id	sid	tid	token	lemma	pos
easat-5835	1	1	edelweiss	edelweiss	PROPN
easat-5835	1	2	applied	apply	VERB
easat-5835	1	3	science	science	NOUN
easat-5835	1	4	and	and	CCONJ
easat-5835	1	5	technology	technology	NOUN
easat-5835	1	6	issn	issn	PROPN
easat-5835	1	7	:	:	PUNCT
easat-5835	1	8	2576	2576	NUM
easat-5835	1	9	-	-	SYM
easat-5835	1	10	8484	8484	NUM
easat-5835	1	11	vol	vol	NOUN
easat-5835	1	12	.	.	PROPN
easat-5835	2	1	9	9	NUM
easat-5835	2	2	,	,	PUNCT
easat-5835	2	3	no	no	INTJ
easat-5835	2	4	.	.	NOUN
easat-5835	2	5	3	3	NUM
easat-5835	2	6	,	,	PUNCT
easat-5835	2	7	2508	2508	NUM
easat-5835	2	8	-	-	SYM
easat-5835	2	9	2530	2530	NUM
easat-5835	2	10	2025	2025	NUM
easat-5835	2	11	publisher	publisher	NOUN
easat-5835	2	12	:	:	PUNCT
easat-5835	2	13	learning	learn	VERB
easat-5835	2	14	gate	gate	NOUN
easat-5835	2	15	doi	doi	PROPN
easat-5835	2	16	:	:	PUNCT
easat-5835	2	17	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	2	18	©	©	PROPN
easat-5835	2	19	2025	2025	NUM
easat-5835	2	20	by	by	ADP
easat-5835	2	21	the	the	DET
easat-5835	2	22	authors	author	NOUN
easat-5835	2	23	;	;	PUNCT
easat-5835	2	24	licensee	licensee	PROPN
easat-5835	2	25	learning	learning	NOUN
easat-5835	2	26	gate	gate	NOUN
easat-5835	3	1	©	©	PROPN
easat-5835	3	2	2025	2025	NUM
easat-5835	3	3	by	by	ADP
easat-5835	3	4	the	the	DET
easat-5835	3	5	authors	author	NOUN
easat-5835	3	6	;	;	PUNCT
easat-5835	3	7	licensee	licensee	PROPN
easat-5835	3	8	learning	learning	NOUN
easat-5835	3	9	gate	gate	NOUN
easat-5835	3	10	history	history	NOUN
easat-5835	3	11	:	:	PUNCT
easat-5835	3	12	received	receive	VERB
easat-5835	3	13	:	:	PUNCT
easat-5835	3	14	20	20	NUM
easat-5835	3	15	january	january	NOUN
easat-5835	3	16	2025	2025	NUM
easat-5835	3	17	;	;	PUNCT
easat-5835	3	18	revised	revise	VERB
easat-5835	3	19	:	:	PUNCT
easat-5835	3	20	7	7	NUM
easat-5835	3	21	march	march	NOUN
easat-5835	3	22	2025	2025	NUM
easat-5835	3	23	;	;	PUNCT
easat-5835	3	24	accepted	accept	VERB
easat-5835	3	25	:	:	PUNCT
easat-5835	3	26	12	12	NUM
easat-5835	3	27	march	march	NOUN
easat-5835	3	28	2025	2025	NUM
easat-5835	3	29	;	;	PUNCT
easat-5835	3	30	published	publish	VERB
easat-5835	3	31	:	:	PUNCT
easat-5835	4	1	28	28	NUM
easat-5835	4	2	march	march	NOUN
easat-5835	4	3	2025	2025	NUM
easat-5835	4	4	*	*	PUNCT
easat-5835	4	5	correspondence	correspondence	NOUN
easat-5835	4	6	:	:	PUNCT
easat-5835	5	1	gs64764@student.upm.edu.my	gs64764@student.upm.edu.my	ADJ
easat-5835	5	2	customer	customer	NOUN
easat-5835	5	3	perceived	perceive	VERB
easat-5835	5	4	value	value	NOUN
easat-5835	5	5	theory	theory	NOUN
easat-5835	5	6	and	and	CCONJ
easat-5835	5	7	pso	pso	NOUN
easat-5835	5	8	-	-	PUNCT
easat-5835	5	9	lightgbm	lightgbm	ADJ
easat-5835	5	10	algorithm	algorithm	NOUN
easat-5835	5	11	-	-	PUNCT
easat-5835	5	12	based	base	VERB
easat-5835	5	13	approach	approach	NOUN
easat-5835	5	14	to	to	ADP
easat-5835	5	15	evaluating	evaluate	VERB
easat-5835	5	16	satisfaction	satisfaction	NOUN
easat-5835	5	17	factors	factor	NOUN
easat-5835	5	18	with	with	ADP
easat-5835	5	19	net	net	ADJ
easat-5835	5	20	-	-	PUNCT
easat-5835	5	21	zero	zero	NUM
easat-5835	5	22	energy	energy	NOUN
easat-5835	5	23	building	building	NOUN
easat-5835	5	24	retrofits	retrofit	NOUN
easat-5835	5	25	qin	qin	PROPN
easat-5835	5	26	xiaoxiang1,2	xiaoxiang1,2	PROPN
easat-5835	5	27	,	,	PUNCT
easat-5835	5	28	yin	yin	PROPN
easat-5835	5	29	junjia1,3	junjia1,3	PROPN
easat-5835	5	30	*	*	PROPN
easat-5835	5	31	,	,	PUNCT
easat-5835	5	32	nuzul	nuzul	ADJ
easat-5835	5	33	azam	azam	PROPN
easat-5835	5	34	haron1	haron1	PROPN
easat-5835	5	35	,	,	PUNCT
easat-5835	5	36	aidi	aidi	ADJ
easat-5835	5	37	hizami	hizami	PROPN
easat-5835	5	38	alias1,3	alias1,3	PROPN
easat-5835	5	39	,	,	PUNCT
easat-5835	5	40	law	law	NOUN
easat-5835	5	41	teik	teik	NOUN
easat-5835	5	42	hua1	hua1	NOUN
easat-5835	5	43	,	,	PUNCT
easat-5835	5	44	nabilah	nabilah	PROPN
easat-5835	5	45	abu	abu	PROPN
easat-5835	5	46	bakar1	bakar1	PROPN
easat-5835	6	1	1department	1department	NUM
easat-5835	6	2	of	of	ADP
easat-5835	6	3	civil	civil	ADJ
easat-5835	6	4	engineering	engineering	NOUN
easat-5835	6	5	,	,	PUNCT
easat-5835	6	6	faculty	faculty	NOUN
easat-5835	6	7	of	of	ADP
easat-5835	6	8	engineering	engineering	PROPN
easat-5835	6	9	,	,	PUNCT
easat-5835	6	10	universiti	universiti	PROPN
easat-5835	6	11	putra	putra	PROPN
easat-5835	6	12	malaysia	malaysia	PROPN
easat-5835	6	13	,	,	PUNCT
easat-5835	6	14	serdang	serdang	PROPN
easat-5835	6	15	,	,	PUNCT
easat-5835	6	16	43300	43300	NUM
easat-5835	6	17	,	,	PUNCT
easat-5835	6	18	malaysia	malaysia	PROPN
easat-5835	6	19	;	;	PUNCT
easat-5835	6	20	gs64764@student.upm.edu.my	gs64764@student.upm.edu.my	PROPN
easat-5835	6	21	(	(	PUNCT
easat-5835	6	22	y.j	y.j	PROPN
easat-5835	6	23	.	.	PUNCT
easat-5835	6	24	)	)	PUNCT
easat-5835	6	25	.	.	PUNCT
easat-5835	7	1	2school	2school	NUM
easat-5835	7	2	of	of	ADP
easat-5835	7	3	architectural	architectural	ADJ
easat-5835	7	4	engineering	engineering	NOUN
easat-5835	7	5	,	,	PUNCT
easat-5835	7	6	nanning	nanning	NOUN
easat-5835	7	7	vocational	vocational	ADJ
easat-5835	7	8	and	and	CCONJ
easat-5835	7	9	technical	technical	PROPN
easat-5835	7	10	university	university	PROPN
easat-5835	7	11	,	,	PUNCT
easat-5835	7	12	nanning	nanning	NOUN
easat-5835	7	13	,	,	PUNCT
easat-5835	7	14	530008	530008	NUM
easat-5835	7	15	,	,	PUNCT
easat-5835	7	16	china	china	PROPN
easat-5835	7	17	.	.	PUNCT
easat-5835	8	1	3upm	3upm	PROPN
easat-5835	8	2	-	-	PUNCT
easat-5835	8	3	bentley	bentley	PROPN
easat-5835	8	4	bim	bim	PROPN
easat-5835	8	5	advancement	advancement	PROPN
easat-5835	8	6	laboratory	laboratory	PROPN
easat-5835	8	7	,	,	PUNCT
easat-5835	8	8	universiti	universiti	PROPN
easat-5835	8	9	putra	putra	PROPN
easat-5835	8	10	malaysia	malaysia	PROPN
easat-5835	8	11	,	,	PUNCT
easat-5835	8	12	serdang	serdang	PROPN
easat-5835	8	13	,	,	PUNCT
easat-5835	8	14	43300	43300	NUM
easat-5835	8	15	,	,	PUNCT
easat-5835	8	16	malaysia	malaysia	PROPN
easat-5835	8	17	.	.	PUNCT
easat-5835	9	1	abstract	abstract	PROPN
easat-5835	9	2	:	:	PUNCT
easat-5835	9	3	with	with	ADP
easat-5835	9	4	the	the	DET
easat-5835	9	5	growing	grow	VERB
easat-5835	9	6	global	global	ADJ
easat-5835	9	7	focus	focus	NOUN
easat-5835	9	8	on	on	ADP
easat-5835	9	9	sustainability	sustainability	NOUN
easat-5835	9	10	,	,	PUNCT
easat-5835	9	11	net	net	ADJ
easat-5835	9	12	-	-	PUNCT
easat-5835	9	13	zero	zero	NUM
easat-5835	9	14	energy	energy	NOUN
easat-5835	9	15	building	building	NOUN
easat-5835	9	16	(	(	PUNCT
easat-5835	9	17	nzeb	nzeb	PROPN
easat-5835	9	18	)	)	PUNCT
easat-5835	9	19	retrofitting	retrofitting	NOUN
easat-5835	9	20	has	have	AUX
easat-5835	9	21	become	become	VERB
easat-5835	9	22	a	a	DET
easat-5835	9	23	meaningful	meaningful	ADJ
easat-5835	9	24	way	way	NOUN
easat-5835	9	25	to	to	PART
easat-5835	9	26	improve	improve	VERB
easat-5835	9	27	energy	energy	NOUN
easat-5835	9	28	efficiency	efficiency	NOUN
easat-5835	9	29	and	and	CCONJ
easat-5835	9	30	reduce	reduce	VERB
easat-5835	9	31	carbon	carbon	NOUN
easat-5835	9	32	emissions	emission	NOUN
easat-5835	9	33	.	.	PUNCT
easat-5835	10	1	however	however	ADV
easat-5835	10	2	,	,	PUNCT
easat-5835	10	3	research	research	NOUN
easat-5835	10	4	on	on	ADP
easat-5835	10	5	evaluating	evaluate	VERB
easat-5835	10	6	residents	resident	NOUN
easat-5835	10	7	'	'	PART
easat-5835	10	8	satisfaction	satisfaction	NOUN
easat-5835	10	9	with	with	ADP
easat-5835	10	10	these	these	DET
easat-5835	10	11	retrofit	retrofit	NOUN
easat-5835	10	12	projects	project	NOUN
easat-5835	10	13	is	be	AUX
easat-5835	10	14	lacking	lack	VERB
easat-5835	10	15	.	.	PUNCT
easat-5835	11	1	this	this	DET
easat-5835	11	2	study	study	NOUN
easat-5835	11	3	aims	aim	VERB
easat-5835	11	4	to	to	PART
easat-5835	11	5	fill	fill	VERB
easat-5835	11	6	this	this	DET
easat-5835	11	7	gap	gap	NOUN
easat-5835	11	8	using	use	VERB
easat-5835	11	9	customer	customer	NOUN
easat-5835	11	10	perceived	perceive	VERB
easat-5835	11	11	value	value	NOUN
easat-5835	11	12	(	(	PUNCT
easat-5835	11	13	cpv	cpv	NOUN
easat-5835	11	14	)	)	PUNCT
easat-5835	11	15	theory	theory	NOUN
easat-5835	11	16	and	and	CCONJ
easat-5835	11	17	pso	pso	NOUN
easat-5835	11	18	-	-	PUNCT
easat-5835	11	19	lightgbm	lightgbm	ADJ
easat-5835	11	20	algorithms	algorithm	NOUN
easat-5835	11	21	to	to	PART
easat-5835	11	22	evaluate	evaluate	VERB
easat-5835	11	23	the	the	DET
easat-5835	11	24	factors	factor	NOUN
easat-5835	11	25	influencing	influence	VERB
easat-5835	11	26	satisfaction	satisfaction	NOUN
easat-5835	11	27	with	with	ADP
easat-5835	11	28	nzeb	nzeb	NOUN
easat-5835	11	29	retrofits	retrofit	NOUN
easat-5835	11	30	.	.	PUNCT
easat-5835	12	1	the	the	DET
easat-5835	12	2	research	research	NOUN
easat-5835	12	3	framework	framework	NOUN
easat-5835	12	4	is	be	AUX
easat-5835	12	5	based	base	VERB
easat-5835	12	6	on	on	ADP
easat-5835	12	7	cpv	cpv	PROPN
easat-5835	12	8	,	,	PUNCT
easat-5835	12	9	with	with	ADP
easat-5835	12	10	functional	functional	ADJ
easat-5835	12	11	,	,	PUNCT
easat-5835	12	12	emotional	emotional	ADJ
easat-5835	12	13	,	,	PUNCT
easat-5835	12	14	social	social	ADJ
easat-5835	12	15	,	,	PUNCT
easat-5835	12	16	and	and	CCONJ
easat-5835	12	17	cost	cost	NOUN
easat-5835	12	18	values	value	NOUN
easat-5835	12	19	as	as	ADP
easat-5835	12	20	critical	critical	ADJ
easat-5835	12	21	drivers	driver	NOUN
easat-5835	12	22	of	of	ADP
easat-5835	12	23	satisfaction	satisfaction	NOUN
easat-5835	12	24	.	.	PUNCT
easat-5835	13	1	post	post	ADJ
easat-5835	13	2	-	-	ADJ
easat-5835	13	3	retrofit	retrofit	ADJ
easat-5835	13	4	feedback	feedback	NOUN
easat-5835	13	5	was	be	AUX
easat-5835	13	6	analyzed	analyze	VERB
easat-5835	13	7	using	use	VERB
easat-5835	13	8	pso	pso	NOUN
easat-5835	13	9	-	-	PUNCT
easat-5835	13	10	lightgbm	lightgbm	ADJ
easat-5835	13	11	and	and	CCONJ
easat-5835	13	12	other	other	ADJ
easat-5835	13	13	machine	machine	NOUN
easat-5835	13	14	learning	learning	NOUN
easat-5835	13	15	(	(	PUNCT
easat-5835	13	16	ml	ml	NOUN
easat-5835	13	17	)	)	PUNCT
easat-5835	13	18	models	model	NOUN
easat-5835	13	19	like	like	ADP
easat-5835	13	20	catboost	catboost	NOUN
easat-5835	13	21	,	,	PUNCT
easat-5835	13	22	xgboost	xgboost	ADV
easat-5835	13	23	,	,	PUNCT
easat-5835	13	24	and	and	CCONJ
easat-5835	13	25	adaboost	adaboost	ADV
easat-5835	13	26	.	.	PUNCT
easat-5835	14	1	the	the	DET
easat-5835	14	2	study	study	NOUN
easat-5835	14	3	found	find	VERB
easat-5835	14	4	that	that	SCONJ
easat-5835	14	5	“	"	PUNCT
easat-5835	14	6	government	government	NOUN
easat-5835	14	7	subsidies	subsidy	NOUN
easat-5835	14	8	and	and	CCONJ
easat-5835	14	9	support	support	NOUN
easat-5835	14	10	,	,	PUNCT
easat-5835	14	11	”	"	PUNCT
easat-5835	14	12	“	"	PUNCT
easat-5835	14	13	living	living	NOUN
easat-5835	14	14	comfort	comfort	NOUN
easat-5835	14	15	,	,	PUNCT
easat-5835	14	16	”	"	PUNCT
easat-5835	14	17	“	"	PUNCT
easat-5835	14	18	personalized	personalized	ADJ
easat-5835	14	19	experience	experience	NOUN
easat-5835	14	20	,	,	PUNCT
easat-5835	14	21	”	"	PUNCT
easat-5835	14	22	“	"	PUNCT
easat-5835	14	23	social	social	ADJ
easat-5835	14	24	acceptance	acceptance	NOUN
easat-5835	14	25	,	,	PUNCT
easat-5835	14	26	”	"	PUNCT
easat-5835	14	27	and	and	CCONJ
easat-5835	14	28	“	"	PUNCT
easat-5835	14	29	improved	improved	ADJ
easat-5835	14	30	environmental	environmental	ADJ
easat-5835	14	31	image	image	NOUN
easat-5835	14	32	”	"	PUNCT
easat-5835	14	33	are	be	AUX
easat-5835	14	34	the	the	DET
easat-5835	14	35	top	top	ADJ
easat-5835	14	36	five	five	NUM
easat-5835	14	37	most	most	ADV
easat-5835	14	38	important	important	ADJ
easat-5835	14	39	factors	factor	NOUN
easat-5835	14	40	affecting	affect	VERB
easat-5835	14	41	satisfaction	satisfaction	NOUN
easat-5835	14	42	with	with	ADP
easat-5835	14	43	renovating	renovating	NOUN
easat-5835	14	44	nzeb	nzeb	NOUN
easat-5835	14	45	.	.	PUNCT
easat-5835	15	1	in	in	ADP
easat-5835	15	2	addition	addition	NOUN
easat-5835	15	3	,	,	PUNCT
easat-5835	15	4	the	the	DET
easat-5835	15	5	pso	pso	NOUN
easat-5835	15	6	-	-	PUNCT
easat-5835	15	7	lightgbm	lightgbm	ADJ
easat-5835	15	8	algorithm	algorithm	NOUN
easat-5835	15	9	excels	excel	VERB
easat-5835	15	10	in	in	ADP
easat-5835	15	11	accuracy	accuracy	NOUN
easat-5835	15	12	,	,	PUNCT
easat-5835	15	13	precision	precision	NOUN
easat-5835	15	14	,	,	PUNCT
easat-5835	15	15	and	and	CCONJ
easat-5835	15	16	f1	f1	PROPN
easat-5835	15	17	score	score	NOUN
easat-5835	15	18	,	,	PUNCT
easat-5835	15	19	outperforming	outperform	VERB
easat-5835	15	20	other	other	ADJ
easat-5835	15	21	ml	ml	NOUN
easat-5835	15	22	models	model	NOUN
easat-5835	15	23	.	.	PUNCT
easat-5835	16	1	the	the	DET
easat-5835	16	2	study	study	NOUN
easat-5835	16	3	also	also	ADV
easat-5835	16	4	suggests	suggest	VERB
easat-5835	16	5	several	several	ADJ
easat-5835	16	6	enhancement	enhancement	NOUN
easat-5835	16	7	strategies	strategy	NOUN
easat-5835	16	8	,	,	PUNCT
easat-5835	16	9	such	such	ADJ
easat-5835	16	10	as	as	ADP
easat-5835	16	11	the	the	DET
easat-5835	16	12	use	use	NOUN
easat-5835	16	13	of	of	ADP
easat-5835	16	14	energy	energy	NOUN
easat-5835	16	15	-	-	PUNCT
easat-5835	16	16	efficient	efficient	ADJ
easat-5835	16	17	technologies	technology	NOUN
easat-5835	16	18	and	and	CCONJ
easat-5835	16	19	environmentally	environmentally	ADV
easat-5835	16	20	friendly	friendly	ADJ
easat-5835	16	21	materials	material	NOUN
easat-5835	16	22	,	,	PUNCT
easat-5835	16	23	to	to	PART
easat-5835	16	24	ensure	ensure	VERB
easat-5835	16	25	that	that	SCONJ
easat-5835	16	26	the	the	DET
easat-5835	16	27	performance	performance	NOUN
easat-5835	16	28	of	of	ADP
easat-5835	16	29	the	the	DET
easat-5835	16	30	retrofitted	retrofit	VERB
easat-5835	16	31	buildings	building	NOUN
easat-5835	16	32	improves	improve	VERB
easat-5835	16	33	significantly	significantly	ADV
easat-5835	16	34	.	.	PUNCT
easat-5835	17	1	keywords	keyword	NOUN
easat-5835	17	2	:	:	PUNCT
easat-5835	17	3	building	build	VERB
easat-5835	17	4	retrofit	retrofit	NOUN
easat-5835	17	5	,	,	PUNCT
easat-5835	17	6	customer	customer	NOUN
easat-5835	17	7	perceived	perceive	VERB
easat-5835	17	8	value	value	NOUN
easat-5835	17	9	,	,	PUNCT
easat-5835	17	10	lightgbm	lightgbm	ADJ
easat-5835	17	11	,	,	PUNCT
easat-5835	17	12	machine	machine	NOUN
easat-5835	17	13	learning	learning	NOUN
easat-5835	17	14	,	,	PUNCT
easat-5835	17	15	net	net	ADJ
easat-5835	17	16	-	-	PUNCT
easat-5835	17	17	zero	zero	NUM
easat-5835	17	18	energy	energy	NOUN
easat-5835	17	19	buildings	building	NOUN
easat-5835	17	20	,	,	PUNCT
easat-5835	17	21	particle	particle	NOUN
easat-5835	17	22	swarm	swarm	NOUN
easat-5835	17	23	optimization	optimization	NOUN
easat-5835	17	24	(	(	PUNCT
easat-5835	17	25	pso	pso	NOUN
easat-5835	17	26	)	)	PUNCT
easat-5835	17	27	.	.	PUNCT
easat-5835	18	1	1	1	X
easat-5835	18	2	.	.	X
easat-5835	18	3	introduction	introduction	NOUN
easat-5835	18	4	under	under	ADP
easat-5835	18	5	the	the	DET
easat-5835	18	6	combined	combine	VERB
easat-5835	18	7	pressures	pressure	NOUN
easat-5835	18	8	of	of	ADP
easat-5835	18	9	global	global	ADJ
easat-5835	18	10	climate	climate	NOUN
easat-5835	18	11	change	change	NOUN
easat-5835	18	12	,	,	PUNCT
easat-5835	18	13	resource	resource	NOUN
easat-5835	18	14	shortages	shortage	NOUN
easat-5835	18	15	,	,	PUNCT
easat-5835	18	16	and	and	CCONJ
easat-5835	18	17	environmental	environmental	ADJ
easat-5835	18	18	degradation	degradation	NOUN
easat-5835	18	19	,	,	PUNCT
easat-5835	18	20	the	the	DET
easat-5835	18	21	issue	issue	NOUN
easat-5835	18	22	of	of	ADP
easat-5835	18	23	energy	energy	NOUN
easat-5835	18	24	consumption	consumption	NOUN
easat-5835	18	25	in	in	ADP
easat-5835	18	26	the	the	DET
easat-5835	18	27	construction	construction	NOUN
easat-5835	18	28	industry	industry	NOUN
easat-5835	18	29	has	have	AUX
easat-5835	18	30	become	become	VERB
easat-5835	18	31	a	a	DET
easat-5835	18	32	key	key	ADJ
easat-5835	18	33	focus	focus	NOUN
easat-5835	18	34	for	for	ADP
easat-5835	18	35	governments	government	NOUN
easat-5835	18	36	and	and	CCONJ
easat-5835	18	37	academia	academia	NOUN
easat-5835	18	38	worldwide	worldwide	ADV
easat-5835	18	39	.	.	PUNCT
easat-5835	19	1	in	in	ADP
easat-5835	19	2	europe	europe	PROPN
easat-5835	19	3	,	,	PUNCT
easat-5835	19	4	for	for	ADP
easat-5835	19	5	example	example	NOUN
easat-5835	19	6	,	,	PUNCT
easat-5835	19	7	building	build	VERB
easat-5835	19	8	energy	energy	NOUN
easat-5835	19	9	consumption	consumption	NOUN
easat-5835	19	10	accounts	account	VERB
easat-5835	19	11	for	for	ADP
easat-5835	19	12	about	about	ADV
easat-5835	19	13	40	40	NUM
easat-5835	19	14	%	%	NOUN
easat-5835	19	15	of	of	ADP
easat-5835	19	16	total	total	ADJ
easat-5835	19	17	energy	energy	NOUN
easat-5835	19	18	consumption	consumption	NOUN
easat-5835	19	19	and	and	CCONJ
easat-5835	19	20	36	36	NUM
easat-5835	19	21	%	%	NOUN
easat-5835	19	22	of	of	ADP
easat-5835	19	23	greenhouse	greenhouse	NOUN
easat-5835	19	24	gas	gas	NOUN
easat-5835	19	25	emissions	emission	NOUN
easat-5835	19	26	[	[	X
easat-5835	19	27	1	1	NUM
easat-5835	19	28	]	]	PUNCT
easat-5835	19	29	.	.	PUNCT
easat-5835	20	1	the	the	DET
easat-5835	20	2	residential	residential	ADJ
easat-5835	20	3	sector	sector	NOUN
easat-5835	20	4	is	be	AUX
easat-5835	20	5	the	the	DET
easat-5835	20	6	most	most	ADV
easat-5835	20	7	important	important	ADJ
easat-5835	20	8	in	in	ADP
easat-5835	20	9	total	total	ADJ
easat-5835	20	10	energy	energy	NOUN
easat-5835	20	11	consumption	consumption	NOUN
easat-5835	20	12	in	in	ADP
easat-5835	20	13	almost	almost	ADV
easat-5835	20	14	all	all	PRON
easat-5835	20	15	countries	country	NOUN
easat-5835	20	16	,	,	PUNCT
easat-5835	20	17	with	with	ADP
easat-5835	20	18	the	the	DET
easat-5835	20	19	eu	eu	PROPN
easat-5835	20	20	countries	country	NOUN
easat-5835	20	21	,	,	PUNCT
easat-5835	20	22	the	the	DET
easat-5835	20	23	usa	usa	PROPN
easat-5835	20	24	,	,	PUNCT
easat-5835	20	25	and	and	CCONJ
easat-5835	20	26	china	china	PROPN
easat-5835	20	27	topping	top	VERB
easat-5835	20	28	the	the	DET
easat-5835	20	29	list	list	NOUN
easat-5835	20	30	[	[	X
easat-5835	20	31	2	2	NUM
easat-5835	20	32	]	]	PUNCT
easat-5835	20	33	.	.	PUNCT
easat-5835	21	1	net	net	ADJ
easat-5835	21	2	-	-	PUNCT
easat-5835	21	3	zero	zero	NUM
easat-5835	21	4	energy	energy	NOUN
easat-5835	21	5	building	building	NOUN
easat-5835	21	6	(	(	PUNCT
easat-5835	21	7	nzeb	nzeb	PROPN
easat-5835	21	8	)	)	PUNCT
easat-5835	21	9	retrofitting	retrofitting	NOUN
easat-5835	21	10	,	,	PUNCT
easat-5835	21	11	as	as	ADP
easat-5835	21	12	an	an	DET
easat-5835	21	13	essential	essential	ADJ
easat-5835	21	14	means	mean	NOUN
easat-5835	21	15	of	of	ADP
easat-5835	21	16	energy	energy	NOUN
easat-5835	21	17	conservation	conservation	NOUN
easat-5835	21	18	and	and	CCONJ
easat-5835	21	19	emission	emission	NOUN
easat-5835	21	20	reduction	reduction	NOUN
easat-5835	21	21	,	,	PUNCT
easat-5835	21	22	aims	aim	VERB
easat-5835	21	23	to	to	PART
easat-5835	21	24	balance	balance	VERB
easat-5835	21	25	building	build	VERB
easat-5835	21	26	energy	energy	NOUN
easat-5835	21	27	consumption	consumption	NOUN
easat-5835	21	28	and	and	CCONJ
easat-5835	21	29	energy	energy	NOUN
easat-5835	21	30	production	production	NOUN
easat-5835	21	31	by	by	ADP
easat-5835	21	32	improving	improve	VERB
easat-5835	21	33	the	the	DET
easat-5835	21	34	energy	energy	NOUN
easat-5835	21	35	efficiency	efficiency	NOUN
easat-5835	21	36	of	of	ADP
easat-5835	21	37	buildings	building	NOUN
easat-5835	21	38	and	and	CCONJ
easat-5835	21	39	introducing	introduce	VERB
easat-5835	21	40	renewable	renewable	ADJ
easat-5835	21	41	energy	energy	NOUN
easat-5835	21	42	technologies	technology	NOUN
easat-5835	21	43	[	[	X
easat-5835	21	44	3	3	NUM
easat-5835	21	45	]	]	PUNCT
easat-5835	21	46	.	.	PUNCT
easat-5835	22	1	for	for	ADP
easat-5835	22	2	instance	instance	NOUN
easat-5835	22	3	,	,	PUNCT
easat-5835	22	4	china	china	PROPN
easat-5835	22	5	's	's	PART
easat-5835	22	6	ministry	ministry	PROPN
easat-5835	22	7	of	of	ADP
easat-5835	22	8	housing	housing	PROPN
easat-5835	22	9	and	and	CCONJ
easat-5835	22	10	urban	urban	ADJ
easat-5835	22	11	-	-	PUNCT
easat-5835	22	12	rural	rural	ADJ
easat-5835	22	13	development	development	NOUN
easat-5835	22	14	(	(	PUNCT
easat-5835	22	15	mhurd	mhurd	PROPN
easat-5835	22	16	)	)	PUNCT
easat-5835	22	17	plans	plan	VERB
easat-5835	22	18	to	to	PART
easat-5835	22	19	complete	complete	VERB
easat-5835	22	20	the	the	DET
easat-5835	22	21	renovation	renovation	NOUN
easat-5835	22	22	of	of	ADP
easat-5835	22	23	219,000	219,000	NUM
easat-5835	22	24	urban	urban	ADJ
easat-5835	22	25	areas	area	NOUN
easat-5835	22	26	during	during	ADP
easat-5835	22	27	the	the	DET
easat-5835	22	28	14th	14th	ADJ
easat-5835	22	29	five	five	NUM
easat-5835	22	30	-	-	PUNCT
easat-5835	22	31	year	year	NOUN
easat-5835	22	32	plan	plan	NOUN
easat-5835	22	33	period	period	NOUN
easat-5835	22	34	[	[	X
easat-5835	22	35	4	4	NUM
easat-5835	22	36	]	]	PUNCT
easat-5835	22	37	.	.	PUNCT
easat-5835	23	1	figure	figure	NOUN
easat-5835	23	2	1	1	NUM
easat-5835	23	3	shows	show	VERB
easat-5835	23	4	the	the	DET
easat-5835	23	5	number	number	NOUN
easat-5835	23	6	of	of	ADP
easat-5835	23	7	renovations	renovation	NOUN
easat-5835	23	8	of	of	ADP
easat-5835	23	9	old	old	ADJ
easat-5835	23	10	buildings	building	NOUN
easat-5835	23	11	starting	start	VERB
easat-5835	23	12	in	in	ADP
easat-5835	23	13	each	each	DET
easat-5835	23	14	province	province	NOUN
easat-5835	23	15	in	in	ADP
easat-5835	23	16	2023	2023	NUM
easat-5835	23	17	.	.	PUNCT
easat-5835	24	1	2509	2509	NUM
easat-5835	24	2	edelweiss	edelweiss	PROPN
easat-5835	24	3	applied	apply	VERB
easat-5835	24	4	science	science	NOUN
easat-5835	24	5	and	and	CCONJ
easat-5835	24	6	technology	technology	NOUN
easat-5835	24	7	issn	issn	PROPN
easat-5835	24	8	:	:	PUNCT
easat-5835	24	9	2576	2576	NUM
easat-5835	24	10	-	-	SYM
easat-5835	24	11	8484	8484	NUM
easat-5835	24	12	vol	vol	NOUN
easat-5835	24	13	.	.	PROPN
easat-5835	25	1	9	9	NUM
easat-5835	25	2	,	,	PUNCT
easat-5835	25	3	no	no	INTJ
easat-5835	25	4	.	.	NOUN
easat-5835	26	1	3	3	NUM
easat-5835	26	2	:	:	SYM
easat-5835	26	3	2508	2508	NUM
easat-5835	26	4	-	-	SYM
easat-5835	26	5	2530	2530	NUM
easat-5835	26	6	,	,	PUNCT
easat-5835	26	7	2025	2025	NUM
easat-5835	26	8	doi	doi	NOUN
easat-5835	26	9	:	:	PUNCT
easat-5835	26	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	26	11	©	©	PROPN
easat-5835	26	12	2025	2025	NUM
easat-5835	26	13	by	by	ADP
easat-5835	26	14	the	the	DET
easat-5835	26	15	authors	author	NOUN
easat-5835	26	16	;	;	PUNCT
easat-5835	26	17	licensee	licensee	PROPN
easat-5835	26	18	learning	learn	VERB
easat-5835	26	19	gate	gate	NOUN
easat-5835	26	20	figure	figure	NOUN
easat-5835	26	21	1	1	NUM
easat-5835	26	22	.	.	PUNCT
easat-5835	26	23	number	number	NOUN
easat-5835	26	24	of	of	ADP
easat-5835	26	25	residential	residential	ADJ
easat-5835	26	26	renovations	renovation	NOUN
easat-5835	26	27	in	in	ADP
easat-5835	26	28	each	each	DET
easat-5835	26	29	province	province	NOUN
easat-5835	26	30	of	of	ADP
easat-5835	26	31	china	china	PROPN
easat-5835	26	32	in	in	ADP
easat-5835	26	33	2023	2023	NUM
easat-5835	26	34	.	.	PUNCT
easat-5835	27	1	old	old	ADJ
easat-5835	27	2	buildings	building	NOUN
easat-5835	27	3	mostly	mostly	ADV
easat-5835	27	4	use	use	VERB
easat-5835	27	5	hvac	hvac	NOUN
easat-5835	27	6	equipment	equipment	NOUN
easat-5835	27	7	,	,	PUNCT
easat-5835	27	8	insulation	insulation	NOUN
easat-5835	27	9	materials	material	NOUN
easat-5835	27	10	,	,	PUNCT
easat-5835	27	11	and	and	CCONJ
easat-5835	27	12	lighting	light	VERB
easat-5835	27	13	technology	technology	NOUN
easat-5835	27	14	with	with	ADP
easat-5835	27	15	low	low	ADJ
easat-5835	27	16	energy	energy	NOUN
easat-5835	27	17	efficiency	efficiency	NOUN
easat-5835	27	18	.	.	PUNCT
easat-5835	28	1	therefore	therefore	ADV
easat-5835	28	2	,	,	PUNCT
easat-5835	28	3	most	most	ADJ
easat-5835	28	4	current	current	ADJ
easat-5835	28	5	research	research	NOUN
easat-5835	28	6	focuses	focus	VERB
easat-5835	28	7	on	on	ADP
easat-5835	28	8	energy	energy	NOUN
easat-5835	28	9	retrofitting	retrofitting	NOUN
easat-5835	28	10	measures	measure	NOUN
easat-5835	28	11	and	and	CCONJ
easat-5835	28	12	technological	technological	ADJ
easat-5835	28	13	upgrading	upgrading	NOUN
easat-5835	28	14	programs	program	NOUN
easat-5835	28	15	.	.	PUNCT
easat-5835	29	1	wills	will	NOUN
easat-5835	29	2	,	,	PUNCT
easat-5835	29	3	et	et	PROPN
easat-5835	29	4	al	al	PROPN
easat-5835	29	5	.	.	PUNCT
easat-5835	30	1	[	[	X
easat-5835	30	2	5	5	NUM
easat-5835	30	3	]	]	PUNCT
easat-5835	30	4	retrofitted	retrofit	VERB
easat-5835	30	5	a	a	DET
easat-5835	30	6	community	community	NOUN
easat-5835	30	7	of	of	ADP
easat-5835	30	8	50	50	NUM
easat-5835	30	9	older	old	ADJ
easat-5835	30	10	single	single	ADJ
easat-5835	30	11	-	-	PUNCT
easat-5835	30	12	family	family	NOUN
easat-5835	30	13	homes	home	NOUN
easat-5835	30	14	from	from	ADP
easat-5835	30	15	the	the	DET
easat-5835	30	16	1980s	1980s	NUM
easat-5835	30	17	.	.	PUNCT
easat-5835	31	1	they	they	PRON
easat-5835	31	2	found	find	VERB
easat-5835	31	3	that	that	SCONJ
easat-5835	31	4	deep	deep	ADJ
easat-5835	31	5	retrofits	retrofit	NOUN
easat-5835	31	6	and	and	CCONJ
easat-5835	31	7	fuel	fuel	NOUN
easat-5835	31	8	switching	switch	VERB
easat-5835	31	9	from	from	ADP
easat-5835	31	10	natural	natural	ADJ
easat-5835	31	11	gas	gas	NOUN
easat-5835	31	12	to	to	ADP
easat-5835	31	13	electric	electric	ADJ
easat-5835	31	14	heat	heat	NOUN
easat-5835	31	15	pump	pump	NOUN
easat-5835	31	16	systems	system	NOUN
easat-5835	31	17	could	could	AUX
easat-5835	31	18	reduce	reduce	VERB
easat-5835	31	19	the	the	DET
easat-5835	31	20	community	community	NOUN
easat-5835	31	21	's	's	PART
easat-5835	31	22	energy	energy	NOUN
easat-5835	31	23	demand	demand	NOUN
easat-5835	31	24	by	by	ADP
easat-5835	31	25	69	69	NUM
easat-5835	31	26	%	%	NOUN
easat-5835	31	27	.	.	PUNCT
easat-5835	32	1	ohene	ohene	ADJ
easat-5835	32	2	,	,	PUNCT
easat-5835	32	3	et	et	PROPN
easat-5835	32	4	al	al	PROPN
easat-5835	32	5	.	.	PUNCT
easat-5835	33	1	[	[	X
easat-5835	33	2	6	6	NUM
easat-5835	33	3	]	]	PUNCT
easat-5835	33	4	analyzed	analyze	VERB
easat-5835	33	5	a	a	DET
easat-5835	33	6	typical	typical	ADJ
easat-5835	33	7	residential	residential	ADJ
easat-5835	33	8	building	building	NOUN
easat-5835	33	9	in	in	ADP
easat-5835	33	10	ghana	ghana	PROPN
easat-5835	33	11	through	through	ADP
easat-5835	33	12	parametric	parametric	ADJ
easat-5835	33	13	simulation	simulation	NOUN
easat-5835	33	14	.	.	PUNCT
easat-5835	34	1	they	they	PRON
easat-5835	34	2	found	find	VERB
easat-5835	34	3	that	that	SCONJ
easat-5835	34	4	passive	passive	ADJ
easat-5835	34	5	design	design	NOUN
easat-5835	34	6	strategies	strategy	NOUN
easat-5835	34	7	such	such	ADJ
easat-5835	34	8	as	as	ADP
easat-5835	34	9	natural	natural	ADJ
easat-5835	34	10	ventilation	ventilation	NOUN
easat-5835	34	11	,	,	PUNCT
easat-5835	34	12	shading	shading	NOUN
easat-5835	34	13	,	,	PUNCT
easat-5835	34	14	lighting	lighting	NOUN
easat-5835	34	15	,	,	PUNCT
easat-5835	34	16	and	and	CCONJ
easat-5835	34	17	airtightness	airtightness	NOUN
easat-5835	34	18	of	of	ADP
easat-5835	34	19	the	the	DET
easat-5835	34	20	envelope	envelope	NOUN
easat-5835	34	21	reduced	reduce	VERB
easat-5835	34	22	the	the	DET
easat-5835	34	23	energy	energy	NOUN
easat-5835	34	24	use	use	NOUN
easat-5835	34	25	intensity	intensity	NOUN
easat-5835	34	26	(	(	PUNCT
easat-5835	34	27	eui	eui	NOUN
easat-5835	34	28	)	)	PUNCT
easat-5835	34	29	from	from	ADP
easat-5835	34	30	136–138	136–138	NUM
easat-5835	34	31	kwh	kwh	PROPN
easat-5835	34	32	/	/	SYM
easat-5835	34	33	m2	m2	PROPN
easat-5835	34	34	/	/	SYM
easat-5835	34	35	year	year	NOUN
easat-5835	34	36	to	to	ADP
easat-5835	34	37	68–70	68–70	PROPN
easat-5835	34	38	kwh	kwh	PROPN
easat-5835	34	39	/	/	SYM
easat-5835	34	40	m2	m2	PROPN
easat-5835	34	41	/	/	SYM
easat-5835	34	42	year	year	NOUN
easat-5835	34	43	,	,	PUNCT
easat-5835	34	44	thereby	thereby	ADV
easat-5835	34	45	reducing	reduce	VERB
easat-5835	34	46	total	total	ADJ
easat-5835	34	47	energy	energy	NOUN
easat-5835	34	48	demand	demand	NOUN
easat-5835	34	49	by	by	ADP
easat-5835	34	50	48–50	48–50	NUM
easat-5835	34	51	%	%	NOUN
easat-5835	34	52	.	.	PUNCT
easat-5835	35	1	costa	costa	PROPN
easat-5835	35	2	,	,	PUNCT
easat-5835	35	3	et	et	PROPN
easat-5835	35	4	al	al	PROPN
easat-5835	35	5	.	.	PUNCT
easat-5835	36	1	[	[	X
easat-5835	36	2	7	7	X
easat-5835	36	3	]	]	PUNCT
easat-5835	36	4	simulated	simulate	VERB
easat-5835	36	5	a	a	DET
easat-5835	36	6	representative	representative	ADJ
easat-5835	36	7	four	four	NUM
easat-5835	36	8	-	-	PUNCT
easat-5835	36	9	story	story	NOUN
easat-5835	36	10	office	office	NOUN
easat-5835	36	11	building	building	NOUN
easat-5835	36	12	in	in	ADP
easat-5835	36	13	design	design	NOUN
easat-5835	36	14	builder	builder	NOUN
easat-5835	36	15	and	and	CCONJ
easat-5835	36	16	diva	diva	NOUN
easat-5835	36	17	in	in	ADP
easat-5835	36	18	rio	rio	PROPN
easat-5835	36	19	de	de	PROPN
easat-5835	36	20	janeiro	janeiro	PROPN
easat-5835	36	21	.	.	PUNCT
easat-5835	37	1	they	they	PRON
easat-5835	37	2	found	find	VERB
easat-5835	37	3	that	that	SCONJ
easat-5835	37	4	adding	add	VERB
easat-5835	37	5	photovoltaic	photovoltaic	NOUN
easat-5835	37	6	equipment	equipment	NOUN
easat-5835	37	7	to	to	ADP
easat-5835	37	8	the	the	DET
easat-5835	37	9	roof	roof	NOUN
easat-5835	37	10	and	and	CCONJ
easat-5835	37	11	building	building	NOUN
easat-5835	37	12	facade	facade	NOUN
easat-5835	37	13	can	can	AUX
easat-5835	37	14	reduce	reduce	VERB
easat-5835	37	15	total	total	ADJ
easat-5835	37	16	energy	energy	NOUN
easat-5835	37	17	consumption	consumption	NOUN
easat-5835	37	18	by	by	ADP
easat-5835	37	19	46	46	NUM
easat-5835	37	20	%	%	NOUN
easat-5835	37	21	.	.	PUNCT
easat-5835	38	1	in	in	ADP
easat-5835	38	2	the	the	DET
easat-5835	38	3	past	past	ADJ
easat-5835	38	4	five	five	NUM
easat-5835	38	5	years	year	NOUN
easat-5835	38	6	,	,	PUNCT
easat-5835	38	7	with	with	ADP
easat-5835	38	8	the	the	DET
easat-5835	38	9	rise	rise	NOUN
easat-5835	38	10	of	of	ADP
easat-5835	38	11	artificial	artificial	ADJ
easat-5835	38	12	intelligence	intelligence	NOUN
easat-5835	38	13	technology	technology	NOUN
easat-5835	38	14	,	,	PUNCT
easat-5835	38	15	the	the	DET
easat-5835	38	16	renovation	renovation	NOUN
easat-5835	38	17	of	of	ADP
easat-5835	38	18	zero	zero	NUM
easat-5835	38	19	-	-	PUNCT
easat-5835	38	20	energy	energy	NOUN
easat-5835	38	21	buildings	building	NOUN
easat-5835	38	22	has	have	AUX
easat-5835	38	23	not	not	PART
easat-5835	38	24	only	only	ADV
easat-5835	38	25	been	be	AUX
easat-5835	38	26	limited	limit	VERB
easat-5835	38	27	to	to	ADP
easat-5835	38	28	the	the	DET
easat-5835	38	29	optimization	optimization	NOUN
easat-5835	38	30	of	of	ADP
easat-5835	38	31	the	the	DET
easat-5835	38	32	external	external	ADJ
easat-5835	38	33	envelope	envelope	NOUN
easat-5835	38	34	but	but	CCONJ
easat-5835	38	35	also	also	ADV
easat-5835	38	36	considers	consider	VERB
easat-5835	38	37	the	the	DET
easat-5835	38	38	application	application	NOUN
easat-5835	38	39	of	of	ADP
easat-5835	38	40	buildingintegrated	buildingintegrated	ADJ
easat-5835	38	41	renewable	renewable	ADJ
easat-5835	38	42	energy	energy	NOUN
easat-5835	38	43	,	,	PUNCT
easat-5835	38	44	intelligent	intelligent	ADJ
easat-5835	38	45	materials	material	NOUN
easat-5835	38	46	(	(	PUNCT
easat-5835	38	47	such	such	ADJ
easat-5835	38	48	as	as	ADP
easat-5835	38	49	phase	phase	NOUN
easat-5835	38	50	change	change	NOUN
easat-5835	38	51	materials	material	NOUN
easat-5835	38	52	in	in	ADP
easat-5835	38	53	concrete	concrete	NOUN
easat-5835	38	54	)	)	PUNCT
easat-5835	38	55	,	,	PUNCT
easat-5835	38	56	smart	smart	ADJ
easat-5835	38	57	glass	glass	NOUN
easat-5835	38	58	,	,	PUNCT
easat-5835	38	59	smart	smart	ADJ
easat-5835	38	60	buildings	building	NOUN
easat-5835	38	61	and	and	CCONJ
easat-5835	38	62	the	the	DET
easat-5835	38	63	implementation	implementation	NOUN
easat-5835	38	64	of	of	ADP
easat-5835	38	65	the	the	DET
easat-5835	38	66	internet	internet	NOUN
easat-5835	38	67	of	of	ADP
easat-5835	38	68	things	thing	NOUN
easat-5835	38	69	[	[	X
easat-5835	38	70	8	8	NUM
easat-5835	38	71	]	]	PUNCT
easat-5835	38	72	.	.	PUNCT
easat-5835	39	1	however	however	ADV
easat-5835	39	2	,	,	PUNCT
easat-5835	39	3	few	few	ADJ
easat-5835	39	4	studies	study	NOUN
easat-5835	39	5	have	have	AUX
easat-5835	39	6	focused	focus	VERB
easat-5835	39	7	on	on	ADP
easat-5835	39	8	occupant	occupant	ADJ
easat-5835	39	9	satisfaction	satisfaction	NOUN
easat-5835	39	10	evaluations	evaluation	NOUN
easat-5835	39	11	after	after	ADP
easat-5835	39	12	nzeb	nzeb	NOUN
easat-5835	39	13	retrofits	retrofit	NOUN
easat-5835	39	14	.	.	PUNCT
easat-5835	40	1	user	user	NOUN
easat-5835	40	2	satisfaction	satisfaction	NOUN
easat-5835	40	3	affects	affect	VERB
easat-5835	40	4	the	the	DET
easat-5835	40	5	social	social	ADJ
easat-5835	40	6	acceptance	acceptance	NOUN
easat-5835	40	7	and	and	CCONJ
easat-5835	40	8	long	long	ADJ
easat-5835	40	9	-	-	PUNCT
easat-5835	40	10	term	term	NOUN
easat-5835	40	11	use	use	NOUN
easat-5835	40	12	of	of	ADP
easat-5835	40	13	the	the	DET
easat-5835	40	14	project	project	NOUN
easat-5835	40	15	and	and	CCONJ
easat-5835	40	16	largely	largely	ADV
easat-5835	40	17	determines	determine	VERB
easat-5835	40	18	the	the	DET
easat-5835	40	19	widespread	widespread	ADJ
easat-5835	40	20	promotion	promotion	NOUN
easat-5835	40	21	and	and	CCONJ
easat-5835	40	22	marketization	marketization	NOUN
easat-5835	40	23	of	of	ADP
easat-5835	40	24	such	such	ADJ
easat-5835	40	25	projects	project	NOUN
easat-5835	40	26	[	[	X
easat-5835	40	27	9	9	NUM
easat-5835	40	28	]	]	PUNCT
easat-5835	40	29	.	.	PUNCT
easat-5835	41	1	unlike	unlike	ADP
easat-5835	41	2	new	new	ADJ
easat-5835	41	3	buildings	building	NOUN
easat-5835	41	4	,	,	PUNCT
easat-5835	41	5	the	the	DET
easat-5835	41	6	renovation	renovation	NOUN
easat-5835	41	7	process	process	NOUN
easat-5835	41	8	of	of	ADP
easat-5835	41	9	old	old	ADJ
easat-5835	41	10	buildings	building	NOUN
easat-5835	41	11	often	often	ADV
easat-5835	41	12	involves	involve	VERB
easat-5835	41	13	complex	complex	ADJ
easat-5835	41	14	technical	technical	ADJ
easat-5835	41	15	,	,	PUNCT
easat-5835	41	16	economic	economic	ADJ
easat-5835	41	17	,	,	PUNCT
easat-5835	41	18	and	and	CCONJ
easat-5835	41	19	social	social	ADJ
easat-5835	41	20	issues	issue	NOUN
easat-5835	41	21	.	.	PUNCT
easat-5835	42	1	although	although	SCONJ
easat-5835	42	2	the	the	DET
easat-5835	42	3	technology	technology	NOUN
easat-5835	42	4	for	for	ADP
easat-5835	42	5	renovating	renovate	VERB
easat-5835	42	6	zeroenergy	zeroenergy	NOUN
easat-5835	42	7	buildings	building	NOUN
easat-5835	42	8	is	be	AUX
easat-5835	42	9	becoming	become	VERB
easat-5835	42	10	increasingly	increasingly	ADV
easat-5835	42	11	mature	mature	ADJ
easat-5835	42	12	,	,	PUNCT
easat-5835	42	13	user	user	NOUN
easat-5835	42	14	perceptions	perception	NOUN
easat-5835	42	15	,	,	PUNCT
easat-5835	42	16	experiences	experience	NOUN
easat-5835	42	17	,	,	PUNCT
easat-5835	42	18	and	and	CCONJ
easat-5835	42	19	expectations	expectation	NOUN
easat-5835	42	20	of	of	ADP
easat-5835	42	21	renovation	renovation	NOUN
easat-5835	42	22	projects	project	NOUN
easat-5835	42	23	vary	vary	VERB
easat-5835	42	24	greatly	greatly	ADV
easat-5835	42	25	.	.	PUNCT
easat-5835	43	1	for	for	ADP
easat-5835	43	2	example	example	NOUN
easat-5835	43	3	,	,	PUNCT
easat-5835	43	4	one	one	NUM
easat-5835	43	5	study	study	NOUN
easat-5835	43	6	showed	show	VERB
easat-5835	43	7	that	that	SCONJ
easat-5835	43	8	energy	energy	NOUN
easat-5835	43	9	-	-	PUNCT
easat-5835	43	10	efficient	efficient	ADJ
easat-5835	43	11	buildings	building	NOUN
easat-5835	43	12	do	do	AUX
easat-5835	43	13	not	not	PART
easat-5835	43	14	provide	provide	VERB
easat-5835	43	15	satisfactory	satisfactory	ADJ
easat-5835	43	16	indoor	indoor	ADJ
easat-5835	43	17	environmental	environmental	ADJ
easat-5835	43	18	quality	quality	NOUN
easat-5835	43	19	[	[	X
easat-5835	43	20	10	10	NUM
easat-5835	43	21	]	]	PUNCT
easat-5835	43	22	.	.	PUNCT
easat-5835	44	1	some	some	DET
easat-5835	44	2	occupants	occupant	NOUN
easat-5835	44	3	reported	report	VERB
easat-5835	44	4	difficulties	difficulty	NOUN
easat-5835	44	5	understanding	understand	VERB
easat-5835	44	6	and	and	CCONJ
easat-5835	44	7	operating	operate	VERB
easat-5835	44	8	their	their	PRON
easat-5835	44	9	heating	heating	NOUN
easat-5835	44	10	and	and	CCONJ
easat-5835	44	11	ventilation	ventilation	NOUN
easat-5835	44	12	systems	system	NOUN
easat-5835	44	13	[	[	X
easat-5835	44	14	11	11	NUM
easat-5835	44	15	]	]	PUNCT
easat-5835	44	16	.	.	PUNCT
easat-5835	45	1	in	in	ADP
easat-5835	45	2	addition	addition	NOUN
easat-5835	45	3	,	,	PUNCT
easat-5835	45	4	there	there	PRON
easat-5835	45	5	is	be	VERB
easat-5835	45	6	a	a	DET
easat-5835	45	7	lack	lack	NOUN
easat-5835	45	8	of	of	ADP
easat-5835	45	9	consideration	consideration	NOUN
easat-5835	45	10	of	of	ADP
easat-5835	45	11	the	the	DET
easat-5835	45	12	thermal	thermal	ADJ
easat-5835	45	13	satisfaction	satisfaction	NOUN
easat-5835	45	14	of	of	ADP
easat-5835	45	15	occupants	occupant	NOUN
easat-5835	45	16	in	in	ADP
easat-5835	45	17	methods	method	NOUN
easat-5835	45	18	based	base	VERB
easat-5835	45	19	on	on	ADP
easat-5835	45	20	actual	actual	ADJ
easat-5835	45	21	data	datum	NOUN
easat-5835	45	22	.	.	PUNCT
easat-5835	46	1	geraldi	geraldi	PROPN
easat-5835	46	2	and	and	CCONJ
easat-5835	46	3	ghisi	ghisi	VERB
easat-5835	46	4	[	[	X
easat-5835	46	5	12	12	NUM
easat-5835	46	6	]	]	PUNCT
easat-5835	46	7	proposed	propose	VERB
easat-5835	46	8	integrating	integrate	VERB
easat-5835	46	9	thermal	thermal	ADJ
easat-5835	46	10	satisfaction	satisfaction	NOUN
easat-5835	46	11	into	into	ADP
easat-5835	46	12	energy	energy	NOUN
easat-5835	46	13	benchmarking	benchmarking	NOUN
easat-5835	46	14	.	.	PUNCT
easat-5835	47	1	therefore	therefore	ADV
easat-5835	47	2	,	,	PUNCT
easat-5835	47	3	understanding	understand	VERB
easat-5835	47	4	the	the	DET
easat-5835	47	5	key	key	ADJ
easat-5835	47	6	factors	factor	NOUN
easat-5835	47	7	affecting	affect	VERB
easat-5835	47	8	user	user	NOUN
easat-5835	47	9	satisfaction	satisfaction	NOUN
easat-5835	47	10	is	be	AUX
easat-5835	47	11	the	the	DET
easat-5835	47	12	basis	basis	NOUN
easat-5835	47	13	for	for	ADP
easat-5835	47	14	driving	drive	VERB
easat-5835	47	15	the	the	DET
easat-5835	47	16	success	success	NOUN
easat-5835	47	17	of	of	ADP
easat-5835	47	18	near	near	ADV
easat-5835	47	19	-	-	PUNCT
easat-5835	47	20	zero	zero	NUM
easat-5835	47	21	energy	energy	NOUN
easat-5835	47	22	building	building	NOUN
easat-5835	47	23	retrofits	retrofit	NOUN
easat-5835	47	24	.	.	PUNCT
easat-5835	48	1	2510	2510	NUM
easat-5835	48	2	edelweiss	edelweiss	PROPN
easat-5835	48	3	applied	apply	VERB
easat-5835	48	4	science	science	NOUN
easat-5835	48	5	and	and	CCONJ
easat-5835	48	6	technology	technology	NOUN
easat-5835	48	7	issn	issn	PROPN
easat-5835	48	8	:	:	PUNCT
easat-5835	48	9	2576	2576	NUM
easat-5835	48	10	-	-	SYM
easat-5835	48	11	8484	8484	NUM
easat-5835	48	12	vol	vol	NOUN
easat-5835	48	13	.	.	PROPN
easat-5835	49	1	9	9	NUM
easat-5835	49	2	,	,	PUNCT
easat-5835	49	3	no	no	INTJ
easat-5835	49	4	.	.	NOUN
easat-5835	50	1	3	3	NUM
easat-5835	50	2	:	:	SYM
easat-5835	50	3	2508	2508	NUM
easat-5835	50	4	-	-	SYM
easat-5835	50	5	2530	2530	NUM
easat-5835	50	6	,	,	PUNCT
easat-5835	50	7	2025	2025	NUM
easat-5835	50	8	doi	doi	NOUN
easat-5835	50	9	:	:	PUNCT
easat-5835	50	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	50	11	©	©	PROPN
easat-5835	50	12	2025	2025	NUM
easat-5835	50	13	by	by	ADP
easat-5835	50	14	the	the	DET
easat-5835	50	15	authors	author	NOUN
easat-5835	50	16	;	;	PUNCT
easat-5835	50	17	licensee	licensee	PROPN
easat-5835	50	18	learning	learn	VERB
easat-5835	50	19	gate	gate	NOUN
easat-5835	50	20	combining	combine	VERB
easat-5835	50	21	the	the	DET
easat-5835	50	22	customer	customer	NOUN
easat-5835	50	23	perceived	perceive	VERB
easat-5835	50	24	value	value	NOUN
easat-5835	50	25	(	(	PUNCT
easat-5835	50	26	cpv	cpv	NOUN
easat-5835	50	27	)	)	PUNCT
easat-5835	50	28	theory	theory	NOUN
easat-5835	50	29	and	and	CCONJ
easat-5835	50	30	the	the	DET
easat-5835	50	31	pso	pso	NOUN
easat-5835	50	32	-	-	PUNCT
easat-5835	50	33	lightgbm	lightgbm	ADJ
easat-5835	50	34	algorithm	algorithm	NOUN
easat-5835	50	35	,	,	PUNCT
easat-5835	50	36	this	this	DET
easat-5835	50	37	paper	paper	NOUN
easat-5835	50	38	constructs	construct	VERB
easat-5835	50	39	a	a	DET
easat-5835	50	40	novel	novel	ADJ
easat-5835	50	41	analytical	analytical	ADJ
easat-5835	50	42	framework	framework	NOUN
easat-5835	50	43	for	for	ADP
easat-5835	50	44	evaluating	evaluate	VERB
easat-5835	50	45	customer	customer	NOUN
easat-5835	50	46	satisfaction	satisfaction	NOUN
easat-5835	50	47	factors	factor	NOUN
easat-5835	50	48	for	for	ADP
easat-5835	50	49	nzeb	nzeb	NOUN
easat-5835	50	50	retrofits	retrofit	NOUN
easat-5835	50	51	.	.	PUNCT
easat-5835	51	1	unlike	unlike	ADP
easat-5835	51	2	previous	previous	ADJ
easat-5835	51	3	studies	study	NOUN
easat-5835	51	4	that	that	PRON
easat-5835	51	5	mainly	mainly	ADV
easat-5835	51	6	relied	rely	VERB
easat-5835	51	7	on	on	ADP
easat-5835	51	8	traditional	traditional	ADJ
easat-5835	51	9	statistical	statistical	ADJ
easat-5835	51	10	methods	method	NOUN
easat-5835	51	11	or	or	CCONJ
easat-5835	51	12	single	single	ADJ
easat-5835	51	13	-	-	PUNCT
easat-5835	51	14	factor	factor	NOUN
easat-5835	51	15	analysis	analysis	NOUN
easat-5835	51	16	,	,	PUNCT
easat-5835	51	17	this	this	DET
easat-5835	51	18	study	study	NOUN
easat-5835	51	19	systematically	systematically	ADV
easat-5835	51	20	classifies	classify	VERB
easat-5835	51	21	customer	customer	NOUN
easat-5835	51	22	satisfaction	satisfaction	NOUN
easat-5835	51	23	into	into	ADP
easat-5835	51	24	functional	functional	ADJ
easat-5835	51	25	,	,	PUNCT
easat-5835	51	26	emotional	emotional	ADJ
easat-5835	51	27	,	,	PUNCT
easat-5835	51	28	social	social	ADJ
easat-5835	51	29	value	value	NOUN
easat-5835	51	30	,	,	PUNCT
easat-5835	51	31	and	and	CCONJ
easat-5835	51	32	cost	cost	NOUN
easat-5835	51	33	value	value	NOUN
easat-5835	51	34	dimensions	dimension	NOUN
easat-5835	51	35	through	through	ADP
easat-5835	51	36	cpv	cpv	PROPN
easat-5835	51	37	theory	theory	NOUN
easat-5835	51	38	to	to	PART
easat-5835	51	39	comprehensively	comprehensively	ADV
easat-5835	51	40	capture	capture	VERB
easat-5835	51	41	customers	customer	NOUN
easat-5835	51	42	'	'	PART
easat-5835	51	43	multidimensional	multidimensional	ADJ
easat-5835	51	44	perceptions	perception	NOUN
easat-5835	51	45	[	[	X
easat-5835	51	46	13	13	NUM
easat-5835	51	47	]	]	PUNCT
easat-5835	51	48	the	the	DET
easat-5835	51	49	use	use	NOUN
easat-5835	51	50	of	of	ADP
easat-5835	51	51	the	the	DET
easat-5835	51	52	pso	pso	NOUN
easat-5835	51	53	-	-	PUNCT
easat-5835	51	54	lightgbm	lightgbm	ADJ
easat-5835	51	55	algorithm	algorithm	NOUN
easat-5835	51	56	to	to	PART
easat-5835	51	57	handle	handle	VERB
easat-5835	51	58	nonlinear	nonlinear	ADJ
easat-5835	51	59	relationships	relationship	NOUN
easat-5835	51	60	and	and	CCONJ
easat-5835	51	61	high	high	ADJ
easat-5835	51	62	-	-	PUNCT
easat-5835	51	63	dimensional	dimensional	ADJ
easat-5835	51	64	data	datum	NOUN
easat-5835	51	65	significantly	significantly	ADV
easat-5835	51	66	improves	improve	VERB
easat-5835	51	67	the	the	DET
easat-5835	51	68	accuracy	accuracy	NOUN
easat-5835	51	69	of	of	ADP
easat-5835	51	70	model	model	NOUN
easat-5835	51	71	prediction	prediction	NOUN
easat-5835	51	72	and	and	CCONJ
easat-5835	51	73	the	the	DET
easat-5835	51	74	explanatory	explanatory	ADJ
easat-5835	51	75	power	power	NOUN
easat-5835	51	76	of	of	ADP
easat-5835	51	77	feature	feature	NOUN
easat-5835	51	78	importance	importance	NOUN
easat-5835	51	79	.	.	PUNCT
easat-5835	52	1	the	the	DET
easat-5835	52	2	functional	functional	ADJ
easat-5835	52	3	value	value	NOUN
easat-5835	52	4	measures	measure	VERB
easat-5835	52	5	users	user	NOUN
easat-5835	52	6	’	'	PUNCT
easat-5835	52	7	evaluation	evaluation	NOUN
easat-5835	52	8	of	of	ADP
easat-5835	52	9	the	the	DET
easat-5835	52	10	actual	actual	ADJ
easat-5835	52	11	energy	energy	NOUN
easat-5835	52	12	efficiency	efficiency	NOUN
easat-5835	52	13	and	and	CCONJ
easat-5835	52	14	improvement	improvement	NOUN
easat-5835	52	15	in	in	ADP
easat-5835	52	16	living	living	NOUN
easat-5835	52	17	comfort	comfort	NOUN
easat-5835	52	18	after	after	ADP
easat-5835	52	19	the	the	DET
easat-5835	52	20	building	building	NOUN
easat-5835	52	21	renovation	renovation	NOUN
easat-5835	52	22	;	;	PUNCT
easat-5835	52	23	emotional	emotional	ADJ
easat-5835	52	24	value	value	NOUN
easat-5835	52	25	is	be	AUX
easat-5835	52	26	related	relate	VERB
easat-5835	52	27	to	to	ADP
easat-5835	52	28	the	the	DET
easat-5835	52	29	sense	sense	NOUN
easat-5835	52	30	of	of	ADP
easat-5835	52	31	pleasure	pleasure	NOUN
easat-5835	52	32	and	and	CCONJ
easat-5835	52	33	psychological	psychological	ADJ
easat-5835	52	34	satisfaction	satisfaction	NOUN
easat-5835	52	35	that	that	PRON
easat-5835	52	36	users	user	NOUN
easat-5835	52	37	feel	feel	VERB
easat-5835	52	38	during	during	ADP
easat-5835	52	39	their	their	PRON
easat-5835	52	40	stay	stay	NOUN
easat-5835	52	41	;	;	PUNCT
easat-5835	52	42	social	social	ADJ
easat-5835	52	43	value	value	NOUN
easat-5835	52	44	reflects	reflect	VERB
easat-5835	52	45	users	user	NOUN
easat-5835	52	46	’	’	PART
easat-5835	52	47	perception	perception	NOUN
easat-5835	52	48	of	of	ADP
easat-5835	52	49	social	social	ADJ
easat-5835	52	50	identity	identity	NOUN
easat-5835	52	51	and	and	CCONJ
easat-5835	52	52	personal	personal	ADJ
easat-5835	52	53	image	image	NOUN
easat-5835	52	54	;	;	PUNCT
easat-5835	52	55	and	and	CCONJ
easat-5835	52	56	cost	cost	NOUN
easat-5835	52	57	value	value	NOUN
easat-5835	52	58	involves	involve	VERB
easat-5835	52	59	users	user	NOUN
easat-5835	52	60	’	'	PUNCT
easat-5835	52	61	financial	financial	ADJ
easat-5835	52	62	contribution	contribution	NOUN
easat-5835	52	63	to	to	ADP
easat-5835	52	64	the	the	DET
easat-5835	52	65	renovation	renovation	NOUN
easat-5835	52	66	project	project	NOUN
easat-5835	52	67	and	and	CCONJ
easat-5835	52	68	the	the	DET
easat-5835	52	69	cost	cost	NOUN
easat-5835	52	70	of	of	ADP
easat-5835	52	71	use	use	NOUN
easat-5835	52	72	[	[	X
easat-5835	52	73	14	14	NUM
easat-5835	52	74	]	]	PUNCT
easat-5835	52	75	.	.	PUNCT
easat-5835	53	1	these	these	DET
easat-5835	53	2	perceived	perceive	VERB
easat-5835	53	3	value	value	NOUN
easat-5835	53	4	dimensions	dimension	NOUN
easat-5835	53	5	affect	affect	VERB
easat-5835	53	6	users	user	NOUN
easat-5835	53	7	’	’	PART
easat-5835	53	8	overall	overall	ADJ
easat-5835	53	9	satisfaction	satisfaction	NOUN
easat-5835	53	10	[	[	X
easat-5835	53	11	15	15	NUM
easat-5835	53	12	]	]	PUNCT
easat-5835	53	13	.	.	PUNCT
easat-5835	54	1	most	most	ADJ
easat-5835	54	2	research	research	NOUN
easat-5835	54	3	is	be	AUX
easat-5835	54	4	limited	limit	VERB
easat-5835	54	5	to	to	PART
easat-5835	54	6	qualitative	qualitative	VERB
easat-5835	54	7	analysis	analysis	NOUN
easat-5835	54	8	[	[	X
easat-5835	54	9	16	16	NUM
easat-5835	54	10	,	,	PUNCT
easat-5835	54	11	17	17	NUM
easat-5835	54	12	]	]	PUNCT
easat-5835	54	13	.	.	PUNCT
easat-5835	55	1	it	it	PRON
easat-5835	55	2	fails	fail	VERB
easat-5835	55	3	to	to	PART
easat-5835	55	4	conduct	conduct	VERB
easat-5835	55	5	an	an	DET
easat-5835	55	6	in	in	ADP
easat-5835	55	7	-	-	PUNCT
easat-5835	55	8	depth	depth	NOUN
easat-5835	55	9	quantitative	quantitative	ADJ
easat-5835	55	10	analysis	analysis	NOUN
easat-5835	55	11	of	of	ADP
easat-5835	55	12	the	the	DET
easat-5835	55	13	perceived	perceive	VERB
easat-5835	55	14	value	value	NOUN
easat-5835	55	15	of	of	ADP
easat-5835	55	16	different	different	ADJ
easat-5835	55	17	dimensions	dimension	NOUN
easat-5835	55	18	,	,	PUNCT
easat-5835	55	19	resulting	result	VERB
easat-5835	55	20	in	in	ADP
easat-5835	55	21	an	an	DET
easat-5835	55	22	incomplete	incomplete	ADJ
easat-5835	55	23	identification	identification	NOUN
easat-5835	55	24	of	of	ADP
easat-5835	55	25	the	the	DET
easat-5835	55	26	critical	critical	ADJ
easat-5835	55	27	factors	factor	NOUN
easat-5835	55	28	affecting	affect	VERB
easat-5835	55	29	satisfaction	satisfaction	NOUN
easat-5835	55	30	.	.	PUNCT
easat-5835	56	1	furthermore	furthermore	ADV
easat-5835	56	2	,	,	PUNCT
easat-5835	56	3	a	a	DET
easat-5835	56	4	series	series	NOUN
easat-5835	56	5	of	of	ADP
easat-5835	56	6	innovative	innovative	ADJ
easat-5835	56	7	algorithms	algorithm	NOUN
easat-5835	56	8	and	and	CCONJ
easat-5835	56	9	techniques	technique	NOUN
easat-5835	56	10	have	have	AUX
easat-5835	56	11	emerged	emerge	VERB
easat-5835	56	12	in	in	ADP
easat-5835	56	13	machine	machine	NOUN
easat-5835	56	14	learning	learning	NOUN
easat-5835	56	15	recently	recently	ADV
easat-5835	56	16	,	,	PUNCT
easat-5835	56	17	greatly	greatly	ADV
easat-5835	56	18	expanding	expand	VERB
easat-5835	56	19	its	its	PRON
easat-5835	56	20	application	application	NOUN
easat-5835	56	21	scope	scope	NOUN
easat-5835	56	22	and	and	CCONJ
easat-5835	56	23	performance	performance	NOUN
easat-5835	56	24	capability	capability	NOUN
easat-5835	56	25	[	[	X
easat-5835	56	26	18	18	NUM
easat-5835	56	27	]	]	PUNCT
easat-5835	56	28	.	.	PUNCT
easat-5835	57	1	for	for	ADP
easat-5835	57	2	example	example	NOUN
easat-5835	57	3	,	,	PUNCT
easat-5835	57	4	deep	deep	ADJ
easat-5835	57	5	learning	learning	NOUN
easat-5835	57	6	,	,	PUNCT
easat-5835	57	7	especially	especially	ADV
easat-5835	57	8	in	in	ADP
easat-5835	57	9	convolutional	convolutional	ADJ
easat-5835	57	10	neural	neural	ADJ
easat-5835	57	11	networks	network	NOUN
easat-5835	57	12	(	(	PUNCT
easat-5835	57	13	cnn	cnn	PROPN
easat-5835	57	14	)	)	PUNCT
easat-5835	57	15	and	and	CCONJ
easat-5835	57	16	recurrent	recurrent	ADJ
easat-5835	57	17	neural	neural	ADJ
easat-5835	57	18	networks	network	NOUN
easat-5835	57	19	(	(	PUNCT
easat-5835	57	20	rnn	rnn	PROPN
easat-5835	57	21	)	)	PUNCT
easat-5835	57	22	,	,	PUNCT
easat-5835	57	23	has	have	AUX
easat-5835	57	24	made	make	VERB
easat-5835	57	25	revolutionary	revolutionary	ADJ
easat-5835	57	26	breakthroughs	breakthrough	NOUN
easat-5835	57	27	in	in	ADP
easat-5835	57	28	image	image	NOUN
easat-5835	57	29	processing	processing	NOUN
easat-5835	57	30	,	,	PUNCT
easat-5835	57	31	speech	speech	NOUN
easat-5835	57	32	recognition	recognition	NOUN
easat-5835	57	33	,	,	PUNCT
easat-5835	57	34	and	and	CCONJ
easat-5835	57	35	natural	natural	ADJ
easat-5835	57	36	language	language	NOUN
easat-5835	57	37	processing	processing	NOUN
easat-5835	57	38	.	.	PUNCT
easat-5835	58	1	in	in	ADP
easat-5835	58	2	addition	addition	NOUN
easat-5835	58	3	,	,	PUNCT
easat-5835	58	4	reinforcement	reinforcement	NOUN
easat-5835	58	5	learning	learning	NOUN
easat-5835	58	6	(	(	PUNCT
easat-5835	58	7	rl	rl	NOUN
easat-5835	58	8	)	)	PUNCT
easat-5835	58	9	has	have	AUX
easat-5835	58	10	been	be	AUX
easat-5835	58	11	widely	widely	ADV
easat-5835	58	12	used	use	VERB
easat-5835	58	13	in	in	ADP
easat-5835	58	14	complex	complex	ADJ
easat-5835	58	15	decision	decision	NOUN
easat-5835	58	16	-	-	PUNCT
easat-5835	58	17	making	make	VERB
easat-5835	58	18	tasks	task	NOUN
easat-5835	58	19	such	such	ADJ
easat-5835	58	20	as	as	ADP
easat-5835	58	21	autonomous	autonomous	ADJ
easat-5835	58	22	driving	driving	NOUN
easat-5835	58	23	and	and	CCONJ
easat-5835	58	24	robot	robot	NOUN
easat-5835	58	25	control	control	NOUN
easat-5835	58	26	by	by	ADP
easat-5835	58	27	continuously	continuously	ADV
easat-5835	58	28	optimizing	optimize	VERB
easat-5835	58	29	strategies	strategy	NOUN
easat-5835	58	30	through	through	ADP
easat-5835	58	31	environmental	environmental	ADJ
easat-5835	58	32	interaction	interaction	NOUN
easat-5835	58	33	[	[	X
easat-5835	58	34	19	19	NUM
easat-5835	58	35	]	]	PUNCT
easat-5835	58	36	.	.	PUNCT
easat-5835	59	1	meanwhile	meanwhile	ADV
easat-5835	59	2	,	,	PUNCT
easat-5835	59	3	integrated	integrated	ADJ
easat-5835	59	4	learning	learning	NOUN
easat-5835	59	5	methods	method	NOUN
easat-5835	59	6	,	,	PUNCT
easat-5835	59	7	such	such	ADJ
easat-5835	59	8	as	as	ADP
easat-5835	59	9	xgboost	xgboost	NOUN
easat-5835	59	10	,	,	PUNCT
easat-5835	59	11	catboost	catboost	ADJ
easat-5835	59	12	,	,	PUNCT
easat-5835	59	13	and	and	CCONJ
easat-5835	59	14	lightgbm	lightgbm	ADJ
easat-5835	59	15	,	,	PUNCT
easat-5835	59	16	have	have	AUX
easat-5835	59	17	demonstrated	demonstrate	VERB
easat-5835	59	18	powerful	powerful	ADJ
easat-5835	59	19	performance	performance	NOUN
easat-5835	59	20	when	when	SCONJ
easat-5835	59	21	dealing	deal	VERB
easat-5835	59	22	with	with	ADP
easat-5835	59	23	large	large	ADJ
easat-5835	59	24	-	-	PUNCT
easat-5835	59	25	scale	scale	NOUN
easat-5835	59	26	data	datum	NOUN
easat-5835	59	27	,	,	PUNCT
easat-5835	59	28	especially	especially	ADV
easat-5835	59	29	in	in	ADP
easat-5835	59	30	classification	classification	NOUN
easat-5835	59	31	and	and	CCONJ
easat-5835	59	32	regression	regression	NOUN
easat-5835	59	33	tasks	task	NOUN
easat-5835	59	34	,	,	PUNCT
easat-5835	59	35	where	where	SCONJ
easat-5835	59	36	prediction	prediction	NOUN
easat-5835	59	37	accuracy	accuracy	NOUN
easat-5835	59	38	is	be	AUX
easat-5835	59	39	significantly	significantly	ADV
easat-5835	59	40	improved	improve	VERB
easat-5835	59	41	by	by	ADP
easat-5835	59	42	combining	combine	VERB
easat-5835	59	43	the	the	DET
easat-5835	59	44	advantages	advantage	NOUN
easat-5835	59	45	of	of	ADP
easat-5835	59	46	multiple	multiple	ADJ
easat-5835	59	47	models	model	NOUN
easat-5835	59	48	[	[	X
easat-5835	59	49	20	20	NUM
easat-5835	59	50	]	]	PUNCT
easat-5835	59	51	.	.	PUNCT
easat-5835	60	1	the	the	DET
easat-5835	60	2	pso	pso	NOUN
easat-5835	60	3	-	-	PUNCT
easat-5835	60	4	lightgbm	lightgbm	ADJ
easat-5835	60	5	model	model	NOUN
easat-5835	60	6	proposed	propose	VERB
easat-5835	60	7	in	in	ADP
easat-5835	60	8	this	this	DET
easat-5835	60	9	study	study	NOUN
easat-5835	60	10	further	far	ADV
easat-5835	60	11	optimizes	optimize	VERB
easat-5835	60	12	the	the	DET
easat-5835	60	13	hyperparameters	hyperparameter	NOUN
easat-5835	60	14	of	of	ADP
easat-5835	60	15	lightgbm	lightgbm	ADJ
easat-5835	60	16	with	with	ADP
easat-5835	60	17	the	the	DET
easat-5835	60	18	help	help	NOUN
easat-5835	60	19	of	of	ADP
easat-5835	60	20	the	the	DET
easat-5835	60	21	particle	particle	NOUN
easat-5835	60	22	swarm	swarm	NOUN
easat-5835	60	23	optimization	optimization	NOUN
easat-5835	60	24	(	(	PUNCT
easat-5835	60	25	pso	pso	NOUN
easat-5835	60	26	)	)	PUNCT
easat-5835	60	27	algorithm	algorithm	NOUN
easat-5835	60	28	,	,	PUNCT
easat-5835	60	29	which	which	PRON
easat-5835	60	30	is	be	AUX
easat-5835	60	31	an	an	DET
easat-5835	60	32	optimization	optimization	NOUN
easat-5835	60	33	method	method	NOUN
easat-5835	60	34	that	that	PRON
easat-5835	60	35	mimics	mimic	VERB
easat-5835	60	36	the	the	DET
easat-5835	60	37	behavior	behavior	NOUN
easat-5835	60	38	of	of	ADP
easat-5835	60	39	groups	group	NOUN
easat-5835	60	40	in	in	ADP
easat-5835	60	41	nature	nature	NOUN
easat-5835	60	42	and	and	CCONJ
easat-5835	60	43	exhibits	exhibit	VERB
easat-5835	60	44	good	good	ADJ
easat-5835	60	45	global	global	ADJ
easat-5835	60	46	search	search	NOUN
easat-5835	60	47	capability	capability	NOUN
easat-5835	60	48	in	in	ADP
easat-5835	60	49	optimization	optimization	NOUN
easat-5835	60	50	problems	problem	NOUN
easat-5835	60	51	.	.	PUNCT
easat-5835	61	1	combining	combine	VERB
easat-5835	61	2	pso	pso	NOUN
easat-5835	61	3	with	with	ADP
easat-5835	61	4	lightgbm	lightgbm	NOUN
easat-5835	61	5	can	can	AUX
easat-5835	61	6	effectively	effectively	ADV
easat-5835	61	7	avoid	avoid	VERB
easat-5835	61	8	the	the	DET
easat-5835	61	9	local	local	ADJ
easat-5835	61	10	optimal	optimal	ADJ
easat-5835	61	11	solution	solution	NOUN
easat-5835	61	12	problem	problem	NOUN
easat-5835	61	13	in	in	ADP
easat-5835	61	14	traditional	traditional	ADJ
easat-5835	61	15	model	model	NOUN
easat-5835	61	16	training	training	NOUN
easat-5835	61	17	and	and	CCONJ
easat-5835	61	18	improve	improve	VERB
easat-5835	61	19	the	the	DET
easat-5835	61	20	prediction	prediction	NOUN
easat-5835	61	21	accuracy	accuracy	NOUN
easat-5835	61	22	and	and	CCONJ
easat-5835	61	23	stability	stability	NOUN
easat-5835	61	24	of	of	ADP
easat-5835	61	25	the	the	DET
easat-5835	61	26	model	model	NOUN
easat-5835	61	27	.	.	PUNCT
easat-5835	62	1	compared	compare	VERB
easat-5835	62	2	with	with	ADP
easat-5835	62	3	conventional	conventional	ADJ
easat-5835	62	4	machine	machine	NOUN
easat-5835	62	5	learning	learning	NOUN
easat-5835	62	6	methods	method	NOUN
easat-5835	62	7	,	,	PUNCT
easat-5835	62	8	psolightgbm	psolightgbm	PROPN
easat-5835	62	9	can	can	AUX
easat-5835	62	10	provide	provide	VERB
easat-5835	62	11	more	more	ADV
easat-5835	62	12	accurate	accurate	ADJ
easat-5835	62	13	and	and	CCONJ
easat-5835	62	14	robust	robust	ADJ
easat-5835	62	15	results	result	NOUN
easat-5835	62	16	when	when	SCONJ
easat-5835	62	17	dealing	deal	VERB
easat-5835	62	18	with	with	ADP
easat-5835	62	19	data	datum	NOUN
easat-5835	62	20	with	with	ADP
easat-5835	62	21	complex	complex	ADJ
easat-5835	62	22	features	feature	NOUN
easat-5835	62	23	and	and	CCONJ
easat-5835	62	24	nonlinear	nonlinear	ADJ
easat-5835	62	25	relationships	relationship	NOUN
easat-5835	62	26	,	,	PUNCT
easat-5835	62	27	providing	provide	VERB
easat-5835	62	28	an	an	DET
easat-5835	62	29	innovative	innovative	ADJ
easat-5835	62	30	solution	solution	NOUN
easat-5835	62	31	for	for	ADP
easat-5835	62	32	complex	complex	ADJ
easat-5835	62	33	tasks	task	NOUN
easat-5835	62	34	such	such	ADJ
easat-5835	62	35	as	as	ADP
easat-5835	62	36	building	build	VERB
easat-5835	62	37	energy	energy	NOUN
easat-5835	62	38	efficiency	efficiency	NOUN
easat-5835	62	39	assessment	assessment	NOUN
easat-5835	62	40	.	.	PUNCT
easat-5835	63	1	the	the	DET
easat-5835	63	2	rest	rest	NOUN
easat-5835	63	3	of	of	ADP
easat-5835	63	4	this	this	DET
easat-5835	63	5	study	study	NOUN
easat-5835	63	6	is	be	AUX
easat-5835	63	7	organized	organize	VERB
easat-5835	63	8	:	:	PUNCT
easat-5835	63	9	section	section	NOUN
easat-5835	63	10	2	2	NUM
easat-5835	63	11	describes	describe	VERB
easat-5835	63	12	the	the	DET
easat-5835	63	13	factor	factor	NOUN
easat-5835	63	14	system	system	NOUN
easat-5835	63	15	,	,	PUNCT
easat-5835	63	16	and	and	CCONJ
easat-5835	63	17	section	section	NOUN
easat-5835	63	18	3	3	NUM
easat-5835	63	19	describes	describe	VERB
easat-5835	63	20	the	the	DET
easat-5835	63	21	data	datum	NOUN
easat-5835	63	22	overview	overview	NOUN
easat-5835	63	23	and	and	CCONJ
easat-5835	63	24	research	research	NOUN
easat-5835	63	25	methods	method	NOUN
easat-5835	63	26	.	.	PUNCT
easat-5835	64	1	section	section	NOUN
easat-5835	64	2	4	4	NUM
easat-5835	64	3	presents	present	VERB
easat-5835	64	4	the	the	DET
easat-5835	64	5	results	result	NOUN
easat-5835	64	6	of	of	ADP
easat-5835	64	7	applying	apply	VERB
easat-5835	64	8	multiple	multiple	ADJ
easat-5835	64	9	ml	ml	NOUN
easat-5835	64	10	methods	method	NOUN
easat-5835	64	11	and	and	CCONJ
easat-5835	64	12	explains	explain	VERB
easat-5835	64	13	the	the	DET
easat-5835	64	14	weighting	weighting	NOUN
easat-5835	64	15	results	result	NOUN
easat-5835	64	16	.	.	PUNCT
easat-5835	65	1	section	section	NOUN
easat-5835	65	2	5	5	NUM
easat-5835	65	3	presents	present	NOUN
easat-5835	65	4	recommendations	recommendation	NOUN
easat-5835	65	5	for	for	ADP
easat-5835	65	6	future	future	ADJ
easat-5835	65	7	improvements	improvement	NOUN
easat-5835	65	8	to	to	ADP
easat-5835	65	9	the	the	DET
easat-5835	65	10	nzeb	nzeb	NOUN
easat-5835	65	11	retrofit	retrofit	NOUN
easat-5835	65	12	.	.	PUNCT
easat-5835	66	1	section	section	NOUN
easat-5835	66	2	6	6	NUM
easat-5835	66	3	summarizes	summarize	NOUN
easat-5835	66	4	the	the	DET
easat-5835	66	5	study	study	NOUN
easat-5835	66	6	and	and	CCONJ
easat-5835	66	7	describes	describe	VERB
easat-5835	66	8	its	its	PRON
easat-5835	66	9	limitations	limitation	NOUN
easat-5835	66	10	.	.	PUNCT
easat-5835	67	1	2	2	X
easat-5835	67	2	.	.	X
easat-5835	67	3	literature	literature	NOUN
easat-5835	67	4	review	review	PROPN
easat-5835	67	5	as	as	SCONJ
easat-5835	67	6	indicated	indicate	VERB
easat-5835	67	7	in	in	ADP
easat-5835	67	8	table	table	NOUN
easat-5835	67	9	1	1	NUM
easat-5835	67	10	,	,	PUNCT
easat-5835	67	11	we	we	PRON
easat-5835	67	12	conducted	conduct	VERB
easat-5835	67	13	a	a	DET
easat-5835	67	14	literature	literature	NOUN
easat-5835	67	15	review	review	NOUN
easat-5835	67	16	to	to	PART
easat-5835	67	17	construct	construct	VERB
easat-5835	67	18	a	a	DET
easat-5835	67	19	multidimensional	multidimensional	ADJ
easat-5835	67	20	system	system	NOUN
easat-5835	67	21	of	of	ADP
easat-5835	67	22	factors	factor	NOUN
easat-5835	67	23	based	base	VERB
easat-5835	67	24	on	on	ADP
easat-5835	67	25	functional	functional	ADJ
easat-5835	67	26	,	,	PUNCT
easat-5835	67	27	emotional	emotional	ADJ
easat-5835	67	28	,	,	PUNCT
easat-5835	67	29	social	social	ADJ
easat-5835	67	30	,	,	PUNCT
easat-5835	67	31	and	and	CCONJ
easat-5835	67	32	cost	cost	NOUN
easat-5835	67	33	value	value	NOUN
easat-5835	67	34	.	.	PUNCT
easat-5835	68	1	functional	functional	ADJ
easat-5835	68	2	value	value	NOUN
easat-5835	68	3	focuses	focus	VERB
easat-5835	68	4	on	on	ADP
easat-5835	68	5	the	the	DET
easat-5835	68	6	technical	technical	ADJ
easat-5835	68	7	performance	performance	NOUN
easat-5835	68	8	of	of	ADP
easat-5835	68	9	the	the	DET
easat-5835	68	10	retrofitted	retrofit	VERB
easat-5835	68	11	building	building	NOUN
easat-5835	68	12	,	,	PUNCT
easat-5835	68	13	emotional	emotional	ADJ
easat-5835	68	14	value	value	NOUN
easat-5835	68	15	pays	pay	VERB
easat-5835	68	16	attention	attention	NOUN
easat-5835	68	17	to	to	ADP
easat-5835	68	18	the	the	DET
easat-5835	68	19	user	user	NOUN
easat-5835	68	20	's	's	PART
easat-5835	68	21	psychological	psychological	ADJ
easat-5835	68	22	and	and	CCONJ
easat-5835	68	23	emotional	emotional	ADJ
easat-5835	68	24	identity	identity	NOUN
easat-5835	68	25	,	,	PUNCT
easat-5835	68	26	social	social	ADJ
easat-5835	68	27	value	value	NOUN
easat-5835	68	28	explores	explore	VERB
easat-5835	68	29	the	the	DET
easat-5835	68	30	users	user	NOUN
easat-5835	68	31	’	’	PART
easat-5835	68	32	sense	sense	NOUN
easat-5835	68	33	of	of	ADP
easat-5835	68	34	gain	gain	NOUN
easat-5835	68	35	in	in	ADP
easat-5835	68	36	social	social	ADJ
easat-5835	68	37	relationships	relationship	NOUN
easat-5835	68	38	and	and	CCONJ
easat-5835	68	39	identity	identity	NOUN
easat-5835	68	40	,	,	PUNCT
easat-5835	68	41	and	and	CCONJ
easat-5835	68	42	cost	cost	NOUN
easat-5835	68	43	value	value	NOUN
easat-5835	68	44	balances	balance	VERB
easat-5835	68	45	the	the	DET
easat-5835	68	46	users	user	NOUN
easat-5835	68	47	'	'	PART
easat-5835	68	48	economic	economic	ADJ
easat-5835	68	49	investment	investment	NOUN
easat-5835	68	50	and	and	CCONJ
easat-5835	68	51	long	long	ADJ
easat-5835	68	52	-	-	PUNCT
easat-5835	68	53	term	term	NOUN
easat-5835	68	54	return	return	NOUN
easat-5835	68	55	.	.	PUNCT
easat-5835	69	1	this	this	DET
easat-5835	69	2	system	system	NOUN
easat-5835	69	3	of	of	ADP
easat-5835	69	4	factors	factor	NOUN
easat-5835	69	5	provides	provide	VERB
easat-5835	69	6	a	a	DET
easat-5835	69	7	scientific	scientific	ADJ
easat-5835	69	8	basis	basis	NOUN
easat-5835	69	9	for	for	ADP
easat-5835	69	10	studying	study	VERB
easat-5835	69	11	user	user	NOUN
easat-5835	69	12	satisfaction	satisfaction	NOUN
easat-5835	69	13	.	.	PUNCT
easat-5835	70	1	2511	2511	NUM
easat-5835	70	2	edelweiss	edelweiss	PROPN
easat-5835	70	3	applied	apply	VERB
easat-5835	70	4	science	science	NOUN
easat-5835	70	5	and	and	CCONJ
easat-5835	70	6	technology	technology	NOUN
easat-5835	70	7	issn	issn	PROPN
easat-5835	70	8	:	:	PUNCT
easat-5835	70	9	2576	2576	NUM
easat-5835	70	10	-	-	SYM
easat-5835	70	11	8484	8484	NUM
easat-5835	70	12	vol	vol	NOUN
easat-5835	70	13	.	.	PROPN
easat-5835	71	1	9	9	NUM
easat-5835	71	2	,	,	PUNCT
easat-5835	71	3	no	no	INTJ
easat-5835	71	4	.	.	NOUN
easat-5835	72	1	3	3	NUM
easat-5835	72	2	:	:	SYM
easat-5835	72	3	2508	2508	NUM
easat-5835	72	4	-	-	SYM
easat-5835	72	5	2530	2530	NUM
easat-5835	72	6	,	,	PUNCT
easat-5835	72	7	2025	2025	NUM
easat-5835	72	8	doi	doi	NOUN
easat-5835	72	9	:	:	PUNCT
easat-5835	72	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	72	11	©	©	PROPN
easat-5835	72	12	2025	2025	NUM
easat-5835	72	13	by	by	ADP
easat-5835	72	14	the	the	DET
easat-5835	72	15	authors	author	NOUN
easat-5835	72	16	;	;	PUNCT
easat-5835	72	17	licensee	licensee	PROPN
easat-5835	72	18	learning	learn	VERB
easat-5835	72	19	gate	gate	NOUN
easat-5835	72	20	table	table	NOUN
easat-5835	72	21	1	1	NUM
easat-5835	72	22	.	.	PUNCT
easat-5835	73	1	nzeb	nzeb	NOUN
easat-5835	73	2	retrofit	retrofit	NOUN
easat-5835	73	3	satisfaction	satisfaction	PROPN
easat-5835	73	4	indicator	indicator	NOUN
easat-5835	73	5	system	system	NOUN
easat-5835	73	6	.	.	PUNCT
easat-5835	74	1	types	type	NOUN
easat-5835	75	1	i	i	PRON
easat-5835	75	2	d	d	NOUN
easat-5835	75	3	factors	factor	VERB
easat-5835	75	4	descriptions	description	NOUN
easat-5835	75	5	function	function	VERB
easat-5835	75	6	f1	f1	PROPN
easat-5835	75	7	energy	energy	NOUN
easat-5835	75	8	efficiency	efficiency	NOUN
easat-5835	75	9	improvement	improvement	NOUN
easat-5835	75	10	whether	whether	SCONJ
easat-5835	75	11	the	the	DET
easat-5835	75	12	energy	energy	NOUN
easat-5835	75	13	consumption	consumption	NOUN
easat-5835	75	14	of	of	ADP
easat-5835	75	15	the	the	DET
easat-5835	75	16	retrofitted	retrofit	VERB
easat-5835	75	17	building	building	NOUN
easat-5835	75	18	is	be	AUX
easat-5835	75	19	significantly	significantly	ADV
easat-5835	75	20	reduced	reduce	VERB
easat-5835	75	21	and	and	CCONJ
easat-5835	75	22	whether	whether	SCONJ
easat-5835	75	23	the	the	DET
easat-5835	75	24	goal	goal	NOUN
easat-5835	75	25	of	of	ADP
easat-5835	75	26	zero	zero	NUM
easat-5835	75	27	energy	energy	NOUN
easat-5835	75	28	consumption	consumption	NOUN
easat-5835	75	29	can	can	AUX
easat-5835	75	30	be	be	AUX
easat-5835	75	31	achieved	achieve	VERB
easat-5835	75	32	.	.	PUNCT
easat-5835	76	1	f2	f2	PROPN
easat-5835	76	2	indoor	indoor	ADJ
easat-5835	76	3	environment	environment	NOUN
easat-5835	76	4	improvement	improvement	NOUN
easat-5835	76	5	whether	whether	SCONJ
easat-5835	76	6	the	the	DET
easat-5835	76	7	retrofitted	retrofit	VERB
easat-5835	76	8	building	building	NOUN
easat-5835	76	9	's	's	PART
easat-5835	76	10	temperature	temperature	NOUN
easat-5835	76	11	,	,	PUNCT
easat-5835	76	12	humidity	humidity	NOUN
easat-5835	76	13	,	,	PUNCT
easat-5835	76	14	ventilation	ventilation	NOUN
easat-5835	76	15	,	,	PUNCT
easat-5835	76	16	and	and	CCONJ
easat-5835	76	17	air	air	NOUN
easat-5835	76	18	quality	quality	NOUN
easat-5835	76	19	significantly	significantly	ADV
easat-5835	76	20	improve	improve	VERB
easat-5835	76	21	the	the	DET
easat-5835	76	22	living	living	NOUN
easat-5835	76	23	comfort	comfort	NOUN
easat-5835	76	24	.	.	PUNCT
easat-5835	77	1	f3	f3	ADJ
easat-5835	77	2	equipment	equipment	NOUN
easat-5835	77	3	reliability	reliability	NOUN
easat-5835	77	4	and	and	CCONJ
easat-5835	77	5	ease	ease	NOUN
easat-5835	77	6	of	of	ADP
easat-5835	77	7	use	use	NOUN
easat-5835	77	8	whether	whether	SCONJ
easat-5835	77	9	the	the	DET
easat-5835	77	10	smart	smart	ADJ
easat-5835	77	11	home	home	NOUN
easat-5835	77	12	system	system	NOUN
easat-5835	77	13	or	or	CCONJ
easat-5835	77	14	energy	energy	NOUN
easat-5835	77	15	management	management	NOUN
easat-5835	77	16	device	device	NOUN
easat-5835	77	17	introduced	introduce	VERB
easat-5835	77	18	is	be	AUX
easat-5835	77	19	easy	easy	ADJ
easat-5835	77	20	to	to	PART
easat-5835	77	21	use	use	VERB
easat-5835	77	22	and	and	CCONJ
easat-5835	77	23	less	less	ADV
easat-5835	77	24	prone	prone	ADJ
easat-5835	77	25	to	to	ADP
easat-5835	77	26	failure	failure	NOUN
easat-5835	77	27	.	.	PUNCT
easat-5835	78	1	f4	f4	ADJ
easat-5835	78	2	integration	integration	NOUN
easat-5835	78	3	of	of	ADP
easat-5835	78	4	building	building	NOUN
easat-5835	78	5	functions	function	NOUN
easat-5835	78	6	whether	whether	SCONJ
easat-5835	78	7	various	various	ADJ
easat-5835	78	8	intelligent	intelligent	ADJ
easat-5835	78	9	functions	function	NOUN
easat-5835	78	10	such	such	ADJ
easat-5835	78	11	as	as	ADP
easat-5835	78	12	energy	energy	NOUN
easat-5835	78	13	management	management	NOUN
easat-5835	78	14	and	and	CCONJ
easat-5835	78	15	temperature	temperature	NOUN
easat-5835	78	16	control	control	NOUN
easat-5835	78	17	can	can	AUX
easat-5835	78	18	be	be	AUX
easat-5835	78	19	integrated	integrate	VERB
easat-5835	78	20	into	into	ADP
easat-5835	78	21	a	a	DET
easat-5835	78	22	convenient	convenient	ADJ
easat-5835	78	23	system	system	NOUN
easat-5835	78	24	.	.	PUNCT
easat-5835	79	1	f5	f5	VERB
easat-5835	79	2	extended	extend	VERB
easat-5835	79	3	building	building	NOUN
easat-5835	79	4	life	life	NOUN
easat-5835	79	5	whether	whether	SCONJ
easat-5835	79	6	the	the	DET
easat-5835	79	7	retrofit	retrofit	NOUN
easat-5835	79	8	has	have	AUX
easat-5835	79	9	improved	improve	VERB
easat-5835	79	10	the	the	DET
easat-5835	79	11	durability	durability	NOUN
easat-5835	79	12	and	and	CCONJ
easat-5835	79	13	safety	safety	NOUN
easat-5835	79	14	of	of	ADP
easat-5835	79	15	the	the	DET
easat-5835	79	16	building	building	NOUN
easat-5835	79	17	and	and	CCONJ
easat-5835	79	18	whether	whether	SCONJ
easat-5835	79	19	the	the	DET
easat-5835	79	20	building	building	NOUN
easat-5835	79	21	materials	material	NOUN
easat-5835	79	22	and	and	CCONJ
easat-5835	79	23	workmanship	workmanship	NOUN
easat-5835	79	24	have	have	AUX
easat-5835	79	25	helped	help	VERB
easat-5835	79	26	extend	extend	VERB
easat-5835	79	27	its	its	PRON
easat-5835	79	28	life	life	NOUN
easat-5835	79	29	.	.	PUNCT
easat-5835	80	1	emotion	emotion	NOUN
easat-5835	80	2	e1	e1	PROPN
easat-5835	80	3	user	user	NOUN
easat-5835	80	4	engagement	engagement	NOUN
easat-5835	80	5	whether	whether	SCONJ
easat-5835	80	6	the	the	DET
easat-5835	80	7	user	user	NOUN
easat-5835	80	8	feels	feel	VERB
easat-5835	80	9	involved	involve	VERB
easat-5835	80	10	in	in	ADP
easat-5835	80	11	the	the	DET
easat-5835	80	12	decision	decision	NOUN
easat-5835	80	13	-	-	PUNCT
easat-5835	80	14	making	make	VERB
easat-5835	80	15	process	process	NOUN
easat-5835	80	16	or	or	CCONJ
easat-5835	80	17	can	can	AUX
easat-5835	80	18	express	express	VERB
easat-5835	80	19	their	their	PRON
easat-5835	80	20	needs	need	NOUN
easat-5835	80	21	and	and	CCONJ
easat-5835	80	22	see	see	VERB
easat-5835	80	23	their	their	PRON
easat-5835	80	24	suggestions	suggestion	NOUN
easat-5835	80	25	adopted	adopt	VERB
easat-5835	80	26	.	.	PUNCT
easat-5835	81	1	e2	e2	PROPN
easat-5835	81	2	living	living	NOUN
easat-5835	81	3	comfort	comfort	NOUN
easat-5835	81	4	whether	whether	SCONJ
easat-5835	81	5	the	the	DET
easat-5835	81	6	design	design	NOUN
easat-5835	81	7	and	and	CCONJ
easat-5835	81	8	decoration	decoration	NOUN
easat-5835	81	9	of	of	ADP
easat-5835	81	10	the	the	DET
easat-5835	81	11	renovated	renovate	VERB
easat-5835	81	12	building	building	NOUN
easat-5835	81	13	enhance	enhance	VERB
easat-5835	81	14	the	the	DET
easat-5835	81	15	user	user	NOUN
easat-5835	81	16	's	's	PART
easat-5835	81	17	daily	daily	ADJ
easat-5835	81	18	sense	sense	NOUN
easat-5835	81	19	of	of	ADP
easat-5835	81	20	pleasure	pleasure	NOUN
easat-5835	81	21	and	and	CCONJ
easat-5835	81	22	psychological	psychological	ADJ
easat-5835	81	23	comfort	comfort	NOUN
easat-5835	81	24	.	.	PUNCT
easat-5835	82	1	e3	e3	NOUN
easat-5835	82	2	sense	sense	NOUN
easat-5835	82	3	of	of	ADP
easat-5835	82	4	security	security	NOUN
easat-5835	82	5	whether	whether	SCONJ
easat-5835	82	6	the	the	DET
easat-5835	82	7	building	building	NOUN
easat-5835	82	8	gives	give	VERB
easat-5835	82	9	users	user	NOUN
easat-5835	82	10	a	a	DET
easat-5835	82	11	stronger	strong	ADJ
easat-5835	82	12	sense	sense	NOUN
easat-5835	82	13	of	of	ADP
easat-5835	82	14	security	security	NOUN
easat-5835	82	15	regarding	regard	VERB
easat-5835	82	16	safety	safety	NOUN
easat-5835	82	17	,	,	PUNCT
easat-5835	82	18	privacy	privacy	NOUN
easat-5835	82	19	protection	protection	NOUN
easat-5835	82	20	,	,	PUNCT
easat-5835	82	21	and	and	CCONJ
easat-5835	82	22	equipment	equipment	NOUN
easat-5835	82	23	reliability	reliability	NOUN
easat-5835	82	24	.	.	PUNCT
easat-5835	83	1	e4	e4	ADJ
easat-5835	83	2	psychological	psychological	ADJ
easat-5835	83	3	identification	identification	NOUN
easat-5835	83	4	and	and	CCONJ
easat-5835	83	5	satisfaction	satisfaction	NOUN
easat-5835	83	6	whether	whether	SCONJ
easat-5835	83	7	users	user	NOUN
easat-5835	83	8	feel	feel	VERB
easat-5835	83	9	a	a	DET
easat-5835	83	10	sense	sense	NOUN
easat-5835	83	11	of	of	ADP
easat-5835	83	12	psychological	psychological	ADJ
easat-5835	83	13	achievement	achievement	NOUN
easat-5835	83	14	and	and	CCONJ
easat-5835	83	15	belonging	belong	VERB
easat-5835	83	16	through	through	ADP
easat-5835	83	17	participation	participation	NOUN
easat-5835	83	18	in	in	ADP
easat-5835	83	19	a	a	DET
easat-5835	83	20	green	green	ADJ
easat-5835	83	21	and	and	CCONJ
easat-5835	83	22	sustainable	sustainable	ADJ
easat-5835	83	23	lifestyle	lifestyle	NOUN
easat-5835	83	24	.	.	PUNCT
easat-5835	84	1	e5	e5	PROPN
easat-5835	84	2	personalized	personalized	ADJ
easat-5835	84	3	experience	experience	NOUN
easat-5835	84	4	whether	whether	SCONJ
easat-5835	84	5	the	the	DET
easat-5835	84	6	user	user	NOUN
easat-5835	84	7	's	's	PART
easat-5835	84	8	preferences	preference	NOUN
easat-5835	84	9	were	be	AUX
easat-5835	84	10	considered	consider	VERB
easat-5835	84	11	during	during	ADP
easat-5835	84	12	the	the	DET
easat-5835	84	13	renovation	renovation	NOUN
easat-5835	84	14	process	process	NOUN
easat-5835	84	15	and	and	CCONJ
easat-5835	84	16	whether	whether	SCONJ
easat-5835	84	17	customized	customize	VERB
easat-5835	84	18	functions	function	NOUN
easat-5835	84	19	and	and	CCONJ
easat-5835	84	20	designs	design	NOUN
easat-5835	84	21	can	can	AUX
easat-5835	84	22	be	be	AUX
easat-5835	84	23	provided	provide	VERB
easat-5835	84	24	.	.	PUNCT
easat-5835	85	1	society	society	NOUN
easat-5835	85	2	s1	s1	PROPN
easat-5835	85	3	social	social	ADJ
easat-5835	85	4	acceptance	acceptance	NOUN
easat-5835	85	5	whether	whether	SCONJ
easat-5835	85	6	users	user	NOUN
easat-5835	85	7	living	live	VERB
easat-5835	85	8	in	in	ADP
easat-5835	85	9	zero	zero	NUM
easat-5835	85	10	-	-	PUNCT
easat-5835	85	11	energy	energy	NOUN
easat-5835	85	12	buildings	building	NOUN
easat-5835	85	13	feel	feel	VERB
easat-5835	85	14	positively	positively	ADV
easat-5835	85	15	evaluated	evaluate	VERB
easat-5835	85	16	and	and	CCONJ
easat-5835	85	17	recognized	recognize	VERB
easat-5835	85	18	by	by	ADP
easat-5835	85	19	society	society	NOUN
easat-5835	85	20	for	for	ADP
easat-5835	85	21	their	their	PRON
easat-5835	85	22	environmentally	environmentally	ADV
easat-5835	85	23	friendly	friendly	ADJ
easat-5835	85	24	lifestyles	lifestyle	NOUN
easat-5835	85	25	.	.	PUNCT
easat-5835	86	1	s2	s2	VERB
easat-5835	86	2	neighborhood	neighborhood	NOUN
easat-5835	86	3	interaction	interaction	NOUN
easat-5835	86	4	and	and	CCONJ
easat-5835	86	5	community	community	NOUN
easat-5835	86	6	atmosphere	atmosphere	NOUN
easat-5835	86	7	whether	whether	SCONJ
easat-5835	86	8	the	the	DET
easat-5835	86	9	renovation	renovation	NOUN
easat-5835	86	10	has	have	AUX
easat-5835	86	11	promoted	promote	VERB
easat-5835	86	12	communication	communication	NOUN
easat-5835	86	13	and	and	CCONJ
easat-5835	86	14	identification	identification	NOUN
easat-5835	86	15	among	among	ADP
easat-5835	86	16	community	community	NOUN
easat-5835	86	17	neighbors	neighbor	NOUN
easat-5835	86	18	and	and	CCONJ
easat-5835	86	19	enhanced	enhance	VERB
easat-5835	86	20	the	the	DET
easat-5835	86	21	overall	overall	ADJ
easat-5835	86	22	community	community	NOUN
easat-5835	86	23	atmosphere	atmosphere	NOUN
easat-5835	86	24	.	.	PUNCT
easat-5835	87	1	s3	s3	PROPN
easat-5835	87	2	improved	improve	VERB
easat-5835	87	3	environmental	environmental	ADJ
easat-5835	87	4	image	image	NOUN
easat-5835	87	5	whether	whether	SCONJ
easat-5835	87	6	users	user	NOUN
easat-5835	87	7	feel	feel	VERB
easat-5835	87	8	that	that	SCONJ
easat-5835	87	9	the	the	DET
easat-5835	87	10	retrofitted	retrofit	VERB
easat-5835	87	11	building	building	NOUN
easat-5835	87	12	positively	positively	ADV
easat-5835	87	13	impacts	impact	VERB
easat-5835	87	14	their	their	PRON
easat-5835	87	15	personal	personal	ADJ
easat-5835	87	16	image	image	NOUN
easat-5835	87	17	and	and	CCONJ
easat-5835	87	18	social	social	ADJ
easat-5835	87	19	identity	identity	NOUN
easat-5835	87	20	and	and	CCONJ
easat-5835	87	21	whether	whether	SCONJ
easat-5835	87	22	it	it	PRON
easat-5835	87	23	helps	help	VERB
easat-5835	87	24	demonstrate	demonstrate	VERB
easat-5835	87	25	their	their	PRON
easat-5835	87	26	sense	sense	NOUN
easat-5835	87	27	of	of	ADP
easat-5835	87	28	responsibility	responsibility	NOUN
easat-5835	87	29	for	for	ADP
easat-5835	87	30	environmental	environmental	ADJ
easat-5835	87	31	protection	protection	NOUN
easat-5835	87	32	.	.	PUNCT
easat-5835	88	1	s4	s4	NOUN
easat-5835	88	2	media	medium	NOUN
easat-5835	88	3	and	and	CCONJ
easat-5835	88	4	social	social	ADJ
easat-5835	88	5	feedback	feedback	NOUN
easat-5835	88	6	whether	whether	SCONJ
easat-5835	88	7	the	the	DET
easat-5835	88	8	retrofit	retrofit	NOUN
easat-5835	88	9	project	project	NOUN
easat-5835	88	10	has	have	AUX
easat-5835	88	11	received	receive	VERB
easat-5835	88	12	positive	positive	ADJ
easat-5835	88	13	media	medium	NOUN
easat-5835	88	14	coverage	coverage	NOUN
easat-5835	88	15	and	and	CCONJ
easat-5835	88	16	enhanced	enhance	VERB
easat-5835	88	17	the	the	DET
easat-5835	88	18	user	user	NOUN
easat-5835	88	19	's	's	PART
easat-5835	88	20	sense	sense	NOUN
easat-5835	88	21	of	of	ADP
easat-5835	88	22	social	social	ADJ
easat-5835	88	23	recognition	recognition	NOUN
easat-5835	88	24	.	.	PUNCT
easat-5835	89	1	s5	s5	PROPN
easat-5835	89	2	sense	sense	NOUN
easat-5835	89	3	of	of	ADP
easat-5835	89	4	social	social	ADJ
easat-5835	89	5	responsibility	responsibility	NOUN
easat-5835	89	6	whether	whether	SCONJ
easat-5835	89	7	users	user	NOUN
easat-5835	89	8	have	have	AUX
easat-5835	89	9	enhanced	enhance	VERB
easat-5835	89	10	their	their	PRON
easat-5835	89	11	sense	sense	NOUN
easat-5835	89	12	of	of	ADP
easat-5835	89	13	responsibility	responsibility	NOUN
easat-5835	89	14	and	and	CCONJ
easat-5835	89	15	action	action	NOUN
easat-5835	89	16	towards	towards	ADP
easat-5835	89	17	social	social	ADJ
easat-5835	89	18	and	and	CCONJ
easat-5835	89	19	environmental	environmental	ADJ
easat-5835	89	20	issues	issue	NOUN
easat-5835	89	21	through	through	ADP
easat-5835	89	22	participation	participation	NOUN
easat-5835	89	23	in	in	ADP
easat-5835	89	24	renovating	renovate	VERB
easat-5835	89	25	zero	zero	NUM
easat-5835	89	26	-	-	PUNCT
easat-5835	89	27	energy	energy	NOUN
easat-5835	89	28	buildings	building	NOUN
easat-5835	89	29	.	.	PUNCT
easat-5835	90	1	cost	cost	NOUN
easat-5835	90	2	c1	c1	PROPN
easat-5835	90	3	reasonableness	reasonableness	NOUN
easat-5835	90	4	of	of	ADP
easat-5835	90	5	conversion	conversion	NOUN
easat-5835	90	6	costs	cost	NOUN
easat-5835	90	7	whether	whether	SCONJ
easat-5835	90	8	the	the	DET
easat-5835	90	9	retrofitting	retrofitting	NOUN
easat-5835	90	10	costs	cost	NOUN
easat-5835	90	11	paid	pay	VERB
easat-5835	90	12	by	by	ADP
easat-5835	90	13	the	the	DET
easat-5835	90	14	user	user	NOUN
easat-5835	90	15	are	be	AUX
easat-5835	90	16	within	within	ADP
easat-5835	90	17	their	their	PRON
easat-5835	90	18	budget	budget	NOUN
easat-5835	90	19	and	and	CCONJ
easat-5835	90	20	whether	whether	SCONJ
easat-5835	90	21	they	they	PRON
easat-5835	90	22	meet	meet	VERB
easat-5835	90	23	market	market	NOUN
easat-5835	90	24	expectations	expectation	NOUN
easat-5835	90	25	.	.	PUNCT
easat-5835	91	1	c2	c2	PROPN
easat-5835	91	2	long	long	ADJ
easat-5835	91	3	-	-	PUNCT
easat-5835	91	4	term	term	NOUN
easat-5835	91	5	energy	energy	NOUN
easat-5835	91	6	cost	cost	NOUN
easat-5835	91	7	savings	saving	NOUN
easat-5835	91	8	whether	whether	SCONJ
easat-5835	91	9	the	the	DET
easat-5835	91	10	retrofit	retrofit	NOUN
easat-5835	91	11	can	can	AUX
easat-5835	91	12	reduce	reduce	VERB
easat-5835	91	13	energy	energy	NOUN
easat-5835	91	14	costs	cost	NOUN
easat-5835	91	15	and	and	CCONJ
easat-5835	91	16	alleviate	alleviate	VERB
easat-5835	91	17	the	the	DET
easat-5835	91	18	family	family	NOUN
easat-5835	91	19	's	's	PART
easat-5835	91	20	long	long	ADJ
easat-5835	91	21	-	-	PUNCT
easat-5835	91	22	term	term	NOUN
easat-5835	91	23	financial	financial	ADJ
easat-5835	91	24	burden	burden	NOUN
easat-5835	91	25	.	.	PUNCT
easat-5835	92	1	c3	c3	PROPN
easat-5835	92	2	controllable	controllable	ADJ
easat-5835	92	3	maintenance	maintenance	NOUN
easat-5835	92	4	costs	cost	VERB
easat-5835	92	5	whether	whether	SCONJ
easat-5835	92	6	the	the	DET
easat-5835	92	7	equipment	equipment	NOUN
easat-5835	92	8	and	and	CCONJ
easat-5835	92	9	systems	system	NOUN
easat-5835	92	10	in	in	ADP
easat-5835	92	11	the	the	DET
easat-5835	92	12	building	building	NOUN
easat-5835	92	13	after	after	SCONJ
easat-5835	92	14	the	the	DET
easat-5835	92	15	renovation	renovation	NOUN
easat-5835	92	16	are	be	AUX
easat-5835	92	17	easy	easy	ADJ
easat-5835	92	18	to	to	PART
easat-5835	92	19	maintain	maintain	VERB
easat-5835	92	20	,	,	PUNCT
easat-5835	92	21	whether	whether	SCONJ
easat-5835	92	22	the	the	DET
easat-5835	92	23	maintenance	maintenance	NOUN
easat-5835	92	24	costs	cost	NOUN
easat-5835	92	25	are	be	AUX
easat-5835	92	26	low	low	ADJ
easat-5835	92	27	,	,	PUNCT
easat-5835	92	28	and	and	CCONJ
easat-5835	92	29	whether	whether	SCONJ
easat-5835	92	30	there	there	PRON
easat-5835	92	31	are	be	VERB
easat-5835	92	32	frequent	frequent	ADJ
easat-5835	92	33	problems	problem	NOUN
easat-5835	92	34	.	.	PUNCT
easat-5835	93	1	c4	c4	NOUN
easat-5835	93	2	government	government	NOUN
easat-5835	93	3	subsidies	subsidy	NOUN
easat-5835	93	4	and	and	CCONJ
easat-5835	93	5	support	support	VERB
easat-5835	93	6	whether	whether	SCONJ
easat-5835	93	7	the	the	DET
easat-5835	93	8	user	user	NOUN
easat-5835	93	9	can	can	AUX
easat-5835	93	10	enjoy	enjoy	VERB
easat-5835	93	11	government	government	NOUN
easat-5835	93	12	subsidies	subsidy	NOUN
easat-5835	93	13	,	,	PUNCT
easat-5835	93	14	tax	tax	NOUN
easat-5835	93	15	incentives	incentive	NOUN
easat-5835	93	16	,	,	PUNCT
easat-5835	93	17	or	or	CCONJ
easat-5835	93	18	other	other	ADJ
easat-5835	93	19	incentives	incentive	NOUN
easat-5835	93	20	to	to	PART
easat-5835	93	21	reduce	reduce	VERB
easat-5835	93	22	the	the	DET
easat-5835	93	23	economic	economic	ADJ
easat-5835	93	24	burden	burden	NOUN
easat-5835	93	25	.	.	PUNCT
easat-5835	94	1	c5	c5	PROPN
easat-5835	94	2	return	return	VERB
easat-5835	94	3	on	on	ADP
easat-5835	94	4	investment	investment	NOUN
easat-5835	94	5	period	period	NOUN
easat-5835	94	6	whether	whether	SCONJ
easat-5835	94	7	the	the	DET
easat-5835	94	8	user	user	NOUN
easat-5835	94	9	's	's	PART
easat-5835	94	10	investment	investment	NOUN
easat-5835	94	11	in	in	ADP
easat-5835	94	12	zero	zero	NUM
easat-5835	94	13	-	-	PUNCT
easat-5835	94	14	energy	energy	NOUN
easat-5835	94	15	retrofits	retrofit	NOUN
easat-5835	94	16	will	will	AUX
easat-5835	94	17	be	be	AUX
easat-5835	94	18	paid	pay	VERB
easat-5835	94	19	back	back	ADV
easat-5835	94	20	within	within	ADP
easat-5835	94	21	a	a	DET
easat-5835	94	22	reasonable	reasonable	ADJ
easat-5835	94	23	period	period	NOUN
easat-5835	94	24	through	through	ADP
easat-5835	94	25	energy	energy	NOUN
easat-5835	94	26	cost	cost	NOUN
easat-5835	94	27	savings	saving	NOUN
easat-5835	94	28	or	or	CCONJ
easat-5835	94	29	added	add	VERB
easat-5835	94	30	value	value	NOUN
easat-5835	94	31	.	.	PUNCT
easat-5835	95	1	source	source	NOUN
easat-5835	95	2	:	:	PUNCT
easat-5835	95	3	the	the	DET
easat-5835	95	4	indicator	indicator	NOUN
easat-5835	95	5	system	system	NOUN
easat-5835	95	6	refers	refer	VERB
easat-5835	95	7	to	to	ADP
easat-5835	95	8	studies	study	NOUN
easat-5835	95	9	[	[	X
easat-5835	95	10	20	20	NUM
easat-5835	95	11	-	-	SYM
easat-5835	95	12	25	25	NUM
easat-5835	95	13	]	]	PUNCT
easat-5835	95	14	.	.	PUNCT
easat-5835	96	1	2512	2512	NUM
easat-5835	96	2	edelweiss	edelweiss	PROPN
easat-5835	96	3	applied	apply	VERB
easat-5835	96	4	science	science	NOUN
easat-5835	96	5	and	and	CCONJ
easat-5835	96	6	technology	technology	NOUN
easat-5835	96	7	issn	issn	PROPN
easat-5835	96	8	:	:	PUNCT
easat-5835	96	9	2576	2576	NUM
easat-5835	96	10	-	-	SYM
easat-5835	96	11	8484	8484	NUM
easat-5835	96	12	vol	vol	NOUN
easat-5835	96	13	.	.	PROPN
easat-5835	97	1	9	9	NUM
easat-5835	97	2	,	,	PUNCT
easat-5835	97	3	no	no	INTJ
easat-5835	97	4	.	.	NOUN
easat-5835	98	1	3	3	NUM
easat-5835	98	2	:	:	SYM
easat-5835	98	3	2508	2508	NUM
easat-5835	98	4	-	-	SYM
easat-5835	98	5	2530	2530	NUM
easat-5835	98	6	,	,	PUNCT
easat-5835	98	7	2025	2025	NUM
easat-5835	98	8	doi	doi	NOUN
easat-5835	98	9	:	:	PUNCT
easat-5835	98	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	98	11	©	©	PROPN
easat-5835	98	12	2025	2025	NUM
easat-5835	98	13	by	by	ADP
easat-5835	98	14	the	the	DET
easat-5835	98	15	authors	author	NOUN
easat-5835	98	16	;	;	PUNCT
easat-5835	98	17	licensee	licensee	PROPN
easat-5835	98	18	learning	learning	NOUN
easat-5835	98	19	gate	gate	NOUN
easat-5835	98	20	3	3	NUM
easat-5835	99	1	.	.	PUNCT
easat-5835	99	2	methods	method	NOUN
easat-5835	99	3	figure	figure	VERB
easat-5835	99	4	2	2	NUM
easat-5835	99	5	.	.	PUNCT
easat-5835	99	6	research	research	NOUN
easat-5835	99	7	process	process	NOUN
easat-5835	99	8	.	.	PUNCT
easat-5835	100	1	as	as	SCONJ
easat-5835	100	2	illustrated	illustrate	VERB
easat-5835	100	3	in	in	ADP
easat-5835	100	4	figure	figure	NOUN
easat-5835	100	5	2	2	NUM
easat-5835	100	6	,	,	PUNCT
easat-5835	100	7	this	this	DET
easat-5835	100	8	study	study	NOUN
easat-5835	100	9	is	be	AUX
easat-5835	100	10	structured	structure	VERB
easat-5835	100	11	into	into	ADP
easat-5835	100	12	five	five	NUM
easat-5835	100	13	systematic	systematic	ADJ
easat-5835	100	14	steps	step	NOUN
easat-5835	100	15	to	to	PART
easat-5835	100	16	ensure	ensure	VERB
easat-5835	100	17	a	a	DET
easat-5835	100	18	comprehensive	comprehensive	ADJ
easat-5835	100	19	approach	approach	NOUN
easat-5835	100	20	.	.	PUNCT
easat-5835	101	1	step	step	NOUN
easat-5835	101	2	1	1	NUM
easat-5835	101	3	involves	involve	VERB
easat-5835	101	4	collecting	collect	VERB
easat-5835	101	5	questionnaire	questionnaire	NOUN
easat-5835	101	6	data	datum	NOUN
easat-5835	101	7	on	on	ADP
easat-5835	101	8	nzeb	nzeb	NOUN
easat-5835	101	9	retrofits	retrofit	NOUN
easat-5835	101	10	within	within	ADP
easat-5835	101	11	the	the	DET
easat-5835	101	12	kuala	kuala	PROPN
easat-5835	101	13	lumpur	lumpur	PROPN
easat-5835	101	14	region	region	NOUN
easat-5835	101	15	,	,	PUNCT
easat-5835	101	16	laying	lay	VERB
easat-5835	101	17	the	the	DET
easat-5835	101	18	foundation	foundation	NOUN
easat-5835	101	19	for	for	ADP
easat-5835	101	20	subsequent	subsequent	ADJ
easat-5835	101	21	analysis	analysis	NOUN
easat-5835	101	22	.	.	PUNCT
easat-5835	102	1	step	step	NOUN
easat-5835	102	2	2	2	NUM
easat-5835	102	3	focuses	focus	VERB
easat-5835	102	4	on	on	ADP
easat-5835	102	5	enhancing	enhance	VERB
easat-5835	102	6	the	the	DET
easat-5835	102	7	lightgbm	lightgbm	ADJ
easat-5835	102	8	model	model	NOUN
easat-5835	102	9	by	by	ADP
easat-5835	102	10	integrating	integrate	VERB
easat-5835	102	11	particle	particle	NOUN
easat-5835	102	12	swarm	swarm	NOUN
easat-5835	102	13	optimization	optimization	NOUN
easat-5835	102	14	(	(	PUNCT
easat-5835	102	15	pso	pso	NOUN
easat-5835	102	16	)	)	PUNCT
easat-5835	102	17	,	,	PUNCT
easat-5835	102	18	aiming	aim	VERB
easat-5835	102	19	to	to	PART
easat-5835	102	20	improve	improve	VERB
easat-5835	102	21	its	its	PRON
easat-5835	102	22	prediction	prediction	NOUN
easat-5835	102	23	accuracy	accuracy	NOUN
easat-5835	102	24	and	and	CCONJ
easat-5835	102	25	efficiency	efficiency	NOUN
easat-5835	102	26	.	.	PUNCT
easat-5835	103	1	in	in	ADP
easat-5835	103	2	step	step	NOUN
easat-5835	103	3	3	3	NUM
easat-5835	103	4	,	,	PUNCT
easat-5835	103	5	shap	shap	NOUN
easat-5835	103	6	analysis	analysis	NOUN
easat-5835	103	7	is	be	AUX
easat-5835	103	8	employed	employ	VERB
easat-5835	103	9	to	to	PART
easat-5835	103	10	filter	filter	VERB
easat-5835	103	11	and	and	CCONJ
easat-5835	103	12	streamline	streamline	VERB
easat-5835	103	13	the	the	DET
easat-5835	103	14	features	feature	NOUN
easat-5835	103	15	,	,	PUNCT
easat-5835	103	16	enabling	enable	VERB
easat-5835	103	17	the	the	DET
easat-5835	103	18	identification	identification	NOUN
easat-5835	103	19	of	of	ADP
easat-5835	103	20	key	key	ADJ
easat-5835	103	21	contributors	contributor	NOUN
easat-5835	103	22	to	to	ADP
easat-5835	103	23	nzeb	nzeb	VERB
easat-5835	103	24	retrofits	retrofit	NOUN
easat-5835	103	25	.	.	PUNCT
easat-5835	104	1	step	step	NOUN
easat-5835	104	2	4	4	NUM
easat-5835	104	3	entails	entail	VERB
easat-5835	104	4	a	a	DET
easat-5835	104	5	comparative	comparative	ADJ
easat-5835	104	6	evaluation	evaluation	NOUN
easat-5835	104	7	,	,	PUNCT
easat-5835	104	8	where	where	SCONJ
easat-5835	104	9	the	the	DET
easat-5835	104	10	improved	improved	ADJ
easat-5835	104	11	pso	pso	NOUN
easat-5835	104	12	-	-	PUNCT
easat-5835	104	13	lightgbm	lightgbm	ADJ
easat-5835	104	14	model	model	NOUN
easat-5835	104	15	is	be	AUX
easat-5835	104	16	analyzed	analyze	VERB
easat-5835	104	17	alongside	alongside	ADP
easat-5835	104	18	the	the	DET
easat-5835	104	19	original	original	ADJ
easat-5835	104	20	lightgbm	lightgbm	NOUN
easat-5835	104	21	and	and	CCONJ
easat-5835	104	22	other	other	ADJ
easat-5835	104	23	machine	machine	NOUN
easat-5835	104	24	learning	learning	NOUN
easat-5835	104	25	models	model	NOUN
easat-5835	104	26	,	,	PUNCT
easat-5835	104	27	offering	offer	VERB
easat-5835	104	28	insights	insight	NOUN
easat-5835	104	29	into	into	ADP
easat-5835	104	30	its	its	PRON
easat-5835	104	31	relative	relative	ADJ
easat-5835	104	32	performance	performance	NOUN
easat-5835	104	33	.	.	PUNCT
easat-5835	105	1	finally	finally	ADV
easat-5835	105	2	,	,	PUNCT
easat-5835	105	3	step	step	VERB
easat-5835	105	4	5	5	NUM
easat-5835	105	5	proposes	propose	VERB
easat-5835	105	6	enhancement	enhancement	NOUN
easat-5835	105	7	strategies	strategy	NOUN
easat-5835	105	8	,	,	PUNCT
easat-5835	105	9	leveraging	leverage	VERB
easat-5835	105	10	the	the	DET
easat-5835	105	11	research	research	NOUN
easat-5835	105	12	findings	finding	NOUN
easat-5835	105	13	to	to	PART
easat-5835	105	14	provide	provide	VERB
easat-5835	105	15	actionable	actionable	ADJ
easat-5835	105	16	recommendations	recommendation	NOUN
easat-5835	105	17	for	for	ADP
easat-5835	105	18	optimizing	optimize	VERB
easat-5835	105	19	nzeb	nzeb	NOUN
easat-5835	105	20	transformations	transformation	NOUN
easat-5835	105	21	.	.	PUNCT
easat-5835	106	1	3.1	3.1	NUM
easat-5835	106	2	.	.	PUNCT
easat-5835	106	3	questionnaire	questionnaire	NOUN
easat-5835	106	4	data	datum	NOUN
easat-5835	106	5	collection	collection	NOUN
easat-5835	106	6	we	we	PRON
easat-5835	106	7	selected	select	VERB
easat-5835	106	8	malaysia	malaysia	PROPN
easat-5835	106	9	's	's	PART
easat-5835	106	10	kuala	kuala	PROPN
easat-5835	106	11	lumpur	lumpur	PROPN
easat-5835	106	12	area	area	NOUN
easat-5835	106	13	(	(	PUNCT
easat-5835	106	14	see	see	VERB
easat-5835	106	15	figure	figure	NOUN
easat-5835	106	16	3	3	NUM
easat-5835	106	17	)	)	PUNCT
easat-5835	106	18	to	to	PART
easat-5835	106	19	conduct	conduct	VERB
easat-5835	106	20	a	a	DET
easat-5835	106	21	satisfaction	satisfaction	NOUN
easat-5835	106	22	study	study	NOUN
easat-5835	106	23	on	on	ADP
easat-5835	106	24	the	the	DET
easat-5835	106	25	retrofit	retrofit	NOUN
easat-5835	106	26	of	of	ADP
easat-5835	106	27	zero	zero	NUM
easat-5835	106	28	-	-	PUNCT
easat-5835	106	29	energy	energy	NOUN
easat-5835	106	30	buildings	building	NOUN
easat-5835	106	31	due	due	ADJ
easat-5835	106	32	to	to	ADP
easat-5835	106	33	the	the	DET
easat-5835	106	34	accelerated	accelerated	ADJ
easat-5835	106	35	urbanization	urbanization	NOUN
easat-5835	106	36	process	process	NOUN
easat-5835	106	37	,	,	PUNCT
easat-5835	106	38	growing	grow	VERB
easat-5835	106	39	energy	energy	NOUN
easat-5835	106	40	demand	demand	NOUN
easat-5835	106	41	,	,	PUNCT
easat-5835	106	42	and	and	CCONJ
easat-5835	106	43	government	government	NOUN
easat-5835	106	44	policy	policy	NOUN
easat-5835	106	45	support	support	NOUN
easat-5835	106	46	for	for	ADP
easat-5835	106	47	sustainable	sustainable	ADJ
easat-5835	106	48	development	development	NOUN
easat-5835	106	49	in	in	ADP
easat-5835	106	50	the	the	DET
easat-5835	106	51	region	region	NOUN
easat-5835	106	52	.	.	PUNCT
easat-5835	107	1	the	the	DET
easat-5835	107	2	construction	construction	NOUN
easat-5835	107	3	industry	industry	NOUN
easat-5835	107	4	in	in	ADP
easat-5835	107	5	malaysia	malaysia	PROPN
easat-5835	107	6	consumes	consume	VERB
easat-5835	107	7	14.3	14.3	NUM
easat-5835	107	8	%	%	NOUN
easat-5835	107	9	of	of	ADP
easat-5835	107	10	total	total	ADJ
easat-5835	107	11	energy	energy	NOUN
easat-5835	107	12	,	,	PUNCT
easat-5835	107	13	with	with	ADP
easat-5835	107	14	the	the	DET
easat-5835	107	15	residential	residential	ADJ
easat-5835	107	16	and	and	CCONJ
easat-5835	107	17	commercial	commercial	ADJ
easat-5835	107	18	sectors	sector	NOUN
easat-5835	107	19	consuming	consume	VERB
easat-5835	107	20	53	53	NUM
easat-5835	107	21	%	%	NOUN
easat-5835	107	22	of	of	ADP
easat-5835	107	23	electricity	electricity	NOUN
easat-5835	107	24	[	[	X
easat-5835	107	25	26	26	NUM
easat-5835	107	26	]	]	PUNCT
easat-5835	107	27	.	.	PUNCT
easat-5835	108	1	as	as	ADP
easat-5835	108	2	southeast	southeast	PROPN
easat-5835	108	3	asia	asia	PROPN
easat-5835	108	4	's	's	PART
easat-5835	108	5	economic	economic	ADJ
easat-5835	108	6	and	and	CCONJ
easat-5835	108	7	cultural	cultural	ADJ
easat-5835	108	8	center	center	NOUN
easat-5835	108	9	,	,	PUNCT
easat-5835	108	10	kuala	kuala	PROPN
easat-5835	108	11	lumpur	lumpur	PROPN
easat-5835	108	12	faces	face	VERB
easat-5835	108	13	enormous	enormous	ADJ
easat-5835	108	14	challenges	challenge	NOUN
easat-5835	108	15	and	and	CCONJ
easat-5835	108	16	opportunities	opportunity	NOUN
easat-5835	108	17	in	in	ADP
easat-5835	108	18	building	build	VERB
easat-5835	108	19	a	a	DET
easat-5835	108	20	green	green	ADJ
easat-5835	108	21	city	city	NOUN
easat-5835	108	22	and	and	CCONJ
easat-5835	108	23	low	low	ADJ
easat-5835	108	24	-	-	PUNCT
easat-5835	108	25	carbon	carbon	NOUN
easat-5835	108	26	economy	economy	NOUN
easat-5835	108	27	.	.	PUNCT
easat-5835	109	1	its	its	PRON
easat-5835	109	2	climatic	climatic	ADJ
easat-5835	109	3	conditions	condition	NOUN
easat-5835	109	4	,	,	PUNCT
easat-5835	109	5	population	population	NOUN
easat-5835	109	6	density	density	NOUN
easat-5835	109	7	,	,	PUNCT
easat-5835	109	8	and	and	CCONJ
easat-5835	109	9	diverse	diverse	ADJ
easat-5835	109	10	building	building	NOUN
easat-5835	109	11	types	type	NOUN
easat-5835	109	12	make	make	VERB
easat-5835	109	13	it	it	PRON
easat-5835	109	14	an	an	DET
easat-5835	109	15	ideal	ideal	ADJ
easat-5835	109	16	testing	testing	NOUN
easat-5835	109	17	ground	ground	NOUN
easat-5835	109	18	for	for	ADP
easat-5835	109	19	studying	study	VERB
easat-5835	109	20	nezb	nezb	NOUN
easat-5835	109	21	retrofit	retrofit	NOUN
easat-5835	109	22	'	'	PART
easat-5835	109	23	effects	effect	NOUN
easat-5835	109	24	[	[	X
easat-5835	109	25	27	27	NUM
easat-5835	109	26	]	]	PUNCT
easat-5835	109	27	.	.	PUNCT
easat-5835	110	1	at	at	ADP
easat-5835	110	2	the	the	DET
easat-5835	110	3	same	same	ADJ
easat-5835	110	4	time	time	NOUN
easat-5835	110	5	,	,	PUNCT
easat-5835	110	6	the	the	DET
easat-5835	110	7	malaysian	malaysian	ADJ
easat-5835	110	8	government	government	NOUN
easat-5835	110	9	has	have	AUX
easat-5835	110	10	actively	actively	ADV
easat-5835	110	11	promoted	promote	VERB
easat-5835	110	12	green	green	ADJ
easat-5835	110	13	building	building	NOUN
easat-5835	110	14	policies	policy	NOUN
easat-5835	110	15	in	in	ADP
easat-5835	110	16	recent	recent	ADJ
easat-5835	110	17	years	year	NOUN
easat-5835	110	18	,	,	PUNCT
easat-5835	110	19	providing	provide	VERB
easat-5835	110	20	a	a	DET
easat-5835	110	21	policy	policy	NOUN
easat-5835	110	22	and	and	CCONJ
easat-5835	110	23	market	market	NOUN
easat-5835	110	24	foundation	foundation	NOUN
easat-5835	110	25	for	for	ADP
easat-5835	110	26	nezb	nezb	NOUN
easat-5835	110	27	retrofits	retrofit	NOUN
easat-5835	110	28	,	,	PUNCT
easat-5835	110	29	which	which	PRON
easat-5835	110	30	provides	provide	VERB
easat-5835	110	31	rich	rich	ADJ
easat-5835	110	32	data	datum	NOUN
easat-5835	110	33	support	support	NOUN
easat-5835	110	34	for	for	ADP
easat-5835	110	35	studying	study	VERB
easat-5835	110	36	user	user	NOUN
easat-5835	110	37	satisfaction	satisfaction	NOUN
easat-5835	110	38	and	and	CCONJ
easat-5835	110	39	the	the	DET
easat-5835	110	40	application	application	NOUN
easat-5835	110	41	effects	effect	NOUN
easat-5835	110	42	[	[	X
easat-5835	110	43	28	28	NUM
easat-5835	110	44	]	]	PUNCT
easat-5835	110	45	.	.	PUNCT
easat-5835	111	1	2513	2513	NUM
easat-5835	111	2	edelweiss	edelweiss	PROPN
easat-5835	111	3	applied	apply	VERB
easat-5835	111	4	science	science	NOUN
easat-5835	111	5	and	and	CCONJ
easat-5835	111	6	technology	technology	NOUN
easat-5835	111	7	issn	issn	PROPN
easat-5835	111	8	:	:	PUNCT
easat-5835	111	9	2576	2576	NUM
easat-5835	111	10	-	-	SYM
easat-5835	111	11	8484	8484	NUM
easat-5835	111	12	vol	vol	NOUN
easat-5835	111	13	.	.	PROPN
easat-5835	112	1	9	9	NUM
easat-5835	112	2	,	,	PUNCT
easat-5835	112	3	no	no	INTJ
easat-5835	112	4	.	.	NOUN
easat-5835	113	1	3	3	NUM
easat-5835	113	2	:	:	SYM
easat-5835	113	3	2508	2508	NUM
easat-5835	113	4	-	-	SYM
easat-5835	113	5	2530	2530	NUM
easat-5835	113	6	,	,	PUNCT
easat-5835	113	7	2025	2025	NUM
easat-5835	113	8	doi	doi	NOUN
easat-5835	113	9	:	:	PUNCT
easat-5835	113	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	113	11	©	©	PROPN
easat-5835	113	12	2025	2025	NUM
easat-5835	113	13	by	by	ADP
easat-5835	113	14	the	the	DET
easat-5835	113	15	authors	author	NOUN
easat-5835	113	16	;	;	PUNCT
easat-5835	113	17	licensee	licensee	PROPN
easat-5835	113	18	learning	learn	VERB
easat-5835	113	19	gate	gate	PROPN
easat-5835	113	20	figure	figure	NOUN
easat-5835	113	21	3	3	NUM
easat-5835	113	22	.	.	PUNCT
easat-5835	113	23	location	location	NOUN
easat-5835	113	24	map	map	NOUN
easat-5835	113	25	of	of	ADP
easat-5835	113	26	kuala	kuala	PROPN
easat-5835	113	27	lumpur	lumpur	PROPN
easat-5835	113	28	.	.	PUNCT
easat-5835	114	1	data	datum	NOUN
easat-5835	114	2	collection	collection	NOUN
easat-5835	114	3	began	begin	VERB
easat-5835	114	4	on	on	ADP
easat-5835	114	5	1	1	NUM
easat-5835	114	6	march	march	NOUN
easat-5835	114	7	2024	2024	NUM
easat-5835	114	8	.	.	PUNCT
easat-5835	115	1	it	it	PRON
easat-5835	115	2	is	be	AUX
easat-5835	115	3	worth	worth	ADJ
easat-5835	115	4	noting	note	VERB
easat-5835	115	5	that	that	SCONJ
easat-5835	115	6	the	the	DET
easat-5835	115	7	questionnaire	questionnaire	NOUN
easat-5835	115	8	for	for	ADP
easat-5835	115	9	this	this	DET
easat-5835	115	10	study	study	NOUN
easat-5835	115	11	has	have	AUX
easat-5835	115	12	been	be	AUX
easat-5835	115	13	granted	grant	VERB
easat-5835	115	14	a	a	DET
easat-5835	115	15	waiver	waiver	NOUN
easat-5835	115	16	of	of	ADP
easat-5835	115	17	ethical	ethical	ADJ
easat-5835	115	18	review	review	NOUN
easat-5835	115	19	from	from	ADP
easat-5835	115	20	the	the	DET
easat-5835	115	21	affiliation	affiliation	NOUN
easat-5835	115	22	(	(	PUNCT
easat-5835	115	23	see	see	VERB
easat-5835	115	24	supplementary	supplementary	ADJ
easat-5835	115	25	file	file	NOUN
easat-5835	115	26	1	1	NUM
easat-5835	115	27	)	)	PUNCT
easat-5835	115	28	,	,	PUNCT
easat-5835	115	29	as	as	SCONJ
easat-5835	115	30	it	it	PRON
easat-5835	115	31	does	do	AUX
easat-5835	115	32	not	not	PART
easat-5835	115	33	involve	involve	VERB
easat-5835	115	34	sensitive	sensitive	ADJ
easat-5835	115	35	information	information	NOUN
easat-5835	115	36	such	such	ADJ
easat-5835	115	37	as	as	ADP
easat-5835	115	38	invasive	invasive	ADJ
easat-5835	115	39	experiments	experiment	NOUN
easat-5835	115	40	,	,	PUNCT
easat-5835	115	41	medical	medical	ADJ
easat-5835	115	42	investigations	investigation	NOUN
easat-5835	115	43	,	,	PUNCT
easat-5835	115	44	and	and	CCONJ
easat-5835	115	45	commercial	commercial	ADJ
easat-5835	115	46	confidentiality	confidentiality	NOUN
easat-5835	115	47	.	.	PUNCT
easat-5835	116	1	we	we	PRON
easat-5835	116	2	confirm	confirm	VERB
easat-5835	116	3	that	that	SCONJ
easat-5835	116	4	informed	informed	ADJ
easat-5835	116	5	consent	consent	NOUN
easat-5835	116	6	was	be	AUX
easat-5835	116	7	obtained	obtain	VERB
easat-5835	116	8	from	from	ADP
easat-5835	116	9	all	all	DET
easat-5835	116	10	respondents	respondent	NOUN
easat-5835	116	11	.	.	PUNCT
easat-5835	117	1	the	the	DET
easat-5835	117	2	sample	sample	NOUN
easat-5835	117	3	population	population	NOUN
easat-5835	117	4	was	be	AUX
easat-5835	117	5	selected	select	VERB
easat-5835	117	6	to	to	PART
easat-5835	117	7	include	include	VERB
easat-5835	117	8	a	a	DET
easat-5835	117	9	representative	representative	ADJ
easat-5835	117	10	sample	sample	NOUN
easat-5835	117	11	of	of	ADP
easat-5835	117	12	tenants	tenant	NOUN
easat-5835	117	13	and	and	CCONJ
easat-5835	117	14	homeowners	homeowner	NOUN
easat-5835	117	15	directly	directly	ADV
easat-5835	117	16	connected	connect	VERB
easat-5835	117	17	to	to	ADP
easat-5835	117	18	building	build	VERB
easat-5835	117	19	environmental	environmental	ADJ
easat-5835	117	20	issues	issue	NOUN
easat-5835	117	21	.	.	PUNCT
easat-5835	118	1	refer	refer	VERB
easat-5835	118	2	to	to	ADP
easat-5835	118	3	previous	previous	ADJ
easat-5835	118	4	research	research	NOUN
easat-5835	118	5	[	[	X
easat-5835	118	6	29	29	NUM
easat-5835	118	7	,	,	PUNCT
easat-5835	118	8	30	30	NUM
easat-5835	118	9	]	]	PUNCT
easat-5835	118	10	the	the	DET
easat-5835	118	11	sample	sample	NOUN
easat-5835	118	12	population	population	NOUN
easat-5835	118	13	was	be	AUX
easat-5835	118	14	chosen	choose	VERB
easat-5835	118	15	from	from	ADP
easat-5835	118	16	tenants	tenant	NOUN
easat-5835	118	17	and	and	CCONJ
easat-5835	118	18	homeowners	homeowner	NOUN
easat-5835	118	19	directly	directly	ADV
easat-5835	118	20	related	relate	VERB
easat-5835	118	21	to	to	ADP
easat-5835	118	22	the	the	DET
easat-5835	118	23	nezb	nezb	NOUN
easat-5835	118	24	renovation	renovation	NOUN
easat-5835	118	25	issue	issue	NOUN
easat-5835	118	26	.	.	PUNCT
easat-5835	119	1	it	it	PRON
easat-5835	119	2	contained	contain	VERB
easat-5835	119	3	representative	representative	ADJ
easat-5835	119	4	samples	sample	NOUN
easat-5835	119	5	of	of	ADP
easat-5835	119	6	different	different	ADJ
easat-5835	119	7	ages	age	NOUN
easat-5835	119	8	,	,	PUNCT
easat-5835	119	9	genders	gender	NOUN
easat-5835	119	10	,	,	PUNCT
easat-5835	119	11	occupations	occupation	NOUN
easat-5835	119	12	,	,	PUNCT
easat-5835	119	13	and	and	CCONJ
easat-5835	119	14	educational	educational	ADJ
easat-5835	119	15	backgrounds	background	NOUN
easat-5835	119	16	to	to	PART
easat-5835	119	17	ensure	ensure	VERB
easat-5835	119	18	the	the	DET
easat-5835	119	19	diversity	diversity	NOUN
easat-5835	119	20	and	and	CCONJ
easat-5835	119	21	representativeness	representativeness	NOUN
easat-5835	119	22	of	of	ADP
easat-5835	119	23	the	the	DET
easat-5835	119	24	data	datum	NOUN
easat-5835	119	25	.	.	PUNCT
easat-5835	120	1	a	a	DET
easat-5835	120	2	random	random	ADJ
easat-5835	120	3	sampling	sampling	NOUN
easat-5835	120	4	method	method	NOUN
easat-5835	120	5	randomly	randomly	ADV
easat-5835	120	6	selected	select	VERB
easat-5835	120	7	samples	sample	NOUN
easat-5835	120	8	from	from	ADP
easat-5835	120	9	different	different	ADJ
easat-5835	120	10	nezb	nezb	NOUN
easat-5835	120	11	retrofit	retrofit	NOUN
easat-5835	120	12	projects	project	NOUN
easat-5835	120	13	.	.	PUNCT
easat-5835	121	1	a	a	DET
easat-5835	121	2	standardized	standardized	ADJ
easat-5835	121	3	questionnaire	questionnaire	NOUN
easat-5835	121	4	instrument	instrument	NOUN
easat-5835	121	5	,	,	PUNCT
easat-5835	121	6	the	the	DET
easat-5835	121	7	5	5	NUM
easat-5835	121	8	-	-	PUNCT
easat-5835	121	9	point	point	NOUN
easat-5835	121	10	likert	likert	ADJ
easat-5835	121	11	scale	scale	NOUN
easat-5835	121	12	,	,	PUNCT
easat-5835	121	13	was	be	AUX
easat-5835	121	14	used	use	VERB
easat-5835	121	15	to	to	PART
easat-5835	121	16	measure	measure	VERB
easat-5835	121	17	participants	participant	NOUN
easat-5835	121	18	'	'	PART
easat-5835	121	19	importance	importance	NOUN
easat-5835	121	20	ratings	rating	NOUN
easat-5835	121	21	of	of	ADP
easat-5835	121	22	the	the	DET
easat-5835	121	23	factors	factor	NOUN
easat-5835	121	24	.	.	PUNCT
easat-5835	122	1	the	the	DET
easat-5835	122	2	above	above	ADJ
easat-5835	122	3	factors	factor	NOUN
easat-5835	122	4	were	be	AUX
easat-5835	122	5	listed	list	VERB
easat-5835	122	6	in	in	ADP
easat-5835	122	7	the	the	DET
easat-5835	122	8	questionnaire	questionnaire	NOUN
easat-5835	122	9	,	,	PUNCT
easat-5835	122	10	and	and	CCONJ
easat-5835	122	11	the	the	DET
easat-5835	122	12	respondents	respondent	NOUN
easat-5835	122	13	were	be	AUX
easat-5835	122	14	asked	ask	VERB
easat-5835	122	15	to	to	PART
easat-5835	122	16	rate	rate	VERB
easat-5835	122	17	each	each	DET
easat-5835	122	18	factor	factor	NOUN
easat-5835	122	19	using	use	VERB
easat-5835	122	20	a	a	DET
easat-5835	122	21	range	range	NOUN
easat-5835	122	22	of	of	ADP
easat-5835	122	23	scores	score	NOUN
easat-5835	122	24	(	(	PUNCT
easat-5835	122	25	e.g.	e.g.	ADV
easat-5835	122	26	,	,	PUNCT
easat-5835	122	27	1	1	NUM
easat-5835	122	28	to	to	PART
easat-5835	122	29	5	5	NUM
easat-5835	122	30	)	)	PUNCT
easat-5835	122	31	,	,	PUNCT
easat-5835	122	32	indicating	indicate	VERB
easat-5835	122	33	its	its	PRON
easat-5835	122	34	importance	importance	NOUN
easat-5835	122	35	to	to	PART
easat-5835	122	36	satisfaction	satisfaction	VERB
easat-5835	122	37	.	.	PUNCT
easat-5835	123	1	survey	survey	NOUN
easat-5835	123	2	stations	station	NOUN
easat-5835	123	3	were	be	AUX
easat-5835	123	4	set	set	VERB
easat-5835	123	5	up	up	ADP
easat-5835	123	6	at	at	ADP
easat-5835	123	7	suitable	suitable	ADJ
easat-5835	123	8	locations	location	NOUN
easat-5835	123	9	,	,	PUNCT
easat-5835	123	10	such	such	ADJ
easat-5835	123	11	as	as	ADP
easat-5835	123	12	centers	center	NOUN
easat-5835	123	13	and	and	CCONJ
easat-5835	123	14	entrances	entrance	NOUN
easat-5835	123	15	of	of	ADP
easat-5835	123	16	the	the	DET
easat-5835	123	17	retrofitted	retrofit	VERB
easat-5835	123	18	dwellings	dwelling	NOUN
easat-5835	123	19	,	,	PUNCT
easat-5835	123	20	and	and	CCONJ
easat-5835	123	21	participants	participant	NOUN
easat-5835	123	22	were	be	AUX
easat-5835	123	23	invited	invite	VERB
easat-5835	123	24	to	to	PART
easat-5835	123	25	complete	complete	VERB
easat-5835	123	26	the	the	DET
easat-5835	123	27	questionnaire	questionnaire	NOUN
easat-5835	123	28	through	through	ADP
easat-5835	123	29	online	online	ADJ
easat-5835	123	30	survey	survey	NOUN
easat-5835	123	31	platforms	platform	NOUN
easat-5835	123	32	(	(	PUNCT
easat-5835	123	33	surveymonkey	surveymonkey	PROPN
easat-5835	123	34	®	®	PROPN
easat-5835	123	35	)	)	PUNCT
easat-5835	123	36	to	to	PART
easat-5835	123	37	reach	reach	VERB
easat-5835	123	38	a	a	DET
easat-5835	123	39	broader	broad	ADJ
easat-5835	123	40	range	range	NOUN
easat-5835	123	41	of	of	ADP
easat-5835	123	42	respondents	respondent	NOUN
easat-5835	123	43	.	.	PUNCT
easat-5835	124	1	all	all	DET
easat-5835	124	2	surveys	survey	NOUN
easat-5835	124	3	were	be	AUX
easat-5835	124	4	conducted	conduct	VERB
easat-5835	124	5	with	with	ADP
easat-5835	124	6	the	the	DET
easat-5835	124	7	consent	consent	NOUN
easat-5835	124	8	of	of	ADP
easat-5835	124	9	the	the	DET
easat-5835	124	10	participants	participant	NOUN
easat-5835	124	11	and	and	CCONJ
easat-5835	124	12	to	to	PART
easat-5835	124	13	ensure	ensure	VERB
easat-5835	124	14	the	the	DET
easat-5835	124	15	confidentiality	confidentiality	NOUN
easat-5835	124	16	of	of	ADP
easat-5835	124	17	their	their	PRON
easat-5835	124	18	personal	personal	ADJ
easat-5835	124	19	information	information	NOUN
easat-5835	124	20	and	and	CCONJ
easat-5835	124	21	response	response	NOUN
easat-5835	124	22	results	result	NOUN
easat-5835	124	23	.	.	PUNCT
easat-5835	125	1	450	450	NUM
easat-5835	125	2	questionnaires	questionnaire	NOUN
easat-5835	125	3	were	be	AUX
easat-5835	125	4	sent	send	VERB
easat-5835	125	5	out	out	ADP
easat-5835	125	6	,	,	PUNCT
easat-5835	125	7	and	and	CCONJ
easat-5835	125	8	397	397	NUM
easat-5835	125	9	were	be	AUX
easat-5835	125	10	returned	return	VERB
easat-5835	125	11	for	for	ADP
easat-5835	125	12	a	a	DET
easat-5835	125	13	recovery	recovery	NOUN
easat-5835	125	14	rate	rate	NOUN
easat-5835	125	15	of	of	ADP
easat-5835	125	16	88.22	88.22	NUM
easat-5835	125	17	%	%	NOUN
easat-5835	125	18	.	.	PUNCT
easat-5835	126	1	as	as	SCONJ
easat-5835	126	2	indicated	indicate	VERB
easat-5835	126	3	in	in	ADP
easat-5835	126	4	table	table	NOUN
easat-5835	126	5	2	2	NUM
easat-5835	126	6	,	,	PUNCT
easat-5835	126	7	of	of	ADP
easat-5835	126	8	those	those	PRON
easat-5835	126	9	who	who	PRON
easat-5835	126	10	participated	participate	VERB
easat-5835	126	11	in	in	ADP
easat-5835	126	12	the	the	DET
easat-5835	126	13	survey	survey	NOUN
easat-5835	126	14	,	,	PUNCT
easat-5835	126	15	52.39	52.39	NUM
easat-5835	126	16	%	%	NOUN
easat-5835	126	17	were	be	AUX
easat-5835	126	18	male	male	ADJ
easat-5835	126	19	,	,	PUNCT
easat-5835	126	20	and	and	CCONJ
easat-5835	126	21	47.61	47.61	NUM
easat-5835	126	22	%	%	NOUN
easat-5835	126	23	were	be	AUX
easat-5835	126	24	female	female	ADJ
easat-5835	126	25	.	.	PUNCT
easat-5835	127	1	the	the	DET
easat-5835	127	2	vintage	vintage	NOUN
easat-5835	127	3	of	of	ADP
easat-5835	127	4	the	the	DET
easat-5835	127	5	renovated	renovate	VERB
easat-5835	127	6	buildings	building	NOUN
easat-5835	127	7	was	be	AUX
easat-5835	127	8	mainly	mainly	ADV
easat-5835	127	9	10	10	NUM
easat-5835	127	10	-	-	SYM
easat-5835	127	11	20	20	NUM
easat-5835	127	12	years	year	NOUN
easat-5835	127	13	,	,	PUNCT
easat-5835	127	14	20	20	NUM
easat-5835	127	15	-	-	SYM
easat-5835	127	16	30	30	NUM
easat-5835	127	17	years	year	NOUN
easat-5835	127	18	,	,	PUNCT
easat-5835	127	19	and	and	CCONJ
easat-5835	127	20	30	30	NUM
easat-5835	127	21	-	-	SYM
easat-5835	127	22	40	40	NUM
easat-5835	127	23	years	year	NOUN
easat-5835	127	24	,	,	PUNCT
easat-5835	127	25	accounting	account	VERB
easat-5835	127	26	for	for	ADP
easat-5835	127	27	26.70	26.70	NUM
easat-5835	127	28	%	%	NOUN
easat-5835	127	29	,	,	PUNCT
easat-5835	127	30	29.47	29.47	NUM
easat-5835	127	31	%	%	NOUN
easat-5835	127	32	,	,	PUNCT
easat-5835	127	33	and	and	CCONJ
easat-5835	127	34	23.68	23.68	NUM
easat-5835	127	35	%	%	NOUN
easat-5835	127	36	,	,	PUNCT
easat-5835	127	37	respectively	respectively	ADV
easat-5835	127	38	.	.	PUNCT
easat-5835	128	1	most	most	ADJ
easat-5835	128	2	people	people	NOUN
easat-5835	128	3	who	who	PRON
easat-5835	128	4	live	live	VERB
easat-5835	128	5	in	in	ADP
easat-5835	128	6	remodeled	remodeled	ADJ
easat-5835	128	7	buildings	building	NOUN
easat-5835	128	8	are	be	AUX
easat-5835	128	9	over	over	ADP
easat-5835	128	10	10	10	NUM
easat-5835	128	11	years	year	NOUN
easat-5835	128	12	old	old	ADJ
easat-5835	128	13	but	but	CCONJ
easat-5835	128	14	not	not	PART
easat-5835	128	15	over	over	ADP
easat-5835	128	16	40	40	NUM
easat-5835	128	17	years	year	NOUN
easat-5835	128	18	old	old	ADJ
easat-5835	128	19	.	.	PUNCT
easat-5835	129	1	the	the	DET
easat-5835	129	2	types	type	NOUN
easat-5835	129	3	of	of	ADP
easat-5835	129	4	retrofitted	retrofit	VERB
easat-5835	129	5	buildings	building	NOUN
easat-5835	129	6	inhabited	inhabit	VERB
easat-5835	129	7	by	by	ADP
easat-5835	129	8	residents	resident	NOUN
easat-5835	129	9	are	be	AUX
easat-5835	129	10	mainly	mainly	ADV
easat-5835	129	11	low	low	ADJ
easat-5835	129	12	-	-	PUNCT
easat-5835	129	13	rise	rise	NOUN
easat-5835	129	14	and	and	CCONJ
easat-5835	129	15	multi	multi	ADJ
easat-5835	129	16	-	-	ADJ
easat-5835	129	17	story	story	ADJ
easat-5835	129	18	buildings	building	NOUN
easat-5835	129	19	,	,	PUNCT
easat-5835	129	20	with	with	ADP
easat-5835	129	21	proportions	proportion	NOUN
easat-5835	129	22	of	of	ADP
easat-5835	129	23	34.76	34.76	NUM
easat-5835	129	24	%	%	NOUN
easat-5835	129	25	and	and	CCONJ
easat-5835	129	26	28.97	28.97	NUM
easat-5835	129	27	%	%	NOUN
easat-5835	129	28	,	,	PUNCT
easat-5835	129	29	respectively	respectively	ADV
easat-5835	129	30	.	.	PUNCT
easat-5835	130	1	low	low	ADJ
easat-5835	130	2	-	-	PUNCT
easat-5835	130	3	rise	rise	NOUN
easat-5835	130	4	buildings	building	NOUN
easat-5835	130	5	are	be	AUX
easat-5835	130	6	the	the	DET
easat-5835	130	7	primary	primary	ADJ
easat-5835	130	8	type	type	NOUN
easat-5835	130	9	of	of	ADP
easat-5835	130	10	retrofitted	retrofitted	ADJ
easat-5835	130	11	building	building	NOUN
easat-5835	130	12	where	where	SCONJ
easat-5835	130	13	residents	resident	NOUN
easat-5835	130	14	live	live	VERB
easat-5835	130	15	.	.	PUNCT
easat-5835	131	1	the	the	DET
easat-5835	131	2	steelwork	steelwork	NOUN
easat-5835	131	3	structure	structure	NOUN
easat-5835	131	4	has	have	VERB
easat-5835	131	5	the	the	DET
easat-5835	131	6	lowest	low	ADJ
easat-5835	131	7	selection	selection	NOUN
easat-5835	131	8	proportion	proportion	NOUN
easat-5835	131	9	of	of	ADP
easat-5835	131	10	15.08	15.08	NUM
easat-5835	131	11	%	%	NOUN
easat-5835	131	12	among	among	ADP
easat-5835	131	13	the	the	DET
easat-5835	131	14	structure	structure	NOUN
easat-5835	131	15	types	type	NOUN
easat-5835	131	16	.	.	PUNCT
easat-5835	132	1	in	in	ADP
easat-5835	132	2	comparison	comparison	NOUN
easat-5835	132	3	,	,	PUNCT
easat-5835	132	4	brick	brick	NOUN
easat-5835	132	5	-	-	PUNCT
easat-5835	132	6	concrete	concrete	ADJ
easat-5835	132	7	and	and	CCONJ
easat-5835	132	8	reinforced	reinforce	VERB
easat-5835	132	9	-	-	PUNCT
easat-5835	132	10	concrete	concrete	NOUN
easat-5835	132	11	structures	structure	NOUN
easat-5835	132	12	have	have	VERB
easat-5835	132	13	similar	similar	ADJ
easat-5835	132	14	selection	selection	NOUN
easat-5835	132	15	proportions	proportion	NOUN
easat-5835	132	16	of	of	ADP
easat-5835	132	17	33.52	33.52	NUM
easat-5835	132	18	%	%	NOUN
easat-5835	132	19	and	and	CCONJ
easat-5835	132	20	29.97	29.97	NUM
easat-5835	132	21	%	%	NOUN
easat-5835	132	22	,	,	PUNCT
easat-5835	132	23	respectively	respectively	ADV
easat-5835	132	24	.	.	PUNCT
easat-5835	133	1	the	the	DET
easat-5835	133	2	length	length	NOUN
easat-5835	133	3	of	of	ADP
easat-5835	133	4	residence	residence	NOUN
easat-5835	133	5	after	after	ADP
easat-5835	133	6	retrofitting	retrofitting	NOUN
easat-5835	133	7	was	be	AUX
easat-5835	133	8	mainly	mainly	ADV
easat-5835	133	9	concentrated	concentrate	VERB
easat-5835	133	10	in	in	ADP
easat-5835	133	11	the	the	DET
easat-5835	133	12	stages	stage	NOUN
easat-5835	133	13	of	of	ADP
easat-5835	133	14	1	1	NUM
easat-5835	133	15	-	-	SYM
easat-5835	133	16	2	2	NUM
easat-5835	133	17	and	and	CCONJ
easat-5835	133	18	2	2	NUM
easat-5835	133	19	-	-	SYM
easat-5835	133	20	3	3	NUM
easat-5835	133	21	years	year	NOUN
easat-5835	133	22	,	,	PUNCT
easat-5835	133	23	accounting	account	VERB
easat-5835	133	24	for	for	ADP
easat-5835	133	25	37.28	37.28	NUM
easat-5835	133	26	%	%	NOUN
easat-5835	133	27	and	and	CCONJ
easat-5835	133	28	25.94	25.94	NUM
easat-5835	133	29	%	%	NOUN
easat-5835	133	30	,	,	PUNCT
easat-5835	133	31	respectively	respectively	ADV
easat-5835	133	32	,	,	PUNCT
easat-5835	133	33	while	while	SCONJ
easat-5835	133	34	the	the	DET
easat-5835	133	35	proportion	proportion	NOUN
easat-5835	133	36	of	of	ADP
easat-5835	133	37	the	the	DET
easat-5835	133	38	length	length	NOUN
easat-5835	133	39	of	of	ADP
easat-5835	133	40	residence	residence	NOUN
easat-5835	133	41	within	within	ADP
easat-5835	133	42	less	less	ADJ
easat-5835	133	43	than	than	ADP
easat-5835	133	44	1	1	NUM
easat-5835	133	45	year	year	NOUN
easat-5835	133	46	and	and	CCONJ
easat-5835	133	47	more	more	ADJ
easat-5835	133	48	than	than	ADP
easat-5835	133	49	3	3	NUM
easat-5835	133	50	years	year	NOUN
easat-5835	133	51	was	be	AUX
easat-5835	133	52	relatively	relatively	ADV
easat-5835	133	53	low	low	ADJ
easat-5835	133	54	,	,	PUNCT
easat-5835	133	55	at	at	ADP
easat-5835	133	56	22.17	22.17	NUM
easat-5835	133	57	%	%	NOUN
easat-5835	133	58	and	and	CCONJ
easat-5835	133	59	14.61	14.61	NUM
easat-5835	133	60	%	%	NOUN
easat-5835	133	61	,	,	PUNCT
easat-5835	133	62	respectively	respectively	ADV
easat-5835	133	63	.	.	PUNCT
easat-5835	134	1	2514	2514	NUM
easat-5835	134	2	edelweiss	edelweiss	PROPN
easat-5835	134	3	applied	apply	VERB
easat-5835	134	4	science	science	NOUN
easat-5835	134	5	and	and	CCONJ
easat-5835	134	6	technology	technology	NOUN
easat-5835	134	7	issn	issn	PROPN
easat-5835	134	8	:	:	PUNCT
easat-5835	134	9	2576	2576	NUM
easat-5835	134	10	-	-	SYM
easat-5835	134	11	8484	8484	NUM
easat-5835	134	12	vol	vol	NOUN
easat-5835	134	13	.	.	PROPN
easat-5835	135	1	9	9	NUM
easat-5835	135	2	,	,	PUNCT
easat-5835	135	3	no	no	INTJ
easat-5835	135	4	.	.	NOUN
easat-5835	136	1	3	3	NUM
easat-5835	136	2	:	:	SYM
easat-5835	136	3	2508	2508	NUM
easat-5835	136	4	-	-	SYM
easat-5835	136	5	2530	2530	NUM
easat-5835	136	6	,	,	PUNCT
easat-5835	136	7	2025	2025	NUM
easat-5835	136	8	doi	doi	NOUN
easat-5835	136	9	:	:	PUNCT
easat-5835	136	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	136	11	©	©	PROPN
easat-5835	136	12	2025	2025	NUM
easat-5835	136	13	by	by	ADP
easat-5835	136	14	the	the	DET
easat-5835	136	15	authors	author	NOUN
easat-5835	136	16	;	;	PUNCT
easat-5835	136	17	licensee	licensee	PROPN
easat-5835	136	18	learning	learn	VERB
easat-5835	136	19	gate	gate	NOUN
easat-5835	136	20	table	table	NOUN
easat-5835	136	21	2	2	NUM
easat-5835	136	22	.	.	X
easat-5835	136	23	profile	profile	NOUN
easat-5835	136	24	of	of	ADP
easat-5835	136	25	the	the	DET
easat-5835	136	26	sample	sample	NOUN
easat-5835	136	27	population	population	NOUN
easat-5835	136	28	.	.	PUNCT
easat-5835	137	1	classification	classification	NOUN
easat-5835	137	2	items	item	NOUN
easat-5835	137	3	number	number	NOUN
easat-5835	137	4	percentage	percentage	NOUN
easat-5835	137	5	gender	gender	NOUN
easat-5835	137	6	male	male	NOUN
easat-5835	137	7	209	209	NUM
easat-5835	137	8	52.39	52.39	NUM
easat-5835	137	9	%	%	NOUN
easat-5835	137	10	female	female	ADJ
easat-5835	137	11	189	189	NUM
easat-5835	137	12	47.61	47.61	NUM
easat-5835	137	13	%	%	NOUN
easat-5835	137	14	age	age	NOUN
easat-5835	137	15	of	of	ADP
easat-5835	137	16	renovated	renovate	VERB
easat-5835	137	17	building	build	VERB
easat-5835	137	18	10	10	NUM
easat-5835	137	19	-	-	SYM
easat-5835	137	20	20	20	NUM
easat-5835	137	21	106	106	NUM
easat-5835	137	22	26.70	26.70	NUM
easat-5835	137	23	%	%	NOUN
easat-5835	137	24	20	20	NUM
easat-5835	137	25	-	-	SYM
easat-5835	137	26	30	30	NUM
easat-5835	137	27	117	117	NUM
easat-5835	137	28	29.47	29.47	NUM
easat-5835	137	29	%	%	NOUN
easat-5835	137	30	30	30	NUM
easat-5835	137	31	-	-	SYM
easat-5835	137	32	40	40	NUM
easat-5835	137	33	94	94	NUM
easat-5835	137	34	23.68	23.68	NUM
easat-5835	137	35	%	%	NOUN
easat-5835	137	36	over	over	ADP
easat-5835	137	37	40	40	NUM
easat-5835	137	38	80	80	NUM
easat-5835	137	39	20.15	20.15	NUM
easat-5835	137	40	%	%	NOUN
easat-5835	137	41	building	building	NOUN
easat-5835	137	42	type	type	NOUN
easat-5835	137	43	low	low	ADJ
easat-5835	137	44	-	-	PUNCT
easat-5835	137	45	rise	rise	NOUN
easat-5835	137	46	138	138	NUM
easat-5835	137	47	34.76	34.76	NUM
easat-5835	137	48	%	%	NOUN
easat-5835	137	49	multi	multi	NOUN
easat-5835	137	50	-	-	NOUN
easat-5835	137	51	story	story	NOUN
easat-5835	137	52	115	115	NUM
easat-5835	137	53	28.97	28.97	NUM
easat-5835	137	54	%	%	NOUN
easat-5835	137	55	middle	middle	NOUN
easat-5835	137	56	-	-	PUNCT
easat-5835	137	57	rise	rise	NOUN
easat-5835	137	58	81	81	NUM
easat-5835	137	59	20.40	20.40	NUM
easat-5835	137	60	%	%	NOUN
easat-5835	137	61	high	high	ADJ
easat-5835	137	62	-	-	PUNCT
easat-5835	137	63	rise	rise	NOUN
easat-5835	137	64	63	63	NUM
easat-5835	137	65	15.87	15.87	NUM
easat-5835	137	66	%	%	NOUN
easat-5835	137	67	structure	structure	NOUN
easat-5835	137	68	type	type	NOUN
easat-5835	137	69	brick	brick	NOUN
easat-5835	137	70	-	-	PUNCT
easat-5835	137	71	wood	wood	NOUN
easat-5835	137	72	77	77	NUM
easat-5835	137	73	19.40	19.40	NUM
easat-5835	137	74	%	%	NOUN
easat-5835	137	75	brick	brick	NOUN
easat-5835	137	76	-	-	PUNCT
easat-5835	137	77	concrete	concrete	NOUN
easat-5835	137	78	141	141	NUM
easat-5835	137	79	33.52	33.52	NUM
easat-5835	137	80	%	%	NOUN
easat-5835	137	81	reinforced	reinforce	VERB
easat-5835	137	82	-	-	PUNCT
easat-5835	137	83	concrete	concrete	NOUN
easat-5835	137	84	119	119	NUM
easat-5835	137	85	29.97	29.97	NUM
easat-5835	137	86	%	%	NOUN
easat-5835	137	87	steelwork	steelwork	NOUN
easat-5835	137	88	60	60	NUM
easat-5835	137	89	15.11	15.11	NUM
easat-5835	137	90	%	%	NOUN
easat-5835	137	91	length	length	NOUN
easat-5835	137	92	of	of	ADP
easat-5835	137	93	residence	residence	NOUN
easat-5835	137	94	0	0	NUM
easat-5835	137	95	-	-	SYM
easat-5835	137	96	1	1	NUM
easat-5835	137	97	148	148	NUM
easat-5835	137	98	37.28	37.28	NUM
easat-5835	137	99	%	%	NOUN
easat-5835	137	100	1	1	NUM
easat-5835	137	101	-	-	SYM
easat-5835	137	102	2	2	NUM
easat-5835	137	103	103	103	NUM
easat-5835	137	104	25.94	25.94	NUM
easat-5835	137	105	%	%	NOUN
easat-5835	137	106	2	2	NUM
easat-5835	137	107	-	-	SYM
easat-5835	137	108	3	3	NUM
easat-5835	137	109	88	88	NUM
easat-5835	137	110	22.17	22.17	NUM
easat-5835	137	111	%	%	NOUN
easat-5835	137	112	over	over	ADP
easat-5835	137	113	3	3	NUM
easat-5835	137	114	58	58	NUM
easat-5835	137	115	14.61	14.61	NUM
easat-5835	137	116	%	%	NOUN
easat-5835	137	117	the	the	DET
easat-5835	137	118	reliability	reliability	NOUN
easat-5835	137	119	analysis	analysis	NOUN
easat-5835	137	120	was	be	AUX
easat-5835	137	121	conducted	conduct	VERB
easat-5835	137	122	using	use	VERB
easat-5835	137	123	spss27	spss27	NOUN
easat-5835	137	124	®	®	NOUN
easat-5835	137	125	software	software	NOUN
easat-5835	137	126	,	,	PUNCT
easat-5835	137	127	and	and	CCONJ
easat-5835	137	128	the	the	DET
easat-5835	137	129	results	result	NOUN
easat-5835	137	130	showed	show	VERB
easat-5835	137	131	that	that	SCONJ
easat-5835	137	132	the	the	DET
easat-5835	137	133	cronbach.α	cronbach.α	NOUN
easat-5835	137	134	coefficient	coefficient	NOUN
easat-5835	137	135	was	be	AUX
easat-5835	137	136	0.968	0.968	NUM
easat-5835	137	137	[	[	X
easat-5835	137	138	31	31	NUM
easat-5835	137	139	]	]	PUNCT
easat-5835	137	140	.	.	PUNCT
easat-5835	138	1	this	this	DET
easat-5835	138	2	coefficient	coefficient	NOUN
easat-5835	138	3	is	be	AUX
easat-5835	138	4	greater	great	ADJ
easat-5835	138	5	than	than	ADP
easat-5835	138	6	the	the	DET
easat-5835	138	7	standard	standard	ADJ
easat-5835	138	8	value	value	NOUN
easat-5835	138	9	of	of	ADP
easat-5835	138	10	0.80	0.80	NUM
easat-5835	138	11	,	,	PUNCT
easat-5835	138	12	which	which	PRON
easat-5835	138	13	is	be	AUX
easat-5835	138	14	usually	usually	ADV
easat-5835	138	15	considered	consider	VERB
easat-5835	138	16	excellent	excellent	ADJ
easat-5835	138	17	internal	internal	ADJ
easat-5835	138	18	consistency	consistency	NOUN
easat-5835	138	19	,	,	PUNCT
easat-5835	138	20	indicating	indicate	VERB
easat-5835	138	21	that	that	SCONJ
easat-5835	138	22	the	the	DET
easat-5835	138	23	questionnaire	questionnaire	NOUN
easat-5835	138	24	has	have	VERB
easat-5835	138	25	a	a	DET
easat-5835	138	26	high	high	ADJ
easat-5835	138	27	level	level	NOUN
easat-5835	138	28	of	of	ADP
easat-5835	138	29	reliability	reliability	NOUN
easat-5835	138	30	and	and	CCONJ
easat-5835	138	31	can	can	AUX
easat-5835	138	32	reflect	reflect	VERB
easat-5835	138	33	the	the	DET
easat-5835	138	34	characteristics	characteristic	NOUN
easat-5835	138	35	of	of	ADP
easat-5835	138	36	the	the	DET
easat-5835	138	37	concepts	concept	NOUN
easat-5835	138	38	being	be	AUX
easat-5835	138	39	tested	test	VERB
easat-5835	138	40	stably	stably	ADV
easat-5835	138	41	.	.	PUNCT
easat-5835	139	1	the	the	DET
easat-5835	139	2	kmo	kmo	PROPN
easat-5835	139	3	value	value	NOUN
easat-5835	139	4	in	in	ADP
easat-5835	139	5	the	the	DET
easat-5835	139	6	validity	validity	NOUN
easat-5835	139	7	analysis	analysis	NOUN
easat-5835	139	8	of	of	ADP
easat-5835	139	9	the	the	DET
easat-5835	139	10	questionnaire	questionnaire	NOUN
easat-5835	139	11	was	be	AUX
easat-5835	139	12	0.983	0.983	NUM
easat-5835	139	13	,	,	PUNCT
easat-5835	139	14	which	which	PRON
easat-5835	139	15	is	be	AUX
easat-5835	139	16	much	much	ADV
easat-5835	139	17	greater	great	ADJ
easat-5835	139	18	than	than	ADP
easat-5835	139	19	the	the	DET
easat-5835	139	20	generally	generally	ADV
easat-5835	139	21	accepted	accept	VERB
easat-5835	139	22	value	value	NOUN
easat-5835	139	23	of	of	ADP
easat-5835	139	24	0.8	0.8	NUM
easat-5835	139	25	or	or	CCONJ
easat-5835	139	26	greater	great	ADJ
easat-5835	139	27	,	,	PUNCT
easat-5835	139	28	indicating	indicate	VERB
easat-5835	139	29	that	that	SCONJ
easat-5835	139	30	the	the	DET
easat-5835	139	31	sample	sample	NOUN
easat-5835	139	32	has	have	AUX
easat-5835	139	33	reasonable	reasonable	ADJ
easat-5835	139	34	sampling	sample	VERB
easat-5835	139	35	reasonableness	reasonableness	NOUN
easat-5835	139	36	[	[	X
easat-5835	139	37	32	32	NUM
easat-5835	139	38	]	]	PUNCT
easat-5835	139	39	the	the	DET
easat-5835	139	40	value	value	NOUN
easat-5835	139	41	of	of	ADP
easat-5835	139	42	butterball	butterball	NOUN
easat-5835	139	43	(	(	PUNCT
easat-5835	139	44	approximately	approximately	ADV
easat-5835	139	45	chi	chi	ADJ
easat-5835	139	46	-	-	PUNCT
easat-5835	139	47	square	square	NOUN
easat-5835	139	48	)	)	PUNCT
easat-5835	139	49	was	be	AUX
easat-5835	139	50	6467.919	6467.919	PROPN
easat-5835	139	51	,	,	PUNCT
easat-5835	139	52	the	the	DET
easat-5835	139	53	df	df	NOUN
easat-5835	139	54	(	(	PUNCT
easat-5835	139	55	degrees	degree	NOUN
easat-5835	139	56	of	of	ADP
easat-5835	139	57	freedom	freedom	NOUN
easat-5835	139	58	)	)	PUNCT
easat-5835	139	59	was	be	AUX
easat-5835	139	60	210	210	NUM
easat-5835	139	61	,	,	PUNCT
easat-5835	139	62	and	and	CCONJ
easat-5835	139	63	the	the	DET
easat-5835	139	64	pvalue	pvalue	NOUN
easat-5835	139	65	was	be	AUX
easat-5835	139	66	0.000	0.000	NUM
easat-5835	139	67	(	(	PUNCT
easat-5835	139	68	less	less	ADJ
easat-5835	139	69	than	than	ADP
easat-5835	139	70	0.05	0.05	NUM
easat-5835	139	71	)	)	PUNCT
easat-5835	139	72	,	,	PUNCT
easat-5835	139	73	indicating	indicate	VERB
easat-5835	139	74	that	that	SCONJ
easat-5835	139	75	the	the	DET
easat-5835	139	76	data	datum	NOUN
easat-5835	139	77	are	be	AUX
easat-5835	139	78	suitable	suitable	ADJ
easat-5835	139	79	for	for	ADP
easat-5835	139	80	factor	factor	NOUN
easat-5835	139	81	analysis	analysis	NOUN
easat-5835	139	82	.	.	PUNCT
easat-5835	140	1	3.2	3.2	NUM
easat-5835	140	2	.	.	PUNCT
easat-5835	140	3	lightgbm	lightgbm	ADJ
easat-5835	140	4	algorithm	algorithm	NOUN
easat-5835	140	5	lightgbm	lightgbm	VERB
easat-5835	140	6	is	be	AUX
easat-5835	140	7	an	an	DET
easat-5835	140	8	efficient	efficient	ADJ
easat-5835	140	9	machine	machine	NOUN
easat-5835	140	10	learning	learn	VERB
easat-5835	140	11	algorithm	algorithm	NOUN
easat-5835	140	12	based	base	VERB
easat-5835	140	13	on	on	ADP
easat-5835	140	14	gradient	gradient	NOUN
easat-5835	140	15	-	-	PUNCT
easat-5835	140	16	boosted	boost	VERB
easat-5835	140	17	decision	decision	NOUN
easat-5835	140	18	trees	tree	NOUN
easat-5835	140	19	(	(	PUNCT
easat-5835	140	20	gbdt	gbdt	PROPN
easat-5835	140	21	)	)	PUNCT
easat-5835	140	22	,	,	PUNCT
easat-5835	140	23	which	which	PRON
easat-5835	140	24	is	be	AUX
easat-5835	140	25	mainly	mainly	ADV
easat-5835	140	26	used	use	VERB
easat-5835	140	27	to	to	PART
easat-5835	140	28	handle	handle	VERB
easat-5835	140	29	learning	learn	VERB
easat-5835	140	30	tasks	task	NOUN
easat-5835	140	31	with	with	ADP
easat-5835	140	32	large	large	ADJ
easat-5835	140	33	-	-	PUNCT
easat-5835	140	34	scale	scale	NOUN
easat-5835	140	35	data	datum	NOUN
easat-5835	140	36	and	and	CCONJ
easat-5835	140	37	high	high	ADJ
easat-5835	140	38	-	-	PUNCT
easat-5835	140	39	dimensional	dimensional	ADJ
easat-5835	140	40	features	feature	NOUN
easat-5835	140	41	[	[	X
easat-5835	140	42	33	33	NUM
easat-5835	140	43	]	]	PUNCT
easat-5835	140	44	.	.	PUNCT
easat-5835	141	1	it	it	PRON
easat-5835	141	2	uses	use	VERB
easat-5835	141	3	a	a	DET
easat-5835	141	4	series	series	NOUN
easat-5835	141	5	of	of	ADP
easat-5835	141	6	optimization	optimization	NOUN
easat-5835	141	7	strategies	strategy	NOUN
easat-5835	141	8	to	to	PART
easat-5835	141	9	make	make	VERB
easat-5835	141	10	training	training	NOUN
easat-5835	141	11	faster	fast	ADV
easat-5835	141	12	,	,	PUNCT
easat-5835	141	13	use	use	VERB
easat-5835	141	14	less	less	ADJ
easat-5835	141	15	memory	memory	NOUN
easat-5835	141	16	,	,	PUNCT
easat-5835	141	17	and	and	CCONJ
easat-5835	141	18	be	be	AUX
easat-5835	141	19	able	able	ADJ
easat-5835	141	20	to	to	PART
easat-5835	141	21	handle	handle	VERB
easat-5835	141	22	large	large	ADJ
easat-5835	141	23	amounts	amount	NOUN
easat-5835	141	24	of	of	ADP
easat-5835	141	25	data	datum	NOUN
easat-5835	141	26	and	and	CCONJ
easat-5835	141	27	features	feature	NOUN
easat-5835	141	28	.	.	PUNCT
easat-5835	142	1	the	the	DET
easat-5835	142	2	algorithm	algorithm	NOUN
easat-5835	142	3	steps	step	NOUN
easat-5835	142	4	are	be	AUX
easat-5835	142	5	as	as	SCONJ
easat-5835	142	6	follows	follow	VERB
easat-5835	142	7	[	[	X
easat-5835	142	8	34	34	NUM
easat-5835	142	9	]	]	X
easat-5835	142	10	:	:	PUNCT
easat-5835	142	11	(	(	PUNCT
easat-5835	142	12	1	1	X
easat-5835	142	13	)	)	PUNCT
easat-5835	142	14	initialization	initialization	NOUN
easat-5835	142	15	,	,	PUNCT
easat-5835	142	16	constructing	construct	VERB
easat-5835	142	17	an	an	DET
easat-5835	142	18	initial	initial	ADJ
easat-5835	142	19	learner	learner	NOUN
easat-5835	142	20	(	(	PUNCT
easat-5835	142	21	tree	tree	NOUN
easat-5835	142	22	)	)	PUNCT
easat-5835	142	23	as	as	ADP
easat-5835	142	24	the	the	DET
easat-5835	142	25	base	base	NOUN
easat-5835	142	26	model	model	NOUN
easat-5835	142	27	;	;	PUNCT
easat-5835	142	28	(	(	PUNCT
easat-5835	142	29	2	2	X
easat-5835	142	30	)	)	PUNCT
easat-5835	142	31	iterative	iterative	NOUN
easat-5835	142	32	training	training	NOUN
easat-5835	142	33	,	,	PUNCT
easat-5835	142	34	constructing	construct	VERB
easat-5835	142	35	more	more	ADJ
easat-5835	142	36	learners	learner	NOUN
easat-5835	142	37	in	in	ADP
easat-5835	142	38	turn	turn	NOUN
easat-5835	142	39	through	through	ADP
easat-5835	142	40	iteration	iteration	NOUN
easat-5835	142	41	,	,	PUNCT
easat-5835	142	42	each	each	DET
easat-5835	142	43	learner	learner	NOUN
easat-5835	142	44	trying	try	VERB
easat-5835	142	45	to	to	PART
easat-5835	142	46	correct	correct	VERB
easat-5835	142	47	the	the	DET
easat-5835	142	48	errors	error	NOUN
easat-5835	142	49	of	of	ADP
easat-5835	142	50	the	the	DET
easat-5835	142	51	previous	previous	ADJ
easat-5835	142	52	learner	learner	NOUN
easat-5835	142	53	;	;	PUNCT
easat-5835	142	54	(	(	PUNCT
easat-5835	142	55	3	3	X
easat-5835	142	56	)	)	PUNCT
easat-5835	142	57	gradient	gradient	NOUN
easat-5835	142	58	optimization	optimization	NOUN
easat-5835	142	59	,	,	PUNCT
easat-5835	142	60	each	each	DET
easat-5835	142	61	iteration	iteration	NOUN
easat-5835	142	62	optimizing	optimize	VERB
easat-5835	142	63	the	the	DET
easat-5835	142	64	model	model	NOUN
easat-5835	142	65	,	,	PUNCT
easat-5835	142	66	so	so	SCONJ
easat-5835	142	67	that	that	SCONJ
easat-5835	142	68	the	the	DET
easat-5835	142	69	loss	loss	NOUN
easat-5835	142	70	function	function	NOUN
easat-5835	142	71	on	on	ADP
easat-5835	142	72	the	the	DET
easat-5835	142	73	training	training	NOUN
easat-5835	142	74	set	set	NOUN
easat-5835	142	75	is	be	AUX
easat-5835	142	76	minimized	minimize	VERB
easat-5835	142	77	;	;	PUNCT
easat-5835	142	78	(	(	PUNCT
easat-5835	142	79	4	4	X
easat-5835	142	80	)	)	PUNCT
easat-5835	142	81	leaf	leaf	NOUN
easat-5835	142	82	node	node	ADJ
easat-5835	142	83	splitting	splitting	NOUN
easat-5835	142	84	,	,	PUNCT
easat-5835	142	85	which	which	PRON
easat-5835	142	86	gradually	gradually	ADV
easat-5835	142	87	generates	generate	VERB
easat-5835	142	88	more	more	ADJ
easat-5835	142	89	complex	complex	ADJ
easat-5835	142	90	decision	decision	NOUN
easat-5835	142	91	tree	tree	NOUN
easat-5835	142	92	structures	structure	NOUN
easat-5835	142	93	by	by	ADP
easat-5835	142	94	selecting	select	VERB
easat-5835	142	95	the	the	DET
easat-5835	142	96	optimal	optimal	ADJ
easat-5835	142	97	features	feature	NOUN
easat-5835	142	98	and	and	CCONJ
easat-5835	142	99	split	split	ADJ
easat-5835	142	100	points	point	NOUN
easat-5835	142	101	based	base	VERB
easat-5835	142	102	on	on	ADP
easat-5835	142	103	split	split	ADJ
easat-5835	142	104	gain	gain	NOUN
easat-5835	142	105	.	.	PUNCT
easat-5835	143	1	the	the	DET
easat-5835	143	2	leaf	leaf	NOUN
easat-5835	143	3	-	-	PUNCT
easat-5835	143	4	wise	wise	ADJ
easat-5835	143	5	algorithm	algorithm	NOUN
easat-5835	143	6	is	be	AUX
easat-5835	143	7	used	use	VERB
easat-5835	143	8	to	to	PART
easat-5835	143	9	find	find	VERB
easat-5835	143	10	the	the	DET
easat-5835	143	11	leaf	leaf	NOUN
easat-5835	143	12	with	with	ADP
easat-5835	143	13	the	the	DET
easat-5835	143	14	largest	large	ADJ
easat-5835	143	15	splitting	splitting	NOUN
easat-5835	143	16	gain	gain	NOUN
easat-5835	143	17	from	from	ADP
easat-5835	143	18	all	all	DET
easat-5835	143	19	the	the	DET
easat-5835	143	20	current	current	ADJ
easat-5835	143	21	leaves	leave	NOUN
easat-5835	143	22	for	for	ADP
easat-5835	143	23	splitting	splitting	NOUN
easat-5835	143	24	;	;	PUNCT
easat-5835	143	25	(	(	PUNCT
easat-5835	143	26	5	5	X
easat-5835	143	27	)	)	PUNCT
easat-5835	143	28	boosting	boost	VERB
easat-5835	143	29	learning	learning	NOUN
easat-5835	143	30	,	,	PUNCT
easat-5835	143	31	which	which	PRON
easat-5835	143	32	improves	improve	VERB
easat-5835	143	33	the	the	DET
easat-5835	143	34	prediction	prediction	NOUN
easat-5835	143	35	ability	ability	NOUN
easat-5835	143	36	of	of	ADP
easat-5835	143	37	the	the	DET
easat-5835	143	38	overall	overall	ADJ
easat-5835	143	39	model	model	NOUN
easat-5835	143	40	by	by	ADP
easat-5835	143	41	accumulating	accumulate	VERB
easat-5835	143	42	the	the	DET
easat-5835	143	43	prediction	prediction	NOUN
easat-5835	143	44	results	result	NOUN
easat-5835	143	45	of	of	ADP
easat-5835	143	46	multiple	multiple	ADJ
easat-5835	143	47	simple	simple	ADJ
easat-5835	143	48	models	model	NOUN
easat-5835	143	49	.	.	PUNCT
easat-5835	144	1	the	the	DET
easat-5835	144	2	objective	objective	ADJ
easat-5835	144	3	function	function	NOUN
easat-5835	144	4	of	of	ADP
easat-5835	144	5	lightgbm	lightgbm	ADJ
easat-5835	144	6	consists	consist	NOUN
easat-5835	144	7	of	of	ADP
easat-5835	144	8	a	a	DET
easat-5835	144	9	loss	loss	NOUN
easat-5835	144	10	function	function	NOUN
easat-5835	144	11	and	and	CCONJ
easat-5835	144	12	a	a	DET
easat-5835	144	13	regularization	regularization	NOUN
easat-5835	144	14	term	term	NOUN
easat-5835	144	15	[	[	X
easat-5835	144	16	35	35	NUM
easat-5835	144	17	]	]	SYM
easat-5835	144	18	:	:	PUNCT
easat-5835	144	19	obj	obj	PROPN
easat-5835	144	20	=	=	PUNCT
easat-5835	144	21	∑	∑	PUNCT
easat-5835	144	22	 	 	SPACE
easat-5835	144	23	𝑛	𝑛	PRON
easat-5835	144	24	𝑖=1	𝑖=1	PROPN
easat-5835	144	25	𝑙(𝑦𝑖	𝑙(𝑦𝑖	PROPN
easat-5835	144	26	,	,	PUNCT
easat-5835	144	27	�	�	PROPN
easat-5835	144	28	̂	̂	VERB
easat-5835	144	29	�	�	NOUN
easat-5835	144	30	𝑖	𝑖	NUM
easat-5835	144	31	)	)	PUNCT
easat-5835	144	32	+	+	CCONJ
easat-5835	144	33	∑	∑	PUNCT
easat-5835	144	34	 	 	SPACE
easat-5835	144	35	𝑇	𝑇	PROPN
easat-5835	144	36	𝑗=1	𝑗=1	PROPN
easat-5835	144	37	ω(𝑓𝑗	ω(𝑓𝑗	X
easat-5835	144	38	)	)	PUNCT
easat-5835	144	39	(	(	PUNCT
easat-5835	144	40	1	1	X
easat-5835	144	41	)	)	PUNCT
easat-5835	144	42	where	where	SCONJ
easat-5835	144	43	𝑙	𝑙	PROPN
easat-5835	144	44	is	be	AUX
easat-5835	144	45	the	the	DET
easat-5835	144	46	loss	loss	NOUN
easat-5835	144	47	function	function	NOUN
easat-5835	144	48	,	,	PUNCT
easat-5835	144	49	𝑦𝑖	𝑦𝑖	PROPN
easat-5835	144	50	is	be	AUX
easat-5835	144	51	the	the	DET
easat-5835	144	52	true	true	ADJ
easat-5835	144	53	value	value	NOUN
easat-5835	144	54	,	,	PUNCT
easat-5835	144	55	�	�	PROPN
easat-5835	144	56	̂	̂	VERB
easat-5835	144	57	�	�	NOUN
easat-5835	144	58	𝑖	𝑖	NOUN
easat-5835	144	59	is	be	AUX
easat-5835	144	60	the	the	DET
easat-5835	144	61	predicted	predict	VERB
easat-5835	144	62	value	value	NOUN
easat-5835	144	63	,	,	PUNCT
easat-5835	144	64	ω	ω	PROPN
easat-5835	144	65	is	be	AUX
easat-5835	144	66	the	the	DET
easat-5835	144	67	regularisation	regularisation	NOUN
easat-5835	144	68	term	term	NOUN
easat-5835	144	69	,	,	PUNCT
easat-5835	144	70	and	and	CCONJ
easat-5835	144	71	𝑇	𝑇	PROPN
easat-5835	144	72	is	be	AUX
easat-5835	144	73	the	the	DET
easat-5835	144	74	number	number	NOUN
easat-5835	144	75	of	of	ADP
easat-5835	144	76	trees	tree	NOUN
easat-5835	144	77	.	.	PUNCT
easat-5835	145	1	lightgbm	lightgbm	ADJ
easat-5835	145	2	selects	select	NOUN
easat-5835	145	3	the	the	DET
easat-5835	145	4	leaf	leaf	NOUN
easat-5835	145	5	node	node	NOUN
easat-5835	145	6	with	with	ADP
easat-5835	145	7	the	the	DET
easat-5835	145	8	greatest	great	ADJ
easat-5835	145	9	split	split	NOUN
easat-5835	145	10	gain	gain	NOUN
easat-5835	145	11	at	at	ADP
easat-5835	145	12	each	each	DET
easat-5835	145	13	split	split	NOUN
easat-5835	145	14	.	.	PUNCT
easat-5835	146	1	the	the	DET
easat-5835	146	2	split	split	NOUN
easat-5835	146	3	gain	gain	NOUN
easat-5835	146	4	is	be	AUX
easat-5835	146	5	calculated	calculate	VERB
easat-5835	146	6	using	use	VERB
easat-5835	146	7	the	the	DET
easat-5835	146	8	following	follow	VERB
easat-5835	146	9	formula	formula	NOUN
easat-5835	146	10	[	[	X
easat-5835	146	11	36	36	NUM
easat-5835	146	12	]	]	SYM
easat-5835	146	13	:	:	PUNCT
easat-5835	146	14	2515	2515	NUM
easat-5835	146	15	edelweiss	edelweiss	PROPN
easat-5835	146	16	applied	apply	VERB
easat-5835	146	17	science	science	NOUN
easat-5835	146	18	and	and	CCONJ
easat-5835	146	19	technology	technology	NOUN
easat-5835	146	20	issn	issn	PROPN
easat-5835	146	21	:	:	PUNCT
easat-5835	146	22	2576	2576	NUM
easat-5835	146	23	-	-	SYM
easat-5835	146	24	8484	8484	NUM
easat-5835	146	25	vol	vol	NOUN
easat-5835	146	26	.	.	PROPN
easat-5835	147	1	9	9	NUM
easat-5835	147	2	,	,	PUNCT
easat-5835	147	3	no	no	INTJ
easat-5835	147	4	.	.	NOUN
easat-5835	148	1	3	3	NUM
easat-5835	148	2	:	:	SYM
easat-5835	148	3	2508	2508	NUM
easat-5835	148	4	-	-	SYM
easat-5835	148	5	2530	2530	NUM
easat-5835	148	6	,	,	PUNCT
easat-5835	148	7	2025	2025	NUM
easat-5835	148	8	doi	doi	NOUN
easat-5835	148	9	:	:	PUNCT
easat-5835	148	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	148	11	©	©	PROPN
easat-5835	148	12	2025	2025	NUM
easat-5835	148	13	by	by	ADP
easat-5835	148	14	the	the	DET
easat-5835	148	15	authors	author	NOUN
easat-5835	148	16	;	;	PUNCT
easat-5835	148	17	licensee	licensee	PROPN
easat-5835	148	18	learning	learn	VERB
easat-5835	148	19	gate	gate	NOUN
easat-5835	148	20	𝑤𝑗	𝑤𝑗	ADP
easat-5835	148	21	=	=	SYM
easat-5835	148	22	−	−	PROPN
easat-5835	149	1	𝐺𝑗	𝐺𝑗	PROPN
easat-5835	149	2	𝐻𝑗+𝜆	𝐻𝑗+𝜆	PROPN
easat-5835	149	3	(	(	PUNCT
easat-5835	149	4	2	2	NUM
easat-5835	149	5	)	)	PUNCT
easat-5835	149	6	the	the	DET
easat-5835	149	7	weight	weight	NOUN
easat-5835	149	8	of	of	ADP
easat-5835	149	9	each	each	DET
easat-5835	149	10	leaf	leaf	NOUN
easat-5835	149	11	node	node	NOUN
easat-5835	149	12	is	be	AUX
easat-5835	149	13	calculated	calculate	VERB
easat-5835	149	14	as	as	SCONJ
easat-5835	149	15	follows	follow	VERB
easat-5835	149	16	[	[	X
easat-5835	149	17	37	37	NUM
easat-5835	149	18	]	]	SYM
easat-5835	149	19	:	:	PUNCT
easat-5835	149	20	𝑤𝑗	𝑤𝑗	ADP
easat-5835	149	21	=	=	PUNCT
easat-5835	149	22	−	−	PROPN
easat-5835	149	23	𝐺𝑗	𝐺𝑗	PROPN
easat-5835	149	24	𝐻𝑗+𝜆	𝐻𝑗+𝜆	PROPN
easat-5835	149	25	(	(	PUNCT
easat-5835	149	26	3	3	NUM
easat-5835	149	27	)	)	PUNCT
easat-5835	149	28	where	where	SCONJ
easat-5835	149	29	𝐺𝑗	𝐺𝑗	PROPN
easat-5835	149	30	is	be	AUX
easat-5835	149	31	the	the	DET
easat-5835	149	32	gradient	gradient	NOUN
easat-5835	149	33	of	of	ADP
easat-5835	149	34	the	the	DET
easat-5835	149	35	leaf	leaf	NOUN
easat-5835	149	36	node	node	NOUN
easat-5835	149	37	and	and	CCONJ
easat-5835	149	38	𝐻𝑗	𝐻𝑗	PROPN
easat-5835	149	39	is	be	AUX
easat-5835	149	40	the	the	DET
easat-5835	149	41	second	second	ADJ
easat-5835	149	42	derivative	derivative	NOUN
easat-5835	149	43	of	of	ADP
easat-5835	149	44	the	the	DET
easat-5835	149	45	leaf	leaf	NOUN
easat-5835	149	46	node	node	NOUN
easat-5835	149	47	,	,	PUNCT
easat-5835	149	48	and	and	CCONJ
easat-5835	149	49	𝜆	𝜆	PRON
easat-5835	149	50	is	be	AUX
easat-5835	149	51	the	the	DET
easat-5835	149	52	regularisation	regularisation	NOUN
easat-5835	149	53	parameter	parameter	NOUN
easat-5835	149	54	.	.	PUNCT
easat-5835	150	1	4	4	X
easat-5835	150	2	.	.	X
easat-5835	150	3	results	result	VERB
easat-5835	150	4	4.1	4.1	NUM
easat-5835	150	5	.	.	PUNCT
easat-5835	151	1	spearman	spearman	NOUN
easat-5835	151	2	correlation	correlation	NOUN
easat-5835	151	3	analysis	analysis	NOUN
easat-5835	151	4	spearman	spearman	NOUN
easat-5835	151	5	correlation	correlation	NOUN
easat-5835	151	6	analysis	analysis	NOUN
easat-5835	151	7	is	be	AUX
easat-5835	151	8	used	use	VERB
easat-5835	151	9	to	to	PART
easat-5835	151	10	study	study	VERB
easat-5835	151	11	the	the	DET
easat-5835	151	12	relationship	relationship	NOUN
easat-5835	151	13	between	between	ADP
easat-5835	151	14	quantitative	quantitative	ADJ
easat-5835	151	15	data	datum	NOUN
easat-5835	151	16	,	,	PUNCT
easat-5835	151	17	including	include	VERB
easat-5835	151	18	whether	whether	SCONJ
easat-5835	151	19	there	there	PRON
easat-5835	151	20	is	be	VERB
easat-5835	151	21	a	a	DET
easat-5835	151	22	relationship	relationship	NOUN
easat-5835	151	23	and	and	CCONJ
easat-5835	151	24	the	the	DET
easat-5835	151	25	degree	degree	NOUN
easat-5835	151	26	of	of	ADP
easat-5835	151	27	closeness	closeness	NOUN
easat-5835	151	28	of	of	ADP
easat-5835	151	29	the	the	DET
easat-5835	151	30	relationship	relationship	NOUN
easat-5835	152	1	[	[	X
easat-5835	152	2	38	38	NUM
easat-5835	152	3	]	]	PUNCT
easat-5835	152	4	.	.	PUNCT
easat-5835	153	1	its	its	PRON
easat-5835	153	2	arithmetic	arithmetic	ADJ
easat-5835	153	3	rule	rule	NOUN
easat-5835	153	4	is	be	AUX
easat-5835	153	5	as	as	ADP
easat-5835	153	6	in	in	ADP
easat-5835	153	7	equation	equation	NOUN
easat-5835	153	8	4	4	NUM
easat-5835	153	9	.	.	PUNCT
easat-5835	154	1	we	we	PRON
easat-5835	154	2	used	use	VERB
easat-5835	154	3	spss27	spss27	PROPN
easat-5835	154	4	®	®	NOUN
easat-5835	154	5	software	software	NOUN
easat-5835	154	6	to	to	PART
easat-5835	154	7	correlate	correlate	VERB
easat-5835	154	8	the	the	DET
easat-5835	154	9	relationship	relationship	NOUN
easat-5835	154	10	between	between	ADP
easat-5835	154	11	each	each	DET
easat-5835	154	12	factor	factor	NOUN
easat-5835	154	13	and	and	CCONJ
easat-5835	154	14	satisfaction	satisfaction	NOUN
easat-5835	154	15	level	level	NOUN
easat-5835	154	16	(	(	PUNCT
easat-5835	154	17	sl	sl	NOUN
easat-5835	154	18	)	)	PUNCT
easat-5835	154	19	;	;	PUNCT
easat-5835	154	20	the	the	DET
easat-5835	154	21	results	result	NOUN
easat-5835	154	22	are	be	AUX
easat-5835	154	23	shown	show	VERB
easat-5835	154	24	in	in	ADP
easat-5835	154	25	table	table	NOUN
easat-5835	154	26	3	3	NUM
easat-5835	154	27	;	;	PUNCT
easat-5835	154	28	all	all	DET
easat-5835	154	29	the	the	DET
easat-5835	154	30	factors	factor	NOUN
easat-5835	154	31	strongly	strongly	ADV
easat-5835	154	32	correlate	correlate	VERB
easat-5835	154	33	with	with	ADP
easat-5835	154	34	sl	sl	NOUN
easat-5835	154	35	,	,	PUNCT
easat-5835	154	36	which	which	PRON
easat-5835	154	37	can	can	AUX
easat-5835	154	38	be	be	AUX
easat-5835	154	39	used	use	VERB
easat-5835	154	40	for	for	ADP
easat-5835	154	41	the	the	DET
easat-5835	154	42	subsequent	subsequent	ADJ
easat-5835	154	43	analysis	analysis	NOUN
easat-5835	154	44	.	.	PUNCT
easat-5835	155	1	𝜌	𝜌	X
easat-5835	155	2	=	=	SYM
easat-5835	155	3	1	1	NUM
easat-5835	155	4	−	−	NUM
easat-5835	155	5	6∑𝑑𝑖	6∑𝑑𝑖	NUM
easat-5835	155	6	2	2	NUM
easat-5835	155	7	𝑛(𝑛2−1	𝑛(𝑛2−1	PROPN
easat-5835	155	8	)	)	PUNCT
easat-5835	155	9	(	(	PUNCT
easat-5835	155	10	4	4	X
easat-5835	155	11	)	)	PUNCT
easat-5835	155	12	where	where	SCONJ
easat-5835	155	13	,	,	PUNCT
easat-5835	155	14	𝜌	𝜌	X
easat-5835	155	15	is	be	AUX
easat-5835	155	16	the	the	DET
easat-5835	155	17	spearman	spearman	NOUN
easat-5835	155	18	correlation	correlation	NOUN
easat-5835	155	19	coefficient	coefficient	NOUN
easat-5835	155	20	;	;	PUNCT
easat-5835	155	21	𝑑𝑖	𝑑𝑖	X
easat-5835	155	22	is	be	AUX
easat-5835	155	23	the	the	DET
easat-5835	155	24	rank	rank	NOUN
easat-5835	155	25	difference	difference	NOUN
easat-5835	155	26	for	for	ADP
easat-5835	155	27	each	each	DET
easat-5835	155	28	pair	pair	NOUN
easat-5835	155	29	of	of	ADP
easat-5835	155	30	observations	observation	NOUN
easat-5835	155	31	;	;	PUNCT
easat-5835	155	32	and	and	CCONJ
easat-5835	155	33	𝑛	𝑛	PROPN
easat-5835	155	34	is	be	AUX
easat-5835	155	35	the	the	DET
easat-5835	155	36	number	number	NOUN
easat-5835	155	37	of	of	ADP
easat-5835	155	38	observations	observation	NOUN
easat-5835	155	39	.	.	PUNCT
easat-5835	156	1	table	table	NOUN
easat-5835	156	2	3	3	NUM
easat-5835	156	3	.	.	X
easat-5835	156	4	result	result	NOUN
easat-5835	156	5	of	of	ADP
easat-5835	156	6	spearman	spearman	NOUN
easat-5835	156	7	correlation	correlation	NOUN
easat-5835	156	8	analysis	analysis	NOUN
easat-5835	156	9	.	.	PUNCT
easat-5835	157	1	i	i	PRON
easat-5835	157	2	d	d	NOUN
easat-5835	157	3	mean	mean	VERB
easat-5835	157	4	std	std	PROPN
easat-5835	157	5	.	.	PUNCT
easat-5835	157	6	correlation	correlation	NOUN
easat-5835	157	7	coefficient	coefficient	NOUN
easat-5835	157	8	(	(	PUNCT
easat-5835	157	9	math	math	NOUN
easat-5835	157	10	.	.	PUNCT
easat-5835	157	11	)	)	PUNCT
easat-5835	157	12	f1	f1	NOUN
easat-5835	157	13	3.718	3.718	NUM
easat-5835	158	1	1.270	1.270	NUM
easat-5835	158	2	0.565	0.565	NUM
easat-5835	158	3	*	*	PUNCT
easat-5835	158	4	*	*	PUNCT
easat-5835	158	5	f2	f2	PROPN
easat-5835	158	6	3.688	3.688	NUM
easat-5835	158	7	1.171	1.171	NUM
easat-5835	158	8	0.554	0.554	NUM
easat-5835	158	9	*	*	PUNCT
easat-5835	158	10	*	*	PUNCT
easat-5835	158	11	f3	f3	VERB
easat-5835	158	12	3.670	3.670	NUM
easat-5835	158	13	1.279	1.279	NUM
easat-5835	158	14	0.565	0.565	NUM
easat-5835	158	15	*	*	PUNCT
easat-5835	158	16	*	*	PUNCT
easat-5835	159	1	f4	f4	NUM
easat-5835	159	2	3.645	3.645	NUM
easat-5835	159	3	1.201	1.201	NUM
easat-5835	159	4	0.584	0.584	NUM
easat-5835	159	5	*	*	PUNCT
easat-5835	159	6	*	*	PUNCT
easat-5835	159	7	f5	f5	VERB
easat-5835	159	8	3.715	3.715	NUM
easat-5835	159	9	1.282	1.282	NUM
easat-5835	159	10	0.649	0.649	NUM
easat-5835	159	11	*	*	PUNCT
easat-5835	159	12	*	*	PUNCT
easat-5835	159	13	e1	e1	VERB
easat-5835	159	14	3.577	3.577	NUM
easat-5835	159	15	1.264	1.264	NUM
easat-5835	159	16	0.600	0.600	NUM
easat-5835	159	17	*	*	PUNCT
easat-5835	159	18	*	*	PUNCT
easat-5835	159	19	e2	e2	VERB
easat-5835	159	20	3.587	3.587	NUM
easat-5835	159	21	1.274	1.274	NUM
easat-5835	159	22	0.657	0.657	NUM
easat-5835	159	23	*	*	PUNCT
easat-5835	159	24	*	*	PUNCT
easat-5835	159	25	e3	e3	VERB
easat-5835	159	26	3.642	3.642	NUM
easat-5835	159	27	1.263	1.263	NUM
easat-5835	159	28	0.634	0.634	NUM
easat-5835	159	29	*	*	PUNCT
easat-5835	159	30	*	*	PROPN
easat-5835	159	31	e4	e4	PROPN
easat-5835	159	32	3.615	3.615	NUM
easat-5835	159	33	1.241	1.241	NUM
easat-5835	159	34	0.671	0.671	NUM
easat-5835	159	35	*	*	PUNCT
easat-5835	159	36	*	*	PUNCT
easat-5835	159	37	e5	e5	PROPN
easat-5835	159	38	3.539	3.539	NUM
easat-5835	159	39	1.276	1.276	NUM
easat-5835	159	40	0.662	0.662	NUM
easat-5835	159	41	*	*	PUNCT
easat-5835	159	42	*	*	PUNCT
easat-5835	159	43	s1	s1	NOUN
easat-5835	159	44	3.685	3.685	NUM
easat-5835	159	45	1.253	1.253	NUM
easat-5835	159	46	0.660	0.660	NUM
easat-5835	159	47	*	*	PUNCT
easat-5835	159	48	*	*	PUNCT
easat-5835	159	49	s2	s2	VERB
easat-5835	159	50	3.630	3.630	NUM
easat-5835	159	51	1.266	1.266	NUM
easat-5835	159	52	0.631	0.631	NUM
easat-5835	159	53	*	*	PUNCT
easat-5835	159	54	*	*	PUNCT
easat-5835	159	55	s3	s3	PROPN
easat-5835	159	56	3.594	3.594	NUM
easat-5835	159	57	1.275	1.275	NUM
easat-5835	159	58	0.673	0.673	NUM
easat-5835	159	59	*	*	PUNCT
easat-5835	159	60	*	*	PUNCT
easat-5835	159	61	s4	s4	PROPN
easat-5835	159	62	3.615	3.615	NUM
easat-5835	159	63	1.245	1.245	NUM
easat-5835	159	64	0.690	0.690	NUM
easat-5835	159	65	*	*	PUNCT
easat-5835	159	66	*	*	PROPN
easat-5835	159	67	s5	s5	PROPN
easat-5835	159	68	3.688	3.688	NUM
easat-5835	159	69	1.234	1.234	NUM
easat-5835	159	70	0.674	0.674	NUM
easat-5835	159	71	*	*	PUNCT
easat-5835	159	72	*	*	PROPN
easat-5835	159	73	c1	c1	PROPN
easat-5835	159	74	3.547	3.547	NUM
easat-5835	159	75	1.244	1.244	NUM
easat-5835	159	76	0.580	0.580	NUM
easat-5835	159	77	*	*	PUNCT
easat-5835	159	78	*	*	PUNCT
easat-5835	159	79	c2	c2	PROPN
easat-5835	159	80	3.678	3.678	NUM
easat-5835	159	81	1.194	1.194	NUM
easat-5835	159	82	0.550	0.550	NUM
easat-5835	159	83	*	*	PUNCT
easat-5835	159	84	*	*	PUNCT
easat-5835	159	85	c3	c3	PROPN
easat-5835	159	86	3.685	3.685	NUM
easat-5835	159	87	1.245	1.245	NUM
easat-5835	159	88	0.643	0.643	NUM
easat-5835	159	89	*	*	PUNCT
easat-5835	159	90	*	*	PUNCT
easat-5835	159	91	c4	c4	VERB
easat-5835	159	92	3.670	3.670	NUM
easat-5835	159	93	1.271	1.271	NUM
easat-5835	159	94	0.562	0.562	NUM
easat-5835	159	95	*	*	PUNCT
easat-5835	159	96	*	*	PUNCT
easat-5835	160	1	c5	c5	PROPN
easat-5835	160	2	3.773	3.773	NUM
easat-5835	160	3	1.199	1.199	NUM
easat-5835	160	4	0.562	0.562	NUM
easat-5835	160	5	*	*	PUNCT
easat-5835	160	6	*	*	PUNCT
easat-5835	160	7	note	note	NOUN
easat-5835	160	8	:	:	PUNCT
easat-5835	160	9	*	*	PUNCT
easat-5835	160	10	p<0.05	p<0.05	NOUN
easat-5835	160	11	*	*	PUNCT
easat-5835	160	12	*	*	PUNCT
easat-5835	160	13	p<0.01	p<0.01	PROPN
easat-5835	160	14	;	;	PUNCT
easat-5835	160	15	dependent	dependent	ADJ
easat-5835	160	16	variable	variable	NOUN
easat-5835	160	17	is	be	AUX
easat-5835	160	18	sl	sl	NOUN
easat-5835	160	19	.	.	PUNCT
easat-5835	160	20	4.2	4.2	NUM
easat-5835	160	21	.	.	PUNCT
easat-5835	161	1	construction	construction	NOUN
easat-5835	161	2	of	of	ADP
easat-5835	161	3	the	the	DET
easat-5835	161	4	initial	initial	ADJ
easat-5835	161	5	prediction	prediction	NOUN
easat-5835	161	6	model	model	NOUN
easat-5835	161	7	nine	nine	NUM
easat-5835	161	8	ml	ml	NOUN
easat-5835	161	9	models	model	NOUN
easat-5835	161	10	such	such	ADJ
easat-5835	161	11	as	as	ADP
easat-5835	161	12	adaboost	adaboost	ADJ
easat-5835	161	13	,	,	PUNCT
easat-5835	161	14	catboost	catboost	ADJ
easat-5835	161	15	,	,	PUNCT
easat-5835	161	16	xgboost	xgboost	ADV
easat-5835	161	17	,	,	PUNCT
easat-5835	161	18	rf	rf	PROPN
easat-5835	161	19	,	,	PUNCT
easat-5835	161	20	mlp	mlp	NOUN
easat-5835	161	21	,	,	PUNCT
easat-5835	161	22	and	and	CCONJ
easat-5835	161	23	lightgbm	lightgbm	ADJ
easat-5835	161	24	,	,	PUNCT
easat-5835	161	25	are	be	AUX
easat-5835	161	26	constructed	construct	VERB
easat-5835	161	27	,	,	PUNCT
easat-5835	161	28	and	and	CCONJ
easat-5835	161	29	the	the	DET
easat-5835	161	30	experimental	experimental	ADJ
easat-5835	161	31	environment	environment	NOUN
easat-5835	161	32	is	be	AUX
easat-5835	161	33	nvidia	nvidia	PROPN
easat-5835	161	34	geforce	geforce	NOUN
easat-5835	161	35	mx550	mx550	PROPN
easat-5835	161	36	and	and	CCONJ
easat-5835	161	37	12th	12th	ADJ
easat-5835	161	38	gen	gen	PROPN
easat-5835	161	39	intel	intel	PROPN
easat-5835	161	40	(	(	PUNCT
easat-5835	161	41	r	r	NOUN
easat-5835	161	42	)	)	PUNCT
easat-5835	161	43	core	core	NOUN
easat-5835	161	44	(	(	PUNCT
easat-5835	161	45	tm	tm	NOUN
easat-5835	161	46	)	)	PUNCT
easat-5835	161	47	i5	i5	PROPN
easat-5835	161	48	-	-	PUNCT
easat-5835	161	49	1235u	1235u	NUM
easat-5835	161	50	.	.	PUNCT
easat-5835	162	1	the	the	DET
easat-5835	162	2	code	code	NOUN
easat-5835	162	3	editor	editor	NOUN
easat-5835	162	4	used	use	VERB
easat-5835	162	5	in	in	ADP
easat-5835	162	6	this	this	DET
easat-5835	162	7	study	study	NOUN
easat-5835	162	8	is	be	AUX
easat-5835	162	9	visual	visual	ADJ
easat-5835	162	10	studio	studio	NOUN
easat-5835	162	11	code	code	PROPN
easat-5835	162	12	®	®	PROPN
easat-5835	162	13	,	,	PUNCT
easat-5835	162	14	which	which	PRON
easat-5835	162	15	is	be	AUX
easat-5835	162	16	widely	widely	ADV
easat-5835	162	17	used	use	VERB
easat-5835	162	18	to	to	PART
easat-5835	162	19	develop	develop	VERB
easat-5835	162	20	and	and	CCONJ
easat-5835	162	21	run	run	VERB
easat-5835	162	22	ml	ml	ADP
easat-5835	162	23	algorithms	algorithm	NOUN
easat-5835	162	24	,	,	PUNCT
easat-5835	162	25	supports	support	VERB
easat-5835	162	26	a	a	DET
easat-5835	162	27	wide	wide	ADJ
easat-5835	162	28	range	range	NOUN
easat-5835	162	29	of	of	ADP
easat-5835	162	30	programming	programming	NOUN
easat-5835	162	31	languages	language	NOUN
easat-5835	162	32	and	and	CCONJ
easat-5835	162	33	has	have	VERB
easat-5835	162	34	a	a	DET
easat-5835	162	35	rich	rich	ADJ
easat-5835	162	36	set	set	NOUN
easat-5835	162	37	of	of	ADP
easat-5835	162	38	2516	2516	NUM
easat-5835	162	39	edelweiss	edelweiss	PROPN
easat-5835	162	40	applied	apply	VERB
easat-5835	162	41	science	science	NOUN
easat-5835	162	42	and	and	CCONJ
easat-5835	162	43	technology	technology	NOUN
easat-5835	162	44	issn	issn	PROPN
easat-5835	162	45	:	:	PUNCT
easat-5835	162	46	2576	2576	NUM
easat-5835	162	47	-	-	SYM
easat-5835	162	48	8484	8484	NUM
easat-5835	162	49	vol	vol	NOUN
easat-5835	162	50	.	.	PROPN
easat-5835	163	1	9	9	NUM
easat-5835	163	2	,	,	PUNCT
easat-5835	163	3	no	no	INTJ
easat-5835	163	4	.	.	NOUN
easat-5835	164	1	3	3	NUM
easat-5835	164	2	:	:	SYM
easat-5835	164	3	2508	2508	NUM
easat-5835	164	4	-	-	SYM
easat-5835	164	5	2530	2530	NUM
easat-5835	164	6	,	,	PUNCT
easat-5835	164	7	2025	2025	NUM
easat-5835	164	8	doi	doi	NOUN
easat-5835	164	9	:	:	PUNCT
easat-5835	164	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	164	11	©	©	PROPN
easat-5835	164	12	2025	2025	NUM
easat-5835	164	13	by	by	ADP
easat-5835	164	14	the	the	DET
easat-5835	164	15	authors	author	NOUN
easat-5835	164	16	;	;	PUNCT
easat-5835	164	17	licensee	licensee	PROPN
easat-5835	164	18	learning	learn	VERB
easat-5835	164	19	gate	gate	PROPN
easat-5835	164	20	extension	extension	NOUN
easat-5835	164	21	libraries	library	NOUN
easat-5835	164	22	such	such	ADJ
easat-5835	164	23	as	as	ADP
easat-5835	164	24	python	python	PROPN
easat-5835	164	25	®	®	NOUN
easat-5835	164	26	,	,	PUNCT
easat-5835	164	27	jupyter	jupyter	ADJ
easat-5835	164	28	notebook	notebook	NOUN
easat-5835	164	29	®	®	PROPN
easat-5835	164	30	,	,	PUNCT
easat-5835	164	31	and	and	CCONJ
easat-5835	164	32	tensorflow	tensorflow	NOUN
easat-5835	164	33	®	®	NOUN
easat-5835	164	34	.	.	PUNCT
easat-5835	165	1	the	the	DET
easat-5835	165	2	selection	selection	NOUN
easat-5835	165	3	of	of	ADP
easat-5835	165	4	specific	specific	ADJ
easat-5835	165	5	ml	ml	NOUN
easat-5835	165	6	algorithms	algorithm	NOUN
easat-5835	165	7	in	in	ADP
easat-5835	165	8	this	this	DET
easat-5835	165	9	study	study	NOUN
easat-5835	165	10	is	be	AUX
easat-5835	165	11	mainly	mainly	ADV
easat-5835	165	12	based	base	VERB
easat-5835	165	13	on	on	ADP
easat-5835	165	14	their	their	PRON
easat-5835	165	15	advantages	advantage	NOUN
easat-5835	165	16	in	in	ADP
easat-5835	165	17	dealing	deal	VERB
easat-5835	165	18	with	with	ADP
easat-5835	165	19	nonlinear	nonlinear	ADJ
easat-5835	165	20	feature	feature	NOUN
easat-5835	165	21	relationships	relationship	NOUN
easat-5835	165	22	,	,	PUNCT
easat-5835	165	23	high	high	ADJ
easat-5835	165	24	-	-	PUNCT
easat-5835	165	25	dimensional	dimensional	ADJ
easat-5835	165	26	data	datum	NOUN
easat-5835	165	27	,	,	PUNCT
easat-5835	165	28	and	and	CCONJ
easat-5835	165	29	feature	feature	NOUN
easat-5835	165	30	significance	significance	NOUN
easat-5835	165	31	interpretation	interpretation	NOUN
easat-5835	165	32	while	while	SCONJ
easat-5835	165	33	considering	consider	VERB
easat-5835	165	34	their	their	PRON
easat-5835	165	35	computational	computational	ADJ
easat-5835	165	36	efficiency	efficiency	NOUN
easat-5835	165	37	and	and	CCONJ
easat-5835	165	38	applicability	applicability	NOUN
easat-5835	165	39	.	.	PUNCT
easat-5835	166	1	the	the	DET
easat-5835	166	2	model	model	NOUN
easat-5835	166	3	evaluation	evaluation	NOUN
easat-5835	166	4	indicators	indicator	NOUN
easat-5835	166	5	are	be	AUX
easat-5835	166	6	selected	select	VERB
easat-5835	166	7	in	in	ADP
easat-5835	166	8	equations	equation	NOUN
easat-5835	166	9	4	4	NUM
easat-5835	166	10	to	to	PART
easat-5835	166	11	7	7	NUM
easat-5835	166	12	[	[	X
easat-5835	166	13	39	39	NUM
easat-5835	166	14	]	]	PUNCT
easat-5835	166	15	.	.	PUNCT
easat-5835	167	1	accuracy	accuracy	NOUN
easat-5835	167	2	is	be	AUX
easat-5835	167	3	the	the	DET
easat-5835	167	4	proportion	proportion	NOUN
easat-5835	167	5	of	of	ADP
easat-5835	167	6	samples	sample	NOUN
easat-5835	167	7	with	with	ADP
easat-5835	167	8	correct	correct	ADJ
easat-5835	167	9	prediction	prediction	NOUN
easat-5835	167	10	results	result	NOUN
easat-5835	167	11	to	to	ADP
easat-5835	167	12	the	the	DET
easat-5835	167	13	total	total	ADJ
easat-5835	167	14	samples	sample	NOUN
easat-5835	167	15	;	;	PUNCT
easat-5835	167	16	the	the	PRON
easat-5835	167	17	higher	high	ADJ
easat-5835	167	18	the	the	DET
easat-5835	167	19	accuracy	accuracy	NOUN
easat-5835	167	20	,	,	PUNCT
easat-5835	167	21	the	the	DET
easat-5835	167	22	better	well	ADJ
easat-5835	167	23	.	.	PUNCT
easat-5835	168	1	precision	precision	NOUN
easat-5835	168	2	is	be	AUX
easat-5835	168	3	the	the	DET
easat-5835	168	4	proportion	proportion	NOUN
easat-5835	168	5	of	of	ADP
easat-5835	168	6	results	result	NOUN
easat-5835	168	7	with	with	ADP
easat-5835	168	8	optimistic	optimistic	ADJ
easat-5835	168	9	predictions	prediction	NOUN
easat-5835	168	10	that	that	PRON
easat-5835	168	11	are	be	AUX
easat-5835	168	12	positive	positive	ADJ
easat-5835	168	13	samples	sample	NOUN
easat-5835	168	14	;	;	PUNCT
easat-5835	168	15	the	the	PRON
easat-5835	168	16	higher	high	ADJ
easat-5835	168	17	,	,	PUNCT
easat-5835	168	18	the	the	PRON
easat-5835	168	19	better	well	ADJ
easat-5835	168	20	for	for	ADP
easat-5835	168	21	this	this	DET
easat-5835	168	22	metric	metric	NOUN
easat-5835	168	23	.	.	PUNCT
easat-5835	169	1	recall	recall	PROPN
easat-5835	169	2	is	be	AUX
easat-5835	169	3	the	the	DET
easat-5835	169	4	proportion	proportion	NOUN
easat-5835	169	5	of	of	ADP
easat-5835	169	6	positive	positive	ADJ
easat-5835	169	7	samples	sample	NOUN
easat-5835	169	8	that	that	PRON
easat-5835	169	9	are	be	AUX
easat-5835	169	10	positive	positive	ADJ
easat-5835	169	11	.	.	PUNCT
easat-5835	170	1	the	the	PRON
easat-5835	170	2	higher	high	ADJ
easat-5835	170	3	the	the	DET
easat-5835	170	4	recall	recall	NOUN
easat-5835	170	5	,	,	PUNCT
easat-5835	170	6	the	the	PRON
easat-5835	170	7	better	well	ADJ
easat-5835	170	8	;	;	PUNCT
easat-5835	170	9	the	the	DET
easat-5835	170	10	f1	f1	NOUN
easat-5835	170	11	-	-	PUNCT
easat-5835	170	12	score	score	NOUN
easat-5835	170	13	is	be	AUX
easat-5835	170	14	a	a	DET
easat-5835	170	15	comprehensive	comprehensive	ADJ
easat-5835	170	16	evaluation	evaluation	NOUN
easat-5835	170	17	index	index	NOUN
easat-5835	170	18	that	that	PRON
easat-5835	170	19	combines	combine	VERB
easat-5835	170	20	precision	precision	NOUN
easat-5835	170	21	and	and	CCONJ
easat-5835	170	22	recall	recall	NOUN
easat-5835	170	23	;	;	PUNCT
easat-5835	170	24	it	it	PRON
easat-5835	170	25	is	be	AUX
easat-5835	170	26	the	the	DET
easat-5835	170	27	harmonic	harmonic	ADJ
easat-5835	170	28	mean	mean	NOUN
easat-5835	170	29	of	of	ADP
easat-5835	170	30	precision	precision	NOUN
easat-5835	170	31	and	and	CCONJ
easat-5835	170	32	recall	recall	NOUN
easat-5835	170	33	.	.	PUNCT
easat-5835	171	1	accuracy	accuracy	NOUN
easat-5835	171	2	=	=	SYM
easat-5835	171	3	𝑇𝑃	𝑇𝑃	PROPN
easat-5835	171	4	+	+	CCONJ
easat-5835	171	5	𝑇𝑁	𝑇𝑁	PROPN
easat-5835	171	6	𝑇𝑃	𝑇𝑃	PROPN
easat-5835	171	7	+	+	CCONJ
easat-5835	171	8	𝑇𝑁	𝑇𝑁	PROPN
easat-5835	171	9	+	+	NUM
easat-5835	171	10	𝐹𝑃	𝐹𝑃	NOUN
easat-5835	172	1	+	+	CCONJ
easat-5835	172	2	𝐹𝑁	𝐹𝑁	PROPN
easat-5835	172	3	(	(	PUNCT
easat-5835	172	4	5	5	NUM
easat-5835	172	5	)	)	PUNCT
easat-5835	172	6	precision	precision	NOUN
easat-5835	172	7	=	=	SYM
easat-5835	172	8	𝑇𝑃	𝑇𝑃	PROPN
easat-5835	172	9	𝑇𝑃	𝑇𝑃	PROPN
easat-5835	172	10	+	+	CCONJ
easat-5835	172	11	𝐹𝑃	𝐹𝑃	PROPN
easat-5835	172	12	(	(	PUNCT
easat-5835	172	13	6	6	NUM
easat-5835	172	14	)	)	PUNCT
easat-5835	172	15	recall	recall	NOUN
easat-5835	173	1	=	=	SYM
easat-5835	173	2	𝑇𝑃	𝑇𝑃	NOUN
easat-5835	173	3	𝑇𝑃	𝑇𝑃	PROPN
easat-5835	173	4	+	+	CCONJ
easat-5835	173	5	𝐹𝑁	𝐹𝑁	PROPN
easat-5835	173	6	(	(	PUNCT
easat-5835	173	7	7	7	NUM
easat-5835	173	8	)	)	PUNCT
easat-5835	173	9	f1	f1	NOUN
easat-5835	173	10	-	-	PUNCT
easat-5835	173	11	score	score	NOUN
easat-5835	173	12	=	=	SYM
easat-5835	173	13	2	2	NUM
easat-5835	173	14	⋅	⋅	PROPN
easat-5835	173	15	precision	precision	NOUN
easat-5835	173	16	⋅	⋅	PROPN
easat-5835	173	17	recall	recall	PROPN
easat-5835	173	18	precision	precision	NOUN
easat-5835	173	19	+	+	CCONJ
easat-5835	173	20	recall	recall	NOUN
easat-5835	173	21	(	(	PUNCT
easat-5835	173	22	8)	8)	NUM
easat-5835	173	23	where	where	SCONJ
easat-5835	173	24	,	,	PUNCT
easat-5835	173	25	𝑇𝑃	𝑇𝑃	PROPN
easat-5835	173	26	stands	stand	VERB
easat-5835	173	27	for	for	ADP
easat-5835	173	28	true	true	ADJ
easat-5835	173	29	positives	positive	NOUN
easat-5835	173	30	,	,	PUNCT
easat-5835	173	31	𝑇𝑁	𝑇𝑁	PROPN
easat-5835	173	32	stands	stand	VERB
easat-5835	173	33	for	for	ADP
easat-5835	173	34	true	true	ADJ
easat-5835	173	35	negatives	negative	NOUN
easat-5835	173	36	,	,	PUNCT
easat-5835	173	37	𝐹𝑃	𝐹𝑃	PROPN
easat-5835	173	38	stands	stand	VERB
easat-5835	173	39	for	for	ADP
easat-5835	173	40	false	false	ADJ
easat-5835	173	41	positives	positive	NOUN
easat-5835	173	42	and	and	CCONJ
easat-5835	173	43	𝐹𝑁	𝐹𝑁	PROPN
easat-5835	173	44	stands	stand	VERB
easat-5835	173	45	for	for	ADP
easat-5835	173	46	false	false	ADJ
easat-5835	173	47	negatives	negative	NOUN
easat-5835	173	48	.	.	PUNCT
easat-5835	174	1	figure	figure	VERB
easat-5835	174	2	4	4	NUM
easat-5835	174	3	.	.	PUNCT
easat-5835	175	1	five	five	NUM
easat-5835	175	2	-	-	ADJ
easat-5835	175	3	fold	fold	ADJ
easat-5835	175	4	cross	cross	NOUN
easat-5835	175	5	-	-	NOUN
easat-5835	175	6	validation	validation	NOUN
easat-5835	175	7	.	.	PUNCT
easat-5835	176	1	the	the	DET
easat-5835	176	2	optimal	optimal	ADJ
easat-5835	176	3	hyperparameters	hyperparameter	NOUN
easat-5835	176	4	of	of	ADP
easat-5835	176	5	each	each	DET
easat-5835	176	6	ml	ml	NOUN
easat-5835	176	7	model	model	NOUN
easat-5835	176	8	are	be	AUX
easat-5835	176	9	obtained	obtain	VERB
easat-5835	176	10	(	(	PUNCT
easat-5835	176	11	see	see	VERB
easat-5835	176	12	figure	figure	NOUN
easat-5835	176	13	4	4	NUM
easat-5835	176	14	)	)	PUNCT
easat-5835	177	1	[	[	X
easat-5835	177	2	40	40	NUM
easat-5835	177	3	]	]	PUNCT
easat-5835	177	4	.	.	PUNCT
easat-5835	178	1	in	in	ADP
easat-5835	178	2	the	the	DET
easat-5835	178	3	preprocessing	preprocessing	NOUN
easat-5835	178	4	of	of	ADP
easat-5835	178	5	the	the	DET
easat-5835	178	6	ml	ml	NOUN
easat-5835	178	7	algorithms	algorithm	NOUN
easat-5835	178	8	,	,	PUNCT
easat-5835	178	9	all	all	DET
easat-5835	178	10	ml	ml	NOUN
easat-5835	178	11	algorithms	algorithm	NOUN
easat-5835	178	12	were	be	AUX
easat-5835	178	13	“	"	PUNCT
easat-5835	178	14	iterative	iterative	NOUN
easat-5835	178	15	”	"	PUNCT
easat-5835	178	16	by	by	ADP
easat-5835	178	17	selecting	select	VERB
easat-5835	178	18	similar	similar	ADJ
easat-5835	178	19	datasets	dataset	NOUN
easat-5835	178	20	;	;	PUNCT
easat-5835	178	21	then	then	ADV
easat-5835	178	22	,	,	PUNCT
easat-5835	178	23	the	the	DET
easat-5835	178	24	hyperparameters	hyperparameter	NOUN
easat-5835	178	25	were	be	AUX
easat-5835	178	26	adjusted	adjust	VERB
easat-5835	178	27	to	to	PART
easat-5835	178	28	obtain	obtain	VERB
easat-5835	178	29	the	the	DET
easat-5835	178	30	best	good	ADJ
easat-5835	178	31	prediction	prediction	NOUN
easat-5835	178	32	results	result	NOUN
easat-5835	178	33	for	for	ADP
easat-5835	178	34	each	each	DET
easat-5835	178	35	ml	ml	X
easat-5835	178	36	method	method	NOUN
easat-5835	178	37	chosen	choose	VERB
easat-5835	178	38	.	.	PUNCT
easat-5835	179	1	finally	finally	ADV
easat-5835	179	2	,	,	PUNCT
easat-5835	179	3	table	table	NOUN
easat-5835	179	4	4	4	NUM
easat-5835	179	5	illustrates	illustrate	VERB
easat-5835	179	6	the	the	DET
easat-5835	179	7	information	information	NOUN
easat-5835	179	8	about	about	ADP
easat-5835	179	9	the	the	DET
easat-5835	179	10	hyperparameters	hyperparameter	NOUN
easat-5835	179	11	used	use	VERB
easat-5835	179	12	to	to	PART
easat-5835	179	13	regulate	regulate	VERB
easat-5835	179	14	the	the	DET
easat-5835	179	15	ml	ml	NOUN
easat-5835	179	16	algorithm	algorithm	NOUN
easat-5835	179	17	.	.	PUNCT
easat-5835	180	1	particle	particle	NOUN
easat-5835	180	2	swarm	swarm	NOUN
easat-5835	180	3	optimization	optimization	NOUN
easat-5835	180	4	(	(	PUNCT
easat-5835	180	5	pso	pso	NOUN
easat-5835	180	6	)	)	PUNCT
easat-5835	180	7	is	be	AUX
easat-5835	180	8	an	an	DET
easat-5835	180	9	optimization	optimization	NOUN
easat-5835	180	10	algorithm	algorithm	NOUN
easat-5835	180	11	based	base	VERB
easat-5835	180	12	on	on	ADP
easat-5835	180	13	group	group	NOUN
easat-5835	180	14	intelligence	intelligence	NOUN
easat-5835	180	15	,	,	PUNCT
easat-5835	180	16	proposed	propose	VERB
easat-5835	180	17	by	by	ADP
easat-5835	180	18	marini	marini	NOUN
easat-5835	180	19	and	and	CCONJ
easat-5835	180	20	walczak	walczak	ADJ
easat-5835	180	21	[	[	X
easat-5835	180	22	41	41	NUM
easat-5835	180	23	]	]	PUNCT
easat-5835	180	24	.	.	PUNCT
easat-5835	181	1	it	it	PRON
easat-5835	181	2	simulates	simulate	VERB
easat-5835	181	3	the	the	DET
easat-5835	181	4	behavior	behavior	NOUN
easat-5835	181	5	of	of	ADP
easat-5835	181	6	groups	group	NOUN
easat-5835	181	7	of	of	ADP
easat-5835	181	8	birds	bird	NOUN
easat-5835	181	9	,	,	PUNCT
easat-5835	181	10	fish	fish	NOUN
easat-5835	181	11	,	,	PUNCT
easat-5835	181	12	etc	etc	X
easat-5835	181	13	.	.	X
easat-5835	181	14	,	,	PUNCT
easat-5835	181	15	when	when	SCONJ
easat-5835	181	16	2517	2517	NUM
easat-5835	181	17	edelweiss	edelweiss	PROPN
easat-5835	181	18	applied	apply	VERB
easat-5835	181	19	science	science	NOUN
easat-5835	181	20	and	and	CCONJ
easat-5835	181	21	technology	technology	NOUN
easat-5835	181	22	issn	issn	PROPN
easat-5835	181	23	:	:	PUNCT
easat-5835	181	24	2576	2576	NUM
easat-5835	181	25	-	-	SYM
easat-5835	181	26	8484	8484	NUM
easat-5835	181	27	vol	vol	NOUN
easat-5835	181	28	.	.	PROPN
easat-5835	182	1	9	9	NUM
easat-5835	182	2	,	,	PUNCT
easat-5835	182	3	no	no	INTJ
easat-5835	182	4	.	.	NOUN
easat-5835	183	1	3	3	NUM
easat-5835	183	2	:	:	SYM
easat-5835	183	3	2508	2508	NUM
easat-5835	183	4	-	-	SYM
easat-5835	183	5	2530	2530	NUM
easat-5835	183	6	,	,	PUNCT
easat-5835	183	7	2025	2025	NUM
easat-5835	183	8	doi	doi	NOUN
easat-5835	183	9	:	:	PUNCT
easat-5835	183	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	183	11	©	©	PROPN
easat-5835	183	12	2025	2025	NUM
easat-5835	183	13	by	by	ADP
easat-5835	183	14	the	the	DET
easat-5835	183	15	authors	author	NOUN
easat-5835	183	16	;	;	PUNCT
easat-5835	183	17	licensee	licensee	PROPN
easat-5835	183	18	learning	learn	VERB
easat-5835	183	19	gate	gate	NOUN
easat-5835	183	20	searching	search	VERB
easat-5835	183	21	for	for	ADP
easat-5835	183	22	food	food	NOUN
easat-5835	183	23	and	and	CCONJ
easat-5835	183	24	searches	search	NOUN
easat-5835	183	25	for	for	ADP
easat-5835	183	26	optimal	optimal	ADJ
easat-5835	183	27	solutions	solution	NOUN
easat-5835	183	28	through	through	ADP
easat-5835	183	29	information	information	NOUN
easat-5835	183	30	sharing	share	VERB
easat-5835	183	31	among	among	ADP
easat-5835	183	32	individuals	individual	NOUN
easat-5835	183	33	.	.	PUNCT
easat-5835	184	1	the	the	DET
easat-5835	184	2	basic	basic	ADJ
easat-5835	184	3	formula	formula	NOUN
easat-5835	184	4	is	be	AUX
easat-5835	184	5	as	as	SCONJ
easat-5835	184	6	follows	follow	VERB
easat-5835	184	7	[	[	X
easat-5835	184	8	42	42	NUM
easat-5835	184	9	]	]	X
easat-5835	184	10	:	:	PUNCT
easat-5835	184	11	(	(	PUNCT
easat-5835	184	12	1	1	X
easat-5835	184	13	)	)	PUNCT
easat-5835	184	14	speed	speed	NOUN
easat-5835	184	15	update	update	NOUN
easat-5835	184	16	formula	formula	NOUN
easat-5835	184	17	𝑣𝑖(𝑡	𝑣𝑖(𝑡	NUM
easat-5835	184	18	+	+	SYM
easat-5835	184	19	1	1	X
easat-5835	184	20	)	)	PUNCT
easat-5835	184	21	=	=	PUNCT
easat-5835	184	22	𝑤	𝑤	ADP
easat-5835	184	23	⋅	⋅	NOUN
easat-5835	184	24	𝑣𝑖(𝑡	𝑣𝑖(𝑡	NUM
easat-5835	184	25	)	)	PUNCT
easat-5835	185	1	+	+	CCONJ
easat-5835	185	2	𝑐1	𝑐1	NOUN
easat-5835	185	3	⋅	⋅	PROPN
easat-5835	185	4	𝑟1	𝑟1	PROPN
easat-5835	185	5	⋅	⋅	X
easat-5835	185	6	(	(	PUNCT
easat-5835	185	7	𝑝𝑖	𝑝𝑖	NOUN
easat-5835	185	8	best	good	ADJ
easat-5835	185	9	−	−	NOUN
easat-5835	185	10	𝑥𝑖(𝑡	𝑥𝑖(𝑡	PUNCT
easat-5835	185	11	)	)	PUNCT
easat-5835	185	12	)	)	PUNCT
easat-5835	186	1	+	+	NUM
easat-5835	186	2	𝑐2	𝑐2	NOUN
easat-5835	186	3	⋅	⋅	ADJ
easat-5835	186	4	𝑟2	𝑟2	PROPN
easat-5835	186	5	⋅	⋅	X
easat-5835	186	6	(	(	PUNCT
easat-5835	186	7	𝑔best	𝑔best	VERB
easat-5835	186	8	−	−	NOUN
easat-5835	186	9	𝑥𝑖(𝑡	𝑥𝑖(𝑡	PUNCT
easat-5835	186	10	)	)	PUNCT
easat-5835	186	11	)	)	PUNCT
easat-5835	186	12	(	(	PUNCT
easat-5835	186	13	9	9	X
easat-5835	186	14	)	)	PUNCT
easat-5835	186	15	(	(	PUNCT
easat-5835	186	16	2	2	X
easat-5835	186	17	)	)	PUNCT
easat-5835	186	18	position	position	NOUN
easat-5835	186	19	update	update	NOUN
easat-5835	186	20	formula	formula	NOUN
easat-5835	186	21	𝑥𝑖(𝑡	𝑥𝑖(𝑡	NUM
easat-5835	186	22	+	+	NUM
easat-5835	186	23	1	1	X
easat-5835	186	24	)	)	PUNCT
easat-5835	186	25	=	=	NOUN
easat-5835	186	26	𝑥𝑖(𝑡	𝑥𝑖(𝑡	PUNCT
easat-5835	186	27	)	)	PUNCT
easat-5835	187	1	+	+	NUM
easat-5835	187	2	𝑣𝑖(𝑡	𝑣𝑖(𝑡	NUM
easat-5835	187	3	+	+	SYM
easat-5835	187	4	1	1	NUM
easat-5835	187	5	)	)	PUNCT
easat-5835	187	6	(	(	PUNCT
easat-5835	187	7	10	10	NUM
easat-5835	187	8	)	)	PUNCT
easat-5835	187	9	where	where	SCONJ
easat-5835	187	10	,	,	PUNCT
easat-5835	187	11	𝑣𝑖(𝑡	𝑣𝑖(𝑡	NUM
easat-5835	187	12	)	)	PUNCT
easat-5835	187	13	is	be	AUX
easat-5835	187	14	the	the	DET
easat-5835	187	15	velocity	velocity	NOUN
easat-5835	187	16	of	of	ADP
easat-5835	187	17	particle	particle	NOUN
easat-5835	187	18	𝑖	𝑖	X
easat-5835	187	19	at	at	ADP
easat-5835	187	20	time	time	NOUN
easat-5835	187	21	𝑡	𝑡	NOUN
easat-5835	187	22	;	;	PUNCT
easat-5835	187	23	𝑥𝑖(𝑡	𝑥𝑖(𝑡	NUM
easat-5835	187	24	)	)	PUNCT
easat-5835	187	25	is	be	AUX
easat-5835	187	26	the	the	DET
easat-5835	187	27	position	position	NOUN
easat-5835	187	28	of	of	ADP
easat-5835	187	29	particle	particle	NOUN
easat-5835	187	30	𝑖	𝑖	X
easat-5835	187	31	at	at	ADP
easat-5835	187	32	time	time	NOUN
easat-5835	187	33	𝑡	𝑡	NOUN
easat-5835	187	34	;	;	PUNCT
easat-5835	187	35	𝑤	𝑤	X
easat-5835	187	36	is	be	AUX
easat-5835	187	37	the	the	DET
easat-5835	187	38	inertia	inertia	NOUN
easat-5835	187	39	weight	weight	NOUN
easat-5835	187	40	;	;	PUNCT
easat-5835	187	41	𝑐1	𝑐1	NOUN
easat-5835	187	42	and	and	CCONJ
easat-5835	187	43	𝑐2	𝑐2	NOUN
easat-5835	187	44	are	be	AUX
easat-5835	187	45	the	the	DET
easat-5835	187	46	acceleration	acceleration	NOUN
easat-5835	187	47	constants	constant	NOUN
easat-5835	187	48	;	;	PUNCT
easat-5835	187	49	𝑟1	𝑟1	NOUN
easat-5835	187	50	and	and	CCONJ
easat-5835	187	51	𝑟2	𝑟2	NOUN
easat-5835	187	52	are	be	AUX
easat-5835	187	53	random	random	ADJ
easat-5835	187	54	numbers	number	NOUN
easat-5835	187	55	between	between	ADP
easat-5835	187	56	[	[	X
easat-5835	187	57	0	0	NUM
easat-5835	187	58	,	,	PUNCT
easat-5835	187	59	1	1	NUM
easat-5835	187	60	]	]	PUNCT
easat-5835	187	61	;	;	PUNCT
easat-5835	187	62	𝑝𝑖	𝑝𝑖	X
easat-5835	187	63	best	good	ADJ
easat-5835	187	64	is	be	AUX
easat-5835	187	65	the	the	DET
easat-5835	187	66	historical	historical	ADJ
easat-5835	187	67	best	good	ADJ
easat-5835	187	68	position	position	NOUN
easat-5835	187	69	of	of	ADP
easat-5835	187	70	particle	particle	NOUN
easat-5835	187	71	𝑖	𝑖	SYM
easat-5835	187	72	;	;	PUNCT
easat-5835	187	73	𝑔best	𝑔best	NOUN
easat-5835	187	74	is	be	AUX
easat-5835	187	75	the	the	DET
easat-5835	187	76	global	global	ADJ
easat-5835	187	77	best	good	ADJ
easat-5835	187	78	position	position	NOUN
easat-5835	187	79	.	.	PUNCT
easat-5835	188	1	figure	figure	NOUN
easat-5835	188	2	5	5	NUM
easat-5835	188	3	.	.	PUNCT
easat-5835	189	1	particle	particle	NOUN
easat-5835	189	2	swarm	swarm	NOUN
easat-5835	189	3	optimization	optimization	NOUN
easat-5835	189	4	schematic	schematic	ADJ
easat-5835	189	5	.	.	PUNCT
easat-5835	190	1	as	as	SCONJ
easat-5835	190	2	indicated	indicate	VERB
easat-5835	190	3	in	in	ADP
easat-5835	190	4	figure	figure	NOUN
easat-5835	190	5	5	5	NUM
easat-5835	190	6	,	,	PUNCT
easat-5835	190	7	it	it	PRON
easat-5835	190	8	works	work	VERB
easat-5835	190	9	as	as	SCONJ
easat-5835	190	10	follows	follow	VERB
easat-5835	190	11	:	:	PUNCT
easat-5835	190	12	(	(	PUNCT
easat-5835	190	13	1	1	NUM
easat-5835	190	14	)	)	PUNCT
easat-5835	190	15	.	.	PUNCT
easat-5835	191	1	randomly	randomly	ADV
easat-5835	191	2	initialize	initialize	VERB
easat-5835	191	3	the	the	DET
easat-5835	191	4	position	position	NOUN
easat-5835	191	5	and	and	CCONJ
easat-5835	191	6	velocity	velocity	NOUN
easat-5835	191	7	of	of	ADP
easat-5835	191	8	the	the	DET
easat-5835	191	9	particles	particle	NOUN
easat-5835	191	10	.	.	PUNCT
easat-5835	192	1	(	(	PUNCT
easat-5835	192	2	2	2	NUM
easat-5835	192	3	)	)	PUNCT
easat-5835	192	4	.	.	PUNCT
easat-5835	193	1	calculate	calculate	VERB
easat-5835	193	2	the	the	DET
easat-5835	193	3	fitness	fitness	NOUN
easat-5835	193	4	value	value	NOUN
easat-5835	193	5	of	of	ADP
easat-5835	193	6	each	each	DET
easat-5835	193	7	particle	particle	NOUN
easat-5835	193	8	.	.	PUNCT
easat-5835	194	1	(	(	PUNCT
easat-5835	194	2	3	3	NUM
easat-5835	194	3	)	)	PUNCT
easat-5835	194	4	.	.	PUNCT
easat-5835	195	1	update	update	VERB
easat-5835	195	2	each	each	DET
easat-5835	195	3	particle	particle	NOUN
easat-5835	195	4	's	's	PART
easat-5835	195	5	historical	historical	ADJ
easat-5835	195	6	(	(	PUNCT
easat-5835	195	7	individual	individual	ADJ
easat-5835	195	8	best	good	ADJ
easat-5835	195	9	position	position	NOUN
easat-5835	195	10	)	)	PUNCT
easat-5835	195	11	.	.	PUNCT
easat-5835	196	1	(	(	PUNCT
easat-5835	196	2	4	4	NUM
easat-5835	196	3	)	)	PUNCT
easat-5835	196	4	.	.	PUNCT
easat-5835	197	1	update	update	VERB
easat-5835	197	2	the	the	DET
easat-5835	197	3	global	global	ADJ
easat-5835	197	4	(	(	PUNCT
easat-5835	197	5	population	population	NOUN
easat-5835	197	6	best	good	ADJ
easat-5835	197	7	)	)	PUNCT
easat-5835	197	8	position	position	NOUN
easat-5835	197	9	.	.	PUNCT
easat-5835	198	1	(	(	PUNCT
easat-5835	198	2	5	5	NUM
easat-5835	198	3	)	)	PUNCT
easat-5835	198	4	.	.	PUNCT
easat-5835	199	1	update	update	VERB
easat-5835	199	2	the	the	DET
easat-5835	199	3	velocity	velocity	NOUN
easat-5835	199	4	and	and	CCONJ
easat-5835	199	5	position	position	NOUN
easat-5835	199	6	of	of	ADP
easat-5835	199	7	each	each	DET
easat-5835	199	8	particle	particle	NOUN
easat-5835	199	9	according	accord	VERB
easat-5835	199	10	to	to	ADP
easat-5835	199	11	the	the	DET
easat-5835	199	12	velocity	velocity	NOUN
easat-5835	199	13	and	and	CCONJ
easat-5835	199	14	position	position	NOUN
easat-5835	199	15	update	update	NOUN
easat-5835	199	16	formula	formula	NOUN
easat-5835	199	17	.	.	PUNCT
easat-5835	200	1	(	(	PUNCT
easat-5835	200	2	6	6	NUM
easat-5835	200	3	)	)	PUNCT
easat-5835	200	4	.	.	PUNCT
easat-5835	201	1	stop	stop	VERB
easat-5835	201	2	when	when	SCONJ
easat-5835	201	3	the	the	DET
easat-5835	201	4	maximum	maximum	ADJ
easat-5835	201	5	number	number	NOUN
easat-5835	201	6	of	of	ADP
easat-5835	201	7	iterations	iteration	NOUN
easat-5835	201	8	is	be	AUX
easat-5835	201	9	reached	reach	VERB
easat-5835	201	10	,	,	PUNCT
easat-5835	201	11	or	or	CCONJ
easat-5835	201	12	accuracy	accuracy	NOUN
easat-5835	201	13	requirements	requirement	NOUN
easat-5835	201	14	are	be	AUX
easat-5835	201	15	met	meet	VERB
easat-5835	201	16	.	.	PUNCT
easat-5835	202	1	the	the	DET
easat-5835	202	2	flock	flock	NOUN
easat-5835	202	3	is	be	AUX
easat-5835	202	4	composed	compose	VERB
easat-5835	202	5	of	of	ADP
easat-5835	202	6	multiple	multiple	ADJ
easat-5835	202	7	particles	particle	NOUN
easat-5835	202	8	,	,	PUNCT
easat-5835	202	9	each	each	PRON
easat-5835	202	10	representing	represent	VERB
easat-5835	202	11	a	a	DET
easat-5835	202	12	potential	potential	ADJ
easat-5835	202	13	solution	solution	NOUN
easat-5835	202	14	.	.	PUNCT
easat-5835	203	1	each	each	DET
easat-5835	203	2	particle	particle	NOUN
easat-5835	203	3	has	have	VERB
easat-5835	203	4	a	a	DET
easat-5835	203	5	position	position	NOUN
easat-5835	203	6	and	and	CCONJ
easat-5835	203	7	velocity	velocity	NOUN
easat-5835	203	8	for	for	ADP
easat-5835	203	9	moving	move	VERB
easat-5835	203	10	in	in	ADP
easat-5835	203	11	the	the	DET
easat-5835	203	12	search	search	NOUN
easat-5835	203	13	space	space	NOUN
easat-5835	203	14	,	,	PUNCT
easat-5835	203	15	and	and	CCONJ
easat-5835	203	16	the	the	DET
easat-5835	203	17	fitness	fitness	NOUN
easat-5835	203	18	function	function	NOUN
easat-5835	203	19	evaluates	evaluate	VERB
easat-5835	203	20	the	the	DET
easat-5835	203	21	merit	merit	NOUN
easat-5835	203	22	of	of	ADP
easat-5835	203	23	each	each	DET
easat-5835	203	24	particle	particle	NOUN
easat-5835	203	25	's	's	PART
easat-5835	203	26	position	position	NOUN
easat-5835	203	27	(	(	PUNCT
easat-5835	203	28	solution	solution	NOUN
easat-5835	203	29	)	)	PUNCT
easat-5835	203	30	.	.	PUNCT
easat-5835	204	1	2518	2518	NUM
easat-5835	204	2	edelweiss	edelweiss	PROPN
easat-5835	204	3	applied	apply	VERB
easat-5835	204	4	science	science	NOUN
easat-5835	204	5	and	and	CCONJ
easat-5835	204	6	technology	technology	NOUN
easat-5835	204	7	issn	issn	PROPN
easat-5835	204	8	:	:	PUNCT
easat-5835	204	9	2576	2576	NUM
easat-5835	204	10	-	-	SYM
easat-5835	204	11	8484	8484	NUM
easat-5835	204	12	vol	vol	NOUN
easat-5835	204	13	.	.	PROPN
easat-5835	205	1	9	9	NUM
easat-5835	205	2	,	,	PUNCT
easat-5835	205	3	no	no	INTJ
easat-5835	205	4	.	.	NOUN
easat-5835	206	1	3	3	NUM
easat-5835	206	2	:	:	SYM
easat-5835	206	3	2508	2508	NUM
easat-5835	206	4	-	-	SYM
easat-5835	206	5	2530	2530	NUM
easat-5835	206	6	,	,	PUNCT
easat-5835	206	7	2025	2025	NUM
easat-5835	206	8	doi	doi	NOUN
easat-5835	206	9	:	:	PUNCT
easat-5835	206	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	206	11	©	©	PROPN
easat-5835	206	12	2025	2025	NUM
easat-5835	206	13	by	by	ADP
easat-5835	206	14	the	the	DET
easat-5835	206	15	authors	author	NOUN
easat-5835	206	16	;	;	PUNCT
easat-5835	206	17	licensee	licensee	PROPN
easat-5835	206	18	learning	learn	VERB
easat-5835	206	19	gate	gate	NOUN
easat-5835	206	20	table	table	NOUN
easat-5835	206	21	4	4	NUM
easat-5835	206	22	.	.	PUNCT
easat-5835	207	1	information	information	NOUN
easat-5835	207	2	of	of	ADP
easat-5835	207	3	the	the	DET
easat-5835	207	4	hyper	hyper	NOUN
easat-5835	207	5	-	-	NOUN
easat-5835	207	6	parameters	parameter	NOUN
easat-5835	207	7	used	use	VERB
easat-5835	207	8	for	for	ADP
easat-5835	207	9	regulating	regulate	VERB
easat-5835	207	10	the	the	DET
easat-5835	207	11	ml	ml	NOUN
easat-5835	207	12	algorithms	algorithm	NOUN
easat-5835	207	13	.	.	PUNCT
easat-5835	208	1	ml	ml	ADP
easat-5835	208	2	hyper	hyper	ADJ
easat-5835	208	3	-	-	ADJ
easat-5835	208	4	parameter	parameter	ADJ
easat-5835	208	5	value	value	NOUN
easat-5835	208	6	ml	ml	ADP
easat-5835	208	7	hyper	hyper	ADJ
easat-5835	208	8	-	-	ADJ
easat-5835	208	9	parameter	parameter	ADJ
easat-5835	208	10	value	value	NOUN
easat-5835	208	11	psolightgbm	psolightgbm	PROPN
easat-5835	208	12	n_estimators	n_estimator	NOUN
easat-5835	208	13	100	100	NUM
easat-5835	208	14	svm	svm	ADJ
easat-5835	208	15	random_state	random_state	NOUN
easat-5835	208	16	2	2	NUM
easat-5835	208	17	learning_rate	learning_rate	NOUN
easat-5835	208	18	0.001	0.001	NUM
easat-5835	208	19	loss	loss	NOUN
easat-5835	208	20	epsilon	epsilon	NOUN
easat-5835	208	21	insensitive	insensitive	ADJ
easat-5835	208	22	max_depth	max_depth	NOUN
easat-5835	208	23	15	15	NUM
easat-5835	208	24	tolerance	tolerance	NOUN
easat-5835	208	25	1e-04	1e-04	NUM
easat-5835	208	26	boosting	boost	VERB
easat-5835	208	27	type	type	NOUN
easat-5835	208	28	gbdt	gbdt	NOUN
easat-5835	208	29	max_iter	max_iter	ADP
easat-5835	208	30	2000	2000	NUM
easat-5835	208	31	number	number	NOUN
easat-5835	208	32	of	of	ADP
easat-5835	208	33	leaves	leave	NOUN
easat-5835	208	34	32	32	NUM
easat-5835	208	35	kernel	kernel	PROPN
easat-5835	208	36	rbf	rbf	PROPN
easat-5835	208	37	adaboost	adaboost	PROPN
easat-5835	208	38	n_estimators	n_estimator	NOUN
easat-5835	208	39	100	100	NUM
easat-5835	208	40	mlp	mlp	NOUN
easat-5835	208	41	loss	loss	NOUN
easat-5835	208	42	mse	mse	NOUN
easat-5835	208	43	learning_rate	learning_rate	PROPN
easat-5835	208	44	0.001	0.001	NUM
easat-5835	208	45	hidden_layer	hidden_layer	NOUN
easat-5835	208	46	1	1	NUM
easat-5835	208	47	10	10	NUM
easat-5835	208	48	min_samples_leaf	min_samples_leaf	ADJ
easat-5835	208	49	4	4	NUM
easat-5835	208	50	hidden_layer	hidden_layer	NOUN
easat-5835	208	51	2	2	NUM
easat-5835	208	52	10	10	NUM
easat-5835	208	53	min_samples_split	min_samples_split	ADJ
easat-5835	208	54	6	6	NUM
easat-5835	208	55	hidden_layer	hidden_layer	NOUN
easat-5835	208	56	3	3	NUM
easat-5835	208	57	2	2	NUM
easat-5835	208	58	max_depth	max_depth	NOUN
easat-5835	209	1	25	25	NUM
easat-5835	209	2	activation	activation	NOUN
easat-5835	209	3	relu	relu	NOUN
easat-5835	209	4	catboost	catboost	VERB
easat-5835	209	5	n_estimators	n_estimator	NOUN
easat-5835	209	6	500	500	NUM
easat-5835	209	7	optimizer	optimizer	NOUN
easat-5835	209	8	adam	adam	PROPN
easat-5835	209	9	learning_rate	learning_rate	PROPN
easat-5835	209	10	0.02	0.02	NUM
easat-5835	209	11	max_iter	max_iter	ADP
easat-5835	209	12	2000	2000	NUM
easat-5835	209	13	max_depth	max_depth	NOUN
easat-5835	209	14	16	16	NUM
easat-5835	209	15	knn	knn	PROPN
easat-5835	209	16	n_neighbors	n_neighbors	ADP
easat-5835	209	17	8	8	NUM
easat-5835	209	18	min_samples_leaf	min_samples_leaf	NOUN
easat-5835	209	19	10	10	NUM
easat-5835	209	20	weights	weight	NOUN
easat-5835	209	21	distance	distance	NOUN
easat-5835	209	22	xgboost	xgboost	NUM
easat-5835	209	23	n_estimators	n_estimator	NOUN
easat-5835	210	1	3500	3500	NUM
easat-5835	210	2	neighborhood	neighborhood	NOUN
easat-5835	210	3	global	global	ADJ
easat-5835	210	4	search	search	NOUN
easat-5835	210	5	learning_rate	learning_rate	NOUN
easat-5835	210	6	0.01	0.01	NUM
easat-5835	210	7	leaf_size	leaf_size	VERB
easat-5835	210	8	25	25	NUM
easat-5835	210	9	min_samples_leaf	min_samples_leaf	ADJ
easat-5835	210	10	20	20	NUM
easat-5835	210	11	p_value	p_value	NOUN
easat-5835	210	12	2	2	NUM
easat-5835	210	13	min_samples_split	min_samples_split	ADJ
easat-5835	210	14	10	10	NUM
easat-5835	210	15	gbdt	gbdt	NOUN
easat-5835	210	16	n_estimators	n_estimator	NOUN
easat-5835	210	17	1000	1000	NUM
easat-5835	210	18	max_depth	max_depth	NOUN
easat-5835	210	19	8	8	NUM
easat-5835	210	20	learning_rate	learning_rate	NOUN
easat-5835	210	21	0.01	0.01	NUM
easat-5835	210	22	rf	rf	ADJ
easat-5835	210	23	min_samples_leaf	min_samples_leaf	ADJ
easat-5835	210	24	15	15	NUM
easat-5835	210	25	min_samples_leaf	min_samples_leaf	NOUN
easat-5835	210	26	10	10	NUM
easat-5835	210	27	min_samples_split	min_samples_split	ADJ
easat-5835	210	28	6	6	NUM
easat-5835	210	29	min_samples_split	min_samples_split	ADJ
easat-5835	210	30	12	12	NUM
easat-5835	210	31	max_depth	max_depth	NOUN
easat-5835	210	32	25	25	NUM
easat-5835	210	33	max_depth	max_depth	NOUN
easat-5835	210	34	8	8	NUM
easat-5835	210	35	note	note	NOUN
easat-5835	210	36	:	:	PUNCT
easat-5835	210	37	the	the	DET
easat-5835	210	38	training	training	NOUN
easat-5835	210	39	ratios	ratio	NOUN
easat-5835	210	40	are	be	AUX
easat-5835	210	41	all	all	ADV
easat-5835	210	42	0.8	0.8	NUM
easat-5835	210	43	.	.	PUNCT
easat-5835	211	1	4.3	4.3	NUM
easat-5835	211	2	.	.	PUNCT
easat-5835	212	1	shapley	shapley	PROPN
easat-5835	212	2	additive	additive	ADJ
easat-5835	212	3	explanation	explanation	NOUN
easat-5835	212	4	shap	shap	NOUN
easat-5835	212	5	(	(	PUNCT
easat-5835	212	6	shapley	shapley	NOUN
easat-5835	212	7	additive	additive	NOUN
easat-5835	212	8	explanation	explanation	NOUN
easat-5835	212	9	)	)	PUNCT
easat-5835	212	10	is	be	AUX
easat-5835	212	11	a	a	DET
easat-5835	212	12	method	method	NOUN
easat-5835	212	13	for	for	ADP
easat-5835	212	14	interpreting	interpret	VERB
easat-5835	212	15	the	the	DET
easat-5835	212	16	predictions	prediction	NOUN
easat-5835	212	17	of	of	ADP
easat-5835	212	18	ml	ml	NOUN
easat-5835	212	19	models	model	NOUN
easat-5835	212	20	.	.	PUNCT
easat-5835	213	1	it	it	PRON
easat-5835	213	2	is	be	AUX
easat-5835	213	3	based	base	VERB
easat-5835	213	4	on	on	ADP
easat-5835	213	5	shapley	shapley	ADJ
easat-5835	213	6	values	value	NOUN
easat-5835	213	7	,	,	PUNCT
easat-5835	213	8	an	an	DET
easat-5835	213	9	impartial	impartial	ADJ
easat-5835	213	10	method	method	NOUN
easat-5835	213	11	used	use	VERB
easat-5835	213	12	in	in	ADP
easat-5835	213	13	game	game	NOUN
easat-5835	213	14	theory	theory	NOUN
easat-5835	213	15	to	to	PART
easat-5835	213	16	distribute	distribute	VERB
easat-5835	213	17	the	the	DET
easat-5835	213	18	benefits	benefit	NOUN
easat-5835	213	19	of	of	ADP
easat-5835	213	20	cooperation	cooperation	NOUN
easat-5835	213	21	[	[	X
easat-5835	213	22	43	43	NUM
easat-5835	213	23	]	]	PUNCT
easat-5835	213	24	.	.	PUNCT
easat-5835	214	1	the	the	DET
easat-5835	214	2	shap	shap	PROPN
easat-5835	214	3	value	value	NOUN
easat-5835	214	4	formula	formula	NOUN
easat-5835	214	5	is	be	AUX
easat-5835	214	6	as	as	SCONJ
easat-5835	214	7	follows	follow	VERB
easat-5835	214	8	[	[	X
easat-5835	214	9	44	44	NUM
easat-5835	214	10	]	]	X
easat-5835	214	11	:	:	PUNCT
easat-5835	214	12	𝜙𝑖(𝑣	𝜙𝑖(𝑣	PUNCT
easat-5835	214	13	)	)	PUNCT
easat-5835	215	1	=	=	PUNCT
easat-5835	215	2	∑	∑	ADP
easat-5835	215	3	  	  	SPACE
easat-5835	215	4	𝑆⊆𝑁∖{𝑖	𝑆⊆𝑁∖{𝑖	NOUN
easat-5835	215	5	}	}	PUNCT
easat-5835	215	6	|𝑆|	|𝑆|	VERB
easat-5835	215	7	!	!	PUNCT
easat-5835	216	1	(	(	PUNCT
easat-5835	216	2	|𝑁|	|𝑁|	NOUN
easat-5835	216	3	−	−	PROPN
easat-5835	216	4	|𝑆|	|𝑆|	VERB
easat-5835	216	5	−	−	NOUN
easat-5835	216	6	1	1	NUM
easat-5835	216	7	)	)	PUNCT
easat-5835	216	8	!	!	PUNCT
easat-5835	217	1	|𝑁|	|𝑁|	ADJ
easat-5835	217	2	!	!	PUNCT
easat-5835	218	1	[	[	X
easat-5835	218	2	𝑣(𝑆	𝑣(𝑆	X
easat-5835	218	3	∪	∪	X
easat-5835	218	4	{	{	PUNCT
easat-5835	218	5	𝑖	𝑖	NOUN
easat-5835	218	6	}	}	PUNCT
easat-5835	218	7	)	)	PUNCT
easat-5835	218	8	−	−	ADP
easat-5835	218	9	𝑣(𝑆	𝑣(𝑆	NOUN
easat-5835	218	10	)	)	PUNCT
easat-5835	218	11	]	]	PUNCT
easat-5835	218	12	(	(	PUNCT
easat-5835	218	13	11	11	NUM
easat-5835	218	14	)	)	PUNCT
easat-5835	218	15	where	where	SCONJ
easat-5835	218	16	,	,	PUNCT
easat-5835	218	17	𝜙𝑖(𝑣	𝜙𝑖(𝑣	NUM
easat-5835	218	18	)	)	PUNCT
easat-5835	218	19	is	be	AUX
easat-5835	218	20	the	the	DET
easat-5835	218	21	shap	shap	PROPN
easat-5835	218	22	value	value	NOUN
easat-5835	218	23	of	of	ADP
easat-5835	218	24	the	the	DET
easat-5835	218	25	feature	feature	NOUN
easat-5835	218	26	𝑖	𝑖	NOUN
easat-5835	218	27	;	;	PUNCT
easat-5835	218	28	𝑁	𝑁	PROPN
easat-5835	218	29	is	be	AUX
easat-5835	218	30	the	the	DET
easat-5835	218	31	set	set	NOUN
easat-5835	218	32	of	of	ADP
easat-5835	218	33	all	all	DET
easat-5835	218	34	features	feature	NOUN
easat-5835	218	35	;	;	PUNCT
easat-5835	218	36	𝑆	𝑆	PROPN
easat-5835	218	37	is	be	AUX
easat-5835	218	38	a	a	DET
easat-5835	218	39	subset	subset	NOUN
easat-5835	218	40	of	of	ADP
easat-5835	218	41	𝑁	𝑁	PROPN
easat-5835	218	42	without	without	ADP
easat-5835	218	43	feature	feature	NOUN
easat-5835	218	44	𝑖	𝑖	SYM
easat-5835	218	45	;	;	PUNCT
easat-5835	218	46	𝑣(𝑆	𝑣(𝑆	X
easat-5835	218	47	)	)	PUNCT
easat-5835	218	48	is	be	AUX
easat-5835	218	49	the	the	DET
easat-5835	218	50	model	model	NOUN
easat-5835	218	51	output	output	NOUN
easat-5835	218	52	of	of	ADP
easat-5835	218	53	the	the	DET
easat-5835	218	54	subset	subset	NOUN
easat-5835	218	55	of	of	ADP
easat-5835	218	56	features	feature	NOUN
easat-5835	218	57	𝑆.	𝑆.	PROPN
easat-5835	218	58	shap	shap	NOUN
easat-5835	218	59	values	value	NOUN
easat-5835	218	60	provide	provide	VERB
easat-5835	218	61	each	each	DET
easat-5835	218	62	feature	feature	NOUN
easat-5835	218	63	with	with	ADP
easat-5835	218	64	the	the	DET
easat-5835	218	65	degree	degree	NOUN
easat-5835	218	66	of	of	ADP
easat-5835	218	67	its	its	PRON
easat-5835	218	68	contribution	contribution	NOUN
easat-5835	218	69	to	to	ADP
easat-5835	218	70	the	the	DET
easat-5835	218	71	prediction	prediction	NOUN
easat-5835	218	72	outcome	outcome	NOUN
easat-5835	218	73	,	,	PUNCT
easat-5835	218	74	thus	thus	ADV
easat-5835	218	75	helping	help	VERB
easat-5835	218	76	to	to	PART
easat-5835	218	77	understand	understand	VERB
easat-5835	218	78	the	the	DET
easat-5835	218	79	model	model	NOUN
easat-5835	218	80	's	's	PART
easat-5835	218	81	decision	decision	NOUN
easat-5835	218	82	-	-	PUNCT
easat-5835	218	83	making	make	VERB
easat-5835	218	84	process	process	NOUN
easat-5835	218	85	.	.	PUNCT
easat-5835	219	1	figure	figure	NOUN
easat-5835	219	2	6	6	NUM
easat-5835	219	3	illustrates	illustrate	VERB
easat-5835	219	4	the	the	DET
easat-5835	219	5	shap	shap	PROPN
easat-5835	219	6	value	value	NOUN
easat-5835	219	7	contribution	contribution	NOUN
easat-5835	219	8	of	of	ADP
easat-5835	219	9	different	different	ADJ
easat-5835	219	10	features	feature	NOUN
easat-5835	219	11	in	in	ADP
easat-5835	219	12	the	the	DET
easat-5835	219	13	model	model	NOUN
easat-5835	219	14	to	to	ADP
easat-5835	219	15	the	the	DET
easat-5835	219	16	predictions	prediction	NOUN
easat-5835	219	17	of	of	ADP
easat-5835	219	18	the	the	DET
easat-5835	219	19	five	five	NUM
easat-5835	219	20	categories	category	NOUN
easat-5835	219	21	(	(	PUNCT
easat-5835	219	22	type	type	NOUN
easat-5835	219	23	1	1	NUM
easat-5835	219	24	–	–	PUNCT
easat-5835	219	25	type	type	NOUN
easat-5835	219	26	5	5	NUM
easat-5835	219	27	)	)	PUNCT
easat-5835	219	28	,	,	PUNCT
easat-5835	219	29	thus	thus	ADV
easat-5835	219	30	revealing	reveal	VERB
easat-5835	219	31	the	the	DET
easat-5835	219	32	importance	importance	NOUN
easat-5835	219	33	and	and	CCONJ
easat-5835	219	34	directionality	directionality	NOUN
easat-5835	219	35	of	of	ADP
easat-5835	219	36	the	the	DET
easat-5835	219	37	features	feature	NOUN
easat-5835	219	38	.	.	PUNCT
easat-5835	220	1	the	the	DET
easat-5835	220	2	horizontal	horizontal	ADJ
easat-5835	220	3	axis	axis	NOUN
easat-5835	220	4	indicates	indicate	VERB
easat-5835	220	5	the	the	DET
easat-5835	220	6	cumulative	cumulative	ADJ
easat-5835	220	7	contribution	contribution	NOUN
easat-5835	220	8	of	of	ADP
easat-5835	220	9	shap	shap	PROPN
easat-5835	220	10	values	value	NOUN
easat-5835	220	11	,	,	PUNCT
easat-5835	220	12	the	the	DET
easat-5835	220	13	colors	color	NOUN
easat-5835	220	14	distinguish	distinguish	VERB
easat-5835	220	15	different	different	ADJ
easat-5835	220	16	categories	category	NOUN
easat-5835	220	17	,	,	PUNCT
easat-5835	220	18	and	and	CCONJ
easat-5835	220	19	the	the	DET
easat-5835	220	20	length	length	NOUN
easat-5835	220	21	of	of	ADP
easat-5835	220	22	the	the	DET
easat-5835	220	23	bars	bar	NOUN
easat-5835	220	24	indicates	indicate	VERB
easat-5835	220	25	the	the	DET
easat-5835	220	26	total	total	ADJ
easat-5835	220	27	contribution	contribution	NOUN
easat-5835	220	28	of	of	ADP
easat-5835	220	29	features	feature	NOUN
easat-5835	220	30	to	to	ADP
easat-5835	220	31	the	the	DET
easat-5835	220	32	predictions	prediction	NOUN
easat-5835	220	33	of	of	ADP
easat-5835	220	34	each	each	DET
easat-5835	220	35	category	category	NOUN
easat-5835	220	36	.	.	PUNCT
easat-5835	221	1	top	top	ADJ
easat-5835	221	2	-	-	PUNCT
easat-5835	221	3	ranked	rank	VERB
easat-5835	221	4	features	feature	NOUN
easat-5835	221	5	(	(	PUNCT
easat-5835	221	6	e.g.	e.g.	ADV
easat-5835	221	7	,	,	PUNCT
easat-5835	221	8	s3	s3	PROPN
easat-5835	221	9	,	,	PUNCT
easat-5835	221	10	s5	s5	PROPN
easat-5835	221	11	,	,	PUNCT
easat-5835	221	12	e4	e4	PROPN
easat-5835	221	13	,	,	PUNCT
easat-5835	221	14	etc	etc	X
easat-5835	221	15	.	.	X
easat-5835	221	16	)	)	PUNCT
easat-5835	221	17	have	have	VERB
easat-5835	221	18	a	a	DET
easat-5835	221	19	more	more	ADV
easat-5835	221	20	significant	significant	ADJ
easat-5835	221	21	impact	impact	NOUN
easat-5835	221	22	on	on	ADP
easat-5835	221	23	the	the	DET
easat-5835	221	24	projections	projection	NOUN
easat-5835	221	25	of	of	ADP
easat-5835	221	26	the	the	DET
easat-5835	221	27	classification	classification	NOUN
easat-5835	221	28	model	model	NOUN
easat-5835	221	29	,	,	PUNCT
easat-5835	221	30	with	with	ADP
easat-5835	221	31	s3	s3	PROPN
easat-5835	221	32	contributing	contribute	VERB
easat-5835	221	33	mainly	mainly	ADV
easat-5835	221	34	to	to	ADP
easat-5835	221	35	the	the	DET
easat-5835	221	36	type	type	NOUN
easat-5835	221	37	5	5	NUM
easat-5835	221	38	category	category	NOUN
easat-5835	221	39	.	.	PUNCT
easat-5835	222	1	in	in	ADP
easat-5835	222	2	contrast	contrast	NOUN
easat-5835	222	3	,	,	PUNCT
easat-5835	222	4	s5	s5	PROPN
easat-5835	222	5	and	and	CCONJ
easat-5835	222	6	e4	e4	PROPN
easat-5835	222	7	contribute	contribute	VERB
easat-5835	222	8	more	more	ADV
easat-5835	222	9	to	to	ADP
easat-5835	222	10	the	the	DET
easat-5835	222	11	type	type	NOUN
easat-5835	222	12	4	4	NUM
easat-5835	222	13	and	and	CCONJ
easat-5835	222	14	3	3	NUM
easat-5835	222	15	categories	category	NOUN
easat-5835	222	16	.	.	PUNCT
easat-5835	223	1	the	the	DET
easat-5835	223	2	total	total	ADJ
easat-5835	223	3	contribution	contribution	NOUN
easat-5835	223	4	of	of	ADP
easat-5835	223	5	shap	shap	PROPN
easat-5835	223	6	values	value	NOUN
easat-5835	223	7	for	for	ADP
easat-5835	223	8	these	these	DET
easat-5835	223	9	features	feature	NOUN
easat-5835	223	10	decreases	decrease	NOUN
easat-5835	223	11	as	as	ADP
easat-5835	223	12	the	the	DET
easat-5835	223	13	ranking	ranking	ADJ
easat-5835	223	14	decreases	decrease	NOUN
easat-5835	223	15	(	(	PUNCT
easat-5835	223	16	e.g.	e.g.	ADV
easat-5835	223	17	,	,	PUNCT
easat-5835	223	18	c1	c1	NOUN
easat-5835	223	19	,	,	PUNCT
easat-5835	223	20	f4	f4	PROPN
easat-5835	223	21	)	)	PUNCT
easat-5835	223	22	,	,	PUNCT
easat-5835	223	23	indicating	indicate	VERB
easat-5835	223	24	that	that	SCONJ
easat-5835	223	25	they	they	PRON
easat-5835	223	26	are	be	AUX
easat-5835	223	27	relatively	relatively	ADV
easat-5835	223	28	less	less	ADV
easat-5835	223	29	critical	critical	ADJ
easat-5835	223	30	for	for	ADP
easat-5835	223	31	model	model	NOUN
easat-5835	223	32	prediction	prediction	NOUN
easat-5835	223	33	.	.	PUNCT
easat-5835	224	1	according	accord	VERB
easat-5835	224	2	to	to	ADP
easat-5835	224	3	the	the	DET
easat-5835	224	4	weighting	weighting	NOUN
easat-5835	224	5	results	result	NOUN
easat-5835	224	6	of	of	ADP
easat-5835	224	7	shap	shap	PROPN
easat-5835	224	8	analysis	analysis	NOUN
easat-5835	224	9	,	,	PUNCT
easat-5835	224	10	the	the	DET
easat-5835	224	11	social	social	ADJ
easat-5835	224	12	dimensions	dimension	NOUN
easat-5835	224	13	are	be	AUX
easat-5835	224	14	ranked	rank	VERB
easat-5835	224	15	as	as	ADP
easat-5835	224	16	s3	s3	PROPN
easat-5835	224	17	>	>	SYM
easat-5835	224	18	s5	s5	PROPN
easat-5835	224	19	>	>	X
easat-5835	224	20	s1	s1	PROPN
easat-5835	224	21	>	>	SYM
easat-5835	224	22	s4	s4	PROPN
easat-5835	224	23	>	>	X
easat-5835	224	24	s2	s2	PROPN
easat-5835	224	25	;	;	PUNCT
easat-5835	224	26	the	the	DET
easat-5835	224	27	emotional	emotional	ADJ
easat-5835	224	28	dimensions	dimension	NOUN
easat-5835	224	29	are	be	AUX
easat-5835	224	30	ranked	rank	VERB
easat-5835	224	31	as	as	ADP
easat-5835	224	32	e4	e4	PROPN
easat-5835	224	33	>	>	SYM
easat-5835	224	34	e1	e1	PROPN
easat-5835	224	35	>	>	X
easat-5835	224	36	e2	e2	PROPN
easat-5835	224	37	>	>	X
easat-5835	224	38	e5	e5	PROPN
easat-5835	224	39	>	>	SYM
easat-5835	224	40	e3	e3	PROPN
easat-5835	224	41	;	;	PUNCT
easat-5835	224	42	the	the	DET
easat-5835	224	43	functional	functional	ADJ
easat-5835	224	44	dimensions	dimension	NOUN
easat-5835	224	45	are	be	AUX
easat-5835	224	46	ranked	rank	VERB
easat-5835	224	47	as	as	ADP
easat-5835	224	48	f1	f1	NOUN
easat-5835	224	49	>	>	SYM
easat-5835	224	50	f5	f5	PROPN
easat-5835	224	51	>	>	X
easat-5835	224	52	f3	f3	PROPN
easat-5835	224	53	>	>	X
easat-5835	224	54	f2	f2	PROPN
easat-5835	224	55	>	>	X
easat-5835	224	56	f4	f4	PROPN
easat-5835	224	57	;	;	PUNCT
easat-5835	224	58	and	and	CCONJ
easat-5835	224	59	the	the	DET
easat-5835	224	60	cost	cost	NOUN
easat-5835	224	61	dimensions	dimension	NOUN
easat-5835	224	62	are	be	AUX
easat-5835	224	63	ranked	rank	VERB
easat-5835	224	64	as	as	ADP
easat-5835	224	65	c4	c4	NOUN
easat-5835	224	66	>	>	X
easat-5835	224	67	c2	c2	PROPN
easat-5835	224	68	>	>	SYM
easat-5835	224	69	c5	c5	PROPN
easat-5835	224	70	>	>	SYM
easat-5835	224	71	c3	c3	PROPN
easat-5835	224	72	>	>	X
easat-5835	224	73	c1	c1	PROPN
easat-5835	224	74	.	.	PUNCT
easat-5835	225	1	2519	2519	NUM
easat-5835	225	2	edelweiss	edelweiss	PROPN
easat-5835	225	3	applied	apply	VERB
easat-5835	225	4	science	science	NOUN
easat-5835	225	5	and	and	CCONJ
easat-5835	225	6	technology	technology	NOUN
easat-5835	225	7	issn	issn	PROPN
easat-5835	225	8	:	:	PUNCT
easat-5835	225	9	2576	2576	NUM
easat-5835	225	10	-	-	SYM
easat-5835	225	11	8484	8484	NUM
easat-5835	225	12	vol	vol	NOUN
easat-5835	225	13	.	.	PROPN
easat-5835	226	1	9	9	NUM
easat-5835	226	2	,	,	PUNCT
easat-5835	226	3	no	no	INTJ
easat-5835	226	4	.	.	NOUN
easat-5835	227	1	3	3	NUM
easat-5835	227	2	:	:	SYM
easat-5835	227	3	2508	2508	NUM
easat-5835	227	4	-	-	SYM
easat-5835	227	5	2530	2530	NUM
easat-5835	227	6	,	,	PUNCT
easat-5835	227	7	2025	2025	NUM
easat-5835	227	8	doi	doi	NOUN
easat-5835	227	9	:	:	PUNCT
easat-5835	227	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	227	11	©	©	PROPN
easat-5835	227	12	2025	2025	NUM
easat-5835	227	13	by	by	ADP
easat-5835	227	14	the	the	DET
easat-5835	227	15	authors	author	NOUN
easat-5835	227	16	;	;	PUNCT
easat-5835	227	17	licensee	licensee	PROPN
easat-5835	227	18	learning	learn	VERB
easat-5835	227	19	gate	gate	PROPN
easat-5835	227	20	figure	figure	NOUN
easat-5835	227	21	6	6	NUM
easat-5835	227	22	.	.	PUNCT
easat-5835	228	1	the	the	DET
easat-5835	228	2	weights	weight	NOUN
easat-5835	228	3	of	of	ADP
easat-5835	228	4	the	the	DET
easat-5835	228	5	features	feature	NOUN
easat-5835	228	6	shap	shap	PROPN
easat-5835	228	7	values	value	NOUN
easat-5835	228	8	.	.	PUNCT
easat-5835	229	1	among	among	ADP
easat-5835	229	2	the	the	DET
easat-5835	229	3	social	social	ADJ
easat-5835	229	4	dimensions	dimension	NOUN
easat-5835	229	5	,	,	PUNCT
easat-5835	229	6	improved	improve	VERB
easat-5835	229	7	environmental	environmental	ADJ
easat-5835	229	8	image	image	NOUN
easat-5835	229	9	(	(	PUNCT
easat-5835	229	10	s3	s3	PROPN
easat-5835	229	11	)	)	PUNCT
easat-5835	229	12	has	have	VERB
easat-5835	229	13	the	the	DET
easat-5835	229	14	highest	high	ADJ
easat-5835	229	15	ranking	ranking	NOUN
easat-5835	229	16	,	,	PUNCT
easat-5835	229	17	indicating	indicate	VERB
easat-5835	229	18	that	that	SCONJ
easat-5835	229	19	users	user	NOUN
easat-5835	229	20	highly	highly	ADV
easat-5835	229	21	value	value	NOUN
easat-5835	229	22	demonstrating	demonstrate	VERB
easat-5835	229	23	their	their	PRON
easat-5835	229	24	ecological	ecological	ADJ
easat-5835	229	25	responsibility	responsibility	NOUN
easat-5835	229	26	and	and	CCONJ
easat-5835	229	27	social	social	ADJ
easat-5835	229	28	image	image	NOUN
easat-5835	229	29	through	through	ADP
easat-5835	229	30	retrofitting	retrofitting	NOUN
easat-5835	229	31	,	,	PUNCT
easat-5835	229	32	and	and	CCONJ
easat-5835	229	33	this	this	DET
easat-5835	229	34	external	external	ADJ
easat-5835	229	35	recognition	recognition	NOUN
easat-5835	229	36	directly	directly	ADV
easat-5835	229	37	affects	affect	VERB
easat-5835	229	38	users	user	NOUN
easat-5835	229	39	'	'	PART
easat-5835	229	40	satisfaction	satisfaction	NOUN
easat-5835	229	41	.	.	PUNCT
easat-5835	230	1	sense	sense	NOUN
easat-5835	230	2	of	of	ADP
easat-5835	230	3	social	social	ADJ
easat-5835	230	4	responsibility	responsibility	NOUN
easat-5835	230	5	(	(	PUNCT
easat-5835	230	6	s5	s5	PROPN
easat-5835	230	7	)	)	PUNCT
easat-5835	230	8	follows	follow	VERB
easat-5835	230	9	,	,	PUNCT
easat-5835	230	10	reflecting	reflect	VERB
easat-5835	230	11	the	the	DET
easat-5835	230	12	intrinsic	intrinsic	ADJ
easat-5835	230	13	drive	drive	NOUN
easat-5835	230	14	of	of	ADP
easat-5835	230	15	users	user	NOUN
easat-5835	230	16	to	to	PART
easat-5835	230	17	fulfill	fulfill	VERB
easat-5835	230	18	their	their	PRON
easat-5835	230	19	social	social	ADJ
easat-5835	230	20	responsibility	responsibility	NOUN
easat-5835	230	21	by	by	ADP
easat-5835	230	22	participating	participate	VERB
easat-5835	230	23	in	in	ADP
easat-5835	230	24	net	net	ADJ
easat-5835	230	25	-	-	PUNCT
easat-5835	230	26	zero	zero	NUM
easat-5835	230	27	energy	energy	NOUN
easat-5835	230	28	retrofits	retrofit	NOUN
easat-5835	230	29	.	.	PUNCT
easat-5835	231	1	social	social	ADJ
easat-5835	231	2	acceptance	acceptance	NOUN
easat-5835	231	3	(	(	PUNCT
easat-5835	231	4	s1	s1	NOUN
easat-5835	231	5	)	)	PUNCT
easat-5835	231	6	ranks	rank	VERB
easat-5835	231	7	third	third	ADV
easat-5835	231	8	,	,	PUNCT
easat-5835	231	9	indicating	indicate	VERB
easat-5835	231	10	that	that	SCONJ
easat-5835	231	11	users	user	NOUN
easat-5835	231	12	also	also	ADV
easat-5835	231	13	care	care	VERB
easat-5835	231	14	about	about	ADP
easat-5835	231	15	the	the	DET
easat-5835	231	16	overall	overall	ADJ
easat-5835	231	17	acceptance	acceptance	NOUN
easat-5835	231	18	of	of	ADP
easat-5835	231	19	their	their	PRON
easat-5835	231	20	neighborhood	neighborhood	NOUN
easat-5835	231	21	and	and	CCONJ
easat-5835	231	22	society	society	NOUN
easat-5835	231	23	.	.	PUNCT
easat-5835	232	1	still	still	ADV
easat-5835	232	2	,	,	PUNCT
easat-5835	232	3	it	it	PRON
easat-5835	232	4	is	be	AUX
easat-5835	232	5	slightly	slightly	ADV
easat-5835	232	6	less	less	ADV
easat-5835	232	7	critical	critical	ADJ
easat-5835	232	8	because	because	SCONJ
easat-5835	232	9	users	user	NOUN
easat-5835	232	10	focus	focus	VERB
easat-5835	232	11	on	on	ADP
easat-5835	232	12	factors	factor	NOUN
easat-5835	232	13	directly	directly	ADV
easat-5835	232	14	relating	relate	VERB
easat-5835	232	15	to	to	ADP
easat-5835	232	16	their	their	PRON
easat-5835	232	17	identity	identity	NOUN
easat-5835	232	18	and	and	CCONJ
easat-5835	232	19	image	image	NOUN
easat-5835	232	20	.	.	PUNCT
easat-5835	233	1	in	in	ADP
easat-5835	233	2	contrast	contrast	NOUN
easat-5835	233	3	,	,	PUNCT
easat-5835	233	4	media	medium	NOUN
easat-5835	233	5	and	and	CCONJ
easat-5835	233	6	social	social	ADJ
easat-5835	233	7	feedback	feedback	NOUN
easat-5835	233	8	(	(	PUNCT
easat-5835	233	9	s4	s4	NOUN
easat-5835	233	10	)	)	PUNCT
easat-5835	233	11	and	and	CCONJ
easat-5835	233	12	neighborhood	neighborhood	NOUN
easat-5835	233	13	interaction	interaction	NOUN
easat-5835	233	14	(	(	PUNCT
easat-5835	233	15	s2	s2	PROPN
easat-5835	233	16	)	)	PUNCT
easat-5835	233	17	ranked	rank	VERB
easat-5835	233	18	lower	lower	ADV
easat-5835	233	19	because	because	SCONJ
easat-5835	233	20	the	the	DET
easat-5835	233	21	influence	influence	NOUN
easat-5835	233	22	of	of	ADP
easat-5835	233	23	these	these	DET
easat-5835	233	24	factors	factor	NOUN
easat-5835	233	25	on	on	ADP
easat-5835	233	26	2520	2520	NUM
easat-5835	233	27	edelweiss	edelweiss	PROPN
easat-5835	233	28	applied	apply	VERB
easat-5835	233	29	science	science	NOUN
easat-5835	233	30	and	and	CCONJ
easat-5835	233	31	technology	technology	NOUN
easat-5835	233	32	issn	issn	PROPN
easat-5835	233	33	:	:	PUNCT
easat-5835	233	34	2576	2576	NUM
easat-5835	233	35	-	-	SYM
easat-5835	233	36	8484	8484	NUM
easat-5835	233	37	vol	vol	NOUN
easat-5835	233	38	.	.	PROPN
easat-5835	234	1	9	9	NUM
easat-5835	234	2	,	,	PUNCT
easat-5835	234	3	no	no	INTJ
easat-5835	234	4	.	.	NOUN
easat-5835	235	1	3	3	NUM
easat-5835	235	2	:	:	SYM
easat-5835	235	3	2508	2508	NUM
easat-5835	235	4	-	-	SYM
easat-5835	235	5	2530	2530	NUM
easat-5835	235	6	,	,	PUNCT
easat-5835	235	7	2025	2025	NUM
easat-5835	235	8	doi	doi	NOUN
easat-5835	235	9	:	:	PUNCT
easat-5835	235	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	235	11	©	©	PROPN
easat-5835	235	12	2025	2025	NUM
easat-5835	235	13	by	by	ADP
easat-5835	235	14	the	the	DET
easat-5835	235	15	authors	author	NOUN
easat-5835	235	16	;	;	PUNCT
easat-5835	235	17	licensee	licensee	PROPN
easat-5835	235	18	learning	learn	VERB
easat-5835	235	19	gate	gate	PROPN
easat-5835	235	20	user	user	NOUN
easat-5835	235	21	satisfaction	satisfaction	NOUN
easat-5835	235	22	is	be	AUX
easat-5835	235	23	more	more	ADV
easat-5835	235	24	dependent	dependent	ADJ
easat-5835	235	25	on	on	ADP
easat-5835	235	26	specific	specific	ADJ
easat-5835	235	27	socio	socio	NOUN
easat-5835	235	28	-	-	PUNCT
easat-5835	235	29	cultural	cultural	ADJ
easat-5835	235	30	and	and	CCONJ
easat-5835	235	31	environmental	environmental	ADJ
easat-5835	235	32	contexts	context	NOUN
easat-5835	235	33	,	,	PUNCT
easat-5835	235	34	and	and	CCONJ
easat-5835	235	35	their	their	PRON
easat-5835	235	36	effects	effect	NOUN
easat-5835	235	37	are	be	AUX
easat-5835	235	38	more	more	ADV
easat-5835	235	39	indirect	indirect	ADJ
easat-5835	235	40	.	.	PUNCT
easat-5835	236	1	among	among	ADP
easat-5835	236	2	the	the	DET
easat-5835	236	3	emotion	emotion	NOUN
easat-5835	236	4	dimensions	dimension	NOUN
easat-5835	236	5	,	,	PUNCT
easat-5835	236	6	psychological	psychological	ADJ
easat-5835	236	7	identity	identity	NOUN
easat-5835	236	8	and	and	CCONJ
easat-5835	236	9	satisfaction	satisfaction	NOUN
easat-5835	236	10	(	(	PUNCT
easat-5835	236	11	e4	e4	PROPN
easat-5835	236	12	)	)	PUNCT
easat-5835	236	13	ranked	rank	VERB
easat-5835	236	14	first	first	ADV
easat-5835	236	15	,	,	PUNCT
easat-5835	236	16	highlighting	highlight	VERB
easat-5835	236	17	the	the	DET
easat-5835	236	18	deep	deep	ADJ
easat-5835	236	19	emotional	emotional	ADJ
easat-5835	236	20	needs	need	NOUN
easat-5835	236	21	of	of	ADP
easat-5835	236	22	users	user	NOUN
easat-5835	236	23	to	to	PART
easat-5835	236	24	participate	participate	VERB
easat-5835	236	25	in	in	ADP
easat-5835	236	26	a	a	DET
easat-5835	236	27	green	green	ADJ
easat-5835	236	28	lifestyle	lifestyle	NOUN
easat-5835	236	29	and	and	CCONJ
easat-5835	236	30	gain	gain	VERB
easat-5835	236	31	a	a	DET
easat-5835	236	32	sense	sense	NOUN
easat-5835	236	33	of	of	ADP
easat-5835	236	34	fulfillment	fulfillment	NOUN
easat-5835	236	35	.	.	PUNCT
easat-5835	237	1	user	user	NOUN
easat-5835	237	2	participation	participation	NOUN
easat-5835	237	3	(	(	PUNCT
easat-5835	237	4	e1	e1	NOUN
easat-5835	237	5	)	)	PUNCT
easat-5835	237	6	ranked	rank	VERB
easat-5835	237	7	second	second	ADV
easat-5835	237	8	,	,	PUNCT
easat-5835	237	9	indicating	indicate	VERB
easat-5835	237	10	that	that	SCONJ
easat-5835	237	11	users	user	NOUN
easat-5835	237	12	want	want	VERB
easat-5835	237	13	to	to	PART
easat-5835	237	14	express	express	VERB
easat-5835	237	15	their	their	PRON
easat-5835	237	16	wishes	wish	NOUN
easat-5835	237	17	and	and	CCONJ
easat-5835	237	18	see	see	VERB
easat-5835	237	19	tangible	tangible	ADJ
easat-5835	237	20	results	result	NOUN
easat-5835	237	21	in	in	ADP
easat-5835	237	22	the	the	DET
easat-5835	237	23	remodeling	remodeling	NOUN
easat-5835	237	24	process	process	NOUN
easat-5835	237	25	,	,	PUNCT
easat-5835	237	26	reinforcing	reinforce	VERB
easat-5835	237	27	satisfaction	satisfaction	NOUN
easat-5835	237	28	.	.	PUNCT
easat-5835	238	1	living	live	VERB
easat-5835	238	2	comfort	comfort	PROPN
easat-5835	238	3	(	(	PUNCT
easat-5835	238	4	e2	e2	PROPN
easat-5835	238	5	)	)	PUNCT
easat-5835	238	6	is	be	AUX
easat-5835	238	7	third	third	ADJ
easat-5835	238	8	,	,	PUNCT
easat-5835	238	9	reflecting	reflect	VERB
easat-5835	238	10	a	a	DET
easat-5835	238	11	concern	concern	NOUN
easat-5835	238	12	for	for	ADP
easat-5835	238	13	indoor	indoor	ADJ
easat-5835	238	14	quality	quality	NOUN
easat-5835	238	15	of	of	ADP
easat-5835	238	16	life	life	NOUN
easat-5835	238	17	,	,	PUNCT
easat-5835	238	18	but	but	CCONJ
easat-5835	238	19	is	be	AUX
easat-5835	238	20	slightly	slightly	ADV
easat-5835	238	21	lower	low	ADJ
easat-5835	238	22	because	because	SCONJ
easat-5835	238	23	users	user	NOUN
easat-5835	238	24	consider	consider	VERB
easat-5835	238	25	comfort	comfort	NOUN
easat-5835	238	26	a	a	DET
easat-5835	238	27	basic	basic	ADJ
easat-5835	238	28	expectation	expectation	NOUN
easat-5835	238	29	rather	rather	ADV
easat-5835	238	30	than	than	ADP
easat-5835	238	31	a	a	DET
easat-5835	238	32	core	core	NOUN
easat-5835	238	33	priority	priority	NOUN
easat-5835	238	34	in	in	ADP
easat-5835	238	35	decision	decision	NOUN
easat-5835	238	36	-	-	PUNCT
easat-5835	238	37	making	making	NOUN
easat-5835	238	38	.	.	PUNCT
easat-5835	239	1	personalized	personalized	ADJ
easat-5835	239	2	experience	experience	NOUN
easat-5835	239	3	(	(	PUNCT
easat-5835	239	4	e5	e5	PROPN
easat-5835	239	5	)	)	PUNCT
easat-5835	239	6	and	and	CCONJ
easat-5835	239	7	sense	sense	NOUN
easat-5835	239	8	of	of	ADP
easat-5835	239	9	security	security	NOUN
easat-5835	239	10	(	(	PUNCT
easat-5835	239	11	e3	e3	NOUN
easat-5835	239	12	)	)	PUNCT
easat-5835	239	13	ranked	rank	VERB
easat-5835	239	14	lower	lower	ADV
easat-5835	239	15	due	due	ADP
easat-5835	239	16	to	to	ADP
easat-5835	239	17	their	their	PRON
easat-5835	239	18	more	more	ADV
easat-5835	239	19	limited	limited	ADJ
easat-5835	239	20	specific	specific	ADJ
easat-5835	239	21	impacts	impact	NOUN
easat-5835	239	22	,	,	PUNCT
easat-5835	239	23	with	with	ADP
easat-5835	239	24	users	user	NOUN
easat-5835	239	25	'	'	PART
easat-5835	239	26	expectations	expectation	NOUN
easat-5835	239	27	of	of	ADP
easat-5835	239	28	these	these	DET
easat-5835	239	29	factors	factor	NOUN
easat-5835	239	30	tending	tend	VERB
easat-5835	239	31	to	to	PART
easat-5835	239	32	be	be	AUX
easat-5835	239	33	more	more	ADJ
easat-5835	239	34	of	of	ADP
easat-5835	239	35	an	an	DET
easat-5835	239	36	icing	icing	NOUN
easat-5835	239	37	on	on	ADP
easat-5835	239	38	the	the	DET
easat-5835	239	39	cake	cake	NOUN
easat-5835	239	40	than	than	ADP
easat-5835	239	41	a	a	DET
easat-5835	239	42	decisive	decisive	ADJ
easat-5835	239	43	influence	influence	NOUN
easat-5835	239	44	.	.	PUNCT
easat-5835	240	1	energy	energy	NOUN
easat-5835	240	2	efficiency	efficiency	NOUN
easat-5835	240	3	improvement	improvement	NOUN
easat-5835	240	4	(	(	PUNCT
easat-5835	240	5	f1	f1	NOUN
easat-5835	240	6	)	)	PUNCT
easat-5835	240	7	is	be	AUX
easat-5835	240	8	the	the	DET
easat-5835	240	9	highest	high	ADJ
easat-5835	240	10	ranked	rank	VERB
easat-5835	240	11	of	of	ADP
easat-5835	240	12	the	the	DET
easat-5835	240	13	functional	functional	ADJ
easat-5835	240	14	dimensions	dimension	NOUN
easat-5835	240	15	,	,	PUNCT
easat-5835	240	16	indicating	indicate	VERB
easat-5835	240	17	that	that	SCONJ
easat-5835	240	18	when	when	SCONJ
easat-5835	240	19	evaluating	evaluate	VERB
easat-5835	240	20	a	a	DET
easat-5835	240	21	net	net	ADJ
easat-5835	240	22	-	-	PUNCT
easat-5835	240	23	zero	zero	NUM
easat-5835	240	24	energy	energy	NOUN
easat-5835	240	25	retrofit	retrofit	NOUN
easat-5835	240	26	,	,	PUNCT
easat-5835	240	27	users	user	NOUN
easat-5835	240	28	are	be	AUX
easat-5835	240	29	most	most	ADV
easat-5835	240	30	concerned	concerned	ADJ
easat-5835	240	31	with	with	ADP
easat-5835	240	32	whether	whether	SCONJ
easat-5835	240	33	the	the	DET
easat-5835	240	34	retrofit	retrofit	NOUN
easat-5835	240	35	significantly	significantly	ADV
easat-5835	240	36	reduces	reduce	VERB
easat-5835	240	37	energy	energy	NOUN
easat-5835	240	38	consumption	consumption	NOUN
easat-5835	240	39	and	and	CCONJ
easat-5835	240	40	achieves	achieve	VERB
easat-5835	240	41	sustainability	sustainability	NOUN
easat-5835	240	42	goals	goal	NOUN
easat-5835	240	43	.	.	PUNCT
easat-5835	241	1	building	build	VERB
easat-5835	241	2	life	life	NOUN
easat-5835	241	3	extension	extension	NOUN
easat-5835	241	4	(	(	PUNCT
easat-5835	241	5	f5	f5	PROPN
easat-5835	241	6	)	)	PUNCT
easat-5835	241	7	was	be	AUX
easat-5835	241	8	a	a	DET
easat-5835	241	9	close	close	ADJ
easat-5835	241	10	second	second	NOUN
easat-5835	241	11	,	,	PUNCT
easat-5835	241	12	reflecting	reflect	VERB
easat-5835	241	13	a	a	DET
easat-5835	241	14	strong	strong	ADJ
easat-5835	241	15	concern	concern	NOUN
easat-5835	241	16	about	about	ADP
easat-5835	241	17	whether	whether	SCONJ
easat-5835	241	18	the	the	DET
easat-5835	241	19	retrofit	retrofit	NOUN
easat-5835	241	20	would	would	AUX
easat-5835	241	21	improve	improve	VERB
easat-5835	241	22	the	the	DET
easat-5835	241	23	overall	overall	ADJ
easat-5835	241	24	durability	durability	NOUN
easat-5835	241	25	and	and	CCONJ
easat-5835	241	26	safety	safety	NOUN
easat-5835	241	27	of	of	ADP
easat-5835	241	28	the	the	DET
easat-5835	241	29	building	building	NOUN
easat-5835	241	30	.	.	PUNCT
easat-5835	242	1	facility	facility	NOUN
easat-5835	242	2	reliability	reliability	NOUN
easat-5835	242	3	(	(	PUNCT
easat-5835	242	4	f3	f3	ADJ
easat-5835	242	5	)	)	PUNCT
easat-5835	242	6	comes	come	VERB
easat-5835	242	7	in	in	ADP
easat-5835	242	8	third	third	ADV
easat-5835	242	9	,	,	PUNCT
easat-5835	242	10	with	with	ADP
easat-5835	242	11	users	user	NOUN
easat-5835	242	12	concerned	concern	VERB
easat-5835	242	13	about	about	ADP
easat-5835	242	14	the	the	DET
easat-5835	242	15	stability	stability	NOUN
easat-5835	242	16	of	of	ADP
easat-5835	242	17	retrofitted	retrofit	VERB
easat-5835	242	18	smart	smart	ADJ
easat-5835	242	19	devices	device	NOUN
easat-5835	242	20	,	,	PUNCT
easat-5835	242	21	but	but	CCONJ
easat-5835	242	22	this	this	PRON
easat-5835	242	23	is	be	AUX
easat-5835	242	24	slightly	slightly	ADV
easat-5835	242	25	less	less	ADV
easat-5835	242	26	important	important	ADJ
easat-5835	242	27	than	than	ADP
easat-5835	242	28	overall	overall	ADJ
easat-5835	242	29	building	building	NOUN
easat-5835	242	30	performance	performance	NOUN
easat-5835	242	31	.	.	PUNCT
easat-5835	243	1	in	in	ADP
easat-5835	243	2	contrast	contrast	NOUN
easat-5835	243	3	,	,	PUNCT
easat-5835	243	4	indoor	indoor	ADJ
easat-5835	243	5	environment	environment	NOUN
easat-5835	243	6	improvement	improvement	NOUN
easat-5835	243	7	(	(	PUNCT
easat-5835	243	8	f2	f2	PROPN
easat-5835	243	9	)	)	PUNCT
easat-5835	243	10	and	and	CCONJ
easat-5835	243	11	feature	feature	NOUN
easat-5835	243	12	integration	integration	NOUN
easat-5835	243	13	(	(	PUNCT
easat-5835	243	14	f4	f4	NOUN
easat-5835	243	15	)	)	PUNCT
easat-5835	243	16	ranked	rank	VERB
easat-5835	243	17	lower	lower	ADV
easat-5835	243	18	,	,	PUNCT
easat-5835	243	19	as	as	SCONJ
easat-5835	243	20	users	user	NOUN
easat-5835	243	21	already	already	ADV
easat-5835	243	22	have	have	VERB
easat-5835	243	23	a	a	DET
easat-5835	243	24	basic	basic	ADJ
easat-5835	243	25	expectation	expectation	NOUN
easat-5835	243	26	of	of	ADP
easat-5835	243	27	indoor	indoor	ADJ
easat-5835	243	28	environment	environment	NOUN
easat-5835	243	29	improvement	improvement	NOUN
easat-5835	243	30	,	,	PUNCT
easat-5835	243	31	while	while	SCONJ
easat-5835	243	32	the	the	DET
easat-5835	243	33	demand	demand	NOUN
easat-5835	243	34	for	for	ADP
easat-5835	243	35	smart	smart	ADJ
easat-5835	243	36	feature	feature	NOUN
easat-5835	243	37	integration	integration	NOUN
easat-5835	243	38	is	be	AUX
easat-5835	243	39	mainly	mainly	ADV
easat-5835	243	40	an	an	DET
easat-5835	243	41	added	add	VERB
easat-5835	243	42	value	value	NOUN
easat-5835	243	43	rather	rather	ADV
easat-5835	243	44	than	than	ADP
easat-5835	243	45	a	a	DET
easat-5835	243	46	core	core	NOUN
easat-5835	243	47	need	need	NOUN
easat-5835	243	48	.	.	PUNCT
easat-5835	244	1	in	in	ADP
easat-5835	244	2	the	the	DET
easat-5835	244	3	cost	cost	NOUN
easat-5835	244	4	dimension	dimension	NOUN
easat-5835	244	5	,	,	PUNCT
easat-5835	244	6	government	government	NOUN
easat-5835	244	7	subsidies	subsidy	NOUN
easat-5835	244	8	and	and	CCONJ
easat-5835	244	9	support	support	NOUN
easat-5835	244	10	(	(	PUNCT
easat-5835	244	11	c4	c4	NOUN
easat-5835	244	12	)	)	PUNCT
easat-5835	244	13	rank	rank	NOUN
easat-5835	244	14	the	the	DET
easat-5835	244	15	highest	high	ADJ
easat-5835	244	16	,	,	PUNCT
easat-5835	244	17	reflecting	reflect	VERB
easat-5835	244	18	that	that	SCONJ
easat-5835	244	19	policy	policy	NOUN
easat-5835	244	20	incentives	incentive	NOUN
easat-5835	244	21	are	be	AUX
easat-5835	244	22	an	an	DET
easat-5835	244	23	essential	essential	ADJ
easat-5835	244	24	factor	factor	NOUN
easat-5835	244	25	in	in	ADP
easat-5835	244	26	lowering	lower	VERB
easat-5835	244	27	the	the	DET
easat-5835	244	28	threshold	threshold	NOUN
easat-5835	244	29	of	of	ADP
easat-5835	244	30	user	user	NOUN
easat-5835	244	31	participation	participation	NOUN
easat-5835	244	32	,	,	PUNCT
easat-5835	244	33	which	which	PRON
easat-5835	244	34	directly	directly	ADV
easat-5835	244	35	affects	affect	VERB
easat-5835	244	36	their	their	PRON
easat-5835	244	37	motivation	motivation	NOUN
easat-5835	244	38	for	for	ADP
easat-5835	244	39	retrofitting	retrofit	VERB
easat-5835	244	40	.	.	PUNCT
easat-5835	245	1	long	long	ADJ
easat-5835	245	2	-	-	PUNCT
easat-5835	245	3	term	term	NOUN
easat-5835	245	4	energy	energy	NOUN
easat-5835	245	5	cost	cost	NOUN
easat-5835	245	6	savings	saving	NOUN
easat-5835	245	7	(	(	PUNCT
easat-5835	245	8	c2	c2	PROPN
easat-5835	245	9	)	)	PUNCT
easat-5835	245	10	is	be	AUX
easat-5835	245	11	ranked	rank	VERB
easat-5835	245	12	second	second	ADV
easat-5835	245	13	,	,	PUNCT
easat-5835	245	14	indicating	indicate	VERB
easat-5835	245	15	that	that	SCONJ
easat-5835	245	16	users	user	NOUN
easat-5835	245	17	are	be	AUX
easat-5835	245	18	interested	interested	ADJ
easat-5835	245	19	in	in	ADP
easat-5835	245	20	the	the	DET
easat-5835	245	21	initial	initial	ADJ
easat-5835	245	22	investment	investment	NOUN
easat-5835	245	23	and	and	CCONJ
easat-5835	245	24	the	the	DET
easat-5835	245	25	long	long	ADJ
easat-5835	245	26	-	-	PUNCT
easat-5835	245	27	term	term	NOUN
easat-5835	245	28	savings	saving	NOUN
easat-5835	245	29	benefits	benefit	NOUN
easat-5835	245	30	.	.	PUNCT
easat-5835	246	1	the	the	DET
easat-5835	246	2	payback	payback	NOUN
easat-5835	246	3	period	period	NOUN
easat-5835	246	4	(	(	PUNCT
easat-5835	246	5	c5	c5	PROPN
easat-5835	246	6	)	)	PUNCT
easat-5835	246	7	is	be	AUX
easat-5835	246	8	third	third	ADJ
easat-5835	246	9	,	,	PUNCT
easat-5835	246	10	indicating	indicate	VERB
easat-5835	246	11	that	that	SCONJ
easat-5835	246	12	customers	customer	NOUN
easat-5835	246	13	want	want	VERB
easat-5835	246	14	to	to	PART
easat-5835	246	15	see	see	VERB
easat-5835	246	16	a	a	DET
easat-5835	246	17	return	return	NOUN
easat-5835	246	18	on	on	ADP
easat-5835	246	19	their	their	PRON
easat-5835	246	20	investment	investment	NOUN
easat-5835	246	21	in	in	ADP
easat-5835	246	22	a	a	DET
easat-5835	246	23	reasonable	reasonable	ADJ
easat-5835	246	24	amount	amount	NOUN
easat-5835	246	25	of	of	ADP
easat-5835	246	26	time	time	NOUN
easat-5835	246	27	.	.	PUNCT
easat-5835	247	1	still	still	ADV
easat-5835	247	2	,	,	PUNCT
easat-5835	247	3	it	it	PRON
easat-5835	247	4	is	be	AUX
easat-5835	247	5	less	less	ADV
easat-5835	247	6	important	important	ADJ
easat-5835	247	7	than	than	ADP
easat-5835	247	8	direct	direct	ADJ
easat-5835	247	9	subsidies	subsidy	NOUN
easat-5835	247	10	and	and	CCONJ
easat-5835	247	11	cost	cost	NOUN
easat-5835	247	12	savings	saving	NOUN
easat-5835	247	13	.	.	PUNCT
easat-5835	248	1	controllable	controllable	ADJ
easat-5835	248	2	maintenance	maintenance	NOUN
easat-5835	248	3	costs	cost	NOUN
easat-5835	248	4	(	(	PUNCT
easat-5835	248	5	c3	c3	NOUN
easat-5835	248	6	)	)	PUNCT
easat-5835	248	7	and	and	CCONJ
easat-5835	248	8	reasonable	reasonable	ADJ
easat-5835	248	9	retrofit	retrofit	NOUN
easat-5835	248	10	costs	cost	NOUN
easat-5835	248	11	(	(	PUNCT
easat-5835	248	12	c1	c1	NOUN
easat-5835	248	13	)	)	PUNCT
easat-5835	248	14	ranked	rank	VERB
easat-5835	248	15	lower	lower	ADV
easat-5835	248	16	because	because	SCONJ
easat-5835	248	17	users	user	NOUN
easat-5835	248	18	view	view	VERB
easat-5835	248	19	these	these	DET
easat-5835	248	20	factors	factor	NOUN
easat-5835	248	21	as	as	ADP
easat-5835	248	22	essential	essential	ADJ
easat-5835	248	23	safeguards	safeguard	NOUN
easat-5835	248	24	and	and	CCONJ
easat-5835	248	25	are	be	AUX
easat-5835	248	26	more	more	ADV
easat-5835	248	27	concerned	concerned	ADJ
easat-5835	248	28	with	with	ADP
easat-5835	248	29	returns	return	NOUN
easat-5835	248	30	and	and	CCONJ
easat-5835	248	31	support	support	NOUN
easat-5835	248	32	policies	policy	NOUN
easat-5835	248	33	in	in	ADP
easat-5835	248	34	their	their	PRON
easat-5835	248	35	decisionmaking	decisionmaking	NOUN
easat-5835	248	36	.	.	PUNCT
easat-5835	249	1	it	it	PRON
easat-5835	249	2	is	be	AUX
easat-5835	249	3	worth	worth	ADJ
easat-5835	249	4	noting	note	VERB
easat-5835	249	5	that	that	SCONJ
easat-5835	249	6	the	the	DET
easat-5835	249	7	reason	reason	NOUN
easat-5835	249	8	for	for	ADP
easat-5835	249	9	the	the	DET
easat-5835	249	10	low	low	ADJ
easat-5835	249	11	sensitivity	sensitivity	NOUN
easat-5835	249	12	of	of	ADP
easat-5835	249	13	the	the	DET
easat-5835	249	14	population	population	NOUN
easat-5835	249	15	to	to	ADP
easat-5835	249	16	the	the	DET
easat-5835	249	17	value	value	NOUN
easat-5835	249	18	of	of	ADP
easat-5835	249	19	the	the	DET
easat-5835	249	20	cost	cost	NOUN
easat-5835	249	21	is	be	AUX
easat-5835	249	22	that	that	SCONJ
easat-5835	249	23	the	the	DET
easat-5835	249	24	malaysian	malaysian	ADJ
easat-5835	249	25	government	government	NOUN
easat-5835	249	26	provides	provide	VERB
easat-5835	249	27	a	a	DET
easat-5835	249	28	variety	variety	NOUN
easat-5835	249	29	of	of	ADP
easat-5835	249	30	subsidies	subsidy	NOUN
easat-5835	249	31	and	and	CCONJ
easat-5835	249	32	financial	financial	ADJ
easat-5835	249	33	incentives	incentive	NOUN
easat-5835	249	34	to	to	PART
easat-5835	249	35	encourage	encourage	VERB
easat-5835	249	36	energy	energy	NOUN
easat-5835	249	37	-	-	PUNCT
easat-5835	249	38	efficient	efficient	ADJ
easat-5835	249	39	building	building	NOUN
easat-5835	249	40	retrofits	retrofit	NOUN
easat-5835	249	41	.	.	PUNCT
easat-5835	250	1	for	for	ADP
easat-5835	250	2	example	example	NOUN
easat-5835	250	3	,	,	PUNCT
easat-5835	250	4	the	the	DET
easat-5835	250	5	government	government	NOUN
easat-5835	250	6	has	have	AUX
easat-5835	250	7	introduced	introduce	VERB
easat-5835	250	8	the	the	DET
easat-5835	250	9	green	green	ADJ
easat-5835	250	10	building	building	PROPN
easat-5835	250	11	index	index	NOUN
easat-5835	250	12	(	(	PUNCT
easat-5835	250	13	gbi	gbi	PROPN
easat-5835	250	14	)	)	PUNCT
easat-5835	250	15	certification	certification	NOUN
easat-5835	250	16	program	program	NOUN
easat-5835	250	17	,	,	PUNCT
easat-5835	250	18	which	which	PRON
easat-5835	250	19	provides	provide	VERB
easat-5835	250	20	tax	tax	NOUN
easat-5835	250	21	incentives	incentive	NOUN
easat-5835	250	22	for	for	ADP
easat-5835	250	23	certified	certified	ADJ
easat-5835	250	24	buildings	building	NOUN
easat-5835	250	25	.	.	PUNCT
easat-5835	251	1	there	there	PRON
easat-5835	251	2	are	be	VERB
easat-5835	251	3	also	also	ADV
easat-5835	251	4	specific	specific	ADJ
easat-5835	251	5	subsidy	subsidy	NOUN
easat-5835	251	6	programs	program	NOUN
easat-5835	251	7	such	such	ADJ
easat-5835	251	8	as	as	ADP
easat-5835	251	9	the	the	DET
easat-5835	251	10	solaris	solaris	PROPN
easat-5835	251	11	photovoltaic	photovoltaic	PROPN
easat-5835	251	12	incentive	incentive	NOUN
easat-5835	251	13	program	program	NOUN
easat-5835	251	14	,	,	PUNCT
easat-5835	251	15	which	which	PRON
easat-5835	251	16	provides	provide	VERB
easat-5835	251	17	a	a	DET
easat-5835	251	18	subsidy	subsidy	NOUN
easat-5835	251	19	of	of	ADP
easat-5835	251	20	up	up	ADP
easat-5835	251	21	to	to	ADP
easat-5835	251	22	rm4,000	rm4,000	NOUN
easat-5835	251	23	per	per	ADP
easat-5835	251	24	kilowatt	kilowatt	NOUN
easat-5835	251	25	.	.	PUNCT
easat-5835	252	1	in	in	ADP
easat-5835	252	2	addition	addition	NOUN
easat-5835	252	3	,	,	PUNCT
easat-5835	252	4	malaysia	malaysia	PROPN
easat-5835	252	5	's	's	PART
easat-5835	252	6	relatively	relatively	ADV
easat-5835	252	7	low	low	ADJ
easat-5835	252	8	cost	cost	NOUN
easat-5835	252	9	of	of	ADP
easat-5835	252	10	energy	energy	NOUN
easat-5835	252	11	as	as	ADP
easat-5835	252	12	an	an	DET
easat-5835	252	13	oilexporting	oilexporte	VERB
easat-5835	252	14	country	country	NOUN
easat-5835	252	15	makes	make	VERB
easat-5835	252	16	energy	energy	NOUN
easat-5835	252	17	efficiency	efficiency	NOUN
easat-5835	252	18	retrofits	retrofit	VERB
easat-5835	252	19	less	less	ADV
easat-5835	252	20	financially	financially	ADV
easat-5835	252	21	stressful	stressful	ADJ
easat-5835	252	22	.	.	PUNCT
easat-5835	253	1	4.4	4.4	NUM
easat-5835	253	2	.	.	PUNCT
easat-5835	253	3	reconstruction	reconstruction	NOUN
easat-5835	253	4	of	of	ADP
easat-5835	253	5	the	the	DET
easat-5835	253	6	final	final	ADJ
easat-5835	253	7	prediction	prediction	NOUN
easat-5835	253	8	model	model	NOUN
easat-5835	253	9	according	accord	VERB
easat-5835	253	10	to	to	ADP
easat-5835	253	11	the	the	DET
easat-5835	253	12	results	result	NOUN
easat-5835	253	13	of	of	ADP
easat-5835	253	14	the	the	DET
easat-5835	253	15	shap	shap	PROPN
easat-5835	253	16	analysis	analysis	NOUN
easat-5835	253	17	,	,	PUNCT
easat-5835	253	18	we	we	PRON
easat-5835	253	19	finally	finally	ADV
easat-5835	253	20	selected	select	VERB
easat-5835	253	21	9	9	NUM
easat-5835	253	22	indices	index	NOUN
easat-5835	253	23	(	(	PUNCT
easat-5835	253	24	s3	s3	PROPN
easat-5835	253	25	,	,	PUNCT
easat-5835	253	26	s5	s5	PROPN
easat-5835	253	27	,	,	PUNCT
easat-5835	253	28	e4	e4	PROPN
easat-5835	253	29	,	,	PUNCT
easat-5835	253	30	f1	f1	NOUN
easat-5835	253	31	,	,	PUNCT
easat-5835	253	32	f5	f5	PROPN
easat-5835	253	33	,	,	PUNCT
easat-5835	253	34	e1	e1	PROPN
easat-5835	253	35	,	,	PUNCT
easat-5835	253	36	s1	s1	NOUN
easat-5835	253	37	,	,	PUNCT
easat-5835	253	38	e2	e2	PROPN
easat-5835	253	39	,	,	PUNCT
easat-5835	253	40	s4	s4	PROPN
easat-5835	253	41	)	)	PUNCT
easat-5835	253	42	to	to	PART
easat-5835	253	43	be	be	AUX
easat-5835	253	44	used	use	VERB
easat-5835	253	45	as	as	ADP
easat-5835	253	46	input	input	NOUN
easat-5835	253	47	metrics	metric	NOUN
easat-5835	253	48	for	for	ADP
easat-5835	253	49	the	the	DET
easat-5835	253	50	final	final	ADJ
easat-5835	253	51	prediction	prediction	NOUN
easat-5835	253	52	model	model	NOUN
easat-5835	253	53	.	.	PUNCT
easat-5835	254	1	sl	sl	PROPN
easat-5835	254	2	was	be	AUX
easat-5835	254	3	used	use	VERB
easat-5835	254	4	as	as	ADP
easat-5835	254	5	a	a	DET
easat-5835	254	6	dependent	dependent	ADJ
easat-5835	254	7	variable	variable	NOUN
easat-5835	254	8	.	.	PUNCT
easat-5835	255	1	figures	figure	NOUN
easat-5835	255	2	7	7	NUM
easat-5835	255	3	and	and	CCONJ
easat-5835	255	4	8	8	NUM
easat-5835	255	5	show	show	VERB
easat-5835	255	6	the	the	DET
easat-5835	255	7	model	model	NOUN
easat-5835	255	8	's	's	PART
easat-5835	255	9	performance	performance	NOUN
easat-5835	255	10	.	.	PUNCT
easat-5835	256	1	the	the	DET
easat-5835	256	2	initial	initial	ADJ
easat-5835	256	3	test	test	NOUN
easat-5835	256	4	model	model	NOUN
easat-5835	256	5	obtained	obtain	VERB
easat-5835	256	6	an	an	DET
easat-5835	256	7	accuracy	accuracy	NOUN
easat-5835	256	8	of	of	ADP
easat-5835	256	9	86.25	86.25	NUM
easat-5835	256	10	%	%	NOUN
easat-5835	256	11	,	,	PUNCT
easat-5835	256	12	a	a	DET
easat-5835	256	13	precision	precision	NOUN
easat-5835	256	14	of	of	ADP
easat-5835	256	15	84.28	84.28	NUM
easat-5835	256	16	%	%	NOUN
easat-5835	256	17	,	,	PUNCT
easat-5835	256	18	a	a	DET
easat-5835	256	19	recall	recall	NOUN
easat-5835	256	20	of	of	ADP
easat-5835	256	21	86.25	86.25	NUM
easat-5835	256	22	%	%	NOUN
easat-5835	256	23	,	,	PUNCT
easat-5835	256	24	and	and	CCONJ
easat-5835	256	25	an	an	DET
easat-5835	256	26	f1	f1	NOUN
easat-5835	256	27	-	-	PUNCT
easat-5835	256	28	score	score	NOUN
easat-5835	256	29	of	of	ADP
easat-5835	256	30	0.842	0.842	NUM
easat-5835	256	31	.	.	PUNCT
easat-5835	257	1	the	the	DET
easat-5835	257	2	final	final	ADJ
easat-5835	257	3	test	test	NOUN
easat-5835	257	4	model	model	NOUN
easat-5835	257	5	obtained	obtain	VERB
easat-5835	257	6	an	an	DET
easat-5835	257	7	accuracy	accuracy	NOUN
easat-5835	257	8	of	of	ADP
easat-5835	257	9	89.64	89.64	NUM
easat-5835	257	10	%	%	NOUN
easat-5835	257	11	,	,	PUNCT
easat-5835	257	12	a	a	DET
easat-5835	257	13	precision	precision	NOUN
easat-5835	257	14	of	of	ADP
easat-5835	257	15	93.68	93.68	NUM
easat-5835	257	16	%	%	NOUN
easat-5835	257	17	,	,	PUNCT
easat-5835	257	18	a	a	DET
easat-5835	257	19	recall	recall	NOUN
easat-5835	257	20	of	of	ADP
easat-5835	257	21	89.64	89.64	NUM
easat-5835	257	22	%	%	NOUN
easat-5835	257	23	,	,	PUNCT
easat-5835	257	24	and	and	CCONJ
easat-5835	257	25	an	an	DET
easat-5835	257	26	f1	f1	NOUN
easat-5835	257	27	-	-	PUNCT
easat-5835	257	28	score	score	NOUN
easat-5835	257	29	of	of	ADP
easat-5835	257	30	0.909	0.909	NUM
easat-5835	257	31	.	.	PUNCT
easat-5835	258	1	the	the	DET
easat-5835	258	2	optimization	optimization	NOUN
easat-5835	258	3	of	of	ADP
easat-5835	258	4	model	model	NOUN
easat-5835	258	5	parameters	parameter	NOUN
easat-5835	258	6	by	by	ADP
easat-5835	258	7	combining	combine	VERB
easat-5835	258	8	pso	pso	NOUN
easat-5835	258	9	improves	improve	VERB
easat-5835	258	10	the	the	DET
easat-5835	258	11	training	training	NOUN
easat-5835	258	12	accuracy	accuracy	NOUN
easat-5835	258	13	from	from	ADP
easat-5835	258	14	99.36	99.36	NUM
easat-5835	258	15	%	%	NOUN
easat-5835	258	16	to	to	ADP
easat-5835	258	17	99.68	99.68	NUM
easat-5835	258	18	%	%	NOUN
easat-5835	258	19	and	and	CCONJ
easat-5835	258	20	the	the	DET
easat-5835	258	21	test	test	NOUN
easat-5835	258	22	set	set	VERB
easat-5835	258	23	accuracy	accuracy	NOUN
easat-5835	258	24	from	from	ADP
easat-5835	258	25	86.25	86.25	NUM
easat-5835	258	26	%	%	NOUN
easat-5835	258	27	to	to	ADP
easat-5835	258	28	91.25	91.25	NUM
easat-5835	258	29	%	%	NOUN
easat-5835	258	30	.	.	PUNCT
easat-5835	259	1	this	this	DET
easat-5835	259	2	result	result	NOUN
easat-5835	259	3	indicates	indicate	VERB
easat-5835	259	4	that	that	SCONJ
easat-5835	259	5	the	the	DET
easat-5835	259	6	combination	combination	NOUN
easat-5835	259	7	of	of	ADP
easat-5835	259	8	feature	feature	NOUN
easat-5835	259	9	streamlining	streamlining	NOUN
easat-5835	259	10	and	and	CCONJ
easat-5835	259	11	pso	pso	NOUN
easat-5835	259	12	optimization	optimization	NOUN
easat-5835	259	13	not	not	PART
easat-5835	259	14	only	only	ADV
easat-5835	259	15	improves	improve	VERB
easat-5835	259	16	the	the	DET
easat-5835	259	17	model	model	NOUN
easat-5835	259	18	's	's	PART
easat-5835	259	19	ability	ability	NOUN
easat-5835	259	20	to	to	PART
easat-5835	259	21	fit	fit	VERB
easat-5835	259	22	the	the	DET
easat-5835	259	23	training	training	NOUN
easat-5835	259	24	data	datum	NOUN
easat-5835	259	25	but	but	CCONJ
easat-5835	259	26	also	also	ADV
easat-5835	259	27	significantly	significantly	ADV
easat-5835	259	28	enhances	enhance	VERB
easat-5835	259	29	its	its	PRON
easat-5835	259	30	generalization	generalization	NOUN
easat-5835	259	31	performance	performance	NOUN
easat-5835	259	32	on	on	ADP
easat-5835	259	33	the	the	DET
easat-5835	259	34	test	test	NOUN
easat-5835	259	35	data	datum	NOUN
easat-5835	259	36	,	,	PUNCT
easat-5835	259	37	thus	thus	ADV
easat-5835	259	38	capturing	capture	VERB
easat-5835	259	39	the	the	DET
easat-5835	259	40	key	key	ADJ
easat-5835	259	41	factors	factor	NOUN
easat-5835	259	42	of	of	ADP
easat-5835	259	43	nzeb	nzeb	NOUN
easat-5835	259	44	retrofit	retrofit	NOUN
easat-5835	259	45	satisfaction	satisfaction	NOUN
easat-5835	259	46	more	more	ADV
easat-5835	259	47	efficiently	efficiently	ADV
easat-5835	259	48	.	.	PUNCT
easat-5835	260	1	2521	2521	NUM
easat-5835	260	2	edelweiss	edelweiss	PROPN
easat-5835	260	3	applied	apply	VERB
easat-5835	260	4	science	science	NOUN
easat-5835	260	5	and	and	CCONJ
easat-5835	260	6	technology	technology	NOUN
easat-5835	260	7	issn	issn	PROPN
easat-5835	260	8	:	:	PUNCT
easat-5835	260	9	2576	2576	NUM
easat-5835	260	10	-	-	SYM
easat-5835	260	11	8484	8484	NUM
easat-5835	260	12	vol	vol	NOUN
easat-5835	260	13	.	.	PROPN
easat-5835	261	1	9	9	NUM
easat-5835	261	2	,	,	PUNCT
easat-5835	261	3	no	no	INTJ
easat-5835	261	4	.	.	NOUN
easat-5835	262	1	3	3	NUM
easat-5835	262	2	:	:	SYM
easat-5835	262	3	2508	2508	NUM
easat-5835	262	4	-	-	SYM
easat-5835	262	5	2530	2530	NUM
easat-5835	262	6	,	,	PUNCT
easat-5835	262	7	2025	2025	NUM
easat-5835	262	8	doi	doi	NOUN
easat-5835	262	9	:	:	PUNCT
easat-5835	262	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	262	11	©	©	PROPN
easat-5835	262	12	2025	2025	NUM
easat-5835	262	13	by	by	ADP
easat-5835	262	14	the	the	DET
easat-5835	262	15	authors	author	NOUN
easat-5835	262	16	;	;	PUNCT
easat-5835	262	17	licensee	licensee	PROPN
easat-5835	262	18	learning	learn	VERB
easat-5835	262	19	gate	gate	NOUN
easat-5835	262	20	figure	figure	NOUN
easat-5835	262	21	7	7	NUM
easat-5835	262	22	.	.	PUNCT
easat-5835	262	23	accuracy	accuracy	NOUN
easat-5835	262	24	of	of	ADP
easat-5835	262	25	pso	pso	NOUN
easat-5835	262	26	-	-	PUNCT
easat-5835	262	27	lightgbm	lightgbm	ADJ
easat-5835	262	28	model	model	NOUN
easat-5835	262	29	before	before	ADV
easat-5835	262	30	and	and	CCONJ
easat-5835	262	31	after	after	ADP
easat-5835	262	32	tuning	tune	VERB
easat-5835	262	33	.	.	PUNCT
easat-5835	263	1	figure	figure	NOUN
easat-5835	263	2	8	8	NUM
easat-5835	263	3	.	.	PUNCT
easat-5835	264	1	confusion	confusion	NOUN
easat-5835	264	2	matrix	matrix	NOUN
easat-5835	264	3	of	of	ADP
easat-5835	264	4	the	the	DET
easat-5835	264	5	pso	pso	NOUN
easat-5835	264	6	-	-	PUNCT
easat-5835	264	7	lightgbm	lightgbm	ADJ
easat-5835	264	8	model	model	NOUN
easat-5835	264	9	before	before	ADV
easat-5835	264	10	and	and	CCONJ
easat-5835	264	11	after	after	ADP
easat-5835	264	12	tuning	tune	VERB
easat-5835	264	13	.	.	PUNCT
easat-5835	265	1	figure	figure	NOUN
easat-5835	265	2	9	9	NUM
easat-5835	265	3	illustrates	illustrate	VERB
easat-5835	265	4	that	that	SCONJ
easat-5835	265	5	the	the	DET
easat-5835	265	6	area	area	NOUN
easat-5835	265	7	's	's	PART
easat-5835	265	8	value	value	NOUN
easat-5835	265	9	under	under	ADP
easat-5835	265	10	the	the	DET
easat-5835	265	11	roc	roc	PROPN
easat-5835	265	12	(	(	PUNCT
easat-5835	265	13	receiver	receiver	ADV
easat-5835	265	14	operating	operate	VERB
easat-5835	265	15	characteristic	characteristic	NOUN
easat-5835	265	16	)	)	PUNCT
easat-5835	265	17	curve	curve	NOUN
easat-5835	265	18	is	be	AUX
easat-5835	265	19	a	a	DET
easat-5835	265	20	key	key	ADJ
easat-5835	265	21	metric	metric	NOUN
easat-5835	265	22	.	.	PUNCT
easat-5835	266	1	the	the	DET
easat-5835	266	2	area	area	NOUN
easat-5835	266	3	of	of	ADP
easat-5835	266	4	a	a	DET
easat-5835	266	5	perfect	perfect	ADJ
easat-5835	266	6	classifier	classifier	NOUN
easat-5835	266	7	is	be	AUX
easat-5835	266	8	1	1	NUM
easat-5835	266	9	,	,	PUNCT
easat-5835	266	10	while	while	SCONJ
easat-5835	266	11	the	the	DET
easat-5835	266	12	area	area	NOUN
easat-5835	266	13	of	of	ADP
easat-5835	266	14	a	a	DET
easat-5835	266	15	random	random	ADJ
easat-5835	266	16	classifier	classifier	NOUN
easat-5835	266	17	is	be	AUX
easat-5835	266	18	0.5	0.5	NUM
easat-5835	266	19	[	[	X
easat-5835	266	20	45	45	NUM
easat-5835	266	21	]	]	PUNCT
easat-5835	266	22	.	.	PUNCT
easat-5835	267	1	2522	2522	NUM
easat-5835	267	2	edelweiss	edelweiss	PROPN
easat-5835	267	3	applied	apply	VERB
easat-5835	267	4	science	science	NOUN
easat-5835	267	5	and	and	CCONJ
easat-5835	267	6	technology	technology	NOUN
easat-5835	267	7	issn	issn	PROPN
easat-5835	267	8	:	:	PUNCT
easat-5835	267	9	2576	2576	NUM
easat-5835	267	10	-	-	SYM
easat-5835	267	11	8484	8484	NUM
easat-5835	267	12	vol	vol	NOUN
easat-5835	267	13	.	.	PROPN
easat-5835	268	1	9	9	NUM
easat-5835	268	2	,	,	PUNCT
easat-5835	268	3	no	no	INTJ
easat-5835	268	4	.	.	NOUN
easat-5835	269	1	3	3	NUM
easat-5835	269	2	:	:	SYM
easat-5835	269	3	2508	2508	NUM
easat-5835	269	4	-	-	SYM
easat-5835	269	5	2530	2530	NUM
easat-5835	269	6	,	,	PUNCT
easat-5835	269	7	2025	2025	NUM
easat-5835	269	8	doi	doi	NOUN
easat-5835	269	9	:	:	PUNCT
easat-5835	269	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	269	11	©	©	PROPN
easat-5835	269	12	2025	2025	NUM
easat-5835	269	13	by	by	ADP
easat-5835	269	14	the	the	DET
easat-5835	269	15	authors	author	NOUN
easat-5835	269	16	;	;	PUNCT
easat-5835	269	17	licensee	licensee	PROPN
easat-5835	269	18	learning	learning	NOUN
easat-5835	269	19	gate	gate	NOUN
easat-5835	269	20	therefore	therefore	ADV
easat-5835	269	21	,	,	PUNCT
easat-5835	269	22	a	a	DET
easat-5835	269	23	good	good	ADJ
easat-5835	269	24	model	model	NOUN
easat-5835	269	25	,	,	PUNCT
easat-5835	269	26	with	with	ADP
easat-5835	269	27	the	the	DET
easat-5835	269	28	roc	roc	PROPN
easat-5835	269	29	curve	curve	NOUN
easat-5835	269	30	closer	close	ADV
easat-5835	269	31	to	to	ADP
easat-5835	269	32	the	the	DET
easat-5835	269	33	upper	upper	ADJ
easat-5835	269	34	left	left	NOUN
easat-5835	269	35	corner	corner	NOUN
easat-5835	269	36	,	,	PUNCT
easat-5835	269	37	has	have	VERB
easat-5835	269	38	a	a	DET
easat-5835	269	39	higher	high	ADJ
easat-5835	269	40	area	area	NOUN
easat-5835	269	41	value	value	NOUN
easat-5835	269	42	(	(	PUNCT
easat-5835	269	43	close	close	ADV
easat-5835	269	44	to	to	PART
easat-5835	269	45	1	1	NUM
easat-5835	269	46	)	)	PUNCT
easat-5835	269	47	.	.	PUNCT
easat-5835	270	1	the	the	DET
easat-5835	270	2	pr	pr	NOUN
easat-5835	270	3	curve	curve	NOUN
easat-5835	270	4	(	(	PUNCT
easat-5835	270	5	precision	precision	NOUN
easat-5835	270	6	-	-	PUNCT
easat-5835	270	7	recall	recall	NOUN
easat-5835	270	8	curve	curve	NOUN
easat-5835	270	9	)	)	PUNCT
easat-5835	270	10	is	be	AUX
easat-5835	270	11	particularly	particularly	ADV
easat-5835	270	12	useful	useful	ADJ
easat-5835	270	13	when	when	SCONJ
easat-5835	270	14	dealing	deal	VERB
easat-5835	270	15	with	with	ADP
easat-5835	270	16	unbalanced	unbalanced	ADJ
easat-5835	270	17	datasets	dataset	NOUN
easat-5835	270	18	(	(	PUNCT
easat-5835	270	19	e.g.	e.g.	ADV
easat-5835	270	20	,	,	PUNCT
easat-5835	270	21	when	when	SCONJ
easat-5835	270	22	there	there	PRON
easat-5835	270	23	are	be	VERB
easat-5835	270	24	fewer	few	ADJ
easat-5835	270	25	positives	positive	NOUN
easat-5835	270	26	than	than	ADP
easat-5835	270	27	negatives	negative	NOUN
easat-5835	270	28	.	.	PUNCT
easat-5835	270	29	)	)	PUNCT
easat-5835	271	1	the	the	DET
easat-5835	271	2	area	area	NOUN
easat-5835	271	3	under	under	ADP
easat-5835	271	4	the	the	DET
easat-5835	271	5	pr	pr	NOUN
easat-5835	271	6	curve	curve	NOUN
easat-5835	271	7	is	be	AUX
easat-5835	271	8	also	also	ADV
easat-5835	271	9	a	a	DET
easat-5835	271	10	key	key	ADJ
easat-5835	271	11	metric	metric	NOUN
easat-5835	271	12	.	.	PUNCT
easat-5835	272	1	good	good	ADJ
easat-5835	272	2	models	model	NOUN
easat-5835	272	3	with	with	ADP
easat-5835	272	4	high	high	ADJ
easat-5835	272	5	pr	pr	NOUN
easat-5835	272	6	curves	curve	NOUN
easat-5835	272	7	(	(	PUNCT
easat-5835	272	8	close	close	ADJ
easat-5835	272	9	to	to	PART
easat-5835	272	10	1	1	NUM
easat-5835	272	11	)	)	PUNCT
easat-5835	272	12	indicate	indicate	VERB
easat-5835	272	13	high	high	ADJ
easat-5835	272	14	precision	precision	NOUN
easat-5835	272	15	and	and	CCONJ
easat-5835	272	16	recall	recall	VERB
easat-5835	272	17	across	across	ADP
easat-5835	272	18	thresholds	threshold	NOUN
easat-5835	272	19	[	[	X
easat-5835	272	20	46	46	NUM
easat-5835	272	21	]	]	PUNCT
easat-5835	272	22	.	.	PUNCT
easat-5835	273	1	figure	figure	NOUN
easat-5835	273	2	9	9	NUM
easat-5835	273	3	.	.	PUNCT
easat-5835	273	4	roc	roc	NOUN
easat-5835	273	5	and	and	CCONJ
easat-5835	273	6	precision	precision	NOUN
easat-5835	273	7	-	-	PUNCT
easat-5835	273	8	recall	recall	NOUN
easat-5835	273	9	curves	curve	NOUN
easat-5835	273	10	before	before	ADV
easat-5835	273	11	and	and	CCONJ
easat-5835	273	12	after	after	ADP
easat-5835	273	13	pso	pso	NOUN
easat-5835	273	14	-	-	PUNCT
easat-5835	273	15	lightgbm	lightgbm	ADJ
easat-5835	273	16	model	model	NOUN
easat-5835	273	17	adjustment	adjustment	NOUN
easat-5835	273	18	.	.	PUNCT
easat-5835	274	1	the	the	DET
easat-5835	274	2	classification	classification	NOUN
easat-5835	274	3	performance	performance	NOUN
easat-5835	274	4	is	be	AUX
easat-5835	274	5	significantly	significantly	ADV
easat-5835	274	6	improved	improve	VERB
easat-5835	274	7	by	by	ADP
easat-5835	274	8	reducing	reduce	VERB
easat-5835	274	9	the	the	DET
easat-5835	274	10	number	number	NOUN
easat-5835	274	11	of	of	ADP
easat-5835	274	12	features	feature	NOUN
easat-5835	274	13	in	in	ADP
easat-5835	274	14	the	the	DET
easat-5835	274	15	pos	pos	NOUN
easat-5835	274	16	-	-	PUNCT
easat-5835	274	17	lightgbm	lightgbm	ADJ
easat-5835	274	18	model	model	NOUN
easat-5835	274	19	from	from	ADP
easat-5835	274	20	20	20	NUM
easat-5835	274	21	to	to	PART
easat-5835	274	22	9	9	NUM
easat-5835	274	23	.	.	PUNCT
easat-5835	275	1	before	before	ADP
easat-5835	275	2	the	the	DET
easat-5835	275	3	improvement	improvement	NOUN
easat-5835	275	4	,	,	PUNCT
easat-5835	275	5	the	the	DET
easat-5835	275	6	roc	roc	PROPN
easat-5835	275	7	curves	curve	NOUN
easat-5835	275	8	of	of	ADP
easat-5835	275	9	each	each	DET
easat-5835	275	10	category	category	NOUN
easat-5835	275	11	performed	perform	VERB
easat-5835	275	12	better	well	ADV
easat-5835	275	13	,	,	PUNCT
easat-5835	275	14	with	with	ADP
easat-5835	275	15	auc	auc	NOUN
easat-5835	275	16	values	value	NOUN
easat-5835	275	17	between	between	ADP
easat-5835	275	18	0.94	0.94	NUM
easat-5835	275	19	and	and	CCONJ
easat-5835	275	20	0.99	0.99	NUM
easat-5835	275	21	,	,	PUNCT
easat-5835	275	22	indicating	indicate	VERB
easat-5835	275	23	that	that	SCONJ
easat-5835	275	24	the	the	DET
easat-5835	275	25	model	model	NOUN
easat-5835	275	26	has	have	VERB
easat-5835	275	27	strong	strong	ADJ
easat-5835	275	28	differentiation	differentiation	NOUN
easat-5835	275	29	ability	ability	NOUN
easat-5835	275	30	.	.	PUNCT
easat-5835	276	1	still	still	ADV
easat-5835	276	2	,	,	PUNCT
easat-5835	276	3	the	the	DET
easat-5835	276	4	pr	pr	NOUN
easat-5835	276	5	-	-	PUNCT
easat-5835	276	6	auc	auc	NOUN
easat-5835	276	7	of	of	ADP
easat-5835	276	8	some	some	DET
easat-5835	276	9	categories	category	NOUN
easat-5835	276	10	(	(	PUNCT
easat-5835	276	11	e.g.	e.g.	ADV
easat-5835	276	12	,	,	PUNCT
easat-5835	276	13	class	class	NOUN
easat-5835	276	14	1	1	NUM
easat-5835	276	15	)	)	PUNCT
easat-5835	276	16	in	in	ADP
easat-5835	276	17	the	the	DET
easat-5835	276	18	precision	precision	NOUN
easat-5835	276	19	-	-	PUNCT
easat-5835	276	20	recall	recall	NOUN
easat-5835	276	21	curves	curve	NOUN
easat-5835	276	22	was	be	AUX
easat-5835	276	23	low	low	ADJ
easat-5835	276	24	at	at	ADP
easat-5835	276	25	0.812	0.812	NUM
easat-5835	276	26	,	,	PUNCT
easat-5835	276	27	which	which	PRON
easat-5835	276	28	affected	affect	VERB
easat-5835	276	29	the	the	DET
easat-5835	276	30	overall	overall	ADJ
easat-5835	276	31	prediction	prediction	NOUN
easat-5835	276	32	effect	effect	NOUN
easat-5835	276	33	.	.	PUNCT
easat-5835	277	1	after	after	ADP
easat-5835	277	2	improvement	improvement	NOUN
easat-5835	277	3	,	,	PUNCT
easat-5835	277	4	the	the	DET
easat-5835	277	5	roc	roc	PROPN
easat-5835	277	6	curve	curve	NOUN
easat-5835	277	7	of	of	ADP
easat-5835	277	8	the	the	DET
easat-5835	277	9	model	model	NOUN
easat-5835	277	10	is	be	AUX
easat-5835	277	11	further	far	ADV
easat-5835	277	12	optimized	optimize	VERB
easat-5835	277	13	,	,	PUNCT
easat-5835	277	14	and	and	CCONJ
easat-5835	277	15	the	the	DET
easat-5835	277	16	auc	auc	ADJ
easat-5835	277	17	values	value	NOUN
easat-5835	277	18	of	of	ADP
easat-5835	277	19	all	all	DET
easat-5835	277	20	categories	category	NOUN
easat-5835	277	21	are	be	AUX
easat-5835	277	22	raised	raise	VERB
easat-5835	277	23	to	to	ADP
easat-5835	277	24	0.99	0.99	NUM
easat-5835	277	25	or	or	CCONJ
easat-5835	277	26	1.00	1.00	NUM
easat-5835	277	27	.	.	PUNCT
easat-5835	278	1	the	the	DET
easat-5835	278	2	auc	auc	ADJ
easat-5835	278	3	values	value	NOUN
easat-5835	278	4	of	of	ADP
easat-5835	278	5	micro	micro	NOUN
easat-5835	278	6	-	-	NOUN
easat-5835	278	7	averaging	averaging	NOUN
easat-5835	278	8	and	and	CCONJ
easat-5835	278	9	macro	macro	NOUN
easat-5835	278	10	-	-	NOUN
easat-5835	278	11	averaging	averaging	NOUN
easat-5835	278	12	also	also	ADV
easat-5835	278	13	reach	reach	VERB
easat-5835	278	14	0.99	0.99	NUM
easat-5835	278	15	,	,	PUNCT
easat-5835	278	16	close	close	ADJ
easat-5835	278	17	to	to	ADP
easat-5835	278	18	the	the	DET
easat-5835	278	19	perfect	perfect	ADJ
easat-5835	278	20	classification	classification	NOUN
easat-5835	278	21	performance	performance	NOUN
easat-5835	278	22	.	.	PUNCT
easat-5835	279	1	meanwhile	meanwhile	ADV
easat-5835	279	2	,	,	PUNCT
easat-5835	279	3	the	the	DET
easat-5835	279	4	overall	overall	ADJ
easat-5835	279	5	performance	performance	NOUN
easat-5835	279	6	of	of	ADP
easat-5835	279	7	the	the	DET
easat-5835	279	8	precision	precision	NOUN
easat-5835	279	9	-	-	PUNCT
easat-5835	279	10	recall	recall	NOUN
easat-5835	279	11	curve	curve	NOUN
easat-5835	279	12	is	be	AUX
easat-5835	279	13	significantly	significantly	ADV
easat-5835	279	14	improved	improve	VERB
easat-5835	279	15	,	,	PUNCT
easat-5835	279	16	with	with	SCONJ
easat-5835	279	17	the	the	DET
easat-5835	279	18	pr	pr	NOUN
easat-5835	279	19	-	-	PUNCT
easat-5835	279	20	auc	auc	NOUN
easat-5835	279	21	of	of	ADP
easat-5835	279	22	class	class	NOUN
easat-5835	279	23	1	1	NUM
easat-5835	279	24	improved	improve	VERB
easat-5835	279	25	from	from	ADP
easat-5835	279	26	0.812	0.812	NUM
easat-5835	279	27	to	to	ADP
easat-5835	279	28	0.986	0.986	NUM
easat-5835	279	29	and	and	CCONJ
easat-5835	279	30	the	the	DET
easat-5835	279	31	micro	micro	NOUN
easat-5835	279	32	-	-	NOUN
easat-5835	279	33	average	average	ADJ
easat-5835	279	34	pr	pr	NOUN
easat-5835	279	35	-	-	PUNCT
easat-5835	279	36	auc	auc	NOUN
easat-5835	279	37	improved	improve	VERB
easat-5835	279	38	from	from	ADP
easat-5835	279	39	0.902	0.902	NUM
easat-5835	279	40	to	to	ADP
easat-5835	279	41	0.969	0.969	NUM
easat-5835	279	42	,	,	PUNCT
easat-5835	279	43	which	which	PRON
easat-5835	279	44	fully	fully	ADV
easat-5835	279	45	demonstrates	demonstrate	VERB
easat-5835	279	46	the	the	DET
easat-5835	279	47	balanced	balanced	ADJ
easat-5835	279	48	improvement	improvement	NOUN
easat-5835	279	49	of	of	ADP
easat-5835	279	50	the	the	DET
easat-5835	279	51	model	model	NOUN
easat-5835	279	52	in	in	ADP
easat-5835	279	53	precision	precision	NOUN
easat-5835	279	54	and	and	CCONJ
easat-5835	279	55	recall	recall	NOUN
easat-5835	279	56	.	.	PUNCT
easat-5835	280	1	this	this	DET
easat-5835	280	2	improvement	improvement	NOUN
easat-5835	280	3	is	be	AUX
easat-5835	280	4	attributed	attribute	VERB
easat-5835	280	5	to	to	ADP
easat-5835	280	6	applying	apply	VERB
easat-5835	280	7	the	the	DET
easat-5835	280	8	feature	feature	NOUN
easat-5835	280	9	refinement	refinement	NOUN
easat-5835	280	10	strategy	strategy	NOUN
easat-5835	280	11	;	;	PUNCT
easat-5835	280	12	by	by	ADP
easat-5835	280	13	removing	remove	VERB
easat-5835	280	14	redundant	redundant	ADJ
easat-5835	280	15	features	feature	NOUN
easat-5835	280	16	and	and	CCONJ
easat-5835	280	17	focusing	focus	VERB
easat-5835	280	18	on	on	ADP
easat-5835	280	19	key	key	ADJ
easat-5835	280	20	features	feature	NOUN
easat-5835	280	21	,	,	PUNCT
easat-5835	280	22	the	the	DET
easat-5835	280	23	model	model	NOUN
easat-5835	280	24	avoids	avoid	VERB
easat-5835	280	25	overfitting	overfitte	VERB
easat-5835	280	26	while	while	SCONJ
easat-5835	280	27	enhancing	enhance	VERB
easat-5835	280	28	its	its	PRON
easat-5835	280	29	prediction	prediction	NOUN
easat-5835	280	30	ability	ability	NOUN
easat-5835	280	31	for	for	ADP
easat-5835	280	32	low	low	ADV
easat-5835	280	33	-	-	PUNCT
easat-5835	280	34	performing	perform	VERB
easat-5835	280	35	categories	category	NOUN
easat-5835	280	36	.	.	PUNCT
easat-5835	281	1	this	this	PRON
easat-5835	281	2	improves	improve	VERB
easat-5835	281	3	the	the	DET
easat-5835	281	4	model	model	NOUN
easat-5835	281	5	's	's	PART
easat-5835	281	6	classification	classification	NOUN
easat-5835	281	7	accuracy	accuracy	NOUN
easat-5835	281	8	and	and	CCONJ
easat-5835	281	9	optimizes	optimize	VERB
easat-5835	281	10	the	the	DET
easat-5835	281	11	overall	overall	ADJ
easat-5835	281	12	stability	stability	NOUN
easat-5835	281	13	and	and	CCONJ
easat-5835	281	14	efficiency	efficiency	NOUN
easat-5835	281	15	.	.	PUNCT
easat-5835	282	1	as	as	SCONJ
easat-5835	282	2	illustrated	illustrate	VERB
easat-5835	282	3	in	in	ADP
easat-5835	282	4	figure	figure	NOUN
easat-5835	282	5	10	10	NUM
easat-5835	282	6	,	,	PUNCT
easat-5835	282	7	the	the	DET
easat-5835	282	8	partial	partial	ADJ
easat-5835	282	9	dependence	dependence	NOUN
easat-5835	282	10	plot	plot	NOUN
easat-5835	282	11	(	(	PUNCT
easat-5835	282	12	pdp	pdp	PROPN
easat-5835	282	13	)	)	PUNCT
easat-5835	282	14	shows	show	VERB
easat-5835	282	15	the	the	DET
easat-5835	282	16	effect	effect	NOUN
easat-5835	282	17	of	of	ADP
easat-5835	282	18	each	each	DET
easat-5835	282	19	feature	feature	NOUN
easat-5835	282	20	in	in	ADP
easat-5835	282	21	the	the	DET
easat-5835	282	22	model	model	NOUN
easat-5835	282	23	on	on	ADP
easat-5835	282	24	the	the	DET
easat-5835	282	25	prediction	prediction	NOUN
easat-5835	282	26	of	of	ADP
easat-5835	282	27	different	different	ADJ
easat-5835	282	28	target	target	NOUN
easat-5835	282	29	categories	category	NOUN
easat-5835	282	30	.	.	PUNCT
easat-5835	283	1	the	the	DET
easat-5835	283	2	horizontal	horizontal	ADJ
easat-5835	283	3	axis	axis	NOUN
easat-5835	283	4	of	of	ADP
easat-5835	283	5	each	each	DET
easat-5835	283	6	plot	plot	NOUN
easat-5835	283	7	indicates	indicate	VERB
easat-5835	283	8	the	the	DET
easat-5835	283	9	range	range	NOUN
easat-5835	283	10	of	of	ADP
easat-5835	283	11	feature	feature	NOUN
easat-5835	283	12	values	value	NOUN
easat-5835	283	13	,	,	PUNCT
easat-5835	283	14	and	and	CCONJ
easat-5835	283	15	the	the	DET
easat-5835	283	16	vertical	vertical	ADJ
easat-5835	283	17	axis	axis	NOUN
easat-5835	283	18	is	be	AUX
easat-5835	283	19	the	the	DET
easat-5835	283	20	predicted	predict	VERB
easat-5835	283	21	value	value	NOUN
easat-5835	283	22	(	(	PUNCT
easat-5835	283	23	partial	partial	ADJ
easat-5835	283	24	dependence	dependence	NOUN
easat-5835	283	25	)	)	PUNCT
easat-5835	283	26	,	,	PUNCT
easat-5835	283	27	with	with	ADP
easat-5835	283	28	different	different	ADJ
easat-5835	283	29	colored	colored	ADJ
easat-5835	283	30	curves	curve	NOUN
easat-5835	283	31	corresponding	correspond	VERB
easat-5835	283	32	to	to	ADP
easat-5835	283	33	distinct	distinct	ADJ
easat-5835	283	34	categories	category	NOUN
easat-5835	283	35	.	.	PUNCT
easat-5835	284	1	by	by	ADP
easat-5835	284	2	looking	look	VERB
easat-5835	284	3	at	at	ADP
easat-5835	284	4	these	these	DET
easat-5835	284	5	curves	curve	NOUN
easat-5835	284	6	,	,	PUNCT
easat-5835	284	7	it	it	PRON
easat-5835	284	8	is	be	AUX
easat-5835	284	9	possible	possible	ADJ
easat-5835	284	10	to	to	PART
easat-5835	284	11	analyze	analyze	VERB
easat-5835	284	12	2523	2523	NUM
easat-5835	284	13	edelweiss	edelweiss	PROPN
easat-5835	284	14	applied	apply	VERB
easat-5835	284	15	science	science	NOUN
easat-5835	284	16	and	and	CCONJ
easat-5835	284	17	technology	technology	NOUN
easat-5835	284	18	issn	issn	PROPN
easat-5835	284	19	:	:	PUNCT
easat-5835	284	20	2576	2576	NUM
easat-5835	284	21	-	-	SYM
easat-5835	284	22	8484	8484	NUM
easat-5835	284	23	vol	vol	NOUN
easat-5835	284	24	.	.	PROPN
easat-5835	285	1	9	9	NUM
easat-5835	285	2	,	,	PUNCT
easat-5835	285	3	no	no	INTJ
easat-5835	285	4	.	.	NOUN
easat-5835	286	1	3	3	NUM
easat-5835	286	2	:	:	SYM
easat-5835	286	3	2508	2508	NUM
easat-5835	286	4	-	-	SYM
easat-5835	286	5	2530	2530	NUM
easat-5835	286	6	,	,	PUNCT
easat-5835	286	7	2025	2025	NUM
easat-5835	286	8	doi	doi	NOUN
easat-5835	286	9	:	:	PUNCT
easat-5835	286	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	286	11	©	©	PROPN
easat-5835	286	12	2025	2025	NUM
easat-5835	286	13	by	by	ADP
easat-5835	286	14	the	the	DET
easat-5835	286	15	authors	author	NOUN
easat-5835	286	16	;	;	PUNCT
easat-5835	286	17	licensee	licensee	PROPN
easat-5835	286	18	learning	learning	NOUN
easat-5835	286	19	gate	gate	VERB
easat-5835	286	20	the	the	DET
easat-5835	286	21	marginal	marginal	ADJ
easat-5835	286	22	contribution	contribution	NOUN
easat-5835	286	23	of	of	ADP
easat-5835	286	24	features	feature	NOUN
easat-5835	286	25	to	to	ADP
easat-5835	286	26	the	the	DET
easat-5835	286	27	model	model	NOUN
easat-5835	286	28	's	's	PART
easat-5835	286	29	predictive	predictive	ADJ
easat-5835	286	30	output	output	NOUN
easat-5835	286	31	and	and	CCONJ
easat-5835	286	32	identify	identify	VERB
easat-5835	286	33	which	which	DET
easat-5835	286	34	features	feature	NOUN
easat-5835	286	35	are	be	AUX
easat-5835	286	36	more	more	ADV
easat-5835	286	37	critical	critical	ADJ
easat-5835	286	38	in	in	ADP
easat-5835	286	39	predicting	predict	VERB
easat-5835	286	40	specific	specific	ADJ
easat-5835	286	41	categories	category	NOUN
easat-5835	286	42	.	.	PUNCT
easat-5835	287	1	some	some	DET
easat-5835	287	2	features	feature	NOUN
easat-5835	287	3	(	(	PUNCT
easat-5835	287	4	e.g.	e.g.	ADV
easat-5835	287	5	,	,	PUNCT
easat-5835	287	6	f1	f1	NOUN
easat-5835	287	7	,	,	PUNCT
easat-5835	287	8	s1	s1	NOUN
easat-5835	287	9	)	)	PUNCT
easat-5835	287	10	significantly	significantly	ADV
easat-5835	287	11	impact	impact	VERB
easat-5835	287	12	model	model	NOUN
easat-5835	287	13	predictions	prediction	NOUN
easat-5835	287	14	,	,	PUNCT
easat-5835	287	15	with	with	ADP
easat-5835	287	16	a	a	DET
easat-5835	287	17	significant	significant	ADJ
easat-5835	287	18	curve	curve	NOUN
easat-5835	287	19	variation	variation	NOUN
easat-5835	287	20	.	.	PUNCT
easat-5835	288	1	for	for	ADP
easat-5835	288	2	example	example	NOUN
easat-5835	288	3	,	,	PUNCT
easat-5835	288	4	in	in	ADP
easat-5835	288	5	f1	f1	NOUN
easat-5835	288	6	,	,	PUNCT
easat-5835	288	7	class	class	NOUN
easat-5835	288	8	3	3	NUM
easat-5835	288	9	(	(	PUNCT
easat-5835	288	10	purple	purple	ADJ
easat-5835	288	11	color	color	NOUN
easat-5835	288	12	)	)	PUNCT
easat-5835	288	13	rises	rise	VERB
easat-5835	288	14	considerably	considerably	ADV
easat-5835	288	15	with	with	ADP
easat-5835	288	16	increasing	increase	VERB
easat-5835	288	17	feature	feature	NOUN
easat-5835	288	18	values	value	NOUN
easat-5835	288	19	,	,	PUNCT
easat-5835	288	20	indicating	indicate	VERB
easat-5835	288	21	that	that	SCONJ
easat-5835	288	22	f1	f1	PROPN
easat-5835	288	23	contributes	contribute	VERB
easat-5835	288	24	more	more	ADJ
easat-5835	288	25	to	to	ADP
easat-5835	288	26	the	the	DET
easat-5835	288	27	prediction	prediction	NOUN
easat-5835	288	28	of	of	ADP
easat-5835	288	29	class	class	NOUN
easat-5835	288	30	3	3	NUM
easat-5835	288	31	.	.	PUNCT
easat-5835	289	1	in	in	ADP
easat-5835	289	2	contrast	contrast	NOUN
easat-5835	289	3	,	,	PUNCT
easat-5835	289	4	the	the	DET
easat-5835	289	5	curves	curve	NOUN
easat-5835	289	6	change	change	VERB
easat-5835	289	7	more	more	ADV
easat-5835	289	8	gently	gently	ADV
easat-5835	289	9	for	for	ADP
easat-5835	289	10	features	feature	NOUN
easat-5835	289	11	like	like	ADP
easat-5835	289	12	e4	e4	PROPN
easat-5835	289	13	and	and	CCONJ
easat-5835	289	14	s4	s4	PROPN
easat-5835	289	15	,	,	PUNCT
easat-5835	289	16	suggesting	suggest	VERB
easat-5835	289	17	they	they	PRON
easat-5835	289	18	have	have	VERB
easat-5835	289	19	a	a	DET
easat-5835	289	20	weaker	weak	ADJ
easat-5835	289	21	effect	effect	NOUN
easat-5835	289	22	on	on	ADP
easat-5835	289	23	model	model	NOUN
easat-5835	289	24	prediction	prediction	NOUN
easat-5835	289	25	.	.	PUNCT
easat-5835	290	1	in	in	ADP
easat-5835	290	2	addition	addition	NOUN
easat-5835	290	3	,	,	PUNCT
easat-5835	290	4	curve	curve	NOUN
easat-5835	290	5	crossovers	crossover	NOUN
easat-5835	290	6	(	(	PUNCT
easat-5835	290	7	e.g.	e.g.	ADV
easat-5835	290	8	,	,	PUNCT
easat-5835	290	9	red	red	ADJ
easat-5835	290	10	and	and	CCONJ
easat-5835	290	11	purple	purple	NOUN
easat-5835	290	12	in	in	ADP
easat-5835	290	13	the	the	DET
easat-5835	290	14	s1	s1	PROPN
easat-5835	290	15	plot	plot	NOUN
easat-5835	290	16	)	)	PUNCT
easat-5835	290	17	indicate	indicate	VERB
easat-5835	290	18	that	that	SCONJ
easat-5835	290	19	the	the	DET
easat-5835	290	20	differentiation	differentiation	NOUN
easat-5835	290	21	between	between	ADP
easat-5835	290	22	classes	class	NOUN
easat-5835	290	23	is	be	AUX
easat-5835	290	24	weakened	weaken	VERB
easat-5835	290	25	at	at	ADP
easat-5835	290	26	certain	certain	ADJ
easat-5835	290	27	eigenvalues	eigenvalue	NOUN
easat-5835	290	28	and	and	CCONJ
easat-5835	290	29	that	that	SCONJ
easat-5835	290	30	there	there	PRON
easat-5835	290	31	is	be	VERB
easat-5835	290	32	a	a	DET
easat-5835	290	33	class	class	NOUN
easat-5835	290	34	-	-	PUNCT
easat-5835	290	35	switching	switch	VERB
easat-5835	290	36	phenomenon	phenomenon	NOUN
easat-5835	290	37	.	.	PUNCT
easat-5835	291	1	figure	figure	VERB
easat-5835	291	2	10	10	NUM
easat-5835	291	3	.	.	PUNCT
easat-5835	292	1	partial	partial	ADJ
easat-5835	292	2	dependence	dependence	NOUN
easat-5835	292	3	plot	plot	NOUN
easat-5835	292	4	.	.	PUNCT
easat-5835	293	1	5	5	X
easat-5835	293	2	.	.	X
easat-5835	293	3	discussion	discussion	NOUN
easat-5835	293	4	5.1	5.1	NUM
easat-5835	293	5	.	.	PUNCT
easat-5835	294	1	comparison	comparison	NOUN
easat-5835	294	2	with	with	ADP
easat-5835	294	3	other	other	ADJ
easat-5835	294	4	machine	machine	NOUN
easat-5835	294	5	learning	learning	NOUN
easat-5835	294	6	models	model	NOUN
easat-5835	294	7	from	from	ADP
easat-5835	294	8	the	the	DET
easat-5835	294	9	comparison	comparison	NOUN
easat-5835	294	10	results	result	VERB
easat-5835	294	11	in	in	ADP
easat-5835	294	12	figure	figure	NOUN
easat-5835	294	13	11	11	NUM
easat-5835	294	14	,	,	PUNCT
easat-5835	294	15	pso	pso	NOUN
easat-5835	294	16	-	-	PUNCT
easat-5835	294	17	lightgbm	lightgbm	ADJ
easat-5835	294	18	performs	perform	VERB
easat-5835	294	19	well	well	ADV
easat-5835	294	20	when	when	SCONJ
easat-5835	294	21	processing	processing	NOUN
easat-5835	294	22	questionnaire	questionnaire	NOUN
easat-5835	294	23	data	datum	NOUN
easat-5835	294	24	,	,	PUNCT
easat-5835	294	25	with	with	ADP
easat-5835	294	26	accuracy	accuracy	NOUN
easat-5835	294	27	,	,	PUNCT
easat-5835	294	28	precision	precision	NOUN
easat-5835	294	29	,	,	PUNCT
easat-5835	294	30	recall	recall	NOUN
easat-5835	294	31	,	,	PUNCT
easat-5835	294	32	and	and	CCONJ
easat-5835	294	33	f1	f1	NOUN
easat-5835	294	34	-	-	PUNCT
easat-5835	294	35	score	score	NOUN
easat-5835	294	36	,	,	PUNCT
easat-5835	294	37	all	all	PRON
easat-5835	294	38	higher	high	ADJ
easat-5835	294	39	than	than	ADP
easat-5835	294	40	most	most	ADJ
easat-5835	294	41	other	other	ADJ
easat-5835	294	42	models	model	NOUN
easat-5835	294	43	,	,	PUNCT
easat-5835	294	44	indicating	indicate	VERB
easat-5835	294	45	that	that	SCONJ
easat-5835	294	46	it	it	PRON
easat-5835	294	47	can	can	AUX
easat-5835	294	48	balance	balance	VERB
easat-5835	294	49	accuracy	accuracy	NOUN
easat-5835	294	50	while	while	SCONJ
easat-5835	294	51	also	also	ADV
easat-5835	294	52	capturing	capture	VERB
easat-5835	294	53	the	the	DET
easat-5835	294	54	pattern	pattern	NOUN
easat-5835	294	55	of	of	ADP
easat-5835	294	56	the	the	DET
easat-5835	294	57	questionnaire	questionnaire	NOUN
easat-5835	294	58	data	datum	NOUN
easat-5835	294	59	.	.	PUNCT
easat-5835	295	1	the	the	DET
easat-5835	295	2	excellent	excellent	ADJ
easat-5835	295	3	performance	performance	NOUN
easat-5835	295	4	of	of	ADP
easat-5835	295	5	pso	pso	NOUN
easat-5835	295	6	-	-	PUNCT
easat-5835	295	7	lightgbm	lightgbm	ADJ
easat-5835	295	8	can	can	AUX
easat-5835	295	9	be	be	AUX
easat-5835	295	10	attributed	attribute	VERB
easat-5835	295	11	to	to	ADP
easat-5835	295	12	its	its	PRON
easat-5835	295	13	efficient	efficient	ADJ
easat-5835	295	14	processing	processing	NOUN
easat-5835	295	15	of	of	ADP
easat-5835	295	16	large	large	ADJ
easat-5835	295	17	-	-	PUNCT
easat-5835	295	18	scale	scale	NOUN
easat-5835	295	19	datasets	dataset	NOUN
easat-5835	295	20	and	and	CCONJ
easat-5835	295	21	refined	refined	ADJ
easat-5835	295	22	feature	feature	NOUN
easat-5835	295	23	selection	selection	NOUN
easat-5835	295	24	.	.	PUNCT
easat-5835	296	1	pso	pso	NOUN
easat-5835	296	2	-	-	PUNCT
easat-5835	296	3	lightgbm	lightgbm	NOUN
easat-5835	296	4	uses	use	VERB
easat-5835	296	5	a	a	DET
easat-5835	296	6	leaf	leaf	NOUN
easat-5835	296	7	-	-	PUNCT
easat-5835	296	8	splitting	splitting	NOUN
easat-5835	296	9	algorithm	algorithm	NOUN
easat-5835	296	10	based	base	VERB
easat-5835	296	11	on	on	ADP
easat-5835	296	12	an	an	DET
easat-5835	296	13	improvement	improvement	NOUN
easat-5835	296	14	of	of	ADP
easat-5835	296	15	gradient	gradient	NOUN
easat-5835	296	16	-	-	PUNCT
easat-5835	296	17	boosted	boost	VERB
easat-5835	296	18	trees	tree	NOUN
easat-5835	296	19	(	(	PUNCT
easat-5835	296	20	gbdt	gbdt	PROPN
easat-5835	296	21	)	)	PUNCT
easat-5835	296	22	,	,	PUNCT
easat-5835	296	23	which	which	PRON
easat-5835	296	24	significantly	significantly	ADV
easat-5835	296	25	speeds	speed	VERB
easat-5835	296	26	up	up	ADP
easat-5835	296	27	training	training	NOUN
easat-5835	296	28	while	while	SCONJ
easat-5835	296	29	ensuring	ensure	VERB
easat-5835	296	30	model	model	NOUN
easat-5835	296	31	accuracy	accuracy	NOUN
easat-5835	297	1	[	[	X
easat-5835	297	2	47	47	NUM
easat-5835	297	3	]	]	PUNCT
easat-5835	297	4	.	.	PUNCT
easat-5835	298	1	it	it	PRON
easat-5835	298	2	is	be	AUX
easat-5835	298	3	especially	especially	ADV
easat-5835	298	4	suitable	suitable	ADJ
easat-5835	298	5	for	for	ADP
easat-5835	298	6	datasets	dataset	NOUN
easat-5835	298	7	with	with	ADP
easat-5835	298	8	high	high	ADJ
easat-5835	298	9	-	-	PUNCT
easat-5835	298	10	dimensional	dimensional	ADJ
easat-5835	298	11	feature	feature	NOUN
easat-5835	298	12	spaces	space	NOUN
easat-5835	298	13	.	.	PUNCT
easat-5835	299	1	questionnaire	questionnaire	NOUN
easat-5835	299	2	data	datum	NOUN
easat-5835	299	3	often	often	ADV
easat-5835	299	4	has	have	VERB
easat-5835	299	5	many	many	ADJ
easat-5835	299	6	feature	feature	NOUN
easat-5835	299	7	variables	variable	NOUN
easat-5835	299	8	,	,	PUNCT
easat-5835	299	9	and	and	CCONJ
easat-5835	299	10	pso	pso	NOUN
easat-5835	299	11	-	-	PUNCT
easat-5835	299	12	lightgbm	lightgbm	NOUN
easat-5835	299	13	can	can	AUX
easat-5835	299	14	quickly	quickly	ADV
easat-5835	299	15	determine	determine	VERB
easat-5835	299	16	which	which	PRON
easat-5835	299	17	features	feature	VERB
easat-5835	299	18	significantly	significantly	ADV
easat-5835	299	19	impact	impact	VERB
easat-5835	299	20	the	the	DET
easat-5835	299	21	prediction	prediction	NOUN
easat-5835	299	22	results	result	VERB
easat-5835	299	23	[	[	X
easat-5835	299	24	48	48	NUM
easat-5835	299	25	]	]	PUNCT
easat-5835	299	26	.	.	PUNCT
easat-5835	300	1	in	in	ADP
easat-5835	300	2	contrast	contrast	NOUN
easat-5835	300	3	,	,	PUNCT
easat-5835	300	4	svm	svm	VERB
easat-5835	300	5	excels	excel	NOUN
easat-5835	300	6	with	with	ADP
easat-5835	300	7	small	small	ADJ
easat-5835	300	8	data	datum	NOUN
easat-5835	300	9	sets	set	NOUN
easat-5835	300	10	and	and	CCONJ
easat-5835	300	11	linearly	linearly	ADV
easat-5835	300	12	separable	separable	ADJ
easat-5835	300	13	problems	problem	NOUN
easat-5835	300	14	,	,	PUNCT
easat-5835	300	15	but	but	CCONJ
easat-5835	300	16	its	its	PRON
easat-5835	300	17	performance	performance	NOUN
easat-5835	300	18	is	be	AUX
easat-5835	300	19	susceptible	susceptible	ADJ
easat-5835	300	20	to	to	ADP
easat-5835	300	21	data	datum	NOUN
easat-5835	300	22	noise	noise	NOUN
easat-5835	300	23	in	in	ADP
easat-5835	300	24	high	high	ADJ
easat-5835	300	25	-	-	PUNCT
easat-5835	300	26	dimensional	dimensional	ADJ
easat-5835	300	27	features	feature	NOUN
easat-5835	300	28	and	and	CCONJ
easat-5835	300	29	complex	complex	ADJ
easat-5835	300	30	nonlinear	nonlinear	ADJ
easat-5835	300	31	issues	issue	NOUN
easat-5835	300	32	[	[	X
easat-5835	300	33	49	49	NUM
easat-5835	300	34	]	]	PUNCT
easat-5835	300	35	.	.	PUNCT
easat-5835	301	1	more	more	ADV
easat-5835	301	2	specifically	specifically	ADV
easat-5835	301	3	,	,	PUNCT
easat-5835	301	4	svm	svm	PROPN
easat-5835	301	5	requires	require	VERB
easat-5835	301	6	nonlinear	nonlinear	ADJ
easat-5835	301	7	mapping	mapping	NOUN
easat-5835	301	8	by	by	ADP
easat-5835	301	9	2524	2524	NUM
easat-5835	301	10	edelweiss	edelweiss	PROPN
easat-5835	301	11	applied	apply	VERB
easat-5835	301	12	science	science	NOUN
easat-5835	301	13	and	and	CCONJ
easat-5835	301	14	technology	technology	NOUN
easat-5835	301	15	issn	issn	PROPN
easat-5835	301	16	:	:	PUNCT
easat-5835	301	17	2576	2576	NUM
easat-5835	301	18	-	-	SYM
easat-5835	301	19	8484	8484	NUM
easat-5835	301	20	vol	vol	NOUN
easat-5835	301	21	.	.	PROPN
easat-5835	302	1	9	9	NUM
easat-5835	302	2	,	,	PUNCT
easat-5835	302	3	no	no	INTJ
easat-5835	302	4	.	.	NOUN
easat-5835	303	1	3	3	NUM
easat-5835	303	2	:	:	SYM
easat-5835	303	3	2508	2508	NUM
easat-5835	303	4	-	-	SYM
easat-5835	303	5	2530	2530	NUM
easat-5835	303	6	,	,	PUNCT
easat-5835	303	7	2025	2025	NUM
easat-5835	303	8	doi	doi	NOUN
easat-5835	303	9	:	:	PUNCT
easat-5835	303	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	303	11	©	©	PROPN
easat-5835	303	12	2025	2025	NUM
easat-5835	303	13	by	by	ADP
easat-5835	303	14	the	the	DET
easat-5835	303	15	authors	author	NOUN
easat-5835	303	16	;	;	PUNCT
easat-5835	303	17	licensee	licensee	PROPN
easat-5835	303	18	learning	learning	PROPN
easat-5835	303	19	gate	gate	PROPN
easat-5835	303	20	kernel	kernel	PROPN
easat-5835	303	21	function	function	PROPN
easat-5835	303	22	in	in	ADP
easat-5835	303	23	high	high	ADJ
easat-5835	303	24	-	-	PUNCT
easat-5835	303	25	dimensional	dimensional	ADJ
easat-5835	303	26	feature	feature	NOUN
easat-5835	303	27	space	space	NOUN
easat-5835	303	28	.	.	PUNCT
easat-5835	304	1	although	although	SCONJ
easat-5835	304	2	the	the	DET
easat-5835	304	3	kernel	kernel	NOUN
easat-5835	304	4	can	can	AUX
easat-5835	304	5	capture	capture	VERB
easat-5835	304	6	nonlinear	nonlinear	ADJ
easat-5835	304	7	relationships	relationship	NOUN
easat-5835	304	8	,	,	PUNCT
easat-5835	304	9	choosing	choose	VERB
easat-5835	304	10	kernel	kernel	PROPN
easat-5835	304	11	parameters	parameter	NOUN
easat-5835	304	12	in	in	ADP
easat-5835	304	13	high	high	ADJ
easat-5835	304	14	-	-	PUNCT
easat-5835	304	15	dimensional	dimensional	ADJ
easat-5835	304	16	data	datum	NOUN
easat-5835	304	17	significantly	significantly	ADV
easat-5835	304	18	impacts	impact	VERB
easat-5835	304	19	the	the	DET
easat-5835	304	20	model	model	NOUN
easat-5835	304	21	's	's	PART
easat-5835	304	22	performance	performance	NOUN
easat-5835	304	23	.	.	PUNCT
easat-5835	305	1	in	in	ADP
easat-5835	305	2	our	our	PRON
easat-5835	305	3	experiments	experiment	NOUN
easat-5835	305	4	,	,	PUNCT
easat-5835	305	5	the	the	DET
easat-5835	305	6	standard	standard	ADJ
easat-5835	305	7	kernel	kernel	PROPN
easat-5835	305	8	function	function	NOUN
easat-5835	305	9	(	(	PUNCT
easat-5835	305	10	rbf	rbf	PROPN
easat-5835	305	11	kernel	kernel	PROPN
easat-5835	305	12	)	)	PUNCT
easat-5835	305	13	fails	fail	VERB
easat-5835	305	14	to	to	PART
easat-5835	305	15	model	model	VERB
easat-5835	305	16	these	these	DET
easat-5835	305	17	complex	complex	ADJ
easat-5835	305	18	relationships	relationship	NOUN
easat-5835	305	19	effectively	effectively	ADV
easat-5835	305	20	,	,	PUNCT
easat-5835	305	21	resulting	result	VERB
easat-5835	305	22	in	in	ADP
easat-5835	305	23	degraded	degraded	ADJ
easat-5835	305	24	classification	classification	NOUN
easat-5835	305	25	performance	performance	NOUN
easat-5835	305	26	.	.	PUNCT
easat-5835	306	1	knn	knn	PROPN
easat-5835	306	2	,	,	PUNCT
easat-5835	306	3	which	which	PRON
easat-5835	306	4	is	be	AUX
easat-5835	306	5	sensitive	sensitive	ADJ
easat-5835	306	6	to	to	ADP
easat-5835	306	7	the	the	DET
easat-5835	306	8	size	size	NOUN
easat-5835	306	9	of	of	ADP
easat-5835	306	10	the	the	DET
easat-5835	306	11	data	datum	NOUN
easat-5835	306	12	and	and	CCONJ
easat-5835	306	13	the	the	DET
easat-5835	306	14	distribution	distribution	NOUN
easat-5835	306	15	of	of	ADP
easat-5835	306	16	the	the	DET
easat-5835	306	17	feature	feature	NOUN
easat-5835	306	18	space	space	NOUN
easat-5835	306	19	because	because	SCONJ
easat-5835	306	20	it	it	PRON
easat-5835	306	21	relies	rely	VERB
easat-5835	306	22	on	on	ADP
easat-5835	306	23	a	a	DET
easat-5835	306	24	distance	distance	NOUN
easat-5835	306	25	metric	metric	NOUN
easat-5835	306	26	,	,	PUNCT
easat-5835	306	27	performed	perform	VERB
easat-5835	306	28	relatively	relatively	ADV
easat-5835	306	29	poorly	poorly	ADV
easat-5835	306	30	on	on	ADP
easat-5835	306	31	this	this	DET
easat-5835	306	32	dataset	dataset	NOUN
easat-5835	306	33	,	,	PUNCT
easat-5835	306	34	indicating	indicate	VERB
easat-5835	306	35	that	that	SCONJ
easat-5835	306	36	it	it	PRON
easat-5835	306	37	could	could	AUX
easat-5835	306	38	not	not	PART
easat-5835	306	39	capture	capture	VERB
easat-5835	306	40	the	the	DET
easat-5835	306	41	patterns	pattern	NOUN
easat-5835	306	42	in	in	ADP
easat-5835	306	43	the	the	DET
easat-5835	306	44	questionnaire	questionnaire	NOUN
easat-5835	306	45	data	datum	NOUN
easat-5835	306	46	effectively	effectively	ADV
easat-5835	306	47	.	.	PUNCT
easat-5835	307	1	rf	rf	NOUN
easat-5835	307	2	performs	perform	VERB
easat-5835	307	3	well	well	ADV
easat-5835	307	4	in	in	ADP
easat-5835	307	5	dealing	deal	VERB
easat-5835	307	6	with	with	ADP
easat-5835	307	7	missing	miss	VERB
easat-5835	307	8	data	datum	NOUN
easat-5835	307	9	but	but	CCONJ
easat-5835	307	10	is	be	AUX
easat-5835	307	11	relatively	relatively	ADV
easat-5835	307	12	weak	weak	ADJ
easat-5835	307	13	in	in	ADP
easat-5835	307	14	feature	feature	NOUN
easat-5835	307	15	importance	importance	NOUN
easat-5835	307	16	interpretability	interpretability	NOUN
easat-5835	307	17	;	;	PUNCT
easat-5835	307	18	mlp	mlp	NOUN
easat-5835	307	19	performs	perform	VERB
easat-5835	307	20	well	well	ADV
easat-5835	307	21	in	in	ADP
easat-5835	307	22	data	datum	NOUN
easat-5835	307	23	with	with	ADP
easat-5835	307	24	large	large	ADJ
easat-5835	307	25	-	-	PUNCT
easat-5835	307	26	scale	scale	NOUN
easat-5835	307	27	nonlinear	nonlinear	ADJ
easat-5835	307	28	and	and	CCONJ
easat-5835	307	29	continuous	continuous	ADJ
easat-5835	307	30	features	feature	NOUN
easat-5835	307	31	but	but	CCONJ
easat-5835	307	32	requires	require	VERB
easat-5835	307	33	extensive	extensive	ADJ
easat-5835	307	34	parameter	parameter	NOUN
easat-5835	307	35	tuning	tuning	NOUN
easat-5835	307	36	and	and	CCONJ
easat-5835	307	37	is	be	AUX
easat-5835	307	38	susceptible	susceptible	ADJ
easat-5835	307	39	to	to	ADP
easat-5835	307	40	overfitting	overfitte	VERB
easat-5835	307	41	.	.	PUNCT
easat-5835	308	1	figure	figure	NOUN
easat-5835	308	2	11	11	NUM
easat-5835	308	3	.	.	PUNCT
easat-5835	309	1	ml	ml	NOUN
easat-5835	309	2	models	model	NOUN
easat-5835	309	3	performance	performance	NOUN
easat-5835	309	4	comparison	comparison	NOUN
easat-5835	309	5	.	.	PUNCT
easat-5835	310	1	89.64	89.64	NUM
easat-5835	310	2	%	%	NOUN
easat-5835	310	3	88.75	88.75	NUM
easat-5835	310	4	%	%	NOUN
easat-5835	310	5	61.25	61.25	NUM
easat-5835	310	6	%	%	NOUN
easat-5835	310	7	83.75	83.75	NUM
easat-5835	310	8	%	%	NOUN
easat-5835	310	9	82.50	82.50	NUM
easat-5835	310	10	%	%	NOUN
easat-5835	310	11	87.50	87.50	NUM
easat-5835	310	12	%	%	NOUN
easat-5835	310	13	78.75	78.75	NUM
easat-5835	310	14	%	%	NOUN
easat-5835	310	15	72.50	72.50	NUM
easat-5835	310	16	%	%	NOUN
easat-5835	310	17	42.50	42.50	NUM
easat-5835	310	18	%	%	NOUN
easat-5835	310	19	93.68	93.68	NUM
easat-5835	310	20	%	%	NOUN
easat-5835	310	21	90.40	90.40	NUM
easat-5835	310	22	%	%	NOUN
easat-5835	310	23	60.94	60.94	NUM
easat-5835	310	24	%	%	NOUN
easat-5835	310	25	87.12	87.12	NUM
easat-5835	310	26	%	%	NOUN
easat-5835	310	27	83.86	83.86	NUM
easat-5835	310	28	%	%	NOUN
easat-5835	310	29	89.88	89.88	NUM
easat-5835	310	30	%	%	NOUN
easat-5835	310	31	78.38	78.38	NUM
easat-5835	310	32	%	%	NOUN
easat-5835	310	33	77.32	77.32	NUM
easat-5835	310	34	%	%	NOUN
easat-5835	310	35	41.25	41.25	NUM
easat-5835	310	36	%	%	NOUN
easat-5835	310	37	89.64	89.64	NUM
easat-5835	310	38	%	%	NOUN
easat-5835	310	39	88.75	88.75	NUM
easat-5835	310	40	%	%	NOUN
easat-5835	310	41	61.25	61.25	NUM
easat-5835	310	42	%	%	NOUN
easat-5835	310	43	83.75	83.75	NUM
easat-5835	310	44	%	%	NOUN
easat-5835	310	45	82.50	82.50	NUM
easat-5835	310	46	%	%	NOUN
easat-5835	310	47	87.50	87.50	NUM
easat-5835	310	48	%	%	NOUN
easat-5835	310	49	78.75	78.75	NUM
easat-5835	310	50	%	%	NOUN
easat-5835	310	51	72.50	72.50	NUM
easat-5835	310	52	%	%	NOUN
easat-5835	310	53	42.50	42.50	NUM
easat-5835	310	54	%	%	NOUN
easat-5835	310	55	0.909	0.909	NUM
easat-5835	310	56	0.890	0.890	NUM
easat-5835	310	57	0.591	0.591	NUM
easat-5835	310	58	0.839	0.839	NUM
easat-5835	310	59	0.826	0.826	NUM
easat-5835	310	60	0.876	0.876	NUM
easat-5835	310	61	0.783	0.783	NUM
easat-5835	310	62	0.712	0.712	NUM
easat-5835	310	63	0.398	0.398	NUM
easat-5835	310	64	0.00	0.00	NUM
easat-5835	310	65	%	%	NOUN
easat-5835	310	66	10.00	10.00	NUM
easat-5835	310	67	%	%	NOUN
easat-5835	310	68	20.00	20.00	NUM
easat-5835	310	69	%	%	NOUN
easat-5835	310	70	30.00	30.00	NUM
easat-5835	310	71	%	%	NOUN
easat-5835	310	72	40.00	40.00	NUM
easat-5835	310	73	%	%	NOUN
easat-5835	310	74	50.00	50.00	NUM
easat-5835	310	75	%	%	NOUN
easat-5835	310	76	60.00	60.00	NUM
easat-5835	310	77	%	%	NOUN
easat-5835	310	78	70.00	70.00	NUM
easat-5835	310	79	%	%	NOUN
easat-5835	310	80	80.00	80.00	NUM
easat-5835	310	81	%	%	NOUN
easat-5835	310	82	90.00	90.00	NUM
easat-5835	310	83	%	%	NOUN
easat-5835	310	84	100.00	100.00	NUM
easat-5835	310	85	%	%	NOUN
easat-5835	310	86	pso	pso	NOUN
easat-5835	310	87	-	-	PUNCT
easat-5835	310	88	lightgbm	lightgbm	VERB
easat-5835	310	89	catboost	catboost	NOUN
easat-5835	310	90	adaboost	adaboost	ADV
easat-5835	310	91	xgboost	xgboost	X
easat-5835	310	92	gbdt	gbdt	VERB
easat-5835	310	93	rf	rf	NOUN
easat-5835	310	94	svm	svm	PROPN
easat-5835	310	95	knn	knn	PROPN
easat-5835	310	96	mlp	mlp	PROPN
easat-5835	310	97	f1	f1	PROPN
easat-5835	310	98	-	-	PUNCT
easat-5835	310	99	score	score	NOUN
easat-5835	310	100	recall	recall	NOUN
easat-5835	310	101	precision	precision	NOUN
easat-5835	310	102	accuracy	accuracy	NOUN
easat-5835	310	103	2525	2525	NUM
easat-5835	310	104	edelweiss	edelweiss	PROPN
easat-5835	310	105	applied	apply	VERB
easat-5835	310	106	science	science	NOUN
easat-5835	310	107	and	and	CCONJ
easat-5835	310	108	technology	technology	NOUN
easat-5835	310	109	issn	issn	PROPN
easat-5835	310	110	:	:	PUNCT
easat-5835	310	111	2576	2576	NUM
easat-5835	310	112	-	-	SYM
easat-5835	310	113	8484	8484	NUM
easat-5835	310	114	vol	vol	NOUN
easat-5835	310	115	.	.	PROPN
easat-5835	311	1	9	9	NUM
easat-5835	311	2	,	,	PUNCT
easat-5835	311	3	no	no	INTJ
easat-5835	311	4	.	.	NOUN
easat-5835	312	1	3	3	NUM
easat-5835	312	2	:	:	SYM
easat-5835	312	3	2508	2508	NUM
easat-5835	312	4	-	-	SYM
easat-5835	312	5	2530	2530	NUM
easat-5835	312	6	,	,	PUNCT
easat-5835	312	7	2025	2025	NUM
easat-5835	312	8	doi	doi	NOUN
easat-5835	312	9	:	:	PUNCT
easat-5835	312	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	312	11	©	©	PROPN
easat-5835	312	12	2025	2025	NUM
easat-5835	312	13	by	by	ADP
easat-5835	312	14	the	the	DET
easat-5835	312	15	authors	author	NOUN
easat-5835	312	16	;	;	PUNCT
easat-5835	312	17	licensee	licensee	PROPN
easat-5835	312	18	learning	learning	NOUN
easat-5835	312	19	gate	gate	PROPN
easat-5835	312	20	xgboost	xgboost	ADV
easat-5835	312	21	and	and	CCONJ
easat-5835	312	22	gbdt	gbdt	NOUN
easat-5835	312	23	are	be	AUX
easat-5835	312	24	also	also	ADV
easat-5835	312	25	based	base	VERB
easat-5835	312	26	on	on	ADP
easat-5835	312	27	gradient	gradient	ADJ
easat-5835	312	28	boosting	boost	VERB
easat-5835	312	29	algorithms	algorithm	NOUN
easat-5835	312	30	,	,	PUNCT
easat-5835	312	31	but	but	CCONJ
easat-5835	312	32	xgboost	xgboost	X
easat-5835	312	33	uses	use	VERB
easat-5835	312	34	a	a	DET
easat-5835	312	35	sequential	sequential	ADJ
easat-5835	312	36	weighted	weight	VERB
easat-5835	312	37	and	and	CCONJ
easat-5835	312	38	cumulative	cumulative	ADJ
easat-5835	312	39	optimization	optimization	NOUN
easat-5835	312	40	strategy	strategy	NOUN
easat-5835	313	1	[	[	X
easat-5835	313	2	50	50	NUM
easat-5835	313	3	]	]	PUNCT
easat-5835	313	4	.	.	PUNCT
easat-5835	314	1	although	although	SCONJ
easat-5835	314	2	its	its	PRON
easat-5835	314	3	performance	performance	NOUN
easat-5835	314	4	was	be	AUX
easat-5835	314	5	good	good	ADJ
easat-5835	314	6	,	,	PUNCT
easat-5835	314	7	it	it	PRON
easat-5835	314	8	was	be	AUX
easat-5835	314	9	slightly	slightly	ADV
easat-5835	314	10	inferior	inferior	ADJ
easat-5835	314	11	to	to	ADP
easat-5835	314	12	pso	pso	NOUN
easat-5835	314	13	-	-	PUNCT
easat-5835	314	14	lightgbm	lightgbm	ADJ
easat-5835	314	15	,	,	PUNCT
easat-5835	314	16	probably	probably	ADV
easat-5835	314	17	because	because	SCONJ
easat-5835	314	18	its	its	PRON
easat-5835	314	19	splitting	splitting	NOUN
easat-5835	314	20	method	method	NOUN
easat-5835	314	21	consumed	consume	VERB
easat-5835	314	22	more	more	ADJ
easat-5835	314	23	computing	compute	VERB
easat-5835	314	24	resources	resource	NOUN
easat-5835	314	25	and	and	CCONJ
easat-5835	314	26	was	be	AUX
easat-5835	314	27	less	less	ADV
easat-5835	314	28	efficient	efficient	ADJ
easat-5835	314	29	than	than	SCONJ
easat-5835	314	30	pso	pso	NOUN
easat-5835	314	31	-	-	PUNCT
easat-5835	314	32	lightgbm	lightgbm	ADJ
easat-5835	314	33	at	at	ADP
easat-5835	314	34	learning	learn	VERB
easat-5835	314	35	complex	complex	ADJ
easat-5835	314	36	non	non	ADJ
easat-5835	314	37	-	-	ADJ
easat-5835	314	38	linear	linear	ADJ
easat-5835	314	39	relationships	relationship	NOUN
easat-5835	314	40	.	.	PUNCT
easat-5835	315	1	lightgbm	lightgbm	PROPN
easat-5835	315	2	has	have	VERB
easat-5835	315	3	fewer	few	ADJ
easat-5835	315	4	parameters	parameter	NOUN
easat-5835	315	5	,	,	PUNCT
easat-5835	315	6	and	and	CCONJ
easat-5835	315	7	it	it	PRON
easat-5835	315	8	is	be	AUX
easat-5835	315	9	relatively	relatively	ADV
easat-5835	315	10	easier	easy	ADJ
easat-5835	315	11	to	to	PART
easat-5835	315	12	find	find	VERB
easat-5835	315	13	the	the	DET
easat-5835	315	14	global	global	ADJ
easat-5835	315	15	optimal	optimal	ADJ
easat-5835	315	16	parameters	parameter	NOUN
easat-5835	315	17	through	through	ADP
easat-5835	315	18	pso	pso	NOUN
easat-5835	315	19	.	.	PUNCT
easat-5835	316	1	catboost	catboost	PROPN
easat-5835	316	2	has	have	VERB
easat-5835	316	3	a	a	DET
easat-5835	316	4	more	more	ADV
easat-5835	316	5	complex	complex	ADJ
easat-5835	316	6	parameter	parameter	NOUN
easat-5835	316	7	space	space	NOUN
easat-5835	316	8	(	(	PUNCT
easat-5835	316	9	e.g.	e.g.	ADV
easat-5835	316	10	,	,	PUNCT
easat-5835	316	11	internal	internal	ADJ
easat-5835	316	12	mechanisms	mechanism	NOUN
easat-5835	316	13	to	to	PART
easat-5835	316	14	support	support	VERB
easat-5835	316	15	automatic	automatic	ADJ
easat-5835	316	16	coding	coding	NOUN
easat-5835	316	17	of	of	ADP
easat-5835	316	18	category	category	NOUN
easat-5835	316	19	variables	variable	NOUN
easat-5835	316	20	,	,	PUNCT
easat-5835	316	21	depth	depth	NOUN
easat-5835	316	22	control	control	NOUN
easat-5835	316	23	,	,	PUNCT
easat-5835	316	24	etc	etc	X
easat-5835	316	25	.	.	X
easat-5835	316	26	)	)	PUNCT
easat-5835	316	27	.	.	PUNCT
easat-5835	317	1	adaboost	adaboost	PROPN
easat-5835	317	2	performed	perform	VERB
easat-5835	317	3	poorly	poorly	ADV
easat-5835	317	4	,	,	PUNCT
easat-5835	317	5	reflecting	reflect	VERB
easat-5835	317	6	that	that	SCONJ
easat-5835	317	7	its	its	PRON
easat-5835	317	8	approach	approach	NOUN
easat-5835	317	9	of	of	ADP
easat-5835	317	10	combining	combine	VERB
easat-5835	317	11	weak	weak	ADJ
easat-5835	317	12	learners	learner	NOUN
easat-5835	317	13	was	be	AUX
easat-5835	317	14	ineffective	ineffective	ADJ
easat-5835	317	15	at	at	ADP
easat-5835	317	16	improving	improve	VERB
easat-5835	317	17	model	model	NOUN
easat-5835	317	18	performance	performance	NOUN
easat-5835	317	19	when	when	SCONJ
easat-5835	317	20	dealing	deal	VERB
easat-5835	317	21	with	with	ADP
easat-5835	317	22	high	high	ADV
easat-5835	317	23	-	-	PUNCT
easat-5835	317	24	dimensional	dimensional	ADJ
easat-5835	317	25	,	,	PUNCT
easat-5835	317	26	non	non	ADJ
easat-5835	317	27	-	-	ADJ
easat-5835	317	28	linear	linear	ADJ
easat-5835	317	29	,	,	PUNCT
easat-5835	317	30	and	and	CCONJ
easat-5835	317	31	noisy	noisy	ADJ
easat-5835	317	32	data	datum	NOUN
easat-5835	317	33	[	[	X
easat-5835	317	34	51	51	NUM
easat-5835	317	35	]	]	PUNCT
easat-5835	317	36	.	.	PUNCT
easat-5835	318	1	5.2	5.2	NUM
easat-5835	318	2	.	.	PUNCT
easat-5835	319	1	satisfaction	satisfaction	NOUN
easat-5835	319	2	improvement	improvement	NOUN
easat-5835	319	3	strategy	strategy	NOUN
easat-5835	319	4	in	in	ADP
easat-5835	319	5	terms	term	NOUN
easat-5835	319	6	of	of	ADP
easat-5835	319	7	functionality	functionality	NOUN
easat-5835	319	8	,	,	PUNCT
easat-5835	319	9	the	the	DET
easat-5835	319	10	key	key	NOUN
easat-5835	319	11	to	to	ADP
easat-5835	319	12	improving	improve	VERB
easat-5835	319	13	residents	resident	NOUN
easat-5835	319	14	’	'	PUNCT
easat-5835	319	15	satisfaction	satisfaction	NOUN
easat-5835	319	16	is	be	AUX
easat-5835	319	17	to	to	PART
easat-5835	319	18	ensure	ensure	VERB
easat-5835	319	19	that	that	SCONJ
easat-5835	319	20	the	the	DET
easat-5835	319	21	renovated	renovate	VERB
easat-5835	319	22	building	building	NOUN
easat-5835	319	23	meets	meet	VERB
easat-5835	319	24	expectations	expectation	NOUN
easat-5835	319	25	in	in	ADP
easat-5835	319	26	terms	term	NOUN
easat-5835	319	27	of	of	ADP
easat-5835	319	28	energy	energy	NOUN
easat-5835	319	29	efficiency	efficiency	NOUN
easat-5835	319	30	,	,	PUNCT
easat-5835	319	31	comfort	comfort	NOUN
easat-5835	319	32	,	,	PUNCT
easat-5835	319	33	and	and	CCONJ
easat-5835	319	34	ease	ease	NOUN
easat-5835	319	35	of	of	ADP
easat-5835	319	36	use	use	NOUN
easat-5835	319	37	of	of	ADP
easat-5835	319	38	equipment	equipment	NOUN
easat-5835	319	39	.	.	PUNCT
easat-5835	320	1	smart	smart	ADJ
easat-5835	320	2	home	home	NOUN
easat-5835	320	3	systems	system	NOUN
easat-5835	320	4	and	and	CCONJ
easat-5835	320	5	efficient	efficient	ADJ
easat-5835	320	6	energy	energy	NOUN
easat-5835	320	7	management	management	NOUN
easat-5835	320	8	equipment	equipment	NOUN
easat-5835	320	9	can	can	AUX
easat-5835	320	10	reduce	reduce	VERB
easat-5835	320	11	energy	energy	NOUN
easat-5835	320	12	consumption	consumption	NOUN
easat-5835	320	13	while	while	SCONJ
easat-5835	320	14	improving	improve	VERB
easat-5835	320	15	the	the	DET
easat-5835	320	16	living	live	VERB
easat-5835	320	17	experience	experience	NOUN
easat-5835	320	18	[	[	X
easat-5835	320	19	52	52	NUM
easat-5835	320	20	]	]	PUNCT
easat-5835	320	21	.	.	PUNCT
easat-5835	321	1	in	in	ADP
easat-5835	321	2	addition	addition	NOUN
easat-5835	321	3	,	,	PUNCT
easat-5835	321	4	it	it	PRON
easat-5835	321	5	is	be	AUX
easat-5835	321	6	essential	essential	ADJ
easat-5835	321	7	to	to	PART
easat-5835	321	8	ensure	ensure	VERB
easat-5835	321	9	the	the	DET
easat-5835	321	10	equipment	equipment	NOUN
easat-5835	321	11	's	's	PART
easat-5835	321	12	stability	stability	NOUN
easat-5835	321	13	and	and	CCONJ
easat-5835	321	14	ease	ease	NOUN
easat-5835	321	15	of	of	ADP
easat-5835	321	16	operation	operation	NOUN
easat-5835	321	17	,	,	PUNCT
easat-5835	321	18	reduce	reduce	VERB
easat-5835	321	19	the	the	DET
easat-5835	321	20	threshold	threshold	NOUN
easat-5835	321	21	for	for	SCONJ
easat-5835	321	22	users	user	NOUN
easat-5835	321	23	to	to	PART
easat-5835	321	24	use	use	VERB
easat-5835	321	25	and	and	CCONJ
easat-5835	321	26	the	the	DET
easat-5835	321	27	difficulty	difficulty	NOUN
easat-5835	321	28	of	of	ADP
easat-5835	321	29	maintenance	maintenance	NOUN
easat-5835	321	30	,	,	PUNCT
easat-5835	321	31	and	and	CCONJ
easat-5835	321	32	enhance	enhance	VERB
easat-5835	321	33	users	user	NOUN
easat-5835	321	34	’	'	PUNCT
easat-5835	321	35	acceptance	acceptance	NOUN
easat-5835	321	36	of	of	ADP
easat-5835	321	37	intelligent	intelligent	ADJ
easat-5835	321	38	functions	function	NOUN
easat-5835	321	39	.	.	PUNCT
easat-5835	322	1	for	for	ADP
easat-5835	322	2	example	example	NOUN
easat-5835	322	3	,	,	PUNCT
easat-5835	322	4	retrofitting	retrofit	VERB
easat-5835	322	5	measures	measure	NOUN
easat-5835	322	6	undertaken	undertake	VERB
easat-5835	322	7	by	by	ADP
easat-5835	322	8	andreas	andreas	PROPN
easat-5835	322	9	et	et	PROPN
easat-5835	322	10	al	al	PROPN
easat-5835	322	11	.	.	PROPN
easat-5835	322	12	included	include	VERB
easat-5835	322	13	installing	instal	VERB
easat-5835	322	14	an	an	DET
easat-5835	322	15	hvac	hvac	NOUN
easat-5835	322	16	system	system	NOUN
easat-5835	322	17	,	,	PUNCT
easat-5835	322	18	covering	cover	VERB
easat-5835	322	19	the	the	DET
easat-5835	322	20	building	building	NOUN
easat-5835	322	21	envelope	envelope	NOUN
easat-5835	322	22	with	with	ADP
easat-5835	322	23	external	external	ADJ
easat-5835	322	24	insulation	insulation	NOUN
easat-5835	322	25	,	,	PUNCT
easat-5835	322	26	replacing	replace	VERB
easat-5835	322	27	lighting	lighting	NOUN
easat-5835	322	28	with	with	ADP
easat-5835	322	29	led	lead	VERB
easat-5835	322	30	fittings	fitting	NOUN
easat-5835	322	31	,	,	PUNCT
easat-5835	322	32	installing	instal	VERB
easat-5835	322	33	a	a	DET
easat-5835	322	34	photovoltaic	photovoltaic	NOUN
easat-5835	322	35	system	system	NOUN
easat-5835	322	36	and	and	CCONJ
easat-5835	322	37	solar	solar	ADJ
easat-5835	322	38	panels	panel	NOUN
easat-5835	322	39	,	,	PUNCT
easat-5835	322	40	and	and	CCONJ
easat-5835	322	41	replacing	replace	VERB
easat-5835	322	42	external	external	ADJ
easat-5835	322	43	openings	opening	NOUN
easat-5835	322	44	with	with	ADP
easat-5835	322	45	aluminum	aluminum	NOUN
easat-5835	322	46	windows	window	NOUN
easat-5835	322	47	.	.	PUNCT
easat-5835	323	1	the	the	DET
easat-5835	323	2	energy	energy	NOUN
easat-5835	323	3	consumption	consumption	NOUN
easat-5835	323	4	of	of	ADP
easat-5835	323	5	the	the	DET
easat-5835	323	6	renovated	renovate	VERB
easat-5835	323	7	building	building	NOUN
easat-5835	323	8	in	in	ADP
easat-5835	323	9	cyprus	cyprus	PROPN
easat-5835	323	10	was	be	AUX
easat-5835	323	11	reduced	reduce	VERB
easat-5835	323	12	from	from	ADP
easat-5835	323	13	468	468	NUM
easat-5835	323	14	kwh	kwh	NOUN
easat-5835	323	15	/	/	SYM
easat-5835	323	16	m2·yr	m2·yr	PROPN
easat-5835	323	17	to	to	ADP
easat-5835	323	18	218	218	NUM
easat-5835	323	19	kwh	kwh	NUM
easat-5835	323	20	/	/	SYM
easat-5835	323	21	m2·yr	m2·yr	PROPN
easat-5835	323	22	,	,	PUNCT
easat-5835	323	23	with	with	ADP
easat-5835	323	24	renewable	renewable	ADJ
easat-5835	323	25	energy	energy	NOUN
easat-5835	323	26	sources	source	NOUN
easat-5835	323	27	(	(	PUNCT
easat-5835	323	28	res	re	NOUN
easat-5835	323	29	)	)	PUNCT
easat-5835	323	30	contributing	contribute	VERB
easat-5835	323	31	177	177	NUM
easat-5835	323	32	kwh	kwh	NOUN
easat-5835	323	33	/	/	SYM
easat-5835	323	34	m2·yr	m2·yr	PROPN
easat-5835	323	35	and	and	CCONJ
easat-5835	323	36	emissions	emission	NOUN
easat-5835	323	37	of	of	ADP
easat-5835	323	38	carbon	carbon	NOUN
easat-5835	323	39	dioxide	dioxide	NOUN
easat-5835	323	40	from	from	ADP
easat-5835	323	41	136.73	136.73	NUM
easat-5835	323	42	kg	kg	NOUN
easat-5835	323	43	/	/	SYM
easat-5835	323	44	m2·yr	m2·yr	PROPN
easat-5835	323	45	to	to	ADP
easat-5835	323	46	11.5	11.5	NUM
easat-5835	323	47	kg	kg	NOUN
easat-5835	323	48	/	/	SYM
easat-5835	323	49	m2·yr	m2·yr	PROPN
easat-5835	323	50	.	.	PUNCT
easat-5835	324	1	each	each	DET
easat-5835	324	2	sector	sector	NOUN
easat-5835	324	3	reduced	reduce	VERB
easat-5835	324	4	energy	energy	NOUN
easat-5835	324	5	consumption	consumption	NOUN
easat-5835	324	6	,	,	PUNCT
easat-5835	324	7	ranging	range	VERB
easat-5835	324	8	from	from	ADP
easat-5835	324	9	25	25	NUM
easat-5835	324	10	%	%	NOUN
easat-5835	324	11	for	for	ADP
easat-5835	324	12	lighting	lighting	NOUN
easat-5835	324	13	to	to	ADP
easat-5835	324	14	83	83	NUM
easat-5835	324	15	%	%	NOUN
easat-5835	324	16	for	for	ADP
easat-5835	324	17	hot	hot	ADJ
easat-5835	324	18	water	water	NOUN
easat-5835	324	19	[	[	X
easat-5835	324	20	53	53	NUM
easat-5835	324	21	]	]	PUNCT
easat-5835	324	22	.	.	PUNCT
easat-5835	325	1	we	we	PRON
easat-5835	325	2	also	also	ADV
easat-5835	325	3	recommend	recommend	VERB
easat-5835	325	4	a	a	DET
easat-5835	325	5	parametric	parametric	ADJ
easat-5835	325	6	analysis	analysis	NOUN
easat-5835	325	7	to	to	PART
easat-5835	325	8	select	select	VERB
easat-5835	325	9	the	the	DET
easat-5835	325	10	proper	proper	ADJ
easat-5835	325	11	technical	technical	ADJ
easat-5835	325	12	and	and	CCONJ
easat-5835	325	13	financial	financial	ADJ
easat-5835	325	14	criteria	criterion	NOUN
easat-5835	325	15	to	to	PART
easat-5835	325	16	determine	determine	VERB
easat-5835	325	17	the	the	DET
easat-5835	325	18	optimal	optimal	ADJ
easat-5835	325	19	technology	technology	NOUN
easat-5835	325	20	mix	mix	NOUN
easat-5835	325	21	[	[	X
easat-5835	325	22	52	52	NUM
easat-5835	325	23	]	]	PUNCT
easat-5835	325	24	.	.	PUNCT
easat-5835	326	1	integrating	integrate	VERB
easat-5835	326	2	building	building	NOUN
easat-5835	326	3	functions	function	NOUN
easat-5835	326	4	and	and	CCONJ
easat-5835	326	5	extending	extend	VERB
easat-5835	326	6	building	building	NOUN
easat-5835	326	7	life	life	NOUN
easat-5835	326	8	should	should	AUX
easat-5835	326	9	also	also	ADV
easat-5835	326	10	be	be	AUX
easat-5835	326	11	considered	consider	VERB
easat-5835	326	12	to	to	PART
easat-5835	326	13	improve	improve	VERB
easat-5835	326	14	residents	resident	NOUN
easat-5835	326	15	'	'	PART
easat-5835	326	16	confidence	confidence	NOUN
easat-5835	326	17	in	in	ADP
easat-5835	326	18	the	the	DET
easat-5835	326	19	renovation	renovation	NOUN
easat-5835	326	20	results	result	NOUN
easat-5835	326	21	.	.	PUNCT
easat-5835	327	1	in	in	ADP
easat-5835	327	2	terms	term	NOUN
easat-5835	327	3	of	of	ADP
easat-5835	327	4	emotions	emotion	NOUN
easat-5835	327	5	,	,	PUNCT
easat-5835	327	6	as	as	SCONJ
easat-5835	327	7	reflected	reflect	VERB
easat-5835	327	8	in	in	ADP
easat-5835	327	9	figure	figure	NOUN
easat-5835	327	10	12	12	NUM
easat-5835	327	11	,	,	PUNCT
easat-5835	327	12	residents	resident	NOUN
easat-5835	327	13	'	'	PART
easat-5835	327	14	sense	sense	NOUN
easat-5835	327	15	of	of	ADP
easat-5835	327	16	participation	participation	NOUN
easat-5835	327	17	in	in	ADP
easat-5835	327	18	the	the	DET
easat-5835	327	19	decisionmaking	decisionmake	VERB
easat-5835	327	20	process	process	NOUN
easat-5835	327	21	should	should	AUX
easat-5835	327	22	be	be	AUX
easat-5835	327	23	enhanced	enhance	VERB
easat-5835	327	24	,	,	PUNCT
easat-5835	327	25	and	and	CCONJ
easat-5835	327	26	their	their	PRON
easat-5835	327	27	opinions	opinion	NOUN
easat-5835	327	28	and	and	CCONJ
easat-5835	327	29	needs	need	NOUN
easat-5835	327	30	should	should	AUX
easat-5835	327	31	be	be	AUX
easat-5835	327	32	fully	fully	ADV
easat-5835	327	33	considered	consider	VERB
easat-5835	327	34	to	to	PART
easat-5835	327	35	ensure	ensure	VERB
easat-5835	327	36	that	that	SCONJ
easat-5835	327	37	they	they	PRON
easat-5835	327	38	can	can	AUX
easat-5835	327	39	see	see	VERB
easat-5835	327	40	personalized	personalized	ADJ
easat-5835	327	41	customization	customization	NOUN
easat-5835	327	42	,	,	PUNCT
easat-5835	327	43	including	include	VERB
easat-5835	327	44	thermal	thermal	ADJ
easat-5835	327	45	comfort	comfort	NOUN
easat-5835	327	46	and	and	CCONJ
easat-5835	327	47	indoor	indoor	ADJ
easat-5835	327	48	air	air	NOUN
easat-5835	327	49	quality	quality	NOUN
easat-5835	328	1	[	[	X
easat-5835	328	2	54	54	NUM
easat-5835	328	3	]	]	PUNCT
easat-5835	328	4	.	.	PUNCT
easat-5835	329	1	at	at	ADP
easat-5835	329	2	the	the	DET
easat-5835	329	3	same	same	ADJ
easat-5835	329	4	time	time	NOUN
easat-5835	329	5	,	,	PUNCT
easat-5835	329	6	users	user	NOUN
easat-5835	329	7	'	'	PART
easat-5835	329	8	sense	sense	NOUN
easat-5835	329	9	of	of	ADP
easat-5835	329	10	psychological	psychological	ADJ
easat-5835	329	11	belonging	belonging	NOUN
easat-5835	329	12	and	and	CCONJ
easat-5835	329	13	accomplishment	accomplishment	NOUN
easat-5835	329	14	should	should	AUX
easat-5835	329	15	be	be	AUX
easat-5835	329	16	enhanced	enhance	VERB
easat-5835	329	17	by	by	ADP
easat-5835	329	18	improving	improve	VERB
easat-5835	329	19	the	the	DET
easat-5835	329	20	residence	residence	NOUN
easat-5835	329	21	's	's	PART
easat-5835	329	22	sense	sense	NOUN
easat-5835	329	23	of	of	ADP
easat-5835	329	24	security	security	NOUN
easat-5835	329	25	through	through	ADP
easat-5835	329	26	design	design	NOUN
easat-5835	329	27	,	,	PUNCT
easat-5835	329	28	such	such	ADJ
easat-5835	329	29	as	as	ADP
easat-5835	329	30	optimizing	optimize	VERB
easat-5835	329	31	privacy	privacy	NOUN
easat-5835	329	32	and	and	CCONJ
easat-5835	329	33	security	security	NOUN
easat-5835	329	34	equipment	equipment	NOUN
easat-5835	329	35	.	.	PUNCT
easat-5835	330	1	most	most	ADJ
easat-5835	330	2	occupants	occupant	VERB
easat-5835	330	3	lack	lack	NOUN
easat-5835	330	4	knowledge	knowledge	NOUN
easat-5835	330	5	of	of	ADP
easat-5835	330	6	ventilation	ventilation	NOUN
easat-5835	330	7	and	and	CCONJ
easat-5835	330	8	manual	manual	ADJ
easat-5835	330	9	controls	control	NOUN
easat-5835	330	10	,	,	PUNCT
easat-5835	330	11	leading	lead	VERB
easat-5835	330	12	them	they	PRON
easat-5835	330	13	to	to	PART
easat-5835	330	14	alleviate	alleviate	VERB
easat-5835	330	15	discomfort	discomfort	NOUN
easat-5835	330	16	by	by	ADP
easat-5835	330	17	blocking	block	VERB
easat-5835	330	18	diffusers	diffuser	NOUN
easat-5835	330	19	or	or	CCONJ
easat-5835	330	20	disconnecting	disconnect	VERB
easat-5835	330	21	devices	device	NOUN
easat-5835	330	22	when	when	SCONJ
easat-5835	330	23	the	the	DET
easat-5835	330	24	machinery	machinery	NOUN
easat-5835	330	25	malfunctions	malfunction	NOUN
easat-5835	330	26	[	[	X
easat-5835	330	27	55	55	NUM
easat-5835	330	28	]	]	PUNCT
easat-5835	330	29	.	.	PUNCT
easat-5835	331	1	therefore	therefore	ADV
easat-5835	331	2	,	,	PUNCT
easat-5835	331	3	new	new	ADJ
easat-5835	331	4	retrofit	retrofit	NOUN
easat-5835	331	5	practices	practice	NOUN
easat-5835	331	6	should	should	AUX
easat-5835	331	7	pay	pay	VERB
easat-5835	331	8	special	special	ADJ
easat-5835	331	9	attention	attention	NOUN
easat-5835	331	10	to	to	ADP
easat-5835	331	11	the	the	DET
easat-5835	331	12	user	user	NOUN
easat-5835	331	13	-	-	PUNCT
easat-5835	331	14	friendliness	friendliness	NOUN
easat-5835	331	15	of	of	ADP
easat-5835	331	16	the	the	DET
easat-5835	331	17	technical	technical	ADJ
easat-5835	331	18	facilities	facility	NOUN
easat-5835	331	19	,	,	PUNCT
easat-5835	331	20	clearly	clearly	ADV
easat-5835	331	21	communicate	communicate	VERB
easat-5835	331	22	technical	technical	ADJ
easat-5835	331	23	information	information	NOUN
easat-5835	331	24	to	to	ADP
easat-5835	331	25	residents	resident	NOUN
easat-5835	331	26	,	,	PUNCT
easat-5835	331	27	and	and	CCONJ
easat-5835	331	28	closely	closely	ADV
easat-5835	331	29	monitor	monitor	VERB
easat-5835	331	30	the	the	DET
easat-5835	331	31	performance	performance	NOUN
easat-5835	331	32	of	of	ADP
easat-5835	331	33	the	the	DET
easat-5835	331	34	facilities	facility	NOUN
easat-5835	331	35	.	.	PUNCT
easat-5835	332	1	in	in	ADP
easat-5835	332	2	terms	term	NOUN
easat-5835	332	3	of	of	ADP
easat-5835	332	4	society	society	NOUN
easat-5835	332	5	,	,	PUNCT
easat-5835	332	6	the	the	DET
easat-5835	332	7	focus	focus	NOUN
easat-5835	332	8	should	should	AUX
easat-5835	332	9	be	be	AUX
easat-5835	332	10	on	on	ADP
easat-5835	332	11	enhancing	enhance	VERB
easat-5835	332	12	their	their	PRON
easat-5835	332	13	sense	sense	NOUN
easat-5835	332	14	of	of	ADP
easat-5835	332	15	identity	identity	NOUN
easat-5835	332	16	in	in	ADP
easat-5835	332	17	the	the	DET
easat-5835	332	18	community	community	NOUN
easat-5835	332	19	and	and	CCONJ
easat-5835	332	20	society	society	NOUN
easat-5835	332	21	.	.	PUNCT
easat-5835	333	1	strengthening	strengthen	VERB
easat-5835	333	2	community	community	NOUN
easat-5835	333	3	interaction	interaction	NOUN
easat-5835	333	4	can	can	AUX
easat-5835	333	5	promote	promote	VERB
easat-5835	333	6	communication	communication	NOUN
easat-5835	333	7	and	and	CCONJ
easat-5835	333	8	consensus	consensus	NOUN
easat-5835	333	9	among	among	ADP
easat-5835	333	10	neighbors	neighbor	NOUN
easat-5835	333	11	,	,	PUNCT
easat-5835	333	12	creating	create	VERB
easat-5835	333	13	a	a	DET
easat-5835	333	14	positive	positive	ADJ
easat-5835	333	15	community	community	NOUN
easat-5835	333	16	atmosphere	atmosphere	NOUN
easat-5835	333	17	.	.	PUNCT
easat-5835	334	1	at	at	ADP
easat-5835	334	2	the	the	DET
easat-5835	334	3	same	same	ADJ
easat-5835	334	4	time	time	NOUN
easat-5835	334	5	,	,	PUNCT
easat-5835	334	6	positive	positive	ADJ
easat-5835	334	7	media	medium	NOUN
easat-5835	334	8	publicity	publicity	NOUN
easat-5835	334	9	and	and	CCONJ
easat-5835	334	10	social	social	ADJ
easat-5835	334	11	recognition	recognition	NOUN
easat-5835	334	12	can	can	AUX
easat-5835	334	13	further	far	ADV
easat-5835	334	14	enhance	enhance	VERB
easat-5835	334	15	the	the	DET
easat-5835	334	16	social	social	ADJ
easat-5835	334	17	image	image	NOUN
easat-5835	334	18	of	of	ADP
easat-5835	334	19	users	user	NOUN
easat-5835	334	20	so	so	SCONJ
easat-5835	334	21	that	that	SCONJ
easat-5835	334	22	residents	resident	NOUN
easat-5835	334	23	can	can	AUX
easat-5835	334	24	gain	gain	VERB
easat-5835	334	25	social	social	ADJ
easat-5835	334	26	recognition	recognition	NOUN
easat-5835	334	27	for	for	ADP
easat-5835	334	28	their	their	PRON
easat-5835	334	29	environmentally	environmentally	ADV
easat-5835	334	30	friendly	friendly	ADJ
easat-5835	334	31	lifestyles	lifestyle	NOUN
easat-5835	334	32	.	.	PUNCT
easat-5835	335	1	the	the	DET
easat-5835	335	2	uk	uk	PROPN
easat-5835	335	3	's	's	PART
easat-5835	335	4	green	green	ADJ
easat-5835	335	5	deal	deal	NOUN
easat-5835	335	6	,	,	PUNCT
easat-5835	335	7	which	which	PRON
easat-5835	335	8	was	be	AUX
easat-5835	335	9	intended	intend	VERB
easat-5835	335	10	to	to	PART
easat-5835	335	11	improve	improve	VERB
easat-5835	335	12	energy	energy	NOUN
easat-5835	335	13	efficiency	efficiency	NOUN
easat-5835	335	14	(	(	PUNCT
easat-5835	335	15	the	the	DET
easat-5835	335	16	target	target	NOUN
easat-5835	335	17	was	be	AUX
easat-5835	335	18	1	1	NUM
easat-5835	335	19	million	million	NUM
easat-5835	335	20	households	household	NOUN
easat-5835	335	21	)	)	PUNCT
easat-5835	335	22	,	,	PUNCT
easat-5835	335	23	ultimately	ultimately	ADV
easat-5835	335	24	failed	fail	VERB
easat-5835	335	25	because	because	SCONJ
easat-5835	335	26	of	of	ADP
easat-5835	335	27	its	its	PRON
easat-5835	335	28	complex	complex	ADJ
easat-5835	335	29	and	and	CCONJ
easat-5835	335	30	bureaucratic	bureaucratic	ADJ
easat-5835	335	31	procedures	procedure	NOUN
easat-5835	335	32	,	,	PUNCT
easat-5835	335	33	interest	interest	NOUN
easat-5835	335	34	rates	rate	NOUN
easat-5835	335	35	higher	high	ADJ
easat-5835	335	36	than	than	ADP
easat-5835	335	37	those	those	PRON
easat-5835	335	38	for	for	ADP
easat-5835	335	39	mortgages	mortgage	NOUN
easat-5835	335	40	,	,	PUNCT
easat-5835	335	41	and	and	CCONJ
easat-5835	335	42	the	the	DET
easat-5835	335	43	sole	sole	ADJ
easat-5835	335	44	aim	aim	NOUN
easat-5835	335	45	of	of	ADP
easat-5835	335	46	financial	financial	ADJ
easat-5835	335	47	savings	saving	NOUN
easat-5835	335	48	rather	rather	ADV
easat-5835	335	49	than	than	ADP
easat-5835	335	50	improving	improve	VERB
easat-5835	335	51	social	social	ADJ
easat-5835	335	52	well	well	NOUN
easat-5835	335	53	-	-	PUNCT
easat-5835	335	54	being	be	AUX
easat-5835	335	55	[	[	X
easat-5835	335	56	56	56	NUM
easat-5835	335	57	]	]	PUNCT
easat-5835	335	58	.	.	PUNCT
easat-5835	336	1	2526	2526	NUM
easat-5835	336	2	edelweiss	edelweiss	PROPN
easat-5835	336	3	applied	apply	VERB
easat-5835	336	4	science	science	NOUN
easat-5835	336	5	and	and	CCONJ
easat-5835	336	6	technology	technology	NOUN
easat-5835	336	7	issn	issn	PROPN
easat-5835	336	8	:	:	PUNCT
easat-5835	336	9	2576	2576	NUM
easat-5835	336	10	-	-	SYM
easat-5835	336	11	8484	8484	NUM
easat-5835	336	12	vol	vol	NOUN
easat-5835	336	13	.	.	PROPN
easat-5835	337	1	9	9	NUM
easat-5835	337	2	,	,	PUNCT
easat-5835	337	3	no	no	INTJ
easat-5835	337	4	.	.	NOUN
easat-5835	338	1	3	3	NUM
easat-5835	338	2	:	:	SYM
easat-5835	338	3	2508	2508	NUM
easat-5835	338	4	-	-	SYM
easat-5835	338	5	2530	2530	NUM
easat-5835	338	6	,	,	PUNCT
easat-5835	338	7	2025	2025	NUM
easat-5835	338	8	doi	doi	NOUN
easat-5835	338	9	:	:	PUNCT
easat-5835	338	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	338	11	©	©	PROPN
easat-5835	338	12	2025	2025	NUM
easat-5835	338	13	by	by	ADP
easat-5835	338	14	the	the	DET
easat-5835	338	15	authors	author	NOUN
easat-5835	338	16	;	;	PUNCT
easat-5835	339	1	licensee	licensee	PROPN
easat-5835	339	2	learning	learn	VERB
easat-5835	339	3	gate	gate	PROPN
easat-5835	339	4	figure	figure	NOUN
easat-5835	339	5	12	12	NUM
easat-5835	339	6	.	.	PUNCT
easat-5835	339	7	decision	decision	NOUN
easat-5835	339	8	-	-	PUNCT
easat-5835	339	9	making	make	VERB
easat-5835	339	10	process	process	NOUN
easat-5835	339	11	for	for	ADP
easat-5835	339	12	nzeb	nzeb	NOUN
easat-5835	339	13	retrofit	retrofit	NOUN
easat-5835	339	14	.	.	PUNCT
easat-5835	340	1	in	in	ADP
easat-5835	340	2	terms	term	NOUN
easat-5835	340	3	of	of	ADP
easat-5835	340	4	cost	cost	NOUN
easat-5835	340	5	,	,	PUNCT
easat-5835	340	6	retrofitting	retrofit	VERB
easat-5835	340	7	projects	project	NOUN
easat-5835	340	8	should	should	AUX
easat-5835	340	9	ensure	ensure	VERB
easat-5835	340	10	cost	cost	NOUN
easat-5835	340	11	transparency	transparency	NOUN
easat-5835	340	12	and	and	CCONJ
easat-5835	340	13	reasonableness	reasonableness	NOUN
easat-5835	340	14	.	.	PUNCT
easat-5835	341	1	given	give	VERB
easat-5835	341	2	malaysia	malaysia	PROPN
easat-5835	341	3	's	's	PART
easat-5835	341	4	high	high	ADJ
easat-5835	341	5	energy	energy	NOUN
easat-5835	341	6	costs	cost	NOUN
easat-5835	341	7	,	,	PUNCT
easat-5835	341	8	we	we	PRON
easat-5835	341	9	recommend	recommend	VERB
easat-5835	341	10	that	that	SCONJ
easat-5835	341	11	renewable	renewable	ADJ
easat-5835	341	12	energy	energy	NOUN
easat-5835	341	13	incentives	incentive	NOUN
easat-5835	341	14	abandon	abandon	VERB
easat-5835	341	15	feed	feed	NOUN
easat-5835	341	16	-	-	PUNCT
easat-5835	341	17	in	in	ADP
easat-5835	341	18	tariffs	tariff	NOUN
easat-5835	341	19	and	and	CCONJ
easat-5835	341	20	subsidies	subsidy	NOUN
easat-5835	341	21	for	for	ADP
easat-5835	341	22	direct	direct	ADJ
easat-5835	341	23	energy	energy	NOUN
easat-5835	341	24	use	use	NOUN
easat-5835	341	25	,	,	PUNCT
easat-5835	341	26	storage	storage	NOUN
easat-5835	341	27	,	,	PUNCT
easat-5835	341	28	and	and	CCONJ
easat-5835	341	29	load	load	NOUN
easat-5835	341	30	matching	matching	NOUN
easat-5835	341	31	.	.	PUNCT
easat-5835	342	1	future	future	ADJ
easat-5835	342	2	optimization	optimization	NOUN
easat-5835	342	3	analyses	analysis	NOUN
easat-5835	342	4	should	should	AUX
easat-5835	342	5	also	also	ADV
easat-5835	342	6	quantify	quantify	VERB
easat-5835	342	7	the	the	DET
easat-5835	342	8	costs	cost	NOUN
easat-5835	342	9	of	of	ADP
easat-5835	342	10	thermal	thermal	ADJ
easat-5835	342	11	discomfort	discomfort	NOUN
easat-5835	342	12	,	,	PUNCT
easat-5835	342	13	energy	energy	NOUN
easat-5835	342	14	poverty	poverty	NOUN
easat-5835	342	15	,	,	PUNCT
easat-5835	342	16	and	and	CCONJ
easat-5835	342	17	grid	grid	NOUN
easat-5835	342	18	mismatches	mismatch	NOUN
easat-5835	342	19	[	[	X
easat-5835	342	20	57	57	NUM
easat-5835	342	21	]	]	PUNCT
easat-5835	342	22	.	.	PUNCT
easat-5835	343	1	at	at	ADP
easat-5835	343	2	the	the	DET
easat-5835	343	3	same	same	ADJ
easat-5835	343	4	time	time	NOUN
easat-5835	343	5	,	,	PUNCT
easat-5835	343	6	the	the	DET
easat-5835	343	7	retrofitted	retrofit	VERB
easat-5835	343	8	buildings	building	NOUN
easat-5835	343	9	should	should	AUX
easat-5835	343	10	reflect	reflect	VERB
easat-5835	343	11	long	long	ADJ
easat-5835	343	12	-	-	PUNCT
easat-5835	343	13	term	term	NOUN
easat-5835	343	14	energy	energy	NOUN
easat-5835	343	15	cost	cost	NOUN
easat-5835	343	16	savings	saving	NOUN
easat-5835	343	17	and	and	CCONJ
easat-5835	343	18	bring	bring	VERB
easat-5835	343	19	substantial	substantial	ADJ
easat-5835	343	20	economic	economic	ADJ
easat-5835	343	21	returns	return	NOUN
easat-5835	343	22	to	to	ADP
easat-5835	343	23	users	user	NOUN
easat-5835	343	24	.	.	PUNCT
easat-5835	344	1	the	the	DET
easat-5835	344	2	potential	potential	NOUN
easat-5835	344	3	of	of	ADP
easat-5835	344	4	ml	ml	ADP
easat-5835	344	5	algorithms	algorithm	NOUN
easat-5835	344	6	in	in	ADP
easat-5835	344	7	this	this	DET
easat-5835	344	8	field	field	NOUN
easat-5835	344	9	has	have	AUX
easat-5835	344	10	been	be	AUX
easat-5835	344	11	demonstrated	demonstrate	VERB
easat-5835	344	12	in	in	ADP
easat-5835	344	13	this	this	DET
easat-5835	344	14	study	study	NOUN
easat-5835	344	15	.	.	PUNCT
easat-5835	345	1	in	in	ADP
easat-5835	345	2	the	the	DET
easat-5835	345	3	future	future	NOUN
easat-5835	345	4	,	,	PUNCT
easat-5835	345	5	attempts	attempt	NOUN
easat-5835	345	6	could	could	AUX
easat-5835	345	7	be	be	AUX
easat-5835	345	8	made	make	VERB
easat-5835	345	9	to	to	PART
easat-5835	345	10	use	use	VERB
easat-5835	345	11	a	a	DET
easat-5835	345	12	combination	combination	NOUN
easat-5835	345	13	of	of	ADP
easat-5835	345	14	energy	energy	NOUN
easat-5835	345	15	simulation	simulation	NOUN
easat-5835	345	16	and	and	CCONJ
easat-5835	345	17	more	more	ADV
easat-5835	345	18	intelligent	intelligent	ADJ
easat-5835	345	19	algorithms	algorithm	NOUN
easat-5835	345	20	to	to	PART
easat-5835	345	21	determine	determine	VERB
easat-5835	345	22	the	the	DET
easat-5835	345	23	optimal	optimal	ADJ
easat-5835	345	24	cost	cost	NOUN
easat-5835	345	25	plan	plan	NOUN
easat-5835	345	26	.	.	PUNCT
easat-5835	346	1	for	for	ADP
easat-5835	346	2	example	example	NOUN
easat-5835	346	3	,	,	PUNCT
easat-5835	346	4	heravi	heravi	PROPN
easat-5835	346	5	,	,	PUNCT
easat-5835	346	6	et	et	PROPN
easat-5835	346	7	al	al	PROPN
easat-5835	346	8	.	.	PUNCT
easat-5835	347	1	[	[	X
easat-5835	347	2	58	58	NUM
easat-5835	347	3	]	]	PUNCT
easat-5835	347	4	combined	combine	VERB
easat-5835	347	5	energy	energy	NOUN
easat-5835	347	6	simulation	simulation	NOUN
easat-5835	347	7	with	with	ADP
easat-5835	347	8	a	a	DET
easat-5835	347	9	non	non	ADJ
easat-5835	347	10	-	-	ADJ
easat-5835	347	11	dominated	dominated	ADJ
easat-5835	347	12	sorting	sort	VERB
easat-5835	347	13	genetic	genetic	ADJ
easat-5835	347	14	algorithm	algorithm	NOUN
easat-5835	347	15	to	to	PART
easat-5835	347	16	determine	determine	VERB
easat-5835	347	17	the	the	DET
easat-5835	347	18	optimal	optimal	ADJ
easat-5835	347	19	cost	cost	NOUN
easat-5835	347	20	plan	plan	NOUN
easat-5835	347	21	for	for	ADP
easat-5835	347	22	designing	design	VERB
easat-5835	347	23	a	a	DET
easat-5835	347	24	nearly	nearly	ADV
easat-5835	347	25	zero	zero	NUM
easat-5835	347	26	-	-	PUNCT
easat-5835	347	27	energy	energy	NOUN
easat-5835	347	28	residential	residential	ADJ
easat-5835	347	29	building	building	NOUN
easat-5835	347	30	in	in	ADP
easat-5835	347	31	kabul	kabul	PROPN
easat-5835	347	32	,	,	PUNCT
easat-5835	347	33	afghanistan	afghanistan	PROPN
easat-5835	347	34	's	's	PART
easat-5835	347	35	capital	capital	NOUN
easat-5835	347	36	and	and	CCONJ
easat-5835	347	37	largest	large	ADJ
easat-5835	347	38	city	city	NOUN
easat-5835	347	39	.	.	PUNCT
easat-5835	348	1	the	the	DET
easat-5835	348	2	plan	plan	NOUN
easat-5835	348	3	has	have	VERB
easat-5835	348	4	a	a	DET
easat-5835	348	5	payback	payback	NOUN
easat-5835	348	6	period	period	NOUN
easat-5835	348	7	of	of	ADP
easat-5835	348	8	two	two	NUM
easat-5835	348	9	years	year	NOUN
easat-5835	348	10	and	and	CCONJ
easat-5835	348	11	a	a	DET
easat-5835	348	12	total	total	ADJ
easat-5835	348	13	energy	energy	NOUN
easat-5835	348	14	reduction	reduction	NOUN
easat-5835	348	15	of	of	ADP
easat-5835	348	16	83	83	NUM
easat-5835	348	17	%	%	NOUN
easat-5835	348	18	.	.	PUNCT
easat-5835	349	1	using	use	VERB
easat-5835	349	2	a	a	DET
easat-5835	349	3	tabu	tabu	NOUN
easat-5835	349	4	search	search	NOUN
easat-5835	349	5	optimization	optimization	NOUN
easat-5835	349	6	algorithm	algorithm	NOUN
easat-5835	349	7	,	,	PUNCT
easat-5835	349	8	munguba	munguba	PROPN
easat-5835	349	9	,	,	PUNCT
easat-5835	349	10	et	et	PROPN
easat-5835	349	11	al	al	PROPN
easat-5835	349	12	.	.	PUNCT
easat-5835	350	1	[	[	X
easat-5835	350	2	59	59	NUM
easat-5835	350	3	]	]	PUNCT
easat-5835	350	4	determined	determine	VERB
easat-5835	350	5	a	a	DET
easat-5835	350	6	solution	solution	NOUN
easat-5835	350	7	that	that	PRON
easat-5835	350	8	minimizes	minimize	VERB
easat-5835	350	9	electricity	electricity	NOUN
easat-5835	350	10	intensity	intensity	NOUN
easat-5835	350	11	and	and	CCONJ
easat-5835	350	12	life	life	NOUN
easat-5835	350	13	cycle	cycle	NOUN
easat-5835	350	14	costs	cost	VERB
easat-5835	350	15	over	over	ADP
easat-5835	350	16	25	25	NUM
easat-5835	350	17	years	year	NOUN
easat-5835	350	18	.	.	PUNCT
easat-5835	351	1	this	this	DET
easat-5835	351	2	method	method	NOUN
easat-5835	351	3	integrates	integrate	VERB
easat-5835	351	4	thermal	thermal	ADJ
easat-5835	351	5	modeling	modeling	NOUN
easat-5835	351	6	and	and	CCONJ
easat-5835	351	7	economic	economic	ADJ
easat-5835	351	8	analysis	analysis	NOUN
easat-5835	351	9	to	to	PART
easat-5835	351	10	determine	determine	VERB
easat-5835	351	11	synergistic	synergistic	ADJ
easat-5835	351	12	retrofits	retrofit	NOUN
easat-5835	351	13	and	and	CCONJ
easat-5835	351	14	pv	pv	NOUN
easat-5835	351	15	sizing	sizing	NOUN
easat-5835	351	16	configurations	configuration	NOUN
easat-5835	351	17	,	,	PUNCT
easat-5835	351	18	reducing	reduce	VERB
easat-5835	351	19	consumption	consumption	NOUN
easat-5835	351	20	by	by	ADP
easat-5835	351	21	45	45	NUM
easat-5835	351	22	mwh	mwh	PROPN
easat-5835	351	23	/	/	SYM
easat-5835	351	24	year	year	NOUN
easat-5835	351	25	and	and	CCONJ
easat-5835	351	26	increasing	increase	VERB
easat-5835	351	27	net	net	ADJ
easat-5835	351	28	present	present	ADJ
easat-5835	351	29	value	value	NOUN
easat-5835	351	30	(	(	PUNCT
easat-5835	351	31	npv	npv	NOUN
easat-5835	351	32	)	)	PUNCT
easat-5835	351	33	by	by	ADP
easat-5835	351	34	over	over	ADP
easat-5835	351	35	$	$	SYM
easat-5835	351	36	170,000	170,000	NUM
easat-5835	351	37	without	without	ADP
easat-5835	351	38	additional	additional	ADJ
easat-5835	351	39	investment	investment	NOUN
easat-5835	351	40	(	(	PUNCT
easat-5835	351	41	relative	relative	ADJ
easat-5835	351	42	to	to	ADP
easat-5835	351	43	baseline	baseline	VERB
easat-5835	351	44	performance	performance	NOUN
easat-5835	351	45	)	)	PUNCT
easat-5835	351	46	.	.	PUNCT
easat-5835	352	1	2527	2527	NUM
easat-5835	352	2	edelweiss	edelweiss	PROPN
easat-5835	352	3	applied	apply	VERB
easat-5835	352	4	science	science	NOUN
easat-5835	352	5	and	and	CCONJ
easat-5835	352	6	technology	technology	NOUN
easat-5835	352	7	issn	issn	PROPN
easat-5835	352	8	:	:	PUNCT
easat-5835	352	9	2576	2576	NUM
easat-5835	352	10	-	-	SYM
easat-5835	352	11	8484	8484	NUM
easat-5835	352	12	vol	vol	NOUN
easat-5835	352	13	.	.	PROPN
easat-5835	353	1	9	9	NUM
easat-5835	353	2	,	,	PUNCT
easat-5835	353	3	no	no	INTJ
easat-5835	353	4	.	.	NOUN
easat-5835	354	1	3	3	NUM
easat-5835	354	2	:	:	SYM
easat-5835	354	3	2508	2508	NUM
easat-5835	354	4	-	-	SYM
easat-5835	354	5	2530	2530	NUM
easat-5835	354	6	,	,	PUNCT
easat-5835	354	7	2025	2025	NUM
easat-5835	354	8	doi	doi	NOUN
easat-5835	354	9	:	:	PUNCT
easat-5835	354	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	354	11	©	©	PROPN
easat-5835	354	12	2025	2025	NUM
easat-5835	354	13	by	by	ADP
easat-5835	354	14	the	the	DET
easat-5835	354	15	authors	author	NOUN
easat-5835	354	16	;	;	PUNCT
easat-5835	354	17	licensee	licensee	PROPN
easat-5835	354	18	learning	learning	NOUN
easat-5835	354	19	gate	gate	NOUN
easat-5835	354	20	6	6	NUM
easat-5835	354	21	.	.	PUNCT
easat-5835	355	1	conclusion	conclusion	NOUN
easat-5835	355	2	in	in	ADP
easat-5835	355	3	the	the	DET
easat-5835	355	4	current	current	ADJ
easat-5835	355	5	global	global	ADJ
easat-5835	355	6	energy	energy	NOUN
easat-5835	355	7	crisis	crisis	NOUN
easat-5835	355	8	and	and	CCONJ
easat-5835	355	9	climate	climate	NOUN
easat-5835	355	10	change	change	NOUN
easat-5835	355	11	,	,	PUNCT
easat-5835	355	12	renovating	renovate	VERB
easat-5835	355	13	zero	zero	NUM
easat-5835	355	14	-	-	PUNCT
easat-5835	355	15	energy	energy	NOUN
easat-5835	355	16	buildings	building	NOUN
easat-5835	355	17	has	have	AUX
easat-5835	355	18	become	become	VERB
easat-5835	355	19	essential	essential	ADJ
easat-5835	355	20	to	to	ADP
easat-5835	355	21	improving	improve	VERB
easat-5835	355	22	energy	energy	NOUN
easat-5835	355	23	efficiency	efficiency	NOUN
easat-5835	355	24	and	and	CCONJ
easat-5835	355	25	reducing	reduce	VERB
easat-5835	355	26	carbon	carbon	NOUN
easat-5835	355	27	emissions	emission	NOUN
easat-5835	355	28	.	.	PUNCT
easat-5835	356	1	however	however	ADV
easat-5835	356	2	,	,	PUNCT
easat-5835	356	3	residents	resident	NOUN
easat-5835	356	4	'	'	PART
easat-5835	356	5	satisfaction	satisfaction	NOUN
easat-5835	356	6	with	with	ADP
easat-5835	356	7	renovation	renovation	NOUN
easat-5835	356	8	projects	project	NOUN
easat-5835	356	9	is	be	AUX
easat-5835	356	10	crucial	crucial	ADJ
easat-5835	356	11	to	to	ADP
easat-5835	356	12	their	their	PRON
easat-5835	356	13	promotion	promotion	NOUN
easat-5835	356	14	and	and	CCONJ
easat-5835	356	15	implementation	implementation	NOUN
easat-5835	356	16	.	.	PUNCT
easat-5835	357	1	therefore	therefore	ADV
easat-5835	357	2	,	,	PUNCT
easat-5835	357	3	based	base	VERB
easat-5835	357	4	on	on	ADP
easat-5835	357	5	the	the	DET
easat-5835	357	6	combination	combination	NOUN
easat-5835	357	7	of	of	ADP
easat-5835	357	8	customer	customer	NOUN
easat-5835	357	9	perceived	perceive	VERB
easat-5835	357	10	value	value	NOUN
easat-5835	357	11	theory	theory	NOUN
easat-5835	357	12	and	and	CCONJ
easat-5835	357	13	multiple	multiple	ADJ
easat-5835	357	14	machine	machine	NOUN
easat-5835	357	15	learning	learning	NOUN
easat-5835	357	16	(	(	PUNCT
easat-5835	357	17	ml	ml	NOUN
easat-5835	357	18	)	)	PUNCT
easat-5835	357	19	algorithms	algorithm	NOUN
easat-5835	357	20	,	,	PUNCT
easat-5835	357	21	we	we	PRON
easat-5835	357	22	systematically	systematically	ADV
easat-5835	357	23	analyzed	analyze	VERB
easat-5835	357	24	the	the	DET
easat-5835	357	25	factor	factor	NOUN
easat-5835	357	26	system	system	NOUN
easat-5835	357	27	that	that	PRON
easat-5835	357	28	affects	affect	VERB
easat-5835	357	29	the	the	DET
easat-5835	357	30	satisfaction	satisfaction	NOUN
easat-5835	357	31	of	of	ADP
easat-5835	357	32	zero	zero	NUM
easat-5835	357	33	-	-	PUNCT
easat-5835	357	34	energy	energy	NOUN
easat-5835	357	35	building	building	NOUN
easat-5835	357	36	renovations	renovation	NOUN
easat-5835	357	37	,	,	PUNCT
easat-5835	357	38	including	include	VERB
easat-5835	357	39	four	four	NUM
easat-5835	357	40	dimensions	dimension	NOUN
easat-5835	357	41	:	:	PUNCT
easat-5835	357	42	functional	functional	ADJ
easat-5835	357	43	,	,	PUNCT
easat-5835	357	44	emotional	emotional	ADJ
easat-5835	357	45	,	,	PUNCT
easat-5835	357	46	social	social	ADJ
easat-5835	357	47	,	,	PUNCT
easat-5835	357	48	and	and	CCONJ
easat-5835	357	49	cost	cost	NOUN
easat-5835	357	50	.	.	PUNCT
easat-5835	358	1	multiple	multiple	ADJ
easat-5835	358	2	indicators	indicator	NOUN
easat-5835	358	3	in	in	ADP
easat-5835	358	4	these	these	DET
easat-5835	358	5	dimensions	dimension	NOUN
easat-5835	358	6	,	,	PUNCT
easat-5835	358	7	such	such	ADJ
easat-5835	358	8	as	as	ADP
easat-5835	358	9	energy	energy	NOUN
easat-5835	358	10	efficiency	efficiency	NOUN
easat-5835	358	11	improvement	improvement	NOUN
easat-5835	358	12	,	,	PUNCT
easat-5835	358	13	living	living	NOUN
easat-5835	358	14	comfort	comfort	NOUN
easat-5835	358	15	,	,	PUNCT
easat-5835	358	16	personalized	personalized	ADJ
easat-5835	358	17	experience	experience	NOUN
easat-5835	358	18	,	,	PUNCT
easat-5835	358	19	and	and	CCONJ
easat-5835	358	20	economic	economic	ADJ
easat-5835	358	21	returns	return	NOUN
easat-5835	358	22	,	,	PUNCT
easat-5835	358	23	directly	directly	ADV
easat-5835	358	24	affect	affect	VERB
easat-5835	358	25	residents	resident	NOUN
easat-5835	358	26	'	'	PART
easat-5835	358	27	acceptance	acceptance	NOUN
easat-5835	358	28	and	and	CCONJ
easat-5835	358	29	evaluation	evaluation	NOUN
easat-5835	358	30	of	of	ADP
easat-5835	358	31	retrofit	retrofit	NOUN
easat-5835	358	32	projects	project	NOUN
easat-5835	358	33	.	.	PUNCT
easat-5835	359	1	at	at	ADP
easat-5835	359	2	the	the	DET
easat-5835	359	3	same	same	ADJ
easat-5835	359	4	time	time	NOUN
easat-5835	359	5	,	,	PUNCT
easat-5835	359	6	by	by	ADP
easat-5835	359	7	comparing	compare	VERB
easat-5835	359	8	the	the	DET
easat-5835	359	9	performance	performance	NOUN
easat-5835	359	10	of	of	ADP
easat-5835	359	11	different	different	ADJ
easat-5835	359	12	ml	ml	NOUN
easat-5835	359	13	models	model	NOUN
easat-5835	359	14	(	(	PUNCT
easat-5835	359	15	adaboost	adaboost	ADV
easat-5835	359	16	,	,	PUNCT
easat-5835	359	17	xgboost	xgboost	ADV
easat-5835	359	18	,	,	PUNCT
easat-5835	359	19	etc	etc	X
easat-5835	359	20	.	.	X
easat-5835	359	21	)	)	PUNCT
easat-5835	359	22	,	,	PUNCT
easat-5835	359	23	it	it	PRON
easat-5835	359	24	is	be	AUX
easat-5835	359	25	proved	prove	VERB
easat-5835	359	26	that	that	SCONJ
easat-5835	359	27	pso	pso	NOUN
easat-5835	359	28	-	-	PUNCT
easat-5835	359	29	lightgbm	lightgbm	ADJ
easat-5835	359	30	has	have	VERB
easat-5835	359	31	superior	superior	ADJ
easat-5835	359	32	performance	performance	NOUN
easat-5835	359	33	when	when	SCONJ
easat-5835	359	34	processing	processing	NOUN
easat-5835	359	35	questionnaire	questionnaire	NOUN
easat-5835	359	36	data	datum	NOUN
easat-5835	359	37	,	,	PUNCT
easat-5835	359	38	especially	especially	ADV
easat-5835	359	39	in	in	ADP
easat-5835	359	40	terms	term	NOUN
easat-5835	359	41	of	of	ADP
easat-5835	359	42	accuracy	accuracy	NOUN
easat-5835	359	43	,	,	PUNCT
easat-5835	359	44	precision	precision	NOUN
easat-5835	359	45	,	,	PUNCT
easat-5835	359	46	and	and	CCONJ
easat-5835	359	47	f1	f1	PROPN
easat-5835	359	48	score	score	NOUN
easat-5835	359	49	,	,	PUNCT
easat-5835	359	50	which	which	PRON
easat-5835	359	51	provides	provide	VERB
easat-5835	359	52	strong	strong	ADJ
easat-5835	359	53	support	support	NOUN
easat-5835	359	54	for	for	ADP
easat-5835	359	55	the	the	DET
easat-5835	359	56	subsequent	subsequent	ADJ
easat-5835	359	57	satisfaction	satisfaction	NOUN
easat-5835	359	58	prediction	prediction	NOUN
easat-5835	359	59	of	of	ADP
easat-5835	359	60	related	related	ADJ
easat-5835	359	61	projects	project	NOUN
easat-5835	359	62	.	.	PUNCT
easat-5835	360	1	it	it	PRON
easat-5835	360	2	is	be	AUX
easat-5835	360	3	worth	worth	ADJ
easat-5835	360	4	noting	note	VERB
easat-5835	360	5	that	that	SCONJ
easat-5835	360	6	the	the	DET
easat-5835	360	7	data	data	NOUN
easat-5835	360	8	collection	collection	NOUN
easat-5835	360	9	for	for	ADP
easat-5835	360	10	this	this	DET
easat-5835	360	11	study	study	NOUN
easat-5835	360	12	was	be	AUX
easat-5835	360	13	limited	limit	VERB
easat-5835	360	14	to	to	ADP
easat-5835	360	15	malaysia	malaysia	PROPN
easat-5835	360	16	,	,	PUNCT
easat-5835	360	17	a	a	DET
easat-5835	360	18	geographical	geographical	ADJ
easat-5835	360	19	limitation	limitation	NOUN
easat-5835	360	20	that	that	PRON
easat-5835	360	21	restricts	restrict	VERB
easat-5835	360	22	the	the	DET
easat-5835	360	23	generalizability	generalizability	NOUN
easat-5835	360	24	of	of	ADP
easat-5835	360	25	the	the	DET
easat-5835	360	26	findings	finding	NOUN
easat-5835	360	27	to	to	ADP
easat-5835	360	28	other	other	ADJ
easat-5835	360	29	countries	country	NOUN
easat-5835	360	30	and	and	CCONJ
easat-5835	360	31	regions	region	NOUN
easat-5835	360	32	.	.	PUNCT
easat-5835	361	1	malaysia	malaysia	PROPN
easat-5835	361	2	's	's	PART
easat-5835	361	3	national	national	ADJ
easat-5835	361	4	cultural	cultural	ADJ
easat-5835	361	5	characteristics	characteristic	NOUN
easat-5835	361	6	(	(	PUNCT
easat-5835	361	7	e.g.	e.g.	ADV
easat-5835	361	8	,	,	PUNCT
easat-5835	361	9	high	high	ADJ
easat-5835	361	10	collectivism	collectivism	NOUN
easat-5835	361	11	and	and	CCONJ
easat-5835	361	12	substantial	substantial	ADJ
easat-5835	361	13	power	power	NOUN
easat-5835	361	14	distance	distance	NOUN
easat-5835	361	15	)	)	PUNCT
easat-5835	361	16	and	and	CCONJ
easat-5835	361	17	economic	economic	ADJ
easat-5835	361	18	context	context	NOUN
easat-5835	361	19	(	(	PUNCT
easat-5835	361	20	e.g.	e.g.	ADV
easat-5835	361	21	,	,	PUNCT
easat-5835	361	22	lower	low	ADJ
easat-5835	361	23	energy	energy	NOUN
easat-5835	361	24	costs	cost	NOUN
easat-5835	361	25	and	and	CCONJ
easat-5835	361	26	government	government	NOUN
easat-5835	361	27	policy	policy	NOUN
easat-5835	361	28	support	support	NOUN
easat-5835	361	29	for	for	ADP
easat-5835	361	30	sustainable	sustainable	ADJ
easat-5835	361	31	buildings	building	NOUN
easat-5835	361	32	)	)	PUNCT
easat-5835	361	33	uniquely	uniquely	ADV
easat-5835	361	34	influence	influence	VERB
easat-5835	361	35	the	the	DET
easat-5835	361	36	prioritization	prioritization	NOUN
easat-5835	361	37	of	of	ADP
easat-5835	361	38	customer	customer	NOUN
easat-5835	361	39	perceived	perceive	VERB
easat-5835	361	40	value	value	NOUN
easat-5835	361	41	and	and	CCONJ
easat-5835	361	42	satisfaction	satisfaction	NOUN
easat-5835	361	43	factors	factor	NOUN
easat-5835	361	44	.	.	PUNCT
easat-5835	362	1	these	these	DET
easat-5835	362	2	cultural	cultural	ADJ
easat-5835	362	3	and	and	CCONJ
easat-5835	362	4	economic	economic	ADJ
easat-5835	362	5	factors	factor	NOUN
easat-5835	362	6	result	result	VERB
easat-5835	362	7	in	in	ADP
easat-5835	362	8	findings	finding	NOUN
easat-5835	362	9	more	more	ADV
easat-5835	362	10	reflective	reflective	ADJ
easat-5835	362	11	of	of	ADP
easat-5835	362	12	localized	localized	ADJ
easat-5835	362	13	needs	need	NOUN
easat-5835	362	14	and	and	CCONJ
easat-5835	362	15	preferences	preference	NOUN
easat-5835	362	16	and	and	CCONJ
easat-5835	362	17	can	can	AUX
easat-5835	362	18	not	not	PART
easat-5835	362	19	be	be	AUX
easat-5835	362	20	directly	directly	ADV
easat-5835	362	21	generalized	generalize	VERB
easat-5835	362	22	to	to	ADP
easat-5835	362	23	countries	country	NOUN
easat-5835	362	24	with	with	ADP
easat-5835	362	25	different	different	ADJ
easat-5835	362	26	cultural	cultural	ADJ
easat-5835	362	27	or	or	CCONJ
easat-5835	362	28	economic	economic	ADJ
easat-5835	362	29	backgrounds	background	NOUN
easat-5835	362	30	.	.	PUNCT
easat-5835	363	1	in	in	ADP
easat-5835	363	2	addition	addition	NOUN
easat-5835	363	3	,	,	PUNCT
easat-5835	363	4	referring	refer	VERB
easat-5835	363	5	to	to	ADP
easat-5835	363	6	sougkakis	sougkaki	NOUN
easat-5835	363	7	,	,	PUNCT
easat-5835	363	8	et	et	PROPN
easat-5835	363	9	al	al	PROPN
easat-5835	363	10	.	.	PUNCT
easat-5835	364	1	[	[	X
easat-5835	364	2	60	60	NUM
easat-5835	364	3	]	]	PUNCT
easat-5835	364	4	we	we	PRON
easat-5835	364	5	plan	plan	VERB
easat-5835	364	6	to	to	PART
easat-5835	364	7	introduce	introduce	VERB
easat-5835	364	8	multi	multi	ADJ
easat-5835	364	9	-	-	ADJ
easat-5835	364	10	region	region	ADJ
easat-5835	364	11	data	datum	NOUN
easat-5835	364	12	and	and	CCONJ
easat-5835	364	13	conduct	conduct	VERB
easat-5835	364	14	long	long	ADJ
easat-5835	364	15	-	-	PUNCT
easat-5835	364	16	term	term	NOUN
easat-5835	364	17	tracking	tracking	NOUN
easat-5835	364	18	analysis	analysis	NOUN
easat-5835	364	19	in	in	ADP
easat-5835	364	20	our	our	PRON
easat-5835	364	21	follow	follow	VERB
easat-5835	364	22	-	-	PUNCT
easat-5835	364	23	up	up	ADP
easat-5835	364	24	study	study	NOUN
easat-5835	364	25	,	,	PUNCT
easat-5835	364	26	as	as	ADV
easat-5835	364	27	well	well	ADV
easat-5835	364	28	as	as	ADP
easat-5835	364	29	try	try	VERB
easat-5835	364	30	to	to	PART
easat-5835	364	31	optimize	optimize	VERB
easat-5835	364	32	the	the	DET
easat-5835	364	33	performance	performance	NOUN
easat-5835	364	34	using	use	VERB
easat-5835	364	35	a	a	DET
easat-5835	364	36	hybrid	hybrid	NOUN
easat-5835	364	37	ml	ml	NOUN
easat-5835	364	38	model	model	NOUN
easat-5835	364	39	to	to	PART
easat-5835	364	40	validate	validate	VERB
easat-5835	364	41	the	the	DET
easat-5835	364	42	generalizability	generalizability	NOUN
easat-5835	364	43	of	of	ADP
easat-5835	364	44	the	the	DET
easat-5835	364	45	study	study	NOUN
easat-5835	364	46	's	's	PART
easat-5835	364	47	conclusions	conclusion	NOUN
easat-5835	364	48	and	and	CCONJ
easat-5835	364	49	deeply	deeply	ADV
easat-5835	364	50	explore	explore	VERB
easat-5835	364	51	the	the	DET
easat-5835	364	52	dynamic	dynamic	ADJ
easat-5835	364	53	change	change	NOUN
easat-5835	364	54	patterns	pattern	NOUN
easat-5835	364	55	of	of	ADP
easat-5835	364	56	satisfaction	satisfaction	NOUN
easat-5835	364	57	.	.	PUNCT
easat-5835	365	1	transparency	transparency	NOUN
easat-5835	365	2	:	:	PUNCT
easat-5835	365	3	the	the	DET
easat-5835	365	4	authors	author	NOUN
easat-5835	365	5	confirm	confirm	VERB
easat-5835	365	6	that	that	SCONJ
easat-5835	365	7	the	the	DET
easat-5835	365	8	manuscript	manuscript	NOUN
easat-5835	365	9	is	be	AUX
easat-5835	365	10	an	an	DET
easat-5835	365	11	honest	honest	ADJ
easat-5835	365	12	,	,	PUNCT
easat-5835	365	13	accurate	accurate	ADJ
easat-5835	365	14	,	,	PUNCT
easat-5835	365	15	and	and	CCONJ
easat-5835	365	16	transparent	transparent	ADJ
easat-5835	365	17	account	account	NOUN
easat-5835	365	18	of	of	ADP
easat-5835	365	19	the	the	DET
easat-5835	365	20	study	study	NOUN
easat-5835	365	21	;	;	PUNCT
easat-5835	365	22	that	that	SCONJ
easat-5835	365	23	no	no	DET
easat-5835	365	24	vital	vital	ADJ
easat-5835	365	25	features	feature	NOUN
easat-5835	365	26	of	of	ADP
easat-5835	365	27	the	the	DET
easat-5835	365	28	study	study	NOUN
easat-5835	365	29	have	have	AUX
easat-5835	365	30	been	be	AUX
easat-5835	365	31	omitted	omit	VERB
easat-5835	365	32	;	;	PUNCT
easat-5835	365	33	and	and	CCONJ
easat-5835	365	34	that	that	SCONJ
easat-5835	365	35	any	any	DET
easat-5835	365	36	discrepancies	discrepancy	NOUN
easat-5835	365	37	from	from	ADP
easat-5835	365	38	the	the	DET
easat-5835	365	39	study	study	NOUN
easat-5835	365	40	as	as	SCONJ
easat-5835	365	41	planned	plan	VERB
easat-5835	365	42	have	have	AUX
easat-5835	365	43	been	be	AUX
easat-5835	365	44	explained	explain	VERB
easat-5835	365	45	.	.	PUNCT
easat-5835	366	1	this	this	DET
easat-5835	366	2	study	study	NOUN
easat-5835	366	3	followed	follow	VERB
easat-5835	366	4	all	all	DET
easat-5835	366	5	ethical	ethical	ADJ
easat-5835	366	6	practices	practice	NOUN
easat-5835	366	7	during	during	ADP
easat-5835	366	8	writing	writing	NOUN
easat-5835	366	9	.	.	PUNCT
easat-5835	367	1	authors	author	NOUN
easat-5835	367	2	’	'	PUNCT
easat-5835	367	3	contributions	contribution	NOUN
easat-5835	367	4	:	:	PUNCT
easat-5835	367	5	made	make	VERB
easat-5835	367	6	substantial	substantial	ADJ
easat-5835	367	7	contributions	contribution	NOUN
easat-5835	367	8	to	to	ADP
easat-5835	367	9	the	the	DET
easat-5835	367	10	conception	conception	NOUN
easat-5835	367	11	and	and	CCONJ
easat-5835	367	12	design	design	NOUN
easat-5835	367	13	of	of	ADP
easat-5835	367	14	the	the	DET
easat-5835	367	15	study	study	NOUN
easat-5835	367	16	and	and	CCONJ
easat-5835	367	17	performed	perform	VERB
easat-5835	367	18	data	datum	NOUN
easat-5835	367	19	analysis	analysis	NOUN
easat-5835	367	20	and	and	CCONJ
easat-5835	367	21	interpretation	interpretation	NOUN
easat-5835	367	22	:	:	PUNCT
easat-5835	367	23	qin	qin	PROPN
easat-5835	367	24	x	x	PROPN
easat-5835	367	25	,	,	PUNCT
easat-5835	367	26	yin	yin	PROPN
easat-5835	367	27	j.	j.	PROPN
easat-5835	367	28	performed	perform	VERB
easat-5835	367	29	data	datum	NOUN
easat-5835	367	30	acquisition	acquisition	NOUN
easat-5835	367	31	and	and	CCONJ
easat-5835	367	32	provided	provide	VERB
easat-5835	367	33	administrative	administrative	ADJ
easat-5835	367	34	,	,	PUNCT
easat-5835	367	35	technical	technical	ADJ
easat-5835	367	36	,	,	PUNCT
easat-5835	367	37	and	and	CCONJ
easat-5835	367	38	material	material	NOUN
easat-5835	367	39	support	support	NOUN
easat-5835	367	40	:	:	PUNCT
easat-5835	367	41	nuzul	nuzul	ADJ
easat-5835	367	42	ah	ah	INTJ
easat-5835	367	43	,	,	PUNCT
easat-5835	367	44	aidi	aidi	ADJ
easat-5835	367	45	ha	ha	INTJ
easat-5835	367	46	,	,	PUNCT
easat-5835	367	47	law	law	PROPN
easat-5835	367	48	th	th	PROPN
easat-5835	367	49	,	,	PUNCT
easat-5835	367	50	nabilah	nabilah	PROPN
easat-5835	367	51	ab	ab	PROPN
easat-5835	367	52	.	.	PUNCT
easat-5835	368	1	copyright	copyright	NOUN
easat-5835	368	2	:	:	PUNCT
easat-5835	368	3	©	©	PROPN
easat-5835	368	4	2025	2025	NUM
easat-5835	368	5	by	by	ADP
easat-5835	368	6	the	the	DET
easat-5835	368	7	authors	author	NOUN
easat-5835	368	8	.	.	PUNCT
easat-5835	369	1	this	this	DET
easat-5835	369	2	open	open	ADJ
easat-5835	369	3	-	-	PUNCT
easat-5835	369	4	access	access	NOUN
easat-5835	369	5	article	article	NOUN
easat-5835	369	6	is	be	AUX
easat-5835	369	7	distributed	distribute	VERB
easat-5835	369	8	under	under	ADP
easat-5835	369	9	the	the	DET
easat-5835	369	10	terms	term	NOUN
easat-5835	369	11	and	and	CCONJ
easat-5835	369	12	conditions	condition	NOUN
easat-5835	369	13	of	of	ADP
easat-5835	369	14	the	the	DET
easat-5835	369	15	creative	creative	ADJ
easat-5835	369	16	commons	common	NOUN
easat-5835	369	17	attribution	attribution	NOUN
easat-5835	369	18	(	(	PUNCT
easat-5835	369	19	cc	cc	NOUN
easat-5835	369	20	by	by	ADP
easat-5835	369	21	)	)	PUNCT
easat-5835	369	22	license	license	NOUN
easat-5835	369	23	(	(	PUNCT
easat-5835	369	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5835	369	25	)	)	PUNCT
easat-5835	369	26	.	.	PUNCT
easat-5835	370	1	references	reference	NOUN
easat-5835	370	2	[	[	X
easat-5835	370	3	1	1	NUM
easat-5835	370	4	]	]	PUNCT
easat-5835	370	5	m.	m.	NOUN
easat-5835	370	6	panagiotidou	panagiotidou	PROPN
easat-5835	370	7	,	,	PUNCT
easat-5835	370	8	l.	l.	PROPN
easat-5835	370	9	aye	aye	PROPN
easat-5835	370	10	,	,	PUNCT
easat-5835	370	11	and	and	CCONJ
easat-5835	370	12	b.	b.	PROPN
easat-5835	370	13	rismanchi	rismanchi	PROPN
easat-5835	370	14	,	,	PUNCT
easat-5835	370	15	"	"	PUNCT
easat-5835	370	16	optimisation	optimisation	NOUN
easat-5835	370	17	of	of	ADP
easat-5835	370	18	multi	multi	ADJ
easat-5835	370	19	-	-	ADJ
easat-5835	370	20	residential	residential	ADJ
easat-5835	370	21	building	building	NOUN
easat-5835	370	22	retrofit	retrofit	NOUN
easat-5835	370	23	,	,	PUNCT
easat-5835	370	24	cost	cost	NOUN
easat-5835	370	25	-	-	PUNCT
easat-5835	370	26	optimal	optimal	ADJ
easat-5835	370	27	and	and	CCONJ
easat-5835	370	28	netzero	netzero	PROPN
easat-5835	370	29	emission	emission	NOUN
easat-5835	370	30	targets	target	NOUN
easat-5835	370	31	,	,	PUNCT
easat-5835	370	32	"	"	PUNCT
easat-5835	370	33	energy	energy	NOUN
easat-5835	370	34	and	and	CCONJ
easat-5835	370	35	buildings	building	NOUN
easat-5835	370	36	,	,	PUNCT
easat-5835	370	37	vol	vol	NOUN
easat-5835	370	38	.	.	PROPN
easat-5835	370	39	252	252	NUM
easat-5835	370	40	,	,	PUNCT
easat-5835	370	41	p.	p.	NOUN
easat-5835	370	42	111385	111385	NUM
easat-5835	370	43	,	,	PUNCT
easat-5835	370	44	2021	2021	NUM
easat-5835	370	45	.	.	PUNCT
easat-5835	371	1	https://doi.org/10.1016/j.enbuild.2021.111385	https://doi.org/10.1016/j.enbuild.2021.111385	PROPN
easat-5835	372	1	[	[	X
easat-5835	372	2	2	2	NUM
easat-5835	372	3	]	]	PUNCT
easat-5835	372	4	l.	l.	PROPN
easat-5835	372	5	belussi	belussi	PROPN
easat-5835	372	6	et	et	PROPN
easat-5835	372	7	al	al	PROPN
easat-5835	372	8	.	.	PROPN
easat-5835	372	9	,	,	PUNCT
easat-5835	372	10	"	"	PUNCT
easat-5835	372	11	a	a	DET
easat-5835	372	12	review	review	NOUN
easat-5835	372	13	of	of	ADP
easat-5835	372	14	performance	performance	NOUN
easat-5835	372	15	of	of	ADP
easat-5835	372	16	zero	zero	NUM
easat-5835	372	17	energy	energy	NOUN
easat-5835	372	18	buildings	building	NOUN
easat-5835	372	19	and	and	CCONJ
easat-5835	372	20	energy	energy	NOUN
easat-5835	372	21	efficiency	efficiency	NOUN
easat-5835	372	22	solutions	solution	NOUN
easat-5835	372	23	,	,	PUNCT
easat-5835	372	24	"	"	PUNCT
easat-5835	372	25	journal	journal	NOUN
easat-5835	372	26	of	of	ADP
easat-5835	372	27	building	build	VERB
easat-5835	372	28	engineering	engineering	NOUN
easat-5835	372	29	,	,	PUNCT
easat-5835	372	30	vol	vol	NOUN
easat-5835	372	31	.	.	PROPN
easat-5835	372	32	25	25	NUM
easat-5835	372	33	,	,	PUNCT
easat-5835	372	34	p.	p.	NOUN
easat-5835	372	35	100772	100772	NUM
easat-5835	372	36	,	,	PUNCT
easat-5835	372	37	2019	2019	NUM
easat-5835	372	38	.	.	PUNCT
easat-5835	373	1	https://doi.org/10.1016/j.jobe.2019.100772	https://doi.org/10.1016/j.jobe.2019.100772	NOUN
easat-5835	373	2	[	[	X
easat-5835	373	3	3	3	NUM
easat-5835	373	4	]	]	PUNCT
easat-5835	373	5	p.	p.	PROPN
easat-5835	373	6	moran	moran	PROPN
easat-5835	373	7	,	,	PUNCT
easat-5835	373	8	j.	j.	PROPN
easat-5835	373	9	o'connell	o'connell	PROPN
easat-5835	373	10	,	,	PUNCT
easat-5835	373	11	and	and	CCONJ
easat-5835	373	12	j.	j.	PROPN
easat-5835	373	13	goggins	goggins	PROPN
easat-5835	373	14	,	,	PUNCT
easat-5835	373	15	"	"	PUNCT
easat-5835	373	16	sustainable	sustainable	ADJ
easat-5835	373	17	energy	energy	NOUN
easat-5835	373	18	efficiency	efficiency	NOUN
easat-5835	373	19	retrofits	retrofit	NOUN
easat-5835	373	20	as	as	SCONJ
easat-5835	373	21	residenial	residenial	ADJ
easat-5835	373	22	buildings	building	NOUN
easat-5835	373	23	move	move	VERB
easat-5835	373	24	towards	towards	ADP
easat-5835	373	25	nearly	nearly	ADV
easat-5835	373	26	zero	zero	NUM
easat-5835	373	27	energy	energy	NOUN
easat-5835	373	28	building	building	NOUN
easat-5835	373	29	(	(	PUNCT
easat-5835	373	30	nzeb	nzeb	PROPN
easat-5835	373	31	)	)	PUNCT
easat-5835	373	32	standards	standard	NOUN
easat-5835	373	33	,	,	PUNCT
easat-5835	373	34	"	"	PUNCT
easat-5835	373	35	energy	energy	NOUN
easat-5835	373	36	and	and	CCONJ
easat-5835	373	37	buildings	building	NOUN
easat-5835	373	38	,	,	PUNCT
easat-5835	373	39	vol	vol	NOUN
easat-5835	373	40	.	.	PROPN
easat-5835	373	41	211	211	NUM
easat-5835	373	42	,	,	PUNCT
easat-5835	373	43	p.	p.	NOUN
easat-5835	373	44	109816	109816	NUM
easat-5835	373	45	,	,	PUNCT
easat-5835	373	46	2020	2020	NUM
easat-5835	373	47	.	.	PUNCT
easat-5835	374	1	https://doi.org/10.1016/j.enbuild.2020.109816	https://doi.org/10.1016/j.enbuild.2020.109816	PROPN
easat-5835	374	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5835	374	3	https://doi.org/10.1016/j.enbuild.2021.111385	https://doi.org/10.1016/j.enbuild.2021.111385	PROPN
easat-5835	374	4	https://doi.org/10.1016/j.jobe.2019.100772	https://doi.org/10.1016/j.jobe.2019.100772	PROPN
easat-5835	374	5	https://doi.org/10.1016/j.enbuild.2020.109816	https://doi.org/10.1016/j.enbuild.2020.109816	PROPN
easat-5835	374	6	2528	2528	NUM
easat-5835	374	7	edelweiss	edelweiss	PROPN
easat-5835	374	8	applied	apply	VERB
easat-5835	374	9	science	science	NOUN
easat-5835	374	10	and	and	CCONJ
easat-5835	374	11	technology	technology	NOUN
easat-5835	374	12	issn	issn	PROPN
easat-5835	374	13	:	:	PUNCT
easat-5835	374	14	2576	2576	NUM
easat-5835	374	15	-	-	SYM
easat-5835	374	16	8484	8484	NUM
easat-5835	374	17	vol	vol	NOUN
easat-5835	374	18	.	.	PROPN
easat-5835	375	1	9	9	NUM
easat-5835	375	2	,	,	PUNCT
easat-5835	375	3	no	no	INTJ
easat-5835	375	4	.	.	NOUN
easat-5835	376	1	3	3	NUM
easat-5835	376	2	:	:	SYM
easat-5835	376	3	2508	2508	NUM
easat-5835	376	4	-	-	SYM
easat-5835	376	5	2530	2530	NUM
easat-5835	376	6	,	,	PUNCT
easat-5835	376	7	2025	2025	NUM
easat-5835	376	8	doi	doi	NOUN
easat-5835	376	9	:	:	PUNCT
easat-5835	376	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	376	11	©	©	PROPN
easat-5835	376	12	2025	2025	NUM
easat-5835	376	13	by	by	ADP
easat-5835	376	14	the	the	DET
easat-5835	376	15	authors	author	NOUN
easat-5835	376	16	;	;	PUNCT
easat-5835	376	17	licensee	licensee	PROPN
easat-5835	376	18	learning	learning	NOUN
easat-5835	376	19	gate	gate	NOUN
easat-5835	377	1	[	[	X
easat-5835	377	2	4	4	NUM
easat-5835	377	3	]	]	X
easat-5835	377	4	ministry	ministry	NOUN
easat-5835	377	5	of	of	ADP
easat-5835	377	6	housing	housing	PROPN
easat-5835	377	7	and	and	CCONJ
easat-5835	377	8	urban	urban	ADJ
easat-5835	377	9	-	-	PUNCT
easat-5835	377	10	rural	rural	ADJ
easat-5835	377	11	development	development	NOUN
easat-5835	377	12	,	,	PUNCT
easat-5835	377	13	"	"	PUNCT
easat-5835	377	14	official	official	ADJ
easat-5835	377	15	announcement	announcement	NOUN
easat-5835	377	16	on	on	ADP
easat-5835	377	17	housing	housing	NOUN
easat-5835	377	18	and	and	CCONJ
easat-5835	377	19	urban	urban	ADJ
easat-5835	377	20	development	development	NOUN
easat-5835	377	21	policies	policy	NOUN
easat-5835	377	22	,	,	PUNCT
easat-5835	377	23	"	"	PUNCT
easat-5835	377	24	retrieved	retrieve	VERB
easat-5835	377	25	:	:	PUNCT
easat-5835	377	26	https://www.mohurd.gov.cn/xinwen/gzdt/202402/20240201_776526.html	https://www.mohurd.gov.cn/xinwen/gzdt/202402/20240201_776526.html	X
easat-5835	377	27	.	.	PUNCT
easat-5835	378	1	[	[	X
easat-5835	378	2	accessed	access	VERB
easat-5835	378	3	september	september	PROPN
easat-5835	378	4	1	1	NUM
easat-5835	378	5	,	,	PUNCT
easat-5835	378	6	2024	2024	NUM
easat-5835	378	7	]	]	PUNCT
easat-5835	378	8	,	,	PUNCT
easat-5835	378	9	2024	2024	NUM
easat-5835	378	10	.	.	PUNCT
easat-5835	379	1	[	[	X
easat-5835	379	2	5	5	NUM
easat-5835	379	3	]	]	PUNCT
easat-5835	379	4	a.	a.	NOUN
easat-5835	379	5	d.	d.	PROPN
easat-5835	379	6	wills	will	NOUN
easat-5835	379	7	,	,	PUNCT
easat-5835	379	8	i.	i.	PROPN
easat-5835	379	9	beausoleil	beausoleil	PROPN
easat-5835	379	10	-	-	PUNCT
easat-5835	379	11	morrison	morrison	PROPN
easat-5835	379	12	,	,	PUNCT
easat-5835	379	13	and	and	CCONJ
easat-5835	379	14	v.	v.	PROPN
easat-5835	379	15	i.	i.	PROPN
easat-5835	379	16	ugursal	ugursal	PROPN
easat-5835	379	17	,	,	PUNCT
easat-5835	379	18	"	"	PUNCT
easat-5835	379	19	a	a	DET
easat-5835	379	20	modelling	modelling	NOUN
easat-5835	379	21	approach	approach	NOUN
easat-5835	379	22	and	and	CCONJ
easat-5835	379	23	a	a	DET
easat-5835	379	24	case	case	NOUN
easat-5835	379	25	study	study	NOUN
easat-5835	379	26	to	to	PART
easat-5835	379	27	answer	answer	VERB
easat-5835	379	28	the	the	DET
easat-5835	379	29	question	question	NOUN
easat-5835	379	30	:	:	PUNCT
easat-5835	379	31	what	what	PRON
easat-5835	379	32	does	do	AUX
easat-5835	379	33	it	it	PRON
easat-5835	379	34	take	take	VERB
easat-5835	379	35	to	to	PART
easat-5835	379	36	retrofit	retrofit	VERB
easat-5835	379	37	a	a	DET
easat-5835	379	38	community	community	NOUN
easat-5835	379	39	to	to	ADP
easat-5835	379	40	net	net	ADJ
easat-5835	379	41	-	-	PUNCT
easat-5835	379	42	zero	zero	NUM
easat-5835	379	43	energy	energy	NOUN
easat-5835	379	44	?	?	PUNCT
easat-5835	379	45	,	,	PUNCT
easat-5835	379	46	"	"	PUNCT
easat-5835	379	47	journal	journal	NOUN
easat-5835	379	48	of	of	ADP
easat-5835	379	49	building	build	VERB
easat-5835	379	50	engineering	engineering	NOUN
easat-5835	379	51	,	,	PUNCT
easat-5835	379	52	vol	vol	NOUN
easat-5835	379	53	.	.	PROPN
easat-5835	379	54	40	40	NUM
easat-5835	379	55	,	,	PUNCT
easat-5835	379	56	p.	p.	NOUN
easat-5835	379	57	102296	102296	NUM
easat-5835	379	58	,	,	PUNCT
easat-5835	379	59	2021	2021	NUM
easat-5835	379	60	.	.	PUNCT
easat-5835	380	1	https://doi.org/10.1016/j.jobe.2021.102296	https://doi.org/10.1016/j.jobe.2021.102296	PROPN
easat-5835	380	2	[	[	X
easat-5835	380	3	6	6	NUM
easat-5835	380	4	]	]	PUNCT
easat-5835	380	5	e.	e.	PROPN
easat-5835	380	6	ohene	ohene	PROPN
easat-5835	380	7	,	,	PUNCT
easat-5835	380	8	s.-c	s.-c	PROPN
easat-5835	380	9	.	.	PUNCT
easat-5835	381	1	hsu	hsu	PROPN
easat-5835	381	2	,	,	PUNCT
easat-5835	381	3	and	and	CCONJ
easat-5835	381	4	a.	a.	PROPN
easat-5835	381	5	p.	p.	PROPN
easat-5835	381	6	chan	chan	PROPN
easat-5835	381	7	,	,	PUNCT
easat-5835	381	8	"	"	PUNCT
easat-5835	381	9	feasibility	feasibility	NOUN
easat-5835	381	10	and	and	CCONJ
easat-5835	381	11	retrofit	retrofit	NOUN
easat-5835	381	12	guidelines	guideline	NOUN
easat-5835	381	13	towards	towards	ADP
easat-5835	381	14	net	net	ADJ
easat-5835	381	15	-	-	PUNCT
easat-5835	381	16	zero	zero	NUM
easat-5835	381	17	energy	energy	NOUN
easat-5835	381	18	buildings	building	NOUN
easat-5835	381	19	in	in	ADP
easat-5835	381	20	tropical	tropical	ADJ
easat-5835	381	21	climates	climate	NOUN
easat-5835	381	22	:	:	PUNCT
easat-5835	381	23	a	a	DET
easat-5835	381	24	case	case	NOUN
easat-5835	381	25	of	of	ADP
easat-5835	381	26	ghana	ghana	PROPN
easat-5835	381	27	,	,	PUNCT
easat-5835	381	28	"	"	PUNCT
easat-5835	381	29	energy	energy	NOUN
easat-5835	381	30	and	and	CCONJ
easat-5835	381	31	buildings	building	NOUN
easat-5835	381	32	,	,	PUNCT
easat-5835	381	33	vol	vol	NOUN
easat-5835	381	34	.	.	PROPN
easat-5835	381	35	269	269	NUM
easat-5835	381	36	,	,	PUNCT
easat-5835	381	37	p.	p.	NOUN
easat-5835	381	38	112252	112252	NUM
easat-5835	381	39	,	,	PUNCT
easat-5835	381	40	2022	2022	NUM
easat-5835	381	41	.	.	PUNCT
easat-5835	382	1	https://doi.org/10.1016/j.enbuild.2022.112252	https://doi.org/10.1016/j.enbuild.2022.112252	ADP
easat-5835	382	2	[	[	X
easat-5835	382	3	7	7	X
easat-5835	382	4	]	]	PUNCT
easat-5835	382	5	j.	j.	PROPN
easat-5835	382	6	f.	f.	PROPN
easat-5835	382	7	w.	w.	PROPN
easat-5835	382	8	costa	costa	PROPN
easat-5835	382	9	,	,	PUNCT
easat-5835	382	10	c.	c.	PROPN
easat-5835	382	11	n.	n.	PROPN
easat-5835	382	12	d.	d.	PROPN
easat-5835	382	13	amorim	amorim	PROPN
easat-5835	382	14	,	,	PUNCT
easat-5835	382	15	and	and	CCONJ
easat-5835	382	16	j.	j.	PROPN
easat-5835	382	17	c.	c.	PROPN
easat-5835	382	18	r.	r.	PROPN
easat-5835	382	19	silva	silva	PROPN
easat-5835	382	20	,	,	PUNCT
easat-5835	382	21	"	"	PUNCT
easat-5835	382	22	retrofit	retrofit	NOUN
easat-5835	382	23	guidelines	guideline	NOUN
easat-5835	382	24	towards	towards	ADP
easat-5835	382	25	the	the	DET
easat-5835	382	26	achievement	achievement	NOUN
easat-5835	382	27	of	of	ADP
easat-5835	382	28	net	net	ADJ
easat-5835	382	29	zero	zero	NUM
easat-5835	382	30	energy	energy	NOUN
easat-5835	382	31	buildings	building	NOUN
easat-5835	382	32	for	for	ADP
easat-5835	382	33	office	office	NOUN
easat-5835	382	34	buildings	building	NOUN
easat-5835	382	35	in	in	ADP
easat-5835	382	36	brasilia	brasilia	PROPN
easat-5835	382	37	,	,	PUNCT
easat-5835	382	38	"	"	PUNCT
easat-5835	382	39	journal	journal	NOUN
easat-5835	382	40	of	of	ADP
easat-5835	382	41	building	build	VERB
easat-5835	382	42	engineering	engineering	NOUN
easat-5835	382	43	,	,	PUNCT
easat-5835	382	44	vol	vol	NOUN
easat-5835	382	45	.	.	PROPN
easat-5835	382	46	32	32	NUM
easat-5835	382	47	,	,	PUNCT
easat-5835	382	48	p.	p.	NOUN
easat-5835	382	49	101680	101680	NUM
easat-5835	382	50	,	,	PUNCT
easat-5835	382	51	2020	2020	NUM
easat-5835	382	52	.	.	PUNCT
easat-5835	383	1	https://doi.org/10.1016/j.jobe.2020.101680	https://doi.org/10.1016/j.jobe.2020.101680	PROPN
easat-5835	383	2	[	[	X
easat-5835	383	3	8	8	NUM
easat-5835	383	4	]	]	X
easat-5835	383	5	f.	f.	PROPN
easat-5835	383	6	emil	emil	PROPN
easat-5835	383	7	and	and	CCONJ
easat-5835	383	8	a.	a.	NOUN
easat-5835	383	9	diab	diab	PROPN
easat-5835	383	10	,	,	PUNCT
easat-5835	383	11	"	"	PUNCT
easat-5835	383	12	energy	energy	NOUN
easat-5835	383	13	rationalization	rationalization	NOUN
easat-5835	383	14	for	for	ADP
easat-5835	383	15	an	an	DET
easat-5835	383	16	educational	educational	ADJ
easat-5835	383	17	building	building	NOUN
easat-5835	383	18	in	in	ADP
easat-5835	383	19	egypt	egypt	PROPN
easat-5835	383	20	:	:	PUNCT
easat-5835	383	21	towards	towards	ADP
easat-5835	383	22	a	a	DET
easat-5835	383	23	zero	zero	NUM
easat-5835	383	24	energy	energy	NOUN
easat-5835	383	25	building	building	NOUN
easat-5835	383	26	,	,	PUNCT
easat-5835	383	27	"	"	PUNCT
easat-5835	383	28	journal	journal	NOUN
easat-5835	383	29	of	of	ADP
easat-5835	383	30	building	build	VERB
easat-5835	383	31	engineering	engineering	NOUN
easat-5835	383	32	,	,	PUNCT
easat-5835	383	33	vol	vol	NOUN
easat-5835	383	34	.	.	PROPN
easat-5835	383	35	44	44	NUM
easat-5835	383	36	,	,	PUNCT
easat-5835	383	37	p.	p.	NOUN
easat-5835	383	38	103247	103247	NUM
easat-5835	383	39	,	,	PUNCT
easat-5835	383	40	2021	2021	NUM
easat-5835	383	41	.	.	PUNCT
easat-5835	384	1	https://doi.org/10.1016/j.jobe.2021.103247	https://doi.org/10.1016/j.jobe.2021.103247	NOUN
easat-5835	385	1	[	[	X
easat-5835	385	2	9	9	NUM
easat-5835	385	3	]	]	PUNCT
easat-5835	385	4	s.	s.	PROPN
easat-5835	385	5	roumi	roumi	PROPN
easat-5835	385	6	,	,	PUNCT
easat-5835	385	7	f.	f.	PROPN
easat-5835	385	8	zhang	zhang	PROPN
easat-5835	385	9	,	,	PUNCT
easat-5835	385	10	r.	r.	PROPN
easat-5835	385	11	a.	a.	PROPN
easat-5835	385	12	stewart	stewart	PROPN
easat-5835	385	13	,	,	PUNCT
easat-5835	385	14	and	and	CCONJ
easat-5835	385	15	m.	m.	NOUN
easat-5835	385	16	santamouris	santamouris	PROPN
easat-5835	385	17	,	,	PUNCT
easat-5835	385	18	"	"	PUNCT
easat-5835	385	19	weighting	weighting	NOUN
easat-5835	385	20	of	of	ADP
easat-5835	385	21	indoor	indoor	ADJ
easat-5835	385	22	environment	environment	NOUN
easat-5835	385	23	quality	quality	NOUN
easat-5835	385	24	parameters	parameter	NOUN
easat-5835	385	25	for	for	ADP
easat-5835	385	26	occupant	occupant	ADJ
easat-5835	385	27	satisfaction	satisfaction	NOUN
easat-5835	385	28	and	and	CCONJ
easat-5835	385	29	energy	energy	NOUN
easat-5835	385	30	efficiency	efficiency	NOUN
easat-5835	385	31	,	,	PUNCT
easat-5835	385	32	"	"	PUNCT
easat-5835	385	33	building	building	NOUN
easat-5835	385	34	and	and	CCONJ
easat-5835	385	35	environment	environment	NOUN
easat-5835	385	36	,	,	PUNCT
easat-5835	385	37	vol	vol	NOUN
easat-5835	385	38	.	.	PROPN
easat-5835	385	39	228	228	NUM
easat-5835	385	40	,	,	PUNCT
easat-5835	385	41	p.	p.	NOUN
easat-5835	385	42	109898	109898	NUM
easat-5835	385	43	,	,	PUNCT
easat-5835	385	44	2023	2023	NUM
easat-5835	385	45	.	.	PUNCT
easat-5835	386	1	https://doi.org/10.1016/j.buildenv.2022.109898	https://doi.org/10.1016/j.buildenv.2022.109898	PROPN
easat-5835	386	2	[	[	X
easat-5835	386	3	10	10	NUM
easat-5835	386	4	]	]	X
easat-5835	386	5	l.	l.	PROPN
easat-5835	386	6	asere	asere	ADV
easat-5835	386	7	and	and	CCONJ
easat-5835	386	8	a.	a.	NOUN
easat-5835	386	9	blumberga	blumberga	NOUN
easat-5835	386	10	,	,	PUNCT
easat-5835	386	11	"	"	PUNCT
easat-5835	386	12	energy	energy	NOUN
easat-5835	386	13	efficiency	efficiency	NOUN
easat-5835	386	14	–	–	PUNCT
easat-5835	386	15	indoor	indoor	ADJ
easat-5835	386	16	air	air	NOUN
easat-5835	386	17	quality	quality	NOUN
easat-5835	386	18	dilemma	dilemma	NOUN
easat-5835	386	19	in	in	ADP
easat-5835	386	20	public	public	ADJ
easat-5835	386	21	buildings	building	NOUN
easat-5835	386	22	,	,	PUNCT
easat-5835	386	23	"	"	PUNCT
easat-5835	386	24	energy	energy	NOUN
easat-5835	386	25	procedia	procedia	NOUN
easat-5835	386	26	,	,	PUNCT
easat-5835	386	27	vol	vol	NOUN
easat-5835	386	28	.	.	PROPN
easat-5835	386	29	147	147	NUM
easat-5835	386	30	,	,	PUNCT
easat-5835	386	31	pp	pp	ADJ
easat-5835	386	32	.	.	PUNCT
easat-5835	387	1	445	445	NUM
easat-5835	387	2	-	-	SYM
easat-5835	387	3	451	451	NUM
easat-5835	387	4	,	,	PUNCT
easat-5835	387	5	2018	2018	NUM
easat-5835	387	6	.	.	PUNCT
easat-5835	388	1	https://doi.org/10.1016/j.egypro.2018.07.115	https://doi.org/10.1016/j.egypro.2018.07.115	PROPN
easat-5835	389	1	[	[	X
easat-5835	389	2	11	11	NUM
easat-5835	389	3	]	]	X
easat-5835	389	4	l.	l.	PROPN
easat-5835	389	5	sarran	sarran	PROPN
easat-5835	389	6	,	,	PUNCT
easat-5835	389	7	c.	c.	PROPN
easat-5835	389	8	a.	a.	NOUN
easat-5835	389	9	hviid	hviid	PROPN
easat-5835	389	10	,	,	PUNCT
easat-5835	389	11	and	and	CCONJ
easat-5835	389	12	c.	c.	PROPN
easat-5835	389	13	rode	ride	VERB
easat-5835	389	14	,	,	PUNCT
easat-5835	389	15	"	"	PUNCT
easat-5835	389	16	correlation	correlation	NOUN
easat-5835	389	17	between	between	ADP
easat-5835	389	18	perceived	perceive	VERB
easat-5835	389	19	usability	usability	NOUN
easat-5835	389	20	of	of	ADP
easat-5835	389	21	building	building	NOUN
easat-5835	389	22	services	service	NOUN
easat-5835	389	23	and	and	CCONJ
easat-5835	389	24	indoor	indoor	ADJ
easat-5835	389	25	environmental	environmental	ADJ
easat-5835	389	26	satisfaction	satisfaction	NOUN
easat-5835	389	27	in	in	ADP
easat-5835	389	28	retrofitted	retrofit	VERB
easat-5835	389	29	low	low	ADJ
easat-5835	389	30	-	-	PUNCT
easat-5835	389	31	energy	energy	NOUN
easat-5835	389	32	homes	home	NOUN
easat-5835	389	33	,	,	PUNCT
easat-5835	389	34	"	"	PUNCT
easat-5835	389	35	building	building	NOUN
easat-5835	389	36	and	and	CCONJ
easat-5835	389	37	environment	environment	NOUN
easat-5835	389	38	,	,	PUNCT
easat-5835	389	39	vol	vol	NOUN
easat-5835	389	40	.	.	PROPN
easat-5835	389	41	179	179	NUM
easat-5835	389	42	,	,	PUNCT
easat-5835	389	43	p.	p.	NOUN
easat-5835	389	44	106946	106946	NUM
easat-5835	389	45	,	,	PUNCT
easat-5835	389	46	2020	2020	NUM
easat-5835	389	47	.	.	PUNCT
easat-5835	390	1	https://doi.org/10.1016/j.buildenv.2020.106946	https://doi.org/10.1016/j.buildenv.2020.106946	PROPN
easat-5835	390	2	[	[	X
easat-5835	390	3	12	12	NUM
easat-5835	390	4	]	]	PUNCT
easat-5835	390	5	m.	m.	NOUN
easat-5835	390	6	s.	s.	PROPN
easat-5835	390	7	geraldi	geraldi	PROPN
easat-5835	390	8	and	and	CCONJ
easat-5835	390	9	e.	e.	PROPN
easat-5835	390	10	ghisi	ghisi	PROPN
easat-5835	390	11	,	,	PUNCT
easat-5835	390	12	"	"	PUNCT
easat-5835	390	13	integrating	integrate	VERB
easat-5835	390	14	evidence	evidence	NOUN
easat-5835	390	15	-	-	PUNCT
easat-5835	390	16	based	base	VERB
easat-5835	390	17	thermal	thermal	ADJ
easat-5835	390	18	satisfaction	satisfaction	NOUN
easat-5835	390	19	in	in	ADP
easat-5835	390	20	energy	energy	NOUN
easat-5835	390	21	benchmarking	benchmarking	NOUN
easat-5835	390	22	:	:	PUNCT
easat-5835	390	23	a	a	DET
easat-5835	390	24	data	data	NOUN
easat-5835	390	25	-	-	PUNCT
easat-5835	390	26	driven	drive	VERB
easat-5835	390	27	approach	approach	NOUN
easat-5835	390	28	for	for	ADP
easat-5835	390	29	a	a	DET
easat-5835	390	30	whole	whole	ADJ
easat-5835	390	31	-	-	PUNCT
easat-5835	390	32	building	building	NOUN
easat-5835	390	33	evaluation	evaluation	NOUN
easat-5835	390	34	,	,	PUNCT
easat-5835	390	35	"	"	PUNCT
easat-5835	390	36	energy	energy	NOUN
easat-5835	390	37	,	,	PUNCT
easat-5835	390	38	vol	vol	NOUN
easat-5835	390	39	.	.	PROPN
easat-5835	390	40	244	244	NUM
easat-5835	390	41	,	,	PUNCT
easat-5835	390	42	p.	p.	NOUN
easat-5835	390	43	123161	123161	NUM
easat-5835	390	44	,	,	PUNCT
easat-5835	390	45	2022	2022	NUM
easat-5835	390	46	.	.	PUNCT
easat-5835	391	1	https://doi.org/10.1016/j.energy.2022.123161	https://doi.org/10.1016/j.energy.2022.123161	ADJ
easat-5835	391	2	[	[	PUNCT
easat-5835	391	3	13	13	NUM
easat-5835	391	4	]	]	PUNCT
easat-5835	391	5	a.	a.	NOUN
easat-5835	391	6	samudro	samudro	PROPN
easat-5835	391	7	,	,	PUNCT
easat-5835	391	8	u.	u.	PROPN
easat-5835	391	9	sumarwan	sumarwan	PROPN
easat-5835	391	10	,	,	PUNCT
easat-5835	391	11	m.	m.	NOUN
easat-5835	391	12	simanjuntak	simanjuntak	NOUN
easat-5835	391	13	,	,	PUNCT
easat-5835	391	14	and	and	CCONJ
easat-5835	391	15	e.	e.	PROPN
easat-5835	391	16	z.	z.	PROPN
easat-5835	391	17	yusuf	yusuf	PROPN
easat-5835	391	18	,	,	PUNCT
easat-5835	391	19	"	"	PUNCT
easat-5835	391	20	assessing	assess	VERB
easat-5835	391	21	the	the	DET
easat-5835	391	22	effects	effect	NOUN
easat-5835	391	23	of	of	ADP
easat-5835	391	24	perceived	perceive	VERB
easat-5835	391	25	quality	quality	NOUN
easat-5835	391	26	and	and	CCONJ
easat-5835	391	27	perceived	perceive	VERB
easat-5835	391	28	value	value	NOUN
easat-5835	391	29	on	on	ADP
easat-5835	391	30	customer	customer	NOUN
easat-5835	391	31	satisfaction	satisfaction	NOUN
easat-5835	391	32	,	,	PUNCT
easat-5835	391	33	"	"	PUNCT
easat-5835	391	34	management	management	NOUN
easat-5835	391	35	science	science	NOUN
easat-5835	391	36	letters	letter	NOUN
easat-5835	391	37	,	,	PUNCT
easat-5835	391	38	vol	vol	NOUN
easat-5835	391	39	.	.	PROPN
easat-5835	391	40	10	10	NUM
easat-5835	391	41	,	,	PUNCT
easat-5835	391	42	no	no	INTJ
easat-5835	391	43	.	.	NOUN
easat-5835	391	44	5	5	NUM
easat-5835	391	45	,	,	PUNCT
easat-5835	391	46	pp	pp	ADJ
easat-5835	391	47	.	.	PUNCT
easat-5835	392	1	1077	1077	NUM
easat-5835	392	2	-	-	SYM
easat-5835	392	3	1084	1084	NUM
easat-5835	392	4	,	,	PUNCT
easat-5835	392	5	2020	2020	NUM
easat-5835	392	6	.	.	PUNCT
easat-5835	393	1	https://doi.org/10.5267/j.msl.2019.11.001	https://doi.org/10.5267/j.msl.2019.11.001	PROPN
easat-5835	394	1	[	[	X
easat-5835	394	2	14	14	NUM
easat-5835	394	3	]	]	PUNCT
easat-5835	394	4	m.	m.	PROPN
easat-5835	394	5	i.	i.	PROPN
easat-5835	394	6	el	el	PROPN
easat-5835	394	7	-	-	PUNCT
easat-5835	394	8	adly	adly	PROPN
easat-5835	394	9	,	,	PUNCT
easat-5835	394	10	"	"	PUNCT
easat-5835	394	11	modelling	model	VERB
easat-5835	394	12	the	the	DET
easat-5835	394	13	relationship	relationship	NOUN
easat-5835	394	14	between	between	ADP
easat-5835	394	15	hotel	hotel	NOUN
easat-5835	394	16	perceived	perceive	VERB
easat-5835	394	17	value	value	NOUN
easat-5835	394	18	,	,	PUNCT
easat-5835	394	19	customer	customer	NOUN
easat-5835	394	20	satisfaction	satisfaction	NOUN
easat-5835	394	21	,	,	PUNCT
easat-5835	394	22	and	and	CCONJ
easat-5835	394	23	customer	customer	NOUN
easat-5835	394	24	loyalty	loyalty	NOUN
easat-5835	394	25	,	,	PUNCT
easat-5835	394	26	"	"	PUNCT
easat-5835	394	27	journal	journal	NOUN
easat-5835	394	28	of	of	ADP
easat-5835	394	29	retailing	retailing	NOUN
easat-5835	394	30	and	and	CCONJ
easat-5835	394	31	consumer	consumer	NOUN
easat-5835	394	32	services	service	NOUN
easat-5835	394	33	,	,	PUNCT
easat-5835	394	34	vol	vol	NOUN
easat-5835	394	35	.	.	PROPN
easat-5835	395	1	50	50	NUM
easat-5835	395	2	,	,	PUNCT
easat-5835	395	3	pp	pp	ADJ
easat-5835	395	4	.	.	PUNCT
easat-5835	396	1	322	322	NUM
easat-5835	396	2	-	-	SYM
easat-5835	396	3	332	332	NUM
easat-5835	396	4	,	,	PUNCT
easat-5835	396	5	2019	2019	NUM
easat-5835	396	6	.	.	PUNCT
easat-5835	397	1	https://doi.org/10.1016/j.jretconser.2018.07.007	https://doi.org/10.1016/j.jretconser.2018.07.007	NOUN
easat-5835	398	1	[	[	X
easat-5835	398	2	15	15	NUM
easat-5835	398	3	]	]	X
easat-5835	398	4	e.	e.	PROPN
easat-5835	398	5	maghsoudi	maghsoudi	PROPN
easat-5835	398	6	nia	nia	PROPN
easat-5835	398	7	,	,	PUNCT
easat-5835	398	8	q.	q.	PROPN
easat-5835	398	9	k.	k.	PROPN
easat-5835	398	10	qian	qian	PROPN
easat-5835	398	11	,	,	PUNCT
easat-5835	398	12	and	and	CCONJ
easat-5835	398	13	h.	h.	PROPN
easat-5835	398	14	j.	j.	PROPN
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easat-5835	398	16	,	,	PUNCT
easat-5835	398	17	"	"	PUNCT
easat-5835	398	18	analysis	analysis	NOUN
easat-5835	398	19	of	of	ADP
easat-5835	398	20	occupant	occupant	ADJ
easat-5835	398	21	behaviours	behaviour	NOUN
easat-5835	398	22	in	in	ADP
easat-5835	398	23	energy	energy	NOUN
easat-5835	398	24	efficiency	efficiency	NOUN
easat-5835	398	25	retrofitting	retrofitting	NOUN
easat-5835	398	26	projects	project	NOUN
easat-5835	398	27	,	,	PUNCT
easat-5835	398	28	"	"	PUNCT
easat-5835	398	29	land	land	NOUN
easat-5835	398	30	,	,	PUNCT
easat-5835	398	31	vol	vol	NOUN
easat-5835	398	32	.	.	PROPN
easat-5835	398	33	11	11	NUM
easat-5835	398	34	,	,	PUNCT
easat-5835	398	35	no	no	INTJ
easat-5835	398	36	.	.	NOUN
easat-5835	398	37	11	11	NUM
easat-5835	398	38	,	,	PUNCT
easat-5835	398	39	p.	p.	NOUN
easat-5835	398	40	1944	1944	NUM
easat-5835	398	41	,	,	PUNCT
easat-5835	398	42	2022	2022	NUM
easat-5835	398	43	.	.	PUNCT
easat-5835	399	1	https://doi.org/10.3390/land11111944	https://doi.org/10.3390/land11111944	PROPN
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easat-5835	400	2	16	16	NUM
easat-5835	400	3	]	]	PUNCT
easat-5835	400	4	s.	s.	PROPN
easat-5835	400	5	moeller	moeller	PROPN
easat-5835	400	6	and	and	CCONJ
easat-5835	400	7	a.	a.	PROPN
easat-5835	400	8	bauer	bauer	PROPN
easat-5835	400	9	,	,	PUNCT
easat-5835	400	10	"	"	PUNCT
easat-5835	400	11	energy	energy	NOUN
easat-5835	400	12	(	(	PUNCT
easat-5835	400	13	in	in	ADP
easat-5835	400	14	)	)	PUNCT
easat-5835	400	15	efficient	efficient	ADJ
easat-5835	400	16	comfort	comfort	NOUN
easat-5835	400	17	practices	practice	NOUN
easat-5835	400	18	:	:	PUNCT
easat-5835	400	19	how	how	SCONJ
easat-5835	400	20	building	building	NOUN
easat-5835	400	21	retrofits	retrofit	NOUN
easat-5835	400	22	influence	influence	VERB
easat-5835	400	23	energy	energy	NOUN
easat-5835	400	24	behaviours	behaviour	NOUN
easat-5835	400	25	in	in	ADP
easat-5835	400	26	multi	multi	ADJ
easat-5835	400	27	-	-	ADJ
easat-5835	400	28	apartment	apartment	NOUN
easat-5835	400	29	buildings	building	NOUN
easat-5835	400	30	,	,	PUNCT
easat-5835	400	31	"	"	PUNCT
easat-5835	400	32	energy	energy	NOUN
easat-5835	400	33	policy	policy	NOUN
easat-5835	400	34	,	,	PUNCT
easat-5835	400	35	vol	vol	NOUN
easat-5835	400	36	.	.	NOUN
easat-5835	400	37	168	168	NUM
easat-5835	400	38	,	,	PUNCT
easat-5835	400	39	p.	p.	NOUN
easat-5835	400	40	113123	113123	NUM
easat-5835	400	41	,	,	PUNCT
easat-5835	400	42	2022	2022	NUM
easat-5835	400	43	.	.	PUNCT
easat-5835	401	1	https://doi.org/10.1016/j.enpol.2022.113123	https://doi.org/10.1016/j.enpol.2022.113123	NOUN
easat-5835	401	2	[	[	X
easat-5835	401	3	17	17	NUM
easat-5835	401	4	]	]	PUNCT
easat-5835	401	5	m.	m.	NOUN
easat-5835	401	6	oostra	oostra	NOUN
easat-5835	401	7	and	and	CCONJ
easat-5835	401	8	n.	n.	PROPN
easat-5835	401	9	nelis	nelis	PROPN
easat-5835	401	10	,	,	PUNCT
easat-5835	401	11	"	"	PUNCT
easat-5835	401	12	concerns	concern	NOUN
easat-5835	401	13	of	of	ADP
easat-5835	401	14	owner	owner	NOUN
easat-5835	401	15	-	-	PUNCT
easat-5835	401	16	occupants	occupant	NOUN
easat-5835	401	17	in	in	ADP
easat-5835	401	18	realising	realise	VERB
easat-5835	401	19	the	the	DET
easat-5835	401	20	aims	aim	NOUN
easat-5835	401	21	of	of	ADP
easat-5835	401	22	energy	energy	NOUN
easat-5835	401	23	transition	transition	NOUN
easat-5835	401	24	,	,	PUNCT
easat-5835	401	25	"	"	PUNCT
easat-5835	401	26	urban	urban	ADJ
easat-5835	401	27	planning	planning	NOUN
easat-5835	401	28	,	,	PUNCT
easat-5835	401	29	vol	vol	NOUN
easat-5835	401	30	.	.	PROPN
easat-5835	401	31	7	7	NUM
easat-5835	401	32	,	,	PUNCT
easat-5835	401	33	no	no	INTJ
easat-5835	401	34	.	.	NOUN
easat-5835	401	35	2	2	NUM
easat-5835	401	36	,	,	PUNCT
easat-5835	401	37	pp	pp	ADJ
easat-5835	401	38	.	.	PUNCT
easat-5835	402	1	45	45	NUM
easat-5835	402	2	-	-	SYM
easat-5835	402	3	57	57	NUM
easat-5835	402	4	,	,	PUNCT
easat-5835	402	5	2022	2022	NUM
easat-5835	402	6	.	.	PUNCT
easat-5835	403	1	https://doi.org/10.17645/up.v7i2.5043	https://doi.org/10.17645/up.v7i2.5043	NOUN
easat-5835	404	1	[	[	X
easat-5835	404	2	18	18	NUM
easat-5835	404	3	]	]	X
easat-5835	404	4	i.	i.	PROPN
easat-5835	404	5	h.	h.	PROPN
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easat-5835	404	8	"	"	PUNCT
easat-5835	404	9	machine	machine	NOUN
easat-5835	404	10	learning	learning	NOUN
easat-5835	404	11	:	:	PUNCT
easat-5835	404	12	algorithms	algorithm	NOUN
easat-5835	404	13	,	,	PUNCT
easat-5835	404	14	real	real	ADJ
easat-5835	404	15	-	-	PUNCT
easat-5835	404	16	world	world	NOUN
easat-5835	404	17	applications	application	NOUN
easat-5835	404	18	and	and	CCONJ
easat-5835	404	19	research	research	NOUN
easat-5835	404	20	directions	direction	NOUN
easat-5835	404	21	,	,	PUNCT
easat-5835	404	22	"	"	PUNCT
easat-5835	404	23	sn	sn	PROPN
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easat-5835	404	25	science	science	NOUN
easat-5835	404	26	,	,	PUNCT
easat-5835	404	27	vol	vol	NOUN
easat-5835	404	28	.	.	PROPN
easat-5835	404	29	2	2	NUM
easat-5835	404	30	,	,	PUNCT
easat-5835	404	31	no	no	INTJ
easat-5835	404	32	.	.	NOUN
easat-5835	404	33	3	3	NUM
easat-5835	404	34	,	,	PUNCT
easat-5835	404	35	pp	pp	ADJ
easat-5835	404	36	.	.	PUNCT
easat-5835	404	37	1	1	NUM
easat-5835	404	38	-	-	SYM
easat-5835	404	39	21	21	NUM
easat-5835	404	40	,	,	PUNCT
easat-5835	404	41	2021	2021	NUM
easat-5835	404	42	.	.	PUNCT
easat-5835	405	1	https://doi.org/10.1007/s42979-021-00592-x	https://doi.org/10.1007/s42979-021-00592-x	PROPN
easat-5835	405	2	[	[	X
easat-5835	405	3	19	19	NUM
easat-5835	405	4	]	]	X
easat-5835	405	5	y.	y.	PROPN
easat-5835	405	6	junjia	junjia	PROPN
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easat-5835	405	8	a.	a.	PROPN
easat-5835	405	9	h.	h.	PROPN
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easat-5835	405	11	,	,	PUNCT
easat-5835	405	12	n.	n.	NOUN
easat-5835	405	13	a.	a.	PROPN
easat-5835	405	14	haron	haron	PROPN
easat-5835	405	15	,	,	PUNCT
easat-5835	405	16	and	and	CCONJ
easat-5835	405	17	n.	n.	PROPN
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easat-5835	405	19	bakar	bakar	PROPN
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easat-5835	405	25	for	for	ADP
easat-5835	405	26	safer	safe	ADJ
easat-5835	405	27	construction	construction	NOUN
easat-5835	405	28	sites	site	NOUN
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easat-5835	405	31	review	review	NOUN
easat-5835	405	32	,	,	PUNCT
easat-5835	405	33	"	"	PUNCT
easat-5835	405	34	building	building	NOUN
easat-5835	405	35	engineering	engineering	NOUN
easat-5835	405	36	,	,	PUNCT
easat-5835	405	37	vol	vol	NOUN
easat-5835	405	38	.	.	PROPN
easat-5835	405	39	2	2	NUM
easat-5835	405	40	,	,	PUNCT
easat-5835	405	41	no	no	INTJ
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easat-5835	405	43	1	1	NUM
easat-5835	405	44	,	,	PUNCT
easat-5835	405	45	pp	pp	ADJ
easat-5835	405	46	.	.	PUNCT
easat-5835	406	1	544	544	NUM
easat-5835	406	2	-	-	SYM
easat-5835	406	3	544	544	NUM
easat-5835	406	4	,	,	PUNCT
easat-5835	406	5	2024	2024	NUM
easat-5835	406	6	.	.	PUNCT
easat-5835	407	1	https://doi.org/10.59400/be.v2i1.544	https://doi.org/10.59400/be.v2i1.544	X
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easat-5835	407	3	20	20	NUM
easat-5835	407	4	]	]	PUNCT
easat-5835	407	5	w.	w.	PROPN
easat-5835	407	6	zhang	zhang	PROPN
easat-5835	407	7	,	,	PUNCT
easat-5835	407	8	c.	c.	PROPN
easat-5835	407	9	wu	wu	PROPN
easat-5835	407	10	,	,	PUNCT
easat-5835	407	11	l.	l.	PROPN
easat-5835	407	12	tang	tang	PROPN
easat-5835	407	13	,	,	PUNCT
easat-5835	407	14	x.	x.	NOUN
easat-5835	407	15	gu	gu	PROPN
easat-5835	407	16	,	,	PUNCT
easat-5835	407	17	and	and	CCONJ
easat-5835	407	18	l.	l.	PROPN
easat-5835	407	19	wang	wang	PROPN
easat-5835	407	20	,	,	PUNCT
easat-5835	407	21	"	"	PUNCT
easat-5835	407	22	efficient	efficient	ADJ
easat-5835	407	23	time	time	NOUN
easat-5835	407	24	-	-	PUNCT
easat-5835	407	25	variant	variant	NOUN
easat-5835	407	26	reliability	reliability	NOUN
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easat-5835	407	29	bazimen	baziman	NOUN
easat-5835	407	30	landslide	landslide	NOUN
easat-5835	407	31	in	in	ADP
easat-5835	407	32	the	the	DET
easat-5835	407	33	three	three	NUM
easat-5835	407	34	gorges	gorge	NOUN
easat-5835	407	35	reservoir	reservoir	NOUN
easat-5835	407	36	area	area	NOUN
easat-5835	407	37	using	use	VERB
easat-5835	407	38	xgboost	xgboost	ADV
easat-5835	407	39	and	and	CCONJ
easat-5835	407	40	lightgbm	lightgbm	ADJ
easat-5835	407	41	algorithms	algorithm	NOUN
easat-5835	407	42	,	,	PUNCT
easat-5835	407	43	"	"	PUNCT
easat-5835	407	44	gondwana	gondwana	PROPN
easat-5835	407	45	research	research	PROPN
easat-5835	407	46	,	,	PUNCT
easat-5835	407	47	vol	vol	NOUN
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easat-5835	407	50	,	,	PUNCT
easat-5835	407	51	pp	pp	ADJ
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easat-5835	407	53	41	41	NUM
easat-5835	407	54	-	-	SYM
easat-5835	407	55	53	53	NUM
easat-5835	407	56	,	,	PUNCT
easat-5835	407	57	2023	2023	NUM
easat-5835	407	58	.	.	PUNCT
easat-5835	408	1	https://doi.org/10.1016/j.gr.2022.10.004	https://doi.org/10.1016/j.gr.2022.10.004	PROPN
easat-5835	408	2	[	[	X
easat-5835	408	3	21	21	NUM
easat-5835	408	4	]	]	X
easat-5835	408	5	u.	u.	PROPN
easat-5835	408	6	haverinen	haverinen	PROPN
easat-5835	408	7	-	-	PUNCT
easat-5835	408	8	shaughnessy	shaughnessy	PROPN
easat-5835	408	9	et	et	PROPN
easat-5835	408	10	al	al	PROPN
easat-5835	408	11	.	.	PROPN
easat-5835	408	12	,	,	PUNCT
easat-5835	408	13	"	"	PUNCT
easat-5835	408	14	occupant	occupant	ADJ
easat-5835	408	15	satisfaction	satisfaction	NOUN
easat-5835	408	16	with	with	ADP
easat-5835	408	17	indoor	indoor	ADJ
easat-5835	408	18	environmental	environmental	ADJ
easat-5835	408	19	quality	quality	NOUN
easat-5835	408	20	and	and	CCONJ
easat-5835	408	21	health	health	NOUN
easat-5835	408	22	after	after	ADP
easat-5835	408	23	energy	energy	NOUN
easat-5835	408	24	retrofits	retrofit	NOUN
easat-5835	408	25	of	of	ADP
easat-5835	408	26	multi	multi	ADJ
easat-5835	408	27	-	-	ADJ
easat-5835	408	28	family	family	ADJ
easat-5835	408	29	buildings	building	NOUN
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easat-5835	408	32	from	from	ADP
easat-5835	408	33	insulate	insulate	NOUN
easat-5835	408	34	-	-	PUNCT
easat-5835	408	35	project	project	NOUN
easat-5835	408	36	,	,	PUNCT
easat-5835	408	37	"	"	PUNCT
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easat-5835	408	39	journal	journal	NOUN
easat-5835	408	40	of	of	ADP
easat-5835	408	41	hygiene	hygiene	NOUN
easat-5835	408	42	and	and	CCONJ
easat-5835	408	43	environmental	environmental	ADJ
easat-5835	408	44	health	health	NOUN
easat-5835	408	45	,	,	PUNCT
easat-5835	408	46	vol	vol	NOUN
easat-5835	408	47	.	.	NOUN
easat-5835	408	48	221	221	NUM
easat-5835	408	49	,	,	PUNCT
easat-5835	408	50	no	no	INTJ
easat-5835	408	51	.	.	NOUN
easat-5835	408	52	6	6	NUM
easat-5835	408	53	,	,	PUNCT
easat-5835	408	54	pp	pp	ADJ
easat-5835	408	55	.	.	PUNCT
easat-5835	409	1	921	921	NUM
easat-5835	409	2	-	-	SYM
easat-5835	409	3	928	928	NUM
easat-5835	409	4	,	,	PUNCT
easat-5835	409	5	2018	2018	NUM
easat-5835	409	6	.	.	PUNCT
easat-5835	410	1	https://doi.org/10.1016/j.ijheh.2018.05.009	https://doi.org/10.1016/j.ijheh.2018.05.009	NOUN
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easat-5835	410	3	22	22	NUM
easat-5835	410	4	]	]	PUNCT
easat-5835	410	5	v.	v.	CCONJ
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easat-5835	410	7	,	,	PUNCT
easat-5835	410	8	m.	m.	PROPN
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easat-5835	410	11	a.	a.	PROPN
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easat-5835	410	13	,	,	PUNCT
easat-5835	410	14	m.	m.	NOUN
easat-5835	410	15	kiviste	kiviste	PROPN
easat-5835	410	16	,	,	PUNCT
easat-5835	410	17	l.	l.	PROPN
easat-5835	410	18	du	du	PROPN
easat-5835	410	19	,	,	PUNCT
easat-5835	410	20	and	and	CCONJ
easat-5835	410	21	u.	u.	PROPN
easat-5835	410	22	haverinen	haverinen	NOUN
easat-5835	410	23	-	-	PUNCT
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easat-5835	410	25	,	,	PUNCT
easat-5835	410	26	"	"	PUNCT
easat-5835	410	27	impacts	impact	NOUN
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easat-5835	410	29	energy	energy	NOUN
easat-5835	410	30	retrofits	retrofit	NOUN
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easat-5835	410	32	ventilation	ventilation	NOUN
easat-5835	410	33	rates	rate	NOUN
easat-5835	410	34	,	,	PUNCT
easat-5835	410	35	co2	co2	NOUN
easat-5835	410	36	-	-	PUNCT
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easat-5835	410	39	occupants	occupant	VERB
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easat-5835	410	42	with	with	ADP
easat-5835	410	43	indoor	indoor	ADJ
easat-5835	410	44	air	air	NOUN
easat-5835	410	45	quality	quality	NOUN
easat-5835	410	46	,	,	PUNCT
easat-5835	410	47	"	"	PUNCT
easat-5835	410	48	energy	energy	NOUN
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easat-5835	410	50	,	,	PUNCT
easat-5835	410	51	vol	vol	NOUN
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easat-5835	411	1	96	96	NUM
easat-5835	411	2	,	,	PUNCT
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easat-5835	412	1	260265	260265	NUM
easat-5835	412	2	,	,	PUNCT
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easat-5835	412	4	.	.	PUNCT
easat-5835	413	1	https://doi.org/10.1016/j.egypro.2016.09.148	https://doi.org/10.1016/j.egypro.2016.09.148	PROPN
easat-5835	414	1	[	[	X
easat-5835	414	2	23	23	NUM
easat-5835	414	3	]	]	X
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easat-5835	414	7	k.	k.	PROPN
easat-5835	414	8	khalilpour	khalilpour	PROPN
easat-5835	414	9	,	,	PUNCT
easat-5835	414	10	g.	g.	PROPN
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easat-5835	414	13	a.	a.	NOUN
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easat-5835	414	15	,	,	PUNCT
easat-5835	414	16	and	and	CCONJ
easat-5835	414	17	l.	l.	PROPN
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easat-5835	414	19	,	,	PUNCT
easat-5835	414	20	"	"	PUNCT
easat-5835	414	21	impact	impact	NOUN
easat-5835	414	22	of	of	ADP
easat-5835	414	23	occupant	occupant	ADJ
easat-5835	414	24	autonomy	autonomy	NOUN
easat-5835	414	25	on	on	ADP
easat-5835	414	26	satisfaction	satisfaction	NOUN
easat-5835	414	27	and	and	CCONJ
easat-5835	414	28	building	build	VERB
easat-5835	414	29	energy	energy	NOUN
easat-5835	414	30	efficiency	efficiency	NOUN
easat-5835	414	31	,	,	PUNCT
easat-5835	414	32	"	"	PUNCT
easat-5835	414	33	energy	energy	NOUN
easat-5835	414	34	and	and	CCONJ
easat-5835	414	35	built	build	VERB
easat-5835	414	36	environment	environment	NOUN
easat-5835	414	37	,	,	PUNCT
easat-5835	414	38	vol	vol	NOUN
easat-5835	414	39	.	.	PROPN
easat-5835	414	40	4	4	NUM
easat-5835	414	41	,	,	PUNCT
easat-5835	414	42	no	no	INTJ
easat-5835	414	43	.	.	NOUN
easat-5835	414	44	4	4	NUM
easat-5835	414	45	,	,	PUNCT
easat-5835	414	46	pp	pp	ADJ
easat-5835	414	47	.	.	PUNCT
easat-5835	415	1	377	377	NUM
easat-5835	415	2	-	-	SYM
easat-5835	415	3	385	385	NUM
easat-5835	415	4	,	,	PUNCT
easat-5835	415	5	2023	2023	NUM
easat-5835	415	6	.	.	PUNCT
easat-5835	416	1	https://doi.org/10.1016/j.enbenv.2022.02.007	https://doi.org/10.1016/j.enbenv.2022.02.007	VERB
easat-5835	416	2	[	[	PUNCT
easat-5835	416	3	24	24	NUM
easat-5835	416	4	]	]	X
easat-5835	416	5	h.	h.	PROPN
easat-5835	416	6	rau	rau	PROPN
easat-5835	416	7	,	,	PUNCT
easat-5835	416	8	p.	p.	PROPN
easat-5835	416	9	moran	moran	PROPN
easat-5835	416	10	,	,	PUNCT
easat-5835	416	11	r.	r.	PROPN
easat-5835	416	12	manton	manton	PROPN
easat-5835	416	13	,	,	PUNCT
easat-5835	416	14	and	and	CCONJ
easat-5835	416	15	j.	j.	PROPN
easat-5835	416	16	goggins	goggins	PROPN
easat-5835	416	17	,	,	PUNCT
easat-5835	416	18	"	"	PUNCT
easat-5835	416	19	changing	change	VERB
easat-5835	416	20	energy	energy	NOUN
easat-5835	416	21	cultures	culture	NOUN
easat-5835	416	22	?	?	PUNCT
easat-5835	417	1	household	household	NOUN
easat-5835	417	2	energy	energy	NOUN
easat-5835	417	3	use	use	NOUN
easat-5835	417	4	before	before	ADV
easat-5835	417	5	and	and	CCONJ
easat-5835	417	6	after	after	ADP
easat-5835	417	7	a	a	DET
easat-5835	417	8	building	building	NOUN
easat-5835	417	9	energy	energy	NOUN
easat-5835	417	10	efficiency	efficiency	NOUN
easat-5835	417	11	retrofit	retrofit	NOUN
easat-5835	417	12	,	,	PUNCT
easat-5835	417	13	"	"	PUNCT
easat-5835	417	14	sustainable	sustainable	ADJ
easat-5835	417	15	cities	city	NOUN
easat-5835	417	16	and	and	CCONJ
easat-5835	417	17	society	society	NOUN
easat-5835	417	18	,	,	PUNCT
easat-5835	417	19	vol	vol	NOUN
easat-5835	417	20	.	.	PROPN
easat-5835	417	21	54	54	NUM
easat-5835	417	22	,	,	PUNCT
easat-5835	417	23	p.	p.	NOUN
easat-5835	417	24	101983	101983	NUM
easat-5835	417	25	,	,	PUNCT
easat-5835	417	26	2020	2020	NUM
easat-5835	417	27	.	.	PUNCT
easat-5835	418	1	https://doi.org/10.1016/j.scs.2019.101983	https://doi.org/10.1016/j.scs.2019.101983	PROPN
easat-5835	418	2	https://www.mohurd.gov.cn/xinwen/gzdt/202402/20240201_776526.html	https://www.mohurd.gov.cn/xinwen/gzdt/202402/20240201_776526.html	PART
easat-5835	418	3	https://doi.org/10.1016/j.jobe.2021.102296	https://doi.org/10.1016/j.jobe.2021.102296	NOUN
easat-5835	418	4	https://doi.org/10.1016/j.enbuild.2022.112252	https://doi.org/10.1016/j.enbuild.2022.112252	ADP
easat-5835	418	5	https://doi.org/10.1016/j.jobe.2020.101680	https://doi.org/10.1016/j.jobe.2020.101680	PROPN
easat-5835	418	6	https://doi.org/10.1016/j.jobe.2021.103247	https://doi.org/10.1016/j.jobe.2021.103247	NOUN
easat-5835	418	7	https://doi.org/10.1016/j.buildenv.2022.109898	https://doi.org/10.1016/j.buildenv.2022.109898	PROPN
easat-5835	418	8	https://doi.org/10.1016/j.egypro.2018.07.115	https://doi.org/10.1016/j.egypro.2018.07.115	PROPN
easat-5835	418	9	https://doi.org/10.1016/j.buildenv.2020.106946	https://doi.org/10.1016/j.buildenv.2020.106946	PROPN
easat-5835	418	10	https://doi.org/10.1016/j.energy.2022.123161	https://doi.org/10.1016/j.energy.2022.123161	PROPN
easat-5835	418	11	https://doi.org/10.5267/j.msl.2019.11.001	https://doi.org/10.5267/j.msl.2019.11.001	PROPN
easat-5835	418	12	https://doi.org/10.1016/j.jretconser.2018.07.007	https://doi.org/10.1016/j.jretconser.2018.07.007	ADJ
easat-5835	418	13	https://doi.org/10.3390/land11111944	https://doi.org/10.3390/land11111944	X
easat-5835	418	14	https://doi.org/10.1016/j.enpol.2022.113123	https://doi.org/10.1016/j.enpol.2022.113123	VERB
easat-5835	418	15	https://doi.org/10.17645/up.v7i2.5043	https://doi.org/10.17645/up.v7i2.5043	NOUN
easat-5835	418	16	https://doi.org/10.1007/s42979-021-00592-x	https://doi.org/10.1007/s42979-021-00592-x	ADJ
easat-5835	418	17	https://doi.org/10.59400/be.v2i1.544	https://doi.org/10.59400/be.v2i1.544	X
easat-5835	418	18	https://doi.org/10.1016/j.gr.2022.10.004	https://doi.org/10.1016/j.gr.2022.10.004	PROPN
easat-5835	418	19	https://doi.org/10.1016/j.ijheh.2018.05.009	https://doi.org/10.1016/j.ijheh.2018.05.009	VERB
easat-5835	418	20	https://doi.org/10.1016/j.egypro.2016.09.148	https://doi.org/10.1016/j.egypro.2016.09.148	PROPN
easat-5835	418	21	https://doi.org/10.1016/j.enbenv.2022.02.007	https://doi.org/10.1016/j.enbenv.2022.02.007	VERB
easat-5835	418	22	https://doi.org/10.1016/j.scs.2019.101983	https://doi.org/10.1016/j.scs.2019.101983	PROPN
easat-5835	418	23	2529	2529	NUM
easat-5835	418	24	edelweiss	edelweiss	PROPN
easat-5835	418	25	applied	apply	VERB
easat-5835	418	26	science	science	NOUN
easat-5835	418	27	and	and	CCONJ
easat-5835	418	28	technology	technology	NOUN
easat-5835	418	29	issn	issn	PROPN
easat-5835	418	30	:	:	PUNCT
easat-5835	418	31	2576	2576	NUM
easat-5835	418	32	-	-	SYM
easat-5835	418	33	8484	8484	NUM
easat-5835	418	34	vol	vol	NOUN
easat-5835	418	35	.	.	PROPN
easat-5835	419	1	9	9	NUM
easat-5835	419	2	,	,	PUNCT
easat-5835	419	3	no	no	INTJ
easat-5835	419	4	.	.	NOUN
easat-5835	420	1	3	3	NUM
easat-5835	420	2	:	:	SYM
easat-5835	420	3	2508	2508	NUM
easat-5835	420	4	-	-	SYM
easat-5835	420	5	2530	2530	NUM
easat-5835	420	6	,	,	PUNCT
easat-5835	420	7	2025	2025	NUM
easat-5835	420	8	doi	doi	NOUN
easat-5835	420	9	:	:	PUNCT
easat-5835	420	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	420	11	©	©	PROPN
easat-5835	420	12	2025	2025	NUM
easat-5835	420	13	by	by	ADP
easat-5835	420	14	the	the	DET
easat-5835	420	15	authors	author	NOUN
easat-5835	420	16	;	;	PUNCT
easat-5835	420	17	licensee	licensee	PROPN
easat-5835	420	18	learning	learning	NOUN
easat-5835	420	19	gate	gate	NOUN
easat-5835	421	1	[	[	X
easat-5835	421	2	25	25	NUM
easat-5835	421	3	]	]	PUNCT
easat-5835	421	4	m.	m.	NOUN
easat-5835	421	5	ornetzeder	ornetzeder	PROPN
easat-5835	421	6	,	,	PUNCT
easat-5835	421	7	m.	m.	NOUN
easat-5835	421	8	wicher	wicher	ADV
easat-5835	421	9	,	,	PUNCT
easat-5835	421	10	and	and	CCONJ
easat-5835	421	11	j.	j.	PROPN
easat-5835	421	12	suschek	suschek	PROPN
easat-5835	421	13	-	-	PUNCT
easat-5835	421	14	berger	berger	PROPN
easat-5835	421	15	,	,	PUNCT
easat-5835	421	16	"	"	PUNCT
easat-5835	421	17	user	user	NOUN
easat-5835	421	18	satisfaction	satisfaction	NOUN
easat-5835	421	19	and	and	CCONJ
easat-5835	421	20	well	well	ADV
easat-5835	421	21	-	-	PUNCT
easat-5835	421	22	being	being	NOUN
easat-5835	421	23	in	in	ADP
easat-5835	421	24	energy	energy	NOUN
easat-5835	421	25	efficient	efficient	ADJ
easat-5835	421	26	office	office	NOUN
easat-5835	421	27	buildings	building	NOUN
easat-5835	421	28	:	:	PUNCT
easat-5835	421	29	evidence	evidence	NOUN
easat-5835	421	30	from	from	ADP
easat-5835	421	31	cutting	cut	VERB
easat-5835	421	32	-	-	PUNCT
easat-5835	421	33	edge	edge	NOUN
easat-5835	421	34	projects	project	NOUN
easat-5835	421	35	in	in	ADP
easat-5835	421	36	austria	austria	PROPN
easat-5835	421	37	,	,	PUNCT
easat-5835	421	38	"	"	PUNCT
easat-5835	421	39	energy	energy	NOUN
easat-5835	421	40	and	and	CCONJ
easat-5835	421	41	buildings	building	NOUN
easat-5835	421	42	,	,	PUNCT
easat-5835	421	43	vol	vol	NOUN
easat-5835	421	44	.	.	PROPN
easat-5835	421	45	118	118	NUM
easat-5835	421	46	,	,	PUNCT
easat-5835	421	47	pp	pp	ADJ
easat-5835	421	48	.	.	PUNCT
easat-5835	421	49	18	18	NUM
easat-5835	421	50	-	-	SYM
easat-5835	421	51	26	26	NUM
easat-5835	421	52	,	,	PUNCT
easat-5835	421	53	2016	2016	NUM
easat-5835	421	54	.	.	PUNCT
easat-5835	422	1	https://doi.org/10.1016/j.enbuild.2016.02.036	https://doi.org/10.1016/j.enbuild.2016.02.036	PROPN
easat-5835	423	1	[	[	X
easat-5835	423	2	26	26	NUM
easat-5835	423	3	]	]	X
easat-5835	423	4	p.	p.	NOUN
easat-5835	423	5	h.	h.	PROPN
easat-5835	423	6	shaikh	shaikh	PROPN
easat-5835	423	7	,	,	PUNCT
easat-5835	423	8	n.	n.	PROPN
easat-5835	423	9	b.	b.	PROPN
easat-5835	423	10	m.	m.	PROPN
easat-5835	423	11	nor	nor	CCONJ
easat-5835	423	12	,	,	PUNCT
easat-5835	423	13	a.	a.	NOUN
easat-5835	423	14	a.	a.	PROPN
easat-5835	423	15	sahito	sahito	PROPN
easat-5835	423	16	,	,	PUNCT
easat-5835	423	17	p.	p.	PROPN
easat-5835	423	18	nallagownden	nallagownden	PROPN
easat-5835	423	19	,	,	PUNCT
easat-5835	423	20	i.	i.	PROPN
easat-5835	423	21	elamvazuthi	elamvazuthi	PROPN
easat-5835	423	22	,	,	PUNCT
easat-5835	423	23	and	and	CCONJ
easat-5835	423	24	m.	m.	NOUN
easat-5835	423	25	shaikh	shaikh	PROPN
easat-5835	423	26	,	,	PUNCT
easat-5835	423	27	"	"	PUNCT
easat-5835	423	28	building	build	VERB
easat-5835	423	29	energy	energy	NOUN
easat-5835	423	30	for	for	ADP
easat-5835	423	31	sustainable	sustainable	ADJ
easat-5835	423	32	development	development	NOUN
easat-5835	423	33	in	in	ADP
easat-5835	423	34	malaysia	malaysia	PROPN
easat-5835	423	35	:	:	PUNCT
easat-5835	423	36	a	a	DET
easat-5835	423	37	review	review	NOUN
easat-5835	423	38	,	,	PUNCT
easat-5835	423	39	"	"	PUNCT
easat-5835	423	40	renewable	renewable	ADJ
easat-5835	423	41	and	and	CCONJ
easat-5835	423	42	sustainable	sustainable	ADJ
easat-5835	423	43	energy	energy	NOUN
easat-5835	423	44	reviews	review	NOUN
easat-5835	423	45	,	,	PUNCT
easat-5835	423	46	vol	vol	NOUN
easat-5835	423	47	.	.	PROPN
easat-5835	423	48	75	75	NUM
easat-5835	423	49	,	,	PUNCT
easat-5835	423	50	pp	pp	ADJ
easat-5835	423	51	.	.	PUNCT
easat-5835	423	52	1392	1392	NUM
easat-5835	423	53	-	-	SYM
easat-5835	423	54	1403	1403	NUM
easat-5835	423	55	,	,	PUNCT
easat-5835	423	56	2017	2017	NUM
easat-5835	423	57	.	.	PUNCT
easat-5835	424	1	https://doi.org/10.1016/j.rser.2016.11.128	https://doi.org/10.1016/j.rser.2016.11.128	NOUN
easat-5835	425	1	[	[	X
easat-5835	425	2	27	27	NUM
easat-5835	425	3	]	]	X
easat-5835	425	4	n.	n.	PROPN
easat-5835	425	5	k.	k.	PROPN
easat-5835	425	6	mustaffa	mustaffa	PROPN
easat-5835	425	7	and	and	CCONJ
easat-5835	425	8	s.	s.	PROPN
easat-5835	425	9	a.	a.	PROPN
easat-5835	425	10	kudus	kudus	PROPN
easat-5835	425	11	,	,	PUNCT
easat-5835	425	12	"	"	PUNCT
easat-5835	425	13	challenges	challenge	NOUN
easat-5835	425	14	and	and	CCONJ
easat-5835	425	15	way	way	ADV
easat-5835	425	16	forward	forward	ADV
easat-5835	425	17	towards	towards	ADP
easat-5835	425	18	best	good	ADJ
easat-5835	425	19	practices	practice	NOUN
easat-5835	425	20	of	of	ADP
easat-5835	425	21	energy	energy	NOUN
easat-5835	425	22	efficient	efficient	ADJ
easat-5835	425	23	building	building	NOUN
easat-5835	425	24	in	in	ADP
easat-5835	425	25	malaysia	malaysia	PROPN
easat-5835	425	26	,	,	PUNCT
easat-5835	425	27	"	"	PUNCT
easat-5835	425	28	energy	energy	NOUN
easat-5835	425	29	,	,	PUNCT
easat-5835	425	30	vol	vol	NOUN
easat-5835	425	31	.	.	PUNCT
easat-5835	426	1	259	259	NUM
easat-5835	426	2	,	,	PUNCT
easat-5835	426	3	p.	p.	NOUN
easat-5835	426	4	124839	124839	NUM
easat-5835	426	5	,	,	PUNCT
easat-5835	426	6	2022	2022	NUM
easat-5835	426	7	.	.	PUNCT
easat-5835	427	1	https://doi.org/10.1016/j.energy.2022.124839	https://doi.org/10.1016/j.energy.2022.124839	PROPN
easat-5835	428	1	[	[	X
easat-5835	428	2	28	28	NUM
easat-5835	428	3	]	]	X
easat-5835	428	4	e.	e.	PROPN
easat-5835	428	5	k.	k.	PROPN
easat-5835	428	6	kermanshahi	kermanshahi	PROPN
easat-5835	428	7	,	,	PUNCT
easat-5835	428	8	m.	m.	PROPN
easat-5835	428	9	b.	b.	PROPN
easat-5835	428	10	m.	m.	PROPN
easat-5835	428	11	tahir	tahir	PROPN
easat-5835	428	12	,	,	PUNCT
easat-5835	429	1	n.	n.	PROPN
easat-5835	429	2	h.	h.	PROPN
easat-5835	429	3	a.	a.	PROPN
easat-5835	429	4	s.	s.	PROPN
easat-5835	429	5	lim	lim	PROPN
easat-5835	429	6	,	,	PUNCT
easat-5835	429	7	a.	a.	NOUN
easat-5835	429	8	t.	t.	NOUN
easat-5835	429	9	balasbaneh	balasbaneh	PROPN
easat-5835	429	10	,	,	PUNCT
easat-5835	429	11	and	and	CCONJ
easat-5835	429	12	s.	s.	PROPN
easat-5835	429	13	roshanghalb	roshanghalb	PROPN
easat-5835	429	14	,	,	PUNCT
easat-5835	429	15	"	"	PUNCT
easat-5835	429	16	sustainable	sustainable	ADJ
easat-5835	429	17	residential	residential	ADJ
easat-5835	429	18	building	building	NOUN
easat-5835	429	19	retrofit	retrofit	NOUN
easat-5835	429	20	for	for	ADP
easat-5835	429	21	improving	improve	VERB
easat-5835	429	22	energy	energy	NOUN
easat-5835	429	23	efficiency	efficiency	NOUN
easat-5835	429	24	:	:	PUNCT
easat-5835	429	25	the	the	DET
easat-5835	429	26	owners	owner	NOUN
easat-5835	429	27	’	’	PART
easat-5835	429	28	perspective	perspective	NOUN
easat-5835	429	29	in	in	ADP
easat-5835	429	30	malaysia	malaysia	PROPN
easat-5835	429	31	,	,	PUNCT
easat-5835	429	32	"	"	PUNCT
easat-5835	429	33	in	in	ADP
easat-5835	429	34	iop	iop	PROPN
easat-5835	429	35	conference	conference	NOUN
easat-5835	429	36	series	series	NOUN
easat-5835	429	37	:	:	PUNCT
easat-5835	429	38	earth	earth	NOUN
easat-5835	429	39	and	and	CCONJ
easat-5835	429	40	environmental	environmental	ADJ
easat-5835	429	41	science	science	NOUN
easat-5835	429	42	,	,	PUNCT
easat-5835	429	43	2020	2020	NUM
easat-5835	429	44	,	,	PUNCT
easat-5835	429	45	vol	vol	NOUN
easat-5835	429	46	.	.	PUNCT
easat-5835	430	1	476	476	NUM
easat-5835	430	2	,	,	PUNCT
easat-5835	430	3	no	no	INTJ
easat-5835	430	4	.	.	NOUN
easat-5835	430	5	1	1	NUM
easat-5835	430	6	:	:	PUNCT
easat-5835	430	7	iop	iop	NOUN
easat-5835	430	8	publishing	publishing	NOUN
easat-5835	430	9	,	,	PUNCT
easat-5835	430	10	p.	p.	NOUN
easat-5835	430	11	012008	012008	NUM
easat-5835	430	12	.	.	PUNCT
easat-5835	431	1	[	[	X
easat-5835	431	2	29	29	NUM
easat-5835	431	3	]	]	PUNCT
easat-5835	431	4	a.	a.	PROPN
easat-5835	431	5	n.	n.	PROPN
easat-5835	431	6	sadeghifam	sadeghifam	PROPN
easat-5835	431	7	,	,	PUNCT
easat-5835	431	8	m.	m.	NOUN
easat-5835	431	9	s.	s.	PROPN
easat-5835	431	10	joo	joo	PROPN
easat-5835	431	11	,	,	PUNCT
easat-5835	431	12	n.	n.	PROPN
easat-5835	431	13	n.	n.	PROPN
easat-5835	431	14	m.	m.	PROPN
easat-5835	431	15	pauzi	pauzi	PROPN
easat-5835	431	16	,	,	PUNCT
easat-5835	431	17	and	and	CCONJ
easat-5835	431	18	s.	s.	PROPN
easat-5835	431	19	s.	s.	PROPN
easat-5835	431	20	b.	b.	PROPN
easat-5835	431	21	namini	namini	PROPN
easat-5835	431	22	,	,	PUNCT
easat-5835	431	23	"	"	PUNCT
easat-5835	431	24	energy	energy	NOUN
easat-5835	431	25	retrofitting	retrofitting	NOUN
easat-5835	431	26	and	and	CCONJ
easat-5835	431	27	thermal	thermal	ADJ
easat-5835	431	28	comfort	comfort	NOUN
easat-5835	431	29	improvement	improvement	NOUN
easat-5835	431	30	of	of	ADP
easat-5835	431	31	the	the	DET
easat-5835	431	32	public	public	ADJ
easat-5835	431	33	buildings	building	NOUN
easat-5835	431	34	in	in	ADP
easat-5835	431	35	malaysia	malaysia	PROPN
easat-5835	431	36	,	,	PUNCT
easat-5835	431	37	"	"	PUNCT
easat-5835	431	38	in	in	ADP
easat-5835	431	39	2021	2021	NUM
easat-5835	431	40	international	international	ADJ
easat-5835	431	41	conference	conference	NOUN
easat-5835	431	42	on	on	ADP
easat-5835	431	43	green	green	ADJ
easat-5835	431	44	energy	energy	NOUN
easat-5835	431	45	,	,	PUNCT
easat-5835	431	46	computing	computing	NOUN
easat-5835	431	47	and	and	CCONJ
easat-5835	431	48	sustainable	sustainable	ADJ
easat-5835	431	49	technology	technology	NOUN
easat-5835	431	50	(	(	PUNCT
easat-5835	431	51	gecost	gecost	NOUN
easat-5835	431	52	)	)	PUNCT
easat-5835	431	53	,	,	PUNCT
easat-5835	431	54	2021	2021	NUM
easat-5835	431	55	:	:	PUNCT
easat-5835	431	56	ieee	ieee	NOUN
easat-5835	431	57	,	,	PUNCT
easat-5835	431	58	pp	pp	ADJ
easat-5835	431	59	.	.	PUNCT
easat-5835	432	1	1	1	NUM
easat-5835	432	2	-	-	SYM
easat-5835	432	3	5	5	NUM
easat-5835	432	4	.	.	PUNCT
easat-5835	433	1	[	[	X
easat-5835	433	2	30	30	NUM
easat-5835	433	3	]	]	X
easat-5835	433	4	c.	c.	PROPN
easat-5835	433	5	c.	c.	PROPN
easat-5835	433	6	ohueri	ohueri	PROPN
easat-5835	433	7	,	,	PUNCT
easat-5835	433	8	w.	w.	PROPN
easat-5835	433	9	i.	i.	PROPN
easat-5835	433	10	enegbuma	enegbuma	PROPN
easat-5835	433	11	,	,	PUNCT
easat-5835	433	12	and	and	CCONJ
easat-5835	433	13	r.	r.	PROPN
easat-5835	433	14	kenley	kenley	PROPN
easat-5835	433	15	,	,	PUNCT
easat-5835	433	16	"	"	PUNCT
easat-5835	433	17	energy	energy	NOUN
easat-5835	433	18	efficiency	efficiency	NOUN
easat-5835	433	19	practices	practice	NOUN
easat-5835	433	20	for	for	ADP
easat-5835	433	21	malaysian	malaysian	ADJ
easat-5835	433	22	green	green	PROPN
easat-5835	433	23	office	office	PROPN
easat-5835	433	24	building	building	NOUN
easat-5835	433	25	occupants	occupant	NOUN
easat-5835	433	26	,	,	PUNCT
easat-5835	433	27	"	"	PUNCT
easat-5835	433	28	built	build	VERB
easat-5835	433	29	environment	environment	NOUN
easat-5835	433	30	project	project	NOUN
easat-5835	433	31	and	and	CCONJ
easat-5835	433	32	asset	asset	NOUN
easat-5835	433	33	management	management	NOUN
easat-5835	433	34	,	,	PUNCT
easat-5835	433	35	vol	vol	NOUN
easat-5835	433	36	.	.	PROPN
easat-5835	433	37	8	8	NUM
easat-5835	433	38	,	,	PUNCT
easat-5835	433	39	no	no	INTJ
easat-5835	433	40	.	.	NOUN
easat-5835	433	41	2	2	NUM
easat-5835	433	42	,	,	PUNCT
easat-5835	433	43	pp	pp	ADJ
easat-5835	433	44	.	.	PUNCT
easat-5835	434	1	134	134	NUM
easat-5835	434	2	-	-	SYM
easat-5835	434	3	146	146	NUM
easat-5835	434	4	,	,	PUNCT
easat-5835	434	5	2018	2018	NUM
easat-5835	434	6	.	.	PUNCT
easat-5835	434	7	https://doi.org/10.1108/bepam-10-2017-0091	https://doi.org/10.1108/bepam-10-2017-0091	PUNCT
easat-5835	435	1	[	[	X
easat-5835	435	2	31	31	NUM
easat-5835	435	3	]	]	PUNCT
easat-5835	435	4	d.	d.	PROPN
easat-5835	435	5	george	george	PROPN
easat-5835	435	6	and	and	CCONJ
easat-5835	435	7	p.	p.	PROPN
easat-5835	435	8	mallery	mallery	PROPN
easat-5835	435	9	,	,	PUNCT
easat-5835	435	10	ibm	ibm	PROPN
easat-5835	435	11	spss	spss	PROPN
easat-5835	435	12	statistics	statistic	NOUN
easat-5835	435	13	26	26	NUM
easat-5835	435	14	step	step	NOUN
easat-5835	435	15	by	by	ADP
easat-5835	435	16	step	step	NOUN
easat-5835	435	17	:	:	PUNCT
easat-5835	435	18	a	a	DET
easat-5835	435	19	simple	simple	ADJ
easat-5835	435	20	guide	guide	NOUN
easat-5835	435	21	and	and	CCONJ
easat-5835	435	22	reference	reference	NOUN
easat-5835	435	23	.	.	PUNCT
easat-5835	436	1	new	new	PROPN
easat-5835	436	2	york	york	PROPN
easat-5835	436	3	:	:	PUNCT
easat-5835	436	4	routledge	routledge	PROPN
easat-5835	436	5	,	,	PUNCT
easat-5835	436	6	2020	2020	NUM
easat-5835	436	7	.	.	PUNCT
easat-5835	437	1	[	[	X
easat-5835	437	2	32	32	NUM
easat-5835	437	3	]	]	PUNCT
easat-5835	437	4	w.	w.	PROPN
easat-5835	437	5	e.	e.	PROPN
easat-5835	437	6	wagner	wagner	PROPN
easat-5835	437	7	,	,	PUNCT
easat-5835	437	8	using	use	VERB
easat-5835	437	9	ibm	ibm	PROPN
easat-5835	437	10	spss	spss	PROPN
easat-5835	437	11	statistics	statistic	NOUN
easat-5835	437	12	for	for	ADP
easat-5835	437	13	research	research	NOUN
easat-5835	437	14	methods	method	NOUN
easat-5835	437	15	and	and	CCONJ
easat-5835	437	16	social	social	ADJ
easat-5835	437	17	science	science	NOUN
easat-5835	437	18	statistics	statistic	NOUN
easat-5835	437	19	,	,	PUNCT
easat-5835	437	20	7th	7th	ADJ
easat-5835	437	21	ed	ed	NOUN
easat-5835	437	22	.	.	PUNCT
easat-5835	437	23	thousand	thousand	NUM
easat-5835	437	24	oaks	oak	NOUN
easat-5835	437	25	,	,	PUNCT
easat-5835	437	26	ca	can	AUX
easat-5835	437	27	:	:	PUNCT
easat-5835	437	28	sage	sage	NOUN
easat-5835	437	29	publications	publication	NOUN
easat-5835	437	30	,	,	PUNCT
easat-5835	437	31	inc	inc	PROPN
easat-5835	437	32	,	,	PUNCT
easat-5835	437	33	2020	2020	NUM
easat-5835	437	34	.	.	PUNCT
easat-5835	438	1	[	[	X
easat-5835	438	2	33	33	NUM
easat-5835	438	3	]	]	X
easat-5835	438	4	y.	y.	PROPN
easat-5835	438	5	ju	ju	PROPN
easat-5835	438	6	,	,	PUNCT
easat-5835	438	7	g.	g.	PROPN
easat-5835	438	8	sun	sun	PROPN
easat-5835	438	9	,	,	PUNCT
easat-5835	438	10	q.	q.	PROPN
easat-5835	438	11	chen	chen	PROPN
easat-5835	438	12	,	,	PUNCT
easat-5835	438	13	m.	m.	PROPN
easat-5835	438	14	zhang	zhang	PROPN
easat-5835	438	15	,	,	PUNCT
easat-5835	438	16	h.	h.	PROPN
easat-5835	438	17	zhu	zhu	PROPN
easat-5835	438	18	,	,	PUNCT
easat-5835	438	19	and	and	CCONJ
easat-5835	438	20	m.	m.	PROPN
easat-5835	438	21	u.	u.	PROPN
easat-5835	438	22	rehman	rehman	PROPN
easat-5835	438	23	,	,	PUNCT
easat-5835	438	24	"	"	PUNCT
easat-5835	438	25	a	a	DET
easat-5835	438	26	model	model	NOUN
easat-5835	438	27	combining	combine	VERB
easat-5835	438	28	convolutional	convolutional	ADJ
easat-5835	438	29	neural	neural	ADJ
easat-5835	438	30	network	network	NOUN
easat-5835	438	31	and	and	CCONJ
easat-5835	438	32	lightgbm	lightgbm	ADJ
easat-5835	438	33	algorithm	algorithm	NOUN
easat-5835	438	34	for	for	ADP
easat-5835	438	35	ultra	ultra	ADJ
easat-5835	438	36	-	-	ADJ
easat-5835	438	37	short	short	ADJ
easat-5835	438	38	-	-	PUNCT
easat-5835	438	39	term	term	NOUN
easat-5835	438	40	wind	wind	NOUN
easat-5835	438	41	power	power	NOUN
easat-5835	438	42	forecasting	forecasting	NOUN
easat-5835	438	43	,	,	PUNCT
easat-5835	438	44	"	"	PUNCT
easat-5835	438	45	ieee	ieee	NOUN
easat-5835	438	46	access	access	NOUN
easat-5835	438	47	,	,	PUNCT
easat-5835	438	48	vol	vol	NOUN
easat-5835	438	49	.	.	PROPN
easat-5835	438	50	7	7	NUM
easat-5835	438	51	,	,	PUNCT
easat-5835	438	52	pp	pp	ADJ
easat-5835	438	53	.	.	PUNCT
easat-5835	439	1	28309	28309	NUM
easat-5835	439	2	-	-	SYM
easat-5835	439	3	28318	28318	NUM
easat-5835	439	4	,	,	PUNCT
easat-5835	439	5	2019	2019	NUM
easat-5835	439	6	.	.	PUNCT
easat-5835	440	1	https://doi.org/10.1109/access.2019.2901920	https://doi.org/10.1109/access.2019.2901920	X
easat-5835	441	1	[	[	X
easat-5835	441	2	34	34	NUM
easat-5835	441	3	]	]	X
easat-5835	441	4	w.	w.	PROPN
easat-5835	441	5	jing	jing	PROPN
easat-5835	441	6	,	,	PUNCT
easat-5835	441	7	b.	b.	PROPN
easat-5835	441	8	qian	qian	PROPN
easat-5835	441	9	,	,	PUNCT
easat-5835	441	10	and	and	CCONJ
easat-5835	441	11	l.	l.	PROPN
easat-5835	441	12	yannian	yannian	PROPN
easat-5835	441	13	,	,	PUNCT
easat-5835	441	14	"	"	PUNCT
easat-5835	441	15	study	study	NOUN
easat-5835	441	16	on	on	ADP
easat-5835	441	17	food	food	NOUN
easat-5835	441	18	safety	safety	NOUN
easat-5835	441	19	risk	risk	NOUN
easat-5835	441	20	based	base	VERB
easat-5835	441	21	on	on	ADP
easat-5835	441	22	lightgbm	lightgbm	ADJ
easat-5835	441	23	model	model	NOUN
easat-5835	441	24	:	:	PUNCT
easat-5835	441	25	a	a	DET
easat-5835	441	26	review	review	NOUN
easat-5835	441	27	,	,	PUNCT
easat-5835	441	28	"	"	PUNCT
easat-5835	441	29	food	food	NOUN
easat-5835	441	30	science	science	NOUN
easat-5835	441	31	and	and	CCONJ
easat-5835	441	32	technology	technology	NOUN
easat-5835	441	33	,	,	PUNCT
easat-5835	441	34	vol	vol	NOUN
easat-5835	441	35	.	.	PROPN
easat-5835	441	36	42	42	NUM
easat-5835	441	37	,	,	PUNCT
easat-5835	441	38	p.	p.	NOUN
easat-5835	441	39	e42021	e42021	PROPN
easat-5835	441	40	,	,	PUNCT
easat-5835	441	41	2022	2022	NUM
easat-5835	441	42	.	.	PUNCT
easat-5835	442	1	https://doi.org/10.1590/fst.42021	https://doi.org/10.1590/fst.42021	PROPN
easat-5835	443	1	[	[	X
easat-5835	443	2	35	35	NUM
easat-5835	443	3	]	]	X
easat-5835	443	4	w.	w.	PROPN
easat-5835	443	5	liang	liang	PROPN
easat-5835	443	6	,	,	PUNCT
easat-5835	443	7	s.	s.	PROPN
easat-5835	443	8	luo	luo	PROPN
easat-5835	443	9	,	,	PUNCT
easat-5835	443	10	g.	g.	PROPN
easat-5835	443	11	zhao	zhao	PROPN
easat-5835	443	12	,	,	PUNCT
easat-5835	443	13	and	and	CCONJ
easat-5835	443	14	h.	h.	PROPN
easat-5835	443	15	wu	wu	PROPN
easat-5835	443	16	,	,	PUNCT
easat-5835	443	17	"	"	PUNCT
easat-5835	443	18	predicting	predict	VERB
easat-5835	443	19	hard	hard	ADJ
easat-5835	443	20	rock	rock	NOUN
easat-5835	443	21	pillar	pillar	NOUN
easat-5835	443	22	stability	stability	NOUN
easat-5835	443	23	using	use	VERB
easat-5835	443	24	gbdt	gbdt	PROPN
easat-5835	443	25	,	,	PUNCT
easat-5835	443	26	xgboost	xgboost	ADV
easat-5835	443	27	,	,	PUNCT
easat-5835	443	28	and	and	CCONJ
easat-5835	443	29	lightgbm	lightgbm	ADJ
easat-5835	443	30	algorithms	algorithm	NOUN
easat-5835	443	31	,	,	PUNCT
easat-5835	443	32	"	"	PUNCT
easat-5835	443	33	mathematics	mathematic	NOUN
easat-5835	443	34	,	,	PUNCT
easat-5835	443	35	vol	vol	NOUN
easat-5835	443	36	.	.	PROPN
easat-5835	443	37	8	8	NUM
easat-5835	443	38	,	,	PUNCT
easat-5835	443	39	no	no	INTJ
easat-5835	443	40	.	.	NOUN
easat-5835	443	41	5	5	NUM
easat-5835	443	42	,	,	PUNCT
easat-5835	443	43	p.	p.	NOUN
easat-5835	443	44	765	765	NUM
easat-5835	443	45	,	,	PUNCT
easat-5835	443	46	2020	2020	NUM
easat-5835	443	47	.	.	PUNCT
easat-5835	444	1	https://doi.org/10.3390/math8050765	https://doi.org/10.3390/math8050765	PROPN
easat-5835	445	1	[	[	X
easat-5835	445	2	36	36	NUM
easat-5835	445	3	]	]	X
easat-5835	445	4	g.	g.	PROPN
easat-5835	445	5	gao	gao	PROPN
easat-5835	445	6	,	,	PUNCT
easat-5835	445	7	h.	h.	PROPN
easat-5835	445	8	wang	wang	PROPN
easat-5835	445	9	,	,	PUNCT
easat-5835	445	10	and	and	CCONJ
easat-5835	445	11	p.	p.	PROPN
easat-5835	445	12	gao	gao	PROPN
easat-5835	445	13	,	,	PUNCT
easat-5835	445	14	"	"	PUNCT
easat-5835	445	15	establishing	establish	VERB
easat-5835	445	16	a	a	DET
easat-5835	445	17	credit	credit	NOUN
easat-5835	445	18	risk	risk	NOUN
easat-5835	445	19	evaluation	evaluation	NOUN
easat-5835	445	20	system	system	NOUN
easat-5835	445	21	for	for	ADP
easat-5835	445	22	smes	sme	NOUN
easat-5835	445	23	using	use	VERB
easat-5835	445	24	the	the	DET
easat-5835	445	25	soft	soft	ADJ
easat-5835	445	26	voting	voting	NOUN
easat-5835	445	27	fusion	fusion	NOUN
easat-5835	445	28	model	model	NOUN
easat-5835	445	29	,	,	PUNCT
easat-5835	445	30	"	"	PUNCT
easat-5835	445	31	risks	risk	NOUN
easat-5835	445	32	,	,	PUNCT
easat-5835	445	33	vol	vol	NOUN
easat-5835	445	34	.	.	NOUN
easat-5835	445	35	9	9	NUM
easat-5835	445	36	,	,	PUNCT
easat-5835	445	37	no	no	INTJ
easat-5835	445	38	.	.	NOUN
easat-5835	445	39	11	11	NUM
easat-5835	445	40	,	,	PUNCT
easat-5835	445	41	p.	p.	NOUN
easat-5835	445	42	202	202	NUM
easat-5835	445	43	,	,	PUNCT
easat-5835	445	44	2021	2021	NUM
easat-5835	445	45	.	.	PUNCT
easat-5835	446	1	https://doi.org/10.3390/risks9110202	https://doi.org/10.3390/risks9110202	NOUN
easat-5835	447	1	[	[	X
easat-5835	447	2	37	37	NUM
easat-5835	447	3	]	]	X
easat-5835	447	4	h.	h.	PROPN
easat-5835	447	5	yang	yang	PROPN
easat-5835	447	6	,	,	PUNCT
easat-5835	447	7	z.	z.	PROPN
easat-5835	447	8	chen	chen	PROPN
easat-5835	447	9	,	,	PUNCT
easat-5835	447	10	h.	h.	PROPN
easat-5835	447	11	yang	yang	PROPN
easat-5835	447	12	,	,	PUNCT
easat-5835	447	13	and	and	CCONJ
easat-5835	447	14	m.	m.	PROPN
easat-5835	447	15	tian	tian	PROPN
easat-5835	447	16	,	,	PUNCT
easat-5835	447	17	"	"	PUNCT
easat-5835	447	18	predicting	predict	VERB
easat-5835	447	19	coronary	coronary	ADJ
easat-5835	447	20	heart	heart	NOUN
easat-5835	447	21	disease	disease	NOUN
easat-5835	447	22	using	use	VERB
easat-5835	447	23	an	an	DET
easat-5835	447	24	improved	improve	VERB
easat-5835	447	25	lightgbm	lightgbm	ADJ
easat-5835	447	26	model	model	NOUN
easat-5835	447	27	:	:	PUNCT
easat-5835	447	28	performance	performance	NOUN
easat-5835	447	29	analysis	analysis	NOUN
easat-5835	447	30	and	and	CCONJ
easat-5835	447	31	comparison	comparison	NOUN
easat-5835	447	32	,	,	PUNCT
easat-5835	447	33	"	"	PUNCT
easat-5835	447	34	ieee	ieee	NOUN
easat-5835	447	35	access	access	NOUN
easat-5835	447	36	,	,	PUNCT
easat-5835	447	37	vol	vol	NOUN
easat-5835	447	38	.	.	PROPN
easat-5835	447	39	11	11	NUM
easat-5835	447	40	,	,	PUNCT
easat-5835	447	41	pp	pp	ADJ
easat-5835	447	42	.	.	PUNCT
easat-5835	448	1	23366	23366	NUM
easat-5835	448	2	-	-	SYM
easat-5835	448	3	23380	23380	NUM
easat-5835	448	4	,	,	PUNCT
easat-5835	448	5	2023	2023	NUM
easat-5835	448	6	.	.	PUNCT
easat-5835	449	1	https://doi.org/10.1109/access.2023.3253885	https://doi.org/10.1109/access.2023.3253885	PROPN
easat-5835	449	2	[	[	X
easat-5835	449	3	38	38	NUM
easat-5835	449	4	]	]	PUNCT
easat-5835	449	5	j.	j.	PROPN
easat-5835	449	6	zhou	zhou	PROPN
easat-5835	449	7	,	,	PUNCT
easat-5835	449	8	k.	k.	PROPN
easat-5835	449	9	xu	xu	PROPN
easat-5835	449	10	,	,	PUNCT
easat-5835	449	11	t.	t.	PROPN
easat-5835	449	12	xiang	xiang	PROPN
easat-5835	449	13	,	,	PUNCT
easat-5835	449	14	and	and	CCONJ
easat-5835	449	15	y.	y.	PROPN
easat-5835	449	16	yu	yu	PROPN
easat-5835	449	17	,	,	PUNCT
easat-5835	449	18	"	"	PUNCT
easat-5835	449	19	composition	composition	NOUN
easat-5835	449	20	analysis	analysis	NOUN
easat-5835	449	21	and	and	CCONJ
easat-5835	449	22	identification	identification	NOUN
easat-5835	449	23	of	of	ADP
easat-5835	449	24	ancient	ancient	ADJ
easat-5835	449	25	glass	glass	NOUN
easat-5835	449	26	objects	object	NOUN
easat-5835	449	27	based	base	VERB
easat-5835	449	28	on	on	ADP
easat-5835	449	29	spearman	spearman	NOUN
easat-5835	449	30	correlation	correlation	NOUN
easat-5835	449	31	analysis	analysis	NOUN
easat-5835	449	32	model	model	NOUN
easat-5835	449	33	,	,	PUNCT
easat-5835	449	34	"	"	PUNCT
easat-5835	449	35	highlights	highlight	NOUN
easat-5835	449	36	in	in	ADP
easat-5835	449	37	science	science	NOUN
easat-5835	449	38	,	,	PUNCT
easat-5835	449	39	engineering	engineering	NOUN
easat-5835	449	40	and	and	CCONJ
easat-5835	449	41	technology	technology	NOUN
easat-5835	449	42	,	,	PUNCT
easat-5835	449	43	vol	vol	NOUN
easat-5835	449	44	.	.	PROPN
easat-5835	449	45	33	33	NUM
easat-5835	449	46	,	,	PUNCT
easat-5835	449	47	pp	pp	ADJ
easat-5835	449	48	.	.	PUNCT
easat-5835	449	49	80	80	NUM
easat-5835	449	50	-	-	SYM
easat-5835	449	51	87	87	NUM
easat-5835	449	52	,	,	PUNCT
easat-5835	449	53	2023	2023	NUM
easat-5835	449	54	.	.	PUNCT
easat-5835	450	1	https://doi.org/10.54097/hset.v33i.5269	https://doi.org/10.54097/hset.v33i.5269	PUNCT
easat-5835	451	1	[	[	X
easat-5835	451	2	39	39	NUM
easat-5835	451	3	]	]	PUNCT
easat-5835	451	4	t.	t.	PROPN
easat-5835	451	5	b.	b.	PROPN
easat-5835	451	6	alakus	alakus	PROPN
easat-5835	451	7	and	and	CCONJ
easat-5835	451	8	i.	i.	PROPN
easat-5835	451	9	turkoglu	turkoglu	PROPN
easat-5835	451	10	,	,	PUNCT
easat-5835	451	11	"	"	PUNCT
easat-5835	451	12	comparison	comparison	NOUN
easat-5835	451	13	of	of	ADP
easat-5835	451	14	deep	deep	ADJ
easat-5835	451	15	learning	learning	NOUN
easat-5835	451	16	approaches	approach	NOUN
easat-5835	451	17	to	to	PART
easat-5835	451	18	predict	predict	VERB
easat-5835	451	19	covid-19	covid-19	PROPN
easat-5835	451	20	infection	infection	NOUN
easat-5835	451	21	,	,	PUNCT
easat-5835	451	22	"	"	PUNCT
easat-5835	451	23	chaos	chaos	NOUN
easat-5835	451	24	,	,	PUNCT
easat-5835	451	25	solitons	soliton	NOUN
easat-5835	451	26	&	&	CCONJ
easat-5835	451	27	fractals	fractal	NOUN
easat-5835	451	28	,	,	PUNCT
easat-5835	451	29	vol	vol	NOUN
easat-5835	451	30	.	.	PROPN
easat-5835	451	31	140	140	NUM
easat-5835	451	32	,	,	PUNCT
easat-5835	451	33	p.	p.	NOUN
easat-5835	451	34	110120	110120	NUM
easat-5835	451	35	,	,	PUNCT
easat-5835	451	36	2020	2020	NUM
easat-5835	451	37	.	.	PUNCT
easat-5835	452	1	https://doi.org/10.1016/j.chaos.2020.110120	https://doi.org/10.1016/j.chaos.2020.110120	ADJ
easat-5835	452	2	[	[	X
easat-5835	452	3	40	40	NUM
easat-5835	452	4	]	]	X
easat-5835	452	5	d.-n	d.-n	PROPN
easat-5835	452	6	.	.	PUNCT
easat-5835	453	1	wang	wang	PROPN
easat-5835	453	2	,	,	PUNCT
easat-5835	453	3	l.	l.	PROPN
easat-5835	453	4	li	li	PROPN
easat-5835	453	5	,	,	PUNCT
easat-5835	453	6	and	and	CCONJ
easat-5835	453	7	d.	d.	PROPN
easat-5835	453	8	zhao	zhao	PROPN
easat-5835	453	9	,	,	PUNCT
easat-5835	453	10	"	"	PUNCT
easat-5835	453	11	corporate	corporate	ADJ
easat-5835	453	12	finance	finance	NOUN
easat-5835	453	13	risk	risk	NOUN
easat-5835	453	14	prediction	prediction	NOUN
easat-5835	453	15	based	base	VERB
easat-5835	453	16	on	on	ADP
easat-5835	453	17	lightgbm	lightgbm	ADJ
easat-5835	453	18	,	,	PUNCT
easat-5835	453	19	"	"	PUNCT
easat-5835	453	20	information	information	NOUN
easat-5835	453	21	sciences	science	NOUN
easat-5835	453	22	,	,	PUNCT
easat-5835	453	23	vol	vol	NOUN
easat-5835	453	24	.	.	PROPN
easat-5835	453	25	602	602	NUM
easat-5835	453	26	,	,	PUNCT
easat-5835	453	27	pp	pp	ADJ
easat-5835	453	28	.	.	PUNCT
easat-5835	454	1	259	259	NUM
easat-5835	454	2	-	-	SYM
easat-5835	454	3	268	268	NUM
easat-5835	454	4	,	,	PUNCT
easat-5835	454	5	2022	2022	NUM
easat-5835	454	6	.	.	PUNCT
easat-5835	455	1	https://doi.org/10.1016/j.ins.2022.04.058	https://doi.org/10.1016/j.ins.2022.04.058	PROPN
easat-5835	455	2	[	[	X
easat-5835	455	3	41	41	NUM
easat-5835	455	4	]	]	X
easat-5835	455	5	f.	f.	PROPN
easat-5835	455	6	marini	marini	PROPN
easat-5835	455	7	and	and	CCONJ
easat-5835	455	8	b.	b.	PROPN
easat-5835	455	9	walczak	walczak	PROPN
easat-5835	455	10	,	,	PUNCT
easat-5835	455	11	"	"	PUNCT
easat-5835	455	12	particle	particle	NOUN
easat-5835	455	13	swarm	swarm	NOUN
easat-5835	455	14	optimization	optimization	NOUN
easat-5835	455	15	(	(	PUNCT
easat-5835	455	16	pso	pso	NOUN
easat-5835	455	17	)	)	PUNCT
easat-5835	455	18	.	.	PUNCT
easat-5835	456	1	a	a	DET
easat-5835	456	2	tutorial	tutorial	NOUN
easat-5835	456	3	,	,	PUNCT
easat-5835	456	4	"	"	PUNCT
easat-5835	456	5	chemometrics	chemometric	NOUN
easat-5835	456	6	and	and	CCONJ
easat-5835	456	7	intelligent	intelligent	ADJ
easat-5835	456	8	laboratory	laboratory	NOUN
easat-5835	456	9	systems	system	NOUN
easat-5835	456	10	,	,	PUNCT
easat-5835	456	11	vol	vol	NOUN
easat-5835	456	12	.	.	PROPN
easat-5835	456	13	149	149	NUM
easat-5835	456	14	,	,	PUNCT
easat-5835	456	15	2015	2015	NUM
easat-5835	456	16	.	.	PUNCT
easat-5835	457	1	https://doi.org/10.1016/j.chemolab.2015.08.020	https://doi.org/10.1016/j.chemolab.2015.08.020	NOUN
easat-5835	458	1	[	[	X
easat-5835	458	2	42	42	NUM
easat-5835	458	3	]	]	PUNCT
easat-5835	458	4	h.	h.	PROPN
easat-5835	458	5	norouzi	norouzi	PROPN
easat-5835	458	6	and	and	CCONJ
easat-5835	458	7	j.	j.	PROPN
easat-5835	458	8	bazargan	bazargan	PROPN
easat-5835	458	9	,	,	PUNCT
easat-5835	458	10	"	"	PUNCT
easat-5835	458	11	investigation	investigation	NOUN
easat-5835	458	12	of	of	ADP
easat-5835	458	13	river	river	NOUN
easat-5835	458	14	water	water	NOUN
easat-5835	458	15	pollution	pollution	NOUN
easat-5835	458	16	using	use	VERB
easat-5835	458	17	muskingum	muskingum	NOUN
easat-5835	458	18	method	method	NOUN
easat-5835	458	19	and	and	CCONJ
easat-5835	458	20	particle	particle	NOUN
easat-5835	458	21	swarm	swarm	NOUN
easat-5835	458	22	optimization	optimization	NOUN
easat-5835	458	23	(	(	PUNCT
easat-5835	458	24	pso	pso	NOUN
easat-5835	458	25	)	)	PUNCT
easat-5835	458	26	algorithm	algorithm	NOUN
easat-5835	458	27	,	,	PUNCT
easat-5835	458	28	"	"	PUNCT
easat-5835	458	29	applied	apply	VERB
easat-5835	458	30	water	water	NOUN
easat-5835	458	31	science	science	NOUN
easat-5835	458	32	,	,	PUNCT
easat-5835	458	33	vol	vol	NOUN
easat-5835	458	34	.	.	PROPN
easat-5835	459	1	14	14	NUM
easat-5835	459	2	,	,	PUNCT
easat-5835	459	3	no	no	INTJ
easat-5835	459	4	.	.	NOUN
easat-5835	459	5	4	4	NUM
easat-5835	459	6	,	,	PUNCT
easat-5835	459	7	p.	p.	NOUN
easat-5835	459	8	68	68	NUM
easat-5835	459	9	,	,	PUNCT
easat-5835	459	10	2024	2024	NUM
easat-5835	459	11	.	.	PUNCT
easat-5835	460	1	https://doi.org/10.1007/s13201024-02127-0	https://doi.org/10.1007/s13201024-02127-0	PROPN
easat-5835	461	1	[	[	X
easat-5835	461	2	43	43	NUM
easat-5835	461	3	]	]	X
easat-5835	461	4	i.	i.	PROPN
easat-5835	461	5	ekanayake	ekanayake	PROPN
easat-5835	461	6	,	,	PUNCT
easat-5835	461	7	d.	d.	PROPN
easat-5835	461	8	meddage	meddage	NOUN
easat-5835	461	9	,	,	PUNCT
easat-5835	461	10	and	and	CCONJ
easat-5835	461	11	u.	u.	PROPN
easat-5835	461	12	rathnayake	rathnayake	PROPN
easat-5835	461	13	,	,	PUNCT
easat-5835	461	14	"	"	PUNCT
easat-5835	461	15	a	a	DET
easat-5835	461	16	novel	novel	ADJ
easat-5835	461	17	approach	approach	NOUN
easat-5835	461	18	to	to	PART
easat-5835	461	19	explain	explain	VERB
easat-5835	461	20	the	the	DET
easat-5835	461	21	black	black	ADJ
easat-5835	461	22	-	-	PUNCT
easat-5835	461	23	box	box	NOUN
easat-5835	461	24	nature	nature	NOUN
easat-5835	461	25	of	of	ADP
easat-5835	461	26	machine	machine	NOUN
easat-5835	461	27	learning	learn	VERB
easat-5835	461	28	in	in	ADP
easat-5835	461	29	compressive	compressive	ADJ
easat-5835	461	30	strength	strength	NOUN
easat-5835	461	31	predictions	prediction	NOUN
easat-5835	461	32	of	of	ADP
easat-5835	461	33	concrete	concrete	NOUN
easat-5835	461	34	using	use	VERB
easat-5835	461	35	shapley	shapley	ADJ
easat-5835	461	36	additive	additive	ADJ
easat-5835	461	37	explanations	explanation	NOUN
easat-5835	461	38	(	(	PUNCT
easat-5835	461	39	shap	shap	NOUN
easat-5835	461	40	)	)	PUNCT
easat-5835	461	41	,	,	PUNCT
easat-5835	461	42	"	"	PUNCT
easat-5835	461	43	case	case	NOUN
easat-5835	461	44	studies	study	NOUN
easat-5835	461	45	in	in	ADP
easat-5835	461	46	construction	construction	NOUN
easat-5835	461	47	materials	material	NOUN
easat-5835	461	48	,	,	PUNCT
easat-5835	461	49	vol	vol	NOUN
easat-5835	461	50	.	.	PROPN
easat-5835	461	51	16	16	NUM
easat-5835	461	52	,	,	PUNCT
easat-5835	461	53	p.	p.	NOUN
easat-5835	461	54	e01059	e01059	PROPN
easat-5835	461	55	,	,	PUNCT
easat-5835	461	56	2022	2022	NUM
easat-5835	461	57	.	.	PUNCT
easat-5835	461	58	https://doi.org/10.1016/j.cscm.2022.e01059	https://doi.org/10.1016/j.cscm.2022.e01059	PUNCT
easat-5835	462	1	[	[	X
easat-5835	462	2	44	44	NUM
easat-5835	462	3	]	]	X
easat-5835	462	4	y.	y.	PROPN
easat-5835	462	5	nohara	nohara	PROPN
easat-5835	462	6	,	,	PUNCT
easat-5835	462	7	k.	k.	PROPN
easat-5835	462	8	matsumoto	matsumoto	PROPN
easat-5835	462	9	,	,	PUNCT
easat-5835	462	10	h.	h.	PROPN
easat-5835	462	11	soejima	soejima	PROPN
easat-5835	462	12	,	,	PUNCT
easat-5835	462	13	and	and	CCONJ
easat-5835	462	14	n.	n.	PROPN
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easat-5835	462	16	,	,	PUNCT
easat-5835	462	17	"	"	PUNCT
easat-5835	462	18	explanation	explanation	NOUN
easat-5835	462	19	of	of	ADP
easat-5835	462	20	machine	machine	NOUN
easat-5835	462	21	learning	learning	NOUN
easat-5835	462	22	models	model	NOUN
easat-5835	462	23	using	use	VERB
easat-5835	462	24	shapley	shapley	ADJ
easat-5835	462	25	additive	additive	ADJ
easat-5835	462	26	explanation	explanation	NOUN
easat-5835	462	27	and	and	CCONJ
easat-5835	462	28	application	application	NOUN
easat-5835	462	29	for	for	ADP
easat-5835	462	30	real	real	ADJ
easat-5835	462	31	data	datum	NOUN
easat-5835	462	32	in	in	ADP
easat-5835	462	33	hospital	hospital	NOUN
easat-5835	462	34	,	,	PUNCT
easat-5835	462	35	"	"	PUNCT
easat-5835	462	36	computer	computer	NOUN
easat-5835	462	37	methods	method	NOUN
easat-5835	462	38	and	and	CCONJ
easat-5835	462	39	programs	program	NOUN
easat-5835	462	40	in	in	ADP
easat-5835	462	41	biomedicine	biomedicine	NOUN
easat-5835	462	42	,	,	PUNCT
easat-5835	462	43	vol	vol	NOUN
easat-5835	462	44	.	.	PROPN
easat-5835	463	1	214	214	NUM
easat-5835	463	2	,	,	PUNCT
easat-5835	463	3	p.	p.	NOUN
easat-5835	463	4	106584	106584	NUM
easat-5835	463	5	,	,	PUNCT
easat-5835	463	6	2022	2022	NUM
easat-5835	463	7	.	.	PUNCT
easat-5835	464	1	https://doi.org/10.1016/j.cmpb.2021.106584	https://doi.org/10.1016/j.cmpb.2021.106584	PROPN
easat-5835	465	1	[	[	X
easat-5835	465	2	45	45	NUM
easat-5835	465	3	]	]	PUNCT
easat-5835	465	4	j.	j.	PROPN
easat-5835	465	5	fan	fan	PROPN
easat-5835	465	6	,	,	PUNCT
easat-5835	465	7	s.	s.	PROPN
easat-5835	465	8	upadhye	upadhye	PROPN
easat-5835	465	9	,	,	PUNCT
easat-5835	465	10	and	and	CCONJ
easat-5835	465	11	a.	a.	NOUN
easat-5835	465	12	worster	worster	NOUN
easat-5835	465	13	,	,	PUNCT
easat-5835	465	14	"	"	PUNCT
easat-5835	465	15	understanding	understand	VERB
easat-5835	465	16	receiver	receiver	NOUN
easat-5835	465	17	operating	operate	VERB
easat-5835	465	18	characteristic	characteristic	NOUN
easat-5835	465	19	(	(	PUNCT
easat-5835	465	20	roc	roc	NOUN
easat-5835	465	21	)	)	PUNCT
easat-5835	465	22	curves	curve	NOUN
easat-5835	465	23	,	,	PUNCT
easat-5835	465	24	"	"	PUNCT
easat-5835	465	25	canadian	canadian	ADJ
easat-5835	465	26	journal	journal	NOUN
easat-5835	465	27	of	of	ADP
easat-5835	465	28	emergency	emergency	NOUN
easat-5835	465	29	medicine	medicine	NOUN
easat-5835	465	30	,	,	PUNCT
easat-5835	465	31	vol	vol	NOUN
easat-5835	465	32	.	.	PROPN
easat-5835	465	33	8	8	NUM
easat-5835	465	34	,	,	PUNCT
easat-5835	465	35	no	no	INTJ
easat-5835	465	36	.	.	NOUN
easat-5835	465	37	1	1	NUM
easat-5835	465	38	,	,	PUNCT
easat-5835	465	39	pp	pp	ADJ
easat-5835	465	40	.	.	PUNCT
easat-5835	466	1	19	19	NUM
easat-5835	466	2	-	-	SYM
easat-5835	466	3	20	20	NUM
easat-5835	466	4	,	,	PUNCT
easat-5835	466	5	2006	2006	NUM
easat-5835	466	6	.	.	PUNCT
easat-5835	467	1	https://doi.org/10.1017/s1481803500013336	https://doi.org/10.1017/s1481803500013336	PRON
easat-5835	468	1	[	[	X
easat-5835	468	2	46	46	NUM
easat-5835	468	3	]	]	X
easat-5835	468	4	j.	j.	PROPN
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easat-5835	468	6	and	and	CCONJ
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easat-5835	468	9	,	,	PUNCT
easat-5835	468	10	"	"	PUNCT
easat-5835	468	11	precision	precision	NOUN
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easat-5835	468	13	recall	recall	NOUN
easat-5835	468	14	curve	curve	NOUN
easat-5835	468	15	(	(	PUNCT
easat-5835	468	16	prc	prc	PROPN
easat-5835	468	17	)	)	PUNCT
easat-5835	468	18	classification	classification	NOUN
easat-5835	468	19	trees	tree	NOUN
easat-5835	468	20	,	,	PUNCT
easat-5835	468	21	"	"	PUNCT
easat-5835	468	22	evolutionary	evolutionary	ADJ
easat-5835	468	23	intelligence	intelligence	NOUN
easat-5835	468	24	,	,	PUNCT
easat-5835	468	25	vol	vol	NOUN
easat-5835	468	26	.	.	PROPN
easat-5835	468	27	15	15	NUM
easat-5835	468	28	,	,	PUNCT
easat-5835	468	29	no	no	INTJ
easat-5835	468	30	.	.	NOUN
easat-5835	468	31	3	3	NUM
easat-5835	468	32	,	,	PUNCT
easat-5835	468	33	pp	pp	ADJ
easat-5835	468	34	.	.	PUNCT
easat-5835	468	35	1545	1545	NUM
easat-5835	468	36	-	-	SYM
easat-5835	468	37	1569	1569	NUM
easat-5835	468	38	,	,	PUNCT
easat-5835	468	39	2022	2022	NUM
easat-5835	468	40	.	.	PUNCT
easat-5835	469	1	https://doi.org/10.1007/s12065-021-00565-2	https://doi.org/10.1007/s12065-021-00565-2	NUM
easat-5835	470	1	[	[	X
easat-5835	470	2	47	47	NUM
easat-5835	470	3	]	]	X
easat-5835	470	4	h.	h.	PROPN
easat-5835	470	5	liao	liao	PROPN
easat-5835	470	6	,	,	PUNCT
easat-5835	470	7	x.	x.	PROPN
easat-5835	470	8	zhang	zhang	PROPN
easat-5835	470	9	,	,	PUNCT
easat-5835	470	10	c.	c.	PROPN
easat-5835	470	11	zhao	zhao	PROPN
easat-5835	470	12	,	,	PUNCT
easat-5835	470	13	y.	y.	PROPN
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easat-5835	470	15	,	,	PUNCT
easat-5835	470	16	x.	x.	PROPN
easat-5835	470	17	zeng	zeng	PROPN
easat-5835	470	18	,	,	PUNCT
easat-5835	470	19	and	and	CCONJ
easat-5835	470	20	h.	h.	PROPN
easat-5835	470	21	li	li	PROPN
easat-5835	470	22	,	,	PUNCT
easat-5835	470	23	"	"	PUNCT
easat-5835	470	24	lightgbm	lightgbm	ADJ
easat-5835	470	25	:	:	PUNCT
easat-5835	470	26	an	an	DET
easat-5835	470	27	efficient	efficient	ADJ
easat-5835	470	28	and	and	CCONJ
easat-5835	470	29	accurate	accurate	ADJ
easat-5835	470	30	method	method	NOUN
easat-5835	470	31	for	for	ADP
easat-5835	470	32	predicting	predict	VERB
easat-5835	470	33	pregnancy	pregnancy	NOUN
easat-5835	470	34	diseases	disease	NOUN
easat-5835	470	35	,	,	PUNCT
easat-5835	470	36	"	"	PUNCT
easat-5835	470	37	journal	journal	NOUN
easat-5835	470	38	of	of	ADP
easat-5835	470	39	obstetrics	obstetric	NOUN
easat-5835	470	40	and	and	CCONJ
easat-5835	470	41	gynaecology	gynaecology	NOUN
easat-5835	470	42	,	,	PUNCT
easat-5835	470	43	vol	vol	NOUN
easat-5835	470	44	.	.	PROPN
easat-5835	471	1	42	42	NUM
easat-5835	471	2	,	,	PUNCT
easat-5835	471	3	no	no	INTJ
easat-5835	471	4	.	.	NOUN
easat-5835	471	5	4	4	NUM
easat-5835	471	6	,	,	PUNCT
easat-5835	471	7	pp	pp	ADJ
easat-5835	471	8	.	.	PUNCT
easat-5835	472	1	620	620	NUM
easat-5835	472	2	-	-	SYM
easat-5835	472	3	629	629	NUM
easat-5835	472	4	,	,	PUNCT
easat-5835	472	5	2022	2022	NUM
easat-5835	472	6	.	.	PUNCT
easat-5835	473	1	https://doi.org/10.1080/01443615.2021.1945006	https://doi.org/10.1080/01443615.2021.1945006	PROPN
easat-5835	473	2	https://doi.org/10.1016/j.enbuild.2016.02.036	https://doi.org/10.1016/j.enbuild.2016.02.036	PROPN
easat-5835	473	3	https://doi.org/10.1016/j.rser.2016.11.128	https://doi.org/10.1016/j.rser.2016.11.128	PROPN
easat-5835	473	4	https://doi.org/10.1016/j.energy.2022.124839	https://doi.org/10.1016/j.energy.2022.124839	NOUN
easat-5835	473	5	https://doi.org/10.1108/bepam-10-2017-0091	https://doi.org/10.1108/bepam-10-2017-0091	PART
easat-5835	473	6	https://doi.org/10.1109/access.2019.2901920	https://doi.org/10.1109/access.2019.2901920	PROPN
easat-5835	473	7	https://doi.org/10.1590/fst.42021	https://doi.org/10.1590/fst.42021	PROPN
easat-5835	473	8	https://doi.org/10.3390/math8050765	https://doi.org/10.3390/math8050765	PROPN
easat-5835	473	9	https://doi.org/10.3390/risks9110202	https://doi.org/10.3390/risks9110202	PROPN
easat-5835	473	10	https://doi.org/10.1109/access.2023.3253885	https://doi.org/10.1109/access.2023.3253885	PROPN
easat-5835	473	11	https://doi.org/10.54097/hset.v33i.5269	https://doi.org/10.54097/hset.v33i.5269	PROPN
easat-5835	473	12	https://doi.org/10.1016/j.chaos.2020.110120	https://doi.org/10.1016/j.chaos.2020.110120	ADJ
easat-5835	473	13	https://doi.org/10.1016/j.ins.2022.04.058	https://doi.org/10.1016/j.ins.2022.04.058	PROPN
easat-5835	473	14	https://doi.org/10.1016/j.chemolab.2015.08.020	https://doi.org/10.1016/j.chemolab.2015.08.020	NUM
easat-5835	473	15	https://doi.org/10.1007/s13201-024-02127-0	https://doi.org/10.1007/s13201-024-02127-0	NUM
easat-5835	473	16	https://doi.org/10.1007/s13201-024-02127-0	https://doi.org/10.1007/s13201-024-02127-0	NUM
easat-5835	473	17	https://doi.org/10.1016/j.cscm.2022.e01059	https://doi.org/10.1016/j.cscm.2022.e01059	PROPN
easat-5835	473	18	https://doi.org/10.1016/j.cmpb.2021.106584	https://doi.org/10.1016/j.cmpb.2021.106584	PROPN
easat-5835	473	19	https://doi.org/10.1017/s1481803500013336	https://doi.org/10.1017/s1481803500013336	PROPN
easat-5835	473	20	https://doi.org/10.1007/s12065-021-00565-2	https://doi.org/10.1007/s12065-021-00565-2	NUM
easat-5835	473	21	https://doi.org/10.1080/01443615.2021.1945006	https://doi.org/10.1080/01443615.2021.1945006	PROPN
easat-5835	473	22	2530	2530	NUM
easat-5835	473	23	edelweiss	edelweiss	PROPN
easat-5835	473	24	applied	apply	VERB
easat-5835	473	25	science	science	NOUN
easat-5835	473	26	and	and	CCONJ
easat-5835	473	27	technology	technology	NOUN
easat-5835	473	28	issn	issn	PROPN
easat-5835	473	29	:	:	PUNCT
easat-5835	473	30	2576	2576	NUM
easat-5835	473	31	-	-	SYM
easat-5835	473	32	8484	8484	NUM
easat-5835	473	33	vol	vol	NOUN
easat-5835	473	34	.	.	PROPN
easat-5835	474	1	9	9	NUM
easat-5835	474	2	,	,	PUNCT
easat-5835	474	3	no	no	INTJ
easat-5835	474	4	.	.	NOUN
easat-5835	475	1	3	3	NUM
easat-5835	475	2	:	:	SYM
easat-5835	475	3	2508	2508	NUM
easat-5835	475	4	-	-	SYM
easat-5835	475	5	2530	2530	NUM
easat-5835	475	6	,	,	PUNCT
easat-5835	475	7	2025	2025	NUM
easat-5835	475	8	doi	doi	NOUN
easat-5835	475	9	:	:	PUNCT
easat-5835	475	10	10.55214/25768484.v9i3.5835	10.55214/25768484.v9i3.5835	NOUN
easat-5835	475	11	©	©	PROPN
easat-5835	475	12	2025	2025	NUM
easat-5835	475	13	by	by	ADP
easat-5835	475	14	the	the	DET
easat-5835	475	15	authors	author	NOUN
easat-5835	475	16	;	;	PUNCT
easat-5835	475	17	licensee	licensee	PROPN
easat-5835	475	18	learning	learning	NOUN
easat-5835	475	19	gate	gate	NOUN
easat-5835	476	1	[	[	X
easat-5835	476	2	48	48	NUM
easat-5835	476	3	]	]	PUNCT
easat-5835	476	4	l.	l.	PROPN
easat-5835	476	5	chai	chai	PROPN
easat-5835	476	6	,	,	PUNCT
easat-5835	476	7	x.	x.	PROPN
easat-5835	476	8	xie	xie	PROPN
easat-5835	476	9	,	,	PUNCT
easat-5835	476	10	c.	c.	PROPN
easat-5835	476	11	wang	wang	PROPN
easat-5835	476	12	,	,	PUNCT
easat-5835	476	13	g.	g.	PROPN
easat-5835	476	14	tang	tang	PROPN
easat-5835	476	15	,	,	PUNCT
easat-5835	476	16	and	and	CCONJ
easat-5835	476	17	z.	z.	PROPN
easat-5835	476	18	song	song	PROPN
easat-5835	476	19	,	,	PUNCT
easat-5835	476	20	"	"	PUNCT
easat-5835	476	21	ground	ground	NOUN
easat-5835	476	22	subsidence	subsidence	NOUN
easat-5835	476	23	risk	risk	NOUN
easat-5835	476	24	assessment	assessment	NOUN
easat-5835	476	25	method	method	NOUN
easat-5835	476	26	using	use	VERB
easat-5835	476	27	ps	ps	NOUN
easat-5835	476	28	-	-	PUNCT
easat-5835	476	29	insar	insar	ADJ
easat-5835	476	30	and	and	CCONJ
easat-5835	476	31	lightgbm	lightgbm	ADJ
easat-5835	476	32	:	:	PUNCT
easat-5835	476	33	a	a	DET
easat-5835	476	34	case	case	NOUN
easat-5835	476	35	study	study	NOUN
easat-5835	476	36	of	of	ADP
easat-5835	476	37	shanghai	shanghai	PROPN
easat-5835	476	38	metro	metro	PROPN
easat-5835	476	39	network	network	PROPN
easat-5835	476	40	,	,	PUNCT
easat-5835	476	41	"	"	PUNCT
easat-5835	476	42	international	international	ADJ
easat-5835	476	43	journal	journal	NOUN
easat-5835	476	44	of	of	ADP
easat-5835	476	45	digital	digital	ADJ
easat-5835	476	46	earth	earth	NOUN
easat-5835	476	47	,	,	PUNCT
easat-5835	476	48	vol	vol	NOUN
easat-5835	476	49	.	.	PROPN
easat-5835	476	50	17	17	NUM
easat-5835	476	51	,	,	PUNCT
easat-5835	476	52	no	no	INTJ
easat-5835	476	53	.	.	NOUN
easat-5835	476	54	1	1	NUM
easat-5835	476	55	,	,	PUNCT
easat-5835	476	56	p.	p.	NOUN
easat-5835	476	57	2297842	2297842	NUM
easat-5835	476	58	,	,	PUNCT
easat-5835	476	59	2024	2024	NUM
easat-5835	476	60	.	.	PUNCT
easat-5835	477	1	https://doi.org/10.1080/17538947.2023.2297842	https://doi.org/10.1080/17538947.2023.2297842	PUNCT
easat-5835	478	1	[	[	X
easat-5835	478	2	49	49	NUM
easat-5835	478	3	]	]	X
easat-5835	478	4	y.	y.	PROPN
easat-5835	478	5	zhou	zhou	PROPN
easat-5835	478	6	,	,	PUNCT
easat-5835	478	7	y.	y.	PROPN
easat-5835	478	8	liu	liu	PROPN
easat-5835	478	9	,	,	PUNCT
easat-5835	478	10	d.	d.	PROPN
easat-5835	478	11	wang	wang	PROPN
easat-5835	478	12	,	,	PUNCT
easat-5835	478	13	and	and	CCONJ
easat-5835	478	14	x.	x.	PROPN
easat-5835	478	15	liu	liu	PROPN
easat-5835	478	16	,	,	PUNCT
easat-5835	478	17	"	"	PUNCT
easat-5835	478	18	comparison	comparison	NOUN
easat-5835	478	19	of	of	ADP
easat-5835	478	20	machine	machine	NOUN
easat-5835	478	21	-	-	PUNCT
easat-5835	478	22	learning	learn	VERB
easat-5835	478	23	models	model	NOUN
easat-5835	478	24	for	for	ADP
easat-5835	478	25	predicting	predict	VERB
easat-5835	478	26	short	short	ADJ
easat-5835	478	27	-	-	PUNCT
easat-5835	478	28	term	term	NOUN
easat-5835	478	29	building	building	NOUN
easat-5835	478	30	heating	heating	NOUN
easat-5835	478	31	load	load	NOUN
easat-5835	478	32	using	use	VERB
easat-5835	478	33	operational	operational	ADJ
easat-5835	478	34	parameters	parameter	NOUN
easat-5835	478	35	,	,	PUNCT
easat-5835	478	36	"	"	PUNCT
easat-5835	478	37	energy	energy	NOUN
easat-5835	478	38	and	and	CCONJ
easat-5835	478	39	buildings	building	NOUN
easat-5835	478	40	,	,	PUNCT
easat-5835	478	41	vol	vol	NOUN
easat-5835	478	42	.	.	PROPN
easat-5835	478	43	253	253	NUM
easat-5835	478	44	,	,	PUNCT
easat-5835	478	45	p.	p.	NOUN
easat-5835	478	46	111505	111505	NUM
easat-5835	478	47	,	,	PUNCT
easat-5835	478	48	2021	2021	NUM
easat-5835	478	49	.	.	PUNCT
easat-5835	479	1	https://doi.org/10.1016/j.enbuild.2021.111505	https://doi.org/10.1016/j.enbuild.2021.111505	PROPN
easat-5835	479	2	[	[	X
easat-5835	479	3	50	50	NUM
easat-5835	479	4	]	]	PUNCT
easat-5835	479	5	m.	m.	NOUN
easat-5835	479	6	najafzadeh	najafzadeh	PROPN
easat-5835	479	7	and	and	CCONJ
easat-5835	479	8	m.	m.	NOUN
easat-5835	479	9	mahmoudi	mahmoudi	PROPN
easat-5835	479	10	-	-	PUNCT
easat-5835	479	11	rad	rad	PROPN
easat-5835	479	12	,	,	PUNCT
easat-5835	479	13	"	"	PUNCT
easat-5835	479	14	residual	residual	ADJ
easat-5835	479	15	energy	energy	NOUN
easat-5835	479	16	evaluation	evaluation	NOUN
easat-5835	479	17	in	in	ADP
easat-5835	479	18	vortex	vortex	NOUN
easat-5835	479	19	structures	structure	NOUN
easat-5835	479	20	:	:	PUNCT
easat-5835	479	21	on	on	ADP
easat-5835	479	22	the	the	DET
easat-5835	479	23	application	application	NOUN
easat-5835	479	24	of	of	ADP
easat-5835	479	25	machine	machine	NOUN
easat-5835	479	26	learning	learning	NOUN
easat-5835	479	27	models	model	NOUN
easat-5835	479	28	,	,	PUNCT
easat-5835	479	29	"	"	PUNCT
easat-5835	479	30	results	result	NOUN
easat-5835	479	31	in	in	ADP
easat-5835	479	32	engineering	engineering	NOUN
easat-5835	479	33	,	,	PUNCT
easat-5835	479	34	vol	vol	NOUN
easat-5835	479	35	.	.	PROPN
easat-5835	479	36	23	23	NUM
easat-5835	479	37	,	,	PUNCT
easat-5835	479	38	p.	p.	NOUN
easat-5835	479	39	102792	102792	NUM
easat-5835	479	40	,	,	PUNCT
easat-5835	479	41	2024	2024	NUM
easat-5835	479	42	.	.	PUNCT
easat-5835	480	1	https://doi.org/10.1016/j.rineng.2024.102792	https://doi.org/10.1016/j.rineng.2024.102792	ADJ
easat-5835	480	2	[	[	X
easat-5835	480	3	51	51	NUM
easat-5835	480	4	]	]	PUNCT
easat-5835	480	5	s.	s.	PROPN
easat-5835	480	6	rahman	rahman	PROPN
easat-5835	480	7	,	,	PUNCT
easat-5835	480	8	m.	m.	NOUN
easat-5835	480	9	irfan	irfan	PROPN
easat-5835	480	10	,	,	PUNCT
easat-5835	480	11	m.	m.	NOUN
easat-5835	480	12	raza	raza	PROPN
easat-5835	480	13	,	,	PUNCT
easat-5835	480	14	k.	k.	PROPN
easat-5835	480	15	moyeezullah	moyeezullah	PROPN
easat-5835	480	16	ghori	ghori	PROPN
easat-5835	480	17	,	,	PUNCT
easat-5835	480	18	s.	s.	PROPN
easat-5835	480	19	yaqoob	yaqoob	PROPN
easat-5835	480	20	,	,	PUNCT
easat-5835	480	21	and	and	CCONJ
easat-5835	480	22	m.	m.	PROPN
easat-5835	480	23	awais	awais	PROPN
easat-5835	480	24	,	,	PUNCT
easat-5835	480	25	"	"	PUNCT
easat-5835	480	26	performance	performance	NOUN
easat-5835	480	27	analysis	analysis	NOUN
easat-5835	480	28	of	of	ADP
easat-5835	480	29	boosting	boost	VERB
easat-5835	480	30	classifiers	classifier	NOUN
easat-5835	480	31	in	in	ADP
easat-5835	480	32	recognizing	recognize	VERB
easat-5835	480	33	activities	activity	NOUN
easat-5835	480	34	of	of	ADP
easat-5835	480	35	daily	daily	ADJ
easat-5835	480	36	living	living	NOUN
easat-5835	480	37	,	,	PUNCT
easat-5835	480	38	"	"	PUNCT
easat-5835	480	39	international	international	ADJ
easat-5835	480	40	journal	journal	NOUN
easat-5835	480	41	of	of	ADP
easat-5835	480	42	environmental	environmental	ADJ
easat-5835	480	43	research	research	NOUN
easat-5835	480	44	and	and	CCONJ
easat-5835	480	45	public	public	ADJ
easat-5835	480	46	health	health	NOUN
easat-5835	480	47	,	,	PUNCT
easat-5835	480	48	vol	vol	NOUN
easat-5835	480	49	.	.	PROPN
easat-5835	480	50	17	17	NUM
easat-5835	480	51	,	,	PUNCT
easat-5835	480	52	no	no	INTJ
easat-5835	480	53	.	.	NOUN
easat-5835	480	54	3	3	NUM
easat-5835	480	55	,	,	PUNCT
easat-5835	480	56	p.	p.	NOUN
easat-5835	480	57	1082	1082	NUM
easat-5835	480	58	,	,	PUNCT
easat-5835	480	59	2020	2020	NUM
easat-5835	480	60	.	.	PUNCT
easat-5835	481	1	https://doi.org/10.3390/ijerph17031082	https://doi.org/10.3390/ijerph17031082	NOUN
easat-5835	481	2	[	[	X
easat-5835	481	3	52	52	NUM
easat-5835	481	4	]	]	PUNCT
easat-5835	481	5	q.	q.	PROPN
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easat-5835	481	7	,	,	PUNCT
easat-5835	481	8	y.	y.	PROPN
easat-5835	481	9	junjia	junjia	PROPN
easat-5835	481	10	,	,	PUNCT
easat-5835	481	11	n.	n.	PROPN
easat-5835	481	12	a.	a.	PROPN
easat-5835	481	13	haron	haron	PROPN
easat-5835	481	14	,	,	PUNCT
easat-5835	481	15	a.	a.	PROPN
easat-5835	481	16	h.	h.	PROPN
easat-5835	481	17	alias	alias	PROPN
easat-5835	481	18	,	,	PUNCT
easat-5835	481	19	t.	t.	PROPN
easat-5835	481	20	h.	h.	PROPN
easat-5835	481	21	law	law	PROPN
easat-5835	481	22	,	,	PUNCT
easat-5835	481	23	and	and	CCONJ
easat-5835	481	24	n.	n.	PROPN
easat-5835	481	25	abu	abu	PROPN
easat-5835	481	26	bakar	bakar	PROPN
easat-5835	481	27	,	,	PUNCT
easat-5835	481	28	"	"	PUNCT
easat-5835	481	29	status	status	NOUN
easat-5835	481	30	,	,	PUNCT
easat-5835	481	31	challenges	challenge	NOUN
easat-5835	481	32	and	and	CCONJ
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easat-5835	481	34	directions	direction	NOUN
easat-5835	481	35	in	in	ADP
easat-5835	481	36	the	the	DET
easat-5835	481	37	evaluation	evaluation	NOUN
easat-5835	481	38	of	of	ADP
easat-5835	481	39	net	net	ADJ
easat-5835	481	40	-	-	PUNCT
easat-5835	481	41	zero	zero	NUM
easat-5835	481	42	energy	energy	NOUN
easat-5835	481	43	building	building	NOUN
easat-5835	481	44	retrofits	retrofit	NOUN
easat-5835	481	45	:	:	PUNCT
easat-5835	481	46	a	a	DET
easat-5835	481	47	bibliometrics	bibliometric	NOUN
easat-5835	481	48	-	-	PUNCT
easat-5835	481	49	based	base	VERB
easat-5835	481	50	systematic	systematic	ADJ
easat-5835	481	51	review	review	NOUN
easat-5835	481	52	,	,	PUNCT
easat-5835	481	53	"	"	PUNCT
easat-5835	481	54	energies	energy	NOUN
easat-5835	481	55	,	,	PUNCT
easat-5835	481	56	vol	vol	NOUN
easat-5835	481	57	.	.	PROPN
easat-5835	481	58	17	17	NUM
easat-5835	481	59	,	,	PUNCT
easat-5835	481	60	no	no	INTJ
easat-5835	481	61	.	.	NOUN
easat-5835	481	62	15	15	NUM
easat-5835	481	63	,	,	PUNCT
easat-5835	481	64	p.	p.	NOUN
easat-5835	481	65	3826	3826	NUM
easat-5835	481	66	,	,	PUNCT
easat-5835	481	67	2024	2024	NUM
easat-5835	481	68	.	.	PUNCT
easat-5835	482	1	https://doi.org/10.3390/en17153826	https://doi.org/10.3390/en17153826	X
easat-5835	483	1	[	[	X
easat-5835	483	2	53	53	NUM
easat-5835	483	3	]	]	PUNCT
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easat-5835	483	5	constantinides	constantinides	PROPN
easat-5835	483	6	,	,	PUNCT
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easat-5835	483	8	katafygiotou	katafygiotou	PROPN
easat-5835	483	9	,	,	PUNCT
easat-5835	483	10	t.	t.	PROPN
easat-5835	483	11	dimopoulos	dimopoulo	NOUN
easat-5835	483	12	,	,	PUNCT
easat-5835	483	13	and	and	CCONJ
easat-5835	483	14	i.	i.	PROPN
easat-5835	483	15	kapellakis	kapellakis	PROPN
easat-5835	483	16	,	,	PUNCT
easat-5835	483	17	"	"	PUNCT
easat-5835	483	18	retrofitting	retrofitting	NOUN
easat-5835	483	19	of	of	ADP
easat-5835	483	20	an	an	DET
easat-5835	483	21	existing	exist	VERB
easat-5835	483	22	cultural	cultural	ADJ
easat-5835	483	23	hall	hall	NOUN
easat-5835	483	24	into	into	ADP
easat-5835	483	25	a	a	DET
easat-5835	483	26	net	net	ADJ
easat-5835	483	27	-	-	PUNCT
easat-5835	483	28	zero	zero	NUM
easat-5835	483	29	energy	energy	NOUN
easat-5835	483	30	building	building	NOUN
easat-5835	483	31	,	,	PUNCT
easat-5835	483	32	"	"	PUNCT
easat-5835	483	33	energies	energy	NOUN
easat-5835	483	34	,	,	PUNCT
easat-5835	483	35	vol	vol	NOUN
easat-5835	483	36	.	.	PROPN
easat-5835	483	37	17	17	NUM
easat-5835	483	38	,	,	PUNCT
easat-5835	483	39	no	no	INTJ
easat-5835	483	40	.	.	NOUN
easat-5835	483	41	7	7	NUM
easat-5835	483	42	,	,	PUNCT
easat-5835	483	43	p.	p.	NOUN
easat-5835	483	44	1602	1602	NUM
easat-5835	483	45	,	,	PUNCT
easat-5835	483	46	2024	2024	NUM
easat-5835	483	47	.	.	PUNCT
easat-5835	483	48	https://doi.org/10.3390/en17071602	https://doi.org/10.3390/en17071602	PUNCT
easat-5835	484	1	[	[	X
easat-5835	484	2	54	54	NUM
easat-5835	484	3	]	]	X
easat-5835	484	4	c.	c.	PROPN
easat-5835	484	5	ochoa	ochoa	PROPN
easat-5835	484	6	and	and	CCONJ
easat-5835	484	7	b.	b.	PROPN
easat-5835	484	8	massey	massey	PROPN
easat-5835	484	9	,	,	PUNCT
easat-5835	484	10	"	"	PUNCT
easat-5835	484	11	use	use	NOUN
easat-5835	484	12	of	of	ADP
easat-5835	484	13	adaptable	adaptable	ADJ
easat-5835	484	14	solutions	solution	NOUN
easat-5835	484	15	to	to	PART
easat-5835	484	16	achieve	achieve	VERB
easat-5835	484	17	near	near	ADP
easat-5835	484	18	-	-	PUNCT
easat-5835	484	19	zero	zero	NUM
easat-5835	484	20	energy	energy	NOUN
easat-5835	484	21	buildings	building	NOUN
easat-5835	484	22	through	through	ADP
easat-5835	484	23	a	a	DET
easat-5835	484	24	combined	combine	VERB
easat-5835	484	25	thermal	thermal	ADJ
easat-5835	484	26	and	and	CCONJ
easat-5835	484	27	comfort	comfort	NOUN
easat-5835	484	28	performance	performance	NOUN
easat-5835	484	29	approach	approach	NOUN
easat-5835	484	30	,	,	PUNCT
easat-5835	484	31	"	"	PUNCT
easat-5835	484	32	building	building	NOUN
easat-5835	484	33	services	service	NOUN
easat-5835	484	34	engineering	engineering	NOUN
easat-5835	484	35	research	research	NOUN
easat-5835	484	36	and	and	CCONJ
easat-5835	484	37	technology	technology	NOUN
easat-5835	484	38	,	,	PUNCT
easat-5835	484	39	vol	vol	NOUN
easat-5835	484	40	.	.	PROPN
easat-5835	484	41	41	41	NUM
easat-5835	484	42	,	,	PUNCT
easat-5835	484	43	no	no	INTJ
easat-5835	484	44	.	.	NOUN
easat-5835	484	45	3	3	NUM
easat-5835	484	46	,	,	PUNCT
easat-5835	484	47	pp	pp	ADJ
easat-5835	484	48	.	.	PUNCT
easat-5835	485	1	361	361	NUM
easat-5835	485	2	-	-	SYM
easat-5835	485	3	373	373	NUM
easat-5835	485	4	,	,	PUNCT
easat-5835	485	5	2020	2020	NUM
easat-5835	485	6	.	.	PUNCT
easat-5835	486	1	https://doi.org/10.1177/0143624419887020	https://doi.org/10.1177/0143624419887020	PUNCT
easat-5835	487	1	[	[	X
easat-5835	487	2	55	55	NUM
easat-5835	487	3	]	]	PUNCT
easat-5835	487	4	l.	l.	PROPN
easat-5835	487	5	sarran	sarran	PROPN
easat-5835	487	6	,	,	PUNCT
easat-5835	487	7	c.	c.	PROPN
easat-5835	487	8	a.	a.	NOUN
easat-5835	487	9	hviid	hviid	PROPN
easat-5835	487	10	,	,	PUNCT
easat-5835	487	11	and	and	CCONJ
easat-5835	487	12	c.	c.	PROPN
easat-5835	487	13	rode	ride	VERB
easat-5835	487	14	,	,	PUNCT
easat-5835	487	15	"	"	PUNCT
easat-5835	487	16	how	how	SCONJ
easat-5835	487	17	to	to	PART
easat-5835	487	18	ensure	ensure	VERB
easat-5835	487	19	occupant	occupant	ADJ
easat-5835	487	20	comfort	comfort	NOUN
easat-5835	487	21	and	and	CCONJ
easat-5835	487	22	satisfaction	satisfaction	NOUN
easat-5835	487	23	through	through	ADP
easat-5835	487	24	deep	deep	ADJ
easat-5835	487	25	building	building	NOUN
easat-5835	487	26	retrofit	retrofit	NOUN
easat-5835	487	27	?	?	PUNCT
easat-5835	488	1	lessons	lesson	NOUN
easat-5835	488	2	from	from	ADP
easat-5835	488	3	a	a	DET
easat-5835	488	4	danish	danish	ADJ
easat-5835	488	5	case	case	NOUN
easat-5835	488	6	study	study	NOUN
easat-5835	488	7	,	,	PUNCT
easat-5835	488	8	"	"	PUNCT
easat-5835	488	9	science	science	NOUN
easat-5835	488	10	and	and	CCONJ
easat-5835	488	11	technology	technology	NOUN
easat-5835	488	12	for	for	ADP
easat-5835	488	13	the	the	DET
easat-5835	488	14	built	build	VERB
easat-5835	488	15	environment	environment	NOUN
easat-5835	488	16	,	,	PUNCT
easat-5835	488	17	vol	vol	NOUN
easat-5835	488	18	.	.	PROPN
easat-5835	488	19	29	29	NUM
easat-5835	488	20	,	,	PUNCT
easat-5835	488	21	no	no	INTJ
easat-5835	488	22	.	.	NOUN
easat-5835	488	23	7	7	NUM
easat-5835	488	24	,	,	PUNCT
easat-5835	488	25	pp	pp	ADJ
easat-5835	488	26	.	.	PUNCT
easat-5835	489	1	663	663	NUM
easat-5835	489	2	-	-	SYM
easat-5835	489	3	677	677	NUM
easat-5835	489	4	,	,	PUNCT
easat-5835	489	5	2023	2023	NUM
easat-5835	489	6	.	.	PUNCT
easat-5835	490	1	https://doi.org/10.1080/23744731.2023.2194196	https://doi.org/10.1080/23744731.2023.2194196	NOUN
easat-5835	491	1	[	[	X
easat-5835	491	2	56	56	NUM
easat-5835	491	3	]	]	X
easat-5835	491	4	s.	s.	PROPN
easat-5835	491	5	ebrahimigharehbaghi	ebrahimigharehbaghi	PROPN
easat-5835	491	6	,	,	PUNCT
easat-5835	491	7	q.	q.	PROPN
easat-5835	491	8	k.	k.	PROPN
easat-5835	491	9	qian	qian	PROPN
easat-5835	491	10	,	,	PUNCT
easat-5835	491	11	g.	g.	PROPN
easat-5835	491	12	de	de	PROPN
easat-5835	491	13	vries	vries	PROPN
easat-5835	491	14	,	,	PUNCT
easat-5835	491	15	and	and	CCONJ
easat-5835	491	16	h.	h.	PROPN
easat-5835	491	17	j.	j.	PROPN
easat-5835	491	18	visscher	visscher	PROPN
easat-5835	491	19	,	,	PUNCT
easat-5835	491	20	"	"	PUNCT
easat-5835	491	21	identification	identification	NOUN
easat-5835	491	22	of	of	ADP
easat-5835	491	23	the	the	DET
easat-5835	491	24	behavioural	behavioural	ADJ
easat-5835	491	25	factors	factor	NOUN
easat-5835	491	26	in	in	ADP
easat-5835	491	27	the	the	DET
easat-5835	491	28	decision	decision	NOUN
easat-5835	491	29	-	-	PUNCT
easat-5835	491	30	making	make	VERB
easat-5835	491	31	processes	process	NOUN
easat-5835	491	32	of	of	ADP
easat-5835	491	33	the	the	DET
easat-5835	491	34	energy	energy	NOUN
easat-5835	491	35	efficiency	efficiency	NOUN
easat-5835	491	36	renovations	renovation	NOUN
easat-5835	491	37	:	:	PUNCT
easat-5835	491	38	dutch	dutch	ADJ
easat-5835	491	39	homeowners	homeowner	NOUN
easat-5835	491	40	,	,	PUNCT
easat-5835	491	41	"	"	PUNCT
easat-5835	491	42	building	build	VERB
easat-5835	491	43	research	research	NOUN
easat-5835	491	44	&	&	CCONJ
easat-5835	491	45	information	information	NOUN
easat-5835	491	46	,	,	PUNCT
easat-5835	491	47	vol	vol	NOUN
easat-5835	491	48	.	.	PROPN
easat-5835	492	1	50	50	NUM
easat-5835	492	2	,	,	PUNCT
easat-5835	492	3	no	no	INTJ
easat-5835	492	4	.	.	NOUN
easat-5835	492	5	4	4	NUM
easat-5835	492	6	,	,	PUNCT
easat-5835	492	7	pp	pp	ADJ
easat-5835	492	8	.	.	PUNCT
easat-5835	493	1	369	369	NUM
easat-5835	493	2	-	-	SYM
easat-5835	493	3	393	393	NUM
easat-5835	493	4	,	,	PUNCT
easat-5835	493	5	2022	2022	NUM
easat-5835	493	6	.	.	PUNCT
easat-5835	494	1	https://doi.org/10.1080/09613218.2021.1929808	https://doi.org/10.1080/09613218.2021.1929808	NOUN
easat-5835	495	1	[	[	X
easat-5835	495	2	57	57	NUM
easat-5835	495	3	]	]	X
easat-5835	495	4	d.	d.	PROPN
easat-5835	495	5	gatt	gatt	PROPN
easat-5835	495	6	,	,	PUNCT
easat-5835	495	7	c.	c.	PROPN
easat-5835	495	8	caruana	caruana	PROPN
easat-5835	495	9	,	,	PUNCT
easat-5835	495	10	and	and	CCONJ
easat-5835	495	11	c.	c.	PROPN
easat-5835	495	12	yousif	yousif	PROPN
easat-5835	495	13	,	,	PUNCT
easat-5835	495	14	"	"	PUNCT
easat-5835	495	15	building	build	VERB
easat-5835	495	16	energy	energy	NOUN
easat-5835	495	17	renovation	renovation	NOUN
easat-5835	495	18	and	and	CCONJ
easat-5835	495	19	smart	smart	ADJ
easat-5835	495	20	integration	integration	NOUN
easat-5835	495	21	of	of	ADP
easat-5835	495	22	renewables	renewable	NOUN
easat-5835	495	23	in	in	ADP
easat-5835	495	24	a	a	DET
easat-5835	495	25	social	social	ADJ
easat-5835	495	26	housing	housing	NOUN
easat-5835	495	27	block	block	NOUN
easat-5835	495	28	toward	toward	ADP
easat-5835	495	29	nearly	nearly	ADV
easat-5835	495	30	-	-	PUNCT
easat-5835	495	31	zero	zero	NUM
easat-5835	495	32	energy	energy	NOUN
easat-5835	495	33	status	status	NOUN
easat-5835	495	34	,	,	PUNCT
easat-5835	495	35	"	"	PUNCT
easat-5835	495	36	frontiers	frontier	NOUN
easat-5835	495	37	in	in	ADP
easat-5835	495	38	energy	energy	NOUN
easat-5835	495	39	research	research	NOUN
easat-5835	495	40	,	,	PUNCT
easat-5835	495	41	vol	vol	NOUN
easat-5835	495	42	.	.	PROPN
easat-5835	495	43	8	8	NUM
easat-5835	495	44	,	,	PUNCT
easat-5835	495	45	p.	p.	NOUN
easat-5835	495	46	560892	560892	NUM
easat-5835	495	47	,	,	PUNCT
easat-5835	495	48	2020	2020	NUM
easat-5835	495	49	.	.	PUNCT
easat-5835	496	1	https://doi.org/10.3389/fenrg.2020.560892	https://doi.org/10.3389/fenrg.2020.560892	PROPN
easat-5835	497	1	[	[	X
easat-5835	497	2	58	58	NUM
easat-5835	497	3	]	]	X
easat-5835	497	4	g.	g.	PROPN
easat-5835	497	5	heravi	heravi	PROPN
easat-5835	497	6	,	,	PUNCT
easat-5835	497	7	m.	m.	NOUN
easat-5835	497	8	m.	m.	NOUN
easat-5835	497	9	salehi	salehi	PROPN
easat-5835	497	10	,	,	PUNCT
easat-5835	497	11	and	and	CCONJ
easat-5835	497	12	m.	m.	NOUN
easat-5835	497	13	rostami	rostami	NOUN
easat-5835	497	14	,	,	PUNCT
easat-5835	497	15	"	"	PUNCT
easat-5835	497	16	identifying	identify	VERB
easat-5835	497	17	cost	cost	NOUN
easat-5835	497	18	-	-	PUNCT
easat-5835	497	19	optimal	optimal	ADJ
easat-5835	497	20	options	option	NOUN
easat-5835	497	21	for	for	ADP
easat-5835	497	22	a	a	DET
easat-5835	497	23	typical	typical	ADJ
easat-5835	497	24	residential	residential	ADJ
easat-5835	497	25	nearly	nearly	ADV
easat-5835	497	26	zero	zero	NUM
easat-5835	497	27	energy	energy	NOUN
easat-5835	497	28	building	building	NOUN
easat-5835	497	29	’s	’s	PART
easat-5835	497	30	design	design	NOUN
easat-5835	497	31	in	in	ADP
easat-5835	497	32	developing	develop	VERB
easat-5835	497	33	countries	country	NOUN
easat-5835	497	34	,	,	PUNCT
easat-5835	497	35	"	"	PUNCT
easat-5835	497	36	clean	clean	ADJ
easat-5835	497	37	technologies	technology	NOUN
easat-5835	497	38	and	and	CCONJ
easat-5835	497	39	environmental	environmental	ADJ
easat-5835	497	40	policy	policy	NOUN
easat-5835	497	41	,	,	PUNCT
easat-5835	497	42	vol	vol	NOUN
easat-5835	497	43	.	.	PROPN
easat-5835	497	44	22	22	NUM
easat-5835	497	45	,	,	PUNCT
easat-5835	497	46	pp	pp	ADJ
easat-5835	497	47	.	.	PUNCT
easat-5835	498	1	2107	2107	NUM
easat-5835	498	2	-	-	SYM
easat-5835	498	3	2128	2128	NUM
easat-5835	498	4	,	,	PUNCT
easat-5835	498	5	2020	2020	NUM
easat-5835	498	6	.	.	PUNCT
easat-5835	499	1	https://doi.org/10.1007/s10098-020-01962-4	https://doi.org/10.1007/s10098-020-01962-4	NUM
easat-5835	500	1	[	[	PUNCT
easat-5835	500	2	59	59	NUM
easat-5835	500	3	]	]	PUNCT
easat-5835	500	4	c.	c.	PROPN
easat-5835	500	5	munguba	munguba	PROPN
easat-5835	500	6	et	et	PROPN
easat-5835	500	7	al	al	PROPN
easat-5835	500	8	.	.	PROPN
easat-5835	500	9	,	,	PUNCT
easat-5835	500	10	"	"	PUNCT
easat-5835	500	11	enhancing	enhance	VERB
easat-5835	500	12	cost	cost	NOUN
easat-5835	500	13	-	-	PUNCT
easat-5835	500	14	efficiency	efficiency	NOUN
easat-5835	500	15	in	in	ADP
easat-5835	500	16	achieving	achieve	VERB
easat-5835	500	17	near	near	ADP
easat-5835	500	18	-	-	PUNCT
easat-5835	500	19	zero	zero	NUM
easat-5835	500	20	energy	energy	NOUN
easat-5835	500	21	performance	performance	NOUN
easat-5835	500	22	through	through	ADP
easat-5835	500	23	integrated	integrate	VERB
easat-5835	500	24	photovoltaic	photovoltaic	NOUN
easat-5835	500	25	retrofit	retrofit	NOUN
easat-5835	500	26	solutions	solution	NOUN
easat-5835	500	27	,	,	PUNCT
easat-5835	500	28	"	"	PUNCT
easat-5835	500	29	applied	apply	VERB
easat-5835	500	30	energy	energy	NOUN
easat-5835	500	31	,	,	PUNCT
easat-5835	500	32	vol	vol	NOUN
easat-5835	500	33	.	.	PROPN
easat-5835	500	34	367	367	NUM
easat-5835	500	35	,	,	PUNCT
easat-5835	500	36	p.	p.	NOUN
easat-5835	500	37	123307	123307	NUM
easat-5835	500	38	,	,	PUNCT
easat-5835	500	39	2024	2024	NUM
easat-5835	500	40	.	.	PUNCT
easat-5835	501	1	https://doi.org/10.1016/j.apenergy.2024.123307	https://doi.org/10.1016/j.apenergy.2024.123307	NOUN
easat-5835	501	2	[	[	X
easat-5835	501	3	60	60	X
easat-5835	501	4	]	]	X
easat-5835	501	5	v.	v.	CCONJ
easat-5835	501	6	sougkakis	sougkaki	NOUN
easat-5835	501	7	,	,	PUNCT
easat-5835	501	8	k.	k.	PROPN
easat-5835	501	9	lymperopoulos	lymperopoulos	PROPN
easat-5835	501	10	,	,	PUNCT
easat-5835	501	11	n.	n.	PROPN
easat-5835	501	12	nikolopoulos	nikolopoulos	PROPN
easat-5835	501	13	,	,	PUNCT
easat-5835	501	14	n.	n.	PROPN
easat-5835	501	15	margaritis	margaritis	NOUN
easat-5835	501	16	,	,	PUNCT
easat-5835	501	17	p.	p.	NOUN
easat-5835	501	18	giourka	giourka	NOUN
easat-5835	501	19	,	,	PUNCT
easat-5835	501	20	and	and	CCONJ
easat-5835	501	21	k.	k.	PROPN
easat-5835	501	22	angelakoglou	angelakoglou	PROPN
easat-5835	501	23	,	,	PUNCT
easat-5835	501	24	"	"	PUNCT
easat-5835	501	25	an	an	DET
easat-5835	501	26	investigation	investigation	NOUN
easat-5835	501	27	on	on	ADP
easat-5835	501	28	the	the	DET
easat-5835	501	29	feasibility	feasibility	NOUN
easat-5835	501	30	of	of	ADP
easat-5835	501	31	near	near	ADV
easat-5835	501	32	-	-	PUNCT
easat-5835	501	33	zero	zero	NUM
easat-5835	501	34	and	and	CCONJ
easat-5835	501	35	positive	positive	ADJ
easat-5835	501	36	energy	energy	NOUN
easat-5835	501	37	communities	community	NOUN
easat-5835	501	38	in	in	ADP
easat-5835	501	39	the	the	DET
easat-5835	501	40	greek	greek	ADJ
easat-5835	501	41	context	context	NOUN
easat-5835	501	42	,	,	PUNCT
easat-5835	501	43	"	"	PUNCT
easat-5835	501	44	smart	smart	ADJ
easat-5835	501	45	cities	city	NOUN
easat-5835	501	46	,	,	PUNCT
easat-5835	501	47	vol	vol	NOUN
easat-5835	501	48	.	.	PROPN
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