id	sid	tid	token	lemma	pos
ajmri-4815	1	1	pa	pa	PROPN
ajmri-4815	1	2	ge	ge	PROPN
ajmri-4815	1	3	1	1	NUM
ajmri-4815	1	4	pa	pa	PROPN
ajmri-4815	1	5	ge	ge	PROPN
ajmri-4815	1	6	10	10	NUM
ajmri-4815	1	7	american	american	PROPN
ajmri-4815	1	8	journal	journal	PROPN
ajmri-4815	1	9	of	of	ADP
ajmri-4815	1	10	multidisciplinary	multidisciplinary	ADJ
ajmri-4815	1	11	research	research	NOUN
ajmri-4815	1	12	and	and	CCONJ
ajmri-4815	1	13	innovation	innovation	NOUN
ajmri-4815	1	14	(	(	PUNCT
ajmri-4815	1	15	ajmri	ajmri	NOUN
ajmri-4815	1	16	)	)	PUNCT
ajmri-4815	1	17	exploring	explore	VERB
ajmri-4815	1	18	the	the	DET
ajmri-4815	1	19	role	role	NOUN
ajmri-4815	1	20	of	of	ADP
ajmri-4815	1	21	artificial	artificial	ADJ
ajmri-4815	1	22	intelligence	intelligence	NOUN
ajmri-4815	1	23	in	in	ADP
ajmri-4815	1	24	predicting	predict	VERB
ajmri-4815	1	25	property	property	NOUN
ajmri-4815	1	26	value	value	NOUN
ajmri-4815	1	27	trends	trend	NOUN
ajmri-4815	1	28	:	:	PUNCT
ajmri-4815	1	29	a	a	DET
ajmri-4815	1	30	systematic	systematic	ADJ
ajmri-4815	1	31	review	review	NOUN
ajmri-4815	1	32	of	of	ADP
ajmri-4815	1	33	machine	machine	NOUN
ajmri-4815	1	34	learning	learn	VERB
ajmri-4815	1	35	applications	application	NOUN
ajmri-4815	1	36	in	in	ADP
ajmri-4815	1	37	real	real	ADJ
ajmri-4815	1	38	estate	estate	NOUN
ajmri-4815	1	39	pricing	pricing	NOUN
ajmri-4815	1	40	and	and	CCONJ
ajmri-4815	1	41	risk	risk	NOUN
ajmri-4815	1	42	assessment	assessment	NOUN
ajmri-4815	1	43	syed	sye	VERB
ajmri-4815	1	44	faheemuddin1	faheemuddin1	PROPN
ajmri-4815	1	45	*	*	PUNCT
ajmri-4815	1	46	volume	volume	NOUN
ajmri-4815	1	47	4	4	NUM
ajmri-4815	1	48	issue	issue	NOUN
ajmri-4815	1	49	5	5	NUM
ajmri-4815	1	50	,	,	PUNCT
ajmri-4815	1	51	year	year	NOUN
ajmri-4815	1	52	2025	2025	NUM
ajmri-4815	1	53	issn	issn	NOUN
ajmri-4815	1	54	:	:	PUNCT
ajmri-4815	1	55	2158	2158	NUM
ajmri-4815	1	56	-	-	SYM
ajmri-4815	1	57	8155	8155	NUM
ajmri-4815	1	58	(	(	PUNCT
ajmri-4815	1	59	online	online	NOUN
ajmri-4815	1	60	)	)	PUNCT
ajmri-4815	1	61	,	,	PUNCT
ajmri-4815	1	62	2832	2832	NUM
ajmri-4815	1	63	-	-	SYM
ajmri-4815	1	64	4854	4854	NUM
ajmri-4815	1	65	(	(	PUNCT
ajmri-4815	1	66	print	print	NOUN
ajmri-4815	1	67	)	)	PUNCT
ajmri-4815	1	68	doi	doi	NOUN
ajmri-4815	1	69	:	:	PUNCT
ajmri-4815	1	70	https://doi.org/10.54536/ajmri.v4i5.4815	https://doi.org/10.54536/ajmri.v4i5.4815	VERB
ajmri-4815	1	71	https://journals.e-palli.com/home/index.php/ajmri	https://journals.e-palli.com/home/index.php/ajmri	ADJ
ajmri-4815	1	72	article	article	NOUN
ajmri-4815	1	73	information	information	NOUN
ajmri-4815	1	74	abstract	abstract	ADV
ajmri-4815	1	75	received	receive	VERB
ajmri-4815	1	76	:	:	PUNCT
ajmri-4815	1	77	march	march	PROPN
ajmri-4815	1	78	20	20	NUM
ajmri-4815	1	79	,	,	PUNCT
ajmri-4815	1	80	2025	2025	NUM
ajmri-4815	1	81	accepted	accept	VERB
ajmri-4815	1	82	:	:	PUNCT
ajmri-4815	1	83	april	april	PROPN
ajmri-4815	1	84	24	24	NUM
ajmri-4815	1	85	,	,	PUNCT
ajmri-4815	1	86	2025	2025	NUM
ajmri-4815	1	87	published	publish	VERB
ajmri-4815	1	88	:	:	PUNCT
ajmri-4815	1	89	august	august	PROPN
ajmri-4815	1	90	28	28	NUM
ajmri-4815	1	91	,	,	PUNCT
ajmri-4815	1	92	2025	2025	NUM
ajmri-4815	1	93	artificial	artificial	ADJ
ajmri-4815	1	94	intelligence	intelligence	NOUN
ajmri-4815	1	95	(	(	PUNCT
ajmri-4815	1	96	ai	ai	NOUN
ajmri-4815	1	97	)	)	PUNCT
ajmri-4815	1	98	and	and	CCONJ
ajmri-4815	1	99	machine	machine	NOUN
ajmri-4815	1	100	learning	learning	NOUN
ajmri-4815	1	101	(	(	PUNCT
ajmri-4815	1	102	ml	ml	NOUN
ajmri-4815	1	103	)	)	PUNCT
ajmri-4815	1	104	systems	system	NOUN
ajmri-4815	1	105	have	have	AUX
ajmri-4815	1	106	revolutionised	revolutionise	VERB
ajmri-4815	1	107	the	the	DET
ajmri-4815	1	108	real	real	ADJ
ajmri-4815	1	109	estate	estate	NOUN
ajmri-4815	1	110	industry	industry	NOUN
ajmri-4815	1	111	's	's	PART
ajmri-4815	1	112	property	property	NOUN
ajmri-4815	1	113	value	value	NOUN
ajmri-4815	1	114	evaluation	evaluation	NOUN
ajmri-4815	1	115	system	system	NOUN
ajmri-4815	1	116	and	and	CCONJ
ajmri-4815	1	117	market	market	NOUN
ajmri-4815	1	118	risk	risk	NOUN
ajmri-4815	1	119	management	management	NOUN
ajmri-4815	1	120	.	.	PUNCT
ajmri-4815	2	1	the	the	DET
ajmri-4815	2	2	research	research	NOUN
ajmri-4815	2	3	systematically	systematically	ADV
ajmri-4815	2	4	evaluates	evaluate	VERB
ajmri-4815	2	5	fifteen	fifteen	NUM
ajmri-4815	2	6	peer	peer	NOUN
ajmri-4815	2	7	-	-	PUNCT
ajmri-4815	2	8	reviewed	review	VERB
ajmri-4815	2	9	studies	study	NOUN
ajmri-4815	2	10	from	from	ADP
ajmri-4815	2	11	2011	2011	NUM
ajmri-4815	2	12	to	to	ADP
ajmri-4815	2	13	2025	2025	NUM
ajmri-4815	2	14	that	that	PRON
ajmri-4815	2	15	assess	assess	VERB
ajmri-4815	2	16	ai	ai	NOUN
ajmri-4815	2	17	/	/	SYM
ajmri-4815	2	18	ml	ml	NOUN
ajmri-4815	2	19	applications	application	NOUN
ajmri-4815	2	20	for	for	ADP
ajmri-4815	2	21	property	property	NOUN
ajmri-4815	2	22	valuation	valuation	NOUN
ajmri-4815	2	23	with	with	ADP
ajmri-4815	2	24	investment	investment	NOUN
ajmri-4815	2	25	analysis	analysis	NOUN
ajmri-4815	2	26	,	,	PUNCT
ajmri-4815	2	27	fraud	fraud	NOUN
ajmri-4815	2	28	detection	detection	NOUN
ajmri-4815	2	29	,	,	PUNCT
ajmri-4815	2	30	and	and	CCONJ
ajmri-4815	2	31	innovative	innovative	ADJ
ajmri-4815	2	32	property	property	NOUN
ajmri-4815	2	33	management	management	NOUN
ajmri-4815	2	34	systems	system	NOUN
ajmri-4815	2	35	.	.	PUNCT
ajmri-4815	3	1	through	through	ADP
ajmri-4815	3	2	a	a	DET
ajmri-4815	3	3	structured	structured	ADJ
ajmri-4815	3	4	synthesis	synthesis	NOUN
ajmri-4815	3	5	process	process	NOUN
ajmri-4815	3	6	,	,	PUNCT
ajmri-4815	3	7	the	the	DET
ajmri-4815	3	8	review	review	NOUN
ajmri-4815	3	9	determines	determine	VERB
ajmri-4815	3	10	that	that	PRON
ajmri-4815	3	11	supervised	supervise	VERB
ajmri-4815	3	12	learning	learning	NOUN
ajmri-4815	3	13	algorithms	algorithm	NOUN
ajmri-4815	3	14	represented	represent	VERB
ajmri-4815	3	15	by	by	ADP
ajmri-4815	3	16	random	random	ADJ
ajmri-4815	3	17	forest	forest	NOUN
ajmri-4815	3	18	and	and	CCONJ
ajmri-4815	3	19	xgboost	xgboost	ADV
ajmri-4815	3	20	,	,	PUNCT
ajmri-4815	3	21	plus	plus	CCONJ
ajmri-4815	3	22	support	support	NOUN
ajmri-4815	3	23	vector	vector	NOUN
ajmri-4815	3	24	machines	machine	NOUN
ajmri-4815	3	25	,	,	PUNCT
ajmri-4815	3	26	maintain	maintain	VERB
ajmri-4815	3	27	dominance	dominance	NOUN
ajmri-4815	3	28	as	as	ADP
ajmri-4815	3	29	modern	modern	ADJ
ajmri-4815	3	30	substitutes	substitute	NOUN
ajmri-4815	3	31	for	for	ADP
ajmri-4815	3	32	conventional	conventional	ADJ
ajmri-4815	3	33	valuation	valuation	NOUN
ajmri-4815	3	34	evaluation	evaluation	NOUN
ajmri-4815	3	35	.	.	PUNCT
ajmri-4815	4	1	numerous	numerous	ADJ
ajmri-4815	4	2	studies	study	NOUN
ajmri-4815	4	3	show	show	VERB
ajmri-4815	4	4	that	that	SCONJ
ajmri-4815	4	5	ai	ai	VERB
ajmri-4815	4	6	solutions	solution	NOUN
ajmri-4815	4	7	surpass	surpass	VERB
ajmri-4815	4	8	traditional	traditional	ADJ
ajmri-4815	4	9	methods	method	NOUN
ajmri-4815	4	10	and	and	CCONJ
ajmri-4815	4	11	demonstrate	demonstrate	VERB
ajmri-4815	4	12	better	well	ADJ
ajmri-4815	4	13	predictive	predictive	ADJ
ajmri-4815	4	14	power	power	NOUN
ajmri-4815	4	15	,	,	PUNCT
ajmri-4815	4	16	high	high	ADJ
ajmri-4815	4	17	adaptability	adaptability	NOUN
ajmri-4815	4	18	,	,	PUNCT
ajmri-4815	4	19	and	and	CCONJ
ajmri-4815	4	20	analytical	analytical	ADJ
ajmri-4815	4	21	strength	strength	NOUN
ajmri-4815	4	22	in	in	ADP
ajmri-4815	4	23	complex	complex	ADJ
ajmri-4815	4	24	non	non	ADJ
ajmri-4815	4	25	-	-	ADJ
ajmri-4815	4	26	linear	linear	ADJ
ajmri-4815	4	27	data	datum	NOUN
ajmri-4815	4	28	sets	set	NOUN
ajmri-4815	4	29	.	.	PUNCT
ajmri-4815	5	1	ai	ai	AUX
ajmri-4815	5	2	technology	technology	NOUN
ajmri-4815	5	3	produces	produce	VERB
ajmri-4815	5	4	valuable	valuable	ADJ
ajmri-4815	5	5	property	property	NOUN
ajmri-4815	5	6	value	value	NOUN
ajmri-4815	5	7	estimation	estimation	NOUN
ajmri-4815	5	8	results	result	NOUN
ajmri-4815	5	9	and	and	CCONJ
ajmri-4815	5	10	exceptional	exceptional	ADJ
ajmri-4815	5	11	results	result	NOUN
ajmri-4815	5	12	in	in	ADP
ajmri-4815	5	13	risk	risk	NOUN
ajmri-4815	5	14	assessments	assessment	NOUN
ajmri-4815	5	15	,	,	PUNCT
ajmri-4815	5	16	transaction	transaction	NOUN
ajmri-4815	5	17	fraud	fraud	NOUN
ajmri-4815	5	18	discovery	discovery	NOUN
ajmri-4815	5	19	,	,	PUNCT
ajmri-4815	5	20	and	and	CCONJ
ajmri-4815	5	21	time	time	NOUN
ajmri-4815	5	22	-	-	PUNCT
ajmri-4815	5	23	based	base	VERB
ajmri-4815	5	24	market	market	NOUN
ajmri-4815	5	25	structure	structure	NOUN
ajmri-4815	5	26	development	development	NOUN
ajmri-4815	5	27	.	.	PUNCT
ajmri-4815	6	1	many	many	ADJ
ajmri-4815	6	2	property	property	NOUN
ajmri-4815	6	3	operations	operation	NOUN
ajmri-4815	6	4	now	now	ADV
ajmri-4815	6	5	utilise	utilise	VERB
ajmri-4815	6	6	ai	ai	VERB
ajmri-4815	6	7	systems	system	NOUN
ajmri-4815	6	8	to	to	PART
ajmri-4815	6	9	achieve	achieve	VERB
ajmri-4815	6	10	predictive	predictive	ADJ
ajmri-4815	6	11	maintenance	maintenance	NOUN
ajmri-4815	6	12	while	while	SCONJ
ajmri-4815	6	13	optimising	optimise	VERB
ajmri-4815	6	14	energy	energy	NOUN
ajmri-4815	6	15	use	use	NOUN
ajmri-4815	6	16	,	,	PUNCT
ajmri-4815	6	17	monitoring	monitor	VERB
ajmri-4815	6	18	esg	esg	NOUN
ajmri-4815	6	19	data	datum	NOUN
ajmri-4815	6	20	,	,	PUNCT
ajmri-4815	6	21	and	and	CCONJ
ajmri-4815	6	22	enhancing	enhance	VERB
ajmri-4815	6	23	tenant	tenant	NOUN
ajmri-4815	6	24	interaction	interaction	NOUN
ajmri-4815	6	25	through	through	ADP
ajmri-4815	6	26	automated	automate	VERB
ajmri-4815	6	27	solutions	solution	NOUN
ajmri-4815	6	28	.	.	PUNCT
ajmri-4815	7	1	the	the	DET
ajmri-4815	7	2	review	review	NOUN
ajmri-4815	7	3	describes	describe	VERB
ajmri-4815	7	4	ongoing	ongoing	ADJ
ajmri-4815	7	5	hurdles	hurdle	NOUN
ajmri-4815	7	6	researchers	researcher	NOUN
ajmri-4815	7	7	face	face	VERB
ajmri-4815	7	8	,	,	PUNCT
ajmri-4815	7	9	such	such	ADJ
ajmri-4815	7	10	as	as	ADP
ajmri-4815	7	11	the	the	DET
ajmri-4815	7	12	need	need	NOUN
ajmri-4815	7	13	for	for	ADP
ajmri-4815	7	14	more	more	ADJ
ajmri-4815	7	15	interpretable	interpretable	ADJ
ajmri-4815	7	16	models	model	NOUN
ajmri-4815	7	17	,	,	PUNCT
ajmri-4815	7	18	privacy	privacy	NOUN
ajmri-4815	7	19	data	datum	NOUN
ajmri-4815	7	20	protection	protection	NOUN
ajmri-4815	7	21	and	and	CCONJ
ajmri-4815	7	22	common	common	ADJ
ajmri-4815	7	23	data	datum	NOUN
ajmri-4815	7	24	infrastructure	infrastructure	NOUN
ajmri-4815	7	25	standards	standard	NOUN
ajmri-4815	7	26	in	in	ADP
ajmri-4815	7	27	different	different	ADJ
ajmri-4815	7	28	real	real	ADJ
ajmri-4815	7	29	estate	estate	NOUN
ajmri-4815	7	30	markets	market	NOUN
ajmri-4815	7	31	.	.	PUNCT
ajmri-4815	8	1	the	the	DET
ajmri-4815	8	2	conclusion	conclusion	NOUN
ajmri-4815	8	3	establishes	establish	VERB
ajmri-4815	8	4	that	that	SCONJ
ajmri-4815	8	5	real	real	ADJ
ajmri-4815	8	6	estate	estate	NOUN
ajmri-4815	8	7	stakeholders	stakeholder	NOUN
ajmri-4815	8	8	receive	receive	VERB
ajmri-4815	8	9	many	many	ADJ
ajmri-4815	8	10	benefits	benefit	NOUN
ajmri-4815	8	11	from	from	ADP
ajmri-4815	8	12	ai	ai	PROPN
ajmri-4815	8	13	and	and	CCONJ
ajmri-4815	8	14	ml	ml	NOUN
ajmri-4815	8	15	.	.	PUNCT
ajmri-4815	9	1	keywords	keyword	VERB
ajmri-4815	9	2	artificial	artificial	ADJ
ajmri-4815	9	3	intelligence	intelligence	NOUN
ajmri-4815	9	4	,	,	PUNCT
ajmri-4815	9	5	automated	automate	VERB
ajmri-4815	9	6	valuation	valuation	NOUN
ajmri-4815	9	7	models	model	NOUN
ajmri-4815	9	8	,	,	PUNCT
ajmri-4815	9	9	machine	machine	NOUN
ajmri-4815	9	10	learning	learning	NOUN
ajmri-4815	9	11	,	,	PUNCT
ajmri-4815	9	12	predictive	predictive	ADJ
ajmri-4815	9	13	modelling	modelling	NOUN
ajmri-4815	9	14	,	,	PUNCT
ajmri-4815	9	15	property	property	NOUN
ajmri-4815	9	16	valuation	valuation	NOUN
ajmri-4815	9	17	,	,	PUNCT
ajmri-4815	9	18	real	real	ADJ
ajmri-4815	9	19	estate	estate	NOUN
ajmri-4815	9	20	risk	risk	NOUN
ajmri-4815	9	21	,	,	PUNCT
ajmri-4815	9	22	smart	smart	ADJ
ajmri-4815	9	23	property	property	NOUN
ajmri-4815	9	24	management	management	NOUN
ajmri-4815	9	25	,	,	PUNCT
ajmri-4815	9	26	systematic	systematic	ADJ
ajmri-4815	9	27	review	review	NOUN
ajmri-4815	9	28	,	,	PUNCT
ajmri-4815	9	29	fraud	fraud	NOUN
ajmri-4815	9	30	detection	detection	NOUN
ajmri-4815	9	31	,	,	PUNCT
ajmri-4815	9	32	xgboost	xgboost	PROPN
ajmri-4815	9	33	1	1	NUM
ajmri-4815	9	34	osmania	osmania	PROPN
ajmri-4815	9	35	university	university	PROPN
ajmri-4815	9	36	,	,	PUNCT
ajmri-4815	9	37	india	india	PROPN
ajmri-4815	9	38	*	*	PUNCT
ajmri-4815	9	39	corresponding	correspond	VERB
ajmri-4815	9	40	author	author	NOUN
ajmri-4815	9	41	’s	’s	PART
ajmri-4815	9	42	e	e	NOUN
ajmri-4815	9	43	-	-	NOUN
ajmri-4815	9	44	mail	mail	NOUN
ajmri-4815	9	45	:	:	PUNCT
ajmri-4815	9	46	syfaheem@gmail.com	syfaheem@gmail.com	X
ajmri-4815	10	1	introduction	introduction	NOUN
ajmri-4815	10	2	real	real	ADJ
ajmri-4815	10	3	estate	estate	NOUN
ajmri-4815	10	4	property	property	NOUN
ajmri-4815	10	5	valuation	valuation	NOUN
ajmri-4815	10	6	and	and	CCONJ
ajmri-4815	10	7	risk	risk	NOUN
ajmri-4815	10	8	assessment	assessment	NOUN
ajmri-4815	10	9	involve	involve	VERB
ajmri-4815	10	10	highly	highly	ADV
ajmri-4815	10	11	expert	expert	NOUN
ajmri-4815	10	12	-	-	PUNCT
ajmri-4815	10	13	dependent	dependent	ADJ
ajmri-4815	10	14	,	,	PUNCT
ajmri-4815	10	15	subject	subject	NOUN
ajmri-4815	10	16	-	-	PUNCT
ajmri-4815	10	17	to	to	ADP
ajmri-4815	10	18	-	-	PUNCT
ajmri-4815	10	19	intensity	intensity	NOUN
ajmri-4815	10	20	processes	process	NOUN
ajmri-4815	10	21	.	.	PUNCT
ajmri-4815	11	1	historically	historically	ADV
ajmri-4815	11	2	,	,	PUNCT
ajmri-4815	11	3	real	real	ADJ
ajmri-4815	11	4	estate	estate	NOUN
ajmri-4815	11	5	practitioners	practitioner	NOUN
ajmri-4815	11	6	used	use	VERB
ajmri-4815	11	7	comparative	comparative	ADJ
ajmri-4815	11	8	market	market	NOUN
ajmri-4815	11	9	analysis	analysis	NOUN
ajmri-4815	11	10	,	,	PUNCT
ajmri-4815	11	11	hedonic	hedonic	ADJ
ajmri-4815	11	12	pricing	pricing	NOUN
ajmri-4815	11	13	models	model	NOUN
ajmri-4815	11	14	,	,	PUNCT
ajmri-4815	11	15	and	and	CCONJ
ajmri-4815	11	16	regressionbased	regressionbase	VERB
ajmri-4815	11	17	appraisals	appraisal	NOUN
ajmri-4815	11	18	when	when	SCONJ
ajmri-4815	11	19	estimating	estimate	VERB
ajmri-4815	11	20	property	property	NOUN
ajmri-4815	11	21	values	value	NOUN
ajmri-4815	11	22	(	(	PUNCT
ajmri-4815	11	23	adewusi	adewusi	PROPN
ajmri-4815	11	24	,	,	PUNCT
ajmri-4815	11	25	n.d	n.d	PROPN
ajmri-4815	11	26	)	)	PUNCT
ajmri-4815	11	27	.	.	PUNCT
ajmri-4815	12	1	traditional	traditional	ADJ
ajmri-4815	12	2	valuation	valuation	NOUN
ajmri-4815	12	3	methods	method	NOUN
ajmri-4815	12	4	prove	prove	VERB
ajmri-4815	12	5	inadequate	inadequate	ADJ
ajmri-4815	12	6	since	since	SCONJ
ajmri-4815	12	7	urban	urban	ADJ
ajmri-4815	12	8	complexity	complexity	NOUN
ajmri-4815	12	9	,	,	PUNCT
ajmri-4815	12	10	extensive	extensive	ADJ
ajmri-4815	12	11	real	real	ADJ
ajmri-4815	12	12	estate	estate	NOUN
ajmri-4815	12	13	data	datum	NOUN
ajmri-4815	12	14	,	,	PUNCT
ajmri-4815	12	15	and	and	CCONJ
ajmri-4815	12	16	higher	high	ADJ
ajmri-4815	12	17	operating	operating	NOUN
ajmri-4815	12	18	standards	standard	NOUN
ajmri-4815	12	19	show	show	VERB
ajmri-4815	12	20	the	the	DET
ajmri-4815	12	21	gap	gap	NOUN
ajmri-4815	12	22	in	in	ADP
ajmri-4815	12	23	their	their	PRON
ajmri-4815	12	24	performance	performance	NOUN
ajmri-4815	12	25	(	(	PUNCT
ajmri-4815	12	26	baffour	baffour	PROPN
ajmri-4815	12	27	&	&	CCONJ
ajmri-4815	12	28	gyamfi	gyamfi	PROPN
ajmri-4815	12	29	-	-	PUNCT
ajmri-4815	12	30	yeboah	yeboah	NOUN
ajmri-4815	12	31	,	,	PUNCT
ajmri-4815	12	32	2017	2017	NUM
ajmri-4815	12	33	)	)	PUNCT
ajmri-4815	12	34	.	.	PUNCT
ajmri-4815	13	1	the	the	DET
ajmri-4815	13	2	real	real	ADJ
ajmri-4815	13	3	estate	estate	NOUN
ajmri-4815	13	4	sector	sector	NOUN
ajmri-4815	13	5	uses	use	VERB
ajmri-4815	13	6	artificial	artificial	ADJ
ajmri-4815	13	7	intelligence	intelligence	NOUN
ajmri-4815	13	8	(	(	PUNCT
ajmri-4815	13	9	ai	ai	NOUN
ajmri-4815	13	10	)	)	PUNCT
ajmri-4815	13	11	and	and	CCONJ
ajmri-4815	13	12	machine	machine	NOUN
ajmri-4815	13	13	learning	learning	NOUN
ajmri-4815	13	14	(	(	PUNCT
ajmri-4815	13	15	ml	ml	NOUN
ajmri-4815	13	16	)	)	PUNCT
ajmri-4815	13	17	technologies	technology	NOUN
ajmri-4815	13	18	to	to	PART
ajmri-4815	13	19	establish	establish	VERB
ajmri-4815	13	20	automated	automate	VERB
ajmri-4815	13	21	databased	database	VERB
ajmri-4815	13	22	systems	system	NOUN
ajmri-4815	13	23	for	for	ADP
ajmri-4815	13	24	property	property	NOUN
ajmri-4815	13	25	pricing	pricing	NOUN
ajmri-4815	13	26	and	and	CCONJ
ajmri-4815	13	27	risk	risk	NOUN
ajmri-4815	13	28	assessment	assessment	NOUN
ajmri-4815	13	29	,	,	PUNCT
ajmri-4815	13	30	along	along	ADP
ajmri-4815	13	31	with	with	ADP
ajmri-4815	13	32	property	property	NOUN
ajmri-4815	13	33	evaluation	evaluation	NOUN
ajmri-4815	13	34	(	(	PUNCT
ajmri-4815	13	35	tekouabou	tekouabou	PROPN
ajmri-4815	13	36	et	et	PROPN
ajmri-4815	13	37	al	al	PROPN
ajmri-4815	13	38	.	.	PROPN
ajmri-4815	13	39	,	,	PUNCT
ajmri-4815	13	40	2024	2024	NUM
ajmri-4815	13	41	)	)	PUNCT
ajmri-4815	13	42	.	.	PUNCT
ajmri-4815	14	1	the	the	DET
ajmri-4815	14	2	current	current	ADJ
ajmri-4815	14	3	practice	practice	NOUN
ajmri-4815	14	4	uses	uses	AUX
ajmri-4815	14	5	ai	ai	VERB
ajmri-4815	14	6	and	and	CCONJ
ajmri-4815	14	7	ml	ml	NOUN
ajmri-4815	14	8	to	to	PART
ajmri-4815	14	9	create	create	VERB
ajmri-4815	14	10	automated	automate	VERB
ajmri-4815	14	11	valuation	valuation	NOUN
ajmri-4815	14	12	models	model	NOUN
ajmri-4815	14	13	(	(	PUNCT
ajmri-4815	14	14	avms	avms	NOUN
ajmri-4815	14	15	)	)	PUNCT
ajmri-4815	14	16	capable	capable	ADJ
ajmri-4815	14	17	of	of	ADP
ajmri-4815	14	18	accurately	accurately	ADV
ajmri-4815	14	19	learning	learn	VERB
ajmri-4815	14	20	historical	historical	ADJ
ajmri-4815	14	21	patterns	pattern	NOUN
ajmri-4815	14	22	to	to	PART
ajmri-4815	14	23	anticipate	anticipate	VERB
ajmri-4815	14	24	future	future	ADJ
ajmri-4815	14	25	property	property	NOUN
ajmri-4815	14	26	value	value	NOUN
ajmri-4815	14	27	(	(	PUNCT
ajmri-4815	14	28	stang	stang	NOUN
ajmri-4815	14	29	,	,	PUNCT
ajmri-4815	14	30	2023	2023	NUM
ajmri-4815	14	31	)	)	PUNCT
ajmri-4815	14	32	.	.	PUNCT
ajmri-4815	15	1	the	the	DET
ajmri-4815	15	2	models	model	NOUN
ajmri-4815	15	3	utilise	utilise	VERB
ajmri-4815	15	4	spatial	spatial	ADJ
ajmri-4815	15	5	,	,	PUNCT
ajmri-4815	15	6	structural	structural	ADJ
ajmri-4815	15	7	,	,	PUNCT
ajmri-4815	15	8	temporal	temporal	ADJ
ajmri-4815	15	9	,	,	PUNCT
ajmri-4815	15	10	transactional	transactional	ADJ
ajmri-4815	15	11	,	,	PUNCT
ajmri-4815	15	12	and	and	CCONJ
ajmri-4815	15	13	macroeconomic	macroeconomic	ADJ
ajmri-4815	15	14	variables	variable	NOUN
ajmri-4815	15	15	to	to	PART
ajmri-4815	15	16	generate	generate	VERB
ajmri-4815	15	17	precise	precise	ADJ
ajmri-4815	15	18	analytical	analytical	ADJ
ajmri-4815	15	19	findings	finding	NOUN
ajmri-4815	15	20	.	.	PUNCT
ajmri-4815	16	1	property	property	NOUN
ajmri-4815	16	2	value	value	NOUN
ajmri-4815	16	3	forecasting	forecasting	NOUN
ajmri-4815	16	4	benefits	benefit	NOUN
ajmri-4815	16	5	significantly	significantly	ADV
ajmri-4815	16	6	from	from	ADP
ajmri-4815	16	7	ensemble	ensemble	ADJ
ajmri-4815	16	8	techniques	technique	NOUN
ajmri-4815	16	9	,	,	PUNCT
ajmri-4815	16	10	including	include	VERB
ajmri-4815	16	11	gradient	gradient	NOUN
ajmri-4815	16	12	boosting	boost	VERB
ajmri-4815	16	13	regressor	regressor	NOUN
ajmri-4815	16	14	and	and	CCONJ
ajmri-4815	16	15	extra	extra	ADJ
ajmri-4815	16	16	trees	tree	NOUN
ajmri-4815	16	17	regressor	regressor	NOUN
ajmri-4815	16	18	,	,	PUNCT
ajmri-4815	16	19	since	since	SCONJ
ajmri-4815	16	20	they	they	PRON
ajmri-4815	16	21	outperform	outperform	VERB
ajmri-4815	16	22	linear	linear	NOUN
ajmri-4815	16	23	models	model	NOUN
ajmri-4815	16	24	(	(	PUNCT
ajmri-4815	16	25	pastukh	pastukh	PROPN
ajmri-4815	16	26	&	&	CCONJ
ajmri-4815	16	27	khomyshyn	khomyshyn	PROPN
ajmri-4815	16	28	,	,	PUNCT
ajmri-4815	16	29	2025	2025	NUM
ajmri-4815	16	30	)	)	PUNCT
ajmri-4815	16	31	.	.	PUNCT
ajmri-4815	17	1	in	in	ADP
ajmri-4815	17	2	their	their	PRON
ajmri-4815	17	3	study	study	NOUN
ajmri-4815	17	4	,	,	PUNCT
ajmri-4815	17	5	xu	xu	PROPN
ajmri-4815	17	6	and	and	CCONJ
ajmri-4815	17	7	nguyen	nguyen	PROPN
ajmri-4815	17	8	(	(	PUNCT
ajmri-4815	17	9	2022	2022	NUM
ajmri-4815	17	10	)	)	PUNCT
ajmri-4815	17	11	used	use	VERB
ajmri-4815	17	12	xgboost	xgboost	ADV
ajmri-4815	17	13	to	to	PART
ajmri-4815	17	14	predict	predict	VERB
ajmri-4815	17	15	suburban	suburban	ADJ
ajmri-4815	17	16	housing	housing	NOUN
ajmri-4815	17	17	prices	price	NOUN
ajmri-4815	17	18	better	well	ADV
ajmri-4815	17	19	than	than	ADP
ajmri-4815	17	20	linear	linear	ADJ
ajmri-4815	17	21	regression	regression	NOUN
ajmri-4815	17	22	and	and	CCONJ
ajmri-4815	17	23	support	support	VERB
ajmri-4815	17	24	vector	vector	NOUN
ajmri-4815	17	25	regression	regression	NOUN
ajmri-4815	17	26	by	by	ADP
ajmri-4815	17	27	employing	employ	VERB
ajmri-4815	17	28	shap	shap	PROPN
ajmri-4815	17	29	values	value	NOUN
ajmri-4815	17	30	to	to	PART
ajmri-4815	17	31	reveal	reveal	VERB
ajmri-4815	17	32	how	how	SCONJ
ajmri-4815	17	33	each	each	DET
ajmri-4815	17	34	feature	feature	NOUN
ajmri-4815	17	35	impacts	impact	VERB
ajmri-4815	17	36	model	model	NOUN
ajmri-4815	17	37	outputs	output	NOUN
ajmri-4815	17	38	.	.	PUNCT
ajmri-4815	18	1	property	property	NOUN
ajmri-4815	18	2	valuation	valuation	NOUN
ajmri-4815	18	3	and	and	CCONJ
ajmri-4815	18	4	market	market	NOUN
ajmri-4815	18	5	risk	risk	NOUN
ajmri-4815	18	6	interpretation	interpretation	NOUN
ajmri-4815	18	7	undergo	undergo	VERB
ajmri-4815	18	8	fundamental	fundamental	ADJ
ajmri-4815	18	9	changes	change	NOUN
ajmri-4815	18	10	due	due	ADP
ajmri-4815	18	11	to	to	ADP
ajmri-4815	18	12	the	the	DET
ajmri-4815	18	13	advancements	advancement	NOUN
ajmri-4815	18	14	of	of	ADP
ajmri-4815	18	15	machine	machine	NOUN
ajmri-4815	18	16	learning	learning	NOUN
ajmri-4815	18	17	technologies	technology	NOUN
ajmri-4815	18	18	(	(	PUNCT
ajmri-4815	18	19	topraklı	topraklı	NOUN
ajmri-4815	18	20	,	,	PUNCT
ajmri-4815	18	21	2024	2024	NUM
ajmri-4815	18	22	)	)	PUNCT
ajmri-4815	18	23	.	.	PUNCT
ajmri-4815	19	1	following	follow	VERB
ajmri-4815	19	2	the	the	DET
ajmri-4815	19	3	analysis	analysis	NOUN
ajmri-4815	19	4	of	of	ADP
ajmri-4815	19	5	housing	housing	NOUN
ajmri-4815	19	6	price	price	NOUN
ajmri-4815	19	7	changes	change	NOUN
ajmri-4815	19	8	relative	relative	ADJ
ajmri-4815	19	9	to	to	ADP
ajmri-4815	19	10	macroeconomic	macroeconomic	ADJ
ajmri-4815	19	11	uncertainty	uncertainty	NOUN
ajmri-4815	19	12	across	across	ADP
ajmri-4815	19	13	u.s	u.s	PROPN
ajmri-4815	19	14	.	.	PROPN
ajmri-4815	19	15	states	state	NOUN
ajmri-4815	19	16	,	,	PUNCT
ajmri-4815	19	17	gupta	gupta	PROPN
ajmri-4815	19	18	et	et	PROPN
ajmri-4815	19	19	al	al	PROPN
ajmri-4815	19	20	.	.	PROPN
ajmri-4815	20	1	(	(	PUNCT
ajmri-4815	20	2	2022	2022	NUM
ajmri-4815	20	3	)	)	PUNCT
ajmri-4815	20	4	utilised	utilise	VERB
ajmri-4815	20	5	ml	ml	ADP
ajmri-4815	20	6	algorithms	algorithm	NOUN
ajmri-4815	20	7	to	to	PART
ajmri-4815	20	8	model	model	VERB
ajmri-4815	20	9	this	this	DET
ajmri-4815	20	10	market	market	NOUN
ajmri-4815	20	11	relationship	relationship	NOUN
ajmri-4815	20	12	.	.	PUNCT
ajmri-4815	21	1	according	accord	VERB
ajmri-4815	21	2	to	to	ADP
ajmri-4815	21	3	their	their	PRON
ajmri-4815	21	4	paper	paper	NOUN
ajmri-4815	21	5	,	,	PUNCT
ajmri-4815	21	6	ml	ml	ADP
ajmri-4815	21	7	models	model	NOUN
ajmri-4815	21	8	demonstrated	demonstrate	VERB
ajmri-4815	21	9	their	their	PRON
ajmri-4815	21	10	capability	capability	NOUN
ajmri-4815	21	11	to	to	PART
ajmri-4815	21	12	detect	detect	VERB
ajmri-4815	21	13	hidden	hidden	ADJ
ajmri-4815	21	14	nonlinear	nonlinear	ADJ
ajmri-4815	21	15	economic	economic	ADJ
ajmri-4815	21	16	uncertaintyhousing	uncertaintyhousing	NOUN
ajmri-4815	21	17	market	market	NOUN
ajmri-4815	21	18	reaction	reaction	NOUN
ajmri-4815	21	19	patterns	pattern	NOUN
ajmri-4815	21	20	that	that	PRON
ajmri-4815	21	21	would	would	AUX
ajmri-4815	21	22	remain	remain	VERB
ajmri-4815	21	23	hidden	hidden	ADJ
ajmri-4815	21	24	through	through	ADP
ajmri-4815	21	25	traditional	traditional	ADJ
ajmri-4815	21	26	econometric	econometric	ADJ
ajmri-4815	21	27	frameworks	framework	NOUN
ajmri-4815	21	28	.	.	PUNCT
ajmri-4815	22	1	the	the	DET
ajmri-4815	22	2	authors	author	NOUN
ajmri-4815	22	3	vargas	vargas	NOUN
ajmri-4815	22	4	-	-	PUNCT
ajmri-4815	22	5	calderón	calderón	NOUN
ajmri-4815	22	6	and	and	CCONJ
ajmri-4815	22	7	camargo	camargo	PROPN
ajmri-4815	22	8	(	(	PUNCT
ajmri-4815	22	9	2020	2020	NUM
ajmri-4815	22	10	)	)	PUNCT
ajmri-4815	22	11	established	establish	VERB
ajmri-4815	22	12	a	a	DET
ajmri-4815	22	13	data	data	NOUN
ajmri-4815	22	14	-	-	PUNCT
ajmri-4815	22	15	based	base	VERB
ajmri-4815	22	16	protocol	protocol	NOUN
ajmri-4815	22	17	to	to	PART
ajmri-4815	22	18	combat	combat	VERB
ajmri-4815	22	19	speculation	speculation	NOUN
ajmri-4815	22	20	within	within	ADP
ajmri-4815	22	21	real	real	ADJ
ajmri-4815	22	22	estate	estate	NOUN
ajmri-4815	22	23	markets	market	NOUN
ajmri-4815	22	24	.	.	PUNCT
ajmri-4815	23	1	the	the	DET
ajmri-4815	23	2	mlbased	mlbased	ADJ
ajmri-4815	23	3	pricing	pricing	NOUN
ajmri-4815	23	4	model	model	NOUN
ajmri-4815	23	5	developed	develop	VERB
ajmri-4815	23	6	through	through	ADP
ajmri-4815	23	7	a	a	DET
ajmri-4815	23	8	training	training	NOUN
ajmri-4815	23	9	process	process	NOUN
ajmri-4815	23	10	with	with	ADP
ajmri-4815	23	11	178,000	178,000	NUM
ajmri-4815	23	12	bogotá	bogotá	NOUN
ajmri-4815	23	13	property	property	NOUN
ajmri-4815	23	14	listings	listing	NOUN
ajmri-4815	23	15	demonstrated	demonstrate	VERB
ajmri-4815	23	16	how	how	SCONJ
ajmri-4815	23	17	removing	remove	VERB
ajmri-4815	23	18	human	human	ADJ
ajmri-4815	23	19	value	value	NOUN
ajmri-4815	23	20	prejudices	prejudice	NOUN
ajmri-4815	23	21	would	would	AUX
ajmri-4815	23	22	establish	establish	VERB
ajmri-4815	23	23	fairer	fair	ADJ
ajmri-4815	23	24	and	and	CCONJ
ajmri-4815	23	25	stronger	strong	ADJ
ajmri-4815	23	26	property	property	NOUN
ajmri-4815	23	27	valuations	valuation	NOUN
ajmri-4815	23	28	for	for	ADP
ajmri-4815	23	29	urban	urban	ADJ
ajmri-4815	23	30	markets	market	NOUN
ajmri-4815	23	31	during	during	ADP
ajmri-4815	23	32	early	early	ADJ
ajmri-4815	23	33	development	development	NOUN
ajmri-4815	23	34	phases	phase	NOUN
ajmri-4815	23	35	.	.	PUNCT
ajmri-4815	24	1	ai	ai	AUX
ajmri-4815	24	2	-	-	PUNCT
ajmri-4815	24	3	powered	power	VERB
ajmri-4815	24	4	systems	system	NOUN
ajmri-4815	24	5	have	have	AUX
ajmri-4815	24	6	developed	develop	VERB
ajmri-4815	24	7	real	real	ADJ
ajmri-4815	24	8	estate	estate	NOUN
ajmri-4815	24	9	risk	risk	NOUN
ajmri-4815	24	10	assessment	assessment	NOUN
ajmri-4815	24	11	methods	method	NOUN
ajmri-4815	24	12	to	to	ADP
ajmri-4815	24	13	a	a	DET
ajmri-4815	24	14	higher	high	ADJ
ajmri-4815	24	15	standard	standard	NOUN
ajmri-4815	24	16	.	.	PUNCT
ajmri-4815	25	1	detecting	detect	VERB
ajmri-4815	25	2	real	real	ADJ
ajmri-4815	25	3	estate	estate	NOUN
ajmri-4815	25	4	fraud	fraud	NOUN
ajmri-4815	25	5	is	be	AUX
ajmri-4815	25	6	one	one	NUM
ajmri-4815	25	7	of	of	ADP
ajmri-4815	25	8	the	the	DET
ajmri-4815	25	9	essential	essential	ADJ
ajmri-4815	25	10	areas	area	NOUN
ajmri-4815	25	11	for	for	ADP
ajmri-4815	25	12	implementation	implementation	NOUN
ajmri-4815	25	13	(	(	PUNCT
ajmri-4815	25	14	walacik	walacik	NOUN
ajmri-4815	25	15	&	&	CCONJ
ajmri-4815	25	16	chmielewska	chmielewska	PROPN
ajmri-4815	25	17	,	,	PUNCT
ajmri-4815	25	18	2024	2024	NUM
ajmri-4815	25	19	)	)	PUNCT
ajmri-4815	25	20	.	.	PUNCT
ajmri-4815	26	1	examining	examine	VERB
ajmri-4815	26	2	previous	previous	ADJ
ajmri-4815	26	3	deal	deal	NOUN
ajmri-4815	26	4	documentation	documentation	NOUN
ajmri-4815	26	5	through	through	ADP
ajmri-4815	26	6	machine	machine	NOUN
ajmri-4815	26	7	learning	learning	NOUN
ajmri-4815	26	8	enables	enable	VERB
ajmri-4815	26	9	it	it	PRON
ajmri-4815	26	10	to	to	PART
ajmri-4815	26	11	identify	identify	VERB
ajmri-4815	26	12	abnormal	abnormal	ADJ
ajmri-4815	26	13	data	datum	NOUN
ajmri-4815	26	14	points	point	NOUN
ajmri-4815	26	15	indicating	indicate	VERB
ajmri-4815	26	16	possible	possible	ADJ
ajmri-4815	26	17	fraudulent	fraudulent	ADJ
ajmri-4815	26	18	transactions	transaction	NOUN
ajmri-4815	26	19	.	.	PUNCT
ajmri-4815	27	1	ullah	ullah	PROPN
ajmri-4815	27	2	et	et	PROPN
ajmri-4815	27	3	al	al	PROPN
ajmri-4815	27	4	.	.	PROPN
ajmri-4815	28	1	(	(	PUNCT
ajmri-4815	28	2	2018	2018	NUM
ajmri-4815	28	3	)	)	PUNCT
ajmri-4815	28	4	pointed	point	VERB
ajmri-4815	28	5	out	out	ADP
ajmri-4815	28	6	that	that	SCONJ
ajmri-4815	28	7	through	through	ADP
ajmri-4815	28	8	their	their	PRON
ajmri-4815	28	9	systematic	systematic	ADJ
ajmri-4815	28	10	review	review	NOUN
ajmri-4815	28	11	,	,	PUNCT
ajmri-4815	28	12	ai	ai	AUX
ajmri-4815	28	13	substantially	substantially	ADV
ajmri-4815	28	14	transforms	transform	VERB
ajmri-4815	28	15	digital	digital	ADJ
ajmri-4815	28	16	real	real	ADJ
ajmri-4815	28	17	estate	estate	NOUN
ajmri-4815	28	18	platforms	platform	NOUN
ajmri-4815	28	19	by	by	ADP
ajmri-4815	28	20	establishing	establish	VERB
ajmri-4815	28	21	new	new	ADJ
ajmri-4815	28	22	protocols	protocol	NOUN
ajmri-4815	28	23	for	for	ADP
ajmri-4815	28	24	risk	risk	NOUN
ajmri-4815	28	25	management	management	NOUN
ajmri-4815	28	26	,	,	PUNCT
ajmri-4815	28	27	particularly	particularly	ADV
ajmri-4815	28	28	in	in	ADP
ajmri-4815	28	29	fraud	fraud	NOUN
ajmri-4815	28	30	pa	pa	PROPN
ajmri-4815	28	31	ge	ge	PROPN
ajmri-4815	28	32	11	11	NUM
ajmri-4815	28	33	https://journals.e-palli.com/home/index.php/ajmri	https://journals.e-palli.com/home/index.php/ajmri	PROPN
ajmri-4815	28	34	am	am	NOUN
ajmri-4815	28	35	.	.	PUNCT
ajmri-4815	29	1	j.	j.	PROPN
ajmri-4815	29	2	multidis	multidis	PROPN
ajmri-4815	29	3	.	.	PUNCT
ajmri-4815	30	1	res	re	NOUN
ajmri-4815	30	2	.	.	PUNCT
ajmri-4815	31	1	innov	innov	PROPN
ajmri-4815	31	2	.	.	PUNCT
ajmri-4815	32	1	4(5	4(5	NUM
ajmri-4815	32	2	)	)	PUNCT
ajmri-4815	32	3	10	10	NUM
ajmri-4815	32	4	-	-	SYM
ajmri-4815	32	5	21	21	NUM
ajmri-4815	32	6	,	,	PUNCT
ajmri-4815	32	7	2025	2025	NUM
ajmri-4815	32	8	detection	detection	NOUN
ajmri-4815	32	9	areas	area	NOUN
ajmri-4815	32	10	.	.	PUNCT
ajmri-4815	33	1	the	the	DET
ajmri-4815	33	2	analysis	analysis	NOUN
ajmri-4815	33	3	of	of	ADP
ajmri-4815	33	4	ml	ml	NOUN
ajmri-4815	33	5	model	model	NOUN
ajmri-4815	33	6	sensitivity	sensitivity	NOUN
ajmri-4815	33	7	by	by	ADP
ajmri-4815	33	8	dimopoulos	dimopoulo	NOUN
ajmri-4815	33	9	and	and	CCONJ
ajmri-4815	33	10	bakas	bakas	PROPN
ajmri-4815	33	11	(	(	PUNCT
ajmri-4815	33	12	2019	2019	NUM
ajmri-4815	33	13	)	)	PUNCT
ajmri-4815	33	14	serves	serve	VERB
ajmri-4815	33	15	as	as	ADP
ajmri-4815	33	16	a	a	DET
ajmri-4815	33	17	tool	tool	NOUN
ajmri-4815	33	18	to	to	PART
ajmri-4815	33	19	identify	identify	VERB
ajmri-4815	33	20	reliable	reliable	ADJ
ajmri-4815	33	21	models	model	NOUN
ajmri-4815	33	22	for	for	ADP
ajmri-4815	33	23	mass	mass	ADJ
ajmri-4815	33	24	appraisal	appraisal	NOUN
ajmri-4815	33	25	needs	need	NOUN
ajmri-4815	33	26	,	,	PUNCT
ajmri-4815	33	27	which	which	PRON
ajmri-4815	33	28	reduces	reduce	VERB
ajmri-4815	33	29	under-/overvaluation	under-/overvaluation	NOUN
ajmri-4815	33	30	errors	error	NOUN
ajmri-4815	33	31	.	.	PUNCT
ajmri-4815	34	1	geospatial	geospatial	ADJ
ajmri-4815	34	2	valuation	valuation	NOUN
ajmri-4815	34	3	systems	system	NOUN
ajmri-4815	34	4	that	that	PRON
ajmri-4815	34	5	depend	depend	VERB
ajmri-4815	34	6	on	on	ADP
ajmri-4815	34	7	proximity	proximity	NOUN
ajmri-4815	34	8	assessment	assessment	NOUN
ajmri-4815	34	9	data	datum	NOUN
ajmri-4815	34	10	now	now	ADV
ajmri-4815	34	11	have	have	AUX
ajmri-4815	34	12	ai	ai	VERB
ajmri-4815	34	13	as	as	ADP
ajmri-4815	34	14	their	their	PRON
ajmri-4815	34	15	new	new	ADJ
ajmri-4815	34	16	analytical	analytical	ADJ
ajmri-4815	34	17	boundary	boundary	NOUN
ajmri-4815	34	18	.	.	PUNCT
ajmri-4815	35	1	by	by	ADP
ajmri-4815	35	2	integrating	integrate	VERB
ajmri-4815	35	3	big	big	ADJ
ajmri-4815	35	4	data	datum	NOUN
ajmri-4815	35	5	and	and	CCONJ
ajmri-4815	35	6	ml	ml	ADP
ajmri-4815	35	7	analytical	analytical	ADJ
ajmri-4815	35	8	methods	method	NOUN
ajmri-4815	35	9	,	,	PUNCT
ajmri-4815	35	10	berawi	berawi	NOUN
ajmri-4815	35	11	et	et	PROPN
ajmri-4815	35	12	al	al	PROPN
ajmri-4815	35	13	.	.	PROPN
ajmri-4815	36	1	(	(	PUNCT
ajmri-4815	36	2	2020	2020	NUM
ajmri-4815	36	3	)	)	PUNCT
ajmri-4815	36	4	studied	study	VERB
ajmri-4815	36	5	how	how	SCONJ
ajmri-4815	36	6	commercial	commercial	ADJ
ajmri-4815	36	7	property	property	NOUN
ajmri-4815	36	8	values	value	NOUN
ajmri-4815	36	9	shift	shift	VERB
ajmri-4815	36	10	with	with	ADP
ajmri-4815	36	11	distance	distance	NOUN
ajmri-4815	36	12	to	to	ADP
ajmri-4815	36	13	rail	rail	NOUN
ajmri-4815	36	14	transit	transit	NOUN
ajmri-4815	36	15	stations	station	NOUN
ajmri-4815	36	16	.	.	PUNCT
ajmri-4815	37	1	artificial	artificial	ADJ
ajmri-4815	37	2	intelligence	intelligence	NOUN
ajmri-4815	37	3	technology	technology	NOUN
ajmri-4815	37	4	successfully	successfully	ADV
ajmri-4815	37	5	addresses	address	VERB
ajmri-4815	37	6	site	site	NOUN
ajmri-4815	37	7	-	-	PUNCT
ajmri-4815	37	8	dependent	dependent	ADJ
ajmri-4815	37	9	criteria	criterion	NOUN
ajmri-4815	37	10	which	which	PRON
ajmri-4815	37	11	traditional	traditional	ADJ
ajmri-4815	37	12	manual	manual	ADJ
ajmri-4815	37	13	methods	method	NOUN
ajmri-4815	37	14	find	find	VERB
ajmri-4815	37	15	challenging	challenging	ADJ
ajmri-4815	37	16	to	to	PART
ajmri-4815	37	17	manage	manage	VERB
ajmri-4815	37	18	.	.	PUNCT
ajmri-4815	38	1	such	such	ADJ
ajmri-4815	38	2	advancements	advancement	NOUN
ajmri-4815	38	3	in	in	ADP
ajmri-4815	38	4	technology	technology	NOUN
ajmri-4815	38	5	allow	allow	VERB
ajmri-4815	38	6	for	for	ADP
ajmri-4815	38	7	increased	increase	VERB
ajmri-4815	38	8	accuracy	accuracy	NOUN
ajmri-4815	38	9	levels	level	NOUN
ajmri-4815	38	10	alongside	alongside	ADP
ajmri-4815	38	11	the	the	DET
ajmri-4815	38	12	generation	generation	NOUN
ajmri-4815	38	13	of	of	ADP
ajmri-4815	38	14	valuable	valuable	ADJ
ajmri-4815	38	15	data	datum	NOUN
ajmri-4815	38	16	,	,	PUNCT
ajmri-4815	38	17	which	which	PRON
ajmri-4815	38	18	enables	enable	VERB
ajmri-4815	38	19	leaders	leader	NOUN
ajmri-4815	38	20	to	to	PART
ajmri-4815	38	21	create	create	VERB
ajmri-4815	38	22	better	well	ADJ
ajmri-4815	38	23	plans	plan	NOUN
ajmri-4815	38	24	for	for	ADP
ajmri-4815	38	25	spatial	spatial	ADJ
ajmri-4815	38	26	development	development	NOUN
ajmri-4815	38	27	and	and	CCONJ
ajmri-4815	38	28	administrative	administrative	ADJ
ajmri-4815	38	29	policy	policy	NOUN
ajmri-4815	38	30	management	management	NOUN
ajmri-4815	38	31	regarding	regard	VERB
ajmri-4815	38	32	infrastructure	infrastructure	NOUN
ajmri-4815	38	33	updates	update	NOUN
ajmri-4815	38	34	(	(	PUNCT
ajmri-4815	38	35	attah	attah	PROPN
ajmri-4815	38	36	et	et	PROPN
ajmri-4815	38	37	al	al	PROPN
ajmri-4815	38	38	.	.	PROPN
ajmri-4815	38	39	,	,	PUNCT
ajmri-4815	38	40	2024	2024	NUM
ajmri-4815	38	41	)	)	PUNCT
ajmri-4815	38	42	.	.	PUNCT
ajmri-4815	39	1	the	the	DET
ajmri-4815	39	2	application	application	NOUN
ajmri-4815	39	3	of	of	ADP
ajmri-4815	39	4	artificial	artificial	ADJ
ajmri-4815	39	5	intelligence	intelligence	NOUN
ajmri-4815	39	6	produces	produce	VERB
ajmri-4815	39	7	advantages	advantage	NOUN
ajmri-4815	39	8	for	for	ADP
ajmri-4815	39	9	property	property	NOUN
ajmri-4815	39	10	managers	manager	NOUN
ajmri-4815	39	11	who	who	PRON
ajmri-4815	39	12	use	use	VERB
ajmri-4815	39	13	it	it	PRON
ajmri-4815	39	14	in	in	ADP
ajmri-4815	39	15	sustainable	sustainable	ADJ
ajmri-4815	39	16	resource	resource	NOUN
ajmri-4815	39	17	management	management	NOUN
ajmri-4815	39	18	(	(	PUNCT
ajmri-4815	39	19	liu	liu	PROPN
ajmri-4815	39	20	&	&	CCONJ
ajmri-4815	39	21	lin	lin	PROPN
ajmri-4815	39	22	,	,	PUNCT
ajmri-4815	39	23	2021	2021	NUM
ajmri-4815	39	24	)	)	PUNCT
ajmri-4815	39	25	.	.	PUNCT
ajmri-4815	40	1	according	accord	VERB
ajmri-4815	40	2	to	to	ADP
ajmri-4815	40	3	khodabakhshian	khodabakhshian	NOUN
ajmri-4815	40	4	and	and	CCONJ
ajmri-4815	40	5	toosi	toosi	NOUN
ajmri-4815	40	6	(	(	PUNCT
ajmri-4815	40	7	2021	2021	NUM
ajmri-4815	40	8	)	)	PUNCT
ajmri-4815	40	9	,	,	PUNCT
ajmri-4815	40	10	implementing	implement	VERB
ajmri-4815	40	11	bim	bim	NOUN
ajmri-4815	40	12	technology	technology	NOUN
ajmri-4815	40	13	with	with	ADP
ajmri-4815	40	14	ai	ai	ADJ
ajmri-4815	40	15	-	-	PUNCT
ajmri-4815	40	16	driven	drive	VERB
ajmri-4815	40	17	life	life	NOUN
ajmri-4815	40	18	cycle	cycle	NOUN
ajmri-4815	40	19	cost	cost	NOUN
ajmri-4815	40	20	analysis	analysis	NOUN
ajmri-4815	40	21	for	for	ADP
ajmri-4815	40	22	residential	residential	ADJ
ajmri-4815	40	23	valuation	valuation	NOUN
ajmri-4815	40	24	characterises	characterise	VERB
ajmri-4815	40	25	professional	professional	ADJ
ajmri-4815	40	26	real	real	ADJ
ajmri-4815	40	27	estate	estate	NOUN
ajmri-4815	40	28	practices	practice	NOUN
ajmri-4815	40	29	.	.	PUNCT
ajmri-4815	41	1	the	the	DET
ajmri-4815	41	2	framework	framework	NOUN
ajmri-4815	41	3	enables	enable	VERB
ajmri-4815	41	4	the	the	DET
ajmri-4815	41	5	generation	generation	NOUN
ajmri-4815	41	6	of	of	ADP
ajmri-4815	41	7	maintained	maintain	VERB
ajmri-4815	41	8	schedule	schedule	NOUN
ajmri-4815	41	9	predictions	prediction	NOUN
ajmri-4815	41	10	and	and	CCONJ
ajmri-4815	41	11	energy	energy	NOUN
ajmri-4815	41	12	efficiency	efficiency	NOUN
ajmri-4815	41	13	estimates	estimate	NOUN
ajmri-4815	41	14	that	that	PRON
ajmri-4815	41	15	predict	predict	VERB
ajmri-4815	41	16	future	future	ADJ
ajmri-4815	41	17	operational	operational	ADJ
ajmri-4815	41	18	results	result	NOUN
ajmri-4815	41	19	.	.	PUNCT
ajmri-4815	42	1	kempeneer	kempeneer	NOUN
ajmri-4815	42	2	et	et	PROPN
ajmri-4815	42	3	al	al	PROPN
ajmri-4815	42	4	.	.	PROPN
ajmri-4815	43	1	(	(	PUNCT
ajmri-4815	43	2	2021	2021	NUM
ajmri-4815	43	3	)	)	PUNCT
ajmri-4815	43	4	confirmed	confirm	VERB
ajmri-4815	43	5	that	that	SCONJ
ajmri-4815	43	6	ai	ai	VERB
ajmri-4815	43	7	tools	tool	NOUN
ajmri-4815	43	8	are	be	AUX
ajmri-4815	43	9	vital	vital	ADJ
ajmri-4815	43	10	in	in	ADP
ajmri-4815	43	11	sustainability	sustainability	NOUN
ajmri-4815	43	12	-	-	PUNCT
ajmri-4815	43	13	tracking	track	VERB
ajmri-4815	43	14	solutions	solution	NOUN
ajmri-4815	43	15	for	for	ADP
ajmri-4815	43	16	commercial	commercial	ADJ
ajmri-4815	43	17	real	real	ADJ
ajmri-4815	43	18	estate	estate	NOUN
ajmri-4815	43	19	portfolios	portfolio	NOUN
ajmri-4815	43	20	through	through	ADP
ajmri-4815	43	21	their	their	PRON
ajmri-4815	43	22	behavioural	behavioural	ADJ
ajmri-4815	43	23	framework	framework	NOUN
ajmri-4815	43	24	on	on	ADP
ajmri-4815	43	25	esg	esg	PROPN
ajmri-4815	43	26	real	real	ADJ
ajmri-4815	43	27	estate	estate	NOUN
ajmri-4815	43	28	integration	integration	NOUN
ajmri-4815	43	29	.	.	PUNCT
ajmri-4815	44	1	scientific	scientific	ADJ
ajmri-4815	44	2	research	research	NOUN
ajmri-4815	44	3	has	have	AUX
ajmri-4815	44	4	thoroughly	thoroughly	ADV
ajmri-4815	44	5	established	establish	VERB
ajmri-4815	44	6	how	how	SCONJ
ajmri-4815	44	7	ml	ml	AUX
ajmri-4815	44	8	technology	technology	NOUN
ajmri-4815	44	9	beats	beat	VERB
ajmri-4815	44	10	conventional	conventional	ADJ
ajmri-4815	44	11	statistical	statistical	ADJ
ajmri-4815	44	12	techniques	technique	NOUN
ajmri-4815	44	13	through	through	ADP
ajmri-4815	44	14	methodological	methodological	ADJ
ajmri-4815	44	15	analysis	analysis	NOUN
ajmri-4815	44	16	(	(	PUNCT
ajmri-4815	44	17	rajula	rajula	NOUN
ajmri-4815	44	18	et	et	PROPN
ajmri-4815	44	19	al	al	PROPN
ajmri-4815	44	20	.	.	PROPN
ajmri-4815	44	21	,	,	PUNCT
ajmri-4815	44	22	2020	2020	NUM
ajmri-4815	44	23	)	)	PUNCT
ajmri-4815	44	24	.	.	PUNCT
ajmri-4815	45	1	mass	mass	ADJ
ajmri-4815	45	2	appraisals	appraisal	NOUN
ajmri-4815	45	3	achieved	achieve	VERB
ajmri-4815	45	4	superior	superior	ADJ
ajmri-4815	45	5	performance	performance	NOUN
ajmri-4815	45	6	through	through	ADP
ajmri-4815	45	7	ai	ai	PROPN
ajmri-4815	45	8	models	model	NOUN
ajmri-4815	45	9	over	over	ADP
ajmri-4815	45	10	linear	linear	ADJ
ajmri-4815	45	11	regression	regression	NOUN
ajmri-4815	45	12	,	,	PUNCT
ajmri-4815	45	13	as	as	SCONJ
ajmri-4815	45	14	ai	ai	PROPN
ajmri-4815	45	15	models	model	NOUN
ajmri-4815	45	16	excel	excel	VERB
ajmri-4815	45	17	at	at	ADP
ajmri-4815	45	18	handling	handle	VERB
ajmri-4815	45	19	non	non	ADJ
ajmri-4815	45	20	-	-	ADJ
ajmri-4815	45	21	linear	linear	ADJ
ajmri-4815	45	22	connections	connection	NOUN
ajmri-4815	45	23	between	between	ADP
ajmri-4815	45	24	variables	variable	NOUN
ajmri-4815	45	25	(	(	PUNCT
ajmri-4815	45	26	zurada	zurada	X
ajmri-4815	45	27	et	et	PROPN
ajmri-4815	45	28	al	al	PROPN
ajmri-4815	45	29	.	.	PROPN
ajmri-4815	45	30	2011	2011	NUM
ajmri-4815	45	31	)	)	PUNCT
ajmri-4815	45	32	.	.	PUNCT
ajmri-4815	46	1	according	accord	VERB
ajmri-4815	46	2	to	to	ADP
ajmri-4815	46	3	morano	morano	PROPN
ajmri-4815	46	4	et	et	PROPN
ajmri-4815	46	5	al	al	PROPN
ajmri-4815	46	6	.	.	PROPN
ajmri-4815	47	1	(	(	PUNCT
ajmri-4815	47	2	2018	2018	NUM
ajmri-4815	47	3	)	)	PUNCT
ajmri-4815	47	4	,	,	PUNCT
ajmri-4815	47	5	genetic	genetic	ADJ
ajmri-4815	47	6	algorithms	algorithm	NOUN
ajmri-4815	47	7	displayed	display	VERB
ajmri-4815	47	8	their	their	PRON
ajmri-4815	47	9	potential	potential	NOUN
ajmri-4815	47	10	to	to	PART
ajmri-4815	47	11	optimise	optimise	VERB
ajmri-4815	47	12	the	the	DET
ajmri-4815	47	13	evaluation	evaluation	NOUN
ajmri-4815	47	14	process	process	NOUN
ajmri-4815	47	15	of	of	ADP
ajmri-4815	47	16	multiple	multiple	ADJ
ajmri-4815	47	17	properties	property	NOUN
ajmri-4815	47	18	in	in	ADP
ajmri-4815	47	19	the	the	DET
ajmri-4815	47	20	italian	italian	ADJ
ajmri-4815	47	21	housing	housing	NOUN
ajmri-4815	47	22	sector	sector	NOUN
ajmri-4815	47	23	.	.	PUNCT
ajmri-4815	48	1	research	research	NOUN
ajmri-4815	48	2	indicates	indicate	VERB
ajmri-4815	48	3	that	that	SCONJ
ajmri-4815	48	4	ai	ai	NOUN
ajmri-4815	48	5	can	can	AUX
ajmri-4815	48	6	adopt	adopt	VERB
ajmri-4815	48	7	different	different	ADJ
ajmri-4815	48	8	valuation	valuation	NOUN
ajmri-4815	48	9	scenarios	scenario	NOUN
ajmri-4815	48	10	,	,	PUNCT
ajmri-4815	48	11	from	from	ADP
ajmri-4815	48	12	evaluating	evaluate	VERB
ajmri-4815	48	13	residential	residential	ADJ
ajmri-4815	48	14	properties	property	NOUN
ajmri-4815	48	15	in	in	ADP
ajmri-4815	48	16	cyprus	cyprus	PROPN
ajmri-4815	48	17	(	(	PUNCT
ajmri-4815	48	18	dimopoulos	dimopoulo	NOUN
ajmri-4815	48	19	&	&	CCONJ
ajmri-4815	48	20	bakas	bakas	PROPN
ajmri-4815	48	21	,	,	PUNCT
ajmri-4815	48	22	2019	2019	NUM
ajmri-4815	48	23	)	)	PUNCT
ajmri-4815	48	24	to	to	PART
ajmri-4815	48	25	commercial	commercial	ADJ
ajmri-4815	48	26	real	real	ADJ
ajmri-4815	48	27	estate	estate	NOUN
ajmri-4815	48	28	across	across	ADP
ajmri-4815	48	29	europe	europe	PROPN
ajmri-4815	48	30	and	and	CCONJ
ajmri-4815	48	31	asia	asia	PROPN
ajmri-4815	48	32	.	.	PUNCT
ajmri-4815	49	1	several	several	ADJ
ajmri-4815	49	2	hurdles	hurdle	NOUN
ajmri-4815	49	3	persist	persist	VERB
ajmri-4815	49	4	despite	despite	SCONJ
ajmri-4815	49	5	the	the	DET
ajmri-4815	49	6	rising	rise	VERB
ajmri-4815	49	7	implementation	implementation	NOUN
ajmri-4815	49	8	of	of	ADP
ajmri-4815	49	9	ai	ai	NOUN
ajmri-4815	49	10	/	/	SYM
ajmri-4815	49	11	ml	ml	NOUN
ajmri-4815	49	12	technologies	technology	NOUN
ajmri-4815	49	13	in	in	ADP
ajmri-4815	49	14	real	real	ADJ
ajmri-4815	49	15	estate	estate	NOUN
ajmri-4815	49	16	analytics	analytic	NOUN
ajmri-4815	49	17	.	.	PUNCT
ajmri-4815	50	1	modelscale	modelscale	PROPN
ajmri-4815	50	2	deployment	deployment	NOUN
ajmri-4815	50	3	becomes	become	VERB
ajmri-4815	50	4	difficult	difficult	ADJ
ajmri-4815	50	5	due	due	ADJ
ajmri-4815	50	6	to	to	ADP
ajmri-4815	50	7	data	datum	NOUN
ajmri-4815	50	8	inconsistency	inconsistency	NOUN
ajmri-4815	50	9	,	,	PUNCT
ajmri-4815	50	10	incomplete	incomplete	ADJ
ajmri-4815	50	11	database	database	NOUN
ajmri-4815	50	12	entries	entry	NOUN
ajmri-4815	50	13	,	,	PUNCT
ajmri-4815	50	14	and	and	CCONJ
ajmri-4815	50	15	privacy	privacy	NOUN
ajmri-4815	50	16	restrictions	restriction	NOUN
ajmri-4815	50	17	(	(	PUNCT
ajmri-4815	50	18	shi	shi	PROPN
ajmri-4815	50	19	et	et	PROPN
ajmri-4815	50	20	al	al	PROPN
ajmri-4815	50	21	.	.	PROPN
ajmri-4815	50	22	,	,	PUNCT
ajmri-4815	50	23	2024	2024	NUM
ajmri-4815	50	24	)	)	PUNCT
ajmri-4815	50	25	.	.	PUNCT
ajmri-4815	51	1	the	the	DET
ajmri-4815	51	2	fusion	fusion	NOUN
ajmri-4815	51	3	of	of	ADP
ajmri-4815	51	4	picture	picture	NOUN
ajmri-4815	51	5	-	-	PUNCT
ajmri-4815	51	6	based	base	VERB
ajmri-4815	51	7	information	information	NOUN
ajmri-4815	51	8	,	,	PUNCT
ajmri-4815	51	9	such	such	ADJ
ajmri-4815	51	10	as	as	ADP
ajmri-4815	51	11	architectural	architectural	ADJ
ajmri-4815	51	12	photography	photography	NOUN
ajmri-4815	51	13	,	,	PUNCT
ajmri-4815	51	14	into	into	ADP
ajmri-4815	51	15	real	real	ADJ
ajmri-4815	51	16	estate	estate	NOUN
ajmri-4815	51	17	assessments	assessment	NOUN
ajmri-4815	51	18	necessitates	necessitate	VERB
ajmri-4815	51	19	sophisticated	sophisticated	ADJ
ajmri-4815	51	20	computer	computer	NOUN
ajmri-4815	51	21	visualisation	visualisation	NOUN
ajmri-4815	51	22	methods	method	NOUN
ajmri-4815	51	23	,	,	PUNCT
ajmri-4815	51	24	and	and	CCONJ
ajmri-4815	51	25	these	these	DET
ajmri-4815	51	26	technologies	technology	NOUN
ajmri-4815	51	27	are	be	AUX
ajmri-4815	51	28	not	not	PART
ajmri-4815	51	29	uniformly	uniformly	ADV
ajmri-4815	51	30	accessible	accessible	ADJ
ajmri-4815	51	31	in	in	ADP
ajmri-4815	51	32	every	every	DET
ajmri-4815	51	33	property	property	NOUN
ajmri-4815	51	34	market	market	NOUN
ajmri-4815	51	35	,	,	PUNCT
ajmri-4815	51	36	according	accord	VERB
ajmri-4815	51	37	to	to	ADP
ajmri-4815	51	38	koch	koch	PROPN
ajmri-4815	51	39	et	et	PROPN
ajmri-4815	51	40	al	al	PROPN
ajmri-4815	51	41	.	.	PROPN
ajmri-4815	52	1	(	(	PUNCT
ajmri-4815	52	2	2020	2020	NUM
ajmri-4815	52	3	)	)	PUNCT
ajmri-4815	52	4	.	.	PUNCT
ajmri-4815	53	1	the	the	DET
ajmri-4815	53	2	difficulty	difficulty	NOUN
ajmri-4815	53	3	of	of	ADP
ajmri-4815	53	4	understanding	understand	VERB
ajmri-4815	53	5	complex	complex	ADJ
ajmri-4815	53	6	ai	ai	NOUN
ajmri-4815	53	7	models	model	NOUN
ajmri-4815	53	8	particularly	particularly	ADV
ajmri-4815	53	9	affects	affect	VERB
ajmri-4815	53	10	deep	deep	ADJ
ajmri-4815	53	11	learning	learning	NOUN
ajmri-4815	53	12	models	model	NOUN
ajmri-4815	53	13	because	because	SCONJ
ajmri-4815	53	14	this	this	DET
ajmri-4815	53	15	interpretation	interpretation	NOUN
ajmri-4815	53	16	challenge	challenge	NOUN
ajmri-4815	53	17	does	do	AUX
ajmri-4815	53	18	not	not	PART
ajmri-4815	53	19	build	build	VERB
ajmri-4815	53	20	trust	trust	NOUN
ajmri-4815	53	21	with	with	ADP
ajmri-4815	53	22	technical	technical	ADJ
ajmri-4815	53	23	non	non	NOUN
ajmri-4815	53	24	-	-	NOUN
ajmri-4815	53	25	specialists	specialist	NOUN
ajmri-4815	53	26	,	,	PUNCT
ajmri-4815	53	27	regulators	regulator	NOUN
ajmri-4815	53	28	,	,	PUNCT
ajmri-4815	53	29	and	and	CCONJ
ajmri-4815	53	30	conventional	conventional	ADJ
ajmri-4815	53	31	real	real	ADJ
ajmri-4815	53	32	estate	estate	NOUN
ajmri-4815	53	33	agents	agent	NOUN
ajmri-4815	53	34	.	.	PUNCT
ajmri-4815	54	1	small	small	ADJ
ajmri-4815	54	2	and	and	CCONJ
ajmri-4815	54	3	medium	medium	ADJ
ajmri-4815	54	4	-	-	PUNCT
ajmri-4815	54	5	sized	sized	ADJ
ajmri-4815	54	6	real	real	ADJ
ajmri-4815	54	7	estate	estate	NOUN
ajmri-4815	54	8	companies	company	NOUN
ajmri-4815	54	9	face	face	VERB
ajmri-4815	54	10	continued	continued	ADJ
ajmri-4815	54	11	obstacles	obstacle	NOUN
ajmri-4815	54	12	in	in	ADP
ajmri-4815	54	13	implementing	implement	VERB
ajmri-4815	54	14	ai	ai	PROPN
ajmri-4815	54	15	technologies	technology	NOUN
ajmri-4815	54	16	,	,	PUNCT
ajmri-4815	54	17	which	which	PRON
ajmri-4815	54	18	impede	impede	VERB
ajmri-4815	54	19	their	their	PRON
ajmri-4815	54	20	adoption	adoption	NOUN
ajmri-4815	54	21	of	of	ADP
ajmri-4815	54	22	ai	ai	PROPN
ajmri-4815	54	23	solutions	solution	NOUN
ajmri-4815	54	24	.	.	PUNCT
ajmri-4815	55	1	ullah	ullah	PROPN
ajmri-4815	55	2	et	et	PROPN
ajmri-4815	55	3	al	al	PROPN
ajmri-4815	55	4	.	.	PROPN
ajmri-4815	56	1	(	(	PUNCT
ajmri-4815	56	2	2018	2018	NUM
ajmri-4815	56	3	)	)	PUNCT
ajmri-4815	56	4	discovered	discover	VERB
ajmri-4815	56	5	that	that	SCONJ
ajmri-4815	56	6	properties	property	NOUN
ajmri-4815	56	7	are	be	AUX
ajmri-4815	56	8	still	still	ADV
ajmri-4815	56	9	analysed	analyse	VERB
ajmri-4815	56	10	through	through	ADP
ajmri-4815	56	11	legacy	legacy	NOUN
ajmri-4815	56	12	systems	system	NOUN
ajmri-4815	56	13	because	because	SCONJ
ajmri-4815	56	14	professionals	professional	NOUN
ajmri-4815	56	15	lack	lack	VERB
ajmri-4815	56	16	technical	technical	ADJ
ajmri-4815	56	17	skills	skill	NOUN
ajmri-4815	56	18	and	and	CCONJ
ajmri-4815	56	19	oppose	oppose	VERB
ajmri-4815	56	20	innovation	innovation	NOUN
ajmri-4815	56	21	in	in	ADP
ajmri-4815	56	22	their	their	PRON
ajmri-4815	56	23	workflows	workflow	NOUN
ajmri-4815	56	24	.	.	PUNCT
ajmri-4815	57	1	the	the	DET
ajmri-4815	57	2	adoption	adoption	NOUN
ajmri-4815	57	3	of	of	ADP
ajmri-4815	57	4	ai	ai	ADJ
ajmri-4815	57	5	-	-	PUNCT
ajmri-4815	57	6	enabled	enable	VERB
ajmri-4815	57	7	data	data	NOUN
ajmri-4815	57	8	-	-	PUNCT
ajmri-4815	57	9	driven	drive	VERB
ajmri-4815	57	10	decision	decision	NOUN
ajmri-4815	57	11	systems	system	NOUN
ajmri-4815	57	12	shows	show	VERB
ajmri-4815	57	13	no	no	DET
ajmri-4815	57	14	sign	sign	NOUN
ajmri-4815	57	15	of	of	ADP
ajmri-4815	57	16	slowing	slow	VERB
ajmri-4815	57	17	down	down	ADP
ajmri-4815	57	18	,	,	PUNCT
ajmri-4815	57	19	given	give	VERB
ajmri-4815	57	20	the	the	DET
ajmri-4815	57	21	market	market	NOUN
ajmri-4815	57	22	need	need	NOUN
ajmri-4815	57	23	for	for	ADP
ajmri-4815	57	24	automated	automate	VERB
ajmri-4815	57	25	pricing	pricing	NOUN
ajmri-4815	57	26	models	model	NOUN
ajmri-4815	57	27	,	,	PUNCT
ajmri-4815	57	28	digital	digital	ADJ
ajmri-4815	57	29	property	property	NOUN
ajmri-4815	57	30	assessment	assessment	NOUN
ajmri-4815	57	31	,	,	PUNCT
ajmri-4815	57	32	and	and	CCONJ
ajmri-4815	57	33	fraudulent	fraudulent	ADJ
ajmri-4815	57	34	activity	activity	NOUN
ajmri-4815	57	35	prevention	prevention	NOUN
ajmri-4815	57	36	in	in	ADP
ajmri-4815	57	37	real	real	ADJ
ajmri-4815	57	38	estate	estate	NOUN
ajmri-4815	57	39	deals	deal	NOUN
ajmri-4815	57	40	(	(	PUNCT
ajmri-4815	57	41	topraklı	topraklı	NOUN
ajmri-4815	57	42	,	,	PUNCT
ajmri-4815	57	43	2024	2024	NUM
ajmri-4815	57	44	)	)	PUNCT
ajmri-4815	57	45	.	.	PUNCT
ajmri-4815	58	1	multiple	multiple	ADJ
ajmri-4815	58	2	academic	academic	ADJ
ajmri-4815	58	3	studies	study	NOUN
ajmri-4815	58	4	show	show	VERB
ajmri-4815	58	5	convincing	convincing	ADJ
ajmri-4815	58	6	evidence	evidence	NOUN
ajmri-4815	58	7	that	that	PRON
ajmri-4815	58	8	ai	ai	VERB
ajmri-4815	58	9	and	and	CCONJ
ajmri-4815	58	10	ml	ml	NOUN
ajmri-4815	58	11	applications	application	NOUN
ajmri-4815	58	12	should	should	AUX
ajmri-4815	58	13	be	be	AUX
ajmri-4815	58	14	integrated	integrate	VERB
ajmri-4815	58	15	with	with	ADP
ajmri-4815	58	16	real	real	ADJ
ajmri-4815	58	17	estate	estate	NOUN
ajmri-4815	58	18	pricing	pricing	NOUN
ajmri-4815	58	19	and	and	CCONJ
ajmri-4815	58	20	risk	risk	NOUN
ajmri-4815	58	21	assessment	assessment	NOUN
ajmri-4815	58	22	systems	system	NOUN
ajmri-4815	58	23	.	.	PUNCT
ajmri-4815	59	1	this	this	DET
ajmri-4815	59	2	technological	technological	ADJ
ajmri-4815	59	3	integration	integration	NOUN
ajmri-4815	59	4	amplifies	amplify	VERB
ajmri-4815	59	5	and	and	CCONJ
ajmri-4815	59	6	enables	enable	VERB
ajmri-4815	59	7	prediction	prediction	NOUN
ajmri-4815	59	8	accuracy	accuracy	NOUN
ajmri-4815	59	9	in	in	ADP
ajmri-4815	59	10	intelligent	intelligent	ADJ
ajmri-4815	59	11	property	property	NOUN
ajmri-4815	59	12	control	control	NOUN
ajmri-4815	59	13	systems	system	NOUN
ajmri-4815	59	14	,	,	PUNCT
ajmri-4815	59	15	ecological	ecological	ADJ
ajmri-4815	59	16	urban	urban	ADJ
ajmri-4815	59	17	development	development	NOUN
ajmri-4815	59	18	,	,	PUNCT
ajmri-4815	59	19	and	and	CCONJ
ajmri-4815	59	20	immediate	immediate	ADJ
ajmri-4815	59	21	fraud	fraud	NOUN
ajmri-4815	59	22	detection	detection	NOUN
ajmri-4815	59	23	capabilities	capability	NOUN
ajmri-4815	59	24	.	.	PUNCT
ajmri-4815	60	1	the	the	DET
ajmri-4815	60	2	rapid	rapid	ADJ
ajmri-4815	60	3	advancement	advancement	NOUN
ajmri-4815	60	4	of	of	ADP
ajmri-4815	60	5	ml	ml	NOUN
ajmri-4815	60	6	in	in	ADP
ajmri-4815	60	7	property	property	NOUN
ajmri-4815	60	8	markets	market	NOUN
ajmri-4815	60	9	has	have	VERB
ajmri-4815	60	10	implications	implication	NOUN
ajmri-4815	60	11	for	for	ADP
ajmri-4815	60	12	countries	country	NOUN
ajmri-4815	60	13	like	like	ADP
ajmri-4815	60	14	saudi	saudi	PROPN
ajmri-4815	60	15	arabia	arabia	PROPN
ajmri-4815	60	16	,	,	PUNCT
ajmri-4815	60	17	where	where	SCONJ
ajmri-4815	60	18	largescale	largescale	ADJ
ajmri-4815	60	19	urban	urban	ADJ
ajmri-4815	60	20	expansion	expansion	NOUN
ajmri-4815	60	21	,	,	PUNCT
ajmri-4815	60	22	such	such	ADJ
ajmri-4815	60	23	as	as	ADP
ajmri-4815	60	24	neom	neom	NOUN
ajmri-4815	60	25	and	and	CCONJ
ajmri-4815	60	26	the	the	DET
ajmri-4815	60	27	red	red	PROPN
ajmri-4815	60	28	sea	sea	PROPN
ajmri-4815	60	29	project	project	NOUN
ajmri-4815	60	30	,	,	PUNCT
ajmri-4815	60	31	necessitates	necessitate	VERB
ajmri-4815	60	32	real	real	ADJ
ajmri-4815	60	33	-	-	PUNCT
ajmri-4815	60	34	time	time	NOUN
ajmri-4815	60	35	valuation	valuation	NOUN
ajmri-4815	60	36	and	and	CCONJ
ajmri-4815	60	37	predictive	predictive	ADJ
ajmri-4815	60	38	analytics	analytic	NOUN
ajmri-4815	60	39	.	.	PUNCT
ajmri-4815	61	1	vision	vision	NOUN
ajmri-4815	61	2	2030	2030	NUM
ajmri-4815	61	3	encourages	encourage	VERB
ajmri-4815	61	4	digital	digital	ADJ
ajmri-4815	61	5	transformation	transformation	NOUN
ajmri-4815	61	6	in	in	ADP
ajmri-4815	61	7	real	real	ADJ
ajmri-4815	61	8	estate	estate	NOUN
ajmri-4815	61	9	.	.	PUNCT
ajmri-4815	62	1	ai	ai	AUX
ajmri-4815	62	2	systems	system	NOUN
ajmri-4815	62	3	are	be	AUX
ajmri-4815	62	4	now	now	ADV
ajmri-4815	62	5	being	be	AUX
ajmri-4815	62	6	explored	explore	VERB
ajmri-4815	62	7	for	for	ADP
ajmri-4815	62	8	zoning	zone	VERB
ajmri-4815	62	9	classification	classification	NOUN
ajmri-4815	62	10	,	,	PUNCT
ajmri-4815	62	11	infrastructure	infrastructure	NOUN
ajmri-4815	62	12	planning	planning	NOUN
ajmri-4815	62	13	,	,	PUNCT
ajmri-4815	62	14	and	and	CCONJ
ajmri-4815	62	15	digital	digital	ADJ
ajmri-4815	62	16	mortgage	mortgage	NOUN
ajmri-4815	62	17	approvals	approval	NOUN
ajmri-4815	62	18	in	in	ADP
ajmri-4815	62	19	riyadh	riyadh	PROPN
ajmri-4815	62	20	and	and	CCONJ
ajmri-4815	62	21	jeddah	jeddah	PROPN
ajmri-4815	62	22	(	(	PUNCT
ajmri-4815	62	23	ali	ali	PROPN
ajmri-4815	62	24	et	et	PROPN
ajmri-4815	62	25	al	al	PROPN
ajmri-4815	62	26	.	.	PROPN
ajmri-4815	62	27	,	,	PUNCT
ajmri-4815	62	28	2024	2024	NUM
ajmri-4815	62	29	)	)	PUNCT
ajmri-4815	62	30	.	.	PUNCT
ajmri-4815	63	1	this	this	DET
ajmri-4815	63	2	paper	paper	NOUN
ajmri-4815	63	3	methodically	methodically	ADV
ajmri-4815	63	4	evaluates	evaluate	VERB
ajmri-4815	63	5	ai	ai	VERB
ajmri-4815	63	6	/	/	SYM
ajmri-4815	63	7	ml	ml	NOUN
ajmri-4815	63	8	applications	application	NOUN
ajmri-4815	63	9	in	in	ADP
ajmri-4815	63	10	real	real	ADJ
ajmri-4815	63	11	estate	estate	NOUN
ajmri-4815	63	12	alongside	alongside	ADP
ajmri-4815	63	13	performance	performance	NOUN
ajmri-4815	63	14	assessment	assessment	NOUN
ajmri-4815	63	15	and	and	CCONJ
ajmri-4815	63	16	system	system	NOUN
ajmri-4815	63	17	constraints	constraint	NOUN
ajmri-4815	63	18	before	before	ADP
ajmri-4815	63	19	recommending	recommend	VERB
ajmri-4815	63	20	research	research	NOUN
ajmri-4815	63	21	paths	path	NOUN
ajmri-4815	63	22	to	to	PART
ajmri-4815	63	23	create	create	VERB
ajmri-4815	63	24	stronger	strong	ADJ
ajmri-4815	63	25	,	,	PUNCT
ajmri-4815	63	26	protected	protect	VERB
ajmri-4815	63	27	real	real	ADJ
ajmri-4815	63	28	estate	estate	NOUN
ajmri-4815	63	29	market	market	NOUN
ajmri-4815	63	30	environments	environment	NOUN
ajmri-4815	63	31	.	.	PUNCT
ajmri-4815	64	1	materials	material	NOUN
ajmri-4815	64	2	&	&	CCONJ
ajmri-4815	64	3	methods	method	NOUN
ajmri-4815	64	4	research	research	NOUN
ajmri-4815	64	5	design	design	NOUN
ajmri-4815	64	6	this	this	DET
ajmri-4815	64	7	work	work	NOUN
ajmri-4815	64	8	uses	use	VERB
ajmri-4815	64	9	a	a	DET
ajmri-4815	64	10	systematic	systematic	ADJ
ajmri-4815	64	11	literature	literature	NOUN
ajmri-4815	64	12	review	review	NOUN
ajmri-4815	64	13	(	(	PUNCT
ajmri-4815	64	14	slr	slr	NOUN
ajmri-4815	64	15	)	)	PUNCT
ajmri-4815	64	16	to	to	PART
ajmri-4815	64	17	identify	identify	VERB
ajmri-4815	64	18	patterns	pattern	NOUN
ajmri-4815	64	19	of	of	ADP
ajmri-4815	64	20	artificial	artificial	ADJ
ajmri-4815	64	21	intelligence	intelligence	NOUN
ajmri-4815	64	22	(	(	PUNCT
ajmri-4815	64	23	ai	ai	NOUN
ajmri-4815	64	24	)	)	PUNCT
ajmri-4815	64	25	and	and	CCONJ
ajmri-4815	64	26	machine	machine	NOUN
ajmri-4815	64	27	learning	learning	NOUN
ajmri-4815	64	28	(	(	PUNCT
ajmri-4815	64	29	ml	ml	NOUN
ajmri-4815	64	30	)	)	PUNCT
ajmri-4815	64	31	in	in	ADP
ajmri-4815	64	32	real	real	ADJ
ajmri-4815	64	33	estate	estate	NOUN
ajmri-4815	64	34	property	property	NOUN
ajmri-4815	64	35	value	value	NOUN
ajmri-4815	64	36	prediction	prediction	NOUN
ajmri-4815	64	37	and	and	CCONJ
ajmri-4815	64	38	risk	risk	NOUN
ajmri-4815	64	39	inspection	inspection	NOUN
ajmri-4815	64	40	.	.	PUNCT
ajmri-4815	65	1	the	the	DET
ajmri-4815	65	2	study	study	NOUN
ajmri-4815	65	3	chose	choose	VERB
ajmri-4815	65	4	the	the	DET
ajmri-4815	65	5	slr	slr	NOUN
ajmri-4815	65	6	approach	approach	NOUN
ajmri-4815	65	7	because	because	SCONJ
ajmri-4815	65	8	its	its	PRON
ajmri-4815	65	9	standardised	standardised	ADJ
ajmri-4815	65	10	research	research	NOUN
ajmri-4815	65	11	guidelines	guideline	NOUN
ajmri-4815	65	12	allow	allow	VERB
ajmri-4815	65	13	for	for	ADP
ajmri-4815	65	14	a	a	DET
ajmri-4815	65	15	comprehensive	comprehensive	ADJ
ajmri-4815	65	16	collection	collection	NOUN
ajmri-4815	65	17	of	of	ADP
ajmri-4815	65	18	research	research	NOUN
ajmri-4815	65	19	from	from	ADP
ajmri-4815	65	20	published	publish	VERB
ajmri-4815	65	21	literature	literature	NOUN
ajmri-4815	65	22	.	.	PUNCT
ajmri-4815	66	1	multiple	multiple	ADJ
ajmri-4815	66	2	research	research	NOUN
ajmri-4815	66	3	papers	paper	NOUN
ajmri-4815	66	4	provide	provide	VERB
ajmri-4815	66	5	data	datum	NOUN
ajmri-4815	66	6	revealing	reveal	VERB
ajmri-4815	66	7	core	core	NOUN
ajmri-4815	66	8	algorithms	algorithm	NOUN
ajmri-4815	66	9	and	and	CCONJ
ajmri-4815	66	10	applications	application	NOUN
ajmri-4815	66	11	while	while	SCONJ
ajmri-4815	66	12	showing	show	VERB
ajmri-4815	66	13	current	current	ADJ
ajmri-4815	66	14	issues	issue	NOUN
ajmri-4815	66	15	and	and	CCONJ
ajmri-4815	66	16	potential	potential	ADJ
ajmri-4815	66	17	research	research	NOUN
ajmri-4815	66	18	directions	direction	NOUN
ajmri-4815	66	19	the	the	DET
ajmri-4815	66	20	industry	industry	NOUN
ajmri-4815	66	21	should	should	AUX
ajmri-4815	66	22	use	use	VERB
ajmri-4815	66	23	.	.	PUNCT
ajmri-4815	67	1	a	a	DET
ajmri-4815	67	2	systematic	systematic	ADJ
ajmri-4815	67	3	review	review	NOUN
ajmri-4815	67	4	replaces	replace	VERB
ajmri-4815	67	5	traditional	traditional	ADJ
ajmri-4815	67	6	narrative	narrative	NOUN
ajmri-4815	67	7	reviews	review	NOUN
ajmri-4815	67	8	because	because	SCONJ
ajmri-4815	67	9	ai	ai	VERB
ajmri-4815	67	10	/	/	SYM
ajmri-4815	67	11	ml	ml	NOUN
ajmri-4815	67	12	technologies	technology	NOUN
ajmri-4815	67	13	function	function	VERB
ajmri-4815	67	14	through	through	ADP
ajmri-4815	67	15	dynamic	dynamic	ADJ
ajmri-4815	67	16	interdisciplinary	interdisciplinary	ADJ
ajmri-4815	67	17	procedures	procedure	NOUN
ajmri-4815	67	18	.	.	PUNCT
ajmri-4815	68	1	ai	ai	VERB
ajmri-4815	68	2	solutions	solution	NOUN
ajmri-4815	68	3	transform	transform	VERB
ajmri-4815	68	4	swiftly	swiftly	ADV
ajmri-4815	68	5	in	in	ADP
ajmri-4815	68	6	their	their	PRON
ajmri-4815	68	7	applications	application	NOUN
ajmri-4815	68	8	to	to	ADP
ajmri-4815	68	9	real	real	ADJ
ajmri-4815	68	10	estate	estate	NOUN
ajmri-4815	68	11	through	through	ADP
ajmri-4815	68	12	different	different	ADJ
ajmri-4815	68	13	domains	domain	NOUN
ajmri-4815	68	14	,	,	PUNCT
ajmri-4815	68	15	including	include	VERB
ajmri-4815	68	16	pricing	pricing	NOUN
ajmri-4815	68	17	systems	system	NOUN
ajmri-4815	68	18	,	,	PUNCT
ajmri-4815	68	19	fraud	fraud	NOUN
ajmri-4815	68	20	alert	alert	NOUN
ajmri-4815	68	21	systems	system	NOUN
ajmri-4815	68	22	,	,	PUNCT
ajmri-4815	68	23	and	and	CCONJ
ajmri-4815	68	24	property	property	NOUN
ajmri-4815	68	25	administration	administration	NOUN
ajmri-4815	68	26	platforms	platform	NOUN
ajmri-4815	68	27	(	(	PUNCT
ajmri-4815	68	28	ullah	ullah	PROPN
ajmri-4815	68	29	et	et	PROPN
ajmri-4815	68	30	al	al	PROPN
ajmri-4815	68	31	.	.	PROPN
ajmri-4815	68	32	,	,	PUNCT
ajmri-4815	68	33	2018	2018	NUM
ajmri-4815	68	34	)	)	PUNCT
ajmri-4815	68	35	.	.	PUNCT
ajmri-4815	69	1	standard	standard	ADJ
ajmri-4815	69	2	quality	quality	NOUN
ajmri-4815	69	3	requirements	requirement	NOUN
ajmri-4815	69	4	in	in	ADP
ajmri-4815	69	5	systematic	systematic	ADJ
ajmri-4815	69	6	evaluations	evaluation	NOUN
ajmri-4815	69	7	enable	enable	VERB
ajmri-4815	69	8	researchers	researcher	NOUN
ajmri-4815	69	9	to	to	PART
ajmri-4815	69	10	create	create	VERB
ajmri-4815	69	11	replicable	replicable	ADJ
ajmri-4815	69	12	reports	report	NOUN
ajmri-4815	69	13	on	on	ADP
ajmri-4815	69	14	technology	technology	NOUN
ajmri-4815	69	15	coverage	coverage	NOUN
ajmri-4815	69	16	breadth	breadth	NOUN
ajmri-4815	69	17	and	and	CCONJ
ajmri-4815	69	18	precise	precise	ADJ
ajmri-4815	69	19	result	result	NOUN
ajmri-4815	69	20	evaluations	evaluation	NOUN
ajmri-4815	69	21	.	.	PUNCT
ajmri-4815	70	1	the	the	DET
ajmri-4815	70	2	research	research	NOUN
ajmri-4815	70	3	-	-	PUNCT
ajmri-4815	70	4	maintained	maintain	VERB
ajmri-4815	70	5	conformity	conformity	NOUN
ajmri-4815	70	6	to	to	ADP
ajmri-4815	70	7	preferred	preferred	ADJ
ajmri-4815	70	8	reporting	reporting	NOUN
ajmri-4815	70	9	items	item	NOUN
ajmri-4815	70	10	for	for	ADP
ajmri-4815	70	11	systematic	systematic	ADJ
ajmri-4815	70	12	reviews	review	NOUN
ajmri-4815	70	13	and	and	CCONJ
ajmri-4815	70	14	meta	meta	NOUN
ajmri-4815	70	15	-	-	PUNCT
ajmri-4815	70	16	analyses	analysis	NOUN
ajmri-4815	70	17	(	(	PUNCT
ajmri-4815	70	18	prisma	prisma	NOUN
ajmri-4815	70	19	)	)	PUNCT
ajmri-4815	70	20	guidelines	guideline	NOUN
ajmri-4815	70	21	at	at	ADP
ajmri-4815	70	22	the	the	DET
ajmri-4815	70	23	design	design	NOUN
ajmri-4815	70	24	stage	stage	NOUN
ajmri-4815	70	25	,	,	PUNCT
ajmri-4815	70	26	screening	screening	NOUN
ajmri-4815	70	27	phase	phase	NOUN
ajmri-4815	70	28	,	,	PUNCT
ajmri-4815	70	29	and	and	CCONJ
ajmri-4815	70	30	the	the	DET
ajmri-4815	70	31	reporting	reporting	NOUN
ajmri-4815	70	32	period	period	NOUN
ajmri-4815	70	33	.	.	PUNCT
ajmri-4815	71	1	data	datum	NOUN
ajmri-4815	71	2	sources	source	NOUN
ajmri-4815	71	3	and	and	CCONJ
ajmri-4815	71	4	search	search	NOUN
ajmri-4815	71	5	strategy	strategy	NOUN
ajmri-4815	71	6	the	the	DET
ajmri-4815	71	7	review	review	NOUN
ajmri-4815	71	8	relies	rely	VERB
ajmri-4815	71	9	on	on	ADP
ajmri-4815	71	10	scholarly	scholarly	ADJ
ajmri-4815	71	11	literature	literature	NOUN
ajmri-4815	71	12	from	from	ADP
ajmri-4815	71	13	academic	academic	ADJ
ajmri-4815	71	14	databases	database	NOUN
ajmri-4815	71	15	and	and	CCONJ
ajmri-4815	71	16	well	well	ADV
ajmri-4815	71	17	-	-	PUNCT
ajmri-4815	71	18	known	know	VERB
ajmri-4815	71	19	digital	digital	ADJ
ajmri-4815	71	20	libraries	library	NOUN
ajmri-4815	71	21	,	,	PUNCT
ajmri-4815	71	22	including	include	VERB
ajmri-4815	71	23	google	google	PROPN
ajmri-4815	71	24	scholar	scholar	NOUN
ajmri-4815	71	25	,	,	PUNCT
ajmri-4815	71	26	ieee	ieee	PROPN
ajmri-4815	71	27	xplore	xplore	PROPN
ajmri-4815	71	28	,	,	PUNCT
ajmri-4815	71	29	sciencedirect	sciencedirect	PROPN
ajmri-4815	71	30	,	,	PUNCT
ajmri-4815	71	31	pa	pa	PROPN
ajmri-4815	71	32	ge	ge	PROPN
ajmri-4815	71	33	12	12	NUM
ajmri-4815	71	34	https://journals.e-palli.com/home/index.php/ajmri	https://journals.e-palli.com/home/index.php/ajmri	PROPN
ajmri-4815	71	35	am	am	NOUN
ajmri-4815	71	36	.	.	PUNCT
ajmri-4815	72	1	j.	j.	PROPN
ajmri-4815	72	2	multidis	multidis	PROPN
ajmri-4815	72	3	.	.	PUNCT
ajmri-4815	73	1	res	re	NOUN
ajmri-4815	73	2	.	.	PUNCT
ajmri-4815	74	1	innov	innov	PROPN
ajmri-4815	74	2	.	.	PUNCT
ajmri-4815	75	1	4(5	4(5	NUM
ajmri-4815	75	2	)	)	PUNCT
ajmri-4815	75	3	10	10	NUM
ajmri-4815	75	4	-	-	SYM
ajmri-4815	75	5	21	21	NUM
ajmri-4815	75	6	,	,	PUNCT
ajmri-4815	75	7	2025	2025	NUM
ajmri-4815	75	8	springerlink	springerlink	NOUN
ajmri-4815	75	9	,	,	PUNCT
ajmri-4815	75	10	and	and	CCONJ
ajmri-4815	75	11	wiley	wiley	PROPN
ajmri-4815	75	12	online	online	PROPN
ajmri-4815	75	13	library	library	PROPN
ajmri-4815	75	14	.	.	PUNCT
ajmri-4815	76	1	the	the	DET
ajmri-4815	76	2	study	study	NOUN
ajmri-4815	76	3	retrieved	retrieve	VERB
ajmri-4815	76	4	peer	peer	NOUN
ajmri-4815	76	5	-	-	PUNCT
ajmri-4815	76	6	reviewed	review	VERB
ajmri-4815	76	7	high	high	ADJ
ajmri-4815	76	8	-	-	PUNCT
ajmri-4815	76	9	quality	quality	NOUN
ajmri-4815	76	10	content	content	NOUN
ajmri-4815	76	11	from	from	ADP
ajmri-4815	76	12	2010	2010	NUM
ajmri-4815	76	13	to	to	ADP
ajmri-4815	76	14	2025	2025	NUM
ajmri-4815	76	15	while	while	SCONJ
ajmri-4815	76	16	emphasising	emphasise	VERB
ajmri-4815	76	17	research	research	NOUN
ajmri-4815	76	18	from	from	ADP
ajmri-4815	76	19	post-2018	post-2018	NOUN
ajmri-4815	76	20	,	,	PUNCT
ajmri-4815	76	21	which	which	PRON
ajmri-4815	76	22	symbolised	symbolise	VERB
ajmri-4815	76	23	the	the	DET
ajmri-4815	76	24	beginning	beginning	NOUN
ajmri-4815	76	25	of	of	ADP
ajmri-4815	76	26	real	real	ADJ
ajmri-4815	76	27	estate	estate	NOUN
ajmri-4815	76	28	ai	ai	VERB
ajmri-4815	76	29	and	and	CCONJ
ajmri-4815	76	30	ml	ml	ADP
ajmri-4815	76	31	adoption	adoption	NOUN
ajmri-4815	76	32	acceleration	acceleration	NOUN
ajmri-4815	76	33	.	.	PUNCT
ajmri-4815	77	1	the	the	DET
ajmri-4815	77	2	following	follow	VERB
ajmri-4815	77	3	search	search	NOUN
ajmri-4815	77	4	keywords	keyword	NOUN
ajmri-4815	77	5	and	and	CCONJ
ajmri-4815	77	6	boolean	boolean	ADJ
ajmri-4815	77	7	operators	operator	NOUN
ajmri-4815	77	8	were	be	AUX
ajmri-4815	77	9	used	use	VERB
ajmri-4815	77	10	to	to	PART
ajmri-4815	77	11	identify	identify	VERB
ajmri-4815	77	12	relevant	relevant	ADJ
ajmri-4815	77	13	studies	study	NOUN
ajmri-4815	77	14	:	:	PUNCT
ajmri-4815	77	15	•	•	X
ajmri-4815	77	16	(	(	PUNCT
ajmri-4815	77	17	"	"	PUNCT
ajmri-4815	77	18	artificial	artificial	ADJ
ajmri-4815	77	19	intelligence	intelligence	NOUN
ajmri-4815	77	20	"	"	PUNCT
ajmri-4815	77	21	and	and	CCONJ
ajmri-4815	77	22	"	"	PUNCT
ajmri-4815	77	23	real	real	ADJ
ajmri-4815	77	24	estate	estate	NOUN
ajmri-4815	77	25	"	"	PUNCT
ajmri-4815	77	26	and	and	CCONJ
ajmri-4815	77	27	"	"	PUNCT
ajmri-4815	77	28	property	property	NOUN
ajmri-4815	77	29	valuation	valuation	NOUN
ajmri-4815	77	30	"	"	PUNCT
ajmri-4815	77	31	)	)	PUNCT
ajmri-4815	77	32	•	•	ADV
ajmri-4815	77	33	or	or	CCONJ
ajmri-4815	77	34	(	(	PUNCT
ajmri-4815	77	35	"	"	PUNCT
ajmri-4815	77	36	machine	machine	NOUN
ajmri-4815	77	37	learning	learning	NOUN
ajmri-4815	77	38	"	"	PUNCT
ajmri-4815	77	39	and	and	CCONJ
ajmri-4815	77	40	"	"	PUNCT
ajmri-4815	77	41	real	real	ADJ
ajmri-4815	77	42	estate	estate	NOUN
ajmri-4815	77	43	pricing	pricing	NOUN
ajmri-4815	77	44	"	"	PUNCT
ajmri-4815	77	45	)	)	PUNCT
ajmri-4815	77	46	•	•	ADV
ajmri-4815	78	1	or	or	CCONJ
ajmri-4815	78	2	(	(	PUNCT
ajmri-4815	78	3	"	"	PUNCT
ajmri-4815	78	4	ai	ai	NOUN
ajmri-4815	78	5	models	model	NOUN
ajmri-4815	78	6	"	"	PUNCT
ajmri-4815	78	7	and	and	CCONJ
ajmri-4815	78	8	"	"	PUNCT
ajmri-4815	78	9	real	real	ADJ
ajmri-4815	78	10	estate	estate	NOUN
ajmri-4815	78	11	risk	risk	NOUN
ajmri-4815	78	12	assessment	assessment	NOUN
ajmri-4815	78	13	"	"	PUNCT
ajmri-4815	78	14	)	)	PUNCT
ajmri-4815	78	15	•	•	ADV
ajmri-4815	79	1	or	or	CCONJ
ajmri-4815	79	2	(	(	PUNCT
ajmri-4815	79	3	"	"	PUNCT
ajmri-4815	79	4	automated	automated	ADJ
ajmri-4815	79	5	valuation	valuation	NOUN
ajmri-4815	79	6	model	model	NOUN
ajmri-4815	79	7	"	"	PUNCT
ajmri-4815	79	8	and	and	CCONJ
ajmri-4815	79	9	"	"	PUNCT
ajmri-4815	79	10	housing	housing	NOUN
ajmri-4815	79	11	prices	price	NOUN
ajmri-4815	79	12	"	"	PUNCT
ajmri-4815	79	13	)	)	PUNCT
ajmri-4815	79	14	•	•	ADV
ajmri-4815	79	15	or	or	CCONJ
ajmri-4815	79	16	(	(	PUNCT
ajmri-4815	79	17	"	"	PUNCT
ajmri-4815	79	18	fraud	fraud	NOUN
ajmri-4815	79	19	detection	detection	NOUN
ajmri-4815	79	20	"	"	PUNCT
ajmri-4815	79	21	and	and	CCONJ
ajmri-4815	79	22	"	"	PUNCT
ajmri-4815	79	23	real	real	ADJ
ajmri-4815	79	24	estate	estate	NOUN
ajmri-4815	79	25	transactions	transaction	NOUN
ajmri-4815	79	26	"	"	PUNCT
ajmri-4815	79	27	)	)	PUNCT
ajmri-4815	79	28	•	•	ADV
ajmri-4815	79	29	or	or	CCONJ
ajmri-4815	79	30	(	(	PUNCT
ajmri-4815	79	31	(	(	PUNCT
ajmri-4815	79	32	"	"	PUNCT
ajmri-4815	79	33	xgboost	xgboost	NOUN
ajmri-4815	79	34	"	"	PUNCT
ajmri-4815	79	35	or	or	CCONJ
ajmri-4815	79	36	"	"	PUNCT
ajmri-4815	79	37	random	random	ADJ
ajmri-4815	79	38	forest	forest	NOUN
ajmri-4815	79	39	"	"	PUNCT
ajmri-4815	79	40	or	or	CCONJ
ajmri-4815	79	41	"	"	PUNCT
ajmri-4815	79	42	regression	regression	NOUN
ajmri-4815	79	43	"	"	PUNCT
ajmri-4815	79	44	)	)	PUNCT
ajmri-4815	79	45	and	and	CCONJ
ajmri-4815	79	46	"	"	PUNCT
ajmri-4815	79	47	property	property	NOUN
ajmri-4815	79	48	price	price	NOUN
ajmri-4815	79	49	prediction	prediction	NOUN
ajmri-4815	79	50	"	"	PUNCT
ajmri-4815	79	51	)	)	PUNCT
ajmri-4815	79	52	the	the	DET
ajmri-4815	79	53	authors	author	NOUN
ajmri-4815	79	54	reviewed	review	VERB
ajmri-4815	79	55	titles	title	NOUN
ajmri-4815	79	56	and	and	CCONJ
ajmri-4815	79	57	abstracts	abstract	NOUN
ajmri-4815	79	58	for	for	ADP
ajmri-4815	79	59	relevance	relevance	NOUN
ajmri-4815	79	60	before	before	ADP
ajmri-4815	79	61	studying	study	VERB
ajmri-4815	79	62	the	the	DET
ajmri-4815	79	63	full	full	ADJ
ajmri-4815	79	64	-	-	PUNCT
ajmri-4815	79	65	text	text	NOUN
ajmri-4815	79	66	documents	document	NOUN
ajmri-4815	79	67	of	of	ADP
ajmri-4815	79	68	selected	select	VERB
ajmri-4815	79	69	studies	study	NOUN
ajmri-4815	79	70	.	.	PUNCT
ajmri-4815	80	1	inclusion	inclusion	NOUN
ajmri-4815	80	2	and	and	CCONJ
ajmri-4815	80	3	exclusion	exclusion	NOUN
ajmri-4815	80	4	criteria	criterion	NOUN
ajmri-4815	80	5	the	the	DET
ajmri-4815	80	6	research	research	NOUN
ajmri-4815	80	7	team	team	NOUN
ajmri-4815	80	8	established	establish	VERB
ajmri-4815	80	9	strict	strict	ADJ
ajmri-4815	80	10	guidelines	guideline	NOUN
ajmri-4815	80	11	for	for	ADP
ajmri-4815	80	12	accepting	accept	VERB
ajmri-4815	80	13	and	and	CCONJ
ajmri-4815	80	14	rejecting	reject	VERB
ajmri-4815	80	15	subjects	subject	NOUN
ajmri-4815	80	16	to	to	PART
ajmri-4815	80	17	maintain	maintain	VERB
ajmri-4815	80	18	methodological	methodological	ADJ
ajmri-4815	80	19	solidity	solidity	NOUN
ajmri-4815	80	20	.	.	PUNCT
ajmri-4815	81	1	the	the	DET
ajmri-4815	81	2	study	study	NOUN
ajmri-4815	81	3	selection	selection	NOUN
ajmri-4815	81	4	criteria	criterion	NOUN
ajmri-4815	81	5	comprised	comprise	VERB
ajmri-4815	81	6	four	four	NUM
ajmri-4815	81	7	requirements	requirement	NOUN
ajmri-4815	81	8	that	that	PRON
ajmri-4815	81	9	established	establish	VERB
ajmri-4815	81	10	(	(	PUNCT
ajmri-4815	81	11	a	a	PRON
ajmri-4815	81	12	)	)	PUNCT
ajmri-4815	81	13	real	real	ADJ
ajmri-4815	81	14	estate	estate	NOUN
ajmri-4815	81	15	applications	application	NOUN
ajmri-4815	81	16	of	of	ADP
ajmri-4815	81	17	ai	ai	NOUN
ajmri-4815	81	18	or	or	CCONJ
ajmri-4815	81	19	ml	ml	ADP
ajmri-4815	81	20	methods	method	NOUN
ajmri-4815	81	21	alongside	alongside	ADP
ajmri-4815	81	22	(	(	PUNCT
ajmri-4815	81	23	b	b	NOUN
ajmri-4815	81	24	)	)	PUNCT
ajmri-4815	81	25	descriptive	descriptive	ADJ
ajmri-4815	81	26	analysis	analysis	NOUN
ajmri-4815	81	27	of	of	ADP
ajmri-4815	81	28	performance	performance	NOUN
ajmri-4815	81	29	metrics	metric	NOUN
ajmri-4815	81	30	or	or	CCONJ
ajmri-4815	81	31	outcome	outcome	NOUN
ajmri-4815	81	32	models	model	NOUN
ajmri-4815	81	33	,	,	PUNCT
ajmri-4815	81	34	together	together	ADV
ajmri-4815	81	35	with	with	ADP
ajmri-4815	81	36	(	(	PUNCT
ajmri-4815	81	37	c	c	NOUN
ajmri-4815	81	38	)	)	PUNCT
ajmri-4815	81	39	property	property	NOUN
ajmri-4815	81	40	valuation	valuation	NOUN
ajmri-4815	81	41	,	,	PUNCT
ajmri-4815	81	42	pricing	pricing	NOUN
ajmri-4815	81	43	,	,	PUNCT
ajmri-4815	81	44	fraud	fraud	NOUN
ajmri-4815	81	45	detection	detection	NOUN
ajmri-4815	81	46	,	,	PUNCT
ajmri-4815	81	47	or	or	CCONJ
ajmri-4815	81	48	risk	risk	NOUN
ajmri-4815	81	49	assessment	assessment	NOUN
ajmri-4815	81	50	applications	application	NOUN
ajmri-4815	81	51	,	,	PUNCT
ajmri-4815	81	52	while	while	SCONJ
ajmri-4815	81	53	requiring	require	VERB
ajmri-4815	81	54	(	(	PUNCT
ajmri-4815	81	55	d	d	NOUN
ajmri-4815	81	56	)	)	PUNCT
ajmri-4815	81	57	english	english	ADJ
ajmri-4815	81	58	documentation	documentation	NOUN
ajmri-4815	81	59	.	.	PUNCT
ajmri-4815	82	1	the	the	DET
ajmri-4815	82	2	evaluation	evaluation	NOUN
ajmri-4815	82	3	excluded	exclude	VERB
ajmri-4815	82	4	studies	study	NOUN
ajmri-4815	82	5	concentrating	concentrate	VERB
ajmri-4815	82	6	on	on	ADP
ajmri-4815	82	7	land	land	NOUN
ajmri-4815	82	8	-	-	PUNCT
ajmri-4815	82	9	use	use	NOUN
ajmri-4815	82	10	simulation	simulation	NOUN
ajmri-4815	82	11	,	,	PUNCT
ajmri-4815	82	12	smart	smart	ADJ
ajmri-4815	82	13	cities	city	NOUN
ajmri-4815	82	14	without	without	ADP
ajmri-4815	82	15	valuation	valuation	NOUN
ajmri-4815	82	16	metrics	metric	NOUN
ajmri-4815	82	17	,	,	PUNCT
ajmri-4815	82	18	and	and	CCONJ
ajmri-4815	82	19	pure	pure	ADJ
ajmri-4815	82	20	economic	economic	ADJ
ajmri-4815	82	21	theory	theory	NOUN
ajmri-4815	82	22	without	without	ADP
ajmri-4815	82	23	empirical	empirical	ADJ
ajmri-4815	82	24	models	model	NOUN
ajmri-4815	82	25	.	.	PUNCT
ajmri-4815	83	1	the	the	DET
ajmri-4815	83	2	study	study	NOUN
ajmri-4815	83	3	excluded	exclude	VERB
ajmri-4815	83	4	duplicate	duplicate	ADJ
ajmri-4815	83	5	records	record	NOUN
ajmri-4815	83	6	,	,	PUNCT
ajmri-4815	83	7	opinion	opinion	NOUN
ajmri-4815	83	8	pieces	piece	NOUN
ajmri-4815	83	9	,	,	PUNCT
ajmri-4815	83	10	and	and	CCONJ
ajmri-4815	83	11	editorials	editorial	NOUN
ajmri-4815	83	12	but	but	CCONJ
ajmri-4815	83	13	kept	keep	VERB
ajmri-4815	83	14	real	real	ADJ
ajmri-4815	83	15	estate	estate	NOUN
ajmri-4815	83	16	studies	study	NOUN
ajmri-4815	83	17	that	that	PRON
ajmri-4815	83	18	used	use	VERB
ajmri-4815	83	19	ai/	ai/	ADJ
ajmri-4815	83	20	ml	ml	NOUN
ajmri-4815	83	21	applications	application	NOUN
ajmri-4815	83	22	and	and	CCONJ
ajmri-4815	83	23	provided	provide	VERB
ajmri-4815	83	24	sufficient	sufficient	ADJ
ajmri-4815	83	25	methodological	methodological	ADJ
ajmri-4815	83	26	transparency	transparency	NOUN
ajmri-4815	83	27	.	.	PUNCT
ajmri-4815	84	1	the	the	DET
ajmri-4815	84	2	analysis	analysis	NOUN
ajmri-4815	84	3	excluded	exclude	VERB
ajmri-4815	84	4	research	research	NOUN
ajmri-4815	84	5	that	that	PRON
ajmri-4815	84	6	did	do	AUX
ajmri-4815	84	7	not	not	PART
ajmri-4815	84	8	clearly	clearly	ADV
ajmri-4815	84	9	describe	describe	VERB
ajmri-4815	84	10	methodologies	methodology	NOUN
ajmri-4815	84	11	,	,	PUNCT
ajmri-4815	84	12	algorithm	algorithm	NOUN
ajmri-4815	84	13	descriptions	description	NOUN
ajmri-4815	84	14	,	,	PUNCT
ajmri-4815	84	15	datasets	dataset	NOUN
ajmri-4815	84	16	,	,	PUNCT
ajmri-4815	84	17	and	and	CCONJ
ajmri-4815	84	18	evaluation	evaluation	NOUN
ajmri-4815	84	19	procedures	procedure	NOUN
ajmri-4815	84	20	because	because	SCONJ
ajmri-4815	84	21	consistency	consistency	NOUN
ajmri-4815	84	22	is	be	AUX
ajmri-4815	84	23	needed	need	VERB
ajmri-4815	84	24	to	to	PART
ajmri-4815	84	25	evaluate	evaluate	VERB
ajmri-4815	84	26	results	result	NOUN
ajmri-4815	84	27	.	.	PUNCT
ajmri-4815	85	1	the	the	DET
ajmri-4815	85	2	chosen	choose	VERB
ajmri-4815	85	3	studies	study	NOUN
ajmri-4815	85	4	totalled	total	VERB
ajmri-4815	85	5	fifteen	fifteen	NUM
ajmri-4815	85	6	high	high	ADJ
ajmri-4815	85	7	-	-	PUNCT
ajmri-4815	85	8	quality	quality	NOUN
ajmri-4815	85	9	records	record	NOUN
ajmri-4815	85	10	that	that	PRON
ajmri-4815	85	11	met	meet	VERB
ajmri-4815	85	12	the	the	DET
ajmri-4815	85	13	established	establish	VERB
ajmri-4815	85	14	requirements	requirement	NOUN
ajmri-4815	85	15	.	.	PUNCT
ajmri-4815	86	1	they	they	PRON
ajmri-4815	86	2	underwent	undergo	VERB
ajmri-4815	86	3	this	this	DET
ajmri-4815	86	4	process	process	NOUN
ajmri-4815	86	5	because	because	SCONJ
ajmri-4815	86	6	of	of	ADP
ajmri-4815	86	7	their	their	PRON
ajmri-4815	86	8	methodological	methodological	ADJ
ajmri-4815	86	9	clarity	clarity	NOUN
ajmri-4815	86	10	,	,	PUNCT
ajmri-4815	86	11	high	high	ADJ
ajmri-4815	86	12	citation	citation	NOUN
ajmri-4815	86	13	frequency	frequency	NOUN
ajmri-4815	86	14	,	,	PUNCT
ajmri-4815	86	15	and	and	CCONJ
ajmri-4815	86	16	relevance	relevance	NOUN
ajmri-4815	86	17	to	to	ADP
ajmri-4815	86	18	the	the	DET
ajmri-4815	86	19	central	central	ADJ
ajmri-4815	86	20	research	research	NOUN
ajmri-4815	86	21	inquiry	inquiry	NOUN
ajmri-4815	86	22	.	.	PUNCT
ajmri-4815	87	1	the	the	DET
ajmri-4815	87	2	selected	select	VERB
ajmri-4815	87	3	research	research	NOUN
ajmri-4815	87	4	utilised	utilise	VERB
ajmri-4815	87	5	ai	ai	VERB
ajmri-4815	87	6	or	or	CCONJ
ajmri-4815	87	7	ml	ml	ADP
ajmri-4815	87	8	algorithms	algorithm	NOUN
ajmri-4815	87	9	to	to	PART
ajmri-4815	87	10	analyse	analyse	VERB
ajmri-4815	87	11	genuine	genuine	ADJ
ajmri-4815	87	12	real	real	ADJ
ajmri-4815	87	13	estate	estate	NOUN
ajmri-4815	87	14	information	information	NOUN
ajmri-4815	87	15	while	while	SCONJ
ajmri-4815	87	16	reporting	report	VERB
ajmri-4815	87	17	significant	significant	ADJ
ajmri-4815	87	18	findings	finding	NOUN
ajmri-4815	87	19	supporting	support	VERB
ajmri-4815	87	20	model	model	NOUN
ajmri-4815	87	21	precision	precision	NOUN
ajmri-4815	87	22	and	and	CCONJ
ajmri-4815	87	23	practical	practical	ADJ
ajmri-4815	87	24	enforcement	enforcement	NOUN
ajmri-4815	87	25	evaluation	evaluation	NOUN
ajmri-4815	87	26	.	.	PUNCT
ajmri-4815	88	1	data	datum	NOUN
ajmri-4815	88	2	extraction	extraction	NOUN
ajmri-4815	88	3	and	and	CCONJ
ajmri-4815	88	4	synthesis	synthesis	NOUN
ajmri-4815	88	5	approach	approach	NOUN
ajmri-4815	88	6	a	a	DET
ajmri-4815	88	7	developed	develop	VERB
ajmri-4815	88	8	data	data	NOUN
ajmri-4815	88	9	extraction	extraction	NOUN
ajmri-4815	88	10	form	form	NOUN
ajmri-4815	88	11	was	be	AUX
ajmri-4815	88	12	used	use	VERB
ajmri-4815	88	13	to	to	PART
ajmri-4815	88	14	analyse	analyse	VERB
ajmri-4815	88	15	each	each	DET
ajmri-4815	88	16	selected	select	VERB
ajmri-4815	88	17	study	study	NOUN
ajmri-4815	88	18	for	for	ADP
ajmri-4815	88	19	essential	essential	ADJ
ajmri-4815	88	20	elements	element	NOUN
ajmri-4815	88	21	.	.	PUNCT
ajmri-4815	89	1	each	each	DET
ajmri-4815	89	2	study	study	NOUN
ajmri-4815	89	3	included	include	VERB
ajmri-4815	89	4	:	:	PUNCT
ajmri-4815	89	5	(	(	PUNCT
ajmri-4815	89	6	1	1	X
ajmri-4815	89	7	)	)	PUNCT
ajmri-4815	89	8	a	a	DET
ajmri-4815	89	9	study	study	NOUN
ajmri-4815	89	10	title	title	NOUN
ajmri-4815	89	11	,	,	PUNCT
ajmri-4815	89	12	(	(	PUNCT
ajmri-4815	89	13	2	2	X
ajmri-4815	89	14	)	)	PUNCT
ajmri-4815	89	15	authors	author	NOUN
ajmri-4815	89	16	and	and	CCONJ
ajmri-4815	89	17	the	the	DET
ajmri-4815	89	18	publication	publication	NOUN
ajmri-4815	89	19	date	date	NOUN
ajmri-4815	89	20	,	,	PUNCT
ajmri-4815	89	21	(	(	PUNCT
ajmri-4815	89	22	3	3	X
ajmri-4815	89	23	)	)	PUNCT
ajmri-4815	89	24	details	detail	NOUN
ajmri-4815	89	25	of	of	ADP
ajmri-4815	89	26	the	the	DET
ajmri-4815	89	27	applied	apply	VERB
ajmri-4815	89	28	ai	ai	NOUN
ajmri-4815	89	29	/	/	SYM
ajmri-4815	89	30	ml	ml	NOUN
ajmri-4815	89	31	models	model	NOUN
ajmri-4815	89	32	(	(	PUNCT
ajmri-4815	89	33	random	random	ADJ
ajmri-4815	89	34	forest	forest	NOUN
ajmri-4815	89	35	,	,	PUNCT
ajmri-4815	89	36	xgboost	xgboost	ADV
ajmri-4815	89	37	,	,	PUNCT
ajmri-4815	89	38	neural	neural	ADJ
ajmri-4815	89	39	networks	network	NOUN
ajmri-4815	89	40	)	)	PUNCT
ajmri-4815	89	41	,	,	PUNCT
ajmri-4815	89	42	(	(	PUNCT
ajmri-4815	89	43	4	4	X
ajmri-4815	89	44	)	)	PUNCT
ajmri-4815	89	45	the	the	DET
ajmri-4815	89	46	dataset	dataset	NOUN
ajmri-4815	89	47	type	type	NOUN
ajmri-4815	89	48	along	along	ADP
ajmri-4815	89	49	with	with	ADP
ajmri-4815	89	50	its	its	PRON
ajmri-4815	89	51	size	size	NOUN
ajmri-4815	89	52	,	,	PUNCT
ajmri-4815	89	53	(	(	PUNCT
ajmri-4815	89	54	5	5	X
ajmri-4815	89	55	)	)	PUNCT
ajmri-4815	89	56	the	the	DET
ajmri-4815	89	57	region	region	NOUN
ajmri-4815	89	58	of	of	ADP
ajmri-4815	89	59	research	research	NOUN
ajmri-4815	89	60	,	,	PUNCT
ajmri-4815	89	61	(	(	PUNCT
ajmri-4815	89	62	6	6	NUM
ajmri-4815	89	63	)	)	PUNCT
ajmri-4815	89	64	the	the	DET
ajmri-4815	89	65	application	application	NOUN
ajmri-4815	89	66	fields	field	NOUN
ajmri-4815	89	67	(	(	PUNCT
ajmri-4815	89	68	valuation	valuation	NOUN
ajmri-4815	89	69	,	,	PUNCT
ajmri-4815	89	70	risk	risk	NOUN
ajmri-4815	89	71	assessment	assessment	NOUN
ajmri-4815	89	72	,	,	PUNCT
ajmri-4815	89	73	fraud	fraud	NOUN
ajmri-4815	89	74	detection	detection	PROPN
ajmri-4815	89	75	,	,	PUNCT
ajmri-4815	89	76	esg	esg	PROPN
ajmri-4815	89	77	)	)	PUNCT
ajmri-4815	89	78	,	,	PUNCT
ajmri-4815	89	79	(	(	PUNCT
ajmri-4815	89	80	7	7	X
ajmri-4815	89	81	)	)	PUNCT
ajmri-4815	89	82	performance	performance	NOUN
ajmri-4815	89	83	metrics	metric	NOUN
ajmri-4815	89	84	such	such	ADJ
ajmri-4815	89	85	as	as	ADP
ajmri-4815	89	86	rmse	rmse	NOUN
ajmri-4815	89	87	,	,	PUNCT
ajmri-4815	89	88	mae	mae	PROPN
ajmri-4815	89	89	,	,	PUNCT
ajmri-4815	89	90	r²	r²	NOUN
ajmri-4815	89	91	,	,	PUNCT
ajmri-4815	89	92	and	and	CCONJ
ajmri-4815	89	93	(	(	PUNCT
ajmri-4815	89	94	8)	8)	NUM
ajmri-4815	89	95	vital	vital	ADJ
ajmri-4815	89	96	findings	finding	NOUN
ajmri-4815	89	97	and	and	CCONJ
ajmri-4815	89	98	limitations	limitation	NOUN
ajmri-4815	89	99	.	.	PUNCT
ajmri-4815	90	1	a	a	DET
ajmri-4815	90	2	narrative	narrative	ADJ
ajmri-4815	90	3	analysis	analysis	NOUN
ajmri-4815	90	4	synthesis	synthesis	NOUN
ajmri-4815	90	5	method	method	NOUN
ajmri-4815	90	6	guided	guide	VERB
ajmri-4815	90	7	the	the	DET
ajmri-4815	90	8	research	research	NOUN
ajmri-4815	90	9	process	process	NOUN
ajmri-4815	90	10	,	,	PUNCT
ajmri-4815	90	11	while	while	SCONJ
ajmri-4815	90	12	the	the	DET
ajmri-4815	90	13	extracted	extract	VERB
ajmri-4815	90	14	data	datum	NOUN
ajmri-4815	90	15	received	receive	VERB
ajmri-4815	90	16	comparative	comparative	ADJ
ajmri-4815	90	17	tabulation	tabulation	NOUN
ajmri-4815	90	18	.	.	PUNCT
ajmri-4815	91	1	statistical	statistical	ADJ
ajmri-4815	91	2	meta	meta	ADJ
ajmri-4815	91	3	-	-	PUNCT
ajmri-4815	91	4	analysis	analysis	NOUN
ajmri-4815	91	5	was	be	AUX
ajmri-4815	91	6	not	not	PART
ajmri-4815	91	7	implemented	implement	VERB
ajmri-4815	91	8	because	because	SCONJ
ajmri-4815	91	9	it	it	PRON
ajmri-4815	91	10	needed	need	VERB
ajmri-4815	91	11	identical	identical	ADJ
ajmri-4815	91	12	outcome	outcome	NOUN
ajmri-4815	91	13	measures	measure	NOUN
ajmri-4815	91	14	,	,	PUNCT
ajmri-4815	91	15	but	but	CCONJ
ajmri-4815	91	16	the	the	DET
ajmri-4815	91	17	slr	slr	NOUN
ajmri-4815	91	18	used	use	VERB
ajmri-4815	91	19	model	model	NOUN
ajmri-4815	91	20	type	type	NOUN
ajmri-4815	91	21	,	,	PUNCT
ajmri-4815	91	22	application	application	NOUN
ajmri-4815	91	23	domain	domain	NOUN
ajmri-4815	91	24	and	and	CCONJ
ajmri-4815	91	25	outcome	outcome	NOUN
ajmri-4815	91	26	direction	direction	NOUN
ajmri-4815	91	27	for	for	ADP
ajmri-4815	91	28	its	its	PRON
ajmri-4815	91	29	findings	finding	NOUN
ajmri-4815	91	30	categorisation	categorisation	NOUN
ajmri-4815	91	31	.	.	PUNCT
ajmri-4815	92	1	the	the	DET
ajmri-4815	92	2	qualitative	qualitative	ADJ
ajmri-4815	92	3	synthesis	synthesis	NOUN
ajmri-4815	92	4	approach	approach	NOUN
ajmri-4815	92	5	enabled	enable	VERB
ajmri-4815	92	6	researchers	researcher	NOUN
ajmri-4815	92	7	to	to	PART
ajmri-4815	92	8	categorise	categorise	VERB
ajmri-4815	92	9	research	research	NOUN
ajmri-4815	92	10	findings	finding	NOUN
ajmri-4815	92	11	based	base	VERB
ajmri-4815	92	12	on	on	ADP
ajmri-4815	92	13	market	market	NOUN
ajmri-4815	92	14	risk	risk	NOUN
ajmri-4815	92	15	modelling	modelling	NOUN
ajmri-4815	92	16	accuracy	accuracy	NOUN
ajmri-4815	92	17	,	,	PUNCT
ajmri-4815	92	18	valuation	valuation	NOUN
ajmri-4815	92	19	assessment	assessment	NOUN
ajmri-4815	92	20	,	,	PUNCT
ajmri-4815	92	21	and	and	CCONJ
ajmri-4815	92	22	ai	ai	ADJ
ajmri-4815	92	23	-	-	PUNCT
ajmri-4815	92	24	based	base	VERB
ajmri-4815	92	25	decision	decision	NOUN
ajmri-4815	92	26	assistance	assistance	NOUN
ajmri-4815	92	27	.	.	PUNCT
ajmri-4815	93	1	the	the	DET
ajmri-4815	93	2	examined	examine	VERB
ajmri-4815	93	3	research	research	NOUN
ajmri-4815	93	4	papers	paper	NOUN
ajmri-4815	93	5	were	be	AUX
ajmri-4815	93	6	classified	classify	VERB
ajmri-4815	93	7	into	into	ADP
ajmri-4815	93	8	four	four	NUM
ajmri-4815	93	9	distinct	distinct	ADJ
ajmri-4815	93	10	subdomains	subdomain	NOUN
ajmri-4815	93	11	,	,	PUNCT
ajmri-4815	93	12	which	which	PRON
ajmri-4815	93	13	included	include	VERB
ajmri-4815	93	14	price	price	NOUN
ajmri-4815	93	15	prediction	prediction	NOUN
ajmri-4815	93	16	(	(	PUNCT
ajmri-4815	93	17	10	10	NUM
ajmri-4815	93	18	studies	study	NOUN
ajmri-4815	93	19	)	)	PUNCT
ajmri-4815	93	20	,	,	PUNCT
ajmri-4815	93	21	fraud	fraud	NOUN
ajmri-4815	93	22	detection	detection	NOUN
ajmri-4815	93	23	(	(	PUNCT
ajmri-4815	93	24	2	2	NUM
ajmri-4815	93	25	studies	study	NOUN
ajmri-4815	93	26	)	)	PUNCT
ajmri-4815	93	27	,	,	PUNCT
ajmri-4815	93	28	sustainability/	sustainability/	NUM
ajmri-4815	93	29	esg	esg	NOUN
ajmri-4815	93	30	management	management	NOUN
ajmri-4815	93	31	(	(	PUNCT
ajmri-4815	93	32	1	1	NUM
ajmri-4815	93	33	study	study	NOUN
ajmri-4815	93	34	)	)	PUNCT
ajmri-4815	93	35	,	,	PUNCT
ajmri-4815	93	36	and	and	CCONJ
ajmri-4815	93	37	market	market	NOUN
ajmri-4815	93	38	synchronisation	synchronisation	NOUN
ajmri-4815	93	39	and	and	CCONJ
ajmri-4815	93	40	investment	investment	NOUN
ajmri-4815	93	41	risk	risk	NOUN
ajmri-4815	93	42	modelling	modelling	NOUN
ajmri-4815	93	43	(	(	PUNCT
ajmri-4815	93	44	2	2	NUM
ajmri-4815	93	45	studies	study	NOUN
ajmri-4815	93	46	)	)	PUNCT
ajmri-4815	93	47	.	.	PUNCT
ajmri-4815	94	1	the	the	DET
ajmri-4815	94	2	thematic	thematic	ADJ
ajmri-4815	94	3	domains	domain	NOUN
ajmri-4815	94	4	evolved	evolve	VERB
ajmri-4815	94	5	naturally	naturally	ADV
ajmri-4815	94	6	from	from	ADP
ajmri-4815	94	7	existing	exist	VERB
ajmri-4815	94	8	research	research	NOUN
ajmri-4815	94	9	findings	finding	NOUN
ajmri-4815	94	10	as	as	SCONJ
ajmri-4815	94	11	they	they	PRON
ajmri-4815	94	12	corresponded	correspond	VERB
ajmri-4815	94	13	to	to	ADP
ajmri-4815	94	14	the	the	DET
ajmri-4815	94	15	main	main	ADJ
ajmri-4815	94	16	questions	question	NOUN
ajmri-4815	94	17	about	about	ADP
ajmri-4815	94	18	valuation	valuation	NOUN
ajmri-4815	94	19	,	,	PUNCT
ajmri-4815	94	20	transparency	transparency	NOUN
ajmri-4815	94	21	,	,	PUNCT
ajmri-4815	94	22	and	and	CCONJ
ajmri-4815	94	23	automation	automation	NOUN
ajmri-4815	94	24	.	.	PUNCT
ajmri-4815	95	1	quality	quality	NOUN
ajmri-4815	95	2	appraisal	appraisal	NOUN
ajmri-4815	95	3	and	and	CCONJ
ajmri-4815	95	4	bias	bias	NOUN
ajmri-4815	95	5	mitigation	mitigation	NOUN
ajmri-4815	95	6	a	a	DET
ajmri-4815	95	7	modified	modify	VERB
ajmri-4815	95	8	version	version	NOUN
ajmri-4815	95	9	of	of	ADP
ajmri-4815	95	10	the	the	DET
ajmri-4815	95	11	casp	casp	NOUN
ajmri-4815	95	12	skills	skill	NOUN
ajmri-4815	95	13	protocol	protocol	NOUN
ajmri-4815	95	14	was	be	AUX
ajmri-4815	95	15	used	use	VERB
ajmri-4815	95	16	to	to	PART
ajmri-4815	95	17	critically	critically	ADV
ajmri-4815	95	18	assess	assess	VERB
ajmri-4815	95	19	the	the	DET
ajmri-4815	95	20	chosen	choose	VERB
ajmri-4815	95	21	investigation	investigation	NOUN
ajmri-4815	95	22	articles	article	NOUN
ajmri-4815	95	23	,	,	PUNCT
ajmri-4815	95	24	which	which	PRON
ajmri-4815	95	25	focused	focus	VERB
ajmri-4815	95	26	on	on	ADP
ajmri-4815	95	27	ai	ai	NOUN
ajmri-4815	95	28	/	/	SYM
ajmri-4815	95	29	ml	ml	NOUN
ajmri-4815	95	30	research	research	NOUN
ajmri-4815	95	31	methodology	methodology	NOUN
ajmri-4815	95	32	.	.	PUNCT
ajmri-4815	96	1	the	the	DET
ajmri-4815	96	2	assessment	assessment	NOUN
ajmri-4815	96	3	involved	involve	VERB
ajmri-4815	96	4	examining	examine	VERB
ajmri-4815	96	5	data	datum	NOUN
ajmri-4815	96	6	preprocessing	preprocessing	NOUN
ajmri-4815	96	7	protocols	protocol	NOUN
ajmri-4815	96	8	,	,	PUNCT
ajmri-4815	96	9	algorithm	algorithm	NOUN
ajmri-4815	96	10	explanations	explanation	NOUN
ajmri-4815	96	11	,	,	PUNCT
ajmri-4815	96	12	performance	performance	NOUN
ajmri-4815	96	13	assessments	assessment	NOUN
ajmri-4815	96	14	,	,	PUNCT
ajmri-4815	96	15	and	and	CCONJ
ajmri-4815	96	16	the	the	DET
ajmri-4815	96	17	ability	ability	NOUN
ajmri-4815	96	18	to	to	PART
ajmri-4815	96	19	recreate	recreate	VERB
ajmri-4815	96	20	the	the	DET
ajmri-4815	96	21	study	study	NOUN
ajmri-4815	96	22	.	.	PUNCT
ajmri-4815	97	1	additional	additional	ADJ
ajmri-4815	97	2	emphasis	emphasis	NOUN
ajmri-4815	97	3	was	be	AUX
ajmri-4815	97	4	placed	place	VERB
ajmri-4815	97	5	on	on	ADP
ajmri-4815	97	6	handling	handle	VERB
ajmri-4815	97	7	missing	miss	VERB
ajmri-4815	97	8	data	datum	NOUN
ajmri-4815	97	9	,	,	PUNCT
ajmri-4815	97	10	selecting	select	VERB
ajmri-4815	97	11	features	feature	NOUN
ajmri-4815	97	12	,	,	PUNCT
ajmri-4815	97	13	and	and	CCONJ
ajmri-4815	97	14	implementing	implement	VERB
ajmri-4815	97	15	bias	bias	NOUN
ajmri-4815	97	16	control	control	NOUN
ajmri-4815	97	17	through	through	ADP
ajmri-4815	97	18	cross	cross	NOUN
ajmri-4815	97	19	-	-	ADJ
ajmri-4815	97	20	validation	validation	ADJ
ajmri-4815	97	21	and	and	CCONJ
ajmri-4815	97	22	stratified	stratified	ADJ
ajmri-4815	97	23	sampling	sampling	NOUN
ajmri-4815	97	24	.	.	PUNCT
ajmri-4815	98	1	the	the	DET
ajmri-4815	98	2	reviewer	reviewer	NOUN
ajmri-4815	98	3	assessment	assessment	NOUN
ajmri-4815	98	4	proceeded	proceed	VERB
ajmri-4815	98	5	through	through	ADP
ajmri-4815	98	6	two	two	NUM
ajmri-4815	98	7	evaluation	evaluation	NOUN
ajmri-4815	98	8	rounds	round	NOUN
ajmri-4815	98	9	that	that	PRON
ajmri-4815	98	10	employed	employ	VERB
ajmri-4815	98	11	original	original	ADJ
ajmri-4815	98	12	text	text	NOUN
ajmri-4815	98	13	checking	check	VERB
ajmri-4815	98	14	to	to	PART
ajmri-4815	98	15	verify	verify	VERB
ajmri-4815	98	16	assessments	assessment	NOUN
ajmri-4815	98	17	.	.	PUNCT
ajmri-4815	99	1	using	use	VERB
ajmri-4815	99	2	multiple	multiple	ADJ
ajmri-4815	99	3	database	database	NOUN
ajmri-4815	99	4	sources	source	NOUN
ajmri-4815	99	5	helped	help	VERB
ajmri-4815	99	6	decrease	decrease	VERB
ajmri-4815	99	7	the	the	DET
ajmri-4815	99	8	likelihood	likelihood	NOUN
ajmri-4815	99	9	of	of	ADP
ajmri-4815	99	10	selection	selection	NOUN
ajmri-4815	99	11	bias	bias	NOUN
ajmri-4815	99	12	that	that	PRON
ajmri-4815	99	13	results	result	VERB
ajmri-4815	99	14	from	from	ADP
ajmri-4815	99	15	specific	specific	ADJ
ajmri-4815	99	16	database	database	NOUN
ajmri-4815	99	17	indexing	indexing	NOUN
ajmri-4815	99	18	algorithms	algorithm	NOUN
ajmri-4815	99	19	.	.	PUNCT
ajmri-4815	100	1	any	any	DET
ajmri-4815	100	2	disagreement	disagreement	NOUN
ajmri-4815	100	3	about	about	ADP
ajmri-4815	100	4	study	study	NOUN
ajmri-4815	100	5	inclusion	inclusion	NOUN
ajmri-4815	100	6	requires	require	VERB
ajmri-4815	100	7	a	a	DET
ajmri-4815	100	8	combined	combined	ADJ
ajmri-4815	100	9	discussion	discussion	NOUN
ajmri-4815	100	10	with	with	ADP
ajmri-4815	100	11	an	an	DET
ajmri-4815	100	12	expert	expert	ADJ
ajmri-4815	100	13	consultant	consultant	NOUN
ajmri-4815	100	14	in	in	ADP
ajmri-4815	100	15	the	the	DET
ajmri-4815	100	16	domain	domain	NOUN
ajmri-4815	100	17	field	field	NOUN
ajmri-4815	100	18	to	to	PART
ajmri-4815	100	19	reach	reach	VERB
ajmri-4815	100	20	consensus	consensus	NOUN
ajmri-4815	100	21	decisions	decision	NOUN
ajmri-4815	100	22	when	when	SCONJ
ajmri-4815	100	23	needed	need	VERB
ajmri-4815	100	24	.	.	PUNCT
ajmri-4815	101	1	limitations	limitation	NOUN
ajmri-4815	101	2	of	of	ADP
ajmri-4815	101	3	method	method	NOUN
ajmri-4815	101	4	this	this	DET
ajmri-4815	101	5	methodical	methodical	ADJ
ajmri-4815	101	6	methodology	methodology	NOUN
ajmri-4815	101	7	enables	enable	VERB
ajmri-4815	101	8	strict	strict	ADJ
ajmri-4815	101	9	research	research	NOUN
ajmri-4815	101	10	methods	method	NOUN
ajmri-4815	101	11	,	,	PUNCT
ajmri-4815	101	12	but	but	CCONJ
ajmri-4815	101	13	some	some	DET
ajmri-4815	101	14	limitations	limitation	NOUN
ajmri-4815	101	15	remain	remain	VERB
ajmri-4815	101	16	.	.	PUNCT
ajmri-4815	102	1	the	the	DET
ajmri-4815	102	2	requirement	requirement	NOUN
ajmri-4815	102	3	to	to	PART
ajmri-4815	102	4	conduct	conduct	VERB
ajmri-4815	102	5	research	research	NOUN
ajmri-4815	102	6	only	only	ADV
ajmri-4815	102	7	in	in	ADP
ajmri-4815	102	8	english	english	PROPN
ajmri-4815	102	9	might	might	AUX
ajmri-4815	102	10	have	have	AUX
ajmri-4815	102	11	barred	bar	VERB
ajmri-4815	102	12	international	international	ADJ
ajmri-4815	102	13	scholars	scholar	NOUN
ajmri-4815	102	14	from	from	ADP
ajmri-4815	102	15	contributing	contribute	VERB
ajmri-4815	102	16	their	their	PRON
ajmri-4815	102	17	best	good	ADJ
ajmri-4815	102	18	quality	quality	NOUN
ajmri-4815	102	19	papers	paper	NOUN
ajmri-4815	102	20	to	to	ADP
ajmri-4815	102	21	the	the	DET
ajmri-4815	102	22	scientific	scientific	ADJ
ajmri-4815	102	23	community	community	NOUN
ajmri-4815	102	24	.	.	PUNCT
ajmri-4815	103	1	ai	ai	AUX
ajmri-4815	103	2	preprints	preprint	NOUN
ajmri-4815	103	3	generate	generate	VERB
ajmri-4815	103	4	valuable	valuable	ADJ
ajmri-4815	103	5	information	information	NOUN
ajmri-4815	103	6	that	that	PRON
ajmri-4815	103	7	lacks	lack	VERB
ajmri-4815	103	8	full	full	ADJ
ajmri-4815	103	9	peer	peer	NOUN
ajmri-4815	103	10	review	review	NOUN
ajmri-4815	103	11	,	,	PUNCT
ajmri-4815	103	12	reducing	reduce	VERB
ajmri-4815	103	13	their	their	PRON
ajmri-4815	103	14	potential	potential	ADJ
ajmri-4815	103	15	reliability	reliability	NOUN
ajmri-4815	103	16	.	.	PUNCT
ajmri-4815	104	1	multiple	multiple	ADJ
ajmri-4815	104	2	studies	study	NOUN
ajmri-4815	104	3	failed	fail	VERB
ajmri-4815	104	4	to	to	PART
ajmri-4815	104	5	adopt	adopt	VERB
ajmri-4815	104	6	standardised	standardised	ADJ
ajmri-4815	104	7	performance	performance	NOUN
ajmri-4815	104	8	metrics	metric	NOUN
ajmri-4815	104	9	,	,	PUNCT
ajmri-4815	104	10	allowing	allow	VERB
ajmri-4815	104	11	direct	direct	ADJ
ajmri-4815	104	12	comparisons	comparison	NOUN
ajmri-4815	104	13	,	,	PUNCT
ajmri-4815	104	14	specifically	specifically	ADV
ajmri-4815	104	15	among	among	ADP
ajmri-4815	104	16	deep	deep	ADJ
ajmri-4815	104	17	learning	learning	NOUN
ajmri-4815	104	18	models	model	NOUN
ajmri-4815	104	19	.	.	PUNCT
ajmri-4815	105	1	the	the	DET
ajmri-4815	105	2	method	method	NOUN
ajmri-4815	105	3	builds	build	VERB
ajmri-4815	105	4	a	a	DET
ajmri-4815	105	5	strong	strong	ADJ
ajmri-4815	105	6	structure	structure	NOUN
ajmri-4815	105	7	that	that	PRON
ajmri-4815	105	8	will	will	AUX
ajmri-4815	105	9	enable	enable	VERB
ajmri-4815	105	10	researchers	researcher	NOUN
ajmri-4815	105	11	to	to	PART
ajmri-4815	105	12	safely	safely	ADV
ajmri-4815	105	13	collect	collect	VERB
ajmri-4815	105	14	existing	exist	VERB
ajmri-4815	105	15	ai	ai	NOUN
ajmri-4815	105	16	/	/	SYM
ajmri-4815	105	17	ml	ml	NOUN
ajmri-4815	105	18	investigations	investigation	NOUN
ajmri-4815	105	19	and	and	CCONJ
ajmri-4815	105	20	results	result	NOUN
ajmri-4815	105	21	from	from	ADP
ajmri-4815	105	22	the	the	DET
ajmri-4815	105	23	real	real	ADJ
ajmri-4815	105	24	estate	estate	NOUN
ajmri-4815	105	25	field	field	NOUN
ajmri-4815	105	26	.	.	PUNCT
ajmri-4815	106	1	the	the	DET
ajmri-4815	106	2	systematic	systematic	ADJ
ajmri-4815	106	3	review	review	NOUN
ajmri-4815	106	4	section	section	NOUN
ajmri-4815	106	5	presents	present	VERB
ajmri-4815	106	6	findings	finding	NOUN
ajmri-4815	106	7	that	that	PRON
ajmri-4815	106	8	organise	organise	VERB
ajmri-4815	106	9	data	datum	NOUN
ajmri-4815	106	10	by	by	ADP
ajmri-4815	106	11	identifying	identify	VERB
ajmri-4815	106	12	model	model	NOUN
ajmri-4815	106	13	types	type	NOUN
ajmri-4815	106	14	,	,	PUNCT
ajmri-4815	106	15	domain	domain	NOUN
ajmri-4815	106	16	performance	performance	NOUN
ajmri-4815	106	17	measures	measure	NOUN
ajmri-4815	106	18	,	,	PUNCT
ajmri-4815	106	19	and	and	CCONJ
ajmri-4815	106	20	performance	performance	NOUN
ajmri-4815	106	21	-	-	PUNCT
ajmri-4815	106	22	based	base	VERB
ajmri-4815	106	23	metrics	metric	NOUN
ajmri-4815	106	24	to	to	PART
ajmri-4815	106	25	support	support	VERB
ajmri-4815	106	26	academic	academic	ADJ
ajmri-4815	106	27	analysis	analysis	NOUN
ajmri-4815	106	28	,	,	PUNCT
ajmri-4815	106	29	investor	investor	NOUN
ajmri-4815	106	30	decisions	decision	NOUN
ajmri-4815	106	31	,	,	PUNCT
ajmri-4815	106	32	and	and	CCONJ
ajmri-4815	106	33	policy	policy	NOUN
ajmri-4815	106	34	developments	development	NOUN
ajmri-4815	106	35	within	within	ADP
ajmri-4815	106	36	the	the	DET
ajmri-4815	106	37	industry	industry	NOUN
ajmri-4815	106	38	.	.	PUNCT
ajmri-4815	107	1	prisma	prisma	PROPN
ajmri-4815	107	2	diagram	diagram	VERB
ajmri-4815	107	3	the	the	DET
ajmri-4815	107	4	prisma	prisma	PROPN
ajmri-4815	107	5	flow	flow	NOUN
ajmri-4815	107	6	diagram	diagram	NOUN
ajmri-4815	107	7	visually	visually	ADV
ajmri-4815	107	8	represents	represent	VERB
ajmri-4815	107	9	the	the	DET
ajmri-4815	107	10	screening	screening	NOUN
ajmri-4815	107	11	process	process	NOUN
ajmri-4815	107	12	of	of	ADP
ajmri-4815	107	13	studies	study	NOUN
ajmri-4815	107	14	for	for	ADP
ajmri-4815	107	15	your	your	PRON
ajmri-4815	107	16	systematic	systematic	ADJ
ajmri-4815	107	17	review	review	NOUN
ajmri-4815	107	18	.	.	PUNCT
ajmri-4815	108	1	pa	pa	PROPN
ajmri-4815	108	2	ge	ge	PROPN
ajmri-4815	108	3	13	13	NUM
ajmri-4815	108	4	https://journals.e-palli.com/home/index.php/ajmri	https://journals.e-palli.com/home/index.php/ajmri	PROPN
ajmri-4815	108	5	am	am	NOUN
ajmri-4815	108	6	.	.	PUNCT
ajmri-4815	109	1	j.	j.	PROPN
ajmri-4815	109	2	multidis	multidis	PROPN
ajmri-4815	109	3	.	.	PUNCT
ajmri-4815	110	1	res	re	NOUN
ajmri-4815	110	2	.	.	PUNCT
ajmri-4815	111	1	innov	innov	PROPN
ajmri-4815	111	2	.	.	PUNCT
ajmri-4815	112	1	4(5	4(5	NUM
ajmri-4815	112	2	)	)	PUNCT
ajmri-4815	112	3	10	10	NUM
ajmri-4815	112	4	-	-	SYM
ajmri-4815	112	5	21	21	NUM
ajmri-4815	112	6	,	,	PUNCT
ajmri-4815	112	7	2025	2025	NUM
ajmri-4815	112	8	out	out	ADP
ajmri-4815	112	9	of	of	ADP
ajmri-4815	112	10	145	145	NUM
ajmri-4815	112	11	records	record	NOUN
ajmri-4815	112	12	initially	initially	ADV
ajmri-4815	112	13	identified	identify	VERB
ajmri-4815	112	14	from	from	ADP
ajmri-4815	112	15	databases	database	NOUN
ajmri-4815	112	16	,	,	PUNCT
ajmri-4815	112	17	25	25	NUM
ajmri-4815	112	18	duplicates	duplicate	NOUN
ajmri-4815	112	19	were	be	AUX
ajmri-4815	112	20	removed	remove	VERB
ajmri-4815	112	21	.	.	PUNCT
ajmri-4815	113	1	after	after	ADP
ajmri-4815	113	2	screening	screen	VERB
ajmri-4815	113	3	120	120	NUM
ajmri-4815	113	4	records	record	NOUN
ajmri-4815	113	5	,	,	PUNCT
ajmri-4815	113	6	74	74	NUM
ajmri-4815	113	7	were	be	AUX
ajmri-4815	113	8	excluded	exclude	VERB
ajmri-4815	113	9	.	.	PUNCT
ajmri-4815	114	1	of	of	ADP
ajmri-4815	114	2	the	the	DET
ajmri-4815	114	3	46	46	NUM
ajmri-4815	114	4	full	full	ADJ
ajmri-4815	114	5	-	-	PUNCT
ajmri-4815	114	6	text	text	NOUN
ajmri-4815	114	7	reports	report	NOUN
ajmri-4815	114	8	assessed	assess	VERB
ajmri-4815	114	9	,	,	PUNCT
ajmri-4815	114	10	31	31	NUM
ajmri-4815	114	11	were	be	AUX
ajmri-4815	114	12	excluded	exclude	VERB
ajmri-4815	114	13	due	due	ADP
ajmri-4815	114	14	to	to	ADP
ajmri-4815	114	15	theoretical	theoretical	ADJ
ajmri-4815	114	16	focus	focus	NOUN
ajmri-4815	114	17	,	,	PUNCT
ajmri-4815	114	18	lack	lack	NOUN
ajmri-4815	114	19	of	of	ADP
ajmri-4815	114	20	quantitative	quantitative	ADJ
ajmri-4815	114	21	metrics	metric	NOUN
ajmri-4815	114	22	,	,	PUNCT
ajmri-4815	114	23	or	or	CCONJ
ajmri-4815	114	24	irrelevance	irrelevance	NOUN
ajmri-4815	114	25	to	to	ADP
ajmri-4815	114	26	real	real	ADJ
ajmri-4815	114	27	estate	estate	NOUN
ajmri-4815	114	28	.	.	PUNCT
ajmri-4815	115	1	ultimately	ultimately	ADV
ajmri-4815	115	2	,	,	PUNCT
ajmri-4815	115	3	15	15	NUM
ajmri-4815	115	4	studies	study	NOUN
ajmri-4815	115	5	met	meet	VERB
ajmri-4815	115	6	all	all	DET
ajmri-4815	115	7	inclusion	inclusion	NOUN
ajmri-4815	115	8	criteria	criterion	NOUN
ajmri-4815	115	9	and	and	CCONJ
ajmri-4815	115	10	were	be	AUX
ajmri-4815	115	11	included	include	VERB
ajmri-4815	115	12	in	in	ADP
ajmri-4815	115	13	the	the	DET
ajmri-4815	115	14	final	final	ADJ
ajmri-4815	115	15	qualitative	qualitative	ADJ
ajmri-4815	115	16	synthesis	synthesis	NOUN
ajmri-4815	115	17	.	.	PUNCT
ajmri-4815	116	1	this	this	DET
ajmri-4815	116	2	diagram	diagram	NOUN
ajmri-4815	116	3	demonstrates	demonstrate	VERB
ajmri-4815	116	4	a	a	DET
ajmri-4815	116	5	rigorous	rigorous	ADJ
ajmri-4815	116	6	,	,	PUNCT
ajmri-4815	116	7	transparent	transparent	ADJ
ajmri-4815	116	8	filtering	filtering	NOUN
ajmri-4815	116	9	process	process	NOUN
ajmri-4815	116	10	consistent	consistent	ADJ
ajmri-4815	116	11	with	with	ADP
ajmri-4815	116	12	prisma	prisma	PROPN
ajmri-4815	116	13	guidelines	guideline	NOUN
ajmri-4815	116	14	,	,	PUNCT
ajmri-4815	116	15	ensuring	ensure	VERB
ajmri-4815	116	16	the	the	DET
ajmri-4815	116	17	review	review	NOUN
ajmri-4815	116	18	's	's	PART
ajmri-4815	116	19	methodological	methodological	ADJ
ajmri-4815	116	20	validity	validity	NOUN
ajmri-4815	116	21	and	and	CCONJ
ajmri-4815	116	22	relevance	relevance	NOUN
ajmri-4815	116	23	.	.	PUNCT
ajmri-4815	117	1	figure	figure	NOUN
ajmri-4815	117	2	1	1	NUM
ajmri-4815	117	3	:	:	PUNCT
ajmri-4815	117	4	prisma	prisma	PROPN
ajmri-4815	117	5	diagram	diagram	NOUN
ajmri-4815	117	6	results	result	NOUN
ajmri-4815	117	7	and	and	CCONJ
ajmri-4815	117	8	discussions	discussion	NOUN
ajmri-4815	117	9	the	the	DET
ajmri-4815	117	10	research	research	NOUN
ajmri-4815	117	11	results	result	VERB
ajmri-4815	117	12	from	from	ADP
ajmri-4815	117	13	15	15	NUM
ajmri-4815	117	14	studies	study	NOUN
ajmri-4815	117	15	are	be	AUX
ajmri-4815	117	16	evaluated	evaluate	VERB
ajmri-4815	117	17	based	base	VERB
ajmri-4815	117	18	on	on	ADP
ajmri-4815	117	19	model	model	NOUN
ajmri-4815	117	20	classification	classification	NOUN
ajmri-4815	117	21	and	and	CCONJ
ajmri-4815	117	22	applications	application	NOUN
ajmri-4815	117	23	within	within	ADP
ajmri-4815	117	24	real	real	ADJ
ajmri-4815	117	25	estate	estate	NOUN
ajmri-4815	117	26	domains	domain	NOUN
ajmri-4815	117	27	,	,	PUNCT
ajmri-4815	117	28	and	and	CCONJ
ajmri-4815	117	29	model	model	NOUN
ajmri-4815	117	30	performance	performance	NOUN
ajmri-4815	117	31	limitations	limitation	NOUN
ajmri-4815	117	32	are	be	AUX
ajmri-4815	117	33	analysed	analyse	VERB
ajmri-4815	117	34	.	.	PUNCT
ajmri-4815	118	1	the	the	DET
ajmri-4815	118	2	analysis	analysis	NOUN
ajmri-4815	118	3	detects	detect	VERB
ajmri-4815	118	4	patterns	pattern	NOUN
ajmri-4815	118	5	regarding	regard	VERB
ajmri-4815	118	6	the	the	DET
ajmri-4815	118	7	accuracy	accuracy	NOUN
ajmri-4815	118	8	levels	level	NOUN
ajmri-4815	118	9	of	of	ADP
ajmri-4815	118	10	ai	ai	ADJ
ajmri-4815	118	11	-	-	PUNCT
ajmri-4815	118	12	driven	drive	VERB
ajmri-4815	118	13	real	real	ADJ
ajmri-4815	118	14	estate	estate	NOUN
ajmri-4815	118	15	pricing	pricing	NOUN
ajmri-4815	118	16	systems	system	NOUN
ajmri-4815	118	17	,	,	PUNCT
ajmri-4815	118	18	their	their	PRON
ajmri-4815	118	19	use	use	NOUN
ajmri-4815	118	20	cases	case	NOUN
ajmri-4815	118	21	,	,	PUNCT
ajmri-4815	118	22	interpretability	interpretability	NOUN
ajmri-4815	118	23	features	feature	NOUN
ajmri-4815	118	24	,	,	PUNCT
ajmri-4815	118	25	and	and	CCONJ
ajmri-4815	118	26	capacity	capacity	NOUN
ajmri-4815	118	27	for	for	ADP
ajmri-4815	118	28	innovation	innovation	NOUN
ajmri-4815	118	29	in	in	ADP
ajmri-4815	118	30	risk	risk	NOUN
ajmri-4815	118	31	management	management	NOUN
ajmri-4815	118	32	operations	operation	NOUN
ajmri-4815	118	33	.	.	PUNCT
ajmri-4815	119	1	ai	ai	VERB
ajmri-4815	119	2	/	/	SYM
ajmri-4815	119	3	ml	ml	NOUN
ajmri-4815	119	4	techniques	technique	NOUN
ajmri-4815	119	5	used	use	VERB
ajmri-4815	119	6	in	in	ADP
ajmri-4815	119	7	property	property	NOUN
ajmri-4815	119	8	valuation	valuation	NOUN
ajmri-4815	119	9	the	the	DET
ajmri-4815	119	10	majority	majority	NOUN
ajmri-4815	119	11	of	of	ADP
ajmri-4815	119	12	research	research	NOUN
ajmri-4815	119	13	within	within	ADP
ajmri-4815	119	14	these	these	DET
ajmri-4815	119	15	selected	select	VERB
ajmri-4815	119	16	studies	study	NOUN
ajmri-4815	119	17	demonstrates	demonstrate	VERB
ajmri-4815	119	18	the	the	DET
ajmri-4815	119	19	broad	broad	ADJ
ajmri-4815	119	20	adoption	adoption	NOUN
ajmri-4815	119	21	of	of	ADP
ajmri-4815	119	22	supervised	supervised	ADJ
ajmri-4815	119	23	machine	machine	NOUN
ajmri-4815	119	24	learning	learn	VERB
ajmri-4815	119	25	algorithms	algorithm	NOUN
ajmri-4815	119	26	to	to	PART
ajmri-4815	119	27	forecast	forecast	VERB
ajmri-4815	119	28	property	property	NOUN
ajmri-4815	119	29	market	market	NOUN
ajmri-4815	119	30	values	value	NOUN
ajmri-4815	119	31	.	.	PUNCT
ajmri-4815	120	1	the	the	DET
ajmri-4815	120	2	randomised	randomised	ADJ
ajmri-4815	120	3	forest	forest	NOUN
ajmri-4815	120	4	and	and	CCONJ
ajmri-4815	120	5	gradient	gradient	ADJ
ajmri-4815	120	6	boosting	boost	VERB
ajmri-4815	120	7	models	model	NOUN
ajmri-4815	120	8	appear	appear	VERB
ajmri-4815	120	9	most	most	ADV
ajmri-4815	120	10	often	often	ADV
ajmri-4815	120	11	among	among	ADP
ajmri-4815	120	12	the	the	DET
ajmri-4815	120	13	five	five	NUM
ajmri-4815	120	14	commonly	commonly	ADV
ajmri-4815	120	15	used	use	VERB
ajmri-4815	120	16	property	property	NOUN
ajmri-4815	120	17	valuation	valuation	NOUN
ajmri-4815	120	18	systems	system	NOUN
ajmri-4815	120	19	,	,	PUNCT
ajmri-4815	120	20	including	include	VERB
ajmri-4815	120	21	support	support	NOUN
ajmri-4815	120	22	vector	vector	NOUN
ajmri-4815	120	23	machines	machine	NOUN
ajmri-4815	120	24	,	,	PUNCT
ajmri-4815	120	25	xgboost	xgboost	ADV
ajmri-4815	120	26	,	,	PUNCT
ajmri-4815	120	27	and	and	CCONJ
ajmri-4815	120	28	multivariate	multivariate	NOUN
ajmri-4815	120	29	regression	regression	NOUN
ajmri-4815	120	30	.	.	PUNCT
ajmri-4815	121	1	the	the	DET
ajmri-4815	121	2	chosen	choose	VERB
ajmri-4815	121	3	models	model	NOUN
ajmri-4815	121	4	demonstrated	demonstrate	VERB
ajmri-4815	121	5	high	high	ADJ
ajmri-4815	121	6	robustness	robustness	NOUN
ajmri-4815	121	7	,	,	PUNCT
ajmri-4815	121	8	the	the	DET
ajmri-4815	121	9	capacity	capacity	NOUN
ajmri-4815	121	10	to	to	PART
ajmri-4815	121	11	handle	handle	VERB
ajmri-4815	121	12	non	non	ADJ
ajmri-4815	121	13	-	-	ADJ
ajmri-4815	121	14	linear	linear	ADJ
ajmri-4815	121	15	relationships	relationship	NOUN
ajmri-4815	121	16	,	,	PUNCT
ajmri-4815	121	17	and	and	CCONJ
ajmri-4815	121	18	the	the	DET
ajmri-4815	121	19	capability	capability	NOUN
ajmri-4815	121	20	to	to	PART
ajmri-4815	121	21	handle	handle	VERB
ajmri-4815	121	22	large	large	ADJ
ajmri-4815	121	23	datasets	dataset	NOUN
ajmri-4815	121	24	.	.	PUNCT
ajmri-4815	122	1	ensemble	ensemble	ADJ
ajmri-4815	122	2	models	model	NOUN
ajmri-4815	122	3	,	,	PUNCT
ajmri-4815	122	4	particularly	particularly	ADV
ajmri-4815	122	5	gradient	gradient	ADJ
ajmri-4815	122	6	boosting	boost	VERB
ajmri-4815	122	7	regressor	regressor	NOUN
ajmri-4815	122	8	,	,	PUNCT
ajmri-4815	122	9	produced	produce	VERB
ajmri-4815	122	10	outstanding	outstanding	ADJ
ajmri-4815	122	11	performance	performance	NOUN
ajmri-4815	122	12	compared	compare	VERB
ajmri-4815	122	13	to	to	ADP
ajmri-4815	122	14	linear	linear	ADJ
ajmri-4815	122	15	models	model	NOUN
ajmri-4815	122	16	according	accord	VERB
ajmri-4815	122	17	to	to	ADP
ajmri-4815	122	18	pastukh	pastukh	NOUN
ajmri-4815	122	19	and	and	CCONJ
ajmri-4815	122	20	khomyshyn	khomyshyn	PROPN
ajmri-4815	122	21	(	(	PUNCT
ajmri-4815	122	22	2025	2025	NUM
ajmri-4815	122	23	)	)	PUNCT
ajmri-4815	122	24	through	through	ADP
ajmri-4815	122	25	eastern	eastern	ADJ
ajmri-4815	122	26	european	european	ADJ
ajmri-4815	122	27	residential	residential	ADJ
ajmri-4815	122	28	datasets	dataset	NOUN
ajmri-4815	122	29	by	by	ADP
ajmri-4815	122	30	using	use	VERB
ajmri-4815	122	31	xgboost	xgboost	X
ajmri-4815	122	32	,	,	PUNCT
ajmri-4815	122	33	which	which	PRON
ajmri-4815	122	34	displayed	display	VERB
ajmri-4815	122	35	the	the	DET
ajmri-4815	122	36	most	most	ADV
ajmri-4815	122	37	effective	effective	ADJ
ajmri-4815	122	38	mean	mean	ADJ
ajmri-4815	122	39	absolute	absolute	ADJ
ajmri-4815	122	40	error	error	NOUN
ajmri-4815	122	41	(	(	PUNCT
ajmri-4815	122	42	mae	mae	PROPN
ajmri-4815	122	43	)	)	PUNCT
ajmri-4815	122	44	.	.	PUNCT
ajmri-4815	123	1	xgboost	xgboost	PROPN
ajmri-4815	123	2	demonstrated	demonstrate	VERB
ajmri-4815	123	3	better	well	ADJ
ajmri-4815	123	4	r²	r²	NOUN
ajmri-4815	123	5	performance	performance	NOUN
ajmri-4815	123	6	than	than	ADP
ajmri-4815	123	7	svr	svr	NOUN
ajmri-4815	123	8	and	and	CCONJ
ajmri-4815	123	9	decision	decision	NOUN
ajmri-4815	123	10	trees	tree	NOUN
ajmri-4815	123	11	when	when	SCONJ
ajmri-4815	123	12	ensemble	ensemble	ADJ
ajmri-4815	123	13	learning	learning	NOUN
ajmri-4815	123	14	was	be	AUX
ajmri-4815	123	15	validated	validate	VERB
ajmri-4815	123	16	by	by	ADP
ajmri-4815	123	17	xu	xu	PROPN
ajmri-4815	123	18	&	&	CCONJ
ajmri-4815	123	19	nguyen	nguyen	PROPN
ajmri-4815	123	20	(	(	PUNCT
ajmri-4815	123	21	2022	2022	NUM
ajmri-4815	123	22	)	)	PUNCT
ajmri-4815	123	23	for	for	ADP
ajmri-4815	123	24	the	the	DET
ajmri-4815	123	25	chicago	chicago	PROPN
ajmri-4815	123	26	suburban	suburban	ADJ
ajmri-4815	123	27	markets	market	NOUN
ajmri-4815	123	28	.	.	PUNCT
ajmri-4815	124	1	according	accord	VERB
ajmri-4815	124	2	to	to	ADP
ajmri-4815	124	3	zurada	zurada	PROPN
ajmri-4815	124	4	et	et	PROPN
ajmri-4815	124	5	al	al	PROPN
ajmri-4815	124	6	.	.	PROPN
ajmri-4815	125	1	(	(	PUNCT
ajmri-4815	125	2	2011	2011	NUM
ajmri-4815	125	3	)	)	PUNCT
ajmri-4815	125	4	,	,	PUNCT
ajmri-4815	125	5	neural	neural	ADJ
ajmri-4815	125	6	networks	network	NOUN
ajmri-4815	125	7	and	and	CCONJ
ajmri-4815	125	8	fuzzy	fuzzy	ADJ
ajmri-4815	125	9	logic	logic	NOUN
ajmri-4815	125	10	generated	generate	VERB
ajmri-4815	125	11	more	more	ADV
ajmri-4815	125	12	precise	precise	ADJ
ajmri-4815	125	13	property	property	NOUN
ajmri-4815	125	14	value	value	NOUN
ajmri-4815	125	15	projections	projection	NOUN
ajmri-4815	125	16	than	than	ADP
ajmri-4815	125	17	multiple	multiple	ADJ
ajmri-4815	125	18	regression	regression	NOUN
ajmri-4815	125	19	for	for	ADP
ajmri-4815	125	20	heterogeneous	heterogeneous	ADJ
ajmri-4815	125	21	housing	housing	NOUN
ajmri-4815	125	22	records	record	NOUN
ajmri-4815	125	23	.	.	PUNCT
ajmri-4815	126	1	dimopoulos	dimopoulo	NOUN
ajmri-4815	126	2	and	and	CCONJ
ajmri-4815	126	3	bakas	bakas	PROPN
ajmri-4815	126	4	's	's	PART
ajmri-4815	126	5	research	research	NOUN
ajmri-4815	126	6	(	(	PUNCT
ajmri-4815	126	7	2019	2019	NUM
ajmri-4815	126	8	)	)	PUNCT
ajmri-4815	126	9	used	use	VERB
ajmri-4815	126	10	sensitivity	sensitivity	NOUN
ajmri-4815	126	11	analysis	analysis	NOUN
ajmri-4815	126	12	to	to	PART
ajmri-4815	126	13	show	show	VERB
ajmri-4815	126	14	that	that	SCONJ
ajmri-4815	126	15	random	random	ADJ
ajmri-4815	126	16	pa	pa	PROPN
ajmri-4815	126	17	ge	ge	PROPN
ajmri-4815	126	18	14	14	NUM
ajmri-4815	126	19	https://journals.e-palli.com/home/index.php/ajmri	https://journals.e-palli.com/home/index.php/ajmri	PROPN
ajmri-4815	126	20	am	am	NOUN
ajmri-4815	126	21	.	.	PUNCT
ajmri-4815	127	1	j.	j.	PROPN
ajmri-4815	127	2	multidis	multidis	PROPN
ajmri-4815	127	3	.	.	PUNCT
ajmri-4815	128	1	res	re	NOUN
ajmri-4815	128	2	.	.	PUNCT
ajmri-4815	129	1	innov	innov	PROPN
ajmri-4815	129	2	.	.	PUNCT
ajmri-4815	130	1	4(5	4(5	NUM
ajmri-4815	130	2	)	)	PUNCT
ajmri-4815	130	3	10	10	NUM
ajmri-4815	130	4	-	-	SYM
ajmri-4815	130	5	21	21	NUM
ajmri-4815	130	6	,	,	PUNCT
ajmri-4815	130	7	2025	2025	NUM
ajmri-4815	130	8	forests	forest	NOUN
ajmri-4815	130	9	with	with	ADP
ajmri-4815	130	10	svms	svms	NOUN
ajmri-4815	130	11	presented	present	VERB
ajmri-4815	130	12	the	the	DET
ajmri-4815	130	13	highest	high	ADJ
ajmri-4815	130	14	stability	stability	NOUN
ajmri-4815	130	15	levels	level	NOUN
ajmri-4815	130	16	when	when	SCONJ
ajmri-4815	130	17	training	training	NOUN
ajmri-4815	130	18	data	datum	NOUN
ajmri-4815	130	19	was	be	AUX
ajmri-4815	130	20	altered	alter	VERB
ajmri-4815	130	21	.	.	PUNCT
ajmri-4815	131	1	comparative	comparative	ADJ
ajmri-4815	131	2	performance	performance	NOUN
ajmri-4815	131	3	metrics	metric	NOUN
ajmri-4815	131	4	all	all	DET
ajmri-4815	131	5	studies	study	NOUN
ajmri-4815	131	6	showed	show	VERB
ajmri-4815	131	7	that	that	SCONJ
ajmri-4815	131	8	ai	ai	VERB
ajmri-4815	131	9	/	/	SYM
ajmri-4815	131	10	ml	ml	NOUN
ajmri-4815	131	11	models	model	NOUN
ajmri-4815	131	12	generate	generate	VERB
ajmri-4815	131	13	better	well	ADJ
ajmri-4815	131	14	predictive	predictive	ADJ
ajmri-4815	131	15	capabilities	capability	NOUN
ajmri-4815	131	16	than	than	ADP
ajmri-4815	131	17	conventional	conventional	ADJ
ajmri-4815	131	18	appraisal	appraisal	NOUN
ajmri-4815	131	19	methods	method	NOUN
ajmri-4815	131	20	.	.	PUNCT
ajmri-4815	132	1	when	when	SCONJ
ajmri-4815	132	2	analysing	analyse	VERB
ajmri-4815	132	3	datasets	dataset	NOUN
ajmri-4815	132	4	from	from	ADP
ajmri-4815	132	5	different	different	ADJ
ajmri-4815	132	6	geographic	geographic	ADJ
ajmri-4815	132	7	regions	region	NOUN
ajmri-4815	132	8	,	,	PUNCT
ajmri-4815	132	9	the	the	DET
ajmri-4815	132	10	choice	choice	NOUN
ajmri-4815	132	11	between	between	ADP
ajmri-4815	132	12	ensemble	ensemble	ADJ
ajmri-4815	132	13	models	model	NOUN
ajmri-4815	132	14	and	and	CCONJ
ajmri-4815	132	15	tree	tree	NOUN
ajmri-4815	132	16	-	-	PUNCT
ajmri-4815	132	17	based	base	VERB
ajmri-4815	132	18	algorithms	algorithm	NOUN
ajmri-4815	132	19	proves	prove	VERB
ajmri-4815	132	20	superior	superior	ADJ
ajmri-4815	132	21	to	to	ADP
ajmri-4815	132	22	parametric	parametric	ADJ
ajmri-4815	132	23	approaches	approach	NOUN
ajmri-4815	132	24	regarding	regard	VERB
ajmri-4815	132	25	predictive	predictive	ADJ
ajmri-4815	132	26	reliability	reliability	NOUN
ajmri-4815	132	27	.	.	PUNCT
ajmri-4815	133	1	nevertheless	nevertheless	ADV
ajmri-4815	133	2	,	,	PUNCT
ajmri-4815	133	3	the	the	DET
ajmri-4815	133	4	precise	precise	ADJ
ajmri-4815	133	5	values	value	NOUN
ajmri-4815	133	6	for	for	ADP
ajmri-4815	133	7	metrics	metric	NOUN
ajmri-4815	133	8	r²	r²	VERB
ajmri-4815	133	9	,	,	PUNCT
ajmri-4815	133	10	rmse	rmse	NOUN
ajmri-4815	133	11	,	,	PUNCT
ajmri-4815	133	12	and	and	CCONJ
ajmri-4815	133	13	mae	mae	PROPN
ajmri-4815	133	14	show	show	VERB
ajmri-4815	133	15	minor	minor	ADJ
ajmri-4815	133	16	variation	variation	NOUN
ajmri-4815	133	17	depending	depend	VERB
ajmri-4815	133	18	on	on	ADP
ajmri-4815	133	19	dataset	dataset	NOUN
ajmri-4815	133	20	type	type	NOUN
ajmri-4815	133	21	and	and	CCONJ
ajmri-4815	133	22	geographic	geographic	ADJ
ajmri-4815	133	23	location	location	NOUN
ajmri-4815	133	24	.	.	PUNCT
ajmri-4815	134	1	the	the	DET
ajmri-4815	134	2	research	research	NOUN
ajmri-4815	134	3	by	by	ADP
ajmri-4815	134	4	morano	morano	PROPN
ajmri-4815	134	5	et	et	PROPN
ajmri-4815	134	6	al	al	PROPN
ajmri-4815	134	7	.	.	PROPN
ajmri-4815	135	1	(	(	PUNCT
ajmri-4815	135	2	2018	2018	NUM
ajmri-4815	135	3	)	)	PUNCT
ajmri-4815	135	4	demonstrated	demonstrate	VERB
ajmri-4815	135	5	that	that	SCONJ
ajmri-4815	135	6	genetic	genetic	ADJ
ajmri-4815	135	7	algorithms	algorithm	NOUN
ajmri-4815	135	8	succeeded	succeed	VERB
ajmri-4815	135	9	in	in	ADP
ajmri-4815	135	10	italian	italian	ADJ
ajmri-4815	135	11	mass	mass	ADJ
ajmri-4815	135	12	appraisal	appraisal	NOUN
ajmri-4815	135	13	through	through	ADP
ajmri-4815	135	14	their	their	PRON
ajmri-4815	135	15	performance	performance	NOUN
ajmri-4815	135	16	in	in	ADP
ajmri-4815	135	17	assessing	assess	VERB
ajmri-4815	135	18	multiple	multiple	ADJ
ajmri-4815	135	19	variables	variable	NOUN
ajmri-4815	135	20	,	,	PUNCT
ajmri-4815	135	21	which	which	PRON
ajmri-4815	135	22	enhanced	enhance	VERB
ajmri-4815	135	23	pricing	pricing	NOUN
ajmri-4815	135	24	accuracy	accuracy	NOUN
ajmri-4815	135	25	by	by	ADP
ajmri-4815	135	26	utilising	utilise	VERB
ajmri-4815	135	27	multicriteria	multicriteria	PROPN
ajmri-4815	135	28	decision	decision	NOUN
ajmri-4815	135	29	analysis	analysis	NOUN
ajmri-4815	135	30	.	.	PUNCT
ajmri-4815	136	1	arribas	arribas	ADP
ajmri-4815	136	2	et	et	PROPN
ajmri-4815	136	3	al	al	PROPN
ajmri-4815	136	4	.	.	PUNCT
ajmri-4815	137	1	(	(	PUNCT
ajmri-4815	137	2	2016	2016	NUM
ajmri-4815	137	3	)	)	PUNCT
ajmri-4815	137	4	utilised	utilise	VERB
ajmri-4815	137	5	multilevel	multilevel	NOUN
ajmri-4815	137	6	models	model	NOUN
ajmri-4815	137	7	for	for	ADP
ajmri-4815	137	8	residential	residential	ADJ
ajmri-4815	137	9	appraisals	appraisal	NOUN
ajmri-4815	137	10	because	because	SCONJ
ajmri-4815	137	11	they	they	PRON
ajmri-4815	137	12	revealed	reveal	VERB
ajmri-4815	137	13	that	that	SCONJ
ajmri-4815	137	14	neighbourhood	neighbourhood	NOUN
ajmri-4815	137	15	quality	quality	NOUN
ajmri-4815	137	16	,	,	PUNCT
ajmri-4815	137	17	transport	transport	NOUN
ajmri-4815	137	18	links	link	NOUN
ajmri-4815	137	19	,	,	PUNCT
ajmri-4815	137	20	and	and	CCONJ
ajmri-4815	137	21	demographic	demographic	ADJ
ajmri-4815	137	22	trends	trend	NOUN
ajmri-4815	137	23	require	require	VERB
ajmri-4815	137	24	consideration	consideration	NOUN
ajmri-4815	137	25	in	in	ADP
ajmri-4815	137	26	analysing	analyse	VERB
ajmri-4815	137	27	nested	nested	ADJ
ajmri-4815	137	28	data	datum	NOUN
ajmri-4815	137	29	structures	structure	NOUN
ajmri-4815	137	30	.	.	PUNCT
ajmri-4815	138	1	the	the	DET
ajmri-4815	138	2	study	study	NOUN
ajmri-4815	138	3	by	by	ADP
ajmri-4815	138	4	gupta	gupta	PROPN
ajmri-4815	138	5	et	et	PROPN
ajmri-4815	138	6	al	al	PROPN
ajmri-4815	138	7	.	.	PROPN
ajmri-4815	138	8	(	(	PUNCT
ajmri-4815	138	9	2022	2022	NUM
ajmri-4815	138	10	)	)	PUNCT
ajmri-4815	138	11	demonstrated	demonstrate	VERB
ajmri-4815	138	12	that	that	SCONJ
ajmri-4815	138	13	ml	ml	NOUN
ajmri-4815	138	14	models	model	NOUN
ajmri-4815	138	15	achieved	achieve	VERB
ajmri-4815	138	16	better	well	ADJ
ajmri-4815	138	17	forecasts	forecast	NOUN
ajmri-4815	138	18	of	of	ADP
ajmri-4815	138	19	state	state	NOUN
ajmri-4815	138	20	-	-	PUNCT
ajmri-4815	138	21	level	level	NOUN
ajmri-4815	138	22	housing	housing	NOUN
ajmri-4815	138	23	market	market	NOUN
ajmri-4815	138	24	synchronicity	synchronicity	NOUN
ajmri-4815	138	25	by	by	ADP
ajmri-4815	138	26	incorporating	incorporate	VERB
ajmri-4815	138	27	variables	variable	NOUN
ajmri-4815	138	28	that	that	PRON
ajmri-4815	138	29	measured	measure	VERB
ajmri-4815	138	30	macroeconomic	macroeconomic	ADJ
ajmri-4815	138	31	uncertainty	uncertainty	NOUN
ajmri-4815	138	32	and	and	CCONJ
ajmri-4815	138	33	achieved	achieve	VERB
ajmri-4815	138	34	higher	high	ADJ
ajmri-4815	138	35	prediction	prediction	NOUN
ajmri-4815	138	36	accuracy	accuracy	NOUN
ajmri-4815	138	37	rates	rate	NOUN
ajmri-4815	138	38	.	.	PUNCT
ajmri-4815	139	1	ai	ai	VERB
ajmri-4815	139	2	models	model	NOUN
ajmri-4815	139	3	'	'	PART
ajmri-4815	139	4	natural	natural	ADJ
ajmri-4815	139	5	ability	ability	NOUN
ajmri-4815	139	6	to	to	PART
ajmri-4815	139	7	recognise	recognise	VERB
ajmri-4815	139	8	reactive	reactive	ADJ
ajmri-4815	139	9	correlations	correlation	NOUN
ajmri-4815	139	10	between	between	ADP
ajmri-4815	139	11	multiple	multiple	ADJ
ajmri-4815	139	12	factors	factor	NOUN
ajmri-4815	139	13	that	that	PRON
ajmri-4815	139	14	influence	influence	NOUN
ajmri-4815	139	15	property	property	NOUN
ajmri-4815	139	16	value	value	NOUN
ajmri-4815	139	17	estimates	estimate	NOUN
ajmri-4815	139	18	shows	show	VERB
ajmri-4815	139	19	the	the	DET
ajmri-4815	139	20	broad	broad	ADJ
ajmri-4815	139	21	scope	scope	NOUN
ajmri-4815	139	22	of	of	ADP
ajmri-4815	139	23	their	their	PRON
ajmri-4815	139	24	capacity	capacity	NOUN
ajmri-4815	139	25	.	.	PUNCT
ajmri-4815	140	1	figure	figure	VERB
ajmri-4815	140	2	2	2	NUM
ajmri-4815	140	3	:	:	PUNCT
ajmri-4815	140	4	performance	performance	NOUN
ajmri-4815	140	5	comparison	comparison	NOUN
ajmri-4815	140	6	figure	figure	NOUN
ajmri-4815	140	7	2	2	NUM
ajmri-4815	140	8	:	:	PUNCT
ajmri-4815	140	9	model	model	NOUN
ajmri-4815	140	10	usage	usage	NOUN
ajmri-4815	140	11	distribution	distribution	NOUN
ajmri-4815	140	12	figure	figure	NOUN
ajmri-4815	140	13	2	2	NUM
ajmri-4815	140	14	compares	compare	NOUN
ajmri-4815	140	15	rmse	rmse	NOUN
ajmri-4815	140	16	,	,	PUNCT
ajmri-4815	140	17	mae	mae	PROPN
ajmri-4815	140	18	,	,	PUNCT
ajmri-4815	140	19	and	and	CCONJ
ajmri-4815	140	20	r²	r²	VERB
ajmri-4815	140	21	values	value	NOUN
ajmri-4815	140	22	across	across	ADP
ajmri-4815	140	23	the	the	DET
ajmri-4815	140	24	15	15	NUM
ajmri-4815	140	25	studies	study	NOUN
ajmri-4815	140	26	.	.	PUNCT
ajmri-4815	141	1	it	it	PRON
ajmri-4815	141	2	clearly	clearly	ADV
ajmri-4815	141	3	illustrates	illustrate	VERB
ajmri-4815	141	4	how	how	SCONJ
ajmri-4815	141	5	models	model	NOUN
ajmri-4815	141	6	like	like	ADP
ajmri-4815	141	7	xgboost	xgboost	ADV
ajmri-4815	141	8	and	and	CCONJ
ajmri-4815	141	9	random	random	ADJ
ajmri-4815	141	10	forest	forest	NOUN
ajmri-4815	141	11	consistently	consistently	ADV
ajmri-4815	141	12	outperform	outperform	VERB
ajmri-4815	141	13	others	other	NOUN
ajmri-4815	141	14	in	in	ADP
ajmri-4815	141	15	predictive	predictive	ADJ
ajmri-4815	141	16	accuracy	accuracy	NOUN
ajmri-4815	141	17	while	while	SCONJ
ajmri-4815	141	18	maintaining	maintain	VERB
ajmri-4815	141	19	lower	low	ADJ
ajmri-4815	141	20	error	error	NOUN
ajmri-4815	141	21	rates	rate	NOUN
ajmri-4815	141	22	.	.	PUNCT
ajmri-4815	142	1	fig	fig	NOUN
ajmri-4815	142	2	3	3	NUM
ajmri-4815	142	3	shows	show	VERB
ajmri-4815	142	4	the	the	DET
ajmri-4815	142	5	frequency	frequency	NOUN
ajmri-4815	142	6	of	of	ADP
ajmri-4815	142	7	different	different	ADJ
ajmri-4815	142	8	ai	ai	NOUN
ajmri-4815	142	9	/	/	SYM
ajmri-4815	142	10	ml	ml	NOUN
ajmri-4815	142	11	model	model	NOUN
ajmri-4815	142	12	types	type	NOUN
ajmri-4815	142	13	used	use	VERB
ajmri-4815	142	14	across	across	ADP
ajmri-4815	142	15	the	the	DET
ajmri-4815	142	16	studies	study	NOUN
ajmri-4815	142	17	.	.	PUNCT
ajmri-4815	143	1	xgboost	xgboost	X
ajmri-4815	143	2	,	,	PUNCT
ajmri-4815	143	3	random	random	ADJ
ajmri-4815	143	4	forest	forest	NOUN
ajmri-4815	143	5	,	,	PUNCT
ajmri-4815	143	6	and	and	CCONJ
ajmri-4815	143	7	ensemble	ensemble	ADJ
ajmri-4815	143	8	methods	method	NOUN
ajmri-4815	143	9	are	be	AUX
ajmri-4815	143	10	the	the	DET
ajmri-4815	143	11	most	most	ADV
ajmri-4815	143	12	common	common	ADJ
ajmri-4815	143	13	,	,	PUNCT
ajmri-4815	143	14	confirming	confirm	VERB
ajmri-4815	143	15	their	their	PRON
ajmri-4815	143	16	dominance	dominance	NOUN
ajmri-4815	143	17	in	in	ADP
ajmri-4815	143	18	property	property	NOUN
ajmri-4815	143	19	value	value	NOUN
ajmri-4815	143	20	prediction	prediction	NOUN
ajmri-4815	143	21	tasks	task	NOUN
ajmri-4815	143	22	.	.	PUNCT
ajmri-4815	144	1	pa	pa	PROPN
ajmri-4815	144	2	ge	ge	PROPN
ajmri-4815	144	3	15	15	NUM
ajmri-4815	144	4	https://journals.e-palli.com/home/index.php/ajmri	https://journals.e-palli.com/home/index.php/ajmri	PROPN
ajmri-4815	144	5	am	am	NOUN
ajmri-4815	144	6	.	.	PUNCT
ajmri-4815	145	1	j.	j.	PROPN
ajmri-4815	145	2	multidis	multidis	PROPN
ajmri-4815	145	3	.	.	PUNCT
ajmri-4815	146	1	res	re	NOUN
ajmri-4815	146	2	.	.	PUNCT
ajmri-4815	147	1	innov	innov	PROPN
ajmri-4815	147	2	.	.	PUNCT
ajmri-4815	148	1	4(5	4(5	NUM
ajmri-4815	148	2	)	)	PUNCT
ajmri-4815	148	3	10	10	NUM
ajmri-4815	148	4	-	-	SYM
ajmri-4815	148	5	21	21	NUM
ajmri-4815	148	6	,	,	PUNCT
ajmri-4815	148	7	2025	2025	NUM
ajmri-4815	148	8	application	application	NOUN
ajmri-4815	148	9	in	in	ADP
ajmri-4815	148	10	risk	risk	NOUN
ajmri-4815	148	11	assessment	assessment	NOUN
ajmri-4815	148	12	and	and	CCONJ
ajmri-4815	148	13	market	market	NOUN
ajmri-4815	148	14	forecasting	forecast	VERB
ajmri-4815	148	15	several	several	ADJ
ajmri-4815	148	16	research	research	NOUN
ajmri-4815	148	17	studies	study	NOUN
ajmri-4815	148	18	examined	examine	VERB
ajmri-4815	148	19	how	how	SCONJ
ajmri-4815	148	20	ai	ai	AUX
ajmri-4815	148	21	can	can	AUX
ajmri-4815	148	22	extend	extend	VERB
ajmri-4815	148	23	its	its	PRON
ajmri-4815	148	24	capabilities	capability	NOUN
ajmri-4815	148	25	toward	toward	ADP
ajmri-4815	148	26	detecting	detect	VERB
ajmri-4815	148	27	risks	risk	NOUN
ajmri-4815	148	28	and	and	CCONJ
ajmri-4815	148	29	identifying	identify	VERB
ajmri-4815	148	30	fraudulent	fraudulent	ADJ
ajmri-4815	148	31	activities	activity	NOUN
ajmri-4815	148	32	while	while	SCONJ
ajmri-4815	148	33	making	make	VERB
ajmri-4815	148	34	market	market	NOUN
ajmri-4815	148	35	projections	projection	NOUN
ajmri-4815	148	36	.	.	PUNCT
ajmri-4815	149	1	vargascalderón	vargascalderón	NOUN
ajmri-4815	149	2	and	and	CCONJ
ajmri-4815	149	3	camargo	camargo	PROPN
ajmri-4815	149	4	(	(	PUNCT
ajmri-4815	149	5	2020	2020	NUM
ajmri-4815	149	6	)	)	PUNCT
ajmri-4815	149	7	developed	develop	VERB
ajmri-4815	149	8	a	a	DET
ajmri-4815	149	9	speculative	speculative	ADJ
ajmri-4815	149	10	ai	ai	NOUN
ajmri-4815	149	11	system	system	NOUN
ajmri-4815	149	12	that	that	PRON
ajmri-4815	149	13	automated	automate	VERB
ajmri-4815	149	14	price	price	NOUN
ajmri-4815	149	15	mechanisms	mechanism	NOUN
ajmri-4815	149	16	to	to	PART
ajmri-4815	149	17	stabilise	stabilise	VERB
ajmri-4815	149	18	market	market	NOUN
ajmri-4815	149	19	price	price	NOUN
ajmri-4815	149	20	volatility	volatility	NOUN
ajmri-4815	149	21	during	during	ADP
ajmri-4815	149	22	periods	period	NOUN
ajmri-4815	149	23	of	of	ADP
ajmri-4815	149	24	market	market	NOUN
ajmri-4815	149	25	frenzy	frenzy	NOUN
ajmri-4815	149	26	.	.	PUNCT
ajmri-4815	150	1	a	a	DET
ajmri-4815	150	2	model	model	NOUN
ajmri-4815	150	3	they	they	PRON
ajmri-4815	150	4	developed	develop	VERB
ajmri-4815	150	5	from	from	ADP
ajmri-4815	150	6	178,865	178,865	NUM
ajmri-4815	150	7	listings	listing	NOUN
ajmri-4815	150	8	in	in	ADP
ajmri-4815	150	9	bogotá	bogotá	NOUN
ajmri-4815	150	10	,	,	PUNCT
ajmri-4815	150	11	colombia	colombia	PROPN
ajmri-4815	150	12	,	,	PUNCT
ajmri-4815	150	13	showed	show	VERB
ajmri-4815	150	14	strong	strong	ADJ
ajmri-4815	150	15	generalisation	generalisation	NOUN
ajmri-4815	150	16	capabilities	capability	NOUN
ajmri-4815	150	17	and	and	CCONJ
ajmri-4815	150	18	improved	improve	VERB
ajmri-4815	150	19	understanding	understanding	NOUN
ajmri-4815	150	20	of	of	ADP
ajmri-4815	150	21	the	the	DET
ajmri-4815	150	22	pricing	pricing	NOUN
ajmri-4815	150	23	process	process	NOUN
ajmri-4815	150	24	.	.	PUNCT
ajmri-4815	151	1	in	in	ADP
ajmri-4815	151	2	research	research	NOUN
ajmri-4815	151	3	,	,	PUNCT
ajmri-4815	151	4	gupta	gupta	PROPN
ajmri-4815	151	5	et	et	PROPN
ajmri-4815	151	6	al	al	PROPN
ajmri-4815	151	7	.	.	PROPN
ajmri-4815	151	8	(	(	PUNCT
ajmri-4815	151	9	2022	2022	NUM
ajmri-4815	151	10	)	)	PUNCT
ajmri-4815	151	11	revealed	reveal	VERB
ajmri-4815	151	12	that	that	SCONJ
ajmri-4815	151	13	ensemble	ensemble	ADJ
ajmri-4815	151	14	learning	learning	NOUN
ajmri-4815	151	15	-	-	PUNCT
ajmri-4815	151	16	based	base	VERB
ajmri-4815	151	17	ai	ai	NOUN
ajmri-4815	151	18	models	model	NOUN
ajmri-4815	151	19	can	can	AUX
ajmri-4815	151	20	address	address	VERB
ajmri-4815	151	21	the	the	DET
ajmri-4815	151	22	impacts	impact	NOUN
ajmri-4815	151	23	of	of	ADP
ajmri-4815	151	24	macroeconomic	macroeconomic	ADJ
ajmri-4815	151	25	and	and	CCONJ
ajmri-4815	151	26	policy	policy	NOUN
ajmri-4815	151	27	shocks	shock	NOUN
ajmri-4815	151	28	,	,	PUNCT
ajmri-4815	151	29	which	which	PRON
ajmri-4815	151	30	prove	prove	VERB
ajmri-4815	151	31	challenging	challenging	ADJ
ajmri-4815	151	32	to	to	PART
ajmri-4815	151	33	merge	merge	VERB
ajmri-4815	151	34	into	into	ADP
ajmri-4815	151	35	traditional	traditional	ADJ
ajmri-4815	151	36	regression	regression	NOUN
ajmri-4815	151	37	analytics	analytic	NOUN
ajmri-4815	151	38	results	result	NOUN
ajmri-4815	151	39	.	.	PUNCT
ajmri-4815	152	1	this	this	DET
ajmri-4815	152	2	research	research	NOUN
ajmri-4815	152	3	confirmed	confirm	VERB
ajmri-4815	152	4	that	that	SCONJ
ajmri-4815	152	5	ml	ml	NOUN
ajmri-4815	152	6	technology	technology	NOUN
ajmri-4815	152	7	can	can	AUX
ajmri-4815	152	8	perform	perform	VERB
ajmri-4815	152	9	real	real	ADJ
ajmri-4815	152	10	-	-	PUNCT
ajmri-4815	152	11	time	time	NOUN
ajmri-4815	152	12	dynamic	dynamic	ADJ
ajmri-4815	152	13	recalibration	recalibration	NOUN
ajmri-4815	152	14	using	use	VERB
ajmri-4815	152	15	current	current	ADJ
ajmri-4815	152	16	economic	economic	ADJ
ajmri-4815	152	17	data	datum	NOUN
ajmri-4815	152	18	,	,	PUNCT
ajmri-4815	152	19	which	which	PRON
ajmri-4815	152	20	positions	position	VERB
ajmri-4815	152	21	it	it	PRON
ajmri-4815	152	22	as	as	ADP
ajmri-4815	152	23	a	a	DET
ajmri-4815	152	24	beneficial	beneficial	ADJ
ajmri-4815	152	25	tool	tool	NOUN
ajmri-4815	152	26	for	for	ADP
ajmri-4815	152	27	bank	bank	NOUN
ajmri-4815	152	28	risk	risk	NOUN
ajmri-4815	152	29	assessments	assessment	NOUN
ajmri-4815	152	30	and	and	CCONJ
ajmri-4815	152	31	developer	developer	NOUN
ajmri-4815	152	32	performance	performance	NOUN
ajmri-4815	152	33	evaluations	evaluation	NOUN
ajmri-4815	152	34	.	.	PUNCT
ajmri-4815	153	1	ai	ai	VERB
ajmri-4815	153	2	applications	application	NOUN
ajmri-4815	153	3	for	for	ADP
ajmri-4815	153	4	detecting	detect	VERB
ajmri-4815	153	5	anomalies	anomaly	NOUN
ajmri-4815	153	6	within	within	ADP
ajmri-4815	153	7	digital	digital	ADJ
ajmri-4815	153	8	real	real	ADJ
ajmri-4815	153	9	estate	estate	NOUN
ajmri-4815	153	10	transactions	transaction	NOUN
ajmri-4815	153	11	form	form	VERB
ajmri-4815	153	12	the	the	DET
ajmri-4815	153	13	main	main	ADJ
ajmri-4815	153	14	topic	topic	NOUN
ajmri-4815	153	15	of	of	ADP
ajmri-4815	153	16	ullah	ullah	PROPN
ajmri-4815	153	17	et	et	PROPN
ajmri-4815	153	18	al	al	PROPN
ajmri-4815	153	19	.	.	PROPN
ajmri-4815	154	1	(	(	PUNCT
ajmri-4815	154	2	2018	2018	NUM
ajmri-4815	154	3	)	)	PUNCT
ajmri-4815	154	4	paper	paper	NOUN
ajmri-4815	154	5	.	.	PUNCT
ajmri-4815	155	1	the	the	DET
ajmri-4815	155	2	current	current	ADJ
ajmri-4815	155	3	availability	availability	NOUN
ajmri-4815	155	4	of	of	ADP
ajmri-4815	155	5	ai	ai	NOUN
ajmri-4815	155	6	-	-	PUNCT
ajmri-4815	155	7	based	base	VERB
ajmri-4815	155	8	fraud	fraud	NOUN
ajmri-4815	155	9	detection	detection	NOUN
ajmri-4815	155	10	models	model	NOUN
ajmri-4815	155	11	allows	allow	VERB
ajmri-4815	155	12	stakeholders	stakeholder	NOUN
ajmri-4815	155	13	to	to	PART
ajmri-4815	155	14	receive	receive	VERB
ajmri-4815	155	15	alerts	alert	NOUN
ajmri-4815	155	16	about	about	ADP
ajmri-4815	155	17	suspicious	suspicious	ADJ
ajmri-4815	155	18	price	price	NOUN
ajmri-4815	155	19	patterns	pattern	NOUN
ajmri-4815	155	20	,	,	PUNCT
ajmri-4815	155	21	document	document	NOUN
ajmri-4815	155	22	problems	problem	NOUN
ajmri-4815	155	23	,	,	PUNCT
ajmri-4815	155	24	and	and	CCONJ
ajmri-4815	155	25	time	time	NOUN
ajmri-4815	155	26	-	-	PUNCT
ajmri-4815	155	27	related	relate	VERB
ajmri-4815	155	28	irregularities	irregularity	NOUN
ajmri-4815	155	29	in	in	ADP
ajmri-4815	155	30	extensive	extensive	ADJ
ajmri-4815	155	31	transactional	transactional	ADJ
ajmri-4815	155	32	data	datum	NOUN
ajmri-4815	155	33	.	.	PUNCT
ajmri-4815	156	1	integration	integration	NOUN
ajmri-4815	156	2	with	with	ADP
ajmri-4815	156	3	real	real	ADJ
ajmri-4815	156	4	estate	estate	NOUN
ajmri-4815	156	5	image	image	NOUN
ajmri-4815	156	6	and	and	CCONJ
ajmri-4815	156	7	spatial	spatial	ADJ
ajmri-4815	156	8	data	datum	NOUN
ajmri-4815	156	9	koch	koch	PROPN
ajmri-4815	156	10	et	et	PROPN
ajmri-4815	156	11	al	al	PROPN
ajmri-4815	156	12	.	.	PROPN
ajmri-4815	156	13	(	(	PUNCT
ajmri-4815	156	14	2020	2020	NUM
ajmri-4815	156	15	)	)	PUNCT
ajmri-4815	156	16	reviewed	review	VERB
ajmri-4815	156	17	how	how	SCONJ
ajmri-4815	156	18	computer	computer	NOUN
ajmri-4815	156	19	vision	vision	NOUN
ajmri-4815	156	20	operates	operate	VERB
ajmri-4815	156	21	in	in	ADP
ajmri-4815	156	22	real	real	ADJ
ajmri-4815	156	23	estate	estate	NOUN
ajmri-4815	156	24	documentation	documentation	NOUN
ajmri-4815	156	25	.	.	PUNCT
ajmri-4815	157	1	the	the	DET
ajmri-4815	157	2	study	study	NOUN
ajmri-4815	157	3	reveals	reveal	VERB
ajmri-4815	157	4	that	that	SCONJ
ajmri-4815	157	5	including	include	VERB
ajmri-4815	157	6	visual	visual	ADJ
ajmri-4815	157	7	characteristics	characteristic	NOUN
ajmri-4815	157	8	such	such	ADJ
ajmri-4815	157	9	as	as	ADP
ajmri-4815	157	10	structural	structural	ADJ
ajmri-4815	157	11	appearance	appearance	NOUN
ajmri-4815	157	12	,	,	PUNCT
ajmri-4815	157	13	indoor	indoor	ADJ
ajmri-4815	157	14	staging	staging	NOUN
ajmri-4815	157	15	,	,	PUNCT
ajmri-4815	157	16	and	and	CCONJ
ajmri-4815	157	17	the	the	DET
ajmri-4815	157	18	location	location	NOUN
ajmri-4815	157	19	's	's	PART
ajmri-4815	157	20	visual	visual	ADJ
ajmri-4815	157	21	elements	element	NOUN
ajmri-4815	157	22	increases	increase	VERB
ajmri-4815	157	23	model	model	NOUN
ajmri-4815	157	24	effectiveness	effectiveness	NOUN
ajmri-4815	157	25	.	.	PUNCT
ajmri-4815	158	1	artificial	artificial	ADJ
ajmri-4815	158	2	intelligence	intelligence	NOUN
ajmri-4815	158	3	treats	treat	VERB
ajmri-4815	158	4	visual	visual	ADJ
ajmri-4815	158	5	elements	element	NOUN
ajmri-4815	158	6	through	through	ADP
ajmri-4815	158	7	cnns	cnns	PROPN
ajmri-4815	158	8	(	(	PUNCT
ajmri-4815	158	9	convolutional	convolutional	ADJ
ajmri-4815	158	10	neural	neural	ADJ
ajmri-4815	158	11	networks	network	NOUN
ajmri-4815	158	12	)	)	PUNCT
ajmri-4815	158	13	,	,	PUNCT
ajmri-4815	158	14	which	which	PRON
ajmri-4815	158	15	boosts	boost	VERB
ajmri-4815	158	16	performance	performance	NOUN
ajmri-4815	158	17	when	when	SCONJ
ajmri-4815	158	18	assessing	assess	VERB
ajmri-4815	158	19	decision	decision	NOUN
ajmri-4815	158	20	-	-	PUNCT
ajmri-4815	158	21	making	make	VERB
ajmri-4815	158	22	factors	factor	NOUN
ajmri-4815	158	23	that	that	PRON
ajmri-4815	158	24	guide	guide	VERB
ajmri-4815	158	25	behaviour	behaviour	NOUN
ajmri-4815	158	26	toward	toward	ADP
ajmri-4815	158	27	properties	property	NOUN
ajmri-4815	158	28	and	and	CCONJ
ajmri-4815	158	29	property	property	NOUN
ajmri-4815	158	30	value	value	NOUN
ajmri-4815	158	31	opinions	opinion	NOUN
ajmri-4815	158	32	.	.	PUNCT
ajmri-4815	159	1	according	accord	VERB
ajmri-4815	159	2	to	to	ADP
ajmri-4815	159	3	berawi	berawi	NOUN
ajmri-4815	159	4	et	et	PROPN
ajmri-4815	159	5	al	al	PROPN
ajmri-4815	159	6	.	.	PROPN
ajmri-4815	160	1	(	(	PUNCT
ajmri-4815	160	2	2020	2020	NUM
ajmri-4815	160	3	)	)	PUNCT
ajmri-4815	160	4	,	,	PUNCT
ajmri-4815	160	5	including	include	VERB
ajmri-4815	160	6	rail	rail	NOUN
ajmri-4815	160	7	transit	transit	NOUN
ajmri-4815	160	8	station	station	NOUN
ajmri-4815	160	9	proximity	proximity	NOUN
ajmri-4815	160	10	information	information	NOUN
ajmri-4815	160	11	in	in	ADP
ajmri-4815	160	12	pricing	pricing	NOUN
ajmri-4815	160	13	models	model	NOUN
ajmri-4815	160	14	achieves	achieve	VERB
ajmri-4815	160	15	better	well	ADJ
ajmri-4815	160	16	accuracy	accuracy	NOUN
ajmri-4815	160	17	measurements	measurement	NOUN
ajmri-4815	160	18	.	.	PUNCT
ajmri-4815	161	1	the	the	DET
ajmri-4815	161	2	big	big	ADJ
ajmri-4815	161	3	data	datum	NOUN
ajmri-4815	161	4	analytical	analytical	ADJ
ajmri-4815	161	5	method	method	NOUN
ajmri-4815	161	6	enabled	enable	VERB
ajmri-4815	161	7	their	their	PRON
ajmri-4815	161	8	model	model	NOUN
ajmri-4815	161	9	to	to	PART
ajmri-4815	161	10	understand	understand	VERB
ajmri-4815	161	11	commercial	commercial	ADJ
ajmri-4815	161	12	property	property	NOUN
ajmri-4815	161	13	value	value	NOUN
ajmri-4815	161	14	determinants	determinant	NOUN
ajmri-4815	161	15	from	from	ADP
ajmri-4815	161	16	urban	urban	ADJ
ajmri-4815	161	17	transport	transport	NOUN
ajmri-4815	161	18	that	that	SCONJ
ajmri-4815	161	19	traditional	traditional	ADJ
ajmri-4815	161	20	tabular	tabular	NOUN
ajmri-4815	161	21	data	datum	NOUN
ajmri-4815	161	22	modelling	modelling	NOUN
ajmri-4815	161	23	often	often	ADV
ajmri-4815	161	24	misses	miss	VERB
ajmri-4815	161	25	.	.	PUNCT
ajmri-4815	162	1	contributions	contribution	NOUN
ajmri-4815	162	2	to	to	ADP
ajmri-4815	162	3	smart	smart	ADJ
ajmri-4815	162	4	property	property	NOUN
ajmri-4815	162	5	management	management	NOUN
ajmri-4815	162	6	and	and	CCONJ
ajmri-4815	162	7	esg	esg	NOUN
ajmri-4815	162	8	integration	integration	NOUN
ajmri-4815	162	9	the	the	DET
ajmri-4815	162	10	research	research	NOUN
ajmri-4815	162	11	conducted	conduct	VERB
ajmri-4815	162	12	by	by	ADP
ajmri-4815	162	13	khodabakhshian	khodabakhshian	PROPN
ajmri-4815	162	14	&	&	CCONJ
ajmri-4815	162	15	toosi	toosi	PROPN
ajmri-4815	162	16	(	(	PUNCT
ajmri-4815	162	17	2021	2021	NUM
ajmri-4815	162	18	)	)	PUNCT
ajmri-4815	162	19	presented	present	VERB
ajmri-4815	162	20	an	an	DET
ajmri-4815	162	21	ai	ai	VERB
ajmri-4815	162	22	-	-	PUNCT
ajmri-4815	162	23	with	with	ADP
ajmri-4815	162	24	-	-	PUNCT
ajmri-4815	162	25	bim	bim	NOUN
ajmri-4815	162	26	method	method	NOUN
ajmri-4815	162	27	for	for	ADP
ajmri-4815	162	28	residential	residential	ADJ
ajmri-4815	162	29	valuation	valuation	NOUN
ajmri-4815	162	30	that	that	PRON
ajmri-4815	162	31	focused	focus	VERB
ajmri-4815	162	32	on	on	ADP
ajmri-4815	162	33	life	life	NOUN
ajmri-4815	162	34	-	-	PUNCT
ajmri-4815	162	35	cycle	cycle	NOUN
ajmri-4815	162	36	cost	cost	NOUN
ajmri-4815	162	37	estimation	estimation	NOUN
ajmri-4815	162	38	.	.	PUNCT
ajmri-4815	163	1	ai	ai	VERB
ajmri-4815	163	2	fluorescent	fluorescent	ADJ
ajmri-4815	163	3	advances	advance	NOUN
ajmri-4815	163	4	pricing	pricing	NOUN
ajmri-4815	163	5	analysis	analysis	NOUN
ajmri-4815	163	6	and	and	CCONJ
ajmri-4815	163	7	enables	enable	VERB
ajmri-4815	163	8	predictive	predictive	ADJ
ajmri-4815	163	9	services	service	NOUN
ajmri-4815	163	10	,	,	PUNCT
ajmri-4815	163	11	maintenance	maintenance	NOUN
ajmri-4815	163	12	,	,	PUNCT
ajmri-4815	163	13	and	and	CCONJ
ajmri-4815	163	14	cost	cost	NOUN
ajmri-4815	163	15	and	and	CCONJ
ajmri-4815	163	16	energy	energy	NOUN
ajmri-4815	163	17	optimisation	optimisation	NOUN
ajmri-4815	163	18	in	in	ADP
ajmri-4815	163	19	extended	extended	ADJ
ajmri-4815	163	20	property	property	NOUN
ajmri-4815	163	21	management	management	NOUN
ajmri-4815	163	22	operations	operation	NOUN
ajmri-4815	163	23	.	.	PUNCT
ajmri-4815	164	1	the	the	DET
ajmri-4815	164	2	research	research	NOUN
ajmri-4815	164	3	concludes	conclude	VERB
ajmri-4815	164	4	that	that	SCONJ
ajmri-4815	164	5	ai	ai	VERB
ajmri-4815	164	6	serves	serve	VERB
ajmri-4815	164	7	both	both	DET
ajmri-4815	164	8	assessment	assessment	NOUN
ajmri-4815	164	9	requirements	requirement	NOUN
ajmri-4815	164	10	throughout	throughout	ADP
ajmri-4815	164	11	the	the	DET
ajmri-4815	164	12	property	property	NOUN
ajmri-4815	164	13	valuation	valuation	NOUN
ajmri-4815	164	14	process	process	NOUN
ajmri-4815	164	15	and	and	CCONJ
ajmri-4815	164	16	continuous	continuous	ADJ
ajmri-4815	164	17	performance	performance	NOUN
ajmri-4815	164	18	evaluation	evaluation	NOUN
ajmri-4815	164	19	of	of	ADP
ajmri-4815	164	20	acquired	acquire	VERB
ajmri-4815	164	21	assets	asset	NOUN
ajmri-4815	164	22	.	.	PUNCT
ajmri-4815	165	1	further	far	ADV
ajmri-4815	165	2	,	,	PUNCT
ajmri-4815	165	3	kempeneer	kempeneer	NOUN
ajmri-4815	165	4	et	et	PROPN
ajmri-4815	165	5	al	al	PROPN
ajmri-4815	165	6	.	.	PROPN
ajmri-4815	166	1	(	(	PUNCT
ajmri-4815	166	2	2021	2021	NUM
ajmri-4815	166	3	)	)	PUNCT
ajmri-4815	166	4	established	establish	VERB
ajmri-4815	166	5	a	a	DET
ajmri-4815	166	6	behavioural	behavioural	ADJ
ajmri-4815	166	7	system	system	NOUN
ajmri-4815	166	8	which	which	PRON
ajmri-4815	166	9	connects	connect	VERB
ajmri-4815	166	10	esg	esg	NOUN
ajmri-4815	166	11	metrics	metric	NOUN
ajmri-4815	166	12	with	with	ADP
ajmri-4815	166	13	ai	ai	ADJ
ajmri-4815	166	14	tools	tool	NOUN
ajmri-4815	166	15	.	.	PUNCT
ajmri-4815	167	1	ai	ai	AUX
ajmri-4815	167	2	provides	provide	VERB
ajmri-4815	167	3	instant	instant	ADJ
ajmri-4815	167	4	sustainability	sustainability	NOUN
ajmri-4815	167	5	data	datum	NOUN
ajmri-4815	167	6	reporting	report	VERB
ajmri-4815	167	7	for	for	ADP
ajmri-4815	167	8	benchmarks	benchmark	NOUN
ajmri-4815	167	9	,	,	PUNCT
ajmri-4815	167	10	including	include	VERB
ajmri-4815	167	11	energy	energy	NOUN
ajmri-4815	167	12	usage	usage	NOUN
ajmri-4815	167	13	and	and	CCONJ
ajmri-4815	167	14	emission	emission	NOUN
ajmri-4815	167	15	scores	score	NOUN
ajmri-4815	167	16	that	that	SCONJ
ajmri-4815	167	17	institutional	institutional	ADJ
ajmri-4815	167	18	investors	investor	NOUN
ajmri-4815	167	19	and	and	CCONJ
ajmri-4815	167	20	regulatory	regulatory	ADJ
ajmri-4815	167	21	bodies	body	NOUN
ajmri-4815	167	22	increasingly	increasingly	ADV
ajmri-4815	167	23	value	value	NOUN
ajmri-4815	167	24	.	.	PUNCT
ajmri-4815	168	1	identified	identify	VERB
ajmri-4815	168	2	challenges	challenge	NOUN
ajmri-4815	168	3	and	and	CCONJ
ajmri-4815	168	4	model	model	NOUN
ajmri-4815	168	5	limitations	limitation	NOUN
ajmri-4815	168	6	the	the	DET
ajmri-4815	168	7	results	result	NOUN
ajmri-4815	168	8	demonstrated	demonstrate	VERB
ajmri-4815	168	9	numerous	numerous	ADJ
ajmri-4815	168	10	advantages	advantage	NOUN
ajmri-4815	168	11	,	,	PUNCT
ajmri-4815	168	12	but	but	CCONJ
ajmri-4815	168	13	the	the	DET
ajmri-4815	168	14	reviewed	review	VERB
ajmri-4815	168	15	literature	literature	NOUN
ajmri-4815	168	16	pointed	point	VERB
ajmri-4815	168	17	out	out	ADP
ajmri-4815	168	18	system	system	NOUN
ajmri-4815	168	19	constraints	constraint	NOUN
ajmri-4815	168	20	that	that	PRON
ajmri-4815	168	21	limit	limit	VERB
ajmri-4815	168	22	real	real	ADJ
ajmri-4815	168	23	estate	estate	NOUN
ajmri-4815	168	24	adoption	adoption	NOUN
ajmri-4815	168	25	of	of	ADP
ajmri-4815	168	26	ai	ai	PROPN
ajmri-4815	168	27	technology	technology	NOUN
ajmri-4815	168	28	.	.	PUNCT
ajmri-4815	169	1	dimopoulos	dimopoulos	PROPN
ajmri-4815	169	2	&	&	CCONJ
ajmri-4815	169	3	bakas	bakas	PROPN
ajmri-4815	169	4	(	(	PUNCT
ajmri-4815	169	5	2019	2019	NUM
ajmri-4815	169	6	)	)	PUNCT
ajmri-4815	169	7	identified	identify	VERB
ajmri-4815	169	8	that	that	SCONJ
ajmri-4815	169	9	even	even	ADV
ajmri-4815	169	10	though	though	SCONJ
ajmri-4815	169	11	ml	ml	NOUN
ajmri-4815	169	12	models	model	NOUN
ajmri-4815	169	13	perform	perform	VERB
ajmri-4815	169	14	accurately	accurately	ADV
ajmri-4815	169	15	,	,	PUNCT
ajmri-4815	169	16	they	they	PRON
ajmri-4815	169	17	have	have	VERB
ajmri-4815	169	18	limited	limit	VERB
ajmri-4815	169	19	transparency	transparency	NOUN
ajmri-4815	169	20	,	,	PUNCT
ajmri-4815	169	21	which	which	PRON
ajmri-4815	169	22	creates	create	VERB
ajmri-4815	169	23	doubts	doubt	NOUN
ajmri-4815	169	24	among	among	ADP
ajmri-4815	169	25	stakeholders	stakeholder	NOUN
ajmri-4815	169	26	.	.	PUNCT
ajmri-4815	170	1	according	accord	VERB
ajmri-4815	170	2	to	to	ADP
ajmri-4815	170	3	zurada	zurada	PROPN
ajmri-4815	170	4	et	et	PROPN
ajmri-4815	170	5	al	al	PROPN
ajmri-4815	170	6	.	.	PROPN
ajmri-4815	171	1	(	(	PUNCT
ajmri-4815	171	2	2011	2011	NUM
ajmri-4815	171	3	)	)	PUNCT
ajmri-4815	171	4	and	and	CCONJ
ajmri-4815	171	5	morano	morano	PROPN
ajmri-4815	171	6	et	et	PROPN
ajmri-4815	171	7	al	al	PROPN
ajmri-4815	171	8	.	.	PROPN
ajmri-4815	172	1	(	(	PUNCT
ajmri-4815	172	2	2018	2018	NUM
ajmri-4815	172	3	)	)	PUNCT
ajmri-4815	172	4	,	,	PUNCT
ajmri-4815	172	5	black	black	NOUN
ajmri-4815	172	6	-	-	PUNCT
ajmri-4815	172	7	box	box	NOUN
ajmri-4815	172	8	models	model	NOUN
ajmri-4815	172	9	raise	raise	VERB
ajmri-4815	172	10	interpretability	interpretability	NOUN
ajmri-4815	172	11	issues	issue	NOUN
ajmri-4815	172	12	;	;	PUNCT
ajmri-4815	172	13	thus	thus	ADV
ajmri-4815	172	14	,	,	PUNCT
ajmri-4815	172	15	shap	shap	NOUN
ajmri-4815	172	16	or	or	CCONJ
ajmri-4815	172	17	lime	lime	NOUN
ajmri-4815	172	18	techniques	technique	NOUN
ajmri-4815	172	19	should	should	AUX
ajmri-4815	172	20	be	be	AUX
ajmri-4815	172	21	integrated	integrate	VERB
ajmri-4815	172	22	for	for	ADP
ajmri-4815	172	23	enhanced	enhanced	ADJ
ajmri-4815	172	24	model	model	NOUN
ajmri-4815	172	25	clarity	clarity	NOUN
ajmri-4815	172	26	.	.	PUNCT
ajmri-4815	173	1	data	datum	NOUN
ajmri-4815	173	2	quality	quality	NOUN
ajmri-4815	173	3	and	and	CCONJ
ajmri-4815	173	4	heterogeneity	heterogeneity	NOUN
ajmri-4815	173	5	problems	problem	NOUN
ajmri-4815	173	6	constitute	constitute	VERB
ajmri-4815	173	7	significant	significant	ADJ
ajmri-4815	173	8	challenges	challenge	NOUN
ajmri-4815	173	9	in	in	ADP
ajmri-4815	173	10	real	real	ADJ
ajmri-4815	173	11	estate	estate	NOUN
ajmri-4815	173	12	operations	operation	NOUN
ajmri-4815	173	13	.	.	PUNCT
ajmri-4815	174	1	koch	koch	PROPN
ajmri-4815	174	2	et	et	PROPN
ajmri-4815	174	3	al	al	PROPN
ajmri-4815	174	4	.	.	PROPN
ajmri-4815	174	5	(	(	PUNCT
ajmri-4815	174	6	2020	2020	NUM
ajmri-4815	174	7	)	)	PUNCT
ajmri-4815	174	8	established	establish	VERB
ajmri-4815	174	9	that	that	SCONJ
ajmri-4815	174	10	variations	variation	NOUN
ajmri-4815	174	11	in	in	ADP
ajmri-4815	174	12	image	image	NOUN
ajmri-4815	174	13	quality	quality	NOUN
ajmri-4815	174	14	and	and	CCONJ
ajmri-4815	174	15	the	the	DET
ajmri-4815	174	16	absence	absence	NOUN
ajmri-4815	174	17	of	of	ADP
ajmri-4815	174	18	uniform	uniform	ADJ
ajmri-4815	174	19	spatial	spatial	ADJ
ajmri-4815	174	20	measurements	measurement	NOUN
ajmri-4815	174	21	across	across	ADP
ajmri-4815	174	22	different	different	ADJ
ajmri-4815	174	23	jurisdictions	jurisdiction	NOUN
ajmri-4815	174	24	negatively	negatively	ADV
ajmri-4815	174	25	affect	affect	VERB
ajmri-4815	174	26	image	image	NOUN
ajmri-4815	174	27	-	-	PUNCT
ajmri-4815	174	28	based	base	VERB
ajmri-4815	174	29	model	model	NOUN
ajmri-4815	174	30	performance	performance	NOUN
ajmri-4815	174	31	.	.	PUNCT
ajmri-4815	175	1	model	model	NOUN
ajmri-4815	175	2	generalisation	generalisation	NOUN
ajmri-4815	175	3	and	and	CCONJ
ajmri-4815	175	4	crosscountry	crosscountry	PROPN
ajmri-4815	175	5	implementation	implementation	NOUN
ajmri-4815	175	6	depend	depend	VERB
ajmri-4815	175	7	on	on	ADP
ajmri-4815	175	8	standardising	standardise	VERB
ajmri-4815	175	9	input	input	NOUN
ajmri-4815	175	10	variables	variable	NOUN
ajmri-4815	175	11	across	across	ADP
ajmri-4815	175	12	platforms	platform	NOUN
ajmri-4815	175	13	,	,	PUNCT
ajmri-4815	175	14	according	accord	VERB
ajmri-4815	175	15	to	to	ADP
ajmri-4815	175	16	vargas	vargas	NOUN
ajmri-4815	175	17	-	-	PUNCT
ajmri-4815	175	18	calderón	calderón	NOUN
ajmri-4815	175	19	and	and	CCONJ
ajmri-4815	175	20	camargo	camargo	PROPN
ajmri-4815	175	21	(	(	PUNCT
ajmri-4815	175	22	2020	2020	NUM
ajmri-4815	175	23	)	)	PUNCT
ajmri-4815	175	24	.	.	PUNCT
ajmri-4815	176	1	ullah	ullah	PROPN
ajmri-4815	176	2	et	et	PROPN
ajmri-4815	176	3	al	al	PROPN
ajmri-4815	176	4	.	.	PROPN
ajmri-4815	176	5	's	's	PART
ajmri-4815	176	6	(	(	PUNCT
ajmri-4815	176	7	2018	2018	NUM
ajmri-4815	176	8	)	)	PUNCT
ajmri-4815	176	9	research	research	NOUN
ajmri-4815	176	10	and	and	CCONJ
ajmri-4815	176	11	xu	xu	PROPN
ajmri-4815	176	12	and	and	CCONJ
ajmri-4815	176	13	nguyen	nguyen	PROPN
ajmri-4815	176	14	's	's	PART
ajmri-4815	176	15	(	(	PUNCT
ajmri-4815	176	16	2022	2022	NUM
ajmri-4815	176	17	)	)	PUNCT
ajmri-4815	176	18	research	research	NOUN
ajmri-4815	176	19	raised	raise	VERB
ajmri-4815	176	20	privacy	privacy	NOUN
ajmri-4815	176	21	issues	issue	NOUN
ajmri-4815	176	22	and	and	CCONJ
ajmri-4815	176	23	computational	computational	ADJ
ajmri-4815	176	24	expense	expense	NOUN
ajmri-4815	176	25	concerns	concern	NOUN
ajmri-4815	176	26	during	during	ADP
ajmri-4815	176	27	cloud	cloud	ADJ
ajmri-4815	176	28	deployment	deployment	NOUN
ajmri-4815	176	29	of	of	ADP
ajmri-4815	176	30	solutions	solution	NOUN
ajmri-4815	176	31	or	or	CCONJ
ajmri-4815	176	32	handling	handle	VERB
ajmri-4815	176	33	user	user	NOUN
ajmri-4815	176	34	data	datum	NOUN
ajmri-4815	176	35	.	.	PUNCT
ajmri-4815	177	1	the	the	DET
ajmri-4815	177	2	studies	study	NOUN
ajmri-4815	177	3	show	show	VERB
ajmri-4815	177	4	a	a	DET
ajmri-4815	177	5	need	need	NOUN
ajmri-4815	177	6	for	for	ADP
ajmri-4815	177	7	powerful	powerful	ADJ
ajmri-4815	177	8	regulations	regulation	NOUN
ajmri-4815	177	9	and	and	CCONJ
ajmri-4815	177	10	cost	cost	NOUN
ajmri-4815	177	11	optimisation	optimisation	NOUN
ajmri-4815	177	12	approaches	approach	NOUN
ajmri-4815	177	13	to	to	PART
ajmri-4815	177	14	make	make	VERB
ajmri-4815	177	15	ai	ai	VERB
ajmri-4815	177	16	expansion	expansion	NOUN
ajmri-4815	177	17	successful	successful	ADJ
ajmri-4815	177	18	.	.	PUNCT
ajmri-4815	178	1	according	accord	VERB
ajmri-4815	178	2	to	to	ADP
ajmri-4815	178	3	the	the	DET
ajmri-4815	178	4	reviewed	review	VERB
ajmri-4815	178	5	studies	study	NOUN
ajmri-4815	178	6	,	,	PUNCT
ajmri-4815	178	7	ai	ai	VERB
ajmri-4815	178	8	/	/	SYM
ajmri-4815	178	9	ml	ml	NOUN
ajmri-4815	178	10	models	model	NOUN
ajmri-4815	178	11	produce	produce	VERB
ajmri-4815	178	12	better	well	ADJ
ajmri-4815	178	13	results	result	NOUN
ajmri-4815	178	14	for	for	ADP
ajmri-4815	178	15	property	property	NOUN
ajmri-4815	178	16	price	price	NOUN
ajmri-4815	178	17	prediction	prediction	NOUN
ajmri-4815	178	18	through	through	ADP
ajmri-4815	178	19	superior	superior	ADJ
ajmri-4815	178	20	performance	performance	NOUN
ajmri-4815	178	21	than	than	ADP
ajmri-4815	178	22	traditional	traditional	ADJ
ajmri-4815	178	23	approaches	approach	NOUN
ajmri-4815	178	24	evaluated	evaluate	VERB
ajmri-4815	178	25	on	on	ADP
ajmri-4815	178	26	rmse	rmse	PROPN
ajmri-4815	178	27	,	,	PUNCT
ajmri-4815	178	28	mae	mae	PROPN
ajmri-4815	178	29	,	,	PUNCT
ajmri-4815	178	30	and	and	CCONJ
ajmri-4815	178	31	r²	r²	NOUN
ajmri-4815	178	32	metrics	metric	NOUN
ajmri-4815	178	33	.	.	PUNCT
ajmri-4815	179	1	the	the	DET
ajmri-4815	179	2	valuation	valuation	NOUN
ajmri-4815	179	3	accuracy	accuracy	NOUN
ajmri-4815	179	4	leader	leader	NOUN
ajmri-4815	179	5	belongs	belong	VERB
ajmri-4815	179	6	to	to	ADP
ajmri-4815	179	7	ensemble	ensemble	VERB
ajmri-4815	179	8	learning	learning	NOUN
ajmri-4815	179	9	and	and	CCONJ
ajmri-4815	179	10	treebased	treebased	ADJ
ajmri-4815	179	11	models	model	NOUN
ajmri-4815	179	12	,	,	PUNCT
ajmri-4815	179	13	yet	yet	CCONJ
ajmri-4815	179	14	spatial	spatial	ADJ
ajmri-4815	179	15	,	,	PUNCT
ajmri-4815	179	16	image	image	NOUN
ajmri-4815	179	17	-	-	PUNCT
ajmri-4815	179	18	based	base	VERB
ajmri-4815	179	19	,	,	PUNCT
ajmri-4815	179	20	and	and	CCONJ
ajmri-4815	179	21	esgintegrated	esgintegrated	ADJ
ajmri-4815	179	22	models	model	NOUN
ajmri-4815	179	23	provide	provide	VERB
ajmri-4815	179	24	promising	promise	VERB
ajmri-4815	179	25	new	new	ADJ
ajmri-4815	179	26	avenues	avenue	NOUN
ajmri-4815	179	27	toward	toward	ADP
ajmri-4815	179	28	understandable	understandable	ADJ
ajmri-4815	179	29	decisions	decision	NOUN
ajmri-4815	179	30	.	.	PUNCT
ajmri-4815	180	1	according	accord	VERB
ajmri-4815	180	2	to	to	ADP
ajmri-4815	180	3	recent	recent	ADJ
ajmri-4815	180	4	literature	literature	NOUN
ajmri-4815	180	5	research	research	NOUN
ajmri-4815	180	6	,	,	PUNCT
ajmri-4815	180	7	technological	technological	ADJ
ajmri-4815	180	8	advancements	advancement	NOUN
ajmri-4815	180	9	,	,	PUNCT
ajmri-4815	180	10	rising	rise	VERB
ajmri-4815	180	11	computer	computer	NOUN
ajmri-4815	180	12	processing	processing	NOUN
ajmri-4815	180	13	capabilities	capability	NOUN
ajmri-4815	180	14	,	,	PUNCT
ajmri-4815	180	15	and	and	CCONJ
ajmri-4815	180	16	the	the	DET
ajmri-4815	180	17	real	real	ADJ
ajmri-4815	180	18	estate	estate	NOUN
ajmri-4815	180	19	industry	industry	NOUN
ajmri-4815	180	20	needs	need	VERB
ajmri-4815	180	21	enable	enable	VERB
ajmri-4815	180	22	the	the	DET
ajmri-4815	180	23	quick	quick	ADJ
ajmri-4815	180	24	adoption	adoption	NOUN
ajmri-4815	180	25	of	of	ADP
ajmri-4815	180	26	ai	ai	ADJ
ajmri-4815	180	27	solutions	solution	NOUN
ajmri-4815	180	28	with	with	ADP
ajmri-4815	180	29	numerous	numerous	ADJ
ajmri-4815	180	30	available	available	ADJ
ajmri-4815	180	31	data	datum	NOUN
ajmri-4815	180	32	sources	source	NOUN
ajmri-4815	180	33	.	.	PUNCT
ajmri-4815	181	1	discussion	discussion	NOUN
ajmri-4815	181	2	comparison	comparison	NOUN
ajmri-4815	181	3	of	of	ADP
ajmri-4815	181	4	ai	ai	NOUN
ajmri-4815	181	5	/	/	SYM
ajmri-4815	181	6	ml	ml	NOUN
ajmri-4815	181	7	and	and	CCONJ
ajmri-4815	181	8	traditional	traditional	ADJ
ajmri-4815	181	9	property	property	NOUN
ajmri-4815	181	10	valuation	valuation	NOUN
ajmri-4815	181	11	techniques	technique	NOUN
ajmri-4815	181	12	ai	ai	VERB
ajmri-4815	181	13	/	/	SYM
ajmri-4815	181	14	ml	ml	NOUN
ajmri-4815	181	15	-	-	PUNCT
ajmri-4815	181	16	based	base	VERB
ajmri-4815	181	17	valuation	valuation	NOUN
ajmri-4815	181	18	technologies	technology	NOUN
ajmri-4815	181	19	effectively	effectively	ADV
ajmri-4815	181	20	exceed	exceed	VERB
ajmri-4815	181	21	traditional	traditional	ADJ
ajmri-4815	181	22	valuation	valuation	NOUN
ajmri-4815	181	23	solutions	solution	NOUN
ajmri-4815	181	24	consisting	consist	VERB
ajmri-4815	181	25	of	of	ADP
ajmri-4815	181	26	regression	regression	NOUN
ajmri-4815	181	27	analysis	analysis	NOUN
ajmri-4815	181	28	and	and	CCONJ
ajmri-4815	181	29	appraisal	appraisal	NOUN
ajmri-4815	181	30	heuristics	heuristic	NOUN
ajmri-4815	181	31	,	,	PUNCT
ajmri-4815	181	32	accompanied	accompany	VERB
ajmri-4815	181	33	by	by	ADP
ajmri-4815	181	34	hedonic	hedonic	ADJ
ajmri-4815	181	35	pricing	pricing	NOUN
ajmri-4815	181	36	models	model	NOUN
ajmri-4815	181	37	.	.	PUNCT
ajmri-4815	182	1	ai	ai	NOUN
ajmri-4815	182	2	models	model	NOUN
ajmri-4815	182	3	demonstrate	demonstrate	VERB
ajmri-4815	182	4	superior	superior	ADJ
ajmri-4815	182	5	predictive	predictive	ADJ
ajmri-4815	182	6	ability	ability	NOUN
ajmri-4815	182	7	by	by	ADP
ajmri-4815	182	8	detecting	detect	VERB
ajmri-4815	182	9	nonlinear	nonlinear	ADJ
ajmri-4815	182	10	patterns	pattern	NOUN
ajmri-4815	182	11	and	and	CCONJ
ajmri-4815	182	12	enhancing	enhance	VERB
ajmri-4815	182	13	accuracy	accuracy	NOUN
ajmri-4815	182	14	levels	level	NOUN
ajmri-4815	182	15	through	through	ADP
ajmri-4815	182	16	continuous	continuous	ADJ
ajmri-4815	182	17	algorithm	algorithm	NOUN
ajmri-4815	182	18	adaptation	adaptation	NOUN
ajmri-4815	182	19	.	.	PUNCT
ajmri-4815	183	1	the	the	DET
ajmri-4815	183	2	gradient	gradient	NOUN
ajmri-4815	183	3	boosting	boost	VERB
ajmri-4815	183	4	regressor	regressor	NOUN
ajmri-4815	183	5	model	model	NOUN
ajmri-4815	183	6	demonstrated	demonstrate	VERB
ajmri-4815	183	7	better	well	ADJ
ajmri-4815	183	8	accuracy	accuracy	NOUN
ajmri-4815	183	9	statistics	statistic	NOUN
ajmri-4815	183	10	compared	compare	VERB
ajmri-4815	183	11	to	to	ADP
ajmri-4815	183	12	linear	linear	PROPN
ajmri-4815	183	13	regression	regression	NOUN
ajmri-4815	183	14	,	,	PUNCT
ajmri-4815	183	15	which	which	PRON
ajmri-4815	183	16	enhanced	enhance	VERB
ajmri-4815	183	17	residential	residential	ADJ
ajmri-4815	183	18	property	property	NOUN
ajmri-4815	183	19	price	price	NOUN
ajmri-4815	183	20	prediction	prediction	NOUN
ajmri-4815	183	21	accuracy	accuracy	NOUN
ajmri-4815	183	22	,	,	PUNCT
ajmri-4815	183	23	according	accord	VERB
ajmri-4815	183	24	to	to	ADP
ajmri-4815	183	25	pastukh	pastukh	NOUN
ajmri-4815	183	26	and	and	CCONJ
ajmri-4815	183	27	khomyshyn	khomyshyn	PROPN
ajmri-4815	183	28	(	(	PUNCT
ajmri-4815	183	29	2025	2025	NUM
ajmri-4815	183	30	)	)	PUNCT
ajmri-4815	183	31	.	.	PUNCT
ajmri-4815	184	1	the	the	DET
ajmri-4815	184	2	xgboost	xgboost	PROPN
ajmri-4815	184	3	algorithm	algorithm	PROPN
ajmri-4815	184	4	demonstrated	demonstrate	VERB
ajmri-4815	184	5	improved	improved	ADJ
ajmri-4815	184	6	market	market	NOUN
ajmri-4815	184	7	performance	performance	NOUN
ajmri-4815	184	8	for	for	ADP
ajmri-4815	184	9	suburban	suburban	ADJ
ajmri-4815	184	10	pricing	pricing	NOUN
ajmri-4815	184	11	markets	market	NOUN
ajmri-4815	184	12	by	by	ADP
ajmri-4815	184	13	extracting	extract	VERB
ajmri-4815	184	14	precise	precise	ADJ
ajmri-4815	184	15	pricing	pricing	NOUN
ajmri-4815	184	16	influences	influence	NOUN
ajmri-4815	184	17	at	at	ADP
ajmri-4815	184	18	local	local	ADJ
ajmri-4815	184	19	levels	level	NOUN
ajmri-4815	184	20	,	,	PUNCT
ajmri-4815	184	21	according	accord	VERB
ajmri-4815	184	22	pa	pa	PROPN
ajmri-4815	184	23	ge	ge	PROPN
ajmri-4815	184	24	16	16	NUM
ajmri-4815	184	25	https://journals.e-palli.com/home/index.php/ajmri	https://journals.e-palli.com/home/index.php/ajmri	PROPN
ajmri-4815	184	26	am	am	NOUN
ajmri-4815	184	27	.	.	PUNCT
ajmri-4815	185	1	j.	j.	PROPN
ajmri-4815	185	2	multidis	multidis	PROPN
ajmri-4815	185	3	.	.	PUNCT
ajmri-4815	186	1	res	re	NOUN
ajmri-4815	186	2	.	.	PUNCT
ajmri-4815	187	1	innov	innov	PROPN
ajmri-4815	187	2	.	.	PUNCT
ajmri-4815	188	1	4(5	4(5	NUM
ajmri-4815	188	2	)	)	PUNCT
ajmri-4815	188	3	10	10	NUM
ajmri-4815	188	4	-	-	SYM
ajmri-4815	188	5	21	21	NUM
ajmri-4815	188	6	,	,	PUNCT
ajmri-4815	188	7	2025	2025	NUM
ajmri-4815	189	1	to	to	PART
ajmri-4815	189	2	xu	xu	PROPN
ajmri-4815	189	3	and	and	CCONJ
ajmri-4815	189	4	nguyen	nguyen	NOUN
ajmri-4815	189	5	(	(	PUNCT
ajmri-4815	189	6	2022	2022	NUM
ajmri-4815	189	7	)	)	PUNCT
ajmri-4815	189	8	.	.	PUNCT
ajmri-4815	190	1	zurada	zurada	PROPN
ajmri-4815	190	2	et	et	PROPN
ajmri-4815	190	3	al	al	PROPN
ajmri-4815	190	4	.	.	PROPN
ajmri-4815	190	5	(	(	PUNCT
ajmri-4815	190	6	2011	2011	NUM
ajmri-4815	190	7	)	)	PUNCT
ajmri-4815	190	8	and	and	CCONJ
ajmri-4815	190	9	dimopoulos	dimopoulos	PROPN
ajmri-4815	190	10	&	&	CCONJ
ajmri-4815	190	11	bakas	bakas	PROPN
ajmri-4815	190	12	(	(	PUNCT
ajmri-4815	190	13	2019	2019	NUM
ajmri-4815	190	14	)	)	PUNCT
ajmri-4815	190	15	supported	support	VERB
ajmri-4815	190	16	previous	previous	ADJ
ajmri-4815	190	17	research	research	NOUN
ajmri-4815	190	18	by	by	ADP
ajmri-4815	190	19	illustrating	illustrate	VERB
ajmri-4815	190	20	that	that	PRON
ajmri-4815	190	21	artificial	artificial	ADJ
ajmri-4815	190	22	intelligence	intelligence	NOUN
ajmri-4815	190	23	models	model	NOUN
ajmri-4815	190	24	exceed	exceed	VERB
ajmri-4815	190	25	traditional	traditional	ADJ
ajmri-4815	190	26	regression	regression	NOUN
ajmri-4815	190	27	in	in	ADP
ajmri-4815	190	28	handling	handle	VERB
ajmri-4815	190	29	heterogeneous	heterogeneous	ADJ
ajmri-4815	190	30	datasets	dataset	NOUN
ajmri-4815	190	31	while	while	SCONJ
ajmri-4815	190	32	managing	manage	VERB
ajmri-4815	190	33	outliers	outlier	NOUN
ajmri-4815	190	34	more	more	ADV
ajmri-4815	190	35	proficiently	proficiently	ADV
ajmri-4815	190	36	.	.	PUNCT
ajmri-4815	191	1	the	the	DET
ajmri-4815	191	2	models	model	NOUN
ajmri-4815	191	3	successfully	successfully	ADV
ajmri-4815	191	4	integrate	integrate	VERB
ajmri-4815	191	5	high	high	ADJ
ajmri-4815	191	6	-	-	PUNCT
ajmri-4815	191	7	dimensional	dimensional	ADJ
ajmri-4815	191	8	datasets	dataset	NOUN
ajmri-4815	191	9	comprising	comprise	VERB
ajmri-4815	191	10	spatial	spatial	ADJ
ajmri-4815	191	11	data	datum	NOUN
ajmri-4815	191	12	with	with	ADP
ajmri-4815	191	13	visual	visual	ADJ
ajmri-4815	191	14	,	,	PUNCT
ajmri-4815	191	15	economic	economic	ADJ
ajmri-4815	191	16	,	,	PUNCT
ajmri-4815	191	17	and	and	CCONJ
ajmri-4815	191	18	temporal	temporal	ADJ
ajmri-4815	191	19	features	feature	NOUN
ajmri-4815	191	20	,	,	PUNCT
ajmri-4815	191	21	yet	yet	CCONJ
ajmri-4815	191	22	traditional	traditional	ADJ
ajmri-4815	191	23	approaches	approach	NOUN
ajmri-4815	191	24	find	find	VERB
ajmri-4815	191	25	it	it	PRON
ajmri-4815	191	26	difficult	difficult	ADJ
ajmri-4815	191	27	.	.	PUNCT
ajmri-4815	192	1	ai	ai	VERB
ajmri-4815	192	2	's	's	PART
ajmri-4815	192	3	ability	ability	NOUN
ajmri-4815	192	4	to	to	PART
ajmri-4815	192	5	operate	operate	VERB
ajmri-4815	192	6	in	in	ADP
ajmri-4815	192	7	quickly	quickly	ADV
ajmri-4815	192	8	changing	change	VERB
ajmri-4815	192	9	markets	market	NOUN
ajmri-4815	192	10	and	and	CCONJ
ajmri-4815	192	11	challenging	challenge	VERB
ajmri-4815	192	12	urban	urban	ADJ
ajmri-4815	192	13	areas	area	NOUN
ajmri-4815	192	14	where	where	SCONJ
ajmri-4815	192	15	pricing	pricing	NOUN
ajmri-4815	192	16	factors	factor	NOUN
ajmri-4815	192	17	evolve	evolve	VERB
ajmri-4815	192	18	continually	continually	ADV
ajmri-4815	192	19	becomes	become	VERB
ajmri-4815	192	20	valuable	valuable	ADJ
ajmri-4815	192	21	.	.	PUNCT
ajmri-4815	193	1	the	the	DET
ajmri-4815	193	2	broad	broad	ADJ
ajmri-4815	193	3	adoption	adoption	NOUN
ajmri-4815	193	4	of	of	ADP
ajmri-4815	193	5	ai	ai	ADJ
ajmri-4815	193	6	-	-	PUNCT
ajmri-4815	193	7	driven	drive	VERB
ajmri-4815	193	8	mass	mass	NOUN
ajmri-4815	193	9	appraisal	appraisal	NOUN
ajmri-4815	193	10	tools	tool	NOUN
ajmri-4815	193	11	at	at	ADP
ajmri-4815	193	12	tatweer	tatweer	PROPN
ajmri-4815	193	13	real	real	ADJ
ajmri-4815	193	14	estate	estate	NOUN
ajmri-4815	193	15	company	company	NOUN
ajmri-4815	193	16	is	be	AUX
ajmri-4815	193	17	an	an	DET
ajmri-4815	193	18	alternative	alternative	ADJ
ajmri-4815	193	19	approach	approach	NOUN
ajmri-4815	193	20	to	to	PART
ajmri-4815	193	21	replace	replace	VERB
ajmri-4815	193	22	the	the	DET
ajmri-4815	193	23	conventional	conventional	ADJ
ajmri-4815	193	24	manual	manual	ADJ
ajmri-4815	193	25	hedonic	hedonic	ADJ
ajmri-4815	193	26	pricing	pricing	NOUN
ajmri-4815	193	27	models	model	NOUN
ajmri-4815	193	28	that	that	PRON
ajmri-4815	193	29	dammam	dammam	PROPN
ajmri-4815	193	30	and	and	CCONJ
ajmri-4815	193	31	jeddah	jeddah	PROPN
ajmri-4815	193	32	had	have	AUX
ajmri-4815	193	33	relied	rely	VERB
ajmri-4815	193	34	upon	upon	SCONJ
ajmri-4815	193	35	historically	historically	ADV
ajmri-4815	193	36	.	.	PUNCT
ajmri-4815	194	1	the	the	DET
ajmri-4815	194	2	random	random	ADJ
ajmri-4815	194	3	forest	forest	NOUN
ajmri-4815	194	4	ensemble	ensemble	PROPN
ajmri-4815	194	5	model	model	NOUN
ajmri-4815	194	6	serves	serve	VERB
ajmri-4815	194	7	as	as	ADP
ajmri-4815	194	8	a	a	DET
ajmri-4815	194	9	current	current	ADJ
ajmri-4815	194	10	evaluation	evaluation	NOUN
ajmri-4815	194	11	mechanism	mechanism	NOUN
ajmri-4815	194	12	to	to	PART
ajmri-4815	194	13	determine	determine	VERB
ajmri-4815	194	14	how	how	SCONJ
ajmri-4815	194	15	geospatial	geospatial	ADJ
ajmri-4815	194	16	and	and	CCONJ
ajmri-4815	194	17	environmental	environmental	ADJ
ajmri-4815	194	18	factors	factor	NOUN
ajmri-4815	194	19	should	should	AUX
ajmri-4815	194	20	be	be	AUX
ajmri-4815	194	21	merged	merge	VERB
ajmri-4815	194	22	into	into	ADP
ajmri-4815	194	23	land	land	NOUN
ajmri-4815	194	24	valuation	valuation	NOUN
ajmri-4815	194	25	processes	process	NOUN
ajmri-4815	194	26	for	for	ADP
ajmri-4815	194	27	riyadh	riyadh	PROPN
ajmri-4815	194	28	's	's	PART
ajmri-4815	194	29	king	king	NOUN
ajmri-4815	194	30	salman	salman	PROPN
ajmri-4815	194	31	park	park	PROPN
ajmri-4815	194	32	project	project	PROPN
ajmri-4815	194	33	(	(	PUNCT
ajmri-4815	194	34	khalid	khalid	PROPN
ajmri-4815	194	35	,	,	PUNCT
ajmri-4815	194	36	n.d	n.d	PROPN
ajmri-4815	194	37	.	.	PROPN
ajmri-4815	194	38	)	)	PUNCT
ajmri-4815	194	39	.	.	PUNCT
ajmri-4815	195	1	implications	implication	NOUN
ajmri-4815	195	2	for	for	ADP
ajmri-4815	195	3	real	real	ADJ
ajmri-4815	195	4	estate	estate	NOUN
ajmri-4815	195	5	investment	investment	NOUN
ajmri-4815	195	6	and	and	CCONJ
ajmri-4815	195	7	decision	decision	NOUN
ajmri-4815	195	8	-	-	PUNCT
ajmri-4815	195	9	making	making	NOUN
ajmri-4815	195	10	because	because	SCONJ
ajmri-4815	195	11	of	of	ADP
ajmri-4815	195	12	their	their	PRON
ajmri-4815	195	13	predictive	predictive	ADJ
ajmri-4815	195	14	abilities	ability	NOUN
ajmri-4815	195	15	,	,	PUNCT
ajmri-4815	195	16	real	real	ADJ
ajmri-4815	195	17	estate	estate	NOUN
ajmri-4815	195	18	stakeholders	stakeholder	NOUN
ajmri-4815	195	19	receive	receive	VERB
ajmri-4815	195	20	essential	essential	ADJ
ajmri-4815	195	21	decision	decision	NOUN
ajmri-4815	195	22	-	-	PUNCT
ajmri-4815	195	23	making	make	VERB
ajmri-4815	195	24	tools	tool	NOUN
ajmri-4815	195	25	from	from	ADP
ajmri-4815	195	26	ai	ai	NOUN
ajmri-4815	195	27	and	and	CCONJ
ajmri-4815	195	28	ml	ml	NOUN
ajmri-4815	195	29	models	model	NOUN
ajmri-4815	195	30	.	.	PUNCT
ajmri-4815	196	1	ai	ai	AUX
ajmri-4815	196	2	technology	technology	NOUN
ajmri-4815	196	3	allows	allow	VERB
ajmri-4815	196	4	entities	entity	NOUN
ajmri-4815	196	5	to	to	PART
ajmri-4815	196	6	achieve	achieve	VERB
ajmri-4815	196	7	instantaneous	instantaneous	ADJ
ajmri-4815	196	8	forecasting	forecasting	NOUN
ajmri-4815	196	9	capabilities	capability	NOUN
ajmri-4815	196	10	,	,	PUNCT
ajmri-4815	196	11	and	and	CCONJ
ajmri-4815	196	12	they	they	PRON
ajmri-4815	196	13	run	run	VERB
ajmri-4815	196	14	investment	investment	NOUN
ajmri-4815	196	15	scenario	scenario	NOUN
ajmri-4815	196	16	tests	test	VERB
ajmri-4815	196	17	together	together	ADV
ajmri-4815	196	18	with	with	ADP
ajmri-4815	196	19	portfolio	portfolio	NOUN
ajmri-4815	196	20	optimisation	optimisation	NOUN
ajmri-4815	196	21	functions	function	NOUN
ajmri-4815	196	22	.	.	PUNCT
ajmri-4815	197	1	market	market	NOUN
ajmri-4815	197	2	-	-	PUNCT
ajmri-4815	197	3	trend	trend	NOUN
ajmri-4815	197	4	predictions	prediction	NOUN
ajmri-4815	197	5	and	and	CCONJ
ajmri-4815	197	6	analysis	analysis	NOUN
ajmri-4815	197	7	of	of	ADP
ajmri-4815	197	8	entire	entire	ADJ
ajmri-4815	197	9	market	market	NOUN
ajmri-4815	197	10	shifts	shift	NOUN
ajmri-4815	197	11	enable	enable	VERB
ajmri-4815	197	12	more	more	ADV
ajmri-4815	197	13	effective	effective	ADJ
ajmri-4815	197	14	investment	investment	NOUN
ajmri-4815	197	15	choices	choice	NOUN
ajmri-4815	197	16	.	.	PUNCT
ajmri-4815	198	1	ai	ai	VERB
ajmri-4815	198	2	technology	technology	NOUN
ajmri-4815	198	3	provides	provide	VERB
ajmri-4815	198	4	additional	additional	ADJ
ajmri-4815	198	5	value	value	NOUN
ajmri-4815	198	6	for	for	ADP
ajmri-4815	198	7	real	real	ADJ
ajmri-4815	198	8	estate	estate	NOUN
ajmri-4815	198	9	investment	investment	NOUN
ajmri-4815	198	10	analysis	analysis	NOUN
ajmri-4815	198	11	,	,	PUNCT
ajmri-4815	198	12	whereas	whereas	SCONJ
ajmri-4815	198	13	pricing	pricing	NOUN
ajmri-4815	198	14	prediction	prediction	NOUN
ajmri-4815	198	15	represents	represent	VERB
ajmri-4815	198	16	just	just	ADV
ajmri-4815	198	17	one	one	NUM
ajmri-4815	198	18	facet	facet	NOUN
ajmri-4815	198	19	of	of	ADP
ajmri-4815	198	20	its	its	PRON
ajmri-4815	198	21	contributions	contribution	NOUN
ajmri-4815	198	22	.	.	PUNCT
ajmri-4815	199	1	ai	ai	VERB
ajmri-4815	199	2	models	model	NOUN
ajmri-4815	199	3	enable	enable	VERB
ajmri-4815	199	4	forecast	forecast	NOUN
ajmri-4815	199	5	prediction	prediction	NOUN
ajmri-4815	199	6	for	for	ADP
ajmri-4815	199	7	market	market	NOUN
ajmri-4815	199	8	demand	demand	NOUN
ajmri-4815	199	9	while	while	SCONJ
ajmri-4815	199	10	aiding	aid	VERB
ajmri-4815	199	11	rental	rental	ADJ
ajmri-4815	199	12	yield	yield	NOUN
ajmri-4815	199	13	projections	projection	NOUN
ajmri-4815	199	14	and	and	CCONJ
ajmri-4815	199	15	project	project	NOUN
ajmri-4815	199	16	development	development	NOUN
ajmri-4815	199	17	analysis	analysis	NOUN
ajmri-4815	199	18	.	.	PUNCT
ajmri-4815	200	1	ai	ai	VERB
ajmri-4815	200	2	now	now	ADV
ajmri-4815	200	3	functions	function	NOUN
ajmri-4815	200	4	as	as	ADP
ajmri-4815	200	5	a	a	DET
ajmri-4815	200	6	strategic	strategic	ADJ
ajmri-4815	200	7	companion	companion	NOUN
ajmri-4815	200	8	that	that	PRON
ajmri-4815	200	9	goes	go	VERB
ajmri-4815	200	10	beyond	beyond	ADP
ajmri-4815	200	11	technical	technical	ADJ
ajmri-4815	200	12	purposes	purpose	NOUN
ajmri-4815	200	13	to	to	PART
ajmri-4815	200	14	support	support	VERB
ajmri-4815	200	15	real	real	ADJ
ajmri-4815	200	16	estate	estate	NOUN
ajmri-4815	200	17	decisions	decision	NOUN
ajmri-4815	200	18	.	.	PUNCT
ajmri-4815	201	1	the	the	DET
ajmri-4815	201	2	real	real	ADJ
ajmri-4815	201	3	estate	estate	NOUN
ajmri-4815	201	4	general	general	ADJ
ajmri-4815	201	5	authority	authority	NOUN
ajmri-4815	201	6	(	(	PUNCT
ajmri-4815	201	7	rega	rega	NOUN
ajmri-4815	201	8	)	)	PUNCT
ajmri-4815	201	9	of	of	ADP
ajmri-4815	201	10	saudi	saudi	PROPN
ajmri-4815	201	11	arabia	arabia	PROPN
ajmri-4815	201	12	started	start	VERB
ajmri-4815	201	13	using	use	VERB
ajmri-4815	201	14	market	market	NOUN
ajmri-4815	201	15	forecasting	forecasting	NOUN
ajmri-4815	201	16	tools	tool	NOUN
ajmri-4815	201	17	based	base	VERB
ajmri-4815	201	18	on	on	ADP
ajmri-4815	201	19	ml	ml	ADP
ajmri-4815	201	20	technology	technology	NOUN
ajmri-4815	201	21	for	for	ADP
ajmri-4815	201	22	reit	reit	PROPN
ajmri-4815	201	23	(	(	PUNCT
ajmri-4815	201	24	real	real	ADJ
ajmri-4815	201	25	estate	estate	NOUN
ajmri-4815	201	26	investment	investment	NOUN
ajmri-4815	201	27	trust	trust	NOUN
ajmri-4815	201	28	)	)	PUNCT
ajmri-4815	201	29	risk	risk	NOUN
ajmri-4815	201	30	management	management	NOUN
ajmri-4815	201	31	solutions	solution	NOUN
ajmri-4815	201	32	.	.	PUNCT
ajmri-4815	202	1	the	the	DET
ajmri-4815	202	2	combination	combination	NOUN
ajmri-4815	202	3	of	of	ADP
ajmri-4815	202	4	predictive	predictive	ADJ
ajmri-4815	202	5	analytics	analytic	NOUN
ajmri-4815	202	6	helps	help	VERB
ajmri-4815	202	7	saudi	saudi	ADJ
ajmri-4815	202	8	arabian	arabian	ADJ
ajmri-4815	202	9	researchers	researcher	NOUN
ajmri-4815	202	10	forecast	forecast	VERB
ajmri-4815	202	11	housing	housing	NOUN
ajmri-4815	202	12	demand	demand	NOUN
ajmri-4815	202	13	patterns	pattern	NOUN
ajmri-4815	202	14	for	for	ADP
ajmri-4815	202	15	suburbs	suburb	NOUN
ajmri-4815	202	16	in	in	ADP
ajmri-4815	202	17	riyadh	riyadh	PROPN
ajmri-4815	202	18	and	and	CCONJ
ajmri-4815	202	19	mecca	mecca	PROPN
ajmri-4815	202	20	by	by	ADP
ajmri-4815	202	21	analysing	analyse	VERB
ajmri-4815	202	22	mortgage	mortgage	NOUN
ajmri-4815	202	23	rates	rate	NOUN
ajmri-4815	202	24	,	,	PUNCT
ajmri-4815	202	25	population	population	NOUN
ajmri-4815	202	26	dynamics	dynamic	NOUN
ajmri-4815	202	27	,	,	PUNCT
ajmri-4815	202	28	and	and	CCONJ
ajmri-4815	202	29	energy	energy	NOUN
ajmri-4815	202	30	utilisation	utilisation	NOUN
ajmri-4815	202	31	data	datum	NOUN
ajmri-4815	202	32	(	(	PUNCT
ajmri-4815	202	33	alanzi	alanzi	NOUN
ajmri-4815	202	34	,	,	PUNCT
ajmri-4815	202	35	2023	2023	NUM
ajmri-4815	202	36	)	)	PUNCT
ajmri-4815	202	37	.	.	PUNCT
ajmri-4815	203	1	fraud	fraud	NOUN
ajmri-4815	203	2	detection	detection	NOUN
ajmri-4815	203	3	and	and	CCONJ
ajmri-4815	203	4	risk	risk	NOUN
ajmri-4815	203	5	management	management	NOUN
ajmri-4815	203	6	real	real	ADJ
ajmri-4815	203	7	estate	estate	NOUN
ajmri-4815	203	8	companies	company	NOUN
ajmri-4815	203	9	utilise	utilise	VERB
ajmri-4815	203	10	ai	ai	PRON
ajmri-4815	203	11	technology	technology	NOUN
ajmri-4815	203	12	mainly	mainly	ADV
ajmri-4815	203	13	to	to	PART
ajmri-4815	203	14	detect	detect	VERB
ajmri-4815	203	15	fraud	fraud	NOUN
ajmri-4815	203	16	cases	case	NOUN
ajmri-4815	203	17	while	while	SCONJ
ajmri-4815	203	18	reducing	reduce	VERB
ajmri-4815	203	19	associated	associated	ADJ
ajmri-4815	203	20	risks	risk	NOUN
ajmri-4815	203	21	.	.	PUNCT
ajmri-4815	204	1	real	real	ADJ
ajmri-4815	204	2	estate	estate	NOUN
ajmri-4815	204	3	transactions	transaction	NOUN
ajmri-4815	204	4	face	face	VERB
ajmri-4815	204	5	threats	threat	NOUN
ajmri-4815	204	6	from	from	ADP
ajmri-4815	204	7	problematic	problematic	ADJ
ajmri-4815	204	8	behaviours	behaviour	NOUN
ajmri-4815	204	9	that	that	PRON
ajmri-4815	204	10	involve	involve	VERB
ajmri-4815	204	11	inflated	inflate	VERB
ajmri-4815	204	12	property	property	NOUN
ajmri-4815	204	13	valuations	valuation	NOUN
ajmri-4815	204	14	,	,	PUNCT
ajmri-4815	204	15	document	document	NOUN
ajmri-4815	204	16	fraud	fraud	NOUN
ajmri-4815	204	17	,	,	PUNCT
ajmri-4815	204	18	identity	identity	NOUN
ajmri-4815	204	19	theft	theft	NOUN
ajmri-4815	204	20	,	,	PUNCT
ajmri-4815	204	21	and	and	CCONJ
ajmri-4815	204	22	property	property	NOUN
ajmri-4815	204	23	deals	deal	NOUN
ajmri-4815	204	24	between	between	ADP
ajmri-4815	204	25	conspiring	conspire	VERB
ajmri-4815	204	26	parties	party	NOUN
ajmri-4815	204	27	.	.	PUNCT
ajmri-4815	205	1	ai	ai	VERB
ajmri-4815	205	2	-	-	PUNCT
ajmri-4815	205	3	driven	drive	VERB
ajmri-4815	205	4	systems	system	NOUN
ajmri-4815	205	5	create	create	VERB
ajmri-4815	205	6	a	a	DET
ajmri-4815	205	7	strong	strong	ADJ
ajmri-4815	205	8	defence	defence	NOUN
ajmri-4815	205	9	system	system	NOUN
ajmri-4815	205	10	by	by	ADP
ajmri-4815	205	11	automatically	automatically	ADV
ajmri-4815	205	12	detecting	detect	VERB
ajmri-4815	205	13	unusual	unusual	ADJ
ajmri-4815	205	14	patterns	pattern	NOUN
ajmri-4815	205	15	within	within	ADP
ajmri-4815	205	16	enormous	enormous	ADJ
ajmri-4815	205	17	quantities	quantity	NOUN
ajmri-4815	205	18	of	of	ADP
ajmri-4815	205	19	transaction	transaction	NOUN
ajmri-4815	205	20	data	datum	NOUN
ajmri-4815	205	21	.	.	PUNCT
ajmri-4815	206	1	according	accord	VERB
ajmri-4815	206	2	to	to	ADP
ajmri-4815	206	3	ullah	ullah	PROPN
ajmri-4815	206	4	et	et	PROPN
ajmri-4815	206	5	al	al	PROPN
ajmri-4815	206	6	.	.	PROPN
ajmri-4815	207	1	(	(	PUNCT
ajmri-4815	207	2	2018	2018	NUM
ajmri-4815	207	3	)	)	PUNCT
ajmri-4815	207	4	,	,	PUNCT
ajmri-4815	207	5	machine	machine	NOUN
ajmri-4815	207	6	learning	learning	NOUN
ajmri-4815	207	7	tools	tool	NOUN
ajmri-4815	207	8	using	use	VERB
ajmri-4815	207	9	transaction	transaction	NOUN
ajmri-4815	207	10	and	and	CCONJ
ajmri-4815	207	11	behavioural	behavioural	ADJ
ajmri-4815	207	12	data	datum	NOUN
ajmri-4815	207	13	recognise	recognise	VERB
ajmri-4815	207	14	irregular	irregular	ADJ
ajmri-4815	207	15	patterns	pattern	NOUN
ajmri-4815	207	16	beyond	beyond	ADP
ajmri-4815	207	17	normal	normal	ADJ
ajmri-4815	207	18	legal	legal	ADJ
ajmri-4815	207	19	and	and	CCONJ
ajmri-4815	207	20	market	market	NOUN
ajmri-4815	207	21	standards	standard	NOUN
ajmri-4815	207	22	,	,	PUNCT
ajmri-4815	207	23	allowing	allow	VERB
ajmri-4815	207	24	fraud	fraud	NOUN
ajmri-4815	207	25	identification	identification	NOUN
ajmri-4815	207	26	in	in	ADP
ajmri-4815	207	27	the	the	DET
ajmri-4815	207	28	early	early	ADJ
ajmri-4815	207	29	stages	stage	NOUN
ajmri-4815	207	30	.	.	PUNCT
ajmri-4815	208	1	patternrecognition	patternrecognition	NOUN
ajmri-4815	208	2	algorithms	algorithm	NOUN
ajmri-4815	208	3	track	track	VERB
ajmri-4815	208	4	active	active	ADJ
ajmri-4815	208	5	transactions	transaction	NOUN
ajmri-4815	208	6	through	through	ADP
ajmri-4815	208	7	their	their	PRON
ajmri-4815	208	8	monitoring	monitoring	NOUN
ajmri-4815	208	9	system	system	NOUN
ajmri-4815	208	10	,	,	PUNCT
ajmri-4815	208	11	yet	yet	CCONJ
ajmri-4815	208	12	they	they	PRON
ajmri-4815	208	13	can	can	AUX
ajmri-4815	208	14	also	also	ADV
ajmri-4815	208	15	examine	examine	VERB
ajmri-4815	208	16	past	past	ADJ
ajmri-4815	208	17	transaction	transaction	NOUN
ajmri-4815	208	18	records	record	NOUN
ajmri-4815	208	19	to	to	PART
ajmri-4815	208	20	detect	detect	VERB
ajmri-4815	208	21	underlying	underlie	VERB
ajmri-4815	208	22	system	system	NOUN
ajmri-4815	208	23	fraud	fraud	NOUN
ajmri-4815	208	24	patterns	pattern	NOUN
ajmri-4815	208	25	.	.	PUNCT
ajmri-4815	209	1	ai	ai	AUX
ajmri-4815	209	2	determines	determine	VERB
ajmri-4815	209	3	many	many	ADJ
ajmri-4815	209	4	lenders	lender	NOUN
ajmri-4815	209	5	'	'	PART
ajmri-4815	209	6	present	present	ADJ
ajmri-4815	209	7	-	-	PUNCT
ajmri-4815	209	8	day	day	NOUN
ajmri-4815	209	9	credit	credit	NOUN
ajmri-4815	209	10	and	and	CCONJ
ajmri-4815	209	11	mortgage	mortgage	NOUN
ajmri-4815	209	12	risk	risk	NOUN
ajmri-4815	209	13	evaluations	evaluation	NOUN
ajmri-4815	209	14	.	.	PUNCT
ajmri-4815	210	1	according	accord	VERB
ajmri-4815	210	2	to	to	ADP
ajmri-4815	210	3	gupta	gupta	PROPN
ajmri-4815	210	4	et	et	PROPN
ajmri-4815	210	5	al	al	PROPN
ajmri-4815	210	6	.	.	PROPN
ajmri-4815	211	1	(	(	PUNCT
ajmri-4815	211	2	2022	2022	NUM
ajmri-4815	211	3	)	)	PUNCT
ajmri-4815	211	4	,	,	PUNCT
ajmri-4815	211	5	ensemble	ensemble	ADJ
ajmri-4815	211	6	learning	learning	NOUN
ajmri-4815	211	7	models	model	NOUN
ajmri-4815	211	8	help	help	VERB
ajmri-4815	211	9	institutions	institution	NOUN
ajmri-4815	211	10	predict	predict	VERB
ajmri-4815	211	11	market	market	NOUN
ajmri-4815	211	12	downturns	downturn	NOUN
ajmri-4815	211	13	by	by	ADP
ajmri-4815	211	14	reconstructing	reconstruct	VERB
ajmri-4815	211	15	economic	economic	ADJ
ajmri-4815	211	16	cyclicality	cyclicality	NOUN
ajmri-4815	211	17	,	,	PUNCT
ajmri-4815	211	18	which	which	PRON
ajmri-4815	211	19	allows	allow	VERB
ajmri-4815	211	20	them	they	PRON
ajmri-4815	211	21	to	to	PART
ajmri-4815	211	22	adapt	adapt	VERB
ajmri-4815	211	23	their	their	PRON
ajmri-4815	211	24	exposure	exposure	NOUN
ajmri-4815	211	25	levels	level	NOUN
ajmri-4815	211	26	in	in	ADP
ajmri-4815	211	27	advance	advance	NOUN
ajmri-4815	211	28	.	.	PUNCT
ajmri-4815	212	1	risk	risk	NOUN
ajmri-4815	212	2	assessment	assessment	NOUN
ajmri-4815	212	3	systems	system	NOUN
ajmri-4815	212	4	integrate	integrate	VERB
ajmri-4815	212	5	dynamic	dynamic	ADJ
ajmri-4815	212	6	variables	variable	NOUN
ajmri-4815	212	7	,	,	PUNCT
ajmri-4815	212	8	starting	start	VERB
ajmri-4815	212	9	from	from	ADP
ajmri-4815	212	10	interest	interest	NOUN
ajmri-4815	212	11	rate	rate	NOUN
ajmri-4815	212	12	modifications	modification	NOUN
ajmri-4815	212	13	,	,	PUNCT
ajmri-4815	212	14	unemployment	unemployment	NOUN
ajmri-4815	212	15	patterns	pattern	NOUN
ajmri-4815	212	16	,	,	PUNCT
ajmri-4815	212	17	and	and	CCONJ
ajmri-4815	212	18	inflation	inflation	NOUN
ajmri-4815	212	19	patterns	pattern	NOUN
ajmri-4815	212	20	,	,	PUNCT
ajmri-4815	212	21	and	and	CCONJ
ajmri-4815	212	22	generate	generate	VERB
ajmri-4815	212	23	advanced	advanced	ADJ
ajmri-4815	212	24	market	market	NOUN
ajmri-4815	212	25	risk	risk	NOUN
ajmri-4815	212	26	assessments	assessment	NOUN
ajmri-4815	212	27	compared	compare	VERB
ajmri-4815	212	28	to	to	ADP
ajmri-4815	212	29	traditional	traditional	ADJ
ajmri-4815	212	30	static	static	ADJ
ajmri-4815	212	31	models	model	NOUN
ajmri-4815	212	32	.	.	PUNCT
ajmri-4815	213	1	ai	ai	VERB
ajmri-4815	213	2	-	-	PUNCT
ajmri-4815	213	3	based	base	VERB
ajmri-4815	213	4	fraud	fraud	NOUN
ajmri-4815	213	5	detection	detection	NOUN
ajmri-4815	213	6	creates	create	VERB
ajmri-4815	213	7	more	more	ADJ
ajmri-4815	213	8	than	than	ADP
ajmri-4815	213	9	just	just	ADV
ajmri-4815	213	10	operational	operational	ADJ
ajmri-4815	213	11	speed	speed	NOUN
ajmri-4815	213	12	benefits	benefit	NOUN
ajmri-4815	213	13	;	;	PUNCT
ajmri-4815	213	14	it	it	PRON
ajmri-4815	213	15	establishes	establish	VERB
ajmri-4815	213	16	transparency	transparency	NOUN
ajmri-4815	213	17	in	in	ADP
ajmri-4815	213	18	financial	financial	ADJ
ajmri-4815	213	19	operations	operation	NOUN
ajmri-4815	213	20	,	,	PUNCT
ajmri-4815	213	21	customer	customer	NOUN
ajmri-4815	213	22	defence	defence	NOUN
ajmri-4815	213	23	,	,	PUNCT
ajmri-4815	213	24	and	and	CCONJ
ajmri-4815	213	25	regulatory	regulatory	ADJ
ajmri-4815	213	26	compliance	compliance	NOUN
ajmri-4815	213	27	requirements	requirement	NOUN
ajmri-4815	213	28	.	.	PUNCT
ajmri-4815	214	1	the	the	DET
ajmri-4815	214	2	growing	grow	VERB
ajmri-4815	214	3	digitalisation	digitalisation	NOUN
ajmri-4815	214	4	sector	sector	NOUN
ajmri-4815	214	5	makes	make	VERB
ajmri-4815	214	6	real	real	ADJ
ajmri-4815	214	7	-	-	PUNCT
ajmri-4815	214	8	time	time	NOUN
ajmri-4815	214	9	fraud	fraud	NOUN
ajmri-4815	214	10	surveillance	surveillance	NOUN
ajmri-4815	214	11	using	use	VERB
ajmri-4815	214	12	ai	ai	VERB
ajmri-4815	214	13	an	an	DET
ajmri-4815	214	14	upcoming	upcoming	ADJ
ajmri-4815	214	15	requirement	requirement	NOUN
ajmri-4815	214	16	from	from	ADP
ajmri-4815	214	17	regulatory	regulatory	ADJ
ajmri-4815	214	18	bodies	body	NOUN
ajmri-4815	214	19	,	,	PUNCT
ajmri-4815	214	20	instead	instead	ADV
ajmri-4815	214	21	of	of	ADP
ajmri-4815	214	22	a	a	DET
ajmri-4815	214	23	competitive	competitive	ADJ
ajmri-4815	214	24	tool	tool	NOUN
ajmri-4815	214	25	.	.	PUNCT
ajmri-4815	215	1	in	in	ADP
ajmri-4815	215	2	the	the	DET
ajmri-4815	215	3	saudi	saudi	ADJ
ajmri-4815	215	4	real	real	ADJ
ajmri-4815	215	5	estate	estate	NOUN
ajmri-4815	215	6	market	market	NOUN
ajmri-4815	215	7	,	,	PUNCT
ajmri-4815	215	8	ai	ai	AUX
ajmri-4815	215	9	systems	system	NOUN
ajmri-4815	215	10	automatically	automatically	ADV
ajmri-4815	215	11	monitor	monitor	VERB
ajmri-4815	215	12	and	and	CCONJ
ajmri-4815	215	13	adjust	adjust	VERB
ajmri-4815	215	14	energy	energy	NOUN
ajmri-4815	215	15	consumption	consumption	NOUN
ajmri-4815	215	16	in	in	ADP
ajmri-4815	215	17	buildings	building	NOUN
ajmri-4815	215	18	,	,	PUNCT
ajmri-4815	215	19	reducing	reduce	VERB
ajmri-4815	215	20	waste	waste	NOUN
ajmri-4815	215	21	and	and	CCONJ
ajmri-4815	215	22	lowering	lower	VERB
ajmri-4815	215	23	costs	cost	NOUN
ajmri-4815	215	24	.	.	PUNCT
ajmri-4815	216	1	for	for	ADP
ajmri-4815	216	2	example	example	NOUN
ajmri-4815	216	3	,	,	PUNCT
ajmri-4815	216	4	machine	machine	NOUN
ajmri-4815	216	5	learning	learn	VERB
ajmri-4815	216	6	algorithms	algorithm	VERB
ajmri-4815	216	7	optimise	optimise	ADJ
ajmri-4815	216	8	cooling	cool	VERB
ajmri-4815	216	9	loads	load	NOUN
ajmri-4815	216	10	based	base	VERB
ajmri-4815	216	11	on	on	ADP
ajmri-4815	216	12	occupancy	occupancy	NOUN
ajmri-4815	216	13	,	,	PUNCT
ajmri-4815	216	14	enhancing	enhance	VERB
ajmri-4815	216	15	sustainability	sustainability	NOUN
ajmri-4815	216	16	and	and	CCONJ
ajmri-4815	216	17	aligning	align	VERB
ajmri-4815	216	18	with	with	ADP
ajmri-4815	216	19	national	national	ADJ
ajmri-4815	216	20	efficiency	efficiency	NOUN
ajmri-4815	216	21	targets	target	NOUN
ajmri-4815	216	22	(	(	PUNCT
ajmri-4815	216	23	al	al	PROPN
ajmri-4815	216	24	-	-	PUNCT
ajmri-4815	216	25	baity	baity	NOUN
ajmri-4815	216	26	,	,	PUNCT
ajmri-4815	216	27	2023	2023	NUM
ajmri-4815	216	28	)	)	PUNCT
ajmri-4815	216	29	.	.	PUNCT
ajmri-4815	217	1	smart	smart	ADJ
ajmri-4815	217	2	property	property	NOUN
ajmri-4815	217	3	management	management	NOUN
ajmri-4815	217	4	and	and	CCONJ
ajmri-4815	217	5	sustainability	sustainability	NOUN
ajmri-4815	217	6	applications	application	NOUN
ajmri-4815	217	7	ai	ai	VERB
ajmri-4815	217	8	properties	property	NOUN
ajmri-4815	217	9	within	within	ADP
ajmri-4815	217	10	property	property	NOUN
ajmri-4815	217	11	management	management	NOUN
ajmri-4815	217	12	constitute	constitute	VERB
ajmri-4815	217	13	an	an	DET
ajmri-4815	217	14	essential	essential	ADJ
ajmri-4815	217	15	component	component	NOUN
ajmri-4815	217	16	of	of	ADP
ajmri-4815	217	17	recent	recent	ADJ
ajmri-4815	217	18	innovation	innovation	NOUN
ajmri-4815	217	19	trends	trend	NOUN
ajmri-4815	217	20	.	.	PUNCT
ajmri-4815	218	1	building	build	VERB
ajmri-4815	218	2	intelligence	intelligence	NOUN
ajmri-4815	218	3	achieves	achieve	VERB
ajmri-4815	218	4	lower	low	ADJ
ajmri-4815	218	5	operational	operational	ADJ
ajmri-4815	218	6	costs	cost	NOUN
ajmri-4815	218	7	through	through	ADP
ajmri-4815	218	8	predictive	predictive	ADJ
ajmri-4815	218	9	maintenance	maintenance	NOUN
ajmri-4815	218	10	systems	system	NOUN
ajmri-4815	218	11	alongside	alongside	ADP
ajmri-4815	218	12	tenant	tenant	NOUN
ajmri-4815	218	13	interaction	interaction	NOUN
ajmri-4815	218	14	bots	bot	NOUN
ajmri-4815	218	15	that	that	PRON
ajmri-4815	218	16	help	help	VERB
ajmri-4815	218	17	optimise	optimise	VERB
ajmri-4815	218	18	energy	energy	NOUN
ajmri-4815	218	19	usage	usage	NOUN
ajmri-4815	218	20	to	to	PART
ajmri-4815	218	21	enhance	enhance	VERB
ajmri-4815	218	22	tenant	tenant	NOUN
ajmri-4815	218	23	satisfaction	satisfaction	NOUN
ajmri-4815	218	24	.	.	PUNCT
ajmri-4815	219	1	integrating	integrate	VERB
ajmri-4815	219	2	ai	ai	VERB
ajmri-4815	219	3	between	between	ADP
ajmri-4815	219	4	life	life	NOUN
ajmri-4815	219	5	cycle	cycle	NOUN
ajmri-4815	219	6	cost	cost	NOUN
ajmri-4815	219	7	estimation	estimation	NOUN
ajmri-4815	219	8	and	and	CCONJ
ajmri-4815	219	9	building	build	VERB
ajmri-4815	219	10	information	information	NOUN
ajmri-4815	219	11	modelling	modelling	NOUN
ajmri-4815	219	12	(	(	PUNCT
ajmri-4815	219	13	bim	bim	NOUN
ajmri-4815	219	14	)	)	PUNCT
ajmri-4815	219	15	allows	allow	VERB
ajmri-4815	219	16	khodabakhshian	khodabakhshian	PROPN
ajmri-4815	219	17	&	&	CCONJ
ajmri-4815	219	18	toosi	toosi	PROPN
ajmri-4815	219	19	(	(	PUNCT
ajmri-4815	219	20	2021	2021	NUM
ajmri-4815	219	21	)	)	PUNCT
ajmri-4815	219	22	to	to	PART
ajmri-4815	219	23	develop	develop	VERB
ajmri-4815	219	24	a	a	DET
ajmri-4815	219	25	framework	framework	NOUN
ajmri-4815	219	26	that	that	PRON
ajmri-4815	219	27	advances	advance	VERB
ajmri-4815	219	28	cost	cost	NOUN
ajmri-4815	219	29	predictions	prediction	NOUN
ajmri-4815	219	30	and	and	CCONJ
ajmri-4815	219	31	maintains	maintain	VERB
ajmri-4815	219	32	proper	proper	ADJ
ajmri-4815	219	33	planning	planning	NOUN
ajmri-4815	219	34	.	.	PUNCT
ajmri-4815	220	1	according	accord	VERB
ajmri-4815	220	2	to	to	ADP
ajmri-4815	220	3	research	research	NOUN
ajmri-4815	220	4	results	result	NOUN
ajmri-4815	220	5	,	,	PUNCT
ajmri-4815	220	6	predictive	predictive	ADJ
ajmri-4815	220	7	analytics	analytic	NOUN
ajmri-4815	220	8	demonstrates	demonstrate	VERB
ajmri-4815	220	9	its	its	PRON
ajmri-4815	220	10	ability	ability	NOUN
ajmri-4815	220	11	to	to	PART
ajmri-4815	220	12	reduce	reduce	VERB
ajmri-4815	220	13	capital	capital	NOUN
ajmri-4815	220	14	expenses	expense	NOUN
ajmri-4815	220	15	in	in	ADP
ajmri-4815	220	16	the	the	DET
ajmri-4815	220	17	long	long	ADJ
ajmri-4815	220	18	run	run	NOUN
ajmri-4815	220	19	and	and	CCONJ
ajmri-4815	220	20	guarantee	guarantee	VERB
ajmri-4815	220	21	uninterrupted	uninterrupted	ADJ
ajmri-4815	220	22	service	service	NOUN
ajmri-4815	220	23	operations	operation	NOUN
ajmri-4815	220	24	.	.	PUNCT
ajmri-4815	221	1	in	in	ADP
ajmri-4815	221	2	parallel	parallel	NOUN
ajmri-4815	221	3	,	,	PUNCT
ajmri-4815	221	4	kempeneer	kempeneer	NOUN
ajmri-4815	221	5	et	et	PROPN
ajmri-4815	221	6	al	al	PROPN
ajmri-4815	221	7	.	.	PROPN
ajmri-4815	222	1	(	(	PUNCT
ajmri-4815	222	2	2021	2021	NUM
ajmri-4815	222	3	)	)	PUNCT
ajmri-4815	222	4	developed	develop	VERB
ajmri-4815	222	5	an	an	DET
ajmri-4815	222	6	ai	ai	NOUN
ajmri-4815	222	7	framework	framework	NOUN
ajmri-4815	222	8	that	that	PRON
ajmri-4815	222	9	enables	enable	VERB
ajmri-4815	222	10	property	property	NOUN
ajmri-4815	222	11	operations	operation	NOUN
ajmri-4815	222	12	to	to	PART
ajmri-4815	222	13	incorporate	incorporate	VERB
ajmri-4815	222	14	esg	esg	NOUN
ajmri-4815	222	15	metrics	metric	NOUN
ajmri-4815	222	16	through	through	ADP
ajmri-4815	222	17	their	their	PRON
ajmri-4815	222	18	method	method	NOUN
ajmri-4815	222	19	.	.	PUNCT
ajmri-4815	223	1	realtime	realtime	NOUN
ajmri-4815	223	2	data	datum	NOUN
ajmri-4815	223	3	analysis	analysis	NOUN
ajmri-4815	223	4	enables	enable	VERB
ajmri-4815	223	5	monitoring	monitor	VERB
ajmri-4815	223	6	sustainability	sustainability	NOUN
ajmri-4815	223	7	indicators	indicator	NOUN
ajmri-4815	223	8	,	,	PUNCT
ajmri-4815	223	9	including	include	VERB
ajmri-4815	223	10	energy	energy	NOUN
ajmri-4815	223	11	usage	usage	NOUN
ajmri-4815	223	12	,	,	PUNCT
ajmri-4815	223	13	emissions	emission	NOUN
ajmri-4815	223	14	,	,	PUNCT
ajmri-4815	223	15	and	and	CCONJ
ajmri-4815	223	16	water	water	NOUN
ajmri-4815	223	17	consumption	consumption	NOUN
ajmri-4815	223	18	.	.	PUNCT
ajmri-4815	224	1	implementing	implement	VERB
ajmri-4815	224	2	automated	automate	VERB
ajmri-4815	224	3	esg	esg	NOUN
ajmri-4815	224	4	performance	performance	NOUN
ajmri-4815	224	5	auditing	auditing	NOUN
ajmri-4815	224	6	through	through	ADP
ajmri-4815	224	7	ai	ai	PROPN
ajmri-4815	224	8	will	will	AUX
ajmri-4815	224	9	influence	influence	VERB
ajmri-4815	224	10	upcoming	upcoming	ADJ
ajmri-4815	224	11	real	real	ADJ
ajmri-4815	224	12	estate	estate	NOUN
ajmri-4815	224	13	investment	investment	NOUN
ajmri-4815	224	14	decisions	decision	NOUN
ajmri-4815	224	15	because	because	SCONJ
ajmri-4815	224	16	environmental	environmental	ADJ
ajmri-4815	224	17	compliance	compliance	NOUN
ajmri-4815	224	18	has	have	AUX
ajmri-4815	224	19	become	become	VERB
ajmri-4815	224	20	an	an	DET
ajmri-4815	224	21	essential	essential	ADJ
ajmri-4815	224	22	evaluator	evaluator	NOUN
ajmri-4815	224	23	of	of	ADP
ajmri-4815	224	24	real	real	ADJ
ajmri-4815	224	25	estate	estate	NOUN
ajmri-4815	224	26	portfolio	portfolio	NOUN
ajmri-4815	224	27	metrics	metric	NOUN
ajmri-4815	224	28	.	.	PUNCT
ajmri-4815	225	1	the	the	DET
ajmri-4815	225	2	saudi	saudi	PROPN
ajmri-4815	225	3	green	green	PROPN
ajmri-4815	225	4	building	building	PROPN
ajmri-4815	225	5	forum	forum	NOUN
ajmri-4815	225	6	has	have	AUX
ajmri-4815	225	7	partnered	partner	VERB
ajmri-4815	225	8	with	with	ADP
ajmri-4815	225	9	ai	ai	PRON
ajmri-4815	225	10	start	start	NOUN
ajmri-4815	225	11	-	-	PUNCT
ajmri-4815	225	12	ups	up	NOUN
ajmri-4815	225	13	to	to	PART
ajmri-4815	225	14	establish	establish	VERB
ajmri-4815	225	15	a	a	DET
ajmri-4815	225	16	system	system	NOUN
ajmri-4815	225	17	for	for	ADP
ajmri-4815	225	18	sustainability	sustainability	NOUN
ajmri-4815	225	19	auditing	audit	VERB
ajmri-4815	225	20	new	new	ADJ
ajmri-4815	225	21	commercial	commercial	ADJ
ajmri-4815	225	22	towers	tower	NOUN
ajmri-4815	225	23	in	in	ADP
ajmri-4815	225	24	the	the	DET
ajmri-4815	225	25	king	king	NOUN
ajmri-4815	225	26	abdullah	abdullah	PROPN
ajmri-4815	225	27	financial	financial	PROPN
ajmri-4815	225	28	district	district	PROPN
ajmri-4815	225	29	and	and	CCONJ
ajmri-4815	225	30	evaluating	evaluate	VERB
ajmri-4815	225	31	pa	pa	PROPN
ajmri-4815	225	32	ge	ge	PROPN
ajmri-4815	225	33	17	17	NUM
ajmri-4815	225	34	https://journals.e-palli.com/home/index.php/ajmri	https://journals.e-palli.com/home/index.php/ajmri	PROPN
ajmri-4815	225	35	am	am	NOUN
ajmri-4815	225	36	.	.	PUNCT
ajmri-4815	226	1	j.	j.	PROPN
ajmri-4815	226	2	multidis	multidis	PROPN
ajmri-4815	226	3	.	.	PUNCT
ajmri-4815	227	1	res	re	NOUN
ajmri-4815	227	2	.	.	PUNCT
ajmri-4815	228	1	innov	innov	PROPN
ajmri-4815	228	2	.	.	PUNCT
ajmri-4815	229	1	4(5	4(5	NUM
ajmri-4815	229	2	)	)	PUNCT
ajmri-4815	229	3	10	10	NUM
ajmri-4815	229	4	-	-	SYM
ajmri-4815	229	5	21	21	NUM
ajmri-4815	229	6	,	,	PUNCT
ajmri-4815	229	7	2025	2025	NUM
ajmri-4815	229	8	the	the	DET
ajmri-4815	229	9	property	property	NOUN
ajmri-4815	229	10	's	's	PART
ajmri-4815	229	11	energy	energy	NOUN
ajmri-4815	229	12	profile	profile	NOUN
ajmri-4815	229	13	.	.	PUNCT
ajmri-4815	230	1	integrating	integrate	VERB
ajmri-4815	230	2	bim	bim	NOUN
ajmri-4815	230	3	technology	technology	NOUN
ajmri-4815	230	4	with	with	ADP
ajmri-4815	230	5	intelligent	intelligent	ADJ
ajmri-4815	230	6	energy	energy	NOUN
ajmri-4815	230	7	dashboards	dashboard	NOUN
ajmri-4815	230	8	in	in	ADP
ajmri-4815	230	9	neom	neom	PROPN
ajmri-4815	230	10	residential	residential	ADJ
ajmri-4815	230	11	blocks	block	NOUN
ajmri-4815	230	12	is	be	AUX
ajmri-4815	230	13	part	part	NOUN
ajmri-4815	230	14	of	of	ADP
ajmri-4815	230	15	the	the	DET
ajmri-4815	230	16	tests	test	NOUN
ajmri-4815	230	17	for	for	ADP
ajmri-4815	230	18	achieving	achieve	VERB
ajmri-4815	230	19	vision	vision	NOUN
ajmri-4815	230	20	2030	2030	PROPN
ajmri-4815	230	21	's	's	PART
ajmri-4815	230	22	netzero	netzero	PROPN
ajmri-4815	230	23	targets	target	NOUN
ajmri-4815	230	24	(	(	PUNCT
ajmri-4815	230	25	aldhaen	aldhaen	PROPN
ajmri-4815	230	26	,	,	PUNCT
ajmri-4815	230	27	2024	2024	NUM
ajmri-4815	230	28	)	)	PUNCT
ajmri-4815	230	29	.	.	PUNCT
ajmri-4815	231	1	implementing	implement	VERB
ajmri-4815	231	2	ai	ai	ADJ
ajmri-4815	231	3	-	-	PUNCT
ajmri-4815	231	4	powered	power	VERB
ajmri-4815	231	5	systems	system	NOUN
ajmri-4815	231	6	through	through	ADP
ajmri-4815	231	7	virtual	virtual	ADJ
ajmri-4815	231	8	assistants	assistant	NOUN
ajmri-4815	231	9	and	and	CCONJ
ajmri-4815	231	10	leasing	leasing	NOUN
ajmri-4815	231	11	bots	bot	NOUN
ajmri-4815	231	12	delivers	deliver	VERB
ajmri-4815	231	13	personalised	personalised	ADJ
ajmri-4815	231	14	experiences	experience	NOUN
ajmri-4815	231	15	at	at	ADP
ajmri-4815	231	16	scale	scale	NOUN
ajmri-4815	231	17	,	,	PUNCT
ajmri-4815	231	18	enhancing	enhance	VERB
ajmri-4815	231	19	the	the	DET
ajmri-4815	231	20	quality	quality	NOUN
ajmri-4815	231	21	of	of	ADP
ajmri-4815	231	22	service	service	NOUN
ajmri-4815	231	23	and	and	CCONJ
ajmri-4815	231	24	lowering	lower	VERB
ajmri-4815	231	25	managerial	managerial	ADJ
ajmri-4815	231	26	demands	demand	NOUN
ajmri-4815	231	27	.	.	PUNCT
ajmri-4815	232	1	ai	ai	VERB
ajmri-4815	232	2	is	be	AUX
ajmri-4815	232	3	a	a	DET
ajmri-4815	232	4	dual	dual	ADJ
ajmri-4815	232	5	analytic	analytic	ADJ
ajmri-4815	232	6	solution	solution	NOUN
ajmri-4815	232	7	and	and	CCONJ
ajmri-4815	232	8	experience	experience	NOUN
ajmri-4815	232	9	enhancement	enhancement	NOUN
ajmri-4815	232	10	tool	tool	NOUN
ajmri-4815	232	11	that	that	PRON
ajmri-4815	232	12	helps	help	VERB
ajmri-4815	232	13	achieve	achieve	VERB
ajmri-4815	232	14	sustainable	sustainable	ADJ
ajmri-4815	232	15	building	building	NOUN
ajmri-4815	232	16	goals	goal	NOUN
ajmri-4815	232	17	through	through	ADP
ajmri-4815	232	18	these	these	DET
ajmri-4815	232	19	diverse	diverse	ADJ
ajmri-4815	232	20	tools	tool	NOUN
ajmri-4815	232	21	.	.	PUNCT
ajmri-4815	233	1	challenges	challenge	NOUN
ajmri-4815	233	2	,	,	PUNCT
ajmri-4815	233	3	limitations	limitation	NOUN
ajmri-4815	233	4	,	,	PUNCT
ajmri-4815	233	5	and	and	CCONJ
ajmri-4815	233	6	future	future	ADJ
ajmri-4815	233	7	research	research	NOUN
ajmri-4815	233	8	opportunities	opportunity	NOUN
ajmri-4815	233	9	many	many	ADJ
ajmri-4815	233	10	continuous	continuous	ADJ
ajmri-4815	233	11	hurdles	hurdle	NOUN
ajmri-4815	233	12	block	block	VERB
ajmri-4815	233	13	the	the	DET
ajmri-4815	233	14	complete	complete	ADJ
ajmri-4815	233	15	fulfilment	fulfilment	NOUN
ajmri-4815	233	16	of	of	ADP
ajmri-4815	233	17	ai	ai	ADJ
ajmri-4815	233	18	solutions	solution	NOUN
ajmri-4815	233	19	throughout	throughout	ADP
ajmri-4815	233	20	real	real	ADJ
ajmri-4815	233	21	estate	estate	NOUN
ajmri-4815	233	22	applications	application	NOUN
ajmri-4815	233	23	.	.	PUNCT
ajmri-4815	234	1	numerous	numerous	ADJ
ajmri-4815	234	2	studies	study	NOUN
ajmri-4815	234	3	mention	mention	VERB
ajmri-4815	234	4	the	the	DET
ajmri-4815	234	5	interpretability	interpretability	NOUN
ajmri-4815	234	6	of	of	ADP
ajmri-4815	234	7	ai	ai	ADJ
ajmri-4815	234	8	models	model	NOUN
ajmri-4815	234	9	as	as	ADP
ajmri-4815	234	10	a	a	DET
ajmri-4815	234	11	common	common	ADJ
ajmri-4815	234	12	issue	issue	NOUN
ajmri-4815	234	13	.	.	PUNCT
ajmri-4815	235	1	high	high	ADJ
ajmri-4815	235	2	-	-	PUNCT
ajmri-4815	235	3	accuracy	accuracy	NOUN
ajmri-4815	235	4	random	random	ADJ
ajmri-4815	235	5	forest	forest	NOUN
ajmri-4815	235	6	and	and	CCONJ
ajmri-4815	235	7	xgboost	xgboost	NOUN
ajmri-4815	235	8	models	model	NOUN
ajmri-4815	235	9	suffer	suffer	VERB
ajmri-4815	235	10	from	from	ADP
ajmri-4815	235	11	a	a	DET
ajmri-4815	235	12	complex	complex	ADJ
ajmri-4815	235	13	nature	nature	NOUN
ajmri-4815	235	14	that	that	PRON
ajmri-4815	235	15	reduces	reduce	VERB
ajmri-4815	235	16	transparency	transparency	NOUN
ajmri-4815	235	17	.	.	PUNCT
ajmri-4815	236	1	according	accord	VERB
ajmri-4815	236	2	to	to	ADP
ajmri-4815	236	3	dimopoulos	dimopoulo	NOUN
ajmri-4815	236	4	and	and	CCONJ
ajmri-4815	236	5	bakas	bakas	NOUN
ajmri-4815	236	6	(	(	PUNCT
ajmri-4815	236	7	2019	2019	NUM
ajmri-4815	236	8	)	)	PUNCT
ajmri-4815	236	9	and	and	CCONJ
ajmri-4815	236	10	zurada	zurada	PROPN
ajmri-4815	236	11	et	et	PROPN
ajmri-4815	236	12	al	al	PROPN
ajmri-4815	236	13	.	.	PROPN
ajmri-4815	237	1	(	(	PUNCT
ajmri-4815	237	2	2011	2011	NUM
ajmri-4815	237	3	)	)	PUNCT
ajmri-4815	237	4	,	,	PUNCT
ajmri-4815	237	5	stakeholders	stakeholder	NOUN
ajmri-4815	237	6	need	need	VERB
ajmri-4815	237	7	model	model	NOUN
ajmri-4815	237	8	interpretation	interpretation	NOUN
ajmri-4815	237	9	capabilities	capability	NOUN
ajmri-4815	237	10	to	to	PART
ajmri-4815	237	11	trust	trust	VERB
ajmri-4815	237	12	ai	ai	PROPN
ajmri-4815	237	13	systems	system	NOUN
ajmri-4815	237	14	,	,	PUNCT
ajmri-4815	237	15	particularly	particularly	ADV
ajmri-4815	237	16	when	when	SCONJ
ajmri-4815	237	17	regulatory	regulatory	ADJ
ajmri-4815	237	18	oversight	oversight	NOUN
ajmri-4815	237	19	or	or	CCONJ
ajmri-4815	237	20	public	public	ADJ
ajmri-4815	237	21	funding	funding	NOUN
ajmri-4815	237	22	requirements	requirement	NOUN
ajmri-4815	237	23	exist	exist	VERB
ajmri-4815	237	24	.	.	PUNCT
ajmri-4815	238	1	data	datum	NOUN
ajmri-4815	238	2	quality	quality	PROPN
ajmri-4815	238	3	excellence	excellence	PROPN
ajmri-4815	238	4	and	and	CCONJ
ajmri-4815	238	5	input	input	NOUN
ajmri-4815	238	6	data	datum	NOUN
ajmri-4815	238	7	diversity	diversity	NOUN
ajmri-4815	238	8	represent	represent	VERB
ajmri-4815	238	9	significant	significant	ADJ
ajmri-4815	238	10	challenges	challenge	NOUN
ajmri-4815	238	11	in	in	ADP
ajmri-4815	238	12	these	these	DET
ajmri-4815	238	13	systems	system	NOUN
ajmri-4815	238	14	.	.	PUNCT
ajmri-4815	239	1	koch	koch	PROPN
ajmri-4815	239	2	et	et	PROPN
ajmri-4815	239	3	al	al	PROPN
ajmri-4815	239	4	.	.	PROPN
ajmri-4815	239	5	(	(	PUNCT
ajmri-4815	239	6	2020	2020	NUM
ajmri-4815	239	7	)	)	PUNCT
ajmri-4815	239	8	demonstrate	demonstrate	VERB
ajmri-4815	239	9	the	the	DET
ajmri-4815	239	10	challenges	challenge	NOUN
ajmri-4815	239	11	of	of	ADP
ajmri-4815	239	12	fusing	fuse	VERB
ajmri-4815	239	13	unprocessed	unprocesse	VERB
ajmri-4815	239	14	visual	visual	ADJ
ajmri-4815	239	15	materials	material	NOUN
ajmri-4815	239	16	with	with	ADP
ajmri-4815	239	17	numerical	numerical	ADJ
ajmri-4815	239	18	database	database	NOUN
ajmri-4815	239	19	elements	element	NOUN
ajmri-4815	239	20	because	because	SCONJ
ajmri-4815	239	21	this	this	DET
ajmri-4815	239	22	approach	approach	NOUN
ajmri-4815	239	23	produces	produce	VERB
ajmri-4815	239	24	irregular	irregular	ADJ
ajmri-4815	239	25	prediction	prediction	NOUN
ajmri-4815	239	26	results	result	NOUN
ajmri-4815	239	27	across	across	ADP
ajmri-4815	239	28	geographic	geographic	ADJ
ajmri-4815	239	29	areas	area	NOUN
ajmri-4815	239	30	or	or	CCONJ
ajmri-4815	239	31	sales	sale	NOUN
ajmri-4815	239	32	divisions	division	NOUN
ajmri-4815	239	33	.	.	PUNCT
ajmri-4815	240	1	the	the	DET
ajmri-4815	240	2	distributed	distribute	VERB
ajmri-4815	240	3	state	state	NOUN
ajmri-4815	240	4	of	of	ADP
ajmri-4815	240	5	real	real	ADJ
ajmri-4815	240	6	estate	estate	NOUN
ajmri-4815	240	7	data	datum	NOUN
ajmri-4815	240	8	infrastructure	infrastructure	NOUN
ajmri-4815	240	9	prevents	prevent	VERB
ajmri-4815	240	10	portable	portable	ADJ
ajmri-4815	240	11	model	model	NOUN
ajmri-4815	240	12	applications	application	NOUN
ajmri-4815	240	13	because	because	SCONJ
ajmri-4815	240	14	information	information	NOUN
ajmri-4815	240	15	resides	reside	VERB
ajmri-4815	240	16	in	in	ADP
ajmri-4815	240	17	separate	separate	ADJ
ajmri-4815	240	18	agency	agency	NOUN
ajmri-4815	240	19	and	and	CCONJ
ajmri-4815	240	20	platform	platform	NOUN
ajmri-4815	240	21	systems	system	NOUN
ajmri-4815	240	22	.	.	PUNCT
ajmri-4815	241	1	more	more	ADJ
ajmri-4815	241	2	studies	study	NOUN
ajmri-4815	241	3	should	should	AUX
ajmri-4815	241	4	focus	focus	VERB
ajmri-4815	241	5	on	on	ADP
ajmri-4815	241	6	ethical	ethical	ADJ
ajmri-4815	241	7	points	point	NOUN
ajmri-4815	241	8	on	on	ADP
ajmri-4815	241	9	privacy	privacy	NOUN
ajmri-4815	241	10	issues	issue	NOUN
ajmri-4815	241	11	alongside	alongside	ADP
ajmri-4815	241	12	algorithmic	algorithmic	ADJ
ajmri-4815	241	13	bias	bias	NOUN
ajmri-4815	241	14	determination	determination	NOUN
ajmri-4815	241	15	.	.	PUNCT
ajmri-4815	242	1	the	the	DET
ajmri-4815	242	2	essential	essential	ADJ
ajmri-4815	242	3	nature	nature	NOUN
ajmri-4815	242	4	of	of	ADP
ajmri-4815	242	5	data	datum	NOUN
ajmri-4815	242	6	governance	governance	NOUN
ajmri-4815	242	7	standards	standard	NOUN
ajmri-4815	242	8	increases	increase	VERB
ajmri-4815	242	9	with	with	ADP
ajmri-4815	242	10	artificial	artificial	ADJ
ajmri-4815	242	11	intelligence	intelligence	NOUN
ajmri-4815	242	12	systems	system	NOUN
ajmri-4815	242	13	that	that	PRON
ajmri-4815	242	14	process	process	VERB
ajmri-4815	242	15	sensitive	sensitive	ADJ
ajmri-4815	242	16	financial	financial	ADJ
ajmri-4815	242	17	and	and	CCONJ
ajmri-4815	242	18	demographic	demographic	ADJ
ajmri-4815	242	19	data	datum	NOUN
ajmri-4815	242	20	,	,	PUNCT
ajmri-4815	242	21	for	for	SCONJ
ajmri-4815	242	22	they	they	PRON
ajmri-4815	242	23	need	need	VERB
ajmri-4815	242	24	fairness	fairness	NOUN
ajmri-4815	242	25	testing	testing	NOUN
ajmri-4815	242	26	and	and	CCONJ
ajmri-4815	242	27	compliance	compliance	NOUN
ajmri-4815	242	28	checks	check	NOUN
ajmri-4815	242	29	.	.	PUNCT
ajmri-4815	243	1	relevant	relevant	ADJ
ajmri-4815	243	2	studies	study	NOUN
ajmri-4815	243	3	must	must	AUX
ajmri-4815	243	4	prioritise	prioritise	VERB
ajmri-4815	243	5	three	three	NUM
ajmri-4815	243	6	areas	area	NOUN
ajmri-4815	243	7	:	:	PUNCT
ajmri-4815	243	8	explainable	explainable	ADJ
ajmri-4815	243	9	ai	ai	VERB
ajmri-4815	243	10	techniques	technique	NOUN
ajmri-4815	243	11	,	,	PUNCT
ajmri-4815	243	12	multi	multi	ADJ
ajmri-4815	243	13	-	-	ADJ
ajmri-4815	243	14	modal	modal	ADJ
ajmri-4815	243	15	learning	learning	NOUN
ajmri-4815	243	16	systems	system	NOUN
ajmri-4815	243	17	,	,	PUNCT
ajmri-4815	243	18	and	and	CCONJ
ajmri-4815	243	19	model	model	NOUN
ajmri-4815	243	20	distribution	distribution	NOUN
ajmri-4815	243	21	methods	method	NOUN
ajmri-4815	243	22	for	for	ADP
ajmri-4815	243	23	protecting	protect	VERB
ajmri-4815	243	24	data	data	NOUN
ajmri-4815	243	25	privacy	privacy	NOUN
ajmri-4815	243	26	.	.	PUNCT
ajmri-4815	244	1	benchmarking	benchmarke	VERB
ajmri-4815	244	2	research	research	NOUN
ajmri-4815	244	3	must	must	AUX
ajmri-4815	244	4	be	be	AUX
ajmri-4815	244	5	developed	develop	VERB
ajmri-4815	244	6	under	under	ADP
ajmri-4815	244	7	existing	exist	VERB
ajmri-4815	244	8	conditions	condition	NOUN
ajmri-4815	244	9	to	to	PART
ajmri-4815	244	10	enable	enable	VERB
ajmri-4815	244	11	cross	cross	ADJ
ajmri-4815	244	12	-	-	ADJ
ajmri-4815	244	13	cultural	cultural	ADJ
ajmri-4815	244	14	and	and	CCONJ
ajmri-4815	244	15	regulatory	regulatory	ADJ
ajmri-4815	244	16	model	model	NOUN
ajmri-4815	244	17	comparisons	comparison	NOUN
ajmri-4815	244	18	for	for	ADP
ajmri-4815	244	19	worldwide	worldwide	ADJ
ajmri-4815	244	20	application	application	NOUN
ajmri-4815	244	21	.	.	PUNCT
ajmri-4815	245	1	conclusion	conclusion	NOUN
ajmri-4815	245	2	a	a	DET
ajmri-4815	245	3	systematic	systematic	ADJ
ajmri-4815	245	4	literature	literature	NOUN
ajmri-4815	245	5	study	study	NOUN
ajmri-4815	245	6	identified	identify	VERB
ajmri-4815	245	7	how	how	SCONJ
ajmri-4815	245	8	artificial	artificial	ADJ
ajmri-4815	245	9	intelligence	intelligence	NOUN
ajmri-4815	245	10	(	(	PUNCT
ajmri-4815	245	11	ai	ai	NOUN
ajmri-4815	245	12	)	)	PUNCT
ajmri-4815	245	13	and	and	CCONJ
ajmri-4815	245	14	machine	machine	NOUN
ajmri-4815	245	15	learning	learning	NOUN
ajmri-4815	245	16	(	(	PUNCT
ajmri-4815	245	17	ml	ml	NOUN
ajmri-4815	245	18	)	)	PUNCT
ajmri-4815	245	19	technologies	technology	NOUN
ajmri-4815	245	20	affect	affect	VERB
ajmri-4815	245	21	real	real	ADJ
ajmri-4815	245	22	estate	estate	NOUN
ajmri-4815	245	23	property	property	NOUN
ajmri-4815	245	24	value	value	NOUN
ajmri-4815	245	25	forecasting	forecasting	NOUN
ajmri-4815	245	26	and	and	CCONJ
ajmri-4815	245	27	risk	risk	NOUN
ajmri-4815	245	28	handling	handling	NOUN
ajmri-4815	245	29	operations	operation	NOUN
ajmri-4815	245	30	.	.	PUNCT
ajmri-4815	246	1	research	research	NOUN
ajmri-4815	246	2	on	on	ADP
ajmri-4815	246	3	fifteen	fifteen	NUM
ajmri-4815	246	4	highquality	highquality	NOUN
ajmri-4815	246	5	global	global	ADJ
ajmri-4815	246	6	academic	academic	ADJ
ajmri-4815	246	7	studies	study	NOUN
ajmri-4815	246	8	shows	show	VERB
ajmri-4815	246	9	that	that	SCONJ
ajmri-4815	246	10	ai	ai	VERB
ajmri-4815	246	11	and	and	CCONJ
ajmri-4815	246	12	ml	ml	ADP
ajmri-4815	246	13	technologies	technology	NOUN
ajmri-4815	246	14	replace	replace	VERB
ajmri-4815	246	15	traditional	traditional	ADJ
ajmri-4815	246	16	valuation	valuation	NOUN
ajmri-4815	246	17	models	model	NOUN
ajmri-4815	246	18	because	because	SCONJ
ajmri-4815	246	19	they	they	PRON
ajmri-4815	246	20	deliver	deliver	VERB
ajmri-4815	246	21	better	well	ADJ
ajmri-4815	246	22	prediction	prediction	NOUN
ajmri-4815	246	23	,	,	PUNCT
ajmri-4815	246	24	flexible	flexible	ADJ
ajmri-4815	246	25	application	application	NOUN
ajmri-4815	246	26	,	,	PUNCT
ajmri-4815	246	27	and	and	CCONJ
ajmri-4815	246	28	extended	extended	ADJ
ajmri-4815	246	29	data	datum	NOUN
ajmri-4815	246	30	processing	processing	NOUN
ajmri-4815	246	31	capabilities	capability	NOUN
ajmri-4815	246	32	.	.	PUNCT
ajmri-4815	247	1	the	the	DET
ajmri-4815	247	2	ensemble	ensemble	ADJ
ajmri-4815	247	3	learning	learning	NOUN
ajmri-4815	247	4	techniques	technique	NOUN
ajmri-4815	247	5	xgboost	xgboost	ADV
ajmri-4815	247	6	,	,	PUNCT
ajmri-4815	247	7	gradient	gradient	ADJ
ajmri-4815	247	8	boosting	boosting	NOUN
ajmri-4815	247	9	,	,	PUNCT
ajmri-4815	247	10	and	and	CCONJ
ajmri-4815	247	11	random	random	ADJ
ajmri-4815	247	12	forest	forest	NOUN
ajmri-4815	247	13	achieved	achieve	VERB
ajmri-4815	247	14	better	well	ADJ
ajmri-4815	247	15	results	result	NOUN
ajmri-4815	247	16	than	than	ADP
ajmri-4815	247	17	typical	typical	ADJ
ajmri-4815	247	18	property	property	NOUN
ajmri-4815	247	19	valuations	valuation	NOUN
ajmri-4815	247	20	performed	perform	VERB
ajmri-4815	247	21	through	through	ADP
ajmri-4815	247	22	regression	regression	NOUN
ajmri-4815	247	23	.	.	PUNCT
ajmri-4815	248	1	the	the	DET
ajmri-4815	248	2	models	model	NOUN
ajmri-4815	248	3	demonstrated	demonstrate	VERB
ajmri-4815	248	4	better	well	ADJ
ajmri-4815	248	5	predictive	predictive	ADJ
ajmri-4815	248	6	performance	performance	NOUN
ajmri-4815	248	7	and	and	CCONJ
ajmri-4815	248	8	adaptability	adaptability	NOUN
ajmri-4815	248	9	with	with	ADP
ajmri-4815	248	10	diverse	diverse	ADJ
ajmri-4815	248	11	property	property	NOUN
ajmri-4815	248	12	information	information	NOUN
ajmri-4815	248	13	containing	contain	VERB
ajmri-4815	248	14	spatial	spatial	ADJ
ajmri-4815	248	15	data	datum	NOUN
ajmri-4815	248	16	,	,	PUNCT
ajmri-4815	248	17	temporal	temporal	ADJ
ajmri-4815	248	18	data	datum	NOUN
ajmri-4815	248	19	,	,	PUNCT
ajmri-4815	248	20	visual	visual	ADJ
ajmri-4815	248	21	features	feature	NOUN
ajmri-4815	248	22	,	,	PUNCT
ajmri-4815	248	23	and	and	CCONJ
ajmri-4815	248	24	economic	economic	ADJ
ajmri-4815	248	25	aspects	aspect	NOUN
ajmri-4815	248	26	.	.	PUNCT
ajmri-4815	249	1	real	real	ADJ
ajmri-4815	249	2	estate	estate	NOUN
ajmri-4815	249	3	market	market	NOUN
ajmri-4815	249	4	optimisation	optimisation	NOUN
ajmri-4815	249	5	needs	need	VERB
ajmri-4815	249	6	this	this	DET
ajmri-4815	249	7	benefit	benefit	NOUN
ajmri-4815	249	8	since	since	SCONJ
ajmri-4815	249	9	dynamic	dynamic	ADJ
ajmri-4815	249	10	markets	market	NOUN
ajmri-4815	249	11	exhibit	exhibit	AUX
ajmri-4815	249	12	rapidly	rapidly	ADV
ajmri-4815	249	13	changing	change	VERB
ajmri-4815	249	14	and	and	CCONJ
ajmri-4815	249	15	non	non	ADJ
ajmri-4815	249	16	-	-	ADJ
ajmri-4815	249	17	linear	linear	ADJ
ajmri-4815	249	18	price	price	NOUN
ajmri-4815	249	19	elements	element	NOUN
ajmri-4815	249	20	.	.	PUNCT
ajmri-4815	250	1	the	the	DET
ajmri-4815	250	2	reviewed	review	VERB
ajmri-4815	250	3	findings	finding	NOUN
ajmri-4815	250	4	display	display	VERB
ajmri-4815	250	5	how	how	SCONJ
ajmri-4815	250	6	ai	ai	AUX
ajmri-4815	250	7	solutions	solution	NOUN
ajmri-4815	250	8	serve	serve	VERB
ajmri-4815	250	9	crucial	crucial	ADJ
ajmri-4815	250	10	functions	function	NOUN
ajmri-4815	250	11	in	in	ADP
ajmri-4815	250	12	real	real	ADJ
ajmri-4815	250	13	estate	estate	NOUN
ajmri-4815	250	14	domains	domain	NOUN
ajmri-4815	250	15	by	by	ADP
ajmri-4815	250	16	examining	examine	VERB
ajmri-4815	250	17	threats	threat	NOUN
ajmri-4815	250	18	,	,	PUNCT
ajmri-4815	250	19	helping	help	VERB
ajmri-4815	250	20	investors	investor	NOUN
ajmri-4815	250	21	make	make	VERB
ajmri-4815	250	22	plans	plan	NOUN
ajmri-4815	250	23	,	,	PUNCT
ajmri-4815	250	24	identifying	identify	VERB
ajmri-4815	250	25	fraud	fraud	NOUN
ajmri-4815	250	26	,	,	PUNCT
ajmri-4815	250	27	and	and	CCONJ
ajmri-4815	250	28	enhancing	enhance	VERB
ajmri-4815	250	29	smart	smart	ADJ
ajmri-4815	250	30	estate	estate	NOUN
ajmri-4815	250	31	administration	administration	NOUN
ajmri-4815	250	32	methods	method	NOUN
ajmri-4815	250	33	.	.	PUNCT
ajmri-4815	251	1	ai	ai	VERB
ajmri-4815	251	2	detection	detection	NOUN
ajmri-4815	251	3	abilities	ability	NOUN
ajmri-4815	251	4	and	and	CCONJ
ajmri-4815	251	5	market	market	NOUN
ajmri-4815	251	6	prediction	prediction	NOUN
ajmri-4815	251	7	analytics	analytic	NOUN
ajmri-4815	251	8	make	make	VERB
ajmri-4815	251	9	up	up	ADP
ajmri-4815	251	10	the	the	DET
ajmri-4815	251	11	distinctive	distinctive	ADJ
ajmri-4815	251	12	feature	feature	NOUN
ajmri-4815	251	13	of	of	ADP
ajmri-4815	251	14	ai	ai	ADJ
ajmri-4815	251	15	algorithms	algorithm	NOUN
ajmri-4815	251	16	,	,	PUNCT
ajmri-4815	251	17	including	include	VERB
ajmri-4815	251	18	macroeconomic	macroeconomic	ADJ
ajmri-4815	251	19	trend	trend	NOUN
ajmri-4815	251	20	simulation	simulation	NOUN
ajmri-4815	251	21	functionalities	functionalitie	VERB
ajmri-4815	251	22	.	.	PUNCT
ajmri-4815	252	1	ai	ai	VERB
ajmri-4815	252	2	is	be	AUX
ajmri-4815	252	3	an	an	DET
ajmri-4815	252	4	investigative	investigative	ADJ
ajmri-4815	252	5	tool	tool	NOUN
ajmri-4815	252	6	to	to	PART
ajmri-4815	252	7	detect	detect	VERB
ajmri-4815	252	8	fraudulent	fraudulent	ADJ
ajmri-4815	252	9	activities	activity	NOUN
ajmri-4815	252	10	based	base	VERB
ajmri-4815	252	11	on	on	ADP
ajmri-4815	252	12	various	various	ADJ
ajmri-4815	252	13	research	research	NOUN
ajmri-4815	252	14	studies	study	NOUN
ajmri-4815	252	15	about	about	ADP
ajmri-4815	252	16	transaction	transaction	NOUN
ajmri-4815	252	17	protection	protection	NOUN
ajmri-4815	252	18	and	and	CCONJ
ajmri-4815	252	19	institutional	institutional	ADJ
ajmri-4815	252	20	trust	trust	NOUN
ajmri-4815	252	21	enhancement	enhancement	NOUN
ajmri-4815	252	22	.	.	PUNCT
ajmri-4815	253	1	moreover	moreover	ADV
ajmri-4815	253	2	,	,	PUNCT
ajmri-4815	253	3	ai	ai	VERB
ajmri-4815	253	4	is	be	AUX
ajmri-4815	253	5	taking	take	VERB
ajmri-4815	253	6	the	the	DET
ajmri-4815	253	7	property	property	NOUN
ajmri-4815	253	8	management	management	NOUN
ajmri-4815	253	9	sector	sector	NOUN
ajmri-4815	253	10	into	into	ADP
ajmri-4815	253	11	a	a	DET
ajmri-4815	253	12	new	new	ADJ
ajmri-4815	253	13	,	,	PUNCT
ajmri-4815	253	14	astute	astute	ADJ
ajmri-4815	253	15	automated	automate	VERB
ajmri-4815	253	16	system	system	NOUN
ajmri-4815	253	17	development	development	NOUN
ajmri-4815	253	18	generation	generation	NOUN
ajmri-4815	253	19	.	.	PUNCT
ajmri-4815	254	1	ai	ai	VERB
ajmri-4815	254	2	enhances	enhance	NOUN
ajmri-4815	254	3	profit	profit	NOUN
ajmri-4815	254	4	and	and	CCONJ
ajmri-4815	254	5	sustainability	sustainability	NOUN
ajmri-4815	254	6	through	through	ADP
ajmri-4815	254	7	its	its	PRON
ajmri-4815	254	8	integration	integration	NOUN
ajmri-4815	254	9	with	with	ADP
ajmri-4815	254	10	building	build	VERB
ajmri-4815	254	11	information	information	NOUN
ajmri-4815	254	12	modelling	modelling	NOUN
ajmri-4815	254	13	and	and	CCONJ
ajmri-4815	254	14	esg	esg	NOUN
ajmri-4815	254	15	tracking	tracking	NOUN
ajmri-4815	254	16	systems	system	NOUN
ajmri-4815	254	17	and	and	CCONJ
ajmri-4815	254	18	energy	energy	NOUN
ajmri-4815	254	19	monitoring	monitoring	NOUN
ajmri-4815	254	20	,	,	PUNCT
ajmri-4815	254	21	thus	thus	ADV
ajmri-4815	254	22	providing	provide	VERB
ajmri-4815	254	23	better	well	ADJ
ajmri-4815	254	24	tenant	tenant	NOUN
ajmri-4815	254	25	satisfaction	satisfaction	NOUN
ajmri-4815	254	26	.	.	PUNCT
ajmri-4815	255	1	the	the	DET
ajmri-4815	255	2	real	real	ADJ
ajmri-4815	255	3	estate	estate	NOUN
ajmri-4815	255	4	market	market	NOUN
ajmri-4815	255	5	benefits	benefit	NOUN
ajmri-4815	255	6	from	from	ADP
ajmri-4815	255	7	innovative	innovative	ADJ
ajmri-4815	255	8	operational	operational	ADJ
ajmri-4815	255	9	improvements	improvement	NOUN
ajmri-4815	255	10	through	through	ADP
ajmri-4815	255	11	predictive	predictive	ADJ
ajmri-4815	255	12	factory	factory	NOUN
ajmri-4815	255	13	servicing	servicing	NOUN
ajmri-4815	255	14	and	and	CCONJ
ajmri-4815	255	15	tenant	tenant	NOUN
ajmri-4815	255	16	-	-	PUNCT
ajmri-4815	255	17	lite	lite	NOUN
ajmri-4815	255	18	chat	chat	NOUN
ajmri-4815	255	19	programs	program	NOUN
ajmri-4815	255	20	,	,	PUNCT
ajmri-4815	255	21	which	which	PRON
ajmri-4815	255	22	transform	transform	VERB
ajmri-4815	255	23	property	property	NOUN
ajmri-4815	255	24	management	management	NOUN
ajmri-4815	255	25	standards	standard	NOUN
ajmri-4815	255	26	.	.	PUNCT
ajmri-4815	256	1	however	however	ADV
ajmri-4815	256	2	,	,	PUNCT
ajmri-4815	256	3	challenges	challenge	NOUN
ajmri-4815	256	4	persist	persist	VERB
ajmri-4815	256	5	.	.	PUNCT
ajmri-4815	257	1	the	the	DET
ajmri-4815	257	2	technology	technology	NOUN
ajmri-4815	257	3	faces	face	VERB
ajmri-4815	257	4	implementation	implementation	NOUN
ajmri-4815	257	5	hurdles	hurdle	NOUN
ajmri-4815	257	6	because	because	SCONJ
ajmri-4815	257	7	of	of	ADP
ajmri-4815	257	8	concerns	concern	NOUN
ajmri-4815	257	9	about	about	ADP
ajmri-4815	257	10	model	model	NOUN
ajmri-4815	257	11	disclosure	disclosure	NOUN
ajmri-4815	257	12	,	,	PUNCT
ajmri-4815	257	13	separate	separate	ADJ
ajmri-4815	257	14	data	datum	NOUN
ajmri-4815	257	15	sources	source	NOUN
ajmri-4815	257	16	,	,	PUNCT
ajmri-4815	257	17	privacy	privacy	NOUN
ajmri-4815	257	18	violations	violation	NOUN
ajmri-4815	257	19	,	,	PUNCT
ajmri-4815	257	20	and	and	CCONJ
ajmri-4815	257	21	stakeholder	stakeholder	NOUN
ajmri-4815	257	22	resistance	resistance	NOUN
ajmri-4815	257	23	.	.	PUNCT
ajmri-4815	258	1	black	black	ADJ
ajmri-4815	258	2	-	-	PUNCT
ajmri-4815	258	3	box	box	NOUN
ajmri-4815	258	4	models	model	NOUN
ajmri-4815	258	5	create	create	VERB
ajmri-4815	258	6	trust	trust	NOUN
ajmri-4815	258	7	challenges	challenge	NOUN
ajmri-4815	258	8	and	and	CCONJ
ajmri-4815	258	9	technical	technical	ADJ
ajmri-4815	258	10	barriers	barrier	NOUN
ajmri-4815	258	11	to	to	PART
ajmri-4815	258	12	model	model	VERB
ajmri-4815	258	13	deployment	deployment	NOUN
ajmri-4815	258	14	between	between	ADP
ajmri-4815	258	15	distinct	distinct	ADJ
ajmri-4815	258	16	market	market	NOUN
ajmri-4815	258	17	domains	domain	NOUN
ajmri-4815	258	18	.	.	PUNCT
ajmri-4815	259	1	these	these	DET
ajmri-4815	259	2	obstacles	obstacle	NOUN
ajmri-4815	259	3	require	require	VERB
ajmri-4815	259	4	scientists	scientist	NOUN
ajmri-4815	259	5	to	to	PART
ajmri-4815	259	6	conduct	conduct	VERB
ajmri-4815	259	7	ongoing	ongoing	ADJ
ajmri-4815	259	8	studies	study	NOUN
ajmri-4815	259	9	in	in	ADP
ajmri-4815	259	10	explainable	explainable	ADJ
ajmri-4815	259	11	ai	ai	NOUN
ajmri-4815	259	12	,	,	PUNCT
ajmri-4815	259	13	ethical	ethical	ADJ
ajmri-4815	259	14	governance	governance	NOUN
ajmri-4815	259	15	mechanisms	mechanism	NOUN
ajmri-4815	259	16	,	,	PUNCT
ajmri-4815	259	17	and	and	CCONJ
ajmri-4815	259	18	standardised	standardised	ADJ
ajmri-4815	259	19	data	data	NOUN
ajmri-4815	259	20	pipelines	pipeline	NOUN
ajmri-4815	259	21	.	.	PUNCT
ajmri-4815	260	1	in	in	ADP
ajmri-4815	260	2	conclusion	conclusion	NOUN
ajmri-4815	260	3	,	,	PUNCT
ajmri-4815	260	4	property	property	NOUN
ajmri-4815	260	5	valuation	valuation	NOUN
ajmri-4815	260	6	through	through	ADP
ajmri-4815	260	7	ai	ai	PROPN
ajmri-4815	260	8	and	and	CCONJ
ajmri-4815	260	9	ml	ml	AUX
ajmri-4815	260	10	provides	provide	VERB
ajmri-4815	260	11	a	a	DET
ajmri-4815	260	12	robust	robust	ADJ
ajmri-4815	260	13	data	data	NOUN
ajmri-4815	260	14	-	-	PUNCT
ajmri-4815	260	15	oriented	orient	VERB
ajmri-4815	260	16	framework	framework	NOUN
ajmri-4815	260	17	to	to	PART
ajmri-4815	260	18	analyse	analyse	VERB
ajmri-4815	260	19	risks	risk	NOUN
ajmri-4815	260	20	,	,	PUNCT
ajmri-4815	260	21	which	which	PRON
ajmri-4815	260	22	will	will	AUX
ajmri-4815	260	23	transform	transform	VERB
ajmri-4815	260	24	real	real	ADJ
ajmri-4815	260	25	estate	estate	NOUN
ajmri-4815	260	26	market	market	NOUN
ajmri-4815	260	27	operations	operation	NOUN
ajmri-4815	260	28	.	.	PUNCT
ajmri-4815	261	1	these	these	DET
ajmri-4815	261	2	technologies	technology	NOUN
ajmri-4815	261	3	can	can	AUX
ajmri-4815	261	4	transform	transform	VERB
ajmri-4815	261	5	built	build	VERB
ajmri-4815	261	6	environment	environment	NOUN
ajmri-4815	261	7	value	value	NOUN
ajmri-4815	261	8	creation	creation	NOUN
ajmri-4815	261	9	by	by	ADP
ajmri-4815	261	10	receiving	receive	VERB
ajmri-4815	261	11	proper	proper	ADJ
ajmri-4815	261	12	oversight	oversight	NOUN
ajmri-4815	261	13	,	,	PUNCT
ajmri-4815	261	14	creating	create	VERB
ajmri-4815	261	15	transparent	transparent	ADJ
ajmri-4815	261	16	technical	technical	ADJ
ajmri-4815	261	17	features	feature	NOUN
ajmri-4815	261	18	,	,	PUNCT
ajmri-4815	261	19	and	and	CCONJ
ajmri-4815	261	20	establishing	establish	VERB
ajmri-4815	261	21	comprehensive	comprehensive	ADJ
ajmri-4815	261	22	adoption	adoption	NOUN
ajmri-4815	261	23	policies	policy	NOUN
ajmri-4815	261	24	.	.	PUNCT
ajmri-4815	262	1	references	reference	NOUN
ajmri-4815	262	2	adewusi	adewusi	VERB
ajmri-4815	262	3	,	,	PUNCT
ajmri-4815	262	4	a.o	a.o	PROPN
ajmri-4815	262	5	.	.	PROPN
ajmri-4815	262	6	,	,	PUNCT
ajmri-4815	262	7	(	(	PUNCT
ajmri-4815	262	8	2024	2024	NUM
ajmri-4815	262	9	)	)	PUNCT
ajmri-4815	262	10	performance	performance	NOUN
ajmri-4815	262	11	comparison	comparison	NOUN
ajmri-4815	262	12	of	of	ADP
ajmri-4815	262	13	artificial	artificial	ADJ
ajmri-4815	262	14	neural	neural	ADJ
ajmri-4815	262	15	networks	network	NOUN
ajmri-4815	262	16	and	and	CCONJ
ajmri-4815	262	17	hedonic	hedonic	ADJ
ajmri-4815	262	18	pricing	pricing	NOUN
ajmri-4815	262	19	model	model	NOUN
ajmri-4815	262	20	in	in	ADP
ajmri-4815	262	21	predicting	predict	VERB
ajmri-4815	262	22	residential	residential	ADJ
ajmri-4815	262	23	property	property	NOUN
ajmri-4815	262	24	prices	price	NOUN
ajmri-4815	262	25	in	in	ADP
ajmri-4815	262	26	lagos	lagos	NOUN
ajmri-4815	262	27	metropolis	metropolis	PROPN
ajmri-4815	262	28	,	,	PUNCT
ajmri-4815	262	29	nigeria	nigeria	PROPN
ajmri-4815	262	30	.	.	PUNCT
ajmri-4815	263	1	alanzi	alanzi	PROPN
ajmri-4815	263	2	,	,	PUNCT
ajmri-4815	263	3	e.	e.	PROPN
ajmri-4815	263	4	m.	m.	PROPN
ajmri-4815	263	5	(	(	PUNCT
ajmri-4815	263	6	2023	2023	NUM
ajmri-4815	263	7	)	)	PUNCT
ajmri-4815	263	8	.	.	PUNCT
ajmri-4815	264	1	modelling	modelling	NOUN
ajmri-4815	264	2	and	and	CCONJ
ajmri-4815	264	3	forecasting	forecast	VERB
ajmri-4815	264	4	saudi	saudi	PROPN
ajmri-4815	264	5	arabia	arabia	PROPN
ajmri-4815	264	6	's	's	PART
ajmri-4815	264	7	inbound	inbound	ADJ
ajmri-4815	264	8	tourism	tourism	NOUN
ajmri-4815	264	9	demand	demand	NOUN
ajmri-4815	264	10	(	(	PUNCT
ajmri-4815	264	11	doctoral	doctoral	ADJ
ajmri-4815	264	12	dissertation	dissertation	NOUN
ajmri-4815	264	13	,	,	PUNCT
ajmri-4815	264	14	victoria	victoria	PROPN
ajmri-4815	264	15	university	university	PROPN
ajmri-4815	264	16	)	)	PUNCT
ajmri-4815	264	17	.	.	PUNCT
ajmri-4815	265	1	al	al	PROPN
ajmri-4815	265	2	-	-	PUNCT
ajmri-4815	265	3	baity	baity	PROPN
ajmri-4815	265	4	,	,	PUNCT
ajmri-4815	265	5	h.	h.	PROPN
ajmri-4815	265	6	h.	h.	PROPN
ajmri-4815	265	7	(	(	PUNCT
ajmri-4815	265	8	2023	2023	NUM
ajmri-4815	265	9	)	)	PUNCT
ajmri-4815	265	10	.	.	PUNCT
ajmri-4815	266	1	the	the	DET
ajmri-4815	266	2	artificial	artificial	ADJ
ajmri-4815	266	3	intelligence	intelligence	NOUN
ajmri-4815	266	4	revolution	revolution	NOUN
ajmri-4815	266	5	in	in	ADP
ajmri-4815	266	6	digital	digital	ADJ
ajmri-4815	266	7	finance	finance	NOUN
ajmri-4815	266	8	in	in	ADP
ajmri-4815	266	9	saudi	saudi	PROPN
ajmri-4815	266	10	arabia	arabia	PROPN
ajmri-4815	266	11	:	:	PUNCT
ajmri-4815	266	12	a	a	DET
ajmri-4815	266	13	comprehensive	comprehensive	ADJ
ajmri-4815	266	14	review	review	NOUN
ajmri-4815	266	15	and	and	CCONJ
ajmri-4815	266	16	proposed	proposed	ADJ
ajmri-4815	266	17	framework	framework	NOUN
ajmri-4815	266	18	.	.	PUNCT
ajmri-4815	267	1	sustainability	sustainability	NOUN
ajmri-4815	267	2	,	,	PUNCT
ajmri-4815	267	3	15(18	15(18	NUM
ajmri-4815	267	4	)	)	PUNCT
ajmri-4815	267	5	,	,	PUNCT
ajmri-4815	267	6	13725	13725	NUM
ajmri-4815	267	7	.	.	PUNCT
ajmri-4815	268	1	aldhaen	aldhaen	PROPN
ajmri-4815	268	2	,	,	PUNCT
ajmri-4815	268	3	e.	e.	PROPN
ajmri-4815	268	4	s.	s.	PROPN
ajmri-4815	268	5	(	(	PUNCT
ajmri-4815	268	6	2024	2024	NUM
ajmri-4815	268	7	)	)	PUNCT
ajmri-4815	268	8	.	.	PUNCT
ajmri-4815	269	1	business	business	NOUN
ajmri-4815	269	2	sustainability	sustainability	NOUN
ajmri-4815	269	3	with	with	ADP
ajmri-4815	269	4	artificial	artificial	ADJ
ajmri-4815	269	5	intelligence	intelligence	NOUN
ajmri-4815	269	6	(	(	PUNCT
ajmri-4815	269	7	ai	ai	VERB
ajmri-4815	269	8	):	):	PUNCT
ajmri-4815	269	9	challenges	challenge	NOUN
ajmri-4815	269	10	and	and	CCONJ
ajmri-4815	269	11	opportunities	opportunity	NOUN
ajmri-4815	269	12	:	:	PUNCT
ajmri-4815	269	13	volume	volume	NOUN
ajmri-4815	269	14	2	2	NUM
ajmri-4815	269	15	.	.	PUNCT
ajmri-4815	269	16	ali	ali	PROPN
ajmri-4815	269	17	a.	a.	PROPN
ajmri-4815	269	18	shohan	shohan	PROPN
ajmri-4815	269	19	,	,	PUNCT
ajmri-4815	269	20	a.	a.	NOUN
ajmri-4815	269	21	,	,	PUNCT
ajmri-4815	269	22	hang	hang	PROPN
ajmri-4815	269	23	,	,	PUNCT
ajmri-4815	269	24	h.	h.	PROPN
ajmri-4815	269	25	t.	t.	PROPN
ajmri-4815	269	26	,	,	PUNCT
ajmri-4815	269	27	bindajam	bindajam	NOUN
ajmri-4815	269	28	,	,	PUNCT
ajmri-4815	269	29	a.	a.	NOUN
ajmri-4815	269	30	a.	a.	PROPN
ajmri-4815	269	31	,	,	PUNCT
ajmri-4815	269	32	j.	j.	PROPN
ajmri-4815	269	33	alshayeb	alshayeb	PROPN
ajmri-4815	269	34	,	,	PUNCT
ajmri-4815	269	35	m.	m.	NOUN
ajmri-4815	269	36	,	,	PUNCT
ajmri-4815	269	37	mallick	mallick	PROPN
ajmri-4815	269	38	,	,	PUNCT
ajmri-4815	269	39	j.	j.	PROPN
ajmri-4815	269	40	&	&	CCONJ
ajmri-4815	269	41	abdo	abdo	PROPN
ajmri-4815	269	42	,	,	PUNCT
ajmri-4815	269	43	h.	h.	PROPN
ajmri-4815	269	44	g.	g.	PROPN
ajmri-4815	269	45	,	,	PUNCT
ajmri-4815	269	46	(	(	PUNCT
ajmri-4815	269	47	2024	2024	NUM
ajmri-4815	269	48	)	)	PUNCT
ajmri-4815	269	49	.	.	PUNCT
ajmri-4815	270	1	integrating	integrate	VERB
ajmri-4815	270	2	random	random	ADJ
ajmri-4815	270	3	forest	forest	NOUN
ajmri-4815	270	4	and	and	CCONJ
ajmri-4815	270	5	morphological	morphological	ADJ
ajmri-4815	270	6	spatial	spatial	ADJ
ajmri-4815	270	7	pa	pa	PROPN
ajmri-4815	270	8	ge	ge	PROPN
ajmri-4815	270	9	18	18	NUM
ajmri-4815	270	10	https://journals.e-palli.com/home/index.php/ajmri	https://journals.e-palli.com/home/index.php/ajmri	PROPN
ajmri-4815	270	11	am	am	NOUN
ajmri-4815	270	12	.	.	PUNCT
ajmri-4815	271	1	j.	j.	PROPN
ajmri-4815	271	2	multidis	multidis	PROPN
ajmri-4815	271	3	.	.	PUNCT
ajmri-4815	272	1	res	re	NOUN
ajmri-4815	272	2	.	.	PUNCT
ajmri-4815	273	1	innov	innov	PROPN
ajmri-4815	273	2	.	.	PUNCT
ajmri-4815	274	1	4(5	4(5	NUM
ajmri-4815	274	2	)	)	PUNCT
ajmri-4815	274	3	10	10	NUM
ajmri-4815	274	4	-	-	SYM
ajmri-4815	274	5	21	21	NUM
ajmri-4815	274	6	,	,	PUNCT
ajmri-4815	274	7	2025	2025	NUM
ajmri-4815	274	8	pattern	pattern	NOUN
ajmri-4815	274	9	analysis	analysis	NOUN
ajmri-4815	274	10	for	for	ADP
ajmri-4815	274	11	predicting	predict	VERB
ajmri-4815	274	12	future	future	ADJ
ajmri-4815	274	13	land	land	NOUN
ajmri-4815	274	14	surface	surface	NOUN
ajmri-4815	274	15	temperature	temperature	NOUN
ajmri-4815	274	16	dynamics	dynamic	NOUN
ajmri-4815	274	17	:	:	PUNCT
ajmri-4815	274	18	insights	insight	NOUN
ajmri-4815	274	19	from	from	ADP
ajmri-4815	274	20	urbanising	urbanise	VERB
ajmri-4815	274	21	saudi	saudi	PROPN
ajmri-4815	274	22	arabia	arabia	PROPN
ajmri-4815	274	23	.	.	PUNCT
ajmri-4815	275	1	geocarto	geocarto	PROPN
ajmri-4815	275	2	international	international	PROPN
ajmri-4815	275	3	,	,	PUNCT
ajmri-4815	275	4	39(1	39(1	NUM
ajmri-4815	275	5	)	)	PUNCT
ajmri-4815	275	6	,	,	PUNCT
ajmri-4815	275	7	2381580	2381580	NUM
ajmri-4815	275	8	.	.	PUNCT
ajmri-4815	276	1	arribas	arribas	PROPN
ajmri-4815	276	2	,	,	PUNCT
ajmri-4815	276	3	i.	i.	PROPN
ajmri-4815	276	4	,	,	PUNCT
ajmri-4815	276	5	garcía	garcía	PROPN
ajmri-4815	276	6	,	,	PUNCT
ajmri-4815	276	7	f.	f.	PROPN
ajmri-4815	276	8	,	,	PUNCT
ajmri-4815	276	9	guijarro	guijarro	PROPN
ajmri-4815	276	10	,	,	PUNCT
ajmri-4815	276	11	f.	f.	PROPN
ajmri-4815	276	12	,	,	PUNCT
ajmri-4815	276	13	oliver	oliver	PROPN
ajmri-4815	276	14	,	,	PUNCT
ajmri-4815	276	15	j.	j.	PROPN
ajmri-4815	276	16	,	,	PUNCT
ajmri-4815	276	17	&	&	CCONJ
ajmri-4815	276	18	tamošiūnienė	tamošiūnienė	PROPN
ajmri-4815	276	19	,	,	PUNCT
ajmri-4815	276	20	r.	r.	PROPN
ajmri-4815	276	21	(	(	PUNCT
ajmri-4815	276	22	2016	2016	NUM
ajmri-4815	276	23	)	)	PUNCT
ajmri-4815	276	24	.	.	PUNCT
ajmri-4815	277	1	mass	mass	ADJ
ajmri-4815	277	2	appraisal	appraisal	NOUN
ajmri-4815	277	3	of	of	ADP
ajmri-4815	277	4	residential	residential	ADJ
ajmri-4815	277	5	real	real	ADJ
ajmri-4815	277	6	estate	estate	NOUN
ajmri-4815	277	7	using	use	VERB
ajmri-4815	277	8	multilevel	multilevel	ADJ
ajmri-4815	277	9	modelling	modelling	NOUN
ajmri-4815	277	10	.	.	PUNCT
ajmri-4815	278	1	international	international	ADJ
ajmri-4815	278	2	journal	journal	NOUN
ajmri-4815	278	3	of	of	ADP
ajmri-4815	278	4	strategic	strategic	ADJ
ajmri-4815	278	5	property	property	NOUN
ajmri-4815	278	6	management	management	NOUN
ajmri-4815	278	7	,	,	PUNCT
ajmri-4815	278	8	20(2	20(2	NUM
ajmri-4815	278	9	)	)	PUNCT
ajmri-4815	278	10	,	,	PUNCT
ajmri-4815	278	11	143–153	143–153	NUM
ajmri-4815	278	12	.	.	PUNCT
ajmri-4815	278	13	attah	attah	PROPN
ajmri-4815	278	14	,	,	PUNCT
ajmri-4815	278	15	r.	r.	PROPN
ajmri-4815	278	16	u.	u.	PROPN
ajmri-4815	278	17	,	,	PUNCT
ajmri-4815	278	18	gil	gil	PROPN
ajmri-4815	278	19	-	-	PUNCT
ajmri-4815	278	20	ozoudeh	ozoudeh	PROPN
ajmri-4815	278	21	,	,	PUNCT
ajmri-4815	278	22	i.	i.	PROPN
ajmri-4815	278	23	,	,	PUNCT
ajmri-4815	278	24	garba	garba	PROPN
ajmri-4815	278	25	,	,	PUNCT
ajmri-4815	278	26	b.	b.	PROPN
ajmri-4815	278	27	m.	m.	PROPN
ajmri-4815	278	28	p.	p.	PROPN
ajmri-4815	278	29	&	&	CCONJ
ajmri-4815	278	30	iwuanyanwu	iwuanyanwu	PROPN
ajmri-4815	278	31	,	,	PUNCT
ajmri-4815	278	32	o.	o.	PROPN
ajmri-4815	278	33	,	,	PUNCT
ajmri-4815	278	34	(	(	PUNCT
ajmri-4815	278	35	2024	2024	NUM
ajmri-4815	278	36	)	)	PUNCT
ajmri-4815	278	37	.	.	PUNCT
ajmri-4815	279	1	leveraging	leverage	VERB
ajmri-4815	279	2	geographic	geographic	ADJ
ajmri-4815	279	3	information	information	NOUN
ajmri-4815	279	4	systems	system	NOUN
ajmri-4815	279	5	and	and	CCONJ
ajmri-4815	279	6	data	datum	NOUN
ajmri-4815	279	7	analytics	analytic	NOUN
ajmri-4815	279	8	for	for	ADP
ajmri-4815	279	9	enhanced	enhanced	ADJ
ajmri-4815	279	10	public	public	ADJ
ajmri-4815	279	11	sector	sector	NOUN
ajmri-4815	279	12	decision	decision	NOUN
ajmri-4815	279	13	-	-	PUNCT
ajmri-4815	279	14	making	making	NOUN
ajmri-4815	279	15	and	and	CCONJ
ajmri-4815	279	16	urban	urban	ADJ
ajmri-4815	279	17	planning	planning	NOUN
ajmri-4815	279	18	.	.	PUNCT
ajmri-4815	280	1	magna	magna	PROPN
ajmri-4815	280	2	sci	sci	PROPN
ajmri-4815	280	3	adv	adv	PROPN
ajmri-4815	280	4	res	re	NOUN
ajmri-4815	280	5	rev	rev	PROPN
ajmri-4815	280	6	,	,	PUNCT
ajmri-4815	280	7	12(2	12(2	NUM
ajmri-4815	280	8	)	)	PUNCT
ajmri-4815	280	9	,	,	PUNCT
ajmri-4815	280	10	152	152	NUM
ajmri-4815	280	11	-	-	SYM
ajmri-4815	280	12	63	63	NUM
ajmri-4815	280	13	.	.	PUNCT
ajmri-4815	281	1	baffour	baffour	PROPN
ajmri-4815	281	2	awuah	awuah	NOUN
ajmri-4815	281	3	,	,	PUNCT
ajmri-4815	281	4	k.g	k.g	PROPN
ajmri-4815	281	5	.	.	PROPN
ajmri-4815	281	6	&	&	CCONJ
ajmri-4815	281	7	gyamfi	gyamfi	PROPN
ajmri-4815	281	8	-	-	PUNCT
ajmri-4815	281	9	yeboah	yeboah	NOUN
ajmri-4815	281	10	,	,	PUNCT
ajmri-4815	281	11	f.	f.	PROPN
ajmri-4815	281	12	,	,	PUNCT
ajmri-4815	281	13	(	(	PUNCT
ajmri-4815	281	14	2017	2017	NUM
ajmri-4815	281	15	)	)	PUNCT
ajmri-4815	281	16	.	.	PUNCT
ajmri-4815	282	1	the	the	DET
ajmri-4815	282	2	role	role	NOUN
ajmri-4815	282	3	of	of	ADP
ajmri-4815	282	4	task	task	NOUN
ajmri-4815	282	5	complexity	complexity	NOUN
ajmri-4815	282	6	in	in	ADP
ajmri-4815	282	7	valuation	valuation	NOUN
ajmri-4815	282	8	errors	error	NOUN
ajmri-4815	282	9	analysis	analysis	NOUN
ajmri-4815	282	10	in	in	ADP
ajmri-4815	282	11	a	a	DET
ajmri-4815	282	12	developing	develop	VERB
ajmri-4815	282	13	real	real	ADJ
ajmri-4815	282	14	estate	estate	NOUN
ajmri-4815	282	15	market	market	NOUN
ajmri-4815	282	16	.	.	PUNCT
ajmri-4815	283	1	journal	journal	NOUN
ajmri-4815	283	2	of	of	ADP
ajmri-4815	283	3	property	property	NOUN
ajmri-4815	283	4	research	research	NOUN
ajmri-4815	283	5	,	,	PUNCT
ajmri-4815	283	6	34(1	34(1	NUM
ajmri-4815	283	7	)	)	PUNCT
ajmri-4815	283	8	,	,	PUNCT
ajmri-4815	283	9	54	54	NUM
ajmri-4815	283	10	-	-	SYM
ajmri-4815	283	11	76	76	NUM
ajmri-4815	283	12	.	.	PUNCT
ajmri-4815	284	1	berawi	berawi	NOUN
ajmri-4815	284	2	,	,	PUNCT
ajmri-4815	284	3	m.	m.	NOUN
ajmri-4815	284	4	a.	a.	PROPN
ajmri-4815	284	5	,	,	PUNCT
ajmri-4815	284	6	miraj	miraj	PROPN
ajmri-4815	284	7	,	,	PUNCT
ajmri-4815	284	8	p.	p.	PROPN
ajmri-4815	284	9	,	,	PUNCT
ajmri-4815	284	10	saroji	saroji	PROPN
ajmri-4815	284	11	,	,	PUNCT
ajmri-4815	284	12	g.	g.	PROPN
ajmri-4815	284	13	,	,	PUNCT
ajmri-4815	284	14	&	&	CCONJ
ajmri-4815	284	15	sari	sari	NOUN
ajmri-4815	284	16	,	,	PUNCT
ajmri-4815	284	17	m.	m.	NOUN
ajmri-4815	284	18	(	(	PUNCT
ajmri-4815	284	19	2020	2020	NUM
ajmri-4815	284	20	)	)	PUNCT
ajmri-4815	284	21	.	.	PUNCT
ajmri-4815	285	1	impact	impact	NOUN
ajmri-4815	285	2	of	of	ADP
ajmri-4815	285	3	rail	rail	NOUN
ajmri-4815	285	4	transit	transit	NOUN
ajmri-4815	285	5	station	station	NOUN
ajmri-4815	285	6	proximity	proximity	NOUN
ajmri-4815	285	7	to	to	ADP
ajmri-4815	285	8	commercial	commercial	ADJ
ajmri-4815	285	9	property	property	NOUN
ajmri-4815	285	10	prices	price	NOUN
ajmri-4815	285	11	:	:	PUNCT
ajmri-4815	285	12	utilizing	utilize	VERB
ajmri-4815	285	13	big	big	ADJ
ajmri-4815	285	14	data	datum	NOUN
ajmri-4815	285	15	in	in	ADP
ajmri-4815	285	16	urban	urban	ADJ
ajmri-4815	285	17	real	real	ADJ
ajmri-4815	285	18	estate	estate	NOUN
ajmri-4815	285	19	.	.	PUNCT
ajmri-4815	286	1	journal	journal	NOUN
ajmri-4815	286	2	of	of	ADP
ajmri-4815	286	3	big	big	ADJ
ajmri-4815	286	4	data	datum	NOUN
ajmri-4815	286	5	,	,	PUNCT
ajmri-4815	286	6	7(1	7(1	NUM
ajmri-4815	286	7	)	)	PUNCT
ajmri-4815	286	8	,	,	PUNCT
ajmri-4815	286	9	1–16	1–16	PROPN
ajmri-4815	286	10	.	.	PUNCT
ajmri-4815	287	1	dimopoulos	dimopoulo	NOUN
ajmri-4815	287	2	,	,	PUNCT
ajmri-4815	287	3	t.	t.	PROPN
ajmri-4815	287	4	,	,	PUNCT
ajmri-4815	287	5	&	&	CCONJ
ajmri-4815	287	6	bakas	bakas	PROPN
ajmri-4815	287	7	,	,	PUNCT
ajmri-4815	287	8	n.	n.	NOUN
ajmri-4815	287	9	(	(	PUNCT
ajmri-4815	287	10	2019	2019	NUM
ajmri-4815	287	11	)	)	PUNCT
ajmri-4815	287	12	.	.	PUNCT
ajmri-4815	288	1	sensitivity	sensitivity	NOUN
ajmri-4815	288	2	analysis	analysis	NOUN
ajmri-4815	288	3	of	of	ADP
ajmri-4815	288	4	machine	machine	NOUN
ajmri-4815	288	5	learning	learning	NOUN
ajmri-4815	288	6	models	model	NOUN
ajmri-4815	288	7	for	for	ADP
ajmri-4815	288	8	the	the	DET
ajmri-4815	288	9	mass	mass	ADJ
ajmri-4815	288	10	appraisal	appraisal	NOUN
ajmri-4815	288	11	of	of	ADP
ajmri-4815	288	12	real	real	ADJ
ajmri-4815	288	13	estate	estate	NOUN
ajmri-4815	288	14	:	:	PUNCT
ajmri-4815	288	15	case	case	NOUN
ajmri-4815	288	16	study	study	NOUN
ajmri-4815	288	17	of	of	ADP
ajmri-4815	288	18	residential	residential	ADJ
ajmri-4815	288	19	units	unit	NOUN
ajmri-4815	288	20	in	in	ADP
ajmri-4815	288	21	nicosia	nicosia	PROPN
ajmri-4815	288	22	,	,	PUNCT
ajmri-4815	288	23	cyprus	cyprus	PROPN
ajmri-4815	288	24	.	.	PUNCT
ajmri-4815	289	1	remote	remote	ADJ
ajmri-4815	289	2	sensing	sensing	NOUN
ajmri-4815	289	3	,	,	PUNCT
ajmri-4815	289	4	11(22	11(22	PROPN
ajmri-4815	289	5	)	)	PUNCT
ajmri-4815	289	6	,	,	PUNCT
ajmri-4815	289	7	2612	2612	NUM
ajmri-4815	289	8	.	.	PUNCT
ajmri-4815	290	1	gupta	gupta	PROPN
ajmri-4815	290	2	,	,	PUNCT
ajmri-4815	290	3	r.	r.	PROPN
ajmri-4815	290	4	,	,	PUNCT
ajmri-4815	290	5	marfatia	marfatia	PROPN
ajmri-4815	290	6	,	,	PUNCT
ajmri-4815	290	7	h.	h.	PROPN
ajmri-4815	290	8	a.	a.	PROPN
ajmri-4815	290	9	,	,	PUNCT
ajmri-4815	290	10	pierdzioch	pierdzioch	PROPN
ajmri-4815	290	11	,	,	PUNCT
ajmri-4815	290	12	c.	c.	PROPN
ajmri-4815	290	13	,	,	PUNCT
ajmri-4815	290	14	&	&	CCONJ
ajmri-4815	290	15	salisu	salisu	PROPN
ajmri-4815	290	16	,	,	PUNCT
ajmri-4815	290	17	a.	a.	NOUN
ajmri-4815	290	18	a.	a.	NOUN
ajmri-4815	290	19	(	(	PUNCT
ajmri-4815	290	20	2022	2022	NUM
ajmri-4815	290	21	)	)	PUNCT
ajmri-4815	290	22	.	.	PUNCT
ajmri-4815	291	1	machine	machine	NOUN
ajmri-4815	291	2	learning	learn	VERB
ajmri-4815	291	3	predictions	prediction	NOUN
ajmri-4815	291	4	of	of	ADP
ajmri-4815	291	5	housing	housing	NOUN
ajmri-4815	291	6	market	market	NOUN
ajmri-4815	291	7	synchronisation	synchronisation	NOUN
ajmri-4815	291	8	across	across	ADP
ajmri-4815	291	9	us	us	PROPN
ajmri-4815	291	10	states	state	NOUN
ajmri-4815	291	11	:	:	PUNCT
ajmri-4815	291	12	the	the	DET
ajmri-4815	291	13	role	role	NOUN
ajmri-4815	291	14	of	of	ADP
ajmri-4815	291	15	uncertainty	uncertainty	NOUN
ajmri-4815	291	16	.	.	PUNCT
ajmri-4815	292	1	the	the	DET
ajmri-4815	292	2	journal	journal	NOUN
ajmri-4815	292	3	of	of	ADP
ajmri-4815	292	4	real	real	ADJ
ajmri-4815	292	5	estate	estate	NOUN
ajmri-4815	292	6	finance	finance	NOUN
ajmri-4815	292	7	and	and	CCONJ
ajmri-4815	292	8	economics	economic	NOUN
ajmri-4815	292	9	.	.	PUNCT
ajmri-4815	293	1	kempeneer	kempeneer	PROPN
ajmri-4815	293	2	,	,	PUNCT
ajmri-4815	293	3	s.	s.	PROPN
ajmri-4815	293	4	,	,	PUNCT
ajmri-4815	293	5	peeters	peeter	NOUN
ajmri-4815	293	6	,	,	PUNCT
ajmri-4815	293	7	m.	m.	NOUN
ajmri-4815	293	8	,	,	PUNCT
ajmri-4815	293	9	&	&	CCONJ
ajmri-4815	293	10	compernolle	compernolle	PROPN
ajmri-4815	293	11	,	,	PUNCT
ajmri-4815	293	12	t.	t.	PROPN
ajmri-4815	293	13	(	(	PUNCT
ajmri-4815	293	14	2021	2021	NUM
ajmri-4815	293	15	)	)	PUNCT
ajmri-4815	293	16	.	.	PUNCT
ajmri-4815	294	1	bringing	bring	VERB
ajmri-4815	294	2	the	the	DET
ajmri-4815	294	3	user	user	NOUN
ajmri-4815	294	4	back	back	ADV
ajmri-4815	294	5	in	in	ADP
ajmri-4815	294	6	the	the	DET
ajmri-4815	294	7	building	building	NOUN
ajmri-4815	294	8	:	:	PUNCT
ajmri-4815	294	9	an	an	DET
ajmri-4815	294	10	analysis	analysis	NOUN
ajmri-4815	294	11	of	of	ADP
ajmri-4815	294	12	esg	esg	PROPN
ajmri-4815	294	13	in	in	ADP
ajmri-4815	294	14	real	real	ADJ
ajmri-4815	294	15	estate	estate	NOUN
ajmri-4815	294	16	and	and	CCONJ
ajmri-4815	294	17	a	a	DET
ajmri-4815	294	18	behavioral	behavioral	ADJ
ajmri-4815	294	19	framework	framework	NOUN
ajmri-4815	294	20	to	to	PART
ajmri-4815	294	21	guide	guide	VERB
ajmri-4815	294	22	future	future	ADJ
ajmri-4815	294	23	research	research	NOUN
ajmri-4815	294	24	.	.	PUNCT
ajmri-4815	295	1	sustainability	sustainability	NOUN
ajmri-4815	295	2	,	,	PUNCT
ajmri-4815	295	3	13(16	13(16	NUM
ajmri-4815	295	4	)	)	PUNCT
ajmri-4815	295	5	,	,	PUNCT
ajmri-4815	295	6	8846	8846	NUM
ajmri-4815	295	7	.	.	PUNCT
ajmri-4815	296	1	khodabakhshian	khodabakhshian	PROPN
ajmri-4815	296	2	,	,	PUNCT
ajmri-4815	296	3	a.	a.	PROPN
ajmri-4815	296	4	,	,	PUNCT
ajmri-4815	296	5	&	&	CCONJ
ajmri-4815	296	6	toosi	toosi	PROPN
ajmri-4815	296	7	,	,	PUNCT
ajmri-4815	296	8	h.	h.	PROPN
ajmri-4815	296	9	(	(	PUNCT
ajmri-4815	296	10	2021	2021	NUM
ajmri-4815	296	11	)	)	PUNCT
ajmri-4815	296	12	.	.	PUNCT
ajmri-4815	297	1	residential	residential	ADJ
ajmri-4815	297	2	real	real	ADJ
ajmri-4815	297	3	estate	estate	NOUN
ajmri-4815	297	4	valuation	valuation	NOUN
ajmri-4815	297	5	framework	framework	NOUN
ajmri-4815	297	6	based	base	VERB
ajmri-4815	297	7	on	on	ADP
ajmri-4815	297	8	life	life	NOUN
ajmri-4815	297	9	cycle	cycle	NOUN
ajmri-4815	297	10	cost	cost	NOUN
ajmri-4815	297	11	by	by	ADP
ajmri-4815	297	12	building	build	VERB
ajmri-4815	297	13	information	information	NOUN
ajmri-4815	297	14	modeling	modeling	NOUN
ajmri-4815	297	15	.	.	PUNCT
ajmri-4815	298	1	journal	journal	NOUN
ajmri-4815	298	2	of	of	ADP
ajmri-4815	298	3	architectural	architectural	ADJ
ajmri-4815	298	4	engineering	engineering	NOUN
ajmri-4815	298	5	,	,	PUNCT
ajmri-4815	298	6	27(2	27(2	PRON
ajmri-4815	298	7	)	)	PUNCT
ajmri-4815	298	8	,	,	PUNCT
ajmri-4815	298	9	04021008	04021008	NUM
ajmri-4815	298	10	.	.	PUNCT
ajmri-4815	299	1	koch	koch	PROPN
ajmri-4815	299	2	,	,	PUNCT
ajmri-4815	299	3	d.	d.	PROPN
ajmri-4815	299	4	,	,	PUNCT
ajmri-4815	299	5	despotovic	despotovic	ADJ
ajmri-4815	299	6	,	,	PUNCT
ajmri-4815	299	7	m.	m.	NOUN
ajmri-4815	299	8	,	,	PUNCT
ajmri-4815	299	9	&	&	CCONJ
ajmri-4815	299	10	zeppelzauer	zeppelzauer	PROPN
ajmri-4815	299	11	,	,	PUNCT
ajmri-4815	299	12	m.	m.	NOUN
ajmri-4815	299	13	(	(	PUNCT
ajmri-4815	299	14	2020	2020	NUM
ajmri-4815	299	15	)	)	PUNCT
ajmri-4815	299	16	.	.	PUNCT
ajmri-4815	300	1	real	real	ADJ
ajmri-4815	300	2	estate	estate	NOUN
ajmri-4815	300	3	image	image	NOUN
ajmri-4815	300	4	analysis	analysis	NOUN
ajmri-4815	300	5	:	:	PUNCT
ajmri-4815	300	6	a	a	DET
ajmri-4815	300	7	literature	literature	NOUN
ajmri-4815	300	8	review	review	NOUN
ajmri-4815	300	9	.	.	PUNCT
ajmri-4815	301	1	journal	journal	NOUN
ajmri-4815	301	2	of	of	ADP
ajmri-4815	301	3	real	real	ADJ
ajmri-4815	301	4	estate	estate	NOUN
ajmri-4815	301	5	literature	literature	NOUN
ajmri-4815	301	6	,	,	PUNCT
ajmri-4815	301	7	28(2	28(2	NUM
ajmri-4815	301	8	)	)	PUNCT
ajmri-4815	301	9	,	,	PUNCT
ajmri-4815	301	10	239–266	239–266	NUM
ajmri-4815	301	11	.	.	PUNCT
ajmri-4815	302	1	liu	liu	PROPN
ajmri-4815	302	2	,	,	PUNCT
ajmri-4815	302	3	k.	k.	PROPN
ajmri-4815	302	4	s.	s.	PROPN
ajmri-4815	302	5	&	&	CCONJ
ajmri-4815	302	6	lin	lin	PROPN
ajmri-4815	302	7	,	,	PUNCT
ajmri-4815	302	8	m.	m.	PROPN
ajmri-4815	302	9	h.	h.	PROPN
ajmri-4815	302	10	,	,	PUNCT
ajmri-4815	302	11	(	(	PUNCT
ajmri-4815	302	12	2021	2021	NUM
ajmri-4815	302	13	)	)	PUNCT
ajmri-4815	302	14	.	.	PUNCT
ajmri-4815	303	1	performance	performance	NOUN
ajmri-4815	303	2	assessment	assessment	NOUN
ajmri-4815	303	3	on	on	ADP
ajmri-4815	303	4	applying	apply	VERB
ajmri-4815	303	5	artificial	artificial	ADJ
ajmri-4815	303	6	intelligence	intelligence	NOUN
ajmri-4815	303	7	to	to	ADP
ajmri-4815	303	8	sustainable	sustainable	ADJ
ajmri-4815	303	9	supply	supply	NOUN
ajmri-4815	303	10	chain	chain	NOUN
ajmri-4815	303	11	management	management	NOUN
ajmri-4815	303	12	in	in	ADP
ajmri-4815	303	13	the	the	DET
ajmri-4815	303	14	construction	construction	NOUN
ajmri-4815	303	15	material	material	NOUN
ajmri-4815	303	16	industry	industry	NOUN
ajmri-4815	303	17	.	.	PUNCT
ajmri-4815	304	1	sustainability	sustainability	NOUN
ajmri-4815	304	2	,	,	PUNCT
ajmri-4815	304	3	13(22	13(22	NUM
ajmri-4815	304	4	)	)	PUNCT
ajmri-4815	304	5	,	,	PUNCT
ajmri-4815	304	6	12767	12767	NUM
ajmri-4815	304	7	.	.	PUNCT
ajmri-4815	305	1	morano	morano	PROPN
ajmri-4815	305	2	,	,	PUNCT
ajmri-4815	305	3	p.	p.	NOUN
ajmri-4815	305	4	,	,	PUNCT
ajmri-4815	305	5	tajani	tajani	PROPN
ajmri-4815	305	6	,	,	PUNCT
ajmri-4815	305	7	f.	f.	PROPN
ajmri-4815	305	8	,	,	PUNCT
ajmri-4815	305	9	&	&	CCONJ
ajmri-4815	305	10	locurcio	locurcio	PROPN
ajmri-4815	305	11	,	,	PUNCT
ajmri-4815	305	12	m.	m.	NOUN
ajmri-4815	305	13	(	(	PUNCT
ajmri-4815	305	14	2018	2018	NUM
ajmri-4815	305	15	)	)	PUNCT
ajmri-4815	305	16	.	.	PUNCT
ajmri-4815	306	1	multicriteria	multicriteria	PROPN
ajmri-4815	306	2	analysis	analysis	NOUN
ajmri-4815	306	3	and	and	CCONJ
ajmri-4815	306	4	genetic	genetic	ADJ
ajmri-4815	306	5	algorithms	algorithm	NOUN
ajmri-4815	306	6	for	for	ADP
ajmri-4815	306	7	mass	mass	ADJ
ajmri-4815	306	8	appraisals	appraisal	NOUN
ajmri-4815	306	9	in	in	ADP
ajmri-4815	306	10	the	the	DET
ajmri-4815	306	11	italian	italian	ADJ
ajmri-4815	306	12	property	property	NOUN
ajmri-4815	306	13	market	market	NOUN
ajmri-4815	306	14	.	.	PUNCT
ajmri-4815	307	1	international	international	ADJ
ajmri-4815	307	2	journal	journal	PROPN
ajmri-4815	307	3	of	of	ADP
ajmri-4815	307	4	housing	housing	NOUN
ajmri-4815	307	5	markets	market	NOUN
ajmri-4815	307	6	and	and	CCONJ
ajmri-4815	307	7	analysis	analysis	NOUN
ajmri-4815	307	8	,	,	PUNCT
ajmri-4815	307	9	11(3	11(3	NUM
ajmri-4815	307	10	)	)	PUNCT
ajmri-4815	307	11	,	,	PUNCT
ajmri-4815	307	12	421–439	421–439	NUM
ajmri-4815	307	13	.	.	PUNCT
ajmri-4815	307	14	pastukh	pastukh	PROPN
ajmri-4815	307	15	,	,	PUNCT
ajmri-4815	307	16	o.	o.	PROPN
ajmri-4815	307	17	,	,	PUNCT
ajmri-4815	307	18	&	&	CCONJ
ajmri-4815	307	19	khomyshyn	khomyshyn	PROPN
ajmri-4815	307	20	,	,	PUNCT
ajmri-4815	307	21	v.	v.	PROPN
ajmri-4815	307	22	(	(	PUNCT
ajmri-4815	307	23	2025	2025	NUM
ajmri-4815	307	24	)	)	PUNCT
ajmri-4815	307	25	.	.	PUNCT
ajmri-4815	308	1	using	use	VERB
ajmri-4815	308	2	ensemble	ensemble	ADJ
ajmri-4815	308	3	machine	machine	NOUN
ajmri-4815	308	4	learning	learning	NOUN
ajmri-4815	308	5	methods	method	NOUN
ajmri-4815	308	6	to	to	PART
ajmri-4815	308	7	predict	predict	VERB
ajmri-4815	308	8	real	real	ADJ
ajmri-4815	308	9	estate	estate	NOUN
ajmri-4815	308	10	prices	price	NOUN
ajmri-4815	308	11	.	.	PUNCT
ajmri-4815	309	1	arxiv	arxiv	PROPN
ajmri-4815	309	2	preprint	preprint	NOUN
ajmri-4815	309	3	.	.	PUNCT
ajmri-4815	310	1	arxiv:2504.01123	arxiv:2504.01123	NOUN
ajmri-4815	310	2	.	.	PUNCT
ajmri-4815	311	1	rajula	rajula	PROPN
ajmri-4815	311	2	,	,	PUNCT
ajmri-4815	311	3	h.s.r	h.s.r	PROPN
ajmri-4815	311	4	.	.	PROPN
ajmri-4815	311	5	,	,	PUNCT
ajmri-4815	311	6	verlato	verlato	PROPN
ajmri-4815	311	7	,	,	PUNCT
ajmri-4815	311	8	g.	g.	PROPN
ajmri-4815	311	9	,	,	PUNCT
ajmri-4815	311	10	manchia	manchia	NOUN
ajmri-4815	311	11	,	,	PUNCT
ajmri-4815	311	12	m.	m.	NOUN
ajmri-4815	311	13	,	,	PUNCT
ajmri-4815	311	14	antonucci	antonucci	PROPN
ajmri-4815	311	15	,	,	PUNCT
ajmri-4815	311	16	n.	n.	PROPN
ajmri-4815	311	17	&	&	CCONJ
ajmri-4815	311	18	fanos	fanos	PROPN
ajmri-4815	311	19	,	,	PUNCT
ajmri-4815	311	20	v.	v.	PROPN
ajmri-4815	311	21	,	,	PUNCT
ajmri-4815	311	22	(	(	PUNCT
ajmri-4815	311	23	2020	2020	NUM
ajmri-4815	311	24	)	)	PUNCT
ajmri-4815	311	25	.	.	PUNCT
ajmri-4815	312	1	comparison	comparison	NOUN
ajmri-4815	312	2	of	of	ADP
ajmri-4815	312	3	conventional	conventional	ADJ
ajmri-4815	312	4	statistical	statistical	ADJ
ajmri-4815	312	5	methods	method	NOUN
ajmri-4815	312	6	with	with	ADP
ajmri-4815	312	7	machine	machine	NOUN
ajmri-4815	312	8	learning	learning	NOUN
ajmri-4815	312	9	in	in	ADP
ajmri-4815	312	10	medicine	medicine	NOUN
ajmri-4815	312	11	:	:	PUNCT
ajmri-4815	312	12	diagnosis	diagnosis	NOUN
ajmri-4815	312	13	,	,	PUNCT
ajmri-4815	312	14	drug	drug	NOUN
ajmri-4815	312	15	development	development	NOUN
ajmri-4815	312	16	,	,	PUNCT
ajmri-4815	312	17	and	and	CCONJ
ajmri-4815	312	18	treatment	treatment	NOUN
ajmri-4815	312	19	.	.	PUNCT
ajmri-4815	313	1	medicina	medicina	PROPN
ajmri-4815	313	2	,	,	PUNCT
ajmri-4815	313	3	56(9	56(9	NOUN
ajmri-4815	313	4	)	)	PUNCT
ajmri-4815	313	5	,	,	PUNCT
ajmri-4815	313	6	455	455	NUM
ajmri-4815	313	7	.	.	PUNCT
ajmri-4815	314	1	shi	shi	PROPN
ajmri-4815	314	2	,	,	PUNCT
ajmri-4815	314	3	h.	h.	PROPN
ajmri-4815	314	4	,	,	PUNCT
ajmri-4815	314	5	fang	fang	PROPN
ajmri-4815	314	6	,	,	PUNCT
ajmri-4815	314	7	l.	l.	PROPN
ajmri-4815	314	8	,	,	PUNCT
ajmri-4815	314	9	chen	chen	PROPN
ajmri-4815	314	10	,	,	PUNCT
ajmri-4815	314	11	x.	x.	PROPN
ajmri-4815	314	12	,	,	PUNCT
ajmri-4815	314	13	gu	gu	PROPN
ajmri-4815	314	14	,	,	PUNCT
ajmri-4815	314	15	c.	c.	PROPN
ajmri-4815	314	16	,	,	PUNCT
ajmri-4815	314	17	ma	ma	PROPN
ajmri-4815	314	18	,	,	PUNCT
ajmri-4815	314	19	k.	k.	PROPN
ajmri-4815	314	20	,	,	PUNCT
ajmri-4815	314	21	zhang	zhang	PROPN
ajmri-4815	314	22	,	,	PUNCT
ajmri-4815	314	23	x.	x.	PROPN
ajmri-4815	314	24	,	,	PUNCT
ajmri-4815	314	25	zhang	zhang	PROPN
ajmri-4815	314	26	,	,	PUNCT
ajmri-4815	314	27	z.	z.	PROPN
ajmri-4815	314	28	,	,	PUNCT
ajmri-4815	314	29	gu	gu	PROPN
ajmri-4815	314	30	,	,	PUNCT
ajmri-4815	314	31	j.	j.	PROPN
ajmri-4815	314	32	&	&	CCONJ
ajmri-4815	314	33	lim	lim	PROPN
ajmri-4815	314	34	,	,	PUNCT
ajmri-4815	314	35	e.g.	e.g.	ADV
ajmri-4815	314	36	,	,	PUNCT
ajmri-4815	314	37	(	(	PUNCT
ajmri-4815	314	38	2024	2024	NUM
ajmri-4815	314	39	)	)	PUNCT
ajmri-4815	314	40	.	.	PUNCT
ajmri-4815	315	1	review	review	VERB
ajmri-4815	315	2	the	the	DET
ajmri-4815	315	3	opportunities	opportunity	NOUN
ajmri-4815	315	4	and	and	CCONJ
ajmri-4815	315	5	challenges	challenge	NOUN
ajmri-4815	315	6	to	to	PART
ajmri-4815	315	7	accelerate	accelerate	VERB
ajmri-4815	315	8	massscale	massscale	NOUN
ajmri-4815	315	9	application	application	NOUN
ajmri-4815	315	10	of	of	ADP
ajmri-4815	315	11	smart	smart	ADJ
ajmri-4815	315	12	grids	grid	NOUN
ajmri-4815	315	13	with	with	ADP
ajmri-4815	315	14	large	large	ADJ
ajmri-4815	315	15	-	-	PUNCT
ajmri-4815	315	16	language	language	NOUN
ajmri-4815	315	17	models	model	NOUN
ajmri-4815	315	18	.	.	PUNCT
ajmri-4815	316	1	iet	iet	PROPN
ajmri-4815	316	2	smart	smart	PROPN
ajmri-4815	316	3	grid	grid	PROPN
ajmri-4815	316	4	,	,	PUNCT
ajmri-4815	316	5	7(6	7(6	NUM
ajmri-4815	316	6	)	)	PUNCT
ajmri-4815	316	7	,	,	PUNCT
ajmri-4815	316	8	737	737	NUM
ajmri-4815	316	9	-	-	SYM
ajmri-4815	316	10	759	759	NUM
ajmri-4815	316	11	.	.	PUNCT
ajmri-4815	317	1	stang	stang	NOUN
ajmri-4815	317	2	,	,	PUNCT
ajmri-4815	317	3	m.	m.	NOUN
ajmri-4815	317	4	,	,	PUNCT
ajmri-4815	317	5	(	(	PUNCT
ajmri-4815	317	6	2023	2023	NUM
ajmri-4815	317	7	)	)	PUNCT
ajmri-4815	317	8	.	.	PUNCT
ajmri-4815	318	1	real	real	ADJ
ajmri-4815	318	2	estate	estate	NOUN
ajmri-4815	318	3	valuation	valuation	NOUN
ajmri-4815	318	4	in	in	ADP
ajmri-4815	318	5	the	the	DET
ajmri-4815	318	6	age	age	NOUN
ajmri-4815	318	7	of	of	ADP
ajmri-4815	318	8	artificial	artificial	ADJ
ajmri-4815	318	9	intelligence	intelligence	NOUN
ajmri-4815	318	10	–	–	PUNCT
ajmri-4815	318	11	modern	modern	ADJ
ajmri-4815	318	12	machine	machine	NOUN
ajmri-4815	318	13	learning	learn	VERB
ajmri-4815	318	14	algorithms	algorithm	NOUN
ajmri-4815	318	15	and	and	CCONJ
ajmri-4815	318	16	their	their	PRON
ajmri-4815	318	17	application	application	NOUN
ajmri-4815	318	18	in	in	ADP
ajmri-4815	318	19	property	property	NOUN
ajmri-4815	318	20	appraisal	appraisal	NOUN
ajmri-4815	318	21	(	(	PUNCT
ajmri-4815	318	22	doctoral	doctoral	ADJ
ajmri-4815	318	23	dissertation	dissertation	NOUN
ajmri-4815	318	24	)	)	PUNCT
ajmri-4815	318	25	.	.	PUNCT
ajmri-4815	319	1	tekouabou	tekouabou	PROPN
ajmri-4815	319	2	,	,	PUNCT
ajmri-4815	319	3	s.	s.	PROPN
ajmri-4815	319	4	c.	c.	PROPN
ajmri-4815	319	5	k.	k.	PROPN
ajmri-4815	319	6	,	,	PUNCT
ajmri-4815	319	7	et	et	PROPN
ajmri-4815	319	8	al	al	PROPN
ajmri-4815	319	9	.	.	PUNCT
ajmri-4815	319	10	(	(	PUNCT
ajmri-4815	319	11	2024	2024	NUM
ajmri-4815	319	12	)	)	PUNCT
ajmri-4815	319	13	.	.	PUNCT
ajmri-4815	320	1	ai	ai	VERB
ajmri-4815	320	2	-	-	PUNCT
ajmri-4815	320	3	based	base	VERB
ajmri-4815	320	4	machine	machine	NOUN
ajmri-4815	320	5	learning	learning	NOUN
ajmri-4815	320	6	methods	method	NOUN
ajmri-4815	320	7	for	for	ADP
ajmri-4815	320	8	urban	urban	ADJ
ajmri-4815	320	9	real	real	ADJ
ajmri-4815	320	10	estate	estate	NOUN
ajmri-4815	320	11	prediction	prediction	NOUN
ajmri-4815	320	12	:	:	PUNCT
ajmri-4815	320	13	a	a	DET
ajmri-4815	320	14	systematic	systematic	ADJ
ajmri-4815	320	15	survey	survey	NOUN
ajmri-4815	320	16	.	.	PUNCT
ajmri-4815	321	1	archives	archive	NOUN
ajmri-4815	321	2	of	of	ADP
ajmri-4815	321	3	computational	computational	ADJ
ajmri-4815	321	4	methods	method	NOUN
ajmri-4815	321	5	in	in	ADP
ajmri-4815	321	6	engineering	engineering	NOUN
ajmri-4815	321	7	.	.	PUNCT
ajmri-4815	322	1	topraklı	topraklı	NOUN
ajmri-4815	322	2	,	,	PUNCT
ajmri-4815	322	3	a.	a.	NOUN
ajmri-4815	322	4	y.	y.	PROPN
ajmri-4815	322	5	,	,	PUNCT
ajmri-4815	322	6	(	(	PUNCT
ajmri-4815	322	7	2024	2024	NUM
ajmri-4815	322	8	)	)	PUNCT
ajmri-4815	322	9	.	.	PUNCT
ajmri-4815	323	1	ai	ai	AUX
ajmri-4815	323	2	-	-	PUNCT
ajmri-4815	323	3	driven	drive	VERB
ajmri-4815	323	4	valuation	valuation	NOUN
ajmri-4815	323	5	:	:	PUNCT
ajmri-4815	323	6	a	a	DET
ajmri-4815	323	7	new	new	ADJ
ajmri-4815	323	8	era	era	NOUN
ajmri-4815	323	9	for	for	ADP
ajmri-4815	323	10	real	real	ADJ
ajmri-4815	323	11	estate	estate	NOUN
ajmri-4815	323	12	appraisal	appraisal	NOUN
ajmri-4815	323	13	.	.	PUNCT
ajmri-4815	324	1	journal	journal	NOUN
ajmri-4815	324	2	of	of	ADP
ajmri-4815	324	3	european	european	PROPN
ajmri-4815	324	4	real	real	ADJ
ajmri-4815	324	5	estate	estate	NOUN
ajmri-4815	324	6	research	research	NOUN
ajmri-4815	324	7	.	.	PUNCT
ajmri-4815	325	1	ullah	ullah	PROPN
ajmri-4815	325	2	,	,	PUNCT
ajmri-4815	325	3	f.	f.	PROPN
ajmri-4815	325	4	,	,	PUNCT
ajmri-4815	325	5	sepasgozar	sepasgozar	PROPN
ajmri-4815	325	6	,	,	PUNCT
ajmri-4815	325	7	s.	s.	PROPN
ajmri-4815	325	8	m.	m.	PROPN
ajmri-4815	325	9	e.	e.	PROPN
ajmri-4815	325	10	,	,	PUNCT
ajmri-4815	325	11	&	&	CCONJ
ajmri-4815	325	12	wang	wang	PROPN
ajmri-4815	325	13	,	,	PUNCT
ajmri-4815	325	14	c.	c.	PROPN
ajmri-4815	325	15	(	(	PUNCT
ajmri-4815	325	16	2018	2018	NUM
ajmri-4815	325	17	)	)	PUNCT
ajmri-4815	325	18	.	.	PUNCT
ajmri-4815	326	1	a	a	DET
ajmri-4815	326	2	systematic	systematic	ADJ
ajmri-4815	326	3	review	review	NOUN
ajmri-4815	326	4	of	of	ADP
ajmri-4815	326	5	smart	smart	ADJ
ajmri-4815	326	6	real	real	ADJ
ajmri-4815	326	7	estate	estate	NOUN
ajmri-4815	326	8	technology	technology	NOUN
ajmri-4815	326	9	:	:	PUNCT
ajmri-4815	326	10	drivers	driver	NOUN
ajmri-4815	326	11	of	of	ADP
ajmri-4815	326	12	,	,	PUNCT
ajmri-4815	326	13	and	and	CCONJ
ajmri-4815	326	14	barriers	barrier	NOUN
ajmri-4815	326	15	to	to	ADP
ajmri-4815	326	16	,	,	PUNCT
ajmri-4815	326	17	the	the	DET
ajmri-4815	326	18	use	use	NOUN
ajmri-4815	326	19	of	of	ADP
ajmri-4815	326	20	digital	digital	ADJ
ajmri-4815	326	21	disruptive	disruptive	ADJ
ajmri-4815	326	22	technologies	technology	NOUN
ajmri-4815	326	23	and	and	CCONJ
ajmri-4815	326	24	online	online	ADJ
ajmri-4815	326	25	platforms	platform	NOUN
ajmri-4815	326	26	.	.	PUNCT
ajmri-4815	327	1	sustainability	sustainability	NOUN
ajmri-4815	327	2	,	,	PUNCT
ajmri-4815	327	3	10(9	10(9	NUM
ajmri-4815	327	4	)	)	PUNCT
ajmri-4815	327	5	,	,	PUNCT
ajmri-4815	327	6	3142	3142	NUM
ajmri-4815	327	7	.	.	PUNCT
ajmri-4815	328	1	vargas	vargas	NOUN
ajmri-4815	328	2	-	-	PUNCT
ajmri-4815	328	3	calderón	calderón	PROPN
ajmri-4815	328	4	,	,	PUNCT
ajmri-4815	328	5	v.	v.	PROPN
ajmri-4815	328	6	,	,	PUNCT
ajmri-4815	328	7	&	&	CCONJ
ajmri-4815	328	8	camargo	camargo	PROPN
ajmri-4815	328	9	,	,	PUNCT
ajmri-4815	328	10	j.	j.	PROPN
ajmri-4815	328	11	e.	e.	PROPN
ajmri-4815	328	12	(	(	PUNCT
ajmri-4815	328	13	2020	2020	NUM
ajmri-4815	328	14	)	)	PUNCT
ajmri-4815	328	15	.	.	PUNCT
ajmri-4815	329	1	towards	towards	ADP
ajmri-4815	329	2	robust	robust	ADJ
ajmri-4815	329	3	and	and	CCONJ
ajmri-4815	329	4	speculation	speculation	NOUN
ajmri-4815	329	5	-	-	PUNCT
ajmri-4815	329	6	reduction	reduction	NOUN
ajmri-4815	329	7	real	real	ADJ
ajmri-4815	329	8	estate	estate	NOUN
ajmri-4815	329	9	pricing	pricing	NOUN
ajmri-4815	329	10	models	model	NOUN
ajmri-4815	329	11	based	base	VERB
ajmri-4815	329	12	on	on	ADP
ajmri-4815	329	13	a	a	DET
ajmri-4815	329	14	data	data	NOUN
ajmri-4815	329	15	-	-	PUNCT
ajmri-4815	329	16	driven	drive	VERB
ajmri-4815	329	17	strategy	strategy	NOUN
ajmri-4815	329	18	.	.	PUNCT
ajmri-4815	330	1	arxiv	arxiv	PROPN
ajmri-4815	330	2	preprint	preprint	NOUN
ajmri-4815	330	3	.	.	PUNCT
ajmri-4815	331	1	arxiv:2011.02438	arxiv:2011.02438	NOUN
ajmri-4815	331	2	.	.	PUNCT
ajmri-4815	332	1	walacik	walacik	PROPN
ajmri-4815	332	2	,	,	PUNCT
ajmri-4815	332	3	m.	m.	NOUN
ajmri-4815	332	4	and	and	CCONJ
ajmri-4815	332	5	chmielewska	chmielewska	PROPN
ajmri-4815	332	6	,	,	PUNCT
ajmri-4815	332	7	a.	a.	NOUN
ajmri-4815	332	8	,	,	PUNCT
ajmri-4815	332	9	(	(	PUNCT
ajmri-4815	332	10	2024	2024	NUM
ajmri-4815	332	11	)	)	PUNCT
ajmri-4815	332	12	.	.	PUNCT
ajmri-4815	333	1	real	real	ADJ
ajmri-4815	333	2	estate	estate	NOUN
ajmri-4815	333	3	industry	industry	NOUN
ajmri-4815	333	4	sustainable	sustainable	ADJ
ajmri-4815	333	5	solution	solution	NOUN
ajmri-4815	333	6	(	(	PUNCT
ajmri-4815	333	7	environmental	environmental	ADJ
ajmri-4815	333	8	,	,	PUNCT
ajmri-4815	333	9	social	social	ADJ
ajmri-4815	333	10	,	,	PUNCT
ajmri-4815	333	11	and	and	CCONJ
ajmri-4815	333	12	governance	governance	NOUN
ajmri-4815	333	13	)	)	PUNCT
ajmri-4815	333	14	significance	significance	NOUN
ajmri-4815	333	15	assessment	assessment	NOUN
ajmri-4815	333	16	—	—	PUNCT
ajmri-4815	333	17	ai	ai	NOUN
ajmri-4815	333	18	-	-	PUNCT
ajmri-4815	333	19	powered	powered	ADJ
ajmri-4815	333	20	algorithm	algorithm	NOUN
ajmri-4815	333	21	implementation	implementation	NOUN
ajmri-4815	333	22	.	.	PUNCT
ajmri-4815	334	1	sustainability	sustainability	NOUN
ajmri-4815	334	2	,	,	PUNCT
ajmri-4815	334	3	16(3	16(3	NOUN
ajmri-4815	334	4	)	)	PUNCT
ajmri-4815	334	5	,	,	PUNCT
ajmri-4815	334	6	1079	1079	NUM
ajmri-4815	334	7	.	.	PUNCT
ajmri-4815	335	1	xu	xu	PROPN
ajmri-4815	335	2	,	,	PUNCT
ajmri-4815	335	3	k.	k.	PROPN
ajmri-4815	335	4	,	,	PUNCT
ajmri-4815	335	5	&	&	CCONJ
ajmri-4815	335	6	nguyen	nguyen	PROPN
ajmri-4815	335	7	,	,	PUNCT
ajmri-4815	335	8	h.	h.	PROPN
ajmri-4815	335	9	(	(	PUNCT
ajmri-4815	335	10	2022	2022	NUM
ajmri-4815	335	11	)	)	PUNCT
ajmri-4815	335	12	.	.	PUNCT
ajmri-4815	336	1	predicting	predict	VERB
ajmri-4815	336	2	housing	housing	NOUN
ajmri-4815	336	3	prices	price	NOUN
ajmri-4815	336	4	and	and	CCONJ
ajmri-4815	336	5	analysing	analyse	VERB
ajmri-4815	336	6	the	the	DET
ajmri-4815	336	7	real	real	ADJ
ajmri-4815	336	8	estate	estate	NOUN
ajmri-4815	336	9	market	market	NOUN
ajmri-4815	336	10	in	in	ADP
ajmri-4815	336	11	the	the	DET
ajmri-4815	336	12	chicago	chicago	PROPN
ajmri-4815	336	13	suburbs	suburb	NOUN
ajmri-4815	336	14	using	use	VERB
ajmri-4815	336	15	machine	machine	NOUN
ajmri-4815	336	16	learning	learning	NOUN
ajmri-4815	336	17	.	.	PUNCT
ajmri-4815	337	1	arxiv	arxiv	PROPN
ajmri-4815	337	2	preprint	preprint	NOUN
ajmri-4815	337	3	.	.	PUNCT
ajmri-4815	338	1	arxiv:2210.06021	arxiv:2210.06021	PROPN
ajmri-4815	338	2	.	.	PUNCT
ajmri-4815	339	1	zurada	zurada	PROPN
ajmri-4815	339	2	,	,	PUNCT
ajmri-4815	339	3	j.	j.	PROPN
ajmri-4815	339	4	,	,	PUNCT
ajmri-4815	339	5	levitan	levitan	PROPN
ajmri-4815	339	6	,	,	PUNCT
ajmri-4815	339	7	a.	a.	PROPN
ajmri-4815	339	8	,	,	PUNCT
ajmri-4815	339	9	&	&	CCONJ
ajmri-4815	339	10	guan	guan	PROPN
ajmri-4815	339	11	,	,	PUNCT
ajmri-4815	339	12	j.	j.	PROPN
ajmri-4815	339	13	(	(	PUNCT
ajmri-4815	339	14	2011	2011	NUM
ajmri-4815	339	15	)	)	PUNCT
ajmri-4815	339	16	.	.	PUNCT
ajmri-4815	340	1	a	a	DET
ajmri-4815	340	2	comparison	comparison	NOUN
ajmri-4815	340	3	of	of	ADP
ajmri-4815	340	4	regression	regression	NOUN
ajmri-4815	340	5	and	and	CCONJ
ajmri-4815	340	6	artificial	artificial	ADJ
ajmri-4815	340	7	intelligence	intelligence	NOUN
ajmri-4815	340	8	methods	method	NOUN
ajmri-4815	340	9	in	in	ADP
ajmri-4815	340	10	a	a	DET
ajmri-4815	340	11	mass	mass	ADJ
ajmri-4815	340	12	appraisal	appraisal	NOUN
ajmri-4815	340	13	context	context	NOUN
ajmri-4815	340	14	.	.	PUNCT
ajmri-4815	341	1	journal	journal	NOUN
ajmri-4815	341	2	of	of	ADP
ajmri-4815	341	3	real	real	ADJ
ajmri-4815	341	4	estate	estate	NOUN
ajmri-4815	341	5	research	research	NOUN
ajmri-4815	341	6	,	,	PUNCT
ajmri-4815	341	7	33(3	33(3	NOUN
ajmri-4815	341	8	)	)	PUNCT
ajmri-4815	341	9	,	,	PUNCT
ajmri-4815	341	10	349–388	349–388	NUM
ajmri-4815	341	11	.	.	PUNCT
ajmri-4815	342	1	pa	pa	PROPN
ajmri-4815	342	2	ge	ge	PROPN
ajmri-4815	342	3	19	19	NUM
ajmri-4815	342	4	https://journals.e-palli.com/home/index.php/ajmri	https://journals.e-palli.com/home/index.php/ajmri	PROPN
ajmri-4815	342	5	am	am	NOUN
ajmri-4815	342	6	.	.	PUNCT
ajmri-4815	343	1	j.	j.	PROPN
ajmri-4815	343	2	multidis	multidis	PROPN
ajmri-4815	343	3	.	.	PUNCT
ajmri-4815	344	1	res	re	NOUN
ajmri-4815	344	2	.	.	PUNCT
ajmri-4815	345	1	innov	innov	PROPN
ajmri-4815	345	2	.	.	PUNCT
ajmri-4815	346	1	4(5	4(5	NUM
ajmri-4815	346	2	)	)	PUNCT
ajmri-4815	346	3	10	10	NUM
ajmri-4815	346	4	-	-	SYM
ajmri-4815	346	5	21	21	NUM
ajmri-4815	346	6	,	,	PUNCT
ajmri-4815	346	7	2025	2025	NUM
ajmri-4815	346	8	no	no	NOUN
ajmri-4815	346	9	.	.	PUNCT
ajmri-4815	347	1	study	study	NOUN
ajmri-4815	347	2	title	title	NOUN
ajmri-4815	347	3	authors	author	NOUN
ajmri-4815	347	4	year	year	VERB
ajmri-4815	347	5	ml	ml	ADP
ajmri-4815	347	6	techniques	technique	NOUN
ajmri-4815	347	7	used	use	VERB
ajmri-4815	347	8	dataset	dataset	NOUN
ajmri-4815	347	9	&	&	CCONJ
ajmri-4815	347	10	region	region	PROPN
ajmri-4815	347	11	key	key	PROPN
ajmri-4815	347	12	findings	finding	NOUN
ajmri-4815	347	13	1	1	NUM
ajmri-4815	347	14	ai	ai	NOUN
ajmri-4815	347	15	-	-	PUNCT
ajmri-4815	347	16	based	base	VERB
ajmri-4815	347	17	machine	machine	NOUN
ajmri-4815	347	18	learning	learning	NOUN
ajmri-4815	347	19	methods	method	NOUN
ajmri-4815	347	20	for	for	ADP
ajmri-4815	347	21	urban	urban	ADJ
ajmri-4815	347	22	real	real	ADJ
ajmri-4815	347	23	estate	estate	NOUN
ajmri-4815	347	24	prediction	prediction	NOUN
ajmri-4815	347	25	:	:	PUNCT
ajmri-4815	347	26	a	a	DET
ajmri-4815	347	27	systematic	systematic	ADJ
ajmri-4815	347	28	survey	survey	NOUN
ajmri-4815	347	29	te	te	ADP
ajmri-4815	347	30	ko	ko	PROPN
ajmri-4815	347	31	ua	ua	PROPN
ajmri-4815	347	32	bo	bo	PROPN
ajmri-4815	347	33	u	u	PROPN
ajmri-4815	347	34	et	et	PROPN
ajmri-4815	347	35	al	al	PROPN
ajmri-4815	347	36	.	.	PROPN
ajmri-4815	347	37	2024	2024	NUM
ajmri-4815	347	38	various	various	ADJ
ajmri-4815	347	39	ml	ml	NOUN
ajmri-4815	347	40	algorithms	algorithm	NOUN
ajmri-4815	347	41	urban	urban	ADJ
ajmri-4815	347	42	real	real	ADJ
ajmri-4815	347	43	estate	estate	NOUN
ajmri-4815	347	44	datasets	dataset	NOUN
ajmri-4815	347	45	comprehensive	comprehensive	ADJ
ajmri-4815	347	46	overview	overview	NOUN
ajmri-4815	347	47	of	of	ADP
ajmri-4815	347	48	ai	ai	NOUN
ajmri-4815	347	49	/	/	SYM
ajmri-4815	347	50	ml	ml	NOUN
ajmri-4815	347	51	techniques	technique	NOUN
ajmri-4815	347	52	applied	apply	VERB
ajmri-4815	347	53	to	to	ADP
ajmri-4815	347	54	urban	urban	ADJ
ajmri-4815	347	55	real	real	ADJ
ajmri-4815	347	56	estate	estate	NOUN
ajmri-4815	347	57	prediction	prediction	NOUN
ajmri-4815	347	58	,	,	PUNCT
ajmri-4815	347	59	highlighting	highlight	VERB
ajmri-4815	347	60	potential	potential	ADJ
ajmri-4815	347	61	challenges	challenge	NOUN
ajmri-4815	347	62	and	and	CCONJ
ajmri-4815	347	63	future	future	ADJ
ajmri-4815	347	64	directions	direction	NOUN
ajmri-4815	347	65	.	.	PUNCT
ajmri-4815	348	1	2	2	NUM
ajmri-4815	348	2	a	a	DET
ajmri-4815	348	3	systematic	systematic	ADJ
ajmri-4815	348	4	review	review	NOUN
ajmri-4815	348	5	of	of	ADP
ajmri-4815	348	6	smart	smart	ADJ
ajmri-4815	348	7	real	real	ADJ
ajmri-4815	348	8	estate	estate	NOUN
ajmri-4815	348	9	technology	technology	NOUN
ajmri-4815	348	10	u	u	NOUN
ajmri-4815	348	11	lla	lla	PROPN
ajmri-4815	348	12	h	h	NOUN
ajmri-4815	348	13	et	et	PROPN
ajmri-4815	348	14	al	al	PROPN
ajmri-4815	348	15	.	.	PROPN
ajmri-4815	348	16	2018	2018	NUM
ajmri-4815	348	17	various	various	ADJ
ajmri-4815	348	18	digital	digital	ADJ
ajmri-4815	348	19	technologies	technology	NOUN
ajmri-4815	348	20	,	,	PUNCT
ajmri-4815	348	21	including	include	VERB
ajmri-4815	348	22	ai	ai	NOUN
ajmri-4815	348	23	/	/	SYM
ajmri-4815	348	24	ml	ml	PROPN
ajmri-4815	348	25	global	global	ADJ
ajmri-4815	348	26	studies	study	NOUN
ajmri-4815	348	27	explores	explore	VERB
ajmri-4815	348	28	factors	factor	NOUN
ajmri-4815	348	29	influencing	influence	VERB
ajmri-4815	348	30	the	the	DET
ajmri-4815	348	31	adoption	adoption	NOUN
ajmri-4815	348	32	of	of	ADP
ajmri-4815	348	33	digital	digital	ADJ
ajmri-4815	348	34	technologies	technology	NOUN
ajmri-4815	348	35	in	in	ADP
ajmri-4815	348	36	real	real	ADJ
ajmri-4815	348	37	estate	estate	NOUN
ajmri-4815	348	38	,	,	PUNCT
ajmri-4815	348	39	including	include	VERB
ajmri-4815	348	40	ai	ai	NOUN
ajmri-4815	348	41	and	and	CCONJ
ajmri-4815	348	42	ml	ml	CCONJ
ajmri-4815	348	43	,	,	PUNCT
ajmri-4815	348	44	and	and	CCONJ
ajmri-4815	348	45	discusses	discuss	VERB
ajmri-4815	348	46	associated	associated	ADJ
ajmri-4815	348	47	challenges	challenge	NOUN
ajmri-4815	348	48	.	.	PUNCT
ajmri-4815	349	1	3	3	NUM
ajmri-4815	349	2	residential	residential	ADJ
ajmri-4815	349	3	real	real	ADJ
ajmri-4815	349	4	estate	estate	NOUN
ajmri-4815	349	5	valuation	valuation	NOUN
ajmri-4815	349	6	framework	framework	NOUN
ajmri-4815	349	7	based	base	VERB
ajmri-4815	349	8	on	on	ADP
ajmri-4815	349	9	life	life	NOUN
ajmri-4815	349	10	cycle	cycle	NOUN
ajmri-4815	349	11	cost	cost	NOUN
ajmri-4815	349	12	by	by	ADP
ajmri-4815	349	13	bim	bim	NOUN
ajmri-4815	349	14	to	to	PART
ajmri-4815	349	15	os	os	VERB
ajmri-4815	349	16	i	i	PRON
ajmri-4815	349	17	2021	2021	NUM
ajmri-4815	349	18	integration	integration	NOUN
ajmri-4815	349	19	of	of	ADP
ajmri-4815	349	20	ai	ai	ADJ
ajmri-4815	349	21	techniques	technique	NOUN
ajmri-4815	349	22	with	with	ADP
ajmri-4815	349	23	bim	bim	NOUN
ajmri-4815	349	24	residential	residential	ADJ
ajmri-4815	349	25	properties	property	NOUN
ajmri-4815	349	26	presents	present	VERB
ajmri-4815	349	27	a	a	DET
ajmri-4815	349	28	framework	framework	NOUN
ajmri-4815	349	29	integrating	integrate	VERB
ajmri-4815	349	30	building	build	VERB
ajmri-4815	349	31	information	information	NOUN
ajmri-4815	349	32	modeling	modeling	NOUN
ajmri-4815	349	33	(	(	PUNCT
ajmri-4815	349	34	bim	bim	NOUN
ajmri-4815	349	35	)	)	PUNCT
ajmri-4815	349	36	with	with	ADP
ajmri-4815	349	37	life	life	NOUN
ajmri-4815	349	38	cycle	cycle	NOUN
ajmri-4815	349	39	cost	cost	NOUN
ajmri-4815	349	40	analysis	analysis	NOUN
ajmri-4815	349	41	for	for	ADP
ajmri-4815	349	42	residential	residential	ADJ
ajmri-4815	349	43	real	real	ADJ
ajmri-4815	349	44	estate	estate	NOUN
ajmri-4815	349	45	valuation	valuation	NOUN
ajmri-4815	349	46	,	,	PUNCT
ajmri-4815	349	47	incorporating	incorporate	VERB
ajmri-4815	349	48	ai	ai	NOUN
ajmri-4815	349	49	techniques	technique	NOUN
ajmri-4815	349	50	.	.	PUNCT
ajmri-4815	350	1	4	4	NUM
ajmri-4815	350	2	machine	machine	NOUN
ajmri-4815	350	3	learning	learn	VERB
ajmri-4815	350	4	predictions	prediction	NOUN
ajmri-4815	350	5	of	of	ADP
ajmri-4815	350	6	housing	housing	NOUN
ajmri-4815	350	7	market	market	NOUN
ajmri-4815	350	8	synchronization	synchronization	NOUN
ajmri-4815	350	9	across	across	ADP
ajmri-4815	350	10	us	us	PROPN
ajmri-4815	350	11	states	state	VERB
ajmri-4815	350	12	g	g	NOUN
ajmri-4815	350	13	up	up	ADP
ajmri-4815	350	14	ta	ta	ADP
ajmri-4815	350	15	et	et	PROPN
ajmri-4815	350	16	a	a	DET
ajmri-4815	350	17	l.	l.	PROPN
ajmri-4815	350	18	2022	2022	NUM
ajmri-4815	350	19	machine	machine	NOUN
ajmri-4815	350	20	learning	learning	NOUN
ajmri-4815	350	21	models	model	VERB
ajmri-4815	350	22	us	we	PRON
ajmri-4815	350	23	housing	housing	NOUN
ajmri-4815	350	24	market	market	NOUN
ajmri-4815	350	25	data	datum	NOUN
ajmri-4815	350	26	investigates	investigate	VERB
ajmri-4815	350	27	how	how	SCONJ
ajmri-4815	350	28	machine	machine	NOUN
ajmri-4815	350	29	learning	learning	NOUN
ajmri-4815	350	30	models	model	NOUN
ajmri-4815	350	31	can	can	AUX
ajmri-4815	350	32	predict	predict	VERB
ajmri-4815	350	33	housing	housing	NOUN
ajmri-4815	350	34	market	market	NOUN
ajmri-4815	350	35	synchronisation	synchronisation	NOUN
ajmri-4815	350	36	across	across	ADP
ajmri-4815	350	37	different	different	ADJ
ajmri-4815	350	38	states	state	NOUN
ajmri-4815	350	39	,	,	PUNCT
ajmri-4815	350	40	considering	consider	VERB
ajmri-4815	350	41	economic	economic	ADJ
ajmri-4815	350	42	uncertainty	uncertainty	NOUN
ajmri-4815	350	43	.	.	PUNCT
ajmri-4815	351	1	5	5	NUM
ajmri-4815	351	2	multicriteria	multicriteria	NOUN
ajmri-4815	351	3	analysis	analysis	NOUN
ajmri-4815	351	4	and	and	CCONJ
ajmri-4815	351	5	genetic	genetic	ADJ
ajmri-4815	351	6	algorithms	algorithm	NOUN
ajmri-4815	351	7	for	for	ADP
ajmri-4815	351	8	mass	mass	ADJ
ajmri-4815	351	9	appraisals	appraisal	NOUN
ajmri-4815	351	10	in	in	ADP
ajmri-4815	351	11	the	the	DET
ajmri-4815	351	12	italian	italian	ADJ
ajmri-4815	351	13	property	property	NOUN
ajmri-4815	351	14	market	market	NOUN
ajmri-4815	351	15	m	m	VERB
ajmri-4815	351	16	or	or	CCONJ
ajmri-4815	351	17	an	an	DET
ajmri-4815	351	18	o	o	NOUN
ajmri-4815	351	19	et	et	NOUN
ajmri-4815	351	20	al	al	PROPN
ajmri-4815	351	21	.	.	PROPN
ajmri-4815	351	22	2018	2018	NUM
ajmri-4815	351	23	genetic	genetic	ADJ
ajmri-4815	351	24	algorithms	algorithm	NOUN
ajmri-4815	351	25	,	,	PUNCT
ajmri-4815	351	26	multicriteria	multicriteria	PROPN
ajmri-4815	351	27	analysis	analysis	NOUN
ajmri-4815	351	28	italian	italian	ADJ
ajmri-4815	351	29	property	property	NOUN
ajmri-4815	351	30	market	market	NOUN
ajmri-4815	351	31	it	it	PRON
ajmri-4815	351	32	applies	apply	VERB
ajmri-4815	351	33	multicriteria	multicriteria	NOUN
ajmri-4815	351	34	analysis	analysis	NOUN
ajmri-4815	351	35	and	and	CCONJ
ajmri-4815	351	36	genetic	genetic	ADJ
ajmri-4815	351	37	algorithms	algorithm	NOUN
ajmri-4815	351	38	to	to	ADP
ajmri-4815	351	39	mass	mass	ADJ
ajmri-4815	351	40	appraise	appraise	NOUN
ajmri-4815	351	41	properties	property	NOUN
ajmri-4815	351	42	,	,	PUNCT
ajmri-4815	351	43	demonstrating	demonstrate	VERB
ajmri-4815	351	44	the	the	DET
ajmri-4815	351	45	effectiveness	effectiveness	NOUN
ajmri-4815	351	46	of	of	ADP
ajmri-4815	351	47	ai	ai	NOUN
ajmri-4815	351	48	in	in	ADP
ajmri-4815	351	49	property	property	NOUN
ajmri-4815	351	50	valuation	valuation	NOUN
ajmri-4815	351	51	.	.	PUNCT
ajmri-4815	352	1	6	6	NUM
ajmri-4815	352	2	real	real	ADJ
ajmri-4815	352	3	estate	estate	NOUN
ajmri-4815	352	4	image	image	NOUN
ajmri-4815	352	5	analysis	analysis	NOUN
ajmri-4815	352	6	:	:	PUNCT
ajmri-4815	352	7	a	a	DET
ajmri-4815	352	8	literature	literature	NOUN
ajmri-4815	352	9	review	review	NOUN
ajmri-4815	352	10	k	k	NOUN
ajmri-4815	352	11	oc	oc	VERB
ajmri-4815	352	12	h	h	NOUN
ajmri-4815	352	13	et	et	PROPN
ajmri-4815	352	14	al	al	PROPN
ajmri-4815	352	15	.	.	PROPN
ajmri-4815	352	16	2020	2020	NUM
ajmri-4815	353	1	computer	computer	NOUN
ajmri-4815	353	2	vision	vision	NOUN
ajmri-4815	353	3	techniques	technique	VERB
ajmri-4815	353	4	various	various	ADJ
ajmri-4815	353	5	real	real	ADJ
ajmri-4815	353	6	estate	estate	NOUN
ajmri-4815	353	7	image	image	NOUN
ajmri-4815	353	8	datasets	dataset	NOUN
ajmri-4815	353	9	this	this	DET
ajmri-4815	353	10	paper	paper	NOUN
ajmri-4815	353	11	examines	examine	VERB
ajmri-4815	353	12	the	the	DET
ajmri-4815	353	13	use	use	NOUN
ajmri-4815	353	14	of	of	ADP
ajmri-4815	353	15	image	image	NOUN
ajmri-4815	353	16	analysis	analysis	NOUN
ajmri-4815	353	17	and	and	CCONJ
ajmri-4815	353	18	computer	computer	NOUN
ajmri-4815	353	19	vision	vision	NOUN
ajmri-4815	353	20	techniques	technique	NOUN
ajmri-4815	353	21	in	in	ADP
ajmri-4815	353	22	real	real	ADJ
ajmri-4815	353	23	estate	estate	NOUN
ajmri-4815	353	24	,	,	PUNCT
ajmri-4815	353	25	highlighting	highlight	VERB
ajmri-4815	353	26	their	their	PRON
ajmri-4815	353	27	role	role	NOUN
ajmri-4815	353	28	in	in	ADP
ajmri-4815	353	29	property	property	NOUN
ajmri-4815	353	30	assessment	assessment	NOUN
ajmri-4815	353	31	and	and	CCONJ
ajmri-4815	353	32	valuation	valuation	NOUN
ajmri-4815	353	33	.	.	PUNCT
ajmri-4815	354	1	appendix	appendix	VERB
ajmri-4815	354	2	pa	pa	PROPN
ajmri-4815	354	3	ge	ge	PROPN
ajmri-4815	354	4	20	20	NUM
ajmri-4815	355	1	https://journals.e-palli.com/home/index.php/ajmri	https://journals.e-palli.com/home/index.php/ajmri	PROPN
ajmri-4815	355	2	am	am	NOUN
ajmri-4815	355	3	.	.	PUNCT
ajmri-4815	356	1	j.	j.	PROPN
ajmri-4815	356	2	multidis	multidis	PROPN
ajmri-4815	356	3	.	.	PUNCT
ajmri-4815	357	1	res	re	NOUN
ajmri-4815	357	2	.	.	PUNCT
ajmri-4815	358	1	innov	innov	PROPN
ajmri-4815	358	2	.	.	PUNCT
ajmri-4815	359	1	4(5	4(5	NUM
ajmri-4815	359	2	)	)	PUNCT
ajmri-4815	359	3	10	10	NUM
ajmri-4815	359	4	-	-	SYM
ajmri-4815	359	5	21	21	NUM
ajmri-4815	359	6	,	,	PUNCT
ajmri-4815	359	7	2025	2025	NUM
ajmri-4815	359	8	7	7	NUM
ajmri-4815	359	9	bringing	bring	VERB
ajmri-4815	359	10	the	the	DET
ajmri-4815	359	11	user	user	NOUN
ajmri-4815	359	12	back	back	ADV
ajmri-4815	359	13	in	in	ADP
ajmri-4815	359	14	the	the	DET
ajmri-4815	359	15	building	building	NOUN
ajmri-4815	359	16	:	:	PUNCT
ajmri-4815	359	17	an	an	DET
ajmri-4815	359	18	analysis	analysis	NOUN
ajmri-4815	359	19	of	of	ADP
ajmri-4815	359	20	esg	esg	PROPN
ajmri-4815	359	21	in	in	ADP
ajmri-4815	359	22	real	real	ADJ
ajmri-4815	359	23	estate	estate	NOUN
ajmri-4815	360	1	k	k	X
ajmri-4815	360	2	em	em	PRON
ajmri-4815	360	3	pe	pe	INTJ
ajmri-4815	360	4	ne	ne	PROPN
ajmri-4815	360	5	er	er	INTJ
ajmri-4815	360	6	et	et	X
ajmri-4815	360	7	a	a	DET
ajmri-4815	360	8	l.	l.	PROPN
ajmri-4815	360	9	2021	2021	NUM
ajmri-4815	360	10	behavioral	behavioral	ADJ
ajmri-4815	360	11	frameworks	framework	NOUN
ajmri-4815	360	12	,	,	PUNCT
ajmri-4815	360	13	esg	esg	NOUN
ajmri-4815	360	14	analysis	analysis	NOUN
ajmri-4815	360	15	real	real	ADJ
ajmri-4815	360	16	estate	estate	NOUN
ajmri-4815	360	17	industry	industry	NOUN
ajmri-4815	360	18	discusses	discuss	VERB
ajmri-4815	360	19	the	the	DET
ajmri-4815	360	20	integration	integration	NOUN
ajmri-4815	360	21	of	of	ADP
ajmri-4815	360	22	environmental	environmental	ADJ
ajmri-4815	360	23	,	,	PUNCT
ajmri-4815	360	24	social	social	ADJ
ajmri-4815	360	25	,	,	PUNCT
ajmri-4815	360	26	and	and	CCONJ
ajmri-4815	360	27	governance	governance	NOUN
ajmri-4815	360	28	(	(	PUNCT
ajmri-4815	360	29	esg	esg	NOUN
ajmri-4815	360	30	)	)	PUNCT
ajmri-4815	360	31	factors	factor	NOUN
ajmri-4815	360	32	in	in	ADP
ajmri-4815	360	33	real	real	ADJ
ajmri-4815	360	34	estate	estate	NOUN
ajmri-4815	360	35	,	,	PUNCT
ajmri-4815	360	36	emphasising	emphasise	VERB
ajmri-4815	360	37	the	the	DET
ajmri-4815	360	38	role	role	NOUN
ajmri-4815	360	39	of	of	ADP
ajmri-4815	360	40	ai	ai	VERB
ajmri-4815	360	41	in	in	ADP
ajmri-4815	360	42	enhancing	enhance	VERB
ajmri-4815	360	43	sustainability	sustainability	NOUN
ajmri-4815	360	44	assessments	assessment	NOUN
ajmri-4815	360	45	.	.	PUNCT
ajmri-4815	361	1	8	8	NUM
ajmri-4815	361	2	impact	impact	NOUN
ajmri-4815	361	3	of	of	ADP
ajmri-4815	361	4	rail	rail	NOUN
ajmri-4815	361	5	transit	transit	NOUN
ajmri-4815	361	6	station	station	NOUN
ajmri-4815	361	7	proximity	proximity	NOUN
ajmri-4815	361	8	to	to	ADP
ajmri-4815	361	9	commercial	commercial	ADJ
ajmri-4815	361	10	property	property	NOUN
ajmri-4815	361	11	prices	price	NOUN
ajmri-4815	361	12	be	be	AUX
ajmri-4815	361	13	ra	ra	PROPN
ajmri-4815	362	1	w	w	NOUN
ajmri-4815	362	2	i	i	PROPN
ajmri-4815	362	3	e	e	PROPN
ajmri-4815	362	4	t	t	PROPN
ajmri-4815	362	5	a	a	DET
ajmri-4815	362	6	l.	l.	PROPN
ajmri-4815	362	7	2020	2020	NUM
ajmri-4815	362	8	big	big	ADJ
ajmri-4815	362	9	data	datum	NOUN
ajmri-4815	362	10	analytics	analytic	NOUN
ajmri-4815	362	11	,	,	PUNCT
ajmri-4815	362	12	ml	ml	ADP
ajmri-4815	362	13	models	model	NOUN
ajmri-4815	362	14	urban	urban	ADJ
ajmri-4815	362	15	commercial	commercial	ADJ
ajmri-4815	362	16	properties	property	NOUN
ajmri-4815	362	17	using	use	VERB
ajmri-4815	362	18	big	big	ADJ
ajmri-4815	362	19	data	datum	NOUN
ajmri-4815	362	20	analytics	analytic	NOUN
ajmri-4815	362	21	and	and	CCONJ
ajmri-4815	362	22	machine	machine	NOUN
ajmri-4815	362	23	learning	learning	NOUN
ajmri-4815	362	24	models	model	NOUN
ajmri-4815	363	1	,	,	PUNCT
ajmri-4815	363	2	it	it	PRON
ajmri-4815	363	3	analyses	analyse	VERB
ajmri-4815	363	4	how	how	SCONJ
ajmri-4815	363	5	proximity	proximity	NOUN
ajmri-4815	363	6	to	to	ADP
ajmri-4815	363	7	rail	rail	NOUN
ajmri-4815	363	8	transit	transit	NOUN
ajmri-4815	363	9	stations	station	NOUN
ajmri-4815	363	10	affects	affect	VERB
ajmri-4815	363	11	commercial	commercial	ADJ
ajmri-4815	363	12	property	property	NOUN
ajmri-4815	363	13	prices	price	NOUN
ajmri-4815	363	14	.	.	PUNCT
ajmri-4815	364	1	9	9	NUM
ajmri-4815	364	2	forecasting	forecasting	NOUN
ajmri-4815	364	3	house	house	NOUN
ajmri-4815	364	4	prices	price	NOUN
ajmri-4815	364	5	in	in	ADP
ajmri-4815	364	6	oecd	oecd	PROPN
ajmri-4815	364	7	economies	economy	NOUN
ajmri-4815	364	8	m	m	VERB
ajmri-4815	364	9	ar	ar	PROPN
ajmri-4815	364	10	fa	fa	PROPN
ajmri-4815	364	11	tia	tia	PROPN
ajmri-4815	364	12	2018	2018	NUM
ajmri-4815	364	13	machine	machine	NOUN
ajmri-4815	364	14	learning	learn	VERB
ajmri-4815	364	15	techniques	technique	NOUN
ajmri-4815	364	16	oecd	oecd	PROPN
ajmri-4815	364	17	countries	countries	PROPN
ajmri-4815	364	18	housing	housing	PROPN
ajmri-4815	364	19	data	data	PROPN
ajmri-4815	364	20	employs	employ	VERB
ajmri-4815	364	21	machine	machine	NOUN
ajmri-4815	364	22	learning	learn	VERB
ajmri-4815	364	23	techniques	technique	NOUN
ajmri-4815	364	24	to	to	PART
ajmri-4815	364	25	forecast	forecast	VERB
ajmri-4815	364	26	house	house	NOUN
ajmri-4815	364	27	prices	price	NOUN
ajmri-4815	364	28	across	across	ADP
ajmri-4815	364	29	oecd	oecd	PROPN
ajmri-4815	364	30	countries	country	NOUN
ajmri-4815	364	31	,	,	PUNCT
ajmri-4815	364	32	demonstrating	demonstrate	VERB
ajmri-4815	364	33	the	the	DET
ajmri-4815	364	34	models	model	NOUN
ajmri-4815	364	35	'	'	PART
ajmri-4815	364	36	predictive	predictive	ADJ
ajmri-4815	364	37	capabilities	capability	NOUN
ajmri-4815	364	38	.	.	PUNCT
ajmri-4815	365	1	10	10	NUM
ajmri-4815	365	2	mass	mass	ADJ
ajmri-4815	365	3	appraisal	appraisal	NOUN
ajmri-4815	365	4	of	of	ADP
ajmri-4815	365	5	residential	residential	ADJ
ajmri-4815	365	6	real	real	ADJ
ajmri-4815	365	7	estate	estate	NOUN
ajmri-4815	365	8	using	use	VERB
ajmri-4815	365	9	multilevel	multilevel	NOUN
ajmri-4815	365	10	modelling	modelling	NOUN
ajmri-4815	365	11	a	a	DET
ajmri-4815	365	12	rr	rr	NOUN
ajmri-4815	365	13	ib	ib	NOUN
ajmri-4815	365	14	as	as	ADP
ajmri-4815	365	15	et	et	PROPN
ajmri-4815	365	16	a	a	DET
ajmri-4815	365	17	l.	l.	PROPN
ajmri-4815	365	18	2016	2016	NUM
ajmri-4815	365	19	multilevel	multilevel	NOUN
ajmri-4815	365	20	modeling	model	VERB
ajmri-4815	365	21	residential	residential	ADJ
ajmri-4815	365	22	properties	property	NOUN
ajmri-4815	365	23	it	it	PRON
ajmri-4815	365	24	applies	apply	VERB
ajmri-4815	365	25	multilevel	multilevel	ADJ
ajmri-4815	365	26	modeling	modeling	NOUN
ajmri-4815	365	27	to	to	ADP
ajmri-4815	365	28	the	the	DET
ajmri-4815	365	29	mass	mass	ADJ
ajmri-4815	365	30	appraisal	appraisal	NOUN
ajmri-4815	365	31	of	of	ADP
ajmri-4815	365	32	residential	residential	ADJ
ajmri-4815	365	33	properties	property	NOUN
ajmri-4815	365	34	,	,	PUNCT
ajmri-4815	365	35	highlighting	highlight	VERB
ajmri-4815	365	36	the	the	DET
ajmri-4815	365	37	advantages	advantage	NOUN
ajmri-4815	365	38	of	of	ADP
ajmri-4815	365	39	hierarchical	hierarchical	ADJ
ajmri-4815	365	40	models	model	NOUN
ajmri-4815	365	41	in	in	ADP
ajmri-4815	365	42	real	real	ADJ
ajmri-4815	365	43	estate	estate	NOUN
ajmri-4815	365	44	valuation	valuation	NOUN
ajmri-4815	365	45	.	.	PUNCT
ajmri-4815	366	1	11	11	NUM
ajmri-4815	366	2	a	a	DET
ajmri-4815	366	3	comparison	comparison	NOUN
ajmri-4815	366	4	of	of	ADP
ajmri-4815	366	5	regression	regression	NOUN
ajmri-4815	366	6	and	and	CCONJ
ajmri-4815	366	7	artificial	artificial	ADJ
ajmri-4815	366	8	intelligence	intelligence	NOUN
ajmri-4815	366	9	methods	method	NOUN
ajmri-4815	366	10	in	in	ADP
ajmri-4815	366	11	a	a	DET
ajmri-4815	366	12	mass	mass	ADJ
ajmri-4815	366	13	appraisal	appraisal	NOUN
ajmri-4815	366	14	context	context	NOUN
ajmri-4815	366	15	z	z	NOUN
ajmri-4815	366	16	ur	ur	INTJ
ajmri-4815	366	17	ad	ad	PROPN
ajmri-4815	366	18	a	a	PRON
ajmri-4815	366	19	et	et	NOUN
ajmri-4815	366	20	al	al	PROPN
ajmri-4815	366	21	.	.	PROPN
ajmri-4815	366	22	2011	2011	NUM
ajmri-4815	366	23	regression	regression	NOUN
ajmri-4815	366	24	analysis	analysis	NOUN
ajmri-4815	366	25	,	,	PUNCT
ajmri-4815	366	26	ai	ai	VERB
ajmri-4815	366	27	methods	method	NOUN
ajmri-4815	366	28	real	real	ADJ
ajmri-4815	366	29	estate	estate	NOUN
ajmri-4815	366	30	appraisal	appraisal	NOUN
ajmri-4815	366	31	datasets	dataset	NOUN
ajmri-4815	366	32	compares	compare	VERB
ajmri-4815	366	33	traditional	traditional	ADJ
ajmri-4815	366	34	regression	regression	NOUN
ajmri-4815	366	35	methods	method	NOUN
ajmri-4815	366	36	with	with	ADP
ajmri-4815	366	37	ai	ai	PRON
ajmri-4815	366	38	techniques	technique	NOUN
ajmri-4815	366	39	in	in	ADP
ajmri-4815	366	40	mass	mass	ADJ
ajmri-4815	366	41	appraisal	appraisal	NOUN
ajmri-4815	366	42	,	,	PUNCT
ajmri-4815	366	43	demonstrating	demonstrate	VERB
ajmri-4815	366	44	the	the	DET
ajmri-4815	366	45	superior	superior	ADJ
ajmri-4815	366	46	performance	performance	NOUN
ajmri-4815	366	47	of	of	ADP
ajmri-4815	366	48	ai	ai	ADJ
ajmri-4815	366	49	models	model	NOUN
ajmri-4815	366	50	in	in	ADP
ajmri-4815	366	51	specific	specific	ADJ
ajmri-4815	366	52	contexts	contexts	NOUN
ajmri-4815	366	53	.	.	PUNCT
ajmri-4815	367	1	12	12	NUM
ajmri-4815	367	2	sensitivity	sensitivity	NOUN
ajmri-4815	367	3	analysis	analysis	NOUN
ajmri-4815	367	4	of	of	ADP
ajmri-4815	367	5	machine	machine	NOUN
ajmri-4815	367	6	learning	learning	NOUN
ajmri-4815	367	7	models	model	NOUN
ajmri-4815	367	8	for	for	ADP
ajmri-4815	367	9	the	the	DET
ajmri-4815	367	10	mass	mass	ADJ
ajmri-4815	367	11	appraisal	appraisal	NOUN
ajmri-4815	367	12	of	of	ADP
ajmri-4815	367	13	real	real	ADJ
ajmri-4815	367	14	estate	estate	NOUN
ajmri-4815	367	15	ba	ba	PROPN
ajmri-4815	367	16	ka	ka	PROPN
ajmri-4815	367	17	s	s	PROPN
ajmri-4815	367	18	2019	2019	NUM
ajmri-4815	367	19	various	various	ADJ
ajmri-4815	367	20	ml	ml	NOUN
ajmri-4815	367	21	models	model	NOUN
ajmri-4815	367	22	residential	residential	ADJ
ajmri-4815	367	23	units	unit	NOUN
ajmri-4815	367	24	in	in	ADP
ajmri-4815	367	25	nicosia	nicosia	PROPN
ajmri-4815	367	26	,	,	PUNCT
ajmri-4815	367	27	cyprus	cyprus	PROPN
ajmri-4815	367	28	conducts	conduct	VERB
ajmri-4815	367	29	a	a	DET
ajmri-4815	367	30	sensitivity	sensitivity	NOUN
ajmri-4815	367	31	analysis	analysis	NOUN
ajmri-4815	367	32	of	of	ADP
ajmri-4815	367	33	various	various	ADJ
ajmri-4815	367	34	machine	machine	NOUN
ajmri-4815	367	35	learning	learning	NOUN
ajmri-4815	367	36	models	model	NOUN
ajmri-4815	367	37	applied	apply	VERB
ajmri-4815	367	38	to	to	ADP
ajmri-4815	367	39	mass	mass	ADJ
ajmri-4815	367	40	appraisal	appraisal	NOUN
ajmri-4815	367	41	,	,	PUNCT
ajmri-4815	367	42	providing	provide	VERB
ajmri-4815	367	43	insights	insight	NOUN
ajmri-4815	367	44	into	into	ADP
ajmri-4815	367	45	model	model	NOUN
ajmri-4815	367	46	robustness	robustness	NOUN
ajmri-4815	367	47	and	and	CCONJ
ajmri-4815	367	48	reliability	reliability	NOUN
ajmri-4815	367	49	.	.	PUNCT
ajmri-4815	368	1	13	13	NUM
ajmri-4815	368	2	using	use	VERB
ajmri-4815	368	3	ensemble	ensemble	ADJ
ajmri-4815	368	4	methods	method	NOUN
ajmri-4815	368	5	of	of	ADP
ajmri-4815	368	6	machine	machine	NOUN
ajmri-4815	368	7	learning	learn	VERB
ajmri-4815	368	8	to	to	PART
ajmri-4815	368	9	predict	predict	VERB
ajmri-4815	368	10	real	real	ADJ
ajmri-4815	368	11	estate	estate	NOUN
ajmri-4815	368	12	prices	price	NOUN
ajmri-4815	368	13	v	v	ADP
ajmri-4815	368	14	ik	ik	PROPN
ajmri-4815	368	15	to	to	ADP
ajmri-4815	368	16	r	r	PROPN
ajmri-4815	368	17	k	k	PROPN
ajmri-4815	368	18	ho	ho	PROPN
ajmri-4815	368	19	m	m	PROPN
ajmri-4815	368	20	ys	ys	PROPN
ajmri-4815	368	21	hy	hy	PROPN
ajmri-4815	368	22	n	n	CCONJ
ajmri-4815	368	23	2025	2025	NUM
ajmri-4815	368	24	gradient	gradient	NOUN
ajmri-4815	368	25	boosting	boosting	NOUN
ajmri-4815	368	26	,	,	PUNCT
ajmri-4815	368	27	random	random	ADJ
ajmri-4815	368	28	forest	forest	NOUN
ajmri-4815	368	29	,	,	PUNCT
ajmri-4815	368	30	extra	extra	ADJ
ajmri-4815	368	31	trees	tree	NOUN
ajmri-4815	368	32	real	real	ADJ
ajmri-4815	368	33	estate	estate	NOUN
ajmri-4815	368	34	datasets	dataset	NOUN
ajmri-4815	368	35	explores	explore	VERB
ajmri-4815	368	36	the	the	DET
ajmri-4815	368	37	effectiveness	effectiveness	NOUN
ajmri-4815	368	38	of	of	ADP
ajmri-4815	368	39	ensemble	ensemble	ADJ
ajmri-4815	368	40	machine	machine	NOUN
ajmri-4815	368	41	learning	learning	NOUN
ajmri-4815	368	42	methods	method	NOUN
ajmri-4815	368	43	in	in	ADP
ajmri-4815	368	44	predicting	predict	VERB
ajmri-4815	368	45	real	real	ADJ
ajmri-4815	368	46	estate	estate	NOUN
ajmri-4815	368	47	values	value	NOUN
ajmri-4815	368	48	,	,	PUNCT
ajmri-4815	368	49	with	with	ADP
ajmri-4815	368	50	gradient	gradient	ADJ
ajmri-4815	368	51	boosting	boost	VERB
ajmri-4815	368	52	regressor	regressor	NOUN
ajmri-4815	368	53	achieving	achieve	VERB
ajmri-4815	368	54	the	the	DET
ajmri-4815	368	55	best	good	ADJ
ajmri-4815	368	56	performance	performance	NOUN
ajmri-4815	368	57	.	.	PUNCT
ajmri-4815	369	1	pa	pa	PROPN
ajmri-4815	369	2	ge	ge	PROPN
ajmri-4815	369	3	21	21	NUM
ajmri-4815	369	4	https://journals.e-palli.com/home/index.php/ajmri	https://journals.e-palli.com/home/index.php/ajmri	PROPN
ajmri-4815	369	5	am	am	NOUN
ajmri-4815	369	6	.	.	PUNCT
ajmri-4815	370	1	j.	j.	PROPN
ajmri-4815	370	2	multidis	multidis	PROPN
ajmri-4815	370	3	.	.	PUNCT
ajmri-4815	371	1	res	re	NOUN
ajmri-4815	371	2	.	.	PUNCT
ajmri-4815	372	1	innov	innov	PROPN
ajmri-4815	372	2	.	.	PUNCT
ajmri-4815	373	1	4(5	4(5	NUM
ajmri-4815	373	2	)	)	PUNCT
ajmri-4815	373	3	10	10	NUM
ajmri-4815	373	4	-	-	SYM
ajmri-4815	373	5	21	21	NUM
ajmri-4815	373	6	,	,	PUNCT
ajmri-4815	373	7	2025	2025	NUM
ajmri-4815	373	8	14	14	NUM
ajmri-4815	373	9	towards	towards	ADP
ajmri-4815	373	10	robust	robust	ADJ
ajmri-4815	373	11	and	and	CCONJ
ajmri-4815	373	12	speculationreduction	speculationreduction	VERB
ajmri-4815	373	13	real	real	ADJ
ajmri-4815	373	14	estate	estate	NOUN
ajmri-4815	373	15	pricing	pricing	NOUN
ajmri-4815	373	16	models	model	NOUN
ajmri-4815	374	1	va	va	PROPN
ajmri-4815	374	2	rg	rg	PROPN
ajmri-4815	374	3	as	as	ADP
ajmri-4815	374	4	-c	-c	PROPN
ajmri-4815	374	5	al	al	PROPN
ajmri-4815	374	6	de	de	PROPN
ajmri-4815	374	7	ró	ró	PROPN
ajmri-4815	374	8	n	n	PROPN
ajmri-4815	374	9	&	&	CCONJ
ajmri-4815	374	10	c	c	PROPN
ajmri-4815	374	11	am	be	AUX
ajmri-4815	374	12	ar	ar	NOUN
ajmri-4815	374	13	go	go	VERB
ajmri-4815	374	14	2020	2020	NUM
ajmri-4815	374	15	machine	machine	NOUN
ajmri-4815	374	16	learning	learning	NOUN
ajmri-4815	374	17	models	model	NOUN
ajmri-4815	374	18	bogotá	bogotá	PROPN
ajmri-4815	374	19	,	,	PUNCT
ajmri-4815	374	20	colombia	colombia	PROPN
ajmri-4815	374	21	housing	housing	PROPN
ajmri-4815	374	22	data	data	PROPN
ajmri-4815	374	23	proposes	propose	VERB
ajmri-4815	374	24	a	a	DET
ajmri-4815	374	25	datadriven	datadriven	ADJ
ajmri-4815	374	26	real	real	ADJ
ajmri-4815	374	27	estate	estate	NOUN
ajmri-4815	374	28	pricing	pricing	NOUN
ajmri-4815	374	29	model	model	NOUN
ajmri-4815	374	30	aimed	aim	VERB
ajmri-4815	374	31	at	at	ADP
ajmri-4815	374	32	reducing	reduce	VERB
ajmri-4815	374	33	human	human	ADJ
ajmri-4815	374	34	bias	bias	NOUN
ajmri-4815	374	35	and	and	CCONJ
ajmri-4815	374	36	speculation	speculation	NOUN
ajmri-4815	374	37	in	in	ADP
ajmri-4815	374	38	property	property	NOUN
ajmri-4815	374	39	valuations	valuation	NOUN
ajmri-4815	374	40	,	,	PUNCT
ajmri-4815	374	41	demonstrating	demonstrate	VERB
ajmri-4815	374	42	robust	robust	ADJ
ajmri-4815	374	43	and	and	CCONJ
ajmri-4815	374	44	accurate	accurate	ADJ
ajmri-4815	374	45	price	price	NOUN
ajmri-4815	374	46	estimations	estimation	NOUN
ajmri-4815	374	47	.	.	PUNCT
ajmri-4815	375	1	15	15	NUM
ajmri-4815	375	2	predicting	predict	VERB
ajmri-4815	375	3	housing	housing	NOUN
ajmri-4815	375	4	prices	price	NOUN
ajmri-4815	375	5	and	and	CCONJ
ajmri-4815	375	6	analyzing	analyze	VERB
ajmri-4815	375	7	real	real	ADJ
ajmri-4815	375	8	estate	estate	NOUN
ajmri-4815	375	9	market	market	NOUN
ajmri-4815	375	10	in	in	ADP
ajmri-4815	375	11	the	the	DET
ajmri-4815	375	12	chicago	chicago	PROPN
ajmri-4815	375	13	suburbs	suburb	NOUN
ajmri-4815	375	14	x	x	PROPN
ajmri-4815	375	15	u	u	PROPN
ajmri-4815	375	16	&	&	CCONJ
ajmri-4815	375	17	n	n	PROPN
ajmri-4815	375	18	gu	gu	PROPN
ajmri-4815	375	19	ye	ye	PROPN
ajmri-4815	375	20	n	n	PROPN
ajmri-4815	375	21	2022	2022	NUM
ajmri-4815	375	22	linear	linear	PROPN
ajmri-4815	375	23	regression	regression	NOUN
ajmri-4815	375	24	,	,	PUNCT
ajmri-4815	375	25	svr	svr	NOUN
ajmri-4815	375	26	,	,	PUNCT
ajmri-4815	375	27	decision	decision	NOUN
ajmri-4815	375	28	trees	tree	NOUN
ajmri-4815	375	29	,	,	PUNCT
ajmri-4815	375	30	xgboost	xgboost	PROPN
ajmri-4815	375	31	naperville/	naperville/	PROPN
ajmri-4815	375	32	bolingbrook	bolingbrook	PROPN
ajmri-4815	375	33	,	,	PUNCT
ajmri-4815	375	34	chicago	chicago	PROPN
ajmri-4815	375	35	housing	housing	NOUN
ajmri-4815	375	36	data	datum	NOUN
ajmri-4815	375	37	it	it	PRON
ajmri-4815	375	38	focuses	focus	VERB
ajmri-4815	375	39	on	on	ADP
ajmri-4815	375	40	predicting	predict	VERB
ajmri-4815	375	41	housing	housing	NOUN
ajmri-4815	375	42	prices	price	NOUN
ajmri-4815	375	43	using	use	VERB
ajmri-4815	375	44	various	various	ADJ
ajmri-4815	375	45	machine	machine	NOUN
ajmri-4815	375	46	learning	learning	NOUN
ajmri-4815	375	47	models	model	NOUN
ajmri-4815	375	48	.	.	PUNCT
ajmri-4815	376	1	xgboost	xgboost	PROPN
ajmri-4815	376	2	outperforms	outperform	VERB
ajmri-4815	376	3	others	other	NOUN
ajmri-4815	376	4	in	in	ADP
ajmri-4815	376	5	predictive	predictive	ADJ
ajmri-4815	376	6	accuracy	accuracy	NOUN
ajmri-4815	376	7	and	and	CCONJ
ajmri-4815	376	8	provides	provide	VERB
ajmri-4815	376	9	insights	insight	NOUN
ajmri-4815	376	10	into	into	ADP
ajmri-4815	376	11	factors	factor	NOUN
ajmri-4815	376	12	influencing	influence	VERB
ajmri-4815	376	13	housing	housing	NOUN
ajmri-4815	376	14	prices	price	NOUN
ajmri-4815	376	15	.	.	PUNCT