presidential	ADJ
easat-2307	63	27	election	election	NOUN
easat-2307	63	28	data	datum	NOUN
easat-2307	63	29	.	.	PUNCT
easat-2307	64	1	it	it	PRON
easat-2307	64	2	is	be	AUX
easat-2307	64	3	hypothesized	hypothesize	VERB
easat-2307	64	4	that	that	SCONJ
easat-2307	64	5	superior	superior	ADJ
easat-2307	64	6	predictive	predictive	ADJ
easat-2307	64	7	performance	performance	NOUN
easat-2307	64	8	can	can	AUX
easat-2307	64	9	be	be	AUX
easat-2307	64	10	achieved	achieve	VERB
easat-2307	64	11	through	through	ADP
easat-2307	64	12	factor	factor	NOUN
easat-2307	64	13	analysis	analysis	NOUN
easat-2307	64	14	,	,	PUNCT
easat-2307	64	15	which	which	PRON
easat-2307	64	16	effectively	effectively	ADV
easat-2307	64	17	captures	capture	VERB
easat-2307	64	18	latent	latent	NOUN
easat-2307	64	19	variables	variable	NOUN
easat-2307	64	20	that	that	PRON
easat-2307	64	21	reflect	reflect	VERB
easat-2307	64	22	underlying	underlying	ADJ
easat-2307	64	23	voter	voter	NOUN
easat-2307	64	24	behavior	behavior	NOUN
easat-2307	64	25	.	.	PUNCT
easat-2307	65	1	this	this	DET
easat-2307	65	2	approach	approach	NOUN
easat-2307	65	3	closely	closely	ADV
easat-2307	65	4	adheres	adhere	VERB
easat-2307	65	5	to	to	ADP
easat-2307	65	6	the	the	DET
easat-2307	65	7	gauss	gauss	ADJ
easat-2307	65	8	-	-	PUNCT
easat-2307	65	9	markov	markov	NOUN
easat-2307	65	10	conditions	condition	NOUN
easat-2307	65	11	.	.	PUNCT
easat-2307	66	1	the	the	DET
easat-2307	66	2	methodology	methodology	NOUN
easat-2307	66	3	employed	employ	VERB
easat-2307	66	4	in	in	ADP
easat-2307	66	5	the	the	DET
easat-2307	66	6	following	follow	VERB
easat-2307	66	7	sections	section	NOUN
easat-2307	66	8	is	be	AUX
easat-2307	66	9	detailed	detail	VERB
easat-2307	66	10	,	,	PUNCT
easat-2307	66	11	including	include	VERB
easat-2307	66	12	data	data	NOUN
easat-2307	66	13	collection	collection	NOUN
easat-2307	66	14	,	,	PUNCT
easat-2307	66	15	preprocessing	preprocessing	NOUN
easat-2307	66	16	,	,	PUNCT
easat-2307	66	17	and	and	CCONJ
easat-2307	66	18	the	the	DET
easat-2307	66	19	application	application	NOUN
easat-2307	66	20	of	of	ADP
easat-2307	66	21	pca	pca	PROPN
easat-2307	66	22	and	and	CCONJ
easat-2307	66	23	fa	fa	PROPN
easat-2307	66	24	.	.	PUNCT
easat-2307	67	1	the	the	DET
easat-2307	67	2	results	result	NOUN
easat-2307	67	3	are	be	AUX
easat-2307	67	4	presented	present	VERB
easat-2307	67	5	and	and	CCONJ
easat-2307	67	6	discussed	discuss	VERB
easat-2307	67	7	in	in	ADP
easat-2307	67	8	the	the	DET
easat-2307	67	9	context	context	NOUN
easat-2307	67	10	of	of	ADP
easat-2307	67	11	the	the	DET
easat-2307	67	12	existing	exist	VERB
easat-2307	67	13	literature	literature	NOUN
easat-2307	67	14	,	,	PUNCT
easat-2307	67	15	providing	provide	VERB
easat-2307	67	16	valuable	valuable	ADJ
easat-2307	67	17	insights	insight	NOUN
easat-2307	67	18	into	into	ADP
easat-2307	67	19	the	the	DET
easat-2307	67	20	practical	practical	ADJ
easat-2307	67	21	implications	implication	NOUN
easat-2307	67	22	of	of	ADP
easat-2307	67	23	dimension	dimension	NOUN
easat-2307	67	24	reduction	reduction	NOUN
easat-2307	67	25	techniques	technique	NOUN
easat-2307	67	26	and	and	CCONJ
easat-2307	67	27	the	the	DET
easat-2307	67	28	gauss	gauss	ADJ
easat-2307	67	29	-	-	PUNCT
easat-2307	67	30	markov	markov	NOUN
easat-2307	67	31	theorem	theorem	NOUN
easat-2307	67	32	in	in	ADP
easat-2307	67	33	predictive	predictive	ADJ
easat-2307	67	34	modeling	modeling	NOUN
easat-2307	67	35	.	.	PUNCT
easat-2307	68	1	2	2	X
easat-2307	68	2	.	.	X
easat-2307	68	3	research	research	NOUN
easat-2307	68	4	goal	goal	NOUN
easat-2307	68	5	and	and	CCONJ
easat-2307	68	6	methods	method	NOUN
easat-2307	68	7	this	this	DET
easat-2307	68	8	research	research	NOUN
easat-2307	68	9	aims	aim	VERB
easat-2307	68	10	to	to	PART
easat-2307	68	11	evaluate	evaluate	VERB
easat-2307	68	12	the	the	DET
easat-2307	68	13	effect	effect	NOUN
easat-2307	68	14	of	of	ADP
easat-2307	68	15	dimension	dimension	NOUN
easat-2307	68	16	reduction	reduction	NOUN
easat-2307	68	17	techniques	technique	NOUN
easat-2307	68	18	,	,	PUNCT
easat-2307	68	19	specifically	specifically	ADV
easat-2307	68	20	principal	principal	ADJ
easat-2307	68	21	component	component	NOUN
easat-2307	68	22	analysis	analysis	NOUN
easat-2307	68	23	(	(	PUNCT
easat-2307	68	24	pca	pca	NOUN
easat-2307	68	25	)	)	PUNCT
easat-2307	68	26	and	and	CCONJ
easat-2307	68	27	factor	factor	NOUN
easat-2307	68	28	analysis	analysis	NOUN
easat-2307	68	29	(	(	PUNCT
easat-2307	68	30	fa	fa	NOUN
easat-2307	68	31	)	)	PUNCT
easat-2307	68	32	,	,	PUNCT
easat-2307	68	33	on	on	ADP
easat-2307	68	34	the	the	DET
easat-2307	68	35	predictive	predictive	ADJ
easat-2307	68	36	accuracy	accuracy	NOUN
easat-2307	68	37	of	of	ADP
easat-2307	68	38	linear	linear	PROPN
easat-2307	68	39	regression	regression	NOUN
easat-2307	68	40	models	model	NOUN
easat-2307	68	41	.	.	PUNCT
easat-2307	69	1	this	this	DET
easat-2307	69	2	study	study	NOUN
easat-2307	69	3	focuses	focus	VERB
easat-2307	69	4	on	on	ADP
easat-2307	69	5	the	the	DET
easat-2307	69	6	croatian	croatian	ADJ
easat-2307	69	7	presidential	presidential	ADJ
easat-2307	69	8	election	election	NOUN
easat-2307	69	9	and	and	CCONJ
easat-2307	69	10	aims	aim	VERB
easat-2307	69	11	to	to	PART
easat-2307	69	12	predict	predict	VERB
easat-2307	69	13	voter	voter	NOUN
easat-2307	69	14	behavior	behavior	NOUN
easat-2307	69	15	using	use	VERB
easat-2307	69	16	a	a	DET
easat-2307	69	17	variety	variety	NOUN
easat-2307	69	18	of	of	ADP
easat-2307	69	19	socio	socio	NOUN
easat-2307	69	20	-	-	ADJ
easat-2307	69	21	demographic	demographic	ADJ
easat-2307	69	22	and	and	CCONJ
easat-2307	69	23	political	political	ADJ
easat-2307	69	24	variables	variable	NOUN
easat-2307	69	25	.	.	PUNCT
easat-2307	70	1	the	the	DET
easat-2307	70	2	study	study	NOUN
easat-2307	70	3	utilizes	utilize	VERB
easat-2307	70	4	pca	pca	PROPN
easat-2307	70	5	and	and	CCONJ
easat-2307	70	6	fa	fa	NOUN
easat-2307	70	7	to	to	PART
easat-2307	70	8	decrease	decrease	VERB
easat-2307	70	9	the	the	DET
easat-2307	70	10	dimensionality	dimensionality	NOUN
easat-2307	70	11	of	of	ADP
easat-2307	70	12	the	the	DET
easat-2307	70	13	predictor	predictor	NOUN
easat-2307	70	14	variables	variable	NOUN
easat-2307	70	15	,	,	PUNCT
easat-2307	70	16	which	which	PRON
easat-2307	70	17	helps	help	VERB
easat-2307	70	18	to	to	PART
easat-2307	70	19	tackle	tackle	VERB
easat-2307	70	20	problems	problem	NOUN
easat-2307	70	21	like	like	ADP
easat-2307	70	22	multicollinearity	multicollinearity	NOUN
easat-2307	70	23	and	and	CCONJ
easat-2307	70	24	enhances	enhance	VERB
easat-2307	70	25	the	the	DET
easat-2307	70	26	stability	stability	NOUN
easat-2307	70	27	and	and	CCONJ
easat-2307	70	28	interpretability	interpretability	NOUN
easat-2307	70	29	of	of	ADP
easat-2307	70	30	the	the	DET
easat-2307	70	31	regression	regression	NOUN
easat-2307	70	32	models	model	NOUN
easat-2307	70	33	.	.	PUNCT
easat-2307	71	1	it	it	PRON
easat-2307	71	2	is	be	AUX
easat-2307	71	3	believed	believe	VERB
easat-2307	71	4	that	that	SCONJ
easat-2307	71	5	factor	factor	NOUN
easat-2307	71	6	analysis	analysis	NOUN
easat-2307	71	7	,	,	PUNCT
easat-2307	71	8	by	by	ADP
easat-2307	71	9	capturing	capture	VERB
easat-2307	71	10	latent	latent	NOUN
easat-2307	71	11	variables	variable	NOUN
easat-2307	71	12	,	,	PUNCT
easat-2307	71	13	will	will	AUX
easat-2307	71	14	result	result	VERB
easat-2307	71	15	in	in	ADP
easat-2307	71	16	better	well	ADJ
easat-2307	71	17	predictive	predictive	ADJ
easat-2307	71	18	performance	performance	NOUN
easat-2307	71	19	when	when	SCONJ
easat-2307	71	20	compared	compare	VERB
easat-2307	71	21	to	to	ADP
easat-2307	71	22	models	model	NOUN
easat-2307	71	23	that	that	PRON
easat-2307	71	24	utilize	utilize	VERB
easat-2307	71	25	the	the	DET
easat-2307	71	26	original	original	ADJ
easat-2307	71	27	or	or	CCONJ
easat-2307	71	28	pca	pca	NOUN
easat-2307	71	29	-	-	PUNCT
easat-2307	71	30	transformed	transform	VERB
easat-2307	71	31	variables	variable	NOUN
easat-2307	71	32	.	.	PUNCT
easat-2307	72	1	the	the	DET
easat-2307	72	2	study	study	NOUN
easat-2307	72	3	utilized	utilize	VERB
easat-2307	72	4	a	a	DET
easat-2307	72	5	dataset	dataset	ADJ
easat-2307	72	6	comprising	comprising	NOUN
easat-2307	72	7	socio	socio	NOUN
easat-2307	72	8	-	-	PUNCT
easat-2307	72	9	demographic	demographic	ADJ
easat-2307	72	10	and	and	CCONJ
easat-2307	72	11	political	political	ADJ
easat-2307	72	12	variables	variable	NOUN
easat-2307	72	13	that	that	PRON
easat-2307	72	14	were	be	AUX
easat-2307	72	15	collected	collect	VERB
easat-2307	72	16	from	from	ADP
easat-2307	72	17	various	various	ADJ
easat-2307	72	18	municipalities	municipality	NOUN
easat-2307	72	19	in	in	ADP
easat-2307	72	20	croatia	croatia	PROPN
easat-2307	72	21	.	.	PUNCT
easat-2307	73	1	population	population	NOUN
easat-2307	73	2	density	density	PROPN
easat-2307	73	3	,	,	PUNCT
easat-2307	73	4	average	average	ADJ
easat-2307	73	5	income	income	NOUN
easat-2307	73	6	,	,	PUNCT
easat-2307	73	7	education	education	NOUN
easat-2307	73	8	levels	level	NOUN
easat-2307	73	9	,	,	PUNCT
easat-2307	73	10	unemployment	unemployment	NOUN
easat-2307	73	11	rates	rate	NOUN
easat-2307	73	12	,	,	PUNCT
easat-2307	73	13	and	and	CCONJ
easat-2307	73	14	historical	historical	ADJ
easat-2307	73	15	voting	voting	NOUN
easat-2307	73	16	patterns	pattern	NOUN
easat-2307	73	17	are	be	AUX
easat-2307	73	18	among	among	ADP
easat-2307	73	19	the	the	DET
easat-2307	73	20	variables	variable	NOUN
easat-2307	73	21	considered	consider	VERB
easat-2307	73	22	.	.	PUNCT
easat-2307	74	1	the	the	DET
easat-2307	74	2	data	datum	NOUN
easat-2307	74	3	was	be	AUX
easat-2307	74	4	obtained	obtain	VERB
easat-2307	74	5	from	from	ADP
easat-2307	74	6	official	official	ADJ
easat-2307	74	7	government	government	NOUN
easat-2307	74	8	statistics	statistic	NOUN
easat-2307	74	9	and	and	CCONJ
easat-2307	74	10	election	election	NOUN
easat-2307	74	11	records	record	NOUN
easat-2307	74	12	,	,	PUNCT
easat-2307	74	13	guaranteeing	guarantee	VERB
easat-2307	74	14	its	its	PRON
easat-2307	74	15	accuracy	accuracy	NOUN
easat-2307	74	16	and	and	CCONJ
easat-2307	74	17	relevance	relevance	NOUN
easat-2307	74	18	for	for	ADP
easat-2307	74	19	predictive	predictive	ADJ
easat-2307	74	20	modeling	modeling	NOUN
easat-2307	74	21	.	.	PUNCT
easat-2307	75	1	ensuring	ensure	VERB
easat-2307	75	2	the	the	DET
easat-2307	75	3	accuracy	accuracy	NOUN
easat-2307	75	4	and	and	CCONJ
easat-2307	75	5	reliability	reliability	NOUN
easat-2307	75	6	of	of	ADP
easat-2307	75	7	any	any	DET
easat-2307	75	8	predictive	predictive	ADJ
easat-2307	75	9	modeling	modeling	NOUN
easat-2307	75	10	process	process	NOUN
easat-2307	75	11	relies	rely	VERB
easat-2307	75	12	heavily	heavily	ADV
easat-2307	75	13	on	on	ADP
easat-2307	75	14	the	the	DET
easat-2307	75	15	critical	critical	ADJ
easat-2307	75	16	step	step	NOUN
easat-2307	75	17	of	of	ADP
easat-2307	75	18	data	datum	NOUN
easat-2307	75	19	preprocessing	preprocessing	NOUN
easat-2307	75	20	.	.	PUNCT
easat-2307	76	1	before	before	ADP
easat-2307	76	2	conducting	conduct	VERB
easat-2307	76	3	principal	principal	ADJ
easat-2307	76	4	component	component	NOUN
easat-2307	76	5	analysis	analysis	NOUN
easat-2307	76	6	(	(	PUNCT
easat-2307	76	7	pca	pca	NOUN
easat-2307	76	8	)	)	PUNCT
easat-2307	76	9	and	and	CCONJ
easat-2307	76	10	factor	factor	NOUN
easat-2307	76	11	analysis	analysis	NOUN
easat-2307	76	12	(	(	PUNCT
easat-2307	76	13	fa	fa	NOUN
easat-2307	76	14	)	)	PUNCT
easat-2307	76	15	,	,	PUNCT
easat-2307	76	16	the	the	DET
easat-2307	76	17	dataset	dataset	NOUN
easat-2307	76	18	underwent	undergo	VERB
easat-2307	76	19	various	various	ADJ
easat-2307	76	20	preprocessing	preprocessing	NOUN
easat-2307	76	21	techniques	technique	NOUN
easat-2307	76	22	in	in	ADP
easat-2307	76	23	this	this	DET
easat-2307	76	24	study	study	NOUN
easat-2307	76	25	.	.	PUNCT
easat-2307	77	1	in	in	ADP
easat-2307	77	2	this	this	DET
easat-2307	77	3	section	section	NOUN
easat-2307	77	4	,	,	PUNCT
easat-2307	77	5	we	we	PRON
easat-2307	77	6	will	will	AUX
easat-2307	77	7	provide	provide	VERB
easat-2307	77	8	a	a	DET
easat-2307	77	9	detailed	detailed	ADJ
easat-2307	77	10	account	account	NOUN
easat-2307	77	11	of	of	ADP
easat-2307	77	12	the	the	DET
easat-2307	77	13	preprocessing	preprocessing	NOUN
easat-2307	77	14	steps	step	NOUN
easat-2307	77	15	that	that	PRON
easat-2307	77	16	were	be	AUX
easat-2307	77	17	performed	perform	VERB
easat-2307	77	18	to	to	PART
easat-2307	77	19	prepare	prepare	VERB
easat-2307	77	20	the	the	DET
easat-2307	77	21	data	datum	NOUN
easat-2307	77	22	for	for	ADP
easat-2307	77	23	analysis	analysis	NOUN
easat-2307	77	24	.	.	PUNCT
easat-2307	78	1	we	we	PRON
easat-2307	78	2	will	will	AUX
easat-2307	78	3	also	also	ADV
easat-2307	78	4	include	include	VERB
easat-2307	78	5	references	reference	NOUN
easat-2307	78	6	to	to	ADP
easat-2307	78	7	relevant	relevant	ADJ
easat-2307	78	8	literature	literature	NOUN
easat-2307	78	9	that	that	PRON
easat-2307	78	10	support	support	VERB
easat-2307	78	11	these	these	DET
easat-2307	78	12	steps	step	NOUN
easat-2307	78	13	.	.	PUNCT
easat-2307	79	1	prior	prior	ADV
easat-2307	79	2	to	to	ADP
easat-2307	79	3	applying	apply	VERB
easat-2307	79	4	pca	pca	PROPN
easat-2307	79	5	and	and	CCONJ
easat-2307	79	6	fa	fa	PROPN
easat-2307	79	7	,	,	PUNCT
easat-2307	79	8	the	the	DET
easat-2307	79	9	dataset	dataset	NOUN
easat-2307	79	10	underwent	undergo	VERB
easat-2307	79	11	a	a	DET
easat-2307	79	12	series	series	NOUN
easat-2307	79	13	of	of	ADP
easat-2307	79	14	preprocessing	preprocesse	VERB
easat-2307	79	15	steps	step	NOUN
easat-2307	79	16	to	to	PART
easat-2307	79	17	ensure	ensure	VERB
easat-2307	79	18	its	its	PRON
easat-2307	79	19	suitability	suitability	NOUN
easat-2307	79	20	for	for	ADP
easat-2307	79	21	analysis	analysis	NOUN
easat-2307	79	22	.	.	PUNCT
easat-2307	80	1	2.1	2.1	NUM
easat-2307	80	2	.	.	PUNCT
easat-2307	81	1	missing	miss	VERB
easat-2307	81	2	data	datum	NOUN
easat-2307	81	3	treatment	treatment	NOUN
easat-2307	81	4	large	large	ADJ
easat-2307	81	5	-	-	PUNCT
easat-2307	81	6	scale	scale	NOUN
easat-2307	81	7	socio	socio	NOUN
easat-2307	81	8	-	-	PUNCT
easat-2307	81	9	demographic	demographic	ADJ
easat-2307	81	10	studies	study	NOUN
easat-2307	81	11	often	often	ADV
easat-2307	81	12	encounter	encounter	VERB
easat-2307	81	13	the	the	DET
easat-2307	81	14	challenge	challenge	NOUN
easat-2307	81	15	of	of	ADP
easat-2307	81	16	missing	miss	VERB
easat-2307	81	17	data	datum	NOUN
easat-2307	81	18	in	in	ADP
easat-2307	81	19	their	their	PRON
easat-2307	81	20	datasets	dataset	NOUN
easat-2307	81	21	.	.	PUNCT
easat-2307	82	1	properly	properly	ADV
easat-2307	82	2	addressing	address	VERB
easat-2307	82	3	missing	miss	VERB
easat-2307	82	4	data	datum	NOUN
easat-2307	82	5	is	be	AUX
easat-2307	82	6	crucial	crucial	ADJ
easat-2307	82	7	to	to	PART
easat-2307	82	8	prevent	prevent	VERB
easat-2307	82	9	bias	bias	NOUN
easat-2307	82	10	or	or	CCONJ
easat-2307	82	11	compromising	compromise	VERB
easat-2307	82	12	the	the	DET
easat-2307	82	13	integrity	integrity	NOUN
easat-2307	82	14	of	of	ADP
easat-2307	82	15	the	the	DET
easat-2307	82	16	dataset	dataset	NOUN
easat-2307	82	17	.	.	PUNCT
easat-2307	83	1	this	this	DET
easat-2307	83	2	study	study	NOUN
easat-2307	83	3	utilized	utilize	VERB
easat-2307	83	4	multiple	multiple	ADJ
easat-2307	83	5	imputation	imputation	NOUN
easat-2307	83	6	methods	method	NOUN
easat-2307	83	7	to	to	PART
easat-2307	83	8	address	address	VERB
easat-2307	83	9	missing	missing	ADJ
easat-2307	83	10	values	value	NOUN
easat-2307	83	11	.	.	PUNCT
easat-2307	84	1	the	the	DET
easat-2307	84	2	process	process	NOUN
easat-2307	84	3	of	of	ADP
easat-2307	84	4	multiple	multiple	ADJ
easat-2307	84	5	imputation	imputation	NOUN
easat-2307	84	6	entails	entail	VERB
easat-2307	84	7	generating	generate	VERB
easat-2307	84	8	a	a	DET
easat-2307	84	9	range	range	NOUN
easat-2307	84	10	of	of	ADP
easat-2307	84	11	plausible	plausible	ADJ
easat-2307	84	12	datasets	dataset	NOUN
easat-2307	84	13	by	by	ADP
easat-2307	84	14	filling	fill	VERB
easat-2307	84	15	in	in	ADP
easat-2307	84	16	missing	miss	VERB
easat-2307	84	17	values	value	NOUN
easat-2307	84	18	using	use	VERB
easat-2307	84	19	the	the	DET
easat-2307	84	20	available	available	ADJ
easat-2307	84	21	data	datum	NOUN
easat-2307	84	22	.	.	PUNCT
easat-2307	85	1	these	these	DET
easat-2307	85	2	datasets	dataset	NOUN
easat-2307	85	3	are	be	AUX
easat-2307	85	4	then	then	ADV
easat-2307	85	5	combined	combine	VERB
easat-2307	85	6	to	to	PART
easat-2307	85	7	derive	derive	VERB
easat-2307	85	8	estimates	estimate	NOUN
easat-2307	85	9	and	and	CCONJ
easat-2307	85	10	draw	draw	VERB
easat-2307	85	11	inferences	inference	NOUN
easat-2307	85	12	that	that	PRON
easat-2307	85	13	account	account	VERB
easat-2307	85	14	for	for	ADP
easat-2307	85	15	the	the	DET
easat-2307	85	16	uncertainty	uncertainty	NOUN
easat-2307	85	17	introduced	introduce	VERB
easat-2307	85	18	by	by	ADP
easat-2307	85	19	the	the	DET
easat-2307	85	20	imputations	imputation	NOUN
easat-2307	85	21	[	[	X
easat-2307	85	22	10	10	NUM
easat-2307	85	23	]	]	PUNCT
easat-2307	85	24	.	.	PUNCT
easat-2307	86	1	this	this	DET
easat-2307	86	2	method	method	NOUN
easat-2307	86	3	is	be	AUX
easat-2307	86	4	considered	consider	VERB
easat-2307	86	5	superior	superior	ADJ
easat-2307	86	6	to	to	ADP
easat-2307	86	7	simpler	simple	ADJ
easat-2307	86	8	techniques	technique	NOUN
easat-2307	86	9	,	,	PUNCT
easat-2307	86	10	like	like	ADP
easat-2307	86	11	mean	mean	NOUN
easat-2307	86	12	substitution	substitution	NOUN
easat-2307	86	13	,	,	PUNCT
easat-2307	86	14	due	due	ADP
easat-2307	86	15	to	to	ADP
easat-2307	86	16	its	its	PRON
easat-2307	86	17	ability	ability	NOUN
easat-2307	86	18	to	to	PART
easat-2307	86	19	maintain	maintain	VERB
easat-2307	86	20	the	the	DET
easat-2307	86	21	relationships	relationship	NOUN
easat-2307	86	22	between	between	ADP
easat-2307	86	23	variables	variable	NOUN
easat-2307	86	24	and	and	CCONJ
easat-2307	86	25	take	take	VERB
easat-2307	86	26	into	into	ADP
easat-2307	86	27	account	account	NOUN
easat-2307	86	28	the	the	DET
easat-2307	86	29	variability	variability	NOUN
easat-2307	86	30	in	in	ADP
easat-2307	86	31	the	the	DET
easat-2307	86	32	missing	miss	VERB
easat-2307	86	33	data	datum	NOUN
easat-2307	86	34	.	.	PUNCT
easat-2307	87	1	this	this	DET
easat-2307	87	2	study	study	NOUN
easat-2307	87	3	involved	involve	VERB
easat-2307	87	4	a	a	DET
easat-2307	87	5	series	series	NOUN
easat-2307	87	6	of	of	ADP
easat-2307	87	7	steps	step	NOUN
easat-2307	87	8	for	for	ADP
easat-2307	87	9	the	the	DET
easat-2307	87	10	imputation	imputation	NOUN
easat-2307	87	11	process	process	NOUN
easat-2307	87	12	:	:	PUNCT
easat-2307	87	13	1673	1673	NUM
easat-2307	87	14	edelweiss	edelweiss	PROPN
easat-2307	87	15	applied	apply	VERB
easat-2307	87	16	science	science	NOUN
easat-2307	87	17	and	and	CCONJ
easat-2307	87	18	technology	technology	NOUN
easat-2307	87	19	issn	issn	PROPN
easat-2307	87	20	:	:	PUNCT
easat-2307	87	21	2576	2576	NUM
easat-2307	87	22	-	-	SYM
easat-2307	87	23	8484	8484	NUM
easat-2307	87	24	vol	vol	NOUN
easat-2307	87	25	.	.	PROPN
easat-2307	87	26	8	8	NUM
easat-2307	87	27	,	,	PUNCT
easat-2307	87	28	no	no	INTJ
easat-2307	87	29	.	.	NOUN
easat-2307	88	1	6	6	NUM
easat-2307	88	2	:	:	SYM
easat-2307	88	3	1670	1670	NUM
easat-2307	88	4	-	-	SYM
easat-2307	88	5	1691	1691	NUM
easat-2307	88	6	,	,	PUNCT
easat-2307	88	7	2024	2024	NUM
easat-2307	88	8	doi	doi	NOUN
easat-2307	88	9	:	:	PUNCT
easat-2307	88	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	88	11	©	©	ADP
easat-2307	88	12	2024	2024	NUM
easat-2307	88	13	by	by	ADP
easat-2307	88	14	the	the	DET
easat-2307	88	15	author	author	NOUN
easat-2307	88	16	;	;	PUNCT
easat-2307	88	17	licensee	licensee	PROPN
easat-2307	88	18	learning	learning	NOUN
easat-2307	88	19	gate	gate	NOUN
easat-2307	88	20	•	•	NOUN
easat-2307	88	21	identifying	identify	VERB
easat-2307	88	22	missing	miss	VERB
easat-2307	88	23	data	datum	NOUN
easat-2307	88	24	:	:	PUNCT
easat-2307	88	25	the	the	DET
easat-2307	88	26	researchers	researcher	NOUN
easat-2307	88	27	began	begin	VERB
easat-2307	88	28	by	by	ADP
easat-2307	88	29	scanning	scan	VERB
easat-2307	88	30	the	the	DET
easat-2307	88	31	dataset	dataset	NOUN
easat-2307	88	32	for	for	ADP
easat-2307	88	33	any	any	DET
easat-2307	88	34	missing	miss	VERB
easat-2307	88	35	values	value	NOUN
easat-2307	88	36	in	in	ADP
easat-2307	88	37	all	all	DET
easat-2307	88	38	variables	variable	NOUN
easat-2307	88	39	.	.	PUNCT
easat-2307	89	1	a	a	DET
easat-2307	89	2	calculation	calculation	NOUN
easat-2307	89	3	was	be	AUX
easat-2307	89	4	performed	perform	VERB
easat-2307	89	5	to	to	PART
easat-2307	89	6	determine	determine	VERB
easat-2307	89	7	the	the	DET
easat-2307	89	8	percentage	percentage	NOUN
easat-2307	89	9	of	of	ADP
easat-2307	89	10	missing	miss	VERB
easat-2307	89	11	data	datum	NOUN
easat-2307	89	12	for	for	ADP
easat-2307	89	13	each	each	DET
easat-2307	89	14	variable	variable	NOUN
easat-2307	89	15	.	.	PUNCT
easat-2307	90	1	variables	variable	NOUN
easat-2307	90	2	that	that	PRON
easat-2307	90	3	had	have	VERB
easat-2307	90	4	more	more	ADJ
easat-2307	90	5	than	than	ADP
easat-2307	90	6	20	20	NUM
easat-2307	90	7	%	%	NOUN
easat-2307	90	8	missing	miss	VERB
easat-2307	90	9	data	datum	NOUN
easat-2307	90	10	were	be	AUX
easat-2307	90	11	identified	identify	VERB
easat-2307	90	12	as	as	ADP
easat-2307	90	13	potential	potential	ADJ
easat-2307	90	14	candidates	candidate	NOUN
easat-2307	90	15	for	for	ADP
easat-2307	90	16	exclusion	exclusion	NOUN
easat-2307	90	17	.	.	PUNCT
easat-2307	91	1	this	this	PRON
easat-2307	91	2	is	be	AUX
easat-2307	91	3	because	because	SCONJ
easat-2307	91	4	having	have	VERB
easat-2307	91	5	a	a	DET
easat-2307	91	6	high	high	ADJ
easat-2307	91	7	amount	amount	NOUN
easat-2307	91	8	of	of	ADP
easat-2307	91	9	missing	miss	VERB
easat-2307	91	10	data	datum	NOUN
easat-2307	91	11	can	can	AUX
easat-2307	91	12	undermine	undermine	VERB
easat-2307	91	13	the	the	DET
easat-2307	91	14	accuracy	accuracy	NOUN
easat-2307	91	15	of	of	ADP
easat-2307	91	16	the	the	DET
easat-2307	91	17	imputed	impute	VERB
easat-2307	91	18	values	value	NOUN
easat-2307	91	19	.	.	PUNCT
easat-2307	92	1	•	•	NUM
easat-2307	92	2	imputation	imputation	NOUN
easat-2307	92	3	:	:	PUNCT
easat-2307	92	4	in	in	ADP
easat-2307	92	5	order	order	NOUN
easat-2307	92	6	to	to	PART
easat-2307	92	7	address	address	VERB
easat-2307	92	8	missing	missing	ADJ
easat-2307	92	9	data	datum	NOUN
easat-2307	92	10	,	,	PUNCT
easat-2307	92	11	we	we	PRON
easat-2307	92	12	utilized	utilize	VERB
easat-2307	92	13	multiple	multiple	ADJ
easat-2307	92	14	imputation	imputation	NOUN
easat-2307	92	15	through	through	ADP
easat-2307	92	16	the	the	DET
easat-2307	92	17	markov	markov	NOUN
easat-2307	92	18	chain	chain	NOUN
easat-2307	92	19	monte	monte	PROPN
easat-2307	92	20	carlo	carlo	PROPN
easat-2307	92	21	(	(	PUNCT
easat-2307	92	22	mcmc	mcmc	PROPN
easat-2307	92	23	)	)	PUNCT
easat-2307	92	24	method	method	NOUN
easat-2307	92	25	.	.	PUNCT
easat-2307	93	1	this	this	DET
easat-2307	93	2	approach	approach	NOUN
easat-2307	93	3	assumes	assume	VERB
easat-2307	93	4	that	that	SCONJ
easat-2307	93	5	the	the	DET
easat-2307	93	6	missing	miss	VERB
easat-2307	93	7	data	datum	NOUN
easat-2307	93	8	is	be	AUX
easat-2307	93	9	random	random	ADJ
easat-2307	93	10	(	(	PUNCT
easat-2307	93	11	mar	mar	PROPN
easat-2307	93	12	)	)	PUNCT
easat-2307	93	13	and	and	CCONJ
easat-2307	93	14	was	be	AUX
easat-2307	93	15	applied	apply	VERB
easat-2307	93	16	to	to	ADP
easat-2307	93	17	variables	variable	NOUN
easat-2307	93	18	with	with	ADP
easat-2307	93	19	less	less	ADJ
easat-2307	93	20	than	than	ADP
easat-2307	93	21	20	20	NUM
easat-2307	93	22	%	%	NOUN
easat-2307	93	23	missing	miss	VERB
easat-2307	93	24	data	datum	NOUN
easat-2307	93	25	.	.	PUNCT
easat-2307	94	1	this	this	DET
easat-2307	94	2	method	method	NOUN
easat-2307	94	3	proves	prove	VERB
easat-2307	94	4	to	to	PART
easat-2307	94	5	be	be	AUX
easat-2307	94	6	highly	highly	ADV
easat-2307	94	7	valuable	valuable	ADJ
easat-2307	94	8	when	when	SCONJ
easat-2307	94	9	dealing	deal	VERB
easat-2307	94	10	with	with	ADP
easat-2307	94	11	intricate	intricate	ADJ
easat-2307	94	12	datasets	dataset	NOUN
easat-2307	94	13	that	that	PRON
easat-2307	94	14	exhibit	exhibit	VERB
easat-2307	94	15	non	non	ADJ
easat-2307	94	16	-	-	ADJ
easat-2307	94	17	monotone	monotone	ADJ
easat-2307	94	18	missing	miss	VERB
easat-2307	94	19	data	datum	NOUN
easat-2307	94	20	patterns	pattern	NOUN
easat-2307	94	21	[	[	X
easat-2307	94	22	11	11	NUM
easat-2307	94	23	]	]	PUNCT
easat-2307	94	24	.	.	PUNCT
easat-2307	95	1	•	•	NUM
easat-2307	95	2	validation	validation	NOUN
easat-2307	95	3	was	be	AUX
easat-2307	95	4	conducted	conduct	VERB
easat-2307	95	5	by	by	ADP
easat-2307	95	6	comparing	compare	VERB
easat-2307	95	7	the	the	DET
easat-2307	95	8	datasets	dataset	NOUN
easat-2307	95	9	after	after	ADP
easat-2307	95	10	imputation	imputation	NOUN
easat-2307	95	11	to	to	PART
easat-2307	95	12	assess	assess	VERB
easat-2307	95	13	consistency	consistency	NOUN
easat-2307	95	14	across	across	ADP
easat-2307	95	15	imputations	imputation	NOUN
easat-2307	95	16	.	.	PUNCT
easat-2307	96	1	we	we	PRON
easat-2307	96	2	examined	examine	VERB
easat-2307	96	3	summary	summary	NOUN
easat-2307	96	4	statistics	statistic	NOUN
easat-2307	96	5	,	,	PUNCT
easat-2307	96	6	such	such	ADJ
easat-2307	96	7	as	as	ADP
easat-2307	96	8	means	mean	NOUN
easat-2307	96	9	,	,	PUNCT
easat-2307	96	10	variances	variance	NOUN
easat-2307	96	11	,	,	PUNCT
easat-2307	96	12	and	and	CCONJ
easat-2307	96	13	correlations	correlation	NOUN
easat-2307	96	14	,	,	PUNCT
easat-2307	96	15	to	to	PART
easat-2307	96	16	verify	verify	VERB
easat-2307	96	17	the	the	DET
easat-2307	96	18	reasonableness	reasonableness	NOUN
easat-2307	96	19	of	of	ADP
easat-2307	96	20	the	the	DET
easat-2307	96	21	imputed	impute	VERB
easat-2307	96	22	values	value	NOUN
easat-2307	96	23	and	and	CCONJ
easat-2307	96	24	to	to	PART
easat-2307	96	25	ensure	ensure	VERB
easat-2307	96	26	that	that	SCONJ
easat-2307	96	27	they	they	PRON
easat-2307	96	28	did	do	AUX
easat-2307	96	29	not	not	PART
easat-2307	96	30	introduce	introduce	VERB
easat-2307	96	31	any	any	DET
easat-2307	96	32	new	new	ADJ
easat-2307	96	33	biases	bias	NOUN
easat-2307	96	34	.	.	PUNCT
easat-2307	97	1	the	the	DET
easat-2307	97	2	study	study	NOUN
easat-2307	97	3	demonstrates	demonstrate	VERB
easat-2307	97	4	that	that	SCONJ
easat-2307	97	5	utilizing	utilize	VERB
easat-2307	97	6	multiple	multiple	ADJ
easat-2307	97	7	imputation	imputation	NOUN
easat-2307	97	8	through	through	ADP
easat-2307	97	9	the	the	DET
easat-2307	97	10	markov	markov	NOUN
easat-2307	97	11	chain	chain	NOUN
easat-2307	97	12	monte	monte	PROPN
easat-2307	97	13	carlo	carlo	PROPN
easat-2307	97	14	method	method	PROPN
easat-2307	97	15	effectively	effectively	ADV
easat-2307	97	16	addresses	address	VERB
easat-2307	97	17	missing	miss	VERB
easat-2307	97	18	data	datum	NOUN
easat-2307	97	19	in	in	ADP
easat-2307	97	20	large	large	ADJ
easat-2307	97	21	-	-	PUNCT
easat-2307	97	22	scale	scale	NOUN
easat-2307	97	23	socio	socio	NOUN
easat-2307	97	24	-	-	PUNCT
easat-2307	97	25	demographic	demographic	ADJ
easat-2307	97	26	studies	study	NOUN
easat-2307	97	27	,	,	PUNCT
easat-2307	97	28	ensuring	ensure	VERB
easat-2307	97	29	the	the	DET
easat-2307	97	30	preservation	preservation	NOUN
easat-2307	97	31	of	of	ADP
easat-2307	97	32	variable	variable	ADJ
easat-2307	97	33	relationships	relationship	NOUN
easat-2307	97	34	and	and	CCONJ
easat-2307	97	35	the	the	DET
easat-2307	97	36	integrity	integrity	NOUN
easat-2307	97	37	of	of	ADP
easat-2307	97	38	statistical	statistical	ADJ
easat-2307	97	39	inferences	inference	NOUN
easat-2307	97	40	despite	despite	SCONJ
easat-2307	97	41	the	the	DET
easat-2307	97	42	presence	presence	NOUN
easat-2307	97	43	of	of	ADP
easat-2307	97	44	incomplete	incomplete	ADJ
easat-2307	97	45	data	datum	NOUN
easat-2307	97	46	.	.	PUNCT
easat-2307	98	1	2.2	2.2	NUM
easat-2307	98	2	.	.	PUNCT
easat-2307	99	1	normalization	normalization	NOUN
easat-2307	99	2	normalization	normalization	NOUN
easat-2307	99	3	is	be	AUX
easat-2307	99	4	an	an	DET
easat-2307	99	5	important	important	ADJ
easat-2307	99	6	preprocessing	preprocessing	NOUN
easat-2307	99	7	step	step	NOUN
easat-2307	99	8	that	that	PRON
easat-2307	99	9	is	be	AUX
easat-2307	99	10	necessary	necessary	ADJ
easat-2307	99	11	to	to	PART
easat-2307	99	12	ensure	ensure	VERB
easat-2307	99	13	that	that	SCONJ
easat-2307	99	14	variables	variable	NOUN
easat-2307	99	15	are	be	AUX
easat-2307	99	16	comparable	comparable	ADJ
easat-2307	99	17	.	.	PUNCT
easat-2307	100	1	this	this	PRON
easat-2307	100	2	is	be	AUX
easat-2307	100	3	particularly	particularly	ADV
easat-2307	100	4	crucial	crucial	ADJ
easat-2307	100	5	when	when	SCONJ
easat-2307	100	6	utilizing	utilize	VERB
easat-2307	100	7	techniques	technique	NOUN
easat-2307	100	8	such	such	ADJ
easat-2307	100	9	as	as	ADP
easat-2307	100	10	pca	pca	PROPN
easat-2307	100	11	and	and	CCONJ
easat-2307	100	12	fa	fa	PROPN
easat-2307	100	13	,	,	PUNCT
easat-2307	100	14	which	which	PRON
easat-2307	100	15	are	be	AUX
easat-2307	100	16	sensitive	sensitive	ADJ
easat-2307	100	17	to	to	ADP
easat-2307	100	18	the	the	DET
easat-2307	100	19	relative	relative	ADJ
easat-2307	100	20	scales	scale	NOUN
easat-2307	100	21	of	of	ADP
easat-2307	100	22	the	the	DET
easat-2307	100	23	input	input	NOUN
easat-2307	100	24	data	datum	NOUN
easat-2307	100	25	.	.	PUNCT
easat-2307	101	1	the	the	DET
easat-2307	101	2	study	study	NOUN
easat-2307	101	3	involved	involve	VERB
easat-2307	101	4	normalizing	normalize	VERB
easat-2307	101	5	each	each	DET
easat-2307	101	6	variable	variable	NOUN
easat-2307	101	7	by	by	ADP
easat-2307	101	8	subtracting	subtract	VERB
easat-2307	101	9	the	the	DET
easat-2307	101	10	mean	mean	NOUN
easat-2307	101	11	and	and	CCONJ
easat-2307	101	12	dividing	dividing	NOUN
easat-2307	101	13	by	by	ADP
easat-2307	101	14	the	the	DET
easat-2307	101	15	standard	standard	ADJ
easat-2307	101	16	deviation	deviation	NOUN
easat-2307	101	17	,	,	PUNCT
easat-2307	101	18	which	which	PRON
easat-2307	101	19	transformed	transform	VERB
easat-2307	101	20	the	the	DET
easat-2307	101	21	data	datum	NOUN
easat-2307	101	22	into	into	ADP
easat-2307	101	23	z	z	NOUN
easat-2307	101	24	-	-	PUNCT
easat-2307	101	25	scores	score	NOUN
easat-2307	101	26	.	.	PUNCT
easat-2307	102	1	the	the	DET
easat-2307	102	2	data	datum	NOUN
easat-2307	102	3	is	be	AUX
easat-2307	102	4	centered	center	VERB
easat-2307	102	5	around	around	ADP
easat-2307	102	6	zero	zero	NUM
easat-2307	102	7	and	and	CCONJ
easat-2307	102	8	has	have	VERB
easat-2307	102	9	a	a	DET
easat-2307	102	10	standard	standard	ADJ
easat-2307	102	11	deviation	deviation	NOUN
easat-2307	102	12	of	of	ADP
easat-2307	102	13	one	one	NUM
easat-2307	102	14	in	in	ADP
easat-2307	102	15	order	order	NOUN
easat-2307	102	16	to	to	PART
easat-2307	102	17	prevent	prevent	VERB
easat-2307	102	18	variables	variable	NOUN
easat-2307	102	19	with	with	ADP
easat-2307	102	20	larger	large	ADJ
easat-2307	102	21	ranges	range	NOUN
easat-2307	102	22	from	from	ADP
easat-2307	102	23	overpowering	overpower	VERB
easat-2307	102	24	the	the	DET
easat-2307	102	25	analysis	analysis	NOUN
easat-2307	102	26	.	.	PUNCT
easat-2307	103	1	[	[	X
easat-2307	103	2	12	12	NUM
easat-2307	103	3	]	]	PUNCT
easat-2307	103	4	.	.	PUNCT
easat-2307	104	1	the	the	DET
easat-2307	104	2	specific	specific	ADJ
easat-2307	104	3	steps	step	NOUN
easat-2307	104	4	taken	take	VERB
easat-2307	104	5	for	for	ADP
easat-2307	104	6	normalization	normalization	NOUN
easat-2307	104	7	include	include	VERB
easat-2307	104	8	:	:	PUNCT
easat-2307	104	9	•	•	NUM
easat-2307	104	10	calculation	calculation	NOUN
easat-2307	104	11	of	of	ADP
easat-2307	104	12	mean	mean	ADJ
easat-2307	104	13	and	and	CCONJ
easat-2307	104	14	standard	standard	ADJ
easat-2307	104	15	deviation	deviation	NOUN
easat-2307	104	16	:	:	PUNCT
easat-2307	104	17	for	for	ADP
easat-2307	104	18	each	each	DET
easat-2307	104	19	variable	variable	NOUN
easat-2307	104	20	,	,	PUNCT
easat-2307	104	21	the	the	DET
easat-2307	104	22	mean	mean	ADJ
easat-2307	104	23	and	and	CCONJ
easat-2307	104	24	standard	standard	ADJ
easat-2307	104	25	deviation	deviation	NOUN
easat-2307	104	26	were	be	AUX
easat-2307	104	27	calculated	calculate	VERB
easat-2307	104	28	.	.	PUNCT
easat-2307	105	1	these	these	DET
easat-2307	105	2	statistics	statistic	NOUN
easat-2307	105	3	were	be	AUX
easat-2307	105	4	then	then	ADV
easat-2307	105	5	used	use	VERB
easat-2307	105	6	to	to	PART
easat-2307	105	7	standardize	standardize	VERB
easat-2307	105	8	the	the	DET
easat-2307	105	9	variable	variable	NOUN
easat-2307	105	10	.	.	PUNCT
easat-2307	106	1	•	•	NUM
easat-2307	106	2	transformation	transformation	NOUN
easat-2307	106	3	to	to	ADP
easat-2307	106	4	z	z	NOUN
easat-2307	106	5	-	-	PUNCT
easat-2307	106	6	scores	score	NOUN
easat-2307	106	7	:	:	PUNCT
easat-2307	106	8	each	each	DET
easat-2307	106	9	data	datum	NOUN
easat-2307	106	10	point	point	NOUN
easat-2307	106	11	was	be	AUX
easat-2307	106	12	transformed	transform	VERB
easat-2307	106	13	using	use	VERB
easat-2307	106	14	the	the	DET
easat-2307	106	15	formula	formula	NOUN
easat-2307	106	16	𝑍	𝑍	NOUN
easat-2307	106	17	=	=	SYM
easat-2307	106	18	𝑋−𝜇	𝑋−𝜇	X
easat-2307	106	19	𝜎	𝜎	PROPN
easat-2307	106	20	,	,	PUNCT
easat-2307	106	21	where	where	SCONJ
easat-2307	106	22	𝑋	𝑋	PROPN
easat-2307	106	23	is	be	AUX
easat-2307	106	24	the	the	DET
easat-2307	106	25	original	original	ADJ
easat-2307	106	26	value	value	NOUN
easat-2307	106	27	,	,	PUNCT
easat-2307	106	28	𝜇	𝜇	X
easat-2307	106	29	is	be	AUX
easat-2307	106	30	the	the	DET
easat-2307	106	31	mean	mean	NOUN
easat-2307	106	32	,	,	PUNCT
easat-2307	106	33	and	and	CCONJ
easat-2307	106	34	𝜎	𝜎	PROPN
easat-2307	106	35	is	be	AUX
easat-2307	106	36	the	the	DET
easat-2307	106	37	standard	standard	ADJ
easat-2307	106	38	deviation	deviation	NOUN
easat-2307	106	39	.	.	PUNCT
easat-2307	107	1	this	this	DET
easat-2307	107	2	transformation	transformation	NOUN
easat-2307	107	3	ensures	ensure	VERB
easat-2307	107	4	that	that	SCONJ
easat-2307	107	5	all	all	DET
easat-2307	107	6	variables	variable	NOUN
easat-2307	107	7	contribute	contribute	VERB
easat-2307	107	8	equally	equally	ADV
easat-2307	107	9	to	to	ADP
easat-2307	107	10	the	the	DET
easat-2307	107	11	analysis	analysis	NOUN
easat-2307	107	12	.	.	PUNCT
easat-2307	108	1	normalization	normalization	NOUN
easat-2307	108	2	is	be	AUX
easat-2307	108	3	particularly	particularly	ADV
easat-2307	108	4	important	important	ADJ
easat-2307	108	5	in	in	ADP
easat-2307	108	6	regression	regression	NOUN
easat-2307	108	7	analysis	analysis	NOUN
easat-2307	108	8	,	,	PUNCT
easat-2307	108	9	as	as	SCONJ
easat-2307	108	10	it	it	PRON
easat-2307	108	11	helps	help	VERB
easat-2307	108	12	in	in	ADP
easat-2307	108	13	achieving	achieve	VERB
easat-2307	108	14	better	well	ADJ
easat-2307	108	15	model	model	NOUN
easat-2307	108	16	convergence	convergence	NOUN
easat-2307	108	17	and	and	CCONJ
easat-2307	108	18	stability	stability	NOUN
easat-2307	108	19	,	,	PUNCT
easat-2307	108	20	especially	especially	ADV
easat-2307	108	21	when	when	SCONJ
easat-2307	108	22	variables	variable	NOUN
easat-2307	108	23	are	be	AUX
easat-2307	108	24	measured	measure	VERB
easat-2307	108	25	on	on	ADP
easat-2307	108	26	different	different	ADJ
easat-2307	108	27	scales	scale	NOUN
easat-2307	108	28	[	[	X
easat-2307	108	29	10	10	NUM
easat-2307	108	30	]	]	PUNCT
easat-2307	108	31	.	.	PUNCT
easat-2307	109	1	2.3	2.3	NUM
easat-2307	109	2	.	.	PUNCT
easat-2307	110	1	multicollinearity	multicollinearity	NOUN
easat-2307	110	2	check	check	NOUN
easat-2307	110	3	unreliable	unreliable	ADJ
easat-2307	110	4	estimates	estimate	NOUN
easat-2307	110	5	of	of	ADP
easat-2307	110	6	regression	regression	NOUN
easat-2307	110	7	coefficients	coefficient	NOUN
easat-2307	110	8	can	can	AUX
easat-2307	110	9	arise	arise	VERB
easat-2307	110	10	when	when	SCONJ
easat-2307	110	11	there	there	PRON
easat-2307	110	12	is	be	VERB
easat-2307	110	13	a	a	DET
easat-2307	110	14	high	high	ADJ
easat-2307	110	15	correlation	correlation	NOUN
easat-2307	110	16	among	among	ADP
easat-2307	110	17	predictor	predictor	NOUN
easat-2307	110	18	variables	variable	NOUN
easat-2307	110	19	in	in	ADP
easat-2307	110	20	a	a	DET
easat-2307	110	21	regression	regression	NOUN
easat-2307	110	22	model	model	NOUN
easat-2307	110	23	,	,	PUNCT
easat-2307	110	24	which	which	PRON
easat-2307	110	25	is	be	AUX
easat-2307	110	26	known	know	VERB
easat-2307	110	27	as	as	ADP
easat-2307	110	28	multicollinearity	multicollinearity	NOUN
easat-2307	110	29	.	.	PUNCT
easat-2307	111	1	prior	prior	ADV
easat-2307	111	2	to	to	ADP
easat-2307	111	3	applying	apply	VERB
easat-2307	111	4	pca	pca	PROPN
easat-2307	111	5	and	and	CCONJ
easat-2307	111	6	fa	fa	PROPN
easat-2307	111	7	,	,	PUNCT
easat-2307	111	8	the	the	DET
easat-2307	111	9	dataset	dataset	NOUN
easat-2307	111	10	underwent	undergo	VERB
easat-2307	111	11	a	a	DET
easat-2307	111	12	thorough	thorough	ADJ
easat-2307	111	13	examination	examination	NOUN
easat-2307	111	14	for	for	ADP
easat-2307	111	15	multicollinearity	multicollinearity	NOUN
easat-2307	111	16	through	through	ADP
easat-2307	111	17	the	the	DET
easat-2307	111	18	utilization	utilization	NOUN
easat-2307	111	19	of	of	ADP
easat-2307	111	20	the	the	DET
easat-2307	111	21	variance	variance	NOUN
easat-2307	111	22	inflation	inflation	NOUN
easat-2307	111	23	factor	factor	NOUN
easat-2307	111	24	(	(	PUNCT
easat-2307	111	25	vif	vif	PROPN
easat-2307	111	26	)	)	PUNCT
easat-2307	111	27	.	.	PUNCT
easat-2307	112	1	the	the	DET
easat-2307	112	2	extent	extent	NOUN
easat-2307	112	3	to	to	PART
easat-2307	112	4	which	which	PRON
easat-2307	112	5	collinearity	collinearity	NOUN
easat-2307	112	6	increases	increase	VERB
easat-2307	112	7	the	the	DET
easat-2307	112	8	variance	variance	NOUN
easat-2307	112	9	of	of	ADP
easat-2307	112	10	an	an	DET
easat-2307	112	11	estimated	estimate	VERB
easat-2307	112	12	regression	regression	NOUN
easat-2307	112	13	coefficient	coefficient	NOUN
easat-2307	112	14	can	can	AUX
easat-2307	112	15	be	be	AUX
easat-2307	112	16	quantified	quantify	VERB
easat-2307	112	17	by	by	ADP
easat-2307	112	18	vif	vif	PROPN
easat-2307	112	19	.	.	PROPN
easat-2307	112	20	•	•	NUM
easat-2307	113	1	the	the	DET
easat-2307	113	2	vif	vif	NOUN
easat-2307	113	3	was	be	AUX
easat-2307	113	4	calculated	calculate	VERB
easat-2307	113	5	for	for	ADP
easat-2307	113	6	each	each	DET
easat-2307	113	7	predictor	predictor	NOUN
easat-2307	113	8	variable	variable	NOUN
easat-2307	113	9	.	.	PUNCT
easat-2307	114	1	variables	variable	NOUN
easat-2307	114	2	that	that	PRON
easat-2307	114	3	had	have	VERB
easat-2307	114	4	vif	vif	NOUN
easat-2307	114	5	values	value	NOUN
easat-2307	114	6	exceeding	exceed	VERB
easat-2307	114	7	10	10	NUM
easat-2307	114	8	were	be	AUX
easat-2307	114	9	identified	identify	VERB
easat-2307	114	10	as	as	ADP
easat-2307	114	11	having	have	VERB
easat-2307	114	12	high	high	ADJ
easat-2307	114	13	collinearity	collinearity	NOUN
easat-2307	114	14	and	and	CCONJ
easat-2307	114	15	were	be	AUX
easat-2307	114	16	marked	mark	VERB
easat-2307	114	17	for	for	ADP
easat-2307	114	18	additional	additional	ADJ
easat-2307	114	19	investigation	investigation	NOUN
easat-2307	114	20	[	[	X
easat-2307	114	21	13	13	NUM
easat-2307	114	22	]	]	PUNCT
easat-2307	114	23	.	.	PUNCT
easat-2307	115	1	•	•	NOUN
easat-2307	115	2	in	in	ADP
easat-2307	115	3	order	order	NOUN
easat-2307	115	4	to	to	PART
easat-2307	115	5	address	address	VERB
easat-2307	115	6	the	the	DET
easat-2307	115	7	issue	issue	NOUN
easat-2307	115	8	of	of	ADP
easat-2307	115	9	multicollinearity	multicollinearity	NOUN
easat-2307	115	10	,	,	PUNCT
easat-2307	115	11	we	we	PRON
easat-2307	115	12	took	take	VERB
easat-2307	115	13	measures	measure	NOUN
easat-2307	115	14	to	to	PART
easat-2307	115	15	either	either	CCONJ
easat-2307	115	16	transform	transform	VERB
easat-2307	115	17	or	or	CCONJ
easat-2307	115	18	combine	combine	VERB
easat-2307	115	19	variables	variable	NOUN
easat-2307	115	20	with	with	ADP
easat-2307	115	21	high	high	ADJ
easat-2307	115	22	vif	vif	NOUN
easat-2307	115	23	values	value	NOUN
easat-2307	115	24	.	.	PUNCT
easat-2307	116	1	an	an	DET
easat-2307	116	2	example	example	NOUN
easat-2307	116	3	of	of	ADP
easat-2307	116	4	the	the	DET
easat-2307	116	5	application	application	NOUN
easat-2307	116	6	of	of	ADP
easat-2307	116	7	pca	pca	PROPN
easat-2307	116	8	was	be	AUX
easat-2307	116	9	the	the	DET
easat-2307	116	10	creation	creation	NOUN
easat-2307	116	11	of	of	ADP
easat-2307	116	12	uncorrelated	uncorrelated	ADJ
easat-2307	116	13	principal	principal	ADJ
easat-2307	116	14	components	component	NOUN
easat-2307	116	15	,	,	PUNCT
easat-2307	116	16	which	which	PRON
easat-2307	116	17	effectively	effectively	ADV
easat-2307	116	18	reduced	reduce	VERB
easat-2307	116	19	the	the	DET
easat-2307	116	20	multicollinearity	multicollinearity	NOUN
easat-2307	116	21	in	in	ADP
easat-2307	116	22	the	the	DET
easat-2307	116	23	dataset	dataset	NOUN
easat-2307	116	24	.	.	PUNCT
easat-2307	117	1	1674	1674	NUM
easat-2307	117	2	edelweiss	edelweiss	PROPN
easat-2307	117	3	applied	apply	VERB
easat-2307	117	4	science	science	NOUN
easat-2307	117	5	and	and	CCONJ
easat-2307	117	6	technology	technology	NOUN
easat-2307	117	7	issn	issn	PROPN
easat-2307	117	8	:	:	PUNCT
easat-2307	117	9	2576	2576	NUM
easat-2307	117	10	-	-	SYM
easat-2307	117	11	8484	8484	NUM
easat-2307	117	12	vol	vol	NOUN
easat-2307	117	13	.	.	PROPN
easat-2307	117	14	8	8	NUM
easat-2307	117	15	,	,	PUNCT
easat-2307	117	16	no	no	INTJ
easat-2307	117	17	.	.	NOUN
easat-2307	118	1	6	6	NUM
easat-2307	118	2	:	:	SYM
easat-2307	118	3	1670	1670	NUM
easat-2307	118	4	-	-	SYM
easat-2307	118	5	1691	1691	NUM
easat-2307	118	6	,	,	PUNCT
easat-2307	118	7	2024	2024	NUM
easat-2307	118	8	doi	doi	NOUN
easat-2307	118	9	:	:	PUNCT
easat-2307	118	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	118	11	©	©	ADP
easat-2307	118	12	2024	2024	NUM
easat-2307	118	13	by	by	ADP
easat-2307	118	14	the	the	DET
easat-2307	118	15	author	author	NOUN
easat-2307	118	16	;	;	PUNCT
easat-2307	118	17	licensee	licensee	PROPN
easat-2307	118	18	learning	learning	NOUN
easat-2307	118	19	gate	gate	NOUN
easat-2307	118	20	•	•	ADP
easat-2307	118	21	an	an	DET
easat-2307	118	22	assessment	assessment	NOUN
easat-2307	118	23	was	be	AUX
easat-2307	118	24	conducted	conduct	VERB
easat-2307	118	25	to	to	PART
easat-2307	118	26	evaluate	evaluate	VERB
easat-2307	118	27	the	the	DET
easat-2307	118	28	impact	impact	NOUN
easat-2307	118	29	of	of	ADP
easat-2307	118	30	multicollinearity	multicollinearity	NOUN
easat-2307	118	31	on	on	ADP
easat-2307	118	32	the	the	DET
easat-2307	118	33	regression	regression	NOUN
easat-2307	118	34	models	model	NOUN
easat-2307	118	35	.	.	PUNCT
easat-2307	119	1	the	the	DET
easat-2307	119	2	models	model	NOUN
easat-2307	119	3	were	be	AUX
easat-2307	119	4	compared	compare	VERB
easat-2307	119	5	before	before	ADP
easat-2307	119	6	and	and	CCONJ
easat-2307	119	7	after	after	ADP
easat-2307	119	8	the	the	DET
easat-2307	119	9	application	application	NOUN
easat-2307	119	10	of	of	ADP
easat-2307	119	11	pca	pca	PROPN
easat-2307	119	12	.	.	PUNCT
easat-2307	120	1	the	the	DET
easat-2307	120	2	effectiveness	effectiveness	NOUN
easat-2307	120	3	of	of	ADP
easat-2307	120	4	the	the	DET
easat-2307	120	5	steps	step	NOUN
easat-2307	120	6	taken	take	VERB
easat-2307	120	7	to	to	PART
easat-2307	120	8	mitigate	mitigate	VERB
easat-2307	120	9	multicollinearity	multicollinearity	NOUN
easat-2307	120	10	was	be	AUX
easat-2307	120	11	confirmed	confirm	VERB
easat-2307	120	12	through	through	ADP
easat-2307	120	13	this	this	DET
easat-2307	120	14	comparison	comparison	NOUN
easat-2307	120	15	.	.	PUNCT
easat-2307	121	1	by	by	ADP
easat-2307	121	2	implementing	implement	VERB
easat-2307	121	3	these	these	DET
easat-2307	121	4	preprocessing	preprocessing	NOUN
easat-2307	121	5	techniques	technique	NOUN
easat-2307	121	6	,	,	PUNCT
easat-2307	121	7	the	the	DET
easat-2307	121	8	data	datum	NOUN
easat-2307	121	9	was	be	AUX
easat-2307	121	10	effectively	effectively	ADV
easat-2307	121	11	prepared	prepare	VERB
easat-2307	121	12	for	for	ADP
easat-2307	121	13	further	further	ADJ
easat-2307	121	14	analysis	analysis	NOUN
easat-2307	121	15	,	,	PUNCT
easat-2307	121	16	resulting	result	VERB
easat-2307	121	17	in	in	ADP
easat-2307	121	18	more	more	ADV
easat-2307	121	19	dependable	dependable	ADJ
easat-2307	121	20	and	and	CCONJ
easat-2307	121	21	understandable	understandable	ADJ
easat-2307	121	22	outcomes	outcome	NOUN
easat-2307	121	23	from	from	ADP
easat-2307	121	24	the	the	DET
easat-2307	121	25	pca	pca	PROPN
easat-2307	121	26	and	and	CCONJ
easat-2307	121	27	fa	fa	PROPN
easat-2307	121	28	.	.	PUNCT
easat-2307	121	29	enhancing	enhance	VERB
easat-2307	121	30	the	the	DET
easat-2307	121	31	robustness	robustness	NOUN
easat-2307	121	32	of	of	ADP
easat-2307	121	33	statistical	statistical	ADJ
easat-2307	121	34	models	model	NOUN
easat-2307	121	35	and	and	CCONJ
easat-2307	121	36	improving	improve	VERB
easat-2307	121	37	their	their	PRON
easat-2307	121	38	predictive	predictive	ADJ
easat-2307	121	39	performance	performance	NOUN
easat-2307	121	40	and	and	CCONJ
easat-2307	121	41	generalizability	generalizability	NOUN
easat-2307	121	42	is	be	AUX
easat-2307	121	43	achieved	achieve	VERB
easat-2307	121	44	through	through	ADP
easat-2307	121	45	proper	proper	ADJ
easat-2307	121	46	data	datum	NOUN
easat-2307	121	47	preprocessing	preprocesse	VERB
easat-2307	121	48	[	[	X
easat-2307	121	49	14	14	NUM
easat-2307	121	50	]	]	SYM
easat-2307	121	51	.	.	PUNCT
easat-2307	122	1	2.4	2.4	NUM
easat-2307	122	2	.	.	PUNCT
easat-2307	122	3	principal	principal	ADJ
easat-2307	122	4	component	component	NOUN
easat-2307	122	5	analysis	analysis	NOUN
easat-2307	122	6	(	(	PUNCT
easat-2307	122	7	pca	pca	NOUN
easat-2307	122	8	)	)	PUNCT
easat-2307	122	9	a	a	DET
easat-2307	122	10	commonly	commonly	ADV
easat-2307	122	11	employed	employ	VERB
easat-2307	122	12	technique	technique	NOUN
easat-2307	122	13	in	in	ADP
easat-2307	122	14	multivariate	multivariate	NOUN
easat-2307	122	15	statistics	statistic	NOUN
easat-2307	122	16	is	be	AUX
easat-2307	122	17	principal	principal	ADJ
easat-2307	122	18	component	component	NOUN
easat-2307	122	19	analysis	analysis	NOUN
easat-2307	122	20	(	(	PUNCT
easat-2307	122	21	pca	pca	PROPN
easat-2307	122	22	)	)	PUNCT
easat-2307	122	23	,	,	PUNCT
easat-2307	122	24	which	which	PRON
easat-2307	122	25	involves	involve	VERB
easat-2307	122	26	transforming	transform	VERB
easat-2307	122	27	a	a	DET
easat-2307	122	28	group	group	NOUN
easat-2307	122	29	of	of	ADP
easat-2307	122	30	correlated	correlate	VERB
easat-2307	122	31	variables	variable	NOUN
easat-2307	122	32	into	into	ADP
easat-2307	122	33	a	a	DET
easat-2307	122	34	smaller	small	ADJ
easat-2307	122	35	set	set	NOUN
easat-2307	122	36	of	of	ADP
easat-2307	122	37	uncorrelated	uncorrelated	ADJ
easat-2307	122	38	components	component	NOUN
easat-2307	122	39	referred	refer	VERB
easat-2307	122	40	to	to	ADP
easat-2307	122	41	as	as	ADP
easat-2307	122	42	principal	principal	ADJ
easat-2307	122	43	components	component	NOUN
easat-2307	122	44	.	.	PUNCT
easat-2307	123	1	the	the	DET
easat-2307	123	2	maximum	maximum	ADJ
easat-2307	123	3	variance	variance	NOUN
easat-2307	123	4	in	in	ADP
easat-2307	123	5	the	the	DET
easat-2307	123	6	data	data	NOUN
easat-2307	123	7	is	be	AUX
easat-2307	123	8	captured	capture	VERB
easat-2307	123	9	by	by	ADP
easat-2307	123	10	these	these	DET
easat-2307	123	11	components	component	NOUN
easat-2307	123	12	,	,	PUNCT
easat-2307	123	13	effectively	effectively	ADV
easat-2307	123	14	reducing	reduce	VERB
easat-2307	123	15	the	the	DET
easat-2307	123	16	dimensionality	dimensionality	NOUN
easat-2307	123	17	of	of	ADP
easat-2307	123	18	the	the	DET
easat-2307	123	19	dataset	dataset	NOUN
easat-2307	123	20	.	.	PUNCT
easat-2307	124	1	this	this	PRON
easat-2307	124	2	makes	make	VERB
easat-2307	124	3	pca	pca	PROPN
easat-2307	124	4	a	a	DET
easat-2307	124	5	valuable	valuable	ADJ
easat-2307	124	6	tool	tool	NOUN
easat-2307	124	7	for	for	ADP
easat-2307	124	8	addressing	address	VERB
easat-2307	124	9	concerns	concern	NOUN
easat-2307	124	10	like	like	ADP
easat-2307	124	11	multicollinearity	multicollinearity	NOUN
easat-2307	124	12	in	in	ADP
easat-2307	124	13	regression	regression	NOUN
easat-2307	124	14	models	model	NOUN
easat-2307	124	15	.	.	PUNCT
easat-2307	125	1	in	in	ADP
easat-2307	125	2	this	this	DET
easat-2307	125	3	section	section	NOUN
easat-2307	125	4	,	,	PUNCT
easat-2307	125	5	we	we	PRON
easat-2307	125	6	will	will	AUX
easat-2307	125	7	outline	outline	VERB
easat-2307	125	8	the	the	DET
easat-2307	125	9	detailed	detailed	ADJ
easat-2307	125	10	steps	step	NOUN
easat-2307	125	11	involved	involve	VERB
easat-2307	125	12	in	in	ADP
easat-2307	125	13	applying	apply	VERB
easat-2307	125	14	pca	pca	NOUN
easat-2307	125	15	in	in	ADP
easat-2307	125	16	this	this	DET
easat-2307	125	17	study	study	NOUN
easat-2307	125	18	,	,	PUNCT
easat-2307	125	19	with	with	ADP
easat-2307	125	20	support	support	NOUN
easat-2307	125	21	from	from	ADP
easat-2307	125	22	relevant	relevant	ADJ
easat-2307	125	23	literature	literature	NOUN
easat-2307	125	24	.	.	PUNCT
easat-2307	126	1	pca	pca	PROPN
easat-2307	126	2	is	be	AUX
easat-2307	126	3	commonly	commonly	ADV
easat-2307	126	4	employed	employ	VERB
easat-2307	126	5	to	to	PART
easat-2307	126	6	simplify	simplify	VERB
easat-2307	126	7	the	the	DET
easat-2307	126	8	complexity	complexity	NOUN
easat-2307	126	9	of	of	ADP
easat-2307	126	10	high	high	ADJ
easat-2307	126	11	-	-	PUNCT
easat-2307	126	12	dimensional	dimensional	ADJ
easat-2307	126	13	data	datum	NOUN
easat-2307	126	14	while	while	SCONJ
easat-2307	126	15	preserving	preserve	VERB
easat-2307	126	16	a	a	DET
easat-2307	126	17	significant	significant	ADJ
easat-2307	126	18	amount	amount	NOUN
easat-2307	126	19	of	of	ADP
easat-2307	126	20	information	information	NOUN
easat-2307	126	21	.	.	PUNCT
easat-2307	127	1	in	in	ADP
easat-2307	127	2	this	this	DET
easat-2307	127	3	method	method	NOUN
easat-2307	127	4	,	,	PUNCT
easat-2307	127	5	an	an	DET
easat-2307	127	6	orthogonal	orthogonal	ADJ
easat-2307	127	7	transformation	transformation	NOUN
easat-2307	127	8	is	be	AUX
easat-2307	127	9	used	use	VERB
easat-2307	127	10	to	to	PART
easat-2307	127	11	convert	convert	VERB
easat-2307	127	12	the	the	DET
easat-2307	127	13	original	original	ADJ
easat-2307	127	14	correlated	correlate	VERB
easat-2307	127	15	variables	variable	NOUN
easat-2307	127	16	into	into	ADP
easat-2307	127	17	a	a	DET
easat-2307	127	18	set	set	NOUN
easat-2307	127	19	of	of	ADP
easat-2307	127	20	linearly	linearly	ADV
easat-2307	127	21	uncorrelated	uncorrelated	ADJ
easat-2307	127	22	variables	variable	NOUN
easat-2307	127	23	,	,	PUNCT
easat-2307	127	24	known	know	VERB
easat-2307	127	25	as	as	ADP
easat-2307	127	26	the	the	DET
easat-2307	127	27	principal	principal	ADJ
easat-2307	127	28	components	component	NOUN
easat-2307	127	29	.	.	PUNCT
easat-2307	128	1	in	in	ADP
easat-2307	128	2	the	the	DET
easat-2307	128	3	dataset	dataset	NOUN
easat-2307	128	4	,	,	PUNCT
easat-2307	128	5	the	the	DET
easat-2307	128	6	first	first	ADJ
easat-2307	128	7	principal	principal	ADJ
easat-2307	128	8	component	component	NOUN
easat-2307	128	9	captures	capture	VERB
easat-2307	128	10	the	the	DET
easat-2307	128	11	highest	high	ADJ
easat-2307	128	12	amount	amount	NOUN
easat-2307	128	13	of	of	ADP
easat-2307	128	14	variance	variance	NOUN
easat-2307	128	15	,	,	PUNCT
easat-2307	128	16	followed	follow	VERB
easat-2307	128	17	by	by	ADP
easat-2307	128	18	each	each	DET
easat-2307	128	19	subsequent	subsequent	ADJ
easat-2307	128	20	component	component	NOUN
easat-2307	128	21	capturing	capture	VERB
easat-2307	128	22	the	the	DET
easat-2307	128	23	next	next	ADJ
easat-2307	128	24	highest	high	ADJ
easat-2307	128	25	variance	variance	NOUN
easat-2307	128	26	.	.	PUNCT
easat-2307	129	1	it	it	PRON
easat-2307	129	2	is	be	AUX
easat-2307	129	3	important	important	ADJ
easat-2307	129	4	to	to	PART
easat-2307	129	5	note	note	VERB
easat-2307	129	6	that	that	SCONJ
easat-2307	129	7	each	each	DET
easat-2307	129	8	component	component	NOUN
easat-2307	129	9	must	must	AUX
easat-2307	129	10	be	be	AUX
easat-2307	129	11	orthogonal	orthogonal	ADJ
easat-2307	129	12	to	to	ADP
easat-2307	129	13	the	the	DET
easat-2307	129	14	previous	previous	ADJ
easat-2307	129	15	ones	one	NOUN
easat-2307	129	16	[	[	X
easat-2307	129	17	15	15	NUM
easat-2307	129	18	]	]	PUNCT
easat-2307	129	19	.	.	PUNCT
easat-2307	130	1	pca	pca	PROPN
easat-2307	130	2	offers	offer	VERB
easat-2307	130	3	several	several	ADJ
easat-2307	130	4	advantages	advantage	NOUN
easat-2307	130	5	:	:	PUNCT
easat-2307	130	6	•	•	ADP
easat-2307	130	7	a	a	DET
easat-2307	130	8	reduction	reduction	NOUN
easat-2307	130	9	in	in	ADP
easat-2307	130	10	the	the	DET
easat-2307	130	11	number	number	NOUN
easat-2307	130	12	of	of	ADP
easat-2307	130	13	variables	variable	NOUN
easat-2307	130	14	in	in	ADP
easat-2307	130	15	the	the	DET
easat-2307	130	16	dataset	dataset	NOUN
easat-2307	130	17	can	can	AUX
easat-2307	130	18	be	be	AUX
easat-2307	130	19	achieved	achieve	VERB
easat-2307	130	20	through	through	ADP
easat-2307	130	21	pca	pca	PROPN
easat-2307	130	22	,	,	PUNCT
easat-2307	130	23	while	while	SCONJ
easat-2307	130	24	still	still	ADV
easat-2307	130	25	retaining	retain	VERB
easat-2307	130	26	a	a	DET
easat-2307	130	27	substantial	substantial	ADJ
easat-2307	130	28	amount	amount	NOUN
easat-2307	130	29	of	of	ADP
easat-2307	130	30	information	information	NOUN
easat-2307	130	31	.	.	PUNCT
easat-2307	131	1	simplifying	simplify	VERB
easat-2307	131	2	the	the	DET
easat-2307	131	3	models	model	NOUN
easat-2307	131	4	and	and	CCONJ
easat-2307	131	5	enhancing	enhance	VERB
easat-2307	131	6	computational	computational	ADJ
easat-2307	131	7	efficiency	efficiency	NOUN
easat-2307	131	8	is	be	AUX
easat-2307	131	9	achieved	achieve	VERB
easat-2307	131	10	through	through	ADP
easat-2307	131	11	this	this	DET
easat-2307	131	12	reduction	reduction	NOUN
easat-2307	131	13	.	.	PUNCT
easat-2307	132	1	•	•	NUM
easat-2307	132	2	the	the	DET
easat-2307	132	3	resolution	resolution	NOUN
easat-2307	132	4	of	of	ADP
easat-2307	132	5	multicollinearity	multicollinearity	NOUN
easat-2307	132	6	is	be	AUX
easat-2307	132	7	addressed	address	VERB
easat-2307	132	8	by	by	ADP
easat-2307	132	9	pca	pca	PROPN
easat-2307	132	10	,	,	PUNCT
easat-2307	132	11	which	which	PRON
easat-2307	132	12	transforms	transform	VERB
easat-2307	132	13	correlated	correlate	VERB
easat-2307	132	14	variables	variable	NOUN
easat-2307	132	15	into	into	ADP
easat-2307	132	16	uncorrelated	uncorrelated	ADJ
easat-2307	132	17	components	component	NOUN
easat-2307	132	18	.	.	PUNCT
easat-2307	133	1	this	this	DET
easat-2307	133	2	process	process	NOUN
easat-2307	133	3	enhances	enhance	VERB
easat-2307	133	4	the	the	DET
easat-2307	133	5	stability	stability	NOUN
easat-2307	133	6	and	and	CCONJ
easat-2307	133	7	interpretability	interpretability	NOUN
easat-2307	133	8	of	of	ADP
easat-2307	133	9	regression	regression	NOUN
easat-2307	133	10	models	model	NOUN
easat-2307	133	11	[	[	X
easat-2307	133	12	16	16	NUM
easat-2307	133	13	]	]	PUNCT
easat-2307	133	14	.	.	PUNCT
easat-2307	134	1	•	•	NUM
easat-2307	134	2	the	the	DET
easat-2307	134	3	visualization	visualization	NOUN
easat-2307	134	4	of	of	ADP
easat-2307	134	5	high	high	ADJ
easat-2307	134	6	-	-	PUNCT
easat-2307	134	7	dimensional	dimensional	ADJ
easat-2307	134	8	data	datum	NOUN
easat-2307	134	9	in	in	ADP
easat-2307	134	10	a	a	DET
easat-2307	134	11	lower	lower	ADV
easat-2307	134	12	-	-	PUNCT
easat-2307	134	13	dimensional	dimensional	ADJ
easat-2307	134	14	space	space	NOUN
easat-2307	134	15	is	be	AUX
easat-2307	134	16	made	make	VERB
easat-2307	134	17	possible	possible	ADJ
easat-2307	134	18	by	by	ADP
easat-2307	134	19	pca	pca	PROPN
easat-2307	134	20	.	.	PUNCT
easat-2307	135	1	this	this	DET
easat-2307	135	2	technique	technique	NOUN
easat-2307	135	3	allows	allow	VERB
easat-2307	135	4	for	for	ADP
easat-2307	135	5	a	a	DET
easat-2307	135	6	clearer	clear	ADJ
easat-2307	135	7	understanding	understanding	NOUN
easat-2307	135	8	and	and	CCONJ
easat-2307	135	9	interpretation	interpretation	NOUN
easat-2307	135	10	of	of	ADP
easat-2307	135	11	the	the	DET
easat-2307	135	12	data	data	NOUN
easat-2307	135	13	structure	structure	NOUN
easat-2307	135	14	,	,	PUNCT
easat-2307	135	15	often	often	ADV
easat-2307	135	16	in	in	ADP
easat-2307	135	17	two	two	NUM
easat-2307	135	18	or	or	CCONJ
easat-2307	135	19	three	three	NUM
easat-2307	135	20	dimensions	dimension	NOUN
easat-2307	135	21	.	.	PUNCT
easat-2307	136	1	pca	pca	PROPN
easat-2307	136	2	effectively	effectively	ADV
easat-2307	136	3	reduces	reduce	VERB
easat-2307	136	4	the	the	DET
easat-2307	136	5	complexity	complexity	NOUN
easat-2307	136	6	of	of	ADP
easat-2307	136	7	high	high	ADJ
easat-2307	136	8	-	-	PUNCT
easat-2307	136	9	dimensional	dimensional	ADJ
easat-2307	136	10	data	datum	NOUN
easat-2307	136	11	by	by	ADP
easat-2307	136	12	transforming	transform	VERB
easat-2307	136	13	correlated	correlate	VERB
easat-2307	136	14	variables	variable	NOUN
easat-2307	136	15	into	into	ADP
easat-2307	136	16	uncorrelated	uncorrelated	ADJ
easat-2307	136	17	principal	principal	ADJ
easat-2307	136	18	components	component	NOUN
easat-2307	136	19	,	,	PUNCT
easat-2307	136	20	which	which	PRON
easat-2307	136	21	simplifies	simplifie	NOUN
easat-2307	136	22	models	model	NOUN
easat-2307	136	23	,	,	PUNCT
easat-2307	136	24	resolves	resolve	VERB
easat-2307	136	25	multicollinearity	multicollinearity	NOUN
easat-2307	136	26	,	,	PUNCT
easat-2307	136	27	and	and	CCONJ
easat-2307	136	28	enhances	enhance	VERB
easat-2307	136	29	both	both	PRON
easat-2307	136	30	computational	computational	ADJ
easat-2307	136	31	efficiency	efficiency	NOUN
easat-2307	136	32	and	and	CCONJ
easat-2307	136	33	data	datum	NOUN
easat-2307	136	34	visualization	visualization	NOUN
easat-2307	136	35	.	.	PUNCT
easat-2307	137	1	2.4.1	2.4.1	X
easat-2307	137	2	.	.	X
easat-2307	137	3	covariance	covariance	NOUN
easat-2307	137	4	matrix	matrix	NOUN
easat-2307	137	5	calculating	calculate	VERB
easat-2307	137	6	the	the	DET
easat-2307	137	7	covariance	covariance	NOUN
easat-2307	137	8	matrix	matrix	NOUN
easat-2307	137	9	of	of	ADP
easat-2307	137	10	the	the	DET
easat-2307	137	11	normalized	normalize	VERB
easat-2307	137	12	dataset	dataset	NOUN
easat-2307	137	13	is	be	AUX
easat-2307	137	14	the	the	DET
easat-2307	137	15	initial	initial	ADJ
easat-2307	137	16	step	step	NOUN
easat-2307	137	17	in	in	ADP
easat-2307	137	18	pca	pca	PROPN
easat-2307	137	19	.	.	PUNCT
easat-2307	138	1	insights	insight	NOUN
easat-2307	138	2	can	can	AUX
easat-2307	138	3	be	be	AUX
easat-2307	138	4	gained	gain	VERB
easat-2307	138	5	from	from	ADP
easat-2307	138	6	the	the	DET
easat-2307	138	7	covariance	covariance	NOUN
easat-2307	138	8	matrix	matrix	NOUN
easat-2307	138	9	regarding	regard	VERB
easat-2307	138	10	the	the	DET
easat-2307	138	11	variation	variation	NOUN
easat-2307	138	12	of	of	ADP
easat-2307	138	13	variables	variable	NOUN
easat-2307	138	14	in	in	ADP
easat-2307	138	15	the	the	DET
easat-2307	138	16	dataset	dataset	NOUN
easat-2307	138	17	.	.	PUNCT
easat-2307	139	1	a	a	DET
easat-2307	139	2	strong	strong	ADJ
easat-2307	139	3	relationship	relationship	NOUN
easat-2307	139	4	between	between	ADP
easat-2307	139	5	two	two	NUM
easat-2307	139	6	variables	variable	NOUN
easat-2307	139	7	is	be	AUX
easat-2307	139	8	indicated	indicate	VERB
easat-2307	139	9	by	by	ADP
easat-2307	139	10	a	a	DET
easat-2307	139	11	high	high	ADJ
easat-2307	139	12	covariance	covariance	NOUN
easat-2307	139	13	,	,	PUNCT
easat-2307	139	14	which	which	PRON
easat-2307	139	15	pca	pca	NOUN
easat-2307	139	16	aims	aim	VERB
easat-2307	139	17	to	to	PART
easat-2307	139	18	capture	capture	VERB
easat-2307	139	19	and	and	CCONJ
easat-2307	139	20	summarize	summarize	VERB
easat-2307	139	21	into	into	ADP
easat-2307	139	22	fewer	few	ADJ
easat-2307	139	23	components	component	NOUN
easat-2307	139	24	.	.	PUNCT
easat-2307	140	1	the	the	DET
easat-2307	140	2	formula	formula	NOUN
easat-2307	140	3	for	for	ADP
easat-2307	140	4	calculating	calculate	VERB
easat-2307	140	5	the	the	DET
easat-2307	140	6	covariance	covariance	NOUN
easat-2307	140	7	matrix	matrix	NOUN
easat-2307	140	8	involves	involve	VERB
easat-2307	140	9	the	the	DET
easat-2307	140	10	use	use	NOUN
easat-2307	140	11	of	of	ADP
easat-2307	140	12	the	the	DET
easat-2307	140	13	data	datum	NOUN
easat-2307	140	14	matrix	matrix	NOUN
easat-2307	140	15	,	,	PUNCT
easat-2307	140	16	mean	mean	NOUN
easat-2307	140	17	vector	vector	NOUN
easat-2307	140	18	,	,	PUNCT
easat-2307	140	19	and	and	CCONJ
easat-2307	140	20	transpose	transpose	ADJ
easat-2307	140	21	operation	operation	NOUN
easat-2307	140	22	.	.	PUNCT
easat-2307	141	1	it	it	PRON
easat-2307	141	2	is	be	AUX
easat-2307	141	3	given	give	VERB
easat-2307	141	4	by	by	ADP
easat-2307	141	5	formula	formula	NOUN
easat-2307	141	6	:	:	PUNCT
easat-2307	141	7	cov(x	cov(x	PROPN
easat-2307	141	8	)	)	PUNCT
easat-2307	141	9	=	=	SYM
easat-2307	142	1	1	1	NUM
easat-2307	142	2	n	n	NUM
easat-2307	142	3	−	−	NUM
easat-2307	142	4	1	1	NUM
easat-2307	142	5	(	(	PUNCT
easat-2307	142	6	x	x	SYM
easat-2307	142	7	−	−	PROPN
easat-2307	142	8	μ)t(x	μ)t(x	PROPN
easat-2307	142	9	−	−	PROPN
easat-2307	142	10	μ	μ	NOUN
easat-2307	142	11	)	)	PUNCT
easat-2307	142	12	the	the	DET
easat-2307	142	13	matrix	matrix	NOUN
easat-2307	142	14	provided	provide	VERB
easat-2307	142	15	forms	form	NOUN
easat-2307	142	16	the	the	DET
easat-2307	142	17	foundation	foundation	NOUN
easat-2307	142	18	for	for	ADP
easat-2307	142	19	identifying	identify	VERB
easat-2307	142	20	the	the	DET
easat-2307	142	21	principal	principal	ADJ
easat-2307	142	22	components	component	NOUN
easat-2307	142	23	[	[	X
easat-2307	142	24	17	17	NUM
easat-2307	142	25	]	]	PUNCT
easat-2307	142	26	.	.	PUNCT
easat-2307	143	1	we	we	PRON
easat-2307	143	2	examined	examine	VERB
easat-2307	143	3	the	the	DET
easat-2307	143	4	covariance	covariance	NOUN
easat-2307	143	5	matrix	matrix	NOUN
easat-2307	143	6	to	to	PART
easat-2307	143	7	identify	identify	VERB
easat-2307	143	8	pairs	pair	NOUN
easat-2307	143	9	of	of	ADP
easat-2307	143	10	variables	variable	NOUN
easat-2307	143	11	that	that	PRON
easat-2307	143	12	exhibited	exhibit	VERB
easat-2307	143	13	high	high	ADJ
easat-2307	143	14	covariance	covariance	NOUN
easat-2307	143	15	,	,	PUNCT
easat-2307	143	16	suggesting	suggest	VERB
easat-2307	143	17	redundancy	redundancy	NOUN
easat-2307	143	18	in	in	ADP
easat-2307	143	19	the	the	DET
easat-2307	143	20	data	datum	NOUN
easat-2307	143	21	.	.	PUNCT
easat-2307	144	1	by	by	ADP
easat-2307	144	2	transforming	transform	VERB
easat-2307	144	3	these	these	DET
easat-2307	144	4	variables	variable	NOUN
easat-2307	144	5	into	into	ADP
easat-2307	144	6	a	a	DET
easat-2307	144	7	smaller	small	ADJ
easat-2307	144	8	set	set	NOUN
easat-2307	144	9	of	of	ADP
easat-2307	144	10	uncorrelated	uncorrelated	ADJ
easat-2307	144	11	components	component	NOUN
easat-2307	144	12	,	,	PUNCT
easat-2307	144	13	the	the	DET
easat-2307	144	14	redundancy	redundancy	NOUN
easat-2307	144	15	is	be	AUX
easat-2307	144	16	effectively	effectively	ADV
easat-2307	144	17	reduced	reduce	VERB
easat-2307	144	18	through	through	ADP
easat-2307	144	19	the	the	DET
easat-2307	144	20	use	use	NOUN
easat-2307	144	21	of	of	ADP
easat-2307	144	22	pca	pca	PROPN
easat-2307	144	23	.	.	PUNCT
easat-2307	145	1	1675	1675	NUM
easat-2307	145	2	edelweiss	edelweiss	PROPN
easat-2307	145	3	applied	apply	VERB
easat-2307	145	4	science	science	NOUN
easat-2307	145	5	and	and	CCONJ
easat-2307	145	6	technology	technology	NOUN
easat-2307	145	7	issn	issn	PROPN
easat-2307	145	8	:	:	PUNCT
easat-2307	145	9	2576	2576	NUM
easat-2307	145	10	-	-	SYM
easat-2307	145	11	8484	8484	NUM
easat-2307	145	12	vol	vol	NOUN
easat-2307	145	13	.	.	PROPN
easat-2307	145	14	8	8	NUM
easat-2307	145	15	,	,	PUNCT
easat-2307	145	16	no	no	INTJ
easat-2307	145	17	.	.	NOUN
easat-2307	146	1	6	6	NUM
easat-2307	146	2	:	:	SYM
easat-2307	146	3	1670	1670	NUM
easat-2307	146	4	-	-	SYM
easat-2307	146	5	1691	1691	NUM
easat-2307	146	6	,	,	PUNCT
easat-2307	146	7	2024	2024	NUM
easat-2307	146	8	doi	doi	NOUN
easat-2307	146	9	:	:	PUNCT
easat-2307	146	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	146	11	©	©	ADP
easat-2307	146	12	2024	2024	NUM
easat-2307	146	13	by	by	ADP
easat-2307	146	14	the	the	DET
easat-2307	146	15	author	author	NOUN
easat-2307	146	16	;	;	PUNCT
easat-2307	147	1	licensee	licensee	NOUN
easat-2307	147	2	learning	learn	VERB
easat-2307	147	3	gate	gate	NOUN
easat-2307	147	4	2.4.2	2.4.2	NUM
easat-2307	147	5	.	.	PUNCT
easat-2307	147	6	eigenvalue	eigenvalue	ADJ
easat-2307	147	7	decomposition	decomposition	NOUN
easat-2307	147	8	in	in	ADP
easat-2307	147	9	order	order	NOUN
easat-2307	147	10	to	to	PART
easat-2307	147	11	determine	determine	VERB
easat-2307	147	12	the	the	DET
easat-2307	147	13	principal	principal	ADJ
easat-2307	147	14	components	component	NOUN
easat-2307	147	15	,	,	PUNCT
easat-2307	147	16	it	it	PRON
easat-2307	147	17	is	be	AUX
easat-2307	147	18	crucial	crucial	ADJ
easat-2307	147	19	to	to	PART
easat-2307	147	20	perform	perform	VERB
easat-2307	147	21	eigenvalue	eigenvalue	ADJ
easat-2307	147	22	decomposition	decomposition	NOUN
easat-2307	147	23	of	of	ADP
easat-2307	147	24	the	the	DET
easat-2307	147	25	covariance	covariance	NOUN
easat-2307	147	26	matrix	matrix	NOUN
easat-2307	147	27	.	.	PUNCT
easat-2307	148	1	the	the	DET
easat-2307	148	2	researchers	researcher	NOUN
easat-2307	148	3	conducted	conduct	VERB
easat-2307	148	4	an	an	DET
easat-2307	148	5	eigenvalue	eigenvalue	ADJ
easat-2307	148	6	decomposition	decomposition	NOUN
easat-2307	148	7	to	to	PART
easat-2307	148	8	acquire	acquire	VERB
easat-2307	148	9	the	the	DET
easat-2307	148	10	eigenvalues	eigenvalue	NOUN
easat-2307	148	11	and	and	CCONJ
easat-2307	148	12	their	their	PRON
easat-2307	148	13	corresponding	corresponding	ADJ
easat-2307	148	14	eigenvectors	eigenvector	NOUN
easat-2307	148	15	from	from	ADP
easat-2307	148	16	the	the	DET
easat-2307	148	17	covariance	covariance	NOUN
easat-2307	148	18	matrix	matrix	NOUN
easat-2307	148	19	.	.	PUNCT
easat-2307	149	1	the	the	DET
easat-2307	149	2	amount	amount	NOUN
easat-2307	149	3	of	of	ADP
easat-2307	149	4	variance	variance	NOUN
easat-2307	149	5	explained	explain	VERB
easat-2307	149	6	by	by	ADP
easat-2307	149	7	each	each	DET
easat-2307	149	8	principal	principal	ADJ
easat-2307	149	9	component	component	NOUN
easat-2307	149	10	is	be	AUX
easat-2307	149	11	represented	represent	VERB
easat-2307	149	12	by	by	ADP
easat-2307	149	13	the	the	DET
easat-2307	149	14	eigenvalues	eigenvalue	NOUN
easat-2307	149	15	,	,	PUNCT
easat-2307	149	16	while	while	SCONJ
easat-2307	149	17	the	the	DET
easat-2307	149	18	direction	direction	NOUN
easat-2307	149	19	of	of	ADP
easat-2307	149	20	the	the	DET
easat-2307	149	21	new	new	ADJ
easat-2307	149	22	feature	feature	NOUN
easat-2307	149	23	space	space	NOUN
easat-2307	149	24	is	be	AUX
easat-2307	149	25	defined	define	VERB
easat-2307	149	26	by	by	ADP
easat-2307	149	27	the	the	DET
easat-2307	149	28	eigenvectors	eigenvector	NOUN
easat-2307	149	29	.	.	PUNCT
easat-2307	150	1	in	in	ADP
easat-2307	150	2	order	order	NOUN
easat-2307	150	3	to	to	PART
easat-2307	150	4	form	form	VERB
easat-2307	150	5	the	the	DET
easat-2307	150	6	principal	principal	ADJ
easat-2307	150	7	components	component	NOUN
easat-2307	150	8	,	,	PUNCT
easat-2307	150	9	the	the	DET
easat-2307	150	10	eigen	eigen	NOUN
easat-2307	150	11	-	-	PUNCT
easat-2307	150	12	vectors	vector	NOUN
easat-2307	150	13	were	be	AUX
easat-2307	150	14	carefully	carefully	ADV
easat-2307	150	15	selected	select	VERB
easat-2307	150	16	after	after	ADP
easat-2307	150	17	sorting	sort	VERB
easat-2307	150	18	the	the	DET
easat-2307	150	19	eigenvalues	eigenvalue	NOUN
easat-2307	150	20	in	in	ADP
easat-2307	150	21	descending	descend	VERB
easat-2307	150	22	order	order	NOUN
easat-2307	150	23	.	.	PUNCT
easat-2307	151	1	in	in	ADP
easat-2307	151	2	general	general	ADJ
easat-2307	151	3	,	,	PUNCT
easat-2307	151	4	researchers	researcher	NOUN
easat-2307	151	5	tend	tend	VERB
easat-2307	151	6	to	to	PART
easat-2307	151	7	retain	retain	VERB
easat-2307	151	8	only	only	ADV
easat-2307	151	9	the	the	DET
easat-2307	151	10	components	component	NOUN
easat-2307	151	11	with	with	ADP
easat-2307	151	12	eigenvalues	eigenvalue	NOUN
easat-2307	151	13	greater	great	ADJ
easat-2307	151	14	than	than	ADP
easat-2307	151	15	1	1	NUM
easat-2307	151	16	,	,	PUNCT
easat-2307	151	17	following	follow	VERB
easat-2307	151	18	the	the	DET
easat-2307	151	19	kaiser	kaiser	PROPN
easat-2307	151	20	criterion	criterion	NOUN
easat-2307	151	21	.	.	PUNCT
easat-2307	152	1	this	this	PRON
easat-2307	152	2	is	be	AUX
easat-2307	152	3	because	because	SCONJ
easat-2307	152	4	these	these	DET
easat-2307	152	5	components	component	NOUN
easat-2307	152	6	explain	explain	VERB
easat-2307	152	7	a	a	DET
easat-2307	152	8	higher	high	ADJ
easat-2307	152	9	amount	amount	NOUN
easat-2307	152	10	of	of	ADP
easat-2307	152	11	variance	variance	NOUN
easat-2307	152	12	compared	compare	VERB
easat-2307	152	13	to	to	ADP
easat-2307	152	14	the	the	DET
easat-2307	152	15	original	original	ADJ
easat-2307	152	16	variables	variable	NOUN
easat-2307	152	17	[	[	X
easat-2307	152	18	18	18	NUM
easat-2307	152	19	]	]	PUNCT
easat-2307	152	20	.	.	PUNCT
easat-2307	153	1	a	a	DET
easat-2307	153	2	scree	scree	ADJ
easat-2307	153	3	plot	plot	NOUN
easat-2307	153	4	was	be	AUX
easat-2307	153	5	created	create	VERB
easat-2307	153	6	to	to	PART
easat-2307	153	7	visualize	visualize	VERB
easat-2307	153	8	the	the	DET
easat-2307	153	9	eigenvalues	eigenvalue	NOUN
easat-2307	153	10	,	,	PUNCT
easat-2307	153	11	aiding	aid	VERB
easat-2307	153	12	in	in	ADP
easat-2307	153	13	the	the	DET
easat-2307	153	14	determination	determination	NOUN
easat-2307	153	15	of	of	ADP
easat-2307	153	16	the	the	DET
easat-2307	153	17	optimal	optimal	ADJ
easat-2307	153	18	number	number	NOUN
easat-2307	153	19	of	of	ADP
easat-2307	153	20	principal	principal	ADJ
easat-2307	153	21	components	component	NOUN
easat-2307	153	22	to	to	PART
easat-2307	153	23	keep	keep	VERB
easat-2307	153	24	.	.	PUNCT
easat-2307	154	1	an	an	DET
easat-2307	154	2	additional	additional	ADJ
easat-2307	154	3	criterion	criterion	NOUN
easat-2307	154	4	for	for	ADP
easat-2307	154	5	determining	determine	VERB
easat-2307	154	6	the	the	DET
easat-2307	154	7	number	number	NOUN
easat-2307	154	8	of	of	ADP
easat-2307	154	9	components	component	NOUN
easat-2307	154	10	was	be	AUX
easat-2307	154	11	used	use	VERB
easat-2307	154	12	,	,	PUNCT
easat-2307	154	13	based	base	VERB
easat-2307	154	14	on	on	ADP
easat-2307	154	15	the	the	DET
easat-2307	154	16	point	point	NOUN
easat-2307	154	17	in	in	ADP
easat-2307	154	18	the	the	DET
easat-2307	154	19	scree	scree	ADJ
easat-2307	154	20	plot	plot	NOUN
easat-2307	154	21	where	where	SCONJ
easat-2307	154	22	the	the	DET
easat-2307	154	23	eigenvalues	eigenvalue	NOUN
easat-2307	154	24	start	start	VERB
easat-2307	154	25	to	to	PART
easat-2307	154	26	level	level	VERB
easat-2307	154	27	off	off	ADP
easat-2307	154	28	[	[	X
easat-2307	154	29	19	19	NUM
easat-2307	154	30	]	]	PUNCT
easat-2307	154	31	.	.	PUNCT
easat-2307	155	1	2.4.3	2.4.3	X
easat-2307	155	2	.	.	PUNCT
easat-2307	156	1	building	build	VERB
easat-2307	156	2	principal	principal	ADJ
easat-2307	156	3	components	component	NOUN
easat-2307	156	4	after	after	ADP
easat-2307	156	5	identifying	identify	VERB
easat-2307	156	6	the	the	DET
easat-2307	156	7	principal	principal	ADJ
easat-2307	156	8	components	component	NOUN
easat-2307	156	9	,	,	PUNCT
easat-2307	156	10	they	they	PRON
easat-2307	156	11	were	be	AUX
easat-2307	156	12	constructed	construct	VERB
easat-2307	156	13	by	by	ADP
easat-2307	156	14	combining	combine	VERB
easat-2307	156	15	the	the	DET
easat-2307	156	16	original	original	ADJ
easat-2307	156	17	variables	variable	NOUN
easat-2307	156	18	linearly	linearly	ADV
easat-2307	156	19	,	,	PUNCT
easat-2307	156	20	using	use	VERB
easat-2307	156	21	the	the	DET
easat-2307	156	22	eigenvectors	eigenvector	NOUN
easat-2307	156	23	as	as	ADP
easat-2307	156	24	coefficients	coefficient	NOUN
easat-2307	156	25	.	.	PUNCT
easat-2307	157	1	the	the	DET
easat-2307	157	2	construction	construction	NOUN
easat-2307	157	3	of	of	ADP
easat-2307	157	4	each	each	DET
easat-2307	157	5	principal	principal	ADJ
easat-2307	157	6	component	component	NOUN
easat-2307	157	7	involved	involve	VERB
easat-2307	157	8	a	a	DET
easat-2307	157	9	linear	linear	ADJ
easat-2307	157	10	combination	combination	NOUN
easat-2307	157	11	of	of	ADP
easat-2307	157	12	the	the	DET
easat-2307	157	13	original	original	ADJ
easat-2307	157	14	variables	variable	NOUN
easat-2307	157	15	,	,	PUNCT
easat-2307	157	16	with	with	ADP
easat-2307	157	17	the	the	DET
easat-2307	157	18	coefficients	coefficient	NOUN
easat-2307	157	19	being	be	AUX
easat-2307	157	20	derived	derive	VERB
easat-2307	157	21	from	from	ADP
easat-2307	157	22	the	the	DET
easat-2307	157	23	corresponding	correspond	VERB
easat-2307	157	24	eigenvector	eigenvector	NOUN
easat-2307	157	25	.	.	PUNCT
easat-2307	158	1	the	the	DET
easat-2307	158	2	transformation	transformation	NOUN
easat-2307	158	3	yields	yield	VERB
easat-2307	158	4	a	a	DET
easat-2307	158	5	fresh	fresh	ADJ
easat-2307	158	6	set	set	NOUN
easat-2307	158	7	of	of	ADP
easat-2307	158	8	variables	variable	NOUN
easat-2307	158	9	,	,	PUNCT
easat-2307	158	10	known	know	VERB
easat-2307	158	11	as	as	ADP
easat-2307	158	12	the	the	DET
easat-2307	158	13	principal	principal	ADJ
easat-2307	158	14	components	component	NOUN
easat-2307	158	15	,	,	PUNCT
easat-2307	158	16	which	which	PRON
easat-2307	158	17	exhibit	exhibit	VERB
easat-2307	158	18	no	no	DET
easat-2307	158	19	correlation	correlation	NOUN
easat-2307	158	20	among	among	ADP
easat-2307	158	21	themselves	themselves	PRON
easat-2307	158	22	.	.	PUNCT
easat-2307	159	1	the	the	DET
easat-2307	159	2	proportion	proportion	NOUN
easat-2307	159	3	of	of	ADP
easat-2307	159	4	total	total	ADJ
easat-2307	159	5	variance	variance	NOUN
easat-2307	159	6	explained	explain	VERB
easat-2307	159	7	was	be	AUX
easat-2307	159	8	calculated	calculate	VERB
easat-2307	159	9	by	by	ADP
easat-2307	159	10	each	each	DET
easat-2307	159	11	principal	principal	ADJ
easat-2307	159	12	component	component	NOUN
easat-2307	159	13	.	.	PUNCT
easat-2307	160	1	understanding	understand	VERB
easat-2307	160	2	the	the	DET
easat-2307	160	3	contribution	contribution	NOUN
easat-2307	160	4	of	of	ADP
easat-2307	160	5	each	each	DET
easat-2307	160	6	component	component	NOUN
easat-2307	160	7	to	to	ADP
easat-2307	160	8	the	the	DET
easat-2307	160	9	overall	overall	ADJ
easat-2307	160	10	data	data	NOUN
easat-2307	160	11	structure	structure	NOUN
easat-2307	160	12	is	be	AUX
easat-2307	160	13	crucial	crucial	ADJ
easat-2307	160	14	in	in	ADP
easat-2307	160	15	this	this	DET
easat-2307	160	16	context	context	NOUN
easat-2307	160	17	.	.	PUNCT
easat-2307	161	1	the	the	DET
easat-2307	161	2	calculation	calculation	NOUN
easat-2307	161	3	was	be	AUX
easat-2307	161	4	also	also	ADV
easat-2307	161	5	performed	perform	VERB
easat-2307	161	6	to	to	PART
easat-2307	161	7	determine	determine	VERB
easat-2307	161	8	the	the	DET
easat-2307	161	9	cumulative	cumulative	ADJ
easat-2307	161	10	variance	variance	NOUN
easat-2307	161	11	explained	explain	VERB
easat-2307	161	12	by	by	ADP
easat-2307	161	13	the	the	DET
easat-2307	161	14	retained	retain	VERB
easat-2307	161	15	components	component	NOUN
easat-2307	161	16	,	,	PUNCT
easat-2307	161	17	ensuring	ensure	VERB
easat-2307	161	18	that	that	SCONJ
easat-2307	161	19	a	a	DET
easat-2307	161	20	satisfactory	satisfactory	ADJ
easat-2307	161	21	amount	amount	NOUN
easat-2307	161	22	of	of	ADP
easat-2307	161	23	the	the	DET
easat-2307	161	24	original	original	ADJ
easat-2307	161	25	variance	variance	NOUN
easat-2307	161	26	was	be	AUX
easat-2307	161	27	preserved	preserve	VERB
easat-2307	161	28	.	.	PUNCT
easat-2307	162	1	an	an	DET
easat-2307	162	2	examination	examination	NOUN
easat-2307	162	3	was	be	AUX
easat-2307	162	4	conducted	conduct	VERB
easat-2307	162	5	on	on	ADP
easat-2307	162	6	the	the	DET
easat-2307	162	7	loadings	loading	NOUN
easat-2307	162	8	of	of	ADP
easat-2307	162	9	each	each	DET
easat-2307	162	10	variable	variable	NOUN
easat-2307	162	11	on	on	ADP
easat-2307	162	12	the	the	DET
easat-2307	162	13	principal	principal	ADJ
easat-2307	162	14	components	component	NOUN
easat-2307	162	15	to	to	PART
easat-2307	162	16	interpret	interpret	VERB
easat-2307	162	17	the	the	DET
easat-2307	162	18	components	component	NOUN
easat-2307	162	19	.	.	PUNCT
easat-2307	163	1	the	the	DET
easat-2307	163	2	loadings	loading	NOUN
easat-2307	163	3	demonstrate	demonstrate	VERB
easat-2307	163	4	the	the	DET
easat-2307	163	5	correlation	correlation	NOUN
easat-2307	163	6	between	between	ADP
easat-2307	163	7	the	the	DET
easat-2307	163	8	original	original	ADJ
easat-2307	163	9	variables	variable	NOUN
easat-2307	163	10	and	and	CCONJ
easat-2307	163	11	the	the	DET
easat-2307	163	12	principal	principal	ADJ
easat-2307	163	13	components	component	NOUN
easat-2307	163	14	,	,	PUNCT
easat-2307	163	15	with	with	ADP
easat-2307	163	16	higher	high	ADJ
easat-2307	163	17	loadings	loading	NOUN
easat-2307	163	18	indicating	indicate	VERB
easat-2307	163	19	a	a	DET
easat-2307	163	20	more	more	ADV
easat-2307	163	21	robust	robust	ADJ
easat-2307	163	22	relationship	relationship	NOUN
easat-2307	163	23	.	.	PUNCT
easat-2307	164	1	the	the	DET
easat-2307	164	2	principal	principal	ADJ
easat-2307	164	3	components	component	NOUN
easat-2307	164	4	were	be	AUX
easat-2307	164	5	named	name	VERB
easat-2307	164	6	to	to	PART
easat-2307	164	7	reflect	reflect	VERB
easat-2307	164	8	the	the	DET
easat-2307	164	9	underlying	underlie	VERB
easat-2307	164	10	constructs	construct	NOUN
easat-2307	164	11	they	they	PRON
easat-2307	164	12	represent	represent	VERB
easat-2307	164	13	,	,	PUNCT
easat-2307	164	14	based	base	VERB
easat-2307	164	15	on	on	ADP
easat-2307	164	16	the	the	DET
easat-2307	164	17	loadings	loading	NOUN
easat-2307	164	18	.	.	PUNCT
easat-2307	165	1	as	as	ADP
easat-2307	165	2	an	an	DET
easat-2307	165	3	example	example	NOUN
easat-2307	165	4	,	,	PUNCT
easat-2307	165	5	a	a	DET
easat-2307	165	6	component	component	NOUN
easat-2307	165	7	that	that	PRON
easat-2307	165	8	has	have	VERB
easat-2307	165	9	strong	strong	ADJ
easat-2307	165	10	associations	association	NOUN
easat-2307	165	11	with	with	ADP
easat-2307	165	12	variables	variable	NOUN
easat-2307	165	13	linked	link	VERB
easat-2307	165	14	to	to	ADP
easat-2307	165	15	socio	socio	VERB
easat-2307	165	16	-	-	PUNCT
easat-2307	165	17	economic	economic	ADJ
easat-2307	165	18	status	status	NOUN
easat-2307	165	19	could	could	AUX
easat-2307	165	20	be	be	AUX
easat-2307	165	21	referred	refer	VERB
easat-2307	165	22	to	to	ADP
easat-2307	165	23	as	as	ADP
easat-2307	165	24	the	the	DET
easat-2307	165	25	"	"	PUNCT
easat-2307	165	26	socioeconomic	socioeconomic	ADJ
easat-2307	165	27	component	component	NOUN
easat-2307	165	28	.	.	PUNCT
easat-2307	165	29	"	"	PUNCT
easat-2307	166	1	an	an	DET
easat-2307	166	2	assessment	assessment	NOUN
easat-2307	166	3	was	be	AUX
easat-2307	166	4	conducted	conduct	VERB
easat-2307	166	5	to	to	PART
easat-2307	166	6	determine	determine	VERB
easat-2307	166	7	the	the	DET
easat-2307	166	8	impact	impact	NOUN
easat-2307	166	9	of	of	ADP
easat-2307	166	10	dimensionality	dimensionality	NOUN
easat-2307	166	11	reduction	reduction	NOUN
easat-2307	166	12	on	on	ADP
easat-2307	166	13	the	the	DET
easat-2307	166	14	interpretability	interpretability	NOUN
easat-2307	166	15	and	and	CCONJ
easat-2307	166	16	predictive	predictive	ADJ
easat-2307	166	17	power	power	NOUN
easat-2307	166	18	of	of	ADP
easat-2307	166	19	the	the	DET
easat-2307	166	20	regression	regression	NOUN
easat-2307	166	21	models	model	NOUN
easat-2307	166	22	.	.	PUNCT
easat-2307	167	1	in	in	ADP
easat-2307	167	2	subsequent	subsequent	ADJ
easat-2307	167	3	regression	regression	NOUN
easat-2307	167	4	models	model	NOUN
easat-2307	167	5	,	,	PUNCT
easat-2307	167	6	the	the	DET
easat-2307	167	7	performance	performance	NOUN
easat-2307	167	8	of	of	ADP
easat-2307	167	9	models	model	NOUN
easat-2307	167	10	using	use	VERB
easat-2307	167	11	the	the	DET
easat-2307	167	12	reduced	reduce	VERB
easat-2307	167	13	set	set	NOUN
easat-2307	167	14	of	of	ADP
easat-2307	167	15	principal	principal	ADJ
easat-2307	167	16	components	component	NOUN
easat-2307	167	17	was	be	AUX
easat-2307	167	18	compared	compare	VERB
easat-2307	167	19	to	to	ADP
easat-2307	167	20	those	those	PRON
easat-2307	167	21	using	use	VERB
easat-2307	167	22	the	the	DET
easat-2307	167	23	original	original	ADJ
easat-2307	167	24	variables	variable	NOUN
easat-2307	167	25	.	.	PUNCT
easat-2307	168	1	2.4.4	2.4.4	X
easat-2307	168	2	.	.	PUNCT
easat-2307	168	3	application	application	NOUN
easat-2307	168	4	in	in	ADP
easat-2307	168	5	regression	regression	NOUN
easat-2307	168	6	modeling	model	VERB
easat-2307	168	7	regression	regression	NOUN
easat-2307	168	8	modeling	modeling	NOUN
easat-2307	168	9	has	have	AUX
easat-2307	168	10	found	find	VERB
easat-2307	168	11	practical	practical	ADJ
easat-2307	168	12	application	application	NOUN
easat-2307	168	13	in	in	ADP
easat-2307	168	14	various	various	ADJ
easat-2307	168	15	fields	field	NOUN
easat-2307	168	16	.	.	PUNCT
easat-2307	169	1	its	its	PRON
easat-2307	169	2	usefulness	usefulness	NOUN
easat-2307	169	3	lies	lie	VERB
easat-2307	169	4	in	in	ADP
easat-2307	169	5	its	its	PRON
easat-2307	169	6	ability	ability	NOUN
easat-2307	169	7	to	to	PART
easat-2307	169	8	analyze	analyze	VERB
easat-2307	169	9	and	and	CCONJ
easat-2307	169	10	predict	predict	VERB
easat-2307	169	11	relationships	relationship	NOUN
easat-2307	169	12	between	between	ADP
easat-2307	169	13	variables	variable	NOUN
easat-2307	169	14	.	.	PUNCT
easat-2307	170	1	by	by	ADP
easat-2307	170	2	examining	examine	VERB
easat-2307	170	3	the	the	DET
easat-2307	170	4	relationship	relationship	NOUN
easat-2307	170	5	between	between	ADP
easat-2307	170	6	a	a	DET
easat-2307	170	7	dependent	dependent	ADJ
easat-2307	170	8	variable	variable	NOUN
easat-2307	170	9	and	and	CCONJ
easat-2307	170	10	one	one	NUM
easat-2307	170	11	or	or	CCONJ
easat-2307	170	12	more	more	ADV
easat-2307	170	13	independent	independent	ADJ
easat-2307	170	14	variables	variable	NOUN
easat-2307	170	15	,	,	PUNCT
easat-2307	170	16	regression	regression	NOUN
easat-2307	170	17	modeling	modeling	NOUN
easat-2307	170	18	can	can	AUX
easat-2307	170	19	provide	provide	VERB
easat-2307	170	20	valuable	valuable	ADJ
easat-2307	170	21	insights	insight	NOUN
easat-2307	170	22	and	and	CCONJ
easat-2307	170	23	make	make	VERB
easat-2307	170	24	accurate	accurate	ADJ
easat-2307	170	25	predictions	prediction	NOUN
easat-2307	170	26	.	.	PUNCT
easat-2307	171	1	this	this	PRON
easat-2307	171	2	has	have	AUX
easat-2307	171	3	made	make	VERB
easat-2307	171	4	it	it	PRON
easat-2307	171	5	a	a	DET
easat-2307	171	6	popular	popular	ADJ
easat-2307	171	7	tool	tool	NOUN
easat-2307	171	8	in	in	ADP
easat-2307	171	9	scientific	scientific	ADJ
easat-2307	171	10	research	research	NOUN
easat-2307	171	11	and	and	CCONJ
easat-2307	171	12	data	datum	NOUN
easat-2307	171	13	analysis	analysis	NOUN
easat-2307	171	14	.	.	PUNCT
easat-2307	172	1	ultimately	ultimately	ADV
easat-2307	172	2	,	,	PUNCT
easat-2307	172	3	the	the	DET
easat-2307	172	4	predictor	predictor	NOUN
easat-2307	172	5	variables	variable	VERB
easat-2307	172	6	in	in	ADP
easat-2307	172	7	linear	linear	PROPN
easat-2307	172	8	regression	regression	NOUN
easat-2307	172	9	models	model	NOUN
easat-2307	172	10	were	be	AUX
easat-2307	172	11	evaluated	evaluate	VERB
easat-2307	172	12	to	to	PART
easat-2307	172	13	determine	determine	VERB
easat-2307	172	14	their	their	PRON
easat-2307	172	15	impact	impact	NOUN
easat-2307	172	16	on	on	ADP
easat-2307	172	17	enhancing	enhance	VERB
easat-2307	172	18	predictive	predictive	ADJ
easat-2307	172	19	accuracy	accuracy	NOUN
easat-2307	172	20	and	and	CCONJ
easat-2307	172	21	model	model	NOUN
easat-2307	172	22	stability	stability	NOUN
easat-2307	172	23	.	.	PUNCT
easat-2307	173	1	the	the	DET
easat-2307	173	2	construction	construction	NOUN
easat-2307	173	3	of	of	ADP
easat-2307	173	4	regression	regression	NOUN
easat-2307	173	5	models	model	NOUN
easat-2307	173	6	involved	involve	VERB
easat-2307	173	7	the	the	DET
easat-2307	173	8	utilization	utilization	NOUN
easat-2307	173	9	of	of	ADP
easat-2307	173	10	principal	principal	ADJ
easat-2307	173	11	components	component	NOUN
easat-2307	173	12	as	as	ADP
easat-2307	173	13	predictors	predictor	NOUN
easat-2307	173	14	.	.	PUNCT
easat-2307	174	1	the	the	DET
easat-2307	174	2	dimensionality	dimensionality	NOUN
easat-2307	174	3	of	of	ADP
easat-2307	174	4	the	the	DET
easat-2307	174	5	model	model	NOUN
easat-2307	174	6	is	be	AUX
easat-2307	174	7	reduced	reduce	VERB
easat-2307	174	8	,	,	PUNCT
easat-2307	174	9	and	and	CCONJ
easat-2307	174	10	multicollinearity	multicollinearity	NOUN
easat-2307	174	11	is	be	AUX
easat-2307	174	12	mitigated	mitigate	VERB
easat-2307	174	13	,	,	PUNCT
easat-2307	174	14	resulting	result	VERB
easat-2307	174	15	in	in	ADP
easat-2307	174	16	regression	regression	NOUN
easat-2307	174	17	coefficients	coefficient	NOUN
easat-2307	174	18	that	that	PRON
easat-2307	174	19	are	be	AUX
easat-2307	174	20	more	more	ADV
easat-2307	174	21	stable	stable	ADJ
easat-2307	174	22	and	and	CCONJ
easat-2307	174	23	interpretable	interpretable	ADJ
easat-2307	174	24	.	.	PUNCT
easat-2307	175	1	an	an	DET
easat-2307	175	2	evaluation	evaluation	NOUN
easat-2307	175	3	was	be	AUX
easat-2307	175	4	conducted	conduct	VERB
easat-2307	175	5	to	to	PART
easat-2307	175	6	compare	compare	VERB
easat-2307	175	7	the	the	DET
easat-2307	175	8	performance	performance	NOUN
easat-2307	175	9	of	of	ADP
easat-2307	175	10	the	the	DET
easat-2307	175	11	pca	pca	NOUN
easat-2307	175	12	-	-	PUNCT
easat-2307	175	13	based	base	VERB
easat-2307	175	14	regression	regression	NOUN
easat-2307	175	15	model	model	NOUN
easat-2307	175	16	with	with	ADP
easat-2307	175	17	models	model	NOUN
easat-2307	175	18	that	that	PRON
easat-2307	175	19	utilized	utilize	VERB
easat-2307	175	20	the	the	DET
easat-2307	175	21	original	original	ADJ
easat-2307	175	22	variables	variable	NOUN
easat-2307	175	23	.	.	PUNCT
easat-2307	176	1	the	the	DET
easat-2307	176	2	models	model	NOUN
easat-2307	176	3	'	'	PART
easat-2307	176	4	predictive	predictive	ADJ
easat-2307	176	5	accuracy	accuracy	NOUN
easat-2307	176	6	and	and	CCONJ
easat-2307	176	7	goodness	goodness	NOUN
easat-2307	176	8	of	of	ADP
easat-2307	176	9	fit	fit	ADJ
easat-2307	176	10	were	be	AUX
easat-2307	176	11	assessed	assess	VERB
easat-2307	176	12	using	use	VERB
easat-2307	176	13	metrics	metric	NOUN
easat-2307	176	14	such	such	ADJ
easat-2307	176	15	as	as	ADP
easat-2307	176	16	r	r	NOUN
easat-2307	176	17	-	-	PUNCT
easat-2307	176	18	squared	square	VERB
easat-2307	176	19	,	,	PUNCT
easat-2307	176	20	adjusted	adjust	VERB
easat-2307	176	21	r	r	NOUN
easat-2307	176	22	-	-	PUNCT
easat-2307	176	23	squared	square	VERB
easat-2307	176	24	,	,	PUNCT
easat-2307	176	25	and	and	CCONJ
easat-2307	176	26	root	root	NOUN
easat-2307	176	27	mean	mean	VERB
easat-2307	176	28	squared	square	VERB
easat-2307	176	29	error	error	NOUN
easat-2307	176	30	(	(	PUNCT
easat-2307	176	31	rmse	rmse	NOUN
easat-2307	176	32	)	)	PUNCT
easat-2307	177	1	[	[	X
easat-2307	177	2	14	14	NUM
easat-2307	177	3	]	]	PUNCT
easat-2307	177	4	.	.	PUNCT
easat-2307	178	1	this	this	DET
easat-2307	178	2	study	study	NOUN
easat-2307	178	3	seeks	seek	VERB
easat-2307	178	4	to	to	PART
easat-2307	178	5	improve	improve	VERB
easat-2307	178	6	the	the	DET
easat-2307	178	7	predictive	predictive	ADJ
easat-2307	178	8	power	power	NOUN
easat-2307	178	9	of	of	ADP
easat-2307	178	10	regression	regression	NOUN
easat-2307	178	11	models	model	NOUN
easat-2307	178	12	and	and	CCONJ
easat-2307	178	13	simplify	simplify	VERB
easat-2307	178	14	them	they	PRON
easat-2307	178	15	by	by	ADP
easat-2307	178	16	systematically	systematically	ADV
easat-2307	178	17	applying	apply	VERB
easat-2307	178	18	pca	pca	PROPN
easat-2307	178	19	.	.	PUNCT
easat-2307	179	1	pca	pca	PROPN
easat-2307	179	2	is	be	AUX
easat-2307	179	3	a	a	DET
easat-2307	179	4	highly	highly	ADV
easat-2307	179	5	effective	effective	ADJ
easat-2307	179	6	tool	tool	NOUN
easat-2307	179	7	that	that	PRON
easat-2307	179	8	not	not	PART
easat-2307	179	9	only	only	ADV
easat-2307	179	10	tackles	tackle	VERB
easat-2307	179	11	multicollinearity	multicollinearity	NOUN
easat-2307	179	12	but	but	CCONJ
easat-2307	179	13	1676	1676	NUM
easat-2307	179	14	edelweiss	edelweiss	PROPN
easat-2307	179	15	applied	apply	VERB
easat-2307	179	16	science	science	NOUN
easat-2307	179	17	and	and	CCONJ
easat-2307	179	18	technology	technology	NOUN
easat-2307	179	19	issn	issn	PROPN
easat-2307	179	20	:	:	PUNCT
easat-2307	179	21	2576	2576	NUM
easat-2307	179	22	-	-	SYM
easat-2307	179	23	8484	8484	NUM
easat-2307	179	24	vol	vol	NOUN
easat-2307	179	25	.	.	PROPN
easat-2307	180	1	8	8	NUM
easat-2307	180	2	,	,	PUNCT
easat-2307	180	3	no	no	INTJ
easat-2307	180	4	.	.	NOUN
easat-2307	181	1	6	6	NUM
easat-2307	181	2	:	:	SYM
easat-2307	181	3	1670	1670	NUM
easat-2307	181	4	-	-	SYM
easat-2307	181	5	1691	1691	NUM
easat-2307	181	6	,	,	PUNCT
easat-2307	181	7	2024	2024	NUM
easat-2307	181	8	doi	doi	NOUN
easat-2307	181	9	:	:	PUNCT
easat-2307	181	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	181	11	©	©	ADP
easat-2307	181	12	2024	2024	NUM
easat-2307	181	13	by	by	ADP
easat-2307	181	14	the	the	DET
easat-2307	181	15	author	author	NOUN
easat-2307	181	16	;	;	PUNCT
easat-2307	181	17	licensee	licensee	PROPN
easat-2307	181	18	learning	learning	NOUN
easat-2307	181	19	gate	gate	NOUN
easat-2307	181	20	also	also	ADV
easat-2307	181	21	enhances	enhance	VERB
easat-2307	181	22	our	our	PRON
easat-2307	181	23	comprehension	comprehension	NOUN
easat-2307	181	24	of	of	ADP
easat-2307	181	25	the	the	DET
easat-2307	181	26	underlying	underlie	VERB
easat-2307	181	27	structure	structure	NOUN
easat-2307	181	28	of	of	ADP
easat-2307	181	29	the	the	DET
easat-2307	181	30	data	datum	NOUN
easat-2307	181	31	,	,	PUNCT
easat-2307	181	32	making	make	VERB
easat-2307	181	33	it	it	PRON
easat-2307	181	34	a	a	DET
easat-2307	181	35	crucial	crucial	ADJ
easat-2307	181	36	technique	technique	NOUN
easat-2307	181	37	in	in	ADP
easat-2307	181	38	contemporary	contemporary	ADJ
easat-2307	181	39	data	datum	NOUN
easat-2307	181	40	analysis	analysis	NOUN
easat-2307	181	41	.	.	PUNCT
easat-2307	182	1	2.5	2.5	NUM
easat-2307	182	2	.	.	PUNCT
easat-2307	183	1	factor	factor	NOUN
easat-2307	183	2	analysis	analysis	NOUN
easat-2307	183	3	(	(	PUNCT
easat-2307	183	4	fa	fa	NOUN
easat-2307	183	5	)	)	PUNCT
easat-2307	183	6	.	.	PUNCT
easat-2307	184	1	a	a	DET
easat-2307	184	2	multivariate	multivariate	ADJ
easat-2307	184	3	statistical	statistical	ADJ
easat-2307	184	4	technique	technique	NOUN
easat-2307	184	5	known	know	VERB
easat-2307	184	6	as	as	ADP
easat-2307	184	7	factor	factor	NOUN
easat-2307	184	8	analysis	analysis	NOUN
easat-2307	184	9	(	(	PUNCT
easat-2307	184	10	fa	fa	NOUN
easat-2307	184	11	)	)	PUNCT
easat-2307	184	12	is	be	AUX
easat-2307	184	13	commonly	commonly	ADV
easat-2307	184	14	employed	employ	VERB
easat-2307	184	15	to	to	PART
easat-2307	184	16	uncover	uncover	VERB
easat-2307	184	17	latent	latent	NOUN
easat-2307	184	18	variables	variable	NOUN
easat-2307	184	19	,	,	PUNCT
easat-2307	184	20	referred	refer	VERB
easat-2307	184	21	to	to	ADP
easat-2307	184	22	as	as	ADP
easat-2307	184	23	factors	factor	NOUN
easat-2307	184	24	,	,	PUNCT
easat-2307	184	25	and	and	CCONJ
easat-2307	184	26	identify	identify	VERB
easat-2307	184	27	underlying	underlying	ADJ
easat-2307	184	28	relationships	relationship	NOUN
easat-2307	184	29	between	between	ADP
easat-2307	184	30	observed	observed	ADJ
easat-2307	184	31	variables	variable	NOUN
easat-2307	184	32	.	.	PUNCT
easat-2307	185	1	the	the	DET
easat-2307	185	2	correlations	correlation	NOUN
easat-2307	185	3	among	among	ADP
easat-2307	185	4	the	the	DET
easat-2307	185	5	observed	observed	ADJ
easat-2307	185	6	variables	variable	NOUN
easat-2307	185	7	can	can	AUX
easat-2307	185	8	be	be	AUX
easat-2307	185	9	explained	explain	VERB
easat-2307	185	10	by	by	ADP
easat-2307	185	11	these	these	DET
easat-2307	185	12	factors	factor	NOUN
easat-2307	185	13	,	,	PUNCT
easat-2307	185	14	which	which	PRON
easat-2307	185	15	represent	represent	VERB
easat-2307	185	16	underlying	underlie	VERB
easat-2307	185	17	dimensions	dimension	NOUN
easat-2307	185	18	or	or	CCONJ
easat-2307	185	19	constructs	construct	NOUN
easat-2307	185	20	.	.	PUNCT
easat-2307	186	1	in	in	ADP
easat-2307	186	2	this	this	DET
easat-2307	186	3	study	study	NOUN
easat-2307	186	4	,	,	PUNCT
easat-2307	186	5	the	the	DET
easat-2307	186	6	researchers	researcher	NOUN
easat-2307	186	7	utilized	utilize	VERB
easat-2307	186	8	factor	factor	NOUN
easat-2307	186	9	analysis	analysis	NOUN
easat-2307	186	10	(	(	PUNCT
easat-2307	186	11	fa	fa	NOUN
easat-2307	186	12	)	)	PUNCT
easat-2307	186	13	to	to	PART
easat-2307	186	14	decrease	decrease	VERB
easat-2307	186	15	the	the	DET
easat-2307	186	16	complexity	complexity	NOUN
easat-2307	186	17	of	of	ADP
easat-2307	186	18	the	the	DET
easat-2307	186	19	dataset	dataset	NOUN
easat-2307	186	20	and	and	CCONJ
easat-2307	186	21	uncover	uncover	VERB
easat-2307	186	22	underlying	underlie	VERB
easat-2307	186	23	variables	variable	NOUN
easat-2307	186	24	that	that	PRON
easat-2307	186	25	could	could	AUX
easat-2307	186	26	potentially	potentially	ADV
easat-2307	186	27	offer	offer	VERB
easat-2307	186	28	better	well	ADJ
easat-2307	186	29	insights	insight	NOUN
easat-2307	186	30	into	into	ADP
easat-2307	186	31	predicting	predict	VERB
easat-2307	186	32	voter	voter	NOUN
easat-2307	186	33	behavior	behavior	NOUN
easat-2307	186	34	during	during	ADP
easat-2307	186	35	the	the	DET
easat-2307	186	36	croatian	croatian	ADJ
easat-2307	186	37	presidential	presidential	ADJ
easat-2307	186	38	election	election	NOUN
easat-2307	186	39	.	.	PUNCT
easat-2307	187	1	this	this	DET
easat-2307	187	2	section	section	NOUN
easat-2307	187	3	outlines	outline	VERB
easat-2307	187	4	the	the	DET
easat-2307	187	5	steps	step	NOUN
easat-2307	187	6	used	use	VERB
easat-2307	187	7	to	to	PART
easat-2307	187	8	apply	apply	VERB
easat-2307	187	9	fa	fa	PROPN
easat-2307	187	10	in	in	ADP
easat-2307	187	11	this	this	DET
easat-2307	187	12	study	study	NOUN
easat-2307	187	13	,	,	PUNCT
easat-2307	187	14	with	with	ADP
easat-2307	187	15	support	support	NOUN
easat-2307	187	16	from	from	ADP
easat-2307	187	17	relevant	relevant	ADJ
easat-2307	187	18	literature	literature	NOUN
easat-2307	187	19	.	.	PUNCT
easat-2307	188	1	the	the	DET
easat-2307	188	2	aim	aim	NOUN
easat-2307	188	3	of	of	ADP
easat-2307	188	4	factor	factor	NOUN
easat-2307	188	5	analysis	analysis	NOUN
easat-2307	188	6	is	be	AUX
easat-2307	188	7	to	to	PART
easat-2307	188	8	elucidate	elucidate	VERB
easat-2307	188	9	the	the	DET
easat-2307	188	10	correlations	correlation	NOUN
easat-2307	188	11	between	between	ADP
easat-2307	188	12	observed	observe	VERB
easat-2307	188	13	variables	variable	NOUN
easat-2307	188	14	by	by	ADP
easat-2307	188	15	positing	posit	VERB
easat-2307	188	16	that	that	SCONJ
easat-2307	188	17	these	these	DET
easat-2307	188	18	variables	variable	NOUN
easat-2307	188	19	are	be	AUX
easat-2307	188	20	impacted	impact	VERB
easat-2307	188	21	by	by	ADP
easat-2307	188	22	a	a	DET
easat-2307	188	23	limited	limited	ADJ
easat-2307	188	24	number	number	NOUN
easat-2307	188	25	of	of	ADP
easat-2307	188	26	unobservable	unobservable	ADJ
easat-2307	188	27	factors	factor	NOUN
easat-2307	188	28	.	.	PUNCT
easat-2307	189	1	the	the	DET
easat-2307	189	2	data	datum	NOUN
easat-2307	189	3	suggests	suggest	VERB
easat-2307	189	4	that	that	SCONJ
easat-2307	189	5	these	these	DET
easat-2307	189	6	factors	factor	NOUN
easat-2307	189	7	are	be	AUX
easat-2307	189	8	responsible	responsible	ADJ
easat-2307	189	9	for	for	ADP
easat-2307	189	10	the	the	DET
easat-2307	189	11	covariation	covariation	NOUN
easat-2307	189	12	of	of	ADP
easat-2307	189	13	the	the	DET
easat-2307	189	14	observed	observed	ADJ
easat-2307	189	15	variables	variable	NOUN
easat-2307	189	16	.	.	PUNCT
easat-2307	190	1	the	the	DET
easat-2307	190	2	main	main	ADJ
easat-2307	190	3	goals	goal	NOUN
easat-2307	190	4	of	of	ADP
easat-2307	190	5	fa	fa	NOUN
easat-2307	190	6	are	be	AUX
easat-2307	190	7	to	to	PART
easat-2307	190	8	decrease	decrease	VERB
easat-2307	190	9	the	the	DET
easat-2307	190	10	number	number	NOUN
easat-2307	190	11	of	of	ADP
easat-2307	190	12	variables	variable	NOUN
easat-2307	190	13	while	while	SCONJ
easat-2307	190	14	preserving	preserve	VERB
easat-2307	190	15	the	the	DET
easat-2307	190	16	necessary	necessary	ADJ
easat-2307	190	17	information	information	NOUN
easat-2307	190	18	and	and	CCONJ
easat-2307	190	19	to	to	PART
easat-2307	190	20	analyze	analyze	VERB
easat-2307	190	21	the	the	DET
easat-2307	190	22	underlying	underlie	VERB
easat-2307	190	23	structure	structure	NOUN
easat-2307	190	24	of	of	ADP
easat-2307	190	25	the	the	DET
easat-2307	190	26	data	datum	NOUN
easat-2307	190	27	[	[	X
easat-2307	190	28	20	20	NUM
easat-2307	190	29	]	]	PUNCT
easat-2307	190	30	.	.	PUNCT
easat-2307	191	1	in	in	ADP
easat-2307	191	2	sciences	science	NOUN
easat-2307	191	3	,	,	PUNCT
easat-2307	191	4	fa	fa	PROPN
easat-2307	191	5	proves	prove	VERB
easat-2307	191	6	to	to	PART
easat-2307	191	7	be	be	AUX
easat-2307	191	8	highly	highly	ADV
easat-2307	191	9	valuable	valuable	ADJ
easat-2307	191	10	due	due	ADP
easat-2307	191	11	to	to	ADP
easat-2307	191	12	its	its	PRON
easat-2307	191	13	ability	ability	NOUN
easat-2307	191	14	to	to	PART
easat-2307	191	15	account	account	VERB
easat-2307	191	16	for	for	ADP
easat-2307	191	17	the	the	DET
easat-2307	191	18	influence	influence	NOUN
easat-2307	191	19	of	of	ADP
easat-2307	191	20	common	common	ADJ
easat-2307	191	21	underlying	underlying	ADJ
easat-2307	191	22	factors	factor	NOUN
easat-2307	191	23	on	on	ADP
easat-2307	191	24	multiple	multiple	ADJ
easat-2307	191	25	variables	variable	NOUN
easat-2307	191	26	.	.	PUNCT
easat-2307	192	1	these	these	DET
easat-2307	192	2	factors	factor	NOUN
easat-2307	192	3	can	can	AUX
easat-2307	192	4	range	range	VERB
easat-2307	192	5	from	from	ADP
easat-2307	192	6	socioeconomic	socioeconomic	ADJ
easat-2307	192	7	status	status	NOUN
easat-2307	192	8	to	to	ADP
easat-2307	192	9	political	political	ADJ
easat-2307	192	10	ideology	ideology	NOUN
easat-2307	192	11	.	.	PUNCT
easat-2307	193	1	identifying	identify	VERB
easat-2307	193	2	these	these	DET
easat-2307	193	3	factors	factor	NOUN
easat-2307	193	4	allows	allow	VERB
easat-2307	193	5	researchers	researcher	NOUN
easat-2307	193	6	to	to	PART
easat-2307	193	7	streamline	streamline	VERB
easat-2307	193	8	their	their	PRON
easat-2307	193	9	models	model	NOUN
easat-2307	193	10	and	and	CCONJ
easat-2307	193	11	concentrate	concentrate	VERB
easat-2307	193	12	on	on	ADP
easat-2307	193	13	the	the	DET
easat-2307	193	14	critical	critical	ADJ
easat-2307	193	15	aspects	aspect	NOUN
easat-2307	193	16	of	of	ADP
easat-2307	193	17	the	the	DET
easat-2307	193	18	data	datum	NOUN
easat-2307	193	19	.	.	PUNCT
easat-2307	194	1	2.5.1	2.5.1	NUM
easat-2307	194	2	.	.	PUNCT
easat-2307	194	3	extraction	extraction	NOUN
easat-2307	194	4	method	method	NOUN
easat-2307	194	5	an	an	DET
easat-2307	194	6	essential	essential	ADJ
easat-2307	194	7	initial	initial	ADJ
easat-2307	194	8	step	step	NOUN
easat-2307	194	9	in	in	ADP
easat-2307	194	10	fa	fa	PROPN
easat-2307	194	11	is	be	AUX
easat-2307	194	12	the	the	DET
easat-2307	194	13	careful	careful	ADJ
easat-2307	194	14	selection	selection	NOUN
easat-2307	194	15	of	of	ADP
easat-2307	194	16	an	an	DET
easat-2307	194	17	extraction	extraction	NOUN
easat-2307	194	18	method	method	NOUN
easat-2307	194	19	that	that	PRON
easat-2307	194	20	can	can	AUX
easat-2307	194	21	effectively	effectively	ADV
easat-2307	194	22	identify	identify	VERB
easat-2307	194	23	the	the	DET
easat-2307	194	24	factors	factor	NOUN
easat-2307	194	25	.	.	PUNCT
easat-2307	195	1	how	how	SCONJ
easat-2307	195	2	the	the	DET
easat-2307	195	3	factors	factor	NOUN
easat-2307	195	4	are	be	AUX
easat-2307	195	5	derived	derive	VERB
easat-2307	195	6	from	from	ADP
easat-2307	195	7	the	the	DET
easat-2307	195	8	data	datum	NOUN
easat-2307	195	9	is	be	AUX
easat-2307	195	10	determined	determine	VERB
easat-2307	195	11	by	by	ADP
easat-2307	195	12	the	the	DET
easat-2307	195	13	extraction	extraction	NOUN
easat-2307	195	14	method	method	NOUN
easat-2307	195	15	.	.	PUNCT
easat-2307	196	1	the	the	DET
easat-2307	196	2	researchers	researcher	NOUN
easat-2307	196	3	opted	opt	VERB
easat-2307	196	4	for	for	ADP
easat-2307	196	5	the	the	DET
easat-2307	196	6	maximum	maximum	ADJ
easat-2307	196	7	likelihood	likelihood	NOUN
easat-2307	196	8	(	(	PUNCT
easat-2307	196	9	ml	ml	NOUN
easat-2307	196	10	)	)	PUNCT
easat-2307	196	11	method	method	NOUN
easat-2307	196	12	to	to	PART
easat-2307	196	13	extract	extract	VERB
easat-2307	196	14	factors	factor	NOUN
easat-2307	196	15	in	in	ADP
easat-2307	196	16	this	this	DET
easat-2307	196	17	study	study	NOUN
easat-2307	196	18	.	.	PUNCT
easat-2307	197	1	•	•	NUM
easat-2307	197	2	estimation	estimation	NOUN
easat-2307	197	3	using	use	VERB
easat-2307	197	4	the	the	DET
easat-2307	197	5	maximum	maximum	ADJ
easat-2307	197	6	likelihood	likelihood	NOUN
easat-2307	197	7	method	method	NOUN
easat-2307	197	8	:	:	PUNCT
easat-2307	197	9	ml	ml	PART
easat-2307	197	10	method	method	NOUN
easat-2307	197	11	was	be	AUX
easat-2307	197	12	chosen	choose	VERB
easat-2307	197	13	because	because	SCONJ
easat-2307	197	14	it	it	PRON
easat-2307	197	15	offers	offer	VERB
easat-2307	197	16	statistically	statistically	ADV
easat-2307	197	17	optimal	optimal	ADJ
easat-2307	197	18	estimates	estimate	NOUN
easat-2307	197	19	of	of	ADP
easat-2307	197	20	the	the	DET
easat-2307	197	21	factor	factor	NOUN
easat-2307	197	22	loadings	loading	NOUN
easat-2307	197	23	,	,	PUNCT
easat-2307	197	24	under	under	ADP
easat-2307	197	25	the	the	DET
easat-2307	197	26	assumption	assumption	NOUN
easat-2307	197	27	of	of	ADP
easat-2307	197	28	normal	normal	ADJ
easat-2307	197	29	distribution	distribution	NOUN
easat-2307	197	30	of	of	ADP
easat-2307	197	31	the	the	DET
easat-2307	197	32	data	datum	NOUN
easat-2307	197	33	.	.	PUNCT
easat-2307	198	1	the	the	DET
easat-2307	198	2	factors	factor	NOUN
easat-2307	198	3	are	be	AUX
easat-2307	198	4	estimated	estimate	VERB
easat-2307	198	5	in	in	ADP
easat-2307	198	6	this	this	DET
easat-2307	198	7	method	method	NOUN
easat-2307	198	8	by	by	ADP
easat-2307	198	9	maximizing	maximize	VERB
easat-2307	198	10	the	the	DET
easat-2307	198	11	likelihood	likelihood	NOUN
easat-2307	198	12	that	that	SCONJ
easat-2307	198	13	the	the	DET
easat-2307	198	14	observed	observe	VERB
easat-2307	198	15	correlation	correlation	NOUN
easat-2307	198	16	matrix	matrix	NOUN
easat-2307	198	17	could	could	AUX
easat-2307	198	18	be	be	AUX
easat-2307	198	19	produced	produce	VERB
easat-2307	198	20	by	by	ADP
easat-2307	198	21	the	the	DET
easat-2307	198	22	model	model	NOUN
easat-2307	198	23	.	.	PUNCT
easat-2307	199	1	when	when	SCONJ
easat-2307	199	2	the	the	DET
easat-2307	199	3	sample	sample	NOUN
easat-2307	199	4	size	size	NOUN
easat-2307	199	5	is	be	AUX
easat-2307	199	6	large	large	ADJ
easat-2307	199	7	,	,	PUNCT
easat-2307	199	8	ml	ml	AUX
easat-2307	199	9	proves	prove	VERB
easat-2307	199	10	to	to	PART
easat-2307	199	11	be	be	AUX
easat-2307	199	12	highly	highly	ADV
easat-2307	199	13	effective	effective	ADJ
easat-2307	199	14	.	.	PUNCT
easat-2307	200	1	it	it	PRON
easat-2307	200	2	enables	enable	VERB
easat-2307	200	3	hypothesis	hypothesis	NOUN
easat-2307	200	4	testing	testing	NOUN
easat-2307	200	5	related	relate	VERB
easat-2307	200	6	to	to	ADP
easat-2307	200	7	the	the	DET
easat-2307	200	8	number	number	NOUN
easat-2307	200	9	of	of	ADP
easat-2307	200	10	factors	factor	NOUN
easat-2307	200	11	and	and	CCONJ
easat-2307	200	12	the	the	DET
easat-2307	200	13	adequacy	adequacy	NOUN
easat-2307	200	14	of	of	ADP
easat-2307	200	15	the	the	DET
easat-2307	200	16	model	model	NOUN
easat-2307	200	17	[	[	X
easat-2307	200	18	21	21	NUM
easat-2307	200	19	]	]	PUNCT
easat-2307	200	20	.	.	PUNCT
easat-2307	201	1	•	•	PUNCT
easat-2307	201	2	determining	determine	VERB
easat-2307	201	3	the	the	DET
easat-2307	201	4	number	number	NOUN
easat-2307	201	5	of	of	ADP
easat-2307	201	6	factors	factor	NOUN
easat-2307	201	7	:	:	PUNCT
easat-2307	201	8	various	various	ADJ
easat-2307	201	9	criteria	criterion	NOUN
easat-2307	201	10	were	be	AUX
easat-2307	201	11	employed	employ	VERB
easat-2307	201	12	to	to	PART
easat-2307	201	13	determine	determine	VERB
easat-2307	201	14	the	the	DET
easat-2307	201	15	number	number	NOUN
easat-2307	201	16	of	of	ADP
easat-2307	201	17	factors	factor	NOUN
easat-2307	201	18	to	to	PART
easat-2307	201	19	extract	extract	VERB
easat-2307	201	20	.	.	PUNCT
easat-2307	202	1	these	these	DET
easat-2307	202	2	criteria	criterion	NOUN
easat-2307	202	3	included	include	VERB
easat-2307	202	4	the	the	DET
easat-2307	202	5	kaiser	kaiser	PROPN
easat-2307	202	6	criterion	criterion	NOUN
easat-2307	202	7	(	(	PUNCT
easat-2307	202	8	eigenvalues	eigenvalue	VERB
easat-2307	202	9	greater	great	ADJ
easat-2307	202	10	than	than	ADP
easat-2307	202	11	1	1	NUM
easat-2307	202	12	)	)	PUNCT
easat-2307	202	13	,	,	PUNCT
easat-2307	202	14	the	the	DET
easat-2307	202	15	screen	screen	NOUN
easat-2307	202	16	test	test	NOUN
easat-2307	202	17	,	,	PUNCT
easat-2307	202	18	and	and	CCONJ
easat-2307	202	19	parallel	parallel	ADJ
easat-2307	202	20	analysis	analysis	NOUN
easat-2307	202	21	.	.	PUNCT
easat-2307	203	1	the	the	DET
easat-2307	203	2	methods	method	NOUN
easat-2307	203	3	employed	employ	VERB
easat-2307	203	4	in	in	ADP
easat-2307	203	5	this	this	DET
easat-2307	203	6	study	study	NOUN
easat-2307	203	7	aim	aim	VERB
easat-2307	203	8	to	to	PART
easat-2307	203	9	retain	retain	VERB
easat-2307	203	10	only	only	ADV
easat-2307	203	11	the	the	DET
easat-2307	203	12	factors	factor	NOUN
easat-2307	203	13	that	that	PRON
easat-2307	203	14	account	account	VERB
easat-2307	203	15	for	for	ADP
easat-2307	203	16	a	a	DET
easat-2307	203	17	significant	significant	ADJ
easat-2307	203	18	portion	portion	NOUN
easat-2307	203	19	of	of	ADP
easat-2307	203	20	the	the	DET
easat-2307	203	21	variance	variance	NOUN
easat-2307	203	22	,	,	PUNCT
easat-2307	203	23	as	as	SCONJ
easat-2307	203	24	described	describe	VERB
easat-2307	203	25	in	in	ADP
easat-2307	203	26	the	the	DET
easat-2307	203	27	referenced	referenced	ADJ
easat-2307	203	28	publication	publication	NOUN
easat-2307	203	29	[	[	X
easat-2307	203	30	22	22	NUM
easat-2307	203	31	]	]	PUNCT
easat-2307	203	32	.	.	PUNCT
easat-2307	204	1	the	the	DET
easat-2307	204	2	study	study	NOUN
easat-2307	204	3	utilized	utilize	VERB
easat-2307	204	4	the	the	DET
easat-2307	204	5	maximum	maximum	ADJ
easat-2307	204	6	likelihood	likelihood	NOUN
easat-2307	204	7	method	method	NOUN
easat-2307	204	8	for	for	ADP
easat-2307	204	9	factor	factor	NOUN
easat-2307	204	10	extraction	extraction	NOUN
easat-2307	204	11	due	due	ADP
easat-2307	204	12	to	to	ADP
easat-2307	204	13	its	its	PRON
easat-2307	204	14	statistical	statistical	ADJ
easat-2307	204	15	efficiency	efficiency	NOUN
easat-2307	204	16	and	and	CCONJ
easat-2307	204	17	ability	ability	NOUN
easat-2307	204	18	to	to	PART
easat-2307	204	19	facilitate	facilitate	VERB
easat-2307	204	20	hypothesis	hypothesis	NOUN
easat-2307	204	21	testing	testing	NOUN
easat-2307	204	22	in	in	ADP
easat-2307	204	23	large	large	ADJ
easat-2307	204	24	samples	sample	NOUN
easat-2307	204	25	,	,	PUNCT
easat-2307	204	26	complemented	complement	VERB
easat-2307	204	27	by	by	ADP
easat-2307	204	28	rigorous	rigorous	ADJ
easat-2307	204	29	criteria	criterion	NOUN
easat-2307	204	30	to	to	PART
easat-2307	204	31	determine	determine	VERB
easat-2307	204	32	the	the	DET
easat-2307	204	33	optimal	optimal	ADJ
easat-2307	204	34	number	number	NOUN
easat-2307	204	35	of	of	ADP
easat-2307	204	36	factors	factor	NOUN
easat-2307	204	37	to	to	PART
easat-2307	204	38	retain	retain	VERB
easat-2307	204	39	,	,	PUNCT
easat-2307	204	40	ensuring	ensure	VERB
easat-2307	204	41	a	a	DET
easat-2307	204	42	robust	robust	ADJ
easat-2307	204	43	and	and	CCONJ
easat-2307	204	44	reliable	reliable	ADJ
easat-2307	204	45	factor	factor	NOUN
easat-2307	204	46	analysis	analysis	NOUN
easat-2307	204	47	.	.	PUNCT
easat-2307	205	1	2.5.2	2.5.2	NUM
easat-2307	205	2	.	.	PUNCT
easat-2307	205	3	factor	factor	NOUN
easat-2307	205	4	rotation	rotation	NOUN
easat-2307	205	5	and	and	CCONJ
easat-2307	205	6	retention	retention	NOUN
easat-2307	205	7	after	after	ADP
easat-2307	205	8	extracting	extract	VERB
easat-2307	205	9	the	the	DET
easat-2307	205	10	initial	initial	ADJ
easat-2307	205	11	factors	factor	NOUN
easat-2307	205	12	,	,	PUNCT
easat-2307	205	13	an	an	DET
easat-2307	205	14	orthogonal	orthogonal	ADJ
easat-2307	205	15	rotation	rotation	NOUN
easat-2307	205	16	was	be	AUX
easat-2307	205	17	applied	apply	VERB
easat-2307	205	18	to	to	PART
easat-2307	205	19	improve	improve	VERB
easat-2307	205	20	their	their	PRON
easat-2307	205	21	interpretability	interpretability	NOUN
easat-2307	205	22	.	.	PUNCT
easat-2307	206	1	the	the	DET
easat-2307	206	2	underlying	underlying	ADJ
easat-2307	206	3	solution	solution	NOUN
easat-2307	206	4	remains	remain	VERB
easat-2307	206	5	unchanged	unchanged	ADJ
easat-2307	206	6	,	,	PUNCT
easat-2307	206	7	but	but	CCONJ
easat-2307	206	8	rotation	rotation	NOUN
easat-2307	206	9	simplifies	simplify	VERB
easat-2307	206	10	the	the	DET
easat-2307	206	11	output	output	NOUN
easat-2307	206	12	and	and	CCONJ
easat-2307	206	13	enhances	enhance	VERB
easat-2307	206	14	its	its	PRON
easat-2307	206	15	interpretability	interpretability	NOUN
easat-2307	206	16	by	by	ADP
easat-2307	206	17	creating	create	VERB
easat-2307	206	18	a	a	DET
easat-2307	206	19	more	more	ADV
easat-2307	206	20	straightforward	straightforward	ADJ
easat-2307	206	21	and	and	CCONJ
easat-2307	206	22	comprehensible	comprehensible	ADJ
easat-2307	206	23	structure	structure	NOUN
easat-2307	206	24	.	.	PUNCT
easat-2307	207	1	•	•	NUM
easat-2307	207	2	varimax	varimax	PROPN
easat-2307	207	3	rotation	rotation	NOUN
easat-2307	207	4	:	:	PUNCT
easat-2307	207	5	we	we	PRON
easat-2307	207	6	utilized	utilize	VERB
easat-2307	207	7	the	the	DET
easat-2307	207	8	varimax	varimax	ADJ
easat-2307	207	9	rotation	rotation	NOUN
easat-2307	207	10	method	method	NOUN
easat-2307	207	11	,	,	PUNCT
easat-2307	207	12	which	which	PRON
easat-2307	207	13	is	be	AUX
easat-2307	207	14	widely	widely	ADV
easat-2307	207	15	recognized	recognize	VERB
easat-2307	207	16	as	as	ADP
easat-2307	207	17	the	the	DET
easat-2307	207	18	predominant	predominant	ADJ
easat-2307	207	19	form	form	NOUN
easat-2307	207	20	of	of	ADP
easat-2307	207	21	orthogonal	orthogonal	ADJ
easat-2307	207	22	rotation	rotation	NOUN
easat-2307	207	23	.	.	PUNCT
easat-2307	208	1	the	the	DET
easat-2307	208	2	columns	column	NOUN
easat-2307	208	3	of	of	ADP
easat-2307	208	4	the	the	DET
easat-2307	208	5	factor	factor	NOUN
easat-2307	208	6	matrix	matrix	NOUN
easat-2307	208	7	are	be	AUX
easat-2307	208	8	simplified	simplify	VERB
easat-2307	208	9	by	by	ADP
easat-2307	208	10	maximizing	maximize	VERB
easat-2307	208	11	the	the	DET
easat-2307	208	12	loadings	loading	NOUN
easat-2307	208	13	of	of	ADP
easat-2307	208	14	certain	certain	ADJ
easat-2307	208	15	variables	variable	NOUN
easat-2307	208	16	for	for	ADP
easat-2307	208	17	each	each	DET
easat-2307	208	18	factor	factor	NOUN
easat-2307	208	19	,	,	PUNCT
easat-2307	208	20	while	while	SCONJ
easat-2307	208	21	minimizing	minimize	VERB
easat-2307	208	22	the	the	DET
easat-2307	208	23	loadings	loading	NOUN
easat-2307	208	24	for	for	ADP
easat-2307	208	25	others	other	NOUN
easat-2307	208	26	.	.	PUNCT
easat-2307	209	1	the	the	DET
easat-2307	209	2	rotation	rotation	NOUN
easat-2307	209	3	technique	technique	NOUN
easat-2307	209	4	employed	employ	VERB
easat-2307	209	5	in	in	ADP
easat-2307	209	6	this	this	DET
easat-2307	209	7	study	study	NOUN
easat-2307	209	8	aims	aim	VERB
easat-2307	209	9	to	to	PART
easat-2307	209	10	enhance	enhance	VERB
easat-2307	209	11	the	the	DET
easat-2307	209	12	identification	identification	NOUN
easat-2307	209	13	of	of	ADP
easat-2307	209	14	variables	variable	NOUN
easat-2307	209	15	associated	associate	VERB
easat-2307	209	16	with	with	ADP
easat-2307	209	17	each	each	DET
easat-2307	209	18	factor	factor	NOUN
easat-2307	209	19	by	by	ADP
easat-2307	209	20	maximizing	maximize	VERB
easat-2307	209	21	the	the	DET
easat-2307	209	22	variance	variance	NOUN
easat-2307	209	23	of	of	ADP
easat-2307	209	24	squared	square	VERB
easat-2307	209	25	loadings	loading	NOUN
easat-2307	209	26	across	across	ADP
easat-2307	209	27	variables	variable	NOUN
easat-2307	209	28	[	[	X
easat-2307	209	29	23	23	NUM
easat-2307	209	30	]	]	PUNCT
easat-2307	209	31	.	.	PUNCT
easat-2307	210	1	1677	1677	NUM
easat-2307	210	2	edelweiss	edelweiss	PROPN
easat-2307	210	3	applied	apply	VERB
easat-2307	210	4	science	science	NOUN
easat-2307	210	5	and	and	CCONJ
easat-2307	210	6	technology	technology	NOUN
easat-2307	210	7	issn	issn	PROPN
easat-2307	210	8	:	:	PUNCT
easat-2307	210	9	2576	2576	NUM
easat-2307	210	10	-	-	SYM
easat-2307	210	11	8484	8484	NUM
easat-2307	210	12	vol	vol	NOUN
easat-2307	210	13	.	.	PROPN
easat-2307	210	14	8	8	NUM
easat-2307	210	15	,	,	PUNCT
easat-2307	210	16	no	no	INTJ
easat-2307	210	17	.	.	NOUN
easat-2307	211	1	6	6	NUM
easat-2307	211	2	:	:	SYM
easat-2307	211	3	1670	1670	NUM
easat-2307	211	4	-	-	SYM
easat-2307	211	5	1691	1691	NUM
easat-2307	211	6	,	,	PUNCT
easat-2307	211	7	2024	2024	NUM
easat-2307	211	8	doi	doi	NOUN
easat-2307	211	9	:	:	PUNCT
easat-2307	211	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	211	11	©	©	ADP
easat-2307	211	12	2024	2024	NUM
easat-2307	211	13	by	by	ADP
easat-2307	211	14	the	the	DET
easat-2307	211	15	author	author	NOUN
easat-2307	211	16	;	;	PUNCT
easat-2307	211	17	licensee	licensee	PROPN
easat-2307	211	18	learning	learning	NOUN
easat-2307	211	19	gate	gate	VERB
easat-2307	211	20	•	•	ADP
easat-2307	211	21	analysis	analysis	NOUN
easat-2307	211	22	of	of	ADP
easat-2307	211	23	rotated	rotated	ADJ
easat-2307	211	24	factors	factor	NOUN
easat-2307	211	25	:	:	PUNCT
easat-2307	211	26	the	the	DET
easat-2307	211	27	examination	examination	NOUN
easat-2307	211	28	of	of	ADP
easat-2307	211	29	factor	factor	NOUN
easat-2307	211	30	loadings	loading	NOUN
easat-2307	211	31	was	be	AUX
easat-2307	211	32	conducted	conduct	VERB
easat-2307	211	33	after	after	SCONJ
easat-2307	211	34	rotation	rotation	NOUN
easat-2307	211	35	to	to	PART
easat-2307	211	36	interpret	interpret	VERB
easat-2307	211	37	the	the	DET
easat-2307	211	38	factors	factor	NOUN
easat-2307	211	39	.	.	PUNCT
easat-2307	212	1	the	the	DET
easat-2307	212	2	factors	factor	NOUN
easat-2307	212	3	were	be	AUX
easat-2307	212	4	labeled	label	VERB
easat-2307	212	5	according	accord	VERB
easat-2307	212	6	to	to	ADP
easat-2307	212	7	the	the	DET
easat-2307	212	8	variables	variable	NOUN
easat-2307	212	9	with	with	ADP
easat-2307	212	10	the	the	DET
easat-2307	212	11	highest	high	ADJ
easat-2307	212	12	loadings	loading	NOUN
easat-2307	212	13	,	,	PUNCT
easat-2307	212	14	which	which	PRON
easat-2307	212	15	indicate	indicate	VERB
easat-2307	212	16	the	the	DET
easat-2307	212	17	dimensions	dimension	NOUN
easat-2307	212	18	they	they	PRON
easat-2307	212	19	represent	represent	VERB
easat-2307	212	20	.	.	PUNCT
easat-2307	213	1	for	for	ADP
easat-2307	213	2	example	example	NOUN
easat-2307	213	3	,	,	PUNCT
easat-2307	213	4	a	a	DET
easat-2307	213	5	factor	factor	NOUN
easat-2307	213	6	that	that	PRON
easat-2307	213	7	has	have	VERB
easat-2307	213	8	high	high	ADJ
easat-2307	213	9	loadings	loading	NOUN
easat-2307	213	10	on	on	ADP
easat-2307	213	11	variables	variable	NOUN
easat-2307	213	12	associated	associate	VERB
easat-2307	213	13	with	with	ADP
easat-2307	213	14	economic	economic	ADJ
easat-2307	213	15	indicators	indicator	NOUN
easat-2307	213	16	could	could	AUX
easat-2307	213	17	be	be	AUX
easat-2307	213	18	labeled	label	VERB
easat-2307	213	19	as	as	ADP
easat-2307	213	20	a	a	DET
easat-2307	213	21	"	"	PUNCT
easat-2307	213	22	economic	economic	ADJ
easat-2307	213	23	factor	factor	NOUN
easat-2307	213	24	.	.	PUNCT
easat-2307	213	25	"	"	PUNCT
easat-2307	214	1	one	one	NUM
easat-2307	214	2	important	important	ADJ
easat-2307	214	3	step	step	NOUN
easat-2307	214	4	in	in	ADP
easat-2307	214	5	factor	factor	NOUN
easat-2307	214	6	analysis	analysis	NOUN
easat-2307	214	7	is	be	AUX
easat-2307	214	8	determining	determine	VERB
easat-2307	214	9	the	the	DET
easat-2307	214	10	appropriate	appropriate	ADJ
easat-2307	214	11	number	number	NOUN
easat-2307	214	12	of	of	ADP
easat-2307	214	13	factors	factor	NOUN
easat-2307	214	14	to	to	PART
easat-2307	214	15	retain	retain	VERB
easat-2307	214	16	.	.	PUNCT
easat-2307	215	1	if	if	SCONJ
easat-2307	215	2	too	too	ADV
easat-2307	215	3	few	few	ADJ
easat-2307	215	4	factors	factor	NOUN
easat-2307	215	5	are	be	AUX
easat-2307	215	6	retained	retain	VERB
easat-2307	215	7	,	,	PUNCT
easat-2307	215	8	valuable	valuable	ADJ
easat-2307	215	9	information	information	NOUN
easat-2307	215	10	may	may	AUX
easat-2307	215	11	be	be	AUX
easat-2307	215	12	lost	lose	VERB
easat-2307	215	13	.	.	PUNCT
easat-2307	216	1	on	on	ADP
easat-2307	216	2	the	the	DET
easat-2307	216	3	other	other	ADJ
easat-2307	216	4	hand	hand	NOUN
easat-2307	216	5	,	,	PUNCT
easat-2307	216	6	retaining	retain	VERB
easat-2307	216	7	too	too	ADV
easat-2307	216	8	many	many	ADJ
easat-2307	216	9	factors	factor	NOUN
easat-2307	216	10	can	can	AUX
easat-2307	216	11	result	result	VERB
easat-2307	216	12	in	in	ADP
easat-2307	216	13	overfitting	overfitte	VERB
easat-2307	216	14	and	and	CCONJ
easat-2307	216	15	make	make	VERB
easat-2307	216	16	interpretation	interpretation	NOUN
easat-2307	216	17	more	more	ADV
easat-2307	216	18	difficult	difficult	ADJ
easat-2307	216	19	.	.	PUNCT
easat-2307	217	1	•	•	ADP
easat-2307	217	2	the	the	DET
easat-2307	217	3	kaiser	kaiser	PROPN
easat-2307	217	4	criterion	criterion	NOUN
easat-2307	217	5	states	state	VERB
easat-2307	217	6	that	that	SCONJ
easat-2307	217	7	factors	factor	VERB
easat-2307	217	8	with	with	ADP
easat-2307	217	9	eigenvalues	eigenvalue	NOUN
easat-2307	217	10	greater	great	ADJ
easat-2307	217	11	than	than	ADP
easat-2307	217	12	1	1	NUM
easat-2307	217	13	were	be	AUX
easat-2307	217	14	kept	keep	VERB
easat-2307	217	15	,	,	PUNCT
easat-2307	217	16	as	as	SCONJ
easat-2307	217	17	they	they	PRON
easat-2307	217	18	explain	explain	VERB
easat-2307	217	19	more	more	ADJ
easat-2307	217	20	variance	variance	NOUN
easat-2307	217	21	than	than	ADP
easat-2307	217	22	a	a	DET
easat-2307	217	23	single	single	ADJ
easat-2307	217	24	observed	observed	ADJ
easat-2307	217	25	variable	variable	NOUN
easat-2307	217	26	,	,	PUNCT
easat-2307	217	27	as	as	SCONJ
easat-2307	217	28	previously	previously	ADV
easat-2307	217	29	stated	state	VERB
easat-2307	217	30	.	.	PUNCT
easat-2307	218	1	this	this	DET
easat-2307	218	2	criterion	criterion	NOUN
easat-2307	218	3	finds	find	VERB
easat-2307	218	4	extensive	extensive	ADJ
easat-2307	218	5	usage	usage	NOUN
easat-2307	218	6	in	in	ADP
easat-2307	218	7	exploratory	exploratory	ADJ
easat-2307	218	8	factor	factor	NOUN
easat-2307	218	9	analysis	analysis	NOUN
easat-2307	218	10	[	[	X
easat-2307	218	11	23	23	NUM
easat-2307	218	12	]	]	PUNCT
easat-2307	218	13	.	.	PUNCT
easat-2307	219	1	•	•	NUM
easat-2307	219	2	scree	scree	ADJ
easat-2307	219	3	test	test	NOUN
easat-2307	219	4	:	:	PUNCT
easat-2307	219	5	the	the	DET
easat-2307	219	6	visualization	visualization	NOUN
easat-2307	219	7	of	of	ADP
easat-2307	219	8	eigenvalues	eigenvalue	NOUN
easat-2307	219	9	was	be	AUX
easat-2307	219	10	achieved	achieve	VERB
easat-2307	219	11	using	use	VERB
easat-2307	219	12	a	a	DET
easat-2307	219	13	scree	scree	ADJ
easat-2307	219	14	plot	plot	NOUN
easat-2307	219	15	.	.	PUNCT
easat-2307	220	1	the	the	DET
easat-2307	220	2	number	number	NOUN
easat-2307	220	3	of	of	ADP
easat-2307	220	4	factors	factor	NOUN
easat-2307	220	5	to	to	PART
easat-2307	220	6	retain	retain	VERB
easat-2307	220	7	was	be	AUX
easat-2307	220	8	determined	determine	VERB
easat-2307	220	9	by	by	ADP
easat-2307	220	10	identifying	identify	VERB
easat-2307	220	11	the	the	DET
easat-2307	220	12	point	point	NOUN
easat-2307	220	13	at	at	ADP
easat-2307	220	14	which	which	PRON
easat-2307	220	15	the	the	DET
easat-2307	220	16	plot	plot	NOUN
easat-2307	220	17	begins	begin	VERB
easat-2307	220	18	to	to	PART
easat-2307	220	19	level	level	VERB
easat-2307	220	20	off	off	ADP
easat-2307	220	21	,	,	PUNCT
easat-2307	220	22	commonly	commonly	ADV
easat-2307	220	23	referred	refer	VERB
easat-2307	220	24	to	to	ADP
easat-2307	220	25	as	as	ADP
easat-2307	220	26	the	the	DET
easat-2307	220	27	"	"	PUNCT
easat-2307	220	28	elbow	elbow	NOUN
easat-2307	220	29	"	"	PUNCT
easat-2307	220	30	point	point	NOUN
easat-2307	220	31	.	.	PUNCT
easat-2307	221	1	this	this	DET
easat-2307	221	2	method	method	NOUN
easat-2307	221	3	allows	allow	VERB
easat-2307	221	4	for	for	ADP
easat-2307	221	5	the	the	DET
easat-2307	221	6	differentiation	differentiation	NOUN
easat-2307	221	7	of	of	ADP
easat-2307	221	8	significant	significant	ADJ
easat-2307	221	9	factors	factor	NOUN
easat-2307	221	10	from	from	ADP
easat-2307	221	11	those	those	PRON
easat-2307	221	12	that	that	PRON
easat-2307	221	13	have	have	VERB
easat-2307	221	14	minimal	minimal	ADJ
easat-2307	221	15	impact	impact	NOUN
easat-2307	221	16	on	on	ADP
easat-2307	221	17	explaining	explain	VERB
easat-2307	221	18	the	the	DET
easat-2307	221	19	variance	variance	NOUN
easat-2307	221	20	[	[	X
easat-2307	221	21	19	19	NUM
easat-2307	221	22	]	]	PUNCT
easat-2307	221	23	.	.	PUNCT
easat-2307	222	1	•	•	NUM
easat-2307	222	2	parallel	parallel	ADJ
easat-2307	222	3	analysis	analysis	NOUN
easat-2307	222	4	:	:	PUNCT
easat-2307	222	5	a	a	DET
easat-2307	222	6	comparison	comparison	NOUN
easat-2307	222	7	was	be	AUX
easat-2307	222	8	made	make	VERB
easat-2307	222	9	between	between	ADP
easat-2307	222	10	the	the	DET
easat-2307	222	11	observed	observe	VERB
easat-2307	222	12	eigenvalues	eigenvalue	NOUN
easat-2307	222	13	and	and	CCONJ
easat-2307	222	14	those	those	PRON
easat-2307	222	15	obtained	obtain	VERB
easat-2307	222	16	from	from	ADP
easat-2307	222	17	randomly	randomly	ADV
easat-2307	222	18	generated	generate	VERB
easat-2307	222	19	data	datum	NOUN
easat-2307	222	20	using	use	VERB
easat-2307	222	21	parallel	parallel	ADJ
easat-2307	222	22	analysis	analysis	NOUN
easat-2307	222	23	.	.	PUNCT
easat-2307	223	1	we	we	PRON
easat-2307	223	2	only	only	ADV
easat-2307	223	3	kept	keep	VERB
easat-2307	223	4	the	the	DET
easat-2307	223	5	factors	factor	NOUN
easat-2307	223	6	that	that	PRON
easat-2307	223	7	had	have	AUX
easat-2307	223	8	eigenvalues	eigenvalue	VERB
easat-2307	223	9	higher	high	ADJ
easat-2307	223	10	than	than	ADP
easat-2307	223	11	those	those	PRON
easat-2307	223	12	obtained	obtain	VERB
easat-2307	223	13	from	from	ADP
easat-2307	223	14	the	the	DET
easat-2307	223	15	random	random	ADJ
easat-2307	223	16	data	datum	NOUN
easat-2307	223	17	.	.	PUNCT
easat-2307	224	1	it	it	PRON
easat-2307	224	2	has	have	AUX
easat-2307	224	3	been	be	AUX
easat-2307	224	4	noted	note	VERB
easat-2307	224	5	that	that	SCONJ
easat-2307	224	6	this	this	DET
easat-2307	224	7	method	method	NOUN
easat-2307	224	8	is	be	AUX
easat-2307	224	9	regarded	regard	VERB
easat-2307	224	10	as	as	ADP
easat-2307	224	11	more	more	ADV
easat-2307	224	12	reliable	reliable	ADJ
easat-2307	224	13	when	when	SCONJ
easat-2307	224	14	compared	compare	VERB
easat-2307	224	15	to	to	ADP
easat-2307	224	16	the	the	DET
easat-2307	224	17	kaiser	kaiser	PROPN
easat-2307	224	18	criterion	criterion	NOUN
easat-2307	224	19	and	and	CCONJ
easat-2307	224	20	scree	scree	ADJ
easat-2307	224	21	test	test	NOUN
easat-2307	224	22	alone	alone	ADV
easat-2307	224	23	,	,	PUNCT
easat-2307	224	24	especially	especially	ADV
easat-2307	224	25	when	when	SCONJ
easat-2307	224	26	dealing	deal	VERB
easat-2307	224	27	with	with	ADP
easat-2307	224	28	complex	complex	ADJ
easat-2307	224	29	datasets	dataset	NOUN
easat-2307	224	30	[	[	X
easat-2307	224	31	24	24	NUM
easat-2307	224	32	]	]	PUNCT
easat-2307	224	33	.	.	PUNCT
easat-2307	225	1	the	the	DET
easat-2307	225	2	study	study	NOUN
easat-2307	225	3	carefully	carefully	ADV
easat-2307	225	4	determined	determine	VERB
easat-2307	225	5	the	the	DET
easat-2307	225	6	appropriate	appropriate	ADJ
easat-2307	225	7	number	number	NOUN
easat-2307	225	8	of	of	ADP
easat-2307	225	9	factors	factor	NOUN
easat-2307	225	10	to	to	PART
easat-2307	225	11	retain	retain	VERB
easat-2307	225	12	in	in	ADP
easat-2307	225	13	factor	factor	NOUN
easat-2307	225	14	analysis	analysis	NOUN
easat-2307	225	15	by	by	ADP
easat-2307	225	16	using	use	VERB
easat-2307	225	17	the	the	DET
easat-2307	225	18	kaiser	kaiser	PROPN
easat-2307	225	19	criterion	criterion	NOUN
easat-2307	225	20	,	,	PUNCT
easat-2307	225	21	scree	scree	ADJ
easat-2307	225	22	test	test	NOUN
easat-2307	225	23	,	,	PUNCT
easat-2307	225	24	and	and	CCONJ
easat-2307	225	25	parallel	parallel	ADJ
easat-2307	225	26	analysis	analysis	NOUN
easat-2307	225	27	,	,	PUNCT
easat-2307	225	28	ensuring	ensure	VERB
easat-2307	225	29	a	a	DET
easat-2307	225	30	balance	balance	NOUN
easat-2307	225	31	between	between	ADP
easat-2307	225	32	retaining	retain	VERB
easat-2307	225	33	sufficient	sufficient	ADJ
easat-2307	225	34	information	information	NOUN
easat-2307	225	35	and	and	CCONJ
easat-2307	225	36	avoiding	avoid	VERB
easat-2307	225	37	overfitting	overfitte	VERB
easat-2307	225	38	,	,	PUNCT
easat-2307	225	39	with	with	ADP
easat-2307	225	40	parallel	parallel	ADJ
easat-2307	225	41	analysis	analysis	NOUN
easat-2307	225	42	offering	offer	VERB
easat-2307	225	43	the	the	DET
easat-2307	225	44	most	most	ADJ
easat-2307	225	45	reliability	reliability	NOUN
easat-2307	225	46	in	in	ADP
easat-2307	225	47	complex	complex	ADJ
easat-2307	225	48	datasets	dataset	NOUN
easat-2307	225	49	.	.	PUNCT
easat-2307	226	1	2.5.3	2.5.3	NUM
easat-2307	226	2	.	.	PUNCT
easat-2307	226	3	interpretation	interpretation	NOUN
easat-2307	226	4	and	and	CCONJ
easat-2307	226	5	naming	naming	NOUN
easat-2307	226	6	of	of	ADP
easat-2307	226	7	factors	factor	NOUN
easat-2307	226	8	an	an	DET
easat-2307	226	9	essential	essential	ADJ
easat-2307	226	10	step	step	NOUN
easat-2307	226	11	in	in	ADP
easat-2307	226	12	factor	factor	NOUN
easat-2307	226	13	analysis	analysis	NOUN
easat-2307	226	14	is	be	AUX
easat-2307	226	15	interpreting	interpret	VERB
easat-2307	226	16	and	and	CCONJ
easat-2307	226	17	naming	name	VERB
easat-2307	226	18	the	the	DET
easat-2307	226	19	factors	factor	NOUN
easat-2307	226	20	,	,	PUNCT
easat-2307	226	21	as	as	SCONJ
easat-2307	226	22	this	this	PRON
easat-2307	226	23	gives	give	VERB
easat-2307	226	24	meaning	meaning	NOUN
easat-2307	226	25	to	to	ADP
easat-2307	226	26	the	the	DET
easat-2307	226	27	latent	latent	NOUN
easat-2307	226	28	variables	variable	NOUN
easat-2307	226	29	identified	identify	VERB
easat-2307	226	30	through	through	ADP
easat-2307	226	31	the	the	DET
easat-2307	226	32	analysis	analysis	NOUN
easat-2307	226	33	.	.	PUNCT
easat-2307	227	1	•	•	NUM
easat-2307	227	2	examining	examine	VERB
easat-2307	227	3	the	the	DET
easat-2307	227	4	factor	factor	NOUN
easat-2307	227	5	loadings	loading	NOUN
easat-2307	227	6	allowed	allow	VERB
easat-2307	227	7	for	for	ADP
easat-2307	227	8	a	a	DET
easat-2307	227	9	careful	careful	ADJ
easat-2307	227	10	determination	determination	NOUN
easat-2307	227	11	of	of	ADP
easat-2307	227	12	the	the	DET
easat-2307	227	13	variables	variable	NOUN
easat-2307	227	14	that	that	PRON
easat-2307	227	15	make	make	VERB
easat-2307	227	16	the	the	DET
easat-2307	227	17	most	most	ADV
easat-2307	227	18	significant	significant	ADJ
easat-2307	227	19	contributions	contribution	NOUN
easat-2307	227	20	to	to	ADP
easat-2307	227	21	each	each	DET
easat-2307	227	22	factor	factor	NOUN
easat-2307	227	23	.	.	PUNCT
easat-2307	228	1	a	a	DET
easat-2307	228	2	strong	strong	ADJ
easat-2307	228	3	relationship	relationship	NOUN
easat-2307	228	4	between	between	ADP
easat-2307	228	5	the	the	DET
easat-2307	228	6	variable	variable	NOUN
easat-2307	228	7	and	and	CCONJ
easat-2307	228	8	the	the	DET
easat-2307	228	9	factor	factor	NOUN
easat-2307	228	10	is	be	AUX
easat-2307	228	11	indicated	indicate	VERB
easat-2307	228	12	by	by	ADP
easat-2307	228	13	high	high	ADJ
easat-2307	228	14	loadings	loading	NOUN
easat-2307	228	15	.	.	PUNCT
easat-2307	229	1	the	the	DET
easat-2307	229	2	factor	factor	NOUN
easat-2307	229	3	was	be	AUX
easat-2307	229	4	determined	determine	VERB
easat-2307	229	5	to	to	PART
easat-2307	229	6	have	have	VERB
easat-2307	229	7	significant	significant	ADJ
easat-2307	229	8	contributors	contributor	NOUN
easat-2307	229	9	based	base	VERB
easat-2307	229	10	on	on	ADP
easat-2307	229	11	variables	variable	NOUN
easat-2307	229	12	with	with	ADP
easat-2307	229	13	loadings	loading	NOUN
easat-2307	229	14	above	above	ADP
easat-2307	229	15	0.4	0.4	NUM
easat-2307	230	1	[	[	X
easat-2307	230	2	25	25	NUM
easat-2307	230	3	]	]	PUNCT
easat-2307	230	4	.	.	PUNCT
easat-2307	231	1	•	•	ADV
easat-2307	231	2	identifying	identify	VERB
easat-2307	231	3	factors	factor	NOUN
easat-2307	231	4	:	:	PUNCT
easat-2307	231	5	the	the	DET
easat-2307	231	6	factors	factor	NOUN
easat-2307	231	7	were	be	AUX
easat-2307	231	8	named	name	VERB
easat-2307	231	9	to	to	PART
easat-2307	231	10	reflect	reflect	VERB
easat-2307	231	11	the	the	DET
easat-2307	231	12	underlying	underlie	VERB
easat-2307	231	13	constructs	construct	NOUN
easat-2307	231	14	they	they	PRON
easat-2307	231	15	represent	represent	VERB
easat-2307	231	16	,	,	PUNCT
easat-2307	231	17	based	base	VERB
easat-2307	231	18	on	on	ADP
easat-2307	231	19	the	the	DET
easat-2307	231	20	pattern	pattern	NOUN
easat-2307	231	21	of	of	ADP
easat-2307	231	22	loadings	loading	NOUN
easat-2307	231	23	.	.	PUNCT
easat-2307	232	1	as	as	ADP
easat-2307	232	2	an	an	DET
easat-2307	232	3	illustration	illustration	NOUN
easat-2307	232	4	,	,	PUNCT
easat-2307	232	5	a	a	DET
easat-2307	232	6	factor	factor	NOUN
easat-2307	232	7	that	that	PRON
easat-2307	232	8	exhibits	exhibit	VERB
easat-2307	232	9	high	high	ADJ
easat-2307	232	10	loadings	loading	NOUN
easat-2307	232	11	on	on	ADP
easat-2307	232	12	variables	variable	NOUN
easat-2307	232	13	such	such	ADJ
easat-2307	232	14	as	as	ADP
easat-2307	232	15	education	education	NOUN
easat-2307	232	16	,	,	PUNCT
easat-2307	232	17	income	income	NOUN
easat-2307	232	18	,	,	PUNCT
easat-2307	232	19	and	and	CCONJ
easat-2307	232	20	occupation	occupation	NOUN
easat-2307	232	21	could	could	AUX
easat-2307	232	22	be	be	AUX
easat-2307	232	23	referred	refer	VERB
easat-2307	232	24	to	to	ADP
easat-2307	232	25	as	as	ADP
easat-2307	232	26	"	"	PUNCT
easat-2307	232	27	socioeconomic	socioeconomic	ADJ
easat-2307	232	28	status	status	NOUN
easat-2307	232	29	.	.	PUNCT
easat-2307	232	30	"	"	PUNCT
easat-2307	233	1	•	•	NOUN
easat-2307	233	2	calculating	calculate	VERB
easat-2307	233	3	factor	factor	NOUN
easat-2307	233	4	scores	score	NOUN
easat-2307	233	5	:	:	PUNCT
easat-2307	233	6	each	each	DET
easat-2307	233	7	observation	observation	NOUN
easat-2307	233	8	was	be	AUX
easat-2307	233	9	assigned	assign	VERB
easat-2307	233	10	factor	factor	NOUN
easat-2307	233	11	scores	score	NOUN
easat-2307	233	12	to	to	PART
easat-2307	233	13	measure	measure	VERB
easat-2307	233	14	the	the	DET
easat-2307	233	15	extent	extent	NOUN
easat-2307	233	16	to	to	PART
easat-2307	233	17	which	which	PRON
easat-2307	233	18	they	they	PRON
easat-2307	233	19	exhibit	exhibit	VERB
easat-2307	233	20	the	the	DET
easat-2307	233	21	characteristics	characteristic	NOUN
easat-2307	233	22	of	of	ADP
easat-2307	233	23	the	the	DET
easat-2307	233	24	factor	factor	NOUN
easat-2307	233	25	.	.	PUNCT
easat-2307	234	1	in	in	ADP
easat-2307	234	2	subsequent	subsequent	ADJ
easat-2307	234	3	regression	regression	NOUN
easat-2307	234	4	models	model	NOUN
easat-2307	234	5	,	,	PUNCT
easat-2307	234	6	the	the	DET
easat-2307	234	7	scores	score	NOUN
easat-2307	234	8	were	be	AUX
easat-2307	234	9	used	use	VERB
easat-2307	234	10	as	as	ADP
easat-2307	234	11	predictor	predictor	NOUN
easat-2307	234	12	variables	variable	NOUN
easat-2307	234	13	.	.	PUNCT
easat-2307	235	1	the	the	DET
easat-2307	235	2	study	study	NOUN
easat-2307	235	3	conducted	conduct	VERB
easat-2307	235	4	a	a	DET
easat-2307	235	5	thorough	thorough	ADJ
easat-2307	235	6	evaluation	evaluation	NOUN
easat-2307	235	7	of	of	ADP
easat-2307	235	8	factor	factor	NOUN
easat-2307	235	9	loadings	loading	NOUN
easat-2307	235	10	in	in	ADP
easat-2307	235	11	order	order	NOUN
easat-2307	235	12	to	to	PART
easat-2307	235	13	identify	identify	VERB
easat-2307	235	14	significant	significant	ADJ
easat-2307	235	15	contributors	contributor	NOUN
easat-2307	235	16	.	.	PUNCT
easat-2307	236	1	factors	factor	NOUN
easat-2307	236	2	were	be	AUX
easat-2307	236	3	then	then	ADV
easat-2307	236	4	named	name	VERB
easat-2307	236	5	based	base	VERB
easat-2307	236	6	on	on	ADP
easat-2307	236	7	the	the	DET
easat-2307	236	8	loading	loading	NOUN
easat-2307	236	9	patterns	pattern	NOUN
easat-2307	236	10	,	,	PUNCT
easat-2307	236	11	and	and	CCONJ
easat-2307	236	12	factor	factor	NOUN
easat-2307	236	13	scores	score	NOUN
easat-2307	236	14	were	be	AUX
easat-2307	236	15	calculated	calculate	VERB
easat-2307	236	16	to	to	PART
easat-2307	236	17	quantify	quantify	VERB
easat-2307	236	18	the	the	DET
easat-2307	236	19	influence	influence	NOUN
easat-2307	236	20	of	of	ADP
easat-2307	236	21	each	each	DET
easat-2307	236	22	factor	factor	NOUN
easat-2307	236	23	on	on	ADP
easat-2307	236	24	observations	observation	NOUN
easat-2307	236	25	.	.	PUNCT
easat-2307	237	1	these	these	DET
easat-2307	237	2	scores	score	NOUN
easat-2307	237	3	were	be	AUX
easat-2307	237	4	subsequently	subsequently	ADV
easat-2307	237	5	utilized	utilize	VERB
easat-2307	237	6	in	in	ADP
easat-2307	237	7	regression	regression	NOUN
easat-2307	237	8	models	model	NOUN
easat-2307	237	9	.	.	PUNCT
easat-2307	238	1	2.5.4	2.5.4	NUM
easat-2307	238	2	.	.	PUNCT
easat-2307	238	3	application	application	NOUN
easat-2307	238	4	in	in	ADP
easat-2307	238	5	regression	regression	NOUN
easat-2307	238	6	modeling	model	VERB
easat-2307	238	7	predictor	predictor	NOUN
easat-2307	238	8	variables	variable	NOUN
easat-2307	238	9	in	in	ADP
easat-2307	238	10	linear	linear	PROPN
easat-2307	238	11	regression	regression	NOUN
easat-2307	238	12	models	model	NOUN
easat-2307	238	13	were	be	AUX
easat-2307	238	14	derived	derive	VERB
easat-2307	238	15	from	from	ADP
easat-2307	238	16	the	the	DET
easat-2307	238	17	factors	factor	NOUN
easat-2307	238	18	identified	identify	VERB
easat-2307	238	19	through	through	ADP
easat-2307	238	20	fa	fa	PROPN
easat-2307	238	21	.	.	PUNCT
easat-2307	239	1	the	the	DET
easat-2307	239	2	objective	objective	NOUN
easat-2307	239	3	of	of	ADP
easat-2307	239	4	this	this	DET
easat-2307	239	5	approach	approach	NOUN
easat-2307	239	6	was	be	AUX
easat-2307	239	7	to	to	PART
easat-2307	239	8	enhance	enhance	VERB
easat-2307	239	9	the	the	DET
easat-2307	239	10	model	model	NOUN
easat-2307	239	11	's	's	PART
easat-2307	239	12	ability	ability	NOUN
easat-2307	239	13	to	to	PART
easat-2307	239	14	accurately	accurately	ADV
easat-2307	239	15	predict	predict	VERB
easat-2307	239	16	and	and	CCONJ
easat-2307	239	17	explain	explain	VERB
easat-2307	239	18	voter	voter	NOUN
easat-2307	239	19	behavior	behavior	NOUN
easat-2307	239	20	by	by	ADP
easat-2307	239	21	placing	place	VERB
easat-2307	239	22	emphasis	emphasis	NOUN
easat-2307	239	23	on	on	ADP
easat-2307	239	24	the	the	DET
easat-2307	239	25	latent	latent	NOUN
easat-2307	239	26	variables	variable	NOUN
easat-2307	239	27	that	that	PRON
easat-2307	239	28	have	have	VERB
easat-2307	239	29	the	the	DET
easat-2307	239	30	greatest	great	ADJ
easat-2307	239	31	impact	impact	NOUN
easat-2307	239	32	.	.	PUNCT
easat-2307	240	1	1678	1678	NUM
easat-2307	240	2	edelweiss	edelweiss	PROPN
easat-2307	240	3	applied	apply	VERB
easat-2307	240	4	science	science	NOUN
easat-2307	240	5	and	and	CCONJ
easat-2307	240	6	technology	technology	NOUN
easat-2307	240	7	issn	issn	PROPN
easat-2307	240	8	:	:	PUNCT
easat-2307	240	9	2576	2576	NUM
easat-2307	240	10	-	-	SYM
easat-2307	240	11	8484	8484	NUM
easat-2307	240	12	vol	vol	NOUN
easat-2307	240	13	.	.	PROPN
easat-2307	240	14	8	8	NUM
easat-2307	240	15	,	,	PUNCT
easat-2307	240	16	no	no	INTJ
easat-2307	240	17	.	.	NOUN
easat-2307	241	1	6	6	NUM
easat-2307	241	2	:	:	SYM
easat-2307	241	3	1670	1670	NUM
easat-2307	241	4	-	-	SYM
easat-2307	241	5	1691	1691	NUM
easat-2307	241	6	,	,	PUNCT
easat-2307	241	7	2024	2024	NUM
easat-2307	241	8	doi	doi	NOUN
easat-2307	241	9	:	:	PUNCT
easat-2307	241	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	241	11	©	©	ADP
easat-2307	241	12	2024	2024	NUM
easat-2307	241	13	by	by	ADP
easat-2307	241	14	the	the	DET
easat-2307	241	15	author	author	NOUN
easat-2307	241	16	;	;	PUNCT
easat-2307	241	17	licensee	licensee	PROPN
easat-2307	241	18	learning	learning	NOUN
easat-2307	241	19	gate	gate	NOUN
easat-2307	241	20	•	•	NOUN
easat-2307	241	21	model	model	NOUN
easat-2307	241	22	construction	construction	NOUN
easat-2307	241	23	:	:	PUNCT
easat-2307	241	24	the	the	DET
easat-2307	241	25	construction	construction	NOUN
easat-2307	241	26	of	of	ADP
easat-2307	241	27	regression	regression	NOUN
easat-2307	241	28	models	model	NOUN
easat-2307	241	29	involved	involve	VERB
easat-2307	241	30	utilizing	utilize	VERB
easat-2307	241	31	the	the	DET
easat-2307	241	32	factor	factor	NOUN
easat-2307	241	33	scores	score	NOUN
easat-2307	241	34	as	as	ADP
easat-2307	241	35	independent	independent	ADJ
easat-2307	241	36	variables	variable	NOUN
easat-2307	241	37	.	.	PUNCT
easat-2307	242	1	by	by	ADP
easat-2307	242	2	utilizing	utilize	VERB
easat-2307	242	3	a	a	DET
easat-2307	242	4	reduced	reduced	ADJ
easat-2307	242	5	number	number	NOUN
easat-2307	242	6	of	of	ADP
easat-2307	242	7	uncorrelated	uncorrelated	ADJ
easat-2307	242	8	predictors	predictor	NOUN
easat-2307	242	9	,	,	PUNCT
easat-2307	242	10	this	this	DET
easat-2307	242	11	approach	approach	NOUN
easat-2307	242	12	effectively	effectively	ADV
easat-2307	242	13	addresses	address	VERB
easat-2307	242	14	the	the	DET
easat-2307	242	15	issue	issue	NOUN
easat-2307	242	16	of	of	ADP
easat-2307	242	17	multicollinearity	multicollinearity	NOUN
easat-2307	242	18	and	and	CCONJ
easat-2307	242	19	enhances	enhance	VERB
easat-2307	242	20	the	the	DET
easat-2307	242	21	stability	stability	NOUN
easat-2307	242	22	of	of	ADP
easat-2307	242	23	the	the	DET
easat-2307	242	24	model	model	NOUN
easat-2307	242	25	.	.	PUNCT
easat-2307	243	1	•	•	NUM
easat-2307	243	2	model	model	NOUN
easat-2307	243	3	evaluation	evaluation	NOUN
easat-2307	243	4	:	:	PUNCT
easat-2307	243	5	metrics	metric	NOUN
easat-2307	243	6	such	such	ADJ
easat-2307	243	7	as	as	ADP
easat-2307	243	8	r	r	NOUN
easat-2307	243	9	-	-	PUNCT
easat-2307	243	10	squared	square	VERB
easat-2307	243	11	,	,	PUNCT
easat-2307	243	12	adjusted	adjust	VERB
easat-2307	243	13	r	r	NOUN
easat-2307	243	14	-	-	PUNCT
easat-2307	243	15	squared	square	VERB
easat-2307	243	16	,	,	PUNCT
easat-2307	243	17	and	and	CCONJ
easat-2307	243	18	root	root	NOUN
easat-2307	243	19	mean	mean	VERB
easat-2307	243	20	squared	square	VERB
easat-2307	243	21	error	error	NOUN
easat-2307	243	22	(	(	PUNCT
easat-2307	243	23	rmse	rmse	NOUN
easat-2307	243	24	)	)	PUNCT
easat-2307	243	25	were	be	AUX
easat-2307	243	26	used	use	VERB
easat-2307	243	27	to	to	PART
easat-2307	243	28	evaluate	evaluate	VERB
easat-2307	243	29	the	the	DET
easat-2307	243	30	performance	performance	NOUN
easat-2307	243	31	of	of	ADP
easat-2307	243	32	the	the	DET
easat-2307	243	33	regression	regression	NOUN
easat-2307	243	34	model	model	NOUN
easat-2307	243	35	based	base	VERB
easat-2307	243	36	on	on	ADP
easat-2307	243	37	fa	fa	PROPN
easat-2307	243	38	.	.	PUNCT
easat-2307	244	1	the	the	DET
easat-2307	244	2	effectiveness	effectiveness	NOUN
easat-2307	244	3	of	of	ADP
easat-2307	244	4	fa	fa	PROPN
easat-2307	244	5	in	in	ADP
easat-2307	244	6	improving	improve	VERB
easat-2307	244	7	predictive	predictive	ADJ
easat-2307	244	8	accuracy	accuracy	NOUN
easat-2307	244	9	was	be	AUX
easat-2307	244	10	assessed	assess	VERB
easat-2307	244	11	by	by	ADP
easat-2307	244	12	comparing	compare	VERB
easat-2307	244	13	these	these	DET
easat-2307	244	14	metrics	metric	NOUN
easat-2307	244	15	with	with	ADP
easat-2307	244	16	those	those	PRON
easat-2307	244	17	of	of	ADP
easat-2307	244	18	models	model	NOUN
easat-2307	244	19	using	use	VERB
easat-2307	244	20	the	the	DET
easat-2307	244	21	original	original	ADJ
easat-2307	244	22	and	and	CCONJ
easat-2307	244	23	pca	pca	NOUN
easat-2307	244	24	-	-	PUNCT
easat-2307	244	25	transformed	transform	VERB
easat-2307	244	26	data	datum	NOUN
easat-2307	244	27	[	[	X
easat-2307	244	28	26	26	NUM
easat-2307	244	29	]	]	PUNCT
easat-2307	244	30	.	.	PUNCT
easat-2307	245	1	factor	factor	NOUN
easat-2307	245	2	analysis	analysis	NOUN
easat-2307	245	3	is	be	AUX
easat-2307	245	4	a	a	DET
easat-2307	245	5	crucial	crucial	ADJ
easat-2307	245	6	tool	tool	NOUN
easat-2307	245	7	in	in	ADP
easat-2307	245	8	revealing	reveal	VERB
easat-2307	245	9	the	the	DET
easat-2307	245	10	hidden	hidden	ADJ
easat-2307	245	11	structure	structure	NOUN
easat-2307	245	12	of	of	ADP
easat-2307	245	13	intricate	intricate	ADJ
easat-2307	245	14	datasets	dataset	NOUN
easat-2307	245	15	,	,	PUNCT
easat-2307	245	16	especially	especially	ADV
easat-2307	245	17	in	in	ADP
easat-2307	245	18	the	the	DET
easat-2307	245	19	field	field	NOUN
easat-2307	245	20	of	of	ADP
easat-2307	245	21	social	social	ADJ
easat-2307	245	22	sciences	science	NOUN
easat-2307	245	23	.	.	PUNCT
easat-2307	246	1	in	in	ADP
easat-2307	246	2	this	this	DET
easat-2307	246	3	study	study	NOUN
easat-2307	246	4	,	,	PUNCT
easat-2307	246	5	the	the	DET
easat-2307	246	6	predictive	predictive	ADJ
easat-2307	246	7	power	power	NOUN
easat-2307	246	8	and	and	CCONJ
easat-2307	246	9	interpretability	interpretability	NOUN
easat-2307	246	10	of	of	ADP
easat-2307	246	11	regression	regression	NOUN
easat-2307	246	12	models	model	NOUN
easat-2307	246	13	are	be	AUX
easat-2307	246	14	enhanced	enhance	VERB
easat-2307	246	15	by	by	ADP
easat-2307	246	16	identifying	identify	VERB
easat-2307	246	17	and	and	CCONJ
easat-2307	246	18	interpreting	interpret	VERB
easat-2307	246	19	latent	latent	NOUN
easat-2307	246	20	variables	variable	NOUN
easat-2307	246	21	,	,	PUNCT
easat-2307	246	22	which	which	PRON
easat-2307	246	23	makes	make	VERB
easat-2307	246	24	factor	factor	NOUN
easat-2307	246	25	analysis	analysis	NOUN
easat-2307	246	26	an	an	DET
easat-2307	246	27	essential	essential	ADJ
easat-2307	246	28	tool	tool	NOUN
easat-2307	246	29	.	.	PUNCT
easat-2307	247	1	2.6	2.6	NUM
easat-2307	247	2	.	.	PUNCT
easat-2307	248	1	regression	regression	NOUN
easat-2307	248	2	modeling	model	VERB
easat-2307	248	3	a	a	DET
easat-2307	248	4	statistical	statistical	ADJ
easat-2307	248	5	technique	technique	NOUN
easat-2307	248	6	called	call	VERB
easat-2307	248	7	regression	regression	NOUN
easat-2307	248	8	modeling	modeling	NOUN
easat-2307	248	9	is	be	AUX
easat-2307	248	10	used	use	VERB
easat-2307	248	11	to	to	PART
easat-2307	248	12	analyze	analyze	VERB
easat-2307	248	13	the	the	DET
easat-2307	248	14	relationship	relationship	NOUN
easat-2307	248	15	between	between	ADP
easat-2307	248	16	a	a	DET
easat-2307	248	17	dependent	dependent	ADJ
easat-2307	248	18	variable	variable	NOUN
easat-2307	248	19	and	and	CCONJ
easat-2307	248	20	one	one	NUM
easat-2307	248	21	or	or	CCONJ
easat-2307	248	22	more	more	ADV
easat-2307	248	23	independent	independent	ADJ
easat-2307	248	24	variables	variable	NOUN
easat-2307	248	25	.	.	PUNCT
easat-2307	249	1	this	this	DET
easat-2307	249	2	study	study	NOUN
easat-2307	249	3	utilized	utilize	VERB
easat-2307	249	4	regression	regression	NOUN
easat-2307	249	5	modeling	modeling	NOUN
easat-2307	249	6	to	to	PART
easat-2307	249	7	predict	predict	VERB
easat-2307	249	8	voter	voter	NOUN
easat-2307	249	9	behavior	behavior	NOUN
easat-2307	249	10	in	in	ADP
easat-2307	249	11	the	the	DET
easat-2307	249	12	croatian	croatian	ADJ
easat-2307	249	13	presidential	presidential	ADJ
easat-2307	249	14	election	election	NOUN
easat-2307	249	15	.	.	PUNCT
easat-2307	250	1	three	three	NUM
easat-2307	250	2	sets	set	NOUN
easat-2307	250	3	of	of	ADP
easat-2307	250	4	predictor	predictor	NOUN
easat-2307	250	5	variables	variable	NOUN
easat-2307	250	6	were	be	AUX
easat-2307	250	7	employed	employ	VERB
easat-2307	250	8	:	:	PUNCT
easat-2307	250	9	the	the	DET
easat-2307	250	10	original	original	ADJ
easat-2307	250	11	dataset	dataset	NOUN
easat-2307	250	12	,	,	PUNCT
easat-2307	250	13	the	the	DET
easat-2307	250	14	dataset	dataset	NOUN
easat-2307	250	15	transformed	transform	VERB
easat-2307	250	16	by	by	ADP
easat-2307	250	17	principal	principal	ADJ
easat-2307	250	18	component	component	NOUN
easat-2307	250	19	analysis	analysis	NOUN
easat-2307	250	20	(	(	PUNCT
easat-2307	250	21	pca	pca	NOUN
easat-2307	250	22	)	)	PUNCT
easat-2307	250	23	,	,	PUNCT
easat-2307	250	24	and	and	CCONJ
easat-2307	250	25	the	the	DET
easat-2307	250	26	dataset	dataset	NOUN
easat-2307	250	27	transformed	transform	VERB
easat-2307	250	28	by	by	ADP
easat-2307	250	29	factor	factor	NOUN
easat-2307	250	30	analysis	analysis	NOUN
easat-2307	250	31	(	(	PUNCT
easat-2307	250	32	fa	fa	NOUN
easat-2307	250	33	)	)	PUNCT
easat-2307	250	34	.	.	PUNCT
easat-2307	251	1	in	in	ADP
easat-2307	251	2	this	this	DET
easat-2307	251	3	section	section	NOUN
easat-2307	251	4	,	,	PUNCT
easat-2307	251	5	a	a	DET
easat-2307	251	6	thorough	thorough	ADJ
easat-2307	251	7	explanation	explanation	NOUN
easat-2307	251	8	of	of	ADP
easat-2307	251	9	the	the	DET
easat-2307	251	10	regression	regression	NOUN
easat-2307	251	11	modeling	modeling	NOUN
easat-2307	251	12	process	process	NOUN
easat-2307	251	13	is	be	AUX
easat-2307	251	14	presented	present	VERB
easat-2307	251	15	,	,	PUNCT
easat-2307	251	16	covering	cover	VERB
easat-2307	251	17	model	model	NOUN
easat-2307	251	18	construction	construction	NOUN
easat-2307	251	19	,	,	PUNCT
easat-2307	251	20	evaluation	evaluation	NOUN
easat-2307	251	21	,	,	PUNCT
easat-2307	251	22	and	and	CCONJ
easat-2307	251	23	comparison	comparison	NOUN
easat-2307	251	24	.	.	PUNCT
easat-2307	252	1	2.6.1	2.6.1	X
easat-2307	252	2	.	.	PUNCT
easat-2307	252	3	model	model	NOUN
easat-2307	252	4	construction	construction	NOUN
easat-2307	252	5	understanding	understand	VERB
easat-2307	252	6	the	the	DET
easat-2307	252	7	relationships	relationship	NOUN
easat-2307	252	8	between	between	ADP
easat-2307	252	9	variables	variable	NOUN
easat-2307	252	10	and	and	CCONJ
easat-2307	252	11	making	make	VERB
easat-2307	252	12	predictions	prediction	NOUN
easat-2307	252	13	based	base	VERB
easat-2307	252	14	on	on	ADP
easat-2307	252	15	those	those	DET
easat-2307	252	16	relationships	relationship	NOUN
easat-2307	252	17	is	be	AUX
easat-2307	252	18	greatly	greatly	ADV
easat-2307	252	19	facilitated	facilitate	VERB
easat-2307	252	20	by	by	ADP
easat-2307	252	21	constructing	construct	VERB
easat-2307	252	22	regression	regression	NOUN
easat-2307	252	23	models	model	NOUN
easat-2307	252	24	.	.	PUNCT
easat-2307	253	1	this	this	DET
easat-2307	253	2	study	study	NOUN
easat-2307	253	3	involved	involve	VERB
easat-2307	253	4	the	the	DET
easat-2307	253	5	construction	construction	NOUN
easat-2307	253	6	of	of	ADP
easat-2307	253	7	three	three	NUM
easat-2307	253	8	separate	separate	ADJ
easat-2307	253	9	regression	regression	NOUN
easat-2307	253	10	models	model	NOUN
easat-2307	253	11	:	:	PUNCT
easat-2307	253	12	2.6.2	2.6.2	X
easat-2307	253	13	.	.	PUNCT
easat-2307	253	14	data	datum	NOUN
easat-2307	253	15	in	in	ADP
easat-2307	253	16	its	its	PRON
easat-2307	253	17	original	original	ADJ
easat-2307	253	18	form	form	NOUN
easat-2307	253	19	a	a	DET
easat-2307	253	20	model	model	NOUN
easat-2307	253	21	was	be	AUX
easat-2307	253	22	constructed	construct	VERB
easat-2307	253	23	using	use	VERB
easat-2307	253	24	the	the	DET
easat-2307	253	25	original	original	ADJ
easat-2307	253	26	predictor	predictor	NOUN
easat-2307	253	27	variables	variable	NOUN
easat-2307	253	28	,	,	PUNCT
easat-2307	253	29	without	without	ADP
easat-2307	253	30	applying	apply	VERB
easat-2307	253	31	any	any	DET
easat-2307	253	32	dimension	dimension	NOUN
easat-2307	253	33	reduction	reduction	NOUN
easat-2307	253	34	techniques	technique	NOUN
easat-2307	253	35	.	.	PUNCT
easat-2307	254	1	the	the	DET
easat-2307	254	2	other	other	ADJ
easat-2307	254	3	two	two	NUM
easat-2307	254	4	models	model	NOUN
easat-2307	254	5	were	be	AUX
easat-2307	254	6	compared	compare	VERB
easat-2307	254	7	to	to	ADP
easat-2307	254	8	this	this	DET
easat-2307	254	9	model	model	NOUN
easat-2307	254	10	,	,	PUNCT
easat-2307	254	11	which	which	PRON
easat-2307	254	12	served	serve	VERB
easat-2307	254	13	as	as	ADP
easat-2307	254	14	a	a	DET
easat-2307	254	15	baseline	baseline	NOUN
easat-2307	254	16	.	.	PUNCT
easat-2307	255	1	the	the	DET
easat-2307	255	2	original	original	ADJ
easat-2307	255	3	data	datum	NOUN
easat-2307	255	4	was	be	AUX
easat-2307	255	5	used	use	VERB
easat-2307	255	6	to	to	PART
easat-2307	255	7	establish	establish	VERB
easat-2307	255	8	a	a	DET
easat-2307	255	9	reference	reference	NOUN
easat-2307	255	10	point	point	NOUN
easat-2307	255	11	for	for	ADP
easat-2307	255	12	evaluating	evaluate	VERB
easat-2307	255	13	the	the	DET
easat-2307	255	14	impact	impact	NOUN
easat-2307	255	15	of	of	ADP
easat-2307	255	16	pca	pca	PROPN
easat-2307	255	17	and	and	CCONJ
easat-2307	255	18	fa	fa	PROPN
easat-2307	255	19	on	on	ADP
easat-2307	255	20	model	model	NOUN
easat-2307	255	21	performance	performance	NOUN
easat-2307	255	22	.	.	PUNCT
easat-2307	256	1	the	the	DET
easat-2307	256	2	model	model	NOUN
easat-2307	256	3	's	's	PART
easat-2307	256	4	linear	linear	ADJ
easat-2307	256	5	regression	regression	NOUN
easat-2307	256	6	equation	equation	NOUN
easat-2307	256	7	is	be	AUX
easat-2307	256	8	specified	specify	VERB
easat-2307	256	9	as	as	SCONJ
easat-2307	256	10	follows	follow	VERB
easat-2307	256	11	:	:	PUNCT
easat-2307	256	12	𝑌	𝑌	PROPN
easat-2307	256	13	=	=	PUNCT
easat-2307	256	14	𝛽0	𝛽0	PROPN
easat-2307	256	15	+	+	CCONJ
easat-2307	256	16	𝛽1𝑋1	𝛽1𝑋1	PROPN
easat-2307	256	17	+	+	CCONJ
easat-2307	256	18	𝛽2𝑋2	𝛽2𝑋2	ADJ
easat-2307	256	19	+	+	ADJ
easat-2307	256	20	⋯+	⋯+	NOUN
easat-2307	256	21	𝛽𝑛𝑋𝑛	𝛽𝑛𝑋𝑛	NOUN
easat-2307	256	22	+	+	CCONJ
easat-2307	256	23	𝜖	𝜖	X
easat-2307	256	24	in	in	ADP
easat-2307	256	25	this	this	DET
easat-2307	256	26	equation	equation	NOUN
easat-2307	256	27	,	,	PUNCT
easat-2307	256	28	the	the	DET
easat-2307	256	29	dependent	dependent	ADJ
easat-2307	256	30	variable	variable	NOUN
easat-2307	256	31	(	(	PUNCT
easat-2307	256	32	voter	voter	NOUN
easat-2307	256	33	behavior	behavior	NOUN
easat-2307	256	34	)	)	PUNCT
easat-2307	256	35	is	be	AUX
easat-2307	256	36	denoted	denote	VERB
easat-2307	256	37	as	as	ADP
easat-2307	256	38	𝑌	𝑌	PROPN
easat-2307	256	39	,	,	PUNCT
easat-2307	256	40	while	while	SCONJ
easat-2307	256	41	the	the	DET
easat-2307	256	42	predictor	predictor	NOUN
easat-2307	256	43	variables	variable	NOUN
easat-2307	256	44	are	be	AUX
easat-2307	256	45	represented	represent	VERB
easat-2307	256	46	as	as	ADP
easat-2307	256	47	𝑋1	𝑋1	PROPN
easat-2307	256	48	,	,	PUNCT
easat-2307	256	49	𝑋2,⋯	𝑋2,⋯	NUM
easat-2307	256	50	,	,	PUNCT
easat-2307	256	51	𝑋𝑛.	𝑋𝑛.	INTJ
easat-2307	256	52	the	the	DET
easat-2307	256	53	intercept	intercept	NOUN
easat-2307	256	54	is	be	AUX
easat-2307	256	55	denoted	denote	VERB
easat-2307	256	56	as	as	ADP
easat-2307	256	57	𝛽0	𝛽0	NOUN
easat-2307	256	58	,	,	PUNCT
easat-2307	256	59	and	and	CCONJ
easat-2307	256	60	the	the	DET
easat-2307	256	61	coefficients	coefficient	NOUN
easat-2307	256	62	of	of	ADP
easat-2307	256	63	the	the	DET
easat-2307	256	64	predictors	predictor	NOUN
easat-2307	256	65	are	be	AUX
easat-2307	256	66	𝛽1	𝛽1	NOUN
easat-2307	256	67	,	,	PUNCT
easat-2307	256	68	𝛽2,⋯	𝛽2,⋯	PROPN
easat-2307	256	69	,	,	PUNCT
easat-2307	256	70	𝛽𝑛.	𝛽𝑛.	CCONJ
easat-2307	256	71	the	the	DET
easat-2307	256	72	error	error	NOUN
easat-2307	256	73	term	term	NOUN
easat-2307	256	74	is	be	AUX
easat-2307	256	75	represented	represent	VERB
easat-2307	256	76	as	as	ADP
easat-2307	256	77	ϵ.	ϵ.	NOUN
easat-2307	256	78	original	original	ADJ
easat-2307	256	79	data	datum	NOUN
easat-2307	256	80	with	with	ADP
easat-2307	256	81	removed	remove	VERB
easat-2307	256	82	highly	highly	ADV
easat-2307	256	83	correlated	correlate	VERB
easat-2307	256	84	variables	variable	NOUN
easat-2307	256	85	in	in	ADP
easat-2307	256	86	constructing	construct	VERB
easat-2307	256	87	the	the	DET
easat-2307	256	88	second	second	ADJ
easat-2307	256	89	model	model	NOUN
easat-2307	256	90	,	,	PUNCT
easat-2307	256	91	highly	highly	ADV
easat-2307	256	92	correlated	correlate	VERB
easat-2307	256	93	variables	variable	NOUN
easat-2307	256	94	were	be	AUX
easat-2307	256	95	first	first	ADV
easat-2307	256	96	identified	identify	VERB
easat-2307	256	97	and	and	CCONJ
easat-2307	256	98	subsequently	subsequently	ADV
easat-2307	256	99	removed	remove	VERB
easat-2307	256	100	from	from	ADP
easat-2307	256	101	the	the	DET
easat-2307	256	102	original	original	ADJ
easat-2307	256	103	dataset	dataset	NOUN
easat-2307	256	104	.	.	PUNCT
easat-2307	257	1	to	to	PART
easat-2307	257	2	reduce	reduce	VERB
easat-2307	257	3	multicollinearity	multicollinearity	NOUN
easat-2307	257	4	,	,	PUNCT
easat-2307	257	5	we	we	PRON
easat-2307	257	6	removed	remove	VERB
easat-2307	257	7	variables	variable	NOUN
easat-2307	257	8	that	that	PRON
easat-2307	257	9	had	have	VERB
easat-2307	257	10	high	high	ADJ
easat-2307	257	11	variance	variance	NOUN
easat-2307	257	12	inflation	inflation	NOUN
easat-2307	257	13	factor	factor	NOUN
easat-2307	257	14	(	(	PUNCT
easat-2307	257	15	vif	vif	NOUN
easat-2307	257	16	)	)	PUNCT
easat-2307	257	17	values	value	NOUN
easat-2307	257	18	,	,	PUNCT
easat-2307	257	19	usually	usually	ADV
easat-2307	257	20	greater	great	ADJ
easat-2307	257	21	than	than	ADP
easat-2307	257	22	10	10	NUM
easat-2307	257	23	.	.	PUNCT
easat-2307	258	1	the	the	DET
easat-2307	258	2	objective	objective	NOUN
easat-2307	258	3	of	of	ADP
easat-2307	258	4	this	this	DET
easat-2307	258	5	study	study	NOUN
easat-2307	258	6	was	be	AUX
easat-2307	258	7	to	to	PART
easat-2307	258	8	analyze	analyze	VERB
easat-2307	258	9	the	the	DET
easat-2307	258	10	impact	impact	NOUN
easat-2307	258	11	of	of	ADP
easat-2307	258	12	manually	manually	ADV
easat-2307	258	13	eliminating	eliminate	VERB
easat-2307	258	14	variables	variable	NOUN
easat-2307	258	15	with	with	ADP
easat-2307	258	16	high	high	ADJ
easat-2307	258	17	correlation	correlation	NOUN
easat-2307	258	18	on	on	ADP
easat-2307	258	19	the	the	DET
easat-2307	258	20	predictive	predictive	ADJ
easat-2307	258	21	accuracy	accuracy	NOUN
easat-2307	258	22	and	and	CCONJ
easat-2307	258	23	stability	stability	NOUN
easat-2307	258	24	of	of	ADP
easat-2307	258	25	the	the	DET
easat-2307	258	26	regression	regression	NOUN
easat-2307	258	27	model	model	NOUN
easat-2307	258	28	,	,	PUNCT
easat-2307	258	29	in	in	ADP
easat-2307	258	30	comparison	comparison	NOUN
easat-2307	258	31	to	to	ADP
easat-2307	258	32	using	use	VERB
easat-2307	258	33	all	all	DET
easat-2307	258	34	the	the	DET
easat-2307	258	35	original	original	ADJ
easat-2307	258	36	variables	variable	NOUN
easat-2307	258	37	.	.	PUNCT
easat-2307	259	1	identifying	identify	VERB
easat-2307	259	2	correlated	correlate	VERB
easat-2307	259	3	variables	variable	NOUN
easat-2307	259	4	:	:	PUNCT
easat-2307	259	5	we	we	PRON
easat-2307	259	6	assessed	assess	VERB
easat-2307	259	7	multicollinearity	multicollinearity	NOUN
easat-2307	259	8	by	by	ADP
easat-2307	259	9	calculating	calculate	VERB
easat-2307	259	10	the	the	DET
easat-2307	259	11	variance	variance	NOUN
easat-2307	259	12	inflation	inflation	NOUN
easat-2307	259	13	factor	factor	NOUN
easat-2307	259	14	(	(	PUNCT
easat-2307	259	15	vif	vif	PROPN
easat-2307	259	16	)	)	PUNCT
easat-2307	259	17	for	for	ADP
easat-2307	259	18	each	each	DET
easat-2307	259	19	predictor	predictor	NOUN
easat-2307	259	20	variable	variable	NOUN
easat-2307	259	21	.	.	PUNCT
easat-2307	260	1	the	the	DET
easat-2307	260	2	presence	presence	NOUN
easat-2307	260	3	of	of	ADP
easat-2307	260	4	variables	variable	NOUN
easat-2307	260	5	with	with	ADP
easat-2307	260	6	a	a	DET
easat-2307	260	7	vif	vif	NOUN
easat-2307	260	8	greater	great	ADJ
easat-2307	260	9	than	than	ADP
easat-2307	260	10	10	10	NUM
easat-2307	260	11	indicated	indicate	VERB
easat-2307	260	12	a	a	DET
easat-2307	260	13	high	high	ADJ
easat-2307	260	14	level	level	NOUN
easat-2307	260	15	of	of	ADP
easat-2307	260	16	correlation	correlation	NOUN
easat-2307	260	17	and	and	CCONJ
easat-2307	260	18	suggested	suggest	VERB
easat-2307	260	19	that	that	SCONJ
easat-2307	260	20	they	they	PRON
easat-2307	260	21	should	should	AUX
easat-2307	260	22	be	be	AUX
easat-2307	260	23	considered	consider	VERB
easat-2307	260	24	for	for	ADP
easat-2307	260	25	removal	removal	NOUN
easat-2307	260	26	[	[	X
easat-2307	260	27	14	14	NUM
easat-2307	260	28	]	]	PUNCT
easat-2307	260	29	.	.	PUNCT
easat-2307	261	1	the	the	DET
easat-2307	261	2	specified	specify	VERB
easat-2307	261	3	regression	regression	NOUN
easat-2307	261	4	model	model	NOUN
easat-2307	261	5	was	be	AUX
easat-2307	261	6	formulated	formulate	VERB
easat-2307	261	7	after	after	ADP
easat-2307	261	8	eliminating	eliminate	VERB
easat-2307	261	9	variables	variable	NOUN
easat-2307	261	10	that	that	PRON
easat-2307	261	11	showed	show	VERB
easat-2307	261	12	high	high	ADJ
easat-2307	261	13	correlation	correlation	NOUN
easat-2307	261	14	.	.	PUNCT
easat-2307	262	1	the	the	DET
easat-2307	262	2	regression	regression	NOUN
easat-2307	262	3	model	model	NOUN
easat-2307	262	4	after	after	ADP
easat-2307	262	5	removing	remove	VERB
easat-2307	262	6	the	the	DET
easat-2307	262	7	highly	highly	ADV
easat-2307	262	8	correlated	correlate	VERB
easat-2307	262	9	variables	variable	NOUN
easat-2307	262	10	was	be	AUX
easat-2307	262	11	specified	specify	VERB
easat-2307	262	12	as	as	ADP
easat-2307	262	13	:	:	PUNCT
easat-2307	262	14	𝑌	𝑌	PROPN
easat-2307	262	15	=	=	PUNCT
easat-2307	262	16	𝛿0	𝛿0	NOUN
easat-2307	262	17	+	+	CCONJ
easat-2307	262	18	𝛿1𝑋1	𝛿1𝑋1	PROPN
easat-2307	262	19	′	′	VERB
easat-2307	263	1	+	+	PUNCT
easat-2307	264	1	𝛿2𝑋2	𝛿2𝑋2	ADJ
easat-2307	264	2	′	′	NUM
easat-2307	264	3	+	+	NOUN
easat-2307	264	4	⋯+	⋯+	NOUN
easat-2307	264	5	𝛿𝑚𝑋𝑛𝑚	𝛿𝑚𝑋𝑛𝑚	VERB
easat-2307	264	6	′	′	NUM
easat-2307	265	1	+	+	CCONJ
easat-2307	265	2	𝜖	𝜖	X
easat-2307	265	3	where	where	SCONJ
easat-2307	265	4	𝑋1	𝑋1	PROPN
easat-2307	265	5	′	′	NOUN
easat-2307	265	6	,	,	PUNCT
easat-2307	265	7	𝑋1	𝑋1	PROPN
easat-2307	265	8	′	′	NOUN
easat-2307	265	9	,	,	PUNCT
easat-2307	265	10	…	…	PUNCT
easat-2307	265	11	,	,	PUNCT
easat-2307	265	12	𝑋𝑚	𝑋𝑚	PROPN
easat-2307	265	13	′	′	NUM
easat-2307	265	14	are	be	AUX
easat-2307	265	15	the	the	DET
easat-2307	265	16	remaining	remain	VERB
easat-2307	265	17	predictor	predictor	NOUN
easat-2307	265	18	variables	variable	NOUN
easat-2307	265	19	after	after	ADP
easat-2307	265	20	removing	remove	VERB
easat-2307	265	21	those	those	PRON
easat-2307	265	22	with	with	ADP
easat-2307	265	23	high	high	ADJ
easat-2307	265	24	multicollinearity	multicollinearity	NOUN
easat-2307	265	25	,	,	PUNCT
easat-2307	265	26	and	and	CCONJ
easat-2307	265	27	𝛿1	𝛿1	NOUN
easat-2307	265	28	,	,	PUNCT
easat-2307	265	29	𝛿2	𝛿2	NOUN
easat-2307	265	30	,	,	PUNCT
easat-2307	265	31	…	…	PUNCT
easat-2307	265	32	,	,	PUNCT
easat-2307	265	33	𝛿𝑚	𝛿𝑚	NOUN
easat-2307	265	34	are	be	AUX
easat-2307	265	35	their	their	PRON
easat-2307	265	36	corresponding	corresponding	ADJ
easat-2307	265	37	coefficients	coefficient	NOUN
easat-2307	265	38	?	?	PUNCT
easat-2307	266	1	1679	1679	NUM
easat-2307	266	2	edelweiss	edelweiss	PROPN
easat-2307	266	3	applied	apply	VERB
easat-2307	266	4	science	science	NOUN
easat-2307	266	5	and	and	CCONJ
easat-2307	266	6	technology	technology	NOUN
easat-2307	266	7	issn	issn	PROPN
easat-2307	266	8	:	:	PUNCT
easat-2307	266	9	2576	2576	NUM
easat-2307	266	10	-	-	SYM
easat-2307	266	11	8484	8484	NUM
easat-2307	266	12	vol	vol	NOUN
easat-2307	266	13	.	.	PROPN
easat-2307	266	14	8	8	NUM
easat-2307	266	15	,	,	PUNCT
easat-2307	266	16	no	no	INTJ
easat-2307	266	17	.	.	NOUN
easat-2307	267	1	6	6	NUM
easat-2307	267	2	:	:	SYM
easat-2307	267	3	1670	1670	NUM
easat-2307	267	4	-	-	SYM
easat-2307	267	5	1691	1691	NUM
easat-2307	267	6	,	,	PUNCT
easat-2307	267	7	2024	2024	NUM
easat-2307	267	8	doi	doi	NOUN
easat-2307	267	9	:	:	PUNCT
easat-2307	267	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	267	11	©	©	ADP
easat-2307	267	12	2024	2024	NUM
easat-2307	267	13	by	by	ADP
easat-2307	267	14	the	the	DET
easat-2307	267	15	author	author	NOUN
easat-2307	267	16	;	;	PUNCT
easat-2307	267	17	licensee	licensee	PROPN
easat-2307	267	18	learning	learn	VERB
easat-2307	267	19	gate	gate	PROPN
easat-2307	267	20	2.6.3	2.6.3	NUM
easat-2307	267	21	.	.	PUNCT
easat-2307	268	1	data	datum	NOUN
easat-2307	268	2	transformed	transform	VERB
easat-2307	268	3	by	by	ADP
easat-2307	268	4	pca	pca	PROPN
easat-2307	268	5	the	the	DET
easat-2307	268	6	predictor	predictor	NOUN
easat-2307	268	7	variables	variable	VERB
easat-2307	268	8	for	for	ADP
easat-2307	268	9	the	the	DET
easat-2307	268	10	third	third	ADJ
easat-2307	268	11	model	model	NOUN
easat-2307	268	12	were	be	AUX
easat-2307	268	13	derived	derive	VERB
easat-2307	268	14	from	from	ADP
easat-2307	268	15	pca	pca	PROPN
easat-2307	268	16	's	's	PART
easat-2307	268	17	principal	principal	ADJ
easat-2307	268	18	components	component	NOUN
easat-2307	268	19	.	.	PUNCT
easat-2307	269	1	the	the	DET
easat-2307	269	2	objective	objective	NOUN
easat-2307	269	3	of	of	ADP
easat-2307	269	4	this	this	DET
easat-2307	269	5	study	study	NOUN
easat-2307	269	6	was	be	AUX
easat-2307	269	7	to	to	PART
easat-2307	269	8	evaluate	evaluate	VERB
easat-2307	269	9	the	the	DET
easat-2307	269	10	impact	impact	NOUN
easat-2307	269	11	of	of	ADP
easat-2307	269	12	dimension	dimension	NOUN
easat-2307	269	13	reduction	reduction	NOUN
easat-2307	269	14	using	use	VERB
easat-2307	269	15	pca	pca	NOUN
easat-2307	269	16	on	on	ADP
easat-2307	269	17	the	the	DET
easat-2307	269	18	predictive	predictive	ADJ
easat-2307	269	19	accuracy	accuracy	NOUN
easat-2307	269	20	and	and	CCONJ
easat-2307	269	21	stability	stability	NOUN
easat-2307	269	22	of	of	ADP
easat-2307	269	23	the	the	DET
easat-2307	269	24	regression	regression	NOUN
easat-2307	269	25	model	model	NOUN
easat-2307	269	26	.	.	PUNCT
easat-2307	270	1	an	an	DET
easat-2307	270	2	application	application	NOUN
easat-2307	270	3	of	of	ADP
easat-2307	270	4	pca	pca	PROPN
easat-2307	270	5	was	be	AUX
easat-2307	270	6	utilized	utilize	VERB
easat-2307	270	7	to	to	PART
easat-2307	270	8	decrease	decrease	VERB
easat-2307	270	9	multicollinearity	multicollinearity	NOUN
easat-2307	270	10	and	and	CCONJ
easat-2307	270	11	the	the	DET
easat-2307	270	12	dimensionality	dimensionality	NOUN
easat-2307	270	13	of	of	ADP
easat-2307	270	14	the	the	DET
easat-2307	270	15	dataset	dataset	NOUN
easat-2307	270	16	,	,	PUNCT
easat-2307	270	17	while	while	SCONJ
easat-2307	270	18	still	still	ADV
easat-2307	270	19	preserving	preserve	VERB
easat-2307	270	20	the	the	DET
easat-2307	270	21	maximum	maximum	ADJ
easat-2307	270	22	variance	variance	NOUN
easat-2307	270	23	.	.	PUNCT
easat-2307	271	1	in	in	ADP
easat-2307	271	2	the	the	DET
easat-2307	271	3	regression	regression	NOUN
easat-2307	271	4	model	model	NOUN
easat-2307	271	5	,	,	PUNCT
easat-2307	271	6	the	the	DET
easat-2307	271	7	predictors	predictor	NOUN
easat-2307	271	8	used	use	VERB
easat-2307	271	9	were	be	AUX
easat-2307	271	10	the	the	DET
easat-2307	271	11	uncorrelated	uncorrelated	ADJ
easat-2307	271	12	resulting	result	VERB
easat-2307	271	13	principal	principal	ADJ
easat-2307	271	14	components	component	NOUN
easat-2307	271	15	.	.	PUNCT
easat-2307	272	1	the	the	DET
easat-2307	272	2	regression	regression	NOUN
easat-2307	272	3	model	model	NOUN
easat-2307	272	4	using	use	VERB
easat-2307	272	5	pca	pca	NOUN
easat-2307	272	6	-	-	PUNCT
easat-2307	272	7	transformed	transform	VERB
easat-2307	272	8	data	datum	NOUN
easat-2307	272	9	was	be	AUX
easat-2307	272	10	specified	specify	VERB
easat-2307	272	11	as	as	ADP
easat-2307	272	12	:	:	PUNCT
easat-2307	272	13	𝑌	𝑌	PROPN
easat-2307	272	14	=	=	PUNCT
easat-2307	272	15	𝛼0	𝛼0	PROPN
easat-2307	272	16	+	+	CCONJ
easat-2307	272	17	𝛼1𝑃𝐶1	𝛼1𝑃𝐶1	PROPN
easat-2307	272	18	+	+	CCONJ
easat-2307	272	19	𝛼2𝑃𝐶21	𝛼2𝑃𝐶21	PROPN
easat-2307	272	20	+	+	NOUN
easat-2307	272	21	⋯+	⋯+	NOUN
easat-2307	272	22	𝛼𝑚𝑃𝐶𝑚	𝛼𝑚𝑃𝐶𝑚	NOUN
easat-2307	273	1	+	+	CCONJ
easat-2307	273	2	𝜖	𝜖	X
easat-2307	273	3	where	where	SCONJ
easat-2307	273	4	𝑃𝐶1	𝑃𝐶1	PROPN
easat-2307	273	5	,	,	PUNCT
easat-2307	273	6	𝑃𝐶2	𝑃𝐶2	PROPN
easat-2307	273	7	,	,	PUNCT
easat-2307	273	8	…	…	PUNCT
easat-2307	273	9	,	,	PUNCT
easat-2307	273	10	𝑃𝐶𝑚	𝑃𝐶𝑚	NOUN
easat-2307	273	11	are	be	AUX
easat-2307	273	12	the	the	DET
easat-2307	273	13	principal	principal	ADJ
easat-2307	273	14	components	component	NOUN
easat-2307	273	15	,	,	PUNCT
easat-2307	273	16	and	and	CCONJ
easat-2307	273	17	𝛼1	𝛼1	NOUN
easat-2307	273	18	,	,	PUNCT
easat-2307	273	19	𝛼2	𝛼2	ADJ
easat-2307	273	20	,	,	PUNCT
easat-2307	273	21	…	…	PUNCT
easat-2307	273	22	,	,	PUNCT
easat-2307	273	23	𝛼𝑚	𝛼𝑚	NOUN
easat-2307	273	24	are	be	AUX
easat-2307	273	25	the	the	DET
easat-2307	273	26	coefficients	coefficient	NOUN
easat-2307	273	27	of	of	ADP
easat-2307	273	28	the	the	DET
easat-2307	273	29	principal	principal	ADJ
easat-2307	273	30	components	component	NOUN
easat-2307	273	31	?	?	PUNCT
easat-2307	274	1	the	the	DET
easat-2307	274	2	number	number	NOUN
easat-2307	274	3	of	of	ADP
easat-2307	274	4	predictors	predictor	NOUN
easat-2307	274	5	in	in	ADP
easat-2307	274	6	this	this	DET
easat-2307	274	7	model	model	NOUN
easat-2307	274	8	is	be	AUX
easat-2307	274	9	usually	usually	ADV
easat-2307	274	10	reduced	reduce	VERB
easat-2307	274	11	compared	compare	VERB
easat-2307	274	12	to	to	ADP
easat-2307	274	13	the	the	DET
easat-2307	274	14	original	original	ADJ
easat-2307	274	15	model	model	NOUN
easat-2307	274	16	,	,	PUNCT
easat-2307	274	17	as	as	ADP
easat-2307	274	18	a	a	DET
easat-2307	274	19	result	result	NOUN
easat-2307	274	20	of	of	ADP
easat-2307	274	21	dimensionality	dimensionality	NOUN
easat-2307	274	22	reduction	reduction	NOUN
easat-2307	274	23	[	[	X
easat-2307	274	24	15	15	NUM
easat-2307	274	25	]	]	PUNCT
easat-2307	274	26	.	.	PUNCT
easat-2307	275	1	2.6.3	2.6.3	NUM
easat-2307	275	2	.	.	PUNCT
easat-2307	276	1	data	datum	NOUN
easat-2307	276	2	transformed	transform	VERB
easat-2307	276	3	using	use	VERB
easat-2307	276	4	the	the	DET
easat-2307	276	5	fourier	fourier	ADJ
easat-2307	276	6	analysis	analysis	NOUN
easat-2307	276	7	(	(	PUNCT
easat-2307	276	8	fa	fa	NOUN
easat-2307	276	9	)	)	PUNCT
easat-2307	276	10	the	the	DET
easat-2307	276	11	predictor	predictor	NOUN
easat-2307	276	12	variables	variable	VERB
easat-2307	276	13	for	for	ADP
easat-2307	276	14	the	the	DET
easat-2307	276	15	fourth	fourth	ADJ
easat-2307	276	16	model	model	NOUN
easat-2307	276	17	were	be	AUX
easat-2307	276	18	constructed	construct	VERB
easat-2307	276	19	using	use	VERB
easat-2307	276	20	the	the	DET
easat-2307	276	21	factor	factor	NOUN
easat-2307	276	22	scores	score	NOUN
easat-2307	276	23	derived	derive	VERB
easat-2307	276	24	from	from	ADP
easat-2307	276	25	fa	fa	PROPN
easat-2307	276	26	.	.	PUNCT
easat-2307	277	1	the	the	DET
easat-2307	277	2	objective	objective	NOUN
easat-2307	277	3	of	of	ADP
easat-2307	277	4	this	this	DET
easat-2307	277	5	model	model	NOUN
easat-2307	277	6	was	be	AUX
easat-2307	277	7	to	to	PART
easat-2307	277	8	assess	assess	VERB
easat-2307	277	9	the	the	DET
easat-2307	277	10	efficacy	efficacy	NOUN
easat-2307	277	11	of	of	ADP
easat-2307	277	12	utilizing	utilize	VERB
easat-2307	277	13	latent	latent	NOUN
easat-2307	277	14	variables	variable	NOUN
easat-2307	277	15	(	(	PUNCT
easat-2307	277	16	factors	factor	NOUN
easat-2307	277	17	)	)	PUNCT
easat-2307	277	18	identified	identify	VERB
easat-2307	277	19	through	through	ADP
easat-2307	277	20	factor	factor	NOUN
easat-2307	277	21	analysis	analysis	NOUN
easat-2307	277	22	in	in	ADP
easat-2307	277	23	predicting	predict	VERB
easat-2307	277	24	voter	voter	NOUN
easat-2307	277	25	behavior	behavior	NOUN
easat-2307	277	26	.	.	PUNCT
easat-2307	278	1	the	the	DET
easat-2307	278	2	application	application	NOUN
easat-2307	278	3	of	of	ADP
easat-2307	278	4	factor	factor	NOUN
easat-2307	278	5	analysis	analysis	NOUN
easat-2307	278	6	allowed	allow	VERB
easat-2307	278	7	for	for	ADP
easat-2307	278	8	the	the	DET
easat-2307	278	9	identification	identification	NOUN
easat-2307	278	10	of	of	ADP
easat-2307	278	11	latent	latent	NOUN
easat-2307	278	12	variables	variable	NOUN
easat-2307	278	13	that	that	PRON
easat-2307	278	14	explain	explain	VERB
easat-2307	278	15	the	the	DET
easat-2307	278	16	correlations	correlation	NOUN
easat-2307	278	17	among	among	ADP
easat-2307	278	18	the	the	DET
easat-2307	278	19	observed	observed	ADJ
easat-2307	278	20	variables	variable	NOUN
easat-2307	278	21	.	.	PUNCT
easat-2307	279	1	the	the	DET
easat-2307	279	2	predictors	predictor	NOUN
easat-2307	279	3	in	in	ADP
easat-2307	279	4	the	the	DET
easat-2307	279	5	regression	regression	NOUN
easat-2307	279	6	model	model	NOUN
easat-2307	279	7	were	be	AUX
easat-2307	279	8	based	base	VERB
easat-2307	279	9	on	on	ADP
easat-2307	279	10	the	the	DET
easat-2307	279	11	factors	factor	NOUN
easat-2307	279	12	that	that	PRON
easat-2307	279	13	represent	represent	VERB
easat-2307	279	14	the	the	DET
easat-2307	279	15	underlying	underlie	VERB
easat-2307	279	16	structure	structure	NOUN
easat-2307	279	17	of	of	ADP
easat-2307	279	18	the	the	DET
easat-2307	279	19	data	datum	NOUN
easat-2307	279	20	.	.	PUNCT
easat-2307	280	1	the	the	DET
easat-2307	280	2	specified	specify	VERB
easat-2307	280	3	regression	regression	NOUN
easat-2307	280	4	model	model	NOUN
easat-2307	280	5	utilizes	utilize	VERB
easat-2307	280	6	fa	fa	PROPN
easat-2307	280	7	-	-	PUNCT
easat-2307	280	8	transformed	transform	VERB
easat-2307	280	9	data	datum	NOUN
easat-2307	280	10	and	and	CCONJ
easat-2307	280	11	is	be	AUX
easat-2307	280	12	represented	represent	VERB
easat-2307	280	13	by	by	ADP
easat-2307	280	14	the	the	DET
easat-2307	280	15	following	follow	VERB
easat-2307	280	16	formula	formula	NOUN
easat-2307	280	17	:	:	PUNCT
easat-2307	280	18	the	the	DET
easat-2307	280	19	regression	regression	NOUN
easat-2307	280	20	model	model	NOUN
easat-2307	280	21	using	use	VERB
easat-2307	280	22	fa	fa	NOUN
easat-2307	280	23	-	-	PUNCT
easat-2307	280	24	transformed	transform	VERB
easat-2307	280	25	data	datum	NOUN
easat-2307	280	26	was	be	AUX
easat-2307	280	27	specified	specify	VERB
easat-2307	280	28	as	as	ADP
easat-2307	280	29	:	:	PUNCT
easat-2307	280	30	𝑌	𝑌	PROPN
easat-2307	280	31	=	=	PUNCT
easat-2307	280	32	𝛾0	𝛾0	PROPN
easat-2307	280	33	+	+	CCONJ
easat-2307	280	34	𝛾1𝐹1	𝛾1𝐹1	PROPN
easat-2307	280	35	+	+	CCONJ
easat-2307	280	36	𝛾2𝐹21	𝛾2𝐹21	NOUN
easat-2307	280	37	+	+	NOUN
easat-2307	280	38	⋯+	⋯+	NOUN
easat-2307	280	39	𝛾𝑚𝐹𝑚	𝛾𝑚𝐹𝑚	VERB
easat-2307	280	40	+	+	CCONJ
easat-2307	280	41	𝜖	𝜖	PROPN
easat-2307	280	42	where	where	SCONJ
easat-2307	280	43	𝐹1	𝐹1	NOUN
easat-2307	280	44	,	,	PUNCT
easat-2307	280	45	𝐹2	𝐹2	NOUN
easat-2307	280	46	,	,	PUNCT
easat-2307	280	47	…	…	PUNCT
easat-2307	280	48	,	,	PUNCT
easat-2307	280	49	𝐹𝑚	𝐹𝑚	PROPN
easat-2307	280	50	are	be	AUX
easat-2307	280	51	the	the	DET
easat-2307	280	52	factors	factor	NOUN
easat-2307	280	53	,	,	PUNCT
easat-2307	280	54	and	and	CCONJ
easat-2307	280	55	𝛾1	𝛾1	NOUN
easat-2307	280	56	,	,	PUNCT
easat-2307	280	57	𝛾2	𝛾2	VERB
easat-2307	280	58	,	,	PUNCT
easat-2307	280	59	…	…	PUNCT
easat-2307	280	60	,	,	PUNCT
easat-2307	280	61	𝛾𝑚	𝛾𝑚	X
easat-2307	280	62	are	be	AUX
easat-2307	280	63	the	the	DET
easat-2307	280	64	coefficients	coefficient	NOUN
easat-2307	280	65	of	of	ADP
easat-2307	280	66	the	the	DET
easat-2307	280	67	factors	factor	NOUN
easat-2307	280	68	.	.	PUNCT
easat-2307	281	1	like	like	ADP
easat-2307	281	2	the	the	DET
easat-2307	281	3	pca	pca	PROPN
easat-2307	281	4	model	model	NOUN
easat-2307	281	5	,	,	PUNCT
easat-2307	281	6	this	this	DET
easat-2307	281	7	model	model	NOUN
easat-2307	281	8	also	also	ADV
easat-2307	281	9	uses	use	VERB
easat-2307	281	10	fewer	few	ADJ
easat-2307	281	11	predictors	predictor	NOUN
easat-2307	281	12	due	due	ADP
easat-2307	281	13	to	to	ADP
easat-2307	281	14	dimensionality	dimensionality	NOUN
easat-2307	281	15	reduction	reduction	NOUN
easat-2307	281	16	.	.	PUNCT
easat-2307	282	1	2.6.4	2.6.4	NUM
easat-2307	282	2	.	.	PUNCT
easat-2307	282	3	model	model	NOUN
easat-2307	282	4	evaluation	evaluation	NOUN
easat-2307	282	5	several	several	ADJ
easat-2307	282	6	metrics	metric	NOUN
easat-2307	282	7	were	be	AUX
easat-2307	282	8	used	use	VERB
easat-2307	282	9	to	to	PART
easat-2307	282	10	evaluate	evaluate	VERB
easat-2307	282	11	the	the	DET
easat-2307	282	12	performance	performance	NOUN
easat-2307	282	13	of	of	ADP
easat-2307	282	14	the	the	DET
easat-2307	282	15	regression	regression	NOUN
easat-2307	282	16	models	model	NOUN
easat-2307	282	17	,	,	PUNCT
easat-2307	282	18	assessing	assess	VERB
easat-2307	282	19	their	their	PRON
easat-2307	282	20	predictive	predictive	ADJ
easat-2307	282	21	accuracy	accuracy	NOUN
easat-2307	282	22	,	,	PUNCT
easat-2307	282	23	goodness	goodness	NOUN
easat-2307	282	24	of	of	ADP
easat-2307	282	25	fit	fit	ADJ
easat-2307	282	26	,	,	PUNCT
easat-2307	282	27	and	and	CCONJ
easat-2307	282	28	overall	overall	ADJ
easat-2307	282	29	effectiveness	effectiveness	NOUN
easat-2307	282	30	.	.	PUNCT
easat-2307	283	1	the	the	DET
easat-2307	283	2	coefficient	coefficient	NOUN
easat-2307	283	3	of	of	ADP
easat-2307	283	4	determination	determination	NOUN
easat-2307	283	5	,	,	PUNCT
easat-2307	283	6	commonly	commonly	ADV
easat-2307	283	7	referred	refer	VERB
easat-2307	283	8	to	to	ADP
easat-2307	283	9	as	as	ADP
easat-2307	283	10	r	r	NOUN
easat-2307	283	11	-	-	PUNCT
easat-2307	283	12	squared	square	VERB
easat-2307	283	13	(	(	PUNCT
easat-2307	283	14	r²	r²	PROPN
easat-2307	283	15	)	)	PUNCT
easat-2307	283	16	,	,	PUNCT
easat-2307	283	17	is	be	AUX
easat-2307	283	18	a	a	DET
easat-2307	283	19	statistical	statistical	ADJ
easat-2307	283	20	measure	measure	NOUN
easat-2307	283	21	that	that	PRON
easat-2307	283	22	quantifies	quantify	VERB
easat-2307	283	23	the	the	DET
easat-2307	283	24	proportion	proportion	NOUN
easat-2307	283	25	of	of	ADP
easat-2307	283	26	the	the	DET
easat-2307	283	27	variance	variance	NOUN
easat-2307	283	28	in	in	ADP
easat-2307	283	29	the	the	DET
easat-2307	283	30	dependent	dependent	ADJ
easat-2307	283	31	variable	variable	NOUN
easat-2307	283	32	that	that	PRON
easat-2307	283	33	can	can	AUX
easat-2307	283	34	be	be	AUX
easat-2307	283	35	explained	explain	VERB
easat-2307	283	36	by	by	ADP
easat-2307	283	37	the	the	DET
easat-2307	283	38	independent	independent	ADJ
easat-2307	283	39	variable(s	variable(s	NOUN
easat-2307	283	40	)	)	PUNCT
easat-2307	283	41	.	.	PUNCT
easat-2307	284	1	the	the	DET
easat-2307	284	2	r	r	NOUN
easat-2307	284	3	-	-	PUNCT
easat-2307	284	4	squared	square	VERB
easat-2307	284	5	statistic	statistic	NOUN
easat-2307	284	6	quantifies	quantifie	NOUN
easat-2307	284	7	the	the	DET
easat-2307	284	8	extent	extent	NOUN
easat-2307	284	9	to	to	PART
easat-2307	284	10	which	which	PRON
easat-2307	284	11	the	the	DET
easat-2307	284	12	independent	independent	ADJ
easat-2307	284	13	variables	variable	NOUN
easat-2307	284	14	can	can	AUX
easat-2307	284	15	predict	predict	VERB
easat-2307	284	16	the	the	DET
easat-2307	284	17	variance	variance	NOUN
easat-2307	284	18	in	in	ADP
easat-2307	284	19	the	the	DET
easat-2307	284	20	dependent	dependent	ADJ
easat-2307	284	21	variable	variable	NOUN
easat-2307	284	22	.	.	PUNCT
easat-2307	285	1	the	the	DET
easat-2307	285	2	model	model	NOUN
easat-2307	285	3	performance	performance	NOUN
easat-2307	285	4	is	be	AUX
easat-2307	285	5	indicated	indicate	VERB
easat-2307	285	6	by	by	ADP
easat-2307	285	7	values	value	NOUN
easat-2307	285	8	ranging	range	VERB
easat-2307	285	9	from	from	ADP
easat-2307	285	10	0	0	NUM
easat-2307	285	11	to	to	ADP
easat-2307	285	12	1	1	NUM
easat-2307	285	13	,	,	PUNCT
easat-2307	285	14	with	with	ADP
easat-2307	285	15	higher	high	ADJ
easat-2307	285	16	values	value	NOUN
easat-2307	285	17	suggesting	suggest	VERB
easat-2307	285	18	better	well	ADJ
easat-2307	285	19	performance	performance	NOUN
easat-2307	285	20	.	.	PUNCT
easat-2307	286	1	the	the	DET
easat-2307	286	2	explanatory	explanatory	ADJ
easat-2307	286	3	power	power	NOUN
easat-2307	286	4	of	of	ADP
easat-2307	286	5	the	the	DET
easat-2307	286	6	three	three	NUM
easat-2307	286	7	models	model	NOUN
easat-2307	286	8	was	be	AUX
easat-2307	286	9	compared	compare	VERB
easat-2307	286	10	using	use	VERB
easat-2307	286	11	r	r	NOUN
easat-2307	286	12	-	-	PUNCT
easat-2307	286	13	squared	square	VERB
easat-2307	286	14	.	.	PUNCT
easat-2307	287	1	the	the	DET
easat-2307	287	2	model	model	NOUN
easat-2307	287	3	's	's	PART
easat-2307	287	4	ability	ability	NOUN
easat-2307	287	5	to	to	PART
easat-2307	287	6	explain	explain	VERB
easat-2307	287	7	the	the	DET
easat-2307	287	8	variance	variance	NOUN
easat-2307	287	9	in	in	ADP
easat-2307	287	10	voter	voter	NOUN
easat-2307	287	11	behavior	behavior	NOUN
easat-2307	287	12	increases	increase	VERB
easat-2307	287	13	with	with	ADP
easat-2307	287	14	a	a	DET
easat-2307	287	15	higher	high	ADJ
easat-2307	287	16	r	r	NOUN
easat-2307	287	17	-	-	PUNCT
easat-2307	287	18	squared	square	VERB
easat-2307	287	19	value	value	NOUN
easat-2307	287	20	.	.	PUNCT
easat-2307	288	1	it	it	PRON
easat-2307	288	2	is	be	AUX
easat-2307	288	3	worth	worth	ADJ
easat-2307	288	4	mentioning	mention	VERB
easat-2307	288	5	that	that	SCONJ
easat-2307	288	6	evaluating	evaluate	VERB
easat-2307	288	7	model	model	NOUN
easat-2307	288	8	performance	performance	NOUN
easat-2307	288	9	based	base	VERB
easat-2307	288	10	solely	solely	ADV
easat-2307	288	11	on	on	ADP
easat-2307	288	12	r	r	NOUN
easat-2307	288	13	-	-	PUNCT
easat-2307	288	14	squared	square	VERB
easat-2307	288	15	is	be	AUX
easat-2307	288	16	not	not	PART
easat-2307	288	17	enough	enough	ADJ
easat-2307	288	18	,	,	PUNCT
easat-2307	288	19	as	as	SCONJ
easat-2307	288	20	it	it	PRON
easat-2307	288	21	fails	fail	VERB
easat-2307	288	22	to	to	PART
easat-2307	288	23	consider	consider	VERB
easat-2307	288	24	the	the	DET
easat-2307	288	25	complexity	complexity	NOUN
easat-2307	288	26	of	of	ADP
easat-2307	288	27	the	the	DET
easat-2307	288	28	model	model	NOUN
easat-2307	288	29	[	[	X
easat-2307	288	30	27	27	NUM
easat-2307	288	31	]	]	PUNCT
easat-2307	288	32	.	.	PUNCT
easat-2307	289	1	the	the	DET
easat-2307	289	2	adjusted	adjusted	ADJ
easat-2307	289	3	r	r	NOUN
easat-2307	289	4	-	-	PUNCT
easat-2307	289	5	squared	square	VERB
easat-2307	289	6	value	value	NOUN
easat-2307	289	7	takes	take	VERB
easat-2307	289	8	into	into	ADP
easat-2307	289	9	account	account	NOUN
easat-2307	289	10	the	the	DET
easat-2307	289	11	number	number	NOUN
easat-2307	289	12	of	of	ADP
easat-2307	289	13	predictors	predictor	NOUN
easat-2307	289	14	in	in	ADP
easat-2307	289	15	the	the	DET
easat-2307	289	16	model	model	NOUN
easat-2307	289	17	,	,	PUNCT
easat-2307	289	18	providing	provide	VERB
easat-2307	289	19	a	a	DET
easat-2307	289	20	more	more	ADV
easat-2307	289	21	accurate	accurate	ADJ
easat-2307	289	22	measure	measure	NOUN
easat-2307	289	23	of	of	ADP
easat-2307	289	24	the	the	DET
easat-2307	289	25	model	model	NOUN
easat-2307	289	26	's	's	PART
easat-2307	289	27	goodness	goodness	NOUN
easat-2307	289	28	of	of	ADP
easat-2307	289	29	fit	fit	NOUN
easat-2307	289	30	.	.	PUNCT
easat-2307	290	1	the	the	DET
easat-2307	290	2	addition	addition	NOUN
easat-2307	290	3	of	of	ADP
easat-2307	290	4	irrelevant	irrelevant	ADJ
easat-2307	290	5	variables	variable	NOUN
easat-2307	290	6	is	be	AUX
easat-2307	290	7	penalized	penalize	VERB
easat-2307	290	8	,	,	PUNCT
easat-2307	290	9	resulting	result	VERB
easat-2307	290	10	in	in	ADP
easat-2307	290	11	a	a	DET
easat-2307	290	12	more	more	ADV
easat-2307	290	13	accurate	accurate	ADJ
easat-2307	290	14	measure	measure	NOUN
easat-2307	290	15	of	of	ADP
easat-2307	290	16	model	model	NOUN
easat-2307	290	17	performance	performance	NOUN
easat-2307	290	18	.	.	PUNCT
easat-2307	291	1	this	this	PRON
easat-2307	291	2	is	be	AUX
easat-2307	291	3	particularly	particularly	ADV
easat-2307	291	4	useful	useful	ADJ
easat-2307	291	5	when	when	SCONJ
easat-2307	291	6	comparing	compare	VERB
easat-2307	291	7	models	model	NOUN
easat-2307	291	8	with	with	ADP
easat-2307	291	9	different	different	ADJ
easat-2307	291	10	numbers	number	NOUN
easat-2307	291	11	of	of	ADP
easat-2307	291	12	predictors	predictor	NOUN
easat-2307	291	13	.	.	PUNCT
easat-2307	292	1	the	the	DET
easat-2307	292	2	effectiveness	effectiveness	NOUN
easat-2307	292	3	of	of	ADP
easat-2307	292	4	dimension	dimension	NOUN
easat-2307	292	5	reduction	reduction	NOUN
easat-2307	292	6	techniques	technique	NOUN
easat-2307	292	7	(	(	PUNCT
easat-2307	292	8	pca	pca	NOUN
easat-2307	292	9	and	and	CCONJ
easat-2307	292	10	fa	fa	NOUN
easat-2307	292	11	)	)	PUNCT
easat-2307	292	12	in	in	ADP
easat-2307	292	13	improving	improve	VERB
easat-2307	292	14	model	model	NOUN
easat-2307	292	15	performance	performance	NOUN
easat-2307	292	16	was	be	AUX
easat-2307	292	17	assessed	assess	VERB
easat-2307	292	18	using	use	VERB
easat-2307	292	19	adjusted	adjust	VERB
easat-2307	292	20	r	r	NOUN
easat-2307	292	21	-	-	PUNCT
easat-2307	292	22	squared	square	VERB
easat-2307	292	23	.	.	PUNCT
easat-2307	293	1	a	a	DET
easat-2307	293	2	higher	higher	ADV
easat-2307	293	3	adjusted	adjust	VERB
easat-2307	293	4	rsquared	rsquared	ADJ
easat-2307	293	5	value	value	NOUN
easat-2307	293	6	suggests	suggest	VERB
easat-2307	293	7	a	a	DET
easat-2307	293	8	more	more	ADV
easat-2307	293	9	optimal	optimal	ADJ
easat-2307	293	10	trade	trade	NOUN
easat-2307	293	11	-	-	PUNCT
easat-2307	293	12	off	off	NOUN
easat-2307	293	13	between	between	ADP
easat-2307	293	14	the	the	DET
easat-2307	293	15	complexity	complexity	NOUN
easat-2307	293	16	of	of	ADP
easat-2307	293	17	the	the	DET
easat-2307	293	18	model	model	NOUN
easat-2307	293	19	and	and	CCONJ
easat-2307	293	20	its	its	PRON
easat-2307	293	21	ability	ability	NOUN
easat-2307	293	22	to	to	PART
easat-2307	293	23	explain	explain	VERB
easat-2307	293	24	the	the	DET
easat-2307	293	25	data	datum	NOUN
easat-2307	293	26	[	[	X
easat-2307	293	27	14	14	NUM
easat-2307	293	28	]	]	PUNCT
easat-2307	293	29	.	.	PUNCT
easat-2307	294	1	the	the	DET
easat-2307	294	2	rmse	rmse	PROPN
easat-2307	294	3	quantifies	quantify	VERB
easat-2307	294	4	the	the	DET
easat-2307	294	5	average	average	ADJ
easat-2307	294	6	magnitude	magnitude	NOUN
easat-2307	294	7	of	of	ADP
easat-2307	294	8	prediction	prediction	NOUN
easat-2307	294	9	errors	error	NOUN
easat-2307	294	10	by	by	ADP
easat-2307	294	11	taking	take	VERB
easat-2307	294	12	the	the	DET
easat-2307	294	13	square	square	ADJ
easat-2307	294	14	root	root	NOUN
easat-2307	294	15	of	of	ADP
easat-2307	294	16	the	the	DET
easat-2307	294	17	average	average	ADJ
easat-2307	294	18	squared	square	VERB
easat-2307	294	19	differences	difference	NOUN
easat-2307	294	20	between	between	ADP
easat-2307	294	21	observed	observed	ADJ
easat-2307	294	22	and	and	CCONJ
easat-2307	294	23	predicted	predict	VERB
easat-2307	294	24	values	value	NOUN
easat-2307	294	25	.	.	PUNCT
easat-2307	295	1	greater	great	ADJ
easat-2307	295	2	model	model	NOUN
easat-2307	295	3	accuracy	accuracy	NOUN
easat-2307	295	4	is	be	AUX
easat-2307	295	5	indicated	indicate	VERB
easat-2307	295	6	by	by	ADP
easat-2307	295	7	lower	low	ADJ
easat-2307	295	8	rmse	rmse	NOUN
easat-2307	295	9	values	value	NOUN
easat-2307	295	10	.	.	PUNCT
easat-2307	296	1	the	the	DET
easat-2307	296	2	predictive	predictive	ADJ
easat-2307	296	3	accuracy	accuracy	NOUN
easat-2307	296	4	of	of	ADP
easat-2307	296	5	the	the	DET
easat-2307	296	6	models	model	NOUN
easat-2307	296	7	was	be	AUX
easat-2307	296	8	evaluated	evaluate	VERB
easat-2307	296	9	using	use	VERB
easat-2307	296	10	rmse	rmse	NOUN
easat-2307	296	11	.	.	PUNCT
easat-2307	297	1	an	an	DET
easat-2307	297	2	indication	indication	NOUN
easat-2307	297	3	is	be	AUX
easat-2307	297	4	given	give	VERB
easat-2307	297	5	of	of	ADP
easat-2307	297	6	how	how	SCONJ
easat-2307	297	7	accurately	accurately	ADV
easat-2307	297	8	the	the	DET
easat-2307	297	9	model	model	NOUN
easat-2307	297	10	's	's	PART
easat-2307	297	11	predictions	prediction	NOUN
easat-2307	297	12	align	align	VERB
easat-2307	297	13	with	with	ADP
easat-2307	297	14	the	the	DET
easat-2307	297	15	actual	actual	ADJ
easat-2307	297	16	outcomes	outcome	NOUN
easat-2307	297	17	.	.	PUNCT
easat-2307	298	1	the	the	DET
easat-2307	298	2	comparison	comparison	NOUN
easat-2307	298	3	of	of	ADP
easat-2307	298	4	rmse	rmse	ADJ
easat-2307	298	5	values	value	NOUN
easat-2307	298	6	among	among	ADP
easat-2307	298	7	the	the	DET
easat-2307	298	8	three	three	NUM
easat-2307	298	9	models	model	NOUN
easat-2307	298	10	allowed	allow	VERB
easat-2307	298	11	for	for	ADP
easat-2307	298	12	the	the	DET
easat-2307	298	13	identification	identification	NOUN
easat-2307	298	14	of	of	ADP
easat-2307	298	15	the	the	DET
easat-2307	298	16	model	model	NOUN
easat-2307	298	17	that	that	PRON
easat-2307	298	18	yielded	yield	VERB
easat-2307	298	19	the	the	DET
easat-2307	298	20	most	most	ADV
easat-2307	298	21	precise	precise	ADJ
easat-2307	298	22	predictions	prediction	NOUN
easat-2307	298	23	[	[	X
easat-2307	298	24	28	28	NUM
easat-2307	298	25	]	]	PUNCT
easat-2307	298	26	.	.	PUNCT
easat-2307	299	1	1680	1680	NUM
easat-2307	299	2	edelweiss	edelweiss	PROPN
easat-2307	299	3	applied	apply	VERB
easat-2307	299	4	science	science	NOUN
easat-2307	299	5	and	and	CCONJ
easat-2307	299	6	technology	technology	NOUN
easat-2307	299	7	issn	issn	PROPN
easat-2307	299	8	:	:	PUNCT
easat-2307	299	9	2576	2576	NUM
easat-2307	299	10	-	-	SYM
easat-2307	299	11	8484	8484	NUM
easat-2307	299	12	vol	vol	NOUN
easat-2307	299	13	.	.	PROPN
easat-2307	299	14	8	8	NUM
easat-2307	299	15	,	,	PUNCT
easat-2307	299	16	no	no	INTJ
easat-2307	299	17	.	.	NOUN
easat-2307	300	1	6	6	NUM
easat-2307	300	2	:	:	SYM
easat-2307	300	3	1670	1670	NUM
easat-2307	300	4	-	-	SYM
easat-2307	300	5	1691	1691	NUM
easat-2307	300	6	,	,	PUNCT
easat-2307	300	7	2024	2024	NUM
easat-2307	300	8	doi	doi	NOUN
easat-2307	300	9	:	:	PUNCT
easat-2307	300	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	300	11	©	©	ADP
easat-2307	300	12	2024	2024	NUM
easat-2307	300	13	by	by	ADP
easat-2307	300	14	the	the	DET
easat-2307	300	15	author	author	NOUN
easat-2307	300	16	;	;	PUNCT
easat-2307	300	17	licensee	licensee	PROPN
easat-2307	300	18	learning	learning	NOUN
easat-2307	300	19	gate	gate	VERB
easat-2307	300	20	the	the	DET
easat-2307	300	21	akaike	akaike	ADJ
easat-2307	300	22	information	information	NOUN
easat-2307	300	23	criterion	criterion	NOUN
easat-2307	300	24	(	(	PUNCT
easat-2307	300	25	aic	aic	PROPN
easat-2307	300	26	)	)	PUNCT
easat-2307	300	27	quantifies	quantify	VERB
easat-2307	300	28	the	the	DET
easat-2307	300	29	relative	relative	ADJ
easat-2307	300	30	quality	quality	NOUN
easat-2307	300	31	of	of	ADP
easat-2307	300	32	a	a	DET
easat-2307	300	33	statistical	statistical	ADJ
easat-2307	300	34	model	model	NOUN
easat-2307	300	35	for	for	ADP
easat-2307	300	36	a	a	DET
easat-2307	300	37	specific	specific	ADJ
easat-2307	300	38	dataset	dataset	NOUN
easat-2307	300	39	.	.	PUNCT
easat-2307	301	1	the	the	DET
easat-2307	301	2	evaluation	evaluation	NOUN
easat-2307	301	3	takes	take	VERB
easat-2307	301	4	into	into	ADP
easat-2307	301	5	account	account	NOUN
easat-2307	301	6	both	both	CCONJ
easat-2307	301	7	the	the	DET
easat-2307	301	8	fit	fit	ADJ
easat-2307	301	9	quality	quality	NOUN
easat-2307	301	10	and	and	CCONJ
easat-2307	301	11	model	model	NOUN
easat-2307	301	12	complexity	complexity	NOUN
easat-2307	301	13	,	,	PUNCT
easat-2307	301	14	where	where	SCONJ
easat-2307	301	15	lower	low	ADJ
easat-2307	301	16	aic	aic	PROPN
easat-2307	301	17	values	value	NOUN
easat-2307	301	18	suggest	suggest	VERB
easat-2307	301	19	superior	superior	ADJ
easat-2307	301	20	models	model	NOUN
easat-2307	301	21	.	.	PUNCT
easat-2307	302	1	the	the	DET
easat-2307	302	2	three	three	NUM
easat-2307	302	3	regression	regression	NOUN
easat-2307	302	4	models	model	NOUN
easat-2307	302	5	were	be	AUX
easat-2307	302	6	compared	compare	VERB
easat-2307	302	7	using	use	VERB
easat-2307	302	8	aic	aic	PROPN
easat-2307	302	9	.	.	PUNCT
easat-2307	303	1	the	the	DET
easat-2307	303	2	selection	selection	NOUN
easat-2307	303	3	of	of	ADP
easat-2307	303	4	a	a	DET
easat-2307	303	5	model	model	NOUN
easat-2307	303	6	that	that	PRON
easat-2307	303	7	strikes	strike	VERB
easat-2307	303	8	the	the	DET
easat-2307	303	9	optimal	optimal	ADJ
easat-2307	303	10	balance	balance	NOUN
easat-2307	303	11	between	between	ADP
easat-2307	303	12	fit	fit	ADJ
easat-2307	303	13	and	and	CCONJ
easat-2307	303	14	complexity	complexity	NOUN
easat-2307	303	15	is	be	AUX
easat-2307	303	16	crucial	crucial	ADJ
easat-2307	303	17	in	in	ADP
easat-2307	303	18	order	order	NOUN
easat-2307	303	19	to	to	PART
easat-2307	303	20	avoid	avoid	VERB
easat-2307	303	21	overfitting	overfitte	VERB
easat-2307	303	22	[	[	X
easat-2307	303	23	29	29	NUM
easat-2307	303	24	]	]	PUNCT
easat-2307	303	25	.	.	PUNCT
easat-2307	304	1	2.6.5	2.6.5	X
easat-2307	304	2	.	.	PUNCT
easat-2307	304	3	comparison	comparison	NOUN
easat-2307	304	4	of	of	ADP
easat-2307	304	5	models	model	NOUN
easat-2307	304	6	a	a	DET
easat-2307	304	7	comparison	comparison	NOUN
easat-2307	304	8	was	be	AUX
easat-2307	304	9	made	make	VERB
easat-2307	304	10	between	between	ADP
easat-2307	304	11	four	four	NUM
easat-2307	304	12	models	model	NOUN
easat-2307	304	13	,	,	PUNCT
easat-2307	304	14	evaluating	evaluate	VERB
easat-2307	304	15	their	their	PRON
easat-2307	304	16	performance	performance	NOUN
easat-2307	304	17	based	base	VERB
easat-2307	304	18	on	on	ADP
easat-2307	304	19	different	different	ADJ
easat-2307	304	20	metrics	metric	NOUN
easat-2307	304	21	.	.	PUNCT
easat-2307	305	1	the	the	DET
easat-2307	305	2	aim	aim	NOUN
easat-2307	305	3	was	be	AUX
easat-2307	305	4	to	to	PART
easat-2307	305	5	determine	determine	VERB
easat-2307	305	6	how	how	SCONJ
easat-2307	305	7	pca	pca	PROPN
easat-2307	305	8	,	,	PUNCT
easat-2307	305	9	fa	fa	NOUN
easat-2307	305	10	,	,	PUNCT
easat-2307	305	11	and	and	CCONJ
easat-2307	305	12	variable	variable	ADJ
easat-2307	305	13	removal	removal	NOUN
easat-2307	305	14	affect	affect	VERB
easat-2307	305	15	the	the	DET
easat-2307	305	16	models	model	NOUN
easat-2307	305	17	'	'	PART
easat-2307	305	18	performance	performance	NOUN
easat-2307	305	19	.	.	PUNCT
easat-2307	306	1	insights	insight	NOUN
easat-2307	306	2	were	be	AUX
easat-2307	306	3	gained	gain	VERB
easat-2307	306	4	from	from	ADP
easat-2307	306	5	the	the	DET
easat-2307	306	6	comparison	comparison	NOUN
easat-2307	306	7	regarding	regard	VERB
easat-2307	306	8	the	the	DET
easat-2307	306	9	effectiveness	effectiveness	NOUN
easat-2307	306	10	of	of	ADP
easat-2307	306	11	these	these	DET
easat-2307	306	12	techniques	technique	NOUN
easat-2307	306	13	in	in	ADP
easat-2307	306	14	improving	improve	VERB
easat-2307	306	15	predictive	predictive	ADJ
easat-2307	306	16	accuracy	accuracy	NOUN
easat-2307	306	17	and	and	CCONJ
easat-2307	306	18	model	model	NOUN
easat-2307	306	19	stability	stability	NOUN
easat-2307	306	20	.	.	PUNCT
easat-2307	307	1	the	the	DET
easat-2307	307	2	model	model	NOUN
easat-2307	307	3	that	that	PRON
easat-2307	307	4	had	have	AUX
easat-2307	307	5	highly	highly	ADV
easat-2307	307	6	correlated	correlate	VERB
easat-2307	307	7	variables	variable	NOUN
easat-2307	307	8	removed	remove	VERB
easat-2307	307	9	was	be	AUX
easat-2307	307	10	anticipated	anticipate	VERB
easat-2307	307	11	to	to	PART
easat-2307	307	12	exhibit	exhibit	VERB
easat-2307	307	13	similar	similar	ADJ
easat-2307	307	14	or	or	CCONJ
easat-2307	307	15	slightly	slightly	ADV
easat-2307	307	16	improved	improved	ADJ
easat-2307	307	17	performance	performance	NOUN
easat-2307	307	18	in	in	ADP
easat-2307	307	19	terms	term	NOUN
easat-2307	307	20	of	of	ADP
easat-2307	307	21	adjusted	adjusted	ADJ
easat-2307	307	22	r	r	NOUN
easat-2307	307	23	-	-	PUNCT
easat-2307	307	24	squared	square	VERB
easat-2307	307	25	and	and	CCONJ
easat-2307	307	26	aic	aic	PROPN
easat-2307	307	27	.	.	PUNCT
easat-2307	308	1	this	this	PRON
easat-2307	308	2	is	be	AUX
easat-2307	308	3	because	because	SCONJ
easat-2307	308	4	it	it	PRON
easat-2307	308	5	reduces	reduce	VERB
easat-2307	308	6	multicollinearity	multicollinearity	NOUN
easat-2307	308	7	while	while	SCONJ
easat-2307	308	8	retaining	retain	VERB
easat-2307	308	9	substantial	substantial	ADJ
easat-2307	308	10	explanatory	explanatory	ADJ
easat-2307	308	11	power	power	NOUN
easat-2307	308	12	.	.	PUNCT
easat-2307	309	1	however	however	ADV
easat-2307	309	2	,	,	PUNCT
easat-2307	309	3	it	it	PRON
easat-2307	309	4	should	should	AUX
easat-2307	309	5	be	be	AUX
easat-2307	309	6	noted	note	VERB
easat-2307	309	7	that	that	SCONJ
easat-2307	309	8	the	the	DET
easat-2307	309	9	removal	removal	NOUN
easat-2307	309	10	of	of	ADP
easat-2307	309	11	variables	variable	NOUN
easat-2307	309	12	could	could	AUX
easat-2307	309	13	potentially	potentially	ADV
easat-2307	309	14	lead	lead	VERB
easat-2307	309	15	to	to	ADP
easat-2307	309	16	a	a	DET
easat-2307	309	17	decrease	decrease	NOUN
easat-2307	309	18	in	in	ADP
easat-2307	309	19	the	the	DET
easat-2307	309	20	r	r	NOUN
easat-2307	309	21	-	-	PUNCT
easat-2307	309	22	squared	square	VERB
easat-2307	309	23	value	value	NOUN
easat-2307	309	24	.	.	PUNCT
easat-2307	310	1	this	this	PRON
easat-2307	310	2	is	be	AUX
easat-2307	310	3	because	because	SCONJ
easat-2307	310	4	when	when	SCONJ
easat-2307	310	5	fewer	few	ADJ
easat-2307	310	6	predictors	predictor	NOUN
easat-2307	310	7	are	be	AUX
easat-2307	310	8	included	include	VERB
easat-2307	310	9	in	in	ADP
easat-2307	310	10	the	the	DET
easat-2307	310	11	model	model	NOUN
easat-2307	310	12	,	,	PUNCT
easat-2307	310	13	the	the	DET
easat-2307	310	14	overall	overall	ADJ
easat-2307	310	15	explanatory	explanatory	ADJ
easat-2307	310	16	power	power	NOUN
easat-2307	310	17	may	may	AUX
easat-2307	310	18	be	be	AUX
easat-2307	310	19	reduced	reduce	VERB
easat-2307	310	20	.	.	PUNCT
easat-2307	311	1	4	4	X
easat-2307	311	2	.	.	X
easat-2307	311	3	results	result	NOUN
easat-2307	311	4	and	and	CCONJ
easat-2307	311	5	discussion	discussion	VERB
easat-2307	311	6	the	the	DET
easat-2307	311	7	effectiveness	effectiveness	NOUN
easat-2307	311	8	and	and	CCONJ
easat-2307	311	9	reliability	reliability	NOUN
easat-2307	311	10	of	of	ADP
easat-2307	311	11	the	the	DET
easat-2307	311	12	regression	regression	NOUN
easat-2307	311	13	models	model	NOUN
easat-2307	311	14	used	use	VERB
easat-2307	311	15	in	in	ADP
easat-2307	311	16	this	this	DET
easat-2307	311	17	study	study	NOUN
easat-2307	311	18	are	be	AUX
easat-2307	311	19	determined	determine	VERB
easat-2307	311	20	by	by	ADP
easat-2307	311	21	statistical	statistical	ADJ
easat-2307	311	22	inference	inference	NOUN
easat-2307	311	23	,	,	PUNCT
easat-2307	311	24	which	which	PRON
easat-2307	311	25	is	be	AUX
easat-2307	311	26	of	of	ADP
easat-2307	311	27	utmost	utmost	ADJ
easat-2307	311	28	importance	importance	NOUN
easat-2307	311	29	.	.	PUNCT
easat-2307	312	1	4.1	4.1	NUM
easat-2307	312	2	.	.	X
easat-2307	313	1	goodness	goodness	NOUN
easat-2307	313	2	-	-	PUNCT
easat-2307	313	3	of	of	ADP
easat-2307	313	4	-	-	PUNCT
easat-2307	313	5	fit	fit	NOUN
easat-2307	313	6	measures	measure	NOUN
easat-2307	313	7	the	the	DET
easat-2307	313	8	goodness	goodness	NOUN
easat-2307	313	9	-	-	PUNCT
easat-2307	313	10	of	of	ADP
easat-2307	313	11	-	-	PUNCT
easat-2307	313	12	fit	fit	NOUN
easat-2307	313	13	of	of	ADP
easat-2307	313	14	a	a	DET
easat-2307	313	15	regression	regression	NOUN
easat-2307	313	16	model	model	NOUN
easat-2307	313	17	is	be	AUX
easat-2307	313	18	typically	typically	ADV
easat-2307	313	19	evaluated	evaluate	VERB
easat-2307	313	20	through	through	ADP
easat-2307	313	21	metrics	metric	NOUN
easat-2307	313	22	such	such	ADJ
easat-2307	313	23	as	as	ADP
easat-2307	313	24	the	the	DET
easat-2307	313	25	total	total	ADJ
easat-2307	313	26	sum	sum	NOUN
easat-2307	313	27	of	of	ADP
easat-2307	313	28	squares	square	NOUN
easat-2307	313	29	(	(	PUNCT
easat-2307	313	30	sst	sst	PROPN
easat-2307	313	31	)	)	PUNCT
easat-2307	313	32	,	,	PUNCT
easat-2307	313	33	the	the	DET
easat-2307	313	34	residual	residual	ADJ
easat-2307	313	35	sum	sum	NOUN
easat-2307	313	36	of	of	ADP
easat-2307	313	37	squares	square	NOUN
easat-2307	313	38	(	(	PUNCT
easat-2307	313	39	ssr	ssr	NOUN
easat-2307	313	40	)	)	PUNCT
easat-2307	313	41	,	,	PUNCT
easat-2307	313	42	and	and	CCONJ
easat-2307	313	43	the	the	DET
easat-2307	313	44	explained	explain	VERB
easat-2307	313	45	sum	sum	NOUN
easat-2307	313	46	of	of	ADP
easat-2307	313	47	squares	square	NOUN
easat-2307	313	48	(	(	PUNCT
easat-2307	313	49	sse	sse	NOUN
easat-2307	313	50	)	)	PUNCT
easat-2307	313	51	.	.	PUNCT
easat-2307	314	1	the	the	DET
easat-2307	314	2	relationship	relationship	NOUN
easat-2307	314	3	between	between	ADP
easat-2307	314	4	these	these	DET
easat-2307	314	5	measures	measure	NOUN
easat-2307	314	6	helps	help	VERB
easat-2307	314	7	in	in	ADP
easat-2307	314	8	understanding	understand	VERB
easat-2307	314	9	how	how	SCONJ
easat-2307	314	10	well	well	ADV
easat-2307	314	11	the	the	DET
easat-2307	314	12	model	model	NOUN
easat-2307	314	13	explains	explain	VERB
easat-2307	314	14	the	the	DET
easat-2307	314	15	variance	variance	NOUN
easat-2307	314	16	in	in	ADP
easat-2307	314	17	the	the	DET
easat-2307	314	18	dependent	dependent	ADJ
easat-2307	314	19	variable	variable	NOUN
easat-2307	314	20	:	:	PUNCT
easat-2307	314	21	•	•	NUM
easat-2307	314	22	total	total	ADJ
easat-2307	314	23	sum	sum	NOUN
easat-2307	314	24	of	of	ADP
easat-2307	314	25	squares	square	NOUN
easat-2307	314	26	(	(	PUNCT
easat-2307	314	27	sst	sst	NOUN
easat-2307	314	28	):	):	PUNCT
easat-2307	314	29	represents	represent	VERB
easat-2307	314	30	the	the	DET
easat-2307	314	31	total	total	ADJ
easat-2307	314	32	variation	variation	NOUN
easat-2307	314	33	in	in	ADP
easat-2307	314	34	the	the	DET
easat-2307	314	35	dependent	dependent	ADJ
easat-2307	314	36	variable	variable	NOUN
easat-2307	314	37	that	that	PRON
easat-2307	314	38	would	would	AUX
easat-2307	314	39	be	be	AUX
easat-2307	314	40	observed	observe	VERB
easat-2307	314	41	if	if	SCONJ
easat-2307	314	42	no	no	DET
easat-2307	314	43	predictors	predictor	NOUN
easat-2307	314	44	were	be	AUX
easat-2307	314	45	included	include	VERB
easat-2307	314	46	in	in	ADP
easat-2307	314	47	the	the	DET
easat-2307	314	48	model	model	NOUN
easat-2307	314	49	.	.	PUNCT
easat-2307	315	1	•	•	NUM
easat-2307	315	2	residual	residual	ADJ
easat-2307	315	3	sum	sum	NOUN
easat-2307	315	4	of	of	ADP
easat-2307	315	5	squares	square	NOUN
easat-2307	315	6	(	(	PUNCT
easat-2307	315	7	ssr	ssr	NOUN
easat-2307	315	8	):	):	PUNCT
easat-2307	315	9	represents	represent	VERB
easat-2307	315	10	the	the	DET
easat-2307	315	11	variation	variation	NOUN
easat-2307	315	12	in	in	ADP
easat-2307	315	13	the	the	DET
easat-2307	315	14	dependent	dependent	ADJ
easat-2307	315	15	variable	variable	NOUN
easat-2307	315	16	that	that	PRON
easat-2307	315	17	is	be	AUX
easat-2307	315	18	not	not	PART
easat-2307	315	19	explained	explain	VERB
easat-2307	315	20	by	by	ADP
easat-2307	315	21	the	the	DET
easat-2307	315	22	model	model	NOUN
easat-2307	315	23	.	.	PUNCT
easat-2307	316	1	•	•	NUM
easat-2307	316	2	explained	explain	VERB
easat-2307	316	3	sum	sum	NOUN
easat-2307	316	4	of	of	ADP
easat-2307	316	5	squares	square	NOUN
easat-2307	316	6	(	(	PUNCT
easat-2307	316	7	sse	sse	NOUN
easat-2307	316	8	):	):	PUNCT
easat-2307	316	9	measures	measure	NOUN
easat-2307	316	10	the	the	DET
easat-2307	316	11	reduction	reduction	NOUN
easat-2307	316	12	in	in	ADP
easat-2307	316	13	sst	sst	NOUN
easat-2307	316	14	due	due	ADP
easat-2307	316	15	to	to	ADP
easat-2307	316	16	the	the	DET
easat-2307	316	17	inclusion	inclusion	NOUN
easat-2307	316	18	of	of	ADP
easat-2307	316	19	predictors	predictor	NOUN
easat-2307	316	20	in	in	ADP
easat-2307	316	21	the	the	DET
easat-2307	316	22	model	model	NOUN
easat-2307	316	23	,	,	PUNCT
easat-2307	316	24	indicating	indicate	VERB
easat-2307	316	25	the	the	DET
easat-2307	316	26	amount	amount	NOUN
easat-2307	316	27	of	of	ADP
easat-2307	316	28	variance	variance	NOUN
easat-2307	316	29	explained	explain	VERB
easat-2307	316	30	by	by	ADP
easat-2307	316	31	the	the	DET
easat-2307	316	32	model	model	NOUN
easat-2307	316	33	.	.	PUNCT
easat-2307	317	1	the	the	DET
easat-2307	317	2	relationship	relationship	NOUN
easat-2307	317	3	is	be	AUX
easat-2307	317	4	summarized	summarize	VERB
easat-2307	317	5	as	as	ADP
easat-2307	317	6	:	:	PUNCT
easat-2307	317	7	𝑆𝑆𝑇	𝑆𝑆𝑇	PROPN
easat-2307	317	8	=	=	SYM
easat-2307	317	9	𝑆𝑆𝐸	𝑆𝑆𝐸	NOUN
easat-2307	317	10	+	+	CCONJ
easat-2307	317	11	𝑆𝑆𝑅	𝑆𝑆𝑅	NOUN
easat-2307	317	12	this	this	DET
easat-2307	317	13	decomposition	decomposition	NOUN
easat-2307	317	14	is	be	AUX
easat-2307	317	15	fundamental	fundamental	ADJ
easat-2307	317	16	in	in	ADP
easat-2307	317	17	calculating	calculate	VERB
easat-2307	317	18	the	the	DET
easat-2307	317	19	coefficient	coefficient	NOUN
easat-2307	317	20	of	of	ADP
easat-2307	317	21	determination	determination	NOUN
easat-2307	317	22	(	(	PUNCT
easat-2307	317	23	r²	r²	PROPN
easat-2307	317	24	)	)	PUNCT
easat-2307	317	25	,	,	PUNCT
easat-2307	317	26	which	which	PRON
easat-2307	317	27	indicates	indicate	VERB
easat-2307	317	28	the	the	DET
easat-2307	317	29	proportion	proportion	NOUN
easat-2307	317	30	of	of	ADP
easat-2307	317	31	the	the	DET
easat-2307	317	32	variance	variance	NOUN
easat-2307	317	33	in	in	ADP
easat-2307	317	34	the	the	DET
easat-2307	317	35	dependent	dependent	ADJ
easat-2307	317	36	variable	variable	NOUN
easat-2307	317	37	explained	explain	VERB
easat-2307	317	38	by	by	ADP
easat-2307	317	39	the	the	DET
easat-2307	317	40	model	model	NOUN
easat-2307	317	41	.	.	PUNCT
easat-2307	318	1	4.2	4.2	NUM
easat-2307	318	2	.	.	PUNCT
easat-2307	318	3	significance	significance	NOUN
easat-2307	318	4	tests	test	NOUN
easat-2307	318	5	significance	significance	NOUN
easat-2307	318	6	tests	test	NOUN
easat-2307	318	7	are	be	AUX
easat-2307	318	8	used	use	VERB
easat-2307	318	9	to	to	PART
easat-2307	318	10	assess	assess	VERB
easat-2307	318	11	whether	whether	SCONJ
easat-2307	318	12	the	the	DET
easat-2307	318	13	predictors	predictor	NOUN
easat-2307	318	14	in	in	ADP
easat-2307	318	15	the	the	DET
easat-2307	318	16	model	model	NOUN
easat-2307	318	17	make	make	VERB
easat-2307	318	18	a	a	DET
easat-2307	318	19	significant	significant	ADJ
easat-2307	318	20	contribution	contribution	NOUN
easat-2307	318	21	to	to	ADP
easat-2307	318	22	explaining	explain	VERB
easat-2307	318	23	the	the	DET
easat-2307	318	24	variance	variance	NOUN
easat-2307	318	25	in	in	ADP
easat-2307	318	26	the	the	DET
easat-2307	318	27	dependent	dependent	ADJ
easat-2307	318	28	variable	variable	NOUN
easat-2307	318	29	.	.	PUNCT
easat-2307	319	1	an	an	DET
easat-2307	319	2	assessment	assessment	NOUN
easat-2307	319	3	of	of	ADP
easat-2307	319	4	the	the	DET
easat-2307	319	5	overall	overall	ADJ
easat-2307	319	6	significance	significance	NOUN
easat-2307	319	7	of	of	ADP
easat-2307	319	8	the	the	DET
easat-2307	319	9	model	model	NOUN
easat-2307	319	10	is	be	AUX
easat-2307	319	11	made	make	VERB
easat-2307	319	12	using	use	VERB
easat-2307	319	13	the	the	DET
easat-2307	319	14	f	f	NOUN
easat-2307	319	15	-	-	PUNCT
easat-2307	319	16	test	test	NOUN
easat-2307	319	17	.	.	PUNCT
easat-2307	320	1	the	the	DET
easat-2307	320	2	f	f	NOUN
easat-2307	320	3	-	-	PUNCT
easat-2307	320	4	statistic	statistic	NOUN
easat-2307	320	5	compares	compare	VERB
easat-2307	320	6	the	the	DET
easat-2307	320	7	variance	variance	NOUN
easat-2307	320	8	that	that	PRON
easat-2307	320	9	can	can	AUX
easat-2307	320	10	be	be	AUX
easat-2307	320	11	explained	explain	VERB
easat-2307	320	12	by	by	ADP
easat-2307	320	13	a	a	DET
easat-2307	320	14	model	model	NOUN
easat-2307	320	15	to	to	ADP
easat-2307	320	16	the	the	DET
easat-2307	320	17	variance	variance	NOUN
easat-2307	320	18	that	that	PRON
easat-2307	320	19	can	can	AUX
easat-2307	320	20	not	not	PART
easat-2307	320	21	be	be	AUX
easat-2307	320	22	explained	explain	VERB
easat-2307	320	23	,	,	PUNCT
easat-2307	320	24	taking	take	VERB
easat-2307	320	25	into	into	ADP
easat-2307	320	26	account	account	NOUN
easat-2307	320	27	the	the	DET
easat-2307	320	28	degrees	degree	NOUN
easat-2307	320	29	of	of	ADP
easat-2307	320	30	freedom	freedom	NOUN
easat-2307	320	31	for	for	ADP
easat-2307	320	32	each	each	PRON
easat-2307	320	33	.	.	PUNCT
easat-2307	321	1	the	the	DET
easat-2307	321	2	prediction	prediction	NOUN
easat-2307	321	3	of	of	ADP
easat-2307	321	4	the	the	DET
easat-2307	321	5	dependent	dependent	ADJ
easat-2307	321	6	variable	variable	NOUN
easat-2307	321	7	is	be	AUX
easat-2307	321	8	significantly	significantly	ADV
easat-2307	321	9	improved	improve	VERB
easat-2307	321	10	by	by	ADP
easat-2307	321	11	a	a	DET
easat-2307	321	12	model	model	NOUN
easat-2307	321	13	with	with	ADP
easat-2307	321	14	predictors	predictor	NOUN
easat-2307	321	15	,	,	PUNCT
easat-2307	321	16	as	as	SCONJ
easat-2307	321	17	indicated	indicate	VERB
easat-2307	321	18	by	by	ADP
easat-2307	321	19	a	a	DET
easat-2307	321	20	higher	high	ADJ
easat-2307	321	21	f	f	NOUN
easat-2307	321	22	-	-	PUNCT
easat-2307	321	23	value	value	NOUN
easat-2307	321	24	compared	compare	VERB
easat-2307	321	25	to	to	ADP
easat-2307	321	26	a	a	DET
easat-2307	321	27	model	model	NOUN
easat-2307	321	28	without	without	ADP
easat-2307	321	29	predictors	predictor	NOUN
easat-2307	321	30	.	.	PUNCT
easat-2307	322	1	t	t	NOUN
easat-2307	322	2	-	-	PUNCT
easat-2307	322	3	tests	test	NOUN
easat-2307	322	4	are	be	AUX
easat-2307	322	5	used	use	VERB
easat-2307	322	6	to	to	PART
easat-2307	322	7	test	test	VERB
easat-2307	322	8	the	the	DET
easat-2307	322	9	significance	significance	NOUN
easat-2307	322	10	of	of	ADP
easat-2307	322	11	coefficients	coefficient	NOUN
easat-2307	322	12	for	for	ADP
easat-2307	322	13	individual	individual	ADJ
easat-2307	322	14	predictors	predictor	NOUN
easat-2307	322	15	.	.	PUNCT
easat-2307	323	1	the	the	DET
easat-2307	323	2	significance	significance	NOUN
easat-2307	323	3	of	of	ADP
easat-2307	323	4	the	the	DET
easat-2307	323	5	coefficients	coefficient	NOUN
easat-2307	323	6	is	be	AUX
easat-2307	323	7	assessed	assess	VERB
easat-2307	323	8	in	in	ADP
easat-2307	323	9	these	these	DET
easat-2307	323	10	tests	test	NOUN
easat-2307	323	11	,	,	PUNCT
easat-2307	323	12	indicating	indicate	VERB
easat-2307	323	13	that	that	SCONJ
easat-2307	323	14	the	the	DET
easat-2307	323	15	predictor	predictor	NOUN
easat-2307	323	16	has	have	VERB
easat-2307	323	17	a	a	DET
easat-2307	323	18	meaningful	meaningful	ADJ
easat-2307	323	19	impact	impact	NOUN
easat-2307	323	20	on	on	ADP
easat-2307	323	21	the	the	DET
easat-2307	323	22	dependent	dependent	ADJ
easat-2307	323	23	variable	variable	NOUN
easat-2307	323	24	.	.	PUNCT
easat-2307	324	1	1681	1681	NUM
easat-2307	324	2	edelweiss	edelweiss	PROPN
easat-2307	324	3	applied	apply	VERB
easat-2307	324	4	science	science	NOUN
easat-2307	324	5	and	and	CCONJ
easat-2307	324	6	technology	technology	NOUN
easat-2307	324	7	issn	issn	PROPN
easat-2307	324	8	:	:	PUNCT
easat-2307	324	9	2576	2576	NUM
easat-2307	324	10	-	-	SYM
easat-2307	324	11	8484	8484	NUM
easat-2307	324	12	vol	vol	NOUN
easat-2307	324	13	.	.	PROPN
easat-2307	324	14	8	8	NUM
easat-2307	324	15	,	,	PUNCT
easat-2307	324	16	no	no	INTJ
easat-2307	324	17	.	.	NOUN
easat-2307	325	1	6	6	NUM
easat-2307	325	2	:	:	SYM
easat-2307	325	3	1670	1670	NUM
easat-2307	325	4	-	-	SYM
easat-2307	325	5	1691	1691	NUM
easat-2307	325	6	,	,	PUNCT
easat-2307	325	7	2024	2024	NUM
easat-2307	325	8	doi	doi	NOUN
easat-2307	325	9	:	:	PUNCT
easat-2307	325	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	325	11	©	©	ADP
easat-2307	325	12	2024	2024	NUM
easat-2307	325	13	by	by	ADP
easat-2307	325	14	the	the	DET
easat-2307	325	15	author	author	NOUN
easat-2307	325	16	;	;	PUNCT
easat-2307	325	17	licensee	licensee	PROPN
easat-2307	325	18	learning	learning	NOUN
easat-2307	325	19	gate	gate	NOUN
easat-2307	325	20	4.3	4.3	NUM
easat-2307	325	21	.	.	PUNCT
easat-2307	325	22	model	model	NOUN
easat-2307	325	23	selection	selection	NOUN
easat-2307	325	24	and	and	CCONJ
easat-2307	325	25	optimization	optimization	NOUN
easat-2307	325	26	selection	selection	NOUN
easat-2307	325	27	of	of	ADP
easat-2307	325	28	the	the	DET
easat-2307	325	29	optimal	optimal	ADJ
easat-2307	325	30	model	model	NOUN
easat-2307	325	31	can	can	AUX
easat-2307	325	32	be	be	AUX
easat-2307	325	33	achieved	achieve	VERB
easat-2307	325	34	by	by	ADP
easat-2307	325	35	utilizing	utilize	VERB
easat-2307	325	36	criteria	criterion	NOUN
easat-2307	325	37	such	such	ADJ
easat-2307	325	38	as	as	ADP
easat-2307	325	39	the	the	DET
easat-2307	325	40	akaike	akaike	ADJ
easat-2307	325	41	information	information	NOUN
easat-2307	325	42	criterion	criterion	NOUN
easat-2307	325	43	(	(	PUNCT
easat-2307	325	44	aic	aic	PROPN
easat-2307	325	45	)	)	PUNCT
easat-2307	325	46	and	and	CCONJ
easat-2307	325	47	the	the	DET
easat-2307	325	48	bayesian	bayesian	ADJ
easat-2307	325	49	information	information	NOUN
easat-2307	325	50	criterion	criterion	NOUN
easat-2307	325	51	(	(	PUNCT
easat-2307	325	52	bic	bic	PROPN
easat-2307	325	53	)	)	PUNCT
easat-2307	325	54	.	.	PUNCT
easat-2307	326	1	the	the	DET
easat-2307	326	2	criteria	criterion	NOUN
easat-2307	326	3	in	in	ADP
easat-2307	326	4	question	question	NOUN
easat-2307	326	5	strike	strike	NOUN
easat-2307	326	6	a	a	DET
easat-2307	326	7	delicate	delicate	ADJ
easat-2307	326	8	balance	balance	NOUN
easat-2307	326	9	between	between	ADP
easat-2307	326	10	the	the	DET
easat-2307	326	11	quality	quality	NOUN
easat-2307	326	12	of	of	ADP
easat-2307	326	13	fit	fit	NOUN
easat-2307	326	14	and	and	CCONJ
easat-2307	326	15	the	the	DET
easat-2307	326	16	complexity	complexity	NOUN
easat-2307	326	17	of	of	ADP
easat-2307	326	18	the	the	DET
easat-2307	326	19	model	model	NOUN
easat-2307	326	20	,	,	PUNCT
easat-2307	326	21	discouraging	discourage	VERB
easat-2307	326	22	the	the	DET
easat-2307	326	23	inclusion	inclusion	NOUN
easat-2307	326	24	of	of	ADP
easat-2307	326	25	excessive	excessive	ADJ
easat-2307	326	26	parameters	parameter	NOUN
easat-2307	326	27	in	in	ADP
easat-2307	326	28	order	order	NOUN
easat-2307	326	29	to	to	PART
easat-2307	326	30	avoid	avoid	VERB
easat-2307	326	31	overfitting	overfitte	VERB
easat-2307	326	32	.	.	PUNCT
easat-2307	327	1	the	the	DET
easat-2307	327	2	most	most	ADV
easat-2307	327	3	efficient	efficient	ADJ
easat-2307	327	4	model	model	NOUN
easat-2307	327	5	is	be	AUX
easat-2307	327	6	determined	determine	VERB
easat-2307	327	7	by	by	ADP
easat-2307	327	8	selecting	select	VERB
easat-2307	327	9	the	the	DET
easat-2307	327	10	one	one	NOUN
easat-2307	327	11	with	with	ADP
easat-2307	327	12	the	the	DET
easat-2307	327	13	lowest	low	ADJ
easat-2307	327	14	aic	aic	PROPN
easat-2307	327	15	or	or	CCONJ
easat-2307	327	16	bic	bic	PROPN
easat-2307	327	17	,	,	PUNCT
easat-2307	327	18	as	as	SCONJ
easat-2307	327	19	it	it	PRON
easat-2307	327	20	offers	offer	VERB
easat-2307	327	21	a	a	DET
easat-2307	327	22	good	good	ADJ
easat-2307	327	23	fit	fit	NOUN
easat-2307	327	24	while	while	SCONJ
easat-2307	327	25	minimizing	minimize	VERB
easat-2307	327	26	complexity	complexity	NOUN
easat-2307	327	27	.	.	PUNCT
easat-2307	328	1	the	the	DET
easat-2307	328	2	significance	significance	NOUN
easat-2307	328	3	of	of	ADP
easat-2307	328	4	these	these	DET
easat-2307	328	5	measures	measure	NOUN
easat-2307	328	6	and	and	CCONJ
easat-2307	328	7	tests	test	NOUN
easat-2307	328	8	in	in	ADP
easat-2307	328	9	validating	validate	VERB
easat-2307	328	10	the	the	DET
easat-2307	328	11	regression	regression	NOUN
easat-2307	328	12	models	model	NOUN
easat-2307	328	13	is	be	AUX
easat-2307	328	14	underscored	underscore	VERB
easat-2307	328	15	in	in	ADP
easat-2307	328	16	statistical	statistical	ADJ
easat-2307	328	17	inference	inference	NOUN
easat-2307	328	18	,	,	PUNCT
easat-2307	328	19	ensuring	ensure	VERB
easat-2307	328	20	that	that	SCONJ
easat-2307	328	21	they	they	PRON
easat-2307	328	22	not	not	PART
easat-2307	328	23	only	only	ADV
easat-2307	328	24	exhibit	exhibit	VERB
easat-2307	328	25	a	a	DET
easat-2307	328	26	good	good	ADJ
easat-2307	328	27	fit	fit	NOUN
easat-2307	328	28	to	to	ADP
easat-2307	328	29	the	the	DET
easat-2307	328	30	data	datum	NOUN
easat-2307	328	31	but	but	CCONJ
easat-2307	328	32	also	also	ADV
easat-2307	328	33	demonstrate	demonstrate	VERB
easat-2307	328	34	effective	effective	ADJ
easat-2307	328	35	generalization	generalization	NOUN
easat-2307	328	36	to	to	ADP
easat-2307	328	37	unseen	unseen	ADJ
easat-2307	328	38	data	datum	NOUN
easat-2307	328	39	.	.	PUNCT
easat-2307	329	1	4.4	4.4	NUM
easat-2307	329	2	.	.	PUNCT
easat-2307	330	1	data	datum	NOUN
easat-2307	330	2	sources	source	NOUN
easat-2307	330	3	and	and	CCONJ
easat-2307	330	4	preparation	preparation	NOUN
easat-2307	330	5	the	the	DET
easat-2307	330	6	data	data	NOUN
easat-2307	330	7	sources	source	NOUN
easat-2307	330	8	utilized	utilize	VERB
easat-2307	330	9	in	in	ADP
easat-2307	330	10	this	this	DET
easat-2307	330	11	study	study	NOUN
easat-2307	330	12	played	play	VERB
easat-2307	330	13	a	a	DET
easat-2307	330	14	crucial	crucial	ADJ
easat-2307	330	15	role	role	NOUN
easat-2307	330	16	in	in	ADP
easat-2307	330	17	the	the	DET
easat-2307	330	18	development	development	NOUN
easat-2307	330	19	of	of	ADP
easat-2307	330	20	a	a	DET
easat-2307	330	21	predictive	predictive	ADJ
easat-2307	330	22	model	model	NOUN
easat-2307	330	23	for	for	ADP
easat-2307	330	24	the	the	DET
easat-2307	330	25	croatian	croatian	ADJ
easat-2307	330	26	presidential	presidential	ADJ
easat-2307	330	27	election	election	NOUN
easat-2307	330	28	.	.	PUNCT
easat-2307	331	1	the	the	DET
easat-2307	331	2	study	study	NOUN
easat-2307	331	3	utilized	utilize	VERB
easat-2307	331	4	data	datum	NOUN
easat-2307	331	5	from	from	ADP
easat-2307	331	6	two	two	NUM
easat-2307	331	7	primary	primary	ADJ
easat-2307	331	8	sources	source	NOUN
easat-2307	331	9	:	:	PUNCT
easat-2307	331	10	the	the	DET
easat-2307	331	11	croatian	croatian	PROPN
easat-2307	331	12	bureau	bureau	PROPN
easat-2307	331	13	of	of	ADP
easat-2307	331	14	statistics	statistic	NOUN
easat-2307	331	15	(	(	PUNCT
easat-2307	331	16	dzs	dzs	PROPN
easat-2307	331	17	)	)	PUNCT
easat-2307	331	18	and	and	CCONJ
easat-2307	331	19	the	the	DET
easat-2307	331	20	state	state	NOUN
easat-2307	331	21	election	election	PROPN
easat-2307	331	22	commission	commission	NOUN
easat-2307	331	23	(	(	PUNCT
easat-2307	331	24	dip	dip	NOUN
easat-2307	331	25	)	)	PUNCT
easat-2307	331	26	,	,	PUNCT
easat-2307	331	27	which	which	PRON
easat-2307	331	28	were	be	AUX
easat-2307	331	29	publicly	publicly	ADV
easat-2307	331	30	available	available	ADJ
easat-2307	331	31	.	.	PUNCT
easat-2307	332	1	the	the	DET
easat-2307	332	2	statistical	statistical	ADJ
easat-2307	332	3	data	datum	NOUN
easat-2307	332	4	at	at	ADP
easat-2307	332	5	the	the	DET
easat-2307	332	6	municipal	municipal	ADJ
easat-2307	332	7	level	level	NOUN
easat-2307	332	8	,	,	PUNCT
easat-2307	332	9	provided	provide	VERB
easat-2307	332	10	by	by	ADP
easat-2307	332	11	the	the	DET
easat-2307	332	12	croatian	croatian	PROPN
easat-2307	332	13	bureau	bureau	PROPN
easat-2307	332	14	of	of	ADP
easat-2307	332	15	statistics	statistic	NOUN
easat-2307	332	16	(	(	PUNCT
easat-2307	332	17	dzs	dzs	PROPN
easat-2307	332	18	)	)	PUNCT
easat-2307	332	19	,	,	PUNCT
easat-2307	332	20	played	play	VERB
easat-2307	332	21	a	a	DET
easat-2307	332	22	crucial	crucial	ADJ
easat-2307	332	23	role	role	NOUN
easat-2307	332	24	in	in	ADP
easat-2307	332	25	constructing	construct	VERB
easat-2307	332	26	the	the	DET
easat-2307	332	27	predictor	predictor	NOUN
easat-2307	332	28	variables	variable	NOUN
easat-2307	332	29	utilized	utilize	VERB
easat-2307	332	30	in	in	ADP
easat-2307	332	31	the	the	DET
easat-2307	332	32	regression	regression	NOUN
easat-2307	332	33	models	model	NOUN
easat-2307	332	34	.	.	PUNCT
easat-2307	333	1	the	the	DET
easat-2307	333	2	variables	variable	NOUN
easat-2307	333	3	encompassed	encompass	VERB
easat-2307	333	4	a	a	DET
easat-2307	333	5	range	range	NOUN
easat-2307	333	6	of	of	ADP
easat-2307	333	7	demographic	demographic	ADJ
easat-2307	333	8	,	,	PUNCT
easat-2307	333	9	economic	economic	ADJ
easat-2307	333	10	,	,	PUNCT
easat-2307	333	11	and	and	CCONJ
easat-2307	333	12	social	social	ADJ
easat-2307	333	13	indicators	indicator	NOUN
easat-2307	333	14	,	,	PUNCT
easat-2307	333	15	including	include	VERB
easat-2307	333	16	the	the	DET
easat-2307	333	17	proportion	proportion	NOUN
easat-2307	333	18	of	of	ADP
easat-2307	333	19	the	the	DET
easat-2307	333	20	educated	educate	VERB
easat-2307	333	21	population	population	NOUN
easat-2307	333	22	,	,	PUNCT
easat-2307	333	23	rates	rate	NOUN
easat-2307	333	24	of	of	ADP
easat-2307	333	25	unemployment	unemployment	NOUN
easat-2307	333	26	,	,	PUNCT
easat-2307	333	27	and	and	CCONJ
easat-2307	333	28	levels	level	NOUN
easat-2307	333	29	of	of	ADP
easat-2307	333	30	household	household	NOUN
easat-2307	333	31	computer	computer	NOUN
easat-2307	333	32	and	and	CCONJ
easat-2307	333	33	internet	internet	NOUN
easat-2307	333	34	usage	usage	NOUN
easat-2307	333	35	.	.	PUNCT
easat-2307	334	1	the	the	DET
easat-2307	334	2	researchers	researcher	NOUN
easat-2307	334	3	meticulously	meticulously	ADV
easat-2307	334	4	collected	collect	VERB
easat-2307	334	5	the	the	DET
easat-2307	334	6	data	datum	NOUN
easat-2307	334	7	,	,	PUNCT
easat-2307	334	8	merged	merge	VERB
easat-2307	334	9	it	it	PRON
easat-2307	334	10	using	use	VERB
easat-2307	334	11	primary	primary	ADJ
easat-2307	334	12	keys	key	NOUN
easat-2307	334	13	(	(	PUNCT
easat-2307	334	14	municipality	municipality	NOUN
easat-2307	334	15	/	/	SYM
easat-2307	334	16	city	city	NOUN
easat-2307	334	17	)	)	PUNCT
easat-2307	334	18	,	,	PUNCT
easat-2307	334	19	and	and	CCONJ
easat-2307	334	20	structured	structure	VERB
easat-2307	334	21	it	it	PRON
easat-2307	334	22	into	into	ADP
easat-2307	334	23	a	a	DET
easat-2307	334	24	cohesive	cohesive	ADJ
easat-2307	334	25	dataset	dataset	NOUN
easat-2307	334	26	,	,	PUNCT
easat-2307	334	27	which	which	PRON
easat-2307	334	28	formed	form	VERB
easat-2307	334	29	the	the	DET
easat-2307	334	30	foundation	foundation	NOUN
easat-2307	334	31	for	for	ADP
easat-2307	334	32	analysis	analysis	NOUN
easat-2307	334	33	.	.	PUNCT
easat-2307	335	1	the	the	DET
easat-2307	335	2	data	datum	NOUN
easat-2307	335	3	from	from	ADP
easat-2307	335	4	the	the	DET
easat-2307	335	5	state	state	NOUN
easat-2307	335	6	election	election	NOUN
easat-2307	335	7	commission	commission	NOUN
easat-2307	335	8	(	(	PUNCT
easat-2307	335	9	dip	dip	NOUN
easat-2307	335	10	)	)	PUNCT
easat-2307	335	11	was	be	AUX
easat-2307	335	12	scraped	scrape	VERB
easat-2307	335	13	and	and	CCONJ
easat-2307	335	14	processed	process	VERB
easat-2307	335	15	using	use	VERB
easat-2307	335	16	custom	custom	NOUN
easat-2307	335	17	scripts	script	NOUN
easat-2307	335	18	to	to	PART
easat-2307	335	19	extract	extract	VERB
easat-2307	335	20	results	result	NOUN
easat-2307	335	21	from	from	ADP
easat-2307	335	22	the	the	DET
easat-2307	335	23	first	first	ADJ
easat-2307	335	24	round	round	NOUN
easat-2307	335	25	of	of	ADP
easat-2307	335	26	the	the	DET
easat-2307	335	27	presidential	presidential	ADJ
easat-2307	335	28	elections	election	NOUN
easat-2307	335	29	.	.	PUNCT
easat-2307	336	1	although	although	SCONJ
easat-2307	336	2	the	the	DET
easat-2307	336	3	data	datum	NOUN
easat-2307	336	4	was	be	AUX
easat-2307	336	5	not	not	PART
easat-2307	336	6	presented	present	VERB
easat-2307	336	7	in	in	ADP
easat-2307	336	8	a	a	DET
easat-2307	336	9	tabular	tabular	NOUN
easat-2307	336	10	form	form	NOUN
easat-2307	336	11	,	,	PUNCT
easat-2307	336	12	it	it	PRON
easat-2307	336	13	was	be	AUX
easat-2307	336	14	successfully	successfully	ADV
easat-2307	336	15	extracted	extract	VERB
easat-2307	336	16	.	.	PUNCT
easat-2307	337	1	the	the	DET
easat-2307	337	2	dataset	dataset	NOUN
easat-2307	337	3	contained	contain	VERB
easat-2307	337	4	electoral	electoral	ADJ
easat-2307	337	5	outcomes	outcome	NOUN
easat-2307	337	6	by	by	ADP
easat-2307	337	7	municipality	municipality	NOUN
easat-2307	337	8	,	,	PUNCT
easat-2307	337	9	which	which	PRON
easat-2307	337	10	played	play	VERB
easat-2307	337	11	a	a	DET
easat-2307	337	12	crucial	crucial	ADJ
easat-2307	337	13	role	role	NOUN
easat-2307	337	14	in	in	ADP
easat-2307	337	15	determining	determine	VERB
easat-2307	337	16	the	the	DET
easat-2307	337	17	dependent	dependent	ADJ
easat-2307	337	18	variable	variable	NOUN
easat-2307	337	19	in	in	ADP
easat-2307	337	20	the	the	DET
easat-2307	337	21	predictive	predictive	ADJ
easat-2307	337	22	models	model	NOUN
easat-2307	337	23	.	.	PUNCT
easat-2307	338	1	in	in	ADP
easat-2307	338	2	the	the	DET
easat-2307	338	3	study	study	NOUN
easat-2307	338	4	,	,	PUNCT
easat-2307	338	5	predictors	predictor	NOUN
easat-2307	338	6	such	such	ADJ
easat-2307	338	7	as	as	ADP
easat-2307	338	8	local	local	ADJ
easat-2307	338	9	government	government	NOUN
easat-2307	338	10	indicators	indicator	NOUN
easat-2307	338	11	and	and	CCONJ
easat-2307	338	12	the	the	DET
easat-2307	338	13	percentage	percentage	NOUN
easat-2307	338	14	of	of	ADP
easat-2307	338	15	votes	vote	NOUN
easat-2307	338	16	in	in	ADP
easat-2307	338	17	the	the	DET
easat-2307	338	18	marriage	marriage	NOUN
easat-2307	338	19	referendum	referendum	NOUN
easat-2307	338	20	were	be	AUX
easat-2307	338	21	derived	derive	VERB
easat-2307	338	22	and	and	CCONJ
easat-2307	338	23	utilized	utilize	VERB
easat-2307	338	24	.	.	PUNCT
easat-2307	339	1	the	the	DET
easat-2307	339	2	final	final	ADJ
easat-2307	339	3	dataset	dataset	NOUN
easat-2307	339	4	included	include	VERB
easat-2307	339	5	variables	variable	NOUN
easat-2307	339	6	at	at	ADP
easat-2307	339	7	both	both	CCONJ
easat-2307	339	8	the	the	DET
easat-2307	339	9	municipal	municipal	ADJ
easat-2307	339	10	and	and	CCONJ
easat-2307	339	11	regional	regional	ADJ
easat-2307	339	12	levels	level	NOUN
easat-2307	339	13	,	,	PUNCT
easat-2307	339	14	after	after	SCONJ
easat-2307	339	15	data	datum	NOUN
easat-2307	339	16	from	from	ADP
easat-2307	339	17	dzs	dzs	PROPN
easat-2307	339	18	and	and	CCONJ
easat-2307	339	19	dip	dip	NOUN
easat-2307	339	20	were	be	AUX
easat-2307	339	21	collected	collect	VERB
easat-2307	339	22	and	and	CCONJ
easat-2307	339	23	merged	merge	VERB
easat-2307	339	24	.	.	PUNCT
easat-2307	340	1	before	before	ADP
easat-2307	340	2	developing	develop	VERB
easat-2307	340	3	the	the	DET
easat-2307	340	4	model	model	NOUN
easat-2307	340	5	,	,	PUNCT
easat-2307	340	6	the	the	DET
easat-2307	340	7	comprehensive	comprehensive	ADJ
easat-2307	340	8	dataset	dataset	NOUN
easat-2307	340	9	underwent	underwent	NOUN
easat-2307	340	10	necessary	necessary	ADJ
easat-2307	340	11	preprocessing	preprocessing	NOUN
easat-2307	340	12	steps	step	NOUN
easat-2307	340	13	,	,	PUNCT
easat-2307	340	14	including	include	VERB
easat-2307	340	15	the	the	DET
easat-2307	340	16	removal	removal	NOUN
easat-2307	340	17	of	of	ADP
easat-2307	340	18	outliers	outlier	NOUN
easat-2307	340	19	and	and	CCONJ
easat-2307	340	20	conducting	conduct	VERB
easat-2307	340	21	correlation	correlation	NOUN
easat-2307	340	22	analyses	analysis	NOUN
easat-2307	340	23	,	,	PUNCT
easat-2307	340	24	using	use	VERB
easat-2307	340	25	statistical	statistical	ADJ
easat-2307	340	26	software	software	NOUN
easat-2307	340	27	(	(	PUNCT
easat-2307	340	28	spss	spss	ADJ
easat-2307	340	29	and	and	CCONJ
easat-2307	340	30	orange	orange	PROPN
easat-2307	340	31	)	)	PUNCT
easat-2307	340	32	.	.	PUNCT
easat-2307	341	1	4.5	4.5	NUM
easat-2307	341	2	.	.	PUNCT
easat-2307	342	1	data	datum	NOUN
easat-2307	342	2	verification	verification	NOUN
easat-2307	342	3	after	after	ADP
easat-2307	342	4	completing	complete	VERB
easat-2307	342	5	the	the	DET
easat-2307	342	6	process	process	NOUN
easat-2307	342	7	of	of	ADP
easat-2307	342	8	collecting	collect	VERB
easat-2307	342	9	and	and	CCONJ
easat-2307	342	10	integrating	integrate	VERB
easat-2307	342	11	the	the	DET
easat-2307	342	12	data	datum	NOUN
easat-2307	342	13	,	,	PUNCT
easat-2307	342	14	the	the	DET
easat-2307	342	15	next	next	ADJ
easat-2307	342	16	important	important	ADJ
easat-2307	342	17	step	step	NOUN
easat-2307	342	18	was	be	AUX
easat-2307	342	19	to	to	PART
easat-2307	342	20	ensure	ensure	VERB
easat-2307	342	21	the	the	DET
easat-2307	342	22	quality	quality	NOUN
easat-2307	342	23	and	and	CCONJ
easat-2307	342	24	suitability	suitability	NOUN
easat-2307	342	25	of	of	ADP
easat-2307	342	26	the	the	DET
easat-2307	342	27	dataset	dataset	NOUN
easat-2307	342	28	for	for	ADP
easat-2307	342	29	analysis	analysis	NOUN
easat-2307	342	30	.	.	PUNCT
easat-2307	343	1	the	the	DET
easat-2307	343	2	section	section	NOUN
easat-2307	343	3	on	on	ADP
easat-2307	343	4	data	datum	NOUN
easat-2307	343	5	verification	verification	NOUN
easat-2307	343	6	discusses	discuss	VERB
easat-2307	343	7	the	the	DET
easat-2307	343	8	important	important	ADJ
easat-2307	343	9	steps	step	NOUN
easat-2307	343	10	taken	take	VERB
easat-2307	343	11	to	to	PART
easat-2307	343	12	ensure	ensure	VERB
easat-2307	343	13	the	the	DET
easat-2307	343	14	suitability	suitability	NOUN
easat-2307	343	15	of	of	ADP
easat-2307	343	16	the	the	DET
easat-2307	343	17	data	datum	NOUN
easat-2307	343	18	for	for	ADP
easat-2307	343	19	constructing	construct	VERB
easat-2307	343	20	accurate	accurate	ADJ
easat-2307	343	21	predictive	predictive	ADJ
easat-2307	343	22	models	model	NOUN
easat-2307	343	23	.	.	PUNCT
easat-2307	344	1	4.5.1	4.5.1	X
easat-2307	344	2	.	.	PUNCT
easat-2307	344	3	detecting	detect	VERB
easat-2307	344	4	outliers	outlier	NOUN
easat-2307	344	5	the	the	DET
easat-2307	344	6	presence	presence	NOUN
easat-2307	344	7	of	of	ADP
easat-2307	344	8	outliers	outlier	NOUN
easat-2307	344	9	in	in	ADP
easat-2307	344	10	a	a	DET
easat-2307	344	11	dataset	dataset	NOUN
easat-2307	344	12	can	can	AUX
easat-2307	344	13	have	have	VERB
easat-2307	344	14	a	a	DET
easat-2307	344	15	distorting	distorting	ADJ
easat-2307	344	16	effect	effect	NOUN
easat-2307	344	17	on	on	ADP
easat-2307	344	18	the	the	DET
easat-2307	344	19	results	result	NOUN
easat-2307	344	20	of	of	ADP
easat-2307	344	21	regression	regression	NOUN
easat-2307	344	22	models	model	NOUN
easat-2307	344	23	,	,	PUNCT
easat-2307	344	24	as	as	SCONJ
easat-2307	344	25	they	they	PRON
easat-2307	344	26	represent	represent	VERB
easat-2307	344	27	data	data	NOUN
easat-2307	344	28	points	point	NOUN
easat-2307	344	29	that	that	PRON
easat-2307	344	30	deviate	deviate	VERB
easat-2307	344	31	significantly	significantly	ADV
easat-2307	344	32	from	from	ADP
easat-2307	344	33	the	the	DET
easat-2307	344	34	norm	norm	NOUN
easat-2307	344	35	.	.	PUNCT
easat-2307	345	1	the	the	DET
easat-2307	345	2	study	study	NOUN
easat-2307	345	3	utilized	utilize	VERB
easat-2307	345	4	the	the	DET
easat-2307	345	5	statistical	statistical	ADJ
easat-2307	345	6	software	software	NOUN
easat-2307	345	7	orange	orange	NOUN
easat-2307	345	8	to	to	PART
easat-2307	345	9	identify	identify	VERB
easat-2307	345	10	outliers	outlier	NOUN
easat-2307	345	11	within	within	ADP
easat-2307	345	12	the	the	DET
easat-2307	345	13	dataset	dataset	NOUN
easat-2307	345	14	.	.	PUNCT
easat-2307	346	1	this	this	PRON
easat-2307	346	2	was	be	AUX
easat-2307	346	3	achieved	achieve	VERB
easat-2307	346	4	by	by	ADP
easat-2307	346	5	calculating	calculate	VERB
easat-2307	346	6	the	the	DET
easat-2307	346	7	z	z	NOUN
easat-2307	346	8	-	-	PUNCT
easat-2307	346	9	scores	score	NOUN
easat-2307	346	10	for	for	ADP
easat-2307	346	11	each	each	DET
easat-2307	346	12	observation	observation	NOUN
easat-2307	346	13	.	.	PUNCT
easat-2307	347	1	ervenik	ervenik	PROPN
easat-2307	347	2	and	and	CCONJ
easat-2307	347	3	civljane	civljane	NOUN
easat-2307	347	4	,	,	PUNCT
easat-2307	347	5	two	two	NUM
easat-2307	347	6	municipalities	municipality	NOUN
easat-2307	347	7	,	,	PUNCT
easat-2307	347	8	were	be	AUX
easat-2307	347	9	found	find	VERB
easat-2307	347	10	to	to	PART
easat-2307	347	11	be	be	AUX
easat-2307	347	12	outliers	outlier	NOUN
easat-2307	347	13	with	with	ADP
easat-2307	347	14	remarkably	remarkably	ADV
easat-2307	347	15	high	high	ADJ
easat-2307	347	16	z	z	NOUN
easat-2307	347	17	-	-	NOUN
easat-2307	347	18	scores	score	NOUN
easat-2307	347	19	.	.	PUNCT
easat-2307	348	1	excluding	exclude	VERB
easat-2307	348	2	observations	observation	NOUN
easat-2307	348	3	with	with	ADP
easat-2307	348	4	small	small	ADJ
easat-2307	348	5	population	population	NOUN
easat-2307	348	6	sizes	size	NOUN
easat-2307	348	7	and	and	CCONJ
easat-2307	348	8	minimal	minimal	ADJ
easat-2307	348	9	impact	impact	NOUN
easat-2307	348	10	on	on	ADP
easat-2307	348	11	the	the	DET
easat-2307	348	12	overall	overall	ADJ
easat-2307	348	13	results	result	NOUN
easat-2307	348	14	was	be	AUX
easat-2307	348	15	necessary	necessary	ADJ
easat-2307	348	16	to	to	PART
easat-2307	348	17	ensure	ensure	VERB
easat-2307	348	18	the	the	DET
easat-2307	348	19	accuracy	accuracy	NOUN
easat-2307	348	20	of	of	ADP
easat-2307	348	21	the	the	DET
easat-2307	348	22	model	model	NOUN
easat-2307	348	23	outcomes	outcome	NOUN
easat-2307	348	24	.	.	PUNCT
easat-2307	349	1	4.5.2	4.5.2	NUM
easat-2307	349	2	.	.	PUNCT
easat-2307	350	1	relevance	relevance	NOUN
easat-2307	350	2	analysis	analysis	NOUN
easat-2307	350	3	of	of	ADP
easat-2307	350	4	predictor	predictor	NOUN
easat-2307	350	5	variables	variable	VERB
easat-2307	350	6	information	information	NOUN
easat-2307	350	7	gain	gain	NOUN
easat-2307	350	8	(	(	PUNCT
easat-2307	350	9	ig	ig	NOUN
easat-2307	350	10	)	)	PUNCT
easat-2307	350	11	was	be	AUX
easat-2307	350	12	used	use	VERB
easat-2307	350	13	to	to	PART
easat-2307	350	14	assess	assess	VERB
easat-2307	350	15	the	the	DET
easat-2307	350	16	relevance	relevance	NOUN
easat-2307	350	17	of	of	ADP
easat-2307	350	18	each	each	DET
easat-2307	350	19	predictor	predictor	NOUN
easat-2307	350	20	variable	variable	NOUN
easat-2307	350	21	to	to	ADP
easat-2307	350	22	the	the	DET
easat-2307	350	23	target	target	NOUN
easat-2307	350	24	variable	variable	NOUN
easat-2307	350	25	,	,	PUNCT
easat-2307	350	26	voter	voter	NOUN
easat-2307	350	27	behavior	behavior	NOUN
easat-2307	350	28	.	.	PUNCT
easat-2307	351	1	this	this	DET
easat-2307	351	2	measure	measure	NOUN
easat-2307	351	3	aids	aid	VERB
easat-2307	351	4	in	in	ADP
easat-2307	351	5	the	the	DET
easat-2307	351	6	identification	identification	NOUN
easat-2307	351	7	of	of	ADP
easat-2307	351	8	the	the	DET
easat-2307	351	9	variables	variable	NOUN
easat-2307	351	10	that	that	PRON
easat-2307	351	11	have	have	VERB
easat-2307	351	12	the	the	DET
easat-2307	351	13	greatest	great	ADJ
easat-2307	351	14	impact	impact	NOUN
easat-2307	351	15	on	on	ADP
easat-2307	351	16	the	the	DET
easat-2307	351	17	accuracy	accuracy	NOUN
easat-2307	351	18	of	of	ADP
easat-2307	351	19	the	the	DET
easat-2307	351	20	prediction	prediction	NOUN
easat-2307	351	21	.	.	PUNCT
easat-2307	352	1	only	only	ADV
easat-2307	352	2	the	the	DET
easat-2307	352	3	most	most	ADV
easat-2307	352	4	informative	informative	ADJ
easat-2307	352	5	predictors	predictor	NOUN
easat-2307	352	6	were	be	AUX
easat-2307	352	7	included	include	VERB
easat-2307	352	8	in	in	ADP
easat-2307	352	9	the	the	DET
easat-2307	352	10	regression	regression	NOUN
easat-2307	352	11	models	model	NOUN
easat-2307	352	12	by	by	ADP
easat-2307	352	13	retaining	retain	VERB
easat-2307	352	14	variables	variable	NOUN
easat-2307	352	15	with	with	ADP
easat-2307	352	16	an	an	DET
easat-2307	352	17	ig	ig	PROPN
easat-2307	352	18	greater	great	ADJ
easat-2307	352	19	than	than	ADP
easat-2307	352	20	0.2	0.2	NUM
easat-2307	352	21	for	for	ADP
easat-2307	352	22	further	further	ADJ
easat-2307	352	23	analysis	analysis	NOUN
easat-2307	352	24	.	.	PUNCT
easat-2307	353	1	the	the	DET
easat-2307	353	2	number	number	NOUN
easat-2307	353	3	1682	1682	NUM
easat-2307	353	4	edelweiss	edelweiss	PROPN
easat-2307	353	5	applied	apply	VERB
easat-2307	353	6	science	science	NOUN
easat-2307	353	7	and	and	CCONJ
easat-2307	353	8	technology	technology	NOUN
easat-2307	353	9	issn	issn	PROPN
easat-2307	353	10	:	:	PUNCT
easat-2307	353	11	2576	2576	NUM
easat-2307	353	12	-	-	SYM
easat-2307	353	13	8484	8484	NUM
easat-2307	353	14	vol	vol	NOUN
easat-2307	353	15	.	.	PROPN
easat-2307	353	16	8	8	NUM
easat-2307	353	17	,	,	PUNCT
easat-2307	353	18	no	no	INTJ
easat-2307	353	19	.	.	NOUN
easat-2307	354	1	6	6	NUM
easat-2307	354	2	:	:	SYM
easat-2307	354	3	1670	1670	NUM
easat-2307	354	4	-	-	SYM
easat-2307	354	5	1691	1691	NUM
easat-2307	354	6	,	,	PUNCT
easat-2307	354	7	2024	2024	NUM
easat-2307	354	8	doi	doi	NOUN
easat-2307	354	9	:	:	PUNCT
easat-2307	354	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	354	11	©	©	ADP
easat-2307	354	12	2024	2024	NUM
easat-2307	354	13	by	by	ADP
easat-2307	354	14	the	the	DET
easat-2307	354	15	author	author	NOUN
easat-2307	354	16	;	;	PUNCT
easat-2307	354	17	licensee	licensee	PROPN
easat-2307	354	18	learning	learn	VERB
easat-2307	354	19	gate	gate	PROPN
easat-2307	354	20	of	of	ADP
easat-2307	354	21	predictor	predictor	NOUN
easat-2307	354	22	variables	variable	NOUN
easat-2307	354	23	was	be	AUX
easat-2307	354	24	reduced	reduce	VERB
easat-2307	354	25	in	in	ADP
easat-2307	354	26	this	this	DET
easat-2307	354	27	step	step	NOUN
easat-2307	354	28	,	,	PUNCT
easat-2307	354	29	with	with	ADP
easat-2307	354	30	a	a	DET
easat-2307	354	31	focus	focus	NOUN
easat-2307	354	32	on	on	ADP
easat-2307	354	33	those	those	PRON
easat-2307	354	34	that	that	PRON
easat-2307	354	35	had	have	VERB
easat-2307	354	36	significant	significant	ADJ
easat-2307	354	37	predictive	predictive	ADJ
easat-2307	354	38	value	value	NOUN
easat-2307	354	39	.	.	PUNCT
easat-2307	355	1	4.5.3	4.5.3	X
easat-2307	355	2	.	.	PUNCT
easat-2307	356	1	correlation	correlation	NOUN
easat-2307	356	2	analysis	analysis	NOUN
easat-2307	356	3	correlation	correlation	NOUN
easat-2307	356	4	analysis	analysis	NOUN
easat-2307	356	5	was	be	AUX
easat-2307	356	6	conducted	conduct	VERB
easat-2307	356	7	to	to	PART
easat-2307	356	8	identify	identify	VERB
easat-2307	356	9	any	any	DET
easat-2307	356	10	multicollinearity	multicollinearity	NOUN
easat-2307	356	11	among	among	ADP
easat-2307	356	12	the	the	DET
easat-2307	356	13	predictor	predictor	NOUN
easat-2307	356	14	variables	variable	NOUN
easat-2307	356	15	.	.	PUNCT
easat-2307	357	1	unstable	unstable	ADJ
easat-2307	357	2	regression	regression	NOUN
easat-2307	357	3	coefficients	coefficient	NOUN
easat-2307	357	4	can	can	AUX
easat-2307	357	5	be	be	AUX
easat-2307	357	6	a	a	DET
easat-2307	357	7	consequence	consequence	NOUN
easat-2307	357	8	of	of	ADP
easat-2307	357	9	high	high	ADJ
easat-2307	357	10	multicollinearity	multicollinearity	NOUN
easat-2307	357	11	,	,	PUNCT
easat-2307	357	12	which	which	PRON
easat-2307	357	13	can	can	AUX
easat-2307	357	14	undermine	undermine	VERB
easat-2307	357	15	the	the	DET
easat-2307	357	16	reliability	reliability	NOUN
easat-2307	357	17	of	of	ADP
easat-2307	357	18	the	the	DET
easat-2307	357	19	model	model	NOUN
easat-2307	357	20	.	.	PUNCT
easat-2307	358	1	figure	figure	NOUN
easat-2307	358	2	1	1	NUM
easat-2307	358	3	.	.	PUNCT
easat-2307	358	4	correlation	correlation	NOUN
easat-2307	358	5	matrix	matrix	NOUN
easat-2307	358	6	with	with	ADP
easat-2307	358	7	all	all	DET
easat-2307	358	8	predictor	predictor	NOUN
easat-2307	358	9	variables	variable	NOUN
easat-2307	358	10	.	.	PUNCT
easat-2307	359	1	strong	strong	ADJ
easat-2307	359	2	correlations	correlation	NOUN
easat-2307	359	3	were	be	AUX
easat-2307	359	4	found	find	VERB
easat-2307	359	5	among	among	ADP
easat-2307	359	6	several	several	ADJ
easat-2307	359	7	predictor	predictor	NOUN
easat-2307	359	8	variables	variable	NOUN
easat-2307	359	9	as	as	SCONJ
easat-2307	359	10	shown	show	VERB
easat-2307	359	11	on	on	ADP
easat-2307	359	12	figure	figure	NOUN
easat-2307	359	13	1	1	NUM
easat-2307	359	14	,	,	PUNCT
easat-2307	359	15	particularly	particularly	ADV
easat-2307	359	16	between	between	ADP
easat-2307	359	17	the	the	DET
easat-2307	359	18	percentage	percentage	NOUN
easat-2307	359	19	of	of	ADP
easat-2307	359	20	votes	vote	NOUN
easat-2307	359	21	for	for	ADP
easat-2307	359	22	the	the	DET
easat-2307	359	23	marriage	marriage	NOUN
easat-2307	359	24	referendum	referendum	NOUN
easat-2307	359	25	(	(	PUNCT
easat-2307	359	26	referendum	referendum	NOUN
easat-2307	359	27	brak	brak	NOUN
easat-2307	359	28	za	za	PROPN
easat-2307	359	29	%	%	NOUN
easat-2307	359	30	)	)	PUNCT
easat-2307	359	31	and	and	CCONJ
easat-2307	359	32	other	other	ADJ
easat-2307	359	33	variables	variable	NOUN
easat-2307	359	34	,	,	PUNCT
easat-2307	359	35	according	accord	VERB
easat-2307	359	36	to	to	ADP
easat-2307	359	37	the	the	DET
easat-2307	359	38	analysis	analysis	NOUN
easat-2307	359	39	.	.	PUNCT
easat-2307	360	1	k	k	X
easat-2307	360	2	o	o	X
easat-2307	360	3	li	li	PROPN
easat-2307	361	1	n	n	PROPN
easat-2307	361	2	d	d	PROPN
easat-2307	361	3	a	a	DET
easat-2307	361	4	%	%	NOUN
easat-2307	361	5	r	r	NOUN
easat-2307	361	6	e	e	X
easat-2307	361	7	fe	fe	X
easat-2307	361	8	re	re	X
easat-2307	361	9	n	n	PROPN
easat-2307	361	10	d	d	PROPN
easat-2307	361	11	u	u	PROPN
easat-2307	361	12	m	m	PROPN
easat-2307	361	13	b	b	NOUN
easat-2307	361	14	ra	ra	PROPN
easat-2307	362	1	k	k	PROPN
easat-2307	362	2	z	z	PROPN
easat-2307	363	1	a	a	DET
easat-2307	363	2	%	%	NOUN
easat-2307	363	3	r	r	NOUN
easat-2307	363	4	e	e	NOUN
easat-2307	363	5	g	g	NOUN
easat-2307	363	6	ij	ij	NOUN
easat-2307	363	7	a	a	DET
easat-2307	363	8	l	l	NOUN
easat-2307	364	1	o	o	X
easat-2307	364	2	k	k	NOUN
easat-2307	365	1	a	a	DET
easat-2307	365	2	ln	ln	NOUN
easat-2307	365	3	a	a	DET
easat-2307	365	4	v	v	NOUN
easat-2307	365	5	la	la	PROPN
easat-2307	365	6	s	s	PROPN
easat-2307	365	7	t	t	PROPN
easat-2307	365	8	p	p	X
easat-2307	365	9	ri	ri	PROPN
easat-2307	366	1	h	h	NOUN
easat-2307	366	2	o	o	NOUN
easat-2307	367	1	d	d	X
easat-2307	367	2	n	n	NOUN
easat-2307	367	3	e	e	NOUN
easat-2307	367	4	m	m	VERB
easat-2307	367	5	a	a	DET
easat-2307	367	6	%	%	NOUN
easat-2307	368	1	n	n	ADP
easat-2307	368	2	e	e	PROPN
easat-2307	368	3	v	v	PROPN
easat-2307	368	4	je	je	PROPN
easat-2307	368	5	rn	rn	PROPN
easat-2307	368	6	ic	ic	PROPN
easat-2307	369	1	i	i	PRON
easat-2307	369	2	%	%	VERB
easat-2307	369	3	p	p	X
easat-2307	370	1	ri	ri	NOUN
easat-2307	371	1	h	h	NOUN
easat-2307	371	2	o	o	NOUN
easat-2307	372	1	d	d	X
easat-2307	372	2	o	o	X
easat-2307	373	1	d	d	X
easat-2307	373	2	s	s	VERB
easat-2307	373	3	a	a	DET
easat-2307	373	4	m	m	NOUN
easat-2307	373	5	o	o	NOUN
easat-2307	373	6	s	s	X
easat-2307	373	7	ta	ta	X
easat-2307	373	8	ln	ln	ADJ
easat-2307	373	9	o	o	NOUN
easat-2307	373	10	g	g	PROPN
easat-2307	373	11	r	r	NOUN
easat-2307	373	12	a	a	PROPN
easat-2307	374	1	d	d	NOUN
easat-2307	374	2	a	a	DET
easat-2307	374	3	%	%	NOUN
easat-2307	375	1	p	p	NOUN
easat-2307	375	2	o	o	X
easat-2307	375	3	s	s	X
easat-2307	375	4	je	je	X
easat-2307	375	5	d	d	X
easat-2307	375	6	u	u	X
easat-2307	375	7	je	je	PROPN
easat-2307	375	8	i	i	PROPN
easat-2307	375	9	n	n	X
easat-2307	375	10	te	te	VERB
easat-2307	375	11	rn	rn	PROPN
easat-2307	375	12	e	e	PROPN
easat-2307	375	13	t	t	PROPN
easat-2307	375	14	p	p	X
easat-2307	375	15	ri	ri	PROPN
easat-2307	375	16	s	s	X
easat-2307	375	17	tu	tu	PROPN
easat-2307	375	18	p	p	NOUN
easat-2307	375	19	%	%	NOUN
easat-2307	376	1	n	n	PRON
easat-2307	376	2	e	e	NOUN
easat-2307	376	3	p	p	PROPN
easat-2307	376	4	is	be	AUX
easat-2307	376	5	m	m	PROPN
easat-2307	376	6	e	e	NOUN
easat-2307	376	7	n	n	CCONJ
easat-2307	376	8	ih	ih	NOUN
easat-2307	376	9	%	%	NOUN
easat-2307	377	1	n	n	CCONJ
easat-2307	377	2	e	e	X
easat-2307	377	3	z	z	NOUN
easat-2307	377	4	a	a	DET
easat-2307	377	5	p	p	X
easat-2307	377	6	o	o	X
easat-2307	377	7	s	s	X
easat-2307	377	8	le	le	ADJ
easat-2307	377	9	n	n	NUM
easat-2307	377	10	o	o	NOUN
easat-2307	377	11	s	s	NOUN
easat-2307	377	12	t	t	PROPN
easat-2307	377	13	2	2	NUM
easat-2307	377	14	0	0	NUM
easat-2307	377	15	1	1	NUM
easat-2307	377	16	4	4	NUM
easat-2307	377	17	%	%	NOUN
easat-2307	378	1	k	k	NOUN
easat-2307	378	2	a	a	PRON
easat-2307	378	3	to	to	ADP
easat-2307	378	4	li	li	PROPN
easat-2307	379	1	c	c	PROPN
easat-2307	380	1	i	i	PRON
easat-2307	380	2	%	%	VERB
easat-2307	381	1	p	p	X
easat-2307	381	2	o	o	X
easat-2307	381	3	s	s	X
easat-2307	381	4	je	je	X
easat-2307	381	5	d	d	X
easat-2307	381	6	u	u	PROPN
easat-2307	381	7	je	je	PROPN
easat-2307	381	8	r	r	NOUN
easat-2307	381	9	a	a	DET
easat-2307	381	10	č	č	NOUN
easat-2307	381	11	u	u	NOUN
easat-2307	381	12	n	n	PRON
easat-2307	381	13	a	a	DET
easat-2307	381	14	lo	lo	NOUN
easat-2307	382	1	%	%	NOUN
easat-2307	383	1	o	o	X
easat-2307	383	2	b	b	X
easat-2307	384	1	ra	ra	PROPN
easat-2307	384	2	z	z	NOUN
easat-2307	384	3	o	o	NOUN
easat-2307	384	4	v	v	ADP
easat-2307	384	5	a	a	DET
easat-2307	384	6	n	n	NOUN
easat-2307	384	7	ih	ih	NOUN
easat-2307	384	8	%	%	NOUN
easat-2307	384	9	r	r	NOUN
easat-2307	384	10	a	a	DET
easat-2307	384	11	č	č	NOUN
easat-2307	384	12	u	u	NOUN
easat-2307	384	13	n	n	PRON
easat-2307	384	14	a	a	DET
easat-2307	384	15	ln	ln	NOUN
easat-2307	384	16	a	a	DET
easat-2307	384	17	o	o	X
easat-2307	384	18	b	b	X
easat-2307	385	1	ra	ra	PROPN
easat-2307	386	1	d	d	NOUN
easat-2307	386	2	a	a	DET
easat-2307	386	3	t	t	X
easat-2307	386	4	e	e	X
easat-2307	386	5	k	k	PROPN
easat-2307	386	6	s	s	PROPN
easat-2307	386	7	ta	ta	INTJ
easat-2307	387	1	%	%	INTJ
easat-2307	388	1	k	k	X
easat-2307	388	2	o	o	X
easat-2307	388	3	ri	ri	PROPN
easat-2307	389	1	š	š	X
easat-2307	389	2	te	te	PROPN
easat-2307	389	3	n	n	X
easat-2307	389	4	je	je	X
easat-2307	389	5	e	e	X
easat-2307	389	6	m	m	PROPN
easat-2307	389	7	a	a	DET
easat-2307	389	8	il	il	PROPN
easat-2307	389	9	a	a	DET
easat-2307	389	10	%	%	NOUN
easat-2307	389	11	r	r	NOUN
easat-2307	389	12	a	a	DET
easat-2307	389	13	č	č	NOUN
easat-2307	389	14	u	u	NOUN
easat-2307	389	15	n	n	PRON
easat-2307	389	16	a	a	DET
easat-2307	389	17	ln	ln	NOUN
easat-2307	389	18	a	a	DET
easat-2307	389	19	o	o	X
easat-2307	389	20	b	b	X
easat-2307	389	21	ra	ra	PROPN
easat-2307	390	1	d	d	X
easat-2307	390	2	a	a	PROPN
easat-2307	390	3	t	t	NOUN
easat-2307	390	4	a	a	DET
easat-2307	390	5	b	b	X
easat-2307	390	6	li	li	PROPN
easat-2307	390	7	c	c	PROPN
easat-2307	390	8	a	a	DET
easat-2307	390	9	%	%	NOUN
easat-2307	391	1	n	n	ADP
easat-2307	391	2	e	e	NOUN
easat-2307	391	3	o	o	X
easat-2307	391	4	b	b	X
easat-2307	391	5	ra	ra	PROPN
easat-2307	391	6	z	z	NOUN
easat-2307	391	7	o	o	NOUN
easat-2307	391	8	v	v	ADP
easat-2307	391	9	a	a	DET
easat-2307	391	10	n	n	NOUN
easat-2307	391	11	ih	ih	NOUN
easat-2307	392	1	%	%	NOUN
easat-2307	393	1	k	k	X
easat-2307	393	2	o	o	X
easat-2307	393	3	ri	ri	PROPN
easat-2307	394	1	š	š	X
easat-2307	394	2	te	te	PROPN
easat-2307	394	3	n	n	PROPN
easat-2307	394	4	je	je	X
easat-2307	394	5	i	i	PROPN
easat-2307	394	6	n	n	VERB
easat-2307	394	7	te	te	VERB
easat-2307	394	8	rn	rn	PROPN
easat-2307	394	9	e	e	X
easat-2307	394	10	ta	ta	ADP
easat-2307	395	1	%	%	INTJ
easat-2307	395	2	p	p	X
easat-2307	395	3	ri	ri	NOUN
easat-2307	396	1	h	h	NOUN
easat-2307	396	2	o	o	NOUN
easat-2307	397	1	d	d	X
easat-2307	397	2	o	o	X
easat-2307	398	1	d	d	X
easat-2307	398	2	m	m	VERB
easat-2307	398	3	ir	ir	NOUN
easat-2307	398	4	o	o	X
easat-2307	398	5	v	v	NOUN
easat-2307	398	6	in	in	ADP
easat-2307	398	7	e	e	NOUN
easat-2307	398	8	%	%	NOUN
easat-2307	398	9	p	p	X
easat-2307	398	10	ri	ri	NOUN
easat-2307	399	1	h	h	NOUN
easat-2307	399	2	o	o	NOUN
easat-2307	400	1	d	d	X
easat-2307	400	2	o	o	X
easat-2307	401	1	d	d	X
easat-2307	401	2	s	s	X
easat-2307	401	3	o	o	X
easat-2307	401	4	c	c	NOUN
easat-2307	401	5	ij	ij	NOUN
easat-2307	401	6	a	a	DET
easat-2307	401	7	ln	ln	NOUN
easat-2307	401	8	e	e	NOUN
easat-2307	401	9	n	n	CCONJ
easat-2307	401	10	a	a	DET
easat-2307	401	11	k	k	PROPN
easat-2307	401	12	n	n	ADP
easat-2307	401	13	a	a	NOUN
easat-2307	401	14	d	d	X
easat-2307	401	15	e	e	NOUN
easat-2307	401	16	%	%	NOUN
easat-2307	401	17	n	n	PROPN
easat-2307	401	18	e	e	NOUN
easat-2307	401	19	z	z	NOUN
easat-2307	401	20	a	a	DET
easat-2307	401	21	p	p	X
easat-2307	401	22	o	o	X
easat-2307	401	23	s	s	X
easat-2307	401	24	le	le	ADJ
easat-2307	401	25	n	n	NUM
easat-2307	401	26	o	o	NOUN
easat-2307	401	27	s	s	X
easat-2307	401	28	t	t	X
easat-2307	401	29	p	p	X
easat-2307	401	30	ro	ro	PROPN
easat-2307	401	31	m	m	PROPN
easat-2307	401	32	je	je	PROPN
easat-2307	401	33	n	n	PROPN
easat-2307	401	34	e	e	PROPN
easat-2307	401	35	p	p	PROPN
easat-2307	401	36	ri	ri	PROPN
easat-2307	402	1	h	h	NOUN
easat-2307	402	2	o	o	NOUN
easat-2307	403	1	d	d	X
easat-2307	403	2	o	o	X
easat-2307	404	1	d	d	X
easat-2307	404	2	p	p	X
easat-2307	404	3	o	o	X
easat-2307	404	4	v	v	NOUN
easat-2307	404	5	re	re	NOUN
easat-2307	404	6	m	m	PROPN
easat-2307	404	7	e	e	NOUN
easat-2307	404	8	n	n	NOUN
easat-2307	404	9	o	o	NOUN
easat-2307	404	10	g	g	NOUN
easat-2307	404	11	r	r	NOUN
easat-2307	404	12	a	a	PROPN
easat-2307	404	13	d	d	NOUN
easat-2307	404	14	a	a	DET
easat-2307	404	15	%	%	NOUN
easat-2307	404	16	p	p	X
easat-2307	404	17	ri	ri	NOUN
easat-2307	405	1	h	h	NOUN
easat-2307	405	2	o	o	NOUN
easat-2307	406	1	d	d	X
easat-2307	406	2	o	o	X
easat-2307	407	1	d	d	NOUN
easat-2307	407	2	i	i	PRON
easat-2307	407	3	m	m	VERB
easat-2307	407	4	o	o	NOUN
easat-2307	407	5	v	v	NOUN
easat-2307	407	6	in	in	ADP
easat-2307	407	7	e	e	NOUN
easat-2307	407	8	%	%	NOUN
easat-2307	407	9	p	p	X
easat-2307	407	10	ri	ri	NOUN
easat-2307	408	1	h	h	NOUN
easat-2307	408	2	o	o	NOUN
easat-2307	409	1	d	d	X
easat-2307	409	2	o	o	X
easat-2307	410	1	d	d	X
easat-2307	410	2	p	p	X
easat-2307	410	3	o	o	X
easat-2307	410	4	tp	tp	X
easat-2307	410	5	o	o	PROPN
easat-2307	410	6	re	re	PROPN
easat-2307	410	7	d	d	PROPN
easat-2307	410	8	ru	ru	PROPN
easat-2307	410	9	g	g	PROPN
easat-2307	410	10	ih	ih	NOUN
easat-2307	411	1	%	%	NOUN
easat-2307	412	1	p	p	X
easat-2307	412	2	ri	ri	NOUN
easat-2307	413	1	h	h	NOUN
easat-2307	413	2	o	o	NOUN
easat-2307	414	1	d	d	X
easat-2307	414	2	o	o	X
easat-2307	415	1	d	d	X
easat-2307	415	2	p	p	X
easat-2307	416	1	o	o	X
easat-2307	416	2	lj	lj	INTJ
easat-2307	416	3	o	o	X
easat-2307	417	1	p	p	X
easat-2307	417	2	ri	ri	PROPN
easat-2307	417	3	v	v	X
easat-2307	417	4	re	re	PROPN
easat-2307	417	5	d	d	PROPN
easat-2307	417	6	e	e	PROPN
easat-2307	417	7	r	r	NOUN
easat-2307	417	8	a	a	PROPN
easat-2307	417	9	d	d	NOUN
easat-2307	417	10	a	a	DET
easat-2307	417	11	%	%	NOUN
easat-2307	417	12	kolinda	kolinda	NOUN
easat-2307	417	13	%	%	NOUN
easat-2307	417	14	1	1	NUM
easat-2307	417	15	0,87	0,87	NOUN
easat-2307	417	16	0,59	0,59	NUM
easat-2307	417	17	0,58	0,58	NOUN
easat-2307	417	18	0,51	0,51	PUNCT
easat-2307	417	19	0,51	0,51	NUM
easat-2307	418	1	0,50	0,50	X
easat-2307	418	2	0,41	0,41	NUM
easat-2307	419	1	0,40	0,40	NUM
easat-2307	419	2	0,38	0,38	PUNCT
easat-2307	420	1	0,38	0,38	PUNCT
easat-2307	421	1	0,38	0,38	PUNCT
easat-2307	422	1	0,35	0,35	NOUN
easat-2307	422	2	0,35	0,35	PROPN
easat-2307	422	3	0,34	0,34	PROPN
easat-2307	423	1	0,33	0,33	PROPN
easat-2307	423	2	0,32	0,32	PUNCT
easat-2307	424	1	0,31	0,31	X
easat-2307	424	2	0,26	0,26	NOUN
easat-2307	424	3	0,24	0,24	X
easat-2307	425	1	0,20	0,20	X
easat-2307	426	1	0,15	0,15	NUM
easat-2307	426	2	0,10	0,10	NUM
easat-2307	426	3	0,09	0,09	NOUN
easat-2307	427	1	0,04	0,04	NUM
easat-2307	427	2	referendum	referendum	NOUN
easat-2307	427	3	brak	brak	NOUN
easat-2307	427	4	za	za	PROPN
easat-2307	427	5	%	%	NOUN
easat-2307	427	6	0,87	0,87	NOUN
easat-2307	427	7	1	1	NUM
easat-2307	427	8	0,58	0,58	NUM
easat-2307	427	9	0,55	0,55	VERB
easat-2307	428	1	0,57	0,57	NOUN
easat-2307	428	2	0,71	0,71	NUM
easat-2307	428	3	0,57	0,57	NOUN
easat-2307	428	4	0,47	0,47	NUM
easat-2307	428	5	0,37	0,37	NUM
easat-2307	428	6	0,37	0,37	NUM
easat-2307	429	1	0,45	0,45	NUM
easat-2307	429	2	0,42	0,42	X
easat-2307	430	1	0,57	0,57	NOUN
easat-2307	430	2	0,49	0,49	NUM
easat-2307	430	3	0,49	0,49	NUM
easat-2307	430	4	0,48	0,48	NOUN
easat-2307	430	5	0,39	0,39	NUM
easat-2307	431	1	0,45	0,45	NUM
easat-2307	431	2	0,37	0,37	NUM
easat-2307	431	3	0,32	0,32	PUNCT
easat-2307	431	4	0,09	0,09	X
easat-2307	432	1	0,16	0,16	NUM
easat-2307	432	2	0,12	0,12	NUM
easat-2307	432	3	0,11	0,11	NOUN
easat-2307	433	1	0,19	0,19	NUM
easat-2307	433	2	regija	regija	VERB
easat-2307	433	3	0,59	0,59	NUM
easat-2307	433	4	0,58	0,58	NUM
easat-2307	433	5	1	1	NUM
easat-2307	433	6	0,42	0,42	NOUN
easat-2307	433	7	0,45	0,45	NUM
easat-2307	433	8	0,27	0,27	NUM
easat-2307	434	1	0,59	0,59	NUM
easat-2307	434	2	0,34	0,34	NUM
easat-2307	434	3	0,34	0,34	NOUN
easat-2307	434	4	0,40	0,40	NUM
easat-2307	435	1	0,03	0,03	NUM
easat-2307	435	2	0,35	0,35	NOUN
easat-2307	435	3	0,12	0,12	NUM
easat-2307	436	1	0,21	0,21	NUM
easat-2307	436	2	0,15	0,15	NUM
easat-2307	436	3	0,17	0,17	NUM
easat-2307	436	4	0,25	0,25	NUM
easat-2307	436	5	0,14	0,14	ADP
easat-2307	437	1	0,02	0,02	NUM
easat-2307	437	2	0,27	0,27	NUM
easat-2307	437	3	0,22	0,22	X
easat-2307	437	4	0,18	0,18	X
easat-2307	437	5	0,11	0,11	NOUN
easat-2307	438	1	0,06	0,06	PROPN
easat-2307	438	2	0,00	0,00	PROPN
easat-2307	438	3	lokalna	lokalna	PROPN
easat-2307	438	4	vlast	vlast	NOUN
easat-2307	438	5	0,58	0,58	PUNCT
easat-2307	439	1	0,55	0,55	PUNCT
easat-2307	440	1	0,42	0,42	NOUN
easat-2307	440	2	1	1	NUM
easat-2307	440	3	0,32	0,32	X
easat-2307	440	4	0,37	0,37	NUM
easat-2307	440	5	0,34	0,34	PUNCT
easat-2307	440	6	0,28	0,28	NUM
easat-2307	441	1	0,23	0,23	NOUN
easat-2307	441	2	0,27	0,27	NUM
easat-2307	442	1	0,23	0,23	NUM
easat-2307	442	2	0,25	0,25	NUM
easat-2307	442	3	0,27	0,27	NUM
easat-2307	442	4	0,27	0,27	NUM
easat-2307	443	1	0,26	0,26	NUM
easat-2307	444	1	0,25	0,25	NUM
easat-2307	444	2	0,22	0,22	NOUN
easat-2307	444	3	0,24	0,24	X
easat-2307	444	4	0,18	0,18	X
easat-2307	444	5	0,18	0,18	NUM
easat-2307	445	1	0,11	0,11	NOUN
easat-2307	446	1	0,10	0,10	NOUN
easat-2307	446	2	0,07	0,07	NUM
easat-2307	447	1	0,04	0,04	NUM
easat-2307	447	2	0,04	0,04	PROPN
easat-2307	447	3	prihod	prihod	PROPN
easat-2307	447	4	nema	nema	PROPN
easat-2307	447	5	%	%	NOUN
easat-2307	447	6	0,51	0,51	PUNCT
easat-2307	447	7	0,57	0,57	PROPN
easat-2307	447	8	0,45	0,45	NUM
easat-2307	447	9	0,32	0,32	PUNCT
easat-2307	448	1	1	1	NUM
easat-2307	448	2	0,46	0,46	NUM
easat-2307	448	3	0,41	0,41	PUNCT
easat-2307	448	4	0,12	0,12	NUM
easat-2307	448	5	0,24	0,24	X
easat-2307	449	1	0,53	0,53	NOUN
easat-2307	449	2	0,17	0,17	NUM
easat-2307	449	3	0,04	0,04	NUM
easat-2307	449	4	0,39	0,39	NOUN
easat-2307	449	5	0,11	0,11	NOUN
easat-2307	450	1	0,14	0,14	ADP
easat-2307	450	2	0,10	0,10	NOUN
easat-2307	450	3	0,13	0,13	NUM
easat-2307	451	1	0,07	0,07	X
easat-2307	451	2	0,63	0,63	NUM
easat-2307	451	3	0,25	0,25	NUM
easat-2307	452	1	0,04	0,04	NUM
easat-2307	452	2	0,25	0,25	NUM
easat-2307	452	3	0,21	0,21	NUM
easat-2307	453	1	0,31	0,31	VERB
easat-2307	453	2	0,10	0,10	NUM
easat-2307	454	1	nevjernici	nevjernici	ADJ
easat-2307	454	2	%	%	NOUN
easat-2307	454	3	0,51	0,51	PUNCT
easat-2307	455	1	0,71	0,71	NUM
easat-2307	455	2	0,27	0,27	NUM
easat-2307	456	1	0,37	0,37	NUM
easat-2307	457	1	0,46	0,46	NOUN
easat-2307	457	2	1	1	NUM
easat-2307	458	1	0,44	0,44	X
easat-2307	458	2	0,46	0,46	NOUN
easat-2307	458	3	0,32	0,32	PUNCT
easat-2307	458	4	0,37	0,37	NUM
easat-2307	459	1	0,27	0,27	NUM
easat-2307	459	2	0,41	0,41	NUM
easat-2307	459	3	0,76	0,76	NUM
easat-2307	460	1	0,57	0,57	NOUN
easat-2307	460	2	0,62	0,62	NUM
easat-2307	460	3	0,56	0,56	NOUN
easat-2307	460	4	0,43	0,43	NUM
easat-2307	460	5	0,58	0,58	NOUN
easat-2307	461	1	0,48	0,48	NUM
easat-2307	461	2	0,37	0,37	NUM
easat-2307	462	1	0,02	0,02	NUM
easat-2307	462	2	0,36	0,36	NUM
easat-2307	462	3	0,34	0,34	PUNCT
easat-2307	463	1	0,12	0,12	NUM
easat-2307	464	1	0,19	0,19	NUM
easat-2307	464	2	prihod	prihod	PROPN
easat-2307	464	3	od	od	PROPN
easat-2307	464	4	samostalnog	samostalnog	PROPN
easat-2307	464	5	rada	rada	PROPN
easat-2307	465	1	%	%	INTJ
easat-2307	466	1	0,50	0,50	INTJ
easat-2307	466	2	0,57	0,57	NOUN
easat-2307	466	3	0,59	0,59	NUM
easat-2307	466	4	0,34	0,34	NUM
easat-2307	466	5	0,41	0,41	PUNCT
easat-2307	466	6	0,44	0,44	PUNCT
easat-2307	467	1	1	1	NUM
easat-2307	467	2	0,77	0,77	NOUN
easat-2307	467	3	0,53	0,53	NOUN
easat-2307	467	4	0,56	0,56	NOUN
easat-2307	467	5	0,23	0,23	NOUN
easat-2307	467	6	0,75	0,75	NUM
easat-2307	467	7	0,56	0,56	NOUN
easat-2307	467	8	0,70	0,70	NUM
easat-2307	467	9	0,68	0,68	PUNCT
easat-2307	467	10	0,67	0,67	NUM
easat-2307	467	11	0,52	0,52	PROPN
easat-2307	468	1	0,67	0,67	NUM
easat-2307	468	2	0,09	0,09	NUM
easat-2307	468	3	0,58	0,58	X
easat-2307	468	4	0,24	0,24	X
easat-2307	468	5	0,24	0,24	X
easat-2307	469	1	0,01	0,01	NUM
easat-2307	469	2	0,23	0,23	NOUN
easat-2307	469	3	0,35	0,35	PROPN
easat-2307	469	4	posjeduje	posjeduje	PROPN
easat-2307	469	5	internet	internet	NOUN
easat-2307	469	6	pristup	pristup	PROPN
easat-2307	469	7	%	%	NOUN
easat-2307	469	8	0,41	0,41	CCONJ
easat-2307	469	9	0,47	0,47	NUM
easat-2307	469	10	0,34	0,34	NUM
easat-2307	470	1	0,28	0,28	NUM
easat-2307	471	1	0,12	0,12	NUM
easat-2307	472	1	0,46	0,46	NOUN
easat-2307	473	1	0,77	0,77	NOUN
easat-2307	474	1	1	1	NUM
easat-2307	474	2	0,62	0,62	NUM
easat-2307	474	3	0,41	0,41	NUM
easat-2307	474	4	0,23	0,23	PUNCT
easat-2307	475	1	0,99	0,99	PUNCT
easat-2307	475	2	0,65	0,65	NUM
easat-2307	476	1	0,88	0,88	NOUN
easat-2307	476	2	0,87	0,87	PUNCT
easat-2307	476	3	0,83	0,83	NUM
easat-2307	477	1	0,70	0,70	X
easat-2307	477	2	0,90	0,90	PUNCT
easat-2307	478	1	0,03	0,03	NUM
easat-2307	478	2	0,53	0,53	NOUN
easat-2307	478	3	0,22	0,22	X
easat-2307	479	1	0,00	0,00	PROPN
easat-2307	479	2	0,24	0,24	X
easat-2307	479	3	0,22	0,22	X
easat-2307	479	4	0,23	0,23	NOUN
easat-2307	480	1	nepismenih	nepismenih	PROPN
easat-2307	480	2	%	%	NOUN
easat-2307	480	3	0,40	0,40	NUM
easat-2307	480	4	0,37	0,37	NUM
easat-2307	480	5	0,34	0,34	PUNCT
easat-2307	481	1	0,23	0,23	NUM
easat-2307	481	2	0,24	0,24	X
easat-2307	481	3	0,32	0,32	PUNCT
easat-2307	482	1	0,53	0,53	NOUN
easat-2307	482	2	0,62	0,62	NUM
easat-2307	482	3	1	1	NUM
easat-2307	482	4	0,29	0,29	NOUN
easat-2307	482	5	0,22	0,22	NOUN
easat-2307	482	6	0,62	0,62	PUNCT
easat-2307	482	7	0,41	0,41	SYM
easat-2307	482	8	0,52	0,52	X
easat-2307	483	1	0,52	0,52	X
easat-2307	483	2	0,46	0,46	NOUN
easat-2307	483	3	0,62	0,62	NUM
easat-2307	483	4	0,53	0,53	NOUN
easat-2307	483	5	0,14	0,14	ADP
easat-2307	483	6	0,43	0,43	ADJ
easat-2307	483	7	0,09	0,09	NOUN
easat-2307	484	1	0,04	0,04	NUM
easat-2307	484	2	0,19	0,19	NUM
easat-2307	484	3	0,09	0,09	PUNCT
easat-2307	485	1	0,02	0,02	NUM
easat-2307	485	2	nezaposlenost	nezaposlenost	NOUN
easat-2307	485	3	2014	2014	NUM
easat-2307	485	4	%	%	NOUN
easat-2307	485	5	0,38	0,38	NOUN
easat-2307	485	6	0,37	0,37	NUM
easat-2307	485	7	0,40	0,40	NUM
easat-2307	485	8	0,27	0,27	NUM
easat-2307	485	9	0,53	0,53	NOUN
easat-2307	485	10	0,37	0,37	NUM
easat-2307	485	11	0,56	0,56	PROPN
easat-2307	485	12	0,41	0,41	PUNCT
easat-2307	485	13	0,29	0,29	PUNCT
easat-2307	485	14	1	1	NUM
easat-2307	485	15	0,18	0,18	SYM
easat-2307	485	16	0,34	0,34	NOUN
easat-2307	486	1	0,43	0,43	NUM
easat-2307	486	2	0,36	0,36	NUM
easat-2307	486	3	0,40	0,40	NUM
easat-2307	486	4	0,37	0,37	NUM
easat-2307	487	1	0,21	0,21	NUM
easat-2307	488	1	0,35	0,35	NUM
easat-2307	488	2	0,42	0,42	X
easat-2307	488	3	0,62	0,62	NUM
easat-2307	488	4	0,40	0,40	NUM
easat-2307	488	5	0,17	0,17	NOUN
easat-2307	488	6	0,27	0,27	NUM
easat-2307	489	1	0,04	0,04	NUM
easat-2307	489	2	0,11	0,11	NOUN
easat-2307	490	1	katolici	katolici	NOUN
easat-2307	490	2	%	%	NOUN
easat-2307	490	3	0,38	0,38	PUNCT
easat-2307	491	1	0,45	0,45	NUM
easat-2307	491	2	0,03	0,03	NUM
easat-2307	491	3	0,23	0,23	PUNCT
easat-2307	492	1	0,17	0,17	NOUN
easat-2307	492	2	0,27	0,27	NUM
easat-2307	493	1	0,23	0,23	NUM
easat-2307	493	2	0,23	0,23	NOUN
easat-2307	493	3	0,22	0,22	X
easat-2307	494	1	0,18	0,18	NOUN
easat-2307	495	1	1	1	NUM
easat-2307	495	2	0,27	0,27	NUM
easat-2307	495	3	0,11	0,11	NOUN
easat-2307	495	4	0,10	0,10	PROPN
easat-2307	495	5	0,06	0,06	PROPN
easat-2307	496	1	0,04	0,04	PROPN
easat-2307	496	2	0,09	0,09	X
easat-2307	496	3	0,10	0,10	NUM
easat-2307	496	4	0,19	0,19	NUM
easat-2307	496	5	0,24	0,24	VERB
easat-2307	496	6	0,13	0,13	ADV
easat-2307	497	1	0,29	0,29	PROPN
easat-2307	497	2	0,01	0,01	NUM
easat-2307	497	3	0,32	0,32	PUNCT
easat-2307	498	1	0,04	0,04	PROPN
easat-2307	498	2	posjeduje	posjeduje	VERB
easat-2307	498	3	računalo	računalo	PROPN
easat-2307	498	4	%	%	PROPN
easat-2307	498	5	0,38	0,38	SYM
easat-2307	498	6	0,42	0,42	PUNCT
easat-2307	499	1	0,35	0,35	NUM
easat-2307	499	2	0,25	0,25	NUM
easat-2307	500	1	0,04	0,04	NUM
easat-2307	500	2	0,41	0,41	SYM
easat-2307	500	3	0,75	0,75	NOUN
easat-2307	500	4	0,99	0,99	X
easat-2307	500	5	0,62	0,62	NUM
easat-2307	500	6	0,34	0,34	PUNCT
easat-2307	501	1	0,27	0,27	NUM
easat-2307	501	2	1	1	NUM
easat-2307	501	3	0,59	0,59	NUM
easat-2307	501	4	0,85	0,85	ADP
easat-2307	501	5	0,83	0,83	NUM
easat-2307	501	6	0,80	0,80	VERB
easat-2307	502	1	0,70	0,70	PROPN
easat-2307	503	1	0,87	0,87	X
easat-2307	504	1	0,14	0,14	ADV
easat-2307	505	1	0,49	0,49	NUM
easat-2307	505	2	0,24	0,24	NUM
easat-2307	506	1	0,07	0,07	X
easat-2307	506	2	0,18	0,18	NUM
easat-2307	507	1	0,25	0,25	NUM
easat-2307	508	1	0,22	0,22	PRON
easat-2307	509	1	obrazovanih	obrazovanih	NOUN
easat-2307	509	2	%	%	NOUN
easat-2307	509	3	0,35	0,35	NOUN
easat-2307	509	4	0,57	0,57	NOUN
easat-2307	509	5	0,12	0,12	NOUN
easat-2307	509	6	0,27	0,27	NUM
easat-2307	510	1	0,39	0,39	SYM
easat-2307	510	2	0,76	0,76	NUM
easat-2307	511	1	0,56	0,56	NOUN
easat-2307	511	2	0,65	0,65	NOUN
easat-2307	512	1	0,41	0,41	NUM
easat-2307	512	2	0,43	0,43	ADJ
easat-2307	512	3	0,11	0,11	NOUN
easat-2307	513	1	0,59	0,59	NUM
easat-2307	513	2	1	1	NUM
easat-2307	513	3	0,78	0,78	NUM
easat-2307	513	4	0,83	0,83	NUM
easat-2307	513	5	0,77	0,77	NOUN
easat-2307	513	6	0,56	0,56	NOUN
easat-2307	513	7	0,80	0,80	NUM
easat-2307	514	1	0,46	0,46	NOUN
easat-2307	515	1	0,50	0,50	X
easat-2307	515	2	0,01	0,01	NUM
easat-2307	516	1	0,28	0,28	NUM
easat-2307	517	1	0,35	0,35	PROPN
easat-2307	517	2	0,04	0,04	PROPN
easat-2307	517	3	0,29	0,29	PROPN
easat-2307	518	1	računalna	računalna	PROPN
easat-2307	518	2	obrada	obrada	PROPN
easat-2307	518	3	teksta	teksta	PROPN
easat-2307	518	4	%	%	INTJ
easat-2307	518	5	0,35	0,35	NOUN
easat-2307	519	1	0,49	0,49	NUM
easat-2307	520	1	0,21	0,21	NUM
easat-2307	520	2	0,27	0,27	NUM
easat-2307	520	3	0,11	0,11	NOUN
easat-2307	521	1	0,57	0,57	NOUN
easat-2307	521	2	0,70	0,70	NUM
easat-2307	521	3	0,88	0,88	NOUN
easat-2307	521	4	0,52	0,52	NUM
easat-2307	521	5	0,36	0,36	NUM
easat-2307	521	6	0,10	0,10	NOUN
easat-2307	521	7	0,85	0,85	PUNCT
easat-2307	522	1	0,78	0,78	NUM
easat-2307	522	2	1	1	NUM
easat-2307	522	3	0,96	0,96	NOUN
easat-2307	522	4	0,95	0,95	NOUN
easat-2307	523	1	0,68	0,68	ADP
easat-2307	523	2	0,96	0,96	NUM
easat-2307	523	3	0,11	0,11	NOUN
easat-2307	523	4	0,54	0,54	NUM
easat-2307	524	1	0,15	0,15	NUM
easat-2307	524	2	0,10	0,10	NOUN
easat-2307	524	3	0,27	0,27	NUM
easat-2307	525	1	0,13	0,13	NOUN
easat-2307	525	2	0,37	0,37	NUM
easat-2307	526	1	korištenje	korištenje	INTJ
easat-2307	526	2	emaila	emaila	VERB
easat-2307	527	1	%	%	NOUN
easat-2307	527	2	0,34	0,34	NOUN
easat-2307	528	1	0,49	0,49	NUM
easat-2307	528	2	0,15	0,15	NUM
easat-2307	528	3	0,26	0,26	NOUN
easat-2307	529	1	0,14	0,14	ADP
easat-2307	529	2	0,62	0,62	NUM
easat-2307	529	3	0,68	0,68	PRON
easat-2307	529	4	0,87	0,87	ADJ
easat-2307	529	5	0,52	0,52	PROPN
easat-2307	530	1	0,40	0,40	NUM
easat-2307	530	2	0,06	0,06	NOUN
easat-2307	530	3	0,83	0,83	NOUN
easat-2307	530	4	0,83	0,83	NUM
easat-2307	530	5	0,96	0,96	NOUN
easat-2307	530	6	1	1	NUM
easat-2307	530	7	0,94	0,94	NUM
easat-2307	530	8	0,67	0,67	PUNCT
easat-2307	530	9	0,98	0,98	NUM
easat-2307	530	10	0,19	0,19	NUM
easat-2307	531	1	0,57	0,57	NOUN
easat-2307	531	2	0,11	0,11	NOUN
easat-2307	531	3	0,18	0,18	X
easat-2307	532	1	0,34	0,34	PUNCT
easat-2307	533	1	0,10	0,10	NOUN
easat-2307	533	2	0,37	0,37	NUM
easat-2307	534	1	računalna	računalna	PROPN
easat-2307	534	2	obrada	obrada	PROPN
easat-2307	534	3	tablica	tablica	PROPN
easat-2307	535	1	%	%	NOUN
easat-2307	535	2	0,33	0,33	PROPN
easat-2307	535	3	0,48	0,48	NUM
easat-2307	535	4	0,17	0,17	NUM
easat-2307	535	5	0,25	0,25	NUM
easat-2307	535	6	0,10	0,10	NUM
easat-2307	535	7	0,56	0,56	NOUN
easat-2307	535	8	0,67	0,67	PUNCT
easat-2307	535	9	0,83	0,83	NUM
easat-2307	536	1	0,46	0,46	NOUN
easat-2307	536	2	0,37	0,37	NUM
easat-2307	537	1	0,04	0,04	NOUN
easat-2307	537	2	0,80	0,80	VERB
easat-2307	538	1	0,77	0,77	NOUN
easat-2307	538	2	0,95	0,95	NOUN
easat-2307	539	1	0,94	0,94	NOUN
easat-2307	539	2	1	1	NUM
easat-2307	539	3	0,62	0,62	NUM
easat-2307	539	4	0,92	0,92	NUM
easat-2307	539	5	0,13	0,13	NOUN
easat-2307	539	6	0,54	0,54	NUM
easat-2307	540	1	0,15	0,15	NUM
easat-2307	540	2	0,11	0,11	NOUN
easat-2307	541	1	0,26	0,26	NOUN
easat-2307	541	2	0,11	0,11	NOUN
easat-2307	542	1	0,42	0,42	VERB
easat-2307	542	2	neobrazovanih	neobrazovanih	ADJ
easat-2307	542	3	%	%	NOUN
easat-2307	542	4	0,32	0,32	PUNCT
easat-2307	543	1	0,39	0,39	NUM
easat-2307	543	2	0,25	0,25	NUM
easat-2307	543	3	0,22	0,22	NOUN
easat-2307	544	1	0,13	0,13	ADV
easat-2307	544	2	0,43	0,43	ADJ
easat-2307	544	3	0,52	0,52	X
easat-2307	544	4	0,70	0,70	X
easat-2307	544	5	0,62	0,62	NUM
easat-2307	545	1	0,21	0,21	NUM
easat-2307	545	2	0,09	0,09	PUNCT
easat-2307	546	1	0,70	0,70	NUM
easat-2307	546	2	0,56	0,56	NOUN
easat-2307	546	3	0,68	0,68	NOUN
easat-2307	547	1	0,67	0,67	PUNCT
easat-2307	547	2	0,62	0,62	NUM
easat-2307	548	1	1	1	NUM
easat-2307	548	2	0,69	0,69	NOUN
easat-2307	548	3	0,10	0,10	NOUN
easat-2307	548	4	0,37	0,37	NUM
easat-2307	549	1	0,08	0,08	NUM
easat-2307	550	1	0,05	0,05	PROPN
easat-2307	550	2	0,21	0,21	NUM
easat-2307	551	1	0,15	0,15	NUM
easat-2307	551	2	0,11	0,11	NOUN
easat-2307	552	1	korištenje	korištenje	INTJ
easat-2307	552	2	interneta	interneta	INTJ
easat-2307	553	1	%	%	INTJ
easat-2307	553	2	0,31	0,31	PROPN
easat-2307	553	3	0,45	0,45	NUM
easat-2307	554	1	0,14	0,14	NUM
easat-2307	554	2	0,24	0,24	NOUN
easat-2307	554	3	0,07	0,07	NUM
easat-2307	554	4	0,58	0,58	PUNCT
easat-2307	555	1	0,67	0,67	NUM
easat-2307	555	2	0,90	0,90	PUNCT
easat-2307	556	1	0,53	0,53	NOUN
easat-2307	556	2	0,35	0,35	PROPN
easat-2307	556	3	0,10	0,10	NUM
easat-2307	556	4	0,87	0,87	X
easat-2307	556	5	0,80	0,80	VERB
easat-2307	557	1	0,96	0,96	NUM
easat-2307	557	2	0,98	0,98	NUM
easat-2307	558	1	0,92	0,92	NUM
easat-2307	558	2	0,69	0,69	PUNCT
easat-2307	559	1	1	1	NUM
easat-2307	559	2	0,11	0,11	NOUN
easat-2307	559	3	0,53	0,53	NOUN
easat-2307	559	4	0,11	0,11	X
easat-2307	559	5	0,15	0,15	PROPN
easat-2307	559	6	0,32	0,32	X
easat-2307	560	1	0,13	0,13	PRON
easat-2307	560	2	0,37	0,37	NUM
easat-2307	561	1	prihod	prihod	VERB
easat-2307	561	2	od	od	PROPN
easat-2307	561	3	mirovine	mirovine	PROPN
easat-2307	561	4	%	%	NOUN
easat-2307	561	5	0,26	0,26	PROPN
easat-2307	562	1	0,37	0,37	PROPN
easat-2307	563	1	0,02	0,02	NUM
easat-2307	563	2	0,18	0,18	X
easat-2307	564	1	0,63	0,63	NUM
easat-2307	565	1	0,48	0,48	NUM
easat-2307	565	2	0,09	0,09	SYM
easat-2307	565	3	0,03	0,03	NUM
easat-2307	565	4	0,14	0,14	ADP
easat-2307	565	5	0,42	0,42	NOUN
easat-2307	565	6	0,19	0,19	NUM
easat-2307	566	1	0,14	0,14	ADP
easat-2307	566	2	0,46	0,46	NOUN
easat-2307	566	3	0,11	0,11	NOUN
easat-2307	567	1	0,19	0,19	PUNCT
easat-2307	567	2	0,13	0,13	ADJ
easat-2307	567	3	0,10	0,10	NOUN
easat-2307	567	4	0,11	0,11	NUM
easat-2307	567	5	1	1	NUM
easat-2307	567	6	0,33	0,33	PROPN
easat-2307	567	7	0,09	0,09	NOUN
easat-2307	567	8	0,40	0,40	NUM
easat-2307	567	9	0,30	0,30	NOUN
easat-2307	567	10	0,28	0,28	NUM
easat-2307	568	1	0,02	0,02	NUM
easat-2307	568	2	prihod	prihod	PROPN
easat-2307	568	3	od	od	PROPN
easat-2307	568	4	socijalne	socijalne	PROPN
easat-2307	568	5	naknade	naknade	ADJ
easat-2307	568	6	%	%	NOUN
easat-2307	568	7	0,24	0,24	X
easat-2307	568	8	0,32	0,32	PUNCT
easat-2307	568	9	0,27	0,27	NUM
easat-2307	569	1	0,18	0,18	NUM
easat-2307	570	1	0,25	0,25	NOUN
easat-2307	570	2	0,37	0,37	NUM
easat-2307	570	3	0,58	0,58	X
easat-2307	571	1	0,53	0,53	NOUN
easat-2307	571	2	0,43	0,43	NUM
easat-2307	571	3	0,62	0,62	NUM
easat-2307	571	4	0,24	0,24	VERB
easat-2307	572	1	0,49	0,49	NUM
easat-2307	572	2	0,50	0,50	NUM
easat-2307	572	3	0,54	0,54	NUM
easat-2307	573	1	0,57	0,57	NOUN
easat-2307	573	2	0,54	0,54	NUM
easat-2307	573	3	0,37	0,37	NUM
easat-2307	574	1	0,53	0,53	NOUN
easat-2307	574	2	0,33	0,33	PROPN
easat-2307	574	3	1	1	NUM
easat-2307	574	4	0,16	0,16	PROPN
easat-2307	574	5	0,12	0,12	NOUN
easat-2307	575	1	0,23	0,23	SYM
easat-2307	576	1	0,03	0,03	NUM
easat-2307	576	2	0,17	0,17	NUM
easat-2307	576	3	nezaposlenost	nezaposlenost	PROPN
easat-2307	576	4	promjene	promjene	NOUN
easat-2307	576	5	0,20	0,20	X
easat-2307	576	6	0,09	0,09	PUNCT
easat-2307	576	7	0,22	0,22	X
easat-2307	576	8	0,11	0,11	NOUN
easat-2307	577	1	0,04	0,04	PROPN
easat-2307	577	2	0,02	0,02	PROPN
easat-2307	577	3	0,24	0,24	X
easat-2307	577	4	0,22	0,22	X
easat-2307	577	5	0,09	0,09	X
easat-2307	577	6	0,40	0,40	NUM
easat-2307	578	1	0,13	0,13	NOUN
easat-2307	578	2	0,24	0,24	X
easat-2307	578	3	0,01	0,01	NUM
easat-2307	578	4	0,15	0,15	NOUN
easat-2307	578	5	0,11	0,11	NOUN
easat-2307	579	1	0,15	0,15	NUM
easat-2307	579	2	0,08	0,08	NUM
easat-2307	579	3	0,11	0,11	NOUN
easat-2307	580	1	0,09	0,09	NOUN
easat-2307	581	1	0,16	0,16	NUM
easat-2307	581	2	1	1	NUM
easat-2307	581	3	0,10	0,10	NOUN
easat-2307	581	4	0,03	0,03	NUM
easat-2307	581	5	0,08	0,08	NUM
easat-2307	581	6	0,10	0,10	NUM
easat-2307	581	7	prihod	prihod	VERB
easat-2307	581	8	od	od	PROPN
easat-2307	581	9	povremenog	povremenog	PROPN
easat-2307	581	10	rada	rada	PROPN
easat-2307	582	1	%	%	INTJ
easat-2307	582	2	0,15	0,15	PROPN
easat-2307	582	3	0,16	0,16	PROPN
easat-2307	582	4	0,18	0,18	X
easat-2307	583	1	0,10	0,10	NUM
easat-2307	583	2	0,25	0,25	NUM
easat-2307	583	3	0,36	0,36	NUM
easat-2307	584	1	0,24	0,24	X
easat-2307	585	1	0,00	0,00	PROPN
easat-2307	585	2	0,04	0,04	NUM
easat-2307	585	3	0,17	0,17	NUM
easat-2307	585	4	0,29	0,29	PROPN
easat-2307	585	5	0,07	0,07	NUM
easat-2307	585	6	0,28	0,28	NUM
easat-2307	585	7	0,10	0,10	NOUN
easat-2307	585	8	0,18	0,18	NUM
easat-2307	585	9	0,11	0,11	NOUN
easat-2307	586	1	0,05	0,05	NOUN
easat-2307	586	2	0,15	0,15	NUM
easat-2307	586	3	0,40	0,40	NUM
easat-2307	587	1	0,12	0,12	NUM
easat-2307	587	2	0,10	0,10	NOUN
easat-2307	587	3	1	1	NUM
easat-2307	587	4	0,61	0,61	NUM
easat-2307	587	5	0,43	0,43	PROPN
easat-2307	588	1	0,06	0,06	PROPN
easat-2307	588	2	prihod	prihod	PROPN
easat-2307	588	3	od	od	PROPN
easat-2307	588	4	imovine	imovine	PROPN
easat-2307	588	5	%	%	NOUN
easat-2307	588	6	0,10	0,10	NOUN
easat-2307	589	1	0,12	0,12	NUM
easat-2307	589	2	0,11	0,11	NOUN
easat-2307	590	1	0,07	0,07	NUM
easat-2307	590	2	0,21	0,21	NUM
easat-2307	590	3	0,34	0,34	PUNCT
easat-2307	591	1	0,01	0,01	NUM
easat-2307	591	2	0,24	0,24	X
easat-2307	591	3	0,19	0,19	NOUN
easat-2307	591	4	0,27	0,27	NUM
easat-2307	592	1	0,01	0,01	NUM
easat-2307	592	2	0,18	0,18	X
easat-2307	593	1	0,35	0,35	NOUN
easat-2307	593	2	0,27	0,27	NUM
easat-2307	594	1	0,34	0,34	NUM
easat-2307	594	2	0,26	0,26	NOUN
easat-2307	595	1	0,21	0,21	NUM
easat-2307	595	2	0,32	0,32	PUNCT
easat-2307	596	1	0,30	0,30	NUM
easat-2307	596	2	0,23	0,23	NOUN
easat-2307	597	1	0,03	0,03	NUM
easat-2307	597	2	0,61	0,61	NUM
easat-2307	597	3	1	1	NUM
easat-2307	597	4	0,15	0,15	NUM
easat-2307	597	5	0,05	0,05	NUM
easat-2307	597	6	prihod	prihod	NOUN
easat-2307	597	7	od	od	PROPN
easat-2307	597	8	potpore	potpore	PROPN
easat-2307	597	9	drugih	drugih	PROPN
easat-2307	597	10	%	%	NOUN
easat-2307	597	11	0,09	0,09	NOUN
easat-2307	597	12	0,11	0,11	NOUN
easat-2307	598	1	0,06	0,06	PROPN
easat-2307	598	2	0,04	0,04	PROPN
easat-2307	598	3	0,31	0,31	PROPN
easat-2307	599	1	0,12	0,12	PUNCT
easat-2307	600	1	0,23	0,23	NOUN
easat-2307	600	2	0,22	0,22	X
easat-2307	600	3	0,09	0,09	X
easat-2307	601	1	0,04	0,04	X
easat-2307	601	2	0,32	0,32	PUNCT
easat-2307	601	3	0,25	0,25	NUM
easat-2307	602	1	0,04	0,04	NUM
easat-2307	602	2	0,13	0,13	ADJ
easat-2307	602	3	0,10	0,10	NOUN
easat-2307	602	4	0,11	0,11	X
easat-2307	603	1	0,15	0,15	NOUN
easat-2307	603	2	0,13	0,13	NOUN
easat-2307	603	3	0,28	0,28	NUM
easat-2307	604	1	0,03	0,03	NUM
easat-2307	604	2	0,08	0,08	NUM
easat-2307	604	3	0,43	0,43	NUM
easat-2307	605	1	0,15	0,15	NUM
easat-2307	605	2	1	1	NUM
easat-2307	605	3	0,02	0,02	NUM
easat-2307	605	4	prihod	prihod	NOUN
easat-2307	605	5	od	od	PROPN
easat-2307	605	6	poljoprivrede	poljoprivrede	PROPN
easat-2307	605	7	rada	rada	PROPN
easat-2307	605	8	%	%	PROPN
easat-2307	606	1	0,04	0,04	PROPN
easat-2307	606	2	0,19	0,19	PUNCT
easat-2307	607	1	0,00	0,00	PROPN
easat-2307	607	2	0,04	0,04	NUM
easat-2307	607	3	0,10	0,10	NOUN
easat-2307	607	4	0,19	0,19	PUNCT
easat-2307	608	1	0,35	0,35	PUNCT
easat-2307	608	2	0,23	0,23	NOUN
easat-2307	609	1	0,02	0,02	NUM
easat-2307	609	2	0,11	0,11	NOUN
easat-2307	610	1	0,04	0,04	NUM
easat-2307	610	2	0,22	0,22	X
easat-2307	611	1	0,29	0,29	PROPN
easat-2307	611	2	0,37	0,37	NUM
easat-2307	611	3	0,37	0,37	PRON
easat-2307	612	1	0,42	0,42	NOUN
easat-2307	612	2	0,11	0,11	NOUN
easat-2307	613	1	0,37	0,37	NUM
easat-2307	614	1	0,02	0,02	NUM
easat-2307	614	2	0,17	0,17	NUM
easat-2307	614	3	0,10	0,10	NOUN
easat-2307	615	1	0,06	0,06	PROPN
easat-2307	615	2	0,05	0,05	PROPN
easat-2307	616	1	0,02	0,02	NUM
easat-2307	616	2	1	1	NUM
easat-2307	616	3	1683	1683	NUM
easat-2307	616	4	edelweiss	edelweiss	PROPN
easat-2307	616	5	applied	apply	VERB
easat-2307	616	6	science	science	NOUN
easat-2307	616	7	and	and	CCONJ
easat-2307	616	8	technology	technology	NOUN
easat-2307	616	9	issn	issn	PROPN
easat-2307	616	10	:	:	PUNCT
easat-2307	616	11	2576	2576	NUM
easat-2307	616	12	-	-	SYM
easat-2307	616	13	8484	8484	NUM
easat-2307	616	14	vol	vol	NOUN
easat-2307	616	15	.	.	PROPN
easat-2307	616	16	8	8	NUM
easat-2307	616	17	,	,	PUNCT
easat-2307	616	18	no	no	INTJ
easat-2307	616	19	.	.	NOUN
easat-2307	617	1	6	6	NUM
easat-2307	617	2	:	:	SYM
easat-2307	617	3	1670	1670	NUM
easat-2307	617	4	-	-	SYM
easat-2307	617	5	1691	1691	NUM
easat-2307	617	6	,	,	PUNCT
easat-2307	617	7	2024	2024	NUM
easat-2307	617	8	doi	doi	NOUN
easat-2307	617	9	:	:	PUNCT
easat-2307	617	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	617	11	©	©	ADP
easat-2307	617	12	2024	2024	NUM
easat-2307	617	13	by	by	ADP
easat-2307	617	14	the	the	DET
easat-2307	617	15	author	author	NOUN
easat-2307	617	16	;	;	PUNCT
easat-2307	617	17	licensee	licensee	PROPN
easat-2307	617	18	learning	learn	VERB
easat-2307	617	19	gate	gate	NOUN
easat-2307	617	20	figure	figure	NOUN
easat-2307	617	21	2	2	NUM
easat-2307	617	22	.	.	PUNCT
easat-2307	617	23	correlation	correlation	NOUN
easat-2307	617	24	matrix	matrix	NOUN
easat-2307	617	25	with	with	ADP
easat-2307	617	26	predictor	predictor	NOUN
easat-2307	617	27	variables	variable	NOUN
easat-2307	617	28	having	have	VERB
easat-2307	617	29	ig	ig	PRON
easat-2307	617	30	greater	great	ADJ
easat-2307	617	31	than	than	ADP
easat-2307	617	32	0.2	0.2	NUM
easat-2307	617	33	.	.	PUNCT
easat-2307	618	1	figure	figure	NOUN
easat-2307	618	2	2	2	NUM
easat-2307	618	3	demonstrates	demonstrate	VERB
easat-2307	618	4	the	the	DET
easat-2307	618	5	selection	selection	NOUN
easat-2307	618	6	of	of	ADP
easat-2307	618	7	the	the	DET
easat-2307	618	8	predictor	predictor	NOUN
easat-2307	618	9	with	with	ADP
easat-2307	618	10	the	the	DET
easat-2307	618	11	highest	high	ADJ
easat-2307	618	12	information	information	NOUN
easat-2307	618	13	gain	gain	NOUN
easat-2307	618	14	and	and	CCONJ
easat-2307	618	15	the	the	DET
easat-2307	618	16	lowest	low	ADJ
easat-2307	618	17	correlation	correlation	NOUN
easat-2307	618	18	with	with	ADP
easat-2307	618	19	other	other	ADJ
easat-2307	618	20	variables	variable	NOUN
easat-2307	618	21	,	,	PUNCT
easat-2307	618	22	which	which	PRON
easat-2307	618	23	guarantees	guarantee	VERB
easat-2307	618	24	a	a	DET
easat-2307	618	25	regression	regression	NOUN
easat-2307	618	26	model	model	NOUN
easat-2307	618	27	that	that	PRON
easat-2307	618	28	is	be	AUX
easat-2307	618	29	both	both	CCONJ
easat-2307	618	30	stable	stable	ADJ
easat-2307	618	31	and	and	CCONJ
easat-2307	618	32	interpretable	interpretable	ADJ
easat-2307	618	33	.	.	PUNCT
easat-2307	619	1	4.5.4	4.5.4	X
easat-2307	619	2	.	.	PROPN
easat-2307	619	3	preparation	preparation	NOUN
easat-2307	619	4	for	for	ADP
easat-2307	619	5	regression	regression	NOUN
easat-2307	619	6	modeling	modeling	NOUN
easat-2307	619	7	after	after	ADP
easat-2307	619	8	conducting	conduct	VERB
easat-2307	619	9	relevance	relevance	NOUN
easat-2307	619	10	and	and	CCONJ
easat-2307	619	11	correlation	correlation	NOUN
easat-2307	619	12	analyses	analysis	NOUN
easat-2307	619	13	,	,	PUNCT
easat-2307	619	14	the	the	DET
easat-2307	619	15	dataset	dataset	NOUN
easat-2307	619	16	was	be	AUX
easat-2307	619	17	refined	refine	VERB
easat-2307	619	18	to	to	PART
easat-2307	619	19	only	only	ADV
easat-2307	619	20	include	include	VERB
easat-2307	619	21	the	the	DET
easat-2307	619	22	predictor	predictor	NOUN
easat-2307	619	23	variables	variable	NOUN
easat-2307	619	24	that	that	PRON
easat-2307	619	25	were	be	AUX
easat-2307	619	26	deemed	deem	VERB
easat-2307	619	27	most	most	ADV
easat-2307	619	28	relevant	relevant	ADJ
easat-2307	619	29	and	and	CCONJ
easat-2307	619	30	independent	independent	ADJ
easat-2307	619	31	.	.	PUNCT
easat-2307	620	1	the	the	DET
easat-2307	620	2	dataset	dataset	NOUN
easat-2307	620	3	underwent	undergo	VERB
easat-2307	620	4	a	a	DET
easat-2307	620	5	thorough	thorough	ADJ
easat-2307	620	6	refinement	refinement	NOUN
easat-2307	620	7	process	process	NOUN
easat-2307	620	8	to	to	PART
easat-2307	620	9	ensure	ensure	VERB
easat-2307	620	10	the	the	DET
easat-2307	620	11	resulting	result	VERB
easat-2307	620	12	regression	regression	NOUN
easat-2307	620	13	models	model	NOUN
easat-2307	620	14	would	would	AUX
easat-2307	620	15	be	be	AUX
easat-2307	620	16	strong	strong	ADJ
easat-2307	620	17	,	,	PUNCT
easat-2307	620	18	dependable	dependable	ADJ
easat-2307	620	19	,	,	PUNCT
easat-2307	620	20	and	and	CCONJ
easat-2307	620	21	unaffected	unaffected	ADJ
easat-2307	620	22	by	by	ADP
easat-2307	620	23	outliers	outlier	NOUN
easat-2307	620	24	and	and	CCONJ
easat-2307	620	25	multicollinearity	multicollinearity	NOUN
easat-2307	620	26	.	.	PUNCT
easat-2307	621	1	4.5.5	4.5.5	X
easat-2307	621	2	.	.	PUNCT
easat-2307	621	3	model	model	NOUN
easat-2307	621	4	construction	construction	NOUN
easat-2307	621	5	using	use	VERB
easat-2307	621	6	linear	linear	ADJ
easat-2307	621	7	regression	regression	NOUN
easat-2307	621	8	in	in	ADP
easat-2307	621	9	this	this	DET
easat-2307	621	10	section	section	NOUN
easat-2307	621	11	,	,	PUNCT
easat-2307	621	12	we	we	PRON
easat-2307	621	13	will	will	AUX
easat-2307	621	14	discuss	discuss	VERB
easat-2307	621	15	the	the	DET
easat-2307	621	16	construction	construction	NOUN
easat-2307	621	17	of	of	ADP
easat-2307	621	18	a	a	DET
easat-2307	621	19	linear	linear	ADJ
easat-2307	621	20	regression	regression	NOUN
easat-2307	621	21	model	model	NOUN
easat-2307	621	22	that	that	PRON
easat-2307	621	23	can	can	AUX
easat-2307	621	24	be	be	AUX
easat-2307	621	25	used	use	VERB
easat-2307	621	26	to	to	PART
easat-2307	621	27	predict	predict	VERB
easat-2307	621	28	voter	voter	NOUN
easat-2307	621	29	behavior	behavior	NOUN
easat-2307	621	30	in	in	ADP
easat-2307	621	31	the	the	DET
easat-2307	621	32	croatian	croatian	ADJ
easat-2307	621	33	presidential	presidential	ADJ
easat-2307	621	34	election	election	NOUN
easat-2307	621	35	.	.	PUNCT
easat-2307	622	1	the	the	DET
easat-2307	622	2	lr1	lr1	PROPN
easat-2307	622	3	model	model	NOUN
easat-2307	622	4	was	be	AUX
easat-2307	622	5	constructed	construct	VERB
easat-2307	622	6	by	by	ADP
easat-2307	622	7	incorporating	incorporate	VERB
easat-2307	622	8	key	key	ADJ
easat-2307	622	9	predictor	predictor	NOUN
easat-2307	622	10	variables	variable	NOUN
easat-2307	622	11	that	that	PRON
easat-2307	622	12	were	be	AUX
easat-2307	622	13	identified	identify	VERB
easat-2307	622	14	through	through	ADP
easat-2307	622	15	previous	previous	ADJ
easat-2307	622	16	analysis	analysis	NOUN
easat-2307	622	17	,	,	PUNCT
easat-2307	622	18	with	with	ADP
easat-2307	622	19	a	a	DET
easat-2307	622	20	specific	specific	ADJ
easat-2307	622	21	emphasis	emphasis	NOUN
easat-2307	622	22	on	on	ADP
easat-2307	622	23	their	their	PRON
easat-2307	622	24	relevance	relevance	NOUN
easat-2307	622	25	and	and	CCONJ
easat-2307	622	26	independence	independence	NOUN
easat-2307	622	27	.	.	PUNCT
easat-2307	623	1	after	after	ADP
easat-2307	623	2	conducting	conduct	VERB
easat-2307	623	3	an	an	DET
easat-2307	623	4	analysis	analysis	NOUN
easat-2307	623	5	in	in	ADP
easat-2307	623	6	earlier	early	ADJ
easat-2307	623	7	sections	section	NOUN
easat-2307	623	8	,	,	PUNCT
easat-2307	623	9	we	we	PRON
easat-2307	623	10	have	have	AUX
easat-2307	623	11	selected	select	VERB
easat-2307	623	12	two	two	NUM
easat-2307	623	13	predictor	predictor	NOUN
easat-2307	623	14	variables	variable	NOUN
easat-2307	623	15	to	to	PART
easat-2307	623	16	construct	construct	VERB
easat-2307	623	17	the	the	DET
easat-2307	623	18	linear	linear	PROPN
easat-2307	623	19	regression	regression	NOUN
easat-2307	623	20	model	model	NOUN
easat-2307	623	21	:	:	PUNCT
easat-2307	623	22	•	•	ADP
easat-2307	623	23	the	the	DET
easat-2307	623	24	variable	variable	ADJ
easat-2307	623	25	"	"	PUNCT
easat-2307	623	26	referendum	referendum	NOUN
easat-2307	623	27	brak	brak	NOUN
easat-2307	623	28	za	za	PROPN
easat-2307	623	29	%	%	NOUN
easat-2307	623	30	"	"	PUNCT
easat-2307	623	31	indicates	indicate	VERB
easat-2307	623	32	the	the	DET
easat-2307	623	33	percentage	percentage	NOUN
easat-2307	623	34	of	of	ADP
easat-2307	623	35	votes	vote	NOUN
easat-2307	623	36	supporting	support	VERB
easat-2307	623	37	the	the	DET
easat-2307	623	38	marriage	marriage	NOUN
easat-2307	623	39	referendum	referendum	NOUN
easat-2307	623	40	and	and	CCONJ
easat-2307	623	41	was	be	AUX
easat-2307	623	42	discovered	discover	VERB
easat-2307	623	43	to	to	PART
easat-2307	623	44	have	have	VERB
easat-2307	623	45	a	a	DET
easat-2307	623	46	strong	strong	ADJ
easat-2307	623	47	correlation	correlation	NOUN
easat-2307	623	48	with	with	ADP
easat-2307	623	49	the	the	DET
easat-2307	623	50	dependent	dependent	ADJ
easat-2307	623	51	variable	variable	NOUN
easat-2307	623	52	(	(	PUNCT
easat-2307	623	53	percentage	percentage	NOUN
easat-2307	623	54	of	of	ADP
easat-2307	623	55	votes	vote	NOUN
easat-2307	623	56	for	for	ADP
easat-2307	623	57	the	the	DET
easat-2307	623	58	candidate	candidate	NOUN
easat-2307	623	59	)	)	PUNCT
easat-2307	623	60	.	.	PUNCT
easat-2307	624	1	retaining	retain	VERB
easat-2307	624	2	it	it	PRON
easat-2307	624	3	as	as	SCONJ
easat-2307	624	4	a	a	DET
easat-2307	624	5	predictor	predictor	NOUN
easat-2307	624	6	was	be	AUX
easat-2307	624	7	justified	justify	VERB
easat-2307	624	8	by	by	ADP
easat-2307	624	9	its	its	PRON
easat-2307	624	10	strong	strong	ADJ
easat-2307	624	11	correlation	correlation	NOUN
easat-2307	624	12	and	and	CCONJ
easat-2307	624	13	high	high	ADJ
easat-2307	624	14	information	information	NOUN
easat-2307	624	15	gain	gain	NOUN
easat-2307	624	16	.	.	PUNCT
easat-2307	625	1	•	•	NUM
easat-2307	625	2	the	the	DET
easat-2307	625	3	variable	variable	ADJ
easat-2307	625	4	"	"	PUNCT
easat-2307	625	5	nepismenih	nepismenih	ADJ
easat-2307	625	6	%	%	NOUN
easat-2307	625	7	"	"	PUNCT
easat-2307	625	8	represents	represent	VERB
easat-2307	625	9	the	the	DET
easat-2307	625	10	proportion	proportion	NOUN
easat-2307	625	11	of	of	ADP
easat-2307	625	12	individuals	individual	NOUN
easat-2307	625	13	who	who	PRON
easat-2307	625	14	are	be	AUX
easat-2307	625	15	unable	unable	ADJ
easat-2307	625	16	to	to	PART
easat-2307	625	17	read	read	VERB
easat-2307	625	18	or	or	CCONJ
easat-2307	625	19	write	write	VERB
easat-2307	625	20	within	within	ADP
easat-2307	625	21	a	a	DET
easat-2307	625	22	municipality	municipality	NOUN
easat-2307	625	23	.	.	PUNCT
easat-2307	626	1	the	the	DET
easat-2307	626	2	selection	selection	NOUN
easat-2307	626	3	was	be	AUX
easat-2307	626	4	based	base	VERB
easat-2307	626	5	on	on	ADP
easat-2307	626	6	its	its	PRON
easat-2307	626	7	significant	significant	ADJ
easat-2307	626	8	information	information	NOUN
easat-2307	626	9	gain	gain	NOUN
easat-2307	626	10	and	and	CCONJ
easat-2307	626	11	k	k	NOUN
easat-2307	626	12	o	o	X
easat-2307	626	13	li	li	PROPN
easat-2307	627	1	n	n	PROPN
easat-2307	627	2	d	d	PROPN
easat-2307	627	3	a	a	DET
easat-2307	627	4	%	%	NOUN
easat-2307	627	5	r	r	NOUN
easat-2307	627	6	e	e	X
easat-2307	627	7	fe	fe	X
easat-2307	627	8	re	re	X
easat-2307	627	9	n	n	PROPN
easat-2307	627	10	d	d	PROPN
easat-2307	627	11	u	u	PROPN
easat-2307	627	12	m	m	PROPN
easat-2307	627	13	b	b	NOUN
easat-2307	627	14	ra	ra	PROPN
easat-2307	628	1	k	k	PROPN
easat-2307	628	2	z	z	PROPN
easat-2307	629	1	a	a	DET
easat-2307	629	2	%	%	NOUN
easat-2307	629	3	r	r	NOUN
easat-2307	629	4	e	e	NOUN
easat-2307	629	5	g	g	NOUN
easat-2307	629	6	ij	ij	NOUN
easat-2307	629	7	a	a	DET
easat-2307	629	8	l	l	NOUN
easat-2307	630	1	o	o	X
easat-2307	630	2	k	k	NOUN
easat-2307	631	1	a	a	DET
easat-2307	631	2	ln	ln	NOUN
easat-2307	631	3	a	a	DET
easat-2307	631	4	v	v	NOUN
easat-2307	631	5	la	la	PROPN
easat-2307	631	6	s	s	PROPN
easat-2307	631	7	t	t	PROPN
easat-2307	631	8	p	p	X
easat-2307	631	9	ri	ri	PROPN
easat-2307	632	1	h	h	NOUN
easat-2307	632	2	o	o	NOUN
easat-2307	633	1	d	d	X
easat-2307	633	2	n	n	NOUN
easat-2307	633	3	e	e	NOUN
easat-2307	633	4	m	m	VERB
easat-2307	633	5	a	a	DET
easat-2307	633	6	%	%	NOUN
easat-2307	634	1	n	n	ADP
easat-2307	634	2	e	e	PROPN
easat-2307	634	3	v	v	PROPN
easat-2307	634	4	je	je	PROPN
easat-2307	634	5	rn	rn	PROPN
easat-2307	634	6	ic	ic	PROPN
easat-2307	635	1	i	i	PRON
easat-2307	635	2	%	%	VERB
easat-2307	635	3	p	p	X
easat-2307	636	1	ri	ri	NOUN
easat-2307	637	1	h	h	NOUN
easat-2307	637	2	o	o	NOUN
easat-2307	638	1	d	d	X
easat-2307	638	2	o	o	X
easat-2307	639	1	d	d	X
easat-2307	639	2	s	s	VERB
easat-2307	639	3	a	a	DET
easat-2307	639	4	m	m	NOUN
easat-2307	639	5	o	o	NOUN
easat-2307	639	6	s	s	X
easat-2307	639	7	ta	ta	X
easat-2307	639	8	ln	ln	ADJ
easat-2307	639	9	o	o	NOUN
easat-2307	639	10	g	g	PROPN
easat-2307	639	11	r	r	NOUN
easat-2307	639	12	a	a	PROPN
easat-2307	640	1	d	d	NOUN
easat-2307	640	2	a	a	DET
easat-2307	640	3	%	%	NOUN
easat-2307	641	1	p	p	NOUN
easat-2307	641	2	o	o	X
easat-2307	641	3	s	s	X
easat-2307	641	4	je	je	X
easat-2307	641	5	d	d	X
easat-2307	641	6	u	u	X
easat-2307	641	7	je	je	PROPN
easat-2307	641	8	i	i	PROPN
easat-2307	641	9	n	n	X
easat-2307	641	10	te	te	VERB
easat-2307	641	11	rn	rn	PROPN
easat-2307	641	12	e	e	PROPN
easat-2307	641	13	t	t	PROPN
easat-2307	641	14	p	p	X
easat-2307	641	15	ri	ri	PROPN
easat-2307	641	16	s	s	X
easat-2307	641	17	tu	tu	PROPN
easat-2307	641	18	p	p	NOUN
easat-2307	641	19	%	%	NOUN
easat-2307	642	1	n	n	PRON
easat-2307	642	2	e	e	NOUN
easat-2307	642	3	p	p	PROPN
easat-2307	642	4	is	be	AUX
easat-2307	642	5	m	m	PROPN
easat-2307	642	6	e	e	NOUN
easat-2307	642	7	n	n	CCONJ
easat-2307	642	8	ih	ih	NOUN
easat-2307	642	9	%	%	NOUN
easat-2307	642	10	kolinda	kolinda	NOUN
easat-2307	642	11	%	%	NOUN
easat-2307	642	12	1	1	NUM
easat-2307	642	13	0,87	0,87	NOUN
easat-2307	642	14	0,59	0,59	NUM
easat-2307	642	15	0,58	0,58	NOUN
easat-2307	642	16	0,51	0,51	PUNCT
easat-2307	642	17	0,51	0,51	NUM
easat-2307	643	1	0,50	0,50	PUNCT
easat-2307	643	2	0,41	0,41	NUM
easat-2307	643	3	0,40	0,40	NUM
easat-2307	643	4	referendum	referendum	NOUN
easat-2307	643	5	brak	brak	NOUN
easat-2307	643	6	za	za	PROPN
easat-2307	643	7	%	%	NOUN
easat-2307	643	8	0,87	0,87	NOUN
easat-2307	643	9	1	1	NUM
easat-2307	643	10	0,58	0,58	NUM
easat-2307	643	11	0,55	0,55	VERB
easat-2307	644	1	0,57	0,57	NOUN
easat-2307	644	2	0,71	0,71	NUM
easat-2307	644	3	0,57	0,57	NOUN
easat-2307	644	4	0,47	0,47	NUM
easat-2307	644	5	0,37	0,37	NUM
easat-2307	645	1	regija	regija	VERB
easat-2307	645	2	0,59	0,59	NUM
easat-2307	645	3	0,58	0,58	NUM
easat-2307	645	4	1	1	NUM
easat-2307	645	5	0,42	0,42	NOUN
easat-2307	645	6	0,45	0,45	NUM
easat-2307	645	7	0,27	0,27	NUM
easat-2307	646	1	0,59	0,59	NUM
easat-2307	646	2	0,34	0,34	NUM
easat-2307	647	1	0,34	0,34	NUM
easat-2307	647	2	lokalna	lokalna	PROPN
easat-2307	647	3	vlast	vlast	NOUN
easat-2307	647	4	0,58	0,58	PUNCT
easat-2307	648	1	0,55	0,55	PUNCT
easat-2307	649	1	0,42	0,42	NOUN
easat-2307	649	2	1	1	NUM
easat-2307	649	3	0,32	0,32	X
easat-2307	649	4	0,37	0,37	NUM
easat-2307	649	5	0,34	0,34	PUNCT
easat-2307	650	1	0,28	0,28	NUM
easat-2307	651	1	0,23	0,23	NOUN
easat-2307	651	2	prihod	prihod	VERB
easat-2307	651	3	nema	nema	PROPN
easat-2307	651	4	%	%	NOUN
easat-2307	651	5	0,51	0,51	PUNCT
easat-2307	652	1	0,57	0,57	PROPN
easat-2307	652	2	0,45	0,45	NUM
easat-2307	652	3	0,32	0,32	PUNCT
easat-2307	653	1	1	1	NUM
easat-2307	653	2	0,46	0,46	NUM
easat-2307	653	3	0,41	0,41	PUNCT
easat-2307	653	4	0,12	0,12	NUM
easat-2307	653	5	0,24	0,24	X
easat-2307	654	1	nevjernici	nevjernici	ADJ
easat-2307	654	2	%	%	INTJ
easat-2307	654	3	0,51	0,51	PUNCT
easat-2307	655	1	0,71	0,71	NUM
easat-2307	655	2	0,27	0,27	NUM
easat-2307	656	1	0,37	0,37	NUM
easat-2307	657	1	0,46	0,46	NOUN
easat-2307	657	2	1	1	NUM
easat-2307	658	1	0,44	0,44	X
easat-2307	658	2	0,46	0,46	NOUN
easat-2307	658	3	0,32	0,32	PUNCT
easat-2307	659	1	prihod	prihod	PROPN
easat-2307	659	2	od	od	PROPN
easat-2307	659	3	samostalnog	samostalnog	PROPN
easat-2307	660	1	rada	rada	PROPN
easat-2307	661	1	%	%	INTJ
easat-2307	662	1	0,50	0,50	INTJ
easat-2307	662	2	0,57	0,57	NOUN
easat-2307	662	3	0,59	0,59	NUM
easat-2307	662	4	0,34	0,34	NUM
easat-2307	662	5	0,41	0,41	PUNCT
easat-2307	662	6	0,44	0,44	PUNCT
easat-2307	663	1	1	1	NUM
easat-2307	663	2	0,77	0,77	NOUN
easat-2307	663	3	0,53	0,53	NOUN
easat-2307	663	4	posjeduje	posjeduje	ADJ
easat-2307	663	5	internet	internet	NOUN
easat-2307	663	6	pristup	pristup	PROPN
easat-2307	663	7	%	%	NOUN
easat-2307	663	8	0,41	0,41	CCONJ
easat-2307	663	9	0,47	0,47	NUM
easat-2307	663	10	0,34	0,34	NUM
easat-2307	663	11	0,28	0,28	NUM
easat-2307	663	12	0,12	0,12	NUM
easat-2307	664	1	0,46	0,46	NOUN
easat-2307	665	1	0,77	0,77	NOUN
easat-2307	666	1	1	1	NUM
easat-2307	666	2	0,62	0,62	NUM
easat-2307	666	3	nepismenih	nepismenih	ADJ
easat-2307	666	4	%	%	NOUN
easat-2307	666	5	0,40	0,40	NUM
easat-2307	666	6	0,37	0,37	NUM
easat-2307	666	7	0,34	0,34	PUNCT
easat-2307	667	1	0,23	0,23	NUM
easat-2307	667	2	0,24	0,24	X
easat-2307	667	3	0,32	0,32	PUNCT
easat-2307	668	1	0,53	0,53	NOUN
easat-2307	668	2	0,62	0,62	SYM
easat-2307	668	3	1	1	NUM
easat-2307	668	4	1684	1684	NUM
easat-2307	668	5	edelweiss	edelweiss	PROPN
easat-2307	668	6	applied	apply	VERB
easat-2307	668	7	science	science	NOUN
easat-2307	668	8	and	and	CCONJ
easat-2307	668	9	technology	technology	NOUN
easat-2307	668	10	issn	issn	PROPN
easat-2307	668	11	:	:	PUNCT
easat-2307	668	12	2576	2576	NUM
easat-2307	668	13	-	-	SYM
easat-2307	668	14	8484	8484	NUM
easat-2307	668	15	vol	vol	NOUN
easat-2307	668	16	.	.	PROPN
easat-2307	668	17	8	8	NUM
easat-2307	668	18	,	,	PUNCT
easat-2307	668	19	no	no	INTJ
easat-2307	668	20	.	.	NOUN
easat-2307	669	1	6	6	NUM
easat-2307	669	2	:	:	SYM
easat-2307	669	3	1670	1670	NUM
easat-2307	669	4	-	-	SYM
easat-2307	669	5	1691	1691	NUM
easat-2307	669	6	,	,	PUNCT
easat-2307	669	7	2024	2024	NUM
easat-2307	669	8	doi	doi	NOUN
easat-2307	669	9	:	:	PUNCT
easat-2307	669	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	669	11	©	©	ADP
easat-2307	669	12	2024	2024	NUM
easat-2307	669	13	by	by	ADP
easat-2307	669	14	the	the	DET
easat-2307	669	15	author	author	NOUN
easat-2307	669	16	;	;	PUNCT
easat-2307	669	17	licensee	licensee	PROPN
easat-2307	669	18	learning	learning	NOUN
easat-2307	669	19	gate	gate	VERB
easat-2307	669	20	lower	low	ADJ
easat-2307	669	21	correlation	correlation	NOUN
easat-2307	669	22	with	with	ADP
easat-2307	669	23	other	other	ADJ
easat-2307	669	24	variables	variable	NOUN
easat-2307	669	25	,	,	PUNCT
easat-2307	669	26	which	which	PRON
easat-2307	669	27	establishes	establish	VERB
easat-2307	669	28	it	it	PRON
easat-2307	669	29	as	as	ADP
easat-2307	669	30	a	a	DET
easat-2307	669	31	strong	strong	ADJ
easat-2307	669	32	and	and	CCONJ
easat-2307	669	33	independent	independent	ADJ
easat-2307	669	34	predictor	predictor	NOUN
easat-2307	669	35	.	.	PUNCT
easat-2307	670	1	these	these	DET
easat-2307	670	2	two	two	NUM
easat-2307	670	3	predictors	predictor	NOUN
easat-2307	670	4	were	be	AUX
easat-2307	670	5	used	use	VERB
easat-2307	670	6	to	to	PART
easat-2307	670	7	construct	construct	VERB
easat-2307	670	8	the	the	DET
easat-2307	670	9	linear	linear	ADJ
easat-2307	670	10	regression	regression	NOUN
easat-2307	670	11	model	model	NOUN
easat-2307	670	12	(	(	PUNCT
easat-2307	670	13	lr1	lr1	PROPN
easat-2307	670	14	)	)	PUNCT
easat-2307	670	15	.	.	PUNCT
easat-2307	671	1	the	the	DET
easat-2307	671	2	model	model	NOUN
easat-2307	671	3	sought	seek	VERB
easat-2307	671	4	to	to	PART
easat-2307	671	5	elucidate	elucidate	VERB
easat-2307	671	6	the	the	DET
easat-2307	671	7	variability	variability	NOUN
easat-2307	671	8	in	in	ADP
easat-2307	671	9	the	the	DET
easat-2307	671	10	dependent	dependent	ADJ
easat-2307	671	11	variable	variable	NOUN
easat-2307	671	12	,	,	PUNCT
easat-2307	671	13	specifically	specifically	ADV
easat-2307	671	14	the	the	DET
easat-2307	671	15	percentage	percentage	NOUN
easat-2307	671	16	of	of	ADP
easat-2307	671	17	votes	vote	NOUN
easat-2307	671	18	for	for	ADP
easat-2307	671	19	the	the	DET
easat-2307	671	20	presidential	presidential	ADJ
easat-2307	671	21	candidate	candidate	NOUN
easat-2307	671	22	,	,	PUNCT
easat-2307	671	23	by	by	ADP
easat-2307	671	24	considering	consider	VERB
easat-2307	671	25	the	the	DET
easat-2307	671	26	chosen	choose	VERB
easat-2307	671	27	predictors	predictor	NOUN
easat-2307	671	28	.	.	PUNCT
easat-2307	672	1	several	several	ADJ
easat-2307	672	2	key	key	ADJ
easat-2307	672	3	steps	step	NOUN
easat-2307	672	4	were	be	AUX
easat-2307	672	5	involved	involve	VERB
easat-2307	672	6	in	in	ADP
easat-2307	672	7	the	the	DET
easat-2307	672	8	construction	construction	NOUN
easat-2307	672	9	and	and	CCONJ
easat-2307	672	10	evaluation	evaluation	NOUN
easat-2307	672	11	of	of	ADP
easat-2307	672	12	the	the	DET
easat-2307	672	13	model	model	NOUN
easat-2307	672	14	:	:	PUNCT
easat-2307	672	15	the	the	DET
easat-2307	672	16	model	model	NOUN
easat-2307	672	17	was	be	AUX
easat-2307	672	18	constructed	construct	VERB
easat-2307	672	19	utilizing	utilize	VERB
easat-2307	672	20	the	the	DET
easat-2307	672	21	ordinary	ordinary	ADJ
easat-2307	672	22	least	least	ADJ
easat-2307	672	23	squares	square	NOUN
easat-2307	672	24	(	(	PUNCT
easat-2307	672	25	ols	ol	NOUN
easat-2307	672	26	)	)	PUNCT
easat-2307	672	27	technique	technique	NOUN
easat-2307	672	28	.	.	PUNCT
easat-2307	673	1	as	as	SCONJ
easat-2307	673	2	shown	show	VERB
easat-2307	673	3	in	in	ADP
easat-2307	673	4	table	table	NOUN
easat-2307	673	5	1	1	NUM
easat-2307	673	6	based	base	VERB
easat-2307	673	7	on	on	ADP
easat-2307	673	8	the	the	DET
easat-2307	673	9	analysis	analysis	NOUN
easat-2307	673	10	,	,	PUNCT
easat-2307	673	11	it	it	PRON
easat-2307	673	12	was	be	AUX
easat-2307	673	13	determined	determine	VERB
easat-2307	673	14	that	that	SCONJ
easat-2307	673	15	the	the	DET
easat-2307	673	16	r²	r²	NOUN
easat-2307	673	17	value	value	NOUN
easat-2307	673	18	of	of	ADP
easat-2307	673	19	the	the	DET
easat-2307	673	20	model	model	NOUN
easat-2307	673	21	is	be	AUX
easat-2307	673	22	0.874	0.874	NUM
easat-2307	673	23	,	,	PUNCT
easat-2307	673	24	suggesting	suggest	VERB
easat-2307	673	25	that	that	SCONJ
easat-2307	673	26	the	the	DET
easat-2307	673	27	model	model	NOUN
easat-2307	673	28	can	can	AUX
easat-2307	673	29	account	account	VERB
easat-2307	673	30	for	for	ADP
easat-2307	673	31	87.4	87.4	NUM
easat-2307	673	32	%	%	NOUN
easat-2307	673	33	of	of	ADP
easat-2307	673	34	the	the	DET
easat-2307	673	35	variability	variability	NOUN
easat-2307	673	36	in	in	ADP
easat-2307	673	37	the	the	DET
easat-2307	673	38	dependent	dependent	ADJ
easat-2307	673	39	variable	variable	NOUN
easat-2307	673	40	.	.	PUNCT
easat-2307	674	1	the	the	DET
easat-2307	674	2	high	high	ADJ
easat-2307	674	3	r²	r²	NOUN
easat-2307	674	4	indicates	indicate	VERB
easat-2307	674	5	that	that	SCONJ
easat-2307	674	6	the	the	DET
easat-2307	674	7	selected	select	VERB
easat-2307	674	8	predictors	predictor	NOUN
easat-2307	674	9	successfully	successfully	ADV
easat-2307	674	10	capture	capture	VERB
easat-2307	674	11	most	most	ADJ
easat-2307	674	12	of	of	ADP
easat-2307	674	13	the	the	DET
easat-2307	674	14	variance	variance	NOUN
easat-2307	674	15	in	in	ADP
easat-2307	674	16	voter	voter	NOUN
easat-2307	674	17	behavior	behavior	NOUN
easat-2307	674	18	.	.	PUNCT
easat-2307	675	1	table	table	NOUN
easat-2307	675	2	1	1	NUM
easat-2307	675	3	.	.	PUNCT
easat-2307	675	4	coefficients	coefficient	NOUN
easat-2307	675	5	of	of	ADP
easat-2307	675	6	determination	determination	NOUN
easat-2307	675	7	for	for	ADP
easat-2307	675	8	model	model	NOUN
easat-2307	675	9	lr1	lr1	PROPN
easat-2307	675	10	.	.	PUNCT
easat-2307	676	1	model	model	NOUN
easat-2307	676	2	r	r	NOUN
easat-2307	676	3	r²	r²	NOUN
easat-2307	676	4	adjusted	adjust	VERB
easat-2307	676	5	r²	r²	NOUN
easat-2307	676	6	standard	standard	NOUN
easat-2307	676	7	error	error	NOUN
easat-2307	676	8	lr1	lr1	NOUN
easat-2307	676	9	0.935	0.935	NUM
easat-2307	676	10	0.874	0.874	NUM
easat-2307	676	11	0.872	0.872	NUM
easat-2307	676	12	0.127	0.127	NUM
easat-2307	676	13	a	a	DET
easat-2307	676	14	significance	significance	NOUN
easat-2307	676	15	test	test	NOUN
easat-2307	676	16	was	be	AUX
easat-2307	676	17	conducted	conduct	VERB
easat-2307	676	18	using	use	VERB
easat-2307	676	19	analysis	analysis	NOUN
easat-2307	676	20	of	of	ADP
easat-2307	676	21	variance	variance	NOUN
easat-2307	676	22	(	(	PUNCT
easat-2307	676	23	anova	anova	PROPN
easat-2307	676	24	)	)	PUNCT
easat-2307	676	25	to	to	PART
easat-2307	676	26	evaluate	evaluate	VERB
easat-2307	676	27	the	the	DET
easat-2307	676	28	regression	regression	NOUN
easat-2307	676	29	model	model	NOUN
easat-2307	676	30	.	.	PUNCT
easat-2307	677	1	the	the	DET
easat-2307	677	2	model	model	NOUN
easat-2307	677	3	exhibited	exhibit	VERB
easat-2307	677	4	an	an	DET
easat-2307	677	5	exceptionally	exceptionally	ADV
easat-2307	677	6	high	high	ADJ
easat-2307	677	7	f	f	NOUN
easat-2307	677	8	-	-	PUNCT
easat-2307	677	9	statistic	statistic	ADJ
easat-2307	677	10	(	(	PUNCT
easat-2307	677	11	894.472	894.472	NUM
easat-2307	677	12	)	)	PUNCT
easat-2307	677	13	and	and	CCONJ
easat-2307	677	14	a	a	DET
easat-2307	677	15	p	p	NOUN
easat-2307	677	16	-	-	PUNCT
easat-2307	677	17	value	value	NOUN
easat-2307	677	18	of	of	ADP
easat-2307	677	19	less	less	ADJ
easat-2307	677	20	than	than	ADP
easat-2307	677	21	0.001	0.001	NUM
easat-2307	677	22	,	,	PUNCT
easat-2307	677	23	suggesting	suggest	VERB
easat-2307	677	24	that	that	SCONJ
easat-2307	677	25	the	the	DET
easat-2307	677	26	model	model	NOUN
easat-2307	677	27	is	be	AUX
easat-2307	677	28	statistically	statistically	ADV
easat-2307	677	29	significant	significant	ADJ
easat-2307	677	30	at	at	ADP
easat-2307	677	31	all	all	DET
easat-2307	677	32	levels	level	NOUN
easat-2307	677	33	of	of	ADP
easat-2307	677	34	significance	significance	NOUN
easat-2307	677	35	.	.	PUNCT
easat-2307	678	1	the	the	DET
easat-2307	678	2	results	result	NOUN
easat-2307	678	3	of	of	ADP
easat-2307	678	4	the	the	DET
easat-2307	678	5	anova	anova	PROPN
easat-2307	678	6	are	be	AUX
easat-2307	678	7	presented	present	VERB
easat-2307	678	8	in	in	ADP
easat-2307	678	9	table	table	NOUN
easat-2307	678	10	2	2	NUM
easat-2307	678	11	,	,	PUNCT
easat-2307	678	12	which	which	PRON
easat-2307	678	13	demonstrates	demonstrate	VERB
easat-2307	678	14	the	the	DET
easat-2307	678	15	significance	significance	NOUN
easat-2307	678	16	of	of	ADP
easat-2307	678	17	the	the	DET
easat-2307	678	18	model	model	NOUN
easat-2307	678	19	.	.	PUNCT
easat-2307	679	1	table	table	NOUN
easat-2307	679	2	2	2	NUM
easat-2307	679	3	.	.	PUNCT
easat-2307	679	4	coefficients	coefficient	NOUN
easat-2307	679	5	of	of	ADP
easat-2307	679	6	determination	determination	NOUN
easat-2307	679	7	for	for	ADP
easat-2307	679	8	model	model	NOUN
easat-2307	679	9	lr1	lr1	PROPN
easat-2307	679	10	.	.	PUNCT
easat-2307	680	1	source	source	NOUN
easat-2307	680	2	of	of	ADP
easat-2307	680	3	variation	variation	NOUN
easat-2307	680	4	sum	sum	NOUN
easat-2307	680	5	of	of	ADP
easat-2307	680	6	squares	square	NOUN
easat-2307	680	7	(	(	PUNCT
easat-2307	680	8	ss	ss	NOUN
easat-2307	680	9	)	)	PUNCT
easat-2307	680	10	degrees	degree	NOUN
easat-2307	680	11	of	of	ADP
easat-2307	680	12	freedom	freedom	NOUN
easat-2307	680	13	(	(	PUNCT
easat-2307	680	14	df	df	NOUN
easat-2307	680	15	)	)	PUNCT
easat-2307	680	16	mean	mean	VERB
easat-2307	681	1	square	square	PROPN
easat-2307	681	2	(	(	PUNCT
easat-2307	681	3	ms	ms	PROPN
easat-2307	681	4	)	)	PUNCT
easat-2307	681	5	f	f	NOUN
easat-2307	681	6	-	-	PUNCT
easat-2307	681	7	value	value	NOUN
easat-2307	681	8	significance	significance	NOUN
easat-2307	681	9	(	(	PUNCT
easat-2307	681	10	p	p	NOUN
easat-2307	681	11	-	-	PUNCT
easat-2307	681	12	value	value	NOUN
easat-2307	681	13	)	)	PUNCT
easat-2307	681	14	regression	regression	VERB
easat-2307	681	15	144.890	144.890	NUM
easat-2307	681	16	2	2	NUM
easat-2307	681	17	72.445	72.445	NUM
easat-2307	682	1	894.472	894.472	NUM
easat-2307	682	2	<	<	SYM
easat-2307	682	3	0.001	0.001	NUM
easat-2307	682	4	residual	residual	ADJ
easat-2307	682	5	20.855	20.855	NUM
easat-2307	682	6	258	258	NUM
easat-2307	682	7	0.081	0.081	NUM
easat-2307	682	8	total	total	ADJ
easat-2307	682	9	165.745	165.745	NUM
easat-2307	682	10	260	260	NUM
easat-2307	682	11	significance	significance	NOUN
easat-2307	682	12	testing	testing	NOUN
easat-2307	682	13	was	be	AUX
easat-2307	682	14	conducted	conduct	VERB
easat-2307	682	15	on	on	ADP
easat-2307	682	16	the	the	DET
easat-2307	682	17	estimated	estimate	VERB
easat-2307	682	18	coefficients	coefficient	NOUN
easat-2307	682	19	of	of	ADP
easat-2307	682	20	the	the	DET
easat-2307	682	21	predictor	predictor	NOUN
easat-2307	682	22	variables	variable	NOUN
easat-2307	682	23	.	.	PUNCT
easat-2307	683	1	the	the	DET
easat-2307	683	2	coefficients	coefficient	NOUN
easat-2307	683	3	of	of	ADP
easat-2307	683	4	both	both	DET
easat-2307	683	5	predictors	predictor	NOUN
easat-2307	683	6	,	,	PUNCT
easat-2307	683	7	referendum	referendum	NOUN
easat-2307	683	8	brak	brak	NOUN
easat-2307	683	9	za	za	PROPN
easat-2307	683	10	%	%	NOUN
easat-2307	683	11	and	and	CCONJ
easat-2307	683	12	nepismenih	nepismenih	PROPN
easat-2307	683	13	%	%	NOUN
easat-2307	683	14	,	,	PUNCT
easat-2307	683	15	were	be	AUX
easat-2307	683	16	found	find	VERB
easat-2307	683	17	to	to	PART
easat-2307	683	18	be	be	AUX
easat-2307	683	19	highly	highly	ADV
easat-2307	683	20	significant	significant	ADJ
easat-2307	683	21	(	(	PUNCT
easat-2307	683	22	p	p	X
easat-2307	683	23	<	<	X
easat-2307	683	24	0.001	0.001	NUM
easat-2307	683	25	)	)	PUNCT
easat-2307	683	26	,	,	PUNCT
easat-2307	683	27	indicating	indicate	VERB
easat-2307	683	28	their	their	PRON
easat-2307	683	29	strong	strong	ADJ
easat-2307	683	30	influence	influence	NOUN
easat-2307	683	31	on	on	ADP
easat-2307	683	32	the	the	DET
easat-2307	683	33	dependent	dependent	ADJ
easat-2307	683	34	variable	variable	NOUN
easat-2307	683	35	.	.	PUNCT
easat-2307	684	1	the	the	DET
easat-2307	684	2	estimated	estimate	VERB
easat-2307	684	3	coefficients	coefficient	NOUN
easat-2307	684	4	and	and	CCONJ
easat-2307	684	5	their	their	PRON
easat-2307	684	6	significance	significance	NOUN
easat-2307	684	7	levels	level	NOUN
easat-2307	684	8	are	be	AUX
easat-2307	684	9	provided	provide	VERB
easat-2307	684	10	in	in	ADP
easat-2307	684	11	table	table	NOUN
easat-2307	684	12	3	3	NUM
easat-2307	684	13	.	.	PUNCT
easat-2307	684	14	table	table	NOUN
easat-2307	684	15	3	3	NUM
easat-2307	684	16	.	.	PUNCT
easat-2307	685	1	variable	variable	ADJ
easat-2307	685	2	analysis	analysis	NOUN
easat-2307	685	3	for	for	ADP
easat-2307	685	4	model	model	NOUN
easat-2307	685	5	lr1	lr1	PROPN
easat-2307	685	6	.	.	PUNCT
easat-2307	686	1	model	model	PROPN
easat-2307	686	2	unstandardized	unstandardized	ADJ
easat-2307	686	3	coefficients	coefficient	NOUN
easat-2307	686	4	(	(	PUNCT
easat-2307	686	5	b	b	NOUN
easat-2307	686	6	)	)	PUNCT
easat-2307	686	7	standard	standard	ADJ
easat-2307	686	8	error	error	NOUN
easat-2307	686	9	(	(	PUNCT
easat-2307	686	10	std	std	NOUN
easat-2307	686	11	.	.	NOUN
easat-2307	686	12	error	error	NOUN
easat-2307	686	13	)	)	PUNCT
easat-2307	686	14	t	t	NOUN
easat-2307	686	15	-	-	PUNCT
easat-2307	686	16	value	value	NOUN
easat-2307	686	17	significance	significance	NOUN
easat-2307	686	18	(	(	PUNCT
easat-2307	686	19	sig	sig	NOUN
easat-2307	686	20	.	.	PUNCT
easat-2307	686	21	)	)	PUNCT
easat-2307	687	1	(	(	PUNCT
easat-2307	687	2	constant	constant	ADJ
easat-2307	687	3	)	)	PUNCT
easat-2307	687	4	-26.001	-26.001	NOUN
easat-2307	687	5	1.952	1.952	NUM
easat-2307	687	6	-13.318	-13.318	ADP
easat-2307	687	7	0.000	0.000	NUM
easat-2307	687	8	referendum	referendum	NOUN
easat-2307	687	9	brak	brak	NOUN
easat-2307	687	10	za	za	PROPN
easat-2307	687	11	%	%	PROPN
easat-2307	687	12	1.013	1.013	NUM
easat-2307	687	13	0.027	0.027	NUM
easat-2307	687	14	37.607	37.607	NUM
easat-2307	687	15	0.000	0.000	NUM
easat-2307	687	16	nepismenih	nepismenih	ADJ
easat-2307	687	17	%	%	NOUN
easat-2307	687	18	1.103	1.103	NUM
easat-2307	687	19	0.277	0.277	NUM
easat-2307	687	20	3.981	3.981	NUM
easat-2307	687	21	0.000	0.000	NUM
easat-2307	687	22	4.5.6	4.5.6	NUM
easat-2307	687	23	.	.	PUNCT
easat-2307	688	1	regression	regression	NOUN
easat-2307	688	2	modeling	model	VERB
easat-2307	688	3	valuable	valuable	ADJ
easat-2307	688	4	insights	insight	NOUN
easat-2307	688	5	into	into	ADP
easat-2307	688	6	voter	voter	NOUN
easat-2307	688	7	behavior	behavior	NOUN
easat-2307	688	8	during	during	ADP
easat-2307	688	9	the	the	DET
easat-2307	688	10	croatian	croatian	ADJ
easat-2307	688	11	presidential	presidential	ADJ
easat-2307	688	12	election	election	NOUN
easat-2307	688	13	are	be	AUX
easat-2307	688	14	provided	provide	VERB
easat-2307	688	15	by	by	ADP
easat-2307	688	16	the	the	DET
easat-2307	688	17	lr1	lr1	PROPN
easat-2307	688	18	model	model	NOUN
easat-2307	688	19	.	.	PUNCT
easat-2307	689	1	municipalities	municipality	NOUN
easat-2307	689	2	that	that	PRON
easat-2307	689	3	showed	show	VERB
easat-2307	689	4	greater	great	ADJ
easat-2307	689	5	support	support	NOUN
easat-2307	689	6	for	for	ADP
easat-2307	689	7	the	the	DET
easat-2307	689	8	marriage	marriage	NOUN
easat-2307	689	9	referendum	referendum	NOUN
easat-2307	689	10	also	also	ADV
easat-2307	689	11	tended	tend	VERB
easat-2307	689	12	to	to	PART
easat-2307	689	13	have	have	VERB
easat-2307	689	14	a	a	DET
easat-2307	689	15	higher	high	ADJ
easat-2307	689	16	percentage	percentage	NOUN
easat-2307	689	17	of	of	ADP
easat-2307	689	18	votes	vote	NOUN
easat-2307	689	19	for	for	ADP
easat-2307	689	20	right	right	ADJ
easat-2307	689	21	-	-	PUNCT
easat-2307	689	22	wing	wing	NOUN
easat-2307	689	23	politicians	politician	NOUN
easat-2307	689	24	,	,	PUNCT
easat-2307	689	25	as	as	SCONJ
easat-2307	689	26	indicated	indicate	VERB
easat-2307	689	27	by	by	ADP
easat-2307	689	28	the	the	DET
easat-2307	689	29	positive	positive	ADJ
easat-2307	689	30	coefficient	coefficient	NOUN
easat-2307	689	31	.	.	PUNCT
easat-2307	690	1	similarly	similarly	ADV
easat-2307	690	2	,	,	PUNCT
easat-2307	690	3	it	it	PRON
easat-2307	690	4	can	can	AUX
easat-2307	690	5	be	be	AUX
easat-2307	690	6	observed	observe	VERB
easat-2307	690	7	that	that	SCONJ
easat-2307	690	8	there	there	PRON
easat-2307	690	9	is	be	VERB
easat-2307	690	10	a	a	DET
easat-2307	690	11	positive	positive	ADJ
easat-2307	690	12	correlation	correlation	NOUN
easat-2307	690	13	between	between	ADP
easat-2307	690	14	higher	high	ADJ
easat-2307	690	15	illiteracy	illiteracy	NOUN
easat-2307	690	16	rates	rate	NOUN
easat-2307	690	17	and	and	CCONJ
easat-2307	690	18	greater	great	ADJ
easat-2307	690	19	support	support	NOUN
easat-2307	690	20	for	for	ADP
easat-2307	690	21	this	this	DET
easat-2307	690	22	candidate	candidate	NOUN
easat-2307	690	23	.	.	PUNCT
easat-2307	691	1	once	once	SCONJ
easat-2307	691	2	the	the	DET
easat-2307	691	3	initial	initial	ADJ
easat-2307	691	4	linear	linear	PROPN
easat-2307	691	5	regression	regression	NOUN
easat-2307	691	6	model	model	NOUN
easat-2307	691	7	(	(	PUNCT
easat-2307	691	8	lr1	lr1	PROPN
easat-2307	691	9	)	)	PUNCT
easat-2307	691	10	was	be	AUX
easat-2307	691	11	constructed	construct	VERB
easat-2307	691	12	,	,	PUNCT
easat-2307	691	13	it	it	PRON
easat-2307	691	14	became	become	VERB
easat-2307	691	15	essential	essential	ADJ
easat-2307	691	16	to	to	PART
easat-2307	691	17	confirm	confirm	VERB
easat-2307	691	18	the	the	DET
easat-2307	691	19	satisfaction	satisfaction	NOUN
easat-2307	691	20	of	of	ADP
easat-2307	691	21	the	the	DET
easat-2307	691	22	gauss	gauss	ADJ
easat-2307	691	23	-	-	PUNCT
easat-2307	691	24	markov	markov	NOUN
easat-2307	691	25	assumptions	assumption	NOUN
easat-2307	691	26	.	.	PUNCT
easat-2307	692	1	these	these	DET
easat-2307	692	2	assumptions	assumption	NOUN
easat-2307	692	3	play	play	VERB
easat-2307	692	4	a	a	DET
easat-2307	692	5	crucial	crucial	ADJ
easat-2307	692	6	role	role	NOUN
easat-2307	692	7	in	in	ADP
easat-2307	692	8	ensuring	ensure	VERB
easat-2307	692	9	the	the	DET
easat-2307	692	10	1685	1685	NUM
easat-2307	692	11	edelweiss	edelweiss	PROPN
easat-2307	692	12	applied	apply	VERB
easat-2307	692	13	science	science	NOUN
easat-2307	692	14	and	and	CCONJ
easat-2307	692	15	technology	technology	NOUN
easat-2307	692	16	issn	issn	PROPN
easat-2307	692	17	:	:	PUNCT
easat-2307	692	18	2576	2576	NUM
easat-2307	692	19	-	-	SYM
easat-2307	692	20	8484	8484	NUM
easat-2307	692	21	vol	vol	NOUN
easat-2307	692	22	.	.	PROPN
easat-2307	692	23	8	8	NUM
easat-2307	692	24	,	,	PUNCT
easat-2307	692	25	no	no	INTJ
easat-2307	692	26	.	.	NOUN
easat-2307	692	27	6	6	NUM
easat-2307	692	28	:	:	SYM
easat-2307	692	29	1670	1670	NUM
easat-2307	692	30	-	-	SYM
easat-2307	692	31	1691	1691	NUM
easat-2307	692	32	,	,	PUNCT
easat-2307	692	33	2024	2024	NUM
easat-2307	692	34	doi	doi	NOUN
easat-2307	692	35	:	:	PUNCT
easat-2307	692	36	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	692	37	©	©	ADP
easat-2307	692	38	2024	2024	NUM
easat-2307	692	39	by	by	ADP
easat-2307	692	40	the	the	DET
easat-2307	692	41	author	author	NOUN
easat-2307	692	42	;	;	PUNCT
easat-2307	692	43	licensee	licensee	NOUN
easat-2307	692	44	learning	learn	VERB
easat-2307	692	45	gate	gate	NOUN
easat-2307	692	46	reliability	reliability	NOUN
easat-2307	692	47	and	and	CCONJ
easat-2307	692	48	efficiency	efficiency	NOUN
easat-2307	692	49	of	of	ADP
easat-2307	692	50	the	the	DET
easat-2307	692	51	ordinary	ordinary	ADJ
easat-2307	692	52	least	least	ADJ
easat-2307	692	53	squares	square	NOUN
easat-2307	692	54	(	(	PUNCT
easat-2307	692	55	ols	ol	NOUN
easat-2307	692	56	)	)	PUNCT
easat-2307	692	57	estimator	estimator	NOUN
easat-2307	692	58	.	.	PUNCT
easat-2307	693	1	one	one	NUM
easat-2307	693	2	crucial	crucial	ADJ
easat-2307	693	3	requirement	requirement	NOUN
easat-2307	693	4	is	be	AUX
easat-2307	693	5	homoscedasticity	homoscedasticity	NOUN
easat-2307	693	6	,	,	PUNCT
easat-2307	693	7	which	which	PRON
easat-2307	693	8	necessitates	necessitate	VERB
easat-2307	693	9	a	a	DET
easat-2307	693	10	constant	constant	ADJ
easat-2307	693	11	variance	variance	NOUN
easat-2307	693	12	of	of	ADP
easat-2307	693	13	the	the	DET
easat-2307	693	14	residuals	residual	NOUN
easat-2307	693	15	(	(	PUNCT
easat-2307	693	16	errors	error	NOUN
easat-2307	693	17	)	)	PUNCT
easat-2307	693	18	across	across	ADP
easat-2307	693	19	all	all	DET
easat-2307	693	20	levels	level	NOUN
easat-2307	693	21	of	of	ADP
easat-2307	693	22	the	the	DET
easat-2307	693	23	independent	independent	ADJ
easat-2307	693	24	variables	variable	NOUN
easat-2307	693	25	.	.	PUNCT
easat-2307	694	1	figure	figure	NOUN
easat-2307	694	2	3	3	NUM
easat-2307	694	3	.	.	PUNCT
easat-2307	694	4	homoscedasticity	homoscedasticity	NOUN
easat-2307	694	5	conditions	condition	NOUN
easat-2307	694	6	for	for	ADP
easat-2307	694	7	the	the	DET
easat-2307	694	8	lr1	lr1	NOUN
easat-2307	694	9	model	model	NOUN
easat-2307	694	10	.	.	PUNCT
easat-2307	695	1	upon	upon	SCONJ
easat-2307	695	2	examination	examination	NOUN
easat-2307	695	3	,	,	PUNCT
easat-2307	695	4	it	it	PRON
easat-2307	695	5	was	be	AUX
easat-2307	695	6	determined	determine	VERB
easat-2307	695	7	that	that	SCONJ
easat-2307	695	8	the	the	DET
easat-2307	695	9	lr1	lr1	NOUN
easat-2307	695	10	model	model	NOUN
easat-2307	695	11	did	do	AUX
easat-2307	695	12	not	not	PART
easat-2307	695	13	meet	meet	VERB
easat-2307	695	14	the	the	DET
easat-2307	695	15	homoscedasticity	homoscedasticity	NOUN
easat-2307	695	16	condition	condition	NOUN
easat-2307	695	17	.	.	PUNCT
easat-2307	696	1	in	in	ADP
easat-2307	696	2	figure	figure	NOUN
easat-2307	696	3	3	3	NUM
easat-2307	696	4	,	,	PUNCT
easat-2307	696	5	it	it	PRON
easat-2307	696	6	can	can	AUX
easat-2307	696	7	be	be	AUX
easat-2307	696	8	observed	observe	VERB
easat-2307	696	9	that	that	SCONJ
easat-2307	696	10	the	the	DET
easat-2307	696	11	residuals	residual	NOUN
easat-2307	696	12	do	do	AUX
easat-2307	696	13	not	not	PART
easat-2307	696	14	exhibit	exhibit	VERB
easat-2307	696	15	symmetrical	symmetrical	ADJ
easat-2307	696	16	dispersion	dispersion	NOUN
easat-2307	696	17	around	around	ADP
easat-2307	696	18	the	the	DET
easat-2307	696	19	line	line	NOUN
easat-2307	696	20	y=0	y=0	PRON
easat-2307	696	21	.	.	PUNCT
easat-2307	697	1	this	this	PRON
easat-2307	697	2	is	be	AUX
easat-2307	697	3	evident	evident	ADJ
easat-2307	697	4	from	from	ADP
easat-2307	697	5	the	the	DET
easat-2307	697	6	residuals	residual	NOUN
easat-2307	697	7	versus	versus	ADP
easat-2307	697	8	fitted	fit	VERB
easat-2307	697	9	values	value	NOUN
easat-2307	697	10	plot	plot	NOUN
easat-2307	697	11	.	.	PUNCT
easat-2307	698	1	heteroscedasticity	heteroscedasticity	NOUN
easat-2307	698	2	is	be	AUX
easat-2307	698	3	indicated	indicate	VERB
easat-2307	698	4	by	by	ADP
easat-2307	698	5	the	the	DET
easat-2307	698	6	lack	lack	NOUN
easat-2307	698	7	of	of	ADP
easat-2307	698	8	symmetry	symmetry	NOUN
easat-2307	698	9	,	,	PUNCT
easat-2307	698	10	which	which	PRON
easat-2307	698	11	suggests	suggest	VERB
easat-2307	698	12	that	that	SCONJ
easat-2307	698	13	the	the	DET
easat-2307	698	14	variance	variance	NOUN
easat-2307	698	15	of	of	ADP
easat-2307	698	16	residuals	residual	NOUN
easat-2307	698	17	increases	increase	NOUN
easat-2307	698	18	as	as	SCONJ
easat-2307	698	19	the	the	DET
easat-2307	698	20	fitted	fit	VERB
easat-2307	698	21	values	value	NOUN
easat-2307	698	22	increase	increase	VERB
easat-2307	698	23	.	.	PUNCT
easat-2307	699	1	it	it	PRON
easat-2307	699	2	appears	appear	VERB
easat-2307	699	3	that	that	SCONJ
easat-2307	699	4	the	the	DET
easat-2307	699	5	model	model	NOUN
easat-2307	699	6	may	may	AUX
easat-2307	699	7	be	be	AUX
easat-2307	699	8	underestimating	underestimate	VERB
easat-2307	699	9	in	in	ADP
easat-2307	699	10	areas	area	NOUN
easat-2307	699	11	with	with	ADP
easat-2307	699	12	high	high	ADJ
easat-2307	699	13	residuals	residual	NOUN
easat-2307	699	14	,	,	PUNCT
easat-2307	699	15	which	which	PRON
easat-2307	699	16	could	could	AUX
easat-2307	699	17	result	result	VERB
easat-2307	699	18	in	in	ADP
easat-2307	699	19	unreliable	unreliable	ADJ
easat-2307	699	20	predictions	prediction	NOUN
easat-2307	699	21	in	in	ADP
easat-2307	699	22	those	those	DET
easat-2307	699	23	regions	region	NOUN
easat-2307	699	24	.	.	PUNCT
easat-2307	700	1	although	although	SCONJ
easat-2307	700	2	the	the	DET
easat-2307	700	3	lr1	lr1	NOUN
easat-2307	700	4	model	model	NOUN
easat-2307	700	5	had	have	VERB
easat-2307	700	6	a	a	DET
easat-2307	700	7	high	high	ADJ
easat-2307	700	8	coefficient	coefficient	NOUN
easat-2307	700	9	of	of	ADP
easat-2307	700	10	determination	determination	NOUN
easat-2307	700	11	(	(	PUNCT
easat-2307	700	12	r²	r²	PROPN
easat-2307	700	13	)	)	PUNCT
easat-2307	700	14	,	,	PUNCT
easat-2307	700	15	its	its	PRON
easat-2307	700	16	rejection	rejection	NOUN
easat-2307	700	17	was	be	AUX
easat-2307	700	18	necessary	necessary	ADJ
easat-2307	700	19	due	due	ADP
easat-2307	700	20	to	to	ADP
easat-2307	700	21	the	the	DET
easat-2307	700	22	poor	poor	ADJ
easat-2307	700	23	dispersion	dispersion	NOUN
easat-2307	700	24	of	of	ADP
easat-2307	700	25	residuals	residual	NOUN
easat-2307	700	26	.	.	PUNCT
easat-2307	701	1	it	it	PRON
easat-2307	701	2	is	be	AUX
easat-2307	701	3	suggested	suggest	VERB
easat-2307	701	4	that	that	SCONJ
easat-2307	701	5	the	the	DET
easat-2307	701	6	presence	presence	NOUN
easat-2307	701	7	of	of	ADP
easat-2307	701	8	heteroscedasticity	heteroscedasticity	NOUN
easat-2307	701	9	may	may	AUX
easat-2307	701	10	lead	lead	VERB
easat-2307	701	11	to	to	ADP
easat-2307	701	12	a	a	DET
easat-2307	701	13	potential	potential	ADJ
easat-2307	701	14	decrease	decrease	NOUN
easat-2307	701	15	in	in	ADP
easat-2307	701	16	the	the	DET
easat-2307	701	17	accuracy	accuracy	NOUN
easat-2307	701	18	of	of	ADP
easat-2307	701	19	outcome	outcome	NOUN
easat-2307	701	20	prediction	prediction	NOUN
easat-2307	701	21	,	,	PUNCT
easat-2307	701	22	particularly	particularly	ADV
easat-2307	701	23	when	when	SCONJ
easat-2307	701	24	dealing	deal	VERB
easat-2307	701	25	with	with	ADP
easat-2307	701	26	large	large	ADJ
easat-2307	701	27	residuals	residual	NOUN
easat-2307	701	28	.	.	PUNCT
easat-2307	702	1	4.5.7	4.5.7	X
easat-2307	702	2	.	.	PUNCT
easat-2307	703	1	new	new	ADJ
easat-2307	703	2	regression	regression	NOUN
easat-2307	703	3	modeling	model	VERB
easat-2307	703	4	a	a	DET
easat-2307	703	5	new	new	ADJ
easat-2307	703	6	model	model	NOUN
easat-2307	703	7	(	(	PUNCT
easat-2307	703	8	lr2	lr2	PROPN
easat-2307	703	9	)	)	PUNCT
easat-2307	703	10	was	be	AUX
easat-2307	703	11	developed	develop	VERB
easat-2307	703	12	to	to	PART
easat-2307	703	13	tackle	tackle	VERB
easat-2307	703	14	this	this	DET
easat-2307	703	15	issue	issue	NOUN
easat-2307	703	16	.	.	PUNCT
easat-2307	704	1	in	in	ADP
easat-2307	704	2	order	order	NOUN
easat-2307	704	3	to	to	PART
easat-2307	704	4	address	address	VERB
easat-2307	704	5	the	the	DET
easat-2307	704	6	problem	problem	NOUN
easat-2307	704	7	of	of	ADP
easat-2307	704	8	heteroscedasticity	heteroscedasticity	NOUN
easat-2307	704	9	,	,	PUNCT
easat-2307	704	10	the	the	DET
easat-2307	704	11	predictor	predictor	NOUN
easat-2307	704	12	variable	variable	ADJ
easat-2307	704	13	referendum	referendum	NOUN
easat-2307	704	14	brak	brak	NOUN
easat-2307	704	15	za	za	PROPN
easat-2307	704	16	%	%	NOUN
easat-2307	704	17	,	,	PUNCT
easat-2307	704	18	which	which	PRON
easat-2307	704	19	had	have	VERB
easat-2307	704	20	a	a	DET
easat-2307	704	21	high	high	ADJ
easat-2307	704	22	information	information	NOUN
easat-2307	704	23	gain	gain	NOUN
easat-2307	704	24	but	but	CCONJ
easat-2307	704	25	was	be	AUX
easat-2307	704	26	highly	highly	ADV
easat-2307	704	27	correlated	correlate	VERB
easat-2307	704	28	with	with	ADP
easat-2307	704	29	the	the	DET
easat-2307	704	30	dependent	dependent	ADJ
easat-2307	704	31	variable	variable	NOUN
easat-2307	704	32	,	,	PUNCT
easat-2307	704	33	was	be	AUX
easat-2307	704	34	removed	remove	VERB
easat-2307	704	35	.	.	PUNCT
easat-2307	705	1	the	the	DET
easat-2307	705	2	decision	decision	NOUN
easat-2307	705	3	was	be	AUX
easat-2307	705	4	made	make	VERB
easat-2307	705	5	based	base	VERB
easat-2307	705	6	on	on	ADP
easat-2307	705	7	the	the	DET
easat-2307	705	8	observation	observation	NOUN
easat-2307	705	9	that	that	PRON
easat-2307	705	10	models	model	VERB
easat-2307	705	11	with	with	ADP
easat-2307	705	12	fewer	few	ADJ
easat-2307	705	13	predictor	predictor	NOUN
easat-2307	705	14	variables	variable	NOUN
easat-2307	705	15	could	could	AUX
easat-2307	705	16	potentially	potentially	ADV
easat-2307	705	17	result	result	VERB
easat-2307	705	18	in	in	ADP
easat-2307	705	19	inaccurate	inaccurate	ADJ
easat-2307	705	20	predictions	prediction	NOUN
easat-2307	705	21	.	.	PUNCT
easat-2307	706	1	this	this	PRON
easat-2307	706	2	is	be	AUX
easat-2307	706	3	especially	especially	ADV
easat-2307	706	4	true	true	ADJ
easat-2307	706	5	if	if	SCONJ
easat-2307	706	6	a	a	DET
easat-2307	706	7	strong	strong	ADJ
easat-2307	706	8	variable	variable	ADJ
easat-2307	706	9	experiences	experience	VERB
easat-2307	706	10	a	a	DET
easat-2307	706	11	significant	significant	ADJ
easat-2307	706	12	change	change	NOUN
easat-2307	706	13	,	,	PUNCT
easat-2307	706	14	which	which	PRON
easat-2307	706	15	could	could	AUX
easat-2307	706	16	excessively	excessively	ADV
easat-2307	706	17	impact	impact	VERB
easat-2307	706	18	the	the	DET
easat-2307	706	19	outcome	outcome	NOUN
easat-2307	706	20	.	.	PUNCT
easat-2307	707	1	it	it	PRON
easat-2307	707	2	was	be	AUX
easat-2307	707	3	anticipated	anticipate	VERB
easat-2307	707	4	that	that	SCONJ
easat-2307	707	5	the	the	DET
easat-2307	707	6	lr2	lr2	PROPN
easat-2307	707	7	model	model	NOUN
easat-2307	707	8	would	would	AUX
easat-2307	707	9	evenly	evenly	ADV
easat-2307	707	10	distribute	distribute	VERB
easat-2307	707	11	the	the	DET
easat-2307	707	12	impact	impact	NOUN
easat-2307	707	13	of	of	ADP
easat-2307	707	14	changes	change	NOUN
easat-2307	707	15	by	by	ADP
easat-2307	707	16	incorporating	incorporate	VERB
easat-2307	707	17	additional	additional	ADJ
easat-2307	707	18	predictor	predictor	NOUN
easat-2307	707	19	variables	variable	NOUN
easat-2307	707	20	,	,	PUNCT
easat-2307	707	21	thereby	thereby	ADV
easat-2307	707	22	creating	create	VERB
easat-2307	707	23	a	a	DET
easat-2307	707	24	more	more	ADV
easat-2307	707	25	robust	robust	ADJ
easat-2307	707	26	model	model	NOUN
easat-2307	707	27	.	.	PUNCT
easat-2307	708	1	other	other	ADJ
easat-2307	708	2	predictor	predictor	NOUN
easat-2307	708	3	variables	variable	NOUN
easat-2307	708	4	with	with	ADP
easat-2307	708	5	an	an	DET
easat-2307	708	6	information	information	NOUN
easat-2307	708	7	gain	gain	VERB
easat-2307	708	8	greater	great	ADJ
easat-2307	708	9	than	than	ADP
easat-2307	708	10	0.1	0.1	NUM
easat-2307	708	11	were	be	AUX
easat-2307	708	12	used	use	VERB
easat-2307	708	13	to	to	PART
easat-2307	708	14	construct	construct	VERB
easat-2307	708	15	the	the	DET
easat-2307	708	16	lr2	lr2	PROPN
easat-2307	708	17	model	model	PROPN
easat-2307	708	18	.	.	PUNCT
easat-2307	709	1	the	the	DET
easat-2307	709	2	researcher	researcher	NOUN
easat-2307	709	3	utilized	utilize	VERB
easat-2307	709	4	a	a	DET
easat-2307	709	5	stepwise	stepwise	ADJ
easat-2307	709	6	selection	selection	NOUN
easat-2307	709	7	method	method	NOUN
easat-2307	709	8	to	to	PART
easat-2307	709	9	determine	determine	VERB
easat-2307	709	10	the	the	DET
easat-2307	709	11	predictor	predictor	NOUN
easat-2307	709	12	variables	variable	NOUN
easat-2307	709	13	that	that	PRON
easat-2307	709	14	would	would	AUX
easat-2307	709	15	be	be	AUX
easat-2307	709	16	incorporated	incorporate	VERB
easat-2307	709	17	into	into	ADP
easat-2307	709	18	the	the	DET
easat-2307	709	19	model	model	NOUN
easat-2307	709	20	.	.	PUNCT
easat-2307	710	1	variables	variable	NOUN
easat-2307	710	2	are	be	AUX
easat-2307	710	3	added	add	VERB
easat-2307	710	4	to	to	ADP
easat-2307	710	5	the	the	DET
easat-2307	710	6	model	model	NOUN
easat-2307	710	7	in	in	ADP
easat-2307	710	8	the	the	DET
easat-2307	710	9	stepwise	stepwise	ADJ
easat-2307	710	10	method	method	NOUN
easat-2307	710	11	if	if	SCONJ
easat-2307	710	12	their	their	PRON
easat-2307	710	13	1686	1686	NUM
easat-2307	710	14	edelweiss	edelweiss	PROPN
easat-2307	710	15	applied	apply	VERB
easat-2307	710	16	science	science	NOUN
easat-2307	710	17	and	and	CCONJ
easat-2307	710	18	technology	technology	NOUN
easat-2307	710	19	issn	issn	PROPN
easat-2307	710	20	:	:	PUNCT
easat-2307	710	21	2576	2576	NUM
easat-2307	710	22	-	-	SYM
easat-2307	710	23	8484	8484	NUM
easat-2307	710	24	vol	vol	NOUN
easat-2307	710	25	.	.	PROPN
easat-2307	710	26	8	8	NUM
easat-2307	710	27	,	,	PUNCT
easat-2307	710	28	no	no	INTJ
easat-2307	710	29	.	.	NOUN
easat-2307	711	1	6	6	NUM
easat-2307	711	2	:	:	SYM
easat-2307	711	3	1670	1670	NUM
easat-2307	711	4	-	-	SYM
easat-2307	711	5	1691	1691	NUM
easat-2307	711	6	,	,	PUNCT
easat-2307	711	7	2024	2024	NUM
easat-2307	711	8	doi	doi	NOUN
easat-2307	711	9	:	:	PUNCT
easat-2307	711	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	711	11	©	©	ADP
easat-2307	711	12	2024	2024	NUM
easat-2307	711	13	by	by	ADP
easat-2307	711	14	the	the	DET
easat-2307	711	15	author	author	NOUN
easat-2307	711	16	;	;	PUNCT
easat-2307	711	17	licensee	licensee	PROPN
easat-2307	711	18	learning	learning	NOUN
easat-2307	711	19	gate	gate	NOUN
easat-2307	711	20	significance	significance	NOUN
easat-2307	711	21	level	level	NOUN
easat-2307	711	22	falls	fall	VERB
easat-2307	711	23	below	below	ADP
easat-2307	711	24	5	5	NUM
easat-2307	711	25	%	%	NOUN
easat-2307	711	26	,	,	PUNCT
easat-2307	711	27	while	while	SCONJ
easat-2307	711	28	they	they	PRON
easat-2307	711	29	are	be	AUX
easat-2307	711	30	removed	remove	VERB
easat-2307	711	31	if	if	SCONJ
easat-2307	711	32	their	their	PRON
easat-2307	711	33	significance	significance	NOUN
easat-2307	711	34	level	level	NOUN
easat-2307	711	35	exceeds	exceed	VERB
easat-2307	711	36	10	10	NUM
easat-2307	711	37	%	%	NOUN
easat-2307	711	38	.	.	PUNCT
easat-2307	712	1	the	the	DET
easat-2307	712	2	reduced	reduced	ADJ
easat-2307	712	3	model	model	NOUN
easat-2307	712	4	was	be	AUX
easat-2307	712	5	achieved	achieve	VERB
easat-2307	712	6	by	by	ADP
easat-2307	712	7	ensuring	ensure	VERB
easat-2307	712	8	that	that	SCONJ
easat-2307	712	9	each	each	DET
easat-2307	712	10	parameter	parameter	NOUN
easat-2307	712	11	's	's	PART
easat-2307	712	12	significance	significance	NOUN
easat-2307	712	13	was	be	AUX
easat-2307	712	14	at	at	ADV
easat-2307	712	15	least	least	ADV
easat-2307	712	16	10	10	NUM
easat-2307	712	17	%	%	NOUN
easat-2307	712	18	.	.	PUNCT
easat-2307	713	1	the	the	DET
easat-2307	713	2	lr2	lr2	PROPN
easat-2307	713	3	model	model	NOUN
easat-2307	713	4	showed	show	VERB
easat-2307	713	5	remarkably	remarkably	ADV
easat-2307	713	6	high	high	ADJ
easat-2307	713	7	values	value	NOUN
easat-2307	713	8	of	of	ADP
easat-2307	713	9	the	the	DET
easat-2307	713	10	coefficient	coefficient	NOUN
easat-2307	713	11	of	of	ADP
easat-2307	713	12	determination	determination	NOUN
easat-2307	713	13	,	,	PUNCT
easat-2307	713	14	suggesting	suggest	VERB
easat-2307	713	15	that	that	SCONJ
easat-2307	713	16	a	a	DET
easat-2307	713	17	substantial	substantial	ADJ
easat-2307	713	18	percentage	percentage	NOUN
easat-2307	713	19	of	of	ADP
easat-2307	713	20	the	the	DET
easat-2307	713	21	variability	variability	NOUN
easat-2307	713	22	in	in	ADP
easat-2307	713	23	the	the	DET
easat-2307	713	24	dependent	dependent	ADJ
easat-2307	713	25	variable	variable	NOUN
easat-2307	713	26	was	be	AUX
easat-2307	713	27	explained	explain	VERB
easat-2307	713	28	by	by	ADP
easat-2307	713	29	the	the	DET
easat-2307	713	30	model	model	NOUN
easat-2307	713	31	.	.	PUNCT
easat-2307	714	1	as	as	ADP
easat-2307	714	2	an	an	DET
easat-2307	714	3	illustration	illustration	NOUN
easat-2307	714	4	,	,	PUNCT
easat-2307	714	5	the	the	DET
easat-2307	714	6	model	model	NOUN
easat-2307	714	7	with	with	ADP
easat-2307	714	8	nine	nine	NUM
easat-2307	714	9	predictor	predictor	NOUN
easat-2307	714	10	variables	variable	NOUN
easat-2307	714	11	yielded	yield	VERB
easat-2307	714	12	a	a	DET
easat-2307	714	13	r²	r²	NOUN
easat-2307	714	14	value	value	NOUN
easat-2307	714	15	of	of	ADP
easat-2307	714	16	0.722	0.722	NUM
easat-2307	714	17	,	,	PUNCT
easat-2307	714	18	indicating	indicate	VERB
easat-2307	714	19	that	that	SCONJ
easat-2307	714	20	it	it	PRON
easat-2307	714	21	explained	explain	VERB
easat-2307	714	22	72.2	72.2	NUM
easat-2307	714	23	%	%	NOUN
easat-2307	714	24	of	of	ADP
easat-2307	714	25	the	the	DET
easat-2307	714	26	variance	variance	NOUN
easat-2307	714	27	in	in	ADP
easat-2307	714	28	the	the	DET
easat-2307	714	29	percentage	percentage	NOUN
easat-2307	714	30	of	of	ADP
easat-2307	714	31	votes	vote	NOUN
easat-2307	714	32	for	for	ADP
easat-2307	714	33	the	the	DET
easat-2307	714	34	candidate	candidate	NOUN
easat-2307	714	35	.	.	PUNCT
easat-2307	715	1	we	we	PRON
easat-2307	715	2	examined	examine	VERB
easat-2307	715	3	the	the	DET
easat-2307	715	4	residuals	residual	NOUN
easat-2307	715	5	of	of	ADP
easat-2307	715	6	the	the	DET
easat-2307	715	7	lr2	lr2	PROPN
easat-2307	715	8	model	model	NOUN
easat-2307	715	9	to	to	PART
easat-2307	715	10	confirm	confirm	VERB
easat-2307	715	11	that	that	SCONJ
easat-2307	715	12	we	we	PRON
easat-2307	715	13	had	have	AUX
easat-2307	715	14	successfully	successfully	ADV
easat-2307	715	15	addressed	address	VERB
easat-2307	715	16	the	the	DET
easat-2307	715	17	issue	issue	NOUN
easat-2307	715	18	of	of	ADP
easat-2307	715	19	heteroscedasticity	heteroscedasticity	PROPN
easat-2307	715	20	.	.	PUNCT
easat-2307	716	1	figure	figure	NOUN
easat-2307	716	2	4	4	NUM
easat-2307	716	3	demonstrates	demonstrate	VERB
easat-2307	716	4	a	a	DET
easat-2307	716	5	notable	notable	ADJ
easat-2307	716	6	enhancement	enhancement	NOUN
easat-2307	716	7	in	in	ADP
easat-2307	716	8	the	the	DET
easat-2307	716	9	dispersion	dispersion	NOUN
easat-2307	716	10	of	of	ADP
easat-2307	716	11	residuals	residual	NOUN
easat-2307	716	12	,	,	PUNCT
easat-2307	716	13	resulting	result	VERB
easat-2307	716	14	in	in	ADP
easat-2307	716	15	a	a	DET
easat-2307	716	16	more	more	ADV
easat-2307	716	17	uniform	uniform	ADJ
easat-2307	716	18	distribution	distribution	NOUN
easat-2307	716	19	.	.	PUNCT
easat-2307	717	1	this	this	PRON
easat-2307	717	2	suggests	suggest	VERB
easat-2307	717	3	a	a	DET
easat-2307	717	4	commendable	commendable	ADJ
easat-2307	717	5	standardization	standardization	NOUN
easat-2307	717	6	of	of	ADP
easat-2307	717	7	errors	error	NOUN
easat-2307	717	8	.	.	PUNCT
easat-2307	718	1	the	the	DET
easat-2307	718	2	lr2	lr2	PROPN
easat-2307	718	3	model	model	PROPN
easat-2307	718	4	's	's	PART
easat-2307	718	5	improved	improved	ADJ
easat-2307	718	6	accuracy	accuracy	NOUN
easat-2307	718	7	and	and	CCONJ
easat-2307	718	8	reliability	reliability	NOUN
easat-2307	718	9	in	in	ADP
easat-2307	718	10	predicting	predict	VERB
easat-2307	718	11	voter	voter	NOUN
easat-2307	718	12	behavior	behavior	NOUN
easat-2307	718	13	is	be	AUX
easat-2307	718	14	evident	evident	ADJ
easat-2307	718	15	.	.	PUNCT
easat-2307	719	1	figure	figure	NOUN
easat-2307	719	2	4	4	NUM
easat-2307	719	3	.	.	PUNCT
easat-2307	719	4	homoscedasticity	homoscedasticity	NOUN
easat-2307	719	5	conditions	condition	NOUN
easat-2307	719	6	for	for	ADP
easat-2307	719	7	the	the	DET
easat-2307	719	8	lr2	lr2	PROPN
easat-2307	719	9	model	model	PROPN
easat-2307	719	10	.	.	PUNCT
easat-2307	720	1	several	several	ADJ
easat-2307	720	2	metrics	metric	NOUN
easat-2307	720	3	were	be	AUX
easat-2307	720	4	used	use	VERB
easat-2307	720	5	to	to	PART
easat-2307	720	6	evaluate	evaluate	VERB
easat-2307	720	7	the	the	DET
easat-2307	720	8	performance	performance	NOUN
easat-2307	720	9	of	of	ADP
easat-2307	720	10	the	the	DET
easat-2307	720	11	four	four	NUM
easat-2307	720	12	regression	regression	NOUN
easat-2307	720	13	models	model	NOUN
easat-2307	720	14	.	.	PUNCT
easat-2307	721	1	these	these	PRON
easat-2307	721	2	included	include	VERB
easat-2307	721	3	r	r	NOUN
easat-2307	721	4	-	-	PUNCT
easat-2307	721	5	squared	square	VERB
easat-2307	721	6	(	(	PUNCT
easat-2307	721	7	r²	r²	PROPN
easat-2307	721	8	)	)	PUNCT
easat-2307	721	9	,	,	PUNCT
easat-2307	721	10	adjusted	adjust	VERB
easat-2307	721	11	r	r	NOUN
easat-2307	721	12	-	-	PUNCT
easat-2307	721	13	squared	square	VERB
easat-2307	721	14	,	,	PUNCT
easat-2307	721	15	root	root	NOUN
easat-2307	721	16	mean	mean	VERB
easat-2307	721	17	squared	square	VERB
easat-2307	721	18	error	error	NOUN
easat-2307	721	19	(	(	PUNCT
easat-2307	721	20	rmse	rmse	NOUN
easat-2307	721	21	)	)	PUNCT
easat-2307	721	22	,	,	PUNCT
easat-2307	721	23	and	and	CCONJ
easat-2307	721	24	akaike	akaike	ADJ
easat-2307	721	25	information	information	NOUN
easat-2307	721	26	criterion	criterion	NOUN
easat-2307	721	27	(	(	PUNCT
easat-2307	721	28	aic	aic	PROPN
easat-2307	721	29	)	)	PUNCT
easat-2307	721	30	.	.	PUNCT
easat-2307	722	1	below	below	ADV
easat-2307	722	2	,	,	PUNCT
easat-2307	722	3	we	we	PRON
easat-2307	722	4	present	present	VERB
easat-2307	722	5	the	the	DET
easat-2307	722	6	findings	finding	NOUN
easat-2307	722	7	of	of	ADP
easat-2307	722	8	these	these	DET
easat-2307	722	9	evaluations	evaluation	NOUN
easat-2307	722	10	.	.	PUNCT
easat-2307	723	1	4.6	4.6	NUM
easat-2307	723	2	.	.	PUNCT
easat-2307	723	3	model	model	NOUN
easat-2307	723	4	construction	construction	NOUN
easat-2307	723	5	using	use	VERB
easat-2307	723	6	principal	principal	ADJ
easat-2307	723	7	component	component	NOUN
easat-2307	723	8	analysis	analysis	NOUN
easat-2307	723	9	(	(	PUNCT
easat-2307	723	10	pca	pca	PROPN
easat-2307	723	11	)	)	PUNCT
easat-2307	723	12	the	the	DET
easat-2307	723	13	original	original	ADJ
easat-2307	723	14	set	set	NOUN
easat-2307	723	15	of	of	ADP
easat-2307	723	16	predictor	predictor	NOUN
easat-2307	723	17	variables	variable	NOUN
easat-2307	723	18	was	be	AUX
easat-2307	723	19	transformed	transform	VERB
easat-2307	723	20	using	use	VERB
easat-2307	723	21	pca	pca	PROPN
easat-2307	723	22	to	to	PART
easat-2307	723	23	create	create	VERB
easat-2307	723	24	a	a	DET
easat-2307	723	25	smaller	small	ADJ
easat-2307	723	26	set	set	NOUN
easat-2307	723	27	of	of	ADP
easat-2307	723	28	uncorrelated	uncorrelated	ADJ
easat-2307	723	29	components	component	NOUN
easat-2307	723	30	that	that	PRON
easat-2307	723	31	effectively	effectively	ADV
easat-2307	723	32	capture	capture	VERB
easat-2307	723	33	the	the	DET
easat-2307	723	34	majority	majority	NOUN
easat-2307	723	35	of	of	ADP
easat-2307	723	36	the	the	DET
easat-2307	723	37	variance	variance	NOUN
easat-2307	723	38	in	in	ADP
easat-2307	723	39	the	the	DET
easat-2307	723	40	data	datum	NOUN
easat-2307	723	41	.	.	PUNCT
easat-2307	724	1	the	the	DET
easat-2307	724	2	eigenvalues	eigenvalue	NOUN
easat-2307	724	3	and	and	CCONJ
easat-2307	724	4	eigenvectors	eigenvector	NOUN
easat-2307	724	5	of	of	ADP
easat-2307	724	6	the	the	DET
easat-2307	724	7	correlation	correlation	NOUN
easat-2307	724	8	matrix	matrix	NOUN
easat-2307	724	9	of	of	ADP
easat-2307	724	10	the	the	DET
easat-2307	724	11	predictor	predictor	NOUN
easat-2307	724	12	variables	variable	NOUN
easat-2307	724	13	were	be	AUX
easat-2307	724	14	calculated	calculate	VERB
easat-2307	724	15	as	as	ADP
easat-2307	724	16	part	part	NOUN
easat-2307	724	17	of	of	ADP
easat-2307	724	18	the	the	DET
easat-2307	724	19	process	process	NOUN
easat-2307	724	20	.	.	PUNCT
easat-2307	725	1	a	a	DET
easat-2307	725	2	substantial	substantial	ADJ
easat-2307	725	3	portion	portion	NOUN
easat-2307	725	4	of	of	ADP
easat-2307	725	5	the	the	DET
easat-2307	725	6	variance	variance	NOUN
easat-2307	725	7	was	be	AUX
easat-2307	725	8	explained	explain	VERB
easat-2307	725	9	by	by	ADP
easat-2307	725	10	selecting	select	VERB
easat-2307	725	11	the	the	DET
easat-2307	725	12	significant	significant	ADJ
easat-2307	725	13	principal	principal	ADJ
easat-2307	725	14	components	component	NOUN
easat-2307	725	15	.	.	PUNCT
easat-2307	726	1	a	a	DET
easat-2307	726	2	new	new	ADJ
easat-2307	726	3	regression	regression	NOUN
easat-2307	726	4	model	model	NOUN
easat-2307	726	5	was	be	AUX
easat-2307	726	6	constructed	construct	VERB
easat-2307	726	7	using	use	VERB
easat-2307	726	8	the	the	DET
easat-2307	726	9	significant	significant	ADJ
easat-2307	726	10	principal	principal	ADJ
easat-2307	726	11	components	component	NOUN
easat-2307	726	12	as	as	ADP
easat-2307	726	13	predictors	predictor	NOUN
easat-2307	726	14	instead	instead	ADV
easat-2307	726	15	of	of	ADP
easat-2307	726	16	the	the	DET
easat-2307	726	17	original	original	ADJ
easat-2307	726	18	variables	variable	NOUN
easat-2307	726	19	,	,	PUNCT
easat-2307	726	20	once	once	SCONJ
easat-2307	726	21	they	they	PRON
easat-2307	726	22	were	be	AUX
easat-2307	726	23	selected	select	VERB
easat-2307	726	24	.	.	PUNCT
easat-2307	727	1	the	the	DET
easat-2307	727	2	objective	objective	NOUN
easat-2307	727	3	of	of	ADP
easat-2307	727	4	this	this	DET
easat-2307	727	5	approach	approach	NOUN
easat-2307	727	6	was	be	AUX
easat-2307	727	7	to	to	PART
easat-2307	727	8	tackle	tackle	VERB
easat-2307	727	9	multicollinearity	multicollinearity	NOUN
easat-2307	727	10	and	and	CCONJ
easat-2307	727	11	simplify	simplify	VERB
easat-2307	727	12	the	the	DET
easat-2307	727	13	model	model	NOUN
easat-2307	727	14	without	without	ADP
easat-2307	727	15	compromising	compromise	VERB
easat-2307	727	16	its	its	PRON
easat-2307	727	17	predictive	predictive	ADJ
easat-2307	727	18	capability	capability	NOUN
easat-2307	727	19	.	.	PUNCT
easat-2307	728	1	the	the	DET
easat-2307	728	2	number	number	NOUN
easat-2307	728	3	of	of	ADP
easat-2307	728	4	predictors	predictor	NOUN
easat-2307	728	5	(	(	PUNCT
easat-2307	728	6	principal	principal	ADJ
easat-2307	728	7	components	component	NOUN
easat-2307	728	8	)	)	PUNCT
easat-2307	728	9	used	use	VERB
easat-2307	728	10	in	in	ADP
easat-2307	728	11	the	the	DET
easat-2307	728	12	pca	pca	NOUN
easat-2307	728	13	model	model	NOUN
easat-2307	728	14	was	be	AUX
easat-2307	728	15	reduced	reduce	VERB
easat-2307	728	16	compared	compare	VERB
easat-2307	728	17	to	to	ADP
easat-2307	728	18	the	the	DET
easat-2307	728	19	original	original	ADJ
easat-2307	728	20	model	model	NOUN
easat-2307	728	21	,	,	PUNCT
easat-2307	728	22	which	which	PRON
easat-2307	728	23	led	lead	VERB
easat-2307	728	24	to	to	ADP
easat-2307	728	25	a	a	DET
easat-2307	728	26	more	more	ADV
easat-2307	728	27	streamlined	streamlined	ADJ
easat-2307	728	28	model	model	NOUN
easat-2307	728	29	.	.	PUNCT
easat-2307	729	1	the	the	DET
easat-2307	729	2	use	use	NOUN
easat-2307	729	3	of	of	ADP
easat-2307	729	4	principal	principal	ADJ
easat-2307	729	5	components	component	NOUN
easat-2307	729	6	as	as	ADP
easat-2307	729	7	uncorrelated	uncorrelated	ADJ
easat-2307	729	8	predictors	predictor	NOUN
easat-2307	729	9	helps	help	VERB
easat-2307	729	10	to	to	PART
easat-2307	729	11	mitigate	mitigate	VERB
easat-2307	729	12	the	the	DET
easat-2307	729	13	risk	risk	NOUN
easat-2307	729	14	of	of	ADP
easat-2307	729	15	overfitting	overfitte	VERB
easat-2307	729	16	and	and	CCONJ
easat-2307	729	17	enhances	enhance	VERB
easat-2307	729	18	the	the	DET
easat-2307	729	19	robustness	robustness	NOUN
easat-2307	729	20	of	of	ADP
easat-2307	729	21	the	the	DET
easat-2307	729	22	model	model	NOUN
easat-2307	729	23	.	.	PUNCT
easat-2307	730	1	the	the	DET
easat-2307	730	2	evaluation	evaluation	NOUN
easat-2307	730	3	of	of	ADP
easat-2307	730	4	the	the	DET
easat-2307	730	5	pca	pca	NOUN
easat-2307	730	6	-	-	PUNCT
easat-2307	730	7	transformed	transform	VERB
easat-2307	730	8	regression	regression	NOUN
easat-2307	730	9	model	model	NOUN
easat-2307	730	10	involved	involve	VERB
easat-2307	730	11	the	the	DET
easat-2307	730	12	utilization	utilization	NOUN
easat-2307	730	13	of	of	ADP
easat-2307	730	14	identical	identical	ADJ
easat-2307	730	15	metrics	metric	NOUN
easat-2307	730	16	as	as	ADP
easat-2307	730	17	the	the	DET
easat-2307	730	18	original	original	ADJ
easat-2307	730	19	model	model	NOUN
easat-2307	730	20	,	,	PUNCT
easat-2307	730	21	as	as	ADV
easat-2307	730	22	well	well	ADV
easat-2307	730	23	as	as	ADP
easat-2307	730	24	the	the	DET
easat-2307	730	25	lr1	lr1	NOUN
easat-2307	730	26	and	and	CCONJ
easat-2307	730	27	lr2	lr2	PROPN
easat-2307	730	28	models	model	NOUN
easat-2307	730	29	.	.	PUNCT
easat-2307	731	1	these	these	DET
easat-2307	731	2	metrics	metric	NOUN
easat-2307	731	3	encompassed	encompass	VERB
easat-2307	731	4	rsquared	rsquare	VERB
easat-2307	731	5	,	,	PUNCT
easat-2307	731	6	adjusted	adjust	VERB
easat-2307	731	7	r	r	NOUN
easat-2307	731	8	-	-	PUNCT
easat-2307	731	9	squared	square	VERB
easat-2307	731	10	,	,	PUNCT
easat-2307	731	11	and	and	CCONJ
easat-2307	731	12	root	root	NOUN
easat-2307	731	13	mean	mean	VERB
easat-2307	731	14	squared	square	VERB
easat-2307	731	15	error	error	NOUN
easat-2307	731	16	(	(	PUNCT
easat-2307	731	17	rmse	rmse	NOUN
easat-2307	731	18	)	)	PUNCT
easat-2307	731	19	.	.	PUNCT
easat-2307	732	1	although	although	SCONJ
easat-2307	732	2	the	the	DET
easat-2307	732	3	pca	pca	NOUN
easat-2307	732	4	model	model	NOUN
easat-2307	732	5	showed	show	VERB
easat-2307	732	6	1687	1687	NUM
easat-2307	732	7	edelweiss	edelweiss	PROPN
easat-2307	732	8	applied	apply	VERB
easat-2307	732	9	science	science	NOUN
easat-2307	732	10	and	and	CCONJ
easat-2307	732	11	technology	technology	NOUN
easat-2307	732	12	issn	issn	PROPN
easat-2307	732	13	:	:	PUNCT
easat-2307	732	14	2576	2576	NUM
easat-2307	732	15	-	-	SYM
easat-2307	732	16	8484	8484	NUM
easat-2307	732	17	vol	vol	NOUN
easat-2307	732	18	.	.	PROPN
easat-2307	732	19	8	8	NUM
easat-2307	732	20	,	,	PUNCT
easat-2307	732	21	no	no	INTJ
easat-2307	732	22	.	.	NOUN
easat-2307	732	23	6	6	NUM
easat-2307	732	24	:	:	SYM
easat-2307	732	25	1670	1670	NUM
easat-2307	732	26	-	-	SYM
easat-2307	732	27	1691	1691	NUM
easat-2307	732	28	,	,	PUNCT
easat-2307	732	29	2024	2024	NUM
easat-2307	732	30	doi	doi	NOUN
easat-2307	732	31	:	:	PUNCT
easat-2307	732	32	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	732	33	©	©	ADP
easat-2307	732	34	2024	2024	NUM
easat-2307	732	35	by	by	ADP
easat-2307	732	36	the	the	DET
easat-2307	732	37	author	author	NOUN
easat-2307	732	38	;	;	PUNCT
easat-2307	732	39	licensee	licensee	PROPN
easat-2307	732	40	learning	learn	VERB
easat-2307	732	41	gate	gate	NOUN
easat-2307	732	42	improvement	improvement	NOUN
easat-2307	732	43	in	in	ADP
easat-2307	732	44	reducing	reduce	VERB
easat-2307	732	45	multicollinearity	multicollinearity	NOUN
easat-2307	732	46	compared	compare	VERB
easat-2307	732	47	to	to	ADP
easat-2307	732	48	the	the	DET
easat-2307	732	49	initial	initial	ADJ
easat-2307	732	50	lr1	lr1	NOUN
easat-2307	732	51	model	model	NOUN
easat-2307	732	52	,	,	PUNCT
easat-2307	732	53	it	it	PRON
easat-2307	732	54	did	do	AUX
easat-2307	732	55	not	not	PART
easat-2307	732	56	match	match	VERB
easat-2307	732	57	the	the	DET
easat-2307	732	58	performance	performance	NOUN
easat-2307	732	59	of	of	ADP
easat-2307	732	60	the	the	DET
easat-2307	732	61	lr2	lr2	PROPN
easat-2307	732	62	model	model	PROPN
easat-2307	732	63	.	.	PUNCT
easat-2307	733	1	figure	figure	VERB
easat-2307	733	2	5	5	NUM
easat-2307	733	3	.	.	PUNCT
easat-2307	733	4	homoscedasticity	homoscedasticity	NOUN
easat-2307	733	5	conditions	condition	NOUN
easat-2307	733	6	for	for	ADP
easat-2307	733	7	the	the	DET
easat-2307	733	8	pca	pca	PROPN
easat-2307	733	9	model	model	NOUN
easat-2307	733	10	.	.	PUNCT
easat-2307	734	1	the	the	DET
easat-2307	734	2	distribution	distribution	NOUN
easat-2307	734	3	of	of	ADP
easat-2307	734	4	residuals	residual	NOUN
easat-2307	734	5	for	for	ADP
easat-2307	734	6	the	the	DET
easat-2307	734	7	pca	pca	NOUN
easat-2307	734	8	model	model	NOUN
easat-2307	734	9	is	be	AUX
easat-2307	734	10	depicted	depict	VERB
easat-2307	734	11	in	in	ADP
easat-2307	734	12	figure	figure	NOUN
easat-2307	734	13	5	5	NUM
easat-2307	734	14	.	.	PUNCT
easat-2307	734	15	while	while	SCONJ
easat-2307	734	16	the	the	DET
easat-2307	734	17	residuals	residual	NOUN
easat-2307	734	18	show	show	VERB
easat-2307	734	19	a	a	DET
easat-2307	734	20	more	more	ADV
easat-2307	734	21	even	even	ADJ
easat-2307	734	22	distribution	distribution	NOUN
easat-2307	734	23	compared	compare	VERB
easat-2307	734	24	to	to	ADP
easat-2307	734	25	the	the	DET
easat-2307	734	26	lr1	lr1	NOUN
easat-2307	734	27	model	model	NOUN
easat-2307	734	28	,	,	PUNCT
easat-2307	734	29	the	the	DET
easat-2307	734	30	homoscedasticity	homoscedasticity	NOUN
easat-2307	734	31	condition	condition	NOUN
easat-2307	734	32	is	be	AUX
easat-2307	734	33	not	not	PART
easat-2307	734	34	as	as	ADV
easat-2307	734	35	well	well	ADV
easat-2307	734	36	met	meet	VERB
easat-2307	734	37	as	as	ADP
easat-2307	734	38	in	in	ADP
easat-2307	734	39	the	the	DET
easat-2307	734	40	lr2	lr2	PROPN
easat-2307	734	41	model	model	PROPN
easat-2307	734	42	.	.	PUNCT
easat-2307	735	1	it	it	PRON
easat-2307	735	2	can	can	AUX
easat-2307	735	3	be	be	AUX
easat-2307	735	4	inferred	infer	VERB
easat-2307	735	5	that	that	SCONJ
easat-2307	735	6	although	although	SCONJ
easat-2307	735	7	pca	pca	PROPN
easat-2307	735	8	was	be	AUX
easat-2307	735	9	useful	useful	ADJ
easat-2307	735	10	in	in	ADP
easat-2307	735	11	tackling	tackle	VERB
easat-2307	735	12	certain	certain	ADJ
easat-2307	735	13	concerns	concern	NOUN
easat-2307	735	14	,	,	PUNCT
easat-2307	735	15	it	it	PRON
easat-2307	735	16	did	do	AUX
easat-2307	735	17	not	not	PART
easat-2307	735	18	completely	completely	ADV
easat-2307	735	19	solve	solve	VERB
easat-2307	735	20	the	the	DET
easat-2307	735	21	issue	issue	NOUN
easat-2307	735	22	of	of	ADP
easat-2307	735	23	heteroscedasticity	heteroscedasticity	NOUN
easat-2307	735	24	.	.	PUNCT
easat-2307	736	1	in	in	ADP
easat-2307	736	2	this	this	DET
easat-2307	736	3	study	study	NOUN
easat-2307	736	4	,	,	PUNCT
easat-2307	736	5	it	it	PRON
easat-2307	736	6	was	be	AUX
easat-2307	736	7	found	find	VERB
easat-2307	736	8	that	that	SCONJ
easat-2307	736	9	the	the	DET
easat-2307	736	10	model	model	NOUN
easat-2307	736	11	's	's	PART
easat-2307	736	12	performance	performance	NOUN
easat-2307	736	13	can	can	AUX
easat-2307	736	14	be	be	AUX
easat-2307	736	15	improved	improve	VERB
easat-2307	736	16	by	by	ADP
easat-2307	736	17	using	use	VERB
easat-2307	736	18	pca	pca	NOUN
easat-2307	736	19	,	,	PUNCT
easat-2307	736	20	especially	especially	ADV
easat-2307	736	21	through	through	ADP
easat-2307	736	22	the	the	DET
easat-2307	736	23	reduction	reduction	NOUN
easat-2307	736	24	of	of	ADP
easat-2307	736	25	multicol	multicol	NOUN
easat-2307	736	26	-	-	PUNCT
easat-2307	736	27	linearity	linearity	NOUN
easat-2307	736	28	.	.	PUNCT
easat-2307	737	1	this	this	DET
easat-2307	737	2	improvement	improvement	NOUN
easat-2307	737	3	was	be	AUX
easat-2307	737	4	observed	observe	VERB
easat-2307	737	5	when	when	SCONJ
easat-2307	737	6	comparing	compare	VERB
easat-2307	737	7	the	the	DET
easat-2307	737	8	initial	initial	ADJ
easat-2307	737	9	lr1	lr1	NOUN
easat-2307	737	10	model	model	NOUN
easat-2307	737	11	with	with	ADP
easat-2307	737	12	dimension	dimension	NOUN
easat-2307	737	13	reduction	reduction	NOUN
easat-2307	737	14	.	.	PUNCT
easat-2307	738	1	nevertheless	nevertheless	ADV
easat-2307	738	2	,	,	PUNCT
easat-2307	738	3	the	the	DET
easat-2307	738	4	pca	pca	NOUN
easat-2307	738	5	model	model	NOUN
easat-2307	738	6	continued	continue	VERB
easat-2307	738	7	to	to	PART
easat-2307	738	8	demonstrate	demonstrate	VERB
easat-2307	738	9	problems	problem	NOUN
easat-2307	738	10	with	with	ADP
easat-2307	738	11	homoscedasticity	homoscedasticity	NOUN
easat-2307	738	12	,	,	PUNCT
easat-2307	738	13	which	which	PRON
easat-2307	738	14	resulted	result	VERB
easat-2307	738	15	in	in	ADP
easat-2307	738	16	it	it	PRON
easat-2307	738	17	being	be	AUX
easat-2307	738	18	less	less	ADV
easat-2307	738	19	reliable	reliable	ADJ
easat-2307	738	20	compared	compare	VERB
easat-2307	738	21	to	to	ADP
easat-2307	738	22	the	the	DET
easat-2307	738	23	lr2	lr2	PROPN
easat-2307	738	24	model	model	NOUN
easat-2307	738	25	.	.	PUNCT
easat-2307	739	1	although	although	SCONJ
easat-2307	739	2	pca	pca	PROPN
easat-2307	739	3	had	have	VERB
easat-2307	739	4	its	its	PRON
easat-2307	739	5	advantages	advantage	NOUN
easat-2307	739	6	,	,	PUNCT
easat-2307	739	7	the	the	DET
easat-2307	739	8	lr2	lr2	PROPN
easat-2307	739	9	model	model	NOUN
easat-2307	739	10	outperformed	outperform	VERB
easat-2307	739	11	it	it	PRON
easat-2307	739	12	by	by	ADP
easat-2307	739	13	carefully	carefully	ADV
easat-2307	739	14	selecting	select	VERB
easat-2307	739	15	predictor	predictor	NOUN
easat-2307	739	16	variables	variable	NOUN
easat-2307	739	17	and	and	CCONJ
easat-2307	739	18	addressing	address	VERB
easat-2307	739	19	homoscedasticity	homoscedasticity	NOUN
easat-2307	739	20	.	.	PUNCT
easat-2307	740	1	4.7	4.7	NUM
easat-2307	740	2	.	.	PUNCT
easat-2307	741	1	model	model	NOUN
easat-2307	741	2	construction	construction	NOUN
easat-2307	741	3	using	use	VERB
easat-2307	741	4	factor	factor	NOUN
easat-2307	741	5	analysis	analysis	NOUN
easat-2307	741	6	(	(	PUNCT
easat-2307	741	7	fa	fa	NOUN
easat-2307	741	8	)	)	PUNCT
easat-2307	741	9	in	in	ADP
easat-2307	741	10	this	this	DET
easat-2307	741	11	section	section	NOUN
easat-2307	741	12	,	,	PUNCT
easat-2307	741	13	we	we	PRON
easat-2307	741	14	explore	explore	VERB
easat-2307	741	15	into	into	ADP
easat-2307	741	16	the	the	DET
easat-2307	741	17	utilization	utilization	NOUN
easat-2307	741	18	of	of	ADP
easat-2307	741	19	factor	factor	NOUN
easat-2307	741	20	analysis	analysis	NOUN
easat-2307	741	21	(	(	PUNCT
easat-2307	741	22	fa	fa	NOUN
easat-2307	741	23	)	)	PUNCT
easat-2307	741	24	for	for	ADP
easat-2307	741	25	the	the	DET
easat-2307	741	26	development	development	NOUN
easat-2307	741	27	of	of	ADP
easat-2307	741	28	regression	regression	NOUN
easat-2307	741	29	models	model	NOUN
easat-2307	741	30	with	with	ADP
easat-2307	741	31	the	the	DET
easat-2307	741	32	purpose	purpose	NOUN
easat-2307	741	33	of	of	ADP
easat-2307	741	34	predicting	predict	VERB
easat-2307	741	35	voter	voter	NOUN
easat-2307	741	36	behavior	behavior	NOUN
easat-2307	741	37	in	in	ADP
easat-2307	741	38	the	the	DET
easat-2307	741	39	croatian	croatian	ADJ
easat-2307	741	40	presidential	presidential	ADJ
easat-2307	741	41	election	election	NOUN
easat-2307	741	42	.	.	PUNCT
easat-2307	742	1	in	in	ADP
easat-2307	742	2	contrast	contrast	NOUN
easat-2307	742	3	to	to	ADP
easat-2307	742	4	principal	principal	ADJ
easat-2307	742	5	component	component	NOUN
easat-2307	742	6	analysis	analysis	NOUN
easat-2307	742	7	(	(	PUNCT
easat-2307	742	8	pca	pca	NOUN
easat-2307	742	9	)	)	PUNCT
easat-2307	742	10	,	,	PUNCT
easat-2307	742	11	which	which	PRON
easat-2307	742	12	places	place	VERB
easat-2307	742	13	emphasis	emphasis	NOUN
easat-2307	742	14	on	on	ADP
easat-2307	742	15	maximizing	maximize	VERB
easat-2307	742	16	variance	variance	NOUN
easat-2307	742	17	,	,	PUNCT
easat-2307	742	18	factor	factor	NOUN
easat-2307	742	19	analysis	analysis	NOUN
easat-2307	742	20	(	(	PUNCT
easat-2307	742	21	fa	fa	NOUN
easat-2307	742	22	)	)	PUNCT
easat-2307	742	23	aims	aim	VERB
easat-2307	742	24	to	to	PART
easat-2307	742	25	uncover	uncover	VERB
easat-2307	742	26	latent	latent	NOUN
easat-2307	742	27	variables	variable	NOUN
easat-2307	742	28	,	,	PUNCT
easat-2307	742	29	or	or	CCONJ
easat-2307	742	30	factors	factor	NOUN
easat-2307	742	31	,	,	PUNCT
easat-2307	742	32	that	that	PRON
easat-2307	742	33	account	account	VERB
easat-2307	742	34	for	for	ADP
easat-2307	742	35	the	the	DET
easat-2307	742	36	correlations	correlation	NOUN
easat-2307	742	37	among	among	ADP
easat-2307	742	38	observed	observed	ADJ
easat-2307	742	39	predictor	predictor	NOUN
easat-2307	742	40	variables	variable	NOUN
easat-2307	742	41	.	.	PUNCT
easat-2307	743	1	model	model	NOUN
easat-2307	743	2	construction	construction	NOUN
easat-2307	743	3	can	can	AUX
easat-2307	743	4	be	be	AUX
easat-2307	743	5	based	base	VERB
easat-2307	743	6	on	on	ADP
easat-2307	743	7	these	these	DET
easat-2307	743	8	factors	factor	NOUN
easat-2307	743	9	,	,	PUNCT
easat-2307	743	10	which	which	PRON
easat-2307	743	11	provide	provide	VERB
easat-2307	743	12	a	a	DET
easat-2307	743	13	basis	basis	NOUN
easat-2307	743	14	that	that	PRON
easat-2307	743	15	is	be	AUX
easat-2307	743	16	both	both	CCONJ
easat-2307	743	17	interpretable	interpretable	ADJ
easat-2307	743	18	and	and	CCONJ
easat-2307	743	19	theoretically	theoretically	ADV
easat-2307	743	20	meaningful	meaningful	ADJ
easat-2307	743	21	.	.	PUNCT
easat-2307	744	1	the	the	DET
easat-2307	744	2	process	process	NOUN
easat-2307	744	3	started	start	VERB
easat-2307	744	4	by	by	ADP
easat-2307	744	5	identifying	identify	VERB
easat-2307	744	6	relevant	relevant	ADJ
easat-2307	744	7	factors	factor	NOUN
easat-2307	744	8	from	from	ADP
easat-2307	744	9	the	the	DET
easat-2307	744	10	set	set	NOUN
easat-2307	744	11	of	of	ADP
easat-2307	744	12	predictor	predictor	NOUN
easat-2307	744	13	variables	variable	NOUN
easat-2307	744	14	.	.	PUNCT
easat-2307	745	1	factors	factor	NOUN
easat-2307	745	2	were	be	AUX
easat-2307	745	3	created	create	VERB
easat-2307	745	4	by	by	ADP
easat-2307	745	5	grouping	group	VERB
easat-2307	745	6	variables	variable	NOUN
easat-2307	745	7	together	together	ADV
easat-2307	745	8	based	base	VERB
easat-2307	745	9	on	on	ADP
easat-2307	745	10	their	their	PRON
easat-2307	745	11	correlations	correlation	NOUN
easat-2307	745	12	and	and	CCONJ
easat-2307	745	13	theoretical	theoretical	ADJ
easat-2307	745	14	relevance	relevance	NOUN
easat-2307	745	15	.	.	PUNCT
easat-2307	746	1	an	an	DET
easat-2307	746	2	example	example	NOUN
easat-2307	746	3	of	of	ADP
easat-2307	746	4	a	a	DET
easat-2307	746	5	factor	factor	NOUN
easat-2307	746	6	called	call	VERB
easat-2307	746	7	informatička	informatička	ADJ
easat-2307	746	8	pismenost	pismenost	NOUN
easat-2307	746	9	(	(	PUNCT
easat-2307	746	10	information	information	NOUN
easat-2307	746	11	literacy	literacy	NOUN
easat-2307	746	12	)	)	PUNCT
easat-2307	746	13	was	be	AUX
easat-2307	746	14	created	create	VERB
easat-2307	746	15	by	by	ADP
easat-2307	746	16	grouping	group	VERB
easat-2307	746	17	variables	variable	NOUN
easat-2307	746	18	related	relate	VERB
easat-2307	746	19	to	to	ADP
easat-2307	746	20	internet	internet	NOUN
easat-2307	746	21	usage	usage	NOUN
easat-2307	746	22	,	,	PUNCT
easat-2307	746	23	computer	computer	NOUN
easat-2307	746	24	ownership	ownership	NOUN
easat-2307	746	25	,	,	PUNCT
easat-2307	746	26	and	and	CCONJ
easat-2307	746	27	literacy	literacy	NOUN
easat-2307	746	28	rates	rate	NOUN
easat-2307	746	29	.	.	PUNCT
easat-2307	747	1	1688	1688	NUM
easat-2307	747	2	edelweiss	edelweiss	PROPN
easat-2307	747	3	applied	apply	VERB
easat-2307	747	4	science	science	NOUN
easat-2307	747	5	and	and	CCONJ
easat-2307	747	6	technology	technology	NOUN
easat-2307	747	7	issn	issn	PROPN
easat-2307	747	8	:	:	PUNCT
easat-2307	747	9	2576	2576	NUM
easat-2307	747	10	-	-	SYM
easat-2307	747	11	8484	8484	NUM
easat-2307	747	12	vol	vol	NOUN
easat-2307	747	13	.	.	PROPN
easat-2307	747	14	8	8	NUM
easat-2307	747	15	,	,	PUNCT
easat-2307	747	16	no	no	INTJ
easat-2307	747	17	.	.	NOUN
easat-2307	748	1	6	6	NUM
easat-2307	748	2	:	:	SYM
easat-2307	748	3	1670	1670	NUM
easat-2307	748	4	-	-	SYM
easat-2307	748	5	1691	1691	NUM
easat-2307	748	6	,	,	PUNCT
easat-2307	748	7	2024	2024	NUM
easat-2307	748	8	doi	doi	NOUN
easat-2307	748	9	:	:	PUNCT
easat-2307	748	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	748	11	©	©	ADP
easat-2307	748	12	2024	2024	NUM
easat-2307	748	13	by	by	ADP
easat-2307	748	14	the	the	DET
easat-2307	748	15	author	author	NOUN
easat-2307	748	16	;	;	PUNCT
easat-2307	748	17	licensee	licensee	PROPN
easat-2307	748	18	learning	learn	VERB
easat-2307	748	19	gate	gate	PROPN
easat-2307	748	20	figure	figure	NOUN
easat-2307	748	21	6	6	NUM
easat-2307	748	22	.	.	PUNCT
easat-2307	748	23	correlation	correlation	NOUN
easat-2307	748	24	matrix	matrix	NOUN
easat-2307	748	25	with	with	ADP
easat-2307	748	26	selected	select	VERB
easat-2307	748	27	factors	factor	NOUN
easat-2307	748	28	and	and	CCONJ
easat-2307	748	29	predictor	predictor	NOUN
easat-2307	748	30	variables	variable	NOUN
easat-2307	748	31	.	.	PUNCT
easat-2307	749	1	the	the	DET
easat-2307	749	2	correlation	correlation	NOUN
easat-2307	749	3	matrix	matrix	NOUN
easat-2307	749	4	for	for	ADP
easat-2307	749	5	the	the	DET
easat-2307	749	6	selected	select	VERB
easat-2307	749	7	factors	factor	NOUN
easat-2307	749	8	and	and	CCONJ
easat-2307	749	9	predictor	predictor	NOUN
easat-2307	749	10	variables	variable	NOUN
easat-2307	749	11	is	be	AUX
easat-2307	749	12	depicted	depict	VERB
easat-2307	749	13	in	in	ADP
easat-2307	749	14	figure	figure	NOUN
easat-2307	749	15	6	6	NUM
easat-2307	749	16	.	.	PUNCT
easat-2307	750	1	this	this	DET
easat-2307	750	2	figure	figure	NOUN
easat-2307	750	3	demonstrates	demonstrate	VERB
easat-2307	750	4	the	the	DET
easat-2307	750	5	correlation	correlation	NOUN
easat-2307	750	6	between	between	ADP
easat-2307	750	7	variables	variable	NOUN
easat-2307	750	8	within	within	ADP
easat-2307	750	9	each	each	DET
easat-2307	750	10	factor	factor	NOUN
easat-2307	750	11	,	,	PUNCT
easat-2307	750	12	indicating	indicate	VERB
easat-2307	750	13	that	that	SCONJ
easat-2307	750	14	each	each	DET
easat-2307	750	15	factor	factor	NOUN
easat-2307	750	16	represents	represent	VERB
easat-2307	750	17	a	a	DET
easat-2307	750	18	cohesive	cohesive	ADJ
easat-2307	750	19	concept	concept	NOUN
easat-2307	750	20	.	.	PUNCT
easat-2307	751	1	two	two	NUM
easat-2307	751	2	regression	regression	NOUN
easat-2307	751	3	models	model	NOUN
easat-2307	751	4	were	be	AUX
easat-2307	751	5	constructed	construct	VERB
easat-2307	751	6	using	use	VERB
easat-2307	751	7	the	the	DET
easat-2307	751	8	identified	identify	VERB
easat-2307	751	9	factors	factor	NOUN
easat-2307	751	10	.	.	PUNCT
easat-2307	752	1	•	•	NUM
easat-2307	752	2	fa1	fa1	NOUN
easat-2307	752	3	model	model	NOUN
easat-2307	752	4	:	:	PUNCT
easat-2307	752	5	the	the	DET
easat-2307	752	6	first	first	ADJ
easat-2307	752	7	model	model	NOUN
easat-2307	752	8	included	include	VERB
easat-2307	752	9	a	a	DET
easat-2307	752	10	limited	limited	ADJ
easat-2307	752	11	set	set	NOUN
easat-2307	752	12	of	of	ADP
easat-2307	752	13	factors	factor	NOUN
easat-2307	752	14	that	that	PRON
easat-2307	752	15	were	be	AUX
easat-2307	752	16	most	most	ADV
easat-2307	752	17	strongly	strongly	ADV
easat-2307	752	18	correlated	correlate	VERB
easat-2307	752	19	with	with	ADP
easat-2307	752	20	the	the	DET
easat-2307	752	21	dependent	dependent	ADJ
easat-2307	752	22	variable	variable	NOUN
easat-2307	752	23	(	(	PUNCT
easat-2307	752	24	percentage	percentage	NOUN
easat-2307	752	25	of	of	ADP
easat-2307	752	26	votes	vote	NOUN
easat-2307	752	27	for	for	ADP
easat-2307	752	28	candidate	candidate	NOUN
easat-2307	752	29	)	)	PUNCT
easat-2307	752	30	.	.	PUNCT
easat-2307	753	1	•	•	NUM
easat-2307	753	2	fa2	fa2	NOUN
easat-2307	753	3	model	model	NOUN
easat-2307	753	4	:	:	PUNCT
easat-2307	753	5	the	the	DET
easat-2307	753	6	second	second	ADJ
easat-2307	753	7	model	model	NOUN
easat-2307	753	8	expanded	expand	VERB
easat-2307	753	9	on	on	ADP
easat-2307	753	10	fa1	fa1	NOUN
easat-2307	753	11	by	by	ADP
easat-2307	753	12	including	include	VERB
easat-2307	753	13	additional	additional	ADJ
easat-2307	753	14	factors	factor	NOUN
easat-2307	753	15	to	to	PART
easat-2307	753	16	explore	explore	VERB
easat-2307	753	17	whether	whether	SCONJ
easat-2307	753	18	a	a	DET
easat-2307	753	19	broader	broad	ADJ
easat-2307	753	20	set	set	NOUN
easat-2307	753	21	of	of	ADP
easat-2307	753	22	predictors	predictor	NOUN
easat-2307	753	23	would	would	AUX
easat-2307	753	24	improve	improve	VERB
easat-2307	753	25	model	model	NOUN
easat-2307	753	26	accuracy	accuracy	NOUN
easat-2307	753	27	.	.	PUNCT
easat-2307	754	1	both	both	DET
easat-2307	754	2	models	model	NOUN
easat-2307	754	3	sought	seek	VERB
easat-2307	754	4	to	to	PART
easat-2307	754	5	utilize	utilize	VERB
easat-2307	754	6	the	the	DET
easat-2307	754	7	interpretability	interpretability	NOUN
easat-2307	754	8	of	of	ADP
easat-2307	754	9	factors	factor	NOUN
easat-2307	754	10	to	to	PART
easat-2307	754	11	make	make	VERB
easat-2307	754	12	predictions	prediction	NOUN
easat-2307	754	13	about	about	ADP
easat-2307	754	14	voter	voter	NOUN
easat-2307	754	15	behavior	behavior	NOUN
easat-2307	754	16	while	while	SCONJ
easat-2307	754	17	striking	strike	VERB
easat-2307	754	18	a	a	DET
easat-2307	754	19	balance	balance	NOUN
easat-2307	754	20	between	between	ADP
easat-2307	754	21	model	model	NOUN
easat-2307	754	22	complexity	complexity	NOUN
easat-2307	754	23	and	and	CCONJ
easat-2307	754	24	predictive	predictive	ADJ
easat-2307	754	25	power	power	NOUN
easat-2307	754	26	.	.	PUNCT
easat-2307	755	1	the	the	DET
easat-2307	755	2	performance	performance	NOUN
easat-2307	755	3	of	of	ADP
easat-2307	755	4	the	the	DET
easat-2307	755	5	fa	fa	PROPN
easat-2307	755	6	models	model	NOUN
easat-2307	755	7	was	be	AUX
easat-2307	755	8	assessed	assess	VERB
easat-2307	755	9	using	use	VERB
easat-2307	755	10	the	the	DET
easat-2307	755	11	same	same	ADJ
easat-2307	755	12	metrics	metric	NOUN
easat-2307	755	13	as	as	ADP
easat-2307	755	14	the	the	DET
easat-2307	755	15	other	other	ADJ
easat-2307	755	16	models	model	NOUN
easat-2307	755	17	,	,	PUNCT
easat-2307	755	18	including	include	VERB
easat-2307	755	19	r	r	NOUN
easat-2307	755	20	-	-	PUNCT
easat-2307	755	21	squared	square	VERB
easat-2307	755	22	,	,	PUNCT
easat-2307	755	23	adjusted	adjust	VERB
easat-2307	755	24	r	r	NOUN
easat-2307	755	25	-	-	PUNCT
easat-2307	755	26	squared	square	VERB
easat-2307	755	27	,	,	PUNCT
easat-2307	755	28	and	and	CCONJ
easat-2307	755	29	root	root	NOUN
easat-2307	755	30	mean	mean	VERB
easat-2307	755	31	squared	square	VERB
easat-2307	755	32	error	error	NOUN
easat-2307	755	33	.	.	PUNCT
easat-2307	756	1	although	although	SCONJ
easat-2307	756	2	both	both	DET
easat-2307	756	3	fa	fa	NOUN
easat-2307	756	4	models	model	NOUN
easat-2307	756	5	showed	show	VERB
easat-2307	756	6	impressive	impressive	ADJ
easat-2307	756	7	predictive	predictive	ADJ
easat-2307	756	8	capabilities	capability	NOUN
easat-2307	756	9	,	,	PUNCT
easat-2307	756	10	they	they	PRON
easat-2307	756	11	encountered	encounter	VERB
easat-2307	756	12	difficulties	difficulty	NOUN
easat-2307	756	13	with	with	ADP
easat-2307	756	14	homoscedasticity	homoscedasticity	NOUN
easat-2307	756	15	,	,	PUNCT
easat-2307	756	16	which	which	PRON
easat-2307	756	17	was	be	AUX
easat-2307	756	18	also	also	ADV
easat-2307	756	19	observed	observe	VERB
easat-2307	756	20	in	in	ADP
easat-2307	756	21	the	the	DET
easat-2307	756	22	pca	pca	PROPN
easat-2307	756	23	model	model	NOUN
easat-2307	756	24	.	.	PUNCT
easat-2307	757	1	figure	figure	VERB
easat-2307	757	2	7	7	NUM
easat-2307	757	3	.	.	PUNCT
easat-2307	758	1	the	the	DET
easat-2307	758	2	homoscedasticity	homoscedasticity	NOUN
easat-2307	758	3	of	of	ADP
easat-2307	758	4	variance	variance	NOUN
easat-2307	758	5	conditions	condition	NOUN
easat-2307	758	6	for	for	ADP
easat-2307	758	7	the	the	DET
easat-2307	758	8	fa1	fa1	NOUN
easat-2307	758	9	(	(	PUNCT
easat-2307	758	10	a	a	NOUN
easat-2307	758	11	)	)	PUNCT
easat-2307	758	12	and	and	CCONJ
easat-2307	758	13	fa2	fa2	NOUN
easat-2307	758	14	(	(	PUNCT
easat-2307	758	15	b	b	NOUN
easat-2307	758	16	)	)	PUNCT
easat-2307	758	17	models	model	NOUN
easat-2307	758	18	.	.	PUNCT
easat-2307	759	1	fa	fa	PROPN
easat-2307	759	2	fa_religija	fa_religija	PROPN
easat-2307	759	3	regija	regija	PROPN
easat-2307	759	4	lokalna	lokalna	PROPN
easat-2307	759	5	vlast	vlast	NOUN
easat-2307	759	6	fa_prihodi	fa_prihodi	CCONJ
easat-2307	759	7	fa_informaticka	fa_informaticka	NOUN
easat-2307	759	8	_	_	DET
easat-2307	759	9	pismenost	pismenost	ADJ
easat-2307	759	10	nezaposlenost	nezaposlenost	NOUN
easat-2307	759	11	promjene	promjene	NOUN
easat-2307	759	12	fa_religija	fa_religija	VERB
easat-2307	759	13	1	1	NUM
easat-2307	759	14	0,578	0,578	NUM
easat-2307	759	15	0,551	0,551	NUM
easat-2307	759	16	0,52	0,52	NOUN
easat-2307	759	17	0,487	0,487	NUM
easat-2307	759	18	0,085	0,085	NUM
easat-2307	759	19	regija	regija	NOUN
easat-2307	759	20	0,578	0,578	NUM
easat-2307	759	21	1	1	NUM
easat-2307	759	22	0,416	0,416	NUM
easat-2307	759	23	0,432	0,432	NUM
easat-2307	759	24	0,172	0,172	NUM
easat-2307	759	25	0,215	0,215	NUM
easat-2307	759	26	lokalna	lokalna	PROPN
easat-2307	759	27	vlast	vlast	NOUN
easat-2307	759	28	0,551	0,551	NUM
easat-2307	759	29	0,416	0,416	NUM
easat-2307	759	30	1	1	NUM
easat-2307	759	31	0,326	0,326	NUM
easat-2307	759	32	0,256	0,256	NUM
easat-2307	759	33	0,106	0,106	NUM
easat-2307	760	1	fa_prihodi	fa_prihodi	VERB
easat-2307	760	2	0,52	0,52	NUM
easat-2307	760	3	0,432	0,432	NUM
easat-2307	760	4	0,326	0,326	NUM
easat-2307	760	5	1	1	NUM
easat-2307	760	6	0,497	0,497	NUM
easat-2307	760	7	0,264	0,264	NUM
easat-2307	760	8	fa_informaticka_pismenost	fa_informaticka_pismenost	ADV
easat-2307	760	9	0,487	0,487	NUM
easat-2307	760	10	0,172	0,172	NUM
easat-2307	760	11	0,256	0,256	NUM
easat-2307	760	12	0,497	0,497	NUM
easat-2307	760	13	1	1	NUM
easat-2307	760	14	0,122	0,122	NUM
easat-2307	760	15	nezaposlenost	nezaposlenost	NOUN
easat-2307	760	16	promjene	promjene	NOUN
easat-2307	760	17	0,085	0,085	NUM
easat-2307	760	18	0,215	0,215	NUM
easat-2307	760	19	0,106	0,106	NUM
easat-2307	760	20	0,264	0,264	NUM
easat-2307	760	21	0,122	0,122	NUM
easat-2307	760	22	1	1	NUM
easat-2307	760	23	1689	1689	NUM
easat-2307	760	24	edelweiss	edelweiss	PROPN
easat-2307	760	25	applied	apply	VERB
easat-2307	760	26	science	science	NOUN
easat-2307	760	27	and	and	CCONJ
easat-2307	760	28	technology	technology	NOUN
easat-2307	760	29	issn	issn	PROPN
easat-2307	760	30	:	:	PUNCT
easat-2307	760	31	2576	2576	NUM
easat-2307	760	32	-	-	SYM
easat-2307	760	33	8484	8484	NUM
easat-2307	760	34	vol	vol	NOUN
easat-2307	760	35	.	.	PROPN
easat-2307	760	36	8	8	NUM
easat-2307	760	37	,	,	PUNCT
easat-2307	760	38	no	no	INTJ
easat-2307	760	39	.	.	NOUN
easat-2307	761	1	6	6	NUM
easat-2307	761	2	:	:	SYM
easat-2307	761	3	1670	1670	NUM
easat-2307	761	4	-	-	SYM
easat-2307	761	5	1691	1691	NUM
easat-2307	761	6	,	,	PUNCT
easat-2307	761	7	2024	2024	NUM
easat-2307	761	8	doi	doi	NOUN
easat-2307	761	9	:	:	PUNCT
easat-2307	761	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	761	11	©	©	ADP
easat-2307	761	12	2024	2024	NUM
easat-2307	761	13	by	by	ADP
easat-2307	761	14	the	the	DET
easat-2307	761	15	author	author	NOUN
easat-2307	761	16	;	;	PUNCT
easat-2307	761	17	licensee	licensee	PROPN
easat-2307	761	18	learning	learn	VERB
easat-2307	761	19	gate	gate	PROPN
easat-2307	761	20	figure	figure	NOUN
easat-2307	761	21	7	7	NUM
easat-2307	761	22	presents	present	VERB
easat-2307	761	23	a	a	DET
easat-2307	761	24	comparison	comparison	NOUN
easat-2307	761	25	of	of	ADP
easat-2307	761	26	the	the	DET
easat-2307	761	27	homoscedasticity	homoscedasticity	NOUN
easat-2307	761	28	checks	check	NOUN
easat-2307	761	29	for	for	ADP
easat-2307	761	30	the	the	DET
easat-2307	761	31	fa1	fa1	NOUN
easat-2307	761	32	and	and	CCONJ
easat-2307	761	33	fa2	fa2	NOUN
easat-2307	761	34	models	model	NOUN
easat-2307	761	35	.	.	PUNCT
easat-2307	762	1	the	the	DET
easat-2307	762	2	figure	figure	NOUN
easat-2307	762	3	shows	show	VERB
easat-2307	762	4	that	that	SCONJ
easat-2307	762	5	there	there	PRON
easat-2307	762	6	was	be	VERB
easat-2307	762	7	an	an	DET
easat-2307	762	8	improvement	improvement	NOUN
easat-2307	762	9	in	in	ADP
easat-2307	762	10	the	the	DET
easat-2307	762	11	dispersion	dispersion	NOUN
easat-2307	762	12	of	of	ADP
easat-2307	762	13	residuals	residual	NOUN
easat-2307	762	14	when	when	SCONJ
easat-2307	762	15	comparing	compare	VERB
easat-2307	762	16	to	to	ADP
easat-2307	762	17	the	the	DET
easat-2307	762	18	lr1	lr1	NOUN
easat-2307	762	19	model	model	NOUN
easat-2307	762	20	.	.	PUNCT
easat-2307	763	1	however	however	ADV
easat-2307	763	2	,	,	PUNCT
easat-2307	763	3	the	the	DET
easat-2307	763	4	fa	fa	PROPN
easat-2307	763	5	models	model	NOUN
easat-2307	763	6	still	still	ADV
easat-2307	763	7	showed	show	VERB
easat-2307	763	8	some	some	DET
easat-2307	763	9	heteroscedasticity	heteroscedasticity	NOUN
easat-2307	763	10	,	,	PUNCT
easat-2307	763	11	especially	especially	ADV
easat-2307	763	12	in	in	ADP
easat-2307	763	13	areas	area	NOUN
easat-2307	763	14	where	where	SCONJ
easat-2307	763	15	there	there	PRON
easat-2307	763	16	were	be	VERB
easat-2307	763	17	large	large	ADJ
easat-2307	763	18	residuals	residual	NOUN
easat-2307	763	19	.	.	PUNCT
easat-2307	764	1	this	this	DET
easat-2307	764	2	study	study	NOUN
easat-2307	764	3	gained	gain	VERB
easat-2307	764	4	valuable	valuable	ADJ
easat-2307	764	5	insights	insight	NOUN
easat-2307	764	6	into	into	ADP
easat-2307	764	7	voter	voter	NOUN
easat-2307	764	8	behavior	behavior	NOUN
easat-2307	764	9	by	by	ADP
easat-2307	764	10	utilizing	utilize	VERB
easat-2307	764	11	factor	factor	NOUN
easat-2307	764	12	analysis	analysis	NOUN
easat-2307	764	13	,	,	PUNCT
easat-2307	764	14	which	which	PRON
easat-2307	764	15	focused	focus	VERB
easat-2307	764	16	on	on	ADP
easat-2307	764	17	latent	latent	NOUN
easat-2307	764	18	variables	variable	NOUN
easat-2307	764	19	that	that	PRON
easat-2307	764	20	hold	hold	VERB
easat-2307	764	21	theoretical	theoretical	ADJ
easat-2307	764	22	significance	significance	NOUN
easat-2307	764	23	.	.	PUNCT
easat-2307	765	1	despite	despite	SCONJ
easat-2307	765	2	the	the	DET
easat-2307	765	3	initial	initial	ADJ
easat-2307	765	4	lr1	lr1	NOUN
easat-2307	765	5	model	model	NOUN
easat-2307	765	6	being	be	AUX
easat-2307	765	7	outperformed	outperform	VERB
easat-2307	765	8	by	by	ADP
easat-2307	765	9	the	the	DET
easat-2307	765	10	fa	fa	PROPN
easat-2307	765	11	models	model	NOUN
easat-2307	765	12	,	,	PUNCT
easat-2307	765	13	the	the	DET
easat-2307	765	14	lr2	lr2	PROPN
easat-2307	765	15	model	model	NOUN
easat-2307	765	16	proved	prove	VERB
easat-2307	765	17	to	to	PART
easat-2307	765	18	be	be	AUX
easat-2307	765	19	slightly	slightly	ADV
easat-2307	765	20	more	more	ADV
easat-2307	765	21	effective	effective	ADJ
easat-2307	765	22	.	.	PUNCT
easat-2307	766	1	this	this	PRON
easat-2307	766	2	can	can	AUX
easat-2307	766	3	be	be	AUX
easat-2307	766	4	attributed	attribute	VERB
easat-2307	766	5	to	to	ADP
easat-2307	766	6	ongoing	ongoing	ADJ
easat-2307	766	7	issues	issue	NOUN
easat-2307	766	8	with	with	ADP
easat-2307	766	9	homoscedasticity	homoscedasticity	NOUN
easat-2307	766	10	.	.	PUNCT
easat-2307	767	1	despite	despite	SCONJ
easat-2307	767	2	the	the	DET
easat-2307	767	3	limitations	limitation	NOUN
easat-2307	767	4	in	in	ADP
easat-2307	767	5	predictive	predictive	ADJ
easat-2307	767	6	accuracy	accuracy	NOUN
easat-2307	767	7	compared	compare	VERB
easat-2307	767	8	to	to	ADP
easat-2307	767	9	lr2	lr2	PROPN
easat-2307	767	10	,	,	PUNCT
easat-2307	767	11	the	the	DET
easat-2307	767	12	fa	fa	PROPN
easat-2307	767	13	models	model	NOUN
easat-2307	767	14	'	'	PART
easat-2307	767	15	ability	ability	NOUN
easat-2307	767	16	to	to	PART
easat-2307	767	17	offer	offer	VERB
easat-2307	767	18	interpretable	interpretable	ADJ
easat-2307	767	19	and	and	CCONJ
easat-2307	767	20	meaningful	meaningful	ADJ
easat-2307	767	21	factors	factor	NOUN
easat-2307	767	22	makes	make	VERB
easat-2307	767	23	them	they	PRON
easat-2307	767	24	a	a	DET
easat-2307	767	25	valuable	valuable	ADJ
easat-2307	767	26	tool	tool	NOUN
easat-2307	767	27	for	for	ADP
easat-2307	767	28	understanding	understand	VERB
easat-2307	767	29	the	the	DET
easat-2307	767	30	underlying	underlie	VERB
easat-2307	767	31	dynamics	dynamic	NOUN
easat-2307	767	32	in	in	ADP
easat-2307	767	33	voter	voter	NOUN
easat-2307	767	34	behavior	behavior	NOUN
easat-2307	767	35	.	.	PUNCT
easat-2307	768	1	5	5	X
easat-2307	768	2	.	.	X
easat-2307	768	3	future	future	ADJ
easat-2307	768	4	work	work	NOUN
easat-2307	768	5	this	this	DET
easat-2307	768	6	study	study	NOUN
easat-2307	768	7	demonstrates	demonstrate	VERB
easat-2307	768	8	the	the	DET
easat-2307	768	9	effectiveness	effectiveness	NOUN
easat-2307	768	10	of	of	ADP
easat-2307	768	11	dimension	dimension	NOUN
easat-2307	768	12	reduction	reduction	NOUN
easat-2307	768	13	techniques	technique	NOUN
easat-2307	768	14	like	like	ADP
easat-2307	768	15	principal	principal	ADJ
easat-2307	768	16	component	component	NOUN
easat-2307	768	17	analysis	analysis	NOUN
easat-2307	768	18	(	(	PUNCT
easat-2307	768	19	pca	pca	NOUN
easat-2307	768	20	)	)	PUNCT
easat-2307	768	21	and	and	CCONJ
easat-2307	768	22	factor	factor	NOUN
easat-2307	768	23	analysis	analysis	NOUN
easat-2307	768	24	(	(	PUNCT
easat-2307	768	25	fa	fa	NOUN
easat-2307	768	26	)	)	PUNCT
easat-2307	768	27	in	in	ADP
easat-2307	768	28	improving	improve	VERB
easat-2307	768	29	the	the	DET
easat-2307	768	30	predictive	predictive	ADJ
easat-2307	768	31	accuracy	accuracy	NOUN
easat-2307	768	32	and	and	CCONJ
easat-2307	768	33	interpretability	interpretability	NOUN
easat-2307	768	34	of	of	ADP
easat-2307	768	35	linear	linear	ADJ
easat-2307	768	36	regression	regression	NOUN
easat-2307	768	37	models	model	NOUN
easat-2307	768	38	for	for	ADP
easat-2307	768	39	electoral	electoral	ADJ
easat-2307	768	40	outcomes	outcome	NOUN
easat-2307	768	41	.	.	PUNCT
easat-2307	769	1	future	future	ADJ
easat-2307	769	2	research	research	NOUN
easat-2307	769	3	could	could	AUX
easat-2307	769	4	explore	explore	VERB
easat-2307	769	5	other	other	ADJ
easat-2307	769	6	techniques	technique	NOUN
easat-2307	769	7	,	,	PUNCT
easat-2307	769	8	such	such	ADJ
easat-2307	769	9	as	as	ADP
easat-2307	769	10	independent	independent	ADJ
easat-2307	769	11	component	component	NOUN
easat-2307	769	12	analysis	analysis	NOUN
easat-2307	769	13	(	(	PUNCT
easat-2307	769	14	ica	ica	PROPN
easat-2307	769	15	)	)	PUNCT
easat-2307	769	16	or	or	CCONJ
easat-2307	769	17	t	t	NOUN
easat-2307	769	18	-	-	PUNCT
easat-2307	769	19	distributed	distribute	VERB
easat-2307	769	20	stochastic	stochastic	ADJ
easat-2307	769	21	neighbor	neighbor	NOUN
easat-2307	769	22	embedding	embed	VERB
easat-2307	769	23	(	(	PUNCT
easat-2307	769	24	t	t	PROPN
easat-2307	769	25	-	-	PUNCT
easat-2307	769	26	sne	sne	NOUN
easat-2307	769	27	)	)	PUNCT
easat-2307	769	28	,	,	PUNCT
easat-2307	769	29	to	to	PART
easat-2307	769	30	assess	assess	VERB
easat-2307	769	31	their	their	PRON
easat-2307	769	32	impact	impact	NOUN
easat-2307	769	33	on	on	ADP
easat-2307	769	34	electoral	electoral	ADJ
easat-2307	769	35	data	datum	NOUN
easat-2307	769	36	modeling	modeling	NOUN
easat-2307	769	37	.	.	PUNCT
easat-2307	770	1	additionally	additionally	ADV
easat-2307	770	2	,	,	PUNCT
easat-2307	770	3	non	non	ADJ
easat-2307	770	4	-	-	ADJ
easat-2307	770	5	linear	linear	ADJ
easat-2307	770	6	models	model	NOUN
easat-2307	770	7	like	like	ADP
easat-2307	770	8	decision	decision	NOUN
easat-2307	770	9	trees	tree	NOUN
easat-2307	770	10	,	,	PUNCT
easat-2307	770	11	random	random	ADJ
easat-2307	770	12	forests	forest	NOUN
easat-2307	770	13	,	,	PUNCT
easat-2307	770	14	or	or	CCONJ
easat-2307	770	15	neural	neural	ADJ
easat-2307	770	16	networks	network	NOUN
easat-2307	770	17	could	could	AUX
easat-2307	770	18	be	be	AUX
easat-2307	770	19	investigated	investigate	VERB
easat-2307	770	20	in	in	ADP
easat-2307	770	21	combination	combination	NOUN
easat-2307	770	22	with	with	ADP
easat-2307	770	23	dimension	dimension	NOUN
easat-2307	770	24	reduction	reduction	NOUN
easat-2307	770	25	methods	method	NOUN
easat-2307	770	26	.	.	PUNCT
easat-2307	771	1	expanding	expand	VERB
easat-2307	771	2	this	this	DET
easat-2307	771	3	research	research	NOUN
easat-2307	771	4	to	to	ADP
easat-2307	771	5	other	other	ADJ
easat-2307	771	6	electoral	electoral	ADJ
easat-2307	771	7	contexts	context	NOUN
easat-2307	771	8	and	and	CCONJ
easat-2307	771	9	incorporating	incorporate	VERB
easat-2307	771	10	temporal	temporal	ADJ
easat-2307	771	11	aspects	aspect	NOUN
easat-2307	771	12	,	,	PUNCT
easat-2307	771	13	as	as	ADV
easat-2307	771	14	well	well	ADV
easat-2307	771	15	as	as	ADP
easat-2307	771	16	improving	improve	VERB
easat-2307	771	17	data	datum	NOUN
easat-2307	771	18	collection	collection	NOUN
easat-2307	771	19	and	and	CCONJ
easat-2307	771	20	preprocessing	preprocessing	NOUN
easat-2307	771	21	,	,	PUNCT
easat-2307	771	22	would	would	AUX
easat-2307	771	23	further	far	ADV
easat-2307	771	24	enhance	enhance	VERB
easat-2307	771	25	model	model	NOUN
easat-2307	771	26	accuracy	accuracy	NOUN
easat-2307	771	27	.	.	PUNCT
easat-2307	772	1	understanding	understand	VERB
easat-2307	772	2	causal	causal	ADJ
easat-2307	772	3	connections	connection	NOUN
easat-2307	772	4	between	between	ADP
easat-2307	772	5	socio	socio	NOUN
easat-2307	772	6	-	-	ADJ
easat-2307	772	7	demographic	demographic	ADJ
easat-2307	772	8	factors	factor	NOUN
easat-2307	772	9	and	and	CCONJ
easat-2307	772	10	voting	vote	VERB
easat-2307	772	11	patterns	pattern	NOUN
easat-2307	772	12	through	through	ADP
easat-2307	772	13	methods	method	NOUN
easat-2307	772	14	like	like	ADP
easat-2307	772	15	structural	structural	ADJ
easat-2307	772	16	equation	equation	NOUN
easat-2307	772	17	modeling	modeling	NOUN
easat-2307	772	18	(	(	PUNCT
easat-2307	772	19	sem	sem	NOUN
easat-2307	772	20	)	)	PUNCT
easat-2307	772	21	and	and	CCONJ
easat-2307	772	22	exploring	explore	VERB
easat-2307	772	23	the	the	DET
easat-2307	772	24	practical	practical	ADJ
easat-2307	772	25	applications	application	NOUN
easat-2307	772	26	of	of	ADP
easat-2307	772	27	these	these	DET
easat-2307	772	28	models	model	NOUN
easat-2307	772	29	in	in	ADP
easat-2307	772	30	electoral	electoral	ADJ
easat-2307	772	31	strategies	strategy	NOUN
easat-2307	772	32	could	could	AUX
easat-2307	772	33	provide	provide	VERB
easat-2307	772	34	valuable	valuable	ADJ
easat-2307	772	35	insights	insight	NOUN
easat-2307	772	36	.	.	PUNCT
easat-2307	773	1	6	6	X
easat-2307	773	2	.	.	PUNCT
easat-2307	773	3	conclusions	conclusion	NOUN
easat-2307	773	4	this	this	DET
easat-2307	773	5	study	study	NOUN
easat-2307	773	6	investigates	investigate	VERB
easat-2307	773	7	the	the	DET
easat-2307	773	8	use	use	NOUN
easat-2307	773	9	of	of	ADP
easat-2307	773	10	dimension	dimension	NOUN
easat-2307	773	11	reduction	reduction	NOUN
easat-2307	773	12	techniques	technique	NOUN
easat-2307	773	13	,	,	PUNCT
easat-2307	773	14	such	such	ADJ
easat-2307	773	15	as	as	ADP
easat-2307	773	16	principal	principal	ADJ
easat-2307	773	17	component	component	NOUN
easat-2307	773	18	analysis	analysis	NOUN
easat-2307	773	19	(	(	PUNCT
easat-2307	773	20	pca	pca	NOUN
easat-2307	773	21	)	)	PUNCT
easat-2307	773	22	and	and	CCONJ
easat-2307	773	23	factor	factor	NOUN
easat-2307	773	24	analysis	analysis	NOUN
easat-2307	773	25	(	(	PUNCT
easat-2307	773	26	fa	fa	NOUN
easat-2307	773	27	)	)	PUNCT
easat-2307	773	28	,	,	PUNCT
easat-2307	773	29	to	to	PART
easat-2307	773	30	improve	improve	VERB
easat-2307	773	31	the	the	DET
easat-2307	773	32	accuracy	accuracy	NOUN
easat-2307	773	33	and	and	CCONJ
easat-2307	773	34	interpretability	interpretability	NOUN
easat-2307	773	35	of	of	ADP
easat-2307	773	36	linear	linear	ADJ
easat-2307	773	37	regression	regression	NOUN
easat-2307	773	38	models	model	NOUN
easat-2307	773	39	in	in	ADP
easat-2307	773	40	the	the	DET
easat-2307	773	41	context	context	NOUN
easat-2307	773	42	of	of	ADP
easat-2307	773	43	the	the	DET
easat-2307	773	44	croatian	croatian	ADJ
easat-2307	773	45	presidential	presidential	ADJ
easat-2307	773	46	election	election	NOUN
easat-2307	773	47	.	.	PUNCT
easat-2307	774	1	these	these	DET
easat-2307	774	2	techniques	technique	NOUN
easat-2307	774	3	were	be	AUX
easat-2307	774	4	used	use	VERB
easat-2307	774	5	to	to	PART
easat-2307	774	6	predict	predict	VERB
easat-2307	774	7	voter	voter	NOUN
easat-2307	774	8	behavior	behavior	NOUN
easat-2307	774	9	by	by	ADP
easat-2307	774	10	applying	apply	VERB
easat-2307	774	11	them	they	PRON
easat-2307	774	12	to	to	PART
easat-2307	774	13	socio	socio	VERB
easat-2307	774	14	-	-	ADJ
easat-2307	774	15	demographic	demographic	ADJ
easat-2307	774	16	and	and	CCONJ
easat-2307	774	17	political	political	ADJ
easat-2307	774	18	variables	variable	NOUN
easat-2307	774	19	,	,	PUNCT
easat-2307	774	20	while	while	SCONJ
easat-2307	774	21	also	also	ADV
easat-2307	774	22	addressing	address	VERB
easat-2307	774	23	common	common	ADJ
easat-2307	774	24	challenges	challenge	NOUN
easat-2307	774	25	like	like	ADP
easat-2307	774	26	multicollinearity	multicollinearity	NOUN
easat-2307	774	27	and	and	CCONJ
easat-2307	774	28	model	model	NOUN
easat-2307	774	29	complexity	complexity	NOUN
easat-2307	774	30	.	.	PUNCT
easat-2307	775	1	the	the	DET
easat-2307	775	2	model	model	NOUN
easat-2307	775	3	that	that	PRON
easat-2307	775	4	underwent	underwent	ADJ
easat-2307	775	5	pca	pca	NOUN
easat-2307	775	6	transformation	transformation	NOUN
easat-2307	775	7	showed	show	VERB
easat-2307	775	8	a	a	DET
easat-2307	775	9	noteworthy	noteworthy	ADJ
easat-2307	775	10	decrease	decrease	NOUN
easat-2307	775	11	in	in	ADP
easat-2307	775	12	multicollinearity	multicollinearity	NOUN
easat-2307	775	13	,	,	PUNCT
easat-2307	775	14	resulting	result	VERB
easat-2307	775	15	in	in	ADP
easat-2307	775	16	a	a	DET
easat-2307	775	17	more	more	ADV
easat-2307	775	18	stable	stable	ADJ
easat-2307	775	19	and	and	CCONJ
easat-2307	775	20	easily	easily	ADV
easat-2307	775	21	understandable	understandable	ADJ
easat-2307	775	22	model	model	NOUN
easat-2307	775	23	when	when	SCONJ
easat-2307	775	24	compared	compare	VERB
easat-2307	775	25	to	to	ADP
easat-2307	775	26	the	the	DET
easat-2307	775	27	initial	initial	ADJ
easat-2307	775	28	linear	linear	PROPN
easat-2307	775	29	regression	regression	NOUN
easat-2307	775	30	model	model	NOUN
easat-2307	775	31	(	(	PUNCT
easat-2307	775	32	lr1	lr1	PROPN
easat-2307	775	33	)	)	PUNCT
easat-2307	775	34	.	.	PUNCT
easat-2307	776	1	although	although	SCONJ
easat-2307	776	2	pca	pca	PROPN
easat-2307	776	3	enhanced	enhance	VERB
easat-2307	776	4	the	the	DET
easat-2307	776	5	model	model	NOUN
easat-2307	776	6	's	's	PART
easat-2307	776	7	performance	performance	NOUN
easat-2307	776	8	compared	compare	VERB
easat-2307	776	9	to	to	ADP
easat-2307	776	10	lr1	lr1	PROPN
easat-2307	776	11	,	,	PUNCT
easat-2307	776	12	it	it	PRON
easat-2307	776	13	did	do	AUX
easat-2307	776	14	not	not	PART
easat-2307	776	15	completely	completely	ADV
easat-2307	776	16	resolve	resolve	VERB
easat-2307	776	17	the	the	DET
easat-2307	776	18	homoscedasticity	homoscedasticity	NOUN
easat-2307	776	19	issues	issue	NOUN
easat-2307	776	20	.	.	PUNCT
easat-2307	777	1	as	as	ADP
easat-2307	777	2	a	a	DET
easat-2307	777	3	result	result	NOUN
easat-2307	777	4	,	,	PUNCT
easat-2307	777	5	the	the	DET
easat-2307	777	6	model	model	NOUN
easat-2307	777	7	was	be	AUX
easat-2307	777	8	found	find	VERB
easat-2307	777	9	to	to	PART
easat-2307	777	10	be	be	AUX
easat-2307	777	11	less	less	ADV
easat-2307	777	12	robust	robust	ADJ
easat-2307	777	13	than	than	ADP
easat-2307	777	14	the	the	DET
easat-2307	777	15	optimized	optimize	VERB
easat-2307	777	16	lr2	lr2	PROPN
easat-2307	777	17	model	model	PROPN
easat-2307	777	18	.	.	PUNCT
easat-2307	778	1	factor	factor	NOUN
easat-2307	778	2	analysis	analysis	NOUN
easat-2307	778	3	has	have	AUX
easat-2307	778	4	been	be	AUX
easat-2307	778	5	found	find	VERB
easat-2307	778	6	to	to	PART
easat-2307	778	7	be	be	AUX
easat-2307	778	8	a	a	DET
easat-2307	778	9	highly	highly	ADV
easat-2307	778	10	effective	effective	ADJ
easat-2307	778	11	tool	tool	NOUN
easat-2307	778	12	in	in	ADP
easat-2307	778	13	revealing	reveal	VERB
easat-2307	778	14	latent	latent	NOUN
easat-2307	778	15	variables	variable	NOUN
easat-2307	778	16	that	that	PRON
easat-2307	778	17	can	can	AUX
easat-2307	778	18	explain	explain	VERB
easat-2307	778	19	underlying	underlying	ADJ
easat-2307	778	20	patterns	pattern	NOUN
easat-2307	778	21	in	in	ADP
easat-2307	778	22	the	the	DET
easat-2307	778	23	data	datum	NOUN
easat-2307	778	24	.	.	PUNCT
easat-2307	779	1	the	the	DET
easat-2307	779	2	fa	fa	NOUN
easat-2307	779	3	-	-	PUNCT
easat-2307	779	4	based	base	VERB
easat-2307	779	5	models	model	NOUN
easat-2307	779	6	(	(	PUNCT
easat-2307	779	7	fa1	fa1	NOUN
easat-2307	779	8	and	and	CCONJ
easat-2307	779	9	fa2	fa2	PROPN
easat-2307	779	10	)	)	PUNCT
easat-2307	779	11	demonstrated	demonstrate	VERB
easat-2307	779	12	superior	superior	ADJ
easat-2307	779	13	performance	performance	NOUN
easat-2307	779	14	compared	compare	VERB
easat-2307	779	15	to	to	ADP
easat-2307	779	16	the	the	DET
easat-2307	779	17	original	original	ADJ
easat-2307	779	18	lr1	lr1	NOUN
easat-2307	779	19	model	model	NOUN
easat-2307	779	20	by	by	ADP
easat-2307	779	21	offering	offer	VERB
easat-2307	779	22	a	a	DET
easat-2307	779	23	more	more	ADV
easat-2307	779	24	significant	significant	ADJ
easat-2307	779	25	and	and	CCONJ
easat-2307	779	26	easily	easily	ADV
easat-2307	779	27	understandable	understandable	ADJ
easat-2307	779	28	set	set	NOUN
easat-2307	779	29	of	of	ADP
easat-2307	779	30	predictors	predictor	NOUN
easat-2307	779	31	.	.	PUNCT
easat-2307	780	1	however	however	ADV
easat-2307	780	2	,	,	PUNCT
easat-2307	780	3	like	like	ADP
easat-2307	780	4	pca	pca	PROPN
easat-2307	780	5	,	,	PUNCT
easat-2307	780	6	the	the	DET
easat-2307	780	7	fa	fa	PROPN
easat-2307	780	8	models	model	NOUN
easat-2307	780	9	still	still	ADV
easat-2307	780	10	faced	face	VERB
easat-2307	780	11	difficulties	difficulty	NOUN
easat-2307	780	12	with	with	ADP
easat-2307	780	13	homoscedasticity	homoscedasticity	NOUN
easat-2307	780	14	,	,	PUNCT
easat-2307	780	15	resulting	result	VERB
easat-2307	780	16	in	in	ADP
easat-2307	780	17	slightly	slightly	ADV
easat-2307	780	18	lower	low	ADJ
easat-2307	780	19	predictive	predictive	ADJ
easat-2307	780	20	accuracy	accuracy	NOUN
easat-2307	780	21	compared	compare	VERB
easat-2307	780	22	to	to	ADP
easat-2307	780	23	the	the	DET
easat-2307	780	24	lr2	lr2	PROPN
easat-2307	780	25	model	model	PROPN
easat-2307	780	26	.	.	PUNCT
easat-2307	781	1	out	out	ADP
easat-2307	781	2	of	of	ADP
easat-2307	781	3	the	the	DET
easat-2307	781	4	various	various	ADJ
easat-2307	781	5	models	model	NOUN
easat-2307	781	6	that	that	PRON
easat-2307	781	7	were	be	AUX
easat-2307	781	8	created	create	VERB
easat-2307	781	9	,	,	PUNCT
easat-2307	781	10	the	the	DET
easat-2307	781	11	lr2	lr2	PROPN
easat-2307	781	12	model	model	NOUN
easat-2307	781	13	stood	stand	VERB
easat-2307	781	14	out	out	ADP
easat-2307	781	15	as	as	ADP
easat-2307	781	16	the	the	DET
easat-2307	781	17	most	most	ADV
easat-2307	781	18	effective	effective	ADJ
easat-2307	781	19	.	.	PUNCT
easat-2307	782	1	this	this	DET
easat-2307	782	2	model	model	NOUN
easat-2307	782	3	was	be	AUX
easat-2307	782	4	refined	refine	VERB
easat-2307	782	5	by	by	ADP
easat-2307	782	6	carefully	carefully	ADV
easat-2307	782	7	selecting	select	VERB
easat-2307	782	8	predictor	predictor	NOUN
easat-2307	782	9	variables	variable	NOUN
easat-2307	782	10	and	and	CCONJ
easat-2307	782	11	addressing	address	VERB
easat-2307	782	12	homoscedasticity	homoscedasticity	NOUN
easat-2307	782	13	.	.	PUNCT
easat-2307	783	1	the	the	DET
easat-2307	783	2	study	study	NOUN
easat-2307	783	3	showcased	showcase	VERB
easat-2307	783	4	the	the	DET
easat-2307	783	5	superior	superior	ADJ
easat-2307	783	6	levels	level	NOUN
easat-2307	783	7	of	of	ADP
easat-2307	783	8	predictive	predictive	ADJ
easat-2307	783	9	accuracy	accuracy	NOUN
easat-2307	783	10	and	and	CCONJ
easat-2307	783	11	model	model	NOUN
easat-2307	783	12	stability	stability	NOUN
easat-2307	783	13	,	,	PUNCT
easat-2307	783	14	surpassing	surpass	VERB
easat-2307	783	15	the	the	DET
easat-2307	783	16	performance	performance	NOUN
easat-2307	783	17	of	of	ADP
easat-2307	783	18	both	both	CCONJ
easat-2307	783	19	the	the	DET
easat-2307	783	20	pca	pca	PROPN
easat-2307	783	21	and	and	CCONJ
easat-2307	783	22	fa	fa	PROPN
easat-2307	783	23	models	model	NOUN
easat-2307	783	24	.	.	PUNCT
easat-2307	784	1	it	it	PRON
easat-2307	784	2	is	be	AUX
easat-2307	784	3	suggested	suggest	VERB
easat-2307	784	4	by	by	ADP
easat-2307	784	5	the	the	DET
easat-2307	784	6	findings	finding	NOUN
easat-2307	784	7	that	that	SCONJ
easat-2307	784	8	dimension	dimension	NOUN
easat-2307	784	9	reduction	reduction	NOUN
easat-2307	784	10	techniques	technique	NOUN
easat-2307	784	11	,	,	PUNCT
easat-2307	784	12	such	such	ADJ
easat-2307	784	13	as	as	ADP
easat-2307	784	14	pca	pca	PROPN
easat-2307	784	15	and	and	CCONJ
easat-2307	784	16	fa	fa	PROPN
easat-2307	784	17	,	,	PUNCT
easat-2307	784	18	have	have	VERB
easat-2307	784	19	value	value	NOUN
easat-2307	784	20	in	in	ADP
easat-2307	784	21	enhancing	enhance	VERB
easat-2307	784	22	model	model	NOUN
easat-2307	784	23	interpretability	interpretability	NOUN
easat-2307	784	24	and	and	CCONJ
easat-2307	784	25	decreasing	decrease	VERB
easat-2307	784	26	multicollinearity	multicollinearity	NOUN
easat-2307	784	27	.	.	PUNCT
easat-2307	785	1	however	however	ADV
easat-2307	785	2	,	,	PUNCT
easat-2307	785	3	it	it	PRON
easat-2307	785	4	is	be	AUX
easat-2307	785	5	important	important	ADJ
easat-2307	785	6	to	to	PART
easat-2307	785	7	still	still	ADV
easat-2307	785	8	consider	consider	VERB
easat-2307	785	9	the	the	DET
easat-2307	785	10	assumptions	assumption	NOUN
easat-2307	785	11	that	that	PRON
easat-2307	785	12	underlie	underlie	ADJ
easat-2307	785	13	linear	linear	ADJ
easat-2307	785	14	regression	regression	NOUN
easat-2307	785	15	models	model	NOUN
easat-2307	785	16	,	,	PUNCT
easat-2307	785	17	such	such	ADJ
easat-2307	785	18	as	as	ADP
easat-2307	785	19	homoscedasticity	homoscedasticity	NOUN
easat-2307	785	20	.	.	PUNCT
easat-2307	786	1	it	it	PRON
easat-2307	786	2	is	be	AUX
easat-2307	786	3	crucial	crucial	ADJ
easat-2307	786	4	to	to	PART
easat-2307	786	5	combine	combine	VERB
easat-2307	786	6	these	these	DET
easat-2307	786	7	techniques	technique	NOUN
easat-2307	786	8	with	with	ADP
easat-2307	786	9	thorough	thorough	ADJ
easat-2307	786	10	model	model	NOUN
easat-2307	786	11	validation	validation	NOUN
easat-2307	786	12	and	and	CCONJ
easat-2307	786	13	refinement	refinement	NOUN
easat-2307	786	14	to	to	PART
easat-2307	786	15	achieve	achieve	VERB
easat-2307	786	16	predictions	prediction	NOUN
easat-2307	786	17	that	that	PRON
easat-2307	786	18	are	be	AUX
easat-2307	786	19	robust	robust	ADJ
easat-2307	786	20	and	and	CCONJ
easat-2307	786	21	reliable	reliable	ADJ
easat-2307	786	22	.	.	PUNCT
easat-2307	787	1	ensuring	ensure	VERB
easat-2307	787	2	the	the	DET
easat-2307	787	3	reliability	reliability	NOUN
easat-2307	787	4	and	and	CCONJ
easat-2307	787	5	accuracy	accuracy	NOUN
easat-2307	787	6	of	of	ADP
easat-2307	787	7	linear	linear	PROPN
easat-2307	787	8	regression	regression	NOUN
easat-2307	787	9	models	model	NOUN
easat-2307	787	10	is	be	AUX
easat-2307	787	11	dependent	dependent	ADJ
easat-2307	787	12	on	on	ADP
easat-2307	787	13	the	the	DET
easat-2307	787	14	crucial	crucial	ADJ
easat-2307	787	15	assumption	assumption	NOUN
easat-2307	787	16	of	of	ADP
easat-2307	787	17	homoscedasticity	homoscedasticity	NOUN
easat-2307	787	18	.	.	PUNCT
easat-2307	788	1	this	this	DET
easat-2307	788	2	assumption	assumption	NOUN
easat-2307	788	3	states	state	VERB
easat-2307	788	4	that	that	SCONJ
easat-2307	788	5	the	the	DET
easat-2307	788	6	variance	variance	NOUN
easat-2307	788	7	of	of	ADP
easat-2307	788	8	residuals	residual	NOUN
easat-2307	788	9	remains	remain	VERB
easat-2307	788	10	constant	constant	ADJ
easat-2307	788	11	1690	1690	NUM
easat-2307	788	12	edelweiss	edelweiss	PROPN
easat-2307	788	13	applied	apply	VERB
easat-2307	788	14	science	science	NOUN
easat-2307	788	15	and	and	CCONJ
easat-2307	788	16	technology	technology	NOUN
easat-2307	788	17	issn	issn	PROPN
easat-2307	788	18	:	:	PUNCT
easat-2307	788	19	2576	2576	NUM
easat-2307	788	20	-	-	SYM
easat-2307	788	21	8484	8484	NUM
easat-2307	788	22	vol	vol	NOUN
easat-2307	788	23	.	.	PROPN
easat-2307	789	1	8	8	NUM
easat-2307	789	2	,	,	PUNCT
easat-2307	789	3	no	no	INTJ
easat-2307	789	4	.	.	NOUN
easat-2307	790	1	6	6	NUM
easat-2307	790	2	:	:	SYM
easat-2307	790	3	1670	1670	NUM
easat-2307	790	4	-	-	SYM
easat-2307	790	5	1691	1691	NUM
easat-2307	790	6	,	,	PUNCT
easat-2307	790	7	2024	2024	NUM
easat-2307	790	8	doi	doi	NOUN
easat-2307	790	9	:	:	PUNCT
easat-2307	790	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	790	11	©	©	ADP
easat-2307	790	12	2024	2024	NUM
easat-2307	790	13	by	by	ADP
easat-2307	790	14	the	the	DET
easat-2307	790	15	author	author	NOUN
easat-2307	790	16	;	;	PUNCT
easat-2307	790	17	licensee	licensee	PROPN
easat-2307	790	18	learning	learning	NOUN
easat-2307	790	19	gate	gate	NOUN
easat-2307	790	20	across	across	ADP
easat-2307	790	21	all	all	DET
easat-2307	790	22	levels	level	NOUN
easat-2307	790	23	of	of	ADP
easat-2307	790	24	independent	independent	ADJ
easat-2307	790	25	variables	variable	NOUN
easat-2307	790	26	.	.	PUNCT
easat-2307	791	1	when	when	SCONJ
easat-2307	791	2	this	this	DET
easat-2307	791	3	condition	condition	NOUN
easat-2307	791	4	is	be	AUX
easat-2307	791	5	satisfied	satisfied	ADJ
easat-2307	791	6	,	,	PUNCT
easat-2307	791	7	the	the	DET
easat-2307	791	8	model	model	NOUN
easat-2307	791	9	's	's	PART
easat-2307	791	10	predictions	prediction	NOUN
easat-2307	791	11	exhibit	exhibit	VERB
easat-2307	791	12	consistency	consistency	NOUN
easat-2307	791	13	and	and	CCONJ
easat-2307	791	14	lack	lack	NOUN
easat-2307	791	15	bias	bias	NOUN
easat-2307	791	16	,	,	PUNCT
easat-2307	791	17	enabling	enable	VERB
easat-2307	791	18	accurate	accurate	ADJ
easat-2307	791	19	estimation	estimation	NOUN
easat-2307	791	20	of	of	ADP
easat-2307	791	21	the	the	DET
easat-2307	791	22	relationships	relationship	NOUN
easat-2307	791	23	between	between	ADP
easat-2307	791	24	predictors	predictor	NOUN
easat-2307	791	25	and	and	CCONJ
easat-2307	791	26	the	the	DET
easat-2307	791	27	dependent	dependent	ADJ
easat-2307	791	28	variable	variable	NOUN
easat-2307	791	29	.	.	PUNCT
easat-2307	792	1	when	when	SCONJ
easat-2307	792	2	homoscedasticity	homoscedasticity	NOUN
easat-2307	792	3	is	be	AUX
easat-2307	792	4	not	not	PART
easat-2307	792	5	upheld	uphold	VERB
easat-2307	792	6	,	,	PUNCT
easat-2307	792	7	there	there	PRON
easat-2307	792	8	is	be	VERB
easat-2307	792	9	a	a	DET
easat-2307	792	10	possibility	possibility	NOUN
easat-2307	792	11	for	for	SCONJ
easat-2307	792	12	standard	standard	ADJ
easat-2307	792	13	errors	error	NOUN
easat-2307	792	14	to	to	PART
easat-2307	792	15	be	be	AUX
easat-2307	792	16	biased	bias	VERB
easat-2307	792	17	,	,	PUNCT
easat-2307	792	18	which	which	PRON
easat-2307	792	19	can	can	AUX
easat-2307	792	20	result	result	VERB
easat-2307	792	21	in	in	ADP
easat-2307	792	22	inaccurate	inaccurate	ADJ
easat-2307	792	23	conclusions	conclusion	NOUN
easat-2307	792	24	regarding	regard	VERB
easat-2307	792	25	the	the	DET
easat-2307	792	26	significance	significance	NOUN
easat-2307	792	27	of	of	ADP
easat-2307	792	28	predictors	predictor	NOUN
easat-2307	792	29	.	.	PUNCT
easat-2307	793	1	in	in	ADP
easat-2307	793	2	addition	addition	NOUN
easat-2307	793	3	,	,	PUNCT
easat-2307	793	4	the	the	DET
easat-2307	793	5	efficiency	efficiency	NOUN
easat-2307	793	6	of	of	ADP
easat-2307	793	7	estimators	estimator	NOUN
easat-2307	793	8	may	may	AUX
easat-2307	793	9	be	be	AUX
easat-2307	793	10	affected	affect	VERB
easat-2307	793	11	,	,	PUNCT
easat-2307	793	12	and	and	CCONJ
easat-2307	793	13	the	the	DET
easat-2307	793	14	use	use	NOUN
easat-2307	793	15	of	of	ADP
easat-2307	793	16	goodness	goodness	NOUN
easat-2307	793	17	-	-	PUNCT
easat-2307	793	18	of	of	ADP
easat-2307	793	19	-	-	PUNCT
easat-2307	793	20	fit	fit	ADJ
easat-2307	793	21	measures	measure	NOUN
easat-2307	793	22	such	such	ADJ
easat-2307	793	23	as	as	ADP
easat-2307	793	24	r	r	NOUN
easat-2307	793	25	-	-	PUNCT
easat-2307	793	26	squared	squared	ADJ
easat-2307	793	27	can	can	AUX
easat-2307	793	28	lead	lead	VERB
easat-2307	793	29	to	to	ADP
easat-2307	793	30	potential	potential	ADJ
easat-2307	793	31	misinterpretations	misinterpretation	NOUN
easat-2307	793	32	.	.	PUNCT
easat-2307	794	1	the	the	DET
easat-2307	794	2	lr2	lr2	PROPN
easat-2307	794	3	model	model	NOUN
easat-2307	794	4	was	be	AUX
easat-2307	794	5	found	find	VERB
easat-2307	794	6	to	to	PART
easat-2307	794	7	be	be	AUX
easat-2307	794	8	the	the	DET
easat-2307	794	9	most	most	ADV
easat-2307	794	10	reliable	reliable	ADJ
easat-2307	794	11	and	and	CCONJ
easat-2307	794	12	accurate	accurate	ADJ
easat-2307	794	13	in	in	ADP
easat-2307	794	14	making	make	VERB
easat-2307	794	15	predictions	prediction	NOUN
easat-2307	794	16	.	.	PUNCT
easat-2307	795	1	this	this	DET
easat-2307	795	2	highlights	highlight	VERB
easat-2307	795	3	the	the	DET
easat-2307	795	4	significance	significance	NOUN
easat-2307	795	5	of	of	ADP
easat-2307	795	6	addressing	address	VERB
easat-2307	795	7	homoscedasticity	homoscedasticity	NOUN
easat-2307	795	8	in	in	ADP
easat-2307	795	9	order	order	NOUN
easat-2307	795	10	to	to	PART
easat-2307	795	11	develop	develop	VERB
easat-2307	795	12	robust	robust	ADJ
easat-2307	795	13	regression	regression	NOUN
easat-2307	795	14	models	model	NOUN
easat-2307	795	15	.	.	PUNCT
easat-2307	796	1	this	this	DET
easat-2307	796	2	study	study	NOUN
easat-2307	796	3	adds	add	VERB
easat-2307	796	4	to	to	ADP
easat-2307	796	5	the	the	DET
easat-2307	796	6	ongoing	ongoing	ADJ
easat-2307	796	7	discussion	discussion	NOUN
easat-2307	796	8	on	on	ADP
easat-2307	796	9	the	the	DET
easat-2307	796	10	use	use	NOUN
easat-2307	796	11	of	of	ADP
easat-2307	796	12	dimension	dimension	NOUN
easat-2307	796	13	reduction	reduction	NOUN
easat-2307	796	14	in	in	ADP
easat-2307	796	15	predictive	predictive	ADJ
easat-2307	796	16	modeling	modeling	NOUN
easat-2307	796	17	.	.	PUNCT
easat-2307	797	1	this	this	DET
easat-2307	797	2	research	research	NOUN
easat-2307	797	3	provides	provide	VERB
easat-2307	797	4	valuable	valuable	ADJ
easat-2307	797	5	insights	insight	NOUN
easat-2307	797	6	into	into	ADP
easat-2307	797	7	the	the	DET
easat-2307	797	8	potential	potential	NOUN
easat-2307	797	9	of	of	ADP
easat-2307	797	10	these	these	DET
easat-2307	797	11	techniques	technique	NOUN
easat-2307	797	12	to	to	PART
easat-2307	797	13	improve	improve	VERB
easat-2307	797	14	the	the	DET
easat-2307	797	15	accuracy	accuracy	NOUN
easat-2307	797	16	and	and	CCONJ
easat-2307	797	17	interpretability	interpretability	NOUN
easat-2307	797	18	of	of	ADP
easat-2307	797	19	models	model	NOUN
easat-2307	797	20	used	use	VERB
easat-2307	797	21	in	in	ADP
easat-2307	797	22	predicting	predict	VERB
easat-2307	797	23	voter	voter	NOUN
easat-2307	797	24	behavior	behavior	NOUN
easat-2307	797	25	.	.	PUNCT
easat-2307	798	1	these	these	DET
easat-2307	798	2	findings	finding	NOUN
easat-2307	798	3	offer	offer	VERB
easat-2307	798	4	valuable	valuable	ADJ
easat-2307	798	5	tools	tool	NOUN
easat-2307	798	6	for	for	ADP
easat-2307	798	7	both	both	CCONJ
easat-2307	798	8	academic	academic	ADJ
easat-2307	798	9	research	research	NOUN
easat-2307	798	10	and	and	CCONJ
easat-2307	798	11	practical	practical	ADJ
easat-2307	798	12	applications	application	NOUN
easat-2307	798	13	in	in	ADP
easat-2307	798	14	political	political	ADJ
easat-2307	798	15	strategy	strategy	NOUN
easat-2307	798	16	.	.	PUNCT
easat-2307	799	1	ultimately	ultimately	ADV
easat-2307	799	2	,	,	PUNCT
easat-2307	799	3	after	after	ADP
easat-2307	799	4	considering	consider	VERB
easat-2307	799	5	the	the	DET
easat-2307	799	6	advantages	advantage	NOUN
easat-2307	799	7	of	of	ADP
easat-2307	799	8	pca	pca	NOUN
easat-2307	799	9	and	and	CCONJ
easat-2307	799	10	fa	fa	X
easat-2307	799	11	in	in	ADP
easat-2307	799	12	handling	handle	VERB
easat-2307	799	13	high	high	ADJ
easat-2307	799	14	-	-	PUNCT
easat-2307	799	15	dimensional	dimensional	ADJ
easat-2307	799	16	data	datum	NOUN
easat-2307	799	17	and	and	CCONJ
easat-2307	799	18	enhancing	enhance	VERB
easat-2307	799	19	model	model	NOUN
easat-2307	799	20	performance	performance	NOUN
easat-2307	799	21	,	,	PUNCT
easat-2307	799	22	it	it	PRON
easat-2307	799	23	is	be	AUX
easat-2307	799	24	evident	evident	ADJ
easat-2307	799	25	that	that	SCONJ
easat-2307	799	26	the	the	DET
easat-2307	799	27	lr2	lr2	PROPN
easat-2307	799	28	model	model	NOUN
easat-2307	799	29	emerges	emerge	VERB
easat-2307	799	30	as	as	ADP
easat-2307	799	31	the	the	DET
easat-2307	799	32	most	most	ADV
easat-2307	799	33	dependable	dependable	ADJ
easat-2307	799	34	approach	approach	NOUN
easat-2307	799	35	in	in	ADP
easat-2307	799	36	this	this	DET
easat-2307	799	37	study	study	NOUN
easat-2307	799	38	due	due	ADP
easat-2307	799	39	to	to	ADP
easat-2307	799	40	its	its	PRON
easat-2307	799	41	exceptional	exceptional	ADJ
easat-2307	799	42	ability	ability	NOUN
easat-2307	799	43	to	to	PART
easat-2307	799	44	manage	manage	VERB
easat-2307	799	45	homoscedasticity	homoscedasticity	NOUN
easat-2307	799	46	.	.	PUNCT
easat-2307	800	1	further	further	ADJ
easat-2307	800	2	exploration	exploration	NOUN
easat-2307	800	3	of	of	ADP
easat-2307	800	4	alternative	alternative	ADJ
easat-2307	800	5	dimension	dimension	NOUN
easat-2307	800	6	reduction	reduction	NOUN
easat-2307	800	7	techniques	technique	NOUN
easat-2307	800	8	and	and	CCONJ
easat-2307	800	9	their	their	PRON
easat-2307	800	10	integration	integration	NOUN
easat-2307	800	11	with	with	ADP
easat-2307	800	12	both	both	CCONJ
easat-2307	800	13	linear	linear	ADJ
easat-2307	800	14	and	and	CCONJ
easat-2307	800	15	non	non	ADJ
easat-2307	800	16	-	-	ADJ
easat-2307	800	17	linear	linear	ADJ
easat-2307	800	18	modeling	modeling	NOUN
easat-2307	800	19	approaches	approach	NOUN
easat-2307	800	20	is	be	AUX
easat-2307	800	21	recommended	recommend	VERB
easat-2307	800	22	for	for	ADP
easat-2307	800	23	future	future	ADJ
easat-2307	800	24	research	research	NOUN
easat-2307	800	25	to	to	PART
easat-2307	800	26	enhance	enhance	VERB
easat-2307	800	27	predictive	predictive	ADJ
easat-2307	800	28	accuracy	accuracy	NOUN
easat-2307	800	29	in	in	ADP
easat-2307	800	30	electoral	electoral	ADJ
easat-2307	800	31	studies	study	NOUN
easat-2307	800	32	.	.	PUNCT
easat-2307	801	1	data	datum	NOUN
easat-2307	801	2	availability	availability	NOUN
easat-2307	801	3	statement	statement	NOUN
easat-2307	801	4	:	:	PUNCT
easat-2307	801	5	the	the	DET
easat-2307	801	6	data	datum	NOUN
easat-2307	801	7	supporting	support	VERB
easat-2307	801	8	this	this	DET
easat-2307	801	9	study	study	NOUN
easat-2307	801	10	's	's	PART
easat-2307	801	11	findings	finding	NOUN
easat-2307	801	12	are	be	AUX
easat-2307	801	13	available	available	ADJ
easat-2307	801	14	on	on	ADP
easat-2307	801	15	public	public	ADJ
easat-2307	801	16	services	service	NOUN
easat-2307	801	17	on	on	ADP
easat-2307	801	18	government	government	NOUN
easat-2307	801	19	sites	site	NOUN
easat-2307	801	20	in	in	ADP
easat-2307	801	21	croatia	croatia	PROPN
easat-2307	801	22	.	.	PUNCT
easat-2307	802	1	copyright	copyright	NOUN
easat-2307	802	2	:	:	PUNCT
easat-2307	802	3	©	©	PROPN
easat-2307	802	4	2024	2024	NUM
easat-2307	802	5	by	by	ADP
easat-2307	802	6	the	the	DET
easat-2307	802	7	authors	author	NOUN
easat-2307	802	8	.	.	PUNCT
easat-2307	803	1	this	this	DET
easat-2307	803	2	article	article	NOUN
easat-2307	803	3	is	be	AUX
easat-2307	803	4	an	an	DET
easat-2307	803	5	open	open	ADJ
easat-2307	803	6	access	access	NOUN
easat-2307	803	7	article	article	NOUN
easat-2307	803	8	distributed	distribute	VERB
easat-2307	803	9	under	under	ADP
easat-2307	803	10	the	the	DET
easat-2307	803	11	terms	term	NOUN
easat-2307	803	12	and	and	CCONJ
easat-2307	803	13	conditions	condition	NOUN
easat-2307	803	14	of	of	ADP
easat-2307	803	15	the	the	DET
easat-2307	803	16	creative	creative	ADJ
easat-2307	803	17	commons	common	NOUN
easat-2307	803	18	attribution	attribution	NOUN
easat-2307	803	19	(	(	PUNCT
easat-2307	803	20	cc	cc	NOUN
easat-2307	803	21	by	by	ADP
easat-2307	803	22	)	)	PUNCT
easat-2307	803	23	license	license	NOUN
easat-2307	803	24	(	(	PUNCT
easat-2307	803	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-2307	803	26	)	)	PUNCT
easat-2307	803	27	.	.	PUNCT
easat-2307	804	1	references	reference	NOUN
easat-2307	804	2	[	[	X
easat-2307	804	3	1	1	NUM
easat-2307	804	4	]	]	X
easat-2307	804	5	shang	shang	PROPN
easat-2307	804	6	,	,	PUNCT
easat-2307	804	7	h.l	h.l	PROPN
easat-2307	804	8	.	.	PROPN
easat-2307	804	9	dynamic	dynamic	ADJ
easat-2307	804	10	principal	principal	ADJ
easat-2307	804	11	component	component	NOUN
easat-2307	804	12	regression	regression	NOUN
easat-2307	804	13	:	:	PUNCT
easat-2307	804	14	application	application	NOUN
easat-2307	804	15	to	to	ADP
easat-2307	804	16	age	age	NOUN
easat-2307	804	17	-	-	PUNCT
easat-2307	804	18	specific	specific	ADJ
easat-2307	804	19	mortality	mortality	NOUN
easat-2307	804	20	forecasting	forecasting	NOUN
easat-2307	804	21	.	.	PUNCT
easat-2307	805	1	astin	astin	PROPN
easat-2307	805	2	bull	bull	PROPN
easat-2307	805	3	2019	2019	NUM
easat-2307	805	4	,	,	PUNCT
easat-2307	805	5	49	49	NUM
easat-2307	805	6	,	,	PUNCT
easat-2307	805	7	619–645	619–645	NUM
easat-2307	805	8	.	.	PUNCT
easat-2307	806	1	doi:10.1017	doi:10.1017	NOUN
easat-2307	806	2	/	/	SYM
easat-2307	806	3	asb.2019.20	asb.2019.20	PROPN
easat-2307	806	4	.	.	PUNCT
easat-2307	807	1	[	[	X
easat-2307	807	2	2	2	NUM
easat-2307	807	3	]	]	X
easat-2307	807	4	garcía	garcía	ADJ
easat-2307	807	5	-	-	PUNCT
easat-2307	807	6	santillán	santillán	NOUN
easat-2307	807	7	,	,	PUNCT
easat-2307	807	8	a.	a.	NOUN
easat-2307	807	9	;	;	PUNCT
easat-2307	807	10	escalera	escalera	NOUN
easat-2307	807	11	-	-	PUNCT
easat-2307	807	12	chávez	chávez	PROPN
easat-2307	807	13	,	,	PUNCT
easat-2307	807	14	m.	m.	NOUN
easat-2307	807	15	;	;	PUNCT
easat-2307	807	16	venegas	venegas	PROPN
easat-2307	807	17	-	-	PUNCT
easat-2307	807	18	martínez	martínez	PROPN
easat-2307	807	19	,	,	PUNCT
easat-2307	807	20	f.	f.	PROPN
easat-2307	807	21	principal	principal	PROPN
easat-2307	807	22	components	component	NOUN
easat-2307	807	23	analysis	analysis	NOUN
easat-2307	807	24	and	and	CCONJ
easat-2307	807	25	factorial	factorial	ADJ
easat-2307	807	26	analysis	analysis	NOUN
easat-2307	807	27	to	to	PART
easat-2307	807	28	measure	measure	VERB
easat-2307	807	29	latent	latent	NOUN
easat-2307	807	30	variables	variable	NOUN
easat-2307	807	31	in	in	ADP
easat-2307	807	32	a	a	DET
easat-2307	807	33	quantitative	quantitative	ADJ
easat-2307	807	34	research	research	NOUN
easat-2307	807	35	:	:	PUNCT
easat-2307	807	36	a	a	DET
easat-2307	807	37	mathematical	mathematical	ADJ
easat-2307	807	38	theoretical	theoretical	ADJ
easat-2307	807	39	approach	approach	NOUN
easat-2307	807	40	.	.	PUNCT
easat-2307	808	1	bsmass	bsmass	PROPN
easat-2307	808	2	2013	2013	NUM
easat-2307	808	3	,	,	PUNCT
easat-2307	808	4	7	7	NUM
easat-2307	808	5	,	,	PUNCT
easat-2307	808	6	3–12	3–12	PROPN
easat-2307	808	7	.	.	PUNCT
easat-2307	809	1	doi	doi	NOUN
easat-2307	809	2	:	:	PUNCT
easat-2307	809	3	10.18052	10.18052	NUM
easat-2307	809	4	/	/	SYM
easat-2307	809	5	www.scipress.com	www.scipress.com	PROPN
easat-2307	809	6	/	/	SYM
easat-2307	809	7	bsmass.7.3	bsmass.7.3	NOUN
easat-2307	809	8	.	.	PUNCT
easat-2307	810	1	[	[	X
easat-2307	810	2	3	3	NUM
easat-2307	810	3	]	]	X
easat-2307	810	4	wang	wang	PROPN
easat-2307	810	5	,	,	PUNCT
easat-2307	810	6	f.	f.	PROPN
easat-2307	810	7	factor	factor	PROPN
easat-2307	810	8	analysis	analysis	NOUN
easat-2307	810	9	and	and	CCONJ
easat-2307	810	10	principal	principal	ADJ
easat-2307	810	11	-	-	PUNCT
easat-2307	810	12	components	component	NOUN
easat-2307	810	13	analysis	analysis	NOUN
easat-2307	810	14	.	.	PUNCT
easat-2307	811	1	international	international	ADJ
easat-2307	811	2	encyclopedia	encyclopedia	NOUN
easat-2307	811	3	of	of	ADP
easat-2307	811	4	human	human	ADJ
easat-2307	811	5	geography	geography	NOUN
easat-2307	811	6	2009	2009	NUM
easat-2307	811	7	,	,	PUNCT
easat-2307	811	8	1–7	1–7	NUM
easat-2307	811	9	.	.	NOUN
easat-2307	811	10	,	,	PUNCT
easat-2307	811	11	doi	doi	PROPN
easat-2307	811	12	:	:	PUNCT
easat-2307	811	13	10.1016	10.1016	NUM
easat-2307	811	14	/	/	SYM
easat-2307	811	15	b978	b978	PROPN
easat-2307	811	16	-	-	PUNCT
easat-2307	811	17	008044910	008044910	NUM
easat-2307	811	18	-	-	SYM
easat-2307	811	19	4.00434	4.00434	NUM
easat-2307	811	20	-	-	PUNCT
easat-2307	811	21	x	x	PUNCT
easat-2307	812	1	[	[	X
easat-2307	812	2	4	4	NUM
easat-2307	812	3	]	]	X
easat-2307	812	4	hansen	hansen	PROPN
easat-2307	812	5	,	,	PUNCT
easat-2307	812	6	b.e	b.e	PROPN
easat-2307	812	7	.	.	PROPN
easat-2307	812	8	reply	reply	NOUN
easat-2307	812	9	to	to	PART
easat-2307	812	10	:	:	PUNCT
easat-2307	812	11	comment	comment	VERB
easat-2307	812	12	on	on	ADP
easat-2307	812	13	“	"	PUNCT
easat-2307	812	14	a	a	DET
easat-2307	812	15	modern	modern	ADJ
easat-2307	812	16	gauss	gauss	ADJ
easat-2307	812	17	–	–	PUNCT
easat-2307	812	18	markov	markov	NOUN
easat-2307	812	19	theorem	theorem	NOUN
easat-2307	812	20	”	"	PUNCT
easat-2307	812	21	.	.	PUNCT
easat-2307	813	1	ecta	ecta	PROPN
easat-2307	813	2	2024	2024	NUM
easat-2307	813	3	,	,	PUNCT
easat-2307	813	4	92	92	NUM
easat-2307	813	5	,	,	PUNCT
easat-2307	813	6	925–928	925–928	NUM
easat-2307	813	7	.	.	PUNCT
easat-2307	813	8	doi:10.3982	doi:10.3982	PROPN
easat-2307	813	9	/	/	SYM
easat-2307	813	10	ecta22362	ecta22362	PROPN
easat-2307	813	11	.	.	PUNCT
easat-2307	814	1	[	[	X
easat-2307	814	2	5	5	NUM
easat-2307	814	3	]	]	X
easat-2307	814	4	brown	brown	ADJ
easat-2307	814	5	,	,	PUNCT
easat-2307	814	6	j.d	j.d	PROPN
easat-2307	814	7	.	.	PROPN
easat-2307	814	8	generalized	generalized	ADJ
easat-2307	814	9	least	least	ADJ
easat-2307	814	10	squares	square	NOUN
easat-2307	814	11	estimation	estimation	NOUN
easat-2307	814	12	.	.	PUNCT
easat-2307	815	1	advanced	advanced	ADJ
easat-2307	815	2	statistics	statistic	NOUN
easat-2307	815	3	for	for	ADP
easat-2307	815	4	the	the	DET
easat-2307	815	5	behavioral	behavioral	ADJ
easat-2307	815	6	sciences	science	NOUN
easat-2307	815	7	2018	2018	NUM
easat-2307	815	8	,	,	PUNCT
easat-2307	815	9	189–217	189–217	NUM
easat-2307	815	10	.	.	PUNCT
easat-2307	816	1	doi	doi	NOUN
easat-2307	816	2	:	:	PUNCT
easat-2307	816	3	10.1007/978	10.1007/978	NUM
easat-2307	816	4	-	-	SYM
easat-2307	816	5	3	3	NUM
easat-2307	816	6	-	-	NUM
easat-2307	816	7	319	319	NUM
easat-2307	816	8	-	-	PUNCT
easat-2307	816	9	93549	93549	NUM
easat-2307	816	10	-	-	SYM
easat-2307	816	11	2_6	2_6	NUM
easat-2307	816	12	.	.	PUNCT
easat-2307	817	1	[	[	X
easat-2307	817	2	6	6	NUM
easat-2307	817	3	]	]	PUNCT
easat-2307	817	4	larocca	larocca	PROPN
easat-2307	817	5	,	,	PUNCT
easat-2307	817	6	r.	r.	PROPN
easat-2307	817	7	reconciling	reconcile	VERB
easat-2307	817	8	conflicting	conflicting	ADJ
easat-2307	817	9	gauss	gauss	ADJ
easat-2307	817	10	-	-	PUNCT
easat-2307	817	11	markov	markov	NOUN
easat-2307	817	12	conditions	condition	NOUN
easat-2307	817	13	in	in	ADP
easat-2307	817	14	the	the	DET
easat-2307	817	15	classical	classical	ADJ
easat-2307	817	16	linear	linear	PROPN
easat-2307	817	17	regression	regression	NOUN
easat-2307	817	18	model	model	NOUN
easat-2307	817	19	.	.	PUNCT
easat-2307	818	1	political	political	ADJ
easat-2307	818	2	analysis	analysis	NOUN
easat-2307	818	3	2005	2005	NUM
easat-2307	818	4	,	,	PUNCT
easat-2307	818	5	13	13	NUM
easat-2307	818	6	,	,	PUNCT
easat-2307	818	7	188–207	188–207	NUM
easat-2307	818	8	.	.	PUNCT
easat-2307	819	1	doi	doi	NOUN
easat-2307	819	2	:	:	PUNCT
easat-2307	819	3	10.1093	10.1093	NUM
easat-2307	819	4	/	/	SYM
easat-2307	819	5	pan	pan	NOUN
easat-2307	819	6	/	/	SYM
easat-2307	819	7	mpi011	mpi011	ADJ
easat-2307	819	8	.	.	PUNCT
easat-2307	820	1	[	[	X
easat-2307	820	2	7	7	NUM
easat-2307	820	3	]	]	X
easat-2307	820	4	white	white	ADJ
easat-2307	820	5	,	,	PUNCT
easat-2307	820	6	h.	h.	PROPN
easat-2307	820	7	a	a	DET
easat-2307	820	8	heteroskedasticity	heteroskedasticity	NOUN
easat-2307	820	9	-	-	PUNCT
easat-2307	820	10	consistent	consistent	ADJ
easat-2307	820	11	covariance	covariance	NOUN
easat-2307	820	12	matrix	matrix	NOUN
easat-2307	820	13	estimator	estimator	NOUN
easat-2307	820	14	and	and	CCONJ
easat-2307	820	15	a	a	DET
easat-2307	820	16	direct	direct	ADJ
easat-2307	820	17	test	test	NOUN
easat-2307	820	18	for	for	ADP
easat-2307	820	19	heteroskedasticity	heteroskedasticity	NOUN
easat-2307	820	20	.	.	PUNCT
easat-2307	821	1	econometrica	econometrica	PROPN
easat-2307	821	2	1980	1980	NUM
easat-2307	821	3	,	,	PUNCT
easat-2307	821	4	48	48	NUM
easat-2307	821	5	,	,	PUNCT
easat-2307	821	6	817	817	NUM
easat-2307	821	7	.	.	PUNCT
easat-2307	822	1	doi	doi	NOUN
easat-2307	822	2	:	:	PUNCT
easat-2307	822	3	10.2307/1912934	10.2307/1912934	NUM
easat-2307	822	4	[	[	X
easat-2307	822	5	8	8	NUM
easat-2307	822	6	]	]	X
easat-2307	822	7	wolfe	wolfe	PROPN
easat-2307	822	8	,	,	PUNCT
easat-2307	822	9	s.j	s.j	PROPN
easat-2307	822	10	.	.	PROPN
easat-2307	823	1	a	a	DET
easat-2307	823	2	note	note	NOUN
easat-2307	823	3	on	on	ADP
easat-2307	823	4	the	the	DET
easat-2307	823	5	complete	complete	ADJ
easat-2307	823	6	convergence	convergence	NOUN
easat-2307	823	7	of	of	ADP
easat-2307	823	8	stable	stable	ADJ
easat-2307	823	9	distribution	distribution	NOUN
easat-2307	823	10	functions	function	NOUN
easat-2307	823	11	.	.	PUNCT
easat-2307	824	1	the	the	DET
easat-2307	824	2	annals	annal	NOUN
easat-2307	824	3	of	of	ADP
easat-2307	824	4	mathematical	mathematical	ADJ
easat-2307	824	5	statistics	statistic	NOUN
easat-2307	824	6	1972	1972	NUM
easat-2307	824	7	,	,	PUNCT
easat-2307	824	8	43	43	NUM
easat-2307	824	9	,	,	PUNCT
easat-2307	824	10	363–364	363–364	NUM
easat-2307	824	11	.	.	PUNCT
easat-2307	824	12	doi	doi	NOUN
easat-2307	824	13	:	:	PUNCT
easat-2307	824	14	10.1214	10.1214	NUM
easat-2307	824	15	/	/	SYM
easat-2307	824	16	aoms/1177692733	aoms/1177692733	NOUN
easat-2307	824	17	[	[	X
easat-2307	824	18	9	9	NUM
easat-2307	824	19	]	]	PUNCT
easat-2307	824	20	hastie	hastie	PROPN
easat-2307	824	21	,	,	PUNCT
easat-2307	824	22	t.	t.	PROPN
easat-2307	824	23	;	;	PUNCT
easat-2307	824	24	tibshirani	tibshirani	PROPN
easat-2307	824	25	,	,	PUNCT
easat-2307	824	26	r.	r.	PROPN
easat-2307	824	27	;	;	PUNCT
easat-2307	824	28	friedman	friedman	PROPN
easat-2307	824	29	,	,	PUNCT
easat-2307	824	30	j.	j.	PROPN
easat-2307	824	31	the	the	DET
easat-2307	824	32	elements	element	NOUN
easat-2307	824	33	of	of	ADP
easat-2307	824	34	statistical	statistical	ADJ
easat-2307	824	35	learning	learning	NOUN
easat-2307	824	36	;	;	PUNCT
easat-2307	824	37	springer	springer	PROPN
easat-2307	824	38	new	new	PROPN
easat-2307	824	39	york	york	PROPN
easat-2307	824	40	2009	2009	NUM
easat-2307	824	41	;	;	PUNCT
easat-2307	824	42	doi	doi	NOUN
easat-2307	824	43	:	:	PUNCT
easat-2307	824	44	10.1007/978	10.1007/978	NUM
easat-2307	824	45	-	-	SYM
easat-2307	824	46	0	0	NUM
easat-2307	824	47	-	-	PUNCT
easat-2307	824	48	387	387	NUM
easat-2307	824	49	-	-	PUNCT
easat-2307	824	50	84858	84858	NUM
easat-2307	824	51	-	-	SYM
easat-2307	824	52	7	7	NUM
easat-2307	824	53	.	.	PUNCT
easat-2307	825	1	[	[	X
easat-2307	825	2	10	10	NUM
easat-2307	825	3	]	]	X
easat-2307	825	4	little	little	ADJ
easat-2307	825	5	,	,	PUNCT
easat-2307	825	6	r.j.a	r.j.a	ADJ
easat-2307	825	7	.	.	PUNCT
easat-2307	825	8	;	;	PUNCT
easat-2307	825	9	rubin	rubin	PROPN
easat-2307	825	10	,	,	PUNCT
easat-2307	825	11	d.b	d.b	PROPN
easat-2307	825	12	.	.	NOUN
easat-2307	825	13	statistical	statistical	ADJ
easat-2307	825	14	analysis	analysis	NOUN
easat-2307	825	15	with	with	ADP
easat-2307	825	16	missing	miss	VERB
easat-2307	825	17	data	datum	NOUN
easat-2307	825	18	.	.	PUNCT
easat-2307	826	1	wiley	wiley	PROPN
easat-2307	826	2	series	series	PROPN
easat-2307	826	3	in	in	ADP
easat-2307	826	4	probability	probability	NOUN
easat-2307	826	5	and	and	CCONJ
easat-2307	826	6	statistics	statistic	NOUN
easat-2307	826	7	2002	2002	NUM
easat-2307	826	8	.	.	PUNCT
easat-2307	827	1	doi	doi	NOUN
easat-2307	827	2	:	:	PUNCT
easat-2307	827	3	10.1002/9781119013563	10.1002/9781119013563	NUM
easat-2307	827	4	.	.	PUNCT
easat-2307	828	1	[	[	X
easat-2307	828	2	11	11	NUM
easat-2307	828	3	]	]	X
easat-2307	828	4	takahashi	takahashi	PROPN
easat-2307	828	5	,	,	PUNCT
easat-2307	828	6	m.	m.	NOUN
easat-2307	828	7	statistical	statistical	ADJ
easat-2307	828	8	inference	inference	NOUN
easat-2307	828	9	in	in	ADP
easat-2307	828	10	missing	miss	VERB
easat-2307	828	11	data	datum	NOUN
easat-2307	828	12	by	by	ADP
easat-2307	828	13	mcmc	mcmc	PROPN
easat-2307	828	14	and	and	CCONJ
easat-2307	828	15	non	non	ADJ
easat-2307	828	16	-	-	ADJ
easat-2307	828	17	mcmc	mcmc	ADJ
easat-2307	828	18	multiple	multiple	ADJ
easat-2307	828	19	imputation	imputation	NOUN
easat-2307	828	20	algorithms	algorithm	NOUN
easat-2307	828	21	:	:	PUNCT
easat-2307	828	22	assessing	assess	VERB
easat-2307	828	23	the	the	DET
easat-2307	828	24	effects	effect	NOUN
easat-2307	828	25	of	of	ADP
easat-2307	828	26	between	between	ADP
easat-2307	828	27	-	-	PUNCT
easat-2307	828	28	imputation	imputation	NOUN
easat-2307	828	29	iterations	iteration	NOUN
easat-2307	828	30	.	.	PUNCT
easat-2307	829	1	codata	codata	VERB
easat-2307	829	2	2017	2017	NUM
easat-2307	829	3	,	,	PUNCT
easat-2307	829	4	16	16	NUM
easat-2307	829	5	,	,	PUNCT
easat-2307	829	6	37	37	NUM
easat-2307	829	7	.	.	PUNCT
easat-2307	830	1	doi	doi	NOUN
easat-2307	830	2	:	:	PUNCT
easat-2307	830	3	10.5334	10.5334	NUM
easat-2307	830	4	/	/	SYM
easat-2307	830	5	dsj-2017	dsj-2017	NOUN
easat-2307	830	6	-	-	PUNCT
easat-2307	830	7	037	037	NUM
easat-2307	830	8	.	.	PUNCT
easat-2307	831	1	[	[	X
easat-2307	831	2	12	12	NUM
easat-2307	831	3	]	]	X
easat-2307	831	4	martin	martin	PROPN
easat-2307	831	5	,	,	PUNCT
easat-2307	831	6	e.	e.	PROPN
easat-2307	831	7	normalizing	normalizing	PROPN
easat-2307	831	8	data	datum	NOUN
easat-2307	831	9	.	.	PUNCT
easat-2307	832	1	experiments	experiment	NOUN
easat-2307	832	2	of	of	ADP
easat-2307	832	3	the	the	DET
easat-2307	832	4	mind	mind	NOUN
easat-2307	832	5	2022	2022	NUM
easat-2307	832	6	,	,	PUNCT
easat-2307	832	7	84–108	84–108	NUM
easat-2307	832	8	.	.	PUNCT
easat-2307	833	1	doi	doi	NOUN
easat-2307	833	2	:	:	PUNCT
easat-2307	833	3	10.23943	10.23943	NUM
easat-2307	833	4	/	/	SYM
easat-2307	833	5	princeton/9780691230719.003.0005	princeton/9780691230719.003.0005	NOUN
easat-2307	833	6	.	.	PUNCT
easat-2307	834	1	[	[	X
easat-2307	834	2	13	13	NUM
easat-2307	834	3	]	]	PUNCT
easat-2307	834	4	schreiber	schreiber	PROPN
easat-2307	834	5	-	-	PUNCT
easat-2307	834	6	gregory	gregory	PROPN
easat-2307	834	7	,	,	PUNCT
easat-2307	834	8	d.n	d.n	PROPN
easat-2307	834	9	.	.	PROPN
easat-2307	834	10	ridge	ridge	NOUN
easat-2307	834	11	regression	regression	NOUN
easat-2307	834	12	and	and	CCONJ
easat-2307	834	13	multicollinearity	multicollinearity	NOUN
easat-2307	834	14	:	:	PUNCT
easat-2307	834	15	an	an	DET
easat-2307	834	16	in	in	ADP
easat-2307	834	17	-	-	PUNCT
easat-2307	834	18	depth	depth	NOUN
easat-2307	834	19	review	review	NOUN
easat-2307	834	20	.	.	PUNCT
easat-2307	835	1	mas	mas	PROPN
easat-2307	835	2	2018	2018	NUM
easat-2307	835	3	,	,	PUNCT
easat-2307	835	4	13	13	NUM
easat-2307	835	5	,	,	PUNCT
easat-2307	835	6	359–365	359–365	NUM
easat-2307	835	7	.	.	PUNCT
easat-2307	836	1	doi	doi	NOUN
easat-2307	836	2	:	:	PUNCT
easat-2307	836	3	10.3233	10.3233	NUM
easat-2307	836	4	/	/	SYM
easat-2307	836	5	mas-180446	mas-180446	NOUN
easat-2307	836	6	.	.	PUNCT
easat-2307	837	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-2307	837	2	1691	1691	NUM
easat-2307	837	3	edelweiss	edelweiss	PROPN
easat-2307	837	4	applied	apply	VERB
easat-2307	837	5	science	science	NOUN
easat-2307	837	6	and	and	CCONJ
easat-2307	837	7	technology	technology	NOUN
easat-2307	837	8	issn	issn	PROPN
easat-2307	837	9	:	:	PUNCT
easat-2307	837	10	2576	2576	NUM
easat-2307	837	11	-	-	SYM
easat-2307	837	12	8484	8484	NUM
easat-2307	837	13	vol	vol	NOUN
easat-2307	837	14	.	.	PROPN
easat-2307	837	15	8	8	NUM
easat-2307	837	16	,	,	PUNCT
easat-2307	837	17	no	no	INTJ
easat-2307	837	18	.	.	NOUN
easat-2307	838	1	6	6	NUM
easat-2307	838	2	:	:	SYM
easat-2307	838	3	1670	1670	NUM
easat-2307	838	4	-	-	SYM
easat-2307	838	5	1691	1691	NUM
easat-2307	838	6	,	,	PUNCT
easat-2307	838	7	2024	2024	NUM
easat-2307	838	8	doi	doi	NOUN
easat-2307	838	9	:	:	PUNCT
easat-2307	838	10	10.55214/25768484.v8i6.2307	10.55214/25768484.v8i6.2307	NUM
easat-2307	838	11	©	©	ADP
easat-2307	838	12	2024	2024	NUM
easat-2307	838	13	by	by	ADP
easat-2307	838	14	the	the	DET
easat-2307	838	15	author	author	NOUN
easat-2307	838	16	;	;	PUNCT
easat-2307	838	17	licensee	licensee	PROPN
easat-2307	838	18	learning	learning	NOUN
easat-2307	838	19	gate	gate	NOUN
easat-2307	839	1	[	[	X
easat-2307	839	2	14	14	NUM
easat-2307	839	3	]	]	X
easat-2307	839	4	james	james	PROPN
easat-2307	839	5	,	,	PUNCT
easat-2307	839	6	g.	g.	PROPN
easat-2307	839	7	;	;	PUNCT
easat-2307	839	8	witten	witten	PROPN
easat-2307	839	9	,	,	PUNCT
easat-2307	839	10	d.	d.	PROPN
easat-2307	839	11	;	;	PUNCT
easat-2307	839	12	hastie	hastie	PROPN
easat-2307	839	13	,	,	PUNCT
easat-2307	839	14	t.	t.	PROPN
easat-2307	839	15	;	;	PUNCT
easat-2307	839	16	tibshirani	tibshirani	PROPN
easat-2307	839	17	,	,	PUNCT
easat-2307	839	18	r.	r.	NOUN
easat-2307	839	19	an	an	DET
easat-2307	839	20	introduction	introduction	NOUN
easat-2307	839	21	to	to	ADP
easat-2307	839	22	statistical	statistical	ADJ
easat-2307	839	23	learning	learning	NOUN
easat-2307	839	24	.	.	PUNCT
easat-2307	840	1	springer	springer	PROPN
easat-2307	840	2	new	new	PROPN
easat-2307	840	3	york	york	PROPN
easat-2307	840	4	2013	2013	NUM
easat-2307	840	5	.	.	PUNCT
easat-2307	841	1	doi	doi	NOUN
easat-2307	841	2	:	:	PUNCT
easat-2307	841	3	10.1007/978	10.1007/978	NUM
easat-2307	841	4	-	-	SYM
easat-2307	841	5	1	1	NUM
easat-2307	841	6	-	-	PUNCT
easat-2307	841	7	4614	4614	NUM
easat-2307	841	8	-	-	PUNCT
easat-2307	841	9	7138	7138	NUM
easat-2307	841	10	-	-	PUNCT
easat-2307	841	11	7	7	NUM
easat-2307	841	12	.	.	PUNCT
easat-2307	842	1	[	[	X
easat-2307	842	2	15	15	NUM
easat-2307	842	3	]	]	X
easat-2307	842	4	jolliffe	jolliffe	PROPN
easat-2307	842	5	,	,	PUNCT
easat-2307	842	6	i.t	i.t	PROPN
easat-2307	842	7	.	.	PROPN
easat-2307	842	8	principal	principal	ADJ
easat-2307	842	9	component	component	NOUN
easat-2307	842	10	analysis	analysis	NOUN
easat-2307	842	11	.	.	PUNCT
easat-2307	843	1	springer	springer	NOUN
easat-2307	843	2	-	-	PUNCT
easat-2307	843	3	verlag	verlag	PROPN
easat-2307	843	4	,	,	PUNCT
easat-2307	843	5	new	new	PROPN
easat-2307	843	6	york	york	PROPN
easat-2307	843	7	2002	2002	NUM
easat-2307	843	8	.	.	PUNCT
easat-2307	844	1	doi	doi	NOUN
easat-2307	844	2	:	:	PUNCT
easat-2307	844	3	10.1007	10.1007	NUM
easat-2307	844	4	/	/	SYM
easat-2307	844	5	b98835	b98835	NOUN
easat-2307	844	6	.	.	PUNCT
easat-2307	845	1	[	[	X
easat-2307	845	2	16	16	NUM
easat-2307	845	3	]	]	X
easat-2307	845	4	abdi	abdi	PROPN
easat-2307	845	5	,	,	PUNCT
easat-2307	845	6	h.	h.	PROPN
easat-2307	845	7	;	;	PUNCT
easat-2307	845	8	williams	williams	PROPN
easat-2307	845	9	,	,	PUNCT
easat-2307	845	10	l.j	l.j	PROPN
easat-2307	845	11	.	.	PROPN
easat-2307	845	12	principal	principal	PROPN
easat-2307	845	13	component	component	NOUN
easat-2307	845	14	analysis	analysis	NOUN
easat-2307	845	15	.	.	PUNCT
easat-2307	846	1	wires	wire	NOUN
easat-2307	846	2	computational	computational	ADJ
easat-2307	846	3	stats	stat	NOUN
easat-2307	846	4	2010	2010	NUM
easat-2307	846	5	,	,	PUNCT
easat-2307	846	6	2	2	NUM
easat-2307	846	7	,	,	PUNCT
easat-2307	846	8	433–459	433–459	NUM
easat-2307	846	9	.	.	PUNCT
easat-2307	847	1	doi	doi	NOUN
easat-2307	847	2	:	:	PUNCT
easat-2307	847	3	10.1002	10.1002	NUM
easat-2307	847	4	/	/	SYM
easat-2307	847	5	wics.101	wics.101	NOUN
easat-2307	847	6	.	.	PUNCT
easat-2307	848	1	[	[	X
easat-2307	848	2	17	17	NUM
easat-2307	848	3	]	]	X
easat-2307	848	4	bialkowski	bialkowski	PROPN
easat-2307	848	5	,	,	PUNCT
easat-2307	848	6	s.e	s.e	PROPN
easat-2307	848	7	.	.	PROPN
easat-2307	848	8	data	datum	NOUN
easat-2307	848	9	analysis	analysis	NOUN
easat-2307	848	10	in	in	ADP
easat-2307	848	11	the	the	DET
easat-2307	848	12	shot	shot	NOUN
easat-2307	848	13	noise	noise	NOUN
easat-2307	848	14	limit	limit	NOUN
easat-2307	848	15	.	.	PUNCT
easat-2307	849	1	part	part	NOUN
easat-2307	849	2	iii	iii	PROPN
easat-2307	849	3	:	:	PUNCT
easat-2307	849	4	adaptive	adaptive	ADJ
easat-2307	849	5	data	datum	NOUN
easat-2307	849	6	smoothing	smooth	VERB
easat-2307	849	7	filters	filter	NOUN
easat-2307	849	8	.	.	PUNCT
easat-2307	850	1	journal	journal	PROPN
easat-2307	850	2	of	of	ADP
easat-2307	850	3	chemometrics	chemometric	NOUN
easat-2307	850	4	1990	1990	NUM
easat-2307	850	5	,	,	PUNCT
easat-2307	850	6	4	4	NUM
easat-2307	850	7	,	,	PUNCT
easat-2307	850	8	271–289	271–289	NUM
easat-2307	850	9	.	.	PUNCT
easat-2307	851	1	doi	doi	NOUN
easat-2307	851	2	:	:	PUNCT
easat-2307	851	3	10.1002	10.1002	NUM
easat-2307	851	4	/	/	SYM
easat-2307	851	5	cem.1180040403	cem.1180040403	NOUN
easat-2307	851	6	.	.	PUNCT
easat-2307	852	1	[	[	X
easat-2307	852	2	18	18	NUM
easat-2307	852	3	]	]	X
easat-2307	852	4	kaiser	kaiser	PROPN
easat-2307	852	5	,	,	PUNCT
easat-2307	852	6	h.f	h.f	PROPN
easat-2307	852	7	.	.	PUNCT
easat-2307	853	1	the	the	DET
easat-2307	853	2	application	application	NOUN
easat-2307	853	3	of	of	ADP
easat-2307	853	4	electronic	electronic	ADJ
easat-2307	853	5	computers	computer	NOUN
easat-2307	853	6	to	to	PART
easat-2307	853	7	factor	factor	VERB
easat-2307	853	8	analysis	analysis	NOUN
easat-2307	853	9	.	.	PUNCT
easat-2307	854	1	educational	educational	ADJ
easat-2307	854	2	and	and	CCONJ
easat-2307	854	3	psychological	psychological	ADJ
easat-2307	854	4	measurement	measurement	NOUN
easat-2307	854	5	1960	1960	NUM
easat-2307	854	6	,	,	PUNCT
easat-2307	854	7	20	20	NUM
easat-2307	854	8	,	,	PUNCT
easat-2307	854	9	141–151	141–151	NUM
easat-2307	854	10	.	.	PUNCT
easat-2307	855	1	doi	doi	NOUN
easat-2307	855	2	:	:	PUNCT
easat-2307	855	3	10.1177/001316446002000116	10.1177/001316446002000116	NUM
easat-2307	855	4	.	.	PUNCT
easat-2307	856	1	[	[	X
easat-2307	856	2	19	19	NUM
easat-2307	856	3	]	]	X
easat-2307	856	4	cattell	cattell	PROPN
easat-2307	856	5	,	,	PUNCT
easat-2307	856	6	r.b	r.b	PROPN
easat-2307	856	7	.	.	PUNCT
easat-2307	857	1	the	the	DET
easat-2307	857	2	scree	scree	ADJ
easat-2307	857	3	test	test	NOUN
easat-2307	857	4	for	for	ADP
easat-2307	857	5	the	the	DET
easat-2307	857	6	number	number	NOUN
easat-2307	857	7	of	of	ADP
easat-2307	857	8	factors	factor	NOUN
easat-2307	857	9	.	.	PUNCT
easat-2307	858	1	multivariate	multivariate	VERB
easat-2307	858	2	behavioral	behavioral	ADJ
easat-2307	858	3	research	research	NOUN
easat-2307	858	4	1966	1966	NUM
easat-2307	858	5	,	,	PUNCT
easat-2307	858	6	1	1	NUM
easat-2307	858	7	,	,	PUNCT
easat-2307	858	8	245–276	245–276	NUM
easat-2307	858	9	.	.	PUNCT
easat-2307	859	1	doi	doi	NOUN
easat-2307	859	2	:	:	PUNCT
easat-2307	859	3	10.1207	10.1207	NUM
easat-2307	859	4	/	/	SYM
easat-2307	859	5	s15327906mbr0102_10	s15327906mbr0102_10	NOUN
easat-2307	859	6	.	.	PUNCT
easat-2307	860	1	[	[	X
easat-2307	860	2	20	20	NUM
easat-2307	860	3	]	]	SYM
easat-2307	860	4	bartholomew	bartholomew	PROPN
easat-2307	860	5	,	,	PUNCT
easat-2307	860	6	d.j	d.j	PROPN
easat-2307	860	7	.	.	PROPN
easat-2307	860	8	factor	factor	NOUN
easat-2307	860	9	analysis	analysis	NOUN
easat-2307	860	10	and	and	CCONJ
easat-2307	860	11	latent	latent	NOUN
easat-2307	860	12	variable	variable	ADJ
easat-2307	860	13	modelling	modelling	NOUN
easat-2307	860	14	.	.	PUNCT
easat-2307	861	1	international	international	ADJ
easat-2307	861	2	encyclopedia	encyclopedia	NOUN
easat-2307	861	3	of	of	ADP
easat-2307	861	4	statistical	statistical	ADJ
easat-2307	861	5	science	science	NOUN
easat-2307	861	6	2011	2011	NUM
easat-2307	861	7	,	,	PUNCT
easat-2307	861	8	501–503	501–503	NUM
easat-2307	861	9	.	.	PUNCT
easat-2307	862	1	doi	doi	NOUN
easat-2307	862	2	:	:	PUNCT
easat-2307	862	3	10.1007/978	10.1007/978	NUM
easat-2307	862	4	-	-	SYM
easat-2307	862	5	3	3	NUM
easat-2307	862	6	-	-	PUNCT
easat-2307	862	7	642	642	NUM
easat-2307	862	8	-	-	PUNCT
easat-2307	862	9	04898	04898	NUM
easat-2307	862	10	-	-	SYM
easat-2307	862	11	2_247	2_247	NUM
easat-2307	862	12	.	.	PUNCT
easat-2307	863	1	[	[	X
easat-2307	863	2	21	21	NUM
easat-2307	863	3	]	]	X
easat-2307	863	4	hirose	hirose	NOUN
easat-2307	863	5	,	,	PUNCT
easat-2307	863	6	k.	k.	PROPN
easat-2307	863	7	;	;	PUNCT
easat-2307	863	8	kim	kim	PROPN
easat-2307	863	9	,	,	PUNCT
easat-2307	863	10	s.	s.	PROPN
easat-2307	863	11	;	;	PUNCT
easat-2307	863	12	kano	kano	PROPN
easat-2307	863	13	,	,	PUNCT
easat-2307	863	14	y.	y.	PROPN
easat-2307	863	15	;	;	PUNCT
easat-2307	863	16	imada	imada	PROPN
easat-2307	863	17	,	,	PUNCT
easat-2307	863	18	m.	m.	NOUN
easat-2307	863	19	;	;	PUNCT
easat-2307	863	20	yoshida	yoshida	PROPN
easat-2307	863	21	,	,	PUNCT
easat-2307	863	22	m.	m.	NOUN
easat-2307	863	23	;	;	PUNCT
easat-2307	863	24	matsuo	matsuo	PROPN
easat-2307	863	25	,	,	PUNCT
easat-2307	863	26	m.	m.	NOUN
easat-2307	863	27	full	full	ADJ
easat-2307	863	28	information	information	NOUN
easat-2307	863	29	maximum	maximum	ADJ
easat-2307	863	30	likelihood	likelihood	NOUN
easat-2307	863	31	estimation	estimation	NOUN
easat-2307	863	32	in	in	ADP
easat-2307	863	33	factor	factor	NOUN
easat-2307	863	34	analysis	analysis	NOUN
easat-2307	863	35	with	with	ADP
easat-2307	863	36	a	a	DET
easat-2307	863	37	large	large	ADJ
easat-2307	863	38	number	number	NOUN
easat-2307	863	39	of	of	ADP
easat-2307	863	40	missing	miss	VERB
easat-2307	863	41	values	value	NOUN
easat-2307	863	42	.	.	PUNCT
easat-2307	864	1	journal	journal	NOUN
easat-2307	864	2	of	of	ADP
easat-2307	864	3	statistical	statistical	ADJ
easat-2307	864	4	computation	computation	NOUN
easat-2307	864	5	and	and	CCONJ
easat-2307	864	6	simulation	simulation	NOUN
easat-2307	864	7	2015	2015	NUM
easat-2307	864	8	,	,	PUNCT
easat-2307	864	9	86	86	NUM
easat-2307	864	10	,	,	PUNCT
easat-2307	864	11	91–104	91–104	PROPN
easat-2307	864	12	.	.	PUNCT
easat-2307	864	13	doi	doi	PROPN
easat-2307	864	14	:	:	PUNCT
easat-2307	864	15	10.1080/00949655.2014.995656	10.1080/00949655.2014.995656	NUM
easat-2307	864	16	.	.	PUNCT
easat-2307	865	1	[	[	X
easat-2307	865	2	22	22	NUM
easat-2307	865	3	]	]	X
easat-2307	865	4	cattell	cattell	PROPN
easat-2307	865	5	,	,	PUNCT
easat-2307	865	6	r.b	r.b	PROPN
easat-2307	865	7	.	.	PROPN
easat-2307	865	8	;	;	PUNCT
easat-2307	865	9	burdsal	burdsal	PROPN
easat-2307	865	10	jr	jr	PROPN
easat-2307	865	11	.	.	PROPN
easat-2307	865	12	,	,	PUNCT
easat-2307	865	13	c.a	c.a	PROPN
easat-2307	865	14	.	.	PROPN
easat-2307	866	1	the	the	DET
easat-2307	866	2	radial	radial	PROPN
easat-2307	866	3	parcel	parcel	PROPN
easat-2307	866	4	double	double	ADJ
easat-2307	866	5	factoring	factoring	NOUN
easat-2307	866	6	design	design	NOUN
easat-2307	866	7	:	:	PUNCT
easat-2307	866	8	a	a	DET
easat-2307	866	9	solution	solution	NOUN
easat-2307	866	10	to	to	ADP
easat-2307	866	11	the	the	DET
easat-2307	866	12	item	item	NOUN
easat-2307	866	13	-	-	PUNCT
easat-2307	866	14	vs	vs	ADP
easat-2307	866	15	-	-	PUNCT
easat-2307	866	16	parcel	parcel	NOUN
easat-2307	866	17	controversy	controversy	NOUN
easat-2307	866	18	.	.	PUNCT
easat-2307	867	1	multivariate	multivariate	VERB
easat-2307	867	2	behavioral	behavioral	ADJ
easat-2307	867	3	research	research	NOUN
easat-2307	867	4	1975	1975	NUM
easat-2307	867	5	,	,	PUNCT
easat-2307	867	6	10	10	NUM
easat-2307	867	7	,	,	PUNCT
easat-2307	867	8	165–179	165–179	NUM
easat-2307	867	9	.	.	PUNCT
easat-2307	868	1	doi	doi	NOUN
easat-2307	868	2	:	:	PUNCT
easat-2307	868	3	10.1207	10.1207	NUM
easat-2307	868	4	/	/	SYM
easat-2307	868	5	s15327906mbr1002_3	s15327906mbr1002_3	NUM
easat-2307	868	6	.	.	PUNCT
easat-2307	869	1	[	[	X
easat-2307	869	2	23	23	NUM
easat-2307	869	3	]	]	X
easat-2307	869	4	izard	izard	PROPN
easat-2307	869	5	,	,	PUNCT
easat-2307	869	6	c.e	c.e	PROPN
easat-2307	869	7	.	.	PROPN
easat-2307	869	8	;	;	PUNCT
easat-2307	869	9	rosenberg	rosenberg	PROPN
easat-2307	869	10	,	,	PUNCT
easat-2307	869	11	n.	n.	PROPN
easat-2307	869	12	effectiveness	effectiveness	NOUN
easat-2307	869	13	of	of	ADP
easat-2307	869	14	a	a	DET
easat-2307	869	15	forced	force	VERB
easat-2307	869	16	-	-	PUNCT
easat-2307	869	17	choice	choice	NOUN
easat-2307	869	18	leadership	leadership	NOUN
easat-2307	869	19	test	test	NOUN
easat-2307	869	20	under	under	ADP
easat-2307	869	21	varied	varied	ADJ
easat-2307	869	22	experimental	experimental	ADJ
easat-2307	869	23	conditions	condition	NOUN
easat-2307	869	24	.	.	PUNCT
easat-2307	870	1	educational	educational	ADJ
easat-2307	870	2	and	and	CCONJ
easat-2307	870	3	psychological	psychological	ADJ
easat-2307	870	4	measurement	measurement	NOUN
easat-2307	870	5	1958	1958	NUM
easat-2307	870	6	,	,	PUNCT
easat-2307	870	7	18	18	NUM
easat-2307	870	8	,	,	PUNCT
easat-2307	870	9	57–62	57–62	NUM
easat-2307	870	10	.	.	PUNCT
easat-2307	870	11	doi	doi	NOUN
easat-2307	870	12	:	:	PUNCT
easat-2307	870	13	10.1177/001316445801800105	10.1177/001316445801800105	NUM
easat-2307	870	14	.	.	PUNCT
easat-2307	871	1	[	[	X
easat-2307	871	2	24	24	NUM
easat-2307	871	3	]	]	PUNCT
easat-2307	871	4	horn	horn	NOUN
easat-2307	871	5	,	,	PUNCT
easat-2307	871	6	j.l	j.l	PROPN
easat-2307	871	7	.	.	PROPN
easat-2307	871	8	a	a	DET
easat-2307	871	9	rationale	rationale	NOUN
easat-2307	871	10	and	and	CCONJ
easat-2307	871	11	test	test	NOUN
easat-2307	871	12	for	for	ADP
easat-2307	871	13	the	the	DET
easat-2307	871	14	number	number	NOUN
easat-2307	871	15	of	of	ADP
easat-2307	871	16	factors	factor	NOUN
easat-2307	871	17	in	in	ADP
easat-2307	871	18	factor	factor	NOUN
easat-2307	871	19	analysis	analysis	NOUN
easat-2307	871	20	.	.	PUNCT
easat-2307	872	1	psychometrika	psychometrika	NOUN
easat-2307	872	2	1965	1965	NUM
easat-2307	872	3	,	,	PUNCT
easat-2307	872	4	30	30	NUM
easat-2307	872	5	,	,	PUNCT
easat-2307	872	6	179–185	179–185	NUM
easat-2307	872	7	.	.	PUNCT
easat-2307	873	1	doi	doi	NOUN
easat-2307	873	2	:	:	PUNCT
easat-2307	873	3	10.1007	10.1007	NUM
easat-2307	873	4	/	/	SYM
easat-2307	873	5	bf02289447	bf02289447	NOUN
easat-2307	873	6	.	.	PUNCT
easat-2307	874	1	[	[	X
easat-2307	874	2	25	25	NUM
easat-2307	874	3	]	]	PUNCT
easat-2307	874	4	lucas	lucas	NOUN
easat-2307	874	5	,	,	PUNCT
easat-2307	874	6	x.	x.	NOUN
easat-2307	874	7	review	review	NOUN
easat-2307	874	8	of	of	ADP
easat-2307	874	9	the	the	DET
easat-2307	874	10	art	art	NOUN
easat-2307	874	11	of	of	ADP
easat-2307	874	12	art	art	NOUN
easat-2307	874	13	therapy	therapy	NOUN
easat-2307	874	14	.	.	PUNCT
easat-2307	875	1	contemporary	contemporary	ADJ
easat-2307	875	2	psychology	psychology	NOUN
easat-2307	875	3	1985	1985	NUM
easat-2307	875	4	,	,	PUNCT
easat-2307	875	5	30	30	NUM
easat-2307	875	6	,	,	PUNCT
easat-2307	875	7	995–995	995–995	NUM
easat-2307	875	8	.	.	PUNCT
easat-2307	876	1	doi	doi	NOUN
easat-2307	876	2	:	:	PUNCT
easat-2307	877	1	10.1037/023426	10.1037/023426	X
easat-2307	877	2	.	.	PUNCT
easat-2307	878	1	[	[	X
easat-2307	878	2	26	26	NUM
easat-2307	878	3	]	]	X
easat-2307	878	4	spence	spence	NOUN
easat-2307	878	5	,	,	PUNCT
easat-2307	878	6	i.	i.	NOUN
easat-2307	878	7	;	;	PUNCT
easat-2307	878	8	graef	graef	PROPN
easat-2307	878	9	,	,	PUNCT
easat-2307	878	10	j.	j.	PROPN
easat-2307	878	11	the	the	DET
easat-2307	878	12	determination	determination	NOUN
easat-2307	878	13	of	of	ADP
easat-2307	878	14	the	the	DET
easat-2307	878	15	underlying	underlie	VERB
easat-2307	878	16	dimensionality	dimensionality	NOUN
easat-2307	878	17	of	of	ADP
easat-2307	878	18	an	an	DET
easat-2307	878	19	empirically	empirically	ADV
easat-2307	878	20	obtained	obtain	VERB
easat-2307	878	21	matrix	matrix	NOUN
easat-2307	878	22	of	of	ADP
easat-2307	878	23	proximities	proximity	NOUN
easat-2307	878	24	.	.	PUNCT
easat-2307	879	1	multivariate	multivariate	VERB
easat-2307	879	2	behavioral	behavioral	ADJ
easat-2307	879	3	research	research	NOUN
easat-2307	879	4	1974	1974	NUM
easat-2307	879	5	,	,	PUNCT
easat-2307	879	6	9	9	NUM
easat-2307	879	7	,	,	PUNCT
easat-2307	879	8	331–341	331–341	NUM
easat-2307	879	9	.	.	PUNCT
easat-2307	879	10	doi	doi	NOUN
easat-2307	879	11	:	:	PUNCT
easat-2307	879	12	10.1207	10.1207	NUM
easat-2307	879	13	/	/	SYM
easat-2307	879	14	s15327906mbr0903_8	s15327906mbr0903_8	NOUN
easat-2307	879	15	.	.	PUNCT
easat-2307	880	1	[	[	X
easat-2307	880	2	27	27	NUM
easat-2307	880	3	]	]	X
easat-2307	880	4	onyutha	onyutha	PROPN
easat-2307	880	5	,	,	PUNCT
easat-2307	880	6	c.	c.	NOUN
easat-2307	880	7	from	from	ADP
easat-2307	880	8	r	r	NOUN
easat-2307	880	9	-	-	PUNCT
easat-2307	880	10	squared	square	VERB
easat-2307	880	11	to	to	ADP
easat-2307	880	12	coefficient	coefficient	NOUN
easat-2307	880	13	of	of	ADP
easat-2307	880	14	model	model	NOUN
easat-2307	880	15	accuracy	accuracy	NOUN
easat-2307	880	16	for	for	ADP
easat-2307	880	17	assessing	assess	VERB
easat-2307	880	18	"	"	PUNCT
easat-2307	880	19	goodness	goodness	NOUN
easat-2307	880	20	-	-	PUNCT
easat-2307	880	21	of	of	ADP
easat-2307	880	22	-	-	PUNCT
easat-2307	880	23	fits	fit	NOUN
easat-2307	880	24	"	"	PUNCT
easat-2307	880	25	.	.	PUNCT
easat-2307	881	1	geoscientific	geoscientific	PROPN
easat-2307	881	2	model	model	PROPN
easat-2307	881	3	development	development	NOUN
easat-2307	881	4	discussions	discussion	NOUN
easat-2307	881	5	2020	2020	NUM
easat-2307	881	6	,	,	PUNCT
easat-2307	881	7	1	1	NUM
easat-2307	881	8	-	-	SYM
easat-2307	881	9	25	25	NUM
easat-2307	881	10	.	.	PUNCT
easat-2307	882	1	doi	doi	NOUN
easat-2307	882	2	:	:	PUNCT
easat-2307	882	3	10.5194	10.5194	NUM
easat-2307	882	4	/	/	SYM
easat-2307	882	5	gmd-2020	gmd-2020	NOUN
easat-2307	882	6	-	-	PUNCT
easat-2307	882	7	51	51	NUM
easat-2307	882	8	.	.	PUNCT
easat-2307	883	1	[	[	X
easat-2307	883	2	28	28	NUM
easat-2307	883	3	]	]	X
easat-2307	883	4	hyndman	hyndman	NOUN
easat-2307	883	5	,	,	PUNCT
easat-2307	883	6	r.j	r.j	PROPN
easat-2307	883	7	.	.	PROPN
easat-2307	883	8	;	;	PUNCT
easat-2307	883	9	koehler	koehler	PROPN
easat-2307	883	10	,	,	PUNCT
easat-2307	883	11	a.b	a.b	PROPN
easat-2307	883	12	.	.	PROPN
easat-2307	883	13	another	another	DET
easat-2307	883	14	look	look	NOUN
easat-2307	883	15	at	at	ADP
easat-2307	883	16	measures	measure	NOUN
easat-2307	883	17	of	of	ADP
easat-2307	883	18	forecast	forecast	NOUN
easat-2307	883	19	accuracy	accuracy	NOUN
easat-2307	883	20	.	.	PUNCT
easat-2307	884	1	international	international	ADJ
easat-2307	884	2	journal	journal	NOUN
easat-2307	884	3	of	of	ADP
easat-2307	884	4	forecasting	forecasting	NOUN
easat-2307	884	5	2006	2006	NUM
easat-2307	884	6	,	,	PUNCT
easat-2307	884	7	22	22	NUM
easat-2307	884	8	,	,	PUNCT
easat-2307	884	9	679–688	679–688	NUM
easat-2307	884	10	.	.	PUNCT
easat-2307	885	1	doi	doi	NOUN
easat-2307	885	2	:	:	PUNCT
easat-2307	885	3	10.1016	10.1016	NUM
easat-2307	885	4	/	/	SYM
easat-2307	885	5	j.ijforecast.2006.03.001	j.ijforecast.2006.03.001	PROPN
easat-2307	885	6	.	.	PUNCT
easat-2307	886	1	[	[	X
easat-2307	886	2	29	29	NUM
easat-2307	886	3	]	]	SYM
easat-2307	886	4	yang	yang	PROPN
easat-2307	886	5	,	,	PUNCT
easat-2307	886	6	x.-s	x.-s	PROPN
easat-2307	886	7	.	.	PUNCT
easat-2307	886	8	;	;	PUNCT
easat-2307	886	9	forbes	forbes	PROPN
easat-2307	886	10	,	,	PUNCT
easat-2307	886	11	a.b	a.b	PROPN
easat-2307	886	12	.	.	PROPN
easat-2307	886	13	model	model	NOUN
easat-2307	886	14	and	and	CCONJ
easat-2307	886	15	feature	feature	NOUN
easat-2307	886	16	selection	selection	NOUN
easat-2307	886	17	in	in	ADP
easat-2307	886	18	metrology	metrology	NOUN
easat-2307	886	19	data	datum	NOUN
easat-2307	886	20	approximation	approximation	NOUN
easat-2307	886	21	.	.	PUNCT
easat-2307	887	1	springer	springer	NOUN
easat-2307	887	2	proceedings	proceeding	NOUN
easat-2307	887	3	in	in	ADP
easat-2307	887	4	mathematics	mathematics	PROPN
easat-2307	887	5	2010	2010	NUM
easat-2307	887	6	,	,	PUNCT
easat-2307	887	7	293–307	293–307	NUM
easat-2307	887	8	.	.	PUNCT
easat-2307	888	1	doi	doi	NOUN
easat-2307	888	2	:	:	PUNCT
easat-2307	888	3	10.1007/978	10.1007/978	NUM
easat-2307	888	4	-	-	SYM
easat-2307	888	5	3	3	NUM
easat-2307	888	6	-	-	PUNCT
easat-2307	888	7	642	642	NUM
easat-2307	888	8	-	-	PUNCT
easat-2307	888	9	16876	16876	NUM
easat-2307	888	10	-	-	SYM
easat-2307	888	11	5_14	5_14	NUM
easat-2307	888	12	.	.	PUNCT