id	sid	tid	token	lemma	pos
aiti-12687	1	1	microsoft	microsoft	PROPN
aiti-12687	1	2	word	word	NOUN
aiti-12687	1	3	2	2	NUM
aiti-12687	1	4	-	-	PUNCT
aiti-12687	1	5	v9n1(2024)-aiti#12687(12	v9n1(2024)-aiti#12687(12	NUM
aiti-12687	1	6	-	-	PUNCT
aiti-12687	1	7	27).docx	27).docx	NUM
aiti-12687	1	8	advances	advance	NOUN
aiti-12687	1	9	in	in	ADP
aiti-12687	1	10	technology	technology	NOUN
aiti-12687	1	11	innovation	innovation	NOUN
aiti-12687	1	12	,	,	PUNCT
aiti-12687	1	13	vol	vol	NOUN
aiti-12687	1	14	.	.	PROPN
aiti-12687	1	15	9	9	NUM
aiti-12687	1	16	,	,	PUNCT
aiti-12687	1	17	no	no	INTJ
aiti-12687	1	18	.	.	NOUN
aiti-12687	1	19	1	1	NUM
aiti-12687	1	20	,	,	PUNCT
aiti-12687	1	21	2024	2024	NUM
aiti-12687	1	22	,	,	PUNCT
aiti-12687	1	23	pp	pp	ADJ
aiti-12687	1	24	.	.	PUNCT
aiti-12687	2	1	12	12	NUM
aiti-12687	2	2	-	-	SYM
aiti-12687	2	3	27	27	NUM
aiti-12687	2	4	english	english	ADJ
aiti-12687	2	5	language	language	NOUN
aiti-12687	2	6	proofreader	proofreader	NOUN
aiti-12687	2	7	:	:	PUNCT
aiti-12687	2	8	chih	chih	PROPN
aiti-12687	2	9	-	-	PUNCT
aiti-12687	2	10	wei	wei	PROPN
aiti-12687	2	11	chang	chang	PROPN
aiti-12687	2	12	the	the	DET
aiti-12687	2	13	prediction	prediction	NOUN
aiti-12687	2	14	of	of	ADP
aiti-12687	2	15	low	low	ADJ
aiti-12687	2	16	-	-	PUNCT
aiti-12687	2	17	rise	rise	NOUN
aiti-12687	2	18	building	building	NOUN
aiti-12687	2	19	construction	construction	NOUN
aiti-12687	2	20	cost	cost	NOUN
aiti-12687	2	21	estimation	estimation	NOUN
aiti-12687	2	22	using	use	VERB
aiti-12687	2	23	extreme	extreme	ADJ
aiti-12687	2	24	learning	learning	NOUN
aiti-12687	2	25	machine	machine	NOUN
aiti-12687	2	26	kittisak	kittisak	PROPN
aiti-12687	2	27	lathong	lathong	PROPN
aiti-12687	2	28	,	,	PUNCT
aiti-12687	2	29	kittipol	kittipol	PROPN
aiti-12687	2	30	wisaeng	wisaeng	PROPN
aiti-12687	2	31	*	*	PROPN
aiti-12687	2	32	mahasarakham	mahasarakham	PROPN
aiti-12687	2	33	business	business	PROPN
aiti-12687	2	34	school	school	PROPN
aiti-12687	2	35	,	,	PUNCT
aiti-12687	2	36	mahasarakham	mahasarakham	PROPN
aiti-12687	2	37	university	university	PROPN
aiti-12687	2	38	,	,	PUNCT
aiti-12687	2	39	mahasarakham	mahasarakham	PROPN
aiti-12687	2	40	,	,	PUNCT
aiti-12687	2	41	thailand	thailand	PROPN
aiti-12687	2	42	received	receive	VERB
aiti-12687	2	43	05	05	NUM
aiti-12687	2	44	august	august	PROPN
aiti-12687	2	45	2023	2023	NUM
aiti-12687	2	46	;	;	PUNCT
aiti-12687	2	47	received	receive	VERB
aiti-12687	2	48	in	in	ADP
aiti-12687	2	49	revised	revise	VERB
aiti-12687	2	50	form	form	NOUN
aiti-12687	2	51	15	15	NUM
aiti-12687	2	52	october	october	PROPN
aiti-12687	2	53	2023	2023	NUM
aiti-12687	2	54	;	;	PUNCT
aiti-12687	2	55	accepted	accept	VERB
aiti-12687	2	56	23	23	NUM
aiti-12687	2	57	october	october	PROPN
aiti-12687	2	58	2023	2023	NUM
aiti-12687	2	59	doi	doi	NOUN
aiti-12687	2	60	:	:	PUNCT
aiti-12687	2	61	https://doi.org/10.46604/aiti.2023.12687	https://doi.org/10.46604/aiti.2023.12687	NOUN
aiti-12687	2	62	abstract	abstract	NOUN
aiti-12687	2	63	this	this	DET
aiti-12687	2	64	study	study	NOUN
aiti-12687	2	65	aims	aim	VERB
aiti-12687	2	66	to	to	PART
aiti-12687	2	67	predict	predict	VERB
aiti-12687	2	68	the	the	DET
aiti-12687	2	69	possibility	possibility	NOUN
aiti-12687	2	70	of	of	ADP
aiti-12687	2	71	low	low	ADJ
aiti-12687	2	72	-	-	PUNCT
aiti-12687	2	73	rise	rise	NOUN
aiti-12687	2	74	building	building	NOUN
aiti-12687	2	75	construction	construction	NOUN
aiti-12687	2	76	costs	cost	NOUN
aiti-12687	2	77	by	by	ADP
aiti-12687	2	78	applying	apply	VERB
aiti-12687	2	79	machine	machine	NOUN
aiti-12687	2	80	learning	learning	NOUN
aiti-12687	2	81	models	model	NOUN
aiti-12687	2	82	,	,	PUNCT
aiti-12687	2	83	and	and	CCONJ
aiti-12687	2	84	the	the	DET
aiti-12687	2	85	performance	performance	NOUN
aiti-12687	2	86	of	of	ADP
aiti-12687	2	87	each	each	DET
aiti-12687	2	88	model	model	NOUN
aiti-12687	2	89	is	be	AUX
aiti-12687	2	90	evaluated	evaluate	VERB
aiti-12687	2	91	and	and	CCONJ
aiti-12687	2	92	compared	compare	VERB
aiti-12687	2	93	with	with	ADP
aiti-12687	2	94	ensemble	ensemble	ADJ
aiti-12687	2	95	methods	method	NOUN
aiti-12687	2	96	.	.	PUNCT
aiti-12687	3	1	the	the	DET
aiti-12687	3	2	artificial	artificial	ADJ
aiti-12687	3	3	neural	neural	ADJ
aiti-12687	3	4	network	network	NOUN
aiti-12687	3	5	(	(	PUNCT
aiti-12687	3	6	ann	ann	PROPN
aiti-12687	3	7	)	)	PUNCT
aiti-12687	3	8	emerges	emerge	VERB
aiti-12687	3	9	as	as	ADP
aiti-12687	3	10	the	the	DET
aiti-12687	3	11	top	top	ADV
aiti-12687	3	12	-	-	PUNCT
aiti-12687	3	13	performing	perform	VERB
aiti-12687	3	14	individual	individual	ADJ
aiti-12687	3	15	model	model	NOUN
aiti-12687	3	16	,	,	PUNCT
aiti-12687	3	17	attaining	attain	VERB
aiti-12687	3	18	an	an	DET
aiti-12687	3	19	accuracy	accuracy	NOUN
aiti-12687	3	20	of	of	ADP
aiti-12687	3	21	0.891	0.891	NUM
aiti-12687	3	22	,	,	PUNCT
aiti-12687	3	23	while	while	SCONJ
aiti-12687	3	24	multiple	multiple	ADJ
aiti-12687	3	25	linear	linear	ADJ
aiti-12687	3	26	regression	regression	NOUN
aiti-12687	3	27	and	and	CCONJ
aiti-12687	3	28	decision	decision	NOUN
aiti-12687	3	29	trees	tree	NOUN
aiti-12687	3	30	follow	follow	VERB
aiti-12687	3	31	closely	closely	ADV
aiti-12687	3	32	with	with	ADP
aiti-12687	3	33	accuracies	accuracy	NOUN
aiti-12687	3	34	of	of	ADP
aiti-12687	3	35	0.884	0.884	NUM
aiti-12687	3	36	and	and	CCONJ
aiti-12687	3	37	0.864	0.864	NUM
aiti-12687	3	38	respectively	respectively	ADV
aiti-12687	3	39	.	.	PUNCT
aiti-12687	4	1	ensemble	ensemble	ADJ
aiti-12687	4	2	methods	method	NOUN
aiti-12687	4	3	like	like	ADP
aiti-12687	4	4	maximum	maximum	ADJ
aiti-12687	4	5	voting	voting	NOUN
aiti-12687	4	6	ensemble	ensemble	ADJ
aiti-12687	4	7	(	(	PUNCT
aiti-12687	4	8	mve	mve	NOUN
aiti-12687	4	9	)	)	PUNCT
aiti-12687	4	10	improve	improve	VERB
aiti-12687	4	11	the	the	DET
aiti-12687	4	12	accuracy	accuracy	NOUN
aiti-12687	4	13	beyond	beyond	ADP
aiti-12687	4	14	individual	individual	ADJ
aiti-12687	4	15	models	model	NOUN
aiti-12687	4	16	with	with	ADP
aiti-12687	4	17	an	an	DET
aiti-12687	4	18	impressive	impressive	ADJ
aiti-12687	4	19	accuracy	accuracy	NOUN
aiti-12687	4	20	rate	rate	NOUN
aiti-12687	4	21	of	of	ADP
aiti-12687	4	22	0.924	0.924	NUM
aiti-12687	4	23	.	.	PUNCT
aiti-12687	5	1	meanwhile	meanwhile	ADV
aiti-12687	5	2	,	,	PUNCT
aiti-12687	5	3	the	the	DET
aiti-12687	5	4	stacking	stacking	NOUN
aiti-12687	5	5	ensemble	ensemble	ADJ
aiti-12687	5	6	and	and	CCONJ
aiti-12687	5	7	averaging	average	VERB
aiti-12687	5	8	ensemble	ensemble	ADJ
aiti-12687	5	9	also	also	ADV
aiti-12687	5	10	demonstrate	demonstrate	VERB
aiti-12687	5	11	competitive	competitive	ADJ
aiti-12687	5	12	performance	performance	NOUN
aiti-12687	5	13	with	with	ADP
aiti-12687	5	14	accuracies	accuracy	NOUN
aiti-12687	5	15	of	of	ADP
aiti-12687	5	16	0.883	0.883	NUM
aiti-12687	5	17	and	and	CCONJ
aiti-12687	5	18	0.871	0.871	NUM
aiti-12687	5	19	,	,	PUNCT
aiti-12687	5	20	respectively	respectively	ADV
aiti-12687	5	21	.	.	PUNCT
aiti-12687	6	1	these	these	DET
aiti-12687	6	2	findings	finding	NOUN
aiti-12687	6	3	can	can	AUX
aiti-12687	6	4	result	result	VERB
aiti-12687	6	5	in	in	ADP
aiti-12687	6	6	more	more	ADV
aiti-12687	6	7	informed	informed	ADJ
aiti-12687	6	8	decisionmaking	decisionmaking	NOUN
aiti-12687	6	9	,	,	PUNCT
aiti-12687	6	10	which	which	PRON
aiti-12687	6	11	is	be	AUX
aiti-12687	6	12	valuable	valuable	ADJ
aiti-12687	6	13	for	for	ADP
aiti-12687	6	14	the	the	DET
aiti-12687	6	15	real	real	ADJ
aiti-12687	6	16	estate	estate	NOUN
aiti-12687	6	17	industry	industry	NOUN
aiti-12687	6	18	.	.	PUNCT
aiti-12687	7	1	keywords	keyword	NOUN
aiti-12687	7	2	:	:	PUNCT
aiti-12687	7	3	model	model	NOUN
aiti-12687	7	4	,	,	PUNCT
aiti-12687	7	5	low	low	ADJ
aiti-12687	7	6	-	-	PUNCT
aiti-12687	7	7	rise	rise	NOUN
aiti-12687	7	8	building	building	NOUN
aiti-12687	7	9	construction	construction	NOUN
aiti-12687	7	10	cost	cost	NOUN
aiti-12687	7	11	,	,	PUNCT
aiti-12687	7	12	machine	machine	NOUN
aiti-12687	7	13	learning	learning	NOUN
aiti-12687	7	14	,	,	PUNCT
aiti-12687	7	15	ensemble	ensemble	ADJ
aiti-12687	7	16	learning	learning	NOUN
aiti-12687	7	17	model	model	NOUN
aiti-12687	7	18	1	1	NUM
aiti-12687	7	19	.	.	PUNCT
aiti-12687	8	1	introduction	introduction	NOUN
aiti-12687	8	2	housing	housing	NOUN
aiti-12687	8	3	is	be	AUX
aiti-12687	8	4	one	one	NUM
aiti-12687	8	5	of	of	ADP
aiti-12687	8	6	the	the	DET
aiti-12687	8	7	four	four	NUM
aiti-12687	8	8	essential	essential	ADJ
aiti-12687	8	9	aspects	aspect	NOUN
aiti-12687	8	10	of	of	ADP
aiti-12687	8	11	human	human	ADJ
aiti-12687	8	12	life	life	NOUN
aiti-12687	8	13	,	,	PUNCT
aiti-12687	8	14	and	and	CCONJ
aiti-12687	8	15	the	the	DET
aiti-12687	8	16	demand	demand	NOUN
aiti-12687	8	17	for	for	ADP
aiti-12687	8	18	residential	residential	ADJ
aiti-12687	8	19	properties	property	NOUN
aiti-12687	8	20	and	and	CCONJ
aiti-12687	8	21	housing	housing	NOUN
aiti-12687	8	22	upgrades	upgrade	NOUN
aiti-12687	8	23	is	be	AUX
aiti-12687	8	24	rising	rise	VERB
aiti-12687	8	25	owing	owe	VERB
aiti-12687	8	26	to	to	ADP
aiti-12687	8	27	the	the	DET
aiti-12687	8	28	growth	growth	NOUN
aiti-12687	8	29	of	of	ADP
aiti-12687	8	30	that	that	DET
aiti-12687	8	31	current	current	ADJ
aiti-12687	8	32	population	population	NOUN
aiti-12687	8	33	.	.	PUNCT
aiti-12687	9	1	therefore	therefore	ADV
aiti-12687	9	2	,	,	PUNCT
aiti-12687	9	3	the	the	DET
aiti-12687	9	4	importance	importance	NOUN
aiti-12687	9	5	of	of	ADP
aiti-12687	9	6	housing	housing	NOUN
aiti-12687	9	7	to	to	ADP
aiti-12687	9	8	family	family	NOUN
aiti-12687	9	9	well	well	ADV
aiti-12687	9	10	-	-	PUNCT
aiti-12687	9	11	being	being	NOUN
aiti-12687	9	12	can	can	AUX
aiti-12687	9	13	not	not	PART
aiti-12687	9	14	be	be	AUX
aiti-12687	9	15	overstated	overstate	VERB
aiti-12687	9	16	with	with	ADP
aiti-12687	9	17	homeownership	homeownership	NOUN
aiti-12687	9	18	[	[	X
aiti-12687	9	19	1	1	NUM
aiti-12687	9	20	]	]	PUNCT
aiti-12687	9	21	being	be	AUX
aiti-12687	9	22	seen	see	VERB
aiti-12687	9	23	as	as	ADP
aiti-12687	9	24	a	a	DET
aiti-12687	9	25	cornerstone	cornerstone	NOUN
aiti-12687	9	26	of	of	ADP
aiti-12687	9	27	both	both	DET
aiti-12687	9	28	family	family	NOUN
aiti-12687	9	29	stability	stability	NOUN
aiti-12687	9	30	and	and	CCONJ
aiti-12687	9	31	wealth	wealth	NOUN
aiti-12687	9	32	creation	creation	NOUN
aiti-12687	10	1	[	[	X
aiti-12687	10	2	2	2	NUM
aiti-12687	10	3	]	]	PUNCT
aiti-12687	10	4	.	.	PUNCT
aiti-12687	11	1	on	on	ADP
aiti-12687	11	2	the	the	DET
aiti-12687	11	3	other	other	ADJ
aiti-12687	11	4	hand	hand	NOUN
aiti-12687	11	5	,	,	PUNCT
aiti-12687	11	6	housing	housing	NOUN
aiti-12687	11	7	prices	price	NOUN
aiti-12687	11	8	serve	serve	VERB
aiti-12687	11	9	as	as	ADP
aiti-12687	11	10	a	a	DET
aiti-12687	11	11	reflection	reflection	NOUN
aiti-12687	11	12	of	of	ADP
aiti-12687	11	13	the	the	DET
aiti-12687	11	14	overall	overall	ADJ
aiti-12687	11	15	quality	quality	NOUN
aiti-12687	11	16	of	of	ADP
aiti-12687	11	17	life	life	NOUN
aiti-12687	11	18	within	within	ADP
aiti-12687	11	19	urban	urban	ADJ
aiti-12687	11	20	environments	environment	NOUN
aiti-12687	11	21	and	and	CCONJ
aiti-12687	11	22	a	a	DET
aiti-12687	11	23	fundamental	fundamental	ADJ
aiti-12687	11	24	factor	factor	NOUN
aiti-12687	11	25	in	in	ADP
aiti-12687	11	26	construction	construction	NOUN
aiti-12687	11	27	and	and	CCONJ
aiti-12687	11	28	resilient	resilient	ADJ
aiti-12687	11	29	cities	city	NOUN
aiti-12687	11	30	[	[	X
aiti-12687	11	31	3	3	NUM
aiti-12687	11	32	]	]	PUNCT
aiti-12687	11	33	.	.	PUNCT
aiti-12687	12	1	this	this	DET
aiti-12687	12	2	surge	surge	NOUN
aiti-12687	12	3	in	in	ADP
aiti-12687	12	4	demand	demand	NOUN
aiti-12687	12	5	directly	directly	ADV
aiti-12687	12	6	impacts	impact	VERB
aiti-12687	12	7	the	the	DET
aiti-12687	12	8	real	real	ADJ
aiti-12687	12	9	estate	estate	NOUN
aiti-12687	12	10	industry	industry	NOUN
aiti-12687	12	11	,	,	PUNCT
aiti-12687	12	12	increasing	increase	VERB
aiti-12687	12	13	residential	residential	ADJ
aiti-12687	12	14	construction	construction	NOUN
aiti-12687	12	15	projects	project	NOUN
aiti-12687	12	16	including	include	VERB
aiti-12687	12	17	single	single	ADJ
aiti-12687	12	18	-	-	PUNCT
aiti-12687	12	19	family	family	NOUN
aiti-12687	12	20	homes	home	NOUN
aiti-12687	12	21	,	,	PUNCT
aiti-12687	12	22	townhouses	townhouse	NOUN
aiti-12687	12	23	,	,	PUNCT
aiti-12687	12	24	commercial	commercial	ADJ
aiti-12687	12	25	buildings	building	NOUN
aiti-12687	12	26	,	,	PUNCT
aiti-12687	12	27	condominiums	condominium	NOUN
aiti-12687	12	28	,	,	PUNCT
aiti-12687	12	29	etc	etc	X
aiti-12687	12	30	.	.	X
aiti-12687	12	31	data	datum	NOUN
aiti-12687	12	32	from	from	ADP
aiti-12687	12	33	the	the	DET
aiti-12687	12	34	national	national	ADJ
aiti-12687	12	35	statistical	statistical	ADJ
aiti-12687	12	36	office	office	NOUN
aiti-12687	12	37	and	and	CCONJ
aiti-12687	12	38	the	the	DET
aiti-12687	12	39	national	national	ADJ
aiti-12687	12	40	economic	economic	ADJ
aiti-12687	12	41	and	and	CCONJ
aiti-12687	12	42	social	social	ADJ
aiti-12687	12	43	development	development	PROPN
aiti-12687	12	44	council	council	PROPN
aiti-12687	12	45	of	of	ADP
aiti-12687	12	46	thailand	thailand	PROPN
aiti-12687	13	1	[	[	X
aiti-12687	13	2	4	4	X
aiti-12687	13	3	]	]	PUNCT
aiti-12687	13	4	reveals	reveal	VERB
aiti-12687	13	5	that	that	SCONJ
aiti-12687	13	6	the	the	DET
aiti-12687	13	7	number	number	NOUN
aiti-12687	13	8	of	of	ADP
aiti-12687	13	9	permits	permit	NOUN
aiti-12687	13	10	issued	issue	VERB
aiti-12687	13	11	for	for	ADP
aiti-12687	13	12	building	build	VERB
aiti-12687	13	13	construction	construction	NOUN
aiti-12687	13	14	exhibited	exhibit	VERB
aiti-12687	13	15	varying	vary	VERB
aiti-12687	13	16	patterns	pattern	NOUN
aiti-12687	13	17	with	with	ADP
aiti-12687	13	18	a	a	DET
aiti-12687	13	19	steady	steady	ADJ
aiti-12687	13	20	fluctuation	fluctuation	NOUN
aiti-12687	13	21	from	from	ADP
aiti-12687	13	22	2011	2011	NUM
aiti-12687	13	23	to	to	ADP
aiti-12687	13	24	2022	2022	NUM
aiti-12687	13	25	.	.	PUNCT
aiti-12687	14	1	however	however	ADV
aiti-12687	14	2	,	,	PUNCT
aiti-12687	14	3	since	since	SCONJ
aiti-12687	14	4	2016	2016	NUM
aiti-12687	14	5	,	,	PUNCT
aiti-12687	14	6	the	the	DET
aiti-12687	14	7	number	number	NOUN
aiti-12687	14	8	of	of	ADP
aiti-12687	14	9	permits	permit	NOUN
aiti-12687	14	10	granted	grant	VERB
aiti-12687	14	11	for	for	ADP
aiti-12687	14	12	building	build	VERB
aiti-12687	14	13	construction	construction	NOUN
aiti-12687	14	14	has	have	AUX
aiti-12687	14	15	evinced	evince	VERB
aiti-12687	14	16	a	a	DET
aiti-12687	14	17	consistent	consistent	ADJ
aiti-12687	14	18	upward	upward	ADJ
aiti-12687	14	19	trend	trend	NOUN
aiti-12687	14	20	.	.	PUNCT
aiti-12687	15	1	the	the	DET
aiti-12687	15	2	burgeoning	burgeon	VERB
aiti-12687	15	3	real	real	ADJ
aiti-12687	15	4	estate	estate	NOUN
aiti-12687	15	5	sector	sector	NOUN
aiti-12687	15	6	in	in	ADP
aiti-12687	15	7	thailand	thailand	PROPN
aiti-12687	15	8	has	have	AUX
aiti-12687	15	9	witnessed	witness	VERB
aiti-12687	15	10	remarkable	remarkable	ADJ
aiti-12687	15	11	growth	growth	NOUN
aiti-12687	15	12	,	,	PUNCT
aiti-12687	15	13	which	which	PRON
aiti-12687	15	14	results	result	VERB
aiti-12687	15	15	in	in	ADP
aiti-12687	15	16	wielding	wield	VERB
aiti-12687	15	17	a	a	DET
aiti-12687	15	18	profound	profound	ADJ
aiti-12687	15	19	impact	impact	NOUN
aiti-12687	15	20	on	on	ADP
aiti-12687	15	21	the	the	DET
aiti-12687	15	22	nation	nation	NOUN
aiti-12687	15	23	’s	’s	PART
aiti-12687	15	24	economy	economy	NOUN
aiti-12687	15	25	and	and	CCONJ
aiti-12687	15	26	exerting	exert	VERB
aiti-12687	15	27	considerable	considerable	ADJ
aiti-12687	15	28	influence	influence	NOUN
aiti-12687	15	29	over	over	ADP
aiti-12687	15	30	household	household	NOUN
aiti-12687	15	31	consumption	consumption	NOUN
aiti-12687	15	32	and	and	CCONJ
aiti-12687	15	33	savings	saving	NOUN
aiti-12687	15	34	.	.	PUNCT
aiti-12687	16	1	attaining	attain	VERB
aiti-12687	16	2	a	a	DET
aiti-12687	16	3	judicious	judicious	ADJ
aiti-12687	16	4	and	and	CCONJ
aiti-12687	16	5	well	well	ADV
aiti-12687	16	6	-	-	PUNCT
aiti-12687	16	7	informed	inform	VERB
aiti-12687	16	8	appraisal	appraisal	NOUN
aiti-12687	16	9	of	of	ADP
aiti-12687	16	10	real	real	ADJ
aiti-12687	16	11	estate	estate	NOUN
aiti-12687	16	12	assets	asset	NOUN
aiti-12687	16	13	holds	hold	VERB
aiti-12687	16	14	intrinsic	intrinsic	ADJ
aiti-12687	16	15	advantages	advantage	NOUN
aiti-12687	16	16	for	for	ADP
aiti-12687	16	17	a	a	DET
aiti-12687	16	18	spectrum	spectrum	NOUN
aiti-12687	16	19	of	of	ADP
aiti-12687	16	20	stakeholders	stakeholder	NOUN
aiti-12687	16	21	,	,	PUNCT
aiti-12687	16	22	ranging	range	VERB
aiti-12687	16	23	from	from	ADP
aiti-12687	16	24	urban	urban	ADJ
aiti-12687	16	25	policymakers	policymaker	NOUN
aiti-12687	16	26	within	within	ADP
aiti-12687	16	27	the	the	DET
aiti-12687	16	28	government	government	NOUN
aiti-12687	16	29	’s	’s	PART
aiti-12687	16	30	purview	purview	NOUN
aiti-12687	16	31	to	to	ADP
aiti-12687	16	32	real	real	ADJ
aiti-12687	16	33	estate	estate	NOUN
aiti-12687	16	34	vendors	vendor	NOUN
aiti-12687	16	35	and	and	CCONJ
aiti-12687	16	36	individual	individual	ADJ
aiti-12687	16	37	purchasers	purchaser	NOUN
aiti-12687	16	38	[	[	X
aiti-12687	16	39	5	5	NUM
aiti-12687	16	40	]	]	PUNCT
aiti-12687	16	41	.	.	PUNCT
aiti-12687	17	1	two	two	NUM
aiti-12687	17	2	main	main	ADJ
aiti-12687	17	3	construction	construction	NOUN
aiti-12687	17	4	cost	cost	NOUN
aiti-12687	17	5	estimation	estimation	NOUN
aiti-12687	17	6	methods	method	NOUN
aiti-12687	17	7	are	be	AUX
aiti-12687	17	8	presented	present	VERB
aiti-12687	17	9	.	.	PUNCT
aiti-12687	18	1	one	one	NUM
aiti-12687	18	2	is	be	AUX
aiti-12687	18	3	the	the	DET
aiti-12687	18	4	rough	rough	ADJ
aiti-12687	18	5	estimation	estimation	NOUN
aiti-12687	18	6	or	or	CCONJ
aiti-12687	18	7	approximate	approximate	ADJ
aiti-12687	18	8	cost	cost	NOUN
aiti-12687	18	9	estimation	estimation	NOUN
aiti-12687	18	10	providing	provide	VERB
aiti-12687	18	11	a	a	DET
aiti-12687	18	12	preliminary	preliminary	ADJ
aiti-12687	18	13	rough	rough	ADJ
aiti-12687	18	14	estimate	estimate	NOUN
aiti-12687	18	15	to	to	PART
aiti-12687	18	16	study	study	VERB
aiti-12687	18	17	the	the	DET
aiti-12687	18	18	initial	initial	ADJ
aiti-12687	18	19	feasibility	feasibility	NOUN
aiti-12687	18	20	with	with	ADP
aiti-12687	18	21	less	less	ADJ
aiti-12687	18	22	time	time	NOUN
aiti-12687	18	23	but	but	CCONJ
aiti-12687	18	24	a	a	DET
aiti-12687	18	25	higher	high	ADJ
aiti-12687	18	26	margin	margin	NOUN
aiti-12687	18	27	of	of	ADP
aiti-12687	18	28	error	error	NOUN
aiti-12687	18	29	.	.	PUNCT
aiti-12687	19	1	the	the	DET
aiti-12687	19	2	other	other	ADJ
aiti-12687	19	3	one	one	NOUN
aiti-12687	19	4	is	be	AUX
aiti-12687	19	5	detailed	detailed	ADJ
aiti-12687	19	6	estimation	estimation	NOUN
aiti-12687	19	7	involving	involve	VERB
aiti-12687	19	8	calculating	calculate	VERB
aiti-12687	19	9	the	the	DET
aiti-12687	19	10	quantities	quantity	NOUN
aiti-12687	19	11	of	of	ADP
aiti-12687	19	12	work	work	NOUN
aiti-12687	19	13	and	and	CCONJ
aiti-12687	19	14	their	their	PRON
aiti-12687	19	15	corresponding	correspond	VERB
aiti-12687	19	16	prices	price	NOUN
aiti-12687	19	17	,	,	PUNCT
aiti-12687	19	18	while	while	SCONJ
aiti-12687	19	19	generally	generally	ADV
aiti-12687	19	20	,	,	PUNCT
aiti-12687	19	21	this	this	DET
aiti-12687	19	22	type	type	NOUN
aiti-12687	19	23	of	of	ADP
aiti-12687	19	24	*	*	PUNCT
aiti-12687	19	25	corresponding	correspond	VERB
aiti-12687	19	26	author	author	NOUN
aiti-12687	19	27	.	.	PUNCT
aiti-12687	20	1	e	e	X
aiti-12687	20	2	-	-	NOUN
aiti-12687	20	3	mail	mail	NOUN
aiti-12687	20	4	address	address	NOUN
aiti-12687	20	5	:	:	PUNCT
aiti-12687	20	6	kittipol.w@acc.msu.ac.th	kittipol.w@acc.msu.ac.th	PROPN
aiti-12687	20	7	advances	advance	VERB
aiti-12687	20	8	in	in	ADP
aiti-12687	20	9	technology	technology	NOUN
aiti-12687	20	10	innovation	innovation	NOUN
aiti-12687	20	11	,	,	PUNCT
aiti-12687	20	12	vol	vol	NOUN
aiti-12687	20	13	.	.	PROPN
aiti-12687	21	1	9	9	NUM
aiti-12687	21	2	,	,	PUNCT
aiti-12687	21	3	no	no	INTJ
aiti-12687	21	4	.	.	NOUN
aiti-12687	21	5	1	1	NUM
aiti-12687	21	6	,	,	PUNCT
aiti-12687	21	7	2024	2024	NUM
aiti-12687	21	8	,	,	PUNCT
aiti-12687	21	9	pp	pp	ADJ
aiti-12687	21	10	.	.	PUNCT
aiti-12687	22	1	12	12	NUM
aiti-12687	22	2	-	-	SYM
aiti-12687	22	3	27	27	NUM
aiti-12687	22	4	13	13	NUM
aiti-12687	22	5	estimation	estimation	NOUN
aiti-12687	22	6	is	be	AUX
aiti-12687	22	7	performed	perform	VERB
aiti-12687	22	8	with	with	ADP
aiti-12687	22	9	the	the	DET
aiti-12687	22	10	availability	availability	NOUN
aiti-12687	22	11	of	of	ADP
aiti-12687	22	12	construction	construction	NOUN
aiti-12687	22	13	designs	design	NOUN
aiti-12687	22	14	and	and	CCONJ
aiti-12687	22	15	specifications	specification	NOUN
aiti-12687	22	16	.	.	PUNCT
aiti-12687	23	1	detailed	detailed	ADJ
aiti-12687	23	2	estimation	estimation	NOUN
aiti-12687	23	3	yields	yield	VERB
aiti-12687	23	4	relatively	relatively	ADV
aiti-12687	23	5	accurate	accurate	ADJ
aiti-12687	23	6	results	result	NOUN
aiti-12687	23	7	but	but	CCONJ
aiti-12687	23	8	is	be	AUX
aiti-12687	23	9	more	more	ADJ
aiti-12687	23	10	time	time	NOUN
aiti-12687	23	11	-	-	PUNCT
aiti-12687	23	12	consuming	consume	VERB
aiti-12687	23	13	.	.	PUNCT
aiti-12687	24	1	it	it	PRON
aiti-12687	24	2	involves	involve	VERB
aiti-12687	24	3	presenting	present	VERB
aiti-12687	24	4	an	an	DET
aiti-12687	24	5	itemized	itemize	VERB
aiti-12687	24	6	list	list	NOUN
aiti-12687	24	7	of	of	ADP
aiti-12687	24	8	material	material	ADJ
aiti-12687	24	9	quantities	quantity	NOUN
aiti-12687	24	10	and	and	CCONJ
aiti-12687	24	11	construction	construction	NOUN
aiti-12687	24	12	costs	cost	NOUN
aiti-12687	24	13	,	,	PUNCT
aiti-12687	24	14	resulting	result	VERB
aiti-12687	24	15	in	in	ADP
aiti-12687	24	16	higher	high	ADJ
aiti-12687	24	17	accuracy	accuracy	NOUN
aiti-12687	24	18	but	but	CCONJ
aiti-12687	24	19	a	a	DET
aiti-12687	24	20	longer	long	ADJ
aiti-12687	24	21	estimation	estimation	NOUN
aiti-12687	24	22	process	process	NOUN
aiti-12687	24	23	[	[	X
aiti-12687	24	24	6	6	NUM
aiti-12687	24	25	]	]	PUNCT
aiti-12687	24	26	.	.	PUNCT
aiti-12687	25	1	machine	machine	NOUN
aiti-12687	25	2	learning	learning	NOUN
aiti-12687	25	3	(	(	PUNCT
aiti-12687	25	4	ml	ml	NOUN
aiti-12687	25	5	)	)	PUNCT
aiti-12687	25	6	has	have	AUX
aiti-12687	25	7	found	find	VERB
aiti-12687	25	8	widespread	widespread	ADJ
aiti-12687	25	9	application	application	NOUN
aiti-12687	25	10	across	across	ADP
aiti-12687	25	11	diverse	diverse	ADJ
aiti-12687	25	12	industrial	industrial	ADJ
aiti-12687	25	13	and	and	CCONJ
aiti-12687	25	14	business	business	NOUN
aiti-12687	25	15	sectors	sector	NOUN
aiti-12687	25	16	[	[	PUNCT
aiti-12687	25	17	7	7	NUM
aiti-12687	25	18	-	-	SYM
aiti-12687	25	19	9	9	NUM
aiti-12687	25	20	]	]	PUNCT
aiti-12687	25	21	.	.	PUNCT
aiti-12687	26	1	ml	ml	PROPN
aiti-12687	26	2	technologies	technology	NOUN
aiti-12687	26	3	have	have	AUX
aiti-12687	26	4	evolved	evolve	VERB
aiti-12687	26	5	significantly	significantly	ADV
aiti-12687	26	6	and	and	CCONJ
aiti-12687	26	7	expanded	expand	VERB
aiti-12687	26	8	their	their	PRON
aiti-12687	26	9	capabilities	capability	NOUN
aiti-12687	26	10	across	across	ADP
aiti-12687	26	11	a	a	DET
aiti-12687	26	12	wide	wide	ADJ
aiti-12687	26	13	range	range	NOUN
aiti-12687	26	14	of	of	ADP
aiti-12687	26	15	applications	application	NOUN
aiti-12687	26	16	[	[	X
aiti-12687	26	17	10	10	NUM
aiti-12687	26	18	]	]	PUNCT
aiti-12687	26	19	.	.	PUNCT
aiti-12687	27	1	noteworthy	noteworthy	ADJ
aiti-12687	27	2	studies	study	NOUN
aiti-12687	27	3	have	have	AUX
aiti-12687	27	4	demonstrated	demonstrate	VERB
aiti-12687	27	5	the	the	DET
aiti-12687	27	6	effectiveness	effectiveness	NOUN
aiti-12687	27	7	of	of	ADP
aiti-12687	27	8	ml	ml	NOUN
aiti-12687	27	9	methodologies	methodology	NOUN
aiti-12687	27	10	in	in	ADP
aiti-12687	27	11	predicting	predict	VERB
aiti-12687	27	12	or	or	CCONJ
aiti-12687	27	13	classifying	classify	VERB
aiti-12687	27	14	various	various	ADJ
aiti-12687	27	15	factors	factor	NOUN
aiti-12687	27	16	,	,	PUNCT
aiti-12687	27	17	such	such	ADJ
aiti-12687	27	18	as	as	ADP
aiti-12687	27	19	interest	interest	NOUN
aiti-12687	27	20	rates	rate	NOUN
aiti-12687	27	21	and	and	CCONJ
aiti-12687	27	22	prices	price	NOUN
aiti-12687	27	23	within	within	ADP
aiti-12687	27	24	the	the	DET
aiti-12687	27	25	real	real	ADJ
aiti-12687	27	26	estate	estate	NOUN
aiti-12687	27	27	domain	domain	NOUN
aiti-12687	27	28	[	[	X
aiti-12687	27	29	11	11	NUM
aiti-12687	27	30	]	]	PUNCT
aiti-12687	27	31	.	.	PUNCT
aiti-12687	28	1	construction	construction	NOUN
aiti-12687	28	2	cost	cost	NOUN
aiti-12687	28	3	prediction	prediction	NOUN
aiti-12687	28	4	represents	represent	VERB
aiti-12687	28	5	a	a	DET
aiti-12687	28	6	prominent	prominent	ADJ
aiti-12687	28	7	area	area	NOUN
aiti-12687	28	8	of	of	ADP
aiti-12687	28	9	investigation	investigation	NOUN
aiti-12687	28	10	where	where	SCONJ
aiti-12687	28	11	ml	ml	NOUN
aiti-12687	28	12	capabilities	capability	NOUN
aiti-12687	28	13	have	have	AUX
aiti-12687	28	14	been	be	AUX
aiti-12687	28	15	thoroughly	thoroughly	ADV
aiti-12687	28	16	explored	explore	VERB
aiti-12687	28	17	.	.	PUNCT
aiti-12687	29	1	moreover	moreover	ADV
aiti-12687	29	2	,	,	PUNCT
aiti-12687	29	3	construction	construction	NOUN
aiti-12687	29	4	cost	cost	NOUN
aiti-12687	29	5	prediction	prediction	NOUN
aiti-12687	29	6	presents	present	VERB
aiti-12687	29	7	a	a	DET
aiti-12687	29	8	multifaceted	multifaceted	ADJ
aiti-12687	29	9	nonlinear	nonlinear	ADJ
aiti-12687	29	10	challenge	challenge	NOUN
aiti-12687	29	11	influenced	influence	VERB
aiti-12687	29	12	by	by	ADP
aiti-12687	29	13	various	various	ADJ
aiti-12687	29	14	direct	direct	ADJ
aiti-12687	29	15	and	and	CCONJ
aiti-12687	29	16	indirect	indirect	ADJ
aiti-12687	29	17	attributes	attribute	NOUN
aiti-12687	29	18	and	and	CCONJ
aiti-12687	29	19	construction	construction	NOUN
aiti-12687	29	20	year	year	NOUN
aiti-12687	29	21	[	[	X
aiti-12687	29	22	12	12	NUM
aiti-12687	29	23	]	]	PUNCT
aiti-12687	29	24	.	.	PUNCT
aiti-12687	30	1	the	the	DET
aiti-12687	30	2	traditional	traditional	ADJ
aiti-12687	30	3	method	method	NOUN
aiti-12687	30	4	of	of	ADP
aiti-12687	30	5	estimating	estimate	VERB
aiti-12687	30	6	residential	residential	ADJ
aiti-12687	30	7	construction	construction	NOUN
aiti-12687	30	8	costs	cost	NOUN
aiti-12687	30	9	,	,	PUNCT
aiti-12687	30	10	whether	whether	SCONJ
aiti-12687	30	11	rough	rough	ADJ
aiti-12687	30	12	or	or	CCONJ
aiti-12687	30	13	detailed	detailed	ADJ
aiti-12687	30	14	,	,	PUNCT
aiti-12687	30	15	always	always	ADV
aiti-12687	30	16	requires	require	VERB
aiti-12687	30	17	human	human	ADJ
aiti-12687	30	18	resources	resource	NOUN
aiti-12687	30	19	such	such	ADJ
aiti-12687	30	20	as	as	ADP
aiti-12687	30	21	engineers	engineer	NOUN
aiti-12687	30	22	,	,	PUNCT
aiti-12687	30	23	architects	architect	NOUN
aiti-12687	30	24	,	,	PUNCT
aiti-12687	30	25	estimators	estimator	NOUN
aiti-12687	30	26	,	,	PUNCT
aiti-12687	30	27	and	and	CCONJ
aiti-12687	30	28	other	other	ADJ
aiti-12687	30	29	resources	resource	NOUN
aiti-12687	30	30	like	like	ADP
aiti-12687	30	31	computers	computer	NOUN
aiti-12687	30	32	,	,	PUNCT
aiti-12687	30	33	printers	printer	NOUN
aiti-12687	30	34	,	,	PUNCT
aiti-12687	30	35	paper	paper	NOUN
aiti-12687	30	36	,	,	PUNCT
aiti-12687	30	37	etc	etc	X
aiti-12687	30	38	.	.	X
aiti-12687	30	39	additionally	additionally	ADV
aiti-12687	30	40	,	,	PUNCT
aiti-12687	30	41	it	it	PRON
aiti-12687	30	42	takes	take	VERB
aiti-12687	30	43	considerable	considerable	ADJ
aiti-12687	30	44	time	time	NOUN
aiti-12687	30	45	to	to	PART
aiti-12687	30	46	obtain	obtain	VERB
aiti-12687	30	47	accurate	accurate	ADJ
aiti-12687	30	48	and	and	CCONJ
aiti-12687	30	49	precise	precise	ADJ
aiti-12687	30	50	cost	cost	NOUN
aiti-12687	30	51	figures	figure	NOUN
aiti-12687	30	52	.	.	PUNCT
aiti-12687	31	1	to	to	PART
aiti-12687	31	2	address	address	VERB
aiti-12687	31	3	this	this	PRON
aiti-12687	31	4	,	,	PUNCT
aiti-12687	31	5	researchers	researcher	NOUN
aiti-12687	31	6	are	be	AUX
aiti-12687	31	7	interested	interested	ADJ
aiti-12687	31	8	in	in	ADP
aiti-12687	31	9	using	use	VERB
aiti-12687	31	10	a	a	DET
aiti-12687	31	11	new	new	ADJ
aiti-12687	31	12	approach	approach	NOUN
aiti-12687	31	13	where	where	SCONJ
aiti-12687	31	14	computers	computer	NOUN
aiti-12687	31	15	can	can	AUX
aiti-12687	31	16	learn	learn	VERB
aiti-12687	31	17	independently	independently	ADV
aiti-12687	31	18	through	through	ADP
aiti-12687	31	19	data	datum	NOUN
aiti-12687	31	20	or	or	CCONJ
aiti-12687	31	21	simulations	simulation	NOUN
aiti-12687	31	22	with	with	ADP
aiti-12687	31	23	artificial	artificial	ADJ
aiti-12687	31	24	intelligence	intelligence	NOUN
aiti-12687	31	25	(	(	PUNCT
aiti-12687	31	26	ai	ai	NOUN
aiti-12687	31	27	)	)	PUNCT
aiti-12687	31	28	.	.	PUNCT
aiti-12687	32	1	they	they	PRON
aiti-12687	32	2	employ	employ	VERB
aiti-12687	32	3	the	the	DET
aiti-12687	32	4	principles	principle	NOUN
aiti-12687	32	5	of	of	ADP
aiti-12687	32	6	extreme	extreme	ADJ
aiti-12687	32	7	learning	learning	NOUN
aiti-12687	32	8	machine	machine	NOUN
aiti-12687	32	9	(	(	PUNCT
aiti-12687	32	10	xlm	xlm	PROPN
aiti-12687	32	11	)	)	PUNCT
aiti-12687	32	12	,	,	PUNCT
aiti-12687	32	13	creating	create	VERB
aiti-12687	32	14	models	model	NOUN
aiti-12687	32	15	for	for	ADP
aiti-12687	32	16	predicting	predict	VERB
aiti-12687	32	17	flat	flat	ADJ
aiti-12687	32	18	-	-	PUNCT
aiti-12687	32	19	house	house	NOUN
aiti-12687	32	20	construction	construction	NOUN
aiti-12687	32	21	costs	cost	NOUN
aiti-12687	32	22	directly	directly	ADV
aiti-12687	32	23	from	from	ADP
aiti-12687	32	24	the	the	DET
aiti-12687	32	25	house	house	NOUN
aiti-12687	32	26	’s	’s	PART
aiti-12687	32	27	area	area	NOUN
aiti-12687	32	28	without	without	ADP
aiti-12687	32	29	the	the	DET
aiti-12687	32	30	need	need	NOUN
aiti-12687	32	31	for	for	SCONJ
aiti-12687	32	32	architects	architect	NOUN
aiti-12687	32	33	and	and	CCONJ
aiti-12687	32	34	engineers	engineer	NOUN
aiti-12687	32	35	to	to	PART
aiti-12687	32	36	design	design	VERB
aiti-12687	32	37	.	.	PUNCT
aiti-12687	33	1	instead	instead	ADV
aiti-12687	33	2	,	,	PUNCT
aiti-12687	33	3	the	the	DET
aiti-12687	33	4	predicted	predict	VERB
aiti-12687	33	5	cost	cost	NOUN
aiti-12687	33	6	should	should	AUX
aiti-12687	33	7	closely	closely	ADV
aiti-12687	33	8	approximate	approximate	VERB
aiti-12687	33	9	the	the	DET
aiti-12687	33	10	traditional	traditional	ADJ
aiti-12687	33	11	estimation	estimation	NOUN
aiti-12687	33	12	.	.	PUNCT
aiti-12687	34	1	ml	ml	PROPN
aiti-12687	34	2	is	be	AUX
aiti-12687	34	3	a	a	DET
aiti-12687	34	4	subfield	subfield	NOUN
aiti-12687	34	5	of	of	ADP
aiti-12687	34	6	ai	ai	NOUN
aiti-12687	34	7	that	that	PRON
aiti-12687	34	8	works	work	VERB
aiti-12687	34	9	alongside	alongside	ADP
aiti-12687	34	10	algorithms	algorithm	NOUN
aiti-12687	34	11	and	and	CCONJ
aiti-12687	34	12	technologies	technology	NOUN
aiti-12687	34	13	to	to	PART
aiti-12687	34	14	extract	extract	VERB
aiti-12687	34	15	useful	useful	ADJ
aiti-12687	34	16	information	information	NOUN
aiti-12687	34	17	from	from	ADP
aiti-12687	34	18	data	data	PROPN
aiti-12687	34	19	.	.	PUNCT
aiti-12687	35	1	ml	ml	PROPN
aiti-12687	35	2	is	be	AUX
aiti-12687	35	3	appropriate	appropriate	ADJ
aiti-12687	35	4	for	for	ADP
aiti-12687	35	5	calculations	calculation	NOUN
aiti-12687	35	6	involving	involve	VERB
aiti-12687	35	7	data	datum	NOUN
aiti-12687	35	8	due	due	ADP
aiti-12687	35	9	to	to	ADP
aiti-12687	35	10	the	the	DET
aiti-12687	35	11	impracticability	impracticability	NOUN
aiti-12687	35	12	and	and	CCONJ
aiti-12687	35	13	inefficiency	inefficiency	NOUN
aiti-12687	35	14	of	of	ADP
aiti-12687	35	15	manually	manually	ADV
aiti-12687	35	16	processing	process	VERB
aiti-12687	35	17	the	the	DET
aiti-12687	35	18	data	datum	NOUN
aiti-12687	35	19	in	in	ADP
aiti-12687	35	20	the	the	DET
aiti-12687	35	21	absence	absence	NOUN
aiti-12687	35	22	of	of	ADP
aiti-12687	35	23	ml	ml	PROPN
aiti-12687	35	24	.	.	PUNCT
aiti-12687	36	1	therefore	therefore	ADV
aiti-12687	36	2	,	,	PUNCT
aiti-12687	36	3	it	it	PRON
aiti-12687	36	4	depends	depend	VERB
aiti-12687	36	5	on	on	ADP
aiti-12687	36	6	creating	create	VERB
aiti-12687	36	7	algorithms	algorithm	NOUN
aiti-12687	36	8	enabling	enable	VERB
aiti-12687	36	9	ml	ml	NOUN
aiti-12687	36	10	to	to	PART
aiti-12687	36	11	be	be	AUX
aiti-12687	36	12	a	a	DET
aiti-12687	36	13	predictive	predictive	ADJ
aiti-12687	36	14	algorithm	algorithm	NOUN
aiti-12687	36	15	method	method	NOUN
aiti-12687	36	16	capable	capable	ADJ
aiti-12687	36	17	of	of	ADP
aiti-12687	36	18	processing	process	VERB
aiti-12687	36	19	quantitative	quantitative	ADJ
aiti-12687	36	20	data	datum	NOUN
aiti-12687	36	21	for	for	ADP
aiti-12687	36	22	forecasting	forecasting	NOUN
aiti-12687	36	23	.	.	PUNCT
aiti-12687	37	1	according	accord	VERB
aiti-12687	37	2	to	to	ADP
aiti-12687	37	3	the	the	DET
aiti-12687	37	4	statement	statement	NOUN
aiti-12687	37	5	of	of	ADP
aiti-12687	37	6	xu	xu	PROPN
aiti-12687	37	7	et	et	PROPN
aiti-12687	37	8	al	al	PROPN
aiti-12687	37	9	.	.	PUNCT
aiti-12687	38	1	[	[	X
aiti-12687	38	2	13	13	NUM
aiti-12687	38	3	]	]	PUNCT
aiti-12687	38	4	,	,	PUNCT
aiti-12687	38	5	ml	ml	PROPN
aiti-12687	38	6	has	have	AUX
aiti-12687	38	7	significantly	significantly	ADV
aiti-12687	38	8	transformed	transform	VERB
aiti-12687	38	9	various	various	ADJ
aiti-12687	38	10	industries	industry	NOUN
aiti-12687	38	11	and	and	CCONJ
aiti-12687	38	12	become	become	VERB
aiti-12687	38	13	a	a	DET
aiti-12687	38	14	powerful	powerful	ADJ
aiti-12687	38	15	tool	tool	NOUN
aiti-12687	38	16	in	in	ADP
aiti-12687	38	17	the	the	DET
aiti-12687	38	18	construction	construction	NOUN
aiti-12687	38	19	sector	sector	NOUN
aiti-12687	38	20	as	as	SCONJ
aiti-12687	38	21	it	it	PRON
aiti-12687	38	22	automates	automate	VERB
aiti-12687	38	23	processes	process	NOUN
aiti-12687	38	24	.	.	PUNCT
aiti-12687	39	1	ml	ml	PROPN
aiti-12687	39	2	technology	technology	NOUN
aiti-12687	39	3	is	be	AUX
aiti-12687	39	4	substantial	substantial	ADJ
aiti-12687	39	5	in	in	ADP
aiti-12687	39	6	processing	process	VERB
aiti-12687	39	7	massive	massive	ADJ
aiti-12687	39	8	volumes	volume	NOUN
aiti-12687	39	9	of	of	ADP
aiti-12687	39	10	data	datum	NOUN
aiti-12687	39	11	to	to	PART
aiti-12687	39	12	achieve	achieve	VERB
aiti-12687	39	13	time	time	NOUN
aiti-12687	39	14	savings	saving	NOUN
aiti-12687	39	15	and	and	CCONJ
aiti-12687	39	16	optimize	optimize	VERB
aiti-12687	39	17	processing	processing	NOUN
aiti-12687	39	18	resources	resource	NOUN
aiti-12687	39	19	.	.	PUNCT
aiti-12687	40	1	moreover	moreover	ADV
aiti-12687	40	2	,	,	PUNCT
aiti-12687	40	3	it	it	PRON
aiti-12687	40	4	may	may	AUX
aiti-12687	40	5	be	be	AUX
aiti-12687	40	6	particularly	particularly	ADV
aiti-12687	40	7	suitable	suitable	ADJ
aiti-12687	40	8	for	for	SCONJ
aiti-12687	40	9	the	the	DET
aiti-12687	40	10	construction	construction	NOUN
aiti-12687	40	11	industry	industry	NOUN
aiti-12687	40	12	to	to	PART
aiti-12687	40	13	predict	predict	VERB
aiti-12687	40	14	both	both	CCONJ
aiti-12687	40	15	financial	financial	ADJ
aiti-12687	40	16	and	and	CCONJ
aiti-12687	40	17	time	time	NOUN
aiti-12687	40	18	expenditure	expenditure	NOUN
aiti-12687	40	19	and	and	CCONJ
aiti-12687	40	20	attain	attain	VERB
aiti-12687	40	21	the	the	DET
aiti-12687	40	22	maximization	maximization	NOUN
aiti-12687	40	23	of	of	ADP
aiti-12687	40	24	efficiency	efficiency	NOUN
aiti-12687	40	25	.	.	PUNCT
aiti-12687	41	1	in	in	ADP
aiti-12687	41	2	the	the	DET
aiti-12687	41	3	realm	realm	NOUN
aiti-12687	41	4	of	of	ADP
aiti-12687	41	5	construction	construction	NOUN
aiti-12687	41	6	cost	cost	NOUN
aiti-12687	41	7	estimation	estimation	NOUN
aiti-12687	41	8	,	,	PUNCT
aiti-12687	41	9	tayefeh	tayefeh	PROPN
aiti-12687	41	10	hashemi	hashemi	NOUN
aiti-12687	41	11	et	et	PROPN
aiti-12687	41	12	al	al	PROPN
aiti-12687	41	13	.	.	PUNCT
aiti-12687	42	1	[	[	X
aiti-12687	42	2	14	14	NUM
aiti-12687	42	3	]	]	PUNCT
aiti-12687	42	4	conducted	conduct	VERB
aiti-12687	42	5	an	an	DET
aiti-12687	42	6	exhaustive	exhaustive	ADJ
aiti-12687	42	7	analysis	analysis	NOUN
aiti-12687	42	8	of	of	ADP
aiti-12687	42	9	research	research	NOUN
aiti-12687	42	10	papers	paper	NOUN
aiti-12687	42	11	spanning	span	VERB
aiti-12687	42	12	30	30	NUM
aiti-12687	42	13	years	year	NOUN
aiti-12687	42	14	from	from	ADP
aiti-12687	42	15	1985	1985	NUM
aiti-12687	42	16	to	to	ADP
aiti-12687	42	17	2020	2020	NUM
aiti-12687	42	18	.	.	PUNCT
aiti-12687	43	1	these	these	DET
aiti-12687	43	2	papers	paper	NOUN
aiti-12687	43	3	were	be	AUX
aiti-12687	43	4	dedicated	dedicate	VERB
aiti-12687	43	5	to	to	ADP
aiti-12687	43	6	the	the	DET
aiti-12687	43	7	application	application	NOUN
aiti-12687	43	8	of	of	ADP
aiti-12687	43	9	ml	ml	NOUN
aiti-12687	43	10	techniques	technique	NOUN
aiti-12687	43	11	for	for	ADP
aiti-12687	43	12	cost	cost	NOUN
aiti-12687	43	13	estimation	estimation	NOUN
aiti-12687	43	14	in	in	ADP
aiti-12687	43	15	construction	construction	NOUN
aiti-12687	43	16	projects	project	NOUN
aiti-12687	43	17	.	.	PUNCT
aiti-12687	44	1	the	the	DET
aiti-12687	44	2	overarching	overarching	ADJ
aiti-12687	44	3	goal	goal	NOUN
aiti-12687	44	4	of	of	ADP
aiti-12687	44	5	these	these	DET
aiti-12687	44	6	studies	study	NOUN
aiti-12687	44	7	was	be	AUX
aiti-12687	44	8	to	to	PART
aiti-12687	44	9	develop	develop	VERB
aiti-12687	44	10	predictive	predictive	ADJ
aiti-12687	44	11	models	model	NOUN
aiti-12687	44	12	capable	capable	ADJ
aiti-12687	44	13	of	of	ADP
aiti-12687	44	14	providing	provide	VERB
aiti-12687	44	15	accurate	accurate	ADJ
aiti-12687	44	16	cost	cost	NOUN
aiti-12687	44	17	estimates	estimate	NOUN
aiti-12687	44	18	,	,	PUNCT
aiti-12687	44	19	particularly	particularly	ADV
aiti-12687	44	20	during	during	ADP
aiti-12687	44	21	the	the	DET
aiti-12687	44	22	pre	pre	ADJ
aiti-12687	44	23	-	-	ADJ
aiti-12687	44	24	bidding	bidding	ADJ
aiti-12687	44	25	phase	phase	NOUN
aiti-12687	44	26	,	,	PUNCT
aiti-12687	44	27	thereby	thereby	ADV
aiti-12687	44	28	facilitating	facilitate	VERB
aiti-12687	44	29	informed	informed	ADJ
aiti-12687	44	30	decision	decision	NOUN
aiti-12687	44	31	-	-	PUNCT
aiti-12687	44	32	making	making	NOUN
aiti-12687	44	33	by	by	ADP
aiti-12687	44	34	project	project	NOUN
aiti-12687	44	35	managers	manager	NOUN
aiti-12687	44	36	.	.	PUNCT
aiti-12687	45	1	notably	notably	ADV
aiti-12687	45	2	,	,	PUNCT
aiti-12687	45	3	prevalent	prevalent	ADJ
aiti-12687	45	4	ml	ml	NOUN
aiti-12687	45	5	techniques	technique	NOUN
aiti-12687	45	6	have	have	AUX
aiti-12687	45	7	employed	employ	VERB
aiti-12687	45	8	in	in	ADP
aiti-12687	45	9	the	the	DET
aiti-12687	45	10	reviewed	review	VERB
aiti-12687	45	11	literature	literature	NOUN
aiti-12687	45	12	including	include	VERB
aiti-12687	45	13	anns	ann	NOUN
aiti-12687	45	14	,	,	PUNCT
aiti-12687	45	15	regression	regression	VERB
aiti-12687	45	16	analysis	analysis	NOUN
aiti-12687	45	17	(	(	PUNCT
aiti-12687	45	18	ra	ra	NOUN
aiti-12687	45	19	)	)	PUNCT
aiti-12687	45	20	,	,	PUNCT
aiti-12687	45	21	case	case	NOUN
aiti-12687	45	22	-	-	PUNCT
aiti-12687	45	23	based	base	VERB
aiti-12687	45	24	reasoning	reasoning	NOUN
aiti-12687	45	25	(	(	PUNCT
aiti-12687	45	26	cbr	cbr	NOUN
aiti-12687	45	27	)	)	PUNCT
aiti-12687	45	28	,	,	PUNCT
aiti-12687	45	29	and	and	CCONJ
aiti-12687	45	30	support	support	VERB
aiti-12687	45	31	vector	vector	NOUN
aiti-12687	45	32	machines	machine	NOUN
aiti-12687	45	33	(	(	PUNCT
aiti-12687	45	34	svms	svms	NOUN
aiti-12687	45	35	)	)	PUNCT
aiti-12687	45	36	respectively	respectively	ADV
aiti-12687	45	37	.	.	PUNCT
aiti-12687	46	1	this	this	DET
aiti-12687	46	2	analysis	analysis	NOUN
aiti-12687	46	3	aligns	align	VERB
aiti-12687	46	4	with	with	ADP
aiti-12687	46	5	the	the	DET
aiti-12687	46	6	findings	finding	NOUN
aiti-12687	46	7	of	of	ADP
aiti-12687	46	8	elfaki	elfaki	PROPN
aiti-12687	46	9	et	et	PROPN
aiti-12687	46	10	al	al	PROPN
aiti-12687	46	11	.	.	PUNCT
aiti-12687	47	1	[	[	X
aiti-12687	47	2	15	15	NUM
aiti-12687	47	3	]	]	PUNCT
aiti-12687	47	4	,	,	PUNCT
aiti-12687	47	5	in	in	ADP
aiti-12687	47	6	their	their	PRON
aiti-12687	47	7	survey	survey	NOUN
aiti-12687	47	8	of	of	ADP
aiti-12687	47	9	construction	construction	NOUN
aiti-12687	47	10	cost	cost	NOUN
aiti-12687	47	11	estimation	estimation	NOUN
aiti-12687	47	12	over	over	ADP
aiti-12687	47	13	the	the	DET
aiti-12687	47	14	past	past	NOUN
aiti-12687	47	15	decade	decade	NOUN
aiti-12687	47	16	,	,	PUNCT
aiti-12687	47	17	which	which	PRON
aiti-12687	47	18	also	also	ADV
aiti-12687	47	19	underscored	underscore	VERB
aiti-12687	47	20	the	the	DET
aiti-12687	47	21	enduring	endure	VERB
aiti-12687	47	22	prominence	prominence	NOUN
aiti-12687	47	23	of	of	ADP
aiti-12687	47	24	classic	classic	ADJ
aiti-12687	47	25	ml	ml	NOUN
aiti-12687	47	26	techniques	technique	NOUN
aiti-12687	47	27	notably	notably	ADV
aiti-12687	47	28	anns	anns	ADJ
aiti-12687	47	29	and	and	CCONJ
aiti-12687	47	30	svm	svm	NOUN
aiti-12687	47	31	within	within	ADP
aiti-12687	47	32	the	the	DET
aiti-12687	47	33	field	field	NOUN
aiti-12687	47	34	.	.	PUNCT
aiti-12687	48	1	various	various	ADJ
aiti-12687	48	2	methodologies	methodology	NOUN
aiti-12687	48	3	are	be	AUX
aiti-12687	48	4	employed	employ	VERB
aiti-12687	48	5	to	to	PART
aiti-12687	48	6	forecast	forecast	VERB
aiti-12687	48	7	residential	residential	ADJ
aiti-12687	48	8	prices	price	NOUN
aiti-12687	48	9	[	[	X
aiti-12687	48	10	7	7	NUM
aiti-12687	48	11	]	]	PUNCT
aiti-12687	48	12	.	.	PUNCT
aiti-12687	49	1	in	in	ADP
aiti-12687	49	2	contrast	contrast	NOUN
aiti-12687	49	3	to	to	ADP
aiti-12687	49	4	the	the	DET
aiti-12687	49	5	classic	classic	ADJ
aiti-12687	49	6	price	price	NOUN
aiti-12687	49	7	prediction	prediction	NOUN
aiti-12687	49	8	approaches	approach	NOUN
aiti-12687	49	9	,	,	PUNCT
aiti-12687	49	10	ann	ann	PROPN
aiti-12687	49	11	-	-	PUNCT
aiti-12687	49	12	based	base	VERB
aiti-12687	49	13	methods	method	NOUN
aiti-12687	49	14	have	have	AUX
aiti-12687	49	15	exhibited	exhibit	VERB
aiti-12687	49	16	promising	promise	VERB
aiti-12687	49	17	outcomes	outcome	NOUN
aiti-12687	49	18	in	in	ADP
aiti-12687	49	19	real	real	ADJ
aiti-12687	49	20	estate	estate	NOUN
aiti-12687	49	21	assessment	assessment	NOUN
aiti-12687	49	22	[	[	X
aiti-12687	49	23	16	16	NUM
aiti-12687	49	24	]	]	PUNCT
aiti-12687	49	25	.	.	PUNCT
aiti-12687	50	1	their	their	PRON
aiti-12687	50	2	primary	primary	ADJ
aiti-12687	50	3	advantage	advantage	NOUN
aiti-12687	50	4	lies	lie	VERB
aiti-12687	50	5	in	in	ADP
aiti-12687	50	6	their	their	PRON
aiti-12687	50	7	capacity	capacity	NOUN
aiti-12687	50	8	to	to	PART
aiti-12687	50	9	discern	discern	VERB
aiti-12687	50	10	non	non	ADJ
aiti-12687	50	11	-	-	ADJ
aiti-12687	50	12	linear	linear	ADJ
aiti-12687	50	13	correlations	correlation	NOUN
aiti-12687	50	14	between	between	ADP
aiti-12687	50	15	inputs	input	NOUN
aiti-12687	50	16	and	and	CCONJ
aiti-12687	50	17	outputs	output	NOUN
aiti-12687	50	18	,	,	PUNCT
aiti-12687	50	19	rendering	render	VERB
aiti-12687	50	20	them	they	PRON
aiti-12687	50	21	particularly	particularly	ADV
aiti-12687	50	22	suitable	suitable	ADJ
aiti-12687	50	23	for	for	ADP
aiti-12687	50	24	predicting	predict	VERB
aiti-12687	50	25	non	non	ADJ
aiti-12687	50	26	-	-	NOUN
aiti-12687	50	27	linearities	linearity	NOUN
aiti-12687	50	28	in	in	ADP
aiti-12687	50	29	real	real	ADJ
aiti-12687	50	30	estate	estate	NOUN
aiti-12687	50	31	price	price	NOUN
aiti-12687	50	32	assessment	assessment	NOUN
aiti-12687	50	33	[	[	X
aiti-12687	50	34	17	17	NUM
aiti-12687	50	35	]	]	PUNCT
aiti-12687	50	36	.	.	PUNCT
aiti-12687	51	1	recent	recent	ADJ
aiti-12687	51	2	investigations	investigation	NOUN
aiti-12687	51	3	have	have	AUX
aiti-12687	51	4	asserted	assert	VERB
aiti-12687	51	5	the	the	DET
aiti-12687	51	6	effectiveness	effectiveness	NOUN
aiti-12687	51	7	of	of	ADP
aiti-12687	51	8	ml	ml	NOUN
aiti-12687	51	9	models	model	NOUN
aiti-12687	51	10	,	,	PUNCT
aiti-12687	51	11	including	include	VERB
aiti-12687	51	12	anns	ann	NOUN
aiti-12687	51	13	in	in	ADP
aiti-12687	51	14	real	real	ADJ
aiti-12687	51	15	estate	estate	NOUN
aiti-12687	51	16	price	price	NOUN
aiti-12687	51	17	prediction	prediction	NOUN
aiti-12687	51	18	tasks	task	NOUN
aiti-12687	51	19	[	[	X
aiti-12687	51	20	11	11	NUM
aiti-12687	51	21	]	]	PUNCT
aiti-12687	51	22	.	.	PUNCT
aiti-12687	52	1	khalaf	khalaf	PROPN
aiti-12687	52	2	et	et	PROPN
aiti-12687	52	3	al	al	PROPN
aiti-12687	52	4	.	.	PUNCT
aiti-12687	53	1	[	[	X
aiti-12687	53	2	18	18	NUM
aiti-12687	53	3	]	]	PUNCT
aiti-12687	53	4	initially	initially	ADV
aiti-12687	53	5	applied	apply	VERB
aiti-12687	53	6	particle	particle	NOUN
aiti-12687	53	7	swarm	swarm	NOUN
aiti-12687	53	8	optimization	optimization	NOUN
aiti-12687	53	9	(	(	PUNCT
aiti-12687	53	10	pso	pso	NOUN
aiti-12687	53	11	)	)	PUNCT
aiti-12687	53	12	for	for	ADP
aiti-12687	53	13	cost	cost	NOUN
aiti-12687	53	14	and	and	CCONJ
aiti-12687	53	15	construction	construction	NOUN
aiti-12687	53	16	time	time	NOUN
aiti-12687	53	17	estimation	estimation	NOUN
aiti-12687	53	18	in	in	ADP
aiti-12687	53	19	60	60	NUM
aiti-12687	53	20	projects	project	NOUN
aiti-12687	53	21	.	.	PUNCT
aiti-12687	54	1	the	the	DET
aiti-12687	54	2	study	study	NOUN
aiti-12687	54	3	attested	attest	VERB
aiti-12687	54	4	that	that	SCONJ
aiti-12687	54	5	pso	pso	NOUN
aiti-12687	54	6	performed	perform	VERB
aiti-12687	54	7	well	well	ADV
aiti-12687	54	8	and	and	CCONJ
aiti-12687	54	9	yielded	yield	VERB
aiti-12687	54	10	highly	highly	ADV
aiti-12687	54	11	accurate	accurate	ADJ
aiti-12687	54	12	results	result	NOUN
aiti-12687	54	13	despite	despite	SCONJ
aiti-12687	54	14	the	the	DET
aiti-12687	54	15	presence	presence	NOUN
aiti-12687	54	16	of	of	ADP
aiti-12687	54	17	parameters	parameter	NOUN
aiti-12687	54	18	with	with	ADP
aiti-12687	54	19	diverse	diverse	ADJ
aiti-12687	54	20	uncertainties	uncertainty	NOUN
aiti-12687	54	21	.	.	PUNCT
aiti-12687	55	1	the	the	DET
aiti-12687	55	2	strength	strength	NOUN
aiti-12687	55	3	of	of	ADP
aiti-12687	55	4	this	this	DET
aiti-12687	55	5	approach	approach	NOUN
aiti-12687	55	6	lies	lie	VERB
aiti-12687	55	7	in	in	ADP
aiti-12687	55	8	its	its	PRON
aiti-12687	55	9	reliance	reliance	NOUN
aiti-12687	55	10	on	on	ADP
aiti-12687	55	11	existing	exist	VERB
aiti-12687	55	12	and	and	CCONJ
aiti-12687	55	13	more	more	ADV
aiti-12687	55	14	reliable	reliable	ADJ
aiti-12687	55	15	projects	project	NOUN
aiti-12687	55	16	compared	compare	VERB
aiti-12687	55	17	to	to	ADP
aiti-12687	55	18	those	those	PRON
aiti-12687	55	19	considered	consider	VERB
aiti-12687	55	20	for	for	ADP
aiti-12687	55	21	estimation	estimation	NOUN
aiti-12687	55	22	and	and	CCONJ
aiti-12687	55	23	testing	testing	NOUN
aiti-12687	55	24	.	.	PUNCT
aiti-12687	56	1	conversely	conversely	ADV
aiti-12687	56	2	,	,	PUNCT
aiti-12687	56	3	jiang	jiang	PROPN
aiti-12687	57	1	[	[	X
aiti-12687	57	2	19	19	NUM
aiti-12687	57	3	]	]	PUNCT
aiti-12687	57	4	investigated	investigate	VERB
aiti-12687	57	5	the	the	DET
aiti-12687	57	6	use	use	NOUN
aiti-12687	57	7	of	of	ADP
aiti-12687	57	8	ann	ann	PROPN
aiti-12687	57	9	for	for	ADP
aiti-12687	57	10	construction	construction	NOUN
aiti-12687	57	11	project	project	NOUN
aiti-12687	57	12	advances	advance	NOUN
aiti-12687	57	13	in	in	ADP
aiti-12687	57	14	technology	technology	NOUN
aiti-12687	57	15	innovation	innovation	NOUN
aiti-12687	57	16	,	,	PUNCT
aiti-12687	57	17	vol	vol	NOUN
aiti-12687	57	18	.	.	PUNCT
aiti-12687	58	1	x	x	X
aiti-12687	58	2	,	,	PUNCT
aiti-12687	58	3	no	no	INTJ
aiti-12687	58	4	.	.	PUNCT
aiti-12687	59	1	x	x	X
aiti-12687	59	2	,	,	PUNCT
aiti-12687	59	3	20xx	20xx	ADJ
aiti-12687	59	4	,	,	PUNCT
aiti-12687	59	5	pp	pp	PROPN
aiti-12687	59	6	.	.	PUNCT
aiti-12687	60	1	xx	xx	X
aiti-12687	60	2	-	-	PUNCT
aiti-12687	60	3	xx	xx	NUM
aiti-12687	60	4	14	14	NUM
aiti-12687	60	5	estimation	estimation	NOUN
aiti-12687	60	6	and	and	CCONJ
aiti-12687	60	7	compared	compare	VERB
aiti-12687	60	8	its	its	PRON
aiti-12687	60	9	results	result	NOUN
aiti-12687	60	10	with	with	ADP
aiti-12687	60	11	the	the	DET
aiti-12687	60	12	radial	radial	ADJ
aiti-12687	60	13	basis	basis	NOUN
aiti-12687	60	14	function	function	NOUN
aiti-12687	60	15	neural	neural	ADJ
aiti-12687	60	16	network	network	NOUN
aiti-12687	60	17	(	(	PUNCT
aiti-12687	60	18	rbfnn	rbfnn	PROPN
aiti-12687	60	19	)	)	PUNCT
aiti-12687	60	20	method	method	NOUN
aiti-12687	60	21	and	and	CCONJ
aiti-12687	60	22	found	find	VERB
aiti-12687	60	23	,	,	PUNCT
aiti-12687	60	24	that	that	SCONJ
aiti-12687	60	25	ann	ann	PROPN
aiti-12687	60	26	outperformed	outperform	VERB
aiti-12687	60	27	rbfnn	rbfnn	PROPN
aiti-12687	60	28	.	.	PUNCT
aiti-12687	61	1	subsequently	subsequently	ADV
aiti-12687	61	2	,	,	PUNCT
aiti-12687	61	3	the	the	DET
aiti-12687	61	4	ann	ann	PROPN
aiti-12687	61	5	model	model	NOUN
aiti-12687	61	6	’s	’s	PART
aiti-12687	61	7	efficiency	efficiency	NOUN
aiti-12687	61	8	and	and	CCONJ
aiti-12687	61	9	application	application	NOUN
aiti-12687	61	10	to	to	ADP
aiti-12687	61	11	other	other	ADJ
aiti-12687	61	12	project	project	NOUN
aiti-12687	61	13	types	type	NOUN
aiti-12687	61	14	were	be	AUX
aiti-12687	61	15	examined	examine	VERB
aiti-12687	61	16	,	,	PUNCT
aiti-12687	61	17	considering	consider	VERB
aiti-12687	61	18	additional	additional	ADJ
aiti-12687	61	19	cost	cost	NOUN
aiti-12687	61	20	factors	factor	NOUN
aiti-12687	61	21	.	.	PUNCT
aiti-12687	62	1	in	in	ADP
aiti-12687	62	2	a	a	DET
aiti-12687	62	3	study	study	NOUN
aiti-12687	62	4	conducted	conduct	VERB
aiti-12687	62	5	by	by	ADP
aiti-12687	62	6	park	park	NOUN
aiti-12687	62	7	et	et	PROPN
aiti-12687	62	8	al	al	PROPN
aiti-12687	62	9	.	.	PUNCT
aiti-12687	63	1	[	[	X
aiti-12687	63	2	20	20	NUM
aiti-12687	63	3	]	]	PUNCT
aiti-12687	63	4	,	,	PUNCT
aiti-12687	63	5	the	the	DET
aiti-12687	63	6	crucial	crucial	ADJ
aiti-12687	63	7	importance	importance	NOUN
aiti-12687	63	8	of	of	ADP
aiti-12687	63	9	accurate	accurate	ADJ
aiti-12687	63	10	cost	cost	NOUN
aiti-12687	63	11	estimation	estimation	NOUN
aiti-12687	63	12	during	during	ADP
aiti-12687	63	13	the	the	DET
aiti-12687	63	14	initial	initial	ADJ
aiti-12687	63	15	stages	stage	NOUN
aiti-12687	63	16	of	of	ADP
aiti-12687	63	17	construction	construction	NOUN
aiti-12687	63	18	projects	project	NOUN
aiti-12687	63	19	is	be	AUX
aiti-12687	63	20	underscored	underscore	VERB
aiti-12687	63	21	.	.	PUNCT
aiti-12687	64	1	particularly	particularly	ADV
aiti-12687	64	2	in	in	ADP
aiti-12687	64	3	situations	situation	NOUN
aiti-12687	64	4	where	where	SCONJ
aiti-12687	64	5	essential	essential	ADJ
aiti-12687	64	6	data	datum	NOUN
aiti-12687	64	7	for	for	ADP
aiti-12687	64	8	construction	construction	NOUN
aiti-12687	64	9	cost	cost	NOUN
aiti-12687	64	10	prediction	prediction	NOUN
aiti-12687	64	11	is	be	AUX
aiti-12687	64	12	scarce	scarce	ADJ
aiti-12687	64	13	,	,	PUNCT
aiti-12687	64	14	the	the	DET
aiti-12687	64	15	study	study	NOUN
aiti-12687	64	16	introduces	introduce	VERB
aiti-12687	64	17	an	an	DET
aiti-12687	64	18	innovative	innovative	ADJ
aiti-12687	64	19	two	two	NUM
aiti-12687	64	20	-	-	PUNCT
aiti-12687	64	21	level	level	NOUN
aiti-12687	64	22	stacking	stacking	NOUN
aiti-12687	64	23	ensemble	ensemble	ADJ
aiti-12687	64	24	algorithm	algorithm	NOUN
aiti-12687	64	25	incorporating	incorporate	VERB
aiti-12687	64	26	random	random	ADJ
aiti-12687	64	27	forest	forest	NOUN
aiti-12687	64	28	(	(	PUNCT
aiti-12687	64	29	rf	rf	NOUN
aiti-12687	64	30	)	)	PUNCT
aiti-12687	64	31	,	,	PUNCT
aiti-12687	64	32	svm	svm	PROPN
aiti-12687	64	33	,	,	PUNCT
aiti-12687	64	34	and	and	CCONJ
aiti-12687	64	35	catboosting	catbooste	VERB
aiti-12687	64	36	.	.	PUNCT
aiti-12687	65	1	the	the	DET
aiti-12687	65	2	optimal	optimal	ADJ
aiti-12687	65	3	hyperparameter	hyperparameter	NOUN
aiti-12687	65	4	values	value	NOUN
aiti-12687	65	5	for	for	ADP
aiti-12687	65	6	these	these	DET
aiti-12687	65	7	base	base	NOUN
aiti-12687	65	8	models	model	NOUN
aiti-12687	65	9	are	be	AUX
aiti-12687	65	10	determined	determine	VERB
aiti-12687	65	11	through	through	ADP
aiti-12687	65	12	bayesian	bayesian	NOUN
aiti-12687	65	13	optimization	optimization	NOUN
aiti-12687	65	14	coupled	couple	VERB
aiti-12687	65	15	with	with	ADP
aiti-12687	65	16	cross	cross	NOUN
aiti-12687	65	17	-	-	NOUN
aiti-12687	65	18	validation	validation	NOUN
aiti-12687	65	19	.	.	PUNCT
aiti-12687	66	1	utilizing	utilize	VERB
aiti-12687	66	2	cost	cost	NOUN
aiti-12687	66	3	data	datum	NOUN
aiti-12687	66	4	from	from	ADP
aiti-12687	66	5	the	the	DET
aiti-12687	66	6	public	public	ADJ
aiti-12687	66	7	procurement	procurement	NOUN
aiti-12687	66	8	service	service	NOUN
aiti-12687	66	9	in	in	ADP
aiti-12687	66	10	south	south	PROPN
aiti-12687	66	11	korea	korea	PROPN
aiti-12687	66	12	,	,	PUNCT
aiti-12687	66	13	the	the	DET
aiti-12687	66	14	research	research	NOUN
aiti-12687	66	15	demonstrates	demonstrate	VERB
aiti-12687	66	16	the	the	DET
aiti-12687	66	17	two	two	NUM
aiti-12687	66	18	-	-	PUNCT
aiti-12687	66	19	level	level	NOUN
aiti-12687	66	20	stacking	stacking	NOUN
aiti-12687	66	21	ensemble	ensemble	ADJ
aiti-12687	66	22	model	model	NOUN
aiti-12687	66	23	consistently	consistently	ADV
aiti-12687	66	24	outperforms	outperform	VERB
aiti-12687	66	25	individual	individual	ADJ
aiti-12687	66	26	ensemble	ensemble	ADJ
aiti-12687	66	27	models	model	NOUN
aiti-12687	66	28	in	in	ADP
aiti-12687	66	29	predictive	predictive	ADJ
aiti-12687	66	30	accuracy	accuracy	NOUN
aiti-12687	66	31	.	.	PUNCT
aiti-12687	67	1	while	while	SCONJ
aiti-12687	67	2	classical	classical	ADJ
aiti-12687	67	3	models	model	NOUN
aiti-12687	67	4	employed	employ	VERB
aiti-12687	67	5	in	in	ADP
aiti-12687	67	6	prior	prior	ADJ
aiti-12687	67	7	research	research	NOUN
aiti-12687	67	8	exhibit	exhibit	VERB
aiti-12687	67	9	commendable	commendable	ADJ
aiti-12687	67	10	predictive	predictive	ADJ
aiti-12687	67	11	capabilities	capability	NOUN
aiti-12687	67	12	,	,	PUNCT
aiti-12687	67	13	ml	ml	ADP
aiti-12687	67	14	models	model	NOUN
aiti-12687	67	15	have	have	AUX
aiti-12687	67	16	demonstrated	demonstrate	VERB
aiti-12687	67	17	unsatisfactory	unsatisfactory	ADJ
aiti-12687	67	18	performance	performance	NOUN
aiti-12687	67	19	in	in	ADP
aiti-12687	67	20	comparison	comparison	NOUN
aiti-12687	67	21	.	.	PUNCT
aiti-12687	68	1	notably	notably	ADV
aiti-12687	68	2	,	,	PUNCT
aiti-12687	68	3	existing	exist	VERB
aiti-12687	68	4	studies	study	NOUN
aiti-12687	68	5	focused	focus	VERB
aiti-12687	68	6	on	on	ADP
aiti-12687	68	7	real	real	ADJ
aiti-12687	68	8	estate	estate	NOUN
aiti-12687	68	9	valuation	valuation	NOUN
aiti-12687	68	10	and	and	CCONJ
aiti-12687	68	11	prediction	prediction	NOUN
aiti-12687	68	12	in	in	ADP
aiti-12687	68	13	the	the	DET
aiti-12687	68	14	residential	residential	ADJ
aiti-12687	68	15	domain	domain	NOUN
aiti-12687	68	16	primarily	primarily	ADV
aiti-12687	68	17	rely	rely	VERB
aiti-12687	68	18	on	on	ADP
aiti-12687	68	19	readily	readily	ADV
aiti-12687	68	20	available	available	ADJ
aiti-12687	68	21	ml	ml	NOUN
aiti-12687	68	22	methods	method	NOUN
aiti-12687	68	23	.	.	PUNCT
aiti-12687	69	1	however	however	ADV
aiti-12687	69	2	,	,	PUNCT
aiti-12687	69	3	the	the	DET
aiti-12687	69	4	literature	literature	NOUN
aiti-12687	69	5	scarcely	scarcely	ADV
aiti-12687	69	6	highlights	highlight	VERB
aiti-12687	69	7	the	the	DET
aiti-12687	69	8	significance	significance	NOUN
aiti-12687	69	9	of	of	ADP
aiti-12687	69	10	incorporating	incorporate	VERB
aiti-12687	69	11	ensemble	ensemble	ADJ
aiti-12687	69	12	models	model	NOUN
aiti-12687	69	13	derived	derive	VERB
aiti-12687	69	14	from	from	ADP
aiti-12687	69	15	general	general	ADJ
aiti-12687	69	16	models	model	NOUN
aiti-12687	69	17	to	to	PART
aiti-12687	69	18	facilitate	facilitate	VERB
aiti-12687	69	19	collective	collective	ADJ
aiti-12687	69	20	learning	learning	NOUN
aiti-12687	69	21	and	and	CCONJ
aiti-12687	69	22	enhance	enhance	VERB
aiti-12687	69	23	performance	performance	NOUN
aiti-12687	69	24	levels	level	NOUN
aiti-12687	69	25	,	,	PUNCT
aiti-12687	69	26	thereby	thereby	ADV
aiti-12687	69	27	bolstering	bolster	VERB
aiti-12687	69	28	robustness	robustness	NOUN
aiti-12687	69	29	.	.	PUNCT
aiti-12687	70	1	significantly	significantly	ADV
aiti-12687	70	2	,	,	PUNCT
aiti-12687	70	3	it	it	PRON
aiti-12687	70	4	is	be	AUX
aiti-12687	70	5	noteworthy	noteworthy	ADJ
aiti-12687	70	6	that	that	SCONJ
aiti-12687	70	7	there	there	PRON
aiti-12687	70	8	is	be	VERB
aiti-12687	70	9	currently	currently	ADV
aiti-12687	70	10	an	an	DET
aiti-12687	70	11	almost	almost	ADV
aiti-12687	70	12	complete	complete	ADJ
aiti-12687	70	13	absence	absence	NOUN
aiti-12687	70	14	of	of	ADP
aiti-12687	70	15	methods	method	NOUN
aiti-12687	70	16	for	for	ADP
aiti-12687	70	17	predicting	predict	VERB
aiti-12687	70	18	construction	construction	NOUN
aiti-12687	70	19	prices	price	NOUN
aiti-12687	70	20	in	in	ADP
aiti-12687	70	21	thailand	thailand	PROPN
aiti-12687	70	22	through	through	ADP
aiti-12687	70	23	the	the	DET
aiti-12687	70	24	deployment	deployment	NOUN
aiti-12687	70	25	of	of	ADP
aiti-12687	70	26	ensemble	ensemble	ADJ
aiti-12687	70	27	learning	learning	NOUN
aiti-12687	70	28	techniques	technique	NOUN
aiti-12687	70	29	.	.	PUNCT
aiti-12687	71	1	moreover	moreover	ADV
aiti-12687	71	2	,	,	PUNCT
aiti-12687	71	3	in	in	ADP
aiti-12687	71	4	instances	instance	NOUN
aiti-12687	71	5	where	where	SCONJ
aiti-12687	71	6	ensemble	ensemble	ADJ
aiti-12687	71	7	learning	learning	NOUN
aiti-12687	71	8	methods	method	NOUN
aiti-12687	71	9	have	have	AUX
aiti-12687	71	10	been	be	AUX
aiti-12687	71	11	employed	employ	VERB
aiti-12687	71	12	,	,	PUNCT
aiti-12687	71	13	a	a	DET
aiti-12687	71	14	notable	notable	ADJ
aiti-12687	71	15	dearth	dearth	NOUN
aiti-12687	71	16	of	of	ADP
aiti-12687	71	17	comprehensive	comprehensive	ADJ
aiti-12687	71	18	comparative	comparative	ADJ
aiti-12687	71	19	demonstrations	demonstration	NOUN
aiti-12687	71	20	involving	involve	VERB
aiti-12687	71	21	multiple	multiple	ADJ
aiti-12687	71	22	ensemble	ensemble	ADJ
aiti-12687	71	23	learning	learning	NOUN
aiti-12687	71	24	approaches	approach	NOUN
aiti-12687	71	25	is	be	AUX
aiti-12687	71	26	emerged	emerge	VERB
aiti-12687	71	27	.	.	PUNCT
aiti-12687	72	1	consequently	consequently	ADV
aiti-12687	72	2	,	,	PUNCT
aiti-12687	72	3	a	a	DET
aiti-12687	72	4	discernible	discernible	ADJ
aiti-12687	72	5	knowledge	knowledge	NOUN
aiti-12687	72	6	gap	gap	NOUN
aiti-12687	72	7	persists	persist	VERB
aiti-12687	72	8	in	in	ADP
aiti-12687	72	9	the	the	DET
aiti-12687	72	10	quest	quest	NOUN
aiti-12687	72	11	to	to	PART
aiti-12687	72	12	enhance	enhance	VERB
aiti-12687	72	13	the	the	DET
aiti-12687	72	14	efficiency	efficiency	NOUN
aiti-12687	72	15	of	of	ADP
aiti-12687	72	16	ml	ml	NOUN
aiti-12687	72	17	models	model	NOUN
aiti-12687	72	18	for	for	ADP
aiti-12687	72	19	real	real	ADJ
aiti-12687	72	20	estate	estate	NOUN
aiti-12687	72	21	price	price	NOUN
aiti-12687	72	22	prediction	prediction	NOUN
aiti-12687	72	23	.	.	PUNCT
aiti-12687	73	1	this	this	DET
aiti-12687	73	2	current	current	ADJ
aiti-12687	73	3	study	study	NOUN
aiti-12687	73	4	endeavors	endeavor	NOUN
aiti-12687	73	5	to	to	PART
aiti-12687	73	6	bridge	bridge	VERB
aiti-12687	73	7	these	these	DET
aiti-12687	73	8	gaps	gap	NOUN
aiti-12687	73	9	comprehensively	comprehensively	ADV
aiti-12687	73	10	and	and	CCONJ
aiti-12687	73	11	address	address	VERB
aiti-12687	73	12	these	these	DET
aiti-12687	73	13	issues	issue	NOUN
aiti-12687	73	14	.	.	PUNCT
aiti-12687	74	1	from	from	ADP
aiti-12687	74	2	the	the	DET
aiti-12687	74	3	aforementioned	aforementioned	ADJ
aiti-12687	74	4	discussion	discussion	NOUN
aiti-12687	74	5	,	,	PUNCT
aiti-12687	74	6	the	the	DET
aiti-12687	74	7	problem	problem	NOUN
aiti-12687	74	8	arises	arise	VERB
aiti-12687	74	9	when	when	SCONJ
aiti-12687	74	10	business	business	NOUN
aiti-12687	74	11	owners	owner	NOUN
aiti-12687	74	12	,	,	PUNCT
aiti-12687	74	13	project	project	NOUN
aiti-12687	74	14	managers	manager	NOUN
aiti-12687	74	15	,	,	PUNCT
aiti-12687	74	16	or	or	CCONJ
aiti-12687	74	17	homeowners	homeowner	NOUN
aiti-12687	74	18	need	need	VERB
aiti-12687	74	19	assistance	assistance	NOUN
aiti-12687	74	20	to	to	PART
aiti-12687	74	21	estimate	estimate	VERB
aiti-12687	74	22	construction	construction	NOUN
aiti-12687	74	23	costs	cost	NOUN
aiti-12687	74	24	accurately	accurately	ADV
aiti-12687	74	25	and	and	CCONJ
aiti-12687	74	26	thoroughly	thoroughly	ADV
aiti-12687	74	27	,	,	PUNCT
aiti-12687	74	28	leading	lead	VERB
aiti-12687	74	29	to	to	ADP
aiti-12687	74	30	longer	long	ADJ
aiti-12687	74	31	estimation	estimation	NOUN
aiti-12687	74	32	periods	period	NOUN
aiti-12687	74	33	and	and	CCONJ
aiti-12687	74	34	reliance	reliance	NOUN
aiti-12687	74	35	on	on	ADP
aiti-12687	74	36	engineers	engineer	NOUN
aiti-12687	74	37	,	,	PUNCT
aiti-12687	74	38	architects	architect	NOUN
aiti-12687	74	39	,	,	PUNCT
aiti-12687	74	40	or	or	CCONJ
aiti-12687	74	41	estimators	estimator	NOUN
aiti-12687	74	42	.	.	PUNCT
aiti-12687	75	1	to	to	PART
aiti-12687	75	2	address	address	VERB
aiti-12687	75	3	these	these	DET
aiti-12687	75	4	challenges	challenge	NOUN
aiti-12687	75	5	,	,	PUNCT
aiti-12687	75	6	developing	develop	VERB
aiti-12687	75	7	a	a	DET
aiti-12687	75	8	predictive	predictive	ADJ
aiti-12687	75	9	model	model	NOUN
aiti-12687	75	10	for	for	ADP
aiti-12687	75	11	estimating	estimate	VERB
aiti-12687	75	12	flat	flat	ADJ
aiti-12687	75	13	-	-	PUNCT
aiti-12687	75	14	house	house	NOUN
aiti-12687	75	15	construction	construction	NOUN
aiti-12687	75	16	costs	cost	NOUN
aiti-12687	75	17	using	use	VERB
aiti-12687	75	18	extreme	extreme	ADJ
aiti-12687	75	19	ml	ml	NOUN
aiti-12687	75	20	would	would	AUX
aiti-12687	75	21	be	be	AUX
aiti-12687	75	22	beneficial	beneficial	ADJ
aiti-12687	75	23	.	.	PUNCT
aiti-12687	76	1	this	this	DET
aiti-12687	76	2	ai	ai	VERB
aiti-12687	76	3	technique	technique	NOUN
aiti-12687	76	4	enables	enable	VERB
aiti-12687	76	5	computers	computer	NOUN
aiti-12687	76	6	to	to	PART
aiti-12687	76	7	learn	learn	VERB
aiti-12687	76	8	autonomously	autonomously	ADV
aiti-12687	76	9	.	.	PUNCT
aiti-12687	77	1	this	this	DET
aiti-12687	77	2	model	model	NOUN
aiti-12687	77	3	could	could	AUX
aiti-12687	77	4	aid	aid	VERB
aiti-12687	77	5	in	in	ADP
aiti-12687	77	6	predicting	predict	VERB
aiti-12687	77	7	construction	construction	NOUN
aiti-12687	77	8	costs	cost	NOUN
aiti-12687	77	9	directly	directly	ADV
aiti-12687	77	10	from	from	ADP
aiti-12687	77	11	house	house	PROPN
aiti-12687	77	12	area	area	NOUN
aiti-12687	77	13	data	data	PROPN
aiti-12687	77	14	,	,	PUNCT
aiti-12687	77	15	reducing	reduce	VERB
aiti-12687	77	16	the	the	DET
aiti-12687	77	17	need	need	NOUN
aiti-12687	77	18	for	for	ADP
aiti-12687	77	19	human	human	ADJ
aiti-12687	77	20	involvement	involvement	NOUN
aiti-12687	77	21	in	in	ADP
aiti-12687	77	22	the	the	DET
aiti-12687	77	23	design	design	NOUN
aiti-12687	77	24	process	process	NOUN
aiti-12687	77	25	while	while	SCONJ
aiti-12687	77	26	maintaining	maintain	VERB
aiti-12687	77	27	a	a	DET
aiti-12687	77	28	close	close	ADJ
aiti-12687	77	29	approximation	approximation	NOUN
aiti-12687	77	30	to	to	ADP
aiti-12687	77	31	traditional	traditional	ADJ
aiti-12687	77	32	estimation	estimation	NOUN
aiti-12687	77	33	methods	method	NOUN
aiti-12687	77	34	.	.	PUNCT
aiti-12687	78	1	the	the	DET
aiti-12687	78	2	research	research	NOUN
aiti-12687	78	3	aims	aim	VERB
aiti-12687	78	4	to	to	PART
aiti-12687	78	5	achieve	achieve	VERB
aiti-12687	78	6	three	three	NUM
aiti-12687	78	7	primary	primary	ADJ
aiti-12687	78	8	objectives	objective	NOUN
aiti-12687	78	9	.	.	PUNCT
aiti-12687	79	1	firstly	firstly	ADV
aiti-12687	79	2	,	,	PUNCT
aiti-12687	79	3	it	it	PRON
aiti-12687	79	4	aims	aim	VERB
aiti-12687	79	5	to	to	PART
aiti-12687	79	6	introduce	introduce	VERB
aiti-12687	79	7	an	an	DET
aiti-12687	79	8	innovative	innovative	ADJ
aiti-12687	79	9	approach	approach	NOUN
aiti-12687	79	10	for	for	ADP
aiti-12687	79	11	horizontally	horizontally	ADV
aiti-12687	79	12	estimating	estimate	VERB
aiti-12687	79	13	low	low	ADJ
aiti-12687	79	14	-	-	PUNCT
aiti-12687	79	15	rise	rise	NOUN
aiti-12687	79	16	construction	construction	NOUN
aiti-12687	79	17	costs	cost	NOUN
aiti-12687	79	18	,	,	PUNCT
aiti-12687	79	19	employing	employ	VERB
aiti-12687	79	20	xlm	xlm	ADP
aiti-12687	79	21	techniques	technique	NOUN
aiti-12687	79	22	.	.	PUNCT
aiti-12687	80	1	secondly	secondly	ADV
aiti-12687	80	2	,	,	PUNCT
aiti-12687	80	3	the	the	DET
aiti-12687	80	4	study	study	NOUN
aiti-12687	80	5	strives	strive	VERB
aiti-12687	80	6	to	to	PART
aiti-12687	80	7	identify	identify	VERB
aiti-12687	80	8	the	the	DET
aiti-12687	80	9	most	most	ADV
aiti-12687	80	10	effective	effective	ADJ
aiti-12687	80	11	and	and	CCONJ
aiti-12687	80	12	suitable	suitable	ADJ
aiti-12687	80	13	prediction	prediction	NOUN
aiti-12687	80	14	method	method	NOUN
aiti-12687	80	15	for	for	ADP
aiti-12687	80	16	estimating	estimate	VERB
aiti-12687	80	17	low	low	ADJ
aiti-12687	80	18	-	-	PUNCT
aiti-12687	80	19	rise	rise	NOUN
aiti-12687	80	20	construction	construction	NOUN
aiti-12687	80	21	costs	cost	NOUN
aiti-12687	80	22	within	within	ADP
aiti-12687	80	23	this	this	DET
aiti-12687	80	24	context	context	NOUN
aiti-12687	80	25	.	.	PUNCT
aiti-12687	81	1	lastly	lastly	ADV
aiti-12687	81	2	,	,	PUNCT
aiti-12687	81	3	the	the	DET
aiti-12687	81	4	research	research	NOUN
aiti-12687	81	5	endeavors	endeavor	VERB
aiti-12687	81	6	to	to	PART
aiti-12687	81	7	conduct	conduct	VERB
aiti-12687	81	8	a	a	DET
aiti-12687	81	9	comprehensive	comprehensive	ADJ
aiti-12687	81	10	performance	performance	NOUN
aiti-12687	81	11	comparison	comparison	NOUN
aiti-12687	81	12	between	between	ADP
aiti-12687	81	13	various	various	ADJ
aiti-12687	81	14	ensemble	ensemble	ADJ
aiti-12687	81	15	learning	learning	NOUN
aiti-12687	81	16	methods	method	NOUN
aiti-12687	81	17	and	and	CCONJ
aiti-12687	81	18	the	the	DET
aiti-12687	81	19	conventional	conventional	ADJ
aiti-12687	81	20	approach	approach	NOUN
aiti-12687	81	21	in	in	ADP
aiti-12687	81	22	predicting	predict	VERB
aiti-12687	81	23	low	low	ADJ
aiti-12687	81	24	-	-	PUNCT
aiti-12687	81	25	rise	rise	NOUN
aiti-12687	81	26	building	building	NOUN
aiti-12687	81	27	construction	construction	NOUN
aiti-12687	81	28	costs	cost	NOUN
aiti-12687	81	29	.	.	PUNCT
aiti-12687	82	1	once	once	ADV
aiti-12687	82	2	achieving	achieve	VERB
aiti-12687	82	3	these	these	DET
aiti-12687	82	4	objectives	objective	NOUN
aiti-12687	82	5	,	,	PUNCT
aiti-12687	82	6	the	the	DET
aiti-12687	82	7	study	study	NOUN
aiti-12687	82	8	aspires	aspire	VERB
aiti-12687	82	9	to	to	PART
aiti-12687	82	10	offer	offer	VERB
aiti-12687	82	11	valuable	valuable	ADJ
aiti-12687	82	12	insights	insight	NOUN
aiti-12687	82	13	into	into	ADP
aiti-12687	82	14	housing	housing	NOUN
aiti-12687	82	15	price	price	NOUN
aiti-12687	82	16	estimation	estimation	NOUN
aiti-12687	82	17	,	,	PUNCT
aiti-12687	82	18	ultimately	ultimately	ADV
aiti-12687	82	19	enhancing	enhance	VERB
aiti-12687	82	20	the	the	DET
aiti-12687	82	21	accuracy	accuracy	NOUN
aiti-12687	82	22	and	and	CCONJ
aiti-12687	82	23	efficiency	efficiency	NOUN
aiti-12687	82	24	of	of	ADP
aiti-12687	82	25	predictions	prediction	NOUN
aiti-12687	82	26	within	within	ADP
aiti-12687	82	27	the	the	DET
aiti-12687	82	28	real	real	ADJ
aiti-12687	82	29	estate	estate	NOUN
aiti-12687	82	30	market	market	NOUN
aiti-12687	82	31	.	.	PUNCT
aiti-12687	83	1	the	the	DET
aiti-12687	83	2	rest	rest	NOUN
aiti-12687	83	3	of	of	ADP
aiti-12687	83	4	this	this	DET
aiti-12687	83	5	paper	paper	NOUN
aiti-12687	83	6	follows	follow	VERB
aiti-12687	83	7	a	a	DET
aiti-12687	83	8	structured	structured	ADJ
aiti-12687	83	9	organization	organization	NOUN
aiti-12687	83	10	.	.	PUNCT
aiti-12687	84	1	in	in	ADP
aiti-12687	84	2	section	section	NOUN
aiti-12687	84	3	2	2	NUM
aiti-12687	84	4	,	,	PUNCT
aiti-12687	84	5	an	an	DET
aiti-12687	84	6	overview	overview	NOUN
aiti-12687	84	7	of	of	ADP
aiti-12687	84	8	the	the	DET
aiti-12687	84	9	dataset	dataset	NOUN
aiti-12687	84	10	and	and	CCONJ
aiti-12687	84	11	a	a	DET
aiti-12687	84	12	comprehensive	comprehensive	ADJ
aiti-12687	84	13	data	data	NOUN
aiti-12687	84	14	analysis	analysis	NOUN
aiti-12687	84	15	are	be	AUX
aiti-12687	84	16	provided	provide	VERB
aiti-12687	84	17	.	.	PUNCT
aiti-12687	85	1	sections	section	NOUN
aiti-12687	85	2	2.1	2.1	NUM
aiti-12687	85	3	to	to	PART
aiti-12687	85	4	2.3	2.3	NUM
aiti-12687	85	5	elucidate	elucidate	VERB
aiti-12687	85	6	the	the	DET
aiti-12687	85	7	concept	concept	NOUN
aiti-12687	85	8	of	of	ADP
aiti-12687	85	9	base	base	NOUN
aiti-12687	85	10	models	model	NOUN
aiti-12687	85	11	,	,	PUNCT
aiti-12687	85	12	while	while	SCONJ
aiti-12687	85	13	sections	section	NOUN
aiti-12687	85	14	2.4	2.4	NUM
aiti-12687	85	15	to	to	PART
aiti-12687	85	16	2.5	2.5	NUM
aiti-12687	85	17	expound	expound	NOUN
aiti-12687	85	18	upon	upon	SCONJ
aiti-12687	85	19	the	the	DET
aiti-12687	85	20	intricacies	intricacy	NOUN
aiti-12687	85	21	of	of	ADP
aiti-12687	85	22	the	the	DET
aiti-12687	85	23	proposed	propose	VERB
aiti-12687	85	24	ensemble	ensemble	ADJ
aiti-12687	85	25	learning	learning	NOUN
aiti-12687	85	26	model	model	NOUN
aiti-12687	85	27	.	.	PUNCT
aiti-12687	86	1	empirical	empirical	ADJ
aiti-12687	86	2	findings	finding	NOUN
aiti-12687	86	3	are	be	AUX
aiti-12687	86	4	presented	present	VERB
aiti-12687	86	5	in	in	ADP
aiti-12687	86	6	section	section	NOUN
aiti-12687	86	7	3	3	NUM
aiti-12687	86	8	,	,	PUNCT
aiti-12687	86	9	culminating	culminate	VERB
aiti-12687	86	10	in	in	ADP
aiti-12687	86	11	the	the	DET
aiti-12687	86	12	concluding	concluding	NOUN
aiti-12687	86	13	remarks	remark	NOUN
aiti-12687	86	14	in	in	ADP
aiti-12687	86	15	section	section	NOUN
aiti-12687	86	16	4	4	NUM
aiti-12687	86	17	.	.	NOUN
aiti-12687	86	18	2	2	NUM
aiti-12687	86	19	.	.	X
aiti-12687	87	1	data	datum	NOUN
aiti-12687	87	2	and	and	CCONJ
aiti-12687	87	3	methodology	methodology	NOUN
aiti-12687	87	4	predicting	predict	VERB
aiti-12687	87	5	low	low	ADJ
aiti-12687	87	6	-	-	PUNCT
aiti-12687	87	7	rise	rise	NOUN
aiti-12687	87	8	building	building	NOUN
aiti-12687	87	9	prices	price	NOUN
aiti-12687	87	10	accurately	accurately	ADV
aiti-12687	87	11	is	be	AUX
aiti-12687	87	12	paramount	paramount	ADJ
aiti-12687	87	13	in	in	ADP
aiti-12687	87	14	the	the	DET
aiti-12687	87	15	real	real	ADJ
aiti-12687	87	16	estate	estate	NOUN
aiti-12687	87	17	industry	industry	NOUN
aiti-12687	87	18	.	.	PUNCT
aiti-12687	88	1	this	this	DET
aiti-12687	88	2	article	article	NOUN
aiti-12687	88	3	presents	present	VERB
aiti-12687	88	4	a	a	DET
aiti-12687	88	5	comprehensive	comprehensive	ADJ
aiti-12687	88	6	methodology	methodology	NOUN
aiti-12687	88	7	for	for	ADP
aiti-12687	88	8	low	low	ADJ
aiti-12687	88	9	-	-	PUNCT
aiti-12687	88	10	rise	rise	NOUN
aiti-12687	88	11	building	building	NOUN
aiti-12687	88	12	price	price	NOUN
aiti-12687	88	13	prediction	prediction	NOUN
aiti-12687	88	14	,	,	PUNCT
aiti-12687	88	15	which	which	PRON
aiti-12687	88	16	comprises	comprise	VERB
aiti-12687	88	17	the	the	DET
aiti-12687	88	18	following	follow	VERB
aiti-12687	88	19	5	5	NUM
aiti-12687	88	20	phases	phase	NOUN
aiti-12687	88	21	,	,	PUNCT
aiti-12687	88	22	data	datum	NOUN
aiti-12687	88	23	preprocessing	preprocessing	NOUN
aiti-12687	88	24	,	,	PUNCT
aiti-12687	88	25	build	build	VERB
aiti-12687	88	26	base	base	NOUN
aiti-12687	88	27	predictive	predictive	ADJ
aiti-12687	88	28	model	model	NOUN
aiti-12687	88	29	,	,	PUNCT
aiti-12687	88	30	build	build	VERB
aiti-12687	88	31	ensemble	ensemble	ADJ
aiti-12687	88	32	model	model	NOUN
aiti-12687	88	33	,	,	PUNCT
aiti-12687	88	34	evaluation	evaluation	NOUN
aiti-12687	88	35	model	model	NOUN
aiti-12687	88	36	,	,	PUNCT
aiti-12687	88	37	and	and	CCONJ
aiti-12687	88	38	results	result	NOUN
aiti-12687	88	39	and	and	CCONJ
aiti-12687	88	40	conclusions	conclusion	NOUN
aiti-12687	88	41	,	,	PUNCT
aiti-12687	88	42	as	as	SCONJ
aiti-12687	88	43	depicted	depict	VERB
aiti-12687	88	44	advances	advance	NOUN
aiti-12687	88	45	in	in	ADP
aiti-12687	88	46	technology	technology	NOUN
aiti-12687	88	47	innovation	innovation	NOUN
aiti-12687	88	48	,	,	PUNCT
aiti-12687	88	49	vol	vol	NOUN
aiti-12687	88	50	.	.	PROPN
aiti-12687	89	1	9	9	NUM
aiti-12687	89	2	,	,	PUNCT
aiti-12687	89	3	no	no	INTJ
aiti-12687	89	4	.	.	NOUN
aiti-12687	89	5	1	1	NUM
aiti-12687	89	6	,	,	PUNCT
aiti-12687	89	7	2024	2024	NUM
aiti-12687	89	8	,	,	PUNCT
aiti-12687	89	9	pp	pp	ADJ
aiti-12687	89	10	.	.	PUNCT
aiti-12687	90	1	12	12	NUM
aiti-12687	90	2	-	-	SYM
aiti-12687	90	3	27	27	NUM
aiti-12687	90	4	15	15	NUM
aiti-12687	90	5	in	in	ADP
aiti-12687	90	6	fig	fig	NOUN
aiti-12687	90	7	.	.	PUNCT
aiti-12687	91	1	1	1	X
aiti-12687	91	2	.	.	PUNCT
aiti-12687	91	3	this	this	DET
aiti-12687	91	4	section	section	NOUN
aiti-12687	91	5	is	be	AUX
aiti-12687	91	6	dedicated	dedicate	VERB
aiti-12687	91	7	to	to	ADP
aiti-12687	91	8	the	the	DET
aiti-12687	91	9	methodology	methodology	NOUN
aiti-12687	91	10	for	for	ADP
aiti-12687	91	11	the	the	DET
aiti-12687	91	12	development	development	NOUN
aiti-12687	91	13	of	of	ADP
aiti-12687	91	14	algorithms	algorithm	NOUN
aiti-12687	91	15	aimed	aim	VERB
aiti-12687	91	16	at	at	ADP
aiti-12687	91	17	predicting	predict	VERB
aiti-12687	91	18	the	the	DET
aiti-12687	91	19	construction	construction	NOUN
aiti-12687	91	20	cost	cost	NOUN
aiti-12687	91	21	of	of	ADP
aiti-12687	91	22	low	low	ADJ
aiti-12687	91	23	-	-	PUNCT
aiti-12687	91	24	rise	rise	NOUN
aiti-12687	91	25	buildings	building	NOUN
aiti-12687	91	26	.	.	PUNCT
aiti-12687	92	1	phase	phase	NOUN
aiti-12687	92	2	1	1	NUM
aiti-12687	92	3	–	–	PUNCT
aiti-12687	92	4	data	datum	NOUN
aiti-12687	92	5	preprocessing	preprocessing	NOUN
aiti-12687	92	6	marks	mark	NOUN
aiti-12687	92	7	the	the	DET
aiti-12687	92	8	outset	outset	NOUN
aiti-12687	92	9	,	,	PUNCT
aiti-12687	92	10	including	include	VERB
aiti-12687	92	11	comprehensive	comprehensive	ADJ
aiti-12687	92	12	data	datum	NOUN
aiti-12687	92	13	preprocessing	preprocessing	NOUN
aiti-12687	92	14	tasks	task	NOUN
aiti-12687	92	15	such	such	ADJ
aiti-12687	92	16	as	as	ADP
aiti-12687	92	17	data	datum	NOUN
aiti-12687	92	18	cleaning	cleaning	NOUN
aiti-12687	92	19	,	,	PUNCT
aiti-12687	92	20	handling	handle	VERB
aiti-12687	92	21	missing	missing	ADJ
aiti-12687	92	22	values	value	NOUN
aiti-12687	92	23	,	,	PUNCT
aiti-12687	92	24	addressing	address	VERB
aiti-12687	92	25	outliers	outlier	NOUN
aiti-12687	92	26	,	,	PUNCT
aiti-12687	92	27	and	and	CCONJ
aiti-12687	92	28	data	datum	NOUN
aiti-12687	92	29	splitting	splitting	NOUN
aiti-12687	92	30	.	.	PUNCT
aiti-12687	93	1	phase	phase	NOUN
aiti-12687	93	2	2	2	NUM
aiti-12687	93	3	–	–	PUNCT
aiti-12687	93	4	building	building	NOUN
aiti-12687	93	5	base	base	NOUN
aiti-12687	93	6	predictive	predictive	ADJ
aiti-12687	93	7	models	model	NOUN
aiti-12687	93	8	follows	follow	VERB
aiti-12687	93	9	the	the	DET
aiti-12687	93	10	construction	construction	NOUN
aiti-12687	93	11	of	of	ADP
aiti-12687	93	12	base	base	ADJ
aiti-12687	93	13	predictive	predictive	ADJ
aiti-12687	93	14	models	model	NOUN
aiti-12687	93	15	using	use	VERB
aiti-12687	93	16	regression	regression	NOUN
aiti-12687	93	17	-	-	PUNCT
aiti-12687	93	18	based	base	VERB
aiti-12687	93	19	models	model	NOUN
aiti-12687	93	20	,	,	PUNCT
aiti-12687	93	21	specifically	specifically	ADV
aiti-12687	93	22	anns	ann	NOUN
aiti-12687	93	23	,	,	PUNCT
aiti-12687	93	24	svms	svms	NOUN
aiti-12687	93	25	,	,	PUNCT
aiti-12687	93	26	multiple	multiple	ADJ
aiti-12687	93	27	linear	linear	ADJ
aiti-12687	93	28	regression	regression	NOUN
aiti-12687	93	29	(	(	PUNCT
aiti-12687	93	30	mlr	mlr	NOUN
aiti-12687	93	31	)	)	PUNCT
aiti-12687	93	32	,	,	PUNCT
aiti-12687	93	33	decision	decision	NOUN
aiti-12687	93	34	trees	tree	NOUN
aiti-12687	93	35	(	(	PUNCT
aiti-12687	93	36	dts	dts	NOUN
aiti-12687	93	37	)	)	PUNCT
aiti-12687	93	38	,	,	PUNCT
aiti-12687	93	39	and	and	CCONJ
aiti-12687	93	40	rf	rf	NOUN
aiti-12687	93	41	.	.	PUNCT
aiti-12687	94	1	a	a	DET
aiti-12687	94	2	10	10	NUM
aiti-12687	94	3	-	-	ADJ
aiti-12687	94	4	fold	fold	ADJ
aiti-12687	94	5	crossvalidation	crossvalidation	NOUN
aiti-12687	94	6	approach	approach	NOUN
aiti-12687	94	7	is	be	AUX
aiti-12687	94	8	deployed	deploy	VERB
aiti-12687	94	9	in	in	ADP
aiti-12687	94	10	this	this	DET
aiti-12687	94	11	phase	phase	NOUN
aiti-12687	94	12	,	,	PUNCT
aiti-12687	94	13	coupled	couple	VERB
aiti-12687	94	14	with	with	ADP
aiti-12687	94	15	hyperparameter	hyperparameter	NOUN
aiti-12687	94	16	tuning	tune	VERB
aiti-12687	94	17	for	for	ADP
aiti-12687	94	18	optimizing	optimize	VERB
aiti-12687	94	19	model	model	NOUN
aiti-12687	94	20	performance	performance	NOUN
aiti-12687	94	21	.	.	PUNCT
aiti-12687	95	1	phase	phase	NOUN
aiti-12687	95	2	3	3	NUM
aiti-12687	95	3	–	–	PUNCT
aiti-12687	95	4	while	while	SCONJ
aiti-12687	95	5	the	the	DET
aiti-12687	95	6	maintenance	maintenance	NOUN
aiti-12687	95	7	of	of	ADP
aiti-12687	95	8	a	a	DET
aiti-12687	95	9	10	10	NUM
aiti-12687	95	10	-	-	ADJ
aiti-12687	95	11	fold	fold	ADJ
aiti-12687	95	12	cross	cross	ADJ
aiti-12687	95	13	-	-	ADJ
aiti-12687	95	14	validation	validation	ADJ
aiti-12687	95	15	strategy	strategy	NOUN
aiti-12687	95	16	,	,	PUNCT
aiti-12687	95	17	constructing	construct	VERB
aiti-12687	95	18	ensemble	ensemble	ADJ
aiti-12687	95	19	models	model	NOUN
aiti-12687	95	20	leverages	leverage	VERB
aiti-12687	95	21	the	the	DET
aiti-12687	95	22	base	base	NOUN
aiti-12687	95	23	models	model	NOUN
aiti-12687	95	24	to	to	PART
aiti-12687	95	25	create	create	VERB
aiti-12687	95	26	ensemble	ensemble	ADJ
aiti-12687	95	27	models	model	NOUN
aiti-12687	95	28	through	through	ADP
aiti-12687	95	29	maximum	maximum	ADJ
aiti-12687	95	30	voting	voting	NOUN
aiti-12687	95	31	,	,	PUNCT
aiti-12687	95	32	averaging	averaging	NOUN
aiti-12687	95	33	,	,	PUNCT
aiti-12687	95	34	stacking	stacking	NOUN
aiti-12687	95	35	,	,	PUNCT
aiti-12687	95	36	boosting	boost	VERB
aiti-12687	95	37	,	,	PUNCT
aiti-12687	95	38	and	and	CCONJ
aiti-12687	95	39	bagging	bagging	NOUN
aiti-12687	95	40	.	.	PUNCT
aiti-12687	96	1	phase	phase	NOUN
aiti-12687	96	2	4	4	NUM
aiti-12687	96	3	–	–	PUNCT
aiti-12687	96	4	evaluation	evaluation	NOUN
aiti-12687	96	5	of	of	ADP
aiti-12687	96	6	predictive	predictive	ADJ
aiti-12687	96	7	model	model	NOUN
aiti-12687	96	8	accuracy	accuracy	NOUN
aiti-12687	96	9	entails	entail	VERB
aiti-12687	96	10	a	a	DET
aiti-12687	96	11	rigorous	rigorous	ADJ
aiti-12687	96	12	assessment	assessment	NOUN
aiti-12687	96	13	concerning	concern	VERB
aiti-12687	96	14	the	the	DET
aiti-12687	96	15	performance	performance	NOUN
aiti-12687	96	16	of	of	ADP
aiti-12687	96	17	both	both	DET
aiti-12687	96	18	base	base	NOUN
aiti-12687	96	19	model	model	NOUN
aiti-12687	96	20	and	and	CCONJ
aiti-12687	96	21	ensemble	ensemble	ADJ
aiti-12687	96	22	learning	learning	NOUN
aiti-12687	96	23	models	model	NOUN
aiti-12687	96	24	.	.	PUNCT
aiti-12687	97	1	multiple	multiple	ADJ
aiti-12687	97	2	performance	performance	NOUN
aiti-12687	97	3	metrics	metric	NOUN
aiti-12687	97	4	,	,	PUNCT
aiti-12687	97	5	such	such	ADJ
aiti-12687	97	6	as	as	ADP
aiti-12687	97	7	mean	mean	NOUN
aiti-12687	97	8	squared	square	VERB
aiti-12687	97	9	error	error	NOUN
aiti-12687	97	10	(	(	PUNCT
aiti-12687	97	11	mse	mse	NOUN
aiti-12687	97	12	)	)	PUNCT
aiti-12687	97	13	,	,	PUNCT
aiti-12687	97	14	root	root	NOUN
aiti-12687	97	15	mean	mean	VERB
aiti-12687	97	16	squared	square	VERB
aiti-12687	97	17	error	error	NOUN
aiti-12687	97	18	(	(	PUNCT
aiti-12687	97	19	rmse	rmse	NOUN
aiti-12687	97	20	)	)	PUNCT
aiti-12687	97	21	,	,	PUNCT
aiti-12687	97	22	mean	mean	VERB
aiti-12687	97	23	absolute	absolute	ADJ
aiti-12687	97	24	error	error	NOUN
aiti-12687	97	25	(	(	PUNCT
aiti-12687	97	26	mae	mae	PROPN
aiti-12687	97	27	)	)	PUNCT
aiti-12687	97	28	,	,	PUNCT
aiti-12687	97	29	and	and	CCONJ
aiti-12687	97	30	r	r	X
aiti-12687	97	31	-	-	PUNCT
aiti-12687	97	32	squared	square	VERB
aiti-12687	97	33	(	(	PUNCT
aiti-12687	97	34	r2	r2	PROPN
aiti-12687	97	35	)	)	PUNCT
aiti-12687	97	36	,	,	PUNCT
aiti-12687	97	37	are	be	AUX
aiti-12687	97	38	employed	employ	VERB
aiti-12687	97	39	to	to	PART
aiti-12687	97	40	ensure	ensure	VERB
aiti-12687	97	41	a	a	DET
aiti-12687	97	42	comprehensive	comprehensive	ADJ
aiti-12687	97	43	evaluation	evaluation	NOUN
aiti-12687	97	44	.	.	PUNCT
aiti-12687	98	1	phase	phase	NOUN
aiti-12687	98	2	5	5	NUM
aiti-12687	98	3	–	–	PUNCT
aiti-12687	98	4	results	result	NOUN
aiti-12687	98	5	and	and	CCONJ
aiti-12687	98	6	conclusions	conclusion	NOUN
aiti-12687	98	7	emerged	emerge	VERB
aiti-12687	98	8	by	by	ADP
aiti-12687	98	9	consolidating	consolidate	VERB
aiti-12687	98	10	results	result	NOUN
aiti-12687	98	11	,	,	PUNCT
aiti-12687	98	12	performing	perform	VERB
aiti-12687	98	13	model	model	NOUN
aiti-12687	98	14	comparisons	comparison	NOUN
aiti-12687	98	15	,	,	PUNCT
aiti-12687	98	16	conclusions	conclusion	NOUN
aiti-12687	98	17	,	,	PUNCT
aiti-12687	98	18	and	and	CCONJ
aiti-12687	98	19	making	make	VERB
aiti-12687	98	20	recommendations	recommendation	NOUN
aiti-12687	98	21	for	for	ADP
aiti-12687	98	22	selecting	select	VERB
aiti-12687	98	23	the	the	DET
aiti-12687	98	24	optimal	optimal	ADJ
aiti-12687	98	25	model	model	NOUN
aiti-12687	98	26	for	for	ADP
aiti-12687	98	27	predicting	predict	VERB
aiti-12687	98	28	the	the	DET
aiti-12687	98	29	construction	construction	NOUN
aiti-12687	98	30	costs	cost	NOUN
aiti-12687	98	31	of	of	ADP
aiti-12687	98	32	low	low	ADJ
aiti-12687	98	33	-	-	PUNCT
aiti-12687	98	34	rise	rise	NOUN
aiti-12687	98	35	buildings	building	NOUN
aiti-12687	98	36	.	.	PUNCT
aiti-12687	99	1	this	this	DET
aiti-12687	99	2	structured	structured	ADJ
aiti-12687	99	3	approach	approach	NOUN
aiti-12687	99	4	ensures	ensure	VERB
aiti-12687	99	5	a	a	DET
aiti-12687	99	6	systematic	systematic	ADJ
aiti-12687	99	7	analysis	analysis	NOUN
aiti-12687	99	8	throughout	throughout	ADP
aiti-12687	99	9	all	all	DET
aiti-12687	99	10	phases	phase	NOUN
aiti-12687	99	11	of	of	ADP
aiti-12687	99	12	the	the	DET
aiti-12687	99	13	study	study	NOUN
aiti-12687	99	14	.	.	PUNCT
aiti-12687	100	1	fig	fig	NOUN
aiti-12687	100	2	.	.	PUNCT
aiti-12687	101	1	1	1	NUM
aiti-12687	101	2	research	research	NOUN
aiti-12687	101	3	methodology	methodology	NOUN
aiti-12687	101	4	advances	advance	NOUN
aiti-12687	101	5	in	in	ADP
aiti-12687	101	6	technology	technology	NOUN
aiti-12687	101	7	innovation	innovation	NOUN
aiti-12687	101	8	,	,	PUNCT
aiti-12687	101	9	vol	vol	NOUN
aiti-12687	101	10	.	.	PUNCT
aiti-12687	102	1	x	x	X
aiti-12687	102	2	,	,	PUNCT
aiti-12687	102	3	no	no	INTJ
aiti-12687	102	4	.	.	PUNCT
aiti-12687	103	1	x	x	X
aiti-12687	103	2	,	,	PUNCT
aiti-12687	103	3	20xx	20xx	ADJ
aiti-12687	103	4	,	,	PUNCT
aiti-12687	103	5	pp	pp	PROPN
aiti-12687	103	6	.	.	PUNCT
aiti-12687	104	1	xx	xx	X
aiti-12687	104	2	-	-	SYM
aiti-12687	104	3	xx	xx	NUM
aiti-12687	104	4	16	16	NUM
aiti-12687	104	5	2.1	2.1	NUM
aiti-12687	104	6	.	.	PUNCT
aiti-12687	105	1	dataset	dataset	VERB
aiti-12687	105	2	the	the	DET
aiti-12687	105	3	dataset	dataset	NOUN
aiti-12687	105	4	for	for	ADP
aiti-12687	105	5	the	the	DET
aiti-12687	105	6	implementation	implementation	NOUN
aiti-12687	105	7	of	of	ADP
aiti-12687	105	8	the	the	DET
aiti-12687	105	9	proposed	propose	VERB
aiti-12687	105	10	model	model	NOUN
aiti-12687	105	11	is	be	AUX
aiti-12687	105	12	obtained	obtain	VERB
aiti-12687	105	13	from	from	ADP
aiti-12687	105	14	the	the	DET
aiti-12687	105	15	bureau	bureau	NOUN
aiti-12687	105	16	of	of	ADP
aiti-12687	105	17	public	public	ADJ
aiti-12687	105	18	works	work	NOUN
aiti-12687	105	19	in	in	ADP
aiti-12687	105	20	bangkok	bangkok	PROPN
aiti-12687	105	21	,	,	PUNCT
aiti-12687	105	22	thailand	thailand	PROPN
aiti-12687	105	23	.	.	PUNCT
aiti-12687	106	1	it	it	PRON
aiti-12687	106	2	includes	include	VERB
aiti-12687	106	3	drawing	draw	VERB
aiti-12687	106	4	data	datum	NOUN
aiti-12687	106	5	related	relate	VERB
aiti-12687	106	6	to	to	ADP
aiti-12687	106	7	a	a	DET
aiti-12687	106	8	low	low	ADJ
aiti-12687	106	9	-	-	PUNCT
aiti-12687	106	10	rise	rise	NOUN
aiti-12687	106	11	building	building	NOUN
aiti-12687	106	12	and	and	CCONJ
aiti-12687	106	13	their	their	PRON
aiti-12687	106	14	respective	respective	ADJ
aiti-12687	106	15	prices	price	NOUN
aiti-12687	106	16	.	.	PUNCT
aiti-12687	107	1	this	this	DET
aiti-12687	107	2	dataset	dataset	NOUN
aiti-12687	107	3	constitutes	constitute	VERB
aiti-12687	107	4	carefully	carefully	ADV
aiti-12687	107	5	selected	select	VERB
aiti-12687	107	6	features	feature	NOUN
aiti-12687	107	7	,	,	PUNCT
aiti-12687	107	8	chosen	choose	VERB
aiti-12687	107	9	through	through	ADP
aiti-12687	107	10	a	a	DET
aiti-12687	107	11	comprehensive	comprehensive	ADJ
aiti-12687	107	12	review	review	NOUN
aiti-12687	107	13	of	of	ADP
aiti-12687	107	14	existing	exist	VERB
aiti-12687	107	15	literature	literature	NOUN
aiti-12687	107	16	and	and	CCONJ
aiti-12687	107	17	expert	expert	NOUN
aiti-12687	107	18	domain	domain	NOUN
aiti-12687	107	19	knowledge	knowledge	NOUN
aiti-12687	107	20	.	.	PUNCT
aiti-12687	108	1	the	the	DET
aiti-12687	108	2	dataset	dataset	NOUN
aiti-12687	108	3	and	and	CCONJ
aiti-12687	108	4	its	its	PRON
aiti-12687	108	5	associated	associated	ADJ
aiti-12687	108	6	features	feature	NOUN
aiti-12687	108	7	are	be	AUX
aiti-12687	108	8	presented	present	VERB
aiti-12687	108	9	in	in	ADP
aiti-12687	108	10	table	table	NOUN
aiti-12687	108	11	1	1	NUM
aiti-12687	108	12	,	,	PUNCT
aiti-12687	108	13	with	with	ADP
aiti-12687	108	14	the	the	DET
aiti-12687	108	15	left	left	ADJ
aiti-12687	108	16	column	column	NOUN
aiti-12687	108	17	listing	list	VERB
aiti-12687	108	18	the	the	DET
aiti-12687	108	19	feature	feature	NOUN
aiti-12687	108	20	names	name	NOUN
aiti-12687	108	21	,	,	PUNCT
aiti-12687	108	22	the	the	DET
aiti-12687	108	23	middle	middle	ADJ
aiti-12687	108	24	column	column	NOUN
aiti-12687	108	25	providing	provide	VERB
aiti-12687	108	26	concise	concise	ADJ
aiti-12687	108	27	descriptions	description	NOUN
aiti-12687	108	28	of	of	ADP
aiti-12687	108	29	each	each	DET
aiti-12687	108	30	feature	feature	NOUN
aiti-12687	108	31	,	,	PUNCT
aiti-12687	108	32	and	and	CCONJ
aiti-12687	108	33	the	the	DET
aiti-12687	108	34	right	right	ADJ
aiti-12687	108	35	column	column	NOUN
aiti-12687	108	36	referencing	reference	VERB
aiti-12687	108	37	the	the	DET
aiti-12687	108	38	corresponding	correspond	VERB
aiti-12687	108	39	features	feature	NOUN
aiti-12687	108	40	from	from	ADP
aiti-12687	108	41	the	the	DET
aiti-12687	108	42	literature	literature	PROPN
aiti-12687	108	43	review	review	PROPN
aiti-12687	108	44	.	.	PUNCT
aiti-12687	109	1	table	table	NOUN
aiti-12687	109	2	1	1	NUM
aiti-12687	109	3	the	the	DET
aiti-12687	109	4	description	description	NOUN
aiti-12687	109	5	of	of	ADP
aiti-12687	109	6	the	the	DET
aiti-12687	109	7	dataset	dataset	NOUN
aiti-12687	109	8	feature	feature	NOUN
aiti-12687	109	9	details	detail	NOUN
aiti-12687	109	10	description	description	NOUN
aiti-12687	109	11	of	of	ADP
aiti-12687	109	12	the	the	DET
aiti-12687	109	13	dataset	dataset	NOUN
aiti-12687	109	14	reference	reference	NOUN
aiti-12687	109	15	y	y	PROPN
aiti-12687	109	16	the	the	DET
aiti-12687	109	17	construction	construction	NOUN
aiti-12687	109	18	cost	cost	NOUN
aiti-12687	109	19	of	of	ADP
aiti-12687	109	20	low	low	ADJ
aiti-12687	109	21	-	-	PUNCT
aiti-12687	109	22	rise	rise	NOUN
aiti-12687	109	23	buildings	building	NOUN
aiti-12687	110	1	[	[	X
aiti-12687	110	2	1	1	NUM
aiti-12687	110	3	,	,	PUNCT
aiti-12687	110	4	5	5	NUM
aiti-12687	110	5	-	-	SYM
aiti-12687	110	6	6	6	NUM
aiti-12687	110	7	,	,	PUNCT
aiti-12687	110	8	17	17	NUM
aiti-12687	110	9	,	,	PUNCT
aiti-12687	110	10	20	20	NUM
aiti-12687	110	11	-	-	SYM
aiti-12687	110	12	22	22	NUM
aiti-12687	110	13	]	]	PUNCT
aiti-12687	110	14	x1	x1	NOUN
aiti-12687	110	15	the	the	DET
aiti-12687	110	16	number	number	NOUN
aiti-12687	110	17	of	of	ADP
aiti-12687	110	18	stories	story	NOUN
aiti-12687	110	19	[	[	X
aiti-12687	110	20	1	1	NUM
aiti-12687	110	21	,	,	PUNCT
aiti-12687	110	22	6	6	NUM
aiti-12687	110	23	,	,	PUNCT
aiti-12687	110	24	20	20	NUM
aiti-12687	110	25	,	,	PUNCT
aiti-12687	110	26	22	22	NUM
aiti-12687	110	27	-	-	SYM
aiti-12687	110	28	25	25	NUM
aiti-12687	110	29	]	]	X
aiti-12687	110	30	x2	x2	NOUN
aiti-12687	110	31	the	the	DET
aiti-12687	110	32	gross	gross	ADJ
aiti-12687	110	33	floor	floor	NOUN
aiti-12687	110	34	area	area	NOUN
aiti-12687	111	1	[	[	X
aiti-12687	111	2	5	5	NUM
aiti-12687	111	3	-	-	SYM
aiti-12687	111	4	6	6	NUM
aiti-12687	111	5	,	,	PUNCT
aiti-12687	111	6	17	17	NUM
aiti-12687	111	7	,	,	PUNCT
aiti-12687	111	8	20	20	NUM
aiti-12687	111	9	,	,	PUNCT
aiti-12687	111	10	22	22	NUM
aiti-12687	111	11	-	-	SYM
aiti-12687	111	12	24	24	NUM
aiti-12687	111	13	]	]	PUNCT
aiti-12687	111	14	x3	x3	VERB
aiti-12687	111	15	the	the	DET
aiti-12687	111	16	area	area	NOUN
aiti-12687	111	17	of	of	ADP
aiti-12687	111	18	bedrooms	bedroom	NOUN
aiti-12687	111	19	[	[	X
aiti-12687	111	20	1	1	NUM
aiti-12687	111	21	,	,	PUNCT
aiti-12687	111	22	5	5	NUM
aiti-12687	111	23	-	-	SYM
aiti-12687	111	24	6	6	NUM
aiti-12687	111	25	,	,	PUNCT
aiti-12687	111	26	21	21	NUM
aiti-12687	111	27	,	,	PUNCT
aiti-12687	111	28	25	25	NUM
aiti-12687	111	29	]	]	PUNCT
aiti-12687	111	30	x4	x4	ADV
aiti-12687	111	31	the	the	DET
aiti-12687	111	32	area	area	NOUN
aiti-12687	111	33	of	of	ADP
aiti-12687	111	34	bathrooms	bathroom	NOUN
aiti-12687	111	35	[	[	X
aiti-12687	111	36	5	5	NUM
aiti-12687	111	37	,	,	PUNCT
aiti-12687	111	38	21	21	NUM
aiti-12687	111	39	,	,	PUNCT
aiti-12687	111	40	25	25	NUM
aiti-12687	111	41	]	]	PUNCT
aiti-12687	111	42	x5	x5	NOUN
aiti-12687	111	43	the	the	DET
aiti-12687	111	44	area	area	NOUN
aiti-12687	111	45	of	of	ADP
aiti-12687	111	46	living	living	NOUN
aiti-12687	111	47	rooms	room	NOUN
aiti-12687	111	48	or	or	CCONJ
aiti-12687	111	49	restrooms	restroom	NOUN
aiti-12687	111	50	[	[	X
aiti-12687	111	51	5	5	NUM
aiti-12687	111	52	,	,	PUNCT
aiti-12687	111	53	21	21	NUM
aiti-12687	111	54	,	,	PUNCT
aiti-12687	111	55	25	25	NUM
aiti-12687	111	56	]	]	PUNCT
aiti-12687	111	57	x6	x6	PROPN
aiti-12687	111	58	the	the	DET
aiti-12687	111	59	area	area	NOUN
aiti-12687	111	60	of	of	ADP
aiti-12687	111	61	kitchen	kitchen	NOUN
aiti-12687	111	62	and	and	CCONJ
aiti-12687	111	63	dining	dining	NOUN
aiti-12687	111	64	rooms	room	NOUN
aiti-12687	111	65	[	[	X
aiti-12687	111	66	21	21	NUM
aiti-12687	111	67	]	]	X
aiti-12687	111	68	x7	x7	NOUN
aiti-12687	111	69	the	the	DET
aiti-12687	111	70	area	area	NOUN
aiti-12687	111	71	for	for	ADP
aiti-12687	111	72	laundry	laundry	ADJ
aiti-12687	111	73	facilities	facility	NOUN
aiti-12687	111	74	[	[	X
aiti-12687	111	75	21	21	NUM
aiti-12687	111	76	]	]	X
aiti-12687	111	77	x8	x8	PROPN
aiti-12687	111	78	the	the	DET
aiti-12687	111	79	area	area	NOUN
aiti-12687	111	80	of	of	ADP
aiti-12687	111	81	balconies	balcony	NOUN
aiti-12687	111	82	[	[	X
aiti-12687	111	83	21	21	NUM
aiti-12687	111	84	]	]	PUNCT
aiti-12687	111	85	x9	x9	NOUN
aiti-12687	111	86	the	the	DET
aiti-12687	111	87	area	area	NOUN
aiti-12687	111	88	of	of	ADP
aiti-12687	111	89	stairs	stair	NOUN
aiti-12687	111	90	and	and	CCONJ
aiti-12687	111	91	corridors	corridor	NOUN
aiti-12687	112	1	[	[	X
aiti-12687	112	2	21	21	NUM
aiti-12687	112	3	]	]	X
aiti-12687	112	4	x10	x10	ADP
aiti-12687	112	5	the	the	DET
aiti-12687	112	6	area	area	NOUN
aiti-12687	112	7	of	of	ADP
aiti-12687	112	8	the	the	DET
aiti-12687	112	9	roof	roof	NOUN
aiti-12687	112	10	covered	cover	VERB
aiti-12687	112	11	by	by	ADP
aiti-12687	112	12	the	the	DET
aiti-12687	112	13	concrete	concrete	ADJ
aiti-12687	112	14	roof	roof	NOUN
aiti-12687	112	15	and	and	CCONJ
aiti-12687	112	16	awning	awne	VERB
aiti-12687	112	17	[	[	X
aiti-12687	112	18	1	1	NUM
aiti-12687	112	19	,	,	PUNCT
aiti-12687	112	20	6	6	NUM
aiti-12687	112	21	,	,	PUNCT
aiti-12687	112	22	23	23	NUM
aiti-12687	112	23	]	]	PUNCT
aiti-12687	112	24	x11	x11	NOUN
aiti-12687	112	25	the	the	DET
aiti-12687	112	26	area	area	NOUN
aiti-12687	112	27	of	of	ADP
aiti-12687	112	28	the	the	DET
aiti-12687	112	29	roof	roof	NOUN
aiti-12687	112	30	covered	cover	VERB
aiti-12687	112	31	by	by	ADP
aiti-12687	112	32	tiled	tiled	ADJ
aiti-12687	112	33	roofing	roofing	NOUN
aiti-12687	113	1	[	[	X
aiti-12687	113	2	1	1	NUM
aiti-12687	113	3	,	,	PUNCT
aiti-12687	113	4	6	6	NUM
aiti-12687	113	5	]	]	SYM
aiti-12687	113	6	x12	x12	NUM
aiti-12687	113	7	the	the	DET
aiti-12687	113	8	area	area	NOUN
aiti-12687	113	9	of	of	ADP
aiti-12687	113	10	the	the	DET
aiti-12687	113	11	parking	parking	NOUN
aiti-12687	113	12	lot	lot	NOUN
aiti-12687	113	13	[	[	X
aiti-12687	113	14	20	20	NUM
aiti-12687	113	15	-	-	SYM
aiti-12687	113	16	22	22	NUM
aiti-12687	113	17	]	]	PUNCT
aiti-12687	113	18	x13	x13	NOUN
aiti-12687	113	19	the	the	DET
aiti-12687	113	20	overall	overall	ADJ
aiti-12687	113	21	height	height	NOUN
aiti-12687	114	1	[	[	X
aiti-12687	114	2	5	5	NUM
aiti-12687	114	3	-	-	SYM
aiti-12687	114	4	6	6	NUM
aiti-12687	114	5	,	,	PUNCT
aiti-12687	114	6	20	20	NUM
aiti-12687	114	7	,	,	PUNCT
aiti-12687	114	8	23	23	NUM
aiti-12687	114	9	]	]	PUNCT
aiti-12687	114	10	x14	x14	NOUN
aiti-12687	114	11	the	the	DET
aiti-12687	114	12	height	height	NOUN
aiti-12687	114	13	of	of	ADP
aiti-12687	114	14	the	the	DET
aiti-12687	114	15	roof	roof	NOUN
aiti-12687	114	16	by	by	ADP
aiti-12687	114	17	professional	professional	ADJ
aiti-12687	114	18	experience	experience	NOUN
aiti-12687	114	19	.	.	PUNCT
aiti-12687	115	1	x15	x15	NUM
aiti-12687	115	2	the	the	DET
aiti-12687	115	3	average	average	ADJ
aiti-12687	115	4	height	height	NOUN
aiti-12687	115	5	of	of	ADP
aiti-12687	115	6	each	each	DET
aiti-12687	115	7	story	story	NOUN
aiti-12687	115	8	[	[	X
aiti-12687	115	9	6	6	NUM
aiti-12687	115	10	,	,	PUNCT
aiti-12687	115	11	17	17	NUM
aiti-12687	115	12	,	,	PUNCT
aiti-12687	115	13	23	23	NUM
aiti-12687	115	14	]	]	SYM
aiti-12687	115	15	2.2	2.2	NUM
aiti-12687	115	16	.	.	PUNCT
aiti-12687	116	1	data	datum	NOUN
aiti-12687	116	2	analysis	analysis	NOUN
aiti-12687	116	3	fig	fig	NOUN
aiti-12687	116	4	.	.	PUNCT
aiti-12687	117	1	2	2	NUM
aiti-12687	117	2	pearson	pearson	NOUN
aiti-12687	117	3	correlation	correlation	NOUN
aiti-12687	117	4	coefficient	coefficient	NOUN
aiti-12687	117	5	conducting	conduct	VERB
aiti-12687	117	6	a	a	DET
aiti-12687	117	7	comprehensive	comprehensive	ADJ
aiti-12687	117	8	analysis	analysis	NOUN
aiti-12687	117	9	of	of	ADP
aiti-12687	117	10	the	the	DET
aiti-12687	117	11	dataset	dataset	NOUN
aiti-12687	117	12	before	before	ADP
aiti-12687	117	13	commencing	commence	VERB
aiti-12687	117	14	model	model	NOUN
aiti-12687	117	15	construction	construction	NOUN
aiti-12687	117	16	is	be	AUX
aiti-12687	117	17	a	a	DET
aiti-12687	117	18	foundational	foundational	ADJ
aiti-12687	117	19	and	and	CCONJ
aiti-12687	117	20	illuminating	illuminating	ADJ
aiti-12687	117	21	step	step	NOUN
aiti-12687	117	22	in	in	ADP
aiti-12687	117	23	data	datum	NOUN
aiti-12687	117	24	understanding	understanding	NOUN
aiti-12687	117	25	.	.	PUNCT
aiti-12687	118	1	to	to	PART
aiti-12687	118	2	explore	explore	VERB
aiti-12687	118	3	the	the	DET
aiti-12687	118	4	relationships	relationship	NOUN
aiti-12687	118	5	among	among	ADP
aiti-12687	118	6	the	the	DET
aiti-12687	118	7	dataset	dataset	NOUN
aiti-12687	118	8	’s	’s	PART
aiti-12687	118	9	attributes	attribute	NOUN
aiti-12687	118	10	,	,	PUNCT
aiti-12687	118	11	an	an	DET
aiti-12687	118	12	integral	integral	ADJ
aiti-12687	118	13	aspect	aspect	NOUN
aiti-12687	118	14	of	of	ADP
aiti-12687	118	15	this	this	DET
aiti-12687	118	16	analytical	analytical	ADJ
aiti-12687	118	17	procedure	procedure	NOUN
aiti-12687	118	18	involves	involve	VERB
aiti-12687	118	19	the	the	DET
aiti-12687	118	20	application	application	NOUN
aiti-12687	118	21	of	of	ADP
aiti-12687	118	22	a	a	DET
aiti-12687	118	23	correlation	correlation	NOUN
aiti-12687	118	24	matrix	matrix	NOUN
aiti-12687	118	25	illustrated	illustrate	VERB
aiti-12687	118	26	in	in	ADP
aiti-12687	118	27	fig	fig	NOUN
aiti-12687	118	28	.	.	PUNCT
aiti-12687	119	1	2	2	X
aiti-12687	119	2	.	.	X
aiti-12687	119	3	the	the	DET
aiti-12687	119	4	correlation	correlation	NOUN
aiti-12687	119	5	matrix	matrix	NOUN
aiti-12687	119	6	provides	provide	VERB
aiti-12687	119	7	coefficients	coefficient	NOUN
aiti-12687	119	8	ranging	range	VERB
aiti-12687	119	9	from	from	ADP
aiti-12687	119	10	+1	+1	PROPN
aiti-12687	119	11	to	to	ADP
aiti-12687	119	12	-1	-1	PROPN
aiti-12687	120	1	[	[	X
aiti-12687	120	2	26	26	NUM
aiti-12687	120	3	]	]	PUNCT
aiti-12687	120	4	,	,	PUNCT
aiti-12687	120	5	shedding	shed	VERB
aiti-12687	120	6	light	light	NOUN
aiti-12687	120	7	on	on	ADP
aiti-12687	120	8	the	the	DET
aiti-12687	120	9	level	level	NOUN
aiti-12687	120	10	of	of	ADP
aiti-12687	120	11	association	association	NOUN
aiti-12687	120	12	between	between	ADP
aiti-12687	120	13	various	various	ADJ
aiti-12687	120	14	attribute	attribute	NOUN
aiti-12687	120	15	pairs	pair	NOUN
aiti-12687	120	16	.	.	PUNCT
aiti-12687	121	1	a	a	DET
aiti-12687	121	2	positive	positive	ADJ
aiti-12687	121	3	advances	advance	NOUN
aiti-12687	121	4	in	in	ADP
aiti-12687	121	5	technology	technology	NOUN
aiti-12687	121	6	innovation	innovation	NOUN
aiti-12687	121	7	,	,	PUNCT
aiti-12687	121	8	vol	vol	NOUN
aiti-12687	121	9	.	.	PROPN
aiti-12687	121	10	9	9	NUM
aiti-12687	121	11	,	,	PUNCT
aiti-12687	121	12	no	no	INTJ
aiti-12687	121	13	.	.	NOUN
aiti-12687	121	14	1	1	NUM
aiti-12687	121	15	,	,	PUNCT
aiti-12687	121	16	2024	2024	NUM
aiti-12687	121	17	,	,	PUNCT
aiti-12687	121	18	pp	pp	ADJ
aiti-12687	121	19	.	.	PUNCT
aiti-12687	122	1	12	12	NUM
aiti-12687	122	2	-	-	SYM
aiti-12687	122	3	27	27	NUM
aiti-12687	122	4	17	17	NUM
aiti-12687	122	5	coefficient	coefficient	NOUN
aiti-12687	122	6	denotes	denote	VERB
aiti-12687	122	7	a	a	DET
aiti-12687	122	8	direct	direct	ADJ
aiti-12687	122	9	relationship	relationship	NOUN
aiti-12687	122	10	,	,	PUNCT
aiti-12687	122	11	while	while	SCONJ
aiti-12687	122	12	a	a	DET
aiti-12687	122	13	negative	negative	ADJ
aiti-12687	122	14	coefficient	coefficient	NOUN
aiti-12687	122	15	signifies	signify	VERB
aiti-12687	122	16	an	an	DET
aiti-12687	122	17	inverse	inverse	NOUN
aiti-12687	122	18	connection	connection	NOUN
aiti-12687	122	19	.	.	PUNCT
aiti-12687	123	1	meanwhile	meanwhile	ADV
aiti-12687	123	2	,	,	PUNCT
aiti-12687	123	3	a	a	DET
aiti-12687	123	4	coefficient	coefficient	NOUN
aiti-12687	123	5	of	of	ADP
aiti-12687	123	6	zero	zero	NUM
aiti-12687	123	7	indicates	indicate	VERB
aiti-12687	123	8	independence	independence	NOUN
aiti-12687	123	9	among	among	ADP
aiti-12687	123	10	variables	variable	NOUN
aiti-12687	123	11	[	[	X
aiti-12687	123	12	26	26	NUM
aiti-12687	123	13	]	]	PUNCT
aiti-12687	123	14	.	.	PUNCT
aiti-12687	124	1	the	the	DET
aiti-12687	124	2	scrutiny	scrutiny	NOUN
aiti-12687	124	3	of	of	ADP
aiti-12687	124	4	this	this	DET
aiti-12687	124	5	matrix	matrix	NOUN
aiti-12687	124	6	yields	yield	VERB
aiti-12687	124	7	valuable	valuable	ADJ
aiti-12687	124	8	insights	insight	NOUN
aiti-12687	124	9	into	into	ADP
aiti-12687	124	10	attribute	attribute	NOUN
aiti-12687	124	11	interdependencies	interdependency	NOUN
aiti-12687	124	12	,	,	PUNCT
aiti-12687	124	13	equipping	equip	VERB
aiti-12687	124	14	us	we	PRON
aiti-12687	124	15	to	to	PART
aiti-12687	124	16	make	make	VERB
aiti-12687	124	17	well	well	ADV
aiti-12687	124	18	-	-	PUNCT
aiti-12687	124	19	informed	inform	VERB
aiti-12687	124	20	decisions	decision	NOUN
aiti-12687	124	21	during	during	ADP
aiti-12687	124	22	the	the	DET
aiti-12687	124	23	modeling	modeling	NOUN
aiti-12687	124	24	phase	phase	NOUN
aiti-12687	124	25	.	.	PUNCT
aiti-12687	125	1	the	the	DET
aiti-12687	125	2	observations	observation	NOUN
aiti-12687	125	3	depicted	depict	VERB
aiti-12687	125	4	in	in	ADP
aiti-12687	125	5	fig	fig	NOUN
aiti-12687	125	6	.	.	PUNCT
aiti-12687	125	7	2	2	NUM
aiti-12687	125	8	emphasize	emphasize	VERB
aiti-12687	125	9	certain	certain	ADJ
aiti-12687	125	10	variables	variable	NOUN
aiti-12687	125	11	exhibiting	exhibit	VERB
aiti-12687	125	12	noteworthy	noteworthy	ADJ
aiti-12687	125	13	correlations	correlation	NOUN
aiti-12687	125	14	,	,	PUNCT
aiti-12687	125	15	specifically	specifically	ADV
aiti-12687	125	16	including	include	VERB
aiti-12687	125	17	four	four	NUM
aiti-12687	125	18	points	point	NOUN
aiti-12687	125	19	as	as	SCONJ
aiti-12687	125	20	follows	follow	VERB
aiti-12687	125	21	:	:	PUNCT
aiti-12687	125	22	(	(	PUNCT
aiti-12687	125	23	1	1	X
aiti-12687	125	24	)	)	PUNCT
aiti-12687	125	25	x1	x1	PROPN
aiti-12687	125	26	:	:	PUNCT
aiti-12687	125	27	x13	x13	NOUN
aiti-12687	125	28	=	=	SYM
aiti-12687	125	29	0.95	0.95	NUM
aiti-12687	125	30	,	,	PUNCT
aiti-12687	125	31	(	(	PUNCT
aiti-12687	125	32	2	2	X
aiti-12687	125	33	)	)	PUNCT
aiti-12687	125	34	x2	x2	NOUN
aiti-12687	125	35	:	:	PUNCT
aiti-12687	125	36	x3	x3	ADJ
aiti-12687	125	37	=	=	SYM
aiti-12687	125	38	0.83	0.83	NUM
aiti-12687	125	39	,	,	PUNCT
aiti-12687	125	40	(	(	PUNCT
aiti-12687	125	41	3	3	X
aiti-12687	125	42	)	)	PUNCT
aiti-12687	125	43	x2	x2	NOUN
aiti-12687	125	44	:	:	PUNCT
aiti-12687	125	45	x4	x4	PROPN
aiti-12687	125	46	=	=	SYM
aiti-12687	125	47	0.78	0.78	NUM
aiti-12687	125	48	,	,	PUNCT
aiti-12687	125	49	and	and	CCONJ
aiti-12687	125	50	(	(	PUNCT
aiti-12687	125	51	4	4	X
aiti-12687	125	52	)	)	PUNCT
aiti-12687	125	53	x3	x3	ADJ
aiti-12687	125	54	:	:	PUNCT
aiti-12687	125	55	x4	x4	PROPN
aiti-12687	125	56	=	=	PROPN
aiti-12687	125	57	0.79	0.79	NUM
aiti-12687	125	58	.	.	PROPN
aiti-12687	125	59	2.3	2.3	NUM
aiti-12687	125	60	.	.	PUNCT
aiti-12687	126	1	data	datum	NOUN
aiti-12687	126	2	pre	pre	ADJ
aiti-12687	126	3	-	-	ADJ
aiti-12687	126	4	processing	processing	ADJ
aiti-12687	126	5	pivotal	pivotal	ADJ
aiti-12687	126	6	data	datum	NOUN
aiti-12687	126	7	preprocessing	preprocessing	NOUN
aiti-12687	126	8	steps	step	NOUN
aiti-12687	126	9	were	be	AUX
aiti-12687	126	10	meticulously	meticulously	ADV
aiti-12687	126	11	executed	execute	VERB
aiti-12687	126	12	,	,	PUNCT
aiti-12687	126	13	encompassing	encompass	VERB
aiti-12687	126	14	the	the	DET
aiti-12687	126	15	removal	removal	NOUN
aiti-12687	126	16	of	of	ADP
aiti-12687	126	17	missing	miss	VERB
aiti-12687	126	18	data	datum	NOUN
aiti-12687	126	19	and	and	CCONJ
aiti-12687	126	20	precise	precise	ADJ
aiti-12687	126	21	data	datum	NOUN
aiti-12687	126	22	segmentation	segmentation	NOUN
aiti-12687	126	23	into	into	ADP
aiti-12687	126	24	training	training	NOUN
aiti-12687	126	25	and	and	CCONJ
aiti-12687	126	26	testing	testing	NOUN
aiti-12687	126	27	sets	set	NOUN
aiti-12687	126	28	.	.	PUNCT
aiti-12687	127	1	these	these	DET
aiti-12687	127	2	processes	process	NOUN
aiti-12687	127	3	seamlessly	seamlessly	ADV
aiti-12687	127	4	integrated	integrate	VERB
aiti-12687	127	5	extensive	extensive	ADJ
aiti-12687	127	6	data	datum	NOUN
aiti-12687	127	7	visualization	visualization	NOUN
aiti-12687	127	8	and	and	CCONJ
aiti-12687	127	9	attentive	attentive	ADJ
aiti-12687	127	10	data	datum	NOUN
aiti-12687	127	11	cleaning	cleaning	NOUN
aiti-12687	127	12	,	,	PUNCT
aiti-12687	127	13	which	which	PRON
aiti-12687	127	14	ensures	ensure	VERB
aiti-12687	127	15	comprehensive	comprehensive	ADJ
aiti-12687	127	16	management	management	NOUN
aiti-12687	127	17	of	of	ADP
aiti-12687	127	18	missing	miss	VERB
aiti-12687	127	19	values	value	NOUN
aiti-12687	127	20	and	and	CCONJ
aiti-12687	127	21	outliers	outlier	NOUN
aiti-12687	127	22	before	before	ADP
aiti-12687	127	23	model	model	NOUN
aiti-12687	127	24	deployment	deployment	NOUN
aiti-12687	127	25	.	.	PUNCT
aiti-12687	128	1	in	in	ADP
aiti-12687	128	2	the	the	DET
aiti-12687	128	3	initial	initial	ADJ
aiti-12687	128	4	stage	stage	NOUN
aiti-12687	128	5	of	of	ADP
aiti-12687	128	6	the	the	DET
aiti-12687	128	7	low	low	ADJ
aiti-12687	128	8	-	-	PUNCT
aiti-12687	128	9	rise	rise	NOUN
aiti-12687	128	10	building	building	NOUN
aiti-12687	128	11	price	price	NOUN
aiti-12687	128	12	prediction	prediction	NOUN
aiti-12687	128	13	methodology	methodology	NOUN
aiti-12687	128	14	,	,	PUNCT
aiti-12687	128	15	the	the	DET
aiti-12687	128	16	focus	focus	NOUN
aiti-12687	128	17	lies	lie	VERB
aiti-12687	128	18	in	in	ADP
aiti-12687	128	19	the	the	DET
aiti-12687	128	20	selection	selection	NOUN
aiti-12687	128	21	of	of	ADP
aiti-12687	128	22	a	a	DET
aiti-12687	128	23	high	high	ADJ
aiti-12687	128	24	-	-	PUNCT
aiti-12687	128	25	quality	quality	NOUN
aiti-12687	128	26	dataset	dataset	NOUN
aiti-12687	128	27	.	.	PUNCT
aiti-12687	129	1	curated	curate	VERB
aiti-12687	129	2	diligently	diligently	ADV
aiti-12687	129	3	from	from	ADP
aiti-12687	129	4	reputable	reputable	ADJ
aiti-12687	129	5	sources	source	NOUN
aiti-12687	129	6	,	,	PUNCT
aiti-12687	129	7	it	it	PRON
aiti-12687	129	8	comprises	comprise	VERB
aiti-12687	129	9	attributes	attribute	NOUN
aiti-12687	129	10	such	such	ADJ
aiti-12687	129	11	as	as	ADP
aiti-12687	129	12	room	room	NOUN
aiti-12687	129	13	area	area	NOUN
aiti-12687	129	14	,	,	PUNCT
aiti-12687	129	15	building	build	VERB
aiti-12687	129	16	height	height	NOUN
aiti-12687	129	17	,	,	PUNCT
aiti-12687	129	18	and	and	CCONJ
aiti-12687	129	19	amenities	amenity	NOUN
aiti-12687	129	20	,	,	PUNCT
aiti-12687	129	21	while	while	SCONJ
aiti-12687	129	22	all	all	DET
aiti-12687	129	23	these	these	DET
aiti-12687	129	24	attributes	attribute	NOUN
aiti-12687	129	25	can	can	AUX
aiti-12687	129	26	influence	influence	VERB
aiti-12687	129	27	low	low	ADJ
aiti-12687	129	28	-	-	PUNCT
aiti-12687	129	29	rise	rise	NOUN
aiti-12687	129	30	building	building	NOUN
aiti-12687	129	31	prices	price	NOUN
aiti-12687	129	32	.	.	PUNCT
aiti-12687	130	1	robust	robust	ADJ
aiti-12687	130	2	data	datum	NOUN
aiti-12687	130	3	preprocessing	preprocesse	VERB
aiti-12687	130	4	techniques	technique	NOUN
aiti-12687	130	5	further	far	ADV
aiti-12687	130	6	prepare	prepare	VERB
aiti-12687	130	7	the	the	DET
aiti-12687	130	8	dataset	dataset	NOUN
aiti-12687	130	9	by	by	ADP
aiti-12687	130	10	handling	handle	VERB
aiti-12687	130	11	outliers	outlier	NOUN
aiti-12687	130	12	,	,	PUNCT
aiti-12687	130	13	resolving	resolve	VERB
aiti-12687	130	14	missing	missing	ADJ
aiti-12687	130	15	values	value	NOUN
aiti-12687	130	16	,	,	PUNCT
aiti-12687	130	17	and	and	CCONJ
aiti-12687	130	18	deriving	derive	VERB
aiti-12687	130	19	meaningful	meaningful	ADJ
aiti-12687	130	20	features	feature	NOUN
aiti-12687	130	21	.	.	PUNCT
aiti-12687	131	1	finally	finally	ADV
aiti-12687	131	2	,	,	PUNCT
aiti-12687	131	3	data	datum	NOUN
aiti-12687	131	4	splits	split	VERB
aiti-12687	131	5	into	into	ADP
aiti-12687	131	6	training	training	NOUN
aiti-12687	131	7	,	,	PUNCT
aiti-12687	131	8	validation	validation	NOUN
aiti-12687	131	9	,	,	PUNCT
aiti-12687	131	10	and	and	CCONJ
aiti-12687	131	11	testing	testing	NOUN
aiti-12687	131	12	subsets	subset	NOUN
aiti-12687	131	13	,	,	PUNCT
aiti-12687	131	14	which	which	PRON
aiti-12687	131	15	facilitates	facilitate	VERB
aiti-12687	131	16	accurate	accurate	ADJ
aiti-12687	131	17	model	model	NOUN
aiti-12687	131	18	assessment	assessment	NOUN
aiti-12687	131	19	,	,	PUNCT
aiti-12687	131	20	model	model	NOUN
aiti-12687	131	21	training	training	NOUN
aiti-12687	131	22	,	,	PUNCT
aiti-12687	131	23	hyperparameter	hyperparameter	NOUN
aiti-12687	131	24	fine	fine	ADV
aiti-12687	131	25	-	-	PUNCT
aiti-12687	131	26	tuning	tuning	NOUN
aiti-12687	131	27	,	,	PUNCT
aiti-12687	131	28	and	and	CCONJ
aiti-12687	131	29	performance	performance	NOUN
aiti-12687	131	30	evaluation	evaluation	NOUN
aiti-12687	131	31	.	.	PUNCT
aiti-12687	132	1	2.4	2.4	NUM
aiti-12687	132	2	.	.	PUNCT
aiti-12687	132	3	machine	machine	NOUN
aiti-12687	132	4	learning	learn	VERB
aiti-12687	132	5	techniques	technique	NOUN
aiti-12687	132	6	base	base	PROPN
aiti-12687	132	7	model	model	NOUN
aiti-12687	132	8	ml	ml	PROPN
aiti-12687	132	9	algorithms	algorithm	NOUN
aiti-12687	132	10	offer	offer	VERB
aiti-12687	132	11	the	the	DET
aiti-12687	132	12	capability	capability	NOUN
aiti-12687	132	13	to	to	PART
aiti-12687	132	14	model	model	VERB
aiti-12687	132	15	intricate	intricate	ADJ
aiti-12687	132	16	and	and	CCONJ
aiti-12687	132	17	ill	ill	ADV
aiti-12687	132	18	-	-	PUNCT
aiti-12687	132	19	defined	define	VERB
aiti-12687	132	20	systems	system	NOUN
aiti-12687	132	21	even	even	ADV
aiti-12687	132	22	in	in	ADP
aiti-12687	132	23	the	the	DET
aiti-12687	132	24	presence	presence	NOUN
aiti-12687	132	25	of	of	ADP
aiti-12687	132	26	unknown	unknown	ADJ
aiti-12687	132	27	nonlinear	nonlinear	ADJ
aiti-12687	132	28	relationships	relationship	NOUN
aiti-12687	132	29	.	.	PUNCT
aiti-12687	133	1	within	within	ADP
aiti-12687	133	2	the	the	DET
aiti-12687	133	3	scope	scope	NOUN
aiti-12687	133	4	of	of	ADP
aiti-12687	133	5	this	this	DET
aiti-12687	133	6	study	study	NOUN
aiti-12687	133	7	,	,	PUNCT
aiti-12687	133	8	a	a	DET
aiti-12687	133	9	set	set	NOUN
aiti-12687	133	10	of	of	ADP
aiti-12687	133	11	five	five	NUM
aiti-12687	133	12	distinguished	distinguished	ADJ
aiti-12687	133	13	ml	ml	NOUN
aiti-12687	133	14	algorithms	algorithm	NOUN
aiti-12687	133	15	including	include	VERB
aiti-12687	133	16	anns	ann	NOUN
aiti-12687	133	17	,	,	PUNCT
aiti-12687	133	18	svms	svms	NOUN
aiti-12687	133	19	,	,	PUNCT
aiti-12687	133	20	mlr	mlr	NOUN
aiti-12687	133	21	,	,	PUNCT
aiti-12687	133	22	dt	dt	X
aiti-12687	133	23	,	,	PUNCT
aiti-12687	133	24	and	and	CCONJ
aiti-12687	133	25	rf	rf	PRON
aiti-12687	133	26	are	be	AUX
aiti-12687	133	27	deployed	deploy	VERB
aiti-12687	133	28	to	to	PART
aiti-12687	133	29	develop	develop	VERB
aiti-12687	133	30	the	the	DET
aiti-12687	133	31	proposed	propose	VERB
aiti-12687	133	32	ensemble	ensemble	ADJ
aiti-12687	133	33	models	model	NOUN
aiti-12687	133	34	.	.	PUNCT
aiti-12687	134	1	the	the	DET
aiti-12687	134	2	inclusion	inclusion	NOUN
aiti-12687	134	3	of	of	ADP
aiti-12687	134	4	these	these	DET
aiti-12687	134	5	varied	varied	ADJ
aiti-12687	134	6	algorithms	algorithms	NOUN
aiti-12687	134	7	bolsters	bolster	VERB
aiti-12687	134	8	the	the	DET
aiti-12687	134	9	predictive	predictive	ADJ
aiti-12687	134	10	potency	potency	NOUN
aiti-12687	134	11	of	of	ADP
aiti-12687	134	12	the	the	DET
aiti-12687	134	13	approach	approach	NOUN
aiti-12687	134	14	.	.	PUNCT
aiti-12687	135	1	furthermore	furthermore	ADV
aiti-12687	135	2	,	,	PUNCT
aiti-12687	135	3	comprehensive	comprehensive	ADJ
aiti-12687	135	4	elucidations	elucidation	NOUN
aiti-12687	135	5	of	of	ADP
aiti-12687	135	6	the	the	DET
aiti-12687	135	7	design	design	NOUN
aiti-12687	135	8	parameters	parameter	NOUN
aiti-12687	135	9	for	for	ADP
aiti-12687	135	10	each	each	DET
aiti-12687	135	11	algorithm	algorithm	NOUN
aiti-12687	135	12	are	be	AUX
aiti-12687	135	13	presented	present	VERB
aiti-12687	135	14	in	in	ADP
aiti-12687	135	15	detail	detail	NOUN
aiti-12687	135	16	.	.	PUNCT
aiti-12687	136	1	2.4.1	2.4.1	X
aiti-12687	136	2	.	.	PUNCT
aiti-12687	136	3	artificial	artificial	ADJ
aiti-12687	136	4	neural	neural	ADJ
aiti-12687	136	5	networks	network	NOUN
aiti-12687	136	6	(	(	PUNCT
aiti-12687	136	7	anns	anns	NOUN
aiti-12687	136	8	)	)	PUNCT
aiti-12687	136	9	anns	ann	NOUN
aiti-12687	136	10	are	be	AUX
aiti-12687	136	11	a	a	DET
aiti-12687	136	12	class	class	NOUN
aiti-12687	136	13	of	of	ADP
aiti-12687	136	14	ml	ml	NOUN
aiti-12687	136	15	models	model	NOUN
aiti-12687	136	16	inspired	inspire	VERB
aiti-12687	136	17	by	by	ADP
aiti-12687	136	18	the	the	DET
aiti-12687	136	19	structure	structure	NOUN
aiti-12687	136	20	and	and	CCONJ
aiti-12687	136	21	functioning	functioning	NOUN
aiti-12687	136	22	of	of	ADP
aiti-12687	136	23	the	the	DET
aiti-12687	136	24	human	human	ADJ
aiti-12687	136	25	brain	brain	NOUN
aiti-12687	136	26	.	.	PUNCT
aiti-12687	137	1	they	they	PRON
aiti-12687	137	2	are	be	AUX
aiti-12687	137	3	utilized	utilize	VERB
aiti-12687	137	4	to	to	PART
aiti-12687	137	5	solve	solve	VERB
aiti-12687	137	6	complex	complex	ADJ
aiti-12687	137	7	problems	problem	NOUN
aiti-12687	137	8	,	,	PUNCT
aiti-12687	137	9	particularly	particularly	ADV
aiti-12687	137	10	pattern	pattern	NOUN
aiti-12687	137	11	recognition	recognition	NOUN
aiti-12687	137	12	,	,	PUNCT
aiti-12687	137	13	classification	classification	NOUN
aiti-12687	137	14	,	,	PUNCT
aiti-12687	137	15	and	and	CCONJ
aiti-12687	137	16	regression	regression	NOUN
aiti-12687	137	17	.	.	PUNCT
aiti-12687	138	1	moreover	moreover	ADV
aiti-12687	138	2	,	,	PUNCT
aiti-12687	138	3	ann	ann	PROPN
aiti-12687	138	4	consists	consist	VERB
aiti-12687	138	5	of	of	ADP
aiti-12687	138	6	interconnected	interconnected	ADJ
aiti-12687	138	7	nodes	node	NOUN
aiti-12687	138	8	,	,	PUNCT
aiti-12687	138	9	known	know	VERB
aiti-12687	138	10	as	as	ADP
aiti-12687	138	11	neurons	neuron	NOUN
aiti-12687	138	12	,	,	PUNCT
aiti-12687	138	13	which	which	PRON
aiti-12687	138	14	are	be	AUX
aiti-12687	138	15	organized	organize	VERB
aiti-12687	138	16	into	into	ADP
aiti-12687	138	17	layers	layer	NOUN
aiti-12687	138	18	.	.	PUNCT
aiti-12687	139	1	these	these	DET
aiti-12687	139	2	layers	layer	NOUN
aiti-12687	139	3	include	include	VERB
aiti-12687	139	4	an	an	DET
aiti-12687	139	5	input	input	NOUN
aiti-12687	139	6	layer	layer	NOUN
aiti-12687	139	7	to	to	PART
aiti-12687	139	8	receive	receive	VERB
aiti-12687	139	9	data	datum	NOUN
aiti-12687	139	10	,	,	PUNCT
aiti-12687	139	11	while	while	SCONJ
aiti-12687	139	12	single	single	ADJ
aiti-12687	139	13	or	or	CCONJ
aiti-12687	139	14	multiple	multiple	ADJ
aiti-12687	139	15	hidden	hide	VERB
aiti-12687	139	16	layers	layer	NOUN
aiti-12687	139	17	are	be	AUX
aiti-12687	139	18	for	for	ADP
aiti-12687	139	19	intermediate	intermediate	ADJ
aiti-12687	139	20	processing	processing	NOUN
aiti-12687	139	21	,	,	PUNCT
aiti-12687	139	22	and	and	CCONJ
aiti-12687	139	23	an	an	DET
aiti-12687	139	24	output	output	NOUN
aiti-12687	139	25	layer	layer	NOUN
aiti-12687	139	26	is	be	AUX
aiti-12687	139	27	employed	employ	VERB
aiti-12687	139	28	to	to	PART
aiti-12687	139	29	produce	produce	VERB
aiti-12687	139	30	the	the	DET
aiti-12687	139	31	final	final	ADJ
aiti-12687	139	32	result	result	NOUN
aiti-12687	139	33	.	.	PUNCT
aiti-12687	140	1	each	each	DET
aiti-12687	140	2	neuron	neuron	NOUN
aiti-12687	140	3	in	in	ADP
aiti-12687	140	4	the	the	DET
aiti-12687	140	5	network	network	NOUN
aiti-12687	140	6	is	be	AUX
aiti-12687	140	7	connected	connect	VERB
aiti-12687	140	8	to	to	ADP
aiti-12687	140	9	every	every	DET
aiti-12687	140	10	neuron	neuron	NOUN
aiti-12687	140	11	in	in	ADP
aiti-12687	140	12	the	the	DET
aiti-12687	140	13	adjacent	adjacent	ADJ
aiti-12687	140	14	layers	layer	NOUN
aiti-12687	140	15	,	,	PUNCT
aiti-12687	140	16	and	and	CCONJ
aiti-12687	140	17	these	these	DET
aiti-12687	140	18	connections	connection	NOUN
aiti-12687	140	19	have	have	AUX
aiti-12687	140	20	associated	associate	VERB
aiti-12687	140	21	weights	weight	NOUN
aiti-12687	140	22	that	that	PRON
aiti-12687	140	23	determine	determine	VERB
aiti-12687	140	24	the	the	DET
aiti-12687	140	25	strength	strength	NOUN
aiti-12687	140	26	of	of	ADP
aiti-12687	140	27	the	the	DET
aiti-12687	140	28	connection	connection	NOUN
aiti-12687	140	29	.	.	PUNCT
aiti-12687	141	1	during	during	ADP
aiti-12687	141	2	the	the	DET
aiti-12687	141	3	training	training	NOUN
aiti-12687	141	4	process	process	NOUN
aiti-12687	141	5	,	,	PUNCT
aiti-12687	141	6	anns	ann	NOUN
aiti-12687	141	7	learn	learn	VERB
aiti-12687	141	8	from	from	ADP
aiti-12687	141	9	input	input	NOUN
aiti-12687	141	10	data	datum	NOUN
aiti-12687	141	11	to	to	PART
aiti-12687	141	12	adjust	adjust	VERB
aiti-12687	141	13	the	the	DET
aiti-12687	141	14	weights	weight	NOUN
aiti-12687	141	15	and	and	CCONJ
aiti-12687	141	16	biases	bias	NOUN
aiti-12687	141	17	,	,	PUNCT
aiti-12687	141	18	enabling	enable	VERB
aiti-12687	141	19	them	they	PRON
aiti-12687	141	20	to	to	PART
aiti-12687	141	21	capture	capture	VERB
aiti-12687	141	22	intricate	intricate	ADJ
aiti-12687	141	23	relationships	relationship	NOUN
aiti-12687	141	24	in	in	ADP
aiti-12687	141	25	the	the	DET
aiti-12687	141	26	data	datum	NOUN
aiti-12687	141	27	and	and	CCONJ
aiti-12687	141	28	make	make	VERB
aiti-12687	141	29	accurate	accurate	ADJ
aiti-12687	141	30	predictions	prediction	NOUN
aiti-12687	141	31	.	.	PUNCT
aiti-12687	142	1	the	the	DET
aiti-12687	142	2	advantage	advantage	NOUN
aiti-12687	142	3	of	of	ADP
aiti-12687	142	4	using	use	VERB
aiti-12687	142	5	ann	ann	PROPN
aiti-12687	142	6	for	for	ADP
aiti-12687	142	7	low	low	ADJ
aiti-12687	142	8	-	-	PUNCT
aiti-12687	142	9	rise	rise	NOUN
aiti-12687	142	10	building	building	NOUN
aiti-12687	142	11	price	price	NOUN
aiti-12687	142	12	prediction	prediction	NOUN
aiti-12687	142	13	is	be	AUX
aiti-12687	142	14	their	their	PRON
aiti-12687	142	15	ability	ability	NOUN
aiti-12687	142	16	to	to	PART
aiti-12687	142	17	capture	capture	VERB
aiti-12687	142	18	nonlinear	nonlinear	ADJ
aiti-12687	142	19	relationships	relationship	NOUN
aiti-12687	142	20	and	and	CCONJ
aiti-12687	142	21	patterns	pattern	NOUN
aiti-12687	142	22	in	in	ADP
aiti-12687	142	23	the	the	DET
aiti-12687	142	24	data	datum	NOUN
aiti-12687	142	25	,	,	PUNCT
aiti-12687	142	26	which	which	DET
aiti-12687	142	27	traditional	traditional	ADJ
aiti-12687	142	28	linear	linear	ADJ
aiti-12687	142	29	regression	regression	NOUN
aiti-12687	142	30	models	model	NOUN
aiti-12687	142	31	may	may	AUX
aiti-12687	142	32	need	need	VERB
aiti-12687	142	33	assistance	assistance	NOUN
aiti-12687	142	34	to	to	PART
aiti-12687	142	35	handle	handle	VERB
aiti-12687	142	36	.	.	PUNCT
aiti-12687	143	1	in	in	ADP
aiti-12687	143	2	summary	summary	NOUN
aiti-12687	143	3	,	,	PUNCT
aiti-12687	143	4	anns	anns	PROPN
aiti-12687	143	5	can	can	AUX
aiti-12687	143	6	generalize	generalize	VERB
aiti-12687	143	7	well	well	ADV
aiti-12687	143	8	to	to	ADP
aiti-12687	143	9	new	new	ADJ
aiti-12687	143	10	,	,	PUNCT
aiti-12687	143	11	unseen	unseen	ADJ
aiti-12687	143	12	data	datum	NOUN
aiti-12687	143	13	,	,	PUNCT
aiti-12687	143	14	making	make	VERB
aiti-12687	143	15	them	they	PRON
aiti-12687	143	16	well	well	ADV
aiti-12687	143	17	-	-	PUNCT
aiti-12687	143	18	suited	suit	VERB
aiti-12687	143	19	for	for	ADP
aiti-12687	143	20	real	real	ADJ
aiti-12687	143	21	estate	estate	NOUN
aiti-12687	143	22	data	datum	NOUN
aiti-12687	143	23	’s	’s	PART
aiti-12687	143	24	dynamic	dynamic	ADJ
aiti-12687	143	25	and	and	CCONJ
aiti-12687	143	26	diverse	diverse	ADJ
aiti-12687	143	27	nature	nature	NOUN
aiti-12687	143	28	.	.	PUNCT
aiti-12687	144	1	2.4.2	2.4.2	X
aiti-12687	144	2	.	.	PUNCT
aiti-12687	145	1	support	support	NOUN
aiti-12687	145	2	vector	vector	NOUN
aiti-12687	145	3	machine	machine	NOUN
aiti-12687	145	4	(	(	PUNCT
aiti-12687	145	5	svm	svm	PROPN
aiti-12687	145	6	)	)	PUNCT
aiti-12687	145	7	the	the	DET
aiti-12687	145	8	svm	svm	ADJ
aiti-12687	145	9	method	method	NOUN
aiti-12687	145	10	is	be	AUX
aiti-12687	145	11	employed	employ	VERB
aiti-12687	145	12	to	to	PART
aiti-12687	145	13	transform	transform	VERB
aiti-12687	145	14	the	the	DET
aiti-12687	145	15	predicted	predict	VERB
aiti-12687	145	16	low	low	ADJ
aiti-12687	145	17	-	-	PUNCT
aiti-12687	145	18	rise	rise	NOUN
aiti-12687	145	19	building	building	NOUN
aiti-12687	145	20	price	price	NOUN
aiti-12687	145	21	parameters	parameter	NOUN
aiti-12687	145	22	into	into	ADP
aiti-12687	145	23	a	a	DET
aiti-12687	145	24	high	high	ADJ
aiti-12687	145	25	-	-	PUNCT
aiti-12687	145	26	dimensional	dimensional	ADJ
aiti-12687	145	27	feature	feature	NOUN
aiti-12687	145	28	space	space	NOUN
aiti-12687	145	29	using	use	VERB
aiti-12687	145	30	a	a	DET
aiti-12687	145	31	kernel	kernel	NOUN
aiti-12687	145	32	function	function	NOUN
aiti-12687	145	33	like	like	ADP
aiti-12687	145	34	linear	linear	NOUN
aiti-12687	145	35	,	,	PUNCT
aiti-12687	145	36	polynomial	polynomial	ADJ
aiti-12687	145	37	,	,	PUNCT
aiti-12687	145	38	or	or	CCONJ
aiti-12687	145	39	gaussian	gaussian	NOUN
aiti-12687	145	40	.	.	PUNCT
aiti-12687	146	1	a	a	DET
aiti-12687	146	2	linear	linear	ADJ
aiti-12687	146	3	regression	regression	NOUN
aiti-12687	146	4	function	function	NOUN
aiti-12687	146	5	is	be	AUX
aiti-12687	146	6	subsequently	subsequently	ADV
aiti-12687	146	7	computed	compute	VERB
aiti-12687	146	8	to	to	PART
aiti-12687	146	9	confirm	confirm	VERB
aiti-12687	146	10	the	the	DET
aiti-12687	146	11	deviation	deviation	NOUN
aiti-12687	146	12	from	from	ADP
aiti-12687	146	13	the	the	DET
aiti-12687	146	14	actual	actual	ADJ
aiti-12687	146	15	model	model	NOUN
aiti-12687	146	16	outputs	output	NOUN
aiti-12687	146	17	by	by	ADP
aiti-12687	146	18	at	at	ADP
aiti-12687	146	19	most	most	ADJ
aiti-12687	146	20	ε	ε	PROPN
aiti-12687	146	21	for	for	ADP
aiti-12687	146	22	all	all	DET
aiti-12687	146	23	training	training	NOUN
aiti-12687	146	24	data	datum	NOUN
aiti-12687	146	25	while	while	SCONJ
aiti-12687	146	26	maintaining	maintain	VERB
aiti-12687	146	27	the	the	DET
aiti-12687	146	28	function	function	NOUN
aiti-12687	146	29	to	to	ADP
aiti-12687	146	30	the	the	DET
aiti-12687	146	31	maximum	maximum	ADJ
aiti-12687	146	32	flat	flat	ADJ
aiti-12687	146	33	extent	extent	NOUN
aiti-12687	146	34	.	.	PUNCT
aiti-12687	147	1	the	the	DET
aiti-12687	147	2	asymmetrical	asymmetrical	ADJ
aiti-12687	147	3	loss	loss	NOUN
aiti-12687	147	4	function	function	NOUN
aiti-12687	147	5	is	be	AUX
aiti-12687	147	6	utilized	utilize	VERB
aiti-12687	147	7	to	to	PART
aiti-12687	147	8	train	train	VERB
aiti-12687	147	9	the	the	DET
aiti-12687	147	10	svm	svm	ADJ
aiti-12687	147	11	model	model	NOUN
aiti-12687	147	12	to	to	PART
aiti-12687	147	13	create	create	VERB
aiti-12687	147	14	a	a	DET
aiti-12687	147	15	flexible	flexible	ADJ
aiti-12687	147	16	cylinder	cylinder	NOUN
aiti-12687	147	17	with	with	ADP
aiti-12687	147	18	a	a	DET
aiti-12687	147	19	minimal	minimal	ADJ
aiti-12687	147	20	radius	radius	NOUN
aiti-12687	147	21	symmetrically	symmetrically	ADV
aiti-12687	147	22	wrapped	wrap	VERB
aiti-12687	147	23	around	around	ADP
aiti-12687	147	24	the	the	DET
aiti-12687	147	25	regression	regression	NOUN
aiti-12687	147	26	function	function	NOUN
aiti-12687	147	27	,	,	PUNCT
aiti-12687	147	28	which	which	PRON
aiti-12687	147	29	effectively	effectively	ADV
aiti-12687	147	30	omits	omit	VERB
aiti-12687	147	31	absolute	absolute	ADJ
aiti-12687	147	32	errors	error	NOUN
aiti-12687	147	33	smaller	small	ADJ
aiti-12687	147	34	than	than	ADP
aiti-12687	147	35	ε	ε	PROPN
aiti-12687	147	36	.	.	PUNCT
aiti-12687	148	1	the	the	DET
aiti-12687	148	2	selected	select	VERB
aiti-12687	148	3	kernel	kernel	NOUN
aiti-12687	148	4	function	function	NOUN
aiti-12687	148	5	for	for	ADP
aiti-12687	148	6	the	the	DET
aiti-12687	148	7	svm	svm	ADJ
aiti-12687	148	8	model	model	NOUN
aiti-12687	148	9	is	be	AUX
aiti-12687	148	10	laplace	laplace	NOUN
aiti-12687	148	11	,	,	PUNCT
aiti-12687	148	12	which	which	PRON
aiti-12687	148	13	is	be	AUX
aiti-12687	148	14	a	a	DET
aiti-12687	148	15	versatile	versatile	ADJ
aiti-12687	148	16	choice	choice	NOUN
aiti-12687	148	17	suitable	suitable	ADJ
aiti-12687	148	18	for	for	ADP
aiti-12687	148	19	regression	regression	NOUN
aiti-12687	148	20	advances	advance	NOUN
aiti-12687	148	21	in	in	ADP
aiti-12687	148	22	technology	technology	NOUN
aiti-12687	148	23	innovation	innovation	NOUN
aiti-12687	148	24	,	,	PUNCT
aiti-12687	148	25	vol	vol	NOUN
aiti-12687	148	26	.	.	PUNCT
aiti-12687	149	1	x	x	X
aiti-12687	149	2	,	,	PUNCT
aiti-12687	149	3	no	no	INTJ
aiti-12687	149	4	.	.	PUNCT
aiti-12687	150	1	x	x	X
aiti-12687	150	2	,	,	PUNCT
aiti-12687	150	3	20xx	20xx	ADJ
aiti-12687	150	4	,	,	PUNCT
aiti-12687	150	5	pp	pp	PROPN
aiti-12687	150	6	.	.	PUNCT
aiti-12687	151	1	xx	xx	X
aiti-12687	151	2	-	-	PUNCT
aiti-12687	151	3	xx	xx	NUM
aiti-12687	151	4	18	18	NUM
aiti-12687	151	5	tasks	task	NOUN
aiti-12687	151	6	.	.	PUNCT
aiti-12687	152	1	a	a	DET
aiti-12687	152	2	trial	trial	NOUN
aiti-12687	152	3	-	-	PUNCT
aiti-12687	152	4	and	and	CCONJ
aiti-12687	152	5	-	-	PUNCT
aiti-12687	152	6	error	error	NOUN
aiti-12687	152	7	approach	approach	NOUN
aiti-12687	152	8	is	be	AUX
aiti-12687	152	9	applied	apply	VERB
aiti-12687	152	10	to	to	PART
aiti-12687	152	11	determine	determine	VERB
aiti-12687	152	12	the	the	DET
aiti-12687	152	13	cost	cost	NOUN
aiti-12687	152	14	of	of	ADP
aiti-12687	152	15	constraint	constraint	NOUN
aiti-12687	152	16	violation	violation	NOUN
aiti-12687	152	17	and	and	CCONJ
aiti-12687	152	18	the	the	DET
aiti-12687	152	19	value	value	NOUN
aiti-12687	152	20	of	of	ADP
aiti-12687	152	21	ε	ε	PROPN
aiti-12687	152	22	,	,	PUNCT
aiti-12687	152	23	yielding	yield	VERB
aiti-12687	152	24	optimal	optimal	ADJ
aiti-12687	152	25	values	value	NOUN
aiti-12687	152	26	of	of	ADP
aiti-12687	152	27	10	10	NUM
aiti-12687	152	28	and	and	CCONJ
aiti-12687	152	29	0.1	0.1	NUM
aiti-12687	152	30	,	,	PUNCT
aiti-12687	152	31	respectively	respectively	ADV
aiti-12687	152	32	[	[	X
aiti-12687	152	33	27	27	NUM
aiti-12687	152	34	]	]	PUNCT
aiti-12687	152	35	.	.	PUNCT
aiti-12687	153	1	these	these	DET
aiti-12687	153	2	parameter	parameter	NOUN
aiti-12687	153	3	settings	setting	NOUN
aiti-12687	153	4	contribute	contribute	VERB
aiti-12687	153	5	to	to	ADP
aiti-12687	153	6	the	the	DET
aiti-12687	153	7	robustness	robustness	NOUN
aiti-12687	153	8	and	and	CCONJ
aiti-12687	153	9	accuracy	accuracy	NOUN
aiti-12687	153	10	of	of	ADP
aiti-12687	153	11	the	the	DET
aiti-12687	153	12	svm	svm	ADJ
aiti-12687	153	13	model	model	NOUN
aiti-12687	153	14	in	in	ADP
aiti-12687	153	15	predicting	predict	VERB
aiti-12687	153	16	low	low	ADJ
aiti-12687	153	17	-	-	PUNCT
aiti-12687	153	18	rise	rise	NOUN
aiti-12687	153	19	building	building	NOUN
aiti-12687	153	20	prices	price	NOUN
aiti-12687	153	21	.	.	PUNCT
aiti-12687	154	1	support	support	NOUN
aiti-12687	154	2	vectors	vector	NOUN
aiti-12687	154	3	represent	represent	VERB
aiti-12687	154	4	essential	essential	ADJ
aiti-12687	154	5	data	datum	NOUN
aiti-12687	154	6	points	point	NOUN
aiti-12687	154	7	positioned	position	VERB
aiti-12687	154	8	closest	close	ADJ
aiti-12687	154	9	to	to	ADP
aiti-12687	154	10	the	the	DET
aiti-12687	154	11	decision	decision	NOUN
aiti-12687	154	12	boundary	boundary	NOUN
aiti-12687	154	13	or	or	CCONJ
aiti-12687	154	14	hyperplane	hyperplane	NOUN
aiti-12687	154	15	,	,	PUNCT
aiti-12687	154	16	distinctly	distinctly	ADV
aiti-12687	154	17	classifying	classify	VERB
aiti-12687	154	18	categories	category	NOUN
aiti-12687	154	19	.	.	PUNCT
aiti-12687	155	1	their	their	PRON
aiti-12687	155	2	strategic	strategic	ADJ
aiti-12687	155	3	arrangement	arrangement	NOUN
aiti-12687	155	4	profoundly	profoundly	ADV
aiti-12687	155	5	affects	affect	VERB
aiti-12687	155	6	boundary	boundary	ADJ
aiti-12687	155	7	placement	placement	NOUN
aiti-12687	155	8	and	and	CCONJ
aiti-12687	155	9	orientation	orientation	NOUN
aiti-12687	155	10	.	.	PUNCT
aiti-12687	156	1	the	the	DET
aiti-12687	156	2	margin	margin	NOUN
aiti-12687	156	3	,	,	PUNCT
aiti-12687	156	4	the	the	DET
aiti-12687	156	5	space	space	NOUN
aiti-12687	156	6	between	between	ADP
aiti-12687	156	7	these	these	DET
aiti-12687	156	8	support	support	NOUN
aiti-12687	156	9	vectors	vector	NOUN
aiti-12687	156	10	,	,	PUNCT
aiti-12687	156	11	and	and	CCONJ
aiti-12687	156	12	the	the	DET
aiti-12687	156	13	decision	decision	NOUN
aiti-12687	156	14	boundary	boundary	NOUN
aiti-12687	156	15	,	,	PUNCT
aiti-12687	156	16	critically	critically	ADV
aiti-12687	156	17	gauges	gauge	VERB
aiti-12687	156	18	the	the	DET
aiti-12687	156	19	generalization	generalization	NOUN
aiti-12687	156	20	and	and	CCONJ
aiti-12687	156	21	resilience	resilience	NOUN
aiti-12687	156	22	of	of	ADP
aiti-12687	156	23	svm	svm	PROPN
aiti-12687	156	24	.	.	PROPN
aiti-12687	157	1	a	a	DET
aiti-12687	157	2	broader	broad	ADJ
aiti-12687	157	3	margin	margin	NOUN
aiti-12687	157	4	signifies	signifie	NOUN
aiti-12687	157	5	heightened	heighten	VERB
aiti-12687	157	6	class	class	NOUN
aiti-12687	157	7	segregation	segregation	NOUN
aiti-12687	157	8	,	,	PUNCT
aiti-12687	157	9	enhancing	enhance	VERB
aiti-12687	157	10	predictions	prediction	NOUN
aiti-12687	157	11	for	for	ADP
aiti-12687	157	12	unobserved	unobserved	ADJ
aiti-12687	157	13	data	datum	NOUN
aiti-12687	157	14	.	.	PUNCT
aiti-12687	158	1	the	the	DET
aiti-12687	158	2	objective	objective	NOUN
aiti-12687	158	3	of	of	ADP
aiti-12687	158	4	svm	svm	ADJ
aiti-12687	158	5	employment	employment	NOUN
aiti-12687	158	6	is	be	AUX
aiti-12687	158	7	to	to	PART
aiti-12687	158	8	identify	identify	VERB
aiti-12687	158	9	the	the	DET
aiti-12687	158	10	hyperplane	hyperplane	NOUN
aiti-12687	158	11	maximize	maximize	VERB
aiti-12687	158	12	this	this	DET
aiti-12687	158	13	margin	margin	NOUN
aiti-12687	158	14	and	and	CCONJ
aiti-12687	158	15	efficiently	efficiently	ADV
aiti-12687	158	16	separate	separate	ADJ
aiti-12687	158	17	data	datum	NOUN
aiti-12687	158	18	.	.	PUNCT
aiti-12687	159	1	in	in	ADP
aiti-12687	159	2	a	a	DET
aiti-12687	159	3	two	two	NUM
aiti-12687	159	4	-	-	PUNCT
aiti-12687	159	5	class	class	NOUN
aiti-12687	159	6	scenario	scenario	NOUN
aiti-12687	159	7	,	,	PUNCT
aiti-12687	159	8	the	the	DET
aiti-12687	159	9	hyperplane	hyperplane	NOUN
aiti-12687	159	10	acts	act	VERB
aiti-12687	159	11	as	as	ADP
aiti-12687	159	12	the	the	DET
aiti-12687	159	13	class	class	NOUN
aiti-12687	159	14	-	-	PUNCT
aiti-12687	159	15	separating	separate	VERB
aiti-12687	159	16	threshold	threshold	NOUN
aiti-12687	159	17	.	.	PUNCT
aiti-12687	160	1	the	the	DET
aiti-12687	160	2	optimal	optimal	ADJ
aiti-12687	160	3	choice	choice	NOUN
aiti-12687	160	4	of	of	ADP
aiti-12687	160	5	svm	svm	PROPN
aiti-12687	160	6	advances	advance	NOUN
aiti-12687	160	7	the	the	DET
aiti-12687	160	8	margin	margin	NOUN
aiti-12687	160	9	gauged	gauge	VERB
aiti-12687	160	10	by	by	ADP
aiti-12687	160	11	the	the	DET
aiti-12687	160	12	hyperplaneto	hyperplaneto	VERB
aiti-12687	160	13	-	-	PUNCT
aiti-12687	160	14	support	support	NOUN
aiti-12687	160	15	-	-	PUNCT
aiti-12687	160	16	vector	vector	NOUN
aiti-12687	160	17	distance	distance	NOUN
aiti-12687	160	18	.	.	PUNCT
aiti-12687	161	1	non	non	ADJ
aiti-12687	161	2	-	-	ADJ
aiti-12687	161	3	linearity	linearity	ADJ
aiti-12687	161	4	management	management	NOUN
aiti-12687	161	5	employs	employ	VERB
aiti-12687	161	6	kernel	kernel	NOUN
aiti-12687	161	7	functions	function	NOUN
aiti-12687	161	8	and	and	CCONJ
aiti-12687	161	9	elevated	elevated	ADJ
aiti-12687	161	10	-	-	PUNCT
aiti-12687	161	11	dimensional	dimensional	ADJ
aiti-12687	161	12	space	space	NOUN
aiti-12687	161	13	conversion	conversion	NOUN
aiti-12687	161	14	.	.	PUNCT
aiti-12687	162	1	2.4.3	2.4.3	X
aiti-12687	162	2	.	.	PUNCT
aiti-12687	162	3	multiple	multiple	ADJ
aiti-12687	162	4	linear	linear	ADJ
aiti-12687	162	5	regression	regression	NOUN
aiti-12687	162	6	(	(	PUNCT
aiti-12687	162	7	mlr	mlr	NOUN
aiti-12687	162	8	)	)	PUNCT
aiti-12687	162	9	linear	linear	PROPN
aiti-12687	162	10	regression	regression	NOUN
aiti-12687	162	11	is	be	AUX
aiti-12687	162	12	a	a	DET
aiti-12687	162	13	statistical	statistical	ADJ
aiti-12687	162	14	method	method	NOUN
aiti-12687	162	15	for	for	ADP
aiti-12687	162	16	modeling	model	VERB
aiti-12687	162	17	the	the	DET
aiti-12687	162	18	relationship	relationship	NOUN
aiti-12687	162	19	between	between	ADP
aiti-12687	162	20	a	a	DET
aiti-12687	162	21	dependent	dependent	ADJ
aiti-12687	162	22	variable	variable	NOUN
aiti-12687	162	23	(	(	PUNCT
aiti-12687	162	24	also	also	ADV
aiti-12687	162	25	known	know	VERB
aiti-12687	162	26	as	as	ADP
aiti-12687	162	27	the	the	DET
aiti-12687	162	28	target	target	NOUN
aiti-12687	162	29	or	or	CCONJ
aiti-12687	162	30	outcome	outcome	NOUN
aiti-12687	162	31	variable	variable	NOUN
aiti-12687	162	32	)	)	PUNCT
aiti-12687	162	33	and	and	CCONJ
aiti-12687	162	34	single	single	ADJ
aiti-12687	162	35	or	or	CCONJ
aiti-12687	162	36	multiple	multiple	ADJ
aiti-12687	162	37	independent	independent	ADJ
aiti-12687	162	38	variables	variable	NOUN
aiti-12687	162	39	(	(	PUNCT
aiti-12687	162	40	also	also	ADV
aiti-12687	162	41	known	know	VERB
aiti-12687	162	42	as	as	ADP
aiti-12687	162	43	predictor	predictor	NOUN
aiti-12687	162	44	variables	variable	NOUN
aiti-12687	162	45	or	or	CCONJ
aiti-12687	162	46	features	feature	NOUN
aiti-12687	162	47	)	)	PUNCT
aiti-12687	162	48	.	.	PUNCT
aiti-12687	163	1	it	it	PRON
aiti-12687	163	2	is	be	AUX
aiti-12687	163	3	a	a	DET
aiti-12687	163	4	simple	simple	ADJ
aiti-12687	163	5	and	and	CCONJ
aiti-12687	163	6	widely	widely	ADV
aiti-12687	163	7	used	use	VERB
aiti-12687	163	8	technique	technique	NOUN
aiti-12687	163	9	in	in	ADP
aiti-12687	163	10	statistics	statistic	NOUN
aiti-12687	163	11	and	and	CCONJ
aiti-12687	163	12	ml	ml	X
aiti-12687	163	13	for	for	ADP
aiti-12687	163	14	predicting	predict	VERB
aiti-12687	163	15	continuous	continuous	ADJ
aiti-12687	163	16	numeric	numeric	ADJ
aiti-12687	163	17	values	value	NOUN
aiti-12687	163	18	.	.	PUNCT
aiti-12687	164	1	in	in	ADP
aiti-12687	164	2	linear	linear	PROPN
aiti-12687	164	3	regression	regression	NOUN
aiti-12687	164	4	,	,	PUNCT
aiti-12687	164	5	the	the	DET
aiti-12687	164	6	goal	goal	NOUN
aiti-12687	164	7	is	be	AUX
aiti-12687	164	8	to	to	PART
aiti-12687	164	9	find	find	VERB
aiti-12687	164	10	the	the	DET
aiti-12687	164	11	best	good	ADJ
aiti-12687	164	12	-	-	PUNCT
aiti-12687	164	13	fit	fit	ADJ
aiti-12687	164	14	line	line	NOUN
aiti-12687	164	15	representing	represent	VERB
aiti-12687	164	16	the	the	DET
aiti-12687	164	17	linear	linear	ADJ
aiti-12687	164	18	relationship	relationship	NOUN
aiti-12687	164	19	between	between	ADP
aiti-12687	164	20	the	the	DET
aiti-12687	164	21	independent	independent	ADJ
aiti-12687	164	22	and	and	CCONJ
aiti-12687	164	23	dependent	dependent	ADJ
aiti-12687	164	24	variables	variable	NOUN
aiti-12687	164	25	.	.	PUNCT
aiti-12687	165	1	the	the	DET
aiti-12687	165	2	equation	equation	NOUN
aiti-12687	165	3	of	of	ADP
aiti-12687	165	4	the	the	DET
aiti-12687	165	5	line	line	NOUN
aiti-12687	165	6	is	be	AUX
aiti-12687	165	7	described	describe	VERB
aiti-12687	165	8	as	as	ADP
aiti-12687	165	9	:	:	PUNCT
aiti-12687	165	10	0	0	NUM
aiti-12687	165	11	1	1	NUM
aiti-12687	165	12	1	1	NUM
aiti-12687	165	13	2	2	NUM
aiti-12687	165	14	2=	2=	NUM
aiti-12687	165	15	+	+	X
aiti-12687	166	1	+	+	PUNCT
aiti-12687	166	2	+	+	PUNCT
aiti-12687	166	3	+	+	CCONJ
aiti-12687	166	4	+	+	ADJ
aiti-12687	166	5	⋯	⋯	PROPN
aiti-12687	166	6	n	n	PROPN
aiti-12687	166	7	ny	ny	PROPN
aiti-12687	166	8	b	b	PROPN
aiti-12687	166	9	b	b	PROPN
aiti-12687	166	10	x	x	SYM
aiti-12687	166	11	b	b	PROPN
aiti-12687	166	12	x	x	SYM
aiti-12687	166	13	b	b	PROPN
aiti-12687	166	14	x	x	X
aiti-12687	166	15	(	(	PUNCT
aiti-12687	166	16	1	1	NUM
aiti-12687	166	17	)	)	PUNCT
aiti-12687	166	18	where	where	SCONJ
aiti-12687	166	19	y	y	PROPN
aiti-12687	166	20	is	be	AUX
aiti-12687	166	21	the	the	DET
aiti-12687	166	22	dependent	dependent	ADJ
aiti-12687	166	23	variable	variable	NOUN
aiti-12687	166	24	or	or	CCONJ
aiti-12687	166	25	low	low	ADJ
aiti-12687	166	26	-	-	PUNCT
aiti-12687	166	27	rise	rise	NOUN
aiti-12687	166	28	building	building	NOUN
aiti-12687	166	29	prices	price	NOUN
aiti-12687	166	30	b0	b0	NOUN
aiti-12687	166	31	is	be	AUX
aiti-12687	166	32	the	the	DET
aiti-12687	166	33	intercept	intercept	NOUN
aiti-12687	166	34	or	or	CCONJ
aiti-12687	166	35	bias	bias	NOUN
aiti-12687	166	36	term	term	NOUN
aiti-12687	166	37	,	,	PUNCT
aiti-12687	166	38	representing	represent	VERB
aiti-12687	166	39	the	the	DET
aiti-12687	166	40	value	value	NOUN
aiti-12687	166	41	of	of	ADP
aiti-12687	166	42	y	y	PRON
aiti-12687	166	43	when	when	SCONJ
aiti-12687	166	44	all	all	DET
aiti-12687	166	45	independent	independent	ADJ
aiti-12687	166	46	variables	variable	NOUN
aiti-12687	166	47	are	be	AUX
aiti-12687	166	48	0	0	NUM
aiti-12687	166	49	,	,	PUNCT
aiti-12687	166	50	b1	b1	NOUN
aiti-12687	166	51	,	,	PUNCT
aiti-12687	166	52	b2	b2	NOUN
aiti-12687	166	53	,	,	PUNCT
aiti-12687	166	54	…	…	PUNCT
aiti-12687	166	55	,	,	PUNCT
aiti-12687	166	56	bn	bn	X
aiti-12687	166	57	are	be	AUX
aiti-12687	166	58	the	the	DET
aiti-12687	166	59	coefficients	coefficient	NOUN
aiti-12687	166	60	or	or	CCONJ
aiti-12687	166	61	weights	weight	NOUN
aiti-12687	166	62	associated	associate	VERB
aiti-12687	166	63	with	with	ADP
aiti-12687	166	64	each	each	DET
aiti-12687	166	65	independent	independent	ADJ
aiti-12687	166	66	variable	variable	NOUN
aiti-12687	166	67	,	,	PUNCT
aiti-12687	166	68	and	and	CCONJ
aiti-12687	166	69	x1	x1	NUM
aiti-12687	166	70	,	,	PUNCT
aiti-12687	166	71	x2	x2	PROPN
aiti-12687	166	72	,	,	PUNCT
aiti-12687	166	73	…	…	PUNCT
aiti-12687	166	74	,	,	PUNCT
aiti-12687	166	75	xn	xn	PROPN
aiti-12687	166	76	are	be	AUX
aiti-12687	166	77	the	the	DET
aiti-12687	166	78	independent	independent	ADJ
aiti-12687	166	79	variables	variable	NOUN
aiti-12687	166	80	.	.	PUNCT
aiti-12687	167	1	the	the	DET
aiti-12687	167	2	coefficients	coefficient	NOUN
aiti-12687	167	3	(	(	PUNCT
aiti-12687	167	4	b1	b1	NOUN
aiti-12687	167	5	,	,	PUNCT
aiti-12687	167	6	b2	b2	NOUN
aiti-12687	167	7	,	,	PUNCT
aiti-12687	167	8	…	…	PUNCT
aiti-12687	167	9	,	,	PUNCT
aiti-12687	167	10	bn	bn	CCONJ
aiti-12687	167	11	)	)	PUNCT
aiti-12687	167	12	are	be	AUX
aiti-12687	167	13	estimated	estimate	VERB
aiti-12687	167	14	during	during	ADP
aiti-12687	167	15	the	the	DET
aiti-12687	167	16	training	training	NOUN
aiti-12687	167	17	process	process	NOUN
aiti-12687	167	18	,	,	PUNCT
aiti-12687	167	19	such	such	ADJ
aiti-12687	167	20	that	that	SCONJ
aiti-12687	167	21	the	the	DET
aiti-12687	167	22	line	line	NOUN
aiti-12687	167	23	minimizes	minimize	VERB
aiti-12687	167	24	the	the	DET
aiti-12687	167	25	sum	sum	NOUN
aiti-12687	167	26	of	of	ADP
aiti-12687	167	27	squared	square	VERB
aiti-12687	167	28	differences	difference	NOUN
aiti-12687	167	29	between	between	ADP
aiti-12687	167	30	both	both	DET
aiti-12687	167	31	predicted	predict	VERB
aiti-12687	167	32	and	and	CCONJ
aiti-12687	167	33	actual	actual	ADJ
aiti-12687	167	34	values	value	NOUN
aiti-12687	167	35	in	in	ADP
aiti-12687	167	36	the	the	DET
aiti-12687	167	37	training	training	NOUN
aiti-12687	167	38	data	datum	NOUN
aiti-12687	167	39	.	.	PUNCT
aiti-12687	168	1	this	this	DET
aiti-12687	168	2	process	process	NOUN
aiti-12687	168	3	is	be	AUX
aiti-12687	168	4	commonly	commonly	ADV
aiti-12687	168	5	known	know	VERB
aiti-12687	168	6	as	as	ADP
aiti-12687	168	7	“	"	PUNCT
aiti-12687	168	8	fitting	fit	VERB
aiti-12687	168	9	the	the	DET
aiti-12687	168	10	model	model	NOUN
aiti-12687	168	11	”	"	PUNCT
aiti-12687	168	12	to	to	ADP
aiti-12687	168	13	the	the	DET
aiti-12687	168	14	data	datum	NOUN
aiti-12687	168	15	.	.	PUNCT
aiti-12687	169	1	once	once	SCONJ
aiti-12687	169	2	the	the	DET
aiti-12687	169	3	model	model	NOUN
aiti-12687	169	4	is	be	AUX
aiti-12687	169	5	trained	train	VERB
aiti-12687	169	6	,	,	PUNCT
aiti-12687	169	7	predictions	prediction	NOUN
aiti-12687	169	8	for	for	ADP
aiti-12687	169	9	new	new	ADJ
aiti-12687	169	10	data	datum	NOUN
aiti-12687	169	11	can	can	AUX
aiti-12687	169	12	be	be	AUX
aiti-12687	169	13	made	make	VERB
aiti-12687	169	14	by	by	ADP
aiti-12687	169	15	plugging	plug	VERB
aiti-12687	169	16	in	in	ADP
aiti-12687	169	17	the	the	DET
aiti-12687	169	18	values	value	NOUN
aiti-12687	169	19	of	of	ADP
aiti-12687	169	20	the	the	DET
aiti-12687	169	21	independent	independent	ADJ
aiti-12687	169	22	variables	variable	NOUN
aiti-12687	169	23	into	into	ADP
aiti-12687	169	24	the	the	DET
aiti-12687	169	25	equation	equation	NOUN
aiti-12687	169	26	.	.	PUNCT
aiti-12687	170	1	linear	linear	ADJ
aiti-12687	170	2	regression	regression	NOUN
aiti-12687	170	3	is	be	AUX
aiti-12687	170	4	particularly	particularly	ADV
aiti-12687	170	5	effective	effective	ADJ
aiti-12687	170	6	when	when	SCONJ
aiti-12687	170	7	a	a	DET
aiti-12687	170	8	linear	linear	ADJ
aiti-12687	170	9	relationship	relationship	NOUN
aiti-12687	170	10	is	be	AUX
aiti-12687	170	11	rendered	render	VERB
aiti-12687	170	12	between	between	ADP
aiti-12687	170	13	the	the	DET
aiti-12687	170	14	dependent	dependent	ADJ
aiti-12687	170	15	and	and	CCONJ
aiti-12687	170	16	independent	independent	ADJ
aiti-12687	170	17	variables	variable	NOUN
aiti-12687	170	18	.	.	PUNCT
aiti-12687	171	1	furthermore	furthermore	ADV
aiti-12687	171	2	,	,	PUNCT
aiti-12687	171	3	it	it	PRON
aiti-12687	171	4	remains	remain	VERB
aiti-12687	171	5	suitable	suitable	ADJ
aiti-12687	171	6	for	for	ADP
aiti-12687	171	7	various	various	ADJ
aiti-12687	171	8	applications	application	NOUN
aiti-12687	171	9	,	,	PUNCT
aiti-12687	171	10	including	include	VERB
aiti-12687	171	11	predicting	predict	VERB
aiti-12687	171	12	low	low	ADJ
aiti-12687	171	13	-	-	PUNCT
aiti-12687	171	14	rise	rise	NOUN
aiti-12687	171	15	building	building	NOUN
aiti-12687	171	16	prices	price	NOUN
aiti-12687	171	17	,	,	PUNCT
aiti-12687	171	18	analyzing	analyze	VERB
aiti-12687	171	19	economic	economic	ADJ
aiti-12687	171	20	trends	trend	NOUN
aiti-12687	171	21	,	,	PUNCT
aiti-12687	171	22	and	and	CCONJ
aiti-12687	171	23	understanding	understand	VERB
aiti-12687	171	24	the	the	DET
aiti-12687	171	25	impact	impact	NOUN
aiti-12687	171	26	of	of	ADP
aiti-12687	171	27	different	different	ADJ
aiti-12687	171	28	factors	factor	NOUN
aiti-12687	171	29	on	on	ADP
aiti-12687	171	30	a	a	DET
aiti-12687	171	31	particular	particular	ADJ
aiti-12687	171	32	outcome	outcome	NOUN
aiti-12687	171	33	.	.	PUNCT
aiti-12687	172	1	2.4.4	2.4.4	X
aiti-12687	172	2	.	.	PUNCT
aiti-12687	172	3	decision	decision	NOUN
aiti-12687	172	4	tree	tree	NOUN
aiti-12687	172	5	(	(	PUNCT
aiti-12687	172	6	dt	dt	NOUN
aiti-12687	172	7	)	)	PUNCT
aiti-12687	172	8	dt	dt	PROPN
aiti-12687	173	1	regression	regression	NOUN
aiti-12687	173	2	is	be	AUX
aiti-12687	173	3	a	a	DET
aiti-12687	173	4	robust	robust	ADJ
aiti-12687	173	5	and	and	CCONJ
aiti-12687	173	6	interpretable	interpretable	ADJ
aiti-12687	173	7	algorithm	algorithm	NOUN
aiti-12687	173	8	for	for	ADP
aiti-12687	173	9	predicting	predict	VERB
aiti-12687	173	10	numeric	numeric	ADJ
aiti-12687	173	11	values	value	NOUN
aiti-12687	173	12	in	in	ADP
aiti-12687	173	13	regression	regression	NOUN
aiti-12687	173	14	tasks	task	NOUN
aiti-12687	173	15	.	.	PUNCT
aiti-12687	174	1	the	the	DET
aiti-12687	174	2	algorithm	algorithm	NOUN
aiti-12687	174	3	constructs	construct	VERB
aiti-12687	174	4	an	an	DET
aiti-12687	174	5	arborescent	arborescent	NOUN
aiti-12687	174	6	model	model	NOUN
aiti-12687	174	7	by	by	ADP
aiti-12687	174	8	recursively	recursively	ADV
aiti-12687	174	9	partitioning	partition	VERB
aiti-12687	174	10	the	the	DET
aiti-12687	174	11	dataset	dataset	NOUN
aiti-12687	174	12	into	into	ADP
aiti-12687	174	13	subsets	subset	NOUN
aiti-12687	174	14	based	base	VERB
aiti-12687	174	15	on	on	ADP
aiti-12687	174	16	the	the	DET
aiti-12687	174	17	values	value	NOUN
aiti-12687	174	18	of	of	ADP
aiti-12687	174	19	its	its	PRON
aiti-12687	174	20	features	feature	NOUN
aiti-12687	174	21	.	.	PUNCT
aiti-12687	175	1	the	the	DET
aiti-12687	175	2	feature	feature	NOUN
aiti-12687	175	3	and	and	CCONJ
aiti-12687	175	4	split	split	ADJ
aiti-12687	175	5	point	point	NOUN
aiti-12687	175	6	that	that	PRON
aiti-12687	175	7	minimize	minimize	VERB
aiti-12687	175	8	the	the	DET
aiti-12687	175	9	variance	variance	NOUN
aiti-12687	175	10	or	or	CCONJ
aiti-12687	175	11	mse	mse	NOUN
aiti-12687	175	12	of	of	ADP
aiti-12687	175	13	the	the	DET
aiti-12687	175	14	target	target	NOUN
aiti-12687	175	15	variable	variable	NOUN
aiti-12687	175	16	within	within	ADP
aiti-12687	175	17	the	the	DET
aiti-12687	175	18	subset	subset	NOUN
aiti-12687	175	19	are	be	AUX
aiti-12687	175	20	selected	select	VERB
aiti-12687	175	21	at	at	ADP
aiti-12687	175	22	each	each	DET
aiti-12687	175	23	node	node	NOUN
aiti-12687	175	24	.	.	PUNCT
aiti-12687	176	1	this	this	DET
aiti-12687	176	2	process	process	NOUN
aiti-12687	176	3	sustains	sustain	VERB
aiti-12687	176	4	until	until	ADP
aiti-12687	176	5	a	a	DET
aiti-12687	176	6	stopping	stopping	NOUN
aiti-12687	176	7	criterion	criterion	NOUN
aiti-12687	176	8	,	,	PUNCT
aiti-12687	176	9	such	such	ADJ
aiti-12687	176	10	as	as	ADP
aiti-12687	176	11	a	a	DET
aiti-12687	176	12	maximum	maximum	ADJ
aiti-12687	176	13	tree	tree	NOUN
aiti-12687	176	14	depth	depth	NOUN
aiti-12687	176	15	or	or	CCONJ
aiti-12687	176	16	a	a	DET
aiti-12687	176	17	minimum	minimum	ADJ
aiti-12687	176	18	number	number	NOUN
aiti-12687	176	19	of	of	ADP
aiti-12687	176	20	samples	sample	NOUN
aiti-12687	176	21	per	per	ADP
aiti-12687	176	22	leaf	leaf	NOUN
aiti-12687	176	23	,	,	PUNCT
aiti-12687	176	24	is	be	AUX
aiti-12687	176	25	satisfied	satisfied	ADJ
aiti-12687	176	26	.	.	PUNCT
aiti-12687	177	1	the	the	DET
aiti-12687	177	2	prediction	prediction	NOUN
aiti-12687	177	3	for	for	ADP
aiti-12687	177	4	each	each	DET
aiti-12687	177	5	data	datum	NOUN
aiti-12687	177	6	point	point	NOUN
aiti-12687	177	7	is	be	AUX
aiti-12687	177	8	generated	generate	VERB
aiti-12687	177	9	by	by	ADP
aiti-12687	177	10	traversing	traverse	VERB
aiti-12687	177	11	the	the	DET
aiti-12687	177	12	dt	dt	NOUN
aiti-12687	177	13	from	from	ADP
aiti-12687	177	14	the	the	DET
aiti-12687	177	15	root	root	NOUN
aiti-12687	177	16	node	node	NOUN
aiti-12687	177	17	to	to	ADP
aiti-12687	177	18	a	a	DET
aiti-12687	177	19	leaf	leaf	NOUN
aiti-12687	177	20	node	node	NOUN
aiti-12687	177	21	,	,	PUNCT
aiti-12687	177	22	where	where	SCONJ
aiti-12687	177	23	the	the	DET
aiti-12687	177	24	numeric	numeric	ADJ
aiti-12687	177	25	value	value	NOUN
aiti-12687	177	26	associated	associate	VERB
aiti-12687	177	27	with	with	ADP
aiti-12687	177	28	the	the	DET
aiti-12687	177	29	leaf	leaf	NOUN
aiti-12687	177	30	node	node	NOUN
aiti-12687	177	31	serves	serve	VERB
aiti-12687	177	32	as	as	ADP
aiti-12687	177	33	the	the	DET
aiti-12687	177	34	final	final	ADJ
aiti-12687	177	35	prediction	prediction	NOUN
aiti-12687	177	36	for	for	ADP
aiti-12687	177	37	the	the	DET
aiti-12687	177	38	target	target	NOUN
aiti-12687	177	39	variable	variable	NOUN
aiti-12687	177	40	.	.	PUNCT
aiti-12687	178	1	given	give	VERB
aiti-12687	178	2	these	these	DET
aiti-12687	178	3	facts	fact	NOUN
aiti-12687	178	4	,	,	PUNCT
aiti-12687	178	5	dt	dt	PUNCT
aiti-12687	178	6	for	for	ADP
aiti-12687	178	7	regression	regression	NOUN
aiti-12687	178	8	is	be	AUX
aiti-12687	178	9	highly	highly	ADV
aiti-12687	178	10	interpretable	interpretable	ADJ
aiti-12687	178	11	due	due	ADP
aiti-12687	178	12	to	to	ADP
aiti-12687	178	13	the	the	DET
aiti-12687	178	14	enablement	enablement	NOUN
aiti-12687	178	15	of	of	ADP
aiti-12687	178	16	a	a	DET
aiti-12687	178	17	clear	clear	ADJ
aiti-12687	178	18	understanding	understanding	NOUN
aiti-12687	178	19	of	of	ADP
aiti-12687	178	20	the	the	DET
aiti-12687	178	21	decisionmaking	decisionmake	VERB
aiti-12687	178	22	process	process	NOUN
aiti-12687	178	23	and	and	CCONJ
aiti-12687	178	24	the	the	DET
aiti-12687	178	25	realization	realization	NOUN
aiti-12687	178	26	of	of	ADP
aiti-12687	178	27	the	the	DET
aiti-12687	178	28	rationale	rationale	NOUN
aiti-12687	178	29	influencing	influence	VERB
aiti-12687	178	30	the	the	DET
aiti-12687	178	31	predicted	predict	VERB
aiti-12687	178	32	numeric	numeric	ADJ
aiti-12687	178	33	outcomes	outcome	NOUN
aiti-12687	178	34	.	.	PUNCT
aiti-12687	179	1	moreover	moreover	ADV
aiti-12687	179	2	,	,	PUNCT
aiti-12687	179	3	their	their	PRON
aiti-12687	179	4	adaptability	adaptability	NOUN
aiti-12687	179	5	to	to	ADP
aiti-12687	179	6	nonlinear	nonlinear	ADJ
aiti-12687	179	7	relationships	relationship	NOUN
aiti-12687	179	8	attains	attain	VERB
aiti-12687	179	9	suitability	suitability	NOUN
aiti-12687	179	10	for	for	ADP
aiti-12687	179	11	various	various	ADJ
aiti-12687	179	12	applications	application	NOUN
aiti-12687	179	13	,	,	PUNCT
aiti-12687	179	14	ranging	range	VERB
aiti-12687	179	15	from	from	ADP
aiti-12687	179	16	financial	financial	ADJ
aiti-12687	179	17	forecasting	forecasting	NOUN
aiti-12687	179	18	to	to	ADP
aiti-12687	179	19	medical	medical	ADJ
aiti-12687	179	20	diagnosis	diagnosis	NOUN
aiti-12687	179	21	,	,	PUNCT
aiti-12687	179	22	where	where	SCONJ
aiti-12687	179	23	precise	precise	ADJ
aiti-12687	179	24	numeric	numeric	ADJ
aiti-12687	179	25	predictions	prediction	NOUN
aiti-12687	179	26	are	be	AUX
aiti-12687	179	27	required	require	VERB
aiti-12687	179	28	.	.	PUNCT
aiti-12687	180	1	however	however	ADV
aiti-12687	180	2	,	,	PUNCT
aiti-12687	180	3	to	to	PART
aiti-12687	180	4	prevent	prevent	VERB
aiti-12687	180	5	overfitting	overfitting	NOUN
aiti-12687	180	6	,	,	PUNCT
aiti-12687	180	7	pruning	prune	VERB
aiti-12687	180	8	techniques	technique	NOUN
aiti-12687	180	9	,	,	PUNCT
aiti-12687	180	10	and	and	CCONJ
aiti-12687	180	11	hyperparameter	hyperparameter	NOUN
aiti-12687	180	12	tuning	tuning	NOUN
aiti-12687	180	13	are	be	AUX
aiti-12687	180	14	often	often	ADV
aiti-12687	180	15	employed	employ	VERB
aiti-12687	180	16	to	to	PART
aiti-12687	180	17	control	control	VERB
aiti-12687	180	18	the	the	DET
aiti-12687	180	19	complexity	complexity	NOUN
aiti-12687	180	20	of	of	ADP
aiti-12687	180	21	the	the	DET
aiti-12687	180	22	model	model	NOUN
aiti-12687	180	23	and	and	CCONJ
aiti-12687	180	24	maintain	maintain	VERB
aiti-12687	180	25	robust	robust	ADJ
aiti-12687	180	26	generalization	generalization	NOUN
aiti-12687	180	27	performance	performance	NOUN
aiti-12687	180	28	.	.	PUNCT
aiti-12687	181	1	advances	advance	NOUN
aiti-12687	181	2	in	in	ADP
aiti-12687	181	3	technology	technology	NOUN
aiti-12687	181	4	innovation	innovation	NOUN
aiti-12687	181	5	,	,	PUNCT
aiti-12687	181	6	vol	vol	NOUN
aiti-12687	181	7	.	.	PROPN
aiti-12687	182	1	9	9	NUM
aiti-12687	182	2	,	,	PUNCT
aiti-12687	182	3	no	no	INTJ
aiti-12687	182	4	.	.	NOUN
aiti-12687	182	5	1	1	NUM
aiti-12687	182	6	,	,	PUNCT
aiti-12687	182	7	2024	2024	NUM
aiti-12687	182	8	,	,	PUNCT
aiti-12687	182	9	pp	pp	ADJ
aiti-12687	182	10	.	.	PUNCT
aiti-12687	183	1	12	12	NUM
aiti-12687	183	2	-	-	SYM
aiti-12687	183	3	27	27	NUM
aiti-12687	183	4	19	19	NUM
aiti-12687	183	5	2.4.5	2.4.5	NUM
aiti-12687	183	6	.	.	PUNCT
aiti-12687	184	1	random	random	ADJ
aiti-12687	184	2	forest	forest	NOUN
aiti-12687	184	3	(	(	PUNCT
aiti-12687	184	4	rf	rf	NOUN
aiti-12687	184	5	)	)	PUNCT
aiti-12687	184	6	rf	rf	VERB
aiti-12687	184	7	is	be	AUX
aiti-12687	184	8	a	a	DET
aiti-12687	184	9	potent	potent	ADJ
aiti-12687	184	10	ensemble	ensemble	ADJ
aiti-12687	184	11	learning	learning	NOUN
aiti-12687	184	12	technique	technique	NOUN
aiti-12687	184	13	for	for	ADP
aiti-12687	184	14	regression	regression	NOUN
aiti-12687	184	15	tasks	task	NOUN
aiti-12687	184	16	.	.	PUNCT
aiti-12687	185	1	it	it	PRON
aiti-12687	185	2	is	be	AUX
aiti-12687	185	3	constituted	constitute	VERB
aiti-12687	185	4	as	as	ADP
aiti-12687	185	5	an	an	DET
aiti-12687	185	6	extension	extension	NOUN
aiti-12687	185	7	of	of	ADP
aiti-12687	185	8	the	the	DET
aiti-12687	185	9	dt	dt	PROPN
aiti-12687	185	10	algorithm	algorithm	NOUN
aiti-12687	185	11	combining	combine	VERB
aiti-12687	185	12	multiple	multiple	ADJ
aiti-12687	185	13	decision	decision	NOUN
aiti-12687	185	14	trees	tree	NOUN
aiti-12687	185	15	to	to	PART
aiti-12687	185	16	optimize	optimize	VERB
aiti-12687	185	17	the	the	DET
aiti-12687	185	18	accuracy	accuracy	NOUN
aiti-12687	185	19	of	of	ADP
aiti-12687	185	20	predictions	prediction	NOUN
aiti-12687	185	21	.	.	PUNCT
aiti-12687	186	1	in	in	ADP
aiti-12687	186	2	an	an	DET
aiti-12687	186	3	rf	rf	NOUN
aiti-12687	186	4	for	for	ADP
aiti-12687	186	5	regression	regression	NOUN
aiti-12687	186	6	,	,	PUNCT
aiti-12687	186	7	a	a	DET
aiti-12687	186	8	collection	collection	NOUN
aiti-12687	186	9	of	of	ADP
aiti-12687	186	10	dts	dts	NOUN
aiti-12687	186	11	is	be	AUX
aiti-12687	186	12	established	establish	VERB
aiti-12687	186	13	with	with	ADP
aiti-12687	186	14	random	random	ADJ
aiti-12687	186	15	subsets	subset	NOUN
aiti-12687	186	16	of	of	ADP
aiti-12687	186	17	both	both	CCONJ
aiti-12687	186	18	the	the	DET
aiti-12687	186	19	training	training	NOUN
aiti-12687	186	20	data	datum	NOUN
aiti-12687	186	21	and	and	CCONJ
aiti-12687	186	22	features	feature	NOUN
aiti-12687	186	23	.	.	PUNCT
aiti-12687	187	1	each	each	DET
aiti-12687	187	2	dt	dt	PROPN
aiti-12687	187	3	in	in	ADP
aiti-12687	187	4	the	the	DET
aiti-12687	187	5	forest	forest	NOUN
aiti-12687	187	6	independently	independently	ADV
aiti-12687	187	7	makes	make	VERB
aiti-12687	187	8	predictions	prediction	NOUN
aiti-12687	187	9	,	,	PUNCT
aiti-12687	187	10	and	and	CCONJ
aiti-12687	187	11	the	the	DET
aiti-12687	187	12	final	final	ADJ
aiti-12687	187	13	prediction	prediction	NOUN
aiti-12687	187	14	is	be	AUX
aiti-12687	187	15	obtained	obtain	VERB
aiti-12687	187	16	by	by	ADP
aiti-12687	187	17	averaging	average	VERB
aiti-12687	187	18	or	or	CCONJ
aiti-12687	187	19	taking	take	VERB
aiti-12687	187	20	the	the	DET
aiti-12687	187	21	median	median	NOUN
aiti-12687	187	22	of	of	ADP
aiti-12687	187	23	the	the	DET
aiti-12687	187	24	predictions	prediction	NOUN
aiti-12687	187	25	from	from	ADP
aiti-12687	187	26	all	all	DET
aiti-12687	187	27	the	the	DET
aiti-12687	187	28	individual	individual	ADJ
aiti-12687	187	29	trees	tree	NOUN
aiti-12687	187	30	.	.	PUNCT
aiti-12687	188	1	this	this	DET
aiti-12687	188	2	ensemble	ensemble	ADJ
aiti-12687	188	3	approach	approach	NOUN
aiti-12687	188	4	mitigates	mitigate	VERB
aiti-12687	188	5	the	the	DET
aiti-12687	188	6	risk	risk	NOUN
aiti-12687	188	7	of	of	ADP
aiti-12687	188	8	overfitting	overfitte	VERB
aiti-12687	188	9	and	and	CCONJ
aiti-12687	188	10	augments	augment	VERB
aiti-12687	188	11	the	the	DET
aiti-12687	188	12	model	model	NOUN
aiti-12687	188	13	’s	’s	PART
aiti-12687	188	14	ability	ability	NOUN
aiti-12687	188	15	to	to	PART
aiti-12687	188	16	generalize	generalize	VERB
aiti-12687	188	17	well	well	ADV
aiti-12687	188	18	to	to	ADP
aiti-12687	188	19	new	new	ADJ
aiti-12687	188	20	,	,	PUNCT
aiti-12687	188	21	unseen	unseen	ADJ
aiti-12687	188	22	data	datum	NOUN
aiti-12687	188	23	.	.	PUNCT
aiti-12687	189	1	rf	rf	VERB
aiti-12687	189	2	for	for	ADP
aiti-12687	189	3	regression	regression	NOUN
aiti-12687	189	4	offers	offer	VERB
aiti-12687	189	5	several	several	ADJ
aiti-12687	189	6	advantages	advantage	NOUN
aiti-12687	189	7	,	,	PUNCT
aiti-12687	189	8	such	such	ADJ
aiti-12687	189	9	as	as	ADP
aiti-12687	189	10	handling	handle	VERB
aiti-12687	189	11	nonlinear	nonlinear	ADJ
aiti-12687	189	12	relationships	relationship	NOUN
aiti-12687	189	13	between	between	ADP
aiti-12687	189	14	features	feature	NOUN
aiti-12687	189	15	and	and	CCONJ
aiti-12687	189	16	the	the	DET
aiti-12687	189	17	target	target	NOUN
aiti-12687	189	18	variable	variable	NOUN
aiti-12687	189	19	,	,	PUNCT
aiti-12687	189	20	capturing	capture	VERB
aiti-12687	189	21	complex	complex	ADJ
aiti-12687	189	22	interactions	interaction	NOUN
aiti-12687	189	23	,	,	PUNCT
aiti-12687	189	24	and	and	CCONJ
aiti-12687	189	25	impact	impact	NOUN
aiti-12687	189	26	reduction	reduction	NOUN
aiti-12687	189	27	of	of	ADP
aiti-12687	189	28	noisy	noisy	ADJ
aiti-12687	189	29	data	datum	NOUN
aiti-12687	189	30	.	.	PUNCT
aiti-12687	190	1	the	the	DET
aiti-12687	190	2	randomness	randomness	NOUN
aiti-12687	190	3	introduced	introduce	VERB
aiti-12687	190	4	in	in	ADP
aiti-12687	190	5	building	build	VERB
aiti-12687	190	6	the	the	DET
aiti-12687	190	7	trees	tree	NOUN
aiti-12687	190	8	also	also	ADV
aiti-12687	190	9	strengthens	strengthen	VERB
aiti-12687	190	10	the	the	DET
aiti-12687	190	11	model	model	NOUN
aiti-12687	190	12	against	against	ADP
aiti-12687	190	13	outliers	outlier	NOUN
aiti-12687	190	14	and	and	CCONJ
aiti-12687	190	15	stabilizes	stabilize	VERB
aiti-12687	190	16	per	per	ADP
aiti-12687	190	17	se	se	X
aiti-12687	190	18	.	.	PUNCT
aiti-12687	191	1	additionally	additionally	ADV
aiti-12687	191	2	,	,	PUNCT
aiti-12687	191	3	rf	rf	NOUN
aiti-12687	191	4	proffers	proffer	VERB
aiti-12687	191	5	a	a	DET
aiti-12687	191	6	feature	feature	NOUN
aiti-12687	191	7	importance	importance	NOUN
aiti-12687	191	8	score	score	NOUN
aiti-12687	191	9	,	,	PUNCT
aiti-12687	191	10	indicating	indicate	VERB
aiti-12687	191	11	the	the	DET
aiti-12687	191	12	relative	relative	ADJ
aiti-12687	191	13	importance	importance	NOUN
aiti-12687	191	14	of	of	ADP
aiti-12687	191	15	each	each	DET
aiti-12687	191	16	feature	feature	NOUN
aiti-12687	191	17	in	in	ADP
aiti-12687	191	18	the	the	DET
aiti-12687	191	19	prediction	prediction	NOUN
aiti-12687	191	20	process	process	NOUN
aiti-12687	191	21	.	.	PUNCT
aiti-12687	192	1	this	this	DET
aiti-12687	192	2	information	information	NOUN
aiti-12687	192	3	is	be	AUX
aiti-12687	192	4	perceived	perceive	VERB
aiti-12687	192	5	to	to	PART
aiti-12687	192	6	be	be	AUX
aiti-12687	192	7	valuable	valuable	ADJ
aiti-12687	192	8	for	for	ADP
aiti-12687	192	9	understanding	understanding	NOUN
aiti-12687	192	10	which	which	PRON
aiti-12687	192	11	features	feature	VERB
aiti-12687	192	12	are	be	AUX
aiti-12687	192	13	most	most	ADV
aiti-12687	192	14	influential	influential	ADJ
aiti-12687	192	15	in	in	ADP
aiti-12687	192	16	determining	determine	VERB
aiti-12687	192	17	the	the	DET
aiti-12687	192	18	regression	regression	NOUN
aiti-12687	192	19	outcome	outcome	NOUN
aiti-12687	192	20	.	.	PUNCT
aiti-12687	193	1	overall	overall	ADV
aiti-12687	193	2	,	,	PUNCT
aiti-12687	193	3	rf	rf	ADJ
aiti-12687	193	4	is	be	AUX
aiti-12687	193	5	a	a	DET
aiti-12687	193	6	versatile	versatile	ADJ
aiti-12687	193	7	and	and	CCONJ
aiti-12687	193	8	effective	effective	ADJ
aiti-12687	193	9	algorithm	algorithm	NOUN
aiti-12687	193	10	for	for	ADP
aiti-12687	193	11	regression	regression	NOUN
aiti-12687	193	12	tasks	task	NOUN
aiti-12687	193	13	.	.	PUNCT
aiti-12687	194	1	it	it	PRON
aiti-12687	194	2	is	be	AUX
aiti-12687	194	3	a	a	DET
aiti-12687	194	4	popular	popular	ADJ
aiti-12687	194	5	choice	choice	NOUN
aiti-12687	194	6	in	in	ADP
aiti-12687	194	7	various	various	ADJ
aiti-12687	194	8	domains	domain	NOUN
aiti-12687	194	9	,	,	PUNCT
aiti-12687	194	10	including	include	VERB
aiti-12687	194	11	finance	finance	NOUN
aiti-12687	194	12	,	,	PUNCT
aiti-12687	194	13	healthcare	healthcare	PROPN
aiti-12687	194	14	,	,	PUNCT
aiti-12687	194	15	and	and	CCONJ
aiti-12687	194	16	retail	retail	NOUN
aiti-12687	194	17	,	,	PUNCT
aiti-12687	194	18	where	where	SCONJ
aiti-12687	194	19	accurate	accurate	ADJ
aiti-12687	194	20	numeric	numeric	ADJ
aiti-12687	194	21	predictions	prediction	NOUN
aiti-12687	194	22	are	be	AUX
aiti-12687	194	23	essential	essential	ADJ
aiti-12687	194	24	for	for	ADP
aiti-12687	194	25	decision	decision	NOUN
aiti-12687	194	26	-	-	PUNCT
aiti-12687	194	27	making	making	NOUN
aiti-12687	194	28	.	.	PUNCT
aiti-12687	195	1	2.5	2.5	NUM
aiti-12687	195	2	.	.	PUNCT
aiti-12687	196	1	ensemble	ensemble	ADJ
aiti-12687	196	2	learning	learning	NOUN
aiti-12687	196	3	model	model	NOUN
aiti-12687	196	4	ensemble	ensemble	ADJ
aiti-12687	196	5	learning	learning	NOUN
aiti-12687	196	6	is	be	AUX
aiti-12687	196	7	a	a	DET
aiti-12687	196	8	powerful	powerful	ADJ
aiti-12687	196	9	technique	technique	NOUN
aiti-12687	196	10	in	in	ADP
aiti-12687	196	11	ml	ml	ADP
aiti-12687	196	12	where	where	SCONJ
aiti-12687	196	13	multiple	multiple	ADJ
aiti-12687	196	14	models	model	NOUN
aiti-12687	196	15	are	be	AUX
aiti-12687	196	16	combined	combine	VERB
aiti-12687	196	17	to	to	PART
aiti-12687	196	18	improve	improve	VERB
aiti-12687	196	19	predictive	predictive	ADJ
aiti-12687	196	20	performance	performance	NOUN
aiti-12687	196	21	,	,	PUNCT
aiti-12687	196	22	robustness	robustness	NOUN
aiti-12687	196	23	,	,	PUNCT
aiti-12687	196	24	and	and	CCONJ
aiti-12687	196	25	generalizability	generalizability	NOUN
aiti-12687	196	26	compared	compare	VERB
aiti-12687	196	27	to	to	ADP
aiti-12687	196	28	using	use	VERB
aiti-12687	196	29	a	a	DET
aiti-12687	196	30	single	single	ADJ
aiti-12687	196	31	model	model	NOUN
aiti-12687	196	32	.	.	PUNCT
aiti-12687	197	1	each	each	DET
aiti-12687	197	2	ensemble	ensemble	ADJ
aiti-12687	197	3	method	method	NOUN
aiti-12687	197	4	utilizes	utilize	VERB
aiti-12687	197	5	a	a	DET
aiti-12687	197	6	different	different	ADJ
aiti-12687	197	7	strategy	strategy	NOUN
aiti-12687	197	8	to	to	PART
aiti-12687	197	9	combine	combine	VERB
aiti-12687	197	10	the	the	DET
aiti-12687	197	11	predictions	prediction	NOUN
aiti-12687	197	12	of	of	ADP
aiti-12687	197	13	individual	individual	ADJ
aiti-12687	197	14	base	base	NOUN
aiti-12687	197	15	models	model	NOUN
aiti-12687	197	16	,	,	PUNCT
aiti-12687	197	17	utilizing	utilize	VERB
aiti-12687	197	18	techniques	technique	NOUN
aiti-12687	197	19	such	such	ADJ
aiti-12687	197	20	as	as	ADP
aiti-12687	197	21	maximum	maximum	ADJ
aiti-12687	197	22	voting	voting	NOUN
aiti-12687	197	23	ensemble	ensemble	ADJ
aiti-12687	197	24	,	,	PUNCT
aiti-12687	197	25	averaging	average	VERB
aiti-12687	197	26	ensemble	ensemble	ADJ
aiti-12687	197	27	,	,	PUNCT
aiti-12687	197	28	stacking	stack	VERB
aiti-12687	197	29	ensemble	ensemble	ADJ
aiti-12687	197	30	,	,	PUNCT
aiti-12687	197	31	bagging	bagging	NOUN
aiti-12687	197	32	ensemble	ensemble	ADJ
aiti-12687	197	33	,	,	PUNCT
aiti-12687	197	34	and	and	CCONJ
aiti-12687	197	35	boosting	boost	VERB
aiti-12687	197	36	ensemble	ensemble	ADJ
aiti-12687	197	37	.	.	PUNCT
aiti-12687	198	1	2.5.1	2.5.1	NUM
aiti-12687	198	2	.	.	PUNCT
aiti-12687	199	1	maximum	maximum	ADJ
aiti-12687	199	2	voting	voting	NOUN
aiti-12687	199	3	ensemble	ensemble	ADJ
aiti-12687	199	4	(	(	PUNCT
aiti-12687	199	5	mve	mve	NOUN
aiti-12687	199	6	)	)	PUNCT
aiti-12687	199	7	ensemble	ensemble	ADJ
aiti-12687	199	8	models	model	NOUN
aiti-12687	199	9	for	for	ADP
aiti-12687	199	10	predicting	predict	VERB
aiti-12687	199	11	low	low	ADJ
aiti-12687	199	12	-	-	PUNCT
aiti-12687	199	13	rise	rise	NOUN
aiti-12687	199	14	building	building	NOUN
aiti-12687	199	15	prices	price	NOUN
aiti-12687	199	16	using	use	VERB
aiti-12687	199	17	the	the	DET
aiti-12687	199	18	maximum	maximum	ADJ
aiti-12687	199	19	voting	voting	NOUN
aiti-12687	199	20	method	method	NOUN
aiti-12687	199	21	typically	typically	ADV
aiti-12687	199	22	involve	involve	VERB
aiti-12687	199	23	combining	combine	VERB
aiti-12687	199	24	the	the	DET
aiti-12687	199	25	predictions	prediction	NOUN
aiti-12687	199	26	from	from	ADP
aiti-12687	199	27	multiple	multiple	ADJ
aiti-12687	199	28	individual	individual	ADJ
aiti-12687	199	29	models	model	NOUN
aiti-12687	199	30	to	to	PART
aiti-12687	199	31	attain	attain	VERB
aiti-12687	199	32	the	the	DET
aiti-12687	199	33	final	final	ADJ
aiti-12687	199	34	prediction	prediction	NOUN
aiti-12687	199	35	.	.	PUNCT
aiti-12687	200	1	in	in	ADP
aiti-12687	200	2	this	this	DET
aiti-12687	200	3	approach	approach	NOUN
aiti-12687	200	4	,	,	PUNCT
aiti-12687	200	5	several	several	ADJ
aiti-12687	200	6	aforementioned	aforementioned	ADJ
aiti-12687	200	7	base	base	NOUN
aiti-12687	200	8	models	model	NOUN
aiti-12687	200	9	,	,	PUNCT
aiti-12687	200	10	such	such	ADJ
aiti-12687	200	11	as	as	ADP
aiti-12687	200	12	anns	ann	NOUN
aiti-12687	200	13	,	,	PUNCT
aiti-12687	200	14	svms	svms	NOUN
aiti-12687	200	15	,	,	PUNCT
aiti-12687	200	16	mlr	mlr	NOUN
aiti-12687	200	17	,	,	PUNCT
aiti-12687	200	18	dts	dts	NOUN
aiti-12687	200	19	,	,	PUNCT
aiti-12687	200	20	or	or	CCONJ
aiti-12687	200	21	rfs	rf	NOUN
aiti-12687	200	22	,	,	PUNCT
aiti-12687	200	23	are	be	AUX
aiti-12687	200	24	trained	train	VERB
aiti-12687	200	25	independently	independently	ADV
aiti-12687	200	26	on	on	ADP
aiti-12687	200	27	the	the	DET
aiti-12687	200	28	same	same	ADJ
aiti-12687	200	29	dataset	dataset	NOUN
aiti-12687	200	30	.	.	PUNCT
aiti-12687	201	1	once	once	SCONJ
aiti-12687	201	2	the	the	DET
aiti-12687	201	3	individual	individual	ADJ
aiti-12687	201	4	models	model	NOUN
aiti-12687	201	5	are	be	AUX
aiti-12687	201	6	trained	train	VERB
aiti-12687	201	7	,	,	PUNCT
aiti-12687	201	8	predictions	prediction	NOUN
aiti-12687	201	9	for	for	ADP
aiti-12687	201	10	the	the	DET
aiti-12687	201	11	target	target	NOUN
aiti-12687	201	12	variable	variable	NOUN
aiti-12687	201	13	are	be	AUX
aiti-12687	201	14	made	make	VERB
aiti-12687	201	15	,	,	PUNCT
aiti-12687	201	16	which	which	PRON
aiti-12687	201	17	,	,	PUNCT
aiti-12687	201	18	in	in	ADP
aiti-12687	201	19	this	this	DET
aiti-12687	201	20	case	case	NOUN
aiti-12687	201	21	,	,	PUNCT
aiti-12687	201	22	is	be	AUX
aiti-12687	201	23	the	the	DET
aiti-12687	201	24	low	low	ADJ
aiti-12687	201	25	-	-	PUNCT
aiti-12687	201	26	rise	rise	NOUN
aiti-12687	201	27	building	building	NOUN
aiti-12687	201	28	price	price	NOUN
aiti-12687	201	29	.	.	PUNCT
aiti-12687	202	1	the	the	DET
aiti-12687	202	2	mve	mve	NOUN
aiti-12687	202	3	method	method	NOUN
aiti-12687	202	4	takes	take	VERB
aiti-12687	202	5	the	the	DET
aiti-12687	202	6	mode	mode	NOUN
aiti-12687	202	7	of	of	ADP
aiti-12687	202	8	all	all	DET
aiti-12687	202	9	the	the	DET
aiti-12687	202	10	predictions	prediction	NOUN
aiti-12687	202	11	provided	provide	VERB
aiti-12687	202	12	by	by	ADP
aiti-12687	202	13	the	the	DET
aiti-12687	202	14	individual	individual	ADJ
aiti-12687	202	15	models	model	NOUN
aiti-12687	202	16	.	.	PUNCT
aiti-12687	203	1	the	the	DET
aiti-12687	203	2	mode	mode	NOUN
aiti-12687	203	3	value	value	NOUN
aiti-12687	203	4	is	be	AUX
aiti-12687	203	5	selected	select	VERB
aiti-12687	203	6	as	as	ADP
aiti-12687	203	7	the	the	DET
aiti-12687	203	8	final	final	ADJ
aiti-12687	203	9	prediction	prediction	NOUN
aiti-12687	203	10	for	for	ADP
aiti-12687	203	11	the	the	DET
aiti-12687	203	12	low	low	ADJ
aiti-12687	203	13	-	-	PUNCT
aiti-12687	203	14	rise	rise	NOUN
aiti-12687	203	15	building	building	NOUN
aiti-12687	203	16	price	price	NOUN
aiti-12687	203	17	,	,	PUNCT
aiti-12687	203	18	as	as	SCONJ
aiti-12687	203	19	demonstrated	demonstrate	VERB
aiti-12687	203	20	in	in	ADP
aiti-12687	203	21	fig	fig	NOUN
aiti-12687	203	22	.	.	PUNCT
aiti-12687	204	1	3	3	X
aiti-12687	204	2	.	.	X
aiti-12687	204	3	fig	fig	NOUN
aiti-12687	204	4	.	.	PUNCT
aiti-12687	205	1	3	3	NUM
aiti-12687	205	2	ensemble	ensemble	ADJ
aiti-12687	205	3	techniques	technique	NOUN
aiti-12687	205	4	mve	mve	VERB
aiti-12687	205	5	the	the	DET
aiti-12687	205	6	rationale	rationale	NOUN
aiti-12687	205	7	behind	behind	ADP
aiti-12687	205	8	the	the	DET
aiti-12687	205	9	mve	mve	NOUN
aiti-12687	205	10	is	be	AUX
aiti-12687	205	11	to	to	PART
aiti-12687	205	12	leverage	leverage	VERB
aiti-12687	205	13	the	the	DET
aiti-12687	205	14	collective	collective	ADJ
aiti-12687	205	15	wisdom	wisdom	NOUN
aiti-12687	205	16	of	of	ADP
aiti-12687	205	17	diverse	diverse	ADJ
aiti-12687	205	18	models	model	NOUN
aiti-12687	205	19	.	.	PUNCT
aiti-12687	206	1	both	both	DET
aiti-12687	206	2	strengths	strength	NOUN
aiti-12687	206	3	and	and	CCONJ
aiti-12687	206	4	weaknesses	weakness	NOUN
aiti-12687	206	5	are	be	AUX
aiti-12687	206	6	rendered	render	VERB
aiti-12687	206	7	in	in	ADP
aiti-12687	206	8	each	each	DET
aiti-12687	206	9	base	base	NOUN
aiti-12687	206	10	model	model	NOUN
aiti-12687	206	11	,	,	PUNCT
aiti-12687	206	12	and	and	CCONJ
aiti-12687	206	13	with	with	ADP
aiti-12687	206	14	the	the	DET
aiti-12687	206	15	combination	combination	NOUN
aiti-12687	206	16	of	of	ADP
aiti-12687	206	17	predictions	prediction	NOUN
aiti-12687	206	18	,	,	PUNCT
aiti-12687	206	19	the	the	DET
aiti-12687	206	20	ensemble	ensemble	ADJ
aiti-12687	206	21	aims	aim	NOUN
aiti-12687	206	22	to	to	PART
aiti-12687	206	23	mitigate	mitigate	VERB
aiti-12687	206	24	the	the	DET
aiti-12687	206	25	impact	impact	NOUN
aiti-12687	206	26	of	of	ADP
aiti-12687	206	27	individual	individual	ADJ
aiti-12687	206	28	model	model	NOUN
aiti-12687	206	29	errors	error	NOUN
aiti-12687	206	30	and	and	CCONJ
aiti-12687	206	31	produce	produce	VERB
aiti-12687	206	32	more	more	ADV
aiti-12687	206	33	accurate	accurate	ADJ
aiti-12687	206	34	and	and	CCONJ
aiti-12687	206	35	robust	robust	ADJ
aiti-12687	206	36	predictions	prediction	NOUN
aiti-12687	206	37	.	.	PUNCT
aiti-12687	207	1	this	this	DET
aiti-12687	207	2	method	method	NOUN
aiti-12687	207	3	is	be	AUX
aiti-12687	207	4	particularly	particularly	ADV
aiti-12687	207	5	effective	effective	ADJ
aiti-12687	207	6	when	when	SCONJ
aiti-12687	207	7	low	low	ADJ
aiti-12687	207	8	correlation	correlation	NOUN
aiti-12687	207	9	has	have	AUX
aiti-12687	207	10	emerged	emerge	VERB
aiti-12687	207	11	in	in	ADP
aiti-12687	207	12	the	the	DET
aiti-12687	207	13	individual	individual	ADJ
aiti-12687	207	14	models	model	NOUN
aiti-12687	207	15	,	,	PUNCT
aiti-12687	207	16	i.e.	i.e.	X
aiti-12687	207	17	,	,	PUNCT
aiti-12687	207	18	they	they	PRON
aiti-12687	207	19	make	make	VERB
aiti-12687	207	20	errors	error	NOUN
aiti-12687	207	21	in	in	ADP
aiti-12687	207	22	different	different	ADJ
aiti-12687	207	23	instances	instance	NOUN
aiti-12687	207	24	.	.	PUNCT
aiti-12687	208	1	by	by	ADP
aiti-12687	208	2	taking	take	VERB
aiti-12687	208	3	the	the	DET
aiti-12687	208	4	mode	mode	NOUN
aiti-12687	208	5	,	,	PUNCT
aiti-12687	208	6	it	it	PRON
aiti-12687	208	7	enables	enable	VERB
aiti-12687	208	8	the	the	DET
aiti-12687	208	9	ensemble	ensemble	ADJ
aiti-12687	208	10	to	to	PART
aiti-12687	208	11	employ	employ	VERB
aiti-12687	208	12	the	the	DET
aiti-12687	208	13	most	most	ADV
aiti-12687	208	14	frequently	frequently	ADV
aiti-12687	208	15	agreed	agree	VERB
aiti-12687	208	16	-	-	PUNCT
aiti-12687	208	17	upon	upon	ADP
aiti-12687	208	18	prediction	prediction	NOUN
aiti-12687	208	19	among	among	ADP
aiti-12687	208	20	the	the	DET
aiti-12687	208	21	models	model	NOUN
aiti-12687	208	22	,	,	PUNCT
aiti-12687	208	23	leading	lead	VERB
aiti-12687	208	24	to	to	ADP
aiti-12687	208	25	a	a	DET
aiti-12687	208	26	more	more	ADV
aiti-12687	208	27	reliable	reliable	ADJ
aiti-12687	208	28	overall	overall	ADJ
aiti-12687	208	29	forecast	forecast	NOUN
aiti-12687	208	30	for	for	ADP
aiti-12687	208	31	low	low	ADJ
aiti-12687	208	32	-	-	PUNCT
aiti-12687	208	33	rise	rise	NOUN
aiti-12687	208	34	building	building	NOUN
aiti-12687	208	35	prices	price	NOUN
aiti-12687	208	36	.	.	PUNCT
aiti-12687	209	1	advances	advance	NOUN
aiti-12687	209	2	in	in	ADP
aiti-12687	209	3	technology	technology	NOUN
aiti-12687	209	4	innovation	innovation	NOUN
aiti-12687	209	5	,	,	PUNCT
aiti-12687	209	6	vol	vol	NOUN
aiti-12687	209	7	.	.	PUNCT
aiti-12687	210	1	x	x	X
aiti-12687	210	2	,	,	PUNCT
aiti-12687	210	3	no	no	INTJ
aiti-12687	210	4	.	.	PUNCT
aiti-12687	211	1	x	x	X
aiti-12687	211	2	,	,	PUNCT
aiti-12687	211	3	20xx	20xx	ADJ
aiti-12687	211	4	,	,	PUNCT
aiti-12687	211	5	pp	pp	PROPN
aiti-12687	211	6	.	.	PUNCT
aiti-12687	212	1	xx	xx	X
aiti-12687	212	2	-	-	SYM
aiti-12687	212	3	xx	xx	NUM
aiti-12687	212	4	20	20	NUM
aiti-12687	212	5	2.5.2	2.5.2	NUM
aiti-12687	212	6	.	.	PUNCT
aiti-12687	213	1	averaging	average	VERB
aiti-12687	213	2	ensemble	ensemble	ADJ
aiti-12687	213	3	averaging	averaging	NOUN
aiti-12687	213	4	ensemble	ensemble	ADJ
aiti-12687	213	5	is	be	AUX
aiti-12687	213	6	another	another	DET
aiti-12687	213	7	popular	popular	ADJ
aiti-12687	213	8	method	method	NOUN
aiti-12687	213	9	for	for	ADP
aiti-12687	213	10	combining	combine	VERB
aiti-12687	213	11	predictions	prediction	NOUN
aiti-12687	213	12	from	from	ADP
aiti-12687	213	13	multiple	multiple	ADJ
aiti-12687	213	14	individual	individual	ADJ
aiti-12687	213	15	models	model	NOUN
aiti-12687	213	16	to	to	PART
aiti-12687	213	17	make	make	VERB
aiti-12687	213	18	a	a	DET
aiti-12687	213	19	final	final	ADJ
aiti-12687	213	20	prediction	prediction	NOUN
aiti-12687	213	21	in	in	ADP
aiti-12687	213	22	regression	regression	NOUN
aiti-12687	213	23	tasks	task	NOUN
aiti-12687	213	24	,	,	PUNCT
aiti-12687	213	25	as	as	SCONJ
aiti-12687	213	26	illustrated	illustrate	VERB
aiti-12687	213	27	in	in	ADP
aiti-12687	213	28	fig	fig	NOUN
aiti-12687	213	29	.	.	PUNCT
aiti-12687	214	1	4	4	NUM
aiti-12687	214	2	,	,	PUNCT
aiti-12687	214	3	such	such	ADJ
aiti-12687	214	4	as	as	ADP
aiti-12687	214	5	predicting	predict	VERB
aiti-12687	214	6	low	low	ADJ
aiti-12687	214	7	-	-	PUNCT
aiti-12687	214	8	rise	rise	NOUN
aiti-12687	214	9	building	building	NOUN
aiti-12687	214	10	prices	price	NOUN
aiti-12687	214	11	.	.	PUNCT
aiti-12687	215	1	in	in	ADP
aiti-12687	215	2	this	this	DET
aiti-12687	215	3	approach	approach	NOUN
aiti-12687	215	4	,	,	PUNCT
aiti-12687	215	5	several	several	ADJ
aiti-12687	215	6	base	base	NOUN
aiti-12687	215	7	models	model	NOUN
aiti-12687	215	8	,	,	PUNCT
aiti-12687	215	9	such	such	ADJ
aiti-12687	215	10	as	as	ADP
aiti-12687	215	11	anns	ann	NOUN
aiti-12687	215	12	,	,	PUNCT
aiti-12687	215	13	svms	svms	NOUN
aiti-12687	215	14	,	,	PUNCT
aiti-12687	215	15	mlr	mlr	NOUN
aiti-12687	215	16	,	,	PUNCT
aiti-12687	215	17	dts	dts	NOUN
aiti-12687	215	18	,	,	PUNCT
aiti-12687	215	19	or	or	CCONJ
aiti-12687	215	20	rfs	rf	NOUN
aiti-12687	215	21	,	,	PUNCT
aiti-12687	215	22	are	be	AUX
aiti-12687	215	23	trained	train	VERB
aiti-12687	215	24	independently	independently	ADV
aiti-12687	215	25	on	on	ADP
aiti-12687	215	26	the	the	DET
aiti-12687	215	27	same	same	ADJ
aiti-12687	215	28	dataset	dataset	NOUN
aiti-12687	215	29	.	.	PUNCT
aiti-12687	216	1	fig	fig	NOUN
aiti-12687	216	2	.	.	PUNCT
aiti-12687	217	1	4	4	NUM
aiti-12687	217	2	ensemble	ensemble	ADJ
aiti-12687	217	3	techniques	technique	NOUN
aiti-12687	217	4	averaging	average	VERB
aiti-12687	217	5	ensemble	ensemble	ADJ
aiti-12687	217	6	after	after	ADP
aiti-12687	217	7	being	be	AUX
aiti-12687	217	8	trained	train	VERB
aiti-12687	217	9	,	,	PUNCT
aiti-12687	217	10	the	the	DET
aiti-12687	217	11	individual	individual	ADJ
aiti-12687	217	12	models	model	NOUN
aiti-12687	217	13	predict	predict	VERB
aiti-12687	217	14	the	the	DET
aiti-12687	217	15	target	target	NOUN
aiti-12687	217	16	variable	variable	ADJ
aiti-12687	217	17	(	(	PUNCT
aiti-12687	217	18	low	low	ADJ
aiti-12687	217	19	-	-	PUNCT
aiti-12687	217	20	rise	rise	NOUN
aiti-12687	217	21	building	building	NOUN
aiti-12687	217	22	construction	construction	NOUN
aiti-12687	217	23	cost	cost	NOUN
aiti-12687	217	24	)	)	PUNCT
aiti-12687	217	25	.	.	PUNCT
aiti-12687	218	1	in	in	ADP
aiti-12687	218	2	the	the	DET
aiti-12687	218	3	averaging	averaging	NOUN
aiti-12687	218	4	ensemble	ensemble	ADJ
aiti-12687	218	5	,	,	PUNCT
aiti-12687	218	6	the	the	DET
aiti-12687	218	7	final	final	ADJ
aiti-12687	218	8	prediction	prediction	NOUN
aiti-12687	218	9	is	be	AUX
aiti-12687	218	10	obtained	obtain	VERB
aiti-12687	218	11	by	by	ADP
aiti-12687	218	12	averaging	average	VERB
aiti-12687	218	13	the	the	DET
aiti-12687	218	14	predictions	prediction	NOUN
aiti-12687	218	15	from	from	ADP
aiti-12687	218	16	all	all	DET
aiti-12687	218	17	the	the	DET
aiti-12687	218	18	individual	individual	ADJ
aiti-12687	218	19	models	model	NOUN
aiti-12687	218	20	.	.	PUNCT
aiti-12687	219	1	mathematically	mathematically	ADV
aiti-12687	219	2	,	,	PUNCT
aiti-12687	219	3	it	it	PRON
aiti-12687	219	4	can	can	AUX
aiti-12687	219	5	be	be	AUX
aiti-12687	219	6	presented	present	VERB
aiti-12687	219	7	as	as	ADP
aiti-12687	219	8	:	:	PUNCT
aiti-12687	219	9	1	1	NUM
aiti-12687	219	10	2	2	NUM
aiti-12687	219	11	prediction_model	prediction_model	NOUN
aiti-12687	219	12	prediction_model	prediction_model	PROPN
aiti-12687	219	13	prediction_model	prediction_model	PROPN
aiti-12687	219	14	final	final	ADJ
aiti-12687	219	15	prediction	prediction	NOUN
aiti-12687	219	16	+	+	X
aiti-12687	220	1	+	+	PUNCT
aiti-12687	220	2	+	+	CCONJ
aiti-12687	220	3	=	=	SYM
aiti-12687	220	4	⋯	⋯	PROPN
aiti-12687	220	5	n	n	CCONJ
aiti-12687	220	6	n	n	CCONJ
aiti-12687	220	7	(	(	PUNCT
aiti-12687	220	8	2	2	NUM
aiti-12687	220	9	)	)	PUNCT
aiti-12687	220	10	where	where	SCONJ
aiti-12687	220	11	n	n	PRON
aiti-12687	220	12	is	be	AUX
aiti-12687	220	13	the	the	DET
aiti-12687	220	14	total	total	ADJ
aiti-12687	220	15	number	number	NOUN
aiti-12687	220	16	of	of	ADP
aiti-12687	220	17	individual	individual	ADJ
aiti-12687	220	18	models	model	NOUN
aiti-12687	220	19	used	use	VERB
aiti-12687	220	20	in	in	ADP
aiti-12687	220	21	the	the	DET
aiti-12687	220	22	ensemble	ensemble	NOUN
aiti-12687	220	23	.	.	PUNCT
aiti-12687	221	1	the	the	DET
aiti-12687	221	2	rationale	rationale	NOUN
aiti-12687	221	3	behind	behind	ADP
aiti-12687	221	4	the	the	DET
aiti-12687	221	5	averaging	averaging	NOUN
aiti-12687	221	6	ensemble	ensemble	ADJ
aiti-12687	221	7	is	be	AUX
aiti-12687	221	8	to	to	PART
aiti-12687	221	9	leverage	leverage	VERB
aiti-12687	221	10	the	the	DET
aiti-12687	221	11	collective	collective	ADJ
aiti-12687	221	12	knowledge	knowledge	NOUN
aiti-12687	221	13	of	of	ADP
aiti-12687	221	14	diverse	diverse	ADJ
aiti-12687	221	15	models	model	NOUN
aiti-12687	221	16	and	and	CCONJ
aiti-12687	221	17	reduce	reduce	VERB
aiti-12687	221	18	the	the	DET
aiti-12687	221	19	variance	variance	NOUN
aiti-12687	221	20	of	of	ADP
aiti-12687	221	21	predictions	prediction	NOUN
aiti-12687	221	22	.	.	PUNCT
aiti-12687	222	1	given	give	VERB
aiti-12687	222	2	the	the	DET
aiti-12687	222	3	presence	presence	NOUN
aiti-12687	222	4	of	of	ADP
aiti-12687	222	5	strengths	strength	NOUN
aiti-12687	222	6	and	and	CCONJ
aiti-12687	222	7	weaknesses	weakness	NOUN
aiti-12687	222	8	in	in	ADP
aiti-12687	222	9	each	each	DET
aiti-12687	222	10	mode	mode	NOUN
aiti-12687	222	11	and	and	CCONJ
aiti-12687	222	12	the	the	DET
aiti-12687	222	13	average	average	NOUN
aiti-12687	222	14	of	of	ADP
aiti-12687	222	15	predictions	prediction	NOUN
aiti-12687	222	16	,	,	PUNCT
aiti-12687	222	17	the	the	DET
aiti-12687	222	18	ensemble	ensemble	ADJ
aiti-12687	222	19	aims	aim	NOUN
aiti-12687	222	20	to	to	PART
aiti-12687	222	21	create	create	VERB
aiti-12687	222	22	a	a	DET
aiti-12687	222	23	more	more	ADV
aiti-12687	222	24	stable	stable	ADJ
aiti-12687	222	25	and	and	CCONJ
aiti-12687	222	26	accurate	accurate	ADJ
aiti-12687	222	27	final	final	ADJ
aiti-12687	222	28	forecast	forecast	NOUN
aiti-12687	222	29	.	.	PUNCT
aiti-12687	223	1	averaging	average	VERB
aiti-12687	223	2	conduces	conduce	NOUN
aiti-12687	223	3	to	to	ADP
aiti-12687	223	4	smoothing	smooth	VERB
aiti-12687	223	5	out	out	ADP
aiti-12687	223	6	individual	individual	ADJ
aiti-12687	223	7	model	model	NOUN
aiti-12687	223	8	errors	error	NOUN
aiti-12687	223	9	and	and	CCONJ
aiti-12687	223	10	the	the	DET
aiti-12687	223	11	improvement	improvement	NOUN
aiti-12687	223	12	of	of	ADP
aiti-12687	223	13	overall	overall	ADJ
aiti-12687	223	14	predictive	predictive	ADJ
aiti-12687	223	15	performance	performance	NOUN
aiti-12687	223	16	.	.	PUNCT
aiti-12687	224	1	approximated	approximate	VERB
aiti-12687	224	2	to	to	ADP
aiti-12687	224	3	maximum	maximum	ADJ
aiti-12687	224	4	voting	voting	NOUN
aiti-12687	224	5	,	,	PUNCT
aiti-12687	224	6	the	the	DET
aiti-12687	224	7	averaging	average	VERB
aiti-12687	224	8	ensemble	ensemble	ADJ
aiti-12687	224	9	functions	function	NOUN
aiti-12687	224	10	best	good	ADJ
aiti-12687	224	11	when	when	SCONJ
aiti-12687	224	12	the	the	DET
aiti-12687	224	13	individual	individual	ADJ
aiti-12687	224	14	models	model	NOUN
aiti-12687	224	15	have	have	VERB
aiti-12687	224	16	relatively	relatively	ADV
aiti-12687	224	17	low	low	ADJ
aiti-12687	224	18	correlation	correlation	NOUN
aiti-12687	224	19	,	,	PUNCT
aiti-12687	224	20	i.e.	i.e.	X
aiti-12687	224	21	,	,	PUNCT
aiti-12687	224	22	producing	produce	VERB
aiti-12687	224	23	errors	error	NOUN
aiti-12687	224	24	in	in	ADP
aiti-12687	224	25	different	different	ADJ
aiti-12687	224	26	instances	instance	NOUN
aiti-12687	224	27	.	.	PUNCT
aiti-12687	225	1	with	with	ADP
aiti-12687	225	2	averaged	average	VERB
aiti-12687	225	3	predictions	prediction	NOUN
aiti-12687	225	4	,	,	PUNCT
aiti-12687	225	5	the	the	DET
aiti-12687	225	6	ensemble	ensemble	ADJ
aiti-12687	225	7	can	can	AUX
aiti-12687	225	8	benefit	benefit	VERB
aiti-12687	225	9	from	from	ADP
aiti-12687	225	10	the	the	DET
aiti-12687	225	11	collective	collective	ADJ
aiti-12687	225	12	insights	insight	NOUN
aiti-12687	225	13	of	of	ADP
aiti-12687	225	14	the	the	DET
aiti-12687	225	15	models	model	NOUN
aiti-12687	225	16	and	and	CCONJ
aiti-12687	225	17	attain	attain	VERB
aiti-12687	225	18	a	a	DET
aiti-12687	225	19	more	more	ADV
aiti-12687	225	20	reliable	reliable	ADJ
aiti-12687	225	21	and	and	CCONJ
aiti-12687	225	22	precise	precise	ADJ
aiti-12687	225	23	forecast	forecast	NOUN
aiti-12687	225	24	for	for	ADP
aiti-12687	225	25	low	low	ADJ
aiti-12687	225	26	-	-	PUNCT
aiti-12687	225	27	rise	rise	NOUN
aiti-12687	225	28	building	building	NOUN
aiti-12687	225	29	prices	price	NOUN
aiti-12687	225	30	.	.	PUNCT
aiti-12687	226	1	2.5.3	2.5.3	X
aiti-12687	226	2	.	.	PUNCT
aiti-12687	226	3	stacking	stack	VERB
aiti-12687	226	4	ensemble	ensemble	ADJ
aiti-12687	226	5	the	the	DET
aiti-12687	226	6	stacked	stack	VERB
aiti-12687	226	7	ensemble	ensemble	ADJ
aiti-12687	226	8	,	,	PUNCT
aiti-12687	226	9	often	often	ADV
aiti-12687	226	10	referred	refer	VERB
aiti-12687	226	11	to	to	ADP
aiti-12687	226	12	as	as	ADP
aiti-12687	226	13	stacked	stack	VERB
aiti-12687	226	14	generalization	generalization	NOUN
aiti-12687	226	15	,	,	PUNCT
aiti-12687	226	16	represents	represent	VERB
aiti-12687	226	17	a	a	DET
aiti-12687	226	18	sophisticated	sophisticated	ADJ
aiti-12687	226	19	ensemble	ensemble	ADJ
aiti-12687	226	20	learning	learning	NOUN
aiti-12687	226	21	approach	approach	NOUN
aiti-12687	226	22	showcased	showcase	VERB
aiti-12687	226	23	in	in	ADP
aiti-12687	226	24	fig	fig	NOUN
aiti-12687	226	25	.	.	PUNCT
aiti-12687	227	1	5	5	X
aiti-12687	227	2	.	.	X
aiti-12687	227	3	it	it	PRON
aiti-12687	227	4	amalgamates	amalgamate	VERB
aiti-12687	227	5	predictions	prediction	NOUN
aiti-12687	227	6	from	from	ADP
aiti-12687	227	7	various	various	ADJ
aiti-12687	227	8	individual	individual	ADJ
aiti-12687	227	9	models	model	NOUN
aiti-12687	227	10	to	to	PART
aiti-12687	227	11	enhance	enhance	VERB
aiti-12687	227	12	the	the	DET
aiti-12687	227	13	comprehensive	comprehensive	ADJ
aiti-12687	227	14	predictive	predictive	ADJ
aiti-12687	227	15	performance	performance	NOUN
aiti-12687	227	16	across	across	ADP
aiti-12687	227	17	ml	ml	NOUN
aiti-12687	227	18	tasks	task	NOUN
aiti-12687	227	19	,	,	PUNCT
aiti-12687	227	20	encompassing	encompass	VERB
aiti-12687	227	21	the	the	DET
aiti-12687	227	22	prediction	prediction	NOUN
aiti-12687	227	23	of	of	ADP
aiti-12687	227	24	low	low	ADJ
aiti-12687	227	25	-	-	PUNCT
aiti-12687	227	26	rise	rise	NOUN
aiti-12687	227	27	building	building	NOUN
aiti-12687	227	28	prices	price	NOUN
aiti-12687	227	29	.	.	PUNCT
aiti-12687	228	1	stacking	stack	VERB
aiti-12687	228	2	goes	go	VERB
aiti-12687	228	3	beyond	beyond	ADP
aiti-12687	228	4	simple	simple	ADJ
aiti-12687	228	5	averaging	averaging	NOUN
aiti-12687	228	6	or	or	CCONJ
aiti-12687	228	7	voting	voting	NOUN
aiti-12687	228	8	methods	method	NOUN
aiti-12687	228	9	by	by	ADP
aiti-12687	228	10	introducing	introduce	VERB
aiti-12687	228	11	a	a	DET
aiti-12687	228	12	meta	meta	ADJ
aiti-12687	228	13	-	-	PUNCT
aiti-12687	228	14	model	model	NOUN
aiti-12687	228	15	learning	learning	NOUN
aiti-12687	228	16	to	to	PART
aiti-12687	228	17	combine	combine	VERB
aiti-12687	228	18	the	the	DET
aiti-12687	228	19	outputs	output	NOUN
aiti-12687	228	20	of	of	ADP
aiti-12687	228	21	the	the	DET
aiti-12687	228	22	base	base	NOUN
aiti-12687	228	23	models	model	NOUN
aiti-12687	228	24	.	.	PUNCT
aiti-12687	229	1	fig	fig	NOUN
aiti-12687	229	2	.	.	PUNCT
aiti-12687	230	1	5	5	NUM
aiti-12687	230	2	ensemble	ensemble	ADJ
aiti-12687	230	3	techniques	technique	NOUN
aiti-12687	230	4	stacking	stack	VERB
aiti-12687	230	5	ensemble	ensemble	ADJ
aiti-12687	230	6	advances	advance	NOUN
aiti-12687	230	7	in	in	ADP
aiti-12687	230	8	technology	technology	NOUN
aiti-12687	230	9	innovation	innovation	NOUN
aiti-12687	230	10	,	,	PUNCT
aiti-12687	230	11	vol	vol	NOUN
aiti-12687	230	12	.	.	PROPN
aiti-12687	230	13	9	9	NUM
aiti-12687	230	14	,	,	PUNCT
aiti-12687	230	15	no	no	INTJ
aiti-12687	230	16	.	.	NOUN
aiti-12687	230	17	1	1	NUM
aiti-12687	230	18	,	,	PUNCT
aiti-12687	230	19	2024	2024	NUM
aiti-12687	230	20	,	,	PUNCT
aiti-12687	230	21	pp	pp	ADJ
aiti-12687	230	22	.	.	PUNCT
aiti-12687	231	1	12	12	NUM
aiti-12687	231	2	-	-	SYM
aiti-12687	231	3	27	27	NUM
aiti-12687	231	4	21	21	NUM
aiti-12687	231	5	the	the	DET
aiti-12687	231	6	stacking	stacking	NOUN
aiti-12687	231	7	ensemble	ensemble	ADJ
aiti-12687	231	8	involves	involve	VERB
aiti-12687	231	9	the	the	DET
aiti-12687	231	10	following	follow	VERB
aiti-12687	231	11	steps	step	NOUN
aiti-12687	231	12	:	:	PUNCT
aiti-12687	231	13	(	(	PUNCT
aiti-12687	231	14	1	1	X
aiti-12687	231	15	)	)	PUNCT
aiti-12687	231	16	base	base	NOUN
aiti-12687	231	17	models	model	NOUN
aiti-12687	231	18	:	:	PUNCT
aiti-12687	231	19	several	several	ADJ
aiti-12687	231	20	diverse	diverse	ADJ
aiti-12687	231	21	base	base	NOUN
aiti-12687	231	22	models	model	NOUN
aiti-12687	231	23	are	be	AUX
aiti-12687	231	24	trained	train	VERB
aiti-12687	231	25	independently	independently	ADV
aiti-12687	231	26	on	on	ADP
aiti-12687	231	27	the	the	DET
aiti-12687	231	28	same	same	ADJ
aiti-12687	231	29	dataset	dataset	NOUN
aiti-12687	231	30	.	.	PUNCT
aiti-12687	232	1	these	these	DET
aiti-12687	232	2	base	base	NOUN
aiti-12687	232	3	models	model	NOUN
aiti-12687	232	4	can	can	AUX
aiti-12687	232	5	be	be	AUX
aiti-12687	232	6	different	different	ADJ
aiti-12687	232	7	or	or	CCONJ
aiti-12687	232	8	the	the	DET
aiti-12687	232	9	same	same	ADJ
aiti-12687	232	10	algorithm	algorithm	NOUN
aiti-12687	232	11	with	with	ADP
aiti-12687	232	12	different	different	ADJ
aiti-12687	232	13	hyperparameters	hyperparameter	NOUN
aiti-12687	232	14	.	.	PUNCT
aiti-12687	233	1	(	(	PUNCT
aiti-12687	233	2	2	2	X
aiti-12687	233	3	)	)	PUNCT
aiti-12687	233	4	hold	hold	VERB
aiti-12687	233	5	-	-	PUNCT
aiti-12687	233	6	out	out	ADP
aiti-12687	233	7	validation	validation	NOUN
aiti-12687	233	8	set	set	NOUN
aiti-12687	233	9	:	:	PUNCT
aiti-12687	233	10	a	a	DET
aiti-12687	233	11	hold	hold	VERB
aiti-12687	233	12	-	-	PUNCT
aiti-12687	233	13	out	out	ADP
aiti-12687	233	14	validation	validation	NOUN
aiti-12687	233	15	set	set	NOUN
aiti-12687	233	16	is	be	AUX
aiti-12687	233	17	created	create	VERB
aiti-12687	233	18	from	from	ADP
aiti-12687	233	19	the	the	DET
aiti-12687	233	20	training	training	NOUN
aiti-12687	233	21	data	datum	NOUN
aiti-12687	233	22	.	.	PUNCT
aiti-12687	234	1	the	the	DET
aiti-12687	234	2	base	base	NOUN
aiti-12687	234	3	models	model	NOUN
aiti-12687	234	4	make	make	VERB
aiti-12687	234	5	predictions	prediction	NOUN
aiti-12687	234	6	on	on	ADP
aiti-12687	234	7	this	this	DET
aiti-12687	234	8	validation	validation	NOUN
aiti-12687	234	9	set	set	VERB
aiti-12687	234	10	as	as	ADP
aiti-12687	234	11	input	input	NOUN
aiti-12687	234	12	to	to	ADP
aiti-12687	234	13	the	the	DET
aiti-12687	234	14	meta	meta	NOUN
aiti-12687	234	15	-	-	PUNCT
aiti-12687	234	16	model	model	NOUN
aiti-12687	234	17	.	.	PUNCT
aiti-12687	235	1	(	(	PUNCT
aiti-12687	235	2	3	3	X
aiti-12687	235	3	)	)	PUNCT
aiti-12687	235	4	meta	meta	NOUN
aiti-12687	235	5	-	-	PUNCT
aiti-12687	235	6	model	model	NOUN
aiti-12687	235	7	:	:	PUNCT
aiti-12687	235	8	a	a	DET
aiti-12687	235	9	meta	meta	ADJ
aiti-12687	235	10	-	-	PUNCT
aiti-12687	235	11	model	model	NOUN
aiti-12687	235	12	,	,	PUNCT
aiti-12687	235	13	also	also	ADV
aiti-12687	235	14	called	call	VERB
aiti-12687	235	15	the	the	DET
aiti-12687	235	16	“	"	PUNCT
aiti-12687	235	17	blender	blender	NOUN
aiti-12687	235	18	”	"	PUNCT
aiti-12687	235	19	or	or	CCONJ
aiti-12687	235	20	“	"	PUNCT
aiti-12687	235	21	aggregator	aggregator	NOUN
aiti-12687	235	22	,	,	PUNCT
aiti-12687	235	23	”	"	PUNCT
aiti-12687	235	24	is	be	AUX
aiti-12687	235	25	trained	train	VERB
aiti-12687	235	26	with	with	ADP
aiti-12687	235	27	the	the	DET
aiti-12687	235	28	predictions	prediction	NOUN
aiti-12687	235	29	from	from	ADP
aiti-12687	235	30	the	the	DET
aiti-12687	235	31	base	base	NOUN
aiti-12687	235	32	models	model	NOUN
aiti-12687	235	33	on	on	ADP
aiti-12687	235	34	the	the	DET
aiti-12687	235	35	validation	validation	NOUN
aiti-12687	235	36	set	set	VERB
aiti-12687	235	37	as	as	ADP
aiti-12687	235	38	its	its	PRON
aiti-12687	235	39	input	input	NOUN
aiti-12687	235	40	features	feature	NOUN
aiti-12687	235	41	.	.	PUNCT
aiti-12687	236	1	the	the	DET
aiti-12687	236	2	meta	meta	ADJ
aiti-12687	236	3	-	-	PUNCT
aiti-12687	236	4	model	model	NOUN
aiti-12687	236	5	learns	learn	VERB
aiti-12687	236	6	how	how	SCONJ
aiti-12687	236	7	to	to	PART
aiti-12687	236	8	combine	combine	VERB
aiti-12687	236	9	these	these	DET
aiti-12687	236	10	predictions	prediction	NOUN
aiti-12687	236	11	to	to	PART
aiti-12687	236	12	generate	generate	VERB
aiti-12687	236	13	the	the	DET
aiti-12687	236	14	final	final	ADJ
aiti-12687	236	15	prediction	prediction	NOUN
aiti-12687	236	16	for	for	ADP
aiti-12687	236	17	the	the	DET
aiti-12687	236	18	target	target	NOUN
aiti-12687	236	19	variable	variable	ADJ
aiti-12687	236	20	(	(	PUNCT
aiti-12687	236	21	low	low	ADJ
aiti-12687	236	22	-	-	PUNCT
aiti-12687	236	23	rise	rise	NOUN
aiti-12687	236	24	building	building	NOUN
aiti-12687	236	25	price	price	NOUN
aiti-12687	236	26	)	)	PUNCT
aiti-12687	236	27	.	.	PUNCT
aiti-12687	237	1	(	(	PUNCT
aiti-12687	237	2	4	4	X
aiti-12687	237	3	)	)	PUNCT
aiti-12687	237	4	final	final	ADJ
aiti-12687	237	5	prediction	prediction	NOUN
aiti-12687	237	6	:	:	PUNCT
aiti-12687	237	7	once	once	SCONJ
aiti-12687	237	8	the	the	DET
aiti-12687	237	9	meta	meta	NOUN
aiti-12687	237	10	-	-	PUNCT
aiti-12687	237	11	model	model	NOUN
aiti-12687	237	12	is	be	AUX
aiti-12687	237	13	trained	train	VERB
aiti-12687	237	14	,	,	PUNCT
aiti-12687	237	15	predictions	prediction	NOUN
aiti-12687	237	16	are	be	AUX
aiti-12687	237	17	made	make	VERB
aiti-12687	237	18	herein	herein	NOUN
aiti-12687	237	19	.	.	PUNCT
aiti-12687	238	1	the	the	DET
aiti-12687	238	2	final	final	ADJ
aiti-12687	238	3	forecast	forecast	NOUN
aiti-12687	238	4	for	for	ADP
aiti-12687	238	5	low	low	ADJ
aiti-12687	238	6	-	-	PUNCT
aiti-12687	238	7	rise	rise	NOUN
aiti-12687	238	8	building	building	NOUN
aiti-12687	238	9	prices	price	NOUN
aiti-12687	238	10	is	be	AUX
aiti-12687	238	11	obtained	obtain	VERB
aiti-12687	238	12	from	from	ADP
aiti-12687	238	13	the	the	DET
aiti-12687	238	14	output	output	NOUN
aiti-12687	238	15	of	of	ADP
aiti-12687	238	16	the	the	DET
aiti-12687	238	17	meta	meta	NOUN
aiti-12687	238	18	-	-	PUNCT
aiti-12687	238	19	model	model	NOUN
aiti-12687	238	20	.	.	PUNCT
aiti-12687	239	1	the	the	DET
aiti-12687	239	2	key	key	ADJ
aiti-12687	239	3	advantage	advantage	NOUN
aiti-12687	239	4	of	of	ADP
aiti-12687	239	5	the	the	DET
aiti-12687	239	6	stacking	stacking	NOUN
aiti-12687	239	7	ensemble	ensemble	ADJ
aiti-12687	239	8	is	be	AUX
aiti-12687	239	9	the	the	DET
aiti-12687	239	10	ability	ability	NOUN
aiti-12687	239	11	to	to	PART
aiti-12687	239	12	capture	capture	VERB
aiti-12687	239	13	higher	high	ADJ
aiti-12687	239	14	-	-	PUNCT
aiti-12687	239	15	order	order	NOUN
aiti-12687	239	16	relationships	relationship	NOUN
aiti-12687	239	17	between	between	ADP
aiti-12687	239	18	the	the	DET
aiti-12687	239	19	base	base	NOUN
aiti-12687	239	20	models	model	NOUN
aiti-12687	239	21	’	'	PUNCT
aiti-12687	239	22	predictions	prediction	NOUN
aiti-12687	239	23	.	.	PUNCT
aiti-12687	240	1	it	it	PRON
aiti-12687	240	2	learns	learn	VERB
aiti-12687	240	3	from	from	ADP
aiti-12687	240	4	trusting	trust	VERB
aiti-12687	240	5	each	each	DET
aiti-12687	240	6	base	base	NOUN
aiti-12687	240	7	model	model	NOUN
aiti-12687	240	8	and	and	CCONJ
aiti-12687	240	9	assigning	assign	VERB
aiti-12687	240	10	different	different	ADJ
aiti-12687	240	11	weights	weight	NOUN
aiti-12687	240	12	to	to	ADP
aiti-12687	240	13	their	their	PRON
aiti-12687	240	14	predictions	prediction	NOUN
aiti-12687	240	15	based	base	VERB
aiti-12687	240	16	on	on	ADP
aiti-12687	240	17	their	their	PRON
aiti-12687	240	18	performance	performance	NOUN
aiti-12687	240	19	on	on	ADP
aiti-12687	240	20	the	the	DET
aiti-12687	240	21	validation	validation	NOUN
aiti-12687	240	22	set	set	NOUN
aiti-12687	240	23	.	.	PUNCT
aiti-12687	241	1	this	this	PRON
aiti-12687	241	2	enables	enable	VERB
aiti-12687	241	3	stacking	stack	VERB
aiti-12687	241	4	to	to	PART
aiti-12687	241	5	outperform	outperform	VERB
aiti-12687	241	6	individual	individual	ADJ
aiti-12687	241	7	models	model	NOUN
aiti-12687	241	8	and	and	CCONJ
aiti-12687	241	9	simple	simple	ADJ
aiti-12687	241	10	averaging	averaging	NOUN
aiti-12687	241	11	/	/	SYM
aiti-12687	241	12	voting	voting	NOUN
aiti-12687	241	13	ensembles	ensemble	NOUN
aiti-12687	241	14	by	by	ADP
aiti-12687	241	15	the	the	DET
aiti-12687	241	16	augmentation	augmentation	NOUN
aiti-12687	241	17	of	of	ADP
aiti-12687	241	18	the	the	DET
aiti-12687	241	19	strengths	strength	NOUN
aiti-12687	241	20	.	.	PUNCT
aiti-12687	242	1	stacking	stack	VERB
aiti-12687	242	2	is	be	AUX
aiti-12687	242	3	a	a	DET
aiti-12687	242	4	flexible	flexible	ADJ
aiti-12687	242	5	and	and	CCONJ
aiti-12687	242	6	powerful	powerful	ADJ
aiti-12687	242	7	technique	technique	NOUN
aiti-12687	242	8	but	but	CCONJ
aiti-12687	242	9	correspondingly	correspondingly	ADV
aiti-12687	242	10	requires	require	VERB
aiti-12687	242	11	careful	careful	ADJ
aiti-12687	242	12	implementation	implementation	NOUN
aiti-12687	242	13	and	and	CCONJ
aiti-12687	242	14	tuning	tune	VERB
aiti-12687	242	15	to	to	PART
aiti-12687	242	16	prevent	prevent	VERB
aiti-12687	242	17	overfitting	overfitting	NOUN
aiti-12687	242	18	.	.	PUNCT
aiti-12687	243	1	properly	properly	ADV
aiti-12687	243	2	executed	execute	VERB
aiti-12687	243	3	stacking	stacking	NOUN
aiti-12687	243	4	can	can	AUX
aiti-12687	243	5	enhance	enhance	VERB
aiti-12687	243	6	predictive	predictive	ADJ
aiti-12687	243	7	accuracy	accuracy	NOUN
aiti-12687	243	8	and	and	CCONJ
aiti-12687	243	9	robustness	robustness	NOUN
aiti-12687	243	10	,	,	PUNCT
aiti-12687	243	11	popularizing	popularize	VERB
aiti-12687	243	12	itself	itself	PRON
aiti-12687	243	13	in	in	ADP
aiti-12687	243	14	various	various	ADJ
aiti-12687	243	15	ml	ml	NOUN
aiti-12687	243	16	competitions	competition	NOUN
aiti-12687	243	17	and	and	CCONJ
aiti-12687	243	18	real	real	ADJ
aiti-12687	243	19	-	-	PUNCT
aiti-12687	243	20	world	world	NOUN
aiti-12687	243	21	applications	application	NOUN
aiti-12687	243	22	,	,	PUNCT
aiti-12687	243	23	including	include	VERB
aiti-12687	243	24	low	low	ADJ
aiti-12687	243	25	-	-	PUNCT
aiti-12687	243	26	rise	rise	NOUN
aiti-12687	243	27	building	building	NOUN
aiti-12687	243	28	price	price	NOUN
aiti-12687	243	29	prediction	prediction	NOUN
aiti-12687	243	30	.	.	PUNCT
aiti-12687	244	1	2.5.4	2.5.4	X
aiti-12687	244	2	.	.	PUNCT
aiti-12687	245	1	bagging	bag	VERB
aiti-12687	245	2	ensemble	ensemble	ADJ
aiti-12687	245	3	bagging	bagging	NOUN
aiti-12687	245	4	,	,	PUNCT
aiti-12687	245	5	the	the	DET
aiti-12687	245	6	abbreviation	abbreviation	NOUN
aiti-12687	245	7	for	for	ADP
aiti-12687	245	8	bootstrap	bootstrap	NOUN
aiti-12687	245	9	aggregating	aggregating	NOUN
aiti-12687	245	10	,	,	PUNCT
aiti-12687	245	11	is	be	AUX
aiti-12687	245	12	a	a	DET
aiti-12687	245	13	widely	widely	ADV
aiti-12687	245	14	deployed	deploy	VERB
aiti-12687	245	15	ensemble	ensemble	ADJ
aiti-12687	245	16	learning	learning	NOUN
aiti-12687	245	17	technique	technique	NOUN
aiti-12687	245	18	to	to	PART
aiti-12687	245	19	improve	improve	VERB
aiti-12687	245	20	the	the	DET
aiti-12687	245	21	accuracy	accuracy	NOUN
aiti-12687	245	22	and	and	CCONJ
aiti-12687	245	23	robustness	robustness	NOUN
aiti-12687	245	24	of	of	ADP
aiti-12687	245	25	ml	ml	NOUN
aiti-12687	245	26	models	model	NOUN
aiti-12687	245	27	,	,	PUNCT
aiti-12687	245	28	including	include	VERB
aiti-12687	245	29	those	those	PRON
aiti-12687	245	30	used	use	VERB
aiti-12687	245	31	for	for	ADP
aiti-12687	245	32	predicting	predict	VERB
aiti-12687	245	33	low	low	ADJ
aiti-12687	245	34	-	-	PUNCT
aiti-12687	245	35	rise	rise	NOUN
aiti-12687	245	36	building	building	NOUN
aiti-12687	245	37	prices	price	NOUN
aiti-12687	245	38	.	.	PUNCT
aiti-12687	246	1	it	it	PRON
aiti-12687	246	2	involves	involve	VERB
aiti-12687	246	3	creating	create	VERB
aiti-12687	246	4	multiple	multiple	ADJ
aiti-12687	246	5	diverse	diverse	ADJ
aiti-12687	246	6	copies	copy	NOUN
aiti-12687	246	7	of	of	ADP
aiti-12687	246	8	the	the	DET
aiti-12687	246	9	same	same	ADJ
aiti-12687	246	10	base	base	NOUN
aiti-12687	246	11	model	model	NOUN
aiti-12687	246	12	,	,	PUNCT
aiti-12687	246	13	training	train	VERB
aiti-12687	246	14	each	each	DET
aiti-12687	246	15	copy	copy	NOUN
aiti-12687	246	16	on	on	ADP
aiti-12687	246	17	a	a	DET
aiti-12687	246	18	different	different	ADJ
aiti-12687	246	19	random	random	ADJ
aiti-12687	246	20	subset	subset	NOUN
aiti-12687	246	21	of	of	ADP
aiti-12687	246	22	the	the	DET
aiti-12687	246	23	training	training	NOUN
aiti-12687	246	24	data	datum	NOUN
aiti-12687	246	25	,	,	PUNCT
aiti-12687	246	26	and	and	CCONJ
aiti-12687	246	27	then	then	ADV
aiti-12687	246	28	combining	combine	VERB
aiti-12687	246	29	their	their	PRON
aiti-12687	246	30	predictions	prediction	NOUN
aiti-12687	246	31	to	to	PART
aiti-12687	246	32	make	make	VERB
aiti-12687	246	33	the	the	DET
aiti-12687	246	34	final	final	ADJ
aiti-12687	246	35	prediction	prediction	NOUN
aiti-12687	246	36	[	[	X
aiti-12687	246	37	28	28	NUM
aiti-12687	246	38	]	]	X
aiti-12687	246	39	,	,	PUNCT
aiti-12687	246	40	as	as	SCONJ
aiti-12687	246	41	depicted	depict	VERB
aiti-12687	246	42	in	in	ADP
aiti-12687	246	43	fig.6	fig.6	PROPN
aiti-12687	246	44	.	.	PUNCT
aiti-12687	247	1	fig	fig	NOUN
aiti-12687	247	2	.	.	PUNCT
aiti-12687	248	1	6	6	NUM
aiti-12687	248	2	ensemble	ensemble	ADJ
aiti-12687	248	3	techniques	technique	NOUN
aiti-12687	248	4	bagging	bagging	NOUN
aiti-12687	248	5	ensemble	ensemble	VERB
aiti-12687	248	6	the	the	DET
aiti-12687	248	7	bagging	bagging	NOUN
aiti-12687	248	8	ensemble	ensemble	ADJ
aiti-12687	248	9	works	work	NOUN
aiti-12687	248	10	as	as	SCONJ
aiti-12687	248	11	follows	follow	VERB
aiti-12687	248	12	:	:	PUNCT
aiti-12687	248	13	(	(	PUNCT
aiti-12687	248	14	1	1	X
aiti-12687	248	15	)	)	PUNCT
aiti-12687	248	16	base	base	NOUN
aiti-12687	248	17	model	model	NOUN
aiti-12687	248	18	:	:	PUNCT
aiti-12687	248	19	a	a	DET
aiti-12687	248	20	single	single	ADJ
aiti-12687	248	21	base	base	NOUN
aiti-12687	248	22	model	model	NOUN
aiti-12687	248	23	,	,	PUNCT
aiti-12687	248	24	such	such	ADJ
aiti-12687	248	25	as	as	ADP
aiti-12687	248	26	a	a	DET
aiti-12687	248	27	dt	dt	NOUN
aiti-12687	248	28	or	or	CCONJ
aiti-12687	248	29	rf	rf	NOUN
aiti-12687	248	30	,	,	PUNCT
aiti-12687	248	31	is	be	AUX
aiti-12687	248	32	selected	select	VERB
aiti-12687	248	33	as	as	ADP
aiti-12687	248	34	the	the	DET
aiti-12687	248	35	base	base	NOUN
aiti-12687	248	36	learner	learner	NOUN
aiti-12687	248	37	.	.	PUNCT
aiti-12687	249	1	(	(	PUNCT
aiti-12687	249	2	2	2	X
aiti-12687	249	3	)	)	PUNCT
aiti-12687	249	4	bootstrap	bootstrap	NOUN
aiti-12687	249	5	sampling	sampling	NOUN
aiti-12687	249	6	:	:	PUNCT
aiti-12687	249	7	it	it	PRON
aiti-12687	249	8	creates	create	VERB
aiti-12687	249	9	multiple	multiple	ADJ
aiti-12687	249	10	random	random	ADJ
aiti-12687	249	11	subsets	subset	NOUN
aiti-12687	249	12	(	(	PUNCT
aiti-12687	249	13	samples	sample	NOUN
aiti-12687	249	14	)	)	PUNCT
aiti-12687	249	15	from	from	ADP
aiti-12687	249	16	the	the	DET
aiti-12687	249	17	training	training	NOUN
aiti-12687	249	18	data	datum	NOUN
aiti-12687	249	19	,	,	PUNCT
aiti-12687	249	20	which	which	PRON
aiti-12687	249	21	involves	involve	VERB
aiti-12687	249	22	randomly	randomly	ADV
aiti-12687	249	23	selecting	select	VERB
aiti-12687	249	24	data	datum	NOUN
aiti-12687	249	25	points	point	NOUN
aiti-12687	249	26	from	from	ADP
aiti-12687	249	27	the	the	DET
aiti-12687	249	28	training	training	NOUN
aiti-12687	249	29	set	set	VERB
aiti-12687	249	30	with	with	ADP
aiti-12687	249	31	replacements	replacement	NOUN
aiti-12687	249	32	.	.	PUNCT
aiti-12687	250	1	each	each	DET
aiti-12687	250	2	subset	subset	NOUN
aiti-12687	250	3	may	may	AUX
aiti-12687	250	4	contain	contain	VERB
aiti-12687	250	5	some	some	DET
aiti-12687	250	6	duplicate	duplicate	ADJ
aiti-12687	250	7	data	datum	NOUN
aiti-12687	250	8	points	point	NOUN
aiti-12687	250	9	and	and	CCONJ
aiti-12687	250	10	miss	miss	VERB
aiti-12687	250	11	some	some	DET
aiti-12687	250	12	others	other	NOUN
aiti-12687	250	13	.	.	PUNCT
aiti-12687	251	1	(	(	PUNCT
aiti-12687	251	2	3	3	X
aiti-12687	251	3	)	)	PUNCT
aiti-12687	251	4	base	base	NOUN
aiti-12687	251	5	model	model	NOUN
aiti-12687	251	6	copies	copy	NOUN
aiti-12687	251	7	:	:	PUNCT
aiti-12687	251	8	for	for	ADP
aiti-12687	251	9	each	each	DET
aiti-12687	251	10	subset	subset	NOUN
aiti-12687	251	11	,	,	PUNCT
aiti-12687	251	12	a	a	DET
aiti-12687	251	13	separate	separate	ADJ
aiti-12687	251	14	copy	copy	NOUN
aiti-12687	251	15	of	of	ADP
aiti-12687	251	16	the	the	DET
aiti-12687	251	17	base	base	NOUN
aiti-12687	251	18	model	model	NOUN
aiti-12687	251	19	is	be	AUX
aiti-12687	251	20	trained	train	VERB
aiti-12687	251	21	using	use	VERB
aiti-12687	251	22	the	the	DET
aiti-12687	251	23	corresponding	corresponding	ADJ
aiti-12687	251	24	subset	subset	NOUN
aiti-12687	251	25	of	of	ADP
aiti-12687	251	26	the	the	DET
aiti-12687	251	27	training	training	NOUN
aiti-12687	251	28	data	datum	NOUN
aiti-12687	251	29	.	.	PUNCT
aiti-12687	252	1	as	as	ADP
aiti-12687	252	2	a	a	DET
aiti-12687	252	3	result	result	NOUN
aiti-12687	252	4	,	,	PUNCT
aiti-12687	252	5	multiple	multiple	ADJ
aiti-12687	252	6	base	base	NOUN
aiti-12687	252	7	model	model	NOUN
aiti-12687	252	8	copies	copy	NOUN
aiti-12687	252	9	with	with	ADP
aiti-12687	252	10	slightly	slightly	ADV
aiti-12687	252	11	different	different	ADJ
aiti-12687	252	12	training	training	NOUN
aiti-12687	252	13	data	datum	NOUN
aiti-12687	252	14	are	be	AUX
aiti-12687	252	15	created	create	VERB
aiti-12687	252	16	.	.	PUNCT
aiti-12687	253	1	(	(	PUNCT
aiti-12687	253	2	4	4	X
aiti-12687	253	3	)	)	PUNCT
aiti-12687	253	4	aggregation	aggregation	NOUN
aiti-12687	253	5	:	:	PUNCT
aiti-12687	253	6	to	to	PART
aiti-12687	253	7	make	make	VERB
aiti-12687	253	8	predictions	prediction	NOUN
aiti-12687	253	9	for	for	ADP
aiti-12687	253	10	new	new	ADJ
aiti-12687	253	11	data	datum	NOUN
aiti-12687	253	12	,	,	PUNCT
aiti-12687	253	13	each	each	DET
aiti-12687	253	14	base	base	NOUN
aiti-12687	253	15	model	model	NOUN
aiti-12687	253	16	copy	copy	NOUN
aiti-12687	253	17	generates	generate	VERB
aiti-12687	253	18	its	its	PRON
aiti-12687	253	19	forecast	forecast	NOUN
aiti-12687	253	20	.	.	PUNCT
aiti-12687	254	1	in	in	ADP
aiti-12687	254	2	bagging	bagging	NOUN
aiti-12687	254	3	,	,	PUNCT
aiti-12687	254	4	the	the	DET
aiti-12687	254	5	final	final	ADJ
aiti-12687	254	6	prediction	prediction	NOUN
aiti-12687	254	7	is	be	AUX
aiti-12687	254	8	obtained	obtain	VERB
aiti-12687	254	9	by	by	ADP
aiti-12687	254	10	aggregating	aggregate	VERB
aiti-12687	254	11	(	(	PUNCT
aiti-12687	254	12	averaging	average	VERB
aiti-12687	254	13	for	for	ADP
aiti-12687	254	14	regression	regression	NOUN
aiti-12687	254	15	tasks	task	NOUN
aiti-12687	254	16	or	or	CCONJ
aiti-12687	254	17	voting	voting	NOUN
aiti-12687	254	18	for	for	ADP
aiti-12687	254	19	classification	classification	NOUN
aiti-12687	254	20	tasks	task	NOUN
aiti-12687	254	21	)	)	PUNCT
aiti-12687	254	22	the	the	DET
aiti-12687	254	23	estimates	estimate	NOUN
aiti-12687	254	24	from	from	ADP
aiti-12687	254	25	all	all	DET
aiti-12687	254	26	the	the	DET
aiti-12687	254	27	base	base	NOUN
aiti-12687	254	28	model	model	NOUN
aiti-12687	254	29	copies	copy	NOUN
aiti-12687	254	30	.	.	PUNCT
aiti-12687	255	1	advances	advance	NOUN
aiti-12687	255	2	in	in	ADP
aiti-12687	255	3	technology	technology	NOUN
aiti-12687	255	4	innovation	innovation	NOUN
aiti-12687	255	5	,	,	PUNCT
aiti-12687	255	6	vol	vol	NOUN
aiti-12687	255	7	.	.	PUNCT
aiti-12687	256	1	x	x	X
aiti-12687	256	2	,	,	PUNCT
aiti-12687	256	3	no	no	INTJ
aiti-12687	256	4	.	.	PUNCT
aiti-12687	257	1	x	x	X
aiti-12687	257	2	,	,	PUNCT
aiti-12687	257	3	20xx	20xx	ADJ
aiti-12687	257	4	,	,	PUNCT
aiti-12687	257	5	pp	pp	PROPN
aiti-12687	257	6	.	.	PUNCT
aiti-12687	258	1	xx	xx	X
aiti-12687	258	2	-	-	SYM
aiti-12687	258	3	xx	xx	NUM
aiti-12687	258	4	22	22	NUM
aiti-12687	258	5	the	the	DET
aiti-12687	258	6	key	key	ADJ
aiti-12687	258	7	advantage	advantage	NOUN
aiti-12687	258	8	of	of	ADP
aiti-12687	258	9	bagging	bagging	NOUN
aiti-12687	258	10	is	be	AUX
aiti-12687	258	11	to	to	PART
aiti-12687	258	12	reduce	reduce	VERB
aiti-12687	258	13	the	the	DET
aiti-12687	258	14	variance	variance	NOUN
aiti-12687	258	15	and	and	CCONJ
aiti-12687	258	16	overfitting	overfitting	NOUN
aiti-12687	258	17	in	in	ADP
aiti-12687	258	18	the	the	DET
aiti-12687	258	19	predictions	prediction	NOUN
aiti-12687	258	20	by	by	ADP
aiti-12687	258	21	leveraging	leverage	VERB
aiti-12687	258	22	the	the	DET
aiti-12687	258	23	wisdom	wisdom	NOUN
aiti-12687	258	24	of	of	ADP
aiti-12687	258	25	diverse	diverse	ADJ
aiti-12687	258	26	model	model	NOUN
aiti-12687	258	27	copies	copy	NOUN
aiti-12687	258	28	trained	train	VERB
aiti-12687	258	29	on	on	ADP
aiti-12687	258	30	different	different	ADJ
aiti-12687	258	31	subsets	subset	NOUN
aiti-12687	258	32	of	of	ADP
aiti-12687	258	33	the	the	DET
aiti-12687	258	34	data	datum	NOUN
aiti-12687	258	35	.	.	PUNCT
aiti-12687	259	1	by	by	ADP
aiti-12687	259	2	combining	combine	VERB
aiti-12687	259	3	multiple	multiple	ADJ
aiti-12687	259	4	forecasts	forecast	NOUN
aiti-12687	259	5	,	,	PUNCT
aiti-12687	259	6	bagging	bagging	NOUN
aiti-12687	259	7	produces	produce	VERB
aiti-12687	259	8	a	a	DET
aiti-12687	259	9	more	more	ADV
aiti-12687	259	10	stable	stable	ADJ
aiti-12687	259	11	and	and	CCONJ
aiti-12687	259	12	robust	robust	ADJ
aiti-12687	259	13	final	final	ADJ
aiti-12687	259	14	prediction	prediction	NOUN
aiti-12687	259	15	that	that	PRON
aiti-12687	259	16	tends	tend	VERB
aiti-12687	259	17	to	to	PART
aiti-12687	259	18	generalize	generalize	VERB
aiti-12687	259	19	well	well	ADV
aiti-12687	259	20	to	to	ADP
aiti-12687	259	21	new	new	ADJ
aiti-12687	259	22	,	,	PUNCT
aiti-12687	259	23	unseen	unseen	ADJ
aiti-12687	259	24	data	datum	NOUN
aiti-12687	259	25	.	.	PUNCT
aiti-12687	260	1	meanwhile	meanwhile	ADV
aiti-12687	260	2	,	,	PUNCT
aiti-12687	260	3	rf	rf	PRON
aiti-12687	260	4	is	be	AUX
aiti-12687	260	5	a	a	DET
aiti-12687	260	6	paradigm	paradigm	NOUN
aiti-12687	260	7	of	of	ADP
aiti-12687	260	8	the	the	DET
aiti-12687	260	9	bagging	bagging	NOUN
aiti-12687	260	10	ensemble	ensemble	ADJ
aiti-12687	260	11	,	,	PUNCT
aiti-12687	260	12	where	where	SCONJ
aiti-12687	260	13	multiple	multiple	ADJ
aiti-12687	260	14	decision	decision	NOUN
aiti-12687	260	15	trees	tree	NOUN
aiti-12687	260	16	are	be	AUX
aiti-12687	260	17	trained	train	VERB
aiti-12687	260	18	on	on	ADP
aiti-12687	260	19	different	different	ADJ
aiti-12687	260	20	bootstrapped	bootstrappe	VERB
aiti-12687	260	21	subsets	subset	NOUN
aiti-12687	260	22	of	of	ADP
aiti-12687	260	23	the	the	DET
aiti-12687	260	24	training	training	NOUN
aiti-12687	260	25	data	datum	NOUN
aiti-12687	260	26	,	,	PUNCT
aiti-12687	260	27	and	and	CCONJ
aiti-12687	260	28	their	their	PRON
aiti-12687	260	29	predictions	prediction	NOUN
aiti-12687	260	30	are	be	AUX
aiti-12687	260	31	aggregated	aggregate	VERB
aiti-12687	260	32	to	to	PART
aiti-12687	260	33	make	make	VERB
aiti-12687	260	34	the	the	DET
aiti-12687	260	35	final	final	ADJ
aiti-12687	260	36	prediction	prediction	NOUN
aiti-12687	260	37	.	.	PUNCT
aiti-12687	261	1	bagging	bagging	NOUN
aiti-12687	261	2	is	be	AUX
aiti-12687	261	3	widely	widely	ADV
aiti-12687	261	4	deployed	deploy	VERB
aiti-12687	261	5	in	in	ADP
aiti-12687	261	6	ml	ml	NOUN
aiti-12687	261	7	due	due	ADP
aiti-12687	261	8	to	to	ADP
aiti-12687	261	9	its	its	PRON
aiti-12687	261	10	simplicity	simplicity	NOUN
aiti-12687	261	11	and	and	CCONJ
aiti-12687	261	12	effectiveness	effectiveness	NOUN
aiti-12687	261	13	in	in	ADP
aiti-12687	261	14	improving	improve	VERB
aiti-12687	261	15	model	model	NOUN
aiti-12687	261	16	performance	performance	NOUN
aiti-12687	261	17	and	and	CCONJ
aiti-12687	261	18	reducing	reduce	VERB
aiti-12687	261	19	overfitting	overfitting	NOUN
aiti-12687	261	20	.	.	PUNCT
aiti-12687	262	1	2.5.5	2.5.5	X
aiti-12687	262	2	.	.	X
aiti-12687	262	3	boosting	boost	VERB
aiti-12687	262	4	ensemble	ensemble	ADJ
aiti-12687	262	5	boosting	boosting	NOUN
aiti-12687	262	6	is	be	AUX
aiti-12687	262	7	another	another	DET
aiti-12687	262	8	potent	potent	ADJ
aiti-12687	262	9	ensemble	ensemble	ADJ
aiti-12687	262	10	learning	learning	NOUN
aiti-12687	262	11	technique	technique	NOUN
aiti-12687	262	12	for	for	ADP
aiti-12687	262	13	improving	improve	VERB
aiti-12687	262	14	ml	ml	NOUN
aiti-12687	262	15	models	model	NOUN
aiti-12687	262	16	’	'	PUNCT
aiti-12687	262	17	predictive	predictive	ADJ
aiti-12687	262	18	performance	performance	NOUN
aiti-12687	262	19	,	,	PUNCT
aiti-12687	262	20	including	include	VERB
aiti-12687	262	21	those	those	PRON
aiti-12687	262	22	used	use	VERB
aiti-12687	262	23	for	for	ADP
aiti-12687	262	24	predicting	predict	VERB
aiti-12687	262	25	low	low	ADJ
aiti-12687	262	26	-	-	PUNCT
aiti-12687	262	27	rise	rise	NOUN
aiti-12687	262	28	building	building	NOUN
aiti-12687	262	29	prices	price	NOUN
aiti-12687	262	30	.	.	PUNCT
aiti-12687	263	1	unlike	unlike	ADP
aiti-12687	263	2	bagging	bag	VERB
aiti-12687	263	3	focusing	focus	VERB
aiti-12687	263	4	on	on	ADP
aiti-12687	263	5	training	train	VERB
aiti-12687	263	6	multiple	multiple	ADJ
aiti-12687	263	7	models	model	NOUN
aiti-12687	263	8	independently	independently	ADV
aiti-12687	263	9	and	and	CCONJ
aiti-12687	263	10	combining	combine	VERB
aiti-12687	263	11	their	their	PRON
aiti-12687	263	12	predictions	prediction	NOUN
aiti-12687	263	13	,	,	PUNCT
aiti-12687	263	14	boosting	boost	VERB
aiti-12687	263	15	builds	build	VERB
aiti-12687	263	16	a	a	DET
aiti-12687	263	17	concatenation	concatenation	NOUN
aiti-12687	263	18	of	of	ADP
aiti-12687	263	19	models	model	NOUN
aiti-12687	263	20	sequentially	sequentially	ADV
aiti-12687	263	21	,	,	PUNCT
aiti-12687	263	22	where	where	SCONJ
aiti-12687	263	23	each	each	DET
aiti-12687	263	24	model	model	NOUN
aiti-12687	263	25	tries	try	VERB
aiti-12687	263	26	to	to	PART
aiti-12687	263	27	correct	correct	VERB
aiti-12687	263	28	the	the	DET
aiti-12687	263	29	errors	error	NOUN
aiti-12687	263	30	made	make	VERB
aiti-12687	263	31	by	by	ADP
aiti-12687	263	32	its	its	PRON
aiti-12687	263	33	predecessors	predecessor	NOUN
aiti-12687	263	34	[	[	X
aiti-12687	263	35	28	28	NUM
aiti-12687	263	36	]	]	PUNCT
aiti-12687	263	37	,	,	PUNCT
aiti-12687	263	38	as	as	SCONJ
aiti-12687	263	39	depicted	depict	VERB
aiti-12687	263	40	in	in	ADP
aiti-12687	263	41	fig	fig	NOUN
aiti-12687	263	42	.	.	PUNCT
aiti-12687	264	1	7	7	X
aiti-12687	264	2	.	.	X
aiti-12687	264	3	fig	fig	NOUN
aiti-12687	264	4	.	.	PUNCT
aiti-12687	265	1	7	7	NUM
aiti-12687	265	2	ensemble	ensemble	ADJ
aiti-12687	265	3	techniques	technique	NOUN
aiti-12687	265	4	boosting	boost	VERB
aiti-12687	265	5	ensemble	ensemble	ADJ
aiti-12687	265	6	the	the	DET
aiti-12687	265	7	boosting	boost	VERB
aiti-12687	265	8	ensemble	ensemble	ADJ
aiti-12687	265	9	works	work	NOUN
aiti-12687	265	10	as	as	SCONJ
aiti-12687	265	11	follows	follow	VERB
aiti-12687	265	12	:	:	PUNCT
aiti-12687	265	13	(	(	PUNCT
aiti-12687	265	14	1	1	X
aiti-12687	265	15	)	)	PUNCT
aiti-12687	265	16	base	base	NOUN
aiti-12687	265	17	model	model	NOUN
aiti-12687	265	18	:	:	PUNCT
aiti-12687	265	19	a	a	DET
aiti-12687	265	20	weak	weak	ADJ
aiti-12687	265	21	base	base	NOUN
aiti-12687	265	22	model	model	NOUN
aiti-12687	265	23	,	,	PUNCT
aiti-12687	265	24	often	often	ADV
aiti-12687	265	25	called	call	VERB
aiti-12687	265	26	a	a	DET
aiti-12687	265	27	“	"	PUNCT
aiti-12687	265	28	weak	weak	ADJ
aiti-12687	265	29	learner	learner	NOUN
aiti-12687	265	30	,	,	PUNCT
aiti-12687	265	31	”	"	PUNCT
aiti-12687	265	32	is	be	AUX
aiti-12687	265	33	selected	select	VERB
aiti-12687	265	34	as	as	ADP
aiti-12687	265	35	the	the	DET
aiti-12687	265	36	base	base	NOUN
aiti-12687	265	37	learner	learner	NOUN
aiti-12687	265	38	.	.	PUNCT
aiti-12687	266	1	weak	weak	ADJ
aiti-12687	266	2	learners	learner	NOUN
aiti-12687	266	3	slightly	slightly	ADV
aiti-12687	266	4	prevail	prevail	VERB
aiti-12687	266	5	over	over	ADP
aiti-12687	266	6	random	random	ADJ
aiti-12687	266	7	chance	chance	NOUN
aiti-12687	266	8	models	model	NOUN
aiti-12687	266	9	,	,	PUNCT
aiti-12687	266	10	such	such	ADJ
aiti-12687	266	11	as	as	ADP
aiti-12687	266	12	simple	simple	ADJ
aiti-12687	266	13	decision	decision	NOUN
aiti-12687	266	14	stumps	stump	NOUN
aiti-12687	266	15	(	(	PUNCT
aiti-12687	266	16	one	one	NUM
aiti-12687	266	17	-	-	PUNCT
aiti-12687	266	18	level	level	NOUN
aiti-12687	266	19	dts	dts	NOUN
aiti-12687	266	20	)	)	PUNCT
aiti-12687	266	21	or	or	CCONJ
aiti-12687	266	22	shallow	shallow	ADJ
aiti-12687	266	23	dts	dts	NOUN
aiti-12687	266	24	.	.	PUNCT
aiti-12687	267	1	(	(	PUNCT
aiti-12687	267	2	2	2	X
aiti-12687	267	3	)	)	PUNCT
aiti-12687	267	4	weighted	weight	VERB
aiti-12687	267	5	data	datum	NOUN
aiti-12687	267	6	:	:	PUNCT
aiti-12687	267	7	the	the	DET
aiti-12687	267	8	training	training	NOUN
aiti-12687	267	9	data	datum	NOUN
aiti-12687	267	10	is	be	AUX
aiti-12687	267	11	initially	initially	ADV
aiti-12687	267	12	given	give	VERB
aiti-12687	267	13	equal	equal	ADJ
aiti-12687	267	14	weight	weight	NOUN
aiti-12687	267	15	for	for	ADP
aiti-12687	267	16	all	all	DET
aiti-12687	267	17	data	datum	NOUN
aiti-12687	267	18	points	point	NOUN
aiti-12687	267	19	.	.	PUNCT
aiti-12687	268	1	in	in	ADP
aiti-12687	268	2	each	each	DET
aiti-12687	268	3	boosting	boost	VERB
aiti-12687	268	4	iteration	iteration	NOUN
aiti-12687	268	5	,	,	PUNCT
aiti-12687	268	6	the	the	DET
aiti-12687	268	7	weights	weight	NOUN
aiti-12687	268	8	of	of	ADP
aiti-12687	268	9	misclassified	misclassified	ADJ
aiti-12687	268	10	data	datum	NOUN
aiti-12687	268	11	points	point	NOUN
aiti-12687	268	12	increase	increase	NOUN
aiti-12687	268	13	,	,	PUNCT
aiti-12687	268	14	while	while	SCONJ
aiti-12687	268	15	the	the	DET
aiti-12687	268	16	weights	weight	NOUN
aiti-12687	268	17	of	of	ADP
aiti-12687	268	18	correctly	correctly	ADV
aiti-12687	268	19	classified	classified	ADJ
aiti-12687	268	20	data	datum	NOUN
aiti-12687	268	21	points	point	NOUN
aiti-12687	268	22	decrease	decrease	NOUN
aiti-12687	268	23	.	.	PUNCT
aiti-12687	269	1	this	this	PRON
aiti-12687	269	2	enables	enable	VERB
aiti-12687	269	3	the	the	DET
aiti-12687	269	4	subsequent	subsequent	ADJ
aiti-12687	269	5	weak	weak	ADJ
aiti-12687	269	6	learners	learner	NOUN
aiti-12687	269	7	to	to	PART
aiti-12687	269	8	focus	focus	VERB
aiti-12687	269	9	on	on	ADP
aiti-12687	269	10	the	the	DET
aiti-12687	269	11	previously	previously	ADV
aiti-12687	269	12	misclassified	misclassifie	VERB
aiti-12687	269	13	data	datum	NOUN
aiti-12687	269	14	points	point	NOUN
aiti-12687	269	15	and	and	CCONJ
aiti-12687	269	16	improve	improve	VERB
aiti-12687	269	17	the	the	DET
aiti-12687	269	18	overall	overall	ADJ
aiti-12687	269	19	model	model	NOUN
aiti-12687	269	20	performance	performance	NOUN
aiti-12687	269	21	.	.	PUNCT
aiti-12687	270	1	(	(	PUNCT
aiti-12687	270	2	3	3	X
aiti-12687	270	3	)	)	PUNCT
aiti-12687	270	4	sequential	sequential	ADJ
aiti-12687	270	5	learning	learning	NOUN
aiti-12687	270	6	:	:	PUNCT
aiti-12687	270	7	boosting	boost	VERB
aiti-12687	270	8	builds	build	VERB
aiti-12687	270	9	a	a	DET
aiti-12687	270	10	concatenation	concatenation	NOUN
aiti-12687	270	11	of	of	ADP
aiti-12687	270	12	weak	weak	ADJ
aiti-12687	270	13	learners	learner	NOUN
aiti-12687	270	14	,	,	PUNCT
aiti-12687	270	15	where	where	SCONJ
aiti-12687	270	16	each	each	DET
aiti-12687	270	17	model	model	NOUN
aiti-12687	270	18	is	be	AUX
aiti-12687	270	19	trained	train	VERB
aiti-12687	270	20	on	on	ADP
aiti-12687	270	21	the	the	DET
aiti-12687	270	22	modified	modify	VERB
aiti-12687	270	23	version	version	NOUN
aiti-12687	270	24	of	of	ADP
aiti-12687	270	25	the	the	DET
aiti-12687	270	26	training	training	NOUN
aiti-12687	270	27	data	datum	NOUN
aiti-12687	270	28	from	from	ADP
aiti-12687	270	29	the	the	DET
aiti-12687	270	30	previous	previous	ADJ
aiti-12687	270	31	step	step	NOUN
aiti-12687	270	32	.	.	PUNCT
aiti-12687	271	1	the	the	DET
aiti-12687	271	2	predictions	prediction	NOUN
aiti-12687	271	3	of	of	ADP
aiti-12687	271	4	each	each	DET
aiti-12687	271	5	weak	weak	ADJ
aiti-12687	271	6	learner	learner	NOUN
aiti-12687	271	7	are	be	AUX
aiti-12687	271	8	combined	combine	VERB
aiti-12687	271	9	with	with	ADP
aiti-12687	271	10	a	a	DET
aiti-12687	271	11	weight	weight	NOUN
aiti-12687	271	12	,	,	PUNCT
aiti-12687	271	13	and	and	CCONJ
aiti-12687	271	14	the	the	DET
aiti-12687	271	15	final	final	ADJ
aiti-12687	271	16	prediction	prediction	NOUN
aiti-12687	271	17	is	be	AUX
aiti-12687	271	18	obtained	obtain	VERB
aiti-12687	271	19	by	by	ADP
aiti-12687	271	20	summing	sum	VERB
aiti-12687	271	21	up	up	ADP
aiti-12687	271	22	the	the	DET
aiti-12687	271	23	weighted	weight	VERB
aiti-12687	271	24	predictions	prediction	NOUN
aiti-12687	271	25	.	.	PUNCT
aiti-12687	272	1	(	(	PUNCT
aiti-12687	272	2	4	4	X
aiti-12687	272	3	)	)	PUNCT
aiti-12687	272	4	adaptive	adaptive	ADJ
aiti-12687	272	5	learning	learning	NOUN
aiti-12687	272	6	:	:	PUNCT
aiti-12687	272	7	the	the	DET
aiti-12687	272	8	sequential	sequential	ADJ
aiti-12687	272	9	nature	nature	NOUN
aiti-12687	272	10	of	of	ADP
aiti-12687	272	11	boosting	boost	VERB
aiti-12687	272	12	enables	enable	VERB
aiti-12687	272	13	it	it	PRON
aiti-12687	272	14	to	to	PART
aiti-12687	272	15	learn	learn	VERB
aiti-12687	272	16	from	from	ADP
aiti-12687	272	17	its	its	PRON
aiti-12687	272	18	mistakes	mistake	NOUN
aiti-12687	272	19	adaptively	adaptively	ADV
aiti-12687	272	20	.	.	PUNCT
aiti-12687	273	1	the	the	DET
aiti-12687	273	2	subsequent	subsequent	ADJ
aiti-12687	273	3	weak	weak	ADJ
aiti-12687	273	4	learners	learner	NOUN
aiti-12687	273	5	are	be	AUX
aiti-12687	273	6	encouraged	encourage	VERB
aiti-12687	273	7	to	to	PART
aiti-12687	273	8	focus	focus	VERB
aiti-12687	273	9	on	on	ADP
aiti-12687	273	10	the	the	DET
aiti-12687	273	11	challenging	challenging	ADJ
aiti-12687	273	12	data	data	NOUN
aiti-12687	273	13	points	point	NOUN
aiti-12687	273	14	incorrectly	incorrectly	ADV
aiti-12687	273	15	predicted	predict	VERB
aiti-12687	273	16	by	by	ADP
aiti-12687	273	17	the	the	DET
aiti-12687	273	18	earlier	early	ADV
aiti-12687	273	19	weak	weak	ADJ
aiti-12687	273	20	learners	learner	NOUN
aiti-12687	273	21	.	.	PUNCT
aiti-12687	274	1	the	the	DET
aiti-12687	274	2	key	key	ADJ
aiti-12687	274	3	advantage	advantage	NOUN
aiti-12687	274	4	of	of	ADP
aiti-12687	274	5	boosting	boost	VERB
aiti-12687	274	6	is	be	AUX
aiti-12687	274	7	the	the	DET
aiti-12687	274	8	capability	capability	NOUN
aiti-12687	274	9	of	of	ADP
aiti-12687	274	10	improving	improve	VERB
aiti-12687	274	11	the	the	DET
aiti-12687	274	12	predictive	predictive	ADJ
aiti-12687	274	13	accuracy	accuracy	NOUN
aiti-12687	274	14	compared	compare	VERB
aiti-12687	274	15	to	to	ADP
aiti-12687	274	16	a	a	DET
aiti-12687	274	17	single	single	ADJ
aiti-12687	274	18	weak	weak	ADJ
aiti-12687	274	19	learner	learner	NOUN
aiti-12687	274	20	.	.	PUNCT
aiti-12687	275	1	by	by	ADP
aiti-12687	275	2	building	build	VERB
aiti-12687	275	3	a	a	DET
aiti-12687	275	4	sequence	sequence	NOUN
aiti-12687	275	5	of	of	ADP
aiti-12687	275	6	models	model	NOUN
aiti-12687	275	7	correcting	correct	VERB
aiti-12687	275	8	each	each	DET
aiti-12687	275	9	other	other	ADJ
aiti-12687	275	10	’s	’s	PART
aiti-12687	275	11	errors	error	NOUN
aiti-12687	275	12	,	,	PUNCT
aiti-12687	275	13	boosting	boost	VERB
aiti-12687	275	14	creates	create	VERB
aiti-12687	275	15	a	a	DET
aiti-12687	275	16	robust	robust	ADJ
aiti-12687	275	17	ensemble	ensemble	ADJ
aiti-12687	275	18	model	model	NOUN
aiti-12687	275	19	that	that	PRON
aiti-12687	275	20	can	can	AUX
aiti-12687	275	21	capture	capture	VERB
aiti-12687	275	22	complex	complex	ADJ
aiti-12687	275	23	relationships	relationship	NOUN
aiti-12687	275	24	in	in	ADP
aiti-12687	275	25	the	the	DET
aiti-12687	275	26	data	datum	NOUN
aiti-12687	275	27	.	.	PUNCT
aiti-12687	276	1	gradient	gradient	ADJ
aiti-12687	276	2	boosting	boost	VERB
aiti-12687	276	3	machines	machine	NOUN
aiti-12687	276	4	and	and	CCONJ
aiti-12687	276	5	adaboost	adaboost	ADV
aiti-12687	276	6	are	be	AUX
aiti-12687	276	7	two	two	NUM
aiti-12687	276	8	typical	typical	ADJ
aiti-12687	276	9	examples	example	NOUN
aiti-12687	276	10	of	of	ADP
aiti-12687	276	11	boosting	boost	VERB
aiti-12687	276	12	algorithms	algorithm	NOUN
aiti-12687	276	13	.	.	PUNCT
aiti-12687	277	1	advances	advance	NOUN
aiti-12687	277	2	in	in	ADP
aiti-12687	277	3	technology	technology	NOUN
aiti-12687	277	4	innovation	innovation	NOUN
aiti-12687	277	5	,	,	PUNCT
aiti-12687	277	6	vol	vol	NOUN
aiti-12687	277	7	.	.	PROPN
aiti-12687	277	8	9	9	NUM
aiti-12687	277	9	,	,	PUNCT
aiti-12687	277	10	no	no	INTJ
aiti-12687	277	11	.	.	NOUN
aiti-12687	277	12	1	1	NUM
aiti-12687	277	13	,	,	PUNCT
aiti-12687	277	14	2024	2024	NUM
aiti-12687	277	15	,	,	PUNCT
aiti-12687	277	16	pp	pp	ADJ
aiti-12687	277	17	.	.	PUNCT
aiti-12687	278	1	12	12	NUM
aiti-12687	278	2	-	-	SYM
aiti-12687	278	3	27	27	NUM
aiti-12687	278	4	23	23	NUM
aiti-12687	278	5	gradient	gradient	NOUN
aiti-12687	278	6	boosting	boost	VERB
aiti-12687	278	7	machines	machine	NOUN
aiti-12687	278	8	iteratively	iteratively	ADV
aiti-12687	278	9	minimize	minimize	VERB
aiti-12687	278	10	the	the	DET
aiti-12687	278	11	loss	loss	NOUN
aiti-12687	278	12	function	function	NOUN
aiti-12687	278	13	by	by	ADP
aiti-12687	278	14	adding	add	VERB
aiti-12687	278	15	weak	weak	ADJ
aiti-12687	278	16	learners	learner	NOUN
aiti-12687	278	17	,	,	PUNCT
aiti-12687	278	18	while	while	SCONJ
aiti-12687	278	19	adaboost	adaboost	ADJ
aiti-12687	278	20	assigns	assign	VERB
aiti-12687	278	21	higher	high	ADJ
aiti-12687	278	22	weights	weight	NOUN
aiti-12687	278	23	to	to	ADP
aiti-12687	278	24	misclassified	misclassifie	VERB
aiti-12687	278	25	data	datum	NOUN
aiti-12687	278	26	points	point	NOUN
aiti-12687	278	27	,	,	PUNCT
aiti-12687	278	28	enabling	enable	VERB
aiti-12687	278	29	subsequent	subsequent	ADJ
aiti-12687	278	30	weak	weak	ADJ
aiti-12687	278	31	learners	learner	NOUN
aiti-12687	278	32	to	to	PART
aiti-12687	278	33	focus	focus	VERB
aiti-12687	278	34	on	on	ADP
aiti-12687	278	35	those	those	DET
aiti-12687	278	36	points	point	NOUN
aiti-12687	278	37	.	.	PUNCT
aiti-12687	279	1	boosting	boost	VERB
aiti-12687	279	2	is	be	AUX
aiti-12687	279	3	a	a	DET
aiti-12687	279	4	widely	widely	ADV
aiti-12687	279	5	used	use	VERB
aiti-12687	279	6	technique	technique	NOUN
aiti-12687	279	7	in	in	ADP
aiti-12687	279	8	ml	ml	NOUN
aiti-12687	279	9	,	,	PUNCT
aiti-12687	279	10	and	and	CCONJ
aiti-12687	279	11	it	it	PRON
aiti-12687	279	12	often	often	ADV
aiti-12687	279	13	outperforms	outperform	VERB
aiti-12687	279	14	individual	individual	ADJ
aiti-12687	279	15	models	model	NOUN
aiti-12687	279	16	and	and	CCONJ
aiti-12687	279	17	other	other	ADJ
aiti-12687	279	18	ensemble	ensemble	ADJ
aiti-12687	279	19	methods	method	NOUN
aiti-12687	279	20	.	.	PUNCT
aiti-12687	280	1	given	give	VERB
aiti-12687	280	2	this	this	DET
aiti-12687	280	3	virtue	virtue	NOUN
aiti-12687	280	4	,	,	PUNCT
aiti-12687	280	5	it	it	PRON
aiti-12687	280	6	is	be	AUX
aiti-12687	280	7	acknowledged	acknowledge	VERB
aiti-12687	280	8	as	as	ADP
aiti-12687	280	9	a	a	DET
aiti-12687	280	10	valuable	valuable	ADJ
aiti-12687	280	11	tool	tool	NOUN
aiti-12687	280	12	for	for	ADP
aiti-12687	280	13	low	low	ADJ
aiti-12687	280	14	-	-	PUNCT
aiti-12687	280	15	rise	rise	NOUN
aiti-12687	280	16	building	building	NOUN
aiti-12687	280	17	price	price	NOUN
aiti-12687	280	18	prediction	prediction	NOUN
aiti-12687	280	19	and	and	CCONJ
aiti-12687	280	20	other	other	ADJ
aiti-12687	280	21	complex	complex	ADJ
aiti-12687	280	22	regression	regression	NOUN
aiti-12687	280	23	tasks	task	NOUN
aiti-12687	280	24	.	.	PUNCT
aiti-12687	281	1	2.6	2.6	NUM
aiti-12687	281	2	.	.	PUNCT
aiti-12687	281	3	performance	performance	NOUN
aiti-12687	281	4	measure	measure	NOUN
aiti-12687	281	5	mae	mae	PROPN
aiti-12687	281	6	measures	measure	VERB
aiti-12687	281	7	the	the	DET
aiti-12687	281	8	average	average	NOUN
aiti-12687	281	9	of	of	ADP
aiti-12687	281	10	the	the	DET
aiti-12687	281	11	absolute	absolute	ADJ
aiti-12687	281	12	differences	difference	NOUN
aiti-12687	281	13	between	between	ADP
aiti-12687	281	14	predicted	predict	VERB
aiti-12687	281	15	and	and	CCONJ
aiti-12687	281	16	actual	actual	ADJ
aiti-12687	281	17	low	low	ADJ
aiti-12687	281	18	-	-	PUNCT
aiti-12687	281	19	rise	rise	NOUN
aiti-12687	281	20	building	building	NOUN
aiti-12687	281	21	prices	price	NOUN
aiti-12687	281	22	.	.	PUNCT
aiti-12687	282	1	this	this	DET
aiti-12687	282	2	metric	metric	NOUN
aiti-12687	282	3	is	be	AUX
aiti-12687	282	4	beneficial	beneficial	ADJ
aiti-12687	282	5	in	in	ADP
aiti-12687	282	6	dealing	deal	VERB
aiti-12687	282	7	with	with	ADP
aiti-12687	282	8	uniform	uniform	ADJ
aiti-12687	282	9	forecast	forecast	NOUN
aiti-12687	282	10	errors	error	NOUN
aiti-12687	282	11	,	,	PUNCT
aiti-12687	282	12	as	as	SCONJ
aiti-12687	282	13	it	it	PRON
aiti-12687	282	14	equalizes	equalize	VERB
aiti-12687	282	15	the	the	DET
aiti-12687	282	16	discrepancies	discrepancy	NOUN
aiti-12687	282	17	in	in	ADP
aiti-12687	282	18	the	the	DET
aiti-12687	282	19	data	datum	NOUN
aiti-12687	282	20	.	.	PUNCT
aiti-12687	283	1	it	it	PRON
aiti-12687	283	2	is	be	AUX
aiti-12687	283	3	frequently	frequently	ADV
aiti-12687	283	4	employed	employ	VERB
aiti-12687	283	5	for	for	ADP
aiti-12687	283	6	regression	regression	NOUN
aiti-12687	283	7	problems	problem	NOUN
aiti-12687	283	8	and	and	CCONJ
aiti-12687	283	9	to	to	PART
aiti-12687	283	10	evaluate	evaluate	VERB
aiti-12687	283	11	the	the	DET
aiti-12687	283	12	overall	overall	ADJ
aiti-12687	283	13	accuracy	accuracy	NOUN
aiti-12687	283	14	of	of	ADP
aiti-12687	283	15	forecasts	forecast	NOUN
aiti-12687	283	16	.	.	PUNCT
aiti-12687	284	1	a	a	DET
aiti-12687	284	2	smaller	small	ADJ
aiti-12687	284	3	mae	mae	PROPN
aiti-12687	284	4	indicates	indicate	VERB
aiti-12687	284	5	better	well	ADJ
aiti-12687	284	6	forecasting	forecasting	NOUN
aiti-12687	284	7	performance	performance	NOUN
aiti-12687	284	8	in	in	ADP
aiti-12687	284	9	predicting	predict	VERB
aiti-12687	284	10	low	low	ADJ
aiti-12687	284	11	-	-	PUNCT
aiti-12687	284	12	rise	rise	NOUN
aiti-12687	284	13	building	building	NOUN
aiti-12687	284	14	prices	price	NOUN
aiti-12687	284	15	,	,	PUNCT
aiti-12687	284	16	reflecting	reflect	VERB
aiti-12687	284	17	a	a	DET
aiti-12687	284	18	closer	close	ADJ
aiti-12687	284	19	alignment	alignment	NOUN
aiti-12687	284	20	between	between	ADP
aiti-12687	284	21	the	the	DET
aiti-12687	284	22	predicted	predict	VERB
aiti-12687	284	23	values	value	NOUN
aiti-12687	284	24	and	and	CCONJ
aiti-12687	284	25	the	the	DET
aiti-12687	284	26	actual	actual	ADJ
aiti-12687	284	27	costs	cost	NOUN
aiti-12687	284	28	.	.	PUNCT
aiti-12687	285	1	(	(	PUNCT
aiti-12687	285	2	)	)	PUNCT
aiti-12687	285	3	(	(	PUNCT
aiti-12687	285	4	)	)	PUNCT
aiti-12687	285	5	1	1	NUM
aiti-12687	285	6	1	1	NUM
aiti-12687	285	7	=	=	SYM
aiti-12687	285	8	=	=	SYM
aiti-12687	285	9	−	−	NOUN
aiti-12687	285	10	n	n	NOUN
aiti-12687	286	1	i	i	PRON
aiti-12687	286	2	pred	pre	VERB
aiti-12687	286	3	i	i	PRON
aiti-12687	286	4	actual	actual	ADJ
aiti-12687	287	1	i	i	PRON
aiti-12687	287	2	mae	mae	PROPN
aiti-12687	287	3	y	y	PROPN
aiti-12687	287	4	y	y	PROPN
aiti-12687	287	5	n	n	PROPN
aiti-12687	287	6	(	(	PUNCT
aiti-12687	287	7	3	3	NUM
aiti-12687	287	8	)	)	PUNCT
aiti-12687	287	9	where	where	SCONJ
aiti-12687	287	10	yi(actual	yi(actual	ADJ
aiti-12687	287	11	)	)	PUNCT
aiti-12687	287	12	is	be	AUX
aiti-12687	287	13	the	the	DET
aiti-12687	287	14	actual	actual	ADJ
aiti-12687	287	15	low	low	ADJ
aiti-12687	287	16	-	-	PUNCT
aiti-12687	287	17	rise	rise	NOUN
aiti-12687	287	18	building	building	NOUN
aiti-12687	287	19	prices	price	NOUN
aiti-12687	287	20	,	,	PUNCT
aiti-12687	287	21	n	n	X
aiti-12687	287	22	is	be	AUX
aiti-12687	287	23	the	the	DET
aiti-12687	287	24	total	total	ADJ
aiti-12687	287	25	number	number	NOUN
aiti-12687	287	26	of	of	ADP
aiti-12687	287	27	observations	observation	NOUN
aiti-12687	287	28	,	,	PUNCT
aiti-12687	287	29	and	and	CCONJ
aiti-12687	287	30	yi(pred	yi(pre	VERB
aiti-12687	287	31	)	)	PUNCT
aiti-12687	287	32	is	be	AUX
aiti-12687	287	33	the	the	DET
aiti-12687	287	34	predicted	predict	VERB
aiti-12687	287	35	low	low	ADJ
aiti-12687	287	36	-	-	PUNCT
aiti-12687	287	37	rise	rise	NOUN
aiti-12687	287	38	building	building	NOUN
aiti-12687	287	39	prices	price	NOUN
aiti-12687	287	40	[	[	X
aiti-12687	287	41	29	29	NUM
aiti-12687	287	42	]	]	PUNCT
aiti-12687	287	43	.	.	PUNCT
aiti-12687	288	1	mse	mse	PROPN
aiti-12687	288	2	is	be	AUX
aiti-12687	288	3	a	a	DET
aiti-12687	288	4	metric	metric	ADJ
aiti-12687	288	5	used	use	VERB
aiti-12687	288	6	to	to	PART
aiti-12687	288	7	assess	assess	VERB
aiti-12687	288	8	the	the	DET
aiti-12687	288	9	accuracy	accuracy	NOUN
aiti-12687	288	10	of	of	ADP
aiti-12687	288	11	predicting	predict	VERB
aiti-12687	288	12	low	low	ADJ
aiti-12687	288	13	-	-	PUNCT
aiti-12687	288	14	rise	rise	NOUN
aiti-12687	288	15	building	building	NOUN
aiti-12687	288	16	prices	price	NOUN
aiti-12687	288	17	.	.	PUNCT
aiti-12687	289	1	it	it	PRON
aiti-12687	289	2	is	be	AUX
aiti-12687	289	3	computed	compute	VERB
aiti-12687	289	4	by	by	ADP
aiti-12687	289	5	taking	take	VERB
aiti-12687	289	6	the	the	DET
aiti-12687	289	7	average	average	NOUN
aiti-12687	289	8	of	of	ADP
aiti-12687	289	9	the	the	DET
aiti-12687	289	10	squared	square	VERB
aiti-12687	289	11	differences	difference	NOUN
aiti-12687	289	12	between	between	ADP
aiti-12687	289	13	the	the	DET
aiti-12687	289	14	actual	actual	ADJ
aiti-12687	289	15	and	and	CCONJ
aiti-12687	289	16	predicted	predict	VERB
aiti-12687	289	17	values	value	NOUN
aiti-12687	289	18	.	.	PUNCT
aiti-12687	290	1	in	in	ADP
aiti-12687	290	2	other	other	ADJ
aiti-12687	290	3	words	word	NOUN
aiti-12687	290	4	,	,	PUNCT
aiti-12687	290	5	the	the	DET
aiti-12687	290	6	method	method	NOUN
aiti-12687	290	7	encompasses	encompass	VERB
aiti-12687	290	8	the	the	DET
aiti-12687	290	9	calculation	calculation	NOUN
aiti-12687	290	10	of	of	ADP
aiti-12687	290	11	the	the	DET
aiti-12687	290	12	squared	square	VERB
aiti-12687	290	13	discrepancy	discrepancy	NOUN
aiti-12687	290	14	between	between	ADP
aiti-12687	290	15	the	the	DET
aiti-12687	290	16	projected	project	VERB
aiti-12687	290	17	and	and	CCONJ
aiti-12687	290	18	actual	actual	ADJ
aiti-12687	290	19	prices	price	NOUN
aiti-12687	290	20	of	of	ADP
aiti-12687	290	21	low	low	ADJ
aiti-12687	290	22	-	-	PUNCT
aiti-12687	290	23	rise	rise	NOUN
aiti-12687	290	24	buildings	building	NOUN
aiti-12687	290	25	for	for	ADP
aiti-12687	290	26	each	each	DET
aiti-12687	290	27	prediction	prediction	NOUN
aiti-12687	290	28	instance	instance	NOUN
aiti-12687	290	29	.	.	PUNCT
aiti-12687	291	1	after	after	ADP
aiti-12687	291	2	this	this	DET
aiti-12687	291	3	computation	computation	NOUN
aiti-12687	291	4	,	,	PUNCT
aiti-12687	291	5	an	an	DET
aiti-12687	291	6	averaging	averaging	NOUN
aiti-12687	291	7	procedure	procedure	NOUN
aiti-12687	291	8	is	be	AUX
aiti-12687	291	9	applied	apply	VERB
aiti-12687	291	10	to	to	ADP
aiti-12687	291	11	these	these	DET
aiti-12687	291	12	squared	square	VERB
aiti-12687	291	13	discrepancies	discrepancy	NOUN
aiti-12687	291	14	,	,	PUNCT
aiti-12687	291	15	yielding	yield	VERB
aiti-12687	291	16	the	the	DET
aiti-12687	291	17	resultant	resultant	NOUN
aiti-12687	291	18	mse	mse	NOUN
aiti-12687	291	19	.	.	PUNCT
aiti-12687	292	1	the	the	DET
aiti-12687	292	2	mse	mse	PROPN
aiti-12687	292	3	penalizes	penalize	VERB
aiti-12687	292	4	large	large	ADJ
aiti-12687	292	5	prediction	prediction	NOUN
aiti-12687	292	6	errors	error	NOUN
aiti-12687	292	7	more	more	ADV
aiti-12687	292	8	severely	severely	ADV
aiti-12687	292	9	than	than	ADP
aiti-12687	292	10	small	small	ADJ
aiti-12687	292	11	ones	one	NOUN
aiti-12687	292	12	,	,	PUNCT
aiti-12687	292	13	providing	provide	VERB
aiti-12687	292	14	a	a	DET
aiti-12687	292	15	way	way	NOUN
aiti-12687	292	16	to	to	PART
aiti-12687	292	17	quantify	quantify	VERB
aiti-12687	292	18	the	the	DET
aiti-12687	292	19	overall	overall	ADJ
aiti-12687	292	20	accuracy	accuracy	NOUN
aiti-12687	292	21	of	of	ADP
aiti-12687	292	22	the	the	DET
aiti-12687	292	23	prediction	prediction	NOUN
aiti-12687	292	24	model	model	NOUN
aiti-12687	292	25	.	.	PUNCT
aiti-12687	293	1	lower	low	ADJ
aiti-12687	293	2	mse	mse	PROPN
aiti-12687	293	3	values	value	NOUN
aiti-12687	293	4	indicate	indicate	VERB
aiti-12687	293	5	better	well	ADJ
aiti-12687	293	6	predictive	predictive	ADJ
aiti-12687	293	7	performance	performance	NOUN
aiti-12687	293	8	,	,	PUNCT
aiti-12687	293	9	indicating	indicate	VERB
aiti-12687	293	10	smaller	small	ADJ
aiti-12687	293	11	differences	difference	NOUN
aiti-12687	293	12	between	between	ADP
aiti-12687	293	13	predicted	predict	VERB
aiti-12687	293	14	and	and	CCONJ
aiti-12687	293	15	actual	actual	ADJ
aiti-12687	293	16	lowrise	lowrise	NOUN
aiti-12687	293	17	building	building	NOUN
aiti-12687	293	18	prices	price	NOUN
aiti-12687	293	19	[	[	X
aiti-12687	293	20	22	22	NUM
aiti-12687	293	21	]	]	PUNCT
aiti-12687	293	22	.	.	PUNCT
aiti-12687	294	1	(	(	PUNCT
aiti-12687	294	2	)	)	PUNCT
aiti-12687	294	3	2	2	NUM
aiti-12687	294	4	(	(	PUNCT
aiti-12687	294	5	)	)	PUNCT
aiti-12687	294	6	(	(	PUNCT
aiti-12687	294	7	)	)	PUNCT
aiti-12687	294	8	1	1	NUM
aiti-12687	294	9	1	1	NUM
aiti-12687	294	10	=	=	SYM
aiti-12687	294	11	=	=	SYM
aiti-12687	294	12	−	−	NOUN
aiti-12687	294	13	n	n	NOUN
aiti-12687	295	1	i	i	PRON
aiti-12687	295	2	pred	pre	VERB
aiti-12687	295	3	i	i	PRON
aiti-12687	295	4	actual	actual	ADJ
aiti-12687	295	5	i	i	PRON
aiti-12687	295	6	mse	mse	VERB
aiti-12687	295	7	y	y	PROPN
aiti-12687	295	8	y	y	PROPN
aiti-12687	295	9	n	n	PROPN
aiti-12687	295	10	(	(	PUNCT
aiti-12687	295	11	4	4	X
aiti-12687	295	12	)	)	PUNCT
aiti-12687	295	13	rmse	rmse	NOUN
aiti-12687	295	14	is	be	AUX
aiti-12687	295	15	a	a	DET
aiti-12687	295	16	widely	widely	ADV
aiti-12687	295	17	used	use	VERB
aiti-12687	295	18	metric	metric	NOUN
aiti-12687	295	19	for	for	ADP
aiti-12687	295	20	the	the	DET
aiti-12687	295	21	accuracy	accuracy	NOUN
aiti-12687	295	22	evaluation	evaluation	NOUN
aiti-12687	295	23	of	of	ADP
aiti-12687	295	24	low	low	ADJ
aiti-12687	295	25	-	-	PUNCT
aiti-12687	295	26	rise	rise	NOUN
aiti-12687	295	27	building	building	NOUN
aiti-12687	295	28	price	price	NOUN
aiti-12687	295	29	predictions	prediction	NOUN
aiti-12687	295	30	.	.	PUNCT
aiti-12687	296	1	it	it	PRON
aiti-12687	296	2	is	be	AUX
aiti-12687	296	3	calculated	calculate	VERB
aiti-12687	296	4	by	by	ADP
aiti-12687	296	5	taking	take	VERB
aiti-12687	296	6	the	the	DET
aiti-12687	296	7	square	square	ADJ
aiti-12687	296	8	root	root	NOUN
aiti-12687	296	9	of	of	ADP
aiti-12687	296	10	the	the	DET
aiti-12687	296	11	average	average	NOUN
aiti-12687	296	12	of	of	ADP
aiti-12687	296	13	the	the	DET
aiti-12687	296	14	squared	square	VERB
aiti-12687	296	15	differences	difference	NOUN
aiti-12687	296	16	between	between	ADP
aiti-12687	296	17	the	the	DET
aiti-12687	296	18	predicted	predict	VERB
aiti-12687	296	19	and	and	CCONJ
aiti-12687	296	20	actual	actual	ADJ
aiti-12687	296	21	low	low	ADJ
aiti-12687	296	22	-	-	PUNCT
aiti-12687	296	23	rise	rise	NOUN
aiti-12687	296	24	building	building	NOUN
aiti-12687	296	25	prices	price	NOUN
aiti-12687	296	26	.	.	PUNCT
aiti-12687	297	1	rmse	rmse	PROPN
aiti-12687	297	2	is	be	AUX
aiti-12687	297	3	highly	highly	ADV
aiti-12687	297	4	regarded	regard	VERB
aiti-12687	297	5	for	for	ADP
aiti-12687	297	6	its	its	PRON
aiti-12687	297	7	ability	ability	NOUN
aiti-12687	297	8	to	to	PART
aiti-12687	297	9	handle	handle	VERB
aiti-12687	297	10	outliers	outlier	NOUN
aiti-12687	297	11	in	in	ADP
aiti-12687	297	12	the	the	DET
aiti-12687	297	13	data	data	NOUN
aiti-12687	297	14	effectively	effectively	ADV
aiti-12687	297	15	[	[	X
aiti-12687	297	16	22	22	NUM
aiti-12687	297	17	]	]	PUNCT
aiti-12687	297	18	,	,	PUNCT
aiti-12687	297	19	enabling	enable	VERB
aiti-12687	297	20	the	the	DET
aiti-12687	297	21	identification	identification	NOUN
aiti-12687	297	22	and	and	CCONJ
aiti-12687	297	23	elimination	elimination	NOUN
aiti-12687	297	24	of	of	ADP
aiti-12687	297	25	extreme	extreme	ADJ
aiti-12687	297	26	discrepancies	discrepancy	NOUN
aiti-12687	297	27	to	to	PART
aiti-12687	297	28	emerge	emerge	VERB
aiti-12687	297	29	in	in	ADP
aiti-12687	297	30	predictions	prediction	NOUN
aiti-12687	297	31	.	.	PUNCT
aiti-12687	298	1	moreover	moreover	ADV
aiti-12687	298	2	,	,	PUNCT
aiti-12687	298	3	rmse	rmse	NOUN
aiti-12687	298	4	puts	put	VERB
aiti-12687	298	5	more	more	ADJ
aiti-12687	298	6	emphasis	emphasis	NOUN
aiti-12687	298	7	on	on	ADP
aiti-12687	298	8	larger	large	ADJ
aiti-12687	298	9	errors	error	NOUN
aiti-12687	298	10	.	.	PUNCT
aiti-12687	299	1	consequently	consequently	ADV
aiti-12687	299	2	,	,	PUNCT
aiti-12687	299	3	it	it	PRON
aiti-12687	299	4	is	be	AUX
aiti-12687	299	5	recognized	recognize	VERB
aiti-12687	299	6	as	as	ADP
aiti-12687	299	7	a	a	DET
aiti-12687	299	8	valuable	valuable	ADJ
aiti-12687	299	9	primary	primary	ADJ
aiti-12687	299	10	error	error	NOUN
aiti-12687	299	11	metric	metric	NOUN
aiti-12687	299	12	for	for	ADP
aiti-12687	299	13	assessing	assess	VERB
aiti-12687	299	14	the	the	DET
aiti-12687	299	15	performance	performance	NOUN
aiti-12687	299	16	of	of	ADP
aiti-12687	299	17	low	low	ADJ
aiti-12687	299	18	-	-	PUNCT
aiti-12687	299	19	rise	rise	NOUN
aiti-12687	299	20	building	building	NOUN
aiti-12687	299	21	price	price	NOUN
aiti-12687	299	22	-	-	PUNCT
aiti-12687	299	23	prediction	prediction	NOUN
aiti-12687	299	24	models	model	NOUN
aiti-12687	299	25	.	.	PUNCT
aiti-12687	300	1	(	(	PUNCT
aiti-12687	300	2	)	)	PUNCT
aiti-12687	300	3	2	2	NUM
aiti-12687	300	4	(	(	PUNCT
aiti-12687	300	5	)	)	PUNCT
aiti-12687	300	6	(	(	PUNCT
aiti-12687	300	7	)	)	PUNCT
aiti-12687	300	8	1	1	NUM
aiti-12687	300	9	1	1	NUM
aiti-12687	300	10	=	=	SYM
aiti-12687	300	11	=	=	SYM
aiti-12687	300	12	−	−	NOUN
aiti-12687	300	13	n	n	NOUN
aiti-12687	301	1	i	i	PRON
aiti-12687	301	2	pred	pre	VERB
aiti-12687	301	3	i	i	PRON
aiti-12687	301	4	actual	actual	ADJ
aiti-12687	302	1	i	i	PRON
aiti-12687	302	2	rmse	rmse	VERB
aiti-12687	302	3	y	y	PROPN
aiti-12687	302	4	y	y	PROPN
aiti-12687	302	5	n	n	PROPN
aiti-12687	302	6	(	(	PUNCT
aiti-12687	302	7	5	5	NUM
aiti-12687	302	8	)	)	PUNCT
aiti-12687	302	9	determination	determination	NOUN
aiti-12687	302	10	coefficient	coefficient	NOUN
aiti-12687	302	11	(	(	PUNCT
aiti-12687	302	12	r2	r2	PROPN
aiti-12687	302	13	)	)	PUNCT
aiti-12687	302	14	is	be	AUX
aiti-12687	302	15	a	a	DET
aiti-12687	302	16	critical	critical	ADJ
aiti-12687	302	17	metric	metric	NOUN
aiti-12687	302	18	that	that	PRON
aiti-12687	302	19	gauges	gauge	VERB
aiti-12687	302	20	the	the	DET
aiti-12687	302	21	proportion	proportion	NOUN
aiti-12687	302	22	of	of	ADP
aiti-12687	302	23	variance	variance	NOUN
aiti-12687	302	24	in	in	ADP
aiti-12687	302	25	predicted	predict	VERB
aiti-12687	302	26	low	low	ADJ
aiti-12687	302	27	-	-	PUNCT
aiti-12687	302	28	rise	rise	NOUN
aiti-12687	302	29	building	building	NOUN
aiti-12687	302	30	prices	price	NOUN
aiti-12687	302	31	attributed	attribute	VERB
aiti-12687	302	32	to	to	ADP
aiti-12687	302	33	the	the	DET
aiti-12687	302	34	model	model	NOUN
aiti-12687	302	35	’s	’s	PART
aiti-12687	302	36	predictions	prediction	NOUN
aiti-12687	302	37	.	.	PUNCT
aiti-12687	303	1	with	with	ADP
aiti-12687	303	2	values	value	NOUN
aiti-12687	303	3	ranging	range	VERB
aiti-12687	303	4	from	from	ADP
aiti-12687	303	5	0	0	NUM
aiti-12687	303	6	to	to	ADP
aiti-12687	303	7	1	1	NUM
aiti-12687	303	8	[	[	X
aiti-12687	303	9	22	22	NUM
aiti-12687	303	10	]	]	PUNCT
aiti-12687	303	11	,	,	PUNCT
aiti-12687	303	12	an	an	DET
aiti-12687	303	13	r2	r2	NOUN
aiti-12687	303	14	value	value	NOUN
aiti-12687	303	15	of	of	ADP
aiti-12687	303	16	0	0	NUM
aiti-12687	303	17	suggests	suggest	VERB
aiti-12687	303	18	poor	poor	ADJ
aiti-12687	303	19	model	model	NOUN
aiti-12687	303	20	performance	performance	NOUN
aiti-12687	303	21	,	,	PUNCT
aiti-12687	303	22	while	while	SCONJ
aiti-12687	303	23	1	1	NUM
aiti-12687	303	24	indicates	indicate	VERB
aiti-12687	303	25	a	a	DET
aiti-12687	303	26	perfect	perfect	ADJ
aiti-12687	303	27	fit	fit	NOUN
aiti-12687	303	28	between	between	ADP
aiti-12687	303	29	forecast	forecast	NOUN
aiti-12687	303	30	and	and	CCONJ
aiti-12687	303	31	actual	actual	ADJ
aiti-12687	303	32	values	value	NOUN
aiti-12687	303	33	.	.	PUNCT
aiti-12687	304	1	this	this	DET
aiti-12687	304	2	metric	metric	NOUN
aiti-12687	304	3	provides	provide	VERB
aiti-12687	304	4	insights	insight	NOUN
aiti-12687	304	5	into	into	ADP
aiti-12687	304	6	the	the	DET
aiti-12687	304	7	goodnessof	goodnessof	NOUN
aiti-12687	304	8	-	-	PUNCT
aiti-12687	304	9	fit	fit	NOUN
aiti-12687	304	10	of	of	ADP
aiti-12687	304	11	a	a	DET
aiti-12687	304	12	low	low	ADJ
aiti-12687	304	13	-	-	PUNCT
aiti-12687	304	14	rise	rise	NOUN
aiti-12687	304	15	building	building	NOUN
aiti-12687	304	16	price	price	NOUN
aiti-12687	304	17	prediction	prediction	NOUN
aiti-12687	304	18	model	model	NOUN
aiti-12687	304	19	and	and	CCONJ
aiti-12687	304	20	conduces	conduce	NOUN
aiti-12687	304	21	to	to	ADP
aiti-12687	304	22	understanding	understand	VERB
aiti-12687	304	23	the	the	DET
aiti-12687	304	24	model	model	NOUN
aiti-12687	304	25	’s	’s	PART
aiti-12687	304	26	ability	ability	NOUN
aiti-12687	304	27	to	to	PART
aiti-12687	304	28	capture	capture	VERB
aiti-12687	304	29	variations	variation	NOUN
aiti-12687	304	30	in	in	ADP
aiti-12687	304	31	the	the	DET
aiti-12687	304	32	data	datum	NOUN
aiti-12687	304	33	.	.	PUNCT
aiti-12687	305	1	low	low	ADJ
aiti-12687	305	2	-	-	PUNCT
aiti-12687	305	3	rise	rise	NOUN
aiti-12687	305	4	building	building	NOUN
aiti-12687	305	5	price	price	NOUN
aiti-12687	305	6	prediction	prediction	NOUN
aiti-12687	305	7	success	success	NOUN
aiti-12687	305	8	hinges	hinge	VERB
aiti-12687	305	9	on	on	ADP
aiti-12687	305	10	choosing	choose	VERB
aiti-12687	305	11	the	the	DET
aiti-12687	305	12	most	most	ADV
aiti-12687	305	13	suitable	suitable	ADJ
aiti-12687	305	14	algorithm	algorithm	NOUN
aiti-12687	305	15	.	.	PUNCT
aiti-12687	306	1	the	the	DET
aiti-12687	306	2	performance	performance	NOUN
aiti-12687	306	3	assessment	assessment	NOUN
aiti-12687	306	4	of	of	ADP
aiti-12687	306	5	different	different	ADJ
aiti-12687	306	6	algorithms	algorithm	NOUN
aiti-12687	306	7	is	be	AUX
aiti-12687	306	8	conducted	conduct	VERB
aiti-12687	306	9	with	with	ADP
aiti-12687	306	10	meticulous	meticulous	ADJ
aiti-12687	306	11	consideration	consideration	NOUN
aiti-12687	306	12	,	,	PUNCT
aiti-12687	306	13	employing	employ	VERB
aiti-12687	306	14	relevant	relevant	ADJ
aiti-12687	306	15	evaluation	evaluation	NOUN
aiti-12687	306	16	metrics	metric	NOUN
aiti-12687	306	17	such	such	ADJ
aiti-12687	306	18	as	as	ADP
aiti-12687	306	19	mse	mse	NOUN
aiti-12687	306	20	or	or	CCONJ
aiti-12687	306	21	mae	mae	PROPN
aiti-12687	306	22	on	on	ADP
aiti-12687	306	23	the	the	DET
aiti-12687	306	24	validation	validation	NOUN
aiti-12687	306	25	dataset	dataset	NOUN
aiti-12687	306	26	.	.	PUNCT
aiti-12687	307	1	the	the	DET
aiti-12687	307	2	algorithm	algorithm	NOUN
aiti-12687	307	3	demonstrating	demonstrate	VERB
aiti-12687	307	4	superior	superior	ADJ
aiti-12687	307	5	predictive	predictive	ADJ
aiti-12687	307	6	performance	performance	NOUN
aiti-12687	307	7	and	and	CCONJ
aiti-12687	307	8	robust	robust	ADJ
aiti-12687	307	9	generalization	generalization	NOUN
aiti-12687	307	10	capability	capability	NOUN
aiti-12687	307	11	is	be	AUX
aiti-12687	307	12	selected	select	VERB
aiti-12687	307	13	as	as	ADP
aiti-12687	307	14	the	the	DET
aiti-12687	307	15	prediction	prediction	NOUN
aiti-12687	307	16	model	model	NOUN
aiti-12687	307	17	.	.	PUNCT
aiti-12687	308	1	advances	advance	NOUN
aiti-12687	308	2	in	in	ADP
aiti-12687	308	3	technology	technology	NOUN
aiti-12687	308	4	innovation	innovation	NOUN
aiti-12687	308	5	,	,	PUNCT
aiti-12687	308	6	vol	vol	NOUN
aiti-12687	308	7	.	.	PUNCT
aiti-12687	309	1	x	x	X
aiti-12687	309	2	,	,	PUNCT
aiti-12687	309	3	no	no	INTJ
aiti-12687	309	4	.	.	PUNCT
aiti-12687	310	1	x	x	X
aiti-12687	310	2	,	,	PUNCT
aiti-12687	310	3	20xx	20xx	ADJ
aiti-12687	310	4	,	,	PUNCT
aiti-12687	310	5	pp	pp	PROPN
aiti-12687	310	6	.	.	PUNCT
aiti-12687	311	1	xx	xx	X
aiti-12687	311	2	-	-	SYM
aiti-12687	311	3	xx	xx	NUM
aiti-12687	311	4	24	24	NUM
aiti-12687	311	5	in	in	ADP
aiti-12687	311	6	summary	summary	NOUN
aiti-12687	311	7	,	,	PUNCT
aiti-12687	311	8	the	the	DET
aiti-12687	311	9	methodologies	methodology	NOUN
aiti-12687	311	10	including	include	VERB
aiti-12687	311	11	encompassing	encompass	VERB
aiti-12687	311	12	critical	critical	ADJ
aiti-12687	311	13	stages	stage	NOUN
aiti-12687	311	14	from	from	ADP
aiti-12687	311	15	data	datum	NOUN
aiti-12687	311	16	selection	selection	NOUN
aiti-12687	311	17	,	,	PUNCT
aiti-12687	311	18	preprocessing	preprocesse	VERB
aiti-12687	311	19	to	to	ADP
aiti-12687	311	20	model	model	NOUN
aiti-12687	311	21	training	training	NOUN
aiti-12687	311	22	,	,	PUNCT
aiti-12687	311	23	and	and	CCONJ
aiti-12687	311	24	algorithm	algorithm	NOUN
aiti-12687	311	25	choice	choice	NOUN
aiti-12687	311	26	comprehensively	comprehensively	ADV
aiti-12687	311	27	address	address	VERB
aiti-12687	311	28	low	low	ADJ
aiti-12687	311	29	-	-	PUNCT
aiti-12687	311	30	rise	rise	NOUN
aiti-12687	311	31	building	building	NOUN
aiti-12687	311	32	price	price	NOUN
aiti-12687	311	33	prediction	prediction	NOUN
aiti-12687	311	34	.	.	PUNCT
aiti-12687	312	1	by	by	ADP
aiti-12687	312	2	following	follow	VERB
aiti-12687	312	3	this	this	DET
aiti-12687	312	4	systematic	systematic	ADJ
aiti-12687	312	5	approach	approach	NOUN
aiti-12687	312	6	,	,	PUNCT
aiti-12687	312	7	real	real	ADJ
aiti-12687	312	8	estate	estate	NOUN
aiti-12687	312	9	professionals	professional	NOUN
aiti-12687	312	10	,	,	PUNCT
aiti-12687	312	11	investors	investor	NOUN
aiti-12687	312	12	,	,	PUNCT
aiti-12687	312	13	and	and	CCONJ
aiti-12687	312	14	analysts	analyst	NOUN
aiti-12687	312	15	can	can	AUX
aiti-12687	312	16	confidently	confidently	ADV
aiti-12687	312	17	make	make	VERB
aiti-12687	312	18	informed	informed	ADJ
aiti-12687	312	19	decisions	decision	NOUN
aiti-12687	312	20	based	base	VERB
aiti-12687	312	21	on	on	ADP
aiti-12687	312	22	accurate	accurate	ADJ
aiti-12687	312	23	lowrise	lowrise	NOUN
aiti-12687	312	24	building	building	NOUN
aiti-12687	312	25	price	price	NOUN
aiti-12687	312	26	predictions	prediction	NOUN
aiti-12687	312	27	.	.	PUNCT
aiti-12687	313	1	2.7	2.7	NUM
aiti-12687	313	2	.	.	PUNCT
aiti-12687	313	3	hyperparameter	hyperparameter	NOUN
aiti-12687	313	4	tuning	tune	VERB
aiti-12687	313	5	with	with	ADP
aiti-12687	313	6	the	the	DET
aiti-12687	313	7	data	data	NOUN
aiti-12687	313	8	preprocessing	preprocessing	NOUN
aiti-12687	313	9	phase	phase	NOUN
aiti-12687	313	10	,	,	PUNCT
aiti-12687	313	11	the	the	DET
aiti-12687	313	12	performance	performance	NOUN
aiti-12687	313	13	of	of	ADP
aiti-12687	313	14	the	the	DET
aiti-12687	313	15	base	base	NOUN
aiti-12687	313	16	models	model	NOUN
aiti-12687	313	17	underwent	undergo	VERB
aiti-12687	313	18	a	a	DET
aiti-12687	313	19	comparative	comparative	ADJ
aiti-12687	313	20	analysis	analysis	NOUN
aiti-12687	313	21	.	.	PUNCT
aiti-12687	314	1	to	to	PART
aiti-12687	314	2	assess	assess	VERB
aiti-12687	314	3	the	the	DET
aiti-12687	314	4	effectiveness	effectiveness	NOUN
aiti-12687	314	5	of	of	ADP
aiti-12687	314	6	these	these	DET
aiti-12687	314	7	base	base	NOUN
aiti-12687	314	8	models	model	NOUN
aiti-12687	314	9	,	,	PUNCT
aiti-12687	314	10	it	it	PRON
aiti-12687	314	11	becomes	become	VERB
aiti-12687	314	12	imperative	imperative	ADJ
aiti-12687	314	13	to	to	PART
aiti-12687	314	14	identify	identify	VERB
aiti-12687	314	15	the	the	DET
aiti-12687	314	16	most	most	ADV
aiti-12687	314	17	suitable	suitable	ADJ
aiti-12687	314	18	hyperparameters	hyperparameter	NOUN
aiti-12687	314	19	for	for	ADP
aiti-12687	314	20	each	each	DET
aiti-12687	314	21	model	model	NOUN
aiti-12687	314	22	.	.	PUNCT
aiti-12687	315	1	initially	initially	ADV
aiti-12687	315	2	,	,	PUNCT
aiti-12687	315	3	the	the	DET
aiti-12687	315	4	raw	raw	ADJ
aiti-12687	315	5	dataset	dataset	NOUN
aiti-12687	315	6	is	be	AUX
aiti-12687	315	7	randomly	randomly	ADV
aiti-12687	315	8	divided	divide	VERB
aiti-12687	315	9	into	into	ADP
aiti-12687	315	10	two	two	NUM
aiti-12687	315	11	distinct	distinct	ADJ
aiti-12687	315	12	subsets	subset	NOUN
aiti-12687	315	13	,	,	PUNCT
aiti-12687	315	14	comprising	comprise	VERB
aiti-12687	315	15	a	a	DET
aiti-12687	315	16	training	training	NOUN
aiti-12687	315	17	set	set	NOUN
aiti-12687	315	18	and	and	CCONJ
aiti-12687	315	19	a	a	DET
aiti-12687	315	20	testing	testing	NOUN
aiti-12687	315	21	set	set	NOUN
aiti-12687	315	22	.	.	PUNCT
aiti-12687	316	1	the	the	DET
aiti-12687	316	2	optimal	optimal	ADJ
aiti-12687	316	3	hyperparameter	hyperparameter	NOUN
aiti-12687	316	4	values	value	NOUN
aiti-12687	316	5	for	for	ADP
aiti-12687	316	6	the	the	DET
aiti-12687	316	7	base	base	NOUN
aiti-12687	316	8	models	model	NOUN
aiti-12687	316	9	,	,	PUNCT
aiti-12687	316	10	as	as	SCONJ
aiti-12687	316	11	determined	determine	VERB
aiti-12687	316	12	by	by	ADP
aiti-12687	316	13	the	the	DET
aiti-12687	316	14	highest	high	ADJ
aiti-12687	316	15	r2	r2	NOUN
aiti-12687	316	16	score	score	NOUN
aiti-12687	316	17	during	during	ADP
aiti-12687	316	18	the	the	DET
aiti-12687	316	19	search	search	NOUN
aiti-12687	316	20	in	in	ADP
aiti-12687	316	21	the	the	DET
aiti-12687	316	22	hyperparameter	hyperparameter	NOUN
aiti-12687	316	23	space	space	NOUN
aiti-12687	316	24	,	,	PUNCT
aiti-12687	316	25	are	be	AUX
aiti-12687	316	26	presented	present	VERB
aiti-12687	316	27	in	in	ADP
aiti-12687	316	28	table	table	NOUN
aiti-12687	316	29	2	2	NUM
aiti-12687	316	30	.	.	PUNCT
aiti-12687	316	31	table	table	NOUN
aiti-12687	316	32	2	2	NUM
aiti-12687	317	1	the	the	DET
aiti-12687	317	2	hyperparameter	hyperparameter	NOUN
aiti-12687	317	3	tuning	tune	VERB
aiti-12687	317	4	base	base	NOUN
aiti-12687	317	5	ml	ml	ADP
aiti-12687	317	6	models	model	NOUN
aiti-12687	317	7	hyperparameter	hyperparameter	NOUN
aiti-12687	317	8	values	value	VERB
aiti-12687	317	9	artificial	artificial	ADJ
aiti-12687	317	10	neural	neural	ADJ
aiti-12687	317	11	networks	network	NOUN
aiti-12687	317	12	(	(	PUNCT
aiti-12687	317	13	anns	anns	NOUN
aiti-12687	317	14	)	)	PUNCT
aiti-12687	317	15	activation	activation	NOUN
aiti-12687	317	16	function	function	NOUN
aiti-12687	317	17	relu	relu	NOUN
aiti-12687	317	18	learning	learning	NOUN
aiti-12687	317	19	rate	rate	NOUN
aiti-12687	317	20	0.001	0.001	NUM
aiti-12687	317	21	number	number	NOUN
aiti-12687	317	22	of	of	ADP
aiti-12687	317	23	epochs	epoch	NOUN
aiti-12687	317	24	1000	1000	NUM
aiti-12687	317	25	initializer	initializer	NOUN
aiti-12687	317	26	normal	normal	ADJ
aiti-12687	317	27	optimizer	optimizer	NOUN
aiti-12687	317	28	adam	adam	PROPN
aiti-12687	317	29	support	support	PROPN
aiti-12687	317	30	vector	vector	NOUN
aiti-12687	317	31	machines	machine	NOUN
aiti-12687	317	32	(	(	PUNCT
aiti-12687	317	33	svms	svms	NOUN
aiti-12687	317	34	)	)	PUNCT
aiti-12687	317	35	kernel	kernel	PROPN
aiti-12687	317	36	linear	linear	PROPN
aiti-12687	317	37	c	c	PROPN
aiti-12687	317	38	(	(	PUNCT
aiti-12687	317	39	regularization	regularization	NOUN
aiti-12687	317	40	parameter	parameter	NOUN
aiti-12687	317	41	)	)	PUNCT
aiti-12687	317	42	1000	1000	NUM
aiti-12687	317	43	gamma	gamma	NOUN
aiti-12687	317	44	(	(	PUNCT
aiti-12687	317	45	kernel	kernel	PROPN
aiti-12687	317	46	coefficient	coefficient	PROPN
aiti-12687	317	47	)	)	PUNCT
aiti-12687	317	48	scale	scale	NOUN
aiti-12687	317	49	epsilon	epsilon	PROPN
aiti-12687	317	50	0.05	0.05	NUM
aiti-12687	317	51	decision	decision	NOUN
aiti-12687	317	52	trees	tree	NOUN
aiti-12687	317	53	(	(	PUNCT
aiti-12687	317	54	dts	dts	NOUN
aiti-12687	317	55	)	)	PUNCT
aiti-12687	317	56	criterion	criterion	NOUN
aiti-12687	317	57	gini	gini	PROPN
aiti-12687	317	58	impurity	impurity	NOUN
aiti-12687	317	59	max	max	PROPN
aiti-12687	317	60	depth	depth	NOUN
aiti-12687	317	61	unlimited	unlimited	ADJ
aiti-12687	317	62	min	min	NOUN
aiti-12687	317	63	samples	sample	NOUN
aiti-12687	317	64	per	per	ADP
aiti-12687	317	65	leaf	leaf	NOUN
aiti-12687	317	66	2	2	NUM
aiti-12687	317	67	random	random	ADJ
aiti-12687	317	68	forest	forest	NOUN
aiti-12687	317	69	(	(	PUNCT
aiti-12687	317	70	rf	rf	NOUN
aiti-12687	317	71	)	)	PUNCT
aiti-12687	317	72	number	number	NOUN
aiti-12687	317	73	of	of	ADP
aiti-12687	317	74	trees	tree	NOUN
aiti-12687	317	75	100	100	NUM
aiti-12687	317	76	max	max	NOUN
aiti-12687	317	77	depth	depth	NOUN
aiti-12687	317	78	unlimited	unlimited	ADJ
aiti-12687	317	79	min	min	NOUN
aiti-12687	317	80	samples	sample	NOUN
aiti-12687	317	81	per	per	ADP
aiti-12687	317	82	leaf	leaf	NOUN
aiti-12687	317	83	2	2	NUM
aiti-12687	317	84	max	max	PROPN
aiti-12687	317	85	features	feature	VERB
aiti-12687	317	86	auto	auto	NOUN
aiti-12687	317	87	to	to	PART
aiti-12687	317	88	evaluate	evaluate	VERB
aiti-12687	317	89	and	and	CCONJ
aiti-12687	317	90	compare	compare	VERB
aiti-12687	317	91	the	the	DET
aiti-12687	317	92	performance	performance	NOUN
aiti-12687	317	93	of	of	ADP
aiti-12687	317	94	these	these	DET
aiti-12687	317	95	base	base	NOUN
aiti-12687	317	96	models	model	NOUN
aiti-12687	317	97	,	,	PUNCT
aiti-12687	317	98	a	a	DET
aiti-12687	317	99	ten	ten	ADJ
aiti-12687	317	100	-	-	ADJ
aiti-12687	317	101	fold	fold	ADJ
aiti-12687	317	102	cross	cross	ADJ
aiti-12687	317	103	-	-	ADJ
aiti-12687	317	104	validation	validation	ADJ
aiti-12687	317	105	technique	technique	NOUN
aiti-12687	317	106	was	be	AUX
aiti-12687	317	107	applied	apply	VERB
aiti-12687	317	108	,	,	PUNCT
aiti-12687	317	109	known	know	VERB
aiti-12687	317	110	for	for	ADP
aiti-12687	317	111	its	its	PRON
aiti-12687	317	112	established	establish	VERB
aiti-12687	317	113	effectiveness	effectiveness	NOUN
aiti-12687	317	114	in	in	ADP
aiti-12687	317	115	cross	cross	ADJ
aiti-12687	317	116	-	-	ADJ
aiti-12687	317	117	validation	validation	ADJ
aiti-12687	317	118	practices	practice	NOUN
aiti-12687	317	119	.	.	PUNCT
aiti-12687	318	1	the	the	DET
aiti-12687	318	2	hyperparameters	hyperparameter	NOUN
aiti-12687	318	3	,	,	PUNCT
aiti-12687	318	4	crucial	crucial	ADJ
aiti-12687	318	5	for	for	ADP
aiti-12687	318	6	each	each	DET
aiti-12687	318	7	model	model	NOUN
aiti-12687	318	8	,	,	PUNCT
aiti-12687	318	9	were	be	AUX
aiti-12687	318	10	employed	employ	VERB
aiti-12687	318	11	with	with	ADP
aiti-12687	318	12	the	the	DET
aiti-12687	318	13	values	value	NOUN
aiti-12687	318	14	derived	derive	VERB
aiti-12687	318	15	through	through	ADP
aiti-12687	318	16	a	a	DET
aiti-12687	318	17	grid	grid	NOUN
aiti-12687	318	18	search	search	NOUN
aiti-12687	318	19	,	,	PUNCT
aiti-12687	318	20	conducted	conduct	VERB
aiti-12687	318	21	in	in	ADP
aiti-12687	318	22	the	the	DET
aiti-12687	318	23	preceding	precede	VERB
aiti-12687	318	24	phase	phase	NOUN
aiti-12687	318	25	.	.	PUNCT
aiti-12687	319	1	3	3	X
aiti-12687	319	2	.	.	NOUN
aiti-12687	319	3	results	result	NOUN
aiti-12687	319	4	and	and	CCONJ
aiti-12687	319	5	discussion	discussion	NOUN
aiti-12687	319	6	in	in	ADP
aiti-12687	319	7	this	this	DET
aiti-12687	319	8	section	section	NOUN
aiti-12687	319	9	,	,	PUNCT
aiti-12687	319	10	the	the	DET
aiti-12687	319	11	outcomes	outcome	NOUN
aiti-12687	319	12	of	of	ADP
aiti-12687	319	13	the	the	DET
aiti-12687	319	14	model	model	NOUN
aiti-12687	319	15	development	development	NOUN
aiti-12687	319	16	and	and	CCONJ
aiti-12687	319	17	the	the	DET
aiti-12687	319	18	subsequent	subsequent	ADJ
aiti-12687	319	19	training	training	NOUN
aiti-12687	319	20	using	use	VERB
aiti-12687	319	21	the	the	DET
aiti-12687	319	22	pre	pre	ADJ
aiti-12687	319	23	-	-	ADJ
aiti-12687	319	24	processed	processed	ADJ
aiti-12687	319	25	dataset	dataset	NOUN
aiti-12687	319	26	are	be	AUX
aiti-12687	319	27	presented	present	VERB
aiti-12687	319	28	.	.	PUNCT
aiti-12687	320	1	a	a	DET
aiti-12687	320	2	thorough	thorough	ADJ
aiti-12687	320	3	performance	performance	NOUN
aiti-12687	320	4	comparison	comparison	NOUN
aiti-12687	320	5	among	among	ADP
aiti-12687	320	6	ten	ten	NUM
aiti-12687	320	7	machine	machine	NOUN
aiti-12687	320	8	-	-	PUNCT
aiti-12687	320	9	learning	learn	VERB
aiti-12687	320	10	algorithms	algorithm	NOUN
aiti-12687	320	11	has	have	AUX
aiti-12687	320	12	been	be	AUX
aiti-12687	320	13	conducted	conduct	VERB
aiti-12687	320	14	,	,	PUNCT
aiti-12687	320	15	complemented	complement	VERB
aiti-12687	320	16	by	by	ADP
aiti-12687	320	17	comprehensive	comprehensive	ADJ
aiti-12687	320	18	parameter	parameter	NOUN
aiti-12687	320	19	tuning	tune	VERB
aiti-12687	320	20	for	for	ADP
aiti-12687	320	21	meticulous	meticulous	ADJ
aiti-12687	320	22	performance	performance	NOUN
aiti-12687	320	23	analysis	analysis	NOUN
aiti-12687	320	24	and	and	CCONJ
aiti-12687	320	25	evaluation	evaluation	NOUN
aiti-12687	320	26	.	.	PUNCT
aiti-12687	321	1	additionally	additionally	ADV
aiti-12687	321	2	,	,	PUNCT
aiti-12687	321	3	an	an	DET
aiti-12687	321	4	in	in	ADP
aiti-12687	321	5	-	-	PUNCT
aiti-12687	321	6	depth	depth	NOUN
aiti-12687	321	7	insight	insight	NOUN
aiti-12687	321	8	into	into	ADP
aiti-12687	321	9	the	the	DET
aiti-12687	321	10	experimental	experimental	ADJ
aiti-12687	321	11	setup	setup	NOUN
aiti-12687	321	12	employed	employ	VERB
aiti-12687	321	13	for	for	ADP
aiti-12687	321	14	the	the	DET
aiti-12687	321	15	entire	entire	ADJ
aiti-12687	321	16	task	task	NOUN
aiti-12687	321	17	is	be	AUX
aiti-12687	321	18	provided	provide	VERB
aiti-12687	321	19	.	.	PUNCT
aiti-12687	322	1	the	the	DET
aiti-12687	322	2	primary	primary	ADJ
aiti-12687	322	3	aim	aim	NOUN
aiti-12687	322	4	of	of	ADP
aiti-12687	322	5	this	this	DET
aiti-12687	322	6	study	study	NOUN
aiti-12687	322	7	was	be	AUX
aiti-12687	322	8	to	to	PART
aiti-12687	322	9	forecast	forecast	VERB
aiti-12687	322	10	low	low	ADJ
aiti-12687	322	11	-	-	PUNCT
aiti-12687	322	12	rise	rise	NOUN
aiti-12687	322	13	building	building	NOUN
aiti-12687	322	14	construction	construction	NOUN
aiti-12687	322	15	costs	cost	NOUN
aiti-12687	322	16	,	,	PUNCT
aiti-12687	322	17	employing	employ	VERB
aiti-12687	322	18	a	a	DET
aiti-12687	322	19	diverse	diverse	ADJ
aiti-12687	322	20	set	set	NOUN
aiti-12687	322	21	of	of	ADP
aiti-12687	322	22	ten	ten	NUM
aiti-12687	322	23	machinelearning	machinelearning	NOUN
aiti-12687	322	24	models	model	NOUN
aiti-12687	322	25	.	.	PUNCT
aiti-12687	323	1	to	to	PART
aiti-12687	323	2	evaluate	evaluate	VERB
aiti-12687	323	3	their	their	PRON
aiti-12687	323	4	efficacy	efficacy	NOUN
aiti-12687	323	5	,	,	PUNCT
aiti-12687	323	6	four	four	NUM
aiti-12687	323	7	distinct	distinct	ADJ
aiti-12687	323	8	statistical	statistical	ADJ
aiti-12687	323	9	metrics	metric	NOUN
aiti-12687	323	10	outlined	outline	VERB
aiti-12687	323	11	in	in	ADP
aiti-12687	323	12	table	table	NOUN
aiti-12687	323	13	3	3	NUM
aiti-12687	323	14	were	be	AUX
aiti-12687	323	15	applied	apply	VERB
aiti-12687	323	16	to	to	PART
aiti-12687	323	17	gauge	gauge	VERB
aiti-12687	323	18	the	the	DET
aiti-12687	323	19	accuracy	accuracy	NOUN
aiti-12687	323	20	of	of	ADP
aiti-12687	323	21	each	each	DET
aiti-12687	323	22	model	model	NOUN
aiti-12687	323	23	.	.	PUNCT
aiti-12687	324	1	as	as	SCONJ
aiti-12687	324	2	shown	show	VERB
aiti-12687	324	3	in	in	ADP
aiti-12687	324	4	table	table	NOUN
aiti-12687	324	5	3	3	NUM
aiti-12687	324	6	,	,	PUNCT
aiti-12687	324	7	the	the	DET
aiti-12687	324	8	ann	ann	PROPN
aiti-12687	324	9	emerged	emerge	VERB
aiti-12687	324	10	as	as	ADP
aiti-12687	324	11	the	the	DET
aiti-12687	324	12	highest	highest	ADV
aiti-12687	324	13	-	-	PUNCT
aiti-12687	324	14	performing	perform	VERB
aiti-12687	324	15	base	base	NOUN
aiti-12687	324	16	model	model	NOUN
aiti-12687	324	17	,	,	PUNCT
aiti-12687	324	18	boasting	boast	VERB
aiti-12687	324	19	an	an	DET
aiti-12687	324	20	accuracy	accuracy	NOUN
aiti-12687	324	21	of	of	ADP
aiti-12687	324	22	0.891	0.891	NUM
aiti-12687	324	23	.	.	PUNCT
aiti-12687	325	1	mlr	mlr	PROPN
aiti-12687	325	2	closely	closely	ADV
aiti-12687	325	3	followed	follow	VERB
aiti-12687	325	4	,	,	PUNCT
aiti-12687	325	5	achieving	achieve	VERB
aiti-12687	325	6	an	an	DET
aiti-12687	325	7	accuracy	accuracy	NOUN
aiti-12687	325	8	of	of	ADP
aiti-12687	325	9	0.884	0.884	NUM
aiti-12687	325	10	,	,	PUNCT
aiti-12687	325	11	while	while	SCONJ
aiti-12687	325	12	dts	dt	NOUN
aiti-12687	325	13	demonstrated	demonstrate	VERB
aiti-12687	325	14	an	an	DET
aiti-12687	325	15	accuracy	accuracy	NOUN
aiti-12687	325	16	of	of	ADP
aiti-12687	325	17	0.864	0.864	NUM
aiti-12687	325	18	.	.	PUNCT
aiti-12687	326	1	the	the	DET
aiti-12687	326	2	rf	rf	NOUN
aiti-12687	326	3	model	model	NOUN
aiti-12687	326	4	achieved	achieve	VERB
aiti-12687	326	5	an	an	DET
aiti-12687	326	6	accuracy	accuracy	NOUN
aiti-12687	326	7	of	of	ADP
aiti-12687	326	8	0.830	0.830	NUM
aiti-12687	326	9	,	,	PUNCT
aiti-12687	326	10	whereas	whereas	SCONJ
aiti-12687	326	11	the	the	DET
aiti-12687	326	12	svm	svm	PROPN
aiti-12687	326	13	displayed	display	VERB
aiti-12687	326	14	the	the	DET
aiti-12687	326	15	lowest	low	ADJ
aiti-12687	326	16	accuracy	accuracy	NOUN
aiti-12687	326	17	at	at	ADP
aiti-12687	326	18	0.446	0.446	NUM
aiti-12687	326	19	.	.	PUNCT
aiti-12687	327	1	concerning	concern	VERB
aiti-12687	327	2	the	the	DET
aiti-12687	327	3	ensemble	ensemble	ADJ
aiti-12687	327	4	models	model	NOUN
aiti-12687	327	5	,	,	PUNCT
aiti-12687	327	6	a	a	DET
aiti-12687	327	7	diverse	diverse	ADJ
aiti-12687	327	8	array	array	NOUN
aiti-12687	327	9	of	of	ADP
aiti-12687	327	10	techniques	technique	NOUN
aiti-12687	327	11	was	be	AUX
aiti-12687	327	12	employed	employ	VERB
aiti-12687	327	13	to	to	PART
aiti-12687	327	14	amalgamate	amalgamate	VERB
aiti-12687	327	15	predictions	prediction	NOUN
aiti-12687	327	16	from	from	ADP
aiti-12687	327	17	individual	individual	ADJ
aiti-12687	327	18	models	model	NOUN
aiti-12687	327	19	.	.	PUNCT
aiti-12687	328	1	the	the	DET
aiti-12687	328	2	mve	mve	NOUN
aiti-12687	328	3	demonstrated	demonstrate	VERB
aiti-12687	328	4	the	the	DET
aiti-12687	328	5	highest	high	ADJ
aiti-12687	328	6	accuracy	accuracy	NOUN
aiti-12687	328	7	,	,	PUNCT
aiti-12687	328	8	advances	advance	NOUN
aiti-12687	328	9	in	in	ADP
aiti-12687	328	10	technology	technology	NOUN
aiti-12687	328	11	innovation	innovation	NOUN
aiti-12687	328	12	,	,	PUNCT
aiti-12687	328	13	vol	vol	NOUN
aiti-12687	328	14	.	.	PROPN
aiti-12687	329	1	9	9	NUM
aiti-12687	329	2	,	,	PUNCT
aiti-12687	329	3	no	no	INTJ
aiti-12687	329	4	.	.	NOUN
aiti-12687	329	5	1	1	NUM
aiti-12687	329	6	,	,	PUNCT
aiti-12687	329	7	2024	2024	NUM
aiti-12687	329	8	,	,	PUNCT
aiti-12687	329	9	pp	pp	ADJ
aiti-12687	329	10	.	.	PUNCT
aiti-12687	330	1	12	12	NUM
aiti-12687	330	2	-	-	SYM
aiti-12687	330	3	27	27	NUM
aiti-12687	330	4	25	25	NUM
aiti-12687	330	5	reaching	reach	VERB
aiti-12687	330	6	0.924	0.924	NUM
aiti-12687	330	7	,	,	PUNCT
aiti-12687	330	8	thus	thus	ADV
aiti-12687	330	9	surpassing	surpass	VERB
aiti-12687	330	10	all	all	DET
aiti-12687	330	11	individual	individual	ADJ
aiti-12687	330	12	models	model	NOUN
aiti-12687	330	13	and	and	CCONJ
aiti-12687	330	14	other	other	ADJ
aiti-12687	330	15	ensemble	ensemble	ADJ
aiti-12687	330	16	methods	method	NOUN
aiti-12687	330	17	.	.	PUNCT
aiti-12687	331	1	the	the	DET
aiti-12687	331	2	stacking	stack	VERB
aiti-12687	331	3	ensemble	ensemble	ADJ
aiti-12687	331	4	secured	secure	VERB
aiti-12687	331	5	second	second	ADJ
aiti-12687	331	6	place	place	NOUN
aiti-12687	331	7	with	with	ADP
aiti-12687	331	8	an	an	DET
aiti-12687	331	9	accuracy	accuracy	NOUN
aiti-12687	331	10	of	of	ADP
aiti-12687	331	11	0.883	0.883	NUM
aiti-12687	331	12	,	,	PUNCT
aiti-12687	331	13	while	while	SCONJ
aiti-12687	331	14	the	the	DET
aiti-12687	331	15	averaging	averaging	NOUN
aiti-12687	331	16	ensemble	ensemble	ADJ
aiti-12687	331	17	achieved	achieve	VERB
aiti-12687	331	18	an	an	DET
aiti-12687	331	19	accuracy	accuracy	NOUN
aiti-12687	331	20	of	of	ADP
aiti-12687	331	21	0.871	0.871	NUM
aiti-12687	331	22	.	.	PUNCT
aiti-12687	332	1	regarding	regard	VERB
aiti-12687	332	2	the	the	DET
aiti-12687	332	3	boosting	boost	VERB
aiti-12687	332	4	ensemble	ensemble	ADJ
aiti-12687	332	5	,	,	PUNCT
aiti-12687	332	6	it	it	PRON
aiti-12687	332	7	delivered	deliver	VERB
aiti-12687	332	8	an	an	DET
aiti-12687	332	9	accuracy	accuracy	NOUN
aiti-12687	332	10	of	of	ADP
aiti-12687	332	11	0.846	0.846	NUM
aiti-12687	332	12	,	,	PUNCT
aiti-12687	332	13	and	and	CCONJ
aiti-12687	332	14	the	the	DET
aiti-12687	332	15	bagging	bagging	NOUN
aiti-12687	332	16	ensemble	ensemble	ADJ
aiti-12687	332	17	yielded	yield	VERB
aiti-12687	332	18	an	an	DET
aiti-12687	332	19	accuracy	accuracy	NOUN
aiti-12687	332	20	of	of	ADP
aiti-12687	332	21	0.832	0.832	NUM
aiti-12687	332	22	.	.	PUNCT
aiti-12687	332	23	table	table	NOUN
aiti-12687	332	24	3	3	NUM
aiti-12687	332	25	the	the	DET
aiti-12687	332	26	summary	summary	NOUN
aiti-12687	332	27	of	of	ADP
aiti-12687	332	28	the	the	DET
aiti-12687	332	29	algorithms	algorithm	NOUN
aiti-12687	332	30	that	that	PRON
aiti-12687	332	31	have	have	AUX
aiti-12687	332	32	been	be	AUX
aiti-12687	332	33	used	use	VERB
aiti-12687	332	34	in	in	ADP
aiti-12687	332	35	the	the	DET
aiti-12687	332	36	research	research	NOUN
aiti-12687	332	37	model	model	NOUN
aiti-12687	332	38	r2	r2	PROPN
aiti-12687	332	39	mse	mse	PROPN
aiti-12687	332	40	rmse	rmse	PROPN
aiti-12687	332	41	mae	mae	PROPN
aiti-12687	332	42	base	base	PROPN
aiti-12687	332	43	model	model	NOUN
aiti-12687	332	44	ann	ann	PROPN
aiti-12687	332	45	0.891	0.891	NUM
aiti-12687	332	46	47564120000.00	47564120000.00	NUM
aiti-12687	332	47	218092.00	218092.00	NUM
aiti-12687	332	48	165705.68	165705.68	NUM
aiti-12687	332	49	svm	svm	VERB
aiti-12687	332	50	0.446	0.446	NUM
aiti-12687	332	51	242250000000.00	242250000000.00	NUM
aiti-12687	332	52	492189.90	492189.90	NUM
aiti-12687	332	53	322532.74	322532.74	NUM
aiti-12687	332	54	mlr	mlr	NOUN
aiti-12687	332	55	0.884	0.884	NUM
aiti-12687	332	56	50560550000.00	50560550000.00	NUM
aiti-12687	332	57	224856.74	224856.74	NUM
aiti-12687	332	58	146446.13	146446.13	NUM
aiti-12687	332	59	dt	dt	NOUN
aiti-12687	332	60	0.864	0.864	NUM
aiti-12687	332	61	59522890000.00	59522890000.00	NUM
aiti-12687	332	62	243973.13	243973.13	NUM
aiti-12687	332	63	126901.04	126901.04	NUM
aiti-12687	332	64	rf	rf	NUM
aiti-12687	332	65	0.830	0.830	NUM
aiti-12687	332	66	74476350000.00	74476350000.00	NUM
aiti-12687	332	67	272903.56	272903.56	NUM
aiti-12687	332	68	164069.51	164069.51	NUM
aiti-12687	332	69	ensemble	ensemble	ADJ
aiti-12687	332	70	model	model	NOUN
aiti-12687	332	71	max	max	PROPN
aiti-12687	332	72	.	.	PUNCT
aiti-12687	333	1	voting	vote	VERB
aiti-12687	333	2	0.924	0.924	NUM
aiti-12687	333	3	33325570000.00	33325570000.00	NUM
aiti-12687	333	4	182552.93	182552.93	NUM
aiti-12687	333	5	127356.65	127356.65	NUM
aiti-12687	333	6	averaging	average	VERB
aiti-12687	333	7	0.871	0.871	NUM
aiti-12687	333	8	56266850000.00	56266850000.00	NUM
aiti-12687	333	9	237206.35	237206.35	NUM
aiti-12687	333	10	140085.86	140085.86	NUM
aiti-12687	333	11	stacking	stack	VERB
aiti-12687	333	12	0.883	0.883	NUM
aiti-12687	333	13	51074880000.00	51074880000.00	NUM
aiti-12687	333	14	225997.52	225997.52	NUM
aiti-12687	333	15	152669.31	152669.31	NUM
aiti-12687	333	16	bagging	bag	VERB
aiti-12687	333	17	0.832	0.832	NUM
aiti-12687	333	18	73493900000.00	73493900000.00	NUM
aiti-12687	333	19	271097.58	271097.58	NUM
aiti-12687	333	20	155363.36	155363.36	NUM
aiti-12687	333	21	boosting	boost	VERB
aiti-12687	333	22	0.846	0.846	NUM
aiti-12687	333	23	67425130000.00	67425130000.00	NUM
aiti-12687	333	24	259663.50	259663.50	NUM
aiti-12687	333	25	147838.86	147838.86	NUM
aiti-12687	333	26	to	to	PART
aiti-12687	333	27	visually	visually	ADV
aiti-12687	333	28	convey	convey	VERB
aiti-12687	333	29	the	the	DET
aiti-12687	333	30	comparative	comparative	ADJ
aiti-12687	333	31	accuracy	accuracy	NOUN
aiti-12687	333	32	across	across	ADP
aiti-12687	333	33	all	all	DET
aiti-12687	333	34	models	model	NOUN
aiti-12687	333	35	,	,	PUNCT
aiti-12687	333	36	fig	fig	NOUN
aiti-12687	333	37	.	.	PUNCT
aiti-12687	333	38	8	8	NUM
aiti-12687	333	39	is	be	AUX
aiti-12687	333	40	presented	present	VERB
aiti-12687	333	41	as	as	SCONJ
aiti-12687	333	42	follows	follow	VERB
aiti-12687	333	43	.	.	PUNCT
aiti-12687	334	1	this	this	DET
aiti-12687	334	2	visualization	visualization	NOUN
aiti-12687	334	3	highlights	highlight	VERB
aiti-12687	334	4	the	the	DET
aiti-12687	334	5	promising	promising	ADJ
aiti-12687	334	6	performance	performance	NOUN
aiti-12687	334	7	exhibited	exhibit	VERB
aiti-12687	334	8	by	by	ADP
aiti-12687	334	9	most	most	ADJ
aiti-12687	334	10	algorithms	algorithm	NOUN
aiti-12687	334	11	in	in	ADP
aiti-12687	334	12	regression	regression	NOUN
aiti-12687	334	13	tasks	task	NOUN
aiti-12687	334	14	,	,	PUNCT
aiti-12687	334	15	underscoring	underscore	VERB
aiti-12687	334	16	their	their	PRON
aiti-12687	334	17	potential	potential	NOUN
aiti-12687	334	18	for	for	ADP
aiti-12687	334	19	precise	precise	ADJ
aiti-12687	334	20	low	low	ADJ
aiti-12687	334	21	-	-	PUNCT
aiti-12687	334	22	rise	rise	NOUN
aiti-12687	334	23	building	building	NOUN
aiti-12687	334	24	cost	cost	NOUN
aiti-12687	334	25	prediction	prediction	NOUN
aiti-12687	334	26	.	.	PUNCT
aiti-12687	335	1	fig	fig	NOUN
aiti-12687	335	2	.	.	PUNCT
aiti-12687	336	1	8	8	NUM
aiti-12687	336	2	comparison	comparison	NOUN
aiti-12687	336	3	of	of	ADP
aiti-12687	336	4	accuracy	accuracy	NOUN
aiti-12687	336	5	among	among	ADP
aiti-12687	336	6	the	the	DET
aiti-12687	336	7	models	model	NOUN
aiti-12687	336	8	in	in	ADP
aiti-12687	336	9	summary	summary	NOUN
aiti-12687	336	10	,	,	PUNCT
aiti-12687	336	11	the	the	DET
aiti-12687	336	12	research	research	NOUN
aiti-12687	336	13	harnessed	harness	VERB
aiti-12687	336	14	the	the	DET
aiti-12687	336	15	predictive	predictive	ADJ
aiti-12687	336	16	power	power	NOUN
aiti-12687	336	17	of	of	ADP
aiti-12687	336	18	ten	ten	NUM
aiti-12687	336	19	machine	machine	NOUN
aiti-12687	336	20	-	-	PUNCT
aiti-12687	336	21	learning	learn	VERB
aiti-12687	336	22	models	model	NOUN
aiti-12687	336	23	coupled	couple	VERB
aiti-12687	336	24	with	with	ADP
aiti-12687	336	25	an	an	DET
aiti-12687	336	26	array	array	NOUN
aiti-12687	336	27	of	of	ADP
aiti-12687	336	28	ensemble	ensemble	ADJ
aiti-12687	336	29	techniques	technique	NOUN
aiti-12687	336	30	to	to	PART
aiti-12687	336	31	anticipate	anticipate	VERB
aiti-12687	336	32	low	low	ADJ
aiti-12687	336	33	-	-	PUNCT
aiti-12687	336	34	rise	rise	NOUN
aiti-12687	336	35	building	building	NOUN
aiti-12687	336	36	prices	price	NOUN
aiti-12687	336	37	.	.	PUNCT
aiti-12687	337	1	the	the	DET
aiti-12687	337	2	results	result	NOUN
aiti-12687	337	3	underscore	underscore	VERB
aiti-12687	337	4	the	the	DET
aiti-12687	337	5	remarkable	remarkable	ADJ
aiti-12687	337	6	efficacy	efficacy	NOUN
aiti-12687	337	7	of	of	ADP
aiti-12687	337	8	the	the	DET
aiti-12687	337	9	mve	mve	NOUN
aiti-12687	337	10	,	,	PUNCT
aiti-12687	337	11	situating	situate	VERB
aiti-12687	337	12	it	it	PRON
aiti-12687	337	13	as	as	ADP
aiti-12687	337	14	a	a	DET
aiti-12687	337	15	compelling	compelling	ADJ
aiti-12687	337	16	choice	choice	NOUN
aiti-12687	337	17	for	for	ADP
aiti-12687	337	18	practical	practical	ADJ
aiti-12687	337	19	applications	application	NOUN
aiti-12687	337	20	within	within	ADP
aiti-12687	337	21	this	this	DET
aiti-12687	337	22	domain	domain	NOUN
aiti-12687	337	23	.	.	PUNCT
aiti-12687	338	1	furthermore	furthermore	ADV
aiti-12687	338	2	,	,	PUNCT
aiti-12687	338	3	individual	individual	ADJ
aiti-12687	338	4	models	model	NOUN
aiti-12687	338	5	including	include	VERB
aiti-12687	338	6	ann	ann	PROPN
aiti-12687	338	7	,	,	PUNCT
aiti-12687	338	8	mlr	mlr	PROPN
aiti-12687	338	9	,	,	PUNCT
aiti-12687	338	10	and	and	CCONJ
aiti-12687	338	11	dt	dt	PROPN
aiti-12687	338	12	demonstrated	demonstrate	VERB
aiti-12687	338	13	notable	notable	ADJ
aiti-12687	338	14	accuracy	accuracy	NOUN
aiti-12687	338	15	which	which	PRON
aiti-12687	338	16	solidifies	solidify	VERB
aiti-12687	338	17	their	their	PRON
aiti-12687	338	18	status	status	NOUN
aiti-12687	338	19	as	as	ADP
aiti-12687	338	20	valuable	valuable	ADJ
aiti-12687	338	21	options	option	NOUN
aiti-12687	338	22	for	for	ADP
aiti-12687	338	23	consideration	consideration	NOUN
aiti-12687	338	24	.	.	PUNCT
aiti-12687	339	1	4	4	X
aiti-12687	339	2	.	.	X
aiti-12687	339	3	conclusions	conclusion	NOUN
aiti-12687	339	4	this	this	DET
aiti-12687	339	5	study	study	NOUN
aiti-12687	339	6	harnessed	harness	VERB
aiti-12687	339	7	the	the	DET
aiti-12687	339	8	predictive	predictive	ADJ
aiti-12687	339	9	potential	potential	NOUN
aiti-12687	339	10	of	of	ADP
aiti-12687	339	11	ten	ten	NUM
aiti-12687	339	12	diverse	diverse	ADJ
aiti-12687	339	13	ml	ml	NOUN
aiti-12687	339	14	models	model	NOUN
aiti-12687	339	15	to	to	PART
aiti-12687	339	16	anticipate	anticipate	VERB
aiti-12687	339	17	low	low	ADJ
aiti-12687	339	18	-	-	PUNCT
aiti-12687	339	19	rise	rise	NOUN
aiti-12687	339	20	building	building	NOUN
aiti-12687	339	21	prices	price	NOUN
aiti-12687	339	22	.	.	PUNCT
aiti-12687	340	1	the	the	DET
aiti-12687	340	2	identification	identification	NOUN
aiti-12687	340	3	of	of	ADP
aiti-12687	340	4	top	top	ADV
aiti-12687	340	5	-	-	PUNCT
aiti-12687	340	6	performing	perform	VERB
aiti-12687	340	7	models	model	NOUN
aiti-12687	340	8	,	,	PUNCT
aiti-12687	340	9	both	both	CCONJ
aiti-12687	340	10	within	within	ADP
aiti-12687	340	11	ensemble	ensemble	ADJ
aiti-12687	340	12	methods	method	NOUN
aiti-12687	340	13	and	and	CCONJ
aiti-12687	340	14	individual	individual	ADJ
aiti-12687	340	15	algorithms	algorithm	NOUN
aiti-12687	340	16	,	,	PUNCT
aiti-12687	340	17	was	be	AUX
aiti-12687	340	18	achieved	achieve	VERB
aiti-12687	340	19	through	through	ADP
aiti-12687	340	20	a	a	DET
aiti-12687	340	21	rigorous	rigorous	ADJ
aiti-12687	340	22	and	and	CCONJ
aiti-12687	340	23	exhaustive	exhaustive	ADJ
aiti-12687	340	24	analysis	analysis	NOUN
aiti-12687	340	25	.	.	PUNCT
aiti-12687	341	1	meanwhile	meanwhile	ADV
aiti-12687	341	2	,	,	PUNCT
aiti-12687	341	3	the	the	DET
aiti-12687	341	4	ann	ann	PROPN
aiti-12687	341	5	emerged	emerge	VERB
aiti-12687	341	6	as	as	ADP
aiti-12687	341	7	the	the	DET
aiti-12687	341	8	most	most	ADV
aiti-12687	341	9	accurate	accurate	ADJ
aiti-12687	341	10	individual	individual	ADJ
aiti-12687	341	11	model	model	NOUN
aiti-12687	341	12	,	,	PUNCT
aiti-12687	341	13	underscoring	underscore	VERB
aiti-12687	341	14	its	its	PRON
aiti-12687	341	15	adeptness	adeptness	NOUN
aiti-12687	341	16	in	in	ADP
aiti-12687	341	17	addressing	address	VERB
aiti-12687	341	18	the	the	DET
aiti-12687	341	19	intricacies	intricacy	NOUN
aiti-12687	341	20	of	of	ADP
aiti-12687	341	21	the	the	DET
aiti-12687	341	22	prediction	prediction	NOUN
aiti-12687	341	23	task	task	NOUN
aiti-12687	341	24	with	with	ADP
aiti-12687	341	25	a	a	DET
aiti-12687	341	26	remarkable	remarkable	ADJ
aiti-12687	341	27	accuracy	accuracy	NOUN
aiti-12687	341	28	of	of	ADP
aiti-12687	341	29	0.891	0.891	NUM
aiti-12687	341	30	.	.	PUNCT
aiti-12687	342	1	concerning	concern	VERB
aiti-12687	342	2	mlr	mlr	NOUN
aiti-12687	342	3	and	and	CCONJ
aiti-12687	342	4	dts	dts	NOUN
aiti-12687	342	5	,	,	PUNCT
aiti-12687	342	6	they	they	PRON
aiti-12687	342	7	are	be	AUX
aiti-12687	342	8	closely	closely	ADV
aiti-12687	342	9	followed	follow	VERB
aiti-12687	342	10	and	and	CCONJ
aiti-12687	342	11	exhibit	exhibit	VERB
aiti-12687	342	12	robust	robust	ADJ
aiti-12687	342	13	predictive	predictive	ADJ
aiti-12687	342	14	capabilities	capability	NOUN
aiti-12687	342	15	with	with	ADP
aiti-12687	342	16	accuracies	accuracy	NOUN
aiti-12687	342	17	of	of	ADP
aiti-12687	342	18	0.884	0.884	NUM
aiti-12687	342	19	and	and	CCONJ
aiti-12687	342	20	0.864	0.864	NUM
aiti-12687	342	21	,	,	PUNCT
aiti-12687	342	22	respectively	respectively	ADV
aiti-12687	342	23	.	.	PUNCT
aiti-12687	343	1	furthermore	furthermore	ADV
aiti-12687	343	2	,	,	PUNCT
aiti-12687	343	3	the	the	DET
aiti-12687	343	4	evaluation	evaluation	NOUN
aiti-12687	343	5	of	of	ADP
aiti-12687	343	6	ensemble	ensemble	ADJ
aiti-12687	343	7	models	model	NOUN
aiti-12687	343	8	underscored	underscore	VERB
aiti-12687	343	9	the	the	DET
aiti-12687	343	10	prominence	prominence	NOUN
aiti-12687	343	11	of	of	ADP
aiti-12687	343	12	the	the	DET
aiti-12687	343	13	mve	mve	NOUN
aiti-12687	343	14	,	,	PUNCT
aiti-12687	343	15	securing	secure	VERB
aiti-12687	343	16	the	the	DET
aiti-12687	343	17	highest	high	ADJ
aiti-12687	343	18	accuracy	accuracy	NOUN
aiti-12687	343	19	of	of	ADP
aiti-12687	343	20	0.924	0.924	NUM
aiti-12687	343	21	among	among	ADP
aiti-12687	343	22	all	all	DET
aiti-12687	343	23	models	model	NOUN
aiti-12687	343	24	tested	test	VERB
aiti-12687	343	25	.	.	PUNCT
aiti-12687	344	1	this	this	DET
aiti-12687	344	2	ensemble	ensemble	ADJ
aiti-12687	344	3	technique	technique	NOUN
aiti-12687	344	4	adeptly	adeptly	ADV
aiti-12687	344	5	amalgamates	amalgamate	VERB
aiti-12687	344	6	predictions	prediction	NOUN
aiti-12687	344	7	from	from	ADP
aiti-12687	344	8	advances	advance	NOUN
aiti-12687	344	9	in	in	ADP
aiti-12687	344	10	technology	technology	NOUN
aiti-12687	344	11	innovation	innovation	NOUN
aiti-12687	344	12	,	,	PUNCT
aiti-12687	344	13	vol	vol	NOUN
aiti-12687	344	14	.	.	PUNCT
aiti-12687	345	1	x	x	X
aiti-12687	345	2	,	,	PUNCT
aiti-12687	345	3	no	no	INTJ
aiti-12687	345	4	.	.	PUNCT
aiti-12687	346	1	x	x	X
aiti-12687	346	2	,	,	PUNCT
aiti-12687	346	3	20xx	20xx	ADJ
aiti-12687	346	4	,	,	PUNCT
aiti-12687	346	5	pp	pp	PROPN
aiti-12687	346	6	.	.	PUNCT
aiti-12687	347	1	xx	xx	X
aiti-12687	347	2	-	-	SYM
aiti-12687	347	3	xx	xx	NUM
aiti-12687	347	4	26	26	NUM
aiti-12687	347	5	individual	individual	ADJ
aiti-12687	347	6	models	model	NOUN
aiti-12687	347	7	,	,	PUNCT
aiti-12687	347	8	harnessing	harness	VERB
aiti-12687	347	9	their	their	PRON
aiti-12687	347	10	collective	collective	ADJ
aiti-12687	347	11	strengths	strength	NOUN
aiti-12687	347	12	and	and	CCONJ
aiti-12687	347	13	simultaneously	simultaneously	ADV
aiti-12687	347	14	mitigating	mitigate	VERB
aiti-12687	347	15	their	their	PRON
aiti-12687	347	16	shortcomings	shortcoming	NOUN
aiti-12687	347	17	.	.	PUNCT
aiti-12687	348	1	the	the	DET
aiti-12687	348	2	stacking	stacking	NOUN
aiti-12687	348	3	ensemble	ensemble	ADJ
aiti-12687	348	4	and	and	CCONJ
aiti-12687	348	5	averaging	average	VERB
aiti-12687	348	6	ensemble	ensemble	ADJ
aiti-12687	348	7	also	also	ADV
aiti-12687	348	8	demonstrated	demonstrate	VERB
aiti-12687	348	9	competitive	competitive	ADJ
aiti-12687	348	10	accuracy	accuracy	NOUN
aiti-12687	348	11	,	,	PUNCT
aiti-12687	348	12	achieving	achieve	VERB
aiti-12687	348	13	scores	score	NOUN
aiti-12687	348	14	of	of	ADP
aiti-12687	348	15	0.883	0.883	NUM
aiti-12687	348	16	and	and	CCONJ
aiti-12687	348	17	0.871	0.871	NUM
aiti-12687	348	18	,	,	PUNCT
aiti-12687	348	19	respectively	respectively	ADV
aiti-12687	348	20	.	.	PUNCT
aiti-12687	349	1	these	these	DET
aiti-12687	349	2	results	result	NOUN
aiti-12687	349	3	affirm	affirm	VERB
aiti-12687	349	4	the	the	DET
aiti-12687	349	5	significant	significant	ADJ
aiti-12687	349	6	performance	performance	NOUN
aiti-12687	349	7	enhancements	enhancement	NOUN
aiti-12687	349	8	which	which	PRON
aiti-12687	349	9	are	be	AUX
aiti-12687	349	10	attainable	attainable	ADJ
aiti-12687	349	11	through	through	ADP
aiti-12687	349	12	ensemble	ensemble	ADJ
aiti-12687	349	13	methods	method	NOUN
aiti-12687	349	14	,	,	PUNCT
aiti-12687	349	15	surpassing	surpass	VERB
aiti-12687	349	16	the	the	DET
aiti-12687	349	17	capabilities	capability	NOUN
aiti-12687	349	18	of	of	ADP
aiti-12687	349	19	individual	individual	ADJ
aiti-12687	349	20	models	model	NOUN
aiti-12687	349	21	.	.	PUNCT
aiti-12687	350	1	in	in	ADP
aiti-12687	350	2	a	a	DET
aiti-12687	350	3	broader	broad	ADJ
aiti-12687	350	4	context	context	NOUN
aiti-12687	350	5	,	,	PUNCT
aiti-12687	350	6	the	the	DET
aiti-12687	350	7	findings	finding	NOUN
aiti-12687	350	8	from	from	ADP
aiti-12687	350	9	this	this	DET
aiti-12687	350	10	study	study	NOUN
aiti-12687	350	11	deliver	deliver	VERB
aiti-12687	350	12	valuable	valuable	ADJ
aiti-12687	350	13	insights	insight	NOUN
aiti-12687	350	14	into	into	ADP
aiti-12687	350	15	real	real	ADJ
aiti-12687	350	16	estate	estate	NOUN
aiti-12687	350	17	industry	industry	NOUN
aiti-12687	350	18	practitioners	practitioner	NOUN
aiti-12687	350	19	and	and	CCONJ
aiti-12687	350	20	stakeholders	stakeholder	NOUN
aiti-12687	350	21	.	.	PUNCT
aiti-12687	351	1	the	the	DET
aiti-12687	351	2	utilization	utilization	NOUN
aiti-12687	351	3	of	of	ADP
aiti-12687	351	4	ml	ml	NOUN
aiti-12687	351	5	models	model	NOUN
aiti-12687	351	6	,	,	PUNCT
aiti-12687	351	7	notably	notably	ADV
aiti-12687	351	8	the	the	DET
aiti-12687	351	9	ann	ann	PROPN
aiti-12687	351	10	and	and	CCONJ
aiti-12687	351	11	mve	mve	NOUN
aiti-12687	351	12	,	,	PUNCT
aiti-12687	351	13	possesses	possess	VERB
aiti-12687	351	14	the	the	DET
aiti-12687	351	15	potential	potential	NOUN
aiti-12687	351	16	to	to	PART
aiti-12687	351	17	enhance	enhance	VERB
aiti-12687	351	18	the	the	DET
aiti-12687	351	19	accuracy	accuracy	NOUN
aiti-12687	351	20	of	of	ADP
aiti-12687	351	21	low	low	ADJ
aiti-12687	351	22	-	-	PUNCT
aiti-12687	351	23	rise	rise	NOUN
aiti-12687	351	24	building	building	NOUN
aiti-12687	351	25	price	price	NOUN
aiti-12687	351	26	predictions	prediction	NOUN
aiti-12687	351	27	,	,	PUNCT
aiti-12687	351	28	facilitating	facilitate	VERB
aiti-12687	351	29	more	more	ADV
aiti-12687	351	30	informed	informed	ADJ
aiti-12687	351	31	decision	decision	NOUN
aiti-12687	351	32	-	-	PUNCT
aiti-12687	351	33	making	make	VERB
aiti-12687	351	34	and	and	CCONJ
aiti-12687	351	35	strategic	strategic	ADJ
aiti-12687	351	36	investments	investment	NOUN
aiti-12687	351	37	.	.	PUNCT
aiti-12687	352	1	as	as	SCONJ
aiti-12687	352	2	the	the	DET
aiti-12687	352	3	evolution	evolution	NOUN
aiti-12687	352	4	of	of	ADP
aiti-12687	352	5	ml	ml	PROPN
aiti-12687	352	6	burgeons	burgeon	NOUN
aiti-12687	352	7	,	,	PUNCT
aiti-12687	352	8	ongoing	ongoing	ADJ
aiti-12687	352	9	research	research	NOUN
aiti-12687	352	10	,	,	PUNCT
aiti-12687	352	11	and	and	CCONJ
aiti-12687	352	12	enhancements	enhancement	NOUN
aiti-12687	352	13	in	in	ADP
aiti-12687	352	14	model	model	NOUN
aiti-12687	352	15	architecture	architecture	NOUN
aiti-12687	352	16	and	and	CCONJ
aiti-12687	352	17	ensemble	ensemble	ADJ
aiti-12687	352	18	techniques	technique	NOUN
aiti-12687	352	19	promise	promise	VERB
aiti-12687	352	20	even	even	ADV
aiti-12687	352	21	more	more	ADV
aiti-12687	352	22	precise	precise	ADJ
aiti-12687	352	23	and	and	CCONJ
aiti-12687	352	24	dependable	dependable	ADJ
aiti-12687	352	25	predictions	prediction	NOUN
aiti-12687	352	26	across	across	ADP
aiti-12687	352	27	diverse	diverse	ADJ
aiti-12687	352	28	real	real	ADJ
aiti-12687	352	29	-	-	PUNCT
aiti-12687	352	30	world	world	NOUN
aiti-12687	352	31	applications	application	NOUN
aiti-12687	352	32	.	.	PUNCT
aiti-12687	353	1	acknowledgments	acknowledgment	NOUN
aiti-12687	353	2	this	this	DET
aiti-12687	353	3	research	research	NOUN
aiti-12687	353	4	project	project	NOUN
aiti-12687	353	5	was	be	AUX
aiti-12687	353	6	financially	financially	ADV
aiti-12687	353	7	supported	support	VERB
aiti-12687	353	8	by	by	ADP
aiti-12687	353	9	mahasarakham	mahasarakham	PROPN
aiti-12687	353	10	university	university	PROPN
aiti-12687	353	11	of	of	ADP
aiti-12687	353	12	thailand	thailand	PROPN
aiti-12687	353	13	under	under	ADP
aiti-12687	353	14	grant	grant	PROPN
aiti-12687	353	15	no	no	PRON
aiti-12687	353	16	.	.	NOUN
aiti-12687	353	17	6603024	6603024	NUM
aiti-12687	353	18	.	.	PUNCT
aiti-12687	354	1	nomenclature	nomenclature	NOUN
aiti-12687	354	2	xlm	xlm	ADP
aiti-12687	354	3	extreme	extreme	ADJ
aiti-12687	354	4	learning	learning	NOUN
aiti-12687	354	5	machine	machine	NOUN
aiti-12687	354	6	ann	ann	PROPN
aiti-12687	354	7	artificial	artificial	ADJ
aiti-12687	354	8	neural	neural	ADJ
aiti-12687	354	9	network	network	NOUN
aiti-12687	354	10	mve	mve	VERB
aiti-12687	354	11	maximum	maximum	ADJ
aiti-12687	354	12	voting	voting	NOUN
aiti-12687	354	13	ensemble	ensemble	ADJ
aiti-12687	354	14	ml	ml	INTJ
aiti-12687	354	15	machine	machine	NOUN
aiti-12687	354	16	learning	learning	NOUN
aiti-12687	354	17	ai	ai	VERB
aiti-12687	354	18	artificial	artificial	ADJ
aiti-12687	354	19	intelligence	intelligence	NOUN
aiti-12687	354	20	ra	ra	PROPN
aiti-12687	354	21	regression	regression	NOUN
aiti-12687	354	22	analysis	analysis	NOUN
aiti-12687	354	23	cbr	cbr	NOUN
aiti-12687	354	24	case	case	NOUN
aiti-12687	354	25	-	-	PUNCT
aiti-12687	354	26	based	base	VERB
aiti-12687	354	27	reasoning	reasoning	NOUN
aiti-12687	354	28	svm	svm	ADJ
aiti-12687	354	29	support	support	NOUN
aiti-12687	354	30	vector	vector	NOUN
aiti-12687	354	31	machine	machine	NOUN
aiti-12687	354	32	pso	pso	NOUN
aiti-12687	354	33	particle	particle	NOUN
aiti-12687	354	34	swarm	swarm	NOUN
aiti-12687	354	35	optimization	optimization	NOUN
aiti-12687	354	36	rbfnn	rbfnn	VERB
aiti-12687	354	37	radial	radial	ADJ
aiti-12687	354	38	basis	basis	NOUN
aiti-12687	354	39	function	function	NOUN
aiti-12687	354	40	neural	neural	ADJ
aiti-12687	354	41	network	network	NOUN
aiti-12687	355	1	rf	rf	VERB
aiti-12687	355	2	random	random	ADJ
aiti-12687	355	3	forest	forest	NOUN
aiti-12687	355	4	mlr	mlr	NOUN
aiti-12687	355	5	multiple	multiple	ADJ
aiti-12687	355	6	linear	linear	PROPN
aiti-12687	355	7	regression	regression	NOUN
aiti-12687	355	8	dt	dt	ADP
aiti-12687	355	9	decision	decision	NOUN
aiti-12687	355	10	tree	tree	NOUN
aiti-12687	355	11	mse	mse	NOUN
aiti-12687	355	12	mean	mean	VERB
aiti-12687	356	1	squared	square	VERB
aiti-12687	356	2	error	error	NOUN
aiti-12687	356	3	rmse	rmse	NOUN
aiti-12687	356	4	root	root	NOUN
aiti-12687	356	5	mean	mean	VERB
aiti-12687	356	6	square	square	ADJ
aiti-12687	356	7	error	error	NOUN
aiti-12687	356	8	mae	mae	PROPN
aiti-12687	356	9	mean	mean	VERB
aiti-12687	356	10	absolute	absolute	ADJ
aiti-12687	356	11	error	error	NOUN
aiti-12687	356	12	r2	r2	NOUN
aiti-12687	356	13	r	r	NOUN
aiti-12687	356	14	-	-	PUNCT
aiti-12687	356	15	squared	square	VERB
aiti-12687	356	16	conflicts	conflict	NOUN
aiti-12687	356	17	of	of	ADP
aiti-12687	356	18	interest	interest	NOUN
aiti-12687	356	19	the	the	DET
aiti-12687	356	20	authors	author	NOUN
aiti-12687	356	21	declare	declare	VERB
aiti-12687	356	22	no	no	DET
aiti-12687	356	23	conflict	conflict	NOUN
aiti-12687	356	24	of	of	ADP
aiti-12687	356	25	interest	interest	NOUN
aiti-12687	356	26	.	.	PUNCT
aiti-12687	357	1	references	reference	NOUN
aiti-12687	357	2	[	[	X
aiti-12687	357	3	1	1	NUM
aiti-12687	357	4	]	]	PUNCT
aiti-12687	357	5	a.	a.	NOUN
aiti-12687	357	6	soltani	soltani	PROPN
aiti-12687	357	7	,	,	PUNCT
aiti-12687	357	8	m.	m.	NOUN
aiti-12687	357	9	heydari	heydari	PROPN
aiti-12687	357	10	,	,	PUNCT
aiti-12687	357	11	f.	f.	PROPN
aiti-12687	357	12	aghaei	aghaei	PROPN
aiti-12687	357	13	,	,	PUNCT
aiti-12687	357	14	and	and	CCONJ
aiti-12687	357	15	c.	c.	PROPN
aiti-12687	357	16	j.	j.	PROPN
aiti-12687	357	17	pettit	pettit	PROPN
aiti-12687	357	18	,	,	PUNCT
aiti-12687	357	19	“	"	PUNCT
aiti-12687	357	20	housing	housing	NOUN
aiti-12687	357	21	price	price	NOUN
aiti-12687	357	22	prediction	prediction	NOUN
aiti-12687	357	23	incorporating	incorporate	VERB
aiti-12687	357	24	spatio	spatio	NOUN
aiti-12687	357	25	-	-	PUNCT
aiti-12687	357	26	temporal	temporal	ADJ
aiti-12687	357	27	dependency	dependency	NOUN
aiti-12687	357	28	into	into	ADP
aiti-12687	357	29	machine	machine	NOUN
aiti-12687	357	30	learning	learning	NOUN
aiti-12687	357	31	algorithms	algorithm	NOUN
aiti-12687	357	32	,	,	PUNCT
aiti-12687	357	33	”	"	PUNCT
aiti-12687	357	34	cities	city	NOUN
aiti-12687	357	35	,	,	PUNCT
aiti-12687	357	36	vol	vol	NOUN
aiti-12687	357	37	.	.	PROPN
aiti-12687	357	38	131	131	NUM
aiti-12687	357	39	,	,	PUNCT
aiti-12687	357	40	article	article	NOUN
aiti-12687	357	41	no	no	NOUN
aiti-12687	357	42	.	.	PROPN
aiti-12687	357	43	103941	103941	NUM
aiti-12687	357	44	,	,	PUNCT
aiti-12687	357	45	december	december	PROPN
aiti-12687	357	46	2022	2022	NUM
aiti-12687	357	47	.	.	PUNCT
aiti-12687	358	1	[	[	X
aiti-12687	358	2	2	2	NUM
aiti-12687	358	3	]	]	PUNCT
aiti-12687	358	4	m.	m.	NOUN
aiti-12687	358	5	h.	h.	PROPN
aiti-12687	358	6	karamujic	karamujic	PROPN
aiti-12687	358	7	,	,	PUNCT
aiti-12687	358	8	housing	housing	NOUN
aiti-12687	358	9	affordability	affordability	NOUN
aiti-12687	358	10	and	and	CCONJ
aiti-12687	358	11	housing	housing	NOUN
aiti-12687	358	12	investment	investment	NOUN
aiti-12687	358	13	opportunity	opportunity	NOUN
aiti-12687	358	14	in	in	ADP
aiti-12687	358	15	australia	australia	PROPN
aiti-12687	358	16	,	,	PUNCT
aiti-12687	358	17	london	london	PROPN
aiti-12687	358	18	:	:	PUNCT
aiti-12687	358	19	palgrave	palgrave	PROPN
aiti-12687	358	20	macmillan	macmillan	PROPN
aiti-12687	358	21	,	,	PUNCT
aiti-12687	358	22	2015	2015	NUM
aiti-12687	358	23	.	.	PUNCT
aiti-12687	359	1	[	[	X
aiti-12687	359	2	3	3	X
aiti-12687	359	3	]	]	X
aiti-12687	359	4	y.	y.	PROPN
aiti-12687	359	5	ma	ma	PROPN
aiti-12687	359	6	and	and	CCONJ
aiti-12687	359	7	s.	s.	PROPN
aiti-12687	359	8	gopal	gopal	PROPN
aiti-12687	359	9	,	,	PUNCT
aiti-12687	359	10	“	"	PUNCT
aiti-12687	359	11	geographically	geographically	ADV
aiti-12687	359	12	weighted	weight	VERB
aiti-12687	359	13	regression	regression	NOUN
aiti-12687	359	14	models	model	NOUN
aiti-12687	359	15	in	in	ADP
aiti-12687	359	16	estimating	estimate	VERB
aiti-12687	359	17	median	median	ADJ
aiti-12687	359	18	home	home	NOUN
aiti-12687	359	19	prices	price	NOUN
aiti-12687	359	20	in	in	ADP
aiti-12687	359	21	towns	town	NOUN
aiti-12687	359	22	of	of	ADP
aiti-12687	359	23	massachusetts	massachusetts	PROPN
aiti-12687	359	24	based	base	VERB
aiti-12687	359	25	on	on	ADP
aiti-12687	359	26	an	an	DET
aiti-12687	359	27	urban	urban	ADJ
aiti-12687	359	28	sustainability	sustainability	NOUN
aiti-12687	359	29	framework	framework	NOUN
aiti-12687	359	30	,	,	PUNCT
aiti-12687	359	31	”	"	PUNCT
aiti-12687	359	32	sustainability	sustainability	NOUN
aiti-12687	359	33	,	,	PUNCT
aiti-12687	359	34	vol	vol	NOUN
aiti-12687	359	35	.	.	PROPN
aiti-12687	359	36	10	10	NUM
aiti-12687	359	37	,	,	PUNCT
aiti-12687	359	38	no	no	INTJ
aiti-12687	359	39	.	.	NOUN
aiti-12687	359	40	4	4	NUM
aiti-12687	359	41	,	,	PUNCT
aiti-12687	359	42	article	article	NOUN
aiti-12687	359	43	no	no	NOUN
aiti-12687	359	44	.	.	PROPN
aiti-12687	359	45	1026	1026	NUM
aiti-12687	359	46	,	,	PUNCT
aiti-12687	359	47	april	april	PROPN
aiti-12687	359	48	2018	2018	NUM
aiti-12687	359	49	.	.	PUNCT
aiti-12687	360	1	[	[	X
aiti-12687	360	2	4	4	NUM
aiti-12687	360	3	]	]	X
aiti-12687	360	4	department	department	NOUN
aiti-12687	360	5	of	of	ADP
aiti-12687	360	6	economic	economic	ADJ
aiti-12687	360	7	statistics	statistic	NOUN
aiti-12687	360	8	national	national	PROPN
aiti-12687	360	9	statistical	statistical	ADJ
aiti-12687	360	10	office	office	NOUN
aiti-12687	360	11	,	,	PUNCT
aiti-12687	360	12	“	"	PUNCT
aiti-12687	360	13	construction	construction	NOUN
aiti-12687	360	14	area	area	NOUN
aiti-12687	360	15	information	information	NOUN
aiti-12687	360	16	,	,	PUNCT
aiti-12687	360	17	”	"	PUNCT
aiti-12687	360	18	processing	processing	NOUN
aiti-12687	360	19	construction	construction	NOUN
aiti-12687	360	20	area	area	NOUN
aiti-12687	360	21	information	information	NOUN
aiti-12687	360	22	,	,	PUNCT
aiti-12687	360	23	2021	2021	NUM
aiti-12687	360	24	.	.	PUNCT
aiti-12687	361	1	(	(	PUNCT
aiti-12687	361	2	in	in	ADP
aiti-12687	361	3	thai	thai	NOUN
aiti-12687	361	4	)	)	PUNCT
aiti-12687	362	1	[	[	X
aiti-12687	362	2	5	5	X
aiti-12687	362	3	]	]	PUNCT
aiti-12687	362	4	s.	s.	PROPN
aiti-12687	362	5	wang	wang	PROPN
aiti-12687	362	6	,	,	PUNCT
aiti-12687	362	7	j.	j.	PROPN
aiti-12687	362	8	zhu	zhu	PROPN
aiti-12687	362	9	,	,	PUNCT
aiti-12687	362	10	y.	y.	PROPN
aiti-12687	362	11	yin	yin	PROPN
aiti-12687	362	12	,	,	PUNCT
aiti-12687	362	13	d.	d.	PROPN
aiti-12687	362	14	wang	wang	PROPN
aiti-12687	362	15	,	,	PUNCT
aiti-12687	362	16	t.	t.	PROPN
aiti-12687	362	17	e.	e.	PROPN
aiti-12687	362	18	cheng	cheng	PROPN
aiti-12687	362	19	,	,	PUNCT
aiti-12687	362	20	and	and	CCONJ
aiti-12687	362	21	y.	y.	PROPN
aiti-12687	362	22	wang	wang	PROPN
aiti-12687	362	23	,	,	PUNCT
aiti-12687	362	24	“	"	PUNCT
aiti-12687	362	25	interpretable	interpretable	ADJ
aiti-12687	362	26	multi	multi	ADJ
aiti-12687	362	27	-	-	ADJ
aiti-12687	362	28	modal	modal	ADJ
aiti-12687	362	29	stacking	stacking	NOUN
aiti-12687	362	30	-	-	PUNCT
aiti-12687	362	31	based	base	VERB
aiti-12687	362	32	ensemble	ensemble	ADJ
aiti-12687	362	33	learning	learning	NOUN
aiti-12687	362	34	method	method	NOUN
aiti-12687	362	35	for	for	ADP
aiti-12687	362	36	real	real	ADJ
aiti-12687	362	37	estate	estate	NOUN
aiti-12687	362	38	appraisal	appraisal	NOUN
aiti-12687	362	39	,	,	PUNCT
aiti-12687	362	40	”	"	PUNCT
aiti-12687	362	41	ieee	ieee	NOUN
aiti-12687	362	42	transactions	transaction	NOUN
aiti-12687	362	43	on	on	ADP
aiti-12687	362	44	multimedia	multimedia	NOUN
aiti-12687	362	45	,	,	PUNCT
aiti-12687	362	46	vol	vol	NOUN
aiti-12687	362	47	.	.	PROPN
aiti-12687	362	48	25	25	NUM
aiti-12687	362	49	,	,	PUNCT
aiti-12687	362	50	pp	pp	ADJ
aiti-12687	362	51	.	.	PUNCT
aiti-12687	363	1	315	315	NUM
aiti-12687	363	2	-	-	SYM
aiti-12687	363	3	328	328	NUM
aiti-12687	363	4	,	,	PUNCT
aiti-12687	363	5	november	november	PROPN
aiti-12687	363	6	2021	2021	NUM
aiti-12687	363	7	.	.	PUNCT
aiti-12687	364	1	[	[	X
aiti-12687	364	2	6	6	NUM
aiti-12687	364	3	]	]	X
aiti-12687	364	4	s.	s.	PROPN
aiti-12687	364	5	sittikarnkul	sittikarnkul	PROPN
aiti-12687	364	6	,	,	PUNCT
aiti-12687	364	7	“	"	PUNCT
aiti-12687	364	8	construction	construction	NOUN
aiti-12687	364	9	cost	cost	NOUN
aiti-12687	364	10	estimation	estimation	NOUN
aiti-12687	364	11	for	for	ADP
aiti-12687	364	12	government	government	NOUN
aiti-12687	364	13	building	building	NOUN
aiti-12687	364	14	using	use	VERB
aiti-12687	364	15	prediction	prediction	NOUN
aiti-12687	364	16	modeling	modeling	NOUN
aiti-12687	364	17	techniques	technique	NOUN
aiti-12687	364	18	,	,	PUNCT
aiti-12687	364	19	”	"	PUNCT
aiti-12687	364	20	master	master	NOUN
aiti-12687	364	21	of	of	ADP
aiti-12687	364	22	engineering	engineering	NOUN
aiti-12687	364	23	,	,	PUNCT
aiti-12687	364	24	graduate	graduate	NOUN
aiti-12687	364	25	school	school	NOUN
aiti-12687	364	26	,	,	PUNCT
aiti-12687	364	27	chiang	chiang	PROPN
aiti-12687	364	28	mai	mai	PROPN
aiti-12687	364	29	university	university	PROPN
aiti-12687	364	30	,	,	PUNCT
aiti-12687	364	31	chiang	chiang	PROPN
aiti-12687	364	32	mai	mai	PROPN
aiti-12687	364	33	,	,	PUNCT
aiti-12687	364	34	2021	2021	NUM
aiti-12687	364	35	.	.	PUNCT
aiti-12687	365	1	advances	advance	NOUN
aiti-12687	365	2	in	in	ADP
aiti-12687	365	3	technology	technology	NOUN
aiti-12687	365	4	innovation	innovation	NOUN
aiti-12687	365	5	,	,	PUNCT
aiti-12687	365	6	vol	vol	NOUN
aiti-12687	365	7	.	.	PROPN
aiti-12687	365	8	9	9	NUM
aiti-12687	365	9	,	,	PUNCT
aiti-12687	365	10	no	no	INTJ
aiti-12687	365	11	.	.	NOUN
aiti-12687	365	12	1	1	NUM
aiti-12687	365	13	,	,	PUNCT
aiti-12687	365	14	2024	2024	NUM
aiti-12687	365	15	,	,	PUNCT
aiti-12687	365	16	pp	pp	ADJ
aiti-12687	365	17	.	.	PUNCT
aiti-12687	366	1	12	12	NUM
aiti-12687	366	2	-	-	SYM
aiti-12687	366	3	27	27	NUM
aiti-12687	366	4	27	27	NUM
aiti-12687	367	1	[	[	X
aiti-12687	367	2	7	7	X
aiti-12687	367	3	]	]	PUNCT
aiti-12687	367	4	j.	j.	PROPN
aiti-12687	367	5	kalliola	kalliola	PROPN
aiti-12687	367	6	,	,	PUNCT
aiti-12687	367	7	j.	j.	PROPN
aiti-12687	367	8	kapočiūtė	kapočiūtė	PROPN
aiti-12687	367	9	-	-	PROPN
aiti-12687	367	10	dzikienė	dzikienė	PROPN
aiti-12687	367	11	,	,	PUNCT
aiti-12687	367	12	and	and	CCONJ
aiti-12687	367	13	r.	r.	PROPN
aiti-12687	367	14	damaševičius	damaševičius	PROPN
aiti-12687	367	15	,	,	PUNCT
aiti-12687	367	16	“	"	PUNCT
aiti-12687	367	17	neural	neural	ADJ
aiti-12687	367	18	network	network	NOUN
aiti-12687	367	19	hyperparameter	hyperparameter	NOUN
aiti-12687	367	20	optimization	optimization	NOUN
aiti-12687	367	21	for	for	ADP
aiti-12687	367	22	prediction	prediction	NOUN
aiti-12687	367	23	of	of	ADP
aiti-12687	367	24	real	real	ADJ
aiti-12687	367	25	estate	estate	NOUN
aiti-12687	367	26	prices	price	NOUN
aiti-12687	367	27	in	in	ADP
aiti-12687	367	28	helsinki	helsinki	PROPN
aiti-12687	367	29	,	,	PUNCT
aiti-12687	367	30	”	"	PUNCT
aiti-12687	367	31	peerj	peerj	PROPN
aiti-12687	367	32	computer	computer	NOUN
aiti-12687	367	33	science	science	NOUN
aiti-12687	367	34	,	,	PUNCT
aiti-12687	367	35	vol	vol	NOUN
aiti-12687	367	36	.	.	PROPN
aiti-12687	367	37	7	7	NUM
aiti-12687	367	38	,	,	PUNCT
aiti-12687	367	39	article	article	NOUN
aiti-12687	367	40	no	no	NOUN
aiti-12687	367	41	.	.	PUNCT
aiti-12687	368	1	e444	e444	NOUN
aiti-12687	368	2	,	,	PUNCT
aiti-12687	368	3	2021	2021	NUM
aiti-12687	368	4	.	.	PUNCT
aiti-12687	369	1	[	[	X
aiti-12687	369	2	8	8	NUM
aiti-12687	369	3	]	]	X
aiti-12687	369	4	r.	r.	PROPN
aiti-12687	369	5	cioffi	cioffi	PROPN
aiti-12687	369	6	,	,	PUNCT
aiti-12687	369	7	m.	m.	NOUN
aiti-12687	369	8	travaglioni	travaglioni	NOUN
aiti-12687	369	9	,	,	PUNCT
aiti-12687	369	10	g.	g.	PROPN
aiti-12687	369	11	piscitelli	piscitelli	PROPN
aiti-12687	369	12	,	,	PUNCT
aiti-12687	369	13	a.	a.	NOUN
aiti-12687	369	14	petrillo	petrillo	PROPN
aiti-12687	369	15	,	,	PUNCT
aiti-12687	369	16	and	and	CCONJ
aiti-12687	369	17	f.	f.	PROPN
aiti-12687	369	18	de	de	PROPN
aiti-12687	369	19	felice	felice	PROPN
aiti-12687	369	20	,	,	PUNCT
aiti-12687	369	21	“	"	PUNCT
aiti-12687	369	22	artificial	artificial	ADJ
aiti-12687	369	23	intelligence	intelligence	NOUN
aiti-12687	369	24	and	and	CCONJ
aiti-12687	369	25	machine	machine	NOUN
aiti-12687	369	26	learning	learning	NOUN
aiti-12687	369	27	applications	application	NOUN
aiti-12687	369	28	in	in	ADP
aiti-12687	369	29	smart	smart	ADJ
aiti-12687	369	30	production	production	NOUN
aiti-12687	369	31	:	:	PUNCT
aiti-12687	369	32	progress	progress	NOUN
aiti-12687	369	33	,	,	PUNCT
aiti-12687	369	34	trends	trend	NOUN
aiti-12687	369	35	,	,	PUNCT
aiti-12687	369	36	and	and	CCONJ
aiti-12687	369	37	directions	direction	NOUN
aiti-12687	369	38	,	,	PUNCT
aiti-12687	369	39	”	"	PUNCT
aiti-12687	369	40	sustainability	sustainability	NOUN
aiti-12687	369	41	,	,	PUNCT
aiti-12687	369	42	vol	vol	NOUN
aiti-12687	369	43	.	.	PROPN
aiti-12687	369	44	12	12	NUM
aiti-12687	369	45	,	,	PUNCT
aiti-12687	369	46	no	no	INTJ
aiti-12687	369	47	.	.	NOUN
aiti-12687	369	48	2	2	NUM
aiti-12687	369	49	,	,	PUNCT
aiti-12687	369	50	article	article	NOUN
aiti-12687	369	51	no	no	DET
aiti-12687	369	52	492	492	NUM
aiti-12687	369	53	,	,	PUNCT
aiti-12687	369	54	january	january	PROPN
aiti-12687	369	55	2020	2020	NUM
aiti-12687	369	56	.	.	PUNCT
aiti-12687	370	1	[	[	X
aiti-12687	370	2	9	9	NUM
aiti-12687	370	3	]	]	X
aiti-12687	370	4	m.	m.	NOUN
aiti-12687	370	5	kraus	kraus	PROPN
aiti-12687	370	6	,	,	PUNCT
aiti-12687	370	7	s.	s.	PROPN
aiti-12687	370	8	feuerriegel	feuerriegel	PROPN
aiti-12687	370	9	,	,	PUNCT
aiti-12687	370	10	and	and	CCONJ
aiti-12687	370	11	a.	a.	NOUN
aiti-12687	370	12	oztekin	oztekin	NOUN
aiti-12687	370	13	,	,	PUNCT
aiti-12687	370	14	“	"	PUNCT
aiti-12687	370	15	deep	deep	ADJ
aiti-12687	370	16	learning	learning	NOUN
aiti-12687	370	17	in	in	ADP
aiti-12687	370	18	business	business	NOUN
aiti-12687	370	19	analytics	analytic	NOUN
aiti-12687	370	20	and	and	CCONJ
aiti-12687	370	21	operations	operation	NOUN
aiti-12687	370	22	research	research	NOUN
aiti-12687	370	23	:	:	PUNCT
aiti-12687	370	24	models	model	NOUN
aiti-12687	370	25	,	,	PUNCT
aiti-12687	370	26	applications	application	NOUN
aiti-12687	370	27	and	and	CCONJ
aiti-12687	370	28	managerial	managerial	ADJ
aiti-12687	370	29	implications	implication	NOUN
aiti-12687	370	30	,	,	PUNCT
aiti-12687	370	31	”	"	PUNCT
aiti-12687	370	32	european	european	ADJ
aiti-12687	370	33	journal	journal	PROPN
aiti-12687	370	34	of	of	ADP
aiti-12687	370	35	operational	operational	ADJ
aiti-12687	370	36	research	research	NOUN
aiti-12687	370	37	,	,	PUNCT
aiti-12687	370	38	vol	vol	NOUN
aiti-12687	370	39	.	.	PROPN
aiti-12687	370	40	281	281	NUM
aiti-12687	370	41	,	,	PUNCT
aiti-12687	370	42	no	no	INTJ
aiti-12687	370	43	.	.	NOUN
aiti-12687	370	44	3	3	NUM
aiti-12687	370	45	,	,	PUNCT
aiti-12687	370	46	pp	pp	ADJ
aiti-12687	370	47	.	.	PUNCT
aiti-12687	370	48	628	628	NUM
aiti-12687	370	49	-	-	SYM
aiti-12687	370	50	641	641	NUM
aiti-12687	370	51	,	,	PUNCT
aiti-12687	370	52	march	march	PROPN
aiti-12687	370	53	2020	2020	NUM
aiti-12687	370	54	.	.	PUNCT
aiti-12687	371	1	[	[	X
aiti-12687	371	2	10	10	NUM
aiti-12687	371	3	]	]	X
aiti-12687	371	4	n.	n.	PROPN
aiti-12687	371	5	s.	s.	PROPN
aiti-12687	371	6	ja’afar	ja’afar	PROPN
aiti-12687	371	7	,	,	PUNCT
aiti-12687	371	8	j.	j.	PROPN
aiti-12687	371	9	mohamad	mohamad	PROPN
aiti-12687	371	10	,	,	PUNCT
aiti-12687	371	11	and	and	CCONJ
aiti-12687	371	12	s.	s.	PROPN
aiti-12687	371	13	ismail	ismail	PROPN
aiti-12687	371	14	,	,	PUNCT
aiti-12687	371	15	“	"	PUNCT
aiti-12687	371	16	machine	machine	NOUN
aiti-12687	371	17	learning	learning	NOUN
aiti-12687	371	18	for	for	ADP
aiti-12687	371	19	property	property	NOUN
aiti-12687	371	20	price	price	NOUN
aiti-12687	371	21	prediction	prediction	NOUN
aiti-12687	371	22	and	and	CCONJ
aiti-12687	371	23	price	price	NOUN
aiti-12687	371	24	valuation	valuation	NOUN
aiti-12687	371	25	:	:	PUNCT
aiti-12687	371	26	a	a	DET
aiti-12687	371	27	systematic	systematic	ADJ
aiti-12687	371	28	literature	literature	NOUN
aiti-12687	371	29	review	review	NOUN
aiti-12687	371	30	,	,	PUNCT
aiti-12687	371	31	”	"	PUNCT
aiti-12687	371	32	planning	plan	VERB
aiti-12687	371	33	malaysia	malaysia	PROPN
aiti-12687	371	34	,	,	PUNCT
aiti-12687	371	35	vol	vol	NOUN
aiti-12687	371	36	.	.	PROPN
aiti-12687	371	37	19	19	NUM
aiti-12687	371	38	,	,	PUNCT
aiti-12687	371	39	no	no	INTJ
aiti-12687	371	40	.	.	NOUN
aiti-12687	371	41	3	3	NUM
aiti-12687	371	42	,	,	PUNCT
aiti-12687	371	43	pp	pp	ADJ
aiti-12687	371	44	.	.	PUNCT
aiti-12687	372	1	411	411	NUM
aiti-12687	372	2	-	-	SYM
aiti-12687	372	3	422	422	NUM
aiti-12687	372	4	,	,	PUNCT
aiti-12687	372	5	october	october	PROPN
aiti-12687	372	6	2021	2021	NUM
aiti-12687	372	7	.	.	PUNCT
aiti-12687	373	1	[	[	X
aiti-12687	373	2	11	11	NUM
aiti-12687	373	3	]	]	PUNCT
aiti-12687	373	4	j.	j.	PROPN
aiti-12687	373	5	kang	kang	PROPN
aiti-12687	373	6	,	,	PUNCT
aiti-12687	373	7	h.	h.	PROPN
aiti-12687	373	8	j.	j.	PROPN
aiti-12687	373	9	lee	lee	PROPN
aiti-12687	373	10	,	,	PUNCT
aiti-12687	373	11	s.	s.	PROPN
aiti-12687	373	12	h.	h.	PROPN
aiti-12687	373	13	jeong	jeong	PROPN
aiti-12687	373	14	,	,	PUNCT
aiti-12687	373	15	h.	h.	PROPN
aiti-12687	373	16	s.	s.	PROPN
aiti-12687	373	17	lee	lee	PROPN
aiti-12687	373	18	,	,	PUNCT
aiti-12687	373	19	and	and	CCONJ
aiti-12687	373	20	k.	k.	PROPN
aiti-12687	373	21	j.	j.	PROPN
aiti-12687	374	1	oh	oh	INTJ
aiti-12687	374	2	,	,	PUNCT
aiti-12687	374	3	“	"	PUNCT
aiti-12687	374	4	developing	develop	VERB
aiti-12687	374	5	a	a	DET
aiti-12687	374	6	forecasting	forecasting	NOUN
aiti-12687	374	7	model	model	NOUN
aiti-12687	374	8	for	for	ADP
aiti-12687	374	9	real	real	ADJ
aiti-12687	374	10	estate	estate	NOUN
aiti-12687	374	11	auction	auction	NOUN
aiti-12687	374	12	prices	price	NOUN
aiti-12687	374	13	using	use	VERB
aiti-12687	374	14	artificial	artificial	ADJ
aiti-12687	374	15	intelligence	intelligence	NOUN
aiti-12687	374	16	,	,	PUNCT
aiti-12687	374	17	”	"	PUNCT
aiti-12687	374	18	sustainability	sustainability	NOUN
aiti-12687	374	19	,	,	PUNCT
aiti-12687	374	20	vol	vol	NOUN
aiti-12687	374	21	.	.	PROPN
aiti-12687	374	22	12	12	NUM
aiti-12687	374	23	,	,	PUNCT
aiti-12687	374	24	no	no	INTJ
aiti-12687	374	25	.	.	NOUN
aiti-12687	374	26	7	7	NUM
aiti-12687	374	27	,	,	PUNCT
aiti-12687	374	28	article	article	NOUN
aiti-12687	374	29	no	no	NOUN
aiti-12687	374	30	.	.	PROPN
aiti-12687	374	31	2899	2899	NUM
aiti-12687	374	32	,	,	PUNCT
aiti-12687	374	33	april	april	PROPN
aiti-12687	374	34	2020	2020	NUM
aiti-12687	374	35	.	.	PUNCT
aiti-12687	375	1	[	[	X
aiti-12687	375	2	12	12	NUM
aiti-12687	375	3	]	]	X
aiti-12687	375	4	n.	n.	NOUN
aiti-12687	375	5	ferlan	ferlan	PROPN
aiti-12687	375	6	,	,	PUNCT
aiti-12687	375	7	m.	m.	NOUN
aiti-12687	375	8	bastic	bastic	NOUN
aiti-12687	375	9	,	,	PUNCT
aiti-12687	375	10	and	and	CCONJ
aiti-12687	375	11	i.	i.	NOUN
aiti-12687	375	12	psunder	psunder	NOUN
aiti-12687	375	13	,	,	PUNCT
aiti-12687	375	14	“	"	PUNCT
aiti-12687	375	15	influential	influential	ADJ
aiti-12687	375	16	factors	factor	NOUN
aiti-12687	375	17	on	on	ADP
aiti-12687	375	18	the	the	DET
aiti-12687	375	19	market	market	NOUN
aiti-12687	375	20	value	value	NOUN
aiti-12687	375	21	of	of	ADP
aiti-12687	375	22	residential	residential	ADJ
aiti-12687	375	23	properties	property	NOUN
aiti-12687	375	24	,	,	PUNCT
aiti-12687	375	25	”	"	PUNCT
aiti-12687	375	26	engineering	engineering	NOUN
aiti-12687	375	27	economics	economic	NOUN
aiti-12687	375	28	,	,	PUNCT
aiti-12687	375	29	vol	vol	NOUN
aiti-12687	375	30	.	.	PROPN
aiti-12687	375	31	28	28	NUM
aiti-12687	375	32	,	,	PUNCT
aiti-12687	375	33	no	no	INTJ
aiti-12687	375	34	.	.	NOUN
aiti-12687	375	35	2	2	NUM
aiti-12687	375	36	,	,	PUNCT
aiti-12687	375	37	pp	pp	ADJ
aiti-12687	375	38	.	.	PUNCT
aiti-12687	376	1	135	135	NUM
aiti-12687	376	2	-	-	SYM
aiti-12687	376	3	144	144	NUM
aiti-12687	376	4	,	,	PUNCT
aiti-12687	376	5	april	april	PROPN
aiti-12687	376	6	2017	2017	NUM
aiti-12687	376	7	.	.	PUNCT
aiti-12687	377	1	[	[	X
aiti-12687	377	2	13	13	NUM
aiti-12687	377	3	]	]	X
aiti-12687	377	4	y.	y.	PROPN
aiti-12687	377	5	xu	xu	PROPN
aiti-12687	377	6	,	,	PUNCT
aiti-12687	377	7	y.	y.	PROPN
aiti-12687	377	8	zhou	zhou	PROPN
aiti-12687	377	9	,	,	PUNCT
aiti-12687	377	10	p.	p.	PROPN
aiti-12687	377	11	sekula	sekula	PROPN
aiti-12687	377	12	,	,	PUNCT
aiti-12687	377	13	and	and	CCONJ
aiti-12687	377	14	l.	l.	PROPN
aiti-12687	377	15	ding	ding	PROPN
aiti-12687	377	16	,	,	PUNCT
aiti-12687	377	17	“	"	PUNCT
aiti-12687	377	18	machine	machine	NOUN
aiti-12687	377	19	learning	learning	NOUN
aiti-12687	377	20	in	in	ADP
aiti-12687	377	21	construction	construction	NOUN
aiti-12687	377	22	:	:	PUNCT
aiti-12687	377	23	from	from	ADP
aiti-12687	377	24	shallow	shallow	ADJ
aiti-12687	377	25	to	to	ADP
aiti-12687	377	26	deep	deep	ADJ
aiti-12687	377	27	learning	learning	NOUN
aiti-12687	377	28	,	,	PUNCT
aiti-12687	377	29	”	"	PUNCT
aiti-12687	377	30	developments	development	NOUN
aiti-12687	377	31	in	in	ADP
aiti-12687	377	32	the	the	DET
aiti-12687	377	33	built	build	VERB
aiti-12687	377	34	environment	environment	NOUN
aiti-12687	377	35	,	,	PUNCT
aiti-12687	377	36	vol	vol	NOUN
aiti-12687	377	37	.	.	PROPN
aiti-12687	377	38	6	6	NUM
aiti-12687	377	39	,	,	PUNCT
aiti-12687	377	40	article	article	NOUN
aiti-12687	377	41	no	no	NOUN
aiti-12687	377	42	.	.	PROPN
aiti-12687	377	43	100045	100045	NUM
aiti-12687	377	44	,	,	PUNCT
aiti-12687	377	45	may	may	AUX
aiti-12687	377	46	2021	2021	NUM
aiti-12687	377	47	.	.	PUNCT
aiti-12687	378	1	[	[	X
aiti-12687	378	2	14	14	NUM
aiti-12687	378	3	]	]	X
aiti-12687	378	4	s.	s.	PROPN
aiti-12687	378	5	tayefeh	tayefeh	PROPN
aiti-12687	378	6	hashemi	hashemi	PROPN
aiti-12687	378	7	,	,	PUNCT
aiti-12687	378	8	o.	o.	PROPN
aiti-12687	378	9	m.	m.	PROPN
aiti-12687	378	10	ebadati	ebadati	PROPN
aiti-12687	378	11	,	,	PUNCT
aiti-12687	378	12	and	and	CCONJ
aiti-12687	378	13	h.	h.	PROPN
aiti-12687	378	14	kaur	kaur	PROPN
aiti-12687	378	15	,	,	PUNCT
aiti-12687	378	16	“	"	PUNCT
aiti-12687	378	17	cost	cost	NOUN
aiti-12687	378	18	estimation	estimation	NOUN
aiti-12687	378	19	and	and	CCONJ
aiti-12687	378	20	prediction	prediction	NOUN
aiti-12687	378	21	in	in	ADP
aiti-12687	378	22	construction	construction	NOUN
aiti-12687	378	23	projects	project	NOUN
aiti-12687	378	24	:	:	PUNCT
aiti-12687	378	25	a	a	DET
aiti-12687	378	26	systematic	systematic	ADJ
aiti-12687	378	27	review	review	NOUN
aiti-12687	378	28	on	on	ADP
aiti-12687	378	29	machine	machine	NOUN
aiti-12687	378	30	learning	learn	VERB
aiti-12687	378	31	techniques	technique	NOUN
aiti-12687	378	32	,	,	PUNCT
aiti-12687	378	33	”	"	PUNCT
aiti-12687	378	34	sn	sn	PROPN
aiti-12687	378	35	applied	apply	VERB
aiti-12687	378	36	sciences	science	NOUN
aiti-12687	378	37	,	,	PUNCT
aiti-12687	378	38	vol	vol	NOUN
aiti-12687	378	39	.	.	PROPN
aiti-12687	378	40	2	2	NUM
aiti-12687	378	41	,	,	PUNCT
aiti-12687	378	42	article	article	NOUN
aiti-12687	378	43	no	no	NOUN
aiti-12687	378	44	.	.	PROPN
aiti-12687	378	45	1703	1703	NUM
aiti-12687	378	46	,	,	PUNCT
aiti-12687	378	47	september	september	PROPN
aiti-12687	378	48	2020	2020	NUM
aiti-12687	378	49	.	.	PUNCT
aiti-12687	379	1	[	[	X
aiti-12687	379	2	15	15	NUM
aiti-12687	379	3	]	]	PUNCT
aiti-12687	379	4	a.	a.	NOUN
aiti-12687	379	5	o.	o.	PROPN
aiti-12687	379	6	elfaki	elfaki	PROPN
aiti-12687	379	7	,	,	PUNCT
aiti-12687	379	8	s.	s.	PROPN
aiti-12687	379	9	alatawi	alatawi	PROPN
aiti-12687	379	10	,	,	PUNCT
aiti-12687	379	11	and	and	CCONJ
aiti-12687	379	12	e.	e.	PROPN
aiti-12687	379	13	abushandi	abushandi	PROPN
aiti-12687	379	14	,	,	PUNCT
aiti-12687	379	15	“	"	PUNCT
aiti-12687	379	16	using	use	VERB
aiti-12687	379	17	intelligent	intelligent	ADJ
aiti-12687	379	18	techniques	technique	NOUN
aiti-12687	379	19	in	in	ADP
aiti-12687	379	20	construction	construction	NOUN
aiti-12687	379	21	project	project	NOUN
aiti-12687	379	22	cost	cost	NOUN
aiti-12687	379	23	estimation	estimation	NOUN
aiti-12687	379	24	:	:	PUNCT
aiti-12687	379	25	10year	10year	NUM
aiti-12687	379	26	survey	survey	NOUN
aiti-12687	379	27	,	,	PUNCT
aiti-12687	379	28	”	"	PUNCT
aiti-12687	379	29	advances	advance	NOUN
aiti-12687	379	30	in	in	ADP
aiti-12687	379	31	civil	civil	ADJ
aiti-12687	379	32	engineering	engineering	NOUN
aiti-12687	379	33	,	,	PUNCT
aiti-12687	379	34	vol	vol	NOUN
aiti-12687	379	35	.	.	PROPN
aiti-12687	379	36	2014	2014	NUM
aiti-12687	379	37	,	,	PUNCT
aiti-12687	379	38	article	article	NOUN
aiti-12687	379	39	no	no	NOUN
aiti-12687	379	40	.	.	PROPN
aiti-12687	379	41	107926	107926	NUM
aiti-12687	379	42	,	,	PUNCT
aiti-12687	379	43	2014	2014	NUM
aiti-12687	379	44	.	.	PUNCT
aiti-12687	380	1	[	[	X
aiti-12687	380	2	16	16	NUM
aiti-12687	380	3	]	]	PUNCT
aiti-12687	380	4	a.	a.	NOUN
aiti-12687	380	5	varma	varma	PROPN
aiti-12687	380	6	,	,	PUNCT
aiti-12687	380	7	a.	a.	PROPN
aiti-12687	380	8	sarma	sarma	PROPN
aiti-12687	380	9	,	,	PUNCT
aiti-12687	380	10	s.	s.	PROPN
aiti-12687	380	11	doshi	doshi	PROPN
aiti-12687	380	12	,	,	PUNCT
aiti-12687	380	13	and	and	CCONJ
aiti-12687	380	14	r.	r.	PROPN
aiti-12687	380	15	nair	nair	PROPN
aiti-12687	380	16	,	,	PUNCT
aiti-12687	380	17	“	"	PUNCT
aiti-12687	380	18	house	house	NOUN
aiti-12687	380	19	price	price	NOUN
aiti-12687	380	20	prediction	prediction	NOUN
aiti-12687	380	21	using	use	VERB
aiti-12687	380	22	machine	machine	NOUN
aiti-12687	380	23	learning	learning	NOUN
aiti-12687	380	24	and	and	CCONJ
aiti-12687	380	25	neural	neural	ADJ
aiti-12687	380	26	networks	network	NOUN
aiti-12687	380	27	,	,	PUNCT
aiti-12687	380	28	”	"	PUNCT
aiti-12687	380	29	second	second	ADJ
aiti-12687	380	30	international	international	ADJ
aiti-12687	380	31	conference	conference	NOUN
aiti-12687	380	32	on	on	ADP
aiti-12687	380	33	inventive	inventive	ADJ
aiti-12687	380	34	communication	communication	NOUN
aiti-12687	380	35	and	and	CCONJ
aiti-12687	380	36	computational	computational	ADJ
aiti-12687	380	37	technologies	technology	NOUN
aiti-12687	380	38	,	,	PUNCT
aiti-12687	380	39	pp	pp	ADV
aiti-12687	380	40	.	.	PUNCT
aiti-12687	381	1	1936	1936	NUM
aiti-12687	381	2	-	-	SYM
aiti-12687	381	3	1939	1939	NUM
aiti-12687	381	4	,	,	PUNCT
aiti-12687	381	5	april	april	PROPN
aiti-12687	381	6	2018	2018	NUM
aiti-12687	381	7	.	.	PUNCT
aiti-12687	382	1	[	[	X
aiti-12687	382	2	17	17	NUM
aiti-12687	382	3	]	]	X
aiti-12687	382	4	w.	w.	PROPN
aiti-12687	382	5	k.	k.	PROPN
aiti-12687	382	6	ho	ho	PROPN
aiti-12687	382	7	,	,	PUNCT
aiti-12687	382	8	b.	b.	PROPN
aiti-12687	382	9	s.	s.	PROPN
aiti-12687	382	10	tang	tang	PROPN
aiti-12687	382	11	,	,	PUNCT
aiti-12687	382	12	and	and	CCONJ
aiti-12687	382	13	s.	s.	PROPN
aiti-12687	382	14	w.	w.	PROPN
aiti-12687	382	15	wong	wong	PROPN
aiti-12687	382	16	,	,	PUNCT
aiti-12687	382	17	“	"	PUNCT
aiti-12687	382	18	predicting	predict	VERB
aiti-12687	382	19	property	property	NOUN
aiti-12687	382	20	prices	price	NOUN
aiti-12687	382	21	with	with	ADP
aiti-12687	382	22	machine	machine	NOUN
aiti-12687	382	23	learning	learning	NOUN
aiti-12687	382	24	algorithms	algorithm	NOUN
aiti-12687	382	25	,	,	PUNCT
aiti-12687	382	26	”	"	PUNCT
aiti-12687	382	27	journal	journal	NOUN
aiti-12687	382	28	of	of	ADP
aiti-12687	382	29	property	property	NOUN
aiti-12687	382	30	research	research	NOUN
aiti-12687	382	31	,	,	PUNCT
aiti-12687	382	32	vol	vol	NOUN
aiti-12687	382	33	.	.	PROPN
aiti-12687	382	34	38	38	NUM
aiti-12687	382	35	,	,	PUNCT
aiti-12687	382	36	no	no	INTJ
aiti-12687	382	37	.	.	NOUN
aiti-12687	382	38	1	1	NUM
aiti-12687	382	39	,	,	PUNCT
aiti-12687	382	40	pp	pp	ADJ
aiti-12687	382	41	.	.	PUNCT
aiti-12687	383	1	48	48	NUM
aiti-12687	383	2	-	-	SYM
aiti-12687	383	3	70	70	NUM
aiti-12687	383	4	,	,	PUNCT
aiti-12687	383	5	2021	2021	NUM
aiti-12687	383	6	.	.	PUNCT
aiti-12687	384	1	[	[	X
aiti-12687	384	2	18	18	NUM
aiti-12687	384	3	]	]	PUNCT
aiti-12687	384	4	t.	t.	PROPN
aiti-12687	384	5	z.	z.	PROPN
aiti-12687	384	6	khalaf	khalaf	PROPN
aiti-12687	384	7	,	,	PUNCT
aiti-12687	384	8	h.	h.	PROPN
aiti-12687	384	9	çağlar	çağlar	NOUN
aiti-12687	384	10	,	,	PUNCT
aiti-12687	384	11	a.	a.	NOUN
aiti-12687	384	12	çağlar	çağlar	NOUN
aiti-12687	384	13	,	,	PUNCT
aiti-12687	384	14	and	and	CCONJ
aiti-12687	384	15	a.	a.	PROPN
aiti-12687	384	16	n.	n.	PROPN
aiti-12687	384	17	hanoon	hanoon	PROPN
aiti-12687	384	18	,	,	PUNCT
aiti-12687	384	19	“	"	PUNCT
aiti-12687	384	20	particle	particle	NOUN
aiti-12687	384	21	swarm	swarm	NOUN
aiti-12687	384	22	optimization	optimization	NOUN
aiti-12687	384	23	based	base	VERB
aiti-12687	384	24	approach	approach	NOUN
aiti-12687	384	25	for	for	ADP
aiti-12687	384	26	estimation	estimation	NOUN
aiti-12687	384	27	of	of	ADP
aiti-12687	384	28	costs	cost	NOUN
aiti-12687	384	29	and	and	CCONJ
aiti-12687	384	30	duration	duration	NOUN
aiti-12687	384	31	of	of	ADP
aiti-12687	384	32	construction	construction	NOUN
aiti-12687	384	33	projects	project	NOUN
aiti-12687	384	34	,	,	PUNCT
aiti-12687	384	35	”	"	PUNCT
aiti-12687	384	36	civil	civil	ADJ
aiti-12687	384	37	engineering	engineering	NOUN
aiti-12687	384	38	journal	journal	NOUN
aiti-12687	384	39	,	,	PUNCT
aiti-12687	384	40	vol	vol	NOUN
aiti-12687	384	41	.	.	PROPN
aiti-12687	384	42	6	6	NUM
aiti-12687	384	43	,	,	PUNCT
aiti-12687	384	44	no	no	INTJ
aiti-12687	384	45	.	.	NOUN
aiti-12687	384	46	2	2	NUM
aiti-12687	384	47	,	,	PUNCT
aiti-12687	384	48	pp	pp	ADJ
aiti-12687	384	49	.	.	PUNCT
aiti-12687	385	1	384	384	NUM
aiti-12687	385	2	-	-	SYM
aiti-12687	385	3	401	401	NUM
aiti-12687	385	4	,	,	PUNCT
aiti-12687	385	5	february	february	NOUN
aiti-12687	385	6	2020	2020	NUM
aiti-12687	385	7	.	.	PUNCT
aiti-12687	386	1	[	[	X
aiti-12687	386	2	19	19	NUM
aiti-12687	386	3	]	]	PUNCT
aiti-12687	386	4	q.	q.	PROPN
aiti-12687	386	5	jiang	jiang	PROPN
aiti-12687	386	6	,	,	PUNCT
aiti-12687	386	7	“	"	PUNCT
aiti-12687	386	8	estimation	estimation	NOUN
aiti-12687	386	9	of	of	ADP
aiti-12687	386	10	construction	construction	NOUN
aiti-12687	386	11	project	project	NOUN
aiti-12687	386	12	building	building	NOUN
aiti-12687	386	13	cost	cost	NOUN
aiti-12687	386	14	by	by	ADP
aiti-12687	386	15	back	back	ADJ
aiti-12687	386	16	-	-	PUNCT
aiti-12687	386	17	propagation	propagation	NOUN
aiti-12687	386	18	neural	neural	ADJ
aiti-12687	386	19	network	network	NOUN
aiti-12687	386	20	,	,	PUNCT
aiti-12687	386	21	”	"	PUNCT
aiti-12687	386	22	journal	journal	NOUN
aiti-12687	386	23	of	of	ADP
aiti-12687	386	24	engineering	engineering	NOUN
aiti-12687	386	25	,	,	PUNCT
aiti-12687	386	26	design	design	NOUN
aiti-12687	386	27	and	and	CCONJ
aiti-12687	386	28	technology	technology	NOUN
aiti-12687	386	29	,	,	PUNCT
aiti-12687	386	30	vol	vol	NOUN
aiti-12687	386	31	.	.	PROPN
aiti-12687	386	32	18	18	NUM
aiti-12687	386	33	,	,	PUNCT
aiti-12687	386	34	no	no	INTJ
aiti-12687	386	35	.	.	NOUN
aiti-12687	386	36	3	3	NUM
aiti-12687	386	37	,	,	PUNCT
aiti-12687	386	38	pp	pp	ADJ
aiti-12687	386	39	.	.	PUNCT
aiti-12687	387	1	601	601	NUM
aiti-12687	387	2	-	-	NUM
aiti-12687	387	3	609	609	NUM
aiti-12687	387	4	,	,	PUNCT
aiti-12687	387	5	2020	2020	NUM
aiti-12687	387	6	.	.	PUNCT
aiti-12687	388	1	[	[	X
aiti-12687	388	2	20	20	NUM
aiti-12687	388	3	]	]	X
aiti-12687	388	4	u.	u.	NOUN
aiti-12687	388	5	park	park	PROPN
aiti-12687	388	6	,	,	PUNCT
aiti-12687	388	7	y.	y.	PROPN
aiti-12687	388	8	kang	kang	PROPN
aiti-12687	388	9	,	,	PUNCT
aiti-12687	388	10	h.	h.	PROPN
aiti-12687	388	11	lee	lee	PROPN
aiti-12687	388	12	,	,	PUNCT
aiti-12687	388	13	and	and	CCONJ
aiti-12687	388	14	s.	s.	PROPN
aiti-12687	388	15	yun	yun	PROPN
aiti-12687	388	16	,	,	PUNCT
aiti-12687	388	17	“	"	PUNCT
aiti-12687	388	18	a	a	DET
aiti-12687	388	19	stacking	stack	VERB
aiti-12687	388	20	heterogeneous	heterogeneous	ADJ
aiti-12687	388	21	ensemble	ensemble	ADJ
aiti-12687	388	22	learning	learning	NOUN
aiti-12687	388	23	method	method	NOUN
aiti-12687	388	24	for	for	ADP
aiti-12687	388	25	the	the	DET
aiti-12687	388	26	prediction	prediction	NOUN
aiti-12687	388	27	of	of	ADP
aiti-12687	388	28	building	build	VERB
aiti-12687	388	29	construction	construction	NOUN
aiti-12687	388	30	project	project	NOUN
aiti-12687	388	31	costs	cost	NOUN
aiti-12687	388	32	,	,	PUNCT
aiti-12687	388	33	”	"	PUNCT
aiti-12687	388	34	applied	apply	VERB
aiti-12687	388	35	sciences	science	NOUN
aiti-12687	388	36	,	,	PUNCT
aiti-12687	388	37	vol	vol	NOUN
aiti-12687	388	38	.	.	PROPN
aiti-12687	388	39	12	12	NUM
aiti-12687	388	40	,	,	PUNCT
aiti-12687	388	41	no	no	INTJ
aiti-12687	388	42	.	.	NOUN
aiti-12687	388	43	19	19	NUM
aiti-12687	388	44	,	,	PUNCT
aiti-12687	388	45	article	article	NOUN
aiti-12687	388	46	no	no	NOUN
aiti-12687	388	47	.	.	PROPN
aiti-12687	388	48	9729	9729	NUM
aiti-12687	388	49	,	,	PUNCT
aiti-12687	388	50	october	october	PROPN
aiti-12687	388	51	2022	2022	NUM
aiti-12687	388	52	.	.	PUNCT
aiti-12687	389	1	[	[	X
aiti-12687	389	2	21	21	NUM
aiti-12687	389	3	]	]	X
aiti-12687	389	4	w.	w.	PROPN
aiti-12687	389	5	dangsangthong	dangsangthong	PROPN
aiti-12687	389	6	,	,	PUNCT
aiti-12687	389	7	“	"	PUNCT
aiti-12687	389	8	residential	residential	ADJ
aiti-12687	389	9	building	building	NOUN
aiti-12687	389	10	cost	cost	NOUN
aiti-12687	389	11	estimation	estimation	NOUN
aiti-12687	389	12	using	use	VERB
aiti-12687	389	13	artificial	artificial	ADJ
aiti-12687	389	14	neural	neural	ADJ
aiti-12687	389	15	network	network	NOUN
aiti-12687	389	16	approach	approach	NOUN
aiti-12687	389	17	,	,	PUNCT
aiti-12687	389	18	”	"	PUNCT
aiti-12687	389	19	master	master	NOUN
aiti-12687	389	20	of	of	ADP
aiti-12687	389	21	engineering	engineering	NOUN
aiti-12687	389	22	,	,	PUNCT
aiti-12687	389	23	graduate	graduate	NOUN
aiti-12687	389	24	school	school	NOUN
aiti-12687	389	25	,	,	PUNCT
aiti-12687	389	26	chiang	chiang	PROPN
aiti-12687	389	27	mai	mai	PROPN
aiti-12687	389	28	university	university	PROPN
aiti-12687	389	29	,	,	PUNCT
aiti-12687	389	30	chiang	chiang	PROPN
aiti-12687	389	31	mai	mai	PROPN
aiti-12687	389	32	,	,	PUNCT
aiti-12687	389	33	2016	2016	NUM
aiti-12687	389	34	.	.	PUNCT
aiti-12687	390	1	[	[	X
aiti-12687	390	2	22	22	NUM
aiti-12687	390	3	]	]	PUNCT
aiti-12687	390	4	v.	v.	CCONJ
aiti-12687	390	5	chandanshive	chandanshive	ADJ
aiti-12687	390	6	and	and	CCONJ
aiti-12687	390	7	a.	a.	PROPN
aiti-12687	390	8	r.	r.	PROPN
aiti-12687	390	9	kambekar	kambekar	PROPN
aiti-12687	390	10	,	,	PUNCT
aiti-12687	390	11	“	"	PUNCT
aiti-12687	390	12	estimation	estimation	NOUN
aiti-12687	390	13	of	of	ADP
aiti-12687	390	14	building	build	VERB
aiti-12687	390	15	construction	construction	NOUN
aiti-12687	390	16	cost	cost	NOUN
aiti-12687	390	17	using	use	VERB
aiti-12687	390	18	artificial	artificial	ADJ
aiti-12687	390	19	neural	neural	ADJ
aiti-12687	390	20	networks	network	NOUN
aiti-12687	390	21	,	,	PUNCT
aiti-12687	390	22	”	"	PUNCT
aiti-12687	390	23	journal	journal	NOUN
aiti-12687	390	24	of	of	ADP
aiti-12687	390	25	soft	soft	ADJ
aiti-12687	390	26	computing	computing	NOUN
aiti-12687	390	27	in	in	ADP
aiti-12687	390	28	civil	civil	ADJ
aiti-12687	390	29	engineering	engineering	NOUN
aiti-12687	390	30	,	,	PUNCT
aiti-12687	390	31	vol	vol	NOUN
aiti-12687	390	32	.	.	PROPN
aiti-12687	390	33	3	3	NUM
aiti-12687	390	34	,	,	PUNCT
aiti-12687	390	35	no	no	INTJ
aiti-12687	390	36	.	.	NOUN
aiti-12687	390	37	1	1	NUM
aiti-12687	390	38	,	,	PUNCT
aiti-12687	390	39	pp	pp	ADJ
aiti-12687	390	40	.	.	PUNCT
aiti-12687	391	1	91	91	NUM
aiti-12687	391	2	-	-	SYM
aiti-12687	391	3	107	107	NUM
aiti-12687	391	4	,	,	PUNCT
aiti-12687	391	5	january	january	PROPN
aiti-12687	391	6	2019	2019	NUM
aiti-12687	391	7	.	.	PUNCT
aiti-12687	392	1	[	[	X
aiti-12687	392	2	23	23	NUM
aiti-12687	392	3	]	]	PUNCT
aiti-12687	392	4	s.	s.	PROPN
aiti-12687	392	5	h.	h.	PROPN
aiti-12687	392	6	ji	ji	PROPN
aiti-12687	392	7	,	,	PUNCT
aiti-12687	392	8	j.	j.	PROPN
aiti-12687	392	9	ahn	ahn	PROPN
aiti-12687	392	10	,	,	PUNCT
aiti-12687	392	11	h.	h.	PROPN
aiti-12687	392	12	s.	s.	PROPN
aiti-12687	392	13	lee	lee	PROPN
aiti-12687	392	14	,	,	PUNCT
aiti-12687	392	15	and	and	CCONJ
aiti-12687	392	16	k.	k.	PROPN
aiti-12687	392	17	han	han	PROPN
aiti-12687	392	18	,	,	PUNCT
aiti-12687	392	19	“	"	PUNCT
aiti-12687	392	20	cost	cost	NOUN
aiti-12687	392	21	estimation	estimation	NOUN
aiti-12687	392	22	model	model	NOUN
aiti-12687	392	23	using	use	VERB
aiti-12687	392	24	modified	modify	VERB
aiti-12687	392	25	parameters	parameter	NOUN
aiti-12687	392	26	for	for	ADP
aiti-12687	392	27	construction	construction	NOUN
aiti-12687	392	28	projects	project	NOUN
aiti-12687	392	29	,	,	PUNCT
aiti-12687	392	30	”	"	PUNCT
aiti-12687	392	31	advances	advance	NOUN
aiti-12687	392	32	in	in	ADP
aiti-12687	392	33	civil	civil	ADJ
aiti-12687	392	34	engineering	engineering	NOUN
aiti-12687	392	35	,	,	PUNCT
aiti-12687	392	36	vol	vol	NOUN
aiti-12687	392	37	.	.	PROPN
aiti-12687	392	38	2019	2019	NUM
aiti-12687	392	39	,	,	PUNCT
aiti-12687	392	40	article	article	NOUN
aiti-12687	392	41	no	no	NOUN
aiti-12687	392	42	.	.	PROPN
aiti-12687	392	43	8290935	8290935	NUM
aiti-12687	392	44	,	,	PUNCT
aiti-12687	392	45	2019	2019	NUM
aiti-12687	392	46	.	.	PUNCT
aiti-12687	393	1	[	[	X
aiti-12687	393	2	24	24	NUM
aiti-12687	393	3	]	]	PUNCT
aiti-12687	393	4	c.	c.	PROPN
aiti-12687	393	5	l.	l.	PROPN
aiti-12687	393	6	c.	c.	PROPN
aiti-12687	393	7	roxas	roxas	PROPN
aiti-12687	393	8	and	and	CCONJ
aiti-12687	393	9	j.	j.	PROPN
aiti-12687	393	10	m.	m.	PROPN
aiti-12687	393	11	c.	c.	PROPN
aiti-12687	393	12	ongpeng	ongpeng	PROPN
aiti-12687	393	13	,	,	PUNCT
aiti-12687	393	14	“	"	PUNCT
aiti-12687	393	15	an	an	DET
aiti-12687	393	16	artificial	artificial	ADJ
aiti-12687	393	17	neural	neural	ADJ
aiti-12687	393	18	network	network	NOUN
aiti-12687	393	19	approach	approach	NOUN
aiti-12687	393	20	to	to	ADP
aiti-12687	393	21	structural	structural	ADJ
aiti-12687	393	22	cost	cost	NOUN
aiti-12687	393	23	estimation	estimation	NOUN
aiti-12687	393	24	of	of	ADP
aiti-12687	393	25	building	building	NOUN
aiti-12687	393	26	projects	project	NOUN
aiti-12687	393	27	in	in	ADP
aiti-12687	393	28	the	the	DET
aiti-12687	393	29	philippines	philippine	NOUN
aiti-12687	393	30	,	,	PUNCT
aiti-12687	393	31	”	"	PUNCT
aiti-12687	393	32	dlsu	dlsu	PROPN
aiti-12687	393	33	research	research	PROPN
aiti-12687	393	34	congress	congress	PROPN
aiti-12687	393	35	,	,	PUNCT
aiti-12687	393	36	pp	pp	ADP
aiti-12687	393	37	.	.	PUNCT
aiti-12687	394	1	1	1	NUM
aiti-12687	394	2	-	-	SYM
aiti-12687	394	3	8	8	NUM
aiti-12687	394	4	,	,	PUNCT
aiti-12687	394	5	march	march	PROPN
aiti-12687	394	6	2014	2014	NUM
aiti-12687	394	7	.	.	PUNCT
aiti-12687	395	1	[	[	X
aiti-12687	395	2	25	25	NUM
aiti-12687	395	3	]	]	X
aiti-12687	395	4	n.	n.	PROPN
aiti-12687	395	5	vineeth	vineeth	PROPN
aiti-12687	395	6	,	,	PUNCT
aiti-12687	395	7	m.	m.	NOUN
aiti-12687	395	8	ayyappa	ayyappa	PROPN
aiti-12687	395	9	,	,	PUNCT
aiti-12687	395	10	and	and	CCONJ
aiti-12687	395	11	b.	b.	PROPN
aiti-12687	395	12	bharathi	bharathi	PROPN
aiti-12687	395	13	,	,	PUNCT
aiti-12687	395	14	“	"	PUNCT
aiti-12687	395	15	house	house	NOUN
aiti-12687	395	16	price	price	NOUN
aiti-12687	395	17	prediction	prediction	NOUN
aiti-12687	395	18	using	use	VERB
aiti-12687	395	19	machine	machine	NOUN
aiti-12687	395	20	learning	learning	NOUN
aiti-12687	395	21	algorithms	algorithm	NOUN
aiti-12687	395	22	,	,	PUNCT
aiti-12687	395	23	”	"	PUNCT
aiti-12687	395	24	soft	soft	ADJ
aiti-12687	395	25	computing	computing	NOUN
aiti-12687	395	26	systems	system	NOUN
aiti-12687	395	27	:	:	PUNCT
aiti-12687	395	28	second	second	ADJ
aiti-12687	395	29	international	international	ADJ
aiti-12687	395	30	conference	conference	NOUN
aiti-12687	395	31	,	,	PUNCT
aiti-12687	395	32	pp	pp	PROPN
aiti-12687	395	33	.	.	PUNCT
aiti-12687	396	1	425	425	NUM
aiti-12687	396	2	-	-	SYM
aiti-12687	396	3	433	433	NUM
aiti-12687	396	4	,	,	PUNCT
aiti-12687	396	5	april	april	PROPN
aiti-12687	396	6	2018	2018	NUM
aiti-12687	396	7	.	.	PUNCT
aiti-12687	397	1	[	[	X
aiti-12687	397	2	26	26	NUM
aiti-12687	397	3	]	]	PUNCT
aiti-12687	397	4	l.	l.	PROPN
aiti-12687	397	5	el	el	PROPN
aiti-12687	397	6	mouna	mouna	PROPN
aiti-12687	397	7	,	,	PUNCT
aiti-12687	397	8	h.	h.	PROPN
aiti-12687	397	9	silkan	silkan	PROPN
aiti-12687	397	10	,	,	PUNCT
aiti-12687	397	11	y.	y.	PROPN
aiti-12687	397	12	haynf	haynf	PROPN
aiti-12687	397	13	,	,	PUNCT
aiti-12687	397	14	m.	m.	PROPN
aiti-12687	397	15	f.	f.	PROPN
aiti-12687	397	16	nann	nann	PROPN
aiti-12687	397	17	,	,	PUNCT
aiti-12687	397	18	and	and	CCONJ
aiti-12687	397	19	s.	s.	PROPN
aiti-12687	397	20	c.	c.	PROPN
aiti-12687	397	21	tekouabou	tekouabou	PROPN
aiti-12687	397	22	,	,	PUNCT
aiti-12687	397	23	“	"	PUNCT
aiti-12687	397	24	a	a	DET
aiti-12687	397	25	comparative	comparative	ADJ
aiti-12687	397	26	study	study	NOUN
aiti-12687	397	27	of	of	ADP
aiti-12687	397	28	urban	urban	PROPN
aiti-12687	397	29	house	house	PROPN
aiti-12687	397	30	price	price	NOUN
aiti-12687	397	31	prediction	prediction	NOUN
aiti-12687	397	32	using	use	VERB
aiti-12687	397	33	machine	machine	NOUN
aiti-12687	397	34	learning	learning	NOUN
aiti-12687	397	35	algorithms	algorithm	NOUN
aiti-12687	397	36	,	,	PUNCT
aiti-12687	397	37	”	"	PUNCT
aiti-12687	397	38	e3s	e3s	PROPN
aiti-12687	397	39	web	web	NOUN
aiti-12687	397	40	of	of	ADP
aiti-12687	397	41	conferences	conference	NOUN
aiti-12687	397	42	,	,	PUNCT
aiti-12687	397	43	vol	vol	NOUN
aiti-12687	397	44	.	.	PROPN
aiti-12687	397	45	418	418	NUM
aiti-12687	397	46	,	,	PUNCT
aiti-12687	397	47	article	article	NOUN
aiti-12687	397	48	no	no	NOUN
aiti-12687	397	49	.	.	PROPN
aiti-12687	397	50	03001	03001	NUM
aiti-12687	397	51	,	,	PUNCT
aiti-12687	397	52	august	august	PROPN
aiti-12687	397	53	2023	2023	NUM
aiti-12687	397	54	.	.	PUNCT
aiti-12687	398	1	[	[	X
aiti-12687	398	2	27	27	NUM
aiti-12687	398	3	]	]	X
aiti-12687	398	4	p.	p.	NOUN
aiti-12687	398	5	a.	a.	NOUN
aiti-12687	398	6	g.	g.	PROPN
aiti-12687	398	7	m.	m.	PROPN
aiti-12687	398	8	amarasinghe	amarasinghe	PROPN
aiti-12687	398	9	,	,	PUNCT
aiti-12687	398	10	n.	n.	PROPN
aiti-12687	398	11	s.	s.	PROPN
aiti-12687	398	12	abeygunawardana	abeygunawardana	PROPN
aiti-12687	398	13	,	,	PUNCT
aiti-12687	398	14	t.	t.	PROPN
aiti-12687	398	15	n.	n.	PROPN
aiti-12687	398	16	jayasekara	jayasekara	PROPN
aiti-12687	398	17	,	,	PUNCT
aiti-12687	398	18	e.	e.	PROPN
aiti-12687	398	19	a.	a.	PROPN
aiti-12687	398	20	j.	j.	PROPN
aiti-12687	398	21	p.	p.	PROPN
aiti-12687	398	22	edirisinghe	edirisinghe	PROPN
aiti-12687	398	23	,	,	PUNCT
aiti-12687	398	24	and	and	CCONJ
aiti-12687	398	25	s.	s.	PROPN
aiti-12687	398	26	k.	k.	PROPN
aiti-12687	398	27	abeygunawardane	abeygunawardane	PROPN
aiti-12687	398	28	,	,	PUNCT
aiti-12687	398	29	“	"	PUNCT
aiti-12687	398	30	ensemble	ensemble	ADJ
aiti-12687	398	31	models	model	NOUN
aiti-12687	398	32	for	for	ADP
aiti-12687	398	33	solar	solar	ADJ
aiti-12687	398	34	power	power	NOUN
aiti-12687	398	35	forecasting	forecasting	NOUN
aiti-12687	398	36	—	—	PUNCT
aiti-12687	398	37	a	a	DET
aiti-12687	398	38	weather	weather	NOUN
aiti-12687	398	39	classification	classification	NOUN
aiti-12687	398	40	approach	approach	NOUN
aiti-12687	398	41	,	,	PUNCT
aiti-12687	398	42	”	"	PUNCT
aiti-12687	398	43	aims	aim	VERB
aiti-12687	398	44	energy	energy	NOUN
aiti-12687	398	45	,	,	PUNCT
aiti-12687	398	46	vol	vol	NOUN
aiti-12687	398	47	.	.	PROPN
aiti-12687	398	48	8	8	NUM
aiti-12687	398	49	,	,	PUNCT
aiti-12687	398	50	no	no	INTJ
aiti-12687	398	51	.	.	NOUN
aiti-12687	398	52	2	2	NUM
aiti-12687	398	53	,	,	PUNCT
aiti-12687	398	54	pp	pp	ADJ
aiti-12687	398	55	.	.	PUNCT
aiti-12687	399	1	252	252	NUM
aiti-12687	399	2	-	-	SYM
aiti-12687	399	3	271	271	NUM
aiti-12687	399	4	,	,	PUNCT
aiti-12687	399	5	2020	2020	NUM
aiti-12687	399	6	.	.	PUNCT
aiti-12687	400	1	[	[	X
aiti-12687	400	2	28	28	NUM
aiti-12687	400	3	]	]	X
aiti-12687	400	4	n.	n.	NOUN
aiti-12687	400	5	rahimi	rahimi	NOUN
aiti-12687	400	6	,	,	PUNCT
aiti-12687	400	7	s.	s.	PROPN
aiti-12687	400	8	park	park	PROPN
aiti-12687	400	9	,	,	PUNCT
aiti-12687	400	10	w.	w.	PROPN
aiti-12687	400	11	choi	choi	PROPN
aiti-12687	400	12	,	,	PUNCT
aiti-12687	400	13	b.	b.	PROPN
aiti-12687	401	1	oh	oh	INTJ
aiti-12687	401	2	,	,	PUNCT
aiti-12687	401	3	s.	s.	PROPN
aiti-12687	401	4	kim	kim	PROPN
aiti-12687	401	5	,	,	PUNCT
aiti-12687	402	1	y.	y.	PROPN
aiti-12687	402	2	h.	h.	PROPN
aiti-12687	402	3	cho	cho	PROPN
aiti-12687	402	4	,	,	PUNCT
aiti-12687	402	5	et	et	PROPN
aiti-12687	402	6	al	al	PROPN
aiti-12687	402	7	.	.	PROPN
aiti-12687	402	8	,	,	PUNCT
aiti-12687	402	9	“	"	PUNCT
aiti-12687	402	10	a	a	DET
aiti-12687	402	11	comprehensive	comprehensive	ADJ
aiti-12687	402	12	review	review	NOUN
aiti-12687	402	13	on	on	ADP
aiti-12687	402	14	ensemble	ensemble	ADJ
aiti-12687	402	15	solar	solar	ADJ
aiti-12687	402	16	power	power	NOUN
aiti-12687	402	17	forecasting	forecasting	NOUN
aiti-12687	402	18	algorithms	algorithm	NOUN
aiti-12687	402	19	,	,	PUNCT
aiti-12687	402	20	”	"	PUNCT
aiti-12687	402	21	journal	journal	NOUN
aiti-12687	402	22	of	of	ADP
aiti-12687	402	23	electrical	electrical	ADJ
aiti-12687	402	24	engineering	engineering	NOUN
aiti-12687	402	25	&	&	CCONJ
aiti-12687	402	26	technology	technology	PROPN
aiti-12687	402	27	,	,	PUNCT
aiti-12687	402	28	vol	vol	NOUN
aiti-12687	402	29	.	.	PROPN
aiti-12687	402	30	18	18	NUM
aiti-12687	402	31	,	,	PUNCT
aiti-12687	402	32	no	no	INTJ
aiti-12687	402	33	.	.	NOUN
aiti-12687	402	34	2	2	NUM
aiti-12687	402	35	,	,	PUNCT
aiti-12687	402	36	pp	pp	ADJ
aiti-12687	402	37	.	.	PUNCT
aiti-12687	403	1	719	719	NUM
aiti-12687	403	2	-	-	SYM
aiti-12687	403	3	733	733	NUM
aiti-12687	403	4	,	,	PUNCT
aiti-12687	403	5	march	march	PROPN
aiti-12687	403	6	2023	2023	NUM
aiti-12687	403	7	.	.	PUNCT
aiti-12687	404	1	[	[	X
aiti-12687	404	2	29	29	NUM
aiti-12687	404	3	]	]	PUNCT
aiti-12687	404	4	p.	p.	NOUN
aiti-12687	404	5	kumari	kumari	PROPN
aiti-12687	404	6	and	and	CCONJ
aiti-12687	404	7	d.	d.	PROPN
aiti-12687	404	8	toshniwal	toshniwal	PROPN
aiti-12687	404	9	,	,	PUNCT
aiti-12687	404	10	“	"	PUNCT
aiti-12687	404	11	deep	deep	ADJ
aiti-12687	404	12	learning	learning	NOUN
aiti-12687	404	13	models	model	NOUN
aiti-12687	404	14	for	for	ADP
aiti-12687	404	15	solar	solar	ADJ
aiti-12687	404	16	irradiance	irradiance	NOUN
aiti-12687	404	17	forecasting	forecasting	NOUN
aiti-12687	404	18	:	:	PUNCT
aiti-12687	404	19	a	a	DET
aiti-12687	404	20	comprehensive	comprehensive	ADJ
aiti-12687	404	21	review	review	NOUN
aiti-12687	404	22	,	,	PUNCT
aiti-12687	404	23	”	"	PUNCT
aiti-12687	404	24	journal	journal	NOUN
aiti-12687	404	25	of	of	ADP
aiti-12687	404	26	cleaner	clean	ADJ
aiti-12687	404	27	production	production	NOUN
aiti-12687	404	28	,	,	PUNCT
aiti-12687	404	29	vol	vol	NOUN
aiti-12687	404	30	.	.	PROPN
aiti-12687	404	31	318	318	NUM
aiti-12687	404	32	,	,	PUNCT
aiti-12687	404	33	article	article	NOUN
aiti-12687	404	34	no	no	NOUN
aiti-12687	404	35	.	.	PROPN
aiti-12687	404	36	128566	128566	NUM
aiti-12687	404	37	,	,	PUNCT
aiti-12687	404	38	october	october	PROPN
aiti-12687	404	39	2021	2021	NUM
aiti-12687	404	40	.	.	PUNCT
aiti-12687	405	1	copyright	copyright	NOUN
aiti-12687	405	2	©	©	PROPN
aiti-12687	405	3	by	by	ADP
aiti-12687	405	4	the	the	DET
aiti-12687	405	5	authors	author	NOUN
aiti-12687	405	6	.	.	PUNCT
aiti-12687	406	1	licensee	licensee	PROPN
aiti-12687	406	2	taeti	taeti	PROPN
aiti-12687	406	3	,	,	PUNCT
aiti-12687	406	4	taiwan	taiwan	PROPN
aiti-12687	406	5	.	.	PUNCT
aiti-12687	407	1	this	this	DET
aiti-12687	407	2	article	article	NOUN
aiti-12687	407	3	is	be	AUX
aiti-12687	407	4	an	an	DET
aiti-12687	407	5	open	open	ADJ
aiti-12687	407	6	-	-	PUNCT
aiti-12687	407	7	access	access	NOUN
aiti-12687	407	8	article	article	NOUN
aiti-12687	407	9	distributed	distribute	VERB
aiti-12687	407	10	under	under	ADP
aiti-12687	407	11	the	the	DET
aiti-12687	407	12	terms	term	NOUN
aiti-12687	407	13	and	and	CCONJ
aiti-12687	407	14	conditions	condition	NOUN
aiti-12687	407	15	of	of	ADP
aiti-12687	407	16	the	the	DET
aiti-12687	407	17	creative	creative	ADJ
aiti-12687	407	18	commons	common	NOUN
aiti-12687	407	19	attribution	attribution	NOUN
aiti-12687	407	20	(	(	PUNCT
aiti-12687	407	21	cc	cc	NOUN
aiti-12687	407	22	by	by	ADP
aiti-12687	407	23	-	-	PUNCT
aiti-12687	407	24	nc	nc	NOUN
aiti-12687	407	25	)	)	PUNCT
aiti-12687	407	26	license	license	NOUN
aiti-12687	407	27	(	(	PUNCT
aiti-12687	407	28	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	NOUN
aiti-12687	407	29	)	)	PUNCT
aiti-12687	407	30	.	.	PUNCT