id	sid	tid	token	lemma	pos
easat-1881	1	1	edelweiss	edelweiss	PROPN
easat-1881	1	2	applied	apply	VERB
easat-1881	1	3	science	science	NOUN
easat-1881	1	4	and	and	CCONJ
easat-1881	1	5	technology	technology	NOUN
easat-1881	1	6	issn	issn	PROPN
easat-1881	1	7	:	:	PUNCT
easat-1881	1	8	2576	2576	NUM
easat-1881	1	9	-	-	SYM
easat-1881	1	10	8484	8484	NUM
easat-1881	1	11	vol	vol	NOUN
easat-1881	1	12	.	.	PROPN
easat-1881	1	13	8	8	NUM
easat-1881	1	14	,	,	PUNCT
easat-1881	1	15	no	no	INTJ
easat-1881	1	16	.	.	NOUN
easat-1881	1	17	5	5	NUM
easat-1881	1	18	,	,	PUNCT
easat-1881	1	19	1628	1628	NUM
easat-1881	1	20	-	-	SYM
easat-1881	1	21	1636	1636	NUM
easat-1881	1	22	2024	2024	NUM
easat-1881	1	23	publisher	publisher	NOUN
easat-1881	1	24	:	:	PUNCT
easat-1881	1	25	learning	learn	VERB
easat-1881	1	26	gate	gate	NOUN
easat-1881	1	27	doi	doi	PROPN
easat-1881	1	28	:	:	PUNCT
easat-1881	1	29	10.55214/25768484.v8i5.1881	10.55214/25768484.v8i5.1881	NUM
easat-1881	1	30	©	©	ADP
easat-1881	1	31	2024	2024	NUM
easat-1881	1	32	by	by	ADP
easat-1881	1	33	the	the	DET
easat-1881	1	34	author	author	NOUN
easat-1881	1	35	;	;	PUNCT
easat-1881	1	36	licensee	licensee	PROPN
easat-1881	1	37	learning	learning	NOUN
easat-1881	1	38	gate	gate	NOUN
easat-1881	1	39	©	©	PROPN
easat-1881	1	40	2024	2024	NUM
easat-1881	1	41	by	by	ADP
easat-1881	1	42	the	the	DET
easat-1881	1	43	author	author	NOUN
easat-1881	1	44	;	;	PUNCT
easat-1881	1	45	licensee	licensee	PROPN
easat-1881	1	46	learning	learn	VERB
easat-1881	1	47	gate	gate	NOUN
easat-1881	1	48	*	*	PUNCT
easat-1881	1	49	correspondence	correspondence	NOUN
easat-1881	1	50	:	:	PUNCT
easat-1881	1	51	choan@skuniv.ac.kr	choan@skuniv.ac.kr	X
easat-1881	1	52	performance	performance	NOUN
easat-1881	1	53	evaluation	evaluation	NOUN
easat-1881	1	54	of	of	ADP
easat-1881	1	55	housing	housing	NOUN
easat-1881	1	56	price	price	NOUN
easat-1881	1	57	index	index	NOUN
easat-1881	1	58	prediction	prediction	NOUN
easat-1881	1	59	model	model	NOUN
easat-1881	1	60	using	use	VERB
easat-1881	1	61	dnn	dnn	PROPN
easat-1881	1	62	and	and	CCONJ
easat-1881	1	63	svr	svr	PROPN
easat-1881	1	64	chang	chang	PROPN
easat-1881	1	65	-	-	PUNCT
easat-1881	1	66	ho	ho	PROPN
easat-1881	1	67	an1	an1	PROPN
easat-1881	1	68	*	*	PROPN
easat-1881	1	69	1department	1department	NUM
easat-1881	1	70	of	of	ADP
easat-1881	1	71	financial	financial	ADJ
easat-1881	1	72	information	information	NOUN
easat-1881	1	73	engineering	engineering	NOUN
easat-1881	1	74	,	,	PUNCT
easat-1881	1	75	seokyeong	seokyeong	PROPN
easat-1881	1	76	university	university	PROPN
easat-1881	1	77	;	;	PUNCT
easat-1881	1	78	choan@skuniv.ac.kr	choan@skuniv.ac.kr	X
easat-1881	1	79	(	(	PUNCT
easat-1881	1	80	c.h.a	c.h.a	ADJ
easat-1881	1	81	)	)	PUNCT
easat-1881	1	82	.	.	PUNCT
easat-1881	2	1	abstract	abstract	ADJ
easat-1881	2	2	:	:	PUNCT
easat-1881	2	3	this	this	DET
easat-1881	2	4	study	study	NOUN
easat-1881	2	5	used	use	VERB
easat-1881	2	6	the	the	DET
easat-1881	2	7	base	base	ADJ
easat-1881	2	8	interest	interest	NOUN
easat-1881	2	9	rate	rate	NOUN
easat-1881	2	10	,	,	PUNCT
easat-1881	2	11	mortgage	mortgage	NOUN
easat-1881	2	12	interest	interest	NOUN
easat-1881	2	13	rate	rate	NOUN
easat-1881	2	14	,	,	PUNCT
easat-1881	2	15	deposit	deposit	NOUN
easat-1881	2	16	interest	interest	NOUN
easat-1881	2	17	rate	rate	NOUN
easat-1881	2	18	,	,	PUNCT
easat-1881	2	19	consumer	consumer	NOUN
easat-1881	2	20	price	price	NOUN
easat-1881	2	21	index	index	NOUN
easat-1881	2	22	,	,	PUNCT
easat-1881	2	23	exchange	exchange	NOUN
easat-1881	2	24	rate	rate	NOUN
easat-1881	2	25	,	,	PUNCT
easat-1881	2	26	and	and	CCONJ
easat-1881	2	27	composite	composite	ADJ
easat-1881	2	28	stock	stock	NOUN
easat-1881	2	29	price	price	NOUN
easat-1881	2	30	index	index	NOUN
easat-1881	2	31	as	as	ADP
easat-1881	2	32	variables	variable	NOUN
easat-1881	2	33	to	to	PART
easat-1881	2	34	predict	predict	VERB
easat-1881	2	35	the	the	DET
easat-1881	2	36	housing	housing	NOUN
easat-1881	2	37	price	price	NOUN
easat-1881	2	38	index	index	NOUN
easat-1881	2	39	.	.	PUNCT
easat-1881	3	1	the	the	DET
easat-1881	3	2	variables	variable	NOUN
easat-1881	3	3	were	be	AUX
easat-1881	3	4	normalized	normalize	VERB
easat-1881	3	5	using	use	VERB
easat-1881	3	6	the	the	DET
easat-1881	3	7	min	min	ADJ
easat-1881	3	8	-	-	ADJ
easat-1881	3	9	max	max	PROPN
easat-1881	3	10	normalization	normalization	NOUN
easat-1881	3	11	method	method	NOUN
easat-1881	3	12	.	.	PUNCT
easat-1881	4	1	machine	machine	NOUN
easat-1881	4	2	learning	learning	NOUN
easat-1881	4	3	methods	method	NOUN
easat-1881	4	4	,	,	PUNCT
easat-1881	4	5	deep	deep	ADJ
easat-1881	4	6	neural	neural	ADJ
easat-1881	4	7	networks	network	NOUN
easat-1881	4	8	(	(	PUNCT
easat-1881	4	9	dnn	dnn	PROPN
easat-1881	4	10	)	)	PUNCT
easat-1881	4	11	and	and	CCONJ
easat-1881	4	12	support	support	VERB
easat-1881	4	13	vector	vector	NOUN
easat-1881	4	14	regression	regression	NOUN
easat-1881	4	15	(	(	PUNCT
easat-1881	4	16	svr	svr	PROPN
easat-1881	4	17	)	)	PUNCT
easat-1881	4	18	,	,	PUNCT
easat-1881	4	19	were	be	AUX
easat-1881	4	20	employed	employ	VERB
easat-1881	4	21	to	to	PART
easat-1881	4	22	construct	construct	VERB
easat-1881	4	23	a	a	DET
easat-1881	4	24	prediction	prediction	NOUN
easat-1881	4	25	model	model	NOUN
easat-1881	4	26	,	,	PUNCT
easat-1881	4	27	and	and	CCONJ
easat-1881	4	28	the	the	DET
easat-1881	4	29	fit	fit	NOUN
easat-1881	4	30	of	of	ADP
easat-1881	4	31	the	the	DET
easat-1881	4	32	model	model	NOUN
easat-1881	4	33	was	be	AUX
easat-1881	4	34	evaluated	evaluate	VERB
easat-1881	4	35	using	use	VERB
easat-1881	4	36	the	the	DET
easat-1881	4	37	root	root	NOUN
easat-1881	4	38	mean	mean	ADJ
easat-1881	4	39	square	square	ADJ
easat-1881	4	40	error	error	NOUN
easat-1881	4	41	(	(	PUNCT
easat-1881	4	42	rmse	rmse	NOUN
easat-1881	4	43	)	)	PUNCT
easat-1881	4	44	.	.	PUNCT
easat-1881	5	1	the	the	DET
easat-1881	5	2	analysis	analysis	NOUN
easat-1881	5	3	results	result	NOUN
easat-1881	5	4	of	of	ADP
easat-1881	5	5	the	the	DET
easat-1881	5	6	dnn	dnn	PROPN
easat-1881	5	7	model	model	NOUN
easat-1881	5	8	indicated	indicate	VERB
easat-1881	5	9	that	that	SCONJ
easat-1881	5	10	when	when	SCONJ
easat-1881	5	11	applying	apply	VERB
easat-1881	5	12	the	the	DET
easat-1881	5	13	softplus	softplus	ADJ
easat-1881	5	14	activation	activation	NOUN
easat-1881	5	15	function	function	NOUN
easat-1881	5	16	,	,	PUNCT
easat-1881	5	17	the	the	DET
easat-1881	5	18	rmse	rmse	NOUN
easat-1881	5	19	was	be	AUX
easat-1881	5	20	0.1298	0.1298	NUM
easat-1881	5	21	,	,	PUNCT
easat-1881	5	22	resulting	result	VERB
easat-1881	5	23	in	in	ADP
easat-1881	5	24	the	the	DET
easat-1881	5	25	smallest	small	ADJ
easat-1881	5	26	prediction	prediction	NOUN
easat-1881	5	27	error	error	NOUN
easat-1881	5	28	,	,	PUNCT
easat-1881	5	29	and	and	CCONJ
easat-1881	5	30	the	the	DET
easat-1881	5	31	correlation	correlation	NOUN
easat-1881	5	32	coefficient	coefficient	NOUN
easat-1881	5	33	between	between	ADP
easat-1881	5	34	the	the	DET
easat-1881	5	35	predicted	predict	VERB
easat-1881	5	36	and	and	CCONJ
easat-1881	5	37	actual	actual	ADJ
easat-1881	5	38	values	value	NOUN
easat-1881	5	39	was	be	AUX
easat-1881	5	40	highest	high	ADJ
easat-1881	5	41	at	at	ADP
easat-1881	5	42	0.9342	0.9342	NUM
easat-1881	5	43	.	.	PUNCT
easat-1881	6	1	the	the	DET
easat-1881	6	2	analysis	analysis	NOUN
easat-1881	6	3	results	result	NOUN
easat-1881	6	4	of	of	ADP
easat-1881	6	5	the	the	DET
easat-1881	6	6	svr	svr	PROPN
easat-1881	6	7	model	model	NOUN
easat-1881	6	8	using	use	VERB
easat-1881	6	9	the	the	DET
easat-1881	6	10	gaussian	gaussian	PROPN
easat-1881	6	11	rbf	rbf	PROPN
easat-1881	6	12	kernel	kernel	PROPN
easat-1881	6	13	showed	show	VERB
easat-1881	6	14	that	that	SCONJ
easat-1881	6	15	the	the	DET
easat-1881	6	16	rmse	rmse	NOUN
easat-1881	6	17	was	be	AUX
easat-1881	6	18	smallest	small	ADJ
easat-1881	6	19	at	at	ADP
easat-1881	6	20	0.2781	0.2781	NUM
easat-1881	6	21	when	when	SCONJ
easat-1881	6	22	the	the	DET
easat-1881	6	23	parameters	parameter	NOUN
easat-1881	6	24	were	be	AUX
easat-1881	6	25	set	set	VERB
easat-1881	6	26	to	to	ADP
easat-1881	6	27	c=100	c=100	PROPN
easat-1881	6	28	and	and	CCONJ
easat-1881	6	29	gamma=0.1	gamma=0.1	PROPN
easat-1881	6	30	.	.	PUNCT
easat-1881	7	1	therefore	therefore	ADV
easat-1881	7	2	,	,	PUNCT
easat-1881	7	3	the	the	DET
easat-1881	7	4	dnn	dnn	PROPN
easat-1881	7	5	model	model	NOUN
easat-1881	7	6	was	be	AUX
easat-1881	7	7	found	find	VERB
easat-1881	7	8	to	to	PART
easat-1881	7	9	be	be	AUX
easat-1881	7	10	more	more	ADV
easat-1881	7	11	fit	fit	ADJ
easat-1881	7	12	for	for	ADP
easat-1881	7	13	predicting	predict	VERB
easat-1881	7	14	the	the	DET
easat-1881	7	15	housing	housing	NOUN
easat-1881	7	16	price	price	NOUN
easat-1881	7	17	index	index	NOUN
easat-1881	7	18	.	.	PUNCT
easat-1881	8	1	additionally	additionally	ADV
easat-1881	8	2	,	,	PUNCT
easat-1881	8	3	it	it	PRON
easat-1881	8	4	was	be	AUX
easat-1881	8	5	confirmed	confirm	VERB
easat-1881	8	6	that	that	SCONJ
easat-1881	8	7	the	the	DET
easat-1881	8	8	consumer	consumer	NOUN
easat-1881	8	9	price	price	NOUN
easat-1881	8	10	index	index	NOUN
easat-1881	8	11	had	have	VERB
easat-1881	8	12	a	a	DET
easat-1881	8	13	non	non	ADJ
easat-1881	8	14	-	-	ADJ
easat-1881	8	15	linear	linear	ADJ
easat-1881	8	16	effect	effect	NOUN
easat-1881	8	17	with	with	ADP
easat-1881	8	18	a	a	DET
easat-1881	8	19	positive	positive	ADJ
easat-1881	8	20	relationship	relationship	NOUN
easat-1881	8	21	,	,	PUNCT
easat-1881	8	22	and	and	CCONJ
easat-1881	8	23	the	the	DET
easat-1881	8	24	base	base	ADJ
easat-1881	8	25	interest	interest	NOUN
easat-1881	8	26	rate	rate	NOUN
easat-1881	8	27	had	have	VERB
easat-1881	8	28	a	a	DET
easat-1881	8	29	linear	linear	ADJ
easat-1881	8	30	effect	effect	NOUN
easat-1881	8	31	with	with	ADP
easat-1881	8	32	a	a	DET
easat-1881	8	33	negative	negative	ADJ
easat-1881	8	34	relationship	relationship	NOUN
easat-1881	8	35	.	.	PUNCT
easat-1881	9	1	keywords	keyword	NOUN
easat-1881	9	2	:	:	PUNCT
easat-1881	9	3	activation	activation	NOUN
easat-1881	9	4	function	function	NOUN
easat-1881	9	5	,	,	PUNCT
easat-1881	9	6	correlation	correlation	NOUN
easat-1881	9	7	coefficient	coefficient	NOUN
easat-1881	9	8	,	,	PUNCT
easat-1881	9	9	dnn	dnn	PROPN
easat-1881	9	10	,	,	PUNCT
easat-1881	9	11	min	min	ADJ
easat-1881	9	12	-	-	ADJ
easat-1881	9	13	max	max	PROPN
easat-1881	9	14	normalization	normalization	NOUN
easat-1881	9	15	,	,	PUNCT
easat-1881	9	16	svr	svr	PROPN
easat-1881	9	17	.	.	PROPN
easat-1881	10	1	1	1	NUM
easat-1881	10	2	.	.	X
easat-1881	10	3	introduction	introduction	NOUN
easat-1881	10	4	the	the	DET
easat-1881	10	5	global	global	ADJ
easat-1881	10	6	economy	economy	NOUN
easat-1881	10	7	continues	continue	VERB
easat-1881	10	8	to	to	PART
easat-1881	10	9	experience	experience	VERB
easat-1881	10	10	a	a	DET
easat-1881	10	11	slowdown	slowdown	NOUN
easat-1881	10	12	due	due	ADP
easat-1881	10	13	to	to	ADP
easat-1881	10	14	major	major	ADJ
easat-1881	10	15	countries	country	NOUN
easat-1881	10	16	'	'	PART
easat-1881	10	17	monetary	monetary	ADJ
easat-1881	10	18	tightening	tighten	VERB
easat-1881	10	19	policies	policy	NOUN
easat-1881	10	20	,	,	PUNCT
easat-1881	10	21	the	the	DET
easat-1881	10	22	contraction	contraction	NOUN
easat-1881	10	23	of	of	ADP
easat-1881	10	24	germany	germany	PROPN
easat-1881	10	25	's	's	PART
easat-1881	10	26	manufacturing	manufacturing	NOUN
easat-1881	10	27	exports	export	NOUN
easat-1881	10	28	,	,	PUNCT
easat-1881	10	29	deflation	deflation	NOUN
easat-1881	10	30	in	in	ADP
easat-1881	10	31	china	china	PROPN
easat-1881	10	32	,	,	PUNCT
easat-1881	10	33	the	the	DET
easat-1881	10	34	russia	russia	PROPN
easat-1881	10	35	-	-	PUNCT
easat-1881	10	36	ukraine	ukraine	PROPN
easat-1881	10	37	war	war	NOUN
easat-1881	10	38	,	,	PUNCT
easat-1881	10	39	and	and	CCONJ
easat-1881	10	40	so	so	ADV
easat-1881	10	41	on	on	ADV
easat-1881	10	42	.	.	PUNCT
easat-1881	11	1	in	in	ADP
easat-1881	11	2	particular	particular	ADJ
easat-1881	11	3	,	,	PUNCT
easat-1881	11	4	economic	economic	ADJ
easat-1881	11	5	instability	instability	NOUN
easat-1881	11	6	has	have	AUX
easat-1881	11	7	persisted	persist	VERB
easat-1881	11	8	since	since	SCONJ
easat-1881	11	9	the	the	DET
easat-1881	11	10	russia	russia	PROPN
easat-1881	11	11	-	-	PUNCT
easat-1881	11	12	ukraine	ukraine	PROPN
easat-1881	11	13	war	war	PROPN
easat-1881	11	14	,	,	PUNCT
easat-1881	11	15	leading	lead	VERB
easat-1881	11	16	to	to	ADP
easat-1881	11	17	growing	grow	VERB
easat-1881	11	18	concerns	concern	NOUN
easat-1881	11	19	about	about	ADP
easat-1881	11	20	the	the	DET
easat-1881	11	21	global	global	ADJ
easat-1881	11	22	economy	economy	NOUN
easat-1881	11	23	,	,	PUNCT
easat-1881	11	24	marked	mark	VERB
easat-1881	11	25	by	by	ADP
easat-1881	11	26	high	high	ADJ
easat-1881	11	27	inflation	inflation	NOUN
easat-1881	11	28	due	due	ADP
easat-1881	11	29	to	to	ADP
easat-1881	11	30	high	high	ADJ
easat-1881	11	31	-	-	PUNCT
easat-1881	11	32	interest	interest	NOUN
easat-1881	11	33	rates	rate	NOUN
easat-1881	11	34	and	and	CCONJ
easat-1881	11	35	rising	rise	VERB
easat-1881	11	36	commodity	commodity	NOUN
easat-1881	11	37	prices	price	NOUN
easat-1881	11	38	.	.	PUNCT
easat-1881	12	1	the	the	DET
easat-1881	12	2	global	global	ADJ
easat-1881	12	3	economic	economic	ADJ
easat-1881	12	4	recession	recession	NOUN
easat-1881	12	5	,	,	PUNCT
easat-1881	12	6	characterized	characterize	VERB
easat-1881	12	7	by	by	ADP
easat-1881	12	8	high	high	ADJ
easat-1881	12	9	prices	price	NOUN
easat-1881	12	10	,	,	PUNCT
easat-1881	12	11	high	high	ADJ
easat-1881	12	12	-	-	PUNCT
easat-1881	12	13	interest	interest	NOUN
easat-1881	12	14	rates	rate	NOUN
easat-1881	12	15	,	,	PUNCT
easat-1881	12	16	and	and	CCONJ
easat-1881	12	17	high	high	ADJ
easat-1881	12	18	exchange	exchange	NOUN
easat-1881	12	19	rates	rate	NOUN
easat-1881	12	20	,	,	PUNCT
easat-1881	12	21	significantly	significantly	ADV
easat-1881	12	22	impacts	impact	VERB
easat-1881	12	23	our	our	PRON
easat-1881	12	24	country	country	NOUN
easat-1881	12	25	's	's	PART
easat-1881	12	26	economy	economy	NOUN
easat-1881	12	27	,	,	PUNCT
easat-1881	12	28	leading	lead	VERB
easat-1881	12	29	to	to	ADP
easat-1881	12	30	decreased	decrease	VERB
easat-1881	12	31	exports	export	NOUN
easat-1881	12	32	,	,	PUNCT
easat-1881	12	33	a	a	DET
easat-1881	12	34	slowdown	slowdown	NOUN
easat-1881	12	35	in	in	ADP
easat-1881	12	36	economic	economic	ADJ
easat-1881	12	37	growth	growth	NOUN
easat-1881	12	38	,	,	PUNCT
easat-1881	12	39	and	and	CCONJ
easat-1881	12	40	a	a	DET
easat-1881	12	41	decline	decline	NOUN
easat-1881	12	42	in	in	ADP
easat-1881	12	43	the	the	DET
easat-1881	12	44	real	real	ADJ
easat-1881	12	45	estate	estate	NOUN
easat-1881	12	46	market	market	NOUN
easat-1881	12	47	.	.	PUNCT
easat-1881	13	1	housing	housing	NOUN
easat-1881	13	2	prices	price	NOUN
easat-1881	13	3	are	be	AUX
easat-1881	13	4	fundamentally	fundamentally	ADV
easat-1881	13	5	determined	determine	VERB
easat-1881	13	6	by	by	ADP
easat-1881	13	7	supply	supply	NOUN
easat-1881	13	8	and	and	CCONJ
easat-1881	13	9	demand	demand	NOUN
easat-1881	13	10	.	.	PUNCT
easat-1881	14	1	key	key	ADJ
easat-1881	14	2	factors	factor	NOUN
easat-1881	14	3	affecting	affect	VERB
easat-1881	14	4	supply	supply	NOUN
easat-1881	14	5	include	include	VERB
easat-1881	14	6	unsold	unsold	ADJ
easat-1881	14	7	homes	home	NOUN
easat-1881	14	8	,	,	PUNCT
easat-1881	14	9	changes	change	NOUN
easat-1881	14	10	in	in	ADP
easat-1881	14	11	the	the	DET
easat-1881	14	12	construction	construction	NOUN
easat-1881	14	13	market	market	NOUN
easat-1881	14	14	,	,	PUNCT
easat-1881	14	15	and	and	CCONJ
easat-1881	14	16	land	land	NOUN
easat-1881	14	17	prices	price	NOUN
easat-1881	14	18	.	.	PUNCT
easat-1881	15	1	key	key	ADJ
easat-1881	15	2	factors	factor	NOUN
easat-1881	15	3	affecting	affect	VERB
easat-1881	15	4	demand	demand	NOUN
easat-1881	15	5	include	include	VERB
easat-1881	15	6	household	household	NOUN
easat-1881	15	7	income	income	NOUN
easat-1881	15	8	and	and	CCONJ
easat-1881	15	9	assets	asset	NOUN
easat-1881	15	10	,	,	PUNCT
easat-1881	15	11	housing	housing	NOUN
easat-1881	15	12	purchase	purchase	NOUN
easat-1881	15	13	costs	cost	NOUN
easat-1881	15	14	,	,	PUNCT
easat-1881	15	15	and	and	CCONJ
easat-1881	15	16	mortgage	mortgage	NOUN
easat-1881	15	17	interest	interest	NOUN
easat-1881	15	18	rates	rate	NOUN
easat-1881	15	19	.	.	PUNCT
easat-1881	16	1	according	accord	VERB
easat-1881	16	2	to	to	ADP
easat-1881	16	3	the	the	DET
easat-1881	16	4	2024	2024	NUM
easat-1881	16	5	kb	kb	PROPN
easat-1881	16	6	real	real	ADJ
easat-1881	16	7	estate	estate	NOUN
easat-1881	16	8	report	report	NOUN
easat-1881	16	9	,	,	PUNCT
easat-1881	16	10	interest	interest	NOUN
easat-1881	16	11	rates	rate	NOUN
easat-1881	16	12	are	be	AUX
easat-1881	16	13	expected	expect	VERB
easat-1881	16	14	to	to	PART
easat-1881	16	15	be	be	AUX
easat-1881	16	16	the	the	DET
easat-1881	16	17	most	most	ADV
easat-1881	16	18	significant	significant	ADJ
easat-1881	16	19	factor	factor	NOUN
easat-1881	16	20	influencing	influence	VERB
easat-1881	16	21	both	both	CCONJ
easat-1881	16	22	the	the	DET
easat-1881	16	23	rise	rise	NOUN
easat-1881	16	24	and	and	CCONJ
easat-1881	16	25	fall	fall	NOUN
easat-1881	16	26	of	of	ADP
easat-1881	16	27	housing	housing	NOUN
easat-1881	16	28	prices	price	NOUN
easat-1881	16	29	,	,	PUNCT
easat-1881	16	30	with	with	ADP
easat-1881	16	31	a	a	DET
easat-1881	16	32	nationwide	nationwide	ADJ
easat-1881	16	33	decline	decline	NOUN
easat-1881	16	34	in	in	ADP
easat-1881	16	35	housing	housing	NOUN
easat-1881	16	36	prices	price	NOUN
easat-1881	16	37	projected	project	VERB
easat-1881	16	38	.	.	PUNCT
easat-1881	17	1	additionally	additionally	ADV
easat-1881	17	2	,	,	PUNCT
easat-1881	17	3	a	a	DET
easat-1881	17	4	survey	survey	NOUN
easat-1881	17	5	conducted	conduct	VERB
easat-1881	17	6	among	among	ADP
easat-1881	17	7	real	real	ADJ
easat-1881	17	8	estate	estate	NOUN
easat-1881	17	9	market	market	NOUN
easat-1881	17	10	experts	expert	NOUN
easat-1881	17	11	,	,	PUNCT
easat-1881	17	12	licensed	license	VERB
easat-1881	17	13	real	real	ADJ
easat-1881	17	14	estate	estate	NOUN
easat-1881	17	15	agents	agent	NOUN
easat-1881	17	16	,	,	PUNCT
easat-1881	17	17	and	and	CCONJ
easat-1881	17	18	private	private	ADJ
easat-1881	17	19	bankers	banker	NOUN
easat-1881	17	20	(	(	PUNCT
easat-1881	17	21	pbs	pbs	PROPN
easat-1881	17	22	)	)	PUNCT
easat-1881	17	23	revealed	reveal	VERB
easat-1881	17	24	that	that	SCONJ
easat-1881	17	25	74	74	NUM
easat-1881	17	26	%	%	NOUN
easat-1881	17	27	of	of	ADP
easat-1881	17	28	real	real	ADJ
easat-1881	17	29	estate	estate	NOUN
easat-1881	17	30	market	market	NOUN
easat-1881	17	31	experts	expert	NOUN
easat-1881	17	32	and	and	CCONJ
easat-1881	17	33	79	79	NUM
easat-1881	17	34	%	%	NOUN
easat-1881	17	35	of	of	ADP
easat-1881	17	36	licensed	licensed	ADJ
easat-1881	17	37	real	real	ADJ
easat-1881	17	38	estate	estate	NOUN
easat-1881	17	39	agents	agent	NOUN
easat-1881	17	40	and	and	CCONJ
easat-1881	17	41	pbs	pbs	PROPN
easat-1881	17	42	anticipate	anticipate	VERB
easat-1881	17	43	a	a	DET
easat-1881	17	44	decrease	decrease	NOUN
easat-1881	17	45	in	in	ADP
easat-1881	17	46	housing	housing	NOUN
easat-1881	17	47	prices	price	NOUN
easat-1881	17	48	.	.	PUNCT
easat-1881	18	1	the	the	DET
easat-1881	18	2	survey	survey	NOUN
easat-1881	18	3	identified	identify	VERB
easat-1881	18	4	the	the	DET
easat-1881	18	5	following	following	NOUN
easat-1881	18	6	as	as	ADP
easat-1881	18	7	key	key	ADJ
easat-1881	18	8	factors	factor	NOUN
easat-1881	18	9	for	for	ADP
easat-1881	18	10	potential	potential	ADJ
easat-1881	18	11	housing	housing	NOUN
easat-1881	18	12	price	price	NOUN
easat-1881	18	13	increases	increase	NOUN
easat-1881	18	14	:	:	PUNCT
easat-1881	18	15	expectations	expectation	NOUN
easat-1881	18	16	of	of	ADP
easat-1881	18	17	lower	low	ADJ
easat-1881	18	18	interest	interest	NOUN
easat-1881	18	19	rates	rate	NOUN
easat-1881	18	20	,	,	PUNCT
easat-1881	18	21	deregulation	deregulation	NOUN
easat-1881	18	22	policies	policy	NOUN
easat-1881	18	23	,	,	PUNCT
easat-1881	18	24	supply	supply	NOUN
easat-1881	18	25	shortages	shortage	NOUN
easat-1881	18	26	,	,	PUNCT
easat-1881	18	27	and	and	CCONJ
easat-1881	18	28	improved	improve	VERB
easat-1881	18	29	economic	economic	ADJ
easat-1881	18	30	outlook	outlook	NOUN
easat-1881	18	31	.	.	PUNCT
easat-1881	19	1	conversely	conversely	ADV
easat-1881	19	2	,	,	PUNCT
easat-1881	19	3	the	the	DET
easat-1881	19	4	primary	primary	ADJ
easat-1881	19	5	factors	factor	NOUN
easat-1881	19	6	for	for	ADP
easat-1881	19	7	potential	potential	ADJ
easat-1881	19	8	housing	housing	NOUN
easat-1881	19	9	price	price	NOUN
easat-1881	19	10	decreases	decrease	NOUN
easat-1881	19	11	included	include	VERB
easat-1881	19	12	high	high	ADJ
easat-1881	19	13	interest	interest	NOUN
easat-1881	19	14	costs	cost	NOUN
easat-1881	19	15	due	due	ADJ
easat-1881	19	16	to	to	ADP
easat-1881	19	17	rate	rate	NOUN
easat-1881	19	18	hikes	hike	NOUN
easat-1881	19	19	,	,	PUNCT
easat-1881	19	20	real	real	ADJ
easat-1881	19	21	estate	estate	NOUN
easat-1881	19	22	project	project	NOUN
easat-1881	19	23	financing	financing	NOUN
easat-1881	19	24	(	(	PUNCT
easat-1881	19	25	pf	pf	NOUN
easat-1881	19	26	)	)	PUNCT
easat-1881	19	27	defaults	default	NOUN
easat-1881	19	28	,	,	PUNCT
easat-1881	19	29	economic	economic	ADJ
easat-1881	19	30	uncertainty	uncertainty	NOUN
easat-1881	19	31	both	both	CCONJ
easat-1881	19	32	domestically	domestically	ADV
easat-1881	19	33	and	and	CCONJ
easat-1881	19	34	internationally	internationally	ADV
easat-1881	19	35	,	,	PUNCT
easat-1881	19	36	and	and	CCONJ
easat-1881	19	37	an	an	DET
easat-1881	19	38	increase	increase	NOUN
easat-1881	19	39	in	in	ADP
easat-1881	19	40	listings	listing	NOUN
easat-1881	19	41	due	due	ADP
easat-1881	19	42	to	to	ADP
easat-1881	19	43	price	price	NOUN
easat-1881	19	44	declines	decline	NOUN
easat-1881	19	45	[	[	X
easat-1881	19	46	1	1	NUM
easat-1881	19	47	]	]	PUNCT
easat-1881	19	48	.	.	PUNCT
easat-1881	20	1	in	in	ADP
easat-1881	20	2	the	the	DET
easat-1881	20	3	real	real	ADJ
easat-1881	20	4	estate	estate	NOUN
easat-1881	20	5	market	market	NOUN
easat-1881	20	6	,	,	PUNCT
easat-1881	20	7	housing	housing	NOUN
easat-1881	20	8	prices	price	NOUN
easat-1881	20	9	are	be	AUX
easat-1881	20	10	influenced	influence	VERB
easat-1881	20	11	by	by	ADP
easat-1881	20	12	the	the	DET
easat-1881	20	13	interaction	interaction	NOUN
easat-1881	20	14	of	of	ADP
easat-1881	20	15	key	key	ADJ
easat-1881	20	16	factors	factor	NOUN
easat-1881	20	17	of	of	ADP
easat-1881	20	18	supply	supply	NOUN
easat-1881	20	19	and	and	CCONJ
easat-1881	20	20	demand	demand	NOUN
easat-1881	20	21	through	through	ADP
easat-1881	20	22	various	various	ADJ
easat-1881	20	23	channels	channel	NOUN
easat-1881	20	24	.	.	PUNCT
easat-1881	21	1	housing	housing	NOUN
easat-1881	21	2	,	,	PUNCT
easat-1881	21	3	as	as	ADP
easat-1881	21	4	a	a	DET
easat-1881	21	5	durable	durable	ADJ
easat-1881	21	6	good	good	NOUN
easat-1881	21	7	,	,	PUNCT
easat-1881	21	8	is	be	AUX
easat-1881	21	9	essential	essential	ADJ
easat-1881	21	10	for	for	ADP
easat-1881	21	11	living	live	VERB
easat-1881	21	12	and	and	CCONJ
easat-1881	21	13	is	be	AUX
easat-1881	21	14	also	also	ADV
easat-1881	21	15	a	a	DET
easat-1881	21	16	crucial	crucial	ADJ
easat-1881	21	17	asset	asset	NOUN
easat-1881	21	18	for	for	ADP
easat-1881	21	19	household	household	NOUN
easat-1881	21	20	wealth	wealth	NOUN
easat-1881	21	21	accumulation	accumulation	NOUN
easat-1881	21	22	due	due	ADP
easat-1881	21	23	to	to	ADP
easat-1881	21	24	its	its	PRON
easat-1881	21	25	value	value	NOUN
easat-1881	21	26	as	as	ADP
easat-1881	21	27	a	a	DET
easat-1881	21	28	real	real	ADJ
easat-1881	21	29	estate	estate	NOUN
easat-1881	21	30	asset	asset	NOUN
easat-1881	21	31	.	.	PUNCT
easat-1881	22	1	therefore	therefore	ADV
easat-1881	22	2	,	,	PUNCT
easat-1881	22	3	this	this	DET
easat-1881	22	4	study	study	NOUN
easat-1881	22	5	aims	aim	VERB
easat-1881	22	6	to	to	PART
easat-1881	22	7	evaluate	evaluate	VERB
easat-1881	22	8	the	the	DET
easat-1881	22	9	fit	fit	NOUN
easat-1881	22	10	of	of	ADP
easat-1881	22	11	housing	housing	NOUN
easat-1881	22	12	mailto	mailto	PROPN
easat-1881	22	13	:	:	PUNCT
easat-1881	22	14	ahmed.raza@uos.edu.pk(a.r.c	ahmed.raza@uos.edu.pk(a.r.c	PROPN
easat-1881	22	15	.	.	PUNCT
easat-1881	22	16	)	)	PUNCT
easat-1881	22	17	1629	1629	NUM
easat-1881	22	18	edelweiss	edelweiss	PROPN
easat-1881	22	19	applied	apply	VERB
easat-1881	22	20	science	science	NOUN
easat-1881	22	21	and	and	CCONJ
easat-1881	22	22	technology	technology	NOUN
easat-1881	22	23	issn	issn	PROPN
easat-1881	22	24	:	:	PUNCT
easat-1881	22	25	2576	2576	NUM
easat-1881	22	26	-	-	SYM
easat-1881	22	27	8484	8484	NUM
easat-1881	22	28	vol	vol	NOUN
easat-1881	22	29	.	.	PROPN
easat-1881	22	30	8	8	NUM
easat-1881	22	31	,	,	PUNCT
easat-1881	22	32	no	no	INTJ
easat-1881	22	33	.	.	NOUN
easat-1881	22	34	5	5	NUM
easat-1881	22	35	:	:	SYM
easat-1881	22	36	1628	1628	NUM
easat-1881	22	37	-	-	SYM
easat-1881	22	38	1636	1636	NUM
easat-1881	22	39	,	,	PUNCT
easat-1881	22	40	2024	2024	NUM
easat-1881	22	41	doi	doi	NOUN
easat-1881	22	42	:	:	PUNCT
easat-1881	22	43	10.55214/25768484.v8i5.1881	10.55214/25768484.v8i5.1881	NUM
easat-1881	22	44	©	©	ADP
easat-1881	22	45	2024	2024	NUM
easat-1881	22	46	by	by	ADP
easat-1881	22	47	the	the	DET
easat-1881	22	48	author	author	NOUN
easat-1881	22	49	;	;	PUNCT
easat-1881	22	50	licensee	licensee	PROPN
easat-1881	22	51	learning	learn	VERB
easat-1881	22	52	gate	gate	PROPN
easat-1881	22	53	price	price	NOUN
easat-1881	22	54	index	index	NOUN
easat-1881	22	55	(	(	PUNCT
easat-1881	22	56	hpi	hpi	NOUN
easat-1881	22	57	)	)	PUNCT
easat-1881	22	58	prediction	prediction	NOUN
easat-1881	22	59	models	model	NOUN
easat-1881	22	60	by	by	ADP
easat-1881	22	61	constructing	construct	VERB
easat-1881	22	62	deep	deep	ADJ
easat-1881	22	63	neural	neural	ADJ
easat-1881	22	64	network	network	NOUN
easat-1881	22	65	(	(	PUNCT
easat-1881	22	66	dnn	dnn	PROPN
easat-1881	22	67	)	)	PUNCT
easat-1881	22	68	and	and	CCONJ
easat-1881	22	69	support	support	VERB
easat-1881	22	70	vector	vector	NOUN
easat-1881	22	71	regression	regression	NOUN
easat-1881	22	72	(	(	PUNCT
easat-1881	22	73	svr	svr	PROPN
easat-1881	22	74	)	)	PUNCT
easat-1881	22	75	models	model	NOUN
easat-1881	22	76	using	use	VERB
easat-1881	22	77	economic	economic	ADJ
easat-1881	22	78	variables	variable	NOUN
easat-1881	22	79	that	that	PRON
easat-1881	22	80	impact	impact	VERB
easat-1881	22	81	the	the	DET
easat-1881	22	82	hpi	hpi	NOUN
easat-1881	22	83	,	,	PUNCT
easat-1881	22	84	such	such	ADJ
easat-1881	22	85	as	as	ADP
easat-1881	22	86	base	base	NOUN
easat-1881	22	87	interest	interest	NOUN
easat-1881	22	88	rate	rate	NOUN
easat-1881	22	89	(	(	PUNCT
easat-1881	22	90	bir	bir	NOUN
easat-1881	22	91	)	)	PUNCT
easat-1881	22	92	,	,	PUNCT
easat-1881	22	93	mortgage	mortgage	NOUN
easat-1881	22	94	interest	interest	NOUN
easat-1881	22	95	rate	rate	NOUN
easat-1881	22	96	(	(	PUNCT
easat-1881	22	97	mir	mir	PROPN
easat-1881	22	98	)	)	PUNCT
easat-1881	22	99	,	,	PUNCT
easat-1881	22	100	deposit	deposit	NOUN
easat-1881	22	101	interest	interest	NOUN
easat-1881	22	102	rate	rate	NOUN
easat-1881	22	103	(	(	PUNCT
easat-1881	22	104	dir	dir	PROPN
easat-1881	22	105	)	)	PUNCT
easat-1881	22	106	,	,	PUNCT
easat-1881	22	107	consumer	consumer	NOUN
easat-1881	22	108	price	price	NOUN
easat-1881	22	109	index	index	NOUN
easat-1881	22	110	(	(	PUNCT
easat-1881	22	111	cpi	cpi	PROPN
easat-1881	22	112	)	)	PUNCT
easat-1881	22	113	,	,	PUNCT
easat-1881	22	114	exchange	exchange	NOUN
easat-1881	22	115	rate	rate	NOUN
easat-1881	22	116	(	(	PUNCT
easat-1881	22	117	er	er	INTJ
easat-1881	22	118	)	)	PUNCT
easat-1881	22	119	,	,	PUNCT
easat-1881	22	120	and	and	CCONJ
easat-1881	22	121	composite	composite	ADJ
easat-1881	22	122	stock	stock	NOUN
easat-1881	22	123	price	price	NOUN
easat-1881	22	124	index	index	NOUN
easat-1881	22	125	(	(	PUNCT
easat-1881	22	126	csi	csi	PROPN
easat-1881	22	127	)	)	PUNCT
easat-1881	22	128	,	,	PUNCT
easat-1881	22	129	provided	provide	VERB
easat-1881	22	130	by	by	ADP
easat-1881	22	131	the	the	DET
easat-1881	22	132	bank	bank	PROPN
easat-1881	22	133	of	of	ADP
easat-1881	22	134	korea	korea	PROPN
easat-1881	22	135	's	's	PART
easat-1881	22	136	economic	economic	ADJ
easat-1881	22	137	statistics	statistic	NOUN
easat-1881	22	138	system	system	NOUN
easat-1881	22	139	(	(	PUNCT
easat-1881	22	140	ecos	ecos	PROPN
easat-1881	22	141	)	)	PUNCT
easat-1881	22	142	.	.	PUNCT
easat-1881	23	1	2	2	X
easat-1881	23	2	.	.	X
easat-1881	23	3	previous	previous	ADJ
easat-1881	23	4	research	research	NOUN
easat-1881	23	5	as	as	ADP
easat-1881	23	6	concerns	concern	NOUN
easat-1881	23	7	over	over	ADP
easat-1881	23	8	the	the	DET
easat-1881	23	9	real	real	ADJ
easat-1881	23	10	estate	estate	NOUN
easat-1881	23	11	market	market	NOUN
easat-1881	23	12	increase	increase	NOUN
easat-1881	23	13	due	due	ADP
easat-1881	23	14	to	to	ADP
easat-1881	23	15	the	the	DET
easat-1881	23	16	global	global	ADJ
easat-1881	23	17	economic	economic	ADJ
easat-1881	23	18	recession	recession	NOUN
easat-1881	23	19	,	,	PUNCT
easat-1881	23	20	changes	change	NOUN
easat-1881	23	21	in	in	ADP
easat-1881	23	22	housing	housing	NOUN
easat-1881	23	23	prices	price	NOUN
easat-1881	23	24	have	have	AUX
easat-1881	23	25	become	become	VERB
easat-1881	23	26	a	a	DET
easat-1881	23	27	national	national	ADJ
easat-1881	23	28	issue	issue	NOUN
easat-1881	23	29	,	,	PUNCT
easat-1881	23	30	and	and	CCONJ
easat-1881	23	31	the	the	DET
easat-1881	23	32	need	need	NOUN
easat-1881	23	33	for	for	ADP
easat-1881	23	34	developing	develop	VERB
easat-1881	23	35	prediction	prediction	NOUN
easat-1881	23	36	models	model	NOUN
easat-1881	23	37	has	have	AUX
easat-1881	23	38	grown	grow	VERB
easat-1881	23	39	.	.	PUNCT
easat-1881	24	1	there	there	PRON
easat-1881	24	2	are	be	VERB
easat-1881	24	3	various	various	ADJ
easat-1881	24	4	methods	method	NOUN
easat-1881	24	5	to	to	PART
easat-1881	24	6	predict	predict	VERB
easat-1881	24	7	housing	housing	NOUN
easat-1881	24	8	prices	price	NOUN
easat-1881	24	9	,	,	PUNCT
easat-1881	24	10	considering	consider	VERB
easat-1881	24	11	both	both	CCONJ
easat-1881	24	12	domestic	domestic	ADJ
easat-1881	24	13	and	and	CCONJ
easat-1881	24	14	international	international	ADJ
easat-1881	24	15	economic	economic	ADJ
easat-1881	24	16	variables	variable	NOUN
easat-1881	24	17	,	,	PUNCT
easat-1881	24	18	particularly	particularly	ADV
easat-1881	24	19	machine	machine	NOUN
easat-1881	24	20	learning	learn	VERB
easat-1881	24	21	methods	method	NOUN
easat-1881	24	22	like	like	ADP
easat-1881	24	23	neural	neural	ADJ
easat-1881	24	24	network	network	NOUN
easat-1881	24	25	models	model	NOUN
easat-1881	24	26	and	and	CCONJ
easat-1881	24	27	support	support	VERB
easat-1881	24	28	vector	vector	NOUN
easat-1881	24	29	regression	regression	NOUN
easat-1881	24	30	models	model	NOUN
easat-1881	24	31	,	,	PUNCT
easat-1881	24	32	which	which	PRON
easat-1881	24	33	are	be	AUX
easat-1881	24	34	widely	widely	ADV
easat-1881	24	35	used	use	VERB
easat-1881	24	36	across	across	ADP
easat-1881	24	37	different	different	ADJ
easat-1881	24	38	fields	field	NOUN
easat-1881	24	39	.	.	PUNCT
easat-1881	25	1	the	the	DET
easat-1881	25	2	following	follow	VERB
easat-1881	25	3	summarizes	summarize	NOUN
easat-1881	25	4	various	various	ADJ
easat-1881	25	5	research	research	NOUN
easat-1881	25	6	methods	method	NOUN
easat-1881	25	7	and	and	CCONJ
easat-1881	25	8	previous	previous	ADJ
easat-1881	25	9	studies	study	NOUN
easat-1881	25	10	using	use	VERB
easat-1881	25	11	neural	neural	ADJ
easat-1881	25	12	network	network	NOUN
easat-1881	25	13	models	model	NOUN
easat-1881	25	14	and	and	CCONJ
easat-1881	25	15	support	support	VERB
easat-1881	25	16	vector	vector	NOUN
easat-1881	25	17	regression	regression	NOUN
easat-1881	25	18	models	model	NOUN
easat-1881	25	19	.	.	PUNCT
easat-1881	26	1	antipov	antipov	NOUN
easat-1881	26	2	and	and	CCONJ
easat-1881	26	3	pokryshevskaya	pokryshevskaya	NOUN
easat-1881	26	4	(	(	PUNCT
easat-1881	26	5	2012	2012	NUM
easat-1881	26	6	)	)	PUNCT
easat-1881	26	7	estimated	estimate	VERB
easat-1881	26	8	russian	russian	ADJ
easat-1881	26	9	apartment	apartment	NOUN
easat-1881	26	10	prices	price	NOUN
easat-1881	26	11	using	use	VERB
easat-1881	26	12	machine	machine	NOUN
easat-1881	26	13	learning	learn	VERB
easat-1881	26	14	algorithms	algorithm	NOUN
easat-1881	26	15	and	and	CCONJ
easat-1881	26	16	showed	show	VERB
easat-1881	26	17	that	that	SCONJ
easat-1881	26	18	the	the	DET
easat-1881	26	19	artificial	artificial	ADJ
easat-1881	26	20	neural	neural	ADJ
easat-1881	26	21	network	network	NOUN
easat-1881	26	22	model	model	NOUN
easat-1881	26	23	had	have	VERB
easat-1881	26	24	better	well	ADJ
easat-1881	26	25	predictive	predictive	ADJ
easat-1881	26	26	power	power	NOUN
easat-1881	26	27	than	than	ADP
easat-1881	26	28	the	the	DET
easat-1881	26	29	multiple	multiple	ADJ
easat-1881	26	30	regression	regression	NOUN
easat-1881	26	31	model	model	NOUN
easat-1881	26	32	[	[	X
easat-1881	26	33	2	2	NUM
easat-1881	26	34	]	]	PUNCT
easat-1881	26	35	.	.	PUNCT
easat-1881	27	1	shynkevich	shynkevich	PROPN
easat-1881	27	2	et	et	PROPN
easat-1881	27	3	al	al	PROPN
easat-1881	27	4	.	.	PROPN
easat-1881	28	1	(	(	PUNCT
easat-1881	28	2	2017	2017	NUM
easat-1881	28	3	)	)	PUNCT
easat-1881	28	4	developed	develop	VERB
easat-1881	28	5	an	an	DET
easat-1881	28	6	artificial	artificial	ADJ
easat-1881	28	7	intelligence	intelligence	NOUN
easat-1881	28	8	model	model	NOUN
easat-1881	28	9	for	for	ADP
easat-1881	28	10	stock	stock	NOUN
easat-1881	28	11	price	price	NOUN
easat-1881	28	12	prediction	prediction	NOUN
easat-1881	28	13	using	use	VERB
easat-1881	28	14	technical	technical	ADJ
easat-1881	28	15	analysis	analysis	NOUN
easat-1881	28	16	indicators	indicator	NOUN
easat-1881	28	17	such	such	ADJ
easat-1881	28	18	as	as	ADP
easat-1881	28	19	moving	move	VERB
easat-1881	28	20	averages	average	NOUN
easat-1881	28	21	(	(	PUNCT
easat-1881	28	22	ma	ma	PROPN
easat-1881	28	23	)	)	PUNCT
easat-1881	28	24	,	,	PUNCT
easat-1881	28	25	rate	rate	NOUN
easat-1881	28	26	of	of	ADP
easat-1881	28	27	change	change	NOUN
easat-1881	28	28	,	,	PUNCT
easat-1881	28	29	and	and	CCONJ
easat-1881	28	30	relative	relative	ADJ
easat-1881	28	31	strength	strength	NOUN
easat-1881	28	32	index	index	NOUN
easat-1881	28	33	as	as	ADP
easat-1881	28	34	input	input	NOUN
easat-1881	28	35	variables	variable	NOUN
easat-1881	28	36	[	[	X
easat-1881	28	37	3	3	NUM
easat-1881	28	38	]	]	PUNCT
easat-1881	28	39	.	.	PUNCT
easat-1881	29	1	bae	bae	PROPN
easat-1881	29	2	and	and	CCONJ
easat-1881	29	3	yu	yu	PROPN
easat-1881	29	4	(	(	PUNCT
easat-1881	29	5	2017	2017	NUM
easat-1881	29	6	)	)	PUNCT
easat-1881	29	7	estimated	estimate	VERB
easat-1881	29	8	apartment	apartment	NOUN
easat-1881	29	9	prices	price	NOUN
easat-1881	29	10	using	use	VERB
easat-1881	29	11	various	various	ADJ
easat-1881	29	12	machine	machine	NOUN
easat-1881	29	13	learning	learning	NOUN
easat-1881	29	14	methods	method	NOUN
easat-1881	30	1	and	and	CCONJ
easat-1881	30	2	showed	show	VERB
easat-1881	30	3	that	that	SCONJ
easat-1881	30	4	the	the	DET
easat-1881	30	5	predictive	predictive	ADJ
easat-1881	30	6	power	power	NOUN
easat-1881	30	7	of	of	ADP
easat-1881	30	8	machine	machine	NOUN
easat-1881	30	9	learning	learning	NOUN
easat-1881	30	10	methods	method	NOUN
easat-1881	30	11	such	such	ADJ
easat-1881	30	12	as	as	ADP
easat-1881	30	13	support	support	NOUN
easat-1881	30	14	vector	vector	NOUN
easat-1881	30	15	machine	machine	NOUN
easat-1881	30	16	(	(	PUNCT
easat-1881	30	17	svm	svm	PROPN
easat-1881	30	18	)	)	PUNCT
easat-1881	30	19	and	and	CCONJ
easat-1881	30	20	deep	deep	ADJ
easat-1881	30	21	neural	neural	ADJ
easat-1881	30	22	network	network	NOUN
easat-1881	30	23	(	(	PUNCT
easat-1881	30	24	dnn	dnn	PROPN
easat-1881	30	25	)	)	PUNCT
easat-1881	30	26	models	model	NOUN
easat-1881	30	27	was	be	AUX
easat-1881	30	28	superior	superior	ADJ
easat-1881	30	29	to	to	ADP
easat-1881	30	30	that	that	PRON
easat-1881	30	31	of	of	ADP
easat-1881	30	32	multiple	multiple	ADJ
easat-1881	30	33	regression	regression	NOUN
easat-1881	30	34	models	model	NOUN
easat-1881	30	35	[	[	X
easat-1881	30	36	4	4	NUM
easat-1881	30	37	]	]	PUNCT
easat-1881	30	38	,	,	PUNCT
easat-1881	30	39	and	and	CCONJ
easat-1881	31	1	shin	shin	NOUN
easat-1881	31	2	et	et	PROPN
easat-1881	31	3	al	al	PROPN
easat-1881	31	4	.	.	PROPN
easat-1881	32	1	(	(	PUNCT
easat-1881	32	2	2018	2018	NUM
easat-1881	32	3	)	)	PUNCT
easat-1881	32	4	applied	apply	VERB
easat-1881	32	5	the	the	DET
easat-1881	32	6	methodology	methodology	NOUN
easat-1881	32	7	of	of	ADP
easat-1881	32	8	jurado	jurado	PROPN
easat-1881	32	9	et	et	PROPN
easat-1881	32	10	al	al	PROPN
easat-1881	32	11	.	.	PROPN
easat-1881	33	1	(	(	PUNCT
easat-1881	33	2	2015	2015	NUM
easat-1881	33	3	)	)	PUNCT
easat-1881	34	1	to	to	SCONJ
easat-1881	34	2	korean	korean	ADJ
easat-1881	34	3	economic	economic	ADJ
easat-1881	34	4	data	datum	NOUN
easat-1881	34	5	to	to	PART
easat-1881	34	6	measure	measure	VERB
easat-1881	34	7	uncertainty	uncertainty	NOUN
easat-1881	34	8	and	and	CCONJ
easat-1881	34	9	compare	compare	VERB
easat-1881	34	10	it	it	PRON
easat-1881	34	11	with	with	ADP
easat-1881	34	12	the	the	DET
easat-1881	34	13	movement	movement	NOUN
easat-1881	34	14	of	of	ADP
easat-1881	34	15	macro	macro	ADJ
easat-1881	34	16	variables	variable	NOUN
easat-1881	34	17	[	[	X
easat-1881	34	18	5	5	NUM
easat-1881	34	19	]	]	PUNCT
easat-1881	34	20	.	.	PUNCT
easat-1881	35	1	kim	kim	PROPN
easat-1881	35	2	et	et	PROPN
easat-1881	35	3	al	al	PROPN
easat-1881	35	4	.	.	PROPN
easat-1881	35	5	(	(	PUNCT
easat-1881	35	6	2020	2020	NUM
easat-1881	35	7	)	)	PUNCT
easat-1881	35	8	analyzed	analyze	VERB
easat-1881	35	9	the	the	DET
easat-1881	35	10	linkage	linkage	NOUN
easat-1881	35	11	between	between	ADP
easat-1881	35	12	economic	economic	ADJ
easat-1881	35	13	uncertainty	uncertainty	NOUN
easat-1881	35	14	and	and	CCONJ
easat-1881	35	15	the	the	DET
easat-1881	35	16	change	change	NOUN
easat-1881	35	17	rate	rate	NOUN
easat-1881	35	18	of	of	ADP
easat-1881	35	19	housing	housing	NOUN
easat-1881	35	20	prices	price	NOUN
easat-1881	35	21	in	in	ADP
easat-1881	35	22	the	the	DET
easat-1881	35	23	metropolitan	metropolitan	ADJ
easat-1881	35	24	area	area	NOUN
easat-1881	35	25	and	and	CCONJ
easat-1881	35	26	local	local	ADJ
easat-1881	35	27	areas	area	NOUN
easat-1881	35	28	using	use	VERB
easat-1881	35	29	the	the	DET
easat-1881	35	30	linkage	linkage	NOUN
easat-1881	35	31	index	index	NOUN
easat-1881	35	32	.	.	PUNCT
easat-1881	36	1	the	the	DET
easat-1881	36	2	results	result	NOUN
easat-1881	36	3	showed	show	VERB
easat-1881	36	4	that	that	SCONJ
easat-1881	36	5	the	the	DET
easat-1881	36	6	economic	economic	ADJ
easat-1881	36	7	policy	policy	NOUN
easat-1881	36	8	uncertainty	uncertainty	NOUN
easat-1881	36	9	index	index	NOUN
easat-1881	36	10	(	(	PUNCT
easat-1881	36	11	epu	epu	PROPN
easat-1881	36	12	index	index	NOUN
easat-1881	36	13	)	)	PUNCT
easat-1881	36	14	of	of	ADP
easat-1881	36	15	korea	korea	PROPN
easat-1881	36	16	affected	affect	VERB
easat-1881	36	17	the	the	DET
easat-1881	36	18	national	national	ADJ
easat-1881	36	19	housing	housing	NOUN
easat-1881	36	20	price	price	NOUN
easat-1881	36	21	change	change	NOUN
easat-1881	36	22	rate	rate	NOUN
easat-1881	36	23	,	,	PUNCT
easat-1881	36	24	and	and	CCONJ
easat-1881	36	25	the	the	DET
easat-1881	36	26	regional	regional	ADJ
easat-1881	36	27	analysis	analysis	NOUN
easat-1881	36	28	also	also	ADV
easat-1881	36	29	showed	show	VERB
easat-1881	36	30	a	a	DET
easat-1881	36	31	high	high	ADJ
easat-1881	36	32	correlation	correlation	NOUN
easat-1881	36	33	between	between	ADP
easat-1881	36	34	the	the	DET
easat-1881	36	35	economic	economic	ADJ
easat-1881	36	36	policy	policy	NOUN
easat-1881	36	37	uncertainty	uncertainty	NOUN
easat-1881	36	38	index	index	NOUN
easat-1881	36	39	(	(	PUNCT
easat-1881	36	40	epu	epu	PROPN
easat-1881	36	41	index	index	PROPN
easat-1881	36	42	)	)	PUNCT
easat-1881	36	43	and	and	CCONJ
easat-1881	36	44	the	the	DET
easat-1881	36	45	housing	housing	NOUN
easat-1881	36	46	price	price	NOUN
easat-1881	36	47	change	change	NOUN
easat-1881	36	48	rate	rate	NOUN
easat-1881	37	1	[	[	X
easat-1881	37	2	6	6	NUM
easat-1881	37	3	]	]	PUNCT
easat-1881	37	4	.	.	PUNCT
easat-1881	38	1	lee	lee	PROPN
easat-1881	38	2	(	(	PUNCT
easat-1881	38	3	2021	2021	NUM
easat-1881	38	4	)	)	PUNCT
easat-1881	38	5	constructed	construct	VERB
easat-1881	38	6	a	a	DET
easat-1881	38	7	multilayer	multilayer	ADJ
easat-1881	38	8	perceptron	perceptron	PROPN
easat-1881	38	9	neural	neural	PROPN
easat-1881	38	10	network	network	NOUN
easat-1881	38	11	model	model	NOUN
easat-1881	38	12	and	and	CCONJ
easat-1881	38	13	adjusted	adjust	VERB
easat-1881	38	14	the	the	DET
easat-1881	38	15	activation	activation	NOUN
easat-1881	38	16	function	function	NOUN
easat-1881	38	17	and	and	CCONJ
easat-1881	38	18	learning	learn	VERB
easat-1881	38	19	rate	rate	NOUN
easat-1881	38	20	to	to	PART
easat-1881	38	21	predict	predict	VERB
easat-1881	38	22	pile	pile	ADJ
easat-1881	38	23	bearing	bearing	NOUN
easat-1881	38	24	capacity	capacity	NOUN
easat-1881	38	25	.	.	PUNCT
easat-1881	39	1	the	the	DET
easat-1881	39	2	validity	validity	NOUN
easat-1881	39	3	of	of	ADP
easat-1881	39	4	the	the	DET
easat-1881	39	5	neural	neural	ADJ
easat-1881	39	6	network	network	NOUN
easat-1881	39	7	model	model	NOUN
easat-1881	39	8	was	be	AUX
easat-1881	39	9	demonstrated	demonstrate	VERB
easat-1881	39	10	by	by	ADP
easat-1881	39	11	estimating	estimate	VERB
easat-1881	39	12	the	the	DET
easat-1881	39	13	minimum	minimum	ADJ
easat-1881	39	14	mean	mean	NOUN
easat-1881	39	15	absolute	absolute	ADJ
easat-1881	39	16	error	error	NOUN
easat-1881	39	17	of	of	ADP
easat-1881	39	18	the	the	DET
easat-1881	39	19	model	model	NOUN
easat-1881	39	20	[	[	X
easat-1881	39	21	7	7	NUM
easat-1881	39	22	]	]	PUNCT
easat-1881	39	23	.	.	PUNCT
easat-1881	40	1	kim	kim	PROPN
easat-1881	40	2	,	,	PUNCT
easat-1881	40	3	kim	kim	PROPN
easat-1881	40	4	,	,	PUNCT
easat-1881	40	5	and	and	CCONJ
easat-1881	40	6	ham	ham	PROPN
easat-1881	40	7	(	(	PUNCT
easat-1881	40	8	2021	2021	NUM
easat-1881	40	9	)	)	PUNCT
easat-1881	40	10	compared	compare	VERB
easat-1881	40	11	the	the	DET
easat-1881	40	12	prediction	prediction	NOUN
easat-1881	40	13	models	model	NOUN
easat-1881	40	14	by	by	ADP
easat-1881	40	15	applying	apply	VERB
easat-1881	40	16	the	the	DET
easat-1881	40	17	artificial	artificial	ADJ
easat-1881	40	18	neural	neural	ADJ
easat-1881	40	19	network	network	NOUN
easat-1881	40	20	model	model	NOUN
easat-1881	40	21	and	and	CCONJ
easat-1881	40	22	the	the	DET
easat-1881	40	23	support	support	NOUN
easat-1881	40	24	vector	vector	NOUN
easat-1881	40	25	regression	regression	NOUN
easat-1881	40	26	model	model	NOUN
easat-1881	40	27	using	use	VERB
easat-1881	40	28	daily	daily	ADJ
easat-1881	40	29	data	datum	NOUN
easat-1881	40	30	.	.	PUNCT
easat-1881	41	1	the	the	DET
easat-1881	41	2	two	two	NUM
easat-1881	41	3	models	model	NOUN
easat-1881	41	4	were	be	AUX
easat-1881	41	5	found	find	VERB
easat-1881	41	6	to	to	PART
easat-1881	41	7	provide	provide	VERB
easat-1881	41	8	high	high	ADJ
easat-1881	41	9	predictive	predictive	ADJ
easat-1881	41	10	power	power	NOUN
easat-1881	41	11	in	in	ADP
easat-1881	41	12	predicting	predict	VERB
easat-1881	41	13	drought	drought	NOUN
easat-1881	42	1	[	[	X
easat-1881	42	2	8	8	NUM
easat-1881	42	3	]	]	PUNCT
easat-1881	42	4	.	.	PUNCT
easat-1881	43	1	lee	lee	PROPN
easat-1881	43	2	and	and	CCONJ
easat-1881	43	3	ruy	ruy	PROPN
easat-1881	43	4	(	(	PUNCT
easat-1881	43	5	2021	2021	NUM
easat-1881	43	6	)	)	PUNCT
easat-1881	43	7	demonstrated	demonstrate	VERB
easat-1881	43	8	the	the	DET
easat-1881	43	9	superiority	superiority	NOUN
easat-1881	43	10	of	of	ADP
easat-1881	43	11	the	the	DET
easat-1881	43	12	artificial	artificial	ADJ
easat-1881	43	13	neural	neural	ADJ
easat-1881	43	14	network	network	NOUN
easat-1881	43	15	model	model	NOUN
easat-1881	43	16	by	by	ADP
easat-1881	43	17	predicting	predict	VERB
easat-1881	43	18	housing	housing	NOUN
easat-1881	43	19	prices	price	NOUN
easat-1881	43	20	using	use	VERB
easat-1881	43	21	12	12	NUM
easat-1881	43	22	macroeconomic	macroeconomic	ADJ
easat-1881	43	23	and	and	CCONJ
easat-1881	43	24	microeconomic	microeconomic	ADJ
easat-1881	43	25	variables	variable	NOUN
easat-1881	43	26	[	[	X
easat-1881	43	27	9	9	NUM
easat-1881	43	28	]	]	PUNCT
easat-1881	43	29	.	.	PUNCT
easat-1881	44	1	lee	lee	PROPN
easat-1881	44	2	,	,	PUNCT
easat-1881	44	3	youn	youn	PROPN
easat-1881	44	4	,	,	PUNCT
easat-1881	44	5	and	and	CCONJ
easat-1881	44	6	lee	lee	PROPN
easat-1881	44	7	(	(	PUNCT
easat-1881	44	8	2023	2023	NUM
easat-1881	44	9	)	)	PUNCT
easat-1881	44	10	analyzed	analyze	VERB
easat-1881	44	11	apartment	apartment	NOUN
easat-1881	44	12	sale	sale	NOUN
easat-1881	44	13	prices	price	NOUN
easat-1881	44	14	as	as	ADP
easat-1881	44	15	dependent	dependent	ADJ
easat-1881	44	16	variables	variable	NOUN
easat-1881	44	17	and	and	CCONJ
easat-1881	44	18	the	the	DET
easat-1881	44	19	money	money	NOUN
easat-1881	44	20	supply	supply	NOUN
easat-1881	44	21	,	,	PUNCT
easat-1881	44	22	interest	interest	NOUN
easat-1881	44	23	rates	rate	NOUN
easat-1881	44	24	,	,	PUNCT
easat-1881	44	25	consumer	consumer	NOUN
easat-1881	44	26	price	price	NOUN
easat-1881	44	27	index	index	NOUN
easat-1881	44	28	,	,	PUNCT
easat-1881	44	29	real	real	ADJ
easat-1881	44	30	estate	estate	NOUN
easat-1881	44	31	policy	policy	NOUN
easat-1881	44	32	,	,	PUNCT
easat-1881	44	33	and	and	CCONJ
easat-1881	44	34	housing	housing	NOUN
easat-1881	44	35	loan	loan	NOUN
easat-1881	44	36	amount	amount	NOUN
easat-1881	44	37	as	as	ADP
easat-1881	44	38	independent	independent	ADJ
easat-1881	44	39	variables	variable	NOUN
easat-1881	44	40	.	.	PUNCT
easat-1881	45	1	the	the	DET
easat-1881	45	2	analysis	analysis	NOUN
easat-1881	45	3	results	result	NOUN
easat-1881	45	4	showed	show	VERB
easat-1881	45	5	that	that	SCONJ
easat-1881	45	6	policy	policy	NOUN
easat-1881	45	7	variables	variable	NOUN
easat-1881	45	8	and	and	CCONJ
easat-1881	45	9	consumer	consumer	NOUN
easat-1881	45	10	price	price	NOUN
easat-1881	45	11	index	index	NOUN
easat-1881	45	12	affect	affect	VERB
easat-1881	45	13	apartment	apartment	NOUN
easat-1881	45	14	sale	sale	NOUN
easat-1881	45	15	prices	price	NOUN
easat-1881	45	16	[	[	X
easat-1881	45	17	10	10	NUM
easat-1881	45	18	]	]	PUNCT
easat-1881	45	19	.	.	PUNCT
easat-1881	46	1	as	as	SCONJ
easat-1881	46	2	seen	see	VERB
easat-1881	46	3	from	from	ADP
easat-1881	46	4	the	the	DET
easat-1881	46	5	results	result	NOUN
easat-1881	46	6	of	of	ADP
easat-1881	46	7	previous	previous	ADJ
easat-1881	46	8	studies	study	NOUN
easat-1881	46	9	,	,	PUNCT
easat-1881	46	10	housing	housing	NOUN
easat-1881	46	11	prices	price	NOUN
easat-1881	46	12	are	be	AUX
easat-1881	46	13	greatly	greatly	ADV
easat-1881	46	14	affected	affect	VERB
easat-1881	46	15	by	by	ADP
easat-1881	46	16	domestic	domestic	ADJ
easat-1881	46	17	and	and	CCONJ
easat-1881	46	18	foreign	foreign	ADJ
easat-1881	46	19	economic	economic	ADJ
easat-1881	46	20	variables	variable	NOUN
easat-1881	46	21	.	.	PUNCT
easat-1881	47	1	as	as	SCONJ
easat-1881	47	2	uncertainty	uncertainty	NOUN
easat-1881	47	3	in	in	ADP
easat-1881	47	4	the	the	DET
easat-1881	47	5	real	real	ADJ
easat-1881	47	6	estate	estate	NOUN
easat-1881	47	7	market	market	NOUN
easat-1881	47	8	increases	increase	NOUN
easat-1881	47	9	due	due	ADJ
easat-1881	47	10	to	to	ADP
easat-1881	47	11	the	the	DET
easat-1881	47	12	global	global	ADJ
easat-1881	47	13	economic	economic	ADJ
easat-1881	47	14	downturn	downturn	NOUN
easat-1881	47	15	,	,	PUNCT
easat-1881	47	16	research	research	NOUN
easat-1881	47	17	on	on	ADP
easat-1881	47	18	prediction	prediction	NOUN
easat-1881	47	19	models	model	NOUN
easat-1881	47	20	using	use	VERB
easat-1881	47	21	economic	economic	ADJ
easat-1881	47	22	variables	variable	NOUN
easat-1881	47	23	is	be	AUX
easat-1881	47	24	an	an	DET
easat-1881	47	25	important	important	ADJ
easat-1881	47	26	task	task	NOUN
easat-1881	47	27	at	at	ADP
easat-1881	47	28	hand	hand	NOUN
easat-1881	47	29	.	.	PUNCT
easat-1881	48	1	3	3	X
easat-1881	48	2	.	.	X
easat-1881	48	3	research	research	NOUN
easat-1881	48	4	model	model	NOUN
easat-1881	48	5	3.1	3.1	NUM
easat-1881	48	6	.	.	PUNCT
easat-1881	49	1	data	datum	NOUN
easat-1881	49	2	normalization	normalization	NOUN
easat-1881	49	3	the	the	DET
easat-1881	49	4	data	datum	NOUN
easat-1881	49	5	used	use	VERB
easat-1881	49	6	were	be	AUX
easat-1881	49	7	provided	provide	VERB
easat-1881	49	8	by	by	ADP
easat-1881	49	9	the	the	DET
easat-1881	49	10	economic	economic	ADJ
easat-1881	49	11	statistics	statistic	NOUN
easat-1881	49	12	system	system	NOUN
easat-1881	49	13	(	(	PUNCT
easat-1881	49	14	ecos	ecos	PROPN
easat-1881	49	15	)	)	PUNCT
easat-1881	49	16	of	of	ADP
easat-1881	49	17	the	the	DET
easat-1881	49	18	bank	bank	PROPN
easat-1881	49	19	of	of	ADP
easat-1881	49	20	korea	korea	PROPN
easat-1881	50	1	[	[	X
easat-1881	50	2	11	11	NUM
easat-1881	50	3	]	]	PUNCT
easat-1881	50	4	.	.	PUNCT
easat-1881	51	1	since	since	SCONJ
easat-1881	51	2	the	the	DET
easat-1881	51	3	ranges	range	NOUN
easat-1881	51	4	of	of	ADP
easat-1881	51	5	the	the	DET
easat-1881	51	6	variables	variable	NOUN
easat-1881	51	7	in	in	ADP
easat-1881	51	8	the	the	DET
easat-1881	51	9	data	datum	NOUN
easat-1881	51	10	were	be	AUX
easat-1881	51	11	different	different	ADJ
easat-1881	51	12	,	,	PUNCT
easat-1881	51	13	min	min	ADJ
easat-1881	51	14	-	-	ADJ
easat-1881	51	15	max	max	PROPN
easat-1881	51	16	normalization	normalization	NOUN
easat-1881	51	17	was	be	AUX
easat-1881	51	18	performed	perform	VERB
easat-1881	51	19	by	by	ADP
easat-1881	51	20	adjusting	adjust	VERB
easat-1881	51	21	the	the	DET
easat-1881	51	22	data	datum	NOUN
easat-1881	51	23	range	range	NOUN
easat-1881	51	24	to	to	ADP
easat-1881	51	25	0	0	NUM
easat-1881	51	26	and	and	CCONJ
easat-1881	51	27	1	1	NUM
easat-1881	51	28	,	,	PUNCT
easat-1881	51	29	as	as	SCONJ
easat-1881	51	30	shown	show	VERB
easat-1881	51	31	in	in	ADP
easat-1881	51	32	(	(	PUNCT
easat-1881	51	33	equation	equation	NOUN
easat-1881	51	34	1	1	NUM
easat-1881	51	35	)	)	PUNCT
easat-1881	51	36	.	.	PUNCT
easat-1881	52	1	1630	1630	PROPN
easat-1881	52	2	edelweiss	edelweiss	PROPN
easat-1881	52	3	applied	apply	VERB
easat-1881	52	4	science	science	NOUN
easat-1881	52	5	and	and	CCONJ
easat-1881	52	6	technology	technology	NOUN
easat-1881	52	7	issn	issn	PROPN
easat-1881	52	8	:	:	PUNCT
easat-1881	52	9	2576	2576	NUM
easat-1881	52	10	-	-	SYM
easat-1881	52	11	8484	8484	NUM
easat-1881	52	12	vol	vol	NOUN
easat-1881	52	13	.	.	PROPN
easat-1881	52	14	8	8	NUM
easat-1881	52	15	,	,	PUNCT
easat-1881	52	16	no	no	INTJ
easat-1881	52	17	.	.	NOUN
easat-1881	52	18	5	5	NUM
easat-1881	52	19	:	:	SYM
easat-1881	52	20	1628	1628	NUM
easat-1881	52	21	-	-	SYM
easat-1881	52	22	1636	1636	NUM
easat-1881	52	23	,	,	PUNCT
easat-1881	52	24	2024	2024	NUM
easat-1881	52	25	doi	doi	NOUN
easat-1881	52	26	:	:	PUNCT
easat-1881	52	27	10.55214/25768484.v8i5.1881	10.55214/25768484.v8i5.1881	NUM
easat-1881	52	28	©	©	ADP
easat-1881	52	29	2024	2024	NUM
easat-1881	52	30	by	by	ADP
easat-1881	52	31	the	the	DET
easat-1881	52	32	author	author	NOUN
easat-1881	52	33	;	;	PUNCT
easat-1881	52	34	licensee	licensee	PROPN
easat-1881	52	35	learning	learning	NOUN
easat-1881	52	36	gate	gate	NOUN
easat-1881	52	37	𝑋	𝑋	PROPN
easat-1881	52	38	=	=	PROPN
easat-1881	52	39	𝑋	𝑋	PROPN
easat-1881	52	40	−min⁡(𝑋	−min⁡(𝑋	NOUN
easat-1881	52	41	)	)	PUNCT
easat-1881	52	42	max(𝑋)−min⁡(𝑋	max(𝑋)−min⁡(𝑋	INTJ
easat-1881	52	43	)	)	PUNCT
easat-1881	52	44	(	(	PUNCT
easat-1881	52	45	1	1	NUM
easat-1881	52	46	)	)	PUNCT
easat-1881	52	47	3.2	3.2	NUM
easat-1881	52	48	.	.	PUNCT
easat-1881	53	1	deep	deep	ADJ
easat-1881	53	2	neural	neural	ADJ
easat-1881	53	3	network	network	NOUN
easat-1881	53	4	(	(	PUNCT
easat-1881	53	5	dnn	dnn	PROPN
easat-1881	53	6	)	)	PUNCT
easat-1881	53	7	deep	deep	ADJ
easat-1881	53	8	neural	neural	ADJ
easat-1881	53	9	network	network	NOUN
easat-1881	53	10	(	(	PUNCT
easat-1881	53	11	dnn	dnn	PROPN
easat-1881	53	12	)	)	PUNCT
easat-1881	53	13	consists	consist	VERB
easat-1881	53	14	of	of	ADP
easat-1881	53	15	an	an	DET
easat-1881	53	16	input	input	NOUN
easat-1881	53	17	layer	layer	NOUN
easat-1881	53	18	,	,	PUNCT
easat-1881	53	19	hidden	hide	VERB
easat-1881	53	20	layers	layer	NOUN
easat-1881	53	21	(	(	PUNCT
easat-1881	53	22	two	two	NUM
easat-1881	53	23	or	or	CCONJ
easat-1881	53	24	more	more	ADJ
easat-1881	53	25	)	)	PUNCT
easat-1881	53	26	,	,	PUNCT
easat-1881	53	27	and	and	CCONJ
easat-1881	53	28	an	an	DET
easat-1881	53	29	output	output	NOUN
easat-1881	53	30	layer	layer	NOUN
easat-1881	53	31	.	.	PUNCT
easat-1881	54	1	each	each	DET
easat-1881	54	2	layer	layer	NOUN
easat-1881	54	3	consists	consist	VERB
easat-1881	54	4	of	of	ADP
easat-1881	54	5	multiple	multiple	ADJ
easat-1881	54	6	nodes	node	NOUN
easat-1881	54	7	,	,	PUNCT
easat-1881	54	8	and	and	CCONJ
easat-1881	54	9	the	the	DET
easat-1881	54	10	nodes	node	NOUN
easat-1881	54	11	of	of	ADP
easat-1881	54	12	each	each	DET
easat-1881	54	13	layer	layer	NOUN
easat-1881	54	14	process	process	NOUN
easat-1881	54	15	and	and	CCONJ
easat-1881	54	16	transform	transform	VERB
easat-1881	54	17	data	datum	NOUN
easat-1881	54	18	with	with	ADP
easat-1881	54	19	weights	weight	NOUN
easat-1881	54	20	and	and	CCONJ
easat-1881	54	21	biases	bias	NOUN
easat-1881	54	22	.	.	PUNCT
easat-1881	55	1	the	the	DET
easat-1881	55	2	output	output	NOUN
easat-1881	55	3	elements	element	NOUN
easat-1881	55	4	of	of	ADP
easat-1881	55	5	each	each	DET
easat-1881	55	6	layer	layer	NOUN
easat-1881	55	7	are	be	AUX
easat-1881	55	8	calculated	calculate	VERB
easat-1881	55	9	as	as	SCONJ
easat-1881	55	10	follows	follow	VERB
easat-1881	55	11	.	.	PUNCT
easat-1881	56	1	first	first	ADV
easat-1881	56	2	,	,	PUNCT
easat-1881	56	3	the	the	DET
easat-1881	56	4	input	input	NOUN
easat-1881	56	5	value	value	NOUN
easat-1881	56	6	is	be	AUX
easat-1881	56	7	calculated	calculate	VERB
easat-1881	56	8	as	as	ADP
easat-1881	56	9	the	the	DET
easat-1881	56	10	sum	sum	NOUN
easat-1881	56	11	of	of	ADP
easat-1881	56	12	the	the	DET
easat-1881	56	13	input	input	NOUN
easat-1881	56	14	data	datum	NOUN
easat-1881	56	15	(	(	PUNCT
easat-1881	56	16	normalized	normalize	VERB
easat-1881	56	17	input	input	NOUN
easat-1881	56	18	data	datum	NOUN
easat-1881	56	19	)	)	PUNCT
easat-1881	56	20	and	and	CCONJ
easat-1881	56	21	the	the	DET
easat-1881	56	22	weights	weight	NOUN
easat-1881	56	23	,	,	PUNCT
easat-1881	56	24	as	as	ADP
easat-1881	56	25	in	in	ADP
easat-1881	56	26	(	(	PUNCT
easat-1881	56	27	equation	equation	NOUN
easat-1881	56	28	2	2	NUM
easat-1881	56	29	)	)	PUNCT
easat-1881	57	1	[	[	X
easat-1881	57	2	12	12	NUM
easat-1881	57	3	]	]	PUNCT
easat-1881	57	4	,	,	PUNCT
easat-1881	57	5	𝐼𝑖	𝐼𝑖	PROPN
easat-1881	57	6	=	=	NOUN
easat-1881	57	7	∑𝑥𝑖	∑𝑥𝑖	NUM
easat-1881	57	8	𝑛	𝑛	PRON
easat-1881	57	9	𝑖=1	𝑖=1	PROPN
easat-1881	58	1	𝑤𝑗𝑖+𝑏𝑗	𝑤𝑗𝑖+𝑏𝑗	PROPN
easat-1881	58	2	(	(	PUNCT
easat-1881	58	3	2	2	X
easat-1881	58	4	)	)	PUNCT
easat-1881	58	5	where	where	SCONJ
easat-1881	58	6	𝐼𝑗	𝐼𝑗	NOUN
easat-1881	58	7	is	be	AUX
easat-1881	58	8	the	the	DET
easat-1881	58	9	input	input	NOUN
easat-1881	58	10	value	value	NOUN
easat-1881	58	11	,	,	PUNCT
easat-1881	58	12	𝑥𝑖	𝑥𝑖	PROPN
easat-1881	58	13	is	be	AUX
easat-1881	58	14	the	the	DET
easat-1881	58	15	data	datum	NOUN
easat-1881	58	16	of	of	ADP
easat-1881	58	17	the	the	DET
easat-1881	58	18	input	input	NOUN
easat-1881	58	19	layer	layer	NOUN
easat-1881	58	20	,	,	PUNCT
easat-1881	58	21	𝑤𝑗𝑖	𝑤𝑗𝑖	NOUN
easat-1881	58	22	is	be	AUX
easat-1881	58	23	the	the	DET
easat-1881	58	24	weight	weight	NOUN
easat-1881	58	25	,	,	PUNCT
easat-1881	58	26	and	and	CCONJ
easat-1881	58	27	𝑏	𝑏	PROPN
easat-1881	58	28	is	be	AUX
easat-1881	58	29	the	the	DET
easat-1881	58	30	threshold	threshold	NOUN
easat-1881	58	31	.	.	PUNCT
easat-1881	59	1	then	then	ADV
easat-1881	59	2	,	,	PUNCT
easat-1881	59	3	the	the	DET
easat-1881	59	4	calculated	calculate	VERB
easat-1881	59	5	input	input	NOUN
easat-1881	59	6	value	value	NOUN
easat-1881	59	7	is	be	AUX
easat-1881	59	8	sent	send	VERB
easat-1881	59	9	to	to	ADP
easat-1881	59	10	the	the	DET
easat-1881	59	11	activation	activation	NOUN
easat-1881	59	12	function	function	VERB
easat-1881	59	13	to	to	PART
easat-1881	59	14	calculate	calculate	VERB
easat-1881	59	15	the	the	DET
easat-1881	59	16	input	input	NOUN
easat-1881	59	17	data	datum	NOUN
easat-1881	59	18	of	of	ADP
easat-1881	59	19	the	the	DET
easat-1881	59	20	hidden	hide	VERB
easat-1881	59	21	layer	layer	NOUN
easat-1881	59	22	as	as	ADP
easat-1881	59	23	in	in	ADP
easat-1881	59	24	(	(	PUNCT
easat-1881	59	25	equation	equation	NOUN
easat-1881	59	26	3	3	NUM
easat-1881	59	27	)	)	PUNCT
easat-1881	59	28	,	,	PUNCT
easat-1881	59	29	𝑦𝑑	𝑦𝑑	PROPN
easat-1881	59	30	=	=	SYM
easat-1881	59	31	𝑓(𝐼𝑗	𝑓(𝐼𝑗	NOUN
easat-1881	59	32	)	)	PUNCT
easat-1881	59	33	(	(	PUNCT
easat-1881	59	34	3	3	X
easat-1881	59	35	)	)	PUNCT
easat-1881	59	36	where	where	SCONJ
easat-1881	59	37	𝑦𝑑	𝑦𝑑	PROPN
easat-1881	59	38	is	be	AUX
easat-1881	59	39	the	the	DET
easat-1881	59	40	input	input	NOUN
easat-1881	59	41	data	datum	NOUN
easat-1881	59	42	of	of	ADP
easat-1881	59	43	the	the	DET
easat-1881	59	44	hidden	hide	VERB
easat-1881	59	45	layer	layer	NOUN
easat-1881	59	46	,	,	PUNCT
easat-1881	59	47	and	and	CCONJ
easat-1881	59	48	𝑓	𝑓	PRON
easat-1881	59	49	is	be	AUX
easat-1881	59	50	the	the	DET
easat-1881	59	51	activation	activation	NOUN
easat-1881	59	52	function	function	NOUN
easat-1881	59	53	.	.	PUNCT
easat-1881	60	1	second	second	ADJ
easat-1881	60	2	,	,	PUNCT
easat-1881	60	3	in	in	ADP
easat-1881	60	4	the	the	DET
easat-1881	60	5	case	case	NOUN
easat-1881	60	6	of	of	ADP
easat-1881	60	7	the	the	DET
easat-1881	60	8	hidden	hide	VERB
easat-1881	60	9	layer	layer	NOUN
easat-1881	60	10	,	,	PUNCT
easat-1881	60	11	it	it	PRON
easat-1881	60	12	is	be	AUX
easat-1881	60	13	calculated	calculate	VERB
easat-1881	60	14	as	as	ADP
easat-1881	60	15	the	the	DET
easat-1881	60	16	sum	sum	NOUN
easat-1881	60	17	of	of	ADP
easat-1881	60	18	the	the	DET
easat-1881	60	19	input	input	NOUN
easat-1881	60	20	data	datum	NOUN
easat-1881	60	21	of	of	ADP
easat-1881	60	22	the	the	DET
easat-1881	60	23	hidden	hide	VERB
easat-1881	60	24	layer	layer	NOUN
easat-1881	60	25	and	and	CCONJ
easat-1881	60	26	the	the	DET
easat-1881	60	27	weights	weight	NOUN
easat-1881	60	28	as	as	ADP
easat-1881	60	29	in	in	ADP
easat-1881	60	30	(	(	PUNCT
easat-1881	60	31	equation	equation	NOUN
easat-1881	60	32	4	4	NUM
easat-1881	60	33	)	)	PUNCT
easat-1881	60	34	,	,	PUNCT
easat-1881	60	35	and	and	CCONJ
easat-1881	60	36	the	the	DET
easat-1881	60	37	calculated	calculate	VERB
easat-1881	60	38	value	value	NOUN
easat-1881	60	39	is	be	AUX
easat-1881	60	40	sent	send	VERB
easat-1881	60	41	to	to	ADP
easat-1881	60	42	the	the	DET
easat-1881	60	43	output	output	NOUN
easat-1881	60	44	layer	layer	NOUN
easat-1881	61	1	[	[	X
easat-1881	61	2	13	13	NUM
easat-1881	61	3	]	]	PUNCT
easat-1881	61	4	,	,	PUNCT
easat-1881	61	5	𝐿𝑘	𝐿𝑘	PROPN
easat-1881	61	6	=	=	PROPN
easat-1881	61	7	∑𝑤𝑘𝑗	∑𝑤𝑘𝑗	NOUN
easat-1881	61	8	𝑛	𝑛	PROPN
easat-1881	61	9	𝑖=1	𝑖=1	PROPN
easat-1881	61	10	𝑦𝑑	𝑦𝑑	PRON
easat-1881	62	1	+	+	NOUN
easat-1881	62	2	𝑏𝑘	𝑏𝑘	PROPN
easat-1881	62	3	(	(	PUNCT
easat-1881	62	4	4	4	NUM
easat-1881	62	5	)	)	PUNCT
easat-1881	62	6	where	where	SCONJ
easat-1881	62	7	𝐿𝑘	𝐿𝑘	PROPN
easat-1881	62	8	is	be	AUX
easat-1881	62	9	the	the	DET
easat-1881	62	10	response	response	NOUN
easat-1881	62	11	value	value	NOUN
easat-1881	62	12	,	,	PUNCT
easat-1881	62	13	𝑤𝑘𝑗	𝑤𝑘𝑗	NOUN
easat-1881	62	14	is	be	AUX
easat-1881	62	15	the	the	DET
easat-1881	62	16	weight	weight	NOUN
easat-1881	62	17	of	of	ADP
easat-1881	62	18	the	the	DET
easat-1881	62	19	hidden	hide	VERB
easat-1881	62	20	layer	layer	NOUN
easat-1881	62	21	,	,	PUNCT
easat-1881	62	22	and	and	CCONJ
easat-1881	62	23	𝑏𝑘	𝑏𝑘	NOUN
easat-1881	62	24	is	be	AUX
easat-1881	62	25	the	the	DET
easat-1881	62	26	threshold	threshold	NOUN
easat-1881	62	27	value	value	NOUN
easat-1881	62	28	in	in	ADP
easat-1881	62	29	the	the	DET
easat-1881	62	30	hidden	hide	VERB
easat-1881	62	31	layer	layer	NOUN
easat-1881	62	32	.	.	PUNCT
easat-1881	63	1	in	in	ADP
easat-1881	63	2	this	this	DET
easat-1881	63	3	study	study	NOUN
easat-1881	63	4	,	,	PUNCT
easat-1881	63	5	soft	soft	ADJ
easat-1881	63	6	plus	plus	CCONJ
easat-1881	63	7	,	,	PUNCT
easat-1881	63	8	hyperbolic	hyperbolic	ADJ
easat-1881	63	9	tangent	tangent	NOUN
easat-1881	63	10	(	(	PUNCT
easat-1881	63	11	tanh	tanh	NOUN
easat-1881	63	12	)	)	PUNCT
easat-1881	63	13	,	,	PUNCT
easat-1881	63	14	and	and	CCONJ
easat-1881	63	15	rectified	rectify	VERB
easat-1881	63	16	linear	linear	NOUN
easat-1881	63	17	unit	unit	NOUN
easat-1881	63	18	(	(	PUNCT
easat-1881	63	19	relu	relu	NOUN
easat-1881	63	20	)	)	PUNCT
easat-1881	63	21	activation	activation	NOUN
easat-1881	63	22	functions	function	NOUN
easat-1881	63	23	were	be	AUX
easat-1881	63	24	used	use	VERB
easat-1881	63	25	.	.	PUNCT
easat-1881	64	1	𝑠𝑜𝑓𝑡𝑝𝑙𝑢𝑠	𝑠𝑜𝑓𝑡𝑝𝑙𝑢𝑠	ADJ
easat-1881	64	2	∶	∶	NOUN
easat-1881	64	3	𝑓(𝑥	𝑓(𝑥	NOUN
easat-1881	64	4	)	)	PUNCT
easat-1881	64	5	=	=	SYM
easat-1881	64	6	𝑙𝑜𝑔⁡(1	𝑙𝑜𝑔⁡(1	PROPN
easat-1881	64	7	+	+	NUM
easat-1881	64	8	𝑒𝑥	𝑒𝑥	NOUN
easat-1881	64	9	)	)	PUNCT
easat-1881	64	10	tanh	tanh	PROPN
easat-1881	64	11	∶	∶	NOUN
easat-1881	64	12	𝑓(𝑥	𝑓(𝑥	NOUN
easat-1881	64	13	)	)	PUNCT
easat-1881	64	14	=	=	SYM
easat-1881	64	15	(	(	PUNCT
easat-1881	64	16	𝑒𝑥−𝑒−𝑥	𝑒𝑥−𝑒−𝑥	PROPN
easat-1881	64	17	)	)	PUNCT
easat-1881	64	18	(	(	PUNCT
easat-1881	64	19	𝑒𝑥+𝑒−𝑥	𝑒𝑥+𝑒−𝑥	PROPN
easat-1881	64	20	)	)	PUNCT
easat-1881	64	21	𝑅𝑒𝐿𝑈	𝑅𝑒𝐿𝑈	VERB
easat-1881	64	22	∶	∶	NOUN
easat-1881	64	23	𝑓(𝑥	𝑓(𝑥	NOUN
easat-1881	64	24	)	)	PUNCT
easat-1881	65	1	=	=	SYM
easat-1881	65	2	𝑚𝑎𝑥⁡(0,𝑥	𝑚𝑎𝑥⁡(0,𝑥	PROPN
easat-1881	65	3	)	)	PUNCT
easat-1881	65	4	(	(	PUNCT
easat-1881	65	5	5	5	NUM
easat-1881	65	6	)	)	PUNCT
easat-1881	65	7	3.3	3.3	NUM
easat-1881	65	8	.	.	PUNCT
easat-1881	66	1	support	support	NOUN
easat-1881	66	2	vector	vector	NOUN
easat-1881	66	3	regression	regression	NOUN
easat-1881	66	4	(	(	PUNCT
easat-1881	66	5	svr	svr	PROPN
easat-1881	66	6	)	)	PUNCT
easat-1881	66	7	support	support	NOUN
easat-1881	66	8	vector	vector	NOUN
easat-1881	66	9	regression	regression	NOUN
easat-1881	66	10	(	(	PUNCT
easat-1881	66	11	svr	svr	PROPN
easat-1881	66	12	)	)	PUNCT
easat-1881	66	13	constructs	construct	VERB
easat-1881	66	14	a	a	DET
easat-1881	66	15	regression	regression	NOUN
easat-1881	66	16	equation	equation	NOUN
easat-1881	66	17	using	use	VERB
easat-1881	66	18	an	an	DET
easat-1881	66	19	ε	ε	NOUN
easat-1881	66	20	-	-	PUNCT
easat-1881	66	21	insensitive	insensitive	ADJ
easat-1881	66	22	loss	loss	NOUN
easat-1881	66	23	function	function	NOUN
easat-1881	66	24	in	in	ADP
easat-1881	66	25	the	the	DET
easat-1881	66	26	regression	regression	NOUN
easat-1881	66	27	model	model	NOUN
easat-1881	66	28	of	of	ADP
easat-1881	66	29	svm	svm	PROPN
easat-1881	66	30	.	.	PUNCT
easat-1881	67	1	the	the	DET
easat-1881	67	2	objective	objective	ADJ
easat-1881	67	3	function	function	NOUN
easat-1881	67	4	of	of	ADP
easat-1881	67	5	svr	svr	PROPN
easat-1881	67	6	based	base	VERB
easat-1881	67	7	on	on	ADP
easat-1881	67	8	the	the	DET
easat-1881	67	9	ε	ε	PROPN
easat-1881	67	10	-	-	PUNCT
easat-1881	67	11	insensitive	insensitive	ADJ
easat-1881	67	12	loss	loss	NOUN
easat-1881	67	13	function	function	NOUN
easat-1881	67	14	is	be	AUX
easat-1881	67	15	defined	define	VERB
easat-1881	67	16	as	as	SCONJ
easat-1881	67	17	follows	follow	VERB
easat-1881	67	18	[	[	X
easat-1881	67	19	14	14	NUM
easat-1881	67	20	]	]	X
easat-1881	67	21	,	,	PUNCT
easat-1881	67	22	𝐿𝑆𝑉𝑅	𝐿𝑆𝑉𝑅	PROPN
easat-1881	67	23	=	=	SYM
easat-1881	67	24	𝑚𝑖𝑛	𝑚𝑖𝑛	NOUN
easat-1881	67	25	|𝑤|2	|𝑤|2	NOUN
easat-1881	67	26	2	2	NUM
easat-1881	67	27	+	+	CCONJ
easat-1881	67	28	𝐶∑(𝜉𝑖	𝐶∑(𝜉𝑖	PROPN
easat-1881	67	29	+	+	CCONJ
easat-1881	67	30	𝜉𝑖	𝜉𝑖	ADP
easat-1881	67	31	∗	∗	NOUN
easat-1881	67	32	)	)	PUNCT
easat-1881	67	33	𝑛	𝑛	PRON
easat-1881	67	34	𝑖=1	𝑖=1	PROPN
easat-1881	67	35	(	(	PUNCT
easat-1881	67	36	6	6	NUM
easat-1881	67	37	)	)	PUNCT
easat-1881	67	38	where	where	SCONJ
easat-1881	67	39	|𝑤|2	|𝑤|2	NOUN
easat-1881	67	40	2	2	NUM
easat-1881	67	41	maximizes	maximize	VERB
easat-1881	67	42	the	the	DET
easat-1881	67	43	margin	margin	NOUN
easat-1881	67	44	,	,	PUNCT
easat-1881	67	45	𝐶∑	𝐶∑	PROPN
easat-1881	67	46	(	(	PUNCT
easat-1881	67	47	𝜉𝑖+	𝜉𝑖+	NOUN
easat-1881	67	48	𝜉𝑖	𝜉𝑖	ADP
easat-1881	67	49	∗)𝑛	∗)𝑛	NOUN
easat-1881	67	50	𝑖=1	𝑖=1	PROPN
easat-1881	67	51	minimizes	minimize	VERB
easat-1881	67	52	the	the	DET
easat-1881	67	53	loss	loss	NOUN
easat-1881	67	54	,	,	PUNCT
easat-1881	67	55	𝐶	𝐶	PROPN
easat-1881	67	56	is	be	AUX
easat-1881	67	57	a	a	DET
easat-1881	67	58	hyperparameter	hyperparameter	NOUN
easat-1881	67	59	that	that	PRON
easat-1881	67	60	1631	1631	NUM
easat-1881	67	61	edelweiss	edelweiss	PROPN
easat-1881	67	62	applied	apply	VERB
easat-1881	67	63	science	science	NOUN
easat-1881	67	64	and	and	CCONJ
easat-1881	67	65	technology	technology	NOUN
easat-1881	67	66	issn	issn	PROPN
easat-1881	67	67	:	:	PUNCT
easat-1881	67	68	2576	2576	NUM
easat-1881	67	69	-	-	SYM
easat-1881	67	70	8484	8484	NUM
easat-1881	67	71	vol	vol	NOUN
easat-1881	67	72	.	.	PROPN
easat-1881	67	73	8	8	NUM
easat-1881	67	74	,	,	PUNCT
easat-1881	67	75	no	no	INTJ
easat-1881	67	76	.	.	NOUN
easat-1881	67	77	5	5	NUM
easat-1881	67	78	:	:	SYM
easat-1881	67	79	1628	1628	NUM
easat-1881	67	80	-	-	SYM
easat-1881	67	81	1636	1636	NUM
easat-1881	67	82	,	,	PUNCT
easat-1881	67	83	2024	2024	NUM
easat-1881	67	84	doi	doi	NOUN
easat-1881	67	85	:	:	PUNCT
easat-1881	67	86	10.55214/25768484.v8i5.1881	10.55214/25768484.v8i5.1881	NUM
easat-1881	67	87	©	©	ADP
easat-1881	67	88	2024	2024	NUM
easat-1881	67	89	by	by	ADP
easat-1881	67	90	the	the	DET
easat-1881	67	91	author	author	NOUN
easat-1881	67	92	;	;	PUNCT
easat-1881	67	93	licensee	licensee	PROPN
easat-1881	67	94	learning	learning	PROPN
easat-1881	67	95	gate	gate	PROPN
easat-1881	67	96	controls	control	VERB
easat-1881	67	97	the	the	DET
easat-1881	67	98	loss	loss	NOUN
easat-1881	67	99	and	and	CCONJ
easat-1881	67	100	smoothness	smoothness	NOUN
easat-1881	67	101	,	,	PUNCT
easat-1881	67	102	𝜉𝑖	𝜉𝑖	PRON
easat-1881	67	103	and	and	CCONJ
easat-1881	67	104	𝜉𝑖	𝜉𝑖	VERB
easat-1881	67	105	∗	∗	NOUN
easat-1881	67	106	are	be	AUX
easat-1881	67	107	slack	slack	NOUN
easat-1881	67	108	variables	variable	NOUN
easat-1881	67	109	that	that	PRON
easat-1881	67	110	represent	represent	VERB
easat-1881	67	111	the	the	DET
easat-1881	67	112	error	error	NOUN
easat-1881	67	113	.	.	PUNCT
easat-1881	68	1	the	the	DET
easat-1881	68	2	objective	objective	ADJ
easat-1881	68	3	function	function	NOUN
easat-1881	68	4	of	of	ADP
easat-1881	68	5	(	(	PUNCT
easat-1881	68	6	equation	equation	NOUN
easat-1881	68	7	6	6	NUM
easat-1881	68	8	)	)	PUNCT
easat-1881	68	9	has	have	VERB
easat-1881	68	10	the	the	DET
easat-1881	68	11	following	follow	VERB
easat-1881	68	12	conditions	condition	NOUN
easat-1881	68	13	.	.	PUNCT
easat-1881	69	1	(	(	PUNCT
easat-1881	69	2	𝑤𝑇𝑥𝑖+𝑏	𝑤𝑇𝑥𝑖+𝑏	NUM
easat-1881	69	3	)	)	PUNCT
easat-1881	70	1	−	−	PROPN
easat-1881	70	2	𝑦𝑖	𝑦𝑖	PROPN
easat-1881	70	3	≤	≤	PROPN
easat-1881	70	4	𝜀	𝜀	PROPN
easat-1881	71	1	+	+	CCONJ
easat-1881	71	2	𝜉𝑖	𝜉𝑖	ADV
easat-1881	71	3	𝑦𝑖	𝑦𝑖	INTJ
easat-1881	71	4	−	−	PROPN
easat-1881	71	5	(	(	PUNCT
easat-1881	71	6	𝑤𝑇𝑥𝑖+𝑏	𝑤𝑇𝑥𝑖+𝑏	NOUN
easat-1881	71	7	)	)	PUNCT
easat-1881	71	8	≤	≤	NOUN
easat-1881	71	9	𝜀	𝜀	X
easat-1881	71	10	+	+	CCONJ
easat-1881	71	11	𝜉𝑖	𝜉𝑖	ADP
easat-1881	71	12	∗	∗	NOUN
easat-1881	71	13	𝜉𝑖𝜉𝑖	𝜉𝑖𝜉𝑖	ADJ
easat-1881	71	14	∗	∗	NOUN
easat-1881	71	15	≥	≥	NOUN
easat-1881	71	16	0	0	NUM
easat-1881	71	17	(	(	PUNCT
easat-1881	71	18	7	7	X
easat-1881	71	19	)	)	PUNCT
easat-1881	71	20	applying	apply	VERB
easat-1881	71	21	the	the	DET
easat-1881	71	22	lagrange	lagrange	NOUN
easat-1881	71	23	multiplier	multipli	ADJ
easat-1881	71	24	and	and	CCONJ
easat-1881	71	25	the	the	DET
easat-1881	71	26	kkk(karush	kkk(karush	NOUN
easat-1881	71	27	-	-	PUNCT
easat-1881	71	28	kuhn	kuhn	PROPN
easat-1881	71	29	-	-	PUNCT
easat-1881	71	30	tucker	tucker	PROPN
easat-1881	71	31	)	)	PUNCT
easat-1881	71	32	condition	condition	NOUN
easat-1881	71	33	to	to	ADP
easat-1881	71	34	the	the	DET
easat-1881	71	35	objective	objective	ADJ
easat-1881	71	36	function	function	NOUN
easat-1881	71	37	,	,	PUNCT
easat-1881	71	38	the	the	DET
easat-1881	71	39	general	general	ADJ
easat-1881	71	40	support	support	NOUN
easat-1881	71	41	vector	vector	NOUN
easat-1881	71	42	regression	regression	NOUN
easat-1881	71	43	function	function	NOUN
easat-1881	71	44	is	be	AUX
easat-1881	71	45	as	as	SCONJ
easat-1881	71	46	follows	follow	NOUN
easat-1881	71	47	,	,	PUNCT
easat-1881	71	48	𝑓(𝑥,𝑣	𝑓(𝑥,𝑣	X
easat-1881	71	49	)	)	PUNCT
easat-1881	71	50	=	=	PUNCT
easat-1881	72	1	𝑓(𝑥,𝛼,𝛼∗	𝑓(𝑥,𝛼,𝛼∗	X
easat-1881	72	2	)	)	PUNCT
easat-1881	72	3	=	=	SYM
easat-1881	73	1	∑(𝛼	∑(𝛼	PROPN
easat-1881	73	2	−𝛼∗)𝐾(𝑥𝑖	−𝛼∗)𝐾(𝑥𝑖	VERB
easat-1881	73	3	,	,	PUNCT
easat-1881	73	4	𝑥𝑗)+	𝑥𝑗)+	PRON
easat-1881	73	5	𝑏	𝑏	NOUN
easat-1881	73	6	𝑛	𝑛	PROPN
easat-1881	73	7	𝑖	𝑖	X
easat-1881	73	8	(	(	PUNCT
easat-1881	73	9	8)	8)	NUM
easat-1881	73	10	where	where	SCONJ
easat-1881	73	11	𝐾(𝑥𝑖	𝐾(𝑥𝑖	ADJ
easat-1881	73	12	,	,	PUNCT
easat-1881	73	13	𝑥𝑗	𝑥𝑗	PRON
easat-1881	73	14	)	)	PUNCT
easat-1881	73	15	is	be	AUX
easat-1881	73	16	the	the	DET
easat-1881	73	17	kernel	kernel	PROPN
easat-1881	73	18	function	function	NOUN
easat-1881	73	19	.	.	PUNCT
easat-1881	74	1	3.4	3.4	NUM
easat-1881	74	2	.	.	PUNCT
easat-1881	74	3	model	model	NOUN
easat-1881	74	4	performance	performance	NOUN
easat-1881	74	5	evaluation	evaluation	NOUN
easat-1881	74	6	there	there	PRON
easat-1881	74	7	are	be	VERB
easat-1881	74	8	measures	measure	NOUN
easat-1881	74	9	to	to	PART
easat-1881	74	10	evaluate	evaluate	VERB
easat-1881	74	11	the	the	DET
easat-1881	74	12	performance	performance	NOUN
easat-1881	74	13	of	of	ADP
easat-1881	74	14	the	the	DET
easat-1881	74	15	prediction	prediction	NOUN
easat-1881	74	16	model	model	NOUN
easat-1881	74	17	,	,	PUNCT
easat-1881	74	18	such	such	ADJ
easat-1881	74	19	as	as	ADP
easat-1881	74	20	mae	mae	PROPN
easat-1881	74	21	,	,	PUNCT
easat-1881	74	22	mape	mape	NOUN
easat-1881	74	23	,	,	PUNCT
easat-1881	74	24	and	and	CCONJ
easat-1881	74	25	mse	mse	NOUN
easat-1881	74	26	.	.	PUNCT
easat-1881	75	1	in	in	ADP
easat-1881	75	2	this	this	DET
easat-1881	75	3	study	study	NOUN
easat-1881	75	4	,	,	PUNCT
easat-1881	75	5	the	the	DET
easat-1881	75	6	root	root	NOUN
easat-1881	75	7	mean	mean	VERB
easat-1881	75	8	square	square	ADJ
easat-1881	75	9	error	error	NOUN
easat-1881	75	10	(	(	PUNCT
easat-1881	75	11	rmse	rmse	NOUN
easat-1881	75	12	)	)	PUNCT
easat-1881	75	13	was	be	AUX
easat-1881	75	14	used	use	VERB
easat-1881	75	15	,	,	PUNCT
easat-1881	75	16	𝑅𝑀𝑆𝐸	𝑅𝑀𝑆𝐸	NOUN
easat-1881	75	17	=	=	NOUN
easat-1881	76	1	√	√	ADP
easat-1881	76	2	1	1	NUM
easat-1881	76	3	𝑛	𝑛	PRON
easat-1881	76	4	∑(𝑦𝑖−	∑(𝑦𝑖−	PROPN
easat-1881	76	5	𝑦	𝑦	X
easat-1881	76	6	�	�	NOUN
easat-1881	76	7	̂	̂	SYM
easat-1881	76	8	�	�	NOUN
easat-1881	76	9	)	)	PUNCT
easat-1881	76	10	2	2	NUM
easat-1881	76	11	𝑛	𝑛	PRON
easat-1881	76	12	𝑖=1	𝑖=1	PROPN
easat-1881	76	13	(	(	PUNCT
easat-1881	76	14	9	9	NUM
easat-1881	76	15	)	)	PUNCT
easat-1881	76	16	where	where	SCONJ
easat-1881	76	17	𝑦𝑖	𝑦𝑖	PROPN
easat-1881	76	18	is	be	AUX
easat-1881	76	19	the	the	DET
easat-1881	76	20	𝑖th	𝑖th	X
easat-1881	76	21	actual	actual	ADJ
easat-1881	76	22	value	value	NOUN
easat-1881	76	23	,	,	PUNCT
easat-1881	76	24	and	and	CCONJ
easat-1881	76	25	𝑦	𝑦	NOUN
easat-1881	76	26	�	�	NOUN
easat-1881	76	27	̂	̂	VERB
easat-1881	76	28	�	�	NOUN
easat-1881	76	29	is	be	AUX
easat-1881	76	30	the	the	DET
easat-1881	76	31	𝑖th	𝑖th	NOUN
easat-1881	76	32	predicted	predict	VERB
easat-1881	76	33	value	value	NOUN
easat-1881	76	34	by	by	ADP
easat-1881	76	35	the	the	DET
easat-1881	76	36	model	model	NOUN
easat-1881	76	37	.	.	PUNCT
easat-1881	77	1	4	4	X
easat-1881	77	2	.	.	X
easat-1881	77	3	research	research	NOUN
easat-1881	77	4	results	result	VERB
easat-1881	77	5	4.1	4.1	NUM
easat-1881	77	6	.	.	PUNCT
easat-1881	78	1	data	datum	NOUN
easat-1881	78	2	features	feature	NOUN
easat-1881	78	3	(	(	PUNCT
easat-1881	78	4	table	table	NOUN
easat-1881	78	5	1	1	NUM
easat-1881	78	6	)	)	PUNCT
easat-1881	78	7	presents	present	VERB
easat-1881	78	8	the	the	DET
easat-1881	78	9	distribution	distribution	NOUN
easat-1881	78	10	characteristics	characteristic	NOUN
easat-1881	78	11	of	of	ADP
easat-1881	78	12	economic	economic	ADJ
easat-1881	78	13	variables	variable	NOUN
easat-1881	78	14	using	use	VERB
easat-1881	78	15	descriptive	descriptive	ADJ
easat-1881	78	16	statistics	statistic	NOUN
easat-1881	78	17	.	.	PUNCT
easat-1881	79	1	the	the	DET
easat-1881	79	2	distributions	distribution	NOUN
easat-1881	79	3	of	of	ADP
easat-1881	79	4	the	the	DET
easat-1881	79	5	housing	housing	NOUN
easat-1881	79	6	price	price	NOUN
easat-1881	79	7	index	index	NOUN
easat-1881	79	8	(	(	PUNCT
easat-1881	79	9	hpi	hpi	NOUN
easat-1881	79	10	)	)	PUNCT
easat-1881	79	11	and	and	CCONJ
easat-1881	79	12	consumer	consumer	NOUN
easat-1881	79	13	price	price	NOUN
easat-1881	79	14	index	index	NOUN
easat-1881	79	15	(	(	PUNCT
easat-1881	79	16	cpi	cpi	NOUN
easat-1881	79	17	)	)	PUNCT
easat-1881	79	18	variables	variable	NOUN
easat-1881	79	19	have	have	VERB
easat-1881	79	20	negative	negative	ADJ
easat-1881	79	21	skewness	skewness	NOUN
easat-1881	79	22	values	value	NOUN
easat-1881	79	23	,	,	PUNCT
easat-1881	79	24	so	so	SCONJ
easat-1881	79	25	the	the	DET
easat-1881	79	26	data	datum	NOUN
easat-1881	79	27	are	be	AUX
easat-1881	79	28	concentrated	concentrate	VERB
easat-1881	79	29	on	on	ADP
easat-1881	79	30	the	the	DET
easat-1881	79	31	left	left	NOUN
easat-1881	79	32	,	,	PUNCT
easat-1881	79	33	while	while	SCONJ
easat-1881	79	34	the	the	DET
easat-1881	79	35	distributions	distribution	NOUN
easat-1881	79	36	of	of	ADP
easat-1881	79	37	the	the	DET
easat-1881	79	38	base	base	NOUN
easat-1881	79	39	interest	interest	NOUN
easat-1881	79	40	rate	rate	NOUN
easat-1881	79	41	(	(	PUNCT
easat-1881	79	42	bir	bir	NOUN
easat-1881	79	43	)	)	PUNCT
easat-1881	79	44	,	,	PUNCT
easat-1881	79	45	mortgage	mortgage	NOUN
easat-1881	79	46	interest	interest	NOUN
easat-1881	79	47	rate	rate	NOUN
easat-1881	79	48	(	(	PUNCT
easat-1881	79	49	mir	mir	PROPN
easat-1881	79	50	)	)	PUNCT
easat-1881	79	51	,	,	PUNCT
easat-1881	79	52	deposit	deposit	NOUN
easat-1881	79	53	interest	interest	NOUN
easat-1881	79	54	rate	rate	NOUN
easat-1881	79	55	(	(	PUNCT
easat-1881	79	56	dir	dir	PROPN
easat-1881	79	57	)	)	PUNCT
easat-1881	79	58	,	,	PUNCT
easat-1881	79	59	exchange	exchange	NOUN
easat-1881	79	60	rate	rate	NOUN
easat-1881	79	61	(	(	PUNCT
easat-1881	79	62	er	er	INTJ
easat-1881	79	63	)	)	PUNCT
easat-1881	79	64	,	,	PUNCT
easat-1881	79	65	and	and	CCONJ
easat-1881	79	66	composite	composite	ADJ
easat-1881	79	67	stock	stock	NOUN
easat-1881	79	68	price	price	NOUN
easat-1881	79	69	index	index	NOUN
easat-1881	79	70	(	(	PUNCT
easat-1881	79	71	csi	csi	PROPN
easat-1881	79	72	)	)	PUNCT
easat-1881	79	73	variables	variable	NOUN
easat-1881	79	74	have	have	VERB
easat-1881	79	75	positive	positive	ADJ
easat-1881	79	76	values	value	NOUN
easat-1881	79	77	,	,	PUNCT
easat-1881	79	78	so	so	SCONJ
easat-1881	79	79	the	the	DET
easat-1881	79	80	data	datum	NOUN
easat-1881	79	81	are	be	AUX
easat-1881	79	82	concentrated	concentrate	VERB
easat-1881	79	83	on	on	ADP
easat-1881	79	84	the	the	DET
easat-1881	79	85	right	right	NOUN
easat-1881	79	86	.	.	PUNCT
easat-1881	80	1	and	and	CCONJ
easat-1881	80	2	the	the	DET
easat-1881	80	3	minimum	minimum	ADJ
easat-1881	80	4	and	and	CCONJ
easat-1881	80	5	maximum	maximum	ADJ
easat-1881	80	6	values	value	NOUN
easat-1881	80	7	of	of	ADP
easat-1881	80	8	the	the	DET
easat-1881	80	9	composite	composite	ADJ
easat-1881	80	10	stock	stock	NOUN
easat-1881	80	11	price	price	NOUN
easat-1881	80	12	index	index	NOUN
easat-1881	80	13	(	(	PUNCT
easat-1881	80	14	csi	csi	ADJ
easat-1881	80	15	)	)	PUNCT
easat-1881	80	16	variable	variable	ADJ
easat-1881	80	17	range	range	NOUN
easat-1881	80	18	from	from	ADP
easat-1881	80	19	1063.03	1063.03	NUM
easat-1881	80	20	to	to	ADP
easat-1881	80	21	3296.68	3296.68	NUM
easat-1881	80	22	,	,	PUNCT
easat-1881	80	23	so	so	CCONJ
easat-1881	80	24	the	the	DET
easat-1881	80	25	composite	composite	ADJ
easat-1881	80	26	stock	stock	NOUN
easat-1881	80	27	price	price	NOUN
easat-1881	80	28	index	index	NOUN
easat-1881	80	29	has	have	VERB
easat-1881	80	30	a	a	DET
easat-1881	80	31	greater	great	ADJ
easat-1881	80	32	influence	influence	NOUN
easat-1881	80	33	on	on	ADP
easat-1881	80	34	predicting	predict	VERB
easat-1881	80	35	the	the	DET
easat-1881	80	36	housing	housing	NOUN
easat-1881	80	37	price	price	NOUN
easat-1881	80	38	index	index	NOUN
easat-1881	80	39	(	(	PUNCT
easat-1881	80	40	hpi	hpi	NOUN
easat-1881	80	41	)	)	PUNCT
easat-1881	80	42	than	than	ADP
easat-1881	80	43	other	other	ADJ
easat-1881	80	44	variables	variable	NOUN
easat-1881	80	45	.	.	PUNCT
easat-1881	81	1	table	table	NOUN
easat-1881	81	2	1	1	NUM
easat-1881	81	3	.	.	PUNCT
easat-1881	81	4	data	datum	NOUN
easat-1881	81	5	features	feature	NOUN
easat-1881	81	6	.	.	PUNCT
easat-1881	82	1	descriptive	descriptive	ADJ
easat-1881	82	2	statistics	statistic	NOUN
easat-1881	82	3	variables	variable	NOUN
easat-1881	82	4	mean	mean	VERB
easat-1881	82	5	std	std	X
easat-1881	82	6	.	.	PROPN
easat-1881	83	1	dev	dev	PROPN
easat-1881	83	2	.	.	PUNCT
easat-1881	84	1	median	median	PROPN
easat-1881	84	2	skewness	skewness	PROPN
easat-1881	84	3	min	min	PROPN
easat-1881	84	4	.	.	PROPN
easat-1881	84	5	max	max	PROPN
easat-1881	84	6	.	.	PUNCT
easat-1881	84	7	hpi	hpi	PROPN
easat-1881	84	8	85.43	85.43	NUM
easat-1881	84	9	9.70	9.70	NUM
easat-1881	84	10	84.85	84.85	NUM
easat-1881	84	11	-0.14	-0.14	NUM
easat-1881	84	12	61.90	61.90	NUM
easat-1881	84	13	104.80	104.80	NUM
easat-1881	84	14	bir	bir	NOUN
easat-1881	84	15	2.41	2.41	NUM
easat-1881	84	16	1.26	1.26	NUM
easat-1881	84	17	2.00	2.00	NUM
easat-1881	84	18	0.55	0.55	NUM
easat-1881	84	19	0.50	0.50	NUM
easat-1881	84	20	5.25	5.25	NUM
easat-1881	84	21	mir	mir	NOUN
easat-1881	84	22	4.21	4.21	NUM
easat-1881	84	23	1.30	1.30	NUM
easat-1881	84	24	3.89	3.89	NUM
easat-1881	84	25	0.57	0.57	NUM
easat-1881	84	26	2.39	2.39	NUM
easat-1881	84	27	7.58	7.58	NUM
easat-1881	84	28	dir	dir	NOUN
easat-1881	84	29	2.80	2.80	NUM
easat-1881	84	30	1.35	1.35	NUM
easat-1881	84	31	2.64	2.64	NUM
easat-1881	84	32	0.51	0.51	NUM
easat-1881	84	33	0.80	0.80	NUM
easat-1881	84	34	6.28	6.28	NUM
easat-1881	84	35	cpi	cpi	NOUN
easat-1881	84	36	93.53	93.53	NUM
easat-1881	84	37	9.44	9.44	NUM
easat-1881	84	38	94.57	94.57	NUM
easat-1881	84	39	-0.12	-0.12	NUM
easat-1881	84	40	75.23	75.23	NUM
easat-1881	84	41	113.26	113.26	NUM
easat-1881	84	42	1632	1632	NUM
easat-1881	84	43	edelweiss	edelweiss	PROPN
easat-1881	84	44	applied	apply	VERB
easat-1881	84	45	science	science	NOUN
easat-1881	84	46	and	and	CCONJ
easat-1881	84	47	technology	technology	NOUN
easat-1881	84	48	issn	issn	PROPN
easat-1881	84	49	:	:	PUNCT
easat-1881	84	50	2576	2576	NUM
easat-1881	84	51	-	-	SYM
easat-1881	84	52	8484	8484	NUM
easat-1881	84	53	vol	vol	NOUN
easat-1881	84	54	.	.	PROPN
easat-1881	84	55	8	8	NUM
easat-1881	84	56	,	,	PUNCT
easat-1881	84	57	no	no	INTJ
easat-1881	84	58	.	.	NOUN
easat-1881	84	59	5	5	NUM
easat-1881	84	60	:	:	SYM
easat-1881	84	61	1628	1628	NUM
easat-1881	84	62	-	-	SYM
easat-1881	84	63	1636	1636	NUM
easat-1881	84	64	,	,	PUNCT
easat-1881	84	65	2024	2024	NUM
easat-1881	84	66	doi	doi	NOUN
easat-1881	84	67	:	:	PUNCT
easat-1881	84	68	10.55214/25768484.v8i5.1881	10.55214/25768484.v8i5.1881	NUM
easat-1881	84	69	©	©	ADP
easat-1881	84	70	2024	2024	NUM
easat-1881	84	71	by	by	ADP
easat-1881	84	72	the	the	DET
easat-1881	84	73	author	author	NOUN
easat-1881	84	74	;	;	PUNCT
easat-1881	84	75	licensee	licensee	PROPN
easat-1881	84	76	learning	learning	NOUN
easat-1881	84	77	gate	gate	NOUN
easat-1881	84	78	er	er	INTJ
easat-1881	84	79	1133.94	1133.94	NUM
easat-1881	84	80	109.68	109.68	NUM
easat-1881	84	81	1130.76	1130.76	NUM
easat-1881	84	82	0.23	0.23	NUM
easat-1881	84	83	915.86	915.86	NUM
easat-1881	84	84	1461.98	1461.98	NUM
easat-1881	84	85	csi	csi	PROPN
easat-1881	84	86	2043.72	2043.72	NUM
easat-1881	84	87	435.24	435.24	NUM
easat-1881	84	88	2006.54	2006.54	NUM
easat-1881	84	89	0.38	0.38	NUM
easat-1881	84	90	1063.03	1063.03	NUM
easat-1881	84	91	3296.68	3296.68	NUM
easat-1881	84	92	the	the	DET
easat-1881	84	93	correlation	correlation	NOUN
easat-1881	84	94	between	between	ADP
easat-1881	84	95	variables	variable	NOUN
easat-1881	84	96	is	be	AUX
easat-1881	84	97	as	as	SCONJ
easat-1881	84	98	shown	show	VERB
easat-1881	84	99	in	in	ADP
easat-1881	84	100	(	(	PUNCT
easat-1881	84	101	fig.1	fig.1	PROPN
easat-1881	84	102	)	)	PUNCT
easat-1881	84	103	.	.	PUNCT
easat-1881	85	1	in	in	ADP
easat-1881	85	2	this	this	DET
easat-1881	85	3	result	result	NOUN
easat-1881	85	4	,	,	PUNCT
easat-1881	85	5	the	the	DET
easat-1881	85	6	variables	variable	NOUN
easat-1881	85	7	were	be	AUX
easat-1881	85	8	found	find	VERB
easat-1881	85	9	to	to	PART
easat-1881	85	10	be	be	AUX
easat-1881	85	11	related	relate	VERB
easat-1881	85	12	to	to	ADP
easat-1881	85	13	each	each	DET
easat-1881	85	14	other	other	ADJ
easat-1881	85	15	.	.	PUNCT
easat-1881	86	1	looking	look	VERB
easat-1881	86	2	specifically	specifically	ADV
easat-1881	86	3	at	at	ADP
easat-1881	86	4	the	the	DET
easat-1881	86	5	results	result	NOUN
easat-1881	86	6	in	in	ADP
easat-1881	86	7	row	row	NOUN
easat-1881	86	8	1	1	NUM
easat-1881	86	9	in	in	ADP
easat-1881	86	10	(	(	PUNCT
easat-1881	86	11	fig.1	fig.1	PROPN
easat-1881	86	12	)	)	PUNCT
easat-1881	86	13	,	,	PUNCT
easat-1881	86	14	the	the	DET
easat-1881	86	15	housing	housing	NOUN
easat-1881	86	16	price	price	NOUN
easat-1881	86	17	index	index	NOUN
easat-1881	86	18	and	and	CCONJ
easat-1881	86	19	the	the	DET
easat-1881	86	20	consumer	consumer	NOUN
easat-1881	86	21	price	price	NOUN
easat-1881	86	22	index	index	NOUN
easat-1881	86	23	,	,	PUNCT
easat-1881	86	24	the	the	DET
easat-1881	86	25	housing	housing	NOUN
easat-1881	86	26	price	price	NOUN
easat-1881	86	27	index	index	NOUN
easat-1881	86	28	and	and	CCONJ
easat-1881	86	29	the	the	DET
easat-1881	86	30	exchange	exchange	NOUN
easat-1881	86	31	rate	rate	NOUN
easat-1881	86	32	,	,	PUNCT
easat-1881	86	33	and	and	CCONJ
easat-1881	86	34	the	the	DET
easat-1881	86	35	housing	housing	NOUN
easat-1881	86	36	price	price	NOUN
easat-1881	86	37	index	index	NOUN
easat-1881	86	38	and	and	CCONJ
easat-1881	86	39	the	the	DET
easat-1881	86	40	comprehensive	comprehensive	ADJ
easat-1881	86	41	stock	stock	NOUN
easat-1881	86	42	index	index	NOUN
easat-1881	86	43	have	have	VERB
easat-1881	86	44	positive	positive	ADJ
easat-1881	86	45	correlations	correlation	NOUN
easat-1881	86	46	,	,	PUNCT
easat-1881	86	47	and	and	CCONJ
easat-1881	86	48	the	the	DET
easat-1881	86	49	housing	housing	NOUN
easat-1881	86	50	price	price	NOUN
easat-1881	86	51	index	index	NOUN
easat-1881	86	52	and	and	CCONJ
easat-1881	86	53	the	the	DET
easat-1881	86	54	base	base	NOUN
easat-1881	86	55	interest	interest	NOUN
easat-1881	86	56	rate	rate	NOUN
easat-1881	86	57	,	,	PUNCT
easat-1881	86	58	the	the	DET
easat-1881	86	59	housing	housing	NOUN
easat-1881	86	60	price	price	NOUN
easat-1881	86	61	index	index	NOUN
easat-1881	86	62	and	and	CCONJ
easat-1881	86	63	the	the	DET
easat-1881	86	64	mortgage	mortgage	NOUN
easat-1881	86	65	loan	loan	NOUN
easat-1881	86	66	interest	interest	NOUN
easat-1881	86	67	rate	rate	NOUN
easat-1881	86	68	,	,	PUNCT
easat-1881	86	69	and	and	CCONJ
easat-1881	86	70	the	the	DET
easat-1881	86	71	housing	housing	NOUN
easat-1881	86	72	price	price	NOUN
easat-1881	86	73	index	index	NOUN
easat-1881	86	74	and	and	CCONJ
easat-1881	86	75	the	the	DET
easat-1881	86	76	deposit	deposit	NOUN
easat-1881	86	77	interest	interest	NOUN
easat-1881	86	78	rate	rate	NOUN
easat-1881	86	79	have	have	VERB
easat-1881	86	80	negative	negative	ADJ
easat-1881	86	81	correlations	correlation	NOUN
easat-1881	86	82	.	.	PUNCT
easat-1881	87	1	in	in	ADP
easat-1881	87	2	particular	particular	ADJ
easat-1881	87	3	,	,	PUNCT
easat-1881	87	4	the	the	DET
easat-1881	87	5	correlation	correlation	NOUN
easat-1881	87	6	coefficient	coefficient	NOUN
easat-1881	87	7	between	between	ADP
easat-1881	87	8	the	the	DET
easat-1881	87	9	housing	housing	NOUN
easat-1881	87	10	price	price	NOUN
easat-1881	87	11	index	index	NOUN
easat-1881	87	12	and	and	CCONJ
easat-1881	87	13	the	the	DET
easat-1881	87	14	consumer	consumer	NOUN
easat-1881	87	15	price	price	NOUN
easat-1881	87	16	index	index	NOUN
easat-1881	87	17	was	be	AUX
easat-1881	87	18	0.95	0.95	NUM
easat-1881	87	19	,	,	PUNCT
easat-1881	87	20	and	and	CCONJ
easat-1881	87	21	the	the	DET
easat-1881	87	22	correlation	correlation	NOUN
easat-1881	87	23	coefficient	coefficient	NOUN
easat-1881	87	24	between	between	ADP
easat-1881	87	25	the	the	DET
easat-1881	87	26	housing	housing	NOUN
easat-1881	87	27	price	price	NOUN
easat-1881	87	28	index	index	NOUN
easat-1881	87	29	and	and	CCONJ
easat-1881	87	30	the	the	DET
easat-1881	87	31	comprehensive	comprehensive	ADJ
easat-1881	87	32	stock	stock	NOUN
easat-1881	87	33	index	index	NOUN
easat-1881	87	34	was	be	AUX
easat-1881	87	35	0.84	0.84	NUM
easat-1881	87	36	,	,	PUNCT
easat-1881	87	37	showing	show	VERB
easat-1881	87	38	a	a	DET
easat-1881	87	39	strong	strong	ADJ
easat-1881	87	40	positive	positive	ADJ
easat-1881	87	41	correlation	correlation	NOUN
easat-1881	87	42	.	.	PUNCT
easat-1881	88	1	figure	figure	NOUN
easat-1881	88	2	1	1	NUM
easat-1881	88	3	.	.	PUNCT
easat-1881	88	4	pearson	pearson	PROPN
easat-1881	88	5	's	's	PART
easat-1881	88	6	multiple	multiple	ADJ
easat-1881	88	7	correlation	correlation	NOUN
easat-1881	88	8	coefficient	coefficient	NOUN
easat-1881	88	9	matrix	matrix	NOUN
easat-1881	88	10	.	.	PUNCT
easat-1881	89	1	4.2	4.2	NUM
easat-1881	89	2	.	.	PUNCT
easat-1881	89	3	model	model	NOUN
easat-1881	89	4	performance	performance	NOUN
easat-1881	89	5	evaluation	evaluation	NOUN
easat-1881	89	6	the	the	DET
easat-1881	89	7	housing	housing	NOUN
easat-1881	89	8	price	price	NOUN
easat-1881	89	9	index	index	NOUN
easat-1881	89	10	(	(	PUNCT
easat-1881	89	11	hpi	hpi	NOUN
easat-1881	89	12	)	)	PUNCT
easat-1881	89	13	prediction	prediction	NOUN
easat-1881	89	14	model	model	NOUN
easat-1881	89	15	was	be	AUX
easat-1881	89	16	analyzed	analyze	VERB
easat-1881	89	17	by	by	ADP
easat-1881	89	18	fitting	fit	VERB
easat-1881	89	19	a	a	DET
easat-1881	89	20	deep	deep	ADJ
easat-1881	89	21	neural	neural	ADJ
easat-1881	89	22	network	network	NOUN
easat-1881	89	23	(	(	PUNCT
easat-1881	89	24	dnn	dnn	PROPN
easat-1881	89	25	)	)	PUNCT
easat-1881	89	26	model	model	NOUN
easat-1881	89	27	and	and	CCONJ
easat-1881	89	28	a	a	DET
easat-1881	89	29	support	support	NOUN
easat-1881	89	30	vector	vector	NOUN
easat-1881	89	31	regression	regression	NOUN
easat-1881	89	32	(	(	PUNCT
easat-1881	89	33	svr	svr	PROPN
easat-1881	89	34	)	)	PUNCT
easat-1881	89	35	model	model	NOUN
easat-1881	89	36	.	.	PUNCT
easat-1881	90	1	the	the	DET
easat-1881	90	2	deep	deep	ADJ
easat-1881	90	3	neural	neural	ADJ
easat-1881	90	4	network	network	NOUN
easat-1881	90	5	(	(	PUNCT
easat-1881	90	6	dnn	dnn	PROPN
easat-1881	90	7	)	)	PUNCT
easat-1881	90	8	model	model	NOUN
easat-1881	90	9	has	have	VERB
easat-1881	90	10	two	two	NUM
easat-1881	90	11	hidden	hidden	ADJ
easat-1881	90	12	layers	layer	NOUN
easat-1881	90	13	,	,	PUNCT
easat-1881	90	14	three	three	NUM
easat-1881	90	15	nodes	node	NOUN
easat-1881	90	16	in	in	ADP
easat-1881	90	17	hidden	hidden	ADJ
easat-1881	90	18	layer	layer	NOUN
easat-1881	90	19	1	1	NUM
easat-1881	90	20	,	,	PUNCT
easat-1881	90	21	and	and	CCONJ
easat-1881	90	22	two	two	NUM
easat-1881	90	23	nodes	node	NOUN
easat-1881	90	24	in	in	ADP
easat-1881	90	25	hidden	hidden	ADJ
easat-1881	90	26	layer	layer	NOUN
easat-1881	90	27	2	2	NUM
easat-1881	90	28	.	.	PUNCT
easat-1881	91	1	the	the	DET
easat-1881	91	2	dataset	dataset	NOUN
easat-1881	91	3	used	use	VERB
easat-1881	91	4	was	be	AUX
easat-1881	91	5	a	a	DET
easat-1881	91	6	minmax	minmax	X
easat-1881	91	7	normalized	normalize	VERB
easat-1881	91	8	dataset	dataset	NOUN
easat-1881	91	9	,	,	PUNCT
easat-1881	91	10	with	with	ADP
easat-1881	91	11	80	80	NUM
easat-1881	91	12	%	%	NOUN
easat-1881	91	13	training	training	NOUN
easat-1881	91	14	data	datum	NOUN
easat-1881	91	15	and	and	CCONJ
easat-1881	91	16	20	20	NUM
easat-1881	91	17	%	%	NOUN
easat-1881	91	18	validation	validation	NOUN
easat-1881	91	19	data	datum	NOUN
easat-1881	91	20	.	.	PUNCT
easat-1881	92	1	and	and	CCONJ
easat-1881	92	2	the	the	DET
easat-1881	92	3	activation	activation	NOUN
easat-1881	92	4	functions	function	NOUN
easat-1881	92	5	applied	apply	VERB
easat-1881	92	6	were	be	AUX
easat-1881	92	7	soft	soft	ADJ
easat-1881	92	8	plus	plus	CCONJ
easat-1881	92	9	,	,	PUNCT
easat-1881	92	10	hyperbolic	hyperbolic	ADJ
easat-1881	92	11	tangent	tangent	NOUN
easat-1881	92	12	(	(	PUNCT
easat-1881	92	13	tanh	tanh	NOUN
easat-1881	92	14	)	)	PUNCT
easat-1881	92	15	,	,	PUNCT
easat-1881	92	16	and	and	CCONJ
easat-1881	92	17	rectified	rectify	VERB
easat-1881	92	18	linear	linear	NOUN
easat-1881	92	19	unit	unit	NOUN
easat-1881	92	20	(	(	PUNCT
easat-1881	92	21	relu	relu	NOUN
easat-1881	92	22	)	)	PUNCT
easat-1881	92	23	.	.	PUNCT
easat-1881	93	1	the	the	DET
easat-1881	93	2	results	result	NOUN
easat-1881	93	3	are	be	AUX
easat-1881	93	4	as	as	ADP
easat-1881	93	5	shown	show	VERB
easat-1881	93	6	in	in	ADP
easat-1881	93	7	(	(	PUNCT
easat-1881	93	8	table	table	NOUN
easat-1881	93	9	2	2	NUM
easat-1881	93	10	)	)	PUNCT
easat-1881	93	11	.	.	PUNCT
easat-1881	94	1	in	in	ADP
easat-1881	94	2	these	these	DET
easat-1881	94	3	results	result	NOUN
easat-1881	94	4	,	,	PUNCT
easat-1881	94	5	when	when	SCONJ
easat-1881	94	6	the	the	DET
easat-1881	94	7	soft	soft	ADJ
easat-1881	94	8	plus	plus	CCONJ
easat-1881	94	9	activation	activation	NOUN
easat-1881	94	10	function	function	NOUN
easat-1881	94	11	was	be	AUX
easat-1881	94	12	applied	apply	VERB
easat-1881	94	13	,	,	PUNCT
easat-1881	94	14	the	the	DET
easat-1881	94	15	correlation	correlation	NOUN
easat-1881	94	16	coefficient	coefficient	NOUN
easat-1881	94	17	between	between	ADP
easat-1881	94	18	the	the	DET
easat-1881	94	19	predicted	predict	VERB
easat-1881	94	20	value	value	NOUN
easat-1881	94	21	and	and	CCONJ
easat-1881	94	22	the	the	DET
easat-1881	94	23	actual	actual	ADJ
easat-1881	94	24	value	value	NOUN
easat-1881	94	25	of	of	ADP
easat-1881	94	26	the	the	DET
easat-1881	94	27	housing	housing	NOUN
easat-1881	94	28	price	price	NOUN
easat-1881	94	29	index	index	NOUN
easat-1881	94	30	was	be	AUX
easat-1881	94	31	the	the	DET
easat-1881	94	32	highest	high	ADJ
easat-1881	94	33	at	at	ADP
easat-1881	94	34	93.42	93.42	NUM
easat-1881	94	35	%	%	NOUN
easat-1881	94	36	,	,	PUNCT
easat-1881	94	37	and	and	CCONJ
easat-1881	94	38	the	the	DET
easat-1881	94	39	root	root	NOUN
easat-1881	94	40	mean	mean	VERB
easat-1881	94	41	square	square	ADJ
easat-1881	94	42	error	error	NOUN
easat-1881	94	43	(	(	PUNCT
easat-1881	94	44	rmse	rmse	NOUN
easat-1881	94	45	)	)	PUNCT
easat-1881	94	46	was	be	AUX
easat-1881	94	47	the	the	DET
easat-1881	94	48	lowest	low	ADJ
easat-1881	94	49	at	at	ADP
easat-1881	94	50	approximately	approximately	ADV
easat-1881	94	51	0.1298	0.1298	NUM
easat-1881	94	52	.	.	PUNCT
easat-1881	95	1	in	in	ADP
easat-1881	95	2	deep	deep	ADJ
easat-1881	95	3	neural	neural	ADJ
easat-1881	95	4	network	network	NOUN
easat-1881	95	5	(	(	PUNCT
easat-1881	95	6	dnn	dnn	PROPN
easat-1881	95	7	)	)	PUNCT
easat-1881	95	8	models	model	NOUN
easat-1881	95	9	,	,	PUNCT
easat-1881	95	10	the	the	DET
easat-1881	95	11	correlation	correlation	NOUN
easat-1881	95	12	coefficient	coefficient	NOUN
easat-1881	95	13	is	be	AUX
easat-1881	95	14	a	a	DET
easat-1881	95	15	very	very	ADV
easat-1881	95	16	useful	useful	ADJ
easat-1881	95	17	measure	measure	NOUN
easat-1881	95	18	for	for	ADP
easat-1881	95	19	predicting	predict	VERB
easat-1881	95	20	numerical	numerical	ADJ
easat-1881	95	21	data	datum	NOUN
easat-1881	95	22	between	between	ADP
easat-1881	95	23	predicted	predict	VERB
easat-1881	95	24	values	value	NOUN
easat-1881	95	25	and	and	CCONJ
easat-1881	95	26	actual	actual	ADJ
easat-1881	95	27	values	value	NOUN
easat-1881	95	28	.	.	PUNCT
easat-1881	96	1	table	table	NOUN
easat-1881	96	2	2	2	NUM
easat-1881	96	3	.	.	PUNCT
easat-1881	97	1	deep	deep	ADJ
easat-1881	97	2	neural	neural	ADJ
easat-1881	97	3	network	network	NOUN
easat-1881	97	4	model	model	NOUN
easat-1881	97	5	evaluation	evaluation	NOUN
easat-1881	97	6	.	.	PUNCT
easat-1881	98	1	1633	1633	NUM
easat-1881	98	2	edelweiss	edelweiss	PROPN
easat-1881	98	3	applied	apply	VERB
easat-1881	98	4	science	science	NOUN
easat-1881	98	5	and	and	CCONJ
easat-1881	98	6	technology	technology	NOUN
easat-1881	98	7	issn	issn	PROPN
easat-1881	98	8	:	:	PUNCT
easat-1881	98	9	2576	2576	NUM
easat-1881	98	10	-	-	SYM
easat-1881	98	11	8484	8484	NUM
easat-1881	98	12	vol	vol	NOUN
easat-1881	98	13	.	.	PROPN
easat-1881	98	14	8	8	NUM
easat-1881	98	15	,	,	PUNCT
easat-1881	98	16	no	no	INTJ
easat-1881	98	17	.	.	NOUN
easat-1881	98	18	5	5	NUM
easat-1881	98	19	:	:	SYM
easat-1881	98	20	1628	1628	NUM
easat-1881	98	21	-	-	SYM
easat-1881	98	22	1636	1636	NUM
easat-1881	98	23	,	,	PUNCT
easat-1881	98	24	2024	2024	NUM
easat-1881	98	25	doi	doi	NOUN
easat-1881	98	26	:	:	PUNCT
easat-1881	98	27	10.55214/25768484.v8i5.1881	10.55214/25768484.v8i5.1881	NUM
easat-1881	98	28	©	©	ADP
easat-1881	98	29	2024	2024	NUM
easat-1881	98	30	by	by	ADP
easat-1881	98	31	the	the	DET
easat-1881	98	32	author	author	NOUN
easat-1881	98	33	;	;	PUNCT
easat-1881	98	34	licensee	licensee	PROPN
easat-1881	98	35	learning	learning	PROPN
easat-1881	98	36	gate	gate	PROPN
easat-1881	98	37	model	model	NOUN
easat-1881	98	38	performance	performance	NOUN
easat-1881	98	39	evaluation	evaluation	NOUN
easat-1881	98	40	:	:	PUNCT
easat-1881	98	41	dnn	dnn	PROPN
easat-1881	98	42	activation	activation	NOUN
easat-1881	98	43	function	function	NOUN
easat-1881	98	44	correlation	correlation	NOUN
easat-1881	98	45	coefficient	coefficient	NOUN
easat-1881	98	46	rmse	rmse	PROPN
easat-1881	98	47	soft	soft	ADJ
easat-1881	98	48	plus	plus	CCONJ
easat-1881	98	49	0.9342424	0.9342424	NUM
easat-1881	98	50	0.129856	0.129856	NUM
easat-1881	98	51	tanh	tanh	NOUN
easat-1881	98	52	0.8362614	0.8362614	NUM
easat-1881	98	53	0.173967	0.173967	NUM
easat-1881	98	54	relu	relu	NOUN
easat-1881	98	55	0.2048159	0.2048159	NUM
easat-1881	98	56	0.285159	0.285159	NUM
easat-1881	98	57	in	in	ADP
easat-1881	98	58	the	the	DET
easat-1881	98	59	support	support	NOUN
easat-1881	98	60	vector	vector	NOUN
easat-1881	98	61	regression	regression	NOUN
easat-1881	98	62	(	(	PUNCT
easat-1881	98	63	svr	svr	PROPN
easat-1881	98	64	)	)	PUNCT
easat-1881	98	65	model	model	NOUN
easat-1881	98	66	,	,	PUNCT
easat-1881	98	67	the	the	DET
easat-1881	98	68	kernel	kernel	NOUN
easat-1881	98	69	function	function	NOUN
easat-1881	98	70	used	use	VERB
easat-1881	98	71	was	be	AUX
easat-1881	98	72	the	the	DET
easat-1881	98	73	gaussian	gaussian	ADJ
easat-1881	98	74	radial	radial	ADJ
easat-1881	98	75	basis	basis	NOUN
easat-1881	98	76	function	function	NOUN
easat-1881	98	77	rbf	rbf	PROPN
easat-1881	98	78	kernel	kernel	PROPN
easat-1881	98	79	,	,	PUNCT
easat-1881	98	80	and	and	CCONJ
easat-1881	98	81	the	the	DET
easat-1881	98	82	parameter	parameter	NOUN
easat-1881	98	83	gamma	gamma	NOUN
easat-1881	98	84	,	,	PUNCT
easat-1881	98	85	which	which	PRON
easat-1881	98	86	adjusts	adjust	VERB
easat-1881	98	87	the	the	DET
easat-1881	98	88	standard	standard	ADJ
easat-1881	98	89	deviation	deviation	NOUN
easat-1881	98	90	of	of	ADP
easat-1881	98	91	the	the	DET
easat-1881	98	92	gaussian	gaussian	ADJ
easat-1881	98	93	function	function	NOUN
easat-1881	98	94	for	for	ADP
easat-1881	98	95	model	model	NOUN
easat-1881	98	96	tuning	tuning	NOUN
easat-1881	98	97	,	,	PUNCT
easat-1881	98	98	and	and	CCONJ
easat-1881	98	99	the	the	DET
easat-1881	98	100	parameter	parameter	NOUN
easat-1881	98	101	cost	cost	NOUN
easat-1881	98	102	,	,	PUNCT
easat-1881	98	103	which	which	PRON
easat-1881	98	104	adjusts	adjust	VERB
easat-1881	98	105	the	the	DET
easat-1881	98	106	allowable	allowable	ADJ
easat-1881	98	107	limit	limit	NOUN
easat-1881	98	108	of	of	ADP
easat-1881	98	109	error	error	NOUN
easat-1881	98	110	in	in	ADP
easat-1881	98	111	the	the	DET
easat-1881	98	112	model	model	NOUN
easat-1881	98	113	,	,	PUNCT
easat-1881	98	114	were	be	AUX
easat-1881	98	115	adjusted	adjust	VERB
easat-1881	98	116	.	.	PUNCT
easat-1881	99	1	the	the	DET
easat-1881	99	2	results	result	NOUN
easat-1881	99	3	of	of	ADP
easat-1881	99	4	presenting	present	VERB
easat-1881	99	5	the	the	DET
easat-1881	99	6	error	error	NOUN
easat-1881	99	7	between	between	ADP
easat-1881	99	8	the	the	DET
easat-1881	99	9	predicted	predict	VERB
easat-1881	99	10	value	value	NOUN
easat-1881	99	11	and	and	CCONJ
easat-1881	99	12	the	the	DET
easat-1881	99	13	actual	actual	ADJ
easat-1881	99	14	value	value	NOUN
easat-1881	99	15	of	of	ADP
easat-1881	99	16	the	the	DET
easat-1881	99	17	housing	housing	NOUN
easat-1881	99	18	price	price	NOUN
easat-1881	99	19	index	index	NOUN
easat-1881	99	20	as	as	ADP
easat-1881	99	21	the	the	DET
easat-1881	99	22	root	root	NOUN
easat-1881	99	23	mean	mean	VERB
easat-1881	99	24	square	square	ADJ
easat-1881	99	25	error	error	NOUN
easat-1881	99	26	(	(	PUNCT
easat-1881	99	27	rmse	rmse	NOUN
easat-1881	99	28	)	)	PUNCT
easat-1881	99	29	are	be	AUX
easat-1881	99	30	as	as	SCONJ
easat-1881	99	31	shown	show	VERB
easat-1881	99	32	in	in	ADP
easat-1881	99	33	(	(	PUNCT
easat-1881	99	34	table	table	NOUN
easat-1881	99	35	3	3	NUM
easat-1881	99	36	)	)	PUNCT
easat-1881	99	37	.	.	PUNCT
easat-1881	100	1	in	in	ADP
easat-1881	100	2	these	these	DET
easat-1881	100	3	resu	resu	NOUN
easat-1881	100	4	lts	lts	PROPN
easat-1881	100	5	,	,	PUNCT
easat-1881	100	6	when	when	SCONJ
easat-1881	100	7	c=100	c=100	PROPN
easat-1881	100	8	and	and	CCONJ
easat-1881	100	9	gamma=0.1	gamma=0.1	PROPN
easat-1881	100	10	,	,	PUNCT
easat-1881	100	11	the	the	DET
easat-1881	100	12	root	root	NOUN
easat-1881	100	13	mean	mean	VERB
easat-1881	100	14	square	square	ADJ
easat-1881	100	15	error	error	NOUN
easat-1881	100	16	was	be	AUX
easat-1881	100	17	the	the	DET
easat-1881	100	18	smallest	small	ADJ
easat-1881	100	19	at	at	ADP
easat-1881	100	20	approximately	approximately	ADV
easat-1881	100	21	0.2781	0.2781	NUM
easat-1881	100	22	.	.	PUNCT
easat-1881	101	1	comparing	compare	VERB
easat-1881	101	2	the	the	DET
easat-1881	101	3	root	root	NOUN
easat-1881	101	4	mean	mean	ADJ
easat-1881	101	5	square	square	ADJ
easat-1881	101	6	error	error	NOUN
easat-1881	101	7	(	(	PUNCT
easat-1881	101	8	rmse	rmse	NOUN
easat-1881	101	9	)	)	PUNCT
easat-1881	101	10	of	of	ADP
easat-1881	101	11	the	the	DET
easat-1881	101	12	deep	deep	ADJ
easat-1881	101	13	neural	neural	ADJ
easat-1881	101	14	network	network	NOUN
easat-1881	101	15	(	(	PUNCT
easat-1881	101	16	dnn	dnn	PROPN
easat-1881	101	17	)	)	PUNCT
easat-1881	101	18	model	model	NOUN
easat-1881	101	19	and	and	CCONJ
easat-1881	101	20	the	the	DET
easat-1881	101	21	support	support	NOUN
easat-1881	101	22	vector	vector	NOUN
easat-1881	101	23	regression	regression	NOUN
easat-1881	101	24	(	(	PUNCT
easat-1881	101	25	svr	svr	PROPN
easat-1881	101	26	)	)	PUNCT
easat-1881	101	27	model	model	NOUN
easat-1881	101	28	,	,	PUNCT
easat-1881	101	29	the	the	DET
easat-1881	101	30	dnn	dnn	PROPN
easat-1881	101	31	model	model	NOUN
easat-1881	101	32	has	have	VERB
easat-1881	101	33	a	a	DET
easat-1881	101	34	smaller	small	ADJ
easat-1881	101	35	rmse	rmse	NOUN
easat-1881	101	36	,	,	PUNCT
easat-1881	101	37	indicating	indicate	VERB
easat-1881	101	38	that	that	SCONJ
easat-1881	101	39	the	the	DET
easat-1881	101	40	dnn	dnn	PROPN
easat-1881	101	41	model	model	NOUN
easat-1881	101	42	is	be	AUX
easat-1881	101	43	more	more	ADV
easat-1881	101	44	suitable	suitable	ADJ
easat-1881	101	45	for	for	ADP
easat-1881	101	46	predicting	predict	VERB
easat-1881	101	47	the	the	DET
easat-1881	101	48	housing	housing	NOUN
easat-1881	101	49	price	price	NOUN
easat-1881	101	50	index	index	NOUN
easat-1881	101	51	.	.	PUNCT
easat-1881	102	1	table	table	NOUN
easat-1881	102	2	3	3	NUM
easat-1881	102	3	.	.	PUNCT
easat-1881	103	1	support	support	NOUN
easat-1881	103	2	vector	vector	NOUN
easat-1881	103	3	regression	regression	NOUN
easat-1881	103	4	model	model	NOUN
easat-1881	103	5	evaluation	evaluation	NOUN
easat-1881	103	6	.	.	PUNCT
easat-1881	104	1	model	model	NOUN
easat-1881	104	2	performance	performance	NOUN
easat-1881	104	3	evaluation	evaluation	NOUN
easat-1881	104	4	:	:	PUNCT
easat-1881	105	1	svr	svr	PROPN
easat-1881	105	2	kernel	kernel	PROPN
easat-1881	105	3	function	function	PROPN
easat-1881	105	4	c	c	PROPN
easat-1881	105	5	gamma	gamma	PROPN
easat-1881	105	6	rmse	rmse	PROPN
easat-1881	105	7	rbf	rbf	PROPN
easat-1881	105	8	kernel	kernel	PROPN
easat-1881	105	9	1	1	NUM
easat-1881	105	10	0.1	0.1	NUM
easat-1881	105	11	0.2824552	0.2824552	NUM
easat-1881	105	12	10	10	NUM
easat-1881	105	13	0.1	0.1	NUM
easat-1881	105	14	0.2881567	0.2881567	NUM
easat-1881	105	15	50	50	NUM
easat-1881	105	16	0.1	0.1	NUM
easat-1881	105	17	0.2808265	0.2808265	NUM
easat-1881	105	18	100	100	NUM
easat-1881	105	19	0.1	0.1	NUM
easat-1881	105	20	0.2781816	0.2781816	NUM
easat-1881	105	21	1	1	NUM
easat-1881	105	22	0.5	0.5	NUM
easat-1881	105	23	0.4219979	0.4219979	NUM
easat-1881	105	24	10	10	NUM
easat-1881	105	25	0.5	0.5	NUM
easat-1881	105	26	0.4219119	0.4219119	NUM
easat-1881	105	27	50	50	NUM
easat-1881	105	28	0.5	0.5	NUM
easat-1881	105	29	0.4167615	0.4167615	NUM
easat-1881	105	30	100	100	NUM
easat-1881	105	31	0.5	0.5	NUM
easat-1881	105	32	0.4127387	0.4127387	NUM
easat-1881	105	33	1	1	NUM
easat-1881	105	34	1.0	1.0	NUM
easat-1881	105	35	0.4443944	0.4443944	NUM
easat-1881	105	36	10	10	NUM
easat-1881	105	37	1.0	1.0	NUM
easat-1881	105	38	0.4425561	0.4425561	NUM
easat-1881	105	39	50	50	NUM
easat-1881	105	40	1.0	1.0	NUM
easat-1881	105	41	0.4396452	0.4396452	NUM
easat-1881	105	42	100	100	NUM
easat-1881	105	43	1.0	1.0	NUM
easat-1881	105	44	0.4396452	0.4396452	NUM
easat-1881	105	45	4.3	4.3	NUM
easat-1881	105	46	.	.	PUNCT
easat-1881	106	1	network	network	NOUN
easat-1881	106	2	topology	topology	NOUN
easat-1881	106	3	of	of	ADP
easat-1881	106	4	deep	deep	ADJ
easat-1881	106	5	neural	neural	ADJ
easat-1881	106	6	network	network	NOUN
easat-1881	106	7	(	(	PUNCT
easat-1881	106	8	dnn	dnn	PROPN
easat-1881	106	9	)	)	PUNCT
easat-1881	106	10	model	model	NOUN
easat-1881	106	11	the	the	DET
easat-1881	106	12	network	network	NOUN
easat-1881	106	13	topology	topology	NOUN
easat-1881	106	14	of	of	ADP
easat-1881	106	15	the	the	DET
easat-1881	106	16	fitted	fit	VERB
easat-1881	106	17	deep	deep	ADJ
easat-1881	106	18	neural	neural	ADJ
easat-1881	106	19	network	network	NOUN
easat-1881	106	20	(	(	PUNCT
easat-1881	106	21	dnn	dnn	PROPN
easat-1881	106	22	)	)	PUNCT
easat-1881	106	23	model	model	NOUN
easat-1881	106	24	,	,	PUNCT
easat-1881	106	25	including	include	VERB
easat-1881	106	26	the	the	DET
easat-1881	106	27	input	input	NOUN
easat-1881	106	28	layer	layer	NOUN
easat-1881	106	29	,	,	PUNCT
easat-1881	106	30	hidden	hidden	ADJ
easat-1881	106	31	layers	layer	NOUN
easat-1881	106	32	,	,	PUNCT
easat-1881	106	33	output	output	NOUN
easat-1881	106	34	layer	layer	NOUN
easat-1881	106	35	,	,	PUNCT
easat-1881	106	36	and	and	CCONJ
easat-1881	106	37	the	the	DET
easat-1881	106	38	weights	weight	NOUN
easat-1881	106	39	and	and	CCONJ
easat-1881	106	40	bias	bias	NOUN
easat-1881	106	41	terms	term	NOUN
easat-1881	106	42	of	of	ADP
easat-1881	106	43	each	each	DET
easat-1881	106	44	connection	connection	NOUN
easat-1881	106	45	,	,	PUNCT
easat-1881	106	46	is	be	AUX
easat-1881	106	47	shown	show	VERB
easat-1881	106	48	in	in	ADP
easat-1881	106	49	(	(	PUNCT
easat-1881	106	50	fig	fig	NOUN
easat-1881	106	51	.	.	PUNCT
easat-1881	107	1	2	2	NUM
easat-1881	107	2	)	)	PUNCT
easat-1881	107	3	.	.	PUNCT
easat-1881	108	1	1634	1634	NUM
easat-1881	108	2	edelweiss	edelweiss	PROPN
easat-1881	108	3	applied	apply	VERB
easat-1881	108	4	science	science	NOUN
easat-1881	108	5	and	and	CCONJ
easat-1881	108	6	technology	technology	NOUN
easat-1881	108	7	issn	issn	PROPN
easat-1881	108	8	:	:	PUNCT
easat-1881	108	9	2576	2576	NUM
easat-1881	108	10	-	-	SYM
easat-1881	108	11	8484	8484	NUM
easat-1881	108	12	vol	vol	NOUN
easat-1881	108	13	.	.	PROPN
easat-1881	108	14	8	8	NUM
easat-1881	108	15	,	,	PUNCT
easat-1881	108	16	no	no	INTJ
easat-1881	108	17	.	.	NOUN
easat-1881	108	18	5	5	NUM
easat-1881	108	19	:	:	SYM
easat-1881	108	20	1628	1628	NUM
easat-1881	108	21	-	-	SYM
easat-1881	108	22	1636	1636	NUM
easat-1881	108	23	,	,	PUNCT
easat-1881	108	24	2024	2024	NUM
easat-1881	108	25	doi	doi	NOUN
easat-1881	108	26	:	:	PUNCT
easat-1881	108	27	10.55214/25768484.v8i5.1881	10.55214/25768484.v8i5.1881	NUM
easat-1881	108	28	©	©	ADP
easat-1881	108	29	2024	2024	NUM
easat-1881	108	30	by	by	ADP
easat-1881	108	31	the	the	DET
easat-1881	108	32	author	author	NOUN
easat-1881	108	33	;	;	PUNCT
easat-1881	108	34	licensee	licensee	PROPN
easat-1881	108	35	learning	learn	VERB
easat-1881	108	36	gate	gate	NOUN
easat-1881	108	37	figure	figure	NOUN
easat-1881	108	38	2	2	NUM
easat-1881	108	39	.	.	PUNCT
easat-1881	109	1	the	the	DET
easat-1881	109	2	network	network	NOUN
easat-1881	109	3	topology	topology	NOUN
easat-1881	109	4	of	of	ADP
easat-1881	109	5	the	the	DET
easat-1881	109	6	fitted	fit	VERB
easat-1881	109	7	deep	deep	ADJ
easat-1881	109	8	neural	neural	ADJ
easat-1881	109	9	network	network	NOUN
easat-1881	109	10	(	(	PUNCT
easat-1881	109	11	dnn	dnn	PROPN
easat-1881	109	12	)	)	PUNCT
easat-1881	109	13	model	model	NOUN
easat-1881	109	14	.	.	PUNCT
easat-1881	110	1	4.4	4.4	NUM
easat-1881	110	2	.	.	PUNCT
easat-1881	111	1	variable	variable	ADJ
easat-1881	111	2	importance	importance	NOUN
easat-1881	111	3	of	of	ADP
easat-1881	111	4	deep	deep	ADJ
easat-1881	111	5	neural	neural	ADJ
easat-1881	111	6	network	network	NOUN
easat-1881	111	7	(	(	PUNCT
easat-1881	111	8	dnn	dnn	PROPN
easat-1881	111	9	)	)	PUNCT
easat-1881	111	10	model	model	NOUN
easat-1881	111	11	(	(	PUNCT
easat-1881	111	12	fig	fig	NOUN
easat-1881	111	13	.	.	PUNCT
easat-1881	112	1	3	3	X
easat-1881	112	2	)	)	PUNCT
easat-1881	112	3	presents	present	VERB
easat-1881	112	4	the	the	DET
easat-1881	112	5	effects	effect	NOUN
easat-1881	112	6	of	of	ADP
easat-1881	112	7	variables	variable	NOUN
easat-1881	112	8	affecting	affect	VERB
easat-1881	112	9	the	the	DET
easat-1881	112	10	housing	housing	NOUN
easat-1881	112	11	price	price	NOUN
easat-1881	112	12	index	index	NOUN
easat-1881	112	13	(	(	PUNCT
easat-1881	112	14	hpi	hpi	NOUN
easat-1881	112	15	)	)	PUNCT
easat-1881	112	16	in	in	ADP
easat-1881	112	17	the	the	DET
easat-1881	112	18	fitted	fit	VERB
easat-1881	112	19	deep	deep	ADJ
easat-1881	112	20	neural	neural	ADJ
easat-1881	112	21	network	network	NOUN
easat-1881	112	22	(	(	PUNCT
easat-1881	112	23	dnn	dnn	PROPN
easat-1881	112	24	)	)	PUNCT
easat-1881	112	25	model	model	NOUN
easat-1881	112	26	and	and	CCONJ
easat-1881	112	27	whether	whether	SCONJ
easat-1881	112	28	they	they	PRON
easat-1881	112	29	have	have	VERB
easat-1881	112	30	a	a	DET
easat-1881	112	31	linear	linear	ADJ
easat-1881	112	32	or	or	CCONJ
easat-1881	112	33	nonlinear	nonlinear	ADJ
easat-1881	112	34	relationship	relationship	NOUN
easat-1881	112	35	,	,	PUNCT
easat-1881	112	36	using	use	VERB
easat-1881	112	37	generalized	generalized	ADJ
easat-1881	112	38	weights	weight	NOUN
easat-1881	112	39	.	.	PUNCT
easat-1881	113	1	in	in	ADP
easat-1881	113	2	this	this	DET
easat-1881	113	3	result	result	NOUN
easat-1881	113	4	,	,	PUNCT
easat-1881	113	5	the	the	DET
easat-1881	113	6	exchange	exchange	NOUN
easat-1881	113	7	rate	rate	NOUN
easat-1881	113	8	(	(	PUNCT
easat-1881	113	9	er	er	INTJ
easat-1881	113	10	)	)	PUNCT
easat-1881	113	11	has	have	VERB
easat-1881	113	12	a	a	DET
easat-1881	113	13	small	small	ADJ
easat-1881	113	14	influence	influence	NOUN
easat-1881	113	15	because	because	SCONJ
easat-1881	113	16	the	the	DET
easat-1881	113	17	variance	variance	NOUN
easat-1881	113	18	of	of	ADP
easat-1881	113	19	the	the	DET
easat-1881	113	20	weights	weight	NOUN
easat-1881	113	21	is	be	AUX
easat-1881	113	22	close	close	ADJ
easat-1881	113	23	to	to	ADP
easat-1881	113	24	0	0	NUM
easat-1881	113	25	,	,	PUNCT
easat-1881	113	26	the	the	DET
easat-1881	113	27	consumer	consumer	NOUN
easat-1881	113	28	price	price	NOUN
easat-1881	113	29	index	index	NOUN
easat-1881	113	30	(	(	PUNCT
easat-1881	113	31	cpi	cpi	PROPN
easat-1881	113	32	)	)	PUNCT
easat-1881	113	33	has	have	VERB
easat-1881	113	34	a	a	DET
easat-1881	113	35	nonlinear	nonlinear	ADJ
easat-1881	113	36	effect	effect	NOUN
easat-1881	113	37	with	with	ADP
easat-1881	113	38	a	a	DET
easat-1881	113	39	positive	positive	ADJ
easat-1881	113	40	increase	increase	NOUN
easat-1881	113	41	/	/	SYM
easat-1881	113	42	decrease	decrease	NOUN
easat-1881	113	43	relationship	relationship	NOUN
easat-1881	113	44	because	because	SCONJ
easat-1881	113	45	the	the	DET
easat-1881	113	46	variance	variance	NOUN
easat-1881	113	47	of	of	ADP
easat-1881	113	48	the	the	DET
easat-1881	113	49	weights	weight	NOUN
easat-1881	113	50	is	be	AUX
easat-1881	113	51	all	all	ADV
easat-1881	113	52	greater	great	ADJ
easat-1881	113	53	than	than	ADP
easat-1881	113	54	1	1	NUM
easat-1881	113	55	,	,	PUNCT
easat-1881	113	56	and	and	CCONJ
easat-1881	113	57	the	the	DET
easat-1881	113	58	base	base	NOUN
easat-1881	113	59	interest	interest	NOUN
easat-1881	113	60	rate	rate	NOUN
easat-1881	113	61	(	(	PUNCT
easat-1881	113	62	bir	bir	NOUN
easat-1881	113	63	)	)	PUNCT
easat-1881	113	64	has	have	VERB
easat-1881	113	65	a	a	DET
easat-1881	113	66	linear	linear	ADJ
easat-1881	113	67	effect	effect	NOUN
easat-1881	113	68	with	with	ADP
easat-1881	113	69	a	a	DET
easat-1881	113	70	negative	negative	ADJ
easat-1881	113	71	increase	increase	NOUN
easat-1881	113	72	/	/	SYM
easat-1881	113	73	decrease	decrease	NOUN
easat-1881	113	74	relationship	relationship	NOUN
easat-1881	113	75	because	because	SCONJ
easat-1881	113	76	the	the	DET
easat-1881	113	77	variance	variance	NOUN
easat-1881	113	78	of	of	ADP
easat-1881	113	79	the	the	DET
easat-1881	113	80	weights	weight	NOUN
easat-1881	113	81	is	be	AUX
easat-1881	113	82	all	all	ADV
easat-1881	113	83	less	less	ADJ
easat-1881	113	84	than	than	ADP
easat-1881	113	85	1	1	NUM
easat-1881	113	86	.	.	PUNCT
easat-1881	113	87	figure	figure	NOUN
easat-1881	113	88	3	3	NUM
easat-1881	113	89	.	.	PUNCT
easat-1881	113	90	generalized	generalize	VERB
easat-1881	113	91	weights	weight	NOUN
easat-1881	113	92	by	by	ADP
easat-1881	113	93	variable	variable	NOUN
easat-1881	113	94	.	.	PUNCT
easat-1881	114	1	1635	1635	NUM
easat-1881	114	2	edelweiss	edelweiss	PROPN
easat-1881	114	3	applied	apply	VERB
easat-1881	114	4	science	science	NOUN
easat-1881	114	5	and	and	CCONJ
easat-1881	114	6	technology	technology	NOUN
easat-1881	114	7	issn	issn	PROPN
easat-1881	114	8	:	:	PUNCT
easat-1881	114	9	2576	2576	NUM
easat-1881	114	10	-	-	SYM
easat-1881	114	11	8484	8484	NUM
easat-1881	114	12	vol	vol	NOUN
easat-1881	114	13	.	.	PROPN
easat-1881	114	14	8	8	NUM
easat-1881	114	15	,	,	PUNCT
easat-1881	114	16	no	no	INTJ
easat-1881	114	17	.	.	NOUN
easat-1881	114	18	5	5	NUM
easat-1881	114	19	:	:	SYM
easat-1881	114	20	1628	1628	NUM
easat-1881	114	21	-	-	SYM
easat-1881	114	22	1636	1636	NUM
easat-1881	114	23	,	,	PUNCT
easat-1881	114	24	2024	2024	NUM
easat-1881	114	25	doi	doi	NOUN
easat-1881	114	26	:	:	PUNCT
easat-1881	114	27	10.55214/25768484.v8i5.1881	10.55214/25768484.v8i5.1881	NUM
easat-1881	114	28	©	©	ADP
easat-1881	114	29	2024	2024	NUM
easat-1881	114	30	by	by	ADP
easat-1881	114	31	the	the	DET
easat-1881	114	32	author	author	NOUN
easat-1881	114	33	;	;	PUNCT
easat-1881	114	34	licensee	licensee	PROPN
easat-1881	114	35	learning	learning	NOUN
easat-1881	114	36	gate	gate	NOUN
easat-1881	114	37	5	5	NUM
easat-1881	114	38	.	.	PUNCT
easat-1881	114	39	conclusion	conclusion	NOUN
easat-1881	114	40	in	in	ADP
easat-1881	114	41	this	this	DET
easat-1881	114	42	study	study	NOUN
easat-1881	114	43	,	,	PUNCT
easat-1881	114	44	we	we	PRON
easat-1881	114	45	applied	apply	VERB
easat-1881	114	46	the	the	DET
easat-1881	114	47	machine	machine	NOUN
easat-1881	114	48	learning	learn	VERB
easat-1881	114	49	methods	method	NOUN
easat-1881	114	50	of	of	ADP
easat-1881	114	51	deep	deep	ADJ
easat-1881	114	52	neural	neural	ADJ
easat-1881	114	53	network	network	NOUN
easat-1881	114	54	(	(	PUNCT
easat-1881	114	55	dnn	dnn	PROPN
easat-1881	114	56	)	)	PUNCT
easat-1881	114	57	and	and	CCONJ
easat-1881	114	58	support	support	VERB
easat-1881	114	59	vector	vector	NOUN
easat-1881	114	60	regression	regression	NOUN
easat-1881	114	61	(	(	PUNCT
easat-1881	114	62	svr	svr	NOUN
easat-1881	114	63	)	)	PUNCT
easat-1881	114	64	models	model	NOUN
easat-1881	114	65	,	,	PUNCT
easat-1881	114	66	using	use	VERB
easat-1881	114	67	macroeconomic	macroeconomic	ADJ
easat-1881	114	68	and	and	CCONJ
easat-1881	114	69	microeconomic	microeconomic	ADJ
easat-1881	114	70	variables	variable	NOUN
easat-1881	114	71	,	,	PUNCT
easat-1881	114	72	to	to	PART
easat-1881	114	73	evaluate	evaluate	VERB
easat-1881	114	74	the	the	DET
easat-1881	114	75	fit	fit	NOUN
easat-1881	114	76	of	of	ADP
easat-1881	114	77	housing	housing	NOUN
easat-1881	114	78	price	price	NOUN
easat-1881	114	79	index	index	NOUN
easat-1881	114	80	(	(	PUNCT
easat-1881	114	81	hpi	hpi	NOUN
easat-1881	114	82	)	)	PUNCT
easat-1881	114	83	prediction	prediction	NOUN
easat-1881	114	84	models	model	NOUN
easat-1881	114	85	based	base	VERB
easat-1881	114	86	on	on	ADP
easat-1881	114	87	the	the	DET
easat-1881	114	88	root	root	NOUN
easat-1881	114	89	mean	mean	NOUN
easat-1881	114	90	square	square	ADJ
easat-1881	114	91	error	error	NOUN
easat-1881	114	92	(	(	PUNCT
easat-1881	114	93	rmse	rmse	NOUN
easat-1881	114	94	)	)	PUNCT
easat-1881	114	95	.	.	PUNCT
easat-1881	115	1	the	the	DET
easat-1881	115	2	results	result	NOUN
easat-1881	115	3	of	of	ADP
easat-1881	115	4	the	the	DET
easat-1881	115	5	model	model	NOUN
easat-1881	115	6	fitting	fitting	NOUN
easat-1881	115	7	are	be	AUX
easat-1881	115	8	as	as	SCONJ
easat-1881	115	9	follows	follow	VERB
easat-1881	115	10	.	.	PUNCT
easat-1881	116	1	the	the	DET
easat-1881	116	2	analysis	analysis	NOUN
easat-1881	116	3	results	result	NOUN
easat-1881	116	4	of	of	ADP
easat-1881	116	5	the	the	DET
easat-1881	116	6	data	data	NOUN
easat-1881	116	7	features	feature	NOUN
easat-1881	116	8	showed	show	VERB
easat-1881	116	9	that	that	SCONJ
easat-1881	116	10	the	the	DET
easat-1881	116	11	data	datum	NOUN
easat-1881	116	12	did	do	AUX
easat-1881	116	13	not	not	PART
easat-1881	116	14	follow	follow	VERB
easat-1881	116	15	a	a	DET
easat-1881	116	16	normal	normal	ADJ
easat-1881	116	17	distribution	distribution	NOUN
easat-1881	116	18	,	,	PUNCT
easat-1881	116	19	and	and	CCONJ
easat-1881	116	20	the	the	DET
easat-1881	116	21	housing	housing	NOUN
easat-1881	116	22	price	price	NOUN
easat-1881	116	23	index	index	NOUN
easat-1881	116	24	and	and	CCONJ
easat-1881	116	25	the	the	DET
easat-1881	116	26	consumer	consumer	NOUN
easat-1881	116	27	price	price	NOUN
easat-1881	116	28	index	index	NOUN
easat-1881	116	29	had	have	VERB
easat-1881	116	30	a	a	DET
easat-1881	116	31	strong	strong	ADJ
easat-1881	116	32	positive	positive	ADJ
easat-1881	116	33	correlation	correlation	NOUN
easat-1881	116	34	,	,	PUNCT
easat-1881	116	35	and	and	CCONJ
easat-1881	116	36	so	so	ADV
easat-1881	116	37	did	do	VERB
easat-1881	116	38	the	the	DET
easat-1881	116	39	housing	housing	NOUN
easat-1881	116	40	price	price	NOUN
easat-1881	116	41	index	index	NOUN
easat-1881	116	42	and	and	CCONJ
easat-1881	116	43	the	the	DET
easat-1881	116	44	comprehensive	comprehensive	ADJ
easat-1881	116	45	stock	stock	NOUN
easat-1881	116	46	price	price	NOUN
easat-1881	116	47	index	index	NOUN
easat-1881	116	48	.	.	PUNCT
easat-1881	117	1	in	in	ADP
easat-1881	117	2	order	order	NOUN
easat-1881	117	3	to	to	PART
easat-1881	117	4	apply	apply	VERB
easat-1881	117	5	the	the	DET
easat-1881	117	6	machine	machine	NOUN
easat-1881	117	7	learning	learning	NOUN
easat-1881	117	8	method	method	NOUN
easat-1881	117	9	,	,	PUNCT
easat-1881	117	10	min	min	ADJ
easat-1881	117	11	-	-	ADJ
easat-1881	117	12	max	max	PROPN
easat-1881	117	13	normalization	normalization	NOUN
easat-1881	117	14	was	be	AUX
easat-1881	117	15	performed	perform	VERB
easat-1881	117	16	on	on	ADP
easat-1881	117	17	the	the	DET
easat-1881	117	18	variables	variable	NOUN
easat-1881	117	19	,	,	PUNCT
easat-1881	117	20	and	and	CCONJ
easat-1881	117	21	when	when	SCONJ
easat-1881	117	22	the	the	DET
easat-1881	117	23	soft	soft	ADJ
easat-1881	117	24	plus	plus	ADJ
easat-1881	117	25	,	,	PUNCT
easat-1881	117	26	hyperbolic	hyperbolic	ADJ
easat-1881	117	27	tangent	tangent	NOUN
easat-1881	117	28	(	(	PUNCT
easat-1881	117	29	tanh	tanh	NOUN
easat-1881	117	30	)	)	PUNCT
easat-1881	117	31	,	,	PUNCT
easat-1881	117	32	and	and	CCONJ
easat-1881	117	33	rectified	rectify	VERB
easat-1881	117	34	linear	linear	NOUN
easat-1881	117	35	unit	unit	NOUN
easat-1881	117	36	(	(	PUNCT
easat-1881	117	37	relu	relu	NOUN
easat-1881	117	38	)	)	PUNCT
easat-1881	117	39	activation	activation	NOUN
easat-1881	117	40	functions	function	NOUN
easat-1881	117	41	were	be	AUX
easat-1881	117	42	applied	apply	VERB
easat-1881	117	43	to	to	ADP
easat-1881	117	44	the	the	DET
easat-1881	117	45	deep	deep	ADJ
easat-1881	117	46	neural	neural	ADJ
easat-1881	117	47	network	network	NOUN
easat-1881	117	48	model	model	NOUN
easat-1881	117	49	for	for	ADP
easat-1881	117	50	prediction	prediction	NOUN
easat-1881	117	51	,	,	PUNCT
easat-1881	117	52	the	the	DET
easat-1881	117	53	soft	soft	ADJ
easat-1881	117	54	plus	plus	CCONJ
easat-1881	117	55	activation	activation	NOUN
easat-1881	117	56	function	function	NOUN
easat-1881	117	57	yielded	yield	VERB
easat-1881	117	58	the	the	DET
easat-1881	117	59	lowest	low	ADJ
easat-1881	117	60	root	root	NOUN
easat-1881	117	61	mean	mean	ADJ
easat-1881	117	62	square	square	NOUN
easat-1881	117	63	error	error	NOUN
easat-1881	117	64	,	,	PUNCT
easat-1881	117	65	approximately	approximately	ADV
easat-1881	117	66	0.1298	0.1298	NUM
easat-1881	117	67	.	.	PUNCT
easat-1881	118	1	and	and	CCONJ
easat-1881	118	2	when	when	SCONJ
easat-1881	118	3	using	use	VERB
easat-1881	118	4	the	the	DET
easat-1881	118	5	gaussian	gaussian	ADJ
easat-1881	118	6	rbf	rbf	PROPN
easat-1881	118	7	kernel	kernel	PROPN
easat-1881	118	8	and	and	CCONJ
easat-1881	118	9	adjusting	adjust	VERB
easat-1881	118	10	the	the	DET
easat-1881	118	11	parameters	parameter	NOUN
easat-1881	118	12	c	c	PROPN
easat-1881	118	13	and	and	CCONJ
easat-1881	118	14	gamma	gamma	NOUN
easat-1881	118	15	in	in	ADP
easat-1881	118	16	the	the	DET
easat-1881	118	17	support	support	NOUN
easat-1881	118	18	vector	vector	NOUN
easat-1881	118	19	regression	regression	NOUN
easat-1881	118	20	model	model	NOUN
easat-1881	118	21	,	,	PUNCT
easat-1881	118	22	the	the	DET
easat-1881	118	23	lowest	low	ADJ
easat-1881	118	24	root	root	NOUN
easat-1881	118	25	means	mean	VERB
easat-1881	118	26	square	square	ADJ
easat-1881	118	27	error	error	NOUN
easat-1881	118	28	,	,	PUNCT
easat-1881	118	29	approximately	approximately	ADV
easat-1881	118	30	0.2781	0.2781	NUM
easat-1881	118	31	,	,	PUNCT
easat-1881	118	32	was	be	AUX
easat-1881	118	33	achieved	achieve	VERB
easat-1881	118	34	with	with	ADP
easat-1881	118	35	c=100	c=100	PROPN
easat-1881	118	36	and	and	CCONJ
easat-1881	118	37	gamma=0.1	gamma=0.1	PROPN
easat-1881	118	38	.	.	PROPN
easat-1881	119	1	therefore	therefore	ADV
easat-1881	119	2	,	,	PUNCT
easat-1881	119	3	based	base	VERB
easat-1881	119	4	on	on	ADP
easat-1881	119	5	the	the	DET
easat-1881	119	6	evaluation	evaluation	NOUN
easat-1881	119	7	of	of	ADP
easat-1881	119	8	model	model	NOUN
easat-1881	119	9	performance	performance	NOUN
easat-1881	119	10	using	use	VERB
easat-1881	119	11	the	the	DET
easat-1881	119	12	root	root	NOUN
easat-1881	119	13	mean	mean	ADJ
easat-1881	119	14	square	square	NOUN
easat-1881	119	15	error	error	NOUN
easat-1881	119	16	,	,	PUNCT
easat-1881	119	17	the	the	DET
easat-1881	119	18	deep	deep	ADJ
easat-1881	119	19	neural	neural	ADJ
easat-1881	119	20	network	network	NOUN
easat-1881	119	21	prediction	prediction	NOUN
easat-1881	119	22	model	model	NOUN
easat-1881	119	23	,	,	PUNCT
easat-1881	119	24	which	which	PRON
easat-1881	119	25	exhibited	exhibit	VERB
easat-1881	119	26	a	a	DET
easat-1881	119	27	relatively	relatively	ADV
easat-1881	119	28	smaller	small	ADJ
easat-1881	119	29	error	error	NOUN
easat-1881	119	30	,	,	PUNCT
easat-1881	119	31	is	be	AUX
easat-1881	119	32	more	more	ADV
easat-1881	119	33	accurate	accurate	ADJ
easat-1881	119	34	.	.	PUNCT
easat-1881	120	1	additionally	additionally	ADV
easat-1881	120	2	,	,	PUNCT
easat-1881	120	3	the	the	DET
easat-1881	120	4	correlation	correlation	NOUN
easat-1881	120	5	coefficient	coefficient	NOUN
easat-1881	120	6	between	between	ADP
easat-1881	120	7	the	the	DET
easat-1881	120	8	predicted	predict	VERB
easat-1881	120	9	and	and	CCONJ
easat-1881	120	10	actual	actual	ADJ
easat-1881	120	11	housing	housing	NOUN
easat-1881	120	12	price	price	NOUN
easat-1881	120	13	index	index	NOUN
easat-1881	120	14	values	value	NOUN
easat-1881	120	15	in	in	ADP
easat-1881	120	16	the	the	DET
easat-1881	120	17	deep	deep	ADJ
easat-1881	120	18	neural	neural	ADJ
easat-1881	120	19	network	network	NOUN
easat-1881	120	20	model	model	NOUN
easat-1881	120	21	was	be	AUX
easat-1881	120	22	also	also	ADV
easat-1881	120	23	high	high	ADJ
easat-1881	120	24	,	,	PUNCT
easat-1881	120	25	at	at	ADP
easat-1881	120	26	93.42	93.42	NUM
easat-1881	120	27	%	%	NOUN
easat-1881	120	28	.	.	PUNCT
easat-1881	121	1	the	the	DET
easat-1881	121	2	results	result	NOUN
easat-1881	121	3	of	of	ADP
easat-1881	121	4	this	this	DET
easat-1881	121	5	study	study	NOUN
easat-1881	121	6	demonstrate	demonstrate	VERB
easat-1881	121	7	the	the	DET
easat-1881	121	8	prediction	prediction	NOUN
easat-1881	121	9	of	of	ADP
easat-1881	121	10	the	the	DET
easat-1881	121	11	housing	housing	NOUN
easat-1881	121	12	price	price	NOUN
easat-1881	121	13	index	index	NOUN
easat-1881	121	14	and	and	CCONJ
easat-1881	121	15	the	the	DET
easat-1881	121	16	evaluation	evaluation	NOUN
easat-1881	121	17	of	of	ADP
easat-1881	121	18	model	model	NOUN
easat-1881	121	19	fit	fit	ADJ
easat-1881	121	20	using	use	VERB
easat-1881	121	21	machine	machine	NOUN
easat-1881	121	22	learning	learning	NOUN
easat-1881	121	23	models	model	NOUN
easat-1881	121	24	that	that	PRON
easat-1881	121	25	exhibit	exhibit	VERB
easat-1881	121	26	excellent	excellent	ADJ
easat-1881	121	27	predictive	predictive	ADJ
easat-1881	121	28	performance	performance	NOUN
easat-1881	121	29	,	,	PUNCT
easat-1881	121	30	even	even	ADV
easat-1881	121	31	with	with	ADP
easat-1881	121	32	unstable	unstable	ADJ
easat-1881	121	33	data	datum	NOUN
easat-1881	121	34	,	,	PUNCT
easat-1881	121	35	by	by	ADP
easat-1881	121	36	utilizing	utilize	VERB
easat-1881	121	37	six	six	NUM
easat-1881	121	38	domestic	domestic	ADJ
easat-1881	121	39	and	and	CCONJ
easat-1881	121	40	international	international	ADJ
easat-1881	121	41	economic	economic	ADJ
easat-1881	121	42	variables	variable	NOUN
easat-1881	121	43	.	.	PUNCT
easat-1881	122	1	since	since	SCONJ
easat-1881	122	2	housing	housing	NOUN
easat-1881	122	3	,	,	PUNCT
easat-1881	122	4	as	as	ADP
easat-1881	122	5	an	an	DET
easat-1881	122	6	asset	asset	NOUN
easat-1881	122	7	,	,	PUNCT
easat-1881	122	8	holds	hold	VERB
easat-1881	122	9	significant	significant	ADJ
easat-1881	122	10	financial	financial	ADJ
easat-1881	122	11	value	value	NOUN
easat-1881	122	12	,	,	PUNCT
easat-1881	122	13	these	these	DET
easat-1881	122	14	findings	finding	NOUN
easat-1881	122	15	are	be	AUX
easat-1881	122	16	expected	expect	VERB
easat-1881	122	17	to	to	PART
easat-1881	122	18	assist	assist	VERB
easat-1881	122	19	real	real	ADJ
easat-1881	122	20	estate	estate	NOUN
easat-1881	122	21	market	market	NOUN
easat-1881	122	22	participants	participant	NOUN
easat-1881	122	23	in	in	ADP
easat-1881	122	24	their	their	PRON
easat-1881	122	25	decision	decision	NOUN
easat-1881	122	26	-	-	PUNCT
easat-1881	122	27	making	make	VERB
easat-1881	122	28	processes	process	NOUN
easat-1881	122	29	.	.	PUNCT
easat-1881	123	1	as	as	SCONJ
easat-1881	123	2	major	major	ADJ
easat-1881	123	3	countries	country	NOUN
easat-1881	123	4	around	around	ADP
easat-1881	123	5	the	the	DET
easat-1881	123	6	world	world	NOUN
easat-1881	123	7	maintain	maintain	VERB
easat-1881	123	8	high	high	ADJ
easat-1881	123	9	-	-	PUNCT
easat-1881	123	10	intensity	intensity	NOUN
easat-1881	123	11	monetary	monetary	ADJ
easat-1881	123	12	policies	policy	NOUN
easat-1881	123	13	and	and	CCONJ
easat-1881	123	14	high	high	ADJ
easat-1881	123	15	interest	interest	NOUN
easat-1881	123	16	rates	rate	NOUN
easat-1881	123	17	,	,	PUNCT
easat-1881	123	18	and	and	CCONJ
easat-1881	123	19	exports	export	NOUN
easat-1881	123	20	continue	continue	VERB
easat-1881	123	21	to	to	PART
easat-1881	123	22	slump	slump	VERB
easat-1881	123	23	,	,	PUNCT
easat-1881	123	24	uncertainty	uncertainty	NOUN
easat-1881	123	25	in	in	ADP
easat-1881	123	26	the	the	DET
easat-1881	123	27	domestic	domestic	ADJ
easat-1881	123	28	economy	economy	NOUN
easat-1881	123	29	is	be	AUX
easat-1881	123	30	becoming	become	VERB
easat-1881	123	31	more	more	ADV
easat-1881	123	32	apparent	apparent	ADJ
easat-1881	123	33	.	.	PUNCT
easat-1881	124	1	economic	economic	ADJ
easat-1881	124	2	uncertainty	uncertainty	NOUN
easat-1881	124	3	is	be	AUX
easat-1881	124	4	closely	closely	ADV
easat-1881	124	5	related	relate	VERB
easat-1881	124	6	to	to	ADP
easat-1881	124	7	changes	change	NOUN
easat-1881	124	8	in	in	ADP
easat-1881	124	9	national	national	ADJ
easat-1881	124	10	housing	housing	NOUN
easat-1881	124	11	prices	price	NOUN
easat-1881	124	12	.	.	PUNCT
easat-1881	125	1	research	research	NOUN
easat-1881	125	2	on	on	ADP
easat-1881	125	3	housing	housing	NOUN
easat-1881	125	4	price	price	NOUN
easat-1881	125	5	prediction	prediction	NOUN
easat-1881	125	6	models	model	NOUN
easat-1881	125	7	using	use	VERB
easat-1881	125	8	accumulated	accumulate	VERB
easat-1881	125	9	indicators	indicator	NOUN
easat-1881	125	10	that	that	PRON
easat-1881	125	11	take	take	VERB
easat-1881	125	12	into	into	ADP
easat-1881	125	13	account	account	NOUN
easat-1881	125	14	domestic	domestic	ADJ
easat-1881	125	15	and	and	CCONJ
easat-1881	125	16	international	international	ADJ
easat-1881	125	17	environments	environment	NOUN
easat-1881	125	18	should	should	AUX
easat-1881	125	19	continue	continue	VERB
easat-1881	125	20	,	,	PUNCT
easat-1881	125	21	and	and	CCONJ
easat-1881	125	22	the	the	DET
easat-1881	125	23	application	application	NOUN
easat-1881	125	24	of	of	ADP
easat-1881	125	25	deep	deep	ADJ
easat-1881	125	26	learning	learning	NOUN
easat-1881	125	27	models	model	NOUN
easat-1881	125	28	,	,	PUNCT
easat-1881	125	29	one	one	NUM
easat-1881	125	30	of	of	ADP
easat-1881	125	31	the	the	DET
easat-1881	125	32	methods	method	NOUN
easat-1881	125	33	for	for	ADP
easat-1881	125	34	predicting	predict	VERB
easat-1881	125	35	complex	complex	ADJ
easat-1881	125	36	problems	problem	NOUN
easat-1881	125	37	more	more	ADV
easat-1881	125	38	accurately	accurately	ADV
easat-1881	125	39	,	,	PUNCT
easat-1881	125	40	is	be	AUX
easat-1881	125	41	left	leave	VERB
easat-1881	125	42	as	as	ADP
easat-1881	125	43	a	a	DET
easat-1881	125	44	future	future	ADJ
easat-1881	125	45	research	research	NOUN
easat-1881	125	46	task	task	NOUN
easat-1881	125	47	.	.	PUNCT
easat-1881	126	1	acknowledgments	acknowledgment	NOUN
easat-1881	126	2	:	:	PUNCT
easat-1881	126	3	this	this	DET
easat-1881	126	4	research	research	NOUN
easat-1881	126	5	was	be	AUX
easat-1881	126	6	supported	support	VERB
easat-1881	126	7	by	by	ADP
easat-1881	126	8	seokyeong	seokyeong	PROPN
easat-1881	126	9	university	university	PROPN
easat-1881	126	10	in	in	ADP
easat-1881	126	11	2024	2024	NUM
easat-1881	126	12	.	.	PUNCT
easat-1881	127	1	copyright	copyright	NOUN
easat-1881	127	2	:	:	PUNCT
easat-1881	127	3	©	©	PROPN
easat-1881	127	4	2024	2024	NUM
easat-1881	127	5	by	by	ADP
easat-1881	127	6	the	the	DET
easat-1881	127	7	authors	author	NOUN
easat-1881	127	8	.	.	PUNCT
easat-1881	128	1	this	this	DET
easat-1881	128	2	article	article	NOUN
easat-1881	128	3	is	be	AUX
easat-1881	128	4	an	an	DET
easat-1881	128	5	open	open	ADJ
easat-1881	128	6	access	access	NOUN
easat-1881	128	7	article	article	NOUN
easat-1881	128	8	distributed	distribute	VERB
easat-1881	128	9	under	under	ADP
easat-1881	128	10	the	the	DET
easat-1881	128	11	terms	term	NOUN
easat-1881	128	12	and	and	CCONJ
easat-1881	128	13	conditions	condition	NOUN
easat-1881	128	14	of	of	ADP
easat-1881	128	15	the	the	DET
easat-1881	128	16	creative	creative	ADJ
easat-1881	128	17	commons	common	NOUN
easat-1881	128	18	attribution	attribution	NOUN
easat-1881	128	19	(	(	PUNCT
easat-1881	128	20	cc	cc	NOUN
easat-1881	128	21	by	by	ADP
easat-1881	128	22	)	)	PUNCT
easat-1881	128	23	license	license	NOUN
easat-1881	128	24	(	(	PUNCT
easat-1881	128	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1881	128	26	)	)	PUNCT
easat-1881	128	27	.	.	PUNCT
easat-1881	129	1	references	reference	NOUN
easat-1881	129	2	[	[	X
easat-1881	129	3	1	1	NUM
easat-1881	129	4	]	]	SYM
easat-1881	129	5	2024	2024	NUM
easat-1881	129	6	kb	kb	PROPN
easat-1881	129	7	real	real	ADJ
easat-1881	129	8	estate	estate	NOUN
easat-1881	129	9	report	report	NOUN
easat-1881	129	10	,	,	PUNCT
easat-1881	129	11	kb	kb	PROPN
easat-1881	129	12	financial	financial	PROPN
easat-1881	129	13	group	group	PROPN
easat-1881	129	14	management	management	PROPN
easat-1881	129	15	research	research	NOUN
easat-1881	129	16	center	center	NOUN
easat-1881	129	17	,	,	PUNCT
easat-1881	129	18	(	(	PUNCT
easat-1881	129	19	2024	2024	NUM
easat-1881	129	20	)	)	PUNCT
easat-1881	129	21	.	.	PUNCT
easat-1881	130	1	[	[	X
easat-1881	130	2	2	2	NUM
easat-1881	130	3	]	]	PUNCT
easat-1881	130	4	antipov	antipov	NOUN
easat-1881	130	5	,	,	PUNCT
easat-1881	130	6	e.	e.	PROPN
easat-1881	130	7	a.	a.	PROPN
easat-1881	130	8	and	and	CCONJ
easat-1881	130	9	pokryshevskaya	pokryshevskaya	PROPN
easat-1881	130	10	,	,	PUNCT
easat-1881	130	11	e.	e.	PROPN
easat-1881	130	12	b.	b.	PROPN
easat-1881	130	13	,	,	PUNCT
easat-1881	130	14	mass	mass	ADJ
easat-1881	130	15	appraisal	appraisal	NOUN
easat-1881	130	16	of	of	ADP
easat-1881	130	17	residential	residential	ADJ
easat-1881	130	18	apartments	apartment	NOUN
easat-1881	130	19	:	:	PUNCT
easat-1881	130	20	an	an	DET
easat-1881	130	21	application	application	NOUN
easat-1881	130	22	of	of	ADP
easat-1881	130	23	random	random	ADJ
easat-1881	130	24	forest	forest	NOUN
easat-1881	130	25	for	for	ADP
easat-1881	130	26	valuation	valuation	NOUN
easat-1881	130	27	and	and	CCONJ
easat-1881	130	28	a	a	DET
easat-1881	130	29	cart	cart	NOUN
easat-1881	130	30	-	-	PUNCT
easat-1881	130	31	based	base	VERB
easat-1881	130	32	approach	approach	NOUN
easat-1881	130	33	for	for	ADP
easat-1881	130	34	model	model	NOUN
easat-1881	130	35	diagnostics	diagnostic	NOUN
easat-1881	130	36	,	,	PUNCT
easat-1881	130	37	expert	expert	NOUN
easat-1881	130	38	systems	system	NOUN
easat-1881	130	39	with	with	ADP
easat-1881	130	40	applications	application	NOUN
easat-1881	130	41	,	,	PUNCT
easat-1881	130	42	39	39	NUM
easat-1881	130	43	,	,	PUNCT
easat-1881	130	44	(	(	PUNCT
easat-1881	130	45	2012	2012	NUM
easat-1881	130	46	)	)	PUNCT
easat-1881	130	47	,	,	PUNCT
easat-1881	130	48	17721778	17721778	NUM
easat-1881	130	49	.	.	PUNCT
easat-1881	131	1	https://doi.org/10.1016/j.eswa.2011.08.077	https://doi.org/10.1016/j.eswa.2011.08.077	PROPN
easat-1881	131	2	[	[	X
easat-1881	131	3	3	3	NUM
easat-1881	131	4	]	]	X
easat-1881	131	5	shynkevich	shynkevich	NOUN
easat-1881	131	6	,	,	PUNCT
easat-1881	131	7	y.	y.	PROPN
easat-1881	131	8	,	,	PUNCT
easat-1881	131	9	mcginnity	mcginnity	NOUN
easat-1881	131	10	,	,	PUNCT
easat-1881	131	11	t.	t.	NOUN
easat-1881	131	12	m.	m.	NOUN
easat-1881	131	13	,	,	PUNCT
easat-1881	131	14	sonya	sonya	PROPN
easat-1881	131	15	,	,	PUNCT
easat-1881	131	16	a.	a.	PROPN
easat-1881	131	17	,	,	PUNCT
easat-1881	131	18	belatreche	belatreche	NOUN
easat-1881	131	19	,	,	PUNCT
easat-1881	131	20	a.	a.	NOUN
easat-1881	131	21	and	and	CCONJ
easat-1881	131	22	li	li	PROPN
easat-1881	131	23	,	,	PUNCT
easat-1881	131	24	y.	y.	NOUN
easat-1881	131	25	,	,	PUNCT
easat-1881	131	26	forecasting	forecast	VERB
easat-1881	131	27	price	price	NOUN
easat-1881	131	28	movements	movement	NOUN
easat-1881	131	29	using	use	VERB
easat-1881	131	30	technical	technical	ADJ
easat-1881	131	31	indicators	indicator	NOUN
easat-1881	131	32	:	:	PUNCT
easat-1881	131	33	investigating	investigate	VERB
easat-1881	131	34	the	the	DET
easat-1881	131	35	impact	impact	NOUN
easat-1881	131	36	of	of	ADP
easat-1881	131	37	varying	vary	VERB
easat-1881	131	38	input	input	NOUN
easat-1881	131	39	window	window	NOUN
easat-1881	131	40	length	length	NOUN
easat-1881	131	41	,	,	PUNCT
easat-1881	131	42	neurocomputing	neurocompute	VERB
easat-1881	131	43	264	264	NUM
easat-1881	131	44	(	(	PUNCT
easat-1881	131	45	2017	2017	NUM
easat-1881	131	46	)	)	PUNCT
easat-1881	131	47	,	,	PUNCT
easat-1881	131	48	71	71	NUM
easat-1881	131	49	-	-	SYM
easat-1881	131	50	88	88	NUM
easat-1881	131	51	.	.	PUNCT
easat-1881	132	1	https://doi.org/10.1016/j.neucom.2016.11.095	https://doi.org/10.1016/j.neucom.2016.11.095	NOUN
easat-1881	132	2	[	[	X
easat-1881	132	3	4	4	NUM
easat-1881	132	4	]	]	X
easat-1881	132	5	bae	bae	NOUN
easat-1881	132	6	,	,	PUNCT
easat-1881	132	7	s.	s.	PROPN
easat-1881	132	8	w.	w.	PROPN
easat-1881	132	9	and	and	CCONJ
easat-1881	132	10	yu	yu	PROPN
easat-1881	132	11	,	,	PUNCT
easat-1881	132	12	j.	j.	PROPN
easat-1881	132	13	s	s	PROPN
easat-1881	132	14	,	,	PUNCT
easat-1881	132	15	estimation	estimation	NOUN
easat-1881	132	16	of	of	ADP
easat-1881	132	17	the	the	DET
easat-1881	132	18	apartment	apartment	NOUN
easat-1881	132	19	housing	housing	NOUN
easat-1881	132	20	price	price	NOUN
easat-1881	132	21	using	use	VERB
easat-1881	132	22	the	the	DET
easat-1881	132	23	machine	machine	NOUN
easat-1881	132	24	learning	learning	NOUN
easat-1881	132	25	methods	method	NOUN
easat-1881	132	26	,	,	PUNCT
easat-1881	132	27	journal	journal	NOUN
easat-1881	132	28	of	of	ADP
easat-1881	132	29	the	the	DET
easat-1881	132	30	korea	korea	PROPN
easat-1881	132	31	real	real	ADJ
easat-1881	132	32	estate	estate	NOUN
easat-1881	132	33	analysts	analyst	NOUN
easat-1881	132	34	association	association	NOUN
easat-1881	132	35	,	,	PUNCT
easat-1881	132	36	24	24	NUM
easat-1881	132	37	(	(	PUNCT
easat-1881	132	38	2018	2018	NUM
easat-1881	132	39	)	)	PUNCT
easat-1881	132	40	,	,	PUNCT
easat-1881	132	41	69	69	NUM
easat-1881	132	42	-	-	SYM
easat-1881	132	43	85	85	NUM
easat-1881	132	44	.	.	PUNCT
easat-1881	133	1	http://dx.doi.org/10.19172/kreaa.24.1.5	http://dx.doi.org/10.19172/kreaa.24.1.5	PRON
easat-1881	133	2	[	[	X
easat-1881	133	3	5	5	NUM
easat-1881	133	4	]	]	PUNCT
easat-1881	133	5	shin	shin	NOUN
easat-1881	133	6	,	,	PUNCT
easat-1881	133	7	m.	m.	NOUN
easat-1881	133	8	,	,	PUNCT
easat-1881	133	9	zhang	zhang	PROPN
easat-1881	133	10	,	,	PUNCT
easat-1881	133	11	b.	b.	PROPN
easat-1881	133	12	,	,	PUNCT
easat-1881	133	13	zhong	zhong	PROPN
easat-1881	133	14	,	,	PUNCT
easat-1881	133	15	m.	m.	NOUN
easat-1881	133	16	and	and	CCONJ
easat-1881	133	17	lee	lee	PROPN
easat-1881	133	18	,	,	PUNCT
easat-1881	133	19	d.	d.	PROPN
easat-1881	133	20	j.	j.	PROPN
easat-1881	133	21	,	,	PUNCT
easat-1881	133	22	measuring	measure	VERB
easat-1881	133	23	international	international	ADJ
easat-1881	133	24	uncertainty	uncertainty	NOUN
easat-1881	133	25	:	:	PUNCT
easat-1881	133	26	the	the	DET
easat-1881	133	27	case	case	NOUN
easat-1881	133	28	of	of	ADP
easat-1881	133	29	korea	korea	PROPN
easat-1881	133	30	,	,	PUNCT
easat-1881	133	31	economics	economics	PROPN
easat-1881	133	32	letters,162	letters,162	NOUN
easat-1881	133	33	(	(	PUNCT
easat-1881	133	34	2018	2018	NUM
easat-1881	133	35	)	)	PUNCT
easat-1881	133	36	,	,	PUNCT
easat-1881	133	37	22	22	NUM
easat-1881	133	38	-	-	SYM
easat-1881	133	39	26	26	NUM
easat-1881	133	40	.	.	PUNCT
easat-1881	134	1	https://doi.org/10.1016/j.econlet.2017.10.014	https://doi.org/10.1016/j.econlet.2017.10.014	VERB
easat-1881	135	1	[	[	PUNCT
easat-1881	135	2	6	6	NUM
easat-1881	135	3	]	]	X
easat-1881	135	4	kim	kim	PROPN
easat-1881	135	5	,	,	PUNCT
easat-1881	135	6	j.	j.	PROPN
easat-1881	135	7	y.	y.	PROPN
easat-1881	135	8	,	,	PUNCT
easat-1881	135	9	connectedness	connectedness	NOUN
easat-1881	135	10	between	between	ADP
easat-1881	135	11	epu	epu	PROPN
easat-1881	135	12	index	index	NOUN
easat-1881	135	13	and	and	CCONJ
easat-1881	135	14	korean	korean	ADJ
easat-1881	135	15	housing	housing	NOUN
easat-1881	135	16	market	market	NOUN
easat-1881	135	17	returns	return	NOUN
easat-1881	135	18	,	,	PUNCT
easat-1881	135	19	journal	journal	NOUN
easat-1881	135	20	of	of	ADP
easat-1881	135	21	the	the	DET
easat-1881	135	22	korea	korea	PROPN
easat-1881	135	23	real	real	ADJ
easat-1881	135	24	estate	estate	NOUN
easat-1881	135	25	analysts	analyst	NOUN
easat-1881	135	26	association	association	NOUN
easat-1881	135	27	,	,	PUNCT
easat-1881	135	28	26	26	NUM
easat-1881	135	29	(	(	PUNCT
easat-1881	135	30	2020	2020	NUM
easat-1881	135	31	)	)	PUNCT
easat-1881	135	32	,	,	PUNCT
easat-1881	135	33	7	7	NUM
easat-1881	135	34	-	-	SYM
easat-1881	135	35	24	24	NUM
easat-1881	135	36	,	,	PUNCT
easat-1881	135	37	http://dx.doi.org/10.19172/kreaa.26.1.1	http://dx.doi.org/10.19172/kreaa.26.1.1	NOUN
easat-1881	135	38	[	[	X
easat-1881	135	39	7	7	NUM
easat-1881	135	40	]	]	X
easat-1881	135	41	lee	lee	PROPN
easat-1881	135	42	,	,	PUNCT
easat-1881	135	43	b.	b.	PROPN
easat-1881	135	44	s.	s.	PROPN
easat-1881	135	45	,	,	PUNCT
easat-1881	135	46	evaluation	evaluation	NOUN
easat-1881	135	47	of	of	ADP
easat-1881	135	48	neural	neural	ADJ
easat-1881	135	49	network	network	NOUN
easat-1881	135	50	model	model	NOUN
easat-1881	135	51	for	for	ADP
easat-1881	135	52	estimating	estimate	VERB
easat-1881	135	53	pile	pile	ADJ
easat-1881	135	54	load	load	NOUN
easat-1881	135	55	capacity	capacity	NOUN
easat-1881	135	56	,	,	PUNCT
easat-1881	135	57	journal	journal	NOUN
easat-1881	135	58	of	of	ADP
easat-1881	135	59	korean	korean	ADJ
easat-1881	135	60	society	society	NOUN
easat-1881	135	61	of	of	ADP
easat-1881	135	62	hazard	hazard	NOUN
easat-1881	135	63	mitigation	mitigation	NOUN
easat-1881	135	64	,	,	PUNCT
easat-1881	135	65	21	21	NUM
easat-1881	135	66	(	(	PUNCT
easat-1881	135	67	2021	2021	NUM
easat-1881	135	68	)	)	PUNCT
easat-1881	135	69	,	,	PUNCT
easat-1881	135	70	221	221	NUM
easat-1881	135	71	-	-	SYM
easat-1881	135	72	228	228	NUM
easat-1881	135	73	.	.	PUNCT
easat-1881	136	1	https://doi.org/10.9798/kosham.2021.21.5.221	https://doi.org/10.9798/kosham.2021.21.5.221	PROPN
easat-1881	136	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1881	136	3	https://doi.org/10.1016/j.eswa.2011.08.077	https://doi.org/10.1016/j.eswa.2011.08.077	PROPN
easat-1881	136	4	https://doi.org/10.1016/j.neucom.2016.11.095	https://doi.org/10.1016/j.neucom.2016.11.095	PROPN
easat-1881	136	5	http://dx.doi.org/10.19172/kreaa.24.1.5	http://dx.doi.org/10.19172/kreaa.24.1.5	PROPN
easat-1881	136	6	https://doi.org/10.1016/j.econlet.2017.10.014	https://doi.org/10.1016/j.econlet.2017.10.014	PROPN
easat-1881	136	7	http://dx.doi.org/10.19172/kreaa.26.1.1	http://dx.doi.org/10.19172/kreaa.26.1.1	NOUN
easat-1881	136	8	https://doi.org/10.9798/kosham.2021.21.5.221	https://doi.org/10.9798/kosham.2021.21.5.221	PROPN
easat-1881	136	9	1636	1636	NUM
easat-1881	136	10	edelweiss	edelweiss	PROPN
easat-1881	136	11	applied	apply	VERB
easat-1881	136	12	science	science	NOUN
easat-1881	136	13	and	and	CCONJ
easat-1881	136	14	technology	technology	NOUN
easat-1881	136	15	issn	issn	PROPN
easat-1881	136	16	:	:	PUNCT
easat-1881	136	17	2576	2576	NUM
easat-1881	136	18	-	-	SYM
easat-1881	136	19	8484	8484	NUM
easat-1881	136	20	vol	vol	NOUN
easat-1881	136	21	.	.	PROPN
easat-1881	136	22	8	8	NUM
easat-1881	136	23	,	,	PUNCT
easat-1881	136	24	no	no	INTJ
easat-1881	136	25	.	.	NOUN
easat-1881	136	26	5	5	NUM
easat-1881	136	27	:	:	SYM
easat-1881	136	28	1628	1628	NUM
easat-1881	136	29	-	-	SYM
easat-1881	136	30	1636	1636	NUM
easat-1881	136	31	,	,	PUNCT
easat-1881	136	32	2024	2024	NUM
easat-1881	136	33	doi	doi	NOUN
easat-1881	136	34	:	:	PUNCT
easat-1881	136	35	10.55214/25768484.v8i5.1881	10.55214/25768484.v8i5.1881	NUM
easat-1881	136	36	©	©	ADP
easat-1881	136	37	2024	2024	NUM
easat-1881	136	38	by	by	ADP
easat-1881	136	39	the	the	DET
easat-1881	136	40	author	author	NOUN
easat-1881	136	41	;	;	PUNCT
easat-1881	136	42	licensee	licensee	PROPN
easat-1881	136	43	learning	learning	NOUN
easat-1881	136	44	gate	gate	NOUN
easat-1881	137	1	[	[	X
easat-1881	137	2	8	8	NUM
easat-1881	137	3	]	]	X
easat-1881	137	4	kim	kim	PROPN
easat-1881	137	5	,	,	PUNCT
easat-1881	137	6	k.	k.	PROPN
easat-1881	137	7	s.	s.	PROPN
easat-1881	137	8	,	,	PUNCT
easat-1881	137	9	kim	kim	PROPN
easat-1881	137	10	b.	b.	PROPN
easat-1881	137	11	h.	h.	PROPN
easat-1881	137	12	and	and	CCONJ
easat-1881	137	13	han	han	PROPN
easat-1881	137	14	,	,	PUNCT
easat-1881	137	15	k.	k.	PROPN
easat-1881	137	16	y.	y.	PROPN
easat-1881	137	17	,	,	PUNCT
easat-1881	137	18	performance	performance	NOUN
easat-1881	137	19	evaluation	evaluation	NOUN
easat-1881	137	20	of	of	ADP
easat-1881	137	21	effective	effective	ADJ
easat-1881	137	22	drought	drought	NOUN
easat-1881	137	23	prediction	prediction	NOUN
easat-1881	137	24	using	use	VERB
easat-1881	137	25	machine	machine	NOUN
easat-1881	137	26	learning	learning	NOUN
easat-1881	137	27	,	,	PUNCT
easat-1881	137	28	journal	journal	NOUN
easat-1881	137	29	of	of	ADP
easat-1881	137	30	korean	korean	ADJ
easat-1881	137	31	society	society	NOUN
easat-1881	137	32	of	of	ADP
easat-1881	137	33	hazard	hazard	NOUN
easat-1881	137	34	mitigation	mitigation	NOUN
easat-1881	137	35	,	,	PUNCT
easat-1881	137	36	21	21	NUM
easat-1881	137	37	(	(	PUNCT
easat-1881	137	38	2021	2021	NUM
easat-1881	137	39	)	)	PUNCT
easat-1881	137	40	,	,	PUNCT
easat-1881	137	41	195-204.https://doi.org/10.9798/kosham.2021.21.2.195	195-204.https://doi.org/10.9798/kosham.2021.21.2.195	NUM
easat-1881	137	42	[	[	X
easat-1881	137	43	9	9	NUM
easat-1881	137	44	]	]	SYM
easat-1881	137	45	lee	lee	PROPN
easat-1881	137	46	,	,	PUNCT
easat-1881	137	47	j.	j.	PROPN
easat-1881	137	48	y.	y.	PROPN
easat-1881	137	49	and	and	CCONJ
easat-1881	137	50	ruy	ruy	PROPN
easat-1881	137	51	,	,	PUNCT
easat-1881	137	52	j.	j.	PROPN
easat-1881	137	53	p.	p.	PROPN
easat-1881	137	54	,	,	PUNCT
easat-1881	137	55	prediction	prediction	NOUN
easat-1881	137	56	of	of	ADP
easat-1881	137	57	housing	housing	NOUN
easat-1881	137	58	price	price	NOUN
easat-1881	137	59	index	index	NOUN
easat-1881	137	60	using	use	VERB
easat-1881	137	61	artificial	artificial	ADJ
easat-1881	137	62	neural	neural	ADJ
easat-1881	137	63	network	network	NOUN
easat-1881	137	64	,	,	PUNCT
easat-1881	137	65	journal	journal	NOUN
easat-1881	137	66	of	of	ADP
easat-1881	137	67	the	the	DET
easat-1881	137	68	korea	korea	PROPN
easat-1881	137	69	academia	academia	PROPN
easat-1881	137	70	-	-	PUNCT
easat-1881	137	71	industrial	industrial	ADJ
easat-1881	137	72	cooperation	cooperation	NOUN
easat-1881	137	73	society	society	NOUN
easat-1881	137	74	,	,	PUNCT
easat-1881	137	75	22	22	NUM
easat-1881	137	76	(	(	PUNCT
easat-1881	137	77	2021	2021	NUM
easat-1881	137	78	)	)	PUNCT
easat-1881	137	79	,	,	PUNCT
easat-1881	137	80	228	228	NUM
easat-1881	137	81	-	-	SYM
easat-1881	137	82	234	234	NUM
easat-1881	137	83	.	.	PUNCT
easat-1881	138	1	https://doi.org/10.5762/kais.2021.22.4.228	https://doi.org/10.5762/kais.2021.22.4.228	PROPN
easat-1881	139	1	[	[	X
easat-1881	139	2	10	10	NUM
easat-1881	139	3	]	]	X
easat-1881	139	4	lee	lee	PROPN
easat-1881	139	5	,	,	PUNCT
easat-1881	139	6	s.	s.	PROPN
easat-1881	139	7	w.	w.	PROPN
easat-1881	139	8	,	,	PUNCT
easat-1881	139	9	toun	toun	PROPN
easat-1881	139	10	,	,	PUNCT
easat-1881	139	11	j.	j.	PROPN
easat-1881	139	12	y.	y.	PROPN
easat-1881	139	13	and	and	CCONJ
easat-1881	139	14	lee	lee	PROPN
easat-1881	139	15	,	,	PUNCT
easat-1881	139	16	j.	j.	PROPN
easat-1881	139	17	m.	m.	PROPN
easat-1881	139	18	,	,	PUNCT
easat-1881	139	19	an	an	DET
easat-1881	139	20	analysis	analysis	NOUN
easat-1881	139	21	of	of	ADP
easat-1881	139	22	the	the	DET
easat-1881	139	23	effects	effect	NOUN
easat-1881	139	24	of	of	ADP
easat-1881	139	25	macroeconomic	macroeconomic	ADJ
easat-1881	139	26	variables	variable	NOUN
easat-1881	139	27	and	and	CCONJ
easat-1881	139	28	real	real	ADJ
easat-1881	139	29	estate	estate	NOUN
easat-1881	139	30	policy	policy	NOUN
easat-1881	139	31	changes	change	NOUN
easat-1881	139	32	on	on	ADP
easat-1881	139	33	apartment	apartment	NOUN
easat-1881	139	34	sales	sale	NOUN
easat-1881	139	35	prices	price	NOUN
easat-1881	139	36	,	,	PUNCT
easat-1881	139	37	journal	journal	NOUN
easat-1881	139	38	of	of	ADP
easat-1881	139	39	the	the	DET
easat-1881	139	40	korea	korea	PROPN
easat-1881	139	41	real	real	ADJ
easat-1881	139	42	estate	estate	NOUN
easat-1881	139	43	management	management	NOUN
easat-1881	139	44	review	review	NOUN
easat-1881	139	45	,	,	PUNCT
easat-1881	139	46	27	27	NUM
easat-1881	139	47	(	(	PUNCT
easat-1881	139	48	2023	2023	NUM
easat-1881	139	49	)	)	PUNCT
easat-1881	139	50	,	,	PUNCT
easat-1881	139	51	31	31	NUM
easat-1881	139	52	-	-	SYM
easat-1881	139	53	54	54	NUM
easat-1881	139	54	.	.	PUNCT
easat-1881	140	1	https://doi.org/10.37642/jkremr.2023.27.2	https://doi.org/10.37642/jkremr.2023.27.2	ADJ
easat-1881	140	2	[	[	X
easat-1881	140	3	11	11	NUM
easat-1881	140	4	]	]	PUNCT
easat-1881	140	5	http://ecos.bok.or.kr	http://ecos.bok.or.kr	PUNCT
easat-1881	141	1	[	[	X
easat-1881	141	2	12	12	NUM
easat-1881	141	3	]	]	X
easat-1881	141	4	ryu	ryu	PROPN
easat-1881	141	5	,	,	PUNCT
easat-1881	141	6	j.	j.	PROPN
easat-1881	141	7	p.	p.	PROPN
easat-1881	141	8	and	and	CCONJ
easat-1881	141	9	shin	shin	PROPN
easat-1881	141	10	,	,	PUNCT
easat-1881	141	11	h.	h.	PROPN
easat-1881	141	12	j.	j.	PROPN
easat-1881	141	13	,	,	PUNCT
easat-1881	141	14	a	a	DET
easat-1881	141	15	methodology	methodology	NOUN
easat-1881	141	16	for	for	ADP
easat-1881	141	17	hedging	hedging	NOUN
easat-1881	141	18	equity	equity	NOUN
easat-1881	141	19	linked	link	VERB
easat-1881	141	20	warrant	warrant	NOUN
easat-1881	141	21	using	use	VERB
easat-1881	141	22	artificial	artificial	ADJ
easat-1881	141	23	neural	neural	ADJ
easat-1881	141	24	network	network	NOUN
easat-1881	141	25	,	,	PUNCT
easat-1881	141	26	the	the	DET
easat-1881	141	27	korea	korea	PROPN
easat-1881	141	28	academia	academia	PROPN
easat-1881	141	29	-	-	PUNCT
easat-1881	141	30	industrial	industrial	ADJ
easat-1881	141	31	cooperation	cooperation	NOUN
easat-1881	141	32	society	society	NOUN
easat-1881	141	33	,	,	PUNCT
easat-1881	141	34	13	13	NUM
easat-1881	141	35	(	(	PUNCT
easat-1881	141	36	2012	2012	NUM
easat-1881	141	37	)	)	PUNCT
easat-1881	141	38	,	,	PUNCT
easat-1881	141	39	1091	1091	NUM
easat-1881	141	40	-	-	SYM
easat-1881	141	41	1098	1098	NUM
easat-1881	141	42	.	.	PUNCT
easat-1881	142	1	https://doi.org/10.5762/kais.2012.13.3.1091	https://doi.org/10.5762/kais.2012.13.3.1091	PUNCT
easat-1881	143	1	[	[	X
easat-1881	143	2	13	13	NUM
easat-1881	143	3	]	]	SYM
easat-1881	143	4	lee	lee	PROPN
easat-1881	143	5	,	,	PUNCT
easat-1881	143	6	j.	j.	PROPN
easat-1881	143	7	h.	h.	PROPN
easat-1881	143	8	,	,	PUNCT
easat-1881	143	9	kim	kim	PROPN
easat-1881	143	10	,	,	PUNCT
easat-1881	143	11	j.	j.	PROPN
easat-1881	143	12	s.	s.	PROPN
easat-1881	143	13	,	,	PUNCT
easat-1881	143	14	jang	jang	PROPN
easat-1881	143	15	,	,	PUNCT
easat-1881	143	16	h.	h.	PROPN
easat-1881	143	17	w.	w.	PROPN
easat-1881	143	18	and	and	CCONJ
easat-1881	143	19	lee	lee	PROPN
easat-1881	143	20	,	,	PUNCT
easat-1881	143	21	j.	j.	PROPN
easat-1881	143	22	c.	c.	PROPN
easat-1881	143	23	,	,	PUNCT
easat-1881	143	24	drought	drought	NOUN
easat-1881	143	25	forecasting	forecasting	NOUN
easat-1881	143	26	using	use	VERB
easat-1881	143	27	the	the	DET
easat-1881	143	28	multilayer	multilayer	ADJ
easat-1881	143	29	perceptron	perceptron	PROPN
easat-1881	143	30	(	(	PUNCT
easat-1881	143	31	mlp	mlp	PROPN
easat-1881	143	32	)	)	PUNCT
easat-1881	143	33	artificial	artificial	ADJ
easat-1881	143	34	neural	neural	ADJ
easat-1881	143	35	network	network	NOUN
easat-1881	143	36	model	model	NOUN
easat-1881	143	37	,	,	PUNCT
easat-1881	143	38	journal	journal	NOUN
easat-1881	143	39	of	of	ADP
easat-1881	143	40	korea	korea	PROPN
easat-1881	143	41	water	water	PROPN
easat-1881	143	42	resources	resources	PROPN
easat-1881	143	43	association	association	PROPN
easat-1881	143	44	,	,	PUNCT
easat-1881	143	45	46	46	NUM
easat-1881	143	46	(	(	PUNCT
easat-1881	143	47	2013	2013	NUM
easat-1881	143	48	)	)	PUNCT
easat-1881	143	49	,	,	PUNCT
easat-1881	143	50	1249	1249	NUM
easat-1881	143	51	-	-	SYM
easat-1881	143	52	1263	1263	NUM
easat-1881	143	53	.	.	PUNCT
easat-1881	144	1	http://dx.doi.org/10.3741/jkwra.2013.46.12.1249	http://dx.doi.org/10.3741/jkwra.2013.46.12.1249	X
easat-1881	145	1	[	[	X
easat-1881	145	2	14	14	NUM
easat-1881	145	3	]	]	X
easat-1881	145	4	vapnik	vapnik	X
easat-1881	145	5	v.	v.	PROPN
easat-1881	145	6	,	,	PUNCT
easat-1881	145	7	the	the	DET
easat-1881	145	8	nature	nature	NOUN
easat-1881	145	9	of	of	ADP
easat-1881	145	10	statistical	statistical	ADJ
easat-1881	145	11	learning	learning	NOUN
easat-1881	145	12	theory	theory	NOUN
easat-1881	145	13	.	.	PUNCT
easat-1881	146	1	springer	springer	NOUN
easat-1881	146	2	,	,	PUNCT
easat-1881	146	3	new	new	PROPN
easat-1881	146	4	york	york	PROPN
easat-1881	146	5	,	,	PUNCT
easat-1881	146	6	(	(	PUNCT
easat-1881	146	7	1995	1995	NUM
easat-1881	146	8	)	)	PUNCT
easat-1881	146	9	.	.	PUNCT
easat-1881	147	1	https://doi.org/10.5762/kais.2021.22.4.228	https://doi.org/10.5762/kais.2021.22.4.228	PROPN
easat-1881	147	2	https://doi.org/10.37642/jkremr.2023.27.2	https://doi.org/10.37642/jkremr.2023.27.2	VERB
easat-1881	147	3	http://ecos.bok.or.kr/	http://ecos.bok.or.kr/	ADJ
easat-1881	147	4	https://doi.org/10.5762/kais.2012.13.3.1091	https://doi.org/10.5762/kais.2012.13.3.1091	PROPN
easat-1881	147	5	http://dx.doi.org/10.3741/jkwra.2013.46.12.1249	http://dx.doi.org/10.3741/jkwra.2013.46.12.1249	X